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[Watson 1964] Smooth regression analysis.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "[Watson 1964] Smooth regression analysis.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyM+/vH3EhFWd744Qoi1zOxM",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/astanziola/7c9811719915944f65560480a4f45ece/-watson-1964-smooth-regression-analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ufh0S3FLJ8l-"
},
"source": [
"Paper link: https://www.jstor.org/stable/25049340"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XRVI7VYGJcba"
},
"source": [
"import jax\n",
"from jax import numpy as jnp\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "nFnRxhh7JiN5",
"outputId": "56e04fb6-ed41-445d-d22e-81cb716f59b8"
},
"source": [
"randkey = jax.random.PRNGKey(40)\n",
"\n",
"def bivariate_normal_samples(num_samples, key, correlation = .8):\n",
" noise = jax.random.normal(key, shape=(2,num_samples))\n",
" return noise.at[1,:].set(correlation*noise[0] + jnp.sqrt(1 - correlation**2)*noise[1])"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 283
},
"id": "RnDKVj_jLiG3",
"outputId": "41cb530c-776c-404a-c701-ef2a9fa2051b"
},
"source": [
"samples = bivariate_normal_samples(100, randkey)\n",
"\n",
"plt.scatter(samples[0], samples[1])"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f5fc2fe7d50>"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FAY4O6MXZrtF"
},
"source": [
"## Figure 1"
]
},
{
"cell_type": "code",
"metadata": {
"id": "CHDEgeDELtWI"
},
"source": [
"def triang(x, delta=2):\n",
" return jnp.where(jnp.abs(x)<1/delta, delta*(1-delta*jnp.abs(x)), 0)\n",
"\n",
"def m(x, kernel, samples):\n",
" norm_factor = jnp.sum(kernel(x - samples[0]))\n",
" attention = kernel(x - samples[0])/norm_factor\n",
" return jnp.sum(attention*samples[1])\n",
"\n",
"def true_m(x, correlation = .8):\n",
" return correlation*x\n",
"\n",
"batch_m = jax.vmap(m, in_axes=(0,None,None), axis_name=\"batch\")"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "A_kXIWioSDXG"
},
"source": [
"def ext_density(x, kernel, samples):\n",
" return jnp.sum(kernel(x - samples[0]))/samples.shape[1]\n",
"\n",
"def true_density(x):\n",
" return jnp.exp(-(x**2)/2)/jnp.sqrt(2*jnp.pi)\n",
"\n",
"batch_ext_density = jax.vmap(ext_density, in_axes=(0,None,None), axis_name=\"batch\")"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "qsSkFLn9Wxhe"
},
"source": [
"x_coord = np.linspace(-2.5,2.5,200)\n",
"\n",
"def make_fig1(samples):\n",
" fig, ax = plt.subplots(2,3, figsize=(15,10))\n",
" for delta, plotnum in zip([2, 5, 10], range(3)):\n",
" # Regression\n",
" line = batch_m(x_coord, lambda x: triang(x, delta=delta), samples)\n",
"\n",
" ax[0,plotnum].scatter(samples[0], samples[1], color=\"red\", alpha=0.1)\n",
" ax[0,plotnum].plot(x_coord, line, linewidth=3, label=\"$\\delta = {}$\".format(delta), color=\"green\")\n",
" ax[0,plotnum].plot(x_coord, true_m(x_coord), linewidth=3, label=\"y = 0.8x\", color=\"black\")\n",
" ax[0,plotnum].legend()\n",
" ax[0,plotnum].set_xlim([-2.5,2.5])\n",
" ax[0,plotnum].set_ylim([-2.5,2.5])\n",
"\n",
" # Density estimation\n",
" line = batch_ext_density(x_coord, lambda x: triang(x, delta=delta), samples)\n",
"\n",
" ax[1,plotnum].plot(x_coord, line, linewidth=3, label=\"$\\delta = {}$\".format(delta), color=\"green\")\n",
" ax[1,plotnum].plot(x_coord, true_density(x_coord), linewidth=3, label=\"True density\", color=\"black\")\n",
" ax[1,plotnum].legend()\n",
" ax[1,plotnum].set_xlim([-2.5,2.5])\n",
" ax[1,plotnum].set_ylim([0,.5])"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 681
},
"id": "NROCLO5FbzWG",
"outputId": "5a137de0-34b0-4466-8200-684afc6c330f"
},
"source": [
"make_fig1(bivariate_normal_samples(100, randkey))\n",
"plt.suptitle(\"100 Samples\")"
],
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, '100 Samples')"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 6 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ml445tB5bqg7"
},
"source": [
"### With more samples"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 681
},
"id": "IeIQx0IbbsTM",
"outputId": "06a54bbf-d7b9-4a9a-8680-0d7ca450c77d"
},
"source": [
"make_fig1(bivariate_normal_samples(300, randkey))\n",
"plt.suptitle(\"300 Samples\")"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, '300 Samples')"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"image/png": 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X4uZm+8e0e/duvv76a3755Rc6dOhAhw4d+PHHHx3QYmG1evUgK0v7p6rG2/XqFf8aCxekc+GCbRfSmp5yVxTj7cTEituOsijY9rQ0SEqCU6dg7164ds34HF9fLTjd3SEtDQ9wt28jRAF7ZVN8fDy9e/emffv2dO3albvuuos777zTAS0WNrH1e12dswm07TxxAqKjIS5O+3nihHH7C2UTSUlkQrb9GyLAfvkEMG7cOHr06MGJEycIDQ3l888/x8PDgwULFnDHHXfQpk0b7r33Xm655RY7b4WwyBn7Tk7MpqjYKLP7VzOuoqo2HACxYd9pwcmlXMqIxwCG4lbnsmfUnKVZs2bs37+/3Ovp3bu3bb9Y4XgF/3EnJmpfIB+f0o/O2KNvtr27DZRlO8oiMVELtIQEbbuDgrT3O3QIunc3vp+vr/5Z5EKefRshCtgrm5o3b86hQ4fs0CJhV7Z+r6tzNoFWmF25Av7+2vvk5Gj3/fygZUtjewo+i5MnyZN8chh75RPA8uXLLS4fOnQoQ4cOtct7CBs4Y9/Jidl0IPaAeVNyM0nNTiXAO6DUt1FVlTW/L2HZybVcTomleY1Q/tlqKq2VekX2na6TybtHPgEgq4SDSFKoierF9D9ua9gjLBzRHcjW7SiLzExISdHa7ZU/qnWNGtoRomLCtqSjQkKIUtjyva7O2QQQG6ttf0E2eXlp92NjjYVaPlVV2XvjKIpMHyJE2VT0vpMTs+lg/MEiyxLSEqwq1F7d+iqzdxsnY99742/+d2UvP3X7kC6EmO07zds3j6TMJIASs8kuXR8VRWmsKMo2RVH+VhTlqKIoT9ljvUI4XUFYmLI1LCqyO5A9+fhohZqnyTyMOTkQEKCFsAU5kFtBrbOa5JOokqpzNlnJoBqYv28+YfPC6Lku0uUmvJZsElVWefPJidl0JOFIkWUJaQlWvXbTmU1Fll3PucHYA6+S5+9ntu+06ugq/XZJ2WSva9RygedUVb0Z6A7MUBRFposXlZ89wsLXF4KDtesojhzRfgYHu/78I/XqgZubdgRMVbWQzc42djUyoaoqH3/8savOUyT5JKqe6pxNAI0aadmUna3nU2bKdW05cC3jGiNWjOCpTU9x8cxFWFhy9yInkWwSVVN586mgq2JOjnaN14UL2v6Ig6Vmp3L2+tkiy60t1NJz0vXbT4aOIsBDO6t4NuMSP6Ue0vedzlw7w7ErxyAP3H92d3zXR1VVLwOX82+nKIpyDAgB/rbH+oVwGntcc5GRoV3n1aCBdso7O1u77+vr2jtEvr7Qvr3WrzopSTuTVreuFpYmYZuVlcX06dP54osvnNjY4kk+iSqpOmcTQOPGkJ4OaWlkZKQw4NAz7E0+SuiREFrVbc3BuINczbgKJ4E1QBYudyBJsklUWfa6XtVg0F7n5VUhE23/nWj5q1eWQu35RmPwUt1479K3AHx6dhVDe2pTWGw8tRHSgNWQdy4PKnLCa0VRwoCOQJEp4xVFmQpMBWhSWSbJE6K811xU5skia9fWLn4tZpjZS5cuMWrUKPbtK/J1d0nF5ZNkk6iUqnM2+fpCq1aQmMjqYyvYm3wUgJiUS8SkXNJ2e3YCvzi1lVaTfSdR5VTCfLLU7REgMd260SZNCzW/br2YeqkB763VCrWNl7dzOTeJhviyfPNyWAgkl75Ou55HVBTFH+3Y1dOqqt4o/LiqqgtVVY1QVTWiXhXpAy9EqTIzjRe8F/DyKvY6L5dTELYtW2o/84u03bt3ExERUZmKtGLzSbJJVEtVJJs2JBcabTALWIVZkda4ceOKbJlNZN9JCAuckE+mhVqQT5B+uyxn1PwC6nBTu370a9oP0K6Z/fHUj3zx1RfsnbXXqiIN7FioKYriiRY036iqutZe663ssrKyuO+++wgPD6dbt26cP3/e4vPmzp3LLbfcQtu2bRk3bhyZleU/SlE6e1z072I+++wz+vfvT1xcHADu7u7MnTvXya0qnuRTUZJNoipkU2ZuJptOGy/g/7TnpzRe3RiOGZ/Tr18/oqKiLLza+SSbLJN8Es7IJ9NCbUCzAfptawo1g2ogM9f49+fjobVzWMth2oI8mP36bKZMnAI52iI3Hzc2bNhQ4nrtNeqjAnwOHFNVdY491llVfP7559SqVYvTp0/zzDPP8NJLLxV5zqVLl5g/fz5RUVEcOXKEvLw8VqxY4YTWCoeoQiOrZWVl8eijjzJt2jRycrSkqVOnDps3b+bpp592cussk3yyTLJJVIVs2nZuG2k52pDfDeMb8vK9LxN9Klp//Mknn2Tz5s0EBwc7q4nFkmwqnuSTqOh8yjXkmk123T+sv37bmkItI8c4mbefpx/a1xvuankXpAPfwOkfThtfUAemfjKVe+65p8T12uuMWi/gAWCAoigH8/9VulkJZ86cyQcffKDf/8c//sG8efPKtc4NGzYwcaJ28eDo0aPZunWrxYmwc3NzycjIIDc3l/T0dBo1akRycjKtWrXixIkTAIwbN45FixaVqz3CCQouqnV31y6qdXd36MWwjnL58mUGDBjAwoUL9WUdOnQgKiqK/v37Y1Bddgq1Sp9Pkk3CIapANm04sUG7Hm0XxH0WR1KSNi+Rt7c3X375JfPmzcPTdIoR11Lpswkkn4SDVHA+7Ynew/XM6wCEBITQs3FP/TFrCjWzbo+efvrt7NhsPD73ANPBJFsCj8CkgZNKXa+9Rn3chZ3nJymoRB3B0pcdYPLkyURGRvL0009jMBhYsWIF+/fvL/K8Pn36kJKSUmT5e++9x8CBA82WXbp0Se8b7+HhQWBgIFevXqVu3br6c0JCQnj++edp0qQJvr6+DB48mMGDBwOwYMECJk2axFNPPcX169d55JFHyrzdwokqahJYB9m7dy+jRo0iNjZWX3b//fezaNEi/Pz8SMpM4sF1DzqxhcWzdz5JNkk2VSmVOJsMqoH1h9fDauAoqPkDp4WEhLBu3Tq6dOni3AaWQvadNJJPolgVmE8/nPxBv313y7up52c8c3cl/Uqpr7dUqH377bdMmjSJ3HSTKWb7af+CA4LpElJ6Rtl91MfKLCwsjDp16vDnn38SHx9Px44dqVOnTpHn7dy5067ve/36dTZs2MC5c+cICgpizJgxLF26lAkTJjBo0CC+/fZbZsyYwaFDh+z6vkJY4/PPP2f69Olk5/cVd3Nz49///jfPPvssiqJw6uophi4byulrp0tZkygrySYhivpu73fEz4+HeOOy3r17s3r1aurXr++8hlUzkk+iKvjhlHmhVsfP+Dd8NeMqqqqWeCDEtFDzdffllVdeYfbs2cYneAEjgTba3Se7PombUnrHRinUCnn44YdZsmQJcXFxTJ482eJzbDkqFBISQnR0NKGhoeTm5pKcnFwkwLZs2UKzZs0oGM0pMjKS3377jQkTJmAwGDh27Bh+fn5cv36d0NBQO22pECXLzs7mmWee4eOPP9aX1a5dmxUrVjBo0CAADsYd5M6ldxKfFl/caoSdSDYJYbRlyxbuj7wfTP7cp0+fzty5c/EqPFKccDjJJ1GZxaXG6XOo+Xj4MKDZAPw8/fD18CUjN4PsvGzSctLw9/Ivdh16oZYBlz+7zOyjxiItPDyc216+jcUxiwFoG9yWF3q9YFXbXLZQK+4Uu6ONHDmSmTNnkpOTw7Jlyyw+x5ajQvfccw///e9/6dGjB6tXr2bAgAFFKvImTZqwd+9e0tPT8fX1ZevWrURERADaiEZt2rThX//6Fw899BB79uxx5f72ooqIj49n9OjR7Nq1S1/Wrl071q9fT/PmzQFYf3w949eO18PJ18OXDDIsrq8qkWySbBLOo6oqc+bM4cUXX8RgyL8u1h0ee+MxPnrtI+c2zgVIPkk+CduduXZGv902uK3edbGOXx1ibsQAWvfHUgu1BGA53LhunGVjyJAhLFu2DE8/T1K/TyU2JZaFdy/Ey926A0p2nUetKvDy8qJ///7ce++9uLu7l3t9U6ZM4erVq4SHhzNnzhz9NGhsbCxDh2rXDHfr1o3Ro0fTqVMn2rVrh8FgYOrUqZw4cYLFixfz/vvv06dPH/r27cvbb79d7jYJUZLff/+dzp07mxVp9957L3v27KF58+ak56Qzc9tMRq4cqRdpNb1r8vMDPzurydWCZJOo7tLT05kwYQLPP/+8sUjzBybBG8+84cSWCcknUZldSL6g324a2FS/XcfXpPtj+tUS1/HzDz/DIuC6cdmrr77K999/T1BQEDW8arB81HK2T9pOq7qtrG+cqqpO+de5c2e1sL///rvIsoqWl5entm/fXj158qSzm2I1V/jcRCnS01X1wgVVPXFC+5me7uwWWbRkyRLV29tbRRtHTVUURZ09e7ZqMBhUg8GgrjqySm30fiOVN9D/NZ/XXD2acFRVVVUFolQnZYq9/kk22ZcrfHaiBJUkm86fP6926NBBzyZAJRSV51CbzG1i1ToknxynMuaTK3xuohQVlE/v7HhH36d57qfn9OW3//d2fflPp3+y+Nq8vDz1tddeM8smd2939dtvv7X6/UvKJjmjZuLvv/8mPDyc22+/nZtuusnZzRFVRUYGXLgAeXlQo4b288IFbbmLyMnJ4amnnmLSpElkZWUBEBQUxI8//shLL73E+aTz3LXsLu5dfS+xKcaRH/sFd2XfnWu42b+Zs5peLUg2CYeoBNkEsG3bNiIiIjh48KC+rG9kX5gEBEBEowjjkzMy4OJFOHlS++li21IVST4Jh6jAfDqfdF6/bXZGzWRAEUsjPyYnJzN8+HDzM7a14I5372D06NFF36gM+eSy16g5w80338zZs2dLf6KoeBkZkJgImZnarPT16lWeuX4SE8HbW/sHxp+JiS4xLHZiYiJjxoxh+/bt+rJbbrmF9evXEx4ezkf7P+KFzS+QkWsMlPo+dXmj/VM8fMsDeOQatPBs2tTS6oUdSDa5MMkmh1FVlfnz5/Pcc8+Rl5cHgKenJx9++CEHQw6y48AOALo0yh/iumDHzttb27HLzjZmU2X5nVRCkk8uqjJnE1RoPpl2fQwLCtNvl9T18dixY4wYMYKTJ08aF7YARkGjFo2KvklJ+VQClzujpp0BFNaqFp9XJTnqW6zMTCg8CpmXl7bcyf744w8iIiLMirTIyEj27NlDeHg464+v5/H/Pa4XaQoK01s/wPERW5h262Q83D2NQZqY6KzNqBDV4rtmZ1X+M5NscpiMjAwmTZrE008/rRdpDRo0YNu2bTz66KNEXY7Sn6ufUTPdsVOUapNNUA2+a3ZW5T+vyp5NUKH5ZHpGrdhCLcNYqH333Xd069bNrEgbMGEAjAf8zCe81pUxn1yqUPPx8eHq1atV/wtkJ6qqcvXqVXx8fJzdFMeq7P/5+vhoR05MZWdry51o6dKl9OrVi4sXLwLaRKlvv/02q1evJiAggIvJF5m8wTjM8q31b2XPlD181PE1gvzrmq/MRXbuHEWyyXbVIp8km8rsf6f+x6T1k9gbs7fIY9HR0fTp04evvvpKX9atWzeioqLo1asXmbmZHIozzo3VqWEn7YYLF56OJPlkG8mmSqKC8klVVS4mX9TvNw0ynuGq62fc17mSfgWDwcCbb77J8OHD9akmfH19Wb58OQOnDtSrKouFWhnzyaW6PoaGhhITE0NiZfpDcjIfH5+qPz9IZqZ2RMiUlxekpVWOU/v16mlHskBrd3Y2ZGU5ratgbm4uL730EnPmzNGXBQYG8s0333DXXXcBkJGTwciVI7meqQ1f1LhmY7ZN3EZt39pav+rsbGM3BHCJwtORJJvKpsrnU0nZBK6fT07Kpu9PfM+IlSMwqAbWHFtD1CNR+ihoO3bsYPTo0WbftcmTJ/Pxxx/jnZ85f1z+gxxDDgAt67TUcgmMO3bVKJtA8qksJJtcPJugwvIpPi2ezFytWKrlU4ua3jX1x0yvUYu7GkdkZCQbNmzQl4WFhbF+/Xrat2/PP3/5p77cYqFWxnxyqULN09OTZs1kUAJRSHF/3FC26xEqOqB8fbU2JSZqIenj47RrJq5cucLYsWPZunWrvqxNmzasX7+eli1bAtrRpak/TOWPy38A4OHmwYrRK4w7Qy5WeFYEySZhUUn/8Zb1eqmKzCcnZNPvl0OVVhUAACAASURBVH5n7JqxGFRteP3U7FTGfDuG3x/5ncWfLebpp58mNzcXAA8PDz744AOmT59uNofWnug9+u3uod2NK6+G2QSST8KCyp5NUGH5ZDaQSJB5VuhdH6/Aps82kXY5TX/s9ttvZ+XKlfpE7PqE1xRTqJUxn1yq66MQFtWrp/0xZ2WBqhpvg+2n9p3Vb9vXV7v4tWVL7acTirRDhw7RpUsXsyJt+PDh7N27Vy/SAObsmcPSw0v1+/PvnE/Pxj2NKyoIT3d3LTzd3eVifVE9FZdN9eqVreuRM/KpArPpYvJF7l5+t9kODcBfl/6if2R/Hn/8cb1ICw4OZuvWrcyYMaPIRMd7YoyFWo/QHubbItkkRNXIJqiQfDKd7Np0xEfI7/p4EliEWZH27LPPsmnTJr1IAysKtTLmk0udURPCouKOqkRHW+7vm5ZmeT1QMaMIuWCXghUrVjB58mQyTEL1jWee4Z9Tp+KWlASenuDry1eHvuL5zc/rz5nScQrTIqYVXWFBeApRnZV0xLe0rkeWODqfnJxNL215iYS0BABq+9YmsnUki7cvhpWw55Kx+Iq49VbWzp9P47Awrc0mbVRVtfhCDSSbhIDKl03gtHwyzZNb69+q3zYYDCz/eDksMz7Xx8eHxbNnM37IEIiNNWtjem4phRqUKZ+kUBOVg6U/7rL09y1LQNmiooeHLiXY8vLyeOWVV/jPf/6jLwsICGDp7NncM2SI8fT7hQtsyD5sNnhIz8Y9+WjoR0WOZgshTBT3H6+r5ZOTs+kICaw8slJ/eM29azBcMPDFoi8wpBj05RNHjOCTf/0L35o1LbYx+ka0Ppejv5c/bYPb2r/tQlQFlSWboGLzqVA27bqwQ3+oT5M+AKSkpDBp0iTWrl2rP6YEKexevJROnTqZ7TsVtLHUM2plJF0fReVV0qn94jh6FKGKHGmplK4I165dY+jQoWZFWsuWLdm/fr1WpJm0cX/Kce777kHyVG0Y7Fvr38oP437A28Pb4lsLIUrhavnk5Gx6e8tMVLRRCYe1HMaJn05w56A7jUWaAj0f7MyX77+Pb2BgsW38Lfo3/XbXkK64u7nbv/1CVGWulk1QcflUKJuSM65zOOEIAG6KG91Du3P69Gl69OhhVqQRBuojKj7NA4ptoxRqQhRWlv6+ZQkoW1Tk8NAlBNtff/1Fly5d+Pnnn/Wn33333ezfv5/WoaFmbbyYeokxOx4nK0+77i+8djg/TfiJWr617N9mIaoLV8snJ2bT5bwk1sRs1h7LBY+NHkybNo2cHG3kRvyAByE7IgvFu9DBoUJt3H1xt367V+Ne9m+7EFWdq2UTVFw+FcqmPUlH9ANIHRp0YPe23XTp0oWjR4/qLwm+PRgeAGrA4C0TSTO9xtakjVKoCWGJrReaOvpi85KOOmVkaEPbnzyp/SzvRbjFBNvq9evp0aMHZ8+e1Rf/85//ZMOGDQQGBuptzDXkMufwZ9z87W1cTL0EQKB3IJvGb6KBf4PytU0I4Vr5VNoRcXvmU6Fs+vz4cnLVXEiBgOUBrPtmnf5Yu/btYCrQDA4nnSQns1BXqkJH7XdF79Jv927Su+xtFKI6c6VsgorbdyqUTb9ezr8+TQXvPd4MHTqUpKQkALy9vVmyZAnfLfkOf19/AC6lx/FzzPaibUQKNSHsx5GjCBV31Mnf3/4jJhUKtry8PF595x3GPPUUafn9xv39/VmzZg2zZs3Czc1Nb2PU5QN0WTuE5/bNIi3/Alg33Pi69xxa+DYqe5uEEOXjqHwq6Yi4vUd0M8mmrLwsPju+FKKBzyDlTIr+tPHjx7P3t700zR+eOtuQzdGEo8Y2JiXB+fPaz4sXSUlK4HD8YcDYTUkIUUGqwr6TSTblGHL46tRqyAZWw54le/RJ40NDQ9m5cycTJ06kW2g3xrcbr68iOvmixXxKzzIeZJJCTQhXVdxRp9RU+/e/Ngm269evM+yBB3j3k0/0h8PDw9m7dy+RkZH6MlVVmXdoId23jOXg9b/15TfXbMH2u1czLKR/xQy5K4SoWCUdEbf39SEm2fTR0SXE7LgMS4BU7WE3Nzfef/99vv76a/z8/OjcqLP+0j/c4rW2Xb0K8fHQoAHUqQN5eew9+L0+/1q74HZmE9MKISqxitp3MsmmDec3cTkmHhYDxp6O9OnTh6ioKLp06aIvCwkI0W/HZiZazKf0jBv6c+xZqMmoj6JycMEh74tlaaQlR4yYlB9sR3fvZsTDD3O6YCJFYMiQIXzzzTfUqmW8ziwtO42pP0xl2V/GsWZ93L2ZeesTPNdxBl7uJt0o7TnkrhBVWWXPJrB/PuVnU+K547z6xmzYZ3yodu3arFy5koEDB+rLOjXoxNpj2oX7B678xeRu+VOCBASYDQe++/ph/TVyfZoQVqjs+eSgbCIxkdnffggLAZPL4GbMmMGcOXPwKnRZSaMAY0+jWCUVgoKK5FO6wbgiKdRE9VLRw0oX14bERO0Ud1qa1o6gIOtDryzD4Vph3aZNPPjgg6SmpurLXpkxg7dmzMA9JUVbv68vZ66dIXJVpN5tCKBLoy4s7/QvWjRoox2pKmDPIXeFqMqqQjaBQ/IpLjmZHuMiyTps7J7drnVrNixYQLObbjKbHy2iUYT+HH1OIws7aLuv/KnfluvThCiFs/PJtEg0ZUvB6IBsUn18eOebrzjw4VHyxxHBy8uTT95+h8nDh0NcXJH2mRVqKbEW8yk9Vwo1UV1VxESLJSkIO1WFa9fAzQ2uXwcPD0hPtxx6hY9i+ftDgjbRqz7/RlaW9toyMBgMvPHGG7z11lv6Mj8/P5a88w5jhg/X30M9f54vb2znqV9eIDXbWMw90ukR5g+Zj09sgkMKSCGqhcqYTQWvc2A+/f7774wYOYLYS7H6sq592/HLx8upERRUZIexR+MeuCluGFQDh+IPkZKVQkChHbRcQy57E/7Q19eriZxRE6JEzswn0yLRzU27lgsgLMx4nZkT9p3S09N5+OGHWb58ub7MM9CTHZ99TbeuXS3OjwYWCjULBWR6rvGSEblGTVQvFTmstCUFYVdwhsrDQzt6/fffWj/l6Gjz51u6MD8hAYKDzftfBwdr67ZxJKPk5GSGDx9uVqQ1a9aMPWvXakVafl/ua2o6kXueZsqmx/Qizcvdi0XDFrFw2EJ8PHwcP+SuEFVZZcsmsC6fcnK0navoaJtHWVuyZAl9+vQxFmkKBA4NYMfiVdSoVcvidSY1vWtya/1bATCoBvbG7C2STYfjDpGaq53pD60ZSpNA6ZotRImcmU+mReK1a1o2paXBwYNw5QoYDEWvM3PwvtP58+fp0bOHWZFGY3hi7iStSCvhOrgihVqhfMrJSNVGtgXcFXc83T3L/tkVIoWacH2OnmixsMJDwSYlaeGWlaUFR1yc9mV2c9P+nT1rHhTFXZifmmocMalePS2AbBzJ6Pjx43Tr1o0ffvhBXzZo0CCioqK4tVkzPZQPXT1Kl/V3sT7aOI9ayzot2T15Nw93eti4QkcPuStEVVbZsglKz6fGjbWdKE9Pm7IpJyeHJ598koceeoisLG1ORnyA8fDGo4/j7Rdg/oJCO4y9Gxu7Mu66uKtINu2+YjybJt0ehbCCM/Pp7FktOwCSk7UDRwXZlJdn7K5tyoH7Tr/88gsREREcPmS8/IPOwES4v82dpRa0dfzq4OmmFV/JWcmkuRvM8inVkKU/19/L3+aPriRSqAnXZ81ZH3vNs2HpiM7Vq1rQeHtrR4I8PY0hoijaBaWmR4asOYpVhlHWvvvuO7p27cqJEyf0ZS+88AI//vgjtWvX1kN57bkf6bHhHs6mGAcXmdFlBn8++qfZtSA6Rw65K0RVVtmyCUrPpzJkU0JCAoMGDeLDDz80LgwGpkKP23rw+K0Pl7rDaNqVUZ8rzSSbdqYYh2WTgUSEsIIz88nTU+vumJGhZYuiGPPEy0u7XfhaeAfsO6mqygcffMDgwYO5evWqttANuBsYBs3qNqNTw86l5pOb4kbDgIb6/cupl83yKTU4SH9MCjVR/ZR21seecwBZCoEGDbRhWAMC4MYNYx/pGjW0n/XrmweJNUexbOiSYDAYmDVrFsOHDyclJSX/I/Fl+fLl/Pvf/8bDI/9S03r12HzhF+7b+hgZedp6/D38WDNiGQuGLrBrn2khBJUvm6D0fLKxu9SBAweIiIhg+3aTSWDbAFPAq54X30R+g0f9hqXuMJqeJdsbs5ecvBz9fq4hl81nN+v3+zXtV/rnJUR158x8atBAWx4XZ8yctDRtoKPsbO2sfeHRHO2875SRkcHEiRN55plnyCs4u+cPTAIiYHy78ay5dw1KcLBVl4AU6f5oIiXbOD9kgHeh3gPlJIWaqPzsOQeQpRCoWVObJ6NGDa1vNEBgIPj5QWioFn6mQWJ6FCs9Hc6dg+PHtXUXBKCVXRJu3LjBqFGjeP311/VlYWFh/Pbbb4wdO9bsuYeSTzJqzzN6P+mbajZj/8RdRLYfZ/vnIIQoP1fLJjDmU1ISxMTAsWPakW///KPANnSX+vrrr+nduzfR+dfCKYpC+JhwuBfwhoc6PESzWs2s6mIdWjOUpoHaAAHpOekcjDuoP7YvZh9JmVo3qZCAENoGt7XtsxOiOiptaH5H5pOvrzZwSE6OdnYtOBhCQrQCzc1NO4gUFGS+jtKyCazOp4sXL9KnTx++/vprfVmj1o1gKtBEK9KWRi6lY8OOVl8CUlKhZjpYm73PqMmoj1WZs+fPsNf7lzbErD3n2ShuKNigIO0Ud716xrYUNwJRwZc+Olrrpx0QADfdpH35L1zQAiszE86c0Xa06tfXHiu0npMnTzJixAiOHTumLxvQvTsrP/mEuq1amTX79LXTDF02VD+qExIQwi9TdhBaM9T2z0AIR5Nssv297JFNoLUrOBgOHdJ2mgICtH8JCdpj/v7mj/n7aztWJuvJzc3lxRdfZO7cufqywIAAPvrPWzwQ9wygdRV6oecL5u9bykhzvZv05sJfWpftXRd30SVEm3D2f6f/pz9nSPgQFNPpRISwt6qQT9YMze/ofHJ3h+bNi8+mwoOWlZZNBW0uZd9p+/btjBkzhkSTgnPyvfdy9vY4Yi9rBdaI1iOKvncp+dTIv4QzalkmZ9S85IyasIY9T2k7+/1LO+pjzwtmS+vTbe3gG76+2vu3agXNmmlHuL29tfA5dEg7wnTTTdpzT5/WjjqZrGfjxo107drVrEh7ZvJkflqxgrqBgWaf5fErx+n7ZV89OGp61+R/4/8nRZpwTZJNzs0m0C7ODwuDNm20M2+BgVq7o6O1naIGDbQdpJQUrWtlcLC+nitXrnDHHXeYFWltwsP5feNGUsNSUfMnJurbtC8tarewaRNNuz/q16lRqFC7aYhN6xTCJlUln6w5W1ZR+WSvbLpwocR9J1VVWbBgAQMHDtSLNA8PDz565x0W/usd/jSZh7FLoy42b2JIzRD99ulrp82b7cAzalKoVVX2PKXt7PcvrU+yPYeYtyZQrB18w1K7U1O1Ys3bWyvemjXTirn8ialVVeWdd95h2LBhJCcnA+Dj7c3Xc+Yw56238PD0NPssY27EMPjrwdqFrYCPhw/r71tPu/rtbN92ISqCZJNrZpOXF8TGap9FYKC2k9SmjbbTlKrthBw8eJCIiAh++eUX/WUjBg9m38aN3NSiBetitujLR7YeafMmmhZquy/uRlVV4lLj+OOyNuKjh5sHA5sPtHm9QlitquSTNddyVWQ+2Subitl3yszMZPLkyTzxxBPk5mqXfwTXqcMvq1YxfdIkzmbHkZyjnfWq61e3TNN7mA7GtuPCDrPHHHmNmnR9rKrseUrbWe9fcPo/NlY7itKggfHLbXrUpyAgEhO19fv4lG+I+dJOgVvbLcFSV4CUFO1Itan8zyU1NZVJkyaxZs0a/aHGjRqx/t136dS6tXa639tbuybFx4e/Yw9x17oZRN/Qrg+p4VmDjfdvpF+YXGgvXFhVyCbQcqBgrrKAAO176evr3GwqaFdp+VRcN0qwvJOUlsby5cuZMmUKGSZH9mc98AD/mDwZt/h4khNj+CV2t/5Yka5FVri53s0E+QSRlJlEfFo8p66dYk/0Hv3xXo17UdO7ps3rFcJqVSGfrMkmcM19pzJkU0xMDJGRkfz+++/6QxGtWrF2wQIa16wJZ84QdfVX42ONIsrUfbpHaA883TzJMeRwNPEoCWkJBNfQrg02O6PmKWfUhDUqev4Me7+/6en/0FDt/rlz2uAclo76VNQQ87Z0S7B0tMrNrWihlp3Nmfh4unfvblak9evenaiVK+mkqtoQ3H5+2tm4mBh+OfUzPbeM43zSeQA83TxZe99aKdKE66vs2QTGHAgM1CZyzczUdoqSk52XTabtKi2fijuS3qhRkc8mNz2dF95/n/vvv18v0gL8/dnw6af88847cYuOBjc3NsbvJMegjdTYuU67Mh2xdlPczM6qbT+/vcj1aUI4VGXPJ1uyCVxv38mGbCI7m11//UVERIRZkTZxzBh2fvABjS9e1PYZ/fyISjJeRhLR0MI0RVao4VWDriFd9fumZ9XMrlGTUR+FVex5StuR71/cHB6mp/8LTnP7+mojATlzUmZbuiVY6grQvr32OpPP5aetW4m45x6OHjXOE/TklClsXrGCYC8vaNhQGwUpf/SkL+P+xx07HiE5+wagnUlbd986BrcYXFGfghBlV1myCUrPp6Ag7UCSr6+245GU5NwJ463Np+K6KTVubPbZXIuPZ+ikSby3cKH+0lbNm7N/40bu6dhR23ny9IQrV1h3Zaf+nJE3R5Z5E0yH3t96bis/n/lZvy/XpwmHqyz5VM2zSc3M5NP//pf+Y8cSHx8PgLu7O/NmzeLLuXPxKZjLLf8Skv3Jf+tvYXE+WSvdFnabfvvX87/qt027Pso1asI6pn/sV69qc1lkZ2tfioq4KNaa6ylKOsJS3FCvjRo5d1JmG+cYKnK0qnZt/XNRU1P5v4ULGfrooyQlaUNPe3t58eWcOcybNQtPT08tlGrXhlq1UN3ceP3IAiYf/z9yVW1OkEYBjdj50E7uanmXI7daCPspnA05OdqZ5ujo8k24Wtb3L+7Aj7X55OurDTvdurWxi5Gz2JJPlo6km3w2f/3xB11GjGDzb7/pL7m7f3/2/fADrcPDtWwKCIDGjcnISuV/CcbnjWx3b5k3wbRQW3l0JdczrwPaSLbtguXaW+FgVWnfqYpmU9b160z9xz947M039evR6taqxZbly3lyyhRjt8ZmzSAnh8yU6+y/YSzUuoV2K/NmmBZqOy8aD06Zdn2096iPco1aVebrqx2FSU/X/kMtGBa18BCtjnz/kvormx5hAePPxMTi+ymXp/tBaf2jy9N/2pZ2+fqSVqcOkydPZtWqVfrikJAQ1n3yCV3amswR5O0N6enkBNRg2pm5fHF+hf7QrfVvZWPkakIzvbWjas4YRliIsijIBtMhpCsyn6y51suV8qk818WWIZ++3bePSZMmkZ6eri+eOXMmrz/0EG6qNqoj3t5ake3uzs9+l0nL03ZiW9ZsTpu6bWxrt4mODTsS4BVgdoQa4MluT8qw/KJiyL6TORfKplgPD0Y98gh79+7VF3fs2JF1CxbQtGFD43O9vbU2NW3KfrdosvO7ZbcKbEED/wZlngKhW0g3FBRUVI4kHCEtO40aXjXMuj7KGTVhG2eNYFTcaXlTJR1hsXf3g9L6R5e3/7QN7Tp79iw9e/Y0K9J69+7NgQMH6DJwoPn6AwJIS77CiIMv88VJY5F2R7OB7Bq7mdBrec4bRliI8nJGPlmTTeA6+VTe62JtaFdeXh6vvPIK9957r16k+fv7s27dOt58803c6tc3rrN2bW00yNRUPo8zXkcW2SZSK6jKOMy4h5sHvZr0MlvWuWFnnu3xrFXbIIRdyL6TsT1OzKa/4v9i48mNGFQDe/bsoXPnzmZF2oQJE9i9ezdNO3Yssu9EairUqMGOy8bn923at1xTIAR4B3BzvZsBMKgGfUTa1JxUs+fYkxRqVZ2tXfXswdovQUkXzdoy74Y1Sgvd8vaftrJdW7ZsoUuXLhw+fFhfNn36dLZu3Ur9+vWLrD/ZM48Bl97hxzjjRasT207g+/E/EnAj07nDCAtRXhWdT7b8B+0q+VTe62KtbNf169e5++67mT17tr4sPDycffv2MWLEiKLrNxigSRMu1vFgY+yv+msmd5la+jaV4uVeL+Pp5omCwm1ht/HtmG/xcJMOQKICyb6TxgnZdOrqKR7+7mH6ftmXWz+9lbuX382IF0fQr18/4uLiAO16tDlz5vDVV1/hW6hrJGlp2ufXvTv4+7PjkrFbdt8WA8pdhJsOKLL/0n4Ah55Rk+Sr6hxxGrw0JZ2WNz2dXzBbPZjPVl8ww7w13ZOsVdqQt7YMiVuGdqmqypw5c3jxxRcxGAz5q/fi448/ZsqUKRbXn5OXw5hld7E//g/9odf6vMas/rO0I9bOHkZYiPKq6HyyNpvAtfLJlu95Gdp19OhRhg8fzpkzZ/RlQ4YMYdmyZQQFBZW4/sXblmJQtUwb2HwgN9W5ybptKkG/sH6kvppKVm6W3Y9OC2EV2XfSVHA25RnyiFwVyZGEI9qCXGATfB/1vf6c2rVrs2rVKm6//fZS158d6M9vVw/q9/s27Qvx5dt36hbSjS8PfgnAvkv7AMdeoyZn1Ko6Z4xglJSkBcuZM9oojRkZlo9E2fvIT0lKOgJVMOfI8ePG9po+Xk7p6elMmDCB559/Xi/SGjZsyPbt24sWaflUVWX6xulsPrtZX7ZgyALeGvCW8ToNZw8jLER5VXQ+WZtN4Br5BA7NJoC1a9fSvXt3syLt1Vdf5fvvvy9apBWSk5fD4j8W6/endZ5mfLCc+eTl7iVFmnAe2XfSVHA2rTy60likpQD/BaKMj7dv356oqKiiRVoxdl3cRVqOVoA1r9VcmzaknNlkekatoFBz5KiPckatqrP3hIalKSh63N21IxY5OdqXODi46BGMgvbZ68hPSYo7AhUcbJxzJDvbOOdI/fraKfGCI1RldOHCBUaMGMHBg8YjOj169GDNmjU0NL3wtZD/2/1/LP7TuAP0er/XmdF1hnXbVM42C1FhKjKfbM2mgvY5K5/yh5V2VDYZDAZef/113n77bX1ZjRo1WLJkCaNHj7ZqHd+f/J7LqZcBaODfgHta3VPyNkk+icpC9p00FZhNqqoya/ss7U4MsBKtWMvn19GPX3/9laCaJR9AMrXx5Eb99tDwocVvkw3Z1Da4LX6efqTnpHMx+SJnrp0xP6PmqteoKYryhaIoCYqiHLHXOoWdVOSEq4mJ2pcV9Hm/UBRtiFt7HYmydjAAU8UdgUpNLXnOEbD9vfJt27aNiIgIsyJt6tSpbNu2rWiRZrJNK3/9iFe2vqI/9MCtD/B6v9et3yYZ9dGMZJOLq6h8qohsAvvlk5+ftiPkgGxKTk5m+PDhZkVarUa1mPvtXEaNGmX1Nn0a9an+lIc7Poynu2fJ2yT5VITkkwuTfaeyZZOvb5neKy41jhNXT8CfwJcYizQFGATp96Sz5vQam7bpx9M/6rf1aYzKmU2e7p7c3sx4Ru/7k99XmlEflwB32nF9ojLKzNS+wCEh2h9/erp2JMpec3iUY7Qei6Fb0pwjUKb3UlWVefPmMWjQIK5cuQKAp6cnn376KZ999hnepn3eC23TmoRfmbDjaf2hfk37sWjYouKHpa7I/0gqryVINglHZxPYN5/A7tkEcOzYMbp27coPP/xgXNgCrk+4ztT9U4lcFcm1jGulblNswhm2nN0CgILCw50eLn2bJJ8sWYLkk6hM+05Q8lxtZXyv4/HH4UdgA6BNFUutWrV46D8PQS9Agbd3vk1OXo5V23T8ynGOXzmuNdPD12yOxvJm07CWw/Tb35/8vnLMo6aq6g5FUcLstT5RSRX0/S348oJ2Stnd3fx5ZZzDguhorXuAwaC9rnZt42g9ZekGUNIFw7YMPKBvVgbTpk3jq6++0pc1aNCA1atX06tXL4uvITER1cuLD08t5Zm9b+gX5rcObMG6+9bh7eFt+XXCKpJNAnB8NmVkwMGD2g5WzZpaNhW8riz5ZOdsAvjuu++YMGECKSkm/Yl6AbejH7Zdf3w9MTdi2DZxm3ZkuJj3WnngS1S0OdVuC7uNpkHSpbEsJJ8E4Nh8qshsKlinSWYYvDy1eCnhvRISEph23zQwjp1G27ZtWb9+PcGhwXw//3uupF/hfNJ51hxbw9i2Y0vNwX/88g99XYNaDMLX034Hiu5uebd+e/v57eSpefr9Gl7FdKUvowodTERRlKmKokQpihKVKEOIl19ZTmM7mjUX4Jb1yE5GBpw9C25u2qn3vDy4dEn7WfhiW2s/m5Laa+PwvNHR0fTp08esSOvatStRUVHFF2nA9RvxjN31NE/tmakXaa0CW7Dlti+p5VvL8ufgar/3Sk6yyQFc7e/U0dl04YK2IxQYaMwmS4MBOCGbDAYDb775JsOHD9eLNF9fX5pMbgKDKLInEBUbxfi141FVtdj3Wn56vX73/nb32759wmqST3bmin+jjsqnis4m0DMjIeMK7VbfTuNlXfj+8vZi8+nAgQNERERw8o+T+rI2fduwZ88eWrRoQYB3AE90fUJ/bM6eOSVmE5mZbD+/nbXH1uqL/9HnH3b9vTcMaEhEowgAsyLN18PX7lOJVGihpqrqQlVVI1RVjajnyJFzqoPynMZ2JGv6/pZ1DovERG0SQ0XR/nl5af/i481H67HlsympvTaMDLRj82Y6d+zIgQMH9GWTJ09m+/bthBQcHStEVVWW/7Wc1huHsuqccejZbsEd2T54GSG1LRyhdtXfeyUn2WRnrvh36uhs8vbW8ik315hN166ZZ4YTsulGfDyRQ4bwxhtv6MvCwsJ45ctXuNjkIgB+nn7EPhvLJ3d9oj/ny3uH3QAAIABJREFUuxPfMX/ffIvvdTDuIL9f+wsATzdPRrUZZfv2CatJPtmRq/6NOiqfKjqbQM+MuX8t4sj148SmxzFiyxTWxm0rsqqvFi+mV69eREdHGxfeDi9+8CL+/sZrvaZFTMPbXTtj9nvs79poi8XkYJq7gSnfGUfUHtd2HF1rt7P77/3Z7s8WWeaIkWpleP7KqpwT9jlUaX1/yzqRZGamdrFtVpb25VRV7d+NG+ZHnWz9bIprrxVHuFRVZcGcOdw+dCiJV68C4OHhwYLXXmPxhx/iU8xwr39e/pPBSwdz/9r7Sci8oi9/uNU4tg38hvpuNS1fQOzKv3chCrjq36kjs8nLS7tGoyCfPDy0bDLNjArMJoCThw/TrWdPNvz8s77s9u7d2bVtCwtjF+rLnu/xPA0DGjItYhrPdH9GX/7C5hfYnnG8yHv969AC/Tkj24w0nvl31d+7EAVc+W/UEflU0dkEUK8ehswMlp4yDvxhUA08c+Ad7UwYkJOTw9OPP87ERx4hKysLAHdfNxgP9IGWdVuavV1wjWDua3uffn/zmc0Wc1DNzOTxg+9w5ro23UigdyD/HvRvh/zex7Ydy+AWg82W2XsgEZBCrfIq6w6FKyjrHBY+PtqRm9BQrftjerr2z9dXu3at4FS2vT6bUo4aZWZmMmXKFJ547jlyc3MBCK5bl60rVzJj8mSUK1eKrPJC0gXuX3M/nRZ20i/EBwjxb8S6AQtZ1OkNfL1rFD8CUWX+vYvqo7L+nZYnmwquLynIp4QEbWcoO1vbGajAbALYuHEjXXr35vjZs/qy5x59lE1ffcW6498QcyMGgPo16vN8z+f158weOJvODTsDkGPIYcT6+/gh56j+XsdTzrE6+if9+S/3etnYrsr6exfVR2X+Gy1LPlnKpuRk7fvs5mbcd0pKst/n4uvLr8oFYtIvmy2+eCOavTF7uXLlCnfccQfzPvpIf+zmli3xmeYLN2n3w2uHF1ntgLAB+u19l/ZZzME5CRtYcmSp/rx5d84jtGaoQ37viqLw/uD3zZaZDcRkJ/Ycnn85sAdopShKjKIolmfyFfZRmSc7LutEkgWvc3PTLrYtOEJUv775qWyw32dj6ahRRgaXdu6kX8eOfPnll/pTI9q3J+rHH+nbvXuRAEjPSef1ba/T+qPWLD+yXF/uprjxRNcn+PvxY4zo80jpIxBV5t+7k0g2OUFl/TstbzZlZWnbWNBlp2AktIrKJsBw5QpvT53KsGHDuJF/PZqPjw9LP/yQ92bOJM/bnf/7y9jF8dU+r5p11/Fy92LNvWto4N8AgKTMJIatHc30v2aT1bwpL/89Xx9EZOhNQ+nYsKOxTZX19+5Ekk8VrDL/jZYlnwpnU716WiYFBWlTABTsO129qh1YMlWOz+Xb099ZXP7h0neIaNuWbduM3SBHDhnCD6v+S1qgNjF1gEcN6vkV3aZuod302/su7dPOzpnk4NW6Nfjnrln6cya2n8iD7R/U7jjo9942uK3eJRO0vLQ3uxVqqqqOU1W1oaqqnqqqhqqq+rm91i0sKOsOhSso6xwWhV+XnAzNmmkXyJqeygbHfTYZGexeuZLOw4ez//hxffHEAQPY8c03NC64Hs0kAI5fOU6HTzswa8csMnONxduI1iM48tgR5g+ZT03vmta9f2X+vTuJZJMTVNa/08qcTUDKhQuMGT6cfy5apHcxalK7Nru/+orxkZEAfHP8W2LS4wCtO9EjnR4psp6mQU3ZeP9G6teory/7JOoT/N/1Z8OJDfqyWbfNMn9hZf29O5HkUwWrzH+jZcmnkuZBM+0GWL++NmebnT6XI4nGaQGf75F/xv4vWPH6Ri7Ex+uPvTVhAqvnzSPOkKAvC68ZZnFKopZ1WhLoHQigjwBpatEfi8jI1a45axfcjoXDFhrX48Df+9JI4xm8CbdOKPf6CrPv0CSi4hR8+RITtS+fj0/lmky04ChIeV538qR2NMiUl5c2WaSDPpvPPviAJ2bOJCe/q6O7uztzHnuMJ7p3R0lK0gIvPh5SUlCbNeOr3xfx5NbnuZFlPFLVqWEn5t05j95NetvegMr+exfVQ2X+O62k2XT69GlGDB7M0XPn9GW3dezIqilTqJffVVyNi2Peoc/0x5/r8VyxQ1Z3atiJo9OPMm3jNFb/vRqAXEOu/vgDtz5A50adzV9UmX/vonqo7H+jZcmnwq85ebJoN8DAQG2wkYKCrpyfy8mrxhEcH+7wMAve/pDMnVn55+KhZo0aLH31VYaFhUF0NOduHNKf37xWc4vrdFPc6BrSlc1nNwPaWbVmtZoBWjZ99LuxK+VzPZ7Dy91kGx34ex9982jm3jGXg3EHmdlvZrnXV5gUapVZWXcoqoqS5vKw82eTlZXFE088waJFi/RldYOCWDV7Nv0jIrQRlFJTta4DNWtyroE3j+2Yyk+xO/Tn+3n6MfeOuUzpOAV3N3dLb6MpbZ6U6v57F5VDdf47rcBsAti0aRPjxo0jKcnY7eapceP4z1NP4ZmTAydOwKlT7Mg7w+F0rZDzc/flkZtLPvpbx68Oq0av4sXNL/Lenvf05cHedXi39eNaVhXe0anOv3dROVT3v9Hi8ikoyC6fS3JmMglp2hkyrywvZtw/g8ydWfrjDUPqsm3+Z7Rq2hQuX4aYGC4YzuuPN3WvYzlbgG4h3fRCbdfFXdp8asCm05v0626DveswNrBn0XU48Pf+dPenHbJekMFERGVW0qnsgvkyDh+GPXu0n2WcNyM2Npb+/fubFWkdW7YkaulS+nfpoh0l9/ODmjXJvKkZ/5f8I2033mVWpIXXDmf35N1M7Ty19CLNFYcOFkJYz5psOnnS/F8Z8klVVWbPns3QoUP1Is3by4slb7zBB88/j6enJxgM2gS3rVsz/+r/9Nc+0GIEtVJyi1u1TlEU3h34Lrc17gtATU9/Ng35hhCfepJNQlRGDt53OnXtlHYjDtSFKlu3bjU+2BLuea0vrcLCtH2nrCxo0YLzvsZCLiywabGjMfYL66ffXnNsDXkGbQ6zr/9Yoi+f2HIM3nhUmXySM2qibDPdu8J7F3cqG7QvqMEA169rfbCvXdMunE1PL/l0d6H27D13jshx47h82Th60fihQ1n42GP41a6thUxaGoY6tVkZu5lXflvAhdQY/bkKCk+0nMC/Rn1i3Wz1pkPIgvFnYmL1PgIoqidnZlN53r+0bPL21gZFOn9eWxYWZjwoU1w+FWpLmp8fk2fMYNWqVfpTQhs1Yu0LL9ClUyct/9LTtTP9ISFczE5k/YVN+nOfaPew1SOeebh5sKn/YjZe2EKXRhE09jeZG1KySVRX1WzfydCkMQeu/01YUBj1ahS6tsukPScv/QZHgA3aMPy6ftq/w5kn9X0nPDygfn0uHL+kP61pUNNis+m2sNuoX6M+8WnxxKXGse38NiIaRbDh9A/6cx5sOaZK7TvJGbXqrvAZnNRU2Lu3XGegyvzeZTl7ZGnks4JiJy1N++nvrwVRSkrJ82YUas/iZcvoN2iQXqS5ubnx/vvv8/W33+LXsiVkZZGdkcoa5Rg99j3C/VEvmxVp7Wq3Yc+QNczr9bZ1RRpU7qGDhbAnS/lw4kS5zkCV+/1tyaeSssnb+//ZO+/wqMrsj39mJpPMpPcESELvVZqooIIKdkFFUHexF9RVV1lZXfuurK69l0X9qevaxbLqLjZAsIAgIi2UBJIQ0hPSZpJJZn5/nNy5M8lMes/7fZ48ydz73ve+9ybnm3POe4ooQqGh8lVU1Hhfn3prSUtP55jjjvMy0mbNmsV3P21g0sUXimJVWCjfJ06E2lqeW/8YTpcTgJP6z2RsyOAWVTwLcrg4d/jZ3kaa4iaFvoo+qDvd+b/lTF85naNePIrDZR6l9z3WU2ux8NzTr8P7QJ2NFhoayqtvvQqzASP8UrYHh60C4uMlN+7gQQ4WH3BPN8iS4JebAowB7nBHgJv+exMn/N8JVNXKjtxRMeMYFz1KTvYSflKGWl+Hp+Jgt0NBgSST2u0dH3bXUY0nNWPHbhdFBeR7VVXjglu3nmqDgevuuIOrbr+d6jpvUHR0NP/75BNuOf98DFlZ7LZn8afKj0nafDHnr7+Rjblb3NPEmCN4etiNbJ79FkeHj25YVcgz9Kk+offk0sEKCu2J+vzgdAo/5ed3TlhwR/CTpyNG4yeNm8A/P3ms5cvvvmPq/Pn8tkdP1o8+PprNJ/3M4JcHE/7iQJbmvULezKNg0iQoK6PA6uL5w7rH+cbBi/xXPPPHT4qbFBR09DHdqdhVyd+3SbGOQ2WHuHfNvQ3WU2yzccYll7Bh1Wb3qfiUeH5au5ZLj51DSnB/uY2zmh1DQuVeCQm4jEYO2nTDb2BAXKPcdHGEXohtZ/5OtuVuc3++edyV+vhewk/KUOvr8FQciork55AQ+SfeXsLfnHtraA8PiKZQWCwSAw3yPSioccG128kpKeGkRYt4/vXX3YcnjBzJz+vXM2fIYD5O/y+zvvk9o1edxCObniC/Un83QaYglo+9mv0nfMgNiWdjLvMRZtmUJ6ylJWQbM/oUFHoy6vNDUZHIjNPZvspJc+8PbecnT2NH4yeNm8A/P9ntuMxmHnnhBU69+GKK6/LRjAFGOBuK5hRRici+vbaKF7au5NiVx5B9cDsEBfHXfa9QWis9ikZYkzgjeJLvEMvG+Elxk4KCjj6mO72++x2voa9sfYX04nT3eranpTHtjDP435o1+qDh8PL7zzMmOBhqa5kWP8l9atPOr+QdRUSQHx+CzSnOqoiAUCKGj2uUm6Ymz+Diwed4nQ4yBfHM5Dv5fcpZvY6flKHW1+GpOGheFE/FoSO3jut7aG02ydnIzm694Nhsst7UVKnAWFoqIQl2O4SFNSq4G3fvZurpp7N+40b3sUVnnsmGVavYWvAdR315HvPXXMP63I1e1yUFJ3LXUTex94LvePDYe4gYPEpvdFufbJryhLWkT4oqPKLQm1GfHzQe8qxU1pP4yZOb0tNFpsvL5UvLd/XDT5UuFxdfdx1/+utfcTolfDE8OhTnpU6Y7Pt2+0vSOOWLi3hiz+s8u/P/3McfOu5eTLHxvjmlMX5S3KSgoKOP6U7/TH3La3iNs4Y3tr0BwAfffMOMs89mv5ZzCzALuBCmhqW4eWRanIehlvWj29g8WFPgPj4oNKlJbjIYjbw650l+N2Q+ABMSJrDpqk1cf/IdGAICeh0/qWIifR1xdZW7QI9NdrkgKUmOdeTWsee9a2sbT6xvTuKsJnxBQTBsmPQzKygQMoiOFoH0k3D76quvsnTpUqrqQpCMRiN//9OfOGvBLBb8dANfHfzGa3yAIYCzB57ClQMXMHfQyZhc+C7FXR92u+/+ShUV+ufmlpD1VKpsNvHqlZZK7sukST2nL4yCgi948kNgoBTfqKiQRtIaugM/Qeu4KTMTBgyQa5xOeUYfisWBAwdYcMEFbN2mh/eMGDuYvacdgFD5vHjIOTx2zD0kWuN5a/9HXLLmZmpcNews3ccff7zXfd0J/Y7hnH6zJYHfF5riJ8VNCgqCXqA7VddWk1WaxaCgBIwZmX51p5KAGnaU7muwjDXpa6j+spoHHnjAfcxqtWA7yw5jICU8mURjuNsgmxY30T1uU1mqu0XAgbJM9/GBYcm+n7keN5mNZt6Y8wyPT1pOzLij9cbWvZCflKHWW9Ae1cksFiGbxET5WfPwaspIR6wzPl68NgcPyloSE73XnZ+vk1JQkAhqdbXv6mj1KyYOHgz9+4tnxY/wOhwObr31Vp5++mn3scjwcF59eAU/xGxn4uoFOJx61aKQgGCWjlnCLcOW0K/UKR60aodUV4uIEEKqrvb/3hrrr9RSaMRls8GhQ3LviAg4cqTx6nEKCp2J9qqcGBcncmY0ikLUmJy11zq1+/vjp8xMMbJaw01VVY1yE8A333zDBRdcQGFhofvYKWccy9eTf8Rlktaxx8VP5bVjHiIwOAyAi4YtwGSzc+GPf8Llbi8LoyKG8fbMJzBUV0O/fr5v2F78pLhJoSegvSon9kDdyREYwNErj2Zrzlb6WeO5b+LNXDX+Erm2nu50MEdvRh0aGEp5dTnYYO2Da/k29Vv3uSEpKSz80zweKpRWRselzPTilClxE9xjfytPw7Y/FeuAgRws04uwDYwb5vv5/XBTbER/2f1vCXoYP6nQx96A9qpONmECzJghczS1ddxe68zLEzLp31+8QZ730kIHmps428K47by8PE455RQvI23cuHE8/MGj3FjxEP/Y/oLbSDMajNww7GIOnLuOh4dfT7/f0iW22WiEmrpeRA5H0++tpXkejUEjLi0+PjBQ1hIW1rHx8QoKzUV7Vk4cMQJGjmxe6F17rRPk/v74KTu7Q7jJ5XLxxBNPMHfuXLeRZjabueH+G/j26I04TRL+OCZuDB8ufJ/AmjouqayEXbtYdDCM/xtxGxZTEMEmKxfHn8y3x75IYmhi4++svfhJcZNCd0d7Vk7sgbrTmgNr2JqzFYDDtjyu++luCuxFDecADh456D58XPJxJFUlwT/Bmep0H587dy6bfvmFA4ml7mPHJh/rxSkR5TWMNIuTqBYnWw05kJPDvrzd7msGxw73/Q76sO6kdtR6A9qz91YHdm5vdJ2NeXL9heNoXmbNw6Rd0wxv8ObNm1mwYAGZmfqW+6lnn4r1fCtXbbjKa+zMlJk8c9ozTIwYIR70TT/qfUdMJgkRiI2VY029O3/9S1pD6Jq3rLRUvEHaDkNSUsNwSgWFrkB79wXsKH5qap3++Al8G2Bt4CabzcY111zDG2+84T6WmJjIC6+/wGVbLqPGLo6hkTEj+XrJ18SHJkKITbgpLU3kfsQIllgmcH7iHAIGJBNotjS5ewe0Hz8pblLo7ugp3ATtqzvVGaSf57zpdbjGVcMPuT9z1sC53nMAB0oOuMe5drnIfSIXPOzZ5cuX88ADD2Aymfg+83v38eOSj9M5JTMTtmxhmnUYqQ6p8LgpdwvHTJpO6h59R21U7Cjf76AP605qR603oKf03mpsnY15S3yVhT5yRJQhTw9TZaUcb8Lj8sYbbzBz5ky3kWYwGBi3eBxfTfmKVWmr3ONig2N5bf5rrLt0HRMTJwohWCySVzJ0qHzWvDFa0m1z4Kt/SWugEVdwsDy30ShEY7X2mrK0Cj0cvYGbwD8/9e/frtyUkZHBrFmzvIy0qdOm8tC7D3HXvrsothcDkByezDeXfCM7ZKBz08iREhIVFgaBgQRbwwk8Ut6yd94e/KS4SaG7o6dwE7Sf7qQVHTGb+SJnfYPbfJ/9k09+OlhyEJzAt7B6xWoctrp0EDNMuH4CDz74ICaTiQMlB8gsFb0qxBzC+ITxMs5Ddzo6eYb7fhvKdkJ5ObtL9ruPjYwd6f899FHdSe2o9Qa0Z95TR6KxdTbmLalfVKC6WpJdExO9PUwRERJ+qIVG1fO41NTUsGzZMp588kn9/kHgOs/F9hHb8UjnYMnYi3n09CeIDY71fgateqTDoROn2QwlJbKeptCWmHhfsFol+VWLQw8M7Jj4eAWF1qA3cBP45ydoF24CWLt2LQsXLiTfI+xm5jkz2TJ5C5d8c4n7mAED/zrjZfqH9fd+Bs17HhSk85PZLEZic9654iaFvoSewk3QKt2pwuTkg9zVHMzYxuiYkZw37BwMOTkApIVUk3pkf4PbfJ//i09+2nd4H7wDpHoMjgQWw/7++3Ec2I+5upbP0991n541cBYBRg8To053mlU73n1obfFWSooPk2MXzgsyBTEwwgc3tDc3QY/iJ7Wj1hvQnrG7HYnWrtNXWeiYGAgP9x6nGU4+PC4FBQXMOGGGt5EWC1wNjNAPzUyYzrp5b/PauDuJNdQLGQAhCa3Mf3W1PEdFhXhkmnqOjioJ25Ky2QoKnYnewk3+FAU/3GQLNlNSdUSfvxFucrlcPPPMM5x88sluI81gMhCzIJL1k9ZT6ap0T2M2mnl6+j0c70xuyBuaMhcTo/NTdbVwU1PvXHGTQl9DT+EmaHytfrjpqk+v4pLPr+Lu7U+zcO0NPLf1n+LAGTSId7O/dE89OUY3nDYW/opj6GAvfkpNTWX17au9jLSTZ84k6eZESIQKRwVb8rZBSAifZX7tHnPG8DO8n6FOdxoXOIDIACl8lFtVyH+Kf3IPGR4zHJPR5H1dR5bS7yH8pAy13oAe8sfW6DqbEsb6W96RkQ1Djvx4w9ZvXM+QsUPY/P1m/eAo4Cowx5k5PngM90XM57fp/8d3p/ybWSmzpJLb1q0NmyFqhFlbKzHXe/aIx3riRP/9OrSmilu36hXi2rthb3uFBCgotCf6GDflRgcx76c/EPx/w4l6fQyD3jqaP/5wDxlF6T65yW63c8UVV/CHP/yBGq0oUQi4lrgonFgCdcXMYo2hXNbvdDaf9hHXT7zKNz9p3FRdLfxy4ADs3SuOJX/NrRU3KfRV9BRuAv9rBZ/clJm7l3d2vOM1xbJf/8HO6BpqDC6e2/ma+/iNo5YwOFRK4ttr7O4CIwD/+c9/mD59OvYcPRz06t9dwBevvMKcwce4j63ds5rK8mK+yfnRfeyMgNE+dSeTE2ZZdO/4S2Vr3D+789M6i5ugR/CTCn3sLejIRNb2hL91tjSx11c4pI8t69sev41Hlj+Cy6HHNRpnG1m85EwuHHwmJ9YmE5p/RNZV5ZRkfIMBcnKEDOPiGvZM0taXkCBjQkIab6qolcbNzNTDF7Tx3TBxVUGhXdFHuCmnPIc5r81hV8Eu97GD5Vk8sX0lL+16k88WruJE9PFZWVmcd955bNy4Ub9Xf2ARECEfQ0xWLgo9hscGXk2owwBp5ZBbF54UGir392wJEB8Pv/4qis2QITLG6MMfq7hJQaHncBP4XmtGhk9uWvnjkzhdTq+h9ho7d+14hgtjZ5NZkQ1AbFA0i/qdwuqin0nfJYbd95nfM6XfFFasWMHdd9+Ny1WnOwWAab6J5+59ABMGTggazut1c6/N+Ynh34VgrxWDbrQlmcEJo7y5SUNQECckHM2n5eI4/y77B/epkTEjFTf5gDLUFBqiI+KBm0JzGkF7wrOSkGaw9ddzNnJKc5izZA67PtaVJgJh6pXjee+sOxg0bKo0N6ythdBa+V5aCllZcjwuDqKipMdGUpK3ByciQhQiDVVVvg3K+gpeWJg8Z1GRFCSB7hsTr6DQXdHZ/NQMbjpcdpjZr80mtTAVX6istXHeRxfx01U/MSx6GOvXr+f8888nNzfXPSZociBVp1WDGWbGTeXhYUs5KnQYQcVlsmufmSGG1969ekSB3a4/u8ZPgwZ557L44ifFTQoK7Y9uwE0us5mXU992f75j5h2sWL8CgA/3fMz/0r9yn7u6/5lYag0cGzGWf9cdW7t3LWv/sZZVq/TCakQAi2DgkARMLqC4iBPipkFdVf2vKraxy65X0J5vmeSbm+p0pzlh58D+5xo8zsiYkYqbfECFPip4oyPjgRuDr8qOzRFGp1MMtuHDwWzGdeAAL3/7PClTU7yMNFOckUdevIONN3/AoAozfPedKDy1tWKQlZRIqFBgoByrrZW5XS6p4KZVWGpJpaj6Y2NiZM7S0u4fE6+g0B3RFfzUBDc5XU4Wf7DYbaSZDCbeOfsNqhdu49M5/yTOEgNAkb2I0944lQefeJDZs2e7jTSTyUT/c+OpOkuMtIHmOP4bdAUzCiwEuUzCT5mZUFYmfOKoq7jmdIojCVrOT4qbFBTaF92Em3JLszlkE24JCwzjnhPv4egBR7vPVzjEwRQdGMGNU6+HmBiOjTlKThbCp3/61MtIGz9phOTy94dBpmi37jQkMJFjIsYBUE0t6bUFAARg5LqwOY1y06SYscxMmN7gcaYPmK64yQeUoabgjeY2l25vtCaxt95as2uKmf3OZVx57nU49jrcw/pPSmDPf77h1lmXYzh8WATfahXjLCNDT7jXntNmk5BGs1m85lreh8UiX9rO2/798r201LdB6UvBczrlHnv3isLVXWPiFRS6I7qCn5rgpn9u/ifrDq4DxEh7+/y3uSDmeMzWUM4cejqfnfo6FpMFamDf6/u5/Y+3u/PRQiJDsFwWRPaEPHc+2nMjbyEkJNKbn2w2CAgQxa+mBqKjZVdN25FrKT8pblJQaF90E27KLtF3tgZGDiTQFMilky5tcOnzM/5GQmQSGAyMT5xAUFoQvAQ1uTXuMTdfcQXn3nUa1G3ajYsc4dadDJmZ/H3QFQ3mXWSZSlJ4UqPcZEhL4/6Bl3hdd9PRN0lp/vrcZLXKTlxpKWzfLmkp8fF9ipuUoabgja7oLaKFC1RXixAWFjYvsbdurS6Xi5W7/83we2aydsVPUKIPWXz9YjLfWsOQAcP0LvTh4ZCcLMJvt8v9IiLECxYWBlOmiNKSmyvnPKumhYZCerq+rW+3y+fQ0Ibr8yTRykoZ53TC1KnybE5nw2s8k2g9E3H9HVdQ6EvobH5qgpvsNXbu+OYO9/DbjruN88ec77XOaXGTeHzsPfB/wBaPuROh4tIKKpKkqqPZEMDKsbdz+uC53vyUkyNOo+hoCf0ZO1YvxQ3ehmNz+Ulxk4JC+6KbcFN2mD5Ea+GxaOwiIi2RAAQYA7h//I1cMGIBIFVnH3nuBareqIIquc4caOa1117j8dtuY3vZXvd8k2LHe3HTCbXJnGed4j4fYgjiL9Z5spum1Q3ww02zQ8bx+5g5AJw7+lwemfuITFLf+DxyBA4flh6R48ZJ65O8PG+e6eXcpHLUFLzRmt4ibYnL9kwcjYnRS983Zw6LhV15O1n6092sffNH8OjfaLaY+b/X/4+LFl6ke6XtdmlwCKJsDR8uyk9Wlgh+VJQYZVarKERZWVBQADNmCDlZrfKcgwaJkmSzybHYWGl4HR3tvT7P/iYHD8rnxETv5/LMHamfRKsl4sbHy/rqH1ceb4W+hpbyUwdz06pdqyiyFQGQEpH9JtXVAAAgAElEQVTC3Sfc3WCdP2zYwH1LH4FCj7knAGcBZvk4JDSFN0Yu59h+dSFKnvz088/CAeXlwlGa0ZWXB6NGeTu1mstPipsUFNoXnak7NcJNh/OL3MM0Qy3KGsWaS9awev9qzhl1DiMqZK3lNTVcftNNvPfFF/rc4XDu/eeyZMkSyMhga+EO96mJ4cMb6E7/Kl/K7/O+JzA2kemxE4mpMoru5HQ2yU2vzX6Kx801RA+fgMFQF1JQvy9cSYlcFymGZoNiTn2Am5Sh1tnoikIdLUEzqym64U9ImisMLa32WIdKRyUP7HqGf6x9nJr3amCffm7AgARWv7CSMSed5P1MRqNeurqqSoqEGI1SHS06WnbcQJSa0lIZl5zsTbR2u3iTNNIAvZdaY6iq0o1EDfWLpfh7F6mpDRvoNuMdKSi0GL2JnzqBm17+5WX38KsmX4UlwOK1zpX/+hfX3X8/jrpQR5PJxH03X0/MuUNZtuYOKhwVXD3xch4deh2hpXbf/JSYKD+npcnuV3Gx5KuZzTB4sPfvqDX8pLhJoSegN3ETtI2fGuGm7LJs97B+of3cP09MnMjExInyIdhG2vr1zL/hBn7bs0efNwW4APZbZBetLNzC/jJ5JpPBxJigpAa6kyU6mnMOJ8nzlNugrEQMx/j4JrnJ4HIRU1EhnOcJq1Wuzc8XXcxk8l/1sQ9wkwp97Ex0VaGOlsCzX0dhoWypV1fruVv10Zy47Ma2n1sYLuB0OXl3x7uMe24cKz55mJoXvI20ucfPYvuX3zJGCw/Snik+XvIutm+XbfmYGD2kMTRUhL6yUjfQgoJEmAMDJWfjxx/FkGtJ0RPP33dUlDxTVpb+/PWv8/cuSks7PxxVoe+hJ/GTwyFyqTlgfKGDuSm9OJ2v06XBq9Fg9MoDqTaZWProo1x1991uIy0mKor/vfkmf7n+Zq5Nmk/2rdkcuuUQL85/mdABg33z05G6ptkHDwpXhIbqv5/YWCkyonETNJ+fFDcp9CT0JG7qDN2pEW7yNNS0HbX6WP3dd0xdtMjLSLvqokVwCRAKv+T+SkV1Bb+V6crVKFMClpwC37pTba2eSxsfL4ZceTmsWSNrt9k6TnfqA9ykDLXORFcV6oCWxepq3gynU75KSkQhSE1teF1ThlZTBFtfeG02qb6Ynd1gnV+nfc20f05j0fuLSP8+Hf4JFOuX3vGHP/D5v94kMiKi4Rry8oREZ88WL0tWlihG2va4lqMWGSnEExwsnmvNA2QySX+i0NCGuR27d8u96r8bz993jFR+w2AQEvdVLMUfkYWHt64ipoJCS9BV/NSaPILKStlRMhplfZ3BTSCGU2Eh7NnDq2ufcB+eN3SeJNADOTk5zJkzhxdWrnSfnzhmDJs+/5yTZs1yryE8KFwUKX/8VFYmF8fHSyEREIMsMlJ4OT7em5s8m16XlMgcu3YJn9bPUVPcpNCT0Id0p7KyArYc3kJewUH//NQINx3O1XPK6htqLpeLRx55hNNOO43i4uK6WwbyymOP8dLDjzEmRhpR17pq+Tn7Z7Zm6j0eJyVNbVx30p4/OFiOx8QIP2nh1Zru1BQ3Qcv4qQ9wkzLUOhNdUagDWueNysyU/CytobPDATt3wrp13mTVlJekKYINDRVh3bUL9u2T7zabeGTq1llcnM2FH1zIyW+czJZDW+Ab4F2grrBjSHAw7z3zDA/8+c+YTKbG1xAcLOFCI+uqC5WXy/HISLmn1SpKYE6OhD2Gh8u6Q0KEeMvLdY/+vjpvU11rgAbv1PP3reW9WSxiAPoqluKvutzIkS2viKmg0FJ0VSGhnsBNWVlSXOjAAYiMpNZq4dW977mnveIoqX62cd06ph51FBs2bHCfW3TmmWz4+GMGa+E29ZUFf/xUUaE7iprDTfn5evRAbq4YemFhvpPvFTcp9CT0Ed0poyid5E9mM+WlKSQ8O4j7dr/gm58a4absKj0Ztp9Zz0utLCzk4vnz+dOf/oSzrlhQ/4QE1r39NpctWgTAsQlT3eN/yPqBjek6j01KmNi47mQ0yjozM3V+CgwUbgoKkvHN4SZoGT/1AW5SOWqdidYkm7YHWpMHlp0tJKORYVGRXHfkiE5WAwc2HZetNWS02XRvSFCQHmOelyfCWlYmORhOp5BBXc7EzwXbOO8/15NRcQjswIeAR0j1kORkPn7rLcbFxMjaysrky2iEiRO91+AJzxhnT2/QgAEi1Lt2CZFocDj0xotWq6x/5Ejv32X9d1r/96152xITfb/3+km0FotOSFoybv3j7YHuHvuv0DnoCn7qDtwEOj/Z7cJBoaHe3FRWJsrX8OEQEcGXmd+SVXkYgNigKM4yjOTVW2/l2qeeorou1NFoNPLgjTeybMkSDA6HvkvmyU3116FBC93R3kFzuQlEIWqq6bXiJoWehD6iO72c+hZHqkvdU/1t27NcOvhcBlZZdN0JxAjyw03Zlbnu6/tXB4LNxoE1a1hw7bVszchwnzv2qKP44M03STQY3LrTsc7+aHEAGzI3kJq7XR+fMEVfqy/dKSVFni89Xecnh0PW7HlNU9wELeOnruIm6DR+UoZaZ6KlyabthaYMlaZQUiI7Ri6X7h0BXbj8CQnovTO06jvBwTJOG6uRYESEvIuAAPEaR0Xx732ruGLdrdhrqyAfeBuvymlzp0zhraefJnrAAFGsfv1V1hcWJuv99VfZNtdiqCMi9Is9Sb60VMhOI0KzWb5XVOgesaoq8QZ5xkU39U5b8/vWCK+5x9uKthZcUOg96Ap+6mpuqq6W67KydNl3OoU7EhOFMzTe2LVLepgBL6e+5V7CRZYZ3HrzrTyzerX7WFRoKG8//TRzTzhBuCUnR+em0FDxrBdIg1gKC33zkxa643TqTi6HQ7zWipva/34K3Rd9RHf6T8H3XpfXuGp4cOOjPD/+dl13ys4WR48Pbqp11pJr08NBE6sC+XrlShbdfjuFHmu+9owzePKBBwgMCfHSnY5JnAZ1kZOf7/kcJ7LzFmgMZHLMeDnhT3fSPgcFNSyKpF3T3PfZ0t93Z3MTdCo/qdDHzobRKL/Mzmwq2pIkTg39+4vwaGXtXS4xoBITdS/Crl2icIAIw4gR8r1+yExOjgit2SzPDJCQIITjGc5QR2JOWyV3bPo7F397gxhpu4GVeBlpt82Zw+e33kq0ySTr07zIo0eLcVZWJlvkWqWh9HTxGtXfAvfVd+jwYeknVFsrRGs0iiJkMDQdF+35Tj2TiysqmtcbrrPRlbH/Ct0Pnc1P7c1NIHKbliY5Jfn5IrP+uKmqSvhJ4yGHQ+ZxOvUcMQ1hYVBWRr6tkI8P1hll5fD909u9jLTxCQlsuvde5o4ZI/MWFenclJQk8lVQIGsLCfHPTyNHyrH0dHmmgABZV0qKPK/iJoW+hF6uOx2KNLEld2uD6V45/AVHqNJ1p/Bwv9yUZy/A6RLjKjowkudWvsrcm25yG2lmk4mXLriA53//ewKrqhroTiNSjiLUJO9UM9IApkaNxWIKalx3crnkmZOT9d3DAQO8+9A2930qfvKC2lHrLHha38OH6x6CzkBrvFHJyRIPnJUlX2azEEp0tFQlA6nG47mV70uIrFYxnOx2ISuLRQ/hycuT68PCZExMDGV7d3Dx/n/wacEGcAJr67606QICeGXhQhaPHy/KTny8EKCnp0ZrbG02yz2TkoSISkpE4D096/76DgUGSv80f9vazX2nHenRaQ+01WOo0DvQVfzUWm6qrJRdpsOHZZcrJka4SStGZLU27eXUlIGcHO/+iVarcMf+/fouu9arqKKCf+1+B4fTAdkQ+I6Jn49kuqc8f/x4Xl24kNDyclFWNOPJ0yFVVCRrq6mRf/CRkf75qaBAvtfUyPHBg2WtDofuoVbcpNCb0Ud0p8/2fuae4qTBJ5FXkcdveb9R7XKwMXczp/SfJfx06JBfbsouqeMiBzg/reWWzc+550wMDeWD3/+eY5OTRfeKjW2gOxmLS5gcPpJ1xd4G47GhoxtGJfjSnUaOFANu/HhddwoM1K9pyftU/OSGMtQ6C63sF9YuaCyGtzEEBYkgh4WJwqBV3QExtGJimvcckZFCStpYTZmKiREFJCMDUlNJizZw9u572FGeJvloq4BUfZpBUVF8NH8+ExMSZL6CAlFatH4bWkyz1thai48G8VoHBIhn3RON9R1qjCha+067G7oq9l+he6Gr+Kk1cqTJZXGx9EAsKxPFp6DAHZpIYqLu5WzsOaxWmaM+P5WWigKhhRzu2wdDhlA7fhzPvn4ZbAU+heraWgAMBgMPzJvHn8eMwWA0ys6XNkf//t4yZrcLF3nKnD9+AlGGPPsMuVzCbYqbFPoC+oju9GXal+7LzxxxJnsL9/Jb3m8A/Gg6zCkDBujc5HIJZ2Vnw44d0K8fjB/Pgf2fQgnwDpQc1nfdZqSk8MGZZ9I/PLxJ3WlK5JgGhtoxyce0j+7UW7gJOpWflKHWWehq72BLvRP5+SKE8fHy2WYTz3NamnhNYmIaNh/0l1hZ34uSkyM/JyaKd8hsZk3pNs7/5QkKa8ugAMlHK9CXc9Lw4byzaBExYWHieT58WAR84sSG99Dyy1wu2U0D/wLUFmHr7h6f5qCrYv8Vuhe6kp9aI0eeBTO0QiBlZfJ98mTvf/yBgbqS1JwdKI2fYmNFqTGbZaeruJj30r9g/7sH4Sd9+giLhbcuuIDTJk2Snb68PPF8h4bqcuQ5v9Eo73XwYH2S9uYnxU0KvQV9QHdyVVby/YHv3FPM7ncMMdYYnvtZdsR+zPlZ9JmcHJH9fv304mtRUcJRZWV8tHEtvARU6su54uijefaMMwgKCmqW7jTFMsTrcSLMYZwyaE7D5+zL3ASdyk/KUOss+PujBtlR6m5Vrex2USiysvQt9oQE8eTGxfl+jsYSKz29KA6HKFnFxRAezsqK71ia9XdqXLVS0fEDwCOy4dZFi3hw3jwC7HbxJgUHi6fq1FMlnAC872GxyH0SE+VnLa7alwA1R9h6c+Wx3uThUmg9egM/aTkNWosODaWlYqiFhfnmJl/8pJWW1kIWXS7yDxzg6t9d51V1dsywYXx0zTUMDwoSI01zDp18srdC5jl/XJyMNRr1vI7W8pPiJoXejt7ATU3oTgd3/eCu1hhmDmVcRSjBsZPcw34q+BVXeblUj9V0p+Rk4QSXC1dFBc+8/TZv/vVttNQyk8nI0zfexLUTJ2KorGy27jQ1ZJjX41w7dBFh/QfTAH2Zm6BT+UkZap0FX3/UR47IZ7O5e1a1OnBAvMJGo2yx//KLCPqRI+JtTkgQpaiqSsY0Fp7g6UWxWKC2Fqetkj8d/CePpb0p5PIdsAZwacMsrHzwQS4+5RTZeauokHvW1IgiNXy493q1e6Sk6CTRlAA1JWzNqezT0wmpt3i4FFqPnspPAQEit0VForz06yfGT2KiXjUxJ0d4o46Tfinby7If7mVP6QHiwhNZMnEJ10+7HrMnP+3d6+XF/2X7dk697Y+U5ele/NNPmc3bjz5JmNEo4Ucul7y7iAjdU62hvoy1Bz8pblLoC+ip3NQC3WlDyTb3pTPiJ2OyBjOsxki0NZoiWxGFVcXsjzMxzFoXpq2ldwD28nKuffhhXvtMz3EjBF575jEunt5y3Wn4sKHEb19Gnr2AQGMgN87+s+Imf+gkflKGWmfB1x91cLBeCh46N/a6ubDbJZ7Z4ZDQopAQfZdq714YOlSeKzPTd0NKX+EJcXFUpe1lyc77eTf3G9k9+wjYpQ9JSUlh1apVTB40SErHOhxCeoGB8i61bXtPtFbwGxO2puLjVQlphd6AnshPVVXCTQEB4i2uqdHzJnJyhDMiI2Vnq66MtcvlYsmam9hevBuArMrD/JLzC2sOrOHDRR9iNNTlbezf7y6B/9Znn3HFihXYPAoYHLPkGD597lOMe/fKvSMjhR8NBtlRS072ln9f3NTcd+iPnxQ3KfQF9ERughbpThsK9Zyw4xKmQWAghooKjh5wNF/s+wKADRkbGDbyApFhoxGqq8nKz+fc5cvZtHu3ft/+EPz7YC4862LY9lvTulM9bjLGxfH6ef/iuZ+f49KJl9I/fqj/Z1Tc1ClQ5fk7E9oftVYqGnwbN1rj0q7GoEFCME6nvqWtlZMODYVRo4R4rNbmlV212SAjg9K0XZzx3bVipBUipfc9jLQTjz+en3/+mcmjR0u+R0KCeKFCQnSi0bbtPec+eFC8TSEhekWl+h3vWwqtapEnPH9HqoS0Qm9BT+OnsDBZc2GhKG5Dh4rs1dQId0VGynNERrq56dvsDW4jzRMfp37M8i9ulVCqzEyIiaGmrIxlDz3ERffcoxtpQRD4u0A+fPZDjEaPf58Wi+ziDRrk20hT3KSg0Hr0NG5qoe70Q87P7kuPS5zq1p1mpsx0H1+78zPhJqMRwsJYv2EDUy691NtImwRcBlOGH4Uxv6Bp3ckPN80bcDwfL/6YBaMXtO75FTe1K9SOWleiO1e1qgtPJDJSqpZlZMhWfUCAXvbec8esfnhCaal4tWNi5FhoKOTlkess5bRvr+CXwu3SWPEDpMJjHW5asoSHb7sNs80moUyaAGuVhaqqpJBAfUOtoypDNfU76upEZwWFjkJ35yeHQ3avnE5RQhwOkcWqKr/c9OT2l91TzImbzsDIgby69z0AHtn0BNaqWu6ZuoySggIW33knX231qH4WA1wIt8y+kkRTRMOiASD3rs85ipsUFNoX3Z2bWqA7VUdHsOPIXvfl0yqjIDUVhgzhxH7HuI+vPfwThITgKinhhVde4cZnnqGmruqsyWRi5u8ms3bQJjDA5OChzdOdFDf1CChDrSvRlVWtmgoT1NZWt8WO0SgEk5Kil733FDzP8ITCQvlKSBBFproafv2V9NAaTll/NfuPHID1wNf67YICA3nx+uu55Mor9WvS0mCYd2KrX2FuSvBbGxbZnN/RgQOiLGo9TYzG7vEPQ0GhLegqfmqOrHqGJwYGCjeBKCF+uKkgM5X/ZHzlnuK5Ex5mmKU/hRWFfJL9DQB/3fY0H2/6kqJXC8nK8fDujgDOhYSoOG4fe428l+pq3RGlwRc/NUcpaQ0/KW5S6KvoRbrTzvJ06csIDA5KJCIgFIZJDtvUyhisJgu2Wjtp5RnsO7ybB+99nJc98tFiIyN58YE7+V3RnSB2G/MMw8RY9ER34iaLRZz5ZWV6wRWt2JNCA6jQx65EV3Vfb04ojra2uDgp6RoaKmVgtTyQsDC927znNVqokRZ6VLet/VvZPo77+iL2FxyA9/Ey0pL69eO7F1/kkvnz5T0YDKJcVFTApk2SDKutraky1p7Qxvp63tRU2LNHvjIy/IchNfY7stmEgG028ZbV1kJ6unejWwWFnoqu4KfmhglqYTy1tcIXNTXCUeCXmz6r/BVnXUm0YxOmMjJqGCZrMO/MfpZToqbKuO2w7ZHd3kbaCcBiwAL/mP4XwgNCxBG1e7cYQp5r88VPTYWF13/m8nL48UfYtk1xk4KCL/Qi3enXnF/dl05KmCBtO4KDISiIwOAwjgsbKydL4dSLL/Uy0o4aP47Vzz/K10EbsNVKaNLk8FGc6hwquf3tzU3N1Z2a+v2Ehgof2e1yzG6XzxqHK3hB7ah1NbqiqpW/7e7MTBFQT8/JiBGSc5GfL6RTl2BPSIgIlS9PSz0vzfe5mzjjt1spySuT/mh5+lJmjRnDe6+8QkJ1ta5g2GxinMXEyJpsNil1Gxcn3qmWlrGu/7xOpyT5Wq1iUDaVyNpYwmxEhBBvUZFOOsHB7VfoREGhK9HZ/NRYKI7WnNVThmbM8M1NmjHiUb77450fum9zzsB57p8t1jA+Hv1XTnn+Tjas2qyvJRBYAIyWj7elXMiS5DPdvR+JihK5Tk8XHtGquNXnp6a8y57PbLMJN5lMsm5NEVTcpKDgjV6iO23dq/dPmxQ73vt+gYGcEDmRr7Zthndhf3mW+9T0GcPJOiuPyalXeF1yz9DLMUSnSMGS9uQmaJnu1NjvR+uDqfXftVoll85XWoviJ2Wo9Un42u6urdUbMvqqwqOVvdfgr2pPfLx4mzMzITyc1fYdzF+7FNseO7yHVz7a9XPn8tiyZQRqfUcqK+VeRUV6IurAgSKcZWXiDZ40qeWlYus/b1GRfK6p0RNZoeVx2dq8BoM0uAUp0V0/vEBVOFJQaB78heIUFgo/+JKh+twEDWTObivjf2mr3afPsUxyKwjF+flceP8DbFjvYaRFI7to8WDAwF2DlnDv6Ou8uSkiQpxJOTniSBoyxL/C0lgLEM9n1ubXclkUNykodB90gO60tXCH+9Sk2rqQbotFDBajEdPeSHgNd1gjBmAubJyxFxzeSzkrbiZnDZgjIZZDh4qB1l7cBO2rO0VE6PlzoPipEbSboWYwGE4FngRMwEqXy/Vge82t0Ab48kb4SvTMzRXva1NJpdp8aWmiTCQm6gJrt8NPP8nP2dl8nvE18zMexrGhBr7C3R8t0Gzm+Vtu4fKTTpJ7ulwyr90uXpWCApm7ulqKBVituhA3Jpz+PDj1n9dul3Agz+dvbSKrlgPiQawNwgs6KmFXodlQ/NQN0Vxuqq4W2WyKnzznKywUJaBu3DfZG6isCw0aEdiPkYfskL+Z7QYD85ctY39Ghvt2p0+fzn2XzWdrRBFFrkpOCZ3AUQHJ4gX3xU2aZ7gxWW7Mu+z5zFp/JC2XBVrHTRaLOLYqKvT3q3nyPaG4qcuhuKkbwt8uTjvrTi7g1xK9auPEIxaoyoagIKqzsrjxzTd58YMP9DmswEJgSMMlDwxK4NVJ90hT7Koq4SeLpf24CZTu1EVoF0PNYDCYgGeBU4AsYJPBYPjE5XLtbI/5FVqJxna98uriD7Xt7tLShk0QfSWVavMZjfKVlaUrLPn5QlqjRvFJWDbn/fwPaj6uhe36FP3j4/lw5UqOnjJF5isqku9Go+ScZGTIPYKDpYStZpi1paJT/e19o1Gea/BgfUxL5/fMAdE8TOnpYmiOHOk9VlU46lIofuqGaAk3VVXJmMb6NNafLzNTr/5otfLJPj2v4+z44yEqig+//JIlL7xAhUd/tL/ceCP3LVuGqbqaqRo3OZ3CjR3BTeDNT0FB8kwul/Bqa+cPDYXt2+V7cLBwVX6+hIp6QnFTl0JxUzdEY7s4vkIF26A7pUXUUlxVAkCkMZiUlAlQWUlOVhbnP/YYG/bscU8ROzCK8CVhDEtKwWYvJ8xoYVrUOM5KOondgUc4LctK9J4s2eUfMkT4qaqq/bhJ6U5dhvbaUZsO7HO5XGkABoPhbeAcQJFNV8KfN6K8vOF2t7ZN7on6Aug5n9UqW/5BQeK9TkqC7GyIjOT78l2cv+5Oat6qhRz98mOPPZYPnnySxOBgyfPQvFWxseKlKSuTHbq4OPG2HD4s8/uLr24u6m/vx8UJURiNohC1pmKUZw5IYaFc7y8HpDuXEu4bUPzU3dASbtI+NyZD9ecLDxdFoLAQ54D+fJK7zn3ZWUknced7q3jgZb1Uf0hICK898gjnzZsn82p5XSaT3sy6I7gJvPlJ84AnJurNcVszf3m5KFNlZfIetF2B+jkgipu6Goqbuhua2sVpR93pu7TP3UOOCRmFISKCnzIyOPeuu8j26Cm2ePFiXr73XoJraxvukgcEMMXphEiXOMqNRtn5Nxj85/Q3F0p36hZoL0NtAJDp8TkLOLr+IIPBcDVwNUBKH9q27FR4btmnp8sfvsGgby9bLCIc4L2tD02Xu/X0bkRH60n1drtbociIgDPevgnHv2vAoxjQNddcw1NPPUWgVtGsvqc3Kck7fGDw4KZzP1qC+tv72nvyFZfdHHjmgGieb18x1tC1pYQVoBn8pLipE9BabrJam5ah+p7X6GjhjrIyNuf/yuFqmTeqJpyH/vYan6/f4B46NCWFjz77jHFDh0pFs4ICtwJERYUYOykpHcdN4J3L0lZu0t5HeLgoRBp88ZPipq6G0p26CzS527pVZEVrUK1xk1b4on5IJLRad/quQM+LnRUzmVc+/pilf/871Q5JPjMajTz00EPceuutGIqLm9adtHzepnL6WwKlO3U5OrWYiMvlegl4CWDq1Kmuzrx3n0D97fXCQjkWFSU5DwcOiGBoJWLrb+s3llQK3t4Nq1WS1HNyJDTIZKJ83AiOuf8sSj4tc+ejmQNMPHP3PVx9111ywJ+nNzdXtuy1cEi7Xe+t0RH/mNpaMaolnp6mEnYVuhyKmzoYvriptlY4pKhISj1HRck/b1/c1JQM1ZdHzbg7coRP9tXleORD7Xs1fJ6nG2nzZs7kreeeI2rcODmgeXVramSuwYOFN8vL5XNP4CZoPj8pbuoRUPzUwdD4yekU+dYMB42btN10fyGRrdSdvivZJudr4ee3d/Phf1e6L4kKC+OdJ5/klMsukwPN1Z2qqoSbLJaOkWOlO3U62stQOwQke3xOqjum0Jnw3F4/dEhCCrdskeMxMSIM+/fDvHn+t/V9VU/TPEggXpyICD1eOSYGBg6kwuVk7MXHkb2+0H1pdFQ4nz72JMcuWqTP58/Tm5srHqCCApk7OFgE07N8a3dCSz09XVFKWEGD4qeuRn1u6t8f9u2D9ev1ths5OZL75XT6rijmy7Orld8Hb27SGs1OmsTHW6+B3cCHUFpd6b58+ZVX8sDNN2MaUi8zf9Agub+GsDDhJbu9Z3ATtIyfFDd1JRQ3dQdo/FRQIHmyhw/Ll9Mp8lNQILIzcmTzdCdPbrJYZBfMM/fWaCQn2MleWxaUg+E9Ax8eXO++fPzQoXz0xBMMOekkfU6lO/VZtFfD603AcIPBMNhgMAQihY0/aae5FZoLTZHQfi4vF5LQmsJaLLKzVlbmfV1goK7seKJ+s0OzWY47HF5NDA/m5TF00lAy1us9PgaPTOK3/30lRpovz5InqqtFccvNlc9ms9zD5RJPlkesdrdBVzXcVGgNFD91Ne982ogAACAASURBVOpzk9msh7qYzRJmWF0tSkah7uxpKzftr8zmt3d+k/6NdbQTbLXy9uOP8+Bdd4mR1hQ/hYVJwQBtrd2dm0DxU8+B4qbuAI2ftGgjg0E4pqJCclSjo6UXWn1598VPvppE5+WJAeghjz+assUkfwlcB/VN0oWnnsoP//mPGGlKd1KgnXbUXC5XjcFguAH4H1Ji9hWXy7WjicsU2hueW8oWi3iog4Nl1ys+Xs7V1krRj2HD9Ov8bTv7SqqNiBDBqvNwrFmzhtPnn47tiJ6QNmbuGLZ8soUgz61tDaGh8Ouv4qkKC5OvqipZp2ZAVleL58izvGxr0NGNEpWnp0dA8VM3QH1uys4WZWjQIEhIkHNOp3iGAzz+LbWBm0pLS5m/YD7o/WQZNGgQH330ERMnTmw4p9YiJC1NeCkhQS8WEhysK0MJCW3nJu1+ip/6NBQ3dRNo/KQ5s0tLRWeyWsVQMxrleHN0p8YKJXnI4xsv/BFewd0fzWAwsGLFCpYvX47Bc0dfg9Kd+izaLUfN5XJ9Dnze5ECF9ocmVCUl4o1OSJB8j8pK8bBoilB1tQhHbq5eurqxbedGms+6XC6eXvlPbv77Cly1dd4gI4xdMpZfVv6C2WT2vc68PFlPebmQXlqakGByshBMUJB4g2Ji2lZetqWNEjuamPytsbPv2Ueh+KkLoRlA+/froTtFRWKoWa06Nw0dKjIaF9d0RbHGGmMDqTt3Mv+GG9i9f7/79Kjpo1j/+XpiYmJ8r1Hji2HD5Oc1a4SbnE65V79+eiVGaFv1se7OT4qbOg2Km7oQ9XWnyEi9dLzZrPNTv34i90eONK07NVZS3mbDkZ3Nn+6/nw9f/9B9OjgsmPffeZ/TTjvN/zqV7tS19+xCtFfoo0JXwXObPSZGtrtzc4VsRowQIUtPlz9qs1kUpKgo2W0rLGx829nXVvuRI9gPH+bSW2/hpr89oBtpIXD88ulsfmq9byMNdE9TZKQQQFmZrEmLAd+4UfJWqqv1sq1VVXplpZYgP18UrIICIbSCAvnsKxTAV6jCwYNyvKPQFfdUUOhsaH/nZrPeayirrtdPWJicO3xYvMJFRSIHDkeruYnCQv6zejXTL7jAy0jjWPjyo098G2ng7QU3GPTWIzU1srbsbNiwQfJOXC7hz9ZyE0ift8JCeRfZ2cJNQUHdg58UNyn0BfjSnUpKRP5NJpHFoiKR/7w8KSqUmNggvNpvSXlP1H3O/+UX5v7udzz5+uv6uTh4/fXHOO3EE/2vtTN1p+7MTV11zy5Gp1Z9VOgA1N9mj4jQt+9TUoRMqqtFsFNTxWs9Zowe0tOYJ8JH0mfW9u3Mv/8+Nu/waPPSH8698UTeOf8lAg7lwMAg33N6epr275efS0uFDJOTJdTAZoPiYvmemNh47HJjXpWSEpknKEgPDUhP1z1MnmOb6pvSEeiKeyoodDbq/50PHiyyefCghOcMGiSOpS1bJNdixgzhhVZwk/PwYVZ88gl3P/00LledAykAOBvmzptF0pFaiPSTXO/JTVqj64gIWb/BIB5rq1XWXlUlXDV5cuu4yWYT55HG1Ro3RUbKs9R/7s7mCsVNCn0BvnQnrTjHnDmQlcXajHXcsWkFk8KHc+/wq4hLThbDpTG9xE+xjF9272b+9deTkZ2tjx0NzId5Y45rfNeqs3Sn7s5NXXXPLobaUevp8EzS1xAYKJ6QiAipopaUJMbK4MEiaMHB+h96Y8mm9ZI+12/ZwlHXXuNtpE2EK++dz3vH3EuANaTxOT09TeXlMn9FhXiGtDAD0EvhapXefKEpr0pFhShYgYGiWBUWCgm7XA3H+nuHvooY+INW5WnPHvnelHenPe6poNDd4evvvLxcjg0eLLJrMkk1tWHDJGm/FdxUZrNx/ooV3PXUU24jzRwZAJcDE+DiEec1n5vsduEIEKUMhDM1RWXgQN1w84WmuCk/Xy9YoHFTQIAeql7fO9xWrlDcpKDQEP64yekUw2ToUK4rfJ3vXQd57shXTNzxB7LN9ia5yWWxUJ3Uz6tYxr9//JHjLrzQbaQZDAaYAyyEIRH9CQ2N7h66U2dzk7YexU+NQhlqPR2NbLO7/5i1fA/P/ArtfFN/3FYrruRkXvjmG2YvXkxBcYkcNwCnwV/+dDkvjbsNozW46Tnj4vQtec0jFBAgBJCRIY0m09PlZ5Op8XXVD1Wqr9yFhAjhVleLl0kLZwgJaTjW3ztsbnx3a7bi23pPBYWeAF9/52VlogxAm7mJlBT2GY3MWLiQVd984z511PjhOK6qgf4QbLKwYNBpzeemoCDhjspKUdhycoSbUlPFAWazNcxB8URT3GS3S65JVZWEVGlVL8vLRdGqr7C1hSsUNyko+EZj3GSzkZa5jZ12vRf5YVseT+941S+PuFwuXt7yMgOfGEjQo5Ekvjudjxw7WfbUU1x82WXY6q4JDwvjltsugOMBI4wLrytO0h10p87kJlD81EwoQ62nw1OAXS795/79RZizskTpiIjQGzjabPJ14IAoHo14Maqqqrj66qtZunQpNTU1cjAYjJcYeemK2/lb8iUYHA7xhEPjAuPpBe/XT+4ZGSl5IIcPy/qSk2X92jr9oSmvSmSkEI7RKLkrmjdc60HiOdbfO2xufHdTipkvtPWeCgo9Ab7+zo1GUQDayE0A//3vf5k2bRo7d+q7/DdfdhnJ1/SDOltqyZBzCQsMbT43WSyiNAQGCodWVooCYTbLHFrbE39oipssFrlPUpKEqNfUyLvRQpXqK2xt4QrFTQoKvtEEN32Rt6HBJR+k/QdXerpPbnpow0Nc+emVZJaKcZebn8uF517Io48+6h4zasgQNq5ahXGMnsc/Ln6s/NAddKfO5CZQ/NRMKEOtq9HSbd/68NeTIjlZPMEGgxCPVr0nKkoazqany72Skvx6MbKzsznxxBNZuXKlfjARLEuD+GTJ81w1fLFcGxure8SbEhitLOv06XD22VJyVqtUOXs2DBmiK0mNCWtTXpW4OHn2uDgJqQoPl8++DMq29vVozVa86iWi0N3RVm4C33/nEyfqSfut5CaXy8WDDz7I6aefTkmJ7PIHBQXx+t/+xu8XHc+nBXpN/hsnXNUybpowAU48UeeKwEApzHT00fIsnjt/vtAcbtKUwoEDhT+josS5Vn+sv3fYXK5Q3KTQW9ERupMHN31R+FODS/aWHWBH4S6f3PThLr2KIznAS2Dfo8vZ2XPm8NN77zEyOZlvi39xH5+WOKX76E6dyU2g+KmZUMVEuhItLYPqD/56UsTEyB98ZaXMP3my/GGnpopQJyY2TAytm+eHH37g3HPPJScnRz8/AeIWRvP5vFeYGjZS1jl8uFxXUSEC3JK1R0fDpElCBGVlMk9xsZBFTU3jwtpUd3tNmPPz9X4iCQneBqVnWd229PXw7BGloTlb8aqXiEJ3RXtxE/j+O28DN5WXl3P55Zfz3nvvuU8nxcay6sEHGXPcdKb+91xcSJ7a6UmzGR3Yv+X/zK1WUU6MRuGigwdlB9BqlcT9xtDe3OTvHTYHipsUeiM6UneKiaG6soxvCja5D02NGM3PR3YB8KFzB+OCz9DH5+fjGNCPbbnb5PN2MH5ixFntdA+59/LLuWv5coxmM0WluWwukQgAo8HI7IhJLeenjtKdOpObQPFTM6EMta5ER1eviYzUy0xrCA4W5WjQIPFoa9D6fAArV67kuuuuw+FwyDkDMBeGn9if/056hCHR40SB0daZkqInomZmtqyvhcUic1VXi2JkNsv6Cgpkjf7gSSj+jERNmD3X15hB2dreHE0pZgoKPQ3dlJvS0tKYP38+v/32m/v0xKFJrPjz1WTG5nP76svYdWQfACEBwTy14J8QPbR1sq1Vz83PF8+yxk2lpY1fp7hJQaFj0ZH8FBnJ3trD2Jyyc54c0p+bx1/F79bfAsAPRdv0sXXctCN/B1WOKvga2ABO6oy0QLCeF8gfLzwX4+HDkJTEt8Vb3I6k6QOmEzF0TPfSnVrKTaD4qYOhDLWuRGONEdsD/oSgf3+fXoxqo5Gbli7lhRde0I9bgYUwc+ggVpUvIDa/BkKyxeutrbMl3q36Ah1alzvicOiFBaqr9VyyxtASr0pTY9vioWuOYqag0JPQzbgJi4XVq1ezePFiiouL9XPT4dd5WZxx6G445H2Lx4+6naGakdYafgLJR1PcpKDQvdCR/BQXx67UVe6PYyOGMzFkqPtz6hGP/ox13LR21xfwJuBxyhxjwrG4FltcNc9vep7lQ5eA0ciXuT+4x5yUfHz31p2aM07xU4dDGWpdidZu+zYX/oQAGihJOVlZnL98ORt+0EmEBGAxLI89gb8FnkqA1SSJqwaDeJhNJokNT0sTb05iop4QCg29W74EOi9PwqBCQuRnlwsGDJCEWaceOtDhaKuHro9txSv0cnQjbnLZ7Tz60Ucsv/NOnBonmIAzgaN8T3/f2Bu4atgFbecnkOuOHFHcpKDQXdCR/GS1sstY6P44OmoYw8bOwvA/Ay5cHCjLxOaoxOqUXrS/lZVx90V3S15aHc446ihOvWwKfyiS/P7HHGu5rvQ0jPZS3jv0qXvcyZX9JM9M6U4dt75eAGWodSXauu3bnO1mf0LgoSRt3L2bc5cu5ZBnI8axYDzHwEsh53JFzQQoKBLDTCtfm5oq2+tms2y/G42Sw5GUpFcHqu/d8ifQtbVS/GTYMH1sVVXDJNOOREfvICgo9CS0R0hKU/zUDG6qdLm48t57eevdd/XzYcAiMCcHcIwhGbuzmppaB/1qrQwIT+bsoPGcEXCS3vunLfwUGys/jx2rj1PcpKDQtehg3WlXyT73z6MHH40lLIrBUYNJK07DhYt9ubsYnziR97ds4dKrr6bCQxYvPP8k/nXBNdSk7eUhwsmilDxXOZcfeo6ZoWMoqj4CwJDQFGZGTlC6k0KTUIZaV6It275tTaatU5JeffVVrr32Wqo177EBOBlCZll4P/paTs0Lh+Ag8Sjn5oqRFh0tax4xQu5vter5JoWFQji+vFv+BDokROavqJB5tH5nI0c26zW2Czp6B0FBoSehrSEpLeQnp8vJ95nfs+7gOsxGM2XVZexP28/Xf/+a3P25+sBk4AJYOOh4HgxbwJC0Yslty8qSe8aMgX4D2o+fEhJgxw75WXGTgkL3QAfrTrsKdrmHj44bDcCo2FGkFacBsNNSydsvvsiKFSv0ec3AAnjysusw5pUTWFnFg0Gn8TvHOwC8z07eL9fbiNw68RoCQsKU7qTQJJSh1tVo7bZvG7ebHQ4Hf/zjH3n22Wf1gxbgfEiclMhn055g8r4KiK2QMv8gBQCmTBFCS0+X/I3ISDHcDh0S77Xd7r86UGMCXVnZ8nfQnlBJrQoK3mhLSEoL+CmrNIvF7y9mQ6ZH36I04D3As+L2VOBUuGnKNTxefDQGSzAkhUh57tpaKauflCR5bu3FTw6H9+eugOImBYWG6CDdyelyklqQ6h4+OlYMtZExI/l87+dgg7uvuZs9P+7R54wCFkPUwCjiXFYwVEBiIhcfrOIHwwSetXgUIAFizZFcOmIROFC6k0KTUIZaT0Ubtpvz8vJYuHAh69at0w/GA4th3KhxfHbRZ6Tk2iG6GnbtEm91QoIInsEgQjhggIRBghDmgAFi0Dmd/kvN+hNoo1ESYD3LXldVtV+FueZAJbUqKLQfmslPacVpHPfKceSU1zmDXMCPwOq6n0G6fZ4BwTOCeWLeE1w5+UoMmzZJvqzNJveZNEkMsrKy9uWnnBzhoMhIfZziJgWFnosmuCnjSAa2GvEQxQXHERMcA8iOGnnA27CnSDfSpp8wnY0zNoIVhkUPE64JCZEqjkYjDw64lLeK76aottx9zfIBFxAcYBUNXOlOCk1AGWo9Fa3cbt68eTMLFiwgMzNTPzgGOAfmjpnLewvfIzwoHI5kiJfnuOMk0bWwUAjAYtG353Ny9Hhoo1ESWxsTUH8CnZnpu+lhZ8c4q6RWBYX2QTP4qcRewmlvnuY20gw1BgauG8iBdQfcY0KjQznrzrOYc8Ic5o+aT2xwXc5YYqIoL0FBsH+/8FNpqchwe/JTTEzDKmqKmxQUei6a4KZd+Q3DHgHyN+fDSsCjV/Sf//xnhp43lI2fbQTqDLXISEkRGTYMUlIILSzkz4ZzuC3/TQD6WeK4fsACpTspNBvKUOupaMV28+uvv87VV19NVVWVfvAkYCb85fi/cO+J9xJgDGg4f79+MndoqBQQMRplZ23iRAkvaokXxZdAqxhnBYXehWbw0z82/IM9heKZDiwLZOB/B7J3x173+RkzZvDBBx/Qv3//xufvaH5S3KSg0HvQBDd55qeNihmF0+nkvvvu4/7779fnMMO/XvsXF194MXd8fYf78LDoYT656YahF7I+KIctRTt5ZdpfsU6YrnQnhWZDGWo9FZ4elsJCEfiQEPlcr4KRw+Fg2bJlPPXUU/r1QcD5EDcxjn+d+y/mDp3rf36HQycIp1PITSOW6Oi2P4uKcVZQ6F3Q+CMzU5dtD4PL5rDx0uaX5MMBCPo4iL3FupF2xRVX8OyzzxLkLz+ss/hJcZOCQu9CE7qT547aIOsg5s+fz6ef6iX1iQQWw5CZQwDYV6RXiBwWPcwnN1mBjwc/511hUulOCs2EMtR6MqxWEdTKStlq1wTVo4JRfn4+55x3Dj9859EfLQ5YDL+f/Xsem/eYHk7kidZ2mm/tczQnxrkz16SgoNB2OJ0iy/W46c1db1JYWQgbgf9BmVPyyQICAnjqqae49tprMRgMvueszwPJyV3PTb7WpfhJQaF7ohHdaVdeXZXXAnjumufISstyX9ZvYj8OzzsMwbAhcwPHJB/T0FBTupNCO0MZau2NzhaIRioY/VJYyOlnn05OlkcnxlEw8NKBvHjei8wbNs//M7Sl9H9r0FSMs7Yml0uKBJSVSW7KxInt45lSUOjt6Cbc5MrL4/H1j8NHwK/68Pj4eN5//31mzZrV+DN0N27S1pWa6l0mu6hIymQrhUhBoWl0A35yuVwS+pgKfAhZVbqRtmzZMoacP4Tr/nsdIIbara5bvQ0164Dux09Kd+rxMHb1AnoVNIGorRUhra2VzzZb09d6zpGRISWnMzK8r/V1zm73mUz61vvvM+PYGV5GmnGOkeVPLmfnLTv9G2ngTWAGg/5zfn7zn6O9kZ8vRJOXJ176yEhRhn79tWXvV0GhL6I9uEmbp7n8VFLik5ve3fQhOx/a6WWkTZs2jc2bNzdupEH35CaQEM+CAr2Pkckknz2LNikoKPhGN9GdcmuOULS6BN4C6lL5rVYr//73v3n44Yc5fvDx7rEbMjaQV5FHWbVEA4QFhhFXQffjJ6U79XgoQ6090VYlojGy8ncOxGtTh5qaGm695x4uuvVWqu11x4Mg7JIw1ryyhgfnPkiwObjxdfgx/rDbm/kiOgB2u3iCgoJkLQaDvAens+uVNAWF7o72MHBayk9aJUYPrN+wgUuu+DNk68cuvfRS1q1bR1JSUtNr6I7cBJCdLc+tcZPWjDY7u+lrFRT6OrqB7lRWXs7Cq66Gb/VpBw4cyIYNG7jwwgsBqQIZZYmSJVfm89RPet7/6LjRGLRKjp7oan5SulOPhwp99ERbt97b0NsMaLwRo/a5/jmHQ5JH7XYKs7K4YPltfPPLVn3OGBi8dDCr/7ha4qeb85zdsZKQxSJk49nPyOGQ+PKuVtIUFDoDbeGntnITtJyfEhKkRD7gKi3lhX//mxuffZaa2loZY4A7V9zJ/cvv985Ha+w5uyM3KSj0dfRw3Wnvjh3MX7aMnZoBBySMS+Dnb38mNlbP4Tfaq5iTMIMPDn4BwIr1K9zn5o+c3z35SelOPR5qR01De2y9a0LqiZYIaUmJEMv+/dKt3maTdaSlSePp/Hzv9Wiem/h4ft2wgSlLfudtpI2A4/92PJvv2OxtpNV/ztRUCQnQwgJCQ4XAqqpky1z7OS6u+e+ivREXJ2W3KypkTdXV8hUaqpQ0hd6PtvJTW7kJGvJTcbF83rVLOEozwDREREBICFUZGVx1331c99RTupEWDNNun8Zf//zXhkaa53OWl8OPP8K2bd2Xm0AqWlZUyDvV+KmiwqvSpYJCr0QP150+/+gjpl16qZeRxgy4/qnrvYw07TnPGHCizyUsjDque/KT0p16PJShpqE9QoPi4lovpDabhArZ7RAcrJPM7t3SeDoqSs5lZemEU0dk7779Nsf84Q8czMnT5zsBLr/rAr666iuirFH+n9PplFyK/HydZPPypNO9ySTCbTK1Lhm2sZjxlsJqleTX2lohZaMRYmPle1craQoKHY228lNbuAka8lNFBWzZIrIYFSUcdeCAt4xXV5Odk8OJt9/Oy198oR/vB1wN9116X+PPabfreV92e/flJpDKk7GxskatoEhsrBxXUOjN6KG6kysoiL8/9BBn/uUvHKnbuTOaDbAAOBUm9Z/k8zlPG1yvlREwOWY8w0KS24ef2publO7U46FCHzW0R2hQS0o510d+PiQmiqA7HEIwxcVQUwOjR8uYQ4eECAsLIS6O2spK/vLqqzz06KMeawYWwD/OvJZlAy7AUF0DVrP/5ywqks81NTrJgniy29Jpvn51tiNHxNsVEyNb8K2p6BQdDTNmqDKzCn0PbeWntnATNOSnigq5/5EjMHSojElPl1DHQYOguprvf/yR8268kZyCAn2eCcBZMCI8mXkDjm94H8/nLCqSe5jNUka7O3OT1SoVHhU3KfQ1dIHu5Kh1sPHQRkbGjiS2oLLFulN5URGXPfAA769a5Z4zuV8/jiwopTRe1j0hYoTP50w0xDM1diI/F+jVkK4fe2n78JOvqrapqWKAQut5RelOPRrKUNPQXrHFzSnl7At2O4SHC8EVFopiYjB4C9OAAXKuuJhiq5ULb7mF/331lT5HNARdZOatk+9nQfwJMsePP3orIPWf026HgADv524pyfqCp5fNZmvoGW9tydrWvl8FhZ6M9uCntshOfX46ckQ+Wyy6DA8aJF7rigr+uWoV1991Fw6HAwCTyYjrFHAe7QQD3J+yBONPGxsaR57PqXnIHQ79uRU3KSh0L3jI7Pai3dy75VFmxU7hpnFXtmyeFsjPX775Cw9//zDxIfH8NOctBiWMbLbutL+qivlLl7J9xw73fMdPm8ZTy65h0i5Zc7gpmJSdhyCvyqfutHTMEq5Ydysmg4mHR/6By0Yskonayk/1c+20iCer1e0AU/zU96AMNQ1d3eFdIwGrFbTqZ0aPyFSbTTzMZWVsz89n/tKl7E9P188P/3/2zjs8qir945+b3kkhCaQAAWlSlQAiHURRXJrCgooroqBrV1Zc+a242HvDXXXFtouiIqLYUFAQpYNgQYqUhJ6EkEIaSeb+/jiZe2eSSTKZTDKT8H6eh4e5594599yR+/V9z3nP+0LLKS344sJn6BvZzcy25u9vb4DExamZJ+tzWmOXU1LMvtyx+dWZmfHMzIYVDinyKDQXvFGfiovVsVWb8vI44+/P7U8+yasLFxpfjYmIoMu1yfzYUhlGA8O7MTlqsGPnyPY5AwPNfRXWe4o2CYJ3YfPO3rfpUT4/tIqPDnzB+ecMYTDuf4fKLeUs2LQAgIyCDCavv5sNl36EjxO204qdO5k6fz6ncnKM07f++c88e/PNrMrbZrT1CElB8/Or1naa3nEy5xVHEWsJIqlLP+UYQv31ydmIJ9GnswrZo2bFuvRe370PruIoRjs0VP3JyTHiqz/64QcumDnT3kkbDB1uSGJDn+foG9JRjT04WM14h4aqvqyzNKdP2z9nbKwZr2y9b26uekHrEyNtuzm4uFgZQpVnxhsy45C76kYJgjfgbfoUHq60xM/P0KbjubmMuOsuOyet17nn8tKr/zCcNIDnOt+OVpFoxE6bMjPtnzMoSL23cXHqs/X+YWH128Mh2iQI7sPmnf380Cqj+eltLzXI7bYf305RmfmubM7awcf7Pq/RdtILC3nygw+4bPZsw0kLCAjgjSee4KX77sO/uJifc3YbffaI7FSj7aQVFnJeh4EkJXZ1r+1UOamKVYcqRzyJPp1VyIqaLY6WhhtrZqFyjDaosJ/iYti9m3I/P+Z9/DGPvPmm+R1/YAL0G9yLz0a+TmxOqYrVtljURn9fXyUi1urz1mX5ys9pfUbbJXt/f3Pm3pWl9tpmxvPylIju2dMwv2tN6Xpl+V9oijh6b9PTG2fWs7I++fqqd3nXLrBY2Jiby8R58zh64oTxlSkjR/LaA//H4O1/Ndqu7XglfQPbqzCk06fNFbmgIFN/rM/Zpo29NgUFmbPatns46qpPok2C4F4c2E7r0tehp6Wp2mJufI++O/hdlbY1xbu4wne8Q9upQNeZ8e9/877NNpHE6GiWPvMM/QYPVjZSURE/nzhunO9Z3lIVq29s26ly5ISjiCfRp7MOWVGricaeWbCKQHKycrb8/SEmhhwfH8Y++qi9kxYF3AAThw3j225PEOtfUW1+9274/nu1mbaiRgjFxer44EFVgLXyTI/1vp06qRe/RYv6ZXCy9lndzHhurko8YJ1Vb4jf1VsL4wqCO/DErGdlfQoPh1ateOOXXxhy222Gk+ajaTx19dW8+/jjvJ/xNTtO/Q5AiE8gj0ZdCb/+qrSovFyt+u/bp3SrNm1q00Y5d/XNMCfaJAhup6jU/h3JKspiV/Yet79Hjhy1bZk/O7SdDhQUMPDee+2ctEFdu7LlySfp16WLSjJSXs5pvYQv0s3VwF6+iZ6xnSpHTlSOeBJ9OiuRFbWa8NTMgs19f9+7lzG3/pUDh4+a5ztA8KQAXuw8ixk9/oJWWqpeVh8f9UJFRakCh8ePQ7duSrR27FDGSLt2NW+Yd0cGJyvVzYzn5KhxWAswNsTv6o2FJwXBXXhy1rPi3qU+Ptz10ku8vGSJcSoqIoL3b7uNUampHCrJ5GTw9wAAIABJREFU4N49Lxvn5rSeRGKhn5qlzs9X+y4sFjhxQhkm/frVnszDXfok2iQIbuVEwYkqbZ8d/56u8d3c9h4VnCng+7Tvq7RvP76dcks5vja6uGrtWibfcgvZ1v36wM2jR/P8ddcREBZmOCOn9v3KX/Y8yany0wC094ujf04YJEV7xnaqadVO9OmsRBy1mqjvi1dd2GRN4ZRFRaoGiI8Pn2zcyFUPPkBhoc1MxkBIHd+Zd6Oup2O7fqpN19XMUN++KkNQcrKa0cnLU39yc5UTl5JiLy6OXu6GekltxWfPHvc5g9Xh6eQLgtCQuMMocKRDULM2VRS4ztB1Jj3wAN9v3mx016N9e5Y9+CDt4+KwoDNt6/2cKlVGUlu/lszufxfkFKiwpJIS1deePSpcOzTUTEFtHYMjw6Mh9Em0SRDqTUZBRpW2tcc38rdeN6sDN9hO72x5ndNnlEN1Tng7TluKOF5wgoLSAvYc/Zmu+3PRNY3nPv6Yv730EhaLBQB/Pz9evvNObhwzBtLTOdhC5+9bX+RQ4XG25e6iSDf3hd3dZTq+MX3EdrL2LfrkccRRq4n6vHiO6mHYZg5ytMcCIC0Ni68v/3zrLea/8YbZnz9o4zTuv+xq5p1zA/7RLdXLWViohCQ+XoUR5eerjfEBASo0yddX3SM83F5oqnu5G+MlbYwZm/rWjRIEb6a+71B19XrADKux0abTZ06zdN1C8ikh7qA/d897nsM2IT2Thg/nzb/9jdDISIiM5KNjK1lz6icAfPBhUee/ExIdD0VHlD4FBak9YQUFSrt8fc2x1WR4NLQ+iTYJgkucOF11Re2HE5ux6BZ8NJ96206W2JY8t/4547LbulzL14fX8HnFSt7WX7+hrX8fZj75JIu+/tq4rnVsLB89/DADOnVSK2R9+nDrmll8nvljlVvHBUQxPflP4BsktpPok9cgjlpNOPPiVbc6Vl1o0u7dagbZtr2oCLZvh5IS8s6c4ZrHHmP56tXmPSIh+tpIPvrrYoa1GWKKWGSkOabYWPU5JkZlYQO10ubjo/6Eh9s/W3Uvd00vqbsSqzTWjI3UDRGaK86+Q3XRJ6vxERdntBWWFfHSin/w9M6FZJXmwHZgOVCuLtE0jUdnz2bO9Olo7doBULhvF3/f/owxhLs7X8fAnpc71ifrfZ0tD9LQ+iTaJAgu4Sj08VRJDjuzd9M9rH29bacNm5ay97R6N1sERDD93KvJOp3B58fWADBtxRwe/aI9v+/Zb9yizTnxvPXc4wwYWVHnLC2NUxSzImuj3Tg7RaQwJK4vf20xihCLL5SfEdtJ9MlrEEetJmqbWahu1axt2+pDk/LyHMcfl5Wx+9gxxv/f/7HL+iICtIcLrj+XpTOX0zq2vWpzNCYwx5KYqPZ95OdD+/ZqM2pGhnqhnXm5q8t+Wd2zulJ4UWZsBMF1nHmH6qpP5eX2h5ZyLl15Hd9nbFaO2deAjX0TFBLAQ3dMo//4fqzxSWf3b9/z1b6vWJu2lpNFJwFlUP394vkQHO1Ynzp2VPvUrJvlnTE8GlKfRJsEwSUchT4CrE1fS/ceHettO+3OMtPnX5o8nPByXwb4VUzwHAA+hN8LTSeN8yH9shOM2DqdB0IP8M/h/4S2bfls/auU6WXGZd/++UuG6m3wCQpWGii2k+BliKNWGzXNLNS0ob+6JeqICPv27GzQND7bsYOrH3iAPNsl9Qvhij8P5t0+DxMQ1rrmMRUVKWPH6uQlJMD555vjOXNGZS8KDVUrcXV5ua0rfoWFanYpJsb8rqubWGXGRhDqR23vUF31yTb8EHjl9/8qJ60A+BA4aHMyFoqnnOFvgQvhy4VUxwPD5hEdHF1Vg5KTVT2006fVBvnjx13XpsxMta/X319FK9S3MKxokyDUGdvQx6SIJA7nqZXztcV7uLny++SC7ZSGWaQ6JTwZsrMZFZ3KsL3ns/rdbaBXnPQBLgNSza/P/34+E7tOpFerXizNXGO0PzbyMYa3HapS8YvtJHgpZ6ej5q5laOvMT1GRqgtkLY4YFKRmih0tUXfubFS3JyAAS04Ojy5ezANvvomuVyiNHzAWpl98Kf/pdA++0bE1z8DYzth07Gjeq6jI3A8XE6OEwhomWdvzWn+jnBz1bEVFKiSqrEyFLiUl2dc+EgTBPbhTn3x81Ptq1aboaLVHLDm5qj5ZZ7FLSsgoz2Pu5sfhGLAYyDW7De0WSMHYEgisfEOTQN9Anhr1FLf2mGFqk60GhYW5T5vi480wJas2BQe7f5O9IJzt1KBNtqGPV3S9ghc2vgCoFTVd19E0zezHBdvpYECh8fV2YUkUZ2Vx0wsvsHrFNrPfUGAy4GDB6z/b/sO8ofP4cu+XRtvElMvcazvZ/j6gHLTCQrXvV2wnwUXOvjpq7qw/FBSkQhkPH1bhO9YiiydV2I9dPQxfX3UcHW205584wZWPPMI/3njDdNJaANfDHUNH83rvB/Bt086szVFdPQ7b2Snb+h27d7tWc8j2NyouNp+hoEAJZ2CgekZJ2SoI7sXd9dEOHjS1yWJRx1C1Xo+vr5pE6twZfH15aNPT5G7Nh4UYTpqmaTx89dWkz36eJ1L+wshWF3JhfCqD4lIZEt+fiztczFOjnuLba7/l6D1Hua3/bWhZWQ2vTVlZqg9rP1b9FX0SBPdRizbZhj5e3OFiwgLCADicd5i03DT7vlywndKKzYLUIdk+DL77bt5escJoa9k+CmZiOGltQhNYNspMyPby5peJezqOkvISAPol9qNTeaT79Kny75OZqbQpIEA5aWI7CS5y9q2oubP+UGysKtbq66vCbkpLVXt8vNmftc9KM1F7c3MZP20aO3fuNPtrB0yCuR2n8NCw+Wi2cdo1zQ47ux+utn6s2P5GJSWq79hYc4bJz099LihQs03W30LipAWhfjRmfTRrCI1Vmw4dgqAgfrVk8PLLi2CdeWlEWBiLFizg8qQk8PPj3qRR3Gt933VdaUGnTlXv0RjaVFqq/pw5o3Q4J0cd5+VBhw7q+USbBKF+1KJNtitqieGJDEgawDf7vwFgbdpa2kW2M/ty1nay0aaDWX+oaw7CnS8/wcnMk0Z30//8Z154YC43fXs7755cja/my3+GPM1FiYPpENGWfXmVHEXg9n63u1efKv8+Fovqu6xMaROYq2onT4o2CU5z9q2oubPqenCwclSCgtTytq+v2ijfooV9f5VmWr5ctYq+AwfaO2kXANPgn4Pu5uGh/0Tzq+RD5+Wpl3vPHkhPt59ht8Z022K7H65ye20zOba/UWCgEtHwcFVI29dXOWn5+Wo/SExM/Wf9BUFQuFOfQBVH9fU19akiM6NBJW1KO5bOBRcPQV+nG5d06dyZTZ9+yuUDBqiZ78qTMp7WJn9/dZyYqJ7zeMXMe8eO6pxokyDUn1q0yXaPWnxYPIPbDDaOf0j/wf57zthONtpUFhzIodPHYBPwDoaT5ufnx4L581n4z38SHtaC/416hZWj/svWCV9ycdJQfDQf5ne9pcqjtAprxaRuk9yrT5V/H9s9domJSqv++ENpkmiTUAfqvaKmadok4EGgK9BP1/Ut9e2zQXF3HYrISGXk2PZXUmLfX8VMix4QwBMvv8z9jz9uhjr6AmOBXvDw8IeZO2SuKVBgzu4cOKCMLEdZg8LCYMcONYMTHq7+aFqV/XBG/HVcnDKoqtsDY/sbWdNpW8WrZUuVACAlRYkqNOysvyDUg7Nan4KClDYlJppt1uxlVmxmgXf89htDrplIQYZpOAy9ZCiffvApERERqsGqTdZ+vEWbgoLMfWp9+5raZPucok2CF9GctKnMUmZkegVoGdKSwW1NR21t+tqq/dVmO9lo04HsA5R/Ug4/mZfGxsayZMkShgwZYrRpRUWMtJb90HXIy+MqSzeGXf4d20vTeeW3d9ievZPnL3qGAN8A9+pT5d8nJkZpY3CwqU9JSc4VzxYEG9yxovYrMBH43uUeiorUP35HM7LuJjZWvXAlJepFtn6OjW24/oqLOV1ayp9vuom/P/aY6aRFANcDveDxkY8rJw2q7h/JyYHWrdXn/ftV3LPFol5w66bX+HglMvn5akY5Ls5uP5wR620tuF3THhjbZwoKUt8pL1effX2VAFkNNyv1mfUXhIbj7NUnJ7WJgADe/+QTBowdS17GaePU2Flj+faLb00nDUSbBMF9NBttyi7KNi6LDo7Gz8ePvgl9jba92Xux6Ban+wMMbTpy7Bjjp063c9L69OnD1q1b7Zw0oKo+nTgBgYEkFPpymW9XPh32KulX/sjEqIHu16fKz+Pjoya2Y2NVH6WlakKrcvFs0SahFuq9oqbr+u+AfUafuuDOGhPO4O46FE70tz8jg/E33MAvu806ILQFJkFAiwBeGfMK08+bXrVf6yzLzz+r9LCBgSr0qLTUqL0GmHHRkZHquKRErXpFR1dN5ZqeXvsemMrPFBoKF1xg/xu5c1VSEBqIs1qfnOir3N+fuQ89xBOvvmp+LwBaXR3Lsn8vc/y7iTYJQr1xVZt+z/ydPq/1AYuFgDKdGzpNYUa3aR7VppOZB43LYoLVvvXQgFAigyLJKc6hzFJGVmEWcaFxTvUHQFAQP65bx5W33srxDDNRSdsLE1m7ci3B1T2j7d7b/fvV6npAgNKmI0dU+n2rTrlTnxw9T+fO9itulWpVijYJztCoyUQ0TZuJystDG+sL0Jib5624UoeippTZNfT39ddfM2XKFE6dOmU29gMugXPjuvLOxP/SJ6FPzfcuKFDL8daQJetSvFUMrGlus7PV+Kxpbh2NqbrNs5U3yVZXq61yWuwWLZwrUisIXoxDbYKmr0819JWdnc1VM2eyYuVKszEamAq3TbzFOQPSW7TJ+hsUF6skBRERSp98fUWbhCaPrT7RGrYdM1PSb9rwCxe1HUHb8CTV4AFtyirMMj7HhMQYnxPDE8kpVvXPjvyyjriE8522nV795BNuu+ceSq2JRjTgEph026TqnTRbMjPNUEZbjTpxQpUnsS0R4C59Em0SGgCnQh81TVupadqvDv6Mq8vNdF1/Tdf1VF3XU2MrLW/b4W3LwS6kzNZ1naeeeopLL73UdNJ8gXHAZXBpx4vZNHNz7U4aqHtaLMoA0nX1tzWjUFAQ5OaqmaLycvs0t47GV93m2dpmdYqKVMraQ4eUo6braobp5Emz9IBkLxI8gDv0yaE2QbPVp19++YW+ffvaO2kdgRtBi9W4NnWGc/f2Bm2y/ga7dyvjzNdXhTD99puaORdtEjxEQ9hOlc9ZdAufpFWkqfeQNlXen2YlIbSV8fmonueUNp05c4ZZs2Zx0+23G05aYFgAXAtcAOfEdXFuUMXFyiEqKTH1qWLfGrGxjW87iTYJLuLUipqu6xc12AjcndyjIajjrHphYSEzZsxg8eLFZmM48GcgCcYkjWDphA8ICAit8l2g6ux4UJASnPx8lSEpMFAdW9PmW9PclpcrETh9Wi3vHzpUNWV2bKzjQty1zeocOqT2n4SFqfGUliqDrLrZJ0FoJNytTxbdwsGcgyqddDPUpyVLlnDddddRYDMTfNlVw/ninO/ABwYnDSQpIsnxvbxRm8Ben6z71E5X7LcTQ0jwEA1hO3WN7cp/b/wvn21exIPbnwPg44Nfcnv3GR7TppOFpqNmDX0ESPSLNj4fKTxeqzYdO3aMK6+8knXrzNogvXv2pPyKM/yi7wKga0R7x4OorE2gtCcpSTlfhYVq31iHDkoTPGE7iTYJLuD59PzuTu7RENRhVv3gwYMMHDjQ3klLRgUtJMHlyRexZOjLBBw+5njWxtHseGGh+Zu0b6/+1jQzhMBay+zAAfV3Soo6v2GD2kNiu8nYUaFbZ2Z1jh5V4wkIMMMIQkNVuyA0I346/hOXv3u5OmhG+lReXs7cuXOZNGmS4aSFhoby0QsvUDa0zPi/wcTYwQ2rTcHB8PvvKgGCbRIEV7UJRJ+Es4YQ/xD6JPRh1oW3oaHCk78/vpGTucc9pk22K2q2jlpCgPn5aGFF+v5qbKcNGzaQmppq56RNnTyZH958kwO+h4y2zoXBVfWpOm3KzVXOWWKicthiYlTYI4jtJDQZ6u2oaZo2QdO0w8AA4HNN01bU9h076vM/58bCySXvVatWkZqayvbt283GVOAvQDjM6nINH1+8kKCQiOqr3NvOjmua+rtFC7UsX91vFBmp2s45R81SaZqKw7Yu5VcON7DGUXfqZG6CFYRmiEv6pMOurF2UlJU0G33Kyclh7NixPProo0Zbhw4d2PDxxwy6aADfHl9vtE9sP6bhtCk42NzDlplZNVRTtEk4S6iv7dQqNoULEvoBKgrgu8yNHtOmaveoRZilQQxHzYHttHDhQoYOHcrRCufFx8eHp59+mkVPPklOYAmny9TEUmRAC+IiEqrqkyvaBGI7CU0Cd2R9/Bj4uF6duLJ5vjGpZclb13Wef/55Zs+ejcVSkYLWBxgD9IFwv1CeH/BPru8y1eyzuir31W1YLS2t/jeKjYWdO5Uw6bopYq1bq3G6IwFCQoKaXdI0VaixtFSNv77/3WpK0iII9cRVfSrXy/k963d6t+rd5PVp586djB8/nr179xpfGT16NO+++y5RmZnM+e15ynSVpbF/3HkkR7VrOG0qLVUprlu3VqHTVqMKRJ+Eswp32E79ki9g/dGNABzwPe2xf5u2oY92e9RadzQ+Hyk4ZkYkVGjTmTNnuOuuu/jXv/5lXBcdHc3ixYsZNWoU7NnD7kJzNa1LZAe0wMCq+uSKNoHYTkKTwPOhj02BGmbVi4qKmDZtGnfffbfppIUB1wF94IquV/D7xG+5PmWifZ/VxZK7smE1OFiFHVksarm/tFQt7/v6mkJT303GycmqJkh5ufoNysvVsTWMwBVcSIIgCI3Fzyd+9vQQnKMGfVq2bBn9+/e3c9Luu+8+PvvsM6KiosjQT7Ng51vGuTk9b2lYbfL1hago9R3bfX+iT4JQZ9q0MI39tNw0j42jutDHxBhzP9nR/GN22nTixAlGjhxp56T16NGDzZs3KycNICiIXVm7jPOdW3RwrDmuJvoQ20loAjRqev4mjYNZ9fT0dCZMmMC2bWaqXJKAyZCUlMTLl73M2M5jzZcKat+E6uqG1ZYtVfYii0V9r7BQ/Z1UkRSgvpuMg4NVTRB3zuB4IvW5IDiJtzlq5ZZyntvwHFmFWYzvMp7+if3NFPqV9MlisfDPefOYP3++0RYSEsKbb77J5MmTjbb7fnuewjL1P/de0ecyrvWwhtWmwEC1Z6SgQO0HsSL6JAh1xtZRS89N99g4qgt9TAhPMD4fOZNlvDebN29mwoQJHDlyxDg/efJk3njjDUJtV8ZiY9l1ypxk6hLWzrHm1CcRkdhOgpcjjpqLrF69mkmTJpGVZQoU5wOXwVXnXcXLl71MZFBFEcW6FLF1peBtUZEKJ4qPV9mESkrURtWePdX3K4Ub1JnKS+zJye5ZYne2bpIgeIBfMn7x9BDs+OC3D/jbN38D4Ikfn2Bo26GM7TyW7nHdGdZuGAG+KqFIbm4u06ZNY/ny5cZ3U1JSWLZsGT179jTavk/7njd/+a9x/GiPO/Hx84fWCQ2nTfn5yvCJilIOmzWlv+iTINSZti3Md8aTjlp16fnjw+Lx0Xyw6BYyCzM5U36G9/73HrNmzaKkpARQBb/vf/B+hl09jKDgSg5RcDA7z5jOXJeojo41xxVtArGdhCaBOGp1RNd1FixYwF133UW5tcq8D3AphA8M599j/s3VPa+u+sW67HOp654Y29mVyEg1E3TiBBw8qEQoIkLN6FgFoi6xzdbVwMBAJQxnzqhjd2xabgqpz4WzFm9bUfts72d2x2vS1rAmbQ2gZtY/m/oZATkBjBs3jt27dxvXjRo1ivfee4+YGHOm26JbuPOrO43jiV0nctmwG2sfRH21CZThk5+v0mHn5Yk+CYKLeE3oYzXp+f18/IgPjefY6WNQDrNumcVbr75lnI+MjGTBwgXMPjCbR/73CMPaDeOzqZ8RWlG6qMxSxsZjm43re3W/qPr32pW9xGI7CU0A2aNWB4qLi5l+7bXcfvvtppMWCvwFzh97Pj/f/LNjJ63hB2afnruoyDSAuneHVq2U6BQV1T222VE2peoyVtaVppD6XDjr8NGULB4/fZyMggwPj0ah6zrfHvi22vPpuen86cHL6ZeaauekzZ49my+++MLOSQN475f3+On4TwAE+wXz/CXPN8zAHZUOKC9Xs9atWok+CUI9iAuNI9BXGes5xTnkleQ1+hgsuoXsomzj2Db0EVA1GQuAd7Bz0rqdey6bNm1iSekSjp8+DsDqg6uZ+tFUdF0H4JcTv3D6jKo5lhCeoGpbuhOxnYQmgDhqTnL48GGGDBrE2//7n9mYAMyEkUOGs+a6Ne4XEUcUFakMQrb1hypvpM3OVsIQHl5VIOoqHnWoIVdnmkLqc+GsI9jf/Pf3+Z7PPTgSk9+zfjeMmaigKLbN3Mb9g+7n2l7XggVYA2mvpJNXUUg1OCiId59+mqfmz8fPzz5wYnfWbm7/6nbj+K4L7iK5RT02tttSWZ+g6ib/EyeUNjnSINEnQXAaTdM8vk8ttziXcl1NXIcHhBsh2FbCT4bDa4DNgt/ESy5h/TvvkF6+l2W7ltldv3zPcvac3APAj4d+NNoHtRlk7sl1BbGdhCaKOGpOsHbtWvr06cPmrVvNxt7AdBjcsS+fDP4XYQFhDT+Q6mZ0wsLsZ1fy8tTGWNtZdKtA1FU8XM2m5CxSl0TwMqKCoozPr2x9xYMjMVm1f5XxeXjKcM5rfR6PjHyEBSMX0GN1D/jOvLZNYiI/fvIJUydOrGJEZBRkcNm7lxkz4K3CWnHvwHvdM8iais7azvzm5ak9IbaIPgmCS3jaUbPL+FhpNW3RokWsmbcGctWxpsHD997LkoULCY+O5qMd7zns88s/vgTsHbWByQNdH6TYTkITRhy1GtB1nX//+9+MGDGCjIyKECgNuBQYB7f1vp6VY94ntLyRfsbqZnROn7afXQkJUYaQ7YtrFYi6iocssQtnGTEhMcas8KYjm9h8ZHMt32h4vj1ohj2OaDcCgL1793LBBRfwy/c2SU/awU3PTeO87t2rGBHFZcWMfW8s+0/tB1TI46dTPqVFUAv3DNLZorMdOqi/bRF9EgSXsE0okpbT+PvUHO1PKysr45577uGaa66h/EzFNpFAuGzOSObecQeapqH7+/PlIXOGaWp3s87sl398ia7r/JD+g9FWL0dNbCehCSOOWjWUlJRw44038te//pWyMlUMlhDgL0B/eG7Ag7x44UMElNN4Gzir2++xfz8cqigKmZwMvXsrMXIkEI7EIzdX9W0bEmBFltiFsww/Hz8mnTvJOJ7+yXQKSws9Np5ySzmrD642jke2H8kXX3xB37592blzp3nhBcA0eC19EWfKz1QxIp5e9zQbj6jiuD6aD4uvXEzfxL7uG6ij/R6ZmXDggDpOTlYzv8nJ1RswlfUpJ0dt7M/JqapNIPoknPV4OqGINSQb1J65rKwsRo8ezbPPPmte1BK4EXw6mSbn3pO7OVigMjqGBYTx0PCHjHNrDq5h27FtHM47DKiQyl6terk+SLGdhCaMOGoOOHr0KMOGDWPhwoVmY2tgJvi392fRoOe4s/sN9i+xo/hnV6ipn8ozOkVFyojx97dfzofqBaKyeJSWqusr91FZcGSJXTiLmDt4LsF+6t/5b5m/Mfa9sZwqOuWRsfx0/CdyinMAaBXaiqWvLeXyyy8nN1fFEwUFBfGfV/9FzNhI8IWDpw/xxm//g5ISfiWDx9Y+xrxv7ucf3/3D6PPJoY+oGo91xVl9KipStYmKi1UqfltdqcmAsT138qTaz9aqlQpFqm7zvuiTcBaTEmXWI9ybvbeGKxuGI/lm+vygrCD69u3LqlVmqPaQS4bADUBLSM8/bDg5K9LM1bQR8QPokFVOt8hOAJSUl3DXiruM8xe1vwg/n1qSlIvtJDRTmm96/rqkUbVh3bp1XHHFFRw/bs4S0RP4E4SGhLJ0/HtcHNbLvlYHuCcNa23pXCsXdbSOsVUr9ZzZ2SrG+tQpNTNUXapa2zS26elKaKornOji7ygITZmusV1ZcNkCZnw6A4BVB1Yxeclkvpn2Tf07r+M7ZexPK4GAFQHMXT/XOJecnMzHH39Mnz59OLX6FPeuUefm//wS5eGh3L3kPrW6ZkOvqK7cGfsn02mqy7id1aeTFeFQuq6uzcqy16aaUmnbnrMmHQHRJkFwwLmx5xqfd2burOFKJ3DhnTqaf1R9+AWWf7acspIy49yDDz7IzLtmkvCcKnydXnDUsJ1+LDKz017SehCEhjI2aSS/5ahEImvT1xrnLz3n0trH7YrtFBmpMtAWF6u6jj4+plPlCGdtp9hY0SbBbTTPFbW6plGt4LXXXmPYsGGmk+YDXAJMgJYtWrL6utVcfO6fqs6QVI5/tliUobJxY91W12rLKuRoRqddO3XuyBH1nC1aqA38TjwvYIYEWGfA9+1T98vJcfl3FITmwPTe03l4+MPG8cr9K/k149f6derCO/XtwW8hG1gI6evNZAFDhgxhy5Yt9OnTB4BbBt5J67DWABwryuDWlXdXcdJC/UL4V5d78D12HLZvr9u7XBd9OnVKGSgtWyotFG0ShAahS8suxuc/sv+o8s47jYvv1KGcQ/A18BGGkxYeHs4nn3zCvHnziA+PN/b8njqTS37b1tCmDQfzDxl99IjrAZrGVe3+5PAel3asxVFzxXZq1crUppAQ5aTt3++8hlSnT8ePizYJbqV5Omp1TKN65swZbrrpJmbNmkWpdTk7BLgGGADtotrx4/U/kpqQ6vh+tvHP1pfWOjtTl5fUmaxCtkvp7dsr4cnOVtcFBEBZmTkL7Uy9jqAgFWdtdfRCQtT9Tp5UsdsNVQdEELwcTdOYO2Su3X61t7bnBnmPAAAgAElEQVS/Vb9O66hNJWUlrF65WqW3tinpduutt7Jy5Uri4uKMthD/EJ4c9WSVPkL9QpjY7lIe7Hk7O1Jf58KIbnV3mqBu+tS1q5pFLiwUbRKEBiQsIMxIKFJmKeOP7D9c68iFul/Z2dl8Pu9zWGe2derUiU2bNjF2rAqt9tF8SI4wy38cylMO2sGcg0Zbu/AkKCqie0EoPcI62N2jR2x3VYutJlyxnXJzTW3SNDMtv7MaUp0+HTigJutFmwQ30fQdNUdxyXVIo3rs2DGGDx/Oq6++arT5tvaFG4H2kBKZwo/X/0inmE7Vj8E2/tnqNGmaaq/LS+pqVqG8PPDzU9eWlKj9HM7W64iNVftAQC3jl5aqcKVWrVRIQEPVARGEJsL03tONz//9+b+Ulpc6/+XK+pST4/Q7pes6d/zjDs68cwaKrZcG8MYbb/DSSy/h7+9f5TtX97iayztdbhz3TejL0T9v4qMhLzMv6Ro6tEhxzWmCuumTaJMgNBouhT/WQ5sAfvnlF/r27cvJX82sj4MvGsymTZvo0qWL3bWVSwgUlRZxokC9236aHwkhrQzb6doEc/Us2DeI58+/v/ZnccV2ystTeqLrpj7FxzuvIdXpU0SEyiZpi2iTUA+atqNW3VI9OPXSbty4kdTUVNatM6eDgs8Lpnx6OURBbEgsK65ZQUJ4Qs3jsM0GVFRkZgSy1uKoi2FSl3Su1uX8kBA1s+PjA0lJqt3Zeh3BwWqcQUFq9tvaR0SEOt+QdUAEoQkwqsMoQwMyCjJYd2hdLd+owJE+nTypDARbHLxTBQUFTJ06lVcffxV01RYaE8ratWuZPn061aFpGm+Ne4ure1zNdb2v48urvyQisX39nSaomz6JNglCo1FnR60e2gSwZMkSBgwYwP79+83GIfDh0g9p0aJquQ+7zJQ5aXbZKduEtMa3tMywnW5rNZZbO09jRuep/HLFSkZE96n9eVyxnTp0UCtfttri6+u8hlSnTzExkJ9vf61ok1APmnYyEdulejD/Li1VLykoQ8RqmFgTfwBvvPEGN998M2cq/mfv4+NDy7EtyeiVAZoKJ/jy6i/pGNOx9nFYjZLMTPXiWyymUQJ1M0ys/dgmK6lpE2pwsNqcb91IGxBgipTN81ZLUZG6V2GhMoCio1WfJSWQkFDr7ygIzR0/Hz/GdhprFL/+6o+vGNpuaO1fdKRP8fFqD0NQULXv1IEDB5gwYQI7duww+2oDz7z9DP369av1tjEhMfxv4v/sG9u2VfvGcnPVSppVn0pK6maY1EWfRJsEoVGos6Pmgjbty97HjZ/eyO4Pd3P0i6NmXwHAePDv7k9smGPHqH1Ue+PzH9l/0DbSfE/bxVTUVaywnQLbtOelzo+rkyUlVWsuOsIV2yk52QxRdEVDqtOn8HDVXlIi2iS4haa9olZdiCNUm2K1tLSUW2+9lRkzZhhOWlRUFJ3v6ExGb+Wk+fv4s3TyUvokODGTY8Ua/9y/v5pR8fFxrcihK+lcXa3XYZ1Vi4xU3ykqgsOHVQhESYkSMqkDIgiMPme08fmrfV859yVH+tSihdKHat6pVatWkZqaau+kpQLXwoS+E1x/AKvTlJiotCgoyLUCrHXVJ9EmQWhwbB21n0/8XPsX6qhNe0/upf9L/fnuke/snLS2KW1V6v1zISE8AR/NsUlpu3VkT/Ye+/1p0e09YzvVp85ZTfqkadCrl2iT4Daa9oqaNS7ZOisE5uqVg/TPJ06cYNKkSaxda6Z97d6jO7HXx/JdrlnT450J7zCqwyjXxuTKzI470kzXlO66Omxn1QICVOhDfr6adbem0Ia69ysIzYwRKSPw8/GjzFLG9uPbOZZ/jNbhrWv+UnX6FBlZ5Z3SdZ3nnnuOv/3tb1gsFgB8/Xwpv7Qc+kDvVr2JC42jXriiTVB/fRJtEoQGpWd8T3w1X8r1cn7P+p2c4hwigyKr/0IdtAlgzrtzOPniSZV9toK+Q/vyjxf+wdhlKmlIYkRitbezc9RO7qFry67GcbvIduqDJ2wnV7QJnNOn6Oi69ysIDvCYo6ZbN15UhzMvYOXaGDUsMW/ZsoUJEyZw+PBho23iFRMpvryYL9K+MNpeGP0CU7pPcfm5gOpffkfPBO6pweYKxcXqntYxJyWpmayCApn9EQQbwgPDGdRmEKsPrgbgy43/4/o242o2DpzUp8LCQmbOnMmiRYuMttatW+M/1Z/0CJWO/4bzbnDPg9RFm4KDa69P1FCINgmC04T4h9C7VW+2HtsKwIZtnzK65QVusZ0+/vhjPvnbJ1Bi0zgIwq8LJ08z97QlhlfvqHWMNreQ7Mvex75T+4xjw1EDx/rkbdoEok9Co+Kx0MedmTv5et/Xjk86W8/DyaXrd955h0GDBhlOmqZpPPjQg2SOybRz0v4+6O/c3v92tz5nrc/kyTTTdc2UJAhnMWM6jjE+f3Dgs9pr5DihT2lpaQwaNMjOSRswYAAPL37YcNLCA8K5tte1DfdgNemtCym73YJokyDUiQFJA4zP609sqbftZLFYeOCBB5g4cSKWErXKjz8wCbgI1h1Zx/5TZjKRmhy18MBwWoW1AqDUUsqag2uMc3aOWmW8UZtA9EloVDzmqBWXFnPJ/y5hxiczKCkrsT9Zlxewhrjk0tJS7rzzTv7yl79QUrHxPDIykqWfLuWLVl/YVb6/98J7eWTEIw3yrDU+kyfTTNc1U5IgnMVM7jbZ+Lzy2I9kFmfXbhzUoE+rV68mNTWVn376yWi78cYb+eSrT5i3dZ7Rdv151xMeGO7+B7JSk97WodSJWxFtEoQ6MSDZxlE7uaNetlNubi7jxo3joYceMq+PBGZAwgUqA25xWTFvbn/TOH1O9Dk1js92VS2z0BxPjY6aN2oTiD4JjYrHk4m8sf0NRr4zkowCm2qubngBMzMzufjii3nhhReMtm7durFx00YWFS1i05FNRvtTo57iiVFPoGmay89RKzUlPqnvzIyjWnLOUJ/NtIJwltGmRRsubHkeAOV6OUsOfKZO1FGbdF3nxRdf5KKLLiIrKwsAPz8/XnnlFV577TVe3PIih/PU6n9sSCz/GPIP9z5IZWrS2/rOHIs2CUKjcGHyhcbnDRnbKLOUqYM66tOuXbvo378/n332mdnYHpgJke0iubjDxUbzgZwDxue+iX1r7NdRLdqwgLCai1k3pDaB6JPQJPCYoxYVHGV8/vHQj/T7Tz8zW1E9X8Bt27aRmprK6tWrjbaJEyeyfv163kp/iyU7lxjtL45+kdkXznb5OZymumeyppmu68yMVWB+/hk2bFAFFmsLxXKEK1kmBeEsZUqHccbnl3e+jUW31EmbiouLmT59OnfccQfl5eUAxMfH89133zFr1izKLeW8teMt4/pnLn6GmJAYtz5DFWrSW1dnjouKlPGzerUK7/bxEW0ShAakbYu2JIao8ML80tN8e/RHdaIO+vTpp5/Sr18/du/ebbRde/O1cDUQosIbByUPqvI9Px8/esb3rLFv2xU1K+fGnlvzBHlDaZPYTkITwmOOWvuo9jw16ik01EualpvGhQsvVLHL9VhWXrRoEQMHDiQ9Xe3v0DSNhx9+mA8//JAP9n7AYz88Zlx7e9fp3BZ1Sd1mUlylumdyJc20bdx2cbH6TlaW+tyYcdqCcJZxdb8bCPMLAeC3U7v5bN+XTmvToUOHGDx4MG+//bbR1q9fP7Zs2cKgQcr4WX1wtbGa1jIwiiktLvScNlk37buqT5mZZvrqo0fNmkWiTYLgdjRNY1LXK43jd//4uFbbqai0iGP5xygrL2P+/PmMGzeO/IpizcHBwbz33ntMunMSVJQySwhPYHB81ZWzHnE9CPKr2RnsHte9SpttWQGHNJQ2ie0kNCE8Gvo4+8LZLJ+6nPAAtf+ioLSAP733J7ae2lnnF7CsrIzZs2dzzTXXUFyxzB8REcHy5cuZO3cu3+z/hps+v8m4/vKEYTzb537XZlJcobKolJaqWeZDh5QwxMY6PzNjG7ddUqKeISAAsity5zZWnLYgnGVERycy67wbjePHfv03uhPv7Nq1a0lNTWXLli1G2/Tp01mzZg1JSWboz39/esv4PKXDOPx1H89qU8WEV51mjq36ZLEoLbL+yc4WbRKEBuSq88ykQ0sPfEGRXlqt7fTOjneIeTKGhEcTiOgdwbx55r7Ytm3bsm7dOqZMmcLRfLNuWmJIPB3z/EkOsS9NkhrXu9axDWozqEqdtW6x3Wr+kiNnLC5OacyePWI7CWcFHt+jNqbTGNbPWE/rMPXi55/JZ/Si0ewqSHPaODh58iSjR4/mmWeeMdq6dOnCpk2bGDNmDJ/t+Yxxi8cZMdvnhXfivf5P4hsc0rjZgqxL5cnJyojx93fNUbSN2w4MVIaVv78pMJJ9SBAajLsH30uAr3r/NmT+xJqMTdVeq+s6//rXvxgxYgQZGWofrp+fHwsWLGDhwoUEBQUZoTiFO3fw0e9Lje9O63hl09MmMPXJqk1g6pNokyA0GKkJqUZSj/yyAp47sqRa2+nh7x+m6HgRvA5Fv5rv94gRI9iyZQu9e/eGoiKOHN5pnEvUw9CCgnii///Z9dUntGpYY2VaBLWgX2I/u7ZaHTWwDzGMjYWMjNozgleH2E5CE8TjjhpAt7hufDPtG6KDVYHArMIshr41lB/Tf6z1uzt27CA1NZVVq1YZbWPHjmXjxo0kpSTxz9X/ZOx7YykpV1kfk0MTWN5lPmGnCu1f7oacSam8YbW+Kflt47ZjYtTMUEGBOUsk2YcEocFICE/gL73+YhzbhlPbUlJSwo033sgtt9xCWZmaJIqNjWXlypXccsstam+GTSjOssy1nC4vBKBTeAp9YytmqZuSNoGpT1ZtOnNG/fHxEW0ShAZE0zRu6XuLcTx/zXz2nNxT5brc4lz2btgL/wGyzPa77rqLFStW0LJlS0Objpw+ZpxPLPCF8nKmdBjHlSmqXEmIXzCjYy9wanwjU0baHXeLq8VRE9tJELzDUQP1wn5x1ReE+qsighkFGQx6cxCXLbqM1QdXo+tVC2S///77DBgwgIMHDxptDz74IA/++0FuXnkzic8m8uCaB43i2inhbVhz+UcktkxRL7l1uRsabibFUR2Q/fvV37bUxRizjdsOClKhAOXl6rNkHxKEBufegfcaYTxf7/uarUe32p0/cuQIQ4cOZeHChUZbnz592LJlC0OHDjUvtAnF+e8fNqtprS82N9k3JW0CU598fCAxUfWXm6vaRZsEoUG5td+t9GndB4CS8hIWbltod17Xde75v3vgXcwi1n7Q8YaOPPvss/j5+am2Cm06Umw6QQkRSXDiBJqm8d6If/Hu8Jf54ZIPaBvTwamxDWpjn4gkOSK5+ovFdhIEwIscNYD+Sf1Zcc0KYoLNLGdf/vElw98ezmXvXsbuLJWJqLy8nDlz5jBlyhSKKlbFwsLDuOv5u9jSaQt9/tOHd395l9ySXKOfQfH9WD/2U1Ii2qiZFIsF8vIavgbGoUNw8iQcPgxHjqj7hofDiRP219XFGKsctx0aChdcAD17SvYhQWgEzok+x66u2pPrnjQ+//jjj6SmprJx40ajbdq0aaxdu5Y2bdrYd1QRinO8MIOvj5hFYK+JGNw0tQns9cliUeGUQ4eq0CXRJkFoUPx8/JgzcI5xvP3EduPz6dOnmTRpEgufsXHeIoDr4WTHk/YdVWjT0cLjRlNiQmdlN5WU4Kf5MjX5Us4LO8dpfRqRMsJIIHLDeTfUnPFRbCdBAMDP0wOozMA2A9k07Xv+tuIePk5bYayGffXHV3Tf353rO1/Pjpd3sPF70wgKjA/k9JWneS7nOcix7y8lMoV7u97AjA5X4h8cphqDgyE+HnJy1MsaFNQwMylFRbBvn8p8FhSk4qEPH1aO4qFDygALCFBCU1KixuAs1rhtQRAal6IiyMxkTtIUFv+6GIAlO5fwR/YfrPpwFbfddhulFXuzfH19eeaZZ7j99tsdGyUVoTjv7VumUv0DQ2JTaRfdvulqE4g+CYInqNCm3sUtjKYdx3cAsG/fPsaPH8+vv/5qXt8WmASEQXZRNlmFWbQMaanOVWjTkQIbRy0sAaKiTEenjvoU4BvAxhs2sjNzJ6kJqTU/h9hOggB4oaNGURHtc334aOi/2FN0mCd/WsAbf3yIjk7ZsTJee+41OGVzfUcouaIEKk2oXN7pcuYNnUef1n3QiovVErqPzcutadC7d8POoGRmQkSEupemmZtYc3OhQweXxU4QBA9hDccJDKR3UiqXJAxhxdHvsZRamHDNBH790jSCYmJi+PDDDxk+fHj1/cXGQloa/91j1nac1nasaJMgCHXDRpvax3UhxC+YwrIiThScYPGyxdw8/WZycmxmsvsDF2Ok3gfYlbXLDE+MjaV4/x5OliiDy1fzJU4LUyvk9dCDsICwKklFqiD6JAgGXhX6CNjt2egU2YHXhz/H1jGf0uVIB3gdeydtCDAVCAIfzYeByQN5aPhD7L1tL8unLic1IVXNYnuqinxxsVq5s26m13X1Jz9fiZ0USxSEpoVtemdN4+5eN0E+8DZ2Tlrv3r3ZsmVLzU4aQHAw2wKz+Sn7NwACfQO58sIbRJsEQagbNtrk6+tHj+guoAM/wNVXXG04aYGBgTAOuBR8/HwY23ms0YV1ewkAwcEcjfY3DlsFx+Kb0r5x9ED0SRAMvG9FrbhYxQ1XUF5ezpJ3vmbXf/YZbT6BPrS7rh2DRw+mZ3xPesX34vzW5xMVHFV9v55Y7g4KUhtVExNV4pLCQrXBvn09xa4ivIHiYnUPa/FHQRAalkr6FHY8FN/XfSnPNTe4T506lddff52QkJBau7PoFm759h7jeFyXcURGta7hG26iobQJRJ8EwRNU0qauIZ3YuOQn+A0sqLDqxMREnnnjGaasnwJA2xZtOb/V+Xy6+1NArajZcrTUTLiWGNWITpHYToJg4H2OmjV9amAgObm5XHXrrXz57bfG6Q4dOrBs2TK6d69a5d7jVBaBsDBV8yMwEBISzHjq5BoyHTlzj4rwBkJDVZ9pabL8LwiNgY0+LXzvPf56//2Un6lw0jRoe2VbFi1aVPMmeRue3/A8Gw5vAMDfx58Hhz7YMONuDG2y3kf0SRAaHxttOpCezjfz18B+8/SgQYNYsmQJW3K3wHrVlhKVQpeWXYxrfsv8za7LI3lHjM+J4YkNN3axnQShWrwv9LEiferOX3+l35gxdk7a6NGj2bx5s/c6aZVTyWZkqPSv7gy5rBR61WgFcQVBgNhYzuTnc8ucOdwwezZnrDV5goFrIK1bGmm5aU51tfrgauasNLOz3TfoPrrGdnX/mBtLm0D0SRA8RYXttHLVKlIvvZQj+80kILHDYlm1ahXx8fHsP2V6b+0j29OrVS/j+KfjP9l1eSS/ERw1sZ0EoUa8b0UtOJhlO3YwbcYMThcUGM333XcfDz/8ML6+vjV82YPYigCYf58+7d6Qy0rhDYDaaGvzWwmC0DCcyMtj0l//ytoffzTaenTvTvT1MazJU+n1//Ten5jWcxqtw1ozrss4IgIj7PooLS/l4e8f5pG1j1Cuq9W4vgl9mTt4bsMMurG0CUSfBMFD6EFBPLtsGffOnYvFokId8QUuAwZDQEVCjgM5B4zvpESl0DG6IyH+IRSWFnL89HGOnz5Oq7BWABzNP2pcmxjRQI6a2E6CUCNetaJmsViYN28eE6ZMMZy0kJAQ3n//fR577DHvddLAqDliR10LxTqDNbzBloYqiCsIgsHmzZtJTU21c9ImT57M+g0bmDFihtH2a8avzFk5h2uXXUv0E9H0eqUXc1fNZf+p/eSX5DP0raHM/36+4aS1DGnJB5M+INAvsGEG3ljaBKJPguABCgsLueaaa5j9978bTlrr1q3xvd4X+kBmYSZFparmrJ2jFpmCr48vPeN7Gm3bj5t112xX1BLCExpm8GI7CUKNeI2jlpuby/jx45k/f77RlpKSwvr165k8eXIN3/QSHIlAbq4q2LhnD6SnqyX++lIR3kBJScMXxBUEAYC3336bwYMHc/jwYQA0TePxxx9n8eLFhIaGMqHrBJIikqp8r1wv5+cTP/PoD4/SeUFnIh6PYP3h9cb5wW0Gs+mGTbSLbNdwg6/OQAGlS6JPgtBkSUtLY+DAgbz77rtG24ABA9i6dSvJ3cw9Xem56QD2oY9R7QE4r9V5RttPx8zwx0bZoya2kyDUiFc4art27aJ///4sX77caBs1ahSbN2+mZ8+eNXzTi6gsAjk5cPCgKthojbtOS6u/4Hiq1IAgnIWUlpZyxx13cN1111FSUgJAZGQkX3zxBXPmzDGShoQFhPHTrJ94fOTjXN7pciadO4le8b3QMJOKlFnK7Pp+ePjDfPeX70iJSmnYh3BkoOTmqkxqtvtCRJ8EoUnx3XffkZqayvbt5irYzJkz+e6772jdujVtW5iFoNNy09B1nQOn7EMfwd5R237C8Ypag4U+iu0kCDXi8T1qy5cv5+qrryY/P99omz17No899hh+fh4fnvNYRSAzU4lAbi6kpECLFuq8Ne46M7P+cdeeKDUgCGcZmZmZTJo0iTVr1hht3bp1Y9myZZxzzjlVrm8Z0pI5g+YwBzNBSH5JPiv3r+TZDc/yQ/oPRvtt/W5j7pAG2pNWmcraFBQEISHg7191X4jokyB4Pbqu8+KLL3LPPfdQXq5CqP39/XnppZeYNWuWcV2bFuZ7mJ6bTnZRNvlnlK0V4h9CbIhaTTqvtemobT6yGV3XgUp71BpqRU1sJ0GoEY96Qg899BAPPPCAcRwcHMzChQuZOnWqB0dVD2xFYM8e2bgqCE2Ubdu2MWHCBNLT0422iRMn8tZbbxEeHu50P+GB4UzoOoHxXcaz6cgmvj3wLVHBUdx4/o0NMezqqWyg7NnjeF+I6JMgeDUWi4XrrruOd955x2iLj4/no48+YuDAgXbX2q2o5aRVCXu0RgT0iOtBqH8oBaUFHMg5wM7MnbQOb01xmdonFhYQRnig87pXZ8R2EoRqqbejpmnaU8CfgDPAPmC6rus5tX1v3759dk5a27ZtWbZsGb17967vkLwDm5omBrJxVRAaFVf0KTs7m4EDB1JcsZld0zQeeugh7r//fqfrozkYB/2T+tM/qb9L33c7ok+C4FFctZ12797NTz+Z+8j69evH0qVLSUysuuLVNtJ01NLz0qskErES6BfImE5j+OC3DwD46PePGNRmkHHedmWuwRFtEgQ73LFH7Rugu67rPYE9wN+d+VJOjqlHw4cPZ8uWLe5x0oqK3L9B3hVk46ogeAN11qcDBw4YTlpERATLly9n7ty5LjtpBt6iTSD6JAiexyXbqbCw0Ph8/fXXs2bNGodOGtg7WGk5afb70yLt98ZObH+58Xnpz+/z+c5PjOPh7YY7MzT3INokCHbU21HTdf1rXdetu+Q3AFVTn9XAnXfeyddff03Lli3rOxTHhRPdsQnVFWTjqiB4nProU5cuXdi0aRNjxoyp/0C8SZtA9EkQPEx9tMnPz48FCxbw+uuvE1TDSlPlZCKOMj4CUFTEZf7nEuijwqF3ZO/k2S0vGqfHdHSDBjqLaJMg2OHuPWrXA+9Xd1LTtJnAzIrPvP3220ybNs19d6+ucKI7NqG6gmxcFQRvolp9stUmgHHjxvHOO+8QERHh6PK6423aBKJPguA9OG07+fj4sGrVKoYMGVJrp7YraofzDrPv1D7j2C7bbGYm4WHRTOkwjrf3fmjXR7BfMMPaDXPyMdyEaJMgGDjlqGmathJo5eDUXF3XP6m4Zi5QBiyqrh9d118DXgM499xzdbc6aeDdleeLipRRVlysYq1jYxtmhqix7iMIXoI79MlWm9q0aaMvXboUHx83Vi/xZm2CxtEN0SbhLKMhbKeePXvqzjhpAMH+wUQHR5NdlE2ZpYzNRzcb5+xCHyv06ekLHuCrw6s5UZRpnBqRMoJgfw++p2I7CWc5Tjlquq5fVNN5TdOuAy4HRurWvK61EBIS4sxldcNbN6Faw54CA5WxduaMOnb3cn5j3UcQvAh361NcXJx7nTTwXm2CxtEN0SbhLKQhbKeAytlaa6FVWCuyi7IByCvJM9rtVtQq9KllUDSLhr/ExG9uJK80n8iACOYObqQyIo4Q20kQ6r9HTdO00cC9wFhd1wtru75B8dZNqLZhT5pmfs7MrP273ngfQWgieI0+eas2QePohmiTINjRWNrUKqzqgl5sSCxhAWE2DaY+jUwYxMk/b+Xk+PVk3HaIAckDGmpotSO2kyC4JevjAiAc+EbTtO2apr3ihj5dw1s3oRYXO65ZVJFZrsndRxCaDt6hT96qTdA4uiHaJAiVaRRtah3Wukqb3WoaVNEnP/9Aojv1wj/MTXt0XUVsJ0GofzIRXdfPccdA3IY3bkJtrLAnbw6vEgQP4FX65I3aBI2jG6JNgmBHY2mToxU1u4yPVrxRn8R2EgS3rKgJtdFYYU/eHF4lCIJ30hi6IdokCB7BkaNWuYaa1yK2kyCIo9YoNFbYkzeHVwmC4J00hm6INgmCR3AU+tilZRcPjMQFxHYSBLfXUROqo7HCCrwxfEEQBO+mMXRDtEkQGh1HK2o94np4YCQuIraTcJYjK2qCIAiCIAjNkMqOmq/mS9fYrh4ajSAIdUUcNUEQBEEQhGZI63D70MdOMZ0I8pMkGYLQVGh6oY9SPV4QBG9EtEkQBC8jKijK7rhDQCtITxd9EoQmQtNy1BqierwYV4Ig1BfRJkEQvBBN0+yO48LioLxc9EkQmghNK/TR3dXjrcZVebkyrqziVVTk3nELgtC8EW0SBKEJ0Dumu+iTIDQhmpaj5u7q8e42rgRBODsRbRIEwUt5OfUBANqHt2VGl6mqUfRJEJoETSv00d3V44uL1WyQLQEBqo6GIAiCs4g2CYLgpfy1xwzGtr2E+MhE/H38VaPokzm9XwYAACAASURBVCA0CZrWipq7q8dbjStb6iNegiCcnYg2CYLgrcTGkuQXjX+pRfRJEJoYTctRc3f1eHcbV4IgnJ2INgmC4K2IPglCk6VphT6Ce6vHW8UrM1OJV1BQ/cRLEISzF9EmQRC8FdEnQWiSND1Hzd24U7wEQRDchWiTIAjeiuiTIDQKTSv0URAEQRAEQRAE4SxAHDVBEARBEARBEAQvQxw1QRAEQRAEQRAEL0McNUEQBEEQBEEQBC9D03XdMzfWtEwgrYFv0xLIauB7NDTyDN5Bc3gGaPjnaKvrepPO0Sza5DTN4RmgeTyHPINziD45h/x78g7kGbwDj2qTxxy1xkDTtC26rqd6ehz1QZ7BO2gOzwDN5zmaOs3hv0NzeAZoHs8hzyC4k+bw30KewTuQZ6g/EvooCIIgCIIgCILgZYijJgiCIAiCIAiC4GU0d0ftNU8PwA3IM3gHzeEZoPk8R1OnOfx3aA7PAM3jOeQZBHfSHP5byDN4B/IM9aRZ71ETBEEQBEEQBEFoijT3FTVBEARBEARBEIQmhzhqgiAIgiAIgiAIXkazdtQ0TXtK07Rdmqb9rGnax5qmRXp6TK6gadokTdN+0zTNomlak0pzqmnaaE3Tdmua9oemafd5ejx1RdO0NzRNy9A07VdPj8VVNE1L1jTtO03Tdlb8O7rD02MSmoc+iTZ5FtEnoSEQbfIsok3egbdoU7N21IBvgO66rvcE9gB/9/B4XOVXYCLwvacHUhc0TfMFXgYuBc4Fpmqadq5nR1Vn3gJGe3oQ9aQMuEfX9XOBC4BbmuB/h+ZIc9An0SbP8haiT4L7EW3yEKJNXoVXaFOzdtR0Xf9a1/WyisMNQJInx+Mquq7/ruv6bk+PwwX6AX/our5f1/UzwGJgnIfHVCd0Xf8eyPb0OOqDruvHdF3fVvE5H/gdSPTsqITmoE+iTZ5F9EloCESbPIpok5fgLdrUrB21SlwPfOnpQZxlJAKHbI4PI/8D9iiaprUDzgM2enYkQiVEnxoX0SYvRPTJKxFtalxEm7wQT2qTX2Pf0N1omrYSaOXg1Fxd1z+puGYuaglzUWOOrS448xyCUB80TQsDPgLu1HU9z9PjORtoDvok2iQ0BqJPjYtokyA4h6e1qck7arquX1TTeU3TrgMuB0bqXlw0rrbnaKIcAZJtjpMq2oRGRtM0f5TQLNJ1famnx3O20Bz0SbRJaGhEnxof0SavRbTJi/AGbWrWoY+apo0G7gXG6rpe6OnxnIVsBjpqmpaiaVoAMAX41MNjOuvQNE0DFgK/67r+rKfHIyhEnzyKaJOXIPrkfYg2eRTRJi/BW7SpWTtqwAIgHPhG07Ttmqa94ukBuYKmaRM0TTsMDAA+1zRthafH5AwVm5FvBVagNmF+oOv6b54dVd3QNO09YD3QWdO0w5qmzfD0mFxgIDANGFHxHmzXNO0yTw9KaPr6JNrkWUSfhAZCtMlDiDZ5FV6hTZqXrmgLgiAIgiAIgiCctTT3FTVBEARBEARBEIQmhzhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GOGqCIAiCIAiCIAhehjhqgiAIgiAIgiAIXoY4aoIgCIIgCIIgCF6GU46apmmjNU3brWnaH5qm3efg/HWapmVqmra94s8N7h+qIAiCPaJNgiB4K6JPgiDUF7/aLtA0zRd4GRgFHAY2a5r2qa7rOytd+r6u67c2wBgFQRCqINokCIK3IvokCII7cGZFrR/wh67r+3VdPwMsBsY17LAEQRBqRbRJEARvRfRJEIR6U+uKGpAIHLI5Pgz0d3DdFZqmDQH2AHfpun6o8gWaps0EZgKEhob26dKlS91HLAiC17J169YsXddjG+l2ok2CIDiN6JNgS3ZRNgdOHTCO+yT0qXefJ4tOcvDUQQCiQ6JpEdjCuEd0SDQpkSn16v/46eMcyTsCQHxYPMF+wRzMUfeLCYmhXWS7evUveIaatMkZR80ZlgPv6bpeomnaLOBtYETli3Rdfw14DSA1NVXfsmWLm24vCII3oGlamqfHUAnRJkEQANEnwZ4XNrzAnSvuNI63zKv/7/qfrf9h5mczARjfezyXdryUSR9OAmBY12F8NPmjevU/77t5zP9+PgA3Db2JzjGduWrpVQBc1O0iFl+5uF79C56hJm1yJvTxCJBsc5xU0Wag6/pJXddLKg5fB+o/LSEIglAzok2CIHgrok9eTrB/sN1xfkl+vfssKS8xPgf6BRLsZ96juKy43v0XlBYYn0P9Qwn0C3R4b6H54IyjthnoqGlaiqZpAcAU4FPbCzRNa21zOJb/Z++8A6OotjD+zab3hEAoCUjoLTRpgqCggNKLhiIgAoLSUcoDBUFFxYL0JqKCVGlKR4pKEQiQ0EE6KYSSQHrZMu+Pzd6d2Z3dndndVM7vnzd35s7MTXy5zHe/c88BrjhviARBEJLQ3EQQRFGF5qciTmpOqqh9N8VxwzVHIxBqLh7wdPVk7Sx1lsPPz1RnsmNvN294uAiEmoaEWknEZugjz/MajuNGA9gHwAXAKp7nL3Ec9ymA0zzP/wFgLMdx3QBoACQDGJyPYyYIgqC5iSCIIgvNT0WfJ1lPRO07T++gXkg9h55p5qi55aOj5k6O2rOArD1qPM/vBrDb5NwMwfFUAFOdOzSCsIxarUZcXByysx2f+AjleHp6IiwsDG5uboU6DpqbiKIIzU+FC81PhByeZj8VtYWJRezFqqOmcb6jJny+HEeN5qbCxZ65yVnJRAiiQImLi4Ofnx8qV64MjuMKezjPFDzPIykpCXFxcQgPdyyDFUGURGh+KjxofiLk8jRHLNQM2RMdwdoetfwOfZTj2NHcVHjYOzfJ2aNGEEWO7OxsBAcH00RTCHAch+DgYFqRIwgL0PxUeND8RMjF1FG7k3LH4WeaOmrODn0UPsPL1Utx6CPNTYWHvXMTCTWi2EITTeFBv3uCsA79jRQe9Lsn5CC1R81RTB01Z4c+CoWap6unXclE6O+j8LDnd09CjSAIgiAIgnimMHXUbj25BR2vc+iZZo6ak9Pzmwk1SiZS4iGhRhAEQRAEQTxTmAq1p9lPcfDWQYeeadVRc8IeNaFQ83D1oPT8zwAk1AiCIAiCIIhnClOhBgDLzyx36JkioebiAXcXd3DQh7updWpodVrHni8QY56uniIh6AzHjih6kFAjCAdISUlBz5498fzzzyMiIgIrV65U/IzY2Fi0bdsWderUQd26dTF//vx8GClBEM8azpifAKBy5cqIiIhAw4YN0aRJEyePkiAKnhxNjuSesd+v/Y5HGY8ceq4BD1cPcBznVDFVUkIfnTU3DRkyBCEhIahXT1z/bu/evahZsyaqVauGr776yhlDLjQoPT9BOMCWLVvg5+eHM2fOAACyspSHNri6uuK7775D48aNkZaWhueffx7t27dHnTp1nD1cgiCeIZwxPxk4fPgwSpcu7ayhEUShInTTSnuXRnhgOKISoqDRaXD2/ll0rNbRrueaOmoA4OXmxURhliYLPu4+do/bVjIRnueLRbIQZ81NgwcPxujRozFo0CB2TqvVYtSoUfjzzz8RFhaGpk2bolu3bsX2m4qEGlHs4Wbl36TEf8Jbvd64cWPMmjULTZo0QefOnfHJJ58ofkf58uVRvnx5AICfnx9q166N+Pj4YjupEARhpLjPTwRREhEKtUDPQNQpUwdRCVEAgNjUWLufa+qoAXBqQhHRHjUXD7ioXODCuUDLa8GDh0angZuLvGLKJWFuatOmDe7cuSM6d+rUKVSrVg1VqlQBAPTt2xe///57sf2mIqFGEHaSkpKCyZMn4/z58/Dx8UG7du3QsGFD9OzZk/Vp3bo10tLSzO799ttv8eqrr5qdv3PnDqKjo9G8efN8HTtBECUbZ85PHMehQ4cO4DgOI0aMwPDhwwvkZyCI/EIo1II8g1ApoBJr30u5Z/dzpRw1ZyYUET7f8FwPVw9WCDtHmyNbqBUW+fHtJCQ+Ph4VK1Zk7bCwMJw8edJ5P0ABQ0KNIOxk+fLl6NixIwICAgAAL7zwAhITE0V9jhw5Ivt56enp6N27N+bNmwd/f3+njpUgiGcLZ85PR48eRWhoKB4+fIj27dujVq1aaNOmjdPHTBAFxZNsYw21QM9AVPQ3ftg7JNSkHDUnFb3W6DTQ6DQAABWngqtK/wnv4WIUatmabPi6+9r9joLA2d9OJR0SakSxx5bFnl9ER0fj7bffFrW7du0q6iN3VUitVqN3795466230KtXr/wbNEEQBUpJmJ9CQ0MBACEhIejZsydOnTpFQo0o1piGPjrLUcvV5rJjSUfNgaLXphkfDXvRhM9XkqK/JMxNUoSGhiI21hi+GhcXx+aw4ggJNYKwk6CgIERHR+O1117Drl27kJqaipYtW4r6yFkV4nkeQ4cORe3atfHBBx/k13AJgniGcNb8lJGRAZ1OBz8/P2RkZGD//v2YMWNGfg2bIAqE/BJqpnXUAOftUTPdn2b6HtP3F1WcNTdZomnTprh+/Tpu376N0NBQbNiwAevWrXN02IUGpecnCDuZNGkStm3bhgYNGuCHH37A1q1boVIp/5M6duwY1qxZg0OHDqFhw4Zo2LAhdu/enQ8jJgjiWcFZ89ODBw/w4osvokGDBmjWrBk6d+6M1157LR9GTBAFh6lQqxhgDH288/QOUrJT7Hqu0NFyd3EH4Lw9alL70wAUu6LXzpqbAKBfv3544YUXcO3aNYSFheHHH3+Eq6srFi1ahI4dO6J27dqIjIxE3bp1nfxTFBzkqBGEnYSHh+PUqVMOP+fFF18EzxdOCAJBECUTZ81PVapUwblz55wwIoIoOqTnprNjP3c/+Lr7opRXKSRnJUPLaxE4JxC/vfkb3qjzhqLnWkrPb8CR0EfT1PzsPcXMUXPW3AQA69evlzzfqVMndOrUySnvKGzIUSMIgiAIgiCeGQzJNwDA280bAEThjwCw9PRSxc/Nz/T8otBHgTgTOmqOpv8nih4k1AiCIAiCIIhnBmEIokGomXLo9iHFz83P9PymyUTYe1yLV+gjoQwSagRBEARBEMQzQ6bG3FFrVqGZWT8lworn+QJz1IRCzbAXDgDUOrXdzyeKJiTUCIIgCIIgiGcGqdDHAfUHwE0lLhZ9I/mG7GdqdBrw0O83F9Y5c1Z6fllCTUtCraRBQo0gCIIgCIJ4ZpASaq2fa4274+/i+fLPs2vXk6/LfqZU2CNgkkzEgdBHS+n5heJSWMeNKBmQUCMIgiAIgiCeGYRCTSikyvuVR8uKxppe15MUCDWJsEfAeaGPltLzCx01EmolDxJqBGEHSUlJrOZZuXLlEBoaytq5uc6fKP/66y906dLFqc+cMWMGDhw4AACYN28eMjMzbdxBEERxgOYngrCOlKNmoHqp6uzYGY5agYY+FvE9ajQ3KYfqqBGEHQQHByMmJgYAMHPmTPj6+mLixInsukajgatr0f7z+vTTT9nxvHnzMGDAAHh7S2e/Igii+EDzE0FYx6pQC7ZTqFly1NzyN5mIm0vxCX2kuUk5Rfu3QRAy4Dgu356tpBD14MGD4enpiejoaLRq1Qr+/v6iSahevXrYuXMnKleujF9//RULFixAbm4umjdvjiVLlsDFxUX0vL1792L8+PHw9vbGiy++yM5nZGRgzJgxuHjxItRqNWbOnInu3bvj559/xh9//IHMzEzcvHkTPXv2xNdffw2tVouhQ4fi9OnT4DgOQ4YMwYQJEzB48GB06dIFCQkJSEhIQNu2bVG6dGkMHDgQ58+fx7x58wAAP/zwAy5fvozvv//eCb9Rgni2oPmJ5iei6CHbUVMS+ijHUcuHPWruKvtCH2luKh5zE4U+EoQTiYuLw/HjxzF37lyLfa5cuYKNGzfi2LFjiImJgYuLC9auXSvqk52djXfffRc7duzAmTNnkJiYyK7Nnj0b7dq1w6lTp3D48GFMmjQJGRkZAICYmBhs3LgRFy5cwMaNGxEbG4uYmBjEx8fj4sWLuHDhAt555x3Ru8aOHYsKFSrg8OHDOHz4MCIjI7Fjxw6o1foQip9++glDhgxx1q+IIIoVD9IfYPTu0Ri0bRAeZz4u7OE4BM1PBKHHmlAr71eeHSdnJct+pqw9aloH9qhZqKNWErI+0txkGXLUCMKJvPnmm2arO6YcPHgQZ86cQdOmTQEAWVlZCAkJEfW5evUqwsPDUb26fmVvwIABWLFiBQBg//79+OOPP/Dtt98C0E9M9+7dAwC88sorCAgIAADUqVMHd+/eRd26dXHr1i2MGTMGnTt3RocOHayOz9fXF+3atcPOnTtRu3ZtqNVqREREKPxNEIQYwwqrM1dxd1zbgQcZD9A/or/ForWOcPXxVbT+qTUTaCE+Ifi2w7dOf09BQfMTQeixJtSEwipHmwOtTgsXlfW/G0NfA/ntqBXX0EdL0NxkGRJqRLFHicWe3/j4+LBjV1dX6HQ61s7O1k+yPM/j7bffxpdffmnXO3iex5YtW1CzZk3R+ZMnT8LDw/iPg4uLCzQaDYKCgnDu3Dns27cPy5Ytw6ZNm7Bq1Sqr7xg2bBi++OIL1KpVy2wViSCUEp8aj/Zr2iMpKwkTX5iIcS3GiVaB7eHI3SPotqEbAOC7f7/Djn47UK1UNWcMlzHt4DSRi3b4zmHFz6D5SQ/NT0RRwppQ4zgO3m7erE+mOhN+Hn42nylnj1p+JxNRItRobtJT1OcmCn0kiHyicuXKOHv2LADg7NmzuH37NgD9ys3mzZvx8OFDAEBycjLu3r0rurdWrVq4c+cObt68CQBYv349u9axY0csXLiQTbLR0dFWx/H48WPodDr07t0bn3/+ORuTED8/P6SlpbF28+bNERsbi3Xr1qFfv35Kf3SCEDHt0DRceXwFDzMeYvKByei5sSc0Oo1Dz9xzYw87vvr4Kt7f9b6jwxSh1qpx4NYB0blzieeQkZvh1PcUFjQ/Ec8qaq2azT8unItZkWsA8HEzCocMtby/eYt11JyUnl+0R00gBItT1kc50NwkhoQaQeQTvXv3RnJyMurWrYtFixahRo0aAPS2+ueff44OHTqgfv36aN++Pe7fvy+619PTEytWrEDnzp3RuHFjkb0/ffp0qNVq1K9fH3Xr1sX06dOtjiM+Ph4vv/wyGjZsiAEDBkiuRg0fPhyvvfYa2rZty85FRkaiVatWCAoKcuTXQDzjXHp4CWvOrRGd2319Nybtn+TQc8/cPyNq/33nb6eG/fwb9y/SctNE57S8FlEJUU57R2FC8xPxrGLqpkmFY/u4+0j2t4Zw/hEKKWeFPlqqo1bSCl7T3CSGKyzrs0mTJvzp06cL5d1E8efKlSuoXbt2YQ+jRNOlSxdMmDABr7zyiuR1qf8GHMed4Xm+SUGML7+gucm5jNo1CktOL5G8FvVuFJpUUP5/F57nUeabMkjKShKdjx4RjYblGto1TlM+OvgRvjj6hdn5L9p9gamtp1q9l+an/IfmJ8Je7qfdR4W5FQAAZX3KInFiolmfukvq4vKjywCA8++dR0RZ23uNtl3Zhl6begEAutfsju19twMAYhJj0Gh5IwBAg7INEPNejF3jHrlrJJaeXgoAWNxpMUY2HQkA+PLIl5h2aBoAYEqrKfjq1a8sPoPmpvzH2XMTOWoEQYh4+vQpatSoAS8vL4sTDUHI5caTG+x4W59t6FS9E2tPOTDFrn0S91LumYk0AIi+bz2URQn7b+1nx11qGAumHo877rR3EMqh+YlwFGv70wwIQx/lOmqi0EdLjpqT9qgJQyuFyUSKa9bHkkB+zU2UTIQgCBGBgYH477//CnsYRAnhUcYjdlzBrwLmdpiLfTf2Qctrcej2IZy5f0axq2Ya9mggJtG+lWpTMtWZItE3pdUU7PxvJwCwVXaicKD5iXAUOUJNeF72HjVNwe1Rc0YyEcK55NfcRI4aUWwpShmLnjXod0/I5VGmUaiV8S6DmqVromftnuycPS7YmQSjUKsZbMzgFZ3oHEctJjEGWl4LAKhVupYonDIuNQ46XmfpVgb9jRQe9LsnrCF0tSw6aoI9anITCAkdNaF4yu89akqFGv19FB72/O5JqBHFEk9PTyQlJdGEUwjwPI+kpCR4enra7kw80/A8L3LUyviUAQBEhBj3e/yXpHwF8r9k4z2DGw5mxzGJMbJElC2i4o0JQ5pWaApfd18EegYC0H8ICX8mKWh+KjxofiJsIXTUhKnzhdgV+mjJUcvn9PzCZCK2sj7S3FR42Ds3UegjUSwJCwtDXFwcHj2y/sFE5A+enp4ICwsr7GEQRZz03HS2Cuzp6sk+fqqXqs76XE++rvi5calx7PiFsBcQ7BWMpKwkpOWmIT41HhUDKjo07lMJp9hxs9BmAICK/hXxNPspe39Z37IW76f5qXCh+YmwRr6FPlrYo1aQ6fktOWo8z4PjOJqbChl75iYSakSxxM3NDeHh4YU9DIIgrGAa9mhIg10juAY7b4+jFp8az47D/MMQHhTOkovEpsY6LNSEjhoTagEVceHhBfaO5ys8b/F+mp8IouiSb8lELDhqripXqDgVdLwOGp0GGp0Grirln9/27FHL1mSjw5oOuP30Nja/uRnNw5rT3FTMoNBHgiAIIl+QCnsEgOrBRkft5pOb0Oq0sp+p1WmRkJbA2qH+oagUUIm176Xcs3e4AICn2U+Zy+emckODsg0A6B01A7EpsQ69gyCIwkOxo2bHHjWh48VxnFNcNaEQFIU+ulgOfVx2ehmO3DuCuNQ4dF7X2a73EoULCTWCIAgiXzB11Az4e/ijrI8+dDBXm4vYVPnC52HGQ5boI9grGJ6unqjk7zyhdjP5JjuuEVyDfXCF+RvDVYShlwRBFC9EQs3VdjIRRx01wDkJRexx1P6N+5cdS5U0IYo+JNQIgiCIfMGSowaIXTUl4Y9CkWQQT8JQR0eFmlA0Cp06kaOmQFgSBFG0UBr66OgeNcA5CUUs1VETCjXTOmpCJ48onpBQIwiCIPIFS44aANQoZdyndj1JfkKR+DTj/rRQ/1AAcGroozCsUSTUAkioEURJIN9CH2U6avaGPsrJ+mjqqAn7AVAUZk4UDWQJNY7jXuM47hrHcTc4jvuflX69OY7jOY5TVr2UIAjCDmhuKtqIHDUToVatVDV2fPvpbdnPFDlqfnpHzZlCTXi/0EWjPWqEUmh+KprIctSEoY8amaGP1hw1gbNlb+ijPXXUTMM2H2Y8tOvdROFhU6hxHOcCYDGA1wHUAdCP47g6Ev38AIwDcNLZgyQIgjCF5qaij8hRMwl9FKa3F/azhVToo1MdNYFbJnTRDO4doHf1nFGvjSi50PxUdCmQZCIulkMfne2oiUIfTZKJmO5Lo/21xQ85+UGbAbjB8/wtAOA4bgOA7gAum/T7DMAcAJOcOkKiWJGUlIS9e/fi+PHjuHr1Kh48eACdTofAwECEh4ejadOm6NixI2rXrl3YQyWKPzQ3FXGshT6G+ISwYyWrvFKhjyE+IXB3cUeuNhdPsp8gPTcdvu6+ovu0Wi2OHz+OQ4cOITo6GrGxscjKyoK7uztCQ0MRERGBl19+GXeT7rJ7hALQ282b1WvT6DR4mPEQ5XzLyR438cxB81MRpUDS87taSSYisUctNjYWu3fvxsmTJ3Hjxg0kJekFVunSpVG9enU0b94cWUlZgJ/584VZH00dteSsZFE7Pi0eTdFU1s9DFA3kCLVQAMI4jzgAzYUdOI5rDKAiz/O7OI6zONlwHDccwHAAqFSpkqVuRDEkJiYG3333HTZs2ACNRiPZ599//8W6desAAI0aNcLYsWMxcOBAuLi4FORQiZIDzU1FHGvJROwValKOmopToaJ/Rdx8os/YGJsSi9pl9ItBKSkp+OGHH7BgwQLExkqHLJ47dw67d+/GnDlzwHlxQH0ArcThjgBQ3q88W6G+n3afhBphDZqfiigFUvDa1FGTSM/P8zwOHDiA7777Dvv27bP43H/++Qc//vijvhEOoCXgyhk/362FPpoJNUENSqJ44HAyEY7jVADmAvjQVl+e51fwPN+E5/kmZcqUsdWdKAbcu3cP3bp1Q6NGjfDrr79aFGmmREdH45133kHDhg2xe/du8DyfzyMlnjVobip8rDlqwrZQ0NlCVEPNzxiOKHS/7qbchVarxdy5c1GxYkVMmjTJokgzhc/i9UFoC4Afvv0Bqamp7Fp53/Ls+H76fdljJghTaH4qPJTuUbMrmYg1R02dhbNnz6JZs2bo0KGDVZFmxm0Aa4H27dvjzJkzAKxnfTQVahT6WPyQ46jFAxAuK4blnTPgB6AegL84jgOAcgD+4DiuG8/zp501UKJoodPpsGTJEkydOhXp6emia02bNkWXLl3w/PPPIywsDC4uLkhKSsLFixdx8OBB7NmzB9nZ+hWlixcvonPnzujXrx+WL18OPz+/wvhxiOIJzU1FHCWOGs/zyPvvJPuZwmdU8KvAjk9Hn8aM/jMQFRUlurd06dLo2bMnXnzxRdSsWRN+fn7IzMzErVu38O+//2LL1i2IvZcnVTHsawAAIABJREFU6DTAnC/nYN2v67B+/Xq0atVK9I77aSTUCKvQ/FREEQo14d4xIfaEPgrdLIt71NTAqm9WYc/qPdBqjRkYOY7Dq6++io4dO6JBgwYoW1a/hzcxMRExMTHYuWcn/vnrHyBvTfvQoUNo2rQppk6diiEThkiOQcfrJEMfieKFHKEWBaA6x3Hh0E8yfQH0N1zkeT4FQGlDm+O4vwBMpImm5JKRkYFBgwZh69at7BzHcYiMjMSHH36Ipk2l459feukljBo1Ck+ePMHChQvxzTffMJG3fv16REVFYdOmTWjUqFGB/BxEsYfmpiJMljqLhQy5qdwQ4BEguu7j7gNvN29kqjORo81BWm4a/D38rT5Tq9PiafZT1g7yCmLHTLRdAGZ9MQuaXKO7X7NmTUycOBEDBgyAp6c4XTUANGnSBJGRkeg1rhfafNwGOAggUX8tNjYWL730Ej777DOUe94Y6ih09ghCApqfiijCPWKW6ow5HPoolfUxFcAGYGfCTnbe09MTw4YNw/jx41G1alWzZ0ZERKB9+/Z46723EDojFDgK4CwAnT508osvvsCBwweAFgACxEItNSfVLOkROWrFD5uhjzzPawCMBrAPwBUAm3iev8Rx3Kccx3XL7wESRYvY2Fi0bt1aJNJq166No0ePYsOGDRZFmpCgoCDMmDEDN27cwODBg9n5GzduoFWrVtizZ09+DJ0oYdDcVLQRhj2W9i4t6ZYpDX98mv0UfN6ScqBnIFxVxrXGYM9g4DCALWAizd3dHZ9//jkuXLiAYcOGSYo0IQnpCUB1AMOB50c+j6AgvRDUarWYNm0aDn5/EMhbBKfQR8IaND8VXYTp8S06au4OJhMxcdTS7qQBPwAQrO+8/PLLuHDhAhYuXCgp0oRka7KBQABdgNApoXjllVfYtVP/ntI/+4E466OpmwaQo1YckbVHjef53TzP1+B5virP87Pzzs3gef4Pib4v04pQyeTWrVto2bIloqOj2bmxY8ciOjoaLVu2VPy8smXL4qeffsLatWvh66vP0JaVlYVu3bphw4YNThs3UXKhuanoYilEUYjShCLCVNPBXsHsWKfTYd+8fcDfxr41a9ZETEwMPvroI7i5uUEOiel5NpoKaNG5BWJiYkRz2+m9p4GNANQk1Ajb0PxUNFHsqNmTnl/gqP3zzz/YPmU7kKZvq1xUmD9/Pg4dOoRq1aqZPkb62QIR6Bfqh/3792P27NlQqfI+49MB/ARk3Tb+bEmZSTBFSrwRRRuHk4kQzwZ37txB27ZtERent81dXV2xYsUKzJ8/Hx4eHjbutk7//v1x+vRpPPfccwAAjUaD/v37Y/Xq1Q6PmyCIwsFaDTUDioWa4MOjlFcpAPrwn9GjR+PI9iPsWumI0jhx4oTiMiDCMYT4hKBSpUr466+/MHz4cGOn/wCsBeKSKYSIIIojchw1oVDL0mTJqpso5agdP34cnTp1giYnLxTbExj09SCMHTtW1p5cA8Iaah4uHlCpVJg2bRr+/PNP497+bCBrVRaOHTsGQFqUyRWdRNGBhBphk/j4eLRr1w737ukLyXp6emL37t149913nfaOmjVr4tixY6hTR18PlOd5DBkyBLt373baOwiCKDhEiUS8pYWaUMDJKXotctS8g8HzPCZMmIClS5caO9UHKo+sjMDAQMVjNhVqAODm5oZly5Zh2rRpxo53gEvLLomSARAEUTwQOmqWsj6qOJXIbROKO0sIHTV3F3dERUXhtddeQ0ZGnjjyBTAUCG0YKv0AK1gqdt2uXTscOHgAMPwYuUDXrl1x6dIlSaEmV3QSRQcSaoRVMjIy0LVrV9y+fRuAfs/H77//jvbt2zv9XaGhofjnn39Qv359APp9IW+++SZOnjzp9HcRBJG/WEvNbyDE235HLdgrGAsWLMD8+fONHSIA9AAe5zxWPmAADzPNhRqgT5Y0e/ZszPx0JjuXdT4LY8aModIiBFHMEDlqFkIfAeUJRYSO2qP7j9C1a1ekpenjHX2DfIG3AZSRJ/pMsSTUAKBZ02bghnBA3ra6J0+e4LXXXsPNOzclnyV3zx1RNCChRlhEp9Nh0KBBbE+aq6srtm7dig4dOuTbO4ODg7F3714WBpmZmYkuXbowN48giOKBtdT8BhzZo5Z2MQ0ffPABa3fv2R3oAUClrIC2EOF9ZX3Kml2f8fEMuLcy1ixaunQp5s2bZ9e7CIIoHOSk5weUJxRhjloO8E6fd/DgwQMAQKlSpTB28VggbxoUOnpyEbp1pkINADzKeQBvAcibnuLi4rBowiIg16wrhT8WM0ioERb55JNPRNkdlyxZgs6dO+f7e8uXL499+/YhOFifLODx48d44403kJOTY+NOgiCKCnIcNaGAU+SoPQL2fb0POp0+hKdFixZYv3Y93N31XymZ6ky7Vo0fpD9gx1IJUDiOQ3ifcH31qzwmTZqEf/75R/G7CIIoeHS8zqboMSB01NJz0y32M5CjyQF0ALYBFy9cBKAPnd62bRuq1jJmdRS6Y3IR7VFzNc8L4KZyAyoA6AOWPOnBzQfATrDaawbklhsgigYk1AhJ9u7di88//5y1x48f79Q9abaoWbMmtm/fDldXffrtqKgojB8/vsDeTxCEYyhNJiJ7j1ougE1ATob+Y6tixYrYvn07vLy8FKf7N0Vqj5opFfwr6J27vG0mWq0WkZGRSEigumoEUdQxS8rBWf4MDvQ07nMV1m+Ugud5vQA8AeCq8fzSpUvRpk0bkSC0x1GzFvoI6PfEAQCqAnO+n2O8cB76in4CyFErXpBQI8y4f/8+Bg0axNodOnTAN998U+DjePHFF0XvXbZsGdauXVvg4yAIQjlykonYFfq4D0Deo728vLBjxw6ULasPU1Tq0AnJyM1gK83uLu4Wi28/F/gc4AogMm/fCYAHDx6gb9++lFyEIIo4cjI+GhCWAJFKdS9ErVPry5ofMJ4bP348hg4dqn+XYC+co46aVaEGoM+gPhgyZIjx4l7ox5ZHYTlqFx9exCurX8HAbQNx7fG1QhlDcYSEGiFCp9Nh4MCBePRI/yVUvnx5rFmzhjlbBc24cePQp08f1h45ciTtVyOIYoAcR00o4OQIq6t/XwXOGNsLFixAgwYNWFupQydE2L+sT1mLqbOrBuWFMAUAr//vdVbH6MiRI4WyoEUQhHzk1FAzEOwtEGpZ1oXaw6SHwGboQx8BNGvWDHPmGJ0tkaNmRzIRa8W0AcDNxVgrMlebi0WLFiEwPM8R1AHYCrZfrbActa+OfoVDtw/h1/O/otbiWjgee7xQxlHcIKFGiPj+++9x8OBBAPr9GL/++itCQqRDgAoCjuOwcuVKVK2q/zhKTU3F4MGD2d4UgiCKJkrT8z/OfGw1bXRCQgKurLrC2u27tmer1VLvURr6KCfsERAINQDq59T45JNPWHvGjBmIiYlR9F6CIAqO/HLUJn4wEXiS1/AA1q837pk1fVe+hj5CL9S8vLzQaGwjllwESWBun7OzPj7OfIwhvw/BpP2ToNFpLPaLSxXXntx6ZauFnoQQEmoE4/r16/j4449Ze+rUqWjXrl0hjkiPr68vVq9ezVauDx8+LE7JTRBEkSJXm4uUnBQAgAvngiCvIMl+nq6eLMRQo9NY3AfC8zzee+89aLPyQgsDge8Wfmfmeil16ITYSiRioGopo1C7mXwT06ZNQ7NmzQAAarUaAwcORHa28tAmgiDyH0WOmpc8R23Pnj3YuHYjawe8EYAqVaqI+gjFVX6HPqq1agCAqpQK6CjodArATeeHPk75cwp+ivkJ3/77LTZf3myxX1pumqitNOrhWYWEGgFAH/I4dOhQ9oHRsGFDzJw5s3AHJaBly5b43//+x9pTp07FjRs3CnFEBEFY4nGmsY5ZsHew1Q37csTVhg0bsGPHDuOJHkB4+XDzZyksoC3EHkft1pNbcHFxwZo1a+Dlpf/ou3jxoigRE0EQRQdFjpq3bUctNTUVw4cPN56oBwQ2CTTrp7R4tim2MlW6qcShj0CeuGsMoIag4+9A0lPr7qBSVsWsYscLTi6w2C8tRyzUbLmUhB4SagQAfWaiI0eOAABcXFywatUqluK1qPDJJ5+gYcOGAICcnByMHDmSis0SRBHEtDC1NUT7yiTCFR8+fIgxY8YYTzQF3Ku6w8fNx6yvI3vUbNVQM1DKqxQCPAIA6FemH2Q8QI0aNUT7077++mtcvnxZ0fsJgsh/nO2oTZ48GXFxeSF93gBel06fLxSFDqfnl9ijZhr6yO7hAHQDXH3z8gykApuXWHa9HCXAM8DiNVNHTbigR1iGhBqBhIQEkVv1v//9D40aNSrEEUnj7u6OlStXshDIP//8E+vWrSvkUREEYcqT7CfsuJRXKat9bWV+nDhxIpKS8j6SAgC8qn+mVLIPR0If5TpqHMeZhT8CwPvvv4+WLVsC0IdAjhgxgvbSEkQRw25HTUKoHTt2DMuXLzee6ATAR1pIFVh6fuRloBS+xxeoO6Auu/73xr9x9uxZxWOQwhBmacDX3ddiXzNHzUaCFkIPCTUCEydORHq6vphjrVq1MH369EIekWWef/550er6hAkTkJycXIgjIgjClOQs49+kLaFmTVwdOXIEa9asMZ7oCsDDspAShT4qTCbyOMu4ulvau7TVvtVKVWPHN5/ohZpKpcLy5ctZhtyjR49i1apVkvcTBFE42O2omYTpaTQajBo1irXbdGwD5GkhSUctn9Pzm2Z9NL2nfof6QF60OK/jMXz4cKeUE7mbclfUtpRRUsfrzPbGkaMmDxJqJZxziefQe1Nv1FxUE5XnVUaLlS0w86+ZWHFmBdZfWI/Vv6/G+vXrWf8lS5bAw8N8kilKfPbZZwgLCwMAPHr0SJQAhSCIwudJltFRs5RIxIClcEXTD6HWr7cG8vSRnLpsSkMflYhL4T61/5L+Y8f16tXDpEmTWHvKlCm0kEQQRQhnOWrLli3DuXPn9M/x8sKYGWP0YYaQ4ag5mJ5fTtZHQCzUyniXAboAcNG3z5w5gxUrVigehymGiAIDlubd9Nx0s3NPs59azRJJ6CGhVoK5+vgqXvr5JWy9shX/Jf2Huyl3cTL+JGb9PQsjdo5A/9/64+1332b9u/fujrZt2xbiiOXh5+eHhQsXsvby5ctx4cKFQhwRQRBCRKLH077Qx8WLF7O/a29vb/Qe31vyHiGOhD4KxaUtoVYvpB47jkqIEl2bPn06y/iWnJxcpJIyEcSzjiOOmmFP/MOHD0ULxB999BECyxkTiNjao5alyVK8vz5bK9ijJvF8YTIRQziiUBAGewcDwQDaGO+ZPn06njwxznv2cCNZnNTNkktmGvZoQPhvBSENCbUSSq42Fz029GApsiU5DcCw+OEGHK5xGKuiVxWLBB3du3fHq6++CkCfsXLChAnFYtwE8Swg/MfXlqMmDFc0iKvHjx9jxowZ7PyMGTOg9TOG6Vhy1Pw9/NkHS6Y6U1G9ICWO2gthL7DjE3EnRPXfvLy88O2337L2kiVLKLEIQRQRRI6aDaHm5ebF+qh1auYKffzxx0hJ0X9bVatWDRMnTrRZkNpV5QpXlT4sWsfrFDtJSuuomd7D5rSWgE8ZfSKmpKQkfPrpp4rGYYqpULMUcm6aSMQAZX60DQm1EsovMb/gWtI1APpJY33v9bgx5gZ+7fkrJrSYgEE1B8HtqCCr40tAqkcqhv4xFK+vfR0/x/yM0wmnrRagLUw4jsP333/PEoscPHgQf/zxRyGPiiAIwPFkIrNnz0ZqaioAoEaNGpgwYYLoA8CSo8ZxnM0skpZQItQqB1ZGOd9yAIDUnFRcfiQWYj169GDRCVqtlhaSCKKIIHLUbIQ+Aubhj5cvX8aPP/7Izi1YsAAeHh6i9PlSjhfgWEIRpUKN53nRPcwddANq96/Nzi9atAhXr15VNBYhhj26BjLUGZKhnZYcNdqnZhsSaiUQtVaNL49+ydqzXp6FvvX6omqpqnir/luY23EuKl6sCHWa3h4vXb40qr5u3HOx7+Y+vPP7O2j6Q1NUmV8Fa8+vLfCfQQ716tXDe++9x9oTJ06EWq22cgdBEAWByFHzVLZH7datW1i8eDE7N2fOHLi7u4tCGYUunCn21FLjeV6RC8hxnMhV+zf2X7Pr8+bNYwtJ+/fvx549e2SNhSCI/EOJowaIF22SMpMwdepUls21ffv2eP311wHApqNm+j6lCUVs7VETJhNR69R6sQb94pCbyg3+Hv7sekDjALRu3RqAfi+wcF+tUm49uWV2Tkp8WXTUKPOjTUiolUDWXViH209vA9BPMiObjhRdT0hIwNy5c1n7+6+/x/kx5zGs0TCzZ91NuYsB2wZg6oGpTl0R5nkeFx5cwI9nf8S4PePw9va3senSJsXvmDVrFgID9bHhN27cEK10EQRRODjiqH388cdswaVly5bo3r07ALHoshT6aHpN7j61tNw0aHl9aKWPm49oddoSQqG2/9Z+s+v169fHu+++y9rTpk2jdP0EUcgodtQE+9T++ucvUeTOnDlz2LFiR01hQhGbddRUYkfN1IHzcTfWncxUZ2L+/PmsxMnOnTtx7NgxReMxICXKpBbIyFGzHxJqJQytTosvjn7B2hNaTICfh5+oz8yZM5GVpZ8kGjZsiP79+8PbzRs/dPsBl0Zewqcvf4retXuzoq4A8NWxr/DFkS/gDDZf3oxai2uh/rL6GLZjGBacWoDV51ajz+Y+eGX1K3ia/VT2s0qXLi2qAffpp58iM1P+vhSCIJyPEndKmAr/8Y3Hoiy033zzDfuYkFvnzJ4U/UrCHg20ec64K3/z5c1YfGqxWZ+ZM2fC29sbAHDu3Dls2rRJ1rMJgsgflDpqLPSRB5Z/aayZNmDAAFG9WaHjJRRNQhwpeq009NFMqLkZhVqGOgONGjVC//792bmpU5UvxvM8L+mIKXLUaI+aTUiolTB+u/wbSxcd4BGAMc3GiK6bxld//fXXLDwHAOqUqYPpL03H5sjNuDfhHrrU6MKufXz4Y/wS84vdY+N5Hu/tfA9v/vamKKW1kMN3DqPtL20VZQIaM2YMypcvDwC4f/8+Fi1aZPcYCYJwHCUZFF1Vrgj0DAR4AH8az/fs2ZMVkAZMHDUroY8h3spT9Nsj1JqFNkP3mt1Ze9Kfk8xWjcuVK4dx48ax9vTp0yk8myAKEbsdtSvA9fPXAQDu7u747LPPRP0Ke4+aKPRRqzb7OU0dNUAfkWSo+3jkyBHs3btX0ZjSctMkk6JILZCRo2Y/JNRKGN+f+J4dj20+FgGeAaLrpvHV7du3t/gsfw9/bIncgnbh7di5YTuGYdMl+1aFZ/09C8vPGFekfN190at2L3zy0icYUH8AOx+TGINeG3uxzEW28Pb2FhXp/uqrr/D0qXxXjiAI56JkjxqQ9zF0A4A+YhsuLi748ssvRX3scdTkhj4qEZYGOI7Dut7rUCO4BgD9h9eeG+b70CZNmiQKz/7pp59kPZ8gCOejJD0/oA+FhhbAAeO50aNHo3LlyqJ+SveoKQ19tCUEFTlqeUWpq1at6lB4tiU3TGqBTFhHLdDTWMqA9qjZhoRaCeJU/Cmcij8FQP9Ha+qmnTx5ksVXcxwniq+2hLuLO7ZGbkX9svUBABqdBn0298GnfytL6br63GrM+nsWa0fWjUTchDhsidyCmS/PxJqea7Cq2yp2/e+7f2PQtkHQ6rRSjzNj6NChrHbRkydPROmxCYIoOHS8ThS+bCv0EcgTaoeM7XfffRc1a9Zk7Sx1FvuH3k3lJgrLNkW4Ry0/HTUA8HbzRv96xvChrVe2mvUJCgrClClTWHvWrFks9JwgiIJFKJC83bxt9vd28wZiAORNEYGBgfjoo4/M+slx1Ao19NFdHPpoYPr06fDy0o8rJiYGv/32m+wxWRJZtkIfKwdWttqXEENCrQSx8JSxCHTfen3NwoNmzTIKpX79+oniq60R4BmA3f13o1qpauzcJ399gkWn5IUYbry4EcP+MCYq6Vi1I9b2Wmvm9r3T6B180c64D27jpY3ovqE7EtMTbb7D3d1dVA9k3rx5ePDggazxEQThPFKyU1i2MT93P1Y7yBraa1rgvv7Y3dMdn3zyiei6UHCV9i7N9q1JYU96fqUOoJBetXux413Xd0l+gI0dOxblyunT+SckJIiyWhIEUXAoDX1059yBI8b2lClTUKqU+WKOHEctP0Mfhe/M0ebYdNQM+9HKly+PsWPHsmvTp0+HRiOvxpulLSq2Qh+FQo0cNduQUCshPEh/gI0XN7K2qZt26tQplh5apVKJisnKIdQ/FFHvRqF9FWOo5Ng9Y7H58maL9ySmJ2Lo70PRd0tfqHX6fRkRIRHY9OYmix9v/3vxfxjddDRr77q+C3WX1MXy08ttJhnp168fIiIiAAAZGRlmoVMEQeQ/St0pnudxe9tt1n75jZeZqDEgp4aaAXtCH+111ACgXkg9toiVnpuOE3EnzPqYhmd/+eWXSEuT3rNBEET+oTSZyKU/LwF5nx6e/p4YPXq0ZD9ZjpoD6fltCTXhuWxNttnP6ebiBjeVfh+blteKtpZMmTIFAQH6hfPr16/jl1/k5SKwFPqYnG0u4ISOWqhfqPG8hb1rhBESaiWEFWdWMDHUIqwFmlRoIroudNP69u0rCiuSS6BnILb12Ybmoc0BADx4vLX1LbMPkxxNDr459g1qLKyBVTHGcMYawTWws/9OUT0PUziOw/zX5+PDFz5k55KzkvHervcQOjcUP0Vb3t+hUqkwe/Zs1l6+fDm5agRRwChJzQ8Au3btQvKtvH/YXYHmbzY36yO3hhogDn2Uu1rriFDjOA4tKxqTnlx9LF08dtiwYSw8Ozk5GUuXLlX0HoIgHEeJo6ZWq3HgF+PmtIjuEfD19ZXsq9hRU7pHzcbzTYWalLCzFP4YFBSEyZMns/YXX3why1UTzq/hgeHsWGpRXSjUyvuWZ8fCvWuENCTUSgBanRbLzixjbVM3LSoqCrt37wag/6j4+OOP7X6Xj7sPdvbfyTbQ52pz0XtTbySkJQAArj2+hgbLGmDygcmiP8wetXrg5LCTqBRQyeY7VJwK33b4FgcHHcRzAc+x85nqTAz5Ywi+OfaNxXu7dOmCxo0bAwCys7NF9eIIgsh/lKTm53letIiEJkCut3kSoQcZxgUXW44aS6cN+fsfHBFqAFAz2Ljwde3xNck+7u7umDZtGmt/9913VEqEIAoYJY7amjVrkJSQJ0a8gPCO4Rb7KnXUlIQ+anVathAPQLLOo1Co5WjMQx8BSCYUMTBmzBgEBenn61u3bmHDhg02xyV01KqWqsqOJYWawDkr72cUapbS9hNGSKiVAI7eO8qEUohPCN6o84bouqmbVrt2bYfeV9q7NPa8tYd90CSkJaDVqlYYv3c8XvzpRVxLMn6o1CpdC3ve2oNtfbaJMv3IoV14O1x4/wJmt5stEmxTD07FybiTkveYCtElS5YgKYlioAmioFCSQXH37t04ffq0vuEKoJV0OM39tPvsuIJvBavPDPQMhIrT/9OWmpMqK3usMFTHHqFWq3Qtdnw1SdpRA4CBAweiYsWKAICHDx9i5cqVit9FEIT9yHXU1Gq1KEIHLQG1q+XSGiKhJsNRUxL6KHy2p6un5B5doTjM1mZL/pxCR83UyfLz88P48eNZe/bs2TYzQAoXuKoEVmHHthy1Cn7GOZwcNduQUCsBbLu6jR33rt1btNpy+vRp7Nq1C4BexAj3SThClaAq2NB7A1w4FwDAnad3MP/kfLaC7e3mjXkd5+H8e+fxWrXX7H6Pn4cfprWehgvvX2DhRVpei0HbB1n8AOvevTvq1q0LAEhPT8f8+fPtfj9BEMoQulilPC2LHjM37XkAfsDjLHMXzLAQBYj/kZdCxamMtY8gr6CqPen5hQgdNUuhj4DeVRNmgPz666+Rk5NjsT9BEM5FrqO2du1a3Lp1K68jgGbG+mNSiEITZWR9VBL6aGt/mul5S6GPfu5+7JyUQBozZgz8/PR9rl69iq1bzbPYChGGPipx1EJ8QthiWrYmW7IWG2GEhFoxh+d5kVDrWaun6LqwKGNkZKTDbpqQ9lXbY2ufrWYTR2nv0jg46CDGtRgnKsLoCH4efljbay2baP5L+g8rz0qvRqtUKlH63AULFiAlJcUp4yAIwjrC/WRlfcta7Ldv3z5ERUUBANzc3YBW+vNSwiohXb5QA/RzkAE54Y9KwjWlqFaqGvvwuPv0rtWPsCFDhrBkKfHx8fj5558Vv48gCPsQii1LjppGoxG7aS8A8LAerihcOJZTR02Ro6Zw/5tZ6KNLnlDzMAo1qZDDoKAgUbKUzz//nGWHlEIk1ILEQs30PuH7/Nz94Otu3OtHrpp1SKgVc6ITo3Ev5R4AfcjPy5VfZtcuXrwoqpvmLDdNSLea3RA9IhoTX5iIztU7Y0abGbg2+hpahLVw+rsqB1bG9DbGn+Gzfz4zi7M2EBkZierVqwMAUlJSKB02QRQQcgtTC7Oy9h7QG8jLMSSVAEToqAn3N1jCEaFmj6Pm4erBNtPz4HE9+brFvl5eXpg4cSJrf/XVV1CrLYdUEQThPOQUvN6yZQtu3LgBAPAP8Aea6c9bddRk7FGzNz2/HEdNKODMsj7mCVI54mjChAmsrtq5c+dYRJYUwkW1Cn4V2Ng0Oo3Z70roqPl5+IncPcr8aB0SasWcbVeMblqXGl1EDpaw6LMwHNDZ1CpdC990+AY7++/ErLaz7PrQkcvoZqPZinpieiLmHJMu2u3i4oKpU6ey9ty5c5GRIS3qCIJwHg8zbQu1EydO4J9//gEAuLq64oMPP2DXJB01BaGPgFioycn86KhQA8T71CwlFDEwYsQIBAfrwzPv3LmDdevW2fVOgiDkw/O8pIAx7fP111+zdr8h/YA8bWRNqMkJqbS34HV+hD5aEkdlypTBe++9x9rWXDWBMIdfAAAgAElEQVTh3FrKq5QoD4Fp+CM5avZDQq2Ys/WqMYZYGPYYGxuLtWvXsrZwX0RxxsvNC5+1NYZzfn3sa9x6ckuy74ABA1Cpkj7LZFJSEn744YcCGSNBPMvIcdREH0L9+qF+jfqsnZSVJPow4HlelExEmNrZEkoctSx1FlvddlO5iTKjKUHuPjUA8PX1xYQJE1j7yy+/tLlxnyAIx8jV5oKHfm5xVblK1nM9ePAgzp49C0Dvfg95bwi7Zi2kWamYsnePmhy3TqrgNSB21KxlW5w4cSLc3fW5Dk6ePInDhw9L9hMucAV7B1sUahqdho1Hxang7eZtMwyTMEJCrRjzX9J/uPzoMgD9H2LHqh3Zte+//57VwWjTpg1atHB+KGJhMbjhYFYnLkebg/d3vS+54uPm5iYSqMLfCUEQ+YOo5pm3ec2za9euYfv27aw9efJkeLh6MIGk0WmQmpPKridlJbHU1AEeAaLMZZYQJhOxJdRM675JZVSTg8hRS7LuqAHA6NGj4e+vj/e8du2a1RAjgiAcR07Y45w5xiidIUOGoGL5iqxtzVGTI9TsTc8vrHlmaSFJlPVRky35s9pKJmKgQoUKGDLEKFCF0VkGNDoNE2McOAR5BlkUakL3ztfdFxzHkaOmABJqxRhh2ONr1V5jHzBPnjzBihUr2LWS4qYZUHEqLO60GBz0H1T7b+7H6nOrJfsOHjwYpUvrV9fv3buH3377rcDGSRDPIo8yHrFjKUft22+/ZQsrnTt3Rr169QBYDldUGvZo+ixbQs0ZYY8AULO0fEcNAAICAjBixAjW/uYby/UhCYJwHFthj2fPnsWBA/oC1yqVCh9++KGon6NCzd70/ML3WlqokhP6KHLUbOwL+/DDD9mi1Z49e3Dx4kXRdaEQC/AMgIvKxbJQMwl7FP6vnLE865BQK8ZYyva4ZMkSth+rXr16eP311wt8bPlNs9BmGN/CWPNjwr4JSExPNOvn7e2NUaNGsbbwI5EgCOeSq81lDpWKU5kJn/v372P1auOiyuTJk9mxsFC1UOwpTSQCKBNqwtT89mR8NGDqqMmZZ8aOHQtXV3341ZEjR3DypHR9SIIgHMeWoyYMyY6MjER4eDi83bwl7zdFlqPmZqejJkiaJhyPEDkFr4XhhrZcrGrVqqFnT+N35XfffSe6LhRX/h76yAA5jpphDOSoyYeEWjElPjUeJ+P1/6i7cC7oUqMLACArK0tUN2zy5Ml2h/IUdT5r+xnLtPYk+wlG7x4t2W/UqFHw9NRPVGfPnsVff/1VUEMkiGcKoSgq7V0aLioX0fV58+YhN1efxrpFixZo3bo1u1bR3xhiJAwdLC6OWhnvMuxDJT03XTRuS4SFhaFfv36sLRViRBCEc7DmqN28eVMUcWNYRHJTubF6sRqdBmqtdIZWpaGPdjtqlkIfTbM+CoSgZDIRGfvCJk2axI7Xrl2L+Ph4yfsNzw30sNNRoz1qViGhVkz5/drv7Pjlyi+zD4xffvkFjx7pV6MrVqyIvn37Fsr4CgIfdx/80NWYIGTLlS04dPuQWb8yZcpg8ODBrE0hRgSRP1hLJJKamoply5ax9pQpU0SLSA3LNWTHMYkx7Fgk1HyVCzVbWR+dJdQ4jlO8Tw2AKFX/1q1bcfPmTbvHQBCEZaw5anPnzmUJfTp06IBGjRoB0P9dywl/FAovS/XZ7E0mItyjJsdRMw19VJKeX0iLFi3QqpW+wKVarcbChQvZNSmXjBy1/IGEWjFFKuxRp9Nh3rx57PwHH3wANzfnFJwuqrxS5RUMajCItSfsmwCtTmvW74MPPrAab00QhONYE2qrVq1Caqo+SUjNmjXRrVs30XVLQs1QJxIoAEfN07HSIkoyPxqoX78+OnToAEA/h3///fcOjYEgCGksOWrJycmiwvPCkGwAssIfpRwsU+xNzy8MfbTkqMnJ+mhPpkWhq7Zs2TKkpaWZ3c8cNYFQS8lJkXwXc9Q8aI+aXEioFUOSs5Jx+LYxXWqPWj0AAPv27cO1a/pVXH9/fwwdOrRQxlfQfPnKl2wiPf/gPDZf3mzWp3r16ujRowdrm8ZbEwThOJaEmlarxYIFC1h7woQJUKnE//yYCjXDHq+LD42LKkLHyhrC/W4FFfoIKKulJkToqq1atQqPH4vH/DjzMXb9twt7ru+h1WeCsBNLjtrKlSuRmal3yho0aIB27dqJ7hMKNSlHjed55en5FexRk5NMxCzro9pcOCpJJmKga9euqFGjBgAgJSWFlTkyzeQIkKOWX8gSahzHvcZx3DWO425wHPc/ievvcRx3geO4GI7jjnIcV8f5QyUM7PxvJ7S83jVqFtoMof6hACBy04YNGwY/Pz/J+0saFfwq4IMWxoK5c47NkdzIbxpvff/+fbM+RPGC5qaihaXU/Dt27MDt27cBAEFBQRg4cKDZvc8FPIcAjwAA+j2nsamx4HleJNQiykbIGkeARwDbV5Kem2519Tq/hNrR2KOy73v11VfRoEEDAPp9xsIQ0cT0RNRZXAdd1ndBp3Wd0GltJ0qIVEyg+aloIeWomYb0jR8/3mxfv1DUSQk1jU4DHa8Pm3ThXCTrs5k+x9mhj64qVzbn6XidyMVSmp5fiCH7pYF58+ZBo9GIXTJboY+0R80hbAo1juNcACwG8DqAOgD6SUwm63iej+B5viGArwHMdfpICYZU2OOlS5ewf/9+APo/rNGjpRNrlFTGNh/LJqPoxGgcuHXArM8LL7yAli1bAtBPzsKPIaL4QXNT0cOSoyZcRBoxYgS8vc0/NjiOM3PV7qbcZf+Il/IqJavYteFZon1qmZb3qSVnG4WaI1kfAaB1pdZsU//Z+2cRFR8l6z6O40Su2pIlS1jSlXkn5uFRpjEL5pF7R3Dk3hHWjkmMwbt/vIt1F9YBAH6/+jvG7B6DK4+uOPSzEI5B81PRQ8pR27ZtG+Li4gAAISEhkvv6RaGPEgJLjpsG2B/6KCeZiOm7U7KNoYcGt83eItMDBw5EmTL6hbfY2Fhs375dJPSkQh8tOmru5KgpRY6j1gzADZ7nb/E8nwtgA4Duwg48z6cKmj4AaLkvn0jLScO+G/tYu1ftXgAgCivq0aMHwsPDC3xshUkZnzIY0shYoHHOsTmS/caNG8eOly1bhpycnHwfG5Fv0NxUxHiQ8YAdG4RadHQ0/v77bwCAi4uLqFyGKUKhduTuEVx4cIG1I0IiFGWwlbtPzZmOWrB3MPrU68Pai6MWy743MjIS5cqVA6AvY7B582ak5qRi6emlZn2/OvoVtl3ZhqkHpqL5yuZYGb0Sb219C2W+KYMeG3tgUdQivPHbG+S8FS40PxUxpBw14SLS+++/zzJEC7GVTESuULM39FFOen5AHP4oTKJkEEX2iiMvLy9Rzcf58+dLii9ZjpqHxB41ctSsIkeohQKIFbTj8s6J4DhuFMdxN6FfFRor9SCO44ZzHHea47jThsyEhDK2X93O/sDrhdRDjeAaSEpKEtUmGj9+vKXbSzQfvvAhs/4P3j6IMwlnzPr07NkTYWFhAICHDx9i48aNBTpGwqnQ3FTEkEqlLywX8uabb7K/PynaV2nPjn+7/BvOPzjP2hEh8sIeDcgVasI6ao4KNQAY2WQkO157YS0uPbwk6z53d3e8//77rL1gwQKsObcGqTmpZn333NiDXpt64atjXyFXm8vOC3/Oy48u48x98zmQKDBofipimDpqJ0+exL///gtA//f33nvvSd5na4+abEfNzvT8wtBHS3vUTN8tXIAyCDRHiky///77rObj0aNHcf3SdXZNUdZHctQU47RkIjzPL+Z5viqAKQA+ttBnBc/zTXieb2KwUQll/HrhV3Y8IGIAAGDFihXIztb/0Tdu3BgvvvhioYytsAkPCkdk3UjWnvjnRLMMkG5ubhg50vghNX/+fFp1LuHQ3FRwxKca6+yE+oUiMTER69evZ+dsLSK1r9qe7VO7m3IXP5/7mV2rF1JP0Vjkpuh3pqMG6PcNv/TcSwD0e1dG7xkte44ZMWIE3N3dAQAnT57Er3uM8/3C1xeiZcWWisZiCIckii40PxUcIkfN1Uu0iNSvXz/maJtiK+ujnNT8gHl6frnzgj2hj0IMokgo8tJz0xV9+1SoUAFvvvkma5/YcoId23LU0tWCMEkPiT1qlPXRKnKEWjyAioJ2WN45S2wA0MPKdcJOEtMTRXuv+kX0g1qtxqJFi9g5qY2wzxJTWk0BB/3P/9edv/DxIfN/94YPHy4qgH38+PECHSPhNGhuKmKYOmrLli0TFbhu3ry51fvdXdxZFlsAuJF8gx3XL1tf0VgKI/QR0O83W/j6Qubu/3XnL5y9f1bWvWXLlhXtkTm19RQ77lKjC37p8QsG1h+IztU7o1vNbni7wdvY9MYmRL0bhUblGuGFsBcw4nljiNLGSxsly5UQBQLNT0UMocjSPNWIClwLt0WYYiuZiFxHzUXlAjeVvmQSD17khltDTjIRQFz0WohBqLmqXNnPwoO3WBPOEsLf0fW/rwN5+ssgvgI8A9j1p9lPmRAkR80x5Ai1KADVOY4L5zjOHUBfAH8IO3AcV13Q7AzgOgins+XyFpZZqM1zbVApoBI2b96MhAT9x1G5cuUQGRlp7RElngblGmDGSzNY+6tjX2HByQWiPsHBwRgwYABrC1fViGIFzU1FiCx1Fp5k68MI3VRu8Hf1x9Klxv1VckOy+9TtY3YuPDAcTSo0UTSeYC/bKfo1Og2r98OBY26eo0SUjRC5+3/e+lP2vcKPId1FHZCqzyZZObAyqpWqhtU9V2Nn/534ve/v+LnHz3iz7ptoUqEJzo44i+NDj2NRp0VMpCakJeDyo8tO+ZkIxdD8VMQQOmrnd56HRqMBALz00kuswLUUtkIf5dRQk7ouN/xRTnp+S+/2dPUUZaF0ZG9Y8+bN2WKbTqMD8iKrDaLL09WTjUGtU7PfC+1RcwybQo3neQ2A0QD2AbgCYBPP85c4jvuU4zhDxdLRHMdd4jguBsAHAN7OtxE/w2y6vIkd963bFzzPi4qjjhw5Eh4e0isqzxLT20zH69VeZ+1xe8fhl5hfRH3GjjVuBdi6dStiY2NBFC9obipaxKcZzYLyfuWxaeMmPHyozwIZFhaGXr16yXpOx2od0bFqR9G5z9t9DjcXN0XjkeOoCfenBXgGwEXlougd1uhQtQM7Pnj7oOz7ROHrOgCnIZrPbOGqcsWLlYzh71EJ8jJPEs6F5qeiBxNUucDpHafZeVuLSM7K+giIQyPlJhSRU/Da0ruFIYaA406W8NsJUQA04ndIhT+So+YYsvao8Ty/m+f5GjzPV+V5fnbeuRk8z/+RdzyO5/m6PM835Hm+Lc/z8nZPE7JJSEvAkbv6lMwqToVetXvhxIkTiIrS/yPs4eEhysrzLOOicsFvb/4m2s8x5I8h6Lu5L2b/MxvfHf8OW5O2onKjygD0xXg//+5zaHSaQhoxYS80NxUdhGGP5X3Li7KpjRkzBm5u8oSWilPh116/okpQFQD6lPd965mnzLaFHKEmlaXSWbwS/go7PnrvqKLkAVVfq2psnAbaV2pvubMETSs0ZcdySwQQzofmp6IFE1nngcxUvUtVpUoVdO3a1ep9zgp9NH2W3DlBduijq/lCvVAQAY7vDXvjjTdQvnxemZR0AJfF7pikUJNw1EyLb1OuAMs4LZkIkb9subwFfF7m3peeewllfcuKUvK/9dZbCAlx7odGccbH3Qe7+u9i6b51vA4bL23Ex4c/xsQ/J2Lm3zNxp8Yd1n/FihUo+0VZdFrbCSN3jcSp+FM0cRCEAoSJRDzjPRETEwMA8Pb2xrBhwxQ9q7R3aUSPiMbet/Ziz1t7oOKU/1MlS6ilG4VaWZ+yit9hjYoBFVG9lD6yLVuTjX9j/5V136OMR9ig3QD4553IBBJPJCp6t0iokaNGEADyHCwewEnjubFjx8LFxbqT7qysj6bX5Ra9diT00VSo2eNkXX50GVuvbIVaqzbLTouT9jlqripXtqeOB29VtKbmpOJk3Em29edZg4RaMUEY9hhZNxKJiYnYsmULOzdmzJjCGFaRJtAzEPsG7MPLlV+W7lATgGFOyQKSTyVjz409WHp6KZqvbI6y35bFqF2jRAkNCIKQRuio3T98nx0PGDAApUopT9Lh7+GPjtU6Wv0wsYacrI9CR62sr3OFGiB21eSGPy6JWoIcPkdfhSuPhQsXKlo4Eu7nO//gPHI0VC+SILI0WcBdAHkVDnx8fDB48GCb9ynJ+pjfoY/WHDXJ0EcPP4ttOXvDbj+5jeYrm6P3pt746NBHAPTZaWHQtvHAjQvGbyS5jhogFp2WEpvkanPR+qfWaPFjC7zz+zs2x1sSIaFWDIhPjcexe8cAGMMeV65cCbVaDQBo2bIlGjZsaO0RzywhPiE4OOggNvTegA9f+BD/a/U/jGs+Dh+1/gjTX56OiK6C2kwnISo3+ijzEZacXoJai2ph9O7RkvWMCILQw/aopQE3j91k54XlMAqSwnbUAOCVKsqEWpY6y1gkuzHg7qlP1R8dHY2jR4/Kfm+QVxCqBunDJ9U6tageHUE8q2Sps/T7qvIYOHAgAgJsJxByVsFrQLzHTCjArCE3Pb9U1kdHQx8n/jmROW/fHP8GABASEgL3hu6sz68rjGVE5DpqgFh0CsM7hWy4uIHNX6vPrZbsU9Jxtd2FKGy2XDGGPbat3BalPEph+fLl7HphfQgVF1ScCn3q9UGfeubZ5D5o9AHCtoYhIyMDeAh8WuVT3PS/iR3/7WBpu7W8FoujFmPPjT347c3f0Lh844L+EQiiyMOE2llAq9GnhG/VqhUaNGhQKONRukctP4Ra28ptwYEDDx6n4k8hJTtFlMLalDXn1+BRpn65v1L5Smg/oD1+XPkjAGDRokVo3bq17Hc3DW2Km0/0gjkqIQpNQ5vauIMgSjZPHz/Vp3XJQ+63k6I6aq6W66gBYkdJzuKvWquGWqdflHfhXODu4m6xr5xkIkGeQez4YcZDq+/W8TpsvbLV7DzP89A01bCsjzu270BiYiLKlSuHQA+xUMvR5LDxu6pcReO3FVIKAL+cEyeCy8jNsDvKorhCjloxYNMlcdjjjh07EBcXBwAoU6YM3njjjcIaWrEnMDAQAwcOZO2Luy7i5x4/49GkRzg46KAobPLWk1to81Mb7Li2oxBGShBFm4S0BEAL9o83AIwaNarQxuPr7stqFmWqMyU/BPI79DHYO1i0T/bvu39b7KvjdZj771zWHtd8HMaNNabq37p1K+7fvy91qyS0T40gxNw5eEefSRVA/Wb1ERERYbW/AWHZDuFeXANKHDV/D392LCf00DSRiLU6uXL2qIUHhbPj209vW323IYGdEK1Oi2xNNnTldKxKoFqtxsqVKwGYO2qisEd3P9H4bbmLN5Nv4tDtQ6Jz99Plz4ElBRJqRZy41Dgci9WHPbpwLuhZqyeWLFnCrr/77ruUkt9BhKtqho8hFadCu/B2ODToENb1Wscm1wx1Brpt6Ib3d74vO2yBIJ4F4lLjgP8A5C0Sh4SEyE7Jnx9wHCfep5Zpvk8tv0MfAZN9arcshz9uv7od15KuAdB/zA1rPAwREREsVb9Go2EfQ3KgzI8EYUStViPxb2NSnj6DzSNsLGFYbAH0NRErz6uMSfsnsXPCpCC2hJrQ4ZLjqMlNJALIC300ZNMF9IvP1pBy0x5nPjaKL4FJv3z5cmg0GnOhliO9Pw2w7aidiDthdk64F/pZgYRaEWfz5c3suG14WyTHJePAgQMAAJVKRSn5nUBERAQLKdJoNPjhhx/YNY7j0C+iH04MPYFKAZXY+WVnlqHR8kbP5KRBEKZodVr9SvMp47misIhkK/wxvx01QD9vGziVcEqyT44mB5P/nMzawxsPZ4tDQlfS8DEkh0blG7FsmVceX6FaRcQzzR9//AH1U30IHnyATl07yb63SlAVlPIyJkS6m3IX3/77LXPX7HbUZOwRk5tIxNK7TUMfwwONjpotobb/1n6zcwlpCcZx1wFUvvo5Ji4uDjt27DATakIxKvzZAdvJRITzs4H7aeSoEUUMUdhjnUgsXbqUtbt27YpKlSpJ3UYoROiqLV++nCVqMVC7TG2cfvc0etb6P3vnHRbF9fXx7+wusDTpKCCKiIoFG1iw9xKNRo3GkvjTaFRMLNEkRo1JNG+aRqOJPXZji8YYe++xF8SGYqUJilKkw+68f8zunZktNLfB3s/z5Mm9M3fWo8Bwzz3nfE8/ci3mVYxoc0WhWCvJWckoSC4AVJk0EokEY8aMMa9REDtq6tovIaaIqIX6hJLxjaQbUCgVWmtWXF1B6slc5a6Y1mYaude/f3/SeiUhIQG7d+8u0Z/rZOuEup51AXBpldefXS/z34FCKe8IM5EQClRyrKR/sQYMw4gi1Gpi02MBlN1RK3VErQghEX1/dnERNX1qsk/SniA6JVrr+rPMZ3xETQZ4tPYg95YuXarlqAnfu14OXqLPKk5MRPh+VmONh+PUUbNg4tLjcD6e670jZaToVq0b1q1bR+5TERHD0b9/f1SuzG3UEhMTdW6GvBy98Pegv7HqbT79aPPNzVRRjWL1xKXHAVf4eZ8+fSziEKmKUxUyTsoU9yJjWVZUTG+siFplp8rwdfYFwAkRqNMbhQgP5Ga1myVyMG1tbfHRRx+RuWjDWQxCARFap0axVu7evYvjx1W1TgyA0OJFPzRp7tdc65raCSmNoyZSXSxljVqxqY86Gl5rphu627uLSjl0HWB9dfwr1FhUQ+s6oBFRA+DfyR8SCedKHD16FK8T+XtpuWkiZ8vbUdzrt7jUR50RNVqjRrEkhGmPnQM749A/h5Ceng4AqFWrFrp06WIu0yocJd0MMQyDUU1H4e3abwPgGjV+d/o7k9hIoVgq95/dByL5uTlFRISoHSRA+yQ2NTeVqJE52ToVm1b0JgiVYq89uya6l1uYK3KihoUM03p+7NixZDN07NgxREdrn3TrQhgFUB/6USjWhuj3eTAAF7HkfknQFVFTH/QYM6L2pqmPmhE1hmGKrFMrVBYSGX41QqXGZ6+fiRxMT19PvP3222R+9K+jZJyWmyY6DNN01IoTE9GlSkkjahSLQtjk+t2672LJkiVkHhERQX5xUwzDmDFjyL/p8ePHcffuXb1rv+vIO2e7ondZZd40haJm947dgKqnsqufKzp16mReg1QU5aiZIu1RTZMqTchYMwXxUsIl5CvyAQC1PWrrjOz5+/ujT58+ZC5MgS+K1v6tyfjM0zOlappNoVgC5+POo+mKphi/b3yZvn8zMzOxfr1A4l3lb5U2ohbuH64l1qF+h+QqjCfPb+jUR6BoQZH4jHjyPgI4J218GJ+9lfg6UbTf8XTwFGV37d++H1A9XpyjRiNqJYPu9C2Up2lPieKNlJHCL80PUVFcip29vT1GjBhhRusqJqXZDDWq0ghtq6kESJSFWH19tdHto1AsEZZlcXL7STJvN6CdxRwiFemomUBIRI0oopZ0DUpWifnn5mPqoamizIl21drp/QzhZmjdunVc78diaODdgNSMJGcl48GrB2Uxn0IxG+/teA/Xk65j2ZVlOPTwUKmf//PPP/H6tSoC5AGgBsCAKbIfmS48HTyxecBm0bU3jaiVRZ6/KHSpPmqKiQBAoKt+R+1xqliy/9yH59C6Gn/g8yzzmeg9EuQWhC5duiAoKAgA8DrjNXCTu1eqiJqOGjUaUeOwjN+mFC2Ev7y7BHbBpjWbyHzYsGFwc3PT9RjlDRGmbK1fvx6ZmfqV0iLCIsh45dWVOkUCKJSKzrlz55DyWKWoaAP0ea9P0Q+YkKIctbj0ODL2cfIxqh1CR+1SwiXMOTUHnx35DAsuLMDvl34n99pW19/QunPnzqhduzYAICMjA5s2bdK7Vo1UIhVF1U4/PV0W8ykUsxGXwf+cavbUKg6WZcVpj80AMFzaY1H9yPTRv25/bOy3kczVhz0mk+c3QkRNs2ZW2FttaMhQhPqGit6Pia8T8SBV4Ki5B0EikYg1Ey4DYFU1aln6MxeKiqhp1hCrscbsJeqoWSjCtMfuVbpj+/btZE5FRIxHp06dSrwZ6l+3Pyn6j8uIw4EHB0xiI4ViSQhTshEC1PWvaz5jNBBuMDRTZoQblNoetY1qRzWXauTPyC7IxuxTs3Wua1ddf0RNIpEgIoI/HFqyZEmJUsGEn3kmVruBLYViqRQqxa0oChQFelbq5uzZs7h5kwvv2DvYA6p2aKVNexQidDbeOKJWAnl+YVuN4sRESuqoNarSiIyvJl4V3RNG1NRS/sIDL62ImjsXSRsxYgTs7VX/rkkA4oECZQGepj8la7UiakXI86flppEUTEcbR9hIbAAA6XnpOtMkKzLUUbNAnqQ9waUErt+OTCLDy/9eErn48PBwNGnSpKjHKW+A5mZo6dKlejdDdjI7fNj4QzJffmW50e2jUCyJ5ORk7NjBR//RDKJ+g+bGx1l8Eiz8WRY6anU86hjdlj619UcaJYwEU1pOQYBrQJGf8b///Y9shqKionD+fPECIeoUbQD4L+6/khlLoVgAmlHwxMzSpb0Jo2nvDHwHUPkxpRUSESJ0NtTRImOKiaTmpJKxm7zoTCpdfy9N1UeAa+Ct7rEYnRItchgfpfGpkOrIm4+zD1kfnxGPyCReOUrtqLm5uWHIkCH8H6LSR7qXwr9ni6pR0xQTEUbTqjhVKVLBt6JDHTULRJj22Kl6J2xYvYHMaTTN+AhPhqKionDu3Dm9a8eE8r2i9sfsx9O0p3rXUigVjVWrVvE9B/0Bqa/U6GmEpcHJ1olsjPIV+XiV84rcE24g6nga31HrG9xXNLeT2uH48OPYM2QPkqYmYX73+cV+hpubG4YN41UhRdFMPTTxaQKZRAYAePDqAdJz00tpOYViHjR/nz589bDEzyYlJeHvv/8m80EjBonMrWUAACAASURBVJHxG0XUnN4solZaMZG03DQyFvYo00XDyg21rumKqDnYOKC+V30AnHL19SRe4EhXRE0uk6NrYFetz6lkV0nUSkSk9nsbQCaIsi5QjJhIoThKJkyZ9Hb0hocD369N6LxaA9RRs0CEPXXqvKyDuDguR9vT0xMDBw40l1lWg6ura4k3QzXda6JbzW4AuBfemutrjG4fhWIJFBYWYsWKFfyFZoBfJT9IJVLzGaUDXXVqCqUCMa9iyHVTRNTCq4aLNjXfdfwOHWt0RO/aveHl6FXEk2KEh3Xbt2/H8+fadRxC5DI5Gng3IHPN9gAUiqUiTJsDtIUvikJ4iNS6dWtUr1Od3HuTiJqngycYcPVtL7NfolBZ+EZ91IpLX07L4x01N/uiI2pVK1VFK/9Wev88IWG+YWT83env8M/df/Ds9TNRjVoNN76X2metPtP6jCD3IFGtX9OmTdGiRQtuogAgELiVy+RaTmNR8vwiVV6nynCxcyHz9DzrOmyijpqF8Tj1MempYyOxwc19N8m90aNHw85OW9WHYniEJ0M7duxAcrK2TKyaj5ry/dfWRK6hoiIUq2Dv3r3kEAkOAOoB/pX8zWqTLjQL4QEgNj2WbK68HLyK3QAZAqlEit96/AYfJx+MajIKU8KnlOlzmjRpgvDwcABAQUEBVq8uXnE2zIfflF19drWIlRSK5aAZUUvNTS1RNEXzEOnjjz9Gai7/XHGRqaKQSWQkusOCRUp2ishRK84JtJPZEcVJTSdPF8K/b0ns7h/cXzTXZ4/QUTv66Cj6/9UfVX+tStIKZRIZqlaqStZ0rtEZjSo3En1GdZfq0EQUVbsCQMkNvR29tQRcihITEaY+VnasLPq7C6OM1gB11CyM7Xd40ZBwh3CcPHYSAFc7NW7cODNZZX00btxYtBlatWqV3rV96vSBlwN3Ih6fEY/DDw+bxEYKxZyI1NSaApBZVn2aGs1CeEBcnxbsGWwyW4aEDEHi1ESs6rPqjSKPwqja8uXLoVAUfTgU6htKxlcSr5T5z6VQTIlmRA0oWVRtz549iI+PBwB4e3ujf//+orRnD3sPfY+WCFGdWmZyqSJqQOkk+kuT+ggAA+oNIGMvBy9SW6aJrgbeSlZJxtVcqpGUaYBrlL3kLXF2UV1PbeGogQMHws5ZFVBIB6BKXNDVq7IoMRHN1EcXuSCiZmXp29RRszD+vfcvGcuv8z/wvXv3RvXq2qcXFOMh3AytWLEChYWFOtfZSm0xvNFwMt8YtVHnOgqlonD//n0cOXIEAMBIGEB1OGuJETWho6aW5BfVp5kg7dHQvPvuu/D05NIoY2NjsW/fviLXh/rwjhqNqFHKC7octYepxdepCcsVPvroI9jZ2eFl9ktyzd3e/Y3s0lR+LK2jVhqJ/tI6agGuAfi1+69o4N0AC7ov0Lsu1DcUXQK76L1fz6ue1rXW1Vrjtx6/AeB60QmdQjVyuRxN3hII3qlERTTr0wANMRGNPmop2Slk7OXgBVc7GlGjWACvcl6RJtfIBy7svUDuURER0zNw4ECyGYqLi8PevXv1rhU6aruid5VIdpdCKa8Io2n+Yf6A6neoJUbUhNL7kcmcWtmN5BvkmikjaoZCLpdj9OjRZF6cqEhI5RCRoIiu/kQUiqWhS5yruIhadHQ0jh07BoDLRBozhhP8MmRETahAePzxcbzM4Z1AYbRMH6VRfhSmbBan+qhmcsvJuBlxE+83fF/vGgkjwaH3DyFrRhbOj9JWj21fvb3O5ya0mIAb427g3if3RP0hhXQe2JmfPADwEjrrcItKfRTWobnKXcURNVqjRjEXhx8eJqHnGvE1kJHO/QAHBQWha1dtxR2KcbGzsxNthkSpXho0rNwQId4hAICcwhz8E/2P0e2jUMxBVlYW1q1bR+ZeHfhfwJboqDX3a07G6rYnQpn6FlVbmNwmQzB27FhS83H48GHExMToXSuXyRFeNZzMd9/bbXT7KJQ3gWVZxKbHal1/kfWiyOeWLVtGxn369EG1atw7SehMvWlErVetXmT8038/kX5vfs5+IudDH6XppVbaiFppkDASONg4oHGVxqRPmRp9jhrA7XdqedTSe79OUB1AePsKUNW5qta6osRENP/etEaNYhHsj9nPDVgg5xzf6T4iIgISCf1SmQPhZujIkSO4f/++3rXDQnilyD+j/jS6bRSKOdi8eTPS07kTzaCgIGRV5X/B+rtYXupjfa/6ZEMQnxGPqOQo3H/J/RzbSm1FRfXliYCAAPTqxW8YhRtUXfQL7kfG9CCJYum8ynmFnMIcretCh0uTzMxM0SGSMBNJFFFzeLOI2uAGg8nBrBBh9L4oSirRX6gsJA2vGTA6e6IZArlMrhUJbOJT9n69ng6egLAE7jrgK/fVWldkRE1Qh+Yid6GqjxTzo2SVOPjgIDeJB5IecMo79vb2GDlypBkts24CAgLQu3dvMi9qMzQ0ZCgZH3t8DM9ePzOqbRSKqWFZVhRZjoiIQHxmPJlbYkRNKpGKxDR+vfArGYf6hJaopsRSESqsrV27FtnZ2XrX9qvLO2pHHx0tUQ8nCsVcJLxO0HldWLsk5O6Lu3jry7eQkcF9X9euXRudO/MpeIaMqEklUnzV7iut6yV11EoqJqIZVdInDGIINHtJCoVESoungycQBECdqZkLPDqjnbIqFBPRrFGjETUe6qhZCNeeXcOLbC6kb3eNl+AfMmQI3NyMLx1N0Y/mZigrK0vnOn8Xf3QI6ACAc7y33tpqCvMoFJNx/vx5REZydV729vboN7gfOfF1sHEocQ2FqWnuy6c/rotcR8ZtqrUxgzWGo1u3bqhZsyYAIC0tDVu2bNG7NsA1AE2qcKfk+Yp8PoODQrFAEjJ4R014mKIvojZu7zic2XGGzDUzkQxZowboTg2s5a4/HVCIPjGR5MxkrL62GquvrYZCqTBq2qMm33X8jozX9V33Rp/l6eDJeReCZIWDWw5q9Yyzk9qRnnT5inySQgqIo2Yudi5U9ZFifg7EHOAGmUDBTb6Tu6gnBcUsdO3aFUFBQQCA9PR0bN68We/a90P44t0NURuKbWZJoZQnhNG0oUOHIkPCbzKquVTT6pNjKeirQ2vt39rElhgWiUSCiIgIMl+yZEmR7xya/kgpLwgjasL+XfoiaqfPngZUiu62cluMGDFCdF/oqL1pRA3gmjAHuAaIrpU0oiZ0utRqlMceHUPAogCM3jMao/eMxudHPjepo9apRiec+N8J7BmyRySOVhY8HTgRNjQBoArM3bpxC5cuXRKtYxhGlP6YU8CnumqmPtKIGsXsHHigctSuA8pCTlCkRYsWaNpUt6oOxXRoboaWLl2qdzM0oN4AcvoXmRRJexZRKgzPnz/H9u18n8fx48eLiv0tUZpfTZfALlobHXd7d3Ss0dFMFhmOkSNHQi7n3jnXr1/HxYsX9a4Vpj/uj9lfbLNdCsVcCCNqDSs3JGOhzL6a9Nx0QOADhHYLhaur+Odd+Nyb1qipaVm1pWheUkdN2DIk8XUiAGDx5cWin8fFlxYjMimSzN3sjZ+t0CGgA3rX7v3GB25Otk7cwAFAA/66LkE2XemPCqWCpIQyYFDJrpKoRo06ahST8yrnFS4mXOQ6uAv29TSaZjmMGDGCbIYiIyNx/ry2nC3AnXq9V/89Ml9+ZblJ7KNQjM3q1auRn58PAGjZsiWaNm0qksqu4VrDXKYVi6vcVZTaAwA/dv6xRFLalo67uzuGDBlC5kVJ9df3qk/SszLzM3H00VGj20ehlIX4DL72tYF3A5Iil5qbKkqRA4DIB5HAHX7u30V8aMSyrCiiZqgUbWGkDwBquJXsHejn7EfGiZmJULJKnH56WrSmQFmAz498TubGjqgZEpGjJxAV2bZtG1JSxBFRXYIiwnRQZztnSBiJ6O9PxUQoJufIwyOcLH8MuE7uADw9PTFw4ECz2kXhcXd3x9ChvFhIUVL948LGkfGWW1us7vSHUvFQKBRYvpw/dFCrqT149YBcC3IPMrldpWFc2Di0q94OANA1sCtGNRllZosMh/BQ76+//sKLF7olzBmGEaU/rr6+2ui2UShlQZj6WM2lmmijnpqTKlq7du1a7qAbAKoCL13EUbfM/EwUKLmSEnuZPext7A1iYws/cUq1rdS2RM8JI2oJGQm4/fy2yJFUI0p9tCs/jpoIP8C+OvfvnZeXh9Wrxe8cXRL9mj3UAGjVqFlTWQl11CwAkvYoCN2PGjWKRHAoloFwM7R9+3Y8f667aWwLvxbkpC2nMAcbb2w0iX0UirHYt28fYmO5NEfhIdKD1PLjqMkkMhx+/zCuj72OfUP3QSqRmtskgxEaGooWLbhNY35+vtZmSMiIxiPI+N/of0mrAgrFkhA6an7OfnzdE8SCIoWFhdi9SdAXsDkQnRIt+ixDSvML6RDQAYPqD4KTrRPW9l1b4uf8KvERtYTXCTj19BSZvxP8jk7FRVOkPhoLv87833f58uVQKBRkriuiJnRQ1SmPtlJb2Ms4h0/BKrRUIisy1FEzM0SW/yWAh9w1hmEwduxYs9pF0aZp06aizdCqVat0rmMYRhRVW3F1hVWd/lAqHsIIsvAQqTxF1ADATmbHNXeV2hS/uJwh7BmluRkSUterLt6q9RYAgAWLBksbIHx1OE3TplgUwhq1qpWqihwsoaDIvn37kJqsirA5AKjHOT/CRtKGlOYXwjAMtr27DWnT0kQHIMXh4+RDxkmZSTj++DiZdwropDONvDylPgLi3weD3xsMd3fu3/3Jkyc4cOAAuSesUVMrCGsKiegaW1OmEnXUzExkUiSSs5JFtWm9evVCjRqWW+9hzQijakVthoaFDCMFtbdf3MaZ2DM611Eolk5MTAwOHToEQHUIMY47hChUFuJJ2hOyLtAt0BzmUVQMGjQInp5c1OHp06fYv1+//P5n4Z+RcYGyABfiLyBiXwSOPTpmdDsplOLILcwlzpWUkcLb0VscURMIg4hqMpuCqAzee3mPXDa0NL8mpY3O28nsyN9HySpFrTLaVm+Lmu41tZ4pb47an/3+hJ+zH8KrhmNGxxkYNYpPNRd+zYR1wuraNH1ql6I6NSuS6KeOmpk5+OAgkA/gOn9NeDJKsSwGDhxINkNxcXHYu3evznXOds4YFjKMzBddXGQS+ygUQyOsTevVqxcCAgIAALHpsaSo38fJR3QySjE9crlc72ZIk441OmJul7mo4yFucvvD2R+MZh+FUlLUSogA4OPsA6lEKnKw1BG1+/fv48iRI9xFBqK+XXde8OoiQsfOkBG1N0EoKJKnyCPjYM9g1HTTdtQstUelPlpUbYG4T+NwbtQ52NvYY9y4cURk5ODBg3j4kEshE6o5qh01zR5qusY0okYxGQceHABuAVCpsgYGBqJ79+5mtYmin9JshiY0n0DGu6J34XHqY6PaRqEYmuzsbKxZs4bMhRHl8pb2aA2MHTuWbIYOHTqEmJgYvWs/b/05oj+Jxt2P70LKcBGB44+P42K8fnl/CsUUPHv9jIzVwhtCR00dbVu2bBn/UG0AgqDTpYRLWus1P8ecCAVF1Pg5+0Euk+t8n4ZUDjGFWQZFqP4YGBiInj17krn6a6croiZKfRQ4Z9aq/EgdNTOSlpuGc7HngMv8tYiICEgk9MtiyQhPho4cOYL793UX49f3ro9uNbsB4NIbFl9abDIbKZTSkl2QLWo4CgBbt25FWhp3clmzZk1069aN3Hv46iEZU0fNMqhRowZ69epF5sJoqD6CPYMxJISX9996a6tRbKNQSoowWqKOgGmmPmZlZXFqj2oEMvAAcCH+AhkLD0mFQh7mRBhRU6NOH9eMqHk7eiPEu/w5apoID/rWrFmD7OzsUqU+0ho1isk58vAIlPFKQHV4JJfLMXLkSPMaRSmWgIAA9O7dm8xFp3oaTGoxiYw3RG1AviLfqLZRKKWlUFmIt7e8DccfHOH4gyO6beyGm8k3wbKsKGKseYh05NERMtaVqkMxD7o2Q8UxpAHvqJ2OPV3ESgrF+OjaqGuKiWzZsgXp6aqoijsAjRLZG8k3iIpgzCs+sqzuI2hudEXU1I6a5sFXl8Aub9yE2hLo0aMH0V9ITU3Ftm3bRI6aOkomSn2U6059FPZaq+hQR82M7I3ZK4qmDR48GB4elhGWpxSNsI5w7dq1yMrSLRXbvWZ3+Ffimm+mZKdg973dOtdRKOZi+ZXl2Hufq7VkweLIoyNouLwhWs1phWvXrgHQPkS6/uw6/on+h8x71+4NimXQrVs31KzJOc5paWnYurX4CFlr/9aQMNx2IDIp0qoK9SmWhy55dmFE7UX2C3HZQRgACdDMtxnqetYFwB1AXU28CkDDUfOwDEdNV2RP7ahpNs5uX729SWwyNhKJBBEREWS+ZMkSVLIteURNV/TNGqCOmpnILczFzqs7ufo0FcKTUIplI9wMpaenY8uWLTrXSSVSjGzMb3BXXdMt6U+hmINXOa/wzclvdN67sJNPHWrXux2RVy5QFGDiwYnk3oC6A9CoSiPjGkopMbo2Q8W1B3GRu6BxlcYAuDTt/+L+M6qNFEpR6Gp4XMWpCrl2P/I+IiMjAQAyOxnQhLveyr8VWlZtSdZdiL8AhVIhqqe1lIiariwEtaMml8kR7BlMrvcI6mEyu4zNhx9+CDs7OwDA1atX8eL+C3KvODER6qhRTMqBmAPIvJAJqNTdmzVrhrCwsKIfolgMpdkMjWwyEgy4tIXDDw8jNj3WJDZSKMWx5eYWIl0d6BaIyx9dRt86fYEsALf5dYfdDqPPlj7YfW832q9rj7OxZwEAEkaC2R1mm8FySlGMHDmS9Lq7du0aLl4sXiBEeGp/6smpIlZSKMZFV0QlwDWAXHt8hK8582rhBXB9kBFeNVzkqF1MuIi4jDhScuDt6C1KpTMnbau31VJyFLY4WfLWEnQN7Io/3v4D1Vyqmdo8o+Hh4YHBgweT+akd/LtGp5iIXLejJuyTV9GhjpqZ2By1WdQ7jUbTyh/CzVBkZCQuXLigc12AawC61uwKgEstW3t9rc51FIqpOfaY75s1ucVkhPmGYdfgXRjJjiSHSPDj/ttzfw/6bu2L8/HnyTP/1/H/UN+7vmmNphSLu7s7hgzh686EDcv10a56OzI+9ZQ6ahTzoctRq+JUBXZSOyATyI/ia73TQvi14f7hCPPlD7yvPbuGmJeWV58GALZSWwysN1B0TeiodarRCYc/OIzRTUeb2jSjI9zvnj1wljsYBB9J05X6CgDOts5knJFPI2oiGIbpwTDMPYZhHjAM86WO+1MYhrnDMEwUwzDHGIapbnhTKw6Z+ZnYvW83oPpedHFzwaBBg8xrFKXUuLu7Y+jQoWRelFT/qCa8pP+ayDVQskqj2mYt0HdT2VGySpx8cpLMOwd2BgAoFAqc2HGCXG/Vv5XO5z9o+AGmtZlmVBspZUe4Gdq2bRtevHhRxGqgbbW2ZHz12VVk5mcazTZrgb6fyoYuR03CSLio2nWQQ6SQpiHI8eKUan2dfeFfyR8NvBvAVmoLAHic9hgXE/hosqXUp6kZWF/sqFV2rGwmS0xLs2bN0KwZJ9NZkF9A+girI2qiBuUCERma+qgHhmGkAJYA6AmgHoAhDMPU01h2HUAYy7INAewAMNfQhlYkdt/bjfzz/InQmNFjYG9vb0aLKGVFKCqyfft2PH/+XOe6vnX6kv4tsemx+C+W1oC8KfTd9GbcSLqB1NxUANwGQV2Ef+DAATx58gQAdxhxbO4x/NL1F/Lc0JChuDrmKta/s54IUFAsj9DQUDRv3hwAkJ+fL+qHpwsPBw808G4AgBNiOB93vsj1lKKh76eyo69GKcAlQJSJJDxEauHXAgzDwFZqK5Ky33Z7GxlbUkQN4KJm6kj2+LDxFULZsaQI9064AkDJO1/qhuaAWESGpj7qpzmAByzLPmJZNh/AVgB9hQtYlj3BsqxaA/gCgKqGNbNiserIKkBV28owDMaOHWtegyhlJjQ0FC1atADAbYZWr16tc52dzE6U5kB7FRkE+m56A44/Pk7GHWt0JJuE3377jVwfNWoU5HI5praairsf38Xdj+9iU/9NaOrT1Ko2FeUVYVRt2bJlUCgURawW16mdfkpl+t8Q+n4qI/pU/xANQOXDObo4wquZF7kldMKa+jQl41vPb+lcYwlIGAmODT+GhxMfYvFb1tVn9b333iMCVUgDEMM5agWKAuKoSxgJVX1EyRw1PwBxgnm86po+RgE4oOsGwzBjGIa5wjDMleLSMCoqr3Je4dRffP5/x+4diXogpXwi3AwtX75c72ZocAO+gHb7ne0oVBYa3bYKDn03vQHCWrOOAR0BAHfu3MGRI1x/NIlEIjr1DPYMFimRUSyfQYMGkZYvT58+xf79+4tcLxIUoXVqbwp9P5URfY5azAG+3qxuj7qIz4knc6GkfahPqM7Pre1R25BmGgSZRIZAt0CrO/iyt7fHqFF8SQgucyIiwmiah72HKGvD2U5Qo0YdtbLBMMz74DpazNN1n2XZlSzLhrEsG+bl5aVrSYVn8+XNUF7n65OmT51uRmsohmDgwIHw9OTC87Gxsdi7d6/OdW2qtYGPkw8Arg/MsUfHdK6jGB76btImKjmKjNUF+IsX86e6ffv2RUBAgKnNohgQuVwu2gwVVUcLiAVFLiVcgkJZdASOYhjo+0mMLkctKioKj64/4i4ygGsbVzxO5dUfa7gKHDVf3Y6aZiNpinkZN24c76A+ABQpCsRl8GcbwrRHgEbUiiIBgL9gXlV1TQTDMF0AzATQh2XZPMOYV/H4feXvgKo8rXJAZXTu3Nm8BlHeGM3N0KJFi3Suk0qkeK/+e2S+IWqD0W2r4NB3UxnJys8ivYUkjAT1vOohNTUV69evJ2smTpyo73FKOUK4GTp06BCio6P1rq3sVJn0q8pT5OFp+lOT2FhBoe+nMqJLnl2Yko16QJI0CY9SH5FLwohaiHcIbCQ2os/0dfaFo62jkSymlIXAwED07NmTv3AJoq9pUY7a63xaoybkMoBaDMPUYBjGFsBgALuFCxiGaQJgBbgXjW41BQoSMxJx/8B9Mp88cbLVhbsrKuPHj4dUKgUAnDhxAlFRUTrXDW80nIz/ufuPVZ0KGQH6biojt1/cBguu718djzqQy+RYs2YNsrO5cpmGDRuiffv2RX0EpZxQo0YN9O3Ll0aJNrw6qONRh4yjU/Q7dZRioe+nMpBbmIs8Beev2khsYC+zR0pKCjZt2sQvagHcf3kf8Rlc6iMDBtVdeMFMO5kdEcZRY2n1aRSOSZMm8ZPrwJ34O2Sq6ag52TqR8eu811ajnl2so8aybCGATwAcAnAXwF8sy95mGGYOwzB9VMvmAXACsJ1hmEiGYXbr+TirZs6qOYBKdVTmIMOEMRPMaxDFYFSrVg39+/cnc31RtcZVGqNh5YYAgJzCHGy/vd0k9lVE6Lup7AjTHhtWbgiFQiFKe5w4cSI9RKpACDdD69evR2pqqt61QkftXso9o9pVkaHvp7KhmfbIMAxWrVqF3NxcAADjywD+QL4inxw2+VXyg53MTvQ5mnVq1FGzTLp27Qq5D9ePFvnA4e2HyT1NR00mkcHBxgEA15M2Kz/LZHaakxLVqLEsu59l2dosy9ZkWfZ71bWvWZbdrRp3YVm2MsuyjVX/9Sn6E62TbWt4mdgO/TvA0ZGG4SsSkydPJuNNmzbp7FvEMAz+1+h/ZL7+xnqtNZSSQ99NZUPTUduzZ49Ikl/YH5BS/mnfvj0aNuQOiLKzs7Fq1Sq9a4WCMfdeUkftTaDvp9Kj6agVFBSIais9OngAGmdIwvo0NULlR8AyhUQo3J6oWrdqZH5jzw1AFSjTdNQA66xTo01wTMSxi8eQdlv1AmKAn6b/ZF6DKAYnPDwcYWGcKENeXh5WrFihc92wkGGQMlya5JnYM6KcbArFFGg6asJ0uDFjaF/HigbDMKKDpN9//x2FhbpVZ+t40tRHivnQrE/btWsX4uO5FEdvb2/UbKutki2sT1OjKShiac2uKTy1OtYCVEG13Be5gKpCqDhHzVrq1KijZiJm/TyLjCuHVkZoPd2qRJTyi+ZmaOnSpcjPz9daV9mpMnoE9SDzDTeoqAjFdBQoCnAlke8aa5tiixMnTgAApFKpuBEppcIwZMgQqBUD4+LisGvXLp3rRKmPNKJGMTGaETXhIdK4cePg567d4UBXRK1h5YaQSWRkTlMfLRf3Su6AcEt8gfufLkfN2db6JPqpo2YC0tLScHH/RTIfMXaE+YyhGJWBAwfCx4eT4H/27Bl27Nihc50w/XFj1EawLGsS+yiUK4lXkFXA5fZXd6mO7Wv5Osn+/fvD399f36OUcoxcLse4cePIXF8dbYBrAGyltgCApMwkUYSDQjE2QkeNTWRx9uxZAIBMJsO4ceNQxbGK1jOBboFa1+QyOfrW4UR0anvUFkWKKZZFJbtKXHt4dUrrEwBJNPVRDXXUTMCiZYugzFMl3VYGpg6Zal6DKEbD1tZWFJFYuHChTifs7Tpvw8WOkx1+lPoIFxMuaq2hUIzB8cfHyTjcIxx//vknmVNJ/opNREQEbGw42fKzZ8/i6tWrWmukEqko+nD/5X2tNRSKsRA6arGHY8l40KBB8PHxgY+zj9Yz+qJlG/ptwP6h+3F+1HlRdI1iWbjKXQEXAPUEFy+WIPUxr+ypjwqlAvdS7pWLQ3LqqBmZwsJCkZparZ614OVY8RtWWjNjx46FnR2nQHX58mVcuHBBa41cJseAugPIfFPUJq01FIoxOPHkBBkXXiokampNmjRB69atzWUWxQT4+Pjgvff4Xo76omrCxsC0hpZiSl7lqKSxXwOPzvDfe+pDJB8nHY6anvozBxsH9KzVE+727oY3lGIwSLp1C8HFKIDJ1lYedrYzTOpj9z+7I3hJMJqvam7x7zjqqBmZnTt3IiUxhZs4vqOklwAAIABJREFUAB8O/9C8BlGMjpeXF4YNG0bmCxcu1LluWEN+zbbb21CgKDC6bRTrJq8wD//F/cdNCoFT20+Re5Mn076O1oBQqn/r1q149uyZ1hphKpmlb2IoFYsnaU+4wSVAUaAAALRs2RItWnC7eHVDdjWucld42HuY0kSKgWni04Qb+APwVV1UALs3aXerqGT75qmPyZnJOPb4GACuFKDV6lbILsgu02eZAuqoGRGWZfHTXIG6YzNgYKOB5jOIYjKEm6G///4bcXFxWmvaV28PX2furfQi+wWOPjpqMvso1klkUiRyC7kImtdDL7xI5lpI+Pr6YvDgweY0jWIiwsLCSOS0oKAAy5Yt01pDHTWKuXic9hjIB9cuXMVnn31Gxpqpj7Xca9EDpnJOsGcw5DI5V6PWkr++euVqLUE2Q9SoPcsUH04lZyWLlJAtDeqoGZEzZ87g+tXr3EQGhPUNQ013bWlZSsWjYcOG6NixIwBAoVDoTDGSSqQY0mAImW+6SdMfKcblcqJq98MCeWfyyPVJkybB1tbWTFZRTI3wIGnp0qXIzhafJosctTTqqFFMx5O0J8B1ANx5EgIDA/HOO++Q+5qpj1R2v/wjk8gQ4h3CTeqBawEPTpBty5YtorWGkOdPzkzWupaQkVCmzzIF1FEzIr/88gs/aQR81O4j8xlDMTlTpkwh45UrVyItLU1rzdAQvrHwruhdyMrPMoltFOuEOGoPgIx47jTSyckJY8aMMaNVFFPTr18/BAQEAABevnyJdevWie7TiBrFHChZJZ6kPiHy7ADw6aefQiqVkrm3o7fomQCXANMYRzEqTaqo0h9lENWqzZs3TyT4YYgataTMJK1r8RnxZfosU0AdNSNx79497Nmzh8xtWttgUP1BZrSIYmreeust1K1bFwDw+vVrnQ2wm1RpgmDPYABAVkEWdt/TzsmmUAzF5QSVo3aOvzZ69Gi4urqaxyCKWZDJZPj000/JfP78+VAoFGQe4BpAxrHpsbR+lmISEl8nouB2AZDKzd3c3DBy5EjRGqlEKpq7yF1MZR7FiIgio2GAo6MjAOD27ds4cOAAuaVWywaA9LyytQ6hjhoFALBgwQJ+Ugd4u/XbnAQpxWqQSCT4/PPPyXzRokXIy8sTrWEYBsNCeFERmv5IMRav814jOiUaeAbgMXdNKpWK0uAo1sOoUaPg7s6p4T169Ag7d+4k9+QyOfycucbCSlaJ2PRYnZ9BoRiSJ2lPRIdI48ePJxt2IQz4mrTmfs1NYBnF2PQL7kdaKIxtM1aU5TFv3jwyFjrmZe3xqNNRe00dNavi+fPnWL9+PX+hFTCoHo2mWSNDhw4VNcDevHmz9hpB+uOhh4eQkp1iMvso1sPVZ1fBghVthAYOHEhS4CjWhaOjo6jn49y5c0UpRjT9kWJqDp84DKj2yxKZBJ988onOdXuG7EGAawBGNxmN9tXbm9BCirGo6V4TJ/53Ast7LceC7gswefJkkvJ68uRJXL7MZYMIAx7CnnulISmLRtSsniVLlvCRE19AHihHr9q9zGsUxSzY2dlh8uTJZD5v3jwolUrRmkC3QLSsykkdFSoLse3WNpPaSLEOIpMigXQAt/hrU6dONZs9FPMzYcIE0vPxypUrOHWKb9cgdNQepj40uW0U62PH6h1kXL9zfVSpUkXnul61e+HxpMf4o88fVPGxAtGmWhuMDRsLBxsHVKtWDUOG8GJr6qiaQRw1mvpo3WRnZ2PJkiX8hVZA7zq94WTrZD6jKGZl7NixcHbmCmDv3r2L/fv3a615P+R9Mt4YtdFktlGsh1vPb3FF+qqgSfv27REWFmZWmyjmxdvbGyNGjCDzuXPnknFNN16h+P7L+6Y0i2KF3L9/H3fP3iXzviP6mtEaiiUgbMvw999/4+HDh6IaNUM6agkZCVCySh2rzQ911AzMhg0b8PLlS27iCqAuMKYpVVSzZlxcXDB27FgyF26G1LzX4D3YSGwAABcTLuJeyj2T2UexDiKfRgJX+bnwlyDFepk6dSqJShw4cAA3b94EACJyBAD3XtL3EcW4fDDtA3KIhFpAz9Y9zWoPxfw0atQI3bt3BwAolUosWLBAFFEzpJhIgbIAL7JelM1QI0MdNQNSWFgoKnpES6CWVy10DuxsPqMoFsGkSZMgk3GFsmfOnMHFixdF9z0dPEXpsTSqRjEkSlaJqH1RXCNZALVq18Jbb71lXqMoFkGtWrXQr18/Mle3lanjWYdcowdHFGOS8CwBl/ZeIvNOwzohvGq4GS2iWApCQba1a9ci73UeEZPJzM9EobKwVJ+XW5hLInEyiQwNvBuQe3EZcQaw2PBQR82A/PXXX3j0SFV0bQ+gCTAubBwkDP1ntnaqVq2KoUN50RCRQ69ieMPhZLwxaqPFhuEp5Y/oZ9EoOMtLrE/7YhokEvpeonAIN0ObN29GfHw8arnXIhuix2mPkVeYp+9xCuWN+OqHrwDVftumqg0OzDxAa88oAIBOnTqhSROux1pOTg6WLV32RsqPwmbX3o7eqOZSjcwttU6N/qY2EEqlEj/++CN/oQUgd5RjROMRZrOJYlkIU8127tyJ+/fFdR+9aveCuz0nlx2bHotTT06BQjEEi5YtAlS91O3c7fDBBx+Y1yCKRdGyZUu0bdsWAJcZ8uuvv8Lexh7VXasD4CKyD149MKeJlApKWloatq7ZSubNBjeDrczWjBZRLAmGYfDFF1+Q+e+//w5n8E2vS5v+KEx7rOJUBVWdq5J5QkbCG1hqPKijZiD27t2LW7dUcmq2AJoDQxoMIRtvCiUkJAQ9e3J59yzL4qeffhLdt5XaYkgDXuVoQ9QGk9pHqZgUFBRg2x+8kmiLgS1ga0s3QhQxwqjaihUrkJKSIqpTi06JNodZlArO4sWLkZudy008gQH9BpjXIIrF8e6775I2Mi9fvoTiioLcK62gyJO0J2Ts4+SDyk6Vyfx51vM3stNYUEfNALAsi++//56/EAbAAYgIizCbTRTLZMaMGWS8ceNGPHnyRHR/eCM+/XHHnR3ILsg2lWmUCsqmTZuQnqw6dXQABn1AezpStOnVqxdCQkIAAFlZWVi4cCHqeAjq1KigCMXAqL/PCG2B1tVam88gikUik8lEUbWUoymAKpO/tI7alcQrZNywckN4O3qTOXXUKjDHjx/HpUuqQlgpgHAg1CcUzfyamdUuiuXRpk0bdOjQAQCXYvTzzz+L7jfzbYbaHrUBcIWy++7vM7WJlAqEQqEQR25bAmHVqSQ/RRuJRIKvvvqKzH///XdUs+PrN2hEjWJoVq5cKVLJtm1kiyY+TcxrFMUiGTlyJHx9fQEA+Wn5wHXuemkdtUuJvGhNc7/mqOzIR9SSs5J1PWJ2qKNmAH744Qd+0gSAMzC+2Xiz2UOxbISboTVr1iAhgc+LZhgGQxvwoiObb202qW2UisU///yDe/dUkRA7AM2Bel71zGoTxXIZMGAA6tThomgZGRm4s/cOuXc96bq5zKJUQPLy8ojCKACgNdCiWgvYSmlaNkUbuVwuSs/GfwAKSycmolAqcDWR71HTzLcZjahZAxcuXMDx48e5CQOgNeBi54LBDQab1S6K5dKpUyeEh3PSw/n5+VoKkENC+Dq1/TH7kZqTalL7KBUDlmXFh0jNgRpVasDZzln/QxSrRiqVYubMmWS+c91OMPmc+t6dF3eQlZ9lLtMoFYz169cjMTGRmzgBaAy8E/yOWW2iWDZjxoyBl5cXN0kHEFW6iFp0SjSyCrh3mK+zL/wq+YkcNRpRq6DMnj2bnzQE4MaJiDjYOJjNJoplwzCMKKq2cuVKJCfzL4jaHrUR6hMKAMhX5GP19dUmt5FS/tmzZw+uX1dFQWQAWgIhlUPMahPF8hkyZAgCAwMBAKmvUuF9h9vIKFllqaNqZ2PP4sTjEwa3kVK+yc/PFx8ihQOwAfoF99P7DIXi4OCAqVOn8hfOAK+yXpX4+UsJfNpjM1+uNImKiVRwzp8/j4MHD3ITBkAbbkgl+SnF0bNnTzRt2hQA1xtkwYIFovtCIZrfL/1e6qaOFOuGZVl88803/IUwAI5AiDd11ChFI5PJMH36dDJPP5FOGqULC/GLgmVZzDg2A23XtkWnDZ2w5eYWY5hKKaesXbsWT58+5SYOAMKAxlUao4ZbDbPaRbF8xo8fD3tne26SClw6dKnoBwTcen6LjMN8uVptV7krZBIZACAjLwO5hbmGM9ZAUEftDRBthEIAeAHBnsFo7tfcbDZRygeaUbUlS5bgxYsXZD6s4TB4OXAh/tj0WPx1+y+T20gpv+zatQuRkZEAAImthBwiUUeNUhKGDx8Of39/AEBuei6g8s9K4qglZSbh3e3v4sezfF/ReefmFfEExZrIy8sTq2S3BmAHdA3sajabKOUHZ2dndBvWjcwvbLmAwsKSHWTHv+YbWtdw5Q4FJIyE7LUAy4yqUUetjJw9exZHjhzhJhIA7bnhyMYjwTCM2eyilB/69u0rksMWKkDKZXKRIM3XJ75GviLf5DZSyh9KpVJ0iOTY2pGrAQHQwLuBmayilCdsbW3x5Zdf8hfOAsgr3lFjWRZ9tvTBzrs7RdevJ10XFfFTrJc1a9YgLi4OACB3kQMqcWy12jGFUhwDRgzgxLEAZCRkYNOmTSV6TtjQ2q+SHxlbevojddTKiCia1hCAB+eZv9/wfbPZRClfSCQSzJkzh8yXLFnCF1cDmNxyMtzkbgCAh6kPsfLqSpPbSCl/7Ny5Ezdv3gQAODo64nXYawCAjcSGboYoJWbUqFGoVk0lz58N4BLXSy0jL0PvM6eensLlxMs67/1x7Q8jWEkpT+Tm5oqiaZW7VwZUIo813WqaySpKecPXyxdoxc9nz56N/PziD7LjM/iImp8z76hZuvIjddTKwKlTp4jSIyNhgHbc9e41u8PX2deMllHKG3379kVoKCcckpubKyqwdpW74ss2/Kn2jGMzEJsea3IbKeUHpVKJb7/9lsz7/a8f4MiN63rVhY3UxjyGUcoddnZ2+Prrr/kL/wHIQZGRsRVXV5DxBw0/wMn/nSTzo4+OGsFKSnli1apVpB1N5cqVkdkwk9yr6U4dNUrJcJW7Ai0AqErVHj9+jLVr1xb5jJJVIvE1fxAujKiJlB8zLU/5kTpqZUCUVtTcEXDnxlREhFJaGIbB//3f/5H5ypUr+SJrABOaTyBRkNf5rzF271iwLGtyOynlg+3bt+P27dsAACcnJzTq14jco/VplNIyfPhwBAUFcZNcABf0pz8+Tn0sSnmcGj4VLau2hI2EOxx4mPoQr3JKrtBGqVjk5ubixx/5usVPP/8ULwu5Ztd2UjtUrVTVXKZRyhnu9u6AHKT2GgC+++475ObqFwJJyU5BgbIAAOfoCZXZvR1oRK1CcfjwYZw6dQoAIJVJkdmCOxFylbuiT50+5jSNUk7p3r07WrduDQAoKCjAd999R+7Z29hjbd+1YMDVPR58cBCHHh4yi50Uy6agoEAUAZk4cSIe5z0mc1qfRiktNjY2oggtzgP/3ftPa52SVWLkvyNJHW141XA0qtIIdjI7NKrCHxZcTtCdFkmp+AhT+318fNCuXztyr4ZbDUgYuh2llAxfZ19uT9QMJGMkISEBK1as0PuMqD5NkPYI0Bq1CoVSqcS0adPIvGanmgBXQoShDYZCLpObyTJKeUYzqrZu3TrExMSQeSv/VhjddDSZf37kcyrXT9FizZo1uH//PgDAxcUFU6dOxc3nN8l9GlGjlIXBgwcjsA7XVw35wMlNJ0X3cwpyMOCvATj1VHWAyUixqMcicr+5L6+CrK9+jVKxSUtLE9WmzZw5Ewm5/MaZ1qdRSoOdzA5VnKpw9Y28v48ffvgBWVlZOp9JeK1bSASAxTe9po5aKdi6dSuRvHZwcMCTxk/IPZr2SHkTOnTogM6dOwMAFAoFZs2aJbo/p+McONpwR0e3nt/CkktLTG4jxXLJysoSRT6+/PJLuLm5ifrG0GbXlLIglUrx4//xKWvpp9MRFRNF5t+d/g67oneR+Yy2M9DMrxmZC8fChrMU6+Hnn39GamoqAKBmzZr46KOP8ODVA3I/yD3IXKZRyinVXFRCR6GAty/naD1//hwLFy7Uub6oiJqngycZv8x5aWBL3xzqqJWQvLw8zJw5k8zDB4Yj34FL8wj1CSXN8yiUsiJMedy2bRsuX+ZPn6s4VcHMtvz336wTs0QvHop1s3DhQiQlJQEAfH19MXHiRMRnxCM1l9scVbKrBP9K/uY0kVKOGThgIByrq3KMCoGIzyIAcHL8W27xzawntZiEb9p/I3pW2FeURtSsj4SEBNHm+fvvv4etrS0evnpIrtGIGqW0EEdNBvQe3Ztc//nnn/H8uXb6oiiipuGoedh7kPHLbOqolVtWrFiBJ0+eAAA8PDzwqN4jci8iLIL2TqO8MeHh4ejfvz+Zf/bZZyLhkKmtpqKuZ10AnLDIp4c+NbmNFMsjJSVF1INv9uzZcHBwwNVnvDpfU5+m9B1FKTMMw2Dk5yPJ/Nyec4iKikLMqxg8SXsCAHC0ccTcrnMhlUhFz9bxqEMK95Myk5CSnWIyuynm59tvvyUiD6GhoRg4cCAA4Gk6L5pVw62GWWyjlF+IowagRocaCA4OBgC8fv1a1PZIjUiaXyP10cNB4KjRiFr5JCMjQxTtGDhuIB7ncEX6LnYuGNxgsLlMo1QwfvrpJ8hkMgDA6dOnsWfPHnLPVmqLpb2Wkvn2O9tx8MFBk9tIsSy+//57vH7N9UoLDg7GiBEjAIhl1JtWaWoO0ygViFkjZgG1VBMWmPDpBNH7p3NgZ9hKbbWek0qkqONRh8zvvrhrbFMpFsLdu3exZs0aMv/5558hkXDbzriMOHJduOmmUEqC8HsmISsBc+fOJfMVK1bg3r17AIA99/bgmxPfIDIpktwvKqJmiQdJ1FErAfPmzUNKCvfFq169OhKC+RDqiMYj4GjraC7TKBWMWrVqISIigsy/+OILFBQUkHmHgA4Y3mg4mX+8/2PkFOSY1EaK5fD48WMsWcLXK/7444/E0RdG1EJ9Q01uG6Vi4e3ojbaj2kIlQIvTx09j4z8byf2eQT31PlvXqy4Z302hjpq1MH36dCiVSgBAt27dSB02y7KinqA0LZtSWoTfM7EZsejduzc6dOgAACgsLMT4T8cjOiUa72x7B3NOz8H1pOtkvWYE11XuSpS1M/IyUKAogCVBHbViiI2Nxfz588l88vTJ2P9oP5mPCxtnDrMoFZivv/4alSpVAgDcu3cPq1atEt2f13Ue3OSc3Oij1Ef44cwPWp9BsQ6mTZtGHPnw8HD07dsXALcR0kx9pFDelMl9JgNN+PmVdVcAbh+OHkE99D6nTtkGaETNWjhx4gT+/fdfMv/pp5/IODU3FdkF2QAAJ1snroExhVIKhBG12PRYMAyD6XOmk2vHDxzHt+u/hZJVip6zl9kj2DNYdE0qkcLN3o3MLa3fI3XUiuGLL75ATg4XsWjSpAli/GKgYBUAgE41Oml9wSmUN8XT0xMzZswg82+//RYZGRlk7u3ojR878yps887Nw9O0p6BYFydPnsT27dvJfN68eaQOLfF1IukH42TrRJqmUyhvQp86feDTxwewUV1IBnAD6FyjMwJcA/Q+J3LUaEStwlNYWIhJkyaR+fvvv48mTXgPXzOaRutnKaVF6Kjden4LUw5NwYQbEwCBuPGORTsAVvxcU5+mkElkWp9nycqP1FErgtOnT2Pbtm1k/vWPX2N15Goy/7L1l+Ywi2IFTJw4Ef7+XGj/+fPnoh40APBR6EdEaTRPkYcZx2dofQal4qJQKEQboaFDh5Km6YBYBr1xlca0mSzFIMgkMnzS6ROgleDiMWB8yPginxOmPkanRBvJOoqlsHLlSty8yfVwdHR0FEXTALGjRuvTKGXB08FT1Lv41wu/4v7L+0BnACo9I0WcAogSP6dPod2SlR9L9NubYZgeDMPcYxjmAcMwWt4JwzDtGIa5xjBMIcMw7xreTNOjuREaPHgwLkgvIE+RB4D7YncJ7GIu8ygVHHt7e/z4Ix81W7BgAaKj+Q2OhJFgfjc+JXfzzc24mXwT1oY1vpsA4I8//kBUFPcbyMHBQaT6CAAnnpwg49b+rUGhGIpJLSahzeA2gJPqQiZwbtO5Ip8Jcg+ClOF2T0/TnyIrX3dT2oqGNb6fXr16JeoDOmPGDPj5icUb4tKpkAjlzWAYBn3q9NG+4QqgpWB+BEAuP23m2wy6sGTlx2IdNYZhpACWAOgJoB6AIQzD1NNYFgtgBIDNhjbQXKxevZo0t7a3t8eMOTOw9DKvuDejzQwarqcYlaFDh6JNmzYAuFSSCRMmiOT621Vvh7drv03mP5y1rlo1a303paam4quvviLz6dOno2rVqqI1QketY0BHk9lGqfg42jri9NjTmPrNVHJt0aJFuHPnjt5nbKW2oqbG1hBVs9b30zfffINXr7gan8DAQEyZMkVrDRUSoRiC9e+sx7+D/8Wqt1dhavhUTGs9Dec+PAfnrs6As2pRJoBT/DPN/PQ4auU8otYcwAOWZR+xLJsPYCuAvsIFLMs+YVk2CqSsuHyTmpoqam795Zdf4t9n/+J1PieBXdezLvoG99X3OIViEBiGweLFi4mc8dGjR7Fz507Rmq/bf03G225tw72Ueya10cxY3bsJ4GoWX77kfpEEBARg6tSpovsvsl7g1vNbALhUtdbVaESNYlgYhsG8qfPQtm1bANxB0sSJE0UHSZqEVOaLR649u2Z0Gy0Aq3s/3bp1C8uWLSPz+fPnQy6Xa62j0vwUQyCXydGnTh+MajoKv3T7BT91+Qnh/uEY0HgA0E2w8AKA59z3mvDASIjIUStvETUAfgDiBPN41bVSwzDMGIZhrjAMc+XFixdl+QiT8PXXXxM5/mrVqiFiYgQWXlhI7k9vM53WfFBMQqNGjTB+PF//8emnnyIri08bCvMNI2prLFj89N9PWp9RgbG6d1NUVJRIjv+XX36Bvb29aM3JJyfJuLlfczjZOoFCMTTqgySplEtpPHbsGHbs2KF3fZgPXxtyJfGK0e2zAKzq/cSyLCZMmACFghNb69y5M1Gh1UQUUXOhETWKYVnQbQFmjZ8Ft2CVkiML+P/nj52Ddurdu4tSH8thRM1gsCy7kmXZMJZlw7y8vEz5R5eYixcvam2ENkVvIh52gGsAbXBNMSlz5syB+uclLi5OVLsGAF+15dPgNt7YiMepj01qX0WgPLybFAoFxowZQzZCHTt2RP/+/bXW7Y3ZS8Y07ZFiTBo2bIiPP/6YzKdMmSI6SBIiTDm68swqHDWDUR7eT+vWrcPJkycBAFKpFAsXLtRZHpJTkEMi/gCNqFEMj5u9G+Z0moPT20+Tg6S4G3F4ePah3mcsuel1SRy1BADCI4+qqmsVjoKCAowZM4akb/To0QM9+/TEz//xhfrTWk+DjdRG30dQKAbHzc1NpJo1b9483L3LS1y3rtaabMgVrEL0/VrBsZp3EwAsX74cFy9eBADY2tpi6dKlWhuh7IJs7LzLp8f2rUNTtCnGZfbs2eQgKT4+HrNnz9a5TtjL72byTeQW5upcV4GwmvfTixcv8Nlnn5H5lClT0KBBA51rt93ehvS8dABADdcaCHQLNImNFOujQYMGmDBhApl/+umnSE9P17m2XIuJALgMoBbDMDUYhrEFMBjAbuOaZR5+/fVXoqRmb2+PpUuXYtHFRUjKTAIA+Dr7YkTjEWa0kGKtjBgxAi1atAAA5OfnY/To0VAq+bKGr9rxUbW1kWsRnxFvchvNgNW8mxISEjB9Ot/Mc8aMGQgO1u7huPvebmTmZwIA6njU0StFTKEYCldXV5Hq6Pz583HlinbEzFXuilrutQAABcoCa1CptZr305QpU4iASEBAAL755hud61iWxZLLfMZSRFgELSOhGJVvv/0WlStXBgAkJiZi2rRpOteV6z5qLMsWAvgEwCEAdwH8xbLsbYZh5jAM0wcAGIZpxjBMPICBAFYwDHPbmEYbg8ePH+Pbb78l89mzZ8PBy0EUnZjdYbaobwOFYiokEglWrlwJmYxr1Hju3DksXcqrkHYM6IjwquEAgHxFPub+N9csdpoSa3k3AcCECRPw+jUnZhQcHIwvv9Tdw3HLrS1k/H7D96kyLcUkjBgxAh07clF9pVKJUaNGoaCgQGud8OCgotepldf3U1Z+FuacmoNV11YVKQ6j5siRI/jzzz/JfNmyZXB0dNS59vjj4+Trbie1w8gmIw1jNIWiBxcXF/z+++9kvmLFCpKiK6S8qz6CZdn9LMvWZlm2Jsuy36uufc2y7G7V+DLLslVZlnVkWdaDZdn6xjTa0LAsi4iICOTk5ADgBBwmT56Mr45/JVJ6pNE0ijlp2LChKKoyffp0PH36FABX2D+rHd+7ZvmV5Yh5GWNyG01NRX83AcC///6Lf/75h8xXrFgBOzs7rXV5hXk4+ugomb9X/z2T2EehMAyDlStXEmGbqKgozJ2rfVjUuEpjMr7zQr+cf0WhPL6f5pyag29OfoOP9nwkep8IUbJcNkdOTg4iIiLI9cGDB6NHjx46n2FZFrNO8L+j/tfof6IoBoViLN5991288847ZP7RRx8hOztbtKa8pz5WeDZs2IBDhw4B4H/h3Eq5hdXXV5M187vNh0wiM5eJFAoAYObMmahbty4AIDMzE+PGjeNrKoN6kObGBcoCTDuqO8RPKT+8evVKpPo5atQotGvXTufac3HnkF3A/fKp6VYTtTxqmcRGCgUAgoKC8N1335H5nDlzRLW0AJeOqyb6ZcXvpVYemXuOd7AXXlwouqdkleizpQ9cfnLB5pubMWvWLDx8yAk0uLq6YuFC8Xohiy8txvn48wC4vnoz283Uu5ZCMSQMw2DJkiVwcXEBADx48ECUQQeII2qvcl6VKJpsKqzeUXv69CnvuxP3AAAgAElEQVQmTpxI5p988gmaNWuGyYcmgwX3heoZ1BM9a/U0l4kUCsHOzg6rVq0iKW0HDx4kaScMw+DX7r+Stf9E/yOSaqeUPz755BMkJiYCALy9vXVGKdQceniIjLvV7KZ3HYViLCZNmoRmzTh1R3UtrVqlFACCPfm6Sivr+VguePhKrIqnmQL2X+x/2HN/DzLzMzFswTAsWLCA3Js7dy6pBdLk0INDmHRwEpmPDR1L1R4pJsXX1xe//PILmWvW0trJ7OBow6XsFioLkZGXYXIb9WHVjppSqcTIkSORkcF9QYKCgvDjjz/ir9t/4fTT0wC4hrELui8o6mMoFJPSqlUrkZLRxIkTERfHtetp5tcM7zd8n9ybcmgKFEqF1mdQLJ9t27Zhyxa+5mzlypVwd3fXu17oqHWv2d2otlEoupDJZFi9erWolnb+/PnkfqBbIMlMicuIQ1a+bil/inkQvkMA4ObzmyhUFpI5aVSeC2AXSNShe/fuGD16tM7PVCgVmHJ4Cjn4blm1JX7qYlX9PikWwqhRo0S1tMOHDxelQFpq+qNVO2q//fYbTpw4AYATa9iwYQPSFGkYv59PNfqk2SeiU0AKxRL4/vvvERAQAABIS0vDBx98QE6uf+j0A+xlXK3I9aTr2HBjg7nMpJSRxMREUcrjyJEj9TaPBYDkzGREJkUC4A6XOtag/dMo5iEkJAQzZ/JpbV999RWuXeM2+DZSG5Ec+/2X901uH0U/Bx8cFM2zC7JFtYRkfAhAGjd0dXPF6tWr9QoXbbu9jTznbOuMfwf/CwcbB4PbTqEUB8Mw+OOPP+DgwH3/3b17F1988QW5X1pBkfsv76P/tv748cyPxa59E6zWUbtz545IOe3LL79Ei5YtMOLfEXiVw8nMVnOphm866JaZpVDMiZOTE/78809IJNyP8KlTp0hY39/FH5+14nvazDg+g0i2UywflmUxevRoInddvXr1Ims/AODIoyNkHF41HJXsKhnVRgqlKGbOnInmzZsD4PqTDh06lJxcC+vU7r2k6Y+WQszLGOyL2ad1/WL8RTK+kXwDiAZwnb9f2KMQDu76Ha/FlxaT8eSWk+Ht6G0QeymUslCzZk0sWrSIzJcsWYJ9+7jve6G4TUmaXg/eMRj/RP+DGcdn4EbSDcMbq8IqHbW8vDx88MEHyMvLA8CpPH7zzTdYdGERUTliwGDDOxvgKnc1p6kUil5at24tOrmeNWsWrl69CgD4ovUX8HHyAQAkZSZh1vFZOj+DYnksX74cBw4cIPO1a9eiUqWiHa/DDw+TMU17pJgbGxsbbNq0ici037t3jzREpnVqlsn/nfk/ouYo5HLiZQCckEjUwyhgj+BmfSCzTqbo/SNEySo5507Fx80+NqjNFEpZGDVqlEgF8sMPP0RycnKpUh/j0uNwPYk/sbiUcMnwhqqwSkfts88+I6kYtra22LhxIy4+uyhSyfui9RdoH9DeXCZSKCVi1qxZpBF2QUEBhg0bhuzsbDjZOuHHznw4fuHFhXqllimWw7Vr1zB58mQynzx5Msmp14eSVYodtSDqqFHMT1BQEH777TcyX7ZsGfbs2UOVHy2QtNw0bIraROZft/uajNVpizEpMcjZmgOoywqdAPTihndTxOqeahIyEogSrYe9Byo76RYboVBMiToF0seHO8x+/vw5PvzwQ7jL+Rrw4lIft93eJpqn5aYZ3lAVVueo/fXXX1i8mA/Fz507F9lu2ej/V38UKLkGnU19mmJOxznmMpFCKTE2Njb4888/RSfX48ePB8uyGN5oOHoG8WqlQ/4egidpT8xkKUVIZn4mFpxfgPDV4ai3pB6CFwcj5NcQtO3ZFvn5+QCA4PrB+OGHH4r9rMikSCRnJQPgNkNNqjQxqu0USkkZOXIk+vfvL5q75vFZKjSiZhncfXEXCparca7vVR+jm/LCIHde3AHLsvjq66+AJ6qLDDB17lRAlfGoz1GLTuEdcVrrT7EkPD09sX79ejLfv38/YvbyvWeLi6htvbVVNI/PiDesgQKsylGLiYkRKRP1798fnh090X5de5KP6uXghZ2DdsJWamsuMymUUhEUFITff/+dzNevX4+VK1eCYRis6buG1ASkZKegz5Y+eJ332lymUgBk5WehzZo2mHp4Ki7EX8DdlLu4l3IPt/64heznKgUqWyCuexxuvrpZ7OftuLODjHsE9YBUIjWW6RRKqVD3JfX19cX/t3fn8TVdawPHfyszElNCzVMjES1CzGKO6QqK6EV5qd7S67YqLUFbfUtbFO11X6256ipVY9yoeWqltCFiumKKOeYxiSGDZL9/7NjnHDEESc7J8Xw/H5/PHk+eHc6yn73XehbAtWvX+OLdL0B/JsrRa0dtar6iF5X5WMHqJapTrnA53F3cAbiRfIMlEUtYNtPUzjR6oxEhnUKM9UNXJFET+U+bNm0IDQ011jfP3mw8jHjcG7UzCWfYfWG3xbb4JEnUntvdu3fp0aMHSUn6TWqlypUo/Hph+oT3ISVdH6tWvEBxInpFULFoRStGKsTT69+/P/369TPW33vvPaKioijlXsriwcOBywfoE95HSvZbUej6UItxGwBEAeb3Op3hduHb/H313x/7d6VpGktjlxrrPar3yNlghXhOnp6eLF682CjZvzdmL64bXQG4nXabc0nnrBmewLL6pq+nL0op/Lz89A2JMGjAILifT1eGQaGDTPszzzcv43+fJGrC1k2YMIGGDRsCkJGeAUuBxMe/Ufvl6C9ZtskbteekaRqDBw9m3z795sjJ2YmbnW4y7/A84xg/Lz+i/hZFw3INrRSlEM9OKcX06dPx9/cH9PFqISEhXL58mSYVmjAzeKZxbMSRCAb9MuihA8dF7tp0YhOzY2Yb62GNw5hXex7Om52NbY26NYJX9eWYCzEWVdMetPfiXuKuxwF66WsZnyZsUWBgoMV8aik7UyBzSi7zm3lhHeaJmo+nD6C/WSMNWAoJ1xP0ne5Ad/Av408RtyJGwaqU9BRO3jiZ5XPNxyBKoiZskYuLC0uXLqVkycxqpLeBJXAl6cojz5FELRdMnjyZefPmGev32t7jZnHTwL8uvl34460/8C7ubYXohMgZBQoUYPny5RQrVgyA+Ph4evbsSVpaGv39+zO88XDj2O/3fE/nRZ25cfeGtcJ94aRnpPPB+g+M9R7VezDo5UEMe2sYaWl6X7CAgAC2/rSVMS3GGMcN3zjcokS2ubl75hrLnX074+bklkvRC/F83nvvPXr37m3asBo4L+PUctLBywcZuGogHRZ2YNL2Sdk+72GJWjXPanqFx7OZOxQQAk6FnYyky6+E6a3aw8apyRs1kR+UK1eOxYsX4+iYOWwgHvb/e/9Dj72depstJ7dk2X4h6QJp6WkW21YeXsnkHZO5m3b3ueKz60Tt6p2rjPh2BGEjTBPa4Q/U1RfLFy5P+F/DCf9rOEXcilglRiFyUpUqVVi4cKEx+ejWrVv5xz/+gaZpTAiaQH///saxq4+tJmBWADEXYqwU7YtlTswcDlzWx5wVci7E540/p3Pnzly9mjk+tkQJli1bhqurK2FNwqhTug4AaRlp9FjaI8u8Ljfu3mDuXlOiZv53K4StuT9e7dVXM18XpwM/QfThaKvGZS80TeO1xa8xO2Y26+LWEbYpjB1ndzzxvAwtg2PXTUUU7idqseGxYH6v2gaopPc+cnXSu66ad398cJzazeSbnE86D4CLowuVilZ6pusSIi+0aNGCsE9NucLV365ajP2/b/eF3cZwqeolqvNSIb2SqYbGxVsXjeP2XNhD18VdGb5xOIN+GfRcsdllopaYksjwDcMpPbw0Ez+YaOpbXQEIBidHJ4Y3Hk7sP2J5rdprxk2tEPagQ4cOfPbZZ8b67NmzmThxIg7KgTmd5jCskWky7JM3T9JkbhMWHVhkhUhfHDeTb/LJ1k+M9WENhhH6digHDx4E9O4XK1eupFKlSgC4ObmxrMcyYx7Hs4lnabegHdHno43iC5N3TDZKX9coWYPWlVvn4RUJ8fQKFSrEihUrKFRYr1LLLVj28TISEhKsG5gd2HNxj9EN+r7sJGpnE86SfC8Z0IupFStQjBUrVvDjP380HVQHaKQv1nypprG5eonqxvKDb9T+jP/TWK5RsgZODk7ZvRQhrGJE2Agw/ZNm6NChREREWBxz4sYJY7lGyRqUK1zOWDfv/rj55GZj+cf9P7L/0sPf0GWH3SVqa46t4ZVprzB5/WTuLbhnVJeiKBTtX5SwZmEcffcoE9tMNKoaCWFvRo8eTZ8+fYz1kSNH8vPPP+Po4MiktpNY8foKCrvqkygn30um94rejNg4Qsat5ZKxv4013oiVL1yeKyuvWExq/f3339O4cWOLcyoXq8yPXU03SzEXYqg3ux5ek7yoNKUS4343le4PbRgqD5xEvlC1alW+nfetcfdxK/4WISEhRvdf8WweNm4mS9Gih3iw22N0dDR9+/Y1trl6u8Jf0Ls+AlWLVzX2WbxReyBR235mu7HcpHyTJ8YhhLUVdi2MYzdHKKuvZ2Rk0KtXL6KjTW/9zcdiVilW5ZGJ2oNjNkdvHf3McdlNonbtzjX6hvel408dib8YDz8Cifo+14KuzPhpBuc/Oc9Xbb6icrHKVo1ViNymlGLOnDm0aNHC2NavXz8iIyMB6OrXlV1v77KYfHbijomM+XXMgx8lntPhq4eZutPUhaLRyUZM+3aasf7RRx9ZJNXmgn2CmdxmMg7K1FRfv3ud0wmnjfVmFZvRp+bDzxfCFvXu3BvnrqYCOps2bWLgwIFSqv85rDq6Ksu27DzFP3jloLFc6m4pOnTowJ07+pt6b29vzv15jl7+vYxj2nu3N5YtxqhdOWTx97f9rFmiVkESNWH7lFJ4FfGCXoA+1J87d+4QHBzMqVOnAL0X0n2Vi1Z+ZKJmPuUFwOqjq7PUBDh+/TjtFrRj8OrBj40r3ydqmqax9OBSqk+rzoL9CyAFWABkFmxxcnJi5fKVDOowiALOBawZqhB5ytXVlRUrVuDnp/9nmpqaSqdOnYiJ0cek+Xj6EPW3KDpW7WicM3bbWBbuX2iVeO3VsA3DjNLVVY5WYcnUJca+kJAQPv/888ee/2HjD9n/zn7eqPGG8Rb0vsAKgfzS6xecHZ0fcbYQtsfF0YUWXVpAS9O2efPmERYWliVZi0+MZ9WRVUY3X5HVhaQLRJ/POtbv0JVDpKanPvZcI5m7AZvGbDLGzBYrVoxVq1bh6enJzOCZfNrsU+a/Np8G5RoY575U6CWje3ZSapIx1UJaehpR50wFkBqXt+wtIIStKlmopF7d9A0oUkyvXXHp0iXatGnD+fPnLbo+Vi6W/UQtXUtnbdxai23DNg5jw/ENTI+e/tiY8nWidiHpAt2XdOf1Za9z+fZlvZvjIkAfv4pSivnz59O+ffvHfYwQdqtYsWKsWbOGl17SB7wmJCTQpk0bY6qKIm5FWNlzJW2qtDHO6Rvel1m7Z1klXnvzZ/yfrD62Wl/ZCyd+MjXybdq0YcGCBTg4PLkZfqXkKyzotoBrYde4+OFFjg85zpF3j7C131Y8XD1yK3whck1QlSBohl7gK9PkyZMZPdrURejG3RvUm12Pzj93pub0mg+tfrrv4j5uJt/Msv1FYrQxQMtKLY3CHWkZaU+c/uDA5QOQBPwICVf0sYKFChVi7dq1VKumV2r0cPVgTMsx9K3V1+Jci/nWMBUU2Xdpn5FYVyhSweJmVghbVtpDn3ICLxj17ShcXPQ5aOPi4mjdujVxZ03jQLO8Ucuc9Pp26u2HluuPOGIa75aYksjKwyuzFVO+TdQW7l9I9WnVCT8crm+4B67hrsas4gDTpk2jV69eDz1fiBdFpUqVWL9+vVG2//r16wQFBREbGwuAk4MTP4f8bAwM19AY9Mugpyrv/KJJz0jPMnD/Ycb+NlZfOAgqwjSGrFGjRoSHh+Pq6vpUP9fJwYmX3F+iSrEq+Hj6yAB9kW8FVQnSxz11AtdXTd+DL7/80njL/MPeH4xKasdvHKfZvGbMiZlDhpaBpmm8HfE2/jP9KftNWcIP6fcCd9LusHD/QsZHjmd93PoXojulebfHYJ9gi4Ifj+v+mJ6RzoGTB/ShItf1ba6urkRERNCgQYNHnmfuYePUzIuYyPg0kZ/cnxsQwLOaJ0uXLsXJSf9/9vDhw1yadglug4NyyPIQ4n5yZj7u09y6uHXGG+5VR7J2VX6UfJeopaanMnj1YPqE9zE9RUuFsqvLkhKbYhw3YcIE3nnnHStFKYRtqVWrFhs3bqRIEf1V/tWrV2nVqhWHD+tPW4sXKM5v/X8joHSAcU7YpjA+3vyxFBh5QOyVWHy/9aXq1KoE/xT8yC5Z4YfC9a4Oe4FloGXoN4w1a9Zk9erVFCpUKA+jFsK2+Jfyp3iB4uAIKa+l0DSoqbHv008/Zfz48Vm6BKWmp/L2qrcpMqEIpb8uzZw9cwA9Oeu+pDtT/pxC/dn16RPeh4+2fET7he3pt7LfE7v/5Wd30+6y6cQmY72TTydqljQlaubVFx+0I3YHKbNT4LK+7ujoyOLFi2nVqlW2f7555cfYK/rDP4vxaZKoiXzEPFG7eOsinTt3ZtGiRaY51i4DP0IZxzI4Ozo/NFEz7/bYyacTFYtUBCAhJYHI05FsPbmVPuHZH1eerxK1c4nnaD6vuUXjXdGtIjU21uDcnnPGtlGjRjFixAhrhCiEzQoICGDdunW4u+vVTi9dukTTpk3ZtWsXAF4FvdjSbwvNKjYzzhn3+ziC5gdx+ubph37mi+bEjRM0mduE4zeOA3qXo/YL2nPtzjWL42IuxPDmf96EXcBKjClCfHx82LBhg/F2U4gXlYNyoN3L7fQVJ2gxvAVt27Y19n/00UfELY4zvjtVilUx9t1KvcWl25csPk9DI3R9qEVxDNBLY/9l4V9ISLbPKQB+PfWr8bDI19OXqp5VaVGphbF/9bHVD32reOrUKbp36A73p2dU+jjBLl26PNXPN0/UfjrwE4euHLKo+Cjj00R+Usq9lLF8IekCoI8lnz9/vqmy8kW4Pu06Z8+epaxHWeP480nnSc9I58hVU6Lm6+lLZ9/Oxvo3f35DuwXtniqmfJOo/XrqV+rMqmPxdKhLhS54LvXkwK4DxraxY8fy5ZdfWiNEIWxew4YNWbt2LQULFgT0N2stW7Zkw4YNgF6edt0b6/hL1b8Y52w9tZUa02vww54fXohuRI+iaRrvrX0vy3iYyDORNJjTgMNXD3M79TYTfp9A4NxAErYkgGnoCDVr1mTbtm3GeEEhXnSdfDoZy+tOryM8PJyWLc0qjGwH/gND6w1l76C9jGwyEg8XyzGZgRUCKVGwhMU2ZwdnvShAps0nN9Nzec9cuQZrW398vbF8vzBU04pNjcJDp26eypK8HjlyhPqN6nMlPrPqmgMEjwp+ZPXZx2lZuSWVi+qVtJNSkwj8IdAoKuLu4k6Nl2o89WcKYS3GGDXgwq0LxnLv3r3pM9r0/bhz/g6NGzfmVNwpPAt4AnAv4x6Xb1+2eKPm6+Vr0c6tObaGtAzTVCR1y9R9Ykw2n6hlaBlM3jGZoPlBesEQwFE5MtJvJIcmHCJmd4xx7DfffMPo0aNlPiEhHiMwMJAtW7ZQvHhxAG7fvk1wcDCLFumTXhdwLsDKv65kVOAooyx8UmoSAyIG0OXnLsaYkRfNqqOrWHNsDQAKRTe/bsa+4zeO4/edH+7j3Rm1YRR3V92FjaZz69evz9atWyVJE8JMe+/2OCq9S9Gu87u4mX6TVb+somoj01xd7IXYb2NxTHdkfNB4roZd5czQM5wNPcvlYZeJfDOSuV3mGoeXdi9N5JuRXPzwIp+3NFVUXRe3Ls+uKy+Zd3ts+7L+RtLF0cX0thLLOdZ+++03GjduzJWLmUmaI/BXePt/3n6mn+/m5Eb4X8Nxc3ID9OlD7mtYrqGMoxX5innXR/NEDaBcs3IQgpE5xcfHExgYSLGrph4y8Ynxlomapy/NKzXP8oAJYH2f9US+GcnIJiMfG5NNJ2pXbl8h+Kdghm8cTrqWDuilMyd6T2TmOzM5elQfsKeUYtasWYSGhlozXCHyjQYNGvD7779Tvnx5ANLS0ujduzeff/45GRkZODs6M671OLYP2G4xwemqo6uo9m01Pvv1sxeq0trdtLu8v+59Y31gwECWv76c5a8vp6BzQdOBycBPgFlxuhYtWrBp0yYjMRZC6IoVKGbR1brLz10IXhrMsaBjFtUgN6zdQIsWLYiPj8fF0YXyRcpTrnA5ShTS36QF+wSz4vUVfNrsU3YP3E2Dcg1QSvFJs0/oUb1HXl9WnrmQdMF4W+bi6EJghUBjn/lT/PvFRubOnUubNm24fj0zmXIG3oDZw2ZbHP+0apWqZTHNy30yPk3kN+ZdHx98KH0+6Ty8CrwBrgX0AkjXr1/nxL9OQGbHvrOJZy2Kifh6+eLi6EKHqh0sPqu9d3vavtwWNyc3xgeNf2xMNpuo7bmwh1ozalnMO9CwXEM+cP6AEf1GcOOGPnFcgQIFWLJkCW+//WxPg4R4Ufn5+bF9+3ZjnjXQB/GHhISQlJQE6N+5ve/s5b367xnHJKQkMOa3MVScUpHQdaEW84rYq3GR4zh18xSgF175spXevbqbXzd+f/N3fDx99Kppc4DjpvNCQkJYs2YNHh5SQl+IhxlQe4CxHH0+ml9P/aq/5ekCpdqbbpp27dpFQEAAv//++0M/p6tfV8a0HGPRdQng73X/nhth24TNJzcby43LN6aQi6lAUYeqHYweETtO72DAPwbw1ltvkZaW2e2qENAPRvYdyd/q/O25eyIF+wRn2fb6K68/12cKkdcsuj4mXbAY7nG/Sy8vw1cLvsLLywuAjNQMWA5sgKgzUdxKvQVAUbeiRrfsL1t9SUDpAMoXLk977/bM6Dgj2zHZZKK258Iegn4Msnjt+H7t9/Hb4cfIoSO5d0+fPLZ06dJs27aNkJAQa4UqRL5Wvnx5IiMjLcaFhIeH07BhQ44dOwZAQeeC/F+H/2NT3016QpIpMSWRKVFTqPZtNYasHcKV21fyPP68sObYGr6MNI17HddqHJ4FPY312qVrM6HcBArPL2wamA+MHj2axYsXU6BAgbwMV4h85Y0abzDAf0CW7cMaD+P0L6eZOnWqUXHt8uXLtGzZkunTp2d7vGyLSi0s2i17suXkFmM5qHKQxT6vgl40KtdInyNtAfww7QfTzpeAgaDKKd6pmzPVsc3HNQM0q9jMotCIEPmBu4s77i56wbWU9BSLnkPnk84by80bN2f79u34+vqaTt4BM0JnQGYh6Gpe1YwHIN7FvYkeGM2Z0DOsfWMtFYtWzHZMNpeo7b24l6Afg4x+zkXdijKt7jQ2jNzAD3NNDU3t2rXZuXMndes+eSCeEOLRPD092bBhA0OHDjW2xcbGEhAQwL///W/jhqh1ldbEDo5lYbeFVPOqZhyblpHG1J1T8Z7qneex57Y7aXfot7IfWmbpueYVm/O3On8z9icnJzNkyBC6de1G4s1EQJ+HaOHChYwdOzZbk1kL8SJTSjE9eDqhDUOpV6YezSs2Z0nIEia1nYSLowvvvvsumzZtMp5e37t3j8GDB9OzZ09TF74nfP47Ae9YjD2xFzvP7TSWzbuQ3udzwwdmAOadHnyBAaCKKMKahD3VDePjlCxUkqYVzKZYaPZpjnyuEHntUd0fzRO1sh5l8fHxISoqilrNahnbEw8l6t+5k/r4tByhaZpV/gQEBGgP2nNhj1b8q+Ian6HxGVqR8UW0keNGam5ubhp6kV4N0Hr37q3dunUry/lCiOczf/58zdXV1eL7FhISol29etXiuPSMdG193HotcG6g8X3lMzQgWrNSm5JTf8zbprkxc41rK/N1Ge3SrUvGvtjYWM3f39/id1WhQgXtjz/+eObfvxDi4U6dOqXVrl3b4vtWtmxZbdOmTU88927aXS31XqpdtU9JKUmawxgHjc/QHMY4aEkpScb1Jicna2FhYRa/K0CjGZrrWFftbMJZLSE5Idu/++w6cOmA1m1xN+2bHd/k+GcLkVeazm1q/L+/+cRmTdM07XbqbWOb81hnLT0j3Th+64mtGs3J8n1r2quplpycnK2f+bi2yWYe9+67uI/W81sbb9I8bnngHeHNhI8mkJycDEDBggWZO3cuCxYskMlihcgFffv2Zfv27VStaiogsmzZMmOS5vsclANtX27Ltv7b+E/P/xjlme3NzN0zjeWhDYZSslBJUlNT+fzzz/H392fv3r3G/q5du7Jnzx4aNmxojVCFsGsVK1Zk+/btFuPRz507R1BQEKGhody6deuR57o5ueHs6JwXYeaZPRf2kKFlAODn5Wd019q+fTu1a9dm4sSJpoPdgf8BWkGrKq0oV7icUb4/J71a8lWWv76c0EZS2E3kX+bj1M4l6uPSzN+mlfYobYz/BAisGIhfDz/oCZiNdIhcFEmDBg2IiTFVp38WNpGo7bu4j1bzW+lJWjq4/elGytQUdv+x2zimRo0aREdH8+abb0r5fSFyUUBAAHv27GHQoEHGtvPnzxMcHEy3bt04c+aMsV0pRWffzkQPjDZKQ9uLfRf3EXVOL9/o4uhCf//+/Pnnn9SpU4dPP/2U1NRUQO/q+N1337F8+XKp7ChELipQoACzZs1i5cqVRldIgClTpuDn58eKFSvQH07bv+jz0cZyvbL1SExMZPDgwQQGBnLo0CFjX92mdeEdIHO+8A7eHRBCPFqVolWM5WPX9bH69xM2wGKSawAnByf+2e6fUA0YDLxs2rdv3z7q1avHkCFDSEhIeKZ4rJ6oGW/S7lyHI+Aw04Hkdcmkpug3QY6OjowYMYKoqCiL6nRCiNxTqFAhZsyYQUREBCVKmCaTDQ8Px8/Pj4kTJ5KSkmJsL16gOGt6r7FGqLlm1u5ZxnL7ku0Je9L6GaIAAAs6SURBVDeMxo0bc/CgafLY+vXrs2vXLgYPHiwPkITII126dOHAgQN06GBKOuLj4+nevTsdO3Y0CiHZs13nd+kL6ZASlYKvry/Tp0839ru7uzN16lSifo2iX5N+ABRzK0b36t2tEa4Q+Yavl2ls2f1S++Zv1Mp4lMlyTjvvdnzY6EM8PD2oP6I+/Ub1w81Nn1swIyODqVOn4uvry4IFC8jIyHi6gB7VJzK3/wQEBGh7L+zVPL/y1BiIRqWs/Tvr1KmjxcTEPG33UiFEDrp8+bI2YMCALN/PChUqaHPnztXS0tKMY7GTMSC3Um5phccX1hiFRlM0VzfLcXsFCxbUpkyZot27dy8Hf9NCiKeRkZGhzZ8/XytZsqTF99PR0VEbOHCgFh8fb3G8vbRPmqZpladU1uiNRoms907BwcHamTNnjOtOz0jXfjnyi3b06tHn+n0L8SLYfma7MR6t9ozamqZp2uTtk41tQ9YMydbnHD16VGvbtm2W76e/v7+2evVqLSMjwzj2cW2T1d6o3U27S/Mvm3Pth2swCzhl2ufh4cGkSZOIioqidu3a1gpRCAGUKFGC77//nsjISF599VVj+5kzZxgwYAA1atRgyZIlpKenWzHKnPX9ju9J3JAIU4BISEk2vT3s2LEjBw8e5P333zfKhgsh8p5Sir59+3L48GGLt9rp6enMmjULb29vhg0bxqVLl6wcac6atWgWJ78+CT8BZrOilClThkWLFhEREUH58uWN7Q7KgY4+HanqWTXrhwkhLJhP53H02lE0TTPNocbD36g9TNWqVVm3bh1LliyhTBnTOXv37qVjx440a9aMX3/9FT1PezT1pANyi3JTGimW2xwdHRk0aBD/+7//S8mSJa0SlxDi0dLS0pg+fTpffPEFV65Yzpvm7e1NXFzcbk3T8vWcGaVLl9Yu37xMRrJl94TatWszefJkWrVqZaXIhBCPEx0dTVhYGFu3brXY7urqSv/+/Zk5c2a+b58KFiyo3b1712Kbu7s7I0aM4IMPPqBgwYJWikwI+6BpGp4TPbmRfAOA+NB4hq4fyrLYZQDMf20+fWv1farPTEpKYty4cfzrX//iwe9v/fr12blz5yPbJuuNUXsgSXvttdf473//y3fffSdJmhA2ytnZmSFDhnD8+HHGjh1L4cKmymFxcXFWjCznXLx40SJJK1+hPPPnzyc6OlqSNCFsWN26ddm8eTMbNmwgICDA2J6SksLMmTMfc2b+YXGT5wDNuzfn2LFjfPLJJ5KkCZEDlFIWb9UOXz1M5OlIY918Htns8vDwYPz48Rw/fpzBgwfj5ORk7Nu5c+djzrR2MREF7V5rx/79+wkPD6datae/eCFE3vPw8GD06NGcOHGCjz/+mKJFi1o7pJznBY3ea8TxuOP07dtXJq8WIh9QStGmTRt27drFihUrqFevnrVDynnOQEPgffh53s+UKlXqSWcIIZ6CeUGRJQeXcOm23n3aq6AXAWUCHnXaE5UuXZrvvvuOI0eOMHDgQFxcXJ54jtXuPBzdHdkWs4114euoUaOGtcIQQjwHT09PvvjiC86cOcPXX39t7XByhjPwV2AwjP9gPM7O9jX/khAvAqUUXbt2JSoqii1bttCuXTtrh5QjinoVhaFAe6jnV49S7pKkCZHTfIqb3qjNijFVgG73cjuLOdSeVZUqVZg5cyanT59m5MiRjz3WaolaTZ+aNPVvaq0fL4TIQR4eHnzwwQfWDiNneAF+UK1kNZpVbGbtaIQQz0EpRcuWLVm3bp21Q8kRDkUcoJC+3Mmnk3WDEcJO1SpV66Hb23u3z9GfU6pUKcaPH//YY6yWqOVERiqEELllYJ2BMjeaEMKmJCSbJs0N9gm2YiRC2K+mFZpmyVMUinYv5/2becmWhBDiAa6OrvTz72ftMIQQwkJ6hj4NSlmPsviX8rdyNELYpyJuRahbxrIIY+sqrSlRqESexyKJmhBCmHF0cKTHKz0oXqC4tUMRQoiHCvYJljf+QuSilpVaWqz3rfl0JflzSrYSNaVUe6XUEaVUnFIqy6g3pZSrUmpx5v4opVSlnA5UCCEelBttU82XajKpzaTcCFcI8QLJzXun1195PSdDFUI8oEWlFhbr3fy6WSWOJyZqSilH4DugA1Ad6KWUqv7AYW8BNzRN8wb+CXyV04EKIYS53GqbHJSDVFITQjyX3Lx3KlmopBQ6EiKXtarcilov6UVFPmn6Ce4u7laJw+nJh1AfiNM07QSAUupnoAsQa3ZMF+CzzOVlwLdKKaVpmpaDsQohhDlpm4QQtirX2qcQvxCcHLJz+yaEeFYuji5ED4zmXOI5KhataLU4svNNLwucNVuPBxo86hhN0+4ppRIAT+Cq+UFKqYHAwMzVW0qpI88S9FPwejCGfEiuwTbYwzVA7l9HXrZm0jZZlz1cA9jHdcg1ZI9dtE/Tgqcdmca0XAk6k/x7sg1yDbbBqm1Tnj6S0TRtFjDriQfmEKVUtKZpdZ98pO2Sa7AN9nANYD/XkdOkbXp69nANYB/XIddg36R9enpyDbZBruH5ZaeYyDmgvNl6ucxtDz1GKeUEFAGu5USAQgjxCNI2CSFslbRPQojnlp1EbRdQVSlVWSnlAvQEIh44JgK4P+lQCLBFxoAIIXKZtE1CCFsl7ZMQ4rk9setjZr/pd4H1gCMwV9O0g0qpsUC0pmkRwPfAj0qpOOA6eoNkC/Ksq0AukmuwDfZwDWA/1yFtk/XZwzWAfVyHXIONkfbJ6uQabINcw3NS8vBGCCGEEEIIIWxLtia8FkIIIYQQQgiRdyRRE0IIIYQQQggbY9eJmlJqklLqsFJqv1IqXClV1NoxPQulVA+l1EGlVIZSKl+VOVVKtVdKHVFKxSmlRlo7nqellJqrlLqslPqvtWN5Vkqp8kqprUqp2Mx/R+9bOyZhH+2TtE3WJe2TyA3SNlmXtE22wVbaJrtO1ICNwKuaptUEjgKjrBzPs/ov0A3YZu1AnoZSyhH4DugAVAd6KaWqWzeqpzYPaG/tIJ7TPeBDTdOqAw2Bf+TDvwd7ZA/tk7RN1jUPaZ9EzpO2yUqkbbIpNtE22XWipmnaBk3T7mWu/ok+j0m+o2naIU3Tjlg7jmdQH4jTNO2EpmmpwM9AFyvH9FQ0TduGXo0r39I07YKmaTGZy0nAIaCsdaMS9tA+SdtkXdI+idwgbZNVSdtkI2ylbbLrRO0BA4C11g7iBVMWOGu2Ho/8B2xVSqlKQG0gyrqRiAdI+5S3pG2yQdI+2SRpm/KWtE02yJpt0xPnUbN1SqlNQKmH7PpY07T/ZB7zMforzIV5GdvTyM51CPE8lFLuwHJgqKZpidaO50VgD+2TtE0iL0j7lLekbRIie6zdNuX7RE3TtKDH7VdK9QeCgdaaDU8a96TryKfOAeXN1stlbhN5TCnljN7QLNQ0bYW143lR2EP7JG2TyG3SPuU9aZtslrRNNsQW2ia77vqolGoPhAGdNU27Y+14XkC7gKpKqcpKKRegJxBh5ZheOEopBXwPHNI07RtrxyN00j5ZlbRNNkLaJ9sjbZNVSdtkI2ylbbLrRA34FvAANiql9iqlZlg7oGehlOqqlIoHGgGrlVLrrR1TdmQORn4XWI8+CHOJpmkHrRvV01FKLQL+AHyVUvFKqbesHdMzaAL0BVplfg/2KqX+Yu2gRP5vn6Rtsi5pn0QukbbJSqRtsik20TYpG32jLYQQQgghhBAvLHt/oyaEEEIIIYQQ+Y4kakIIIYQQQghhYyRRE0IIIYQQQggbI4maEEIIIYQQQtgYSdSEEEIIIYQQwsZIoiaEEEIIIYQQNkYSNSGEEEIIIYSwMf8PxzsCb7nrxFkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x720 with 6 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 681
},
"id": "bPPBH9IHbsKU",
"outputId": "7aa2fbea-2752-4901-fe83-f1c6155e99c4"
},
"source": [
"make_fig1(bivariate_normal_samples(3000, randkey))\n",
"plt.suptitle(\"3000 Samples\")"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, '3000 Samples')"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x720 with 6 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lqn4TRK0cpbV"
},
"source": [
"## Figure 2"
]
},
{
"cell_type": "code",
"metadata": {
"id": "DCkXVgkfSDUg"
},
"source": [
"def quadratic_samples(num_samples, key):\n",
" noise = jax.random.normal(key, shape=(2,num_samples))\n",
" return noise.at[1,:].set(3*(noise[0]**2) + noise[1])\n",
"\n",
"def true_m(x):\n",
" return 3*(x**2)"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 283
},
"id": "0e2RnSZRUrTt",
"outputId": "4e9db5d6-51eb-428f-9457-da2b0a9f6cc6"
},
"source": [
"samples = quadratic_samples(100, randkey)\n",
"\n",
"plt.scatter(samples[0], samples[1])"
],
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f5fbfc59bd0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "HInT-0WSaBjZ"
},
"source": [
"x_coord = np.linspace(-2.5,2.5,10)\n",
"\n",
"def make_fig2(samples, alpha=0.5):\n",
" x_coord = np.linspace(-2.5,2.5,50)\n",
"\n",
" plt.figure(figsize=(8,8))\n",
" plt.scatter(samples[0], samples[1], color=\"red\", alpha=alpha)\n",
" for delta, marker in zip([2, 5, 10],['x','o','^']):\n",
" ext_m = batch_m(x_coord, lambda x: triang(x, delta=delta), samples)\n",
" plt.plot(x_coord, ext_m, label=\"$\\delta = {}$\".format(delta), marker=marker)\n",
"\n",
" x_coord = np.linspace(-2.5,2.5,100)\n",
" plt.plot(x_coord, true_m(x_coord), label=\"$y = 3x^2$\", color=\"black\", linestyle='--')\n",
" plt.xlim([-2,2])\n",
" plt.ylim([-2,15])\n",
" plt.legend()"
],
"execution_count": 28,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 558
},
"id": "LP_w7mKLcxhx",
"outputId": "b40b6f19-a192-475b-d9a8-b6a07cf9f9ed"
},
"source": [
"make_fig2(quadratic_samples(100, randkey))\n",
"plt.suptitle(\"100 Samples\")"
],
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, '100 Samples')"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZueWO_Qlc7MF"
},
"source": [
"### With more samples"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 558
},
"id": "glZb3JCRc3A-",
"outputId": "7f0a7154-56ad-4b4e-caa3-836b22a3ff91"
},
"source": [
"make_fig2(quadratic_samples(300, randkey))\n",
"plt.suptitle(\"300 Samples\")"
],
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, '300 Samples')"
]
},
"metadata": {
"tags": []
},
"execution_count": 30
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 558
},
"id": "Uu5mdEaSc__G",
"outputId": "50b65317-d66c-4232-ee22-b45adabcdc90"
},
"source": [
"make_fig2(quadratic_samples(1000, randkey), alpha=0.2)\n",
"plt.suptitle(\"1000 Samples\")"
],
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 0.98, '1000 Samples')"
]
},
"metadata": {
"tags": []
},
"execution_count": 34
},
{
"output_type": "display_data",
"data": {
"image/png": 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k4uOHiQmMYmXhem6//XaWLFlCZmZmu9yWiIhcYKKjnSWT6yopcbafgWnTpnHkyBGGDh3Kl0fWUWK9pMQOhqDW971q15nJqMjBs30uE8J7sPLgSm697VZ8Ph/PPfdcu96WiIhcIJKTobjY+bK29ufk5GYXUVHhPH4OCwsDYNXWf+O2lksHz26TW2zfoAaoLGXK/i8pqigiPzyfCRMm8Morr7T3XYmIyIWgZunkoCA4dsz5foZLKP/kJz/h0ksvxet1pjhJPbyKoZVewi+6uk1usZ2GZ9U35lgmwdF9WH5gOU899RSJiYntfUsiInKhqAnrFqioqOCFF15gwoQJuN1u8ooy2eo9zn2RyeAJbJPba/8aNRAS2YUxncewImMFffr0IULjqUVE5Dzw7rvvkp2dzZ133gnA6vX/whrD2Iu+0WbXaP+gDgiBqT9nctJksoqz2LZ3DcvmzmXC4MEUf/TRmY9lqxkTt3hxi8fCiYjIBaaF2fHMM8/QqVMnLr/8cgBS9y8j0mcZMPCmNru19glqd53mgGG3wZCZTEyaiAsXK9b9m0Br+WTzZv6zZMmZhW0bDlwXEZELRAuzIysri/fee4/Zs2fj8XiwxcdIrTzG6NAuuD0BbXZ77RPUHQfCz3Mhthcc/BysJTY4lotDerO8ahvjxoyhT1ISzyxZcmYDz9to4LqIiFxAWpgdUVFRPPPMM9xzzz0A7N4wn6MeNym9rmjT22u/pm+XG8Z+Dw5tgL0fAzDFcxE7KzLJrMzhjunT+WjdOvYsWwarVzevVtxGA9dFROQC0sLsCAkJYfbs2fTu3RuA1HRnZs2Ui2a26e21S1CfWMxy6M0Qngif/hWAKQljAPjoaCq3deuGMYZn161zuss3pwm7jQaui4jIBaQF2ZGWlsaf//xnCgurF93IzyC1LIueAVF0iuh80jNvD7hbenvtEtSFpZXOD54gGHMf7PkIMteTNHAsfdyJLD/2OUmdOvHw9Olc3LEj9O3bvCbsNhi4LiIiF5gWZMe8efP4+c9/jq0O5PLXf8e64CBSEkY1+sw7AsJaenvtEtQ5x8tP/Lwm9hrKPeHw2aMQG8vkXtNZ7zpEft5h/jhqFDf07QsZGVBZefom7DYYuC4iIheYM8yO0tJSXnzxRW742teI2rYNystZf3wVZS4XKcVdYN26k555e8HX0ttrlwlPSiq8bDpYQFF5JXNe28Vb/WfTdfM8yNnF1L5f41/pz7My5BDXxI4gu6KCz9eu5WtHjsDFF5++8FYMXBcRkQvUGWTHokWLKCgo4M6JE50w9h5llc3HQxQjogfDxq0wdmy9c3ytCOp260z2w9c2MufFDcy9ZRhdZzzkDNlK/RsD4gbQwRXFiqCDAPzmzTe5cd48cktKnE8mLaXx1SIi0gbmz59Pz549mdy7t9PpLHMZqaHBDA/pTWh4jHNQnWfemSVeXK3I23YJ6pAAN9uzirj+4s6k9I6H8A4wbBZsfBlTlMXk4IF8FpJFWaDhruHDKa+qYmFODvha+IFE46tFRKQNVFRU4Ha7ufvuu3HFxkJxMTmHl7EjMJAxkRc7Ad2/P/O2HSf1QAFYy1Nb8nGfb0FdUeUE7sLPD5C6O8fZmPIA+Kpg9RNMiRtFqa1gTTfDxd/4Bpf0789TH3yAjYo6swvVBPTzz8P+/VBVpfHVIiLSYoGBgSxZsoSf/vSnTmezIxtYZYoAGOvuA1lZYAxDAsqYs7aYxRv283JGJUVBoS1uEm6XoO4WF8oVgxJxG8P9C9c7YR3bEwbeAGufZmTfcYSbYJbnOpOh3D1jBmm7d7OuuLj5F6lbi3a5nK/Nm6GgwNmv8dUiInIGqqqqOHToEADGGOe5tjud1JAwYk0Y/XxxTq/xoCBShnRj7ogwvr83mFIvmKjEHi29brsEdXiQh29P6EVxhZdrhnYm7WB1eI77PlQcJ2DPW4zvlMJHpZvw5mRz85VXEhoayidpac2/SN2ZZiIjnZp0SIjTgxw0vlpERM7I4sWLSUpKIjU11dngrcS3+31WhUcwusdEXNEx0KnTid7ew7tEnjjXV1qY3dLrtltnsuHdYhjRPYblO47yrXE9nY2Jg6HPdFj9D6b0nEqut4i04YlET5vGgY0b+UFKSvM7g9WdaSYpCUpLnU86hYUaXy0iImfsqaeeIj4+npEjRzob9nzEzqpCjlHF2C5jT5rh7C+biyj1wfUdwRUSmdDS67br6lnfGt+LjNxSFm85Urtx3PehJIdx2QfwuDysOLACcnOJS0+H8nKqoqKa1xms7kwzUVEwaJDTGc3n0/hqERE5I1lZWbz99tvcfvvtBARUL7iR9gqpEU4v7zGdxtTLndQj5cxPLyEpxPCXMXFUFWTtaem12zWopw/oSI+4UJ5cuRtrqycW7T4Wuo4kfM0/GdXxUpZnLMfu3AlhYXzv0Ue57K67IC3N6Ry2bl3ThTecacbjge7dYfZshbSIiJyR5557Dq/Xy9133+1sqCiG7e+SGtuJ5JhkEkIT6uXOWwdK8Vp4IAlM377Y8pKill67XYPa7TLcPb4XGw8W8MW+PGejMTDuB5B/gMmeaPYX7mfvsZ1QWUkXr5cV27axo6TE6Rx2qlq1ZikTEZHTacYcG9Zann32WcaPH0+/fv2cjTvep6SqhPXeIlI6pTjb6uTO0aJy4oMM11x1aatzp12DGuDrw7sSExrAkyvrtAr0vQLi+zFp50oA7it4mpz0L7lt/HjcLhfzP/7YCfT4+FMPsar5R7v8coW0iIjU18w5NowxLFmyhMcff7x246ZXWRfTmUpbRUqXlNrtsbHs6TWQ5ccst47rQ3CH+FbfZrsHdUigm9ljerBs+xF2Zx93NrpcMOzbdMzaSixBZFYeY17ZChIjI7l62DAWfPIJlcePO80MGmIlIiItcQbrUHft2pWhQ4dC2ivwlwGw8wNS3ZUEGQ/DOwyvd+wzn+0j0O1i1ujubXKb7R7UALeN6U6A28X8T/c6G3JzIT+R7JB4CqyzgMei6Axyjh/h7hEjOFpUxDtFRRAQoCFWIiLSMs1Yh7qgoICrrrqKtWvXOiH99oNQmAnAqkAXl5SWELz1rdoiSyp4bd1Brr24MwkRQW1ym34R1PHhQdw4vAv/WXfQWVkrPR0iopiX0AlTvXp1FV7mBa9gxsyZ/PHBBxk1aJCGWImISMs1tQ61MSeeW7/0+9/z7rvvOhNmvf0TqCwFIMvtZndgICnFxbDs1ydOf+nzDEorvdw5tmeb3aZfBDXA3eN6UV7l4/lV+yE/n+ycZbxp8qmqXojDZwyLQo6Sn7uCH155JZ27dNFzZxERabnG1qHOyoK8vBPPrZ96/XWGdOzIJYGBUHnsxKmrQoIBSCktgwJnEalKr48FqftI6R3HgM6R9TqqRUBoo/fQDH4T1H06hDOtfweeX72f0vAo5h1+5aQ1wSoNzDu2CC6/nNczM3nxgw/a5V5FROQrwuOBDRvgs8+grAxiamcXW7d9O+t27eJb48Zhtm8Hd+2j1tSQYBKqquhTWQlRXQF4f3MWWYVl3D2u50kd1cz5tihHU749vhe5xRX8pyySjQE+Kl315zC3xvCZuwqAefPm8ZOf/ASv16slLEVE5MzU5EZQkLN29LBh4PU660FUP7d+8vXXCQkIYPbUqZCTA6EXAeDFqVGPKS3DuAJh6s+x1jL/0730jA9jcr8OJ3VUOyfrURtjnjbGHDXGbK6zLdYYs9QYk179PaalNwJwac9YhnaNYv6Go7xa5GLT3gMnvtbtPUBSZSXBxkOVr4rvfOc7ZGRk8MGrr2oJSxEROTNN9fguLDzx3Hpo3748fMUVRFdVQXwEFG8CTwdSw+IocLsZ4g2EQT+AITNZfyCPjRn53Dm2By6XabyjWgudSY36WWBGg20/AZZZa5OBZdW/t5gxhm9P6MXenGLS+j8EASEn9gUCP8jNZ5fHsGjXIq655ho6duzIk0880ezu9SIiIkDTPb4jIk48t77v61/n19/+tvPMOn4P+Ioh7EaeiHWGXW3qmAKT7gVg/qd7iQz2cONwpxm80Y5qLdTsoLbWrgQaVlOvBRZU/7wAuK61NzRjYCJdokP47YGBcPVjEJUEGIjszLRKN8N9HuZumEsFFdx1112889lnZB4/Xr8QLWEpIiKn0jBICwpg7Vo4dAg8Ht5cvpzSQ4cgIQGumQh5KyA6hcyojmzx5ADwQeUmckJ8HMwr4YPNWdw8qhthQR6nvAYd1Vzt+Iy6o7X2cPXPWUDHpg40xtxjjFlrjFmbnd30al8et4u7x/Xki315rI+eDj/YDL/Mh4e2Ya59nB8ePkhuWS7zN83nW9/6FslJSRzYt69+IVrCUkRETqUmSA8fhlWrYOFCZwhWt26s27eP6371K57evt0ZXbTjKawngGUz7ubG4H9XDxoGHz7mbZzHgtR9GGO4fUyP2vIbTGNtz8Uz6tOxzqoa9hT7n7TWjrDWjkhIOPVqXzNHJhEZ7OGpTxosNjLwegb1vpyvFZfy3JYFhHQIYdu6dYzp2bN+93qNrxYRkVOJjYW+fZ3HpDt2QIcO0KcPZGTwr7feIiQoiFuHD4d9n7Jj1/t8q89Avr/mV5RU1tbCK32VvLHrDV5et4UrB3eic3TIydeonsa6CFrcDt7aoD5ijOkEUP39aCvLAyA8yMOto7vzweYs9h8rrt1hDFz5CN8r9oK3gr+tfxQTF0fpkCFkFhRo8Q0RETm9mh7f77wDISHQtSsMGADx8RQZw8IPP+Sb06fjrcjjV8u+x8wuiezwlTK8w3A8Lk+9oqq8XioilnDX2B5n7XZbG9RvAbdX/3w78GYryzvhjpQeuF2Gp2umFa0R0ZFOl/0vtxUU8O7e90g7msYl06dz31NPafENERE5tbrjm10u5+vIEaeiB7y8YQPHy8roPD6eq7J/zxvucm7pOJp3b3iP4spiKn2V9YrzUkVE1EGGdWvVoKdTOpPhWS8Bq4B+xpiDxpi7gf8Fphtj0oFp1b+3iUUbMhnTO45X1h4kr7gCgNTdOcz7eDcMmcndcSOJ9fp4ZM3vuPbaa3nnnXfIzMxsq8uLiMhXUd1hWZGRYAzZ3eO5I+B1skuzeWXbGiK6hvJmhy+4pLyc16vi+fGMfxEVFMVr17zGpts3nfh6ZMRSirb9L78a8fRZveUz6fV9s7W2k7U2wFrb1Vo731p7zFo71VqbbK2dZq1ts8HLQ7pGsTEjn9JKLwvX7Cd1dw5zXtzAkK5RYAxhVz/GnKIy1udupf+Mi/D5fMyfP1+Tn4iISNPqDstKSoLSUuaFb2J9WB43ef7N4e8Yxv/3CJ6MGs3cQ5n0vPxPzmPXRsz/dC9dokO4fGCT/ajbhF/NTFZXSu94/jHrEgLchr+v2M39C9cz95ZhpPSuXtszqgvXj/sf+lRU8FLmv5g6bSpPPfkk3tRUTX4iIiIny82FzEz46COnhzeQ3T+JRe6tWANH7HG+3/8e3pz5LCmb34LBMyFpZKNFbc4sYM3eXO5I6YHHfXaj1G+DGpywvqpfHKWVXoYGV5KSs7te6HqG387Dgd05WFnARdOSyMjM5ONduzT5iYiI1FfT2tqhg7NEcmEhbNrEvGPv4jUWb5mXHf+1g/ff+RjP8t+AccG0X5x8fnVr7dPvpxHqhpmFO896hdCvgzp1w14+Ts8hMQhW5sLKg8fr/4MYw9hrn2JsWQVr49ey9JHfM3ns2PqFaPITERGpeTbdqRMMHgyRkWR7C3izbC0+LAWrC6jKr2KL2UzOtkUw9sETi23UhPS8rYWkeiM4mpnN27vymdnBssUVybythWc1rP02qFN35zBn0TbmDg/hDyNj8AHf3VBOallQ/RpydDceHnAnpW7L2o6fY0pL6xekyU9ERC48DfsrZWTUPpuOioJBg5jXJ4cqY7HWkrsil6CuQYT0DGBeQicY+73asqpDfkhiGHNW5/OH7eVUYRhqipizOp8hiWe39dZvgzrtYAFzBxhSkiKZlBjIkBgPoR7DhmLXSTXkPmN/xI1E8HL5Tm780VVc8pvLyHn/Bvj4n87aopr8RETkwtFgiUnKy52gzsqqd9jG4nS8+CjdU0rZ/jJip8RS5TJ8GdMZAsNqD6zugJbSIYg/j4zijRzRVDIAACAASURBVMIgegT6+E1WGHPHRJPSIeistt76bVDfO7E3KT1joaQEYwzfGxBOdpmPBOM9uYbscnFfr+sINrCy1EfaikLmhgGFr0P+6na5fxERaSeNrYyVnOxsrzOL5ctR9xPjDiFk6THCA2FHl1I25Rle+8aS+uXVmRd8S34VFsPeCjezYsudkIaz2nrrt0EN1JvUfEpiIAMjXfw9vYyq3n1OOjR+3fPcXFBE2NR4qgqreG6nlxy3F469pc5kIiIXksZWxkpMdGYgq557m6Ag1gWtJc9byoNjPDx1dQgRgT4oyoLNr9U/tzqLCvKP88T24wQYy4OeQ7yQH0LqkfKzPnW1fwd1nUnNTW4uD/YPY38ZvHWg9ORjCw6S53YRPiiMgPgAsj/KY150FJTnqDOZiMiFpLElJktKoFu3E3NvM2oUS3e9RojPx+yoKr45KMA5zlsOy35d/9zqLPrl9gpKvfDri8N56M4pzB0dxZxVeaQWmrM6K6Z/BzXUm9R8+rXjuSgxgrnLd+H11V//Izu6K++Eh2HcLmInxXJ8ewkvFXrICY5zxs1pAhQRkQtDgyUmG6vxen1elrq8VD13kO2HquqfX3DwpCKPBYbxzqFKRvWK5eZvToLevUm5ajxz7xhFWkTnszp1tf8HNZzoGOBauoTvdYM9OcW8k3ao3iHz+ozAVz17TMyEGGKnxmKCXcwL6+qMm9MEKCIiF4YGS0w2tljT+qPr2b+zlA0fFbItp8EKlIFxJ2XFP1fuweuz/O66QfUOTekdz70Te5/Vl+M5/SHtrKb3XlgYxMVxeXAxfUPh8aU7uGpIZ9wuJ5w3+o5TWR3UnkgPnWd3BuBLd5Azbg6cMsB5Zj1q1Dl/KSIico7UhHUTlu5fSsHyfOLDDDf2rxOFriAY8O3ait2oURz1hLIgdR/XDetCnw4R5+Dm6/P/oK7bew9whYfzQN8qHviylPc3H+aqIU4gv3ZN7cP/tAMfc8vy+/n61iAm9rqhfnmhoSdWSRERkQuPz/p4Z/07FHxZyI+ndSIooBSsD4LinZDuOq324PR0/p4Vhtdn+d7U9hnq6/9N34303ruydyR9QuHxZbvwNXhWDTA4aQIDXOH8ZeEW/uuRP2NtnWM0AYqIyAXty6NfsuuDXWDhO/2LYMIPYcy/YfrL9UM6NJTMrDxe+jyDb4xIontcWNOFnkX+H9SN9N5zl5bywIBwdhwpYvGWrJNOMcZw84BbCJ8Wy4Zdu/l87domOxSIiMh5oo1WR1y6fymBIYHcPHUwPWLcMGxWkz3F5x52Gp4fmHLysOBzxf+Duonee1dNGkSv+DD+tiy90Vr1FRffQ7fRsQQEufjH22812aFARETOA43NNtaCsPZZH0v3L+WGb1/PwsvLoM90iE5qNGv25Rznlf3l3DKqG52jQ87SCzs9/w/qJnrvuePjuH9yH7ZnFfHhtiMnnRbsCWZmr/FEpkTx72UfkjtypEJaROR81dhsYy2YXzstO429aXuZ6omH41kw4k5nRyNZ81hxHAEeF/dNOru9uk/H/4Ma6o2lPtGLb80arj26me5hLh5bsr3+c+hqM0f/hNjJsXgCLFu2bDnHNy0iIm2msdnGWjC/9sKPF7Lnt3vY8dR/IKKzU6OuUSdr0nsMYNHWHG4f04MOkcFt8AJa7vwI6rrqNH94EuK5v1cgm48Us/yLPScd2jWqO9Mv6suwP/dhdO9z36VeRETaSFOzjZ1B52BrLf9++t+4PC7uSNwHw2eDu/HBT49+mE5ogJvvnOUx0s1x/gV1g+aP6/tG0TXE8NiKXY3Wqm8aPoe8YA+LP/kd2dnZ7XDDIiLSas2Ybex0Vu9dTeZHmUwY34sOYS4YNrvR47YeKuTdTYe5u2cgsZ+uaPeJss6/oM7Ph8pK2LwZVq0iYOsW7u/hZmNeFR/vPDmIx/aaQZIrhLt/9i6zb7mpHW5YRERarRmzjZ3On+b9CV+Zj58PqYDk6k5kjfjLe5uJ9MDd3dx+Maul/0940pAxsG4dxMQ4i3+XlXFjbhpzgwbwt2XpTOybgKmeoYzcXFzp6XwzYATrBu9n8aLl7Nixg379+rXvaxARkTPX2GxjublOS2t+vtMMnpzcaHhba1m5eCUdkmOYHJ0Pl9zR6CW+zMjnw115PNw3kKjocGdjVRXs3w87d8Lo0U1e42w5/2rUNSFcR6CxDIowbDiQz6e7cpyNubmkfrCaeVsLua7HTBInxuBywxOP/Pkc37CIiJwVZzBka2vuVhK/l8hv7x8IEZ0g+fJGi3xkyQ5iA+CO/lHOhoICpwXX5XK+2qF2ff4Ftc8HfftCRgasWuV879uXWzobXAZ+885WrLWkpm5hznYYkhhGVEAE1yYOInpkFM8ufJ6ioqL2fhUiItJaZzBka/HuxQR4PMws2OI8m26kE9maPcf4JD2H7/YLJbyyzNmYkQEhIU75kZEtHhbWGudfULtcTvNDUhKMGeN837mTiQkebhvTg51HjvPQKxuZs6aQuaOjSekQBMBNnW8ielochSXlvPLKK+38IkREpNVON2Srusa9d8ECfjrj/9FlhyHK53N6ezdgreWRpTvpEBHErOmDajurFRY6nddKS528aXiNc+D8e0bdSM/umu0/ueIiXl2bwaINmTzYL4SU8CrACeoBoT0Z3bsTHX5QwW3TBp7+Os187iEiIu2kZshWWJ05uEtKnArdkiVOE3VCAr/98C3KCyq4OiAfuk+E6G4AzPt4N0O6RpES4+Kzz7bw+d5C7ugdzIL1Wdw7apSTAT6f8zVokNMvquYa53DNiPOvRm0tXHIJBAY6zw4CA53frWX9gTxqYvyZfRWkHjxeryv/zeFTOT40mi9WP3Lqa7TRVHUiInIWNTZk6/BhyMuDPXugY0dKqqp4+f1lRF0SxUxXPsRNPHH6kK5RzHlhHakfrOLPW44TF2h480AZQ/IynANGjYLZs6F7d/B42m3NiPMvqKOjISDA+XQzZozzPSCA1MpQ5ry4gSduHU6HiCC6xIQyJ91NaqE50ZX/sonfJdYE8uNXV3DPnbOavkYbTVUnIiJnUWNDtmJiIDHR6akdEsKLX35JSUkFYyfEExMQAwG1o35Sescz95JQ7tkKX+b7KPPB31NiSOkaXvt+3wbDwlrr/AvqJga9p7mjmXvLMCb168B9k3qzPauI707pQ1pE5xNTjwYmJHJj72vYUWaY/9yL7N+/v/FrtNFUdSIicpY1nGLaWuf9OiICW1rKX5Z+QFDXIG5LLIFO0yA2vt7pYzzFhHmcKLyjT6jTr6nh+33Da5zjx6DnX1A38enm3isGk9Lb+QPcdGk3OkYGsXTLUb4zoVe9078x9B7ipsRirWXeE3Mbv0YbTFUnIiJnWWPLXta8fyclQWkp02YOpvNNnZhaUgbRY09qsv5XdhBHynxMSgzkpT0lpB4t97v3+/MvqOG0n26CA9zcN6kPn+/LZdXuY/X2dQrvxGXJI4gdFsG//vF3St966+Tnz20wVZ2IiJxFTfUlio933q89HsygQRwYUMyk3kHERw6GCVfXy4vU3Tn8cVspMR6YNzSQuaOjmbMq3+nf5Efv9+dnUDfDN0cmkRgZzKMfpp80B/hNybcRMT2OY0WlvPjUTbD8Vnj3kdqw9oNnEiIiUkfD2vO6dY33JcrJgVGjOFhQwB1/+z+2Fx5lenERXP7wSe/h76UdpspnuX98d4JDg0lxFzH30gjSYpL86v3+/Bue1UzBAW7um9ybn7+5hdTdxxjbp/a5xOgtaxnYO5CgqdEM6VgJ5dmw91/wURjc8FPnoMamqhMRkXOvJqTDwpzac0mJ8/uYMfWPCw11Klexsfw9NZXn3v2QvhOSmeYKg74zTir2YH4psWGB3DL5Igh04jCl+sufnP816saeUVSbOaKmVr2zXq3a7Hiam4uOEzC7K38c2Zkctwt85bB9fnu8AhEROZXGRuLEx9f2zK6Z5vOjjyAzk5KDB5n3z3lEXxLF8AhLwtBZ4A6oV+TmzAI+2pHN3eN6Ehro33XW8zuoTzPeuaZW/cW+PFLrPquuOMY1RcW4rWVjruWuza4T20VExM80NhInORmys51x05s2OTOIBQRAhw48/3//R35ePtHTYvBgYfhtJxU5d/kuIoI9zB7T/Ry9iJY7v4O6GeOda55V/3VpnVp1RGfKXAYL5K8q4O1Xc1mTbyGic/u8DhERaVpjI3ECApzHk0ePOksfR0bC4MHYxET+suglQroHE9o3lC1BQeTsWV7v1J1HivhgSxZ3pvQgMrh+Tdsfnd9B3YzxzkEeN/dP7s3a/Xl8tqu6xjz9l8yLicMFxE6JxbgM3//SBdN/ec5uXUREmqmpkTgjRkCXLjBp0okpPo+nvUZY13LiZsRjjMFamLf695BWu8bDEyt2ERro5s6xPdvvNZ2B8zuomzneeebIJDpFBfPX6mfV2X0m82ZkBFXGEBAdQNSoKD5fU8SeDiPO4c2LiEiznGokTt0cKCig7PBLmHu7Ez3GyYFKl+GN0CBylv8agH05xby18RCzRncnJiyw/nVO0eepPZ3fQd3M8c5BHjf3Te7Duv15fLorh3lp8/DVWdc67rI4fGU+5vxhzpld/1R/VD/9g4uInJeamj+jTg7sX7+en+dXUNXgVB+Gee7jAPzjo9143C6+Nb5BbdqP13g4v4P6DMY7zxzRlc5RzrjqjUc3UumrPLEvpEcI4YPC2XdkX/Ovfao/qh//wUVEvlLq5MAfX3uNJx89QkWxt94hlS7Dl6HhZOaX8vqGg9w8MokOEcH1y/HjNR78u096czRzvHNNrfpnb2zmuan/YELfhBP7lr7/AD/4rxX8ddAPnEBtztKWdf+oUPu95o/a1D6NzRYRaVuxseT17cuzGzdy1diL2BPu5vdHc7i6uLpJ3BUE183lFx/vxlq4Z2Lvk8vIz3cqVnXVjMtuZ+d3jboxp2hy/saJWnX9cdVTLv0e3aqqeHbzfDZv29a8WvCpOrJpUQ8RkXPqqaeeoqSsjK4zehLs8zG1wgAGAuNh+v9ytOc1vPRFBjcO70qX6JCTC/DjNR6+WkF9mibnmlr1+gP5fJKec+I0d1wfbqsI4ePUAwy+806+3LnTWSJt/354/vnGA/tUf1Q//oOLiHzVVFVVMXfuXCZOmkha5ywml5QSOuj/4IrFcO8XMOYu5n+ylyqvj+9OaqQ2DX69xkObBLUx5gfGmC3GmM3GmJeMMcGnP+ssaMYzhpkjkuhcpwd4jWtDRpE0OIyAIDePLljgzHLjcjlfjdWuT/VHjY935qFdscIZiH/4sN/8wUVEvmq2bdtGQUEBl82aTr6t4GshSXDt7BN9lvKKK3h+9X6uHtqZHvFhjRfix2s8tDqojTFdgAeBEdbaQYAbuKm15bZIM5qcAz0u7p/Shw0H8lm5fu+JZvKQymRme0uJGBfFi8uWcbi83An7yMjawF+7trZZPT0d+vY9+Y8KsHNnbWDn5NQe6wd/cBGRr5rBgweTkZFBXqd9RHm9pAyaVW//M5/tpaTCy/2T+5y6oHZed7opbdX07QFCjDEeIBQ41EblnplmNjnnl1QSH+rh0Q+2YcvKIC6O1NB+TCmIovNlcVT6vDy+fDmUljprmoIz803DZvWaQK77R62p1XfqBIMHw+TJcMklTmCLiEibKigowFqLO9jNxzlfcFlJGQGDbjyxv7CskmdT9zFjYCJ9O0a04522XKuD2lqbCfwZOAAcBgqstUsaHmeMuccYs9YYszY7O7u1l21cM58xDOsWTUl5FRuK4OPjAaRmVzBnp4vAuInMDKkg+pIoXlr3Bb4BAyAqyjkpPR0SEk7fdV8dyUREzpm77rqLiRMnsnz/h5RaL1+LGQShtTXh51ftp7Cs6vS1aT/WFk3fMcC1QE+gMxBmjJnV8Dhr7ZPW2hHW2hEJCQkNd7eNZj5jSOkdz7yBLlzAj78oYM6qfOaOiabXxVdxW8FxEm9N5L5HZuIKDKwN/Jyck58xNxbA6kgmInJO7N69m0WLFjF+/Hje3/YiiVVVDBt6+4n9JRVVzP90L5P6JTC4a1Q73mnrtEXT9zRgr7U221pbCbxOey7n2cxnDBN6xzIxwc2RMh/jOgaR0iEIfKF0j+zPjPAg3nB/yXG3F192dm3gBzSYvL2xAPbjnoMiIl8lf/3rXwkICGDWt2aRmruVK0urmH/0IlJ3O48aX/o8g9ziCib1S2Dex7vb+W5bri2C+gAw2hgTaowxwFRgWxuUe1alBnbgyzwvER5492AZqfvznUAd8g1uzz5EzqFj9J35DRZ9+aXTKQxg5Ur44gunFt1UAPtxz0ERkXbXRtMr5+bm8swzz3DLLbeQVrqWKixXdkphYPeOzHlxAx/tOMqTK3czoFMkjy3bxZALuUZtrV0DvAasBzZVl/lka8s9m1J35zDnnV38/cYB/M/gcLwW7llfTmriRdBnBheXVzIyNob8qmL+/NwCWLjQ6Tw2Zkx1AalQVtZ0APtpz0ERkXbVhtMrP/vss5SUlPDQQw/x7raX6VNRQd+L7yCldzxzbxnGfQvXc6SwnIy8EubeMoyU3vFn4QWdG20yhai19hfAL9qirHMh7WDBiT9c5ZDuzN3/MS4DGwu8pFTkQcxQ7irKZvn0GFYv3MGq/HzGHDvmLKM2cqRTkw4KUgCLiJyJU0293NT0yrm5zv4GUzs/8MADDBkyhNiesWxYf4DvVboxPScAMLJHLG6Xs/DSHSk9zuuQhq/CXN8tcG+deV4D3C4enJrMw69upFcIsHo1VPRgUvGXDJ04kGOLsnnkk094rVev2gL8ZP5XERG/0kSontCc+bTrluFyQV4eJCY652VlOS2aXbsS0K0b04YP56mdCwG4ovvl4HID8KfFOygqq+LqoZ1YuGofYyqOkhJQcvo1HPzUV2sK0Ra67uLO9IwJ5tElO/AFBkHEMFy4uKvEQ+SUaBatW8ee0tLaE9SLW0SkvuY0a59uVEzDMnbvhn37nCmdCwthzx6s282MX/+a5958E9as4d3trzKsrIwuw+8A4NP0HJ76ZA894kJ5bGQkc4P3MuezXFJ35UB29nm5kqGCGvC4XTzYy8O2Ylgc3RsqXBDUl2sK99N7Smem3D2Ibn37qhe3iEhTmrNM5OlGxTQso6rKCfGMDOcrJIQlGRks3rwZGxTEzvJMdlXmcWV5IOwvhdxcXll7AJ+Fn4zvinn7bVJCK5nbvYS0Yhfs2QNer18sXXkmLsim78ZcE1HK4xFuHt3r4/JRA3FtG0FQzgvcGTScueN2sTfGS/KxY85/mkGD6jedNGzuqZk6tDnLZYqIfBU0p1m7pqNterqzveH7aX4+eDzOWgtFRXD0KMTEQEWFsz8qikfefZdO0dHcPHo0f9/7JO5gy2Xxk6CiAt/q1Ww7GEy/jhFcxjEnlOPjSTFeUsKB0hDnvbnhUFs/pxp1NXdMDN/vHcCOwireKwqCETPBFcA3Q8IIdgdzzwuP88Tu3Sf34m7YVJOd7fQSz85uda9GEZHzRnMnezrVqBiXy1nQqKLCmRUyNtZZ2Ki8HMLD2bhlC0u3beOBq67C89mnvO/eRUppGbHR4yEsjMVFQaQfK+X+KX1wFRQ4laaystryg4OdoD7PHl0qqGskJ/O1yHKSw108uuU43nIg6mKic9ZwfZ/rWLdmHb/45S8orfusGk5uqjl2zPkEeOzYqacaFRH5KmmLyZ7qrGgIOO+d3bo5NeDwcP64dCnhwcHcO2AAG8p3czjQx5UlIbDrKDY/n8f3VtErBL42uFNt62ZpqfNlrVNjd7vPu0eXCuoasbG4R4/m+wPC2FXk5Z1sA6NmQ/FRbosaSMKVCeRk5zDlR1PIKa2zwEbDub2LipxPgkVFtds017eIfNW1xWRP1jqLGAUGQkGB8338eOjXD77+de762c/46ze/SUxAAO91ySbE52NK8CgICWH5tiNsza/ivv7hztCs5GQnlHv1coL+yBHnmfc115x3jyIV1HXFxnLFdeO5KDGCv+3zUTX0evCE0HX3Sq67/DpCe4Wy/pX1PLH+idpzGjb3REQ4/8Ei6qzSol7iInIhaO1kT9HRTqgOGuRMMDVokPN79fvn1Ouv51s330zlhHEsjsxmUkkZoZ7B2MAgHssKpGswXDt5YG15brfTc7ygAIYOhdtvh969m7i4/1JQN+ByGb4/LZk9OcW8ta0Q+l4OW9/kup5XE3dlHBVHK1jw8oLaWnXD5p64OGfcX1yceomLiJyJJprPs2NiePjhh8nKyoLoaFKPfUGB8fI1V2cIjubTzGI2VoVw34ReBCTE1/YdCg6GsWNh2DCnNn2eUlA34rIBidXzw6bjHXADlOTw0faXiRweSczEGDzxHuZtnOcc3LC5JyEBbr3V+a65vkVEmq+J5vO5CxfyyCOPkJeXB8nJvJuzhGivl5TO10DPnjxuutEpIpAbJ/R1ymnOULHziIZnNaKmVn3P8+t4o3gAE4IjeDNrFcZl6HJnFwDe2PUG9w69l/iQ+Nr/XHWdh80rIiJnxelmLKurwftpcXExc+fO5dprr6V///6UVJbwke8AV5dUEJB4EWuKXHxeAL+8ug9BHmdmsmYNFTuPqEbdhOkDOjKoSyR/+/gg/0jqh896T+yryK7gyJIjtbXqttRGK8uIiPiFVi7EMX/+fHJzc/nRj34EwPK9iynFx5WJo+HKq3n8cADx4UHcdGm32pOaO1TsPKGgboIxhoem9+VAbgmrrKXSmBP7Cj4v4ODzB1mxakXbXrQNV5YREfELzWmGzs2FJUvgb39zvpYuhdxcKisreeSRRxg3bhwpKSkAvLfleTpVVTFs2F2sP5DHp7tyuGdCT4ID3LXltcVQMT+ipu9TmNyvA0OToinI+DFpVbdhXC4+d/u4Y3IcRe/kkvCeC26vDtHmNuucSktWlhER8Wena4bOzYUPP3Tm9A4IcGYjS0uDNWsonDGD8ePHc8sttziHluWSWpjO7RUGV8+JzH1uPTGhAdw6qnv98k83A9p5RkF9CiYvjx8k+Xh99UfYwAqM18eISuge78MzPpxXly7jd88/T+9OnWpXdykpcWrBLelA9hV7riIicqIZuqrKma+7qMiZJrSmH096uhPWgYFw8KDTUzsxEXJzifvkE1547LET76X/2fICXiClyzg2Hz7O8u1H+eHl/QgLaiTKGus7dJ5S03dTcnNh6VImZm7hZwH/xoUPcP7Bri8qpuLKDnhc8MjrrzvHtkXvwq/YcxUREZKT4fBhWLvWeZwXGOishJWX57x35udDZaXze3Cw09M7KIj1OTlszMiofS9d9TQLv/wnWMvSjI9Z85+5RAZ7mD2m+6mv/xWgoG7KunWwfz/G4ybB1K/RXnO8mKAoD5eOCcP4fM5/srpaOhPZV+y5iogIsbHOtMqRkc4c3kFBMGKEU2tOT6+d5CQ/3wlxgIoKvr9iBVcvWID32DFY9TSrV/6MYx4XGMMboR4uy3+MP3TfRGTw+bXARkuo6bspW7c6/4FCQih3xRLsq+3Qlej1klJaxo47uvFY5c3U+7xTUAA7dzqfHM/0efVX7LmKiAjgVDxGjHBaHetuO3YMRo6E/ftr15wOCuKT7dv55OBB/vbtb+OOi4MV3+N/4qOcc4zBh2FBTAj/78g/gYfb7WWdK6pRN0Nw/NVUElhv23XHy8j2uEiNzGNtXh55WVnOJ8K1a53/bIMGtazXdmun4BMR8TeneqwXGwvTpsHkyc7z66Iifr9tGwlRUXzriisgOZklruNkBXhOBH2ly/BGeBh5lRdG/x0FdVP693eCt7QUIkYSEH0jWTYOnwULTPH0ItYdwbNVOxj505/y2BtvOGuoRkY6nxyjo8/72XBERE6rOXM/nO6xXmwsfP3r8Ic/sO6SS/hg2zYeuvVWQidOxBcTzW/jY09aWcuHYV5cx3PwAtufgropI0ZAjx7OwuP5+aTaUUyveoxe5S/yup2Mu2grV3WfwnqziRlXzeBv//kPRd26OedFRdWWo5WzROSrqrlzPzR3Za3YWLa53SQlJXHfH/4AsbEs2fEaeW5X/WZznFr1p2EJZ/kF+gcFdVNqmmOGDSM1oQ9z8jryz68PZGyfOJ4w36TM52Jy+iaqfFVceuul5OXl8c8VK9RrW0QuHGcyp3YzH+vNmjWL3bt3ExkZSaW3ksc+/xPJFZXcsTuFFXuOs3HPAdZklHD13mv5+bjXz/IL9A/qTHYq1f+x0sp2M3dkFCm94wmMieLr847xWY9ZTD8wnyFDJrLRtZFp06bxyCuvMGfqVILBqUmXlDjNO4MGtfcrERFpe20190P1XOBp69czeNgwAvr2hdhYXlv9f2TYMv5uLiK3/0xGbLyGwZEuMkt9zL1hACm949vutfgx1aib4d6JvU/8hxjRI5YJfRP4xdEp+CI6c33uEXYX7Oam+2+ipLSUjSEhrVs4XUTkfNEWcz9UN5/v2buX4Q88wCPPPQdr1lB8eC/zdv6bERU+xvf6Lu9lWzwGNhX6mNU9kJSKo237WvyYatQt8INpyVz/RDbL+36XGTt+zh979eJAwgEOHjxIRETEySecycoxbeFcX09ELkzJyc4zaWh5K2J6Oni9/N8//4nbGG7p2xe8Xp798PvkumBu6OV8VhrOkkP5hLjhvr5hvLC7hNHhuaR8NSYeOy3VqFtgWLcYJvdL4Ic7+hLScSiXlZSzeN8HuIPd+Hw+MjMzaw8+1wttaGEPETkXaioEx4/Drl3OXN0taUXMyCBz3Tqe/fRT7powgc5hYeTs+owFVbu4zBXJRb1m8uMvCnAB81JieGhQBHOHBTNnqyV1d87ZenV+RUHdQj+Y3pe8Ui9vdLyfG3KzKa4qYcn+JcyaNYspU6bg9VYvi3mqzhZnY0nLr9iC6SLih+pWCHr2hD59nPeZlrTeFRby548+wuvz8aPJkyEzk3m8lWHNtQAAIABJREFUTaUxPHjJL/4/e2ceHlV1Pv7Pnckkk2UySchKEiCBhF1kE4goVsEFLe622rpUq1LFpdpfa61a7ab9WpcqVdRqrVatO2DdV1xYJGxhJ2whgSRk35dZ7u+Pl8tMhplsTEJCzud58kAmc+89c+ee9z3veni5zsb+Zp07skOZlRQKDQ3kWFtYeOFo8opqeubz9TGUou4mJ6TFMHt0Eg9ssDNu6ByGOZy8u+11LrjgAnbs2MHbb78tb6yuFpeQNxER0py+JyzfQNdTJWIKhSJYBNEgcEZE8P7mzfxk0iQyqqvZ617PWzFwcZ2NqHwnj31XyKkZdm4eY2uT+5MzMYP5s4b3wIfreyhFfRTcflIStc1OXqmczQV1jayt2MTk2ZMZOXIkf/7zn3G73YGTLWpre8byVRt7KBSKniaIBkFIRgYbn3mGR2bNAmczTyRvI1SH+bbL+VtRCE2tLu678ES06dMHbMdGpai7S2Ul4/Zu4uykEB4tSeLsqJmYdZ2luU9xzz33kJeXx5IlSwJ35LHZesbyVRt7KBSKnuZoDYJDrvOGJUtoraggzOEgPjmZvOEFfBpp4ZrmTEpixvDfQgfXpGmMSIwK/mfoRyhF3V0OuX5un2CnzqnzrvlyTml2sHT/p1xy6cVkZWXx4osvHtmRp7lZ9mI9cED6gtd4xViCYfl2tgOQQqFQdJejMQi84tt/WbKEkdddR31TE7q5hkct24lza1w14kbuz3czKFTj1gmxPf95+jiqPKu7HCr0H6VpnJtm5endLTwyeiZfOb9nxdp/8MEHHzDUZpMH0iiTGjFCdtaKjJTyhTVrRFlPnizbvAWrOcpxtGG6QqEIAsEu2Tyanf4OGTmVTidPvvEG5+TkEDVsGF/XPcWa8DB+Zz+Pz+uiya2o5a/ZGtFjRnZ/nMcJyqLuLl6un9vGRNLo1NlQfyGDXDrvbn6JEfYoLGvX0lxbix4XJ8liS5dK7/DISDl+yhTZxGPTJmX5KhSKnqGnSja7u9Pfofj2Y6++Sl1DA/fOmoVr9X94LKyaIeYo5sbP5cENtZwQE8Kl5yuZCEpRdx8v1092dAg/TAnh3wUaZ8fn8HWIm/LnprDt/cvIvPgc3lu8UJSzywXlXnV/drso61GjlJJWKBQ9Q0+VbHa3vDQmhsqSEv7+6stcMiaccY7/YykfsDM0lFsj5/FsRRQlLfD7y0/C5NuedICiFHV38YkF3zo2imYd4qsG49I0lobDiDiNiBA3D/zrVfTCTyE+vq2ihs7FpXui3lqhUAwMeqJkM5CVvmtXp7a8fOX1J6hrauW+U000axr/iI1mfEsrk+paeHbVfi6cmMrkoSo2baBi1EeDVyx4BHBBxXrO2XIr3ww28WZUFF+Hh3PrLCe3LW7i/bce5bzsBfLgFhdDcnLn2u0ZE8Llks4/27dDayuceaZstK6scIVC0R5GmC4y0vPa0SauelvpIP/W1sJ//yuK2+GQvJu9e2HOnLZyKi6OBRMKmWaNJHmwhQtSkigNCeHBslJMrS8Tok3lrnNGdX9sxyHKog4it5yRRQrlXFjXQFGohbXWMKpmJZARo/HAlxXo0dGeBIw9ezoXlz7UB5eNGyURLTpaSru+/BI+/VRZ1wqFon16omTTn5W+dy/s3g1msywCzGYoKJCkWS+cTidafTEnpZp5IiaG/SEhpDicTG1uIdZVwYKRESRFW7s/tuOQgaWoe9iFnBEfSXVoEpOam0HX0TWN9+xR3DrLSu4BN98AZGdLlveQIZ2LS1dXywTYuhXKysR1brFIiVdVlWoNqlAo2qe7JZvtyUt/ddTbt0NCAoSHSyw8PFzet2XL4bdUV1czPCOD/24Lo9RsYqlN4uYVZjPlZhMHtUFcd/b4IH7444OBo6h7abOKb9J/wfPRMYdvrFPTqD4tkb/edAWnzJwpL3YlPmQywbp14kqKjganUxR3aKi8plqDKhSKjuhqhnZH8tLXSi8ulrbIVVWyQUd9vd/TPvHEE+wrKiJ7/Nn8IikRt6YBoAML7bGUTbidsMSBscd0Vxg4irqXNqsInTqXxTbb4QfQpWn8zx7JyUPj0Gprpa1oV+JDui4rU7NZFLPxmhEDUq1BFQpFsOlIXnpb6Xv3yuuTJokB0dAgyrq8XAyJ0aMBsaYfe+wx5k2fzntxu8kPCz18OYdJY7HNxifR04/Bh+37DBxF3UubVeTWvIFm0tq81qppfBH+MY8+8w9O+/nP0evrOx8f0nU44wyxpsvLxaJOSZHEjdhY1RpUoVAEn87Iy7g4kT+1tZJHM2iQGA4hIWJIFBfDsGFSggo89thjVFdXc8ZFw3krolrMaC9caOxxLunZz9VPGThZ3z2R+eiHDQc34MLV5jVd0/gywsxVNSv5Ju8AiwsKuHDu3M6dMCZGLOpLLpE49Z494oaaMOHIbEqFQqHoLO11K+uMvDTc45WVkJgocikyUpJd3W75mT0b4uKor6/n8ccf5wdzZ/GvhA1EuHUafQwaTC5KWrb1/Ofuh2i6rnf8ro5OomkxwD+Bccg66Vpd11cEev+UKVP03Nzco75ulzAeqshIWRkapVHBbjRSWcnyV9/npv3R1OpmQjSd6cOeZ2PYLl4sPMBli0yEWiLZkJuLKb4TsZjeGrdCoRg4dCRXOiN3jBj2nj1SMhoeDk1N4v7OyPAkrR3i7S/e5o9r7iMzxsmLE+8n0plBzgcVlLbCjScN5rcXTTxGN6N30DRtja7rU7pzbLBc338HPtJ1fRQwAdgapPMGj97YrKKykuUfrWRBSSxPxZZyTWQtDrfG+n0/wuaO5HeDB/PbU3Q2FRTwxqJFfWfcCoViYNGVGHQguWO4x9PTRUE3Ncn7ysralH/pus7++v0sPPh3EuJ0nrZPJXrK5fy5zEZpK5w5Jok3N5ezfFe5n4EqIAgWtaZpdmA9kKl38mTHxKLuDVatYtGWWk5IjiQnrJnyPUWcssPORK2B4VnVLA1ZxHm19Sx9qByXOYbNBQVomtbxeRUKhSKYfPyxxJS95Y+ui1I+66zOncOwqCMjZRfAwkJR0nFxcMEFh5X6gtsWsHTzUlJ/GsPLZTWM+PHHfLj6IDd9X8cYu5n/3TCVFdU6C15dx8IrJpIz/PjM+j7WFnUGUAb8S9O0dZqm/VPTtEjfN2madoOmabmapuWWlZUF4bJ9kOpq5o+PJScxDOx24k8cy8/iW1lBND/JmMT1CT9kaXQkP7vQwht3XKCUtEKhODYc7X7S0LZEKzpa3N1jx7ZR0jv37uTpp56m0dHAwuISRkz5JWzaw8KtDZg1eGKCFe3778mJNbHwionkFdV0cNGBSTAUdQgwCXha1/WJQANwl++bdF1/Vtf1KbquT0lISAjCZfsgfh7+G0aEE6W5eXRDDfMT5nFiWAZvTh5MTMtiqNl/jAaqUCgGNF3tVuav+UkH7nGX28WFt16Irus8dpqdyYPGQPhJLG8KY3Odm5tGRTI8ySYW+Zo15JTvYn7zzo77WwzAvQ+CoaiLgCJd11cd+v0tRHEPPPw8/DFWMz+flMQnpU627K3iodQb0SwR3Blh5bKzpvHcs88e61ErFIqBRntK1lcRGhtt+Gt+4qeRSlljGdd8eA23vHkLmz/YzBmzM7nSVAXnPU5LVS33bGllaKSZm0ZHyVgcjs43o+qlxlV9jaNW1LqulwCFmqYZu3ufAWxp55DjlwAP/7U/nERshIVH6uJIPeVc7jv5ATbbQlldWsYf7r2L5ubmYz1yhUIx0PDXrcyfIly6VOqkO9ksalHeItYcXMN/n/ovZpOJF8cchCHng3UIzxwMY3e9iz9MisZaXwubNsGSJVBXJz0iOjp/LzWu6msEK+v7FuAVTdPygBOBvwTpvP0PPw+/zWph/qzhLNtRxuq9lZydcTYXjbgQ7bLBFB2s4rnHHzzWo1YoFAr/itDlOnJ73gDNosoay3gn/x0Aki5IYtGPU0lNiIehP2bvVytZuKOJcxNgll4pGw3V1spPSwu8+SasWCGJaYGaUfVS46q+RlAUta7r6w/Fn0/Qdf0CXdergnHe44mrZgwjPiqMhz/ejq7r3DXtt4yZmk3MyAj+9Oc/0nC3HR4bB3lvHOuhKhSKgYo/RRgff6SiDpB49uS6J3G6nQCEx4ZQPFUD+zx03cK9u02EanDfJZPh4EFxeWuaXM9iESPnwAGxsktK/Ce2BSMJrh8ycFqIHmPCQ80s+MFwvt9TyXc7K4iwRPB/aXNJuDiJg/U6p24Jobx+P7x3q0dZ90bSxABMzFAoFAHwpwjj42WvgQ4Sz8oay1i6aylNBU3s+eseGspbWWyzUR4ylPdz9/JNuYtfZWgkDU2G1FQ47TTpYpad7TmJobzz8/0ntvXElp39AKWoe5HLpw1hsN3K3z4Rq3rMiue4Z1Arg68ZTNPpCSyKsYOjCT7/Q+8kTQzQxAyFQhEAf4rQbIZ58zpsuvT0hqdx6S5K3yyleV8z5kgzbjSeDFvHH2oTGBfaypVjY+XNxoKgrk5kz/Dh0nJU10V5p6X5T2yDAdkAauD0+j7WVFYSlp/Prcmt3LW9mc9X72J2TRFnmTUemZWKW9N41x3C/Ooa4muK2saKwPNvfn6btnwdXTNgL1/jXEd7DYVCcfxg5Njk54sijImBcePk9eHD2z30uz2fUL+1nvpN9ST/KBlzhBkHOstbd1LmMvFc6E7M2bPkzVlZonhDQqSjmdksmw2NGyevhYV5lLQRI9+4EZYvl0XDAJNPyqLuDbws14vHxjM0QuORj7ej21J4NsaOCWguamb7/+3hT3ok2NOOPmmiM9byAE3MUCgU7RBo7+oOwmTxDVVUvVFCWrTG7uENbNyzj4179vGvwlKutNUzIWe851zGNTIzobRUlPHYsaKkDVd2fr68vnu3uMSTkuTvS5cOOK+fUtS9gZflajGbuH1cNFsb4KuYC1hii8KpaZisJhp3NvHSZw2UTb7h6JMmcnOhoADy8mDzZil98C1jGKCJGQqFoou0t/CvrCTvq9f4dlM9NXuauX9WGOEWT9fFwVoFvzohGiZPbnvOuDg480y4+WaYOFFklLcru7paLOnwcPnRNJFNLtdxX47li1LUvYGP5TpviJWsaDO/bizDrUn0ITQ+lLjT46j6tprrlr8uCRz+kibi4ztO/jImlckkLqXt26X0IS8P9u3zvG+AJmYoFIouEqh+OTcXVq3i5fKPSRodycPnWLn6REubQ5tD44k+eXrgOHIgCz4mRhS11ep1smaRgQPM66cUdW/gY7maNY07hltoCN2Hw2vv6oTzEjCFmVj25ibW71t5ZNJEdjbs2NFx8ld+PiQkyDV37xaFHRcn29EVFXner3bmUigUnSFQmGzrVorDWvi0YR2XhcTwq5NCCfHaZ7qFUMITz4fFi8VY6EqyalaWGBrV1WJIGDt0xccPOK+fUtS9gR/L9SxbCxkNdxOz5yHWjn6BjeNeZGvOf7jrnPHUrq3l5189SGUEbVea5eWd68pTXS3XNKzn0FD5t7HRE/sxCLSaVSgUCoNAYTLgpeqv2fXXXQz+biu1kSMhPBEd2K/HsyHu5zxz8ASRfQcOyO5anVXWcXGSOOZ0ShzbYpGYttk84Lx+SlH3Bn4sV9P06fxq7hgKm+HNHZ4dY377iz/w2/NsuNLgrq/vwuX2WNydTv6KiZGHOilJFHl9vSwQxo6F5OQB5zZSKBRHSYAwWeOo4Tz91lvUb20gWXfy07pf8EziU2Q0v8ojg55ifmkOJ9iA2FiRVRUVXWv5OXw4XH01nHKKZIUnJAxIg0KVZ/UWhrL2YtvKjWRFwJOb67iodifWkVnk1Ufxo1PPZXLt19xfvIJn8p7hphNvkgOMVa1RRgXyu8kkq1SjDCs+XlzkdrtMEE0Tl9GYMSpZTKFQdJ0AZVuvbXyFoqUHyMkK5fTTLsIUNYRrc5uxm3W+LHfxj9hScmLD5BxWq6c9aEVF4Gv5KysdYOVYvihFHQw6qlcOcMyE6kKeaoU6PZRX66MY9c1GFriyeGbunYQs/JDmrS08fcvTTEiYwMmpJ3tqD0Ee9sZGKC4WRRwWJnHrxkZR0tnZUsqwapUobu/Sh3Hjev6eKBSK/kkgeeZjbLh1Nw8+8XdcDS4WzrZD/LmsK9dwAzUujVszLORYLKKUq6uhqkqMh5ISsYz9sWuXZxOQ+Hgpy6qsHJBWtDfK9X20dLe7V34+OWlRPHNyLCEaPFwTy82uLBZOi2bqjCm0DPsBO9dVELrGxF3f3EVJQ4n/5K/YWHFn+8aty8thzhy46Sb/pQ8KhWJgYMiot96CF15oP6mrC/Ls7dVvs3vpbs6YZGXiZb9m97S5/GNHE6EmuDXFwX92NbK8Bti6VZR0SIgYGGvXihL2d+2lS+V9SUmipHfvHpDlWL4oi/po6W53r+pqGDSInEiNC4daeXNvM+NjLeRYJEHj0rue4dGX3mfvq/mkTxrLncvu5MWzXsTi60L/+GP/cWvDteTH5a5QKAYI3t299u+XMFldndQl+7NU25NnRiLqIUv7w9KljLk2nWcHgT7jJm75x2pcbnhiopW5w5OYvq2EBRujWRg7jJzQJjlXcrIsAMrLj+x0ZjQ4iY8XoyM8XF4vL5ecmwGMsqiPlu529zoUb16+p5LPCxvJCmnl+/JW/nfQDYBmS+Rvv7yc0qomRq9JJ68sj0fXPBrwPG1QcWiFQgEexVtRIXKpo6SuQPJs3742lva22p2srlrPnaNcZF5wD0u21LL5YCPXDLMwd0QMaBo5o1NYaC8mLyETzj8fZs+WsFughNbqalHSzc2e16xWUdQDXJ4pRX20dFdRZmWxPP8gC9Y0sjCxgn+lVBKCzh1bXCxftweAmTf8jYvGhPHO8+9xgSmH/2z9Dx9/+o+2bijVtEShUATCULx1dZ7GIVar/B6oYqSkRLaaXLECVq6EZcukx3ZBATid6MD5991D3ReVXOS0UTP6J/zp/S1MsME9k2PbnC5ncATz9cK21wgkH41EWKNeWtdlfAOwHMsXpaiPls4oSn89cuPiyNOjWJhYSY65nrSoEG7ICKVV1/jo+91yXFQCf731Sv49L5R743I4IXw49xX/izXfvMY17/2U8qZy1bREoVAExjAkbDaPpVpRIftBf/WVuMO9F/7x8RJDrq0VN/nGjdKC2GaT3zdt4tUP3mXHyr2Mb2zGnvoj/vrZLiobWvnLlBjMTU1tr9/JLTIBT4OTzExxdZeWSm7NvHkDXp5puq73+kWnTJmi5+bm9vp1e4z2sr4NJR0Z6cnUbmgQZbp6tcRrNOnkU+9wc9qH5QyzunnzrrlomgZffwzLroLkHErG/YJLd/0et9tNnd7EZSMv457p9xz9GBUKxfGJd4x61y6xVPfsgYwMiQEnJUnlSHq6/NTWinu7okKUtNGPobIS0tNxulyk/eEuqvQmNt85hprRT3DxN7VcNzODe3OS/cu67GxxX3dG9hzHckrTtDW6rk/pzrHKog4GhlU7dar8vnq1x3IO1CM3P/8It3mUxcSvsi3k1sD7G4vlxSZg2AU89tZH/PKeP/Db5J9Qqzeio7N452KxqqH9nW3UvtMKxcDEkE0JCZCaKi7v1FRpHjJsmFjWISHSFMmQC+HhEkseNkx6LwwaJDKrqYmnv1lGaXENs+fFkpH2E363zUmK3cov52Qf6d1raRELeedOGcvUqR17+1SnRL8oRR0sAinDffsCJ5v5cZtfGtvK6MQIHvpwG80OlyjzlPNw6Gb++8V3vLnyc4xOum7dzaINizpWxO0tFhQKxfGNofwuuQROPRXmzhXrec0aKX+qqBA3c2SkuKoNuWC4y5ubITmZ5uxs7n1vCRHZEdx3YhYvxJzNtrJGfv/DsUSFhbS91tSp4ra2WpVxEASUog4WgZRhXV3gZDM/8WXz9OncO288RVVNvPDdHlHmFY3cetpppNlNvP7cR7jdEq5wuB1iVW/NbV8Rq32nFQoFeJLFVq2SxkgVFWLxFhRI17CsLOnH3dAA0dGwYYMklNXVEVZVxQm/SGXGZQkMTb2Rx74r5IxRiZw1NunI6yjjIKgoRR0sAinD6Oj2k838uHpyRsQze3QST32xk7Llq2H9eqw1w5l+/iCa9jVTvdyjYN26m0X7325fEasSLoVCASJ3NmwQxaxpopQLCyVOvXq1xKSnTRMLePNmiWVPnIheXs6K9f+laoyVWxJTuS83BLfDyf2WfWiffHKktayMg6CiFHWwCKQM09O7npVdWcndMZU0tzp59JtCWYmaInBPSyY8M5zSt0pxO6Xe2uF2sN5d2L4iViVcCkX/oL1ck2AQFycK2mqVuLTLBWlpImO+/Vas7SlTxMA49VQ47TSYMYMrP/mEm9atZJDThc1xEZ+02ri9aRvpy7+QGLeva1sZB0FFKepg0Z4y7EqCxKGJmlm8m6uiG3idZLZu2gOtrbx9YBgrZptYfkkYy/YfIETXubKukbeGXtI5q12VcCkUfZfeSvqMjJSEsQkTRClHRYnCtlqlIUpcnMciLvqM954/n1dWrOBAhM5l1Rr3VGWTrTVxXWSNKOmioiNd28o4CCpKUQeLYClDI7bjdHLbYAfRuoM/Jc1Ar6uDkLVMSDEzNdVMvNvNaXUNLI0Io2Xlox1fW2VTKhR9m96I61ZWyrnXrhUFC5IRnpAAs2aBWzx1xMTA7g9wr/8bN75XRkhsCEnnxHNJfRlTXMv5i2sbFk2X99XVyTHerm1lHAQV1es7mHj31e5uPeChHuDYbNhbm7jdUcz94WP4vC6a2XodRsr3bR82s7HxADW/yuZTZwXnGb141URQKPonxtz3pqMtIbuCYbFnZspPZaUklA0ZAoMHSzmWd7js8yt4cn0DxUWtpN2YhjnMhMnk4IHQ14nlx1BXL+ex2eQYX9e27z4DxvUDycTjuIb6aFEWdU9wNC4sI7aTng5NTfwkrIrh7nr+EjcZ3e1JzkiK0vhyUysRedW8GRMr1/jsM/j0056LbykUip6jp+O6hsWekiKetbQ0aWYSFSV1096tOuPicDSXc//XrUQMD8c+3Y4GLIqxE0OFKPa4OGhtlfN05NruSCaqXg/tohR1T3A0LiwjthMSAmPHYkkYxO+q1rI7JJplideBSTZhv2NGKMNiNA68Vsoas8aupiLYu1e6D6kHXaHof3QU1z3aRDPvTOz0dDj3XDjpJLnWwYNyrfz8w+cttQ8m+TeZDL42FU3TcGoai6Mi2W9NkDGdfDKceGLnttDtSCaqcq52UYq6Jzia0gTv2I7TCTNn8oPfXM8piRZuK51Bw6jbwJaKNUTjb3OsFBU7qFlWzVvb3pDSCqdTPegKRX+kvbiuP4vz00/hk086r7h9LXa7XRqcDBoEI0aI6/vQAr9p/37+LymekMRQrKnWw4e4NY0XU0bLuSZPhjPP7FzeS0cyUZVztYtS1D3B0bqwfBK/tBEjuOeKGdS54GHrBXDnFjjpX1w0OpJZGdHUvF/FkvC9NO/JP9w3HFAPukLR3wiU9OlrcTqdUgu9e3fnPWj+LHYjt8XHkr34knN5+cm8tvIEcGga68PcXffYdSQTVTlXuyhF3RP0QGnCyGQbJ6TF8NKKvewqqweLDc1yEs+d62LBLT+lLszFp9ElbQ9SD7pCcXzga3EWFsrcDuRBC7Bj3xEWe1qa7A/txScbcvlw5QYi061caLuPuq0PMaH8ESy7/sozic/wVtYfuu6x60gmqnKudlGKuifoodKE+bMy0XX41RsbwO1m1YjrSI6L4g7TJoa4onklodyzj2tnt9tUKBR9H1+L0yiJMjKuweNBay8xy9diHzKkzXlbHQ6uevBeLAkWbvrRtbz0fQSjkm28NNbNwukxLFhRzfKDLW2v1xk6komqnKtdVHlWT+FbmhAEzh6Xwo9PSOS1vIPcXlbL162RLEk9j/SyNyl7IYmvyveT///OJauiQib2uHH+t9sMCYF16yS+NW2aND0w4mCqPEKh6HtkZcn8BVGQLS2wbZskhYH8GxIi89bbTQ6ef/PzZb57z3NNg6oqyQR3OPjlwjspLW7kR7eO46OdZ2ANcfDcVVMw5W8kp6WFhTNiyKt0kJMY1nWPXUcysQdk5vGCsqj7E5WV3G8vIzoEFjdHc3loJen1Q8AcweXpZhq3N3Lv3u/9J3d4NVJh82YpxUhKkhjXqlWSLa7KIxSKvom3xblnj+xoFR8vncRaWiA3V/p1Z2W1n5jla21brYd7fhctf5sXlm8heYKN00ffy76aFh5IbSI9f6Ncq6GBnEgn80dGKtd0L6MUdX8iP581rVbch7qe/MuRwPLQdLCcxK1Z+0keMYh3Fr7HwcqDRx5rTN7CQmkfaPw4naLAly1T5REKRV/GUNZDhsApp0gv7rAwqWWOjva0/2wvMWvNGklCy8uTBbvTCcnJOKrLuCvlO8bcl8nT83/FI3vDOcPawGXWWlHqO3ZAdrZyTR8jlKIOJt2JAXfhmOV7KlmwrplnT47h9JQw3DrcVJXEqvQrMYfH8NBVY3DUOLj+/11/5MHG5K2rk1U0yKrcZhMFXlwcnPIIFQdXKHoWY9Ftt0t4a8YMCV/psv1twMSs+HiZkyaTHNvaCps2gcPB74ueZb3JxR8SfsALJScQYdJ5cEgrWkO9Z9FeXq7aEB8jlKIOFt3prNPFY/IcVhZOtJKTGMbvT7ThBsbYNNa5B8GMm7jKtYEhZ6Ty+fuf09TU1PZg70YqTU2en/R0UeApKUdfHqG6CykUwSPQorejUqZAiVnl5aKsNU1+DnnVPtr8Ao8+uwX33/eTv/Nk8pot/CWukkRXkydZTZV6HlOUog4W3ems08Vj5p87gRxrCzQ0MDTSzPzMUJZXuDlx/DCYNh8tzM5dl2Yx5IEhFDUXtT3YmLzDh0sXIpcLxo4Vxd3QIA35j7Y8QnUXUhxPHEvvUHuL3s6UMvlIHMWtAAAgAElEQVSrx66ulvcYi3Rdp9BdzPxvP6PlQAs3njCPJ2tjuICDnLNzpSh5I1nN36Jdec96DaWog0V3Out09RiflfIvRttIjQ7j918W4giNhhk38+OS9VjDw3ht82ts3rz5yOPnzIGbboKJE9u2/hs+/OjLI1R3IcXxwrH0DlVWwuLFEkPeswdqaz2L3txcWfjW18POndI22F8HM3/KMyZGuhcmVFB28C9c1fgHbqj+N4VLyzhjyhjey/4RCSFuHrCXywLeYpHYd3ulnsp71isoRR0sutNZpzvHeK2Uw0+ezn3nj2N7aR0vrSiAaTcSG2pjjhbJE79+gtlzZlNbW9vuOfzWMnY3BqW6CymOF46Vd8hQgJWVkJjoiSPX1IDD4VGOGRnS9jMy0lNG2ZHyzMqCgo8h/2kWReusCwtjxbsVmF06F82Zxc4GnYdjDmIfnAhnnCHKOtCiXXnPehWlqINFdzrrBKEbz5ljkpiVncDjn+7goNMK02/m0v07sM+xU1pSyn333ReED9dJVHchxfFCYaGULq5Y4VGUveEdMhRgQoIoWqM6o7BQ/paQ0LmNLWprxRrfvFmsc6PZycF3KdMcvGOLwtXipqWomdtnhjEv5GOuim7glKRDWeT5+TB69JGLdmMx8Nlncn9qajxjV96zHkMp6mDRnc46QejGo2ka988bS4vTzUMfboPp85mMlbGZsQw/ZzhPPvkka9as6fznOJq4k+oupDgeqKwUxVhX1zY7uqSk57xDvgowJsYTSw4Lg7IySQbzXfT629iipkbG29oqVrm3lV53gCdiYnACZquZkb/PJOKHSQzWyrlrkI/3zafPdxuLPTVV7o+xiAHlPetBlKIOJoaimjpVfl+9umNld7TuZiAjPpLrT83gnbX7yS1xoc1YwCUVJVjOtTAoYRA33HADTqez4xMFI+4UhM+jUBxTjI0qdF1KGI2mIMbrwcafAiwogKFDITRUkj+NeWWxtD3W38YW3r0SWlo8Vnh+PmUxaSy1RVK7oQ5XowtXqJn/xUZRrNmI+PpLWLlSFPzkyeB2H3lfDIt9yBC5P5oG+/Yp71kPEzRFrWmaWdO0dZqm/S9Y5+yXHKMki5t/MILBdiv3LtmMc8r1nO8wEx4ZwukLTgegrKys45P0p7iTyjhV9BTV1bJRxbhxoihraqRMKS2tZxaegRRgVZXEoseOhQsugMxMaVjy5ZewcaP0PvC3sUVZmVjh3iWYhyzvO2NTaNzfTOGThZS+UwqAG40/2kfKNpdms7jNm5qOtI69k0WNGm6bDfbvV96zHiaYFvVtwNYgnq9/coyUXURoCPecN4atxbW8sqEG+/QFnFlfz+6hOxl9/2gsMZaOT9JfsrZVxqmiJzEsU++GIpmZokR7go4UYHa2KOjXXhMr12oVN3h+vvzNNxk0Lk6s8NBQOZfdDo2NOG3hbHYVc+ClYkxWE4nzEgFwmDQKwltFXtlsnnP7Wsf+9rPOzITZs5WS7mGCoqg1TUsDzgX+GYzz9WuOobI7Z1wyM0fE87dPtlMx7mdc2tBKk7uFvIr1PPr0TBb+9tr2T9DdrO3etm77k+Wv6H/0dlJkewowK0vad+7aJfHm6GhR1pMmiXu6vLztueLixPoeO1ascaO8qriY17c9TMm3VTTuaGTQabfQsv9vmLb9mWea7uZDfiJu9dZWOY8/74FKFj1mBMuifhz4NeAO9AZN027QNC1X07TcTrlh+yvHsETJSCxrdrj4+J0XSXO0ouk6uqbx8upqbnnoXyx+/P8FPkF3JuKxsG77i+Wv6J/0dlJke/POezMd7x79hYWBn3nf8be0UN68g0drd1D+eiljRp2AdewZuIGro+vJMddDVJT0UsjOluv68x6oZNFjxlFvc6lp2nnAQV3X12iadlqg9+m6/izwLMCUKVP0o71un8V3O7rGRpl048b1yuVHJEZx7cwMTl1xC88kRGACXMCgMwbh+LqSBfc/zunX3kt0dPSRBxsTMT9fJqLvVpn+6GhLvZ7AWAwZ1wKVcaoILr255WJ78666WhbAmgZbtkijk6YmsaqbmsTy7mj8K77jb81v0uKGk8adQNGJN2DRYH5oCf+pjWd6Uwk5aYdEcnW1xKoDLc7VVpTHhGDsR30yME/TtLmAFYjWNO0/uq7/NAjn7n90R9l1lwD7R996ehb1uVUsiUrBdajEwmUxEfuzVLb/ZS/33nsvf//739sff2cxBIk3ERHy2Ts53i5zjBdDCkXQCTTvYmKkLKyuTuaU0cDI5ZLXY2M9NdIB+H7L33nfqnNjzEl88MPL0evdPJJQxfmhjeTEmlmwKZOFxQXkxAAnnujZn17RZzhq17eu67/VdT1N1/VhwI+BLwaskjbojRKldlzOkQ21PBmTeHg7TAPriEimnBLLk08+ycqVK4Mzjs66+oPpIlcuOMVAwdv9bbdLtzCHQ8q4EhJkM512cjMcB9Zxf9N6qp4/QF3pOWyt17nBXs/50c0QHU3O6BQWTosmL/MEuO02OPPMjluRKnqdYFjUimNBey5nYIMtHodW0+YQp6aR9NNx/GxEFulGs/2jpbPWbbBd5MoFp+hLBMtb5EtcnJRX1dfLvBo+XJRzZKSnW5o/7xWAy8G/P7ie75dWUvFNJU8PKeTsESH8Nq4WmprlXEBOejQ53ucwlHRkpCyqGxvld7UYPmYEVVHruv4V8FUwz6kIQAcu5/fGPc6K9R+Qvu/fDNbKWZCUwOawMJbOe43Q61OP7tq+Qik7W7JP23P1d8VFrlD0J3pasaWniwdK0yQrOzxc4tM2W7u5GQe+fIBH9lRQ8VkFQ04+n4Th43kwejeaHuIp2wLPOYx5vXKlpyystha2boVt2+CTT2DuXMk2Vwq7V1Gdyfor7bmcD8W1ZlRauaXmd2S2vEpyxVQqQ0x8/NFdUFlJUVERZ511FuvXr+/adf25sHfsEAuiPVe/2rBDcbzS0+WCRla4sQioqpJ/Bw2S1+Pjj3RTl2zkz1teZe8Lxdjjk9Cn/oQHfzSZ+GuukI5nISFtM8yNc7S0gMkkP6tWSXOV7dtlUeB2w7p18OmnyhXeyyhF3V9pr6QjPh6+/Zbl6/eyN9SOzd3Kv+t/xLBWnVda16Bv3URERAQbNmzg2muvxeFwdP663RVKqgZTcbzS0+WCRpgnIUFi05GRMHiw/J6dLQtl74Xziu9Y9u61vLWsgeaSFqyn38yPT85mzpikwPkd5eWeuRwdLXPbaGUaHS2KOy5OkteqqlTPgl5Gxaj7K3FxMkmXLZNWgikpMGuWvJ6fz3L7UBakJvKPyuU4rFautuXgrpjC5pQ1bFj1MCeO/jdPPfUUF198MQ8//DB333134Gt5u7q3bTsy/twZF3ZPZsP3VHxQoegMvVEuaMwf37wMw+XulfvRvOc/PGipZ9K52ewKuYrEiSdz73ljjpwnU6d65ol3aCo9XTbbaGiQz6Hr4nJPS5OuaNXVqmdBL6Ms6v5KZaWspEeMEJfziBHye2UlVFeTp0ey0LqXnJRwZkW7ubBxL9uqzyXSBa+GbYfvvuSi007j0ksv5YEHHmDr1gDdX31d3WFh0s7Qe3s7X6EUKGO0J7LhVTtRxbHG11tUXCxzpLCw95v/1OzkmYqPKNLMpEUtwJFxGo+OC8X23mL497+lD7i/eeIdmjLamBqbkei6JJ5FRckmJRaLCln1MkpR91fac0HHxDA/rpGcQWaZkCUl3FuzFrvLRHz1KD6NDKW0Yink5/Pkk08SFRUVeN9q3+tkZ8vrO3b4d2H3tuJU7UQVxxpvd/KePZ4+2cOG9fzzbyjYos/gsx+zd/lN/PXbZkoe2MfHK0zckAYn2dwyR0NCZAvN2toj54nvYiMkRNqUnnOOXMNk8sTHY2Pl/aqEq9dQirq/0l5czHD9trZKLKuhgbiqMu5r2crmqnm40Hi99hs4uJekpCQ++OADXnjhhc5dx26XrM+WlsPtCTGbPVt6rlnTu4pTtRNV9AUMZT1kiMyPlJS2z39ubs8otawsKPgYNjzCwdZyLnDbKVlaxskxrdwUt547xkbJ9evrReEa7Ueh7TzxXWzs3CnzOj1dup8ZO3FNnAhz5sgxypPVayhF3V9pL4s6Lk4a+p94oqyEU1Nh1izOP38Gpw5KJqwhk7eirLSULQFg2rRp2BwOmr/+mgOvvhrYJWZgscD06RLjcjrFReY9WX2T03pScapsckVfwt/CsaIC3n4bvvlG3OJlZcFTanFxcPBdcLdwd2wc218oJizczD/PsnCH62XCCvZ4tuk09tauq5NjfedJXJwo/qgoCaUNGyaKOzISrrxSGqLMmXM4D0Z5snoPpaj7Kx1lUcfFSZeh226DBQvAZEJbt44/RxbTUHU6VWYzH1R9DRW7oLISfeVKzr7tNi78y19wNjR4BElnNgzwnqzx8UdO1p5UnCqbXNGX8F041tTAZ5/J3EhKkkXs7t3SArQ9pebrVt61K6BFrtcdYLslhKWf1tFc0EzqNSlo0SFYqJE2o//7n1xz61bZOjMqKvA86awCVp6sXkUp6v5KZ9toGklnh8q20g7s4Y4qJ1pzPK/YotA/ug/y89Giorj5xz/m+82beejNNz2Ts73r+JusWVliMfSW4lTtRBV9Ce+FY3W1KFbDjdzQ4Nn9qrw8sFLzzfMoK4NXXvEkgpWVSWLYm2/CqlXUh9r5eXwCdRvqiDk5huhJdhbF2GkxD4K9e2VRALJN5q5dMi8DzZPOKmDlyepVVHlWf6YzbTS9V8gREVBby89iNV6pP5nt8UtYu+9TJrsmwpjTuHT2bC4/6yweeO455iYlMclikXNkZQXeMMC3LMVigdGjRTj5lo31FKqdqKKvYDyLRky6qQlOOEH+tmuXZE9HRkJpqcwTf/i2262okASuigqZw7t3S7JXQwPu+gp+GxtGdVgImfdkort0HCaNxVFRzDflYLWNkgSwsjIZ17hxUn/tPV+8y7b27xerPyXF83d/ClhtjNOrKIv6eMd7hVxYCOHhmGNjeExLBlc4/7bHwoE3Dq+OF86fT0JkJFc+8wzNiYntJ4n4czuXlMgK3igbS0yEpUvhrbc851HZoorjmbg4SbqcNUsSy1JTZX6AzI/qarGwA3mZvOdsTQ1s3Aj79sm/W7eKRR4TA/X1LCx4lCV5TeiNbkwWE2arGQC3ycyi0BqxwNPSPEo6ObmtdexrvScmwtq1sshuzyOmPFm9ilLUxzveLqq6OkkmaW7mxEE2xplP5quIUIodO+HAKskOr67mhSuuINxioTw6WpLFCgrg5ZePVKr+JmtsrFgCe/bA55/DF1+IEKivl38/+0xaEKpsUUV/pLOLTEPZpqdLQmdamvy+f7/MqXnzAis1Y87W1EjjkdBQUZqhofK70wnNzSw2f89jO3ZRtKiIgx+VtzmFAzfrLWUyjqYmGQccaR37xqRTUqQs6+DBjhVwb+wSqACU6/v4x9tFFRUlE/dQA4MHw5L5Yf7nPB+dwG8rlmIedgrs38/Z06Zx5sUXYzKZRDBYrSJsDKXqPSl93c5vvSXCKCJCBITZLPE4TYPx4z2CbcQI+fdod9FSKHqLrmy+YShbo3lIYaEo2Bkz4IIL/Cu1ykpxmefmyuI4LAwyMsTK3bYNRo2SubtzJ6szLNxnyqX8uSLC45KJyHqSx+JSmG13sby4kQWb3dwxrAmc+0QGREd7PF6xsbLQiImRcQ0b1nYcyckSwjrrrB67lYquoSzq4x1vqzcqSoRFZiZERzPMFc5k01jesUXSWr4RbCVS1pWZiSk2lsqtW7l96VLqWlpkonemBKO2VpR6eLgIKptNlHRDg/zd4ei58i3lUu+7HA/fTVdKkrzDQtHRonDHjm1fSX/2GaxfL5UT6enSk+D992XhO3OmKM+aGvYW5nF75EdUv7KfhioX9rl38sD4aGYPtkJEBDkxGgsvHE2e5dAWmQcPioerudmTSGZ4swoLRXl7o5LC+hzKoh5I2GwiLDTtcL/tBTNu4GfLb+X5iFRu/N+vsIRYoK4YwuLZVjSKJ7/4gtr6el74y1/kHB319bbZxMXe1CTvrasT4WBYzkaCmjfBEAzd3WpQ9QnveY7l/sbB/H67slVrV3vb5+fLWGNjJcejulqUu9ElrKgIdJ3qMRksiNhAVW4Fhctrsc+4lHtPG8/V4w+Nq7ERNI2ckm3kDI2EiGGeRC/Dte29J7xRZhkdrZLC+jDKoj7eMVbq69ZJmdbu3ZIFOnUqTJvG5BGnkRUzkrft4YQ0lUHdAUCHljKmJazk8pwJ/GvVKl5/6y2JmXWkVIcMkczW0FCxql0usRCSkkQAGDvwBLt8qzsNGFSf8N7hWDXHCPb329WSpK7EcKurxdNktYqFa7VKXLu5WRa91dU4yku5PfwTik11PGprZPiUU5j7gwuYP8Ladi5532Pv/2/ZcmTpVXKyXEclhfVplKI+3snNlVpKs1kEitksv+fmAqBpGleO+QnlYS2stoa1OdSMg0WnVzAjM5MbX3yRvZ98Itmg7SnVrCy5RkYGnHEGnH66x+0eFiau9Tlzui4YOnKddqcBg+qu1Dscq+YYwf5+e7K5TkyMeJuam0X5h4aKJZ2YCLW16BvzuH/QGnJNxdxfWoYr7BTsc37F4+FFmIx2vsZccrv932/wv9AYMkQlhfVxlOv7eGfrVk+PX5B/6+vhww9F2MTEMDdzOo+5XPwn2sZJzS1tDo8y1fLKL+5hwr33ctuHH7Lk9NPbn8i+Lr+EBMjJOfKYjhLHvF2WJpOUpxjxbYtFFhtGO0Po3laDXXFlKrpPb2wD6Y9gf7/+3NmpqcFxrWdlSQKZsaiurZWwUUsLnHgi/3TWsjShkMw3ynh8WzVlF1zEE+lVJFqjxWvlrWAD3e/Roz25IsrN3a9QFvVAo75e3N9O52F3YFjuei5phq8iwskLtXBNciLl5kOPRngCGT/4Ae888ghPP/SQpx60PTpy+XVkHfu6LPPy4LvvxNowvAIFBZJsY9Ada0d1V+odjlWb1574fr2f7awsCScFw7Xu3Z//UJ5HWZTGNTOLeDNqD08kbOfEjSY++PAgxdZMLhsUymmmGtnNztdLEOh+T5miap/7KUpRH++MGeOppdR1UXAOB4wc6XEHulz8qGEiJuAP8XGstYaxKMaOW7PAqJ8DMHvaNAZHRuKOjmbfvn3dH09n4oa+LsviYk/LUk3zNHzYssVzTHcaMKg+4UdHZzO5j1VzjJ7+foPtWjf68999N/z61ywavJe1IaX8KeQLxjYn8c3zm0myhzLs9Nv59eAWsYTt9iPDCO3db1X73C9Rru/jmcpKEVBVVZ42hA0N4o4GWLHi8Op9l+Nk4htK2R5ZAprG4qhIrqhqpaJlBFN1/bCb7IZXX+XTr79mw4YNxHTHMvFtj+ivjtqfyzI09EjryJeuthLtamauwkNXM7mPRZvXnv5+eyp0UllJ2eovWRxXjK7JFG58Oo+iGhen/vQWnso2Ezrey119KNObVavauuCN+60qG/o9yqI+XjEEqdUqLrWMDHF3Dx4s+1Tv3y/W9bZtsHIleZqNlLhDe+gCrVoIL8VYSdz5MJSVHl6V33DLLRw4cIAbb7wRvTNucF982yNu2gQbNsDKlZ72ovv3w1dfyd9qamTslZXi8tb1w1mwAXsldwVlYXSPvp6IZzz/q1fL74eqHIL6/fZU6GTNGhZVfYhTc8vvNU6+Lqjk/FNGc0tmFsMO7JLPVV3taWJSVeXfS6UqG44LlKI+XvEWpDExIqhOPVUUXVmZKG2jAUpNDRe7t7LVsfnw4brm5l2bjUjXdlodXxwWcieddBJ//OMfeeONN3jmmWe6Pi7f9oitrbIIcDrhqafg4YdF6LS2isv7f/+TRLLGRo+Lz+WSbkpTpgTvfim6Rl/e5rAryuloGrF0xbXeheuUbc1lcXg+bu3QCzEhDPtjFkNHzuXCkbGy8AZYvlzyNmJjPfXRvoum9hZUx0MTmgGCUtTHK4EEaUGBtPI09qSNioLp01lk/h637m7zdt2kc2v0eELX/hN93SuHX//1r3/N2WefzW233cbatWu7Ni5DuO3YIdY+iKvQUMz790u3pJ075T3NzeL2njtXxpqSAhMnirBS1u+xoy8n4nXW2j9aa7MrW8124Tr3al/ixI27xU3Z+2XoTh1TpJn6rO9lnhgL71mzJEYdqByrujqwHCgsVJZ2P0Ip6uOVQII0PFyE1vDh0koU4OBBNkTX48DV5u06OjtiW/naNQbXe7fDgXUAmEwmXn75ZaZOnYrT6Wx7jY5W6YZwa2mRn9BQ6YoUHi4uPIdD3tPaKhnq48dLs5SsLNmJKD39SGGoLIPewfs+19TIwqovJuJ11toPhvs+Lk4+c0yMnN+wVI/iOqXWIlzAgZcOUPpWKY17GnGYNCrsZVKy5fuZ2ls0BfpbbW3fDl0o2qAU9fFKILfczJkyucvLxWqtrwdd562mS9mY+H9s/OEy+Rn1T26PmkuL3sAfM0ZwwBVN6ytXQIPs0hMfH88333zDSSed5LlmZy2HuDiYPh0mTJDkHl33ZHTX1cm4KirEHb5jh/QqXrFCysoKC9ueK9A1d+1SyjuY+N5nq1W+L99mG33By9FZaz8Y7vvOPPNdvM5FdbVUf1NN9XfV/P7UUHaHVLBxzz7ePnBAkj99P1N7LvhAf7PZ+m7oQnEEKuv7eCVQxiuIAly7VqzXyEh578SJ0gkpN1diwJGRXDf0UvQDIfy9ailXJZ3IBweXob1+NZarl4A5BE3TcDqd/OY3vyE9PZ3bZ8zwrMxrakSplpWJ5eW7GYHvrl5r1oib22KRceg6lJbKyv+888TFV10t8evKSs+5/GWR19bCf/8rgtO3QYpxjMqA7Rr+7nNyskdBHyv8ZTR7P1vtNfYIRiOWzlQxdOE6DreDp+qslLy8mzMyzNx7qne3QJs8015VGIez2NvLbvf3t/z8Y9OERtEtlKI+nglUEjNnjriZTSZxO6eniyLUdekJPnHi4Qn889SL0NF5gve4aNAU3t/3Lfp7v0ZL+RFUV2O229m9bRtPPPEE0x9+mOkzZ3oSxcLDpQXiwYP+S3fMZrlefb0I2tRUSYwpLRXlqusyrkGDPDv/GJsItFfKtXevWN+JifI5mpulQ9vu3Z7e41lZ/rftVPinL3Zxa69ErDNlWZ1V6O3RmfvS3nV8FhofW/ew/vn9xFg1XrkoHLNJMspcpjDMM34D0Qn+P1N75W/+/haMz67oNZSiHogYrueWliNX1HCES+z6wRehOxw8yUdcwTheXf885tZYyDwHrbGRF66+msmbN3PZQw+x7rnnGLRvn1jRLpco47Q0T/xr2rS2Avbkk+W65eWiUJubYehQcYuvXy9jqakRV93w4bKw8BaC/qyV7dulVtxom+pyyTWLi2WRommwebMIJe9xKQJzrNqAtkdH1mx736mhIOvr5bkwFqxdrbPuzH3xtXhNJpkXn38uu2JlZUF4OPq6tbxoepVJP0vjgcIybPEJ0FxGc2QKf2i8hPMyLydneHznx9Ze/bTqIdCvUIp6oBJoRT1mjF/Bc0PaJbitw/nH+n9wMxk8ueUxLLtegJYqYk123pg3gZMXfcRP7r6b96dMwZySIlZxfb24oh0OqX8GcXMXFIgL3mYTATlypFw/Pl7i1DabJJJFRkqGq0FxsVjoxsb38fESx/b+HDU1Igjz8uR4Y5MDt1uU96FacQoLZdtP1du7Y/qKBeatfLZtO/L6nbHyvReKGRmez9KdMEhn74uhGL2vfeCAhHk2bgTgdec+tg+p5n5bA82jbiZi4mngdmONieG80ETyimo6r6j9eRs++0w8VjU1MidtNtmQY+pUpaD7OCqZbKASqLRk8uSAiSnzJ8zn+ogz+S7axf3xdkqd1VyTnEC5VsvEuOXcdNEclm3bxoamJo9yHD1alGl+vihWQ4CYTOLWbm0VN3lSkhyTkSHWvuHuLijwNHcoLpbYemKiJ3Fnxw7pd2x8juZmz/aAFoucf/t2EU6ZmfI6SDJUXd2xtwq7wrHMbj9WbUANKivh00+l1n7dOlFwYWGy6Kup8byvM9/n0WR7+34H0LX74n3t+noZa10dyzZt4or7n6Hl83LSGiZwHnZJiDz0nOeUbGP++NjO3St/n9HplJBQXp6UQDY0yEKhrEwlW/YDlEXd3zma9oCB4lrtuMRuHXIZ+qr/8U97FHlhoRRYLCyKsXNPRRUPnrCDXw7/NUNSUjzWq9UqlnR5uSe+HB8vwsPo2w0SlzYE3t69Yu1OmCB/z8+X5g52O0yaJLXU4LH6y8s9n2PVKtmta+NGsRqcTrF03G7JeC8okPfpugj7/hKX62rLzp6gN9qA+nueQT5rQYEs0ozQxZAh8h3v2CHNbwJZs7t2wbJlstBLOdR9b/z4tu/pqiXuLybeGbxj2jYbNDezr6KC8xe/gyXRwlWj7UxpnCifvbXVs5AA/yGaQPPfN3ZeWCh/37FDvFfh4TIvKypkcazCP30apaj7Mz0lvNsTyFlZ3PZhKS26nZdjogF4xxbFz6trSG4tY0hWFpSX8++yMibZbIyPiRGFaJxv5UoREAcPiqA1sljLyuCyyzzjNhLBQFxzDQ1iSSUnezLK6+okYzwqqm1yWXKyp6lDXZ3EvPfvF7dfVJQIpbIyOWbKFP/3qrf6I3f2OoaF5HSKkqqrk/tqNstGDscDgZ7nkBDPZzeb5dmpqpIF2qRJosADxVl37YJXXpHvPj1dnp2NG0VRedd8d9USh/YVaCC8Y9rp6TStXcu8xUtodLUy8pYMrg47H7PJLu/1LsWKiIA9e+T/xrNihH38zX/f2HldnXi4wNNoyGqV+3GskwIVHaIUdX8mGIKjq8TFgW0wLaZGzLqOS9NwaBo/TBvMlfUOLow1YS928NvnnyciPJzVixYRazKJ23nVKrGYDUu7sJJb/kAAACAASURBVFDc13Z728VFoExakGz13bvlHP5KtgwBZbfLD4iSN9zjTU2S1d6e4u0t67W960BbBV5YKMpm82bPZ29qkvcHWmz0NwI9z+vWSdKhpkn2fnS03IvKSlFUEyd6Su98WbZM3ht7yG0cGyvP4sqV0ve+K/H2YGS+x8fD0qWHqw9ufO89NhwsJePWdM6PHUZ69plyH4qL5b3GxjlhYfJaeLgsUDZulES0adNkUet9v/Lzj4ydh4TI+IcNk/BPeLj8a7P1r/DPAEXFqPszx6jfctlpd7IkKgqXkZQFtGoa/7SFMrf6Ye5I+ZY7bzybfcXFXP6nP+GaMoWykp1cU/Ms5cOTRUBERooLzm4Xi9e7b3eghhVjxogQ0jRR9L4lW5WVYiEsW9Z20wLvvXg7s/lGb204Eeg6a9Yc2USjsFCy4MPDPQlxmibZ7cdLN6lAzzMc+Ty0tnr+1t7mMMXFngWbweDBcp+7Gm8/2rapxsIiK0uUcHk5UcmDOee8GGwT7fxiyHWSr1FUJJ6AujpZlNTWSoZ4VJQsUh0OyelobZXn3DtGb8x/35yCzEyZZ8OGyZirquTfQYP6Tkc5RUCURd2fOUYlM/eX76ZVMwEeAanrJnLqzZzoKufd2FBWZe9jyJXpfPziSm5+8F5Sp7tZ27KLRc1fcs+480Xx1NZK7NhXSAbKpJ02zaN8fUu29uwRQRgZKTHq/HyxRoz4YVcszt6qGQ50HZ9adiIj5Z68954k++m6LFKamiRrvS92k+pO6CDQ8zx6tHznTU0wapQosqoqsYBHjRKXeCBSUuRZifVKxKqpkefG2+tkeDd8Y+Pen8FfhUF7lrjvPaipObwYa4yN5cuowdxc9yzXDUvlrORTSNVjYGKqKOOoKAnPaJqEctLTZXOaIUM8eR1Gj4LCQs9ixHv++4awjPE0N3uyvhMSVNOffoBS1P2ZrpTMBDHmuqViI7rW1orRTTpfhyZwUcVIPqz+kJUpk3hnzlhe3FPLM489Q9YfRxCWbmVx1TfMT5hH/LhxMtawsCPHEajudPVqsTISEyUZyLv7WVUVGJ3RwBPX9nf+ju5Lby2AAl0HjrQsk5PFInK72y5SQkJEqPcluhs68HELEx8v37uhbIqL5dwjR3qa9BgbywRi1iyJUYO8v6ZGnpW5c9sf72efyYIoJUXu8bp18pyNHi2/NzW1X3vs75xffgmpqewpL2f640/w09OHMW5mEw2mMK4OnwWaVzZ4aqocFxrqabP73XcSwjEwlH9Z2ZHdyvxhzCuVNNbv0Lq1p/BRMmXKFD03N7fXr3tc0hkF7C00fC3U9uK0+fmyijdccOnpgRX8xx/zRm0Ev1lTy73Rn/Gz1hfRzImUhJzHFbXLKRtVD4BZ17ikdTT3uH8g5zG27Av0GXzHXlIiJVqDB8OWLWIdhIXJT0qKKHDDutB1UfRnneX/sxUWyk9WlihC475kZ3uSdDp7v7pDoO/FbBbXvrcCb2gQF7jT2fPjOloMt73v+NtrN2rcC5dLYrDl5XIf5s2TBYn3e7r6+X2zvmfN8pwz0HiNfayzsz1d9nRdFkpDh3Z8TZ9zLlpfzgl53zHWWcH0xUvYW1nO6utC+MWkbLJtw3k++ueimDXNs/2rkew1Y4aM/bPPZNwxMR6PSmKi3IfUVNUSt4+jadoaXde7tTevsqj7O50pmelq0pm30DxwQCzaujoRHJWV/oVUTAyXhbdgnWbnju9nUxQWw72uf2A2vUXtKLFEG/IbsMRYeDd+K/ObTyJejxXrJlDmalzckWNPSRFhtHixvD8qSmJ227fLGM1mEWzg3wr2Fvb19WId7d4tgt9Q8Ea5V093bWqvH3sg1z/0/W5S3QkdeH/PRvldQ4N8F4ZS9b1fmibf3+rV7Sup4cPbKubOjNfhkH8LCz15AbrucV/7zh3fBfO+fVL2dIgTWipYGtHE7994np0lLXz4kwi+H5JOtdnBNeN+BrVts8HZtMmT7GUs3q68Er7+WkoZ4+PlPhlZ/33tGVAEFaWoBwJdFZyG0NyzR97XmZrLQ274eYMiCZ9h5+blkzgQ8jsGxy/E7XbhdugUPlmIOdpM5t0ZPBnzDQ+k3CGWzogRgTfy8Df2lhax8MePFyVrdJgqLBThNnq0NDvxdQNWVoqCr6yU2FxpqVjmRi/wqChP3DwrK/guwkDejy7Wsvd512V3QgedfUb9dfgyFjPdzcz3N16LRf6tq/Ms4AzF6Tsuf27uoiKZN4cWHTmNX/DK5//hs90tPPdDK2dkhnBxrM4IdyQzR50jC1ZjcRYdLclf+fnyTIaFeb5/Y/6pTWUGFEpRDwS6KjgNoektpAw3nMMh8TrvBJvycvm9sRHy85lTV8cLJgvXu8cwMtSCw6RhCtNIuzGNvY/spfDpIj651cT94eFoxcVwwgmBN/Iwm48ce3m5uKoLC0WIuVwy1oYGGefKleJS91ZuhjCtrJTzt7SIojbc5ps2SU1uWJgo6mCXY3U1btsbzUV6iu60G+3qMxrM0kR/47VYPO1qTYeKY1pa5DOUlEjs2Eg+27+/bd2/kfyXny9KNyICveETEiPg/+WE8vNJoXwXbiU/1MIfq6vRNO1Ib0FCgiRFBsrfUAwolKIeCHRVcBpC81DnpMM1l5ompUPR0aJsSkqkleKkSfKeXbvk+OnTmdnUxMurtzNp/35MRhVXBDw718qN/6tnx39LeC35Q65ISZNrebsYm5pEUEVGinBsaGg7drNZSrW+/lref/CgvMflkvcUFMgCwlvIGYI9IUHOGR4uGbSFhZ5dukA+57hx4lINZj36sah57y38eQq6GjoIlEjmZ4cpsrKCk5nvfV6zWZ6LpiZRzDablEBt2SKxYaOawO2Gb7+VMVitMoaNG2Wh6B0+SU4+nD/hKC0lRK/l96eFYeQEvWi3keh0cm5ViWc8SgkrAnDUilrTtHTgJSAJqdd5Vtf1vx/teRVBJC5OkmJ8E2oCCU5DsQ8aJMq3uVkElFEGk50tSruiQiyL778XBepyidI7eBDGj2dKup36QjtReOo8b5gcyrZyN499Xsk941/khKufYlxxgwjE8nIRnlYrnHuuCL6mpiOF/rx5EtceMQI2bBBrvL5eXN6xsXLMa6/BSSfJeLxjhkb8z7gvtbUeiyg0VBS5d+lYsFyLfXGbyGAQjLaau3aJkq6rE4+NUec7b5783d/5DU+L0+npQBcS0n4suqNxG3kA+fniWYmMlO9n7lx5pktLJdzS2urZyx3kmamtPbJMKj2djQ4HZ113PS+dF8LsNAeaprE11MLK8HB+WVmFKzIFS9fuuGIAEgyL2gncqev6Wk3TbMAaTdM+1XV9SxDOrQgGRqOFESPEzdzYKL/Hxrbvds3PF6VnZH3v3w8nnugRRrt3y3mam0VIOp2i7BITRdBu3UpUSg5O7QtC9JbDp394Thgjhibz7knD+NWux3k9/W7s27Z5GnhYrWK1mM0Sq/NnacTGyjXz8uT/WVmi+FpaJO68datYZUYPaO+Y4bhxIlQPHpQNPGbMEMHsdHrc78F2gffFbSKDwdF6CiorRUmHhMhCyshmzsz0ZH/7O39Liyw6CwrkHoaGHtmlrrvj9l5U1dXJ/wcNkgXhuHHSd95INgNZ/G3ceESZVKGmMfuCC2lsbWFkNOiYKTdr3JiUSLjbzYUNLr7NuonZHd8lxQDnqBW1ruvFQPGh/9dpmrYVSAWUou4rdEeY+qu5NEpOQITWjh0isOLjRWg2NoqibW6Wv1ut4E4iZPJEqvOeI9pZzgF9EM4hM7nJtISZzSYuLynk+vX38PqMc9AqKkVBhoaKJbNq1ZGlVd7jM9pGLl0qSt1iEcVbUCDjcDo9Hb+8Y4bR0aIUEhPbbuZRUODpg2y4wBsbJQHtaMtf+so2kcHmaD0F+fked7f3Ji3l5Z6ELn/nb2qSBVpVlVi4NpssyrxDFoE2+MjPF3d2aqqEP4yFpzFu70WVEf4BT+9ti48NbLeLm3zjRgkFpaRQOWECP7joEqob6lnxs1CShk5AG3IWj5a8QpXZxEgXxM77O7NPuKxz98mX3upFr+gTBDVGrWnaMGAisMrP324AbgAYMmRIMC+r6IhguV29lc2+fSJUW1pEgNXUiOIxEmGqqg5vprA89BQWOMZzybBwXshvxLkTFo6fzLm7HoDXHLy9bxsP/i6Nu4efKu5FY/s/l6ttMpg/wTR5sljBISGe+tLqanHPG4K1psZjne3c6dmH11CS+fky9u3bJcvWUO5bt4pL02LxeCK6a2EHKsXq78JV0yA3t+3e4sZ30Rmqq0VJG7kQIIul0lIJZdTWBj5/dbUoZ69Wtodr5ztqYpKaKtbypk3yPdjtHg+H93OeliZ5GeDZAjYuTo5dvVoWqq2tYk3PnAnJyTRW/n/2vjs8jupc/53tq+2rVbO6ZNmWi2xccKEFMNiBADE9EAIkhDhAkhtu4JJcEsIlCSnkJhBuYvgBCQESQsdU04wBF7nJvcmyLK1k9bKSVto+vz9eHc/setVsBwze73n0yNqdOXPmzPi8X32/Tiz62rWobfTi7WvTMGVcAQyaJag55MebFj0gyajV6dDe64RnNNa/Wjo7FYpZj4dzDQY//U5qKflU5bhxfUuSZAXwIoD/kGW5J/F7WZYflWV5tizLszMyMo7XZVMyGjlWjmIhav7gxkZudrNm0UI1GplAYzRyM2lrAwYGsEbnwW1ru/HwfCd+Ml6LJ+bbYdRKuG17Kf4v9l28tkgLs07Czx94AW8H6hhjrKjgJlRSwuuKTVfNfS0yuN1uxjIjEW7uwSAt8h07mOz2/vvA88/TRZ6TQ/e/1RrfPjEYJAdyXh7vy+2m+7yhgVa24NY+Vs5vsX6j4Rv/PEhnJxWynh6ueTBIUG1uHj13tKgcGBjgjywryV0eT/Lxm5riGeTUIt7rZDzqYr4WCxU1WeZ39fVxfdfj3vNIhHSuM2bw30Yj33l1Z6vWVioXaWmAJKGjP4IujR5PLUnDaSXZ2BKciv8Kv4lLLc8hNsjoJ0PGMu9zwJNP8v0cTU9o8f+gpobeIK2WTVoECc4XhfM9JUfIcbGoJUnSgyD9jCzLLx2PMVNyHOV4ul3V8eK2NqWTVVYWr6HRkL4TALZvx7auCB6ersMCSwTw+3Fmbib+qt+Mx/ot+L08D16TEW9f/Xuc/fdeXPbbP2L7f/8CJTFDPM1jMtd9T0+8S/riizmXykpuwl1drAPv6OCmFonQCkrc1NTjmkwEhJYWxQpLdHMejwSwL4rbsrqayo9IwBO5DEPlPqglkR0uO1spmROMZKIMz+NJPv5w7/WGDUOTmAC0oKdOJUg3NtJ6V3s4hsvArqzkvETi2tq1QDgMeeVKtNhd+G1XDG99rQPv2nNwmcWOBuNOWKJaqOx+hBHFKwMbsDScC4/fNTqrWN3q1OFQPAleLznfP++JiSkZUo5H1rcE4HEAu2VZ/t9jn1JKjrsci9t1KFApK+N3IulHxKRPPZXgZrMBF1+Mpc3NwKHdQME8gury5VjQ48UCCXi3dQ9+kHE6Gl0/x7Jrfolv/70DFz37O2y/8ZfQXHCBshEmuu59PloV4XB8cpxWC5x5JjezdevoOm9uplt1zhx+n7ipqceVZY534ACv4XAQFNQ0u8eaAPZptdD8NEQ8F0k6krZ1OFGvQVER35vqaq6r2813p71dydQfavzh3uvhSEyEOBx8f3Nz+fdIDGdChAXe1wfYbGjrrMcd1g/hfNmHJ9s7cNGPXLjc40ZMkjCnW49ba3Ox0e3H8vRmRLXKMDHIWKbdgLtb0phNDgyfNyLWW102KfgNvgiJiSkZUo6HRX0agOsAbJckacvgZz+RZfnN4zB2So6XHE2N5kigos4Mj8V4TH5+fIJOXh430blzgXfeIQg2NQGRCM6zWvF890e4ybEAbRm/wl03/RyvTHfgCdd7uOS1P+AOUxAPBIzwZCwBanOVOGVfHy33jAzFrQkofYsBbuiTJ9NV2dVFd7eggFRvaurN3GajpT5tGjd8n4+uVkEfOZQnYiwW8tHQuZ6o1rdGc3Tx6WS0sOLzWbMU6ziB3QtA/LMbbm2SWdtuN5+j36981tTEd8hoHJ3i1NnJeQWDBMsdO/A7TyXe2dyCpp1NcJ7hRL1Th2/u0mNJexEKenVAby/+tqgdYW38UGGNjC2WbuCQiidgOCVHKB/qEkNZ5pp/ERITUzKkHI+s70+AOK9OSr4oMhKoqC3rrCyFEzxZgo4AfauVP14vEAxiik6HV5vexE155+M9x/04L/orPNi6FU+sbEbvxTlYFu7Dj/cvw0r5CiwcN4Mb5ObNtLanTFHmqu5brM7WdToJviL+mbipqTfz9HTGpIuLlWOLimhVD+WJGKuFPFRiX22t8r06Q/lEtb7V8WmnU4kfFxYq2fjJzhkq47q9nR6QYdi9DitKubnAu+8On1A1FHeAyxVvgbtc8Q1QhlKcxNzXraOiWFODZZkzEcv9GM8caEXTM02wz7Th0QvSENv4JVy1pQrIiABGLdDZiRf+2MmwSloa3eY2G+dkNAIZg9ccySoWyofFwne/uprhp7lzmVT3Wb8TKfm3SYqZLCWKJFooXi+BSi2JWr8azAsKCNIiQaekRAHF6mqldEtYxIOu6UyTCf/yfYz/dMzB91qDWNUUxNrlXXC0xfDyt8ZhabcPp2tWAMa5VAQ8Hm5wYpMHuMlNnqywmKmzdc84g7FP0Wxj1qx43mw1beO11/I4sZEvXDj8BijKi2prOTebjaA6lIWczCXb3EwrLSsrHpAHs+ZPSDaz6urh48eJolZoRMZ1ZSXPkWVm3Ofm8v3p7eU7JMtHZurn5jLMUVfH3ANJYkLV1Kl8DiJvQaOhIpHIHZBYcrhixZEtRRMVJ0niWDk5VPgGAbIg603c0lKNQ08egrXCiuLv5GFXIICv6RuVucVi/PF4+G66XAzZWK28t+nT+dxFMttwVnGiF+uUU04sD0tK/m2SAuqUUJJZhl4vrY2hXI9AvIU4XIJOdzc3lZ07ldhzVRVBOz8fZl8XHm5+FVJFJxZOT0fTpZlofakVdQYN/nKpHT/t7FA2sfJyJvCoXZiJ3aXERibL/BGbGkAA37VLGSvRGhktuxXAez10SKGPDAQYPxeMaomSzCVbXc3PEwFZ7coXcqKwmY01Pp2o0K1fT7B1uejBGBhgHbLJRCVs926WPU2dSrD1+wl2q1bxXW1u5nMS2de7d9MFL/IWNm6ktS/qs4dSckajOImxjEZasP39aC504zcTqmDqMcN1lgs51+QgatDgNb0ZtzrWA/4pBONYjMqIxcJ7FNSiGRlcw9paHjNu3Og8JSma0ZNSUkCdkiO7SuXnc/MdyvWo1voTNzqRoFNefuSGKJoaeL3AxIm0OjZvpiIQCkGTloY22YIP08zIvNgCOSSj7fU2PGSQcPO5bmQBjBtXV9NiSqyJHqm7VGcnXaaCzQoAtmzhhjmS5TyU9PZyLqIGWPCi9/YmPz5ZAlR+PjdwtSS68oWcKElDR9voBeA7YrPxWJ+PAJiXRzrYdesIcGYzXcUCZHt6FC7wzEyu3e7d9KJYLHyORiOfxc6dHNfliqf1FEqO2nMkLO/s7KEVp0iEc129GohG0e9rx7WFzfBBC7NLj9wbcg/fZgwSlmWacHdWFucvvA2RCL1Tomvbtm0s+Tr/fKXTW0pSMoSkgPpkl2RdpUSMOTubFsT+/UNzhI9U+qUuw9mzR9mA9XpuwqecQotq/XqguxvLLOMQA5mgMi/LRCwUQ9e6bly+yI1XDq5Eek2M486dq2xwo3X/VVdzU3a5FGCVJGWOR2Op2O3ciEUHMbH5iyzeZJLMKkoGeuXlRzYkGUvS0L8zEe1oG72Ie5RlKnRGIxWVdesIZG1tBNO0NMUjAigxbNFUpbCQXhHhAq+v5/mTJ9MSb2nhexYKKXPo7+fzTvQcybJCXZpMcbLZ+P6uXo1oYQGuLm7Dyof2oWSRG+YrVN4mAGGNhC0mM639vj7OT9DRipIqh4M/ixbFh29OhJBGSk5ISQH1yS7JukoB3JjS07nJz5o1NEf4cCUyane6y0Wr4sABboRi4xb9oAdpGtdYDQhrSFMqSRKyv5YNz5c96HbqcHnX4/iNcQpOnXZL8g2us5Nuyt27CRpWK8fPz1c6LoXD3JhrahTXucnE745G8vM55oYNBBKnk2vY3T06zmlgaNBTu/KPpqzu35mINtaSv8R71OkUZjGvl+dHIkp4oq+P9zBxIv9ub6cbW2Q8m83ApElU/vbsobJXUqK4wgsKqGBOnRqfsa/TJc8pcDjiQTLRS/T880BaGm4yVeP1J3cjx6PDqkkxeA40wSgp9dkDsgFey1UEequVitzevQRqp5PKZW8vsHhx/Dt8ooQ0UnJCSgqoT3YRLkl1yYfRCBw8yBip281NTbjDgSM1/6HiZhs30qKIRMje5HYz0cdgUCwvv5+bmFYLyDIuWXsmKvqasaDEDWg0iHkycKdlBt45sBu1lb/ChdKHuNfeje9MuQ9arSHenfnee5y36CUcDis9qjs7uUmHQoo732rlptnWRmXkaKSsjE0aiosVClPRVGI0FpKwevv6OGe7neus1Q5d1zsaS/nTaKs5lnhpIrCXlio0sz09tIpFQpnRqDzTc8/lMxRMZSIPwuule3vGDFqpra1se6rX07LOzuZalpTEKxLvvz9yTkGiUtHcDDid+KFcjyefrkJGhh6rv+bBR/pvY1bXFkzI2QEE2wFzBry6C/FB9FRMkDt5valTlb7WgpxHcA6o5UQJaaTkhJQUUJ/sIixb9QZYW8tN1GQikL31FgFOlIEMDIw8rrDosrI4dnU1r1NaqjT2ECB3yikEy1AISw+s4+d2O+B0QuNy4YEp6fho3wRc/vYstG94Gz+NVGHTVd/Fryf+FBnIUCgjOztpuR86pCgVvb3cqNWdmUIhWlnBIH8yMuJJTcYibjeVmL4+XtfvJyi2t/N6wwGZ2uotLlbqehNjpmpLeLSW8onYVjMR2IXCEYvRQl68mCDW20vXtl5PJc9qVVqb+v3xTVUmTACefVapUBCx6/Z2Mtudf378HIbLKVArQDqd8r4Eg/jXjGz86efPIj3HgLVXjUORtBhFfR3AhHOB6bcfVoQm+HyYsHEjoLMrlrxWC3z1q/G89V/EBi0p+bdJCqhPdlFbD2ID7OzkBvjRR7QEHA5umps3c+NasGDkcUU5liTxx+XiZlRfT5clwDHnzuX4FRXcyKZMoTtSknit/Hygvx9nlqaj6l+P46zrbkXN+69geVhG9XU/w6+lySjz7cQdaWE80B6Cx30J4Ddxcwe4Aff2Kh2XJk0isB88yO8nTuRnotf20Uh+PhWNnh7eg3ClD9VyUV2TazQq/b0tFp4DKJnniZbwaC3lsSZ7fRbEKgK41fXBeXnxrn/1HBJroEXZn6B+TUvj5729HEPNxy1E5BQMDPA80Ws9Wex6cA4ro734TfPfcPr3x+ERjQMl428DekN8Zy64gJ6jri56cPR6nl9QkDwkkMyDkp//xWjQkpJ/m6SA+mSXobKQ+/qUDVCSFKBrb4/vVjSUqMuxAFrWu3dzo1q4UKkbVbOcJXYGmjIljqAk1+3GzpcexXk3pOHjt/6BulgMS78lYZI1gj0GI5Y5wvhx6z+w0ngZFoYMvK6gMxUg5XTSEps/X5mriGcLqak5kihjuJItjwf45z8J1BoNLSiLhbSlyYgzBCBoNPxRE8So+aiFqC3h0VrKyeLezc0EuxUr4sH4eMezRwL9ZN+PJt6dzNXe3c13tLycSuVgMxhEo3zfEkvv8vP5Xnd00HoXxCOtrfEKUCQC1NXhp089g2fkj5B/nhWPpmVgQvB8oL7lMEUuXK4j/z/YbPG1+ur7TvSgjCUZMiUnraSAOiXJN8CPP1aYuTo7FQaqvDxaICNJYjmWyNQ1GBR3ZuJmLNpW9vQAn3zCkpvJk4ELLzx8nDEzA6veeBrX3ZaLea1/Q72/H29Zubm+bLWQHEV6G2i/mKBXWEjwScZGFg4THAQRimDbeuYZbsD5+dzMn3mGRCjJwLqzky5ZWWbt7cAA3amnnsrNX3gNhKgtYrudbnizmaBitXKstDSFaxyIt4RHayknKmCCQMRoPNKlfjzj2UOB/oQJXGfRhKOsjO599TyOJnYuErS0WmX9gkH+XVMD/N//xTN3CSa94uJ4t7PdjmVeGRXuIBYYSQ36n6s34n+ffwbWiRY8NSUHExzXAMGwwinf3g68/rriFRHPy+9PrqAlK4E82nVOyUklKaBOyZEiYsfRKIE1I4NWQl4erZHRJL2UlTG5q7NTcQlmZg5dryys6ZUrCdSlpdzsu7vpWlRlmkuShKf/77eQf/4ofhGLoX9HL4ylaQiZNPhpejr+0tpGK0lkfWdkxFstc+dyzMpKfjd/PudXWclN0+XiD6D8XrWKc0q0Bn0+rpNIlnM6uVHX1vL6PQkdX9UWsUjgi0aZSDVlCucdDnN+s2YpJWhCyRhLWZRaAausHJoq83jGs4fqdLZ8Oe+nr48K4IEDvO/ublrBTU3xcdzRSlkZwxh79nAttVqO29dHILRalWslctQnuNArDvnx+tq3ka99Bpds9qNqeSes06z4/bWn4jTDV4C2DqWE8a23CNbJvCKJazdcCaTdPrp1PpE531Pyb5cUUKfkSBE9np99lptcZiYzVkMhAsloew0nJmgNlbAlNrK6Oh5jNjMxq7SUisLmzXTbzpunXLu6Gu2mdLwQ1aH2oWoYxxlRdHsRPrGbcW9mFn7y7duh15uSX8/tpoWZkUHrvqGBoGmxsDY3MQbvcNAKHMpadLm44fr9BNm0NB7b0qK0/xQbrCQpFrFI4FuxgvdptxOse3rIvPb887TM1bXrYy2LGopf2+dTGOSEciAY6Hw+xTIdKygkA301j3dfH8fs6KDyS4dWJgAAIABJREFUU17O96u1dWzudjVwud20akMhKpR6PbO9RZmcXq+0NlWDtVrKyrCg8m7Mlf6F01eGUbWqF475DvziUhtuDg/2KRflY7t2cb4LFsR7RQS5SqKHY7gSSFEtMNK9nqic7yn5VCQF1ClJLqWlwHe/q9QlA8zOThZ7SyaiV/H48cpnyVyC4ljRZ1d0YgqFqCTEYgQRjYab3HvvEcxzcrCscDq0wX0ouKUA9X+ux4FfHEDxfxbihSwjdj+zAL8792HkWyYdaYkA3OgyM5USnR07CJJms8JqJcTn470ksxYzMhiHz85mklJfH4HW4SB4dHdz3mKD7eoiWIusbp2O93v++YqFXl+vZMePHz907fpIkoxfe8cOgnV9PeeRm8sY++bNwMyZvH/BkT5r1uj6JKslmWte1EADSrOU7m4l23tggOuoBtPR3pdY13CYzUCMRo4hcg46Ogjao/AQRDtfQ6cuBm+eBZ7FRuRckYmrGg8BgRWAdJ0Sj+7vV3pwC6+IycTn3tTE6+fnc1CPh0mDwvIWtKZGI8E+M3PkbO9Po9QuJSe0pIA6JUOL200ASSxxGY2MxZ2q7rMrap0NBlrY2dlKPNdi4SYNAOPHY010AGFJgm2GDcV3FqPuD3XY/8sDmPj9iagrCeLK976NezQzsLjo5iObXXg8SjmUqNMNh4HTT1cS4ITl2dXF7N79+4/six2J8HN132S7neM3Nx/J4Z2TQ/ATtcJOp8KyBnDzFxaXuGeA4Gm3j831OVTDlE2bCBCyrFjYM2cSOERzDXXMVYwlKGWHm0My17yogQYUYGttJdgNDPCntHT07vahFCZ1TX4wyPdIqz1cOXCE5apKGlzZEYbO14k/zM2Dq4CJiLqYjEecDtzd3gX0BAj4AwMcMyuLayW8Ivv28W+xTtnZfP4rVijd3ETSWTDId0coXCMl2p2IpXYp+VRF81lPICVfUBGWlVqGKg9S99m122l19PQodc6i1zFAMB3MjL5EuguPZD6C7VP+iprT/4wdG3fAY82BbfcZSDt0KzJCOtyBbfif6jsRGGhRNvcNG7hRvvOOwhseDpNresYMJo5ZLARNi0VJJFPfk89HwJFl4Etf4hg+H/+22QjE06cn5/COxbhBL1qkdPMSWfA9PRxDlKaJe66sVCxzYeUKpWUo6e5WOMMFoAg6TJtNiakCnGduLkvVZs8+kjWrvl6Zg05HMpw//5nc6ep5CPARiojRyDCKVqvUQJeUUBHTaBTym2Qu49Hcl5CyMoVoJjeXIDkwwM5ponJAHbKpqQGeeQbRPj9+MeDCtf94EAv/FcCemNI0OqyR8IrVggbJzrlu3861mzmTz0SnU9qhFhZy3WbNojImSbx/0UZzkHkP6ek8fsqUI2PywlOQ+JyFFa+WFEHKSSUpizolxy7JrICxJD2JY6NRAkhtrUIrWVhIl7sAjlCI1tjatVgqSUA3gJ0DgNuNSXPmYOe2LXC73WjrC+KHvzJgQuZLeN7txdbdP8LvuqejJKxH28C7uCPPhgdm98HTXAZUD4Li9OlKBniyDG/1PQnXsSyzDGvOHIJXQwPnPXkyjxtrhrZoi6gG0epqWqQWC5UBr3d0CVhDNUyJxfh7qHklm3NvL63ISIQeB7OZVnlNDT9TW4bJXPPqGuiMDOB736MVarHw/UjW5lHNE9/TozRg0WiOnKPIrrfb+e+JE5XOaUbjkXH8VavQavdg6Y5WfPDPX6EvEkXBLfkwmDSIqqYdg4RfpE/GsrRcZX0OHYqvlRYleRs2xOcBCIu7p0epfujpURS10bLJBYPHxvmeks+9pIA6JccmwyW6jDbpye2mq1V0R1qwQHFNC4tFlmkltbURJMJhxrBFCVZmJlBZifS5cwFJQtR7AO8+/EPMKj8FmRcsQlPBClydsR3/3d6FbXYTNpuMWJYRxo+xAyudl2BhRENrejjObzWgNjZyE9ZomFwkSVQicnPZmlLULQ/G00edoS2UAXHP/f285wULFCtegORICVhDKUtnnUWQTPw8sXwtoXwJaWkKSJvNnJ/PN7rY8kjgnYwYRChvjY1KG8xduwiKIqkxkRt9lMlVH3t78ZMtm1D5+tOQXDrM/94kON0mHJRCcceFNRLarSFgyuz4vtv5+YyJD5UHILwXPh+PFxIMDj3HoVzcgt70aDjfU/KFkBMGqMPhMBoaGhAQLqKUxInJZEJeXh70IpZ5oshIiS6jTXZpb6fbUG0lNTURjJub+bckMYaclgZ8+CFB0uXi746OOCszs7sbNy5ahN+++CLOaPGi4MrvQl/6OO7OTIdGliFLdGsu7fbh9Ng7QPr3aYmpiU+SiQAcn4913sK1uWsXY9nTpiksY6L3sDoePdIGm5jVrdFQIaiqUpjPkiVgDRU/HmqDHw4kxTmicYUIRzQ3K1YiwHuTJD6jxkZ+NpYM8eGS4sR7VVtLhaC9nZa710t3ufBcWK3DruuyVTWosGuwINQKdHcjYnfgP/dJ0Idr0dvyCvQlZlx5yxz80f11OD5YzZNmzVLCLep8hWR9t4fKA6ivp7JZV8ff27fzWYoyxWQK1nA18qk+1Ce1nDBA3dDQAJvNhqKiIkijYb46iUSWZXR0dKChoQHFxcWf9XTi5XgluiSO4/PRrRoOMwbc38/EH7OZG2ZmJkGhr4+9fY1GgsjevYDPB63Tid/cdRcmazS4+aWXUPDY/Xj5mjDuqxiHXUYmC8UkCctEspDDMTZ3YuI72t+vJISp10Hd7GG0omZqq6ykm7qmhmAlXKAajZKAdfAgj03m1RjpGkN9J4hBsrKUxhSbN/MaAwNKDFaW6crNzR17hvhwtcHifejtpQI0MECFIBBgJnw0SjC8/vphr1Vh1+D1lx/FTOPzMIbb4Q07MdXvwLuTAwh/Kx/3txTgNu9kaOp2ccwLLoiPZSdTjJub6c1YsYL12+KdEXkAouytvJz5DatW8T1WE500NZEARTTqGGu4KCUnlZwwyWSBQADp6ekpkE4ikiQhPT39xPQ2jCVpbCzjeL1K84TKSrrFt20DXn1VoX4MBHic0ciNUbTNDAaBt98G3nwT10+ahA9uuQW+SAS/+iSKGoP+MMiGB63q9qiZYDiWutRYjJaXwcCYZW8vXd+1tZzfWNZBAPKKFfFJYsJay8mhpW6xEKw2bKD7t6eH5XOrVytdyoQ1b7EAH3wAPPkkWeaamuhxGE0SmvraFgvHzMlhEpVez/rwaJTWrNWqZI+L46urh78v9XdDJciJ98FmIzDW1ChtRAMBHt/To1xrCFlQ+0/cp30MvbEOXKZ1YuHfGvGDZ/egXqPHn6VL8H1fBTT+fq6dx8OEwg0bqCj4/UpZnN/P+2xqosKSmcl5G43MohfPXOQBLFyo5Drk5lLZFHkHQgnt7Iy/d+DIRLxUrXRKcAIBNYAUSA8jJ+zalJUpiUCyrPx7tKQoQ43T1kbwa26mlWw0khlt7142C7HbaWm1tBAsAZ5nt9PyTEs7nB18WjCIDUuWoPiSMsQgIdwdhhwh+UpIknBfdhH6v3TO2DZEQV2Zn09loqKC84jF6OZsauKPz5ccqIQMB1iJ2c3p6VwDj4dKwfLlXJ+sLIUdSwBGOAy89hoVmZYWrtv27QS7ZOCWCKpe75GZ1dnZTNK69VYm+AmFSZ34lpbGc999l1nhVVWMtycCcaIikAjy4n1IT1c6agkOdYDPKhIZsY94ZNdj0Moh/KBej1fv96LOJ2P6lR78q7kXZ2UuYNJfUZHiks7N5Ylr13LO551H0BXg2dpKhUVkdufk0IJ++WXluSe+/0MpoaJpjfrehadDVASkQDolOIFc3yn5nMpYmbLUkuj6FHzQHR08v6tLiZEajdzUJk+mG7S+nmBhMnGDHDeOm2ZLC48rKCBoZGcDoRAKd+/G5lwnQrFO1P2+DhqzBvnfzYfepUdlWg/+8ZubUXrF/Th7Utbo7lu4KevqOAdBHmKzcX61tQRQkyl5u0ohw8X41TFLr5egJXprNzby+4wMWrWJ7FhbtvC4vDyFtaupSWHuSnwOiQmBXi+vJdjKgOTx0mAwPqba3Mxz29sJfJLEOO/UqfFJZ+pQh8hkFxnRifH13FyOp9dzLa1WJd6r0cQzvw2eG47G8LfVB/GNQDuu+yiCZz/ugbnYjMJb8vBcoB354SitWvFsNBql4czChVwrr5fzUbvlV6yIn3ddHa3mhgae39XFcjT1M050abe1KUqekFRddEqGkRRQp+TY5WgSXZKBw7598X2X//xn/o7FGIvWaGjR+Xzc7EQ9sMVCkBJtInU6ha976lTWrDocuMQwGRU24OAFL+Lmv/4VXT87hAtvvQgbJm3DjvRVMD79Hfxg8t24+6JpyLAZR3fP+/ZxXnY76T4dDlr2q1crZC2AwnmdGJccLsY/Z46ywff0EHA1GrpRd+1SkrwS2bH8fs6rtFRpM2o0cq327eO4alErCwI0e3vJAjd3LsG4vZ0W7cUXK+cli6mKxLaDB7kWwhPk9fI5CDASSkgkomSyG4181mqFRrxXs2fTJS1K+MxmntvVxfNUsflNeZPx0DtrURZ+BN8al4nlLU1wn+NG9teyYdRKeLLPjh+1RmASoZWBAY7Z28u1U+dHVFTEK1mJypMgp6mo4Lvm93Ot1OV9icqs262w4glJ1UWnZBg5oVzfKTmJZCTXp9tNAKquZsKO6Eq1caMSPxQEIUVFdFW+8w432bQ0ApqwWPr7gfJyLM2OYEGmEdfcdBM2/L//h3SnE0/+9llM2FCG90xmVI3bjkV77sIFv38X3316E9bsb4+b8pqadixbVaN84HaTf3z69Hj3r3Bzql3HQ8UlRU2wWhItVwFgsRg9BV4vgXDVKt73Cy8oLu5YjMcXFvJHxHNlWSGQSQxLCBe7KP8KhbimZjPj3Hv28DvRXKOmRrl/Mb/aWjK0dXQolqnIqTCZlB7RAoyEa3vfPn4P8PgJE+LfA3Gs0wmccw69KDYbAVurpWelthbo6UGXzoyfVrfirytuxHbvHXjG2oxGYxpKf1SIcd8YB41eM0hiYsWbuvO5VuK96u3lGgkAHso1rQ7RJCOnESEXIUIh3bCBf8+Zw9p3QQBzLOGilJw0kgLqBPH5fFiyZAlmzZqFadOm4bHHHhvzGF6vF2effTYmT56MKVOm4MEHH/w3zPRzLsnYpdSbXGcnN8yCArq1bTaCUzjMYwoLaTHLMo+bP5/gUlxMt2VGhtIow++nRaZK1CnPycH6P/0J1559Nqrf3oYfTvwO3rWk4YOsA3jccD8+2XEA33hiPV7Y5AVAkL7tH1WoyHPEz3moGH15+ejikupzRLLSpk08Xp1gdN11BEbRLMNg4HGdnQo3+t69LF8TbR3DYbq+tVoC6MAAFYvq6vi4ubAShYVoNvMaej0tw1CIz6GkhN6K5cuVWLPIELdamY09fjxBr6dHuebAwJHsYALkhfKgZihLBDtxbEYGloWysCZ/GtrGZ+MG9zto72/D6i21WPr+Wnxv45140/Br/PPNrah6sAET1xXh7NKLoDPEOw5jGg12jZdpke/dq2TTezwMV7S1EcQTXdOiAUii8pSopAllJDH/oK2NyX3vv8/1CARSSWMpGZV8Ll3fy1bVoCLPgQWlnsOfralpx7YGH5aelYRRagzy4osvwmazYdNgY4KBgYExj6HT6fD73/8eM2fORG9vL2bNmoXzzjsPkwVbVUpG7qtcXU1La+5cAnRjIwHD5eLG39jIjbO/n9ZVbi6tvvnzCXatrUrMPDc3PhY+2OjC6nLh77/+NXytrXA09iGkOx+/rPoXpBlN+ED/a/yl9wzMe/V7iL3WgSKk49nTfoIJpefF38dQMXpgdHFJNZlFbS1jncl6NYva585OrkNzM62zSETpNJaTw6zlWbMI1N3dPN7j4XcGA6+pbhIiekXv28c5ZmYq4GqxKOsrXLxOJ+epduEL0hN1LbHVSoUkGuW4IgM6sRxr3rz4OLfXSy+Bz8dnfNZZPG9wnSs87Xj9yf+FIfMlbLbq8NP0V9CWbsM+SwCBmn60P3oI3W0h/Oi223DfFVfg695fIoz4rm1hyNgS9QLRct47wDWMRDiPWOxI17S6JCuxnEpNTqMup0oMKRw4oCgsWVljJmlJyckrn0ugrshz4LZ/VOHha07BglLPYWvn4WtOOeaxZ86ciXvvvRezZ8/GhRdeiHvuuWfMY+Tk5CBnMAnHZrOhvLwcjY2NKaBWy0g1o93dBJhwmKVJ06YxaWzHDn5uMCgW0cSJBMnOTm7yViutzEWLksfCly8nEA42oXBIEtDWhv4ddWh8sRHLKqwYuCqKP2r+Bt3gJj8O7Yis+wlimTZopl8Zfy9DxegnTDjc9AH9/fGWF3BkXPLQIQJiWppidQNKAlYsRgCWJMaos7L4774+Kh+xGIFOzGnhwnhgFHHuxMQ1QZsqFJyMDIKjsOozMpQ5dnQo3hB1/Fa0Bk2sJV64ML5jWWKtt1ASxNivvcZnW1HB9+GZZxSudQAL/B+g2PA4LrBmQJYkfGI1wBntx4wPe/CPvx9CrtOJl556HF8aBL8XJv7ySOayykoqDz0HlWuLErjzz1feGb8/voZ85syxse+p8w+Et8JkUhQb9bNNSUqGkRMSqO99bSd2HeoZ9phMmxHfeHw9suxGtPQEMT7Tigffq8aD7yWvq5w8zo57Lpoy7Jg+nw933nkntm3bBovFgnPOOQczZszAkiVLDh9zxhlnoLe394hzH3jgASxcuPCIzw8ePIiqqirMTf1njJeRssWdToUm1O/nprdrF3+fcorCiiXKZnp62FDC4eAxXV1KVnliVnVzMzfa7GxeZ7Dl4g9nzYKxpAS3P/gHLLu/Ed5LXVhWGsaPMzPwQFs7PNEAWl/9CeocCzGnaAQrqLOTIDB+PEGnuhpYuZKfFRZS2dBqaZUKABOtEAUFpXADJyZgqWOmop65ry++p7R6jYWsWJE83CASnL76VWUuaWkEmXBYoQsNBDh/SeIa7txJD0FGBuciktRELXF5uXJ9Me5QSkJ1NcvuRFLg7t28XjQKPPEE8J//CbjdWPvhvbgrx43IYJKaJhLDwv5+3JoegXP2bNx3661wjB8fb6UndiBbvpweg4IC5hcEAlzXnp7k76a6JEs93kjse+rnJRjdAgEqkeq1T0lKRpATEqhHIw6zHll2Ixq7A8h1muAwHzu15iOPPIJFixbBMWj1zJ8/H82CvnJQPv7441GP19fXh8suuwx//OMfYVfz/aaEMly2uGDGysgA1q/nBqfTKSxlNhvBY9IkEqHMm0dgCQT4uZpSM5HxrK6Ox7nddCM3NADZ2dB0duK2oiIsvObr+PIHz2D539ux+ytumC4zksGsowueWDtOXbYWF07LwV1fnoR8d1ry+Se6PdvaCF5eL4G4rw8480ylt7Fo5ZlYZqV2uWo0VEDS0niPBw7wWgUF7HmcnQ18+9tDr/dI4YZEgMrIAJYuJYAOJmxhzx4liS4UUvpb79ihWKDJGLWGy24X133tNd5jNKrEqGMxoL4eq95/AQ/0vYKDDg0gS4gGomh9pRX9+/ux/K4i3Orw4aHbb2eOQrJriQ5kZ56pXKOxkRau1cr3oUdlHKjfTXVJVuLchxO118hq5bxkWckIT4xnj9RCNCUnrZyQQD2S5QsoyT3fP2c8nq6sxw8WlsXFrI9GqqqqcP3118f9fdFFF8UdM1qLOhwO47LLLsO1116LSy+99JjmdVKK2ChFLDQjg1aJcbBsSiQf+f3cbLOzFQKO0lKCnrDU1eC0ezdB0u+Pr3Wur+dmGgxi0rhxqLouCzfu9WPXXA9kScLzMSO+KUuwmrLwH6eX4ZFVB/Du7hZ86/RimHQazCl2x+dM1HZiWzQNSydBcXuGw7zmlCmMV7e300tw2WWcX2KZlWDBUrtcZZmb/969vLdYjOsSiVBpSdb1S8jRUFQWF/M6y5dzvnl5VCBaWrheZjOVCTWjVmKcvruboBgOK4Qovb1UvEpKlGvJgwlegQCfr8GA1ZE+PDClGfv7/wSHHEVFIIJ1u4PwPt2EcEcYrrNciISB/3Nl4B516VmiQqLuQGa1Ehg7OrjG+fl8bxJbkgoZScEZStSKj9VKJausLD7JcerU4RvbpMA6JThBgXokUcekF5R6MK80Pe7voxWXy4WqqiosXrwYb7zxBnp6erBAxN4GZTQWtSzL+Na3voXy8nLcfvvtRz2fk17cboJ0RQXdraJ8SF0vLDK6Tab4jdTvVywTAU7hMIHPbObmHAgobFD793NMgwHQ6eA0zMLMM7fhgE2PqCzjwGOHMK09iFeWFuM/zi3DVXPy8bu39+IvH9bAbtLh0Y8O4JHrZuP0ssGciV0yHj5lsGGicHt+8gmvZbcroJSZybi64IAuKFCSqZqbuZGrXa4WC2P1EycqFnggoCTTjbSewyW+eb38SUxm02qZoCas/f37leSysjJ6C668MnlvZQE+4TDv32RiFr/BcDhEseyt7aiYkIOy8dm4o/dZPFCZgZcypuD5gj1ode+DUY7hhu4Qzm+ahPPeW4uWTR0wjjOi+CfFsEywIAZgrTToTl61Knl3MNGBDCBoin7SfX1K5zNHQka/kGPh4BZrLrjbk4V6hgoLpOLXKRmUzyVQb2vwxYHyglIPHr7mFGxr8B0TUN9xxx246qqr8Oyzz6K4uBgvvfQSNJqxV7CtXr0aTz31FKZNm4YZM2YAAH71q1/hggsuOOq5nbSitmZEotK+fUq9sBpoenpo9anJOdTgVFVFq6qkRHGPuly0ch0OWlXBINDairaZs/CqrRYxKQYJQPrCdBx66hDO/PkKXP7uRPz6r6/jf6+agesXFOF/Xt+FTXVduP6J9bho+jh8VN2Gh5eUY0HzHm7owu3Z3s6EJYDAkJZGoF63jseFw7y39HQmNVVV0e2dlaWAyMGD3OjNZt6vYCtrbR3aIgQIEhs38qetjR6K2bNp5Ym+0H19BK8DBzg3cc2qKq5zSwvXtayM4YPVq3lf06ZxnMTENTX45OTwmq2tvHebjdfX6VDR043Xn34OBs8L2GzX4jtndqLOUIOIJGNJzwCu325GcedkBPKLkd25E9+/fCp+NLUOBrkTOKQBdGcBznlAkZHj79sXz3LndPIdEIxsgtREsI5lZnJOQ9H0Hgv7XrJxEuV4NbZJyRdWJFmWRz7qOMvs2bPljRs3xn22e/dulJeXf+pz+TzJSblGastsuN7DNTVKP2uPR0nWUh+3YgWBaOdOWrm1tQroL1xIkNZqAQD3ZW3Hy7aDCEuxw5eQgzG0vdWOzjfbIEWBl+7/Fb7yrZshu1x4Y201fvxmNXojQKZRwn+fV4oLJqZDf6BGsVQPHiRYmExKF6hwmNb13LkEbKORIONw0HvQ00PLeepUgsszzyg114LjPCOD3119Nbmpk63he+/RzS6Y3lpaeC2rlXH/sjJa8iLhSYQWBMua0cjPGxt5fkMDxx43TmFomzlTscQ/+oilcmr38Jo1/K32UskyBna+jM6GJ/CV3PTDSWJf8vfjtgYdPn4xgmXN7Vg1cyYsJhOiBQXQnn02rzF+PJ+hsPQHBjjv4mKlNjnxPYpGgddf53vQ0kKvBqCUj11xxRhf0OMgotY60SOUeA8p+VyLJEmbZFmefTTnfi4t6pScRDJaayZZP2u/P9596HRyQywspIvUaqWll5PDTTEaJeBZrdiqa40DaQCQjBpMubgIrWe60fN6C+yRfwKflKDWlgFrfQ90kg5nZxuwqjmEH7y+H/d/WI/rTy/BNRfMhCPQy6zvV16hBVdaSpDu6lLKj4RlJSy7/Hy6uQ8eJGCKLk2TJinsbIEAXeSTJ/P+k8nGjTy3ro5jiy5bXV20nru7CfKiI5koIQIIiJMnU4nIyqI3Yt06HjdxosKy5nLx+YgYdF0d4+hTpxK88/PjOMZjsozKthCe39+L73b8Ez/IdRwGaW0shp4dfbj8hU7saItgvtOJNocDFrcb2r4+Apso30qs/RatPxOtUXXOg15PcAd4ryaT0oWts/PTjwun2lumZARJAXVKTnwZDZf4aNyHYkNsaiLYSRIt6Px8AnwoRFDZswcv7JvH3sSzZhHsg0Fab5EQdqY14UdXv4Lv60P4bs1P8dvfdMM7IOO2a7+OXy6+DJt9FnxnTRfStVH85u09eOj9alwxOw83nrUYxTNmKLXVOTm8hkgAU/Nfi4SrpiaC9ebNtK4LCmjN5uUpZUWSBHz5y8kBRliSImteALxWq3CUBwJshXnGGUyqEyVEIgdg7lwlyzwapQU/bx7HMxiUGLzoFhaLYZllIip8e7GgoYH3s2ED1hgy8IkhC6bW7Xg+6IQ3qscp5kp8L9eARj23omh/FAf+WIet+/pR5NLg+XPOwWXjxkES7TTDYYUSNVntN0DFJBg8Mnta5Dy4XMBjj/F56wa3wHCYrG6fRVz4eLnWU/KFlRRQp+TElbGUrIwmMzdZIw0BTrJMl+706Uf2phZKQHMz0NmJKfv34znnFPzPtBo87O7F+Cv1sL8Rxh/+8gcse+Yh3HWGE09fcgvWBWbid7My8MQuH56trMNTa+twbnkWMs3T8JWKMiww9NMT4HJhTVcM2zrTsLTnIK1RUUdeVQVEo2ibUoQ7cjfjgcpueKImurFFDbPHQ7BKZg1WV/MYUSccDhM4BTuZzaZY15s20drs7OQ6iBwAtzue6UyWmVDm8XCdvF4CtN/PYxsbUaHX47biC/BweDtmbt6Ch0vOwjJtESIA0C9hoa4Z12U9iUedHYCsQaghAEO+GRqzBnqnHnnXZuPrp1hw+fZ8zjcU4nVlmRaw3X5k7Xc4zHsAqGAJPnX1s3Q6GVKIxThONMp/W61KqdhnIUfT2CYlJ42kgDolJ6aMtWRltO5DUQOsjgna7UcmqKmv4XQSpFtaCIgOB2yhMH67oQjz5ku4/5SfeqDgAAAgAElEQVStsE2P4pLtWrz3Tg/ueaMDhYY/YOncywHTjXjg9Ezc2dWHp6v9eLq2HZ2BKP4lATdPSMP39AFseXsdbqvW4uGvzwJqmmgx79tHazEQAJxOLDNvwWZHH5YVRXH3WgvdvVOn0t07dSotQ2ENqhWcPXtohXd1EYiiUSaNAQRlt5v3t38/7/G00xhr1moJxNXVBOJDh+hREOe3tSlu+PR0KhdaLdevqwtT9Sbc4OrHjd2nQB4/AyFJC48cxNddAVyuX4m/mFbhIZMBmWv6seHtFvhbApjwuwnQO/XIv4U0qxv6TbyWoNvs7mZMfM4chYo1MVnQbldi/ELUVrLHw+xz0THL7aaikpFBV31iZ7GUpOQEkBRQp+TElOH6NCezPMbiPkwEdZ2OcevhlIA1awiOdXX8LBiEBOCyD6KomNWDH2aaUTPDjeJT0hGu7sP5ui4g+hEeXJ6OLfv24dYrrsDtUwtxy779eNlUgD/VhPGXvf14ZC+gkYBLC7Qw67WI+nqg1ekY/5UkoKEBre21eLlQhiwBr4wPYOl7fnj8FrqdS0uV1pqCRlWt4BiNXJPycoKY4N62WnlfOTn0KAjOa1GuZDAwOa+sDGhsxLIGoCJoxoJIOwFu8mSsaRrAtpX7sfQr0xG6+hpUvbMWq2uj+CRtPrbKVlzYsxofGP6FHKkD3bITzo5sHHQP4GapH5ve7UXwYz92dvox0eHAf59fjq91NEPX1QfINkA6DTCdAhS1M1EwGuUcZ81SvCuJzz4xxi+erwh/CLa4jAyui1CESksVj0RPz2cTp05JSoaRFFCn5MSUoylZEZ2chDUp2hImbrrJQD2xcUdibNPpZIw2FOJmrtHQurNaURZ+H7MDGnj1esQA6Mdb8B9BPZa1tMG3Zw2ef3cT/vbaazh10iTcMnkyrrr9dlxl3YjubY/BGW1DCzy433sllvw5CLvGiAWGHJwG4HSzC8tmlmL1pA0IMxkdIU0Md12qx+xDZ2Kp2lsgYtWvvKIwuuXnE9w2blRISaZNY7b0+vVkdGttVZKonE5amno9LfCcnMMJYhVSG26zzsbD3euwwGbAGp8G3zVOx0VoxI2ru1G5ai/6o25oAEy3yXgo8g7Ol/8BPcIAABe68Hx2AA9keoBmA9qXt+H8+fNx67nn4svd3dDq9UDUBMQkejtyc5VmK1/6klJ219zMvt/JgDRZ+EPN7NbYSGVr+nRaz+PG0VOwcyct7bPO4lp8lmQjKYaylCSRFFCn5MSUo2GDGou7XB0THOm8zk5unJmZTP5auZJucpcLMJnQpnfidasFMWHJSRJ2mYw4P38crnI2Yut0M97casefK+tww0t78FbjDjxzQRfcsSBikJEjteN/dY/ieqMPz3VMw8dhF94zHIAhdyW0pmZay+DYsiShMieKqPEFXLjXivxQGgEsEMAy43hUhANYkJdJsNuxA2vGlWNb+nQs7dtD0O3ro8t67lws63WgwteIBRvfY3JaXh7WaN3YFjZhaf3WwxzVIZsDmVII3zy0ETdlz0d+YAD7tHbIkoSn9QUoiYZwWa4ep9simDdrPBy9XQi88zr00TBWd8r4bo0ODRt6EckHvnpTBA80zEP02Z8jJzubLu3MTOCtt+haz8wkgIZC/JkxQ8nMB3h8e3tyBrayMuDdd6lkhMM8v62NSWLp6UzK6+1lO9SeHv5otVRq5szhz2dJNpJiKEvJEJIC6pScmHI0JStjdZeP9jxhmYs2hZmZBIPaWuDcc7HMMR2x6IG4IXWyjKyQHk/Z7fin3YEluVq8N7cJe/dLMOsaoI3pUNcdw/zH/bh8sh5fm6rDjHH/xNyMldjh0aLXIKEgKCOrP4gtJiPCKm+uRpZR5erHV4KP4JS+ClxpPhNTYgZMCbbj9YAXM2ufhUnuRiBqw+tNX8NX9DlAkZNAJChZXS5U9OlwG/LwcGEb5rTX4LWYBz+LFGOJ1IafFZyN2pgbB1s8aGzQICbNAXJ5/b0wYEJ/O26KeXFasRO5HhswtYDPp7cLGO/BP+9vwoPrQtjaEgMkwFJuwcWT9Hi8uRn6PigNVUR4oriYlv/u3bzIKadQOVKTuPh8Slcu8Y4IABOELlu2KEpUV1d8N7KMDIJzd7eSBCc42OfOVeLanxXZyNG+vyn5wksKqBPE5/PhhhtuQH19PUKhEH7wgx/gpptuGvM4RUVFsNls0Gq10Ol0SCR4SckIcjQlK0fL8DTSeQIwRI2wycQELacTmD8fW/e/hXAgntUqIkkw6Rx4fU85Hi9swYuWA3jRkoWvlJ6Fbx54D4hE0BiTYChLw6Ob/fjT+hAM9iDSpgKnXZCOP+j0OCdqwpWeMMKa+LFjkoTSUAgzAn68bKvCrthWzAhkY34wDfdoP4FRprvZpO3FPZq/4pmBy/FE85cR/H9rEewyIWR2I9QhISRL0EHGtUUXAUWAHON1npJzYHNkoijSixkODZY016Io5kdvMII/mCfhG02b8XTWDOR1tCI3pEUgazw+Xv0h3nn/Jdw7LwC8XYOV/Vo0p+mRc40L9lMdSHPo8JC3EXpwzVBQEA8+bjfZ2M4/X/msslLxqgj6WEmioqHO6BbH1tUR8CWJLnxJImCLBieiLr2tjXzrxcUE+LKy4duPflqSYihLyRDy+QXqbc8B7/8P4GsAHHnAuT8DKq4c+bwR5MUXX4TNZsOmwTKPgYGBox5r5cqV8HiOrVHISS1jLVk52uYJI50nSbTWIhEmUp1+OpOSBjm7X8j5L1qTOp3S73nHDiAWAkqBnxsMWJpjxd+8L+EFeSeW5+XgfH8/QhmAbWYanP4I2rf2QV/Vg+7N/XjikruQ2dqGf3V0oOytF/GNvAjmjNMix6ais42ZIIen4QpPBA9bO/CJpwm1zgjSuwyYOxDFf2V4BltzhnGx+S28GFwMg1kDAwBbLAyjQQeDBBhMMvZ1BrBL68DCtAEszQqjKNaP9J4OSONLgbwM4LV1WCM7sNHUidcNP8TdZ5jwyN4ncFf9BITWvIpNdQ0YCMeg0wJ1k0twoLwIgYII8gCEJSoWiMlY5nDi7h35QPgQgXak+Kvaq7JrF4lfRJZ7JKK0+gT470iEgCtCEIOlbxBNdBwOJXFMKH8XX8xnmazz16cdLz7a9zclX3g5LkAtSdJiAA8C0AJ4TJblXx+PcYeUbc8Br30fCA+CqM/Lv4FjBuuZM2fi3nvvxezZs3HhhRfinnvuOcbJpuS4yGg2zaNleBruvM5OulB7ehRms337mHyUnx9v7W/YwPN9PpZyrVvHxCyrFdkFBbjLPB03zbgCT7U9jX+m7cbAII+8bNHh7yVRnCNPR2z6RGhcbiArGxtffRV/WNOHaIw0v3l2CWcUaPHYEgca9k+A029BWXk5/tIYwgaPHw94VuK/M9LhjETh02rwkNOBezu64JG68YZ0C+CYAZjSgRYt0OcENHrs0zYgaF2P32dp8B+tMRg6z4PHNQMoLkLsrLPQFAyiJi8PL36wHD3VH+An8xzYUuTAE7o+fPDhxxiXoUXp6Xb0T3fAVG5BhyMTlxWdj9nZs/HjVXciJpOiM6yR8IrViqVpk+Dp6iJoDhd/rakhMUxNDcG5tpalYGVlVIh27KBVLBRpURMeCNDdLZq0dHcrTVD6+xmT/upX46/pcg3dqOTTjBenGMpSMoQcM9e3JElaAPsAnAegAcAGAF+TZXnXUOeMyPX91l1A8/ahL9qwAYgGj/xcawTyhqiDzJ4GfHl4/cHn8+GKK67A888/D4vFgnPOOQc//OEPsWTJksPHjLbNZXFxMVwuFyRJwne+8x3cfPPNw157NHJScn0Do+f7FscmAjowMsgPpQgIHmY1W5hOR8sskVe7spJu1e3bWfoj+KTr6ggyX/nK4frfn275MV7THkJUkqCPybi0SY+733fTWne7GQevrsZDzsnIaF2BlqqXsb7eh2hEg/vOPg8fmM/F3x+/F5U+HwpNJpRaLCgsGIB2vB5rLsgDJAn+vX6YJBnZBglZMCEjGkSe1I+pViAnLMN7UIK2vxdP6s1YHdWjvHMAt1gjOGP+lyBnFKPoxj9jIBQ9fHtOiwTb5dlwnJ0ORGKI+qPQOvTID1uwMOsMLJx8CaaWLIBG0uC+dffh5eqXEY6FD5+vj0m4tKcQd9cUs/yssJDWbW5u/JrX1JDT3OUioG/Zwmczbx7PAQjQ0Sjjyw0NfH4mE5+Px6MQ2Lhc/JHlsVnFY3nux1NSWd9fWPmsub5PBbBfluUDg5N5FsAlAIYE6mOWZCA93OejlEceeQSLFi2CYzBeNX/+fDQ3N8cdM5o2lwDwySefIDc3F62trTjvvPMwadIknHnmmcc0v5NWxpJkk+guH20m7UidjSRJiWOKmuVEEfXWbW0K41dODv/tctHSttvR5t2Nt7StiA66aMMaCa9kR7F0ciE86ek8p7cXmDkT38/JAbAUWLIUeO45lhKFczChYx086enYZjBgfyCA/aEQntsdRU5IhuXLdDk3LPMi3BXBbtUU7afaUXBLAQBg1327EAvEAPgBAIcAbD/LhXGOWoRDtbAsdMHp0cOQaYAx2wh9uh6ScCtrJVQYY7i3sRkTznkN0rx5cUuxtXVrHEjzPmVsMXcB5RfQQ1FTw+zsior457JqlQKwgFLnvmMHFRiTic+gvp7HZGZyvYTR0dNDIJ87l3XXRwN03d1KAxezmc9+YIBzPNoxRyMphrKUJJHjAdS5ALyqvxsAHPGmSZJ0M4CbAaCgoGD4EUewfPGHqXR3J4ojH7jxjeHPHUaqqqpw/fXXx/190UUXxR0zWos6N5cpspmZmViyZAnWr1+fAuqjlWNJsjnWTNqxxA3dblrMDQ0sDbJYWLPc3Ez3eXMz4PNhmXUdYlJMVFwBAGJaDZadbcLduYO9i1esOPKeW1vpSQgGgVAIl7vduNxspkIwfz7acuxYXLgCocFQdsH3CyH1RHFn0ymwl5QDJSXwdLejqHQSDkU68fZ1P8IaZxoaHUZorDro0zQok6M409cL8/jrYFqqhdlkg1ljRHjHw/gFgMPQK0nYb9AjXWOHNGHCEZbgC6c/Gu+REF2u0ga7XImYcEYG569+Lk1NCvOYeGY6HdfdYKDCo9MpZVvC0+L1Kg1Cbrzx2MDU6STTmdms9N6WJIWtLQWmKfkU5VNLJpNl+VEAjwJ0fR/TYOf+LD5GDQB6Mz8/BnG5XKiqqsLixYvxxhtvoKenBwvULfkwOova7/cjFovBZrPB7/fjnXfewc9+dmxzO6llrEk2iRSaiTG+sWTSjjVumJ+v9MMWG7xez5KipiagpARbyxoR1sb/Fwgjii2hOs55qHsWyVIi3mqx8F7NZsBiwTLzFqhHNReboYcWLadn49vm05Us+mAQpbY8TCpzY4XHAKOq53p9TMLX+23w6M6IY/m6z/0ukFCCFpMkLJs0D3cDQ3stxPqlp9OCDgToktZq+VsNyOK55OQQjIVFnZVF93dGBuPS4hn09fEcgOuiZmhTl20djSu5rAx45x1eW5Y574EBXl88o5Sk5FOS4wHUjQBU/9uQN/jZv09Ewthxzvq+4447cNVVV+HZZ59FcXExXnrpJWhUm9hopaWl5XBcOxKJ4JprrsHixYuPaW4nhQy1qZaVsZ9yZyddpYKjWuXBiBsjkUJz0yY2lRCu67Fk0o5UJpY4Z4+HAFNXxw3e7ydAlZbSPTswgBc2T+UcPB5SeXZ1MdZaUkLGs8pKpYd1WZnS49nj4fc2G927grPb5QLa2rC1uPswg5mQMKLYEq4DPBalHnxQ8ViWNw2x4L6442OShGXjZ+NutaLg82FrqAdhXXyZWFiSsEUTHNlrIdYvEOC8bTb+ZGYmL4saP54xaoDfh8P8fM6c+GdQXZ1cgZMk3mN9Pb0bZWVUZqqqCL5z5/J9GA6wxXM/cIBKg83GZ6jT8ZmlJCWfohwPoN4AoEySpGIQoK8GcM1xGHd4qbjyuJRjqaW4uBjr168/5nFKSkqwdevW4zCjk0iGiyUDSvxRyFBJkAI0IhHGFwVJhlZLisijyaQdKm4o5hyNsnRo7166dxcs4Kbe0MBrT5lCAg+vl98fOEBlQ5YJtk4nwWXrVoKK0Uj2LJOJ9zMwQMAqKeF3ra0Ei7Q0jrtjB1BfjxcabcDE2XT/VlRw3uI+1ZbmIHBujfkRlpKAb2cjEGwg+chgb+oXLIt5vcJCKiVtbRzr9K8y2z3RTS86f6mVrmS5A8nKotxu9uhetYprlpMDfPvbChuZUI7UQCyUGeE6j8Xobpckfiay9LOylHadI2Vwz57N4xKTGFNZ2Cn5lOWYgVqW5YgkSbcBWAGWZz0hy/LOY55ZSk4uGc4qA7hZjx+vHO/3J48VJiYBjRvHuOaePQSZ/Pzj1+u3upobucjyttsJkhs2sH3mddcpICZJtCY//pidqqxWYPJkgqfZTIutt5eAI+49J0fpFx2NkqAjFmOWdCxG0Nm/n251m43H2u2Ka7a3l4qKYOASdKiD8oLndqXFpcVCy1+jofIQHKy6MJmogFitTKKqq+N8MzOpMFRWUglSW7Y+H70YdvvwCXxaLcEc4Fqovy8tTU4Tqlboios5F2GtOxzMA9DpGH7o7VUywdvb+S4I8hRRg52oPCR6dFJ9olNyAshxiVHLsvwmgDePx1gpOUllpISx0SaTDZUE5HQS0NQx0eMx5/Z2ArDdTmvXaKQ139XFDV64kCMRWoD5+QTN3l7O/8wz+ZnfTwARMVf1fVZV0XJWJ021tXHcU0+ltaiOibe389olJVQiNBpa8JmZDCHIMpWA9HQSufT0KGObzVQ6ZJnnGwwsGevpYf14fj6PGRggCNbVKXFyYdnuG3SnT5hwZKLY3LlUCJYvp/Lh8fAnEhndmgvlqLaWa2iz8boZGfzeaKSiYTIRUAcGFK9FSwvB2mY78v0ZzqOTShxLyWcsn19mspR8sWSkhLHRJpOVlQGvvkqgiUTogu3uZsckjSaeevJYLSOnk0AYiSggGQrxc3HdOXMUekuTicAlauGtVh7jdhOoy8uT3ycwdNKULPOedw46sUwmHutwEGSDQaWTlsNBCx9QvBORCOe7bx/XCODcAwEqNq2tdN339bHT1PjxBL/2dh4riEaKixU3fTBI61sdf05LI7j6fMCLL1KxsFqpdGi1XKeNG3mOOt7f3s5jenq4RitXEqDHjWMnMKNRIUWx23lOQwPXND2d/w4GuRZdXYznl5Ye+f6keLZTcgJLCqhTcmLISNnVY8m8tlgIYlotN2ejkQBptxOY6uoITPPmHRuhhKibjsUIBtJgi0azmQARixEMJkzg9TQazkFs/KLBRHk53dkHDgAffUSwKSujFez30y08nKISDHItvF6ldOnss3n9xP7MIr4s6FDVIli9wmFanyYTQV4AvsFAoBfrmZurrKtw0xuN5PEOJnAaNDdzTYQVK3pnFxXRQv7oI97Pl7/MOTc3s0StrEyh/Fyzhr+jUSoonZ1sgWkwELwLCjh3rVaxto1GHuv1cj3OOovrk/j+pHi2U3ICy9hTmlOSkn+HiCQno5Gbo9GoWL3DfZco1dW0DIuKCJCZmQSQ+npaazt2EDDV1rUqbgtAcYOuWJH8e/WcL76YVlpzMwHEaATWriUAa7UExX37CGp6PQHEO8gBUFLCzPWyMh5jNLJhBQC8/z5LkkRmd3MzwUVkkvv9PK+sTOEZnzKFSWSFhbRohZdCiIhXyzLXIhQiIK9fTzB8/33ggw+U5LtgML57lcul9LgWSXHt7Uo4IS2NgFdWRvf5hg0E1w0beC9lZVQQxDpZLFSkdDomru3fT6u7p4fP2eXi52lpSi9wjYYKhFiDDRsIwHY7x9dqmQQWiXCsjg7mC5x3Hltm7tzJ+0p8fxLXCkjxbKfkhJGURZ2SE0eGY2UaLWNTYqcrWSYQCGYw4aK225O7N8faE7i0FLjlFrptN24kcBQW0lrT6QgwmZkEIYNB4QvfuJHKxMKFR7pdJ0wgWBkMdCn398fX8iYmNQ2V8JTopdi3jxay0cixIhEqEsEg3dAiKUysV14eQTUtjVZ+IADMnMl11esJkDZb8rK3hGxy+P1K0lwkQsVAhCfS0vg7K4tgXFlJ69tsJtjm5NDtbrdzPqI8TaulolFayvtSl9Lp9YztFxXxR7j+/X7e//HiiU9JSj4FSQF1Sr5YIiwjAR59fcDmzQQFWeYGHQgoGcWJ7s1kyUrp6cPHKkWLRhEXzsqKB6qdO/mdALneXoKOy8Vz1W5Xnw/48EP+bm0laDscBCvhSUh2/eE+FyAeDNK6lCTOY+9ezkGrpbUpksS8XgKf3a4A1cqVBGsRIxctIwMBhYDF76fn4JVXqPBkZCjzF2ubna0kzYVCnFcoxNi3zca1b27mGg0SuWDPHp4fCnG+oRDXy+HgPWm1Cqe7uGexHn198V4Muz25O/to2qqmJCWfkqSAOiVfLBGWkeCSHhhQEon27qVL+LTTkluBnZ10/woO6YICgoIYZySLvrtbsTyF5W4y0Q2claWAtM1GazUS4TUbGwl6ZjPnLbKwZZmu+qlThwaYkUQN4sKat1h4/729XJt9+zhPMV+LhdZyW1t81yl1y9ZkLSNzczlWZye9CMGgMv+yMoYEAD6DbdsIykVFBO9olPdYV8frBwIE2YkTaTVbLPydl6ck5bW2MhY/VHMWr5feAaeT4+3YwXCDyBAfbq1SkpITSFIx6gTx+XxYsmQJZs2ahWnTpuGxxx47qnG++c1vIjMzE1MTXGdvv/02Jk6ciPHjx+PXv/73dgM9aUQdU66uphXX2krgbG3lZn/GGUwe83oVV7I61ivG8PkUN7AgxtBolJ7Gw4nIVB4Y4I8sK3Xd7e0Efa2WFuI//kFL/733CGp6PRWCQ4c4Vl8fXehmszLnY42Xini2iHXrdJxfcTGBDODv7GyCsNut5ARcfDHnro6Ti5aRixYR4NrbCagZGUpSnZi/Xs9jgkGC/FlnMW5cVETFpaiI34fDHDsrC1i8mMA8bhx/z5rF8W02Au7VVwPf+c7QuQplZUrIQIC7+DwlKfkcyefaom7rb8MdH92BB856AB6zZ+QTRiEvvvgibDYbNm3aBAAYEP1uxyg33HADbrvtNnzjG984/Fk0GsWtt96Kd999F3l5eZgzZw4uvvhiTJ48+bjM/aSUZDHlffu4mRcWcuMX1m1uLoGitZXAoXZvijHcblqSAK3N+nqFjGTFiuH5ogXgl5QQtFpaCGZz53JMv18pF+rpYb/qxkbGqadNI6CJmme3m+cKJrLMzGOPlya6d0tL6WlIS4vn4c7JUZjc2tsVApUJE/j3UK5h4cLPz6f1CsTPf+5chRRGxOPz84F336VikpXFa0ejCuWr3U6lx2xm9rsIYSR7DmrCEkG4IkrJLBaOL55xSlLyOZLPtUW9bNsybG7ZjGVblx23MWfOnIlVq1Zh9uzZuOeee2A0Go9qnDPPPBPuhA1h/fr1GD9+PEpKSmAwGHD11Vfj1VdfPR7TPnlFnYglSUr51Zo1tFjVRBqBAME7N1exAsUz6u4mYGVn03oLhznO9u0EMaORIDRUpjigAGFGhgII+fkEZQHivb0Ex/x8ArLJxNIkgGA9ZQqtcrudrnpRDnW0dd+JGewAx1q0iBbtwoWcb25uPDd5fz/BLhjkfbe1kaTE6x1aWXE6GV/2epVY98GDyrqIBDdh1Xd38x49Hno92tt5nsejWPuCkGXqVK5DNMqa68T1EPcZDPLcQ4eoLNjtCkmLiLGPJqM/JSk5geSEtKh/s/432NO5Z9hjQtEQtrdvhwwZz+19Dns69kCv1Q95/CT3JPzXqf817Jg+nw933nkntm3bBovFgnPOOQczZsw43GADGH2by2TS2NiIfBUzVl5eHirF5pmSo5PERKwdOwh+WVm0XrduZbmWTkcQyMmJdyELK2zPHgJBdjY3+YEB/luj4bnhMAFDnRg1VAKXAOWsLIK/YAqzWHh9oTy4XLxmezsTyAStJUDGsdxcxR2+cePIjSQSZST+dDVdpmA+EwxlGzcSdEVrzZYWWsV9fUOTxng8BECXS8nUrqkhUAqXs9qqr6oikKobpog2nkaj8r1ISPP5hq6BVytsO3YwOa22lh6RyZOppIkSMZNpdBn9RyNH260rJSkZRk5IoB6NNPmb4v4+5D+EQnvhMY35yCOPYNGiRXAMbhrz589Hc3Nz3DGjaXOZkk9R1IxmXq/i5s7JASZNolt11y7GN4VLV8Qo1UD2/9s7/9ioruyOf49/YMf88Ng4BNdmSWC9jY3TADGLAxEbAiFAmgRSihpFW9xNtc2GhFZRUqfKD4kqUrWNwh9NGqFkqbSVNiHqNj/cZJcsNIuyigLFxBA7GNv8XEAGbBzbYGwztm//OO/y3ozf87yZeZ55z5yPZHk88+a+c98bz7nn3POjspItyN5eUzn39bHbW6danTnDCiNWIQy7dKv6ej7fwADvgV+7xvK1tPCXem4uW/JK8fnPnWPr+/vfN/OI3TSSsCqKc+dYuUZX2zp4kBcLVgVeV8fXxVqvu6uL5Zw0ia9bZyd7Le64w5yndbHS2cmR7ZcucQDdxYvsXteFYKxKcfFic5FljZDPyzMD96yvWxdhdhXmrAu2y5fNzmnHj5vdry5fNvtXW6+HV9XH4k3tEwSX+FJRx7J8O652YM0Ha6CM7rsKCr3XevHaj15Laq+6oaEBmzZtivj7oYceijgmGYu6pKQEZ3SaCICzZ8+ipKQkYXkFROa/9vaaOcJz57JSffRR/oLXlrSTFQawZdfaypZXdTVHfeuOV0YXKQCxA7uiq1zl5/NCYf9+fk0vFrKy+KeoiN3gOTms1AsK2BtQXs4LD6WcG0lYiVYUjY2snHRJUWB07XCAfw8Ps6LVvaBbWvh63nQTz/Xmm3msvj5zHF1dLLr3t95LLyw0r5tVKb5Xd0AAABTGSURBVJaVRXoxrClc1mvrtAizy4G3Hjt1Kn8GsrJ4UVFZOXYtda+qj0kZUmGc8KWijsX2b7ZjRI1EPDeiRrD98Ha8VP1SwuMWFBSgoaEBq1evxqeffore3l4sWbIk4phkLOpFixahra0NJ0+eRElJCXbu3Il333034fEERLpSR0b4p7LS/OLPzmala/dFaadQq4w2kXPmmF+0TU38xT91qrm/OlZgl13d8uxsYMUKVsp1dTxGURG71/PzWaFomQcHWWlqy1+f20mpaGW5b5+p+IhYufb2mp4AYHTtcI2uq60t1+xsXlDomuKAWU1Mj6P7Pmslf/w4y7FyJSv1/HxTdn3OU6dYXqsXo76eFzK6ZKq+tmMtwvR4WjbrsaWlPC7A4+p7FqsUa7JIGVJhnAhkMNnhi4cRHglHPBceCePQxUNJjfv888/jww8/xJ133ol33nkHH3zwATIyErtEjz32GO6++260tLSgtLQUO3bsQFZWFt5880088MADKC8vx8aNGzFv3rykZBZgKusf/5iDxbKyRqdf2eFUNrKiwnzvtGmstLWr2E1gV3QaVF8fu4J7erhCWWUll/osLmaloq1/gPdzu7tZuek0r/5+ft5OqViDqHRp1KYmPtesWZH50Fqm0lJWjl99ZR6rO3DpnOrCQpappIRl6ezkY265xRyHiJX0iRO8h19eztdp926WrbvblF1fW50jPnkyz6Wqiq9xU9Poa2stHWu3CLNeD+uxQ0PsMZg/nx/rca1K283nI16kDKkwTpBSKuUnraqqUvX19RHPNTc3o1x3FRJskWvkgniCeayuYmvZSLtgq3iDgqxyZGRwpLcubRp9nmgZzp9npdncPLpBR/QiQStpHUR17Ro/P2kSKzW9V1xSYuZ5HzzIlq1WIN3dvMCpqgI++cRU+L29fHw4zO7yjAzzuKoqjkhvb49Mgbt8mWMCiov5uZkz2aJsbTU7eS1fHqm8tNX+wAPO99DuOtldj3jui9fBXmN9nmSP+oaHiA4qpaoSeq8o6uAg12gcSEWUrlWZanTN6cWLnWVwI9tnn9kHXA0OcrR7tKLQsgwNmZXS9D75rFmR7nOAlW5DA7++ahUvGM6f5330I0fYQ1BRYbq3+/v5mOJiDoR77z2Ovp4xw6x5PmMGF6CxRnpbr8V4LZ5SgUR9Cw4ko6gDuUctCAC8+VL0umyknUyx9i7tZNDj6F7Mvb38vN5L1uNnZJj7rvn5bEW3trKbOCfHuSgJkakou7s571wXVdH7xmVlZo3sWbPMPHW9z1xZyTI6pcBZ3eXa4iZiZd3aylZ5dPOLWAFZ4xmU5cfPkyBAFLUQVNKVCjPWl7mTTLorVXQQkw7GsrOkdZDWuXNmCdOhIbagFy5kl/LVq+xSV4qVY14eK8vZsyOvQ3TKVjjMx2va2swiLQAr0IYGYNcuVvY60Eu3CA2F2MUeCnHRFKcUuAMH+FzWeU+fzgFhg4P2Fc7SFZAlqVWCjxFFLQSTeFJhvHJHHj/OEdvDw+bebVeX+WXuJNPgYGRak96HVsq++IYe5+RJPl53tWpuZoV66ZKZDzxzJis+3as7WvFFK6BwmCu2WZV9Z6fZBxtgS3v6dL5ON9/MSllbxC0t7BbXru7SUmD9evsUuFCIFby1ScnAgFlgxc7ytIuYT0VAlqRWCT4mkFHfgnC95KeVvDyzLrXGGhUdqwToWHR1sZLOymJXbjhsFiHR1cScZBoZMSOSdZMLXb1Llz7VSkIvKPLy2Iq2drXq7DS7Xun96MOHWYGXlY0uiwqMLrFaXMxKWne90nvD2VFV/bTbOhTi8evrObe7p4fls1TYu54CF33+sjKe53ffsbLVHgBdvc0Ou4h5LyOznXD7eRKENCCKWggmblNhohWVVSHGg+5THQrxOLozlLVphZNMumuT1aIfGXFWDESsGE+dYiV55QpbokVFrCiJzAjvnBz+cVp82CmgmTMj653bpS1lZvLi4MgRfq6zk88ZDvOCx00KXGEhu8YXLDDTzObP5zxrJ4+GNc3KupAYb/ezpFYJPkZc30IwsRa4sEYHRxci8WrP06nX9IULnD/sJJOTizsry97Fm5HBCre3l5XpyZNcKW32bD5PWxsf09fHii8jg7tcOVUtc+NKju6qFQpxW8udOzmYbPp0Pv/ly6ZL28nVHo1W1vff7/5apyMgy+3nSRDSgChqIZjYKRc7heHVnmcoZLq7AVa81nKgmsxMDsQCOG1JN96I3vscGBi9b60t2eJi3hvW5Uu7uljZz5nD+8Nvv83nLyhguU6f5vrhdi1ZnRYPBQWj23ZGK0ciPi4c5vdWVPDC4OxZzoXWXgJrw41ogpKuFP15ysjge3HggL/lFm4IRFH7hI8++uh62dInnngCq1atSrdI/seN5eWVpeTUa/rhhyMjtSdPBpYuNc9z/jwrvCtXOABr1iyzT7LdQuPAAZZTp09VVrKSa2oyo7Z/8AMeQ1v2/f08zoIFztdIn4eIlX5Ojnk9nKKbJ09mL4LVda7n5SZCOmiR1Ppa2eVy+1luYcIjinocGBgYwLJlyzA4OIihoSFs2LABW7duHfM969atw7p16/Ddd9/hueeeE0XtFW4tbytOVqAeJzub3dBjNfiYPJnd1/v385d9ZqbZJ/mOO9hitltoRHsAeno4r3naNLPRxrVrZrBXbi4r3o4O54Ar63n27+f3uIluLi9ntzsRv2dggK/JlCnuIqSDGkkdVLmFCYso6nEgJycHn3/+OaZMmYJwOIx77rkHa9asQXV1dcz3vvrqq9i8eXMKpLyBiGfPM5YV6DSO3V74qVNsSU+aZFq/p09zINnPfhZ5Tqdyo62tfEx0o42MDB63p4cXAG6tvbH27KMXKHPn8uOuLv597Rr/9PTwFsD3vhfZlSt63z+oTSqCKrcwYZGobwtNTU0R3bK+/vprrFixIu5xiAhTpkwBAITDYYTDYZDRc3f58uXYbTQteOmll/DMM88AAJRSqK2txZo1a7Bw4cJkpyIkSqJR4nZRwy0tnGdcUcFWeDjMe75Eo/OcdfpYTg5byAMDrBgGBzkq29q0Y2SE3d3z5nFzD11/2w1O0c0ZGSxHRwfX7/7DHzgdbe5cdqkXF/Mx8+ez5X75stnQo6eHo9SPHo2MPg9qJHVQ5RYmLL61qO+9995Rz23cuBFPPfUUrl69irVr1456vaamBjU1Nejs7MSGDRsiXtu7d2/Mc1ZUVODEiRMYHh5GZmYmnn32WWzbti3iGLf9qIeHh3HXXXfh2LFj2Lx5MxYbltjWrVvxyiuv4OLFi2hoaEBdXR0A4I033sCePXvQ09ODY8eO4cknn4wprzAOJGpN2e2F63aZU6Zw3WuAn7cGfdm5WYuLzbSkUIjH0eTns/LUedBuXPmx5NRBbLoT1k03ca54dzfwxReA7tE+Y4a5b9vUxAuOI0dMpXbXXWae+uLFwY2kDqrcwoTFt4o6HWRkZGDevHn49ttv0dbWhtmzZ4+ybt32o87MzMShQ4fQ3d2N9evXo6mpCZWVlVi2bBmUUti2bRv27t2LzMxMAMCWLVuwZcsWz+ckxEmiUeJ2e+GrVrHi6++P3OOdP998X6yFgZ3SyMwE1q0brZzdRFg77dkfOMD73jo/XF+LCxfMMbWcOsjtj3/kJh7z57NrPj+frevTp9llX13Nz3d2JraoSBeJxDUIwjjiW0U9lgWcl5c35utFRUWuLGg7qqur8eWXX+Ktt97Crl27Rr3u1qLWhEIhLF++HLt27UJlZSUaGxvR3t6O6dOnY6ouwyj4h2Ssqeg9bF3YRO/xZmcDt94a6aaOtTBwqzTiibB2CmJrbGRLWqOLrGjFb5UzP5+9BT09PJ/o7l0ZGWxdt7YGM1pammsIPsK3ijpdVFdXo6amBps3b0ZJScmo191Y1B0dHcjOzkYoFEJ/fz92796N2tpatLe34/HHH8fHH3+MLVu2YNeuXVi9evV4TENIFC+tqcJCrsI1lpVbVBRZP7yoiC1m68LAjdJINlK5rIw7aGk5BwYiO2E5LWAqKkwFfuaMaY1PmybR0oLgEaKoo7j99tuRk5OD2trahMdob2/Hpk2bMDw8jJGREWzcuBH33XcfVqxYgddffx3l5eV4+eWXUVtbK4raj3hpTY01VlcXW5xlZewe7uzkiG+dmx0PyUYqFxbyeevq2N1dVBTZCctpAQOYCry3l/fWBwZ4Hz1eGTRBKZIiCCmClFIpP2lVVZWqr6+PeK65uRnluhRjGnn66aexaNEibNIBND7CL9dI8Agd7W11e/f1mYFk6RgrESWp37NvH59P71cnIoNdsZG+vmC6zwXBAhEdVEq5TM+IRCxqg+PHj+PBBx/E0qVLfamkhQmIl/m6XkUqu/Um2Cl0LUNWlllatKPDrPblRtFKsRFBGIXkURvMnTsXR48exY4dO9ItinCj4GW+biq7Tjm1DgX4nIODwFdf8d9LlnBwmdvWom7aTerzf/ZZYi1LBSFgiEUtCF7j1n3sdb5uqiKVY1m906YBy5ZFuuGtr49FrCj4oNUPFwQPEItaELzEydq0s/rS1Xs5WWJZvW6sYifKykb3xrb2u/aqv7ggBAixqAXBS9zssdpZ3PqYILRVjGX1xlM0pquLm44cOcJ/l5ePXSRF6nALNyC+UtRKqes1sYVI0hGdLyRALEVi57rds4etx+LiYLhzY7ns3br0u7qA3bu5kplW4ocO8TVcudJ+7l71FxeEAOEb13dubi4uXbokCskGpRQuXbqE3NzcdIsixCJWgJid67ari/On/ejOtQvciuWyd+vSb2vjeRcUsELPy+PH2uNgRyzXuCBMQHxjUZeWluLs2bPo6OhItyi+JDc3F6WlpekWQ4hFLGvSzuIOh0eP4wd3bqItPwF3gW3d3Tx3q3Wcm8vPO+1nSx1u4QbEN4o6Ozsbt912W7rFEITkiKVI7Fy32dmjx/GDO3e8c5pDIZ77wIBZenRggJ8ba+5Sh1u4wUhKURPRawAeAnANwHEAf6OUchHaKQgTmLEUiZ3FXVhounH91FZxvAO3ysqAU6d4j1pveXV3c+MScWULwnWS3aPeDaBSKfVnAFoB/FPyIgnCBMZu/3blSuD++/2XpuVlQRY7Cgt53gsWcAOQ/n5umekUSCYINyie1fomovUANiilHo91rF2tb0EQfIbU3RYEz/BLre+fAHjf6UUi+imAnxp/DhJRk4fn9htFADrTLcQ4MpHnN5HnBsQ5vywg8yYgJxPIGgaG+oHBIWB4HOVLFrl/wWYiz+9PE31jTIuaiPYAmGnz0otKqY+NY14EUAXgUeXCRCei+kRXFkFA5hdcJvLcAJlf0JH5BZdk5hbTolZKrYxx8hoAfw5ghRslLQiCIAiCe5KN+l4N4B8B/EgpdTXW8YIgCIIgxEeyUd9vApgKYDcRHSKi7S7f93aS5/U7Mr/gMpHnBsj8go7ML7gkPDfPor4FQRAEQfAe39T6FgRBEARhNKKoBUEQBMHHpERRE9FrRHSUiL4hog+JyLa0ERGtJqIWIjpGRC+kQjYvIKK/JKJviWiEiBzD74noFBE1Gvv5gan4Esf8Anf/iKiQiHYTUZvxu8DhuGHjvh0iorpUyxkvse4FEeUQ0fvG6/uJ6NbUS5k4LuZXQ0Qdlnv2t+mQMxGI6D+I6KJTrQli/s2Y+zdEtDDVMiaDi/ndS0Q9lnv3SqplTBQimkVEvyeiI8Z35t/bHBP//VNKjfsPgFUAsozHPwfwc5tjMsH1wucAmATgMICKVMjnwfzKwcnsewFUjXHcKQBF6ZZ3POYX1PsH4F8BvGA8fsHus2m8diXdssYxp5j3AsBTALYbj/8KwPvpltvj+dUAeDPdsiY4v2UAFgJocnh9LYDfAiAA1QD2p1tmj+d3L4BP0i1ngnMrBrDQeDwVXFo7+rMZ9/1LiUWtlPqdUmrI+HMfALt+jT8EcEwpdUIpdQ3ATgCPpEK+ZFFKNSulWtItx3jhcn5BvX+PAPil8fiXANalURavcHMvrPP+NYAVREQplDEZgvpZc4VS6gsAXWMc8giA/1TMPgAhIipOjXTJ42J+gUUp1a6U+tp4fBlAM4CSqMPivn/p2KP+CXg1EU0JgDOWv89i9ASDjgLwOyI6aJRUnUgE9f7dopRqNx6fB3CLw3G5RFRPRPuIyO/K3M29uH6MsYjuARDVKsu3uP2s/YXhWvw1Ec1KjWgpIaj/a/FwNxEdJqLfEtG8dAuTCMZ20gIA+6Neivv+eVbrO45So0MAfuXVeVOFm/m54B6l1DkimgHOPT9qrC7Tjkfz8yVjzc36h1JKEZFTvuJs497NAfA5ETUqpY57LavgGf8D4D2l1CAR/R3Ye3BfmmUS3PE1+P/tChGtBfARgED1PSWiKQD+G8A/KKV6kx3PM0Wtki81eg6AddVbajznC2LNz+UY54zfF4noQ7ALzxeK2oP5+fb+jTU3IrpARMVKqXbD/XTRYQx9704Q0V7wStmvitrNvdDHnCWiLAD5ADxqND3uxJyfUso6l1+AYxEmCr79X/MCq2JTSv2GiN4ioiKlVCCadRBRNlhJ/0op9YHNIXHfv1RFfetSow8r51KjBwCUEdFtRDQJHODi++hatxDRZCKaqh+DA+wmUgexoN6/OgCbjMebAIzyHhBRARHlGI+LACwFcCRlEsaPm3thnfcGAJ87LKD9SMz5Re35PQzeK5wo1AH4ayN6uBpAj2X7JvAQ0UwdL0FEPwTrqUAsIg25dwBoVkptczgs/vuXoki4Y2Cf/CHjR0eb/gmA30RFw7WCLZUXUyGbR/NbD95nGARwAcBn0fMDR6geNn6+nWjzC+r9A+/L/i+ANgB7ABQaz1cB+IXxeAmARuPeNQJ4It1yu5jXqHsB4J/Bi2UAyAXwX8b/5v8BmJNumT2e378Y/2eHAfwewO3pljmOub0HoB1A2Pi/ewLAkwCeNF4nAP9uzL0RY2Sa+PHHxfyetty7fQCWpFvmOOZ2DzgW6RuLvlub7P2TEqKCIAiC4GOkMpkgCIIg+BhR1IIgCILgY0RRC4IgCIKPEUUtCIIgCD5GFLUgCIIg+BhR1IIgCILgY0RRC4IgCIKP+X93if95ntjdHgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "iP4cgwcGdQX5"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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