{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Chapter 17 – Autoencoders, GANs, and Diffusion Models**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_This notebook contains all the sample code and solutions to the exercises in chapter 17._" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", "
\n", " \"Open\n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "dFXIv9qNpKzt", "tags": [] }, "source": [ "# Setup" ] }, { "cell_type": "markdown", "metadata": { "id": "8IPbJEmZpKzu" }, "source": [ "This project requires Python 3.7 or above:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "TFSU3FCOpKzu" }, "outputs": [], "source": [ "import sys\n", "\n", "assert sys.version_info >= (3, 7)" ] }, { "cell_type": "markdown", "metadata": { "id": "TAlKky09pKzv" }, "source": [ "It also requires Scikit-Learn ≥ 1.0.1:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "YqCwW7cMpKzw" }, "outputs": [], "source": [ "from packaging import version\n", "import sklearn\n", "\n", "assert version.parse(sklearn.__version__) >= version.parse(\"1.0.1\")" ] }, { "cell_type": "markdown", "metadata": { "id": "GJtVEqxfpKzw" }, "source": [ "And TensorFlow ≥ 2.8:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "0Piq5se2pKzx" }, "outputs": [], "source": [ "import tensorflow as tf\n", "\n", "assert version.parse(tf.__version__) >= version.parse(\"2.8.0\")" ] }, { "cell_type": "markdown", "metadata": { "id": "DDaDoLQTpKzx" }, "source": [ "As we did in earlier chapters, let's define the default font sizes to make the figures prettier:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "8d4TH3NbpKzx" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.rc('font', size=14)\n", "plt.rc('axes', labelsize=14, titlesize=14)\n", "plt.rc('legend', fontsize=14)\n", "plt.rc('xtick', labelsize=10)\n", "plt.rc('ytick', labelsize=10)" ] }, { "cell_type": "markdown", "metadata": { "id": "RcoUIRsvpKzy" }, "source": [ "And let's create the `images/generative` folder (if it doesn't already exist), and define the `save_fig()` function which is used through this notebook to save the figures in high-res for the book:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "PQFH5Y9PpKzy" }, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "IMAGES_PATH = Path() / \"images\" / \"generative\"\n", "IMAGES_PATH.mkdir(parents=True, exist_ok=True)\n", "\n", "def save_fig(fig_id, tight_layout=True, fig_extension=\"png\", resolution=300):\n", " path = IMAGES_PATH / f\"{fig_id}.{fig_extension}\"\n", " if tight_layout:\n", " plt.tight_layout()\n", " plt.savefig(path, format=fig_extension, dpi=resolution)" ] }, { "cell_type": "markdown", "metadata": { "id": "YTsawKlapKzy" }, "source": [ "This chapter can be very slow without a GPU, so let's make sure there's one, or else issue a warning:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "Ekxzo6pOpKzy" }, "outputs": [], "source": [ "if not tf.config.list_physical_devices('GPU'):\n", " print(\"No GPU was detected. Neural nets can be very slow without a GPU.\")\n", " if \"google.colab\" in sys.modules:\n", " print(\"Go to Runtime > Change runtime and select a GPU hardware \"\n", " \"accelerator.\")\n", " if \"kaggle_secrets\" in sys.modules:\n", " print(\"Go to Settings > Accelerator and select GPU.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Performing PCA with an Undercomplete Linear Autoencoder" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build the Autoencoder..." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "\n", "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "encoder = tf.keras.Sequential([tf.keras.layers.Dense(2)])\n", "decoder = tf.keras.Sequential([tf.keras.layers.Dense(3)])\n", "autoencoder = tf.keras.Sequential([encoder, decoder])\n", "\n", "optimizer = tf.keras.optimizers.SGD(learning_rate=0.5)\n", "autoencoder.compile(loss=\"mse\", optimizer=optimizer)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's generate the same 3D dataset as we used in Chapter 8:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# extra code – builds the same 3D dataset as in Chapter 8\n", "\n", "import numpy as np\n", "from scipy.spatial.transform import Rotation\n", "\n", "m = 60\n", "X = np.zeros((m, 3)) # initialize 3D dataset\n", "np.random.seed(42)\n", "angles = (np.random.rand(m) ** 3 + 0.5) * 2 * np.pi # uneven distribution\n", "X[:, 0], X[:, 1] = np.cos(angles), np.sin(angles) * 0.5 # oval\n", "X += 0.28 * np.random.randn(m, 3) # add more noise\n", "X = Rotation.from_rotvec([np.pi / 29, -np.pi / 20, np.pi / 4]).apply(X)\n", "X_train = X + [0.2, 0, 0.2] # shift a bit" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "history = autoencoder.fit(X_train, X_train, epochs=500, verbose=False)\n", "codings = encoder.predict(X_train)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARYAAADICAYAAAAtDs6kAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAWDElEQVR4nO2df7AdZXnHP09yk5QCd1AjIagIzFCnzdCkwYKndmwihRGmNlVqixXQBipW6AwddAptsc4wBcqUmmaQCtqoTCOog9ioQUTGW3FyUROGiKlGECMiKQgNpEG9JN6nf+weWU7Ojz3nvLvv7t7vZ2Znz9ndd9/n3Xv2e9+fz2PujhBChGRebAOEEM1DwiKECI6ERQgRHAmLECI4EhYhRHAkLEKI4EzENqAsFi9e7MceeyzPPvsshx56aDQ7YudfBRti5y8bwuS/bdu2J939pV1Puvuc2E466SR3d//KV77iMYmdfxVsiJ2/bAiTP7DVe7xvagoJIYIjYRFCBEfCIoQIjoRFiAKYnoarr072c5E5MyokRFlMT8Opp8Jzz8HChXD33dBqxbaqXFRjESIwU1OJqPziF8l+aiq2ReUjYREiMKtWJTWV+fOT/apVsS0qHzWFhAhMq5U0f6amElGZa80giFhjMbM3mNlOM3vIzC7rcn6VmT1jZven2/vyphUiNq0WXH753BQViFRjMbP5wAeB04BHgW+a2SZ3/++OS+9x9z8YMa0QIhKxaiwnAw+5+8Pu/hxwK7CmhLRCiBKIJSwvA36U+f5oeqyTlpltN7M7zGzZkGmFEJGI1XlrXY51evW+D3ilu+8zszOBzwIn5EybZGL2TuCdAEuWLGFqaop9+/YxFXH8L3b+o9qwY8ck999/BCtWPM2yZXtLyz9kvqPaUBSxbSg0/16rE4vcgBZwZ+b75cDlA9LsAhaPkta1unksG7ZscT/kEPf585P9li3l5B8631FsKJLYNjRxdfM3gRPM7DgzWwicDWzKXmBmR5mZpZ9PJmm2PZUnrQhLrAlfmmhWX6I0hdz9gJldDNwJzAc2uPsOM3tXev5DwB8Df2lmB4CfAWenKtk1bYxyzBXaE77aU9TLmvAVK18xPtEmyLn7ZmBzx7EPZT5fD1yfN60ojlgTvjTRrL5o5q3IRasV58WOla8YD60VEkIER8IihAiOhEUIERwJixAiOBIWIURwNCpUEtPTybDp5OSk5mOIxiNhKYGsD9SJieWsXFnNIdS2+GnOSFya8HeQsJRAdmq6uzE1Vb0fzKgOoJvwElSJpjjiVh9LCWR9oC5Y4JVsCo2yLqf9ElxxRbKfq6EuQtKU9VGqsZRAdmr65OR2Wq2VsU06iFHW5XR7Cer437VKNGV9lISlJNpT06emwvkUCcko63Ka8hJUiaasj5KwiF8y7LqcprwEMZieho0bj2HRooOfWxPWR0lYxFg04SUom3bf1MzMcWzcWN8O2n6o81aIkmn3Tc3OWq07aPshYRGiZNp9U/PmzTa2b6rKAcveZmbfSrctZrY8c26XmT2QBjLbWq7lQoxHu29q7dpdjWwGQbUDlv0A+D1332NmZwA3Aadkzq929ydLM1qIgLRaMDPzCK3W8bFNKYTKBixz9y3uvif9ei/w8pJtrD3T03D11Zq4Json1qhQt6Bjp/S4FuB84I7Mdwe+ZGYO3OjuN4U3sd40ZWq4qCdVDliWXGi2mkRYfjdz+LXu/piZHQncZWbfdfevdknbuIBl2QBeQM9gXhs3HsPMzHHMzhozM7Ns2LCLmZlHgtgwLrHzlw0l5N8r4FCRGzmDjgG/CXwf+LU+93o/8J5BeTYhYFk2gNeiRe4LF/YO5tUv2Fedn4FsqE7+1DRg2THAZ4Bz3f17meOHmtnh7c/A6cC3S7M8Ip1rc/bv771YrT3ycOWVagaJ8qlywLL3AS8BbkgDIh5w91cDS4Db02MTwCfc/YsRilE62bU5ExPgnghLr7kQmhUrYlHlgGUXABd0SfcwsLzz+Fygc20OaJ2OqCZaK1QzOmshEhRRRTSlX4g5QNlzmlRjaQhyESl6/QZizGmSsDQATYYT/X4DMTz9qSnUAJriJ1WMTr/fQNbnclmrqVVjaQByESn6/QZiePqTsDQAuYgUg34DZc9pkrBkqHMHqCbDiSr9BiQsKXXoAC1S+OosqqJ6SFhSqh4jp0jhq4OoinqhUaGUGD3nw1DkyI9GlcZDDrUORjWWlKp3gBY58qNRpdFRba87EpYMVer86qRI4au6qFaZqjehYyFhqRFFCl/23urIzY9qe92RsIgXoKr9cKi2151cwmJmC4BngQU9Lrnd3d8czCoRDVXth6fKTehY5B0VWgisBc7t2O5Lz39u2IxzBCwzM1ufnv+Wma3Mm1aMTtVHx0Q9yFVjcfdngf/IHjOza4GVJI6sPzpMpjkDlp0BnJBupwD/BpySM60YkVYL1q2D226Ds846+D+x+l9EHobuY7HE2ex64CLgIne/YYR8fxmwLL1nO2BZVhzWADen3sDvNbMjzGwpcGyOtCLDMGIwPQ2XXJI0g+65B0488YWduup/EXkYaoKcmc0jCXX6buCCtqiY2SIz+7CZPWxm+8zsQTO7pM+tugUse1nOa/KkFSltMbjiimQ/aBJXv8lymkgn8pK7xpI2QT5GEqrjHHe/peM+/0MSiuNhknhAd5rZbnf/ZLfbdTnWGbCs1zXDBDtrXMCyLNngZZ0By9p0C1y2Zk1vGyYnJ5mYWI67MTHhTE5uZ2pq78BzwxD7byAbSsi/V8Ahf2FQsAXAp4EZ4M0502wA1vc4NzBgGXAj8NbM953A0jxpu21lByzbssX9qqsODiQWKv9+AckGXddpQ6etN97ofvrpyb7b/bqVaxhiB+qSDWHyp0/AsoE1FjNblIrKaamofCFHmgmSkKjX9rjklwHLgB+T1IL+rOOaTcDFaR/KKcAz7r7bzH6SI21Uxu2LyNMnkndYuNs8i+w/qU5b163r3cfSvp/6VcQg8jSFbgbeSNIMepGZndNxfpO7d9aH1wPPpGkPwvMFLNsMnAk8BPwU+PN+aXOUozTGmQuSV5SGmfHZTww6bb3tNs1jEePTV1jSEaAz0q/vSLcss8DhHWmuI6mtvN7dn+t1bx8csMxJRp5ypa0S40zzHqcmEsLWs85Kaiqaot4MYk0P6Css6cs9mfdmZrYOOJVEVJ4cz7T6Ms5LH6omMo6tJ56ouSpNIOb0gGBrhcxsPfB6YLW7/yTUfevKqC99XlEK+Z+oW3RFCUr9ibk8I4iwmNkrgb8iGTX6QRqwHeAedz+jZ0LRlUEvdhMmqmkGb/HEXHkdRFjc/Yd0n18iCqDuCwV37Jjkve+ttzDWgZgrr+U2oYbU3QfI/fcfUWthrBOxmrXyeVtD2v+Jrrwy2UO9fK6uWPG0VlA3HNVYakr7P1Ed+1uWLdsr50gNR8JSc+ra36KRp2YjYSmJ9ijI5OTk2FX/7IhK3ftbRDORsJRAtrkyMbGclStH/2/dremjZoWoGuq8LYFsc2X/fhvLj0mvps/ll5crKnUL0lU3e+uOaiwlkG2uTEz4WM2VKjR96tZh3M1eUSwSlhLITlSanNxOq7VyYJo894rV9IndYTzsrN3Y9s5FJCwl0R4FGcXjWq97xSJmrWmU2lI3e2dmyrB27qI+lgZTVL9C5wS9MkVuFL+7Me2dq6jG0iCyTQQoth8kVq1p1NpS7FreXEPC0hA6mwhvf3sz+xWq0MckBlO6sJjZi4FPksQH2gX8ibvv6bjmFSRuLY8i8VJ3k7v/a3ru/cBfAG2fL3+bepSb03Q2ESD+6FFRqPYRhh07JpmeLkagY9RYLgPudvdr0vColwF/03HNAeBSd7/PzA4HtpnZXf58tMMPuPs/l2hz5elsIpx3XrIV8Z+9SF8qVfDTUgUbimZ6Gi69dDkHDhTTVI4hLGuAVennjwNTdAiLu+8Gdqef/8/MvkMSlEzRDjvIvgTdmghFvPhF9d1UYX5MFWwog6kp2L9/HrOzxTSVYwjLklQ4SMN5HNnvYjM7Fvgt4OuZwxeb2XnAVpKazZ4eaRsfsOzSS5ezf/88FiyY5brrttNq7WVmpv9oyTg2dAuANjPzyFD36JV/iHs3wYYyaAefO3BgvOBzPekVcGicDfgy8O0u2xrg6Y5r9/S5z2HANjJB0oAlJGE/5gH/SBL+Y6BNZQcs60XI/K+6KglEBsn+qqsOvqZbgLFxbMgbKK0fvfIPce8m2FAW11+/bazgc4wTsGxEsfr9XufM7HEzW+pJbWUp8ESP6xYAtwEb3f0zmXs/nrnmw8Dnw1leLwYNvRZRrS9yVKYKIz5VsKEsli3b27VTP0QfU4ym0Cbg7cA16f4/Oy9I4xn9O/Add/+XjnNLPW1KAW8iqQnNSQa9BMNOZc/7gypyVKaMEZ/p6aTJs2hR75hNTRaUfoT6ZxRDWK4BPmVm5wOPAG8BMLOjgY+4+5nAa4FzgQfM7P40XXtY+VozW0ESCH4XcGGp1leMfi9B3slk09Nw883w0Y9S2ChBVWi/ODMzx7FxY3PLOSqh1lWVLizu/hRJULPO44+RhFTF3b9GD6//7n5uoQY2iDzV+vaL9vOfQ9KF1f0HVdch2E672y/O7Kw1auJgKEKtA9PM24YzqFrfftHaomJ28A+qrkOw3exuvzgzM7MsXDivURMHQxCqj0mLEGvOuAsN2y9a22P+hRceLByjLPyrAr2q9XffDWvX7qqNQIZgmN9JCMdhqrHUmBA1iTz/oargXGoUetndasHMzCO0WsfHNK80YtQ4JSw1JlRH26DmUl2HYOtqd2hiOLqSsNSYMmsSdR2CravdIYlR45Sw1JT2aMe6dfDUU/X8j1zGSFNdR7NCEqPmJmGpIXUdpclSRhma8JxCUXbNTaNCNaSuozRZyihDE55TXZGw1JDOIeK6jNJkKaMMTXhOdUVNoRrShNGOMsrQhOdUVyQsNaUJox1llKEJz6mOqCkkhAiOhEUIERwJixAiOBIWIURwJCxCiOCULixm9mIzu8vMHkz3L+px3S4ze8DM7jezrcOmF0LEI0aNpR2w7ATg7vR7L1a7+wp3f/WI6YUQEYghLGtIApWR7v+o5PRCiIIxb/skLCtDs6fd/YjM9z3uflBzxsx+AOwhcZp9o7vfNEz69Fw2YNlJt956K/v27eOwww4LWaShiJ1/FWyInb9sCJP/6tWrt3W0Jp6nV8ChcTYCBCwDjk73RwLbgdel33MHPMtuTQxYVlcbYucvG8LkTx0DlnnitR93f8LMbgdOBr4K5Eov4iNfKHOXGH0s7YBl0Dtg2aFmdnj7M3A6zwcmG5hexKftC+WKK5L9qM6+RT2JISzXAKeZ2YPAael3zOxoM9ucXrME+JqZbQe+AXzB3b/YL72oFlX1hdL2Vr9jx2RsUxpNVQOWPQwsHya9qBZV9Oyf9Sg3MbGclSt7N9GyzThQk25Y5DZBFEIVfaFka1Hu1tNbfVaA5s9Pgrg1PfRsaCQsojCq5gslW4uamPCetaisAM3OJsfcywud0QQkLGLOkK1FTU5up9Va2fW6rAB11liq0KSrAxIWMado16Kmpvb2vSbbjINqNenqgIRFiC50NuMkKMMhtwlCiOBIWIQQwZGwCCGCI2ERQgRHwiKECI6ERQgRHAmLECI4EhYhRHAkLEKI4EhYhBDBkbAIIYJTyYBlZvaqNFBZe9trZpek595vZj/OnDuz7DIIIfpTyYBl7r7Tk0BlK4CTgJ8Ct2cu+UD7vLtv7kwvhIhLHQKWnQp8391/WKRRohq0fdLK+Xa9ieE2YYm77wZIQ3gcOeD6s4FbOo5dbGbnAVuBS919TwF2ipLJuoSUG8h6U0gkRDP7MnBUl1N/B3zc80cyXAg8Bixz98fTY0uAJ0kiJF4JLHX3tT3SKxJiBW3olf/GjcewYcNxzM4a8+bNsnbtLt72tkdKtaFMYttQu0iI/TZgJ4kYACwFdva5dg3wpT7njwW+nSdfRUKsjg298t+yxf2QQ9znz0/2W7aUb0OZxLahyEiIlQxYluGtdDSD0uiHbd7E84HMRM1pu4S88ko1g+pOjD6Wa4BPmdn5wCPAWyAJWAZ8xN3PTL//KklAsgs70l9rZitImkK7upwXNaZqnv3FaFQyYFn6/afAS7pcd26hBgohxkYzb4UQwZGwCCGCU8hwcxUxs58APwQWkwxXxyJ2/lWwIXb+siFM/q9095d2OzFnhKWNmW31XmPvcyD/KtgQO3/ZUHz+agoJIYIjYRFCBGcuCstNczx/iG9D7PxBNhSa/5zrYxFCFM9crLEIIQqm8cJiZm8xsx1mNmtmPXvAzWyXmT2QeqXbGiH/N5jZTjN7yMwOcn41pg0Dvfal1wV9BoPKZAnr0/PfMrOV4+Y5gg2rzOyZjEfC9wXOf4OZPWFmXde0Ff0McuRfTPl7rU5sygb8OvAqYAp4dZ/rdgGLY+QPzAe+DxwPLAS2A78R0IZrgcvSz5cB/1T0M8hTJpIlHHcABrwG+HrgZ5/HhlXA5wv8/b0OWEmPVfglPINB+RdS/sbXWNz9O+6+s+L5nww85O4Pu/tzwK0kLiNCMazXvhDkKdMa4GZPuBc4omP1ehk2FIq7fxX43z6XFPoMcuRfCI0XliFw4Etmti11EFUmLwN+lPn+aHosFC/w2gf08toX8hnkKVPR5c57/5aZbTezO8xsWcD881D0M8hD8PLHcJsQnH4e69y9n7+XLK9198dSV5l3mdl3U7UvI3/rcmyo4boBXvvyMvIz6GZSl2OdZRq73AFsuI9kavq+NOLDZ4ETAtowiKKfwSAKKX8jhMXdfz/APR5L90+Y2e0k1ehcL1WA/B8FXpH5/nISl5y56WeDmT1uZks98TG8FHiixz1GfgZdyFOmscs9rg3uvjfzebOZ3WBmi929rDU8RT+DvhRVfjWFADM71MwOb38GTqdcz3TfBE4ws+NSP79nk3jaC8VAr30FPIM8ZdoEnJeOjLwGeKbdZAvEQBvM7Cgzs/TzySTvxFMBbRhE0c+gL4WVv6je8KpsJO4rHwVmgMeBO9PjRwOb08/Hk4wYbAd2kDRhSsvfnx8d+B7JKEaw/NN7v4QkhtOD6f7FZTyDbmUC3gW8K/1swAfT8w/QZ9SuQBsuTsu7HbgX+J3A+d8C7Ab2p7+D88t8BjnyL6T8mnkrhAiOmkJCiOBIWIQQwZGwCCGCI2ERQgRHwiKECI6ERQgRHAmLECI4EhYhRHAkLCIKZrbAzJ4zM++xfSa2jWJ0GrEIUdSShcDaLsf/msQx0efKNUeERFP6RWUws2uB9wLvcffrYtsjRkc1FhGddHXteuAi4CJ3vyGySWJM1MciomJm80ji27wbuCArKmZ2kZl9w8x+bmZTsWwUw6Mai4iGmc0HPkbiJ+Ucd7+l45LdwDXAbwOtcq0T4yBhEVEwswXAJ4A/BP7U3Q8aBWofM7NjSjZPjImERZSOmS0CPg2cBrzZ3b8Q2SQRGAmLiMHNwBtJmkEvMrNzOs5v8owvVlE/JCyiVNIRoDPSr+9ItyyzwOElmiQKQMIiSsWTiVOTse0QxSJhEZXFzCZIfqMTwDwz+xVg1pOohqLCSFhElfl74B8y338G/BdJvGFRYTSlXwgRHM28FUIER8IihAiOhEUIERwJixAiOBIWIURwJCxCiOBIWIQQwZGwCCGC8/+0DgLwr27ImQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(4,3))\n", "plt.plot(codings[:,0], codings[:, 1], \"b.\")\n", "plt.xlabel(\"$z_1$\", fontsize=18)\n", "plt.ylabel(\"$z_2$\", fontsize=18, rotation=0)\n", "plt.grid(True)\n", "save_fig(\"linear_autoencoder_pca_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Stacked Autoencoders" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Implementing a Stacked Autoencoder Using Keras" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load the fashion MNIST dataset, scale it, and split it into a training set, a validation set, and a test set:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# extra code – loads, scales, and splits the fashion MNIST dataset\n", "fashion_mnist = tf.keras.datasets.fashion_mnist.load_data()\n", "(X_train_full, y_train_full), (X_test, y_test) = fashion_mnist\n", "X_train_full = X_train_full.astype(np.float32) / 255\n", "X_test = X_test.astype(np.float32) / 255\n", "X_train, X_valid = X_train_full[:-5000], X_train_full[-5000:]\n", "y_train, y_valid = y_train_full[:-5000], y_train_full[-5000:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's build and train a stacked Autoencoder with 3 hidden layers and 1 output layer (i.e., 2 stacked Autoencoders)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/20\n", "1719/1719 [==============================] - 5s 2ms/step - loss: 0.0241 - val_loss: 0.0194\n", "Epoch 2/20\n", "1719/1719 [==============================] - 4s 3ms/step - loss: 0.0174 - val_loss: 0.0165\n", "Epoch 3/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0161 - val_loss: 0.0160\n", "Epoch 4/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0153 - val_loss: 0.0152\n", "Epoch 5/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0148 - val_loss: 0.0147\n", "Epoch 6/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0144 - val_loss: 0.0144\n", "Epoch 7/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0142 - val_loss: 0.0143\n", "Epoch 8/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0139 - val_loss: 0.0143\n", "Epoch 9/20\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0137 - val_loss: 0.0140\n", "Epoch 10/20\n", "1719/1719 [==============================] - 6s 3ms/step - loss: 0.0136 - val_loss: 0.0137\n", "Epoch 11/20\n", "1719/1719 [==============================] - 6s 3ms/step - loss: 0.0135 - val_loss: 0.0136\n", "Epoch 12/20\n", "1719/1719 [==============================] - 6s 3ms/step - loss: 0.0134 - val_loss: 0.0136\n", "Epoch 13/20\n", "1719/1719 [==============================] - 6s 4ms/step - loss: 0.0133 - val_loss: 0.0135\n", "Epoch 14/20\n", "1719/1719 [==============================] - 6s 4ms/step - loss: 0.0133 - val_loss: 0.0134\n", "Epoch 15/20\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0132 - val_loss: 0.0134\n", "Epoch 16/20\n", "1719/1719 [==============================] - 6s 4ms/step - loss: 0.0132 - val_loss: 0.0134\n", "Epoch 17/20\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0131 - val_loss: 0.0133\n", "Epoch 18/20\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0131 - val_loss: 0.0133\n", "Epoch 19/20\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0130 - val_loss: 0.0132\n", "Epoch 20/20\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0130 - val_loss: 0.0132\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "stacked_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(30, activation=\"relu\"),\n", "])\n", "stacked_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(28 * 28),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "stacked_ae = tf.keras.Sequential([stacked_encoder, stacked_decoder])\n", "\n", "stacked_ae.compile(loss=\"mse\", optimizer=\"nadam\") \n", "history = stacked_ae.fit(X_train, X_train, epochs=20,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "markdown", "metadata": { "id": "Edq73sa5yLhC", "tags": [] }, "source": [ "## Visualizing the Reconstructions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function processes a few validation images through the autoencoder and displays the original images and their reconstructions:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "def plot_reconstructions(model, images=X_valid, n_images=5):\n", " reconstructions = np.clip(model.predict(images[:n_images]), 0, 1)\n", " fig = plt.figure(figsize=(n_images * 1.5, 3))\n", " for image_index in range(n_images):\n", " plt.subplot(2, n_images, 1 + image_index)\n", " plt.imshow(images[image_index], cmap=\"binary\")\n", " plt.axis(\"off\")\n", " plt.subplot(2, n_images, 1 + n_images + image_index)\n", " plt.imshow(reconstructions[image_index], cmap=\"binary\")\n", " plt.axis(\"off\")\n", "\n", "plot_reconstructions(stacked_ae)\n", "save_fig(\"reconstruction_plot\") # extra code – saves the high res figure\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The reconstructions look fuzzy, but remember that the images were compressed down to just 30 numbers, instead of 784." ] }, { "cell_type": "markdown", "metadata": { "id": "Edq73sa5yLhC", "tags": [] }, "source": [ "## Visualizing the Fashion MNIST Dataset" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "g69nLh2GyLhC", "outputId": "47f84d4f-b41f-4ef9-d653-d73506cb4839" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/ageron/miniconda3/envs/homl3/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:982: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n", " warnings.warn(\n" ] } ], "source": [ "from sklearn.manifold import TSNE\n", "\n", "X_valid_compressed = stacked_encoder.predict(X_valid)\n", "tsne = TSNE(init=\"pca\", learning_rate=\"auto\", random_state=42)\n", "X_valid_2D = tsne.fit_transform(X_valid_compressed)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "klppwl4gyLhC", "outputId": "b66330ea-5d49-4153-82ce-39fb78614a64" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(X_valid_2D[:, 0], X_valid_2D[:, 1], c=y_valid, s=10, cmap=\"tab10\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "Xs95C-AtyLhC" }, "source": [ "Let's make this diagram a bit prettier (adapted from [this Scikit-Learn example](https://scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html)):" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "JIkuJSpPyLhC", "outputId": "239e4fe5-7756-40c1-cc2c-70c83eee6c0f" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – beautifies the previous diagram for the book\n", "\n", "import matplotlib as mpl\n", "\n", "plt.figure(figsize=(10, 8))\n", "cmap = plt.cm.tab10\n", "Z = X_valid_2D\n", "Z = (Z - Z.min()) / (Z.max() - Z.min()) # normalize to the 0-1 range\n", "plt.scatter(Z[:, 0], Z[:, 1], c=y_valid, s=10, cmap=cmap)\n", "image_positions = np.array([[1., 1.]])\n", "for index, position in enumerate(Z):\n", " dist = ((position - image_positions) ** 2).sum(axis=1)\n", " if dist.min() > 0.02: # if far enough from other images\n", " image_positions = np.r_[image_positions, [position]]\n", " imagebox = mpl.offsetbox.AnnotationBbox(\n", " mpl.offsetbox.OffsetImage(X_valid[index], cmap=\"binary\"),\n", " position, bboxprops={\"edgecolor\": cmap(y_valid[index]), \"lw\": 2})\n", " plt.gca().add_artist(imagebox)\n", "\n", "plt.axis(\"off\")\n", "save_fig(\"fashion_mnist_visualization_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "1OJPbzoNyLhD" }, "source": [ "## Tying weights" ] }, { "cell_type": "markdown", "metadata": { "id": "XLMREMfUyLhD" }, "source": [ "It is common to tie the weights of the encoder and the decoder, by simply using the transpose of the encoder's weights as the decoder weights. For this, we need to use a custom layer." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "jTru0q0CyLhD" }, "outputs": [], "source": [ "class DenseTranspose(tf.keras.layers.Layer):\n", " def __init__(self, dense, activation=None, **kwargs):\n", " super().__init__(**kwargs)\n", " self.dense = dense\n", " self.activation = tf.keras.activations.get(activation)\n", "\n", " def build(self, batch_input_shape):\n", " self.biases = self.add_weight(name=\"bias\",\n", " shape=self.dense.input_shape[-1],\n", " initializer=\"zeros\")\n", " super().build(batch_input_shape)\n", "\n", " def call(self, inputs):\n", " Z = tf.matmul(inputs, self.dense.weights[0], transpose_b=True)\n", " return self.activation(Z + self.biases)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "f_mU3e6IyLhD", "outputId": "e8045bff-7004-4940-8d00-295ad99c0f23" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 6s 3ms/step - loss: 0.0246 - val_loss: 0.0185\n", "Epoch 2/10\n", "1719/1719 [==============================] - 6s 3ms/step - loss: 0.0169 - val_loss: 0.0161\n", "Epoch 3/10\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0155 - val_loss: 0.0151\n", "Epoch 4/10\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0148 - val_loss: 0.0146\n", "Epoch 5/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0142 - val_loss: 0.0141\n", "Epoch 6/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0138 - val_loss: 0.0138\n", "Epoch 7/10\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0136 - val_loss: 0.0136\n", "Epoch 8/10\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0134 - val_loss: 0.0137\n", "Epoch 9/10\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0133 - val_loss: 0.0134\n", "Epoch 10/10\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0132 - val_loss: 0.0133\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "dense_1 = tf.keras.layers.Dense(100, activation=\"relu\")\n", "dense_2 = tf.keras.layers.Dense(30, activation=\"relu\")\n", "\n", "tied_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " dense_1,\n", " dense_2\n", "])\n", "\n", "tied_decoder = tf.keras.Sequential([\n", " DenseTranspose(dense_2, activation=\"relu\"),\n", " DenseTranspose(dense_1),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "\n", "tied_ae = tf.keras.Sequential([tied_encoder, tied_decoder])\n", "\n", "# extra code – compiles and fits the model\n", "tied_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = tied_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "WS2bm471yLhD", "outputId": "8427f9cc-630f-4cc9-a1f5-7361c5eab6dc", "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – plots reconstructions\n", "plot_reconstructions(tied_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ucUS-1GwyLhE" }, "source": [ "## Extra Material – Training one Autoencoder at a Time" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "CIqJ922pyLhE" }, "outputs": [], "source": [ "def train_autoencoder(n_neurons, X_train, X_valid, n_epochs=10,\n", " output_activation=None):\n", " n_inputs = X_train.shape[-1]\n", " encoder = tf.keras.layers.Dense(n_neurons, activation=\"relu\")\n", " decoder = tf.keras.layers.Dense(n_inputs, activation=output_activation)\n", " autoencoder = tf.keras.Sequential([encoder, decoder])\n", " autoencoder.compile(loss=\"mse\", optimizer=\"nadam\")\n", " autoencoder.fit(X_train, X_train, epochs=n_epochs,\n", " validation_data=(X_valid, X_valid))\n", " return encoder, decoder, encoder(X_train), encoder(X_valid)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "-3TSUkv4yLhE", "outputId": "bca2fb96-7ddf-4457-b1df-30cdce8d803e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 8s 4ms/step - loss: 0.0202 - val_loss: 0.0153\n", "Epoch 2/10\n", "1719/1719 [==============================] - 8s 5ms/step - loss: 0.0120 - val_loss: 0.0115\n", "Epoch 3/10\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0106 - val_loss: 0.0111\n", "Epoch 4/10\n", "1719/1719 [==============================] - 8s 5ms/step - loss: 0.0099 - val_loss: 0.0097\n", "Epoch 5/10\n", "1719/1719 [==============================] - 8s 5ms/step - loss: 0.0096 - val_loss: 0.0093\n", "Epoch 6/10\n", "1719/1719 [==============================] - 8s 5ms/step - loss: 0.0093 - val_loss: 0.0091\n", "Epoch 7/10\n", "1719/1719 [==============================] - 8s 5ms/step - loss: 0.0092 - val_loss: 0.0090\n", "Epoch 8/10\n", "1719/1719 [==============================] - 8s 4ms/step - loss: 0.0090 - val_loss: 0.0098\n", "Epoch 9/10\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0090 - val_loss: 0.0089\n", "Epoch 10/10\n", "1719/1719 [==============================] - 8s 4ms/step - loss: 0.0089 - val_loss: 0.0089\n", "Epoch 1/10\n", "1719/1719 [==============================] - 3s 763us/step - loss: 0.1377 - val_loss: 0.0621\n", "Epoch 2/10\n", "1719/1719 [==============================] - 1s 694us/step - loss: 0.0585 - val_loss: 0.0554\n", "Epoch 3/10\n", "1719/1719 [==============================] - 1s 710us/step - loss: 0.0542 - val_loss: 0.0537\n", "Epoch 4/10\n", "1719/1719 [==============================] - 1s 712us/step - loss: 0.0533 - val_loss: 0.0531\n", "Epoch 5/10\n", "1719/1719 [==============================] - 1s 739us/step - loss: 0.0522 - val_loss: 0.0519\n", "Epoch 6/10\n", "1719/1719 [==============================] - 1s 738us/step - loss: 0.0516 - val_loss: 0.0517\n", "Epoch 7/10\n", "1719/1719 [==============================] - 1s 699us/step - loss: 0.0515 - val_loss: 0.0518\n", "Epoch 8/10\n", "1719/1719 [==============================] - 1s 754us/step - loss: 0.0515 - val_loss: 0.0515\n", "Epoch 9/10\n", "1719/1719 [==============================] - 1s 787us/step - loss: 0.0514 - val_loss: 0.0515\n", "Epoch 10/10\n", "1719/1719 [==============================] - 1s 769us/step - loss: 0.0514 - val_loss: 0.0516\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "\n", "X_train_flat = tf.keras.layers.Flatten()(X_train)\n", "X_valid_flat = tf.keras.layers.Flatten()(X_valid)\n", "enc1, dec1, X_train_enc1, X_valid_enc1 = train_autoencoder(\n", " 100, X_train_flat, X_valid_flat)\n", "enc2, dec2, _, _ = train_autoencoder(\n", " 30, X_train_enc1, X_valid_enc1, output_activation=\"relu\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "FpjUrD77yLhE" }, "outputs": [], "source": [ "stacked_ae_1_by_1 = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " enc1, enc2, dec2, dec1,\n", " tf.keras.layers.Reshape([28, 28])\n", "])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "KbEe4tQqyLhE", "outputId": "52eb1adf-f4c4-4029-f68b-1ef420a5daed" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_reconstructions(stacked_ae_1_by_1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If needed, we can then continue training the full stacked autoencoder for a few epochs:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "vRgEnA-WyLhF", "outputId": "3d367c4e-82d4-48d9-8757-b106edf00650" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/5\n", "1719/1719 [==============================] - 8s 4ms/step - loss: 0.0173 - val_loss: 0.0161\n", "Epoch 2/5\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0151 - val_loss: 0.0144\n", "Epoch 3/5\n", "1719/1719 [==============================] - 7s 4ms/step - loss: 0.0142 - val_loss: 0.0141\n", "Epoch 4/5\n", "1719/1719 [==============================] - 5s 3ms/step - loss: 0.0137 - val_loss: 0.0136\n", "Epoch 5/5\n", "1719/1719 [==============================] - 6s 3ms/step - loss: 0.0133 - val_loss: 0.0133\n" ] } ], "source": [ "stacked_ae_1_by_1.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = stacked_ae_1_by_1.fit(X_train, X_train, epochs=5,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "Ln1j0u4eyLhF", "outputId": "fef0981b-6b8d-4e9d-e837-9e3c20358e9e" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_reconstructions(stacked_ae_1_by_1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "HGixWVtuyLhF" }, "source": [ "## Convolutional Autoencoders" ] }, { "cell_type": "markdown", "metadata": { "id": "xVK4vETzyLhF" }, "source": [ "Let's build a stacked Autoencoder with 3 hidden layers and 1 output layer (i.e., 2 stacked Autoencoders)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "qom8ZHdgyLhF", "outputId": "45b2544f-0812-4fc7-a4e5-d8df9f193f5f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 64s 37ms/step - loss: 0.0335 - val_loss: 0.0235\n", "Epoch 2/10\n", "1719/1719 [==============================] - 62s 36ms/step - loss: 0.0209 - val_loss: 0.0194\n", "Epoch 3/10\n", "1719/1719 [==============================] - 64s 37ms/step - loss: 0.0179 - val_loss: 0.0178\n", "Epoch 4/10\n", "1719/1719 [==============================] - 61s 36ms/step - loss: 0.0162 - val_loss: 0.0155\n", "Epoch 5/10\n", "1719/1719 [==============================] - 62s 36ms/step - loss: 0.0150 - val_loss: 0.0144\n", "Epoch 6/10\n", "1719/1719 [==============================] - 57s 33ms/step - loss: 0.0141 - val_loss: 0.0137\n", "Epoch 7/10\n", "1719/1719 [==============================] - 61s 36ms/step - loss: 0.0134 - val_loss: 0.0132\n", "Epoch 8/10\n", "1719/1719 [==============================] - 63s 37ms/step - loss: 0.0129 - val_loss: 0.0128\n", "Epoch 9/10\n", "1719/1719 [==============================] - 63s 36ms/step - loss: 0.0125 - val_loss: 0.0126\n", "Epoch 10/10\n", "1719/1719 [==============================] - 59s 34ms/step - loss: 0.0121 - val_loss: 0.0121\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "conv_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Reshape([28, 28, 1]),\n", " tf.keras.layers.Conv2D(16, 3, padding=\"same\", activation=\"relu\"),\n", " tf.keras.layers.MaxPool2D(pool_size=2), # output: 14 × 14 x 16\n", " tf.keras.layers.Conv2D(32, 3, padding=\"same\", activation=\"relu\"),\n", " tf.keras.layers.MaxPool2D(pool_size=2), # output: 7 × 7 x 32\n", " tf.keras.layers.Conv2D(64, 3, padding=\"same\", activation=\"relu\"),\n", " tf.keras.layers.MaxPool2D(pool_size=2), # output: 3 × 3 x 64\n", " tf.keras.layers.Conv2D(30, 3, padding=\"same\", activation=\"relu\"),\n", " tf.keras.layers.GlobalAvgPool2D() # output: 30\n", "])\n", "conv_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(3 * 3 * 16),\n", " tf.keras.layers.Reshape((3, 3, 16)),\n", " tf.keras.layers.Conv2DTranspose(32, 3, strides=2, activation=\"relu\"),\n", " tf.keras.layers.Conv2DTranspose(16, 3, strides=2, padding=\"same\",\n", " activation=\"relu\"),\n", " tf.keras.layers.Conv2DTranspose(1, 3, strides=2, padding=\"same\"),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "conv_ae = tf.keras.Sequential([conv_encoder, conv_decoder])\n", "\n", "# extra code – compiles and fits the model\n", "conv_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = conv_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "6p0Yud0RyLhG", "outputId": "7112e556-b714-4645-af12-3bb3bd7cd6ce" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – shows the reconstructions\n", "plot_reconstructions(conv_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "FKuHGp1DyLhG" }, "source": [ "# Extra Material – Recurrent Autoencoders" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's treat each Fashion MNIST image as a sequence of 28 vectors, each with 28 dimensions:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "ZGOuVy0kyLhG" }, "outputs": [], "source": [ "tf.random.set_seed(42)\n", "\n", "recurrent_encoder = tf.keras.Sequential([\n", " tf.keras.layers.LSTM(100, return_sequences=True),\n", " tf.keras.layers.LSTM(30)\n", "])\n", "recurrent_decoder = tf.keras.Sequential([\n", " tf.keras.layers.RepeatVector(28),\n", " tf.keras.layers.LSTM(100, return_sequences=True),\n", " tf.keras.layers.Dense(28)\n", "])\n", "recurrent_ae = tf.keras.Sequential([recurrent_encoder, recurrent_decoder])\n", "recurrent_ae.compile(loss=\"mse\", optimizer=\"nadam\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "4grialnWyLhG", "outputId": "e6bb8d79-9a57-4fd3-e336-b81687de6781" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 224s 128ms/step - loss: 0.0293 - val_loss: 0.0208\n", "Epoch 2/10\n", "1719/1719 [==============================] - 242s 141ms/step - loss: 0.0190 - val_loss: 0.0171\n", "Epoch 3/10\n", "1719/1719 [==============================] - 253s 147ms/step - loss: 0.0162 - val_loss: 0.0172\n", "Epoch 4/10\n", "1719/1719 [==============================] - 286s 166ms/step - loss: 0.0146 - val_loss: 0.0137\n", "Epoch 5/10\n", "1719/1719 [==============================] - 224s 130ms/step - loss: 0.0134 - val_loss: 0.0130\n", "Epoch 6/10\n", "1719/1719 [==============================] - 211s 123ms/step - loss: 0.0126 - val_loss: 0.0121\n", "Epoch 7/10\n", "1719/1719 [==============================] - 239s 139ms/step - loss: 0.0119 - val_loss: 0.0120\n", "Epoch 8/10\n", "1719/1719 [==============================] - 273s 159ms/step - loss: 0.0113 - val_loss: 0.0112\n", "Epoch 9/10\n", "1719/1719 [==============================] - 256s 149ms/step - loss: 0.0109 - val_loss: 0.0111\n", "Epoch 10/10\n", "1719/1719 [==============================] - 285s 166ms/step - loss: 0.0106 - val_loss: 0.0104\n" ] } ], "source": [ "history = recurrent_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "ZLOnTctFyLhG", "outputId": "e5b59e40-09bc-4d82-bb6d-58ae7d7cc376" }, "outputs": [ { "data": { "image/png": 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+35G4F6VYLOK9995zafXr3lip+6O4qLg/7pNPPsF//s//2ZUw2t7eRq/Xw/HxMTqdzszvdIHxXTdmqvdAUgvWfgb495FpTIjX2O/ZLytogPO5UcVFiOfZs2f4H//jf2BrawsffvghfvSjH61FaHQ6HTx9+tTtw6KHpXNBIUoP3Sck2U/2h9+n02m3TaNYLAaOkQpKwpk6RsA5suAbSxI9sHA47BTzdDob130VRO9nMpm4zdaayUcPl1VMiB5oLNEaF/rug6b1WvIgs0l1/pgNyoQYzjXL1lFWUekq5Ph9oHn95JqlrOJ2EMKwhAOZIDMYDFCpVPDs2TP0ej0Xp81kMvjmm2+QSqUcxBwOh93e37fffht/9md/tlRNypUqsEQigf39fbe/KpFIuGAtKUggAMFadpECU7IVKtQD8xGthkgkglKphN3d3Rupy6b4Pp81HA7R7/dxenqKTz75BMfHx9jd3UW5XJ4pm6X9ouWo99S+qyDU2I29ngpMYUQ7TvSQfWOpgsJa3/oZlSOhtclkgmaziefPn6PX6+Htt99e3SAbGo1GzuJjZpz2HZjlmXnel3qZQYkd/J7zrLCv3Syuz1MIJYi0veFw2AkCCpNXCXkpL6l3w9it5TH2gcaDTRBSHrXGqU+B6bpS9Eb5jgqW17GSib3/PHn1fSMdv36/75CMZrPp9iwSAajX606WPX361FWV6fV6TrnRwKD8pQIrFotLowgrVWAszaQBObUqfYw7L94ybxH6IEb93Acb2mdxsdDqYnBZs6ZuikKhkEvQiMfjGA6H6PV6qNVqzlMBzjaxclzZdruI1TPzKZGgMZ8HIVpoxwfVquCyRKFKwaGvRqOBzz77DMViET/5yU9cQH3Vm1sJY9TrdXS73ZmxUWXC/liPSHnKwuIAZpSybxy0Mgl/o+iEjr9vLijgmZWqz6An12638eTJE5RKJRQKBdy5c+fGk5Eo6HSta1up6DWJhQkcHF+FG/n7ZRWJNVrp4QHA8fExHj9+PBObAYD9/X0kk8mZzfeMn/m25HxfiNuOmIxRr9ddBjFheMaLm80mGo3GzPyPRiMHmXNLiFaVaTabqNfriMfj2NvbQ7FYxO7u7tJbmFaqwCKRCLLZrKuYbTcec0DIoFZ4WIGyLCmz+hSbCnAKIrXM2BaWBbrJPUkkTjBhKLVYaB2yQoNmc1KRaT+1Egf7vcjDWpaClJR6fOqB0fJloNzi5KPRCCcnJzg8PEQ2m8Wf/dmfXSg/tSrqdDp49uwZKpUKOp3OBQXFtrE/+r1mrQK4wL9Uzpodyt/oGPDoFVr7XCOEZywfUxDQq+NG6MPDQ7feIpGI88BarRY+/fRTDAYDvPnmmyiXy69EgelYkFSBseJINpt1FVhopHHsrSEwj2f1O5sAwGoqwFmm9G9+8xv0+32XJcq4dyaTcUotFAo5OfB9ykK0MO1gMMCLFy9Qq9VwcnKCp0+feuXjdDpFtVpFpVJxyTDc15dKpZBKpVAoFFw2Ovn2+fPn6Ha7SKVSuHfvHg4ODrC3t7c0z65tp66FYZa1Xi5r6ahVbBncels+D0yJwuImGHYeVJpIJFAoFNBsNt0mWd/vLIRl76kwjCqORWSZ2H5+GeVnFaeFhpRPmF7P8V/1RnJuJmbWoxV0FkpUsha9WvnWKFC4NGie9blKi4T0dDp1UDMtWzUUJ5OzPW4sQnwbsml1nC1UqwYYyfJ4EPliu9Y45bs1pIPCElZh3jQScxsoaA0ohKh7JTm2NEjC4bAzTJiJCpxtymcBb11PnAt65Xbdz5uDlUqIyWTiNtvqRkULZ9kXcG7h8uW7Jkix+eArFTb6maYn83otM0VPYd2MO0+xHxwc4F/+y3+J4+Nj/PKXv8RHH3000x6eLcU+AHD7gqywsLEWPnuZNNUg4WGNAJ+w5+/ZBgZ/+T0ZNhaLYWdnBw8fPkShUMDu7i7a7bZT5Kukfr/vNtanUikXp+KcaxxPPSx9twF9NQz0ex/cquWhSAo7qmeqv6Nny+QDJqEUCgVkMhlXOJjtPz09xXR6VlrqVXoP9DDJf4TCdaz4UkWmhoDd72jv7zMGFJ7lvblZvFwu46233sJgMHBJCBwnX9mr75sSU/kLnI1hqVS6sHeTW3robWmWJ6ss6dyPx2Ocnp46+P74+Bj9ft9BjnyWKjhtUxCtvBKHVodXDT3P8uF3vsCuXqcU9JnGD9gm30tJn88YzbppnpdZLpfxwQcfoFar4dmzZ/joo49mhD+9Mu1LNBpFKpW64B3o5liFVOY9P8gCneeR6XfWQNB4iM4921Eul/Ho0SMUi0Xk83kH4ayamMTRarXceCmU6dvGEaScSZpGTGGsXpn+jokM5DM+W1O6fTxKBUYhy2wvrXw/GAzceDabTZcc86oVGGNZar3zO/W+NRkJOA8rzENY7LPs/6rA2I5sNoudnR0Ht45GI6TT6QsQsLbj+0JBspHhoF6v5+qW5nI5ZwQynkUYVrNjScPhEF988YXjeaIErChkk320TfpuaeUQogbnVWj6XH1Llql9QlHv4futChH9HMBMwgbbqu+anfQqiON1dHSEX/7ylzg9PUWtVnMp2fRwgfOUayoHCjnAv00hCCaZNw82CK9Gie+3dk5Ucfqez89psRErZyLQKmgyOdtXxwNUubisJ2S9Ast7Or6+/loUgILQJ7CXQRV4f8bFdFMw0Q163axorwWTp9PpjZfoYpv57oPjrFfJI02YwOQjCxUuQ2rMqhHVaDRwenqKyWTiiiRHo1GXlGAzRy3s/f8z+cZZE2Dy+Tz29vZcXIunIrBIhc976nQ6LiORsWdF6cLhsIvt53I5FItFpNPppePfK/fANICrQkqD4ITtfFaT3TE/71kkFdw+xUar13oetLqI0eqZTesmq0AorEajET799FP8m3/zb/DixQs8ePAADx48QK/Xw9OnT9HpdJBMJmcO4aQC0wQZn+WifSfc5FNIyshWAEwmkxkmnecJ0yDQeypUR2HBo27K5bLLnluVAhuNRnj58iUqlQqOj4+RSCSQy+Vmjm5RPrWVYjie6tWqYNT++jxO3cJA/qO1afcoWSJsyD02jUbDZX1xDxWFMCEdepnVahX1ev2VeGA6PtYA4lpl4kmtVpupum+9XzU+LU8HwUw+3mXSxtOnT/Hll18iHo/j3Xffxfb2NgCgXq8jFDrLniYPKPz+fSGrOMLhsPNQM5kMdnZ23OfW2VDUDDibk9PTU/zjP/4jOp2OU16tVgvtdhv9fh+pVArZbBalUgn7+/u4d+/ezH68RbQWD8wHhdjFr8rJB9ksu3mQQoLPtmStXYUlydz8XuGcmyIKN1qj3W4XtVoNh4eHODw8xP7+vguMTqdTt39CSzLZhawZcKR5Fo1CNKpQ7TVBnrNeY/+fJ6RVCWgsZJVZcxzXZrPpyhf5MmCVN31wN/8P4g1VerzvojFbNCdsD70uFgPWpB31GPkcJnnoAa83uRk3iHd848FNrLZf8yjIUPWNtRrVDG8QxaDs4BiHQiGnRFVefd+JfEr0YhniOuDWjk6n42K4upWGUD6zr4Pi3kE8sfIkDqaia9o0cC7MmBmlRV15nS5oCwUGWV/KzPQ8LExD0mMcrHdHJiaksW7GtW1rNpv4j//xP+If/uEfcHJygocPH+L+/fv42c9+hvfffx/Pnj3D559/jmq1img06s4rC4VCF9JabezQegzz2qSwiRV6NgnHwiv2/r7EDUJf9H4HgwFqtRqePn2KbreLO3fuLFSUl6HRaITj42M8efLEBZC1QvpoNEK73XbJEZVKBdFoFLu7u8jn8w66o7DzZdQFjSXHTI0N9QoUidDnaLUIWqosPKtxJN6Pnq56a/1+HycnJ/jiiy/QaDSwu7uLra2tlYzpIlKvRZUBlSk9XZZM45jQ8k6lUohGo5fKCFbl6IN/+Xc6nXbj8Pz5cxwdHSGTyaBYLCIej2M6nc4Ubb4ppX/baZ7h5rtWT3jY3993iRu1Wm3G+Lp//z5+7/d+z5WP8t1/3hysRYEpnqwLXRM8yKRAsCWqAthaXbowfFCkzxKj4LIbrPm9nsR709RsNvFf/st/wX/4D/8BBwcH+NnPfoZyuYw/+IM/wIcffoiPP/4YAFz2GTd/kuxi93m1JDUGbKIB4RaeRsxgrMJoCtH4gt5WsKrSYhxyMjkrR9Pv91Gr1fD8+XO3WXKVNB6P3f4VYu+6+dIWdB0MBkgmkyiXy0ilUk55jMdj75gHkQpNrZRi1wTHhhAwvQVuqGeJKK4rGlokehZaYZ9t5mnkzWYT8Xj8xg5pZT8tRM3+8bPRaITT01O3JSCdTiORSLhUaip6O54+lEA9PJUnlmdTqRS2trbQ6XTw4sULtFot7O3tOcufitT+/vtM8ww1n/zlOhoMBs4YJLrUaDRmFNjdu3fxB3/wB25fq6VFY7+WLETFutkhvcZasz7YziqsRYPoI72HxicIG9gBs4knN0F8pqYYp1IpHBwcYHt7G5lMZsbttv1Qj0npsn1gv8Phs5pk0WjUeaS0moOqfrAffK6FBoP6zeuj0Siy2eyF2NQqKBI5O6SSmWeZTMZVEuh2uzN1COkxMj6lCT02rmIpCCnQ7zVj0fI2+UCToDjPdn4Z/8xmsygUCi7Jh+uvVCphPB7j/v377pBLxnVeFfmUTTQaddXffZV7gFkBtgy0qM+yY82Muu3tbbTbbdRqtZlNy4SuNXNS2/t9Jl+oApidEyqt8XjsUA0Ny/R6PbTbbUwmExd7LBaLM9t/gPN6lVZP6HFRpJV7YNxfYWEtMhOZgsF7XaRKPkvLp9B8zGUHm9YeYRguFpv8QXz8Jj0wxmfq9TpisRjy+Tx++MMf4p//83+OO3fuoFar4ejoCCcnJzOVAcgU9JY0vscx0HclC78qbJXP5/H+++9jb28PX375JX71q19hMBi44+p5T2UuClgqYOtd2LmygiWXy+HRo0cO5lqloE0mk/jggw/w9ttvOw9vMBjg5OQEp6enzhLvdDpoNBqo1WozHiJwnlDEceIcaJ8UFvQR+cvGBHkf8qdCgTQG9b6RSAQ7OzsoFovY29vDj3/8Y2xtbWEwGKDf7yMajaJYLCKVSqFcLuP+/fsuy+umKWhtsk+pVArvvPMOQqGQyz5VSBU438zuW+8W3ub39hgUGiXhcNglRTEhhtlz7XbbySHuD+z3+zO8zed8nz0ylck6D9PpWcLGixcvnPHH8Y3H4xgMBnj58iW++eYb3LlzB3/yJ3/i1rs1WprNpqv4wdgYADx8+PBCe1bugWnj9XNLFLhBXlZQMsFl2mL/VwjRPosWsGaQ3QRpzIKxgUKhgDfffBP7+/v49NNP8eLFCwd5sS+EaDjmFtryQaRK1sOl8REKhbC9vY379+87pcnKFeqFKBSke5/0WYQL1UCxHhpwln1WLBZRKpW8VtZ1KBqNYmdnB9vb206B0doOh8Ouqja9Lgb4OR56zIbGn5R8ffddoxmYKnA1yUAD3HaPGHAex+F4bW1tYXt7210Tj8dx9+5dFAoFVxl/3ScrzKMg45OKIpvNzhxiqCnsgH/7jR0PH0RukQlel8lkkM1mkUqlkM/n3d5JpnQDZzxDhaX86kNtvi+0jNLudruoVqszOQTMc6Ccazab2N3dxd27d/HGG294K7EwLs6chXkOxcoVGDF4hbyA87I6FFBqWWm5EV/wdJEysZCB7zfT6RT5fB65XG7GagbOU3SpRG6qFuJ0OsXJyQk+/fRTHB4e4vT01LndbBtjNFoWSC1Cq4jVQuR8KCSlv2EsaDI522JQKBSwtbWFN998E48ePcLR0ZE7YZhHvfA5ABzkY5Uhr9F4jfXKlCmZSEHYYdWk7eX+ld3dXVdzslwuu+Qjbq58/vw5KpWKS7vXUkQ+tCDomb7NzVy06v0qdKhGIOc/lUphb28PqVQKv//7v49Hjx6hUCjgrbfemvGu1AOz0MxtIcbCdR+bz7Ox8VbgolenaAK/V7I8z5gkPS890oNzoZ6bKsKgmPv3hXxwro57rVbDN998M7O2C4UC9vb2EAqFcOfOHRf3YmZ1vV532z2oN7777jv89re/xXA4xDvvvIM33ngjcMzXmoWoioVeAhvOWAeFLC0g3cOkwW8Ols/aUsGuykmFBksWJZNJNBoNnJycYDQazcR1WMhXj9pYJ02nUzx79gx/93d/h9PTU5fIoFU29BwdVVpaYodjY8sfcWFSKWhchUYDS1LduXMH5XIZ+/v7eP/99/Hhhx/i5cuXrjJGtVp1J6dSAHMPEjcj0uPSTdaM1fE3WkWfbR0Oh6jX60gkEm7z7SqFhE0Dnk6nyOVyMwJKPaRKpYJ/9+/+HT755BN3xIOOazgcnjEygtrKaxVpUAUGwMGKavBx3Ki8Op0O8vk8Hjx4gHK5jJ///Of4i7/4i5nzqmx/fYbgbSBCqd1u1yVsqNetUKyFxa0R5kvssIavvng/wlqsHNFut9FoNGYUmRoU6jnfFDLzqigILfN9pp9PJhMcHR3ho48+clsjQqEQDg4OHDz88OFD/OhHP0I2m0WxWEQkEsHJyQk++eQTd/JGr9fD559/jv/5P/8nhsMh/uqv/mrmAFhLa4EQbUxLGYiZXNzLpN6Ajwkv82wfqffBYpMsjqsWsUJxN8mkrAdGRcIMLAvXTafnaca+878s6WKn10NBQYHJvS+TyQSFQgGlUgn5fB4AHJxIyIWeHK1m3lPb6oMzFwl5fkehvm6BqxlQlujZUmGpNe4TXvx8kSDltepF+MgHX2umJ/fIZTKZGzmzbh3kQz8sBM3rVvU8+1z1jsm/urnetkV//32gyxqQHBuGG1jWjGgF+VarxTQaDXS7XVQqFVQqFWeoa6IHAKczbkSBTSYTdLtdFygnUQgkk0ns7u661OxQKOQsbgpMX5mfeZlsQRYDJ4DWXjQaxcHBAe7fv48vvvgCT548Qb/fd8KKbSCMcFPUaDTw5MkTtFotF8948OCB81C5wBXiy2QyM96qhfGIG4dCIeclvfPOO/jpT3/qAtTT6RSdTgdHR0cYjUa4c+eOc/G//PJLfPnllzg9PcUHH3zg9icxxsK4Sq1Ww+npKdrtNj7//HNUKhVXIUKtXfUGqCQ0SJ/JZHDnzh3s7e0hm82uXDD7ICcfsdpFtVr11mizFjmD1Fo1wGYNan/VklcrNRaLOY+LhgK/I7TCGOgyWbKc3yBFfRMUBOXzMzXKmAFq4WNVGpdRHvo7jqEmQHFs6P0xLkrDThEgzoOF4V83WsaQJM1zJOx9GCbQGp3j8dhVhymXy3jw4AFSqRROTk5cwtSLFy/c3rDDw8MZxycSieCf/JN/gnQ6jT/+4z/GBx98cHMQoh4KyY5q0J/BZTbY4s1kGht8tcHbRYykA8w9PkxOYLVuVVRsAyGdmyBVIv1+Hw8fPnSBeT3anN4O64Ulk8mZfVm6yIDzklgsAxOPx3Hv3j38yZ/8iTtUDgBarZaDLXd3d7Gzs4NarYZf/OIXePbsGYrFIh4+fOiOhedre3sb0WgUT548wePHj91G4X6/f2EPjoWzLETEOoilUmktSRwc5yCrUj9jgVcKNNsP6yGoF6HvaslTYWkyhm6B4NyyGgUNOa4DLW+2TIKRwub6jFdJPu9Ks5GpwLjufNm0l3mWj1TOAOeohI49gBnj47aM33XpKkp32T5TjjL0QsOPiA+LJycSCRwdHaFareLw8BB///d/72ojttttAOenNdy/fx/vvPMOSqUS3nnnHTx8+PBmFBi9GM2Y0+8If2SzWWeNkllZ381a6/Yevncl21Eueu5vogfD7/RerEh+E3vBuLeLm04nkwmy2aw7lZReqAozYHY7QlDsw8bKtB4hM65079l4PHabDBuNhqtZFgqFkM/nXSYRn5FIJFzwnZ/TU6Dn6DM47JhSQBBS5vEMqyYfxBd0HT2CRCLhYjRAsLdvn2HjLvYaVeIUojRGaPwxnqj7/ADMJDws6u+rTPf2GQy6rn3zYMdrlW3X+VBPinEwTSqyxbx9UP7rRjcVu2NiTCh0tkcxn8+7KvREdp4+fepiXcyZaLVaiEQi2NraQi6Xc2hQoVBwdRjZjwvPXGUHmK1WrVbR7Xbd51ywiUQC+/v7KJVK7rvDw0P87ne/Q7vdnjmgT6EU3kM7wf/VorKfk2HpjRwcHODRo0d4/PgxgFlmpQDm5+umVquF8Xjs9h4x/fn3fu/3cO/ePafMyRS2yCzHVEkz5TgeemwHP2eiDSs8DAYDVKtVtFotNJtNnJycoFar4d69e3jw4AGSyaT7PhaLOS+Qix+AK9JJpaaQG+eDbdOkCirEbDY7czrvKmmR4tLxoyLN5XIol8tu71uQUWMFshWStoKJwtWaCNNutx38zo3dhG7Jl6wZN6/Q6bJ9XTep4cI2kScscqBKYlljI4h8v7NJOlzfzLA9OTmZqcxCQ5b30zl9XWnZsbwq7zBcwfDC3bt3US6XcXp6iv/0n/4Tut0uvvvuO3eSODeNNxoNfPfddygUCvjDP/xDPHr0CAcHB3j//fddeSkaHz7jdi2VOGzuvkItPDaDjKaJBcrsJI0HLENq+WtAls/KZrMXNuTybwtnrpN0nLhguG+He1PYnyCL1WdZ+Ravek8aE6Byo2JkHEL3OzGmpR4hoRfNLGSsxxoU2t4g0jjTTQrfIC+BbWHgmdcGUZA3oUaX7pmzSU7sN8dQ14G9x02P0VUoCCHx8fK6Fa5FAHR9MxuR/KsQrfLGPK96Q+eka4ZowXA4xOHhoTOMG42Gi+dHIpGZjfvJZBKFQgGFQgG5XM5VaZk35itVYKPRyJ23Qw9MISbCePl83gloHmMwT/hdlqbT83OUwuGws1xzuRwKhQJSqZRrkz6PVpamn/s22q2C6IGxagmVAvcpqSW6qK/sp3pkFAzE+FnXMB6PuyKxkUjEJW6k02mk02nUajU0Gg0nuL/44gu3yBmb5AbfRCKB7e1tDAYDx3BaXUXb7+uPWsR8LXuMwnXJegh23PQ69R6Vn62hYwWcjePyb46PxoDVG6NAtfBqJpNx+7tuMylEateO9l29MeDc2PIpCqtE7MsauWo0K4pD420yOdtITShRq/1zzrVdGrfc0DlpmCKZTGJnZ8fVuGS86/T0FKPRCPfv38d7773njvzp9/tIp9NO6XFfXjgcdiEMu83C0soVWL1eR7VaRafTAXAe52AMjIeWkTKZjPMKyIhXJSscmYlHr4/KkwpMmZztJ4ygB66tg1i6hmmnPByOp5xqXxbt6+GCY39pXdKboEWUTCYRi8UcA3GTYTqdRqlUQrFYdPvRqMy//PJLRKNR7O/vO3eeij0ej2Nrawv9ft9VN9CYkc6JChgrxBkEtvGHdZMPW/cpMLXcbcUTa6370rApyDkGRCpUWIdCITdHqsA4d1zcWgT7tpIqAOsBAbMnn6uSW6TAfAaDKhr7HAvbqgID4A5gpKeg6IMiIJQLt3FT+DIUFFucF1u6zL05Zkzwarfb+O6779BoNFCpVHB6eopoNIoPP/wQ77//Pur1Oj7//HPU63UHiZP30+k0IpEIut0uptOzM8iskam08ixE1htkGr2FRrgYyTBW0FkhYQUf3y9rCdk4hH3pHqvpdOo8FL5WTVRg3DRt26Nkhfq8fgC4ICAnkwkqlQq++uorxONxfPvtty59/uDgAMCZJ9xsNnF6eorDw0McHx+753ETOC2jJ0+eIBQKueoZzKK07ePflqxS0LT022Dh+oRn0HeAv4/zFLEV5rqlgMpJPRTyZFCC1G0mn3K3Cn0ZARoERy4i5UNtB3AuW9RD03nxKazbwJ9XIasErKK/Ko1GIzSbTXS7XffO0niDwQCpVMptC+IRRTzpgnNCXtCN+VbGB437ShVYv9/H0dGRE3BceAxOD4dDlEolbG9v4/DwEI1GA61WawbqUsiGZIUzP6PH5hMWTAZRAaH3s3EcngoMnCUkfPXVVyiVSnjrrbcCD1m7Dn311Veu6gPbaydQ+6tKjlgz+66JElRe3A7A19/+7d/io48+QiQScQbGe++9h4cPHyKdTuMXv/gFfvWrX6FWq+Hjjz/G8fExCoUCdnd3XWZQKpXC48eP8dd//dc4OjpyOHev18N3333nYFt6EzYOauE1tpNGT6fTWctYX4Z8ytV6FDYhxaZ9LyPkyJNq+RPv1/qY4fBZ1ZrRaISjoyNMJhOHbtxW8hlUaqiQfwkd0UhcRmFcJmam3r9uWO71em77BqF1YBbSZqzRzu9tIl+2ZNDYKNSq//PvIEPTkr2u0Wjgo48+QqVSwYsXL/D06VNXy7DX6+EnP/kJfv7znyOfz8+gTF999dUMDzAjNJvNuizcZeZ55R5Yu91Gs9l05/vQA6NHxs/D4fBMmSNb0QG4CJ1xoK0Ss6SaXS0+e41+ZitV8OC1ddVFrFQqTrnbds+bOI6JLRulliOFID1ixia/+uqrGUVYKpVcAPXZs2f45S9/iXq9jsePH6Ner2N3d3fmaJFIJIJms4lf//rXePz4MXK5HLLZrPMOSLr4gwQ6oQcKDeuRvyryQVQ+mErJzpcKhmWfQbiQY637ETkH3W4X7Xb7RjfaX5V8Y6IemBqPPpSFvwm692U8IZUHwHmWsa1so+20SVS3kRbxoe+6ZcfN8nDQvXmyw9HRkTuwcjgcujMhC4UCPvjgA5TLZbdFhzF2i3xRodnM3Xm0UgVGy1sbYhMLeGw0hSrLhmg1CZ8Q8+G486AeJjWocNTJ8ClHEje0sp3rIM1EY/koHmCYSqVmsi91T5BmSqqCYBIEceNSqTQjNPSgTt4vk8ngV7/6FT7//HM8efIEkUgE+Xwejx49wmQymYnJHR8f4+OPP8bR0RH29vacwrdZpGqxaszCMqJmLyoTv0prVxctFZdmX1qvzP7Wbja2Vq7vt8zCAuASNLgdxe7fm9fm2yJktd/aJs3ys4iLXh8kuKzxGkQ+mMzCmFpg2sJY+jsbt7xt8OGyG631e9+1837vm4fxeOyU1YsXL/D8+XOX98BEvUePHiGfz+NHP/qRS5ZhfgEr2DBBI5PJuMNMmaCklWfmeWMrUWC6iOLx+EwlbA04x2IxV0CTmSr1et1Zn/P2fPmYmt6dj6jd6YVo7ECZ1jcwLCxJpbIOYhX46XTqFFi/30ez2ZzZvMcx1MWu8SJeRwsdAHZ2dnDv3r0ZSFKv5WfVahV//dd/7c5IS6VSKBQKePDgAfL5PBqNBo6PjzEajfDtt9/i22+/BQC88cYbrkI054zzXa/X8fLly5mzwSiwrIFCiJdw7m2onq5KnwuNbVKjw1q1NCJoKJHXrNCzm+dZviwajSKXywGAg3jp1Wo5Ll97Sa9aiamC9il4TYbQ061ttua8vl5Gielc8nMtF+XbYqK/4fq5rQosSNH7yLeuLgvFcmz6/T6++OILV27uiy++QLvddhBhuVzGX/3VX+FHP/qR0wc0ookIMWkjk8m41HkayyxiTQdo3taRlSkwjcUECSEqFSoWrby+aqxZB12LsqoQ91XyBs6ttHVmxalw1/1ZhPR83qIqLwpIjdGotxhkWWr8Dzg7PI5xSO7PY0qrQitsF1P9baKNTYKxHojCMhq31M9etQCeR/O8futpzYNNfZ9xDm1SgX2+CtTbRr45930PLK4UooL5ukpj2XmwysBCmvP69irIKmddZ1xr8wT/IojOZygQLSAMyOIGXMs8kJenhGu2uc/g03YAs0k1GnOex+/XVmDT6dTVs+IhZOr2aQPpocXjcXQ6HRweHqJWqzkvhMJPB2/eIKuXAsxmOal1x+PjmbIeCp1VWc9kMs4LUGYghJhOp9cGIaqCoSKl95JKpdw+Gu63CofDaDabqFarAOA+09gRLXZ6TXYcOSfJZBLxeNxlWuqhfp1OB9999x2Ojo5cZWiNVYVCIXQ6nRmrNBwOu/RvZiLpcTrAuRfhM1Q0ZvYqhbNVEkFeP+BfkDbpw15nST01HRNdyITAY7EYtra2UC6X3TYQbc+rVmrsiw8mtTKAxhMPlrUemC2efFmlMc+osGiAjj+FvibnKPT4quOzJHrup6enrhg6x54yLpvNusLp6s2T6P1ony1Znjo6OsJnn33mEjeePHniMpTj8TjeeustvP32264kniVNPtNqQKyde5Xs2pV4YDxpkwcSBjGdBuq0fBGhGuuqB2G31hLyWQtUTJzsfr/vhD29DdZE1EUEzJ6SvG6m1QypTqeDarWKnZ2dmdRqTjrLNfHU5lAoNKMs2NZ6ve7iKlqSix4SXXUaGtx3pnAr/7dM5YvxhMNhtyGRB1/a39Gi0vqJwMV9Yq9aganwsouaUCwQ7Imp0F2mLyp8+AxV5kQDGFsoFosz5bZeteIise/LFBy24+vzztQovWw77P+WVym0OfZqCFsYUzOjr6JMV018/nA4RK1WQ7PZdOgLS9P1ej1X85VZqzZzNZfLzRQoWIaq1So+++wz1Go1fP3113j+/DnK5bIrG/Xuu+/iD/7gDwI32qus0+K/TOa7ytiuLInDKhWfm6jWK/FQCksyFb8nWaFmO+lzM212E9ui1b6z2ezMngXb1nV7A8ViEZPJeTWA0WjkXPNOpzNjwfsWD5WPCj+2l0qa9+XCVWiB+LIG1q2VZq1YvmsMge1gLItFOlXw+CAB3o9pzScnJ8770Yr56yarTJXf5glP6/kEeWo+HrIGgI4liRmJ+rn1Cm4bBUFstr1EYQDg9PQUANy5UOl0Gm+88YYrBBvkzfqM1nnt4bxayFbT+JdBe1410ZtqNpuoVCqo1Wpug7vCzzzlnDLPnq7Q7XZn5Bw9Xx51xfqrTLbjFqnT01NnRJfLZezt7eHevXsol8soFAoLlWGQTuBn1oBcxOsrgRApsKwgJQMx40S9rG6360qMcMBshYF5jddn8J60qhgkBs6hGSY5sPLx3bt3kUwm8fTpU2edqDew7tp8P/jBDzCZTPD1119jOj0r2Hp4eIjJZOLKsdBCZIkbklq6DEorNELoT/tEZuEYc674TnjQYusk/ZzvtKB0Aaj1zGerlWs97clkgpOTE/zDP/wDXr58iXA4jO3t7bULad/9OT5qSOk46OJUL8sqK72Oi9IKYTWqeJ9+v++ezXPbGCumofCqMzWDiLxqDSpVHIyh5vN55PN5VCoVfPLJJ2i32/jmm2/w7bffYn9/H//qX/0r7O3tufCETcTweW5BbdJtEPSmmBighbI1Luy7r4UlV00+1MmnsBl7qlar+PTTT1GpVPDgwQO88847CIVCLp7d6/Xw8uXLmWIMyqvMciV/DYdDpFIpV8B6Z2cH29vb6Ha7+PTTT3F0dISvv/4an3/+uTs/8N69e7h37x7+9E//FFtbWy6M4Gu7HVe794/yg6XoiNQs4vWVemBB5NOmWlB2FcFpte6149bro5eRTqfR7/cRi8Ucg/us6nUJ0lwuh/F47DbtMUBKCM6H3yv5oCzbV+0D50CPrrfQqQoaH1mYSI9g53izbp/P2+I9bFbkcDhEvV530PJNkc9r8lmG9hqfFbmM5+FDKKwBqMaYwldBtQV5r9vglfn41DcGVBzT6RS1Wg21Wg2Hh4d49uyZy/xdtK1G7+frO9thjWoL8aps8gla3z3XQbpWrBLzIVfcE8iwjfVaJpOzPbmhUMilp1NJAHD3GY/HaLfb6Pf7rnjuaDRCPp93xnO9Xsfp6SlqtRparRam0ykSiQTK5TLK5bKLzS7bT2A2Jq+y2n6+dg9MNSdjNbqoQ6GzM6VYaRiAKybLFPpisTjzW943qPP2+dZ6UQsfOI+HvXjxAl9++SUajQZ2dnaQTCZxeHg48zu60aztt44yUgCwv7+PyWSCg4MD3Lt3z43H8fEx3njjDQcD2qro2m9ddMoE84wB9ZLsYuHfmkkIXEw24HeEG7Q96iXYWBCvoUfG/7vdLp4/f+5iqbeFOI6EXjU7lGSNAV/sz3q0QcKRgexQKOQKzPoMAPs7vr9KJaYK2RpV5BkWgaZSOT4+xt/+7d/i5cuXXoOK97UU5M1aBeQzGBgv4romv3KNMQ5shek6lVcQ+eZ2NBq57TI8mqpUKjkeY0LWyckJ/vEf/xGdTscliSUSCVf7VMMIlUoFjUYD6XQag8EAiUQCjUYDL168QKPRwMcff4zDw0P0ej0Ui0Ukk0k8evQIjx49cgcUW/IpY10LOu48e09liyI982glHhiFvpZnYoNDoZArnc+0SsZ7arUaIpEISqWSw8R9bnNQJ3yDRFIhyYl6/vw5Pv/8c8RiMezu7qJQKOCrr77yKjBWZ1+XAjs4OMBkMsH9+/fxxhtv4PT0FL/5zW/w9OlTvPvuuzMVSmhB6aZaqzj0bxoTdiHTstfvbeq9hcnUguX1HCeOlW2H3k+rSagVrHPT7Xbx7NkzV8XlVQtj7Z+FE9l/n7C0CozKz0dWYDOLlPdlvVBdA/O8gtvggVllrQYNt4hocYPDw0P89//+3/H48WO8+eabePjwoTcTLUhp8+8gT9fyPg0xenhsI/mYGdTdbtd9r57gq1Ji1gOjArt7964bX8paxsOeP3+OX/3qVzg5OXFtz+fzeP/997G9vY1MJoN8Po/JZILT01McHx8jlUqh0+nMyPJWq4WPP/4YJycnKBaL2N3dRbFYxLvvvouf/exnM16dJTsvit6w3Qwv0RhWXl+Gp1eiwAh/aV03EhmALixjNpo8wOvs4uf7MvBMEHGAQ6GzGEO73XY7vzVLEYDLzBsMBi7BY11ZiFQUuVzOHWDJYruEVphoon2x3i0QLMTs2Fmhq3vj7CLV39p34Hxfl70+CH7ztYN/E4e/TYVqg2AlvnzwhvLKvLHj//b6eYbavOtetcJnG9Rq9vGkbTvrEfKoo3w+71K79feL+ubzUH18bNtgeTIIQvQpxHXQMvOoXqHWTdW4IAC3MZ5KeTKZuO1LlUrFZSlrlquOATfTM9Vdt3IUi8WFB6vO6yMwu3fUlhXTa9fugU0mEzSbTbx8+RLHx8dot9tO8DM9PpPJOBeRO6y5I1uttFAodMEjUOGqn9u/fQwHnFf/iEajqFar+O6773D37l3s7e0hEomg3++7DLh0Oo14PO4Clp1OB61W67pDFEjhcBjvvvsuSqUSDg8PHdNMp1P84he/wJdffunca+DcGyPUAcyWa1Jr17dQ1YsiYzMmpozjS15RgaveiI3NaDBc50a3BXChEKpkphNwtiXjVRH7ofCGpnPTeleDzEfqiVmPxCck+c5EDfVO6Xlr1qgVqJexWNdFnEcbYwWCjc1yuYzf//3fx4MHD/DGG2/g/v372N3dRTqddv20SQE+r0r/Jp/qtgTyt83sJakn4IsxarbtuhSYTXzRv/V/lnfj/2w/1xLT0ovFIv70T//UxcsYX//yyy9Rr9fd2YjxeBzFYhGFQsHVqY1EInjy5IlL2KBM3tnZwZ//+Z+jVCrh7t27ru3LoAAccyJLrNDBF/emsgi4JpXNo5V4YPRs2u22y5hTZgbOBZeetWWDqVZJ+eIoQTTPU6OlwhhLv993QnY4HKLVajlBMZ1O0Wq1cHp6imQyubZSUqTt7W33unv3LorFIqbTKZ4+fYp6vY79/X13lAn3hPm8I2C20K9VYkqavUiFGQQFWANBrWzGE4Dz8lQ2aE7S3yvkQa/8NnlgalSR2N9lBZlPsCpZY0CFrwou3TujY2+f86pJFYdNDLLQNCmVSuHg4ADpdBr37t1zZ87F4/EZPrJywKe47RgqGsDtJj5jl8+wp0D4vONlYjJXJbvNxCovEjOsLRqg8NtkMnHHmDBc0+l0cHR0hN/85jd4/vw50uk0ms2m2w9LBUJjudFouNJx2WwW8XgcmUwGb7zxhstUtLRITuuaoCyj8rXbGYKQC0srSeLI5/O4c+cOQqEQ/viP/xgPHz50GWrRaBT37993ridTQJnOPi911QffBUETvu84UCyLxPjKwcEBSqUSYrEYPvzwQ4fN87qtrS3s7e1hZ2cH2Wz2ukO0FKVSKXz44YczR2i3Wi2XXnx4eOiwecJuVuFzEdiafXZctV6fNRB8KeAk3pMLyBZFVSGmTGg9Zq1JqRY2i9ienp4iEoksndm0KmJ7wuHzqiQMfnN89VrbZ/bDjrlea70GX0acNUpYsaLX63k3id8GsuPAz3xeEQsLpFIpvPfee+h0Ou5AVZ5UwQxly7tWefn4W9e/ein0xKxi4BjzJHQa3jYGvM49eGosqcdFovHE8AbDNtwSoPu/iBRwC8JkMnHbF3784x/jzp077jeJRAJvvfUW7t696872U+QplUrhnXfewfb2Nt566y13oKrPIFl2bKbT6Uw/2DefMb7ontdWYOFwGDs7OyiVSrh//74bCLqusVgMDx48wNbWFp4+fYr/83/+D05OTnBycjJTfdhnWfrw63l/67tCWsySOTk5wenpKR49eoSDgwMUi0WEQiF88MEHM7AP3dpMJnNjQjSXy+Ff/It/gb/8y7/Ep59+ir/+67/GyckJnj175jKAGo2GU7IqMC0spcF0TWbRbDCbrq6KEfDH0yw0GA6HZ6qA8Pm8ty9FWQU0v2d7R6ORg3lfhQKjIKO3Xq/X3Xhb71T7pHv26JGq8taxt3yusWCFCvmZnlfVbreRSqXWjgpclVTos4/8n2MTDofdfsxSqYSf//znF7ZVAEC3251BEXy8bY0B4CIEB8zW2dR4D4nVacj7iiDR46aHcBMKzBLXBjcns9IOS/dpv1ldo9/vo16vYzKZzBTLpaPRbDZRq9UQj8fx3nvv4cGDB/j888/x29/+Fi9fvsTJyQmAM7n0J3/yJ/jRj36EO3fuuHO9fGGcRaTeLb1CwpsKPXMt3IgCA87jHqFQCOVyGZlMBv1+H91uF9FoFNvb2yiVSq52F+vrWZjmKhTkYurnrGpAq248HjsMtlwuz+xrmk6nzpVmVf2boHD4rFSQYtNkRJ6xo/CCr99c4IvIdw3hU97HXrtonqzQ8FmRPgjH9oPz9Cq8DIVtKHTnQbHA/NgM50mhVfu8RZ/Z9tgC08vECW6CloV8VPFEIhFXj1RrevriaL6/g9aA7zNr5FkPmR6JD6LkNeskNXz4TApx8iFllybB6akHipgQAeN4jsdjlw+gR5ZQbvMkBYaCgDPokIV5y+UystnslZU4+dieOmLhcjV6bVKHj1aiwNihWCyGQqHgBpkWVzqdBnA2YMfHxzg8PMRwOHSlRwhJWa/C51ktS2rl03Oo1Wrodrtub0QymXRWhV1YhDfZ9nWSXSSFQgHvvvsudnd3UalU8MUXXzg4lAkcFKwcM4XllIIYgGOse8Zo9Wt1Dd6DCTfaXgoc9R50U7p+byFfQpCEdWwM4lUQx8OmTrMPtP7tmKogAWaTVqxHwufw3C9gNnlDBZK2iVarxmXVs3uV48a26DtJx4YCiV7ldDp1yTta7ki9ds6DDxYPyhRV9MHOCwuPTyYTF68Ph8OufBmTzXzzv05D4enTp5hOp06BRKNRF8JgbdbRaIRms+nGiQiSKn+FGlutljPa2+02ksmk2wfGArqdTgd/8zd/g16vh+PjY1cZ5b333sO7776Lra0t/PjHP8bBwcFMpQ2O52W8r0wmg1DobN9nNpt1GeH0EMvlMnZ2dhx8OZ1OFzoQKz3QkhZVEPGo6Uqlgslk4lJmbeok331M42OieYNIgTqZnFWlbzQabkMl63ndNFSl5LPyMpkMHj58iEKhgF//+tduQTJLykKAHCc9AJFC2KbXWpyZi9UXfOc1GgAHZstQEYPn3hFuTOQ9bDtV2NDI0U3wdkxuktg+3ceoSkuNHO2LD8P3QVw6zwqlzrtW4UvC8r5jc24DWSVmPRn2m3zCBAPWwyS8R9hWjU9rJPjgQQstaoyX74PBwG1U1my3ZDLpBKadW3pB60ziODo6wnQ6RbVaxcnJyUzBZqazcxPzcDh0afLxeNzxxXg8RqfTcQqNVTqYgZjJZJwXpYrt17/+Nb755hsHm4fDZ+Xc/uIv/gL5fN6dD6hk5fQiCoVCbl5ZJIIH4qbTaWSzWXcUSzgcdoXUF6Xqr1SBLSIVWssoplUwiy4qwoJM4+/1ejMbhG8KLrDkY4agBUMhQAvW973P27G/58LkNVZAABcTOqgoNU5GxcMUWLadv2dGmQbGqTAJFWazWezv7yOfz2N7e9stsldJuoGc7Q0iHy/7hCjJKnJuN1FFqfdVNGGdcZjrUhBSoutKlZhVEsDFuKk1uOxz1CsDcAH2tfzPNHQmI9BA4DMVotNnrpsI4bMNg8EAJycnbn8tDRee+sEtSUzwYd+Zf9BqtdBqtdDv991493o9t1m50WigUqm4hI3RaIRsNov79+8jlUrhzTffRD6fRzabvdJ+L0uTyQTVatWd4nx8fIxKpeLa2Gq18Pz5c3z11Vfodruo1WoAzvIRSqVS4H1XdqDlIkHKTvT7fWdt+e5zGfLFC4K+i0QiLpAZi8VQrVYRi8VQKpWQzWZnrDT1XNYtLKxCIANznHx1CbWaN3FuQjMUtjQStFis3esFnFuteugnyeLRaokCcFZULBZzddSYXTSdTl1qLuup0apiPI/PfPjwIf70T/8UOzs7+OCDD/Dmm2++UiEdDoeRSqWQy+UueBMkemo6f6rkOJYURr7kGIXH9DRnfR5/R8/EHjR6W8invLT9JPaD1dM5Hgzoqzdr+8976neKOtDj5zja+QLgzgFkWji9fxqyjB3RkNDnrtMDYxIJ4fpOp4MXL164TEOuHa5JrTZfLBaxvb0N4OwoJSqAp0+fzpwOEYvF8OzZMySTSVSrVbx48WJmft5++23863/9r3FwcIByuYxSqTRTbSeIljH8h8MhPv74Y3z00UeueHetVnNbeQhlfvbZZ26sye93794NvPeNe2DWIl2FoLKxGf1crVetcMx9R6ogLIxzE0LUp/w5gUHjxLgIryWkwP6xVI4vEUI90utAdfwdrViNHVEAccwJ09i4AimVSmF3dxd7e3solUpIp9Ov3MvgJmKbTLAMWevfwmgk64XNe44NcN9mCuqHGkMWIrT7Rn38bxEAXmfXv71G42n0uBSmZHsUWrNrZ12Ki0RPisYJt5Q0m82Z/ZpEBVgAm1uVCPFxiwLfue1Cofper+eOrwHOkjVYq/add97Bm2++eSU+myczJ5OzgheHh4fuGBieZcY5PDo6cjFJZoYuKmyw0iSORZ8p1GQhhEULGLgYRwiCLPR6XmtjOJxUn5W27B6EdZGOk8JXnGjN3iRmrJsAecYZF4EqEN9zmGjDPW8cE+410TFSD2o6nTojgFYaD+UE4MoDFYtFHBwczAScw+GwS8n94Q9/iPfeew/FYhGlUulWCGgVGuoFUOhR6QDzY3aWzyhEo9Hohcwze4IAF7fuiVq3IL0O2fb5FEmQImaGnFXmFp0AcEHJ8Xt+ZpEE/b1CmORZehksoGxL4mlyxLrGnzAZY0SDwcBViddn01AknEjoj3VmGSPrdDo4PT11HikVXTabdac+sJwUZc2DBw9cYsgisvAuP5t3fSaTcUcl0bvjb6jA2+226w8V6zxamQe2TKdpkdNd13iPb0As+SCFoHbodTa4rPsqfAvkVSov4Fyx6J6vyWQys2ExFAq5MjDMlOQYMtOKC5FBa0uxWAzJZBLRaBT37t3DwcGB+47MRDdfBQoznngUhsbkms0mTk5OEAqFcP/+fRQKBWQyGdy7d8/tYWLFa+7q39nZwdtvv+2OlnnVRHiTCgw4H1uthGKFtY9/OV5KVIS0WDVrjs/g94zp2CSb20jW29Q20yO3GYYkjaFe5nlKy8gQvZbPZ01GJj4wO1H7sO4kDkKA5XIZDx8+vIAG2baz6DCTqOx+WmYuMkGGsTDG/pLJpEui4z25jpeVfZeRkdwmtLu7i3A4jK2trZkaiMB5VaRsNotyuYx8Pu/KZgXRjUOINitIv1uWrJCbN5C6oCgMGJdgPcBXSVa5AueKnpl9VtkTHtSMKt5jOp26zYFUFjbFnovXlpKiECGTdzodZDKZC4FxQiw8mJBpyFwUtGzv3buHvb09ZLNZ7OzsOAU2HA6RSCRcdZZcLjeTTHMbyHr7fFfB50MDgu4FIBBlID+rZ2ErM2gc8raST+Bqf633Zfty2b4ti/wsey+VK5qBqtDYusZflekyRF6xlTiU12j8UpaEw2GXCs+1elP8FAqdVcrnOWNM56cxR6diPB5je3vbyQVfySqlG1Vgo9EIrVbLHVHN/S8MTvriAz74T7/Xv30WEpUlLZJer+cO0JtMJi6F3irVmxSmNmEkmUy688q2traQz+edstI9HgDcWUpKvkQJPicUCjmvi3thQqEQ9vf3kU6nUS6X8dOf/hR7e3vexALen5AXi9tyHxeTOAA4GCAajbrsT/UmuamSivo2kVUaXGia1k3BNk+BaUKNwlIKZRE+4ZxmMhnHfxqjUfTitpEaicBsQhKhbz0W6DZ42iSdB5VDhNk47kHFfl8FKephZSShRnplPHkDON8cfdPZrFpScDAY4IMPPpjZWwqcr6lkMunkRqFQmNvOG5UaFJiaKaSwCGEGksWtqfAsUYBYy1jvy8VFRdZoNC6U5XkVMQafJUqsGoCrkE/Pit4Qx6/b7V7qFGMd08FggGaziXA47I5LyGazeOutt/Dmm2+utJ+XpXkB4ZsgCzFp/AY4X2yLvCJFALQ0kSpGVqIgrK1Wp8Y3Nc55G8mXdKRrXJXEbSIbmyNxndlCs7eFbqMhE0ShUAjFYtHF6lZFN6rAuNGZaeu6QZbKxSYNqGvvg3X0by4gBmUpJMh8+XzeeRnlctmVbLL3uWmy8AQhxFQqhXfffRf/7J/9s5mSUgoNMmhLOFAtfguf0hJOpVJOSFKg/uQnP8Fbb72Fra2thbjzVWiecbAKOGkVpEYOx5RwLQPnajWqAvL1z8ZPCOtqRRXOtXq5No5EQcoqMr6tFbeB6GHreiSf+jYh3xZinKjX67kkikQi4fiA1TluO4T7faQbVWCJRALlctmVKuLCpuBlAoDu7QBwweol2e/tc1gVgvGdra0txONxPHz40FWk18oh68a5feR7FjHqeDyOn//85/jjP/5jp8AYkGUFAyow7v3gznsVHBxjpqRyLxw9LmYCvvPOOw6nXiWpAvX1XbMqXyURnuX4sWJLMpmcqfKtG4oXJR7wN9y3Q0iKfMkMUJJC2fo3i7OyPuZtI02Jp0FCXlSj9DYqACIRnU7HJTZx+wdLMK27mO+GrkY37oGxZAgz2Sg0+M4itsBFZg8KrJP4dyqVQjqdRiKRcOmxrNPI/Q7chGsrrL8KBg0KRtNr5HilUim3t8OW4Ol2uw4SpZIjbEXrn7EpHRemsjPrZ13xqJuGZq9C6vn4YmBBCjjo974MWEu+DfM2oUfhuFcBcy9D5Fef90hP9jbCcCSbbBIKhWa8SZvksaHbQTeqwPb39/GXf/mXM2X0mXAwHo9Rq9VwfHw8c5SBphcD/hpoCuUQIiM8yFpbrAAQiUSwvb2NBw8euIoApJuqvnEV0hpimlxBBcXYngoN4NxrpScAYCZ9lQYDC2pq7b1VEYXbvO9vA+n+IJa1orfEOKGFZzVbTffWkBczmYyrssD6f77MWCZp0Kvj78nH5XLZZWetA+K9LsViMeRyOXckTr1ed2nRLNxNBGTR3p6bpkQigVKphHg8jlar5Y4Z4Xd8v01JHBs6oxtVYFtbW/ijP/ojALMptxTC9XrdQYiMF2gpHk2/1fNiiE/Te4jH427DHkvHWAt3lSm4N0HcwzGPrmOZr7vvr8PCJ18xiaZUKrk9Myzfox4toT0t10Nvg0qPBhRwll2qiUS8D3mbQlOzDQnx8liLYrF4Y0f8XIaYVToej3FycoJGo+H2VU0mE3dgpZZBuy1E5RsKhdBoNNBsNl2hWYWKteD0hm4H3XjusoVUNPOQ1r9uetTvVYH5lJlmEunrNsRXboJuswJ+nciXULKKsZ0HQ827/6qef5N0G2HOeaRzs84NyxtaLYU2E7WhDW1oQxt6HWnjD29oQxva0IZeS9oosA1taEMb2tBrSRsFtqENbWhDG3otaaPANrShDW1oQ68lbRTYhja0oQ1t6LWkjQLb0IY2tKENvZa0UWAb2tCGNrSh15I2CmxDG9rQhjb0WtJGgW1oQxva0IZeS9oosA1taEMb2tBrSRsFtqENbWhDG3otaaPANrShDW1oQ68lbRTYhja0oQ1t6LWkjQLb0IY2tKENvZa0UWAb2tCGNrSh15I2CmxDG9rQhjb0WtKiE5kvnHY5nU4xnU5nTonlZ8DyR8ev+iDN6XSKXq+HwWCA8XiMwWCAyWSCTCaDTCbjTmfWNgMrOcX4qje49ADoONt3/ZvH24dCIUSj0ZkTrK9Lk8kEw+Fw5tRse/9XObaTyWTKZ1/2+dPp1J3GOx6PMZlMMB6PMRwOMR6PcXJygpOTE3Q6HXzzzTeo1+vodDpoNBqYTqfIZDJIJpOIRqNIpVKIRCLuPqPRCM1mE4PBAMPhEMPhEJPJxD07nU5jZ2cHyWQSDx48wMOHDxGPx5HL5ZBIJBAOhxGNRt0J4xx7fqZ8sES/V8azvudy3DgH+rK/UZ4dj8euT+s6gXo0GmE4HALABZ7VU92vcQr2SuUB27VusvLkKv3XeY9EIoG/13XG8V6SLtxw0YnMM1+qAAX8C2VepweDATqdDsbjMdrtNtrtNsbjMUaj0QzD67N0MLh4AWA8HgM4F6iTyQTNZtPdnwqsXC6jXC4jHo8jn887AROPxxEOhxGPxxGLxeaNwSK6EQWmQpVjoy9eA5wrMABu7GKxGOLx+JUXA58zHA7R7XYxHo8RiUScMKUgVfItAv6/5AK5dGOn/28Qlu2njutgMEC328VoNEK1WkW73Ua/30er1cJwOES1WkWtVkO328XLly/RbrfR7XbRarUwnU4Ri8Wc8OW7KsROp+OUP/mXfE3+jMVi2NnZwc7ODmKxGLLZLOLxODKZDIrFIuLxOIrFIgqFAiKRCJLJJCKRCKLRqJtrzsmcMV6pArPGK8dTiWvXx7t8TSYThMNhxGKxywi1pYjzMBwOMRqNZp6r46RzSFkTRAGycOVjew1lutyDPTLEKvdl2qGG8zyDmWttMpkgGo06+XsVebDIA3NkFZ1l3HkP57X9fh+np6fo9/t4+fIljo+PMRwOnYDQe/A3XNx8j8fjM0Kn3+87oXNycoJms4nxeIxerwcAuHv3Lg4ODpBOp3H//n0UCgWkUiknLLLZ7FotvlXRdDp1il4VlP6tgkAFSCgUQiqVQiwWu3I/eU/O12g0cszHueGC5zN81pUK1lV5hUpXsRrptTebTdTrdXS7XXz99dc4OjpCq9XCyckJ+v0+ms0mms0mhsMh6vW68/i73a7XewNm54SenHokVP6RSASxWMwpJRpamUzGKbU33ngDmUwGP/jBD3D37l3E43Fks1nEYjEkk0mkUqkZBUADY53EvoVCoUAZYRUcx4k8FWSIrbKNVFqj0Qij0WhGiJJPLZqwjFyztEp+1jHx3feSXvfc51iDQz0/67gEPY9jtqg9uhaAcyP7Kn1YWoEBl2MsZdBut4vhcIhms4mTkxN0u10cHx/j6OgIw+EQ7XYbg8FgRuBRCHBhWwVGhlSruVKpOAXW7/cxnU6dcODibjabyGQy6HQ6iMfjMwxML+I2KTMyz2g0Qr/fd0pMIS4VCPqu86WLdVnPWQUKn9vv91Gv150C45jxXb1kFdLWO5j3m5sg8uZoNEKn08FgMECj0XAGVr1eR7PZRLfbRb/fx2AwwGAwcAJQF3g4HHaKScfM5yVbD1S9JfI+leB0OkW328VgMEAymUStVkO/30exWEQikUAymQQAJBIJhEIhtzY41vPme1Vk4UCOgSpuHW8AM0YY+6n38HnzlxHWikTweURpCCHS+B2NRhd40afE7DN1nnXeb1p26POvi64s8/0yz1jGmVHZRT69Sh+WUmBBHVAr0z643++j0+mg0+ngk08+wbNnz9BoNPD8+XN0u11UKhVUq1XnLRH/JuPSKgbgPAd1NwnFqKJstVro9XqOOSeTibNMI5EIcrmciyvs7u4inU7jD//wD/Huu+/OxCAomNdJCiGpULPU7/fdq1KpoNfrodPpoNVqYTweO+NAYVPek4qH45DJZGYUiD6Pit7nSdAI4YInhKhtpyAi3BUOh9194vE4CoUC4vH4Be8iHo8jnU4jn8+7NqzLa1DB2u120ev10Gq18PjxYzQaDRwfH+P58+fOqCIqEA6HkUgk3FgmEgmnLAipqkCjolfhrc8nhUIhJBIJx2+EAzk/hB1HoxFOT0/RbDYRjUbx9OlT5PN5lEol/PCHP0ShUMCdO3ecsQfAeXO+uV7HeKoMUM+Kyj4cDru/+/2+41kqE7YxFos5nuEz9J4aUrCKhWOvHhYNjn6/777jq9FooN/vO3g9Go2iWCw6VIZyg3LHxnbYR23DKqFP9W59MsKiLKt4jn6m31ljKMgIntcOGsFcM+QHADMojq8dQc+8kpRWK2teY7vdLprNJr755ht8+umnqNfrePr0KXq9Hur1Our1umM0MgIZuNfrzQgQCrZoNDojXHXQqAiHw6HzwGy7Q6EQisUi9vf3nRAol8soFArI5XJe628dtIxFqZ5Xt9tFrVZzSQPVahWj0QitVsspFipvCi2FxxKJBNLp9Ey8BDhfcFykfCYAt9AZs6TiUvefi5jPSaVSLj7D3yaTSezt7SGVSiGdTiOXyyEWiyGfzyOdTrvfcSyWgSGuOt7kW8ZjaVRVKhU8f/4c3377rbPKI5GIU74cHyoICtjhcHhB2NKrW2TVUoEx7kIDg9+TjweDgTNgAOD09BTJZBI7OzvIZrPo9/vOAAMwgyRc1nq+zHj6ID+LBOjf9ArZJ/IsvUYqbSat6HO43snXPq+VY0/jgUbXcDickQ18r1Qq6Ha7zrBiKIFyiEYzcA5z6bha2G3VZMfYJ9hX4WUv64GpoXIVb4le12g0cvOv8oh9AeDt65UV2DIuoaVGo4EnT56gXq/j+fPnOD4+RrvddnEDbWw0GnVJAXyedogTRCVmO0SmJiSowli9OgrU6XTqoManT59ia2sLOzs7KJVKM0kPQbDBojFZhuZZVAqvtFotNBoNtFotPH/+3MVpTk9PMRwOHfzFRcnx5PjRU1XvVWN+OoYcM46RehIUBDoOXNCTycQJCBoeANzfyWQS3W7XeYH5fB7xeBzb29vIZDIYDofIZrNIJpMOzlk1hUKhmYShdrvtkjKIBvR6PSe0aJHb+KgqBRvr0rGMRqMzsJlCUfwtfzcajRAKhWYMA/IBPT16CSqoe70eKpUKxuMxcrkctre3nfDXZ10HXvJRECzqs9rpDemLqAEFma7z0Wjk1rGN9bIfPg+Mzx4MBs6Q63Q66PV6bqxsZikTdXS+aTgkk0nnCVKO+NCBdUGHdoz5tyorGyoIUnLLti2IT1RZa1iAtIx+4LgSiqce4O81CUll/iLlurSkCOqYwni6aF6+fIn//b//N6rVKv7hH/4B3333nYvdcNGSYQDM/M0Fy0FiZ1QxKXbOWJlm2fE9kUg4+KfRaDihenh4iGg0il/96lc4OTnBW2+9hd3dXWcJptPpwAlZBbNaBtBFT8t7NBrh+PgYJycnqFar+N3vfofT01NUq1UcHR05L5cCUGEYKgG1gOlZKfF7dd05rvT8LMTDeCKhNMK3tKi46Gu1GlqtFhKJhMugy+fzLoZz7949FAoFHBwcIJfLIZvNOijhOng+x9TXVy6g4+NjPHv2DNVqFd9++y1OT09nDB6mxNt70UvgS2EQClfgDMJTAcPvKKSJ+ds4psYEQ6Gz5Bv1TsfjsRO8jUYD33zzDdLptGtzNpudaW8ikbjSOPrIQqFBgoXrkwYQ3xXepyFB9IX94/pOJBIz46vKSoWbtgs441lmNzOkoOgE79Hv9/Hdd9+hVqs5xRSJRFCtVlEul5HL5TAajRxCQKPEB7WvC7Gx0J6+6/Ov6hEFkVWCNlbJ583LdFW9QP7udrvOK67X684oHo1GMw4DvTLr6fpCC9cydX1WAomNpBBrt9sXfqsDb99VIOug8juf5atWGQcgHo/P7KOJRCLO0qUnVq1WZwaU363aqvKRj1k02MyF3+l00Gw20Wg00Gg00Gw23cKkYiIT0JrU+9LqtPPF3/r2bTCOOZlMnEFBZaneskIDajGz3YSCCbWFw2GkUikX02EfbEB/1WQFa6fTcbEwJhGRf9Tb9wlrH9/r7318q0iC9VboyeqYApiBtWy7GANlrKzX681At+uEuBZBTto3VfbkbU1GssgGDSFFFawC4/2th6LJNoRe+bfG2bm2+v3+jNFAIRuNRp1wZRsXeQOrJN9z1BjS9gR5YKtsi+95AC7wu71eFRj3P3Je+DeRIfKDz4sMorkKzPfjRe6iQl/0Fohzs5F6X+2gbbj1CPRvXfD6HV/qlTA4nkgknHYn9Xo9HB0doVAooFKpuI2jxWJxJkNM+74uxaZKi5teq9UqTk5OHMzF8WQfFDNWxW8VEj+zzEXPV5mQyikajSKRSMx4aLSSNSsUgPO6KGRVANPq7vf77h6DwcB5ZRqv9C2Iq5BvMXMzcbfbxdHREZ4+fer2evH5VBD01oBZL1bbqPEqkioqH4/aNikkRtL1oGPK+aMXPJ1OUa/XEQ6H8fTpU+RyOeTzebd3THlkFTyr69G3Nm0mGdchBZcaOMon6k0o+cZcn68eriaNKFSs3i1wZuRRDmQyGdcmKjfC8kQW+GybDMPP1qE0rGGk48D/acDY8fEZT4uIfQlqC8dT20TS5COL9lBp0XigM9Ptdl22by6Xc8l1nFPOD8d3nhK7lAJbNCDKQJ1Ox8UY+v0+gPP8f72fWsXW67L3tp3RTDdeowoROIdQqMjIqABmoI1yuYx6vY5Go4FCoeAmzArTdbjpbDsXOz0XJrtQcdVqNdTrddcfTTix1r9NA6YiAc6NBgtD2N9b+Mm69IybqXerHjI9C/ZnMBi47xmHSiQSMzDSdcdYFaGl0WjkNtCfnp66jEPG+XRbgAoIjQmqovNZo/q3VWJWCOtn+rl6ZRxTFZQ0xgaDAer1OsbjMbLZLLLZLIrFIg4ODlAoFJBMJldiDFjyKbKgvtCL0u0HwPnaVW/Ul5nL8VABy+tVgXGu1GPSLFr+htmFDBNoZRTgPPkslUpdULZqaKgCWyX5vCoda02GUUPHrvfLkK8v1qDSWKbKDWYOqhynwUqImAhLpVJBo9FAp9PB8fGx2wLV6/WQSqWQyWSc0UX4/loe2FVI4STNNrIuaNDk+wS7woXK5D6rIcjyDXqGdW01fX+dFGRtapYO3Wy1XsnIV1k8PuvfjqH1CPRdFRNJPV0VyuyPVYwq1LRvqxIE84wfpu9yeweFF3Cx8oAmWei9eQ37a61ytdb5e+uxER7T+6vwUYEdpPSsoOIG82g06tbcuvmYbVVSgUseUINHeViv075aQ8o3zr778VlaDUUr9xBJ0JdN0rnsXlDfGKyS5rXD55UGzUfQ/awRwrnSXAUa1hqG4OdEaJiIxxcTdWiQj0YjZ4Azo5pKDoDbupJKpWbyIRbRXAWmHZunbDRtmxZtu912Hg2VgsWT1QX3BehU01MAqQC37bJCfZGCnE6nDtpqtVoutZ/ZaKuCXnxkLSxVWu1225UsYryL+4F0MQeVDPJZcMBFiMdalZZCofNsTL40jqFxBSYm6PN1rxjbymDudHoWf4xEIq5vq4iB+RYo29loNPDy5Uu356tarbr4npZ+Ambruql1S6iEwoKLl+PJazVjkO1Sz1/HiXOqc8Fr1VhQ440Cg2PaaDQwmUzQbrdRqVSwvb0940WsguYZBzoe1jNiuzlOqlypdNTL4X42Fc6KNCh0q17BdHqe/GU9Z84tN4CHQmcJMtyHxqQtrYqySDmtUjZYxc8+a7KPPtO+6299yTaWx/Q68izHUl+6VafX66HdbjsvlfEr7ptTZUc5qglphBA7nQ4ODw/R7/fdNqZcLue8rslk4kI4i8b42h6YfQAZVoN1in2rZW6tryDSSSC0Mq89ixSvbS8t8VfhgWnfVMmzLRqUVihE+7hMFpSP4a1Qtm3TtGFlfBLhAt1Tpv2yi47f62ZSvlQIrZoozLj3i9s5ut2us8J9CoP9Vm+Ii508ot6W/s0x0P7rGCi+b7005WEdc4s+cO7Yt1arhVgsNpMUsw5aZPXzO1UwqsCt56D9V2NHjTP931YasUozHo/PVIoBzvnXKkl+zz7wOZfJLFy1F+bjG/u3jr0dS59s4Ripo2ANLH6mSJDGMJn4RCiee+iYRahe2unpqcuQZgaoKjDG8oHzNdHpdBzqtFIPzA5SkBVA4UShS+W1yIpZ5Cbz3r4yRBT8HAjgHNbiZypgeE8ufrVydIIWteu6pEKJzEKhSoiLKaeKQWsmFRewCtYgBe5TXPSwrNClMFAPjdfr2NrnkqwyYjzNCm3NBKQnvGqhy+f0ej3nebFMlELb2m72TYUuFYWFrygUNQlJx9PHQ2o0qIDX36gxwHb5suFYJ5TJB4lEAu12G81mE/l8fqUemKV5AtR6R9onWvZqvNi9ib5x1nXL/3XO7HWWN+1cWHjTPlsNSl+SiSquVckKq1TsGPNzhZstSmAVnBoJQc/kWKoS4ouKhfFjlgVktma/359J4mDyGWUp70nDSnlC42Q2VX+ZMV16I7MOrMWx9XMqLn0tikctUmCWsdVKswqVf1PgUNkB57ENltkBMCOYaZ0z2WCdECLHhAqfjNJqtVzRWKb08nvFpTXOp1aj3c/lW2RWGPhS7jWpQa9XWFCFhP29KkIqMMIM5AlCte12G51OB6lUyrtX7brjzIrx1WoVL168cAkxg8HAQXFMcqFSUyHJDdYWMeBnvg2uvs22qtiJ8zOBRa1m3ttCcdYyDYVCbi9erVZDo9FAOBx2UHipVFqbAvN5iD7FpYgL+6QKjBAe17TeX5WYPs96qQqRkad1HH1xSuBcQVllx+/ZPpvAsA7S+6rhp0aUpXkb/u2aVC/X92wax7rtgLK82Ww6BdZoNBxE2G63EQ6fF1tneweDAY6OjtBut2fWFJ+lRioNd3py1ohcNN6X2si8COLRgbBWi1pSvN8i5eDz9PTlu6e9zgpY3zOVoe05TesitRrVCyOEacfQLiDfPCyCPWwMRg0BbZcqqUXGRVDf7GLXZ6tAZ7/tnptVWrQ6tr1ebwbW1vFke9g3a5UHjYcVFot4XC1r++I9SDYmYRe3b08Z4XDy8irH00dBgiZIVig/q6ILut6GDXxela8Ni/rMdti2WsU4D95e1bjqM1d9/6B7+DxTn4z1xYB9xiuAGSNCHQwrs2kUMotRXz6jOIguFQMjkwQJeLV2WcGBmxLtQFgLyyd8+TwrVEKh8wwjCwOEQmcleSz0xd/bl54Nxs3CxGbXuejZJ8ZlWA291Wq58dNsMlVkoVDowv/aPyWfElHGsjEeXbTqWfiY3T5TYS97DT0dVlrgPHHPYLVaRSQSwfb2ttv4fM1z2lz/O52O245wfHyMWq3mcHmrRLnlQ/dR6WLUxA71cFXI6VgppGOFIOdRvQCdp+l06mAc9cCUf7l/JhQKOSVdq9VwfHyMUqmEbrfrajj6EqWuS/OMmKDrLESlitj+ThWMFYRWAVkDYJHBzfGy88zf2vRxlTXz1tlViDyyjGF/1fvb/61RwH2fRF7i8bjL0h0MBkin0w4licfjaLVaM/fm2Yqc02w2O7OHjDyoRzJx3HQPI5NsgIt74CxdOonDLlLtACFEW1lBmY7X6yK3sJfeU61Vn1VgM7coFHyK0lrR/D1hMm37uomTohUBGKvRuJeNe9D68WXs+fpnv9e/uWDt+Osi1fEPus8878TCIYR6gPP4H/eJcVOx7tW7LhGmY2yRBoL1AnS/EoALylv30SkpTyrfWAjRWvo6h5qRx2uoEDVWZKtS6MGLvB8zxJi5yj75YM5VkeWPZTwqu8dukbKxz7uMkA/yDlW4kt8I7apHHgQfBnlNV6V562wd5JMP9ogjhmKo1BgGoCGn88aiyJRpNFo5xlSO4/HYbSInWpDJZJBOp5FMJi9koK7MA1PyWQvT6XnAnFUM7GBZ63RRoFV/7xOc1uLV2JcNjtv22z6w7avclxREKqC4X06tbQsjBcFNtk++90Wk42ctXXv/qyww2w7d+AjA7c/So2FWMf58hlZ1pzJQA0fTrPmdD7JTsrxIxWzhV9+LbePvrDDQ+WOQW4U9+dwqRbZbN4j2ej1XKWEVHq0lyzNBRhVJFYdFFrQv+reP7xYZTLYNvuvIG9bAsMJT26ht8Rnxq6J1K6+gZyqER/lMBcasTXqumlwEwHltAFxMS41Rfq+GG78jCqbOkBoPQXQtD8wOMvcMcA+TQn86IBq0ta5s0MCql8UXrSV2UC1SDrRP8ChjAnAwDPddsfSV9TRXSVqxnfssmOVD5gBmF7EyjA9yWUapcQx8nimACwYFf8vnWo9K59b3bMt86s3QA2NabSgUmjncNKig8jKkFjT3r7C6iQp1KjAKfhpeui/M9tN6qPxbBZt9KfrA8bNJGlRkFBg0bliPUvmcf2tAnB4W1yATO7geWBR41eRTXFbQq1LQmCfhJhuPtGvUPk/5zyr+RWuW1yqESblBAQzMxh+55nwxRV//r0rLyMN1UTgcdkaOzkUikXDGHQ1M8hNjrjqGTP5QVGA6nToFOJlM3D2JvqTTaZcRzbnxGTWWruSBBQl2PjgoHdoKTJ/n5WNCXwDXenK++1pG4IDyObYfdk/SOkkFl8JEFKbzfsO/9XMKWx/zL5uUMs+iDLrHZRS8eh3qfWjige4ZvA5ZGIgvn6Dj/xRWVCKsKL8s+cZv0fhYq97ynUIw/I48bD1V8jyVhO7huYnEJNK8taPzokp5HmrgM74Wkc9L8xll6l3ZrGa9zjdH6/aSXpUXpu/T6dQpHToOrMChB+jqmNBg0orywGyMkffUxA0+j/OxTP+v5IHpuz6EAXl6YDooZA5NPWaj52HzPk9BLTD7ud27pNepolO4iN4MvSCmeXPS1sFItEr4TC0dZSEu4KJVaheWCgIdTwt/8JplyWcV+8bf9zvbXpIVECwjw8K+WtXjqqReDecyEom4IDQPklQlSmURCoWch0zIQ7cG2LFRL0C/s94W58WOhx1j/ZuleJT0rDtNKuGhjMD5Bn0WpuXxIOT3VZPlAd98s980cjn2/E5/6+Nv3foStC593q/1nPkMQoj8XZAXZxWuz4B/FcpmEfmQgsuSylHKQ64jrhlbRkpRMsojNRLtmuP4aiJVp9NxiXrzZMGlFJguLp8XRQXWaDRmjlnXa9gZu/8oaICDLClf5qJCiMrseh/+z4HUa7khjx5kkEezCqICY7xCFZgqeuCih8DvgizDRcLRXmMpyPtSy0iVmBUmer16Car8tO1MPEgmkzNjfx1SDJ3PoZDnoqNyItxNrwU4N6p0W4OvTfO8J/u/j5f1HtY4mUzOq/jz98rPuhGbKcl6NAUFQTwed/1YlwKzFOTpKiTHd34XdA+fB2YhbCWfAvPdVw0WlQu2vdruqxiBr4J07K5rhNvs2Mlk4k5DoLFJg0l1g89g8xkD/IxoQTgcdkcDKU/7aKXFfNW6oiBQZlDhpcy1iBms8gqyfqy3Zr/XZ6swUgvRZkX5rK1VkFoiPuhSFxWweMHYha6/sQpk2Xuynb77W6920cKeN5bq/fj6cVXifbgQUqkUCoXCTOV8Kicm/9AzUOXrE6RBhsM8r31ZWDHIMAHOD29lvIIvxrdisZhLd9bTmW+SgpQR17oVYJe9V5Bi8n0/71prONj150M/tC/fV1IF5TO27d/2RW/LJmpwzaksWJQ9e+UkDu0IaTQ6O/W4Uqmg0+m4a0h0P4FZPHSetW1hAPtcDqS1yvgs/Y1WqeZgacomK3AolLcua1UhRKY7M0Cqbbe1y3yLyWZdBgmQII/SWsq+7+y822QP6z1YBaCemM8itnHAVXm+4XDYwWe0FDUjkfum+v2+88i4sOgVky/sWAQJYWvFsx1UPkG1H/W+upB1PJhNyJOat7a2XEVwLvhisYhkMum+07JrN+U5sH+6fYJjy3Fnn3VsaVwGeV+a4h3khel1Fm7Uayl3NJFEDRDrRWjMbh20jrm5Dnw4j3T/rDorGse33rb+T0SAsW/KXe7PBDCDogX1YaUeGCEP1sDiw0lW8GkNuXlC1MJUOikKJfrgBaVFn3NAL2MhXpWsB6ZVE4BzqHUe8+n1qpx8npheF0Q+oeG7B8nG6Hzv+nuNY/i+W1VRX6tsuT8lm81ia2sL/X5/BrZl4VdW19aqIKpM7DO07XwWedk3d1Z4zpsnNQh8C5onjSeTSZdRSaGez+eRSCSQTqdnChXflOcwj498imBZz1Svn3etT07MaysF7zykx+dZrJJ86+a687UMunVVohGhyR3ARUPWp8jUMKPRbo02ykObeGVp5QqMBWn19F0AztvRwBytLT3k0pJPIfkYzSo132fcCc7YG5UnPTgOlK2Btg7ixNhnkWl9GVFB5FNiQdctuyB811pvQgW2z2r2CWN9LYKCrkLWS4xGo8jlcu7YB3pjuveu0WhgNBrh5OQEz58/R6/Xw/Pnz1GtVueO52V4wxc/0blWr0EXPhd1LBZzp4Xfv38fe3t7yGazuHv3LtLptFNoyueFQsF5YTxn6SbIwkX8TPuje4d8fOATWMvAgppsQCGrxof14pR/gdnEBxXMqzCslqV5xvyyxH5dZ73Pu7d6tyQqJD3A1CojvmyxBv0dcH5gL5XbSj2woJuNx2N3lhUDzzbmlUqlZvYwKaywrPel31lo0WZmWQWWTCbdXg+2i5YtoRrG8Xj9OkjTxwlZKtkklCCyFpu1boMWnBUWy1iq+ttlIETf7zUJxbZjFbCh3pdeydbW1oXYlKaXE8548eIFvv32W9TrdUwmE5cAwb4pn1llbPui/bTzYefJp8C0SsFgMEA2m0WpVEImk8GPfvQj/PCHP0Q+n8eDBw+QyWSQyWSQy+UQCoVcv2ishcPnxZTXRT4+tJ9ZC9yXLaz8pGNr13iQElN5YCFEO85UYlpSSpVfkJJ7FXQVpbbIs/Wt02XvrwpGnRQmHSlEz6xuVVasPq9GO6+lwTEajZBOp1erwOZ1kAtPN2Xyc1UWVGDa+KDBDhJqQdYXv/Mxty8t03cfXWzrhBD5ztci63IZWtTeoO8va4Fd5fnzvrssjLQM8V4aT9S6dxRYsVgM4/EYuVwOuVwO4/HYFRm1/KfeJ58RZAxYj3ieBR8ErVoIMR6PI51Ou7Zms1mnwLLZLADMZByqkbfKsQ0iq7RsXxZ54avgQTs3PiXn87CIilgj2bZ/Xr9XMcY3AfX6kBLg8u23BizH0G5hUQ9M/+a1XItWHvraqHRlk8zXUUKInU5nJrNLLdhMJoNEIuECdrQY1VOyz/Ex4by4F4WVdjocPkuhzmQyrlgkX3rcSigUcmndFGw+ui7DagyMAkfhFLbJWpsqHIPIegXLKhW7QO1CsnELvqw3PW+h+75Xw8YG3S9LVhAGzZMW6OW+qnK5jPH4rE5bqVRymXz0YlTp+RaWfsa/tT6iJguwTRoMZ0KRLnRN7U8mk0in09jZ2cHBwQEymQzK5TJSqdRMsV5WOeCc+Pq/DrLepYUP1bilfFAv0Sr7ZeO1Pi/CJnsA5wYFnxmLxVzBWiYS2LmhB7ZOY5b98b1fhxYZmroHbzqdzvDgskSnhceiaGyZyBITM7QoNQ+7ZDtZwUOretDDm0crhRCn0+kMJKaQHi1CBp019mWVl88C8v3vU156L2vZKYRoIQkVdISVtKST7ed1SQWMLuh5YxHUjkUW1KqFF5WW9TzmKS4lCw1ZuOY6HqjOt7bRtsvn2bN6NgBn6OiBnxbqYhBbkQTrNZGfNCHDF2excWHeRxUYk1FyuRzK5bLzxBKJxAXeV4Pipkh5wBoqQcpNDZerzHkQBKZja/mJz1SPnFmqdm58hcbXTTfhgfE55JOr9k09L0KIepyPQvWMcSlUqGtJC1ar0TGPrgwh+oQMB0M1q05+NBp1CkxrZc1TWIvaYT/TFy1STg4D3dbSV0+CAkTrpPnouh6YLnYraGzsbt5zVqVMr7tdYJ7FbHnFKjudg6BM0VVRkMDT/5cRpuRd/q1KzN6X91zWa1Yhb8eJ77qu5gm8RR74qigIIrRKzXoy1kvS+/FdPaN599frSbq2+TzOh5Y7sskl+ttFvLDK8Q3qyyIj9SrPsUYVx2GZNaixTMpKGv02kcMmcKg3zv4Q7dJrF4V6gCt6YEFxKVqM3E1NRuF33KOSyWQwHp8VcfVVzLCNto1fJqlDLTBSKpVyMQONi6iyoNvabrcRi8W8R6uosL5q4oH1wGwGoq9sjvY7yNuxHoCOjY9UAFglM+9Z9tp5Atf3TAtH6plV14EQ5wkTjrdPuej/lo/m3VOv0xiK/Z01rnz3tQqMC1zH03oEHEufUtNn3wSpQWb5msJOs20JWTHeqGhIUNamzqF9hh17nyAOhUIOPuQ2hEgk4sp1qWClh6ae9boMWt+91klUIuQzVWKUg0FGLeU8PSkWyWYVJsKJnG/u+aPXpcdWqZxm8ofOneVtS5eWvkFKhYOiLqnPdVcvyGf9+v6e15Z5Fq9lZj6fE+MTKhw0Lrh1MVOQBbmob/r7ZT4L+v0qaN6CtjRP0avC0P/XRUHt9hlD+pt55PPcgnjTRzaD02cM+ITxbSKfx8XPrVdJUghZ76P3s8+wz9LPLfmMIY6j1k1VQW6vUwW2blrUn1U+x3pgPiN03u9131bQS5PV+B6U0GHboXBuEF36ROYgt5od9m0847WxWAyFQgG5XA6VSmXm9wpj6cJfxqLX5/M6hWz4HTd3MrZBGFOtAFqArM3nCyKugpktrKKTZb0A/Zy/5dgEwVLLtk+tfusVzPPw2CZ+FhRv4T21/bpI+Fwb0F+FcPY9e959tR3WALJzrhar7546lsvyyyKDhqdEazatRRG0j5Z/1kmWl2n82Xiewq6aTKExD59Hr/fmPTSTjddoPNtHuq5YXoz1Txk6sN6I9nGdBq2O4yL+WXY+lZ+UL3QPlnqxmjzmk7tc6/S42u026vU6ut0u6vU6ms2mu7cNi2h7mMzBezOJg8k0TKzS3/poJRCiHWhfxg4XYKFQQD6fX7i/Sgc7SBMHTaK6wcC59k8kEi44r/CAKjEeocFzo66rIILIWqoKIVoPcp63e512zYNDlOGXFb4Wt1am5f92PPmdVRxXhWYtLfJYfJ67hZ583rJPkS8jVKxHpWQhQyXyM5WYJiL4xkrHUOdyXeTjZat0aJWzPRqH0j74YC29v1Vgy8Re7XwRjUkmkwiHwy4T2FdQYBnDbt7nVxnLZT5bNKc+ecwxoQKxY0h41meg6Zz2ej00m02nwDqdDhqNhlNgfB7n17aLMTJd/9w7pslR82QgcMUkDrsgtGNBv1GrhxAicPEYhcsuNLW87DP5vQ4SF4tasZPJZCaFncJ4nZU4SL5x80FFQXDWVZSY/f1lvINFbfDNBXDONz7P2Hqd8xh2mXb6aNn7LWqHFWZBn8175lX75ks8WobWrbxIQUYZv9P/FfGwhpLPSLCfqZK8KqkBYKEsO5++9tjvr0tB3nfQtZdRYOr5AgiE7ewYK6/Rs2YlG5Zk63Q6rvqSpsHzRdlKj88qRMpb21bSyj0wu3jo+tFjYWfVkqe7XiwWUSwWZ/aqzJs06wLz3uriqvWvMCQzxThR3ASayWSQSqUwHA5nApVUauPx2REbqVRqZjB9C+uq5FMIywpyZTD7mRUGVvH5mIefWyHjW6xB3odep0rM9iVo4XPuFBpbFS2rSBTWsjCiXr/Ik7M0T6nOa5safrRkmeyie5SCiL9dpwemc+6LbyikyOw0ekA2lV09NWA2oUIz05jybjPZKBvUY9N2WkM7kUggm80iGo1eSP9W78DXR58hf91x1Pb5vD4rI+Y9nzJxMpm4ZAslldeqtHk6vfI6DU/u8e33+zg+Psbx8TFarRZevnyJbrfrTgAPh8POSSHqpbysOoKeIGFcVkQBZmXCSj0wS8qgPsucjdYq2qwIHwSFKVkrzLYhaCKtMGclby5+e2Ior1dLwz5b77cq8inEeUqMzLnofvOU37xn83P9vc86Uy963jODSBWwwjXX8cCCKMhLsmQzPq0S8239WOZ58zwFC63yuTY70sa+lh2ndXtgdo0EWfOapq4eGJWs7/dWIanhpsooKG5q1622yypPW0l9Xn99cm4VY+i731W8PR0v3V/F32r9VTU8dPwthKieV6fTQbvdRqvVQqvVQrfbRbfbdQaKxrIZ46RyUthbecMXStE16KNrF0fjALGqtwoxMgEZhfBhKpVCOBy+UIFd7wmcCwFe48tU4t9qfSnzqTXIwaAi5UZlXRR8pu5lsLGJVSkw332CPDBdxPOUfpCHNM8i9aUuz+vvPM9Z58IH6wa1WwXzqpI4LC1SYnbc7cbqy7bJp/h81/B7q8Ts/Kti49/LtIHk85qvS1bpzHtxvXNsdZ5VaVgPLBQKzXhgPgVmkRkfL6tAZ9iAp1j7itD67kFhu0qEgPfWPvk8ML4vM3/0vJhw0el0Zu6nDoeOo35m0SfGu3q9Hk5PT3F8fIxOp4Nms+lS5KmgUqkUkskk8vk8isWi86SYY0BHwgdjArObzVeiwOYxP48uVwiRg8RGEEJk/TY2Xr021fjWqrOWlLX4yeS8j7ZbT/rk/g/di6ZHtlPQ2E15QX2/Li3jeVkhpB6Yb3L5PctpWU/Up3R842uhGHudKimfQUHSQLjti1rQqyglZemyikeVhA9CtPey/MrPgv4PQgrs9T5P0DdG6/auFpHPc7Ip1FQaqpAowJQ3+RvyLeFEq8DoKahHxzFSnlJFprEWyhxW5IlGoxdOKLCxMOtF+rIdr2PY6hjOu/+y8z2ZTJxTQS/Jt36B2WzOXq/nPCa2gcqp2WyiUqmg2+3i2bNnePnyJXq9Hur1OobDoYO34/E48vk80uk0SqUS7ty54+DEZrOJUOisIlOv13OJG+oNAufnjelmcx+txANT5gNwwUoic9msKZ00e0+f5agTauNg/D7IatKJoyLTXfgW0rRWgU+Z3AQFwSJqeQa1yTde1iML8qTs7+0c+BSc77c+r8fnjcxT2jdF+swgZXVZuo6lrl4X73VVb3CdZI0c4OJJ3pbPfEaXhQt1LVuv3xqxQXyobeLfVKL0BPX5+rL3vMqzLzOGi2hZz0sNBnqVVNq+tup+LOt50ZhnfVga/N1uF71ez20/AOA8WjorfKXTaYTDYVcnkfUWgzZKB/G8j650IrM+CDjzwNghAC4Nkl5APB536evxeByxWMz9jjuvffdXT0MZmkzjg2SUIafT6cypuvSmIpEI8vk8ALjTkIGz+ne8L69nG6mAF2GylyE7MdbSt8/wudo+WNV6NrrIfB6VNQYsk/uUus/I0Lnh7+aNk/7Gej6rgGgWzZHPovV5wIsW0WWE12UElW2L7/WqyeeBKY+QFEJkxRU9lUKtcJUfQR4YcO45WMPHxtSUr+lp0Yjluwp8JnRo6IF90DYxmWRV8xBkUFLY+2Sv/pZeEhVFs9l0iqfX67lrptOp15gFgF6vN7NNYzAYoFKpoNPpoFqtOq/rxYsXOD09RSwWQzqdRiwWw87ODvb29pBIJLC9ve2O+NnZ2QEAVxh7PB4jlUqh0+nMzBXnTsNNi/aFLqXAfFpbb0imsIUYFS5gDUQOjsXESeqN+SABfde2kaG0ffwtFRcZMhKJIJ1Ou4VAeFEhSF1UyqjrEB7W6wi6vxUWbKu1ZHzjZRWL9tMHFep19l7LWLtBUJn9m9ffRAxsGfIpr6so02XaP0+ZzeO126TAgFlDiO8K7QGzMBUFsq5RKgZmF1LY2n1JlmetIWcNOuu5EUKkt0Blyu9sDEzDGgoh6kkbqzC4luUFnxLTvrXbbTQaDQwGA7RaLVfKieWcOLaasU1iooUaI/1+3+3vOj09xeHhIXq9HiqVChqNhju5IZ1OY3d3Fw8fPkQymcT29rbL+C4Wi5hOpw4y7HQ6DgGziUqamcq5WakHpgNulYSFqTQgxwbrgHOQ1EtQshi0fa7ei5OisSHen4xJj2oymSCZTLoYHd/t/ZSpCTFqW65Dvv6y3XqNFfQcFwu7WrLjxd/Z77SfNjNI72UNCZ8is/3xKcIgUs/2tghn5WXfPNj/dTyCDBB73TxjQGlVHv+6aBkDRxETFcgWVaDSUAWiXp0iBioPlnnRMFUIUQ1lKihNLtBnzYMYr0PKZ0Fl9qyhQIdBvcdqtepiUu12+0JbrfGqFIlEZvZxhcNhdDodF0Nrt9tOCTFRI5vNolwuI5vNYnt7G6VSaaZgBOOMKufVwVEZ75MBi8b4UgosaIGqlqfHpZo8kUggl8u56htkInpFepaRxnYWCU4fE3Fw+Bs9m6bVaqHZbAIASqWSU6paGd9akXqi6Cr3KFnYTCd4ngem3iEAB8dqn32LnApex9EGwZW57Xj7UmzVgrMCLKgP6tno7+z+q1VneV2VdFEp+YwZq/QXedHKuz4lb3lBf3NblLzPsPJB3PpZKDS7uTUUCjnjkha4Gp9cm+rFaczGwnkqS2xMh2jRdDp1iQUWytQThRUuVw+NnqKGFa5DnEutDmSNWeA8JsXsQj2Hq9/v47vvvkOlUnHXAXBFi5VfrCxn/zQ7kPDjixcvUKvVUK/XUalUnEyn1/Xuu++iWCzi7t27ODg4uLCOKd/oyPB/lUGcZ63MYg1vH106C5F/28EgY+mAqCBlo6xQnAcP2oFW8ikvC1uooiN0QAuD2YicOJ+3p30jk6/K4tJxCloAQQLKWp4+b077buEHn/D09S3Imp53vb7P67elVUG0QZ6Sbd8y9/dBust4k/o88r/vd0FtnCcQV8l/qyLLC/N4CfBDYlYm0KBSo8kar3pv4CJiE4QiEFFRD4zE7ynPfP1ahwdGUg/M54UposQsw263i3a7PWOkExUj2fi9KnZ+pvvFKCupHBlXo1JkMYhMJoN8Pu9KBGaz2bmyzCom1R2quK0HthIIUb0eDgobws+pZZUBue9K01W1aGYQ09nPfBarfqYQIq04LenPfQyRSASZTMYFcPX3xIapcMkIGkRdhfWrE8q2zov/2MUbtBfFXqeemAoMfk7lrBay3oOe3jxBou9kSM6Bb5FbJaW497o9MG3LPJiPf/vm2qfYlxFmdsysMPb93ge13TYl5vMQfcaCrh/KDvIKlYauYfKShgMsHKbywmeM2u8VJqRhrZAdDV0tdEvBqt6CKtpVG7VBSUOTycQpqcFggFqt5so5tdttl7hBz4yepsYX1QPi2lYYlePRbrddxmG1WnXIVaFQQDQaxd27d7G1tYXt7W3cu3cP+XweuVxuodHNsdM9d6qkbBUc/a2PrpSFaCdOtagKf6anR6NRd+w5EyY0UKpMqp5c0LOt1aYWGwUfJ4dMPhwO0Wg0UK1W3eY6jcsBFxWYJpuoogOuH09Q2FCxYR9kZcdZ4RM7PuwzFRMwG3vQ6+w9fBCDTyH6lJbPgvYZJFZ5sb/kk2VKJC1Dlj8vQ755VmvQCkf1sFRI8387TvztPGUUJMB8nsFtIcsLPn6yiAP7Q3nA5Aj+RmFtfdn4iCoa67kpD/J/zUDUOqiagUz5pEgHlYEanasaOwAzwtsmpEynU1dEt9vt4vj42HlH7XYbw+HQKTAmS1BR0QhXR4IykmtOz+eq1Wqo1WpOgXU6HWSzWZRKJSSTSTx8+BD37t1DsVjE/fv3kU6nFxr26lCoDNPEGN/6n8frV1Jg8yxqxTAVk2ajtMG++1qrlve3zw6y9KzFp98TL06n0zOZLqq0uBmPLx3I68JblnQxB1n7dox8f/Ne9vNF1rqFQey1Poh3EXzIvxcJWTuu5JHXgWzfLFS1iD984633nGfFzvv/dSELD/mMUv6t76R5az/odxay5GfW21HF55NHvmevYh6sUWRhVspMzTdgbN8qXPaB/3MbEOWbhRAVDWIpqH6/j16vN5PUEYvFkMlkkE6nXUEKKkSryK3BYufDJ8c11LRsNvKVkjisVUNLhnsCstks2u32zMmniUQC4XDYDYqWkVLrXfd48N6apejreBDjqkAYj8eo1+su+MhSJ7lczmG3uVwOuVzOFRzOZDIze1ascr4OEV4j5DqdTmfcZ+0j/1bMmJYh+6fMYa1RnyWn1+q9lKxHbDFrDajrvbgILJ+wrXzR6guHz04p4M77VdFl4Z0gnlIIyXeN/l7fbRssr+ucLlL2NMAsRPaqKcio8/GTnXsVymosWQVivV+r9PgbXRvARaNAE7Umk8mM0cr9qePx2CkGrRyiEOJoNLqAyAT1eVlibEmNWu6DYpxrNBqhVqu5ahjVatXVH2RiB+WqptF3u123vkKhkDvnUFEqPoftqFarqNVqbizj8Ti2trbw9ttvI5vN4gc/+AH29/fdni2l6XTq2sPx9Y2PKtrpdOo2QOt2q5UqMD7ULjgKdC0lQk2v3g2AGffR3lM7pUwYpMHnLWKfIOr1es7V5qBywxzPBtJXIpFw/fC9rkNq9RCOCLq3z3LR2JYvSWCRgtff8d1Ceypo9b72WbZd/JtZTbYPdhy17tmqvFt9VpAl7yMdL1X+1qufZ03qs+29rbfhe5/XttukvICLUOcybaO88Ckb+3trXAUZDkH8rgrMemHkPYXs1JBWuJLt9sHmvNd1iIpSx4iKgUYhvS7ChnxRcSl/UIkx05vQnZbxU8iQyoz3YfIGUTV6X1tbW8jn8yiXyygWi96+cAx5f82U5lj5jBHdbqXe8TxaWoHNs7SSySQKhQJGoxH29/edMKIA4wGWjIEB5xvqbCeCFviyDKKDo9YTAHeK6HA4RDqddsHIt956C6lUCvfu3UMmk8GdO3ews7PjPLRUKuWU2aoELReLFrhUq2PeYtS+6dwEWfokFcx8599kYJ1jX7xFBY6NSwTF5nRe2HcKBipwGj7rghF9gtU3hz5lEuTBLlJAKtyCvvONVVD7dXwXGXA3RVYu+OQE1696FzZIz99ag8EqGP2d3s8aYHo/8pgabposRC+CvKdJHL742TqMCN1orGn6iUTCxb2YpNFqtdyBu9ziYxExHUcdBzVK+Z3KXnpwzNSMRqMolUpIpVK4c+cOdnd33R6vIKLSo4FgSRWcjjG3Negm50UoylIKTC0Q+1koFEIulwMApFIptFot7OzsoFwuu+O6d3d3kcvlEIvFXGFIu+NbB5KdDPK+7GBYS9lOEr0o7lAfDocoFArIZDJ49OgRwuEwkskkdnZ2kEqlcPfuXdy7d89BonS/mXa/Ci+BC4r3pQJT5rPKncT/VenoeACzEKxWKLHjxsVCCIH3o4VMj1mD7nZPmFqr0+l0BkIM8rwU545EIs7jva4CW8Qv9jo7JkFejt7XQqvLeFA+Y8TGF+cR51vH/zYosXmKBbjoeeucq0ejFrdmxQH+Qs9q/PD3VE4qr1RJkWg46hlrDHNMp+fl51SZsP3rUmKdTse9t1othEIh5PN5pFIpdLtdtzn55OQElUrFKTPGt1Q26zgSKuX4UfZqqIJrXDc/A2fJHdlsFg8fPkS5XMb9+/fx1ltvuRPtg4gy1+YQ6PirV0hnhuEdQqdqzAfRpTywoBtRc/KAuPH4rKRJoVBwHpqmpc/LpFrUYHudz2rzXQtgxtWm1cXMmkQi4TzFdDrtPEY9wn1Vygs498C4CH2CwJKOi7VqfaTCwXcfH3xjDQC1zmwbdBHbRW3vSVLho0KIC27VEOJ1yMejQf9btGAeanAVxaMGw1XvsW6ax4vzDBlf4oKiCtbgsf/bsbdJUfa39kUetMUUfHChHfdVzQENTtaVVQiR3hYPoeQ2JHqKVpn4PFTrbek2HMpkjfFR7tGIz+VyyGQyzkNaRPPWsUUT+Jlt6zK64FqlpNhQWs7UuL1ez5UVGY/HM0UctbiuWjNqNQDnEKMOiHbKQhA+xreMxt3q4/EYuVwO5XIZb7/9NkqlkrM2otEoCoUCisWi1/JbFbE0Fc9Hm0wmM66z9XAsFGiTOIJST33QilUyHG9lIGC21Iv1QKz3pV6FT9n5ICEuUE2smXd0wmVoWUNIKUhI+b73/a/X2edbzy7oWcq79vd2D9JtUGA+haBr0CZjALNnPXG9azyWQlJlTDKZdPyRTCZnFBlJPSv+z2uYRs426MG2Wqs1FAo5GcW4Ez01H3yra/A6xGK71WoVL168wHQ6RSaTQTwed57RcDhEpVJBrVZzyRm6VckqYo4DUR7gvIC6KiEm1nHv2GQyQT6fx9bWForFIt5++23s7+87+WjJetFBRAeCipgJKFaB8n/1eIPoUgosaJLoLtJ7GY/HLsVSqzuzHL9m+AD+eIPuS7DPtRauQgb6vzLZdDqd2diXSqWQz+cRiURQLpcRiUQcDk5vcp3eAJmM48Z9EDbjMkhQqQU1z/Lldb7FDlw800utYY4V/+c1Om/6G3sPhXF5D01a4ZjT0111DGwVSixICfmUmc9I8P0/DzoM+szu/7ttHliQArPjpBAiXyr8dCsLcK6UmGilW1/4XJIawcqnAJwiYDsUrtfYC3C+qZr7p9STCTI6bFsuSwypNJtNHB8fYzKZuD5z+w+zEJvN5kwMieuHyp/jxrHg95PJxCkrhkYAuIobmoWYSCRQLBaxvb2Ng4MD3L9/39tuXRPqDfvGQseUmZ6aje6Lqa9UgQWRXcRq1VBYsYO6CK1Vzo5bj8q3UK1Q1M+t10Hsl0xtF5TuBVMXVvumz1wFcZERyrRZSPMEqV7Ddtmx0ntRWSjNE7b6fP1fx9znZTBxx85NKHQe1OV4q/LjQtWamK+K5nlV837D92V5RH+jNO/3VnndtBKbJ5x813J+dc1Za93WxqPsUAVGxUblZcvSARcLL/NePoheY0Y2+UE9XY05ajFvH11XNnBNEJEhjEdDXoW/7xBIVSCRSGSmliOr76vspRIB4DIVQ6GQ83JLpRL29vZQLBadUgya56BQBb/nmNLz0gQUfW82m2g0Gi5BhMdwzRv3lSgwdfnILEy5ZOUNVjLmwClsSCGuQpjeEu8PwDGSWkS+fVOaJsqJA+DgQ8uYarlZhaiTs0rhyoBxJpNxGZzqTivTqsLXvgLnGT/st7VYfMLVZxTo7+yitsrO58lR4KhnqLAGBQ8D5gCQTCYxnU7dPjzuu1sl+foaJGxUKVirULPY5nlAiz7zeWI+8sUnFWpZZJmug4KMOatQmRxEQUnoSD0i8m06nZ75DdO1mdhEOcHae/TauR5VhlARapyHbVKvX9cMx9Jm6WkdQAAzRtc6DIdsNgvgrMg4vSFNdKDH0m63nQfW6/Vc6IFjQliUykIVMnCurAhBAueGUSaTwc7ODtLpNH784x/jvffeQzKZdGcn+mg6nT3M2BdH5N66RqOB4+Njl4hyenqKXq+HTqeDUCiEp0+fIp1Oo1AoYHd318HG80pUXVqBBWlZVUhWKamSsHEVVUZ6f5/3pcJYkyr4t00F9wlfZXBVTBb+sP1bNZyoUKnujgfmQ0zsn7bLjpm1LoM8WN/YzHvuPAuc46hxBjUM6F1xsbF9tDp95wOtgxbNowqnZRSUGlm27bomlhF489q2jEd+W0itbgsF2Ww5KgZ+R7nBrSU0iLTMGHmMsLtVYIyfqwemcCEwe/AtSedJDUkfjK9ztQoI0eeBMcOQBwVbI0HHR5EPGyf18bNm0aryyWazyGazKBQKKJfLM95wEKlMVbKGFxNP7P40fs4QE7PV2a95dGkFZgOF866jlaMC1zJrKBRyMIIudnpLPgtUmRfwx4BUQWhQk4OspzMv6suqlRdw7rEwbkjlSyzcJlXoIvZBdBan5xj49ncBfk9KxxnABYWkz9T2AHAWc6/Xc/elZxWPx92prel02tVN43P39/dRKpWQz+cv7OpfJVlFbylIOdjPfcrDQuC+uOAyhgSv5330mSoobksShzUwqbjoQSjqQSIPkS+4hYPCWJO+uA40tZprQGWLXSfT6RSpVArxeNwd88SMPT67UCi4I+8zmQw6nY57pnpzvF5fWm5uFQle9MAikfPDdjkm3W4Xd+7cwWg0Qr1edx4Y26t8Qn5SXlGUyuc8EKrM5/OuruHBwYFLzptnVKqHZytu6BwRljw4OMB0OsU777yDXC6HTqfj6ixubW25ueAWAqbVr8QDUwaxk+ZTILQqbJIA4TA2TL0QDjKvpzAHzk9O1j0kOmn8jXohmpXEGA3vNRgM3MLQCbF99vXvuhSPxzGdTpFMJpHNZmdOjJ5Op27RqWLX/RzaPv3OxtI4TqrsLLMDs/u7+K4QDa8nhGMtWwqVXq/nDIJisYh8Pu+2KPBcuHw+P/Pse/fuOQW2jhjYPD61FOTlBFmzi7yrq8J89lnW8n5Vntgi+FU9Az3ywx6USEG9v7/vEhU0YYJGKgsfqPelYQSFdvX+yrPcEDwej91+QxYYJ4yZyWRcRXfeQw1mq8BUia0CNeBe2lwuh729PQCzJ8P3ej2nzBiKYWYiY0hq1KgM1MK9Oo9cuzyrMZ/P4+DgwG0hWqasmyowzWtQw4LyYWtry4UR3n33XWxvb7t9b6lUyu0X5vEsPK7FnmWmdCUIMciCZYeCBIYVrMvcSxeG4tYa77FWqu4vsG0n879qC1Y9JlVSvs998MmyClUtU99vyaTqrnNcuE9OBQIztmwwnAtZPah8Pu8UF4PBqsBItMJXYcnOo2Xvbb0K+37d2NMyfOfz9izPvirlZde0bYeNH9r1qDyuBmaQVwxghnct0kCZ4Ls/72khbGsYMjbrS6bSttpEkMusxXmkHrwa8uqNKzJCz5Rero3RKVyq53xZ9IbxRSJBTKi6jFLmXASNg3p6VEpbW1sAzlL4c7kc4vE4yuWyO1dM2zLPqL0ShBgEewCzlqrizlZ4MkuR16nlwPspdqqenAZu6ZVxMDQtU9sTCoXc81i0czgcOmHMZ/o8sHUIVS5ajQkpZs/4IYsjTyYTpFIp9Pt9N6kKM1kriC/umdGFq/tGbK1HfhaJRJwrr1maqsDU6uWL2UQAsLW1hUKhgGQyia2tLbdIGBSmp1csFmf29qyalvXAVOiS9+jVUsFbHvHBjdao8l3r865sG/k8Hz+/CuNrnoCyMSbyJLPMFF0gf1tvRnl5MpnMGEOMRVHZKFQ4mUzcM9RDU6SGiIdWZOe6TyQSKJfLM+iMGsjWA1P4cFX7FucpjEjk7BiU6XTqoHoiU9Pp1KFJyheKiqgB4UPO1LPl2l62T9Fo1GUK+hSNGgnFYtHF2JLJpDvuhfPGklXcFxqJnFfoCXz+Uq0UClJevgXr8yj0b+LcqrTU2rAvjXv5oBSmatq2aZYRB5P3U8vBJxTYnlULVlXGvuQHQiO0DLlw1FPRduuYcYxUWWmtQSZNMN4AnFuoXCzRaNRt9tYkDDI5BbsNsrLeJABsb287KGBnZweJRAKZTMbh/TQ2CFm8au9LlUWQglmU6GLvt8hj8t3bZ1BZJXYVskbiqsl6R4S/dP8V4N8L5mujrgMALjalihI43yDLdU7Fpen2fPfFvAknEka0cV/eS9vrg/PXRRbpsES4NkiBBcGrVmZfxVgPhS4W6/VdQ2MagINwCRkD50qahvsyCB2wpAILEuy+a2ixqGVOIawbnRnM18HX+wQpSpueGQ6HndJiqqn+lrvQafXRYrDKVJ9hIQTf59cljhGVwnR6FnTWfhIeiEajzqtpNBrY2dnB9vY2wuEwdnd3kc/n3bX2GVQMrLZPRqES42dqmfIzlpDR7QWqzDSTiWPDg/SAMwiR1QToyVEZA+enZmuVAxu/WAUFKRsff9k0dS3Vw2oFav36PHY1unwKjBlm+hwL/4RCoZlTa4Myva47BqsiteR14yzRDj6f868nPfjutei1qC3zjGxLsVgM2WzWlXEaDofu3CsWNbBG5DpitVcl9Sat/LTelv1/Hcb5Mu1V5EcRtWUVF2muArNWKB+uDQFm94Hxc7UECN2NRiMUCgXnLpZKpZmilPa5OjH8nAJFg5Jc3DyZVK0PVpSPx+MoFosuWKiZj5ot6VNgqoxXSVz0tEim06mD0mgxMrDa6/Vw//59dDod1Ot1VKtVhEIhF4DV9mnWF4Ue8edoNOpceXpZbINNzqC3xXtSwczzlij0gfPAO/sZxJgarLdZo5cln8Kwnio/s/Oqqb6qrPgbhWpUKPueYxNilFjORzfMqnHGxawbPm2brkIaQ1k1Mf7JNUcjsd1uz4wzv+NeryAPxnpz9MQsvGW9ZYv28HONy9n+J5NJ7O7uzhhWjMXw4EYqs2Qy6Qzhmxb8QaTyAvBvrwmiV9EHIj/2dI+rhBCWUmD2s6CHqLAnUXhpuanxeOziK4pdk1QI0s0k87KzFPoKM2h8iAqKB1XatFkNyLKdq7b855EKULZBg9kKldJ7HAwGzs3mYtM0Uw3aUuFQgFKBRSJnpbPoGVGR6YF3qnRseR01DnykgnhZhrwMLLcsBd3LQty+762Ss9/5XsBF6E9jWPYZ+h2FK+HYcDg8U2pN6TLW6U2SKhz16GOx2MyWEOvFBHlgKkf03YeO2L+DKOgaGnCsh8hDFbV0lRb1XneykW3zss+6Sfl1XbIhFGBxfNr3/VwFpguSTMVFR2ZS2MWXnUPFMxqNHCQ1GAxw9+5dvPfee+j3+zg9Pb1QJaPRaLjS/kwR1ftqTIaCn9aqCuZisYhSqTQT27l7967b6a2BYp9wsHGlVRItbcJOTBTg58CZdcgxKRQKbv9Hp9PBdDp146C/UauegpLChMkZhAmt12Xbp9CwhQzVALAxDl4zj2ylBADXFhDz4ELrMel3fNdEFQvpKk+rVe/rO//WALqvT6q8da74exp9jB8q/HvZuOF1BZsPhSFROUUiEeRyOUwm5yWMuCmV/FYsFt2+QHsvCyvZz60Cs3Ctb4uBhWkt8SglnkKxtbWFTCaDu3fvzhziyKQCTRR5FbSsUps3X/r9dZ952XHQ+V1mrc9r56XOAwuFQjNCh4tZmUMFmy/wuLOzg+l0ijfeeMMpnJOTE4c9c99IvV5Hp9Nxe0nUGtUArcJcFPSJRAKlUsl5XawszwWQyWScUvP1UwdOhdW6oBeOEz1J9YJUeJJYLdta/1xUHAfrDVE50HsNsuRtcgtwcbe9WlA6Vhb2DSIVPtrf61q3QcqJf89bDOpBMGZIQWzvZWEpvb/1DKxHattg+Yy8RqOEMRh6CFo38iaF6DzvVddkJpNBKBRyCkwLBkSjUXdsUdBcB31mlZj1YG32p/07KIZIeUHPq1QqOaXGw3ozmYxrv82oXif5ZBLflxH8PthVv9N7+p7ne6by8FXGgOuMbbsOraQW4mVJraxlXlYoKiPboN+8+95W+IWk0IkVvPY9yHK1fbS/WRXMcFn4ZhHd1jnZ0PJk+WuRcrpNcx60fvid7+8NvXoKrTLusKENbWhDG9rQTdH6NzFsaEMb2tCGNrQG2iiwDW1oQxva0GtJGwW2oQ1taEMbei1po8A2tKENbWhDryVtFNiGNrShDW3otaSNAtvQhja0oQ29lvR/AY5Q2gRCC730AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_reconstructions(recurrent_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "JafadovRyLhH" }, "source": [ "# Denoising Autoencoders" ] }, { "cell_type": "markdown", "metadata": { "id": "NdMv5zGbyLhH" }, "source": [ "Using dropout:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "wTKWjK3EyLhH", "outputId": "3be1a3bc-7f30-4793-955e-07bf60fc3b6e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 16s 9ms/step - loss: 0.0290 - val_loss: 0.0220\n", "Epoch 2/10\n", "1719/1719 [==============================] - 15s 9ms/step - loss: 0.0223 - val_loss: 0.0200\n", "Epoch 3/10\n", "1719/1719 [==============================] - 15s 9ms/step - loss: 0.0209 - val_loss: 0.0191\n", "Epoch 4/10\n", "1719/1719 [==============================] - 16s 9ms/step - loss: 0.0201 - val_loss: 0.0185\n", "Epoch 5/10\n", "1719/1719 [==============================] - 14s 8ms/step - loss: 0.0196 - val_loss: 0.0180\n", "Epoch 6/10\n", "1719/1719 [==============================] - 14s 8ms/step - loss: 0.0193 - val_loss: 0.0178\n", "Epoch 7/10\n", "1719/1719 [==============================] - 15s 9ms/step - loss: 0.0190 - val_loss: 0.0174\n", "Epoch 8/10\n", "1719/1719 [==============================] - 15s 9ms/step - loss: 0.0187 - val_loss: 0.0171\n", "Epoch 9/10\n", "1719/1719 [==============================] - 17s 10ms/step - loss: 0.0185 - val_loss: 0.0169\n", "Epoch 10/10\n", "1719/1719 [==============================] - 16s 9ms/step - loss: 0.0183 - val_loss: 0.0166\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "dropout_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dropout(0.5),\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(30, activation=\"relu\")\n", "])\n", "dropout_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(28 * 28),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "dropout_ae = tf.keras.Sequential([dropout_encoder, dropout_decoder])\n", "\n", "# extra code – compiles and fits the model\n", "dropout_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = dropout_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "Pucj7MI3yLhI", "outputId": "d9a4289a-fde7-4e3b-c968-72421ddbfe6d" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 17–9\n", "tf.random.set_seed(42)\n", "dropout = tf.keras.layers.Dropout(0.5)\n", "plot_reconstructions(dropout_ae, dropout(X_valid, training=True))\n", "save_fig(\"dropout_denoising_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want, you can try replacing the `Dropout` layer with `tf.keras.layers.GaussianNoise(0.2)`." ] }, { "cell_type": "markdown", "metadata": { "id": "Fd8xb5g-yLhI" }, "source": [ "# Sparse Autoencoder" ] }, { "cell_type": "markdown", "metadata": { "id": "kDseIwd4yLhJ" }, "source": [ "Let's use the sigmoid activation function in the coding layer. Let's also add $\\ell_1$ regularization to it: to do this, we add an `ActivityRegularization` layer after the coding layer. Alternatively, we could add `activity_regularizer=tf.keras.regularizers.l1(1e-4)` to the coding layer itself." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "ORrSHhNxyLhJ", "outputId": "664ca147-e8f2-4ccf-960e-a86e60c2c60d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 21s 12ms/step - loss: 0.0294 - val_loss: 0.0204\n", "Epoch 2/10\n", "1719/1719 [==============================] - 21s 12ms/step - loss: 0.0184 - val_loss: 0.0176\n", "Epoch 3/10\n", "1719/1719 [==============================] - 21s 12ms/step - loss: 0.0159 - val_loss: 0.0152\n", "Epoch 4/10\n", "1719/1719 [==============================] - 22s 13ms/step - loss: 0.0145 - val_loss: 0.0139\n", "Epoch 5/10\n", "1719/1719 [==============================] - 21s 12ms/step - loss: 0.0134 - val_loss: 0.0131\n", "Epoch 6/10\n", "1719/1719 [==============================] - 21s 12ms/step - loss: 0.0128 - val_loss: 0.0124\n", "Epoch 7/10\n", "1719/1719 [==============================] - 20s 12ms/step - loss: 0.0122 - val_loss: 0.0120\n", "Epoch 8/10\n", "1719/1719 [==============================] - 18s 11ms/step - loss: 0.0118 - val_loss: 0.0119\n", "Epoch 9/10\n", "1719/1719 [==============================] - 18s 10ms/step - loss: 0.0114 - val_loss: 0.0114\n", "Epoch 10/10\n", "1719/1719 [==============================] - 19s 11ms/step - loss: 0.0111 - val_loss: 0.0111\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "sparse_l1_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(300, activation=\"sigmoid\"),\n", " tf.keras.layers.ActivityRegularization(l1=1e-4)\n", "])\n", "sparse_l1_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(28 * 28),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "sparse_l1_ae = tf.keras.Sequential([sparse_l1_encoder, sparse_l1_decoder])\n", "\n", "# extra code – compiles and fits the model\n", "sparse_l1_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = sparse_l1_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "2vU9twBAyLhK", "outputId": "feb78185-b67e-4775-c61e-3d4a8d082c75" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – shows the reconstructions\n", "plot_reconstructions(sparse_l1_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "J3vxPDGUyLhK" }, "source": [ "Let's plot the KL Divergence loss, versus the MAE and MSE:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "D0fOy7aMyLhK", "outputId": "35a609c2-6d23-462f-a519-6d93b07d0ec4" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 17–10\n", "p = 0.1\n", "q = np.linspace(0.001, 0.999, 500)\n", "kl_div = p * np.log(p / q) + (1 - p) * np.log((1 - p) / (1 - q))\n", "mse = (p - q) ** 2\n", "mae = np.abs(p - q)\n", "plt.plot([p, p], [0, 0.3], \"k:\")\n", "plt.text(0.05, 0.32, \"Target\\nsparsity\", fontsize=14)\n", "plt.plot(q, kl_div, \"b-\", label=\"KL divergence\")\n", "plt.plot(q, mae, \"g--\", label=r\"MAE ($\\ell_1$)\")\n", "plt.plot(q, mse, \"r--\", linewidth=1, label=r\"MSE ($\\ell_2$)\")\n", "plt.legend(loc=\"upper left\", fontsize=14)\n", "plt.xlabel(\"Actual sparsity\")\n", "plt.ylabel(\"Cost\", rotation=0)\n", "plt.axis([0, 1, 0, 0.95])\n", "plt.grid(True)\n", "save_fig(\"sparsity_loss_plot\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define a custom regularizer for KL-Divergence regularization:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "N-MoRrQGyLhK" }, "outputs": [], "source": [ "kl_divergence = tf.keras.losses.kullback_leibler_divergence\n", "\n", "class KLDivergenceRegularizer(tf.keras.regularizers.Regularizer):\n", " def __init__(self, weight, target):\n", " self.weight = weight\n", " self.target = target\n", "\n", " def __call__(self, inputs):\n", " mean_activities = tf.reduce_mean(inputs, axis=0)\n", " return self.weight * (\n", " kl_divergence(self.target, mean_activities) +\n", " kl_divergence(1. - self.target, 1. - mean_activities))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's use this regularizer to push the model to have about 10% sparsity in the coding layer:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "id": "HIoQ-1D4yLhK", "outputId": "8874ead0-468a-47f8-9e35-4a855bace6b4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 20s 11ms/step - loss: 0.0273 - val_loss: 0.0186\n", "Epoch 2/10\n", "1719/1719 [==============================] - 21s 12ms/step - loss: 0.0167 - val_loss: 0.0148\n", "Epoch 3/10\n", "1719/1719 [==============================] - 20s 11ms/step - loss: 0.0141 - val_loss: 0.0142\n", "Epoch 4/10\n", "1719/1719 [==============================] - 18s 11ms/step - loss: 0.0126 - val_loss: 0.0121\n", "Epoch 5/10\n", "1719/1719 [==============================] - 17s 10ms/step - loss: 0.0116 - val_loss: 0.0116\n", "Epoch 6/10\n", "1719/1719 [==============================] - 17s 10ms/step - loss: 0.0110 - val_loss: 0.0106\n", "Epoch 7/10\n", "1719/1719 [==============================] - 18s 10ms/step - loss: 0.0105 - val_loss: 0.0103\n", "Epoch 8/10\n", "1719/1719 [==============================] - 19s 11ms/step - loss: 0.0102 - val_loss: 0.0108\n", "Epoch 9/10\n", "1719/1719 [==============================] - 20s 12ms/step - loss: 0.0100 - val_loss: 0.0104\n", "Epoch 10/10\n", "1719/1719 [==============================] - 20s 12ms/step - loss: 0.0098 - val_loss: 0.0099\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "kld_reg = KLDivergenceRegularizer(weight=5e-3, target=0.1)\n", "sparse_kl_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(300, activation=\"sigmoid\",\n", " activity_regularizer=kld_reg)\n", "])\n", "sparse_kl_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(28 * 28),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "sparse_kl_ae = tf.keras.Sequential([sparse_kl_encoder, sparse_kl_decoder])\n", "\n", "# extra code – compiles and fits the model\n", "sparse_kl_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = sparse_kl_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "o0jIPg2ayLhL", "outputId": "35512003-0640-4b9a-835b-6c7af95c930f" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – shows the reconstructions\n", "plot_reconstructions(sparse_kl_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "R1WIZRNByLhL" }, "source": [ "# Variational Autoencoder" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "64ji8G6eyLhL" }, "outputs": [], "source": [ "class Sampling(tf.keras.layers.Layer):\n", " def call(self, inputs):\n", " mean, log_var = inputs\n", " return tf.random.normal(tf.shape(log_var)) * tf.exp(log_var / 2) + mean " ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "codings_size = 10\n", "\n", "inputs = tf.keras.layers.Input(shape=[28, 28])\n", "Z = tf.keras.layers.Flatten()(inputs)\n", "Z = tf.keras.layers.Dense(150, activation=\"relu\")(Z)\n", "Z = tf.keras.layers.Dense(100, activation=\"relu\")(Z)\n", "codings_mean = tf.keras.layers.Dense(codings_size)(Z) # μ\n", "codings_log_var = tf.keras.layers.Dense(codings_size)(Z) # γ\n", "codings = Sampling()([codings_mean, codings_log_var])\n", "variational_encoder = tf.keras.Model(\n", " inputs=[inputs], outputs=[codings_mean, codings_log_var, codings])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "decoder_inputs = tf.keras.layers.Input(shape=[codings_size])\n", "x = tf.keras.layers.Dense(100, activation=\"relu\")(decoder_inputs)\n", "x = tf.keras.layers.Dense(150, activation=\"relu\")(x)\n", "x = tf.keras.layers.Dense(28 * 28)(x)\n", "outputs = tf.keras.layers.Reshape([28, 28])(x)\n", "variational_decoder = tf.keras.Model(inputs=[decoder_inputs], outputs=[outputs])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "_, _, codings = variational_encoder(inputs)\n", "reconstructions = variational_decoder(codings)\n", "variational_ae = tf.keras.Model(inputs=[inputs], outputs=[reconstructions])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "latent_loss = -0.5 * tf.reduce_sum(\n", " 1 + codings_log_var - tf.exp(codings_log_var) - tf.square(codings_mean),\n", " axis=-1)\n", "variational_ae.add_loss(tf.reduce_mean(latent_loss) / 784.)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "YXUKW_UPyLhL", "outputId": "6db5b948-1b3d-419b-e810-08512fa65369" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/25\n", "430/430 [==============================] - 9s 19ms/step - loss: 0.0513 - val_loss: 0.0398\n", "Epoch 2/25\n", "430/430 [==============================] - 8s 19ms/step - loss: 0.0376 - val_loss: 0.0369\n", "Epoch 3/25\n", "430/430 [==============================] - 7s 17ms/step - loss: 0.0356 - val_loss: 0.0351\n", "Epoch 4/25\n", "430/430 [==============================] - 8s 18ms/step - loss: 0.0345 - val_loss: 0.0343\n", "Epoch 5/25\n", "430/430 [==============================] - 8s 19ms/step - loss: 0.0338 - val_loss: 0.0339\n", "Epoch 6/25\n", "430/430 [==============================] - 8s 18ms/step - loss: 0.0333 - val_loss: 0.0333\n", "Epoch 7/25\n", "430/430 [==============================] - 7s 17ms/step - loss: 0.0329 - val_loss: 0.0336\n", "Epoch 8/25\n", "430/430 [==============================] - 7s 16ms/step - loss: 0.0327 - val_loss: 0.0327\n", "Epoch 9/25\n", "430/430 [==============================] - 7s 17ms/step - loss: 0.0324 - val_loss: 0.0326\n", "Epoch 10/25\n", "430/430 [==============================] - 8s 19ms/step - loss: 0.0322 - val_loss: 0.0325\n", "Epoch 11/25\n", "430/430 [==============================] - 8s 19ms/step - loss: 0.0320 - val_loss: 0.0322\n", "Epoch 12/25\n", "430/430 [==============================] - 9s 20ms/step - loss: 0.0318 - val_loss: 0.0322\n", "Epoch 13/25\n", "430/430 [==============================] - 8s 19ms/step - loss: 0.0317 - val_loss: 0.0319\n", "Epoch 14/25\n", "430/430 [==============================] - 7s 16ms/step - loss: 0.0316 - val_loss: 0.0321\n", "Epoch 15/25\n", "430/430 [==============================] - 6s 15ms/step - loss: 0.0315 - val_loss: 0.0318\n", "Epoch 16/25\n", "430/430 [==============================] - 6s 15ms/step - loss: 0.0314 - val_loss: 0.0317\n", "Epoch 17/25\n", "430/430 [==============================] - 7s 17ms/step - loss: 0.0313 - val_loss: 0.0316\n", "Epoch 18/25\n", "430/430 [==============================] - 7s 15ms/step - loss: 0.0312 - val_loss: 0.0315\n", "Epoch 19/25\n", "430/430 [==============================] - 6s 15ms/step - loss: 0.0312 - val_loss: 0.0315\n", "Epoch 20/25\n", "430/430 [==============================] - 7s 17ms/step - loss: 0.0311 - val_loss: 0.0318\n", "Epoch 21/25\n", "430/430 [==============================] - 9s 20ms/step - loss: 0.0311 - val_loss: 0.0314\n", "Epoch 22/25\n", "430/430 [==============================] - 8s 19ms/step - loss: 0.0310 - val_loss: 0.0312\n", "Epoch 23/25\n", "430/430 [==============================] - 7s 16ms/step - loss: 0.0310 - val_loss: 0.0312\n", "Epoch 24/25\n", "430/430 [==============================] - 8s 17ms/step - loss: 0.0309 - val_loss: 0.0311\n", "Epoch 25/25\n", "430/430 [==============================] - 7s 17ms/step - loss: 0.0309 - val_loss: 0.0311\n" ] } ], "source": [ "variational_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = variational_ae.fit(X_train, X_train, epochs=25, batch_size=128,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "FDs525puyLhL", "outputId": "049794c0-4407-49b7-ba65-138f31d5e5dc", "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_reconstructions(variational_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "fJfl2bXbyLhM" }, "source": [ "## Generate Fashion Images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's generate a few random codings and decode them:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "codings = tf.random.normal(shape=[3 * 7, codings_size])\n", "images = variational_decoder(codings).numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's plot these images:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "id": "gzwLpDIDyLhM" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cells generates and saves Figure 17-12\n", "\n", "def plot_multiple_images(images, n_cols=None):\n", " n_cols = n_cols or len(images)\n", " n_rows = (len(images) - 1) // n_cols + 1\n", " if images.shape[-1] == 1:\n", " images = images.squeeze(axis=-1)\n", " plt.figure(figsize=(n_cols, n_rows))\n", " for index, image in enumerate(images):\n", " plt.subplot(n_rows, n_cols, index + 1)\n", " plt.imshow(image, cmap=\"binary\")\n", " plt.axis(\"off\")\n", "\n", "plot_multiple_images(images, 7)\n", "save_fig(\"vae_generated_images_plot\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "-JLZ_HWqyLhM" }, "source": [ "Now let's perform semantic interpolation between 2 images:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "GsVXES9byLhM", "outputId": "eca5be95-9eee-47d1-e9ce-50756e24d235" }, "outputs": [], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "codings = np.zeros([7, codings_size])\n", "codings[:, 3] = np.linspace(-0.8, 0.8, 7) # axis 3 looks best in this case\n", "images = variational_decoder(codings).numpy()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 17–13\n", "plot_multiple_images(images)\n", "save_fig(\"semantic_interpolation_plot\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "9hA5xhT_yLhN" }, "source": [ "# Generative Adversarial Networks" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "N31KxgksyLhN" }, "outputs": [], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "codings_size = 30\n", "\n", "Dense = tf.keras.layers.Dense\n", "generator = tf.keras.Sequential([\n", " Dense(100, activation=\"relu\", kernel_initializer=\"he_normal\"),\n", " Dense(150, activation=\"relu\", kernel_initializer=\"he_normal\"),\n", " Dense(28 * 28, activation=\"sigmoid\"),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "discriminator = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " Dense(150, activation=\"relu\", kernel_initializer=\"he_normal\"),\n", " Dense(100, activation=\"relu\", kernel_initializer=\"he_normal\"),\n", " Dense(1, activation=\"sigmoid\")\n", "])\n", "gan = tf.keras.Sequential([generator, discriminator])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "Qm4Uk3MTyLhN" }, "outputs": [], "source": [ "discriminator.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")\n", "discriminator.trainable = False\n", "gan.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "id": "UQoPjJthyLhN" }, "outputs": [], "source": [ "batch_size = 32\n", "dataset = tf.data.Dataset.from_tensor_slices(X_train).shuffle(1000)\n", "dataset = dataset.batch(batch_size, drop_remainder=True).prefetch(1)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "id": "cxrUUhrjyLhN", "outputId": "2813bb7d-84c4-4ed2-8d03-c1fbd138c576" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/50\n" ] }, { "data": { "image/png": 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ScsP3djf4fD769u3L/n3gwAF8/fXXWLlyJXx9fSEQCKBQKBATE4MDBw5g+/btMJlMCAwMxOHDh5GSkoLhw4dj2bJlePTRR/HUU0+hrKwMANCnTx/07t0br7zyCsxmMyZOnAiDwQCbzYYVK1agf//+0Ov1SE9Px5AhQ/DKK69g5syZ95QvAGRlZSElJQWTJk2CTCbD2LFj4e3tjVmzZuG7777DunXr0NraisDAQBw5cgR79+7Ff//7XyxevBjBwcGYM2cOqqqqAAAxMTGIiIiA0WjE6dOn8cYbb8DX1xdRUVF45JFHEBwcjH379iE9PR1jx47FkiVL8I9//OOe8Oo85nU6HTQaDWQyGfh8Pru/8vHxQX19PfLy8rBz506Ehobi6NGj+O233zBhwgS888476Nu3L6ZNm4aSkhIAwIQJEzBs2DCMGDECTU1NGDduHNRqNdrb27Fu3ToMHjwYDz30EOrq6rBhwwaMHDnybq2W24adnR2GDBkCkUgEiUSC7777Djt27MDTTz+NgIAAHD9+HMePH8eQIUOwfv16REZG4rXXXsPVq1cBAM8++yxmzJiBkJAQlJaWYuXKlRgzZgzmzp0LgUDwP4sT6Qx7e3skJydDKpVCIBBg/fr12LVrFwYOHIiAgAAcPXoUp06dwogRI/Dhhx8iOjoa77//PrKyskBEeOqpp5CcnIygoCDU1dVh69atiImJwciRI7udX7cH/XAN5PP5EAqF4PP5cHBwQExMDIqKiiAQCKDX69Hc3IyCggIUFxezv7VYLLh27RrkcjnCwsLYZ3G7O/f/97qTO2/8jY2NyMzMREZGBvR6PXPjAGAuP39/f7i4uECpVKKoqAh8Ph/Ozs5wdHREXl4eampqAHS4XKxWK+rq6tDQ0AAejwdPT094eHjA398f7u7u0Ol0zB3c0NDQpV3dydvZ2Zn9mwvusbOzY+1saWlBRkYGsrKykJubC4VC0aUfeTwefH194efnh/z8fLbQEnUEFVy7dg3V1dXIzMxEfHw8bDYbSktL0dbWBqDjYj44OLjb+NwMnS/+6+vrkZGRgfLycojFYlitVjauqquroVKpEBsbC39/fyiVSjYu/f39ERQUhPz8fNTW1rLPIyK0trZCr9ejrq4ODg4O8PT0BNDhYrJarewZ/rEf7xWamppw7do1jBgxAjKZDEQEe3t7hISEQKfTITc3F8HBwVAoFFAqlSgpKUHv3r0REREBX19fFBYWor6+no0zq9WK/Px8GAwG8Hg8dh3Q2tqKxsZGWCwWNlYbGxvvG8eioiJER0d3+T1RR8CMXq+HVCqFXC6HUqnEtWvXmJuTz+fj6tWrrB+JCDabDdXV1WhqamK8LRYL6urqUFVVBYFAgLa2NhQUFNz3zRLomIttbW0wm81QqVS4du0a8vPzYTQa2XwsKCiAQCCA1WqFXq9HTk4OO8DabDaYzWZcu3YNdXV1ADrWESLC9evXodPpoFAoIJVK4eDgcN/5cW1sbGxkQUjV1dWora1lAVncfOTcxyaTCdnZ2ezgQ7+7ea9duwa9Xs/2Co6jRqOBnZ0dnJyc4Ovre3eN/TPTk+7AJWu1WpnbwmQyMfOfc9dw5nZaWhpt27aNvL29SSwWE5/PJ5FIRHZ2diSRSGjw4MGk1+vZ5xqNRuYOus2L6rt2HXDBHw4ODuTs7MxcckKhkHg8HkmlUrpw4QJrl9FopLa2NjKbzcwtxl1UC4VCxjExMZGam5uZy/PKlSv0008/sWcCgD777LMb2sMFeHRyUd01x4aGBsrKyqLW1lbWZrFYTFKplJycnEihUNDly5fJaDSyYInW1lYWhMC5xfC7S1YkEpFEIiGJREJCoZCWLl1KBoOBpk2bRo6OjiSTyeixxx77u2Z1xl1zXL9+PfF4PFqwYAG9/fbbrC+5vpFIJHTq1ClqbW0lq9VKra2tVFZWRjqdrovrrzNPOzs7CggIoBdeeIF++uknqqiooMcee4z8/f3JwcGB9eOGDRvuC8fvvvuOwsPD6fjx41RRUUF+fn40YcIEamhooMWLF5NCoaAjR45QTU0Nc/FzqUAVFRXk7e1NQqGQJBIJm5disZgGDhxIzc3NZDAYyGg00v79+2nNmjXk6enJ3vuf//znhvbYbLY/ujHvmuOWLVtIqVTSqVOnbrgiAXDDfLx+/TodOnSIVCoVlZWVkbe3d5c+FIvF5OzsTEOHDqXGxkY6ePAgLViwgMLCwsjR0ZEkEgkpFApKTEyk7du3/13zuoVjZ7S0tNDSpUspOTmZlEoleXl5kYuLC125coW5HU0mE7W3t1N9fT2lpaV1Gatcf3Zec4xGI5nNZpo7dy5FRUXR119/TefPn7+dZnUrx5qaGoqJiaGBAwfSypUr6aWXXqKXXnqJrl+/3mXv4K4FSkpKuvRjZ46DBg0itVrN3NNPPPEE+fn5UVJSEr322mt3zbFbLczOFhB3Wti+fTvq6+sBALGxsRg2bBguXbqE1NRUqNVq+Pn5YfLkyTh58iRLJ9Hr9bDZbOyz+Hx+F8v1fwGdTgeBQACpVMou54cPH47Y2FikpKQgNTUVABAREYEBAwawv+N4iEQiWCwWZqGqVCp89dVX7HK/srISWq0W06dPR0NDAzIyMuDq6trFsubA4/G61dqUSCRwd3eHSqVCVVUV9Ho9S7MYM2YM+vfvj1OnTuHs2bMAAKVSiaFDh8JsNsNoNAIAgoODMXHiRJw6dQpZWVkwm82QSCQIDw+HTCZDc3MzNBoN+Hw+HnnkEQwcOLDb2n+rICJkZWWhvLyc8bPZbKwfz507h8uXL0MgECA8PBwJCQldXMcKhQIDBw5EdnY2rl+/DqPRyCyslpYWFBcXIzc3FyaTCY8++igsFgtUKtV9u2bw9/fHqFGjkJqaivPnz0Mmk6G9vR1ffPEFZDIZ5s6diwsXLiAtLQ1SqRQBAQEICwuDn58fG0/29vbo1asXqqur0dLSApPJhJqaGmzZsgVubm6QyWQ4fvw4VCoVZsyYwSy3P1p8wL3xBHl7e2PAgAG4cuUK0tLSYLVaIRQKYbFYMHToUCiVSpw6dYrNR7lczgINdTodiAh+fn5ISkpCeno6CgsLYbFYUFFRgc2bN6OsrIwFxPF4PDz66KPMC9SnT59u5/N3EIlEiI6OhsViwfnz5xEfH4/Q0FCcOHECZ86cAdCxrg4dOpR5gwwGww3zEfi/NSc+Ph6DBw+GRqOBRqOBv78/C6S637DZbODz+YiKikJjYyMuXLiA4cOHIzo6GocOHWLrC7d31NfXo76+HlarlXFMSUlhe0dDQwOOHz+O0NBQhIeHQ6fTwWKx4KGHHoJSqbz7BnfXKeFm0Gq1FBsby04CS5cuJZvNRlOmTGEnQi7l4vnnn2fvi4+PJ41Gc7dhwfQnnO7IwsTvgRCenp4sfPvTTz+l9vZ2UiqV7D1PPfUUVVZWkl6vZydgPp9PDg4OLLSd+yyga0i/n58fVVVV0eXLl+mJJ56go0eP3rPUmZth//799M4775CLiwtr02effUZarbYLRy5NpLW1lbKzs8nLy4v143PPPcfe5+HhQU899RRt2LCB0tPTadiwYeTr60sqlep2w/W7zcJEJ+uC+/+b9eOiRYvYSZXrx8TERNq/fz9NnDixS7/xeDzi8/nM6+Dr60sVFRVUWlpK3333HeXl5d0XjjU1NZSamkpDhgwhiURCo0aNori4ONaPf+T48MMP086dO0mlUlFlZSUpFAry9fWl6dOnU0hICOMmEolIJpNRTEwMTZ8+nby9vcnX15eqqqpud47eNcfS0lLWB/7+/iSTyUgqlRIAWrduHTU2NlJMTAzjOHXqVDpx4gTl5OTQ+fPnydPTk4YNG0YXL16kGTNm3DRpnRsX3t7eVFZWxgKpbnHMdqv1ZTabqaysjD7//HMCQOvXr6fW1tabzscNGzbQI488QlKp9KbzkeO2ePFi0mq19PDDD5Ofnx9VV1ffTpO6laPBYKCGhgb65ptvaOHChWw+ajSam3LMycmhXbt2kYeHByUnJ9/A0dXVlZKTk2nz5s1kMplo0qRJ5O/v320cu8XCNJlMsNlskEgkXX5vZ2eHjz76COnp6Vi1ahWAjlPnq6++irlz50Kn06GqqgpTp05FdnY27OzssHbtWsTGxkIqlf7PrEmg4x6qtLT0pvdWnNX41Vdf4dixY+y+AOg4obu7u0MsFrPf2Ww2ZjVzHP94f2c2m9He3o4XXngBAQEBWLp0aZeT/70GEeHIkSM4fvw4dDod+31OTg5+/fVXtLa23vA39vb2cHJygkgkwuXLlzFlyhTk5OTAzs4O77//PsLCwuDh4QFXV1e4u7tj1KhR8PDwwKJFi5CYmIiVK1feF24AIBaL4ezsDK1Wy1JlOGzevBnHjx/v0o8ikQj29vZdLMz8/Hz861//QllZGePYu3dv5gXg8XgoKipCQ0MDlixZgn79+mHhwoX3TcigsrISx48fR0NDA0wmE3JzcyEQCODt7Y0ff/wRhw4d6sLRy8sLAwYMgKurK1paWuDk5ISGhgacPXsWbW1tbKz27t0bfD4f9vb2cHR0RGRkJEpKSvDss89iwIABePXVV+8LP6Dj7t3f3x9GoxFtbW2IiYlBa2srMjMz8fXXX98wH7n3cxxdXFxQWlqKl156CcXFxawfAwMDYTKZ0N7eDrVaja+//holJSWYP38+hg8fjpUrV973AJnPP/8c5eXlWLp0KcLDwzFhwgSkpKQgJSUFKpWKWdYcJkyYgH79+iEvLw8lJSU3zEduzdHpdPjxxx9RVVUFi8WC8vJy8Pl8eHl53Vd+APDBBx+goKAAL730EoRCIX777TdkZGTgP//5DwDAw8OjSwxAQEAAHBwc8Mgjj6CpqanL3vH+++8jNDQUbm5ucHBwQFVVFXg8Hmw2Gz788EMkJCTgkUceuav2dsuGSdRxec4tHBz4fD7Cw8NhNpvh4+MDPp8PlUoFHx8f+Pr6wt7eHgcPHsT+/fvh7OwMX19fREdHIzw8/J5HUf4drFYr2tvbmUuAA+fKAzoWqJaWFuh0OohEIsjlcojFYjQ3N4PH46G+vp4tzNx/eTwewsPDERsbCw8PD/ZZWq0WVVVV+Pjjj+Hg4ICoqChYLBa0t7fD3t7+nh4eDAYD2tvbUV9fj7q6ui6TUKPRsN9xHLl+BIDm5mYQdeRg7t+/Hy4uLqwfIyIi4ObmxoJFFAoFqqqqcOzYsdvJwewWcHlfN3uOFRUVN/SjUChkVwm1tbVMKebixYssOrNfv35QKpVMEYbH4yElJQXXrl3DL7/8AplMdl8PPa2trSgtLYVOp4PNZkNTUxPs7e3h6uqKmpoalJeXd+HIKd00NTUxF6TFYkFNTQ0kEglcXV0RGRmJ6OhouLm5sauRhoYGSCQSbN68GW5ubjCbzRAKhfeFp52dHWQyGWQyGVxcXCCTydicLCkpQUVFBbRaLYRCIdzc3CCRSNDe3s6Clfh8PtRqNXNnSiQShIWFISYmBg4ODmhtbUVDQwOOHj2KiooK5OTk3Nc+5EBEqKioQGFhIUwmE8RiMYs8V6lUMBgMEIlE7DCmUqlYvzo5OaGsrAz79++HWCyGo6MjIiIiEBMTA7lcjkuXLuHo0aOwt7eHl5cXTCbTDevc/eJ4/fp15ObmgsfjQSKRwNHREW1tbSgvLwcAODg4sHxRbs0xm81QKBRszXF2doaPjw+io6MRGRkJd3d3qNVq1NfXw83NDR4eHigvL7/7gB+u0XdrVhPdXHVHp9PRmDFjaOTIkVRSUkIffvghKRQKUigUpFQqSaVS0c6dOwkAvfPOO1RaWkrDhw+nhx56qEvQz13gjl0HXD7PRx991MWdIZPJSCaTkaOjI61du5aKi4spMjKSoqOjqbS0lD766CNSKBQUFBREQUFBXZQp8LsrUKFQ0MMPP9yFY3p6Oh0/fpyKi4upvLycVCoV7d+/n/7zn/9QfX39PeHI4fDhw/T444/TF198Qd98800XxZCPPvqI6uvrKSYm5gaOCoWCPD09u3D8s3602Ww0b948SkhIoOzsbGpqavq7ZnUrx/Xr1zM37B/d4e+88w4VFRVRREQERUdHU0lJSReOXl5eXf4mICCABgwYQAEBAV04Wq1WWrRoESUlJdGlS5eourqaKfDcD9f6tm3baNCgQeTq6tolIOLvxmqvXr3Iz8+vy5VBcnIyrV27luLi4m4YqzqdjtRqNZWXl1NJSQkVFRVRS0vLrbhn75qjyWQijUZDFRUVdO7cOQoNDWUBXCNGjKDnn3+ePD09KTQ0lI4dO0avvPIKeXl5sX7szJGbjx4eHjR69Giqr6+nxsZGqqyspI8++oiWLVtGZ86codLSUvb9t+Ca7TZ3ZWtrK1VUVNC3335LL730EoWEhNCGDRuopKSEoqKiqG/fvrR//3564YUX2Fj19vam4OBgFvgzYMAAmj17NvXt25eNVS4wsba2lqqrq8lgMNxu3mK3cWxubqbs7GyKj48nf39/UigUtGHDBlKpVKRUKkmpVFJxcXGXvUOhUJCLiws5ODgQn8+nt956iymnjR07luVbm81mqq6uptLSUmpoaLipgtLtcuy2oJ+bncD4fD4iIiIgEAjg6+sLoVCI2tpaJCYmIjw8HHZ2dsxV1tTUhKtXr6KiooKFxP8vwePxIBKJmKWbmJgIb29vCAQCNDc3o6ioCI2Njbh27RoiIyOZipFAIEBtbS2GDRsGNzc3aDQaODk5ITo6Gnw+HzabDWfOnEFxcTH27dvHXLdFRUXQarWor6+HRCKBnZ0d0tPTUVZWhocffviectXpdKivr4dcLkevXr0wceJEFBYW4uLFi7BarbBarYiKioJIJOrCccCAAfDy8mKn9tLSUvj6+sLLy4upjmRnZ8NoNKKxsRHFxcVoaGhATk4OzGbzDZqg9xo2mw2DBg2CQqGAwWBAXV0d0tPT0dDQwNxzLi4uUCgU4PP5qK2tRVxcHORyOTvBe3p6Mhff999/j6KiItaPNpuNpdhkZGRArVYjLCwMTU1NaG9vh1KphKOj4z3jp1AokJiYiMDAQGi1WjQ1NcFkMsFgMMDHxwcKhQKjR48Gj8djHp/a2loMHjwYbm5uSElJgbOzM2JiYjB48GD069cP+/btQ3NzM/bv38+suqamJuj1elitVlgsFphMJjg6OsLR0RGDBg3qkrLU3eDSW+RyOQQCAYYNG4Zr167h7Nmz8PHxQVRUFCorK+Hk5AQ/Pz+IRCLU1dUhMTERcrkcZWVlMJvNIOrQf3ZxccHFixdRWVmJgwcPgs/nw2w2o6CgAG1tbaisrIRIJEJgYCBqa2uhVqsRGBh477RKO8HZ2ZlZlmVlZWhtbYVEIoGPjw8SEhJgsVjQp08fXLx4ka2rPj4+kMvlqKiowNGjRxEYGIj+/fvj9OnTKC0txZEjRyAQCFiKm0QiwYgRI/5nHj3OQu7fvz8KCwuRlZUFOzs7uLu7Y8iQIeDz+fDz8+uyd3ABSlygnY+PD7y9vZk37NixY5BIJMyrIBAIMHr0aNjb2999g7vjlPBX6JxqwgXQ7N27l71+/PhxCg8Ppz59+lBgYCCJxWKKi4sjrVZ7299zk5Nft1gmPB6P9u3bR2azmSorK2nXrl00bNgwCg8Pp+DgYPrll1+osLCQLBYLffzxx4xjTU0NDRkyhJ599lnWvvb2dkpISLjhpItOVqyfnx8LvJBKpZSenv5XTbxrjjt27KDhw4fTuXPniKjjFL1nzx4SiUS0fPlyunjxIh05coTOnDlDVquV9eOOHTtIp9OR2Wymixcv0uzZs+nIkSMsSMjDw4MWLFjAtHc5fp6enjR37tzbCfzpNgtz3759ZLFYqKGhgb777jsSiUQUGBhIAwcOpMTERJo7dy5ptVpat24dAaDvvvuOiouLae3atbR582YqLS2l1tbWGwJo/vjD5/MpMTGRduzYQc899xyNHj2aCgsL7ylHk8nEUpr0ej0dO3aMvvvuO1q5ciWdPHmSNBoNS0myWCy0bt064vF4tHfvXqqurqbIyEh65JFHqKmpifR6PRkMBlq2bBkNGzaM+Hw+9enTh6ZOndolbcHJyYlCQ0MpMDCQgoODKScn555y5FLTOqev7dixgwDQ22+/TRUVFXThwgW6dOkS1dbW0jvvvMM4qtVq+vDDD+m1116jFStW0OnTp0mtVtPo0aPJw8Pjhj4Ui8U0YMAAWrFiBZlMJtqzZw+9/vrrpFKp7inHm2Hv3r1kZ2dH//nPf5iKFafe03ld5SzgvXv3kkQioY8//phqa2tJqVSSWCwmhUJBMpmM6bL+r4N+OmPfvn3k5OREn3/+OdlsNlKr1aRWq4mIbsrx/PnzNHnyZNq/fz9ptVpKSkoimUxGAQEB1KdPH4qIiCBnZ2fy8/OjysrKbglQ6xYLkzttOjg4dLE0iTr88EDHZS0HHo+H1tZWrF+/nlXsoN8tysGDB0OpVN6g1v934PF4OHXqFHbv3o1hw4bB19cXiYmJd8yJiJgeLhFh06ZNOHLkCHQ6HWpra1FcXMxe27x5M6Kjo/HWW28x/lzCcHNzM86dO4clS5aAx+PBbDajoqICcrkcjzzyCOzt7SGRSPDDDz+goKAARMQS3ocOHYqEhAT4+fmxdnEc58+ff0OFkTuFUqnEc889h2PHjmHHjh1QKBTIz8+HxWLBsWPHUFZWBqPRiODgYAwYMAB8Ph9isRhCoRBarRYbNmxAUVER0tPTodPp8Ouvv6K6uhqurq74xz/+AQ8PD6hUKtTW1kKv16OtrQ2pqalYvHgxpk+fjqFDh3Zpz73gKBAIYGdnh82bN+Po0aMwGo0oKyuDxWJBc3Mz9Ho9eDweXFxcAPxfKpOdnR34fD7Onj3LVG8kEgl4PB5UKhV8fX3xzDPPoLq6Gvn5+cjJyUFjYyNsNhuuX7+OzZs344EHHmABT/eS45kzZ7Bz506WxF5TUwOtVouWlhYUFBTAy8sLAoEA/v7+bDwSES5duoSWlhYYjUZcu3YNK1asYPMvNTUVRIQnn3wSDg4OsLe3R3Z2NvtOzlJPTk7G8OHD4ePjc085cnfRX331FfLy8gCAJbAfOnQIFRUV0Gg06NWrF1577TWmjsXp/Z44cQKNjY2wWq0oLCyEp6cnCgoKWCBJTk4Ozp07x+Z+eXk5C/yLjIxkVum95MhBq9XCarXCyckJRB2CIDt37kRBQQHj2LmCDI/HQ1tbGz788ENkZWXBYrFg9+7duHr1KqqqquDj44NXXnkFly9fxsGDB6FWqwHgpvEnnXEvOX799deorKzEwoULodfrYTQasX37drb+9OrVC8uWLQOPx2P35K2trfjkk09QUFCA7OxsfP311/jtt99QVlYGDw8PvPzyy7h+/ToyMjKYwEZpaSkAdFlL74Rjt2yYRqMRZrMZ9vb2XR66zWZDbW0teDwe/P39u/yNVqvFt99+C5VKBbPZDKAjklGpVCI+Pv62g1x4PB5yc3Px9ddfQyQSISYm5q43zM7RlAcOHLjhPWKxGCKRCAcPHoRKpcKLL77YJb/PYrGgra0NKpWK5QkBHYEL4eHhmDFjBhwdHSGRSHD+/HmUl5fDYDBAq9WiuLgYzzzzDJ544gkAHYcSoVCI7OxsbN68GQ899FC3Dd7g4GD06tUL33zzDY4ePYrw8HC0t7eDiJCRkYGMjAwAQFxcHMxmMxPY51Sbvv/+e9aPpaWlzL3Tp08fDB06FGq1Gr/99htT4SAiFBcXIz8/H8HBwRg4cCDL5+PxeLh69Sq+/vrrbuUoEAggEonw66+/dglqAoC2tjamQKRQKKDX6xlPsVgMHo+H7OxsVFdXs7EK/N94feqpp5CVlQWxWIyamhoWLFZXV4fDhw9j1KhRGD16NAAwcfd7wTEnJwcbN27sEgHMIS0tjW2CsbGxmDdvHnsO3HWAyWRCXV0dy9sDOoJiQkJCMH78eGi1WjQ0NLAxazAYYDaboVarERkZiWnTpjGOdnZ2uHr1arePVQ6HDx/GoUOHAPxfQN3FixeRlpYGs9mM2NhYrFq1iq0jVqsVOp0OGRkZbANMT09nVy9hYWGYNm0a7OzskJqayiL+29raoNVqYbPZEBgYiKCgIDa3hULhPelHDgaDASaTCUKhEEajERaLBadOncKZM2cglUrRv3//GyLN29vbsXnzZsbxzJkzOHPmDCQSCUJDQzFnzhxIpVKcPXsWFouFuZb/asO8V/1IRDh+/DgyMjIwZcoUtLe3w2w2IyUlBWfOnIFAIEBcXByef/55tuYA/7d3cAL6NTU1rIxZYGAgHn/8cZw6dQplZWVwcnKC2WxGXV0dC8L7M4630o/dsmFyJ6A/bnI2mw01NTXsJPtHcBstB4FAgIcffhixsbG3ZWESddSJS05OxuDBg+Hh4XFDisvtgs/nQyqVMmEBDkKhEDabjVmQnRedBx98kElscVUdzGZzlwVMLBbjX//6F5RKJSIiIrBjxw6sX78eS5cuxbJly/Dcc8+hpqYGGo0G69evxw8//ACgIwVg6tSpCA4OxtmzZ7tVVi4rKwunTp1CeXk5LBYLioqKuvQX139GoxElJSWor69nE4zP53fpR7PZDIFAgI0bNyI2NhZisRj19fW4evUq3nvvPcTHx+PChQvIzMzEzz//jD179qC0tBQzZsyAv78//P39MXPmTCQlJXUrR5PJBI1G87d34wUFBRg1ahSampoAgNUm5CwODiKRCEuXLkVcXBzc3d1RXl6On3/+GW+++Sb69u2L5cuXQ6VSsYoSXD9GRERg8+bN94QjEd10s+Re4/F4mD17NpydnfH444+jrKwMIpEI48ePR2RkJHbs2IH29nb2NxKJBF9//TXCwsLA5/Oxd+9efPXVV1i1ahWCg4Mxf/581NXVwWAw4JNPPmEc+/Tpg/fee4/pCncnR046MjExEXZ2dvj1119Zm7k5yUWqf/zxx7hy5QqAjkPqze4dRSIRli1bhpiYGISGhuLs2bMwmUxYsmQJEhIS4OnpCTs7O+Tn57PD0+XLlyEWi/Hwww9j6tSp3c6Rg0wmQ2NjI5577jlmTXN9bDAYWKra341piUSCzz//HHFxcRCLxdBoNKisrMQHH3yA4cOHw9PT8y8NlHsxVoGOdeWtt95CVVUVvvjiC+Tn5wPoWCM5zwDnzeHWGm5T77z2ctKNmzZtYhyrqqpw9uxZrFq1Cg888AD8/Pz+ck+4VY7dsmHe7MKYsyQcHBxARNBqtV1Cl7nXuYK1KpUKbW1tqKmpgZubGxobG+Hq6trFjfVnsNlsrIyRr68vy7W7G+h0OhQUFKCysvJP3+Pu7g4nJyc0NjbCaDSykzmfz0dTUxMrdyWTyRAUFITq6mqWx2kwGFBdXY3i4mLk5ORALpcjOjqalbCxt7dHU1MT02j19/eHTqeDTCbrHsWKTmhoaEBWVhba2tqYG9JqtcJgMMDX1xceHh7g8XhQKBTIzMyEWq2Gr68v07nkOAYHB6OqqgptbW0sLSczMxPXr19He3s7AgICEBsby4rkFhcXw93dnZXs4eDh4XFL/X4rsNlsTOT/zxYWhULBFieDwYCsrCyWh9nW1sZcrFw/VlVVscLhWq0W2dnZKCoqYgXRY2Nj0b9/f3h5eaGmpoZ5GGQyGdzc3EBE3coRwA25pTfj6OXlhV69esFsNiM7O5tZ1Q4ODnB2dobVaoWzs/MN/ci5qrkDsIuLCwIDA5nXqLa2lunx9u7dmx0S5XJ5t6vjmEwmtLa2stzvzn1qZ2cHiUSC4OBguLi4MP1f7vDNvZdbczr3I6fDajKZQEQICgpCVFQU5HI5u1ppbGyEVqtlKR1cP3Z2Q3cnampqUF1d3YWjXC6HTCaDk5MTAgICUFJSgoaGhhs2PG4+VlZWsjlqMBhYCpVAIEBwcPAtWYzdPVY7gzvkNDU1dfHyeHl5wd7eHgEBAcjPz0d9fT3EYjHba4johjWHM5zKysqYK5brx+7i2O3i6xy4CTxy5EjodDomxv1HJCUlYcuWLVixYgU2bdqEefPmwcXFBf3790dycjLmz5//t99ls9mg0Whgb28PsViMwsJCNDY2MjfYnaCgoAAPPvhglxM3x4vD+PHjMWLECGzcuBFlZWWoq6tjLp6DBw/iypUr0Gq1GDFiBLZu3YrXXnsNmzdvxptvvgknJycMGDAA5eXlLLlWIBAgPj4e/fr1g729fRe5QHt7eyQmJt4TmbXS0lLs3bsXWq0WYrEYQ4YMYXevTz/9NJ588km4urri6tWrmDRpEnOT6HQ6XLhwAUajEUOGDMHPP/+Ml156CZ9//jkWLVoEPp8PkUgEk8nEToZ2dnZISkrCAw88gPnz56OtrQ06nQ7e3t7sBN+d0Ol0yM7OZjlcN8P06dMxceJEbNmyBUVFRbhy5QpcXFzg4+OD9PR0FBUVQafTYdiwYdi6dSuWL1+OL774AuvXr2f3uZwLl4jg7OyMjz/+GFarFWazGStXrsTXX3+NIUOGIC4urtsjErl7WK1W+6fveeyxxzBt2jRcunQJeXl5TNyAiFBVVQVHR0dYLBbWj9x8nD9/PpRKJY4cOQJ3d3fY29sza2v69OkoKirC4cOHUV9fD6PRiHfeeQcxMTFQKBRdxDu6CxqNBtXV1Th8+DAuXrzIPABmsxne3t4ICgrC+vXrYTQa8fjjj6O1tRWOjo5dPAxJSUn44YcfsGLFCmzcuBGffPIJAgMD8eKLL6KgoIDlN3K1TsViMUJCQrBt2zacPXsWL7zwAgIDA2+I2ehOEBH++9//Ij8/Hxs2bMD58+fx6KOPYuzYsRgzZgzzgrz22msoKSm5Ye5w/fjiiy/iiy++wD//+U94eHhg/PjxqKurQ1BQUPdEjd4FiAhvvPEGTp8+jUcffRQ8Hg/p6emYMmUK/vGPf6Bfv36oqKjAM888g9bWVri6unbx+P1xzVmwYAHkcjlGjRoFvV4PpVLZ5b65O3DPNszs7GwUFBSgubmZqXJwJvf+/fuRmZkJnU4HoVAIR0dH9iCMRiMkEgnGjh2LiIiIW/ouPp8PR0dHNmg8PDzuOuybU+fp7Ib7I7jJqtfr4eTkhOnTp+Pq1as4c+YMampqWDBUWVkZvvzyS2RnZ8NsNkMkEsFqtaKqqgpBQUEYNWoUrl69iqtXryIzM5MlKnMVIJycnODu7g4vLy9Wzqg7YbFYYDAY2GGgrKyMHRQuX74MoVDI7qzGjh0Lq9WKc+fOYfr06fDx8YFQKGQcc3NzAYBViHB0dGQbycGDB1FWVsaKhwNgKUb3KvG9paUFO3fu7HKH/EdUVVUhKysLZWVlsNlsmD9/Pq5fv46rV6/C1dWVpdL8kSNXHomIEBoaiqioKKSnp6OkpIR5UGw2G3JzcyEUCvHAAw8gLi6u20UoGhoa8O233zL91JvBarXCZDKxdJdFixYhIyODaY1yXpKysjJs2rSJBfYkJCTA19cXmzZtQnFxMcLCwlgR6vb2djQ0NLAUIqDDAvL09OxiDXQHOI9PWVkZCgsLodVqmT4zN544C+OXX36Bs7MzZs6cibS0NKYtW1lZySrJcPevQMchjohQUlLCUnBOnz7NgsIEAgEkEgkkEgkeeOABViT8XooZ8Hg8JCYmwtPTEzt27EBubi74fD6Ki4shEomgUqlgZ2eHxMRE2Gw2FBQUICcnhwXOcLrXnHXNzceBAweiuLgYWq0WRUVFMJvNKCoqQq9evTBu3Lj7WvKLiDBy5Ei4ubmhuLgYtbW1kEgkKCkpwYkTJ3Dp0iXweDxMmDAB6enpOHXqFDIzM7t4GLjykNyaKhQK0a9fP7S0tKCqqgrXrl1Dc3MzSkpK4ODgAH9/f4SGhv7pXeYtNfovfu4Yn376KQ0ZMoQcHR3Jzs6OgoODSS6Xs5B7Lq1iypQpZLPZbtCS1el0d/P1HO44/PnKlStMo7LzT+fE97lz59L3339PgYGBFBcXRzqdjoU/BwQEUFhY2E3TRzw9Pcnb25vkcjmtWrWKrFbrDfqknX/8/f0pOTmZDAZDt3Ik6kgh4VIu/vi9QqGQ+Hw+ey00NJSOHz/O+mrnzp1UUlLSpYhv57+XSCQUHh5OAQEBTPOTq+DB/dysIkt396ODg8OfPlsej0fh4eE0ZswYcnZ2JqVSSQ0NDbR27VoCQF999RVduHCBPD09u+iM4nfdSk9PT/Ly8qJnnnmGMjIyaNiwYTf9nnuZHvRnY7Xzz6JFi2jPnj0UHBzM5hc3Vvv06UNKpZJEIlGXv7Gzs6O1a9fS+++/TxKJhJRKJS1atIgCAwPvO8fa2lr65JNPaOnSpTRhwgQKCwu7QVDC29ubIiMjycnJiQYMGEAtLS304YcfEgAKCwuj+Ph4EolENGLECMrMzKRHHnmEgA4N54iICJo4cSKNGzeORo0addM0kzVr1lB9ff3fFcvu1pSLqqoq8vX1JZFIRFKplCQSCdnZ2RGfz6fo6Gi6du0avfbaawR0aAPPmTOHacn+cV2NjY2luro62rt3L82ZM4cWLVpEc+fOJScnJ5oyZQorDn4LuGuOXGpTW1sb5ebmUq9evUgqlZKbmxv5+flRUFAQSSQSio+Pp8bGRjYfJ0+eTAsWLCAHBwcaNWoU5eXl0VNPPUVOTk7k6OhIcXFxlJqaSj/99BO9/PLLtHDhQpo5cyY5ODhQYGAgLVy4kE6ePHnHHO+Z3trEiRPx5ptvwtvbm0XfcT7qVatW4auvvoJMJmPvd3R0hJ+fHzZs2IB169ZBKBT+7WX2vQD97qLi8Xj44IMPkJycfMPr0dHR2LBhA/z8/HD+/HkWRcfJqwHAggUL8M4778DJyQlubm4YOnQovL29AQBqtRotLS1oa2tj6Qx/hs51J+/FyY/H42HEiBH497//3cXXn5iYiF9++QUTJ07sEoDVuVKKUChknoG4uDh88803GDNmDAAwkYaqqiokJibixx9/RExMzA0Wu8VigdFovGd9HRISgu3bt2P+/Pk3WHYDBgzAtm3bMGDAAJY6Y7PZWJ1LoOO+i5MDDAkJwdKlS9kdMqc7qlarIRaL/9LNdS+lDQMDA7Fp06ab6mRGR0fjs88+A5/Px5dffon29nZmmXF3nk899RRef/31G7wXZrMZ3377LQ4fPowFCxbg2WefxTPPPNMlRYyDVCplMoj3AjKZDJMmTWKBGUQdus5chOtLL72E0NBQ5pVpbGzEhg0bcOrUKQDAnDlz8Oqrr8LJyQkWiwUajYZZxfT7XfTly5fh5+eH1atXIzQ0FADY/W1kZCS8vLxYmtH9QE5ODnJycjBv3jysWbMGO3fuxKRJk5j3rKKiAq+88gr27NkDoKN4+2OPPdalriURsULwzz33HBYuXIjc3FwsXrwYzc3NyMzMxH//+1+8+uqr95UbF8SzY8cObNq0CQkJCVi4cCF++OEHjB07lq05TU1NOHDgACuIPWrUKMyaNYsFZLq5ubE16L333sOKFStw/PhxEBGeeOIJtLS0IDs7G8uXL8cbb7yBJ554AmFhYXfc7nv2dPz9/REfHw8HBwcIhUI4Ozuzjk5ISMCoUaOYm49TUfHz80NMTAx69+6Nmpqamwp+32sQdeiiciotncvecHqoAQEB6NevH8u14xb8zu6hqKgoDBo0iKkZcbqWAJj6CudWAAA3Nzd4e3vD29u7i1g3p5Ikl8vv2TORy+VM91UikUChUCAoKAixsbGsKDIAlmbBLYpcJDDQsbHExMTA3d2dvcbdLXt7e2PcuHEICwtjOsIKhQKenp6QSCS3FOl3p7C3t4dSqUSvXr26tFuhUCA4OBhKpRL29vZoaWlhRaWtVivrFy6QhPus4OBgpmRjNpuZDidXNNzLywve3t7w9fVl/cgdLO6Vq0sqlSIqKuoGrUwnJyd4eXmhX79+0Ol0yMrKYu467sQMdETuDhw48IY7R5vNxoS8/fz80LdvX0RFRcHT0xOOjo6QyWRMuagzRyJiaRDdBYFAwIKm5HI5JBIJhEIhvLy84Ofnh6CgIEgkEpa6ZDabUVZWxqKduXJtYrEYRqORXZnw+Xzmoq2rq4O9vT0SEhLYd/j4+MDLy6vLlc/9Qnt7O/R6PeLj45GYmIiYmBh4eXmxFCyDwcAUx4COg1NYWBi7JlKpVLBarZDJZIiMjIS3tzeOHTuGhoYGNu6FQiHGjBmDhISELlGo9wt1dXWoqalBaGgooqOjERUVxQLjuDW1sbGRXREFBASgb9++7N66paWFBZdyrtb8/HyYzWZERETA3t4eIpEISUlJTL3qbhTG7tkdZkNDAxMJ7tevH3bv3o0tW7bgzTffBACWiJqSkoKEhAQ89thjWLFiBV5++WUWCLNgwQK89dZb96qJN4XZbMY333yDnJwcdlfCwdPTE4cPH0ZOTg5mzZrF7kEMBgMEAgHc3d1vKn1WX1+Pw4cP33QB4VJU3n//fbz55puws7PD4cOH8fTTTwPoWIieffZZCAQCjBgxAk888US3P5Njx45hzZo1kEqlGDp0KNatW4ecnBwkJCRAo9Gw3FKpVIro6GhcvHjxhs84f/48xowZw8S9O0e+cv9dt24dO9W3t7ejqqoKffr0YaHj9wJ5eXmYPHkympubWWCOl5cXfv31V+Tm5mLo0KFob29nguWc/N/NggXy8/Px5ptvdqnmwoGTifvggw/wr3/9C3w+n/Wjr68vAgICmPVptVq7bXGyWq0oKCjA1KlT0dzczH7v5OSEefPmoaGhAY888gjLDeXufTrLPgL/Jzl3M6hUKrz77rv45z//iaFDh2LIkCGQy+WIiopCTk4OPv/8c2i1Wrb5tLe3Iz09Hb6+vggJCblrjkBHoYO3334bfn5+6NevH4YMGQKlUom5c+ciKysLq1at6nIIDQkJwb/+9S98++23uHDhAuMoEomQnZ2NZ555BgBYrVZOhKStrQ0VFRVQKBQYNmwY3n33XWRkZOCFF15ARUUFmpub2SH4XqN///4sSvnYsWN45JFH2D0dn89HWFgY9uzZg++//x5vvPFGl7/l1tVBgwZhzpw5WLZsGWpra5k3jIjwwQcfwGKx3PdCCJ3x7LPPsriO48ePY8CAAdDr9awv3d3d8eSTT8JqtTJLmltPzp49i+HDh6N///6YNm0alixZgqamJnZIJyK8//77MBqN8PT0ZMUF7saKvmcbplgsZru70WhEYWEhnJycMGXKFJSVlaGhoYEVdOVUU3Jzc2FnZwc/Pz/4+vreIHZwP0BEqK6uRkVFBatWwfERCATIyMhATU0NvL29WRmZs2fPQqPR4MSJEygsLATQkUTNpSlwi1RkZCR69eqF8+fPM0uRi1Dlgis4NwP3nU5OTuwkP2DAgJu6w+4WXJknd3d3ODs749q1a1CpVOjbty/rw9OnT0Ov17NgkKSkJBQWFqKhoQEGgwFGoxG1tbXM6uQ2A85iP3fuHNra2iAQCDB8+HDIZDKm3XovNkubzYbCwkJkZ2ejpqYGZrOZCUYEBAQgNzcXdXV16NevH+zs7CAQCHDmzBlotVpcunQJFRUVEAqFuHz5MpqamtgE5kpEcQstd5goKyvDoUOHEBMTwyxnDw8PuLi4ICoqCnFxcczl2V18iYgdTOvq6pgbGQArXt3Y2IjW1lb069cPvXr1wpkzZ9Da2oojR46w3D6VSgWZTMYWZyJCQEAAFAoFjEYjE9KorKxEdnY2qqqqWGoRV3qpT58+6NOnDxwdHSEQCODi4tJtequcxS8SiVhlioiICKjVahQUFKCwsBDt7e2IiIhAr169cPbsWRgMBuTk5MBkMkGpVCI/P59p4BqNRhgMBiiVSgQFBbErkqtXr6K8vBxHjhxhIiJeXl7w9/dHSEgIy+++X25LsVgMg8GA06dPIy0tja0h/v7+OHDgALRaLdLS0iAWi7usqwaDgVnMXBpQcHAw3N3dUVBQgPr6euzfv5+VZBwxYsRd563fCXg8HpydnaHX65GSkoIrV66gqakJERERCAwMxMmTJ6HT6ZCamgoej4dJkybdlGNdXR2cnJxYJRsHBwe0tbXh1KlTbM0ZPXo0c93e1fy7lYvb2yz2y6DVamngwIEkk8lIqVTSRx99RFarlSZNmsQuohUKBU2ZMoWCg4NJLBbTsmXLaMuWLUxx/k6/+3fc9uX0H4slcz9yuZy8vb3ZZfunn35KV65coaamJoqJiSGxWEz+/v6sUoRQKLwhiOKjjz6ihoYGUiqVXYIVhEIh7d+/n7Vh9+7d7DsjIyMpNze3Wzn+EVarlUwmE1mtVlYseejQoXTmzBmqrq5muqmurq40a9YsWrNmDR07dowGDRp000LY+D1gxM7OjgUtjR49mjw9PbtoV95LLVmj0UhvvPEGTZgwgfh8PkmlUvLy8qKNGzfSsWPHyMPDg0aOHEnZ2dlUX1/PivI6OTnR8OHDKTw8nBwdHcnBwYEkEkkXbkqlkpKTk0kul7OAKIlEQm5ubrRlyxaqqakhi8VCJ06cIKVSSVu3br0nlTwsFgsdPXqU3nvvvS7BVJ0D08RiMcnlctq0aRO1t7dTbGwsicVi8vDwIEdHRwJAjz32GC1fvpxkMhnj89RTT9HOnTtp06ZNtGLFCrKzs6PY2FhasmQJhYaGUkBAAF28eJG++OILAkArVqygnJycv6sydEdjVavVUmlpKW3YsIGOHj1Kzc3NVFFRQefPn2cVSBwcHOizzz6jpqYmio+PJ5lMRgkJCTRnzhzasGED4925H1etWkV5eXmUmppKmzdvJhcXFzZn+Xw++fv7U01NDRUXF9P69espIyPj7/rwjjn+GVQqFQUEBJCnpyclJibS9u3b2Xzk8/nk7OxMK1asIKvVSpMnT+4yH0UiEUkkEpLL5XTixAm6cOECTZo0iSIjI1ng0P8LWrIqlYq8vb1JLBaTTCajjRs3Mo52dnYUEBBAb7zxBul0Opo0adJNgwvlcjnNnz+fXnnlFVq8eDFNmzaNYmNjSSaTdSvHW7Iw72RH3rlzJ86cOYOZM2eiubkZmzdvxp49e1BeXo5BgwYhISEBH374ITQaDbKystDU1AQ+n48BAwYgLi6O3Yfcb5+6SCTCggULcOXKFXz//fdISkpCcnIy03r18fGByWTCrl27cP78ecjlcsyePRtNTU3YuHEjO+V7e3tDIpHg+vXrzBUrFAqZK4d+dys4OjrCzc2NhbZz1UGADrdldXU11qxZw6S75HJ5t7tQOHfcjh07kJaWhvb2dpSUlODf//43HBwc4OjoiNmzZ6O1tRW7d+9GWVkZLl26hGHDhmHkyJH47LPPoNFoAADTpk1DUlISMjMzUVFRgdOnTyMmJgZz587F2bNn0dLSgoMHD0Kn06GoqAjTpk27QUu2OyAUCjF+/Hh4eXnh2LFjSEpKwsyZM5GdnY3Dhw/DZDKhtLQU7733HhwcHCCVSjF79mw0Nzfjp59+QmtrK4xGIxITE+Hi4oLjx4+zEPbExEQ89NBDuHr1Krs/io2NxYQJExAdHQ1HR0dYrVZoNBqoVCrs2LED+fn5LGXhn//85w0KUncCPp+PgIAAVsty2LBhSE5OxldffcWCJLjC5D/99BOuXr2K2bNno7GxEV988QULwOK8AkT/pxTk5+eHqKgoHD16FGq1GkSE3r17Y/LkyYiOjoZarUZKSgr7nhMnTqCmpgb29vYICgrC0qVLu4Uj0GFp6fV6HDlyBAAwdOhQ7N+/HxkZGUwNxmg0Mp3V6dOno6WlBVu3boVOp0N5eTmGDBmCBx98EBs3bmRj1d7eHg4ODvjhhx+Qm5vLXOUikQhCoRBCoZCJjZSXl7P0Ge7KKCQk5J6vTy4uLnjttdeQm5uLY8eOYevWrTh79iweffRRjB49Gv/9739x9OhRaLVaJCYmIj4+Hh9++CHa2tpgsViQlJSE+Ph49OrVC1KplK3HarUazc3NkEgkXYKE7jdMJhOsViuUSiXKyspQU1ODnTt3Ijc3F7Nnz4ZarcaPP/6IU6dOoaGhgXH86KOPWBBpYmIi4uLiMGLECDg4OKC+vp7FF6hUKggEgm7jeM9csqmpqfjhhx9w8OBBmM1mfPTRRzh79izOnj2LHTt2QKlU4j//+Q9qa2tx/fp1iEQiuLi4IDQ0FMHBwTAajRCJRN026W4VAoEADz74IGQyGbZu3YrY2Fg8//zzOHPmDAoKCuDu7g6NRoPTp09DJBLByckJx48fh8Viwaeffsru6Nzd3eHi4oKKigq2YfL5fJbTyAU8SSQSuLm5QSwWg4ig1+thsVjg4OAAo9GI5uZm/PjjjwgNDUViYiLEYvE92TCBjnvIY8eOsYLSu3btgkAggJOTE44dOwaLxYKPPvqIbRzffPMNoqKi8OWXX7JFaOjQoXjmmWewdetWpKen4+zZswgICMCYMWMgEolQWlqKixcvoqysDKmpqQgJCUF8fHy3u7r4fD5iYmJgs9ng4OCA2NhYPPXUU5g5cyaOHj0KoEOh5qeffmIl5o4ePQqLxYJPPvmEcQwODoaPjw9SUlLY7/r164cxY8Zg7dq1LLevd+/emDhxIvz8/CAWi1lgl06nw7lz55CWlgaNRoOYmBgsXLiw28Y15x6WSCTo378/nn32WaSkpKCoqIgFoxkMBpw7dw45OTlsrH7++ecAOmTTxGIxK0/GwcPDA0FBQQDAPsfHxwdJSUkYMGAAGhsbsWLFChQXF0MqlSI7O5vlEMfFxeG5557rNo4CgQAmkwlXr15lcou5ublITU1lG1t7eztSU1ORk5ODffv2wWq14j//+Q+qqqqQl5eH6dOnIzw8HN999x0bq1xAV3p6Oq5evcpc0pxQv1gsZnmmXFQ7d/cuFArRu3fve75h2tvbY+bMmTh+/Dh2796NlJQU8Hg8HDhwABaLBf/+97+Rnp6O9PT0Lusqp3wTERGB8ePHs+L2AwcOZHETdXV1sFqtsLOzu6cc/gpcrENgYCCMRiOqq6uRmpqKtLQ0HD58GDweDz/++CMyMzNx+vRp/Pzzz1Aqlfjvf//LNszw8HAmqSoQCFBYWMgMkfr6elitVja+73aNuWcb5rJlyzBjxgy8//77yM/P7yKLt3z5cjg4OECtVrM7k2XLlmHWrFnQarX4+eefsWHDBkyfPh0vvfTSvWriTWEymbBy5Urk5ubC09MTMpkMPB4P77//PubPn48lS5ZArVbD0dERzz77LKZMmQI+n8+S1bnAAm9vb1bdvDMkEgm++eYbpKenY968eWhra0NRURE0Gg3UajXef/99uLq6IiUlBR9++CG2bdsGoCPgJiYmptuUKzgLl5vwPB4PL730EpKTkzFjxgw0NDTAYrHgxRdfxKxZs+Du7o5r1651+YzVq1dDIpF0CTbh+lOlUqGyshI2mw0HDhxAcXExampqYLVa8eCDD2LSpElYu3Yttm7digcffBDffvstC+XvDhgMBjz11FMwGAw4ePAgfH19WT/OmzcPTz75JJqamiCRSLBs2TJMmzaNJYBzz0YoFOLXX39lC3Jnjpw+Z1paGp577jkcPnwYGRkZmDdvHqKioiAWi9md4bp167Br1y4olUqEh4d328HAaDRiyZIlaG5uxtq1a6FUKiEQCLB06VKMHDkSr7/+OgwGA1xdXfHMM89g0qRJ8PLyQl5eHrOep0yZgqioKNhsNvz3v/+FXq9n99ZCoRAzZ85kqTmcIhX9HgV75coV9OnTBykpKVi3bh0bq9158CEiFhewZ88eJtO4ePFiTJgwAU888QSLUv7nP/+JCRMmYOvWrSgqKoJer2dxABs2bIBIJGIVOgAwRZ+PP/6YzUcuKEShUMDb2xsXL15EcHAw3nzzTRw6dAgrV65kqTX34y5To9Hgs88+Q1ZWFurr67F06VJMnjwZH3300Z+uq5zXA+iIKo2Li2PCMcuXL4dIJIKjoyMmTJiA8PDw/0n6Hgcu2vnKlSuorKyEXq/Hiy++iOTkZBw5cgQFBQWora1lwU6vvvoqpFJpF47BwcFISEiAVCpFXl4e5s+fj+joaIwePZrdsQsEAnh4eMDLy+uu2nvPNkz6PbQ7Pz8flZWViIqKQlNTEzOROZUcJycn9OrVC3FxcYiMjMS2bduQlpaGjIwMPPDAA/eqeX8Km82G0tJSXL9+HZ6enqitrUVaWlpH0urvxUyBDnUY+j3s+dq1a6isrIRSqWTRdr6+vsxq4jQPjUYjMjIyuri+3Nzc0KtXLzg5ObHTLY/HYykOHLhB3p3ReZwGr9lshtFohEajYWH5nd/DcSwvL4dSqUR9fT3bbLhQe5lMhpCQEJhMJqaa09DQwNzL3CZjtVqhVqvB5/MRGxuL48eP33Ypt9vhx7m4ueAAri3+/v4QiURoaGhgY7WwsJBx1Gq10Ol0zJXT2NgIR0dHhISEwGAwICMjg4lfAx2bq1QqZcV5a2trIZVK4ePjAwcHB8jlcoSHhyM0NLTbFloiQn19PVpaWth3pqWlsVB7DpyKEtePFRUVUCqViIuLg1KpZKH7XApCVFQUTCYTU0fiPp97dpynhKtawlksQIcOqEKh6HbLi8/nw87ODhaLhemOcuWvuLnJzcf8/HxUV1cjKioKer0eWq2WpdIA/6ezyo1Vrgg2EbEi6r1794aLiwvTtvbw8GDVeezt7e9pIXAO3MGksLAQFRUV7LDCrasVFRVsXa2uroZAIGABd1ygj0AgwPXr11FZWYm8vDzk5ubCx8eHpQbZ29ujpqYGTk5O/5NoWU6rmYtu5caS1Wple0dkZCTLeeZyRTmOQUFBcHZ2hkajQVlZGbKyspCXlwdvb2/mzSMiNDc3QyQS3fWG2W0Xt51hs9nohRdeIKlUSkKhkJRKJRUXF9Pq1atJJBLRrl276Pr16xQZGUmPPfYYaTQaMhgMpFarKSEhgV28L1269E6bwOGug36EQiFJJBKSSCTUq1cv2r9/P73//vtdLtXt7Oxo4MCB1NzcTDU1NZSTk0M7d+6kDz74gFxcXGjixImk1Wpp8eLF7LO4gJhnn32WtFotK+yr1+tp586dJJFI2OW2RCKhwYMH/1lAxR1fwOt0OsrJyaFjx47Rl19+SQMGDCCJRHLTwAGJREKJiYnU1NRE27Zto3HjxlFKSgoVFxeTQqFgHFeuXEm+vr6sQC0Aeu6559h37d69m7y8vGjq1Kks2Eiv1/9dANBtc7TZbFReXk67d+9mKkMODg4klUrJ29ubvvzyS1q+fDnx+XwSi8U39OOVK1fo888/p5ycHMrJySEvLy/GccmSJUx1hQskWbRoEbW1tZHRaKSmpiZ6/fXXaerUqeTh4UETJkygVatW0fXr18lkMnUbR6PRSCtXrqRx48ax9nP/5dolEonI1dWVZDIZOTs7s35sbm4mvV5POp2O5s2bR4GBgcTn82nixImk0+no5ZdfJg8PD/L09GSBbJ3nY1tbG23YsIHmzJnDxqpYLKbly5fTzz///GeKMXc0Vq1WK+Xn51NycjILCkxMTOyifMPj8Vg/8vl8io2Npfr6etq0aROFhYXRpk2b6ODBgySXy2nixImk0Wjo+eefJ4lEwj4HAC1cuJDq6+upvb2dKioqaPDgwTR79my6fPky/fbbb/Trr7+yosbd1Y9/Br1eT8XFxRQbG0sKhYJcXFxYEBqPx6OYmBgqKSmhNWvWkJOTE+3evZvNxwkTJpBarabXX3+d+vTpQ87OzmxMPP/886TX68lsNlNzczO98cYbtHnz5lttVrdy3LdvH7399tss4IzP55NEIiEHBweys7OjAQMGUENDA+3fv5/mzJlD586do7y8PFIoFDRu3Diqra2lPXv20OrVqyk6OprkcjnxeDxasmQJmUwmMplM1NLSQl9++WWXwMo75fiXR/ucnBw4OzvfdioDj8eDu7s7QkJCMHDgQLi6uuKnn36CXq/H008/jeLiYhQVFaGlpQWFhYX48ssvQdRRsJlL5bCzs7tnlsfftZ3L4RkyZAiys7Nx+vRpTJo0CdHR0ejTpw+zVOLj4xEREYGGhgZIpVJ888036NevH+Lj40FEcHd3x6JFixASEgKRSIQhQ4bAZrNh27ZtLCxfJpOxky9XWqusrIzdl3EuznuR3C8UCuHu7o7i4mKkp6cjMTERDzzwAHO9cUIMnDtEIpHgu+++g0gkwpQpUxAQEAAXFxfMmzcPgYGBkEql4PP57O9sNhtLaJdIJFCr1airq4PRaER7ezvKysogl8uZEEB3gsfjwdXVFX379sX8+fNx+fJlpKSkYOLEiYiIiEBMTAysVivkcjni4uLQt29flnry7bffwsfHB0qlEl5eXiwnmOM4ZMgQmEwm7Ny5Ey0tLfDw8IBMJmNFtW02G4qKinD9+nV2XyaRSLpdp5PP57OqKGFhYUhLS8Pp06cxceJEVqZIq9WitrYWLi4ucHBwQF1dHRursbGxGDx4MEaMGAFfX1+0tbUhMjISdnZ2GDx4MCwWC3755Rfo9XooFAo4Ojqy+pd1dXW4fPkyCgoKuuh55ufnw97enhUT6C6ebm5uGDduHGQyGby9vTF16lQMGjQIPB4P169fx6FDh+Dh4QE3NzfExcXBw8MDP//8M4xGIx599FGEh4fD3d0d8+fPh4eHB65fv46IiAjMnTsXu3fvRmtrK7y9vaHVanH27Fn4+fnBYrHA2dkZTk5OEAqF8PT0hEgkum93flx6zqOPPsqC0DIyMlBSUoJhw4bBy8sLBw8eBI/Hw6JFi+Dv78/0YjlPBuc54gKauDEqFovx22+/oaqqCuHh4XeurXqXCAoKYoGWGo0G7e3tqK+vR2trK6KiouDu7o6ffvoJUqkUo0ePhqurK4gICoUCHh4eEIvFUKlUyMjIYBYqNwf1ej1OnDjBCmN0h3fuL3ek1NRUBAYG3lHun7+/PxITE/Hqq6+isbERQ4YMweOPP4633noLzz33HE6cOAGtVovq6uou93xcQAxX8JfbJIhurLd5L8Dn89G7d2+EhIRg7dq1+OKLL3D69Gk8/fTTmDhxIgCw/LXx48ezxOns7GysXLkSixYtwpgxY5jizfDhw5mSyOTJkzF+/HicO3cORqORuX00Gg2EQiEsFgsuXLjAxL05Fy13uuluiEQiKBQKtLW14cyZM/jss88wfPhwAB2bNyc+b7FYIJFIkJWVhbFjx2LBggX46KOPWBTzW2+9xTYCLmCic4ATV9y1oqICBQUFrLD2tWvXEBkZydzR3Q0nJyf069cPa9euxfr163Hq1Kku/cglOM+ePRuzZs1iCfcPP/wwFixYgGnTpjGOb7/9NoAON++UKVMwZswYpKamQqfTwc/PDy4uLqwWqNlsxtWrV1FZWQmj0cgUkiwWC8xmc7cdBAUCAZKSkgB0qDV99tlnN4zVsrIyHDlyBFFRUQgICOgyVhcuXIjBgwdj5syZzM1Fv0dqT5w4EaNHj8a5c+fQ2tqKwMBAuLi4QK/Xo6qqCsXFxTh48CCr/wp0zNHU1FQW+didAXseHh6YN28ejEYjdDodBgwYAJFIBLPZjEOHDiElJQUhISEICwvDyy+/jKamJowfPx6PPfYYVq9ezVzJb7/9NioqKnDixAkMGjQIM2fORGZmJkpLSxESEoKmpiZs27YN8fHxTBaRq4np5eUFmUx23/IwRSIR5HI5XnrpJVYG68svv8Tx48exatUq6HQ6zJw5E7NmzcK7776LlpYWtLS0YNSoUfD09IROp2N9IZVKuxx+zWYzfvrpJ+Tm5mLHjh1dFM3uJyIjIxEREYGRI0eira0NlZWVyMzMRHl5OebNm4fa2lqMGzcOTzzxBN59913U19ejpqYGgYGBUCgUMJlMKCoqQmpqKsRiMaRSKavP29LSgk2bNiE1NRVDhw5la/LdgPdXC3F5eTnZ29vfUS20yspKVFVV4ZtvvkFBQQHOnz8PPz8/hIaGIisrC0QdShOFhYV49913sWDBAkyYMIGdwnk8HsrKypCfn48nn3wSERERd3JCuJVVuMsD4KpLlJSU4Pvvv0dhYSFyc3MxYMAA+Pn5ITw8HCUlJfj555/x8ccf46mnnmKVH/Lz8xEYGMg0Wd3d3fHxxx8jPz+fcRw/fjxLkHdzc8OFCxdw9OhRvPnmm0hISIBKpcKhQ4ewaNEiAB0HiDVr1iAuLg5Dhgy52WS9bY4ciouLsXLlShQXF6OkpASRkZHsHoNbOOfNm4dRo0bh1VdfRWZmJlJTUxEQEICIiAh4eHhAoVDglVdeQV5eHt577z0MHToUMTExrP4kj8dDTk4Ozp8/D5VKhdbWVqhUKri4uCAsLAxPPvkkxo4dCw8Pj79aYO+K4yuvvIKCggLWj5yST01NDS5cuIAPPvgATz75JF566SWkpaXh4sWLCAgIQGRkJPh8Ptzd3bFu3ToUFBRgzZo1ePrpp/HQQw/h7Nmz0Ol0cHFxQVpaGo4fP45HH30UISEhuH79Oi5evIhPP/2UBZB8//336Nev358tuHfE0Wg0oqioCG+++SbjmJCQwBZArVaLxsZGvPjii5g0aRIWLVqEzMxMNlYjIyOZR4jj+N5772Hu3LkYM2YMrly5Ap1OBycnJ1y+fBm//fYb/vnPfyIsLAzp6ek4f/48PvnkEwAdY/Xjjz9GbGwsBgwY0K1jtaSkBKtWrYJcLkdwcDAqKirQ1tYGg8GAxsZGXL16FYsWLcLYsWPx1VdfIT8/HxcuXICvry8rgM3Nx8zMTLz44ot46aWXMH36dFy6dIndVx88eBDff/89Bg0ahMDAQCQlJUGr1bJDskgkwvz585ku9E1wxxwBsDnDQafTsdJqgwcPRkVFBaqqqrBlyxYUFhYiLS0Nvr6+6NOnD6tnunz5clZ1ZsSIEUz7mPNUZWdn49y5c0wo5vjx4/D29r6dg8Adc9RoNEhLS4OPjw/69OmD+vp61NXV4T//+Q8kEgmioqIQGBgINzc3bNq0CXl5ebhw4QJbe7kMgoULF0KlUmHbtm0YMWIEYmNj2T220WhEZmYmUlJSkJOTAyLCZ599hrCwMMTExNwVx7886gYEBLDAEE6O6VYhk8lgs9lw9epVFBQUwNvbG1arFbm5uVCr1XB3d8fo0aOZOy4qKgoTJkxAY2MjU0+pra1Ffn4+q2N3P8AVSq6qqsKhQ4eYuykzMxNFRUXg8/nQaDTw9fUFn89Hc3MzcnJyWOmyhoYGXLlyBS0tLXB3d2dqFL/++itGjx4NIkJYWBizRlJTU3H16lVoNBoIBAIEBATAz88PMpmMSbCFhoYiKCgINTU1cHR0vKNIWYPBgObmZuaaAzomY3p6Ortw71weSiKRwN3dHeXl5aivr2c5dzweD42NjcjIyIBUKoWvry9MJhNqa2uxb98+jBo1Cg8++CDrR6vViry8PKSlpbH0BE9PTwgEAlZ0mFOa6Q6LhAsdJyI0NjairKyM9QcAZGRk4Nq1a+jduzcsFgucnJyY7mbnvMKGhgakpaWhra0NcrmcKRnt378fI0eOZNJkXL3EK1euIDs7Gw8++CD8/f0xaNAgWK1WKBQKaDQaaDQa1NXVwcfHp9usFCJip/KDBw+ysXr58mXw+Xz2nHk8HiuAfPXq1S5jlQsS4sYqx/GBBx7AkCFD0LdvXxbQc/HiRWRlZcFqtcLLywujRo1i38khODi429MtrFYr2trakJ6eDnd3dzQ3N6O4uBitra0sb9LPzw9+fn5QKBQsvYQbq5mZmWhpaYFcLofJZEJbWxuysrK6qBRZLBbweDy4ubmxNc9qtSI8PBwqlQqnT59mhZg7Kyrda1itVpaaxm36QIf3j0tza2trQ0ZGBpqbm1lB64qKChw5cgQPP/wwxowZ02VdzcvLQ0ZGBosSFolE98xq/mMqB1e71cXFBUQdaXRNTU24dOkS3Nzc0Lt3bwiFQtjb2+PcuXPIz8+Hs7MztFotK14vl8sRHR3NDhMPP/wwRo8ejcbGRhZ0mZ+fj9zcXLaecypQd42/u7htbm6mCxcuUG1t7e1cmNKWLVtozpw59P7779OWLVuoqqqKqqurSaVS0ejRo8nX15eqq6uZqs1nn31GOp2ORo8eTQqFghQKBb388svU0NBARqPxtr7bZrNxQSS3fDnNqQpxbeAuj/F78EtCQgI9/vjjVFpaSg0NDVRdXU2rV6+m+Pj4LqWV5s+fTyqVih566CHq1atXF45r1qyhiooKGjFiBOO4bNkyqqioIJ1OxwJfCgsL6f3336dBgwYRAHJzcyOFQkG+vr705ptv/pHuLXE8dOgQeXt7d7ncN5lMVFNTQ6tXr75BqWfs2LGkUqlo2bJlpFAoSCgUklAoJA8PD1q2bBmpVCp65JFHKD4+nurq6v6yH1944QVSqVT0448/0meffUa5ublUVlZGNTU19Mknn9C0adOopKTkr7r0ljgajUZqbGxkwSxjxoyhpKQkOnnyJC1evJiAjhJl48aNo9zcXKqurqbq6mpavnw5BQUFdVGC4fpx1qxZFBcXxzjyeDz67LPPqL29nUaNGtWlH1UqFanVatJqtWQ2m0mtVlNOTg7Nnj2b+Hw+xcTE0Jw5c6ipqelmY/q2Ayk4jlzZPO6Hx+ORr68vZWZmMo7Lli1jZaL+yPFm83HevHm0bds2GjhwIHl7e5NCoaAlS5bQ9evXSa1Wk8FgILPZTDt37rxBEeuhhx7qtgA1m81GFRUVVFhYSIWFhfTOO++Qm5sbjRs3jhYvXkzp6elUWlpKtbW1tHHjRpo9eza5uroyFZznn3+eVCoVjR07lgICAqimpoZxXL16NRUUFNDw4cNZPz7//PNUUFBA+fn5VFRURAaDgfR6PTU1NVFGRgYdO3aM6uvr/6zU3h1x/CvodDrav38/nTt3joiI1q5dSzExMeTg4EDR0dGUn59PlZWVpFKpaMyYMUzV5s/mo7e3N7300ktsXNTV1d2KCtUdcTSZTNTU1NTlWXFrrNFoJIvFQpWVlXTlyhVasWIFff7556TRaOiVV14hb29vEolEFBgYSJs2baKTJ092WVc79yPHcezYseTr60sKhYKWLl1KZWVllJ2dTVlZWWQwGG5XNe72g34AsNSP2z39e3p6IjQ0FOHh4ZBIJCw1w2azISwsDHK5nKk3TJkyBe3t7di3bx+KiopQW1sLoEOl5E5Cnbm7mDv9u4aGBpbnw51gIyMjkZCQwER8Gxoa4O3tjaioKJSWlrJTZ319PdLT08Hj8eDg4IDffvsNjY2NGDVqFAIDAyEQCNDU1ITa2lp2l+Xj48NOYQaDAWq1mhXoBYDm5mbIZDIMGzbsjrVkXV1dkZiY2OWugrvDjIuLw5QpU1BdXQ2DwQB/f38MHjwYPj4+6NevHxISEnD69GkYjUZ2wlWpVAgPD4dMJsOpU6dQV1eH5ORkpr9aXl7OtGWJOpLew8PDUVdXh6tXr7IAhMLCQtTV1f1loe5bBXdvygUe1dfXsyACNzc3jBo1CiEhIejVqxd8fX3h7OwMHo+H8PBw9O/fHy0tLcyb0traioKCAvTt2xfu7u5ISUlBXV0dJk+ejMDAQFitVjQ2NnbpRy5YjEtXaGlpQW1tLUtdaWtrY9qW3WVh1tfXo7GxkQU62Gw2yOVyVhHG2dkZLS0tCAwMRHx8PFJSUlguYl1dHS5evAi1Wg2dTofDhw+jrKwMrq6uaGpqQnZ2NsrLy1nABI/Hg6enJ4RCIUwmE1JSUpCWltZlvhmNxm4v10ZETGM5IiICo0ePZrrMvXr1gqOjI+zs7BAYGIiamhpIJBJotVq4urqye2k/Pz+IRCKcOHECTU1NmDJlCvz9/ZkHiBurQIfKEXd3r1KpWLUhm83GvD73S4FMKBTC19eXpbH06tULSqUS1dXVzP3IBWGFhYXBw8MDp06dQmNjI6ZMmQKj0YgjR46gpKSErasWi+WvXMrdBi4nvfNY5/F4TGOY07J1dXVlAXaOjo7o06cPEhIScPbsWVY9yWw2Izc3F+Hh4XBzc8PJkyfZ3mG1WnHq1CmUlpay52Kz2Zg3x2QyobKyEvb29vDx8WHz5I5iCf7ulHA3sNlspNFoKCUlhVxcXEgoFBKPx6N9+/ZRVVUVeXt737TQKffz/0JaCadBevjwYfaesrIy+uqrrygnJ4dpHnLvl0gk5OrqSomJiTRixAiSyWQ0btw4unbtGjU1Nd1UB5KDxWKhqqoq2rx5c5e0DKCjqLZWq+0WjkRdrHD2/9u2baP169dTW1tbl/dybZbJZJScnEwzZsygRx55hK5cuUJVVVXUq1cvmjp1KtlsNtq8eTMlJyeTTCYjHo9HUqmUli9fzj6L63cuDcDT05PCw8MpJyfnr06Ad9yPMpmMpkyZQuvWraO8vDxqaGggrVbLvov7L8eRx+ORg4MD+fn5UVxcHB0/fpyuX79OgYGBNGPGDDKZTGQwGKihoYFiYmKIx+ORk5NTl35sbGykxx9/nAYMGEB2dnbMOg8PD6fHH3+82wqBcxx5PB45OjqyMTNs2DB69tlnqampiSorK2nXrl1UVFTUZayKRKKbFg13dXWlAQMGkFKppIiICJJIJCQSiUihUNCKFSuora2NzGYzVVdXU58+fUgqlZJIJGL6tWFhYfTYY491G0ebzUa1tbVUXV1NbW1tLAWJSxngYLVayWq1kkajYZrAQ4cOpcjISHJzc6OPP/6Y9uzZQ56enpScnMx0ky9cuEBhYWEsneHll19mn6nRaGjTpk20fft2qqyspJ9//pnefvttUqlU3TpWbxft7e0UFxdHgYGBtH79epo1axZJpVLav38/VVVVkZ+fHyUnJ5PNZqNVq1aRQqHo4ln4X6yrfwar1XpDCpLVaqW2tjZKSkqi+Ph4SklJodWrV1NoaCgdOXKESktLSaFQMI7vvfceRUZGstQgPp9Py5YtY5+n0Whow4YNtGvXLpa619bW9neW9Z1ZmHcDLlma0/WLjIzEkCFDcOzYMRY8EB4e/qentZMnT2LJkiWYP38+IiMj72VT/xRmsxltbW1oaGhAfX095HI5Kisr8fPPP+PkyZNwcnKCSqViFqXVaoVer0dZWRkrc1VUVIT33nuPFT0NCAiAg4MD0tLScPToUeh0OsyfPx+BgYE4fPgwLl26BCJCr169IJPJUFhYyCJtu0susPMzP3v2LPbt24f8/HwIBAI89thj7LWamhrU19djzpw5KCsrw9mzZ5GQkIAxY8bg119/hVqtxosvvojevXvDYDBALpcjMjISgwYNQk1NDb744gscP36c9SNXiYWoIwH7oYcewtixY+Hj49Otp3aBQIBhw4bB19cXRqMRZ8+eRUZGBnx9feHt7Y2nn34aQqEQLS0t+O2333Dp0iXo9XoEBQWhf//+aGxshEqlwsaNG+Ht7Y3FixdDIBDg3//+N4xGI0wmE8aOHQulUok9e/bgxIkTjKOnpycqKytRW1sLs9mMf/zjH0hMTMTevXtvuPO7G3ApUHV1dayeJ1ejlbOyKysr8e2338LNzQ1SqRQqlQrA/0mS/RGc9iqXVsQl9Le2tjJd2WeeeYbdB4rFYnh5ebGKNWq1Go2Njd1qYXLjghO9aGlpYWkuQqEQhYWF2LFjBzQaDdra2qBSqWAymVBeXg4iglQqxYEDB+Dg4AAiQmlpKV599VWo1Wq0trZCq9XC3t4eBoMBx48fx+LFi7FgwQKEhIQgMDAQjo6OcHZ2RmxsLIKCguDo6NitaTO3g7NnzyIzM5NFgv7yyy/o3bs3/vWvf+Hs2bM4fvw45s2bxxR89Ho92tvbu/THqVOn/ufrKnCj2hj9bhkeOnQI586dY/346aefwtvbG3PnzsWRI0ewZ88eTJ48GT4+Pjh69Ciys7NRXV3N7kttNluXvaNPnz6Ijo5mHiWutN2drDfdvmFardYuck1cZXciQp8+fTBt2jSsWLECpaWlOHDgAHMxcq7Pzq65rKwsZGVlYciQIejdu/c9rZv4R/B4PJZvRURob29Ha2sr3NzcoFarcfHiRVYPkxMw5orTcrlvQEfwTFVVFX744QfmWnrsscfg6uqKixcvMh3IpKQkuLq6suAiImJFjuvr6yESidDa2soWAK4kVXcgLy8PW7ZsQWtrKzw9Pbv0QVNTEyorKzF27FhUVFTg0KFDcHd3x4gRI/Dtt98iOzsbv/32Gzw9PWEymSCTydCnTx88+OCDKC0txRdffIGcnBwUFBRg+PDhiI6O7qKlm5CQgEcffbRLe7iF+m448vl8REREwM7ODteuXUNJSQmKiorg6+uL4OBgzJ49G3Z2dmhpacHx48exbds2lkLVv39/ZGVlobCwEPv372du54qKCnz00UdQq9UwmUxYvnw5QkNDsWfPHmRlZSEzMxPDhg2Dg4MDWltbWY3NpKQkPP3000hNTWXuqe7gyCksubm5dZHuq6+vZ9qZDQ0NOHLkCAuG4ITWO+vGdobRaGR5xp2h1+vZWOVErkUiEaRSKVxdXdmGqdFouhRUv1uOHE/O7dva2oqKigqmMgQA1dXV2LVrF6qqqtDY2Mjk1urr61nxgIsXL0Kv10Mmk6G2thY//vgj2traoNPp4OzsDLFYjPb2dmRkZCAjIwNDhw6Fv78/K6LA5/NZzqDZbGYbJrfI36/NMycnBwcOHGApZ2fPnmX5pI8++igyMjKwc+dOBAUFsT7g6qByzzAzM5PVgr3f6yqHzlYbB6vVCp1Oh7Nnz+KHH35gbd+9ezdmzZrFItlzcnLwwQcfQCwWIysri9Up5a5jbDYbMjMzkZmZiSFDhiAwMBDBwcGswAWnNHfXDb9Ts7ozTp48SbGxsaRUKikxMZFycnLowoULJJFImBrKuHHjSCQSUVhYGC1ZsoSIiLZt20bz5s3rEsDAqez06dOHHnroIWpoaLjd5tyW68Bms1FbWxsplUoKCwujM2fO0NGjR2nr1q1UUlLCAnNaWlro8uXLNGPGDJJIJLR161b68ccfycHB4YZyVzwej/h8PnNb4fcgHjc3ty7vCwoKopEjR1J6ejpt3LiReDweLVu2jM6fP09paWm0b98+GjNmDA0aNIhiY2MpJSXljjjeDA0NDZSZmUnDhw9nwR8cCgsLKSUlhZqbm6mlpYUuXrxIeXl5VF9fT5cvX6bdu3fTmDFjaPny5WSxWKihoYFKSkooJyeHfvrpJ5JIJPTII4/Q5cuXac6cOTRixAg6ceIErVu3jl3Y/xE//fQTDRgwgE6fPn3HHA0GAy1btoyeffZZunbtGuXk5NClS5do5cqV9Mwzz1BLSwtZrVbS6/W0YsUKCgoKon379tHhw4dpzJgxFBoaypRjOLf6qlWrKD8/n55//nny9/enyMhI6tu3L/H5fAoNDaWZM2fSiBEjaOzYsXTmzBlav34942i1WqmkpIRKSkrIarXSli1b7rofdTodDRo0iMLDw+n777+njz76iBYtWkQzZsygOXPmUHNzM+3Zs6dLyapJkybRxIkTb+qOvdWfoKAgGjFiBJ08eZI+/fRTkkqlNGHCBFq9ejWdOnWK8vLyqL29nb755ptuGauc+9VisZBerye1Wk06nY65ZBsbGyklJYWSk5NJIpHQTz/9RDt27KDQ0FDy9PRkSkDcmjJixAg6d+4cTZ8+nf2uc8koPp9PYWFhNHHiRKqsrKTz58/T448/TkePHiWirtcZlZWVdOrUKWpsbLwrjn8Hk8lEarWali5dSgqFgn755Rfau3cvKZVKeuWVV6igoIBGjhxJYrGYQkNDafHixWSz2ejNN98kf39/5q7n8XgUHBxMkydPpqSkJBo3btw9X1f/Cmq1mhobG8lqtdLFixdp6tSp1LdvX3J2dqbt27fTzp07KTg4mAYNGkRPPPEE+fn5EZ/Pp4CAAJozZw7V1NTQggULuqyvnfeP4OBgGjNmDFVXV5NOpyO1Wn2rQaT3zyUrEAhYnlR2djbTe+QKvioUCoSHhyMvLw/Z2dnIzs6GzWZDQEAAlEolqqqqUFBQAC8vLwQFBcFkMt23ZGHuUpqrngJ0XLxzlQ06i5V3TtbnXFj0+4kpJCQE9vb2yMvLY9VKXF1d4eTkxIomc0WUpVIpSkpKoNfrIRAIWOUSrVaLpqYmyOVytLe3Izs7GxKJBHK5vFtPhFxSdFBQEBMa4CCVSuHi4gI7OzuIRCIEBgZ2eb+rqyuzIAQCARwdHZkrWiqVom/fvoiMjERsbCxLa+BOvJ2/v6CgAAAQFhbGkszvhiOPx2MBYwEBAWhpaYFOp0OvXr0gl8vZadTOzg7+/v6Ijo5GaGgo9Ho9amtrYTKZoFAoIJfL4ejoCD6fD4lEwpLji4qKWGJ4dHQ0wsLCEBsbix9//JEVnOZ0dGtqanDt2jXm3mxpaWHan3fLMTg4GFqtFr6+vixIpXfv3nB3d2f9yI1J7t+d//924OrqylKutFots1b1ej10Oh3zuHAl+6qrq5mO7d2g83jkhDE683B0dETfvn3h6uraJTAJABtnffr0gUQiQUFBAdMqFQqFTMmM06DlCkaXlZUhJycHer0eGo0GFRUVaGlpgcFgQFlZGXg8Hvr06XPfShBy32GxWNjY6hykmJ2dDS8vL/Tr1w9FRUWoqKhAe3s7PD09ERsbi6amJqjValy7dg1eXl6Ii4vDsWPH0NTU9KfehvuBzs+Ox+NBKBSCiJjGNdePLS0tyM/Ph0KhgJubG/Ly8lhgob29PXr37g2pVAqDwYC8vDwoFAoEBASgoKAAOTk50Gq1N+j/cp7Q21Ju6o5TQmdYrVbS6XS0aNEiAroWEhYKhSSVSumXX35hmoeOjo7Ut29feuaZZ2jz5s1UVVVFZ86cIYlEQs899xxLEeicdnEbuO2TkF6vp7lz59KIESNo9uzZNHr0aAoLC6MTJ06w93ApGg4ODgSAfH19ydfXl1mUYrGYdu7cSUVFRSzABQBNnTqVNmzYQNevX6fKykravn07Xbp0ibRaLY0bN46cnZ3pzTffpDlz5nSxsDtrz3K6rJ0urO/6tLdhwwaSSqW0c+fOLgExRB2naavVSmazmVpbW+ny5cuUkZFBeXl5pNFouoSJd4bNZqPW1lZKSUmhoqIistlsNHHiRBYYxZ36P/30U2pra6OBAwcyvVzOkrhbjjqdjlpbW6mmpobee+89cnZ2pn379jHLhLMwGxsbqbKykhoaGujkyZPk6upKI0eOZIFCGo2GCgoKqKysjPR6fZef9vZ2amhoYDqyEyZMIB6PR3K5nFxcXAgABQQEsKLGUqmUZDIZvfzyy93Sj3q9nsrLy+nzzz+nBQsWUGRkJB09epSMRiPZbDYWeo9O1tPtWJdisZil23CBXkOHDiWxWEwDBw6k8PBw9rmc7rCDgwO5ubnRK6+80u1jlRuLnceo0WikhoYGWrhwIUmlUnrttddo5cqVJJFIyNnZmQICAmj//v1UXFxMgYGB5OTkRB4eHhQeHk4jRoyg7OxsOnfuHEmlUnr++edJq9XShAkTyNPTk7Zv305ff/01PfbYY/TTTz9RXl4eDRkyhEaPHk1arZYFG3XCPbEwObz11lsUFBREQUFB5Ofnx9YINzc32rt3L5WVlVF8fDwlJydTSkoKlZSUUGtrK2m1Wjp37hxJJBJ6/vnnyWg00o8//kgff/wxtba23rC2/jEo8A/oFo5//A5u3j/77LNd1j4uoEwkErF1VaFQkEQiIT8/P3ruuedo+/btVFNT02Xv6NyPe/bsodzcXJY+aLPZqKioiK1Nt8qx2y1MrVaL8vJyxMXFYenSpQA6wtd37NgBi8UCi8WCgwcPIjc3FwqFggXB2Nvbo7m5Gfv27YPRaMSCBQswbNgwdk9xP8GdknNzc9HW1sburDi4u7sjKSkJTk5OcHJygqOjI3g8Htrb29mJMzQ0FB4eHliwYAGrTRcTE4OQkBCWfJ2amgqBQICEhARMnToV0dHRiImJYRYp97w6W7ZWqxVms7lbko3r6+uxfft25ObmIiYmhslK/ZklLRaL4enpydI3uCLfXJh4Z3DVSQICApj03aRJkxAQEICqqiqo1WqoVCpkZmZi06ZNTBuTs1S7405ILBajsbERW7ZsYao83KU/10YuSZqT8/Pz88MzzzwDf39/REREwNPTE/b29pDL5V3axj177nQuEokgFosxefJkhISEAOhQp9m/fz/UajW7y+TqVw4cOPCmz+12QNRRhaG8vBwnT55EeXk5GhoaYLPZmCoWx5c7rU+fPh0uLi6orKxERUUFioqKYDKZGI/AwECMHTsW586dw9WrV7tYH1KpFB4eHpg2bRr69+8PNzc35OfnIy8vj8Up9OvXDx4eHiw14G45cuDGamBgIJRKJeRyOVsbNBoN8vLyEBAQgOnTp6N///7Q6XQIDw9ngSCcB0culyMgIACJiYms/7nUGS6gTiKRYPLkyUx1prKyEhaLBdnZ2airq8Pw4cO7iEJ0l4XZ3t6OnJwcKBQKVou0M2w2GxITEyEQCGC1WlFTU4OtW7fCbDZDq9Xi6NGjKC4uhr29PRQKBXx8fODq6gqpVMr0qefNm4chQ4ZALBazZP6bKajdK6uZ68fo6OgbCsfr9XrU1NQgNjYWixYtgkAgQENDA3755ReW5nP48GHk5eXB1dUVISEhGDJkCGJjY9G7d28UFRWhsrISiYmJ6Nu3L+zt7TFlyhQolUr4+/szz57VamU6wbfbf92+YTY3N+PixYt44IEHMG/ePBAR0tLSsGfPHrYRfPXVV5BKpRgzZgz8/PwQGRmJ5uZm1NTU4ODBg/Dx8cEvv/xyX0ro/BFExFRxSktLAXQMns4bpq+vL2bOnIno6GhWQufP8Oabb7LP4PJ/uJI7u3fvhpOTE6ZOnYp58+bBZrOhtbX1htqLnGuYy3HjStXcrSZpZWUlli9fjpiYGIwZM4ZtME5OTjdsxpxL0t/fn522uPcQ0U0HnVgs7pI3Om/ePBgMBpw8eRKFhYU4deoUUlJSsGPHDpw5c4ZJeHUXeDweampq8M4778BgMLCc0M6vcwWIOYSEhGDNmjU3fBbn7vuz7+HAjfm2tjbs378fBw4cYMLZM2bMQFRUFHx8fGBvb/+nz+1WwZWiy8jIwN69e5lubeexyuW7Ah39sXz5cgQEBOC3337DsWPHUFVVBQDsb6KiovDuu+9i1apVyM/P73LNwAX4PPPMM+DxeGhtbcWBAwfw448/AgArMBAdHY1x48Z1q6g+N1YnTZoENzc32Nvbsw1TrVYjLS0N4eHhGDVqFCIiItDY2IjU1FTmirx48SLEYjE8PDwwcOBAvPHGG6ioqEB1dTV+++03lJSUsELaRIS5c+cCACt9ZzQace7cOZhMJnzzzTcICwtjLvfuQmtrKw4dOoQBAwbcsGESdUhVjh49Gg899BCAjqDIgwcPoqWlBe3t7diyZQscHBygVCpZiTKg4+Cdk5MDm82GN998kyl93YZMXLehqqoKr776KubNm3fDhtnW1oacnBwMGjQIs2bNYoXJf/vtN6jValgsFnz99deQSqWIj4/HiBEj8Prrr8NsNkOv12Pjxo2or6/H2LFjERERAQB4+umnQURsbnDzw2Qywd3d/bYP5t2+YXp6ejJVeaPRiNdeew1tbW348ccfcfDgQXz11Vd47bXX0LdvX6xZswY5OTm4fPkydDodrFYrXnjhBURERMDe3v6+3VtyUKvVUKvViI2NhUgkQmVlJcaPH4+nn34aAwYMYO9zc3PDAw88AGdn5xvaqFKpUFJSgoiICPB4PLzwwgvo27cvVq5cye7leDweAgMD8dVXX3WpEsDn8+Ho6MhO5Y888ggefPBBeHl5oaKiAi+++CIcHBzg5eXVLRUTQkJCsHPnTjg7O0Mul2Pjxo2oqanBf//7X5b+cTPU1dWhrKwMoaGhIKIuHP9uAxCLxexO5cKFC5g1axZGjx7Nqmt0N+zs7BAUFITExEQkJydDKpUiNTUV/fv3/0ttYqPRCL1eD0dHR7S1tf0pR+4e9I/J2dyCzi2+EydORHx8POzt7aHVapl1fjfgrHgfHx/Mnj2bafzGx8ez9wwYMADbt29nllZwcDCkUikGDx6M/Px86HQ6vPLKKwgODsayZctw+fJlPPbYY3jggQewY8eOLry4ai3cIuPk5MQW34iICPTt2xf/+Mc/EBQU1OUOtTvQu3dv/Pzzz/D29kZISEiXw7S3tzcmTZrEnrlYLIZcLseCBQuwd+9ebN68Ga+++iqCg4Px3HPPQSaTMa8RV3nHYrFg1qxZ8Pf37yJEz0XPpqWlYfbs2Rg3bhybs3d7z/5HuLu7Y/bs2ZDJZDe8xh3ugI7NU6fTwcPDA5s3b8auXbuwceNGvPDCCwgNDcXq1avh4uKCqqoqHDhwAJcvX8aCBQsQEBAAZ2fnP90k7vYAdyvo3bs3tm3bdlOZOnd3dwwaNAhisRhWqxUmkwl+fn747rvvsGvXLmzatAmrVq1Cnz598Pbbb+P06dPYsWMHSktL0dDQgEmTJkEul8POzq7LM+T9XvygpaUFWVlZ8PPzg4eHxx3tL92+YUqlUvj7+wMACxHm8Xj49NNPUV5eDqBjEsfFxWH58uVMfJdTWOnfvz9iY2Pve5gz0HHK1ul08PT0hJeXF1tguMoPHCQSyZ8qZbS3t7PACwA4cuQIWltb2escL2dnZzz44IM3/H1ny7Fv374YNWoUvL29kZOTw4pud5eby8XFBePHjwfQMVmuX7+OjIyMLhbKzcClzXCKN0eOHIFarb6lCcfn8+Hh4QF7e3vU1tYiODiYtaG7QUSsRFJERAQmTpyIlJQUVsH9r8ClR0mlUuj1+hv6sTNutgB17sfIyEiMHTsWEokEJpMJra2t3RZowQVa9evXD1FRURg6dGiXjcrLy+umz9fb2xuOjo4wmUyIj49HXFwc7OzsUFtbi8OHD2Ps2LEYP378XwbtcKWigI7FLjAwECEhIfekVJSLiwvGjh17U3e9vb19lwMXUUfqVVRUFM6cOYPm5mb4+fkhLCyMHYo5NzQ3x+3t7W/4zs4WSX19Pfz8/JCUlNTluqI7IZFIEBoa+qevd85XNJlMsLe3x+jRo1l1o7i4OMTFxUGtVjOVq+zsbJw4cQLLli27L+o+fwcXFxeMGzfupq/Z2dnB29sber2eafk6OjpizJgxyMvLA4/HQ0JCAts7qqurUVhYiOzsbKhUKixcuJAd4v8IPp8Ps9mMurq6vyv08Jf4y2olPehBD3rQgx70oAP31+fZgx70oAc96MH/T9GzYfagBz3oQQ96cAvo2TB70IMe9KAHPbgF9GyYPehBD3rQgx7cAno2zB70oAc96EEPbgE9G2YPetCDHvSgB7eAng2zBz3oQQ960INbQM+G2YMe9KAHPejBLeDvlH5uqmpgs9lgMBiYWHFnWK1WGAwGWCwWaLVarFq1CuXl5XB0dERISAiioqKY3NjLL78MOzs7xMbGIikpCWFhYThw4ADKyspw9epVzJs376a6nreBW5HiuGPlhuvXr0OlUuHq1auoq6tDVlYW+vXrh4EDB8Jms6G5uRmvv/46PDw8MHnyZDz44IOIjo7GmTNnkJGRgXfffReLFi3Cxx9/fDeqIXfMkSuY6+Pjw5SJOKjVapSUlEAkEsFms+Gzzz5DbW0tJBIJwsLCkJCQAKBD//Gbb75BcHAwnnrqKQQFBcHNzQ0ffvghMjIycPjwYcyfPx/vvvsupFLpnerf3lU/cuIcf/WMTSYT3nrrLVRUVEAkEqF3795QKpVMoisvLw8ikQhyuRyDBg1ilepzcnIwY8YMzJ49G6+99trtseqKO+aoVqtx5swZBAYGIioqqstrNTU1uHjxIoAOub933nkHzc3NSEhIQEREBJN8JCLo9Xr4+PggKSmJKXCtWbMGubm5yMvLw9SpU/H8888jKioK7u7u95Ujt+YIhcI/lTTk3vP666/j+vXrADrUsjipS7VajVdffRWurq4YN24cpk6digceeADXrl1Deno6Fi5cyObjXeCOORJ1FHzm8/l/qXFqNBqxcuVKlJWVAegoicf1o0ajwffffw+BQIDAwEDMnDkTI0aMABEhNzcXc+fOxfTp07F8+fLbJtYJd8zRaDSiqqoKzs7O8PDw6PIap+HNrTmrV69GRUUF7OzsEBISgsjISAgEAmg0GnzyySdwc3PD+PHj8cADD6Bv37745JNPkJeXh4yMDDz99NN466237qaE3s3/6E5KtBiNRiorK6OmpqYbXmtvb6fi4mJqbm4mk8lEWVlZlJmZSe3/H3vfHR1lmb59zWQyJZmUSZ30CUlIQjomEHqRuhQDCoiIlAWVn6Liir2juAiKwqK7iIqyqBRFivSShJpKCum9T/okmd7u7w/2fTYBVFrY853DdU7Orskw897z1Ltdl1pNH3/88XXyQVOnTqWWlhZ67rnnyMfHhy5evEhZWVk0btw4+uyzz66VzrlV9JvUjtVqpbq6OmYbJxuzefNmcnBw6CNIm5SURFarlZqbmyknJ4eio6PJ1taWBAIBrVq1isxm8+1Il92xjUVFRTR69GjauHHjdX/LysqiJ554glatWkVr1qyhrKwsamhoIIvFQp999tl1ElGcjQaDgbq6uui3336jjz76iNzc3OjJJ5+kgoIC6u7uvuc2Wq1WJj58K9iyZQs5Ojoy8WUej0ezZs26bpxqampo1apVtHfv3luz6Hrcto2ZmZkkkUjohRdeuO5vveW9+Hw+KRQKmj17Nul0Otq4ceN165Gz8eDBg/TWW2/R9u3bae3atSQUCsnd3f1aQeh7ZqNer6fKysreQs3XwWg0Mlk4TsLpRjZyc5Wbrzt27KBVq1aRRCKhVatW3clavCMbzWYzdXR0kEajuaUP/CMbe0OpVNLmzZvvZPw43LaNSqWSNm7c2EcukUNDQwPt2bOHMjIyqK6ujurq6kipVJLJZKJPP/30OhtnzpxJer2eCgsL6eTJk5SSkkK7du2iqVOnMtlAk8l0V238M2q8G/7RYrFAq9VCKBQyEvCuri6sX78eKpUKJpMJjzzyCEaOHImTJ0+ivr4eBQUFTE6osbERfD4fq1atAo/HQ21tLTIyMlBTU4NffvkFCoUCOTk5CAwMRFRUFFNG+OSTT6BQKLBs2bKbuSEAd9nDJCL09PTAxsYG9vb2UKlU0Gg0cHd3h1KpxGeffQZHR0fI5XKYTCbGVanRaNDY2AiNRgOz2YywsDDY2dnBxsYGsbGxGDFixD33MLu7u9HR0YGsrCzmTQH/Hcfm5ma0t7dj2LBhiIqKQnh4OLq6urB9+3ZIpVK4ubkhOTkZnZ2dmDp1KpMbMpvNsLGxwV/+8hdIJBKUlpZiwIABiImJYd/fd999h8DAQKYI0V82crBarX1kfOg/6gW9lTw41NXVYePGjXBycrpuHNVqNRobGwFc5YpdtWoVnJ2dkZOTAy8vr+u89FvELdtoMpnwzTffoLW1FU5OToiNjcWoUaMA/Hccs7OzceTIEcycORNDhw5FXl4ejEYjvL294eLiAjc3N+zduxdKpZKNR1NTE6qqqtDc3AwvLy84OTn1EQ43mUxMPSM6OvqerEeLxQKNRgOhUMhUSjQaDfbs2QM3NzdMmjSJvdbGxgZ1dXXYtGkT7Ozs4OrqykTBAwICmIwUEUEgEGDatGkQi8W4cuUKIiMjMXLkyJu1567aSP/hiOU4o4Grc7e1tRVCoRAymazP67m5KpVK4e7ujq6uLpjNZshkMmi1WjQ1NQH471x1dXVFeXk5XF1d4e3tfc9t7O7uhlarhVKphJubG+Mc7urqwoYNG2AwGCCTyZCYmIiwsDDU1NSgqakJKSkpEIlEcHBwwIULF9DZ2YmZM2fCYrGgsbER3d3dMBqNWLZsGWQyGRoaGuDv7894ZXt6evD1118jICAACxcuvDMbb+eWwMFqtbKbe319PRP1lMvltGnTJmpubqYtW7bQ008/TY6OjhQcHEwTJkwgf39/CgkJodLSUtqxYwe7MUgkEjp69Cg1NTWRWq1mP0ajkWpraykwMJAeeeQR0mg0N3tzuKsepsVioaamJuZZd3d3U3NzM6nVarp48SK5uLjQqlWr2DObzWYymUy0d+9eJgjt7OxMaWlp1wku3wFu2Uar1UpNTU3U1NR03S20oaGBvLy8SC6X08yZM+mrr76igoICamxspFOnTpFMJqPnn3+eurq66LPPPqPVq1dTU1MT/fTTT8wTk0qldOzYMWpqaqLu7m5Sq9Wk0Wiorq6Ozp8/TyEhIfT444/3q41/BE7cWq1WE9F/RYmNRiOlpaWxcdTpdGQymZjHwnlrQqGQ3NzcKCcn51Y+9q7bqNPpaPbs2TRnzhzS6/XMNqL/rkf8x7Ncs2YNVVRU0JtvvkmzZs0iBwcHWrVqFfX09NDKlStp8uTJVFNTQz/++CNbjzwej+RyOY0fP56ys7MpOTmZdu7cSaNGjSInJyeSSCT/0/XY1tZGCxcupPfee480Gg319PRQV1cXdXV1UWpqKslkMnruueeovb2dsrKy6Pz586RSqdhcFQgEJJPJ6PLly0z4nhMXvwPcVRtNJhMVFxdTbW0t+2+9Xk9arZYuXLhAMpmMVq1axdZXZWUlabVa2r17NwEgW1tbcnFxYXPVbDbfadTutmy0Wq2kVCpJqVTecM/x9fWlkJAQeuGFF+jAgQNUXV1Ne/bsoXfffZecnJzoySefpPLycnrvvfdoxYoVVFNT0+fskEqldPDgQaqtrSWVSkXd3d3U09ND7e3tVFBQQLGxsbR06dJbiR7c0K47UitpbGxEeXk5IiMjmTRVXFwcPvjgA+zcuRMTJ06ESqWCQqHA8ePHsX//fmzZsgWrV69GSEgI/vrXv6Kurg4A4OzsDE9PT8hkMtTX12PlypWQSCSQy+X429/+hujoaBw4cADZ2dmYNm0aVq5cidmzZ9/J498y+Hw+XFxcmKfy5ZdfYteuXRgwYAD8/f1x9OhRnDlzBqNGjcJnn32GhIQEnDlzBunp6QCAGTNmYNy4cQgICLir0ke3Ch6PB1dX1xuKp/L5fLi6umLAgAF46623sHfvXnzzzTdwdnaGv78/jhw5guTkZIwZMwZvvPEGRo8ejaVLl6KiogIAEBoaioEDB8LPzw8tLS145plnEB4ejtGjR2PEiBGIiYnBL7/8Ant7+6shjv+BKg2Px4O9vT377MzMTBQVFaGnpwf29vY4fvw4srKysGjRIqxevRqDBw/uo1P63HPP4dFHH0VISAisVit0Oh0TkL6XEIlEWL9+PYCryiEajQbd3d19pNlcXFwQGhqKffv2Yc+ePbBYLFAoFDh69ChSU1MxatQo/O1vf8Ojjz6KxYsXs7yYg4MDZDIZPvvsM9jY2GDp0qVMNmnFihUIDw8HESE3NxcPPvggXnzxRcyZM+ee2u/g4ICnn34aDg4OEIvF2LBhA3766SfY29szG5OTk/Hggw/io48+QmhoKObOnYvy8nIAwMKFCzFt2jQEBASgpKQETz75JJKSkvD888/fSe7rrsLGxgZ+fn4sp3no0CGkpKSgrKwMrq6uOHr0KM6fP48pU6bg/fffR0REBIssAMDSpUsxa9YsBAYGoru7G5cuXYKfnx/Cw8PvqR3cnsP9f+C/cmICgQAhISEICgrCM888g3//+99Yu3YtdDpdnz1n9uzZePXVVzF58mQsWbKEzdXg4GAMGDCA7Tnz589HfHw8ZsyYgcjISAwYMAA//PADbG1t0d3dDYlEcttr9Y4OzJaWFuTk5MDPz4+FZrkwV3NzM/Lz8zFw4ED4+PggNjYWFRUVCAoKQmRkJJukLS0t7P2sVitKS0vZ5BAIBCy8IhKJYDQa0dnZiZycHLS1td3Jo982ei8kGxsb2NrawsbGBg4ODoiNjUV5eTkEAgH0ej26urqQm5vLFijR1aR+UVEROjo6EBoayjTZzGYzC/3xeLxbFja9VfQ+sFUqFdra2vrI/5hMJqhUKtTU1KCoqAgJCQlwdHREbGwsSkpKWOjHzc0NhYWFLFQJXB3HsrIyaLVaJqfT2dmJiooKdHZ2goiYViTQf+ruvweTyYSSkhKmJckJm/P5fCbA29zczMbCZDIhLy8PFRUV4PP5LDRZWFgIsVgMhULB3ru9vR16vR4ikYiFkfoLPB6vj6xVS0sLCgoKEBcXB5PJBOC/EaTGxka0tLRg6NChCAwMRGxsLCorK8Hj8eDv74+AgAAUFRVBqVRe911pNBoUFxfDzc0NdnZ2MJvNTB7tf7kerVYruru7odFowOPxkJeXh/z8fAwePBhSqZTtOVyhEI/HQ35+PgtVWq1WmM1mFBQUoLm5ma1Bq9WKqqoq9PT0ALh6me8vvdY/g9lsRmlpKcRiMQICAmA2m8Hj8frM1draWrbvcjZWVVUxaTZurnI2c+utvr4ePT09MJvNcHR07CP23h/oXfCnUqnQ2traJzRsMBjQ3t6OyspKFBcXIyQkBJ6enoiJiUFpaSmICG5ubvDw8EBJSQnbc7hxLC8vh06nQ0tLC7q6uqDT6VBdXQ2xWAyLxQIigl6vv7OL7a241dfiyy+/JBcXFzp48CBVVVWRXC4nDw8PmjhxIvn5+ZFYLKZjx45Ra2srWa1W0ul01N7eTgaDgerq6ljIqPePSCSixMREam9vJ61WS1qtlp555hkKDw8nqVRKYrGYhEIhbdmy5bbd6lux8Vro9XoWtjEajaTRaPr8zmQykUajofz8fDpw4ADJ5XJWAMTn80koFJJYLKYRI0aQTqdj76tUKqmqqoqUSiWpVKpbeaQ7tvHAgQM0a9YsSk9Pp/r6evLy8iI+n09isZhsbW1JKpXSxYsXSa/Xk8ViIaVSSZmZmdTY2EhFRUXXjSP3bxUKBb355pu0ceNG+u6772jYsGHk4OBA9vb2NHfuXDIYDDcbHrqr46hUKmno0KE0b948yszMpIaGBjaGXIrBbDYzexsaGkihUJBEIiFHR0eyt7cnsVhMYrGYhg0bRlqtlr33999/T2+99RZ99dVXdOrUqVt5rDu2cfPmzSQWi+nbb7+ltLQ08vDwYKFVACQWi+nMmTOkUqnIarWSVqultrY2MhqNfUK4165HkUhEAGjYsGG0Zs0aio2NZWvxf7keGxsbKTAwkNzd3SkiIoLc3NxIKpXSpUuXWMrDaDRST08PNTY20qVLl9h3gv+EZEUiEYnFYkpISKCKigrq6OggvV5Pc+bMIScnJ3J2dv6fpg8aGhooMDCQpk6dSnl5eaRUKkmv15NOp2M2ms1m0ul0ZDabqb6+nnx8fEgkEpFMJuszTomJiaRSqViR4erVq2no0KEUGhpKK1asuKc2/vbbbzR37lzKyMhgzyyRSMjLy4t972fOnKH29nbS6/XU2NhI2dnZ1+05PB6PeDwe8fl8EolEpFAo6J133qEdO3ZQRkYGzZkzh/z9/cnBwYGmT59OJSUl1NnZeds23pGHyd1KTp06hfT0dCb6WVFRgcGDB2PAgAG4dOkSsrOzIRaLIZfLERAQgIEDBzIBXYlEAk9PT7S3t6OnpwcGgwENDQ345ptv2E0gJycHWq0Wjz32GOzs7MDj8RAdHX0nj37L4L6w3h4m56Xt2bOHecpxcXEYPXo0Ll68iEuXLqGrqwv+/v6YOXMmkpOTkZOTA+CqJ5KdnQ1/f3/4+voyJXuRSHTPw7UKhQKTJ09GSUkJsrOzYTAY2G1s3LhxiI2NRWpqKi5evAgArD1IIBDAarWCiBAYGIjp06cjNTUVubm50Ov16OzsxOXLl+Hs7AyZTIbm5mbweDw89thjGDp06F1XrL8ZWCwWNn8MBgN++OEHJCUlwc3NDXv27EFrayuICIMHD8bo0aNhsVhgNpuh1+vh5+eH2bNn4/jx4yzkxX1XHPR6PYxGI4KDg++0sOK2bDMYDDh27Bhyc3Oh1WoBXJ27Y8eORVxcHM6dO4eMjAwIBAIMGjSItSNwUCgUmDp1Ks6dO4f8/HwYDAb2N6VSibS0NCiVSvB4PCxcuBA6nQ5XrlzpEwa+F+C8XIVCgYaGBjQ3NyMhIQFhYWFISUlhc5UrhLpw4QLy8vJgMBgQGBjIxMRzc3MBXC102rVrFwYPHozExET23c2fPx9Dhw69p7ZxUKvV6OrqglAoRFNTE3bs2MGKt/bu3YvW1lZYrVbExcVhzJgxMBqN0Ov1sFgsCAgIwMMPP4wTJ04gMzMTAFhBEbfmOjs70d3djaSkJMTFxd1T2/z8/PDggw/iypUruHDhAsxmM4gIKpUKo0aNQnR0NC5evIiMjAzweDyEhIQgNjYWZrMZarUaRASFQoGJEyfiwoULKCgogMFggEqlQl5eHjo7O9HW1obq6moYjUY8+uijiI6OhoODw//Owzxx4gQtXbqU/P39WeJVLBYTAPr888+pp6eHYmNj2Y1u5MiR9PHHH1NRURFVVlYyj3TKlCkUEBDQp9hAIBAwb4zH45GXlxfV19ezAoybxF277XEFPNd+tkajobi4OPbsL7zwAlmtVnrooYfYzT4pKYksFgutXLmSvc7Pz4/Wrl3LyqstFsvtJuPv2Ear1Uomk4lefvllGjJkCNnb2zOv+Ebj+PTTT1NHRwe1tbVRXl4eeXp60kMPPUR6vZ5WrFhxnafp6elJYWFhJJVKycvLi+rq6m61+OCujaNOp6PW1lbavXs3vfDCC8Tn82nz5s03HEeiqx5KRUUFeXl50axZs8hisdCzzz7LXhcfH09qtZrNiy1bttDLL798s7fYu2rjpk2bWBvMtT+bNm0itVrdZxyXLVtG9fX1pNPpmIc5ffp06u7upqeeeqrPv+du8tyc9vHxofr6esrOzqYVK1bQmTNn7omNHNRqNVVXV9Pq1atp8uTJbK52d3f3sfH5558ni8VCb7/9No0ZM4ZEIhE99NBDZDQa6ZlnnunjbTo6OtJzzz1HTU1NNGnSJPLx8aGGhoabfaS7bmNNTQ2lpqZSYmIi+fr6snHUaDQUHx/PWru4udrd3U35+fkkl8vZnnPtXO3p6WEtNY888ggFBwdTY2PjPbfRbDaTVqulp59+mkJDQ8nd3Z0cHBz67Dm9bXz66aepvb2dysrK6NSpU+Tu7k5Tpkyhuro6WrJkCbORK3IKCwujcePGkZubG3l5eVFNTQ0ZDAbmid+ujXfkYfr5+WHcuHG4fPkyamtr+9y2v/rqKxw9epQ1EANAUFAQkpKSIJfL0dXVBYFAgLa2NmRnZ6O7uxsikQjr1q1j+QLuJvSPf/wDhYWF+Otf/4rRo0fjtddeu5PHvi1w3rO9vT37HdHVsvQ33ngDWVlZ2LBhA3vu1157DU888QSUSiWUSiWSkpKQn5/PbBw0aBAUCgUrFecGhMtp/i9QV1eH0tJSlksFgO3bt+Ps2bMswQ5c9aylUimICA4ODhCJRMjKysIjjzyCK1euQCQS4aOPPoKXlxfKy8vh6ekJhUKB999/Hzk5OVi2bNn/bBw//vhjFBcX4/XXX4dYLEZxcTE8PDyg0WgQHR0NImJeB3A17+Lp6YmtW7eiqakJq1evxrlz59g4xsXFQSwWg8fjgYgQFRUFBwcHbNy4ESEhIXj88cfvmW1SqRS+vr5QKpXQ6XR9/rZv3z6UlZWhoaGB/U4sFsPV1bXPjTsjIwPz5s1DYWEhRCIR/v73v/fJ3/F4PJw/fx719fX4v//7P4SFheHpp5+Gj49P/xvYCxs2bEBhYSH+7//+D15eXjh9+jS++eYbHD9+vM9c5fJ9jz32GBISErBy5Urk5eVh9uzZbK7+/e9/R1BQEIgILi4u6O7uhtVqRVdXF1auXInRo0fj+eefv6f2ERH++c9/Ii8vD0uWLEFxcTH++c9/wmq1QqvVshxyb0gkEvj4+OC9995DXV0d5s+fj+zs7BvOVQBYvnw5SktL8be//Q2xsbF3SmZwS+CiIc3NzWhoaIDFYmFRx2+//RbJycmoqKhgv7O1tYW9vT2EQiGsVivs7e1RUFCApUuXoqSkpM+eU1tbCy8vLwQGBmLdunXIzc3FU089hREjRuC11167oz32jg5MbuPkkrmcWw1c3Xzb2tqg1WoZQ4qLiwvEYjG6u7vR0tLCWFRaWlogFAohlUoRERGBmJgYuLm5sU3ozJkzaG1tRUFBwT0Pc3HgDrRrwePxEBQUBK1WC29vb/B4PDQ0NMDb2xtyuRxarRYnT57EwYMH4eTkBG9vb0RFRSEqKuo6pov/FYiu9tT1nrQcGhoaoNFoWCWoq6srbG1tWQi6vb0dRITm5mYcOnQI9vb2cHd3R1RUFBQKBTw9PeHt7Y0BAwbgyy+/hNlsRm5uLvuu7rWdVVVVKCoqgsViYWkCrihAKpVCJpPBx8cHfD6fFRUQEQYNGoSenh4kJydDo9HAx8cH0dHRCA8P77MAud7NU6dOQSqV3lP7BAIBC+lfe2AqlUrY2trCYDCw9SgUCtHe3s7+brVa0dLSgiNHjkAsFsPJyQmRkZGIjo6Gq6srC6F3dHRAq9XiwoULcHV1/Z+kR6qrq1FSUgKpVAoHBwfw+XzU1dWhvb0dOp0OQqEQLi4u4PP5aGhogFQqhY+PD8RiMRoaGnDo0CE4ODjAy8sL0dHRiIiIgLOzM3p6etDe3g4XFxe4urqitLQU/v7+99Q+Do2NjaipqYGnpyc6Ozuv22e53kzORq7AZ8CAAVAqlTh8+DDEYnGfudq7mDAmJgYymQzfffcdHB0d76ltXDEZl8Lg9lcej8d6K7lefxcXFwgEArS0tIDH40GtVoPH46G1tRV1dXVwcHCAXC5HZGQkAgMD4ePjAy8vLygUCvj4+KCkpAT5+fnw8vK68zTQnbjVP/zwA8XHx5Ozs/N14Zs1a9ZQWVkZRUZGUnR0NFVUVND69etJLpezPr/ebDGDBw+mefPm0cCBA2nKlCl9CmKqqqooPz+fysvLqaGhgfXH3a5bfSs2cuDCGNdCq9XS+PHjadSoUZSTk0Nr1qwhuVxOcrmcoqOjqaCggLZv304A6J133qGioiIaM2YMTZ48uY+Nd4A7trGrq4sqKipo27ZttGrVKhYaAUBvv/025efnU3h4OEVHR1NZWRl9/PHHbBw9PT37jOOiRYto+/btFB8fT5MmTaKOjg7S6XSskCIwMJBSU1Oprq7untrIoaOjg3Jzcyk6OpoGDBhAQ4cOpV27dpFarabExEQaMmQIVVZW0ieffEJeXl7k7+9PCoWC2SqTyWjDhg1UWVlJ48aNu26ucn1yHR0dt8psdMc2fv755yy0eO2aXLt2LdXU1FBUVBRFR0dTZWUlbdiwgc1VDw8PFm4FQBMnTqTVq1dTREREn7lqsVho3rx5FBgYSGfOnKGampp7aiMHbhyjoqJIJpMRn8+nDz/8kCoqKtie03uucjb2ZuB6+eWX6eLFizRy5EiaPHkyabVa1pOrVCqpurqampqabjW8fsc2cimSlpYWyszMpLCwMHJycmLpAy60HhMT02ccvby8yMvLi9zc3MjZ2ZnEYjH9/e9//8O5qtPpqLm5+Z7bWFRURDt27KC5c+cy5jNuXN577z0qKiqiiIgIio6OpvLycnZ2+Pj4kJeXV59xXLlyJR05coQSExNp0qRJfQpGX3vtNZo1axadP3+eqqurb4VV7e6HZB0cHODn5wdfX1/GndrW1obS0lJ22x07dixsbW3h4+MDgUAApVKJxMREyGQyXLx4EY6OjoiKisKgQYPg7e2N9PR0VFdX48CBA6xVpaenByaTCRKJBBKJBC4uLix8GRsbe09u8r93K+Hz+eyG7e/vD6FQyGwMDw9nIUvuhlRUVIS6ujo4OzuzUudr+5LuNYgIVqsVAwYMgL29PZqamlBZWYn09HRIJBLIZDIMHDgQtra28PLygo2NDZRKJYYMGQJPT0/WglJVVYXAwEAMHDgQarUaKpUKx48fh62tLSwWC+rr62E2m9He3s48uXttr0wmAxHhgQceQEdHBywWC+zs7CAQCDBs2DDY2NjAx8cHNjY2aGpqwsiRI+Hl5QWz2QyTyQStVougoCB4enqiq6uLlex7eHjA1dUVly9fRnd3N8aOHcsYae4VuPL6Bx54AD4+PoyZKD09HVVVVUhLS4NarYarqyvkcjkbRy41EBcXxxh1hg4divDwcOzZswdlZWU4cOAAC4dVVlais7MT+fn5AAAfHx9W/GVra3tPxpQbx/j4eNjb2yM9PR2Ojo7w8fHBhAkTwOPxrttz5HI5iAgdHR0oKSmBj48P/Pz80N3dDaVSiSNHjkAoFILP5zOu7LFjx8LOzq7f7bkWPB6PFVINGzYM5eXlKCoqglgshkAgwLhx45iN3DgmJibCy8sLRMQK1cLCwpiHqtfrkZaWxuZqYWEhenp6EB4eDicnp3tuIxEhJiYGvr6+8Pf3R319PXJzcxk7U1xcHAQCAfMMORs9PDzQ0tICvV4PjUaDoKAgKBQKaDQatLe3sz3HarWivLwcbW1tKCkpgclkgkwmg1AoZO2At/XQt3tLKC8vp3379lFjYyPpdDo6ffo0vfPOO2Rra0srV66kU6dOUUdHByuW4fgA9+/fT01NTTR48GBatGgRdXZ2ksFgII1GQ+PGjWO3Yx6PR7a2tn1uvlzxxYQJE2jcuHFUWlp6y7eEW7HxZmAwGFiJN8fruH//fvb3gwcPklQqJV9fXxo4cCCJRCKKi4sjlUrFPGWLxXLLfKf/wR3bqFKpqKKigjQaDePX3LNnD/H5fHrnnXeopKSEvvjiC/r6669Jq9XShg0bCADt3r2blewfPHiQpkyZQvv37ye1Wk1xcXFs/HrfBiUSCT366KO0adMmVvhzEze+fhnHkpIS+uijjygzM5OI+kYReo8j9/umpiY6fPgwVVdXk0ajoaFDh5K/vz+9+OKL9MMPP1BNTQ1NmjSJfH19qb6+/lY5Se/Yxmuf2Wg00p49e1gxhFgsJj6fTwkJCaTVatnrn376afr222+ppqaGSktL6fjx41RTU0MajaZPAc21PyKRiGbPnk0ajYZUKhW1t7f/2Rzul3Hct28f8Xg82rx5MxH9/nq0Wq1ksVjo7NmzNHHiRNq3bx+bq709cxcXFxIKheTl5UVFRUWMEeom0S82pqSk0IgRI2jPnj1E1LdI8EZztb29nS5dukRKpZKNo7OzM02dOpXeeOMN5pE5OzvTp59+SidPnrynxZTc2dHU1MTaYbZt20ZCoZA+/PBDqqmpoVOnTlFqairp9Xr65JNPCADt2bOHOjo66ODBg7R161ZatWoVpaamklqtpsGDBxOfzydbW1sSCoUkEolYy4mPjw/Nnz+fSktLGTvbnxQd3n0Ps6ioCN9//z0OHz7MbnINDQ0wm81ISUlBfX093N3dERQUhBdeeIHdPLu7u9Ha2gqVSoW0tDS88sor7LQvKyuDi4sL/va3v6GxsRHFxcXIz89njdHd3d3IyclBUlISRo0a1ScPmJycjH379mH58uVMTeJugeMU5bxeDhaLBZcuXQIAjBgxgv2e47/dsGEDcnNzYTAY0NnZCbVaDWdnZ3h4eEAgELBGeLpJ75KzcdmyZdcpU9wuOAaXb775hkUHuIT7kSNHUFlZibq6OgQGBmL+/PmwtbWFWCwGn89nHL8VFRUoKirC119/jRMnTqChoQG+vr547rnnkJmZid9++w1arRYmkwlZWVno7OyETqfDhAkTMHjw4D7Pc/bsWRw4cABLlizBoEGD7oqNHLZu3Yq6ujr87W9/g1KpxNGjR1FQUAB3d3dYLBb4+fnh+eefZ43gnLeRnJyM0tJSnD59mvGrNjY2QiaTYfr06XB3d4dAIIBYLIatrS2USiVEIhHc3Nxu+Bz9MVdDQ0Mxf/58HD58GCdPnoSNjQ1jYOLaMLi5BoCxrERERCAsLAyffvopOjo60N3dDZlMBolEgoaGBvadlJeXIz09HRUVFejq6oLRaEROTg7+9re/Yfbs2Rg1alSffG5qaip+/fVXLF269K6vx6+++goVFRWYNGkSiouLQUTYs2cPSktLYTabERAQgBdffJG93mw2o62tDRs3bkRZWRmKi4vx9ddf4/jx46ivr4ePjw9eeuklFBcX4/z586isrIRGo8H333+PBx54AA8//PANn6O/9hwiwldffYXa2lo8//zz6OrqQmVlJb755hukpqaCiODv748XXngBAoEADg4OEAgEMJvNKCsrw5UrV/Dzzz/D1dUV9vb2UCqVcHd3x1//+lc4OjqyeWowGHDgwAFcuXIFjY2NGDJkCEJDQ/vdRolEAldXV2zfvh0NDQ0wGo2orq6GyWTCwYMHUV5eDpVKhYCAAMTHx8PW1hYSiQR6vR5KpRK//PILmpqaoFQqUV9fD09PTzQ0NMDHxwcrVqxAaWkp0tLSGDmDSqXC5cuX8fHHH2Pu3LkYN27cbc3VOzowq6urcfz4ceh0uuuKRfLy8pCXlwfgam/ismXLGPuIVqtlVGMtLS0oLi5m/04sFiM2NhbLli1DdnY2K75Qq9XMBa+qqoKvry8mT54M4GrvG0ee/PXXX2Py5Ml3fYFyGw7HpgH8l7knLy8PNjY2GDZsWJ9/o1ar8fXXXzNmEZPJBB6Ph7CwMHZgAujD8PNn4GycOHEiIiMj70r4i2MsOnr0KA4fPgw7OztWhZeens6o/bgQJABWWanRaPDTTz8xGxsaGlivV2xsLJYvXw47OzucPn0aPB4PZrMZdXV16OrqQktLC/z8/BAdHc0uTDweD4WFhfj+++8xYcKEu3pgEhGOHTuG7OxsLFmyBM3NzUhLS0NmZiZ4PB70ej3i4uLwzDPPgM/ns35YvV6P8+fPIycnB7/99hscHBwgkUhgMpkQHByMYcOGwWw2o7OzE/b29nByckJ3dzd6enp+98Dsj7nq4+OD4cOHY+vWrcjPz+/DpsTdkIGrc1mr1TIpKYVCAT8/P+zates6ph+BQIAHHngAK1aswOnTp9He3o6Ojg4YDAYYDAZUVlbin//8J4KDgzFixAjodDrw+XyIxWIUFhZi+/btmDRp0l0/TDhKOCcnJ1aJn5qaitTUVADA4MGDsXLlSvZvLBYLVCoVvv32W2ZjXV0duxgNHDgQy5Ytw+HDh1FSUoK2tjao1WqkpqZCIBBg9uzZN1xrV65cwTfffHPX9xwiwqFDh5CRkYFHH30UHR0daGpqYuuMs/HZZ5+FUChkfdwcM9ClS5ewe/duSKVSiMViGAwGhISEYNq0aejo6EBlZSWjiMvJyYFSqYTFYoGXl9d1B2Z/zFWu5/zw4cM4e/YsRCIRm6OXLl1iTkhcXBz0ej2IqA/b29mzZ9HU1ASNRoO8vDzmfMTGxmLJkiU4efIkampq0N3dDbPZDLPZjOrqatTX1yMmJgZjxoxhrEk2NjYoKCjAt99++6dz9Y4OTE61hFuIN4JUKkVTUxMefvhhVsnl5ubGKhF7QywW45tvvkFMTAwcHBxQWVmJPXv24N1330VwcDCefPJJKJVK6PV6bNy4Ef/+978hEAgQHh6OrVu3Yt68eRg5cmS/0Fhxm0/vRcOVRjc2NsLGxuaG38O1vxOJRFizZg3i4uLYocMdln92+JnNZqYCExgYeNdyRbm5uTh16hS6urrg6emJjo4ORhfHTSjuhv6vf/0L6enpMJlMEIlEkEgk1z2jQCDAxx9/jLi4ONjb27Mc54YNGzBy5EgYDAZkZWVh8+bNyMzMhFgsRmRkJKPae/jhhzFs2LA+lHN3AzweDytWrEBFRQU+/fRTVFZWwsbGBgMGDICnpyeys7PZwe3s7IygoCA4ODhAr9fjwIEDqK2tBXD1kkBE2LZtG+Li4iASiZCeno79+/fj8ccfR2BgIHx9fa+LRvQGN1cDAwPvmn0ZGRn4+OOP0draCqAvqQI3v6xWK0pKSjBhwgS0t7cz5ZEbgc/nY8qUKRg8eDAEAgHq6+tx8uRJfPDBBwgLC8Mbb7yBuro6NDQ04LPPPsO///1vAEBERAS+/vprNo5300bOlkcffRShoaHYuXPnDWn5rFYrenp6oNfrwePxIBKJbphTFgqF2Lp1K1uPSqUSGRkZ+OCDDzBy5EhIJJI/pDfsrz2H/lOj0dPTg2effRZdXV3g8XjsAFSpVGz/tLW1haOjIwQCAbq7u7Fu3Tp2idBoNACueuTcXE1NTcXGjRvxf//3f1i3bh2AqxW5ly5duqGt/WHjuXPn8I9//AMlJSXg8/msjgIA0wMlIrS0tGDNmjUoLCyExWKBq6srvLy82IUN+K/DsWnTJsTGxsLZ2RmdnZ3Izs7GBx98gAceeAAXLlxAbm4udu/ezdZyaGgofH19MWHCBDzyyCMYPnz4n87V2z4wOY/r9xabXC6Hq6srHBwcYDQaGfsLcPXWyt3eOZ7GhoYGdHd3s/YGo9EItVqNtrY2uLu7Y+DAgQgODoZEImEudmNjIwYNGsQODnd3935r1bjRgcYVgnBeRHt7OyPo7g0nJ6c+Nup0OnR1daG6uhqOjo59CN1/D9z37OHhAblcfpesuorOzk4UFxf/7rM7OjrCwcEBDg4OuHLlCtra2uDk5AQiYpsyN4719fXo6upi/WJXrlxhYXqFQoHY2FgYjUaYTCYMGjQIIpGIFd9wcHNz+13P7E5BRDCZTGhubmafy7X6cMTzJSUljEsW+K/EEo/HQ3x8PGpra9lcNRqNaG1tRXt7Ozo7O+Ht7X1TxNb9MVd7enqYmAFnKwdvb2+4ubmhpaUFOp0OeXl5cHNzQ0xMDHQ6HWpra2GxWODk5ITAwEA0NDQw3l9OaLy0tBSdnZ3w8/NDXFwcHnjgAXh4eMDT05MVbPT2TvprPXKeiMViQXNzM7q7uwH8d88RCoVQKBTIz89nl1k+n8/Gs/dc5XoujUYj2traGAcpN1dv9F32Rn/YqNVqmWSVyWRCUVERa73gCmS6urrg7e2NK1euoKmpidloNptRU1MDg8HQZ65yNra2tqKzsxMajQYBAQHMRo6J60YHZn/Y2NnZiZKSEsbX2/vAdHNzY8U5IpEIhYWFaG9vh5OTE3g8HoxGI8xmM6RS6XXjqNfrUVdXh5aWFmg0Gvj7+yMmJgZarRY8Ho+F7IuLi6FQKG797LidxK3JZKK2tjZas2bN7xYEvPjii5Senk75+fm0d+9ekkgkLAG7b98+qq6uJrlcTjNmzCCNRkMvvPACYwqKi4ujzMxMeuONN0gqldLnn39OaWlptG/fPiZom5iYSGKxmM6ePftHgqv9VvRjtVqptbWVqqqqSK1WU2NjI3399dc0d+5cAkAHDhxg7CnTpk2jjo4OevLJJ1mxhI+PDz3xxBP0448/3vRnclJTd9vGHTt2UFRUFDk6OhKPx2NcqQBowoQJ9MYbb9DFixfpwIED5OXlRTExMTRnzhzatWsXHT16lNzc3BhDzIoVK4jH45FIJCIHBwfy8/MjmUxGAoGAfv31V1bow/Ffpqam0jfffMP4hn8Hd2UcrVYrzZ49m1xcXOiZZ56hWbNmEY/Ho/Xr11N3dzdpNBrKzs6mxMRECgkJIU9PTzp69CgbR26ucmxG9vb2FB4eTps3b6ZNmzbR+vXrqby8/GYepV9svFZImM/ns4K51157jXJycpi8l0AgoCVLllBVVRV9+OGH9Mgjj5BYLKZp06ZRe3s7m6tcEQXHK8zNba44TKfTkVarpRUrVpBYLKbTp0//UYvCXRlHs9lMs2bNIpFIRG5ubuTk5EQAaNWqVZSWlkbt7e2UlpZG/v7+5OzsTA4ODnTw4EHGX33tOIpEIho4cCB98cUXtGTJEpLL5XTs2LGbeZR+sTE/P5+++uoriomJIeAqBzDH57tu3TpSqVTU09NDly5douDgYFIoFBQWFkanT5/+3bkqEokoNDSUtmzZQps3b6Z169ZRWVkZ+0yuleVecTtv2bKFHBwcWEFgbxapBQsW0HfffUdnz56lH3/8kXx8fCguLo7mz59P3333He3du5dcXFxo+vTp1NXVRc8++yzjBPbx8aGFCxfSsGHDSCwW0549e9jaVqvV1NXVRW+//TbFxsZSXl7eHxWp3b2in7a2Nnz33Xe4cOHC776moaEBWVlZaG1thU6nw9NPP43Lly8jOTkZV65cgdFohMFgQHV1NbZu3Yrc3FxYLBbExMTAw8MDu3btQnt7O8aMGYOCggJUVVWxRteuri7GZymRSO55+T5w9aJRXFyMwsJC6PV66PV6loQGgIMHDzIOXIFAAKlUyrxqrnl8zJgxCAkJuenPvNvcq0TExqF3aK73/1cqlcjPz2eh1qlTp6KlpYWpkTg7OwO46l1funSJCfNarVbY2NjAy8sLKpWK5Z2qqqr6hLYVCgUGDRoEiUTSr+0IBoMBGo0GMTExLH8iFovh4eGB0tJS7N27F2q1GiaTCTNmzEB6ejpOnToFrVbLeEVVKhUyMzOh0Wjg5ubGPPIBAwbAarVCo9Ggq6sLRUVFSElJgVQqxaBBg+Dn59evJBUtLS34+eefWf6OQ2/h7JycHNja2iIrKws6nQ4zZsyAUCjEjh074OzsjISEBJw4cQI1NTXYvn07ioqK2HsIBALIZDJ4eXkhICCAFf70RmFhISMf6c2Gdbeh0+nQ09ODsLAwdHV1IScnh4Xmrly5gl9//ZW1nXFMN6mpqSgpKWFelkqlQlZWFpqbmwFcZfHilIU6Ojrg6uqKU6dOoaKiAkajkeU5R4wYcddrI26EhoYGpKamoqOjg60JTp2kpKQEBw8ehEqlgk6nw7x583DlyhWkpaXBYDAwL62mpgbffPMNiouLYWtryzxyTo6us7MTWVlZqKioQFlZGaxWK2xtbTFy5Mi7Vkx4I+j1elRXV7PvngP9JwRtY2ODlpYWXLlyhdW2zJ07F42NjSgrK8OoUaNYG2F9fT1++OEHVvQlkUgYgYXJZIJcLsfp06dRVVXFvkeuVmHEiBFwcnK65daS2zowGxoasGbNGhYfvxGKioqg0Whw9uxZBAUF4dy5c/jXv/6F5ORkZGZmora2FkajEfn5+Vi1ahWAq/mECRMmwGq14pNPPsHYsWMxb948bNq0qQ9dGQd7e/s+oZZ7jZycHPzyyy/IzMwEESE2Npaxw3z77bfg8/kwGo2sGrH3c7q5uWH+/PnX5QD/CHfbTi5sajAYWEiUC3lwn1dRUYG6ujocO3YMAwcOxBdffIFffvkFhw4dglqtZhJCTU1N+Pnnn5mUmUAggKOjIwYNGoTGxkYYjUbs3LkTGo2mT4HYpk2b8NBDD/V7755Wq0VbWxvGjh2LmJgYZGVlQSwWw8/PD+np6Th37hyqqqoQHh6OU6dOwdbWFvv370dPTw975qamJuzfvx8dHR3w9vZGTU0NHBwcEBcXB4PBwEKzDQ0NeOONN+Dr64vFixdj3Lhx/Xpg1tfX4/XXX79hSJ3oKiPMmTNncPbsWWg0GoSEhGD16tU4dOgQ3n77bezcuRPR0dH49NNPUVBQgDfeeIPNAeBq3j0oKAiJiYmYMGEC3n33XVaUwcHW1hZOTk6sx62/oNFo0NzcjOHDh8PPz4+JBdja2iI1NRVnz56FwWBAXFwcUlJSsHXrVpw4cQJZWVmsGlOpVOLQoUOMQo+rFk1LS2OXqN27d0OlUkGlUkEoFMLR0REfffTRPTkwq6urcfToUfT09LALj0gkgr29PTIyMlBYWIgrV64wovl//etf2L9/P3Q6HVvH+fn5WL16Nbsccv/L5/Oh0WhQX1+PtrY26PV6/PzzzzCZTLCzs8P69ev79cDUaDRs/782zcUVi1VXV0OlUqGsrAwDBw7Evn37sH37duzatQtz585lNIzFxcV47733oFarYbVaIZPJIBKJUFtbC0dHRwQGBmLfvn3o6OjoM5+ffvppJCUlscv+reC2duDg4GD89NNPWLp06XV/i4uLw7fffouIiAgUFxfDYDCwBC7ntUyYMKHPYcF9aUajEbt378avv/4KDw8PRERE4MEHH7zhZiOXyxEaGnpLB87dBJ/Px9SpU/H6668zCryCggJWxfbaa6/hq6++6jMonMj2559/znhnb8QJea/APU9iYiJWrlwJhULBPIrY2Fh88sknGDlyJLudqlQqJCcno6ysDMDVfCpXvOXl5YVZs2YhKCgIwNWNuru7G6dPn4a/vz+2bt2KiIgIdlgKhUI4OzvDxsbmDwtP7hakUim8vb2RmZmJI0eOICAgANOmTcMnn3yC8ePHQyqVsmdpaGhAV1cX+3dOTk5sMXPUjD09Pfj73/+O999/nxEyBAcH48iRI9ixYwdeeOEFrFq1CmPGjOl3ntWgoCD8+OOPWL58ObtEckhMTMTevXsxffr0PjquHh4eLF/FFbbweDwMHToUe/bswV/+8hf2HjqdDgUFBbBYLIiLi7thk7vZbGZ5tv6Eo6Mj/P39ceLECWzduhVmsxkjR47Ezz//jKSkJMaVqlKpcOjQIVy5cgUAMHr0aMyaNQsSiQROTk6MflMoFOLNN9/E6tWr0dbWhsjISHzwwQcICAiATqeDh4cHfH19ERYWxnif+xtTpkzBd999x/KLUqkUI0aMwDfffIOpU6cyG7miQ65Az8bGhlXec7SPnHe5Zs0afPTRR3BxccGwYcOwatUqtp6JiM39a7sd7jYcHR0xduxYjB07FqNHj2bkDHw+H3FxcdiyZQseeOABtLa2Qq/Xo6enh+VpgauV4AMGDICtrS0cHBwQGRkJFxcXmM1mRpxjMBgwZMgQvP/++wgJCelzWPL5fFZDczuX9Ns6MO3s7DB48OA+HIs8Hg8eHh5QKBSIioqCWCxGW1sbOxB6LyRO4osb3N4PXlZWhsrKStja2sLFxQX+/v6Qy+Ws2IU7gDiuS25z6O+FeiN4e3uzcKKNjQ3EYjGrfE1ISMCDDz4IsVgMvV6PhoYGEF0ld46MjERQUBAaGxuhUqnu+XNz4DxfFxcXBAcHQyaTsYNFoVAgNDSUMapwosmcBBtwdaOVSqXg8XhsAvduu9Hr9aitrYW9vT3GjRuHwMBAuLu7w9fXF56ennB0dGSMHP0NjryZK6jw8PCAn58fgoKC2JziehS5ogLu33FjSnS1jYirSgwPD4dCoUB1dTV6enoYF6lKpcKwYcMwZMgQ+Pn59TsTlZ2dHaKjo+Hn5wcbGxu2ccrlcgQGBiIuLq7PpZPz/rlUhkAgYGvR2dkZgwcP7vN6rmXGarXCzc0NXl5e8PHxgY+PD+NrdXR0hKurax+R4P6AUCiEg4MD43yVy+UICgpiNvYWZG9paWFFJdxG2zsEx7VTBQcHQ6FQQK1WswMlMDAQnp6eCAwMZJyk/Rlq7g25XI7ExEQEBASwAzswMBARERFwcnJiXLLcuuT2vt4eG7cficVi2NvbIzQ0FIGBgdBqtXByckJcXBybl15eXvDy8oK7u3u/p7cEAgHc3Nzg6uoKmUwGsVgMkUjE7AwPD4ednR3UajUrANVqtezQ4/ieuep9e3t7NqY6nQ4ajQZGoxEeHh4YMWIEAgIC4O7uDi8vL7i5ufVZH7dzYN7W7C4uLsbDDz/MyteBq1VGP/30E0pKSjBt2jRWDQpc9aKuzb9xmzVX6t4bBoMBNTU1LIb/4osvYvHixfD09ERycjJWrlzJqmSNRiOLy/fe3O4FLl++jOzsbKhUKgwaNAi//PILduzYgXfffZfZaGNjg5SUFCQkJGDs2LFYvnw5Vq1ahZaWFtjY2GDZsmXs9fcaHA1abm4ufvnlF3h7e2PgwIF4/vnnkZ2djUWLFkGtVrPciFwux4svvohvv/0WJ06c6BM1SE9Px8MPPwyr1QpnZ2eWDwSuHpwqlQpPPfUUHnvsMURFRbHGcS8vr9uevLcC7lmfeeYZmM1mODg44MSJE0hKSoJer4fJZILBYIBIJEJISAg8PDyue6aKigr84x//wMKFC/HUU0/h1VdfRVVVFYxGI55++mnExcXh448/hslkYhV9RNTvh0hRUREeeughpm/IecK//PILCgoKkJCQgJ6eHtYCZmtrC29v7xt6iufPn8eDDz7IcvHX9hzr9XqsX7+ejW1ycjJWr17NwlxchKG/wB0S69atY9Gr5ORkJCQkMJEAq9UKFxcXPPbYY9Dr9di7d2+f98jNzcWzzz4LsVgMNzc3vPjii0xLkUuhrF+/Hnq9nrWaZGZm3jMS9suXL+Po0aP4y1/+gkWLFiEqKgrnz59HfHw8S6EYDAbw+XzWS3ktuEv60KFDERISgueffx6dnZ0wGAxYsWIFEhMT8emnn7K2G7Vajaampn4fv+7ubpw/fx7Hjx/H0aNHYW9vj9jYWLz55psoLS3FjBkzoNFoWF2Fvb09xowZg/Ly8j5zEbhaN5GSkgKr1QqpVMrWMeeZWiwWPPfcc1i4cCGCgoKQmpqK559/nl0k7smB2d3djfb2djQ2NrIcppOTE5ycnFBQUICysjK0tLQgKioKAQEBSE1NhVarRVZWFmsU5sRte4vTKhQKeHh4oK6ujhEbVFdXs0IEi8WCqKgouLq6ArjKahIbGwtHR0d2MN3LXCYRwdHREV5eXhAKhdDr9SgsLIRUKkVSUhKqq6tZwRPXh9jY2AipVApXV1c4OzvD2dmZ8fD+L/KwnPSRq6srwsPDIRQKIRQKUVhYyMKu0dHR8PT0REpKCvR6PUpLSwFcDb2XlJSgvb2dFT21tLTAzs4OYrEYXl5eMJlMaGpqQn19Pc6cOYPGxkbweDyMHTsWQUFBGDZsGLy9ve+J7dzh5eTkBJ1Oh+TkZKSnp0OtViM8PBw+Pj44c+YMC8k6OTlhypQpqKysZOEho9GI9vZ2VFZWwtXVld1wrVYr2tvbcfnyZSZAzXEo9/fYcocY522NGTOGeRWFhYVobW1lAsgWiwVnz55lNgqFQsTGxqKoqIjZyOW3TCYT64/jNqjKykocOnQICQkJTOUlJCQEo0ePRmRkJPz8/O7JhZXP58PFxQV6vR6pqanIz89HZ2cnK7BKSUmBRqPBhQsXYLVaMXXqVFRVVbGcnclkQmdnJ2tdcHZ2htlsRk9PD5RKJS5cuICOjg7w+XyMHz8eNjY26Orquq2c1+1AKpXC398fwcHBcHBwQE5ODnJzc6FSqRAWFgY/Pz+kpqZCrVbj3LlzUKlUiIqKYuPNiUhz85U7TAwGA7q7u9HW1ob6+nqUl5czkXhnZ2eIxeJ+Vy2xWCws1+7k5ITQ0FB4eHigvLwcdXV1kEgkGDhwIFxcXJCSkgKtVovMzEzG+lNaWsoOVI6AQyKRwM7Ojo1jc3MzmpubkZWVhYKCAhiNRgwZMgT+/v4YNGgQfH19IZPJbu8ieyulwRaLhfLz82n79u2szBkAxcbGMnFWHo9HQqGwD6u+TCajefPm0ZAhQ0gsFpO/vz8FBwf34RhdsmQJ/fjjjzRr1iyKjY0lHo9Hzs7OFBwcTI6OjhQQEED19fX0888/EwDauHEjGQyGP+M/7Le2Eo4DVaPRUEJCAkmlUgoNDaW1a9eSxWKhmTNn9uHclMvlrF1jy5YtdPbsWerq6iKNRsNUEm4Tt20jxzdqNBrJYDCQyWSi2tpaksvl5O7uTuPGjaOff/6ZifI6OzvTrFmz6KWXXqJt27ax8eTsxH9K4GUyGc2ZM4e1Lzg5OZFCoSAHBwfy9/enpqame17G3hsNDQ3k4+NDjo6OFBYWRjt27GBz1d/fnzZt2kRHjx5l3LC9uYy5H6FQSMuXL6dVq1bR+PHjKSkpiZYuXUoKhYL8/PyoqanpVh7ptm3s6emh1NRU8vT0pNWrV5Neryez2cxaKB566CE2ttw4BgQE0D//+U/aunUrffHFF6x94Vr7uFYw7nfc2t62bRvV1NSQ2WwmtVpNZWVlpFKp+s3G30N9fT15eXmRSCQiDw8P+uqrr9g42trako+PD7300ktUX19P06ZN67NnAWCC5qtXr6ZVq1aRo6MjhYSE0JQpU8jDw4N8fX3/J+LKVquVqWpwNorFYpLL5bRt2zZmo729PcXHx9OCBQvo448/pqioqD57KvfD5/NpyJAhlJiYSFKplB566CH64YcfaPDgwffURqvVSi0tLfTdd9/RO++8Q48++ij98MMPdPDgQXJzcyOFQkHLly+nU6dOMdF6qVRKiYmJNGPGDFq+fDklJiZSYGBgH3UTT09PCg8Pp1mzZtHUqVNJKBRSeHg4LViwgAICAiggIIAaGhqotLSUPvvsM7p8+fJt23hLRyyfz4e3t3cfT2H27NnYt28fSktLWfGGyWTC3r17UVZWhgULFqCrqws///wzY5AZPXo0vLy88M9//pPlGPz8/BATE4Pjx4+zW2p8fDzmzZsHvV4PgUCAqqoqVoV58OBBNDU1wWg0Ms7S/qzOuxY8Hg8///wzzp49i0cffRRtbW3Ytm0bDhw4gKamJgwbNgwJCQlYv3491Go1o5UTCAQIDAxEUFBQn1aK/4VKCdfW4+zsDHd3d1y8eBGFhYWs1aS8vBzbtm1DcnIyHnvsMXR3d2Pfvn2oqalBdnY2Ro8ejQcffBD/+Mc/2DjOmDEDI0eOREpKCpqamiASiRATE4MJEyawVgW1Ws0qbydPnoz4+Pg+32t/orKyEmVlZYzm0NnZGQcPHkRGRgYWLFgAvV6PU6dO4dy5c7C3t8eIESMwfPhwfPrpp6xBfuzYsYiPj8f48eNhZ2eHxMREVsU4fPhwENEfssPcTYhEIsYoxBU0/Pjjj8jOzmZRjxdeeIFFYBYsWACdToeff/6Z5WmHDBmCYcOGYceOHSxqlJSUhOHDh+OTTz5hZAgJCQmYOHEiYmNj4eTkBIvFgoKCAmzZsgVTpkzBkCFDIJFIIBKJWCSov9De3g6lUsloGHU6HXbt2oX8/HwsWLAAbW1t+OqrrxidX2JiIhITE7F+/Xo2jn/5y18wfvx4KBQKNDY2wtHREQ888AAeeeQR5OXlMSpLg8HQJzff3+Bykdu2bcOlS5fQ3d3NKmV//fVX5OXlYcGCBVCpVNi9ezdyc3NRXV2NCRMm4KGHHsLnn3/O1uPs2bMxbtw4uLm5obOzE3v37kV8fDweeOABvPTSS+jp6UFPTw+6u7vR0dGBwMDAu06M0tsuvV6P4uJieHl5YfHixTh9+jTzGs1mMzIyMtDe3o79+/czG3/44Qe0tbWhqqoKY8aMgYODA7Zs2cLSAhMmTMC4ceOQmpqKzs5O8Hg8DBw4EI888giCg4PR3d2Nixcvor6+HgcOHIBcLkdwcDCLItyKatIt+6R2dnaMSzMhIQHPPvssUlNT0d7eznKRRISLFy+ioKAAJ06cgNlsxoYNG1j5d2RkJEJCQvD111+z93Vzc8OAAQMgk8lgb28PHo+HkJAQzJkzB0KhEAaDAYcOHUJ9fT0kEgmysrJw+fJlaDQaxMbG4v/+7//u6YEJABcuXMC///1vHD58GCaTCRs3bmQ8iHv27EFsbCy2bNnC8rlcn5qXlxc8PDxgMBggEAjuad61N4xGI2MJkcvlKCsrw+XLl2G1WmEwGFBXV8f4Vo8dOwaLxYLNmzejp6cHVqsV8+fPR2RkJL7++mu2QIcNG4ZFixbhwoULUKlUEAgEUCgUGDduHKRSKWvTKCsrwy+//IKAgABEREQwovP+3pSUSiXq6upYblEikSAjIwM9PT0sL7t161ZGlP/DDz8gJiYGX375Jdto4+Li8Mgjj7Dn7u7uZjSBXKWoUCiExWK5PQmhWwC35riDis/n48KFCzhx4gRMJhOqq6vx5ZdfQigUwsnJCcePH4fJZMLatWsZ89akSZMQGhqK3bt3swNz5MiRWLp0KXbu3ImGhgZYrVYEBQUhKSkJvr6+EAgEsFgsqKurw88//wxnZ2e4ubmxYq6bYa+6E3DFVVy422g04ty5c8jOzsbRo0dhsVjwxRdfsDqDn376CTExMfjHP/7BxnHo0KF44oknoNFo2PgFBQVh8uTJTPbLYrGw+oh7eanl8Xg4deoUfvvtN2g0GlbckpaWhkuXLuHkyZMgInz99deoq6uDXq/H8uXLERUVha1bt7L1OGbMGJa3r6mpQV5eHoKDgxESEgI/Pz/odDqUlJRApVIxph93d/d+mbdcH6xSqcSgQYMwadIkbN++HadPn2Z8r8XFxSguLoZUKsXx48fZOHIH6qJFixAaGoqtW7ey942Pj8fcuXNZLz+Px4O3tzcSExPh4uKC5uZm5OXloaysDHl5eaitrUVnZyeam5shFApvTcz+VtxqnU5HixYtorlz51JqaipVV1cTEVFpaSlzq/EfKaFXX32VsrOzqaKigg4ePEhisZjCw8Np0aJFtGjRIpozZw4L5wkEAtq8eTNZrVaqq6ujX3/9lcRiMU2fPp1+/vlnKioqovz8fBo8eDDNnTuXsrKyaP78+SQQCEgoFFJiYuLviTH3W0iWe9ZLly5RUlIShYaG9glfBQYGUmRkJInFYvb7l19+mS5fvswklIYOHUrr16+/VRmou2JjV1cXdXZ2Und3N+n1eiIiamtro8zMTJLL5YyV6eWXX6b09HTatm0bvfjiiyQUCtnfOIaR3mwdmzdvJpPJRCkpKbRx40YWSho8eDBFR0dTYmIibd68mfbv30+FhYW0bt06mjt3LpWXl/c70w8RkVqtpuLiYoqMjGQsMW+99RZdvnyZCgoKaO/evSSVStmYKRQKCg8P7xPq2rBhA6nVajKbzZSfn09Dhgyht99+m2pra2n//v20fft2OnPmDBUWFt7sY92WjXq9npYtW0aPP/44ZWZmstBaTU0NnT59muRyOQkEAuLxePTKK69QdnY25efn065du/qEJ318fCgwMLCPEPimTZvIYDDQO++8QzNmzCCBQEAymYzCwsIoKSmJVq1aRe3t7dTR0UHZ2dm0cuVKioqKooyMjHvCvGUwGKi8vJy8vLzYfHz11VcpPT2d1qxZQwsWLCCBQEACgYDEYjEFBwdTREREn3HctGkTSw2kpaWRo6MjzZo1i/bv30/vvvsurVq1irZv306pqak3+1h31cbKyko6duwYubm5EZ/PJ7FYzBibWlpaKCUlhezt7fvM1d7rkbOR6Op+dfnyZfL19aVXX32VtFotrV69mkaMGEExMTG0YsUKam1tpezsbDpx4sSfiZ/fso0Wi4UuX75MaWlpVFFRQe3t7UREVFFRQUePHiV3d3cSCoXk7OxMb775JmVmZlJWVhbt2LGDxGIxS+sMHDiQQkJCSCAQEJ/PJ6lUSl9++SWZzWYqKyujXbt2kUQiodjYWFqxYgXNnz+fkpKSKCEhgZYtW0aXL1+m1157jcaOHUupqanU3Nz8e/vOnYdkATDmE4vFAqVSyVpHiKgPswjR1aq6wsJCVFdXIzY2FkFBQYiOjkZxcTFaWloAXC1jDw0NhcFgQHZ2NgCw2xHH/NC7VJzrFeI+b9CgQQgPD/+fhDS5Vovi4mLU1tYiIiIC7e3tzGvjytYdHR3h6+uLqKgohISE4Ny5c7h8+TIuX76MxMTE/8mz9x4j4OrFqb29Ha2trX16Q3uPY11dHaKjo9HV1YXOzk6IxeI+ZOUhISEwGAyMMYWrWLSxsYGdnR1rPykvL4eDgwNCQ0Nx/vz5myafvxvQaDRMwcBkMjHOTrPZjIqKCtTU1CAiIoKROdjY2LBbq7OzMwIDA+Hm5gaz2Yza2lp2a42OjmZFVESEuro68Hi8m+KVvRNwxB1EV4mqW1paWDl+WFgYampqUF1dzcaxrKwMNTU1iI2NRXNzM1pbWyGVSllzu6OjIwYMGMDWI0c03xtcD+CVK1fg7u4Of39/uLu7w9HREXZ2dn9IOn+30NjYiKqqKtZiwVXbc15KXV0dYmNj0d3dDZVKBVtbWzbPOC5Zk8nEvJKSkhJWDc71JxsMBlRUVNzTCFDvNhGOr5v7PTcnufVYU1ODqKioPiT73Hp2dnZGcHAwHB0doVKp0NnZyQrY1Go1W28WiwXV1dUICwuDm5sb2tra+nUdEl3ln1YqlazLgVtf11Zkl5WVoba2FjExMQCutnhptVrWfeHi4oKIiAiYzWZcuXKFtZVw3wUnCWa1WpmAtouLC2udsbOzu3WGsVu5JZjNZjp9+jR98skn5OTkRGKxuM8PeiWZhUIh+31iYiJ1dHRQZ2cnNTQ00Pbt22n16tUklUppxowZpNVq6fnnnyeJREISiYS913PPPceS3yqVitauXUtz585lr3F2dqazZ89ST0/PXbsJ3SysViutWrWKJBIJ8fl8ioqKovz8fHrzzTeJx+PR3r17qaqqiiIjI+nxxx8ntVpN9fX1dPnyZYqJiSGhUEgA6IUXXrjdR7hjGzs6OujXX3+l5ORkKioqoqlTp5JUKmW3N67Ig+MRjY+Pp9bWVtqzZw8lJSXR8ePHKScnhzw8PGjGjBmkVqtp1apV5OTkRBKJhHkxTz31FLW2tlJ+fj799ttv5OPjQ7NnzyatVktarZZ0Ot09Kd6yWq30xRdf0BNPPEH29vZ9CpWcnJxIKpXSsGHDqKOjg5RKJRUWFlJzczMVFxczTuDOzk7Ky8ujo0eP0rJly2jMmDHE5/PphRdeYN5Kc3MzPffcc/T555/fzGPdkY0Gg4EyMjIoJCSE/Pz8yM/Pj5ycnCggIIAuXLhAX3zxRR8BaZFIREOHDqX29nb67rvvaMiQIXTy5EkqLy/vw0H63HPPsXHnPM85c+bQ2bNnqbGxkSoqKig4OJhGjRpFO3fupLy8vNsW5f0zG3uDE4FetmwZ+fn5sWfj8/kkEolIIpGQQCCg+Ph4am9vp507d9LYsWPp5MmTVFJSQnK5nHGQvvzyyySXy8nBweG6PcdoNFJtbS0lJibS008/fbNjeEc2WiwW6unpoa6uLuro6KCHHnrouqI6rhir977a1dVFLS0t1NraSnl5eeTp6cnWY05ODu3fv58WL15MI0eOJB6Px/ac7u5uKiwspLCwMFq4cCH7fm9CyP62bLRYLFRYWEgTJkygIUOGUFRUFLm5uZFYLCZ7e3tml0QiYbziQ4cOpba2Njp79iytXbuWUlJS6OzZs+Tu7k4zZsygnp4eeuONN0ihUJCLiws5ODgQAHr22WdJo9FQY2MjpaenU3h4OMXHx9Pq1avpl19+odLS0t+LSv6hjbdc9BMQEAAbGxssX74cGRkZSElJwcyZM5n0S0NDAy5cuIBBgwYhICAAFosFYrEY27dvR2RkJIYMGYKIiAi4urqCz+dj4MCBEIvFGD16NCwWC/bs2QOVSgUfHx84OzuDiKDRaNDe3o7c3FyUlpZCr9fDwcEBzs7OzMu7XRDdnHDzjTBw4ECMHz8e/v7+sLe3x969e2EwGPDUU08x2aOenh6Ul5fjq6++YnmXlpYWEBHs7e3ZbZzov83H9wpisRiBgYHo7u5GeXk5Ro0ahbCwMABAR0cHiouL4eHhwSin7O3tsXv3bggEAsyYMQMKhQJSqRSLFy+GQqGAUChEcHAwEhMTkZ6eDo1GAwcHB4hEIqYkwDUWa7VaNDU1wc3Nrd9L2TnweDxERkbC3t4ebm5urOWHU6kICQmBs7MzduzYgbCwMMTFxbF2IIlEwnLrubm5OHfuHPLz89He3g6hUMjm6YkTJ1BSUoLc3Nx7wnHM5WAWLFiAtLQ0nD17lmml+vn5ob29HbGxsQgODoaPjw8TQf/uu+/A4/Ewf/58BAYGwtXVFU8++SQCAgJgZ2fHZNh+/vlndHV1wd3dHT4+PvD392cFP5wyxPHjx+Hi4oKBAwf2+/zl3n/cuHGQy+WMFo2ImNKIm5sbHBwcsGPHDvB4PMyePRsBAQFwcnLCvHnzMGDAANjZ2cHDwwMBAQEoKipiRWCc4seZM2dQVFQElUrFvLb+BheB4SJ2U6ZMQWBgYJ+ImkqlgkajgYuLCxwdHbF9+3bExMRg+PDhrCZCLpfDzc0NEokERUVFOHHiBFMZ4oqXLBYLTpw4gZycHHR2drJ+di6q1x/gWthmzpyJzMxMpKamYsKECfDy8oKNjQ16enpQX1/PPD8igp2dHXbu3AkXFxfEx8fD19cXfD4fy5YtQ2BgIJMGnDhxIo4cOYLu7m74+fkxlaympibU1NSwqCjXMmVnZ3db7V63dGDyeDwMGDAAgYGBGDVqFD7//HOkpKTgr3/9K2bMmAHgqohrY2Mj5s6diylTpsBoNCIvLw+PPvoonnzySYwePRpxcXHg8/mYPn06mwizZs3ClClTcOnSJSZ26uLiAoPBgM7OTjQ2NiI5ORmtra2wsbGBg4MDXFxcoFaroVKp4OzsfFuL9XYPKh6PhyFDhsDNzQ3jx49HZWUlRo0ahUWLFmHNmjV45ZVXkJKSgo6ODjQ3NzPuTa7ajet54nQ2uUXR303uvSGRSBAVFYXMzEwUFBSwqjIiQmFhIX744QfEx8cjPDwcTk5OKCkpwRNPPIGFCxfi/fffZ8/92muvgcfjwWQyITY2FkKhENXV1WhqaoJMJmOLoa2tjYV8tVotampqGE/nvcKoUaMwcuRIzJs3j/WlZWdno6qqCrNnz0Z9fT2mTp2KpUuXYuzYscjNzUVRURGcnJxgb28PjUaD1NRUduDweDyIxWJYrVZ0dHRg69atOHXqFGxsbODp6XlHF7Kbhbe3N95++218/vnnOHLkCBYvXszWY3t7O0aOHImHH34Yo0ePhtlsRlZWFsaPH4+nnnoKGzduZO/z3nvvAbi6JmbOnIlx48YhLS0Ner0eCoUC/v7+rG+WC+k3NDRg7969iIuLw8iRI+9JcQx30ANghOJGoxG1tbVobW1FXFwcSktLMX78eCxduhTr1q1jh8Rzzz3HLjKcTFlDQwNMJhN7do1Gg3//+99ITk5mod57MY48Hg9CoZClnZYtW8a0aC0WC0wmE8rLy6FUKhEREYGysjJMnz4dTz31FMaOHcvSCxw7GgBcunQJO3bsAPBfrlZbW1uYTCZs374dv/32G7vMXhsa7Q94eHjg2WefxbZt23D69GksWbIEEydOZMLyqamp8PPzg4eHB4CrpBxPPfUUlixZgg8++IDNvXfeeQfA1VD18OHDoVAokJmZySgqnZyc0NnZicLCQpSUlKCrqwtCoRCNjY3QarXsUnCr48rjDozfwQ3/WF5ejldeeQUlJSUoKCjAkCFD4OnpCeCqZ1JYWIgPPvgACxYswOrVq5GTk4PMzExWEcndND799FOUlJRg7dq1WLZsGSZPnoxLly4x+qaMjAycOHECTz/9NEJDQ5GcnIyMjAxs27YNIpEITk5O+PXXXxEdHQ07O7sb2ncT38Ftc+p1dnaio6MDn3zyCQoKCnDu3Dn4+/sjPDwcBQUFICKsXbsWJSUl+PDDD/Hkk09i2rRpjGhBIBCgvLwc+fn5mD9/PsLDwxnV2C3gtm2sqqrC+++/j+bmZrS3t8PLywt2dnYwGAxQq9VoaGjAiy++iJkzZ+Ktt95Cbm4uLl++DD8/P4SGhsLb2xve3t549tlnUVRUhL///e+YM2cORo0ahaqqKsbEkpGRgTNnzrBbnsVigaenJx544AGMGjUKMTExf0ardts2Njc344cffkB4eDiGDx+OtLQ0VFdX48yZM4zxJioqCr6+vvjuu+9QVlaGtLQ0RtPV3t4OsViM559/HkqlEvv27cOYMWMQHR3NPsPGxgZZWVlISUlh7QhvvfUWoqOjMW7cuJvdhG7bxhutR29vb0gkEqhUKhQVFeHdd9/Fo48+ipdffhnZ2dk4f/48FAoFE+6Wy+V4/fXXUVRUhI8++ghLly7F5MmTcfHiRWg0Gjg5OSErKwunTp1il6CqqiqmXPPII4/gwQcfRFJS0h9pmd62jZ2dnUhOToarqyu8vb3x448/oqioCFqtFp6enoiPj0dMTAx8fX2xdu1a5Ofn48KFC/Dz88OgQYPYnvPBBx+grKwMn376KaZPn47ExEQ0NzezFpKcnBykpqaiuLgYZrMZy5YtQ3R0NKZOndqHQvAPcNs2VlZW4s0334ROp4PZbL6O2YaI8Oijj2LUqFFYu3Yt8vLykJ6ejoCAAERGRsJoNMLOzg5PPvkklEolfvnlF4wYMQIRERHsM2xsbFiEJDMzE+3t7fD19UVAQABGjhyJKVOmICEh4c/aaG7bxoqKCrz++usoLS1FcXEx4uLi4OHhAT6fD71ej87OTvzf//0fpkyZgldeeQX5+fnIzc2Fr68v08/18PDAmjVrUFxcjHXr1mHevHkYN24c4y63t7dHeno6jh8/Dj6fD6vViubmZsYANGjQIISGhuLVV1/9I/amG9p4S+4MEaGtrQ3l5eU4duwYK0FPT08Hn8+Hh4cHK/DgBFkvXrzICJBbW1uRnZ2Nzs5OuLq6Qq/XQ6lU4uDBgxg/fjwAICwsjIVALl68iNzcXOh0OkilUowePZoluLmS+O7ubmi12t87MPsVYrEYdnZ2yMnJQVFREby8vFgCurW1Fa6urnjwwQdZT15kZCSmT5+OtrY2xo1YW1uLwsJCdHZ29mvoh/MGe7duaDQa5OXloaOjAyqVCpWVlQCuluhznp9Go4FKpcK5c+dw5coV2NraoqWlBVqtFtXV1fDz88MzzzyDtrY2/Pbbb5gwYQL8/Pxgb28Pk8kEi8XCvDROJik+Ph5SqZT1p3Z2dsLJyemOvWu9Xo+Ojg7mDQL/7TV1c3OD0WhEXV0da3dydHTE8OHDMWDAABARzp8/z1h8tFptn7k6dOhQpKWl4fjx45g+fTqmTZvWZxyvXLnCZOtcXFwwduxY+Pn53ZE9NwInRSWVSiEWi9He3o7a2lpcvnwZHR0dAK5Sq+Xn58PLywtExJht6uvrcfr06evWo6urK/z9/WE2m6FUKnHgwAE8+OCDsLW1RXh4OGP9SU9Px+XLl1kYnbvJc+wx2dnZGDduHJycnO56ixfH4GK1WmFnZ4fCwkKkp6ejo6MDAwYMYHyrWq0WKSkpuHLlCsRiMTo7Oxl9JdcuoVKpcPDgQUycOBFRUVHw8vJi41hYWIj8/HzY2tpCLpcjISEB/v7+zMu8W57mjeaqVqtFTk4OWltb0dHRwT4PuLrXuLu748EHH4Rer8f58+dRUFAA4Oo4ZmZmsrm6ZcsW6PV6ZuO1c7WgoABZWVlQq9UQi8UYMGAApFIpysvLGXn53YgUXLvnmM1mdHV1MUYsvV6PjIwMJl0mEong4OCArq4udHV1ISMjo89czcnJYYT4JpMJra2tOHToEOvN5M4Oi8XC2hrlcjlTLunu7kZFRQVrK+nq6mKyhTeLW9qh9Ho9Hn/8cRQUFMDFxQW2tras187LywsHDhxgHJwbNmzA2LFj++iePfbYY3j33XexePFiFBYW9nlvjjLpscceY3+bP38+0tLSGKk3d7sUiUSMM3Dx4sWIj4/H7t2777kuZmZmJnJzc/GXv/wFjz32GJKSkpgyS28beyeN9Xo9FixYgPz8fADAwoULsWfPHmZjf9Go6XQ6tLS0wNXVFQ4ODrBarQgJCcGRI0fw3Xff4aOPPoKzszPr5xs2bBhee+01fPrppxg/fjyUSiXEYjEGDhyI2bNnY/ny5XjllVeYlh5XIcqpHixcuJDZ+Oijj+LChQtMFd3T0xO2trYQCATIz89HZmYmU464E/tTU1Px1FNP4d1338WiRYsAXCXdfv/995lXz9lnNpsRERGBzz77DB9++CHeeOMNdHZ2YsCAAdi8eTPLAy1ZsoRtTL2h1+uxcOFC5OXlgYiQlJSEw4cP49SpU+ju7oZCoegjDnC3kJ2djQ8//BBPPfUUJkyYgOXLl8NiseD06dP4/vvv8c477yAgIAC+vr5YsGABFAoFIiIisGHDBowZM4ZVp4tEIixcuBBvvfUWenp6QERMH5AL2xmNRjzxxBNsHB977DFkZGQA+G/4kOgqWf2aNWuwa9cuDBs2DBqNBpGRkbdtOxGxCmVu03Z1dcXChQvR1taGpqYm/PWvf8XcuXNx8eJFDBgwAI899hjWrl2Lf//732hpaYGzszNGjRqFiRMn4uGHH8bSpUtZ1Kc3uD0tLy+vj41ceJKLfPR+lruB5ORkLF26FB988AFTfQoLC8OZM2fw1Vdf4b333mNhQ4PBgHHjxmHbtm1Yv349xowZg/b2dvB4PFZD8Oqrr/7hXH388ceRn58PIsKsWbNw/PhxrF+/HjU1Nfjiiy/g5uYGHo+H7u5uNDQ0sPzgnUCn06G5uZntORUVFbC1tcXx48fx7bff4v3334dUKoWzszOmTp2KqKgoRrwwadIkRpAjFouxaNEivP7661ixYgWKiorYehYKhRCLxeDz+ViyZAmbq/PmzcP58+dZz7ibmxtz0Hbt2oXz58+jpqYGdnZ2GDBgQP8QFxAR0/zz9vaGo6Mj80R8fX2ZeoHZbEZoaCji4+ORnJwMlUoFHo/HmuB7enpgMplw7NgxdHR0YOzYsRAKhSgrK0NjYyMThwbAbsk6nQ5paWnIz89nTdNEV9U/OPb6ew0nJyf4+PiwjT4nJ4eVRHNl2lzeNSkpCWq1GgcOHEBZWRkjtzaZTP2qlciB2wi5Rci1e3h4eCA6OrpPqNjd3R3R0dHw8vJCeHg44uPjcebMGVitVri6uoLoattESEgInJyckJycjJaWFjz00EOQyWSora1l48i1PHBFXFqtFvn5+eDxeHBwcEB9fT1jgLpTyGSyPukBzm6uSMVsNsPb2xsGgwHTpk1DdHQ049EdOnQoMjMzIZVKIZVK0dXVhdraWoSFhcHV1bXPOGq1Wvz2228oKytjskPAVRWemJgYtLW14fz585DL5YiLi0NdXR3a2towaNCgO46EODo6IiIigokkq1QqWK1WCIVChIaGIikpiRFjDBo0CHK5HF5eXoiIiEBCQgKSk5NZPsfW1hY2NjZwc3ODxWJBRkYGOjo68NBDD7Fik9bWVrYeiajPejx37hz0ej0rRnF0dIRSqYSbm1ufMOCt4kYhbM4L4UjyZTIZjEYjTCYTI0sICQlBfHw8UlJSIBaLERQUBIvFgszMTMZPmpycjLa2NiQlJcFgMODYsWMsLwhcXRdeXl6sjSM/P5+1QHG5xbvB+iOTyZCYmNiHVUcgEMDT0xOxsbGYOXMmSkpKoFarERkZiZEjR8Lb2xsREREYMmQIzp8/D6vVioiICNjY2PSx8cyZM8xGjUaDQ4cOoby8vM9c9ff3x/Dhw+Ht7Y3c3FzG9lVRUYGWlha4ubnd8YHJ5UwFAgGIiCnecCHkGTNmoLW1Fba2thg8eDBCQ0Mhl8sRFhaG+Ph4nDx5Enw+H0FBQbBarcjNzYWfnx9EIhFSUlLQ2tqK6dOns+Kmuro6KJVKJubg4+MDtVrNImlcS2RbWxtrTbnlAqdbKQ3WaDQUFxdHEomEoqKiaNiwYTRlyhRasWIFrV27ljXBNzU1kVqtZpyH+E/pPsf/J5FIyMHBgWxtbWn8+PGUnp5O3377Lb322mskl8tZ+fRLL73EPrupqYkGDx5McrmcZDIZiUQiEgqF9MYbb9Avv/zye6XQd6Ud4Y9gMpno8OHDtHbtWnJ3d2dEBQcOHGA8kLNmzSKr1UorV668jufxf9VWotPpWDsH91NQUEBpaWlkMBj6vFatVtPgwYPJ09OTli5dSk888QTNnj2bLl68SNXV1eTv70+PPPIIWSwWunjxIn355Zfk7+9PPB6PJBIJvfzyy+y9mpqaKDY2lsLDw2nmzJm0ZMkSevnll6m2tvaeEBdotVrq6enp0/7AlfMnJSXRhAkT6ODBg/TCCy+Qi4sLHTx4kKqrq0kul1NSUhJrJ7q2jWrVqlXs/RobGyk8PJzmz59PGo2G/vWvf9GCBQuoqqrqjx7tlm3UarU0adIkGjlyJJ06dYoqKirIarWSwWAgvV5/3ffZm2fVy8uLFi1aREePHqWWlhZqaWmhmTNn0quvvsrmA8fnya3f1atXs/dqaGgghULB2qNiY2Npzpw5tGzZMlq7di0Zjca7YuPvgeM/vpGNgwcPppCQEPrpp59o+fLlJBaL6ddff6Wqqiry8fFh6/GNN94guVzeh5e09zi2tbXRvHnz6O233yaTyUQqlYqam5vJZDL90aPdFRstFgu98sorNGvWLGptbe3zN41GQyNHjqTIyEjatm0bLVq0iOzt7emXX35h7UHcXH3hhRfYGOE/JDG9beT2KIVCQcuWLaPo6GhycnL6M77VW7bRZDLRnj176Mcff6T6+npqbW2lrq4u2rhxI7300kvU2dnJWoYsFgup1WpKSEggX19fWr16Nc2cOZPkcjn961//olOnTlFAQADNnTuX9Ho9/fLLL7Rq1Sry8PAgHo9HDg4O9Oqrr7LP5tajl5cXRUREkJeXF3l4eNCpU6eora3tlmy8paIfg8GAl156iQklc02nnKf1/fffo7W1FTt37oROp4NWq8XPP/+M1tbWPsoHAoGAxbW9vLwwZMgQdHR0oKOjA0VFRdDpdODxeIiJicGoUaPw5JNPwsXFBePGjUNbWxtj85fL5ZBKpRgwYABeffXVG+VN+rXoB/ivAkR2djbeeecdBAcHIyEhgVHeyWQyhIeHY+7cuXjuueewefPmPv8+JiYGY8aMwfLly29Xzf22bOQaovl8PrKysphSh729Pf76179CIpFAr9fj6NGjuHDhAs6cOcPK2cPDwzF48GDU19dDr9czzUeZTIb29nZ0dnaivLwcjY2NSE1NRUREBIYPH47ly5fDzc0NU6dOZZXQDz74IOLj4xEVFcW0Ne+Wjb3Rm/SCx+NBIpHAbDZDo9Hg2LFjuHTpEjIyMmAwGJjeo0KhYLkfuVzOFBF++OEHnD59mhW3NDc3IyYmBqNHj8by5cvh6emJxx9/HBEREVi3bh1KSkrQ2NiIxMTEP6oIvmUbzWYz9u/fD6PRiLi4OOTn5+Ps2bMQi8WQyWR49tlnWf6cW49HjhxBZ2cnRCIRvLy8EBAQgOPHj6OpqQkPPPAAFAoFhg0bxtQu9u/fj/r6ekbEYGNjg6VLl8LFxQWJiYmMNm/FihWYOXMmgKtecGJi4o1CsndlHHvrlXLC1wCwb98+nDlzBrt374bBYEBiYiI0Gg06OzsRGRkJd3d3VmdBRDh+/DgyMzMZwQYAxMbGsnH08/PDp59+ioCAACxevJjlx/5EGuqObczMzGR8xmazGTt27ICjoyN6enpw/PhxXLx4EYcOHYJer0d4eDh8fX2hUCjQ1dUFq9UKhUIBoqttTkeOHEFaWhrbG00mU5+5KpPJkJCQALPZjKioKMTExCAsLAyzZ8++q8VbRISKigqYzWbIZDKkpaXh6NGjqK6uhkgkwrZt2+Dk5AStVoujR48yGzUaDbPHYrHA29ubEU/w+XxWHa1UKqFUKtHd3Y2mpiYMGjQII0eOxLJly1gtCddNMXbsWAwePBhjxoyBm5sbE7G+GRtvuQ8zPDychWY5EVfuQc1mM5qamnDgwAE0NDSgo6ODaY9xRTrAf9koxGIxGhsbsXv37uu/bSLk5OQgJycHo0aNwuDBg0F0VRlcJBIhPDwckZGRSE5ORmNjIwuFGo1GxlrSX+A2E/pPUptrEzEajQgICMDMmTOxZs0a1NTUYO/evayohGP+6d03mpubi9zcXIwaNQpBQUG3rdN2q+hdVl1RUYEDBw7AycmJyXJxkmVnz57Fzp072bM1NTUhOjoakZGR+Omnn1BdXY2TJ0+is7MTu3btYjZGRUXBw8MDqampTJ5o9OjRcHBwYKEei8WCAQMGYPjw4X1K97nFcTfzRlzrAfcZHO9ra2srjh8/jj179iAoKAhEhEOHDmHRokVISkpiOZPDhw+jvb0dO3fuRG1tLSwWC5N7UiqVfeaqTCaDj48P3N3dGRvVbV6G/hBcP6zZbIZOp0NVVRW++eYbSCQS+Pr64q9//Ss7MI1GI4xGI+bMmcNaFQwGA2uTKSoqwurVq1k4m7tYzJs3D11dXTh37hyOHDmCHTt2YOzYsbCzs2P6s9zGPWXKFGi1WgBg/Yx3ez1aLBYYDIY+gsJc60dqaiq++uorxs509OhRJlZ/6tQp8Pl8HDhwANXV1Vi3bh3q6+tZ4SKH3uPICXBzRSb3ive5oqIC+/btg1arZSkQg8GA5uZmHDt2DLt27YKjoyOICKdPn8b8+fMxc+ZMvPjiiygtLcXZs2dRXFyM1157jQnXc5eXa/fVuLg4iMVi9PT0oLGxEUuWLMHjjz9+123i8XgICgqC2WxGd3c3SktL8cMPP7C5ylXPc9J7O3fuZPJrRUVFkMvlUCgUuHjxIng8Hvbu3YvKykr8/e9/Z5d/TnKurq4O2dnZuHz5MkaOHIkHHngAIpGI5dyHDx/OxCS4/YVL2XCMUL+LW3Gr9Xo9LV68mObPn0/Z2dl08eJFOnr0KL300kv09NNPU2dnJ2VlZdETTzxBYWFhJBaLaefOnbRjx47rpHVu5ScwMJDGjRtHycnJ9Nlnn5FYLKb33nuPysvLqbS0lGpqashisdCOHTsoLi6OUlJSbjt0cDNISUmhxMRESkhIoMTERMrKyqKUlBQSi8W0YsUK6uzspKlTp5KtrS2FhobSc889R0REBw8epJdffpk8PT37yCVJJBIKCQmhyZMnXxd+uQncsY0dHR1UVFREixcvpnHjxlFrayuT/lqzZg3FxcXR0aNHKTs7m3bu3Elvv/02zZw5kyIiIiggIIBGjhxJq1atotraWvrXv/5FixYtosTERBo4cCDx+XwaOHAgzZkzhyZOnEgzZ86k8+fP05dffknu7u701VdfXfc8paWltGfPnt6yQ3dsI8dg8v3339O6deuou7ubTp06xdhGJBIJ7du3j/bt20cuLi4UGhpKU6dOJQ8PDxIIBBQWFkbLly+nqqoqWrRoEQtTXsvEEhgYyNIMFy5coH/961+Un5//p4N4uzaaTCYyGo1kMplIqVRSVlYWjR8/nhQKRR+JMY69hgthWiwW0mg01NraSkVFRZSbm0ttbW2MB5YLj+l0OsrIyKDIyEh64YUX6PLly7Ry5UqaNWsWpaSk0KefftqHs5QLqRER7dy5866vR45N6cCBA/T111+TRqNhjDWPP/44icVi+vHHH+mnn34iT09PcnZ2JmdnZ7K1tWXjuGTJEvb6a/caHo9Htra2bD0WFxfT+fPn6aWXXqKzZ8/22zj2RkdHBxUWFtLkyZNpwIAB1NTURKdOnaLIyEhycXEhiURCu3btoj179pBcLid/f3+Kiopiaa7IyEhatmwZ5efn04IFC5hdvGtk6rh99dixY7RhwwYSi8X0xRdfXPc8ZrOZdDpd7zTGHc1Vo9FIjY2NlJGRQVOnTqWIiAhSKpVkNptJo9HQM888Q46OjrR37146ePAgDRs2jIKDg8nZ2ZmEQiEJhUIKCwujxYsXU3Z2Ni1evJgcHBzI2dmZMf1IpVLy8fGhwYMH04wZMyg1NZU2bdpEEomEvvjiC7YfcKm806dP04oVKygvL+8Pbbxl4gKuCjYsLIy1FwQHB8NisTCWCr1ez7xIq9XKwh0cuCKZ3l4n9/4DBw4EEaG0tBQeHh7w9fVFZWUlNBoNC6np9Xq0tbWhrq4OdnZ2EAqFMJvNrGL3XjQYCwQC1NTUoLOzE8XFxawISaVSoby8HHK5HIMGDUJhYSGuXLmCoqIi2NjYIDg4GHFxcaiurkZ5eTk8PDwYd+f/QkSaAxFBLpezsBtnI1doEBgYCJlMhpqaGnYL48a9ra0NAoEAPj4+8Pb2hq+vL7q6ugBc5Wv08fHB4MGDsXv3bqZqzwkfc2Gu0tJS8Hg8hIaGsu/4boKLCnD20X9SEb09bc47ov9EULgSdg8PDxQXF0Mul6O9vR0SiQT+/v6MWKOoqAgeHh7w9/dHWVkZNBoNNBrNdR6ySqUCgLsqRMwVyPQu5lIoFJBIJH1SFBy3MQeuotnW1hZBQUGwsbFhwr693xe46sk6OzvD39+fFTXl5+cz7lXgqger0WgYv6tUKkV7e/tdry7lbLW1tWX2cc/am8ca+C9vqcFgYOw+RUVF8Pb2BhHB1dUVwcHBTGC5uLgYnp6eUCgUKC0tZSolHFMVh/4Yx94wmUzQarWMJIKbr71/evdpdnR0oLGxkY17cXExa6Nyc3NDWFgYi/Jx7F2+vr6oqKiAWq1m3jqndmO1Wtl6HDhw4F21rXcPukAgwIABAyCRSFhhEMe4ZGdn12dtmkwm6HQ6BAYGQiKRoKysDMHBwcyWwMBAiEQipr7C7b9c2xzHw2uxWNDd3c14l21tbZmNNzVXb/WWYDAYSKfTkUajoW3btlFERAQdP36cJfn379/PFC2Aq+LJ13qXfn5+NHDgwOvETsViMZ08eZKOHTtGYrGY8QFOnTqV+Hw+yeVycnFx6cONKRaLycvLix5//HH67rvvrhVj7hcPk7t5r1ixgng8Xh8bBQIBSSSSPgl4Nzc3GjVqFK1Zs4aOHTtGLS0tdPbsWWajTqdjvKq3oVxyxzbu3r2bRo8eTWfOnOlTLMIJvpaVlVFVVRWdPXuWHn30UVqzZg2dPXuWlEoldXV1UWpqKl2+fJn0ej3p9Xo2R7KzsykhIYE++ugjMhgMNGPGDBIKhRQSEkKhoaEUGBhIX3/9NXV0dNCIESNozJgxrBCJ4xC+WzZyPJsdHR1kNBpJr9eTSqWiqqoqWrx48Q3nKo/Hox9//JEKCwvJ09OTBAIBOTo60pw5c2jjxo1UW1tL58+fv26u2traUlxcHL344oukVqvJZDKR2Wym/fv304EDB/qlQM1qtdLmzZvZ3PsTnsxbAjffOQ915syZrKCL+75eeeUVunjxIsXExJBcLqfZs2fTtm3b7vp6tFgszKPuXXxjsVgYt7ODg0MfrmCO25lbjzKZjBITE+nVV1+l3bt3U1NTU5/1qNFoaNq0aeTh4UHHjx+n4uJiamtrI51ORyaTifbt20e//vprvxUabtmyhZycnOjXX39l33tLSwtduHCB5s6de92ew/3s2rWL8eUKhUJycXGhl19+mVJSUhgf67Vzldt3fX19ady4cfTLL7+QRqOhMWPG0Lhx4+66ChQXIfjuu+8oOjqaDh8+TD09PWQ2m6m7u5vKysroww8/pAkTJlBiYiJFRESQSCQiBwcHksvldODAAaqoqKCIiAgaO3Ysff3117R//35KTU2ltrY2unTpEhNT12q1NH36dBIIBCSXy8nLy4vc3d1p8eLFtHnzZgoNDaWRI0eyNWowGP50rt5yp7itrS2USiV+/PFHXLp0CS0tLbBarey2x/V/XblyBXV1dZg0aRKcnZ0ZxR1HjWY0GqHT6SCXyzF8+HDU1taywh+uL4zTK5w9ezbCwsIgFApRWlqKffv2MbHqpKQkKBQKploikUhu1aTbAp/Px/jx4xm1XXNzM/bs2cN03Q4fPoyCggI4OzvD0dER0dHRsLe3R0dHBw4dOoTu7m489thjGDFixD3vH+XQ0tKC3bt3o7a2FnK5HPb29tc1LNvb27PGXqvVysaTU5GxtbWFv78/hEIh+x3nKcvlcsyZMwdxcXEQCoV46KGH2I2eY4TKz8+HWq3G6NGjWUFGb4/pbtk4YMAAxMbGMs+L84xPnToFhUKBlStXgs/no6WlBfv27WMEGcePH0dpaSkCAgIwaNAgxMbGIioqCgqFAoWFhWhtbcWcOXMwdOhQ2NnZsbnq7OyMsLAw1jPMUZb1RwSEs/HUqVNMbP1uzimuPYADxyPc09PDWJPS09NhMpkwbtw41tIRGRl519YjZ2NkZCRGjRp1nXYqj8fD6NGjWcuZSqXC2bNn0dnZifb2dpw8eRLV1dUYNmwYHBwcEB0djdDQUPj5+THvIz4+nnmis2bNQlxcHPz8/JhGb0tLCzo6OlgBWH+NY0dHBxYvXoygoCDm3YpEIshkMkyaNAk+Pj4gulrUU1RUhPr6elRXV+PYsWOoqanBww8/DB6PxziBAwICWE/p008/jVGjRrG5OnDgQOh0Ojg6OiIgIADd3d04cOAAxo4dCxcXl7tO1dnS0oJdu3YhMzOTqVJxa8LW1hZSqRTx8fGQyWRMmYQjU9Dr9RCJRNBqtXj00Ufh6OiI8PBwODg4wMHBAXZ2dnBxccHkyZMRFRUFiUSCpKQkhISEgMfjoampCRkZGaipqYFOp8P48eMRFBTE+mxvytZbvSVYLBZKS0tjuRuuhYKDWq2m0tJSeu2112jYsGFUXFxMJpOJWltb6fz587RlyxZ68skn6aGHHqJRo0bRa6+9RlarlY4ePUpr1qyhjz/+mJVC9y5/tlqtpNfradeuXexGJZFIKCUlhbq6ushoNN5IKaFfPEyuxJxrv7BarZSRkUESieQ6j3nUqFG0fPly2rdvH33zzTf0ySefUEJCAk2cOJGKioqYLtwd4LZtzMzMJIlEQkOHDqW33nqL8vPz+7QD3MjbNZvNVFtbS6mpqVRXV8duh9e+lvMStVrtde+p0+koLS2Nnn76aRoyZAj5+PhQbm5uv9rYey5xSE5OpoSEBNqxYwfzrLOzs8nFxaVPKb5UKqUFCxYwrU+j0Ujd3d302muv0apVqyg9PZ3q6+v72MhpjVqtVmpvb6fa2trfa7W4Kzb21pbdv3//n6mG3BC3Et0wmUxUVlZGmzdvZtEke3t7ys7O7pf2oBuNY+/P4XKnnNdXXl5Oc+fOpaioKOYN+/n50RdffEEpKSksR2s0GikzM5MOHDhAb7/9Nh0+fPi674R7bUpKCv3zn//8szqDO7aR8wBNJhMbR51OR/X19dTT08PsbmpqonXr1tG0adPYXuzj40P5+fnU1dXVJ19dX19PtbW1pNFo+sxDs9lMjY2N1NLSQgaDgT755BOaOHEilZaW9quNDg4O5OfnR7/++itbJxaLhfR6PRmNRjaOVquVtFotlZeX04kTJ+jYsWN05syZPvsv9zqdTkfNzc107NixPlq0nNrVwYMHaejQoeTr60symYwyMjLIZDL1rx4mEcHT0xMrV66EXC5HSEgIEhISQESMlcHb2xtPPPEE/vKXv8DHx4fp7FVUVODbb7/FihUr4O3tjZUrV+LIkSPQ6XQYOXIk5s6dCxsbG+h0Ojz44INQKBTsc7kbCHcL4G763t7eLN59r8gLbGxsYG9vz8qaP/74Y3R3d+OHH37Ab7/9hm3btuHNN99ESEgI1qxZg9bWVnR1dUGpVKKnpwfPPfccQkND4evre0+0A38PQUFB2LVrF5ycnODh4YHc3FxkZmZi7ty5v3uD5vP5KCsrw969e/Hkk09CKBTimWeeQUhICF5//fU+uSSOiaN3bpYbx46ODhw9ehRz5869bqzvJoKDg7F3794bckZGRkbik08+gVwuh0ajAY/Hg0KhwM6dO7Fv3z5s3boVb775JkJDQ/Hxxx+jqKgI2dnZLPe+cOFC+Pn5Md7W3jba29ujra0Nly5dQlBQELy9vfuNWN/BwQHjxo1DREQERo8ejRMnTuDXX3/FJ598AplMdlPv0dHRgRdffBEDBw7E66+//qev54gEOFWJ5cuXM9Wi/liHNxrH3p/Dta1xv5PL5Xj55Zexc+dOXLlyBS+//DLCw8Px5ZdfQi6Xo7GxkXmYCoUCvr6+GDhw4HXfF8cv++WXX2LixImYMmVKv4kF9LZRJBJBqVSyyATHdNZ7DslkMsyePRvd3d04cuQI3njjDQwaNAhvv/02rFYrZDIZpk2bhuHDh8PR0ZHlfXuvRxsbG7i4uCA9PR0bNmzAhAkT8P7778Pb27tfbAwMDMR3330HW1tb2Nvbo7m5GQcPHkRSUhKrvL42ciASiVBXV4fffvsNc+bMgZubG1asWAGFQoEVK1bA2dkZUqkUQqEQzs7OiIuLu249SiQSViuxYMECTJ48GcHBwbd8btzWCpZIJIiNjcXAgQMRHx8Pov+23HCHCScTxUEoFKKrq4vx+0VFRUGtVqOtrQ0pKSkYOnQoc50B3LAMv3e4z9PTEyEhIX1ChvcKXEEMcLWYJC0tDTY2Nnj//fdRXV0NABgyZAgGDx6MV155BTqdDiKRCA0NDdBoNIiJiUFcXNw9feYbgaOk4r7X06dPo6am5g/l0ng8HlQqFcrKypg81vHjx1kPGDc+3DjeKLRqY2MDvV6P6upq+Pr6YtKkSf1jIK6yMf3lL3+54d9cXV0xatQodHd3s148R0dHTJkyBcXFxUyRZvDgwVi9ejVUKhUrBrKxscGrr76KyMhIRqPWGxy1XF1dHXx8fPo17C4UCuHv74/Bgwdj+vTp2LZtW5+D/Wag0+lw7NgxVqx1M+h9gY2KimJsUf2BPxpHDr3Jyu3t7fHAAw/g3LlzAIAHHngAgwcPxgsvvIDm5mYMGjQIrq6u8PT0hLu7O2xtbfswRPVGa2srTp8+jREjRiAgIODuGtYL19rICSJzKS8u/cNdDEQiESt8sbGxwZAhQxAXF4dVq1ZBpVJBJpMhNDSUiRv83uVcJBKho6MDhw8fxsSJE5GYmNivNk6aNAlCoRASiQTffvstGhoa+vSFXws+n4+enh5UVVWxg/bMmTMYNGgQHn/8ccbFy3FV34g5TSAQMCHpoKAgTJo06bb4cv+MuOA+7uM+7uM+7uM+APzv+hju4z7u4z7u4z7+P8L9A/M+7uM+7uM+7uMmcP/AvI/7uI/7uI/7uAncPzDv4z7u4z7u4z5uAvcPzPu4j/u4j/u4j5vA/QPzPu7jPu7jPu7jJnD/wLyP+7iP+7iP+7gJ3D8w7+M+7uM+7uM+bgL3D8z7uI/7uI/7uI+bwJ9xyt0RDZDZbMbJkydRXl6OM2fOYPTo0UhKSkJlZSVUKhX0ej28vLwwVWYvfQAA/SNJREFUfPhwCAQCxgeZnZ2NCRMmYNmyZVi/fv2dPMLN8B7d0EaDwYDGxkY4OjrC1dW1z9/Ky8tx4MABXLlyBfX19ViwYAFsbGxw/PhxBAUFITY2FkSEjo4OvPTSSxg1ahR+/PFHpqTwj3/8A5cvX8bevXvx4IMPYsGCBYiJiYFcLoerq+ut6mLeto0AGK3btZ9JdFWbrra2Fq2trXBxcYFGo8G5c+dgb2/PODc7OzvxxhtvICoqCmvWrEFAQADc3d3R0tKCgoICvPjii5g6dSqeeuopeHp6ws7O7lZsu2MbtVotiouL4e7uDj8/vz5/a2pqQlpaGvR6PTQaDX744Qf09PTAz88PkZGRSEhIgMVigUajwaFDhxAVFYVXXnkFwFXassceeww5OTlobGzEtGnTsHTpUiQkJEAul//3wW+eeuuOxvEP/xFd1WlVqVRITk5GfX09Ll++jIiICAwdOhRWqxUqlQpbt25FaGgo/va3v0Eul8PR0RHnz59HVlYWXn/9dTz55JP4+OOPr+MHvgXcto0WiwU9PT0QiUS/q4BCdFX/8u2330ZVVRUsFgsSEhIwbtw4dHZ2Mr1OhUKBpKQkpq5jMBiQnZ2NSZMmYfny5fj0009vx7Y7tlGv16OqqgoymQyenp595o7VaoXJZILJZIJGo8F7772H6upq2NraIjAwEIMGDYKDgwPUajXefPNN2NraIjY2FuPHj0dkZCQOHDiA6upq5ObmYunSpXj33XfvhMaw3+YqB6PRiE8++QTV1dXo6elBZGQkhg4dCp1OxzQvXVxcEB0djaCgIHh5eQEA8vLykJSUhCeeeALvvvvunTzCjW28Hcb5m8W1LPD5+fm0bds2io2NZUoQs2bN6vM6k8lEmZmZpFAo6O23377TR7htVv3m5mbasmULpaamXve3EydOUGhoKMlkMqa1Nn36dNJqtfT555+TSCTqo27O2WgwGKi1tZXi4+OZAjyfzyc+n09vv/02nTx5kvR6/T2z0WKxkEaj6cP6z4F73urqarp8+TJ1dHQwrcrPPvuMBAIBs5HH4zEbzWYz6fV6ys7Opt9++43effdd+vvf/05ffPEFVVVV3aptd2xjZWUlLVq0iL7//vvr/rZv3z7i8XgkFotJJpPR0qVLafPmzWQwGJgmoa2tLRvHpKQkIiIyGo2kUqno/fffp9mzZ5NUKmXarL/++uufqZLcdRuJ/lxppLq6mjIyMqirq4spNGzdupXkcjlTOuFs5BQ6enp6aPTo0eTo6EgCgYCefPJJqquruxOtzdu2UaPRUFZWFtXW1v7um5vNZqbZyWH//v00Y8YMksvlfdZjb5hMJkpPTyd3d3d65ZVXbtc2DrdtY11dHb3xxht08ODB6/6m1+tJqVRSZ2cnqdVqam1tpdbWVlKr1bRu3bo+KkkAaNKkSVRdXU3vvPMOjR49mgoLC6mkpITmzp1L27Ztu6HC0L2wkejWVHE4fP/99xQREUEODg6/e3ZYrVYqLy+n+fPn07fffnvLn3ENbmjXn3HJ3hWi2bq6OmzatAlhYWEYNmwY8vLy0NraCuDqTZ3TyBQIBFi5ciXEYjGOHDmC0NBQDB069E4++rZvQjqdDuXl5XB1dWXM/V1dXVi/fj2uXLmClJQU6PV6WCwWDB8+HO7u7vD09ISzszNcXFzYDdzGxgYajQZNTU2wWCwwm81oaGiARCLBiBEjUFxcjLS0NEyePBne3t6oqqrCoEGDsGzZsn63kf7jRfYmte/q6sKGDRugVqshEokQEBAAb29vJCYmoqenB1988QWkUinc3NwY6T5nY2NjI4gINjY2WLhwIWQyGVpbW5lupkKhAI/HwzfffAMfHx/MmTOnX20kInR3dyMjIwN+fn4IDQ1lNq5fvx7Z2dk4cuQIfH194ePjgxUrVsDOzg7nz5+HTCaDXC5nY2xrawu1Wo2mpiaYzWbw+XyEhoZCIpHAZDKhsrISBQUFmDx5MuRyOdLT0xEeHn5PxvGGL/yPt8WRdCuVSqhUKvj7+6O1tRWff/45ZDIZvL29GfE8j8djc5X7b4VCAbFYDKvVioiICCQkJEAikdyuXult2ch5V93d3ZBIJJBKpQCuep0NDQ0QiUTw9PRkmxqfz0ddXR02btwIHx8fhIaGQqlUQqvVMhsbGxsBXCWQf/755yEWi3HgwAEMGjQIw4cPvx3b7shGg8EAjUaD0tJSyOVypt7DzVU7OzvEx8cjKCgIcrkcBQUFqKurw5kzZ2C1WgEAR48eRWdnJ5599lnweDzU1dWhsLCQafX6+/vj8uXL8PX1xaBBg2A2m6FSqbBp0yYoFIr/2VwFwGy4NnLBjaObmxv8/f2h0WhgNBrB4/GgVquhVCqvym4JBFi1ahUcHByQlpYGPz8/hIeH38ojXIt762GaTCbS6/VksVgoKyuL3N3d6aWXXiKdTtdHq+/gwYMklUpJKpWSp6fnn+ki3iru6CZ0Lerr6/vcVAGQSCSiRYsW0aJFi8jR0ZGeeeYZUiqVpFaryWAwkEajoV27dhGfzyehUEgODg60bNky2rRpE3V2dtLPP/9Ms2bNotWrV9PLL79Mbm5uNGfOnFvRM7yrNjY0NJCvry/Z29uTv78/LVq0iDZt2kSVlZWUmppKMpmMnn/+eerq6iKdTkcGg4G0Wi2zUSQSkbu7O2VnZ5PJZCKtVktarZbp+ymVSho/fvwN9Snvto2cp9T7v4n6jiOPx6OIiAhKSkqitLQ0OnHiBMlkMlq1ahWp1WrSaDTs56effiIAZGtrS87OzvT999/T/2PvvaOjrNbv8T2TyZRkkkz6pPcOaYQmVUWKAoKigAgIV0GULhbuhc+9yhVFQFGujW5BEEVKpFcJJZAEUkjvvU8mM5lent8fue+5iaAiJPj9rcVeK0vJTGbe/Z7znvKc59k7MzOT1Go1nT59ml5//XX6xz/+QcuWLSN3d3eaMmUKaTQa5u3XGxx/C5wHYEdHBxF1eifm5+eTSqWi1NRUcnFxYRw530WLxUL79+8nHo9Htra2zDPwLnfMPcbRZDKRyWS65fcGg4HS09OpoKCAiDp3/lqtlsxmM6WnpzOOnAck55e5f/9+AkBCoZDc3NwoMzOTiDojLvew67onjh0dHaytiP7XV2tra8nHx4cSExNp69atlJaWRk1NTbR3715auXIlOTk50ZQpU+jQoUM0cuRICgsLo+zsbNqxY8ctvsFKpZI0Gg3p9XrmVVtUVESBgYH07LPP/p43ZI9w/D2YTCb2nHBzh9FopGvXrrF21Ol03XwyDxw4QAKBgI05XDv2EG7Lq9d8sQ4dOoRLly5h1qxZcHd3x6lTp5CRkYH58+dj6dKlSEhIABHBbDZDq9Xi9ddfx3PPPYewsLDeuqQ/DbPZDIvFAovFApFIxHweuR2TyWQCj8dDUlISoqKisHjxYpw6dQpjxozBunXrEBERgXnz5qGkpARWqxXTp0/H2LFjERcXh4aGBowbN465uA8aNAiJiYno378/ZDIZampq4OLiwlbT9ws2Njbw9fXFsGHDsGLFCmzbtg0ffvghcnNzERISgpMnT+Ls2bMYOXIkPvroI7aLKi4uhtVqxSuvvIJp06YhNDQUJSUlWL58Odzd3REaGoqpU6ciODgYX3zxBbMq6k0P066f3dHRAaVSCTc3N9aOzs7OCA0NRVNTEy5evIizZ88iPDwcp0+fxunTpzFs2DBs2LABERERmDt3LoqLiwEACxcuxNSpUxESEoLKyko89thjUCgUUKlU+PDDDzF06FDMnj0bOTk5ePrpp7FgwQJMnDix13j+Fveunqa7du3C999/j4cffhiBgYGsHYcPH46PPvoIAwcORGZmJgoKCkBEeP755zF+/HiEhITAxsYGBoPhzl3pexi/9Z22trYIDw9nu92dO3fixIkTWLhwIby8vHDmzBmcOXMGjz76KNavX4/+/fsjIyMDubm5AIDFixdj+vTpCAsL+92z7vuBrueyer0eHR0dzMMyNjYWYWFhmDBhAr788kscOnQIHR0dCAgIwNGjR3HmzBmsWLECK1asQEhICBYuXIiqqioAgFgshqOjI+zs7FBZWYklS5awnAKJRAJ/f38kJydDpVLhyJEjiI2NRVBQ0H3n3zVisXfvXpw9exbR0dHw8PDAyZMnkZGRgdmzZ+ONN95AfHw8Ghsb0dLSArPZjOXLl+O5555DeHg4rFYrtFotbG1te8VruNd6P2cgzD24fn5+aGxsBJ/PB4/Hg8lkQl5eHptMrFYrjEYj8vLyYGdnh8jISPaw/9Z2/X6gubkZVVVVv7u99/T0RGBgIIKDg3Ht2jVUV1dDo9FAr9cjJycHDQ0NADp5mM1mtLa2QqFQgMfjsQZubGxEQ0MDbGxs0NbWhszMTPTt2/e+TJjc6qnr/RUIBHB0dIRWq0VDQwOsViukUini4+NRUFAAq9UKi8UCg8GAnJwcFuIiIhiNRuTn56O+vh4AWJuXlpZCrVYD6OwfvT1hdkVTUxNu3rx52xC/TqeDSqUCj8eDo6Mj4uLikJeXx67PYrEgOzubtSMRwWQyoby8HNXV1YyjQCCAUqlEY2Mj8w3NzMxES0vLfeH4a3D3Hehc/BkMBgCAVCpFXFwcioqKWDi9paUFWVlZKCkpYRzNZjPy8/Mhk8kQFBTEBjWDwcA8GruG8+83LBYLOwYQiURoamqCWq2G1WqFnZ0dIiIiGEcAMJlMyM7ORmlpKYD/hXrz8vLYv+m/xwxNTU0wGAxwc3Pr5vvZW+h6D5uamlBQUIC4uDh2PVxIuqKiAnl5eSw0Gx8fj+LiYgiFQoSGhiIsLAxFRUWsr3K8CgoKIBKJYDab2fPe0NAAvV4Po9EIrVaL2tpaBAcH9yrP28FsNqOsrAwikQje3t7sueNMyuPj49HU1MTu0a/bkXse8/LyIBKJupmMNzQ0QKfTwcXFhXlw3hN+a+tJd7GtNpvNLJRoNpvJYDB0Cy1yCSEWi4Vqa2spMDCQhEIhC3NxiRNDhgzpllig0WhIpVLdzUH1PYcOuMSIEydO3DYkK5FIKD09nV3XkSNHaOrUqXTmzBnKysoiT09P9l4ufCCVSmnYsGGkUCjo008/JblcTlKplEQiEXvdw8ODtm3bdl84Go1GUqlUZDKZWAgoODiYFixYQElJSeTu7k7p6eksLKZQKKigoIAaGxspPz+/2z3h2tHBwYGGDRtGbW1tpNVqqaOjg5566imyt7cnsVhMU6ZMYX3hfnD87LPPSCaT0dGjR28JyXLtmJaWxkI+HR0dVFtbSzqd7pZ25zja29vTkCFDqLW1lX755Rf65z//SXFxcSwJSCKRkIODA33xxRf3heOv0TXMdf36ddq/fz81NTWxdjQajaRWqyklJYV27NhBnp6eJBAIuvVV7nnUarXsc0tKSigzM5NaWlpIo9H8mUvqUY7Nzc00adIkGjt2LM2ZM4fWr19P+/fvJ4VCwZ5H7ljAaDRSVVUV+fv7M45dx5yBAwdSfX09abVaslqt9Nlnn9Hrr79OOTk51NTUdF85cglnP/74IxUUFJCXlxcFBATQrFmzqG/fvuTs7EynTp2ipqYmMpvNVFtbS1euXKHW1laqrq6+ZYzCf4+O+vfvT8XFxaRQKMhoNNKaNWto3LhxJJPJKCYmhlasWEEpKSn3hWNXNDU10dixY2nhwoVUW1tLSqWSdDodGY1G1n+7zh01NTVs7ujaT8ViMQ0ePLhbX123bh298MILdPToUcrJyfkzl9X7IdmuqyQbGxsQEfbu3YumpibweDwkJCRg+PDhaG5uRk1NDbRaLXx9fTFx4kScP38emZmZADpX/ETU7bO4MNr92pFwMBgMUKvVOHDgAFJTU6HVatlrI0eORHx8PM6cOYOLFy+yBIvHH38cHh4ezEU8KCgIjz/+OFJSUpCdnQ2j0Yiqqips27YN2dnZsLGxgdlshtFohIeHBwsVymQyaDQaSCQS8Pl8lojR0/eAW82lpqaiqKiI7Xpv3LiByMhIPProozh79izjGBkZiaSkJNja2rLV+685GgwGVFdXY/v27YiOjkZsbCw0Gg34fD6mTp2KQYMGsXbtCuqlXaetrS2kUikuXLjAOHJh9ZEjRyIhIYFxBICYmBh2jVxfDAgIwKOPPoorV64gPz8fQGdSwrZt21BfX4/CwkIWRZk5cyakUikEAgH69u3b43zuBFyZlsVigYeHB3g8Hg4fPsx2+QkJCRg2bBiys7ORmpoKlUoFf39/TJgwAb/88gt7Hmtra/Htt98iPj4e/fv3Z/1FKBT+JSFaDly4sry8HDk5OYiNjUVwcDB++ukndHR0gIiQkJCAESNGoKOjA2q1GgaDAf7+/reMOe3t7SgsLERgYCBLjKqvr4ednd2970r+JCIjIzF9+nRkZ2cjIyODlZNkZ2cjJiYG48aNQ2pqKjIyMrqVlQgEAhaNc3FxQUxMDEpKSlBfXw+DwYDGxkYcO3YMUqkUYrEY6enpqK+vx7Rp0+Dt7Y2IiIhuJVH3CyKRCEOGDIFWq8X27dsxduxYxMfH44cffkBzc3O3djSZTDAYDNDr9ayvnjt3jrWjXq+HXq9nY5NSqURbWxvc3d1vKQ+8K/TUKuF20Gg0lJCQwFY5S5cuJSKizMxM2rt3L7m4uLDU4MWLF7PVflJSUreVq9lsvu2h/x3gnldCn3zyCdna2hKfz+9WKgKAPv74Y1KpVKxMxtbWlpYtW0Ymk4kUCgXduHGDPD09acKECdTR0UELFiy4ZeXn4OBAfn5+JBaLSSgUUlJSEk2fPp22bdtGly9fprq6OpYqbzAYbpdAcs8cudXb6tWr6eGHHyY/Pz+SyWSMo1qtZhwFAgEtW7aMrFYrmUwmqqioIB8fH5o4cSKpVCp6+eWXGTcueWTGjBmUmppKw4YNIx8fHyovL//NRJLfSLy4Z4579uyh/v37U0xMDIWGhpKbmxtJpdLbcgRACxcuJJ1ORyaTiaqqqkgul9OYMWOosrKSXnjhhVvaseuPl5cX1dTUsCSTvyqRgqjzfnL9pqOjoxvHpUuXktVqpenTp5OTkxPxeDyaNGkSWSwWWrRoEXufWCym8PBwWrt2LRF1lqjk5+ffzTPZYxytVitptVq6cOECvf322wSANm/eTBqN5haORJ1JT5cuXSJPT0+aPHkyWSwWWrhwIXufv78/bdy4kS5cuEBWq5UWLVpEo0aN+rO7yx7h2NHRQTU1NTRmzBji8/nk5ORE9vb2rK92dHRQYmIiG49efPFFqqmpIbVaTeXl5SSXyykmJobWrVtHgwcP7hYN69OnDyUlJdGQIUPI2dmZfHx8qKamhgwGA7W1td22xKw3OHLgxrX8/Hz65JNPSCgU0qeffkoajYYSExNvaUe1Wk25ubnk4+Nz23aMj4+nmpoa0mg0ZLVa6dVXX6WHH364x9qxR5aHNTU10Ov1CAwM7LbiFIlE2LhxIzIyMvCPf/yD/T4oKAhubm7Yvn07FAoF3n33XVy7dg1CoRDr1q1DYmJitwPbv2JnycHHxwcjRoxAVlYWzGYz1q5dC4VCgWPHjuHnn3/G8ePHUV5eDqAztm6xWEBEsLe3h1wux1NPPYWWlhY888wzyM/Ph0gkwnvvvYfAwEAYDAZUVFQgPz8fZ8+eRU1NDUpKSuDv749Ro0axw3qBQAAej8f+29PgPrOkpAR1dXVYv349dDodUlNTkZqaipMnT6Kurg4ikQgGg4HtuGxsbODk5ISXXnoJdXV1mDp1KjtHeP/99xESEgIAcHZ2hkwmg0AgQGtrK1566SWMGDECq1atuuVaeus8LD4+HosWLcJnn32G2tpaBAUFoaOjA8XFxdi6dSuOHz+OsrIy9n4bG5tuZ3Q8Hg+ZmZn429/+hsLCwm4cufsBAGvXrmXF4SNGjMDKlSv/kqiIxWJhkQlbW1s0NTWhubkZo0ePho+PD44dOwags+1fe+01TJ48Gd999x30ej0mT56M7OxsiEQirFu3DiEhIbCzs2MlKAKBAGKx+C97JgHg3XffRVFREVatWoWIiAj4+flBIBCgo6MDAoGARQ84ODs7Izg4GPPmzUNTUxOmTJmCrKws1o4xMTEIDg6GTCYDAIwYMQJ+fn44dOgQgoKC8Oijj943bmq1mkXguGgPAFaSdfr0aZSVlbF+JxKJ4OzszHb8NjY2qK6uxs6dO9HY2AixWIz33nsPISEh4PF4EIvFEIvFuHr1KmpqarBo0SIkJibizTffvNtyobvGu+++i5KSEqxZswZxcXF46qmn4O/vDyLCxIkT4efnh+TkZPZ+iUQCX19f/Oc//0FNTQ1effVVXLx4kfXV+Ph4uLq6wtbWlu1MHRwckJqaCj8/P8THx9/T9fbIhKnX66HVarsNHABYrZrRaISPjw/4fD5qa2vZaw8//DDS0tKwd+9edHR0wMfHB7GxsYiMjOzWcH/lg+ng4AA/Pz+0tLSAiBAbG4v6+nqkpqYiPz8fVVVVMBqNADo5abVa1NXVsWQKuVyOhoYGNkCJxWJERkYiNjYWEokEOTk5sFqtuHHjBpqamtDe3g4igr+/P+PN1Y/1dmjI1tYWEokEMTExrFYtJSUFWVlZ0Ov1EAqFkMlk4PF4LMlHr9fDx8cHNTU1OHbsGCQSCZydndGnTx/ExsbCzc0NGo0GSqWShZtv3rx53zMR3d3dER8fDy8vL9TV1cHBwQFmsxlA50KhsrKSDbZcHS2XOMHVejU2NqKxsRFAZztGRUUhISGBqTMREXbt2oWsrCxkZ2fDx8fnL+m7XBIdBy7JTqfTsbpiTkmmtraWKTCFhYUhJycHhw8fhoODAzw9Pbu1I3dswKly/VUgIpSWliInJ4dNJvb29rCxsWHKVSKRCG5ubt3GHL1ez5IPjx49Cjs7Ozbm9OnTB+7u7qy9goKCYGtri7y8PDg6Ot5Xfh0dHaipqYFOpwMAlo3P1VYqFAqWCerm5gahUIjW1lbw+Xw0NTUxVaSCggI4OjrCy8sLsbGxiIqKgp2dHUQiEcRiMYDO8e3YsWOQyWRM+eh+gYhQVlaGrKwstLW1gc/nIzAwEI6OjiAieHh4wNvbG76+vt3akYgQFRWFtrY2nD59GiaTibVjdHQ0q2iwWq1snGlvb2eLoXu+6HvdVnMKG7+GVqul0aNH0yOPPELl5eW0YcMGksvlJJfLKS4ujnJycujrr78miURC7733HpWWltLIkSNpzJgx96Im0hX3HDq4cOECLV++nFJSUigrK4uSkpKYOkpYWBgNGjSI7O3tSSgUUkBAAPn5+TGOcrmc/P39yc3NjQCwWkx3d3d6+OGHqbCwkEpKSig/P59effVVGjhwIMlkMpo2bRqrizMYDLRv3z764Ycffque7545cokRzc3NlJOTQxMmTKC4uDhycXGh999/n3JzcykmJoYiIyPpwoULtHr1avLx8WE/Li4uTIFjypQptGHDBoqPj6exY8eSVqsli8VCJpOJ6urqqKSkhHJycqiiouJO2q/HOLa0tFBOTg6VlZVRRkYG4weARo0aRcuXLydPT0+KiIigM2fO0MqVK1kbenp63hKOB0Bubm40evRoFsoyGAz04osv0sCBA1lSzP3kyOHX9adEnc+oUqmkIUOGUGJiIp05c4beeustxjE8PJzWrVtH8+bNIwC0aNEiOn78OA0aNKjb82i1WlnfvAv0GEeFQkHZ2dk0dOhQCg8PJz8/P9qxYwep1WpKSEig+Ph4Ki0t7TbmyOVy8vX1JTc3N+Lz+bRmzRoqKSm57ZjT0dFBbW1t1N7e3i2J5H5w/O677ygpKYkdi3T9effdd6m0tJT69OlDsbGxVFZWxjj6+vqSl5cX8fl89v6VK1dSeno6jRgxgsaNG8eSmoiIUlNTKTk5mTIyMqi4uJjUavWd1tz2aDtmZWVRfHw8xcfH04wZM+jEiROk0Who6NChNGjQoG5zh5eXF3l5eZG/vz95eXmRs7MzrV+/nsrKymjkyJE0duzYbu2o1+tZPfUdhpt/l2OP7DBtbGxuu5Xn8/mIiYmBjY0NvL29YWNjg4aGBgwaNAhRUVGQSqWQyWQIDQ2Fv78/PD09oVQqux1eA4BSqYTJZLobndW7hl6vR2VlJdtdyGQyeHl5ISQkBCaTCQ0NDQgODkZiYiL8/f1hNBrh4OCA/Px8pKenY9CgQZDL5bBYLGhubobRaERgYCA8PDxw7do1lJWV4eTJkxAKhWzl2N7eDovFAoVCgfT0dLS3t0Oj0cDW1hZOTk4wm8231X3tCfB4PLi4uEAgECAmJgZmsxm5ubkQi8Xw8/PDqFGjQEQIDAyEUChEXV0d46jRaNDW1obS0lIEBgYiKioKZrMZ1dXVSE5Ohkgkgo2NDfR6PUv5l8vl8PHxYd/Ncfq18lBPw8XFBY6Ojhg5ciSys7Nx7tw5ODs7IyAgALGxsXB2dkZQUBBTxxk0aBDc3d1RX18PgUAAJycnCIVCAEBKSgpKSkrw888/s1VtVVUV251LJBK4uroiPz8fNTU1GDhw4H3ZrXTd1RIRrFYr+Hw+xGIxkpKSYDabERwcDLFYzDiGhISwaJC9vT2ICFqtFk1NTdDr9Whra4OTkxPEYjELFTo4OPxl0R9OyzghIQFVVVWoqqqCnZ0dbG1tMXToUPD5fPj4+LAxZ+DAgfD29oZIJEJ7ezvTlJXL5VAqlQCAlpYW6HQ6NDY2srKvUaNG3fekH1tbW9jZ2WHIkCGwsbFBU1MT2traUFFRAaCzTQcMGACRSAQvLy8WDRk8eDBcXV2RmZkJsVgMX19f9O3bF76+vmhvb0d9fT2Sk5MhlUohEomQlZXF1J8cHR3h7u6OgIAAeHp6snB+b8PZ2RlEhKSkJKhUKnb8YWNjwxLMfj13eHl5sfB7Q0MDfH194enpifb2diiVStTX17OEu5s3b0Kr1WLEiBHsub0X9EqKGxGxsMiGDRsAdD+bWrlyJSvkNplMmDlzJis65R5Ai8XC/l1cXAyVSoWhQ4f2SjHq7aBQKPDDDz9ArVbDZDKBiODg4IDXXnsNp0+fRlZWFsaOHYtXXnmF1bi1trZi165dTKx6zJgxyM/Px9WrV/Gf//wHs2fPxogRIzB79mzk5eVh0aJFt3wvj8dDQUEBNm3ahMzMTNTX1+PcuXPo27cvCz/15D3g7jGXsSqTyfDOO+/g8OHDOH78OPh8PqRSKTZs2MBWWRKJBDweDytXrsTYsWNRUVGBtLQ0bN68GQkJCRg0aBB8fX2RmZmJadOmQSgUsoHWxsYGAwcOxLBhwxAREcFCTdygpNPpIBQKe7yduUmZz+fD1dUVH374IQ4ePIhz587Bzc0NkZGRcHd3h4ODA3x9fdnEtnLlSjzyyCMsTJmQkMDC0iNHjsT169cxc+bMbt8lFovx+eefY/jw4Vi+fDl2796NPXv24NChQ+jTp0+P8vojWK1W6PV6iEQiiEQi/Pvf/wbQGcJ0cnJiHCdMmMDawcPDA7W1tUhJSYFWq4VIJEJpaSl8fHxYSFuv1yMqKgq2trb3lU9XODs745NPPsH169fxn//8h4Un3377bQDdn5OuHPPz87Fnzx6Ehoay/qfT6ZCXl4fMzEwcP34cN2/ehEgkQmpqKpuU7hfkcjkGDhyIF154AUFBQThz5gyuXr2KL774ApWVlbh27RoWL14MZ2fnblncb775JgYPHoylS5dCLpfjueeeg7+/P6RSKYRCIXJzczF16lS4uLjA09MTNTU1UKvVEAgEkMvlSEpKwpNPPolhw4bB19f3vo21Li4u2Lp1KzIzM7FlyxYmOrBx40YA3ReAXDsCQEFBAfbs2cNkBAUCAZPCdHZ2hoODA1avXo2ysjJcvXqVCbTfC3pkwiwuLoZGo0FMTAwEAgErjjWbzcjJyQGfz0e/fv3Y+zk9xx9//BGFhYW4cOECrl+/DmdnZ7S1tSEgIKBbyYGvry8MBsMfprCfP38eP/30E1544QVER0ezOP3dwMHBAcOHD2eJPMnJyfjyyy+ZkAEAHD58GFVVVdDr9fD29sa8efPY6txoNKKlpQWfffYZiouLUVtbi4MHDyItLQ11dXVwcnLC8OHDUVFRgezsbPa9RAQ/Pz/MmjULjz/+OCu94XYIFy5cwOHDh/HSSy/1yODbtTNu2bIFubm5TGSAiHD48GFUV1ezs8pFixYx0QGz2Yy2tjZs3rwZxcXFqKiowNdff40LFy4gPz8fDg4OmD9/PvLz83HlyhVW8M6l9/9aPYmIeoUjANjZ2cHT0xNfffUVioqKwOfzWeHzpUuXmNZocHAwHnvssW4F/yqVCgcOHIBer4e7uzsbSKqqquDj44N58+YhIyMDx44dg9FohNFoRE5ODry9vWE2m/H4448jPDycaRIDnX31wIEDPcqRAzeAcu3EJY5YLBZcvHgRNjY2eOyxx7rlHLS3t2Pjxo3IyclBa2srMjMzUV5eDp1OB19fX/j7+0MikUCj0bD26/r3t0NvctyxYwdqamqwdOlStLW14dq1a1Aqlfj5559hMBjg5+eHFStWwMbGBiKRCHw+HyqVCl988QVKS0uRlZWF4uJiuLu7o66ujkWPtFotKioqUFFRAa1Wi+zsbGi12t9UIOsNjtxipaGhAVKpFLW1tWhoaEBHRwcuX76MyspKuLi4IDQ0FP/4xz+YAhMnjKLT6ZCbm4sNGzbAwcEBtra2qKyshLe3N1599VX23p07dyI3N5c9x5mZmRg7dizc3Ny6jbW92Y5bt25FdXU1VqxYgba2Nly5cgUdHR04d+4c1Go1fHx8sHjxYjZGcHPH3r17kZ+fj4sXL6K4uBgeHh6oqamBp6cn+vbtC5PJhLa2NqZ01DXScjvcKccemTDr6+uhUChYsg4nJ2c0GnHz5k3Y2NggISGh29/odDocPXoUBQUFyM7OZlmgnIA5N2FarVa4u7uDiP4wg+vmzZvYsWMHRowYgbCwsHuaMO3s7BAXF8cG9E8//RTHjh3rlnl3+fJlXLt2DTqdjmVhctt+Tpnj0KFDLFEkJSWF7eZ8fX0xYsQI2NjYdJswJRIJ/Pz8MHbsWPY7rg6Lx+Ph5s2b2L59O8aMGdOjEyaPx8OJEydw9OhRpuIDABcvXkRaWho0Gg3i4+OxYMEC9rdccsFPP/3EFFcaGhpYjV5sbCxmz56Nn3/+GZmZmZBIJOxzuff8Gnw+H3l5eT3KEegMc9nb2+PMmTM4evQoiIhdS05ODm7evAmr1YqEhARoNBrWzpy918WLF7uppwCdK9r4+Hi8+OKLkEgkOH36NJv4Gxsb0dzcDJPJhISEBCQmJoKIoNfrIRaLe7wdfw0uysP9v8FggFarRUZGBoRCIR555JFu71Wr1di2bRvjqFKpAABOTk5wdHSEh4cHE+vW6XQs6vJ76C2ORITTp08jMzMTc+bMgUKhQF5eHgoLC2FjYwOr1Yp+/fph6dKl3bLLNRoNdu/ezY4/bty4wbKhHR0d4ePjg9bWVnh7e8PJyYnZ2zk4OPzmhNkbHJubm5GVlYVr1651O5rivu/mzZsAOsPRy5cvh8ViYTtNi8XCjCO6Zn2LxWKEhoZi/vz50Gq1qK+vx8mTJ1FaWsqE3zUaDTo6OmBrawuj0Qg+nw+RSMTG1d5ox1OnTuHGjRuYN28e2trakJubi9raWtjb26OhoQGxsbF45ZVXAPyvHl+n0+Hw4cMoLi5GQUEBa0cuKTEoKAgNDQ2oqamBnZ0dXF1d2eLxt3Cn7dgjE2ZiYiLMZjMbADnfR6PRiFOnTsHW1hbTp08H8L8B2mQy4caNG0xajJsQP/zwQyQmJkIoFHYrX7gTTJ06FUOGDEFgYODd+i4y2NjYQCqVshv90EMPwWq14vTp09Dr9QA60/eNRiPT2kxPT0dlZSWAzg7aVcuz6+eOHz8effv2xeTJk9nuRSgUwtPTE9u2bWPlGNx9+vLLL9HU1ASpVIqAgABcvHixRyWsuEl89uzZiI2NxaeffgqlUslWrEQEZ2dnODo6QqVSsdCwra0thEJhN0kxABAKhfjoo48QFxcHR0dH5i26evVqPPTQQ3BxcWHhQA5qtRpqtRqFhYVISEjAxYsXe1TT8ubNm0hJSUFCQgL8/Pywa9cuVsDPhZp5PB7Ky8vx9NNPs4w8Lpz8awgEAkyYMAGJiYmQyWQsQ3rVqlUYPHgwG3AvX76M1NRU5ObmoqamBsHBwdiyZQueffZZDB06tFekyLhFHtcm3O6qsbERBQUFtzwbv3VmLBaL8dFHH7HnkRuYuUjSH50JTZ06tVc48ng8vP3222hoaMDu3buRlZXFZA0dHBzQ2NjIjnR+za+9vZ21u9lshkAgwOeff85K2XJzc7Fz506sXLkSAwcOhJeX1+8uvHuDo8VigV6vvyVS0JW/WCyGQqHAG2+8gZKSEtjb27Nzx7KyMpbFDnS24/bt25GQkACxWIyffvoJGzZswLJly/D6669j+fLlqK2thUKhwKZNm/Ddd9/Bw8MDUVFReP/993u1Hd977z00Nzfj9OnTyMjIAJ/Ph1wuh5eXF9rb29n4yefz2TzASTbW1NQA6BwjBQIBtmzZgoSEBIhEIuTn5+Pbb7/FrFmzEB0dDTc3t9+dR+6UY49MmHZ2dmzA4fQZuQnQzc0NVqsVdXV1aG9vZ3/DhebEYjGio6NRU1MDlUoFk8kErVaL5uZmSCQS2Nvb33Figbu7O9zd3XuCEoD/TdS/ngzMZjMrSQCAqKgoBAcHo6WlpZtWKnfdMpkMwcHBqK6uRmtrKwvZNjU1QafTQSwWIyQkBCEhIaxxueQXLpTAfaerq+s91xLdDtxDyYVFOd1JoLOzRkVFISQkhKW1dw2RcElRwcHBqKmpQXt7O6xWKwwGA+rr69lhPmeu3TWhgPtO4H/anl5eXoiMjOxRfgaDAUqlEkaj8ZZVO6cVGhoayna4XBIXpyULgK1ea2pq0NbWBqDT6La2tpYtMAIDAxEbGwt7e3u0t7ejuLgYdXV1rK6R+24PDw94eHj0KMeu+PVqmutHcrkcQqEQVVVVUCgUt/ydk5MTgoKCUFtbC5VKxXbYxcXFkEgksLOzg729/R0lUPT089gVXRc5XB/09fVFYGAgmpub4ePjg7y8PDQ3N8Pe3p6FGE0mExwdHVlfValUsFqt0Gg0rExMpVLBz8/vjhSaeppj14zM28HDwwMymYyV92RlZUGlUjG1MC6SIJFIEB0djdraWvY86vV6VFdXo7y8HMXFxXB1dUWfPn0QFxcHd3d3KBQK1NbWIjs7G0OHDu01jr/my0W0uOdMLpezxEMPDw8UFxejubmZlb1YrVZ0dHTcdu4wGAxMUxgA/P39ER4e/ofXccccfyt9lv5EanBHRwe1t7eT1WoljUZDZWVl1NbWxhRkysrKaNWqVfTII48QADp8+DDT55wwYQJpNBqmgiMWiykiIoI2b95Mly5dutNL+C30SPqz1WqlSZMmkVAoJD8/P/Lw8OimnnHlyhWqqKigDz74gMaPH088Ho/27dtHRUVFjGNHRwdTweHz+SSVSikyMpIiIyMpPDycDhw4QI2NjVRYWEgVFRWkUqmYDU99fT1VVVVRVVUVtbW19QpHi8VCkydPJnt7e4qNjaWgoCACQFKplPz8/CgtLY0KCwtp3rx5NGjQIBIKhXT48GGmgvPrdhSJROTr60vz5s2jSZMmUXx8PJ07d46VynDqRVxJksViIZ1OR2VlZbcrx7hnjvn5+fT1119T//79ydbWlulQAiAPDw+Ki4ujjIwMunLlCnl5eVFgYCANHDiQDh48SOnp6eTh4UHjx4/vpmbE5/NJLpfTggULaNiwYQSAvv/+e1IqlVRSUkI1NTVkNBppxYoVJJfL6ciRI1RdXf1byj89lqrfVRnLaDRSW1sbVVZWUkFBAalUKioqKqIFCxbQoEGDbnken3jiCVIoFPTSSy+xdnR3d6dRo0bR559/fq/2Vz32PM6cOZNiY2OpoqKC2a69++671NjYSB0dHZSenk59+vSh+Ph4GjlyJKWkpPxmXxWLxeTi4kJJSUnUv39/6t+//22N43ubI6eetWHDht9UkXrxxRfphx9+oAULFtC4ceOYZrFMJqPt27dTSkoKubu7M46LFi1iOqvc8zhq1Chyd3enb775hqqrq6m+vp7q6+uprq6O5syZQxKJhC5duvR75TQ91o7Tpk2j8PBwysnJoV27dhGPx6MNGzaQWq0mrVZLWVlZNGrUKIqKiiJnZ2c6duzY784d4eHh9NFHH9GuXbvo0KFDVF9ffyeXcscce2SH2VVT1MbGBnZ2drhx4wYqKyuhVqvB4/EQERHB0qJLSkpYchCXzMKtAPV6PXg8HqKiom7JajIYDEy55H6B/rsCeuyxxyCTyXDq1ClWUAx0hk/2798Pf39/uLq6QiqVgohw7Ngx5OTkQKPRwMbGBhKJhHG0Wq0QCAQICAhAW1sbGhoacOLECRQUFEClUkEgEMDe3h6jRo1CYmIiHBwcWNizpzPXzGYzK3R/6KGHYGtrixs3bqCjo4O9rtfr8eOPP8LHx4cZSV+7dg3Jycm4ceMGE63gwrdchrRUKoW3tzczYU5OTkZ2djY7H7SxscGIESMQGxvLzpq40oWeglqtRnp6OkpLS5GXl8dcSbqe03I75QMHDsDR0REvvPACOxs5ceIEXF1d2bmdUqlkrh/cuYmjoyOio6Mhk8mQkZGBsrIyqFQqiEQiODo6gsfjYdKkSQgMDGQZtr2JrpnmRJ0uNFlZWcjKyoKdnR3MZjOLIgDAsWPHkJuby1R8uKxKoPOZE4vFGDduHGJiYv5SEREArN0GDRoEZ2dnnDx5kjmqZGVl4euvv4atrS3MZjOeeOIJFBUV4ebNm1AoFJDJZKyfctnvQOeY4+rqiscffxxtbW2oqalBQ0MDrl27hoyMDLi6umLAgAFwdXWFg4NDr3Frbm7Gvn37cOnSpdu+zufzmbNMeXk59Ho95s2bh5s3b+Ly5csswYnH46GiogJffvklE0bx9PSEvb09y5cICgrC5cuXUVpaCltbW9auRUVFsLW1ZWpAvY1HH30UgYGBKC8vR21tLZydnZGXl4cff/wRHR0dLGnu8uXLqKioYAmTFouFJeTx+Xw4ODhAr9d3M3YXCARsV33s2DF4enpizJgx3earP4semTC7hmc4W6iUlBTs2bMHFRUVCA8Px/79+5l1UHZ2NlpbW9nAw4WpuNCKVCrFQw891K3+icv042Sv7he4B3TmzJkYOXIkjh07xrb7QGdIbsOGDQgPD8dHH33E6sO+/fZb8Pl8xrFriJYr1YiLi0N+fj5KSkqwY8cOphjEvd/e3h79+vWDvb19r3EzGo2s8z355JNISEjA888/j9bWVgD/S+z54IMPEB8fj5MnT6K5uRl79uzBzp07mYqM0WhEW1sby2Z2cXGBl5cXIiIioFKpYDabsWPHDmi12m7KSB9//DFLCOP+riehUCiwf/9+1NTUoKqqCu3t7RCJRN3akMsa3LhxI2JiYnD+/Hls2bIFBw4cwPfffw+hUIiOjg6WQckdLYjFYtjb28PDwwORkZGQyWRYu3Yt0tLSul3DG2+8gfnz5yMoKOi+1PRx4W4u/GxjY4NLly7hq6++QmtrKzw8PPDyyy+zwf+bb75hKfncwqXrmaanpyfmz59/z3kBPQGuz06YMAH9+vXDihUr0NLSAnd3d5w/fx7JycmwWCzo06cPfvrpJ3z99dc4cOAAGhoa4OLiAqvVCp1Oxyz4uGeSuyc3b97E6dOnUVFRgcLCQmzcuBFRUVFYtWoVYmJienXCrK2txf/93/+xxWpXcElySqUSZWVlyMzMhLe3N9asWYOtW7fi7NmzTKmLx+MhJycHy5cvZ38bGhoKALhy5QrCw8PRr18/HDlyhGX8c7C1tYWDg8NtjRF6A7NmzYJSqcS2bdtQXFwMT09PpKWlIS0tDSUlJYiJicG5c+dARPjxxx9RUVEBGxsbdnRXXV0Nq9UKFxcXtLa2QiaTYeDAgTAajVAoFFCr1WhsbMTq1asxYMAADBs2jKlC3Q16vA6Ty6x6/PHHERAQgH/961+oqqrCihUrmObq4MGDER0djS1btrC/4XYX77zzDmJiYtj5CecHyePxIJVK77skF3eudujQIZbNGxsbi7Fjx7IMLx6Ph/r6eqxZs4ZlGb711lsICQnB0qVLUVFRgZ07d6KgoAASiQRr166FQCDAZ599hqFDh+Kbb77BO++8g+vXryMiIgJ9+/bFtGnTet3lgmsrvV4Pk8mEnJwcFBcXIygoCElJSRg+fDiOHj2K1NRUJq7wyiuvMCPlt956C6GhoYwjVyfm6+uLv//97xCLxdi3bx9iY2Pxn//8B//85z+Rnp6OxMRExMTEYNKkSYiLi+tVjh4eHqy0JSMjA4cOHWL+lFFRUXjuuedw+fJl5OTkwGKxoLq6Gn//+9/ZSnzJkiUICwvDq6++Cjs7OybdBXRmetfU1GDHjh14+umn8fLLL7MFE/A/hxSVSsVEHe5nETynp0lEGDVqFKRSKT777DO0trZi7969bFHEGQ8vXrwYANiu1N7eHu+++y6Cg4Nx9uxZBAUF3fc60l+D20V99dVXuHr1KiwWCwYPHowZM2bg8OHDSElJQVFREdra2nDu3DkUFRUB6KzZ9PT0hI2NDcRiMUvmEYlEWLt2LRwcHPDKK69g8ODBmD17NtavX4+CggKsXr0avr6+8Pb27rWFK4fg4GB89913OHjwILZv394tTyIxMRELFy7EL7/8glOnTqG9vR1eXl4wGo3sfRKJhCUqisVieHh4oK2tDWq1Gjk5OYz7gAED8Morr6CsrOyWCdPFxQXe3t49UuT/R+DxeEhPT0dDQwOSkpIwcOBAzJo1Czdv3kRRURHLNN+1axeuXr0KAAgLC0NsbCyEQiFsbGzg4ODAHKXee+89REVFQaFQwN7eHn5+fnjvvfeQn5+PDz74AMHBwUzQ4G7RK7OP1Wpl2n5isRh6vR4lJSVoamoCAHh5eTFDWr1ej7q6Otja2jJliuDg4G5JCfTfA/B72UrfC4gILS0taGxshJeXFwIDAxEUFNRNm9BkMqGyspIlgyQlJeHRRx+FRCKBUqnE1atXoVar4ebmhpiYGBaG4PE6bc9cXFwgkUgQFhaGxMREjB49upsRam+BO0gn6lR20el0CAkJQWRkJCIiIlgYi8/ns+JublHQv39/poSiVCpx7do1GI1G+Pn5ITQ0FB4eHsjLywOfz8fw4cMREBAANzc3REVFITExEaNGjep1TVmBQAA3Nze4u7vDw8ODhWq8vLwQEBCAsLAwSCQSpl6j1+vZwwqAWdKJRCKYTCYWJgLAQnu5ublQKpVwc3ODi4sLnJ2d4eXlBVdXV5YkptFoWAj4foFLzOKUtvr06QOJRAKr1QqVSsWyvRMTE/HII4+wZ7Wurg4WiwUymQx9+vSBv79/N5PwvxJcRnddXR2qqqqYOk1kZCTkcjmbMCwWC9ra2lhGN5e1DnTuvLsahkdHR0Mul+PMmTNobGxEVFQUeDwe9Ho9hg0bhqSkpG4KT70FLqLk7+/Pjgm4rFF/f3/ExMQAACoqKlhiZdcEtq7RN4FAAIlEwsbLlpYWtLa2gsfjwdPTE/Hx8QgICGAZqdxCTyKRsLK++4H29na0t7fD19cXISEhCA8Ph1wuh4ODA4vQ1dXVMTUmmUzGNILNZjMUCgVsbGyYnVlgYCCqqqqgVqshlUrR2tqKhoYGjBw5Ev3792eGCneNez24/TU6OjqopKSETp48SVu3bqXg4GBKTEykiooKeuedd25JMhCLxeTl5UVr1qyhtLQ0GjZsGMnlcvLw8KBVq1bdzSV0xT0fTnPame3t7dTc3EwNDQ30zTffkEwmI5FIxA7j+/btS7m5ubRq1SoCQIcOHaKamhoKDg4me3t7sre3p2effZbWrVvXTcfUy8uLhg4dSklJSTRq1CgqKCigyspKSktLo8bGxvvC0WKxkNFopKamJqqpqaGWlhbau3cvubm5kVgsZhzj4uK6teOhQ4eotraWgoKCSCwWk0gkogULFtBPP/1EAwYMIDc3NxIIBDR//nyqq6ujEydO0P79+6muro4qKyspNTX1lkP5nrb3ys7OpvDwcEpKSqLJkyfT6NGjafLkyZSdnU1fffUVubi4kL29Pdna2jKO1dXVtGbNGtZXa2trycvLi8RiMXl6epKDgwNLGOJ+Zs+eTUVFRbRv3z7avn07lZSU0I4dO0ggENDixYvp3LlzpFariahTu/c2Wqw9lvTz6/up0+no9OnTtH79evLz86O4uDgqKytjtliHDx+muro6Cg4OJplMRj4+PvTkk0/SsmXLKCYmhjw9PUkmk9HKlSvv5hJ6nKPVaiWFQkH19fXU0tJC+/btY7qiDg4OxOfzKT4+npqbm2ndunWsr3LmytyYM2HCBFqyZAlFRUUxveclS5aQxWKh1tZWamhoIKPRSCaTiSWm9SbHwsJCGjNmDIWFhbF+JZfL6fLly7R9+3by9PQkiUTCdI0TExNJo9HQhx9+eMu4yuPxSCQSdUtuw38t9zhbt7KyMsrOzqbKykraunUr6//Tpk2jsrIyslqt3Uyce7odiYh0Oh1pNBoymUyUnJxMXl5e5OnpycaO+Ph4amxspPfee+8WjiKRiORyOb399tuUmppKQ4cOJblcTm5ubvSPf/yDiDq1ajmj7T+ZsNZ7ST9dwZ2ByGQyGAwG2NraQqvVIicnB3Z2dpg0aRIqKirQ3NwMvV4Pg8GAtrY2lJSUIDMzk63+vb294erqipqaGohEIqaner+TDrizRwcHB+h0Oly6dAl5eXlQKpWIiYmBn58frl69Cr1ej4yMDFZnWV5ejpaWFmi1WnbG5+LiwnZXzs7OuHr1KnQ6HcrLy5kclEwmg0QigU6nu29ntdyq3cHBAVqtFlevXkVmZiZaWloQGxuLgIAApKSkQKfTIS0tDRaLBSNGjEBJSQlaW1uh0+lgsVhYEoWtrS2z6GloaEBrayuOHj2K5uZm2NraMpWZjo6OXl21c9ek1Wrh7++PhIQEdqaXl5eHgoIC6HQ6REVFwdfXF7/88gu0Wi2uX78OrVaLyMhI5Obmsr7K/fTp04eVL3DGw5WVlTh+/Djj6ObmhoCAAMTExDB9Ti4U1PU8u7fBlSQ5OzvD398ftra20Ol0yM7OhlgsxqRJk1BZWcn6KsexoaEBdnZ28PDwgJubG+zs7ODr6wudTseu/35Jp90OMpkMer0ev/zyC0pLS+Hp6Ql3d3dIpVKcO3cOer0e+fn5sLOzw8SJE7uNOXq9Ho2NjaitrYVYLIZOp4PZbIa9vT0aGxtx9uxZZkI8cuRIiEQilszWW9DpdFAqlawtgM6zY09PT+Tk5KCiogI8Ho+VgFy4cAFarZbJZwqFQuTn5zNHGSJipVFisZiFbjs6OqBSqVBTU4PCwkLodDo8+uijcHV1hUQiQUhICAYMGMDK+Xq7r3JRjTNnziA1NRUKhQJ9+/aFn58fzp07B41Gg6tXr8LGxgZPPvnkLXNHU1MTioqKmG63g4MDpFIpOjo6cPbsWebqwrXjPaMnVgkcuBVJe3s7GQwGZubKOXu8++67ZLFYaOLEiWzFIxKJ2MpJKBTSkiVLaOfOndTW1kZZWVn03Xff0enTpyktLe1OlfT/cJVwtxzr6uooPDyc7bref/99qqmpoYEDB7KV34IFC0ihUNC4ceNuSQl///33SaFQkE6no/T0dAoMDCRHR0f2uo+PD9XV1f2lHGtqasjPz485HnzyySfU0dFBAwcOZLvIGTNm0KVLl2jEiBG37LRmzJhBu3btouPHj9O+ffto5syZlJiYyAy4fX19Gcc/seK7K45arZYyMjJoyJAhtH79ejIajaTX66m0tJTkcjnZ29tTYGAg7dixg9rb2yk+Pp6EQiH5+vrSuHHj6F//+hdFRkbe4lSydu1aamhooP3799M///nPbpEGgUBAgYGBVF9fT6WlpfTxxx9TZmZmr3H8IxgMBmpubiatVssM3YVCIXl6etLq1avJYrHQk08+yTgKhUJydnYmiURCUqmUtm7dSpcvX6aqqiqqrq6m6upqqqmpofr6+rtxLOlRjrW1teTj40Px8fH0xRdfUE5ODjPJlslk9OSTT9LWrVtJq9Wyci+unfh8PvH5fLK1taX4+HgaOHAghYWFUUREBMXExJCTkxP5+/vfTVnCn+ZotVqpsrKSDhw4QE5OTizaMWbMGJoxYwZJJBJW8nP48GHG0cXFhaZPn05DhgwhJycnxqNrfwwODqZhw4ZRYmIihYeHE4/Ho3HjxtF3331HDz/8MMXGxlJ5eTkdPHiQfH19afv27XfSrj3ejn5+fiQWi8nd3Z22bt3KOHIuUP/85z9Jr9fThAkTurUjj8cjHo9HQqGQpk2bRm+++Sbt3LmTFi1aRH369CFHR8duY86fQO/vMLnViI2NDfbv34/U1FTMmDEDra2t2LFjB5KTk5mqfv/+/bF+/Xp0dHSgvb2dqW4MHDgQ8fHxzLBWJBIxD7f7eX5JRLc4Z3Di5EqlEnq9HocOHUJJSQkcHR0RGRmJnJwcXLp0CStXrkTfvn0RERGBbdu2oaOjA3w+H5WVlbh06RKsVitTBPr16o1rmPuxA+Eyj7ndLVfUbG9vz5JVfvzxR5SUlODZZ5/Fww8/jP/85z/IyMjApk2bMGzYMAwfPhwff/wxk1LT6XRQqVRMe5TP57Nzka56wBzP292DngK3Q+eK8G1sbPDDDz8gIyODrboVCgW+/fZb3LhxA9OnT0drayu2bNmCvLw8KBQKDBgwAA899BD27NnDyom4M99Tp04hKyuLeTAC/ztHMpvNqK2txfHjxxEQEIA+ffogPz+fiUDcrx0ml9h14MABXL16Fc899xxaWlrwxRdf4Pjx41AqlRg8eDCSkpKwceNGdHR0sIiBjY0N/Pz8mHJW1x0Hd8b2V8FkMsFsNsPb2xsmkwnnzp1Deno67OzsMGPGDLS3t+PHH3+EWq3G9evXMXjwYAwYMAAbNmxgYgVPPPEEMwowmUzIzs6Gm5sbfH192Y5OLBb3ej/l8XhwdnaGs7MzE/WfMGECTpw4gfT0dJhMJqjVauTl5WHr1q04ffo0ZsyYAZVKhYMHD6KlpQV6vR4xMTEsb4DLzh85ciRGjx6Nr776ivnqenh4sCQilUqFhoYGVFRUQKlU4sSJE1AqlWhuboZcLscrr7zSq5EubucbEBAAFxcXuLi44OzZs8jJycGMGTOgUCiwZ88enDt3Di0tLawd169fD5VKBSJCfHw8oqKi8PTTT8PT0xOOjo7w9/fHgAEDoFQqWelXT6BX3Eo4SbDvvvsOx44dg9lsxubNm5GamorU1FT88MMPiI+Px6effsqSD4RCIRwcHBAdHY2IiAjo9Xo4ODgwM9+/Al3r9ID/lXpwmY5Xr17FjRs3MHr0aPj6+iI3Nxc3b95EXl4ePvroI0RGRuLbb7+FRqOBQCBAc3MzioqKmC0N95ncfzk9yPs5YRoMBhZea2lpQUNDA8RiMSQSCVQqFa5cuYKbN2/i2LFjsFgsTLy6qKgIX331Ffr27YstW7Z0q280mUzdZPMEAgEcHBxYIgI32HVdAPXGoMR9PlfKwuPxkJqainPnzkEoFEIoFEKhUCAlJQWZmZk4cuQIzGYzPvnkExYee/zxxxEaGooDBw50mzB5PB5yc3OZeDXXftznmkwmKBQK5OTkoL6+Hh0dHaioqIBAIEBERMR9W/xxRyRXr17Ft99+yzh+/PHHLH3/hx9+QEJCAr788kv2PIpEIuZcwpmAc/V5f6V5NAdO+s7NzQ319fW4fv06lEoliIiNOR9//DEKCwtx9uxZfP/9993GHADMEYRTZQI66xNjY2NRVlYGg8HA+nBvc+YkGCUSCZKSkrBw4UJcuHABlZWVMJvNLIObMz8/deoUzGYzPvzwQzYR+vr6smRKDvHx8XjyySdx4sQJ1NfXA+jMGA4LC0NwcDB0Oh3Onj3LtKC5+vmysjJERkZi/vz5vTphctw4pyB3d3dkZmairq4OJ06cAADs2bMHN27cwIULF7Bv375b2jEiIgKPPPIIRowYAZlMhvb2dgQGBkIsFrPkKG7hc6/jS49PmOXl5Thw4AAee+wxzJw5E7t27UJBQQFb8QCddWn29vYsVg8AS5cuxXPPPQc/Pz9kZmbi1VdfxRNPPIGFCxfC3t7+vtsI8Xg85lXJwWq1orm5mWXCjhgxAn379sWZM2fQ1NQEo9HIMvZ27twJtVrNHmKj0YjExETMmDEDZrMZ2dnZbDIFgMDAQISGhrIziN4uGuZsvZycnNhgEBkZCalUCr1ez7ILX3nlFUycOBE//vgjioqKoNFo2I5x/fr14PP53bKZ+/Xrh+eeew5SqRS5ubk4ffo0LBYLRCIRxo0bh6CgIJw4cQLBwcF49NFHu93vngQRobW1FW5ubjhx4gTc3d3B4/Hw+uuv4+mnn8YLL7zAtCoXLVqEyZMn48CBAygsLGTC00KhENu2bYNAIOgm6ygSieDq6oovv/wSGRkZePHFF2EwGJjPZFhYGOrr6xESEoKjR4/iu+++w4QJE/D+++/f18kS6FzBt7a2YsGCBXjuueewbt06FBQUdKv55Z7H5uZmlnW5ZMkSTJs2DRaLBYcOHcIHH3yASZMmYeHChbCzs7un1PyeADehWywWaLVa1NXVYenSpZg0aRKuXbuG/Pz8bo4qb731Fuzs7FgpDdDpSOTq6oqUlBTcvHkTn376Kby8vBAWFgar1QpHR0eEh4fDxcWFSUVardZuhf49AYPBgMWLF7Oolbe3N3g8HtauXYvZs2djzpw56OjogJubG+bNm4fx48dDKpUiLy8PFosFTk5O8PT0xJEjR2CxWJiAur29PSudWb16Na5fv47nn38eer0era2tqKioQHV1NdavX4+wsDBcuHABH3/8MQ4cOMCyZ3t74c4JJLS2tqKmpgZpaWl49dVXMXHiRDQ0NCA/Px/Nzc1ssfrmm2/Czs6u29wRFxeHSZMmQSaToaioCHPmzMGQIUMwdepU1NTUwGg0Ii4ujmWv3wt6tNdzjVVRUQEvLy+4u7sza6vY2FimaiMUCtkqndPnjI+PR3R0NG7evIkbN27gxo0btzic3G907SxtbW1obGyERqNhgw1RZ1o35+AQEBDADFGFQiErInZ0dERgYCBsbGxQXV0NImJOFlwIKCQkBF5eXigoKIBGo0F0dPR94dd18G5qamJWXlwCD1GnMkpBQQGqq6sRExMDk8kEnU7XbdXNaZAKhULU1NSAz+ejuLgYCoUCXl5eiIqKQlxcHOPYtR7xfuyojUYj1Go1NBoNK6fo+v1dOcbHx0OhUDA9Y+44gNMgNRqNyMrKYgpJAODm5gYvLy/Ex8fDz88PLS0tEAqF6NOnDxwcHJiG6f0wkP41N243ZrFYUFRUhOrqaoSHh0OpVKKhoYGVFvF4nSbiAQEBCA0Nhbu7O1JSUpCTk4PMzEwkJSX95Uo/HFpbW1FfXw+NRgOdTscWLJwwd3V1NeLi4tDW1oaWlhbWhtyYExwcDIlEgoaGBhYZ6mpCLRAIIBaLUVRUBG9vb4SFhfUqd+7+WywWNDQ0oKGhgSk1cd/LjTdmsxl5eXmoqqpi2sxubm5obGyEUqlkHOPi4mAwGNixAbcIBronnnUVqucUurhIX2/vrNVqNVpbW6FSqaBSqVgSIdeOVVVViImJYclaXFkUt9gPCgqCj48PJBIJampqUFBQgKysLAQHB3c7OtDpdD0jvNFTB7dWq5Xa29vp/PnzNG3aNOrbty85ODiQvb09DR48mJqammjHjh2UmJhIp06dopKSEpLL5TR+/Hhqb28npVJJtbW1NHLkSHJ2diYAtHTp0j97UPtr9MjhtNVqpR9//JFWrlxJTk5O3Q6cuaSXgIAA2rx5M02dOpUEAgH98MMPTEt29OjRVF5eTi+99BLTdRSLxcTn82nhwoWkUqlIp9NRRUUFhYWF0fTp09n39vYBvNlsZj8LFiyg0NBQEgqF7DBdJBKRRCIhgUBACQkJVFNTQ5s2bSIfHx/6+uuv6fLly+Tu7k7jxo2jxsZGWrBgAdnb25O7uzsrnVm4cCFptVoyGo3U2NhIzz//PK1Zs6bb/e0Njlarla5fv05+fn70wgsv0Llz52jkyJEklUopKCiI5HI5ASBbW1vWHomJidTS0kIfffQROTo60p49eyg7O5s8PT2ZduXixYtZG3IJFrNmzaL8/Hxqa2ujpqYmWrlyJW3cuJHy8vIoNzeXcnNzSafT9Vo73g5cSUlTUxMtXLiQHB0dSSgUUlRUFB0/fpwWLVpEQqGQ9u/fT2VlZRQaGkrPPPMMtbe309GjR2nNmjUUGBjI+sOyZcv+7CX0GscdO3bQyy+/TO7u7iQWi1kbisViEgqFNGDAAGpqaqIff/yRJk+eTCkpKVRcXMzGHLVaTT/88AMtW7aM/P39WTsuXLiQdDod6XQ6qqyspJEjR9LixYt7naNer6crV66Qu7s7SaVSsre37zZWCIVC4vP5JBaLSSqVklgspkGDBpFCoaDW1laqqqqiS5cu0e7du8nZ2ZkmTJhAWq2WVq5cST4+PuTk5EQSiYSVznA6zm1tbbRlyxZasGABeXh40Lhx4+iNN96g0tJS0uv1PcrxdkhOTqY1a9aQTCYjHo9HfD6fjTlisZgGDhxIra2tVFRURMeOHaPKyko2ro4dO5bq6+upqKiI0tLS6KWXXqKhQ4cSj8dj5UFms5m0Wi1lZmZSSUnJnV7Wb3Ls0R2mUCiEj48Pxo0bh/b2dlRWVuLZZ5+FXC7HN998AyLC1KlTUV5ezg6mGxsb8fPPP0OhULAwQdfUdQA4ceIEmpub8dRTT/0l8lw8Hg8hISEQCARoa2tDYWEhzp07B5lMBplMhhEjRsDe3h6XL1+GnZ0dXnnlFYjFYtTU1LDzn2+//RYSiQRPP/00rl69itbWVmY0vG3bNiYM4OPjw4r578dqnrvPRIQRI0bA3d0dVVVVqKmpQXp6OjtX4V7bvXs3jEYjXnjhBQQEBEAoFCIwMBAWi4Wpx/j5+UGpVDLbnZKSEuzbt48lBDU0NHQTLOjNZAp3d3fMnj0bAQEBkEgkeOKJJ5hQREFBAXbv3g1fX1/4+voiKioKMpkMX3/9NTQaDRYsWMCK2ufNmwdnZ2cUFRUhJiYGf/vb3/DDDz9AqVRCLpeDz+ejuroaQqGQiXA4OzszZw+BQHDfw5jc+aVEIkFgYCASExMRGRkJiUTCvF1nzJiBjo4OXL9+nfXvw4cP4/r16ygoKIDVaoWdnV03uTZO6pCzNfsrEBUVBTs7Ozg7O0Ov18NoNKKoqAj19fUYMGAAPDw88P3330MgEODxxx+Hk5MTTCYTIiMjERwcDLFYjNraWmRkZLAkIFtbW/Zz+vRp5ObmoqGhgcnK9SZEIhF8fHwwd+5cXLt2DefPn8eECRMQHBwMgUCAjo4O1NbWMj3b8vJyCIVC7Ny5E3379sXAgQNBRLCzs8PLL7+M0NBQiMViJCUlQa1W44cffoDBYEBAQABkMhlMJhNL+rt27RoKCwuh1WqZHvSvLft6C4GBgRAIBHj55ZeZD21mZiYqKiowZswYNncEBQUhKioKWq0WjY2NLO9CJBLhwoULSE1NRU5ODpqamljEBACOHDmCiooKCIVCBAUFdbNOvCv0xCrhdnjzzTfJ19eXsrKyKC0tjSQSCS1cuJC5doSHh5NEIiEPDw8aNGgQW+0LBALmJrF8+XKyWCz0/PPPU2xsLDU0NPzZy+jRVbvJZKKioiLavHkz8fl8ioqKokmTJlFxcTGlpaWRvb09LV68mHQ6HR09epQ2bdpEY8aMoZiYGOLxePSPf/yDMjMzacqUKRQVFUW2tras3ILH45GTkxMtWrSIvvnmm/vG8de7O6PRSDk5OfTll19ScHAwDRgwgMaPH0+FhYV09erVbu1YUVFBV69epVmzZtGIESPI09OTRowYQTNmzKCoqChW7O/h4UGRkZHk7OxM9vb2FBkZeV9W7V05tra2Ul5eHqlUKrJarWS1Wumnn34iADRx4kTauHEj1dfXs3ZcsmQJmUwmMpvNbJdfWlpKn3zyCWVmZlJHRwclJSWRTCajIUOG0KxZs2jdunV05swZysrKotOnT9O1a9dIqVSSXq+/76n6v8apU6dow4YNjKNEIqGZM2dSdnY2rVu3jubMmUN9+vShmJgYGjBgAMnlchIIBBQeHs5KqZYvX05Wq5VKS0spJyeHOaL8CfTKLlqv11Nraytt3bqVXnzxRSorK6OMjAySy+W0YsUKUqvVVFhYSCkpKbRixQr6/PPPSa/X06JFi7rtTB0cHOj1118nvV5Ps2bNIrlcTu7u7jRr1qz7xtFqtdJHH33ExBa4vlpTU0P79++ngoIC0mg0LOJla2tLixcvvqWvdhVcKS8vp9jYWJLJZDRmzBjavHkzKZVKam1tpZycHJLL5Wz3OmLECFq0aBFlZmZSa2trr3C8HSwWC2m1WmpoaKDVq1fTgAEDKC8vj9LT08nJyYmWLVtGZrOZzp49S5s3byZfX1+aMmUKNTc30/z584nP55NEImE78+XLl5PBYKDx48eTRCKhiRMn0oYNG/7MJfX+DpOLLfN4PDz//PMYNGgQNm3ahNLSUpjNZhw5coS5RhARtmzZgtLSUmzatAkzZ87EY4891m23cfPmTUyaNAnZ2dlMF/N+ob29HVeuXIG/vz+io6ORl5eHyspKfPPNN+Dz+XjzzTcRHR0NX19frFu3DkVFRcwJvLS0lJ2bvPnmm8jKysLf//53dl775ptvQq1WQ6VS4fDhw9ixYwcAsDOk+3XOVV1djU2bNuGhhx7Ck08+iWvXrqG0tBQHDhwA0JmSPnjwYISGhmL9+vUoLCyEwWDAzz//jNLSUphMJtjb22PhwoXIzMxEamoqHnroIUyZMgXt7e1MsOHo0aMswuDs7IzXX38d0dHR3TpibyXClJaW4q233mKmAJyfnkKhQH19PUQiEfr164exY8fi7bffRl5eXrd25PF4cHV1xYcffoiKigps3bqV+Qhu3LgRGo0GDg4OOHPmDHbt2oXa2lpERERgzJgxqKysxOuvv8522qtWrUJAQECv8PwjxMXFwdvbm3E0mUw4f/48c+YQiUR45513UFhYiHXr1mHmzJkYPXo0i+hwQtevvfYaBg8ejICAgFt8RXsTGo0GN2/eZKL+FRUVqK+vx+7duyESiRAREYGQkBDMnTsX7733HgoLC6FUKvHTTz8hNzcXBoMBjo6OeO2111BbW4spU6ZgyJAh+Omnn7p9T05ODp5++mmmG71mzRomSdfbKCkpwcqVK5Gfnw8AePfdd7F9+3bY2NhAp9NBoVBg+fLl8PPzw759+3Djxg2YTCYcPnwYZWVl4PP5cHV1xYYNG1BUVIS1a9di1qxZGDVqFD766CPo9Xq4uLjg6tWrmD59OuLj49l5JZcwk5OTg8bGRsydO7dXhOYNBgOqqqrg5OQEDw8PaLVaNDU1Yc2aNXBwcMCQIUOQlJTEyg5LS0uh1WpZCR83rm7cuBFNTU2YOXMmhg0bhkOHDrFdpdVqRU5ODp566imkp6dDKpXipZdeuiNfzD/CH06Yer0ebW1tcHJy+t1wKBFBr9czcWRvb2/Y2Njg2rVrTIWeq3VqbW2Fq6srHn30UUilUiiVSoSFhWH8+PFoaWlhSTWFhYW4ceMG6wj3M/xjNpvR3NzM3DNaW1tRXV2N7OxsBAcHY9iwYQgICICjoyOuXr2KnJwc8Pl8tLa24vr162hra4OrqysSEhJYhrBer4dGo4G3tzeIOpMx8vPz4e7uDqPRCKlUChcXl151ROgKvV6PwsJCBAUFwWKxoLm5GdXV1SguLoaHhweGDBmCkJAQeHt748qVK8jNzQWPx0NraysyMzPR1tYGZ2dnREVFQaVSwWAwwN3dHdHR0SxsR0TIzc1loS4XFxcMGDAAvr6+ALrXY/Y0zGYz2tvbcf36dSYmzi3IuKxXPz8/puN78eJF3Lx5E0Cn1VJGRgZrR71eD5VKhZycHJahFxkZyZKjuLpVpVIJtVoNZ2dnVFVVobCwkKW/q9VqEN2fkqFfw87ODlKplIXfPD09QUQoKipiz+OgQYPA4/GgVCoRHh6OJ554gj2PXLsXFBSgb9++vaoAo9froVAo4OTkxATPLRYLlEolRCIRLBYLFAoFKisrceLECTg7O0MqlSIsLAzOzs64fPkyioqKmC1bZmYm0/oNDQ1FS0sLfv75Z4wePbobR6vVivz8fFy/fh1WqxXu7u4YPnw4fHx8epwj9/xzC8XW1lZUVlYiNTWVZeFfu3aNaSFzCUv19fWoq6tDXl4eM0Hg+qpSqYS7uzszbk9OTmYKN1FRUaxe+OLFi8jOzoaTkxO8vLwQHh4OoVCI0tJStLW1QafToaWlBSqVCq6urnfNkTNtd3BwYHMHZ0jOJf0ZjUa0t7fj7NmzkMvl6NOnD0JCQuDi4oIrV66gpKQEzs7OTIGL66vDhg3D1atXcfz4cTz++OOsHbkykoKCAmRkZECv18Pd3Z0lHN4r/nDCvHjxIhYuXIhVq1bh+eef/833mUwmXL9+HU5OTujbty8+/PBDbN++He3t7YiNjcW+fftYLcwLL7yAvLy8Wz5Dr9djxowZyMnJAQA899xzuHbtGoDOmjo3N7e75fmn4ezsjKeffpqdO1ksFtja2mLSpEkICQnBiBEjcPbsWaSmpqK5uRlCoRDu7u6YOnUqli5dirlz57KVIjewfPrpp/juu++gVquZgDdXVJySkgKtVovJkyffUyf9MwgKCsKuXbuYyHFISAhcXV0xePBgyGQyhISE4IMPPsDu3btRV1fHbMlmzZqFt956C3PmzGHi6txipqKiAhcuXMB7772HiooK6PV6PPTQQ2y1CAA+Pj7MJ7K3FkFEhKqqKtjb2yMlJQU7duzAmjVr8PTTT7PaNHt7ewgEAnz++ed48sknmf2cQCDAjBkz8H//93+YO3cu8vLyuk0OnC/m9OnTWT+ePn06rl69ysTOnZyc8NBDD+HHH39kGZj29vbo6Oi4pwURV+cqEAj+1K78+++/x88//wxXV1dMnToV//d//8dqDOfOnYvc3Nxb7l/X55G7J19//TXLJO2tUq/z58/jxRdfxDvvvIO5c+cC6CwBGTlyJJuozWYzq68NCwvD6tWrsXbtWsybNw+tra0IDQ3Fjh074OLiAqlUinnz5t3RmDN9+nS2qOAy33vDYUar1aKhoQFubm4QiUR46aWXoFKp8PHHH+PYsWPYtm0bRCIRPDw8sH79evj7+8Pf3x8bN27EI488wuq4gc5x8l//+hfmzJnD2pHLDhUIBLBYLJg9e3Y3jpcvX2bv4xaL1dXVLNN24cKFSExMxI4dO+66xO3KlSt4/fXXsWLFCkydOhVAp7h7TEwME//gsl9tbW0RGBiI6dOn45133mFWdIGBgVi/fj1zjOnKsSv0ej1mzpyJ7OxsEBEmT56M48ePIzk5GQqFgtWB3yv+8BOcnZ2RlJQEDw+P330fl8rMrSQCAwMxcOBA1NXVwdfXlyV7NDc3IzIyEm5ubjh//jyam5sxadIkaDQaHD58GBUVFWhqamIp+z2xKrgb8Pn8bjtqFxcXFoLkrIFkMhnkcjlTwJdIJGhra8O1a9fg5+cHiUSCM2fOQKFQYNKkSWhoaIBCoWDKHNz3hIWFQaPRoL29HfX19TCZTAgKCur1nQi3euVqPx0dHVnSCrcj4VLqFQoFTCYTAgMDYTKZmDOJQCDAiRMnoFKpMGnSJNjY2CA9PZ2ZvRqNRgiFQsTExMDR0REGgwHl5eVwcXGBn58fK1zu6YJ4ImKel0FBQejbty9TdgkLC4Ovry9TIgoLC0N8fDxqamqYYXJbWxuuX7/Odi3nzp1jfTUkJARExJwQALC+yvHhXBQ4s1tuR3uvoee7VdnhPDtzcnJgNBpRXV3NVvcRERHMT7KlpaXb81hSUoKGhgbweDwYjcb7smjlohByuZz9jkvy4CISbm5uCAoKwhNPPIE+ffpAJpMhPDwcAwYMQEpKCkv8UKlUaGpqQp8+fdiY09TUhEmTJkGv1+P48eMoLS1l7UhE8Pb2ZubERUVFrHyBi4T0xHPJWW0JBAIQEZuoVCoVpFIp+vbtC4PBwEpgfHx84OrqiqioKPTr1w/nz5+HRqOBTCZDR0cH0tLSYGNjA1dXV1YXPnToUAiFQpSXl7PQOzdR+fj4wGg0wmAwIC8vD+Xl5aw0h3Pt+XX51Z+FTCZDQkIC3N3d2e94PF63hRannz1q1ChERETA3t4eYWFhGDBgAK5duwZ7e3vY29uzEqjIyEi4urreMnckJyejuLiYiTMAQEBAAOLj49Hc3IzMzEx4enoiKiqKJTTd1bP4O4e295RkQNSZQLJt2zZas2YNrV69msaNG0disZiSk5OppqaGvLy8aNKkSWS1WmnRokUEgCQSCUt//n+lrISoM+1bq9WSTqcjg8FAZrOZVCoVVVZWUt++fUkikVB8fDz5+fmRQCCgjz/+mE6ePEnu7u40adIkslgstHXrVpo4cSJLoe7K0WAwsAPvbdu23Rd3hNtx1Gg0LHnAbDZTRUUFpaSkUGRkJMnlclq2bBk98sgjTDM1MjKSbG1tGcd33nmHQkNDSSKRsISmZcuWkdVqJb1eT/X19bR69WrasmULaTQaamxspIqKCjIYDD3K0Ww20+nTp+nUqVPU3t5Oer3+d8tXOO1KW1tb8vHxIU9PT3J2dqYff/yR8vPzSS6X0+TJk8lqtZLJZCKFQkFxcXGsvKhryYVer6czZ87QlStXqKWlhTZt2kSTJ0+m4uLi37uGXk36IerU1n3mmWeof//+NHnyZIqLiyM+n88cIHx9fRnHxYsXszT/X/fVe0CPceT656/vZ0dHBw0aNIgiIyNp+/bttHLlShozZgxduXKFampqyMfHh3FcuXIlubu7s9IwPp/frR3b2trojTfeoM8++4zMZjNzLfmDMqg/zVGj0VBiYiK5u7vTjBkzaMWKFbRp0yaaP38+zZ8/nxQKBRmNRmprayO9Xk8dHR2UmJhIMpmMHn74YYqMjCSRSESPPPIIPfPMM+Ti4kKPPPIInTp1ir755hvasGED+fr6Eo/HI4lEQm+88Qb77qamJho/fjxFRUWx8jEej0cDBgygBQsW/NZz2WPtyCU1db2nVquVOjo6aNy4cTR06FDas2cPzZ8/n2QyGSUnJ1NlZSXJ5XI2dyxZsuQWR5au7djc3ExTpkyh1atXs3Goo6Pjj8bX3k/6+fVEbLVaIRQKmRp9eHg4PvjgA1y6dAlnzpzBwoULERkZyd4PoFsiwblz57BkyRK89NJLf7lxLbcS5PE63cx37twJo9EIvV6P2tpamEwm1NbWwmAwgM/n46effoJMJoNarUZBQQHWrFmDtLQ05OXlQSAQQCqVQq1W49y5c1i8eDH+9re/ISwsDKNHj4ajo2O31Oj7ha4efDdv3sTOnTuhVCrR3t6OhoYGptmpVCohEAiYR53FYsHNmzfx2muvsRA1/XcFx/3NkiVL8Le//Q2hoaEYMWIE8xd0cHBgHpU9zSUgIAAWi4WdFefn5+Ohhx6Ct7c3bG1tUVJSgsOHD6OlpQVKpRK1tbWwWCxQq9VMzWj37t1McECr1WLXrl2orq5mCUOc/17XvhoZGQkfHx8IBALw+XwMGTIEYWFhkMlkMJvN9121qus9iYyMhNlsxs2bNyGXy/H888/j6NGjOHv2LObPn4/IyEj27HKDBIf/V57HrtfVdbd348YNFBYWYvjw4WhpacG+ffsQHR2NF198ESdOnEB7eztee+01hIWFwWKxsF1Uv379YLVakZGR0Y1jUFAQwsPD4eHhwaQcubPEnoRQKMTSpUtRXV2NpqYm1NbW4tq1a2hvb2d9RqFQICMjA/n5+SgtLUVtbS30ej3KysqYiEhpaSmampowePBg2Nra4rPPPuu2U3RycoJGo8GpU6eg0+nw0ksvwc3NDTU1Nexcfvz48UhISEBaWlo3A+vewq+V1MxmM06cOIErV66gvr4eOp0OX331FQICArB69WqkpKTg9OnTWLZsGby9vVFQUIDW1lYmT8n1jV+34+OPPw65XM7C1Hfbjj0+YVosFhgMBlgsFhaOs1gsyMjIQP/+/TF//nw89dRTyMjIwJEjR5gNFIeu9T9ZWVnIysrCsGHDEBISArFY/JcpjXTdvldWVuLzzz9nCR9caKW5uZk1xoULFxiPuro6/PDDD6irq0NbWxvc3d0hFouhVqsZx+HDhyMsLAz9+vX7SyZLoLtmbkVFBb744gum+8qdY2RmZkIoFEIkEjEzZR6Ph8rKSmzfvp2pBHWVFczMzERmZiaGDx+O0NBQxMfHdwtj9wZ4vE6jXC7xqKamBikpKQgLC4OnpydsbW3R0NDAQjmc1ZNIJILRaGQh6dOnT0Ov1yMqKgpGoxHnzp1DWloaSkpKkJSUBLlcjqqqKsZx2LBhCAoKgpubGwttRUdHIykpCXq9np2FWywWNnn2ZlsTEQsTGwwGBAYGQqlU4ueff0ZoaCjGjh2LDRs2oK6uDgcPHmRZvDY2NrC1tWV9HOh8HrOzs//S55GbzLtqhAJgyjAXL17E0KFD2YQZGRmJxx9/HLt27cL169eRkpICLy8vtpAiIjaB3rhxA9nZ2SgoKMCIESPg4+ODgIAAODg4sFB9b9TSCgQCTJw4EXV1ddi/fz9KSkqQlpYGImK2VR0dHcjPz8fBgwdx8eJFpiJWV1fH2qq2thYSiQSPPfYY6urq8NNPP7EFsKurK8RiMZRKJVNSGzZsGBISErqpXw0aNAjTpk1jusfcvTUajb1igNF14cMl6V24cAF79+5lBgnHjx/Hiy++iGeffRZz585FTk4OTp06BYlEgvLycnb0wn0OEXV7HgMCAjB48GB2xHZPHHpiW90V586do4SEBGY1c+XKFTp16hSJxWJW2zZ+/HgSCAQUGRnJVCfeeOMNcnJyusUuSiAQUHBwMI0ZM4aam5v/7OX0SpgrOTmZHB0dWQ3Xnj176IcffqDw8HBydna+xQ7q4YcfpqysLJo+fTpTluEsfLifoKAgGj16NDU2NpLZbCa9Xn8749Ze5ciFuYiIDh48yK5RLBbTd999R7t372bWZr/mGBMTQ++//z4NHjz4FluzX3Osr6+ntrY2ysnJoZaWll7jyIXRzGYzKZVKqqysJI1Gw8I/arWaCgoK6Pnnn2ftmJycTOPGjaOYmBgSi8WMp0QioQkTJlBJSQnNmTOHhEIhOTk5MXs2gUBAEomEwsPDaezYsdTQ0EApKSk0btw4OnToEBFRt9DThQsXaPny5ZSbm9vj7dgVxcXFtGHDBpoxYwYNHz6cLl++TCdOnCCJREIvv/wyNTU1saMSrj7WarXS999/Ty+99BK5u7sz+ySZTEb+/v7Ut29fGjdu3F/2PFqtVkpOTqadO3eSRqOhiooK2rZtGz3zzDMUGRlJqamplJubS0uWLKHdu3dTe3s7TZ8+nby8vCg2NpaWLVtGFouFdu3aRdOnT6eHH36Y4uPjic/n06hRo2jLli00efJkeuyxx6isrIzy8/Np586dlJeX1yscTSYTffPNN7Rjxw6qqKig3Nxc+uWXX2jkyJEUFBRE9fX1VFlZSTt27KBHHnmE9dXdu3d3O/rgnksPDw+KioqiiRMnUlBQ0G+OOcHBwfTwww/T2bNn6cMPPyQej0cffvghaTQaKi8vp8rKSrJYLPTNN99QQkIC/fLLLz3ajkRESqWSmpubyWKx0NmzZyk+Pp48PT3J0dGRfvzxR9q3bx/Z29tTTEwMPf/88+Tr60u2trYUFRVFCxcupPb2dpo/f/4fjjnV1dWk1+vJZDLdqa3g/QvJ2tjYoKqqCiqVCmVlZSzM2tTUhOvXr7PSg/z8fGRlZeHGjRswm80ICgoCn8+HVqtFQUEB5HI5AgICUFpaisLCwvsSIvgjEBGcnJyQmJiI4uJitLa2wt/fHwKBoJv9UUhICOzs7JCfnw+r1QqdTsecO8LDw2G1WlFQUAB3d3f4+vqitLQUWVlZrGb1fmXK/hrcCk0ikcDX15cpEhF1V/8gInh4eEAoFKKuro5pldJ/w9YREREAgIKCAnh4eMDHxwdlZWXIzs5mdmddwTnD9OQKtutnOTk5wcnJqdvrUqkU4eHhcHZ2hkAggL+/P+zt7cHn81nYnNPHraqqgtVqRUdHB2QyGcLCwmBnZ8eMiuVyOYKCgpCbmwu1Ws2Su8rLy6FUKmE0GlFSUgI+n8/qwe6HCDu3w6irq0N2djYqKipYO7W3t6OiogI+Pj6IiopCXl4eioqKUFlZCalUij59+jDVJ86kOTo6upvw9f0Gt9sB0K0Pcf2Wq7Hldsatra3Izs6Gh4cH+vbti5KSEqZa5Ofnh4SEBBQUFDB9a3d3dyQkJODbb79FYWHhLVq7RIT6+nrweDwW4usJcOFeDw8PNDc3o6WlBcHBwXB0dIStrS1UKhXq6+uZHiyXFMlxBsAyerl+xoUfRSIRgoODQUQoKSlh+tXcveB26/TfSMzNmzeZ+YBQKIRWq2XjW2+A+1zueok6zSo4wXUAaGlpQU5ODtzd3eHs7IyCggJ4enqiuLgYfD4fgYGBzFScG3O4cTU7OxsqlQqOjo7dEjnvaszpiVVCV3CKDQsWLGAG0ZxOI7cK/+mnn5iWLGdYO3v2bNq6dSvV1NRQSkoKicViWrhwIWk0Gpo5cyYlJCT85Uo/RJ2JTFqtltrb22nevHkkFotp165dtHPnTpJIJCQSiUgqldKBAwcYR463WCwmmUxGqampt3B84oknmCLF+vXrux1IWyyW3zug7nGOZrOZiouL6bPPPqORI0eyXSa3u+R+FixYQO+99x7bZXF6l/b29nTlyhXGccGCBaRUKmncuHHk7u5OycnJVFBQwFZ7VquVFAoFKRSKXuPIaWd2hcViIYPBQEuXLiWZTEbffPMNffXVV+Tk5ESxsbE0e/ZsSk1Nperqapo8eTJLJnnjjTcoOTmZGhsb6fLlyySTyWjZsmWsHZ2dnenzzz+ndevW0ejRo+nrr7+m8vJyGjBgAA0dOpQ0Gg2ZTCYyGAxdV7u9ssPkTN2XL19Ojo6OTAmFay9HR0c6ePAglZWVUXBwMEVGRtKCBQvo+++/p8LCQmpvb6dLly6RWCymRYsWkV6vp7a2Nmptbf1LDKSbm5spOzubFAoFmUwmFhUxmUy0c+dOmj59Ok2cOJFGjBhBbm5u5O7uTj4+PpScnEytra20fft2Onz4MGm1WjIYDMxU/PLlyySRSGjp0qVkNptp4sSJJJFI6IknnqC1a9eSVqsls9lMBoOB3nnnHVqzZs1vGdrfFUeTyUR6vZ5UKhV99NFH5OLiQgcOHGDJKUeOHCFPT0+yt7cngUBw2+fx888/pwsXLpCHhwcJBAKSSqXk5uZGoaGhlJ6eTpcvXyYXFxfWV8eNG0c8Ho/c3NxIJpMRALK3tycXFxeyt7ensLAw+vDDD+ncuXOk1Wq7tnePRQq4H4vFQiaTiTQazW3nDvw3KaurRjefzyepVErTpk2jTz/9lKqrq28ZV8eNG0cymYw2b95M58+f7/b9SqWSlErlb11ez+0wucNmFxeXbqnfQKd6zOnTp+Hl5YWlS5cCABobG/HDDz8wN4GjR4+ymqCQkBA88sgj6NevH8LCwnDt2jW0tbVh/vz5GD58OOzs7DBu3DhmKn2/YDQa0dDQAAcHB+ZAQkRMM/TIkSOora1lNjiclRC3sj127BiysrKg1WphY2MDe3t7dr63f/9+dq7U1NSEzMxM2NnZITg4GDKZDCKRCAaDAba2tr2SZMChtbUVR44cQWRkJAYMGMB+z+Px0NbWhpSUFOaPOWXKFFgsFtaOQKcSU21tLYxGIytFMRgMsFqt2L9/Pzsn4uyE+vTpA6lUys7wuiZ4/dpKrafQ1NSEffv2ISAgAH379oWHh0c39Zra2lrExcVhwYIFiIiIgNlsxnPPPQd3d3cEBARALpfDycmJ6SPrdDrEx8cjNDQUEokEdnZ2LMnHzs4OkyZNQmxsLKKjo1FZWQkbGxukpaWhpqYGI0eOhFwuZ7uJ+6EtS9R5hsmVGBgMBjQ0NODHH39k5r3Hjh1jq3IvLy/0798fXl5e4PP5uHjxIurr6zF16lQMGDCAnWPdD4/IruDaMTg4mDl0cLsRoHO3EBUVBYFAAK1Wi7a2Nri4uKCiogIlJSUoLy+HXC5HZGQkZDIZyzXglJ98fHywaNEiDB48GDY2Npg4cSIiIiLg7++PkJAQCIVCEHWKDfTr169b7XFPgM/no7GxEXv27EFKSgo0Gg1sbGzYWaW/vz/mzJnDSj+4XRERQalUoqWlBfb29jCbzZg9ezbLH+HKV1xcXNDS0gJXV1cmQvPUU08hPDwcRqMRFRUVOHPmDEwmEywWC0aOHInQ0FD07duXlWD1BLh2jI2NxfDhw295LS0tDcHBwViyZAl4PF63ucNqteLYsWNMQCU6OhqPPPII4uLiEBwczERxZs6ciSFDhjCO8fHxiImJ6VaiSNTpKPWncTerhObmZtq5cydduXLllteOHz9Ofn5+tGPHDvY7TrsSvzqblMvlNGPGDKqvryelUkkKhYJmz55Nc+bMIZVKdadneL+Hu14Jtbe306lTpyg/P5+I/nceRkR06NAhEolEFBYWRqNGjaKioiJKT08ne3v728bRHR0dKTY2ljw8PLqdNwCggQMH0qpVq2jWrFn07LPP0sqVK2nXrl3U3NzMSjx6i2NOTg5FRUV1cw7hwHEUi8Xk4uJCmZmZv8tRKpVSREQEc4/oynHy5Ml08uRJ+uGHH2jv3r10/vx5ys7Opo6ODlaq09Op+hzS09NJIpHQ5MmT6cSJE9TU1MReq6uro/3791NxcTFbPRsMBqqurqaamhpqaGggjUZDRqOR2tvbSaPRENH/dqsqlYpycnJo0aJFtG/fvm7fazabKSUlhZ544glWkpOVlcVeuw3fXtlhGgwGampqIq1W2+2eODg4sDaytbUlmUxGkydPpvfee4+ampqourqaCgoK6IUXXqDZs2dTRkYG1dXV3c0l9AhHrh1v55hiMplIpVJ12/G1trbS999/T7NnzyahUEhz5syhzz//nJRK5S3PlMlkuq0urtVqJa1Wy0qSdDodqVSquypH+COORqORLl++zHaNfD6facly18JFt9RqNbsGi8VCBQUFtHfvXtq7dy8dPHiQWlpamDOOwWCgjo4OamlpoUuXLtGQIUPoww8/ZN9rNpupsrKStm3bRg4ODiQUCkksFtPXX39NOTk5v1Xedk/tKJVKb9uOV65coQkTJtChQ4dYG3Hv7zqeCAQC8vX1pblz55JOpyONRkMtLS20dOlSWrx4MRUXF98SrTIajd3a+G4dknhEvytLdtsXjUYjGhsbIZVK4ezs3O215uZmZGVlISwsDHK5HCdPnkR7ezscHR2RnJyMbdu2YdWqVQgNDcVbb70FsViM/v37s3OJmTNnIiQkBDExMT0RN7+TP74tR7PZjLa2NkgkEkilUraS5fF4aGhoQHp6OkQiEcRiMeLi4mCxWHDlyhUcOHCAcQwJCcGyZcsQGBiIV199FefPn0dubi5efvlleHt7A+gs7uU0Fa1WKztD4/P5cHNzg5OT0x/dg7vmqFarkZGRAR8fH4SFhXV7rbGxEWlpaUwfeODAgQA65boOHDiAHTt2dOPI5/PRp08fVFdXQ61WY/Xq1fD394fBYICfnx/CwsJYxipnxqvVapkU4B+s1u+ao1KpxLlz5+Dl5YWQkBBWzgJ0SncpFAo4OjoyCTYigsFgwMmTJ7F371689tprCAgIwNKlSxEREYFVq1ax3TGPx4Ner0dlZSVcXFxYm3Kfc+zYMcydOxfPPfccxo4di0GDBv2eTvBdc/w9cKn6NjY2MJvN2LlzJ1QqFSIjI9nzuHr1aoSHh+P9999HYGAgXnzxRVy4cAEFBQV48cUXERwcjKCgIJZFfA+4a47t7e24dOkS/P390adPn27PI/1359f1nNFkMqG1tRXbt2/Hv//9b3z66adITEzEhg0bEBAQgBdeeIH52CYmJsLBweG2z5nVakVFRQVOnz6NQYMGITo6+o8iA3fF0Wq1oq6uDrt27YKrqyt8fX3h5OTERAw4LW3up+u5288//4ydO3di3rx58PHxwdq1a+Hj44PnnnsO3t7ecHNzY5J0ubm58Pb2RnBwcOeFUKfaTnJyMmbMmIFnnnkGjz32GEaOHAk3NzcmJ/mre9Nj7dgVbW1tKC4uho+PDxPIUKlUSEtL6zauhoaGYuXKlXB0dMTIkSOhUqlgMpkwe/ZsBAYGIjAwkJ2/sov5b6TFYDBAJBLdSWnXbTneVUxIKBR2s2fqCnd3d4waNYqlsZeVlcHGxgbTpk1DWVkZAGDAgAFITEwE0Flycf78eajVavB4PPzzn/9EfHz8fRV2vh0EAsEtChUc5HI5xo8fz0KO3IP6+OOPo6ioCMD/OHKKQHFxcSgrK0NTUxMefvjh3xUCVqvVqKysZINyb4GTG7sdPD09MX78eBZG53g+8cQTTEKuK0fOBkokEkGn02HEiBGIiYmBVquFUCi8RV5LrVajubkZTk5OvRra48KpXOp9V4hEoluUpHg8HsRiMZqamnDhwgXMmTMHcrkcZ86cgUaj6TZo2drawsHB4bY1iZwyTmNjI4KCgjB69Ohe4/h74JI3iDqTQ7Kzs2FjY4OlS5ey57F///7o168f3njjDdja2qK+vh43btxAWloa3n33XcTHx/8l194VTk5OePzxx7v9jojYYM6FZ7mJ1NbWFt7e3izRSy6Xw9PTE+fOnUNERART3lKpVIiNjf3N54zP56OjowM5OTmIiIjotTA6j8eDg4MDBg4cCD8/P0RGRrKaZm4s/C39XqVSieLiYojFYqZKFRQUhFGjRsHV1ZUdAQiFQgwdOvSW75VIJBAKhTCbzQgPD8fDDz8Mb2/vuwtZ/gFu144cnJ2dMWDAABYWtlqtkEqltx1X33rrLdTW1uKXX35Ba2srTCYTVq1a1W0x9WueQKes5b3UQf/RDvMBHuABHuABHuABAPw17q8P8AAP8AAP8AD/P8ODCfMBHuABHuABHuAO8GDCfIAHeIAHeIAHuAM8mDAf4AEe4AEe4AHuAA8mzAd4gAd4gAd4gDvAgwnzAR7gAR7gAR7gDvBgwnyAB3iAB3iAB7gDPJgwH+ABHuABHuAB7gAPJswHeIAHeIAHeIA7wB/pPP2mHuDly5fh5+fXTRaMiNDY2Ij09HQIhUJYrVZs2rQJzc3N8PX1RXR0NPr37w8ejweDwYBLly7B1dUVgwYNYvJdnA/d1atXMX/+fLz77rvM4eIucNeah1qtFvn5+XB3d4e/v3+314xGI9RqNfO53LhxI6qrqwGAOX8QdfoNfvzxx4iIiMDy5csREBAAZ2dn/Pvf/8b169dx8uRJvPLKK9iwYcO9uJLcNUeDwYC6ujo4ODjA1dWVfb/RaERzczNycnIgEAhgsVjw9ttvo7m5GWFhYejbty8GDRoEoFPibuvWrbCzs0NcXByio6Ph4+ODPXv2oLy8HJmZmXj22WexZMkS+Pn5wcHB4b5yNJvNaG1thZ2d3e9+t8FgwMqVK1FRUcH8PBMTE5m/4j//+U+IRCL069cPc+fOxdixY1FbW4ucnBwsXrwYs2bNwttvv3033DjcNUdOb9PX15f5kN7yh//VyP373/+O8vJyAJ19tV+/fuDxeFAqlfjXv/7FtJ2fe+45DB06FO+99x4yMzNx+vRpLF68GB999NFdE8Q9cLRYLOjo6GD6zV3BSUkajUZotVp8/fXXaGpqglAoREREBBISEpgDz1tvvYWAgADMmzcPSUlJCAwMxL/+9S/k5OTg5s2bmD59Ot544w24uLjcrUPHXXPU6XQoLS2Fq6srvLy8uunllpSU4NChQzh48CDS09Oxdu1a2NnZ4bvvvkNsbCweeeQR8Hg8tLa2YsWKFRg6dCj27NnD/Ey//vprFBcXIy0tDWPGjMGsWbOQkJDA3Hj+5NhzT7rHnOTnr7/TYrHAaDTizTffxNdff43t27dDKpViy5YtCA8Px4ABA7pxjIiIYHrkNjY2SE9PR1FREXbv3o0nnngC8+bNQ79+/eDh4fFnuP0+x7tRnL9+/Tp5eHjQW2+91e33ZrOZDh06RE5OTtSnTx8aNWoUrVq1ir766ivS6/X04Ycf3uJy8eSTT5LRaKRNmzbRmDFj6NKlS3T8+HGSSqU0ffp0Sk1NJYVCcacu2XekOH8nHEtLS+n555+nXbt23fJaS0sLpaSk0KlTp+j48ePU2trKvB03bdpEfD6/G8dJkyax6zcajXT06FF69913SSqV0qJFi6i9vf22bgm9ydFqtVJ9fT19+umnXZ3UyWKxUHNzM+3du5fkcjnNnz+fduzYQS+++CItX76campqaM2aNbe048SJE0mn09HmzZtp8uTJlJ2dTWlpaTRw4EB68sknaeXKlXfqWN9jHIk6Pe+OHDlCOTk5f/glXf35Pvroo9v2VZPJRFqtllQqFRkMBiosLKRnn32Wtm/ffrfc7pljdnY2RUZG0jvvvPObH8657dwJR7PZTK2trVRVVUWtra10/vx5sre3v63DxP3iqNFoKDMzk2pqam55LTc3l1auXEnr16+nLVu20MGDB+nSpUtkMpnoo48+6uZ00fV5bGlpoeLiYvrmm29ozZo1NGLECHr11Vdp7969VF1dfTd+n/fEsbq6mt544w06ePDgLa+dOnWKIiIimG8ln8+nyMhIOnjwIM2fP/+WduQ4rlu3juLj429xi+LxePTBBx9Qenr6b/l69gpHImI+pr8G56zz0ksvkUgkotmzZ9OmTZtIrVbT+vXrf5Pju+++S5GRkczphcfjkUQiIQ8PDzp+/Pif5fa7HP+UW4nVakVubi5aWlpQUlKCmJgYPPTQQwA6d53r1q1Dbm4uLly4gMmTJ2PYsGGws7ODVqtFZmYm7O3t4ezsjO+++w4NDQ149dVXAQANDQ3Izs5GdXU1XnnlFXh6ekKpVCIwMBDR0dHIz89HY2Mj8vLyEB0djRdffPGP1weduGvngPb2dqSlpcHf3x+RkZGM48aNGyEWixEbGwuZTAYHBwd4eXmhpaUF27Ztg1Qqhbu7O0pLS6HVahEZGQmj0Yi6ujoQEQQCASZNmgSRSITMzExER0dj0KBB4PP5sFgszH/S09OzVzm2t7dDq9WiubkZbm5uzGlDqVTinXfeQX5+Pi5evIilS5di0qRJOH/+PJqbm6FQKCCVSuHi4oKcnByo1WqMGDECJpMJdXV1yMvLQ11dHVatWgVvb2+0tLRArVZDqVRi6NChcHBwwO7duxESEtLr7citWJuamuDg4AAXFxcAnTuyTz75BP7+/pg5cyZb6VqtVlRVVeGTTz6BnZ0dnJ2dsX//fjQ2NuJvf/sbeDwe6urqYLFYIBAIsGLFCjg6OiI1NRX+/v6Ijo7uvBAidHR0wMbG5s94uN4VR51Oh9bWVpw/fx4RERHo378/gM725Zw55s6d2+2eVFdX4z//+Q/s7e3h6uqKnTt3oqamBsuWLYONjQ3q6upgMBjA4/Hw+uuvQyKRIDk5GX369GHi3UajETk5OZBKpb+5q+0pjkBnpECpVEIikTBnmfb2dqxfvx4VFRUoLi7G4MGD0bdvX/j5+UGn0+HcuXMQi8WQSqUoKCiAVqvFQw89BJPJhPr6euj1epjNZjzyyCNwcnKC0WiEk5MTex6sVis++eQTBAcH93pfBYCOjg5kZ2dDLpczNxGO482bN/HLL79Ap9PBYDAwU4ekpCQWnerTpw/c3NzA5/Oh0WhQV1eH9PR0FBcXQ6VSwcvLC4sXL0ZVVRWys7PxwgsvICAgAEePHkVYWNh94Qig2865K0e1Ws38Y0tKSjBlyhTIZDK0tbWxMaerR3BHRwfq6+uRlpaGoqIi+Pn5wdvbG2PGjIFIJIJAIMDo0aPh7+8Po9EIHo/3ZyKV977DNJvNdOTIETp69Cjz9ONWCjU1NSSXy0ksFpNcLqf33nuPCgoK6JdffqHPP/+cZDIZvfrqq1RfX0/Tp0+nhIQEKikpod27d7MVg0gkorlz59LHH39MTU1N1NTURDU1NbRu3TqaNm0aOTs705QpU+7UJ/I3Vwm/x5Hot/3xamtrKSAggIYMGUL79++ny5cvU2FhIZWWllJycjLJZDJaunQpqdVq+uWXXyg5OZkUCgXt3buXrXwcHR3p6tWrzMfNYDAwrzu1Wk1paWlUUFBwJ9zumqPVaqW6ujqqr68nq9XKnM7NZjNrRz6fT2KxmNatW0e1tbX0zTff0FtvvUVOTk40b948Kikpoc8//5zeffddqq2tZe0oEAjIwcGB3n77bTpw4AAplUq6evUqbd68mU6cOEFHjx4lPz8/mjJlCnV0dNzpzvqu2tFoNN529VxfX099+/al2bNnk8ViYT6DKpWKLly4QM7OzrRo0SJqaWmhBQsW0GOPPUaVlZW0Z88e1lft7e3p+vXrZLVaSa/Xd+NhsViosbGR2tra7oTbPXH8Ldf42tpa8vf3p6eeeorMZjPp9XrSaDSkUCjo7Nmz5OzsTEuWLKG2tjZ65plnKCoqisrLy1lfBUASiYQyMjLIbDaTVqvtdi81Gg19//33dPbs2V7n+Fuora0lLy8vsrW1JQcHB5oxYwZ9/vnndPLkSdq+fTvJZDLWV3fu3Ekff/wxNTY2snYUCAQkk8nou+++o5ycHFKr1dTa2ko1NTXU0tJCBQUFFBgYSFOnTv0z3rz3xNFisXSLpnHPI361u3JxcSE3NzeSSCQ0cuRIWrt2LeXn55PBYCCtVtutHfFfv9phw4ZRa2srnTx5khYvXkwHDx6kY8eOkZubW7coWG9z/DU4jhKJhAIDAykwMJDCwsLo9ddfpyVLlpCjoyMtWLCAamtrSavVksViIZ1OR99//z3jZ2trS5MnT6Y1a9awMZWbm6xWK3V0dDCP0Hvh+Ke8amxsbNgK08bGBi0tLaivr0dAQAB4PB6EQiGSkpLw+uuv48iRI3j22WchFosRGBiI5ORkXLhwAWPHjsXSpUsxb948vPTSS+w8JSgoCEFBQZgzZw4sFgsmTpyIoKAg9OvXD8OGDcMzzzyDt956Czk5OZgyZQpefvllTJw48c9c/h3jtyx8hEIhEhISEBYWhpEjR+Kzzz5DcnIyXF1dERAQgBMnTuD8+fMYPnw4/v3vfyMyMhLPPfccSktLAQADBw5EQkICPD09UVZWhr/97W+YMGECXnnlFdjZ2cHOzg7R0dHdvO56AzweD25ubuwc4fDhw/jiiy/wzjvvwN/fHxKJBLGxsZg6dSrS09Oxe/duGAwGBAYG4sSJEzh37hwmT56MJUuWYODAgZgxYwYqKioAAOPHj8eIESMwduxYtLS0YNy4cdBoNDAajfjwww/x0EMP4ciRI0hLS8OwYcPw5ptvYurUqb3C87faUSaT4f3334eLiwv4fD6+/PJLHDp0CO3t7fD29sbx48dx4cIFPPHEE1i8eDGef/55zJs3j/VVR0dHuLq6wtbWFpWVlVi7di0efvhhTJ8+HUCnJZSLi0uvWrNxkEqlt/29SCTC8OHDERERAT6fj88//xw//vgjdDodAgICcOzYMfzyyy94+OGHsWTJErzyyiuYO3cua0c+nw+RSAQ+n4+ioiL87W9/w9NPP43XXnsNACAWi/HYY4/1mt3Vb4Gz1BMIBLCxsYGvry8GDRqEpUuX4ptvvsG6desQHh6OkJAQnDx5EmfOnMHkyZOxatUqxMbGYtq0aawdZ86cifHjxyMpKQn19fV47LHHQEQQi8VYs2YN+vfvj+TkZFgsFuTl5cHb2xuurq69xk2j0SAnJwfu7u7w8/O75d4KhUJmTzVv3jxERUUhJiYGycnJ+OyzzxAdHQ2hUIiXX36ZWfCJxWI4OTlh8+bNEIvFmD59OhobG9HY2Ag/Pz8EBARAIBCAz+dDr9dDKBT2+vjzWxg0aBA2bdqEjRs34qeffoJOp0NERATOnj2L06dP4/HHH8emTZvQp08fvPrqqygoKADQaQvm4eGBV155BREREVAqldBoNFCpVAgKCoKjoyNEIlGPPI9/urd3NcBtampCRkYGJBJJNyNXk8mE2tpa5OXlITExEc7OzoiPj0dpaSmICAEBAQgJCUF+fj4aGhrY5xERWlpaoNPpUFNTA2dnZxARNBoN2tvbYbFYoFKpkJubC4VCcc/k7wREnT6CnGcj/TfcVlpaisLCQuTn5+Ohhx6Ck5MT4uPjUVRUxB46W1tb5Obmora2ln2e1WpFfn4+lEol6uvr0dLSAq1W2y0M5uTkhKCgoF7l1TU00dzcjBs3bqCurg4ymaxbyKSmpgY5OTmIjY2Ft7c34uPjUVxcDIFAADc3N7i6urKQOXd/LBYL6urqoFAowOfzYWdnBycnJxARtFotLBYL2tracOPGDTQ3N/cax996QIiIhfgKCwvR2trKEhEcHR0RFxeH8vJyCAQC+Pv7IyAgAAUFBaivr4dQKASfzwcRIS8vD1KplPn3AUBVVRVUKhUL74WEhPQaPwDdBjfOLJprWyKCQqHA9evXkZOTg+LiYnh5ecHBwYE9jwKBAEFBQQgJCWEcu35efn4+AKC8vBytra0gIpSWlqK9vR0A2LHE/UJ7ezsaGhpuScSzWq1obW1FVVUVoqKi4Obmhvj4eBQUFICI4OzsDGdn525jDtcPysvL2e848/bKyko4ODgwX1+lUskWSr0JHo/HJrSoqCj2ez6fDxsbGzYWhYeHIy4uDn379sWlS5fQ0NCAgoICWCwW3LhxAy0tLd0+l/OXtLGxgUQigbOzMxobG2E0GtnzmJGRgZCQkFs8YnsD3DENZxQNdHpl9unTB0FBQfDy8oKnpyf8/PwQHx+PnJwcaDQalJWVgYhw48YN1le53V9bWxuUSmW3JJ+SkhI2hkskEnh4eMDBweFuE7ruLumHwyeffEJisZg2b95MJ0+eJDc3NxbKEwgEJBaL6ejRo1RfX08mk4laWlooPz+f1Gr1bUMNPB6PRCIRyeVymjZtGm3evJmKi4vpmWeeYVt2mUxGAQEBt03GudNt9Z/hqNfrSaFQkNFopNraWvLz8yOhUEgSiYRsbW1JKpVSamoqCwOoVCqqrKyk2tpaun79Onl6enbjx90XPz8/WrBgAW3ZsoUyMzNpwoQJ5ObmRp6enjRnzpz7Gh7ZtGkT8Xg8+r//+z/6+uuvydnZmYRCIbm4uJBYLCaJREIXLlwgtVpNRJ3huMbGRtLr9VRdXU0+Pj7E4/EYP6FQSGKxmAYNGkSNjY2kVqupo6ODkpOT6f333ydPT08SCoUEgDZv3nxfOHKhZ6vVSrW1tRQYGEg+Pj702GOP0a5du6impoZUKhXp9XoWIu/o6CCj0UiVlZXsuMHPz48cHBzYEUL//v2pqKiI2trayGq10uLFiykmJoYcHR1p2rRpd8Ktxziq1Wqqrq4mnU5HtbW15OvrS0KhkKRSKQUHB9OwYcMoMzOTdDpdt2MAjUZDxcXFtw39iUQi8vDwoNGjR9Pnn39OJpOJpkyZ8v+1993hUZbZ2/dMJpmZTMpkSJn0HhJSSEJIQFriEiDSWRsCigUUAQHLAq67uovYEBVZRaWDCIL0BaSHhJZCKum99z69ne+P+D6bUCwY+H1/cK5rrkuZJPPec552znOf+5BEIiGxWExPPfXUA8V44sQJevLJJyk9PZ1qa2v7pWTNzc1JLBbT1atXSaPREBFRc3MzZWRkUGdn521rjkAgIKFQyMZqS0sLdXZ2UktLC82ePZutOYGBgbRs2TJKSkq67xiNRiN9+eWXJBaL6cSJE+yZLSwsyN7ens3H9PR0lnL8+uuvydbWluzt7cne3v42khPnxxEjRlB7eztVVFRQYmIijRs3jszNzRmJSCQS0ddff33fMRIRJSYm0ooVKyg3N5dh5AhnSUlJtHnzZmpsbGSp8OLiYvrxxx9p+vTp5OPjQwKB4I4YR44cSSqVikwmExkMBpo1axaJRCISiUQ0fPhw2rhxI+Xk5Nwzxj+VT7GysoJcLsf169eRl5cHjUYDk8kEjUaDuLg4hIeHIyUlBZmZmRCJRAgICEB4eDg7oQOAq6srRo0ahYyMDJSWlkKr1aKnp4elMdvb21FUVASj0Yi5c+fCwsICKpUKbm5uf+bRf7eZmZlBKBSitbUVtbW1MJlMMJlM0Ol0DOOlS5dw7do1AEBwcDBGjBiBxsZGtLS0wGg0wsfHB1OnTkViYiKys7NZdFNQUACBQACxWIympiYYjUbMnj2b0acflHGp2ZSUFFRUVMDBwQFCoRAdHR0YNWoUhg4diitXriAtLQ18Ph9ubm7w8/NjaQ6TyQShUIhBgwaxdAgA1NXVYceOHaxze35+Prq6uvDEE0+Ax+PBYDAgNDT0geI8ceIEsrKy0NHRAYPBgNLSUuj1elhZWeH48eNobW2F0WhEREQExo4dC5VKBaVSCSKCl5cXnn76aZw6dQopKSnQarXQ6XQs6jQajWhvb4dSqcQzzzyD6OjoB4YN6M0aSCQSnD59Gnl5eSzS1el0iI+Px9ixY3Hx4kVcvHgRABAeHo4xY8agvb0dHR0dMJlM8PHxwbRp03Dx4kVkZ2dDq9VCr9dDJpOxaIzLHDzzzDOsvOhBmYODAyIiInDlyhUolUoYDAZGAImNjUV4eDiSkpJw/fp18Hg8+Pn5ITw8HAKBAAaDAUDvmvPII48gMzOTpS7r6uqwbds2Fp0XFhbCYDBg7ty5cHd3x5AhQxgx7n4aN47UajUOHz6MtLQ0qFQqGAwGaDQajBkzBiEhITh//jySk5PB4/GgVCqxaNEidHV1obOzE4cPH4aLi0u/NUer1aKurg5btmxBYGAgQkJCYGZmBr1eDwBs3T579iyMRiOeeuop2Nvbw2g0gsfjDXiatrm5Genp6TA3N4elpSXUajW6urrYXhEcHIxjx46xtcTDwwNBQUHw8vJCe3s7amtr2bp66dIlZGVlQavVoqGhAXv37sXQoUMRGRnJfD5ixAjY2NggLS0NWq0WFRUVGDduHGxtbf/Yg/+ZU8KRI0do8uTJLIriogwAtGHDBlIoFBQeHs5OAAsWLKDGxkZSqVTs1D5mzBhKSkqiWbNmsZ/j8/ksShGLxcTn88nV1ZVqa2upoaGBfv75Z6qqqrrnU8IfwcjZjRs3aM+ePeTm5sboyxs2bKCenp5+GJctW0YGg4FSUlJo+/btZGdnx05OS5YsuS2ajoqKoiVLlrCIp66u7o+W0PxpjF9++SVZWFgQj8cjkUhEsbGxDNOd/Dhx4kTavXs31dTUsNOhnZ0djRw5kp3geTwe8fl8EggEZG5uTubm5sTj8cjNzY1qampIo9FQV1cXabXaB4KRqDfKfPzxx0kkEhGfz2dj9csvvySFQkHR0dHsxL1s2TIymUzU2NhI165dI0dHR5oxYwYZjcZ+fgwPD6eqqirq7OwkjUZDU6ZMITc3t/8TP3IYn3zySZJIJP1O3xzGW8eq0Wik4uJiOnHiBMlkMpo+ffptGJ2cnGjJkiW0fv16OnLkCEVHR/+fjdXm5ma6ceMGTZo0iWxsbEgqlZKVldVd5+PixYtJqVSSUqmk0tJSksvlNHr0aEpMTKSZM2feMcNlY2NDAoGAnJ2dqbq6mhEcHxTGO5X7/Jofly9fTkajkcrLy+nMmTPk4OBAM2bMIL1eT4sXL77tbyxfvpz0ej1NmTLljp9hZWVFmZmZZDQaGTFxoDFyWa2+3/3QoUPps88+o8zMzDtiJCLatm0bvfzyy2RlZXXH+SgWiyk0NJQ++eQTMplMNGPGDLK3t6cNGzbQqlWryNPTk6Kjo2natGlUWlr6h/34pyJMGxsbeHh4IC8vj22+nG3fvh2XLl1iJAKgl4hga2vLLpl5PB7y8vKwevVqlJWVQSgU4qOPPoKPjw+MRiPMzMzA5/Nx8uRJVFRU4JVXXkFkZCQWL178QO9NiAh79+5FYmIiDAYDhEIhNBoNvv/+e1y7dq0fRgDsjoHDm52djZkzZyI3N5dhdHV1RWNjI5ydneHt7Y28vDykpaXhpZdewrhx47By5coHho+Lok0mE7RaLfLz86HT6QAAW7ZswZkzZxhRAgBcXFwwduxYyGQydHR0sFNuQUEB1Go1hEIhPv74Y/j4+PSLlBUKBbq6uvD6668jLCwMK1eufOCkEb1eD4PBAFtbWxiNRqhUKpw8eRK1tbWoq6tjd5Fc1C2VSuHh4YGnn34aLS0tzI8ikQgfffQRwsLCYG1tDQsLCwgEAvj7+6OlpQWvvPIKHnnkEaxateqB4gN6Sz7UanW/f9u+fTsSExPvOFZdXFxgMBggFouRnp6OGTNmsLHKkWhsbW0hlUohk8nwl7/8BTk5OXjllVcwYsQIvP322w8MGzenTCYT9Ho9wsLC0N3djcLCQmzZsgU///wzysvL++EzNzcHn8+HSCSCg4MD6urqsHr1alRUVPRbc/R6PczMzGBmZob3338fOTk5ePHFFzF27Fj8/e9/f2AY+5qdnR0+//xzVhJ19epVPPHEE/3mI9A7Xh0dHSESiVipzaxZs5CbmwsLCwu899578PX1hUgkgoeHB7RaLRvrQG8Etnr1ahZN+vj49CN+DbSZmZnBwsICOp0OUqkUX3zxBTw9PeHu7o7U1FQcPHgQfD4fzs7O/e7VY2NjERoaikcffRSVlZX9xupHH32EgIAAWFpawt3dHUBv5Nzd3Y0tW7YgPDwcW7ZsgVAohFAovKe72vu2WtXX10OpVEKtVsPc3Bz29vYwNzdnl9FNTU1MReXKlSuwsrKCk5MTQkNDERISAhsbG5ibm0MgEKCsrAwdHR24evUqBg0axGqNHpQREVpaWlBXVwciYptAbW0tVCoVNBoNzM3NMWjQIFbHBoBd0Dc0NKCyshJWVlZwdHRESEgI/P390dPTA6lUCnt7e9jZ2bEDBOfsB2ncAYaI+hEGampqGDGJwyiVSgH0psubm5tBRCz1BwASiQRBQUGIiIhgbFwAaG1tRXV1Nb7++mtYWVlBIBCwz7zfKWiuJtNgMMBkMrHUG4/HQ3NzM0pKSqBWq2FhYQE7Ozvw+XzU1dWxw4CTkxPq6+tx/Phx2Nraws3NDWFhYRgyZAir+eLz+XB1dYW7uzsyMjLg5OT0QLBxxindaLVamEymfu/V1dXdNh/NzMwYIU2tVoPH46GxsZFhdHV1RWhoKIKCgiAUCiEWiyEWi+Hu7o6GhgZcunSpH2njQZiZmRmrQRw0aBAkEgmrsauurkZzc3O/sSoQCNDY2Agej4fW1laYmZmhp6eHbThisRhBQUEIDw+HjY0NO6Tv3bsXpaWlyM3NhZub2wO9IuHMzs4OXl5eiI+Ph62tLbq6unDu3Dmkp6ezVCU3Prk6b5PJhGHDhqGjowPHjx9nB4ygoCAMHToUnp6eMBqN0Gg0bO1pa2uDvb09Hn30URgMBhgMBiiVSmi12n7zd6CNY+u7u7tj0qRJjKxz+fJldiVnZWUFe3t7EBGbj/b29ozpffz4cdjY2MDFxQVhYWEIDQ2Fg4MDgN51WyaTQSaTobi4GIMHD8b48ePZ53NY/9Ch/c+E1Vx9pVAovE3dZs2aNVRWVkYhISEUFhZGZWVl9Omnn5JcLidnZ2eSy+X9QvKXX36ZDh48SDExMTRx4kRSKpVMkWTJkiU0evRoOnbsGGVlZTGVld9hfzp1YDQaSavVUlNTE6WlpfUjDaxZs4ZKSkoYxtLSUlq3bh3J5XKSy+Xk6OjY73J64cKFdODAAYqOjqYJEyYwhR+DwUCLFy+mcePGUXZ2NrW2tv4ebAOG8csvvyShUEjm5uYshcqlxNeuXUtFRUUUHBxMYWFhVFJSQp988gnJ5XLy8PAgd3f3fr4XiUQklUpJLpdTQkJCv9qnjIwMOn/+PJWVlVFTUxNptVpSq9Xskv5+YqypqaHz58/TuHHjbkvJfvTRR1RTU0NhYWE0dOhQKi8vZ2OVqwuztbUlsVhMAoGAPvjgAyovL6e4uDhKSEgglUrV73MKCgqorKyMkd1+p2LMn8Z47do1evfddyk4OJillrnX2rVrqby8nI3Vvhjlcjk5OTn18+OaNWuovLycYmNj+81HIqIPPviAnn/+ecrNzaXm5uYHmq5Uq9XU2tpKubm5dOLECXJ1dWUEspUrV9LVq1dp8ODBFBoaSkVFRfTxxx/3w8hdDeAXkoi1tTU5OTnRxIkT2Xw0Go108uRJ2rZtG2VmZlJ1dfXvxTcgGLmU7I4dO6i+vp4qKipo165d5O7uTitXrqRjx46Rj48P8fl8srOzIwcHB4bR39+f/v3vf9Pzzz9PACg2NpaWLl1KgYGBNGHCBDbXTCYT5eXl0eHDh0kmk1F4eDh99913tGLFCpo5cyb5+/vTpEmT7la7+KcxbtiwgQQCAe3cuZOamprYHDEajaRQKKi2tpbCw8MpICCAdu/eTYsWLWIYQ0NDKT09nb799lsCQP/4xz8oNzeXxo4dSxMnTuz3zO3t7ZSdnU3Dhw+nl19+mf27yWSikpISKikpudv4HfiUrF6vh0qlQnR0NBwcHKBWq9HY2Ijs7GzU19cjLy8PYrEYtra2cHZ2hpmZGRobGxETEwNHR0f09PT0q9/09fVFd3c3WlpacPz4cUYWKSkpQUtLC/Lz86HX69npWCAQQCqV3te0Hv2SZubq6hISEpCfn4+UlBQWFQ8dOhRmZmZwcXFhGKOjoyGXywH0XnDn5ubCxcUFfn5+6O7uRnt7O86ePQtzc3MYDAZUVlZCpVKBx+M90OgZ6E1z2djYIDg4mJE72tvbUVxcDIPBgO7ubgwfPhxisRiurq4M48iRI+Hg4ACBQACJRAIfHx+m63j+/HmUl5fj2LFjsLCwAI/HQ0lJCZRKJVpaWuDo6AhfX19UVVWhtbUVcXFxLHK9H8bn82FhYYGRI0fCyckJarUaTU1NyMzMhEQigb29Pf7yl7+Ax+P1wzhmzBg4OztDo9FAr9dDo9EgMDAQTk5O6OrqQkNDAy5evAipVAqJRIKysjJ0d3fD0tISjo6OCA0NhUQiuU3/9H4YRwyJiopCUFAQtFotGhsbkZaWBrFYDJlMhtjYWJiZmfXDOGLECMjlcphMJqhUKjQ3N8PX15cpbqlUKly6dAl8Ph9arRZ5eXmor6/HjRs34O/vz+pZH0QUxqUM5XI5LCwsEBcXh8LCQqSnp8PW1hbu7u4YP348zM3Nb8Po6OiIzs5OFn3b2dlBLBbj0qVLqKqqwn//+19GZCssLGTKM15eXnBxcUF9fT06Ojrg7+9/72UJv2KdnZ1ITk5GTk4Oe75BgwahtLQUbW1tqKurg1gsRkBAACZOnIja2loQESoqKpCXl4cRI0bA29sbnp6ebG3V6/VQKBRobm6GTqfDiRMn2Lra2tqKxsZGGAwGdHR04Nq1a6ipqUFLSwv8/Pzg6emJ69evw9PTc8DK3DiM2dnZMJlMkMlkLLJsaGjA9evXERYWBjc3N8TFxUGj0WDIkCHIyclhfgwMDIS1tTXL7DQ2NiIvLw/V1dWwtbVFc3Mz821RUREqKysRFRUFmUyGI0eOwNfXF3K5HObm5kzdy8bGBnZ2dr8N4M+cErjI5Pjx46TX66m2tpa2bNnCqOgclX3RokWkVquZluyBAweoq6uL0tLSKDMzk2pqahi9ve9F760vgUBAcXFxlJKSQklJSXTx4kVW6nAXG7AIkzuFmEwmOnToEPF4PPr8889JpVLRzz//TGfOnGHalQDop59+IpVKRSqVio4fP07+/v60c+dOdpnN5/PJxsaGRCIRO/HKZDL64YcfKCMj47cea0Ax7t27l2JiYigpKYkMBgO1trbSkSNHKCIigp5++mlavXo1Xbt2jaqrq0mv1zM/Hjx4kBobG2nx4sX06aefklqtZqpBo0aNYvqVPB6v38newsKCRo8eTYcOHaKZM2eSvb09ZWVl3VeMXV1dVFFRQUqlkoxGI/X09NCBAwfI1taWNm3axLRWORo758cjR44wpZv6+npKTk6m+vp6UiqVFBUVRRKJhAICAig+Pp4WLVpEXl5eDGN8fDylp6dTc3Pzbz3egGC8fv06rVmzhoqKihhhY9++fSQQCGjNmjVUW1tLLS0t1NXVdUeMnDbuxo0bKTs7m81HkUhEwcHB5ObmRkKhkPlRIBDQzJkzSa1W31flrb7GaflyRJzu7m6mMrVu3Trq7u4mhUJBSqWS9Ho9rV+/nng8Hh09epTUajVduXKFLly4QOfPn6fq6mpSKBQUFxdHdnZ2d1xzJBIJPfnkk6RWq2n37t20ePHi34o47xljenp6P83Xw4cPk1KppIsXL9I///lPRvrh1KXa2tro+vXrtGzZMgJAR48eZeVCBw8eJJFIRN7e3hQVFUVisZhprIpEIkbyuxNmTuGpsLCQEhIS6KuvvhpQjBKJhJECjx07xt47cuQI8fl8VmpmNBqZ8hG35hw9epT9/LFjx0gsFpNMJmPlRf7+/nT8+HHKzc2lrq4umjx5Mrm6ulJOTg7t2LGD+Hw+vfbaa3Tp0iXq6emh1tZW2rlzJ6WkpPwujH8qNONo7Nu2bcPp06eh1WpRVVUFvV6P7u5uaDQaqNVqWFlZgYjA5/MhEAggEAig0Wiwbds29PT0wNzcHCKRCHw+H/X19XB3d8eyZcvQ2tqKqqoqJCUloa6uDgaDASUlJVi/fj3TqhUKhex5EhMTcfjwYSxYsKBfF5U/Y9yJdvPmzSgsLIRcLkdBQQGICIcOHUJxcTHq6+vh4eGBsWPHgsfjQSAQgKi3kHbjxo3Iz89HS0sLfvjhB6SmpqKurg7u7u544403cPXqVRw5cgRarRYqlQo7d+5EVFQU07TsKxQB9Ob3jx8/jvnz5/crbP4zptFo0NbWhq+++gr79+9n2rfcHW15eTnKysoQGBiIt99+m0USbW1tqKmpQW5uLvLy8lBWVgY+nw+TycS6Ljz55JMscjl9+jQbH6Wlpdi6dSuCg4Px2GOPwdXVlT3P/fBjR0cHCgsL8f3336O5uRl8Ph8VFRXQaDT48ccfcfPmTQC99PUVK1awch+ONMDdq3AddiwtLVFbWwsnJyesXLkSSqUSra2tbDzq9XoUFhZi3bp1eP755zFx4sR+z3M/MDo5OSEyMhL79+9nd8sVFRUwGo04ceIEysvLYWZmBk9PT6xcuZJlM4xGI9ra2rBp0yZUV1ejrKwM169fh1QqRV1dHeRyOd58803k5+cjOTkZhYWF6OzshMFgQFZWFl5//XU89dRTGDdu3H3HSNQrNrB9+3YUFBSwUhcAOHHiBGpra6HT6eDu7o7XX3+djVWtVsv0njs7OwH0ii6IRCKUlJTAzs4Ob775JtLT03Hq1ClotVoQESsdMhgMiIyMhLu7e79IZCAxcosyt4Zs3boVp0+fRlNTE+rr6yEQCJCYmAi9Xs+EXebOncsyM0ajEa2trfj888+RlZUFnU6HtrY2KJVK6PV6uLq6YsmSJUhJScHx48dZ9szGxgZDhgzBM888A6B3XXd3d4e5uTleeeUVVFVVYdmyZQOCkcMWHR2NsWPH4vz587hy5QqmT58OsViM999/HyEhIaivr8fOnTthbm6OJUuWsGcl6hXj+Oyzz5CdnQ29Xs/8ZDAYIBKJMHjwYHR0dODUqVNsrltZWSEmJgYbNmxAWFgYK4vjniU7Oxt79uz5bYz3ckrgbPPmzeTs7MzKLLh7MNxyYgkPD6e2tjb69NNPydzcnI4dO0Y1NTXk5eXFfr5vUf/IkSNJoVBQZmYmffXVVxQVFcU+g3t9+umnjC7O5aw3btxIVlZWdOLEiT99EuprJpOJZs6cSWKxmIYOHUp+fn63YYyMjCSFQkEbNmwgoVBI+/fvp6KiInJ2du5XLmNubs4wKpVK2rhxI1lbW7NCcLFYTPHx8SySudW+++47ksvldPr06QHBaDKZ6JtvviEHBwd2F9T3xT0zAIqIiKDW1lb6+OOPCQB99tlndOrUKVYg3/f3hEIhhYeHU1paGiUmJtK+ffto5MiRt90frl+//o5+lEgkA+rHrKws2rhxI4WEhLDI4dYxxflRqVTS119/TXZ2dnTw4EGqra2l1atX0+TJk9k9rY2NDdPnVKlUlJqaSh9++CGFh4ezv819Jxs2bLjtHvN+jNXW1lbKzs6mcePGsSj3TgXeERER1NPTQ59//jmZm5vT/v37qbi4mPz9/W/LCohEIho1ahSpVCo6deoUzZ49m7y9vUkkEpG5uTm79/zss89Io9H0w3k//KhWq6mlpYUmTZp0Gy7OLwKBgCIjI6mzs5M+/fRT4vF4tGfPHsrNzb2rOAMnsvHZZ5+RjY0N86FIJKIZM2ZQc3Mzy0701SgeSD/euHGDZDIZ2djYkJ2dXb+1lMfjkYWFBfn4+FB0dDRJJBKKiIigjo4O1slj//79dxWg4Nbh+vp6+vDDD/utRd7e3rRo0aJ+z6LRaEilUpFSqaTPPvtswPyYlZVF7u7utGDBAkpPT6dHH32UnJycaNOmTXT27Fmqr6+n0tJSSk9Pp5CQEIqOjqbu7m5av349AaBDhw5RRUXFXf04cuRIUqvVlJycTH/7298oLCyMAgMDqbGx8Y7PYzKZSKVS/W6MfyrCVKvVaG1tZcWvHEvyVisrK8OUKVPQ0tLC6Ppcfp37XSKCmZkZ1qxZg8jISAiFQty4cQOffPIJ3n77bXh7e2PJkiVoaGhAT08PvvjiC3z//ffg8/kIDg7G5s2b8dRTT2H06NFM6X8gjJMbi4mJgclkwpUrV6BQKNj7HMtTp9OhrKwMLS0tIOqVxhOLxexkxP0tCwsLfPzxxwwjV6T86aefYuzYsex+hX6JyPv+Po/Hw8yZMxETEwMvL68Bwcf1JuUK+QGwEhO9Xs+eRyQSobKyEvHx8WhtbWUCBr6+voyByplQKMQHH3yA8PBwBAQEYO/evfjkk0+watUqrF27Fh999BEqKytRXFyMzz//HLt37wYABAUFYevWrXjiiScG3I85OTn4+uuvUVtbC6B37HLfLTceTSYTiAhqtRqWlpbw9fVlfUJ//vlnVFVVAeiNVszMzLBlyxZERERAKBTi5s2b2Lx5M1atWoWIiAjU1tbi2rVrWLduHerr63Hz5k34+PhALBbDzMzsvozVU6dO4ZNPPmGlI3ebjz09PTh37hyKiorA4/EgEokgEomgVquh0WgA/G8+btu2DREREcz/p0+fxpo1axAaGooffvgBhYWFSExMxP79+1FcXIylS5fC09MTEonkvmAsKipCcnIyenp6IJPJ+t1JclGGXC6HQCDAhg0bkJqaCqCXuX1rtgboHasbN25EREREP/nG999/HyNHjmR33R988AFGjx6NIUOG4Pz58xCLxXj22Wfx5JNPDhjGwMBAXLhwgY3L119/HYmJiWyxNhgMqK+vR3NzM2N3qtVqtoaam5uz+8lbTSQSQSKRQCwWQyQSQSgUYsaMGQgNDUV8fHw/OTmtVovly5ejsLAQXV1diI+Px+XLlwcEY0BAAE6cOMEyaAsXLkR+fj527NiBoKAgLFmyBOfPn0dKSgq6uroY05njdXDclVtNKBRi7dq1iIyMhLm5ORM1ePLJJ5moyp2MG7MjRozA5cuXf/Ou9p43TG4j4ZwFoN/i7uTkBDs7O+h0Ouj1etaMWCaTwWg0QqlUwmg0QiqVwtvbG3V1deju7obJZGJtbgoLC1FVVcWINREREXB2dkZ3dzdqa2uRnZ0NX19ftjA4ODgwSvFAGUek4LQY+9L1HRwcYGdnB0tLS7i6uuLmzZtoa2uDg4NDv4ErlUrh4+OD2tpadHV1sRRlQUEBGhoamBpQREQEw8+lYPrq2AKAvb39gFH5dTodmpqa0NbWxjbLW83Z2Rn29vYsvZ6bm8s0Kbk0sslkYhjr6urQ1dXFDhFtbW2or69HRUUF82NgYCDMzc3Z+7W1taxswWQywdHR8Y+0N/td1tPTg9raWlaf2NePLi4ucHBwgMlkgouLC3JyclBXV8eILJxOKZ/PR1RUFNOL5RqIl5eXo7a2Fu3t7XBzc0NERAQcHByg1WoRFRUFsViM5ubmfvqn92Ostre3Iy8v77aSEgCQy+Xs82QyGbKzs9HY2AhLS0umXMXVp3Jjtbu7m83V3NxclJeXo729He7u7oiMjERRUREsLS1ZK7PKysp+m/T9wMj5UaVS9VtvgN4SBIlEgtDQUFhZWSE/Px8NDQ0wNzfvR0i603zU6XTo6OhgWseenp4IDQ1lV0ZZWVlobm5m454j/Tg6Ot5rg+LbjGvCDvSupZxouL+/P5RKJbtC4PP5CAkJQWBgIEwm0221wwBYi8D29nb09PQA6BV3z8nJgV6vx7BhwzBs2DCEhIQgJCSkHynNZDKhqKgIWVlZ6OrqYgpKA2FisbifupdMJoO9vT2rMy0oKEB+fj5KSkrg7e3NMHJjui9GKysruLi4oLm5mR2AlUolsrKyIBaL4ebmBkdHx7u22DOZTFAqlbh58yaioqJ+F8Z72jC5Bf9uJ1gAmDVrFqZNm8Z6Z3700Udwd3dHTEwMenp6kJubC51Oh1GjRmHPnj1YvXo1tm7din/+858s58wNDq4+bvPmzSDqFfdetWoVdu3ahX/961+IjIy868nqz5pSqURjYyMuXryIy5cvw8vLCyqVCtXV1UhISMBjjz2G0aNHo7q6GrNnz4abmxtmzJgBOzs75sQxY8Zg7969eOutt7Bp0yasXLkSlpaW8PT0RFtbW7/JzOfzYWNjA2tra3YgGSil/VutqakJX3zxBdLT0/v9u1arZf89f/58PPXUUzh16hQKCgrw448/QiAQQCgUIj09HfX19Uyya+/evfj73/+OrVu34p133oGDgwP++te/Ijs7GwKBAEajERYWFpgzZw7bKPfu3YuLFy/C3d0dHh4e940hbDAYoFar73gwmD9/PubOnQuDwYDCwkI888wz7Fm5u3idToeRI0di3759+Nvf/oZNmzbhpZdegkwmw8iRI9Ha2gp7e3vW7cHd3R2urq6YNm0aLl++jMLCQsamvl9264Gurz3//POYN28ezMzMkJ+fj+eeew7W1tYYPHgwenp6UFVVBYPBgDFjxmDfvn1488038c0332DBggWwsLDAoEGDGPMS6F3c58+fzxbsXbt24dKlS7C1tWX9Ku+HqVQq1rSgo6Oj33vh4eGIiorC4sWL0dbWhieeeAIKhYLVanZ3d7P5yGHctGkTli1bBi8vL7z55psoLi5mxfrcgcjT0xNvv/02vvvuOxw4cABffvklAgIC/khvxXsyol7R+AMHDiAtLQ3z5s0D0BtNffvttwgODkZXVxcb0303Ez8/P8yfPx9HjhzB5cuXodFokJ2djUmTJuGVV17Bzz//zHpLcpks+uX+lDvscs0g7qfV1NSgvb0dO3fuRFpaGpYvX87kKTdv3oyQkBCo1WqoVKrbfjckJAR///vf8d133+H48eP4+9//zup0X3nlFaxdu/ZXn5+ryRaJRL97/7inDbOlpQX79u3D1atX7/ozDQ0NyM3NZfqwzz33HFpaWlBYWMhUYgCgqqoKW7duZSdjLvzW6/Xw8PCAj48PMjIyUFlZyQYo10VBIBDA0dERDg4O982x3ImWUwHp7OxkA6m8vLyfespjjz2GtrY25Obmorm5GRYWFiAiaDQaNDU1MadzjhIKhSx1e+rUKbZocWSM0aNHIzQ09L5hU6lUyMzMRHV19V1/Rq1Ws8ilq6sLixYtQk5ODq5evYrKykqmV1pZWYnvvvsOOTk5MBgMkEgk4PP5yMnJgYODAxYtWoSbN2+ipKQETU1NUKvV6OzsRF1dHczNzZGQkIBhw4YxMYOBMk63t28a/VYrKytDYmIimpubodFoMG/ePOTk5OD69essmgaAyspKbN68Gfn5+bCwsIBIJGIdXUwmE6ytrXH69GlGRgF6FzFnZ2cEBwfft9ISIurXMeVOlpWVxRYFg8GA+fPno6ysDHl5ebCwsIBUKgWfz2d+vHnzJiNTcN0seDwe7OzscPr0aVRUVPTbnC0sLBAfH3/HtOdAWE9PDzIyMpCRkYHq6mqWOu5r3CbHqcTMmzcPGRkZSExMRHJyMsrLy6HRaKDRaNDY2MjmI9c268aNG2hqaoKNjQ3Onj2L4uJiqFQqmJmZQSKRQKvVYsyYMbCzs7vvmyWPx8O0adPg5+eHI0eOsK4xQK//Dh48iCtXrkClUrG089GjR5GRkQGVSgU7OzsMHz4cV65cYb/HRaucRuzp06fR0tKCsWPHoru7G1lZWRg1ahQGDx6MJ598EqNGjYJer7+NzDWQNmTIEDg6OqKuro6JL3Dj7qeffsLVq1dhMpmQlpYGADh27BjDaGVlhYCAAEZ60ul0kMlkmDx5Mls3GxoaoNVqmRiMVqtlqlxmZmZwcnLCCy+8gKioqN/3wPdycZuRkUEymeyOJBH8QhQJCQmhiRMnko2NDQ0dOpQqKiro3//+NwGgb775hpKTk8nBwYEA9Cs5kEql5OjoSE5OTjR79mw6cOAADR8+/I6fIZVKKTMz826PedeL29+DkbOcnBz65ptvaPTo0WRnZ8f0crkuELa2tozgkpOTQ6tXryYAtGnTJkpKSiIHBwcaMWIEHT9+nKZNm8bICU5OTpSQkEBRUVHk6OjISkw4fObm5neicw8oxltp7H1fHM5nn32Wtm7dSl5eXhQVFUUqlYqVIwQGBlJUVNRtRC8ej0eBgYEUHBxMUqmU3nzzTVIoFIw0c+tLLBZTamrqrzWTvmeMKpWKsrOzaeXKlbc9J0d8CAgIoFGjRpGtrS1FR0czogN+Kbmorq7up5HLdc0JCAigwMBA8vT0pLCwMIqLiyNXV9d+fuTxePTZZ5+xDiH3w48Gg4G6urroww8/vOP321fPF7+Qfrq6uujTTz9lVP2ampo7Ein6Clk4OjpSYGAgSaXS275LjoT3GyIN94yxurqaVqxYQQkJCeTm5kYSieQ2QtPYsWPp5ZdfJkdHRxo+fHg/P3p5eVFQUBAJBAI2H6dOnUo8Ho88PDwoICCAgoKCKCgoiAIDA5k+bd/XypUrKScnp59QxUBivJNxTbLv5Ff8QnS5E7GLawi9dOlS9m+Ojo60cOFC2rFjB9XU1NCECRPI3t6edu/eTWvWrCEnJyfasmXL73msAcWoVCpp9+7dtHLlSgoODu5X4sOJM/Rdp7i94k4Yg4OD6fr161RbW0tERFevXqUTJ06QWq0mjUZDjY2NpFQq7xnjPeW/fHx8sGfPHrz44osQi8X90mjR0dHYu3cvoqOjUVdXB51Ox5TwuftOmUwGJycnmJmZITIyEtu2bUN8fDyA3hRoZ2cnOjs7IZVK8cgjj9yxoNTCwuK+6Rz2NXd3d8TFxcHS0hJKpRI8Hg/R0dH4/vvvER8fz1JS7e3tOH36NGtqOmjQIMjlctZ/jiNC8Pl8xMTEIDg4GJmZmRgyZAh27tyJ4OBg6HQ6pnkplUrvW5oZ6D0o+fj4YO/evXj++ef7vcfn8zF8+HDs2rULfn5+uH79Ortz7unpYaf7+fPn4+2334a1tTVkMhnGjRsHZ2dnEBFqa2tRXV3N7oR+La18P30oFArh5eWFcePGYeHChYwsJRAIEBMTgx9//BEjRoxAXV0dG6MqlYqN1b5CEpxv6JeIbsqUKXjuuecwa9YsvPLKK3j//ffh6+vbL6VNv5C37mcq1szMjN2jDx06tF+UFxMTgwMHDmDy5MnsGeiXux7uOfum8uzs7DBq1CgmusG9R0SIjY3FV199heDg4H7chQdh9vb2eOGFF5CQkABfX1+IxWIWxXMaoT4+PkhJSYFKpUJjYyM+/fRTnD9/HgCwcOFCrFmzBtbW1tBoNKivr4dCoQARsd6MDQ0NiIqKwldffdWvtIATV7GysoKdnd0D1T+2s7PDpk2bcODAARw9ehSTJ0/u9z539wwA77zzDrZv3w6pVIrGxkb897//RWdnJ3x8fPDVV1/h3XffxaVLl1BRUQGZTIbo6GiMHz8ew4YNw+OPP45du3axdfhBmlAoRGxsLJ577jn85z//wfjx49nax3E6uLH6zjvvYNu2bZBKpTAYDFAoFAgNDcXcuXOxc+dOvPPOO/j555+Rm5sLoJdINWzYMFhYWMDc3BxSqbRfKeIftXvyPHc5nZmZCYFAwCaPo6MjvL29WTso7kL9VhOJROwi1tbWFkOHDsXJkycBoN9EtLCwgFwuh7OzM5ydncHn86FSqdDR0QFLS0vIZLL7PnglEgnkcjkGDRoEmUzGGFhDhw7FmTNn2J2qXq9nqii3YuTufLmUM8fGa21thUwmw4QJE7B3714mBs2JHnOL8/1IydIvTN6hQ4fixo0b7N85wWMvLy+EhYWhoqICFRUV0Ol0jKnH+XTIkCH97o/t7OxY2pFLgXLPbmZmhkGDBjHBY41Gw+6g+rJUOR3QgUp5cXfCjo6O8PDwgJWVFSwsLODk5ARfX1+Eh4fj7NmzrEE558++JIO+f4tTB+EaaDs6OsJkMsHPzw8jR46Et7c3iouLYWZmBp1Ox9Ri7rcSjkAggEgkgo2NDat1tre3h4+PD8LDw9n8AnAbxr4mFAr7+bHv77i6uiIuLg7+/v4oLy9nyj9dXV339UAA9K4Frq6ucHJygkwmg1AohLm5OWQyGby8vBASEoKrV6+ioaEBer0eOp2ONb0Geu+7OGY6t2Fyc5UT5NdqtXBwcEBsbCw8PT1RUFDANmaFQsHSeA/SRCIRxo8fz3SC+xKMBAIB43poNBpER0cjMjISIpEInZ2dyMzMhEajYTqrCoUC1dXVaGxsRE9PD9zd3SEUCiGXy2Fra4vAwMAHio0zMzMzuLm5gYjg5+eHo0ePskOqQCBgfJCenp5+GFUqFaqqqmBjY4OwsDBERERAqVTiyJEjjGB3a7D1ZzZL4B43zMLCQjzxxBNobm6GQqFg9zRHjx5Ffn4+YmNjoVAooNFoWAd4Nze3O0qfpaam4q9//StaWlpue0+n00GhUGDt2rV47733YGFhgTNnzmDBggWYMGECxo8fzwaQwWBg3dIH0jj5s+XLl2PZsmWQy+VITk7GuHHjGPGJiODk5ITXXnuNiTj0JWBcv34dM2bMABHB1tYWFy9eZJOUi1D/9a9/YeXKlbC1tUVNTQ3OnTuHwMDA+7bI6nQ65OTk4Omnn2aLCtB76Dly5Ajy8/MxYcIEaDQaaLVaRsCytbW9oyxYc3MzTp8+fVvkwaUyeDwePvnkE/zrX/+CQCDA6dOn8eKLL0IgEDCRfa7cwd/fH5GRkQOKNzMzE19++SV4PB6Cg4Oxfft25Obm4pFHHkFPTw9jXfL5fNaR/VZ2JUcocHFxgUwmw9dffw2FQgGTyYRXX30V8fHxeP/997F69WpYW1sjIyMDGzZsgIuLywORjWtqakJaWhqTcztw4ABu3ryJkSNH9ssMmJmZwc7O7o7knLa2Nly+fBl6vZ7d7dEvbFTOj+vXr2eEimvXruH999+Hk5MTEx+5H1ZXV4dPP/0UGo0GdnZ2jLuwYcMGFBQUYNq0aawRgsFggLOzMz744APs2LED169fB/A/EZLy8nJ8/vnnMJlMEIvF7DALgJW6TZo0CcHBwZgyZQquXLmC1157Dc3NzaipqYGtrS3Mzc37lSXdL+PxeLC0tMTly5fx8ssvo729nb3n6uqKFStWICkpCYcOHWI/LxQKUVlZifXr12P8+PGYMGECFi9ejPr6euj1epw9exb19fVYsWIFnn76aVhZWT1wOc47mUKhYNJ83Fj18/PDpk2bcOTIEWzYsAHA/yL+lJQUjB8/HvPmzWMZpPLycqhUKnh6et6XYOMPb5jcTs81PLazs0NAQADc3NyQn5+PmpoaODs7swmZlJQErVaLkpISmEwmhIaGorCwEO3t7axUob6+Hubm5nBwcEB3dzer/6uvr0dSUhKsra0hkUgQFhYGuVwOuVwOX19fDB48mC3efdNKA2nm5uYsFWM0GpGTk4OSkhIAQGhoKBwdHXHx4kVoNBoUFBTAzMwMo0ePRllZGdra2tiG09TUBEtLS1YTZDQaUVNTg4qKCpw8eRJKpRIWFhYsdRYeHn7X2qE/a0ajEdeuXcONGzdQX1/P2M4ymQyDBg1iWsB2dnZwcnKCjY0NkpKS0NPTg4sXL6KkpAQ8Hg+ZmZlQKBQs7a5Wq+Hj4wMnJyfk5eWhp6cHRL1qM6dOnUJgYCDs7e1haWnJTn7+/v4YPHgwrK2t2RiwsrK6L5h1Oh1iYmLg6emJvLw85Ofno7OzE4GBgXB3d0dSUhLUajVu3ryJ1tZWWFpaIiMjg/mRKz9QKpUsYuTz+ejq6kJXVxfa29tRUFCAnp4eJCQkwM/PD6NHj4arq+sD2TC5DT0yMhKenp7Iz89HcXExdDodgoOD4eTkhKSkJKhUKqSlpaGtrQ3u7u7Izs5mixSXkuY2A47dzLV+6+zsRF5eHhQKBeLi4hAQEIDY2Nj73tFDq9WiuroaMpmMRQ9GoxGFhYUoKChAR0cHgoOD4eHhwfyYl5cHrVaLoKAglJSUoKurC2q1mnXWGTx4MFO0USgUSE1NRWVlJY4dO4a8vDxoNBo4OTnBzc0Ncrkc9vb2sLW17be5PKguJtw6OWTIELi7u+PKlSus9tvW1hbTp09HZWUlWlpaGEbukGtjYwM/Pz+IxWJkZWWhu7sbJSUlyMjIAJ/Px4gRI/505DUQ1tzcjLNnz0IqlWLq1KlITk6GRqNBbm4uxGIxZsyY0Q+jWq2GUqlEcXEx093lvpPKykqcOHECw4YNg5OT08AdCP7Ixa3JZKKamho6duwY2dvbk5eXF40aNYoOHjzImuxGRETQ1q1bKTc3l7q7uyk8PJzkcjmtWrWK1qxZQ59++ilFRkbe1uDW39+fxo0bRw4ODow04ejoSJGRkTRt2jRavHgxtbe307Vr12j69Ol0/Pjx39MlYUAvp2tra1mnFe4ZOG1YW1tbSkhIoH/+8590/vx5io2NvU1JRiAQkEQioWeffZbmzp3LlDakUilZWFiQm5sbU/e5nx0gVCoVjR8//jb9zFGjRtHkyZNJJBJRYGAgvffee3T9+nXWlFcoFJKPjw85OjoSn89nHUv66lIuXbqUTp06RaGhoQy/WCwmuVxOu3btYnq0hw8fJoFAQKtXr6a8vLy7dUW4Z4x9zWg00rZt2yggIIBOnTrFGgmLRCJydnamrVu3Mj86ODjQK6+8QlOnTqWAgABGyOr7PXG+HDVqFI0aNYosLCxo9uzZdO3aNRo7dizzo16vp+7ubqYKM9B+7Gsmk4n27NlDw4cPp8TEREZUkslkNHr0aPrpp58YRhsbG5o4cSLNmDGDZs+eTR4eHnckjgC9zYS5uTp79mxKS0vrh1Gn01FnZ+d97R5kNBopNzeXIiMj6ZVXXqGTJ0/S1atX6eeffyYHBwcyNzcnGxsb2rRpE/X09FBERARZW1vTiBEjaM6cObRmzRoaPXo0yeXyfh1Zli5dSomJiVRXV0eXLl0iR0dHpkTF5/PJ3d2d6uvr6fr16zRjxgw6fvz4fffjnUyn09GBAwcIAH3xxRfU1dVFMTExJBQKCQC99tprpNVq79gQ+umnn6YtW7ZQeno6HTp0iGxtbZmvHR0dKSYmhpqamv7oIw04RiKio0ePkoWFBW3cuJEUCgVFRUWRQCAgHo/HmmRPnTr1NoKhSCQiR0dH2r59O+3atYsCAwPJzc2NHBwc6OjRo7+nG9LvxviHIkzeLw11ud6NkZGRmD17NtLS0li3jfr6euzduxcXLlyATCbDnDlzoFAocPr0aQC9J9aQkBAMHToU+/fvZ33dxowZg/j4ePzrX/9Cd3c3gN7L/NmzZ7NOEN3d3aisrEROTg6OHj2KmpoaaDQaODg44Omnnx7w+0yj0ciiiPz8fBQVFTEhg9zcXHz33Xc4e/YsnnnmGXR1deHgwYPo6OhAbm4uRo0ahXHjxuHzzz9neKZOnYrRo0ejoqICdXV1EAqFCA8PR1xcHNLT02EwGFBWVsbuGPz8/ODi4jKgmIDeqPnVV19FRkYGPv74Y4waNQqzZs3C8ePHkZ+fzwhOp06dQl5eHpydnVnt5JYtWxhZIigoCIMGDcKJEyf6iUf4+vr2S1n5+/tjzJgx8PPzg5WVFRQKBRQKBYxGIy5evMgK6D09PfHaa6+x7iYDYXq9Hm1tbRgyZAjeeecdXL58GXv37kVXVxdLXx0+fBjZ2dmYM2cOVCoVEhMT0djYiObmZiQkJMDe3h7bt29n97KzZs1CbGwsLCwsmPCDl5cXPD09sXTpUlY+deXKFaSnp2PKlCkYOXIkgP4kooEyLroPCwvDG2+8gYsXL2Lnzp1MQKKyshJbt25FUlIS5syZg87OTvz444/sLnbChAmwtrbG5s2bGcbHH38cY8aMQVVVFWpra3Ho0CFYW1vD3d0dixcvRm1tLfbs2QOlUomGhgY8+eSTiIuLY880kJEXVyeoUqlgbW2NIUOGYPfu3cjIyGC1zhqNBvv370dBQQGeeeYZdHZ24vvvv0dnZyfKysowcuRIjBs3Dl9++SUr5HdwcICXlxeys7ORl5cHvV4Pb29vBAQEoLq6GkKhELW1tWy+dnd3Q6vVorm5mXW1eRARZt+rpoMHD6KwsBAtLS0QCoXQarW4dOkSXn/9dQwbNgyhoaH4z3/+w+6cKysrcfDgQchkMigUCojFYkYUiomJYSpO/z8Y/cKR+Omnn1BSUoKnn34acXFx+OKLL5CYmIjly5fjkUceQXR0NNatW4fu7m7weDx2/+zi4gJnZ2csWLAAKSkpSExMhEAgGND15A/vMJz8kkQiQUhICP7617/i4MGDbNFUqVQ4d+4cLCwsWD2TXq/Hxx9/zPLSY8aMga+vLw4fPsz+bnh4OKZNm4ZNmzahrq4OWq0WXl5eSEhIgKWlJWsQ29LSgubmZly/fh1VVVXQaDTw9/fHE088MaAbJhH1U9mpqalBSUkJk7KrrKxEXV0drK2tcfLkSRiNRvznP/9BaWkpDAYDk53atGkT2zAfeeQRPP/881i/fj2qq6shEAjg6+uLxx57DAaDAY2NjaxJakdHB6RSKWMTD6QJBAJMmjQJDg4O+M9//oOoqCgsWbIESUlJaGlpgVQqhUajQUpKCjIzM/v58YsvvmB+9PDwgIuLS7/v3dbWFi4uLqz9jlarhbOzM0aMGAFnZ2eIRCJWhykSiZCdnY3s7GxoNBpERERg0aJFA8oONhqN6OrqgpeXF6Kjo/HUU0/hv//9L9RqNWMtX79+HdevX8fZs2fB5/Oxe/dutLS0oKurC2FhYRg8eDD27NnD/mZsbCxeffVVVFVVoaioCBcvXoSTkxPkcjmmTJmC7u5uHDlyBDdv3sSJEycYSczCwuK+3LMT9Raa+/j4IDg4GE8//TROnDjBVI0aGxvR0tKCtLQ0nDt3DgaDAV988QU7rC5duhRBQUHYvXs32zDHjh2LV199laXujx49CrFYDAcHByQkJKChoQFLlixBVVUV6urqEBQUhOjoaHaPOZAbCXe6NzMzg42NDTw8PHDz5k2cO3eunyzn5cuXkZ2djdOnT8NoNGLDhg1QqVSsJjMoKAjfffcd2zBtbW0hl8tx8uRJlJaWMi5CVFQURCIRtFotqw/s6emBQqFAT08PmpubIRAIHtjddN/v89q1a0hNTYW1tTWbd9nZ2cjNzcW2bdsQEhKCrVu3MtWqmpoalJWVYdasWQDAahCBXiLUiBEj7isb/48aNx9zc3Px3//+FwaDARs3bkRWVhaysrKwf/9+RERE4KuvvmLrqpmZGczNzeHo6AgfHx88+uij6OzsRFJS0oATtf7QDqPVarFixQpoNBr89NNPcHZ2Bo/Hw9q1a5mSSGtrKywsLPD666/jiSeegFAoRFlZWW84+wt7b9euXRAIBAwwd/8oFArx/vvvIyMjA6tWrcKJEyeQm5uLZ555BoMHDwafz0d4eDiSk5Px5Zdf4tixY1i+fDmGDh064NElp6rPDdSRI0fCxcWFkQX4fD5WrFiBv/71r8jKykJ+fj7UajWMRiMEAgHeffddiESifpf0QqEQ1tbWmDVrFry8vHDmzBlcuHABlZWVTFXfwcEBwcHBmDVrFrv7GzNmDGxtbQcMm0ajwYsvvoiOjg58/PHHGDp0KHg8Hj766CO89NJLeOWVV6BSqeDl5cWo/EKhEOXl5Yxda2VlhevXrzM9SwBMdEIsFuPbb79FRkYGFi5ciKysLDQ1NcHR0RECgQDvvPMOHB0dkZiYiM8++wz79+8H0DvwzczMBmwR4iJhT09P5suPPvoIL774IubOnYvOzk60tLRg2bJl+Otf/wpHR0cUFBSgqakJWq0WIpEIX3/9NczNzdHZ2QkLCwtGeuKYfc3Nzbh58yYiIyOh1Wrxn//8B6mpqcjKysKwYcNw9OhR/Pe//8VLL72E9957b0B1VQEw0pmNjQ2bRx9++CFefPFFzJkzB62trTCZTHjjjTcwe/ZsODs7Iz8/n4kc8Pl8rFu3DkKhkHXx4BRgzMzMEBYWBp1OBx6Ph66uLpSXl2PLli3IyMhATk4OoqOjsW/fPuzduxeTJk3Cli1bMHjw4AHDR0SoqqqCubk59u3bB3t7e4bxhRde6LfmvPrqq5g6dSoyMzNRXFwMrVbLmPtcF56uri72tznyyOOPPw5vb2/s2bMHBQUF6OzsZL1hv/nmGwQFBeHAgQP48ccf8eSTT+LDDz+Ej4/PAyPKcBEhj8fD1KlTMWLECBZYAL1EPVdXV3z++efQarVszUlPT8eyZcvw+OOPw9nZmd31coeiIUOGIDo6+v+bDdPGxgYhISF45plnMHbsWHzyyScoKChgB3SBQIBVq1ZBLBajtbUVQG92ZdmyZXjmmWfg4+OD0tJSPP/88+ju7mYH1IG0P7zLcKcdo9GIxsZGNDY2shOgra0tY1Ry4XV+fj6qq6sRHh7OJMY40XHuxBgQEAC9Xo+cnByWqgN6B7S5uTlT8GhqaoJUKoWrqyscHBzg5uYGf39/eHl5DfhJr2/eGui9kK6rq2MC3cD/9HQ5slNYWBja2tpYmyeOZSmVSuHn58c0dRsbG5loNFdDx9W9caQpBwcHNDY2Diimvtiqq6vR1tbG/Hjjxo1+UTV3ALmTH7nTPhEx1SOpVIrBgwdDp9MhMzOTlS5wG6ydnR2rxeyr0QqANfv19PQc8AFuMBjQ09PDxqVWq2WfyxGBOFJLQUEBqqqqEBwczL4HjrLP5/MhlUoRGRkJiUTCiEDt7e1QKBQs0uHSQ9xGdWuD5fsRkeh0OjQ0NDA5M4PB0E/1hxvHer0e+fn5qKqqQnh4OGN5c2L7QK/OamBgIJuPXCspbswDYBrCKpUKQqEQoaGhOHfuHDvs3A+MHMOVY/v29PSw8cU9GzdWCwoKUFdXh/DwcEgkEqZpzTVo5+ajVqtFRkYGgN5mygaDAWKxGM7OzvDx8YFEIsGNGzegVquZNjCnTXs3fdKBNqPRiPr6erZBcDiNRiOrDOhbusWlHy0tLeHl5QVra2vo9XpUVlYyrV8HBwd4eHjA1dUVlpaWKC0thaWlJdzc3B4Ipt8ybqwWFRWhoqICcrkcGo2GaRZz48zW1hbe3t6wt7dna1RBQQEKCgrg7Ox8W03ygD3cr7xuM41GQ9evXye5XE5SqZSkUilJJBKys7OjGTNm0OjRo5kSjkgkIqFQSDExMdTe3k5ZWVm0Y8cOKigooPz8fHJycqKpU6eSUqmklStXklwuJ4lEwhSEFi1aRN3d3aRWq6mhoYHmzZtHM2fOpOeee46+/vprunTpEnV2dv6ausg9X04bjUbq7u5mr1mzZpG1tTVrTcXn80koFLI2R1FRUdTU1ETffvstBQUF0YkTJ6iwsJCcnJxoypQp1NPTQytXriRnZ2eysrJiF/aLFy+mnp4eqquro+vXr5Obmxs98cQTZDKZyGg0/p7GvH8Yo1qtpjlz5lBQUBBrYcQ1lrW2tqagoCDy9vZm/3arH8vKyujcuXN0+PBh+uabb0gqldLUqVNJpVLRsmXL2O9xGJcsWcKa/ur1eiovL6dvvvmGKea4ubnRd999R9euXbubL+/Zj3V1dfTvf/+b5s+fT6NGjWJkH/RRErGysmJqIiNGjKD29nbq7u6mlpYWqqqqoitXrpCDgwMbq9euXaNdu3bRP//5T3r22WdJIBDQ8uXLiYiosrKSLl26RCNGjKDnn3+eKioqqLm5mbq7u++bCk5FRQUtXLiQJk2aRIGBgWRnZ3cb4YwjmIlEIoaxsLCQjh49SmVlZVRQUNBvPv7jH/8gb29vcnBwYKSnZcuWkdFopLS0NNq5cyfZ2dnR5MmTqbW1lbq7u38PueKeMJpMJsrLy6PY2FiaPHkyvfDCC+Tn59ev+XrfNcfc3JyGDx9O7e3tdOHCBVq5ciWlpaXdhnH58uVkZWXFxmvfsarVaqmxsZHmzJlD8+fPpw0bNtDKlStp0aJFVFVVdV/8eCfr7Oyk9957j6mE8fl8tj5yamdisZj4fD799NNPjNA2ceJEqqmpoYULF/abwzwej5YuXUoqlYqMRiM1NzfT1KlTadWqVX/ksQac9GM0Gunw4cMkFArZusrj8Ugul9Pq1atpwoQJBKAfxoSEBGpqaqJFixb1w8j5Ua1WsznHNaL+sxj/cIQpFArh6uqK559/HikpKUhOTsbkyZMREBCAwMBAFBUVobS0FOHh4fD19YVKpYJIJMKOHTvg5uaGkJAQODo6goiY8opYLMbIkSOh0+nwww8/oKWlBTY2NqzInMtB19XVob29HSKRCJ6envDy8gLR/Sns59I1RqMRRqMRkyZNgpeXF6PXK5VKdiq3tbWFtbU1jh07Bq1Wi7lz58Lb2xsymQzPPPMMvL29IRaLERAQgJEjRyIxMREajYaJ/pqZmaG0tBQFBQVQqVQwGAysfc/9SPtwRI8hQ4agtbUVGRkZuHTpEtOudHR0RHl5OY4cOcL8yHVo2LFjB7sr0+l0cHZ2xqJFixjRZ8yYMTAajdi/fz86Ozvh6uoKqVTKfKTT6ZCVlYWioiJotVpWtlBRUQEbGxsMHz58QLFKJBJERUVBrVYjIyMD48ePh729PWtf1redlV6vZxiHDh2KRx55BECvatPcuXPh5+cHkUiElpYW5OXl4ebNm2hubmaRs1arxbVr15CdnY2mpibY2dmhoKAAAQEBLGV6P8zGxgaxsbG4cOECbty4gb/85S8sWqA+kT6nmsLNRy8vLwQGBmLQoEEwGAxYsGABvLy8YGlpydovtbe3Q61W9xuLVVVVKCwshMFgQF1dHX766SeMHDkSQ4YMuW9zcdCgQZgxYwaUSiXUajVmzJgBg8HAUrbnz59nmZmgoCDIZDLs3LkTtra2GDFiBKsTXbhwIdzc3GAymTBy5EgYjUYcPnwYra2tsLKyAo/HY/WA9fX17K5bLpczPoG1tfWAY7ybCYVCDB8+HAaDAcnJybCzs4OtrS2GDRsGtVqNY8eOISQkBCNHjkRZWRmKiopYQf+OHTtQXV2NQYMGQavVQq/XQ6vVIjc3lzWyICKMHTsWfn5+DwzTnYzH48Hb2xsvv/wycnNzUVdXh1GjRkEoFCIrKwuDBg3Ca6+91g9jZWUltm3bhpycHNZyr289bU9PD65du4auri7MmjVrYJoC3OspwWQy0eeff048Ho+OHj1KJpOJTCYTXbhwgaKiomjXrl2kUCiooqKCDh06RCKRiF577TXS6/W37fZcU9b29naKiIggkUhEPj4+9O6771JPTw/pdDqqqakhf39/srGxIRsbG3r22Wdp27Zt1NzcfF8iTA6jVqulrq4u0ul0ZDKZyGAwUHt7O2VnZ1NWVhbl5ORQT08PZWVlUUhICP3rX/9iuoUqlYqqq6upsbGRdDodZWZm0r59+yggIIBRof/2t79RR0cHffTRRzRz5kyytramGTNmsIjsd9g9YeSa4BqNRqa32dePZ86coYCAAPruu++os7OTqqur6ejRoyQSiWjp0qWk1WrJYDAwPxqNRlKpVKTX60mhUFBERATZ2trSuHHj6NNPP6XW1lbSaDTU2tpKixYtonHjxpG5uTlZW1uTo6MjTZ48mVavXn238oQ/7cft27dTQEAAnTt3jvm1o6ODSkpKKDc3l27cuEFpaWm0a9cuEolEtGzZMtLpdNTa2kr19fVUX19PbW1tZDQa6euvv6aJEyeySM7BwYHeeustam9vp6effprs7e2Znu6///1vSk5Ovq86qxzGL774gjVo5/yo1+tJqVSSQqGg7u5uys3Npd27d5NQKKRly5aRwWAgo9FIRqOR9Ho98+nOnTtp9uzZJJPJiM/nk0QioTfffJO0Wi299957FBcXR0KhkGxsbCgsLIx27NjxQDDm5+fT7t27qbq6muE7fvw4ubm50ZNPPkkffvgh1dbWUmpqKllZWdHSpUtJoVCQSqUijUbDGgZXV1dTd3c3KZVKiouLIwcHB3J3d6fFixdTRkYGrV+/nhYvXkwTJkygpUuXUlpaGtXX15NWq71vmsC/ZufOnaPg4GCaOXMmvfnmm1RdXU1paWlsPqrVanriiSfIysqKRd0AyM/Pj8aNG0dDhw4lHx8fVjLD6Xe7urpSdXX1711r7itGg8HAmrc/9dRTVFZW9rsw8n5pdi4Wi0ksFhOPx6O5c+dSRkYGTZkyhYKDg+/aQPqPYuQR0a/up3f6x9LSUqxevRoFBQXIy8tDdHQ0nJ2dYWFhgZaWFmRlZeGjjz7CvHnzsGLFCmRmZiI9PR2enp4ICQlhsl2ffPIJioqK8MEHH+DFF1/ExIkTce3aNUZ/5joNeHl5wcbGBnq9HuXl5Thx4gTc3Nzg4eGBb7/99tdIBr/nuHtHjLW1tfjqq6/YPUFHRwcrlAV6T0Rz5szB6NGjsWbNGuTm5iIjIwMuLi7w8/ODu7s7XFxc8PLLL6OgoADr16/Hk08+idjYWNYFgc/nIysrC5cvX0Z1dTWUSiUcHR0RERGBBQsWwNXVFfb29r9FaLonjESE0tJSrFq1CkVFRcyPcrmcMVkzMjLw0Ucf4bnnnsMbb7yBzMxMpKWlwdPTE8HBweDz+Rg0aBDWr1+PoqIirF27Fi+++CImTJiA1NRUKJVKyGQypKSk4OzZs3j77bcRERGB4uJinD9/Hn/729/YHe4333yDiIgIDB48+E5Ryj37saysDG+//TZKSkpQUlKCkJAQ1qORi+SfffZZjBs3Dv/4xz+Qk5OD7OxseHh4ICQkBEajETKZDOvWrUNpaSnWrVuH+Ph4DBs2DN3d3SwTkJmZiaSkJOTm5qKtrY01ZZZKpRgxYgTCwsIwZ86cX+udeM8YuflYWFiImzdvIjo6mvUTpV8izJdffhnjx4/Ha6+9hoyMDGRnZ7Oej1zXnw8++ABFRUX46KOPkJCQgOHDh6OlpQV6vR48Hg+5ubm4evUqSkpK0NbWhvb2dqaVPHbsWAwbNgwvv/wykz8cSIxlZWVYtWoV08AVi8Us6uXak7388suYOHEi/vOf/yA/Px9XrlyBh4cHgoKC2Fj9/PPPkZ+fj3//+9949dVXMWXKFKSmpqKnpwd8Ph8pKSk4d+4cxGIxEwRoaGjAiRMnGGmPI/0MNMa7mVarRVtbG+s/yufzsWXLFhQUFODy5ctsPmZkZMBoNGLdunUoLCzEhx9+iBUrVuDxxx9nymIqlQrHjh3Dli1bAPT2u01KSoKbm9sfKS8ZcIzA/yoTKisrUVNTgz179qC4uBiXL1+Gh4cHgoODcePGDZhMpn4YFy5ciKlTp7IMiNFoREZGBi5evIiysjJIJBJcunTpj/bYvSPG30zJcmUUQqEQAoEAbW1tqK6uRnp6OmNjpaWlMd1XHo8HKysrqNVqNDQ04OrVq7h58yaA3ov1zMxM9PT0wN7eHlqtFo2NjTh+/Dj+8pe/QCAQMMIBt5nk5ORArVbD2dkZEydOhKWlJVJSUtDR0YGenh60tLSwMoY/Y0ajsd8FukajQVFREVN4qa6uZqLw1tbW8PDwQGtrK7q6upCYmIibN2+yjUahUKC2thYeHh549dVX0dHRgePHj2P8+PHsYMGRTW7evImcnBwA/2u/4+zsDKVSyX5mIJmjQO/AbG1tRVlZGc6cOcMOARkZGRAIBCydJ5VKodfr0dTUhCtXrjA/trS0ICMjAx0dHSzd09TUhBMnTiAuLg5EhMGDB7Pv9Nq1a8jJyUF3dzcEAgFCQ0NRXV3NWiZxbXlkMhkj29wLXk7XlJO2A3pbmHHNfxUKRT+ZNE6PuKGhAZ2dnUhNTWVtlFpbW3Hjxg10dnayDba1tZX5MSYmBm1tbUw6Ljc3F1lZWUwL183NDTqdDo2NjSgoKIBer8f06dP/dCs6ToPXxsaGpZhUKhVTJALA2j0BvVqkgwYNQnl5ORoaGpCamtpvPmZkZEChUMDBwYE1FD927BjGjx+PyMhItmESEQoLC3Hjxg1Wn+zs7MxIcFVVVdBqtZgzZ849Y7ubEfUKpHMEHCJicnb29vaskfCgQYMgFov7jdXW1lZkZWX1G6utra04e/YsEhISYDQa4evry9K72dnZKC0tha+vLxwcHBAaGgoiQnl5OdRqNfh8Pmse/iBYskS9JUNSqRRxcXGMxJaSkoKcnBxYWlqis7MTN27cQEdHB+zt7fu1WeO0drm/BQD5+flMF9vJyakfAe//0jhiF0dG4uajo6MjI2h1dnZi0KBB/TAGBwcjISGBzUcAKC4uRmlpKSwsLODg4DBgvvrNv1JTU4Pvv/+e3TktXLgQGzZswJkzZ7B8+XIAYPJ4X375JX766SekpKSgvr4e48ePR3Fxce8H8fmYM2cOUlNT8dhjj7H+exxrkhOrfu655xATE4Phw4ejvr4eqamp2LVrFz7++GPMnDkTy5YtQ2JiIqZPnw6FQoHvvvsOW7duZfT6e7Fb+1UCgJeXFzZv3ow33ngDMTExCAkJgb+/P6RSKR599FH897//RVlZGeLj41FcXAwbGxuMHTsW//znP5Gamorw8HB0dHT0G4g8Hg86nQ5z587F8OHDMWLECDQ2NiIlJQXnz5/H8ePH8dlnn2H58uWIiYmBnZ1dP53LP2vc96PRaDB37lwsWLAAzs7OsLe3B9DbmWX06NE4evQokpOTkZKSgsbGRkyaNInJAQLAM888g/T0dMTGxt62mXMY582bh+joaERFRaGurg7Xrl1DbGwsK1nw8PDA008/jYCAAGi1WsybNw+zZ89GdXU1q5P7o5aamorHH3+cCY1zG3diYiJWrFjBno9jOcbHx+Pq1auoq6tDfHw8w2hubo65c+ciPT2d3clyv9sX47PPPsvGakVFBc6cOYMXX3wRU6ZMwf79+7F9+3a89tprsLe3R25uLuul+mcsOTkZY8eOZdqhABAUFIQrV67g9ddf7/ezPB4PcXFxSE1NRU1NDcaMGcO66fB4PDzzzDNITU3FI488csfG2tw4iYqKYvMxLS0Ne/bswbfffotLly4hOTkZZ86cQVRUFHJychh7dSCtq6sLTk5OOHbsGObPn4+2tjY4OztjzJgxOHLkCH7++WccOHAApaWlmDx5MvMjt+akp6dj7Nixt/3dtrY2FBQU4IknnuiHMSUlBV999RXeeOMNeHt7IyEhAadPn8batWsxZ84c8Pl8VoJzv81kMqGtrY2V4KnVatbUws7ODjNnzsQHH3yA5ORkdufe1z777DM88sgjiIqKYq8bN27giy++wKFDh/Djjz/Cw8PjjvrQD9L6rt1VVVXscBQUFISzZ8/i2rVrSEtLw5gxY277XaVSifr6ejz99NMMIzdWr169ikOHDg2YzOhvRphCoRDOzs6QSCQgIlaKwOfz4e3tjUmTJkEkEkEmk8HHxwdyuRwymQxBQUGIiopihdKcqn5lZSXbeFJSUtDc3Izp06fD3d0dGo0Gzc3NaGxsZCcCFxcX6HQ6qNVqFp0qlUo0NzcD6I0q+rYpuhfj8/n9yEVALzFm0KBBLG1laWmJtrY2+Pn5ISIiAk5OTggMDERkZCQuXrwIHo8HGxsbKJVKFBQUwMfHB1KpFBcuXEBzczNmzpwJsViMvLw81NTUsJIRIoKLiwuj6WdlZUEkEsHNzY11ubCyshrQ4lsiQnNzM1paWuDs7Myo9DExMRgyZAjc3NxgbW0Nk8mEwYMHs0iDKyFpbm5mIt92dna4cOECWltbMWHCBLi7u8NoNKKtrQ2NjY2sxsvFxQV8Ph8GgwEVFRVMa5eLGLq6utDT03ObH/6IcZ1vuAMAV7sml8uZMEZWVhZ6enoQGxuLUaNGsebO0dHRuHbtWr8SgvT0dNYl5/z582hvb8eMGTOgVqtx6tQplJWVob6+HkDvGPLw8EB0dDRqa2uRm5uL9vZ2NDY2oq2tDV1dXSxj8GeMawzMpXa5E7VcLkdERASmT5+OjIwMdHd3Y/To0Rg7dixcXFwwZMgQDB8+HMnJyVCpVHBwcIBGo8GNGzdY6UtiYiJaWlowc+ZM6HQ6nDt3jilPceOGm4/t7e3Izc1l849r1Nu37GogjKi3dImI4OzsjPDwcEydOhWOjo5wdnaGu7s7bG1tIRAIEBAQgIiICDQ1NUGv18PGxgYdHR1ITU2FRCKBu7s7zp07h46ODhbtc+vNrWsOJ8qem5vLBPk7OztZGd2D7FrCNScA/lezzpXatba2orS0FHZ2diyt2nes5ufns3ISzgQCAYKCgqDX69nm+6A0ce9mfT/f0tISUqmUjTVuTeTz+QgICIC9vT0bq7fOR26smkwmODs7s4Pg/4mWrEqlotGjR9PQoUPp0KFDlJqaSnV1dZSVlUU3btxgxBiO2MORP0QiEQUEBNDw4cNp0qRJdObMGSooKKARI0bQokWLyGAwMAJGSEgIa9L7t7/9jX12U1MTjR07ljw9PUkikTDq8QsvvEAbN268W/PhAbucbm5uptra2tsuxxUKBUVGRpKjoyPNnz+fJk+eTKGhoXThwgWqqakhV1dXmjlzJplMJjp8+DAtW7aMHB0dmR7pihUr2N9qaGigsLAwio2NpU2bNtHJkycpMzNzwBvWKpVKCg8PJz6fT7a2thQSEkKzZs2i5ORk1ujYYDCQQqEgnU7HNEgBMOq2UCikuLg4mjlzJjk5OdGMGTOopKSE6uvrqba2lkJDQ0kgEJCDgwO988477LO7urpo7dq1NHv27H66wVKplMaPH383Tdl78mNXVxd1dXUxPGq1mmbPnk0hISHU0NDAiC7cWB03bhx5e3vT3LlzacSIESQWi+mDDz6gH3/8kezt7WnGjBlkMBjorbfeIqlUynRJRSIRvfXWW+xzOc1hoVBIMpmMle0kJiZSV1fXgPmxL0YiYnPv2WefpfDw8NuIDtxYlclkNHPmTBo+fDjZ2NjQ4cOHqbS0lNzc3GjWrFlkNBrp3XffJU9Pz34lDH3HKoeRI1xwxKCUlJRf0879wxhNJhOVl5dTaWkpdXd3k0ajIaPRSG1tbdTY2Hhb2QA3VkUiEQUHB5OzszPx+XyaN28e/e1vfyMbGxuaPn06abVaSk5Opq+++orc3d2Jx+ORRCKhlStXss9ubW2lefPm0cKFC2nbtm00ceJEsrW1pfT09F8jyQzYmtN3HnJrgFKppLq6OoqOjmblMByB54MPPqCffvqJ7O3t2ZqzfPny25p9L1++nEwmE3333Xf0j3/8g9rb23+LrHXfMN4Nt0qlotWrV1NCQgKJxWKmKXvo0CGqqKgguVx+xwbSfTESEfX09FBnZ+f/jZasubk5XnzxRXbhn5eXh4qKCtazzNfXFxKJBGq1Gj///DOuXbsGk8kET09P+Pj4QCgUwsLCAj/88AMkEgnmz58Pk8mEjz/+mJ0K4uPjERoailOnTuHSpUtYvnw5XnrpJdjb27M2TDqdDjNnzsTo0aOh0+kGVAXnVmttbUV9fT0aGxthMpkwaNAgVrR/4sQJXLlyhdHOs7KyMHToUEyfPh1nz57FsWPH8MYbb8DDwwNNTU1oampCa2srgoKC4OTkhIKCAly8eBHLli3DggUL4OjoCEdHR1haWkKn08Ha2hpubm4D1huyr3GpUe7+UaPR4Oeff0ZjYyMmT56MxsZGnDp1Ck1NTWhpaUFdXR3rB8kRCEpKSmBlZQUPDw8oFAp88MEHMDMzg9FohEKhYLqxp0+fRnd3N0sBFxYWoqKiAgaDASNHjoSXlxcuXrx4x7TgnzGOxMDj8ZCUlISDBw8iJyeH3cFxJ+wzZ84wqUWFQoH09HSIxWJERUXhypUryM7Oxptvvgm9Xo8VK1bgypUr0Gg0sLa2Zvdp586dw2uvvYYFCxbAzs6OkW10Oh1mzJjB5CAHuitEX6LGpUuXcPDgQaSmprI7Oc6OHz+O5ORk6PV6SCQS3Lx5E05OTpg8eTJOnDiBCxcu4M0334RWq8Vbb72FmzdvQigUIiQkBFqt9raxymEk6hULePzxx/Hoo4/C09NzQKMvTmhAr9dDrVajuLgYJSUlcHFxgZ2dHWQyGUpLS/HTTz+hu7sbXV1dqKurg8FgQENDA2svyPlUp9MhPz8fb775JhoaGtDa2oqenh4IBALodDqcOXMGKpUKCxcuZEQTTgbU2toaM2fOhKur64BG0b+Gnct+NTc3Izs7mxXz19XVMfECzg/Hjh2DnZ0dS1EeOHCA6V9z406r1TI/jho1CpMnT2bSo/+/GJd25koU9Xo9m7Nbt25l2ZGOjg6cP38eNTU1t/2Nixcv4rXXXsPzzz+P4ODg/xstWTMzMyQkJKC5uRmXLl1Cbm4uTp48yRbN119/nQ3Ky5cvY9euXayuz83NjbESz58/D4PBgKVLl6KkpATbtm2DQCCAWCzG/PnzoVQqcfbsWcZYHDt2LEsJcxN01KhRWLhwIU6dOsXSFAaDgSmXDNSk5Rh4lZWVICKMHj0aQG9knpKSgr179yIkJAQSiYTd602bNg3z589Hbm4uEhMTYWtri/b2dnR3d0OpVMLd3R3W1tYoKChATk4O8vPzMXbsWEilUjg4ODC5OUtLS5ZeHGjj7o2FQiFr2ZaRkQGDwYD4+Hi0trYiMTERWVlZKC0thVAohKWlJat10ul0qK2thUgkQmxsLDo7O7F3717W6otj23Z2diItLY3dB1pbW6O5uRmdnZ0gIoSGhmLcuHHIzs6GQCBg9ZF6vf5P+7Gv5FdeXh527tzJUnv0C5miubkZZ86cwb59+9gGWFhYiODgYPj6+uL8+fPQ6/X45z//iezsbHz88cdsAnONwLu7u5GZmYnMzEyMHj2aCVpzzdVHjRqFV155BcD/Uk+cStSfrbXti/HmzZvYunUr0+/lFnUiwtWrV7Fz5044OzvD1tYWxcXFcHV1RVRUFLZt24b29namxbpu3TpIJBImiK9Wq1FQUMD0PMeMGcMwcnrBY8aMYRg5G6j5KJFIoNPp0NnZierqaly5cgUxMTFMlL2urg4HDhxAbW0tWltb2Xff3t7OtK+LiopgMplgYWGBmpoabNu2DTqdjo0zrhk258cxY8bA2dkZvr6+sLKyglwuR1BQEKysrPod7IjoTxHVfsu4O/euri5cvnwZV69eRV5eHgwGAyMPcj/HEdoEAgE6OjpYQ20iYs0QtFot028eO3YswsLCBlSc/M+Y0WiERqNBV1cX2tra0NzczBSYzM3NIRQKcerUKdbHVKlUIicnp18/X876YgwMDATRANXr3y30pLukR4qKiig3N5caGxuptLSU0tLS6PHHH6cRI0ZQc3MzSwt9+OGHFBMTQz///DNduXKF/v73v9PUqVPJ0dGR7O3tSS6X05gxY2j58uWUn59Py5YtIx8fHwoLC6PBgweTQCCg8PBwWrRoEY0fP57i4+MpKSmJvvjiCwJAGzZsIKPRSB0dHSzk3rNnD0VERNClS5d+Naz+NYy3Glevt3z5cpo6dSq1tray72L79u307LPPUnJyMuXl5dGJEydo37599O2331J8fDz5+PjQ8OHD6fXXXye1Wk1nz56lTz75hOLi4iggIIB4PB6FhYXRokWLKD4+niZOnEipqam0e/duCg0NpT179tz2PAaDgaWl7hWjUqmkqKgoCg4OpkuXLtGZM2do3759dOHCBcrIyCCdTkc9PT1UVFREc+fOJZFIRD/88APt2bOHJBJJvxooAGRra0sODg7k6elJ1tbWTFmmb8soHo9Hfn5+NH78eLp69Spt3LiRBAIBrVmzhmpqaig3N5dyc3OpsrKSNm7cOKB+NJlM1NTURDdu3KDY2Fhyd3enhoYGSkpKojFjxpCzszOJRCL68ccfad++fSSVSsna2prs7e3JwsKCzM3NKSgoiPn68ccfZyn1W9tieXt707hx4+jo0aO0Zs0a4vF4tHHjxtue6cqVK/TOO+9QQUHBgGAk6r02uHHjBo0dO5ZcXV2pvr6eDAYD9fT00OLFi1n69eTJkzRixAgKDg4mLy8vdsUREhJCL7zwAmVlZdFzzz1HEomEpFIp2draMp9aW1tTQEAAxcXF0blz52jdunUEgL788svbnmfv3r0UExNDycnJfwojlzrX6XTU0dFB1dXV1NLSwtLtVVVVtGPHDho/fjwbqz/88ANZWVmxVF5fH0VERNDmzZspLi7uji3NOD/Gx8dTcXExHTt2jCIiImjv3r23PVt5eTkdP368b4us+5KuPHXqFMnlcrKysiIrKyvat28f7d+/nzw8PMjDw4P8/f37tUycOHEiVVVV0aJFi8jW1palbW/FOHHiRGppafmjj3NfMF64cIHCw8MpLCyMIiIi6OjRo7R3714SiUQ0fvx4+u6772jo0KFsPUlISKDGxkZavHgxU2G7kx8HEuMfVvrhBNQ5tZS2tjZ4eHgw9XwujeDs7IwhQ4bA09MTANDZ2QmDwcC6pYtEImg0GojFYgwePBiDBw9GcXExa2IrFosxdOhQREZG4tq1a2hsbIRGo2GkicbGRhQWFkKr1YLP58POzg5dXV39BNMHwvR6PZRKJWxsbG5rROrk5ITBgwfD1dUVEokEjY2N6O7uhkKhgJeXFyQSCaqqqmA0GiEUCuHk5ARfX194e3sDACorKyGXyxEZGYnr16+jsbERKpWKRVgmkwkmk4k1bPb39x8QTHw+H/7+/jCZTPDx8WFpKScnJ9jb27OUc1/mMZdq7Zvq4/Q2i4qKoNPpIBaLWcNtT09P8Hg81NXVwdbWFg4ODigpKYFCoWCpXYPBgJaWFpSVlUEsFsNoNKK0tBR1dXX3pZTGZDIx1SUzMzOoVCpUV1czMWqDwcBIK5xeqYeHB0QiEUpKSmBvb987aX7Jhvj4+LAmxlwWpaysDD09Pf2+O+7UXFNTA4FAwGpNB1p3lcPo4+PDfMFNdK7tmpmZGYuQFAoFGhoa2HdSVFSEgIAABAcHIyQkBAUFBSAiKBQKqFQqprGak5PD6pI5BrdarUZHRwfzXWBg4IC1MuPKDTj90L76oDweDyKRCHK5vJ++K/fdc/708fGBpaUlioqK2PcE9M6FwYMHs8wC58fy8nJGaurp6UFZWRkaGhrQ1tbG9GT9/f3vS7u2vsaNRR6PBzc3N1RXV6O7uxtyuZyRAoHe+cnN6YKCAlY+w0XQHh4eTJ+V0+EuLy9HTk4OK8X6v24izTW84DAqFArmJ24t9PHxARGhoKAAarUatbW1UKlUEAgECA4Ohl6v7+fHiooKVtY1IPZHTwmcvqlaraYvvviCbGxs6MiRI/3IIkqlkhoaGqi0tJQyMjJoz5495OTkRDNnzqQffviBysvLqaenhzIzM6m4uJi0Wi2p1WpSqVSkVqupp6eH6uvrqaOjg3Q6HU2ZMoV4PB47+QO9DafHjh1LMpmMPD09acWKFXTo0CGmkfhrp4TfwtjXrl+/Tv/6178oNzeXKYVw1traSmVlZZSZmUmHDx+muLg4WrJkCR04cICqqqqou7ubkpOTKSsri6mocBFiSkoKyeVyWrlyJel0Opo6dSoJhUIKCwujCRMm0IoVKygpKYmUSiXFx8fTpEmTBowQYzKZqLGxkYqLi+nMmTO0evVqCgoKogsXLjB8V65cofj4ePLy8mLNrZ2dnfs1UN6/fz8VFRWRq6sri7Y8PT1p5MiRlJmZSbm5uTR79mzavHkzKZVKSkhIIJFIRLNmzaJx48YRALKwsCCJRNJP03bFihUD7seNGzeStbU1HTx4kBQKBanVarpw4QKNGzeO3N3dmdYqp0XJvdavX08nTpwge3t7EggEZGNjQx4eHhQeHk6ZmZl05coVEolEtGTJEoYRvxCBRCIRWVhY0PLly+nUqVMUFhZGo0ePZhqXHEluIDGKxWL64YcfqLW1lSn4aDQaKisro6SkJJo4cSJ5eXmRQCBg3/3hw4epoqKChg4dSnPnzqW2tjamgqNSqej69evk5OREb731FqlUqn4YOVLQggULaP/+/RQYGEijRo0itVrN1omB9KNOpyOlUtmPdFNbW0v79++nSZMmEQCytrZm6wSnMbtv3z7Ky8sjJycn1nRYKBSSVCql69evU3Jycj8/Tp48maRSKa1bt45WrVpFYWFh9NZbb9Hu3bspPDycHn30UTZG+ypeDQTGW/Hm5ORQcXExqVQqWrRoEVlYWNDHH39MH3/8MdnY2LBMwJEjR5jOqoWFBclkMpLL5eTv70/p6em3YZwyZQo5OTnRzz//TKWlpX/kse5LhGkwGBhGbnxx85HP55NIJKJDhw4xjBzRzMbGhuRyOaWmpt6G8amnnqLg4GCqr6//v9GS5fP5aGxsxL59+5CYmMgUazg9Te6UYG1tze44jEYjXnrpJfj6+mLIkCEYNGgQLC0t4ezszMgnXGR4axcLc3NzTJ8+HT4+Puw+MTk5GR0dHTAajZg8eTJcXV0RGRkJX1/fAasnam5uxv79+yGRSBAeHg47O7t+UQ8RQSwW98M+bdo0CAQC9PT0wGQyQSgUwt3dnd2RcPi44tyXXnoJMTExDKO/vz+sra1hbW0NJycnVFZWoqysDKNHj/49ij9/yIgI7e3tOHz4MAoLC9Ha2sraOAG9Bc+jRo1CREQEdDodK5Lvq3QUGBgIBwcHvPTSS6xOzMbGBra2tnByckJnZyfa29uh0WhgaWmJWbNmITg4GB4eHsjLy8OlS5fYnWdUVBSsrKyg1+tZhDQQxvkxNTUVdnZ2sLS0ZHc2Li4umDZtWr+WR1xheFFREbKysphAwxNPPMF8bW1tDSsrK9YJIiwsDJ6engyjv78/FAoFK3/iRB0effRReHh4sMhgoCITDuPFixdBRIwrAPzv1G5nZweBQIBp06ahqakJPT09LJPB3anPnTuX3T337Zvo5uaGhQsXIjo6GmKxGLNmzYKfnx/DlpeXx/rAxsfHw8vLi3WVGCguAYfRxsaGldBwghJdXV3Izs6Gs7MzZsyYAXd3d+j1emRlZbFypaKiIubjgIAATJo0CXl5eaitrcXFixdZtMzd60+fPh2hoaEIDQ1l9583b95ES0sL4uLiGMb7LV7A6ejW1tbi9OnTUCqViImJQWBgIOvsxN2pnzx5koln6PV6KBQKpod94MABVtZkMBhYK0KVSoXDhw8jJiYGvr6+9xXLb1l1dTVOnz4NiUSCOXPmwM7ODm1tbThw4AAMBgM0Gg1OnjyJnJwcVp/OCYXweDz89NNP7LvgskC2traQSCSoqKiA0Wj88x1Z7uWUwOn7cZTyY8eO/W5act9d/m47vslkIo1G069URKfTUW5uLn3xxRckkUjI3NycJBIJXb16lelE3qG05J5PQunp6SQWi1k3EY7a3Vc79VYsOp2OUlJSaN26dVRQUEAajebW02e/n+d0PPv+W2dnJzU3N1NlZSWtWrWKIiMjKT8//26PeU8YTSYTlZWV0f79+9kJjsfj0bFjx9jPcLqjjY2NLHtw67Pf6bvQ6XSkVquZdm5oaCitXbuW/S7XIWH79u0sihMKhfTee+/R5s2baf369XThwoU/jZEzzo9ubm4UGxtLFy9eZJE6p1+sUCiYRqharabCwkJ67733SCqVkr29PYWEhFBeXh67K+fw19bW0rVr12jFihV08OBB9pkGg4EqKiooOTmZPv30Uxo3bhxJpVLKzMy8uxcHAKNIJCKpVErffPMNFRQU3K3UihlXytW3m8rd5uSt72m1Wrp27Rpt3LiRwsPDycHBgSQSyX3HGB4eTsuWLaPc3Fz2XnJyMsXGxtK///1vOnXqFHV1dVFdXR2999579Oyzz9KIESMoISGBEhISyMHBgWbPnk0Gg4G+/vprmjRpEgUHB5O7uzsJBAKmIcxF5yqVio4fP06BgYEkk8nIxsaGYeTGwkBhvNW4ZzCZTEzHecqUKbR27VpqaGhg3wlw53vYu72effZZysvLo7i4ONZ5aebMmb/3sQYUY1/jMjnvvvsuZWdnk1KppLS0tF/FyOPxbrubBUArVqwgk8lEb731FsXHx9PmzZspKSnpT2O8p5BFJpPhqaeegre3N4YNGwaFQoHDhw/jscce+9XIoKmpCTU1NfDz84PJZMLrr7+OgIAArF69+ja1GO7UwJlAIICrqyuTt5o/fz6mTJmCwYMHM6bgQJ72/Pz88NNPP8Hd3R0ikQg3b96EQqFgDVdv/SzuJN/Q0ICkpCSMGTMG3d3dePPNN+Hv788w9n3dyqzj8XiQSCTIzs7G2rVrER8fj88//xzu7u4DhgvoPSRxdz9+fn6Ijo7GzJkzERUVxd4Ti8Xw9PSEhYXFbb64efMmrl69ikmTJsHKygqvv/46/Pz88Prrr7OsAJ/Ph4+PD7788ku4urqy3+Xz+ezUBwBPPvkkxo8fj5EjR8LCwoL1vxso4/xobm4OiUSCwsJCFBYWYt68ebC0tISVlVW/6N/CwgJubm4YNGgQrKyssHTpUvj6+uKdd96BQCCAl5cXpk2bhpEjR7JMyQsvvNBPSYTP58PR0RH5+fnYvn07pk2bhpUrVw548+i+GPs24T5+/DguX76ML7/8EnZ2dnf9veLiYpw7dw6zZs2CTCbDkiVL4O3tjSVLlsDKyqpfycqt4527i62oqEBFRQXmzZuHhISE+47R2tqaCYpwNmTIEKxduxb29vaQSqUsizB79mzs27cPJ0+exLvvvgsfHx+8+OKLaGlpwc2bNxEQEIAFCxawLiVarRZeXl79eBBcr9C6ujo8++yzeOyxxxjG+80s7fudR0dH48CBA3BwcICNjQ0UCgWEQiH279+Pw4cPY9u2bXjnnXfg6+uLFStWwM3NDc899xyLOt955x2Gzd3dHe7u7li7di1aW1uZuMf/tUVFReH777+Hp6cn7O3tcezYMSiVSuzduxfHjh27DaPJZIKXlxfq6+vR09ODtWvXwtvbG2ZmZvD19QWPx8P8+fPR3d0NFxcXWFlZ/elnvKcNk1tohw8fjokTJ2L37t2oqqr6zTo6lUqFxsZGuLu7w2Aw4PTp0/06oPe1O21IXJrXYDBgyJAhmDRpEkuvcQv9QJmtrS0ee+wx9v9cevFWpZa+n8vj8aBUKlFbW8s0Us+cOcPUNG5NT93peTk6/NmzZzF16tQ7Snr9WSMi9llcl/OpU6cygkTftPqdrLW1FTdv3sQjjzwCgUCAM2fOMB1HLsUO/K/t1K3GbcJAb3osNjYWHh4eMBgM6O7uHpg2PL/YrX5MSUlBZWUlExS/tcaVz+ezkgqBQIBhw4YhMDAQS5YsgVarxeDBgxEVFcUOHFxz7L7G6dTqdDrk5eXh5ZdfRkJCwoBhuhPGKVOmAOj17Y4dO5CVldVP3eVO1tnZiZKSEka0O3PmDIYOHYqXXnrpN1PiXENtkUiErq4uBAQE9PueB9psbW0xefLkO84ZmUx2mywcp/xja2uLzs5OeHl5YejQoQB6CUptbW2ws7ODh4cHPDw87kp44RR1enp6MHjwYCQkJPyflGDI5XJMmTIFJpMJRqMRJSUlMDMzw2OPPYbS0lIAvZtqZGQk0w8ePXo0cnNzUVBQgDFjxiAsLKwfzpEjRz5wHL9mjo6OmDhxIoh6iU7l5eXg8/mYN28eKioqAPTHaDAYMGjQILS1tUGpVLKSrr4HniFDhgzoM/5Wt5KH9tAe2kN7aA/toeF3iK8/tIf20B7aQ3toD+3hhvnQHtpDe2gP7aH9Lnu4YT60h/bQHtpDe2i/wx5umA/toT20h/bQHtrvsIcb5kN7aA/toT20h/Y77OGG+dAe2kN7aA/tof0O+3+wdJjbHCww9AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 3/50\n" ] }, { "data": { "image/png": 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CYDQaUVRUhKKiIhbKexbIzc1ldmw95wBAc3Mz42htbY0ePXqgtrYWzc3NaGhogEQigYuLCyQSCcRiMbp37w6NRoOrV68iJCQEZrMZeXl5yM/Ph0wmg5WV1TPhCLQ4JQUFBZBKpXBzc2NHHnV1dSgtLUVjYyPs7OwQFhaGgoICNDQ0sHu2srKCWCxmEQCtVouCggLY2dm1CfE+KxsCLXYUiUTQ6/VsnrCzs4ObmxsEAgGam5uRlZWFyspKAC0JbpaWljAYDBCJRJBKpZDJZBCJROjevTuamppw7tw5Nmc5ODjAZDKhurq6c9aOux1u0gMc3B46dIhGjRpFHh4eJJFISCKR0IsvvkgqlYrUajXV1tZSz549KTY2liorK6mpqYmam5vpnXfeoeDgYBIIBDRhwgQym82k1+tJo9GQwWCgxMREkkgkNGPGDMrPz6fffvuN4uPjqaqqih0AP87B7cNwXLVqFQEggUBAQqGQANDYsWMZx5qaGoqNjSWxWHzfpJcVK1a048jn80kqldL+/fvp1q1bpFAoaMKECU+Vo9FoJI1GQxMnTiSJREI8Ho/Gjx9ParWa2TE2NpYkEgkJBAKWGNL6xePxSCgU0qpVq0itVpNWq6WLFy+SRCIhoVBI1tbWFB8fT3V1dbRs2TLatWvXU+VIRGQ2m+nll19mY3XIkCGUkJBARUVFjCNnx7fffpvq6+upubmZcnNzSaFQkEAgIJlMRq6urhQWFkY7duygDRs2kFgsJj6fTyKRiHg8HtnZ2dGWLVsoMTHxqXMkakmOuH37Nvn4+LR7HltzdHV1pd69e1Pv3r0pJiaGxGIxDRs2jG7dukVlZWVUV1dHKpWKEhIS2G9mZ2dHrq6u7Jl+SDwRO96L48yZM6moqIg+//xzNr4jIyNp8+bNdPHiRSopKSGlUskSDQUCAXsGXF1dqbS09GETZDo1IaaqqorGjRtHH330ERER6fV6amxspG3bttHixYspLi6OVqxYQUajkd555x2KjIyk1157jdauXUtarZaMRiO71o0bN6h379709ddfk8FgeJzEn8fmaDAYSKVSMZsIhULq3bs3HTx4kE6dOkVnzpyh8PBwkkqlJJfLSSqVEgAKCwujuLg4EovF5OHhQVOmTKEjR46QRqMhjUZDFy5cYPOqWCymWbNm0eeff07dunW7b3LYg3B8rCXX19cXY8eORWRkJKqrqxEfH4+ysjL8+OOPLBXY1tYW1dXV2Lp1K4tT29jYoHfv3igqKmLXunDhAjIyMgAAt2/fZiEka2trVFZWoq6uDgMHDmQeqFqthl6vh4uLCztfehKIiorC3LlzER8fj4KCAgBAYWEh1q9fz85hBw0aBH9/f+zdu5eFYkeOHAlHR0fs37+fhTXPnz/PdvscRy8vL4SEhCAlJQUFBQV45ZVXIBaLsWbNGgAt3t9f/vIXODk5PTGOnMc8YsQIODk54erVq+DxeFi/fj3blQ0ePJhxpP9GEyQSCdsFcte5ePEiuy7HsXv37hgwYABcXFxgMpnw3HPPwc7ODgBQVFSEqqoqhIaGwtLS8olx5DB06FBYWVnhl19+QWFhIQ4cOAB7e3tYW1ujb9++8PLywoEDB3Djxg1s3boVPB6PJZb4+vpi4sSJSExMRHZ2Nv744w/o9XqYTCZERERg4MCBiI+Ph0qlgre3d7tEjacFzmPQarXIycnBhg0b0KtXLwQEBGD06NFwd3fHkSNHoNFoUF1dDbPZDJPJBJPJBLFYDAcHB1y+fBk3btyAhYUFiouLYTKZEB4ejiFDhiAvL495oM+K34gRIyCXy7Fr1y7GsV+/fggKCsKIESPg4uKCo0eP4ubNm9i+fTsSExMZD7lcjoiICGRlZeH06dMQi8UoLS2FyWRCWFgYs6Ner2/zez4LSKVSvPDCC3BycoJKpYJYLGaldnw+HxcuXGDe1MCBA+Hm5sbCkWKxGJWVlaiurkZycjJycnJQXl6O5ubmNslpzwIWFhYQi8UYMmQIJBIJDh06hPLychw/fhyWlpYQi8UYPHgwQkNDceTIERgMBgAtR2JcjoVCocDo0aNRWlqKH374AcD/5hxbW1soFApUVFTAYDBg0qRJ7Ijk5s2bKC0tRa9evR6+DOxxdgkcjEYjlZSUUM+ePcnd3Z3s7Oxo/fr1pFar6bXXXqOwsLA2KflffPEF7dmzh+zs7GjChAlkMplozpw57byWefPmkclkos8//5ymT59OtbW1pFKpqKioiFJSUuj06dPU1NT00LuEB+VoNBpZ4faDpKVLJBL2/s6dOykzM5NcXFzu6XWOGjWKdu7cST179iRvb28qKyujgwcPEp/Pb3P9J8WxNbRaLVVUVNC///1vGj9+PCsFcXFxoStXrrTj6OLiQp6enqwkQSaTMS+89eudd96hhoYGKisro9LS0jblF8ePH6cvv/zyfmnfncZRo9EwT771mLSxsaELFy7Q2bNn2+xQOTsAeKCxOm7cOPLw8GCeyUPs4jvVMyktLSUPDw8WDfjnP//JPMfffvuNeVGcR8V5VxMnTiS9Xk+zZ89uF0mYO3cuGY1G2rx5M3322WfU2Nj4MLfU6RxLSkrI1dWV3d/SpUupurqaCgoK6ODBg8zLvJPHo9jxWXHkoNVqqby8nJqbm9n95OTk0IQJE2j9+vXsczqdjlJTUyk7O5vMZjMlJibSxo0bydfXl9n6gw8+eJRbaI1O41hXV0dpaWltnkeBQEByuZwSExOZx8j9m7u7O/n5+ZFQKKQJEyaQ0Wik2bNnt7NjUFAQTZ48mUJDQykyMrJNKdv27dvpjTfeoMLCwofmyCP6X2p9R+vpvf6xsbERtbW1aGxshFarZdmsxcXFyMnJQWVlJV599VXU19dj9uzZ7Azop59+QkREBIYOHQoej4eePXuiT58+CAgIwD/+8Q8YDAbMmzcPpaWlyM7OxsCBA+Hu7g6DwYD6+nrk5eVhxIgRiI2NhVwuv1eW3oNsoTrkmJubi0WLFrGdTVJSEnQ6Hf71r3/h9u3b2LhxIwICAuDn54fly5ejvr4e/fr1YwW1Bw4cQFRUFHr37o2Kigp2XbFYjCVLlsDPzw8WFha4dOkSTp48iVdeeQUeHh44ePAg8vPzkZycjFmzZmH8+PGIi4uDra3t3Xg+Mkez2QydTgeBQAChUAiz2QyDwYCioiKcOnUKixcvhk6ng1gsxpkzZ2A0Gttw/M9//oOAgADMnj0b9fX17IzSysoK77//Pry8vCASiXDt2jVcvHgRixcvRs+ePVmkAQCqq6vR2NgIT0/PexUWPzLHO9HY2Ijm5mZcvXqV2XbDhg04ffo0zpw5A7PZjKFDh7IC/n/84x/w8/PD+++/D7FYjJ49eyI6Oho+Pj5Ys2YNBAIBPvroI9y6dQuXL1/GsGHD4OjoiPj4eGi1WvB4PLzxxhsYNWrU/W6t0zgC/yt4z8/Px+XLl1FfXw+9Xo/ly5ejqakJI0eOhMlkgkQiwXvvvQd/f3/88MMPMBgMcHR0RFxcHEJCQlBZWQkejwdXV1dcv34dly9fxmuvvYaIiAj4+Pi0ExN4Why5hI/Lly9Dp9MBABISEnDr1i383//9H5RKJUaOHMns+Mknn8Df3x/z58+HRCJpM+csWrQIFhYW+PLLLzu0Y2BgIN566y3Y2tpCJpM9NY6twT2b27dvx9mzZ/H5559DLpfj1KlT8PT0REhICKRSKfh8PhoaGlBbW4tbt27Bzc0N9vb2yMnJYZEuHx8fdOvW7XGSfR5rzlGr1bCwsIBQKIROp4NarcalS5dw/vx5LF++HEBLdjD3PA4YMABAy/n63Llz4e3tjXnz5kEkEiEmJga5ubmoqanBJ598Am9vb/B4PJw6dQr79+/H22+/jdDQUNTX10MkEsHe3h42NjawtrZGUFDQvSouOuT4WLnERqMRGo0GjY2NUKvV8Pf3R7du3RAYGIiSkhIcP34c1tbW8PX1hZubG2xtbQG0JFvo9Xrw+XxUVlbiyJEjkMlkeOGFFyCXyyGVShEcHAw+n8/UG6ytrVFVVYXS0lLcvn0bRAQHB4cnltLe0NCAY8eO4dSpU0hLSwOPx4OHhwdiYmIQEREBT09PuLq6wsnJiWWbteYItGTEKhQKFn60traGq6srevTogZiYGERHR0MsFiMtLQ0ODg7o1q0bbt68ibKyMri7uyMuLg4vvPACbG1tYTabWfivM2EymViyBJfIFBQUhG7dusHHxwdWVlYwGo1QKpVQq9VtOPr6+iIiIgJeXl6ws7OD2WyGXC6Ht7c3wsPDERUVhejoaBgMBhw/fhx5eXlQKpVtkqKcnZ0REBDw1JR/zGYzLCwsEBERgb59+2Ls2LHw9fWFyWRiiSEcR7PZDD8/P0RGRsLLywt6vR5HjhyBpaUlRowYwR6+qKgoCIVCJCUlMTtmZWUhPT0d6enprDTlaUIkEiE8PBzPPfccevbsCaVSidOnT6O4uBgqlQoeHh6wt7eHhYUFAgICEBUVhZCQEAgEAvY8jh49GlFRUQgNDUV0dDRMJhNOnjwJtVoNGxubZxrSI2pJ9AkPD2d21Gq1LOtVp9PBzc2NJZf5+/sjMjIS3t7e0Ol0beYcW1tbWFpaIjIyEiKRCGlpaXB0dERwcDBu3ryJnJwcaLXaTn/2Hgbcs1lWVoaMjAxoNBpIpVKEh4fDxsYGpaWl0Gq14PP5sLW1BY/HQ2FhISwsLODl5YXevXtj0KBBeP755xEQEMCy2R+Gk8lkYpvMRwXR/9S/zGYzq8MPCwtjCkRcWVpNTQ0aGhqgUCjg4OAAS0tLtth7enpCr9fj119/RXl5OeRyOZ577jn07dsX0dHRsLOzQ2lpKRwdHeHn54fq6mqUlZWhuroajo6O6NGjx6OVJz6qW202m5mKT11dHWVmZlJ4eDj5+vpSbGwsC0W6uLjQsGHDqKCggGnPOjo6kqenJ/n4+JCzszMBoLVr15JKpaLo6GgSiUTk6OhI8+fPp9LSUnr55ZcpLCyM8vLySKlUUk1NDWk0mgfx+B85dMCFH998800qKyujrKwsunTpEi1cuJDWrFlD5eXl9M4775BcLqcNGzbQhQsXqLS0lHH87rvvKDs7m0pLS2nLli0EgBYuXEgXLlyg8ePHU1hYGLm6upKNjQ0BILlcThEREXT16lUqKyujsrIyUqlU7H6ampro0qVLVFBQ0GkcidorxBC1hKLVajVVVFTQzJkzSSAQ0JgxY2jx4sVUVFTEOA4ePJjeffddunHjBm3atIkA0CeffEJXr16lIUOGkJeXFykUCrK2tmYcIyMjn1myCFFLyKqgoIAiIiJoxowZREQsNOfo6EiDBw+mwsJC+uyzz1gCD2cXzo5r1qyhpqYmio6OJrFYTAqFgt555x1KS0ujCRMmUI8ePSgzM5PKy8upvLy8jR2fBkeiFhUcLgGkoaGB3nrrLQJAzs7ONGzYMCosLKQvvviCxGIxubu7U+/evSk7O5u2b9/OODY3N9PgwYPJ2dmZFAoF+fn5UWRkJPn4+FBUVNQztaPZbKaysjLq0aPHXe3Yes5p/XxxduTmnMjISBIKhaRQKGj+/PlUXFxMkydPZp+vra0lo9H4oKHZJxKS5VBTU0MFBQWk0+mIqCV5ZteuXdS/f39KSEhgnysoKKAffviBMjMzyWAw0I4dO+i7776jQ4cO0dWrV8loNFJZWRkVFha2SQy6F/Lz8ykjI+OxOd4553B25GwZHBxMAMjJyYkGDx5MWVlZtGrVKgoJCaHo6GgaOXIkXblyhTZu3EgAKDo6mqZOnUoLFiygWbNmkYeHR5t5tUePHpSbm0uNjY2kUqnaqdHdBR3yeqRT+4aGBly6dAlEBD6fj8bGRlRUVKC4uJit9BqNBpWVlaiqqkJhYSGSkpJQWFgIoEW1Qy6XIy8vjx2s5+Tk4Ny5c1Cr1bC1tUVcXBzCwsLg6urKdvCJiYltdgUWFhYYMGBAG6+us8AV01ZVVSExMRHNzc1oamrC9evXIZFIoFAoWOF7UlISU8ThOGZkZICI4OLigpycHAiFQjg6OsLHxwcRERGQy+VobGwEtQqJS6VSXLt2DZaWliyhiPt3sVgMDw+PTvfEWtdnERHUajVOnz4NBwcH9OrVC5aWljCZTMjLywOPx0NiYiLjWFxcDAAsoYDP56Oqqgq3bt1CQEAA5HJ5uxIbOzs78Pn8p14szYlMlJWVobi4GLdv34afn1+b37+mpgZFRUWMIxGxNH2tVst215mZmTh69CgAwM3NDeHh4ejevTs8PT3ZzjY9PR3u7u7w8vJ6qkIbQIs9bty4gcLCQnh4eLThyD2PiYmJKCgoYJ41pxiTnZ3dhiMRQaFQwMfHB/b29nByckJ5eTmAlhCor68voqOjnxo3o9EInU6H9PR0ZGdno6ioCL6+vm0+w9mx9ZyjVCrB5/Nx/fp1lmzI6R43NjbCysoKPXv2RGhoKNzc3NCjRw9YWFjg2rVrUKvViI2NfSYetVarxblz52BnZ4eePXuioaEBpaWluHbtGiQSCcLDw6HX6yGRSNg84+7uDq1WC29vb1hZWcFsNsPFxQVWVlZwcHCATCYDn89nRyMPyksikXSKl936ueeSy4qKiuDt7Y2YmBgUFBQgKysL1dXVKCwsRHJyMvLy8qBSqZjIRlpaGkpKSuDl5QULCwsolUoEBgbCxsYGPXv2ZGNep9NBKpUiMTER/v7+iI2NhclkYqpxDz0HPcouISMjg3kPnp6ebQ5luTKRjg5iude6devozz//JCcnJ/aeh4cHRUZGkpOTEw0cOLBN+YjZbKbi4mJ2MMwd4j/JhJj09HRSKBRtuN3JsaOkAe7VugyFK6v4/vvvWSJIRwkhJSUl5OHhQQKBgEQiUZuEk9Y6rp3F8U7odDrKy8sjhUJB48ePJ61WS++88849k5a4F5/PZ/q/PXr0oIyMDNYtoDVPk8lEKpXqQSMEncbxjz/+oLfeeot8fHza2JGI7mlHqVRKXl5etGLFija/BZ/Pp7i4OHr33XdZ+r5Wq6Vt27bR7NmzycrKisLCwmj58uX3G6OdxpGo5VmZPHkyyWQyAkBDhw6lmzdv0l//+tcO+XGJP0KhkIRCYZsxJxQKafr06bR27do2tuS8u/DwcHr99dcf5LY6jaNSqaTc3FwaMmTIQ9mReya9vb3bJeKJRCKKi4u765wzfvz4hynD6FQPs7S0lHx8fGjy5MlERLR161Z68cUXSS6XU1BQEB09epS2b99O//73v2ny5Mk0fvx42rFjB126dIn0ej1ptVpSq9WPq3P8RDjeqdU8evRoqq+vp1mzZt3VhsHBwRQTE0MikYi8vLxo2rRpbN3Yt28f3bp1i0UDzGYz1dTUUEpKCivXMxqN1NjYSNXV1aTT6e71u3TI65GSfjglEM5LWLt2LSsJ8fX1xejRozssTj99+jQOHjyIgQMHwtfXF+Hh4bh58yY2bdqE6dOnY/Dgwfi///s/qNVqjBs3DjKZDBKJBCqVCkqlErt370ZgYCDeeOMN7Nu3D8nJybhw4cJdOxXgMQ6nr127htdffx3dunVD7969oVarYTabIZPJoFKpUF5eDicnJ8axuLgYq1evhsFgYEX/crkcc+fORXFxMbZt24Y+ffogLCyszY5OIBBAIpFAq9VCqVRi79698Pf3ZxJOnH1cXFzw0ksvdXRm22lJBlzh/r59+1BZWYni4uI2Z7DFxcVYs2YNiwrw+XzI5XK89957KCoqwo4dOyAWiyGVSjFs2DDWYaZPnz544YUX8NNPP6GgoAA9e/aEt7c360zwAHhsjiUlJbh16xY+/vhjXL58GcCDjVWhUAiFQoEdO3bgypUrmDt3LsaPH49evXph3759MBqN6Nu3L55//nlMmDABCxcuxKlTp3Dz5k307dsXK1asQGJiInJzczF//vwOpck6iyPQMl5eeuklnD17FtOnTwefz0dFRUW7MhciwpkzZ3Dw4EF4enpCoVDg5ZdfRl5eHjZs2IC4uDh069YNubm5sLCwYCUlEydOxMaNG3H58mUcPnwYQ4cOxS+//PIAt945HPV6PTQaDaZOnYrjx48DeDA7SiQSODg4YNGiRcjNzcXatWsxceJE9O7dG9988w30ej0mTpyIoUOH4sUXX8SGDRtw+fJl7N69G8OHD8eBAwfYc3sfj6xTk35UKhX27duHqqoqlJeXIzg4GJ6eniguLmadfy5duoQjR46gX79+8PLyQmBgIOrq6pCeno4+ffogMDAQ33zzDcrKyiAQCDBw4ECMGzcOGzZswO3bt/HWW2/B3t7+QRKaOpUjEWHZsmXIzMxEZGQkNBoNSkpK4OrqCnt7ewAt9q6oqEBqaipOnz4Ne3t7ODs7Y9q0aaiqqsKJEydQV1cHlUqFAQMGwNHRkYnhxMbG4ujRo7h27RoOHz6MkSNHYv/+/TCZTDAajUyw5C727Jjjo+4SuDi02WxmJRcSiYSlci9fvpxUKlUbb4ITARCLxRQQEEBlZWUUHx9PMpmM1q1bR0qlkiIjI9lugisS564pkUjo5ZdfpubmZnr77bdJKpU+MQ8zKyuLhg0bRuvWrSMiotraWqqoqCCTyUQHDx5sx/HixYtkZ2fHShFaq+RzHAUCQYcejJOTE+sbKZVKafLkyWQwGNgOUa/Xk8Fg6PC88XE43gt34+jo6Mg6AnAcCwsLaf/+/R1y5PF4NHPmTMrLy6NRo0aRs7Mzffjhh/TLL788zO10mvd1v7GqUqmoubmZvvrqK/a5oKCgNnb8+uuvqaCgoE251LvvvkvNzc00atQoNsYnTpxIzc3N9N5775GjoyN3/vPEOU6cOJE8PDwoKSmJ1q9f344jJyyxbNkyAkA9e/ak119/nerq6hjHGTNm0KZNm8jb25txnD17dhuO3POoVqsf9BzsqdpRpVIxOzo5OTGxBY7jypUrqby8nCIiIu5qx9Zzzn08kk7leCcOHz5MYrGYvv32WyIiVqhPRLR3714aNGgQXbhwgX3+8uXLNHHiRDpw4ABVVVVRbGwsWVlZkaOjIy1atIiam5tp4sSJ5OPjQ6mpqVRTU/Mwt9NpHI8dO0Y//vgjNTc3dzjn1NbWUmpqKuuDykUJiouL6eDBgySTyUgsFrebd0aOHEk7duygqKiodnZ86meYer0e5eXlsLa2Zt6Ho6Mj1q9fjxs3buCf//wnVq9ejZ9++gkAEBoais2bN7O//+KLLzB48GAAQI8ePVg6+Hfffdcmo5ATJzAYDHBycsK2bdtQUlKCfv36obS09FFu/aE4FhcXo76+HgBYlmjrXoCtOfr6+uLEiRPYu3cv6xbAYcCAAUhISMDXX3+N3bt3A2jZpVpZWcFgMECpVGL58uXo378/gJYs4vPnzyMtLQ25ubno1q0bHBwc4O/vDzc3N3h7ez9R7q2xdu1a/PLLLzAajfDx8cHRo0cZR5FIBIlEwnrWnTt3Dl9//TXzOGQyGcLCwpCRkYEJEyZg7ty5WLJkCZycnJ6KSMHd4OTkhJ07dyIzMxPvv/9+Gzty4vFcKdCXX36JoUOHwsHBgdnxp59+wtixY5Gbm8uuuWfPHly4cAEFBQWQy+X45JNPUFtbi379+mHq1Kk4efIkAgMDnwo/hULBxgp3XvfNN99g//790Ol0cHBwwJgxY3Dp0iUAwF//+lcm6NC/f38kJCRg48aN+Pzzz1FZWckkKQ8ePIjz58+jsLAQCoUC27dvh1KpxJtvvolp06Zh+PDhT4Ufh3vZkQM3n/zzn/9kUY/WdhwxYgRu3brFPs/ZkRNd37FjB4qLi9GvXz8sWrQIU6ZMeaocORARy1JtamrCrFmzwOPxsGnTJtjb27NsWQ5hYWFYvnw59u3bh+3bt2P27Nlwc3ODg4MD/vjjD/Tv3x9z5szBf/7zH/j7+z+zHrwymQx6vb5N5Ky1HYODg/Hdd98xPV8rKytYWloiJSUFjo6O7eZVDpcuXUJWVhZqamrYWC0pKcHgwYPx/vvvY/LkyY90Jv1ICyZRi5BtVVUV0y8EWkJ6dzZz5fF4UKvVSEtLY62S/Pz8EBQUhKSkJABghhYIBKwJb1ZWFpycnODh4YG8vDwAYGokJpMJrq6ukEqlTyyhQiKRICgoiOmBCgQCphtrY2OD0NBQ1jGAA3dvQEsae0BAANRqNUuh9vDwYAkSOp0OJSUlcHZ2hrOzM6KiotjvVlNTg2vXrrGWO88i2UAulyMmJgZ8Pp9p3nbE0c/PD4WFhSy5wNPTE9HR0WyMcAsQn89HQEAAevTo8Uz4VFdX4/bt2+3GakxMTJvEJI1Gg9zcXKbY5Ovri8DAQNy8eZMl/fD5fAiFQlhbW8PCwoLp5LYeC5wuMqfHyjX1fdLg8Xjw9fWFwWBASUkJ1Go1oqOjmTIP10w4IyODbToVCgXc3NyQnZ0Ng8EAk8kEmUwGBwcH2NraQqvVoqysjI1HoVAIqVSK7t27o6ys7KmO0ZqaGpSUlKCxsRHA3e2oVquRnZ3Nxq2Pjw/8/f2RlZUFg8HAjpMEAgF8fHygUqlYEhsHrkSjvr7+mQiUt4ZcLkd0dDSbj3g8HrRaLTIyMlBcXMy6A3HgSsG45Jbg4GAoFAqm7CQQCODv74/w8PBnRQkAWJecmpoa6PV6eHl5saQkoGWezMrKYhvYgIAAeHp64ubNm3Bzc0NoaGibeVWtVuPWrVuQSCRMwcve3h7+/v4wGo2PP1Yf1q02Go3sUHXdunVkbW3N3GEuDFVXV0f19fWkVCpZKE8ul7MkmPj4eHaYzamMrFu3junJctqVs2fPJpVKRaNHj2Zu9ahRo+jGjRuUl5dHxcXFpNfrH9qtvh9Hopawj1arZe576+QVpVJJqampVFpayvRWuZAsx3Hfvn1UX19Px48fp48//pgkEgmtWbOGfb41x44O5U0mE+n1etaU+2mHZLnSEu7V3NxMCQkJbey4b98+un37No0YMYKCgoLacGxsbKQzZ86QTCajOXPmPG7iwWNz/P7770kulzO91zs1SLnXncoiBw4coKKiIvL19SWpVMo4cskJvXr1IrFYTHPnziWVSkWjRo0iHo9HCoWCpk+f/thp7A/DkUNVVRWlp6fT4MGDac6cOdTY2EjNzc2kUqmoqamJzp07R9bW1ix57uDBg1RaWkqxsbEs0W316tXU1NREaWlptGXLFjZWm5qa6LXXXqPIyEi6desWNTY2ttMsfZIcN23aRF5eXsxGd7Mj93xxdoyPj2fhV3t7e2bH5uZmOnXqFK1YsYJEIhG99dZbVFlZSSNGjCCpVEpTp05lY/pphp3vhMlkIrVazcaSVquly5cvk7u7O/n4+FBkZCSdPXuWff7IkSNka2tL69atI61WSyaTiVJTU8nOzo7mz5//zJ9HDunp6XTs2DFav349rVu3jlavXk1JSUmkVqtJpVLRhQsX2s05+fn55OXlRWKxmI1V7iiF0wTm5tXk5GQ6ceIEHT9+nJKTkx/bjg/tYXKe5b59+6BUKvHGG2/g2LFjqKqqwqRJk2Bvb4/Nmzdj0KBBiIqKAp/Ph4eHB9544w0kJSXh3LlzbKHWarVwc3PD2LFjUVdXh2+//RbA//QAMzMzsX79epYartVqkZ+fj59//hkRERHw9vbGqVOnIJPJMGHChE4VMeDxeG3CFK13JTqdDlVVVXBwcGAhydYcz549y7zRkydPQqVSYdasWVAqlVi/fn07jhs2bMDYsWPh5+fHvuNOj+Vpo6amBmlpaQgJCYGXlxeAlk4kb775ZhuOQqEQFRUVsLGxacPRZDKhuLgYer0eV69e7ZDj00T37t0xc+ZMFtpqamqCra0ttm3bhn79+iEsLAx8Ph+enp6YM2cO48jtSDUaDVxdXTF27Fg0NDRg06ZNuH79OiorK5nHbWFhgfHjx8PV1ZVptYpEoqfSL7I1rKys4OLigtGjR0On02HTpk3w8PCAi4sLevToAS8vL7z99tttOBIR6uvr4ejoiL/85S9oamrCli1bWLmY0WhEZmYmNm3aBCsrK/To0QO//PILgoODMW7cuKfmfXXv3h3Tpk2DVqtFY2Mj4uPjUVpaivXr1zPvd9KkSfD29m5jR6DFG21sbISzszNGjBiBhoYGbNiwAYWFhYxjVlYWfv75ZyZykJmZCXd3d/acPytotVpUVVUhLy8PVVVVGDlyJDw8PDB9+nRkZmYiPT0dOp0OKpUKP//8M2pqavC3v/0NarUaO3bsgJubGyoqKuDs7IySkhJs27YNo0aNgo+Pz32/u7CwEDdv3sRzzz3X6R14nJycIBaLYW1tjdzcXBw9epQp8BARPDw82s05XHcTd3d39jxy8yqnF8ytHZWVlTCbzYiNjYVUKkV5eTkcHR1hY2PDPPKHsuuj7BJSUlJIKpUy3cUpU6ZQcHAwlZeX04EDBwhoKQq+s5xgxYoVBIAOHz7MdCDvpQd4r9drr71GmzZtoh49etCQIUPuVqbwRHZ7eXl5tHbtWkpLS2uXbr569Wri8XjMi+Y4GgwGevfdd+/K5/Dhw49yK0+MY3JyMk2dOpWOHj3Kkh04nqtWrXokjocOHXrUDgmPxdFsNpPRaGTeularpdzcXFq/fj3J5XL69ttvSafTtbk3LkEtPj6eSkpKWFr63cqJ3nnnHVIqlaTRaKigoIAUCgWNHTuWeQUPwLvT7MgJijQ2NtLPP/9MfD6fBg0aRAsWLKCioiLmWbS2453P4/z585mmbmuePB6PFi1aROvXrydHR0caN24cKZVKVkj/NDi2Lm2Ji4trU25mbW1N6enp7LOt7ciN1YkTJ9619E0sFpNcLqdDhw6xLjVcWcldIjxPhOOdqKiooKNHj9KsWbMoJiaGbt68yf5t7dq1JBaL6ciRI204mkwmWrx4Mbm6utJf/vIXmjFjBo0bN46ioqJILpfTsWPH2O95Lxw7doymTJlCKSkpT4QjZ88DBw4Qj8ejNWvWtPMC73weW9vxXuVEIpGI3N3dadu2bXTo0CE6fPgw5eXlkdlsZpG7u6BzPMzWC+21a9ewZcsWZGdno6SkBK+//josLCwwZMgQHD9+HOfOncNXX30FPz+/Nh4T16fsxx9/hFwuB5/Ph4uLC8LDwzFx4kRoNBpWogEA06dPh4eHB9asWYOmpiYALeni2dnZmDt3LoKDg5lH9zSgUCgwZswY7Nu3D//3f/+HZcuWwdfXFzqdDsOHD8eePXvw3HPPwd7eHtu2bYNcLmfneWKxGF999RXMZjM++uije3ZE4M4LH1Kv87HADQx/f38sXLgQx44dw+bNm/H111/DxcUFGRkZCAkJwd69exETEwM7Ozts27YNjY2N2L59O27evNmGI6dHC/yvYJmTRXwa3S64s5w///wTe/bsYb+pXq+Hv78/fv75ZyQkJGDq1KlYtmwZ84AtLCxYYbdUKsWoUaPg5eWFsrIyNDc3t7MjV2qk0+lQUVEBo9GIpKQkVgokkUjYs/CkQNTSi/XLL79ESkoKTCYTPD09sW/fPhw8eBDHjx/HjBkzwOPxYDQa4efnh4kTJ7I0/vXr18PCwgJXr15lZ0YrV64En8/HsmXL0NzcDIPBgPLycpaAkpSUhKlTpyIwMBA+Pj549dVXn2gf0Pj4eGzatAnA/863evTogfXr12Pjxo04ffo08xwAwNvbm3XhsbOzw7fffoumpiZs2LAB169fb2dHrkPSihUrIBQKUV9fj8TEREycOLHN8/s0IiXcs2gymWBlZYXnnnsOx44dY5EbDmPGjIGvry9iYmIglUqxYMECNDU14dNPP8W5c+eg0+nw8ssvIyAgADqdDocPH8aWLVvazMf19fXIzc1lDZcHDRrESnQ4zzIgIKDTeHHz2Q8//MDkIz09PXHgwAFcvnwZU6ZMwVdffcXmVSJiXn7rtYO7jlgsxpdffgmz2Yx//OMf7Pf58MMP0b17d+zcuZPJBP7666/g8/lYvHgxi549KB56xuIUb7hGuomJiUyD8/Lly/Dx8cGQIUNw5swZZGdn480334S1tTUcHR1hZWUFDw8P1rg1Li4OBoMBZWVlMBqNsLKyQlxcHDQaDWxtbdHU1ASdTgcPDw8EBgbC3d0dlZWVqK+vZ8odMTExT/3gmtM0vH37No4dO4ZZs2ZBLBaDiCCVShEZGQkbGxsIBAJERETAZDKhtLSUtdUJCQmByWS6b8iVe2CeFjhNXK6xd3R0NH788UecPHkSb731FnQ6HW7evAkPDw9ERUXBxsYGQqEQERERuHHjBv78809UVVWBz+cjODiYNQnviBfXbPlJbwQ4sedbt27h2LFj7EHiso1HjhyJc+fOISkpCQUFBZBIJABa1Ky4tmdCoRDh4eGsybZarYZUKkVYWBhLJOCyF8vLy1nYp7KyEsePHwefz4e1tTU+/vjjJ8q1ubkZdXV1OH/+PKtZs7W1Re/evXHu3DloNBpUVVVBLpezWjSuobtQKERYWBhqamqQlZWFuro6AC1ZilytsF6vh9lsZokjDg4OUCqVOH78ONvIcpujJ4X8/HwcOXIEQMtEL5fL4eLigtjYWPz5559IT09nzZWBls2Zo6MjC+U999xzuH79Ovbu3YuKigoIhUJ0796dPY9cDXVKSgq0Wi2cnZ2h0+nw66+/wsbGBo6OjlCr1U+UI7dIGo1GlpwkEong4uICa2trCIVCpo0KtCwW0dHRsLW1hclkgq+vL27cuIHffvuNHf3Y29tDoVDAaDSyhZCbX7jEzPz8fDQ3N8NoNLKkNwAsMbEz+Wm1WqhUKiQmJuLcuXPsvkaOHInffvsNR48exZtvvslaCHINowEwLejW8yqPx0NwcHC7edXX1xfBwcGoq6uDVqtl3wuANUd46Jt/ULdar9fTunXraObMmWRra0symYxkMhlrj/TRRx/Rrl27qL6+nt555x0Si8Xk5OREI0aMIJVKRY2NjVRcXEwajYYaGxtp1apVNGPGDFIoFGRjY0O2trb0559/0pUrV2jRokU0aNAgAkDW1tYUHBxMGRkZtHnzZgJaGvyePHmSGhoa7uXtP5HwCBfu4vQ5HR0dKTg4mGbMmEFDhgwhhUJBx44do5KSEoqOjiYPDw9SKBSsCaqjoyM5Ojq2CR3Ex8c/yq10KsfWtaYcFi1aRHZ2duTi4sJa63AqTxzHyMhIcnZ2blOH2RHHQ4cOsbCWwWB47JqoB+GoUqkoPT2dFixYwO5DoVBQeno61dbWsmSIHTt2UExMDLm6upKXlxe5u7uTQqGgkydPktlspvr6evrll1/I2dmZIiMjaciQIRQZGUl+fn4EgF5++WU6ffo0jRgxgoKDg+nKlStMs9TDw4Pi4uIoKyvriXDksHnzZpYQ4+TkREePHqVdu3bRtGnTaMuWLXTp0iXq168fSxTx9PQkFxcXOnnyJJWXl1N0dDQpFAqys7MjqVRKIpGIPDw8yN3dnQQCAWvjJpFIyNfXl9LT05mG8FdffUX19fX3S6h4bI5caA4A2dnZ0caNG+mLL76g6OhoWrhwIW3dupViYmJIoVCQQqEge3t7srKyoqNHj5JSqaSPPvqIxowZQ1KplOzt7UmhULDxDPxPlUsgEJCLiwulpKQwzdJ//etflJ+ff7/w82NzrK+vp5ycHDpz5gz9+eefpNFomHb3nWOVs6O7uzv99ttvVFZWRiEhIWRra8vUwvh8PoWHh1NUVBS5u7uTra0tCQQC2r17NzU2NpLZbGZHMPHx8dTc3Hy/hKBH5sg9+0eOHKEpU6awe09NTaXCwkLKzs6mmTNnkkwmI2dnZ+rZsydt27aN3nrrLVIoFLRz505KS0tj7RDvN6/a2dkxbecff/yRJBIJLV26lCorK+839zx+SJbH48Ha2hqenp4YM2YMbt68iYyMDNZ6pri4GF5eXrC1tUXPnj1RUVGB06dPIycnB/Hx8QgJCUF4eDjTEnV3d0dBQQEqKioQERGBgIAAXL9+HXZ2doiMjGSalU1NTaisrERGRgarfauoqEBWVhbz5p4muF1oZGQkJkyYAKBl41FRUQGZTIbevXvD3t4eIpEI0dHRuHbtGi5fvoywsDB4enoiMTERfD4fY8eORWFhITIzM3Hp0iWIRCIMGjTomdVEcaHf1ruu0NBQjBkzBk1NTVAqlbh69Src3NwQGBjYhqNEIsHly5dZJ4Hy8nKm8lNQUIDMzExkZmbCwcEBsbGxEAgErPHtk4SFhQVsbGza1H3q9XqWJNGzZ0+4uLjAbDYjIiICYrEYKSkpCAoKQkxMDJycnKDRaHD+/HmkpqaiqqoK3bp1Q7du3diO1c/PDzKZDAkJCSgqKkJzczMLAQJAUFAQevfu/fDNah8Szs7OiI2NxaVLl6DRaJCTkwOxWIzAwED4+fnBy8sLTk5OqKioQElJCfz9/REREQFHR0cIBAL4+fnBYDAgMzMTXl5eUCgUcHV1hVAohMFgQF5eHq5duwatVovm5mYUFBSgsrISQIsO8p0qO08aRqMROTk57FkMCwtDSEgIIiIiIBQKcfnyZVY64ezsDIPBgOzsbBQUFECj0bDymNDQUMhkMhiNRpbgwoXuCwoK2Dwkl8vh5ub2RBvWA/9T/+IiAa2fExcXFxARYmJiYGVlhcuXL8PLywuhoaGQy+Uscnfz5k0kJSUhNDQUPj4+kMlk4PF48PHxQV5eHjIzM5GTk4MrV64gNjYWEokE3t7eTGv2SYILqwYHBzNPVqFQQCKRQKPRICwsDCqVCiUlJUxDnMfj4YUXXoCHhwesrKwQGRmJmzdv4vz58wgPD4efnx+USiWLjuXn5yMzMxP19fWwtLRknYV0Oh0sLS0f3WN+mF2CyWSi69ev0/Xr18lkMtG6detYI1rgf7qOnBfR3NzcRrln3rx57ZZxLkmodQeI2NhYUqvVbXaTQIvyD5cqLhAIyM7O7qmop9wL3IH5jRs3qG/fvrRixYp2h+gcx+XLl1N1dTX179+fBg8e3I6jh4fH/Ropd4SnwlGlUlFCQgLZ2trSggUL2u1AOY7/+te/KCsri5YuXUqrV68mnU7HOPr5+dGoUaOourr6qXNcu3Yt23HzeDzi8Xg0ceLENhxra2vp5MmTJJFIaO7cuUTUUl5TVFTUpsHtzJkz6dChQ1RfX09qtZpu3LhBixYtIqBFY9bLy4vKy8uZcsnatWufCkdu9/7iiy8yBalp06aRXq9niUDbt2+nefPmkVAopLlz57KxqtVqKTExkZYsWUIAaOrUqbR161YqLy8nnU7XRhkI/02O6d27N1M74hSxnjTHO+cEbs7heHB25Jpkc3YkIpa8xf0dp3185coV9retry8SiSgmJoa6dev2VO34IDCbzZSUlNSOI/dvhw8fJolEQitXriSlUkm3bt2ivLw8MplMLDExLi6OZs6cSXV1daRUKiktLe1Bn81O45ibm0tXrlyh6upqqqiooNzcXFIqlWQwGOjEiRO0ZMkSkkqlNH/+/HZ/23rt0Ov1lJiYSElJSWQwGGjlypXMjq6urlRcXEwHDhwgoVD4WGP1oTxMPp8PhUKB4uJiLFy4EGlpadDr9SBqOZAdM2YMrK2tMXfuXEyaNAl9+vTBggULWKJE7969YTabsWnTJuTn52PUqFHMY9y/fz/y8vLwyiuvwNPTk6mLSCQSduir0+kQFhaGmTNn4sCBA0hNTQXR0zvj43D16lVs2rQJL7/8MgYMGAAigrOzM+bNmwd/f3/weDxs2LAB165dA9By7gIAhw4dQl5eHl566SV4e3tDJBLB0tISLi4umDx5MjsX/H8DuBKCl156CQMGDIBQKISfnx++/vprdO/enXHMzs5GWFgYrl69CgA4ceIEiouLMWHCBHh7e0MgEGDQoEFYs2YN5HI55HI5rKysOv1+TSYTK6xvjeLiYqxatQqpqansTMjKygqTJk2CTCbDe++9x+xoaWmJ4OBgrFy5EqGhoTCbzdi4cSOysrLw4Ycf4ubNm9i8eTMSExNRU1ODpqYm+Pj4ICQkBOPHj4e7uzvS0tJQX1+PpUuXorCwEDweD/v370dhYeH9tGQfGWVlZdi4cSPs7e3h4eGBsrIymEwmiMViZGVlYf78+Zg0aRL69++Pnj17siL+iIgI9jwWFRVhxowZTFElNTUVSqUSffr0gbOzM4gIQ4YMwerVq7F//34UFxfDx8eH9d20sbFBdnY2fHx8nkiEhLNjSkpKu3+7cuUK3nvvPUyaNAkDBgyATCZjdgwLCwPQ0iQ8KysLixYtwvXr17Fp0ybWz5ebQ3g8HgYPHow1a9Zg48aNrLMJl3y4b9++J27HLVu2ICYmBiNHjoRGo4HZbIalpSV7HrmxyuPx4O3t3Y5jcXEx5s2bx84hDxw4gPz8fLz11lvw8vICn89nzyPXU1MoFEIkEsHT0/OJPJutUV1djQMHDiAkJAS9e/fGwYMHcfPmTYwaNQq1tbW4ePEiXnnlFQwePJh1+lm6dGmbsZqVlQU/Pz9cv34dANjz9eqrr8LDw6ONR+7p6QlfX1+o1Wr4+flh9erVsLe3x4kTJ9CnT5+Hn28fZZfA9YpEq12eXC6nFStWsLICTg+wpqaGysvLKTs7myorK8loNNKYMWNILpfT8uXL6b333mNnX3dqw3733Xcs3o5WRcodack+S51VrjC89S6X07rEf70OqVTaIcdt27ZRUFAQHTt2jNRq9aOUXTwRjtwOddWqVazg/c5uDuPGjSOpVEoTJ06kwYMH35WjXq9nv9GT4siVjNyJtLQ0srOzY/q3AMje3p62b99OH3/8cRvPobU+J+etjRkzhlxdXSkvL4/27NnDSi2EQiHNmzePtm/fztLTm5ubadu2bTRv3jzy8vIiOzs7sra2JqFQ+ER1jzMzMykkJIRGjBhBCxcupG7dupFEIiEfHx/mUa1cuZK0Wi0r8CdqeWZ0Ot1dOd7ZDUin01FDQwPNmjWLoqKiaNGiRfT111/Tjz/+SHv27KEjR46QUql8IhzT0tLI3t6eFbB39OrIjkT/ex4VCgXjKBaLicfjtbMLZ8fWWrKcxnNHY7szOWZmZlKPHj1oyZIlRESs929r/eqVK1eSRqMhtVrdjuPEiRPJ29ubbty4QTt37rzn89jU1ER//vknHTx4sM11jEYj60zzJDjm5OTQiy++SD/88ANpNBqaNGkSubq60uLFi1lHnaVLl1JtbS0VFxczcRidTsfWDrFYTIMHD6aePXuSlZUVe75SU1PZfa9evZoAUGRkJE2ePJmuXr3KvOcjR47Qp59+SmVlZUT0cGvHI1XG83g8lr3EobGxEatWrcKePXsAtOgBcl0c5s2bB4VCwbpX8Pl8NDc3Y/Xq1aioqEBCQgJefvnldt+j1+vR1NQEo9EIR0dH/Pzzzxg8eDD69++P/fv3s8+p1WpkZGSgpKTkUeg8NDi5tzVr1qBv374YMGAA3nzzTZaBSXd4vQMHDsSFCxcYx9ZZaI2NjSgqKsJ7772HiRMnora29qlwuB+8vb3xt7/9DX/++ScGDRqEAQMG4G9/+xt0Oh3MZjP0ej1kMhlkMhnOnDkDKysrJCQk4KWXXgKANt3c9+7diwEDBqBfv35PjCMXkbgT3bp1w++//453332XvdfU1IQvv/wSO3fuBAAmZDB9+nTMnDkTOp2OnVPzeDzU1NRg/PjxWLJkCYKCguDg4ACxWIwxY8Zg9OjREAgE2LNnD/r164d///vf+OOPP7Bt2zacPn0a586dY7/Jk0JAQAD27duHGTNmwGQyYdSoUXjttddYlx+gZRc+Z84cDB8+nNmRK+3h8/moq6vD+PHj8eOPP+Kf//wnYmNj2/Uy3bdvHwYOHIgDBw6grq4OU6ZMwWuvvYbRo0fjxo0b+OKLL1g5SmcjODgYp06dwty5c+/6GSKCRqPBjBkz8MYbb7TL2K2trcX48eOxceNG/P3vf0ePHj3aXYOz44ULF+Dk5ITDhw/jwoULbZ7fJ4WAgADs2rULM2bMANAiQGFra8t64wLATz/9hOnTp2PIkCFtOPJ4PLzyyiuYNm0aZs6ciRMnTuD48eMYO3Zsu+/Zu3cv+vfvj7fffhtfffUVy3AGWjRYt27d+sTmIU9PTyxbtgwvvvgiRCIRli5dij179kClUrGxs27dOjz//PN44YUXsGDBAgBt8yt0Oh3Tkj116hQmTpzY7nu43ysrKwtXrlxh0S2gpXPRlStXoFaroVKpkJqa2k4W8W546LISopbSiaioKBQUFDAVHj6fzxqUenp6oqSkhLX80ul0uHr1Kry9vVkogxMfVygUiIqKQvfu3ZGZmYm8vDz2oOp0OkRGRjItWbPZDKVSifT0dNja2rKEBO56T6tW0c7OjjU65ThqtVqkpqbC09MT7u7uLOR169Yt2NnZISoqCtHR0SgsLGShOi4pJDQ0FHl5edBoNCz886zBaVdyiQFcW6XU1FS4ubmxpsLdu3dHdnY20xBuPS7EYjGCgoJYqnd+fj5qamqeCMc7bW82m5mWaEREBFN74T5rbW0NW1tb2Nvbs4bEWq0WfD4faWlp8PDwaBN24/P5sLOzg7e3NyoqKlh5VUFBAQoKClBSUgI+n4/6+nqoVCro9fo2qflcoltnNs4mIpZ0ExISgoqKCqjVagiFwpbzFoEAjo6OcHZ2hl6vR0ZGBmprayESidpw5MopjEYjrK2tERUVxUoWOPF2TtGJK6FRq9WoqKiAQCCAnZ0dRCIRbG1tO13ViLMjAERERMDd3b3dZ+RyOfz8/KDT6ZCamsrKBe5mR3t7e0RHR6OhoQESiQRFRUVszuHsyI0ns9nMwv2Ojo4ICAh4IiFnrjY5JCSEvcd5NQBYA2krKysolUrk5+e3mXM8PT2ZYlN+fj7c3NzYnFNaWorCwkJIJBIEBwezo4vq6mpoNBq2CebG5ZNSGCMiiEQiVsNK/z3K45SpNBoNYmJicPv2bTavGgwG1oxdoVCwcW1lZQVXV1dERUUhMjKSzatcKZter0d0dDTy8vLQ0NAAnU4Ho9EIgUDQZu146HXjfm41l87MuawajYa17Pr6669ZOMTFxYUSEhKouLiY1Gp1m2a7nHbnBx98wMIjzs7OdOrUKSoqKiIioitXrtDu3bspODiY6cvOnz+f6XPiv+ERLrQ2YsQI+uyzzx7JrX6Q0MG9YDKZSKPRtOMolUrpww8/ZL9TTk4OBQcH02uvvUZELaGQmpoaptk5ZcoU2rp1K+Po7u7O+DwEnghHLiQ5d+5c1j6Jx+ORlZUVLVy4kHQ6HVVUVFBmZibNmjWLVqxYQUREjY2NVFBQQDExMRQTE0PZ2dlUVVVFKpWKxo4dyxJinjRHtVpNcXFx1Ldv33bJVQqFgq5cuUK1tbWkVqtp3rx55OTkRBcvXmR6ua3HqqurK+Xn55NGoyGtVksajYZqa2spLi6OJaJ1NFZbv+RyOV28ePFuTcAfiaNer6evv/6ali9fTnq9ng4cOEDDhg0jhUJBMpmM4uLi6KOPPiK1Wk1z5swha2tr+uijj2jRokVkY2NDH3zwARmNRnrxxRfJy8uLzpw5Q4WFhWQ0Gkmj0VBVVRX16tWL5HI5hYWF0ZIlS9pxDA8Pp48//pjOnTvHyh+elB01Gk27pB8+n08TJkwglUpF7733HtnZ2d3XjpxGtFarpdraWurVqxfTCb6XHd95550nEnY2m810+/Ztun37dpvfjzvOMplMTNs5MTGRduzYQcOGDaOgoCCSSqWM4/Tp08nT05PCw8Np/vz5ZDabqaGhgfLy8igmJob9hgaDgVQqFU2YMIF8fHzo5s2b1NzcTET/U4m6Dx5pztHr9W20v41GI/3nP/+hv/71r1RSUsKOCzqaV999910qLS2lUaNGkb29PX366ad06NAhImopw7l16xZFR0eTRCIhmUxGCxYsYHZ0dHSkw4cP040bNxi/1speD7N23NfDvLNpKqcsf+jQIVy8eJF9Tq1W48CBA0wh/tq1axAIBJg0aRJLhZZIJFizZg3CwsIQEBCAU6dO4cKFC7CyskJwcDBTkuAaEEdFRUEqlbJQm1arbXNver0eP//8M1xcXDB27FhIpdInqvjD6TRyha8cxxdffBEODg6siH3NmjUYM2YMnJyc8Prrr8PDw4N1DZBKpdDr9VAqlbh+/Tqee+65NhyfNVQqFQ4cOACNRgMej4fr16+Dx+Nh7NixkMvlMJvNMBqN+OabbzB8+HC4uLhg+PDhMBqNOHz4MEsaaGhoQFNTE7Zt24YBAwZgxIgRkEqlkEgkbPA9yYiAQCDASy+9hOrqavzwww9oamrC3LlzER8fj9raWuzevZul0F+5cgUajQZisRgODg548803IZVK2ViNjo6Gg4MDGhoakJaWhqqqKtTV1WHgwIGIiYlBTU0NIiMj7zpWhwwZgl69esHV1RU8Hg8NDQ0Qi8VMJOFRwefzERUVhfr6euzduxc6nQ4TJkxARUUFampqUFFRgYyMDGzbtg3Xrl2D2WxGcHAwHBwcYDAYIJFIsHbtWoSGhqJHjx7w9vYGj8dj5VtFRUVoaGgAn89HbW0tdDpdO46WlpaIiYlhgiSdjdZ2/P7779vYsaCgAESEsrIyxMfHIzs7G1qtFmKxGI6Ojne1I+chci30QkNDYWdnhzNnzjBlp47saG9vj8DAwE7nyUXbmpqacObMGSbUIhQKoVKpsHHjRmg0GgBAaWkpamtrMWDAAPD5fNTU1DCOFRUVcHFxwbhx4+Dg4IA9e/agrq4OtbW1KC0thUAgwLp16xAbG8sShzjFJi4a8iQ1rLnQ/6lTpxAQEICoqCi4u7ujqakJP//8MxMKaT2vOjk5MaWsTZs2ISIiAtHR0ejbty+MRiM2b97Mjkl0Oh10Oh3EYjEsLCyYHTUaDX799Vf06tWLCXHceV8PjIfdJbROZ8ZdDt+5MpM7k3K4VF9OS9bb25sd4nNlJVFRURQSEkIJCQlM93LcuHHtvmPIkCE0b948UigUFBkZSXl5eR2JGHSq98XpNLa+D4lEQgkJCaRUKqm4uJj+/e9/E5/Pp/j4eLZrMRgM1NTURDqdjpqamtqV2nAcPTw8qLS09GGTYjqVY3l5OYWHh5OLiwvzVKRSKe3fv58yMzMpMTGR5s+fTwKBoA3HS5cu0dixY2nevHn0xRdfsN+Jx+PR/PnzyWQy0euvv06RkZFUUlLyoB0DHpsjl6A2d+7cdmNJJBKRnZ0dSSSSdhqkXOr94cOHGUeuuDsoKIhkMhmlpqZSU1MTJSUlUWFhYYdjlc/nt0lj12q1lJeX11H6/iNzvHHjBsXFxdHy5ctZMlZrjnK5nCQSCVlZWbVJ/uC0ZFtzvHXrFi1btoz69etHfD6fvL29ycfHh2xsbGjRokXtOI4bN440Gs0T7+RxLzva29szTVmZTNahlmxrjkTENEglEgnt2LGDduzYQc7OzvTRRx/ddc550mUlRUVFNGfOHNqzZw8RtUSpbt261aYUBgBZWVl1yDEiIoImT55MtbW1dPbsWerduzd5eHiwDj0dzTkKheKpNpBuPVaJiC5cuEDr168nOzu7dmtHQkICSzZctmxZm7FqNpvpxIkT5O3tTZ999hklJCRQt27dSCAQkFwup8WLFzOOPB6PRCIRvfzyyw8zt3bIi0d0z7KMNv+o0+mwePFipKWlISEhgcX9P/roIwQFBeH777+Hp6cnpk+fjg0bNuDPP//E+fPn4erqip07d+Ls2bP49ddfERsbCzs7O2RkZCAwMBCvvvoqIiMj4ebmhjFjxqCwsBARERGQSqWwtLTEsGHDYGVlhfnz57MkhsWLF+OVV15BWVkZ9Ho9JBIJvLy8EBQU1PqWH8SFeeC6FK1Wi4SEBLbr3LJlC06ePImePXuywufIyEj0798fv/32GyoqKhAVFYXg4GCMHDkS27Ztw6+//ooLFy7A2dkZS5cuxa1bt3D58mUMGzYM3bp1Q//+/R92B9upHHU6HS5dusQSmNRqNZqbm3H27FlUV1ejvr4e0dHRGDx4MH7//Xc0Njbi888/B5/Px+3bt7Fr1y788ccfKCwshJubG7744gvk5uYiOTkZo0ePRnBwMGJjYyEWix/Gw3xojkQt3TdSUlIwfvx4hISEYNCgQQgPD4ejo2PLRf+bvGU0GmFhYYG+ffuyNPOzZ8/iwIEDqKyshFQqxcqVK8Hj8ZCfn4/i4mLU1tYiLi4OdnZ2kEgkOHnyJHbt2tXhWF23bh1mz54N4H8JRmKx+M5ero9sx8bGRqSkpMDd3R1BQUFITk5mXRo4aT/Og+DGV1lZGU6dOoX9+/fDwsICDg4O+OKLLyCRSFBXV4etW7fi999/R0xMDGxsbCAWi5kc27Bhw2BtbY1PPvkE1tbWeP7551lJx33wyBxTU1PRr18/uLq6IiIiAkOHDmU6oCKRCFZWVlCr1TAajejXrx+z43fffYfFixcjNDQU3bp1w8qVK1nuQEZGBgoKCpiYSk5ODjIyMnDx4sUO7bh27VrMmTPniXHUaDTIy8uDvb093NzcYDabodFocOHChTYJTNxYVavV+Omnn3D16lUkJyejoaEBTk5O+P3332E2m5GYmIjNmzfjjz/+wPz58+Hr6wtHR0dcv34dycnJGDZsGIKCghAbGwtLS8uHic49Msfm5mZkZGTA1dUV/v7+qKurQ1NTU5t+s4cOHUJqair+7//+D1KpFDt37oSvry969OiB33//HcXFxUxEIi4uDqdOnUJKSgquXLkCR0dHfPrppyy/hGsaznXZiY6OxgsvvIDY2NhH4vhQcUCz2YysrCzk5+fD1dWVPZDdu3dH9+7d2WFqdHQ0nJycAABVVVUwmUzIz8+HTqeDu7s7rl69Cr1eD1tbW9ja2rI6oqKiItja2kIikeDChQuQyWSws7PD7NmzER4ejtWrV0MikcDCwgIuLi5wdHSEQqGASqVCZmZmG0HiJwGJRIJhw4ZBq9Wirq4OR48eBQAkJCSwUE50dDTGjBmDAwcOICUlBSqVChqNBj169EBiYiKOHz8OoKWhLXdYnZaWhtmzZ2PYsGFP9P4fBGKxGIMGDWIcNRoNE6vOyckBAAwaNAhjx47FwYMHkZGRgdu3b8PJyQlubm5oampCVlYWgJZu6j169MDt27eRnp6O2bNnP8ik2mnQ6/Xg8XhsrGZlZeEvf/kLevXqBaAlk5dT69Hr9WhuboZOp4OjoyNcXV3Rp08f1lygrq4OdnZ2cHFxgUgkgrOzM5qamphWaWlpKbNjaGgorK2tYTAYWBi7uroadnZ2LFTUmckxVlZW6Nu3Lwst9ezZE0QtdcsGgwF6vZ41huYUm1QqFeRyOSIjI3Hq1CmUlJSgqamJqd9YWVnB2toadnZ2cHBwgFwub8MxIiICGzduhEqlQnZ2Nurr6zuNT0cQCoVwc3ODTqdDWloapk6ditjYWFhbW8NkMkGlUjEvgNOg5to4eXt7M2F8g8HAxradnR2sra1ZMlZYWBiuXbvGOHbv3h0SiQQSiQR2dnYwmUxMJ/hJqP1w+sQc+Hw+ZDIZhg8fzu6Zc3Cam5tRVlaG/Px8mEwmBAYG4sqVK2hubobJZIJUKoWXlxc7IvHz80NoaChcXV1x/fp1nD59Gm+//TaGDx/e6TzuBSsrK/Tr14/9v729Pezs7ODo6Ai9Xg+1Wo3U1FTcuHEDZWVlMJvNuH79Orp3787mnKSkJBAR+vfvj2nTpmHv3r24cOECAMDDwwPdunVrM6/GxMTg8uXLUCqVyM3NZRugR8LDuNVms5mqq6upvLycysrKqLi4mPLz82nKlCnk7u7ODlzv1PcbOnQolZWVUVVVFZWWltKYMWOYQpBUKmW6nV5eXnTixAmKj48niURCb7zxBpWUlJBGoyG9Xk83b96krKwsKisro48//pjCw8Np3Lhx9OGHH1JNTQ1ptdpOCx3cC8ePHydXV1eSyWQszOHk5ERvvvkm7d27l4iI6urqKD09nby8vMja2rrNbwK0aFYqFApasGABlZWVdXTvD4onxpGzi7OzM4lEIgoPD6eUlBSWtFNXV0eZmZk0ePBgCg4ObvebCIVCcnFxoQULFlB5eflT52gymUir1VJ5eTlVVlZSTU0NaTQaMplMZDKZKCcnh9asWUPjxo0jT09PcnV1pZEjR7LECLVaTdXV1ZSbm0tr166lWbNmkUKhYOHqsWPH0rhx48jb25s++OADZseKigqKi4uj6dOnU1lZGS1ZsoRGjBhBt27dIqK7tlPqNDvqdDpSKpV09uxZWr9+PY0bN4569OjB9FWHDx9OjY2NpFarqaGhgSoqKqioqIhSUlJo3bp15OPjQ3K5nLW6sre3Jzs7O5o7dy7jqNfrKT09nTIzM6m6uppUKtWDNCR+ZI56vZ7NO6WlpTR9+nTq2bMn7d69m77++msKCQlhdacKhYJGjBjBEhQrKiqorKyMKioqyGg0sueX+2zrV+vnkTuCGTVqFJWWltL8+fMpMDCQMjMznwjHe6Gje+bmVW5O/vDDD+kvf/kL5efnU3x8PIWFhZG9vT2rk3dyciKFQkF9+/alt956iykcPQI6laNKpWIKVJyuOHeUMGDAACosLKTGxkYiaplz0tLSWKNzFxeXdvOqk5MTzZ8/n9nRZDJRbW0tVVdXU21t7YPOQx3yemgtWUdHRyiVSiQkJLDD4vz8fJSXl7MQLZcUA4DtcBISEiASiUBEqK2tZd0qDAYDlEolS6vmdkycwoVCocDVq1dRVVWF6upq8Pl8WFpaQigUIjo6mnWdkMlkT1Tj8fLly6xOKDExkelL8vl8DBgwAD4+PoiLi2PJLxzPxsZGNDU1QavVwt/fH66uruyA/+zZs8jJyUFSUhJ69erFVFaeFRITE1FRUQEej4e8vDwEBQWhrq4OKpWKhZZdXV1RXV2N5ORkmM1m1NfXo6ioCPX19TAYDAgICICbmxtEIhEaGhpw9uxZFk140hqcd4LP50Oj0SA5OZnVhHIDH2hRVklKSoJEImFemb+/P/h8PoxGI1QqFW7duoXq6mpotVrY2toiLi4OQMuz0L17dzQ0NODPP/8EEcHV1RU3btzA7du3ERgYCFtbWyQmJsLCwgKhoaEsBNvZyU5msxkqlQrFxcXIy8uDTqeDVqtFXl4ebt++jcLCQjg4OMDX1xdASwcHk8mE5uZm1NTUoLy8HI2NjaiqqkJxcTEUCgWCgoJgaWkJPp8PpVLJEmI4b53znvV6PSoqKuDq6npniLlToVKpkJKSAqPRCCJCTk4OCgsLcf78eVRVVaGkpASBgYEsTNu6paBEIsHVq1ehVCrh7u6OhoYGFmXgoFQqce7cOZjNZri6uuLy5cu4ceMGtFota/ElkUgQExPzRLVWW9e+JiUltZtzIiIiWFmGn58fHBwcwOfzWcJLVVUVU2ninllublUqlTh79iwr48jOzoZQKERgYOBTTzokaunIkpycjKKiIly8eBHZ2dmMr0AgQFRUFEJDQ6FWq1FVVcWatdfU1LDIkMlkQkhICHx8fNpwrKurQ3NzMztOaN1i8bFv/GF3CVwDadwl6QetVvt33nmH3nnnnQ4VOrhyE2dnZ5JKpcTj8Sg4OJiCg4MJAL333ntkMBjorbfeIj8/vzbXeJq6jncmUrR+cQoT3OfWrFlDAoGgzSG7UCgkuVxO//73vykzM5PUajUlJyezxCmuie8jotM4TpgwgQQCAUkkEho2bBglJSXRt99+SwsXLqTi4mLS6/VUXV1NS5cuJalUypoLc55IQEAAffvtt1RdXU16vZ5xnDFjBhUVFd2rpKLTOBqNxjYeXEpKShuvt6NXR2OppKSEdR/x8fGhFStWsM4lra+flpZGjo6O9OGHH5LZbKbFixfT6NGjaceOHfTRRx+x6z/JxsMajYauX79Oixcvbtf0WSQSkb29Pa1fv57du1arpYKCAjpw4ADNnz+fPVs+Pj40ZswY2rFjB928eZOl23N25LSgNRoNKZVKys7OphMnTtCiRYvowoUL9+P3WBxTUlLIysqqzXP1IHasqqqitLQ0GjhwIFlZWdH06dPZb9EarTne7Xl/0nOO2Wxmur1qtZrGjBnT4T3cee/Nzc1UVlZGw4cPJ7FYTP369aPFixdTQ0MDKwE0mUyMI/e8jh8/nn3uIfHYcw6nGsWV79z54hLUysvLae3atTR58mSmmtV6XrW1taV169a149ivXz/66quvKCcn52G53ZPjA28r6L+7cm6FJiIMGjQIEydOxMaNG5luamsYjUacP38eHh4e+PLLL3H+/HkcOnQIQMv51qhRo1BXV4fExESEh4fDy8sLqamp7Dzk7NmzmDdvHi5cuMCUJ1qrXhgMBqxevRo8Hg9z584FUYvSh0wm6/Qdk4WFBeva0BoGgwHLli3Dc889x+7BaDQyYYIFCxagpKQEP/74I2QyGRwdHbFq1SomBsD9lhs2bEBSUhIWLlwIW1vbTr33B0VgYCB69uzJCnqXL1+OqqoqKJVKKJVKdOvWDbNmzWKRgtdffx3BwcGwtLREdnY2fvrpJ5jNZohEImzatAkZGRkwGo2oqanBlStXEBUVBWdn5yda+sPn87F//35cunQJ8+fPZ+8PHjwYEyZMaDNWeTweRCIRDh482E4jVC6XIzAwEH//+99RX1/PunrcuUMlajkrLCgowOnTp9G7d290794dhw8fZhrC3Oc47cvQ0FAUFhbi+vXrrFvK40AgELDSKg8PD/zwww/IzMwE0PIMqtVq7N69G1lZWfj73/8ONzc32NvbIzg4mPXBVKvVsLa2hoODAwIDA+Hs7Awej4empiY0NjYCALKzs7Fnzx7ExcVBJpPh6NGjyMnJQWJiIqKioh6LQ0fgzhY5NSKJRII+ffpg9OjRHc45HWm9cj1433vvPVRVVSEgIAAKhaKdHbn/P3/+PBYvXox+/fqhZ8+eWLZsGePfEYhaert2xpk0l4TGTc4dYd++fcjLy4O/vz8cHR3RvXt31NTUoKSkBBMmTMD48ePh4uICS0tLXL9+Hd7e3qynJ5esaDAYwOPxEBcXh+joaGzYsAHe3t6YOHHiU+kgBLSMWa4PKyfq0RpGoxEZGRnQaDTo168fi+gNGTIEXl5eCA4Oxu3bt1kpGxFh+fLlTN88Ly8PR44cQVZWFry9vTFnzhwUFxfjp59+wvjx49ucoz7UfT/Mh7mBwYVFe/bsiTlz5iAhIQG5ubltfmguXJuZmQkLCwu8+uqr0Ov1bMEUiUTo1asXiouLkZycjODgYPTs2ROJiYnsUPbKlSu4cuUKuyY3kXODiQt/8vl8zJ49GyaTCWq1up1sX2fA0tISVlZWrIlua467d+9Gbm4u3n33XZbUQUSwtbXFq6++itTUVPz000+QSCSQSqXYu3cvU7Lg8OuvvyI1NRXvvPPOM1kweTwefH190dzcDIFAgKKiIhw5coQ1suVqRt99912WvTxixAg8//zzkEqlOHHiBLZt2wYLCwtYWFjgyJEjSE9Ph9FoRH19PbKysuDu7g6pVAo7O7snVuvF4/Fw6dIlbN++HdOmTYOFhQVkMhl69erFxiqnHMUluKSnpyMzMxPTpk1jEy0n++fo6MjCuR1NijweD0KhEEqlEpmZmRg3bhwkEgn+9a9/MbUcoGViLS4uBo/HQ0hICKqqqpCWloagoKBOWTDt7e3Ru3dvxMXF4fTp08jNzWWTr8lkwuXLl3HlyhW88MILsLW1hZOTE/s7S0tL9lkLCwuIRCL2nCmVSjQ2NkIikaC6uhrnzp1DYGAgUwvKyspCWloaqqurH4tDR+BUdrgxZWNjg969e7ezI4fk5GTcuHEDr7zyClxdXdmzKJVKMXr06LvakZtPLC0tkZubi4qKCmzZsgWhoaHYuHEjy77tCNyC2Vod6HHAPRdExOaL1khKSkJqaipiYmLg5+cHS0tLlJeX49atW/jrX/+K4OBgAC3tD1NSUuDg4AAXFxc0Njayhd9sNkOn08Hf3x9BQUFYsWIFgoODMXToUFhaWj6V9oJcU2yZTAYbGxvWvJ6rCzWbzbhx4wakUilefvllJCcnw9LSEpGRkXjuuefw/PPPIyUlBZcvX4ZMJgMRYdeuXWxeLS8vR2VlJZKSkuDm5obp06cjLy8PP/zwA/z9/R95wXyoshIOGo0Gt27dgqOjI9zd3ZGZmYm6ujpYW1uzQfP1119j9+7dAFqyS4OCglgBLfeDubq6om/fvvjoo48gl8vB5/MxZsyYDr3VO7FmzRq8++67bKEODAxkP7hAIODuo9NKLgoKCtDY2NhmJ9SaY3R0NM6fP4+GhgYUFRXhq6++QlpaGpOYmzNnDgoLC3H79m0sX768Q91bd3d3JCcnw9XV9UFuiUOnceSksjhpqcbGRsTHx+PcuXOsR+S5c+cYR61Wi9raWqxZswb+/v6YM2cOpFIpjEYj/vrXv+LGjRswGAxwdnaGh4cHzGYznJyc8PPPPzNJurtpwD4Ox5KSEtTW1rISo9ZjNT8/Hw0NDS0X/a9EGCenFRQU1GaCIiLMnz+fyeoNHjwYK1eubPOlarUaOTk5TOLLwcEBFhYWyM7Oxm+//Yb3338fa9euxezZs5lmp42NDVQqFRobG2Fvb89NUJ1mR45j62gQ0FIytHTpUlhaWmLr1q0QCoUwmUz49NNPcfHiRTQ2NmLQoEFYsWIFGwOff/45mpubMWbMGHbmaWdnBysrK3h6euL06dN49913n1jJBVGLwAVXcuHg4ABXV9c2dmwNs9mMnJwcyGQyvPDCC7CwsLinHYkIBQUFbFHkfit/f38ALaUkaWlpOHjw4F05cvf4qBzvho441tXVobq6GkuWLIGtrS327dvHzuqXLl2KlJQUGAwG9OvXD//5z38gFothNBrxxhtvICMjA3l5eRAKhZBIJHB1dYWnpyc+++wz5ObmYuXKlVi0aBGmTJlyv1vr9HmV+92JCMuWLcPu3bvh7OyM6OhoHDhwAE1NTSgpKcGXX36JlJQU2NjYIDY2FgsWLICLiwvEYjH69u2LjIwMFgHj1gN3d3ckJiYiKSkJkydPxsqVK1mZ18NyvO9MpVQqkZeXB09PT9Z0k9tVcYsHV/PEtfriPsNBq9Xi2rVrbd4zm80oLS2FXq9HZGQkiouLUVRUdNfSEIFAgICAAKjVaty+fRtAy6LbrVu3/zHsoL3Tg6AjjnfC19cXBoOhTb3QnZsNLpGJiFhLmXPnzsHPzw9RUVHIyspCeno61Go1pFIpunXrhtra2nbCvw9yPw+LhoYGdk2u5OdOODk5wWg0Ii8vj3nSre3J2dvCwgJisZjt/vV6PdMgTU9Px/Xr19HQ0ACBQMDCfWVlZaivr0d1dTUMBgPq6+tx8+ZNlgjVGWj9u0VERKC6uppNhOXl5e2EweVyOZsY74bWyicdeZiWlpbo0aMH84a4xd/Pzw9ubm5tPtu6lRDnwT4OR25s6HQ6lJWVwcbGhiX36PV6ZGdnQyaTwd/fn9X0cYk8HDcu7FpXV8c2mpwakVKphMlkgrW1NSIjI1FbW8sSvJqamliT6c7G3eYcg8HAPIfWY7O1HU0mUxvPnkNRURGysrLQrVu3Np4gt9jJZDL4+PgAAPMYtVotwsPD71sy8yieJceRa+rNgdu88Xg81tC79ZzDhW2bm5shFAphY2ODxsZGVFRU4ObNm7hy5Qprim1vb8+0jq9evYry8nJERkZCIpFALBbj+vXrUKvV8PX1RWVlJTIyMjo1UtCRHY1GI2pra2FpaQlra+u7zqtELTrJ1dXVICLWBlEkEsFgMKCgoADdu3dHcHAwiouLcf36dWi1WlhZWSE0NBRVVVUoKipi1+JsxEUZHhl3O9z874vi4+NJKpXSd999x05D09LSSC6X04IFC8hgMNCWLVvonXfeIXt7e6a72DrxgM/nk1wu7zBRiGv+On/+/DbqQWKxmLX1AsC0Z9esWdPmAJ4rEXiYg9sH4dgRSktLycfHp0OOUVFRVF9fT6tXryYbGxs6dOgQFRQUUEBAAE2dOpWIiObOncs4RUZGUm1tbRs9Xk5L9kHv52E4HjlyhGxtbWn9+vX3vFhlZSUNHTqUAgICyMrKisRiMeMZHR1NKpWKfvnlFxowYADTD7169Srl5eUREdH8+fOZ9mxUVBTV1dXR8uXLGe/WHGUyGX3//fedxrH176bX6+m7776jN998k6ytrdu0aeL++y9/+ct9v7h1SyydTkdE1C7x507o9Xq6cuUKLV++vE2ixpMaq/n5+TR9+nT68ccfyWg0kk6no4KCAvLx8aHJkyeTyWQitVpNSqWSSkpKqKKios3979+/nyVrcRy55r3p6elUXl7O7t9gMNBvv/1Gu3fvJrVa/USaZN/J0Ww2U0pKCsnlcrK1tSVnZ2dmU4lEQpMnT27zJUajsY3ykNlspqlTp1JoaCgVFha2sSNnk47saf5v4/Rdu3Y9EY53jn+TyUTNzc1t7q+4uLjNnOPq6kqBgYEkFospOjqa1Go1rVu3js1HEomERo4cSV9++SUREZtXeTweRUdHU11dHanV6nb61U/DjkREFRUVtGrVKjp16hR77855lZsreDwe9ezZk5qbmyk1NZXWrFlDa9asoaVLl9Lw4cPp448/bsNRIBBQdHQ01dTU0FdffcXmVVdXVyotLWUNpx+H4309TB8fH7z11ltwdXVl6i2Ojo6YOXMmLC0tsXbtWiQlJaG2thZTp07F7du3ceTIkTbXcHZ2xrRp05Ceno7ff/+9zb/l5+djzZo1sLKywttvvw0iQlVVFQ4ePIiIiAj0798f8fHx0Gg0cHJyYi1aTp8+DR6Ph8mTJ7MdWnp6Os6dO4exY8ey1OsHAcexddHwnThy5AhycnLw4osvIicnpx1HoMUDMZvNaG5uxsmTJ5GXl4fQ0FAEBweDiDBgwAAYjUbs2bMHtbW12Lx5MzQaDdPG5LxrHx8fvP322/e8n4eFj48P3nzzTXTv3v2unykqKkJ1dTVeeOEFpKenY/fu3SyBKSAgAIGBgeDz+WhqakJRURHUajV4PF6bRJ5+/frBYDDgl19+QU1NDTZv3gytVos5c+bg8OHDTLHE19cXs2bN6lSOnOZkdnY2fv/9d3h6egIAzp07h+rqatTV1QFoSQSZOnUqevXqxVR+7uYldHSe0/oc/U78+eefqKysRGxsLDuLPn36NICWUKCzszOcnZ07daza2Njg+eefh1qtxjfffMPOgV588UXIZDJs3rwZUVFRrNSF48t9jisFsrGxYXb08vICj8eDQqFgxf18Ph8WFha4evUqCgoKMGLECLi7u2PSpEmoqanBjh07MHr0aNjb2z8wnwfhyOPx4OTkhDfeeAOpqam4ePEi9Ho9LC0t8corryA8PBz5+flMqODOSACPx8MLL7yAyMhI2NvbM4536mS3Rnx8PKqqqjB58mRWDsXNOX/5y18ee87paPxz5+FELcmLJ06cQF5eXps5h/P6J0+ejB49ejClKq1Wi1GjRiEwMBD+/v7w8/ODWq1GXFwc9Ho99u7di5qaGmzatIlpybY+CvH398e8efPQo0ePO0PMj4yOxioXkbG1tUVpaSmSk5NRUlKCl19+GdnZ2W3mVS5fhsfjoaSkBKdOncK4cePg4+ODhIQElJSUYPfu3XBxccEbb7yBw4cPM/1qnU7XZl7l5rDH5ni/XQKHzMxMOnr0KEtBNhgMtGLFCraKe3h4sJ3KnanfMTExpFarWVNP7iUUCtluorXeZnJyMkmlUqa431pn9cCBAx1q1RL9T/+zVYnGA+2E7ofWzVnLysrYTqUjjpyuo1QqJU9PT1qyZAkdOXKE7WJVKtV9tWQfEp3CkYjo5MmTtHPnTmpubmYNpIVCIYnFYnrxxRfpiy++IL1ez37nvXv3klqtJqPR2MZzas2R05I1m800fvx48vT0fGIdWf744w8KCQmhIUOG0F//+lcqKCig3NxcmjRpEoWFhbUbq1wHiAfozvBAMJvNNGvWLOrduzdVVla2GSdisZi2bt1KV65cIZPJ9ETG6tq1a1lEgON44sQJ8vT0pG+//ZaUSmUbz0ur1VJdXV2bDhJ348U18L3zWaiurqazZ8/Sm2++SSEhIXT9+vV7XeqxOLbWo25tx/LycoqPj6f8/Pz7/UQPhI7mHO47n8acw3WKGTlyJLsHbl7lOgZ1dA+7d++mhoYGqqmpoaqqKiovLyeVStXhnHMnx9bcH0AX+LE5lpSU0NmzZ2nUqFEUERFB5eXl7eZViUTCOqxwHPfs2UOFhYU0fvx46tu3L8XFxdGePXtIrVbT4MGDmeDGwoUL23HkIkNc95dH4fjAST+NjY3QaDRwcHBgGXWrV6/GggUL8Mknn6B///6IiYlBQ0NDu6QduVyOvn37orCwENeuXWu3szObzQgPD2eF1UqlEhcvXoSXlxfCwsKQlJSE/Px8HDp0CPb29ujTpw9++eUXXLx4EadOnWKNYPPz83H9+nXExsZymYeddjidnJyM/Px8HDx4EPn5+UhOTsasWbPwwgsv4ObNmyAi+Pn5QSgUQigUsjIUHx8fyGQyWFtbs7KUv//972hubsZrr72G+vp6lJaWws/PDwKBAIcOHUJERAT+8Y9/PMhtdSrH6upqVFRUYNWqVTCZTHBxcYG/vz/LbpXJZPDz80NlZSUKCwsRExMDFxcX5nFxXohOp8O7776LpqYmvPLKKwgMDET37t2RkpKCqqoqiMViODs7d9jA93E41tTUIDMzk+mn9ujRAzweDzdu3MDPP/+MVatW4e2330ZcXBwmTZoES0vLNmdGnYGrV6+isLAQu3btQl5eHpKTkwG0JL6dOHECUVFRsLGxeSJj9dChQ9iwYQNGjRoFb29v1v9PKpUiMDAQHh4ebbzp1ueu9+PPzRM8Hg/JyckoKCjAoUOH2PmmtbU1rK2tMWjQoHtleT82x9WrV2P+/Pl477330KtXL0RHR7MuONbW1rC0tHyAr7g/kpOTkZeXh0OHDrHnHWiRr7tw4QIro3kSduTOWw0GA5qbm3Ho0CE4Oztj6NChrLF57969YWtry8ReuCx2Z2dnEBFu3LiBnTt3Yty4cay7R3NzM5YuXQpHR0fY2dmhqqoKNTU1OHz4MCIiIvDRRx896HPw2Bw5yc38/HyUlZXhwIEDTBM8KiqKda5qvXZwHOVyOSvL4zxHFxcX/Pnnn2hoaIBUKoWfnx+6d+/O1o7WHBmJe3Pt+B8fdJfQ0bkN503Fx8eTyWSi+vp6ampquuey/ZCdOBhKSkpIoVDQqFGjqKamhubMmUMuLi73k3fqNO+r9T2gVRGx0Wikc+fO0Z49e2jJkiX0+++/t/s7vV5PdXV11NTUREqlkubOnUsLFiwgnU5Hhw4dotGjR9Ply5fZ9SdMmPAwt9WpHLnzhN69e9POnTspOzubzGYzkzUsKiqiurq6dn9nNptJr9czr23RokW0ePFi1neO805UKhX9/PPP9McffzwxjhqNhhobG9t4vdxY/fbbbyknJ6fTvMqOcOc4QQeeSQd4bDv+8ccfTPKssbGRvv32Wzpw4MDjE+oApaWl5OnpSWFhYfT555/TqVOnqLq6+n6/62Nz5Oy4detWKioqooyMjE7zLO/Es7LjjRs3aPv27VRcXNxmTmg9d955TnsnEhISaMiQIXTw4EFSqVQUFRXFomC3b9+mP//8k6qrq5n838SJEx+7k8fDcOT67ZrNZiotLSUvLy+KiIigJUuWUEpKChHdOz9Fr9ezv+detbW1VFtb2+6zncnxfh5mF7rQhS50oQtdAPBkqse70IUudKELXfj/GboWzC50oQtd6EIXHgBdC2YXutCFLnShCw+ArgWzC13oQhe60IUHQNeC2YUudKELXejCA6BrwexCF7rQhS504QHQtWB2oQtd6EIXuvAA6Fowu9CFLnShC114ANxPfL1DVYOqqirs2bMH4eHhGDhwIHvfYDAwgWYOnDBwWVkZEhIS8Ouvv6J3796QSCT49NNPWbPoWbNmYezYsQgNDQUR4dq1a/D19UVYWNjjyJY9soRTcXEx1q5diz59+mDixIn3vYharUZubi4uXryIkydPon///pBKpfjkk09QX18PIsJbb72FCRMmIDo6GmazGcnJyfDx8UF4ePjD8mqNTpPGA1pasZ05cwZ2dnbo1asXgJaWOOfOnQOPx8OAAQNw9OhRbNmyBUOGDIGlpSUWLlzI7PjGG29g6NCh+Oijj1BYWNjm2osXL8bAgQMxaNCgh21S2+kcz549Czs7O8TGxrL3ufZlfD4fv/76K+Po7++PiIgI/PHHH5g+fTo++ugjTJo0CQcPHkReXh7S09Mhl8uhUCjwj3/8Az179nwYbhw6laNOp0NiYiJsbW3bSBBy4vdisRhHjhzB1q1bMXjwYNjZ2WH//v0oLCxERkYGk32sqKgAEcHZ2RkCgQBCoZBJsD0CnulYlclk+Oijj1BbWwuz2dxurLYW1f/Xv/6FAQMGoF+/fs98rJ45cwb29vZsrHJzBwD07NkTx44dw5YtWzB48GA4Ojri9OnTyMnJwZkzZ/Dmm29i+PDh+PHHH2E0GjF69Gjk5OQgOTkZX331Ffr27fsoLREfmSPXUF4qlcLKyoq9bzAYWOsydoH/quuYzWYcPXoU27Ztw+DBg2FpaYkPP/yQtV3j1g5OFrCiogLu7u7w9/eHlZUVE8/vFI6PI2/UGmazuUNpvMbGRsrOzqYvvviCTpw4QSaTicaOHdtOvFwoFJJcLqcNGzbQ999/T2KxmN577z3S6/X3aon0SPJGD8qxIxmlu8k1FRYW0uzZs+mXX35hYup3cpRIJKRQKOj333+nY8eOkUQioblz5z4Ov8fmeCday0hxuFNai4juasf7vbh2Qs+ao4eHRxuORC2Selqtlv0/Z0eFQkEJCQn07bffEgAaOHAgzZ49mwYNGkTh4eFkZWVFCxcuZFJdj4hO5VhRUUG9e/emd955h71nNpuZWDl3n63HKp/PZ40NhEIha4PGtd1zcnKiyMhIOnPmzP8rOD7JsWplZUUhISFUUVHxzDm6u7u34ajRaGj8+PE0ceJENl5bcxSJRCQUChmXO5th8Pl8EovFdPDgQdZK7FlyNJlMVFtbS42NjW3e51rVNTY2kkajueu8KhQKycbGhqZMmUKTJk0igUBAU6ZMoUuXLnUo4/k4HO/b3utB0dDQgC+++AJ+fn5455132GJcV1cHvV6PAQMGICcnB/PmzUNmZmabv+Xz+ejevTv8/PyQm5sLa2trLFu2DPX19Zg/fz5mzpzJPE8+n8/a8zxp3OnZNjQ0YNmyZfDx8cEbb7zB3tfpdLC0tMTYsWORn5+PefPm4erVq+2uFRwcjG7dukEikcDR0RErVqxAbW0t5s2bhzfffLNNO6OniTNnzuDgwYN48803YWdnxwYH0MK5qqoKer0e1dXVeP/995n4/p12vBs4MXSDwYDGxkZ8/PHH6NOnT5vf8GnC1tYWn332GSeWDaBl156dnQ0ej4ewsDCcO3cOBw4cQGZmJpqbm7FmzRo0NTXBycmJdXSfMGECJBIJiOhxIyGdDisrK8yYMYM1eFar1VCr1bh06RIsLCwwYsQIXLx4EYcOHWJjlfOwAWDUqFHo2bMnjhw5Aj6fj8mTJ7P2fJyX+ixgMBig1WohlUoBoI13ZDQaodPpYDabUV5eji+++AJGoxEqlequY5XP5zPeXDszPz8/DBgwAG5ubti9ezf8/f0xZsyYJ0+uA1hbW+ODDz6Au7s7gJbGFNXV1aiqqoJEIoFGo0FCQgLi4+MZR64RMwCMGDECkZGR2L59O4RCId5++21cuXIFp0+fhlgshoWFRYtG6jMcu42Njfjyyy/h6+uLv//978yrLCsrg9FohEQiQUpKCv7444928yqfz8eYMWPQp08f3L59GzweDytWrEBZWRlWrVqFhQsXIjo6mrUJe1x02oKp0Wiwf/9+PPfcc5g2bRp4PB7MZjOUSiXMZjO6deuGM2fO4JtvvmGTMQcLCwt4enoiIiIC2dnZUCgUmD17NrZu3Yply5ahb9++8PDwgEAggEgkemoL5p1Qq9X45ZdfEBUVhalTpzIDGI1GCIVCREZGIikpCevWrWv3tzweD66urujevTuICDKZDK+//jo2btyIr7/+GgMHDoSfnx8kEgl4PN6jhEkeGRkZGVi7di2GDh0KOzs7AC2hLZVKhaqqKpSWlsLCwgKNjY344Ycf2tmvI3D3bzabIRKJWGd4lUqFrVu3or6+/pktmDKZDDNmzGD/r9frodPpUFxcDIFAgNDQUFy7dg2bNm1iPI4fPw6xWAy5XA6xWAyBQID+/fvDw8MDjo6OjOv/WyCRSDBq1CgIBAKo1WrU19ejvr4eWVlZEIlE6NOnDxur3HjjJk+TyYTo6Gi8/PLLuHbtGkQiEaZPnw4LCwscPXoUer0eJpOpXd/JpwG9Xo/m5mY2B3D3oFarodPp0NDQAJFIBI1Gg127dqGxsRE1NTUdXovjzG0AuQ49UVFReOmll+Di4oK5c+eitrb2mS2YMpkMU6dOBZ/Ph0ajQXV1NYqLi6HT6SAQCKDRaJCcnMzmnNY9NQ0GA3r06IHx48fj5MmTEIvFeOWVV2BtbY2rV69CLBaz8f0sF02NRoMDBw7gueeew+uvvw4igtFoRE1NDQwGA6ysrHDp0qU2HLn7FQgE6NmzJyZNmoQffvgBQqEQr7/+OrZs2YJvv/0WL7/8MnNSLCwsHnvMPnB7r/vBYDAgOzsbSUlJbFEUiUR44403YDabsWnTJpSWlqK8vBzW1tawsLBAQ0MDgJZBb2VlBYlEwtoNubi4YMSIEZg8eTLWrVuHwsJCfPDBB/D19UVISMgD83uAzzwWR4lEgmXLlsFsNmPhwoUoKSlBeXk5m1i5DYPJZIKNjQ1kMhm6d+8OkUiEuro6DBkyBC+99BLWrVuHkpISrFu3Dq6urrCxsXlqHLmWSfHx8YiOjkZMTAw0Gg18fX1hMBhgYWGBf//73zAajfjHP/6B2tpaNDQ03HWB4PP57LwlJSUF48aNw9tvv43PPvsMiYmJMBgMmDBhAg4ePPjUOHb4B/+dJJcvX47Dhw9jzZo1CA4OhrW1NUpLS5GXl4eysjLo9XoEBwcjKSkJ//rXvzB58mQ8//zzGDx4MKysrNDQ0ABLS0vY2NjAbDaDiB7lwex0jgaDAefOncMnn3wCrVYLHo+HlStXQiKRYMOGDbh27RpSU1MRFBQER0dH1rrt4sWLcHFxgaOjIwICAkBEuHnzJoYMGYJJkyahtrYWQEtDbIlE8lQ5lpaWIj8/H6GhodDr9Rg2bBiam5uhUCig1+thYWGBf/zjH7C0tMTBgwdx48YNpKenQ6PRwGg0QiaTwWQyQavVAgCEQiFefPFFEBEOHz6MV199FR9//DGkUimMRiOSk5Ph5OSE/v37PzWOd8JoNCIhIQGffvopmpqaYDab8Z///AcKhQJFRUU4ceIEdu3aBblcDkdHR0ybNg35+fnYvHkzPDw8oFAoEBMTA5PJhMuXL6N///6YOHEi/Pz8IJfLYW1t/bCL5ROfV8ViMZYsWQKz2YwPPvgAFRUVqKioQEhICFvwjUYj+Hw+XFxcIJfLodfrAbS0YBs+fDgmT56Mb7/9FgUFBZg1axYCAwMRExPzWBw7xcMsKChAQ0MDTCYTmyy4PoMFBQVQqVS4cuUKLCws4Ojo2CYMYGNjg8DAQOaGczviq1evIjIyEjKZDGVlZcjOzmb9Fp8F8vPzoVQqWbiS4wgA2dnZLOxjbW2NiIgI1j8UaOnp5uvryz4vk8mg0Whw9epVBAcHQygUori4GNnZ2W3CKU8bubm5rIM753WIxWK2m38QD8rT0xOurq6IiYmBSqVCWloa2+36+flBpVK165f6tGEymVBcXAyRSARnZ2cWrikrK2NjUywWw83NDTU1NdBqtTCbzbC2tkZ4eDgCAgLg6ekJS0tL6PV6pKenw93dHUFBQQ/UW/JpwGAw4ObNmyxMJRKJwOfzUV9fD5PJhIyMDNTX10Mul7NECyKCXC7Hc889x541Pz8/NDU1Ye/evQgKCmKfe1bgwvv5+fmoq6tjzwvXf5bzPrhkw7s9TwKBAO7u7nB1dUV0dDRUKhXi4+Oh0WhQU1MDhUIBsVgMLy+vh9m8djoMBgOysrJw+/Zt8Pl8tkEhIjQ1NeHKlSsoKytr09OViGBra4vo6GiIRCJIpVJ0794djY2N2LJlC5uLnqUdOdTX10OlUsFgMLRbO4qKitDc3IysrCwIhUJ4eHjAysqKrQFyuRwBAQFs3XF0dIRarUZSUhLCw8MhEolQUVGBgoICmEymzrnhux1u0gMe3JrNZpo2bRq5uLiQVCqlF198kVQqFanVaqqpqaGYmBgSCoXE4/EoPDycZsyYQTExMeTp6Ul8Pp9GjRrFDnzVajU1NzfTuXPnSCKRkK+vL40bN44CAwMpNDSUiouLH7aPYaccTpvNZpo6dSrZ2tqSRCJpw7G2tpZiY2NJIpGQlZUVvf3225Sbm0vDhg0jPp9PAGjs2LHU1NREzc3NrCfm6dOnSSKRkLOzM0VFRZG7uzuFhIS0Sch4WhxXr17NkgW4BI+xY8e2sWNsbCyJxeL7JkusWLGC1Go16XQ6unTpEkkkEuLz+SSRSGj//v1069atZ97zs7a2lmbOnElLly6l/4e9945u+r7exx/JmpaHvOW9FxivGDBglpkOm4YktFmkzC+ElaQJTdKU8skgNGFlsRIIzWKDGQk0LDNsbAzYGDzwtuU9ZEnW1v394b5ftRgJEAP9ncM9R6dUsa33o3tf676e+1yirt56LS0tlJycTDKZjCQSCY0cOZI+/vhjSkhIIKlUSo6OjvT0009TZ2enDREtNzeX5HI5zZw5k4qKikij0dzLozwwjFxf06eeeoo6OzttYlUsFhOfz6eQkBCaMGECeXt7E5/PJ4FAQFOmTGF+1+l0ZDQaKTMzk8W3r68v7d27l1Qq1f0QnH43Rq6P4tNPP02Ojo4kFAppypQpt2CUSCQkEAhuIbwAILFYTB4eHvT5558zf3IYxWIxyeVyOnz4MJnNZqqvr79X4kiP+lGpVFJkZCQ9++yzzCfdMQqFQvbi8/nE5/NJJBLRpEmTqKWlhdRqNel0OjKZTJSVlUUSiYRcXFwoOjqajh8/fr8ktR7DuHPnTlq2bBl5eHjcsnZwGCUSCQ0dOpRWrFhBycnJ5OHhQTwez2aO4r6bs2fPkkQiYQS1+Ph4Gj16NNXV1f1q/9C7xfi7T5g8Hg8jRoyAk5MTtm3bhtLSUmzevBlDhgxBREQEIiMjodVqUVRUhObmZhQWFqK5uRkajQZEBKFQCJlMhjNnziA/Px9WqxU1NTWwWCwICgpCWloaVCoVVCoVBALBI7k34fF4GDVqFJydnfHdd99BqVTi559/RlxcHHx9fZGcnAyxWIzs7GwUFhZi586daGxshFAohMFgYDvDU6dO4cqVK7BaraiurobFYkFERATGjx+PM2fOwGw2P5ITSkJCAhYvXoz9+/ejvLwcPB4PVVVV2LhxI4CuTdWwYcMQGhqKnTt3wmw2AwCCgoIgkUhw48YN9t6ZM2fYDrCqqor5MS4uDmVlZejo6MDzzz+PyMhImM1mnD59GteuXcMzzzwDDw+Ph4JXIpFg+PDhMJvN2LlzJxISEhAYGIhp06YhNDQUO3bsgNVqZamd+Ph4nDt3Dk5OThAIBDh79iyuXr0Ki8WCyspKaLVa8Pl8yOXy+6Ww97gJhUL2HW/cuBH9+vVDaGgoJkyYgICAAOzbtw8dHR2oqKiAq6srHB0dUVVVBQA2sQr81499+vTByJEj4e3tDbPZ/Ejuvbh7qzFjxrAMgKOjIzZs2ACRSAQ7OztWCrRz5052igoKCoJUKkVJSQksFguMRiNOnz7NCEwcxpiYGIwYMQJ+fn6wWq2QyWRsztHr9TAajTannAdtEokEI0eOBABs3LgRERERUCgUGD9+PEJCQrBr1y6b1KRYLEZDQwM7ZWdlZaGoqMgGY2RkJJ588kl4e3vDarU+kjmVs9DQUJhMJlgsFty4cQObNm3C0KFDERERgZCQEHR0dKCsrAxKpRLZ2dloaGhgPrOzs4NUKsWpU6dw+fJlG4wREREYN24cMjIy2H17j+DsiV2C1Wql6upqCggIIJFIRCKRiNauXUtqtZrWrVtHM2bMIIFAwCjOAoGA0Z4nTZpERqORFixYcMtOcPHixWQ2m2nGjBnUv39/amhouJcdwh13CfeDkairA3tQUBD5+/tTWloa7d+/n4xGI/373/+mlStXkkgkYjtUuVxOzs7OBIAmTpxIer2e5s+ff1uMFouFPvnkE1q4cCG1tbU9VIxct/LutHSxWGxDS5fJZJSbm0s5OTnsBAqA0tLS6KWXXiKpVHpb+jr3mjJlCh05coSee+45SktLo8bGRjKZTKTVamnevHkkk8no0qVLDwzjnSwjI4OGDRtGu3btYjvtnJwckslklJaWRt999x0VFhbSjRs36KmnnqJly5aRWq2mhQsXklQqZRkEzo+/03oUo0qlohUrVtCUKVOIz+fT22+/TdevX6eWlhY6deqUjR+HDx9OTz/9NMnlcpo2bRoZDIbbxipXAtXQ0EA1NTX3umPvcYwGg4FycnLoww8/JADk6OhIQUFBlJ+ff0usjh8/nmbMmEFSqZR4PB6JRKLbxuuiRYvIbDaTXq8nnU5n83nNzc1UXl7+W6UYDwTjypUrWbnEpk2bqKGhgS5cuGCDMTk5mdLS0sjT05MmTZpE169fp+eff/4WjFy5nsFgIKPReC+P80Aw1tbWkr+/PwkEAhIIBLR27VrSaDS0atUqmj59us3aIRaLSSKREI/Ho8mTJ5PFYqFXXnnltn40mUz0yiuv0MiRI6mpqalHMPYI6UetVkOtVuPixYtQqVRobW1FYWEh6uvr8f/+3/9De3s7nn/+eUY8ePvttxEWFoa//OUvjF06cOBAhIWFYfny5eDxePjrX/+KGzduICcnB08++SSCgoJgtVrh6emJuLg48Pn8u9nl9djldElJCVpbW9HU1ASDwQCdTofc3FxUVlayItopU6awU+Jf//pXBAcHY8mSJRAIBEhKSsLAgQMRHh6Ov/3tb7Czs8Pf/vY3VkT8zDPPMMKJTCaDh4fH3VKh7xvjjRs3sGzZMrZjy87OhtFoxOrVq1FSUoKVK1dCIpFALpczdmRKSgojTKxduxbR0dH44x//aMNElEgkrMSIz+cjOzubFf0HBgZi7969UKlU6OjowODBgxEXF4eUlJRfuyt6IKSf5uZm5Ofn4+TJk7h+/To+/PBDGAwGzJo1C46OjvDx8cH/+3//D2FhYUhPT0d5eTmysrKQkpKC2NhYm3uRpqYmKJVKPPPMMwgPD7/XRwF6GKPZbEZZWRmOHj2KRYsWISwsDCEhIVizZg1UKhWGDh0KvV4PPp+P1atXIzo6GnPmzAEA9O7dGwMHDkR0dDQT3XBycsL169eRk5OD119/HUlJSfdK+PndGOmmEy0RoaOjA8ePH8fSpUsZifDEiRMwm802sbpu3Tr06tULzz77LItVmUwGR0dHvPHGGwgMDISdnR2uXr2KzMxM/PWvf0W/fv1s5hiTycTKHH5lXPaoHzmM6enpePHFF+Ht7Q1fX19s3boVWq0WgwcPZhg//vhjREdHY+7cubBarQgPD8fAgQMRExPD7nft7OyQn5+PCxcu4K233kK/fv3uJ0vQoxh1Oh1OnTqFM2fO4OOPP0ZkZCQrT2xra8MLL7zAWMFvvfUWQkNDsXTpUgiFQiQlJWHAgAGIiIjAli1bAADPPvssExSZNGkSwsLC4OTkBBcXFwQFBf0ujD2SV+AubHv16oX4+HgkJiaioaEBR44cgcVigVwuh4+PD+RyOQAw5RR3d3eo1WocPHgQMpkMTz75JFxdXeHg4IC4uDgIhULk5ubC0dERISEhLDX7KOj7zc3NaGpqQlRUFGJjY9GrVy8olUocPnwYKpUKQqEQPj4+cHBwgNlsRlBQEGJjY6FQKKDX63Hw4EE4ODhg3LhxcHNzYxhFIhFyc3PB4/Hg5uYGg8EAg8GA39jI9IipVCocPHgQJ06cQG5uLuzs7BAUFITU1FQMGDAAvr6+cHZ2hkAggEajgU6ng7e3N5ydnQEACoUCwcHB8PPzY+Uojo6O8PLyQmxsLJKSkvDEE09AIBAgMzOTEWmKi4tx5coV5OXlQaFQ4Mknn3wkxApXV1cMGDAAra2t+Pnnn9HR0QGJRIKIiAiIxWLcuHEDBoMBUqkUvXv3hlgsxqFDh+Dg4IC0tDQMGjQI/fr1Y4vHpUuXUF1dzRaZu7UH4Ws+nw93d3d4eXnBx8cHSqUSJ0+eRGVlJdRqNby9vSGXy8Hn8+Hh4YGAgAD4+PjAaDSy8Th+/HgkJiaiT58+iI+Ph9FoRHp6Om7cuMHY3w/bun9XPB4Pzs7O8PLyQkREBBwdHWE0GqFWq2E0GuHj48Ni1cPDA/7+/jaxyk2gsbGxSEhIQGJiIkwmE9LT01FYWIjGxkYbjEKhEFKp9KGmoTmMHh4e8PPzg0qlQl5eHmpra5kfOYy+vr4IDw9nKfMTJ07A2dkZaWlp6NevHxITE20wXr9+HQ0NDY+8HEooFCImJgahoaEQi8W4fv06jhw5AqvVCjc3N5u1IyQkBH369IGDgwNaW1uRnp7O5lVfX194eHggNjYWAoEAOTk5kEqlCAwMhF6vR2dn5+9/2J44VqtUKsrPz6eYmBhKTk6m5cuXU//+/Zk6SGpqKpWXl9Py5csJALm7u1NkZCS99tpr9PTTTxMAWrduHVPpEIlE5OXlRUuWLKGamhp6+umnKT4+nsrLy22UWO73WH0/GL/99ltaunQpBQcH07PPPks1NTX08ssvk0AgIIVCQWPGjLHB6O/vT8nJyfTtt9/SsmXL7ohx6dKlVFtbS8888wzFx8ffT6rrvjFyaatZs2aRUqkkpVJJtbW1VFxcTKWlpVRXV0czZ84ksVhMzz33HK1cuZKqqqroH//4B/F4PFq6dCnt3LmTKioq6KuvviIANG/ePEpPT6fRo0dTZGQkKRQKcnJyIgAkl8spLi6O8vPzqb6+npRKJWm1WptnMpvNt1M+eiApWc7effddioqKoitXrpBer6fW1lZauXIlSaVSSk9PJ4vFQkajkXbu3EkAaP369aTX62nmzJk0YMAAioyMpIkTJ9I//vEPmj17Ns2fP/+uU+s6nY5Tx+pRjByx6W9/+xuVl5fTiy++SABYrJaVlbFYHT58OM2fP5/Onj1Lq1evtonV1NRU8vLyIoVCQXK5nCQSCbm7u1N8fPwjvyLhzGAwUFNTE82cOZOEQiEtXLiQNm/eTNXV1Qzj9OnTadWqVXTjxg3asmULAaAVK1ZQWVkZDR8+nLy9vW+J1XvF+J+0fo9jNJvNpNVqSalU0owZM4jH41FkZCRNmzbNZs55/vnnafXq1VRUVESbNm0iALRmzRrq6OigUaNGkUKh+N0Y/2M9htFqtVJtbS3FxcVRQEAARUdHk4uLyx3XDoVCQVFRUTRy5EiKj4+3idX+/fuTVColT09Pmj9/Pl27do2mTJlC8fHxPUYY/V2kH71eD61Wi5ycHBQWFqK6uhqhoaEICgpiJ4ampiZUVVUhKyuLaYty6j/V1dVoamoCAOTl5SE9PR0qlQoymQz9+vVDTEwMfHx8EBcXBzs7O5w/fx7+/v6Ii4tjZQ8SieSBXsArlUp2vL9+/Trq6uqgVqthb28PoVAIi8WCxsZGlJeX48KFCwyjVqtFW1sbSkpKoFQqAQD5+fk4ePAg1Go1w9i7d294e3sjNjYWfD4fp0+fhq+vLyIjIyGTySCVSh/YpbxcLsfEiRPh6+uLwsJC6HQ6GAwG1NXVISAgAOPHj4dUKoXRaERxcTEsFgtCQkJQXl4OIkJRURGIumoZS0pKWGE/h8fDwwNardbmM2UyGW7cuMFqG/V6Pdrb21FfXw+BQIBevXo9cELFzVqyXF3eiRMnWGnNjRs3YDKZkJmZyQhNxcXFiIqKQn19PY4fPw6FQgGhUIiOjg6Ehoaid+/ecHR0BAAbTcxfs5u1l3vCDAYDOjo6UFpaCgCMdg/gtrFaW1sLAMjNzUVpaSn4fD7y8/Nx+PBhtmO3t7dnpRtGoxFyuRwGgwF6vf5+UrM9YjdryUqlUlgsFly7dg0GgwFyuZxhLCsrAwD4+PigpKQEPB4PtbW1yMvLQ2hoKORy+S0nfVdX13sicT2Ik6der8e///1vODg4oHfv3qzsqa6uDlKp1MaPJSUlsFqtcHd3ZxgLCgrw008/wc/PD/b29rc8471i7EkjImRmZqKgoACVlZWQyWSIjY1lerPc2tEdo0qlYlkfbm7h1o6WlhZIpVL0798fffr0gb+/P+Lj4yGRSJCRkYGQkBD069ePldTc7Ri95aHvd5dQU1NDp06dokGDBrHL1okTJ5LRaLwtaYB7CYVCEovFt710F4lElJycTFqtlhExOFKRQqGg1NRUys/Pp6KiIiotLX3gF/A7d+6kIUOGkKurK3vGSZMmkdlsvoWo1B1PUFAQRUdHk5OTk005BldiMWjQoFtOVzU1NeTt7U3Jycl06NAhVqbwG1qzvwuj1Wql7du3U3x8PHl4eDASweTJk8lqtd6WjHU7zBxVf8WKFVRYWEidnZ2MUNSdul5XV0fJycn0wgsvUHl5OZ09e5Z2795NL7zwAi1atOhO/uzRXTtHMpg6dSpZrVZavHgxI4FwhBChUMjIaVxZVFRUFL3zzjuUlpZG0dHRlJ+ffy8f+1vWYxjr6+vp3Llz5OnpSYmJibRt2zYaOXLkr/qQ8yMXn0KhkGQyGX3//fdUWFh4SwwajUYqLi6m6urqR4KR6L/jhSN//FasdscrEAjI2dmZgoKC6MqVK7fE6e+wB4Jx0KBBdOzYMZo8efJdY+Ri2NHRkTIzM8lgMPzPYLRarWQ2m200fpOTkyk9PZ3Gjx9/R1yOjo4kl8tvWTt4PB6bVzkNYe5zqqurydvbmxFMtVotqVSq+5pXfxfpR6vVor29HTNmzMCxY8cgEAgQHByM0aNHw9PTE3K53GZHc+LECezduxc8Hg8uLi549dVXUVFRgU2bNmHq1KkYMGAA1q9fD6PRiClTpmDEiBGYPHkyNm/ejKysLPzwww8YNmwYtm/fDoPBALPZDIVC8WtSeb/7cvrGjRu4cuUKPvzwQ+Tk5AAAgoODMW7cOHh4eNhg5PF4OH78OPbu3QsnJye4ublh3rx5KC0txYYNGzB16lQMHDgQ69evh8FgYBgnTZqELVu2MIyDBw/Ghg0bIBQKIRAI4Obm9mu7od+NsaioCJcuXYJGo4HRaITVaoVarUZdXR3DCHR1cFmzZg0rBufxeJDL5ViyZAlqamrwzTffID4+HmFhYUzNidPnDAgIQElJCWpqavDzzz9jyJAh+PLLL6HVatHZ2Yny8nKIxeI7dU/oUZKBVqvFjh07mOyfp6cnXF1d2c7TarXi1KlT2LdvH/785z8jJiYGdnZ2qK6uxqlTp+Ds7AwHBwd4enqy3fnw4cMxZcoUbNy4EVVVVVi4cCHkcvm9yDj2GEaNRgOVSoUjR46grKwMOTk5iImJQXBw8H//EBHTEAa6sg2vvvoqqqqq8PXXX2PEiBFISEiAUqmE1WqFXC5H//79MXLkSOzcuRNFRUXo6OhAYmIiFi9e/NAxAl1+/PHHH9HQ0AClUsnmHKArVteuXcvUX7pjrKysxJYtWyAUCiEWizF+/Hi4ubmBx+Nh6NChbM6prKzEnDlzWNnNo8RYUVGB/Px8REREwM/PD0DX6bO6uhqXLl3CmTNnbDBWVVVhy5Yt8PLygoeHBxOB4SQdJ0yYgK1bt6KwsBAuLi7o1asXpk2b9lAxWq1WTJ48GQcPHmT3tJGRkYiKikJAQIDNz3Jrh1AohIuLCxYtWoTy8nJs3rwZTz31FAYMGIB169axeXXw4MFIS0vDv/71L+Tm5uKHH37A6NGjsWfPHlitVlitVkaEuieMv2eXwK3g3C5BLpeTg4MDAaB//vOfpNFoSKPRMHo2dz8iEokoJCSE6urq6MCBAySTyWjNmjXU0NBAsbGxbNcwb948am9vp7S0NALARAM0Gg01NjZSdXX1b9Gie2S31x2jRCIhkUjEMHKCBNyuhsMoFospPDzcBuPq1aupoaGB4uLibDC2trbS2LFj2d9/6qmnSKPRUF1dHZWVlT00Gnv3XfbevXsZRq1WS1qtls6dO0cuLi4MP5/Pp4CAAKqpqaF9+/aRTCZjFPDur6ioKHruuecoJCSEZDIZyeVyeu655+5lt9uju3bOOIzr1q0joq77RK4AetWqVcTj8WjXrl3s3jw9PZ0cHBxo9OjRtHDhQvLy8iKBQEAymYyWLFlCGo2GpkyZQsHBwVRcXHxLBuFhYTSZTCxmOIwff/wx8yPX+eGTTz6xGY9KpZLF6ptvvkmnTp2iiIgI5sc//elPdPHiRRoyZAiL1WeeeeZ/xo+caAYXq+7u7jaxGhgYSLW1tbR///7bxqpAIKAFCxZQW1sbTZ48mYKCgig7O5saGxvv5XEeGsbGxkY6ceIEzZs3j2XugoODbTD26dOHUlNTydHRkZ3E5syZQ0qlksaOHUsSiYSio6PvtSyqR+dVgUBAERER5O/vf8ucc/PaIRAIKCgoyGZeXbt2LTU1NdnMqy+99BIVFRXR8OHDb5lX7/Iu87a4euyyyN3dHVu3bsVf//pXAF36pIMHD0ZKSgpefvllRn0GgCVLlmDt2rVwcnLCwIED8csvv6CyshKjR49GSUkJ+7ldu3Zh2LBhOHv2LDw8PPD9999jxIgRSElJwbZt29DS0sLulx6GyeVy/N///R/+/Oc/34Lxz3/+Mzo6OtjzvP322/jqq6/g4uKClJQUHD9+HNXV1Rg7diwqKiogFArB5/OxZ88epKam4ty5c/D09MSBAwcwduxYpKSkYPPmzairq3ugcnnULcPAad52tzVr1mDQoEEYNGgQVq1ahZ9++gkLFy60+V1uZ56RkYGnnnqK/a5QKISXlxdaW1tx+PBhvPrqq8jIyMCJEyfw7rvvorOzkzGsb/c8D8uMRiNaWlrw4osvYsaMGcyPnJA1d0ocPHgwMjIyEBgYiB9//BFyuRxjx47FL7/8AoVCwXbu+/fvR0BAwCO92+vs7LT5LtevX4/U1FSkpKRgxowZaG9vZ3H1zDPPYOHChbBYLEhISEBGRgZ0Oh1mz56NqqoqSCQShISEIDs7G3/6059w5coVKBQKHDhwAMuXL2f3So/aPv30U4waNQqDBw/GqlWrcOjQIRarvr6+CA4OBo/HQ0pKyi2x6u7ujj/96U+oqKjA8OHDMXHiRKSnp6NXr16MVfu/YJs3b8bUqVMxbNgwzJ8/H4GBgazrTmpqKqZMmYLGxkaEh4cjIyMDTzzxBLKzs6HVaiGTydC3b19kZ2dj7Nix7DT29ddf49VXX31kmFxcXPDpp5+yTEX3Oefll1+2ia1p06ZhwYIFEAgESE5ORkZGBmpqajBq1CgUFxeznztw4ACmTp2KnJycW+bVHTt23LdU3u8i/RiNRnR2drJFwmKxwNHREYmJiexneDwe9Ho9Ll26xJREgoODERERgWvXrsFisTBas1AoRO/evaHValFYWMiIPdxLLBazhYbrXPKgKd6tra2or6+HRqMB0DWhy+Vy1gSaiFgngdzcXFRXVwPoUhaJiIhAUVER6+7AtSaLjo6GTqfDtWvXmAYkV3PJdWPhflYsFj90GjvQ1QIrPj7eRqMS6PIxF2xhYWEIDQ1FfX09ZDIZrFYr/Pz8mP9NJhOamprg6OgIuVyOPn36ICEhgf2dRz3JyuVyJCUlsWbInB8vX76MmpoaAGD46T+pWovFAmdnZwQEBCA4OBgBAQFsYbKzs0NoaOjvbQjeI0ZETB0rKSkJdnZ2jGB0c6yGhISw8SgSiVjTXZlMhj59+sBkMkGj0TBlleDgYLi7uyMuLg7Ozs5MM/lRGedHTgmMI1F1j9XQ0FBER0dDqVRCLBbDYrHYxCpHiOGUhMLCwli7vf8F4zByQul8Ph9GoxElJSVoaGgA0OXHqKgoXL9+HY6OjlAoFHB3d0d4eDi75uBqMfl8PiIiIhAWFoZevXrdS8q5x6z7ho5r2RYfHw/gv92O9Ho9cnNz2doREhKCyMhIXLt2ja0BwH/XDo1Gg6KiIggEAta+jNv4cldcv4tU+HuO1RUVFXTkyBFKTk5ml65Tp04llUpFKpWK2tvbSaPR0NmzZ0kulzP1mD179lBFRQUFBQUxrcA1a9YwXcCMjAySSCQ0f/58luZydnam+Ph4Wrx4MbW3t5Ner7+bVNDvTh38+OOPNGjQIHJ1dSUej0dSqZSeeuop6ujoIKVSSWVlZdTe3s4wcmmePXv2UFVVFfXu3ZvR8deuXct0DznNQy7tPH78eJJIJJSYmEhLly4ltVpNBoPhbppLP5AUkF6vp4aGBlKpVCwFdPbsWXJxcWF+3LVrF9XV1dHixYtp9OjRNhjVajVTlFmwYAF1dnY+skbgdzKLxUKdnZ0sRaPX6+ncuXM2sXrgwAEi6krX7tq1i6RSKcOo0+no/PnzJJfLacmSJf8zGC0WC2m1Wjp69ChlZmaymOP8kpGRcUusVlZW3jIeuauGs2fPklQqpVdeeYU6OzupuLiY8vLyqK2t7RY1nIeF8Wa8nD+4tPrNfuRidd68eTRs2DCbWNVoNJSRkUEODg60cOHC/xk/djez2WyD8XZ+3L17N5WVldn4sfuck5GRQTKZjPlRr9czXeSHrV9ttVrJaDTShAkT2NoxadIkqq2tpebmZlKpVNTR0cEwcn7cu3cvVVVV3RKr3TFya4daraaJEyeSRCKhmJgYWrhwIWm12t+Vkr3vEyYRwcHBAQEBAUhJSYGHhwd8fHzg5OSEzZs3Y/DgwayA1NfXFzNnzsSFCxdw+vRpdprS6/VQKBQYM2YMWltbsWHDBqZjarFYkJ+fj40bN6Kurg52dnZobm5GQUEB9uzZg+Tk5Htp83Vf+MxmM4KDgzFlyhT4+vqiubkZ4eHhcHZ2xqZNm+Dk5ARHR0eMGDEC3t7eePHFF5GTk4OzZ88yjBqNBq6urhg6dCgaGxtvwVhQUIDNmzejs7MT3t7eaGlpQVFREY4ePYrY2FiEhIQ8MIy/Zi0tLTh//jx7Bj6fDz8/P+bHU6dOMe3O69evAwBmzZqF9vZ2bNiwwUYvl/PjhAkTHhme21lraysKCgpgb28PqVTKupDMmjWLYQS6SDTbt29Hc3Mz5syZA5VKhY0bN4LH46G6upqdSjdv3ozx48fbkGt+zYgejBYrd0ry9/dHXV0dNmzYgH79+jElKQ5jVlYWTp8+zU4cer0ePj4+mDBhgg3GqqoqmM1mXLlyBRs2bICzszNTTuneQeNRmdlsRmdnJ+zt7ZkKj5+fn40fuaxNUVER+Hw+8+OGDRtARKzH5JUrV/4nY7WyshKHDh1CSkoK68Rxc6xyZT83+3HDhg0AunRWjUYj8vLysHHjRqSlpbE09aPosMPn8zF27Fj4+flBJBJBIpFg27ZtSE1NRUJCAptzZsyYgZycHGRkZNisHXfC2H3OqaysBBGhqakJhYWFSE9PR2Ji4v2qcd3/CdNkMpHZbCar1UonT56k3bt3U319PX377bfE4/EY6cdoNJLZbCaz2cxIBvv372dU33HjxlFzczPNmjXrjlRid3d38vX1JalUSi4uLhQVFUXffPPNAz19WSwW0mg0pNfryWKx0O7du+mzzz6j2tpa2r59OwGguLg4mj59OhUWFrJd34cffkg8Ho8OHDjAKOGjR4+m0tJSeuGFF26h8XOvpKQkdjnv6+tLY8eOpd27d98NFfyB7GgvXLhA06ZNo/3797MdN/cca9asYRhra2sZZdtgMDACwu1e+/fvf+TdEbpbXl4eLVq0iN5//33avHkzNTc3s/+2Zs0a4vP5lJ6ezjDerF3J6SZzpScikYjS09Pv6rM5Wv2DxGi1Wmnv3r3E4/Fo2bJlVFBQwMp9OIw3x+qUKVN+s5xozJgxtHTpUsrLy6P6+vp7OaE8ED+qVCrKy8tjGsXdn+V2sTp58uTbloV1f3GZhfuwB4Jx//79JJFIaPXq1beUmq1evfq+/Pjjjz+SWq1+6CfM7p/V3t5Ozc3NZDKZaM+ePcTj8eiTTz5hnXJMJhMZjUb65z//ecvacTflRAKBgEQiEQkEAvLw8KDk5GTasWPHfWcn7+uEaTKZ0NjYiJqaGpSWlmL//v2oqKiAi4sLgoOD8eOPPyIzMxPPP/88PvroI4SEhIDH47HdrVQqhZubG7Zu3QonJyfY29uzfPTbb78NAPjoo4+g1+thsVgwYsQIKBQKfP3119BoNDCZTPjkk09w4MABrFy58oHsBK1WK3Q6Hc6ePYtDhw7h+vXr6OjowP79+2Fvb48XX3wRhYWFyMzMhMFgYPnx5ORkvPbaawgNDYWbmxu2bdsGk8mEiooKqNVqiMVi/P3vf4ednR0+/fRTtLe3Q61WA+javJhMJrS0tCA3Nxcffvghvv32W6xateqh73bDwsLwxhtv4PDhw9i6dStWrVoFf39/NDU1YdCgQdi5cyeSkpLg4uKCbdu2sS4Jer0eYrEYK1euhNVqxZtvvsmo/XfaydIDOmn9mhERAgMDMXPmTGzbtg379+/HoEGD4ObmBiLChAkTEBoaiqSkJDg4OOD9999HZWUlpk2bxrrVf/TRRwgODobZbMbRo0fx448/2pT/mEwm6HQ6SCSSW8pLuLukB2Fc+c62bdvg6uqKffv24cSJE3j11Vexbt06hIeHw2q1YvDgwVi9ejV69+7NxiOPx8OlS5fQ1NQEsViM9957DwCwYsUKRtJKS0tDQkICPvjgA+j1ejg4OGD69OkYMWLEb1H1H4jZ29sjKCgI27Ztw6lTp7By5UooFAoUFRUhPj4ee/fuRVJSEuRyObZu3Yr6+nosX74cWVlZNrHaXVf5f8GsVisMBgOuXr0KZ2dn7Ny5E2fOnMHzzz/PxmNDQwMiIiLw9ttvIzw8HK6ursyPubm5zI8ffPABAGD58uWMdyISiWC1WvHDDz/AxcUFAwcOhFQqvZdSqHs2bo7T6XTo6OjAZ599hry8PNjZ2UEul+Odd95Bfn4+/vjHP+Kjjz5CaGgoiAguLi4ICQmBTCZjBFO5XM5EOcRiMd566y0QEYtLAPjjH/8IX19ffPbZZ1CpVCgsLMRHH32EXbt24YMPPrjnefW+FkyLxQKNRoOqqirk5OQgNzcXZWVlkEqlcHJyQlpaGs6fP4/z58+jvLwcMpkMMpkMYrEYgYGBzClxcXEwm81obGxEZ2cn+Hw+I4WIRCLW9sXFxQUKhQIKhQJNTU1oa2tDWVkZVCpVz+gD3sY4x5aVleHnn39GU1MT9Ho9ioqK0Lt3b7z00kuoq6tDeXk5Ghoa4OnpCUdHR3h4eGDAgAFwcXGBSCRCbGws6urqkJubC7VaDYFAgH79+kEgEODrr79mbEaOGOTl5YWOjg40NjbCYDCgpaXlgWH8NexcI+GtW7fiyJEjmDNnDvh8PlMYiY+PZ+2u+vTpA7VazRqJ8/l8REdHM6LT/5J1dnbCYrHA3t4ejo6OiImJgUQiQWNjI5RKJRwdHdkATExMZHW2ERERTDvYaDRCJBIhKioKvXr1gtFoREFBAVsAuQ2A0WhEU1MT3N3dH+gk1N3oP+nFgoIC5ObmYsCAARg/fjwyMzNx/fp1VFdXw97eHkCXGhHXwV4oFCI2NhYNDQ3Iz89HW1sbeDweIiMjAYCR7QCwlGx5eTkjxA0YMOCRaZIKBAI4OjqitLQUR48exaxZs2A0GlFYWAhvb28kJCTA2dmZYeTEvmtqasDj8RAVFcWaFv8vWUtLC1QqFdra2uDm5oahQ4ciMzMTly5dQmVlpU26PDQ0lKmP3c6PUVFRAGz9CHTN5XV1ddDpdKivr4eXl9cDj1UiQnt7OyorK3HmzBmcO3cOIpEIAwcOxIsvvogvvvgCv/zyC8rKyhgmIoKnpycjfnKKQLW1tdBoNAwjETE1KqvVCm9vb4SGhsLHxwcNDQ1oa2vDjRs37n/tuJ9jNXcZu3TpUnJycmK1aC+88AKtX7+eVCoVHTlyhD744AOKi4uj+Ph4+uCDD+jbb7+lzMxMamtro/r6ekpOTqagoCBSKBSsce/f/vY3Wr58Ofn7+7PaIZlMRpGRkXTp0iXavHkzAaC33nqLCgsLf0tb9r5SB9wFe2VlJb377rusjZNYLKZBgwbR0qVLqaKigrZt20YLFy6k6Oho6tu3L3311Vd09OhRptBTX19PgwYNosDAQJLL5awR8ZYtW2jr1q0UFBTEWoAJhUIKCAig7Oxs2rhxIwGgd99996G2E+LafHH/NplMTLHJ3d2dAgMDqW/fvhQVFUUKhYIOHTpEVVVVlJCQQN7e3jZKQe7u7uTu7v4/k+biSAa7d++mL774wqbRc2trKxUXF9PQoUNJoVCQr68veXt7k7e3N/38889UV1dHMTExzFfcy8vLi/z8/EihUJCzszMJBALasWMHaTQaslqtdPnyZZo3bx6dOHHioWA0mUyk0Wjo6aefpoiICDp58iSVl5eT0WikkpIS+uWXX2jAgAEUEBBAiYmJFBkZSV5eXgxjXFwceXl5kYuLC1On8vDwYA17OdwKhYKSk5MpPz+ftm7dSgKBgNavX/9QMHJmsVhu0Vx+7733KDo6mvmEe3F+VCqVFB8fT66urjbtvf7XYpWoK15feuklSkhIoMrKSlZvXlNTQ1lZWZSSksKweXp6kqurKx0+fJiUSuVt/chh7O7Hzz//nEpKSqitrY1Onz5N06dPp59//vmBYzSbzbR582YKCgoiqVRKYrGYhg8fTsuWLaO6ujp6++23qXfv3uTn50dhYWE0YcIE+tOf/kTz58+nvLw8qquro/j4eOZfmUxGfD6foqOjKTY2lhQKBVs7HB0dmU50dw3hurq63yL/3BbXPW//iQh2dnZwdXWFu7s73NzcmKZqQ0MD2tvbIRAI4Ofnh5iYGGi1WlRWViI7Oxvt7e3w9/eHRCJhuwRvb2/U19fDwcEB4eHh7AQwYsQItivSarVobW1FTU0Na83j7OwMHx+fB6KDyKXLuJMwd3KwWq3o6OiAyWSCXC5HeHg4EhMTodPpUFFRgfPnz6Ourg5yuRwCgYApH7m5uaG9vR1yuRxhYWFobW2FWq3GyJEjGUaTyYTOzk7WLBXo0l11dXW9P83D34G9+79jY2MxefJkpKSkIDIykpWJDBgwAK6urhCLxawBc1NTE0JDQ5GWlsa+wwkTJrAyi6ysLBw7duyRpb34fD7c3Nzg7e1tkw6Vy+Xw9fVFfHw8IiIi0NDQAJlMhuTkZJYp6Nu3L/NV7969MW7cOCQlJSE+Ph7JyckIDAyE1WpFeXk5rl27BrPZDJlMhpCQENZN4kEbV27g4OAAV1dXeHl5wcXFBTweD+7u7ggMDIRGo0FdXR2rrxw4cCBcXV0hEomQmJiIoKAgtLW1ISQkBGPGjGH0/O5+bGlpQX19PYCuVm7u7u6QSqUPBePNeLtbdHQ0Ro8ejQEDBiAqKgrt7e1wcnJC//794eLiwmI1PDwcRqMRkZGRGDlyJMRiMezt7TFx4kSGsb29Hc3NzY+0k0dERASeeOIJlgEAurRf/fz8YDAY0N7ejqamJjg7O2PIkCFwc3O7xY9hYWFIS0uDVCqFTCaz8WNBQQEyMzMhEong6en50GpOeTwevLy8kJiYCGdnZxB1lUDp9XrY29sjJiYGqampMBqNqKmpQXFxMXg8Hp544gnWpJ3T4K6vr4e/vz9SU1NZieLo0aMZIVStVqOxsRGFhYWsVMzJyQleXl4PR0u2uxrM8ePHad68eRQUFMR2LdxlMxGRVqtlivKAbZNdq9VKnZ2d9MMPPxAAGjt2LL3zzjs0f/58WrFiBbW1tdHKlSvZ70okEho7dizrgrJ69WoyGo0PnBDz+eef29CaAbDL5t/CaDQaKS8vj11Yjx8/nv7xj3/QggULaMWKFaTT6RgRCv85ZcbHx1NYWBjbCSmVyoeiZvRbZrVa6dKlS+Tv709vvfXWLd/7nj17CAB99NFHVF9fTyNHjqS0tDTq7Oy8rcLTPdpDwWgwGFi5z6JFi27ByKmtrFy5klpbW0mpVFJDQwNZrVZas2YNCQQCGjVqFC1ZsoTa29vJZDKRSqX6rQxBj2PctGkTvfPOO1RZWcl1QiGirljt168fi+WbMVqtVubH999/n6qrq2ny5Mn09NNPU2dnp02senh40I4dO+jLL7+ksWPH0v79+x8qxjsZl0k4f/48SSQSWrhwISMncsZh/Pvf/05FRUX0zDPP0Isvvkg6nY7F6rvvvkvHjx+/1+5IPYrxdqdoIqLOzk5KS0sjLy8vAroaQt9MduIwrly5kurr6+n555+nGTNm2PjR1dWVEhMTqb6+npHQHhZ5S6fTUWNjI40ZM4bNfVOnTmXPoNFo7jivck3MuQ5J77zzDuXn59PQoUNp7NixpNFo6OOPP7Yh/kRGRjIloTVr1txNR6jb4rrnJZbLm69ZswYVFRUoLS1Fa2sr+Hw+vL29oVQqsXDhQkybNg0DBw7E66+/zvrKcXdd27dvR11dHWuuDADXr1+HWq3G3LlzERkZCalUitTUVKxevRpbtmxBYWEhioqK4Ovri/nz50Oj0eDrr7/G1KlT4e7ufq8wftOqq6uxevVqXLp0CTqdjim/ODs7o6ysDIsWLWIY//KXvzDCS0JCAnQ6HbZt24aqqirMmjWLPd/Vq1fR0dGBWbNmsbuhwYMHY+3atdi0aRMKCgpQW1sLd3d3TJkyBWq1Gnv37sW0adPg4eHR4xh/zfLy8phO45AhQ0BE8PHxwfLly9nubePGjbh69SoEAgHrjLF//36Ul5dj0qRJCAwMhEgkwhNPPIHXXnsNCoUCHh4eD7X3JVFXeRBXtK/VamE2m+Hk5IT8/Hxs2bIFf/jDHzBkyBAIBAKEhITgk08+QUxMDHg8HjZu3Ijq6mosXryYCXTs27cP1dXVeOWVV+Dv7w8ej4dhw4Zh9erV8PPzg5ubG+sy8yC7zXBmNBrZ/aurqytKSkoYSa2srAx79uzBH/7wBwwcOBCvvvoqGhsbQUSIiYmBXq/Htm3bUFJSgtjYWFy5cgVAl1JKZWUlxo4dy/w4dOhQfPzxxzh06BC0Wi3Cw8NhZ2cHb2/vRyrWwPlx6tSpGDJkCOvr2t2PmzZtwrVr1+Dq6orCwkIAwJEjR1BVVYVRo0YhMDAQQqEQw4cPx/r169GvXz/4+Pg81OzOzdbe3g6j0QgPDw9WfjZlyhQMGDAAc+bMQXNzM3Q6HWJiYmC1WrF582bWUSc/Px9AV6xy6kUBAQEQiUQYNmwY1qxZwzgn3cUQHvQ9Ljev6vV6WK1WJlDDdTHi5tVBgwZh6dKlaGxshJ2dHXr16oXW1lZ89913UCqVmD17NhtXP/30E6qrqzF16lQEBQVBKBRi4MCBWLFiBf71r3+hpKQEHR0dCA8Px7x58xAQEID8/Hy2ztyT3c8uITc3l526uJy4UCikPn36UHBwMAH/1a5sb28nlUpFOp2OVCoV1dfX0+jRo0mhUNCNGzdo586dTNdRKpVSbm4uEXXtFPV6PbW1tVFaWhrxeDxycnKiUaNG0dGjR+nNN9+kiRMn0o0bN+55l3A3GC9evGhTFAx06VH6+fmRh4cHAf/VPFSr1aRSqai5uZlaW1uZ/q23tzeVlpbeFiNXbM39PqeXK5PJqG/fvrR69WqaN28eTZs2jUpLSx8Ixl+zffv2EZ/PZ35UqVSkVqttOshw+rpisZgkEglJpdJb/EjU1R0kIyODlEqlTVnDPdh9Y7RarYyiTkTU3NxMSqWSLBYLK7lYvXo16fV6Vhje/XcnTZpEvr6+VFBQQNu3byeJREJ8Pv8WjCaTielfPmyMGo2GsrKyqKysjIxGI7300ksUHx9PZ8+epfXr1xMAWrVq1S3azgaDgVQqFaWlpZFUKqWnn36aRo4cSRKJ5LZ+1Ol01NzcTEuWLKFJkyZRY2Mjw2mxWO6mIPyBxOqBAwdsxE+6a5AS2WqWBgcHk7+//x1j9VH6kXtWziorK6mwsJCMRiOL1Q8//JBaW1tJrVYzjBznYty4cSSRSCgtLY0GDBhwx1jl/K5Wq226Qj0MjLm5ueTq6spiDP8ps1MoFKwPJjevNjU1UUtLCxmNRmpvb6fKykoaOXIkKRQKys3Npa1bt9527bBYLNTa2kolJSU0fPhw4vP5pFAo6LnnnqOGhgY6deoUff/999Ta2nrPGO+LwhgUFISvvvoKf/rTn0DUJW9kMplsej+uX78eI0aMwLBhwzB37lwQEbtbEYvFaG1txeTJk3H48GGcPHkSf/jDH275nJ07d2L48OE4e/Yso70vXrwYVVVVuHLlCi5cuMB6onHP0VMWFBSEL774As8++yx7z2q1MqYVh3HYsGEYPHgw5s6dC4lEAicnJ8hkMohEIrS1tWHSpEk4fPgwTp06ZYORk/rbs2cPBg8ejLNnz8Ld3R3ffPMN3nrrLVitVty4cQMZGRlMlu9hmoODAyIjI7Ft2zYMGjQIQ4cOxezZs2E0GkFENnc7BoMBAwYMwNmzZ5k+Z3dZsmPHjmHmzJkYO3YspkyZgpaWloeGg8fjQSwWs5OCs7Mz3N3dWXG/o6Mj0tPTsXjxYowePRozZ860uWMNCAiAq6sr/vjHP2L//v3YsmULRo4cecvn7Nixg+lfTp482QYjJyH5oO7DpFIpO0llZWVh3rx5WL16NTZv3owffvgBALB27VobbWeuFIor6dLr9Th69CgEAgHS09Mxfvz4Wz5n165dGDFiBL799lsma8mdSC5duoS9e/eysfEwLSwsDK+++ipOnTqFYcOGYdCgQcyPVqsVRqORiTMolUpER0fjzJkzt51zuvvxYccq8N97WSKCQqFAYGAggK75wtnZGRs2bEBqaioGDx5so7PKcQYsFgvOnTsHiUSCb7/9FmPGjLnlM3bs2IGhQ4di8ODBt8XY03Npd4uMjMTRo0cxb948lrUD/ssIBv6rJTty5EjMnz8fFosFDg4O8PLyglgsRktLC/74xz/ixIkTt107eDweDh48iMmTJyMnJ4eV973xxhvQ6XTYt28fli9fjrq6unt+/nvON6jValgsFsTHxyM3N5e9z+fz4eLiAplMBrlcjrq6Oly+fNlmQPn7+8PPz4+9ZzKZ4ODggPj4eMTGxqK4uBjl5eVMo1WpVNqkCcxmMwwGA0pKSiAUChEUFMQo0D2ZSuDoxvHx8SxFxZlIJIKjoyN8fHygVCpx6dIllhq4cuWKDUYigsFggL29PRISEhAWFgYvLy/cuHGjKx8uEKChocEGI9fMuKamBiKRyAbjwzROu/LChQsoKioC0KXrePHiRfj7+8PHxwdhYWGIj4+HUqmEn58fEhISkJiYiIqKClRUVMDOzg4KhQJ6vR4ymQylpaVoaWl5oGLyt7PuscE14OVakz3xxBMQCASoqKhAUVER1Go1w+jn5weZTAYHBwc0NDRAKBQiMTEReXl5aGtrQ0VFBSQSCaKiolhKq6ysDE1NTWxjwdWePkg1FT6fzxY+Lm1sNpshFovh6emJpKQkVFVV4dKlSwC6/JidnY3AwED4+vraqKdIJBIkJCQwvdiSkhLY2dnBzc2N6ckaDAaoVCoUFBRAr9cjKCjokanFAF2boISEBFy5cgWXL1+GyWRiserr6wuFQoHg4GD07t0bFRUVcHNzY7FaWVnJ/Mhdk/D5fJSXl6O1tfWhNne42bhNJ1ejmJSUhKKiIly+fBnAf/3o7+8PhUIBR0dHODs7Q61WQyKRIDExEX369IFSqURZWRmEQiHCwsK6Tkp8PkpLS9lVktVqfeAlYEQEiUSCuLg4pqJF1FUGolAoIJVK4eDggJqaGobRaDQiJycHgYGB8PPzA5/Ph9lsZot8fHw8goKC4ObmhuLiYrZ21NXVQSwWM0xGoxFtbW2oqqqCXq+Hm5vb/V2V3Mux2mw20/Hjx+n48eNkMplsSABOTk60bNky2rFjB3V2dtK8efNY092oqCiSSqX0+uuvszSXQqGgX375hcrLy8lsNlNVVRWdP3+e4uLiWPnFa6+9RlqtlqUrudSfRCKh999/n2pra3ucEGOxWCg3N5dyc3Nvwcg1t37zzTcZRqCrWXRwcLANxokTJ5KHhwft3buX8vPzyWw2U3p6Or355pusnCQsLIyWL19+W4xSqZQ++OCDR0b6sVgspNfrbZR7eDweOTg40F/+8hd2MV9RUUHz5s2j1atXE1EX0am5uZn69etHISEh9P7779PRo0dJq9XSuHHjyNfXl5RK5b0+To9h5FKvXAmNTqejLVu20LPPPkvx8fGM6s758f3336fp06fT+vXr6eeffyaLxUItLS1UWFhICQkJrGEtl8qbMGEC+fv7U0VFxd1qVvYYRpVKRWVlZTR+/HgKCwuj8vJyprHJ+ZHH47Em0a+99hqZzWaaOnUqOTg4UGRkJL3yyitkNpvpxx9/pDlz5pCfnx8FBQXRu+++S4cPH2axyufzyd/fn+bMmcO+y/slUtwLxtsZR1hZtGgRa+fF6ZO+9tprZLFYqL29nQoLC+mpp56id999l4i6yDO1tbXUt29fGjBgAHV0dJDBYCCtVkvTpk2jqKgoqq+vv9fH6TGM+fn5dO7cOaYprdPpbhmPEomElixZQjqdjlauXElTpkyhoKAgmjFjBlksFiopKaFjx45RTEwMJSUl0fXr16mhoYGNR29vbyosLLQps3pQGA0GAyPAceQqoKst5KpVq+jIkSM2scqp9EgkEjYeJ0yYQA4ODjRz5kzatGkTGY1G2r59O7300kvk7e19x7VDIpGQk5MTKRQK+uKLL+4m3X5bXPd0wuTz+fD19UVjYyO+/PJLVFdXY8yYMawo/+LFi9Dr9fDw8EB9fT0EAgHS0tLg4eGBxsZGSCQSrF27Fr169UJ0dDRMJhOuXLmCvXv3slStxWKBRCKBl5cXI09wlOru6QehUMgU9rmi457Y4XIU/KamJmzevBn19fWYOHEisrKy0NTUhPr6ehQWFuLYsWOorq6GUCjEhAkT4OnpidbWVkilUqxduxZBQUFQKBRQKpWor69nLcyUSiX0ej07fQJdKTUuZci9x+fzWWqE2x0GBgY+8It5rrmyRqOB1WplpJ6JEyfC1dUVWq0WRqMRa9euxfjx46FQKDBq1Cg4OTmhra2NqdpwLbMyMjLg7u6OkSNHst0eh+thmNVqhV6vZ0pSfD6facNymYQLFy6grKwMo0ePhoODA8Oxdu1auLq6YuzYsQgLC0NnZye2bt0KlUqF9vZ21NXVQSgU4tNPP0W/fv0wZMgQ5jfu9TCMqEtkw87ODs7OzozE8a9//QsODg7g8/koKCiAQCDAtGnTWHcWmUyGL774AjExMQgPD4eDgwNEIhHWr1+P2tpa1tzbarUiKysLvr6+bDwSEdRqNbsSeRQCFTqdDkeOHEFHRwc0Gg3y8vLA5/Px7LPPwsXFBVqtFlarFevWrUNaWho8PT0xYcIE6HQ6bNy4EU5OTkyj2mQy4fPPP0f//v0xdOhQCASCRy5k4OLiAovFgq+++gpGoxF8Pp916Zg4cSI8PT0hEAhgb2+PL774Au7u7pg0aRLrwLJu3Tp2Imtvb4fZbMa2bdswZMgQjB07lokYdHZ2wmAwQCaTPVA8dnZ2aGpqwpEjR1BRUYH+/fujqKgIer0e586dQ0VFBYqLi1msPvvss/Dw8IDVamXjMSYmBiEhIezKat26dbBarQgNDWXZIxcXFzg6OtrMq3q9HmazmV2L3HcZ1L3uEoi6CDHOzs6UlpZG27Zto4SEBLZbCAkJoYULF1JcXBzJZDK6ePEi24Fyp7U9e/ZQe3s7/fDDD7Rw4ULi8/k0ZswY+stf/kJxcXEUFRVF06ZNo61bt5LFYqFJkyYx8QDuxekN6vV6tgO7zY7hd11Oe3h40LRp0+jAgQOsnAX/KdyeNGkSBQcHk0wmsyEqcTunL774grKzs2n+/PmUmppKEomEvL29KSoqiry9vUmhUFBgYCAtX76cLBYLTZw48RYdxL///e9UWlpKO3bsoH379rHGvz2F8XZWW1tLwcHBJBaLGaFLKpXS8ePHqbq6ms6dO0eLFi0igUBABw4cYN+5Wq2m69evU2NjI7W2tto0c128eDHD6OfnRzU1NQ9Nu9JoNFJ9fT11dHQQUVeWpKKigry9vW2+a5lMRpcuXSKi//qRx+MxPV8iop9//pmCgoLIycnpFl91x+jr63s3jb97DKPFYmHEOqvVSkuXLqX4+HhWnC8UConP55NMJqPs7GymA71+/XpycnKiQ4cOsYzCjh07iM/nU0xMDKWlpTHim1gsZqe1SZMmkUAgeOQNpBsaGmjkyJEUFhZGDg4OJBKJSCaT0blz56itrY2uXbtGb775JvH5fJtYPXz4MCkUCkpJSaGpU6eSXC6/xY/Tp0+nmJiYR3rCNJlMVF5eTn5+fgybUCgkqVRK//73v6mpqYk6Ozvp448/JolEQunp6azsb+/evTZ+5EQ3eDwewzh16lQKDAyk06dPU3V19UPBeOXKFQoKCqJRo0bRO++8Q5GRkTYnZo5IKpVKKScnx0aHnMfj0b59+6i5uZlee+01Gj16NAGgOXPm0M6dOykiIoLkcjkNGTKE1q9ff8u8yuPxSCQS0Weffca+p1+J3dvi4tGv74Jv+Y8qlQoXL17ExIkT2V3es88+y4qBOb3Y48ePo6CgAG+88QYkEgl2796NEydO4NChQ4iPj0dgYCBGjx4NsVgMk8nE7uk+++wzKJVKEBHc3d3h7++PUaNGwdHREUuWLGGkgrVr12LBggUA7qxRCuButog2GC0WC86cOYPc3Fy89dZbkMvlCAwMxNSpUxEQEIDi4mK4u7sjKSkJJ06cYBilUin27t2LkydPIj09HbGxsfD09GSyfrGxsZBIJODz+di1axcryfHx8UFERARGjRoFBwcHLFmyBO3t7QCAjz/+GHPnzoVKpQKPx4Onp+ftdvL3jPHXzGAw4MyZM9DpdCAinD17FlevXoXVaoXVaoVWq0VSUhJSU1Nx9OhRqFQq/OUvf2HF69u2bcORI0dYQ+wPP/wQxcXFyMzMxKhRoxAZGYnBgwffa4eL+8ZIRIz0IRAIQETQ6/XIyMiwIffY2dkhOTkZKpUK69evR0tLC7sncXNzw+rVq2EymZCbm4svv/wSBw8eRExMDAIDAzF+/HhUVFSgoKCAYRw0aBDz94PGCICVznCnkKamJqjV6q5B/h+ZPqPRiOrqanb/WlZWhmvXrrEi8NDQUFbUnZ2djYKCAly7dg1arRY8Hg9BQUGIjo7GqFGj4OPjg7y8PAQEBGD8+PFsR/8gMd5sRqMRFy9ehE6nY7rTJpMJOTk5aGpqQmlpKeLj4zFs2DAcO3YMGo0Gq1atYpmt7777DseOHUNLSwv8/f3x4YcfoqSkBFlZWUhLS0NUVBQGDBgAsVh8t4/Uoxi5WD1z5gwMBgM7LZpMJly4cAGtra1obm5mwgsqlQpSqRRz5swBEaGqqgrp6ek4d+4cmpqaQERwdXWFQqFAQEAAxowZg4iICCQkJEAmk93LmLwvjFxf5PHjx0MqlcLDwwN//OMfER4ejvr6eojFYnh4eOCHH37A2bNn8cknn8DFxQVHjx5FdnY2Tp48iSeeeAKurq5oa2uDQqFA//794eXlBalUir/97W+oqqqCTCZjDcO5eXXp0qVMJnDdunVs7bhXjPeUkiUixmzy8vKC0WhEc3MzAgIC0LdvX3R2dsLOzo6lVFtbW9Ha2gqLxYKKigqYzWb4+fmhvLwcdXV1SExMREBAACIiItDW1obW1lbweDzWeLi9vR2NjY1YsGABevfuDblcDqvVCnt7exB1tWxxdXXtUbUfIkJbWxvUajW8vLxgMplQW1vLNCmB/6oMeXt7o7m5GS0tLbBYLCgrK4PBYICvry/Ky8tZ2sHPzw+9e/eGnZ0dzGYz3N3d0dLSAr1ezyaw+fPno0+fPvD09ASPx2OTbUdHB8P4MNJeYrEYI0aMgF6vR2trK+rq6lBbW4uff/4ZHR0dsLe3x9ChQzF+/Hjs2bMHly5dQmlpKXQ6HTw9PZGbm4uffvoJQBfTOD4+HhUVFcjNzcWCBQswatSoB46hu3Es2e7/XyqVYvTo0UwthdsMqNVqVFZW4vr163B3d0d8fDz+/e9/Q6lUMoJadHQ0a2vFCUHHxMSgpqbmkWEEYFMv2KtXLzbZGo1GaLVaGAwGaDQaHD16FBUVFWhsbITFYmG100qlErW1tYiLi8Pw4cPZQsmlsIgIDQ0N0Ol0WLBgAQYPHgwnJyeIxWKmg/ywTSQSYcCAASxWuYYJ33zzDSNwDR48GOPHj8fevXtx+fJl1NXVwc3NjY1HTrFIJpMhPj4elZWVzI/Dhg176Ji6Gxero0aNgl6vR1tbG8xmM8NYXFwMvV6PpKQkJCYmYvfu3aivr8f169fh5+eHuLg4HDt2DE1NTexQwlUoNDc3Y8GCBbdlfD8o467OPDw8GDErLCwM/fr1Q1lZGcRiMXx8fFg7tqqqKjQ2NqKoqAg6nQ5+fn6oqqpCZWUlRCIR3NzcEBkZCa1Wi+bmZnZd1draCoPBgNbWVixYsAAxMTFQKBQ2Dafb2tpYSv6e7F6P1Vzqpq6ujmpra6m6uprmz59PSUlJFBAQQH5+fhQQEEDu7u7k5OREnp6elJqaSnV1ddTU1ER1dXW0detWev3118nPz49cXV1JoVCQh4cHubq6UkREBIWEhBCfz6eZM2dSdXU16XQ6amlpoZdeeon+9re/UU1NDb3zzjtMz/JXyBX3lTrQ6XTU0dFhg3H69Onk7+9Pnp6e5OXlRd7e3uTi4kKOjo7k4eFBw4cPp9raWmpsbKTa2lpavHgxJScnk6urK3l4eFBYWBjTuBwzZgyrD5o6dSr98ssv1NTURB0dHbRq1Sr66quvqKqqit544w2Ki4ujjIwMam5uvlP6oEfTXJwdOXKEvL29mQYuj8ejoKAg2rJlC2VnZxNRlwbr5cuXqXfv3uTl5UUKhYKkUqmNcpFCoaClS5eSUqm8H9WUB4rx5MmTNGDAAIqMjGS6lKmpqVRdXU0tLS3U3t5OSqWSampqSK/X0+HDhykkJISlZEUiEUmlUvLw8KAlS5b8T2Hs7Oyk/fv309tvv02+vr6kUCjIy8uLpFIpJSUlUXl5OdXV1VF9fT0plUrKzc2lgIAAcnJyIj8/P3J2diahUEhisZgRaWbOnEm1tbWs/o+7DnmYCjG3My5WOR9KJBKKj4+n4uJiamtrI6KuWL127RpNnz6dBgwY8KuxWldX9z/jR86OHj1KYWFh5O/vT15eXiSRSCghIYHKysqoubmZNBoNNTY20uXLlykmJobpzDo4ONhcHfD5fJozZ84jiVWr1UoGg4Hq6+vZ3Praa6/R4MGDydfXl80hDg4OJBAIyNnZmYYMGULV1dXU0NBAdXV1dO3aNfr555/Zd8Dp6Lq6utKgQYOof//+xOPxaMaMGVRaWspqardv304HDhwgpVJJmzdvpvnz51NlZeU9p2TvuayEz+dDp9MhOzubXaIWFRWhoqICKpWK7TS5FFhiYiICAwNx/vx52NnZsZ+vrq5Ge3s7O5V2p39rtVp2tPbx8YFGo0FzczPa29tZrZlQKERCQgLs7e17/HJeIpFAr9cjJycHJpMJVqsVZWVlqKurY/iIuqjZIpEISUlJCA4Oxrlz59hOv7a2lqXELBYLdDod+10fHx+YTCZWWxUaGori4mI0NTWhrKwMLS0tcHJyYrqQTk5OD0Qz92bLyspitUlcyocrARk2bBiioqIQHR0NjUaDAwcOgIjQ0tICpVIJtVrNSn28vb0hk8mgVqtx6tQplJaW4tKlS0hKSmKEk0dlHEYiwtWrV1FfXw9fX1+mXhQSEgIPDw9YLBZotVoUFhaivb0dbm5uqKurQ2RkJHr16sXKSFQqFU6dOgWz2Qw3N7dHqgxjNpthNBqRm5uL2tpaVhJUW1sLDw8PuLi4ID4+Hv7+/qwcipsIWlpaoNFoYDAYoNVqERgYyDrwqNVqHD9+HPb29vDy8mKZDo4Y8ygIPzk5Oex0WFZWhtjYWKZHmpCQgKioKCgUCtTV1eHUqVMgInR0dODGjRuor69nOqs+Pj6QSqXo6OjAqVOnYDQamV7po7asrCzU19eDiFBUVAS5XA5HR0dWQqRQKFjmjut61NrayjS97ezsEBERAV9fX4hEIharXOrzQStQ3Ww8Ho+tHVzJTEFBAev41L2Eh8/nIz4+HiEhIcjMzGTjitOG1ev1MBgMaGtrg4+PDzw9PdGvXz90dnbi4sWLbO3o7OxEe3s7O8FyerOhoaEQi8X3vnbc6y6BiCgnJ4dkMtktxIfuL0dHRwoMDKSLFy9SVlYWubu7M+V8dNvVSSQScnR0pLlz59KePXsoNzeXdu7cSWKxmOkH5uXl0a5du8jf3591w1i3bt0D2wlxGB0cHG5p9Nz9JZVKyc/Pjy5fvkzZ2dmscwv3O3w+nwICAigiIoISExNp8ODBjCi1bt06EolEtHjxYrJarTRz5kzy9/e30axdt27dfTc6vRuM3Y0r9+GeXSwWk6enJytxyc3NZfT9NWvW2JCC8B/STFBQEH3wwQesUXF2djZJJBISi8Xk4uJCR44cuZtHeaAYu5MApFIp+fv701dffWWjYGSxWKiyspL+/e9/U3JyMkkkEho5ciT95S9/Yd0SuKbaHMa5c+cyVZJHhVGlUlF5eTmNHDnyllgdPnw4vfnmm1RTU0MXL14kd3d3pgTD/QyPxyNnZ2eKjo6mf/7zn6wxOodxwYIFjHhmtVpJq9Xe6ymlx/w4ffp0ksvl5OTkRJMnT6by8nI6fPgwbdq0iRobG8lisZBWq6V//vOfNopk3Hzj6elJH3zwAZWWlpJer2cYbz5F34f1GMbJkyez+SQmJoZWrlxJGRkZ1NbWRiaTiQoLC2nUqFEUHh5uM+/gP9kPuVxOn3zyCWvQzGGcN28eqVSqey176hGMnIJa93nudi+ZTEbnz5+ns2fP2mQCur84hZ8XX3yRvvnmG6qqqqJTp04xLWiLxUI5OTm0fft28vDwYLH+ezrr3Nd22M7ODk5OThgyZAjS0tKYpmh30+v1aG9vxw8//ABfX1+sWLECJ06cwK5du/DnP/+Z3SFwfRSHDh2K8PBwbNu2DQUFBTCZTDhx4gQWLlwIb29vpipy865Ip9MB+C9NmKhnmhFzRKLhw4dj0qRJ2LRp0y0YTSYT2tvbsXbtWvj5+eH//u//cPLkSezduxezZs1Cnz594OjoyEobOJrzL7/8gvLychuMarUa0dHR7L6huzU1NQEA3N3dYbVaYTabH8idJkcIaG5uhsViQUdHB9v1rVq1ComJiVi4cCGArvuI8PBweHt7Y9y4cSgvL8e3334LsVjMSDJ5eXkwGo2MbLNx40acO3cOr7322kPVk72TmUwmtLW14V//+hcuX74MZ2dn+Pv748UXX0RDQwNyc3Px7LPP4oUXXoC3tzccHByYb4RCITo7O1lZxeXLl/HZZ5/hmWeeQUREBIxGIyt/elgmkUjueKdfUlIClUqFhoYGeHh4YPny5Th58iR2796NmTNnonfv3hAIBNBoNKitrUVoaCiEQiE++eQTXL16FUajEadPn8Zrr72G2bNno0+fPhAKhaisrMQvv/yCQYMGISYm5qHg5PF4SEtLg7+/P2pra2G1WrF8+XLWBSgrKwsRERGYP38+GyPcnCMSiXD16lVs3boVIpEITk5O2LRpE65cuQKz2Yy6ujqcO3cOAwcOhI+Pz0PBcydLTExkPYHNZjMOHDiArKws1l/V0dERs2bNwtGjR1FdXY0///nPiI6Ohp2dHZRKJc6dO8c683z55ZfIzc2F2WxGVlYW3nvvPbz44ovo1asX+7yeLM+7k7m5uWH69OmMB3K7tQPoInStW7cOfn5++PDDD9m8+vzzz6NXr16wt7dHR0cHSktLMXToUERGRmLDhg24du0ajEYjTp48iUWLFsHZ2RlGoxESiQT29vbQaDQg6uIjcf97L3jvmfTDSYp5enpi8ODBWLBgAU6ePIkbN27YfLDJZEJHRweOHTuGpKQkfPrppzCbzTh06BBGjx6N0aNHQyAQoL6+HhcvXkRsbCwUCgX+/e9/M5WHK1eu4MqVKxg3bhwjw9yc8jIYDOxyvPsz/l7jSB39+/fHK6+8gpMnT6K4uNimDtJkMkGj0WD37t144okncPDgQRARDh06hFGjRrH2SJwyikQigcViwT//+U/k5eXdgtHX1/cWfETEJKO6L5gPIvXn4eEBf39/GAwGmEwmG9WY77//Hjdu3MD8+fMhFAohlUoRGBiIqKgoPPfcczh79iy++eYbiMViyGQy7Ny5k/kR6BqMBw8eRHZ2NubNm/fIFkzu+TizWCw4f/48srKy4OLigoSEBPzpT39iBKCXX34ZvXv3ZhuI6upqloZsb29njOby8nIcOHAAAwcOREBAAPvujEajjTTfgzSRSAShUAgHBwcbjFarFfX19YyYlJSUhNOnT8NisSA9PZ3FqlAoRG1tLc6fPw8/Pz8IhULs3LkTeXl5sFqtyMvLQ35+PoYOHYqwsDDWeHv//v3w9vZ+aAsmAAwYMAChoaG4evUqLl26hG3btjEG6YkTJ5CYmIj58+czBumTTz6J0aNHg8fj4fDhw9i+fTtEIhFEIhEOHjyIS5cuwWw2o6mpCVeuXEF4eDjkcjmkUukjqcfk8Xhs8bNYLCguLsbu3bttxmVSUhLefvtttLS0YP/+/Rg7dixGjBgBOzs7XL16Fe3t7UwGkiM9mc1mXL9+HUqlEikpKQgODmbzUmdnJ6ujflDm7OyMMWPGIDg4GH369MHp06dvu3aYTCbs3r0biYmJ+OWXX2C1WrF//34MGzYMo0aNgouLCxoaGnD+/HlGlkxPT79lXh00aBDc3d0hkUgglUptZEbvZ8G857ISoOv0WF5ezkomMjMz0dTUZNNn8KOPPsIPP/wAiUTCFpOSkhKcPXsWx48fR3V1NQAgJSUF//jHP2Bvbw+z2YyUlBSbiRbokmnjekOq1WpUVFQwajDH4rtDPv6+Kd46nQ4lJSVwd3eHj48PtmzZgvLycjz55JNsceYw8vl8JCYm4ujRozhz5gx+/PFHVFVVQa1WA+i6//vwww9hZ2cHnU6HIUOG3BajWCxm98Amkwnr1q3DK6+8wsofxGIxSw10O132GI2du3c1GAzsc1atWoUffvgBRMQm2o6ODlRVVeHIkSMoKSlBcXExevfujVdeeQV8Ph8GgwEvvvgi6wrBnbRMJhN8fHyQnZ0Nb2/vu3mkHsdYVlaGjo6Orl/4T+xz7Mp58+bBwcEBx48fh9lsRmtrK9LT01FYWIicnBz0798f77//PuvoPmPGDFy9ehWdnZ0ICgpCr169YDAY4OTkhL/97W+4fPkyXn31Vbzxxhs2msQPAyNXisRh5GIV6Dq5nDlzBllZWdi9ezcKCgpYuVZKSgr+/ve/s3Kv1NTUW2I1JCQEERER2L59OzIzM/Hcc8/ho48+wuzZsx8aRoPBwBijnZ2daGlpwZdffon9+/ejpaUFsbGxOHPmDIvVuro6NDQ04JtvvkF4eDheeeUVqFQqtLa24q9//StKS0thNpvh6uoKHx8fJuv4r3/9C66urjCZTBAIBHdz79djGNva2thY5O7rVq1ahZ07d8JsNjM/1tbWIi8vDwcPHsSNGzeg0WjQv39/vPnmm5DL5QCAkSNHMj9yG77g4GCEhYVh69atyMvLw9KlSx94rFosFmg0GohEIkilUly9ehVtbW2QyWRs4eoeq7GxsdixYwcOHjyIzz77DGKxGEKhEHZ2dixWubXjdvMqt3mMi4tDa2srcnJy2Lx6Pxh/c9vb3t6O0tJS+Pv7M8IGl2I0Go1Ms5Ir9RAKhXBxcWGLil6vZ4oqfD6f6XZy7WeCgoLg4uKC6upqVFZWwmw2w9nZGSEhIWhpaUF1dTX0ej34fD5rYFxRUcGerycurm+Hkf5D1uF2rd0nVyKy+Vyr1coIPVxKo7y8nDUsDQoKglgsZhh1Oh2kUimioqLQ0tKCmpoadHR0QCQSISYmBmq1mum3ArilLOJ+dry3w3iz+fr6wmQy4fr162wX231D1b3EgIjg5eUFrVaLU6dOsXqurKwsXL58GZ2dnZBKpYiMjGTNv7v/Le55AgICeqx1mUqlYhjv9DdDQkJsMPJ4PDaoiLpqNgGwUoWSkhJcu3aNKenIZDKmP5qfn4+GhgYMGTIEgYGBCAsLw9GjR1FZWcmajV++fJml1HvC7vS9dc+sdMfIpZBv3hhzPrRYLKwECgDT5aysrERlZSXzY3R0NDo6OtDU1ISamhp20jGbzVCpVD3aFFylUqG8vBx+fn53bN3Hndqbmpp+9bO5xYHLDGk0GqaX+9NPP+HSpUtQqVQQCoWIiYmBTqdDc3Mz2tramAJQe3s7CgsLERISAoVC0WMYy8rK4Ofnd8dYdXFxgclkQmFhISwWC1so7mTl5eXIy8tj5RqBgYEsVjs6OiAWi9GrVy+YTCbodDo0Njay+U2lUj2wWO0+5xiNRlRWVsLNzQ0+Pj5QKBRwcnJCS0uLzfzCGRennHHzJ/DfWL15Xo2MjERzczNqamqg0WjA4/EQERGB2tpa5OTk/D5Qv3Vxe+DAAZJKpfT555+z29Dc3Fxyd3enV155hRobG+nNN9+koUOHkrOzM/Xp04feeecd6tu3L7ucTUxMpM7OTtq2bRtFRUXZUJ0nT55MRERLliwhqVRK3t7elJaWRq2trbR69WpycHAgX19f6t+/PxUXF9P27dt7nPRzM0ar1UoXL14kV1dXhnHixIlMx9bZ2Zl8fX1tiE+JiYmk1Wrv2HCaw8gRLRITE6mlpYXWrVtHcrmcxGIx+fr6UmFh4S0Yb1akuIkIdF8Y72RKpZJCQkJIKpXeQgpJTEwktVpNn332Gbm4uFB6ejrV19fTrFmzaNWqVQwjV4YQHx9PLS0t9NFHH7G/wWnJHjhwgGQyGX3xxRc95sf09HRycnKiL7/88lf/WG1tLQUFBZGDgwO5urrShAkTaOnSpeTl5cVidfPmzeTv708eHh4UFRVF165dY2pBnB95PB4lJiZSW1sb08mcOHEiBQQEUF1dHWs43dOxevP3xtH1u2u5chilUik5ODjYxGNCQgKpVCpavXq1DXmLx+PRlClTbsGYkJBALS0ttHPnTkpLSyNfX18KCgp6YBiPHDlCCoWCtmzZ8qt/rLW1lebMmUPDhw9nLaNuHo9btmyhoKAg+umnn0itVtORI0coKyuLiIgWL17Mvpf4+HhqbW2l9evXk4eHB4lEogceqy4uLrRx48Zf/WNKpZLCw8PJy8uLYmNjyd3d/ZbxuHHjRvL39ydnZ2dycHAgf39/mj17NhHd6sfW1lYqLCyk/fv3U2pqKlMzelCxevOcwyn9LFu2jAwGA+Xk5NB3331H3t7eNi0Cb47VTz75xOb9282rPB6P4uPjqb6+nj744AObOae4uJi+/fbb343xN0+YQUFBmDNnDnr37s12se7u7njppZcgEAiwYcMGZGVloaWlBdOnT4fBYMD58+fR2NgIoVDIUprcPaO7uztCQ0MhlUrh7e0Nd3d3fP/99/D09MTcuXPh6OgId3d3lJeXw8fHB/Pnz8fRo0eh1WohlUqZGsWJEyfA4/Hw9NNPs91LXl4ezp49i7S0NAQFBd31poHDyN3B8Hg8uLm54ZlnnoFAIMCXX36J4uJiiEQiPPPMM2hqasKxY8cYscPFxQUeHh7g8/mMeBEVFQVnZ2eEhYXB1dUVGzduhFwux9y5c8Hj8WBvb49Dhw6BiDBv3jzs3r0bWq0W9vb27HR+O4xXr15FZmYmRo8ejYCAgPvGeDs7deoUysvL8dRTT+H69etIT0+3+e/cTt1kMkGr1bJShMGDB7MUa0pKCoxGI3bs2IGWlhZs2bIFOp0OixYtwoEDB9gJLjg4GLNnz+7Re6+goCBGYLmd0X/ul0tKSjB16lSUlpbip59+QkVFBaxWK6ZMmYLw8HAIBALodDq0tbVh3LhxiIuLg6enJ/NLSkoKTCYTdu7ciZaWFnz11Vfo27cvUlJSAHSlnYgIoaGhWLx4MeLj43sM4+2+N44Mp9Fo0NHRgezsbNTW1uKpp55CUVERu1vnjGt1Rf85UXMlGFFRUfDy8mLjcebMmTh27BisViu2bdsGiUSCqVOnoq6uDq2trQCA0NBQLFy4ELGxsT2GMSAgADNmzGClPrczTj82JSUFYrEYmZmZLGPg7u7OVLG4TAGnXBUcHAx7e3sAXc3bTSYTi9XNmzfDYrFg9uzZ2LlzJyN0PchY/TWMxcXFqKurw9NPP43i4mKcOnWK3cFJpVLIZDJ2BdLe3o5BgwbB398f7u7uiIiIQGtrK/r27ctitbW1FVu2bEF4eDgiIiIglUpZBuJBxOrt5hw3Nzc8//zzEAgEWLduHZRKJTo7O/H000+jrKzsljmHi20ejweLxQInJyc4Oztj1KhR8PDwwLp16+Do6Ii5c+cC6LrH//7772EymbB48WIcOHAABoMBEomEZepOnjwJOzs7TJs2jZ3uuZIssVj861nL39olcMaVFHD/NhgM9M9//pOt4n5+fqRUKlnjYU4dPiUlhV555RUyGAz0008/0fPPP09btmyhU6dOkV6vpxMnTlDfvn3pxx9/ZJ/V2NhIX3zxBWVkZLBSAD8/P6qtraU9e/bYlAV0b4zKne66lS/c1U7oZpxEXRqkSqWS/v73v9+CkdNp5DQ2Y2Nj6aWXXiK9Xk87d+6kYcOG0TvvvEPbt28nrVZ72x1zQUEB9e/fn1atWnVPGLmTz7Fjx+4b4+3MarXSokWLaPTo0dTY2GjzDPgPhbt///7U2dlJa9asIR6PRx988AGdO3eOmpubSavVsr+l1WopPj6e/e6SJUtuwXiP1iMYLRYL6+bA+VEoFJKzszMFBQVRXl4e+1kOI6dBerP2pFarpaSkJFYa1b1LzaPCWFVVRceOHaORI0dSdHQ0OwF2LzcQCoWUnJxs48cZM2bQ559/Ti0tLXTs2DHq168f/fjjj6TT6Wj69OkUFRXFOn90x8g14jYajWQ2m2+nc9zjGDkrKyuj/Px8MhqNtH//fpLJZCQSiUgoFFJ8fDy9/PLLpNfrGcbt27dTU1MTmUwmmwzNnWJ10qRJ5O/v/8g661itVvrxxx9p7dq1pFarad++fax0hPefhsvjxo0jnU7HMH722WdUWFhILS0trMi/tbWVtFot9e3bl4RCIQkEAoZx6tSpFBwcTHV1dQ8dY/duJd3n1e6xyuPxqF+/fjaxGhQURKmpqVRVVUU7duxg2rCccRrgb7zxxh3nVR6PR05OTkw7mqgrDurr67uXSd0W1z2Rfoj+e09CRFizZg2WLl2KRYsWYcCAAUhJSUFnZye7f7Ozs4OjoyPkcjl69erF7uvc3d1hb28PFxcXtLW14dq1awgNDWU0bqPRiLq6Ojg6OsLV1RXZ2dkoLS3Fvn37UFVVhevXrzM24IEDB9gOpqKiAoWFhUhMTOROZL9bg3T9+vV4/fXXMX/+fPTt2xcJCQns+bjvgutDFxsbi4aGBpSXl8PNzQ0ymQze3t5oaWnB5cuXERUVxU6FarUaly9fho+PD0JDQ1nHjH379qG8vJz1GrW3t8epU6fYzq+qqgrFxcWIj4/n7nd6jGRw9epVVFRU4Ntvv0VpaSmys7Mxe/ZsjBs3Dkqlkt3z6PV6dHR0IDo6muHkSEg8Hg8GgwFvvPEG1Go1Jk2aBG9vb/j4+DBJxAMHDiA2NhZvvvnm3TxWj2EkIuTk5KCiogIHDx6Em5sbhg8fDoFAAKFQiH79+rFOH2VlZSgoKEC/fv3g5eUFoIsI1tTUBBcXF9jZ2WHo0KFQq9X44IMPEBkZiejoaGRnZ6O6uhqXL19GeHg4XnjhhYeGkSMncUIX3Em3u84sEUEulyMlJYXp3/r7+0Mul8PX1xdNTU3Izs5GbGws/Pz8sGnTJnR0dKB3794IDQ1Fr169cOHCBdTX10Oj0cDX1xeDBw++27v1HovVzs5ONDc34/3334e9vT2SkpIYw1MsFkMqlcLHx4fJOyYkJMDT05OV3FgsFibCMmHCBKjVarz55puIiIhAr169cPHiRbS1taFXr15sDrtL6xGMHLNZpVKhpqaGMde738c6OztjwIABqKysxLVr19CnTx94eHhAJBKxkzVXZjRv3jx0dHTgueeeQ3h4OHr37o2LFy+ivb0d/fr1s+kK9TAwrlmzBkuWLMFbb72FgQMHIjw8HDqdDpWVlTY/J5fLMWjQIFRWVuLq1auwt7dn/YVbW1tx8eJFxMTEIDg4GEDX3XBmZiYCAgIQHR1tM69arVa4uLiwO++///3vLBPJ8VW6levdHmNP7BK2bt3KJOSam5t/69fuy2pqakihUJBYLCaFQkEBAQEUExNDBQUFv/ZrPbYT2rhxIxUXF9P58+fp+vXrvx/QbYzDyKnqc6ef7juh21iP7dq7P8N/Ap6p/l+/fp0yMzMpPT39tt85d9IwGo2k1Wrp/fffpw8//JCMRiO1tLRQQUEBdXR0UG1tLfn5+bG7sru0Htu1E3XdCwUHB9/SaeM3uhdQR0cH5efnU0tLCzthcqdu7jsgImpqaqKJEyfSm2+++VAx5uXl0YYNG6iiooI0Gg199dVXlJ6eTkajkT2bxWL51ZOgTqcjpVJJGo2GTCYT7d27l/bt23dLr8uOjg5auXIlffvttw8VY3dTKpUUGRlJTz31FDU0NDA/cFKaly9fppqamlt+z2KxkMFgIJPJRBqNhsaMGUNpaWlMlMFoNLKMWmVl5b12LPndGDnxDCIijUZD27Zto8OHD5Ner2fvc31O79CliXQ6HdXW1pJGoyG9Xk9Lly6l119/nXXQ6S7U8SgEKLh5dd++faTX66mgoIDKy8vv5RnY83f/9+2+C25Oi42NpfXr19MHH3xAK1as+K2T9X2dMB/bY3tsj+2xPbbHBuDhi0A+tsf22B7bY3ts/z+0xwvmY3tsj+2xPbbHdhf2eMF8bI/tsT22x/bY7sIeL5iP7bE9tsf22B7bXdjjBfOxPbbH9tge22O7C3u8YD62x/bYHttje2x3YY8XzMf22B7bY3tsj+0u7PGC+dge22N7bI/tsd2FPV4wH9tje2yP7bE9truw31ow6XaviooKmjVrFn333XfsPZPJRHl5eVRaWmrzs91liw4cOEBTpkyh9evX01dffUVeXl7k4OBACoWC3njjDTp16hQ1NTVRfX09HThwgC5evEhqtZrMZvNtn+MuXndjd/339Ho9/fTTT5SVlcXes1gsdOLECTp58iRZrVZKT0+3weji4sIEk2fNmkU//vgjBQcHM/k7R0dH8vT0pOXLl9PPP/9MBoPhoWEsLS2lZ599lr766isbf6lUKtJqtTY/a7FYyGQyUWdnJ+3Zs4emTJlCn376KX399dfk5uZGycnJtGvXLjp+/DhdvHiRtFottbW10YEDB2j//v2Unp5OpaWlpFKpunSn/gf9ePLkSRs/Tp06ldavX0/ff/89zZ49m4YPH35bP/L5fAoJCaEJEybY/M2HhbGqqooWL15Mu3fvtnmfE0S/+edNJhPV1dXRv/71L5oyZQqtXr2avvzyS3J1dWWxOmfOHDp48CDV19dTXV0dpaenU35+/v347n9qPHp6epKdnd1t/ci97OzsaN26dXTt2rX7mXvuG6PBYKAbN25QU1PTb47H7i8uVj/99FP6/vvv6Q9/+AMlJiYSj8ejhQsX0smTJ6moqIiuXbtG6enplJubSx0dHf/z8+rN45Hz49dff03+/v4klUrv6EepVEoeHh60adMmKikp6Tk/3kkzj35FD9BqtVJnZycZjUb2XmtrKy1cuJDWrl1r87Nms5lMJhPTbrRYLDRx4kQbVXoA5O3tTX379qVz587RsWPHSCKR0Ny5c6m5uZnpH96H9ah2ZW1tLXl7e9vooGq1WkpISKCkpCQbTdEJEybccyBy/fceJUaj0Ui5ublUXFxs8z63AJaVlVFzczPr/MFp3nK96uLj4+m5556jsrIyysnJYf3tpFIpffLJJ5Sbm2sTN48C47360dHRkebNm0eTJ0++rd/EYjG98sorrC/mXXTt6FGMVquVdQzp/p5KpSKNRnPLz7a0tNCePXvo8uXLd4xVPp9PTk5O9NNPP1F6ejpJJBJatGjR/WL73RhvZw9iPHIb2XHjxtGyZcvYBu9RYbzTeOT0Zjn91O7jUSQSsfHo5+dHffv2pY8//phWrFhBUqmUXnrpJabtfJ/2yP0oEAhsevXebi4dMmQIzZkzhz788MP7wXpbXL/ZD/N2xuPxIBKJbLoTmEwmXLp0CRaLhb1nNpvxww8/AACmTJmCK1eu4OTJkyguLu4Ssv1PrzOBQIDU1FSkpKRgz549AICVK1eipaUFy5Ytw5AhQxAQEABXV1fI5XL4+fndz2Pfl50+fRr79u3Dyy+/DBcXF/bFAUBWVhYuX76MlpYW6PV6vPrqqxAIBCAi5Ofn3/K3ZDIZRCIRVCoV6y7OGY/HQ0dHB1Pvnzlz5kPBd7Op1Wp8+eWXCA8Px2uvvQaga1MlEAhYn1C1Wo1r166hvb0dJpMJIpEIUVFRePrpp1kH+TNnzsBgMOCjjz7CiRMncODAAZw6dQrV1dWQyWTo1asXpk+f/kgwOjs74//+7/9Yj1HOiIj55eTJk9i9ezfy8/Oh1+tx5swZ1ouQMxcXFzg4OEChUCAgIAD29vYQCASsc8vDsu49AzlTqVR4//33ERwcjHnz5gHowldTUwO9Xo/w8HDk5+dj8+bNt43VuLg4REVF4dy5c5DJZPjoo4/Q1taGRYsWYebMmYiJiWEdSu6iS0mPGRHBYrHAzs4OQqEQ8fHxCAsLA9DV4cNsNoOIUF9fjzVr1rCuHbfDeDvr27cvRo8ejT59+sDLywtKpRJarZb1e33YZjAYkJmZCW9vb4SHh8NqtcJqtbI+lkKhEGfPnsX+/fuRn58Pk8nE4kEikbAuUgkJCWz8Njc348svv8SsWbNsegA/KpPJZJg9e/Yt/X05XxsMBhuMQNfacicTCAR44okn8MILL8DV1ZV1IDKZTPfSkeX2f/t+f/HmJpsWiwU1NTXw8vKCVqsFj8eDXq9HRkYGAGDEiBG4cuUKtm/fDqVSySYVPp8PoVCI3r17Y9iwYfj6668hEomwbNkybNu2DatWrYLFYkFMTAzCw8Ph6+v7UBfMK1eu4PPPP0dqaipcXFwYVq1Wi8uXL+Onn36C0WhER0cHNm3axFoq3c5EIhGcnJyg0+lgMBhARBAKhRCJRKwp89dff422traHumBymwCu4e6xY8fQ2trKGuhyz85tBlQqFYqKiqDT6dj7ISEh+POf/wyJRAIiwocffgg+n4833ngDJpMJR44cQV5eHm7cuIGOjg6MGjXqkS2YMpkML7/8Mvv/JpMJOp0OYrEYQqEQPB4PV69exZYtW2AwGGC1WlFSUmKzyeHxePD09ISLiwuCg4OhUCggEokeBRwAuGWR1ul02LVrF5s4eDwerFYrGhsbYbVa4efnhxs3buDTTz+95W/xeDwEBQUhMTERZ8+ehaenJ1auXImvv/4aH330EYYMGYLg4GBIJBLw+XwIBPc9jdyzcYsiN29ERUXBz88PBoMBRqMRGo0GIpEInZ2d2Lt3LxobG29pGXWzcZOoyWRCVFQUpk+fDl9fX4hEIly5cgVWq/WRLZhmsxklJSUwmUzo7OyExWKxOZSYTCbk5OTgyy+/hNVqhVAoBBHBzs4OIpEIkZGRGDp0KLy8vCAWi5GYmIjvvvsO3333HZ588kmEhYWxxsqPatG0t7fHhAkT4OjoCKCrvSM3Hnk8HsxmM65cuYJNmzaxBvQikYjFAmdSqRR8Ph8WiwURERGYOnUqeDweiIh9d49swbzZ3N3dceDAAVy4cIF1nheLxXj11VdhtVoxceJENDY2orGxEVFRUXB0dMSVK1dgMBig1Wrx2Wef4dtvv0VlZSX4fD7GjBmD1NRUHD9+HCtXrsQ333yDL7/8EgqFoqce+a7MarXCaDTaLIKnT59GSkoKWltbYTQasXr1aohEIqxatQq1tbWorq5mPysQCNiuUKVSQafTITo6GkSEvLw8jB8/HnPnzsWKFSuQmZl5y8nzYVh9fT3Ky8sRHR0NDw+PW/wokUiwZcsWWK1WzJ49Gx0dHdDpdBg9ejRGjx6NkydPIjQ0FK6urli9ejX27duHBQsWwGq1YuzYsRg6dCgyMjLw17/+FefOnYOdnR3rSfe/YKtXr8aePXuwbNkyREVFQSwW4+mnn0ZycjJef/11FBYWYsOGDbh27RqWLVsGoCu233vvPfj7+yMvLw+hoaGPGIWt3Wk8vv7667BarZg7dy7q6urY+1wfU27zdOLECVy4cAFarRYikQg5OTkYPXo0Tp8+jfXr1+OLL75g+B/mBlav16O9vR1ubm4QiUTo27cvGhsb8c4776CwsBANDQ3461//CplMhp9//hn5+flQqVTQarUwm81wdnaGxWKBWq0G0LVY/r//9//A4/Hw9ddfw8XFBT4+PpBIJLCzs0NMTMwth4OHaY6Ojli6dCkyMzORmprKMjobN24Ej8fDq6++iqqqKvD5fEycOBH+/v6oqKhAQ0MDCgoKsGvXLmRkZLAsw8aNGzFkyBDs3LkT6enp+OWXX/CXv/wFLi4uD3Xj090EAgEiIyPZYrd69Wrs3bsXy5YtQ2RkJBwdHTF69Gi4uLhg/fr1KC8vx6JFi1BVVYWtW7cC6JqjNm/eDIFAgDfeeAMymYxtAHg8HqRSaY9sCHrkG2puboZWq4XJZILVarV5UK1WC41Gg/z8fAgEApZSdXR0RH5+Puzt7eHl5cUad0ZERMBgMCAvL4+lIJqbm1FfXw+pVAqpVNoTj3zPduPGDQgEApjNZvB4PPD5fLi7u0MkEkEoFMJqtdqka29nvr6+8Pb2RmxsLLRaLQoKCgB0LcohISHQaDTsvYdpLS0tKCgogF6vh7OzMwCwEydnhYWFDB/nh6ioKPj4+CAjIwNWqxUCgYCl2H18fKDRaHDlyhUkJycjLi4O9vb2ICJER0ezxq3/C8b5k4ig1WqRm5vL0rMcZqvVCgcHB8THx4PH48He3h4xMTFwdnbGqVOnoNVq2TXDo7bS0lKoVKr/3rv8Z9PG4/FQUVEBrVaLq1evQiaTISoqCq2trejs7ITBYIBcLmfNeLnduU6nQ35+Pnr16gUiQllZGYqKithYeNjG5/PZpo3bhPL5fNjZ2YHP57OTh1ar/dWNmZ+fH3x9fZGYmAidTgcej4fW1lZcu3YNkZGRcHFxsZl4H7aZzWYYDAa0tLRArVbbnOaLioqg1+uRl5cHiUSC3r17sxOa1WqFk5MTazrPZU40Gg3y8vIQHR3NNg46ne5X56yHZd3nTi7Nb7Va2RzS3Nxs85xEBJFIBC8vL8jlcri7uyMxMRF6vR5AV4PxlpYW1ky9x65J7nS5SfdwcfvVV1/R3LlzydXVlSZPnkyNjY3U0dFBLS0t1K9fPxKLxcTj8ahfv360bNkyWr9+PX388cfk7OxMgwcPptOnT1N+fj5VVVVRa2srnTx5kiQSCQmFQpLJZMTn88nb25vKy8vvlTDyuy+n165dSwKBgMRiMUkkEgJAEyZMIK1WS52dndTc3GyDEb9CKPjkk0+os7OT9Ho9nT9/niQSCQkEAnJwcKCdO3fS9evXycvLiyZPnvxQMW7fvp1iYmLI3d2dpFIpSSQSmjJlCnV0dJBWq2V+TE5OpsbGRtJoNIz0VVVVRb6+vjRlyhQym81kMBgYxnPnzpFEIqEFCxaQVquladOmUWRkJJWXl98rkatHSQZExBikRMSaXA8aNIgcHR1JIpGwF+dTsVhMEydOpJqaGmptbSWNRkMWi4UuXrxITk5OtHjxYjIYDL/agPphYLRarfT000+Tg4MDSSQSmjp1KovVlpYW6tu3L4lEIgJAzzzzDJ09e5bGjBlDTk5OBIDGjRtHra2tpFKpSK1WU2trK/3yyy8kkUhILBaTXC4nsVhM/v7+VF1dfa8koB7DeOTIEVq1ahXFxMTQrFmzyGAwkF6vZ7HKja07jUk+n08ffvghIxVmZWWRRCIhkUhEcrmcDh8+zD7rHn3aY7Ha0NBAWVlZFBAQQFOnTmVNo7tjdHBwoDlz5lBRURGlpaWRTCYjsVhMU6ZMYX7X6XRkMpnowoULJJVK2Tz8448/UkZGxr02j+5RjEREer2eLl68SEVFRUT03/HIYeRe3edYoVBIkZGRtGjRIjp27BgbjxzRcOzYsbR9+3aqrq6+V2y/irFHTphRUVGwWCz44YcfUFJSgq+//hrJyckIDQ3FoEGD4OzsjBMnTqCxsRGXL1/GjRs32O7J3t4eAQEByM7ORmFhIcRiMZRKJSwWC7vX/Omnn2A2myEUCh96eiQhIQGvvPIK9u3bh/LycohEIlRXV2PDhg3sWYYNG4bQ0FDs3LmT5dQHDBgAuVyOEydOwGq1wtnZGRcvXsSGDRsAAFVVVbBYLAgODkZCQgKuX78OpVKJ559/nqVsT506hatXr+KZZ56Bh4fHA8MYGRmJP/7xj2hqakJzczP27t2LyspK7Nq1C/3790doaCj+8Ic/oKGhAd988w2EQiEEAgHEYjE6OjpsTldnz55l9z7V1dWwWCxsZxwSEgKz2QxHR0fo9XoUFxfD3t4eEokEHh4ev/t+4V6Mx+OhpaUF169fR1hYGDw8PPCHP/wBwcHB+OGHH+Dk5ARfX184ODiAiHDp0iWUlJRg27ZtDD+Px0NVVRV0Oh2sVusjTd11xzV69Gg4Ozvju+++w40bN/DVV19h8ODBiIiIwKBBgyCVSnHmzBmUlJRg7969qKqqYndDdnZ2kMlkyMjIuMWPffr0QWpqKn766SeYTKZbiEYPE2NAQAB4PB4GDhwIkUiEzz//HE5OTpBIJBgxYgQbj/SfU4mDgwPs7OygUqkAdB0Uzp8/Dx6PB6FQyDDGxMRg+PDh8Pf3Z5/1qEwqlcLJyQmurq5Qq9XYuXMn+vbti5CQEEyYMAG+vr746aefUFJSgsOHDyMsLAyOjo44ffo0ZDIZJBIJTp06hStXrgDomnPMZjMUCgUGDBjASGqPOitiZ2cHDw8P1NTUYN26dRg8eDCioqIwbdq0W+bVoKAgSKVSlJSUoKWlhcVofn4+G49msxlyuRyRkZFwcHDo2YftqV1CdXU1eXt7sx3cG2+8QRcvXqRz587Rli1b2O5AKBTa0IEnT55MZrOZFixYcMsucNGiRWQ0Gun555+n+Ph4qq+v75Fdwt1i7E7ZnjBhAvF4PHJ2diaZTMaozXK5nC5fvkw5OTnsBAqA3nvvPdqxYwe5uLiQs7MzxcfHk7u7+y0Yp02bRidOnKC0tDSKi4ujuro6VvO4YMECkslkdOnSpQeGsTtWlUpF+fn55O/vT3K5nKKiomjbtm1kNBrJYDCwU7FIJCInJycKCAigoKAgEggENHnyZLJYLPTKK6/cspNfsmQJWSwW+uabbxjFu6KigjZt2kT79++njIwMUqvVDxzjzZafn09LliyhjIwM9h7nxz59+tCcOXPo/fffpxUrVpBcLmc1Xjf7EAAtXrz4fh7hgWC0Wq1sPAoEApLJZLR+/XrS6XR06tQpWr16NTtl3nwKmzRp0h3H4+LFi8lisdBLL71ESUlJ1NDQ8MgwEhHpdDo6fPgwvfHGGwSAAgMDaciQIVRUVHTLePTz86OwsDBWbnGn18KFC1n5280nS24ueJgYm5qaaMqUKZScnGwzHpubm+nnn38miURCcrmcIiMjadOmTfTvf/+b+vXrR/PmzWNzyM0xu3jxYrJarZSfn0/nz5+/n7K9BzIe9+3bR0KhkFavXk06nY6sVquNH3k8Ho0fP55mzJjB5uA7vTiMv8Nui4tH9Kv567tKbnMMrnPnzkGtVkOr1SIrKwtlZWV4//33odVq8dRTT0Gj0cBqteKNN95AaGgo3nzzTYhEIsTGxqJ///4ICwvDjz/+CB6Ph+eeew6FhYXIzMzE6NGjERQUBIFAADc3N0RGRkIikdwNK/Futk63xVhaWoply5Yx+nZubi5MJhP++c9/orCwEO+99x7EYjGcnZ3x888/w2QyISUlheXQt23bhj59+mDs2LFobW2Fvb09jEYjeDwe/u///g/BwcGws7NDTk4Ojh8/jmeeeQZ+fn5IT0+HRqOBXq/HwIEDERsbi5SUFDg5OfU4RovFgo6ODuTl5eHs2bNISEiAm5sbWlpawOPxIBaLceLECRQUFGDlypVQqVQYMWIEdDodAODdd99FWFgY5s+fD4FAgL59+2LgwIEICwvD22+/zbAWFxcjrXV6CQAA2IdJREFUMzMTzz//PPr06QNfX19kZmbi73//O2bPno3x48fD2dn5105o943x10ytVqOyshJqtRoGgwFJSUmorq7G7Nmz0dbWBq1WixUrViA8PBxPPfUUGhoaYDKZ8MILL2DUqFHs1AJ0MfuMRiOGDBkCX1/fe30UoAcxtra2oqOjA1evXkVHRwcaGxtRVFSEhoYGLFu2DG1tbZg0aRL0ej14PB7efvtthISEYOnSpRCLxUhKSrrFjytWrEBJSQmysrIwbtw4BAUFwWw2w8PDA3369Lnb7E+P+pHjNyiVSmRnZyM9PR2XL1/GoUOHYDKZMGzYMGg0GhARVqxYgYiICMydOxdtbW0Auogijo6OePvttxEYGAg+n4/8/HxkZmbi7bffRr9+/e72UR4YRqPRiCtXruDMmTNYuXIlAgIC4O/vj/feew/t7e0YOXIkeDweHB0d8fnnnyM+Ph7Lli2DSqWCQCDAwIED0atXL9TX14OI4OXlhWvXriE7OxsLFixAYmIinJycwOfz7+Wk+UDGY319PXJyclBdXY22tja8/PLLUCqVSE1NhVqthtVqxfr169GrVy88++yzaGpqAgDExsYiMjISTz75JNzc3AAABQUFuHDhApYtW4a+ffve66MAd8DYIzehRMQYZcnJyRg1ahQMBgMyMjLQ0tICq9UKf39/uLi4gMfjITQ0FPHx8QgKCoLRaMTBgwdhb2+PtLQ0+Pn5QaFQICEhAUKhENnZ2XB0dERoaCg6OjqgUqlYrdWDtPb2dhw5cgQnTpzApUuXIBAIEBQUhL59+yI+Pp4Rl7j6SZ1OB29vb0aaEYlEkMlk8Pb2hqOjIzo6OtgldWxsLJKSkvDEE0/Azs4OZ8+eZRhLSkpw+fJlXLp0CV5eXnjyySd/bbG8L+O+OyKC0WhES0uLDVGkd+/e6NevH4YPH4729nYcPnyY/XcfHx84OTnBbDbD19cXERER8PPzg9FoRHp6OmQyGZ588klWoxgfHw+RSITc3FwYjUbIZDJYrVZWH8fn8+Hq6vpI0pmOjo6IiYmBUChkiyFHZrK3t0dFRQWcnZ0RFBQEPz8/Nhh79eqFJ598Ev3798cTTzyBfv36wd7eHpcvX2Ypv7u11tZWKJXKHsXFEXj69OmDvn37YsiQIWhra8ORI0fQ2toKOzs7m1jlxqNCoYBOp8PBgwfh4OCAJ598EnK5HPb29jZ+dHJyQmhoKFQqFaspftDj8XbG5/Ph6emJyMhIjBkzBu7u7mhvb4darYbJZIKvry/kcjmArlRer169EBAQwMrDXFxcEBQUhNjYWCQmJiIxMREmkwnp6em4fv06K8G5G+NOID1tdnZ28Pf3h6+vL1xcXFj6tba2FgaDgV0b6PX6rjs2gQB+fn6wWCxIT0+Hg4MDxo8fj/j4ePTu3ZvNq1lZWWhqamJlU/8LplAoMH78eBARMjMzGUPbz8+P+dHf35+VErm6urL3EhMT8cQTT7CXyWTCwYMHUVtbyw49d2MajYZtqG5rdzp60j0cqw0GA5WXl1NsbCxNnz6dampqaMaMGQSA3N3dKTU1lSoqKmjFihUkEAjI3d2d4uPjKScnhzZs2EAAaM2aNaRSqah///4kk8lIoVDQrFmz6OzZszRhwgSKj4+niooK0uv190I0uO/UAUfmmDt3LtXV1VFdXR3duHGDVqxYQRs3bqTq6mqaMWMGiUQievbZZ+m9996jqqoqWr58OQGgZcuW0aFDh6iiooK2bNlCAOill16i7du306hRoygqKooUCgUjW8jlcoqLi6P8/Hyqr68npVJJWq3W5pnukGK4b4wWi4U6Ojqovb2dWltbSavVUkVFBcXFxdGMGTNYipXH49n48R//+AfxeDxycXGh2NhYunDhAn355ZcEgNatW0darZaSkpJILBaTQqGgpUuXUm1tLT3zzDMsta7T6ai+vv4WjD3tx7uxiooKys7OJq1WS2azmVpbW+m9994jALRv3z4yGo3U0NDAJATXrl1LGo2GxowZQ8HBwZScnEz9+/enpKQkOnHihI3izq+Z1WqlGTNmUEBAQI9ivH79Oh04cICioqJo+vTp1NjYSDNnziQA5OHhQampqVReXs5i1dXVlXr37k1btmyh119/3caP8fHxJBQKSaFQ0JIlS2z8WF5eTnq9/l5SXw/Ej1arlaWRRSIRLVu2jL777juqqamhf/zjHwSAUlJSaPbs2VRYWMj8uGLFCiorK6PU1FTy8/OzGY9+fn40dOhQamxsvKtn0Gg01N7e3uMY6+rqKDExkaZPn06lpaX00ksvkVAopMTERHrppZds5tUZM2bQ+vXrqbCwkDZu3Mj82NnZSSNHjiQvLy82r547d47Nq486tX6zvfnmm+Tn50eXL18mg8FA9fX1zI/ffvstNTc3U11dHfPjRx99RA0NDZSamkre3t7k5+fHrlDWrl1LBQUFZDKZ7uqzN2zYQAsWLLgjxt9F+iHqUmLIyspCQUEBqqqq4OvrC4lEwujPzc3NqKioQGZmJsrLy2GxWFi6IC8vD+Xl5QCAvLw8HDp0CCqVCo6Ojujbty9iYmIQGBiImJgY2Nvb4+zZswgJCUHfvn278skP8LJaLpdj3Lhx6N27N4gIJSUlqK2txaVLlxAXFwdvb2/IZDKYTCYUFxfDarUiIiICFRUVALrKMICutB9XkuLi4gI/Pz/ExMQwgQfqtiuVyWSsSDkuLg5qtRpKpRIGgwFCoRA+Pj49irm9vR2//PILU26yWq1oaWlBZWUlgoOD2WcREfNjVlYWKioqQEQIDg5GSEgICgsLUVpaCqDLjwcPHmTF3rGxsejduzd8fHwQExMDPp+P48ePs7oo+k92YsiQIezE86CNU09xdnZGfHw8VCoVqqurUVNTw37mxo0bAIDMzExGXCorK4OTkxMqKytx/vx5BAUFQS6Xw8XFhZXTuLq63rWPeDweIiMjWU3g77WWlhaWniwuLkZtbS3CwsJsxmNTUxMqKipw4cIFFqsdHR0AgOLiYvYd5OXlIT09HSqVCjKZjI1Hzqd8Ph/nz5+Hj48PIiL+P/b+OzrqOvsfxx8zybRMkpn0CemNJKQHAqEXQUQIEJbm2pZ9A4IgxcXCqovox4qCgKgQBJS10HtVaqQEQgIESEjvvcwk09v9/RFfz83QDBjwe36HxzlzjobJ5HXn3me7z3sfj+6QSqWQSCSPtIhEr9fj5MmTcHFxQZ8+fVgrQk5ODrRaLYRCIZtfOLsuXLiA/Px88Hg8VFRUICsrCyEhIZDJZDZj8X4L0ezs7Lr8hHnlyhXk5eWhoqKCZXaEQiEsFguqqqogEomQmZmJsrIyWCwWlJaWwt7eHlKpFHl5eRAIBMjNzcXRo0chEAgQEBAAb29vxMTEIDAwEAkJCXB2dsbZs2cRFBSEuLi4Ln3+zkKv1+PUqVNwcXFB7969GQHF8ePHUVxcDB6Px/x48eJFWCwWODo6Mj9WVlbi6tWrCA0NvW0OCQwMhIODQ6djUqFQQKvV3v0Nf2aXYDQaqbW1lUaNGmVTNGCxWO5YNMC9pFIpyeVycnd3Zzs6/H6pq1AoaMyYMaTValmbQltbG+Xm5pJCoaCUlBRSq9VkNBo7s7P9Uzshq9VKBQUFtHPnTurbty8rlOAKXO5lI5/PZwUG9vb25OTkREuXLqWbN2+SWq0ms9l8W8k6t5ucNm0aK7Xevn07ffXVV/TTTz/d7eTywDZ25HoVi8W3FWMR0W1FPB1f33//PV25coUCAwNJJBKxnwsEAurVqxfNnDnTpmTdbDZTWVkZKRQK5m8uHrKysh6aH29FbW0tJSUl0YwZM4iIaMuWLTRjxgzy8PC4ZyGBs7MzRUZGUnx8PA0YMIByc3Pv58/+Ef60jadOnaIFCxZQUFCQjR+tVus9Y1UsFrN2hFuLYng8HiUlJdlkAqxWK5WXl5NCoaA+ffrQjh076MqVK9TU1PRHp+su9WNlZSV5e3szG+8Vq7faJBAISCwWk7u7O2VnZz9I+8hDtdFisdCcOXMoPDyc7O3tafjw4ZSbm0vPPfecjS0ikYgEAgHLUnl4eJBQKGTFQK6uruTt7U2LFy+mn3/++ba2vJqaGkpOTqZZs2b9ZZmCqqoq1ppGRDR//vw/LM7i/CgUCikwMJAGDBhAeXl59/NnH8jGP1X0wzUI/+1vf8P+/fshEokQGBiIESNGwM3NDc7OzmzHSUQ4efIkdu3aBaFQCFdXVyxatAhFRUX4+uuvMW7cOPTp0wcbN26EyWTCqFGj8MQTT2D8+PH4+uuvkZGRgR07duDJJ5/Etm3b0NzcjLa2Nvj5+TFqpzvgT19Oq1QqNDU14dKlS6irqwMRQa1Wo7q6Gp6eniy3XlFRgZUrV7LyfI6kgWOk+O6775CQkICwsDA4Ojqy78XFxQUeHh6oqqpCfX099u/fj2HDhuG///0vK97QarUQi8UIDQ29007pgW2sra3Ff//7X/D5fIjFYnzzzTfIycmBWCxmfvTw8GA2cjhx4gR27dqFESNGIDQ0FBEREbhx4wbWrl2LiRMnol+/fti8eTNMJhMGDhyI4cOHY8KECVi7di3Onz+PLVu2ICwsDDNmzMC2bdtw4cIF7Nu3D4mJiexeoqtsvBO0Wi3279+P2tpalJWVISYmBgEBASgqKkJ+fj5Wr17NWG969eoFPz8/9OvXD8XFxfj555/ZaXL48OHsPmzIkCGYMGECTp8+jebmZjz11FMQi8WdfaQusbG6uhqFhYX497//jTNnzgAAgoOD8fTTT9vEKgfOj9w98r/+9S+UlJRg3bp1SE1NRd++fbFq1SqYTCZMmDABw4cPR2pqKtLS0nD+/Hn8/PPPGDBgAL7++mt2D+bv7/9Qx2NHaDQabNmyBXV1daipqYGHhwfje66oqMAXX3zB7q9EIhFcXFzw0ksvoaysDN999x3LrIwfP561bQ0ZMoTZWFFRgX/961+QyWSPvCCGiPDCCy/g1KlTGDBgADtZBgQEwMvLi73Pzs4OJ06cwPbt2+Ho6Ah3d3e89NJLKC0txaZNmzBhwgT069cPv/76KwwGA0JCQtCrVy8MHjyYcbMeOHAAw4YNww8//NBZO7vcj1u3bkVdXd1t82p5ebmNHyUSCdzc3DB79myUlpbi22+/hVQqhVQqveN4/O6771BVVYVXXnmFETt0Ene28W4rKXVyl2C1WlnLhYeHB8nlcgJAH330ETU1NVFbWxtptVoymUz0+eefsx1t9+7dqaamhvbu3UtSqZQ+/fRTKikpoejoaLaDmDNnDqnVanaC5Rqx1Wo15ebmPtJ2BIvFwnbPu3btIgD02WefkUajIY1GQ2fPniV3d3ebcv3AwECqqqqiPXv2kFQqveOuydfXl4YMGULe3t4kkUjI0dGRpk6dyk6gncAD22g0GqmmpoZUKpWNHxUKBbm4uBAA+vzzz5mNOp2OiIhWrFjBdrehoaE2Nq5cuZIaGhooLi7unn6cOHEiqdVqmjVrFonFYtq5cyeVlpZ2+T3tvXDgwAFyd3entLQ0ImpvUzh37hwpFApWyv7CCy/Q6tWrSa1Ws1jt6EdOSmjhwoWkVqtp9erVf6nKBedHAIyEgotVtVrN/Gi1WpkfBQIBBQUF2YzH5cuXU01NDcXGxtr4sa2t7Y5+LCoqYrJuD9vGW8GNxxUrVjDijLNnz5KLiws7fclkMoqJiaHi4mLatm0by6x0HItisZgWLFhAbW1tlJqaymL7ryAusFqtlJqaSl5eXrR+/XrWOsONR448pKMf5XI5u5Pk/Pj5559TVVWVjR8nTpxIx44do+TkZBs/ajSazt71PRQ/cm0lq1evJqL28Xj27FlydXVl86pCoaDk5GQbG28dj2KxmI3H559/nhITE7vsnrbLBqinpyf98ssvtHz5crYQxMfHU3x8PKWmplJGRgYtWrSIANCbb75JBw4cILVaTU1NTZSZmUkLFy6k6Ohom94pT09Pio+PJ5lMRu7u7vTzzz/TihUrKD4+njZu3EgqleqPCoC6zLE6nY7UajVZrVY2QO9lY8cFs7m5mbKysmjq1Kk2jnVyciInJydydnam1atX06VLlyg7O5u96urqHmrfV11dHa1Zs4ZOnz5t48djx47RF198cZuNzz77LOn1ejZAly9fTpmZmXT16lW6cuUKZWZm0uLFi6lv3742fVIeHh4UHx9PcrmcFAoFHT58mNLS0ig+Pp48PDxILBbTr7/+Sk1NTY90wWxpaaGLFy9SXV0d6XQ6euaZZyg1NZUuXLjA/Pjdd98xPyiVSrp06RJNmTKF2RYVFUXnzp2jTz75hBISEmj79u1UWVn5IDJYXbpgenh40MGDB+nTTz+9zY9TpkyhmpoaVtg0f/582rp1KxuPFy9epIULF1JsbCxJJJLb/CiTycjDw4MOHTpE69ato/j4eFq9enVnGJwe6oI5duxY+uCDD2jo0KE0fvx4OnfuHC1cuJAAUHJyMk2bNo0aGhqosbGRMjIyaNKkScy2sLAw2rNnD7399tuUkJBAGzdupJycnL9Mis5qtdK4cePIx8eHrl+/Tt9//z0B7b2mSUlJFB8fT8888wypVCpatmwZAaBPPvmELl68SHq9ns05b7zxBvXq1Yttgr28vMjPz4+6d+9Ojo6O5OXlRUePHqVNmzbRgAEDaPv27Y/MxlvBsU7t2LGDWltbaerUqbfNqytWrGB+USqVlJWVZTMeIyIi6OzZs2w8fvfdd5Sbm9vpop8/svFPFf2YTCbo9XrGwsCxuHBSMhyvo06nQ3Z2NiMlDwwMRGhoKHJzc1kqh0uPREZGQqfTsQtd7sXn8yGTydDW1gZ7e3uIxWI4Ojo+UiklLl3BFYvcKm3UUUkgJCQEwcHByM/Ph7OzM4gIvr6+SExMBNBeeFJRUQG5XA5PT09W2g60p4G5goyHASJCfX09GhoaYG9vj8bGRly6dAlKpRJExPzYq1cvm5JzrVaLrKwslJeXA2hP94WHh+PgwYOwt7dn7CgCgQA9evRgBU8cx6ejoyMkEgkLPo6PV6FQwMnJiZGAPyrIZDLExcXBzs4ORqORxZLZbGZ+dHFxYTJgRMRapBITE1nJP1F79sne3h6enp4P2of5p9HU1ISamhpWRGSxWODs7IzExET2jDwej41HrhAmKCgIYWFhuHHjBvMNNx6joqKgVqtx8+ZNm3jnGHI4nk6xWAypVPrIpc2A9gK9pKQkeHl52UiddVSyCAoKQlRUFPs5p9iSmJgIs9mMbt26se/Izs4OISEhTPrqr4KHhwe8vb3R3NwMoJ11jJOP4/P5d51X8/LyWOsd56fIyEgYjUYUFRVBIBBAKpVCJpPByckJfn5+TAHmr2T9kcvlSExMZOONe5aO82pAQAAiIiKYcpLFYmHjkft3oH2s2tnZISgoCBEREV33kH9ml1BdXU3p6ek0ePBgdomemppqw0WpVqspPT2dZDIZOzr/9NNPlJeXR8HBwSSVSkksFtOKFSuotbWVGhoa6OjRoySRSGju3LnU2tpKo0ePJkdHR5oyZQqtWLHiL08d6HQ6qqqqopaWFtJqtdTW1kbp6ekkl8tZCmj79u1UUlJC8fHx5OnpSWKxmFauXElarZY0Gg2lp6cznlWtVnvbieRhts4YDAZauXIlKzlfuXIlSSQSVvTj5OREU6ZMYVyU3Ovs2bM2Nu7du5eqqqooICCAce1+8cUXLIV75swZcnV1pYULF5JGo6G33nqLhgwZQnK5nCZMmMBObPv27eNK8hluOWk+FD/eCo7/tmMqb+/evezf9+7dSxKJhPlRq9XSmTNnSC6X08KFC+/ox/vAn7bxhx9+YCdAdLjCUCqV1NLSwjhwuWfmxuOWLVsoPz+fAgMDWRq3o41crM6ZM4cV+QmFQoqOjqZ58+Y9siK8u8FisZBWqyWDwUBGo5Gl8jr6cceOHaTVaqmsrIzS0tKYjRqNhgoKCmjbtm0kk8lowYIFf7kfidrj/8CBA/TZZ58xMevGxkYmCq5SqejUqVM243HPnj1UVVVFUVFRJJfLbWJVp9PRmTNnSCwW0+zZs0mpVNKSJUtoypQptGHDBjp58iQrtHxUNt7J5o4C7PcajxaLhXbv3m1jIzfnPMzx+KdOmA4ODujWrRvGjBnDVnEHBwds2LABUVFRCA4Ohr+/P/z9/TFz5kxcuHABp06dYjtTrtl/1KhRaG1txbfffguj0ch4Ha9du4aNGzfC3t4e3bt3R0FBAVxdXVFbWwt3d/cub+jvLBobG3H69Gn07NkT4eHh7NQxY8YMZqNQKGRcq25ubpg6dSqUSuVtXLI5OTlYt24dUlJSbFo5HuZOnc/nIzY2FvX19Vi3bh1UKhVeeuklXLx4Ea2trRg0aBBcXFyQlpaGIUOGsHJzX19fGxuB9g0X10CdkpIClUqFdevWgahdrNhgMDAtu6ysLCbIW1BQgG+//RZKpRJqtRq5ubnw9fXFpEmT/jJ+S5FIBD8/P0yfPt3GRo1Ggx9//BENDQ146aWXoFKpmB+rq6tZ+8K2bdswbNiwTsldXb58Genp6RgzZgxTB/kzMJvNCAkJweTJk1FQUACVSgU3Nzc4OTlh/fr1SExMRHh4OCQSCbp168ZsPH36NBuPer0eCoUCTz/9NFpaWm6L1evXr2PTpk3Q6/Xw9vZGY2Mj8vLycPjwYcTHxyM4OPhP2/EgsFgs0Ov1sLOzg52dHSQSCYvVjIwMNueYTCb8/PPPaG5uxsyZM6FUKln8l5eXQ6PRIDs7G+vWrcPYsWM77Reirm9x4/F4CAoKgoODA6RSKfR6PTZs2IDAwED4+PggMjISPj4+mDZtGjIzM5nuMBGhra0NXl5eeOqpp9icY2dnZzOvrl+/Hjdu3EBjYyPOnz+P5uZmuLm5oVu3bncrvHvo4LIaHO42HtVqNX788UfU19fbjEei9mIvrVaL7OxsrF+/vtPjq6qqCoWFhYiOjmYEJXdEV+wSGhoaqKKigmpqamjTpk3E5/Np2rRptH37dmpubmbv4+6+9u7dy0rCx40bR3q9nl555ZXbeC3t7e1JIpFQamoqzZgxgxwdHSk5OZn27t1LxcXFf9mO9uzZszRq1CjatWsXU73gdjIrVqwgHo/HTl9c2fvd+Dm51+7dux90N/TANnI8jfPnzyeLxUIfffQRzZgxg5qammjXrl3sAv7W75nz4549e5gfU1NT71naz+fzSSAQsJ0ifr/HdXR0ZJf6SUlJpNVqu9TGzuJWG7/44os7+vHWdiKxWEzh4eEUERFBERERdPz48U79vVWrVpFIJKJ9+/b9aRstFgtpNBq2O7948SL98ssvVFlZSZs2bSIej0eLFi2izMxMUiqVZDQayWKxsHqDjuNx7NixrBjrVh9y4zEpKYmGDh1KYrGYvLy8aPjw4bRz587OnE4eih/b2tooLy+PiouLqbKy0ube8U5+HDduHBkMBpozZ85dx2PHzMK9cAd+2S6z0WQyMZ/u3LmTeDweDR8+nN5++21GGmEwGOizzz4jHo9He/bsYRzC48ePJ5PJxGwUiUQ2rV/4vYAmNDSUgoODadSoUbR+/XrKycn5y+ZVDndq8enseOTmGm6+6TC+7omTJ0/SggULKCcn5542PvAJ02q1orCwEFeuXMHRo0eZiKm/vz9+/PFHHDt2DCtWrEBUVBQr9eWaau3s7ODm5ob169eDz+fjxo0b7D5t2bJlICK88847EAqFcHNzg7+/P1xdXcHn85GXl4f/9//+HxwdHeHq6opPPvnkke1siQh6vR5BQUFYsmQJjhw5gh9++AEff/wxfH19UV1djYiICHz44YeIiIiAq6srNm3aBLlcDqL2+xGxWIyPP/4YVqsVb775JmtD4e5pO4LL3QsEgi7ZwdItO2HumbKzs/HFF1/g0KFDKC8vR11dHYKDg/Hzzz8jIyMDkydPvuP3zOPx4Obmhu+++w5yuZx9NieubLVa8fbbbyMyMhKDBg1CQkIC+Hw+FixYwO5LtVoteDweli1bhoSEhHu1JDw0rF+/Hr/++is++ugj+Pv7M87cPXv2ICkpCTKZDJs2bcLNmzcxfvx45OTkQCQS4ZNPPkFISAgcHBxQXl6O/Px8eHt7d+pvcjvfB+S5tAERwWQy4ciRI9ixYweqq6uh0+ng5OSE4OBgbN++HSdPnsTixYuxevVqhIWFgc/nQ6FQICkpCXK5HG5ubti0aRPMZjPOnz+P2tpaiEQi/L//9/9ARPjPf/4Di8XCCDo8PT2RmZkJpVKJy5cv46OPPsKPP/74SMcjB+5EmZaWhmPHjuGLL76Aj48PSkpKkJSUxPwol8uZHydOnGjjR4FAgC+//BKNjY1obGxkn83piN5t/N3r3x4UZrMZRqMRa9asQXZ2NrRaLTw8PLBy5UqcPHkSe/bswZQpUxipwpAhQ/D5558jKiqK+dHe3h75+flobW2FVCrF+++/D7FYjO+//x7V1dUoLy/HqFGj4O/vj40bN+Lq1auoqanB9u3boVAosGTJkr9Ms3b9+vX45Zdf8PHHH8PPzw91dXUYOHBgp8ZjQEAA1Go1fv31V2zfvr3TmTruZMndgd4ND7xgEhHq6upw6dIlnDp1CoWFhXBxcYGLiwtGjBiB8+fPo7S0FJWVlXBycoKdnR10Oh1EIhH4fD4EAgHi4uLQ0NCAvLw8KJVK8Hg8xqxjb2/P0pocFAoFGhoacOHCBTg7O8Pd3f3erAxdCG6ysFgskMlk6NOnD3744Qfs378f06dPBwCUlZWxCcXBwQF2dnaIjY2F2WxGVVUV1Go1eDweIiMjGXsMhzsNOqvV2iU8j9zC2PH/OR5QoD2t+Ntvv6GoqIgRGisUCowePRq//fYb0tPTUVxcDCcnJ7i7u8PR0RG+vr4Qi8UQi8UYMWIE9Ho9s9He3h59+/ZlNjo7O8Pf3x/R0dEQCoUICAgAj8dDS0sL6+UdOHAgEhIS/rStD4LKykpcvnwZpaWlTPbLwcEBPXv2hEwmg729PWJiYlBRUYF9+/YBaN/4REZGIioqCkB7mlulUnV6wQ8KCuqSVCwHi8WC4uJiHDhwgIm5i8ViyOVyPP300zhz5gxycnJQUVEBJycntgnj/CgUChEXF4eKigqcO3cOzc3N4PF4rGBIIBDAYrGw/5ZKpVAoFGyBMRqNaGxsfGTjsSM4SbL6+nrk5OSwcVhQUAAPDw8kJiZCLpdDIBAgNjYWlZWVNn6MiIhgROwc61FH3LrRfNjgxI/PnTvH0pADBw7EoEGDkJ2djYaGBnYtxRU/xsTEMLHk2NhYNDY2Ij8/n7Gq9ejRA1KplPHtcptdLgVbW1uLy5cvQ6FQoFu3bkxg4a9ARUUFsrOzUVZWxv5fJpMhMTERMpmM2XjreIyIiEBERASUSiVu3LhxXz5zc3O7dyqWw92OnnSPY7XZbCaVSkWfffYZOTk5MZmr1atX0759+yg3N5cOHz5M69evp8TERAoICKA+ffqwcuhTp05RfX09jRgxgsLDw8nFxYWcnZ3J2dmZ4uPjKS4ujgQCAQmFQpJIJOTs7Ezdu3en7OxsWr9+PQGgd955h4qKiv5I/LTLUgdVVVVUVFTE0lkd0x3u7u4UEBBAvXv3pvDwcHJ3d6ft27dTXl4excXFkbe3NykUClai7+7ufpvU1549e1gaguPG7GSK9g9t5HrvONkig8FA//nPf2jMmDGMkYhj+lEoFJSVlUVNTU1ERLRv3z564403KCYmhkaOHMm4ZysqKlhfJleg4O3tTTKZjORyOW3evJm+//57ksvl5OjoSDKZjPz8/KhPnz6Uk5PDeCDxe5HRo5AwuxtUKhUVFxfTkCFDSKFQkKenJ3l5eZG3tzcdOXKEampqWFtMR5+5u7uTQqEghUJBgYGBFB0dTSdOnHjQx3hgG41Gow3fJn5PFY8bN46WLVtGer2ejhw5Qh9++CHFxcVRaGgopaSk0LRp02jx4sWUm5tLdXV1NGjQIAoMDCS5XM5Ee+fOnUtz5861YYKSSCQUFhZGWVlZlJaWxlrFcnJyWEx0tY2dQUFBAR05coSSk5PJ29ubAgICyM/Pz8aPiYmJt409d3d38vDwsJEe7GxKtqtttFqttG/fPkpNTSVvb29ycXGhTz75hH766Sc6f/48/fDDD8yPMTEx9MYbb9C0adNoyJAhdObMGRarCoWCXF1dSSKRkFAopN69e1Pfvn2ZdB/QzlwVFRVFV65cYXzX77//PtXW1v5RUeVD9aNSqaTCwkI2Hj08PO5rPHp6epKTkxPx+fwu9+MDnTC50m1O4NRkMsFqtaK4uBhSqRSxsbHw8/ODVCqFvb09NBoNysrKEBERgaSkJLi7u8NqtaKtrQ0qlQotLS2M5zAsLAz29vYICAhASUkJcnNzodPp4ODgAJFIxC6F5XI5unXr1hmJry6BUChkdvP5fBAR4uLiMH78eFgsFqjVahQVFcHd3R09evSAp6cnHBwckJiYiNzcXJw/f55x4549exY8Hg8pKSkoLS1lkkJCoRBDhw5l7RVdtavlytC5z7RarSgtLYVSqURKSgqKi4uRk5MDoF1OKCcnBxaLBa6urvD390d8fDy2bt2KgoIC7Nu3Dz169GB8okTtzEdKpRI1NTWIj49HREQEWltbYbVaMXz4cNy8eZPxe9rb28Pd3Z2l6T09PeHt7f3I/HgnODs7QyQSsRPu6dOnERgYiLi4OLi4uEAoFLJ0cUZGBmM/kkgkkEgkUCgUMBqNMJlMf0lKmc/ns7HBFbcQEZqamtDa2go+nw9fX18YDAZs2LABlZWV7FokNjaWqe5w/L5KpRIeHh5wc3NjQsRjxoxBfn4+rl69Cp1Oh9bWVpuWMrlcDl9f30cqAn4r3N3dwePx0KtXL0gkEmRmZsLHxwcRERHMj4mJiRAKhWhsbER4eDj8/Pyg0WjY91FSUoIbN27AYrHAbDYzDt5HCblcztizdDodamtrIZfL4eTkhKCgIDg5OWHDhg1obGzE5cuX4e7uznhhucwdp/TE2djU1AQ+n48hQ4YgLy+PFfg1NDSguLgYtbW1ANpbrToyCf0VkMlkdxyPsbGxdxyPfn5+cHd3R2NjIwQCAaKjo1FZWYmioqKu99/97hI6XsgeOHCAJk+eTD4+PozXb+LEiezfdTodTZs2jeLj44nH49H8+fPZ79fW1tKoUaMoLCyMsU989dVXVFJSQiqVilQqFX300Uc2TdOHDh1iTbqrVq164F3CH9l4P7BaraRWq+n06dMkl8vp1Vdfve1kuHPnTtbo39zcTMnJyTRw4EDSarWsgIbP51NAQADV1NTc7yPct40ajYaSkpKoT58+pFarWfEHfi/Ekcvl9NxzzzE/ajQaSkhIYO/pKJZsMpkoPz+fVq9eTQBYW8m7775L//nPf6iqqoref/999rs+Pj5UXV3Nms2HDh1Kb775JlVWVnapjQ+Kixcv2hRCdQTnx2HDhtEbb7xBq1atoh07dpDJZKLs7GxavXo1FRcXP+if/tM2fv311zYl+MD/uGSJiKmP3MmP3HibOHEiAaDBgwfTwoULafPmzXT8+HHS6XT02Wefsd+Vy+X06aef0uzZs1lDeSdaSx6JH61WK128eJGcnJxo4cKFt7FmcX58++23KS8vjw4dOsRUZlavXk2Ojo60detWxoB1n/jTNprNZtJoNDRhwgQm1P7Pf/6T1Go1mUwm0mg0lJiYyAokO4olc/PRTz/9RDwej9588026ePEipaSksFaxjuNdJBJR3759KSYmhng83h2L/B6GjZ0FNx45Ye87+fGFF16g7777jp577jmaP38+6fV6+u677ygqKqrLMz73vfzyeDzG71dUVIS8vDyoVCrweDy4urqitLQU8+bNw6RJk9C/f39MnjwZQ4YMQWtrK6Kjo2E0GrFx40bk5+fj73//O65evYrPP/8cV65cQWtrKwYMGAAvLy/Y2dnhiSeewPLly/Hf//4XpaWl2LBhAwwGA2JjY/Hbb7+hpqYGc+fORbdu3R50v/BAuHr1KtavX4+//e1vGDRoEAQCAYKCgvDRRx+x5uh169bh2rVrsLOzY0oeu3btQnFxMSZPngx/f38IhULI5XKEhYVhzJgxiI2NfSitMjt27EC3bt3YvSKPx8O//vUvVFZWYvHixbh8+TJ7r0wmw7///W/weDzMnz8fEydORN++ffHPf/4TDQ0NcHV1RUJCAogIaWlpKC0txaxZs+Dl5QWFQoHDhw+jpKQEAwcOhK+vL2QyGcRiMTstt7W14e2334anpyeWL1+OCxcu4OTJk3jxxRdB9GjvijgB6Y6l9P7+/li+fDmio6OZH0tKSjBlyhTU1NQAaFf10Gq1eOeddxAREQE7Ozv4+vpi0KBBnbsH6WJUVFRgxYoVyM7Ohk6ng9lsBo/Hg0wmQ0lJCRuP/fr1w+uvv476+noQEWJjY2EwGLBx40aUlJTgqaeeAo/Hw/bt21FYWAidTofRo0ezIqEhQ4Zg5cqVWL9+PfLz87Fnzx5YrVZERkYiIyMDKpUKM2fO7HThU1chPz8fO3fuxIgRI9CzZ0/weDz4+/tj2bJlbDxysfrCCy+gqakJAHDkyBFUVVVh+vTpTEB68ODB+Oyzz5CQkGATt48CFRUVWLVqFRwcHODm5saUOhISEmA0GrFo0SJMmTIFAwYMwOuvv46GhgZYrVbExMTAYDBg06ZNKC0tRWpqKuO9Pnr0KCorK/H0008jMDAQAoEA/fr1w/vvv48ffvgBZWVl7N7yH//4B3r27Im2trZHTgoDtLcvHTt2DMnJyYiMjARgOx75fD7S0tJQUlKCZ555hp2KL1y4gIaGBkyaNAmhoaEQCATo06cP/v3vfyMsLKxrH/JuKyndY5eQlZXFWgG4XY69vT2FhoaSj48P23EaDAZqamqi5uZmslqtZDQaGaeot7c3FRUV0fbt28nZ2ZmEQiFJpVI6f/48GQwGslqtjOJp0qRJ5OLiQh4eHhQZGUlTpkyh6Oho8vDwoCtXrtz3LqEzNt4L3Olo2bJl1NbWxkgauDvCjnyeAoGARCIR4zyUSCQ2yhxbt26lQYMG0bFjxxg35H3iD2189dVXaePGjUTUft/FNfRybSXocA/g7e1NxcXFtGXLFgL+x12Zk5PDdOW4UvqUlBTmx8OHD1NCQgJ5eHiQRCKhS5cuMVtWrlzJSr3t7e1JKpXShAkTqKmpiWbMmEESiYQuXrxIRqOR9Hr9ne5PHoof6+rq6NChQ1RaWkpE7RmRjndwVquVJk6cSL6+vvTDDz/Qu+++yzhIb/Ujt/PvyLl7n3hgG7Oysm47WfL5fPL19WUKLJ9//jnpdDpqbW2ltrY2MhgMpNPpGDcs58dt27bdFqtcQzn3/tGjRzPOzoCAAKarGBoa2rEsv0ttvBdOnjxJvXv3ph9++IFxyd7qR+5OcO/evfTpp5/edTx29OPDGo93+8WsrCzy9PSksLAwGj58OCkUCpLL5TR//nx28uf4qzkuWYvFQnq9nlQqFY0aNYpcXV1p06ZN9M4779wxVi0WC7W0tFBhYSENGzaMnJycaPbs2bRhwwZSq9VUU1NDxcXFfwnFYWZmJj333HN05MgRslqtdxyPEyZMIG9vb/rpp5/ovffe69R47Eo/PpDRGo2GLl26RK+++qrNROjo6Mgm4NTUVFq2bBkNHTqUnnnmGSY0azabKSUlhQQCAUVHR9MzzzxDBw4coHHjxpGjo6PNRLt582aKi4tjHKQHDx6kS5cu0fXr1+m5554jR0fHv6RYZM+ePSQUCsnf35/xcz7zzDOM1NpkMrEFE7+nHS9dukRTp04liURC58+fZ71ia9asIUdHR+revTuNHDmSGhoa7vp3H5RntaKighobG9lncKlGLt3RccEUi8U0ZswY6tu3LwGg2NhYGjduHMXHx9PEiRNtCn06+nHGjBl0/fp1evbZZ28LXi7tDLTzAx89epS+/fZbio+PJ3d3dxKLxfTzzz/TsWPH6LXXXqPdu3fft42d9V1HmEwmUqlUpNfrSa1W09SpUxlfLofc3Fw6cOAA9erVi5555hnKzMykKVOm3GYjx7LTu3dvSklJYd/3feCBbWxtbaVTp07d1lcoFAoZm098fDxNmDCB+vTpYxOrt47HadOmUUZGBk2ePNnGRqvVSps3b7bhdt6xYwcdPnyYfvzxRxo1ahTJZDI2Hu8il/VQ/Nja2krXr1+nn376iZYuXUpDhw5lfrRYLGQ0Gunbb7+luXPnUlxcHD377LOME/hufoyPj//D8XgXPLCNWq2WLl++TG+99RbJ5XKKiIighIQE8vX1ZWIIfn5+lJiYyOYcbl41mUw0fvx4EovFFBgYSFOmTLmrH7///nuKjo4mJycnUigUdOnSJWpoaCCTyUQffPABJSUl/ZF03UPxo0ajoZKSEqqurqaqqiqaNGmSzXi0WCx08uRJ+vrrr5n9HefVO/kxISGBnnrqqS7z432lZImICXnGxsbi1KlTICLWQ+ji4gKJRAJHR0cYjUZcvnyZHZuzsrLg6+trw7PJpXHj4+ORkJCAxsZGlJeXt6/kaG934IRZzWYzTCYTtFottFot5HI5unfv/pcUWcjlcvTs2RMlJSUsnanX65mNXIojODiY8cUmJCQgISEBJSUljCdWKpXCYDCge/fuKCoqYu0AXQ3uO+/YypKXl4fKykrEx8ejqqqK8VECYHJPiYmJjP2kpaUFQLsf/fz8GJsN53snJyf06NEDcXFxKCoqQmlpKWuJMRqNSExMZKlpsVgMrVbLvjuRSISysrJHXspub28PZ2dnxhSTl5cHvV6PixcvIiAgAH5+fggODoaDgwPEYjFLRycmJqKsrAylpaWsnJ37HrjXowBRe2GP1WpFXFwczp49y/6Nx+NBKpWyViCOd1SlUsFqtd7mR+B/3LMJCQmIjo7GzZs3UVxczPxYXV1tY5vVaoXBYIBSqYRMJkNISMhfMh6dnJxYkUxtbS2uXbuGmpoaZGVlwcfHB97e3ggODobZbEZ2djY8PT2RkJCAnj172vgxPDyc+dFoNEKv17O56FFAIpEgLi4Op06dglqtZm08BoMBUqkUQUFBTMQeaOfyvnTpEvMjV9BXW1sLi8WCuLg4BAQEwNXVFfn5+eDz+ZDL5Whra4NQKASfz4fFYkFDQwMcHBxgb28Pq9X6yFPRHBwcHBAYGIjGxkbmRyJi49HX1xfBwcGws7ODXC6HQqFg47G0tPSu47FLe2XvZ5eg0+no+eefpxdffJH0ej1TtMDvJcpvvPEG/fzzz6TVamnu3LkklUrp9ddfp9dee42cnZ1p0aJFZDKZaMyYMeTt7U35+fmk0WjIbDaTTqej+vp6Sk5OJkdHRyaZpNFobOSExGIxSSQSWrx4MWVnZ/8lckIWi4V0Oh0reMDvxTJSqZTJymRkZNDmzZvJx8eHpkyZQkTtO6jKykrq1asXyeVyiouLo48//pjZyBXE3Cf+0EaOX1OpVLKU1dChQ2no0KHU3NzMFC3we0q2pKSEdDodabVamj17NvH5fAoLC6Pu3buTRCKh1157jZ0wuRQul8IxGAzU0NBAvXv3Zv7q6EehUEjJyckUFRXF/qZAIKCkpCSaOXMmtba2srSv2Wzm0rMPxY8cDAYD1dfXU3x8PGuxee2114jofzylZ8+eZelGg8FAjY2N1Lt3b+rfvz9r2eG4Vx9VStZkMtGmTZvou+++I5PJZHOS5ySbli9fzvxob29PAwcOpEGDBpFUKrXxo0KhoMzMTGpoaCCLxUL5+fl0+PBhpiB0qx/xe8GIWCwmkUhEb7zxBmVmZv4l45HD0aNHaenSpeTt7c1a3d588012AtPpdFRbW8vYx4xGI/Nj3759mQyhVqulK1eusOuh+8QD2Wg2mxlT0urVq21SjU8++SS9//77zI+cfzneX86P48aNI5FIRBERETR37lzS6XS0ceNGeuaZZ0ihUJC/vz/Nnz+ftm/fbuNHiURCw4cPpxMnTrCx/1cWb125coV++uknCgwMZKn/juPRaDRSVVUVy+J09OOt47GrU7L3dcLkRHMbGhrw9ddfo62tDQsWLMCePXvYjq65uRkqlQrXr1+HxWJBZGQk3N3dYbFYIBaLsWrVKsTExCAxMRFubm6oqanB8ePHYTAYoNfrYbFY4O3tzVgXJBIJKw3W6/Xg8/mQSCSQy+Xw9vZmZexED79gRKPR4KeffoJGowER4dq1a+Dz+Rg5ciTkcjksFgtMJhO++uorJCcnIyYmBjNmzICzszPS09MREBAAJycnmEwmqNVq1NbWQqPRMButVitrT+jK8nxOvYGIkJmZiZs3byIpKQlmsxmbNm3CjRs3EBoaipqaGmi1Wnz//fdwdXWFRCJBXl4e7OzsMHr0aHh4eKC+vh5isRgrV65EdHQ0K2cvKSnB4cOH0adPH4SFhSElJQU9e/aEQCDAwIEDIZFI4O7uDldXV8ZEAwARERHw9/dHRUUFcnJysGHDBiQmJqJ///4PhUUFaI8VtVqNuro6XL58GSaTCSaTCaNHj8bQoUNBRMzGMWPGsNNmZWUlVq1axW1CUFVVBT6fj9WrV6N3794YPHgwiouLodVqmaLCwwSfz0dERATq6+vx9ddfo7W1Fa+88gr27dvHuDE9PDxQWlrK2kuGDh0KDw8P9OzZk9kYFRXFlDlu3LiBq1evorm5Gc3NzTCbzXBxcWHixB3Ho8FgYM8iFovh5uYGHo/HCsselv84GI1GZGVlwWq1wsHBAZcuXcKVK1cwduxY8Pl8Np+sXLmScTXLZDKo1Wpcu3aNZUK4Yq4vv/yS+bG2thaNjY2IjY19aM/fETweDxqNBjdu3ICjoyOmT5/O/FheXo6MjAxWSGhvb48pU6bAw8MDZrMZDg4OWLNmDXr06AFfX18olUpYLBasWbMGlZWVjHCltbUVV65cQffu3W38qNPpoFaroVKpWOxzC8SjOmmazWa0tLSgqKgImZmZKCgowLhx49i/c7HK+VEul6O0tBQ//vgjeDweTCYTqqurwePxbMZjdXU19Ho9AgICYGdn9+cf9G4rKd1jl5CZmUkSiYQWLFhAFouFxo4da7OzVSgU5OjoSI6Ojja5c24HzPGmmkwm2rdvH/n6+pKzszOJRCLq06cPjR8/nt599106cuQI+3yuuEgkEpGnpyelpaXd1uj/sO9MqqqqyNfXlzU3c/b+9NNPlJmZSSdPnqS5c+eyhlnuHicnJ4dee+01OnnyJLW0tDBxZR6PRwsXLmQ2ent7U25uLqnV6vt5rPuy8f3336e4uDg6efIkHTx4kMRiMYWGhrKiCO57lkgk5O/vT05OTjb3A2azmZWl79mzh8xmM7W2ttIPP/xAPB6Pli5dSuXl5dTQ0EBKpZJMJhMjYVi4cCHFx8fbFKc8++yztHbtWgoKCiKBQMBOPg+Ln5Ozoby8nLZv306DBw+mgQMH0vDhwyk/P5+I2nexHCdwR0KJ3bt338Z3zL240v49e/ZQWlra/frwT9mYmZlJjo6OrKR+zJgx7Ll69epFmzdvpieffJKkUukd75Z37NhBbW1tdPr0afrggw9IJpOx00t0dDT179+fJk6cSBs3brxtvHOvTz75hFpaWkin0zHVkDsQb3SpH1UqFb377rv09ttv08qVK2nkyJGkUCjo/Pnz1NzcTNevX6c333zTZjwSEZWWllJaWhqNGTOG5HK5zXheuHAhWa1W+uKLL2jhwoW3qeh0Ag9sY1VVFS1dupR27txJjY2NNGrUqNu4tTnB8szMTFZguGrVKpJIJLRjxw6qr6+ndevW0fTp00kgEFB8fDyNGzeOFAoFSaVSlvW71Y+cBuiNGzeIiGz4sbvSxjvBarWSRqOhy5cv07vvvkujRo2iyMhIxmvLzTm3jsc9e/bYZB07flfceExPT6d9+/Y9SNbnjnbxiO6Zo7/tH7ld3ahRoxAWFob+/fsjNjYWbm5usFqtsLOzg0gkQltbG4xGI0aOHAmZTAaNRoM9e/Zg/fr1cHBwgJeXFz755BOYzWbk5OSgpKQEVVVVqK6uhlgsZvd9169fx4gRI+Dk5IRXX30Vra2tsLOzw/Lly/Hyyy/bLPx32A11ZnvU6UsKvV6P9PR0GAwGEBE2bdqEX3/9FREREZBIJDAajejduzeeeOIJHD16FNXV1YiOjoaPjw8SEhJw+PBhnDt3DmfOnIGnpyc+/vhj5Ofn4/z58xgxYgTCw8PRt29fSCSS+9kN3ZeNx48fR2ZmJjIyMlBdXY2MjAw4ODjA2dkZL7/8MuLi4kBETOPw+++/R3p6Ovbt24fo6GhYLBZs374da9asgVQqhZeXFz788EPo9XpcunQJKpUKbW1tuHTpErRaLRwdHVn2IDU1Fe7u7li+fDkqKipQWFiIpUuX4sUXX0RBQQFycnLw1ltv4aWXXsKnn37aUbWkS/1I1M4JrFQqUVJSwuKWO2UvXboU4eHh6NOnD3755RdoNBosX74cBoMBFy9exLp167B//34AQGhoKD766CPodDo0NTWhd+/e7K7+Pne0920jEUGpVOLSpUtISUmBt7c3oqOjMXz4cPj4+DACgsTERJw/fx4FBQV48cUXIRKJcOrUKezbtw+bNm1CUlISQkJC8Pzzz0MkEkGj0bAT5s6dO1n7gqurKxQKBUaMGAFHR0csXLgQSqUSALBixQrMmTOH2XyX02WX+tFsNrM7VpFIhLq6OqhUKkRGRqK2thZLlixBjx49MHjwYPzyyy9Qq9VYvnw5xGIx6uvr8d5772Hz5s0wmUwIDQ3Fhx9+yCgAvby8GIHAfWYKHshGo9GI0tJSfPbZZwgJCUGvXr1gMBig1Wpx7tw5Vgdx4cIFFBYWMl+lp6cjIyMDx48fR1xcHDw8PMDj8Vhrire3NxwdHfHdd9+huroaarUa/v7+CA8PZ/Pqa6+9BovFgoCAALzxxhuYMmXKQ7HxXrBYLNBoNKitrUVLSwu0Wi3Cw8NRV1eH999/HxEREUhOTsbRo0fZeDQajbh48SLS0tKwf/9+WK1WNh6bmppQUlKCMWPGoHv37nB3d7/f2oI72njfOSOr1Qp7e3v4+PjAYrEgLy8P48ePR69evWAymVhasq2tDTqdDm1tbdDr9RCJRHBxcUFMTAzOnj2LmpoaVFdXw83NDT169GDcsWq1GkTtF91cmnfu3LmIjo6Gq6srrFYrYxDiPvdhp344dORNbW5uxqFDhwCAXcJLpVIMGTIEY8aMwc6dO3Hp0iW0tLQgISEBAwcOxM2bN9nvBAYGIj4+HqWlpczGESNGPHQb/P39YTKZsHfvXlRUVEChUABoT9v27t0bw4YNQ2NjIyv0cHd3h0AgQENDA+rr6+Hm5gZ3d3dER0cjPT0dJSUlqKyshJubG+Lj4/HLL7/gypUruHbtGlQqFSNXt7e3x9y5c9GrVy/88ssvEIvF0Ol0cHFxgVQqRY8ePVjB0x9s4v40OFYbjqVHpVJBo9GgqakJRUVFyMrKQnR0NMaMGYNdu3YhJycHJpOJCdx6eHiwz3JwcEB8fDyuX7+OS5cuYfjw4fD393+oz98R3Hfm7e0Nk8mEy5cv45lnnkHPnj1RX1/PuJs9PDxgsVigUqlgMplQW1vLRJQrKirQ2tqKp556Cv7+/oiNjUVdXR3q6uoYB7RKpUJzczOqqqowd+5cREVFsesFrne4sbGRxcujACf7Z7VaYTKZIJPJoNVqoVQqUVZWhvz8fCQnJyMlJQW7du3C1atXYTQaIRaLmQAx9/1xfqyursb169fRs2fPR0o+brVa2+/Ifr+aUavViI2NhUQiQUNDA1xcXJCQkICmpiaoVCpUVlbCbDajoKCAySSWl5ejvLwccrmcEftzot4dba6qqkJTUxNefvllxMfH46uvvkJdXR0aGxsZg9OjFnO3s7ODk5MTJBIJPDw8oNVq0dzcjKKiImRnZyM2NtbGj5y/ExIS2GENaPdjQkICzp07h/z8fIhEIiZI3SV4kGM1x11ZV1dHDQ0N9Msvv9DmzZtp9erV9Oqrr1JCQgIFBwczns2RI0ey/rSWlhYqLy+nzMxMGjVqFMXFxTG+QHd3d1aM4uXlRQsWLKDKykrS6XTU1NRE06ZNoyVLllB1dTVduHCBjhw5QiqV6r6P1Z2x8V44dOgQeXt7k1QqZSmAgIAAWrNmDZ07d46IiJqbmyk7O5v8/PzI0dGRvLy8GJcsfi90USgU9Oqrr1J1dfUfceJ2mY1c8UN9fT1VV1dTRUUFVVZWUnV1NTU0NFBeXh4lJydTUFAQ+fr6kkwmI6FQSB4eHjRy5EjS6XSk1+uppaWF9u3bR59//jmFhYUxX8vlcnJ1daWDBw8yweXp06dTWVkZu3xvaWmhhoYGqq6uptWrV9OkSZMoIiKCvL29yd3dnRYvXvxIBKRNJhMplUpatGgRe/6hQ4dSYWEhS8U1NzdTXV0dWSwWOnz4MPn7+5Ojo+NtfnzjjTdYCvoB8UA2cn14NTU1rBx/2rRpFB4eTv7+/uTr60s+Pj7k6elJLi4u5OXlRSNGjKCGhgZqbm6m6upqunLlCh04cIAiIyPJx8eH/P39SaFQkLu7OwUFBZG/vz+T7CsqKiKNRkN1dXU0ePBgmj59OlVUVNCrr75KERERdPXq1UeWyuPQ0NBAx48fpxdffPGefqytrSW9Xs+uge7kx8WLF5Nare6skHKX2mgymailpYVaW1tJo9HQ9u3bacmSJRQWFsb4qDluZrlcTgMHDqSysjKqra2lmpoaunjxIm3fvp28vb3J09OTevfuTYGBgeTi4kIREREUFhZGPB6PnnrqKdq8eTNVVFSw64mysjKqrq6m8+fP04EDB/4oFf1Q/KhUKikrK4tmzpxJCoWCvLy8aOjQoVRcXMzmeW48ms1mOnToEPn4+NjMw5wfX3vtNWpsbLSRertP3NGuB6pK0Ol0yMnJYVySV65cQV1dHStkKSsrQ0hICGJiYsDj8RAYGIjW1la0tbWhpqYGLS0tjHEfaG9R4URsIyIioFKpcO7cOfB4PHTr1g319fWoqamBXq9HY2MjMjIy4OzsDBcXl665yO0EMjIyUFtbCyJCRkYGKxTg8/kYNGgQwsPDGYfqnj17QNRe8t/W1ga1Ws3aR/z8/CAUCtHa2spUXjIzM9G7d+9HwuHIOd7d3R0qlQonT56E1WoFn8+HVqtFY2MjSktL0dLSwqTH7O3tER0djYiICDQ1NaGxsRElJSXIy8tDbW0tFAoFPD09IRKJUFFRgba2Nnh4eDBOU05o3Gg0QqPRQCqVoq6uDpmZmbBYLAgJCYFWq4XJZIKnpyd69Ojx0Ha3FRUVUKvVbNft5uaG4OBgJCcng8fjISQkBD4+PmhtbcXly5dRX18Ps9mMxMREWK1WJuBLRHBzc4NGo8GpU6eg1+vh7Oz8yMvx+Xw+dDodLl68yNoQCgsLUVlZyTieLRYLU2MICQmBv78/zp8/D6A9FdbS0oL6+npotVpYLBamauHk5ITAwEC0tbWhuroajo6O8PHxQUFBAUpKSqBSqVBXV4eMjAxIJBL06tULUqn0kXwHnHSVQqFgp43u3bsz1rGQkBB069YNra2tTIXHZDLBx8cHtbW1kEgk8PT0hJOTE5ydndHW1oZTp05Bp9NBKpU+9Oe/E4xGI4qLi9Ha2gqVSoUzZ86wZ+dazvh8PoRCIZKSkhAYGIiMjAzGIcxl7biCOk4WjEvBtrW1oaSkhLGLVVZWorS0lCkUCQQCODg4wNXV9ZHNq5zCDRHBarXC0dERYWFhSE5OBtB+5cH5LCMjgwmFR0VFobW1FY6OjpDL5bC3t2cqK6dOnYLJZHo4rFsPsku4evUqde/e/Ta2+I6v5cuXs8bhtrY2OnfuHH388cfUt29f1qweGhpK06ZNo8LCQmpsbGTv5xrqOa7Lw4cP0/Lly6lv376s1Hj16tUPvEvojI0dYbVaafz48TbFAR2LYy5dusROKx9//PFtRSECgYBkMhl98sknVFlZSQaDgS5cuEBisZgx3xw4cKAzj/KnbWxubqby8nIyGo2seOtuPuReXJGBUqmk48eP27TTuLu707fffktHjx6lGzdu0BtvvEHJycl0/fp1ZiPnx4qKCrp58yYplUrGdfnxxx9TQ0MDXbhwgS5dukQ6ne5Ou/su29Fu3ryZ3n77bVq6dClt2bLlru87duwYzZo1iwIDA8nDw4P27t1Lp06doiNHjtDBgwfp0KFDpFQqbbgu71J41lk8sI2ZmZk2u+w7vQYNGkSvvvoqlZeX0+XLlykwMJBkMhmLaYFAQGFhYTRo0CCaPXs2ffvtt5Senk4NDQ2Unp7O/Gi1Wumtt96i/v3725BePGpu5w8//JCeffZZ2rx5M507d44V2N1KmHD06FGaNm0aK2CbP38+vf766zR37lzatGkTXbhwgdRqtQ2H8J/EA9tYXFxM//jHPygpKcmGRa3jSyqVkq+vL12+fJkuXrxIMpmMpFIpY17j5ia5XE4xMTG0dOlSOnXqFDU2NjI/zpkzh9ra2mjJkiU0YsQIksvlJJVKSSaT0dq1ax+qjbfi2LFjtGnTJkpLS6OjR4/e9X0bN26k0NBQZuuGDRvo22+/pTfeeIM+/PBD+uqrr6i+vt7Gj39iLN7Vxk6fMDuKGTs5OWHAgAFwc3ODn58fK3fuiF27dqG8vBwLFy6EQqFAYGAgNBoNKwHnPqdbt25wd3dnOfODBw+yUvGTJ0/i1VdfxbBhwxAXF4eNGzeitbWVPTwAppbA5ee501JX73I5DU+j0Wjz900mE+OefPnll9lzcKeXl19+GWVlZfjuu+/YDm758uXIzs5mn2UymbB27VqcP38eixYteih8shwOHDiA9PR0vPXWWwDaN0yDBw9Gamoq1q9ff5sfuffodDoQEUJDQ9mdwMyZM5GUlITk5GRIpVKIRCKMHj0a0dHR+P7771FSUgKj0YgTJ05g3rx5ICI4OjrihRdeQFtbG4iIZRZ+/vln2NnZ4b333kN6ejp2796N6dOns3aHrkJ4eDjkcjns7OxQV1eHefPm2fy7s7MzkpKScOnSJVy+fBlTpkxBaGgoa+Rfu3Ytxo0bh0GDBkEoFNrolXIx8ShgNpthtVqZrqVAIMDw4cORkpKCtLS02/zI3XX169cPHh4e+M9//oNffvkFO3bswLRp0xAdHQ2ZTAahUAgHBwf4+fnBxcUFX3/9NXJycpgf58+fDxcXFwwcOJBlmTqira0NQDuZACeELBKJuvzEMnDgQERGRiIkJAQVFRWYP38++zc+nw8/Pz+88sorEAgEcHZ2xuzZs+Hi4oIePXrg+vXrWLt2LWJiYuDn58dO2ABY+9Vf0bjv7OyMJ554Av3794der8e6deuYihAHjijik08+ga+vL9577z2cPXsW+/fvx+jRo9mJzGAwoLa2FqGhoRAKhVi5ciVyc3NhNBpx+vRpvPbaa5BIJIiIiEBZWRmUSiVUKhUsFssjtTksLAwKhQJms5nxkHeEj48Ppk+fDr1eDx6Ph5kzZyIyMhLJycm4evUqjh07hqlTp6Jfv34wm81M45eIYLFYWEtdV+G+FkxO7sbBwQG9evVCdHQ0BgwYgNOnTzMWFw4XL17EtWvXMGnSJLi5uUGhUMBisUAoFCIkJARyuRxA+2UvJ51lNBpx5swZXL58GUKhEHl5ecjNzcXAgQMREhLCvoRbnwv434J5qzBzV0EqlcLZ2Rl6vZ4JO5tMJpjNZvz0008oLCzE3LlzIRKJ2OLh7u6Ov//978jMzMQPP/zAhHq3bNliQ3huNpuxd+9eXLp0CbNnz4aTkxOAO4tK/1lkZWVh586dePnll8Hn8+Hg4ICkpCTMmTPnjn7kiiJaW1uh0Wjg5uYGZ2dniMVijBw5Ek899RR7LxEhOTkZiYmJ+Pzzz5mNV65cwZUrV+Dq6go/Pz88/fTTbKLlFsyzZ8+yasQbN25g48aNGDlyZJcvmP7+/qxirqamBhs2bGAFFwaDAQqFgokPV1dX44knnsDw4cNZFfAvv/zCSNaNRiMTTO64C+X8xsWIvb19ly8Yt362s7MzkpOT8corr+DkyZMoKCiwGQcNDQ1oamrC1atXkZiYiBdeeAEGgwFHjhzBqFGjWMGZ2WyGTqeDo6MjAGDv3r1sA8v5ccmSJYiKirqtepTbWAGAo6MjLBYLjEYjBAJBl9sfHx/P5NTy8/OZHzkbEhMTMXv2bIhEIsjlcqSmpqJ79+7Q6/Wor69HcXExzGYzXF1dGUMQZwMnas5tfB8VpFIpevXqBRcXF3h6euLUqVMoKCiwmQe4Hu6ffvoJvXr1wokTJwAAe/bsQZ8+fTBw4EBERUWhqakJFy9eZBKI27dvR25uLgAgJycHOTk5mD59OoKDg+Hq6gqTyYSGhgY2n3Kbv4e9cfD19WXzdlFR0W3jMTY2FlOmTGFXO2PHjsXgwYOh1+tx/fp15Obmwt7eHkFBQaitrWXE+txnWq1WtqHsCnR6wRQIBLC3t2e0aRMnTmT6eR999BHefPNNmwGq0WjQ1taGTz75BDKZDGlpafD09ISzszP+/e9/47fffgMADB06FJ9//jmA9kng+vXrMBgM2LVrFw4ePIi0tDQUFhbC1dUVy5Ytw9mzZ/H++++zv9NRR5E7BXa1k3k8Ht577z0sWrSIDUoiwqeffoqff/4ZANj90d/+9jckJibio48+wqVLlzBu3Dj07NkT6enpkMvlaGpqum3R73hK4f7ew8K8efMwdepUxuJ/7NgxyGQy6PV6fPTRR3j77bdt3s/ZyJ0sgoKC4ObmhjfeeAPr169nvhg6dCiWLVsGPp9vQ+/H7dgBQKlUso0Hd0/EVV1v3LgRPB4PIpGIKWsEBwd3uf1ubm5Mi3PcuHFMc0+n0+Gf//wnRCIRpk+fDrPZDKVSCW9vbxQUFGD27NkICAhAeno6Dhw4gOeee461Mej1eqjValRVVbHNkpOTE65fv26jatOV6Dgeu3fvjv379zPigL///e8YOHAg+vbty6jqli1bhm3btmHdunXo1asXRo4cifHjxyMxMRFfffUV3n33XQDAkCFD8Omnn8LOzo41/nPUh1x7UHZ2NqOtFIvFbPPDUV1y/y0UCtkzdjUcHBzY5uSJJ55Aeno6gHY//t///R+bKGNjYxEQEAC5XI7a2lq8+OKL8PX1xcmTJ1FfX48tW7Zgw4YNKC0tZXR4TU1N+Pjjj1FWVoZ169bB1dWVfQ8Pk/ZQJBIhMDCQtVO99957mD9/PhwcHNiccOucY7Va4e/vj5EjR2Lr1q3YuHEjJBIJBgwYgKVLl7Ks2J30Znfv3g03NzekpKSgvLwcJSUlj2yh5NCR4GLo0KFIT08HEUGr1WL69Ong8/lwc3PDhAkT0K9fPygUCpSWlmLmzJnw8/NDeno69u/fjylTpqC2thZKpZKNx5qaGvz2229obW3Fiy++CKlUyuLiQe37wwVTqVSiqKgIfn5+LBVnNBpRWVkJsVgMqVQKOzs7yGQytLa2Mk7JtrY2tLS0wMHBgQUZN8jLy8tx48YNhIeHsy+tpqYGNTU1cHV1Rbdu3ZCQkICamhokJCRAIBBAr9cjJCQE5eXlt33h9/r/zuBONt6KwMBAmEwm5Obm3rH9gaid/YVLEQcFBaGtrQ0ZGRkICQlBQkICcnNzkZ+fz9h9wsPD0dTUZMPjyj1PYWEh/P39u6wkmrPR29sbcXFxMJlM0Ol0sFgs0Ol0aG5uhlQqhYODAxoaGuDs7IyQkBDWQlFYWMgWTKFQCKlUitLSUrZrDQwMhJ2dHSoqKli7SnR0NBwcHFBbW8v8xgmHcyczAKzthPOdq6srE8O9HxC1cw5zIt93QsdTkaurK1s8tVotJBIJ+Hw+vL29WZqO2wjZ2dmx0v7du3fj8uXLqKurg729PeLj4+Hv7w8ej4eioiKYzWb07t0bSqUSWVlZXbpY3ilWObs5nlitVsuyIJzoMCfaXl9fz+S9XF1dWU8ilw0ICgqCQCBARUUFysrKYG9vDy8vL3Tv3h0tLS2ora1lbSbh4eFoaGjAzZs37/j98n4XXL9fcP147u7ukMlkd3wP518iglQqRVhYGKxWKzQaDUQi0V3T4xzndUJCAvbs2YOsrCzk5uZCrVYjPj4evr6+sFqtTLye+14f1ni8dV7luKc9PDyYMHJVVdVtJz8OHTMbVVVVqKurA9A+Hl1dXVFeXo6ysjLo9XqWguXmnMbGRlZ09zBSsfeTFuXk6GJiYmA2m6FWqxmnLZc95OarjtzlCQkJ2LFjB7Kzs9HU1ASBQHDbeKytrYXJZIJSqURBQQH8/f0fvMDybpebv79Ya8BXX31FRO0FMJmZmeTh4UHJycm0cOFCmjVrFj3zzDPk4uJCkydPJqvVSkqlkqqqqkipVNrwS3JSOwEBAZSXl8cYUT788EPq1asXZWVlkVarJaJ2zk6lUknp6el04MABKigooLVr13Z5kcGtNt4NVVVVFBgYyNglOhYBxcTEUF5eHn3wwQckl8tpz549VFRUREFBQYxLduHChSQSiZh6RFNTkw2PK8cl29nneVAbOWmvtLQ0kslkNHbsWPrpp59oxYoV9Oabb5KHhwfz4yuvvMKeLzExkVpaWmjr1q00YsQIJh0FtKvTcDbK5XL67rvvGNcvZ6OLiwt1796dPvjgA/rnP//J/KjT6WjSpEk0ZcoU0uv1pFQqqbCwsGPcdMpGvV5PtbW1f8RnSkT/46Rsa2sjrVZLzc3NFBcXR4mJiaTVahmf5+7du0mv15NWq2W8oh2/k/j4eGpubmbMNhMnTqTQ0FCqqamh3bt3E5/P79ICtbuNRxcXF+rbty8tXryYIiMjWYympqaSUqmkWbNmEZ/PJ5lMRkOHDmWtWjk5OTRkyBAC2tVNJk2axPzo6OhIw4YNo1dffZVUKhUdO3aMXn31VZo4cSJNnjyZMjMz6auvvrIZj3dRKbkvGy9cuECTJk2igwcP/uGXxrXUpKen06+//kq7d++m4OBg5seMjAz64IMPKD8/n0lGcX7kxiOfz6fExERqbm4mrVZLarWaUlJSyN/fn2pqalj7woYNGx6aH4mI8vPzaezYsfTNN9+Q1WqlmpoaOnfuHPn7+zN/cuoz+J2dp7m5mZYvX04ikcimSIgTDl+4cCGJxWLi8XgUHx9PjY2NtHz5cpJKpcTn88nHx4exXnX1vMrxSneGZYfzTW1tLZWUlFB2djZFREQwP65Zs4acnJzowIEDZLVaSavVsla8e43H1NRUCgwMpJqaGtq3bx85OTnRN99888A2/uEJMzAwEDNnzkRUVBT7mYeHB5577jlUV1fj4sWL7C5l6tSp8PLywg8//ICoqCgEBQXBwcHhtl1mSkoKEhIS4Onpye4IEhMTYWdnB4VCwX4mEAjA5/ORnZ2NkpISREVFwcHBAQBw4sQJ8Hg8TJ48me3Qrl69it9++42JpXYWgYGBeOmll+55X3b06FEUFRVh4sSJuHnzJvbt22fz71zjLZ/Ph0ajwbFjx1BaWsraENra2tCnTx8YjUZs3boVjY2N+Pbbb6HT6TB//nzs3buXtXF05nnuF15eXhg1ahRKSkqwZs0alt5wdnZGTU0NDhw4wEgjpkyZAicnJ6xcuRJXrlwB8L/TgkgkQnh4OMaOHYvevXtDo9EAaFda+OKLLxgPZnR0NLy9vVkJ/Pz583Hs2DGo1WpERkayNPSJEydgNpsRGRnJhMOvX7+OgwcP4rnnnkNERESnbbSzs2MFZXcDpwLB3dFRh0KxZ599FnZ2drC3t2d3eUR02x3kkCFDYLVasXXrVjQ1NWH9+vXo3bs3Bg0axO76ASA4OBjz5s1DXFzc/TnrHuBio0ePHixN6Orqir/97W9oamrC+fPn0dDQAIFAgKlTp8LNzQ1r166FWCzG888/DwcHB6b4IBKJ2O/GxcXBzs4OISEhKCoqYjzIYWFh6NatG+N4Hjp0KDZs2IDa2lrIZDJ2395xPHJZiezsbJw+fRpjx45FUFBQp2309PTEyJEjERAQcNf3GAwGVoTItYg0NTXBaDTi2WefhUwmg729Paqrq5Geno4nnngCPB7P5k5y4MCBMJvN2LJlC5qamvDf//4X8fHx6NOnj43PAwIC8I9//IOJGncFAgMDMWvWLJsxLpfL8fTTT8NoNGLVqlVobW2FwWDA3/72NxQWFt5xzuFO9EajEQ4ODnB0dMTQoUOhUCjw5ZdfwtnZGS+99BJaW1shFAqxefNm6HQ6zJkzBzt37oROp4O9vT1LnZ87dw6Ojo4YO3bsn27LsLOz+0PWMu6+kkt3C4VCtLS0oK2tDVOnToWjoyPs7e1hMpmg0WjYCVMikbDPuNd45MY3951Pnz7dZi27b/zRLoHof7yC3M7RYrFQa2srffzxx2xl9/X1perqajp27BjFxcXR5s2bO11mf6f3dOSJ5U6k1dXVtGvXLnay41o6OKxZs4acnZ077kw7tRPqzPP94x//oMTERKqtraWdO3feVu6dlJREWq2WKbh4enoy1YCvv/6aysrKqK2tjTQaDSUkJNzGXTl27Fjy9fWlqqqqzjxSR3TKxvr6ejp27BiNHz+eccPeuHGD+vfvT35+fqy1gNuN7dq1i3g8HvH5fBIIBGRvb099+vRhu8Vbm9O593c8TVl/FwHn1Ec62tjxOxSLxfTLL79QU1MT4xzm8Xi0d+/eLvUjEVFlZSUVFhaSyWQio9FIKpWKiSp3tOmLL7649RlsoNFoKD4+/jY/TpkyhcLDw6m2trazj/RANppMJqaFqNPpKC8vj958883bshWcduvbb79NOTk5VFxcTDU1NewkyI1tzvbq6mravXs3FRcXs79lMBiorKyMCcHfzY+3ahKuXLmS7O3tad++fQ9k473QsYGdUzu6ceMGnTx5kpRKJbOns360t7cnFxcXRpoxdepUioiIeOh+vBO++OIL4vP5xOPxyM/Pj817HU+QAoGAkpOTSafTsTlHoVBQnz596MKFC7R27VoSi8X01VdfkdVqpcLCQtq6dStTjbrVj7t37yaxWEwuLi4UHBz8yITAOWFyi8XC/JiVlUV79+6llpYWtg509OOd1ou7jceOJ8z7xIOdMAHcdh/EVVdymmrz589Hv379YLVaERQUhJUrVyI0NLTT7R13eg/3Mx6Ph8WLF6O4uBgLFy5EWVkZHB0dQUS37V6efvppBAUFoWfPnp0xq9Pg8XiYP38+SkpKsGDBAlZJOnPmTIwaNQpZWVmQyWQwGo146qmnsHfvXgiFQgiFQri7uzNaKu4k889//pOdtAICAqDRaPDmm2+irKwMixYtQkxMDBYvXtylNjg7O6NHjx42Tcl+fn74+OOPsWXLFnz55Zd48803MXjwYLi4uCA5ORl79uyx8Q3XdgDcHhPc+zvumLnqNO6S/a233kJxcTFeffVVEBFmz56N3377DYWFhayV5vTp0+jRowf27NmD3r17d+l3ALQX/TQ1NeG1115DcHAwZs+ezZ6VK1hqaGjAoEGDbnsGg8GAlpYWm7af0NBQfPzxxwgLC4PJZMK//vUvqNVqVgX+sMDd03LFNT4+PuxvpqamIj4+Hmq1GmFhYdixYwdrN7Czs7O5U7p17Lm6uqJPnz42NgoEAnh4eLB75rfffhtFRUV49dVXUVxcfNdnTElJQXBwMJKSkrrcfkdHRzQ3N2PRokXMj76+vvD09ISDgwN0Oh1KSkrQs2fPe8YSj8dDZGQk/Pz8MGPGDISGhgIAFi1aBJVKBalUyu7hHiWICG+99RYSEhLw3XffwcHBATt37rTRd+TGY0pKCgIDAxndY1hYGORyOdatW4ekpCRYrVbU1NRAIpHghx9+QHBwMBuPJSUlWLRoEezs7DB//nym59tRJ/VhQiAQoLm5Gf/+978RFBSEl19+GcHBwejWrRukUim0Wi1yc3MRFxfH/MjFLP1+euxYWMiNx/DwcBARFi9ejNbWVlar8GfxwPpD3MDj8/lITEzEoEGDYDQa4ezsjMGDB3fJw3FISkpCt27dsGDBAjQ3N7MFk0vZcggMDHxo/I/x8fHw8PDAyy+/jNraWvB4PMTExCAlJcWmBzQgIIAVMwHtTuV6pzhER0eDz+djwIABrPimV69eCAgIwKJFi27rbesKCAQCJtnFwdHREQMGDEBmZiaA9u/5iSeeAAAoFAqkpKR0+vPv9v6O/unduzd8fHywcOFCeHl5YdasWcjLy0NhYSFLo1ZVVaF79+7o1avXA9n5R+A2L7/99hs0Gs1trREcCbSvry+roOVgNptZwRb3vM7Oznj66achFAphMpnQs2fPRyIg3bHSj8/nw9HRkVXEcn2jJpMJLi4uGDNmTKc/VyQSMX7hjn+rY9xw43HhwoWsHYN7jo4ICgq6r1Ts/UAgEICIcPr0aSZdxqWHiYixVvn4+GDAgAF3/AwiYpW97u7uGDlyJIRCIYiIbboNBgMj53/U6N27N/r164c9e/YgLCwMY8aMuWMBTVBQEAIDA22+f64gkyua0mg0EAqFeOKJJ5gtnFDAokWL4OPjw/o4fX192ZXFwwaPx4PZbMapU6fQ1tbGCkg7PndtbS0CAwMxZMiQ237/Vt9waW1OoqyrN2t/pFbyGI/xGI/xGI/xGAAe/lb4MR7jMR7jMR7j/w/weMF8jMd4jMd4jMfoBB4vmI/xGI/xGI/xGJ3A4wXzMR7jMR7jMR6jE3i8YD7GYzzGYzzGY3QCjxfMx3iMx3iMx3iMTuDxgvkYj/EYj/EYj9EJPF4wH+MxHuMxHuMxOoHHC+ZjPMZjPMZjPEYn8EfUeJ2mAdLr9Th58iRcXFzQp08fAO00Y5yw66BBg3DgwAFs2LABw4YNg5OTEz788EPU19dDpVJh+vTpGD58OBYvXoySkhLw+XxGv7dt2zY8/fTTD0I51hlxzDvaWFRUhLfeegtPPvkk/vnPf7Kfm0wmptHGPuB3Wjyj0YhDhw5h8+bNeOKJJyCVSrFo0SJ069YNzz33HMLCwuDv74/IyEgYjUYmlsqpRLi6usLDw+N+7XxgG++EB/Hj+++/j4aGBrS1tTE/Ll26FC0tLejXrx8aGhpQVlaGtWvXYvjw4bfR0T1MG1taWnDs2DGmSfpHUKvVuHHjBjIyMnD8+HEkJydDLBZjyZIlUKlUAIDp06dj7NixSEpKAhEhMzMTgYGBiImJuS+jbsED21hSUoJ3330XTzzxBF544QX28zvFqtlshl6vR319PU6dOoW9e/di2LBhcHBwwGuvvQaRSISkpCQMGjQICQkJSExMhMViwdmzZyESiSCVStG9e3e4uro+Uj/W1dVh69atiI2NZdSber0ep06dgouLy125Yvfv389i1dvbG9XV1cjOzsbGjRsxe/ZspKamIjg4GBaLBTdu3MC1a9dw6dIl/Pvf/2a0akSd13X8Mzbq9XqUlZVBLpd3Sq9Rp9OhtLQUv/32Gw4ePIj+/ftDLBbjnXfeYVScXKxyijmXL19GUFAQoqOj/4xI9F8+53z88ceoq6uDUqlkc86bb76J0tJSAO2Ula6urli3bh2GDx/+ILbe+RfuxspO98E4T9SuFent7c10ETkG+YSEBKbkQdSucpGSkkIAGCM/blH+4F5SqZR8fX3pwIEDTMPuPtFlrPrcszc1NVFra6vNzzldxdLSUmpqamI6bCKRiMRiMQmFQqbV9swzz1BRURFdvHiRJBIJCYVCcnZ2pnfeeYcOHjzYKe24h2nj3fyYmJh4Vz/+0YvP55NYLKYtW7aQSqXqlILNw7SR6M4KORaLhW7evEmpqam0bt26e9oolUpp3759tGfPHhKLxbRgwYIHseuh2Wi1WqmlpYXa2tpsfq5UKunmzZu0cuVKOnHiBFksFho3bhzx+Xyyt7dnSkDu7u4UFRVFly9fpnPnzpFYLCZfX18aOnQoHTlyhJRK5SP3Y0fFJKL2WPX19aUJEybc849yNgoEAnJ3dyeZTEYASC6XU3BwMK1Zs4ZpSs6fP5+p6zwgujxW7wSr1UoVFRX01ltv0d69e+8Zq2KxmDZt2kQbNmwgsVhM8+bN+/+UjfdaO3r16nXHOadjrN7pFRMTQ7NmzaJLly516drxwOTrt8LZ2RlLliyBt7c3gHZSXLPZDCKC0WhEXV0dcnJycPToUeTk5LD3cOBOlJy2JrfbGD58OLp37w47OztGlvxXobW1FR988AFCQkLw8ssvA2jfcPD5fIhEIri4uKC8vBzHjx9HVVUVsyUsLAypqakICgqCt7c3CgoKYDAY8Omnn7JdfktLCyoqKrBt2zb4+/t3OYF9Z+Hk5ITXX38dPj4+ANpP2kVFRVCr1eDz+bh06RKKi4tx8eJF5seOkMvlcHJyQl1dHQQCAbp37w61Wo2mpiZIJBJGigzcWaXmUUClUmHZsmVMH4+D1WqFVCrF0KFDUVVVhfnz59/RxoiICAQFBTFNyGXLlqG5uRnz589nWqCALUH6o4ZKpcIHH3zAFCCA9lgVCoVwdXVFv379UFxcjPfeew95eXlMl9DX1xfJycmIiopCYGAgbt68CYvFgmXLluHixYs4duwYbty4AZFIBJPJBA8Pjy7V+7wXbs28iEQiDBkyxEbswGw24+effwYATJ06FWfOnMGuXbuYH6VSKQwGAzQaDfz9/REYGIiLFy/CyckJn3zyCby9vZGZmYnw8HC4uLgwNYz/r8Uq0B6vJpMJx44ds5lXOyI2Nhbh4eEIDAyEk5MTPv/8czQ2NmLhwoWYMWMGYmJi/tI5FWhXQXr//fdvO1XT75k7i8WC48eP2/iR05y9FTweDyKRCFFRUZg8eTJ8fX0fJBNyV3TZHaajoyNefPFFjBw5ElarFXq9Hmq1GkKhEHZ2dlAqlTh37hy+/PJLdmzuCC79KhQKIRaLIZPJEBcXh6lTp8LPz48x0nOT7aME9ze1Wi127dqFEydOQKPRQKPRQKvVAmgfzPb29qisrMTx48fR0tLCFC38/Pzw/PPPIyUlBQMGDEBNTQ1aWlrwwgsvoF+/fhAIBGhra0NNTQ2OHTuG7OzsR24jB6lUimeeeQZDhw6FTqdDUVERsrKy2OYmPz8fR48evasfnZyc4ObmBoFAAJFIhJCQEHTr1g3Ozs42Kh9/JbRaLX788UccOXKE+ZB78Xg8REREoLa29o428ng8dOvWDdHR0aitrYVarcYLL7wAJycnbNiwATdv3oRarYZOp2OC4H8FtFotduzYcVus8ng8ODg4ICgoCHV1ddi0aROqqqrYpOLu7o7hw4cjJSUFY8eORWVlJerq6vDCCy8gPj4eSqUSJSUlyM3Nxfnz53Hz5s2/zEZOnDwsLIz5r62tDSdOnMDp06ehVqtx8eJFrFmzBhUVFbC3t4eTkxMTtXdzc4O/vz9yc3NRVVWFF198EZGRkSgsLERLSwt0Oh0sFovNxv5R426xqtPpoNfrYTAYkJmZedfxGBAQgJ49e0Iul8Pb2xsvvvginJycsHHjRhQUFLDP/CtjVSqV4p///CdGjx4NoF0MW6fTQSQSQSQSwWq14sqVK1i7di2zkROc7gixWAwHBweIxWIEBgZi8ODB8PT07FL1oK5betG+42tubkZ+fj62bNmCc+fOMZ0ziUQCmUwGf39/NDU1wWQywcfHB3q9HjU1NTCbzeDz+ZgwYQJ4PB4OHToEnU7HFLeBv+ZEotFooFKp2P3i3r17ceHCBQwcOBBEBLFYjG+//RYAMGfOHNTW1qKpqQnPPvssunXrhvXr10OhUMDf3x9paWk4evQo3njjDZhMJowcORKDBw/G6dOnsWrVKuzcuRN6vR4ODg6P3E4OfD4frq6uOHv2LN577z3U19dDq9Xi008/hYeHBy5fvgytVst8YmdnB4VCAb1ej7q6OtTX16O5uZnpfx47dgy9e/fGnDlz4OvrC5PJxDQy/yq4u7szP3LST3w+H3FxcbBarTh//jyampoAgCnRG41Gpu+ZlZWF69evQyQSwd7eHqtWrcKTTz6J06dPY/Xq1fjss88QFRWF3r17Y9asWY/MLrPZDKPRCJFIxGI1IyODxapIJMIHH3wAq9WKd955BzU1NaitrcWgQYPg6uqKEydOICAgAKNGjWKx+tJLL4GI8OSTT2Lw4ME4efIkPvvsMxw6dAh8Ph/Dhw/H5MmTH5mNHSGVSjF16lScPXsWw4YNg8lkglAoxNKlS2G1WjFq1ChUV1cDAPr16wd/f3+EhISgoKAAP/74IwoKCtDc3AyVSgWlUolnnnkGTz/9NP7+97/jgw8+QHFxMdavXw93d/e/xD7g7rEaHh4Og8GAs2fPQq1WA2hfMOzs7KDRaNhJ67fffkN2djZ27doFe3t7aDQaFqtr1qzBZ599Bm9vb/Tt2xevvfbaX2Ynp2lptVqxYsUK7Nq1C4sXL0Z4eDhEIhGio6Pxf//3fzh8+DDq6uowYsQINDU14cyZM8z2NWvWwM7ODu+++y7Tau5qdNmCabVa0dTUhLa2NgD/2wFYrVZoNBqUlJTYaOcBYINYoVBALpdDLpcjMTERWq0We/fuRVNTEwoLCxEUFGQjaPsooVKpUFxcjKqqKuYA+r1Qh9t55ubmsvfL5XI4OjoiOjqaCfZywWtvbw87Ozu4urpCqVTiypUr6Nu3LxISEuDm5gaJRAIvL69OXfg/LJhMJhQWFqKqqgp2dnZwcnKCo6Mj+Hw+KzJobm4G8D8tOiKCVCpFeHg4xGIxBAIBnJycoNFokJmZCY1Gw1J+fzUKCwtZ8Q4R2Qh7FxQUQK1Wo6CgAK6uroiJiUFlZSU0Gg2Adt+Gh4ez6wY7OztotVpcuXIFcXFxkEgkqK6uRn5+PiIiIh75pkCpVKK6upqdirh7Fy6lyOPxkJuby4pYXF1d4enpifj4eDg7OyM9PZ2JnkulUtjb28Pd3R1qtRpXrlxBnz59WAqvtbUVoaGhXSbM+yCwWCyora1FS0uLTXETd6K+fPkyxGIxgoKC4OTkBDs7O+h0OgiFQoSHh8Pd3R0ymQzdunVjfgwICEBJSQmuXbuG0tLSu6b+HjaICEVFRXeMVaB9ztHr9WhqaoJMJoOfnx+amppsYrVHjx4wm82wWCyQSCTMxpiYGAiFQjQ0NKC0tBReXl5/eVrWYrEAgE2sWq1WqNVqZGdno6Kiwuakz10veHl5QSaTwc3NDQkJCTAYDDZ6qM7Ozkz0vktwt8tNus+L27a2Nlq7di3t3r2bLBYLGQwGampqot69e5NYLCaRSEQCgeC2y9ng4GB65ZVX6OjRo9TW1kYGg4HOnz9PYrGYfHx8aPDgwXTmzJkHuLMl+gPbOmXj0aNHadq0aRQWFkYSiYTEYjFNmDCB2traSKPRMBuTk5OpsbGRNBoNabVaMplMVF5ezi6zrVYrmUwm0ul0pFar6fTp0yQWi2n+/PlksVjol19+oZ9++omam5vv95K6Sy/ga2trafDgwTRnzhzSarWk1WqpsbGR+VEgENyxUKtv37506NAhys/PJ7VaTVqtls6cOUNisZgcHR3J39+fjh49+qCFBl1io9lspgkTJpBYLGZ+5PzV2NhI8fHxxOfzSSgU0rRp0yg3N5eGDRvG7E1JSSG1Ws1+p6WlhY4dO2YTqxEREdS7d28qLi6+3wKuP23jvn37KDU1lQIDA1mspqamsuKfpqYmSkpKooSEBMrJyaGamhrSaDSkVqvp5s2bpFAoaPz48WQ2m8lgMNxm46xZs6ihoYEWLlxIY8eOpaKiIlKr1Y/Uxo6oqqqiwMBAmjBhAotVbjyKRCICQCNHjqTvv/+ennrqKfLz8yOxWExDhw6l9PR0KiwspObmZtJoNCxW7e3tWXwEBQVRTU3N/TxSl9hotVrJaDT+YawKBAKSy+U0bdo0On/+PA0aNIiNx5SUFPZ+7pWenk5isZg8PDwoPj6e+vfvT6mpqVReXv7IY7UjuGJKlUpFRO1FlB3XDm79sLe3tykkDAsLo3nz5tHhw4eppaWFzGYzZWZmkkQioSeffJI2bdpE5eXl9/Mof2hjl50wBQIBIiMj0djYiC+//BIRERHo1q0bUlJSEBISgm3btrHdmlgsBo/Hg16vR1tbG65fvw4ej4ecnBzw+XyUl5fDYrEgJCQE48ePv00B/lHCz88Pw4YNg6+vLyorK7Fv3z60trbi0qVLCA0NhYeHB55++ml2HyQQCCAQCBATEwOLxcJ2TgDw22+/4fLlyzCZTKioqIDFYmG7KU4hXSKRwGQyoby8HA4ODpBIJHB2dn5kiu9isRhPPPEETCYT1q5dCycnJ6bUHhwcjK1bt7KTIpdFsFgsUCqVuHDhAq5evcpSrpwfY2JiMHz4cPj4+PylhVt8Ph9PPfUUZDIZtm7ditLSUmzfvh29e/dGQEAA/Pz80NjYiLq6OuTm5uLHH39EdXU1Sxfx+XxIJBKcOnUKV65cgdlsRkVFBcxmM0JDQzF+/Hjs3bsXGo0GYrG4a3e2nUBgYCBGjRoFX19fVFRU4Ndff0VNTQ2OHz+O2NhYdOvWDQMGDEBtbS22bdsGqVQKJycn2Nvbo7W1FXq9nsXj2bNncfnyZej1elRWVrK2Cq6+wNXVFU5OTiAiVFZWslhwd3fv0iKLe4GIoNfrUVBQgLVr12Lw4MGIiIjApEmTEBISgu3bt6O2thbnzp1DfX09TCYTzGYzRCIR/P39kZWVhYKCAtjb27PxGB0djSFDhkCj0cDR0RESieSR2NIRPB4PdnZ2ePLJJ1msVlRUYN++fUhMTISPjw+rCTAYDMjNzcXOnTtRX18PgUAAk8kEOzs7FquXL18GADYeu3fvjjFjxuDUqVNQqVQQCoUQiUSP3M6O9orFYhQXF+P48ePo378/wsPDMXHixNvWDu6KTqVSoaWlBTk5ObBYLMjJyYGdnR0bjy4uLoiIiICTk1PXPmxX7RK4ncKuXbtIKBTSiy++SD/++CM1NTVRZmYmicVitjtwd3cnhUJB9vb2bEfXcffAvf6/VKqv0+moqKiI4uPjqU+fPrRo0SJKT08ns9lMVVVVtHfvXtZCIpPJ6PXXX6dVq1aRXC6n8ePHk8VioVdeecXGPh6Px2zMyMigo0ePkl6vp6qqKtq2bRulp6dTbm7uH+3+unS3ZzabqaysjL755hsCQL6+vpScnEw5OTmUkZFh40eRSEQSiYQEAgG5urpSr169yNPT8zY/zp07l7RaLRkMBjIajffzOF1uo8lkopKSEvLx8SGZTEZRUVG0efNm0mq1tHDhQho8eLDNCZqLUQA0btw4MpvNNHfu3DvGqsVioWnTplFSUhLV1dUR0Z3bVx62jfn5+XTgwAHy8/OjgIAAGjt2LO3atYvUajWlp6fTqlWrSCgUslgNDAyk0NBQEgqFlJqaymK14/fAxarZbKbVq1fTa6+9RkqlkhoaGujEiROUnp5O58+f/6MTZ5efMH19fdlzLl++nHQ6HVksFsrMzCRHR0dycnIib29vUigU5OnpeU8bO845xcXFdOPGDTKZTPfzSF1qo8FgoKKiIvL29iZXV1fq27cvbd26lTQaDY0bN478/f1tTlwSiYQcHR1tYvXWOadjrD777LMUExNDtbW1f5mNHbF7924SCAS0bNkymxNjxznHz8+PwsLC7rhePIq1g0d0z3ul+750KikpweHDh3Hu3DkUFhZi48aNUKvVGDx4MMuvL126FGFhYZg3bx4rrhgyZAji4+ORmJgIJycn8Pl8XLt2DefPn8dbb71118bkP8B9NdhyO1CxWAwAMBgMyMvLQ1ZWFsLCwuDs7IzGxkYIhUK4ublh7969uHTpEpYuXYrm5mY89dRTMBgMsLe3x9q1axEVFYXU1FQAQHx8PPr164ewsDB88MEH4PF4ePPNN1FQUICMjAzMnj0bsbGxsLOzw5UrV/DNN9/gueeew5NPPgkHB4d7XWB3aRMx/b5r379/P55//nlWWXj48GGYTCYMHDgQer0eAPDWW28hJCQEr7/+Otra2iCRSBAQEABfX1888cQTcHNzg0gkQm5uLjIzM/H222+jT58+XddE/AA2ZmRkoLq6Gq2trWhra0NdXR2qqqqgVCoxbdo0tLS0YObMmTAYDACAd955ByEhIViwYAHEYjF69eqF/v37IzQ0FG+88QasVitef/11VFRU4Pr163j66acREBAAg8EAuVyO7t27w9nZGVKptEtt5O4ouTtko9GIkpIS3Lhxg52m/P39IZFI4ODggF9//RVXr17Fv//9byiVSowdO5bdwy5ZsgQhISGYO3cuBAIBEhMT0a9fP4SGhuI///kPiAhvvfUWiouLcenSJYwbN46Nh7y8PPz000949tlnMWLECHZX2BU2/hH0ej3S09PR3NyM+vp65Obmora2Fp999hl4PB7ee+891NXVoaGhAc8//zy8vb2xYsUKWCwWeHl5oW/fvoiKioLZbGZ3oNevX0dGRgYWLFiAnj17QiqV3m+8dpmNFy5cQHl5ObKyslBaWorMzEx4eXnBw8MDkydPhlKpxPz581lB2n/+8x+EhoZi3rx5jICC8+PixYthMpnw8ssvo7a2FkVFRRgxYgR8fHxQWloKhUKBgQMHshqMR2VjR9TW1uLixYs4e/YsCgsL8cknn0CpVGLYsGHQaDQwm8344IMPEBYWhpdffhmNjY0AgKioKISFhWHs2LGsQOvatWu4cOGCDQHFfeKONnZ5GZGnpyeGDx8OALh69SoaGhpgNpvRrVs3yOVyAEB4eDiSkpLg5+cHNzc3EBECAwPRv39/9OrVC4mJiUhMTITRaMTevXuRn5+PpqamTpd3E9EDlYJbrVabYgmz2YzW1lZUVlZCpVKxdEZUVBQiIyNRVVWF/fv3o6KiAgaDgbVPcGlYe3t7eHt7w2QyYd++fZBKpXj66adZsUF8fDyrumxsbGRVjlqtlhUycAU3jwo8Hg8SiQRyuRx+fn6wt7eHUqlkTD4KhYIVYAUHByMuLg7e3t6QSCRQKpVwc3NDTEwMYmJiEBsbi7i4OBiNRhw4cAB5eXmoq6v7S8v0KysrUVpaipCQEERGRiIgIAClpaU4dOgQhEIhfHx80K1bN8hkMmZjTEwMxGIxamtrsX//fuZHuVwOiUSCqKgo2NnZISsrC05OTggODkZLSwuam5thMBgeir1cjHeMVbVajbq6OjQ3N0On0yEyMhJxcXGIi4tDbW0tDh06hKamJvB4PPj6+sLJyQlWqxXdunVDaGgo5HI5VCqVTay6urrC2dkZcXFxLFbNZjMr6mppaUFNTQ2ICHK5/JFdHQDtbSUxMTFITk7G8OHD0draikOHDqGwsBAajQYJCQkIDAyEQCBAcHAwYmNjERERAT6fz2wcPXo0+vTpw1iNjEYj9u/fj7KyMmg0GvzBgeKhory8HEVFRfD29mbFV9nZ2Th06BBcXV0RFhYGHx8fyGQyNof26NEDQqEQtbW1Nn7kYpXrWc3KyoJcLkdISAiqq6tRU1MDvV5vc4X0qKFQKDBmzBjo9Xr8+uuvUKlUEAgE8PX1ZWtH9+7d2drh6uoKAPD19WX+414mkwl79+5FVVXVfRVuaTQaxpJ0R9zt6EkPeKzmilteeeUVEovF9MYbb9DmzZupoqKCli5dSgBoxowZtG7dOiouLqYNGzYQAPrss8+osbGRRowYQT4+PqRQKMjZ2ZkAUGxsLE2ePJmampo69QxcgcMf2HZHG7ljvMVioba2NmptbaXW1lbS6XRUVlZGcXFx9I9//IOMRiPNmTOHeDweubu707Bhw6ikpITee+899rP4+Hg6c+YMrV69mgDQqlWrSKPRUO/evUkikZBCoaBXX32VqqqqaMqUKRQfH0/V1dWk0+movr6eMVz8Abo8PWK1Wkmr1VJNTQ1NmzaNeDweRURE0MSJEykvL4/efvttAkChoaE0bNgwOnr0KH366acEgN577z0qKCigQYMGkZeXF3l5eZGTkxMBIBcXF0pISGDpyvtAl9hotVrp3XffpWHDhpGPjw/16dOHlixZQr179yYA5OHhwfzIxaqLiwspFApycnJiqSHOj/Hx8WRvb08eHh60cOFCGz+WlJSQTqcjs9nc2dTQA9vIxWpbWxup1WrKz8+nX375haKiomj8+PF07tw5mjJlCnvWW2PVw8ODunfvTjNmzKDRo0fb2NirVy8Si8Xk5eXFbJw0aRLFxsZSRUUFqdVqqqur+0titaamhhISEmjatGlsPAIgHx8fGjNmDDU2NtKKFStIJpNRREQEPfXUU5Sfn0/ff/89s1Gr1dKIESNIoVCQQqEguVxOAoGAvL29qX///lRfX38/j9RlNlqtVpo1axaFhoaSi4sLyWQycnR0JKFQyHx2a6y6urqSQqGwueK6NVZdXV1pwYIFVFVVRZMnT6a4uDjKz8+ntra2+2H/eSgpWQ6LFi0iDw8PSk9Pp+bmZqqtraX33nuPANDixYvpwIEDVFZWxtaOTz/9lGpra2nYsGHMjzKZjHg8Hq1atYpyc3M7nVpfv349LVy48K42dtnt/K28jjweDxaLBdeuXYNWq4VEImFNp/n5+SAiODo6Ij8/HwBw8+ZN1gd2a0rAw8MD3t7enS4msLOze+AGeS79olQqcezYMfD5fAiFQlitVjQ2NqKsrAyBgYGsOIKI0NjYiNLSUly4cIHZ6O/vj4CAANy4cQNFRUUA2kvBjx07BqvVCi8vL8TGxiIqKgrdunVDbGws+Hw+Tp48CYlEwj7bzs4OgwYNYieehw29Xo8TJ07AyckJcXFxEAqFICLU1NRALBbj4sWLqKioAADU19ezpuKSkhLweDwUFRXh3Llz8Pf3h5OTk40feDweXFxcHil5Af1++qqpqUFJSQlu3ryJqqoq1NXVwcvLi52sALAy+45+5EgIgP8xU129ehX79u2DSqWCo6MjkpOTER0dDW9vb+bHc+fOQSqVQiAQtN998Hjo37//Q2mP4mKVx+NBKBSisbER1dXVqKiogJeXFyutt1qtt9lIRHBzc4O7uzsaGxvZFcm1a9dw8OBBGAwGuLm5ITEx0cZGe3t7pKen/2Wx2tbWhsbGRtTU1CAwMNCmkb2+vh6FhYWMlUiv16O2tpb12HJtYFevXsWBAwfg6+sLBwcHNqY5EhW5XI6GhgbweLxH2otZV1eHsrIylJWVobGxEUqlEj4+Pujfvz+ys7NRUFCAhoYGlJeX28SqVquFwWCwIVvIycnB/v37Waz2798fMTEx8Pb2RlxcHOzs7JCZmQmpVAo+n89ideDAgY90zklPT4eLiwt69erFGIzS09NRUVEBiUSCkpISAMCNGzdARFCr1cjPzwePx0NhYSHOnDmDwMDA2545MDCQxWhn4OXlxcb7HdFVu4Sqqiry9/eniRMnksViuWNhxN1eHI+lTCajrKysP3tZ2xEPvBPKzMwkqVRKQqGQpFKpzSXz+PHjiYjueKHOvdavX0/nz58nhULBfubi4kKBgYGUmJhI//jHP2yKeThuSIVCQTwej+zt7YnH45FUKqWsrKyHYuOdUFlZSd7e3jR8+HC6fv06Pfvss53yIffMfD6fHB0d6fjx49Tc3ExWq7Ur/PnANprNZmpubqYNGzZQcnIyyeVyGz/+UazKZDJyd3e/K+dxr169SKPRsL/X0Y9isZgUCgU7pV65cuWh2MjFqkAgILFYbMOxOX78eLJarfeM1TfeeIPWrl1Lrq6uzE4u7gMCAmj8+PGk1WqZH81mM5WWlrLY5v7eo4zV69ev044dO8jV1ZXGjh1Ler2e5s6de9diEB6PxziNOW5n7pkzMjLIaDSyWOVeGo2Gtm/fTidPnuzsY/1pGy0WC+3bt48mTZpE3t7e7DnHjRtHJpOJnaLv9PL09CQ/Pz8b/3ecS5KSku4aqwKBgGQyGUmlUnJxcaHLly8/NBtvRXV1NYWGhtIzzzxDRETz58//w6IezjaBQEBCoZDkcjllZ2ffz5/9I9zRri4r+tFoNNi2bRsrovD09GSrfWVlJdasWQOdTger1cq4YufNm4eSkhJs3LgRQHtryoQJE+Dh4QGgvRBowoQJSEtLQ0VFBf71r3/d767nT6kjbNmyhT3X119/jZycHEa7NGLECHh4eLDTCYcTJ05g165dGDp0KEJDQxEZGYnc3FykpaXh2WefxeDBg/H1119Dp9Nh6NChGD58OFJTU5GWlobz58/j559/RlhYGGbMmIHt27fjwoULOH36NBISEu52P9SlF/AajQZbtmxBZWUlCgoKEBAQwIgU6urq8NNPP6G5uZnl+eVyORYuXIjS0lJs2rSJfV+jR4+Gh4cHhEIhBg8ejHHjxmHDhg0oLS3F5MmT4enpyfhqO4EHtpGovSCmuLgYOTk5+OSTT5CVlQUACAoKwujRo+Hp6XlXP3Lcq6+88gpKSkqwfv16TJw4EcnJyfjiiy9gNBrxt7/9DUOHDsXYsWOxceNGXLhwAT///DPCw8Mxd+5cnDp1Cjdv3sR3332HiIiILreR8wvHRPTNN98gJycHPB4PISEhGDVq1D1jNTExEQEBAejfvz9u3ryJtLQ0TJ48Gf3798fXX38Ng8GAp556Ck888QTGjx+PtLQ0ZGRkYMuWLbfF6okTJ5CQkHC3lpoui9W0tDTk5ubCz88POp0OlZWV8Pb2ZkQK3LzG2fjiiy+iR48ecHBwwLVr17B27VrExsYiJCQE7u7ujBmGm3PWrVuH7OxslJWVoU+fPliyZElnHutP20hEKCsrQ25uLpYuXYqMjAwA7bH69NNPw8vL665+FIvFcHd3x+zZs1msTpo0CX379sWKFStgMBjwt7/9DaGhoejRowcyMzNRXFzMYnXWrFkoLi5GQ0MDlixZgoCAgIdi463QaDTYuXMnamtrUVlZaROr5eXlWLlyJaPu48bjnDlzUFZWhg0bNoCI7rp2rF+/nq0d95ndebhqJRx2795NfD6fVq1aRRaLhXQ6HZ0/f578/PxYybOjoyNFRkZSZWUl7dq167YTHACmAKFWqyk1NZXCwsKourq6S3YJnbHRbDZTS0sL21mnpKQQn88nhUJBrq6u7N5Vo9GQRqNhp8UVK1YQ0N5yERoaStXV1bRnzx6SSqW0evVqam5upvj4eGbnnDlzqK2tjUaNGsXsnjhxIqnVapo1axZJJBK2A+5qG++F3bt3E4/HY6X6Go2GLl++TCNGjKDg4GC2w/Pz86OSkhLavn07azG5tS1jzpw51NjYSGPHjiVfX1/avn075eTk3M/jdImNnB+55+J24pwf1Wr1bX4UCASsgX3v3r0kkUho5cqV1NjYSHFxcczOmTNnUm1tLT355JPMjxMmTCC1Wk0rVqygUaNGUUFBwUOxkTtFazQaGxsdHR1JIpEQAPr888/vGavBwcFUVVVFu3fvZrHa0tJiE6uzZ88mpVJpE6ucjbNmzSKxWEzp6ek2p5iH5cfXXnuNxo4dSw0NDbRz505mo1arZXZqNBr65JNPCABt3ryZmpubyWKx0N69e8nR0ZFSU1Pp3XffZSc5e3t7mjdvHqnVahsbp0yZ8sjbgzr6saOqU8dY5e6N7xarUqmUVq1aRc3NzTax2rt3b3rrrbcoLCzstjnn+PHjtHbtWmpoaHjoNt6KPXv2kFAopDVr1hBReyvf2bNnycPDgxFRyOVyio+Pp5qaGtq9ezdJJBKbtYPH45FYLKaFCxeSWq2miRMnUnh4eJe1zjy0DuPGxkZcv34dS5YsARFh69at2LZtG5YvX45Ro0YhMTEREokEAwYMwMmTJ7Fs2TJs3boVABAWFoZly5YhMzMTAwcOxLx58/Dee+890nuEqqoqrFixAgMGDMCECRMAtPM6/vDDD8jJycGCBQvwxRdf4L///S+A9tJmjlMWAD7++GMMHjyYUYidPn0a2dnZ+PDDD1FTU8Pet3XrVpw5cwZlZWXw9vbGpk2bUFFRgQEDBqCqqgpA+93fo6yUBf63kfr555+RlZWFwsJCKBQKvPvuu9i+fTtWrFjB6P6KiooQEBCAo0ePYsWKFdi5cycAwNXVFSNHjkRxcTGGDx+O559/HvPmzUN8fHxn2iweGiQSCSZMmID6+nr88ssvNn6MjIxkGQ8AmDVrFvr27QuxWIw+ffrgxIkT2LlzJ8aMGYPCwkL2vp07d+L8+fMoLS2Fu7s71q5di+rqagwYMADNzc2s+vlhoLm5Gbt27UKPHj3Qv39/AO33/ps3b8a1a9ewaNEirFixAps3b76jje+99x769evHaNKOHz+O/Px8fPnll2hoaGDv2759O86dO4fS0lJ4enpi9erVqKmpsYlVjv7xYYLH4+GVV16BXq+HXC5n91Nr1qzBnj17mLKOg4MDKisrAYC11/D5fAwaNAjp6en45ptvsHbtWqjVaigUCvTp0wfXrl3DgAED2Hj87rvvEBwczJSHHvU4FAqFiIuLQ1tbG/Ly8u4Zq3PnzkX//v0hkUiQnJyMkydP4rfffsOCBQtY3QEAXL9+HeXl5WhpaYGHhwc2bNiAqqoqDBgwgJFXDBgw4JFz6MrlciQlJcHNzQ1tbW2YOXMm9Ho99u7di61bt2LFihX417/+hWHDhsHFxQUDBgzAkSNHGPcs0N6B8e233yI9PZ2tHUuWLIGbm1uXPGOXL5hyuRy9evWCh4eHjSyO2WxmF9FBQUGIiIhAQ0MDa+Xw9fVFYmIiiNolhjhw4sqcZNLDBhGhtbUVra2t4PP5aGxsRFZWlg2no0wmY5fTHLRaLbKyslBeXg6gvR0hPDwcR44cgZ2dHZM9s7OzQ48ePeDi4oKbN2+yxdDZ2ZmRrhMRKzTgWjYeNTsO50cvLy8mvcZxO3J9mKGhofDz88PNmzfh7u4OLy8v+Pn5ISEhgbWncLC3t0doaChiY2Ph4uLyyCeehoYGVFRUMD9arVbW2sOBY5/q6MeQkBCEh4fjxo0bNu+zt7dHjx492ETGqdVwfiL6X9uHu7s7HB0dWX9vV0KlUkGlUsHOzg6NjY24dOkSs9FiscDZ2RmJiYk2v3OrjcHBwYiIiMCePXuYwgzQ7rPIyEg4OTnh5s2brLCGWxSJ2jlpOWYVT09PiMXiR+JbX19fWK1WGAwGSCQS9OrVCyKRiD2fVqtFQUEBi1U+nw8ej4fm5mZoNBpYLBY4OTnB29sbbW1tLIXM2SgQCCCVShETEwNPT89Hyil7a6wC7SpAkZGRjFnLzs7ujn4MDw9nfMGcH+zs7BAVFYWGhgbk5eVBKpWiW7durLiF2xwD7Uw6HI/wowbHJe7p6WnDKdvxuw8MDERkZCSbj6xWK/z9/dna0TGN/FDWjq4+VlssFsalarFYSK/X09mzZ1m5NgDauXMnNTQ00DvvvEPjxo0jsVhMK1euJK1WS0qlkk6ePElyuZwWLFhAWq2WLBbLgzwK/YFtt9nIcTgePHiQDh48SFqtllatWkUymYyl8AICAmjGjBm38TTeauPevXsZ1yXHh7hq1SrS6/Wk0+kYr+PcuXNJo9HQBx98QGPGjCFXV1dKTU2lhoYGunjxIh06dIhxLHaFjZ2F2WwmrVZLOp2O9Ho9qVQq5hcuBbJlyxbKz8+noKAgxl26YsUKam1tJZVKRadOnSJHR0eaN28eabXa+2mx6HIbv/76a3JxcWH+sbe3p5SUFGpsbKS6ujqqrq6m1tbW2/y4a9cuKi8vt/HjypUrSafT2fBzzp07l9RqNWvLEIvFlJKSQsXFxdTY2GhTNNNVNppMJtq3bx/t27ePdDodrVy5kiQSiU0RzuTJk1nLCcd/fLdYDQgIYKLnHWP1zJkzJJFI6JVXXiGNRkNTp04lV1dXkkql9NRTT9Hly5fpyJEjtHXrVmpubn6ofuwIg8FA2dnZlJeXx2KV8wvHDYvfU3V79uwhtVpN27dvp1dffZWl1lUqFS1fvpxefPFFJq6sVqvp2Wefpfj4+L+EBefWWOXxeDR06FC6cOECXblyhXJzc6mpqYnS09Nt/Lh7926qqKj4wzlnzpw5t6Wdx48fT7W1taRUKh9KrHYGHAc5N99za0fH72LPnj1sjdm2bZvN2tHc3EzHjx8nuVxOCxcufChrR5dvI8xmM7RaLdMlE4lE8PX1xYwZM3DhwgWcOnWK7U6vXr0Ki8WCl156CUqlEmvXroXFYkFFRQU0Gg2ys7ORlpaGlJQUBAUFdfWj2oB+32Hx+XwEBASgvr4eaWlpaG1txf/93//h3LlzaG1txejRo+Hk5IS0tDQMGTKEiefeaiP3mXq9nnHqKpVKfP311wD+x+uYk5ODdevWsXQep5axceNG6PV6GI1GXL9+HT4+Ppg4ceIj2/lVVVXh2LFj6NOnDyIiImBnZwd/f38bG0UiEcRiMYxGI3x8fDB69GioVCqkpaWBqJ1j1GAw4MqVK1i3bh1Gjx6N4ODgR3pa1uv1LE06ffp0nDx5Eo2NjXjyySfh4uKCDRs2oH///oiOjmZqMampqcjJyUFmZiY7mej1eigUCowaNQrNzc345ptvAPzPj1evXsW6detQVlbGdsUlJSX44YcfMGLECPTs2bPL7KbfMxB8Ph+BgYGor6/HunXroFKpMHPmTBw9ehRNTU2YMGEC3NzcbGKVz+ezWM3IyMDp06fZaZgj30hJSUFLSwu++uorG05gzsbCwkIYDAZotVqUlpZi27ZtLNtSVVUFHx8fTJgw4aGnZjlNy6qqKhw5cgRA+6l40qRJ8PPzwyuvvGIzHg0GA44dOwa9Xo+XXnoJra2t+Pbbb/Hbb7+hsrISRqMRV65cQVpaGsLCwhAUFIQff/wRYWFhGDPm/9fem4c3WWbv43fStEnaNEn3lO6FLkChC6W2AkUUHTuKArLqzAeYwQEVqOWDKCPjd8RRQRwWFRdgAEEUFKmAjGxSWZStK6U73Zu2aZs0aZNmz/n+0XmfaQSkYOv3d/0u7uvKdYnN8p73nPd5zjnPOfd5fFBl4a6vubkZCoUCf/7zn3H06FF0dHRg6tSpkEgkOHDgAB588EEkJSXBw8MDPj4+uO+++1BdXY3r16872WpgYCDT463WHC4y5fh4d+7cicmTJyMpKen/Cd8zF9lzEAqFCAkJwcKFC5keeTweenp6sHv3bnR0dGDx4sXQ6XT45JNPGLez0WhEYWEhtm/fjscff7xfe4fVaoXJZIJYLP7lNXagvYSuri4qLi6mtra2GxphN27cSDwej3m0gYGBNHXq1F8sl+bz+XTkyJG7dBL67wnZ7Xana+U4DDMzM8nhcNCaNWvof/7nf0itVlN2djbx+Xx6//33b/DEuAP4Q4cOsRYNblrJL5X2//zF4/EoMDCQYmNjycPDg1JSUm7VHD4o3t6JEycoMjKSduzYQRaLhWw2G/PWOD0eOnSIGhsbmR5vxbPKvb7++msym813E2XetYwdHR20e/duunjxItntdlqxYgVNmTKF2tra6ODBg8Tj8Wj9+vXU1dVFFouF9Ho9lZSU0Msvv8z0yMk4ZcoU0ul0tGjRol/Um0AgIDc3N1YAxRXc3MbbHRBbtdlsNG/ePEpMTKSWlhYm43vvvef0GYfDwWz1m2++YZN1pk6d6kQCcCsZuSiWkzcsLIwSEhLI19eX0tPTb8V/PKC26nA4yGazUXZ2Nptm4enp6dResGnTJrbmNDU1sYksdrudtS/8vGWIx+PRV199RdevX6egoCDGPdvPFqm7lrGzs5MOHz5MV69eJbvdTn/84x8pPj6empubnQqbjEYjWa1WamlpoY8//pimT5/OMgXcmnO7dfVWr40bN/bnGR2UNYfTJ/fqi7567Lt3/LwtjMfjMZ5koVDY772jq6uL6uvr+66xv02EyfGJfvrppzhz5gzWrVsHuVyO77//HsHBwfjmm28wduxYyGQy7Nq1C5WVlZg5cyaKioogFAqxbt06yGQyHDt2DLW1tWyaAPDfKHAwvJ++563czQGAuro6HD16FD/99BPKysrwhz/8AQqFAuvWrUNJSQlmz56NtWvXIjIy8obv8/HxwaeffsoKE4RCIby8vPDXv/4Vdrsdr732GgDA3d0dWVlZCA0NRVZWFrRaLYiIUautXbsW8fHxv8lEAYfDAaPRiNjYWGzduhU//PAD5syZg3feeQfe3t44f/48goOD8cUXX2DMmDHw9vbGrl270NzcjNWrV+Onn36CUCjEW2+9BQB44403YDQaWdEEANTU1EAkEmHIkCGD7slqNBocOHAAfD4fEokEubm56OzsxB//+EeEhobi448/xtWrVzFv3jy88847CA8PR2hoKIKDgxEUFMRK9T/99FMnQg03Nzf89a9/BRFh7dq1jHt23rx5CAoKwgcffMDOoHbs2IHz58/j3XffvcFO7ga3stULFy7g73//O/Ly8tDU1IT58+fD19cXL730EvLy8pxslYtQXV1dwefz4efnh127dsHLywsCgQACgQBisRhLliyB3W7H+++/D6Le+bX/+7//i/DwcCxfvhxarRY2mw0qlQpGoxGvv/46Ro8ePaiTWogIb7/9Nq5cuQKiXkq4AwcOYOvWrTh9+jS7Hw6HA4888gg+++wzJCUlwc3NDcnJydDr9Zg/fz6uXLkCgUCAd999F15eXjh9+jQqKipQUlKCAwcO4MyZMzAajcjLy8PUqVPh6+sLPz8/LFu27E5aovoNrVaLo0ePQiAQQCKR4MqVK2hubsb8+fMhEokwdepUVsizfv16BAcH49FHH4VOp8Ply5chEonYmuPh4cHOakUiEf73f/8XDocDmzZtgslkAhFh8uTJ8PX1xaFDh9h55vbt23Hu3DmsX79+QGz1TsDZ5LZt23Dq1CmsXbsWQ4YMQV1dHVJSUnDo0CGnvaOiogJTp05FcXEx2ztCQ0PR3d2NH3/8Ef/+97/7vWZykeXt3j/gGyZH1q1SqZCfn4/6+nrodDrk5eUhLi4OqampkMlkcHV1xejRo6FUKnH06FE2dic2Nha+vr4oLCyERqNxmpw9mBsmByKCVqtlfYZtbW0oLCxEfX09mpubYTabcf/99+PBBx9EaWkpzp8/j9raWnh6erLijuDgYIhEIohEIkyePBkmkwlKpRIGgwFCoRCpqamw2+2MRUcgECAqKgojRoxAWFgYeDweOjs7GZH7uHHjkJiYOGgyc+jq6oLFYoFAIIC3tzceeugh5OTkMD12d3ejoKAAw4YNQ1JSEqRSKdOjwWBATk4OlEoleDweG6Ds6uoKk8nE0kVAb4GUw+FgvzWYqTuz2Yz6+np0dnZCr9dDr9fDYrHg5MmTeOSRR7Bq1SpcvHgRp0+fRk1NDTw9PRnzTUREBNzd3eHm5saG07a0tMBgMIDP52PMmDEAAA8PDxD19nsGBgYiKioKgYGB4PP56OzsRENDAwwGw6BUyXLDkoHedOiZM2fQ2toKvV6P/Px8jBkzBrNnz8bOnTuRk5ODZ599FhKJhA2JDgoKglgsdrLV5uZm9PT0MCJ2h8MBkUjExkYNGzYMcXFxCA0NZbZqMpng6uqK+++/36mQaqCh1+uh1Wpx7tw55OTkMF7msWPH4vTp0yguLkZnZyeUSiUcDgezT6lUCovFAplMho6ODnz33XfQ6/UAeqtN/fz8UF5ejra2Nri4uKC0tBQeHh7w8/Nj/LqxsbGIiYlhhUQDDZvNhvb2dmi1Wuj1erS2tqKrqwsnTpzA8OHDMWfOHHz33Xe4du0aqqurWdFSaGgoIiIiIBaL4ebmhoSEBBiNRjQ0NECv10MgELB0vL+/PzQaDbq7u+Hr68scQ7Vajc7OTjQ1NcFoNA5aRfftwOPx0NTUxNZcm82GiooK+Pv7IykpyWnv4EaeAb1jCTn9aDQa1NXVOe0dtwPnJN4Wtwo96Q7CaovFcsPQ446ODiotLaWJEydSQEAAyeVy8vb2psDAQDp+/Di1tLRQQkKCE/MK0Dv6y9/fnyQSCTu47htWc2H7QHEeciOnuJSL2WymV199lTIyMtgwYalUSgKBgAICAujHH38kpVJJFouFvv/+e1q/fj0lJCTQ7373O+rq6iKtVktNTU1kNBoZJ+s333xDgYGBJJVKSSqV0hdffEFfffUVDR8+nPz8/IjH45FCoaD77ruPiouLGUcin8/vD4PFgKRHHA4HrVu3jhYtWkRqtZrd39bWViooKKAJEyaQQqEgX19f8vPzI4VCQd999x01NTVRQkICeXt7M55LTo99GXK4NBc35kutVlNhYeHt+r1+lYw2m40qKipozpw5FB8fz66F66ddsGABmc1mWrduHSUlJVFoaChNmjSJysrKqK6ujumxvb2dpk2bRklJSRQQEEAeHh4kEoloy5YttGfPHpo2bRrFxcURAPL09KTY2FgqLCykf/3rXwT0MukUFRXdjm/1tjJaLBayWq3M/q1WK+3Zs4eysrJYSlIoFDIu4wMHDlBhYSEZjUbasGEDTZw4kSIjI+mRRx6h1tZWUqlU1NDQwIoj1Go17d+/nwIDA0kmk5FMJqNt27bR7t27KTU1lUJCQphuExIS6OrVq8xWZTIZDRs27Hb9tb/aVrdu3erEolRQUECHDx+myZMn04cffki5ubnMVrmxXgqFgo4fP84YZUQiEUsru7q6kr+/P+MLlkgkTL+hoaFUWFjIZHz77bepo6PjhnThQMjocDhIo9HQv//9b1q0aJETG5FMJmNc2suXL2cypaen06VLl6ikpISqq6vJYDBQW1sbPfzwwxQbG0sBAQEkFotJKBTS8uXLafPmzbR9+3aaM2cOK/YZNmwYFRQU0Pbt2wkAvf7669TQ0HC7MXyDkpLloNPpqKamhh544AG25vj7+/dr7+DGuHH8u//+97/v9jIGLyV7s4hPLpfDzc0NcXFxsNlsuHz5MsLCwhAXFwcvLy/mtQuFQly6dAkxMTEICgqC0Whkh/nNzc2ora11KqXum44aCPSNfIDeNE59fT26urowZcoUxhADABaLBVVVVXB1dcWQIUMQEhICs9kMg8GAqqoqHDlyBCNGjEB8fDzj1wR6D9VbWloQHx+P6Oho1NTUwMXFBQ888ACb6KJWq1n6j2MrGQx5bwVugoWLiwvc3NzYb8rlclaqb7FY0N3djfDwcIwcORJeXl4QCoU36HHIkCFoamqCi4sL6+8rLS1Fa2sr6uvrMWzYMAiFQsa1OpjguF5NJhOKi4v7bj6w2+0QCASIjY3FAw88gL1796K6uhrHjx9HUlIS0tLS4OLiArPZjNjYWFbGHx0djbCwMFRXV0Mmk+H+++9nvMnd3d1Qq9Vobm5mvKwajQYNDQ0ICwv7VQOJOW+Z043D4UBNTQ06Ozvx+9//HtXV1bh69SqA3iKGyspKuLu7Iz4+HsOHD4dGo8G//vUvVFVV4ejRoxg1ahRjkHI4HDCZTOjq6mK2OnToUNTX18PNzQ1paWnIz89HY2MjOjo6IBaL4ePjwxhZfqte4cDAQKSmpqK8vBwuLi7QaDQgIowaNQrDhg1DWFgYkpKSwOfzce7cOYSHhyM+Pp5NUomKigKPx2MsVgqFAr6+vozzt66uDmVlZbBYLNDr9SgpKWE8plyhzWBBKBQiPDwcvr6+bF0i6m3d4VrPEhMToVarceTIEdTU1ODUqVNITk7G+PHjIRQKYbFYMGLECNhsNpSXlyM2NhZhYWFobm4GEWH69OlsPTOZTFCr1SgqKmJ8121tbaiqqoJcLv9NOZ/7QiqVsnUFAM6fP4/Q0FDWkvbzvUOhUMDHx4dlSnx8fNDT04Pu7u7/bw+Qvhk0Gg2dPHmSlWz/vBCIO8xevXo1lZWV0XfffUc5OTlks9lo7969lJycTCdOnOhPqfPNcMeekMFgoNTUVEpLSyODwUCbNm1iBQ5cccPixYvZtXCTAPAfL+fFF19k38VFmPv27SMAtGnTJurq6qJJkybRpEmTSKPRsCkfQO+UBaVSye6JUCikgICA35TX8Wb32GQy0QsvvECpqanE4/Fo6dKljHuTA3fNr776KhUXF9PLL79M/+f//B/W7iASiWjBggX04YcfUnd3951c0l3LaLfbWaHN+++/zyIL7n5zPKtERHq9/pZ65O7Bl19+STwej15++WW6cOECJSUlUXp6Oun1etqwYQP7LFemP2HCBAJAERER9OCDD1JlZeWAytjT00MZGRn0+OOPM1vty3ri4eFBc+bMYffgl2zVarVSWVkZbd68mfh8Pr3zzjvU3NxM48ePp/T0dFIqlfTmm2+yzwYGBlJ9fT199dVXjIElKipq0CNMol69/v3vf6cpU6bQokWL6JNPPnGyRbvdzoadZ2ZmElFvtqGrq4sOHDhAL774IgGgefPm0f79+1lGpW8hFPpkIjhmr/fee68/l/erZdy2bRsFBgY6tcX011a5NWf//v3E4/Hotddeo+LiYho1ahTdd9991NPT4yQj/pMV4RihQkJCaNy4cVReXj6oMvYHDoeDLl++fNu9Y8qUKbR27Vr6/PPP6fTp02Sz2aiwsJA+/PBDqq2tvdufH7wIsy8qKiqwf/9+PProo0hJSYG7uztiYmKwYcMGxMXFsUPd2tpazJ07FyqVCgBw/PhxKJVKLFy4EGFhYeDz+UhOTsZLL72E2NhYuLq6DkqkdfHiRXh7eyM6OpoNkH7xxRehVCqxatUqFBQUsJJ5iUSC5cuXg4iQmZmJGTNmIC0tDc8//zxUKhU8PDyQmJgIu92O7du3o6mpiQ0elslk+Pbbb1FdXY1p06YhJCQE7u7urNmdiKDT6fC3v/0N/v7+2LRpEw4dOoT8/HzWAD/YkabNZgNRLy9jcXExdu7cialTpyI1NRUzZszAxIkToVKpMGrUKADA1q1bUVlZicTERBQVFQEATpw4AaVSiYyMDDaLcOLEidiwYQOio6Ph7+//mxQvAb1RT2NjIzZt2sTmOHL3USaToba2FsuWLcPMmTNx//33IzMzEyqVCna7HaNHj4ZWq8Xnn3+OlpYWLF++nLVDnTx5Ek1NTXj66aeZjOnp6diwYQP+9a9/oaKiAkVFRQgICMD8+fNRUVHBWmx+DVQqFbMlot6z78WLF6OhoYHZKjfPUCaTYcWKFRAIBMjMzMTMmTORmpqKadOmYdy4cSwSs1gs2LFjBxoaGrBw4UJW9MNFMDNmzEBwcDBkMhnc3d0hFothtVrR3d2Nv//97/D19cW6detw7NgxlJSUDNo8xebmZuzYsYOxGVVXV+PatWtQqVRoaGhASUkJnnrqKaSnp7N2G27NAXqLWWpqajBnzhzGtHXp0iV0dnay4jUAmDRpEt577z388MMP6OzsxJNPPsnOokeOHImOjg7I5fJBae9qbGzExo0bUVhYyOoJgN4Cs7KyMidbzcrKYrNlExMTYTKZsGvXLjQ0NGDRokUwm80gIhw7dgwNDQ34wx/+gPDwcAgEAidbLSkpgclkQkxMDJ566ilcuHABtbW1sFqtAy7f7aDRaFBRUYGIiAgoFArweDyEhYXdsHc0NDTg+eefZ2fJxcXF6O7uxt/+9jdER0ez1qkJEyYMfEbgVjsp3aWX8P3331NcXBx9+umnZDabWUMxB4fDQVOnTqWAgADat28frVmzhvEBisVip2kHVquVcUIOVoS5e/duysnJIaJej72zs5OsVivzbNDHEwsMDKSamhrav38/K/HW6/VUU1NDtbW1ZDKZyGKxkMVioccff5wUCgVVVVXRoUOHKDIykqRS6Q0ybt68mZW28/l88vDwoBkzZrD2BbFYTLm5uWSz2chkMt1srtuAeXtms5mdvR45coQ8PT1p48aNpNVqqbu7m+nAbrczGT08POgPf/gDZWRksDl8/y/0eKsP5ubmMu8ZfSKH4OBg8vPzI+C//Jytra3U3NxMKpWKWltbSalUslmJ169fp6+++orxHveVkWukVqvV9Oijj7IoMy0tjXbv3k0ZGRkkl8t/daagoqKClEolERHTQ18vvK+MCoWCysrKaM+ePcxWu7q66MiRI3T06FHS6XSMkzQjI4MUCgVVVFTQl19+SV5eXiQUCm/QI9dQz51Vc3ysSqWSFixY4GSrt6gzuGs9FhcX0+jRo2nlypVUUVFBjz76KIlEIvLy8mJzc7nWGY7AgAPHyxoYGEjV1dUs+gJwU1vV6/W0fv16Wrp0KbW2tpJOp6PGxkaqqKig4uLiW7XM/GoZb2ar3DVyXKqcrba1tZFKpSK1Wk1arZa6urooIyODAgIC6KeffqKtW7fe1FZtNhsZjUbSaDROtpqRkUGlpaW0YMEC8vX1/U2zWhzq6+tp586dVFJSwnjIf67H6dOnU1hYGF2+fJm2b99+UxmJBm/NGXChdTodXb16lfbt20dvvvkmTZo0iZ555hm22Ov1enr99dfpscceo9jYWJo9ezadO3eOZsyYcYPQe/fupYSEBEpMTKRHH320vwUitxW670utVrMUod1uZwxFV65cucF4OcNKTU0lABQWFkYpKSk0atQomjVrFtts7HY7PfnkkyQUCikuLo7+9Kc/0dWrV2nu3Lk3yLhp0yb2/X5+fnTs2DHatm0bJSYmkp+fHyO0Li0tpcWLF9MXX3xxxzL292b17TMrLy+nN954g2bOnEnJycmUkJBAc+fOZU5BV1cXY2ny9vamjIwMysnJoWnTppFYLKbLly+zzZ3TI1ccNRh6vNUHuXSUr6+vky5dXV1Z+jI4OJgSEhJo9OjRNHv2bNLr9WS1WslsNtPjjz9Orq6uFBcXRwsWLKD8/HyaM2eOkx4dDgft2bOH4uPjSSqVkre3N+3bt482bNhAo0ePJl9fX6fRV7d4eG8rI3fvf66zm9mqm5sbJSUlUUxMDEsLp6WlUXR0NE2ZMoX1hdpsNnriiSdIKBTSyJEjacGCBVRQUEBz5869YVwXl67lbPXIkSP08ccfs/5LkUhEx44do+vXr9Pp06dvloK+az0ajUYqLS2l+vp60ul0dPr0afroo4/I39+f6XHNmjV0/fp1mj59OltzuHv0xBNPkJubG8XFxVFcXByFh4ff1IHlbDU4OJhGjhxJLS0tzEF85513KD09nSoqKm51mb9KxqKiIho2bBjJZLIb+kK5/+ZsNT4+nubMmUN6vZ45KFOmTCFXV1eKiYmhefPm3dRW7Xa7k616eXnRrl276J133qHk5GQKCAggiUTCCg3v1lZ/6QbdCmazmTo6Oqi+vp6Kiopo2rRpTI9ckVtOTg59/PHHlJqaSvPmzaPc3FyaPXv2b7Z3DHhewdPTEyNGjEBRURHKy8tRVFSElpYW5OXlQaFQwN/fH5GRkTAYDGhqaoKXlxfGjBmD+Ph41NfXo7a2FiKRCDExMayQwGKxwGg09u7wAwxvb28Q9TKdcL9XX1+PtrY2JCUloaGhwYm42MXFBV5eXkhKSkJzczMKCgpgs9lgs9mQm5uLsLAwJy5cPp8PuVzOCixqa2tRV1fH0rxmsxlJSUmorq5mHKV6vR6FhYUgIojFYhiNRhgMhkEvAOr73RzPam5uLgoLC2Gz2WAymZCXl4eAgAD4+PggODgY0dHRaG9vh4+PDxITEzFy5EhUVlaiurqatQk5HA7w+XzU1dWhs7PzN0v3cD1oXGFLR0cHgN4Scq71RywWszJ2oLdYpqioCCEhIQgODnbiQpZKpYiPj0doaChkMhkqKytZClKpVLIiLQCMd7eurg5CoRCBgYGssORuIRQKnWwV6E3jaTSa29oq1x5ltVrh5uaGwsLCG2Tk8/nw8vJCfHw84uPjcf36ddTW1sJutzMGmYSEBFYg4uLigq6uLhQVFTnZ6i8O4L1DEBGTibMlq9XKntWhQ4diyJAhrOCosrISBoMBZrMZBQUFrG0C+G//qlwux/Dhw9HR0QGTyYT6+noAvXbR2toKPp+P7u5uxlIVERGBkJAQ1ps6WMVN7u7uSExMRFlZGevh5a6Xa1vra6ucjNyawx3tcPy68fHxCA4OZlzAdrsdRHRTW9XpdLh27RrkcjnCw8MHtY/2VnBzc4OPjw/MZjNMJhMb9J2Xl4fg4GAMGTIEQ4cOhZubG0QiEby8vJCYmIgxY8agvr4edXV1rL2Es4+fF3X+agy0l8Bh/fr1lJSURB4eHsTn80ksFlNWVhYZjUbS6XSkUqkoJyeHhf4ajYbKy8spMTGR0tLSGB9tT08P5efn07lz525oXblbL6Hvi/MeOaYXk8lECxcupIULF5JWq3UqyuFSshx/7HPPPce8eY6D86WXXnJKAV2/fp15uiaTiVQqFaWkpJBIJGL3xGAwUEZGBrm6ulJsbCyFhYWx1KFUKqWtW7fSpUuX2D0hcipoGTBvj4s4iP7bvrN06VIWVXB6zMzMJI1GQ4WFhXTixAlatWoV7dy5kxwOBxUVFdH+/fspNjaWUlJSqL6+njo7O8lgMNDcuXMZc8kdcjzelYw6nY60Wi2ZTCZav34906O3tzft2bOH3VNOj1wb08/1yLUTNTU1kdlspm3bttG0adMoICCAvb+vHvGfgi2uNeCxxx6jtWvXUktLy6+S0WazkcViIYPBQFarlUwmE61YsYKWL19+g60qFAqqrKxkqXRORk9PT5LJZDfIyL2fS1+1t7dTcXExJSYm3tRW+Xw+BQYGssjd1dWV5HI57dixg/Ly8pyKwvpkLu5YjyaTiZYtW0Yvvvgimc1mxnE8depUCgkJobNnzzKGlo0bN9Kjjz5Khw8fps8//5y8vb1p5cqVLOMTEhLC7gnHr6pWq2ncuHHk7e1N0dHRtGbNGic9clml4uJiam1tZVmkgbZVq9XK1p++tioWi2nOnDm0adMmJz1yz+PP9ejl5UUff/wxnT17lhXcTZo0iWUAbmWrHFfrggUL6Ouvv6bOzs4Bl7G/aGtro6KiIoqLi3OSkYhYtN/S0kJqtZqIeiPT9vZ2SklJoXHjxjEmpJ6eHtLr9aTX6wcsJTtgEabNZkN9fT3MZjOsVivq6uqg1Woxbdo0SCQS5nVu2bIFjz/+OEJDQxEeHo7m5mZ88MEHjJuytbUVAoEAH3zwAe677z6kp6dDLBY7edUDCc4TcXNzw/Xr19HU1ITo6GgYjUbs3LkTFy5cYL9rNBqxe/duVqJeWloKgUCAOXPmwNfXF1arFUKhEJs3b0ZcXBzi4uLQ1taG2tpaXLt2DRMmTEBMTAweeOABREVFQS6Xs3E8YrGYRUHcYX9YWBhCQkLw008/oaqqCmVlZRg5ciSSk5MH7V6YzWZcunQJfD4f3t7e0Gg0cHFxwcMPPwy5XA673Q6LxYKtW7ciPT0dkZGRsNvt6OrqwpYtW9Dd3Q2dTgetVovu7m7s2rUL999/PyZPnoy0tDQoFIrfzHt1c3NDW1sb9u7di59++snJA+cKd4gIHR0dEAgEmD17Nvz8/GCz2SASibB582aMHDkSQ4cOxZkzZ9h4J7PZjBEjRqCgoAA8Hg8TJkxAQkKCEw9l3wIfm80Go9GIq1evoqOjg01buFNwtioQCNDd3Y3u7m7ExsZCq9UyW+VgNBqxd+9eeHl5QSwWo7y8HAKBADNmzICfnx8MBgMEAgGz1eHDh6O4uBj5+floaWlBcnIywsPDMWbMGAQFBSEkJITZqkgkgqurK7q6uliE7e3tDT8/P5w7d46RlYSGhmLo0KG/ylZdXFwwYcIEtLe3s6HPaWlpsNls0Gq1OHjwIHx8fODp6YmzZ8+ivr4eMpkMoaGhWLhwIdNjXFwckpKS2BQlLuIuLy9HS0sLzGYz2tvbYTQanfTIFZZ4e3vD09NzUCbOAL3RfXt7O7799ltcvnyZ/X+73c4yGS4uLigpKXGyVSJykjEiIgJ5eXkoLy9nz/Gjjz6K69evw+FwYOLEiYiPj7+lrRoMBnR0dODatWvw9/dnbTiDCaLegke73Q673Y5Lly6htLQUGRkZmDx5Mmw2G9zc3LB582bGKy6TyVBfX4/9+/fDbrfDaDRCqVSCz+fj/fffR0pKCitSNJvNEIlEA0OQMlBeQk9PDx08eJB27dpFW7ZsocmTJ5OXlxedO3eO2tvbqbS0lFatWkUCgYAOHz7MdnxuKC/36ttcnpWVRQ6HgyoqKqigoOB2zbT99hJuJeO+fftoyZIl9MMPP9CXX37JmsBdXV3ZC/9pL/l5oRI36eTdd98loJeDtLu7m3bu3El/+ctfnIqE8vPzKT8/n3Q6HZlMJrLb7fTMM8+Ql5eX03lFRkYGrV69mgIDA0ksFlNsbCy9/fbbv0rG20Gj0dCyZcsoKyuLtm7dSpMmTSKRSES7du2ic+fO0alTp+iFF14gNzc3OnLkyA16DA8Pp4SEBKZLkUhEK1asIIfDQcXFxXThwgUyGAy3a/4eMBlzc3PJ09OT6a/v/Y2NjaU1a9ZQamrqDec8XJvI119/TfX19RQXF8fOlhYvXkwHDx6ksWPHUlpaGv3www9UW1tLdrudnnjiiRu4SSdOnEiZmZn02muv0bZt227F1XlHMlZXV9O5c+eopKSEDh48yGyVKyDjrkEkErEGdk5Gm81G3d3dtHbtWgJ6uWTb29vpueeeY60w77zzDqnVajpw4AB9/fXXpFarGcHB3LlzbzhnS0hIoGnTppGvry8FBQXR0qVLKTs7e8D0mJeXR3K5nNnSE088ccM5H1eI1Jfooy/vMXfP29ra6Pvvv6epU6eyqFsqlbI1h9Mj96xPnz79Vpd1M9y1jAUFBRQSEkIeHh43FP5wkRa35uTl5bF6iQ0bNhCPx2OcwCEhISwr9NZbb1F9fT0lJCTQ8OHD6fjx41RVVeUkY9/X5MmT6ZVXXqF3332Xvvjii5sVGf4qGW8Gq9VKFRUVdPXqVcrNzaUXXniB4uLiqLi4mGw2G+n1elq3bt0Nejxy5AjJ5XJ2X/rKkZWVRUS9z//p06dZlu8OcFO5eES/eKbS7wMXh8OBtrY2WK1W2O12tLS0oLOzE3K5HCqVClu3bsXw4cMxfvx4nDp1CkajERs2bIDZbEZubi62bduGb7/9Fg6HA+Hh4Vi5ciUEAgGICOPHj2e5+Dv0dvrzZiZjcXExKisr8dVXX6G6uhp5eXm9N4nHw+rVqzF27Fj09PSws4zt27cjJycHOTk5iI+Ph8ViwWeffYb169djyJAhGDJkCBYvXgyHw4G6ujq0trZCrVajuLgYJpMJUqm09wKIkJGRAT8/P3z99deorq7G5cuXsXr1ajzzzDNoaGhAWVkZ/vGPf2DhwoV4++2371rG28FqtaKiogJA73l0Y2MjVCoVTp06BZVKBbVajejoaCQmJiIvLw92ux1vvPEGrFYriouL8fnnn+PUqVPQ6/Xw8PDA+PHjGU3gwoULMWrUKEil0js9W7hjGW02G7Kzs5Gfn48NGzbAYrGAx+Ph+eefR1xcHFQqFYKCgliJ/dGjR5GdnQ25XI4tW7YgNzcX58+fx9ixY+Ht7Y2amhoEBAQgLS0NaWlpiIyMxIIFC9DY2IiYmBg2oPjhhx+GRCJhnMAAsGrVKjz99NNwdXWFSCRCUFCQ0xnS3cio0WigVquxdu1alJSU4PLly8xWX3nlFSQnJ6OnpwdCoRAymQyffPIJTp8+jZycHIwcORJqtRp79+7Fu+++i6ioKCgUCowfPx48Hg86nQ5hYWHw8vLC9u3b0dbWBm9vbxbhZmRkQCqVYuXKlejo6IDZbMaKFSswa9YsdHR0oLa2Fh999BGefvpprFq16lfpkYNOp8NPP/2EsLAwjBgxApcvX4ZKpQK3fnH30sXFhTXxNzc3o7i4GBcvXkRDQwNcXV2xYcMGeHh4oKurCxs2bEB2djZmz56NoKAg+Pn5obS0FJcuXcLDDz8MT09PrF69GuPHj8fnn3/eX3u9K1v9/PPP2XQmo9EIh8OBJUuWIDIyEp999hkiIyMxb948bNu2DSdPnsSXX34JHx8f7N+/H3l5ecxW5XI5rly5Ak9PT8TFxWHBggWYMGECMjIyUFNTgxEjRkAsFsPT0/Omtvrqq6/imWeegZubG8RiMQIDA28m94CuOUTE6DIdDgcaGhrQ0dGB6OhoqFQq/OMf/0BMTAxSU1Nx8uRJGAwG9kzn5+fj448/xuHDhwH0zuhds2aNExc0x+F9h2fPN5VxwFKyfD4fCoUCQO/mKZfLGffo9evXUVlZiZSUFDz22GM4dOgQrl27BrPZzNgrfHx8WCGMSCTCiBEj0NzcjNLSUri4uLDNZTDBDYptbW1FS0sLk8fFxQXjxo3DAw88wAoQ3N3d4efnB6B34GtbWxtkMhm8vLwQHR2Na9euobGxEX/605/g4+ODUaNGoby8HGfPnmVE1VqtFkKhEBKJBEuWLEFqaiorElEqlfD394evry+kUil3hjVofW4cXF1dERcXB6vVyrhv/f39sW3bNlRWVsLhcGDMmDGMZ7aqqgotLS3w9fXF6NGjcejQIXR3d4OI2CF+R0cHKisrQUSMxWiwQUTMQVEoFKzQKDo6GiNGjIBUKoWXlxc8PDwgEokgEAjQ1tYGrVaLsrIy6PV6BAUFoaysDDabDQEBAfDw8EBkZCTc3d1hMpng7u4Oh8OBH3/8EWKxGDKZDC+88ALi4uIgk8lgt9sZH6mPjw+8vLwGjD1FLBZDIpFAqVSipaUFAQEB7G9jx45Feno6VCoVXFxc4OnpyVKRnK0CvYwqQ4cORVVVFa5fv44JEybAy8sLAQEB0Ol0KCsrQ3NzM5qamnDlyhWIRCJIJBK88MILSEhIQGRkJIRCIYxGI4KCghAUFITAwEC4uLhAq9UyjtuBgEwmQ0ZGBvt3SkoKgN61xmazwWAwwGq1sh5R7vf9/f2Rnp6O9957DyqVClarlRUOcbzXYWFhGDp0KMLCwlBVVYX8/HwsWbIE8fHx2L59+6Cy+3AyNDc3Q6VSwdvbG1arFUSEqKgoREdHQyaTwc/Pj62TRISGhgao1WqUlpYyWy0uLobZbIZQKISfnx8UCgXsdjva29shlUohEAhw8eJFiEQiSKVSPP/88xg1ahS8vLxARHB3d2fsTT4+PoPW+/5z8Hg8eHh4sH+Hhoay46Dq6moUFRVh9OjRePzxx5GdnY3i4mJYrVbIZDKMHj3aST8csxU3RNzPz29g2X4GKqzmwBW2ZGVlMR7ACRMm0PXr10mr1RJRb9qvpaWFOjs76eDBgxQWFkaenp4snBYIBOTn50crV64knU53q7RAf3BHqQPuQLmtrY2am5upqamJmpqaSKlUUktLC129epUSEhIoKCiIAgMDSSKRMN7O3/3ud6wYqL29nfbs2UOvvPIKhYeHU0BAACkUCpJKpSSTyejgwYNs+OmCBQsYD6TD4aCuri5Sq9WkVCpp06ZN9OSTT1JUVBRFRERQeno6vf/++79Kxv7i6tWrlJWVRenp6aRQKEgoFFJCQgJVVFSQWq0mq9VKarWaysvLacmSJZSRkUFBQUFO6SSuSGjJkiWkUqnupmjrV8nY3d1NnZ2d1NLSQrW1tVRSUkLTpk1jXJMc96REIiE+n0/e3t40adIkamhoYH2Yzz77LMXGxrKCCY5LNzg4mP75z3/S22+/TW5ubjRnzhy6dOkSdXZ2Mu7ZF198ka5fv05Lly6liIgIOnnyJLW2tg5IqT5XlNXe3k5NTU1UVVVFpaWlVFBQQAcOHKANGzZQTEwMBQYGUlBQ0A22yhVDqFQq+vvf/06PPfYYKRQKdl+8vLxIoVDQvn37aM+ePSQUCp1ktNls1NjYSHV1dVRbW0srV66kmJgYioiIoKSkJHr55ZdvNlppQG2VY7W5fPkyLVu2jHHIKhQKxu3M9Ra3t7dTa2sr2Ww2On78OEVERLDhy3K5nPEjL1++nJqbm8lkMpHNZiOlUnmnLQl3JSP33Le0tFBJSQmdPn2aMjIyyNfXl4RCIXl4eJBCoWDtQ3K5nNLT06m6upqUSiUplUqaNm0ayWQy4vF4JBQKyd/fnwICAigsLIz27NlDO3bsIKFQSE888QQdPnyYFc4sWrSI3njjDWpsbKSsrCyKjIykixcvkl6vH1AZ+wO73U6rVq1iepw0aRLV1NSQTqcjot69Q6VSkd1up2PHjlFoaChJJBKndrGAgAB69dVXb2AGukPcVK4BiTBramrQ3d0NmUzGQvnIyEikpqYCACIjI6FQKNDa2ooff/wRNpsNAODl5YX6+no4HA7ExsbC29sbQqEQXV1dOHPmDCwWy28SWXLg8XhwcXGBn58ftFotzpw5w6JevV6PtrY21NfXs/FbQG9kHRcXh8jISJSWlqKnpwdqtRrl5eVQKpVsIglXmg/0pjq5eyCRSBAUFAS73Q6DwQAXFxeo1WpWOh4bGwuz2Qwej4ekpCQMGzZs0OTPzc1Fe3s7xGIxurq6EBERAYvFwvhkg4KC0NPTg9LSUtaiodfrUVlZiebmZmg0GgwbNgxBQUEQCoXQ6XSsWMbf33/QrvtWkEgk0Gq1uHLlCkwmExsmzUVYfcHj8RAdHY0hQ4bg0qVL7DigtbUVRqORRfc2mw18Ph8ikcipEE0qlSI8PBz19fVQKpXQaDQQCAS4cuUKxGIxUlJSBjTC5K7Z19cXGo0GP/30E8xmMywWC8rLy9HU1MQm5PS11YiICHh7e+PUqVPg8/msWE+j0TD75xiviAhSqZTZLiejWq1GU1MTOjs7YTQaodPp4ObmhqSkJJhMJsjlciQkJCAkJGTAZOXQ0NCAiooKmEwm2Gw2WCwWNDU1obGxEb6+viza4PiKXV1d4XA4UFVVhfb2dvj6+qKtrQ1jx45lkRzQO1rr7NmzcDgcCAwMZOlBPz+/34Qj19PTk9mqVqtFZ2cn4+0FwDirgV69KxQKeHp64tKlS2wqh1qtZnrjIm2uWKixsRF2u51l/6KiolBVVYW2tja0tLTAbrezEWEpKSnw9PQc9AHgQO/eYTAYWCuLm5sbIiIikJqaCh6Px9qG2trakJubi56eHvD5fIwcORLd3d2QSqUICAiAWCyGVCqFXq/HmTNnWFHbQGNAvvHbb79FWVkZW9AnTZqEJUuW4IUXXgDQG8VaLBZ89913WLNmDbq6uuDq6oqnnnoKPB4PCQkJmDFjBiZNmoSAgABcvXoVEyZMGIhLuyNwDwmPx0N1dTXmzp17254yoVCI9evXw9fXF5s3b2ZnX0AvWfPUqVPh5uYGo9GI8vJyqFQqGAwGWCwWEBFcXFxYCtZgMMDNzQ0nTpzAokWLsGnTJqxZswb5+fkgokGdM0hE2LBhA5tb+tBDD+HNN99knpWrqytaW1uxe/dunD17FseOHWNnZhKJBK6urvDx8cGf/vQnzJ49Gz4+PkyP3Hf8Fumdn6O6uhqzZ8/ulx5fffVVEBFmzZp1wwgnbjNxcXFhZ0BNTU2wWCxwOBwsRb9lyxacOXMGFy9ehNlsxldffYX33nsP69atG1C5uIpCNzc31NbWYt68ebeV0c3NDStWrACfz8eiRYug0+mYnNzYOaLe8XZdXV1MZxw1o1gshq+vL06cOIFr166htLQUjY2NKCwsxMaNG7F69Wp0d3eDx+MNyoJLRPj+++/xj3/8gz1HQK/jHRMTg+XLl2PmzJk33CeLxYK33noLp06dwqRJk5Cens7OJDmbzMvLQ3p6OvscR84vFApZdfVg229/bdXV1RXPPPMMiAjz589nVfV94XA4YDab4erqChcXF+zZs4elorljo/Xr1+PkyZNsFNr27dvx3nvvsVm2vwWOHj2K6upq/OUvf2FHUM8++yyeffZZp/edOXMG69evR11dHZthyufzMXPmTERFRSEkJAQJCQkoLy8f1L1jQDbM++67D5GRkQgJCUFjYyOWLVvG/sbj8RASEoLnn38erq6uEAgEWLRoEYYPH45hw4ahvLwcO3fuhMPhgKenJzvvJCJ2PnGTAolBQXZ2Nn766ScsX74cQO8DOm7cODz++OP49NNPUV5efsNnbDYb/vWvf2Ho0KF46KGH0NPTg/Pnz2P+/PmIj49HTEwMm6M4btw4WK1WHD16FI2NjbBarcjJycHSpUvZeeHs2bOdmpYdDge+/PJLAEBCQgIuXLiAf//735g3bx6GDx8+YLLzeDw88cQTiIuLQ0hICHQ6HbKysliEzW2IDz/8MNrb23Hq1CksWLAAcXFxcHNzQ3V1NQ4fPgyJRAKRSITPP/8chYWFrOWkvr6eeYKDDW6B5xZsIsIDDzyAadOmYdu2bbh27doNn7FYLNi2bRuCgoKwdu1anDlzBtnZ2Rg3bhwiIiIQHx+Puro6fP3110hOTkZUVBSKiorQ1tYGu92OnJwcLFu2DIWFhWhubr7hrNlut+PEiRPg8Xh4+OGHwePx2LSUu7Ftrv2gr1M6btw4PPbYY9i9e/ctbfXo0aMICQnBa6+9hpycHBw4cABTp07F8OHDERcXh/b2dly4cAGBgYHw8vLCwYMH0dzcDKvVih9++AGZmZmoqqqCwWDAsGHD2OLO2eqHH34IPp+Pl156Cfn5+Th9+jSeeuqpAcmM8Hg8pKam4rXXXsOmTZtYFsZoNKKurg47d+7ExYsXkZWVxchDuCHZf/nLX/D73/+enbX+vOisL59zbW0taxPbsmULOjs7YTAYMGPGDKdNdTDQH1vl1pCQkBCsW7cOZ8+eRXZ2NlxdXSGTyfDHP/4Rzc3NyM7OZrys1dXV6O7uBgCmx0uXLkGr1bJnnIPdbmdtWPfff/+gRtjjx4/HqFGjEBAQgKqqKqxZs8bp7yEhIXjhhRdgsVhgMpnw5z//GcOHD0dqaiqKi4tx7NgxRmjA4/EGnRRlQDZMbpyMh4cHamtrsWPHDrZo2Ww2JCYm4rnnnoNQKIRUKsWTTz6JSZMmwWQywWKxoKenBzweD0KhEDU1NaiurmYbpsViYVPhOfJrbhMdaEVevnwZn3/+OebPnw8+nw93d3eMGTMGzz77LC5evMgYQThwRQbffvstRo0ahRkzZiA/Px88Hg+TJk3CI488ApFIBL1ej8bGRigUCgiFQmRkZLAxTEVFRYy43NfXF+np6WywLbcIXbhwgS2slZWV2Lt3Lx566KEB3TABYNy4cUhKSkJwcDCOHTuGV155hcnI4/GQnJyMFStWoLCwEB4eHpgyZQoeeeQR2O12nDt3DmfPnoVEIoFAIMCJEycYCxInP0c2z6XJuMKLwYhEuJFInB5TUlKwdOlSnD59GqWlpU4jzLgU5OHDh5GUlIR//OMfsFgsyM7OxvDhw5GSkoIpU6YgNzcX586dQ1JSEsaOHYtDhw6hpqYGwH/16OHhARcXl5tumFzf5kMPPQQej8fSu3cjf15eHvbv34+nn36ayZiUlMRsta6uzmlD4GQ8f/48kpKSsGzZMnR1deHAgQO47777MHHiRISHh7MKxTFjxiAkJAR/+MMf2ObLyciNmkpISGAFFZwD8N1330EgEGDFihWorq7GN998g3Hjxg3YUcLw4cMRGxuLb7/9FhUVFWwN0Ol0+OGHH3DlyhXMmjULvr6+EIlEjD3r0UcfhcPhcBoTyMFiscBms0EsFsNms6GtrQ1eXl6w2Ww4cuQIamtroVQqER0dPagb5p3Y6sWLF2EymfDRRx8xW+UKvKZMmYKysjIcP34c4eHhiIqKQklJCauE5fR4K+Ywh8OBsrIy5qAM5oY5evRoEBH4fD7a2tqc9g6z2YyEhAQsXLiQvWfKlCl44IEHYDKZUFpaysjjvby8YDAY2NoJgKXbgf86RDfT/51gQNpKOAH5fD7z0KxWK/R6PZ577jlIpVKcPXsWer0eSqUSgYGBMBqNePbZZxEeHo7MzEwAvXn6lStXoqKiAm1tbZgzZw4reebxeEhLS0NzczOOHTvGPJPbydePy2cyNjU1oaOjAzExMQB6abbkcjkCAgLQ2NjI0k0c3nnnHezbtw+urq5wd3dHeHg4DAYDNBoNe2D5fD4mTJiAt956C25ubjCbzUhPT2fecV/I5XKsXLkSdXV12Lp1KzZt2oTnn3+e0eZFR0dDrVajpaUF4eHh3GI1YCXeXAUh15ReW1uLffv24eTJkygvL8fIkSNx9uxZdHZ2oqamBiaTCZ2dnfjggw9YSszNzQ02mw1z585FaWkpiAihoaGIiYnBqFGjEBERgaeffhrXr1/HJ598gtmzZ2PixIm3u7Q7lpFLoRmNRlRWVsLX1xdDhgzBqlWrcO3aNbz00kvsfJzTI9B7lpSUlITW1lbU1NRALpdDLBZDLpcjJSUFWVlZrET9kUceYY4Pu9D/LEJ9vfaNGzfi+eefh1qtBo/HQ0BAwM3SfHcko1KphFqtRlRUFIgIlZWV8PT0hLe3NxobG1nGgvt+TkahUAixWIzw8HBotVq0trbCz88P7u7uEAqFuP/++7F69Wp4eHjA4XDgwQcfZA5dX4jFYjzyyCNQq9U4f/483nzzTfz5z39Ge3s7XF1dER0dDa1WC5VKheDgYEgkkjuW8ZdQU1PDMjF9YbFYsHnzZnh4eGDLli3sCOOjjz7ClStXUFJSgnHjxmHDhg3s/Rs2bIDRaMSUKVPg6+vLnl0iQk1NDY4fP47MzEy89957WLp06e0u7a5l/LmtLl++HEVFRXjttdcgk8kAONuqWCxGbGwsOjo60NjYCB6PB1dXV4SHhyM1NRVZWVmQSCRwOByYPn06SkpKbnthmzZtwgsvvIDOzk52Rj6QMv4SdDodc0CNRiP+/Oc/w93dHefOnWOkNsHBwTAajZg3bx6Cg4OxdOlSFBcXo6qqCmfPnkVraytqa2vx3HPPYd26ddDr9XA4HPD19UVraysuXLiAhIQEDB069HaXc3dtJRaLBTqdDhKJ5JbpNM4DsdlskEgkSEhIYIN0+565cSwl3Ps5TzUuLg5Xrlxhg0y1Wi0SExMRGhrKPA+LxYKUlBTodDrk5+ezTW0goNVqUV1djZCQEMTHx4Ooty+IOyTnDv+lUilaWlpY2fZ/FgFYrVZYLBanqLeuro6dLYSHh0MikaCxsRH19fUwmUzw8PBAVFQUOjo60NTUxK6F+00OnNFyCzHXnnCnXp/RaER7ezu8vb3Zdf8crq6usNvtrB1h+PDhrP8O+K9jxHntXLSv1+vZIObi4mKUlZWhs7MTAoEAcXFxkEqlcHd3h1arRXNzM+OuLCgowKRJk+5Ijl9CXz1yRUZcpqKnpwcajYbphNMr956+4OQlIrS3twPoLTaJjIzEiBEjmB45BhHOkVEqlb2VdAIBY4vishJcocbP04B3K2NwcDAbXcX1sFksFsY5zPHWuri4wN3dnRUbmc3mG2yHYzwCegv0uAHgnIxisRhDhw5FR0cHWltbna6fk4H7774MMhwH6p1G0DfTo9lsRnNzM6RSKXx8fBAZGckKnDw8PNgCaDab4eHhcYOMHN9z31SszWZjLDcSiQTx8fHsPnGFTjExMYzTdCDxS7bKXWvfM+Sb2ardbmfpYu5vFosFlZWVbJA9p0dOdqlUCrPZzFLpnHNjMBhQV1cHoFeXXMvcr4HdbofZbIabm1u/CnBkMhkSExNBRDAYDIxVqe/6w/2b4z1OTEzElStXkJeXh6KiIthsNsTHx7OCs6amJvT09EAul0Or1SIvL4+lcO8Ktyqf/c+Lamtr6ZNPPrndYFiy2+2kUqmoo6ODTCYTXb16lbKzsykyMpKSkpIYE9Dvfvc7+vHHH8lms5HBYGAMDMuXLyexWEx8Pp+SkpJIo9Ew7sh//vOftHTpUurs7KRDhw6RUCikLVu2/OL1/Af9Kn/mWGo+/PBDIuplLTp37hzJ5XJavHgxNTY20okTJ+ijjz4ihUJBqamptGPHDnrwwQedmE5aWlro7bffvoHpZerUqURElJWVRSKRiIRCIY0dO5ZaWlrorbfeYi0Y/v7+tHXrVnrppZcI6B1XZLVaadeuXfTpp5+S1Wpl/Jd9WI/6JePVq1cpMzOTzp49+4s3TKfT0RtvvEEffvghVVRU0J/+9CfG2pOUlERdXV20a9cuiouLo+zsbGpoaKDvvvuOLl++TEREK1asIIlEQgKBgJKTk0mj0bD2jvfff59WrVpFOp2OvvnmGxIIBDdrkxkwPRIR5efnk5eXFz355JO0b98+uu+++8jV1dWJN7YvSwinR04vv6RHADR69Giqqamh119/nb0vICCAzpw5Q++//z7TIxGxqRIDKWNPTw/9+OOPJJfLacaMGXT06FGaO3cuxcXFkaenJ4WFhdGTTz5J4eHh7Pri4+OpsbHRaSD0L9lqYmIiFRcX06uvvspsVS6XU2ZmJs2YMYPJaDQa6bnnnqMlS5awdo6Ojo6+7UR3rceamhqaP38+7dmzh4h62WHq6uooIiKC5syZ49Q+YDKZbmB2qa+vp7KyMuru7mbXo1KpqLKykrWf9IVeryedTkcOh4Oys7Od9Hgb/Gpb5dqwpkyZ4mSnIpGIMfgAoNDQUNq0aRNNnz79pnp0OBxOtiqXy2nmzJlOw6cVCgXl5ubStm3bnGTsO7nobmXUarVUUFDQr7Yc7vc4xjSNRkPx8fFs79i9ezeNGjWKcnJy2Ag3TmeZmZnsGU5MTCSNRsO4jF9++WWaOnUqdXR00OHDh0kkEjnd8zvV4223falUihEjRvxi8y5X4s2lIImIpQmmT58Of39/CAQC6HQ6VFdXs9LgvhHr+PHjYbVa8eWXX0Kj0eCzzz7DmDFjkJaWBqvVyjzByMhIPP/88xg9evTtLr3fCA0Nxfz589HW1oYPP/wQU6dOZSm47u5ubNu2DSqVCiaTCbNmzYLFYsHx48edJkNwzbcKhQIxMTFISEiAj48Penp6IJPJsGnTJkgkEixevBh8Ph8SiQSnTp2CSCRCZmYmjhw5gp6eHjbJBQBycnJARAgLC4O/vz/4fD6uXr2KU6dOseqw/sLHxwfjx49HYGDgLd/DldknJyfDZDKhpKQEarUaABATE4OYmBi4uLjAaDSy4bXu7u6smZ+IcP/998NiseDLL79ER0cH9u7di4SEBNx3331sADFXLr506VIkJCTcndJugvDwcCxatAhRUVHQ6/Vwd3dnJBhGoxFHjx5Fc3MzRCIR5syZg9bWVhw5csTpOzg9uru7s/SyRCLBrFmz4Ofn56RHoNdD/+qrr+BwOJCZmYnDhw/DaDTC19eXpdFycnLA4/Ewc+ZMFk0UFBTg7NmzmDJlCiIjI/stY1hYGBYuXIiOjg589NFHePLJJ+Hm5gapVIqmpiZkZ2ezZvann34aXV1dKCgoYOdXQG9mx9PTE6GhoRg7diyGDBkCT09PeHh4QCqV3mCrHh4eyM3NhVwuR2ZmJo4ePYquri4kJyeztHZOTg7sdjsiIyMREBAAPp+PwsJCnDhxArNnz74jW+X0yEXQQO869NBDD8Fms2HXrl3o7u6G0WjEU089BV9fX5w8eRKxsbEIDQ11GlDOLXQymYzplYs+3d3db4iKOXz33XdobW3FggULMHToULz44ovw8vJCQUEBYmNjf3XxGifjyJEjWSQpl8sxZcoU2O12fPLJJ7h+/TqEQiFmzZp1U1t1d3dHQkICamtr2f9zc3PDmDFjIBaLsXnzZidb1ev1uHr1KkJDQzFx4kRmq3K5nGWdOFudNWsWs9XCwkJmqxEREf2WUSgUsvT2rcBF0n3vP9ep8PTTT0MgEDASgtbWVtZi1/c709PTYbfbsX//fnR0dGDnzp0YO3YsGyCtUCjg4uKCiIgIPPfcc/05yrs1bucl9Aft7e3U3NzMPOienh764osvKCsry2lax814HfvCYDBQYmIiubq6kre3N7366qtERPTGG2/Q/PnzSaPR9PeSftFL+LmMFouFtFotLV68mDw9PamgoIBUKhV99NFHNG3aNMZVGRISQi0tLZSdnX1DFJmcnEw9PT107Ngx+uMf/0iXLl0ig8FA9fX19MknnxCPx3OKpsrLy+nBBx9kQ2+feOIJCg4OJqVSSQcPHnSaVnDp0iUWUW7atIl4PB4dPnz4jmTsD7q7u0mr1ZLD4aCSkhJatWoVpaWlkVQqpblz59L69evJYrEwPX711VdsriI3S9ThcJDBYKCxY8eSSCQif39/+tvf/kZERF988QVt2LCBzR8daD1y0Gg01NjYSBaLhZqamuhvf/ubUzYgKCiImpubb6rHsWPHUk9PD3344Yckk8kYPy6nl5/rMT8/n3x9fWnlypW31ePP56DejR7tdjuZzWZaunQpyWQyKigooNLSUkpLS6Pg4GD2e79kq5yM586do1WrVtGRI0eoqKiIOjo6aM+ePTfIWFVVRTNmzKBt27b9oowikYhOnTpFGo2GHA7HoNjqrl27KDo6miQSCbuGvLw8WrBgAZ08efKG93P3604a2B0OB5tuolQq2WdPnTpFGzduJJVK9UsfvyMZ+04I0uv1dPnyZXrxxRfZPQ0ODr6lrXJrTt+ZunK5nN58803GX91Xj7m5uSSRSBhHd39tdfPmzYw7+m5k/CX09PRQd3c3iy65Yew6nc4pG3MTW3KCwWBgkbNQKKQVK1YQ0cCvOQNS9GOxWGA2m1FfXw93d3eEhYWhtbUVnZ2dCA8Ph6urKwwGA5qbm1FbW4uUlBRG5UX034pGk8mEGTNmQK/X46WXXkJUVBRiY2NZGfvIkSPvtPG7X4fTdrsdJpMJr7zyCj777DPk5OQwar4dO3bgjTfewOrVq5Geno709HR0dnbiypUrTl/CTR7hziQjIyPh6ekJi8WCtrY2XL16lU0TAHq9veLiYigUCkRERODy5cuoqanBN998w867fvjhB1RUVOD8+fMYNWoUK5r62T0csAN4rjFfo9Gwcw61Wo2uri7WezhixAg0NTWhoqICycnJ8Pf3h4uLi1MLkNVqxfLly6HX6zFr1ixERUUhJiYGSqUSZrOZzRYcLC5ZrvpaIpHAYrGgvr4eu3btwtq1a/HEE08gPj4e//M//wOr1Yrr1687fQmnR46/l4ggFAoxfvx4pve+etTpdLh48SJCQ0MxfPhwJz3W1taySmGRSIQff/wRiYmJAHqLVkpKSu5Yj1xf4apVq7B3716cOnUKkZGRKCoqwv79+/HBBx9g1apVSE9PxwMPPMCa4W8mI1f04+Pjw6aQtLe3Iz8/30lGg8GAsrIy+Pv7IzQ01ElGrmeztraWVaqOGDEC7e3t7MxzIG2Vu29A79ntkSNHEBoailmzZiE4OPimRSpEd95DeeXKFdTU1ODQoUOIi4vDSy+9BI1GA71ej+DgYKco9me46wI1u92O7u5ufPTRR/jrX/+KpUuXIjk5GcOGDYPdbnfKEgD/1WNdXR2uXbvGzq6HDh2Knp4e1NbWYvTo0SyDodPp8OOPPyI0NBRxcXFOelQqlaiqqkJPTw9cXFyQk5PDsj+1tbUoKSnB2LFjB3zNcTgcMJlMyM/Ph1QqxejRo9mZLbeWtLW1oa2tDUql0mnv6Hvvenp6MGnSJHR1deGtt95CTEwMW8NNJhNCQ0PvlMjg5jLeaielO/ASiHrPDc6cOcPmW3Kw2+1kMpmoubmZ0Rv1BZez5s40p0+fTjNnzrwbdvmbod9eu9FopGXLlpGXl5eTDBs3biSgd/pIf3G3dExNTU2kUCgoMTGRdu3aRZMnT2bensViudU9HDBvj6j3bKiqqoqampqc5hmqVCpqaWlxOgPqC07P3Dnr66+/Tm+88cZNJ8zY7fY7vUd3JCM3K7Lvb3B6zMrKon379lFZWdnt5lPeNTg98ng8cnNzIz6fTx4eHk5e+03QLxm55yQzM5P8/f1vaqsHDx50mkd5K3Ae/a+RMTAwkKZPn06RkZHMVg0GAxUWFlJTU9NdyfhLMJlM1NnZSVarlZRKJYWFhdHMmTPvSobbQalUUlBQEE2dOpVR5fXDbn+1jJwet2/fTlVVVU41ArfCz6/L4XD0ixqO0yOXSfH29r5hDbwJBnTNMRgMtH//fjp9+vQNfzMajVRWVkatra03/SwXmRoMBkpNTaW0tDQyGo138vO3wl1FmPdwD/dwD/dwD/cAYPBJEu/hHu7hHu7hHv5/gHsb5j3cwz3cwz3cQz9wb8O8h3u4h3u4h3voB+5tmPdwD/dwD/dwD/3AvQ3zHu7hHu7hHu6hH7i3Yd7DPdzDPdzDPfQD/xfrZlMMYhCRuwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "<<44 more epochs>>\n", "Epoch 48/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 49/50\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 50/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def train_gan(gan, dataset, batch_size, codings_size, n_epochs):\n", " generator, discriminator = gan.layers\n", " for epoch in range(n_epochs):\n", " print(f\"Epoch {epoch + 1}/{n_epochs}\") # extra code\n", " for X_batch in dataset:\n", " # phase 1 - training the discriminator\n", " noise = tf.random.normal(shape=[batch_size, codings_size])\n", " generated_images = generator(noise)\n", " X_fake_and_real = tf.concat([generated_images, X_batch], axis=0)\n", " y1 = tf.constant([[0.]] * batch_size + [[1.]] * batch_size)\n", " discriminator.train_on_batch(X_fake_and_real, y1)\n", " # phase 2 - training the generator\n", " noise = tf.random.normal(shape=[batch_size, codings_size])\n", " y2 = tf.constant([[1.]] * batch_size)\n", " gan.train_on_batch(noise, y2)\n", " # extra code — plot images during training\n", " plot_multiple_images(generated_images.numpy(), 8)\n", " plt.show()\n", "\n", "train_gan(gan, dataset, batch_size, codings_size, n_epochs=50)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "codings = tf.random.normal(shape=[batch_size, codings_size])\n", "generated_images = generator.predict(codings)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "id": "NrLzMxweyLhO", "outputId": "b21da95e-da35-45b6-bbee-fd6e8b915382" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 17–15\n", "plot_multiple_images(generated_images, 8)\n", "save_fig(\"gan_generated_images_plot\", tight_layout=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "RZN7cSsKyLhO" }, "source": [ "# Deep Convolutional GAN" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "NgT77mdVyLhO" }, "outputs": [], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on CPU\n", "\n", "codings_size = 100\n", "\n", "generator = tf.keras.Sequential([\n", " tf.keras.layers.Dense(7 * 7 * 128),\n", " tf.keras.layers.Reshape([7, 7, 128]),\n", " tf.keras.layers.BatchNormalization(),\n", " tf.keras.layers.Conv2DTranspose(64, kernel_size=5, strides=2,\n", " padding=\"same\", activation=\"relu\"),\n", " tf.keras.layers.BatchNormalization(),\n", " tf.keras.layers.Conv2DTranspose(1, kernel_size=5, strides=2,\n", " padding=\"same\", activation=\"tanh\"),\n", "])\n", "discriminator = tf.keras.Sequential([\n", " tf.keras.layers.Conv2D(64, kernel_size=5, strides=2, padding=\"same\",\n", " activation=tf.keras.layers.LeakyReLU(0.2)),\n", " tf.keras.layers.Dropout(0.4),\n", " tf.keras.layers.Conv2D(128, kernel_size=5, strides=2, padding=\"same\",\n", " activation=tf.keras.layers.LeakyReLU(0.2)),\n", " tf.keras.layers.Dropout(0.4),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(1, activation=\"sigmoid\")\n", "])\n", "gan = tf.keras.Sequential([generator, discriminator])" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "id": "0-Sj_zc9yLhO" }, "outputs": [], "source": [ "# extra code – compiles the discrimator and the gan, as earlier\n", "discriminator.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")\n", "discriminator.trainable = False\n", "gan.compile(loss=\"binary_crossentropy\", optimizer=\"rmsprop\")" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "id": "4Ss7zwLGyLhO" }, "outputs": [], "source": [ "X_train_dcgan = X_train.reshape(-1, 28, 28, 1) * 2. - 1. # reshape and rescale" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "id": "xKWHUiUqyLhP", "outputId": "576b04b2-5604-405a-a672-9693db6ef26a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/50\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "<<44 more epochs>>\n", "Epoch 48/50\n" ] }, { "data": { "image/png": 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7M4yNjeHnfu7n5KB+7nOfg06nwxNPPCFrTAhot55ztVqF2WzGk08+iWw2i0wmg+HhYfh8Ptx3332YmZnB3/7t3woZIhQKwWg0IpPJyIGbnp5Go9GA0WiUCFOv10Ov16NaraLZbMLlcomBtNvtkmqwWq2w2Wyw2Wzi0ZfL5T2FORuNBiKRCP70T/8U73//+zE2NnbH9126dAnnzp2Dw+FAf38/3G737l7o2wgda2Aryujt7ZV1IJKl0+mg1WpRrVbl3wBE9xBVIis/nU4jk8lgbW0NoVAIhw4dwo0bNxCLxXDixAkEAgEYjUb5rE4bTDqa0WgUsVgMWq0W4XAYTz31lLx26dIl5HI5/PN//s/hcDgwOjqKF198EcvLy0in0+LwhsNhhMNhXLx4EY1GA319fVhYWMAXv/hFPPvssxgdHe3ovbybVKtVlEolRCIR1Go12Gw2WccDBw7g1KlTePLJJxGNRrG6uorV1VUkk0lMTU0hFArh0UcfxczMDNbX13HkyBHY7XasrKwgmUwCgJzLndI5O24w6d0wd8AIk/RgEn7o1bPOht5eoVBAvV4Xj1yn06Fer+/0ZYpQke8n2GkvpVwu43vf+x6WlpbEcalUKhgfH4ff74fVahWIh7WHY2Nj6O/vh16vl2hLq9VCp9OhUCigUqkAgCg1n8+3K156vV6HRqNpIdswfzUwMNACrVGZMkqp1WqoVCoCwfKrVqvJvdAbNpvNsn/VvBCVG8uoyuWyGPG9kmQyKc4osAW90hjQqLOGOpfL4e/+7u8wNDSEH/uxH9tXUSZFo9EIGpDL5bC2tga/3y+vcw2ZUyekWqvVYDabodfrsbi4KOgAHXdGcRaLReoXVWPd6SlPLJWpVCpIp9PY2NjA9PS0OHdDQ0MYHR2Fw+GARqNBoVCA2+1GPp+HTqdDT08P3G43rFYrtFotrl69inQ6jUgkgnK5jEgkgnq9jrGxMXz4wx/esz1ZLBaRy+UkB816fGCrFMxut8Nut8NkMgnRyufzQaPRCOFnZGQEPT09sNvtqFQquHnzJprNJjwejxCgdmq9dtxgMneVyWSQSCQwPDwsCpZ5HkJ3TEoT+rFarYjFYqKkiLt3EpIlbPH9EF3S0ejktRYKBXzpS19CqVRCMBhEKpVCLBYT+rrJZBLjQlbh6dOnxQgWCgWpUdTpdMhms9BqteIEcaPvhoPCSCIQCMBgMKDZbCKTySCbzWJwcFAMACFWMmF5YNV/q8+c7y+VStBqtTCZTDAajYKY0LgS1stmsxKx0nnYC2k2m4jFYkgmk5LPIRudjHVee7VaRS6Xw+c+9zmMjIzg2Wef3ZcGE9iKNK1WK9LpNBYXF3Ho0CEx/MxLkgDE3GW9Xhd49tatWyiVSjh+/DhMJhNMJhO8Xq/AvtzLPHu7NRKRjRHi8Tjm5+dx8eJFgSZ/5Vd+BcePH5fIP5vNwuPxoFKpwGQyoa+vD0888QSy2SxSqRS++tWvYnNzE0tLS8IUvnr1KsbHx/HYY4/tmcHM5/NIp9Oo1WqCFOTzedH9LpcLQ0NDALYIel6vF41GQ0hXFosF4XAYNpsNkUgEy8vLuHDhAoaGhnD06FGsrq5KKmQnZEcMJg8ZyR70xIvFIqanp6V0xGw2Y2BgAAsLC8hkMi2RByHaYDAozKZ2j70TwhzN94N02qgzGspkMtDr9ejv78fa2hpSqRTeeOMNrK6u4ujRo5Jb4Rr19/fDZDIhnU7j1q1bmJubw5EjR4Qwc+XKFbz88suo1+uw2+3o6emBx+Pp+CElhMaSD7vdjtdffx3JZFJKErLZrCjCUqkkhpC/n8/nJcVAIWRE5EPdq4w06Vgwz0lIlwZ1Lxw0jUaDUCiEcrksnj3Zlczlcf2pxNhVZT87lDSYJGelUimYzWb09/fD6/XC6/VCr9ejUCggEAjAarXC7XYjnU4jnU4jFAqhXq9LR59SqYS5uTnk83ncd9998Hg8ot+om5gb7ZRoNBrkcjlEIhG8+OKLKJfLePTRRyUff+bMGYyMjMDhcKBarcJqtWJkZAR2ux1f/epXMT09je9973v42Mc+hvvuu08cu/vuu0/O7+rqKm7duoXPfe5zOH78OJ566qmO3c+dhEFRpVKRhhOMNIkEFQoFpNNpSXMQoXQ4HII+xuNxYUATxSHCGY1GW7gz293H2zaYNJDtPyM0m81mBfIkexCAFBCrnnitVhP6b6lU2hVDtluMt52QTivaUqnUUvJDtlk2m8Xq6qp0Q+HGJCHGbDZLdBmLxbC2toZHH30UwWAQWq0W2WwWU1NTMBgM8Hg8yOVysFgsHTOY3H90yAizMVKo1WpS+kIWLw0c9yMjCUJEjO75eVSgwO1IlqQ1CruytEeye0n8sVgsUn6QzWaRSCSE2dtoNFAqlZBKpQSepnOwn4XPnTqG0YpWq4XVaoXVakWxWJS6YIvFIvBdNpuFz+cDAFk79RnY7XbhVXDduD86KYy0UqkUIpEI9Ho9vF4vfD4f3G43ent74ff7YTQaBR2pVqtiQBKJBFKpFJ5++mm43W45i4cOHRIyzOrqKhKJBC5evAiTybQnBpPGjLW0ACQdUiwWJcdpsViE7MO2qlqtVmBcopDFYlE+l44hSWA7Ids6CVQuagTInwFoyQGQncWbaDQaOHv2LFKpFK5cuSI3lMvlpL+jyWSCzWZrgch2Wr5fGLJUvswNduK6L168iOnpadhsNvj9foHJdTodFhYWMDc3h2vXruHIkSM4e/YsTCYT9Ho9Njc3xbiQlWYwGCR/EgwGcfDgQfT398PpdGJhYQGlUqljRBJC/2+++SaazSaOHDkCh8MBp9OJM2fOIB6P4/Of/zzW1tYQjUaF1ELlk0wm5dBSEdHwGQwGaUHGNmRkLDJXT8NDR5CeczKZhMViQSgU6sh9t0t7/W2z2UQul0M0GsXU1BRisRg2Njbw2GOPobe3V6KrWCyG9fV1xONxTE5OtnRF2o/CMiGHwwG73Q6PxwOXywWNRgOPx4OhoSGMjIyIYga2noXRaITf78fx48eRzWZx/vx5YXezwJ+s/Ww2K85GuVyGRqOR2sadEiJzRCKuX7+OW7duwe/3I51O49y5c3j88ccxMTGBoaEhhEIhaDQavPjii/i93/s9RCIR5HI5FItFjI6O4id+4idw/Phx+P1+/MVf/IU8q9nZWVy5cgXr6+u4fv06vvzlL6NWq+EXf/EXd/R+3u1e1T1VKpVQLBYl+s1kMgK5Wq1WWTca1rW1NclfEy6fmZlBOp2Weud8Po9SqbSjyM62DSZFPZSqwWTZBr030r41Gg1OnTqFtbU1XLlyRdiVzAPRu+UG+v9nUftfMnK/ly4d7yaMJqj4eQBrtZooB64f88wkZgG3S3R4bYStWDfm9XphsVhko3dKCMN6vV40m00hd2g0GlitVtRqNQSDQWkwwHw62a805M1mE1arVRwVRpE2m00Y3ExDsAEH++vycBqNRkFTaDh3Q5rNJgqFgqRDKOVyWdauWCwiGo1ifX0dwJYyIsmEMHOlUhGlsx9KYu4k1DmMmslMptOiNmBnfpZcCr6m1WqlVywJNB6PRyJKRil8DvysnXwe1WoV6+vr4pjNzs5ibm4OQ0NDYuyHh4fhdDol8tJqtdJVLZlMIp/Pw+Vywe/34+jRo/D7/bKnqY/ZGWd8fBzAFiM6nU5jZWUFHo/nvQ4NuCehHuOzLJfL8mU2m6WDEZ8FDaPBYBBYXGVFA7f5BsFgEKFQCAMDAzIYgfpzuzpz21qrnYhCXJrKsl6vS45BbV6g1WrxT/7JP8GlS5fwxS9+Efl8XrpSsA5TPaw/KKJC2HezeKqhZMRSLpfh8XiE6bhT4vP5UCgUYDabkcvl8Prrr8umPnHiBPR6vbTkYk9gnU4nypXNrwOBgBgSs9mMo0eP4siRIxKpJRIJmM3mjilg5svPnj37ltcsFgsMBgM+8IEP4OrVq5icnJQDR8eOtV7MkxApYeRYKpXE+DFfwlpNQnk8zFarVUg/hAV3QxqNBmKxGEwmU0vTD9YbWiwWlMtlrKys4ObNm9jc3ASAt+wxErbouO7HfD8JZRsbG1hcXITX64Xf70c8HpdaPp41vndxcVEY/ExFsOH6+vo6/uk//ac4duwYNBpNS32nGqns9P7N5XJ49dVX4XK5EAqF8Pzzz+PmzZv4qZ/6KQwNDeHw4cOSIuEQi4GBAQBocUSHh4dx4sQJPPXUU7Db7WJkKMwRfuhDH8LDDz+Mubk5JJNJvPTSSzhz5oxM6emU0FiSPd5sbk0DKhQKKJVKGBwcRCAQwPLystTF0pnVarWCtrEjkNoQx2azYWhoCEeOHMGZM2dw+fJlTE5Oytpt11Hf1m8TP2YOC7htEFjAzdZiqVRK8PhsNiv9Yx0OB1wul0Sd/KxKpQKn0wm/37/nxbU7LaVSCRqN5q7ui+U3AKSlFetZd1pyuRwymYx0RVlYWBB4a3x8HFqtFouLizAYDDLZgYaBdW3MMfC6+XNGLizFINXfbrfvOkNPp9MJc3ZlZUVymHT2SDhghNVsNuFwOASuVPOANCbMJ7EHbaPRgNPplGiVPT13ix1cr9fhdrvfoiAcDge8Xq908LHb7RgbG4PT6UQ+n5dCea4de+2mUimZJLTfRO3U1Ww2EYlEYDQaEQwGYTKZkMlk5D4ajQYMBoNM0yF012g0cOzYMWnBWavVhEHMCFR19qm4gZ1L61gsFhw5ckRSUT/8wz+MY8eOCT+gUCgIckL+gE6nQygUwunTp/HYY49Bq9ViZWUF6XQan/nMZzA6OopwOIxIJAKr1YpHHnkEZrNZ2j+WSiU8+uijMJlMePPNNzE4ONhxg0lHg+iHwWCQ5gzRaBQjIyMYHR3F7OxsSzMQi8XSgjiqOpBGV6vVCqnQaDTC6/UiEAhIwLFd2ZbBZBTYrgRoMFUlVCgUkEgksLy8jGKxKLVrFosFTqdTErxM3JfLZemwsdOR1F4LWXZ36wjQ+KiGqRPU9lwuh3Q6DZvNBp1OJ2ODvF4v+vr6AGwZOsJ6NIxkrrE5BRUMvVp6tJlMBqVSCU6nUxqaG43GXTeYamlLJBKRfK1KGOHzZQNrt9uNXC6HxcVFBINBeL1emQCh0+lgMpkQCASknIpQtZqKoJe8G2xnlXqv3rfJZJJuMQ6HAz09Pejt7YXNZkMikQAA+Q5ArjmXy0kP3f0m7ecjnU7D7XZjZGREmM6E6QEIgYZ7lAp8aGgIlUoFsVhMSuPYpJzoGKNVGsydXEuj0YjBwUG5p/vuuw+Dg4M4f/68lF+wnR+hZDJkh4aGcPz4cVitVnzta1/D2toavva1r+H06dMYHx/H9evX4Xa7MTo6CqfTieHhYaRSKeh0Ohw/flyau7O0qtNCg0l9n0gkpG+sVquVhhTcd0QsSWxS64aJwDGlR4dCr9fD4/HA7/e3pAq3I9symMwFMEdERWmxWOD1ehEMBhGJRARvppJUB3yGQiE89dRTuHjxIubm5qQrSjQalTEunYRkdysvo+Y/7qXzhOpFq/mUnfJum80mXn75ZbzxxhsYGxsTA7iysiJjktxuNw4dOiSQESNM5iZdLpesq9frhUajQTKZxNraGpaWlqTMZL+ImgPR6XTCvOMUFpUg4vP5JCoOh8PweDwIBAKSjggEAggEAlhdXcXk5CSOHz8Os9ksEShZ4CrbslNCyIs5IJIi6vU6pqencfXqVXzlK1+RXqn9/f0SWdGwELpNp9NSs7kf85cAJJqcmJhALpeTdXn11VcxMjKCEydOiANE51vNQ5pMJlQqFSSTSayvr2Nubg4GgwHFYhHHjx8X5Uuhod3p7mCsb15cXMTk5CSuXr2Kzc1NLC8vy7Vzfd73vvfBYDBgcnISs7OzuH79unQlojEvlUoypScajcJisaBQKODkyZN46KGHZK5rsViUUpUODH9/i/DZabVaOJ1O6aiVyWSkUQHZzUwR0bCq0Sl7QLOLl9PpFKIh1+iZZ54Rdv++aL7evmGoQFhCQlaTCiXSy2U3i4MHD8rwYXpx9Ab2U5Pg9yIsUueYJ9bjaTQajI6OSlH03YpKlc5ms/B6vS1Q+E5dMyMqNW+l0WgQjUZRr9el3o2KhyQf1oexdGNubg61Wk3QA5W1xlyCSiXfS1EJLe2tz5hTZ+6T18+oksqJkB0ZutyzzHlyosZukH6IADB6UtMl0WgUGxsbSKVSkgdKp9OyJsx3qR10yBLdj4Okgdu8CbWHbLVaFQecOWcOyWbTbgonK21ubiIWi0lkSU4F93Q792Anm4iwwcXU1BSWlpYwNzeH1dVVgcJpINizmFNUbt26hfX1daTTaayurkoDBna4ojFhdD0zMwOz2QyPx4NkMimdubj2u3Ee+cxUOxEIBOBwOODz+WQgvZqOAm7rQEaL1FFk1pK7wJIoAAgEArI39jzCZAspbijeFA0DcySNRgMbGxsS7vf19WFkZAR6vR69vb34sR/7MVy/fh0vvviiLC6Lvb1eb8cLhDsht27dwsrKCi5evIjJyUn8/d//vfQk/YM/+AOcOHECR44cuSuDRweCw1WvX78Oh8MhDslOSLPZlLlx7K1ZLpcRCoUwNjaGb3zjG7DZbDh06BAAiOJnzWylUkEqlZKWYr/8y7+MXC6HT33qUzh9+jQ+8IEP4HOf+5yUrbjdbplzuleDpumAkNKuQrH00JljZa0iHaByuSzPnjkwteE1jefKygrW19eRyWQQj8ele0snhQq0v79fmLzM37FUgc+9t7cXPT09AsOT9MOymaGhIVgsFpw/fx71el2g+f0k2WwWk5OTuHz5Mi5evIjDhw+j0Wjgm9/8JgqFAvr7+zE1NYVarYZPfvKTMmGGJJJcLod4PI5XXnkFm5ub2NzclJ7JTB11UprNJuLxOG7evIlPf/rT0mSDTeMfffRRBAIBDA4O4tq1a5iZmcELL7yAVCol+T0SgprNJp588kkZd3Xz5k2srKzg5MmTKJfL+OY3v4nV1VW88MILeOCBB+Dz+WQUXSQSwcGDB/Hggw929H5VncsZsr/xG78hqRL1jJDgw1IetS6adiIWiyGRSAgv4fr16zAajZiYmJChH+l0WuaebifI2Ja2JauwPU9C74AMp2q1ilQqJQSK4eHhlqG7bFhNj43eOxO9+5GZdyfhyKfNzU0899xzmJ2dlWGnp06dQjQaRT6fx4ULFxCJRDA/Pw+PxyPDtdUi5OXlZWHnsVA+n89jbW0Nc3Nz6Ovrg1ar3ZHmySTlkLbN0U6NRgP9/f04ceIEnn/+eSFTsKMKozG/3w+73Y5AICBzJzc2NmCz2RAOh4XS7nA4hEREavte18EyhUDDyA4+zJUw2na5XOL8qVAuI1OSmlhjmUgkYLFYcODAAVitViSTSQwNDe1K1xx1Qoyau6lWqzKc3Ww2S3cjQu4qi50RNZ2ZGzdu7Lth0hRCmWS6klR44MABeL1eGfZQqVSwuLgoUGAmk0E+n5cpHyaTCXa7HaVSSWDA3difjUYDU1NTmJubg9/vRzgcxoEDB6T+tVwuI5lMSgBy8OBBVKtVRKNRXL9+HYcOHcIDDzyARCKBUqmEF154QaJmstT7+/uh0Wjwoz/6o1hdXcX8/LxE2SR37dX0EqbmiOSwKxbRETpzAKTPs9rkQC1l4ySWbDYLAHKG2VOWZ+Fe13VbBvNOYTPDbBpM9m3kWKRGo4GDBw/izJkzMvaLeUvi86QLc9rDfu80AtwuOl5dXcWFCxfwxS9+ETdv3kQwGMTIyAg+9KEP4caNG1hYWMCLL74IvV6PcDiM8fFxHDt2DMPDw8LEXFxcxHe+8x1ks1kp8NdoNALtxuNxTExMQKfT7ZjBVOdCrq2tCUw3OjqKBx98EF/60pewsbEhhCUaS4PBIPMj7XY7vvOd7+B73/secrkcvF4vxsbGJKfEPCBrw/Z6bBSv32azSf0ZoVVGkiSi+Xw+YXOr7fZoMNkrdnBwED6fDy+99BICgQDuu+8+mYl5+PBheRadErVml2eQ565SqSASiUhpELBF9CIZiPV3NJ5UorlcDm+++eZbhkzvF2EUQtIam8ufPXsWbrdbyhXK5TKmpqbg8XjQ19cnsy9XV1dRLpfhdDrlebHWdrf4DZcuXcLKygqGh4dx5swZPPXUU1hZWUEsFsP58+elyuDgwYMYHx/H8PAwlpeXsbCwgAceeAC/+qu/KmO+PvzhD0vu+ZlnnsH9998vTuGzzz6L559/Hl/84hdRKBSEgOl2u9HT0wOn09nx+20XrVbb0sxDRWp0Op00vSHRkA4+CZAs3wK2SInr6+sybpD1z0yJtTfaea+yLUuklg6oP1O/mKtig2cqEQ5kBVrzYMSeqZQ6UaC/08Ko8M0338SLL76Ib3zjG0LjZnnGl7/8ZTEO9Ow4zWNxcVEMLgdpq+w8wtukkfNZ7lS+Qe1oo9FoZNJBX18fjh07hqGhIdnE7Lep1+tlE1osFlQqFUxOTspYnYcffhgHDx5s6dLBUgYqsGKxiHA4LDnB3RRCr3TaSN0HIPlGdSwZmXf0WHlo+Tl07riGXLP+/n7JFXZ6LxO6X1xcRCQSQSAQELYn+8ZGIhFpaEDnlPcKQH7OhgZMIxw/fhy9vb37snkBCVvM6edyOWFeZ7NZrKysCNx+6dIlGXgei8WQSqXkPLrdbpTLZSEoqhB9p4QNCPx+PzKZDG7cuIFIJILXXntNIFcawNdffx2vv/468vk8+vr6EAgE8Mu//MuSJrFarfD5fHjyySeFgb62toYvfOELGBkZQbPZxP/6X/9LWLLkJRw6dAjVahWbm5s7Tia8F8nlckgkEigUClK/XC6XkcvlBHVjXpKwLPkw6sQdtWsSOzfl8/mWiPW9yo6TfvgzGlNGEWyVZrVa0dfXh1Ao1LIoTGqzLyc/Z78aS3q1VJCxWAw3btzAzMwMFhcXpcaU5RTRaBSBQEBqHFk3lM/nEYlEhBDD+j/2jCSNn5G41WoV4tROGZlSqYR4PC6fSyM4NDSEvr4+OJ1O8c5YBmI2m4XYRDboysqK1M/29/cjGAwim83KPTgcDjQaDcmPMoLjAd1NRUzmNVMA7DGrEgvUCRUkOqlQp8reVvP1FNarch90euYqlQRRCD7fcrkssxVJiCAkS1iZ+5nXzXpU3g/TJnuxVu8mdK7ZM1jtFEYHRzWmAAR6ZQmcRrPVBSqXy+3qfFzC/xxoTUPOkWM2mw3/6B/9I3GQZ2dnMT8/j4MHD2JiYgIf/vCHhYyl1+thsVjQ39+PfD4Pi8WCN998E7OzswLtvv766zhz5gxOnDgBYIsg5vV6ZcQW0Yi91LuceMTrUVuq0ghyr6oBlno+iTiwuTu/tjuPtmMDpJmHpJLUaDQYGxvDAw88IF322w0mqdws8t6vHX7YiGF6elqGsbIv6aFDh/ALv/ALkgd89dVXkUgkZEBqMpkUb56Hk3lBUqItFou0d/L5fBgdHYXdbhdIsF6v4/Dhwy1z/7Yj165dw9/8zd9gZGQEExMT+MIXvoDDhw/jZ3/2Z9Hb29syuioajYoRYA1tT08PZmdn8dd//dd4+umn8ZGPfES6kfzH//gf8bGPfQyf+tSn4HQ60Wg0MD09DWCrhRVnp7JAfLeESpWQpN1uF+NNw0BF63Q64XQ6JZ9OI0rIjs5Me76d+55wJ2vGOiXsOsQG+Ovr66jX64hEIpiensbi4qIYbo74Ym0lay3VaI3EkWQyKY3Lk8mk5Nv3kxAZOXTokMCp7DrV19f3FnZltVpFKBSS3rBqW8dqtYqBgQEMDAx0dE/SaU6lUnC5XHA4HFhbW4PP58Pw8LCU5P3N3/wNRkdH8dM//dP48z//c2xubuLmzZu4fv06vv3tb+MXfuEX8J/+039q+dxAIIAHHngAy8vLePPNN/HCCy9Aq9XC7XbjwQcfxM/93M8JwvWVr3wFsVgMk5OTMl6xnS2+m8Ke1QCk65jaYYvRPzkQZO57vV7pqjU1NYWvf/3r0iOaqApnNN+rdCw5SIXEKJHhs8vluiM0RYNJ74G/r/Zu3CthM/hcLofp6WnpeUgaOllaiURCaPtUvgcPHsTm5qbAPkxSq7Vcaj6QHi8nKWg0W71LVSJOo9HA2NjYjtCkga0OI+yoVKvVZGg0FaOKFpCtVq1W0dvbC6fTKflpl8slbaxIV2cellR+ztdk8TgbLRNu3m1pjzDVUgHW6JHgpDZiKJfLcs2qIiZRjcXljUZDalQ7rYCYp+S1sDSCz51wucFgELYgc9dEd8h65n0xEs1ms9jc3MTc3BwOHDjQYjD3GqblfZtMJrjdbjidTpjNZinjqVargsgQTlcJUWoDA/WeOuXcqExsfrG8Qs0nkpW9srIi5RJjY2N4//vfj1dffRWpVEoISwCwvLyMWCyG/v5+uFwu9PX1YWxsDMvLy6J3vV4vxsfHxYAUCgVEIhGk02lJnexlqRf5A7FYTEg/1LeMELmm9Xq9ZXA7U3r5fB6bm5swGAwyZJsDIbY7uaQjBlMlqBCOY36IQ1vblSNzdHwwrDfajTzCOwkP1a1btzA5OYnf+73fky5EPp8PDodDEs+FQgE3b97E8vKyFLL/7M/+rBT/0+iqhBfmbtWu+41GQxRcs9nE9PS0QKFUTP39/TvWdWVoaAgf/OAHsbi4iNXVVcRiMaTT6RZYitfIdS2VSjhy5AiGh4dx69YtNBoNPPjgg3A4HDIFI5/PC9OQhKilpSXMzs7CbrcjFAohGo0CQMfLh9pFbezML7btA24zhxlFA7cVHZ8Bmb6VSkWeDe+D8Huj0YDb7b5jm7qdFuaZeZ0c1cacEFnODocDNpsNqVQKiUQCxWJRcqx0VMkSDYVCKJVKWFhYwNTUFL71rW/J/fCZ8O/tldFkWsRisaC3txd9fX1ybuhw9/f3w2azibKkMWpv7UmFnMvlkM1mO6J76OjSWAKQ7ks9PT3SC5br9sd//MfIZrOYmJjAE088gZ/92Z/Fpz/9aVy5cgVXrlwBsLUOzz//PJaWlvAjP/IjCAQC6O3txQc/+EH09/fjYx/7mDQ0n5ubw5tvvolGoyGErnK5jEAgIM76XsCydFISiQRWVlbQ19cHnU4n/Ap1/CDXjQ49ADlvkUgEGxsbgmT19fVJ72vW+t+r7PgJJkSlti5ihMLm3HdSHA6HA6FQSHomqtEUPeZORCDVahXpdBpzc3OYmZnB6uqqHDJGu9VqFcvLy5JfZEsxXg+TzeozoPd+69Yt1Ot1nDp1CouLi4hGowI7873A7fwTlbZaYqMWnvPaWFS+E0II+OLFi5iZmZHIwuVyodlsSiG30WjEkSNHkEwmsbq6ivPnz2N6ehrPPPOM9PCcnJzErVu3xPAT/ioWi1heXsb8/Lw8Q0YDZKfulqgDArxer0xnUZU/nRn1+RNepSPBGj0aXuB2Fxir1SqF4IS0VQXZCeG+o/EjmYlwsdrlhiVfLBthaoDRpnp2jUajEIimp6cRi8XQ19f3llzQXhlM3jdhdOacx8bGBKnhQGzeO8uFVGGUwpm8nWpByUgfgOSUI5EINjc3USqVkM1mEYlE4HK5BFqtVqt45ZVXEIlE0NfXh6effhonT57EH/3RH8k8zytXruDVV1/FjRs3MDIygscffxwOhwOPPvooXC6XrKnP58ORI0fw8ssvY319HU899RQ2Nzdx4cIFGRCwF00qeC75ReSC+5YoJdePSAkdHL7X5XIhl8vJcAGVAU1n4F6lIwaT0ZMKY6ldHe6kHO12O3w+n0Sfa2trLeQK5kV3WphXZOOEa9euCZxKY0l4UavVYnx8HG63G4FAQEoPeM1UkCRMcHI7i/TJvlRriFQjyI2gtn5SjaXaBUntU7pdYdRBQ6iWW7CJAXujDg0NwWg0IpVK4datW9Dr9fiX//JfSiR2/fp1zM7OwuPxiONESng0GsXm5qaULFCR73THoneTZrMptHX2kFWVJ6Eg9Qu4TS7hvibJhAQhCnNh3A80qruVXmDETMNOg01GLACBAfmzZvP2qCu1JhqA9OSsVCpYXl5GIpFAPp+X/bmTHW/uRVQdoTZN6e3tlfZvnLPLUqA7GUM2A7fb7VKy0AlhqgW4zciOxWKIx+PStSYej8PtdsPhcODo0aNYXl7G+fPnsbGxAa/Xi9/5nd9BvV7HV77yFdjtdjSbTaysrODq1as4f/48Dh06BIfDgaeffhrHjh1r+fvMx3/rW99CLBbDo48+irm5Obz88sstfaJ3W9SSEdVgUreq8LlqT9Rh5+SDUGdHo1EZT6imLO5VOoIRqRANvVUVCrmTcuSQYXbaAG7T5Jl36ESbvFKphGg0ivPnz6NUKiEcDktpB7tK2Gw2DA8Pi0IplUq4fv16C/OKi8H754Ink0lRtCyUVmFmtdEDhUqLSpeQIJ+hXq+XJgA7IbFYDLdu3UKpVILNZkNfXx+CwSCazSYuX76MN954Azrd1oi2a9euQavVIhAISEeZ//yf/zPuu+8+/PzP/zy0Wi1OnjyJz372s1haWkKj0ZAJCYTy1tfXkUgkhL1Hks1uSaVSwauvvoqlpSX09/cL8YPXwakHHCCgtgEkYYAF/zRAZD57vV5ZH6PRKH1pCad30rCovAG9Xi/U/OXlZWQyGYma6SQSpaBiUvPrlEKhIMaUSMHk5CQMBgMeeughye/upbDTD1EpNgtxuVwCl/PckfHNdIHBYJB8HtmVAISV2QkHx+FwIJPJYHFxUZCYa9euYXFxEfl8HhsbG6jX62I077vvPvh8PhSLRUxPT+P111/Hz/zMz6DZbGJpaQlnzpxBuVzGv//3/x4/8zM/g//xP/4HQqEQxsfHJWWkttbkHozFYlhaWsL58+eRSCRaelXvhVCHEorm8+dQh3K5jHQ63dKekmgk92m9XsfGxgbMZjOGh4cF6WE3p5WVlW31y91xg8lIiIaAP3s375oRJjt20KNoj8p2WlTok9R5GkW1rypp62r0SW9W/eJnEoKjEeVBJBtW9d5VElB7AwfmLtuVLjti7ITwOlU4j2sXj8exsLAg18qejTQker0e8/PzMhXe4/Hg0KFD0lBhbm5O2G303vn8CE3vdo66Vqthbm4O8Xhcxj4BtyFFtRsInwf/z2dOR06NONVIh/uIhCh+ficNJp8r95NKlgAg+WSNRiPeOpm87aLWWKuknmazKSxclUyzlxEm0Qs6OMzl0lFnuUGpVILVapU0gUq4A1q7yPDcd2Jvmkwmgb8ZCSUSCaRSKfnbdMhYCsN8OhEZOuKcdTo/Pw+bzYbBwUGcOnVKCGmEfzkIvlaribPNfG08Hkc2mxXnSa0v3k1hLlodWM6ft+d9maYjWsT+zUQ3ud4Mshj8qPv4XvZsRwwmFQmn1avFpm83yzEYDOLQoUPi5bEIfHV1FYlEQmqSdvpgsn3bgw8+KEXMXICZmRlhccbjcalPNJvNCAaDLeO2CCeo31UGHIkWZEzyd2l4SCBRFTIdBXpPHJbK57WTOUy/3y/t33iQAGB1dRXXrl2TGky2jsvn89IAfn5+Hjdv3sRnPvMZPPvss3j44YcxMTGBq1ev4pd+6ZdQKBSwuroKh8OBvr6+lmdGuGU3FW6xWMQ3v/lNNBoNHDp0SBQYDyKVLPO4bO3HaJ85T3YBotElMqDVamV8GJ0Iwrw7dZ9qrSiF04No2OmZ2+128dY1Go0wSlWeAYAWGJevUylx3RlhptNpPPnkk7J/99JgZrNZ3Lx5E4cPH24ZQ7exsQGPx4Pe3l5sbGxIfk7NrdNJBbb2Bcl5ZrO5Y046S7Lcbjdee+01zM/PY319HfF4HMAWwsQSpVKphC9/+cvQ6/Vwu904cuQI7rvvPlitVrhcLpw6dQpzc3P47//9v+P48eMYGBjAb/7mbyIej+OFF17AxYsXhW+Qy+Vgt9vxyCOP4MMf/rDwEjY2NgQdqVariEQiGBoa2vWxe1zHdDote5hro04nUSFjjUaDTCaDjY0N6Qo0MDCAubk5XL16Ff39/fB4PELE6+vrg81m2z8GU7XyOp1OICK73Y5arYbl5WWEw+G3JJXpfav5vHK5jEwmI51hOuH18CEfOXJEQntGROPj4xLxMolMqI7RXrPZbCkQp4OgYu8sKFZzSQCkZyXrxhgV1Go1YdOqOUx6mlRc9PC3K/RoqTzYV5XrQEiO+QEqfrfbLYSFYrGIK1eu4MiRIxgYGIDH40E4HMbjjz8Ov9+P6elphEIhBAIBqfu7E1t6N0Sr1Up9MJU94Ux+McKioVPp6IS1COURrrZYLPB4PDCbzRgbG4PL5UI4HO4Iqan9sNNRo0NK1IBffI33yt9Ro1/1dxmBFgoFcWwIhRHOzeVycDgcez4jk6UzNHCMkmgkyUWgs8De1ir7mWeZz4CRXydSBdQNJpMJAwMDACCdmSKRCOx2u6RbeNbZzITC1pWJRALNZhN+vx/Xr1/H5OQkhoaGAGzlKqvVqryHEXckEsHly5eRyWTQbDalSUCxWJT89F7kMEulEtbW1tBoNODz+aSjGc9evV6Hz+eDxWLBwsICms2mlMvQuXM6nXj00Ueh0WgwMzMjPcx9Ph/q9bqUz92rg9cxliy/AEjBbLlcxvT0NI4ePfq2v0/YgAuYSqWQzWbFM9xpBavVauHxeOT6SNgBtqJPGkJ2pykUCi3Fz5zxSQiFB43NqxmdUPkSQiiXy0gkEjIWizmUXC4ndUgOh0PgW3ZwYf9HXs9OKCtGJs1mE0ajUZqjq14cWZZkOet0OoGDpqamEI1G8frrr+Pw4cPo7e3FQw89hHA4jI997GNIJBK4evUqBgYG4PP5hJm5V431tVotgsFgy/BzKl2SvLjGpNerjZu5fuqIKIvFApvNhlAoBKfTKezUoaGhjkCW6uepNYWEgFVHjkXf5XJZahH5eyokrjK1WYtJsgydWRJUWK/rcrl2rIHGvQivmc4knwUJStQfVLQ8wyxnInzHz1JrV0no6oQwgpqYmBBC4MbGBtbX18UxVceMmUwmhEIhaXMYiUSQSqWkB/LY2Biee+45LC0t4ciRIzKFptFoIJlMisNOSP3VV18Vxz2ZTCKfzyORSODo0aPSqHy3pVAoSPqHZVmMMhmI2Gw2yeU2m025f6I+NpsNzzzzDHK5HL773e9KfXwwGES1WkU4HN4WItIRg0kP3u/3S9f4np4eNJtNzM7OtigaChuAr62tCZPS7/fj0KFDiEQiuHTpknRc6USDYDLrmAcBbjdTIDynKk01X0UlpXrozG1xcdSDpxaW8z2MQNg3MZvNSrStUuXpkIyNjcnQ3+0KGbHMr3IgNL12nU4Hn8/XMnmeUZbT6cS/+Bf/AnNzc/ja176GhYUFfP7zn8fCwoJEcYzY2K5rdHS0hZyy25Cs0WjEmTNnxEnghAvC0E6nU66HkRvhT5vNJvV7RBvUphw2mw12ux19fX0tEOdOi8oV4HWqeWE1B9RemkRRmezMu3O/00EissMyKebbarUa3njjDZRKJQwMDOwpJEvjwwiRNd3j4+OSXmH/UJK22vPKdAjo6JP0w+fYqfvjGTh+/DjGxsaQz+cFtWCePBqNCkwei8WQTCYRCoXk9y5cuIC/+Zu/wcc+9jEcOHAA9913n6zfT/7kT+LDH/6w6CZ1/TOZjHAXAEhDlL6+vj1BDfgsmFPleDUGJSRBmc1mnD59Wsh7o6OjeOyxx5DNZnH58mVMTU0hn8/jqaeewrlz5xCNRqWpw3YnJHWscQF7qVKpOBwOFAoFKUJt34T0bDOZjNCuOTKKTClCS50SEgAYGVNR8BCpzFYaQXr2NKB8Te3kA9xuk8bPVQ2hSjxQFR8jXo7e8nq9kjPaydFYarkEABkErRYw8wCq98t1HBsbg0ajQTgcRj6fx9zcHJxOJzweD3p6eoRJzCiHEKUaveym6HQ6hMNhZDIZpFIpURzqenOtVUeIRgXAWyArtscj7M5OOrt1b1wXtR+oGjm+nah7lc0c1H7BREbUfUw0JBKJ7JuRX7xO7k1G+ESr1GbqfJ+KoKiEPcLWqpHp5DpqtVsj8lSHnOvRaDTg9/vf0uCAOikcDsNoNCIej+Po0aN47LHHWrpKeTweuR+1LI25ynK53DIz1ev1wuFw7GoTEQqfPXkbHDvXaDQkLcbrCgaDiMfjmJ6exrFjxzA2NiYtS1lLHg6HxUFium27Z7JjrUe8Xi9GRkawtrYGrVYrB5lKsn0TptNprK+vy6SFZrMJq9WKnp4ePPDAA+jt7YXP59tVCE89SO/0d99OIb3TwjSbzZb8o2pMySZtV3idqnmjkkyn00gmk/B4PDLDke2naCBpvHU6HSYnJ1Gv1wUReOihh4S8UCwWJS+Yz+eRTqdl6sna2pqQK0KhkHRm2S3R6XTSX3RyclIgfzXKZ1lPJpORGlMSI0gEY7E0Z3yOjo5KJLOb+5TOF784F1JlXKqOpgrFMq8H3HbWuG7sXkTEhOd2N4zI3YpqBAiT896SyaQ42kS12OEnk8nIIARG2iozlqkYdSZtJ4TPUGVit79GXdBsNtHX19fiENVqNfT19eHjH/84ent7YbPZxNGlE6yiC3T61C5VdGZTqZQ4Q7vRmapdiLrRaSDjmxUMZrMZU1NTKBaLeOqpp1Cv15FKpYQhfOLECTQaDayursqepjPMgGy7+rNjT4TDWDkVgN7CnaAhAMJ0Iiym3pTNZhOvaq9rvu4k97IAb/c7qqe7W0ICAiNXMkaTyaRAp+3lQmxSrRYD0/Cq0ZXqCHBeIQkIfN9utz9k9MESBJXBSgUMQBSGSo4hC5ZGhf1j+bUbhpJr0f4z4DabkIqP99IeTdFIqKVfdyqPYaTDc8n3kinNBhB7KcxZ8nqZp1UNvIoKcc+q5SOEP9W66t0SPmPgzoONVcRDRbl4H0ajUfrnktjD56Cud7vjzT1APoTqIOyFqOkPIjYsCSKhko4L++cODg6i2WxifX0dfX19qFarCAQC0nBFjdSZqthOlNmxxgUkq/j9fpTLZdy4cQMAWoZLq7K6uoqrV6+KN8cHx3mEau1iV3ZWSPRxu90yrb5arWJ+fh7pdBoApOaUa+FwOIS8QyXD3w0GgwJ/WCwW8f7j8bhMACGD1GKxtIyR2g0h0SsajYoXS1awmoPmLE/CRABaSFiFQgE2m006srwbmUBVdvcqqhFUPxO47fgwF01mKCeU8N7J2uZ68qypHX5oeNmUXeUd8BltbGwgkUjc873shDDKIqOV10z+gQopE87jflTTHQCk7ISEn/ZOT52Ud/sbd3KkWX7SLm8XGaowvRqhzs3Nodlswmaz7XmnHxIuDQYDenp6YLVakU6nZfA5h8+zZOiHfuiHcOPGDdy4cUP0yv3334/Z2VlcvXpVAoF0Oi1s6e2sacciTF4UYR5+8f/tBpMKF7jtJVcqFRk305XOCRUIG05z4ojdbsfg4KBAN2pUxUJhAAKjMPKgl0oPll1+2DeWh5EQPf+9m6JGUxQaAr5GpUIPl/XFAIQlyqjybrzWnXT4VAVK75nQI1s2MtJihykSeHg/JCWpzFL1WagRttqYnj9fWVnBxsZGy1rvtrQ7ISqbV20AAKClmQMdIJUJTIWdyWSkNnc3kY9Oi8rPACDn/Pjx42g2t0rHyFXYbTiWOoE16yQ5sW49Ho9jfn4ewWBQHHrCsSaTCVarFW63Gz6fD36/X5ogzM/Py99YWlrCZz/7Wbzvfe97S7vAu5WOPRU1FGaSWd2s7RuR5RyEEcgSY4eKrnROqGDy+TwKhYI8bzZlNxgMiMVionCpnIEthVUsFlvWm5/Jn7EzEJm4nFwDoKWQfDflTl4m96Q6tZ1GlM4ejQwAKQTfrSiE0h5tqIQfEqtI5mB0SBJZ+32pToHqyPAzgVaoDLiteNmnVU217JWof1+tJeXkI6YTCO0xD6jRaFparZFVW6/X5fd+kERNGTCFMjIysodXtCXce0RJmH7T6/XSJCYWi8kAD2Arjbe0tISDBw9KGzyHwwGfz4d8Po/e3t6W5gvxeBzPP/88RkdH95fBVBl37WxS5gp4KHnoedjZns5oNKK/vx9nzpwRpldXOiM8OCyxeOWVVzA+Po7Dhw+jUqkgk8lIpxiOCFJny7HEQi2jIJnC6/WK8mKzBw5/DQQCYqB3UzGxhIjtBtU2WxrN1qQRNcJQC9/VyR880H6/f1do+GrLPvU88LwRRmazDELmfI8aBfL+SehSmaMqK5qQJlmmLPwnRE/a/24TnSgsKeGgYKZ0yKFgeRbzV2wzqTpo7blqdkfivbGPdVc6IzxjdFa4TycnJ6WzVigUwkc/+lHhQIyOjiKXy2FqagqxWAwXLlyQiVdsuK52hrPb7Th16hT+w3/4D1I/fi/S8QiTxq+dqNCuIJljUGvy3G43+vv774jTd2XnRDWAZMuxETsNHL0+NhdXlaM6KYA5MOYK2Oy6Wq2Kt8dRS3vVSxa4bTSZY200GhL50uCoJSQkxRDGYjTN/NhuRFjvxExtL9FixKQ6ruoX789oNLaUM6ij+dT7ouPLUij+PRJP9qIMgcJcHpmuagkQ14pR9J3WSo2sgduzUrVarTgIu90mbreFz2c3S6FUUREOoHW/cRgCG2TQQTOZTPD7/YKeMFU0Nzcna2+z2dDT04NAIIDjx49jdHR0W3u1ozlMhtNqDuHtSD8ejwf9/f0AbtOLe3t78fDDD3eM0t2VLSHNXB0ObTKZMDY2hsXFRZTLZRw4cAButxu9vb2iMFl3qG50KhqVJMQIjZ2Tkskk4vE45ubmEA6HEQqFdt1oajQaGTgMbCmMtbW1lnpMMvQYXZpMJgQCAalTYxtFNSfWSXmnZ0SFx+cbjUYRDofFkVENiQp7cVILHSAW96udjvi81HKUZrOJdDotQ6j5mbstjcZWo3umDsjaZT6OXywrYG2pCmurXbt0Oh3cbrdE6olEQsbf/aCKSpwiU363y6JINCLL3mw2w+FwoNlsYnFxUfZxIBBApVIRQk84HBZDGgwGkUql8OUvfxlWqxV+vx/j4+N4/PHH8alPfQput3vbe7TjESY3JNtp0Wtrz1n5/X4MDw9jZWVFWlexh+Je50d+0IUGMJ1OIxaLtUyiHxsbk0J2q9WKYDAoyoe1XFSszPGRWQlAohjWl9IoRyIRrKysCCFotw0moeRsNisKcnl5WWbrEdpjdEIvVu1tTJYlJ+p0Wt6uhkxNdzBKUNdFJd+RFNM+oYWwpVp+ANxuHUdCDLsjEb5kimUvUAIq2nq9LhGzWs9I+Jz7Vy2d4r2xp7H6HPjZ1WoV6+vrMBgM0tT9B1G4r9TJO7stJB6yv61ak8kWjGazWXrdMg1UKpUwPDyMQCCAc+fOYWVlBel0WvoAnDx5EgMDAwLtblc6ajDplZbLZayvrwOAKE21cBoAQqEQDh8+LA2T19fXZYZfVzovGo0GiUQCq6urohytViuOHz+Ow4cPY35+HhrN7W4+6XRavHC1NSAheJKC6K3SkNbrdUQiEayurmJhYQE+nw/hcHhXFS496lKphHg8Dq/XC7fbLZBOKpVCo9FoGQWVy+VQLBYRj8clp8tyGk4F6bS8XeMK3g/zsHRS+DNClaoXz/SHWhdNJqxaUsJokj2SSYRR856MXvdCVEY2DSMdA5fLhWQy2VJqcyeDqdbPUi/RwVhaWtqTyHm3RZ20sxcBClM0bLvIZgqVSgXZbFb4E9FoVJrJ87W+vj4cP34c/+f//B9MTk6i2dxqyn78+HG8//3vx+Dg4I7ZkY5msrVaLYaGhlAulzE8PAzgdpPqdiGEYrfbMTQ0hMcffxyPPPJIJy+vK/+fEE4bGxtDJBLB0tKStJQixMqpCswLcN4n83gqU5Pv4+fyEBLWfPDBBzE+Po5oNIrR0dFdz1Mzf9nf349nnnlGDP+ZM2eQTCaxuroKm80mHXw4iolF0WazGUNDQ1hcXITdboff77/jnu6E3CmPSSNKOCsUComB0Gq16OvrQyAQELIVI07+ntfrbWHFEk5nNMp1U2tACWlPTEzI39sLoaJnhyWyW9VI22QyCZObE3JCoRA0mq3RUGr+jAY0FAohGAzi0Ucf3dbA4e8XURsd7LawLvrUqVP4V//qX+HGjRuYm5uTKUilUgnXrl3DG2+8Ifnys2fPAthiyn7uc59DsVjE1NQUQqEQPv3pT6O3txcDAwMIBAI76gB01GBqNBo4HA44nU7pK0vlxNcpqlfrdDpx9OjRfdOn8gddeFhYx8RWd3xNo9G0sEBpDNn+DmidmMF8A9ezfZ1DoZCMNaMy320Wola7NSBgdHRU4MhQKCQNx3l9hGs5+NpkMkm9cC6Xg9lsFiJQp+WdSD/AbeIca12Zo2QuiNEngJaaTDV/qTo9wO32ZC6XS5iwJDqppLy9YpHSGeM+U6Fi9XVGLUwLsXEDo1EV4aBT6HQ6EQ6HOzLsAbj3Icadkr28FhJ4Tp06hXg8juXlZWHOcsj1xsaG1GU6HA7UajUkEgncunVL6i2Hh4fx/ve//64aidyLaH7Q6oy60pWudKUrXemEdNk0XelKV7rSla7chXQNZle60pWudKUrdyFdg9mVrnSlK13pyl1I12B2pStd6UpXunIX0jWYXelKV7rSla7chXQNZle60pWudKUrdyFdg9mVrnSlK13pyl1I12B2pStd6UpXunIX8m7tOb7fuxrcTZuHbd8jO9yw961er5chtC6XSxrQq30sd1B29B7ZUzSdTmNpaQkzMzNYWVnB4uIiGo0G/H4/AoGATMIAtvp55vN5RKNR5PN55PN5LCwsyOBij8eDYDCIoaEh9Pb24sd//Mdl8PJe3OOd7rler2NqagrpdBqRSAQ3btzA+fPn4ff7ZXQUW7BxjuZHP/pRBINB2O32t22M/h5kV/bqWz6wrXEJOwItLi4iEokgHA7DbrfD5/PtxJ/btXtMp9N4+eWXce3aNZw/fx4/9VM/haNHjyIQCEiHH/be9fv976lTEZ/Z26x3R+6Re3RtbQ2xWAzRaBSFQgHJZFL2I9tQ8v21Wg3pdBqFQgFOpxMmkwlmsxmBQAB9fX2yt+9BOnaPtVoN8Xgc6XQay8vLKJVK0tNYHdihtnbkrNZbt26hXq+jp6cHJ0+exMMPP/xeL0GVO97jtvtZ7bf2TnshbE69srIim9fj8ciwWo6L+n6YutJoNKTd1Je+9CXMzs5ibW1NRv+Mjo4ikUhgbW0NDodD5g1y8ofZbIbZbEYqlZKJJdeuXUOhUEClUkFPTw+eeOIJaZS9H6Rer6NYLOIv/uIvMDk5ibW1NWkq7na7odVqcfnyZWnyvbKyglwuh6NHj8Jms8FkMknbuO+ns8A2cuqgBLYJ/PrXv45vfetb+NEf/VGMj4/jscce+77Yv5S5uTl88pOfhNVqRTgchtvtxvDwsBjLSqUiTsH73vc+uFyuu/7svZrmUSwW8d3vfhff+9738PLLLyOVSqFcLksDerPZLIZfbaYPQBzUSqWCJ554Ah//+Mfx/ve/X3pE7wep1WrI5/N44403cOnSJfzFX/wFYrEYzGazTAVS38s+wpwkZLVa4XA4cODAATSbze0azDvKPRtM9mT8fjpEnRI2p+asyPZBw3zP98OzYl9Zh8OB8fFxOZCbm5swGAxwuVyw2+3o7e2F1WqFTqeTiR2cpcn+nDQinERgtVphs9la5izuhdDBSSQSmJqawrVr1zA/P49EIiEz9mKxGFZXV3H16lXo9XpsbGxIQ2+z2YxwOIxXX30Vk5OTKJVKCIfDGBsbk1FCDodj3xpPeuu5XA6ZTAaZTEaGJGezWSwuLsp0Gu5h1bDuR2k0GlhbW0MkEsF3vvMdmbV6+vRpPP300xgdHZUBAOwV6/f70Ww28ZnPfAblchkDAwM4fPgwTp8+va/OaqVSwdTUFL785S/j6tWrmJ2dRbFYlN7cJpOppf8vHVGLxSKoFockmM1mxONxvPjii+jv74fBYEAwGNwX91soFLCwsIDV1VVEIhHpS62OHSuXyzJGkDqVE5EGBgZgNBoRj8dlBvNOyz0ZTIbO7dPL1TCZ71N/Rx3a2v557/ae/S56vR5+v18mH7RHG99PY8p0Oh1sNhsGBgYQiUSQSCSQSCRgMBhgtVplEgaH8WazWeTzeRiNRiQSCYGmm82mjPpSxy+pUy92W1Rjsb6+josXL+If/uEfcOnSJTzwwANwu93weDzIZrOoVCqYm5uTWX10jIaHh9HT04OpqSnUajUsLS3h8OHDKBQKMj+SI7T267ozYkkkEjJSz+FwIBaL4c0335SxWGy0r+7r/SZEA2KxGGZnZ/GFL3wB0WgUExMTuP/++/GjP/qjLXAl78ntdqNWq+Hb3/42otEoTp8+DaPRiFOnTu0b5KzRaCCXy2FmZgZf+MIXkEqlkMvlZIYnh5zr9XoxJpzIYjQaYbFYZKQin1M2m8WVK1fw8MMPw+fzwefz7RuDubS0hI2NDSQSCXG8jUajOGwcDsBm+3xdo9EgGAwCAGZnZ1EoFDpyje/ZYFJ5RKNROBwOeL1eGegZiURgNBrh9XoBbCmnXC4nc/k4vouKhPMROeUeeOv0Af6sfaKAOvC10WjI2JedGBL6XkU9WD8IUbder4fL5cL4+DhWVlawuroqXuzCwoLAdpyfBwDlclnyKXwGhKcrlYoM+KWy2qtntLGxgWg0iq985SuIxWJYW1vDgQMHcObMGbz22muIRqMwGAwIBAJ49tln8Y1vfEMmvp8+fRq/9Eu/JPMffT4fMpkM/v7v/x71eh3Xrl3D5OQkTCYTBgcHMT4+jqeffnpP7vOdhA6LxWJBT08PGo0GCoWCOAsejwfValXOVjabxcbGBlwuF9xu915fvkiz2UQmk0EqlcL8/Dx8Ph9OnTqFo0ePotls4l//63+NUCgEq9X6FieeE1hsNhv+5//8n6hWq7BYLHA6nfvKKUin0/h3/+7fYXJyEisrKzKRBtjSfZlMRtAcTgjyeDyiL5vNpqRDAIhxaTQa+NrXvoYrV67gt37rt94TJL3TQjtx9epV/P7v/z6q1Sqq1arMnM3lcuLoMr3FqLlUKolTkEql5H75xXTJTsl7MpjNZhNzc3MoFApi6BqNBjY2NpDL5bCxsQG9Xg+32y2LR8VYrVaRzWaRTCbl50ajUX5Ob4Ewns1mk01O40lFxfFC/OxGo4FyuQyHwwG3290yGLcr700IWTEPyxyd6twwB8QZgzqdTv5PZ0cd9UWHh6/tpcGMRqNYWlrC4uIiUqkUstksDh8+jImJCSFUFItFOWQcUUYHIRQKyUHW6/WwWCySMwG2FFyxWESz2YTNZhMkZi+iFV6TOrNUq9XKzwlrcRq93W6HxWIRp7PZbGJzcxMAkEqlBEqn07sfIjDVqbZarXC5XDh8+DB0Oh0mJiZaIkugFcWirhkfH3/La/tBOCD51q1bWFlZAbB1nzw/dGh4xng/7cOw1UCDZ7HRaGB9fb0lYNmLe6cuWV1dbXHOqScYLavj2qhztFqtEJk4BJxRaTqdxuzsLIaHh+FwOHbset+TwSyXy/it3/otJBIJ/PiP/7hANefOnRMiRLVaRblcRk9PD4LBIJ566ik4nU6USiVEo1Gsra1J1Gm325HNZrGwsACz2SwPx2KxYGRkRP4uB+HG43GUy2WUy2XYbDZYLBbJFRWLRRw4cACnT58Wr7Ir7104+5IDlH0+H+x2u8AidEZUCIjT6QmPWCwWVCoV8QhpLDlX0maz7Trhh1HVuXPncOnSJayvr4tCGRsbw/vf/34cP34c0WgUL774Im7cuIFvfOMbaDabCAaDWFtbQyKRwMWLFyU/vbKygkAggH/zb/4NKpUKUqkULl68iOXlZVy8eBE2mw2ZTEacjt2+31qtJnMgGTHy2hnxm81mWK3WFqOqPi967rdu3ZK1fPDBBxEOh3f9ntqF83btdjv6+/tFmf7qr/4qANyRkf5Ojtp+MpbAFhoyNzeHhYUFFAoFhEIhWSPVKNJI0lGjY1OpVMQBVs8tsHWvGxsbKBQKyGazcDgce0LCSyQSiEQi+MIXvoD5+XmZ52q1WuVe6LCWy2WUSiX5mdlshsvlEuNKNCuTyeDSpUv47d/+bfz6r/+6DJveCXnPkCxzT0ajEYVCQYyYwWBAOByWaM9kMqFeryMWi0l4HIlEsLy8LPiyw+EQA0jIgHkvkoo0Go0sZDwel4NPSJeHtlwuY2VlBZOTk/jEJz4hXuO7yX7zKveLqJB3tVoVWJ0Hll/tuUj+jEaS/zYajXj00Udx7Nixe6Wyb0tisRhWVlYwMzODxcVFZDIZ8c43NzexvLyMnp4eWK1WlEolQTiWl5eRSqXgdDphMBiQyWSg1+sFHcnlclhZWRFWIgkJDocDBoMBiUQCOp1uV4wLFcy1a9cQjUaRy+VQqVRQKBQkAhkaGpI8NPNB1WpVCCE8c3zt0qVLiMfjWFlZQaVSQaVSwY0bN+ByuWC1WtHf34/3ve99LZHpbsqdzm4HSrf2RKanp3H16lU5Q0RyVN1INId6Ebito4nk8b3AVkqN+XW9Xo9qtYorV66gUCjg2LFju3p/zWYTGxsbWFpakpI07iGVOKjqIt4PEUyVM0Oy5dDQkBDvyKXYKR3/ng0miRs2mw2pVAqrq6toNBqw2WwYHx+XEoNUKoVCoYDNzU1otVoUCgVsbGxgcXFRboAeEQDB2WlMmQ/lg2k2m4hGo1sX/f9FN4SE+TA5af3MmTN3bTCB3Tea71LHtW+EFPxSqSRQbLvRbI9MmN+kJ89kvdlsxkc+8hE8/vjjsNlsu34va2treOmll3D9+nXMz8/LmhuNRiwuLsLn82FsbAwejwc9PT0Ih8Pwer147rnnsLCwgFKpBJPJhFQqJeU0JA9dv35d9mmlUoFWq4XX64XRaEQkEoHdbt+VHBHhtRdffBGXLl1CNBpFqVRCNpuV6P7hhx+Gx+OBy+VCoVBAJpORcxgMBsVbJ8T+ta99DZubm0I2yWQy8uzsdjs+8IEP4PDhwwgEAntiMIHbjsL3W1nPu8nly5dx7tw5ccLIVq5WqxIwmM1mlEolKbkg3KrmOlVeBc+m1WqVPOArr7yCUqm0qwaTa7a8vIypqSlEIhEUCgUhBZJkR8dbTfHQAaXBpP7RaDSwWCwYGBgQYiLvcafymHdtMBOJBGKxmMBtCwsLiEajyGazgi/n83kxmLzISCSCWq0mdXl2u12ULH+X0SVwmxKtwkb0EggnqA+MEeng4CD6+/sxPj6OgYEBFAqFu4Jl25m9uyHfj4e6UqnIunKD0qGhMaXC4sYlPOJwOBAMBhEMBuH1evckf8l9duDAAfT09IjxbzQamJ2dxc2bN+H1ejEwMACTySRphbNnz2JwcBDT09Nwu904ceIEtFotarUapqampBwjGAwiHA6LIRkaGoLL5dpVJT47O4uLFy9ifn4elUoFQ0NDwook/JzL5UTp1Gq1liiFReLqGfR6vQI32+122O12eXYmkwkbGxv4zGc+gw9/+MN48MEH9yS3yQjq+/FcvZMw3WG32wFslYmUSiWB2lkClUgkRPe2PwM6QE6nE81mE6lUSvYkkbzNzU0kEoldvbdUKoXNzU28+uqruHHjBrLZLBqNBhwOBzKZDCqVipAKqfvplBKCpv6hlEol2ccM2CKRiJR67cT+uCuD2Ww2kU6nsbGxIWFyPB5HNptFuVwWMgENH2EDXjyL2jUajUABpEsDgMlkkghFLbZtl3ZvghvEZDLB4XBgdHQUjzzyCNxud0tXiHe7t72W/QwLq3BIO4GAB69Wq0meAYDsB2BrPX0+H3p7e6XbyF4II1+fzweXyyUHtF6vY3V1FYuLi5iamkK5XJZoUKfTIRQKwWQyIZ1OC0uUDD6y9NbX12EwGOD1esUIMyKgguvkGvOcra2t4dKlS9jY2ECpVILf7xf4it1QEomEIDP02okaqEQmAOLR01GlE8voWqPRIJPJ4I033hDilM/n2xNIdL+en3sV5qAJoar6jq9rtVq43W4Ui0UAuGNJHwMX6ljueUKeGo1G0IPdlHw+j/X1daytrcn5oTFsr47gvXEvqg4SDSrvi88sm80iGo0imUwim83CbrfvSJT5rgaTZSQXL17EK6+8IvVpVC6lUukti0nPCEAL4SGZTGJ9fR2BQEB+NjAwgB/6oR/CzMwMlpeXMTk5iWKxKDkiJq7VHJGK19MDfvHFFzEyMoITJ068J5bsnWpA71ZUA/JePFz1d0iSslgs+4rOTlFZryQbqKxl5r5YC1ar1ZDL5QQyL5fLOHLkCH7mZ34GQ0NDe3Yf1WoV+XwePp8POp0OqVQKWq0WPp8PXq8XsVgMn/vc52A2m4Ww1t/fj+HhYfj9fmlxuLCwgNHRUQwNDeHXfu3XsLm5iS996UuwWCwIhUJYXl5GOp1GMpmE1WrFwMAADAYD/H6/KL6dlmw2i9deew3f+MY38Jd/+Zeyly9fvgxgC4YjCYv7VGWlUwmphpLIDnOcPOfq2apWq4jH44hEItBqtbhy5Qp+5Vd+BX19fT+QEd9uSzKZxObmpjg3hUJBAhBgS3+MjY2hWq1iZmZGHBwaQ75Hp9PB6/UKwkCUgZ979epV9Pb27qrjvrCwgL/7u79DKpWCxWJBsVgUY8fGEtQ7dOSIKrIMiqWKTBkxZ0mDubKygldffRXVahXPPvvsjnAn3tVg0gtlOzQar1wu1+KpqF4nvVbgdsTIhC0NJX/XZDJhbGwMGxsbLWUj/CJs9HZitVrFqDN0vxM08XaynYNNz4yEELPZfMfPayfKpFIpIdLk83lks1mBGA4dOvSe+lp2Wkwmk9Sx8UARHikWi0IYMRqNcLvdLfemliEMDg7uCdmHks/nJd9uNBqRTqdbCBFWq1Wcl3Q6LWtoMplgs9nEcavX60I+YwlTf3+/1B6rpVF08orFosCdnXCKCK81m03k83lxaOhg8qy1owRqvSwVKABRWtyHPNft8LJa2kCPXq2p5rV15b0JdW6pVHpL9KhG/EQ4mJdUdQzfTx2qOjyEdLn3yUDdTYNZLBYRi8VaOhTxPmk/uC/J0OeZAiD2xWQyid1oJzjRTqVSqR1rlHJXBrNWq2FjYwNTU1MYGRmBVqsVD531MIw2eDPqQeIGMJlMCIVCEpkWCgVYLBacPn0aly9fRiKRQLlcboFT2yFAAJLIBbYizEajgdXVVUl4vxeDyc+8l+hybm4Os7OzOHz4MNxuN3p6ekSptNPzuQlqtRpu3ryJVCqFdDotLdjy+Tzsdjs+/elP72kRcbu4XC5ptM5nbjKZ4Ha7Beas1WpwOp04fPgwJicnhYFKo+lyuTAxMbGn97GxsYELFy6gr68PZrNZOhexSb7P55ODx1aA7DjicDjQbG7VVTqdTty4cQPpdBonT56E2+3GU089JcrN5XIJC5FKq1gsIplMdgxFYA7f6/W+JWoEINF/e0tCGkX+DkXti0voz2QyibPEs04mPCNRtthrr7/dKeG1/6BHr8y3Z7NZpNNpOJ1OMZQkxfDcsQaeOWnVWFIfEvXR6/VwOBwoFotIp9Pi4KvBibpvOimFQgHRaFQMNa+brTbZkICNB6hD2TeWgRRzk2qLPHJfDAYDstksEonE7hnMdDqNGzduSOPsgYEB1Go1LCwstHieOp1OFD29aZXdpHo4ExMTMJvN+O53vyu1lwaDASaTSTwmhtfMjarkILLF+KAJJ2k0GpRKJanbvBu5l4OXzWaxvLyMl156CW+++SauXLkCu92OQCAgjkImk5Ho2mazIRAIIJlMIp1OI5PJoFaryYJmMhmMjY2hv79/X0WXAFpYsmxGzmdNmIRlC5zaQY9VzZXtpdBZaY9+SEZjjqevr+8tRAL2y+XEh8HBQbjdbuRyOWF09/T0oFgsIpfLCduP0XS5XEYmk0EikUAwGOwIk7RcLmNqakpQGrXUQP3evg6qYVOZzQBaYD3V+VOZ0lS25CPEYjGk02nk8/mWxiPbFbIp//f//t+ic9RrdTqdGBgYQCKRQDabhVarhd/vx4/8yI/I86dDkM/n4XK5MDw8LAqWTnq1WsXq6irm5uYwMzODdDr9liYeVqsVbrcbTqcTBw4ckPrxnZRSqYRkMilrUigUWu7ZbDYjl8uhVCphY2MD2Wy2xZFR4XYGELlcDjabDaOjo1hdXcXm5qboXiIhiUQCTqez4zXs3Ef5fL6lCQN/rtFoJM1TLpflPoDbThMNotqrmvtR7Y3s9/t3tFfuO2pnMllv3bqFQqEAl8uFYDAoeDNJHgDEgwUgYTZZTrxxerNDQ0Pwer04f/68LBq/COep0CrzlmRiqoleGkzWkFUqlY4X4BaLRSwtLeH69et47bXXMDMzA4vFAo/HI+SKjY0N2RBerxfj4+PSSYaeE1uQlUolnD17FgMDA/vOYKqQHrBVO8s146YG0OK0cG9Qse6l0GFT4X4qFI5kczgcMJlMCAQCcDgc4rWqHrpWq4XT6UQwGITL5UKxWMSNGzeQy+Xks4rForDz6LRVq1Up3+hU/9xyuYylpSUkEgk5gzwf/Hq7dVCjtne6vnZyBXAbnWF+TafTIZfLSaP9nZJGo4HNzU388R//cQsbm9cdDAZx8uRJLC0tYXNzE3q9HiMjIzhy5Ajy+TwikYicq2QyiZ6eHrhcLqkdJSuTa3ru3Dm8+OKL2NjYkOL4gYEB+Hw+uN1u9Pf3IxQKwe/3S1eznRSmBbjvVGIleziz+Us8HhfHR02btEf4xWIRJpMJwWAQyWRSAgsaI44CYyOLTgqj2WKxCLvd/pbOYNT93Luqk6R2elPRTbZG5b0yIHE4HHC5XLtnMCcnJ/E7v/M7sNvtcDgcOH36NGw2myyImmfkTVksFiSTSeRyOQQCAWl1x9zX8PAw+vr6cPToUQwPD8NkMgmmDdw+nGxqoCpeRjbMz5DV19/fD4fDgVKpJDTsTgk3Xm9vLwYHB6UtE19TC8PZHi2ZTEq9ajgcllwCobze3l6Mj4/vO4Ppdrsl8uKIndHRUZw+fRozMzOIx+MIhULSh1Sr1SKfz8szeSfW825IrVaTomjuWUI2zCEDW3t9eXlZ+okS4iHSQaeNI8xcLhf6+/tFyep0OlFAAGS/87CTpNAJKZfLmJ+fRzQabTknNHCqqA4DUyqq8VFh2DsZ0Xb4lqgRiRaMvDl3cjtC55kRx7Fjx6DT6WC326Upg91uR7lcxq1btyTCpOH+xV/8RZhMphaDRpLaX/3VX8Hn80nD+Vwuh9XVVbkHdhxj/Sqd4VgsJrn6v/qrv8LHPvYxfOpTn9pRGDOTyWBubg7NZhNWqxW5XE4cut7eXrhcLpw7d06cE+aw6RhSuFbUpQDQ29uL5eVlQQFURzeRSHQ8HdRoNKT3OA2f0WiEx+OROnzm+tWeudyrtAXsWMVUFoMk2ho6AAsLCzAYDPihH/qhzpN+6DkuLS1JVEh4VPVoeDDJZlJ/Vi6XJacDQGrzXC4X+vr65GCpnjwhV36prFt6IqoHTbIP6fWdUkwUblBV2RBO4Osqls5aOD439T4YYaqEqP0kJDPx+abTaWSzWZRKpZZEe7VaRSqVEiJQ+/PZK2EUyTIQ4LaHS5IPc3npdLqlWw8hH+Y622EvericnsBDq+5j7ut2OHg70l47XK/XkUwmUSgUWgycSgLh//m9HW5VzzL/Bh1X9bPaP5+/yzPJNnz8+U4I0Qoqd6/XK1M6yLDk8+W+q1arWFpags1mkybrauNxFsnrdDrEYjGBzcmtCAQC0tSbpDfWG6fTaSnjSafTO3KPqhBGpvEjASYUCsHj8bSUSFC/qo4QcLsMTN3zAKS3LlEg7lWe3047uI1GQ9ZLRTfUs3Un4pJ6DwDEEWCu02q1IpPJvIXgRlLlTp29dzWYVOQjIyM4duwYlpaWkMvl5IIIdTUaDZlWwakhbrcbmUwGBoMBw8PDMh3ii1/8Inp7e/HP/tk/Q39/fwvmbjabJVznNaiQEo0o82r0sPL5PNLpNKLRKHw+X0e7yXBTZjIZrK+vw+12t7RgUgkfzFEuLi4iEAjA7XZLQ2uj0YhkMolIJIJ0Oi1d+feTMNKy2+1IJpO4dOkSlpeX8cYbb8Dv98NgMEhzikuXLsnwZd7HbpEI3k4YfW1ubkoelrlLQqU0aMy9p1IpaejMny0uLgoKwL3HPJPf75dZn5VKReA0dgJi7msnIFlCv5xzCGzlvCYnJxGJRFpIbFwHRrnAbQiWZB0aXxVeVYlz6n5sV2RkDtNAabVaidB2QuiwbG5uIhKJYGFhAX19fRgcHERPT48gTSaTCe973/uk5KJUKiEWi+Gll16C0+lEIBDAww8/jJ6eHpTLZUEIbDYbDAYDnn/+eWSzWVgsFqyurmJmZgYDAwMCF9LJZ0SXyWRgNBpx+PBh9Pb27vj+Zlc0OnqVSgVutxtPPPEE8vm8TChpNpst8CPX6k6sWdW54V5Qy1Pi8Thu3LiBnp6ejpZ/VatVRCKRluHX7UM66GSqSAiNKfcv0YdqtYqxsTH09PQgEokgn8/LcyF6l8/nW9Ix25F3NJhqnR2NANswsR6G34HbG5yLQ/iERak9PT2yaXO5HL72ta/hxIkTGBgYwIEDB/CBD3wAzz33XEvCW2XrqYsO3PaUadTVv91JMRgMcLvdcpgIK7TXuQG3pwuozEN+Vw8a37ffhLAxADGcWq1WeqSy4TENjkajEWeF97iXUWa1WhVIVo38uV/MZjNCoRC8Xi88Ho8YIkadXNdYLCYwLA9uMplEtVqVxtUsDlfrydSelzshHK2nNgig164qGXV/tUOoFMLTd9qz7der/r/9b6j/z2azyGaz27rHdqNNpIZ6oFarYWVlBY1GAy6XS/gAZFACW7l2tbSJ0Qg/X6fTIZFIoFgsymB0h8Mh7FTCfxzQbLVaBUE5evQo3G43XC4XBgcHkUwmRc/thJCgxpQUEY9gMIjp6WlpEUp9q0Lq6pqqOT/uBXbD4Rll2gjYIjO2l3nstKiQrHrdRqNR7pP3pM6TZRTM+yMap9FoZGIJcHttVcIoWbVs4rAdeUeDyYdHQo0a2THy0Gg08j613yEvmF6aXq9Hf38/xsbGcOHCBSwuLuJP/uRP8P73vx/PPvssTp48if7+fly5cgWZTAaFQkEYiyoEqx5sGky1jd5usDKNRiMCgYAYTJPJBJPJ1MLipRNBSI+YO6+XyoCeIN+31xBmuzCv0Gw2hUmaTCZllJtav8jBti6XS7x9db32QqrVKtbW1lrmBur1emH0mkwmHDp0CIODgxgaGpKDqLL28vk8FhcX4ff7MT4+Ls5BMpkU71+tseTh1Gi2WgTSAO/EcygWizICyel0AkDLuVSNV3vKoF34LCjt5At+NqV9LdVWiNzLqVQKqVRK3n8vQqNIHcLzxWuq1WqYmZlBNpvFkSNH4HQ64fF4YDAYUKlUBEIdHh7G+vo6FhcXpV2aCssuLy9jbW0NoVAIDocDHo9HnmUqlUKpVILX64XFYoHb7RbH65lnnkFvby9sNhuKxSIikYggazshrCsvFosoFApSr97T04MrV65geXkZzWaz5W9yv7FuUYUz6XwAkJy93W6XigQ+W5KfOin1el0gbVWYT2W5Iu+D+5NGj3uC98P8tkpUslgs4kSqczVpl7Yj7xphejwePPnkky0XxE0FQIwi2Vy07sxluFwuNJtNmZdJD9Dv96Ovrw/Ly8v4hV/4BfT19cHv9+P48eMYHBzEtWvXkM1mJcTm9QC3DzYAMaq1Wg3Ly8t47rnnpGdpp4SKlJuaUSbhPhWbJxkim8221AmpEac6JWK/CcsF2sd10bgTPiHaAECgEn7n105GWncr6gGlM1etVhGLxWSIAKGcRCIhkaeqfCqVClZWVuB0OoVYQVIB57C2Gyf2wmTdXHt+8V5FzZ1SmKshQY4pEpaTqO9Tnz+NIZWr2tqQr6ksaD4TvtbOllX3OqOBe1FQyWQSN27cwOjoKMLhsCjOQqEgDPre3l5xylZWVvDiiy+KceC6qDNyc7mcEF3y+bzUQbMpS6lUEl3FXCiNEPPgagvIXC6HxcVFnDt3Dt/85jfx27/923jkkUd2BJ4tFouIRqNiLJlCWFhYwPr6uqQX6FhQ2utUVZIMA5ulpSUAwKFDhzA5OSn5vWKxiPX1dTGonRKmKWgHSqWSlCSqDT/UJhsqwVQ9QyqKoqKPDFAACLEvn88Lw3878o4Gs16vw2w2Y2RkBPl8XsJ5XggPrtpGi2Gvajxo2dU5mHa7XSjOzz//PA4dOoSRkREcOHAAFosFCwsLkjtQiQhU0qoiYJhO75v5z04JF+5OpRPcxFQw3PAkDFCRALeJFqrHtN+EHppartAeJfM1wvNU2mqzhu0o0O2I6mky8leHXbNJPFETOmC8VpvNJkX5jLT5RaeQ6686PUxnkJDRbry2cz+MDCj8/HZy3J3+XrvRVA2iqnzeLjJVf5fvU3ObdCLpIN3LelcqFcTjcfT29gJAC7mK900nM5/PI5fLYX19Xf5WNBqVXGNfXx+cTqdETjR4zHHRgWpvtqA2R6HzofI2yuUy8vk81tbWcP369W3D0BSuJdeYeobzhJl7fyd9oRK21PWr1+tIpVLStH1hYUHQgHq9Lga6k0Jnkukr3p/FYhG92W4U22Fnfo4aRd+JHawy+8lf2K68o8EkA+n48eN44YUXcP369bdAkSo7kEqBWDSVj9FolC70m5ubMuT50KFDWFlZwfe+9z0UCgXcvHlT8mCMYKmwuLH5IPhg0+k0DAYDDh48KNdNmnunlLPq6bAGlDVdjDwZqVA5tzN6ef1qtL4fc5h0RkhaobFkXofNJvha++8BWzDQxsaGzJvcTWGtGske+XwehUIBuVwOwWAQDz74IObm5rCxsSHODzugAGhRkCrCwVyn6kBwr+t0OmQyGZjNZhmerrICtyPr6+v4f//v/+HHfuzH0N/fLz9vJ3cAt5ULyT3tr6meuyrt66j+WyUDqQQjGhRONUomk+IwvBdpNpsyQJ6Qs8rwJCOYXcGArcYFzCEbDAYMDAwgl8sJmScSicDj8ch7jEYjbDYblpeXkc1mcezYMfh8PuloVS6XZdwg18xsNgsxb2VlBVqtFvfffz/6+/vx9NNP4/Tp09tGT+iE0blWa93T6TTeeOMNrK+vSzlNe7NyvlflSqioD+tZjxw5gjNnzuDmzZuSWmEesNNlbWQok+FMPUG7oup3pjOIZtVqNYGbGbw1m02pcaajwHOs1WqRTCZbnLjtyjs+HbU0gDANv6s5OtXTBG53EGH0weJtenWEUnw+HwKBAE6ePCmQktlslg1bKpXkILaXkgBbB5XeCqMbFQLspAF6O0+eCpabQf25Gn0xglGf536EZJmbZMSkEikodGhUJhs9R35GKpWCz+fb9etnhMk9osKJev3W+KqVlZWWxgb1el2MH/cSRfWA344cQ89ZhTV3wlgCW52HRkZGWurl2o1l+/9VeKv92aiiwlrq7/Jn6msqbMv7ZfRbKBSkCP69Ch1KDuBWz4cKRat/n/uM31kKRWKUavioz9S0gdPphMvlkv2roidqtx3qNZvNBpvNJmPd+PdYTnWv0q5bVcVvNBphtVpb0lHAnfWQyopW88uE7rVarVw3zzSfRaf5H+1wK6scmFOlvle5MLQhaspPvV/VePL+ef5oe2ZmZqDTbU0f2o68o8F0u93IZrNyU0ymqsqRhkoNi5mQ1mhuD4kmQYL4vFa71b6qv78fDz30EKLRKBKJBBYXF6WHJyEvbkJuXuL3Wq1WDDCNJ3MorLPqhLRvbNUQ8h7VDhY0HvR02FOURlUd/rrfJJlMYnV1VSAiPm/mbuntqd4woTn+n60EWXS9m0JWXqPRELRChfV6enowOTnZ4phxWLTb7ZZWd+2wMxW4mr+jYeVhVw+tmtvejgwMDOCnf/qn3xKpq2xQ1cEEIOxZAC3RSDv8pZJD7mRk1WbsqlOsoiVsdr22tibP970IHRmWLPFMEeJVWeeMBvlsqTjZz/fQoUNSX8n1ZW6SgxMqlQr6+vrg8XiwtrYmdbl8joTyeL9WqxWDg4MYGBiAVquFx+NBIBAQaHg73AlGmKoe5TU7nU6MjIxgbW2txSlVnRfV4VFz3WruOR6PQ6/XY3h4WJqrZDIZQQ13ArZ8N1HTNYlEQupe1TaGRC65J3O5HJLJJACIIwtsOUDpdFqeiZoGU8lTX//61xGPx3Hfffdt69rf0WDyYTcaDQQCAdTr9RbiDiEa9bC2s5j4gJhw9/v9GBgYgNfrRT6fh9PplBZTpVIJs7OzwrZUcyNAq0FRGblsScYwnq3nOiU8SLw2LjAPO/MkrDFin1x15ptae8TF7XTDhXsVOidUVGq5Be8ZaPV2CQMCaKlN3AtR2YJUSISfaPjVMiaSBhwOh9SYMjJRoyhCsSp71Gq1yrBejWZrCoqa196u6PW3Rx+90/2q16SeGzVvfifWK3B7/QC0OEFc+/acrRrB0FlaWlqC2+1+S8703YTvV0sKEokEksmk/C2eE+oZFcZjjow5S5PJJHWyRA3Y+Luvrw9er1eiUJ1OB4fDIZEc+we3I0NMRakIw3sZKfhO9642M6GR9ng88Pv9CAQC0nKR6B+AFucdQEtZiZr/pT41mUzwer2yhwhVq2hiJ513nkW1harP5xPDB9xeW94Dgw6dTie6nfwZtZ6TgRqdLaPRiHw+j+vXr0tOfDvyjgaTD61er8soIzK0+DoNhZojaVciTGQbjUaEQiGhcTPPwVoqYOuAFgoFyUO+nZKl4WHkls1mYbPZpC9oJ5pcU1QGoprHUT06FR6iEeXr6vv4fParweQhUzcw8w6qIeBeUHMJ3APValVg3b0QdR8TYqXBJIpBGEultKtMOxVCZ8qA71eVC/PZXEvm3fj521VGVNjvdq/t0aP6Og2/+v63ex+VlcocVg2yuu95/tlLeXh4+J4NJnVIs7nVXYqN0IFWdi6NOM+XqogbjYbk2lVntdHYahZ/9OhRHDx4ULgGVMaMttSuZSqCcKcuX/dKcGoXXj/rLzUajQwut9vtotfU/CTX506OjGowqaPZ8lE1LrvJYFcjZOoSNn3nNXKvAbedPBpMvV7f0l2LuljVrRQGVUQutyvvmuFlR/yBgQGMjIzgwoULLbP9VDYWlYK6kWkoh4eHZShvT08P3G43xsfHpX6K3n80GkU0GpVDwUizHV9X8Wpe46FDh3DkyBG4XK6OJq95rYQmyVojREQISaPRyNR7lhewuFqj0cjm53NSWcj7RciSJcyhMs7YeFxl86lQEYUR+U7l8d6LaDRbZTvMn7NM6cCBA/D7/ZI7J/0cgETPVF5cTxZBc7AvB/GyaQDXXK/XSxkDCUYqTLrTikl1uNSzqBrFdnhVNeB8DxWNauBV1IBGmGvNM6YqQI6Omp+fx+joqBDg7jb6aq9lrNVquHr1Km7cuNHSnpH7ievCMW31el1GkTEHRidDddwHBgZgs9kkIlVzzqrxZ16tVCpJrjKXy0kUupOdrGi8arWt3tNkch85cgQOhwOvv/46YrGY7E/+jqof2xE5OvVEscgGpxPB81sqlQQerVarHa0J576pVCoy0IO5SlY4MPUG3GbWMh1kMBjESBLN435U97PqBPD8b9thfacXqehSqZRMjVfJHLwZVdqTuvSS6EHQkHLzEUrhYlJ5qV4GvZB2CEnN1zQaDVitVoTD4RaWYydEjTDvdFh4WOlBqcOl1QVVv79TNL0fpD1vArz1mu9k7Lm2ZNLupvB6VKiR18/2iRwFpP4OI872w0XFpHZgad/rKoTEPUCFtFv3f7dOl2pE1fVtf/2dPq/9nKkRkjri7W5FZeLyszY3N7G5uSnGVCUAqn9TdRj4WVScakRIUpFaBqUaIFXvqPel5gLbuwjtpKOr7heNRgOHwwGtVovNzU2pJ6a06xP1Z3eS9ghe1T9qCVinHXcGVn6/X9ocqrC+Su5S10h1bNqNono/7ciPyrHYjrxrp590Oo2pqSk88MADGBkZkdEz3GzMZzL302xujQRTSz9sNhtCoRA0Go14h2xZxgeXzWaRSqVajCU9ET5INXfaTjRyOBzo7+/HqVOn4HA4tv1g3knq9bqM7nI4HHA4HOKt8nUSeZg7ISxJD4lF7eoB3A2W2nsV5l9VBUJPmAdLzZcw76Lms4vFohz23ZR2QgQ9VYPBgGPHjqHRaODy5ctIJpOSG+TkHCp6loZwrYgQtOfxeTgJ5arN21kTuFvr256z5BfXio5eu7Ll6+2/D9xOs6h5ezoi7TAtyxRY96d2bHkv98BuSpcuXcLs7GzL57Rfe71eF2iRpDq1TIFrQTjVZrNBp9O1GCAVimczFOboqd8Y3akwfrvivlehPiXLWIV6i8UiFhYWRH+oBgaAXC+NbHsOU43E1M9V19dkMgly9F5QgfcidEg1mi0S6UMPPYRDhw5Ja0GWtzBXS8dJdebUIMThcMh5ZLcgkhGJAAC3naztyrs2LiDcAUBgRV44vW31/aqhUyGTVCol8F5vb69MG2ByO5fLSccNtQi7PU+o/n0aTn4u2YCdxuLZeJteIPMfNOrcmIw0mTdTI+j2pgdsErzfDCYPMHN9fOb0RHlAaZiA25EY/59Op7G4uNjxhhLtokaUJGHxetl7lPsGuL2/WIZiMpmEls6oKZ/PtxhN5txVQgxzRlxvwvZ8hp0od7pTZMh/3+ln7VGfajTbnyG/q5Gd+nmqQ8I0Rb2+VS85NzcnMxzf67kk+Yp7yeFwiE7iNdjt9paxajyPKglPvQe+RgOikmF4H+RPqAxZ9bmo/bRV3bQTBoZGM5vNSm6SPW9Zc95eXqNC76rzpkZi/K4iX0ajUeqo2S/8TumvnRTVkOn1eiktbE/p8JrVlACvXTWe7R3HNBqNMJ0BtNzLTtiFdzWYrMMDICQIXgCVBYtJiSMz+uRmKxQK2NzclJZUExMTsNvtcsBIbY5EIi1tk9Rcieolq3+HyksdOdVpo1OpVBCNRpHNZqVriBrBEIrSaDTyfzXfyXoiNRHPZ7MXeb53EnUoMg2LmsdSjaRKWlKdnmQyienp6Y633WoXFc6hwSThx+fzIZlMIp/Pt0BQjUZDxgTZbDaUSiXZW6VSqSU3WS6XWxiLjLB5aNVpCUQX+Pc7cZ/cO4zyVUWqkizaz4hKRlPTKPw9Ktp2aVfaJNPQGEUiEVy/fh2Dg4Pwer3v2VGgU837cLvd4rCQAOJ2u4Xkx3WmLmIkpfYHZnRC55YID3Vds7nFIqVzc6e8fKFQeMu4sJ1w1HmGSqWSjA3TarXY2NiQ/rZut1saOrT/bvv/6eCqQYfqNHIiT7FYbDGYOzmKrl1Ug2k2mxEIBNDT09PCFVDPIoVOiwrNAmjJw/K6i8Viy9qo979deVecpK+vDx//+McxNjYmF0hogrAAvRq+ZjabBSLJZrPSi9NgMEjBr9VqFao0IRTVs6BnSOiPn0eDqdLOSTZoNpst3manhJAUWbnclDyQnODRaDQEZmZ0wjFkxWIRyWQS8Xgc+Xwec3Nz0rd3PwlhLBXmaY8wVA9d9X75nADsSQ6TUBSbcRO2cbvdomDZBcbj8YhiNJlMcDgckrPn2DWuMUkgvEcA8jOeA6vVKg29eR6cTmdH9iaVkGrA1HIfvofXqjIq+Zzay0zUXBB/505/l99VeJDXkE6nMTs7K3nie7131iyPjY1heXkZ6+vrMk7tzJkzqNfr2NzcFOYk9ysVJeFUVWeoBB9V19jtdtkjHDXI+2NZCsvgVBh2J6JLjUYjf4OlHy6XC0eOHEE0GsXCwkILoVLde2p9MUmUfK/qyKnErmAwiMHBQczOzko03743dlqov7mmTGdRD7LRvspv4XNR9zf7QHu9XsTj8ZbKiEajITMyeQbUiHU7Z/Bdy0pcLheOHTsGr9crG7A9YazmL+5EAqDBcDqdojS0Wi2cTqcU+LfnyIDbXTnYzYdMN3Uz8GDQM1EfbKeErDu73Q6XyyULo8IFZJNy87HOifdHz5Y5IRrU/QbJqvJ28N7b/Qx4K4tvt4VrRaYg84vAbYSEBCCuD0tDmFfhZ/BLLVFg3oUQHtMWrAVWFXUn96Z69tQokcJ91i5q3pJrdafP5vd2o3gnI8u/zyh8u84SHVGXy4WNjQ3JgZlMJvT29gqCpZbA0LFTo2eV1ar+n0qVUQ/zmPw8RqX8Yq1mO7Fku0LHhwbT5/PB5/PB7XajUCgAuD0GkH9bddZ5Bvma+u/2vdBoNOB0OuHz+bC4uCjO7W5BspwAw/PIWaO8jrcrX+J9thNH1XukE8Tzp9oKrue9rts7GkySINjSjNRt1WDxwrVarcBb6hQPipqQLhQKyGazsvisf1J7GaoeEb0nTkjn7wG3I1GyFtVEdqfE6XTi2LFjSKfTsFgs8Pl8ct0sal9YWEA+n5diY7fbjZmZGWxsbODEiROw2+0wmUxYWlrCzMwMzp49iyNHjuzYiKCdEMIbmUxGoPN2uF2Fqxh9qcL3dHpN3k70+q32d8vLyy0waiwWQzweRyaTgdPpxPj4uHiolUoFQ0NDCIVCOH78OKxWq8xsPXXqFPr6+qR7DGFBRnWZTEael16vRzwel0OqdtzppKh5ZaA1/6NGGADuaCjV/7dHJur7VIOkvsb8JeHo7TQmbzabiEaj2NzcFPaoOn+yr68PGxsb2NjYgMViEXJWOyRNVCsQCIjDw17IfF5UwBzFV6/XBW6ns6PVatHX19cRJj5RK5/Ph4GBAZw+fRo+nw+pVErSP0Sw1GoCnj01ZXInxIA/q1QqyOVyMlTj0qVLqFarMrFnc3NTeCY7LRaLBUeOHMHQ0BDOnj2L4eFhaDQaTE5OYnFxUaDxQqEAi8Ui1897ZWDB8XzA7X2n6iE+z76+PjgcDmxsbMBut8vn3mud/rt2+mE0GYvFpOuJyrCiwaMXBtw2YvR+1LoulSDSXjDOZLuKO3MjU3mrEAqNpk63NR5GfcCdFLKHWcNH5cjXGGHo9XqEQiFYLBbYbLaWAmpCCoy6OcB2rwxLu9yJ3KEKFZJ6ve2RiBpd7lRruHsR9SBxHZhbVvvgMuJnPqXZbApjMZFICMM7m80imUyKA6HucxpMMsXpNTPX0qn1bS+D4M9UBfJepN2IqlC8Cs+/0/UwH7fdtec9sE1nvb7VSIUNUNLptBg1RhW8PtW5JvLDlI66buqeJRpBZIwRDGE/NSrdSVHPnFarxcDAAMLhMJ5//nnk83kJTthYAWjt3EToldJ+Nvk8aHiA2w1gGPxwzToZYXKNPB6PdMKiPlXZzTxbTPWo6UDer3qPavqAr3E4vFarhdvtlvW8V3lXgwlseYzz8/O4du2a0PLbZzvq9XqZacYcHr0WlR3IzdxsbpWfOJ1Owajp7TH5rtVuFdgyL7m2tgatViuRL2/cYrFgeHh415p7Z7NZXLt2DdPT05ibm0MikZBDRcNvt9thNptx4MABIUEQumPOQYUmPB4P3G53x+HkuxVVkajwjwqZALcjEHq4qoLi4SVV/U7EkU4K9xkb+dfrdfh8PvT09IgXWygUkMlkJCLi2gwNDaFUKmF+fh5XrlzBrVu3UC6Xsba2hmvXrkmZA4eJE5KlsZycnITL5YLL5RLkRC3F2On7VGEmNQ1AI9H++p1yb+3kFRUOU6NI1Vluvw5+Jocr0/BspwZOo9kiHa2vrwsnYHx8HCdPnkQgEJAuXy6XC3a7vcVA8rnT4aZSVqftMCJj3otF8tVqFfF4HBaLBaFQCIFAQD6/UyUXbOtXqVRw6tQpHDx4EJ///OcRjUal7SeJOmpKSi1/UddRTXMx2GBVAp1FPg+2dOzkWeW+8Xq9wo5NpVIyk5ZwNxvcazQamZrlcDhgt9sl3dHutLSX/2i1Whw4cAAOhwPhcBjDw8PI5/OCItyLvKubRMx5fX0dV65cEcYkx3tx8bghecE0DFRU7G5Tr2/N2IzFYuJ5s8NDJpMRFiLzS2yaoNFopHUSmbTqA4tEIjs2k+7dxO1248yZM/D5fDh69GgLyaD9uYXDYWg0WyyuEydOIBgMyugin8+HTCaDgwcP4sCBA9LxYj8II0NG0GoRvgrxqTmP9oJy4DbTba9ymFQOzWYTTqcTExMTCIVCeOmllxCJRCTXxuhRq9UKXM5ok/lzEtB4T+rwcuB2xyZO3bHb7fB4PDCZTG+ZXrPToho6FaFR8/vAW6frqCjB2+U41c9sNBoSnamwn3pvzWZTDA7QOurtXu6LDvPm5qYYzOHhYRw9elRSBNyjjGDIC1ChSl4LHTzqHxpAwqzMiZbLZYRCIbjdbgwMDAiTtFMoAa8nGAzi2LFjCAQCQjyi8VfZzDRqKneiHc2jUeVZZgRJvarWj6skm04J96NKvmk2m0gkElIlwD1KYp0aedP5ImtdvXd14gpTIOFwGH19fRgaGoLX6932EOm7Mpg6nQ7JZBILCwtiLNXmwCTl0GCRpaXWTPHGa7Wa5JN6e3sRDAbRaDRaWh8RNuGmILPW5XKhVCoJ7Z+bXDWiuyF2ux0HDx6U/AIXVN20PJA2mw0AhOIdCoXQ19cnDC9i8qFQqAWX32tRYXNucBVa5X22b+Z2MgLQOkljt++ByhTYQiIGBgYQDAbx6quvIpFIyOssFKcTyLIf1uoxNcHRdGo+klPjmW8n+YeN2Jkba2eS7qTcyRgTolONpXoW2/ea+j4qXL5fzU235z8ZtbCUSlXmNJbbMZh0VlKplDjTPT09GBkZkf1I5cloCYCUGqjOGtM7fD4kh9DRpzJOpVKoVCoYHx+Hz+cTPfV25KmdEBpMn8+HiYkJKZlR0QkVhuTa0FjQ0KgtGilq0wLW1pOpSlFTbZ26R3UPEm5tNBoya1QtU1NhY96bajC59moOV91/9XodXq8Xg4ODLdUZ24HT7/o3e3t7cerUKZRKJUQiEaysrMjD7enpgdFolNohtYM8C3CpjDgeJxgMYnR0FOFwGAaDAYODgzCbzRgaGmrxhiqVCqxWK7xeL37u534Om5ub+MpXviIQ7pkzZ2C322Vz74aQYh4IBODxeFo2V7vSUaGsO3mK1WoVTqdTvOL9YjB54NpJVkBrvkz1Zqmo1Pwl36uWPeyWqJ4zm00EAgGcPXsWH/rQh/D666/jv/yX/yI1tZzawMbq1WoVV65cwdzcnCjqP/qjP8Lq6ipisZjkqXnvVqsVwWAQdrtdFK3f7xdlpnaO2Umh40gOgUrFt1qtMhfSYDCIomHk3M4aVA0LnWEALTAZ61KJGnF/MBVht9vh9XrhdDrR09Mj/aLv9d6OHj0Kg8GA1dVVZLNZ6HQ6GavFQQ2ZTEZmPDocDjGGrIUFbpdt8FrV/Q20zlV8+OGH4XK50Nvb25J+2k60/G7C6zt58iSGh4dl7zzzzDOYnp7G+fPnYbFY0Gw2W+oMVYf27Rwy1diTQ0E9y5ISpro6GUUbDAbhdVC/q0GS6oSpOlRlNDOI0+v10pD+7XKdbrcbgUBA9sR24fS7Xnmyt8bHx2G32xGLxWQDEVfmzVH5A7cLZRuNhrSD42bo7e2Fx+ORnIfP58OBAwdgsVhavHuNZqu85fDhw/B6vZient66eL0eR44cEfZTIBC45wfxXoWLeieyRbsX2g6VUVFR6TDXQydgPxhNVRGqXqeaL+O6qrmrO0F8KnlsN4WeJ6MMNt52Op04fPgwSqUSTp8+LWtIijrhcsJjzIGyZoyzGlVGJmsv+/r64HQ6xaNl9EmD0QniExWI6tSo0crQ0JC0hyMyxGfyTgZTp9MJq5j5M5vNhuvXryMSibxlPekk8ZnzGdH43uu99ff3S+P8QqEgkLlaMsDI8k714VSkdGzU3+HatEf/Xq8XPp9POBZqjrCT+1ij0Uj3Ij6ziYkJ1Ot1zMzMtBBbALQgcarDfSe9ROG5pr6h8aUe6iQaRF4K0Q8VRm1H6bh+7ZEvo2TesyoqggJAiFI7VdL1ngxmKBTChz70IUSjUfzWb/2WQFV+vx9Op1OKtP1+P0ZGRtDb24tAICAHD9jaECy1YO0bja7VasW//bf/VghCzAetra2hWq3ivvvuQ6lUwujoKCKRCDKZDB566CG4XC4x1Lshd2L5qvRu5o/UhDs3JDsncepFKpVCLBZDT08PvF4vTp8+3dHRZHcrNIwWiwUulwvZbLblvpgjoKfH36G3q9alctPvtsGkU7K0tCTzUtU6t8ceewxf+tKXWu65XR544AFkMhk0m03YbDb09PTIfVExqx45levS0hIWFhbwve99D4cPH8bIyAiA23DmToq677huBoMBbrcbjzzyCH7jN35D1o37lE4bFdM7kYJokEmU+vSnP42ZmZmWHCVh6kQigVwuh3Q6LemH7SgqnU6Hxx9/HBMTE7DZbFhcXITT6RRGeaPRECc8HA7D5/NJzk7lQdDgs+EAmewGgwFer1f6ktKY0Cjz3jsZdbUL/yawVRP89NNPo6enBwsLC1IKRbIS9RDPJp0VOoDtcCX3rEajkfIYl8uFcrmMGzduwOv1ore3t2MGU6/XC1uVnc9YY0pyIJ81nS3qGHVyVSKRgE6nE9Y0f64iW+qItJ1au7s2mGtra7h69SrcbjdSqRRSqZR4bmS1MhnNKedGo1E8beCtHUXaE8xc0Gq1KhPROQtPq9VKRMZRNIlEQgqZ/X7/ruXI1OtXSRRqwlqlh/M7yxe4WViuEIvFpEn7XhBj7iS8B7PZDLfbjbW1NdmYVIBqmy31GbRHUerz2E0h3ENHpV6v49q1azCZTDh8+LAgHm8nzebWVBO73Q4Asp+5xu1lC5RisYjp6WnMzs5ifn5epturnWZ2UtrPEv9P1vrq6qpMC6IzRmdPNeCEjCuVikRqjIw5LGFlZQWbm5sCc6olZTqdTjp3mc1mDA4O4uDBg9sql2o2m1heXsbc3Bxu3LiBaDQqNbAAJDVy9uxZKSGg05LP50UXORwOWCwW9Pb2ypkkxMfZkKrDzftXG6Lslej1egQCATz22GN46aWXsLq6ing8LmO4VCdI1T/q/ynM66rNJNTnRbSv0wQ14HaHtlKphIGBAQkq2Bu8fT+3ByYqoYsRc7PZlB4AJJ7dCUm5V7lrgzk/P49z587B5XKhWCwiEonIplNrm6rVKjKZjBg4Eh/UA6g2PW4XsriWl5cRjUaxvr4OjWaLKZfNZiUy29jYwOrqKvx+v8A0ncot3ElURalCCpR2z4YbmPfO1ng0mE6nU/IT+0UajYa0iKPXrkp7UwKVYKJuTnq9u31vjIh4gOr1upB9fvInf1IIWW8nGs1Wk/b3KpVKBRcuXMDs7CwmJyfxwAMPSLF0p/aoarzpeLLM6ubNmwiHwwgEAnC5XNBoNFIIr/b8JfKRy+UE8eGezGQymJycxBtvvIGlpSXpP8p8PhGE3t5eme5y6NAhnD179p6eIaXRaODmzZu4fPkyXnnlFdEbbENosVjQ19eHJ598UlJDjLSKxSKy2SzS6TTcbjesVqtwDtrRIArPKHOdxWJRmMHAzjTwvhfp6enBRz7yEUxPTyOZTGJxcRHlclmcINXxoyFRiVpqOogOO58TsKXDstmsRICdZOvTGJOhXi6XMTExAb1eL455Lpdrgc1VeB1oTbcAWw4Om/NnMhnRveowj52INO/69D777LO4//77JRF95swZ2YwDAwOwWCxC09dqt7ph+P1+eL3eFuo2DxjD7PYIk4aDja+Z1Cf0yzyUz+dDOp3GxMQEHA5Hx4dGtwthE35v9+TU9/E7vVmOpPF6vchms4jH4wiFQnA6nR0riFav5W5/p9FoYHh4GI8++qh0AWFuSu18om5odTILSV8q3X83xeFw4MSJE/jDP/xDzMzM4Nq1a3jggQcwNDQkUWMnpFarYWpqCsvLy8jn85iamoLb7RZC0E7L0NAQ/uAP/kCIdoRU7XY7UqkUZmZmJFJm/ojscipQMgq5j1WCBQ3hwMAAHnzwQfzET/yEGBJGl1x/l8sl/7fb7XC73dsat9doNDA3N4f5+Xlh4aqjp2g0e3t730LisVqtcLlcCIVCLe0JVUSk/czymZDpn0wmW5jTe2UwmaP9xCc+gUcffVRqh1955RWsra1haWlJjInNZkOtVkMmkxE4mfDywMAA7r//fpw8eRIazVbXn9/8zd9EPB7H6uoqHnzwQQwMDHQ0olYjREbvZ8+eRTAYlFGA2WwW/f39cDqd6O3tlcEHDJqKxaKQ6lhi2N/fj2Zzq3xMJRrmcjkh9N1r/SXlrrXz6OgoRkdHBbYZGhpCIpGQ5tVqRGE2m9Hf3w+/3y+bWyWNvNOmYzKfDavZnoqEErUGzOl0CuNqN40lhVDB24l6GFXDyoYFhPh4sNVE/07KvVDhqThdLhfC4TCCwaAcMBJcuBb8TrSB02Po/fFw7HaNKRtlP/XUU3L9Z8+eRX9/f0cVAhUtm44nk0msr69LvnCnxeFw4IknngBwO79er9eRTqcxMzODN954QxAgGg5CeXRm1K5FKsGCnjmfpYoakCWrGqpO3F8mk0E6nW7p0KPuZ7IlKXciMVHudA7U97RHImot4F6jP1qtFuPj4xgfH0e9vtVwPhaLoV6vt/TYdTgckvJRWeomkwnBYFCaMABbEfXZs2cRi8Vgt9vR09PT0vyhE6LCqsCWM+Dz+VCpVMRolstlCYTcbjeq1apwXjiNhMEVBx34fD5BQ1QYl078TtyTZq83QVe60pWudKUr3w+yP/qwdaUrXelKV7qyz6VrMLvSla50pStduQvpGsyudKUrXelKV+5CugazK13pSle60pW7kK7B7EpXutKVrnTlLqRrMLvSla50pStduQvpGsyudKUrXelKV+5CugazK13pSle60pW7kK7B7EpXutKVrnTlLuTd+sndVRsgtj7jqBX2NKxWq/i///f/YmFhQcby+Hw+3HfffQgEAi1NyC9cuIDp6WkMDg5ifHwcv/Zrv9YyWQGANAV+D23e7uaN99zq6Fvf+hZef/11LC8vSzsn9qLkMFoOSmWDeLPZjEQigUajAYvFgg996EP4qZ/6KdhstnsdIbRj96hOFCkUCohGo9JKrVAoIB6P4/nnn8elS5ekEb/VasX4+Li0JvzIRz6Chx9+GIFAoGVocLPZxPXr1xGLxVAulxEIBHDixIm7Xc+OriOwtcd+//d/H7Ozs1hZWUFvby9GR0eRyWSkgTPvI5/Py3qPjIzgv/7X/7oTfXI7fo+7KeogAjbpN5lMHb3He+2ZnEgkUCqVkE6npU9pb28v7Ha7jLBjg3Oe0Xf4G+/pHtWpRu923Wp7Pk7jiEQi2NzcxMrKCqrVKrRaLSYmJmRiDEcvvtM5U9dKnTnJ/2/3Ht+rcCzfb//2b2NpaQl2ux39/f0YHR2Fz+eTtqmlUgmpVArr6+uIxWJIJpNwOBz44Ac/iJGRERw8ePBeLwF4m3vckQasHFm1uLgo45Q4mPSjH/0oisUibt26hUgkgtXVVXz2s5/FysoKVlZW4PV6cerUKZw4cQKPP/44PvKRj8But2Nzc1N6ACaTSQDAmTNn9qxvbLtwiGmhUMDVq1eRSqVktAxnRzabTdnEHEbsdDoRiUQAbDkAiUQC5XJZBnDvpbBfb6VSwfr6Op5//nmZwr64uIhYLIYrV65gfX1dhioDW5NsOK/O4/HAaDTiscceg9vtbpkM8dprr+H69etoNBo4evQojhw50jL7by+FTb4nJyeRSqWQzWZllBTX1GAwwOl0Sj9lvV6/rUkcP8ii9pTt5KgoVbjP7tapZi/dmZkZJBIJRKNRmYtpMpmQy+WQSCSkb3UwGITH45Gm9DtxX3f7Ge0zTHm9L7zwAjY2NrC+vo6enh54PB6EQiFUKhXk83mYzWb5ertnwnFn6uQhtc/rbkutVkM+n8c3v/lNXL58WYafGwwGDA8Pw263i9OaSqXEoa1UKnC73VhaWsJHP/rR7RrMO8q2LA9nqy0uLiKTyUgjZ04j0Wg0sNlssNlsOHHiBCqVCsrlMh555BHkcjmkUimYzWZpBux2u2WckDqh3mq1ol6vS5QaDodbphLshTSbTaRSKayurkokabfbxchzVBLvxWQyyfght9stkx4421OdG7pXMjU1hY2NDZw/fx7pdBrJZFLGHRE98Pl8GB4ehtvtlkkkfr8flUoFiUQCtVoNL7zwAq5evSrDaW02G5xOJ5rNJgYHB1GtVuHz+XZkPt1OSbPZFCfAZrMhGAxicHAQNpsNuVwOmUwGRqMRLpdLRhIB2PM168ptUUc6AZDJJO16olqtIp/PywSMv/7rv0Y8HkdfXx/sdjucTifq9TrcbrdMOjEajUin09jY2MDm5ib0ej3Gxsbgcrk67jQ1Gg1ks1msrq7KcArOouUsTzZTN5lM8Hq9sFgsMmVFnVH7djqzfabqXupWOgUajUYGcdDx5gBtdf4nAxIOhaBjcS9DJ95NtmUwq9UqCoUC1tbWkEgk4PF4YDKZZAApR/GYTCb4fD6BNRh9cVyPOkaoUCigWq3KVHQ1UovFYqhWq/B6vS0jfnZb6I1lMhlsbm4C2NqobrcbwNaCx2IxmdlnMBhkA+t0OjgcDhlsWi6XkUqlEA6H9+ReVFlYWMDNmzfxt3/7t6jVavB6vchkMsjn8zCZTHA4HDh48CAmJiZw4sQJRCIRVKtVjIyMIJfLYWZmBlevXsXk5CTS6TR0Oh3C4TC8Xi9CoRB6e3vh8/nQaDTgcrn2lcEEtmCuWq0mM1zD4bBMy+HMR7fbDYPBgEKhgFqt9o6ee1d2V6hDOOJMdarVCRmcppNKpRCLxfDd734XiUQCTz75JJxOJ3K5HNxutwxPp+FdX1/H8vIybty4IUa02Wx21GA2m02Uy2VkMhksLS3JIHCtViuTg6hb4vE4AIihZPBRLBbFsDCQaZ9Kw+enPsu9EtVgEg6nEcxmswAgKRB1kDuNqzo8e98YzHq9jkgkgpmZGTQaDRnQytmVHClTqVQk6nK5XC1eX3veh4aRY2roNdjtdol0yuUybt26hcHBQQSDwW0/gHuRZrOJWq2Gzc1NzM/Pw+VyybguDm6lIwBsORaEXalgdTodarUa1tbW8MILL0iEvRcblYrkO9/5Ds6dOyeGIRQKyWgdr9cLnU6HUqmECxcu4IUXXkCxWJScSbFYxMrKCqxWK4LBoORke3p6UCgUJHp1uVx4/PHHJcLcD8L755ggo9GIbDaLqakpMYzMpyeTSclfcr92ZX8IFaTVakWj0UC1WhW9cenSJUQiEaRSKbhcLkxMTOCll17C5cuXYbPZ4HK54PP54HQ64XK50Nvbi0AggNXVVdRqNRQKBVy6dAlTU1NYXV1Fo9HA5OQkPvjBD2J4eLhj57ZQKODLX/6yzIEkXLy6uopcLod4PC7j2uLxOCqVCl577TVJrajpA44VDIfDGB4exunTpxEOh++I9txLPninhMhdvV6XOaDM2fK88bsaOTP/XC6XcfLkSZRKJQlSdkruyWBSURSLReRyuRZDqXow6g2RDKSOE6vVam8ZwFyr1VCr1Vo8In43mUyCVXfKg7jb+yccXSwWEQgEZPo8r4cRsFarlXviEFNOROfw3mg0ilKptCczI4GttalUKjJ3MBwOy7UCkIMGbB1gwulcv/X1ddRqNeRyubc4BRaLBeVyuWWotM1mk8/bD9EZ957VaoXNZpOIErgNVen1+hbPV6PRyBp2R+TtrRCeo3NeLpfFuaYDu7q6io2NDXF0CoUC1tfXMT8/L3MVgS2dxJmu+XxezmYul8Pq6iqi0ahwFDikuZN6qNFoIBqNCsrD1Eg2m0U+n5cAg+eSuUumhWq1GoCtXCQHhzOl4HK5UK1WBQXkkOn2Z7vbZ7RcLiOXy4kNAHBHm6KKOpA6nU5LVL3Tck8Gs1arIZVKoVAoyFBcejC8KRpIGg1a+lqtJuSSVCoFvV4v+a1msylehDr0lErJ5/OhWq2iVCpBr9ejVqsJnLubonpvABAOh2Gz2VAsFmWYLXNbNptNnofD4YDZbBY2XjqdhkajQTwel5znXpB/8vk8YrEYzGYzgsGg5JIZMdM5aDQayOfzsNvtCIVCLaQsnU4nzEKz2SxDaAnlAluDjt1uN3p6egS+3iunRxXuvWAw2LJOVqsVsVgM+Xxe9qDFYoHFYkGlUsHS0hLy+fyeXntXtvQRc3ybm5tYWloSZIBru7q6imq1iomJCWGqLy0tYXZ2Fp/4xCfgcDiwsLCAjY0NMbYOhwM3btxAsVgUkkmlUhFItFariaJ+F+bsPQmvXavVCh+APwsEAvB6vXLvyWRSHAcAEml5PB5JgwEQfTM7O4uFhQWEw2F84hOfQDgcxuDgoLxnL89kLpdDLBYTG0DHnHCriuowoOKgaL6Xju1Oyz0ZTCrOer3echNcLABiKFWaMt9Hg0mPgK+p3jsNrhqNUbnq9XrU63UUi0XY7fZdX9xqtSoRVvukeXXSO58TsBWlcUI9PSRGoYzuksnknuTE0uk0ZmdnxdsklJzP51Eul1GpVMQxoeNDWne1Wm2JrglH63Q6geS5L8rlMgqFgiie/WAsKVqtFg6HA9lsVu4BAEqlkkQYAFrQEBJEdlv203PbD0KjQebo4uKirCMNBdGbeDyOSCQipJ+hoSFBd7gntVotIpEIkskkUqmUoCM0XAaDQfYAdVSn8vEkUTJFpepFFd2gjlWDFKvVKkEM38co0+l0olwuIxaL4fz58xgdHUUgEGg5/8De7DXC6KoeUYlLvA/VsKvPQbU3Oy33ZDAJCdTrddhsNoEwCGs0Gg1huXIj0fCp9WyqMJJh6E0DrEZzfBA6nU6YbhaLZddzYZVKBfF4XGDW9r9Pg094iJsUuL0ZAAg8S6ZsLBZDMBjc9fuJx+O4fv06yuWyKATWjvKAMk9CFhqJE7VaTRh6VCw0vPV6XT6LMBiw5UESVdgPwj3ncrmQyWSwsbEha5fP56UmlYxnfrndbni93l1TKHxee5lf2o9SqVSEwLO5uYnp6WlkMhmpi9Zqtejv74fdbsfa2hqi0SguX76MgwcP4vDhw6LLyuWywPEbGxuSQqDyZYkVlTcdfuYId1qo/FlKRyIkdQvPFQMN6lc68Xa7XT6LjgDJa2azWSK55557DolEAvfff79Ederv8Vp2a9/RVgAQvcOgiX9fNZjtTotaGrPTOuaeVplRntlshl6vF2YrjQLZoc1mE7lcTiBZbj56fvR+uAEI+3GD8v3FYlGIF2qYvlf5I3qaPp8Pvb29QhRpfz7VahWZTAY6nQ5Wq1VgTtLeuWkLhQLS6bTUcu62EIJSYRxgSxGpLDWVyq3mmAEIetDuodIYEd7VarXi3e8X0g/vw+l0wmazIZ/Pi5PDguiVlRUAgMViQTAYhNfrRU9PD3p6enbdcO2X57ZfhPWxDocDdrtdSIJGo1F4Blw/KtdQKASz2Sx7nzls7mNC8jabTXKEVqtV8ogajQbhcBg9PT332nDkXYVnLRgMSu6SQseV90MjUy6XBcFTz6pKktHr9ZIqooHluW2/j71gzpL5SwOocllURq+a11SjaL6nE/bhnt0iKkoVCtDpdLLh2n+uLgYNIyNPfqkLrIbTxKZpLNX8wV4ZTKPRKOUH9NpUogihDPWLC89npzoMbPjQCRjh3USN4pkXViNLtbC5vZ6rfQ1VCIxrqT4T0vorlcqu3+c7iVoCxf3L6D+fzyOVSok363K5AECIUbtpMHfrb3E9uU50VvejsVYZ9e3kQ0YeJMDQmbVarRKVqdEMDQ+RFqfTKQ4+15uokd/vl1x9J9aFOoSlLWogQieW6RLeN88sy/bUVJd6HlWos11P7bWohhD4/7X3pb915td5z9149/1yX0WOJGqdkWZf3PHYSLwkqDMw0CQIgsIo+q1JCvRD8wcULVAg9Ze6BYoGNewE8DSLJ05sZzzNLLZnpNm0zIwkaiNFisvd95136QfiOTz3HWosifeSTHIPIJAUL+993/f3+53lOc85B6Ijgc5uR/zdvWzAgTCYGrsHIEQeRiiEK9mdQcMVGr7kZibbVofbACTXSXh2c3NTqP9Op7ODSbvXYrPZ4Pf7pREB0Gkg+HwIkVSrVRQKBYTDYanj014QazGTyeSeG0zmWROJhHinoVAI2WxWKPhsj0dlop+5ro3igeWa8TDz0LJmNZvNIhwOy+E+KIeUECsJSSSdafJTq9VCOBxGtVrF+vo6XC7Xnjlt3XxOvyo3lclkkE6n8cEHH8BkMuGZZ56Bz+eDz+fbF6LdvYRnjegI9QmNiyaLtFqtjtRItVoVR1GXwVUqFQCdz5ufU6vVsLGxAYfDgWPHjsHlcvXs3ojMnThxQhzY27dvS1kL9SIjsrt376JQKGB6errDCSfUrGFbMmqbzSZKpRIymYzsb33PxuewF1KpVJDL5QRF5NnjtbP+FICsHQ2nzvWWSiWJpLslD20w9cPU3g69Me0l7NSVR2PvOl/JKISLxDxSrVaTHIKGAffj4DLC1DWnjB51lMWopVarSW9ZHXnqiI33v9dCI0gCT6vVkm4i/JmOCaEeI8mJThGjLR5mIzGBHi8dKxrXgyLMW1arVdmzRBF0/ojrdFBysA8rn2c02Xbs2rVraDabAj/a7XbhEdxv/9O9OKN0vPSaUC9pHaWRMRp+wpQ6QuO90THneTeWiel+yb0Q6hqeJaJZ1DX8vQ5cGGFq/cJ10Giejijp2BsdgP0wmka9Ybwetsir1+tYX1/fEUZmSqXb+uWBDSY9HWA7qmIT7nK5LIQfeuaEILnhNKuJeSzj4gKQ9k+VSgXRaBTlchnj4+NwOBz7HpVYLBZpZachIJ2PpVEJBoMoFovI5XKfgTPp3RqdkL2Sdrsth6xYLEpu1e12y1ryn44q6AxpI2Kz2RAMBjsak5MBzGdTrVaF0cgyGp0H3U9pt7daHaZSKSSTSWlhGA6H4Xa7cePGDeTzeYHNybo8CH2NH1R43j5PmeTzeayvr+P1118XRXrq1Cl4vV64XC4MDAwIy3unPJdOrfT6vBpzcIwy2Dyd7HTdSk2fWZap+f1+iS7pmNdqNSkV41rzzPp8PinZ6MX9aQcV2M4/Mm1A4819yLOlU2PA9ppoMg2wnRLi6zOZDFwul5CFaGD1e+yFaASTn62rLux2O7761a8iHo/jRz/60WcCEeajBwcH999g0gtnXpGeitVqRalUkkUlQ42LUq/X4XQ64XK5JKLkDTIqZfhNQ0zok5DgxMQE/H5/B8SyHxGKZq/5fD5ks1kA29NUzGaz0NoHBwelqJ/RGxeVpKaBgQGkUim4XK6ODd1rocFkj1+SGeiUlMtlabtFZ4dGjmvKqJH5HRpewkBerxfValUKvNvtNjKZDAqFQs+o+A8j7XYbsVgM6+vrKBaL4rFzr87PzyMWi+HKlSuidEdGRjA8PHxg7uF+hQpop+uu1WoCxZ4/f166x7z77ru4e/cuFhYWcOLECQQCAdy9excWiwV+vx8zMzMYHh4GsGVs33vvPYyMjODQoUOIRCI97bnLZt2JRAKrq6uSd2X5E8+arufT3cOIjOkyKpaOMKfPBuaMXEwmE1ZXVxGJRISt30umrNlsFqdUR7mlUkkc7UgkgnK5DLfbjXq9DofDgWq1Kugf34/CvV0sFiUtpp127cgbORm9FO1s8XM1WdThcOCFF17AzZs38eMf/1iuia1WSa7shW14KIOpsWUW8ppMJqk5ZA9D3WuTHgPZozSmwDYhhFEnjaHNZpPOK3a7XVqu6d6C+6Ws9MFjG6dgMCjREp+P1+sVVigAgXCYf+D/ZbPZjiYNe3FfXCPddYhoAL1rOkckwuj6KL0P6OBwY29ubgoxivWX9Fbz+TzK5fKBMjQ05Gx9x8iBa8QRZpcvX5a9HA6HEQ6HD9R93K/sdM3M+6yvr+PTTz/Fe++9h2KxiGazievXr2NjYwM3b94UlukHH3wAq9UqLSpZcrG+vo433ngDx48fh9vtlkYQvbqPVquFcrmMTCYj/Y11SkgjKexeNTAwIAqY+5c5zXq9Ljk/phtY3sCvAKRWs1wuC1Taq3vkepFkyKiQ69NoNBAMBmWgBWFoRqIMYDQxUXMs6LwbUS5N4tNwdi9Fp390UMRrsdlsOHnypOh/opg0mEamfjflgd+VWD+9NxoOQlqsV6IEg0GJTmg0COsyYUtvgEqavRtZE3XixAkA29MH9EPaL2VlNpsxPj6O48ePi2KZmJj4TAPg8fFx6epDb5UHj55to9GQhD039l7AlKynJWwKbOcICKnTm+Um1Plarp/dbpdIlGQDr9cLt9stZUdra2vyd7FYDPl8vqcb+0HFZDJJT+BkMim5y3a7DbfbjX/1r/4V3n33Xfz4xz+W/p2zs7OYn58/UHnYhxEai/feew8XL17E97//fYHVx8bG4PP5MDMzg1u3buHDDz8EAIyNjWF4eBitVgtLS0sSVSYSCSQSCbzzzjtYWFjAnTt38K1vfUuYxb2Qer2OZDKJaDSKaDQqaRJg29gwfcKykAsXLmB4eFjGYTEKZSTHBuYul6uDKV6r1cQxpIOVzWaFX9Ftoa6jMdNpIO5NBi5nzpzB0NAQBgYGpGWp1rWaI0LHnE4sAxKdw+RnE4HSRruXMjY2hmazKQ4Y0NlalTqH9sLpdHY4NAfKYFI0uUMnlHXzcf6fJvdoz4FRBhU2jTAXlgNC+Tv2B+xV3dOD3Ds9GdZpMTLWLNlmsym1qjSMmt2mIe1yudwBIe2VaLazpuMTZudrjN6nkQxAZcJ74gbm/VLRmM1mGaN1EHKXFJPJhMHBQWm/yH3GtMD4+DgikQiAbSKa0+nsOgtvL4RRVaFQQC6XQ6lUQqlUwqVLl/DJJ59gcXERHo9HmtGzITnrFnO5nLRRZLqB04RYt5rL5RCLxXDnzh1xlHslZMmSHctcpjYOVLyagMhzS0O3U3kUI0eWprD5BrDVVzmfzyORSEjzjm6LURcYgwV+bzabMTo6KtwPm82GQqGAgYEBmS9MuFmfXV2WwcjV+Hk6N7gXwlQXdYvO4err1sQtDRt7vV6pXui2PLDB1ISHarWKaDQq+D7zc4RpyVJqt9vCjGQSHYDMT+QCWywWeDwe2O12+Hw+xGIxfPzxx9KflEprbm7uvll6vRIdVdBQ6FwJ75dGgnm8VColxoWKx+VySQ6BeYW9irxIgHA4HDIcV5MaCNOVSiU5jNrzpMEtFouIRqPS/Yf3TfiVzhLnZrIU5aDAmRaLBV/4whfg9/vxve99D8CW1z04OIjBwUEhuvAeSqWS1N4elHu4X2k0GojH43jnnXfw05/+FAsLC0ilUpKLdzqdCIfDCIVC0ou00WjA5/NJKQVznSwjo4NIJ8ntdqNWq2FpaanDyPTqfmjMKpUKnE6npBjK5bKgKAAkjXLq1Cmsr69jeXlZUB+XyyU6imeZ+Ven04n19XUZsWUymZDNZnH9+nXJZ4dCoa7elzGXZ8wnEu0hEejMmTPyLJLJpEyQslqt+Id/+AdEo1Gsrq7K60lSpCN/r8YFurRqL5j8ROlovB0Oh+hTXhNzlaOjo5KDrdfr8Hg8OHv2LCYmJnpybQ+slUlxdrvdwvxkYpkKn7AilT/r8kjbZg5As2OJR3Mwr9m81dvTYrEgn88jm81iZWVFOmtwMPFOTL29EkZlmm3GTczcINnBwLZ3yKbrc3NzUix//fp1lMvlDiPUazGbzR1zOoeGhj7D/NURr86laNIWnQd69x6Pp4PRpgeKA5208b3K1/4qMZlM0iWG90OFy9y8hscIR+9llLxbin+r1cKlS5eQSCSwuLiItbU11Go1gdhIdvJ4PIhEIohEIvJZzEGzBpp1tUyf8Pzz+Xm9XjkHvczL6yiS7Fiun1bwRLaKxaLoDDJpK5WKoApcW94PByp4vV6pKebZcDgcUpfZyyh6p/O3k2HjvTOqHBkZEYdueHgYjUYDiURC6jbpuHN9Pi/Fxb2/F+kHzaOgbmU+WeeKnU4nxsfHZQgC87bDw8M9g40f2GBSudKzZOE7lSsbiVerVYlIGGWSrEMmqE4o83s97DQUCmFiYgKXLl1CNpvFz372M0xPTyMSiWByclIYijpnsZdC2JEHSPd7JOxKg9Fut8WT5Ris06dPy9+++eabyGQyHVNQei1ms1mid3rJhN54L5qavtMh1Z2LKpUK7Ha7MBABSDsxHkYqrvspbdhrcbvdQiojKpLL5WRNNYRFlGUvDabuyvIw0mg08Oabb+L69eu4dOkS/H4/hoeHMT4+jqGhIYkww+EwRkdHMTQ0JCxZ5uDtdrv0ac3n8wC2a3Hb7XbHkHQ95aZXeXmuBcsrNAtdG2sqXV0+xX7ALBXSxpcOb6FQgMvlkm47vEcap83NTaysrEg5Si/uj7pRG7Sd9oCue/d4PJicnJRnMz4+jna7jTt37sgZZSTNe9bTpnaSvTqrOgKmjuWaUoeaTFtzT2dmZpDNZhGLxcRBHx8f71nO/KGsDKnkhw8fFqNVrVZx9+5dwZU54YFQa7lcFnLII488Ih1v2OWGcBehOkJ/AHD06FEMDw/jZz/7mTTCbrW2xoPlcjn4fD688MILe658g8EgNjc34XK5UCgUkM/n5SCx/63OC3IjsM3ayZMnRUG/+uqr0gR6LyNMm82GoaEhnDx5UjYoUQEOj+b8PB4+KiGiAXqEmc5t00Nvt9vi0dLBKhaLKJVKAnUeBNEwV7lcxvr6OrxebwdSQsLHwMBAx8zQvbo+4MGbAbTbbeTzeekCo9MEbPxfrVblLJvNZuRyOZTLZYksrVarzEElM5PPQ4+kI9PaZrOhXC7LGc3n89KjuFvSbrdljJfX65UOL+QH6O4wNDqMEhOJREc3MmB7KDGdYF2bCGw7jYTjTSYTKpWK5OR53rt5f8aSDl7HTkIH1u12d5Avm80mTpw4gVAoJGmwdruNlZUVZDIZmZ+5kzO2W1TjYYSpDkbHmsU7NjaG2dlZ0aXDw8NCLmy3t+ovp6amur7X5Noe5o8Y+upei4VCQRaMOQSjF06FSeMRCoUEqqWxo8HQnp6GCnVD82aziXg83rNhob9KOCZH57YASB6HJRg6ec3cL++LlHvNstvLe2E3m8HBQVGOjHDZAFnfC42lZq3xevn/wPZwcCohTeMndb9arXYMaz4Iwr1JqNFkMsHtdss9ai+eztBeC43Vr4o2NQGtUqmgUCjIXEW/349Wq4V8Po9SqYR6vY5wOAwAHS3IdCE/uyDRINHw6uvgZ9JwsBdvoVDoicGkI6c7gFHP6E5V/MezaYwIda5QR3KsKQa2KwR4PvS0IZKOOPu1W/dHeRBkwWi0W62W6NpAICClYszzfp6Tvh8pE41cWSyWDmJpKBSSiU5M/1D/MsJk7rYXsit3iN6o7vrh9/sxOjoKYFsZA5CDVq/X8f7776NareKb3/wmPB4PQqGQEEsIn/DvdAuqsbExgUCA7Z6uvfImfpXQYHo8HvFyOOGAtancmMTlNanG6/UiGAzC7XZL1xAW3e6F0HhZrVbp0lMul8W79vv9SCQSALZ7+zocDoGNqaDo3WlCgMvlgs1mk2YIwWCwA3IuFAqIxWLyzA6KEE6kE6cn0dP4kD2715Aso6dSqQSHw9HB4NRCCJSOCQeEZzIZrKysYGNjAxcuXJAzSciRMGqhUJD7K5VKHQ3Kuc+51jodQSXGaRg8z7dv34bP55MBxd2SVqslw9iZStA5TKZraOyNRp5oAnkZmnugc5pUzMPDw4JwUXmT4X779m1YLBZ8+ctf7uo9Atu12w9ruDSblCiYz+cTaNPpdMLhcOzI0N+PlAn3E3kqOno/c+YMnnnmGUl1hUIhcVz8fj9CodDBg2S1GGECHlStSLRh5WKZzWaJDgOBQEcvU3pTukMFk7n0+hm2M2+xH6IxdhoNGnxCPbrMAvhs9Mj3YN0XX7MXnh1zrbzGfD6PfD4vEJvuXqJbFzLi5DXqmi5NviAUr40r32dzcxO5XA6RSOTAEH+AbfSEQqUKQIz7fsBUwJbzmM/nsbS0JJ9Pxcd1Yu6OUVS9XkehUJBSj6WlJSSTSck/6v3LyIM1d/T0+ZWRLcl7/Jl5XToUmsFOg8L8aDeFkCyjTO4/5k112zieS82X0EgJ0FlWwv+jsWKHK+YvbTYbBgcHRQexprmb8rAQvBauC4lAMzMzUn5DngX3TKVSkXvbb9GEQq6RjjCpM0dGRiTdoxus9OpsdgVw5wXycKysrIhnzvxHvV6XSOrEiRMoFou4cuUKvF4vDh8+LEX8up1epVKRlmpOpxMnTpxAJpNBKpWSafcWi2VfIxQaFrvdLjVdhIgAyH1ppULR3Yo8Hg+CwWCHN99r0SUjXLdkMolQKCRoAXN2nP7AmYEkTtB5AbbJW2RTtlotbGxswGazCWGCSqpUKmFtbQ0jIyN7cq/3K4R16BDQ+QG2nLahoSHkcrl9MZr1eh2rq6v427/9W2SzWVQqFczMzAjCAWyjBowUOeibOePl5WVpSuD3+xEOh8VBIMGnUqnA5/NJ5MFnogeiAxB2rO74pB0j7o1CoYBUKtX150EeAw0m2zum02khsRDyZyTMXJhOLehWekTB6OBzvxMdYY7Q4/Fgfn5enq/T6RQnpFtCncH0xsNEe3QAmPL5+te/jitXruD9998XLgHrijWD9iCI3kvUHSMjI5ienhYezenTpxEKhdBoNJDNZpFOpwVN6IV0LUNNVitZoPQq19fXJYfCTcioJJlMwmKxYGlpSQyuy+WCy+XC2NiY5D/YOYYHO5/PIx6Pi0JjsfnDbqqHFe0o6I43ut8ta1QJBWm2IMtITCYTnnrqKYyPj8s0iL1SyMwDkdDBUiEW5dPwMcpgv1udZyDcw5ILYLshAp+Jz+dDIpEQpUoW6l72zr0f4fPWTD0KD+j169eRTqf3vJyJbftY2qEZg2SksuaRTg2jLRp+3aaOih+ApAjY0tDYuYbrq4coWCzbI990SQZrGlmLrUuruiV0NgOBgNzfI488gnK5jPPnz0v9byQSEUQL2C4vodDZo27SjQCINrCEhs03gsEgfD4fAoGAtNHzeDxdv0eeD3IJjMI15h6kIxSNRiWapG7iHolGo1hZWcGNGzeQSqWEjOl2u4UJfFDEWPfJ4MTtdguKFQgEhDhJLksv2xR21WCylVi9XkexWEShUEAymZR6NobWvEEeaJagDAwMIBgMSvMC/h0hIuaSONBX50x4gPYDc+emZAMAFgtTwWhii2a8EZsHgOPHj2NsbOwzr9sL4cFjtMkoPxgMduR3dB5WKxY9+YHrQCPLfsB+v18OrWZUamj3oAjX09gcw+124/DhwwJp7vU1FwoF6ZCkafdAp+NDZaHZoYz2yKDkeXM4HPI6OkOsMaTzxvfnvtWzFY3RGmtxCV3qHGc3hVGH1+sVMs/IyAiy2SwuX76MdrstDFfjZ9Nh5zrz3phG4D4mAajZbCKdTsue19wFOrwk/3VTeD40C5lC56RYLMo+yOfzKBaLWFxclNI7onWELJPJJDY2NrC6uopcLod6vS5OrdvtPhBwrBYjN4J7lg4bbQVZ2QBkHXshXdnF+qZY5BsOhyXhTo+TG46TPHjwNOOQjDSbzYZ0Oo1oNCpe8cmTJ2GxWPDRRx/B4/HIjD52qNkPpWs2mzE0NCTwBmucOOZKw3pUahqW5P1OT0+LweSB7SUWz2snTB4IBCQPQ0VDQhKVq+4MQvYrsB1N6t9XKpWOchp268hms6JYyc48aPWYrK9rt9uYmZnB+Pi4HM7Dhw9jaWkJiURizxmyqVQKq6ur+PjjjxEKheD1eqX9GQdfs3czAEFnstmspDbC4bDkkIHOsgE6duyywvKaVqslU4bYkB+AzHgFtmed0mAywtNOcTfFYrEIDMcOP1evXsXt27fxR3/0R0ilUvjjP/5jJBIJpFIpHDt2DMFgsAO+pYHj/tV8DBoru92OUqmEfD4viAtJT+yOtLGxgccee6yrDFkA4gzs5Gyw9eBrr72GyclJub9AICDNXZgGaTabyGQy2NjYwLlz53Dr1i3kcjnpO8sGAHvdlvPzhHo1EomgUCjIdTmdTng8no7KA9ob1gr3UrpmMDWMSOiOvSgHBgZkCK/VakU2m5XxM/SOeEBZ49Vut1EsFuX9AcgsPsKfHo8HgUBAWlXtV5TCe+W1636NxrZTugmy3pzMg2qPvtebV0fGNIxWq1WgHWB71iDXhyQhHkSyR7XQm9X7gdAu35cQou4dfBCiTE0EMZm2+lIGAgHZp7qJ915fL+FE1q8yOtTzV3WhN0k8/Fs6MPpZM4K+l2I2Mko1ucgYjTDHp/cEUYlu58Vo9OPxOHK5HFKpFKLRKIrFIqampjA8PIzTp09jZWVFRn7xmvX5pGiinc6dGdmydAq5d9ncggzybop2yDTk3Wg0sL6+LkMMWEep866Motk/dm1tDaurq1hfXxd0hHtIk6X2qgb8fkTP5uR60Ybos2e328Uu9Lp1X1dJP7qZOA8ocxykM5OxpjvisK0RAGliDgCJRALLy8vIZrMIhUIC9Xi9XmFLMQr6vLZOvRSTaWvKRSAQkGkt5XJZlBb7WPr9fvFM6RBorJ0RqCbG7EX+kpDP0NAQxsbGUC6XkUwmZUanxWKRpuMApMuLpuCzMxCZwVQkJpNJSmVGR0elWJ4tyggxMh93EAwm2aXcgxMTEzhy5IjA/oREezHN/VfJ0NAQkskkbDabRI4kqcTjcamT5L5i56KRkRFxMnlfOoqkE6eZrRo14u/oONFwaJIXnaxMJgNgW4n5fD4cOnQI8/PzXX0W3KdvvvkmVlZWcO3aNXg8HilFmJ+fx3e/+1384Ac/wLe//W1x1kZGRoQhqtnsRliWDhHPIYmLrVZLIkn+XyqVgtfrxdjYWFfvUQvPFKejvPrqq6hUKjh27BgGBwc7GLUsPyqXy4jH4/Kc1tbWcOfOHVgslo56xg8++AAejwfxeFzy10bZa4fWZDJJhMl9SIfN6Kh5PB4MDg6Kg0EnvBfSVYOp69Lo3WhasJ4SDkAiKrLUAEgTci4OPQcaWYfDId3oCTvQOO2XwqURZASWy+Xk2lj/BmxPR6AzYcTn9fXvhQOgiRwkWrEpfLFYRCaTgcVigc/nk/IQ1pXS++Zz54HWw8GZR2KRuPaSK5UKNjY2pFn7QRI6cjSQuiFFIBCAyWTqMKp7JYFAAJFIBFNTU/Lc6WjMzc1J1E5DXi6XRYFqKFIX6OtGGsw78++5Vrx3NtjgGddnW0O7hGYZnREN6qbQIKytrWFjY0OibiIk7Lzl8/nw+OOPCzkmEAigVCohGo1KsxGuL88j6091e0s66j6fD5OTk5IjpLIeHR3tehR98+ZNGUDBdWWhPp3zbDaLarWKeDwueW2mfgqFAgqFAkqlEm7fvo18Pi+VCAAkUCHUns/nO3QxRUffey1cE10OZBSdy2eAdqANJrCdA+GC6AOolb82EjxEuiMHSScUQrnA9qHl3EJtMPczB6Y9dLYEJHS3vr4uPXdJYqJS2mlh99rwa4M5MzMDi8WCc+fOoVAoSIF2IBAQ9IAKhtElr5dRIwBxbhqNBpLJpNSn8eDxtWzNpeHbgyKEpzQRitNLzOatKSx7bejZ4/Xo0aNSY+nz+eD1evHII4+IcaQzc/PmTaRSKSklqVaryOVykmfWZBFGqvq8ahiW0SJRIk2G0koYgMDG7CLDCSHdFDZkWF5eRiwWk3PlcDhkWsfKygrcbjdefPFFfPTRR8jlchKJsF4c2B5fx2dCYiEHTrfbbUGRJiYmcObMGQwODuLQoUMd5L5u5rTb7TYuXryIjz76CP/zf/5PQanOnj2Lw4cPC9IRj8dlIgvRH+aM6ahTCNnSsdLPkq9nysR4Lbo+fq/EWBd7L6OpyVsARFf1QrrKkmVRN40Hw2d6srwhTjfRFHg9LxLYnls3MDAgh8PpdAoUQ1IBx4XtpwdEcoMuoGV+gHWYuvMPvfv9HqDM58tWhmQE0uBHIhEsLi5iYWFBku1nzpxBNptFIpFALBaTfBCVr87ZAlubOZfL4fr16xLFrq+vIxAIYH5+HsFgcE/ytQ8i+gBev34dzWYTzz33HKxWq9T+7kdUbLVaMTIygi9/+ctYXV1FNBrFjRs3sL6+jlwuB6fTCZfLJd1P5ubmMD09jWPHjsn50pEx6xRJcNFsaGPOWrPcNcmLZ5cReSQSESSiWCyKkep25xUy5ZPJJNrtNubn5+HxeGCxWPDee++h1Wrh4sWLAjHyvtklbHZ2Vs5tsViUfDWRMKZS+IwcDgcOHz6Ms2fPYnp6Ws43n1M3EaF8Po9kMinzSTmn9ezZs1Luk81mZc3ovGr2tE5xEAkwCtNoHLIQi8VkMg9lP88ljT+ADgfNqOv1/TK6PvB1mMA2nZcKVOdEAHTkRnQfUsKyXHRCfMA2LMTNy8JqMuN4UPdT6AXxfmkwCHcBnc+Gz6SX9Of7FZJE9Pw5GkHW+zFCpNEEIMXcZP0C6MgHAduQb6VSQTQalffkwQ4EAl0nSnRDeN3tdhuJRELahpHss5/5crfbjenpaTFci4uLHT1fWXxP1IA5aHrn2mEjK1afIZ1aIWS5ubkpbFQ6qUxB8DxrBIJfS6WSRGbdhis5t5IOczgcljVZW1tDsVjExx9/jEAggNHRUck/5nI5cRJ1DSOjUzoIPKP8xzrzyclJqQDQUXg39wMHUmSzWRQKBfh8PgwNDWFmZkZ0YaPR6AgWNMmK16wbupCop5EAfU7JkNfsd75G/9uvtJfOrRuNuF4npgMOvMHkBdfrdSQSCRm8WiwWO2rtaERIVdesUs1KAyAlDhxATFIDe2O6XC6p7/P7/XteSM77Jnt3dXVVvBv24KSHpIun6bWyf+x+CqF03faLymVgYACzs7Mwm824dOkSkskk7t69i0cffRTPP/88otEoEokEisWiKCZS7amMWBu3vLyMTCYj3ZDMZrP8fJCE+4fklvX1dVFQfE4+nw+RSGRfata4TocPH8bs7CyefvppiYrIFo3H44hGo3LNPp9PxqwxCtNF+jpSMbIlQ6EQBgYGBPKlswtAvHpNANI1mdz/4+PjXYdk2fA8EAjAarWKc9doNJDJZJDJZLC6uoq1tTXcuHEDc3Nz8Hq9UhfOEYSNRkPKRTwej+gZY31ws9mE1+uVGZMAxPh0W+fQGI6NjaHRaEh+cnV1taP2GdiOHjVcSchcIwTGXDPRJKIDlUoF8Xhc+v/qaI7PlUSovdCxJtPWDM/BwUHZb2T0ssJCR9A8i9VqFbdv35bWhd2WrhlMTcdnLoB1QPREdccJeqgAJKegvT2z2SydNYyF8vyqv98vMZm2W+NR0VAJ6QXVSWkd1R2EQmFdjsC8MGu37HY7RkdHEY1GhbqfTCYRj8eljpNKVDdSz+fzsFqtGBwcRLvdFu+VSAHbcWlv/iCIjsLYtYr1hlQejI73Ex0gvZ7M183NzY6zQPSFJV5sVq2bpGtjZ1S4wHa0qTsKAehQujyH/H/NrOW/XjCKuR5ELHTKZ2xsDIFAAKurq8hkMkin0zI6j9Ds5uamEGi41ro/ro60uc66ZIfPpxf7lrqU32t4nBGgdm6Azl7Pmmm/U/kMz7vul8t0EfW3Lh8yPvO9Mphs+ai5MHQmdKBRLpeRSqVk/XR9e7elqwaTC8r2WNyQwDYGbTKZhI3FUgpj7kvX/rXbbbjdbmkxRxhJTwXhgdwvmCwYDMLv90vRtq6P4+QLQmWbm5vSr7EXUNXDCiNNdvxoNBq4fv265MBsNhuWl5exsLCAhYUF1Go1uN1uTExMdETW4XAYw8PDWFhYgM1mw5EjR8RzTyQSEn3mcjkkk0lhDR8UoVKlQaL3TQVUqVSkacZBcHaA7ajTbrcjFAphampKjAIjR54NDc3pdAijDRpYY02nzm9qR5CKDNhOuewEZ3Zb+DlEmLgWNpsNL7zwgjh6H3zwAd544w3EYjEAkIHQIyMjOHz4MKanp7G0tCQOBt+DY8Coc3Rul9Irh4lrx2YodG7IsqfRMKa+tMPC/crfa/icOoqOLh137gGSv/ieADqcor0Qk8mESCQibU+ZDqlWqygUCvB6vWIfotEorl+/Lgxw9lDuhXQ9wiREqY0ZsD0CCoAsPr1bQjebm5tS08evTLgz7CZbD4DkMIy4+16KZn4SbqTBBLYZeBp7p3d4kMgujJQ50LlWq2FlZQWFQgF+vx8zMzNwu92Ix+MoFovS4JqbNpfL4erVq5ifn8fExITk/dbX12G1WnH69GmcPXsWwBarMhKJ4PTp05ifn79nr8z9ENZYsr0jDQx/xzZl+v8PktCAaSWpr1MrVH5lg3GeX50H4/f6/7RjuhNHQf+sv3ZTqNwJR5IEuLm5iUuXLgl72O/3w+fziYP+a7/2axgZGemAmKmPbDYbstks4vG4fAalm6UKuu/1TlEqh3pT6etmIXRudK2hMVjQ6S3+js4TP9tisQjjneQaGmQycAHIsGxdJ74XYjKZMD4+jlgsJs5LtVqVlMPIyIhcI51aDd0e6F6y2iCwYFr3oqQHqD1bJmW5iBR6O2xBpcfN0ICSzMBF3u86PjoLm5ub4hhomEvDXRra+7zaor0UKjpCfIz4yUZ2uVw4ceIEwuEwTp8+jZs3byIajXb0yCWxZ2pqSuajVioVJBIJTExMYG5uDvPz8zLKLRwOdxSzHxRIlpE2J1/ovaW7uRhLKQ6S6FTHP1XRzFxGY7lcDpVKBQsLCwiHwzh27Jg0FrdYtqaMfPGLX8TMzAyOHj2KxcVFrK2tiRHyer0C42odxe+7dVZpyIzlOfwsIjBGog5RHL0nqWe04dX6yAiXE3LlP8K6fJb8O342Z68ayUW9FpPJhMHBQSnj4jURYtdnT0fctDUH2mDS22E+wePxCMOQN8H6H13szo4SeiE1NELvh/kH1l/Su9Aw0X4Kxydpr5GFz8TgWetEij4ntDO3tN9iMplw584dXLt2DU6nU6BZFqBfuHBBSCPBYBBTU1PClhwdHZXJK4xKOUWAtWCBQACHDh3C6OiowPAHxUhqGRgYwPj4ODY2NhCNRgXFIPylO/7Q4TmI9/FPXZaWlvDJJ5+IjmGUWalU8M4776DdbuPVV18VZOrf/bt/h8ceewzhcBirq6v4zne+g/X1dcTjcdFZZ8+eRTQaxe3bt2WcVzKZlDrSbsF8KysrcDgc0vdXQ9/sj3v37l1JXVHH7dSWUMOudOKoF7VRZttCPYGHEDMdZr6GBKpKpYK1tTVEIhF4PJ6OfHWvhZAsZ47SxiwuLsLv9+PZZ5+VwRA6t2pMBXZbumIwdWEp6zEZ7vMh6wJULiKhI/6fTrhrBho3Cw0Sfz4o7dTordETpTdED47MOzoFlM+LMPks91Ky2SxSqZQ0gmD/V3YUoXHnGuuOTc3m1hSaer2OTCYjrGCybQOBgLCJD7JYrVYMDQ2hWCxKKcxOzSX0177sn2gehB7w0Gg0UK1WEQgEMD4+jqNHj+LIkSNCJGRel3uc6R7d/o/ntd1uy/93S+h0tdttYSwT1YnFYtjY2EA6nUapVJKIiUEHoXOdWyb8zlSPEXrn9xoGNjafIKypCUbsWsa2g3rkW6+FCBbtBBtiFIvFDsQO6CSgdbuJhJauGExi3/l8Hna7HcPDw0in0yiXyzIiil4Ccwn0ZMh04zgv3ih7lLpcLqGl86FVKhWZzqAp7fuhwLhJyfpkDoCHmAnodDrd0afS4XDcE+JgXpeOxV7J6uoqbt++jampKal51b1hGSE3m82OPrhkjs7MzCCbzaJUKiGdTgs0OzIygtOnT3d9mkMvxOPx4Nlnn4XJZMLS0tJn0gcktLGMqS/7I4cOHUK73UY8Hkej0RC+hMPhwNDQkBi4Q4cO4dixY3C73TCbzcjlcgiHw3j55Zcl/3716lUAwPz8vEzVuXv3rrSI9Hq9OHLkCAKBQFeufWpqCqVSCbFYTBzJVquFZDKJv/mbv8HFixfxzjvvSAcmprh0pyVgO5hg2oopBBp71uOyFhpAx+hBOhvAVkpleXm5oxMUh8pHo1EsLS3h6aef7sgd7oUwDcJrYsc0bTBZVsQ+ysZZrt2UrtZhsp6JHTMsFovkA9xutxgILiI9HZ3A1967Hg+mITwdhuvobj+MJj01bkLSmjnzk4eSDFou7ucxezXJYi9F0+oJDTHHnMvlBLah90qPVB8glmRoQkartTXxfT+7Gt2vDAwMYGpqCgsLC7IftWFk/TDr//qyPzI2Niat4dgzlUSfubk5uFwuqcULBoNyDjnGLhgMyrrS6Q6FQpidnRUHied1dHQUp0+f7hhCsBthNBsOh+F0OgW1cTgcGB0dRTqdRjKZRDablVw6AKkH1uQrdhCjHuXvaVB0xMnX8J6B7Zw90y16ODhbQepnsddOInUnGbC5XE5ymJowynpuduPqVX17V1vj+f1+aSZAtuGNGzck0iScSmKPhl91azzmHbixjL1iCe3qwtv96HWo752QSbFYRKlUkhmeNCblcln639Jo3quGVFP191oI2zAqJuydyWQkr8HrY95SR2B0XJjvodfLgvmDLg6HA7OzswiHw4ISMF9ExeN2uxEOhw9MSuCfo0xOTooy39jYwNWrV6WF3KlTp2Sgsy4RISPYCEeOjo4KRMqpI3QWbTYbZmZm8Pzzz2N0dLQr185r0lNB2u2tYdiHDx8WWDmdTiOfz2N5eVlQGw23Ermj3qOzqlMImlFLg6l1jsm0PVGInbdMJpPUVE9MTAjZaD96dpMdS3QrnU5Lb2465tVqVdqscjZsr1I/v9Jg6lKQe4meEUjj4fF44HQ68fzzz0tUQm+AC8oaRC6ihgH1+2hP3m63IxKJwGQyifLeiW22V2IymYQAc+nSJclV0kNjTSMT7yTE0LM8KEbEZDLh937v9/Abv/EbkotMp9PShvD8+fMyR49rybILQkqMOHVE6XQ6BeL9x2Bc2MmHCMGv/dqvdUQsfr8f4+PjaLVaHSzwvuytMFc1MTEhM0s5GzcSiXSgWDrHZyyNIYFGoz+BQAAvv/wycrkcCoUCgsEgDh061NP8Ow3X3NwcRkZGcOrUKXFGSYRktMlJP2xVSKOoHVgjOz8QCMDj8WBiYgJut7tj4hMAuffJyUnpCc5KB76P1+vdc4Pp9XrxhS98AaVSCc1mE7/927+NU6dOiQPucrlw5MgRvPDCC0in05iZmYHf79+fCNOYWL2XYqBHpJlJ9KLovbHRMefmsYCW72tMTjPSoQdFIRmF9ZefV8+0F8K6U3q02ovjMyHMoaneunPRQRFd5kHjns/nkc/ncffuXSFIsLiZhC1OM9F1fzxsoVAIXq9339bnQYV7jk7Y1NQUjh49Kj/TCernMPdXiHJQcRKKY75Pp3z03+xUM8r/49o7nU7Mzc1JuYrdbu9obdkrsVi2Run5fL7PRLPkSnBc182bN5HL5RCPx6WaoFgsdrC6da3m6OgoAoEAjh49KvWpNCw6PWRkwu4lyWcnIWudNbanTp3CY489JjrVarUiFArJLFKfz9fToRamg1AH2Je+9KUvfenLQZe+i9yXvvSlL33py31I32D2pS996Utf+nIf0jeYfelLX/rSl77ch/QNZl/60pe+9KUv9yF9g9mXvvSlL33py31I32D2pS996Utf+nIf0jeYfelLX/rSl77ch/QNZl/60pe+9KUv9yF9g9mXvvSlL33py33Ir+of1LU2QO12Gx9++CH+3//7fzh37hwSiQRGR0fh9XoxPDwMn88Hv9+P3/md35Gmyl2Q++nFtut7ZDu4ZrOJv/qrv8L/+B//Q3qPOhwOmf7OdlQvvfRS10YFYY/ucZ+lf49b0tXzSLl+/Try+TzGxsbgdDrh8XhkcHiXp7J05R713Ef9M9vhFYtFVKtVpFIp/OIXv8CPf/xjzM7OSgs1DoZOJpMoFov40pe+JFNNXC4XPB4PQqGQtHeUi7+/1o5dXcdWq4VisYhKpYJcLiftRS9evIjV1VW88847MnLP6/VKb9hCoYDV1VVpj2e1WjE4OIivfe1riEQiGB0dxdNPPw2/34+3334boVAIzzzzzP22/9uzvVqtVnHnzh0sLCzgwoUL+PTTT1EsFvH000/LGK/BwUFEIhE888wz3WxhuOM97tl8olarhYsXL+I73/kO7Ha7zITc2NjAuXPnUK1WYbFY8NJLL3XTYO6JcKxOtVpFMpnE6uoqfv/3fx/z8/MoFovy++9+97v48MMP8Ytf/AJnzpzZ78vuyz8y6VajdxoYYMsI/OhHP8LCwgJefvlljI6OYnZ2Fnfv3kU6ncYTTzxx4OaYsg+snlhUKpWk4frt27eRTCbx6aef4sKFC7h06RISiQR8Ph9GRkZQrVYRi8WQzWZRqVTgdDoRDodhsVjg9XoRDAZx9uxZjIyMIBKJyPivve79zPGFd+7cwfr6Oi5fvoxsNotcLodLly5Jn2c2ZucgBw640PulVCphaWkJH3zwAaanp3H06FGMjo7iqaeewpe+9KUD19eakk6n8YMf/ADvvvsuXn/9dRn0cfHixY6z4HA48Nd//dc4ffp0R0/zbsueGMxYLIa/+Iu/wCeffIKhoSFkMhlkMhmUSiWZ9B0MBhEIBPDaa6/h9u3bePLJJ+H1eg/cYd1J6I1zzEyhUMAvfvELLCwswG63o1qtIpPJYGVl5TPN5PvSl/uV3e4brUCpHNvttsyTHB0dRTabxX/9r/8Vjz32GA4fPoxPP/0UFosFgUAAfr8foVDoQChXDjTnCKxoNIparYZqtYqbN28ik8lgfX0dhUIBY2NjqNVqiMfjKBaLAIBarSYTQpaXl5FMJuHxeBAMBrG5uYnbt28jn8+j2WzKTF6Xy9VTZWyUQqGAcrmMWq0Gl8uFEydOIBaLIZFI4Nq1azIIgaO79Fxg3UydkTdnB+fzeSwuLmJhYQGBQAAzMzMHZmoSpd1uY3FxEdeuXcPbb7+NtbU1OBwOGUEGQIIU3tt//+//HSdOnMC3vvUteDyenkws6bnBrFariEaj+OEPfyiTLVKpFEqlEjKZjHhCg4OD8Pv9+Oijj5BKpTA3Nwer1XrgDWa73ZbDWy6XUSqVUKlU8MknnwhcwMnlNpsNHo+nbzD7sudCRUqhkqnVarJnI5EIVldX8YMf/ACBQAAnT57EzZs30Wg0MDY2hkajAbfbLQPd92PIOaVSqSCfz2N9fR2pVApLS0tIp9PI5XK4fv06isWiDJUOBoNYWVlBqVRCLpeTqTOcShOLxTAwMIBgMCjQ7urqKsrlMrxer0yn4fzJvbzHYrGIVqsFp9OJUCgEYAvRslqtHSO8OPRdzwXmFBdOIGFwUqvVkEgkcPfuXUxMTGB6evrA6aRWq4WlpSUsLCzg0qVLaDabcDgcMpZMD40m4vDDH/4Q165dw9e+9jWMjIz84zOY1WoV//7f/3tcuXIFKysrsrCVSgU2mw2RSATNZhP5fF5e/5WvfAVHjhzBoUOH9nRzPoxwgOkbb7yB27dv47333kOhUMCxY8fkgJ48eVIOqtvtlk1fr9cP/P315R+3MLdVr9fFwOkhwD/5yU/wv//3/4bZbMbQ0JDMnq3Varh27Rr8fj8OHz4siieRSGBtbQ3FYhEmkwlPPfXUnqNATG+8/fbbuHXrFrLZLIrFohjLQqGAWCyGer2Oer2OYrGIWCyGdDotUSWNA3OUQ0NDsNls4vymUinkcjmYTCa89dZbOHr0KL75zW/K/N69Eg6hD4VCqFQqSCaTuHr1Ks6fP49bt24hn8+jUqmIQdQRJbBldDjei8OlBwYGMDs7i5MnTyIUCslwZqIGB8Vwbm5u4n/9r/+Fjz/+GGazGW63G263G+12W6JuzjLlni6VSrh16xb+7b/9t/jd3/1d/OEf/mHXr6tnBjOVSiEej+P27dtYW1tDIBCQBRkcHBSYh4OHTSYTbDabLCC9v4M8oDefzyOXy2FxcRE3b97EjRs3EAgEMDY2JorK5/PB4XBgc3MTm5ubsFgs2NjYQCAQwNTU1IG9t7784xU9QJgKk0JvvNVqIR6P4/Lly3j22WcxOTkJm82GgYEBeDweAEC5XIbD4YDf70ej0ZAUSq1WA7C1/5n32yup1WrI5/OIxWLY2NhAtVqVnB3nI5IMAmwbWA63t9vtYjRpMEdHR+FyuWToudVqlfOaTCbh8/mQy+Xg9/v37D6B7fmdzWYTpVIJ6+vrWFtbw/r6OqrVquRV9exP6lGuMX9nsVhkTi9fV6vVZM4kc9oHRVqtFmKxmET/VqsVFosFm5ubaDQaMgtZO4C8R+bfe2E7um4wuVA//elP8cYbbwAATp06hS984QsyrDQcDsPlcsmAZa/Xi48++ghXr17Fd7/7XUxOTuKpp56CyWQShtd+50yM0mq1cOHCBXz00Ud44403kEgkUK1WMTQ0hBdeeAHBYBBmsxnXr1+H2+3G7OwsXnvtNXz44Yf48z//c5w4cQL/4T/8B2G19aUv3ZJcLod6vQ6/3w+LxQKn09mhKKmA8/k8stksvvjFL+Kll16C2+1GMBjE448/jrm5OQwNDSEUCsHv98Nut4uC5ZDipaUlFItFDA8P79m9RaNRfPzxx1hdXUU+nxdDNzk5KQ5CvV6HyWSC2+1GLpdDIpFANptFo9HA5OSkDAG3Wq2w2Ww4efIk7Ha7PI9kMolyuYxKpYJEIoFcLocrV67A7XbvGSGRkVShUMDNmzextLSEt956C7du3cLq6qo4KhoeJ6LAQKPRaMBqtYpxJM9ifX0dyWRSDEyxWMTAwADcbvee3NuvEj2EnqgHsAVRk/XbbDYxMDAAl8uFWq2GRqMhz4PDsvX9d0u6bjCj0Sg+/PBDfPrpp0ilUjh16hT8fj9sNhvK5TISiQTy+bzg0R6PB2azGQ6HA4ODgygWi7h58yb+/M//HPPz8zh58iS8Xu+BMJj0XlZXV3Hx4kXcuHEDKysriMfjknxOp9P4+OOPMTQ0BLvdjvX1dblPq9WK4eFhLC0todlsYmFhQXJC4XBYJp/3pS8PK0x76H3E3CUVR61Ww+3bt5HNZqWMxO12C/rz5S9/GQMDAxJxEvYiwYRO3ubmJur1uiAne7F38/k8VlZWUKvVJG8HQJisrVZLcnlEgGgAgS0iDSMtRt83btyQCLTZbMr9NptNgQFXV1cxPz8vOc5eS7vdRiwWQzQaxaeffoq7d+8iGo1KOosRlyZvsdTGuN78ngEKsLV2y8vLqNVqcLvdOHz48IFhyxYKBeG51Go1MZh0AjRqQsSExrHdbqNWq6FQKCCRSEh5ULekqwaz1WpheXkZ/+f//B/kcjk0Gg08//zzCAQCuHLlChKJBG7fvi2RJmnb7XZb6oSKxSKi0Sj+5E/+BC+//DImJiaEpbbfUq/XcfXqVfzyl7/Et7/9bUm4B4NB2O12OJ1OrK+vSzLd5XIJ8QAArFYrJicn8bOf/QzxeBwXLlxAIBCA1+sVKKif1+zLwwqVptls7lAymuwDbHnqn376qcCNLpcLTqcTJpMJY2NjePnll3Hjxg1sbGwI0WVgYACVSgWbm5uigJgnJDy2F4o2m83i1q1bqNfrMJvN8vm1Wq3DYNZqNclFZrNZtFotmM1mOJ1OuN1uIY1Uq1Wsrq7CbrdLPXgoFBLj4/P50G63sbS0JFFqr3N9ROlWVlZw48YNvP/++4jH41hbW5M8JFEDQs71el2iL66D0WCazWYMDAwIW5aR6+LiIr7whS/g+eefPxBOeyaTwd27d6Xsh5Ev9zfXgKLrcNvtNkqlEtLpNNbW1uByuQ6mwazVajh37hyuXbuGzc1NeDweWCwWXLx4UZhoLLyt1+solUqwWq3IZrNYWVmRQv+jR48iEolIgvsv//Iv8fLLL+ORRx4BsHtq/cPKz3/+c9y4cQN/+Zd/ibW1NQCQui/mCbiZbTabwAS1Wg31eh3lchl+vx9utxsnTpyAyWTC3//93yMcDkupzfDwME6dOgWn09k3nH15KGFuTpcW6DNDhXLp0iWk02mEw2G89dZbWF1dxbe+9S2YzWZks1kkEgmsr6/jxo0biEQiOHz4MMrlMuLxOCKRCAYGBjAyMgK3241yudxhpHslrVZLcph+vx8ulwvpdLqjXKJSqYhhazQaGBwcxJEjRyQ61oxSq9Xa0aShXC7DZrOhUqmg3W7DYrHA4/GIca1UKiiXyxLd9UpYEvP222/jypUryOVyUmdJ9EAzlPnsGX1pY8LXaeNKKJq5XovFgmw2i/feew9Hjx7FxMREz+7tfiQajWJhYQGbm5uwWq1wOp3i+HEdjc+B+Wuyga9du4b/+3//L/71v/7X3WwS0x2DSYr3rVu3sL6+DpPJJIYjmUwC2IJSSAPmwhIm2dzcRDAYhNvtFjpwPp9HJpPBxx9/jKeeegqhUEiiMC7yXhnPdruNW7du4aOPPsLFixdRKpWEss3Dw9yQzicwQc2cETd2MBiUguRisSgdVVqtFoaGhhAIBDA0NLQn99Zt+VVerv66U/TD3/9TJEMRSiIZoVeevI4ud3rmjUYD5XIZrVYLLpcLiURCiC5msxnlchn5fB7pdBrr6+vY3NxEJBJBPp9HuVxGuVxGu92Gx+OB3W7/DEzWC2EUwTwqyzyM0R4jzEajIflbRowkLvF5kDBCWJe5Mf5MGNNsNouyJjuzl8IuPYuLi7hz546QeLTB1OdL7yVN3tHMV/4/c5y6tIZ531QqJTp6P6VYLCKZTKLRaIghBLbPD/WLUbfwOTQaDalVLRaLXSX/dMVgvv7667h27Rref/992Gw2TE9PI5fLoVQqweVywW63w+/3S10RDxgTtz6fT6Ch8fFx1Ot1jIyM4MaNG3jttdeQSqUwNjaGubk5TE1N4ZlnnpG6zV4L4Y7XX38dP/vZz+SaHQ5HBwuRB1XT+AF05BUymYwUIQPbSoAHMZFI4L/8l/+CkydP4g/+4A8OJNnpXkJFvL6+jnQ6jVAohIGBAdjtdlEwjMh1DRkRB0bU9XodLpcLXq9Xnl2vI5deC/d6oVCQtWZHmW6K0QjrXBYVRqvVgt/vx7/8l/8SV65cwUcffYQnn3wS09PT0jFnZWUF165dw9WrV3Hz5k3YbDa8+uqrOHToEI4fP46rV6+i3W7jueeeg9vt3pNyhFarhVKphEQigZs3bwppkMQQQq1EZ5rNJnK5HDY2NrC4uChs9aGhITEkbERAlijzZXT6mAcFALfbLZ28utwu8DNy48YNvPLKK7h+/Tqy2SwGBwc71pZnB9jO4dEoGKF4vo5nDtgySHSI7HY7IpEInE4njh8/LmVv+yksDQIAm80m54eNGpgzp64FtnQLdVC1WkWhUIDFYulgE3dDurLqq6uruH37tjCbwuGwdMYYGhoSvL1Wq6FSqcjfER5wu90d5ALmYQDIZk4kEuJVLi4uYmBgYE8MJhcvnU6jXC7DbrdLrpEG0hjtakXFjco8D9BpRK1Wqxxcq9UKh8MBi8UiLbsOEjRrLHyPRqPI5XJYWloSCDqZTKJQKAhjTSsWbTD5fmTvke7fbrdx5MgRnDlzZs+jTJZjaAPDfaijQyIHqVRKSCJer/ee0I8+8LVaDaurqxgdHe26waR83nNrt9uoVqtYXl5GPp+H0+nE6OgoxsfHpdVaqVSC1+vF5OQk8vm88ApMJhOGh4fhdDrhcDgkj2gymcQJ3OnzutXOT5OM+L7tdltyqezdXK/X0W63hVdARqyOGKlAGbnpZ2ckEPFcklHa6xIMdgZjNGuMEnUJCaFWAB1Rp7G/LvUNnViXyyXPjohCNptFOBzu6b3djzBI4X3rs0fdyRZ5NJQ0nNRRRgJUt2TXBrPdbuPq1av44IMPcPbsWQwPD+PQoUOiQKempuB2u+FyuURxuFyujhpLJu/ZFLndbuPo0aM4deoUXnzxRfz0pz/F6uoqCoUCVlZWpI3V1NRUN57B58ra2hrOnz+PRCIhUADZZoRqaNQ0Y4/QrNVqlb9j/1wSFFgfNjg4KB1Fzpw5g0gkglQqJbmi/RS96bQnazKZ8MEHH+Dy5cv4zne+g2w2K5tcS7PZFIVJCIzKi88P2DamLpcL3/rWt3DmzJk9i67piZdKJXFidE2byWQSJdxqtZDL5ZDP5/HOO++gVCohEAjg2LFjeOKJJ3aEJgkRmkwmlMtlfPjhh3j00Udx6NChrt/LThC4llarhWQyiVdeeUVqgY8dO4a5uTmcP38e2WwW6XQajzzyCB577DG8/fbbuHnzJs6fPy9Q6De+8Q1MTU1hcXFRSG1k2xo/i0p7t2up0Qi+J7kCxWIRiUQC5XIZg4ODyOfz0ozB7XZjbm5OSIgURieNRkOcdObMbDabrNnm5iZsNht8Pp+019Pv0wup1+vI5/NiLOlganhdt9hk3k7DtdyHNCyEomksw+EwYrEYyuUyYrEY7ty5g0uXLsHv92N0dLSn9/erpF6vS20+dYSOmNvtNsLhsDCbga3AikIniOe4m0ZzVwaTSp/tlhh1LS8vIxgMwu/3Y3h4GF6vFy6X6zPJWS0kx7AfZC6XQyaTQTwel7ILbgS+jp/Zy0hkcXERf/M3fyN1S/w8jfVzsVg8DWx3WaH3RzihWq1K4TcAuFwujIyMYHJyEn6/H+12WzoC6UkJ+yn6oHLT0gA4HA7Mz89LFxh65szvMmGv66cIk3Bj01O02+0YHx/vapL+fu+PDEoqKeayEomEKFbuvVgshlQqBbvdDo/Hg8nJSQQCARSLRXEc/H6/PAO+V6FQkDo/Xd6wH5F0MpkUZ4B8AafTCYvFIl1V7HY7vvjFL2J0dBT/8A//gEKhgI8//hjHjx8HsNXYgP1XCb0b84mbm5vIZDLY3NzE+Pj4Q18zIe1CoYBisSiRJtu9ZbNZBAIBuN1uMX6rq6uiLOnEEnrlHuSepEL2er1ot9tCIMrn86K3+L1Wzr0QQuMkuJDrwfpSXaivW+LxOWkjo3VTu90WQ2QymeD1ejEwMICNjQ3cvXsXP/nJTzA1NYVTp0719P5+lRApMObfiQTYbDY8+eSTaDQaWFpaklIbopF8Tk6ns+tprV0bTG5aemKNRgPRaFQOnNfrhc/ng9vtvqenySitXq9LgTR7zW5sbEi+geE5Pb9arSaHvleytraGX/7yl2i1WgIbA9tGUsMjmuxCL1QrEe3VMpIhhM0iccKwB6Xn7L2iFEZcVqsVExMTsFqtyOVyshecTidsNpuQmegs8CsPuO7pyXyKMVLZC6HXTuFacQQUlevm5ibu3r2LZDKJiYkJBINBjI+Pd9QZV6tVQRTsdrusOWGvbDaLUqkk0c1erzOjaUYlxWIRuVxOrtfn84mxn5iYkD6r9Xodi4uLWFtbg9/vl73Os21MT9C5IlloNwaTY65KpZLsIxo7tsArl8uoVqsC0RUKBYFheU/69YR4+TcsrSHpsFQqoVQqifIul8sdTnCvhEEIjRwdbI3WsISCQYQed6ZTHrpBO/UOnVSe0WaziWQyiXPnzuEb3/jGntWa3ku0weT10unm/R0/flzIUdoo8p5NJpOkzw5M4wKdKHe73YhEIigWi1hcXASwxZ7NZDJiaLhBeQPM0w0ODgokd+3aNTQaDYyOjmJ5eRlvvfUWstksTCYTfv3Xf10K/VOpFBYWFnDy5Ml75k92I2zZx+iZjQW4wZiL3cnjY6JaM/FIUBgYGBAFTFr7yMgIRkZGEAgEOphw3RQjnLqb90gmk1hZWcHly5dFgWYymY7IsVQqwWQyCRQEbOcVCFfzuRDmBCD57P2URqOBW7du4dKlS7hx4wZyuZwMAhgeHobD4cDY2BiCwSCcTmfHPTKampiYQKPRQDabxbVr17C8vCz5omQyKaS4vWzKwQjD6XTid37nd+B0OhEMBlGpVLCxsQGPx4NarSakLY/Hgzt37qDVauH73/8+/v7v/x7f//73AWxB6GNjYwCA27dvizI/ceKENEEgg3x8fHzXMCajYj5rOjA8U7pVWqPRwMDAAAKBQIfRbrfbGBkZgcfjQSQS6WDrawfW5XJJ7SYdOx3J9ZIRzKiQ5EhdJqSjQ55FbTiNRB9gWz/xNdRfGiGbmJgQGHhjYwNXr17FI488sue9cymRSASzs7MSnDCtpQ3hs88+i42NDSGaaqSRUTaJYQfOYHKj8gZzuZx4e7FYrKOeSc9tKxaLUn9Jb4dKl7Ani4/piRMWZWK8V/kETWDRmLhOsuvNuxPph6+5lxA6oufK++tFxEEG2cN6XDyMjUZDGlonEgl5RpVKRQ44o216vkYjrXO8OudSq9WkWHk/hHWz0WgUd+/exd27d1EoFCSaJvuO60vnL5vNyqEliYm5tmw2i1gshrW1NelqNTk5iVAotKcMaEZG0WgU+Xwex44dA4AOT1wT7rjWi4uLcDgceOqppzAyMgKn09nBCK9UKlhbW5P8fL1eF2hX54F3yyplDpOGkYaA50+nQIzOoSaPME+pCXl0cIl0ANsEE6YSaMiMBqnbostiNPlRk3iAbcKkvt+dSC6af8D74D8dsdGBj8fjuHHjBiYnJ/fNYBJtMkaNuo6WKRBd8kPhmpLs1dVr280fs7O/hkxZz0PDuLa2BqvViiNHjkgUydwc4TgqGxZDM4/Xbrel2QGNCV9bLBaxsbHRs3xCPp/HW2+9hevXr8tCAVuDWHnwdI0WgM8kqI35HMJBtVpNNit7RHJzDg4Odh1GACA5NLfb/VCdL5iHq1Qq0hrw2rVrMgaJ90RDqGnv/ErlReXMpvTs3FEsFvH6669jfn6+q/d+P9Jub5X9LC8v40//9E+FdXf69GlhDhaLRayvryMajaJarWJ2dlae5ejoKA4dOoRKpYJSqYTV1VXU63XE43HcvXsXsVgMZ86cwfT0NJ588kkxIr2GY6ls2Jf0hz/8IcxmM/7Nv/k30sScZQUAJP/KaPjVV1/FwMAAXnjhBbjdbslfxmIxuc8333wTTz75JE6cOIFKpSJNzSk0Orvp1sV7oJNCfcEcJkeUaSiTkLdm1BMS59+z9ACAOPVWq1UcQKZ+qtWq5Kd75aQT1eKYQBp0XgsbK+jcpdFQ6GhTG3augY7QeWYJf3o8Hpw7dw63bt3C6dOn95xLQKHjSp1B3geJpHTySLwslUpIJpOSv261WvB6vZienu660d91DpM1h1arFaVSCfV6HR6PB9PT0zh27BjS6TSazSY8Ho94NYzUuGmZt2MexGQySd2UNkA0mDyM9Ph6IZubm9jY2JA8yE41UIyOeA06n2lMWGsYRdduJhIJXLlyBe321kxQPqd6vY4XX3wRp0+f3vW9sEtJKpUSaPhBhdEwB/CyuQIPMnNBXNt0Ot0xsw7YfnY0qFRGWgHpvBIPRC+En89ZpvV6XSZB1Go1mdJB9jJnIjqdTkSjUWQyGSm5MJvN8Pv9aLVakqfjbMVQKIRAIIBcLodjx47tWc9gGhiWhLAki8r4rbfeEsVkNpsRiUQkJVAul8Wx+sIXvoB2uy0ogiZ9JZNJVKtVKTXhZzJi1czTbrBk2XzbyEKn88H6aEZhzNFqx8Tn84nzysiTBogQMvWMsTGJPsO9EBo0Ihq8T61feM+8Ju2EGPvq8m/4VRPMWJnAz6VeYK1pr5nAnydOp1Ma/rNpg46I+RzsdrvUxDI/SwmFQjh27FjXJ+nsymDywHGzkvQRiUQwPz+PJ598EhcuXEClUhHyBw0sF5CRBjcGiTzMDwHbDC+drOZh7NXmrdfrWF1dlbl4hHAI0xhH6lB48IxRpiZC8CsJUisrK7hw4YK8plarIZfL4b/9t//WFYNZqVSkiNvtdj+w58hr5XWRsj81NQWn0ymMTyooKlWtZIFtFrHu3EGYjUqVe6RYLMLn8/Ukn8n7IUmHxo9DiE0mE/x+PyYnJ6VkYmRkBCaTCePj47JfV1ZWhKg2ODiIdruNubk5+Hy+HVt37ZVQuWSzWayvr+PChQs4ffo0JiYmUK1WsbGxgVdeeQVut1uahjAvS4XMLj7f/OY3USqVkM1mUSgUBCrc3NxEIpEAAMzOzoohKhaLwo5m3bXP59s1iUQbExoMpoFo3DjQgTW9NAjAdv7c7XYLC1UjRDQ+2iknZ0Gnm/h8jQhSN4RMYJKQNGzMHCv1C783GkH+HfcAf0/YVT9P3R2Ia57NZpHJZHpObPo8cbvdCIfDAu0byUs0mE6nE5FIBHa7vQMFNJvNGB4extmzZ7teq78rg5nJZHD9+nUpGmbpxcTEBCKRiNQukRGoC7h1MttYq0WK/9jYGE6cOCFEIBbEe71eLC8vy1DYXgihEEIemo4OoEPp603LhdXwCN+PXpBmyXLTa2q4XvxuCIfrplIpTExMPNBhJ+wTjUaxtraGn/70px2zCLl2hKyYf+GcPX1gdQ5IRwnac7RarXjnnXfwH//jf8Qf/uEf4tFHH+3KM9AlLYVCAW+//XZH9GsymTA1NSUlIrlcDsvLy/j000+FAc5hvroBg9Vqxfj4OA4dOoTZ2dkO0tL9GspuKF+dw6PTcevWLbTbbTz22GO4cOECXnnlFXz88cewWq147rnnsLq6isuXL+Py5csYGBjAqVOnMD8/j6985Sv4u7/7O1y8eBF/8Ad/gPn5eXFqNjc3MTw8DJvNhmg0KgzakZERhEIhcT5Yn8mSk27lMLlX6IgQ0gcgNZl87joXXi6X0Wg0PjPCiu9LxMvj8UgfbP0aoh5kF9PIdFNqtRru3LmDRCLR0Z6PukHn8ghNakPO86Wvy5h/1YgYv2oynq5CYJ50r0UHUzabTUqIdmrcoPeWru3XZ7WbsqunocN3i8WCYrEIj8eDsbEx+Hw+qc3iommjYoy8AHR4TGazGT6fDxMTE7hz5w6y2axsepae9NITMibRdTKeG1V7afr+jLCrhnI0MUFDQrpxsn5O+jMeVljKkclkHohQw4PGqGR5eRmXL19GMplEIpEQD9zhcAgjmqQXAB0RlrHe0Ahf6/2wtraGWq2G3/u933ug+zSSA/ic+cw3Nzel5vDKlStoNBrweDySGpiampKa31KphFwuh3g8LpCzw+FAJBKRLj3cB1SyLF24l/HbiZjBffKw+T06AnTumOOr1+vIZrNwOBwYHh5GOp3GwsICMpmMGITNzU2kUinpWMT6xqeeegrXrl3D+fPn8fu///sYHx9HJBLB2NgYpqenBWnh2rLhhN/vFyc2nU7DZrMhEol0hfXNvcjzR6GDwEiE58hkMnXoBv4tm2sYr8fozPMz+ZWOMHOYvTCYzWYTmUxGGLI8MzuRDI1Gz0g61Gfq80hBWmhMybWgk7TXonkOXFd97bwvPfiCZ5GvIeLQ7dTHrp4Gpxcw75hMJhGJRPC1r30N09PTkkgGID0ndeE6FSmJP1SwwBbTNhAI4Nlnn8XVq1elEXQwGITH40GpVEI0Gu0Z6YdEJu3BtNtt+ZmwsF5ErSw1/dy4gXkwdSSp8wh8LRm0LpdrVws/NjaGRCKBt99+GxMTEzh+/PiOB8eoIFi4H4/H8ad/+qdYXFzE6uoqAHTAQmw6od/TyGAkPGY2mztqrIxRmGYBPkiUTVISDR1bGpIQwIHJ6+vrUvzu9/sxNzeHbDYr+VkyJVOpFDY3N3H8+HE4HA6kUimZ9To9PY3h4WEEAgHY7XaBCo2OoX6uzO/RATEyMOfm5u77XvX7plIpZLNZLCwsCOmFpVfNZhP5fB4XLlzA2NgYfuu3fgvvvPMOVldX8e1vfxuBQAAjIyP4yle+gmAwiNdeew3nzp3DO++8A4fDgUAggP/8n/8z5ufn8Z/+039COBzG6dOncevWLZmuUywWce3aNUxMTGBkZARzc3MoFAo4d+4cgK3yk9HR0V0rXhoTkgm1Um+321JWoOFSrUDZCk5DelS2hJMByN4oFAqS39Wt8dh8vlqtdr2xCPPoLKMjNMx71h1/iMgRfub/GXN91Bt8FnxGACSi1J2TaKA3NjYwNDSEmZmZPU0nAIDX68XQ0BAGBweRyWSQzWbFxlDvGJ0aRpt6/XvBgdjVLqaS4QWSmhwKhaTukkLP0IhF61wDjScAqYNiX1oAQtAAOiHOXgg9Wm4+epTa6BnJPnqxdIcfvh+jSqOx5CY3bgIq1916SmazGZVKRWomY7GYHA6d19B5VSoG5jRWVlak6w1z1jSKXAcqF30POz0f/k7D0DtF8w9C3yfrL5fLIZ1OI5/PCwtQ5zyoOE0mkxSqU3Gwk4vNZpNie+bUvV4vyuWyzEcsl8vSIJ4513Q6LaUjzH9Ho9GOLkfG/cp86MMYTK4t11EbiWazKQpdt6Vk68W7d+/CbDajUChIDvaZZ57BysoKzp8/jyeeeAJHjx6VOsy7d+/K5xGyIzRNCD6Xy8kIOzbh4L3vVnSESaETQjIQ27qx9SQNK2FK7m8aEhodlqqQVctaThLStBNElKkXpBjmMBkFGyNCniGiTsb70QiLfkbUR8YoTZ83Y3lKPB5HPB6XwGcvhWUlnNOq0SLt6LD+X/fr1tILYt2uIdlsNttREGu1WqW7PnOXhMK4cGwq7HA4BN6hF+X1erG5uYk7d+7A5/PJuK92e4upp3MIOymgbgm9cyMzkBGQbg5Mz053/9E1Q9yEPGRGKrhmtGkjTbIOB0w/rJDR+N577+HUqVPSVYjRob7mcrmMv/u7v5PaQV5jPB4XRWRsXUUFQhjFZDJJcwa+N/t+Mh+k711DanxOD9rkms7b6uoqUqkUCoWCjIxjIb3JZML09LSUQ1CR8sAtLS0J4YKRqslkkkjUarVKgTdhWqYiotEorl+/jomJCZhMJvzFX/wFLl++jB/96Edi/MmyZV7P4XBgcnISHo8Hv/mbv/lQa8tpHV6vV5QInx3LRYLBIIrFImq1Gv7Fv/gXiMfjqFar+PTTT3Hp0iVUq1UEAgH88R//Md5991188MEH+I3f+A389m//Nl555RVkMhn88pe/FDiaNH+fzydlG/F4HAsLC9IY4NFHHxWWbjfOaLPZlEie0mq1EI/HBcacmJjAM888g/Pnz6NQKMgeZQkY0DkfkgiJbn3I3Nfy8rJ0A9KddhqNhrCqd0ITdiO6OQN1pbH2UxtrGnmKNoA0MhrWpQ4jJE0dymlB/Kxms4mrV69iYGAAjz/++J7WCwNbqATJiXRQqRfYjQrYKkscHR2Fy+US5FKjCMY0UDdk140LGAEB29GU2WyWui+2zaJSolGlt6AbAegHE4vF4Pf7MT09LYwp1lrRO2Q02u2Nq8Xo4fGr/p6HcSeIUb+Phk6Moicw8F+5XEY6nd51M+RsNitK9Nq1a9KyjgaTioAOya1bt2T9KGyuoO+f66X7cvJ3zPPQGPKga68Y2C6o58+MYHREcT/OwsrKCrLZLJaXlxGLxZDNZgXKpgfNvqbsEQps50EASINuNtAg2SmVSiGZTIrS5vUtLi7Kc/j000/xy1/+UiK8mzdvIplMdqAmOiJjUw72nH1Y4XPVyoFOAJuCkAzDzkIA8NJLL4mhu3TpEjKZDF544QXMzc3hj/7ojzA7O4t0Oo0jR45IBxi2m+OZJozndrtRKBSwsLAgrG72g06n04hEItJ15WGF54boBnsP+3w+QUNINjpx4gTy+Tw+/PBD+Hw+jI2NCexufD+ul91ux+bmptSQatY2AEFUiJD1IhXEPa+jQqJ2bADPPar5AdRRDCB2giuNRodTPrTu1fl0Gtf9ELvdDrfbLakcfT8asXC5XJiamoLP54PJZOoIujgh68AYTJ0cJmSqIUkqJUJOulZGs2EBdCwaFWY6nQYAaRnndDrFs9UeIv+u17CB0VgavS5t6OgIaCNyr7/V+UqjJ86m0rslNjG6aLfbWF5eluiABpNkBk4voPesIRw+Y12/RUOrPV7eq2YKG+9Le7lGchQNCq/rfokHjDQ2NjakTpJ/x4NXLpelhR+NtoZ46JHT2ybEy32rSxksFovAZywsZ4SuHQLNhGY5BJ0MkmzuNwK7lwKkw6G9a53D4dBl9rJ1OBx47LHHkEql8Mknnwgzs1QqIRwO4zd/8zdRqVSQTCYxNjYGv9+PaDQqjHcalVqtJiU3ly5dkvwb+0LzeTO/u9vSEk0GMToF1WpV7u/RRx9FPp/HG2+8IXNHdQ0nnx3fA9hmuxvrL7k/mY7Rz7zbog2CXk8NURKC3om4pM+TcU/xnrVR1NE6nwH3jhHa3UvRpYPGYErfg91ulxpgHXhxXGIvbMJDG8xWa6vOLh6PyxgqdoIhQSIWiyEWi6HVaiESichC6EgD2G6+rokK0WhUDufjjz+Ozc1NvPnmm8IGNBYk90K4QDQMQGcBsLH8g6/X3qc+oMacAaNtJqt5EGmcbt68iZ///Oc4ceLErgpw6XQQJmfBebu91d2G18WoSl+v0WvVsLq+f33Q6PjQIOmIFNiOgPSoMw3vEvJaXl7GlStX8MQTT/zKe6STtry8LEqcSpJGneUhwFYnJ5YUFItFuXd9QLU3S1IaiRhaqbJGk+vdam01pKCR1Q3pXS4XBgcHZUj2888/j4mJiftaR2O+udVqSRS3srKCarUq//g89P2WSiWk02m43W4cO3YMzz77LM6cOYMf/OAHWFpawve+9z2YzWZ5Js1mE1//+tfhcrnEiclmsx2f73A4EAwGMTw8jGAwiNu3b2NtbQ3BYBClUkkcn2azuatOP8a15tqwzMzv9+PcuXO4cuUK/uRP/kRQr1QqhatXr8LpdMJut0stKUtM2G1KR1QMBBhN0hgT2qWD2W1huoIOF51cThXhPWkSkI6+jERD7mGdQ9dBC6NUrY90jnS3Ds7DCnX7yMgI4vH4Z5xu7YxyyAcdeYfDIUMRDozB1ItDppr+HQ+tPixMrOvIS3tp9JIZDTAKMJvNGB0dxfT0NIBtCMpYrtFt0Z4M0EneAT7biIDfG69np2vje9Fgak+Rrzebzchms1hbW9s1/KM7KbG7DWFxkqg0UWknodHU97hTBMrvjeUwevPq77VXbPw87pv7EbfbLaUdLLqnkqNRZgefZrMpZAIAMunCSIzgdQDbcCpTAXR0bDYb/H6/7G06SKlUCgCkdrHRaMDhcEhpisfjQSAQwPz8PAYHB+/rHnd6PuzixCYBzBsCkGiSrd7oQNBRIjlncHAQ2WxWGO/M2VksFomwaVDoeGjiCR0Htqzk2D0qfONZf1jRRDDuDTLLQ6GQOPD5fB4+n0/4EPl8XtZMRymapbzTnqbw3vns+Ax6gWzp58Q1Zp5YI2o77VMjkVBfm1Gfcd34N1ona4O6X2IymRAKhRAKhTruVSN05EbQcSDbNxQKfabetlvy0BGmzlERkqKl1zR7IwSpiSA8dNpjJMRF6r3ZbMbJkydht9vxve99T6CeXhtMRh9U2BpuZqTB++CC6ddqA6ujUg07EqYi1KJZv1arFdFoFO12e8faSW70+/ECXS6XMM4aja0xU7xmYy6Wh0VvUH2QdB5TX4t+Rvxe160aS25MJpM4Rdpx0EQGlj3cj5w4cQJTU1OYmJiQiDGVSgnTt16vY2xsTPI3fr8fLpcLwWBQDACVEo2MJirp4de6VpjsW/7M58NhAsY2hBq6fxhiAp8vlTZLaLgnaahqtRpisZh082F+z+/3o1qt4uc//7n8zm63Y3Z2VnpA1+t1HD16FNPT08jlclLmwL1MJ9nhcKBQKCAajcLj8QgUNjAwgEQiIcqMOdTdKDEj6YeOQaPRQCgUwnPPPYc7d+4glUrhxo0biEQiOHXqFFZXV7G4uCgTjQin08Bzz3MNiCDoMgsNUbLUi85AN4VOHYMHfmYwGITL5epoice0j14Xfs+/17+nrtH1qk6nEw6HA+l0WpAdOnfMEe+XWCwWPPbYY2i32/izP/sz0QlMifAZ8KzSxtjtdszPz2NoaKgn17WrCJMLRcPmcrmEsVcqlaRPrM4XGXNXQGddkcViEQNBCIGQj4a9qNjo/fWiwFbnKnjPPEw0KoSHeb18rTY4RmPLn7kJtOeoo2e28NopAnsQJWsymRAIBHD27FkhxGhPW3uY/Kd/p//pPA5FO0Eadtafb4R1KdrAamiWcMv9trZiPov1kWzRqKfBkNBDJ8Vms0nJhdEoco2NEJb2bqmQjIoVgDiP94IhHyYy0Q4O90wwGJTyCUK/hFAHBweFQEHlQiVIiI/10dVqFW63W/KO4XAYwWAQkUhEok7Cdh6PR3LLVLwc3sxnxBQL4etuGBcjgtFut6WZuHZ2VlZWJMokaURHzfrc0kHTKJgmF/Hz9PXrCLNbwnsiKqd1JMvKCHHriFf/vVH0GeT+53tzP2jEj45ju90WItV+iclkwvDwcIfeB7bTWfp1FAYQXq+3JyMfgV0YTB268waCwSD8fj9CoZAMX/V4PGLQdCKdC0TFw98zgU/lU6/XEQqFOsgfJpNJaPncBA/TUPxX3aMRwiCMwWiJ9wBsQ4vGjas9PB1N8NACkIPJ3AmFnvm9DOaDKN1IJIIXX3wRly5dws2bNzsiWh4+/mz8Z4yWd7rfz1Me/BtGw0Z4Vv+jJ2y1WoWwcT/CSI/9h41GejdyLxRjJwegl6KRGp6ZoaEh6dzD66Ti48R5Oq66g4zuk+pyucSgFItFrK2tYXBwEKFQCFNTUzCZTIjFYmKQySOg4q5UKgiHw/D7/RJ5mUwmMcrGPqYPIzRkQKdjylmW3DdOpxO3bt2C2+3GkSNHOvK5Wk/Qyef3vA++Nw3KTlKv1ztKo7q1/po0RhQKgBBgOLmJ+WTdZ5Wic4+6rIRoD7kL7XYbgUBAeCMMfLjP8/m8zBDdDzGZTBgbG5PxkJSdeBPAElKSPQAADmJJREFUdjMYQrm9Gk22K9IPL5w5seHhYSE0sNn65OSkNPY1whtcaA1X0msMhUKYm5uTiG5gYACDg4M4dOiQFFVXq1VMTEx03VgCn+3cwyiZBA/mxhhF6OhiJ8NizOFy0zqdTgwNDSEWi0kfTL1BugU5j4yM4Otf/zpeeuklmdWo8zG1Wg2Li4tIpVK4c+cOTCaT5NwIYbLZMckrxud0L4jx8wyLfk5AZ2nS448//sCR9Of9/LDyoM7JXonJZJLetcYWYvS2+Y/RFpWjngLh9/vRbG41Omg2mzh27JgoXu5tGsNKpYKBgQFJWZDlS9ifg8DZ3YeGZ7c9PXnNhHmN9bVUlJqBzxpQj8fT0UlMO4jAtgHWjnAgEIDD4ZAGD3wWxnKMbu4xXotGNHi/us5Q1ztznfV16JQKn4cu5WOd4/j4OOx2OxYWFjquw2TaqqNmLny/hM+d/+igaTic96eDEg5M6IU8tMHU3gjhCSpYto5j4wHmjYDtnJg2GkBnDabL5UK1WkUoFJJELg+e0+mUfEm7vd0Sq9tC5c/Nx+Q7I550Ot0RMRmVqjYS90qecwPv1PpOQyUaDn1YcbvdMr9RPzPNBLxy5YqMgjKZTFLPRKKK2+3G6OiowO68TiojndszPsudZKf/76bH/s9BaCh1vkmjGLoUQ8NZ3F90BFutluQYyUsgD4GKSytobXi0UtMRLPeBrnXdjegzppUp70nrGeoSGlqdezZGLHy9PhN8H2OeUKdUeiHG6InXazKZOsZ+6Wehgw3+bPyq//HM+nw+gdGNKRQygfcrwtTXrUUz13cS6tNeTDkCHtJgNptN6adI2JSQQalUEq+OnTaYl9M0Zk0KIYOPZAL2p4xEIkilUjh69CharRYymQwWFhbwV3/1VwJdfPWrX8Xo6CjGx8d7omi1wbLZbHjyySeRyWTw5ptvSussnXM0bjAqKv4/D7f2UJlX08+K3j5hMObftDyIcRkYGEA4HN5xEzLP9eyzz6LVauHrX/86gM7I31gmcr9G8UGlbyzvX9rtre5X7OnM+jUa0VKpJG39jKxQft9qtWQsn8/nA9DJRGcZidm8NeM0Ho9LxOZyuVCv16X8i3/L/czcJ6Hh3Qp1Ta1WQz6f76ihpfGnsQYg+gnYhieJjOiIUQ+FbjabgpgxF9tqbZUJsdTGiBQ97J41/i3RGt0IhUEBqw6MqJyRcKf1j/5Z6zE6ycPDwwiHw7Db7fL+ACSi3S2M3g3RKSPCxtqQ6/vlmo6MjMhe7rY8dA6TOQHtebFeiPR24uwaWtAGhAtHWjxLUOjhsYEB6eMsUiWDlgq8F/VCmlgAbOdQxsfHxZOmt0fR+VwKlZI+GPo96c1zsXV7PQqZi0aD+aAH9V6RLo0io5RewRl96b5ouFArWmDbKaNDa9ybRgVL1Ij5SRohoLPsiAqL8CSdYPaXJdGHyAVbCO5W9Hnn95yFSB1DyBHYHqis/16/j9ZHRmY4r5dEKR1FU5fxGXbTydP1kTrCNEbI2mjfS/TaauOuESvmuHWzEo1Q7GeESdHVA8ZrMkLRHNHWK4bvQxlMliYwoc5NylmCyWQSsVgMmUxGatV4E+wLqw+1LoLXhimfz2NtbQ0nTpyA3+/HU089JZRnt9stOTVCiN0Wetm8LrvdjtOnTwuzUh8sbm56Z8A2OcooGn/Xo5B8Ph+SyeRn3pvTE1wuVz8C64uIyWSSiFJHjFqREg1i1EijwnpUGj7+ja5vtFgsn2lQ4XK5BA2iYeKZrtVqUq7jcDhQLBalFrQbipdoDNMEZPkC27Cv2WyW3KY2OkY2OP+e0z4AdMB4dBw4kYb3VK/XRffsJretdaAxfaOZ2lxj41gy/k7XUurndC/jp4lO3DNut1sYuiRPGRGJ/dI7es2McLgRIue+DofDB6sOU2P9umPN/Pw8pqamMDIygmKxiHw+L23tOCtQM+Z2YnlxsQkRVKtVmQj/pS99SZhsmlXbKyhWd90wRmGEsYwRpIY9tBijSj63XC6HlZUVzMzMYGJiAu+++27HJmUdW68GZfflH7fQWfV6vR2oCBUf9xDQWRNMlIT10/ye+537U7MP+V7kDwDb9cpkduqSDKMh343oXKT+Gg6HpfyKpCAaPs3k1ToL2GbG6vens9toNDA8PAyLxSJTWoh+NRoN6Wm9G2PJr1pv0GjpdpMApA+wHiFHJErrns9r2ce/IwpWq9WkL3AgEBDUkLITIrFfotduJ9RPOwhG1K/bsuvEgmZ1cWI9p0SwCwrr6bS3B6CDCKRzZe12WzYHPSCLxYJTp07JyCQeeg2ldFM0NMVr1HV1rP/ia3eCXPX3xsPBzc1pKE8++SRCoRDOnz//Gai7V624+vKPX3RtM5UujRSjJ91wQXvoul0guQTc85pRq6FBTRjTn8eficqwLlK/djdihGP5s8PhkD65NKq8TxpsXV6hU0HURZqFyRwZWbLaqaey1j2tdxthGnUFI3xNztIjzLSjAqBjjbSTA+AzEbaO0thNrVqtwu/3o16vI5FIyLXsd2SpxejsaDGyZHnNvbruhzKYzLsxhOeNMIlstVpx+PBhTE9PC9yjoct7sbm0MHHPjV8ul/GTn/xEBuYyuW8ymTA+Pt6TQad6gzI3w3/M3+jP1Hkao+fTarUkKtZtttiU4dd//dcxNjaGv/7rv5Zny9wJN/ZB2cAHUf45PxsaD61E+f+EZDUJj8L2fjoq1V+NSInRcGiDScNMljx7eg4ODooR2+098uywZWSlUkEoFEIsFsP7778vrG62gtS5R14DhwuUy2W5ZhqZYrEouuqJJ57A5OSk6BqOkeI+203EbKwQ4JrQIadTzv63bDdozMvRAPI9NPTM32s9ZDabpWk++wx7vV48+eSTWF5exvr6urzO6/V2lALul9hsNgwODiKRSMi4PaPzpfdpu92WGuNeyK4aF1Dp8waYrwTQUUTeDaH3ms/nsbS0JOUlJBf1UnTO0WrdGpB99uzZjnyRrj+kAuNh1Bg7C4Ubja2Zj8FgEIODg5idnZWCWzKNOTqplxBDX/5pChUdFaCOFPVrgE4vfSflaCRc6NwWlRU/gx2O+H23yBesJfV4PHA6ndI7eGhoCGazGZOTk5JnZBcntifUkTHzr+yhDGz3pS0Wi3JGI5GI5C8JYQKdXbkeVu4VdetnSyHkTdjb+PqdUj3G1/D3ev01MhgKhYQNTcdER93aMO+1sDkHJwfxGrUYc8DUvT25nt38MWFLbVB65Y3Y7XY8/fTT2NzcxJ/92Z9J31BupG5HGCaTqQN+ooPgcDjw4osv4rnnnuva5xFKSiQSMrkim80iFAphfHwcfr//M9FBXzql/2y2m4QDkGjCZDJ1FPjvJJ+H9Oj/p4Jmbl9HnMxd9ioicblcOHPmDPx+PzweDx5//HFMTU3h6aefhsm0NTuWCA7HPWmDpHkTRjG2WiPbkrM119fXcfv2bTHUfBYPK8aoUF8jGwYQ9rXZbDKSLp1Od3BG6Jjr+6AR1AQhXSNNh4G8iGazidHRUaTTadTrdek5Td1XrVZlL+2H+Hw+fOlLX8K5c+ewurraUXZD0UZezzLthTw06YfDW4eGhpBOp3vugZhMJtmwbBrNadxGz6sbwk2y06xPPUevm2Kz2TA/Pw+/349UKoVHH30UR44cwcTExH33VO3LP1/RUaXO5fQiVaGJNDQyPSVbWK0YHByEybTVUOPIkSMYGhqSph+MbAlrGqE7Y6Slxfi89D3RUeXAAgDCKaCj8LBivBaHw4EjR47IPZGtPDs7i1arhXA4jFgshlQq1RGk6PfT96kJUuxQlsvlJBI9fvw45ufn5Z7ocDHazmaziEaj0pN4P8RisQhx1JgOYLqB167Tfr2Sh9L6LAAOBoMYHx8XxlgvyDcUk8kkNPJgMIhwOIxIJALgs/VW3RCz2dzhaRmp272QgYEBnD17FolEAvF4HF/+8pfx+OOPy7zRfhTVl3uJJs31cq+aTNsj+OjJ65KOXu1Rm80mrTc5Es3lcomh3Emh3++1fN7rSEzMZrPwer2wWCzSS1Yb2ocR49+53W6cPXsWHo8HzWYT2WwWVqsVjz76KKxWK/L5PC5evNjRJk+vM/cAG6wPDAxIy8Ljx4/DarXizp07ALb021NPPYXjx4/j/PnzHc31m82tmcSpVAorKyuwWq2ia/darFYrgsGgpPc0ZN1oNGSI+141WXgog2mz2TA0NISpqSkcOXIEhw4d6mn/PmBrM7hcLszOzuKb3/ymQECcktDtgxoKhfC7v/u7uHnzJq5fv47HH38cMzMzCAQCXf0cLU6nE1/96lflQA4ODsLv9wtxqi99+TzR7FbgwYlQmiyyk/HjzzRU2kgb27V1W2q1GpaWlgBsT6bpVfszisViwejoqJD0Dh06hNHRUczMzCASiXT9XgOBAL7xjW8gm80inU4L72FiYkIIXL/1W78lE4zu5RTp6JPODKsUdOnI7OwsvF4vXnjhBTzyyCOYn5+XaI0DwU+ePAmPx9PV+3wQ8fl8+OIXv4iVlRU4HA4MDw9jZmZGIGmbzYZAIIDx8XEMDg5ibm7u4JWVMMLkNAmXywW/398TmFKL1WqF3+/H4cOHUSwWUa/XBbPutjgcDhw9elSaFj///PM4dOhQTw+pxWLBzMwMgH5Ori8PLrq+92H3jzFq2UkI8/US9jUKox5yC3TJV6+ETRA4l5UtOMPhMHw+X9fvmXNJOQyBeble5oYBCE/C4/HICDEW/w8ODu6rs26z2TAxMYFQKCRDPPx+vzhohM1dLhdCoVDPU1emXsOMfelLX/rSl778U5A+zteXvvSlL33py31I32D2pS996Utf+nIf0jeYfelLX/rSl77ch/QNZl/60pe+9KUv9yF9g9mXvvSlL33py31I32D2pS996Utf+nIf8v8BkqWNbuKMfa0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 49/50\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 50/50\n" ] }, { "data": { "image/png": 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8Go0GXC6XsF7n5+fh8Xjw3nvvodPpoNlsCsSu1WrRbDZRq9WQz+fRbDbFudVqtUJ+YhSWz+eRSCTwzjvvYG5uDuFw+MDWeCfRaDQIBAIIh8PweDwolUo9ZWtMDTmdTvj9fnEM6NgdhNHfTWQzqDvBu0cDQX3LqFL9XdTl9Xpd0L5BPUez2UQ8Hkcul5MUiEoIpL5REUk1t0wDCEDQMEagTA+oe9hqtcQZYE60Wq2iVCrdUzphoAaTCtNisaBWq6FcLosnQw+n1WqJoqEwZG42mz2FuIxmGo0G6vW6MG1HI8kGK3z3hMrVHDH3oVgsolKpIJVKiRGp1Wqo1WpYWlpCoVBAOp0Wp+fYsWPweDzodrvw+Xw90Iper5d8mNfrhdPp3HfPvlarIZPJSN0X0wAsaNdqtXKhmBchEYbvg54rYSCdTgeLxYJgMNhTvxiNRnHz5k2huU9OTh6owbx16xYuX76Mn/3sZ9Dr9Th27JjA7GfOnEE+n8fbb78t+WaLxSL7xnq8VquFfD6PUCgEk8mEer2OarWKTqcjOc9CoYBkMokXXngBBoNhaAxmOBxGqVRCIBCQJigUOukejwfj4+MYHx+Hx+MRpX0QDvnd8i8G+SzUw6xMYDAC9BpRIi7kL5DoM6hnaTQaiEQiSKVSqNfrPfWdJIkyqOK/+ZztdltSHvx/qVTqiZZNJpPcNa6R95q6rFqtIpfLCWy/GxmIweSDqB56Pp9HOp1GLpdDpVKRgluG+czxqDi6uvBGo4FisQgAPbR+fs8nMdLc3NxEMpnE2toa9Ho95ufn4Xa74fV670tOlrlmKkvVk6SBA7YMhs/ng9PpFCNIL7TRaMBms4lnSK+VRoIRa7fbRTqdRrPZhNvtFkJQs9lELpfb95xfoVDAysqKRJf8o+Zq1T9sxsB3YTab0el0ZM30XAH0OH+MZsbGxtDtdvHSSy/hs5/9LPx+/76trV+i0ShWV1eFXs+8TTQaxfj4uHjldIjsdjusVqtEzmrdM4kWBoOhp9NRt9sVx2dpaUkY0cMgVPr5fF4cPQrPdLPZxNTUFB566CEpYTuo+zfIc96Pyu0kZEQzACGioAp/Bkl+vJ8nTpyAz+cb2LNmMhn86Ec/Eqel2WwKXMogy2azCQyr1WqlWUi9Xu8hTFHnEB3R6/VoNptYX1+HxWKB0+mUdTPH6XK5hKB4L/s90AiTL4WsJUYgNJIq/KPX62UDVZqz2uFC9XbVAl7gk1lakkwmsbi4iJWVFYEiOp0OLBYLzGazeH8HKTRwagTIS0hYEoDkBFTSDw8wyV00KgDEe+Pe0aFSCVwmk0m8v/2Wer2OfD7/ISJaP8W//3P9FPz+3A8dDZ5nlkXxPW1sbIjjd1BCZ5Xvt1arSY1huVwGgJ4SGKPRCLPZ3JMPIrRFZcTPMU9EB5Y5KXVfh0FIaKLCpTC/bjAY4PV6MT4+PrBSiWEW1SjZbLYeXaPqVSIrPAMWiwU2m20gz8Ag6ObNm/B6vZiZmZHfp+oI6gSVqEWdo5IG+wlBPJe5XA4ajUYaPPQT2vYCvQ9EQ1NpOByOHlwZ2NooJljJvGNSl4q5VqvBYDDAZrP1LEiNcthfUYUKPymRJo3/D3/4Q3z3u9/F8ePH4XQ6kUgkMDExgUOHDuHs2bNCr76T3I03uVvh71MZriqrUO3byLXwcLNlFhlrauRGp0iFR1hPqypgOkz7rbTYQou/i89GBaoaS66pvwyqvy2YmhNR94WkCSodRtgHcVa73S6i0Shu376NSqXyodq7bDYLk8kEv98vDi0NC8+XuheFQgHAVhRtNBrh9/tRKpVkH1njyPfrcrmGwmgGAgF85zvfwQ9+8ANcv35d0A6bzYaJiQmcO3cOR44ckTZ/n1SjeTeKv9Vq4c0330QikUCz2cTZs2fx5JNP7thflueV+0hdsNfz2+12sba2huvXr+PChQswm824fv06vvKVr2BycrInPUJ4ViUPqnaAqQSWhfHuUZdYLBYpU2TARQSrUqmIvroXGVhIw4vGl0r4hsljLpiQKj11esDMIagbRLowsW1e/mFg4+1G2CuRNH/i94S/3G43VldXkcvlJPJioTmVLiM6Oh2DegdUkpT+SIuOSrFYFCPJfWCNbSKREGiXkSgdJNazqRRvKm+WEXW7XWlssF/CZ+alMpvN4pj1kx/4dWrEpJ5XFaJkpFWr1XrYtiojmF6z6ojsp5DUwH1USUqZTEYif2A7p8Vn58d4R8lLYFkN/xAaUx3jTCYzNHWZBoMBY2NjcDgcAkPSWE5NTWF2dhY+n0/OwSfB8b4X4RksFovI5/Pi4PE89usROsEq2Ud1uPbyntjy9Omnn5aGIIlEApVKRZpFkAmrOnIql4AlXlyb2jCEwZrKf1ERNBpVIqD3YjQHajCZ+yAlmJvEBs5UIoxAWZ/Hi0alCkAKT0ulEkqlkhhN9XB/UiLMTCaD119/HcViER6PBxsbG9DpdJiamoJer4fdbkckEhGcPRgM4uzZs3A4HFKn1Ol0kE6n4XA4BGrY69r5/tXcMIAeRUiyx7Vr19BsNuF0OuVAxmIx5PN5LC0tCewXCATg9XoRCARgNpt7HCFCQSqiQGGyfr/2k++Lhs3r9Uoeg1Aqu1GRZMbIEehtZ8a1sFZMhXsbjYZ0BuKlJcqiTo3YL2GtaS6Xg8fjEc+dz7+8vAwAUtKlTsIAIE4E15rJZABsQ5mVSkWatKt1ealUCktLSwgGg/ta9H+3YjQaMTExIflyu90Ov9+Pxx57DEePHsWnP/1padwwDAZ+v4RGpFAooFgswmg0yhl1OBwfMphsDKAKodK9tJTTaDSYmprC5OQkHn/8cZw/fx4/+tGP8MYbbyCZTGJsbAw2mw1ut1vuD5129m5W/9jtdjH+rNtkikjNh9brdXl2roUG+l5SQQNNmtGbrlar8oedXdTcIz9GJU14ttFo9CTgSUphpNJvKD8JbNlWq4VUKoV33nkHq6urKBQKcDgc0v4pnU7j+9//Pubm5hAMBvHAAw+gWq3ie9/7Hh5++GEcPXpUDvuFCxdw5MgRPPTQQwJr36s0Gg1sbGzgz/7sz6QWlj0kVWXP8V00FHR8mI9k2Q8v4fLyMpaXlzExMQGHw4GxsTE0Gg1Uq1Xcvn0b5XJZFFUoFEImk0G5XMbP/dzPYXx8HAsLC/tiNPnMNASFQkHIBGqbRnqhAD6UHqDRYRck5gNJlmCD6HK5LE5jtVpFPp9HMpmUaGa/hAabUGulUoHb7cYDDzwg5SHLy8soFAoCGQOQiIKRmNFolHfg8/lgt9vx6U9/WspIWJrDKMVgMEghukr8u9+iGnTmyR544AGBANVc7CfB8d6N0AnkgIS1tTUJTBKJhDSf+CgomrX1mUwGsVgM8/PzUid/r0K04tChQ/jyl78Mj8eDSCSCaDQqjOZ+Yg4dbOZT2ZGKd7Ber/dEmjT4RMUACKudPXJV0t5uZN8MZr1eR71el04hKuOQl8xsNstCVJatGj3RoDI8/yRFl2SnpdNpXL9+HclkUgwGa+NWV1fxzjvvSOsnt9uNfD6Pl19+Wb6m2WwinU7jvffeg16vx/Hjx3ftxfcTWFgP9Td/8zdSl5ZOpyWCYGOCM2fO4MiRI5icnOyhf3OCBfeOuYVUKiVQrdvthk6nkzFgL774IuLxOA4dOiRJf15kj8eDRqOBI0eODNyoqIQCGr1yuSwlTox8ee5U1rBaYqMSIzjtgsgKUw9ERMgsZFeTTCaD8fHxga6rXwjb8w9nIx4+fBjBYBB2u13qKynqfVSJPnxvLpcLPp8Pp06dQiQSEUNLZ5ZwOhUrnZL7fTe5Lp4lPtf8/DxCoVBP04p/asK94UCBlZUVGdfWbrfFAPr9/p4aSHXfmFag/opEIjLFZa+i1WoRDoeFOR4KhZDP55HP51EulyWXqRpzGkJOs2JgRceAji8DMpY5qm3+yKJVO5ntVgZmMOm15/N5RKNR5HK5HuxYhVupYIkxq1gzlRgLpAnv+f3+HuWlNkG435dzJyGt/Y//+I9x9epVXLt2rafwO5vNYnV1FU6nE1/+8pdx5swZOBwO/Pmf/7mU4vzkJz/B22+/DZfLhVqthuvXr0u920MPPYRgMHjXz1MoFLC6uioF3fTIgsEgJiYmcOLECaytrQlsQ7q30+mE3W6H1+uFwWCQxgVqVxDm9AAI5Mrh0R988AHy+bx4t1NTU1hZWcHGxgbW19cFpj9//jwKhQI+//nPD9xgqhGx2mScypLQj+qM0XCoXwNAmjnQS6VhJVGCECyjG5PJJE3O97OhN7BVfpXNZoUcRyehWq3C6XRiamqqp5+vSqzjOgCIFw5sMwvVe8coFoAwvOv1OrLZrKAO+z0a6+NEp9NJVE1I1ul09pBGVFLaPxVhVLm+vo433nhDnNeFhQUAQDabxbVr1/DTn/4Uv/Ebv4EHH3wQMzMzonP5M958803p/OXz+XDo0KGBsWWB7Q49HBP3ve99D7lcTgwgnVzWTWq1W71lU6kUdDqdTJcBII4wHUGVRzA5OQmLxSIRLLDVT7pWq+HMmTO7fu6BlpXQI0mlUiiXy7IBKolELVfgSyGxRTWE9AjIdiJBZBiN406SzWaxubmJy5cvS/2fmsMlls7cil6vR71eRyQSkeitVqshlUrJ++Dhv1c4QRUqQo/Hg0AggImJCTQaDZjNZikGJjxHg8g9UvN6NByEZVVylupEFQoFgWJ56FXCTTqdRjqdHjjMrhIA6InSCBKSUj3s/nfULypLW/35Wq1WlC8vKwAh2LAebD+FUQXvCX8fvXO12f1OvTrV4m613KZarUrTBzVKV8l76v+HJVWi5uIJuxMdIQQ9LM96r6KWW7CuOBaLYW1tDUtLSwC2nNjZ2VnJV29ubiISiWBzcxPhcFiIYTyrjUYDsVgM5XJZ2KWDzvXy7NntdmHP01j2B1PcI0aK/D+DK57B/ioKtWm7imQy5XQv93GgpB+tVotKpYIbN24IBED2Ien8KhuSvWfZR5bDXRuNBpLJJKanp3Hs2DFhjALbF5Me8TAa0G63i1dffRUXL17ECy+8gFqt1kN/VtlfJGVcv34dhUJBxi1xFhwPVblchk6ng9vtvidvz+l04uTJk/K+OPrp1KlTUtoCbI1G+slPfiL5uU996lMIh8NycOm4MC/ZbrcRj8el0w3rbqempqDT6QS6bDabCIVC8Pl8GBsbE7LT6uoqYrGYNETfDwXGy0NlSU/TaDRKIwYaVKC3PZcKUfFjLDepVCryXkhaogFmq0GLxSKjzg4qwlQVCafMOJ1OmM1mIVR4vd4PEXzK5bLcLRqafD6PXC6HH/zgBz2KiGxGRu8s0RkmBrvKkGRf0WQyiW63C6fTKYr0k9pyk71xmT/njNoXXngBKysruH79OsbHx6VBvs1mg9PpRD6fh91ux/LyMsrlMuLxOJxOJw4fPixj3EiMe+KJJ2TW66DRPK1WK/wIh8MhPV6ZUuCAACI4nDpCfUJDz/um7jX1jt/vh9vtxltvvYVGowGfzyf1/feV9MMHBbaiKxJViBf3dxdRPSN+jCxYRl8ABM9Wfw//HkbvMJFIYH19He+99x6uXbsm9anBYFCMCSnNrAtKJpNCrw4Gg3IwGNkRd+f33Ut5gqoEKST+AFtDdNfW1hCLxUSRUrnyQgLbHq1aWOx0OgWG44Hn13a7Wx1DOOm8UChgfX0dJpMJoVAIGo1G5k6SbNLfLGCvokZSLJkolUrSH5eksp2aKPB71bxff3mT2tiahpP5e+bpmTsc9NpUUeEstaSETFE2LmDk0N+ggQ4A35NWq5X7m0wmZW18T2xOwlwRz8SwGE0VYmf/22QyCWAr4nQ6nQNBaw5KOp2trk1Emkg+Y8rjzJkzcDqdWFhYgM/nE+PQ7XaxsbEh8LnVakUgEMCtW7ewtLQEk8kknbkajQbS6bT83Fu3bsk0l/3cVzLJ1TOkRpY8o0SyqKPUM9rf9o9fxzOrBmpDEWES8kmlUtKSivkQldqrLp4L5SJZzE582uFwfIgNqhrNYZJut4v19XW8+OKLeOWVV7CysiKjomZmZpDL5ZDP5xGJRNBqteB2u1EqlRCNRhGPx9FqtfDAAw+g3W73wJOsP2J0tJfIWlUiHKxaLpdhMBhw7do1meJhNBqlpRpHVxHSJEzLYnbOxeTkEhpXEi3cbjcCgQDS6TSSySSuXLkiXY7sdru0cKPRGqRRUQ2leo7K5TKsVitqtZqsh1CN2rJRdfKAbYeBn1MhdgCwWq2wWq2IxWLSpINRACHr/TaYXDewZcD5frPZrBhNFaWhUmVkQUNLkgTvqt1u71FQJBVxmDQd3mEo01BJW8A2/M5cFnNgeyliP0hhji4ajSIajUq+uFAoIJFIIBKJwOVyYWFhAefOnZPU2NWrV7GysoKlpSVYLBYcP34cNpsNY2NjeP755xGPx/HAAw/A4/FIjpfD1Fn6pdFosLCwsG/7yrNZKBREt/W3TQV6uQjMkdOZrdfrcj6JJpGgRlSM55z7ft/LSki5T6fT4gFRUZEcokZHKrmEB4KMRX7tJ+Ewd7tdLC0t4fd+7/cQi8Vk9IzD4ZBJFm+//bZE2mw47PP5ZJIHlffq6ipara1p5IQTSD7hNIyNjQ243e6erjMfJ3zP7Bm6vLyMa9euYWlpSaZSFAoFUYY6nQ7hcFja3dHoqNC62WwWo8mog/vG2tFsNivRaj6fR6VSwdzcnChetW1Zq9XCxsaGkLwGtTeEEem0kUBAghKbLBAGYmpAjaKJgNDDVb1ZlQgzOTkJu92Ozc3NHueGTiAp8vshuVwON27cQKlUkmczGo0IhUJSXmCxWOD3+2V/Op2O1L/uFGU7HA55BxzzpNFoBBpjtOLxeGRc0jA4skRP2CaNE1hWVlbQarUwPT0Ng8Ew9HWYTHmsra3h1VdfRSaTESPp8Xjwy7/8y8I4zWazeP/992Gz2eByuTA9PY1OpwO3241kMolsNovnnnsOXq8XCwsL+OxnPytThKiXz549i5MnT+Lq1auIxWJ44YUXYLPZ8OSTT+5rcxE6cDyLdFwBSKOBSqUiESObt6gdwwgbk73OvDVz1yxbicViqFQqPbrnbmXgZSUkp9BzU2eUqdR9tVhepfJT6BkOK2SiMrGy2SwWFxfxox/9SODIqakp2O12WCwWodxTSGLihpKU0el0pO0YFRfXr+aZksnkrjebSp0GLZ/PS8ShwudqlKI2RKfRZl5MnWyivg+yodlLlfkGNTJzuVw7rpGRtdVqHWizcpWgwwiIBk+FMNnFRoVY+S7U0hS+T1Xo1dIQqYQYAHKR6/X6wGYL9gvJOczvqGSkcrmMWCzWQwjife1XhGrKRO28xY/TYQIge024bxiMJbC1HyyTosKsVCpSwkRFO8z5y0qlgkqlgtXVVdy8eRNvv/02gG0ki3tHqJz5Wc71JHObcHuhUEAul4PP58P4+Dg+/elPIxgMIh6Po1QqIZ1OC4uanXcymQxSqRRSqZQQg/ZDVB3Pe6aWcTGKBNADx6rfr5LX+tEW6hm+00KhcH8jzE6nI/U9q6urkrciSYIePaMUNSHPTSALijk7ll6o0waGQZi/2dzcxObmJn77t38bS0tL0Ol0OHnyJE6cOCHKaG1tDZ1OB3Nzc6KQbTYbWq0Wbt++Da/Xi1Ao1EOa4PtizpOjdjQaDdbW1vCjH/0Ihw8fxtjY2F0/M0scqBh5uNSaOv6f0wpqtRqCwSC0Wi0mJiYAbMHtFD4T91N1bgjP0Tlot9sIBALSFYfOFL+WENIbb7yBVquFmZmZgewVIVOtVitwqfpOyJZkuzCuhdFvfx6Fxc+EdGjoWYuovhf+m4hJJpMRCHs/lHSlUkEsFhMSEjtk1Wo1vPXWW/jJT36CWCwmeWlG1GptLt+L2vmHTq7FYpHyDK1Wi0QiIcqaHx+WaK1SqeDChQtIp9Pwer3IZDKSEgkEApidnZU64WGUbreLf/zHfxTiIFNUX/3qV/Hoo4/ipZdeQj6fx1/91V+JziW58Dvf+Q40Gg3eeusteDweWCwWrKysAAB+93d/V+aAMure3NyEXq/H+Pg4rl69irW1NUmjPPvssygWi/hP/+k/4bd+67fw4IMP7st6tVqt6AYAojMBCDJTLpcFWnc4HNLBiNGi2i+WtojkHv7NkhK+492mfwZmMNvttrAd++naqrdNUg9fipoLUkUlAg1DhKmWSZARGo1GEYvFYLVaMTY2BqfTKa3j1I4rNA50EKioVEIUyw5o1Jj/bbVasNvt4k3W63UkEoldRZh8f2pvSFVZquU+auE6p62rE+sB9HhywHa+yGQy9ZRT8GepzNJGoyG1gvyYml+8V6jko9ZOj1ONLLleRkoqg1XNHavRosogVUsw6A1zj9mdCti67ISQ2P2KP2fQUq/XpbuJCkepJUFst8haXLUMiOxXNYrg17TbbVitVtjtdrjdbmg0GpmNSrhL/Vn3O2pj/R5bTcbjcVG6TP0Ma8P1UqmEbDaLjY0NJJNJ6XzTaDTgdrvh8/lw8uRJpNNpLC4uIhAIIBQKIZlMotPpIJVKIZPJoFariWNNFIBpoG63K+1H1bQC7zH1D1NFdCYHLf3lJGr6hHNXeZ/UdJ5qF/pznSpJiLqJEarKU1DLce5WBmYwG40G3n//fSwtLYlHqtLQOYeQ5RXANimE9T/qhqhw5f2+fMB2F5UbN26gUCggm80ikUggn8/j85//vEyAuHr1Ks6fPy9F8rlcTmArKttkMinGilDBysoK8vk8nE6n/C72dZyYmIBGo4HVakWj0dh11K0SPLiWYrGIUqkkv4NsXI4d42SKYDAoLFZCq/1TSqiQmUsAIKxY1ciQlXj9+nW0Wi3JgzKaNhgMkvselFChMzqkgSRkRaIavU61bo/vivvBj6ssVEbi/PmMaDn/NZPJIBAISI5YrYUcpHS7XXHimEtutVoSFQYCAUxPTwOAnCneLxpEMnupqABIrrJYLEokybw86/xKpRLMZrM4TMPg4DLn73a7cerUKeRyOWQyGSF9sKnBMOgWVchovXDhAhYXF5HL5fDss8+iWq1icXER4+Pj8Pl8+NrXvoZUKoU/+7M/wyOPPIJnnnkG77//PlZXV/GP//iPWFpawltvvYWnn34ajz76KD796U8jFAqJ4WUJG5ucMx1it9tx6NAhvPXWW0KMczgcAv0OmuVNh4xoGnUiy9CIOpI8yXtKB1Z1BlWbQeNKGJmM/2KxKLl9GubdtBgdaIS5vr6OZDIpESOjIrLt+IDs4cm/aVQZbaoTETjVYz+F3kixWESxWMTbb78tXS54+UlFJsnF4XAgEAhI6zoqEBblM9pgDoHr7Ha7AlUHAgHMzc3h+PHjuHTpEpLJJIrFIrTarebCHOzL9+Z0OgWy3g2UpCoFKnli+VSULB3hOwe2J8kQVlST8WokCqDHQ1XznTz8amMD/lFrObkPhEYHKeplUvNxjAp53lQ4FtguF+Ea1Hw7P87vJaTELk3FYlGMKuFp9W4MWuil805x3VwHyTkLCwvScpEQPBEGKkM1r8cBCFevXhWHIxgMyt0G0HNX9yMKuRdRmZZqoTr3in1973c0zHtBoiTrIvP5PKxWK8LhMMLhMICt8q1cLoeXXnoJX/nKV+BwOPDwww8jFAqhVCphYmICPp8Pbrcb8Xgcn/vc5xCNRnH16lWEQiHp7c07z7TC2tqaGBOOOiP5kvvMeb2DNpjUnYz4SqWS1JizS1OpVJIadNoJ2gV1MAe/TtU3HACiOr48G6z33I0TO1CDmUgkhNxCI0QiiEry4MFVqb0qbKaSLw6imTO9URbPv/TSS9jc3BS2IQDpnn/q1CkEAgFYrVa43W7Y7XZks1k0Gg1EIhEUCgUhFACQZuXqxHM2EZ6YmMDRo0fx8MMPAwCi0ShWV1elRtHtdsNmsyEajaJarcJkMqFcLstA4t1edvVrCU+o0QUPGQ8VD3O9XhcGGo0pjQ2fg5GF2sGHP1uFwvgxRmJ0StQDvR/9SLkn/fW7akPm/k43PJNqflaFf1TjT1g2l8uhWCzKGCJ1NFEulxMlMEjhs1JRcB18fyTq2O12HD9+XBoZEFqn8dip3rlSqSCdTiMej8v+er1emXID4EOO8DBEmMB2+kfNN/PZBjki716E+8Vi/fX1dZRKJaRSKXG42DDA5XIJgvXOO+/g9u3beOqppxAIBKT3cjabhd/vlzZ2hUIBZ86cwf/5P/8Hly9fRjQa7WkUQAJgp9NBIpEQGJgNHZhKIfLDnrOD3lvqetWRV1MDqm5Se8AypUUdRh2uEoXa7bY4fMA2n4E/m7pmNzJQ0k8qlUIul0Oz2ZQmBmqOjA/Mj/OC8mWoUBc9XrXGbT+k0+lgeXkZzz33HK5du4a1tTVh1s3MzMDpdMLlcknSfWpqSghMa2tryOVyuHbtmnTGocFhFMmPqXj51NSU5AZv3ryJy5cvS0szv9+PRqOBGzduwGazwWw2o1AoiDPBWkYq5bv1jvphcvWdM4fKnCsbkzPXBUAOZrFYlHIMlqjwPTJqpTFlJxJGIGpnHLVOjlEYPUJGBIPoLEJvVC3p4IXpdrsyo5RlNwAETlUjXzUypRAKIqRFmJxlNBaLBQ6HQ/rx3rhxY19Y32RPc6wXn5nnr16vY21tDRcvXkSxWITJZBKDp9frcezYMQQCAbhcLgBb55VQ18rKClKpFC5fvgyXyyWEEe5Lo7E1OJrRKj3/vUzSGYSoZ7BYLMp757mnI6M2aD8oKRaLuHTpEv70T/9UmhD4fD6J6Oi8cI7we++9B7fbjampKSQSCSwuLuJ//I//gcnJSTzzzDN499138ZOf/AS5XA5msxn/9t/+W2mSzkEN7HN88+ZN2TvuEcl5rVYL2WwWkUhEzjKNVqPRwJNPPjmws8u7xJQMHfhGowGPx4O5uTlYLBZBtwitquxsOh28p5zFSwJqvV5HOp2WZg3MzzIwuBdOwUB7yapKmKKWGtBoqAQKVRH1KyR6F/tpMOPxONbX13H16lUsLS0hHo9Luzq+WHVTisWiFPPTQUgmk1JMS7IPFQgL1gn5sSYMgEy3yOVyAtuxgJ6TTUgWYY0SN1nt2PJxopby8GCoB4TvXYUt1UhM/ZuRI6Fz1bFh/RN/Ppm5/L30Djl3UmXqqv/ujwL3IjyXfPeqY0YImN4qlSgLndVo6U6lIgDkbBOCt9lsKJVKUmsKbCkldm+iQRlUBM3IXG0ZxrPEKKFYLEoDfOZ0uM9sUtFvMDUaDdbX15HL5YTMp9frpWEB10wUQkUs7rfw/LVaLTGYFObwnE7nfTHsLOXiqDTyFejEEf7cqXTCYrHA7XYjlUpBo9Egm82K0qduqlQqUt/t9Xol7UGnlvede0VUj99bKpUkAHA4HFIHOShnT0WXiG6o5WUmk+lDE4TU7wV67yPXw7tG9IBnlcMQ1LtLVGS36Z+BGkwaB1XR0HiwbyOTuNz8/hovtblzpVJBKpUSGHA/5G//9m+xvLyMl156SbwdenoffPCBKH0V3iIUQIoz67qi0ahALCr7i9/Hd3P79u2eXJ+aZ/nggw/kkKhMR71eD5fLJSSMaDSKpaWlu65XVHOOJIUQBaBy8Xq9PTAMFQohPSpX1RlgvRaFniAbKzBRXyqVJHpkuzjVe+R7DoVCe565p0q73ZYuRVarFel0WtCCRqOBeDwuSqlcLotjosKtqjPXT0xjhAls7fG5c+fg9/uxtraG5eVl/PSnP8XY2BjC4bB0b1IbegxqjdlsFuVyuYcZyHFMbL0Yj8fhdruldR+V1GuvvdYTkfazZymMYEOhkMwjZO6fzd3vBebaD6GTXiqVsLa2Jk4nP3bhwgWcOnVq32piP0qWl5fRaDRw7ty5HmeVBpLIBPkfJAwCwGOPPYaHHnoIL774IiqVCt544w3Mz8/jd37nd3Djxg2Uy2WEw2HJUzO9QpYwYeBisSgF/CTb0EirpUQAxEgTQdjrgHAa+rW1NRw5ckRsgtrjmY4d9Q+NNs8tc7FMEzUaDWnzNzMzA4PBAK/XK/lL2hpyJDQajTgG9y3CpMGkZ0tYrT+SUJl5hBoZifIPN4UXUO0VOEhhF/9MJiPPx+cnQUCr1YqXxo1l1wni+q1WC36/Hy6Xa8dicNVTpOHixgG9Uwf4Pgnbqs0f8vk8UqkUms2m9MW8W6FzQsXBZD7rEwlnsJuG1+uFx+OR5vfdblcgLBpQValSUZPRS0INfyZ/r8PhEPiXhpvPpeYNB5FjoqPCKDKZTKJQKEg3IrZ0436QCEJRHTk6FtwjPh/PDC+6yWQS5IFRhNrLkoaTEd0g1sh7opKy6LQwAjGZTPB6vRIBAxB4mnuunllCW2yWwbUyelG9e3Xvh4F5ynVRGat7ViwW8cEHH2BsbAyzs7MH/myMIqempj5UVkVnis9OAwpAGOoajQbHjh0T5m8+n5dRfA6HQ7risAkKIVmr1YpmswmPx4NWq4VwOCw5b74zlbDIj/E5WO42iJmYsVgMb7/9tszkHB8fl77E8XgcV69excLCghhHNv5giQuDDRpZwso6nQ6ZTEbWTiSFaKHajpX/340MNIep1u6QHqxCC+pmqBAdox/VO2ZUR1ybzNBBX8YzZ85gcnJSBhizsQCLzbm2ZDIpDgG7GVGxRyIRNJtNqU/TaDTwer1ClCG7kBGpygjrh0p5gFutlrQbo1Gu1+uIxWJYX19Hs9nE5ubmrtfL38N8AJWf2ieUxiQcDstILu4b85Y0dGqOmj+7290e0KxOBeC67Xa7DFVmv1UaJJXwNYj9ZkRHL3RzcxOpVAper7eHrKRePr4n1ZlhPulOcx4ZYfHscIRSJBKRxussY4jFYoIYDEJ4Ngg3836RnKbmZsfHx2G325FOp2UfPR6PtGqkQqYCv3LlCmKxGFKplDhZbFLA380zzLs+LAZTHR6sGoBcLoe33noLZ8+evW/PZ7PZMD8/L44qW1DyrDCi6nQ6MjaOKInJZMLDDz+MeDyO//f//h9SqRRisRjGxsZgtVplriSdfvYT5tmgo6xyS4gqsBMWUy0k6zG3qhIh9yLsuf3II4/g0KFDOHToEBqNhowmy2azWFhYkPUykiQPgo4u76XBYIDP50Or1cLq6qo4c6VSSUiXTBuo6RiiTXcrAzGY3AgqOnreKt6ssgW5Of2MOpWMoTLwEokEotEoZmdnB56gDwaDcDgcsNvtuHz5Mm7fvo1YLAYAPXCAmoNUI0GtViv1bWoZwqFDh+Dz+aSWiJh5s9mUXrMzMzOoVCrI5XI9PTxpYNVOOK1WSyam2+12HD16VH7vvQjzFXz/PHQ6nU48VU4vyGazEr2w4QDrslRWLIkkalMDJuf5Do1GI06dOoVUKiUTMJgzNhqNmJycFMdjr8K8RqFQkCiLDEROhSE8TCXV6XSE0awyuQnX0ulR0Q4qNnrBTqcT3/jGNzAxMYFLly6h1WohlUrBZrNBp9PhzTffRLO5NQJtEKLmaVnC1Wg0BNbirNFUKoW3334bRqNRGl2rjg+wXf9MhIT1a0xDMB+oIiI8uzvd6fslOp1O7jUjK/5hJxhyCQ5ajh8/jmq1Ko0HNjc3MT09LbWzLOWy2+0S9dMh4R2lk/P1r39d9oFOeSgUEh1CRKCfwKaiN6rDq1YncCg4gxi1bnmvMj09jc997nPw+XwAgFAoJHXg/H2vvvqq5DXZvIHGjqMA1babRL9UEhHbtPKe53I5ORMq6eduZeC9ZPsNYP/nVAiv/9/8HpXhBmx3vuB07kEKIyaDwSAd+omT00AQ41dziyr8ZLVaxZPl9/l8PhnMTE+PMCRzsmNjYygWi6KY1EJaduPgH3p47NcZCASkPuteRCUyAb29GAkvqrBHfw0lFSPfBb24/otNJcCvMxqNGBsbk1pTMoEZ7fj9fimc36vR5LMXi8UeQo/FYhHPFfhwyQkNApUHjT1FhamA3vISft3hw4cRi8WktywJXN1uF6urqwOFAvnM/bC22mCeSjiRSECj0aBSqXwoP0/SFtEV7iPXqDoQaupAJUipzuT9FJ4vdlliyoeRGxtx3A/xer0yO5YsXkY+dMjVPqgqkY7vWKfTwWq1YnZ2VoiD1GPUEfzTn4/uz03z3pOZS6SCKSM6UNQLe5VutwuHw4GZmRkxwCxd8fl84oi/+eabqNVq4hyoz0/UQP03jafBYOj5mEajES6F2sSE53k3MtAcpup1svOHypbkhlJRM2emQklcjMvlEi9nc3NTBiDvRzsrRgxPPfUUHnvsMVGQKhzBon5i6OqQU0Km1WoVVqsVTqdTPPREIgGHw4GpqSlRQmfPnhXDy8vBcT30sPojWZYtEBI+dOgQ3G73Pa+Z3jbfJ8kBWq1WyiC0Wq20UuMzkD0HQPKU6jq4rvn5eTidTvj9fjkbVMiHDh1CKpUSiImGxGw2Y3p6Gl6vdyBNsUkae//992EymeB2u/GNb3xD6lmz2SyWl5cxMTGBYDAoa+jP4TBy7DcK6tkmHFkulyV6YyRerVaRzWalo9GlS5cwPz+/p7WpQqWhwvndblfqLan06GxyDVTAKtmE+wdAckU0PsB2ygBAT10ef2+hUECpVILL5bqv0KzNZsMjjzyCK1euSC0wHdVKpYKlpSUpwTlo4fucm5vD5ORkDz+D8DojULavo9PKaJMpKofDAavVKkPl6Xgy3UBRDaj6HGpKqH+/+DP48UFMK1FJbx6PR1jjV65cQSQSQTabxRe+8AWcOXNGmN1MlbEpjFarRSgUkkYhKmQNQEh7KiN+bm5OSnJ4F1Rm/N3KwCBZXsD+jenfDLUAfKevp3AjtVotCoUC0un0vnquJBrRiHc62/MZGR2q9GoeYLXoll0jVFYbAImi1IktO70/Rpdq7kyFtdm0Xc2z3utaWRSt5isIqfLCpVKpnvyxSt0GIJE4lSohIeZGGcmRLMX8h6q8+yO3QTYuoCdO2D0YDMLv98NsNqNUKiESiWB5ebmnZZbqqKhRproP/ZGUmsNjHSs/zjUSqqUjNsj2f51OR1jWKgROZ4T7RA9cheNUhah+nOvcqUSEZ1B1lFSnaD9Z7XcrPMeqk6B+jqUb90voxPQ/A4l1LG2yWCzS/IS6hpEyqw94z6hf6PCp51ONUvv/3f8x9e/+9zYIJ4ipDY6DI0xOBqs6lNxkMvU0N+nXjapjq/581e70Owk81/cth0mIRjVywIebflPx9Hs+qvRvtNlsRiwWk0NyEMI1HBTlXKPRDIR5thvxer3w+/2CAhCe0Gq1Ur5y69YtYclS+aiUcpVdabVahVXL/Cf3ncaSg7MXFhZQq9WkK5TqwaqElb3CsnQynnzySfj9fkxOTvb8vsuXL+Pdd9+VEUYcVk5HqL8TES8oyRF0cFRmMZufq5AlS2jo+RaLxYEalVarJQ1DrFarODpOp1OcA8KyfGb1HhLV6SeBMBqgcuf9Zv6b74AGmWQv5sbvZ4QJ9CpOVSwWCyYmJqQF2zAJjQkZ1//UhDwVkhkNBoOUd5DAk0gkcOPGDQAQOJ1oDe8N75nqzKrpBRX9YTN5wt4MfFTy393KQAwmCQG8ZGrZhOpBMSeiJmrpUanUZmAbZyeWflDG8p+L8H3SSPAgW61WPP7448jn8wKNqzlFle1MI6rT6WCz2WSQLWv9SBJgITIjV9Znzs3N9ShxtWkBz8ZelC6jCOYt+38Wc6asYWS0xedQHT1GhHw+YDt3yedk7oQOpMPhwLFjx2T2qBrZDzK6Ibqh0WiEWNTtdqWfrTqknO9WbVLN9ZAEw2fjOyAEyP/TM+f7ZG0fGYnDkMNst9vI5/PynOreh0Ih/MIv/IKMjxrJwQt5GrxjatpOzS+qCAi/D9gejqBySZgWUSNPIitkydIhYc39bklMAzOYauEpWZOqV64qFV4ota8fFdNOIbf6s0YyGKFiI72czozVapXpDqlUShhlKhRJb4+kEpaK+P1+hEIheDyenoiElHmWUZjNZthsNiE9sSk0sH0mBqF06amr0zdUYU0oW/qphArVWAAQuJoXVX1GTvkgtMR3xdKBK1euSB2jXq8XZ2JQwkgQgPxs5tTJgOX+8plpLAmrqk6Bml5Ra4259kql0lOWQMiZU1vud2QJbI/3UmudKR6PB48//vieSHMj2Zv0l4yREEiHT2ViA9uBlHr/AHyovl+1PUAvIU+tCKDDv9t7OBCDmc/nkU6n5RKqHh2hH3Uhaj6FkB2/ln9Uui/LDvg1w3AhP+lSKBRQKBQkAvF4PMLsPXz4sJR/0Guj8P3356aZw1QjRWDnXAjhS5/PJ+3+eHg5pWUQo5dUL1NNFQDbk1hyuRw0mq05kWoOs/8Sqo0XuEZCyGpfVhKzOp0OxsfH8a1vfQvFYhE3btzA2toazGazlM4MSpjDJLFlfHwcNpsNNpsNsVgMP/vZz3D79m2pe+VdVAvk1ffEd9ftdnuG7RKSf/311wWa5990NiYmJjA5OTmQphN7EYPBgLGxMUxPT2N+fh5Xr17tGdHGvPtIDlZoD2gLqtWqNF6o1+uw2WwSCfaX8hGx5OdUghtRSv5ckjL9fj+8Xi++/OUvY3FxEZcuXeoZMLFbpGcgBpPMQFWR9td1qTkSKh+1z6bq3asf48f7OwON5N6FEB7rB8mUZORH4pLD4dhzHvFOQghGLTwmWYjGchC/V6Wiqx9T103luVOvTLXphnp2gd6ZmeqZ5s+xWCwYGxuTxgy5XK6HWTwo5495UioRkiVoEFXDzveqEppUp0aFtNQon8hCt9tFPp8XOJ7Ki/A7yV73Wwi9WSwWOJ3OnkhCr9cLk30k90d4/tR6cJ45tXmJyuIGttME/WQ09d6q0SSjVq/XC4fDsSNyuRsZiMHc2NjA8vKyXCgaSbUfKbAdClutVgC9sCtfAA8xYTzW0cXjcVSrVQnZR7I3YQNoGqxcLodwONyDEOxnJE+DySkhat0nHaR7eYZ+I9Qf6VLorXJOoDofkCxdGglGZHxu5jFVdjAjLbLu+HmWV1QqFSwvL8Nms2F6enogOVoKPXXWmdGIGY1GLCws4NSpU/ijP/ojrK+vyzr4jlXFpCohrlON9HlWgsGgNNCv1WooFAqCTHg8nqEwmBSLxQKfz9djHF0uF86ePbsvJWojubOouUW2F43H44hGo5K75BALtVmMxWKR86giPOqwByImwHY9MTsccfar+vt1Op0MsNiNDMRgJhIJbGxsANhudk1lp/ZV5YJVj57CxRCe5QsjfZp9AkfGcu/CKIHdXwwGg8zTc7lcB5IrpqFRk/b9f+5F1GiJENxOzaKJVmi1W6O42KSZBlNFNPpbcKnlP2oXln5PmKVCaqs/q9WKiYkJKTEZRL0pCS4sVyFyw77OMzMzePbZZ3s6C6lrpANARjDXpUK27XZbWrgFAgEAwA9/+EN5x8wVD9v9nJ2dxZe+9CWp8yPRYwTJHryoaCHHayUSCWxubkqKTs2Fs3+3eqaY/iAZlCkDlYzH3HWz2cT6+jrq9TpOnz4tpSp0KO9L44Jut4toNIrl5WUAW5Y+nU6LMSShQx3zpI504eVUm+jy5/AFkowyyAkP/5yl2+0ik8nIBAtGO+Pj4/D5fAfCcmQ+TCUH8c+golvmwfuHNvOyMT9SKBQQi8UEJmXNrdpQg3WHJDoxGmYukxClGsnw/KqestvtxuHDh+H1eqW+da9Gho0vODmG/Ug5WeLw4cOYnZ3taWGn9tZkpKVObmDEz881m03Y7Xa43W5otVqk02m8/PLLyOVy8o6HEf1ZWFjA0aNH8bd/+7f44IMPpAn5sD3nPwfpd0CLxSI2Njawvr7eczYBCLO1PwWnplJoeFUSKQDhEbDmOZVK4ZFHHkGpVBKymlpHf+BlJRzRcvLkSRQKBWxsbEjrJyorte6sv4Uek/AajUYUkslkwuTkJI4ePYqJiQmJfkaEn72LXq/Hv/gX/wKf+cxncOXKFSntOHfuHKanpw8MUtNotsb8rK+vo9FowOVywev19uS79/KzWUfbz8hjwffk5CSsVitOnDiBQqEgwwPY4UltA6c2puYFJfzIiQsOhwPnzp2Tn89ym+985zv44he/CKvVCrPZDL/fL7Wqg4hyfD4ffvVXfxVXr17Fu+++K6mLc+fOYWxsTN6BCkupDTpU0o/6jlQuAiEvOqwmkwkPPPAAPB4Pbty4AbfbLbV1wyYajQa/9Vu/hV/+5V+WfsUjOXhRzxOZ9xxezjyz3+//0JQZIh905hhN0mASDWH6j04v57ayHafNZsOpU6ekrOQXfuEXMDMzsyvnaSAG0+12Y2xsDIFAQFiHrIECtmFaLrp/Zp4KAdFbt1qtmJycxOnTp7GwsCAzJ0eyd9FqtVhYWEAoFILBYJD817FjxxAOhw/U+6anabfbe1opDsIxYrS3089iO0RGfbVaTdoTsmGz2pCdDp7K0AsEArDb7ULsobOnPr9er8eJEydw4sSJPa/nTmI2m7GwsIBqtYqNjQ3UajXY7XaEQiFh4/ZH7XtFanQ6Hfx+PwqFAiwWi3SyGlaH9qGHHsLJkyfFWRjJwYvKqGd5FUvQ2GRkenpazqraolQlhZJTwEiV7QA5hlCv7x0cTePLXDtZ+rOzs7tmdGtGtY0jGclIRjKSkXy8jEK2kYxkJCMZyUjuQkYGcyQjGclIRjKSu5CRwRzJSEYykpGM5C5kZDBHMpKRjGQkI7kLGRnMkYxkJCMZyUjuQkYGcyQjGclIRjKSu5CRwRzJSEYykpGM5C5kZDBHMpKRjGQkI7kL+bh2H3fV1aC/WTW7MLCtUTqdxksvvSSdVdiiq1gsSkNqjgV68MEH4XA4YDAYUKlUUCqVUKvVZAAxOwU5nU5YLBZsbm5KCyW/398/FPZu2o4MpHNDq9WStoDLy8vSW1SdcsEWgA888MAdhxrfgwx0jWwrxUkWa2triEaj+OEPf4hkMol2uw2Px4NAIAC32y3dXTh5gF2D8vk8XC4Xnn76aZw8eRIPPvjgHpZ4MPtYKBSQz+dx+fJlLC0t4erVq1hZWUGlUoHX64XdbofH48Hp06dx6NAhHD16FA6HQwZj71H2dY3FYhG5XA5/+Id/iOXlZWxsbMBiscDhcMDn80m3nna7jVqthlKpJN1SGo2G3FWDwYAnnngCs7OzePDBB+H1ehEOh6WLF+dt3qF7ysDPKhvOV6tVXLhwATdu3MArr7yCRCKBVCqFsbExzM3N4ejRo3C73Wi328jlclheXkY2m0WhUEA6nZZev9/4xjfwr//1v4bNZrvXbki7XmP/1Bp1ghP7EVcqFWQyGemEFQwGYTKZ5P7dqVsNG9Ow5eOtW7fg9/sxOTn5oVm3+7nGuxFOp2KPVw7e4KzcO41jYxegTCaDQqGAmzdvwuVyIRAISL9yj8cDs9kMp9N5t4+z4xoHNg+Tl4sLZlsxk8mEfD6PTCaDtbU13L59G8lkEqVSCalUChaLBeFwGE888QTOnj2L48ePy/esrq7ixo0biEajaDabOHv2LFqtFtLpNE6cOIHJyUn84z/+I1KpFDqdDp588kl89atfHcSSdi21Wg2Li4vIZDIoFosydSUej8NqtWJ8fByXL1/G5uYmpqenh7IBNJuMJ5NJ2c/vfve7ePHFF6XrP5vmN5tNueQWi0W+lw3VW60WfD4fxsfH4ff77/PKPl46nQ5WV1fxwQcf4Hd/93dlVignquTzeVgsFni9Xhll9+1vfxvz8/M4e/bs0Ldt3NjYwK1bt/Dyyy8jEonA4XAgkUhIH2GtVouJiQlx8ticXR1bRkX+F3/xFzCbzXjmmWdw6tQp/MIv/IK0LFOHbu+3tFotRKNRpNNprK6u4q//+q/xwgsviIMNAEtLS3j55Zel3Rp7jfL8si0nsGVUjh49itXVVczOzu5Gud6zqM3E1Y+1222Uy2XU63WkUimsr6/jjTfekKEFzz77LMLhMPx+/4eGtO80+7VcLmNpaQn/5b/8F3zmM5/Br/7qr8Jutw/V1BYGHTR85XIZOp0OoVAIHo/njnqEPWUvX76M1dVV/PSnP8XY2Bjm5+dlOMBDDz2E8fFxnDx5ck/rvWeD2e12xTtbW1tDqVSSgcOdTke8H84k+/SnP42zZ8+iWCxKRFqv12U+ZjgcFk+XXq7JZMLExAS0Wq3M+ut2u7BarajVakilUgiFQuh0Onj++edlYO+RI0cG5fXvuO5SqYTNzU3EYjFkMhk0m03UajVsbm7K0NqbN2+iUCggkUjAbrdjenoasVgM+XweP/7xj6WZ/OTkJObn5wfWP/Ve19TpdPA3f/M3uHHjBgqFAux2OyYnJ5FIJABABjtbrVaZhAFsD+oFIOOq2BvS4XCIlzys0u128e677+L69eu4cuUKEokExsfHxUNNpVIyN49N3BnV/OAHP0AoFMLi4iIWFhZw5syZ+72cOwr3mH081d64HJ2nTgjiuCVgCx2h8eh2u0ilUqjVahJ9p1IpuN1uOJ1OPPHEE/B6vQcya7JareL73/8+kskkstksotGo9Anlc7MnMHtV82yqwyA4x5cjpWKxmDStPyihkaxWqyiXyygWizJY2efzYXZ2FkajUWbY+nw+QanuNPOVH+MeT01N4dd//dcxMTEhEfQw9f7V6/Ww2WwSYV6+fFmmBjWbTZhMJkHuGo0GotEo3nzzTZRKJZTLZVy9ehW5XA7pdBr5fB6xWAypVAr1eh0ffPABQqEQTpw4gcceewwnTpy4p4Dlng1mp9NBsViU0V7FYhEzMzMy3JOH02g0Qq/Xw+fziffJ8V79XhUPcqPRkEGiwWAQnU5HoCFgq9l0o9FAPp+H3+9HpVLB6uoqgsEgbt26hbGxsYEbTCoc/t6VlRXcuHED6+vrqFaraDQaKJfLCAaDmJqawurqqmwYZx8Wi0XUajW8++67sNlsCIfDaLVamJiYEHiE3uZBjjHjul555RW8+OKLaDabGBsbw7lz51AoFKRRMgDY7XaZQ0ely2fls3NvLRaLNCofRmGkce3aNfzsZz/D1atX0el0MDk5iampKczPz+PWrVtIpVKIRCIyUojR9/nz5+FyuQSuHHaDCeBDI9TUMWsAxPlTh+2qQ9+73S7S6bQ4iJlMBjdv3kQ4HBaFZLPZYLPZ9n1N9Xodr7/+OhKJhKR+OIiYz6068JyC1D/SiUaUijidTouuOQihbmGj8UwmI+9Yp9NhYmICDocDgUAAm5ubyGazkpK6k5HsF5PJhGAwiGeeeeYgltQjqnP2UUKdUa/XUa/XEY1GZSSXXq+H2+2GRqORgRGRSAQ/+clPJCJdWVlBp9OBx+NBNpvFxsYGEokEyuUyDAYDvF4vbt++Db/fj8OHD8NsNu/aYdi1VmaOa319HYlEAtFoVPIEnGyuTgMoFAoAthQt8XZ1CCjxd0YilUpF8pXNZhONRgNOp1MMb6lUQjQaFQM7OTkJi8WCb33rWwiFQpL/HLRwvT/84Q9lCovVakUwGJT5n5wVmEwmceTIEZw4cULGz5jNZvEi8/k8arUabt68iWw2i9u3b4uXu76+jqNHj+Lb3/72ju9+PzzCxcVFXLhwAV/84hfx+c9/Hjdu3ECr1YJGo4Hf70e73UaxWJQhwtxjXgSj0ShGl8q4Xq/L9AwOZx4W6IcSjUbx6quv4ubNm2g2m5L/NplMWF5exoULFySyHh8fRz6fx/Xr1zE+Po7Z2VksLi4il8thcXERJ06ckHF2w7ZOYHu0kt1uh8vlgsVikTtULpclZ63T6WC32yW65H3i+SSEWK/XkclkYDabYbPZEIvFkMvlcP78eRw5cgSf+cxn9v090OjzfNJh4/3k72f0zJm7dODUqRhcby6Xw61bt/Dwww/v67MDW44qkTM6lq1WCzabDWazWYYj1+t1aDQaOJ1OzMzMYGJi4o7GcidRhysftHS7XVmf6qztNAeWeVsAMnN1fX0dly9fxsmTJ/HYY49hYWEBTqcT6XQaKysruH79OorFIsrlsry748ePiz7SaDQSqNTrdclxt9ttfOELX5BpPncr92Qwm80mstksKpUKgK0cls1mE2VqtVrlAKjeEw8oDydn8TEvxjwYABnLokZcJpMJzWZTYD9GPlqtFmNjY+J1DfKidjodNJtNxGIxrK2tIZlMotvtwuFwwGazweVyyYXU6/Vy6N1ut3gwao6BcxVLpRIqlQoqlQoikYiMualWq8jlclhZWRGiyX7BJurU8nK5jLm5OTidTmg0GoHauR8UrocOD4Aej141mBzrRidoUIOhByVq1E8IksaAhDPCsDQYRqNR5ulR2RYKBZkOP6zTfxj58w+dSp5vOnYqgYTD3lVyCNfHc6PVanvQnGKxKKP8DmJNXq8XuVwOsVhMzir/VqNkda6nOleRX0dFXa/Xkcvl9j3CVOc5kmRHbgB1HYeUq4OVTSaTIHS7kftx77ieYrGIarUqOVPqe0qn00EulxOiD1Ny5XIZhUJBeCBer1d0Lw0mh0UTIaBtMBgMcDqdKJVKACBOUbVaxfr6Oq5evYonnnhi/w0mIam1tTWYzWaEQiGZA0jyAD1XGhGVRMD/M1KlwaSi5WEg861UKqFer6PVakl+cHp6Woyz0+lErVaD0+mUPMog4cxyuYx0Oo3nn38ey8vLOHLkCHw+H6ampoTZyxwQvV16vK1WSwxQt9tFpVJBvV7H+Pg4arUaIpEI0uk0kskkTp48iYmJCTz++ONYW1vDH/zBH+BrX/sannrqKVFYO00e3wtxqNVqIZVKQafT4dChQzh06BDcbje8Xi8uXryIH//4x8hkMiiVSmi324IEqEYEgOSWqWyplBuNBlZWVpBIJORsDJPBZF6HKYVIJIJGowGDwQCfz4eFhQVBA+LxuAyIpgNoMBhkr4fdYBoMhp6ohHeOe8VcET9HxeNyuYRDQGeBjgZZ716vFy6XS2DYg4IzzWYzPve5z8HhcODy5cs9bH06MwCEaanVaiXSUfPqVN6dTgeFQgHr6+sS3e2XqGzkUqnUkz92Op2iz7rdLiKRCLrdLsxmMywWiwQTwy71eh3xeByLi4uIxWJ48MEHJaihQWy1WqhUKnjuueeELBkOh+F2uxGJRATFzGazuHr1qgRIuVwOwLZTZ7PZxN4kEgkcOnQIJ0+ehMViQTwex5UrV8SOvPPOO7h8+TK+8Y1v7DpXvWvLQmgtEAjAYrGIgeIhZN6AF9JoNMrwTkaFnGjPQ+DxeHoUjUpEMBgMAmeazWbJcaplGgAQCAQEGhyk1Go1ZDIZ2O12GT7aaDSQy+VQrVZhNBp76N/0CPls6tBsRuJer1dYek6nEy6XS3JETqcTHo8HPp8Pa2treP755zE7OwuXy4WJiQnxjAdxYWgwa7WaeH7MaQFAPp8XtihFhXeoYLlGFTkgEYgkLyIDwwRXEhLjn0ajITAOo8x6vS6f12g0clG5VnX6e39ubJiEyA8dLBVeBbaRA66FSBD3TWXB8l4Hg0FMTk7i2LFjQsjwer1wOBwHsiaNRiPIFp02AD3RsBqh8c7QOPFr6AASPszlcj0D7vdDyNcgK7TZbEr0MzY2hkOHDsmAd0bspVIJ4XAYXq936NCanYTnh++YDhcN3srKihDqksmksPALhYIESA6HA3a7HTqdTvaEgQkddDqDhK5brRbq9TrK5TJSqRSSyaTAwkTVut0uEokEkskkAoHAXa/pniJMvV6PqakpmM1mOByOHuoyF0TDyfISwltGoxGxWAzValWm3ZP8Qk+PeRT+XMJler1eDhgPDPMr4XBYoKVBKq1KpYJkMikMXsJvm5ubokiSyaRAeLygExMTcLlcokiLxSLm5ubg9/sRCoXQ7XZhsVgEliVkYLfbhRW3uLiI1157DU8//TRmZmYQDocleh7EhSHTzGg0wmazSQRIQ5/NZkWpqoq1X9kSnlXhW0LVTODX63UhDg2LkGTB2tFGoyHKtVarIZfLiYPGCDIWi4ljwaiae64yS4dNeFe5VzQaVGbce+4jnT7uKZ1iOqpGoxFTU1M4fPgwHnroIflZLpdLyBn7LTSYRqNRlG1/yoD70h+VqfXijIwJkaZSqX03mDxjmUwG8Xgc5XIZ2WwWr7/+OhYWFqDRaGAymWCz2ZBOpyXFQSMC4K4Qm35deDf7Mqi9YxBBDgcROdZMfvDBB1JimMvloNPpYLPZUCwWhezj8Xgk/8gIUWV60zm32+09SEG1WkU6nUYkEsHm5ibq9brcVyIRkUgEXq9XCKl3I7s2mPTCge0XSwVitVplMbx8KuWZxo+GjSE4Iyyz2Qyfzydwq1qjxJfDl2+328W7LJVKeP/99xEIBDAzM7MvpB9GGn6/HxaLRV6yVqvF4cOH0W63UalUUKvVUK1W4XK55Dl58J1Op+R3a7WaEGn4bsg8NhgMOHPmjHhPy8vLKJfLwkC0WCwDWVOr1UIul0MgEIDP5xNDyb3bSWkQYdBqtWJg+PWqIVUT/UQYqNyGRejlMzcZDAaFzMJCb9VBoYGloioWi9BoNHC5XOI5D6vXr/IAzGaz3BHCyPzDOmq1IYXBYBBCGwA521//+tcxNTWF2dlZ5HI5lEolIefttxAduHDhAm7evNnjvJlMph7+g1pe0h9V9++ZyovY7+dnNJtMJuH3+9HtduF2u4UQuLq6CgBYXl6WlMjbb78ttcEqsqFyBNxut0CdXB8/z7QKnUDVITKZTNJE5uGHH0Y4HMaJEyfu+V1YLBaMj48jm81KnpYOSSKRQDablWYnHo9H9F8/14VwOpEvrpv7yP1Sc6NMJSUSCeTzeVSrVfkZTA+98847aDabOHXq1P4YTD6oCm9QGJkwuuwvJyA7lp4S80D05HmQ2dFB9XiB7QtCL4t4PiHSSCQikOegGgKokRU3iDC03+/v8biZk2WkybwujWUgEBBIkoaSRlIlWtAb9ng8sr5KpYJisYh8Pg+dTjcQg8nfzcNzt40U1Fo+Foir5Ak1euHnaECHLfpSaxPV+j2e8Xa7LSQy/lEJGGSVqnD2sBpMnjGmRdRaTBWiBHrLABhpcp0mkwnhcBgajQbHjx9HMBj8UErloEqiWq0WNjY2kEqlep6ZzgDPNs+1uk7VkVffA0sbDspg0hGnrmBUXywWpVxmfX1dnLp6vS7pHDq1alccrVYLv9+PZrOJfD4vOkdln9IpIs8CgOgVp9MJh8MhNdTHjx+/5zUSKaSDxsCHNkCj0YjOJMysEra4B2rKj39UhEfNxfP/7DbGTnEs0VH3OxKJIBAI7AqR3PXJJqOQRo0bpSqKVquFpaUlbG5uStSp0+mQSCRw7do1hMNhOJ1OHD58GPl8HufPnxcP6lvf+hbC4bAYPkartVoNb731Fmw2G44dO9ZDvU6lUnjxxRdhs9kE9x+EELJhzpTGnBGw2WyWvwEIbKDWKDKqUj1CkiVCoZAcdlXpVioVrK+v4/XXX8ebb76J3/iN30AgEMALL7yAU6dO4bHHHtvz2qrVKprNprS4IyTLg2owGGC1Wj8EydbrdVG89Nx5gFmD21/+wpz2sBkToiJ2ux1OpxPRaFRyrlarVaIq9TKSvEXvXIXOnE7n0HVvotDg2Ww2WK1WtNtt2WNGKGrunWebd93lciEUCmFqagrf/OY34fF4MD4+LusNhUIIBoOCkOzHXvefq1arhWvXrmF9fV0ITf3njgbUbreLk8c7za8lRNdsNmGz2TA7Oyucgv0S1rEymldLdSYmJjA5OYm1tTWpROBekXSlRlj8P2tNVTY0jQ6NZrFYhM1m6+kQRCYpz3in08Ebb7yBRCKBp59++p7PNPXI4cOHMTY2JhwQMq/NZjM2NzexubmJxcVFKZthhyPmGk0mU08kTUeBxtFkMkmAQv21ubmJtbU1SaswQON5NhgMuH37Ntxu964c+bs2mPTG+ZDciP5OLvw6EgDoNWk0GinsZ5cK5joIIXS7XcTjcbTbbelswc3SaDTw+XwCGfDnsuvK9PQ0vF7vwBSzmj+lAeQaAIjhVBsOqJvCXKrH4xFDS6NIKFP1LFk7ZrfbkU6n8dZbb6FWq2F8fBw+nw9utxuNRmNgcCwPLhlp9AD57njYVdgV2I6+1No1/s29otFUc2QHAXPtVoxGI3w+HyYmJtBoNKRkiM+tEkPUMho1X2kwGDAzMzPQs7cfohIkSKBQHRk6cmrEwTIp7pvZbIbb7UYoFOrpI6waMt4BRmuDfB/9xtBgMGB2dhadTkcIWnRuKdwz/k2CkEog4X6zT/KxY8dgt9sH9tz9QjQqFouJXmNpGgMS1SDSYVVrYVXh2SQi1e12e3LOdBx4bkm+YXpE5YjQcep3/O9VVAInn8lsNsPr9WJqagoPPvggXC4XLl++LD1zP+rsqOVB/PlqZKne334yIoVOISPP3chdG0xeBEZ8fDgaBhWKY/caFpBSAoEAxsbGZCPJCGX43263ceXKFVgsFvj9fokyeVgee+yxDyXu4/E4Go0Gvv71r2N6enrgxpLJeB66SCQCg8GAdDotyqJYLAqLl1/Hj01OToqSIvWeJJ9Go4FQKITJyUmsr6+jVCrh8OHDuHXrFv7n//yfeOaZZ/DVr34V09PTcDgcmJ6eHlh/S7PZLAe3f+3cX3ZUUpUQ34taW8lIi96g+rMASE3UQbRL243Y7XZpoD49PY0bN25IEwqyZAkvMiLRarUSnXc6W+3/Pve5z+HYsWNDaywB9Oyp2WwWB81kMomSVBuLULmpcJjJZILf75c7q8LZvDPMm1FX7FfETcLP17/+dXzwwQcolUrY2NhAoVD4UAcXNSXA9p3MRVOop2ZnZ/Hss88iFArty3NT8vk8Ll26hIcffhhHjx5FPB6XshaSXgijqsSZ/jp1ojtarVbYpGpNJz9HJ4bfxzSMRqNBtVoVg0m4dJAlUjxzFKPRiHA4jGAwiKNHjyKRSOC3fuu3UCgUEIlEhNPS32hCRXq4X6pToOZn+V5U0Wg0wha3Wq2Sxx0YJKt6OIyc1PwOIyl6a8zrAduJWipUFjSzqW69Xkc2m5WXwTB9cXERLpdLPIf+vpfqszUaDfzDP/wDEomERKQLCwt7jmTobdZqNYGceeDY+YR5Dm5Cv1ejMtmokHK5nLRR0+v1cDqdKBaLuHjxIpLJJFqtlsBauVxO6gG5noMgVKgwB6Nalp2oJC86Tu12W8p+gO1mFDS8jMJVWHdYhA04TCYTxsbGMDU1JVCZihgAkBpi7jXvgNlsxunTpzE+Pn6fV/PRwrXQu1bhS7WdJbDNvuS9V3PsKpqgKl++E+51sVgUxbRfotfrcfToUVQqFfj9fmQyGTmXaq6KzEjWRavCc0pFzLrS/SSnkdxy8+ZNHD58GN1uF8vLy4hGo1IdwNZ4RGj6SUzcD368P7fHfVIRA+ZHCWlSnxD2dTqdPXlUvp/9WH8kEsGtW7eg0+mkuoBEJUKsKteFa91Jt9MxYHqLNf/8PqPRiOnpaczPz+OLX/xiT117MBjclU79WIOpUrP5svkxWmjmtVTCjgrXtNttZLNZZLNZaY5bLBZx48YNAFuevtfrhdVqRSQSQblcRq1Wk/znTkLG4vnz5xGNRtHtdjE7OyvPtxdvX81d0ovm2hkp8WCRJEA4hd/LaIqROCPKbrcLm80GjWar4DYej2N1dVU2nU2XOfmDeTQVZtlv4f45nU7k83lRKBS1DIEXlJcQ2D43KgQ4bIQfYLvTDyMmv9+PVCoFoLejDYCeXK1akmE0GqVD0jALz6VKkuC5Ussx1H8TeleNq/ozVKOiOlNEZpgj3i/R6/WYnJyUsi9GTHw+tcxJbZyxk0Hl2k0m08Cbn/QLyx42NzelwfrGxgZisZikXAqFgkRS/c+rwpX8OPWseteod6g71N9P3oTRaJSOTRqNRghhajOFverTful2t2ogL168CJvNJner3W6jVCoJiYy/Xz1zOxlwol40mGqJGJ2Cubk5PPbYY/j1X/91McSE9XeDgnzkqajX69K7lWUfrMEyGAxotVriEZER1V/TFY/Hcfv2bfzv//2/kcvlkM/nJa+3ubkprY/Onj2LmZkZrKys4MqVK/jWt76FX/mVX8G/+Tf/RoyTKj/96U/x1ltv4fOf/zzq9To2NjbkOXZjVPpZc+q/aSypGLrdrkTC/cXcwBaNWq3Z02g0PewvEinogKyvr0Oj0WBqakogoB/84AdotVr4nd/5HTzyyCOYmZmRujCbzdbDPN4v0el0cDqdOHLkCMrlsrBz1YNZqVR6mLUqg43/5zrZ1cNqtQ4VLEsUgVFFPB7HxsZGj6PHs8Acr7rn/fmRQSuWQQphZiI9VC5ULFyvmp/lfgPb3XssFovcf557dd3ValVIUQDg8Xj2dV0GgwFTU1P42te+hkKhgMXFRVmHujc0JuFwGJVKBfl8Xr6OETLzukTH9ktoDOfm5hAIBGCz2bC+vi5TUjqdrVZxqt5pNpsoFAqyN3RE1HunzrHtdLYnsvQjdDSYnIGazWah1+slb9vtbjVJ4MQPdnIahPC5yuUycrkc1tfXUS6XJcVDB1wtaVON5E55yf6GBixXNJlM+Ff/6l/h1KlTOHr0qHSt4veSCLabO/uxbhQvEoCeiIGEnJ2KhUlZLpfLWFlZwcrKCqLRqNQpspaRSeZsNotEIiEDbbvdLm7fvo0rV67g3XffxfHjx+Hz+XrgB7bNO3LkCNrtNqLRaM8LvduXoHpwHyU0DCotX8XOVQydm84cEH++2WyWaQl8n2zrRGObz+dhs9lw5MgRBINBWCwW5PN5ORShUOhAohmz2YyxsTEsLS3JQQS2L6h6CfsT7DyUH5V4HxbhHnECAuGpnUgHNJZqWQbPz7ALO8kwR6VC5Or+qIQnRii8pzyv6tnvF37soOB3jUYDq9Uq+X01EqOo/+f945p2etb9RnGy2Sy63S4OHz4Mh8MhdcqVSqWnm5naqpC5SdUp5bOr91GNNtXokI4BdTSDC71eL06TmqfnednY2BD+xSCk2+32NDNhiq5fX6r6A/joZgrcL66H+Vi+4wceeEAmQvHnqPd4N/KRX02yxszMTE+xs5q3UBUovZxkMomXX34ZFy5cwOXLl9FutzE+Po6xsTFYrVacO3cOXq8Xb731FhYXF5FIJJBIJFAoFPCbv/mb0Gq1+Ku/+iu8/PLL+Lu/+zv85V/+JZ555hmJzmq1GiYnJ/H4449jZmYGxWIRb7/9tvx+srLuRtTE+E6bwoPE0L6/wbx6eNUSBL4nHlQ1EiPD1u12S+3olStXZJ6fw+FAOByWgvj33ntP4JpPf/rTmJiYuLvd3YN4vV48/vjjWF5extWrV1EqlT7kiPSz79j+b6dLOWz9L0mA8Hq9Qkhgjp3Py7aOau6IDbE1Gg3y+XwPqjFM6+sXIjlsVq3CqjQy1Wq1J49Jw0q0wGq1IhQK3ZHxrNFopME278hBiM1mkz7IdFb5PEBvhMU9VKcH7YQu7adcuHABXq8Xv/mbv4lkMoloNIpUKoVSqYRQKCT9i3nnfD6fRF3950xNi6gsfOpllUcCbHMqgG3nn05iLpeDw+EQpyKVSuEHP/gBnnrqKUxPTw9k7c1mE8lkEul0GoVCQVqMktRE3U3OjMrg5YQkFRVUHV6iHySkaTQaHD58GMePH+/J+e5FPtJgqgQQtcaOn+MvZ7u4VCqFWCyGDz74AJubm0in07Igi8UCu90Oh8MhRbUazVYv1YWFBWSzWVSrVVy4cAEmkwmTk5MIBAKo1Wr44IMPkM1m5WexZpBRQbVaFYXMQaN3azDv1ISBMwB5AIHt6IpEH2C7C75KoDCbzeIdqjCeCon054lYkMy6SDUHePr0aXi9Xly6dEmgrv0WdndhjZhaLwps50f4zklD59er+RM1NzYswoif81ZTqZQYE4q6bgDi/HBNwxw590u1WhVFTCcR2I5QCEmqRAs6wu12W9IMO03KUMkYLpdLyEUH1QqRhl911Phc/ZE017+T4VH/vZ9nlc3VHQ4HUqmUMNHpTNNw8DzSUKj1otR3ag0t757aF7mf96Cui92ZyILnz2b+l3lWEpAGMbqu2Wxic3MTyWQSuVxO2t6pLe/64WU+l4oeqKQkVfeyGQSwjRINkqn9sQaTiXAqfTX85wNnMhkkk0lcuHAB165dw3PPPYexsTH4/X6Zg0m4NRAIoFQqSR7F5XLh7NmzuHHjBlZXV/H888/D7XbjmWeegdfrhdvtxg9+8AMZDupyuTA3N4dHH30Ux44dk27/zDvstqNMP6kB2H7RxLhZ+KpGF6q3o74PejuqZ8TksprbVY2vVquVA8IoXP09Tz31FG7fvo1XX331QA2mx+ORomG2uqOoBlFt2MA8bT90u9tcwX6LRrPFiGSB+MbGhpCtgG1oS1VmjMzoyauQ87BLpVJBJpMRJWw2m3uiRzptahcjKmP2gr6TwQS26f2Mhnai9e+XqDwDNcffb0A7na1+12rkBXzYWO43JBsIBKR0QqPR9PRJVXVlMplEs9mE2WyWdamVCXRWuXeM7Am9cziEWmlAB16v1yMej8sZZ2BAhIFOMEcaViqVXfNDdhJOMNrY2JBB3SoJiUZPRS1Vsin1Jz/W/zmWgzFtOGj5WABX9Tw1Go00CiAcBQCXLl1CJBLBu+++i1arhSeeeAKlUkkiP5ZHlMtlmWpvMBhkKO/KygqCwWAPrMIxS3a7HU8//bRQrEulEjY3N5FIJNDtduH3+6XglZ3vdzMtgXU4/RPi1eiaw6yBbWPKaIOGUFWoKgSiHkD+XNXzZe9Zm83WA1uSKEN6Pi8RsOUZ0pjvl/Qrjv4uG6ToE97iu6Q3SOE4okHWdQ1aLl26hFdeeQX5fF72l/tpsVhgtVrlQqpkF7WjyjA5AztJJpPB2trajkxf7qfFYpE9Yv9NtU8uv/ajps7w4wcJUas8C4rqBKvnTiVrqYqa30MlvJ97yhFXqjDdRMIKHRa1BpFfo9Ntt8dUDYr6b5VTQcedxpIsf1Yj0MlX+RkkdTabTWQyGaysrGB+fn4guUy1WQbQC5mzeYa6B2r3IrW8qR+9YqMNokcul2vgJMOP1LjMF2YyGbkAfMm5XE42JZlMIpVKiXKfm5vD5uamfB9/Fo0vD4TNZpNQ3O/3Y2JiAhMTE2i1Wrh165Zs4uTkpGx2MpkUtlg+n4fdbpcLr2Ledys7JdFVz5PYuUpF5tcRNlV/Fr9P/TcvtAppU/jc6oFmp41qtYpCoSDRMwuXU6mUvJv9lH6lo3p9hC7pNNBIknnIz1HZDjN0GY/HcePGDSmPAraVMNMRlH5m6E5RyjBKpVKRns39z8o9Uwl86pnl+lUG7Z3kfrwP9Wx+3O9lRM319UO4hCJJStwPUaM+6hjqV6ZmVNIL10Qj1u12JXqiw6/mY/sRwJ0iatY/ViqVj4yq2aQkm83uywQX9bxRX3AkGD+volP8e6dctfpvOreDPocfeSJSqRTef/99/PEf/7F4JcTYOTiaif3x8XEcOXJEvu7cuXPQaDT4+7//e2xubuLatWv4zGc+g+985zvSQ5Ff/4u/+IvIZrPS55AeEcNrwnzslBMOh2VorzqPkgZ5N5EME8XAh9lyOzG1CF8RFmm32xLt0WBzdiK9WX6PqpCAbSdCq9XKMNWpqSl0u12Uy2Wsr6/j5s2beOSRR1Cr1eD1enH79m1cv34dv/Zrv7anxsh3K5xgwHVwTYz41Rwt8y3cA8J0anQ6jJJMJnHr1q0eVmK/Y6TCQdxDer31en1XefODFpYpxGIxISlxTXR+GDnynqVSqR74n85bKpUSPTAswsgXgDic/Lj6p9VqIZFIAEAPMYZGCACi0SjeeOMNPPjgg7uak7gbUbvVOJ1OIVKpIwL7CYWMMAmpq5EWIVlO1yG8S4idUC95Gdz3XC4n5RysnSWDmB8HthCtzc1NLCws7Hnt6l6ReEWj7PF4cPToUSwuLkopm0pqUnWIWvOtwv9MsbHH+KCN/EcaTD4IO0DQ41LDdpZKaDSanhFAHGt15swZeL1eUSrdblfyIOzqwHZVfHlarVbYUiq7lE2C+dJ4OdRcGnOjdytq9xzVO1O9NrVVVP/vpldHT0i9oGrSWYUG+iNYtQ5Mpe8zkmYug7nBg8izUNT8EJ+Zz02CE0khqqjRaH8UP2zC2lkAPUZPPZPcF8JDKplA7SoybKIaCzJ+ef7o7KjnnnuqrpFOUr1eRz6f3/e2cXuR/pxyv5NG/aJGLerXlMtlRCKRfXVGqSfy+TwASP1jP6yspgf4nNRJzGFSH6hwJXUVDY0KaQIfntqiOveqfqOTTL1KR3gvUZua1uhHrfR6Pfx+P1ZXV3tYvv2ykxOrrkuF1getdz4WcwgGg/j5n/952ZB0Oo1OpwObzQabzSZDkkmSYVE7J0D82q/9GhKJBP70T/8ULpcLa2trwj69desWLBYLxsbGhLFFb4g/X6fTIZVKoVwuS5JaZe6SbNLpdCQfOjMzc9cF03dqsswXTgiZcxO5icz3qIxXFnTTi1KjLBKGeJBlA/7/dmuEv5k3c7lcAplcu3YN7fbWqCmPxwObzXZgU+35fP3G32w2C9Ov0+nIvDlgG9oC0EPfH9YIU0UyNJrtXqqMHmk0aUzoLHAf8/m8sMCHTaj0iHyoTEfyC9S95d3jOtUcLfu1DqrEYJCi8gJ2QoqA7eiGxBrW/1G0Wi1SqRQuX76MRx99FFNTU/vyrFarFcViEZFIBKFQCH6/vydYoCGkLmFbRtXxKRaLgt6oTWPU9VMfAdu9Z2nsGAwxYFDRE/6/2WxKo4tIJCLw714Mpk6ng9vthslkEp2qRsGzs7O4ceOGEJH6aydVkhqw3daR74I5aZKWDtRgnj9/XjB9t9sNq9Uq3jSJHIVCQTwjdn5vt7eGKUejUczPz6Pb7eLRRx8VSCcQCAiERYPAzeSLKhQK8sLY7Fr92YSQeDh8Ph+cTqfUld2r9Ed/jAAJvzIRr8K1dBjUaJNCqrfK/OqHDzqdrR61zCuwBous4KmpKZhMJnES9Hr9wAqJP076CRJ0BPR6PQKBAILBoBgW1UPmO1Dh2GE0mCo02f9/esHA9kw+9fuooFKpFOx2O/x+/31Zw90I904dHM0+wVw7uQAqoU1lI6qKc9iEipx3VVXs6tkjnLmTjiCLNhqNSmnCfj1rKpXCK6+8gieffBLz8/M994XPRwIMEQ6uj/wFOunqdBMVIVOdVJUcwz2m4+vz+XrY4Iz2SA7TarUyzm6vd1iv10sbQxV9oq6n4avVajIYgKI6ReqZVasP+HVqw5hBykcazJs3b/bUUBLCYeTEqIgKkaQJjUaDQqGAWq0Gl8slUyGWlpawvr4uvRq1Wi3q9bo0HWYzADWxq3o/hEH5ktSv8fl8cDgcA6kVArZfulpOw8Pbn5Pj5tFg8qDx+egVqfADv56fZ3TDYmVCoSaTCVNTU3A4HDIOba9e3m5EvXg0/Hw3brcbgUBACCXqgd0pBziMojoE6nvtz7mqSpYf57kgo3SYhfeGa+T/qWwB9JxTVWHTUeQE+/00JvcidzpfqvFQ4TsV+VG/DtjK1SaTyZ563P143kKhgCtXruDkyZM9z9EPlXIPVKarmhZg0KCWV1BUB5b3WDVIRBhcLlfPjFc6xABEL3EQhZovvBdhYxYaQ565/vQAz+FOTjjwYYKl+u76mdqD1JcfaTCfffZZXLx4EX/4h38oGxEIBOD3+3Hu3DkZRkvWq5rT4yV76623pISk2+3i6NGjsmEMzz0ej8ADLJZnBKqG5OoLNplMMq+RL4yEo/4Skb0IPXF1RI16KFUlyvontTia9W6cowlst1jjmgglUHmZzWYEAgG89957WFlZ6WmHp0YKPGT7KYQr6d3ycANbfULZm5MMTDXfq+b5hhGSpaJRFQEjFD632vlGVWI6na4nIhu2tVG4Rp5LlWfAswdsK2hGkuyCROPI9EcsFhs6g9npdEShA9tdioAP57uI1PQTu4DtvB1bxe2n2O12HDt2TEYFUtmzUxmJjtRrRDsYYaooldp8hWvsjxj7e1/zHen1eoTDYeTzeaRSKUEU6TSxhFCj0Uid8l5KNWjYqtUqcrmcdAYj5Kzuo6pr+p0eNedK+0OuRX/lAtc5CPnInxIOh2VuGfNrxWIRwBabjDksVahYuZGcWsBxVRzcyc4UzJEwQu337FSviS+LeD83jlAKDQgbJuzVq1CVYD9JYCfatxpZqexRXgbVE1KZslqtVoaZ8rAwR1qr1aQHr8PhEOV3UHVu/H1qNM3fS+KXOsJLJWHx64c1h0my0k5QU7+3vlPkyZxYf4egYRIaTJXo0V+LqH6takSZDmF002w2hWcwTKJGWHf6PEVlOO90f3iG91M0mq2mGeFwGEajEfV6HS6XS85ifwmbmtfs1zn9OqU/qqYDyzvYn8ekMVEdb7U0jDlTGsu95gSp54l2qFAzDTR1hXo+1dQX/893qf6f70uFbg/MYAaDQXzhC1/AZz7zGZlc8p//83/G4uIi/v7v/x42mw0ejwdjY2NwOBywWq1SdsIFsJk6oRySK9hJht6hWibCw0GvhwaWY7SYuOdopVarhStXrshF/g//4T/g3Llze6a+c7PU/BVfPHO5VCa8BJx8QUfA5XKJI8Cp8Cw65iFoNBrY3NxEqVSSRuw2mw3j4+NoNBqIx+Not9twOBwSzQWDwQPp1UlPUM1lAei5zGrugREwLya7mOy2A9NBSKVSwcrKCvL5vKAeLH7uVy7qBVadnVqthtu3byMcDt/PpdxRWq2WlAuokSXXpw4MBtCzj3SWmDJgV61hg587nY48J9Gt/py0WnpGlKAfkj2o9AEHcT/00EPy7E888QRisRii0agwU1niQQPAqFEtnVMNmorm8ONcMzsBqQ4835lqfFQGMd8F9RZZ1nuRZrOJeDyOer0Om80m63S73QAgpS5qlL/TvqiwOu+pyo4FtnQ1A469clsod9Uaj9CoXq/H5z//eZw+fVoiRpaVqElbNeHK6FFtLMDIixAniTz1el02nYSEsbEx8byozMhYNBgMOHLkCDSarenrvNDsNbsX4SWjwaAzoHbF6Kdns1k3WZaEYmlYVdgVQM8cOrbJYmPrbDYLu92O2dlZaVZw8eJFuN1uGXB7EHV/al2pWuNGZcuomAeY745/E+YbxGUbtDQaDaTTaTl3aiNyQl9cg3oh+8kE/c0Nhkl491SDoSoZFb5kmoT3k8Znp6hrkHmhvQqdAhUJAe7c8o53VS3pUr9+v42mTrfVZ9fr9eL8+fO4fv06QqEQ7Ha7NAggYsH8IZ+fwYbKieDPpKh5WvVe0pCQQcqv3anm02QyAeidfzoIVIt6xGAwwGq1inFX2+Kp0e1O6F3//vC8qs0M1HOvdj/aq9z1LafB/OY3vwkAPQaATXTpear5Ky5AZRzyEvKFqOQC/mzV86UXonq9fEHHjx+H0WjE6dOnZZ4hc6J7ET5fuVxGMpnE+Pi4HFYWeKssL66DNX1Go7EHzlSp/SpcTUiTpCceylgshkAggImJCVy5cgXpdBrXrl3D2bNncejQoQMrlFfLEYBeIgG9N5X9q8I9RAoYve031LVbqdVqiMfj4rioDSxUgwlsr0ctwwC2LqvVahUFM2xC2JgKlpEmHVwyYZlX6i81UWEtoJepOEwGky3l1OdUnRz1eWmwVMeen+8ne+2H8PdrtVpcvHgR3/3ud/EHf/AHsNlsuHr1qoxG5PNxiozFYpGad3U2Jn8m10n90l9j2+12peKATqL69cB2KokoIXWtSoDci/AOmc1m2O12aadJfcY95F6oXdDo3KhrUh2//vQXv3+QKYR7dovV5LPP5/sQDNJ/EFXpV0LqoebnVbxexelV3Fuj0Qh7t9VqYWZmBrVaDYFAYCCeEJWHyWQSNnC5XJYp4SsrK1IbqkLL2WxWGpfzIBgMBpkMEAwGodFokM1mxSmoVCpyaPn1Tz75JE6fPo3Tp0+LcXS5XAfaVaY/78XDzJpEm80mA3EJlfcLh5AfOnToQJ75bqVcLmNxcRGlUknqRYHeXDkjY9WL5cdJ7AqHwwdWF7tb4V7xLNOAUonodDpxREnuogNMhUxDyztBxOCgppF8nNRqNWxubqJSqdyx0J2RdX9+sD9aoeOwn84dFbzJZEKpVEIsFkMmk5FzRmeaDSTY8EVtVJ7L5QBskYeY9qCod1UtSVGNC9EUk8mEcDgsv5/fR6eR7Uupp/b6XiwWC06dOoVEIiFOAJFDDgAvFos9NkGNflVOhNpUox+25TkftPOzJxxJhWz/qQnXpibE6bHwT6VS6Zlez/+TMcqcJj22arUq+QZ6jkyAl8vlHi+PTDetViv5yvsVxfQ7PTyEZrMZVqsVVqtVlLFansE/zWZz1x2YDkIajYZAYDuRB/rzlvS0VRKNRqOBy+X6UDPtYRE+N88y0LtGlWChtjZUS4nUCI0w7SBhrr0KUS6WPO0k/WxLSj+E26+g90v4LslKrVarkpYB8CHinOqsqkaC66IBUX82RS13YwMVnmGTyQSn0ymwr/r9DIr4M1RC2L2KwWCA3++X7nGqg91oNJDJZD7EwlbRKjWQ6t9HnkeV1DZUBvOfsvCAarVbXX2CwSAcDgdCoRCsViu8Xi8efPBBAOiZEUkvjBCByq7lIe1vCnwnxWS1Wnsm3N8P4ZrokRK2MxqNCAaDmJubw9TUlBAI6P0RciJ0nc/n96V5870KnR8196VeRgpz1XRiPB5PD/GF3Um8Xq/s+zAYEQqjQqZUmPtWzxub+/OsqqUHaqQBbJ2HSqUigxaGYa3FYhE3b97sKc/Y6bnUNaqRF7+e5/qghp1TF7A0j+kavm+v1wutVouVlRVBBR588EEcPnwYy8vLMiZRHSW4U05Wp9PB6/XC4/HgxIkTaDabqFariMfj6HQ6mJmZkWYoPB/sHKQaLzZhJ0HnXoXlhLOzsz2sWLUkr7+eXr2X/TwZ9ecCEKdWrZ8flOEcGcw7SH8ynC+c00uYzyTctRPE0+/tMKJkjqi/GL7/ewn/3U+l1E/4UJ+Xz8gos38NKmtvmFiy7XYbiUQCiUQCxWKxp4FEP1ynkl8IRRIxoNc7DEbjTtJPlqCoUQsjT36MUJYKb/H9dLtdGT2337m+u5VWq4VsNisDAXYS9R3QWerPh/HrVCd3v6RSqUiDBLbKAyAGQz1r7KFts9ngdrvh9/uFaUruCMt/COlybazlZCvL2dlZ1Ot1FItFKWWjXuI5p67SaDSCfJHLMIgaXELBHL+lnsWPq4G9U3qv/9/8P0mYg5KRwbyDUDFQ0bPkQO2EwdIW1fDtFDky6srlcsJ+pcevfp1qnHioOEv0frEw1TXQswPQM0qN3ZxUJUtvV71sw2Iwm80mLly4gCtXriAajUrXE0aaalE4YXA1gna73XC73YjFYnI21FKaYRM6bdwz1RlU2bM0JGxxCeBDUTMJJ+l0GtPT00ORjqlWq4hEIlIjqjqd/UKi4k4N89X8/H7vYyqVwksvvYR8Pg+Px4NIJAKTybQjgTKZTMLlcmF+fh7j4+OYmppCJBIRvoQa8ZOdT6eO7H6HwwG/34+HH34Y5XIZqVRKjHYkEkEqlUK32xUDSZIeO3hpNBrk8/meBix7EZvNhlAoJAYT2K6LVnOPJC6p+9EfZPTnp3mumTZjm9FBnNWRwbyDtFot5PN5KdhlhEGFEY/H4ff7pXMKN5FzLIEtRaV26CkUCqhUKj3sREaaKuONeQXCQ/cTjmWUTOEBVhszqPk9/lG9d51OJ7ncYRA6QyTs0Nvuj+7VnJDJZJJ8E7v88OvJ6B5GY6nuHw2i2kSCsJU6LqlarQqxTGVSErYkmW1Y1ms0GuH3+7GxsSHr4dlV/6Zy7W/GAfQq34OInGOxGJ577jlsbGwIgZAkKt4pMtDHxsZw7Ngx/PIv/zJcLpeMV+T9q1QqKJfL0u87HA4LIY/31Ofzwe12IxwOo9FowO/3o9lsYnNzE5cvX5bmCWy/qdZFsnva9PQ0vF7vQNZvsVgQCATg9XqRz+fF2VFz7Txfqv7ZyXiqDF46h9RTZPKPINl9lk6nI43QaSypNCqVCpaXl3vGPgFbG1ssFmW4NtlfhDroPamTTGg8qci48Tab7cBqLT9O1APLy6we0n6DyWdWvT/myYZBVCiS44QIlauRlOoIqa27CH/xEvbnw4ZN1DOkNh/n/jHapLLhu1Dfh9oRhrm+YVmvwWCQCRiq7KQkGX1wzTulRA7CaGazWZw/f17qf+PxOKxWKwKBgNylYrGIbreLiYkJHD9+HD//8z+PTCaDfD6PQCAgk2XopLOf9vHjx2Gz2eB0OmUdbDmqkvOq1SrMZjMuXryIbrcLr9craabx8XFhTNvtdjG2DAD2KiaTCW63G06nE3a7Hblcric1opKvVMJW/5nbyXlXv4dowshg7rN0Oh3x8Gw2G+LxOHQ6HZ544gmYzWYkk0kxAmo+iy3t1IYPlH7PSG0NyIPqcDik3moYDAwjCnp/aqmN3W4Xw64m4bk2AAJrs4HDMAgbXng8HlgsFqytrWFxcVGeXY2+VIo9GX6E9Vhawgh1GIVlCVarFRaLRXJQqnFRm4GQuUklwz/VahU2m02M5TANkDabzRgfH4fdbpeiflVUZUljSUhWRRUYae93WQmwXWvu8XjgdDp7SkM8Hg8cDgeazSbMZjOeeeYZTE5OQqfTydcHAoGetnck/ag1nqqjpNZI01manZ2VPtV0iPgzWK7HJiwccDGoUiKj0Qin04np6Wm0220sLS313CFV9/WnchiA0LEgAsLP8b6azWYp9RsZzAMS1hvysKkjZ0gAonFTcyCEB5h0B3bOqQC9fRHvNwyriho5ApBLqcJy7HLTT9tXo8z+spn7LRqNRhQSlYBq7NXoWSW+qHCzSmhSewAPm6h7aDQaBXpWmZRUuip0y3RBP2FIJbENi3BoA1m7/TyCfiZlf/nERxFJ9kPIjg0EAjKWkA3vPR4PfD4fAoEAgC3o8tChQwKF8gwOosSMxEXON1XJiP2kNsLxg9JLdL5Zegf0dijqh2H7/72TLlX3jfeX0ffIYO6zaLVaWK1WuN1uKVDXarWw2+3ShN5isWB8fPxD3fvppVOpkJWm1nMSGlK7GzHXN0xdY2gcmeNixOJyuaT5Picr0LtTu4ww57u6ujo0PUiZW6by5+Bn5iqdTqcwFV0ul0DtqjFldxJgC14bFBliv8RoNMJqtaJcLks3KpUB3E+KUB0fFb7VardmIxaLxaExmna7HQsLC3jjjTd6nBpgm/mrGgJ2miEjU4WkVSLffgmbl3zjG9+Ay+WC1WrFxsYG9Ho9jhw5glAohMnJSRmD5XK59iU1w/O8Ux/k/Ybb9Xq91JazHpP7oaYM+kUl5AHbepPGnYaY+iqdTmNzc3NgzvrIYN5B2DidzDB6WDrd1tDrGzduYGZmRi4bKcxUPsxT0tgUi8UPFcir/1cp/dz0+y0q1ZstsuixazQaqUfkASV9m+8C2GIwsok+Yb77nfuiYex0OvB4PPKHJC+um9AriRVs3cXPE0Lzer0DHSk3SFGJLirhRyWcqetR80H8XjpCJD1xduKwlJXwbvYzgYHegnbCoFTKapkE10pnYj+dAa1WC4fDgfn5edEpzC2TRJjJZNBoNGQQw50MyCDkft7HcrksXYuA7f6x/bWW/c0ydkI++tnczM+PykoOQPR6PbxeL2KxmMAlzNUVi0VcvHgRZ86cESOg9rNU8xFko7H7j5onY2cS/p8lCmyWMAxCRcvokP+v1WrCbqO3ztIRwpTAVls8Ht5hyfNpNBppCMHWYMFgEJlMBuVyWdoUEjoj3E6CRn+d3NjYGFwu1/1e1o6iGkwae/5fZdAyT0mCFrCdRyIRg8ZmNxNLDsJBYqRER1Xtjdpv1LmPascu9VlJ6trP9IFOp4PT6cTx48d7poBotVp4PB6Uy2VsbGxIfbPf799Xg3m/hKUq6XRaPkb0jY5bPyrHs6TWb/Jn9cPtrD4YkX4OQGi0jh49Kr1pCZkuLCzg3/27f4e5uTmB87rdLqxWa09NG7AFhbXbbXi93p5Bp/R4+3/nsE2+OHz4MH7u534OsVgM3W4XFosFDocDbrdbcitWqxWhUAiPPPKIKEiPxwNge6bq7Oys5GWGQVTG5ze+8Q08/vjj0uu3VqthZWUF169fx+3bt5HP56XziZp3OXHiBGZmZnDo0KEDGbV2r8JIem5uDtlsVtZIQ0PP3e/3C2mEUSZREA41tlgsmJychN/vvyvY8iCiF6ZGFhYWcObMGaTT6Z7B8mq3F6YP7HY7CoVCDzSt0+kwMzODY8eO7etZZUrgyJEjoivYOMBsNotTStKgzWb7J2UsVRIdh9CrjRTo9JAU2d8kX633BraZ+2rtZq1Wk3OsllHtVYZHMw+hsIWT2+3uoTh7PB586lOf6mmjpRJdVKFhNJlM0jdWxdz7v/Z+tsHbSdxuNyYnJyWKdjgccLlc8Pl8UhNGIxIKheRwOp1OITGNjY1henp6aKJmoDd6mp+fx/z8fA9ScPnyZWg0GoHj3W63MISdTifcbjcee+wxjI+PS+3aMAqVCzu9kCHKc6Y2X2cjbCoa1rFpNBqJdmw2m7RsHJY1k9XpdrsRCAR6GhNw/UR8zGYzzGaz1BlS2RLW9fv9mJ2d3VcHiL9rpxZzKpT8UQSXT7rQQSGDm0MljEZjT0c0ojokG6rNNtSfBWznNdV0FlMLgzKYmmHJQ4xkJCMZyUhGMswyPKHMSEYykpGMZCRDLCODOZKRjGQkIxnJXcjIYI5kJCMZyUhGchcyMpgjGclIRjKSkdyFjAzmSEYykpGMZCR3ISODOZKRjGQkIxnJXcjIYI5kJCMZyUhGchcyMpgjGclIRjKSkdyFjAzmSEYykpGMZCR3IR/XGu+e2wBxAsL169eRSqVw/fp1aUrOtnCJREKaXwNb/T2/+c1vytTxAcjd9JT6pLc6OpA19vflVIcoJxIJmQDCkWWhUAhmsxkOh2OvvxoY7SNlYGvkXna7XTz33HN4//338b/+1/9CIBDAM888g/HxcQSDQfz8z/+8zGIcgBzYGlutFnK5HAqFArLZrDRTZy9ZtcWfxWIZZDvKfV3j66+/jkuXLuG1115Dq9XC8ePHAWw1lQ8EArBarXA4HKjVakgkEtJWjrNsvV4vjh49igceeOBeHwHYhzWqre6oWzY2NqQdZ71el6EIrVYLmUxGWuSxB208HofNZsNnP/tZaLVadDodBAIB2Gw2mEym3bYY3PGL96WXLI1ltVrFX/7lX2JlZUWGK3OeXq1Ww+rqKpxOJ+bn53H16lXE43GcO3cOXq93qPqpjgRiJBuNBsrlMorFovQm/dnPfoZutwufz4dMJoNKpYLHHnsMY2NjWFhYGO3lEAr7H3P0XDabRalUQjabRSKRwBe+8AWcO3duaIZ+71aq1SouX76MWCyGjY0NGTDt8XikB3KpVEKlUkE4HP7EnNFIJIJLly6hXC6jXq/j1VdflWEIRqMRAGQEWywWg8vlgsVika+/cOECut0uzp49OzQ9atVxgABQLBZRKBTwve99D9VqFWfOnEGhUEAqlUKhUEA+n8crr7yCQqGAcrmMQqGAWq2GiYkJTE5OIp/PS0P7L3zhC5ibm0MoFBrIUIuBGEw2t+U8uUKhIHMUp6amoNFosL6+jlqtJqNr6Pnl83kZsTM5OSmTPEZyf4VOT6FQkHFmtVoNHo9HPpfP55HP5/HWW2+h0+nAarVKk+N0Og2Px4NTp05hYmICs7OzsNvtMBgMQzWN5Z+zcB+bzSb0ej2+8pWvIB6P4+rVq1hbW4PBYMBXv/rV+/2YuxaOl0un0zKRxGQyiVGsVCpYWVmRYdF2ux02m00MzjAL79fMzAyAreH0uVwOkUhEmrnXajWUSiXEYjG02214PB4JUjKZTM87GZYpKJxnysk4Go0GTz/9NFqtFtxut4wY5Hziubk5dLtdGAwGVKtVNBoN+Hw+OBwOHDlyROzR+Pg4zGazjKbjsIx7tTED0VwMjVutFsrlMlKplEx+CIfD0Ol0SKfTqNfrqFarSKVSSKfTqFarMJvN6HQ6mJqawuTkpLy4kdw/4d7xMqZSKbzzzjsol8uYmpqSqR03b95EMpnEtWvXZNq53W6HyWTC8vIyrFYr8vk8Tp06BbvdDq1WC6vVKsNeR3J/RXVyAeDxxx/H4uIirl27hkQi0TPl45MiPLuNRkPmdqrDwIEtI1MsFmVMG4egU5kOs1A3+v1+GI1GCUKSySTy+TxMJhPK5TLy+TwSiQQsFgusVqu8k2Kx2DP4fRgMZv+sT444fPDBBwGgZ2ZpPp9HrVbD8ePHYTKZ4PF4ZP4px6Bx0o5Go0Gz2ZQ5qRwrps7N3K3syWByjE4kEkEul0MymUStVkOxWMTY2Bj8fj8eeeQRNJtNzM7O4tq1a3jvvfdQqVRgsViQTqfhdDoxNzeHZ599Fo899hharRY2NjYwPT09Uqr3QdrtNqLRKNbX13H+/HlMTEzA7/fjxIkTSCaTeO2119BoNNBut7G+vo5CoSBDcEulEqamphAOh/Hggw/CZDIhkUjg8uXLyGQyOHv2LMLhMAKBwCDzm58oUQfe3u/nYIrkgw8+wMWLF/Htb38bHo8Hk5OTKJVKSKVSMjJpmIVGknMUmbv0+XxwOp0Ih8OiLI1GIzqdDmw2m0SWhKY5em8YjMidhHNKr169CmBr/F4ul0OtVkM2m4XJZMJjjz2GpaUlvP766zJ8+tChQ6hUKlhdXUUikcC7776LBx98cKhm1FI4q3ansYkMqNQh07xT6jB0GkzmMinNZhPtdlvmce72Hu7JYKoRSC6XQy6XQ6vVkmizXq/DaDTCbDZjbGwM2WwWgUAArVYLwWAQ2WwWFosF4XAYk5OTGB8fRzQaRbVaRTgcHhoP6J+LtNtt2dNMJoNcLge/3w8AQiSgN9dqtVAoFJDL5WC1WmE0GuFwOGSWotlshlarlXmSWq0WU1NTQrLgz/wkC0ls2WwWNpsNLpdLht2qwhl+pVIJAGQY9f12CJlKKZVKyOVyyOfzMlB5L174QQjh5Hg8LgqxXC6jWq0KepXL5WSNjUZDjCawPTux0+kgFovBZDLBbrcLTMsoh2SRYXkXrVZLSC6cXco0R7FYFOIdhzPb7XZYrdaegemVSgXr6+s4duzY/V7OjqK+7/73fjd3RnVK1eHg6ozRe0Ux92QwGT0kk0lUq1W4XC643W6ZoJ3NZhGNRmGxWOB2u3Ho0CHo9XqEQiHx7IrFIiKRCMbHx1GpVPD222/DYDBgfHwcTqfzE69UP0mSz+dRKBSwuLiIer0uk+cdDgdMJhMA4OTJk9BqtdDr9YhGo0ilUhI1zs/Po1QqiRFpNBqIx+OoVqvodrvY3NwEAGGvDaN3e7fSbrextraGtbU1/N3f/R0effRRfPnLX4bH45F3RU+4UqmgUqngzTffhFarxRNPPAGLxQKz2Xzfnl/NXxJ6ff3111GpVJBKpWQYszqMd5ik2Wwil8vhj/7oj9BsNuH3+7G6uopYLIZEIoFOpwO32w2TyQSz2YxisYhOpyMpIq1WK+zJUqkEnU4n+sbtdmN2dhY+nw+zs7My2FiV+4UUUKd6vV74/X489NBDguQsLS3h1q1bsFqtCAQC+Pa3vw273Q6z2Yzbt29L1J3L5fDyyy/joYcewvT09IE+/0GIuic0vupd63Q6PVHnbuSeDSbpvLlcDgaDoYes0263hdiRTqdhNBoRCoWg0Whgs9mg0WjQbrcF/jCZTGg2myiVSpLrSqVS8vX32xP/5yJk1zkcDuh0OhQKBZRKJXQ6HXg8HjgcDvj9fvn4sWPHMDMzg/n5eeh0OnQ6HVgsFuj1eoyNjaFer2NzcxNarVb+TXp4q9WS7xsW7/1uZWVlBZFIBG+88QYikQjef/99IV7Y7Xbo9Xp0u11YrVaEQiFMT08jEAhIZHm/kRNGXESDGAG3222JwsgyHDY+AaPhN998EysrK7h48SIAwOPxoFgsinPSrxRbrZboGzoxjM46nY6URfl8PoTDYcRiMRgMBkxOTsLpdCIUCiEcDsPlcmF5eRndbhdTU1MH6vhw34gCdLtdZDIZmM1mnDp1Cg6HA8ViERsbGwCAI0eOwOl0wmg0Cm+k2WzCZDJJvu+fi6iR5V7O9D0ZTHqnlUoFmUwGk5OTsFqtKBQKQiLQ6/UwGo1YWVmBXq+H3W5Ht9uF3W6X7zUYDGi1WtDr9cJi8ng8ACAH1u/3fyKS8f8UpFwuo1wuw+fzQa/XI51OI5/Po1QqIRgMiuNDBuLDDz+MQCCA6elppFIpvPfee+h2uzCbzZibm0O9XsfNmzclgllfX0c8HkcymUS328W5c+c+lPAfdul2u7h27Rpef/11/M3f/A1isRhqtRreeusttNttcRxbrRbGxsbw6KOP4pvf/CaeeuopeDweGAwGga3vl9DZZR0mSXvANgGDrMR79cT3S3K5HG7evIk/+ZM/wbvvvguNRiNMV6YEmKciRFupVGC1WgVeLZfLiEajAmWazWapDR8fH0e9XsfS0hJKpRL8fj/C4TBOnTqFRx55BIcPH8brr7+ObreLz3/+8/B6vQdqMOv1OkqlErRaLdrtNjY2NuD1enHu3Dn4/X7EYjG8/PLLEkG7XC6YTCZsbm4iFovBZrMhEAjA7XYPLXpwEHKgEWaj0cD6+jqKxSJsNhsMBoN4PMxfMXKYmpoCAKnnMhqNaDQa8sB6vR42m01ynqQ6WywW1Ot1bGxsIBQKwWq13tMCR3J3QmcG2N6r6elpwf3pDNlsNnGQCK13Oh0YjUZMTk7Kz6tWqyiXy3A6nULGIBLR7XalsNrr9X5iYHdCrDdu3MCLL76IQqEgKAhzRIRjc7kcGo0GlpaW8Bd/8Rf44Q9/iHq9jlAohO985zsIh8PSsOOgpdPpoFwuo9FoiAKuVCooFouS/9Lr9UOF7LCM6bXXXsNf//VfY21tDWazGT6fDyaTSfRDt9uFyWRCo9EQ9q9Op5P18GMul0sijdnZWeh0OqRSKdRqNSwuLsLpdCIYDAoy0O12sbq6inw+j83NzZ684EFIuVxGPB5HNptFq9WCyWQSRiwbMVBvAsDm5iaee+45PPTQQzh06BAmJiag1+sRi8Ukt1ur1Q7k2fdL7gSLqxEkkRMGZK1WC5FIBNlsFg899JCgaXcr92QwW60Wstlsj4FTfykPp0ajkcNGZhK9VzWpS+Zaq9WSzhQGg0GIEj6f714ecyR3KYQpGP3U63UYDAY4HA45cOyywUvpdrthNpuh1+slD0a4HdiCzprNphhIlp2ozLVqtfqJYGFSWq0WKpUKEokEIpGIdK1S7wCdx0AgAI1Gg2q1ihs3bsg6Z2ZmsLq62tPh6qCF94qkpXq9LixRNeLvZx3eT2k0GojFYrh9+zYuX74MALBYLHC5XELSUR0zOu/MPZpMJkGq9Ho9LBaLQLEulwtarRbFYhHVahXFYhEulwtWqxUulwsGgwGNRgPpdBrFYhGNRgNWq/VAofVGo4FkMolyuSz3UKvVypp5vsgsrVariEQimJmZQSgUgsVigcPhQDKZlGYVw3z3VKO309nj5/uNJnUZ/xBtUMuLcrkcEokEarUarFbr/hvMRqOBtbU16HQ6aT1EGIp5EdbaMZIkpZvGkfVdBoNBWlQxz0ClSgU+TJ7uP0VhjZZWqxXFwwuZSCSQy+Xgdruh0+lQqVQQj8cRiUTgdDoF5iIRiAfUaDQKM417ya+x2+1CRvgkNTGIRqP48Y9/jOvXr0suiIXWxWIR6XQaOp0OXq8Xf/AHf4B8Po+f/OQnuH37NuLxOPR6PeLxOP7+7/8eX/7yl6Wt2UFLqVTC66+/Ls5qpVKBXq+XKI1plXq9Lqzog94n1Uh3Oh2sr6/jP/7H/4hisSh5Rb1eL4Qy6hOeMaZz6Ljzb66tWq1KXp45dp1Oh1KphEgkIgY0GAyiXq8jmUzKz3700UcxPT0ttZAHIblcDu+99x4ikQjK5bIweKvVqvy7UCggmUwil8vB5/Nhbm4OnU4HkUgEmUwG9Xod09PTqFQq0g3nfslHkaZUg3cnR03NvTPS58eIYJIBXq/XUSgUYDAY4HQ64ff7YbFYUKvVUCgUpBLgbuSebkGn00GpVOqh0qvEAXputNxcPCNMeuL8OlWh8mDz+1XP4X57ubsR1QPKZDK4du2aFNE+9NBDcuGHQVjYu1M5AVvhBQIBdLtdRKNRZLNZlMtlIWhxf1utluxTtVpFvV6H1WqVc8GPmc1mlMtlOdSfFFH76NI71+v1cDgcAvWReRqLxdDtdhEOh1Gr1UTZOhwOiU7ulxDeJOrDSNnj8cBoNIqBUPOcBylqnR0AcdDW19cFcmVUrD4jdQeFZ1PNz1L4sW63i3g8jlqtJo6D3+8XHbe6uiokRbUmUK0VPAghK5iOAVNYlUpF2uJVKhVhpwNbsHOr1RIuQrvdlr7ADGzul3zUe7ubz9FG9NsH6jAGa3RqaWvYU9dkMknaxOfz3fU+7gmSNZlMcDgcYtUbjQZ0Oh1arRYsFovkK3nhaCxJjFC7iPQzbQEMjUG5F6G30+128cEHH+Df//t/L/mHP/mTP8HJkyfhcrnu92MC2K6/JMNVVTzlchnZbBYnTpxApVLBO++8I4duZmYGbrdbGhfUajWBJ+PxuDRhpzG9ePEistksCoUCzGazNED4pAgNHo0Mob2xsTF0Oh3pcNVoNPDd734Xs7OzePzxx+H3+5HL5QTOnpubw9jY2H1bB+8vWaX5fB5arRbz8/Nwu92wWCw4f/48lpeXxRE+SANPfcLfefHiRbz//vvY2NiA2WyG2+1GOp3uQaRUR5w5WNYsVqtVQTyY36zX6+K0XbhwQSLOcDiMEydO4ObNm0gkErh9+zY8Hg+OHz8urGG2YjvI+sx6vY54PC5pDhKyEokEfD4f7HY7EokEVlZWpPY5GAxiY2MDyWQSsVhM0A+SvugEDGMg8nHvVkUO6LDTmVEhVpvNBgDCjI7H43JOFhcXYTabha1/N7Jri8R8JL1s1ftUPT0m2vk19PR4yCnMKfBiGo1GiTTZE1LNTQy7EO557bXXsL6+js3NTSlDqFarAIDFxUU0Gg3kcjkcOnRIaht3OiCdTgc3b95Eq9WSvoiDJkD1HzxGnGwfFgwGEYvFkM/nUa/XMTY2hvn5eQQCAeh0OkSjUej1evh8PskTuVwuNJtNGAwGZDIZxGIxmM1meL1eRKNRuFwubGxswG63CzN6mKXZbCISieD73/8+FhcX0e12MT8/D71ej6WlJSFFWSwWGAwGJJNJAFu5s4mJCczNzWFtbQ1arRaHDx+WiP1+KKt2u41sNguNRgOn0ynK6eGHHxZW+tLSEhYXF6WX8D1Me7jnZyML22q1QqPR4LXXXsOVK1eknILGijlEQsvkP7Csp1qtCqqj6iNGpoysWXvJKUmEzx0OByqVCsrlMpaWlkQvvfDCC0gkEvjsZz97YFFmtVrFxsaGNL/odrvQ6/WYnJzE2NiYREl0fMncZSTK5iKc1kKde5B6ddC1q8zX3k3Kjukmn88n+Xqy1nfzPLs2mITX6J2o0IYK3/Bw6XS6niiCjZ7VTdLr9YI7q2E14a37DR/sRthp5I033sClS5dw/fp1uXSEPdkU+datW9BoNDh27NiOHhUv9q1bt8T4eL1eaU48KKGh5D6x5WG5XIbBYIDL5UIqlUImk0G324Xb7cbRo0cBbPfltFqtPTWzVqtV9pqM2GAwCIvFgmvXriGVSmFzc1NY1MMsZBRGo1G88sorqNVqArd2u11cvHhRIFoqI3a9AoBgMAi/34+1tTVoNBqMjY3B4XDInh600STpx2w297BF5+bmEA6HYTQa4Xa70e12pdRoN3mevQjfdTKZhNvthl6vx+XLl3H16lU0Gg0YjUaBkulsE7UisUer1aLVaqFUKoleYhTKvKyao/X7/bDb7QgGgzIVQ61VJOGIP//SpUvi4B+UkPRTrVYFWtRqtfB4PDKBhTAkS2g4AKPRaMBkMokzpzoVB40e7FVUp14lk/IsfNRdoi4jIrZbhiywS4PZ7XaRzWaRy+Wg0WgkCuG/6bEwF6AuTO3vB2wn51XCCA81N55eAaGVYZ9k0m638fzzz+OP//iPsbm5iWq1Cp/Ph/HxcZhMJiwuLiKbzeL06dNYWFjAY489BpPJJGQRnU4nCqxer+MP//AP8f3vfx+FQgFGoxELCwv4zGc+g1/6pV+SguS9SqfTQSaTwe3bt+V3v/nmm2i320Jbr1arKBQKMJlM+PrXv45Wq4X19XXJI3m9XjSbTVy9ehXr6+vSN9Zms0k7PQBC9nn88cfR7Xbxs5/9DGNjY2J8h1UqlQq+973v4c0330Qmk5HcPTsXsWORRqOR9TabTRmZVavV8P7772N8fFwmSiwvL+ONN97A448/ft/YsqlUCuvr69IS7/vf/z5OnDiBz3zmM3JXb926Bb1ej6mpqQNhhHa7Xdy8eRP//b//d3zxi1/EqVOnkMvlUCqVesg7/LeKzNA4UE/Y7XbRP4RkOTGHuVCTyYQHHngARqMRyWQSgUAAJ06ckP6sY2NjaDabUnOez+fF2H4cMWWQQqY6ESZOHdFoNPD5fMKC9fl8GBsbg91ux8bGBmKxGFKpFILBIAD0EJ8ajUYPeW0/n536nFEhgy7u5cc5jnzX8Xgc+Xwe169fRyKRwK1bt+D1euH1evHlL38ZgUDgIwMK9ffTIaLjczcQ+64jTHYIobfC/JTaUZ4viFFo/6JpEPsPfv9LVYlDPPjDaDBZ13b9+nUZjcTaRKfTCbPZDJvNJpRueqqkOK+ursJgMMBkMkmHnHg8jkuXLuH9998X+C4SiUgtFnPEexEaZuaxyEjmRWIj/Wq1CqvVCrvdDqfTKT1kqTRcLpeQJujt08slO48wPr++XC4jkUgM/TQMkpVu3LiBtbU1qYGz2WwCsVssFnH0iJbwnjBaItnJ4XBgc3NTlMX9FE4OYlnQ8vIy7Ha7jOczGo3I5/NSt3cQ0m63USwWcevWLZw+fRqzs7Oo1+uSN78TEbD/XarGtT8SVBn4LCvQaDRSLsI+svx9rVYLWq1WWugxLxqJRBAMBgc5YPuOQj3LNn1khebzeaTTaWSzWXS7XVgsFoyPjwOAMETV8hEaCyJ6+4XcqUxX5nyZbuPnVRvA+9O/j+QE1Ot11Go1ad9JhGppaQmJRAIulws/93M/d1fr4e+zWCzodrfas6o9rj9Kdm0wmYOcn58XJZ/L5SSq7O8er1pvNZxmGQqVaz+bjTk1/pz7rVw+SsrlMi5cuIBvfvOb8Hq9mJ2dRTgchsViEdiNNGZOF7h58yYuXbokf/v9frhcLjzyyCNYXV3F9773PUnef/Ob34TNZsNbb72FXC6HDz74QCYt7EUINSUSCWmMb7PZcPLkSZlWQij529/+trQFq1QqUqtpNptx8uRJ1Go12O12nDt3TuC8ZDKJS5cuIZvNClTNmZpEJYad9MPRST/72c8QiURgMpng9/sxNjaG27dvC7GJOTTW9924cQPlclmckWw2i1QqhevXryOTyeDLX/4yfuVXfuW+wGG8a5yZyBTIO++8g0qlgunpaSHBpNPpngbn+y100mKxGOLxOGKxGCqVCprNZk8ZE88NIVi1OQGbRzBXxZIRAFKGQsfOYDDg4sWLkv6x2Ww9gwaot+jM6/V6mejzR3/0R/jsZz+LX/zFX9z396IaIGBrdnCtVsOlS5eknCubzcLpdOL06dPIZDJ44403xMjSUNFB5r3eL0eIBr5WqyESiSCVSgkLmyk5nn21eqIfVmXzmo2NDSwvL0spDwOyWq2G1dVVNBoN/Mt/+S/vKsVBp4M9hi9duoTJyUkcOXLkY9e1a4PJNlRjY2OyQJPJhFqtBrPZLB4Bo0s158mOHIxAeXjZ3ADojSTVQzxMBrNUKmFzcxORSASJRAKxWAyFQgFf+9rXpN8qN3RxcVHIIMDW+m7fvg2dTodXX30VyWQS6XQa5XJZviadTkvrQLvdjnw+Ly0ES6USbt++jbNnz+55HY1GAysrKygUCuJpkTGr1+sRDofFO+X0kmw2C2BLUbG59crKivQVZoTA2XsqI5q5FHWv2WmGczKHRdipKJlMIhKJoFAoCDpAGId7nMvleornCXsBvYqO7+batWs4c+bMfalvBLYdUs6vJWuw1WoJ3MV8NfftoIQzc9WmFmrKRq3NJDmN71st3gcgiIbqcBPRoJHRaDTSlIPsZzr63C9+Pe8gewJfuHABhw8fPrB3w3W3222YzWaYTCbMzMzAZrMhn88L5ExIMp/Py7Pze0nWJCK4XzA7f1e5XIZWq4XFYhHDptFoJLrnPlssFkFuKEzHpVIpZLPZHmav3W6H3+/HoUOHhJwVj8dht9sxOzv7kZ2qVISiVqthaWkJOp0OU1NTPVHwTrKr26rRaAQKZC6G9Vv1el2a/8ZiMYke6OVVKhV4vV7Ja5FU0k8WIlTFA0369DAZTBYRv/TSS7hw4QJu3ryJQ4cO4c///M+lk9HKygpisRjef/996HQ66ZpTr9dx5coVVCoV/PCHPxRPl+uORqOiYO12O1wuF+LxuHhFxWIR169fl4u8FyHUqNVqYTabkcvlUC6XBUWYnZ0V+OfGjRvSSktlFRoMBjz//PNiZJPJpOTySEDQ6XRSg0kYRIVrmB8dJoNZKpVkLuj6+rq8FzpvNIjNZhOJREI8VuZFVFICsI22lEolXLx4EefOnbtvQ3wJSbVaLRSLRSnkpvG/cOGCEO0IhR1Uvo66gTAe0Esg5O9Xh9YDEIMPoMfhpi6h0WTaQKvVyu8qFovodrc6VRFKZySZSCQAQBi7ZIPXajWcP38en/rUp/b1ffQL7yYhxBMnTkhUzhFl7I2bTqellyzfi1pHzHe6H8LAqVgsyiSYV155RVIA1CHJZBKVSkXeP9NPJBdqtVoZ1qDeJ9aeGo1GKZFaW1tDs9lEOBzumTBzpzPLVNqVK1cEKfu4sXu7dm8JOfGHajQa8ax5uZgDYy6n0Wggn8/D6XT2lERQ8fBrCdHygnBR/LyqfA5aqNxfffVVXLt2DT/84Q+lxqnb7SKVSuH3f//3AWwp0WeffRZzc3M4ceIENjY28M477yCZTKJUKuGXfumX0O3+f+19WWyk6XXdqYW1r6wqsrgvzWY3e5npme5Z2rJGmrFWyJHjBDIkw0YcxAICRDECJEAeAj9kgeHAkAE/JUKCGIEDOTFix45tjUYaybNq1t6m927uW5FVrH2vYlXlgTiXt6rZ3WQ3i+yJ6gIEu8li1f//3/fd5dxz723grbfeQqFQkG4dXLSJiQm8/PLLmJubw+rqqowmcrlcWFtbw927d+WQP6oCy2azSKfTKBQKTfC3wWAQAxAIBBCLxaRVWDAYFEemVCrJOChOh+CBbDQaTQ3GjUajdHOyWCxCELPb7UgkEtK780lg62WzWVy6dAmzs7O4desWMpkMSqUSnnrqKeRyOXEIisUiPB6PKFnufc3a47R71jvqfNudO3fwp3/6p/ja176GsbGxA71HNuamo+b1egUuazQaQrAxmUwyjPmghJEPBzzrvJLe6+RPaJiSECvQPJWC+U9du8fOYvp3rItm9Go0GmWIANETYHuOq04jtVNI0slkMujp6YHf75cpQKlUSgZdOJ1O+Hw+HD16VJxbMoLJktVM4nbnMDW5iHYBADweD7xeL7q7uwV5rFQqcv3kx9y6dQubm5sy6YqBFw0dgzPC8Mwzv/XWW8hkMkgkEkI0JMGSSBrTJZyKtby8jB//+Mf47Gc/i4GBgfve154NJi2whjn4f3rLhA24IRlpsh5KJ+M1tMUyBP3emlSkDfVBCTcVB2TPzs5ienoat2/flqiJ0AEnVmxubuLcuXNSAgIAsVgMGxsbTf1He3p6hIXKJhATExN4+umn8YUvfEFKGNg/koQcMvUeVRqNhuQxOFmGzx6A1F8SOSgUCggEAlLbValUBALJZrMygYZoApUQnx9ZiswHcV+wADuRSDwRfS0TiYTMeJ2ensatW7ckSunu7havnZFXK0NTswFZ9+ZwOJpGMgFbxiCZTOLSpUv47Gc/e+D3yevTY8josVcqFWxsbMh6cV2Bg5n9yNwaoW8NqWpHms6YJk8xD6Z5EjrFo518Rti65ITdx/i+AKRUivCmLn3T79lO0UQdwpnUCcViURxRprw4OFqjd3w2mmXc7mtmaY+u2Se8zkY1VqtVrpE/p6PEHKiumAC2y+2YLqAjYDRu9dblnN5IJAK32w2/348jR47IZzFIoQ50OBwC/T5Mr+7ZYDJRrHMKmiIMNGPlmjXJmiZCLuvr63A6nQgEAuKFAxB8HoDg4PV6XWqN2g1h6VKYTCaDeDyOP/zDP8SNGzfwmc98Bo1GAwMDA3C73bDb7Uin08jn81hYWBAG3b//9/8eTqcTk5OTkish0em73/0uRkZG8J3vfAfd3d3w+/3SH5MMPZvNhunpafz4xz8Wh4JNl/v6+sRb2uvG59rcvXsXa2tr0omJEBSVKbDVkozXtrGxgVgsJk0X2Eihp6dHDsbq6moTpMHmDMxVMxfR29srr6OXd9gGs1Qq4V//63+Nq1evYmFhQaITt9sNs9mMW7duifNA4gKFOU06i8BWCU13dzfGxsbw0UcfyWQWr9eL8fFxJJNJ/N3f/R1+/dd//cDv1WazYXJyEnNzc6jX69JYgQ0DiHh0dXVJnd9BpUR+8pOfYG5uDi6XC8lkEjMzM9JEQEebhB15tligT6IOAIGSAUivZJ4lvpbOAKMWGicSjTKZDEwmE3w+nyAyzPmHw2E4nU5xNtv1jHRdtMlkgtPpFINJfkC5XMbg4CB6enrg9XrF4LSWbzBVpnPs7ZByuYzl5WW89tprOHXqFEZGRmQfMa9JA0fDzjLFUCiEQCCAs2fPIplM4s6dOxgeHsbU1BTy+bysK516QrM0dg6HA0NDQ+jr6xMn/7XXXpPn9Nxzz+Ho0aPo7e1FpVKBx+NBKBTC0NCQpBrvJ4/EkqWnoGHT1qYF96uVordDhiWNI6M0bjy+F2ncjNzaQZKgUdasRsKK6+vrWFhYwOrqqsABhNuIk3OiQSwWQ622NYePUF4ymYTFYpHCb8IhVFp+v18WTI8o2tzchM/nw/DwMFwuF0qlEm7evCnPjYeaI7l2K4wYisWi9DhlboiHiMqIbLRcLifEJHqGJpMJfr9fnpGeNKO9WTo+2iPXa8hDfVBlCzvJnTt3ZFp9JBJBqVSSfBUNIWn496O/6xZtRqNRnh3bIepSAB76w7pv3psuhdFrouF5q9V6YPMega361Gg0Koo1kUjIc2dOSit77imeK30PepADf6f/zfViNNnKpwAgbfXY/5cIGFETna9uh8FkLlAToPQZ4rNh2zuySAnR6uei9bPOa7ZD2NO2u7tbUnE659xoNASRotFkRMnubpzBe/fu3ab6fjopfO5Ec5jr5PswTcLyPWBbt1EMBoOs6266Nu25cQFDZN08nZ4aNw2hWW0suTC8QY434ggdfTh1To1dUxqNBkZGRiR3sZ+bM5/PY25uDnfv3sXS0hKuXbsmn3fr1i189NFH0q2FzoLL5RKPLRgMihFaW1uTZg7AVnF4X18fnnrqKaytrSGRSMBoNGJychLnzp2TBdT3w4319NNPy9SBWCyG7373u2Ks8/k84vH4rg0mI2ZNK9f9Y0maYIKePTvv3r0rja9NJhMmJibg8/nEWyyVSgJdut1uyZHwMzXMxZIAQtncS4fZxaler+N//+//je9///vS/5ZepoaS+b1VUfHg83d6Cksul5PaTfagLRaLuHXrlijhwyQ6abRGKzB9bp1O54Gy1H/2s5+JI8GGHmzfRqWrUznUBZpMpktO6OBRpxDqpY5iaYKuBdfrzqHLPT09sNlsQmTjdVD/tYvtrB0sGmudgwW2UBCv14ujR49ifHxcCEHBYFBgZ33OrFZr09CMdgiRAfZS5nxjIjQ0kNRDui6ddebPPvss8vk8Lly4gEKhgPn5eRw9ehQejwcARBf7fD44nU5BsxKJBJLJJFZWVqSUjW05R0dHYbfbBUVhjpeN6x9W377nVdb4vaZv80M3NzeF8KFD7XQ6LcNeaUBJ5iEWrRsa8yCzeJpQJyOs/ZJ0Oo35+Xn86Ec/wt27d7GysiLtpxKJBOLxOACIgqc0Gg2pP83n87DZbBgZGYHb7RbaeaPRQDqdRi6Xw5UrVwQGcjgciMfjeP311zE+Po5jx441PU8qA6vVCo/HIwqC8IPP54Pb7d41SUbXOqbTaUSjUczOzoojwlwCn2s2m0Uul5NSkkajgcnJSTGsnBnImaj0tAkDaWalvkY2OmB0RWiM8NJBsDCB7e5GZDHPz8/D4XAgGAzKs+IaEOZh7hlAUyQN3DskgCQHlqaQwKJzgrz3w3AWWH7As0jW5dGjR2G32zEzMyP3r+vlDkJIogO22Oi6oYnO5elGKSwH0UQfLVTORH9YUkNdRiOpo0uPxyOGtVKpYGlpSc4oiWvRaFTKyvr6+to25J5Gj9eq5wmzNMnv96O7u1vG8FmtVnR3d0v/ZwrfhwSpdhn6//yf/zMmJibw9a9/XQIrDQ+z5Sknxeg0zY0bN3Dz5k0MDg7C7Xbj2WefxdLSEmZmZqS9HdNg8XgcoVAIHo8H2WxWytsYqdJBWltbQzweb0ob0XAXCgWpv/3N3/zNB47deySDqb8D2waTHV20R8doiQOFGSGSZq/Dcu3dUnmaTCZhRLV2rdgPKRQKiMViuHbtmuT1mCuNx+OiMBnm8+CxZo31QX6/H2NjY00dQsis5cLq0D+ZTOL999+HwWDAkSNH5HqoFOi10ggxh8v6I8ItuxGdwyC8yhZTrIsFIOtGSj9b3xkMBgwODsJsNmNjY0M6/SwvL6NUKuHIkSNSV8UDms/nAaCproo1VzQ+LMFhpHkQQoUTj8cxMzOD119/HbFYTIwHkQL+m545oVmNomgCimZsklhAZiDzb3xP7u/DMpiMyHThuNVqxdDQkFwTDSbhvoOSTCYjOoA5O16zNph0sAiXa1RKQ5D6b0i+YvqBZ5VGRDuWZHWbTCYkEgksLCzA7XbD6XRKZEKnMRaLobu7u20Gk2vB69YRLQ2m2+1uctbZZYzQJIXvo1HAdsirr76K8+fP4ytf+YqsC/UaAEEladwYDNTrdSwsLCAej+OrX/0qbDYbxsfHEY/HpaMP51gmEgnMz8+jt7cXPp9PotVMJiP9Aagn2bGMvyfRks+UTUe+8pWvSG/vneSRDKb2xhgx6HpJRhz8d7lcFmanxWIR6I/5SkZujHJak9P83ppf2A8JBAJ4/vnnceTIEYl08/k8NjY28NZbb2FmZga3bt3CxsYG1tbWpAVVpVJBLpcT8pLZbMb09LQYBIqOSgmppFIpmStps9lw7tw5RCIRpNNpgfAajQaCwSD8fj+cTic8Hg9eeeUVOQw9PT1Cb3+Y6JxPV1cX3G43jhw5glKpJOPZNMSlu6fQ0JKt++GHH8paBAIBYeWx4wYhMLJKaRjYOo/jiaikmYulcdZOwH5Fm1Sa1WoVt2/fxvr6Oq5evYrV1VUsLCyIcWO+zG63y/Vxj1NR6ghbe+fawABbzoHJZEIgEBDlT3G5XEJA0CUMByl0BgBID9KxsbEmyIxe+kE2LnjppZcQjUZx6dIlSRcwGmKUQseLbGVdVsIzRseI98kcZK1Wu8dY6I4+5FNkMhnJw3FmIpEYlpgMDQ2hUqlIysbn8+07QkI0hPuN+oWwML80wZLpAbfbLcx8/ToGLHQgWvN6+yGvvPIKhoaGsLa2Jv1719fXkUgk4Pf7BaV0uVxyX0TPqtUq1tfX8b3vfQ8DAwP43Oc+h2KxiP7+fimHIm9EcybI+iZjVsPlU1NTkv/kntZTbWhMnU7nA5GuPTcu4Jc2mFwM3feV3pq24jSowDb+rOESbQz16/hzvm4/hZCTxsXZq3BjY0MwbfZE1fg2lbyu59LXTEXIaIoQEA+t1+uV4tzWLwBSCM8oje+vywJ2I6yjo+HTkT5zB9op0TRvrkOxWBQHga3+QqGQNGRgPoJEKE3QaH1f7iEaU0a0rYXqj3qIWx2rRqMh0UAkEsHa2hoWFxcRjUaRy+WaIhYA96wVqfyaJEKHTt9L6/7mmmkYjY7I49zffgvLEbh2VCSaZXlQMjAwIIYO2GYgAxBHRiNYunxNC88glSkL+Gl4eI9cR34O9wFhXxoY7Zxyf3E4wczMjDD891s0cqERO+4lYDty06ksGk/u4dbzzb9r19qePn1aSIEabaNzCkAiO/6b10P9kkgkBNVizpFogUZ6eL6AbRKPfhbAFtLF3K1e83q9jmw2K3XpvJb7ObB7jjDppekcAo2f0+lErVaTkNhsNks5ifb8NJZNT1aP92KPWkK9PBy5XE6S+3w4jyut72EwbM1y9Hg8GBkZ2ZE5p0X/nt0zWpl49/ssYHtyu+5woV+vc5v6d3uJSD7++GOBKFi+w/Z1hUKhafi3wWAQNhqnPdRqNUQiERQKBXg8HvT392N8fBwTExOwWq346U9/KrVNbOPHuj4NvQPbxojsW6ITyWQSLpdLvHhCmI+yxoyMNDP3+vXrePfdd6X4+fr160ilUjLKiR1cuG9bnwmRkVwuJ3lrHiwSnXQ7LjokjDQ1pEhYisrkMAwn16Zer8Pn8yEQCAgbk60u6RAepME8deqUKHSn04nu7m7Mz88DgPRP7u7ulnPHmZfsNNW6Z1gMPzU1BZvNhp/97GeSWuFZYE6TURdTPzzTDocDvb292NjYQCqVkhrHXC6Hmzdv4pNPPsHXvvY1nDx5ct+fBwmGJPkwxUMUiAaDjUy4n1gSpMd46YlSPNftKuf6Z//sn8n1GwwGSdNwyDpTOC6XC263W+rRS6USenp60NvbK12Z7ty5I2vKObN09InUkBjGrmrUwVxr5jJJLqUjRUSRDj+v4X5kyj2zZHUTAW0stGcDoGlBSCyhRacSo3LRcIn21gFITSK7bRwUxV0zIh8m2vvTnt9eFOFuXstnA2zDrLsxnKxRSiaTYtiSySTq9bqQUTQUqguE9c+0M8NcQFdXl+Tl/H6/EL/oOdKwMGLlIW+NCjKZjHRCYts99qrdrVAxXLx4EdevXxcyEQBp3gxsIRWJREKISfTO6flq9hwjDpYUVatVyZVwbx49elRg2ta6Nx1pco0ZbbYzh/QgqdVqMtKL18Z1pALlPqbzcVBy8uRJ6Vecz+fFkQIg+41RO0lZOsLimeXzZUpoZWUFRuPWLFoA0tWHe4ZKnTAloU3WBmoHj5FOoVAQNmq7RmQRhSEqxGiNPABd7sTX86xxBCD3rSaqadRvv9NcwBZpSgcAZrMZp0+fRjAYlH1vMpmaSj/4c5vN1kQ2o2NKB4/MYTKcGbXq8Y90fDmxhfesHVTaI8KxhGYfxCt4pMYFXEANxVIh6AiCm7FerwvVnpuTC8cON4R/tBIjS411N/F4XIqXnxQ4C9iOBNup/FqhGf5sN5/JJsdLS0sSzbO8heuiW4Wx84Wu09QkCMLWzN1WKhV0dXUhFArJ5iWspeFgn8/X1DKPPzcYDJIvWlxcRF9fn+QSd2swNbnjjTfewJ/92Z/J/dJo6ppDlnTQqOl6MGAbduNh1k4c9z27kpw5cwaRSATT09NS/E5UhMpL51iYV2GUcJB7mZ+fSCQkr8q8s4ZCuS5sfXhQcvbsWWl3lslksLm5iYmJCRgMBiwtLQHYWkcNl/K+GDVQv+iSrUQigWq1irm5Oeljqp8HAIH6WFrU1dUlRjQSiTQpeiJp7CKz13ro3Uqj0ZDuR3q/cE2o4HXqC9gejkBHSDcrALYNZrvQA+YC9Zk5f/68lHwwkp+bmxPmMvW93W6H3W6H0+mU+kuuKc9eKpUSgh4bShDVofHkeEEiahz0wLNNI0zujN1uF8f4frLnCJOeuU4as9ktjShxaHqCXBRt/WnZGVZrhptmVTUaDanhmZ6eloV+VLjuSRTtWFBaoVh+aTLObkUX89KgpVIpIU205qV1Po8wHZUJo0N+0XBws7NmTHdZIRxEOEYz/Hg4rl+/DovFgpmZGZw9e1YaIe9W6LB0dXXJsF9eAx0AvT91Q3G9Dq3/Z5TCaNflcuHkyZMYHx/H2NiYtPF67733sLCw0FRy1fp+reeD0NBBS7ValWiejkwoFILRaMTS0hKy2aw4F2zo0Y4oZCdxOBx4/vnn8Z/+03/Cn//5n+Ptt9/G6uqq1NERQqPovJ7+PxWsrsUkCYR7kI4S9Y+useWzYQQHQJQwI9lwOIx6fWuU2+P2dn6QkPTE0i2Xy9WUX2Y0SVIU9QTntDIiZf5Xw7LtXFeeSUa4nILDIRzhcBg+nw+VSkXSMeRm0PnhGrUiNRrV046eRoxMJpPwI8iSTafTTbl6PlOexzNnzjyQ7bznCJOJW4vFIvkn3ogeSsoLbo2I9IPkjTFPqUUrW0YF6XRaNma7NudBi342+r74vXVztOY1dyvcWPq5MQrU0HprflrXyPIgMpIj1NHb2wtgu/6Qnh+w7WkCkN/pAmx+JZNJdHV1ief4sDE7Own3lcPhgNvtlpFcnEWq8zX6fu/nZRsMWyw+h8OBkZERmR5z9uxZnD59GsePHxdC2N27d5vWRROG+KypqPjzw5jQwuvQz4OOAOv3dG2tJmMdhJjNZvT19eFLX/oSrl27hk8++UT2P/cS9wyhc31vrVENHXK3290UfWomP79IFtkpHcPIR7ekJGTN8WDt0Emt70cugma1M0rSKQDejyYG6X3+qHrkUa6fa7KxsYFEIiFrQeY5I3qijXp96QTQrtDQafgVaA46dFqB0XUmk0GhUEAqlZJ1pB4iB4G1qw9Kxe05wsxkMshkMtKejY2S2WlBD17Vo4s0E5ablnAba6O4CblhNWuNeSQdufz/IFz03dRUPuqB5MFhuymv14vR0VFJvjP6YnlHNBqVphI+nw9ms1l+l8lkBGJ/4YUXMDQ0hOHhYayuruKtt96StdVRKqn6bHTAe9Aef09PD5xOJ3p7e3H8+HF0d3fvuWCen/3tb38bf+/v/T185zvfwdLSEvr7+5FMJrG2tibXxGeioVNeCyMTq9WKz3/+8zh+/Dh+7dd+rcmoEFIlAuJ2u6WmVJfH8H1JKqHHTCO8mynv+ylEEkiW4bPgZBWbzdbUYowtxw5S7HY7BgcH8du//dt4+eWX8aMf/Uga/QOQqIXCXKbu3qOZyYyiaRDD4TAmJyel9o4KlMMS2NmIpRn8PCItwJbzx9FfJpOpLSUlwJahi8fj4khSr9KYsAWe2+2+Z0KQNqI0QIymWJrhdrvbbjT57HK5HNLptLQQZR02I2B2EKOTSsNF+J1cCV5vaw6W6A2ddWC76QO5G2xXyiY5TPV5PB74/X68/PLLDyzX27PB5MWxZVVr1NJ6I9qjay0O1spKG0ENywLb3hC9hf+fDOZe5FE3tt/vR6VSQSgUEuiDMBQPks5V8lmzZRWjNtYu0ZiMjY2hr6+vKUqiE8WDSueJkwKIGFAhafIP86Bk9z3q/VI5vvLKK1hfX0cwGEQ2m5U8Vq1Wk64gZPXSK6Wx5J4Lh8Po6+tDKBTasUUcoTy73S5EB7YcJOTN3BcVQKVSwcjICE6ePCnlTAcpVKY0BHRUuY5EfLgfdPOJgxDqjJ6eHhiNRumoE4lEZKIMlShre2nIdEpBIzbcZ3RqOOKJDEk6clSqOoJk/plOo252QGejXR1zjEajjJHj/fFc0TFgakwjGnpN9bPgeeSEk9ZIrR1CR0PDrHrtmHcEtshYZO8TNichRzdtZ0Cl87Maom1FtTKZjCBgRM2y2ayce7fbLanFB8muV1lvPioI5hM0BEuolUaTm4rzDsvlsjBdmcQF0GRgW6FbYs06N/bzajQfRdj/tVqtIpfLSdclHfmYzWaJ6vr7+5s2I784fcTn86GnpwdTU1NwOBx49913sba2hlqthmQyiVwuJwqkXC7D4/Fgc3MTsVgMxWJRum/YbLZ7ygJOnjwpczcf9SAzov23//bfys+4X6gkL168iPn5ebz//vtyDVQiPp8P2WwWqVQKIyMj0uVoJ+G+93g8GBoakhl/brdbmMlUuC6XSw78iy++iK9+9avo6+t7pHt8HGFExKHR2phT4TBCpsNwGOkPTq0YGBhAJpPB9evXcfv2bVy+fFn2WTQabepRSrY9gKZohAaVo+SuXbuGaDQqjUiA7TIfGkSDYXvIgtPpRC6XQz6fh8fjgcvlwtDQkDQVoZO132I2mzExMYHFxUUA29E0lT75CJFIpKlhCvclhWcsl8tJKQfz7+1cWxo8lgQSpeHZ0G0iU6mUkD0ZSdfrdZkYtb6+LtE1iaLkTOg0kkZ3NjY2BDanLaKjeP36dQBbpUzPPvssvvCFLzz0WTzSAGkAO3qo3KgMpxmpUCkDaIJlzWazeIeaUgxs9+7kTdpsNoGzUqnUPcOoO3J/4XMl7Ol2u+VZ6mYLdFYYRbJtnvbgQqGQQDpsVr6ysoJsNitdg7iu9HgJgbGlHiNOog7sXNTX14dgMNgWxiEPApXiiRMnMDQ0hImJCWF9s2k+jV2pVMKxY8cQCoUeaMANBgOmpqbwm7/5m6KYqbg1oU0r1f7+/keCnfdDGGGTCELIjNGXjkqCwSBCodCBG0yefQCyFwcHB5v2TqPRkClCqVRKpg2trq7Kc6fiZd6vWq3C7XZL3p1cDDr3FotFJihRpzHny0ER7ONMQ0CjQJhxv5+D0+mUiRzUk5pVqodW6Bw665mps3kvNDjtiopbr59rybINNmsBIIgWS3nowDHw4mt0zTNzmK28Dl3SyLUk6YcE02q1Ks3av/KVr8BsNiMUCmF0dHRXe3zPnX7IsmK+QBtMsgB5U4RCNCNLY85cYF1TSAVCHForcD5EDjjuyO6EG627u1sOEeElKnZNnuBBZJ5ae+wcFr25uYlkMiktxGq1mjD1LBaLUOHr9TpCoRDGxsZw6dKlJsaeRib8fj8CgUBTrqldHrvZbMbIyAiALe+SLLvl5WVsbm42UeI5W/BhinBkZARDQ0P3/LyVWERDpNt5HaTwvrg+fMZkDmvWtMFgkHmthxFhaoSJDh9Lgnp7e2GxWBCNRqUgPhqNIh6Pw2AwSJ0enTtOGikWi/B4PAL32u12QVyY0ydpzGQySSeofD4Pn88Hr9cr8KiuBdQlLvv9DFjyoElimutBA6L3KHUp0RYNVRNqPyiGNg0gmwxow86yNmAbcaSjwzNjsVikhR5zsJqoRXvDpjYsKyGCwhwm25n29fUhEAggHA7fM9v2YbLrV2oFRi+PZAfiyaurq1LUTWXAh0Q6sWbO0liyC0SlUsHQ0JAU2vOLEwPC4TBsNhtu374treU6sjux2Wzo7e0V5c0oivkE4vyaxUoYkV4qvVsazHA4jEqlgvHxcTmIND6M2tj1qdFo4MyZMxgeHsbKyor0piX6YLPZpOekLrA+COHnDQ4OihFn3kV3CHmQtOaWmB/W9Y10IjVDl5HCQYlm67KGmgpocXERkUhEhur6/X4cP34cExMTB87mpeiIkiPnhoeHZY/29vY2RciE6bSTp/Oz1E3sJKbRE83AbWWXspOMJjISQeF1tMv5MRgMQhKjgufeoaPbioBo8h0JLkBzD+GDEkLajPR0EwW2rON9MDrUZT/r6+uytuPj4wgEAvK89b7UETjXRQdq+nq4lnvd13teYU3o4cbjBuIDKRQK8nN6XVwofYG60Bhobv2mGyDw//T6WGPXkd0LvTEyO5lH1AaTh0sXaLN9FT1SHTERQiE0zg2qa6PY/WZzcxOjo6PSgo3wJ5EEtj3T3udBRTV0Bgn7c5/Sg9/LoWqNMjTzm98PI1rTQgOjyyNIcKETxcJ/wpOHKRrWa4WwW2cXauWo99FenznXkYZUQ4VaXx3UXmWErYmPGq3T98jfaYKkdghYRnRQ6IbOkRMWZ36SjhDTOLlcTuoxeQ/UKXy9zoXy3gCIzdH3pe+fOk2v4V5lz0+MCWe2iOKEb2B72OnCwoLAJrxRehDaqlMJ6/CZZQyNRkNYUcy5BYNBZDIZ3LlzB5OTk490wx3ZEt1ejMqou7tbfgdsbTI90ojS6rXpVnB0gvj3+nc8EKypZZP7QqGAI0eOYHh4+B4H6iCNi4a7CPHsVjR8yMPJn9Hw3O/vDlK4bvT0uV46bwlscRV8Pp8gQJ8WaSW7PM776O87vedBrp3f78eLL74oQ+5pOLnnWid0kAxEmJnMX4/Hg8HBQZw+fVpSKO0UzcTnM2QHJzru3d3dyGQySKfTuHHjBp555hmEQiHZm36/X1iyJCzxvbiH+RnawW2NuFt/9iiyZ4Opbxpo7l04MjKCSqWCCxcuCCyiIR8A9xxMXS/EkgNdn6O/aGzZfaYjjy701DWESGPFRDwPGzchf9a6htrItcKX3C8GgwGZTEZyQU6nE4ODg9IEnhPg9WY/rEjscT73QYf1SRBG/+yLSuiZLEOdIkkkEpienobRaMTU1NShdCXqyJYQCcrn8zKUnrnVSCSCubk5nDlzBn6/H6urq1hbW8O1a9eEkEdSzfr6OiYmJg6M9ENh96RUKiVkHN4DS9S8Xi8MBgNGR0fR398vzh33Z7VaRV9fn8yX1TZBl8fthAjt1xl8ZIOZSqUk/KWhO378ODKZDNbW1iQfpmfU0RMAmiEC3jQNLL0khuTMR/B92pVg/3kR5oVMJpNEDyRymc1mGaDN1+rvjyMcuN3d3Q2bzYZgMCjrSGTh0yxPAtz6MCEkRudFI0YAhBFKNvMnn3yCWq2GL3/5yx2DeYjCgvxUKoV4PC4s52w2K3r4s5/9LPx+Py5fvozFxUVcuXIFs7OziMfjkrstl8s4c+bMgbJkafiSySQSiUSTU81OXOPj48jn8wgGgwiHw8J30QS0Vh7NYcieWbJ+v18evM7xMEcWDofx8ssvIxQKNU0/ILtMNzwg4UO32dMJ6np9qxF4IBCA3W5HOByWgtf+/v79fxo/R0JHRrNkNYzYDpIHy0Y07ZtyGOUVP49Ch+js2bOSB/J6vXA4HDh58iTS6TROnz6N/v5+9Pb24ty5cxgdHT000k9HtsTr9eLpp5+G1WrF0NAQGo2ttpbRaBQjIyNSJmW32zE6Oiq10nNzc4hEIshms7BarRgZGcEzzzzTlEprt5Dr8txzzyEUCkmnH50XZq3+6OiozCBuNY5PgjO6Z4NJmrJWrhSj0ShQGyNP5qF07z4aS50/Y76LBpNRJynlLpdLRlE9CQ/u0y6aDajzjvxdO+SgO8Z05F6hoxIOh5FIJOD3+4U16HK5EAwGEQgE0NPTg3A4jHA4jGAw2DlzhywWiwXBYFAaXTBtZbPZMDY2hiNHjkjU6PF4pNSEpTU0mJOTk+jr67tnalA7hXnl3t5eiZIp2o7oputPqp43dKDNjnSkIx3pSEceLh2cpSMd6UhHOtKRXUjHYHakIx3pSEc6sgvpGMyOdKQjHelIR3YhHYPZkY50pCMd6cgupGMwO9KRjnSkIx3ZhXQMZkc60pGOdKQju5COwexIRzrSkY50ZBfSMZgd6UhHOtKRjuxCOgazIx3pSEc60pFdyMNa4+26DVCtVkM8HpfhwYVCAYVCAZcuXUIsFsPs7KxMMvd6vdIrkKO/0uk08vk8kskkgsEg/tE/+kdwOBywWCxwu92wWq0yRWMPspsX7/oeOc17c3MT5XIZqVRKOu7b7XaZ6LDTNbL13+bmJi5fvox0Oo1CobB1kQYDSqUS6vU67Hb7PUOFBwcH4XQ6EQgEZPq6+ox9vcfdygGP3tq3e4xGo8hms4hEIjKppVgsYnNzE8PDw/D5fBgbG9vVvbH59dWrV2WiQiAQgNPpRCgUkhFZu5S2riOnzv/O7/wOstksvvnNb8Lr9cLr9SIcDsvM01wuh8XFRbjdbjgcDvh8Ppmjug/S1nvUAx2oUzKZDJLJJBwOB8xmM/L5PEqlksxp1UO87XY7+vv7H7d37oGex506te30s31ud3koOudRRM9u3qPseI/70q6ejYAvX76MRCKBaDSKlZUVxGIxrKysoFAoIJvNIp/PI5PJSJ9AGhD2jzWZTDh//jwMBgP+1//6X/D5fAgEAjh27Bh6e3sxOjp6aE26OV4nFoshk8kgGo3i4sWLuHPnDjY2NjAyMoJ/9+/+Hex2+z1TAGgsS6USMpkMfu/3fg9Xr17F6uoqbDYbnE4nstksqtVqU59eNin/xje+gaNHj+IXf/EX0d/fj+Hh4UN5BrwXvQmfxH6P95NGo4HLly/j5s2b+Ku/+itks1mUSiWUy2U0Gg187Wtfw6lTp/Bbv/VbD53k0Gg0kMlkcP36dfyrf/WvkEwmkc1m8eKLL2JsbAyvvPIKhoeH8cwzzzwRz6hSqaBQKCCRSGB9fR0ff/wxXnjhBTz//PMyRYgNsI8ePYqNjQ3E43EAW7Mx/X7/Id/Bw4UG0Gw2o1gsYnp6Grdv38bly5cRDofR1dWFmZkZbGxsYHZ2FuVyWeYpWiwW9PX14Zd/+Zfxj//xP26a2/skix6WTYeBP+PPW3t+/zxJtVpFvV6HzWbbl3O4Lwbz9ddfx8LCArLZrCyWxWKRKQic40Zvr1wuS/P1rq4u6U5vs9nwwgsvwOPxYHNzE06nEw6HA7Ozs5iZmcGFCxfg9/tx9OhRBINBeDye/bj8BwpnA/7VX/0V7t69K/MbC4WCzKXb2NhAJBLBf/gP/wEAmiZ/6LmdpVIJpVIJ165dQyqVEuNIA9RoNGQKDLAdxX3wwQfI5/P4+3//78Ptdrf9nlul0WggmUwinU7j2rVr8Hq96O3tlTFdHEbNUWGNRgOFQgEmk0nG9JjN5kM1HOVyGcViER9++CEuXLiAaDQqw6053urdd9/F9PQ04vE4hoaGMD4+jmPHjjUZi3q9jgsXLuDWrVu4efMmUqkUhoaGYDKZkM1msbS0JMNwjx49CgAYGhpCKBQ6rFsHsN0Am3MGV1ZWBBHi4F1guzk7J5nwbH4ahA4cRwWmUinMzc3ho48+QjgchtVqxcbGBnK5HNLpdNPfmUwmQbSexP7auVwOkUhEdEU4HJZr1QMU9NxabUALhYKMdrPb7XA6nbtucM7zwc/moPlHFX1d7XS6qbdKpRICgQDS6TTu3Lkjs2ANBgO8Xi/OnTsHu92+q4Hxj2UwOa/ywoULuHLlCsLhsMBQFosFHo8HLpcLAMTAJJNJ5HI5sfx2u11gLIfDgaeffhpdXV1YWVmB1WqFzWbD0tISEokEcrmcbBS+fzulXq8jn88jFovhBz/4Ad555x2ZwAJsTd+w2WyIRqNoNBqYn59HpVJBsVgUA0GlbDAYZEo6ADmgJpNJDCNfA0AOPQDcvHkTNpsNHo8HDoejrffcKvTak8kkVlZW8N5772FwcFCcAsLl1WoV+XwewNZGjcfjYii5XhQe8K6uriYYrZ1SrVaRzWYl4qChsNvtsmbXrl3D9PQ0VlZW8PTTT+P8+fMIBoNwOBzo6uqSYbZXr17F66+/jo8//hgmkwkvvfQS8vk8DAYDotEoEokElpeXkUwmMTo6CqfTeegTP7TBLJVKWFtbQyKRkCkWev4pnwvHMn1a5mDyHonoZDIZRCIR3L59G6lUCna7HYVCAdVqFcVisWkPmkwmOJ3OJ8pg8mxwfuni4qIEJITQAch98P6B5oizVquhUCiIo+/1emGz2cS4Uu5nQHl2arUa6vX6IxtMPlcaSyJo7TSY2WwW2WwWZrMZq6ur+Oijj7CxsYF0Og2TyYRwOIzh4WEEg8H2G8zZ2VlcuXJFJmG7XC7Jtfn9frhcLpRKJRn71dXV1bRQNCpms1kWNh6Po1gswu12Cyw5PDyM/v5+ZLNZxONx/Mmf/Am+8Y1vSE6vHQ+8VCphfn4eb731Fv7v//2/mJ2dlVFjhKD5ZTKZZFNyQ9PYj4yMwOFwwOv1CvwXiUSQz+eRy+XEqACQg8y8LvO8HOzMTXZQUq/X8d577+Hq1avIZrNoNBro6emBxWLBxsYGarUabDYbLBYLqtUqSqUSPB4PrFYrLl26hI2NDaytrSGXyyGfzwsC4ff7ce7cOfzO7/wOFhYWEIvFcOrUKRnfth/SqvQqlQqy2azAjul0GrVaDblcDgaDAU6nUw4yYbvLly/jypUrOHr0KL761a9idXUVf/M3f4OLFy/i9u3bMvA2EAhgdXUVxWIRAwMDcDqdEuG89tpr6O7ulnTCYUFjZrMZDocD3/jGN3Dnzh1897vfxZ/92Z/hT/7kT/Af/+N/xEsvvSRT7OnYMQ3RaDRgtVoP5bofVYrFIm7cuIFoNAqLxYJKpYJarSaDlOmgWywWRKNRuFwuPP/88xgfH2+axXiYEo1GEYvF8Nprr6HRaMDr9WJ0dFTmAufz+aYIs3WeLfcbjafO15dKJdGx8/Pz4vwGAgH5uR7yXCqVJFobGxvb1fXTYJMrwGvhtbZr7i4ASffl83msra3hT//0TxGPxxGLxRCLxZBOp2Wc2A9+8AN861vfwr/4F//ioe/7WAYznU5jdnYWlUoFFotFHkzrUGluUJvNJptUGwoqqs3NTaRSKYGFCAFYLBZ0dXWhWCyK1xCJRDA/P4+xsTHYbLbHuY0dpVgs4ubNm7h58yZu374tERUhVF43sJ1Q1wQCwlw0dnpYM6MuCjeRwWBApVJp+jk3fa1WQyKREAi7XcLJ6IVCAfF4HNevX8etW7dQq9VgsVjQ398vRr1UKsm9EZJNp9OwWCyYn5/H2toa5ufnkcvlkMlkkMvlUKvV4PV6YTabcfXqVYHICBXuB2rAg6qVHmetauiKjg8AyWPV63Vks1mk02mUy2XcvXsX5XIZAwMDWFtbw82bN7G6uopsNivvv7m5KYbFbrfD6/WiWCwCAGKxGPL5PDY3Nw9kwv39hIo0HA6jWCxieHgYt2/fxtzcHK5duwa/34+TJ0/CbDY3zat9UqKtvQiVdCqVQqlUkvXmuTQajbBaraJXuF+4l9sZ9exGqOzJB6HR9/l8oifJBeFMYZ2rpM4hn8JoNKJYLKJcLgtfhEawXq9jfX1diIc8F/w7ngnqqN3uYQ276pSTNsTtfMbVahW5XA6pVAobGxuYnp6WFFo8HkculxO7USgUJEXzsLV/5BPcaDQQiUTw4YcfykDS5eVlBAIB9PX1YX5+HoVCAUNDQ3A6nfLgNjc3ZSHp+TCXycWwWq3y2mq1ikqlgnK5jOXlZVSrVUxMTODjjz/GBx98gH/zb/7NvpNgNjc3sby8jD/4gz9APB5HNpuFw+GAzWZDqVQSmNJisTQNymb0rL271dVVAGgiOQFoihR5gAEI27JSqaCrq0t+XiwW8dOf/hRnz57F+fPn9/V+tZRKJbz66qu4cuUK/uIv/kIcnJ6eHtjtdonSLBYLstmsKFbeY7FYRKlUwuLiIrLZLFKp1D35lEQigbW1NXzwwQc4d+4cTpw4gVqthr6+Ppw/f35fIMDWTb+5uYlisSjDzF0uF4rFIorFojg8w8PDwoSmkpiensb8/DzeeOMNMbalUklyHlarFbdu3UI0GkVXVxf6+vrQ29uLdDqNUqmEfD4vjPHDjtKMRiPsdjuOHDmC3/3d38UPf/hDfP/738cf/dEf4b/8l/+C//E//ofkWnmvh517fhThWq+vr6NQKMBsNsPlcsFmszVxCsgxoFGYnZ3FwMDAod9vPp9HPB7HlStXEIlEEAwGJbrM5/O4ffu2RMzValXOFSMmpm4CgQCsVivMZjPW19eF4MSUGZ3Y69evo16vw+12CzfB5XLBbrcjFArBYDDA5XIJH2E3QgeSRpLXpo17O4VG8uOPP8bCwgLm5uaQz+dRLBbFgfV4POjq6oLD4YDVakUmk4HL5XogsfSRDObm5ibi8TiSySTy+bwQVXK5HCwWC1KplCxctVpFOp3G2tqaeBrMCRkMBslFMq+pHyYNTLlcli96ATSm7YAoSQooFApNB4reGb1VengaKiX0QdHGgpuIjkHrxqE3rzeYyWQS4tHMzExbGbIffPAB5ubm8PbbbyMWiyEUCsHhcMDhcAjLl9PSmb+mYeE9ZrNZQQKsVis8Ho/cFx0NwqHJZBKRSAQ2mw3xeByjo6PC2nwc4fXoZ1sqlRCPx4WYxKiDjonOf/E9NHJApcR/M6o2GAzw+/2yB6hwWMLAvUDFdpiikYxqtYqBgQH80i/9Ev78z/8ciUQCd+7cQaFQQG9vrzwfp9P5qWNYVqvVpihZryPXg0gRz63ZbJYc5mFKvV5HLpcTfWmz2UTvlEolcahzuZzoBX4nAY/OnM/ng81mg9VqhdPplDSRyWRCoVCQ9+vu7kaxWEQulxPkZHx8HF6vV6Bar9e7p5QC9QGwfZYOwlhSz+bzeeESrKyswGKxoFgsIpvNAgC6urpw5swZmEwmXLhwAbdv38bf/u3f4vOf/zwGBwfv+/6PZDArlQqWl5cRi8XESyfN3mg0IhaLYXBwEIFAQGoV5+bmhBXlcrkkT+D3++FwOLCxsYFkMikQLhUtc4M0mHwPTb7ZT2k0GkilUkilUqJcbTabYP/ccCaTSRwAXgsVEaFpGlQNOQNbEfROG6d1g2kIOJvN4ubNm5iamtr3ewa2DuoPf/hDvPPOO7h9+zb8fj+eeuopiTDn5uYkeiR5gN6rJsSkUikUCgX4/X5YrVaBj/lsmPfd3NxELpfD8vIyisUi0uk0pqam8O1vf1sM2ONI69/n83lEIhHZqzxAXGPCcZq910qkoEcPQPag0WhEX18fPB4PPB4PhoaGhAhFRIJQ+2EaTD4PKrxMJiNM4HfeeQerq6u4evUqisUiPB6P7MFgMPipNJjcYzSYXCsNwbcaTBqYw5R6vY5MJoOlpSUxVlTyDCoIybJMKJVKIR6PS6QEbOkYt9sNu90Oh8OBF154QergaXAZpfb39yMej2N9fR0LCwvY2NjA5uYment7YTQaYTab0dfXtydGq97r7c5Xtn4uy/disRjm5+exsLAAt9uNQqGATCYDt9sNp9OJz372s2g0GnjnnXdw6dIlrK+v48iRI/tvMDOZDN544w0pcE4kEpIzACCMNCr6SqUCj8cjD43wHvNdm5ubGBsbw8mTJyVcpoGqVquyaAAEnq3Vak2bfr8Wo16v486dO7h7964QIMj+bGWe8fX8HY0iIy/S8oFtj7bRaEgus1QqiYNABdwacTKp7/V68ZnPfAbj4+P7cp9a3nzzTfzlX/4lLly4gFgshkAgIA5LoVBAsViEz+eDx+OR8gyz2SxKicgAnSHmh+r1uqwfo3K/34+vf/3rUtNKVipJOe0yKoFAACdPnsRPf/pT5PN5DA0NAYA4MSRVcM343OlVk0lJQ8t8aE9PD77xjW+gWCwiFothaWkJ6XRaHCgqYDp7T4JUq1VEo1EAW/vyS1/6El588UU899xzsNvtiMfjArs/Kde8F+F+0+VZ3Iv6frjX9Lnlaw/DSWCzBeaatXNJ0hYjTEKHNpsNgUAAAwMDggoA28xZGlg6Ebq8hEZ3dXUVq6uruHTpkuzx+fl5lEolHD16tAlO3a1ovX0QECywhSLNzc3hD/7gDxCJRLC6uopoNIpSqQS/349gMIhvfetbUubFCohAIIBKpYLV1VVBFu9XjfBIBrNcLmN+fh6ZTAZWqxWJREKiD34Vi0XY7XYxbAzvjUYjfD4f7Ha7YOqlUgnhcBi9vb2SqKcnrzc1uwhpL1F369gPYW52dXVVDlK5XJaIWEMN2ljyOw0jla2OJvl3ZrO5yRnQDLedhDBLX18fvF7vvtwn77VarWJhYQFvvPEGCoUCGo2G5C90sp5dlhht8XdUQsyPsb6L0AgPDHPUbrcbU1NTqFarsFgsUr/baDSk3ovKej+F+RgAwpTkWlGBMCdNuBWAHHoaVioOOj5utxuTk5PIZrPCuKRxZfRNctFhQ7IUEra4bsPDwzCZTOjt7UWj0RCDD+zcNebTIhpC11/8nU79aDbnTqSxgxBeAx1PkuQ0uVAzTdmBiSkTvgewrZNoKAlTMwLVMHUsFsP6+joikQgCgYCk1ViB8CgkKH3N7TaYJN2tra1hZmYG77zzjgRqDEJImjp27BhGRkYQDAZx6dIlYQtnMhn5SqfT+28wp6enYbPZ4Pf7kc1mJd9H9hUX/cSJEwLr0QAxV2S1WhGPx3H16lVZWGC7BIBsUqfTCZPJhOvXr8NgMGB0dFS8L7a/CgQCj/7ElVSrVbz++uu4evUq0um0RAlU/Mx5uVyupkhXM1qZJDebzbBarULn5sax2+2yyEBzvkzXhfErFAohHA435WD2QwqFAq5fv465uTkUCgWcPHkSPp9PvNBisSiGjnlVHlJtUMvlMnw+HyYnJ9Hb2wu/3y+eerFYlKYUhPc++OADzMzM4O2330Y8HhfllM/n8d577+Ho0aM4duzYvt0nAGmxuLm5iWQyicuXLzflL9kdhjWjXB992OkgAFvrNDw8jOHhYVgsFszOzuIHP/gBAoEAuru7Jc0Qi8WQzWaRTCb3de0eVQhTejweSacwz8XImmQYIimftiiTHIdIJIJ0Oo1KpSLIR7lcFmeWwn0ajUaRyWSwubm5L2mBvQp1Jq9pZmYG6+vr2NjYkLI8ksiI5nk8HmH76qqCQqGAjY0NrK+vI5PJYGBgAI1GA8PDw7BarYJyJZNJ/PVf/zWWl5eRz+dhMpnE0bVYLNJkZq9Cg9PuOstarYaFhQUsLS3h93//97G4uChw68svvyyppLNnzyKbzeLGjRu4efOmkJ9YUx6JRLC4uIiPPvoI6+vr+Of//J/v+JmPZDDpCdEwUGkWi0VYrdYmCIC4OyOT1tDeZDKJIkskEgKz1mo1yQPFYjFsbGwgk8k09VGlp8zWZo+7MJqynU6nhXlmtVqbIgT9neUm/Hudy+TB5RcND+9PK+RWGjbLT1wuF/r6+tDd3Y1EIiH9Z/dDaDzo4PBa9HVqJjOJK1xbQpXMG8TjcYnOdB0tFTPh9lu3bklhv+4OlM/ncenSJdhstn03mPTKBwcHMTExIfWXAwMD6OnpQXd3N06dOoVCoYBr1641RRoA7jEaRqMRU1NT0j/Y5/NhfHwc3d3d4hyyWJytFB9F8ey3cG/R+2YETUWpz5beu58m4V4msaWVhKc5Bxod0kjPYTBleW3UDZlMBvF4XEqciMaVSiXRT4lEoqlTE+9fE4OArUCA5RMejwd+vx9GoxE2mw0nTpxAT08PxsfHEY/HxWmgTqeTuBfRjTDaJWyoMDMzg+vXrwuvYmhoCKOjoxgfH5cyubm5Oclr+nw+uN1ucYw3NjaQz+dhNBoF3r6fPLLBBLY63fT09ODmzZvSIg7YwpLJNOXClstluFwueDweWWCfzweHw4GpqSnE43EsLCwILMao1O/3491338WtW7eEVETjS1ZmNptFX1/fo9xKk1CR5HI5FItFKcy32+1CSSY0SXhYsy51/rJSqcBqtcJqtYqR4b0xr8A6RmDb8yfkXCqV4HA40NfXh2eeeQZWqxV3797F6OjoY98npVqtIhKJoFAowOl0olwuI5fLSVSpcyB0SuigaJi6XC4jmUxidnYW3d3d8Pl8mJqagtVqRTablZaINJKrq6uSm6GCqtVqWF9fx/e//32YzWa88sor+5pHomH43Oc+h6GhIVy8eBEulwuTk5P4/Oc/j6efflqK3V999dV7HCSdT6Zy/dVf/VWcPn0aJpMJU1NT0gqvWq1icXFRmjUsLCxgc3MTn/nMZ/bSjL0twt7NrHdmiReZkzxfhMcLhYK0yvu0CJGedDot9bA0koToNDIEbO0PpiIOo5SGTimNVD6fx+rqKhYWFiRVMjs7K/eQSqUEiaPwvDBd4HK5EAwG4ff7xTn++OOPMTw8jMnJSYk0f/u3f1vu93/+z/+Jn/zkJ1hfX5dhGI/ipB/E8ysUCpibm8OPf/xjvPHGGxgcHMSRI0cwOTmJU6dOYWJiAsBWg53f/d3fRbVaRX9/P1544QUhMaVSKbz33nuw2Wzwer144YUX8LnPfe6+n7lng0kFmM/nUalUmuolSWRJJpPw+XySz3I6nTh79qwYJGBrcdmezGKxCBxksVhEuZFivbS0hPn5eYl4yLDMZrN47bXXMDk5iSNHjjx2YTgbLPyTf/JPcOXKFfzX//pfpWSGXja9VUYP3OiteRLNCqNXz8Lgrq6uJsiLUTU/w+v1YnJyEufPn8eJEydgNpuF9v/UU0891j1qyefzUqdExiivjQYTgFwzkQRCxdorbzQawgqNxWISneuIhk4I8y/Moek8SSqVwsLCAi5evIiJiYl9MzCcLjM4OAifz4ehoSHJCw8ODgoawMiL66OFxkRHArpMwWQyIRaLifNI54MO05OQD+Re3tjYkPZqmixChIHrkc1mYTKZEAgEDr0+cS9C9ImOqmY/8x712TWbzejp6TlQx0CTjeiIrq+vI5VKCYFseXlZ6p3L5TKcTqfUQ7fWlLKNIZ2CarWK1dVVRCIROXOxWAyVSkWYoDpFlMlkmpp28CyT9PikSL1eRzwex8zMDH74wx8iHo+jv78fNptNINrV1VX83d/9HV588UWEQiH86q/+Kmw2GyYnJ4X0Q8bsmTNnhOzzMHRhTxaGrEmG+polSYNJKEBDpU6nE2NjY1IbQyXKC9RdVkiS4WZiEW8sFmuKRlhTc/ny5X1jIBKi+OpXv4pwOIz/9t/+myg6zYptVYD8rqEfrVx5L3yd/rm+VxoQt9uNI0eO4Nlnn8XZs2dx9+5dJBIJLC4uIplMPvZ98poLhQJu376NeDwua0lYjnlUfS/Adu2orunjv81ms5QAEQ3gIWbOhEpLky60AiuVSlhfX8fNmzcRDof31WCm02n4/X709PRgdHRUGIa8N0bOuhmDfl68TmAbjSBcRaOfTqexsbGBVCol/UoJ3T8JBhOA1MIyktLOnf4/88qHNSHoUUVHa1xH7dzQ4eM6c0+yxO0gSD86zUH2KnOT8Xgc0WhUJsZkMhkZSRYOhwGgCQGjEBnie1cqFYkQuc9nZ2fR09Mj+Uruz2q1ilQqJc0MqAseNcJspxCNmp2dxQcffACfz4eenh5xdGOxGCKRCJaXlzE+Po7+/n689NJL6O7uxunTp2Gz2dDV1YWlpSXU63VMTk5iYWFBIvgHyZ4N5uLiIhYXF1Gr1bC4uIhUKoXZ2VmpofR4PBgcHMT4+DgGBwdx6dIl5HI5vPnmmxgbG8Px48dx48YNJJNJicTMZrNEpoxKaWxrtRpGRkZgs9lw69YtlMtlzM3NyQb/5je/KdTn/RLW1AEQh4CbkexNXjujUsLDPJga++fBYwkJOxmx5yj/bbVa0d3dDa/Xi56eHiSTSVy5cgVvv/02VlZWhGT0uFKv1xGJRLCysiIMVfYBZo6Y18kNxB66GmLmtfAeWIJTKpXkIJNtx/mKFosFy8vLTXlnKi+24lpcXMSrr76K48ePC3TyuBKPxyU3WalUMD09jWPHjuG3fuu3JLp88803ce3aNXnOjDh19E9FvLm5ibfffhu5XA7Dw8MSla2srGBpaUn2gMfjaWrWcNiic+XMkfPnOvonTEuDeRis0UeRRqOBRCKBeDwuBpHpEwCydnRgmGOvVCoyXekgpFQqYWNjQwhXfr9fSh/W1tbgdDqRTqcxODiI+fl5SWkcP34cY2NjmJ+fl37UwDaDls4ZUz4MbBYWFgAAa2truHTpEgwGA5566im43W788R//MRYXF3H58mU57z6fD2azGQsLCzhx4sSBPJPdCJvm/OEf/iGy2SyCwaBEjcDWc11YWEBfXx8mJiaQzWZx69YtBAIBVKtVrKysANjSWR9++CGKxSKee+45VCoVXLx4Uc77/XTOnq0MSwOOHz8uEdH8/DzMZjNCoRBCoRB8Ph9cLpfkLIk1u1wuHDlyRA6fhrO40LoGigqrp6cHbrdbvCeLxSIDpY8dO4ahoaG2HGZ6p4yedM5DR1haCG/xd7ouSnt0FE20IQOVcHU8HhdYJJVKNRGCHpV9RgLO0tKSlM6wnosGHXg4Hbz13rTzQ4Yh17RUKgGANGlnNMvP4fuZzWb4/X5YLBbpYKIJY48jbMJcLBZRKBRw8+ZNcc6AZmdQR4MaZueepaJdX1/H2tpa03pyQAAAQVA0QnHYoov1uYdbUwp6bYkefVqk0dialJNIJABs72N9f3QM+H/uRc2Gby3PaIfwORNhI9Pe5/Mhn8+jv78fBoMByWRSIko6pzxrumuYLhWhnuDv2LCjXq8jlUphZmYGdrsdbrcb165dw+rqKpaWluD3+5uaxhAtPGzhtTN65PjAcDiMYDAoBr5YLMpgCHJBWCbC/c5hEEtLS2g0tuqv76fPW2VPBtNoNOLUqVOYmprCl770JTFo//Jf/ktcuHAB3/zmN2G1WlEsFmVW4vnz5xGJRPDHf/zHSCaTMBi2ZpAFAgGsr69LgpqGRpct5PN5VKtVvPjiiwiHwxgbG7unELYdhbHMj1YqFZjNZnmgAJpo6VTozE2S1GOxWCSaIhOLngsjDz0GjLRwg8EgcF46ncbMzIwcXkK3JOY4nc5Hiqrn5uYwOzuL119/XXIbHo8HoVBIFGkr/MjcpT6EPLAaztOsYN4jCWBLS0tNHj9FOxculwu/8Au/IM+CXU8et/tKo9FALBbD5cuXZbTP/Px805zLWq2Gjz76CJ988omUAOnSAo0SMOKamZkRljhldXW1qelFuVyWKOKwI7RGY3vKjjYkNKL0rOmQWSwWSb88KXDyw6RWq+H999/H5cuXm4yRdlTpAOvaRdaHM8LUHYDaITabDX19fU0pDgDC1HS5XPJvlpasrKyg0WhgaWkJbrf7HgXP/coRZszNsjyEujeVSklnJ7PZjFwuB4fDgVOnTsl7xGIxeTZPAiTLSU4/+MEPMDc3hy9/+ctwu93w+/3igAcCAZRKJSwtLUkOmGge0yMmkwmXL1/G3NwcwuEwbDYbVlZWkEqlMDAwIK/ftwiTH0rSxubmJr7yla/g9OnTePbZZ1EoFDAzM4NqtYqNjQ1Z/GeffRY+n69pGomORnSejJ9DpckIiB5gO6VWq+GNN97AxYsXUavVREEyX8UIQxNi9KbXkAiwTfjR+RL+W/8N35/eo44CWKpjNpsRiUTw1ltv4fnnn0dvb++u74u08hs3buDDDz/E4uKikFL43HVvWB0ZaYNNBUulqj10fb/6vehg0LMfGBhAuVzGxsYGJiYmMDw8jPHxcQSDQZw4cQJLS0u4c+dOk4F+HOE1sucmYWNdJkNGKz1xbUx4XyTM8PeEu7Qx6enpwcDAAO7evdvUGJvP7rCF3jUdTe5FPiNGI1zfUql06P1Vdyu8B5JltPDeeP6IVmmOgR70AGyjHu0UGjwdDTL3HwqFYDQa0dvb29RIhddKwhCFe5Swsx5ByPWkI2+324WNy3NeKpWayuToWPC9D6P7EXVjJBKR9qpEMlnBQH2VzWZRLpfhcDgQDAZlWLbBYIDH4xFiEyFwIkbk3pTLZSE9BYPBHa9nz7tBPzQazt/4jd+Qny0sLAhJJ51Ow+12w+Vy4Ytf/CLi8ThWV1ebusJow7PT4pB8clCFxNVqFX/xF3+By5cvS56HXhgPEiMM3TKN10rlo2sbqZRpXKmktIdYKpXkAAMQij+fDz9vbm4Of/mXf4nh4eE9GcxKpYJYLIYPP/wQf/M3fyNRrc/nE+eHDgGdIs0EpYLRcA+vXbcca1VAwHanIq7r6dOnpcfwuXPn8LnPfQ5f+tKXEAgE0NXVhZ/85Ce4cePGPQrhUYTXzAORy+VkLWn8SCDL5XJC4edhItNXk5T4b76vlpGREWxubkpjBN73fpDSHlcajYYQO3ieeP0kiWi4z2g0CgryIGP/pOQ3uYdnZ2cxNzcnP9c5djLzNbTOL6Yr2P+Xefx23dtOUD8RG06+cbvdGBgYkBwk75O6iHApDSW/12o1YbryOwMVzr3kRCl2smKrUuph1qDrQQMHvc5E5GZnZ/Hmm29iZGQEw8PDCIVCTc6MwbA1vJ1tAy0WCwKBABKJBGq1Grq7uyUtw7aCbCbCvV8sFmUc2L4ZzIdJpVJBPB5HvV6Hy+VCNpsVEojT6cSRI0dE2XLYMMNtjtFiHo8RKPOHByVUnuzSQwo3lYbesMB2jZdWKjSIupOMfo2OTI1GYxPU2QrT8LvNZkMqlcLVq1eRyWT2dE/T09P43ve+h8uXLyOZTMLv9zc9Ux6m1giTxhNobpOmISSdB6SB1ZMNaDwdDgd6enrwne98Bw6HA5lMBn19fQgEAgiFQvI3gUAAU1NTsNlsTc/5UYSKMJFIYGlpSZonUBqNBi5cuIALFy7ItB0N1WlikhY6Rey1S2+8u7sbmUxG2kXqPa47Qx2G1Ot16a/Jwd9EMzRES8j2IPuA7odkMhlsbGyIzuF+0meKuUJ9ZvVrSD602+1SjtKO+6cTzX9T58zMzAjaxKDjk08+QTqdxosvvnhPVFwqlaTBC9+LxDzyPFpZ+iy5YZs8jfZR9Bng+d3pHLRLeJ+lUgkzMzPIZDLweDwYGBiA3++Xs8e9azQaMTIygkKhgE8++USg+N7eXnR1dWFoaEhSLXNzc9K4RJfHmc1mpFIprK2t4fjx4zte174bzM3NTemrycJ3Qpgk62SzWSkhoSGhQtGkg9avgxKdWKcC0UpWk240oUDDd7q2Ddhu3K4jDV2DqCEZftfQCABp7cXSjb1IMpnERx99JM4MN0hr1KRzPXwdo019zfrvWh2FWq0mypjOUb1eh9/vx8DAAJ599tn7enC8T7KU9UDtR5F6vS6lUGyiQSXJ36+srODq1avSUF3fE/ejJoJQCHeRSUqP3Gq1SqMLKl168YdpMIEtZzCfz4uS1MZAOz6t96qdhydVCoWCEGTY3g5oHqPXeo/6nrQO0o7ifgtRDZJT6vU60uk0UqkUrl+/LlEuW/stLi7CaDSKodDlTDrXSthZ60vtGFCXUedS/1JXMUBo1X/6cw5CeK1MI8ViMWnkwi/yW7jObNSgHUCWCXIYBAk+dru9iVXc6jDpZhCtsu8Gk4zYUCiE7u5uuN1uKYbnw2DeRx9KDtutVqvi/XLD7lcua7fi8/ng9Xql5rE14iCLlQamlRFLAoseGaVzA5p8QNGGV8PTzGF2dXXB6XRibW0NS0tL0vJrN4e60Wggl8vh7t276Ovrw8DAAAKBgJB0AEheSz9z5npoCBgp66YL+rvOq/B9Njc3hVj0zW9+E+fOnXtgcXitVkMmk8HKyor0tX2ckWbFYhHXr1+XjinM4RCiyufzuHnzJt59912Blrk+rZGzRgTo/W5sbOBnP/sZpqamcOrUKUFKWNvKBtasO6YRPQwhMlKtVhEIBKRUiL8jDMt9wHvU+eedDOaTYkRZGhGNRqVNpy4JAiDryDWk4ajX67h58yb8fj+8Xm9TCdl+SzabxQcffIDf//3fl/Z93CMsP2olCvJae3t7ZTA0UynA1jmjzuSe4/pRV5nNZgwMDAhvgRA1HcnWOtWdUJV2O006op2dnUUsFsONGzek2QgRTKbF2EDHZDLJeLaTJ0+iUChI2U0qlcL6+jrMZjNsNht6e3vh9Xpx5coVGQZPPc2+z/eTfTeYhPZo1bk4OqrRhfutjCS9WNrAtIswsdMG0Il/YMt70x2K+LMHie7goz+r9T40/EovR3fPIVuTh5efS8x9N51JNOlEQ8I6Z8xDuhPxR/8tFS4NIa+XUTeVriYI2e12uFwuDA4OYmBg4KFoAUcODQ4OPjZDlnVbhGMounyH8E5rtNUaTdOZ0a8jK48F5VS0VNTlcln2j44MDlq0stOsZr0W2pFrLY96UkhLD5JMJoP19XVxfHRjDeDeySvc39wHCwsLEoGRKNOOe2aulMgHSyR4BjV0rKND3hcjUDpAGqVqLVtjGkDn3HUEpteff691jyYEtnP9aSiLxSLW1takcTx1HB1djfQwKga25+1yvXkOrVYrjEajoISpVEoi0p3utbUvb6vsu8G02WwYGBiAx+ORYnxeFNlZ3BhUuvpg2u32pgiTh7WdEaY2miRGpFIp2bh6uggfKvNSVCRcSL6Prinl/Wnj02okaRBboSMATTkKQmm5XA6JRGJXBpMeNp99LpeD3+9v6hfLEhB93Tp/rPMmrWvH+6CxBCBTImq1GoLBIIaGhjAxMYHBwUFZ01bDScUQjUZx9epVDA0NPbbB5LBzEhqArcPP6RWEuPTkEu20tObw9L3ygF++fFl6Gbvdbvh8Pone2RiCTQA0C/cghU4TS53oyDFKISmGe4JwHfcboa/DhJMfJpyv2pquYPTQuo7agSiVSvjoo49w/PhxOBwOOQvtkEwmg2q1Kmewde6o3W6X+nUaARJT8vk8UqmUEFbIk2AKhMZCR9EU7knuadY8A9v7Qzu8jFYZjdI4tUOYOlldXcXrr7+OCxcuwGKxIBgM4stf/jIACAmPzgFhatoGTsxiFyO32y3t8srlMhKJhHQ60sgnn7HT6YTL5YLb7b7vde67wSyVStKSKBAIiHEslUpwOp2yOch+4iK1GkTNvORNtcPD2Ul56ZmbGutuxbu5iXU+jJtRGx2DwbDj4dMRdGtuTR9oepM6Uk+lUohEIhgeHn7oPRJ+7Ovra8pPaFJSvV6XnI8uHdIeLr1ARuDcvKzRpGHgoeUzYSPpN954AzMzMwiHw8L+o3NE+AmA5BAGBgYee2qJy+XC888/j2QyiQ8++EDWyOfzoV6v48qVK4hGo/fklrkuFO0U6Ui9XC5LU/labWtcUjQaFUioVqsJgeQw6zG5x7j+2rnRvwMghpMsUdYSk8z1pApbzO3EEwB2zlsyv9xobHUISiaTYtDatU5Mfxw9elQiH6ZYNjc3pYKA/2d0mcvlZOhzMBgU/aNTP8A2aqUdQPaJZgs5juTr6uoSZrhuJqJTQyw5aUcXJMKg//2//3fpWpTJZOD3+zE6OgqfzydpvGKxKHOVOYKQ18sIk8+JDgMhW9bV64EQun82c5eccXs/2XeDWS6XEY/HMTw83FS/yNmKmsatG5u3GkPdz3Mn+v5+SWu+CoBsYg05As1DZ6k8W+ug9Hu1ds1phUBaD3Lr3/N3LDlhpGc2m2VUzW6E3XL8fr80VtYQhGb0ElKnstSdXnhwaWB1X1WKzhHxsJLafvnyZSwtLWFkZESGFXs8HtjtdlF0BoNBmj2HQqFdOQQPErvdjlOnTkmRNh0hl8uFWq2GO3fuCBFKS6ux5He9VlQy8XhcmNTJZBIbGxuSO2JUpskHhyHaKLZ2imrdfxp+o+HcjxKfdgvhdY1etObddc62Fc1hyRFrE9tlMFlyxsYF/GwiPTabrck40WClUimpn+Ra5vP5pvSJduwZdRLd6OrqQjgcFr6Ix+OR57OTftW6Tzu0jyv6PDHy++u//mvkcjkEg0EMDAygt7cXw8PDcLlcTWkTp9MpiIDmSxBW13ug0WiIYUwmk9KEJp1OSycxfSY2NzdhtVofiNq1JYdJj4fKQZNkqKxZm2cwGOSmWpUtF1uz19pxva0Hgw9bh/9As4GjQSWETCPCL0Ja+m90LpAeIGHOVhhQd9nR/Q2ZQ5ydnYXRaMQv//IvP/QedR6ZG6QVstGsWU4k0b9jLoQRCsVgMDTlEejcxONxibJcLhcCgQB8Pp8Mw67X6/j444/FKYnFYmg0tlhst2/fFvjlcQ0M8xzcR3zuNpsNiUQCf/u3f4ulpaWmPbATXMz7A7YNDA2P3W5HLpfD7du38X/+z/8RMsHx48fxG7/xG/KZraU8Byncf1qp0BACzQ32NeRO5UxF/qQKmaaRSKTp7PBcAs0GgH8DbDdJ4VlnPrtdtd8OhwPVahW3b99GOBxGIBCA1+ttIijxWhk5AZAZjlxDPYkF2F5DQqqaNcuzxOgpl8uJsdHTXHRujzpAO1OPKq0OaDQaxdLSEl577TUsLCxgYGAAdrsd/f39MoQ+Go1iYWEBqVRK7AWbrTDva7VaBbkks546ko0LOOWF4xKJIiwvL0sdq8PhwMDAACYnJzEyMnLf+2hLG4tWw6a9OipdekE6md1KSuFCt9Ng7nQgdookWqMMbURbv/TPNVyr30c/F+0h6vfRBpgHSTNSd9vjUTsFrflg7V3xgOryCkadDyJ96GdIL5nwXTgcRnd3t0we4YHnVBJe09raGur1rcHTLEAG9qc1mc47a2i8XC4jEoncQwjiuvO+W3NfFLKIySJluYbP58OZM2cwOjqKgYEB5HI5iWwPkzjTCq+37sedHEc23HiSST/MW3GOLXXLwwh3wDbRpfV1RFzaIZy7ycH0HNjMe+H+000DmJbiPWluRCu7lTAqf8493FpKprtWtaJC2qF+3HXXe41wMJmriUQCuVwOR44ckYYKbFEYj8ebGqfoe9VOLXUk0NwfmTqo0WhIVyCWpGgCaqVSEWeCBKP7yb4bTOYmuRi09rq+iZg5G+LqB8ubZys8h8OBXC7X9FDaKVxUhvsa6gC2vVJ9LSQZUKnQqJHGrHNHOk/JAdI71f6RicrIkq/hobHb7fB6vbu6Jx25csPycwjPsOSCMDr/jl9kqOmoRB8kQuz03jweD/r7+/Hrv/7r6O/vx9DQEN544w0sLS3h7t27yOfzMjezVqthdXVVcsd6vzxuhMlrdrvd6Ovrk3mAvO9UKiWRYqsz02o4WxUr14e09Gq1im9/+9uSZ1laWsLbb7+N2dlZRKNR/MIv/MKhDZDWzhsAQU/0fbamDUjE0Hv3SZR0Oo0bN24Iuctut9/DUOeZ1E5ta40ioTw2WWnVT/slY2Nj6OrqQiKRwAcffID3338f0Wi0idFqNG418HA4HILEAc2DILgHaUyZSqGRoKGlU0CUhZ/BVI9eW+0o6LPeyjh+mLTqhkaj0TT4YXl5GXNzczh27BjOnDmDqakpQSJJjgsGgwgEAhgZGRFiE0sP9ZQdOul0fJnm07wXOgoceRaJRCRVFIlE0NPTg97eXjidzgciKW1rlKgHBmvrr7807KahhNZIlGH3QZAlDAaD0JG5cXhNGpog40z/rNWwkiADNOf5tLdFRdw6RkofZDZ85zPT0Mtu74kEJDIgaZDJnOU4Mm08dqpLpNEg7M4DDGzBGqOjo3C5XOjp6YHP50M4HEa5XMbVq1extLSEaDQqn8e8tslkknZWutWXw+HYlwjTYDAgEAjgxIkTuHDhguQcdc/QVm9al15wPaic6FDxns+cOYOjR48iFArBZDIhk8ngRz/6EZaXl3Hz5k3JYWrldNDEH53b0rl5XRLE/ahhOe3ZH4TD+iiSSqVw8eJFxGKxHVEenY7QhoFGR58jzkilE9SOdTIYtrqcsZvVxMQE5ubmkM1msb6+LqQ6XgN1DQ06sM3x0D2qW1vF6XSSdnpJjtIOOfOkRJQ0WUiXa+xW2HGJE0G0wVxZWRECE4Mo1j5WKhUxWrwfohxms1m4AYSU9ZnUekvrWH5ngBGLxRCNRtFoNISZS1j3YXq1bQaTfTtbRefuuHlpnDT2TuVdq9XgdDrh8Xh2bSAeV+x2O+x2e1PJRWuID2z33+TCaqXLPKSmuGuDoxeUZQ3c9K0ev1awevPuNh/G17JEhtddLpfh9/sl18FrdTqd8lkURlq8d06U4Zoxx3D+/HmcOnUKIyMjMBgMMhXhvffek/FaDocD5XK5aVqLz+eTyNJqtQq1fj9gMaPRiHA4jLNnz2J2dhbxeBzpdLrp/uiM8AC3RiMAmpAHKiKPx4OXXnoJIyMjGBgYQDabxcrKCn7v934P6+vrKJfLeOGFF/D000/vSy7oUUVDjYwiNLtSR2A6HaLLSp5UgxmPx/Hmm29iZWXlnnIgTVqi06Nzltpgbm5uwul0oq+vr6nPdTvE6/XimWeewdNPP43NzU188sknWFtbw9WrV5FKpZBIJCS1QRIieyCz2YC+F71PyYpnZKodn2w2K+tLoh0nFRWLRYnOea51acteJBKJYHFxET/96U8BbKNZxWIR6+vrQq5JJBLiJBOlmpqaEoaswWCQznB8n83NTSwvL4ve1FUNLOWindH6OBQKwWKxYHV1Faurq7DZbMjn85ifn0dPT09TKeP9ZN8NZrW6Nbmb3XyoYLiIGrKt1WpwOBxNsCVhSoPBIB6J1WqF2+0+EK/cbDbjy1/+Mk6fPo2uri7pkj89PY18Pi8joUi9p3InDEBHgJEXexmSukxCjdlsluktiURCYADmLHQ/TzoLhBKLxSLcbrcYtocJay8XFxcxODiIyclJLC4uygBWYCtSKhaLAIDe3l5ZKw6V5igcu90um5AbTB/a/v5+6Xlbq2117fF6vXjuueeaajzX1tbw4YcfwufzSe6Anm53dzd6e3ubWISPK4wcyMpNJBKCAFDBtsKTAGQf07iS5GQ0GtHd3Y0jR47g+PHj8Hq9MJlMePXVV3Hx4kVhL7LsJpPJiAI8DGETBdadtkZcwLYnrxEM3b7ySYRk6/W69H9lrkoT1nSapzXXtdP9BAIBnDx5Uhik7Rae8aNHj2JoaAjHjh2TfamjIxpORvo78Rda89G6rISiiTx8D4/Hg2Qyidu3b4teIcO2q6sLo6OjYmx2K9evX5exZLwHzWxlYMTUm9frFdsRj8dlFKROCzDNpVMkJPS53W5x4BnoMO3CjlxmsxmLi4vSbSsSiYgxHhsbw6/8yq9I1LXKyAAADulJREFUA5L7SVtymHwwerE1w5IRJD2/VoYiX8d/tzMB3ypGoxFHjx5FMBiE2bw1LJsdIsxmc9Nkb94j4WJuaLbBM5vN6O/vF082l8s1KaJAICDsPt2kXecx2BJP55Z0bnU30mhsMW3T6TSOHDmCUCiE1dXVpvyGLp5m4X21WhVj1tfXJ30cuTaMPnTZDQuFWYPIhHpPT09T7Z/BYIDb7YbX64XX65Xm641GQ6jlu3UIdiMWiwUul0ugHiqlnZ4h9y3QXGJBJcRDPjw8jJGREQSDQamvXF5exvT09D2RC43UYRkdnrvW8pDWvK3Oe2mUY6+Q3EGJzl9pWFLnbLUjxP/rGj4KDW4wGDzQ8h+j0SjnQE8g0kZffwE7d97ZifWrCYT6vciHaDQa4kCS8MJh8kSRaIz2IiRg6XIeXgNLrJgeMhq3ZpEyeuaoPa6TTu3x75jCYQMSBlXUlyxDYd1qtVoVPUr0MJFIwGq1oqenB4ODgxgfH3/ofe27waT3wy8uGheIfRMZRTK/QxiU7fRYR+RwOJo8/HaL0WjE008/LbT748eP4+zZs7h16xZKpRJ+5Vd+pcmAcWPSE8pkMkgmk2Lg19fXsbq6io8//hipVAr5fF4UrsfjkSJmekpUSppwQMeBpABGaLsVGmFO0KjX6+jv75f8MHPEwJZhOX36tBTkM4/CA7C6uipOgcfjkaYDOurs6uoSpcOokVR9o9EIt9sNt9uNyclJ6Y3J/B9zN+zFu1/i8/kwMTGB7u5uaTJNBcvnrhnIPOCELYPBoJBB+vv7EQ6H8Q//4T/E8PCwRCONRkM6GsViMSSTSUEUNBHhMEWnQZgb05A9zymjzVwuB5vNJl1TniSp1WqIRCJYW1tDOp2We9iJIdvaspE/49nguhuNxkcezr7fonOxraJTQw/6W0pr+obOAV/b09MjMyJbP/dRUmFnz54VFjyfL3PjuoyFjkkymZRB1cPDw7LnDAZDE5eCCNHg4KCge9Q5tBs6sua5zOVyMJvNcDqdQkyMx+MwmUwYHh5GT0/Pru5r33eF9oqAbcJMa+TI/9MT1196wZiw36m5QTuEkQ9hVkKO7BhBJpWGIekQlEoliZoIfXDxIpGINN/2er2S2KbS0pCffn68BpJ/6P0nEoldb2RGuzwgbNSsPT+2PqNxIFTBjUpojmxQQpmtBBa+H68VgAxu1ol5Pk/ej/Z6dd3nfonZbBYSkYbsCBFrx4evp+Gn8bbZbPD5fDhy5AiGh4cxODiIYDDYtA49PT0YHh7G1atXpVZMr8NB5eHvJ8z50CkgwsA93LoneO40OvCkSK1Ww/LyMqLRaFOrRmC7lOp+OoNOO3kGuh61XWSf/ZbHucbWvyXq1SqPSlAjQqeRFe4hzeKlY8KGKoVCQWrbCbFqNrPD4ZDh2jSSXEedTqBe5n4gc52ETo/HA5/PJ2mz3UbQbXGjtHenFSKwnbRtrf/TeRO90UmFfty5iHuR7u5uWVCHwwG32y0Qpcb3tRgMBokcA4GA/L3T6ZQWVFRKvb29cDgc8Hg8MJvN0omC0TdFPzNNUqjX65ifn0c6nd7V/ZhMJjgcDpngns1mxVhTgRaLRaHSj42NYX19HR9//LFsbp/PJ543/4aMNR405m4NBoP8jo2imUsg5JrL5WSCgM4Lchah2+0W+Hs/RBtMRpPcpzTSGoJ0uVzo7u7GZz7zGYRCIczPz8NqtSIcDuP555/H1NQUBgYGmpSMwWDAsWPHYLfb8f7770u9F5/NfjRi2Itop4vCtmC62bxmB/Ls0atn3vlJ7CNbqVRw6dIl3Lp1SxorsI0fc1ytjjbTGbo2l8xtEl6e5PZ/By077aHdyPDwMIaHh3H69On7/m1rOoDfWyPc/XZeHqfF374bzK6uLvh8PimVoGegp5doTJpRGH+nw2iSXw4699MKRbD9GUdNaeaV/hudn2PkTDILSyeeeuopUZqEw4rFIq5duyZRo86xAGhSunQyJiYmHtiRovV+BgcH8Wu/9mtC4iHRikl23USAxJ7V1VUh5bAHJaNn5jPpKPD6+EzoEOk6XN2mKplMyuQAXUOWTCal/mo/Ixo6ZDp3yTWid0qDrtf91q1bmJ+fRyKREGLUwMAAgsEggsFg06BsYMvZIlmNvSsByL/b2cC6VVqNg+6GwlyuNpI0ouxcxffQUfiTJGRLskuUzhUTwQIgUYpuNOFyuVAoFJBIJMRxOkxS1pMk+6lrH7RnWvUn9ceTts+07LvBNJlMEoloqroOn+m50jjoej4dXdZqtSb8+iBFQ6Obm5tIp9NS+3M/0YqTf8+OHk6nE6FQCOVyWWjQyWRSaooIK5GRqCFaeryEbiuVCkZHR3c9J5KU6ldeeUWie5vNhs3NTUSjUZjNZkmMM6fM/BWJPYVCQX7O9SJMyxye7qKj60qprJLJJLLZLNbW1iQCJWzJXC4Zca2G6HGFDo1WqsB2U4ed2qnV63UsLCwIxMycSiwWQyqVauq8QmFemo6CnpDCM3BQCkHX7DJy4uQdOqk8p2TRmkymJniKz+FJVGT1el3Wgv+nzmgVOnB62HA6nZZawFbU4edVDouUBjw5c1UfJG3pJUv4RhcMZ7NZyZcwpwWgqVtNo9EQZhWhSnZvOGiYhCQedsGh96nzlrsRevh8LjT+9Xpd8l3nz5/HF7/4ReRyOcHmWWTcyo5lZBQKhXaNuxsMW9M5nnnmGQBockj4vDWzl00H/uiP/kiMYytcpSPqnaC6VlYesA3P/+Iv/mJTv1JGNY3GFtWdDsZ+T0fQyAUjJhJ52MCBDZnZFFpDlGazGfl8XohdOhqlMIKhkeEIIUZvB0UmIRpBBIeGs1gsIpPJIJVKweFwwOl0igPHlojcE3SCNGHjSRJGxazdZUoE2N5/3L900FKplAxtpgOn645/3iPMVr32aTBiByltO73MD9B7ZU4B2Pb2gG0lqstOWnHzw/Bu6/WtsVT8YjShIaq9iDZ+PMxMtJtMJni9XlgsFhw9elQYw5oIxWui7PXzWSKj769Wq0k+loqF76sbNe+36PXVBlUzFelw7bfwvrk/A4EA/H6/TEXI5XJNo5b0NfBadSSyk4LR66ab8O+lO9N+SGu0YDAYJPdcKBSEBMF2hDynGppk3eaTCMlqRjP3ry5xokND9IoEH13kzvQCS40OEjLvyKdP2lJWAmw1GO7t7W2alahhTirGSqWCXC6HbDaLbDYrtH+WbvB1By3lclmK+5l7AyAQImsvH6ZEtDGgsiYRhhPFC4UC3n//feRyOQwODkp02fr++w1R7vTVeu3tUpKt78uITE8+2U+hsWMkZbPZMDg4iM9//vPo6+uDz+fDu+++i/X1dSwsLCCTySCbzYoCZrTIuZaMuHe6L8LaZNeSOc36toMS7WzROUmlUojFYrBarcIO5d4kmlOpVASWXlpauofB/SQJ9yijS93cn8xydrgiilAqlRCLxaTZ99TUlESZjztOriP/f0tbIFlgq87L4XAIrLm2tgaXy9XEtiSJxO/3w+12S3MAHtpCoYB0Oo319XXU6/Vd5+z2Q0jSicfjWFxcxMrKiuQf3W43fD6fdI7x+/0Ce/GLnnkul5O8GQ0laxqj0ajUmrL9n9PpFMZou716fgYdGEZH2rF5UCJ+L3Vg9/tdK8GqnferI3uXy4VQKCSNHNxuNyYmJuD3+xEIBITiTtJWuVyG1+vF2NgYjh8/jpGREcnp7nR/evYl870HHaXtVKLlcDik6FunTJj76+rqEjJXo9FAf3+/sKufJGFv1VgshlgshnK5LAYTgDg1bJ7BeaV0lsLhsLRg6+7uRq1Ww+zs7KHVmu7EGD2MZ060QfcbfhLKoZ4U2XeDSaVLDzsSiSCZTOKTTz7BwMCAMPVoVPx+P3p6ehCJRBCPx8VgklXJJrnsrHNQkInJtDVw+e7du5iensb09DSSySTeeOMNaRV3/PhxjI6OYmJiQgwd4R+OrVlZWUGxWEQul0MikUAmk0E6nUaxWMTGxgb6+/tx5MgRTE1Nob+/H16vt2k6QbtEGyoqEg0ZMup40HW0EiQeNf9xEJC7Nv7sBsI19Pl8MsSa+WoakmAwKL/z+/04ceKEELnup0QMBoNM2WGEw5ZtB2EwNQNYrzMJWuVyWaJfktr0xAueTxp+v9//xClMEsZWVlYQiUSkzVpXV5eUbfX390uBOnOXXV1dCAQCOHfuHL7+9a/j/Pnz4tCn02lplHJQ60TRqSiu32HUvrIETNdd7zcB79Ms+24wR0dH8U//6T+VlkUsYCXNfnZ2tmmgb7VaxdramvQPZC9Zlj0Eg0EcO3YM4XD4QOEss9kMv9+PF154AePj48hms6hUKsLmdLlc8Hg80ntR17EZjVvNvmu1Gk6cONHUC1LPtaNX7HQ6pZMKW6wdhJCEQjKPVuj0LvnvnUQ3AHgS4TotJF39g3/wD/DCCy/AYrEgFArh6NGjUtLkdDplrai0mONlvpcR54MUiMViwbPPPovl5WXMzMzA7/eju7v7wEgzjBjz+bwwQoGtPf2FL3xBxusxn8ecLAfuhkIhaUFGo/mkKUyLxYL+/n5873vfQywWw8LCAqLRKFKplNQVr6ysIJ1OI5lMYnx8HP39/fjWt74lJUGc1Upk54tf/KIMDWin6KYZ/DdLnfZKKtxvYbmRbq/3pK39Ycq+G0yv14unnnpK2KWksYdCIUSjUayvrze1r8pmszL/jDkVPf2DHu5+1+U9TKgoent70dvbKxFHLpdrInM8aczBvcqDmK67ObRPuqGk8PBPTEygt7dX2mR5vV7x5MnKfVBB9W6iRKPRiN7eXpn9x/yarjVrp+iuSa058OHhYYnOCoWCzJqlg2Cz2dDd3S0dVXhWn7R1ZsrklVdeQTwex40bNzAzM4OVlRUkEgkkEgm5x0KhAK/Xi6GhIfzSL/0Suru7m5xvRlBDQ0MyXKHdwjXiv3eaFnMYoo0l5Ulb+8MUw2HW3XSkIx3pSEc68mmRTqzdkY50pCMd6cgupGMwO9KRjnSkIx3ZhXQMZkc60pGOdKQju5COwexIRzrSkY50ZBfSMZgd6UhHOtKRjuxCOgazIx3pSEc60pFdyP8DkhJ3PSYvopAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – generates the dataset and trains the GAN, just like earlier\n", "batch_size = 32\n", "dataset = tf.data.Dataset.from_tensor_slices(X_train_dcgan)\n", "dataset = dataset.shuffle(1000)\n", "dataset = dataset.batch(batch_size, drop_remainder=True).prefetch(1)\n", "train_gan(gan, dataset, batch_size, codings_size, n_epochs=50)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "id": "yY8_xytVyLhP", "outputId": "7f3ebd45-3bc5-42ce-d0a6-5734d360cef6" }, "outputs": [ { "data": { "image/png": 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CAQaDAUajUb6PEFe9Xt8zItDdhHtGw28wGKDX68WIMvJ3uVzQaDRi6IPBILxeL4rFIprNJhwOhxB+Wq0WdDqdnJ0d1PPdsyQSCWxsbOC1117D0tKSsFzp7NntdphMJoFry+UyEokEzGYzrFar/JxUKoVmswmLxYLx8XGUSiWUy2XcuHEDX/jCF/Dggw9KXnc/S9za7Tby+Tzy+Tyq1SoOHjyIsbExXLp0CY1GA8vLy0gkErDZbMhkMiiXy8hkMjAajVhdXUUikUAmkxEUKB6Pw2KxwOFwwOPx3G897V2lbzDfRcLhMJ577jlcu3YN4XAYAwMD0Gq1yGaziEajiEaj+JVf+RWcPn1aLmK73ZaLuLi4KAXVLpcL4+Pj+MQnPoFms4kvfelL2NzcRCwWg9vthtPpxNLSEjY2NjAzM4Njx471DeYORS1NYCSk5ulY56Uq3Xf6WcBbaf6NRqMjwuLXqLzJqqah2a0cEtd08+ZNrKys4NChQ2LQ6dwNDAwI9AzcIUOxkJ+w7ODgoJB8qtUq0um01GJWq1U0m0243W4AW9HXfufFVIXIyJmODIldPp9PCD2hUAgulwsWiwXxeFyg50qlglqtJu+ShpNnZy8kEonge9/7Hv7yL/8S8/PzAq22Wi2pkR0YGEC9Xsfc3ByKxSLS6TSOHz8Or9cLg8EgNYqNRgMejwfT09Oo1Wq4evUqLl++jEuXLuGXfumXcO7cOTE0+yVs+EJjODU1hfe+970Ih8NIJpO4efNmB6ReKBTkLur1eoGd6fhtbGzgwIEDworuG8w9lGg0igsXLqDdbsPn8wk7zeVy4bHHHoPdbsfJkycxPDwsxAEAsFgs8Hg8+MAHPoBcLofl5WUcPnwYo6OjUiP12GOP4fLlywiHwzAajTCZTLBarcjlcnjhhRfgcrkwNja2z2/gn7ZUKhUsLS2hUCggl8tJzi4WiwnJh+gAWc3AHeMIvJXiT6HhrdVqEoEQTVhfX8f8/Dxu3LghxfNLS0uo1+s4cuTIrkSZyWQS6+vrGB0dlbpJnU4nTFGj0YiVlRXJ/bB2jYbBbrfLmpgvYs6SuTxgyziZzWZ5L4R191NoHAkZA4DP50O1WkW73ZbUh1arFYKWxWKB0+mU/PPAwAB0Oh0SiYSQmtgtxmw2A8BbyF67IWtra3jhhRfQbDYRDAbFEacjYDAYkM/nhTvBHK3NZoPFYpEOQXQOCoUCIpEINBoNAoEAkskk4vE4/uRP/gTf+ta38Fu/9VsIBoO7QmjajhSLRTzzzDO4desWAoEAqtUqIpEIjh07hnw+j/X1dTlzU1NTUubENIHD4ZCzrNfrhfQTj8exubkpOdBeyPelwaR3x7/v9gF9p2coFApIJBICmfKgkuI8OjoKvV4vjEKVWGE0GjE4OIh8Pi+My1AoJN4Q4QJeTubS6vU6VlZWkMvl9nTNvZLdhh23K/l8HtlsFqurqygUClKkrtVqsbq6KlHgyMiIdEbhc6vR5Dutp5sARJg3m80inU4jlUohEAjAZDIhlUrBYrHs2vsplUqIxWIYHByE1WoVNithZzp0hGPNZrPki4CtyIxrpjPBdbFgvtlsSqTJz+53DbHaPo8GkxCrwWCQGlr+AdDxNXILnE4n6vW6rJP3mXA939turpcwK42E1WqV38comI4ZYXE12mLKSHVkGo2GEGlIeiOLNBqNYmlpCVqtdt8MZr1ex40bN7C2tga3241ms4lsNgu32w29Xi/vQqfTwel0Qq/XCyrSarXgcDikMYHVasXExAQ2NzexurqKSqUi0Hov7t33jcFUYbJqtYpYLCZ5n5GREdjt9j29mLVaTRSt2+0WqIYKsVKpwOPxYGxsDJ/73Ofgcrnwm7/5mygUCohGo0ilUsKOJSWaSkej0aBQKOC73/2uQLZOpxNerxebm5sC97K7zD8l4SHeadSx08Ndr9fxxS9+UaK8wcFBHD58WBTO1atXpQbv0KFD0lqL0E8387PbkAIQD9dqtYqxpLCvp8vlgtPphN1ul16t586du+91vZNks1ksLS3B4/FI5KRGx+12G2fPnpU7xrNJJ69UKkGn08l6CC0zDxaLxRAOhzE0NAS32y1Rq2p090O4Hu4d62RHRkbEsJhMJtTrdVG8LEUhKcZkMsHv93fcVeYuiSJks1kUCgWBq3stqlOiwr+FQkH6qTabTWlOwLyz3W6H1+uVXCAdv+68PWF3sr/dbjc0Gg1+6Zd+Ce9///vxP//n/+z5mrYjJMhVq1UcOnQIGo1GyvGYH6djlslkZD9I2KMDsb6+Do/Hg/e9730wmUwol8uIRqOSo/6BMJiqZ95oNLCwsIB0Oo3l5WWYzWbYbDZUKhWYTCYhx9ATBrZgF51Oh2azKdh+Ly4vo0sAcLlcYihZx6bRaJBIJDA3N4f5+XkMDAyg3W4jl8thZWUF5XIZAIS+zqiSMFer1UI+n0cmk0E8HofZbIbP54PZbEa9Xofb7d6TEoReCC/q2tqalNGMj4/Dbrd3eK3vRpxQ2Y47re9rt9tYX18X75RQViqVEthUZYKyRKj7Ut2NRc6vsdSgUqlAr9fDaDQiHo8jm81ic3MTuVxOfn65XEa5XJZi+V5Ld5TFO6XX62G1WgV2rVQqgmiUSiUhItE40oDyPlLRkN4/MDAAp9PZEfmoz7CfkSbvVTqdRiaTEZSHz0VFy73mfjebTVknI2vVkSAjlV1/mLvttdFU9QP7wfLZDAYDBgcHEYvFkE6nhdjk8Xjkmdn9h+ic2lqPn6FTRwgX2HIw0ul0R1S9l6LVauFyuaSunWgd3686HIEORblcFj4CAOl7TOic32e322E0Gn9wcpg8JKVSCYVCAV/60pcwPz+Pa9euYWJiQvp11ut1PPvsswCAQCAgG//4448LjfjcuXP44Ac/2JOcSrPZRCaTgV6vx8jIiLDRaJA1Gg0uX76M73znO5iZmcH09DQ0Gg2i0SheeeUVjI+Pw+l0Ym1traM+j/AsCScbGxu4efMm3G43pqamcPPmTbkcPZwusKtCJttf/MVfYHFxEfF4HD/90z+NyclJnDx5UpSSx+OByWR623xgq9WSS892V/d70FutljSePnHihBTuX7x4EdFoVIgChEhZzE44XX0uRhvdf89kMsjlclhdXYXf78fIyAhef/11hMNhZDIZQQgKhQKKxSJKpVKHYeulUNmx6QW7GrGPMZVNOBxGs9nEgQMHkE6nkU6npR7R6XTCYrFIhxsqLrYdGx8fx9GjR+X5afxpmPerHpPRlLrGSCQC4E4NJg1JNpsVFKRarQohj6gRu8f4fD7Jd9NBJymFeV+v19vTdTSbTeRyOTQaDVgsFjkzhB3PnDmD559/HnNzczAYDHC73ZicnEQkEsHCwoLAj1wrI9Vmsyn1uADEgfR4PNDpdFhYWJA930tyE8VgMOD48eNYWVnB6uqqRJMHDx6ETqcTJ6LdbqNYLMpesf7W4XDAZDIhm81Cr9eLc1oqlTA8PCyd1HpxNr8vDGalUpGC3HA4jGg0KkndfD6PgwcPwmq1wu12w2w2Y3R0FFarFSaTSV7coUOHkMlk8JWvfAWPP/44BgcHd8Tcy2Qy+OpXvypUbCrHQqEAs9kMt9st3UTogQJbxqNYLGJlZUXykrycfr8fDocDN2/eRL1eh81mw9TUlDRPNpvN+Ff/6l+JUj5w4ECP3vLuCWGhVCqF9fV1USo3btxAqVTC0NCQ1EepxAN6yLzY6XQaxWIRa2trUgt3v1E2HbDh4WE0Gg3E43GYTCZ4PB5pT3jgwAG0221ks1lEIhGBrkwmk+TuAEgUReNB9mWj0UA4HEY2m8X6+joAYHR0FIuLi7h27VpH306v1ytF1A6Ho+cGM5PJ4KWXXgIAeW9msxmzs7OwWCwdRf004hw/xwiZRoQwGLDlLDAKIexFhU4ijYoEqMjPXkk3RM5pLKxHZP4RuBMRMtLM5XLS0chms8mZaDQaiEQiorQZpdKhIrfA4/H01EGgQS8Wix1RbjabRa1WQ6lUgslkQiAQkF640WgU2WxWnsdqtYrhJ1HLaDQKq3Z9fV3QMqIser0e2WwWL7/8MqanpzEyMtKzNW1HaPhIyKJuYDOJZDIpESf3UiWhZbNZaDQaYTfTuAKQCS29Iqbtu8FsNpuoVCqIxWJYWlpCMpkUw8RRPZxzZrPZ4HA44Pf7paH19evXpTB5cXERV65cwZEjRzAwMLAjg1koFPDqq68KGaBUKolnwy4S+XweqVQKwJ1pJryAnHRBjz2TyWBsbAx+vx+XL1+GXq/H2bNnMTExgdHRUbkAjzzyiCi3fwp9ZalA0uk0EokE8vk8KpUKlpeX0W5vNUJ2uVxSk0oyhsow5VSMVCqFGzduYGxsTOD4+zGYnBzC37u0tASbzSbNCkjGIkmGM/foqZbLZbl0jIjZ5NlisUhEsrq6KkXwfr8frVYLkUhExhLx8zy32WxWcjC9fv8XLlzAgQMHcOrUKdjtdmi1WnFCWFOp0+lk4oMaDVKBajQaIbTxM2pdH6MQ5meJAtAgMzrfD4Ie3wXhdTJhAUgpTHe9Jse50UGgtFotub+Dg4MdESzf97uRwe5HGGHy/JGgk06nO2qGmRdvt9uIRqOoVqtS/+1wOKTsgo63RqOBy+VCpVLpqL+lcdLpdMjn87h69aogJXspjCgBCOOcwUa5XBYHxWg0wuFwiKNNpIcOXzezXa/XIxgMYmRk5J/+eC8uNBqN4tKlSzCZTJiamoJOp0MkEukgHqiz0NrtNq5cuYL3v//9OHPmDN7//vfLhtdqNVEWO1FKxPvZRWN0dBR2u12UTSaTwY0bN2Cz2XDy5EmMjIzg4MGDSCQSknSORqMC37AL//j4OEKhEM6ePSvGhHP6Dh48KDVyvIxqHur7UQqFAtLpNL74xS9idXUV5XJZDjshyd///d9HKBTCyMgITpw4gUAgID0+q9UqVlZWEI1Gsby8jFgshtdeew0PPfQQPvjBD+J973vffQ1lTqfTWF1dxSuvvIKlpSXk83lEIhHcvn0bP/VTP4XJyUmsra1Bo9EILFUqlXD79m2JKHU6nXi5Go1GujM5HA6k02kUCgXxahcXF8VwDA0N4dy5c/j617+OQqGAVqslEHChUIDNZuuIHu5XGPFcunQJkUhEILbR0VGZTDI2NoZKpSLdfQDg1q1bYuzGxsbwyCOPCEGNZBEaE7YgA7bKq1ZXVzE7O4vNzU3o9Xp86lOfgt/vh9Pp7CDe7KXB5POyZVqtVhMEY2RkRIhNfC5G1VybXq9HqVTqQLB0Op3MWWRZl8fjkbTRzZs34fF4cPTo0Z6SnYrFIi5cuIDFxUVUq1WpD2aaYnR0FHNzc4hGo7DZbGg2m1haWoLT6UQwGJQ8psvlQq1WkykfAKSe1Ol0CuxM6JLM/MXFRTz88MM9W892hR2VSNCZmJiQP6VSSaJ8lo3w3jGvXiwWZbgAc+w2mw2Dg4N46KGHEAwGe5Zv3hdNTA9weXkZqVQKpVJJPCF65F6vV7zdQqEg9VT1el3ghmazKXBfu92G2+3uuOQ7eT7+PJ/PB7/fD4PBIIoI6MyNsPkvE+der1fgLavVKp1evF6vFEvXajUUCgUpigYgypleIOEx0qu/X4TGnKQa9rpUu8YwH8npILVaDZOTkx25o2KxiEwmg2QyKU0gVldXEQgExADfj/CdEiIk8apcLsPhcGB4eBizs7PCYuZeEq4li5IwDh0ys9kMi8Uikx9IZWc0NzMzI510Dh06hFKphFKpBJvNJmSuiYmJnihZNhxYWVkRR419ink/yCwn0xCAKExGxU6nUwy4Gh0yeuJdInzXzbwE0BF97YcQRqWjy/3nH5Zu8dxyvxldcaIHyTI8EwBk34kqqAz+Xq+30Wh06EOVmETjoNFopM0juRBk/JIwQ1SARlKNrPkzAQhjmIY5kUjIHdhLYTkIuxeZTCZpVUgnlcGL+q7IDTEajR05e6YSqLtdLtc/bdJPLBbD+vo6Pve5z8Hj8eCpp56STg/sh+jz+YSUQZbX3Nyc5JLMZjNyuRxmZ2fh8/nwL/7Fv0C9XkepVILf779vL5eMz1arhTNnzsDr9UofylarhevXr8sMusuXL2N2dhaHDx9GtVrF1atX4XK54PF4cOjQIakBazabOHTokBjEb3/724hEIlhdXRXPeGJiAkNDQ5Jn4nDfbDaLJ554Yl/nKXYL8yl//ud/jkuXLgltmzkY5lp4QQuFAjY3N3H8+HGZ2sHZjJyGQUNK0sbLL7+MD37wg/f1fENDQ/D5fPjwhz+MUCiEz3/+80IIIGv0xo0bHR1f2IuTSpfrodFJJpOw2+0IBoMA7hTKW61WnDx5Erdu3cI//uM/Ynh4GCMjI/jc5z4Hg8GAaDQq50VVUPcrRE44CPsf/uEf0Gg08Mu//MvI5XK4ePGiTCXxeDzw+XwYHR2FyWSCwWDA6dOnsby8jM9+9rNwOp1473vfK4oqHo9Dr9fD7XYLvGez2cQpHBoawoMPPih1mOVyWWri1F6zey3kDTB3yT90fFQmNJ0w5mS535VKBeFwWOoyOds2HA4jn88LqYT9SQuFQs9KFYA79aOM9pkaYKMEi8UiaZtms4m1tTXodDoMDAzA6/XC6XRifn4epVJJHCeLxYJgMAifzyejzl566SWBM8fHx8XRr1QquH37tkzx2UvRarXwer1wu90dzRlyuZxwP7xeL0KhkHxNdXqo7zc2NmAymZBMJnHkyBGcPn1aao17JXtqMAm9kfo7OjoqnSlYD8WwvFwui0fHw87RO263G5FIBNFoVLrupFIpWK1WOBwOPPTQQ/etlNrtNmKxGNbW1rC+vi4XLJfLSTd9hv/MNZRKJSSTSVy/fl2S11QqpPEzR9RutzEzMyPKhoqPA6bZTSiZTMrPP3v27PeFwaQnHw6HMTMzg2w2C5PJJGgAYUvmYXgxWTh94cIFrKysCIRHFmC5XEaxWIRWq4XP54PJZBJm3P0ImY2nTp2Cz+cTr1Oj0eDo0aOw2+3w+XwoFAoolUqiEHnmSqWS9BVlzoRr556oZQZmsxlerxdjY2MdyAK/1+FwCONypzCs+l+9Xo/Tp0+jVCohHA5jdXUVt2/fxgc/+MGOHD7HHgEQJfov/+W/xJEjRzpQm0qlAovFIkqZ+TrmMqmkCHHSeQXutKbbD5Ys94ZDv3mmGDUbjUaBa1XGJSNqRp5kxRsMBgSDQYyOjqJWq8FmsyEUCsk7MpvNsre9EiIDRKMAdAxIZiRMXcjyNqIcpVIJLpcLNpsN0WgUjUZDIHZGx61WS75G9ix1F8/0fgjvPfOy1Jd835lMRqL/eDwuyJBaS2swGIT8Mz8/L7B8r+uD98Rg0vNcWlrC3//93+PcuXPw+Xx44IEH5LISUrp8+bK0MQO2LiDzk4SIfD6fzIUDtqDM733vexgbG8PU1JQMcL7fZ11dXcXc3JzMnSsUCrh+/Tri8bhcKqfTKeO5yLabn59HJpMREolWq5VaN9XwE1558MEHUavVkMlk8Gd/9mfQ6/VC22dBstvtxic+8Yme7cVOhMZgdnYWzz77LCqVCtxuNw4ePIharSZsVIvFguXlZckDM2r+9re/jVarJRMfCLnzwmg0GgSDQYladgJ56XQ6PProowCAH//xH+/4t3w+j5GREUSjUWxsbEgUxUkI6XQaRqNRUgPMmxBGpqEgQ9tisQgrm86QwWCA3W6/rxzsOwmVO9mPTz31FBKJBC5evIgrV67g1VdfxXve8x54vV4hirBmjdH14OAgfuqnfkrIZSTIqN1g6KCSoUjSECO2drstRpgEtf0qK1ENJvOMhUJBWh3SuWWEqd5DNSWSz+fFmJw4cQIHDhwQhEEljTz22GNvqQffqaiGnmU+RFzYHEKFnUmKofOZz+eltd8rr7wCrVaLYDAod48RNR159hNmcT/bJe7H/rERvsfj6XDgmM6Jx+NSmrW2toZSqdQxTo9NNGKxmOjOiYmJXcmn99RgqvkrXsYLFy5gfX0db7zxhlz0l19+GVqtVhiVyWRSYINwOCyHm8qXOa/V1VXxomlQOTKJ3SsGBgZgsVgEmrhXaTabuHjxIm7evIlwOCwGj7CU1+sVxcAi2rm5OWF8sjiYHpDKeGXuh94pJ6cDwNjYmCTvaVw5JWK/ckOqELL6gz/4A5lmPjk5KQxi0vjT6TSy2axAj3a7XdbCd6F2kaEiIoOVn1UVR6/FZDLhPe95D65fv46bN28KJEnGdjQahdPplD0zmUwYGBhAtVrtmPrB70ulUkgmk4jFYjAYDD3NmahCiJuEB6PRiOHhYWSzWXzhC18QuIpEl4WFBaHa8/uvXr0qkTZ7jzLdoPbDzeVyKBaL0n9VhTxZo2i1WlGv15HJZGS25n5Io7E1+zORSEgOkIaFhh9Ah1FXSw+ICjFXnUwmBcmis/RuzSx2Iq1WC8vLy+JkUoeywYJaRsLcPKNJlpHUajWEw2HJNbMXMKFjv98Pq9WKBx98EMvLy7h16xb8fj9MJhMGBwdlH4ma7KWQ4avmYdU8K9nyOp0Ofr8fjUZDamFZJtVqtQSFY/phN2RHBpNJZ3qcVCRknen1eqysrGB+fh6vvfaaUJZjsZgkl+lBVCoVGXirkhSoZOv1OgqFgiR77XY7XC4XHn74YYyOjgqsxlZJ90sYYS6Hz1gsFiXXxkGzPMwkFKRSKcnj8HLxOZnLI82Z3wNssTkJ5w0MDMBut3dMJSAssZ9kCtZrsfvShQsXAGxBe/Ry0+m0RGf0iqmAeNCBO3sJ4C0DXVXFzkvTq6Gv3aLT6TA4OIj19XWB11X4ig4b94xtyVg+w+ejwVQZmsDuwpI07IQO6ZTNzMxAp9PB4XBINMkifTWXzskcfLdqv1SV7MKzR6NBJmIul5Nok9Ezz36v+nXeqxDyz+fzyOVyUjahvi9KNwzLr6kF/4w034482Ov1tdttJJNJKbviXvH5XC6XOCPqveL5ox6mk8l9oXNFgqHa2CKbzQoB0efzSYmc2t5xr4QoDSf7qM4MIXU6LtSdDodDIHYV8VBLpnajzGlHBjOdTgulvdls4tatW1haWsKLL76I8+fP4+jRo7h16xbS6TTGxsag1WpRKBQ6RrTY7XacOHFCootMJoN6vY6BgQEJy/l5jUaDiYkJfOADH8CTTz6J06dPS9Rms9kEkllfX0c4HMbw8PA9r0mj0chA1kqlIkXL9HrYGYWwG6notVpNWjvxwtK7pVIjbJRKpaSt1Qc/+EF88pOfxOXLl7G2toarV69Kg2saICqkvazL5GV79dVXce3aNTz//PPI5/PSfnBsbAypVAqrq6sdtG41r8U1ct28BCqxhheeawQgMHV3fVyvhDBVqVSS90s2MvNCZE2SbHHy5Emsra1hY2NDFBMNF/uQ2u12vPrqqzLgd7eene8N6Ox5y6J2dZwRDRujx9HRURgMBoGam80m1tfXkcvlhNxGpURYXKPRyJg5lo+0220EAgGBrlmKsh/tHMvlsjQ8IWmG+S3eO7UdHh0hOge8nzQ6sVhsTyOtVquFhYUFzM/PS96OTH29Xo/p6WkEg0Gsra0Js5458du3b8u6Tpw4IfXqyWQS165dk/Klubk5VKtVvPTSS5IiMxqNcLlcOH36NMLhMBYWFkRn7eXAC6J3jBoBiEPI/+d9Yu6ZzgR1IoMqOmx0nthTuVdyzwZTtf5qgTAbHPPCcUqE3++H2WxGPB4XyJKDQgGIYmJ0mclkOrxiKk2bzYaRkREcOHAAU1NTGB0dlRZ59AoZAeyEGs2IQTV0hKRokOkFAhBCCHCnV2p3+zd6PSokZDQa5XC3222k02lsbm5KrafaXaSX7EP+LFXhUvi++Q5Zv8jovd1uC5xMNixJFPTI2cCcBC3miai41F6xjMjJdqMCZ4S+m5H13eA4CpUpn4mIBr1gFu7z59DjZ8TNNeyGMHfGWuPFxUWsra1haGgIRqMRVqsVa2trsFqtmJmZgcvlQigUEoOglilwzdFoFLFYTLpSsXyBZSRUUPT21XIHPg+jnP1kydLQMCXE98Uzrj4376KaJlBZr3sZJZOZz7QEGeMAhLPBTlmcMqMiA2azuaPkhEQZ5thNJpMQmBKJBKxWq8CX1LvUmXwPe13GRlSExo2NCKgDuR+q4VQdIN4HnnGV4NVLuae3QoiOD6HCdc1mE1NTU/B6vTKe6o033sC///f/HpVKBd/61rekdISsJh7YTCaD2dlZhMNhOSgqvXl0dBR+vx8f/vCHMTIygunpaSE1sIvH1atXEYlEEA6Hcfr0afj9/m2tiS9crT9jj00qFb1ej2QyKVEP83PcPLV+i7CqzWaT+lBCuAAEh1cLpa9fv47vfe97WFxclAJdeluqZ7xT6T5QvExcOy8to6SNjQ15B2fOnEG7vdXLcXV1FZcvX4bL5RLIlS3YbDabwJoqhAJAGIBUYPRkSUYBtuBYOlS7DUXz9zKXR2VB2Jy1YYT62eGJ5x64A5Gx5m94eHhX0QA1MqrX6/ja176G5eVlnD9/XljHzz//PF566SVcvXoVDz74IJ566ikpncjlcqJwqWSuXr2KW7duoV6vC2GOxpH3VCU4VSoVgS8ZyTHq3g+DWa/XxYHjM6h5W71eL/dPbT7Od8kSIp5NEn32QqgfyAugw57P54UDMDY2hlwuh5dfflmmJ9HQ2+12DA0N4fDhw5idnZUB9ITUfT4f7HY7zp8/D61WiwsXLmBoaAgHDx7EX/3VX2FhYQEmk0kQPDJUe9V7dbtCp5O1lmTN0+bQKLKXLACZYcvvp55lYMNArpeyLYPZTWcnZmy1WhEMBoUoYDabEQqFcP78efh8PmxsbECn2+qK//TTT2N5eRnz8/M4c+YMBgYGUCqVUCwWsbm5KdThhx9+GG63W4bZNptNye+xviyXy8mGsv1XuVyG1WrF5ORkxyDnd5Nub5LtzcLhsEQWvGxmsxlOpxNms1k8NHqr/DsVKD1YKhYqHHr6lUpF2v8xsc0m2YRcqBjVqP5+hB11/v7v/16UCX+vy+USA8FomXkg5sgASDkFSSUej6eDJAKgo5ia/S2pjAhjqw4A681Il+f7UfdiNzodET4kLKs2qWa00mq1ZCJH9/ln/02+H9Vonj9/XhoV7LZotVo8/vjjOHHihCAsqVRKnEetVivNDdjHmA4va2WNRiOOHj0qKBCNBUvAPB4PXC6XEDLUc8FzqY5a2q/SBJUpS+XKM8vSJp5DvjveBbV37n6UV6hRFA0G8+SVSgUOh0P+nYSuaDQq68jn85ibm5NmHw888AAASP0z9ZlWq0UikRCdzDmtLAtTiVL74fjQ8WbKhB2IqGPp1BIuZn2qWj7CiJtR+/1WS7ydvKsm6g6JaSwBSENrWnVGGKFQqKMXotFoxHve8x74/X7odDq8733vw8TEhOTAXn75Zfj9fmi1Wjz11FMYGhoSujQ75Oh0OumwUSwWBcpdXV3tqDGiIt/uhnez3/iiWWMI3OkTy36jLDdQ3wNZs92kFtWDZbRG6EftYMSotFAodLTz6oZQ70fIoPvqV78q+8kSAsLCdrtdmgqw7Zb6bmgM6e2RWUmjxj/8GnPUWu1WQ2U1v6u+a7UDCev9KLsFD1HJE76ikqTSJeTK0iB1D1SjyT9cg1arlXzTbsxL7BadToeTJ0+KA5ZIJLCxsYHr168jk8mI4ojFYrK33EO2WzMajRgfH4der8cLL7yAXC4nqM/q6ioefvjhjkHM3FPCtHxnLDbfD2NDQ8cyGj4ryWfMhakGs9sxA9BxDnke9mo9dPCtVqsMM6fjSiYscAfRYDTq8/mEmJhMJgFsDRbQ6XTIZrNIJpOS7tFottp6Eglzu93SUEPlanT3Zd0rYZTJPDlJeDSYLIWhY03+gLqXdCqIhu1phEnlkUwmhdpLBc/LwZrEUqmE69evw+l0Ynp6GocPH8ahQ4fE62w2mzh48CCefPJJuFwugUkYDT788MPw+/04fvy4lFzQq+DlLpVKEpm98MILWFtbEwV16tQpJBIJLC4uYnR0VEgK9yKEKH/xF38Ra2trUvNTKBSkCwbzA8lksqPOh3lHEkgYeajJc0Kw9PwjkYgosHg8Lh4xgI6fXSwW3zLr7V6EB8flcgmjkwzKTCbTUf7BvQUgkA9hOD6bWrNHuI7F0TSabFqgThBQB8IyWmVDaQCSA2S0wnfN7jq9EkaYjF5ZxkIlyyiYzg6NKxsssOMLo3OLxSI1Y2qjhL0QNU/81a9+Ff/jf/wPHDt2DGfPnsWBAwekWTxJHkePHkWtVkMsFpNSBeaQVSJTIBDA2NgYYrEYyuUyRkZGJDeYSCSkpo+GkpHaXkTW3UIoTs3N8uzRmSERj2dTLX6/G+dAdeh2+9l5/rLZLLLZrETxAwMD8Pl8cDgcSKVSiEQi0ghlfHxc8uk2mw0ul0tQu5deekmcVNaIs5sWO4jdunULP/3TP43R0VH8xV/8BZLJ5J4Sfe4mapTb3a6R70hNIzWbTdFfNPg0pHR0ey3vaDC5gcvLy/B6vXA4HOKNs4ermovkvL9oNCqfVwexAlvKKpvNolwuY319HbFYrIONCNyZNsH8ESEyQpisEWPfWHbyYG/SoaGh+66D02q1mJiYkOHHuVwOmUwG+Xxeapu4fhI9VKianiwhTipeRnOEV9jNh42C+R7vFrnwZ97vBSY5h1ET2XE0ZvTQVHYvcCdKVpmRNHRkEKuRBr9XLTUizKsm6bsPs/p3lQTEPe21dBNn+NyE0rke/hv/qBEVHQQA0tGJkxVyudyelQKpDhsAOW+c99kdnXNqRTqd7jAi3fths9mkwQQRJPW9AOggpnB/+f17TZrh/ehGJPg1NXLi1/jvKgFKhd/3wulR74x6zlREiudUrVGkTuFa6HhqNBpsbm4Kw555WdaSB4NBJJNJ4ZOwlzAA0Vf7Wcqmvgf1aypJELiDBqjkMzXS7AUydzd5R4P52muvSe7ryJEjQr6xWCzSOoxDZ4GtqCgSieDVV1/F2bNnMT09LQw9tpW7efMmrl+/LmOQLBYLRkZGkM1mhQ7NBQNbl3F9fb2jiXexWMThw4fx3ve+F9PT06hWq3j++eeF8TU9PX3fnq5Go8HAwADcbjdOnTolxnt6elrmdBqNRng8Hpk8T6w9Go3Ku2GJAj1ZjiXjDEHmEfnzn3nmGczMzAhkQli2F9PCNzY2ZIzVoUOHMDw8jAceeECaPfNwckwOu9nQo+MFJeJAo8cImk4AC8iZbGculpEbP0O4mVAfvUN6uIRfMpkMNjY2MDk5uaP1d4tWq0UgEIDT6RSWd7lcxuDgoBgZKihO4FAvJZUc10SF1263pc/ouXPn9qzEgkb8zJkz+K//9b/i0qVL0sx+YGAADz30kHyGRC3W3PH8qa3kqtUqhoeHRbly8gUdY+bv6d37/f67Gt69EhoY7hcjDLVDU6FQkNpp9Z3RoNBBJTLCs7rb5B+y0YE7pRS5XA7JZFKCEjXqorOXz+cF3YnFYshms5iampKh0pVKBdlsFolEQoacB4NB/If/8B/w4osv4q/+6q/w13/917DZbDhz5gwqlQqWlpZQLBYRDofh9/v3JK2gClEKle/AUh+eTX6NzgTRMULZ1FEk5u2pwWTt5PHjx+FyuaRcgMqEG8soixDa7du3kclk8MYbb2BoaAgOhwMDAwNCm/Z4PKJoHQ4HJiYm4Pf7pasIXx4PMglARqOxQ2HX63VcunRJlJ7NZpNcKDtA3Ks0m01cu3ZNIFdGU4lEQsZZsbkAE9N8lkQiAYfDgWq1KoafxsZms2FjY0PySvSO6CmWy2WBQ1V2Li/vTrB4wjUcVq2+X8LjHJxM5aNOU2H9rNqTks/KqIyQNI2ISlKgF0yPV41UaYSYoyFUT6o7Ozr1UphK6M4Rk+mp5mS7czrdFHY+PxU03+1eCp/B5/NhamoKALC+vo6//du/RalUwpEjR3D16lXMzMwIWzKVSgn6UygUkM/nEQqFYLVasbKyIo4D95jRJKOR7ghyr0sxuoX3STV0dNrUkiVGTtwr6hjgDoFPzeftNluUw+mZBlBnQRLFYm0k/538Da6VaTHeG95BIgU6nQ7FYhGxWAzz8/Oo1+uYnJyUhivqH+rW/RASdqhP1OYlvLN8PvILuI9qZErHgp/ppbyjwTx27Jh0guckcHrU/LtaC+P3+5FOp3Hjxg28+OKLKBQKGB0dRSgUwlNPPQWXywW3242xsTGBNekR0XtlxxV27yD8erdEbrFYxAsvvIBarYZDhw5hYGAAhw8fRrPZvG8or9Vq4eWXX8b8/LzMBKxWqzJuhuN+SHvms7K+1OPxwO/3d5SgME/Cz9Po6/V6+Hw+BINBySkajUbJK6k9H3dSxB8IBNBsNvHQQw8hnU7LNBZGC4yI1aixVtuaSE+FSaq6+p7oLJCkQEeIsKaay6RRASAoQTweF8PDtlx856lUCuVyWeb59Vq6YTg6QIQe1XymaiS4h8Ad48H3QAOz1wqHyiQQCMDv9yMUCmF1dRW/+7u/i3Q6jXPnzmFmZgbRaBQTExNwu92IxWIyO5b9jw8cOACtVouFhQU4nU6ZzsJIjZ47o+3u9mP7aTCBO5GmCqUD6KjvI1tdRaDUkjLqIBrM3RaSdVTymdFohNPplLp2dQiF1WqVdqE8pyzHYGTG3rFEtjhZKZvN4o033oDFYsGJEydw6dIlafWoDpPYywYpqvDdkx/DaJJ3S6157x5moEbhzF2TD9FLeUeDqdVudWB46KGHhBDAPyRwcIOYhyQN/fnnn8ebb77ZkbD1+/0YGBhAKBSC3W6XHCA77vOlAXcOPwDp1UmCEFldrI/T6/UyomlwcFC+dj+i0+nw4Q9/GOvr67h586aMIuOFY4E0N5H/5UZy9iKT7T6fT/KZd2PkEpLh4eDP5vtlZLaTvqp2ux2Dg4N45JFHpIE8c8D5fB6bm5uYm5vrIMKoeUsAwhxVu6Ow/6PZbEY+n8fy8rL8DDoEbre7IxoDOnsOq8XjzIeyScXhw4dx/Pjx+173O4kKH6pRI/+fTo5a20UDStRBVaq80E6nE4FAYFtKp1e5vqWlJfzmb/4mzp07h6effhp2ux0jIyP4mZ/5GTidTpw7dw4LCwuYnZ3Fb/zGb+DAgQP49Kc/DZfLhWw2i1AoBIfDIcx09i8maYSNCXQ6nQxEp0PBSI7vba+F50ZFZtRnoYPfTcCjHlFZ/4RkCetxfupurYuohprzVvOVg4OD8Pv9WFhYwNraGtrttgx+5lr4zExXqaU+JEmSQETHkMMt+D2RSATAVtkcW5XuR4s8k8mEYDAouqk7n8ma+2Zzq9EN7yk7WRH9JBK2G7nYd7UqbLcF3MH91UNFFimjKcKsa2trSCQSQl8m1ux2uxEMBqVl0dsdRkKw9NjpRWu1WsmfsqyFpSdutxtOp1NyY/cjWq0Wg4OD0Ol0Alkwb6lG02oBtBqpqOUKPKC8kIwa1aQ+IUgVcuW/d8NM9yuMgAg32Ww2yTUCkMhBnQpD77W7aQKNC50WKimiDiRmMQJhiYrauYfvTP1+1sqxtMTtdiMUCvW8jorSvTfq1wF0KFjuAfeEniyhI+4d3wlRkr2SfD6Pl19+WQaoEzU4evSo9Aolz+D69evCrCRZSW1uzYhFLcOgYed55X1Uc7dc/36IGvmrUYdK+OHnKNw/9fuAO6xVRnW7Ba/z/HEyh3rH+O5Z4hWLxWRWKwAhO6opG65VJabReSVngN9LiJfnllwFtWZ8P0g/alXE3e6mSjoj7KqSzVRniPpmT3OY3UIlSHiUQ2pVNhIXcPr0afEGgC36u8lkkpD73S6XRqORjvzBYFBqvdT8X6vVwqlTp+SzZrN5x2F4s9nE5cuXkU6n4fV6he7N0TksceHUEpXCns/n5bC73W6YTCbJzbELzODgYAezOJ1OC1O4Xq9LGyzVQDK6ud+IhHtGCFw1yIR7q9Uq4vG4FPOrMLDqCPBZG41GhyNEI8pcSzAYFMPHz/Pnsb2e6oSoeSReXo582w1RCS8sBVKHXvO9kVXMCF9VqITp+Vmr1fqWyPydpBdGtdVqweFw4AMf+ABOnTolOSvmoJmHfuyxx3DmzBlcvnwZ7XYbV65cEcSHiMzCwgKsVisOHDgg8LRaW0lFRCeHEQrvJqOjvYb1aByoa1QHh6gF/59OgYoS8Z1Rms0mEokEotGoOM+9Fp4TRnsqnMgIiTXfFy9elEksTJGw0Qv3iGeVfAAaYgodu2w2+xbSJhEylSW/X+Qtdf3UA0wRcf3MYfI90oAyGAHuNOTfCffjbnLfFeHvluRXRyapHqhaX/huQqiFdW0qSYMKn1EqYc+dHu52u41wOIyNjQ3Y7XZpk+d2u4XUQiahGl2qRg24o2zpCTEhr3beZ05ULUouFotwOp0yFJvKbyc5TJWKrRom/lEjXsKN3VEtD7HP5xPlwyblrC1VmzKwxo/1X+rPYwcdHnBG7XxOGt/dzAfS62buo7uEhO9GjczVzj7qu+0+13upbDQaDex2O86cOSNdrgAIu5CKkhHl2NhYR5s4zltkjpLrZLG/iiiojnE3CgJgT42kKmpNL4333RAadV/UveqOUAj5pdPpXYm01FrQ7ik3vBck95D0o9FohHlPR5tpD+ohh8MBk8kk+oJ1sXT6Wq0WUqkU/H4/RkdHceXKFSQSCTSbTRkZViqVEIlE9gWSBdChj1TnWdVdd/se6i/+f6/SHd2yax12qQB3qvDuRi4AIF/r9Qy+ZrOJS5cu4ebNm8jn8xIJsS1eLBYTr5VKkp5RNpuVg86Ijj+zUqlgcXERi4uLYiDU5t5c0/r6OvR6PSYnJ2W+JPMpvRTVQJFJuB9F5/shhPVNJpPMTiT8SAVG5ct9Yn9fsvjUnCdz8ffiDPZKNBoNAoEAPvOZz8jX6PRkMpmOblsWiwVHjx4V+Fyj0QhlX6PRdAwdUM+lVqsVaJ0OBpUaEYXuHOFeCkl+7B+q1gerNcV8Thom3gG29iP7tF6vIxKJdORne/28bB5SKBRk4AING4XlEpyKNDQ0JO94dnZWdALXMTY2JuQ97g+HVLCmNhaL4cSJE3j00UfxiU98AlevXpWSt9HRUaRSKbz++uv42Mc+1vN1b1dUFFElIqoOtoomEHrl39Ves3tK+vnnKFqtViCp27dvS6RD2Iett+i5q/VcxNRZ30hIoJtdybwQjZTFYpGp4aurq0gkErh8+bIM8GVk3ZfeCb1yNYKk8JKqORA6QmrPXTU1QKiW/ZH3q/AbuMP2HBsbk/PIaJnlB2Q2M9pnVMWUiWoU6RSq74IGljl44E7hO3//Xgh/H41gN+dBLXtqtVodk2ZoaNS9Yh6N37Nb946wItNUnGHJ3KRerxcH/Omnn5YJIzQAnOrEdQCQGls+d7vdFqPLHDa7URFFIKGL9dfBYBADAwM9b0e53XeilpWooiI+wJ2mKmreutt4quhmr6RvMLtEo9FgcHAQ6XQaCwsLHXVZqnIkzEqPRs3hNptNYbOpF5neITsiUUmT5QtAckOk9judzn0jU/wgiwo1dvf4VZUl/7CJhNpIQiUOERIiGrDfDo5Wq4Xf7+84m6Taq8pSJfuQAU6FrdYtqu9CdRhpWPk+CR/ulagwMe8ZFSiNpUrKU4373X4GESUVet8NeI8Rrcr2J8Sq1maXSiWcP38efr9fOqH1Qtrttjjr1GmEcDk0fK+FToT6u1VnhgaTBMFuuFZNp3STFXslfYPZJRqNBqFQCPF4HMViUXqpHj58GC6XCzdu3EC1WkU6ne6gpTNnRDiru8av1WqJ0VQNaSqVwvr6OtbW1uBwOPDpT38asVgM3/72t0WZ0wvtS+9E7ZuqogQslWJTB0aNzGGrEx3UXrQ8A2yusZ8Gk8rj6tWrsNvteOihh0QRkWCi5l55jlOpFBwOR0dpF40JYWvmCHl+OYOTX0smk9BoNBgaGtp1w6nmndU8JKMLokHMVZPcBkC6/tAxYCkXv5f3mD+7lxEzdUKj0YDD4UAoFILX6xUGO8dTkbilDlfvlWg0Gnzyk5/EqVOn8Ld/+7cwmUw4ePCgnPP9gNYpRPXouKrwOc+g+j74rGoLRzokfUh2l0Wj2WrA4PP55P+NRiO8Xi98Pp8U5ZfLZfHSVWXCiwCgg3zAxDoZXzwIKitVr9djcHDwLcl8Xt6+9E5USno3GYoXjh2d1Jq9bkICf5YaYe1mOcJ21wbcKeZWSydUQoTq7LGMgeSQbjKM+ll1bd3Kba/REDW6VB3Y7uhfzWF2Rx6qYuaa1DKT3WT9qnXIQCdzms/B99trOXDgAJrNJr71rW+JMSJzd79SCiryo35NPYOqqKQudY/5XnstfS3cJVqtFmfPnhV2mcVigcvlkk5CrdZW4W+j0RASSDab7WBYshEyoS6gs+E3Id7NzU3xlAjP0sscGBiQ4cbMK/Wld0Lvs1KpCMMwmUyKomCNbyqV6oAZ1cHWjPzJQCXrmedht5h62xGdTidRXiqVkgYaHPDNc9loNCSKeeihh4QpSShXZSyrrQKBO3kkdXjA4OAggL1pYkDlajQaO6YTddc0qo6Neo/olNKRNZvNUo6hog50dnslKhOWJVvpdFqifzLuWfrBHtS9loMHD8pUoFQqhXg8DofDAa/Xe9+tRXciPGeEqdU8pRo0qHl5/j8rDcgaZ3lhr89h32DeRVSGYKlUQiwWQyaTgdvtxoMPPohIJIKVlRXpdKPS2pkboBJVp3zQ46Ey5VzNUCiE4eFheL1eYS4mk0kZ68VGxH3prfDisYayWCwKVEevXy0xUXNdVL7qNB4qW9bl8mfvtdAbZ45dHcfGc6168iwLYgMSVVRIkg4ADRK9eJWksR8sYdZSdrPJ1RrSblERBdYdUkmTLc1hBL2Otphq4YSmRqMhcynplDcaDYyOjmJgYECIML2Wa9euYWZmBolEAo1GAz6fD6FQaM/muXYLc5g8T3RW2HNajTC70Y9uRnM6ncby8jIOHDjQ09xv32AqosJVvFAc17S5uYlgMIgnn3wSKysrqNfr0iyBeS7mMNnYgGUL9BopzH96vV4cO3YM586dw+TkJOx2OzY3N1EoFBCNRqUJMxV5X3onaj2vXq+H3W6XKS28tCqBQDWWwB1FTaVM8hcVNks09tNgMifHgessp+FnaPBYT7u8vCwOAP+oHa1UKj+ADoLKfhHT1AhTbdSvIjmqcmXUrDZBoWLm7FB1gs29GMztIgo8O3q9HqFQCDabDaFQCBaLBcPDw6JDTp06JV/fDUfklVdewcsvv4xYLAaXy4VgMIiJiQmMj4/vC2eCzhvvFMu7SJLkfaWoLHfVmGq1WmxubuLmzZt4+OGHe/qMfYPZJSp549SpU3JphoaGEAqFMDU1hTNnzuDJJ5/s6HhCOJaKhhCV2q6KQuPHi86SEp1Oh+HhYdjtdiSTSSSTSVSrVUxPT+PAgQP7moj/QRSDwSADnzUaDaxWqxjBQCDQkR8he3R8fFwaxROSVxWaw+EQCv9+5YHYX/Ppp58WAgvQWRTenbdlhKXT6QR27mYSs6SGZRc+n69jyO9+CKNft9uNRqMBs9ksrRmdTmeHwVQdJO4RnR211pQ/h11wtru2+3kHfKc/8iM/IixV6hCWieyWM/L000/jPe95Dz796U/DYDDA6/VKGsjtdu/K73wnsVqtGB0dlb0gUatQKMhZZFMVRpU07HQQga13Ojw8jIGBAcnJ9+od9g2mIipZQKvdmpnICNFut8Nms0nx8KFDh3blGSwWCwqFAiYmJmAwGJDNZmX2Zt9g9lZUI6AW3rM+VmU4k0nJKR5sJ8fSDLUgngZ0P4k/BoMBk5OTUoivzl5lRNUNM3MNquOnEmHY/IBr383G5NsRlbTFyR5stA50dhtTjbpqMNUmJGoPYK1WuyvTLrqFkPbExMRb/m233+3k5CQmJyclR78fjTdU4ZnicHu2+KOx1Ov1ggIxSmfjmnb7zmAIq9Uq9adqg5FeiGa/68X60pe+9KUvffmnIP2K+L70pS996UtftiF9g9mXvvSlL33pyzakbzD70pe+9KUvfdmG9A1mX/rSl770pS/bkL7B7Etf+tKXvvRlG9I3mH3pS1/60pe+bEP6BrMvfelLX/rSl21I32D2pS996Utf+rINebdOP+/Y1YBzAVOplExfT6fTmJ2dlc44J0+ehF6vx/r6OjKZDBKJhLSNU7uosCPJG2+8gUajIa2NhoeHcfToUfh8vm133VAaZG+nbcW2OzdUq1VcvnxZmqGzqfXVq1cRi8Vw/fp1nD59Gu9973uloTVb49Xrdbz66quYnZ3FD//wD2NoaAgjIyPSOcVsNsNoNCIYDN5rd5GervH7VHZljWysv76+jng8jmQyiXg8jhdffBFjY2M4duwYAoEArFar9CWt1+solUooFAp4/vnnYTAY8JGPfAROpxMOhwNHjx6Fx+O5jyX29/H/SU/WyMb6r776Kr7xjW+gWq2iWCziueeekxZqP/MzP4MPf/jDOHHiBGw2Wy9+LbDDNbbbbWQyGWxubmJtbQ2FQkEakGcyGent++ijj8Ln88Hn86HRaKBWq0kTeYvFIvN52eM6kUigXC6jUCjAbrfD4/FgeHgYTqdTxhbeg97p6T42Gg1EIhEZ1J5KpZBKpfDSSy8hm81Co9EgEAhIe1Kur1AoYGNjQ+4vJ7ycO3dOBlqwk5LX6+2YU3y/a3y3Tj/vuLGFQgGZTAYXL15EIpGAz+fDlStX8NnPfhZ+vx/BYBD/43/8D/h8Pjz//PO4fPkyvve97wGANKvmZAC24zp16hTsdrtMWSiXy/i1X/s1PProo/fTELhnG9tqtRCPx/HzP//zYvzZluupp56CwWDA1atXEY/HEY1GpcVUoVAQA26z2WCxWDAyMgKHwwGPx4NQKITR0VEMDg7C7/fjQx/60L2us69ot2Rba1SnjSwuLuLrX/86/vIv/xIvvPBCx7gnKiHOPPV6vWg2m9IIn84isNVGbWRkBFNTU/j1X/91PProo/u6xu9j2bM1NptNZLNZ/OEf/iF+9Vd/VVr9qQPDT5w4gcOHD+N3fud3MDk52YtfC+xgjWz1d/HiRfzDP/wDnnnmGczNzUmLP+pMjUaDn//5n8f09DTOnz+PYrGIZDKJTCaDZrOJ0dFRlMtlhMNhrKysIBqNYmlpSfS12WyGw+HAxz/+cZw4cQKPP/44rFYrTCbTrq+xWzgc4K//+q/Rbrfh8/lw+/ZtrK6uolQqodVqwWQyyQALDrhuNptIp9OYmZmRhuznzp1DIBDAyMgIjEajTJIymUw4d+4c7HY77Hb7jtZ4X71kOc4qEolgdnYWL730EjKZDH7yJ38SwWAQw8PDMh5mY2MDzWYTXq8XLpcLRqMR+XxelA57AHIm3fj4OKxWK1KpFJrNJvL5PK5evYp2u43z58/fy6b2VDY2NrC6uirzE+nZAUAsFpNG3haLBX6/H9PT03C73ahUKh3TR+jJtVotVCoVJBIJtFotLC4uwu1248knn9yXSQH/XCSfz6NSqWBzcxNXrlzBV77yFSwtLUl/0e6pB1SuuVwO7XZbxrW12+2OSSTFYhHLy8uYn58XJ2i3hg735e2l2WziG9/4BuLxuMx4/MhHPoLLly9jc3MTjUYDVqsVQ0NDqFQqWFxcxIULF1AoFHD8+PE93zPO3Ewmk4hGo/jGN76B9fV1LC0twWq1Ynp6uqNJfiaTQblcxtWrV7GxsYF4PC4RKbDlCHKeZSQSQalUkj7CWq0WoVBInMDl5WUUi0VEIhHRvwcOHMDQ0JA0fr8HA3PP0m63cfnyZayvryORSEgv21wuh0qlgsHBwY65tcViESaTSRBKu92OQCAAvV4Po9EIv98Pq9UKj8cjo/eoo+fn52E2m+FyuRAIBO67ufw9GUx1xEq1WkUikcDi4iJu3ryJbDYLs9kMr9eLoaEhmXhACNbhcMgw5Fwuh3q9jlqtJsaSTawDgQBsNhvK5TLy+TyazSaWlpag1WrxyCOP7JvBTCQS2NjYkObONptNIOVkMgmTyYTBwUEZn3T+/HkMDw+jVqshmUxiZmZGlHEymRRYj84Dh7fWarV9Wd8PunAKBce1LS4u4saNG3jppZc6RnVptVqZv8eG3RxQy7PPaEWFsCqVCmKxGKLRKKLRKIaGhvoGc4+EKQ/u0yuvvIKlpSVkMhkMDQ3hscceQzgcRjKZlGHQgUAAiUQCkUgEN27cgEajwfj4uMxC3YuRZXzecrmMjY0NzMzM4JlnnpEG45OTkwiFQoJWtVotmM1mZDIZhMNhxONxlMtlpNNpRCIRSR2YTCaUy2Vsbm6KIXS5XOLMcwINo9JwOCxn+ty5czLdhTp7Nxqy8y4tLi5ifn5eRuFptVpJefl8PlitVkEbaTw5CIATZTg1iNE3Byro9XoJzDY2NmTAOx0BNmu/F9nWd3Bja7UacrkcqtUqstksisWijITJ5XKYn5/HwMAAfvu3fxtf+tKX8NJLL2FjYwMAMDw8jKGhIbz3ve/FtWvXEI1Gsb6+LtPuQ6EQPB4Pbty4AYPBgMHBQdhsNpmI0D0ia6+F3fN5eEqlkhxGQgThcFgU79e+9jUYDAYZR1Ov12XKQyqVQqvVEhiEf/R6vXic97OZfXmrcKL9tWvX8MorryCbzaJcLiOXyyEcDsPhcMi5olEl1MoIUp3awc+ps/n0ej1MJhNsNhtcLhfsdnuHslWngnQb2p0Kn/VexlD9IEm9XseVK1fwx3/8x4jH48hmswAAt9uNJ554QhyegwcPwmKxYGlpCRqNBoVCAU6nEx6PB88++yy+/vWv43Of+xwGBwcxPj6Of/Nv/g2OHj26a05PtVpFLpfDs88+i+9973toNBool8uw2+0YHR1FIBAAcGfGJgdbP/zww/B6vfD7/XLmqIc4SzedTktKgWeNg805paXZbGJoaEgG3RPyJNrl9Xp7mdd9i/AOnj17Fg888ADW1tawvr6OS5cuweVyYXp6WvRquVyGXq9HIBCAxWKB0WjsyEny3qpj3JjqMxqN8vlKpYJwOIxsNou5uTk88sgjEuBsV+7JYObzeUQiEckt0giEQiEAwNraGoxGI06ePImRkREhtXBWmdVqxeTkJBqNBgKBALxer4zScjgcMBqNHVPOqWTUQb37JZVKRQbyds9Xo3dGD0en0yGfz6PdbstAYZXoRJjgblPqmZS/143sy92lVqthbW0Ni4uLmJmZkXzQ5uYmstnsXQdFA3eMpDpMWY06SebqlnQ6jUQiIXMXu0U1nH3ZmTQaDYHBb9++jXQ6jUKhgPHxceh0OiEUkpBIsgv3zWQywWw2Y3NzU5Qpoy6SD48fP97zIeCE+YvFouQXu8+TTqcTZxu4w/kAIIicVqtFsVgUR5yijqPjmSVhjf8ObBktRmyc+UqHY3h4GAAQCAR2LcJstVpwu93QaDSo1+vI5XIolUoCB9PZ4V00Go2ydj7T3RxRfp86OJz/1mw2JeijHr4XeVeDSbhjfX0d4XAYr776qixqaGgIBw4cwI//+I8jm83i//v//j+MjIzA6/Xi9OnTOHv2LNrtNkqlEhYWFjAxMYHHH38cP/ZjPwaj0YhqtYpYLIYrV67gtddew/z8PKanp6HT6RCJRJDNZpHL5eBwODAwMLBvU93b7Tbi8TjC4TByuRxarRZcLtdbNpSMVzXcz+fzANAB8fh8PrnI3EzmhWdmZlCtVnHixIl9WesPktAw/umf/imWl5extLSEH/3RH8XAwACuXbuGZDIpESVn7AEQz1Wr1Urkr+4zL5vFYhHSAmf3ffWrX8Xt27fxwAMPwGg0iqHtfi4AHZf+fpUSz9k/RwOcy+Xwu7/7u9jY2EClUkEoFILdbkcoFEKz2cRzzz0nuaxSqYR2u41Tp06hUqkgGo3CZrMJylOr1ZDNZpHNZvHaa6/hwoULGBwcxHPPPdcBi/ZKyuUy1tbWJO2USCRQq9XQarWQzWYRiUTEiDINYDQakUwmYbFYhKW/srICo9EIq9Uq8zu51larJWe5Xq+Ls86z3Q09q/NFFxYWcPz4cUxNTe2K3mWajtUEBw4cEBYwYWpGzlarVSJ9Ro6RSAR6vV5QSOpdopEqjN1qtYRA5HK5kMlkBPa+V3lXg0noiZeczCO9Xo9arYZ0Og2r1dqRA7h+/bqEzozMkskkNBoNbDabTMJeW1tDMpnE+vo6SqUSNBqNGJtYLNbhzd/P4nop6sFVlaA6gJeeI6ENGkIA4h1SOarT33lQyfwiHNOXnQkj/JmZGVQqFYFLrVYryuWyRB4ABJZS96fdbgstnQaV+959Jg0GA+x2uziBzz77LCYnJ3Hu3Dnx4im9UL4qzMuzRAX4/SDqndgtR5fQW7PZFMdGo9EglUoJA5+/n2gB7yPvXbVaRb1eR71el/vNiM1sNuPWrVuoVCp3HfC8k+fmf6vVKsrlsjhcPH9qXlY9c+VyWaLORqMheb1arQabzSb/T8NDnQSg4+cwTURDzOfhGY9EIoIA7oYwD8m7QUJko9GQYdGMMvP5vJxtPivLaNR7yUHgPAc8dzSgzGsWCgVxKu5VtmUw+dJU6FSn06FWqyESiSAQCECn0+HEiRNIJpO4ePGiPDQjMqPRKDDu6OgoDAaDsNPy+by8FKfTKRAsw3Di9/uVw+Q74IbwXfBrfD/8b7PZFK+I30sPr9lsykHh9/DrJEkFg8F9WecPmhDduHHjBrxeLw4dOgS3291hMFUjQy9U9U6pbKmkVGdHLSux2Wzw+Xyo1+uIRCL4/Oc/j8ceewynT5+WSJPf320w79WAqvAxz06lUpFzdbffcbefcS9yr8+oplS28zz3Krw3NIgkerTbbUQiETGkqiLVaDRoNBpC/OEeUvmSeOJyueB0OuF0OvH666+jVCr11GACd95/rVYTBU7lz/VwjWTNE5Wq1Wpi1N1utxh7q9UqeUfyTGhU9Hq9nG0158eUF98p/762tga3270rOld1RHkuCDHzHZhMJlgsFjQaDeTzeTGWNLBcc6VSkSiZ+8qomgaYZ9BgMMBmsyGVSslzdKfX3k3e0WB253NIvVexYq1Wi3Q6LcbC6XRienoauVwOhUIB5XJZHnp+fh43btzAxMQEnE6nFNWmUin4fD4Eg0HU63VUq1UAW4cplUrh0qVLSCaT+JEf+RFYrdZ73J6dCS89YQLVc+ELNxgM4i3yvaj5Lipdfk+pVEKz2USpVBK2V7lcFmio27P8QRHmgJnXfjuhQWLNo9/vv6/fp57JgYEBjIyM4O///u+RyWSg1WrhdrvFGeO5U3M+/MNnJnyrRk0kUlBZE2Kr1+sIh8N47bXXcOTIEYyOjt7XGrqFzzszM4P19XX5uSsrK8hms8hkMgiFQsJuZIRBQ0HnLZfLCZGNvAE1AjEajdDr9aKE/H6/EGKGh4cFCeJZ5++IxWJIpVK4evWqKKOnnnoKo6OjPY00+ey1Wg3lclnOCg0hgLc4pbyHqmPLfSeKxvdUKBTQaDTw+uuvy3vgfd6pMKrlOee7ZwRECJW5UxoxGhgaDSJyPJc0GjQgDDr4PlTHn4gEzwjfDb/Gc7wbcrd3qD5XJpOBRqOBy+WStEi1WkWhUIDb7YbT6RT2bLPZhMVigclkEqiZjqxqkAuFAiwWC7xeL3w+nzgh9Xr9niovtoXfqHg3DyRfskajQalUEsiRzC16TsCdg5lKpRCLxdBut+F2u2EwGIQt5vV6YTabJT+kwpulUgnFYnFfI0zVkKtRBg8ePwd0bhQjUV5UlfFWLBY7kvqEmHYTflYhZPX5+M4BdChCyrsZuO18jgf8nZ5JjZro/d+vUDEyPaDT6bC6uopYLAa/3y/OC8VgMKBer4s3TiVJRQZAPm8wGGRffT6fvDNGAfTww+EwhoaG7nsN3cKzGIvFMDs7C5PJBK1WK7VssVgMpVIJDoejIwplZMLnS6VS0vmF95dnod1uC8GiXq/DaDQiFAphYmJCFDKbOvCZqLRXV1cRjUbxxhtvANg6SydPnoTf7+8p65IsUBpqOjt3I3twX/g1FcJTz5vqIPHcRSIR6SJDpbxToXFglEe9oD5vN5TMZ6cx5OdVOJU/m6I67Pw3Qp40jgA6cqTqvd+PygQVpmb0S4OpGkKr1So6WK1v53pUJBDYIuPV63WEQiFBI1SIfrvyrgaT0aXdbofX65WaHbPZLC+XyWoVgkwkElhdXRVPcGNjQ34WvcF4PN5heEnwISbPOs2Pf/zjOHPmzK7SnN9O6JHn83nkcjnx4ph3qFarqFQqMBgMGBgYECiBm8ED6nQ6kc/nUSqV5BKQ6m21WmE2m2E2mxGPxyVi75VHq0o+n0exWBSIwuPxIBaLIRwOy/McP35cWvVRuqMDNdenOhI8uN2fZ26oW3gR6Cgx2W80GmG32++7wBjYMm71eh1erxebm5tS9nTy5EkcO3YMkUgEzz//vEBZrMFk7qfdbsPr9cLhcKBQKIhxYT1xKBRCKBTCRz/6Udy+fRuvvfaadASq1+soFouYnZ3F1NTUfa+hW3ge19bWcP36dbhcLrkXY2NjOHHihJAaotEojEYjAoGAnFXVSeMaude8x2pOj2mUpaUlXLt2DS+++CIOHDgAh8OBer2OSqWCVColSiudTqNUKmFzcxNmsxk2mw2HDh1CKpXCBz7wgZ69h1wuh0QiIYX5jLCATofVarXK3eO+MEWk3lEAonxVI5TNZhGLxTA3N4eRkRH4fL4dPzuDjng8LpE+Fbiq+MkIBe4YehpMpqjoMNRqNTHoTC3w+wh1qpElmaZqjrPZbMJsNks5HNMWhDl3W7h+m80Gp9Mp6NvQ0BDsdjtSqRSy2SwKhYLkrNXokFUKhHcJ4VarVfzZn/0ZgsEgfvzHfxxjY2PSXOde9eu2DCa9D1r1RqMhCVk1+lS9NACifHlAuUDCquzPqdFo4PP54HA45N/oJZdKJYRCoX0rBFfzBurBUjsVUckQziH0xYiRFHHVsWCjBm6ozWaTz5FO3uvcT7vdxq1btzA7O4szZ87I5c9ms1hYWEAikUC9Xu/oSsTvU59D3WMeUL4D1WDqdDqYTCY4HA54vV6B7m7fvi3eItdIGCqZTMJqtcLhcGB6ehoej+e+erMSHs1ms2I41bNaq9VgNBoxPj4uyooNM8LhsDwb+45yTwhFttttcfwCgQByuRxGR0cRiUSk/2epVEI0Gu2IYncqjH6YB6JyrFarsFgsMBgMHXeoVqvBbDajVCoJ9Mg/6j3lHgAQNIQ5Ld4B4I73brVahanJdmsGg0EcyVwuJ5DhTh2fu0mpVEI+n+8gfzA1QlFzqBTeTdWg3A22pJFotVpCWuyFseTvrNfryGazohvpWKvpHn5WjTy7kSt+Rv1e9XN0HrqRHTWvy9/Fc6HmCefm5qSGfjdF1RcABLLmv5nNZrjdbiSTSSnVs1qtCAaDcibVPaTTQ6eI7GK1tpNO1L10VntHg6lCAbyEDJfp1aqhPC8yk7Z2ux0/+7M/C6vVim984xswGAywWCyiaFTaNLs1AFueAj1Uo9EoHsF+GMxarSbt1Lg+0pS74U21sYHKRAMg8DQAMZQejwelUkmMhFarFQKUmk/rlbTbbXz5y1/Gn/3Zn+HP//zP4fF4oNFosL6+jhdeeAE3btxAIpEQyrXqwXb/HJUwMD4+LvlmHnzmHoLBII4fP46zZ8/CYDAgl8vht37rt5DJZNBut+H3++F2uxEKhdBoNDAzMwOfz4fh4WF86lOfwrFjx+7bYEYiEaysrGBtbQ1Op1PyaI1GA+vr63C5XPjQhz4kTThMJhPS6TSi0aisge3UiBKMj48jnU4jm80imUxKlH748GFYLBb8wz/8A7LZrHRw0mg0SKfTvdpCyT/y9/J3kfHr8Xik6LxQKIhRUxUmjS4jKuZsu8lrrVYLdrtdGmIz+i6VSqJQSfO32+2CrDQaDRQKBbhcLrjdbkxPT+Phhx/u2TsAgFQqhWg0KveSReoqtN99BwGI06qmINScIA0wSx5yuZy0PRwcHOzZ8xN1q9frsNlsKBaLHQ6KatiJ5gGdbH0ieoymCLPSeBClUnWIuteqweTPIdLDbkF/93d/h8cff3xPDCada9ZKEg3gOQwEAlhZWUE4HEYmk8HAwAA8Hk9H7pLvR62dbbVaSKfTCAaDCAQCqFarWFtbQ6VSgdvtFmd+O7LtOJsHMJlMIpvNwuFwdGwQN4YQLDvl8xBfvnwZBoMBTqdTlCoNxsbGBkKhELxeL0ZHRyW3VC6XO2qOWGezl8JcFCMMwhXZbBYWiwU2mw3nz58HALz55puimNQcAQ83y028Xi8CgQAeeeQRvPLKK/ja176GTCYj1HDmlhiJ7lS4d7VaDT/0Qz+EAwcOSOeTdruNdDqN27dvI5lMChypequMwLrzQ/TCy+VyB4TOzzCqu3LlCtbW1kSZctoA8wrVahXr6+toNBpS46vT6aSR8v2uORqNIh6PCylHJb4kk0lotVr4fD6kUilkMhnpY0yjyjydOuWADa5VSJb9LcnK4/fpdDohvfVCarUaMpkMZmZmOlqjkf3HiJbF5tzfYrHYAfXxPXQrTp41Oknsu6oSnHiW1QhGTR1Q+bLUrFwudzCPeyVsa0f4OJfLCYSnCs899737LNPBV/N9Wq1WoD+tVis6SnV6dyJU7pubm3IGjUajGHYqfqfTCZvNJpyQXC4n0KjK/qSoBCy+cxVyVT+jvgc+k8qyNplMaLVamJ+fx5EjR3qy7nt5N3TGaAecTifMZjMGBgZkn+jQqKQnoFPfUQ8/+eSTmJiYwODgoHyNZKF7OZvbMpgqyYVMPGLb9ICoUKgAmTPh5Ie5uTkYjUZ4PB6Z2mG32+WSs+sGoUmV+cRcyW71NXwnYS6KnqkKx1FRnj59Gq1WC5cvX5aLycOn1gDxZ9hsNoyMjOCjH/0oSqUSvv71rwu8NDg42LHeXgiVeDabxUMPPYRz585JLqTVaiGXy2FtbU2eD8BdPVO+Dx5YGqJCoSBNyekwECbJ5XJikGmIh4aG0Gq1JMpUWZuEDXU6Hdxu933XpLbbWz170+m0nCPS0ImS+P1+IcewFzIhKV44ttaiN5/NZqWVIXsnM9dkNBo7oGmNRnPfHUXuJsylr6ysSKeiRqMBs9kspTIsL1ANfbFYFAOu3mUVmlQ743D/utnaag6N/9+NglABExIjM7rXqQWOCuT7JvysQpnAnZxvN7lGJfioa+C5J8nQ6XSiWq2Kc9ILoVEjG5RdvWgk+ExWqxUulwsulwvFYlFK73g+7wY/d/9dTZOpBETeB/473wENKR3fjY0Nuae7rXvVqJlGU6/Xi64lWVSj0YgTyH2iE6s6harDe/bsWQwNDcHn88Fms903gWvbZSVkopH8wGiJioKbkM1m8eqrr0Kn02FgYEAiq1KpBJPJBI/HIxjy5cuXO5LW9XodhUIBZrNZwu8rV67goYcegslkkmkneylUUoQ31AbdXA8jYDaaL5VKkrRmZw3+rHK5jNnZWSnRGRoawqlTp3Dr1i2Uy2WMjo5ibGwMfr+/Z1NLLl++jCtXruCP/uiP8F/+y3/Bv/7X/1r2NJVKCRGJOWrCwSrhgPkhtYsIhX9nVw52PFJzmXxn/CybCKhkBDWPobIa70darRbC4TDC4XBHVKw6cmR1cp7emTNnUCwW8bnPfQ7tdlsuKVtAqiUMGo1G8uqcxOP1evGd73wHKysrkvtkr89eKBwOPLh27ZqMjVOVJp3VSCQCrVYrJCXmFVnn3M3q5t+peAhzkunOs89cKXAHQVHXpaZYCDUyau+V8Bk5iYRKnoSxfD4vteJs/aZCk3w+lSGrvl9GV8x7s7xpY2MDxWKxZ+vge2ZOnTW86XRa9KPVakUgEMDp06exsbGBtbU1AJCcpFrmxLtJHUXYXYWegTtwPB1f7qmKnrXbbemHTMY3jU8vU0TdYjabMTg4iGg0KnMw6Zg3Gg3E43HhA0xMTAjiwuiSTG+TySSo4AMPPACfz4fp6WmYTCZBOO93Hdv6LipXtc8rPXDWKzH0L5fLSCaT0Ov1MgyZysdms8Htdnd4+/QiCG/yEDP5y5zJvXRm6L4IOxGVWcc10jNje8DuJur0dNTnVZUlJ2ZoNBp4PB5MTEyIcg4Gg/D5fD2jsAMQqHNjYwPlcll+bqPRQDqdlvpS9Q+bRtBDUyE4VXhZSUJRyQkqVM9IjZeZ+U96+yxMZrsrMo7vV9rtNnK5nBQ9U8nw8hMpoJevGhIVquPaupmCzIMVi0WEw2GUSiWZ1ae+R0Y2vappa7XutOJTSTzAHYJasViU/KUaYfDv3VGF+rPV/eR5J1So5gW7yyLUdVI32Gw2HDhwYFcMJlGY7lxldy000Mnwpm5QIVhG4ozC1Dwf3wERkF4Ify/vAhsLUH+obF82HSdpSj1bXA+/rv58FWa+29e6SUUAOpwInncaye6IdjeE74QTV3jOuE71GUjguZuoULTRaITT6ZSU306n0GyL9ANsKfloNCoJ53a7LXWVJ0+ehE6nQzwel/lsjz32GN7znveIVzc1NYXBwUFMT0/j4sWLyOVycLvd8vAHDx7E4cOHBcJhApj1mvcivMi9GAVGSIceXT6fl1zGyZMn8eEPfxihUAiJRAJTU1OwWq0YGBhAJBJBPp8XL5eHgJ4Su00cPHgQH/vYx3Dt2jXk83k8/vjjOHToUE8j6YmJCZTLZXzoQx/C2NgYAEg5wJUrV2Qenqpg9Xq9wJWE4pvNpjwXFRPfDwCBNAuFAorFokSMNJZUbPl8XmAfvlev1ys/9+DBg/joRz8qTf3vR9rtrT6yyWQSbrdbctGpVAqNRgPDw8PQaDRYWlrC+Pg4zp49i/n5eWxsbMi54TggALDb7cICpdLJZrO4du0a/tt/+2/4yEc+gk9/+tOCtpjNZrTbbXkXHD6wk8tqsVik/Ij5WSo1RgosAwHuwKEqGYaRLw2mmp8l25RGg2mE7mEI3EcabHr49PJJ+jl48CA+85nPYGBg4L7X3C2EXxk1M11CBcnoGIAofrWOj+sm+qMy+PlHhdZbrZaQqngWeiEmkwkDAwMyjJ6juXhW2cBfo9FgeHhYAgbeJzpvKmFJRYQAyBrViJrvhdAs0Ik08M6azWaYTCYp72I97m4Kz5dKHiMZijl5NTJW013UMWouluWQvRxkse3bS4+OER8vHntz6nQ6zM7OIhqNwuPxwOVywWw2I51OS8RJD4pF+7zgrKshWYGkGnrJjFa2vagdhNzdol6cblEjjLW1Nfmd6uVUoy46AcAd+MpsNsuonna7jbm5OYFeeiXMI29ubkoZwvLyMm7fvo3FxUXp88sDq+Z5ujuhAJA+mwAk+mL0yEiOP8fpdMLtdsPn8wkpBrjDruZe0aOlwt2pR8s8c6lU6mj9pbIMgTukkFKphAsXLuDatWs4cOAA3G63GH0SIPjcFKYpYrGYQEP8w9/Fe0Pyy06EytLlckGv13fcSeZK1TZv3bksteMPP8MIkhCsyopW13o3Yo9KGOH74N9brRai0Shef/11ZDKZHa1bFaJYNIx8XtXI8zm5D8zddpNCKHyPXLfauYnvSE0n7FTUCJO/Xz3vaoTu8XjECes2fN0/szuHqfIRKPy6CtWqzpD6b+qft/u9vRSmqLRarZDr+HxM9zAAu9tz0eFRSWu9lm1bFR5UenfE891ut9SmvfnmmwiHwwiFQpLDi8Vi0kjdaDTCYrFInVapVJICZHYTAbYMTjqdlnIOvoxtL0qr7RmcycPLnwvcUSTFYhGpVAo3btzA3NycHGp1fIzqATKJr+ZSTCYT/H6/eE+XLl0SgkyvRKvdGsq6tLSEXC6HZrOJmzdv4vLly5iZmRG2HhWJ6nkyb6ceTJKy7gan0vsDIC3VgsGglAWxDRiVPx0KlhDRieouhbhXabfbHT2Kyb5jVKEK2zP+4z/+Iy5evIhjx47B5/OhWCyKc6BCn+pFrdVqYjDVfI9qkJjD74XBJNGIzoVaYK42gaCCVxWLaiBVQ6l+791aM3aTfVRFSscHQIehbTa3Br9/61vfwubm5o7WrQp5Djwj6qADKkw+NyPPu3WuUg0+nQ6mh1QkgO+JRq1XwndKo6zCj0xXsZSCMC2NgHqOuvOT/Dfud3dqgZG4ajBVY80oXWVRd+fKd0s4/lGj0WBzc1OQEiIFrMzoTjOo+oaOpFon30u5p7ISJoPNZjMmJyclqrh69SrW19eRTCYFd6d3rrL32HWEEJIqqsfFz62vrwOA1Lypkcs7SS/ZXIVCAWtra8jlclI+QYKK1+vF0NAQZmZmEI/HhY1I3J8Rl+r5NJvNjv8nxs6ic8KIap5lp/Knf/qnSCQSOHjwIFwuFwAgGo1idXUVi4uLklNlXoCF98DWXhCaZS5H9eiMRiOOHDmCQqGAhYWFDkNSr9dx48YNQRYOHz6M6elpxONx5PN5xGIx+T1jY2Oo1+u4du0arly5gmQyiQMHDtxXWYlKUMtkMlhaWhL4jsNoHQ4HGo0GFhcXMTc3BwB45JFHoNFsjTZKp9PSZcTpdIpBZIG8TqdDMBgUZWS326VJAD+vGqNe5IAYJarOBKN7NbKjQ6Lm29X7xXdEUXO8vJeMzlSPnj+X/0/H1Gq1dhBJeOaJvvSKXcrnVqNLQrJ2u10apqtM5Xa7LblOAB2RGtfqdDphMpmQyWRw6NAhPPnkk1LfqjYn6aXBJITOtp+E1om8VSoVeL1eBINBadJQqVQ6yHSqcwDcQdaY/lCjRXXKh9rSkHtMZ4ylbGyAMT4+jlAoBIvFsut18GoaiKQ2PrNGo5G0CPUObQr1jXpeWfPfa5LSPRtMbgiJKVqtFqlUCuFwWFqfEbYtFAodiVZGmFyUGvrzolEpcVSN+vPuReH0ymgy2qUnS0Wi0WikDIYHvxvKUj1zFc7iwWZegOUpjASZH+yVvPnmmwC20ABCv4VCQWBvQuy8MFQknATAXIhGo+kgQDFyo8Lsbl6uevVklQ4MDHR47GQRq11mOAj4fuveCE3y53N9bAtHb7VYLCKbzUpJzGOPPQatVotr165JfaPFYoHVakU6nX4LUcJqtQr9vt1uy/Bdfk0lUfQCzqNHrZaqqFC4CsPx8yoErULtQGdTcvX/342opN5ZOsh8HvUdMRrsJTSmkgVV9IfMbE75AO4U6auRhvoOVCNKI+L1enH06NGOebfdyEIvlDCVPO8NnWjqxXq9Lm02VcSAa1NJSup+0Pip8Cz1FfdL1aM0rMyBqufHYDAgGAxKCqCXgcjdhEabZ0ddA5+HulTNOTNK5zrUd9HrZ962waTyYYJ6cnJSvDePx4OxsTF85jOfwebmJp577jncvHkTy8vL+Imf+AmYTCaMj49Lk2oukMXjZERVKhVcvXpVyjIIDVDZqZ7uXkmhUJABtcyLqaxSlhUQHmu17rQuAyAMOOb6CEW2Wi2srq5icHAQAwMDQnBSE/q9Ena6GRsbE89sc3MTqVQKTqdTyEwkNKmRApsgA50OgFarFSbrzZs339JpxWg0YmhoCJ/61KcwNTWFEydOoFAoIBaL4dKlSxKNs871+eefl2YFJGrcb1lNOp3G+vo69Pqt8UeDg4NIpVKSK3e73XjssccQj8exvLyM4eFhaW/HKTsazVZ9XCKRQDqdFjhIjTgoPLeFQgFLS0sdcDydlF4Iyw2SyaQ4WzQShOzY8EKn00k6g7XMbMFIGJXwMY0O/5+OBZ2LbsYv7yEZwerEE+ZH6WARdu+VFItFRCIRibJZfzc4OCj3RnUgVANBIonqzLVaLXn+crkMn8+HM2fOSL0fv4/9X9lMZadGk3eOkazdbofNZkM8HhdnhY4l01PULdRF3XpQhWNV49pud5aK0QHozlWqMDSd5fPnz2N4eLgnDVTeTYgsut1uqUFvt9vyvokmMLLUaDRwu93IZDLI5/NCnNotZw24R4NJmINRRyKRwPLyMnw+nxhNi8WCI0eOSH3fysoKzGZzh8eveg5sZqB6FmqzANZx9oI0cT9CQggPG5UBIzE1Z9V9iO+G/RNKaTabWF1dlY4xXq9XoI9eH86hoSE0Gg0sLy8jmUxKO75EIiFrUdvPqdEDC8JZe0ivV22VyM8bDAZ5F6zHZJPucDiM1dVVbGxsSATJi0uHAthSdoSiyCq+VweCaMaZM2dw8OBBjI+PSys1YIuo5vF4pJMLm6+T4U1Fy45EfCd8PrW0ihFfJpNBOByGwWBAIBCQHKMaPfTC0WPbyEajIZ18+BxqxAFAlIfJZBKoj/CsCr92Pxf3vjvvp/4795sRHHCnb6laXH+/k+3fTtRcLNdM6JB9gxlZqBGyahiATj4CoxFGjzzfjO7oIDDy60V9NOFkwst0ctSggAxmok4qmVHNLXZHU+oaud/qmvn37ihU1WGq07NXAQrTBmq/ceAOf0WtAeY5s1gsb0Giusvbeinb1kQ0HIQh9Xo9FhYW8JWvfAU/93M/h5MnT8rEDrfbjVdffRW3bt3Cd77zHSnMJQ6vQgROpxNTU1MC3bJomJMI2M0hk8mIouo1Lv1OUq/XkclkYLPZYLVaxUCwkD2dTiOVSkluj/DO3SAFPrfZbEa9XsfLL78Mg8GA48eP49ChQyiXy8jlctJWrFeb/dRTT+Hy5cv4wz/8Q5w7dw4PPPAA5ubmZDzU4OAgjh49KhG9SsuOx+NIJBLIZrOyPp/Ph5GREczMzCCTycDj8aDVagn0WalUpD61Wq3i4sWLuH37Ni5duoTNzU2B2sl+I5zGqGB8fBxPPPGENN93Op33tF6LxYJAIID/+B//I/R6PQYHByWfSUWQSqWwubkpUZDVakUkEpFyHzKaVcYdcyNUNjQGZKmm02k88sgjCAQCKBQKiMfjuHHjRs/yKVrtVjOC27dvw+fzwev1inPJphNqHZ/D4RD4ORaLdcDmKi2fERmjChpiFZpVc7A8Gw6HQ3oI0ykA7iARhUIB6+vrEun2QlTlzrvo9Xrx5JNPyjlTo0eV9EIngU4rfxYRLhoXOvFerxfr6+uCpPGP3W7f8TpqtRoSiQQKhYIYTKZp6PgQPYjFYoIc0Iiq0WF3PpNrUeuKVSIf94f/RsRPLQWrVCqSFulV/em7CQ2m0+mU/q7tdluiTTq4LNniGSQJTCUTqimIXsq2DSY3C4AwA/P5PLTarV6L8XgcMzMzyGaz4gEPDg4iHo+j0Wggm80im81KPpDEDIPBgFgshmQyiUwmA5fLBZPJhJGREeTzeemmoib6ew1ZvpNQYdCj5YHyeDzQ6/UdtH5CmWoDZR7UarUqOUJCdMvLy0ilUtBoNDh69CisVitu3LjRAQf1Qm7duiUXn8rb6XTCbrdLhFwqlZDJZARaY39Stodjnooj2NjpyGKxiCFiJM5+uPF4HG+88QYymQyi0agcfr4fKlLVW2brN7PZjLNnz95X7Vcul0MsFsPNmzeh0Whw4sQJRCIRLC0t4T3veQ+CwaDkKKl82NCBDiH/y6bj6ki0bgKPyqpknWcqlUI6nZaSip3WYPI9AVuKxeFwYHBwUOpC1VFzPIcqbKqOauK/0RFQyTxEeChqc4Lu0iKn09mhUFXjxHyY2si/F2eaeUuVtWo2mxEMBqVOVm36oeZxVThZhWkpqpPgcDjg9/uxsbEh771YLCKRSMDtdu9YBzkcDhw7dky4BIwSucZWqyUlWS+//LLUwN8NdlW/T12LWg6nRp+EdrkGfo26lahes7k1FKNXKYXtCB0d6k8VxVHPILsk8Q7zXpLpvFuR8bZ3XU0Y1+t1GUBLY5ZKpXD58mWJuA4ePIhgMCiF26y3ZLNc5gP0ej1yuZxMjGAPWU7GZm0mjWwvmWrbFRX2AiAFxjqdrqMWjPCmekn5/fw+suHq9brMwwMgLcSi0WjP536SwQzcqaEk5MRCd9a+FotFFItFWaM6d45kIY6KovFnTq1er8uItlZrq+B7dnZWWpYR/tRoNB1KlpeAZ4LKQa2hvBfJ5/OIRCK4du2aQHZLS0u4fv06Hn30USExELah88b1kC2sji2jh89IjsI18WyyyH1zc7OjyUUvIkw1YuLINMLqai0lFYUKM9Ix4pr5vqkkVYOiQqhqGQO/h8bIZrN15C35O9vtrVIO/s5es0tpLElmor6goqcTQMOoliHwD6NrFZpV/42tDvk76XSwLGunYrPZMDEx0RERq1Fxs9mEzWaD3W6XgEJ1WFQdozKZ1fekPmf337uNLR0oNShqNBoytm2vRI2SVQeGyBCfj+eS91jtmqQimN0psZ3KtrSRujlUJBxYGgqFEI/HJSfFxCsxaFK2aSg5a5G9E81ms0AchUIB169fl4R+MpmUhLVa0rGXwkuk1q85nU5MTk7CbDZLPWp3BA7cKaTlIVC9YrXtFJU6Gz0TNuuVPPXUU3jzzTfxyiuvyO9VZ3FyMDZzBFqtVnJl7Gs7ODiIfD6P733ve4jH42JkuSfsWOTz+WC323H58mVsbm5iYWFBoN7R0VEYDAbcuHFDFDsdMV58djpZWFiQEVn3ajSvXLmCb3/721hZWYFWq5WfQ6XebDZx48YN3L59G4lEAu12W6Blk8mEmZkZiYo4sm10dFRgSzp1jJDNZrMQ09LpNLTarWkXvCPqbNGdiEajkYkNJEYQzeFZM5vNAlUCd1IpvFMcEq4qTcJZjNxI0VejQjUPxvdIyFrNrfG9cb2q4uvFO8jlclheXhZ9otfrYbfbJcLkntAx4PrYtUblUlCobMnyL5fLePDBB2GxWPDKK6+g2WzedU7jTsRgMHQ43TxnTGtQ1xqNRul1TB3DUiKug/la5kG5RyrjXW1Tqe4Vfw/3m/Aua+Xj8TjsdntPuzW9m7C7kJpfVvPMwJ1IlMEYEa9u9KTX9uJdNRENhsrO4sVrt9uiLHgAyXoF7kww5wWq1+sSaZjNZrnkZPix3ogRCQ+/GprvJfGnm11HRcHaSbVeiFAtgI5NVaEBFVJTYS56/mrE2ksZGxvDxsZGB8O1e50q0YfwK5ULc2Nk//IyMd8zPj6OY8eO4dSpU5IbIkW+uyCehAL1gqueoNlsloN+v3udzWYRjUaF7RqLxTp6wbZarY68bHcEojIKx8fHYbfbhTiVyWTE0WG7QHV/aTC6Pd1eOEDMzzA3qSIfqoKggQI6yzBo3Lrvk/pZ9VzSyKn7wzVSuatt6PizVWhWhT97IYTP+X4ZAdHxVOFkdR/Uz6jvhz+T7f2o61wulwyPYASjRoA7FZ4vtZyKelD9fwCiE1VYVWXwqrnMuz2bug/dZ1H9Wd3vhL3Ce13m9m6iRv78f65T1aHA25O5GJX22l5sy2A2m01kMhmsr68jnU5Dr9cjEomIB02jQWvOvKaat1PhPI1GI9g4D0wmk5ERU3dTBN3dMHZbeNkACGxMiJCkkkQigfX1dTSbzQ4Swd0UpXqQ+T5IK0+lUlKSkclkBKbtlTz88MNIJpMCr6oQN9EAl8slni2dINZpkjBCL5jsx+HhYYyPj+Nzn/scBgYGYLVa8d3vfheXL1/Giy++KC33SCAgYkBDq7bX43txOBziSKkElnsRdmDiWYlGox0QW72+NUk+Go3C7XZLrdnCwoLMVRwaGsLBgwfxcz/3czh69CjW1taQSqVktFYqlcLy8jLy+TxSqZScffUO8F31ymBw2sL4+Di0Wi1yuVxHSQSjaDpGPMOlUknuDuE1tfSJESmNodqqjQ6B2niDudLr16/L71Q7sFDh8Wf20miqOUwACAQCcDgccj9VWFpt3AB0Dk9WiSw0tFxboVCA1WoVIqJaH9gr/aM6p5zExLQHcIc5ztaL2WxWSsC4dtWIqPtFZ1V1BOmgMten7j9/RqVSEUSEnATOKt5rUR0b7hufG4DoBnVsnfqHJKY9jzD5AA6HA6FQSBqmu1wuRCIRbG5uwuv1ivJToZzuwlFePBWqZJShkoAYxXDz1akMvcak304I5fBgqRi6x+PB1NSU5GTVfIjq+QCd9HW16JYeEBnAfr+/Q+n0Umw2Gw4dOoSf/Mmf7BgGqypUkrG6nRTWZTJKUWE1trxbXl7G8vIyYrEY5ubmZCI6R/GozQ7U96uyJ7nv7KjE9ouchXcvwjNHx4SEARKICG0yV8l9IywcCAQwODiIwcFB3L59GxsbG5KPY4ciMhdVdIBODy95LyMSPne1WkU0GpU9Inyq5jFVYZTP5+B5VnPIqlFTySRq9KGiHvwa94+QnmpMunVALyLsbgJeq9WC2+0WNrbKGVAd+G4CEO+rajBUo868qGokVQ5FL/azUChgfn5eSGFEX7gunlsVXu82+OpeqdKtK9UcZ/fXgTvQLB0NNU/IcqS9FO4Fa8CpG1S7oHYjYm9htcxKRcd6KdtKDmm1W23gDhw4gPHxcWg0GoTDYcRiMayvr8Pr9cqIK9Lsgc4hrirlV81L8ev8Pr4cwi70tLqhpt0Wwq0sg+EhZA7p9OnTuHXrFtLptDSf52FjjpcXlmvk+6C3XqlUkM/nkUwmxZtVPeJeid1ux4kTJ/DLv/zLHQOZ1WQ6nQN+DbiTy1ThHzXfMTY2htHRUbzxxhtYX1/HSy+9JD+breTUQ0vFpa5fjUY0Go1AQIR98/m8RIbbFdV5ISTJXA2VhNPpRDablQgCuNNIfmhoCGNjYxgfH8eLL76IRCIh/X4dDgcWFhawsbEhMJ1qMPnuuN+9vrSlUkki21qtJhPk6dAQAueduxuJR1XK/BzfG89qt/HrhtABSI0pEQk6D931ft2O8/0In4GOAd+z3++H3W7vqPfsjk4YVfNsqxFz9zr5Hkj+Au5MSFE7LO1Ucrkcrl69KmVM1HcqkqZ2OFOdDp5pkl4o6r5wvarDDqBDL6kEMJUxTR1cr9cFxdhroQ3oLs/L5/Pi2LKvMnP0rJtW0z77YjCBrdwSa16ALSV8/vx5nDt3TrqgsA/q3NxchyfHS8XNIUFC9exITuCCqWzUzcrn8/dck3e/0mw2ZQgpcwukYpvNZmmizpZy3dChWoYCQGqtSLihYYzH47h+/TqCwaAMvt2NMToWiwWjo6NiNH7hF34BGxsbmJubw+rqqkyaYcMI1XDyfaiGSCUo/NAP/RC0Wi1+9Ed/VBRqNBpFJpPB7du3EY1GEQ6HBSIJBAJyGR0Oh7B1CYcRVgsEAh0G/p1EVZLd+TqVHEJjQOYho2c1B7a+vo7NzU1cv35dImwaAxJH2JBBjdBU+P1unv9OhWvL5XJSJ8r+mpyCo8LthC7JAAbuGHISJO5GSlONrpq7ZF5NhfCYzy8UCh0t8oA7TTr4TnYqNJoqeW50dBQWiwUzMzNIpVIdz6vC06qDQAPBz9JYcP/pCPD+8mfk83lEo9GOe3E/wjOXy+VgMBjg8XjkzJOcpdfrkc/nhWBHI6qWDPGdUFTnp3v9fObuNoaMZPk1pl64r5OTk/D7/Tta772Kw+EQHaHX6yWY0Ov10oK03W4LVE4OjbqvRKl2ulfdsi1Ilg+nTo63Wq1wu90IBAJi8GgIuxUrv4cLInavJnN5UPk7udHqc6gXZbeFDCwV4tJotloxOZ3Ou/Y8VL8XQMeh5uVjDo9wYbFYRCwWQ7ValSHG6jvrldBg8HlOnz6NiYkJBAIB+Hw+aDRb8+YYuXTX49FgsAmzVquF0+mEzWbD2NiYzC3lvsViMaRSKTgcDqyurkq9Jutzm80m0um0sD1ZA5rNZsXT9ng89zR8mMqezgqdLnrOaq9ctiTjuVWJWGzDqCoc4E4ERsalWqPIf99N4TPV63XJNfGZeKZ4r6hYaSh5H4mA8F2oEYpaS6wSeIDOHsgquQlAR4kOP6v+l5/fKUtWdYq4JpfLBaPRKPWy6h6oBKa7PZP6c1WYll11gLeiFb0Y88UzSYRFJdRR36iTe7ohcxW5ejtHpBuW5ufUvKb6OVVH0zkymUwdPb33SsirYNkigwjWFKuEOp7hbkJX9xntlWyL9KP+lx1cOGCUXWtqtRq++c1volgsQqfTSW6h3W6jVCphfX1dKMAf+MAH4PV68cUvflGMKOHPdrst0VA+n0cikZB5moR990LK5XLH6CsW+/+7f/fvcPDgQQn/2YpL7dFID5HKq5sExM8ySotEIuIs5HI5KVXZLdFoNPB6vfB4PBgeHsYTTzzR4cXezXtV4SoqJRpIm832FuhncHAQwWAQhw4dEg+eCAJrMdX3ol5c/rkXKJZwDUeYsYcpoXWtVivt9prNJpaXlxGPx9Fsbg28NhqNckFp/HW6rUbwHP8FQM4CI7Tu98TLSkPfSwJXqVQSJ4bRPX8+v64aFCqYdrsthpJKmpEGHQyVVcgcGc+oqni7IzWtVov19fW3KHLub6u1xUiOxWIyvPx+hMak1WqJs2CxWITJSoNMBEftPKQae5VAoqJANA61Wg2RSASTk5OwWq0dLHG3242BgYEd1yUSOWP+UqvVSt/Ter0uZRXUnWoJmlqs370vKrMWuNPGkQ4j970bQeL7ZE6Qerbdbsu4xr0UrpHnneiFXq8X6FoVpnH4jujU83tUaHqnsi2DSXiLnilrMRn6rqysIBKJCAtyYGCgwxOgAWFUwcL04eFhKaNQI0fWa3JeZr1e39PiWeBOQbrT6YTP5xNlOjY2hoGBgbd4e/ye7jyr6vlQVIXCSe48BHy/e7E+ADv2+t9OmO9S981utwtTczvR2L0cckL9bMzNC0Olz1o9IgMk/dDDpwKiEqKiZETBi8fIQIXbVWGksBvvlflkr9crz8jnU5mufHbVYKpKFoCkGWgku/OaqhcPvDUiAzpznjRK6tfU59jpmeYaAUhaQSU7se5VfTY+E59ZXY8q3PduBrFqZDjIuRckLnXveN9pwNXOWmTRq9/XrUv4/HxHqmOuvrtulEQV3hMVqlXTLnvVGo/SDbur55HpFqCz1pYoJZ0K/uF6eiXvajB5UHU6nczC5OEvFovI5/P4u7/7O9y+fRvpdBper1cmP7DOjWy2zc1NhMNhPPfccwgEAnj66aeRy+Xw+uuvd4TPhUIBL774ohwOl8slVOe9gmSNRiPGxsbkGVj8Pjk5CY/HIxCy2hBYfTb14vJyd0dhrVZLGqEzV+v3++F2u/dkjXstu+kItFot5HI53Lx5E9lsVsamMaIfGBjAiRMnpDkEo02SfrRarcDCnFiSzWZhNpuFXMD+n1SoqvHhRVXLMHrJkAW2UA+j0Sh9hyuVClZWVmS8HJXe3RiRlLtFxe/2bzSAVFCqQiJ0p0YyhNH4PG63Gz6fb0drJ1Tebm/NHqXBJ89gYWFBIH9Kt/Hshs/5jrhuKlhGYAAk9TAxMQGLxdIxW/N+hUae02OIxKlDDjSarfph9fdxlqUKpaswJAMPfobpIjpDavkF16siXnS6ms2m3I1MJtPTeabbEbaiVJsy0D6QSEjnRY2quffkl6gBzL04sO+UDntHg8lC7cXFRamhvHnzZkfk2Gw2ZfgwSRGrq6vybzQYJpMJwWAQp0+fxsLCAlKpFC5dugSTySQlFawt02g08Pv9KJVKUprACGKvvB2j0Yjh4WE4nU6Mjo5iYGAA5XJZaqE2NjbQbDaF8ATc6Riiej0qfEVoRa0z5B/CYJRe5zB/0EWr3eqveuTIEakvpYfO/aDiYA6TXXkInZMkQFhHo7kznope/8DAgPydSoq1xTqdTvKfhMN6uYculwuHDh3Cxz72MVGO9LjVciCWwCSTSWkCz3NHoglTKzabrQPu645A+HfebbWWVy2TUo0z3wXf9YkTJ3YccTcaDaTTadTrW5NwqOQXFxfRbDalpy7z9DQcfG71PqrPrjqxDAa6UwVELgYGBuDxeHbMlOVeMKIlRMvo0mKxwOVyIZ1OCyRLJISpMBoQIn1813TM1Rxfdx5Wp9PBZrN16CeyTgHIHSBZqNeNVN5N+FyqwaRzRoPJRvFMpaglTiRiMrVyrznnd7qz72gwa7WatKJigfT8/LyE6SqezsNWq9UQj8c7vG7mFdxuN+x2O27duoWNjQ3MzMxgYGAAhw8flodk7Q3rPdVOIsyB7oVwTBNZmm63G6VSCVarFdlsFrFYDI1GQ/J36iUkHK1CfIQ5mKCmZ07lS+WnKqy+0dy+EEIfGxsTJvfa2pp4oyxPooJgnadaJqE2quD+qLAcDSn78BJCYwN9lZVLpdZLsdlsGB4exnvf+14xTmz0ANwhk/CerK6uIh6PY3FxUWpOY7EYjEYjTp48CY/HI4Pg1a5b3WQ7/rFYLNI8fzvnUjWgOxXmopvNJiwWi6w5Go0KyUmn00kpCO8bc3O8jzQOKjxNCJ37rZZdMKpRm+nvFOVS3zWdLuaSmfbi2KpsNtvR4IBwNNdCTgdZy0yfAXccF/5hFEvHh06kCnUT2uQd2I92pBQGXIwQuQauVa1AYCTOwMNut8Pr9YpD0St5R4P57W9/G8ViEdFoFOl0GrlcDtFotGMGZK1Wg9PphF6vRzQahdFohNfr7SjybTabUhJCZq3RaJR6ts3NTbnQjLiCwaDAChwT9Ed/9Ec4f/48Tp482bMX8E6iKovx8XE5oKlUCt/97ncRjUbl8gGQZvLqzER6tir7dX19veNQAltDj5PJJILBIHw+3z3DCP/chXnKyclJBAIBmSxRLpfxYz/2Y5iYmMChQ4dgNpvRarVw+PBhyQXy4jE65P/z8rGlo9lsFro7Z3oS9rLb7XA6nUIGYy3p3XJG9ys0CCoJg2dEJU65XC60Wi0MDw+LMqYzR69dJUZ0573e7nlV5vt2pJfOnl6vRyAQkBGDnCYzOTmJRqOBSCQiERcVP3PNaoShog3cO67JYDAgl8vh1q1bmJqagt1uh8vlArBlTDKZDFZXV3eMcvF8MVIql8tIp9Py//xdROm4ZzQIaskLcIdoxvWoekONPOmA0yiqOW8abj6f3++HyWSSIQJ7KWTJsikM91yj0ciIOu6BmsdX16bX62XIQi/lHX9avV6XzWQROfN2JOuolzGbzUrBb3cHEnaS4YZzRJROpxPPkX0h6dWpXiEhpl63jXsnURWJys4lq5fMPLWgWyU9qD9D/bt6QYHOBtl8B2o+qC/bE51ua5oIS2h4DumEkJ3Lz/IyqaUYVES8gPTomRpQDRMjV2Ar0uP0d9VQ9oqdRyEMtR3pxaDj7xdhdE8ki3qGzhGZuoz6qTiBOwOIVUJXtxEBthS1zWaTgfYGgwEul0sMSa9KFZii8vl8MpaNepIRrtp/mWeSz020RIXD1XXxeVXWczf5SSUjqh2++HOp11X2/16JWirSzcrufo8qxA7c4YwwUlfX2QsH7h0N5qlTpzAzM4Pnn3/+LQw4enJsu2axWHDr1i0ZpMyHI8uVJSJra2tSDHvixAnJD3CRpP1fv36941Dr9XoEg8F77vqyE3k7ZcdSCkJZvFwq0YPzD9WaK9K3BwcHJQ9KIkk8Hpd+kjqdDvl8XpR+X7YnhLyZIiDs1Gq1OobKNptNbGxsIJPJCONbzcPRW69UKjKujAqEY75MJhOOHz8u5BaOTHvjjTeQTqc7IEH1Yvfl/kSn08HpdMLpdMLhcEjt8KlTp7C+vo4LFy4gkUggk8l05OyIKNDRITmK+0MUS6PZYh8/+uij+Imf+AmYTCZks1mcOHECKysrWF5elgYRO3WC9Ho9RkZG8PTTT2NmZgYrKyuiJ+mcU2dUKhUkEgkxskwHMJJk7pOEMDp+dBiIdDEnrxpRvhM2FFHJTsViEU6nE4cPH+4ppPluQl1P2F2Fx/V6vaAHdILUHC1rxW02mziwdC56Je9oMNmYempqSjyeXC4nBbXAltfF6JGb7XA4pIMLa6RUYoRaiAoAHo9HvAoOT2YIzgOt0+kwPT2Nqampni3+foUeIPvAOp3OjkJ21QulV8vSGJ1uq8E42cf0LgnJ6vX6jrFZfUV7b6KSNZjwp0etMiPj8TiSyaQ4f6o3S8IBaf96vV5qY/lZXmb1vyaTCaurqygUCjCbzVJ0TmeRQ8f7cu9CRIZQK5nL4+PjMnqqWCx25LI41kuNNKi3VOeK+iYYDGJ6elqcVr1ej7GxMTk3ZrMZpVLpnkkkd1uLx+PBmTNn4Pf7MTk5iZs3b0pNdze554033hAGK2uACUnSWVeJW2pOmwaS5C4KjQ7RE557OhIPPPAA/H4/Dh8+jBMnTuxovfci3CP2oibhp7tGvDti5n3l+1Wj1HvRn/w9b1fG+I63lzmes2fPIpPJSKszDlKlgdjc3JR+qmazGT6fDyMjIxgYGEAgEOjwzPV6PVZWVpDP52VBAwMDcoA9Ho8cAEax7DH7+OOP7+lctrcTwhi5XA7JZFImr6gQNBPwvGwUrVYrUTI9yGq1ikQiIVNDHA5Hh7fXl+1LN/xN46dC281mE9FoFNFoFMAdL1Ulaal1aepn+HedTofV1VUA6DDIao9T3o9MJoNIJAK73d43mPcphMcZETGKOHz4MFwuF5544gn5LKOlRCIhUQkVLBmg1C1qDrc7/aHX63Ho0CHYbDaYzWbE43Hk8/me3Eufz4cnnngCx44dE0c5m83KIAs2b2HeOZPJoFgsigPHvCJZvdQ1KmRPp7zVakkdKad8kCTHZgB8vzQWn/jEJzA2NoYDBw7s2Zml8cvn8x25U5YUqiVTdIDUu0oOgoqC3isaQKb52xlMzbuEq+1qtYpsNistudbW1sRjzufzyOVyUhZy8+ZNGAwG6YvKjhFkuFksFtjtdmxubkq+TmXlkYxA4ozD4RADqtfrhdF3DzDldlyLe47Xs9ksFhYW8Morr+DGjRuy0Rxz1l1Koibk2+02fD4fHA4HRkZGYLVaYbfbMTg4KIQRte5rG52NdmWN32eyozV2szULhQK+/OUvY21tDXNzczLGjGULREu0Wi0GBwelAwxLNGhIeSF5PlmCYrFYcP78eXg8HgQCAZw8eRKTk5NSP7gba/wnIjvex1wuJ+UWGo0Ghw8fvqtCp7HoZv2qEUp3jrk7Emk2m1ILycqAVquFY8eOvVPLxm2tkY4cSSwbGxtoNBpSnsdzpNFosLa2JgaDz8wzeLfoSf0a9RDPqppaUzuR8Z3w+4eGhoQRfpffsStnlXrz9ddfx8zMTMdYOt4vEu1Uo0hOTTweh9FoxNTUFCYmJjA9PS3o37sZfZUcBQBGo/Gua3xX18FkMklU1263pR4xFoshk8lIhAVsQSJks6m9LukFsHMOw2ebzSZRp0qkIGxLhcO6q+8XaNLhcODo0aNIJpMSaaoNroE7h5awoDq5w+/3w+PxYHp6WljDpLTn83nxaPvRSG+k+9yYTCY88sgjCIVCgpCk02kAW0xntVZ2ZGQEDodDWpmxNRdLRwihEUbjkIKjR49iaGgIhw8fln65fdmZaDQauFwuYa6+k5AktBPR6XQYGhra0c94OyHEzHydw+EQI9B9XsmKVmHT7s90I1lvJ+r39pLB3Qvhs9hsNgkqGo2GRMDkhFAvsj0igzmWOqrksO52ge8kav3t2z7jXiZ0+9KXvvSlL335pyq95bz3pS996Utf+vIDKn2D2Ze+9KUvfenLNqRvMPvSl770pS992Yb0DWZf+tKXvvSlL9uQvsHsS1/60pe+9GUb0jeYfelLX/rSl75sQ/oGsy996Utf+tKXbUjfYPalL33pS1/6sg3pG8y+9KUvfelLX7Yh79Z77Z7aALHR9NLSEnK5HHK5HC5evIhUKiXDQNvttgxLHR0dlZZ3uVwOlUoFgUAAbrcbR48ehdPphMvlgsfj6Zh0z+km22jttKv9Oa9fv46FhQU888wz0uj5xIkTePTRR6U1E/uQptNpRCIRxONxrK2twe/342d/9mfh9XplQst9Sr8H6ZbsaI2tVgurq6vIZrOIRCLy9enpaZmlmc1mMT8/j0KhgFKpBK/XKyOQ1GHg9yk9WyNHRXFCfaPRkKkWq6urWFtbw9e+9jUUi0WZw8ozyolBBw4cwNjYGD70oQ9hYGAAHo9n6wHabVn/ysoKnE4npqent9t+bFf3MRwOY319HV/72teQTqdhtVpRq9VQqVRQLBah1Wrx+OOPS3u9cDiMRCKB4eFh+P1+PPTQQ7Db7dLq8z5lV9ZYrVaRTqexurqKSCSCN998E/F4HAsLC9Jyk72sR0ZGZKYlp5w8+eSTGBwcxMTEBJxOZ0fb0fvQPbuyRjaRX1lZQTQalf7ber0eXq9XepSzuTynYLGXLCdGcQoRZ46yp/k9rvP+esluR9jfsFar4fbt2/iDP/gDzM3NYWNjQ+ZGms1mGYdFYxcOh7eeTKOBz+eD0+mUaSjPPPMMTCYTbDYbHnzwQQwPD2NiYgJjY2N49NFHt9VQd7flS1/6Ev70T/8UxWJR+lxevHgR/+t//S+43W44HA4cOnQI6XQa169fl7FfVqsVBw8exJkzZ3DkyBE4nc57HkPTl94Jz+43v/lNXL16FV/96ldlwsmv/dqv4T3veQ9GR0dx8+ZNfPazn8X8/Dyi0SieeOIJHD9+HL/wC78Au90uI+n2WyqVigw3YOP/ZrMJjUaDZ599FtevX8ff/M3fiKEcGhqCzWaDVqtFsVgUh4G9cR988EGcOXNGHIJms4lsNosvf/nLOHToEKampr4vxtBduXIFL774It58802k02mk02mZCOT3+xEIBHD27FmUy2VUq1WsrKxgZWUFf/RHfwSv14vf+I3fwOHDh78vRggC6OgNm0ql8Prrr+MLX/gCvv3tb0vfWbPZjEajIWOw6Khz6gfly1/+sszunZ6expkzZ/D+978f4+Pj+65HKfV6HblcDl/5ylfwta99DZlMBh6PB08//TQmJiYAQHrD0oaw+Xqz2cTMzAyi0SheeOEF2O12+Hw+vPe978X4+DhCodBOHVoAOzSY7Lb/9a9/HRsbGzh58iTm5+exsrIiHh0bq5fLZZkJSWNHD4KTPmhQ6vW6KJ96vY6lpSUkEgnMzs7C6XTi5ZdfxtDQEILBIB577DG4XK63HceyG8LxQZxl6XK5YDQaEQgEkMvlZAoAvVsAMgJMp9Oh1WrBbDaLZ8RxMvutcP65SaVSQSqVwpUrVzA7O4sLFy4gHo9Dr9ej0WigUChgaWlJPPFYLIbZ2VnU63W43W4YjUZkMhk888wzMnWGE3nOnz+/nUkzuyL0tCORCBKJBObm5iSSnJmZQSwWg16vl3PLiQ78QwdYp9Ph0qVLMqDZarXCZrMhFArBYrHgR37kR+Dz+b5vnL1isYh0Oi1DhE0mE7xeL0KhkEQZzWYTyWQS6XQarVYLoVAIwWAQtVoNX/jCFzA1NYVTp07h/PnzGBwc3Nf1UH/Mz89jYWEB3/nOdxAOh2E2m3H06FGYzWbkcjkUi0XkcjkZeEExGAwy1SQYDKLVaiEcDmN2dhbVahVerxfFYhFHjx7dU/2pyvXr17GxsYGXX34Z+XwepVIJs7Oz2NzchN/vh81mw9LSErLZLNbX1zExMQG32w23241arSZ7mc1mEY/HkclksLa2BrPZjGQyiXg8DrvdDo/Hg5GREZw7dw4ej+e+UYQdGcx6vY58Po8XXngB169fBwBsbGwgHo/LXDVeJhoOo9EoY73UkVccmsyp4eqct83NTRkJRi/q8OHDOHToEKanp98yHHW3pdlsolgsynBWu90Oq9UKr9crg4iLxaJMtQC2JpxwCkk2m4Ver0etVpNB0d8vXt4/F6nVasjn89jY2MD3vvc9vPzyy0gmk6jVajAYDDKnNBqNIhwO4+DBg0in01hbW0MgEJC0QC6Xw3PPPSfzGR0OB/x+P86ePbtvBpMjm6LRKJaXl/HKK6+IMmm1Wh1THZxOp0zG4fQMdSLG7OwsFhYWBEHx+Xw4e/YsxsfH8eijj8oIqv0URtH5fB6ZTEYmgBgMBhw8eBAnT56UvUgkEigUClhbW8Pg4KBEnrFYDM8//zxWV1eRSCRw5MiR7wuDWSwWMTc3h1u3buHSpUvI5XKwWq04fPgwLBYLVldXkclk0G63xSEHtqa1MPrkhKRqtYqbN2/KhKVDhw5Br9djcnLynqZ69EIYdMzOzuLq1av4/Oc/j2w2i2q1KtNGxsbGYDabsbGxgVQqhfX1dZRKJfh8PoRCIZTLZWxsbMjkrFwuh1KphEQiAaPRiFwuh1u3bqHZbMJut+PEiRMYGxuD0WjcH4M5MzODF154QULh73znOzAajTh16pQsghvhcrlkbFehUECtVhMjQbxZp9PJxHReXHWGm9VqlZzMwsICwuEwPvjBD4oh2quLu7m5ie9+97vY3NyE2+2WGXZra2swGAxiOHlQeWgLhYJsql6vRzgchtfrRaFQ6EUOrC/bkHa7jXw+jz/+4z/G2toaFhcXkc1mxQGiodDr9TCZTJI3V4cMDw4OYnx8XGYYut1u+dm3bt2C2WzGz/7sz+7L+lqtFr7xjW/g+vXruHHjBrLZLBKJhJxB/uHA92q1Ks5psVhErVZDqVSCxWKB0WiUAcTlchmJRALLy8tYX1+Hy+XCN7/5TZw6dQqf+cxn9mWtlNu3b+P//J//gwsXLmB+fh4f/ehHYTabcfPmTdy8eRNvvPEGfvqnfxpHjx7F1NQUZmdn8eabb+L48eOYmppCsVhEKpXC1NQUVldX8Td/8zf46Ec/ipMnT+7LeprNJur1OtbX15FOp2G32zEyMoKHHnpIdFwsFkO5XEYul0Oz2ZS8XrvdhtPphN/vx9TUFEZGRhAIBLCysoLl5WW8/vrrKJfLyGQy+Pa3vy2o3ejoKI4cObJna/zGN76Bz3/+81haWkI6nUY+n4dWq4Xb7cbo6CgCgYAEUtSNDodDPhuPx+VOWq3WDr6Iy+WSc07I2WAwwOVy4dq1azCZTHC5XPeT17x/g8kZl81mE4FAAK1WC+l0GhaLBX6/H2azWbw6KhoOfyY0QhiWkCTnnTWbTfm76jFZLBaZLVkoFFCtVrG2tgaXy4VgMLhnBodG22AwCPQDbEFC6lxEDiTl4Fd1Zh09feaX+mPW9kbW19cRiURw48YNRKNRRCKRjoG6AAQ2r1arKJfLcpmdTicOHjwIp9Mp+8qUAtMTKrLQarX21Guv1Wool8tYWlrCrVu3sLKyIiiGCpsSwVEjSZ1OJ3lOdTgvAJlszzXF43HkcjkkEgnYbDZkMhlRWvshmUwGV65cQTgclgHDZrMZFosFlUpFcnlUqiaTCY1GQ+BoOuVGoxH1eh3JZBKbm5tIJBLi/O6lEP1YW1tDPB6Xd+/xeDoc9Gw2i3a7Lakd7htTXq1WCz6fDxMTE/Jvp06dQi6Xk6BlY2MDV69eRbVaxcjIyK5zQ2q1GjY3NzE/P4/r168jlUp1oI+cmez1euX+GI1GuFwueL3ejtwth0pTmPYrlUpCMLVYLNDr9WJLisUistksUqkUAoHAPSOT9/Vmms0m8vk8QqEQPvShD+H9738/kskkfv3Xfx3xeByVSgUGgwEej0cmZpNEYbfbcerUKXg8HmxubiKVSmFxcRHValWYfa1WC5VKRQwgX5Lb7Ravw2QyoVar4Wtf+xoWFhZw7NgxgXp3W9xuN86ePYvV1VXEYjGZgN5sNgVO8Hg8aDQaWFxclEjZYDDA7/cjl8vBbreL57TfkNY/F2m32/iTP/kTvPzyy4hEIpLrIgqinrNEIoFms4lbt26hUCjgIx/5CB5++GH89m//Nv7yL/8SL774IiYmJmAwGJDNZiWnTSiMkO5Ohxjfi5A1efHiRVy+fBnAFnFHjYDpnNF54yBsRtNUvC6XCzabDa1WSxxYEmhIKpqdnYVWq8Urr7yC48ePY3x8fM/WqkoymcQLL7wgqMCFCxfg8/lw6tQpBINBDA0NwW63C6mETo3JZILdbsfs7CzW19cBAOl0GjqdDq+99hra7TY+/vGPw2q17ul6EokEbt++ja985StYXl6WgfMTExN48MEHcejQIRQKBaRSKVy4cAErKyuYm5uD0WiUocqpVApvvvkm3G43pqen8cQTT8BgMOCTn/yk5Ps++9nP4uLFi/jv//2/49FHH8XQ0BBGRkbg9/t3bW2bm5v4vd/7Pbz55ptIJBKSd02lUrBarcJNGRgYwIkTJ+BwOAReZzqPgQqdOjp5tVpN4HmdTie6tdlsYmNjQ/KgCwsLiMVieP/73y/s7+3KfRnMdDqNv/3bv+2g19frdfGsS6USrFarwJKMtCqVCtLpNJaWlrC5uSmHl5GmGlECdyZw86KTAs2p9ozKyuUykskkXC4XnE7n/SzpnoRkJuZ8SN9XN6p7DcCdqJJrGBgYEKW02xEm3yG96V79TAD/JAx+KpVCNBqVHBUvIA1au90WoprZbAawNfk9n89jeXkZzzzzjJANms0mPB6PUPZ9vv+/vTeLjfS80oOf2ln7XizuZDd7X9Ra2rLaGsuWY1nWON5ix0gcIDOZiyRAkJvcBAGSqyBBgtzMJIaRTJKLjJMYie2B4ZF3S/IysmQtbql3NtncimRVsfa9WNt/QTyHp0rsVi9V1f3/Pw/Q6I0sfu/3vu9ZnvOcc4IyGZ4OYrlclss+LCkWi1hdXUWlUhGj2Gq1UKvVuiJM3kmiOfxaRpB0Wnd2drqMLLAXnRIiKxaL+PnPfw6PxzN0g9lut5FKpST3PDk5icnJSfj9fvj9fhw6dAiJRAKFQgH5fB6xWAw3btxALBZDPB5HvV6HxWJBq9VCtVqVXyy/8Xq9wkEYpjQaDZTLZZTLZRSLRYkimXcul8sYGRlBqVRCKpUSln6pVEK73RZjcvjwYcTjcfz85z/H2NiYGBsaTMKXiUQCm5ub+P73v4/PfvazAzOYvBfXrl0Th5UIG20F01bkehCJZNS5vb0tetbtdmN8fBzpdBqlUkkMJPO5DodD7jJJbySR1ut1XLhwYTAGs5cyHo/H8Y1vfENg0VOnTsHn86HdbgMA8vm8RFS8bGTCFotF5PN5uZSEGyhut7sr6jIajQIpadiHIfnW1paQMwwGA1wu193UZz6w0PAQMiCER5iL5CUeBABC8KEXODk5Ca/XO3CDSaXHfJU2mPdaDqDzYHzmXii8XyUG/dzDRCKBt956C+vr68hms5ienhbvlu+Hyon/5nK5sLGxgY2NDfzpn/4ppqen8alPfQrNZhPRaBSJRAKdTgfHjh1DKpWSfFKz2USxWJR6t2FJLpcTRizfHR1ZQm38dzqohJUBiGPbS8ijYQUAs9kMp9MpjmKlUsF3vvMdnD17Fs8+++zQ1so1rK+vS83e7OyslL94vV6cOnUKALC0tITt7W2k02l861vfQqlUEiNJJmmtVhOyotlsxq1btyRaGbbQYFYqFZRKJZRKJeTzeck9LiwsYG5uDo1GA6urqwJpplIpVKtVeL1ejI+P4/HHH8f169fx29/+FqOjo7Db7QKhJ5NJOJ1OBINBIdb89//+3zEzM4OPfOQjA1kX79h7772HarUKo9GISqUi6a1Wq4VcLge73Q6TyYREIoFisYhms4mJiQl4PB6sra0JjBuNRuFyuXDz5k2srq7C6/V25Tv9fj9CoRBMJhNyuZzA9devX8fq6ir++I//+J7XcFcGszdKIuW+0+nA6/UCgEA1BoMB4XBYvBkqU4vFgkajgUaj0aWw+dmExSqVinjFwF6+0Gq1wufzwWKxoFKpSJ5wcnISNpsN165dE0+Lh2BQQmeAv+bm5lCr1RCLxQSH14ZTR3f04m02G44ePdpFKBmUELL5y7/8S5w5cwaHDh1CNBqVQ0pFSXZloVAAAFGI9XodwN6BJyqQSqVQr9fh9/uFGEJh3tbhcKBer8t+8v3V63Xk83lxFsbGxrreVafTwZ/8yZ/g9OnTfXkHyWQS7777LgwGAyKRiERf3EubzYbZ2Vlh79ERCofDaDabWFxcRKvVws2bN2Gz2eSsWq1WnDlzBpcvX8bVq1fRbrdhtVqRTCbhcrkwMTHRl+e/G8nn81hZWUGxWJR8pK5Z0/eOd1PD0SRB0IHlmaBjyNwWS6H4/Q8rrdBut5FIJJDP52G1WrG4uIharYZ/9s/+Gebn5xGJRMSZvnDhAiKRCJ566inE43FcunQJH/nIRzA1NYV//s//OUqlEmq1Gt5++2288sorGBkZQSAQEGdhmIS8crksToDFYhFYfWZmBocOHcLo6Chu3bolDWF4H8njuHr1qqTFHnvsMbzwwgvY2toSVjijVzq2gUAA1WpVItRBrLfT6SCfzyOfz4uTpvVevV7H+Pg4XnzxRUxMTCAcDmNubk64IESDgsEgSqUSfvOb3whf5Pz58zh//rwEbOTD8Ow3m024XC6BcEOhECqVCvL5PNLpNILB4F2v454hWcKujUZDcgYARMkR0jKbzR+A/6gM9xNeTHq2LM8AIIlsFlfzMJBZS3p/oVBAsVgUIz4oYcEsw36PxwOz2SzeDZ0DHWlppcL1sYatXq8PVOGUSiXE43G89dZbXYaeJAcaTGB3H7e3twFAqNmVSgXA7t5ns1kUCgVks1msr6+jUqkgFAoJ3KIjG5PJBKfTiVqt1hX1ALswOgkNBoMBs7OzcjmopL74xS/2jThTqVSQTCYlb6mFF9dutwtDkYQCEg02NzelIxVLMXZ2dgAAY2NjWF5eFoeRDqV2IIYh9XoduVxOzh6FikOjHRoh0cqFTRxoRPXX63tJJnvvuR6m4ex0OqhUKvLeM5kMACAUCmFychIjIyNwOp2wWq0YHR3F7Owsjhw5gq2tLdhsNkxOTsLtduOpp54CAIGj19bWUCwWRdnSORiWsESGTif1DKFmv98vBC++73a7LczPZrMpEPRHPvIRiUb5znjXebccDkdXLXy9Xh8IH4Sdh+ik9wZiIyMjmJmZwdzcHMbGxjAxMdHlRLdaLQSDQdRqNVy5ckXKCSORCLxer6QiGAgQRanX63A6nQJtk5CaTqfh8/nkjt+N3NFg8rLoi5BOp5HJZCTBzEtjMpkQCAQkl0eDyQ2iYtZQbKPRkJwIlRaxdqfTKYsmtT8cDqNWq4lH6XK5UCwWYbVaMTk5Kcnu0dHR+93TDxUqCnbxIaONypEGk++B0ZneeAqp+4S4BiWRSARTU1N4/PHHMTk5CZfLJYqE2L/ZbEaxWBRmKGvZGKnTAI6Pj8Pj8cDlckmJBi+WzhvwHdC5oRMF7EKH1WoVY2NjYpjcbrfU61JJGQwGVCqVB21VBgByceh98sxarVbk83lks9kuhIJNM7a2ttDpdIRR5/F4UK1WkclkBPmYmpqCx+NBvV6H2WxGvV7H2traUPLpWphH5d1gaoSOpWYLknGu7xcdPTpTFotFSk1oQGhUiUYQNaIyvB+q/v2KVqR8lnK5jOXlZYyMjGB0dBRXr17FT3/6Uzz22GMYGxuDzWbD+Pg4XnrpJckv04AYDAacP38ehw4dwr//9/8ey8vLSCQSsFgsCIfDQ1kTAEFfmENmvWwkEkGhUEAul5Pa75mZGXFgiZzMzs4imUzi7bffhsPhwNbWFiYmJmAymTA6OipQLO8ZAyDCoDdu3MDx48f7nn/nfnGfqAvJUN/Z2cH6+jrOnj2L06dPSwqBe0sSndfrxde//nUpgWJqpfe+0X4RSVpaWsK7774rrOlvfetbOHz4MP7Vv/pXd82WvWuDScOXz+fFSFHZ6XwjO4TczqOlIaGBpCeroSMuUudUyIJikT97y1JZZzIZpNNpdDodSfwPQvjcFosFY2NjaDQauHLlimwqlRKfn4eCDgPQDV9zbYNUMjRIk5OTGB0dlbIfbTj4HnuhEhoV7iMJH1arFbVaDQ6HQ/aTpUOMYJnEpwPE6IQRTKvVgs1mkw4z7GcaCAQwPT0tMMqDCs8Rm2lYLBZxcNjVp1KpoFAoCLtbX1R+nTY6ZMGynliffbPZLPViwxQ+F88nzx/vr4ZaeZ97iXX8HhpTTQzin8lM1M4fS72ItAxDWOrD6KHRaKBareKtt95CpVLBSy+9BJfLhbGxMRQKBayuroqzGIlEJEXCyDQYDArsR14CIc9hGkymBfh+uXc6TcU7S5SD59VkMmFmZgYmkwnxeBy5XA5LS0ty9gmJ8vN4hnmHU6kUFhcXMTs721eD2el0pF0hzyH1AZ+beWU6AIFAQAIs6s7V1VU0m00cOnRIziHzoKwt5vkjQsIzzs5ArLnOZDJCurxbuSuDyQduNBpYX1/H1taWREU6dNe5EHqpvGRUutqIcGGM2lg7VK1WUS6X5Wt5GNhUlx5XMBiExWJBoVDAG2+8gWQyie3tbZw6dQrT09N3/RLuVWhkTp06hfn5eaytrQkkCaAL2uOB1oqIB4fvbNBitVqFZj81NYVIJNIVGWgnhQl4GioaM908ggbC5XKhVCpJdxWXy9Xl5LRaLamHc7vd8k4qlYqsmy3Lms0myuUyLl++jE9+8pN4/vnnMT4+/sC5aF1DyFo2k8mE7e1tyYsTAstkMrDZbBgbG+s6+wDEMOq2efl8/gPsPEblm5ubGB8fHypMyciE+0cSmo7Y6Ulz35kSoNDosuMRy73072ylR0NsNBpRLBYRj8elXGoYYjabMTs7i5s3bwqaUavV8I1vfAOPP/44vvCFL+DIkSN48cUXkUgksL6+DrPZjMOHD+MP//APBX68cuUKTCYTnnnmmS5n3Gq1iq6bnZ0dypoAiOHgGeSdSSQS0n7RZDKh0WgglUrJulkH/8wzz2Btba2rZVw8Hhf+B9s3ElEiqmM2m7GwsICdnR1pIdcvabfbWFpaEuPNKgMaL2Cv/vTWrVuwWCw4f/68pHRoO372s59ha2sL//Af/kNBSdgFbmZmBk6ns6uhPB0/tk1cX18XNGR9fV0+427v6R1PNo0dQ99yuYwbN27g1q1bXXk8wl3sZ0gvji3GqHz58DSMupBa574Y+fAZeFFNJhM8Hg9GR0fFGBPbf/rpp6U+LBqNDkVR6bwrIQ3tsffWu5Es4XK54PF4hqZIv/e97yGXy+HWrVv4+Mc/Dp/Ph3g8jmazKR4Wn0+XELDeiRT23kJ9KkseUM2e1SUKvfAdjZCmlbPsiN4i4ZgHfUeEeTY2NrC9vY1SqQSLxQKfz4eRkZEuB8Dr9cJoNMpaG40G3G63nHEaXq6B0So9Zv6dnr8mNwxDeFd0sw8deWgHVT+XJtZph1aTorRjTKPKewzs5sl19DAMqdfreOuttxCPx4XMk81mMTo6iqmpKRiNRmSzWVy9ehW3bt1CuVzG3Nwc7Ha7MPar1SoCgYDA1nwvdIppjIa5jzSQAGRSh81mQ6FQ6EqXtNu7DdbZnII9hMmW9fv9sNlsqNfrQphkM4dUKoVcLidlbprtTyi4n9JsNvHaa6/h4sWL2NnZkdpf5tsbjQZyuRyuXLmCUqmEhYUFvPHGG/J11Jmrq6tIp9P45je/KUa3WCyiVqthbm4O0WgUFy5ckDOdyWSk2f7W1lYX92Zqagomkwnf/OY38eSTT+K555770HV8qMFk6M48z/LyMjY2NuQAmc1mYVISgqLicDgccomZHwH2LjKwZ3SAbliICpNKld692+3G1NSUsNp4mcfHx+Uzg8Hg0A44SR66S4omS/DPWuEy6hqW/PrXv5YI4NixY9LNhDVbvCSMDrXScLvd8Hg8ErGwi4Y2BjabravMhHAdFbVWtDQ2/Fpd1kBIrdlsdp2RBxEazK2tLSEs2Ww2HDlyRLq+0GAyB1IulyWXS2dAkwj4ZxohGgnCtoT6dDu6QZ9FOjKMDHvvFbAHgenv4dnUzgnXaDAYxFCS3Kf5CPqc12o15HK525L6BiHNZhPXr19HJpPB8ePH5fnHx8cRDodlJNbm5iauXbuGQqEAp9MpJRrFYhGlUgmBQABOp7Nrj/g+6Pjo1NAgRcOv1INs2JLP5wFAyHSdTqersxT1JKe0sESPBoeGgu+lUCiIoWVqRMP4/RKemYsXL+LixYtytoiEMJ1RqVSwtraGQqGA5eVl0R9+vx+RSARjY2NIJpMoFov43e9+BwDweDxyX2dnZ2UsHRGHWCwmaaFUKoVGoyFBAHvt/uAHP4DRaMRTTz2FkZGRO6aB7mgwdashdsx///33EY/HpcEt2YKtVkvaDY2Pj0sfSkYVrAcjXq4p61RYAD7g+fJ3o9GIaDSK6elpnDhxApcvX0YymcRjjz0mBx7YM8D0jgctnU5HIGT+nYeXRogKll4c30O/vbjbydWrV6XLCYvYddTfaDRQq9Vgt9sFUmS9HQkhhNXpbXN9jUZDoJve2j6tcKlctUH2eDwC//Hf+31ZE4kE/uN//I/Y2NgQBKLZ3J3kMTMzg+eff14KtScnJ1GpVPCLX/xC+k22Wi1UKpWu6DuVSiGTyQgsFo/HZUqNZh/3slUHJWS2MkLXUyv4fzpnyahTG0n9nBoZ4d+pmAln6f1ii7Xr16/jIx/5yMBZ6pRms4nt7W3pLnb+/HlMTEzgzTffxOLiIv7oj/4Ip06dwmc/+1k4HA7kcjl89atfxdTUlKBg5GXoqJqGh5A0mZ2D5hpQd5TLZaRSKek6xFKKGzduiKLn/lDvGAwGmfZBAg2hdk6GoiHO5XJIpVKYmprCyMgIbt68CWB3ohL76vYTKchms9L7lvqBTW+0w2y32zE1NSVzZnVkn8vlkMvlEAwG4ff7EQwGu0hDwF4Dm0uXLkkAR0fo8uXLMvSiWq1KRGq1WhEKhfDLX/4S3/72t/Hv/t2/w8c+9rHbphU+NIfJDaTCJ9PM4XBIJwoqPYa+GnLrFR2FUXT5ifaMe/8tEAggEAjA7XZLb0FOAdERW7+V7oeJHtSq87S6RILroNdar9els8ygp1owlxgIBKQJvq5VAvacEv4fvdHeBhO9eWj9GfxaLft55ZrMQOGfSaqpVqv3lIy/nRDq1dAP373T6cT29rbUZrGlXbvdhsPhQDQalX3U0KTT6RSFwhaNhHnZWENH64OOMGkUGQ0B2DdaImrAPdvvLgLoun8kY/BOae+bSAOwN4qqH3t2t0JeA+uBnU4nZmZmBIK/du0a5ubmRAFz34vFIrLZrNyBlZUVKU+gED3Qd3nQOqXT6UhOkagd0yJ0UEmm60WwgL0mFRw7SP4EADGeNBaNRgPT09MIhUJSRjYyMiLPcC95vQ8Tnrtjx45JIMV+rgyqCA0bDAYJxDRKQweUaBedeJ5HrTdYw0pHF9it7tAGmqki/tre3sbFixdx6dIl+P1+nD17dt+13NFgEoZbWVmBz+fD+Pg4vvrVr0oC9xe/+AW+853vIJ/Po1AodG0kFYveNM3KBCC5Km4UlTahXn49Id1Tp05hdHQUDocDTz75JJ544ol9FfIwa6Y0+4u1hna7vYtqz7VTEZVKJWxvb+PatWuYmZkZKEEJAGZnZ3H8+HF85StfkZwcPTRG5twno9EoHf7pteZyOWxubkp+mZEk8yg6D8JoVSfyeSiJLNBj1waa/+dwOFCr1bC8vHzbQ3sv4vf78cUvfhFvvvkmXnnlFVHy7BLzne98B3/4h3+I8+fP49e//jWSySQCgQBOnTqFCxcu4ObNm8jlcpLvZJF3rVZDOp1GIBCA2WzGxMQEnn32Wdy4cUOm9DACGzTSwfpYUvU1gkBUQzerZuTPu6idO4PBICVdQHeDA54JbaBpSHvznMOQnZ0dvPvuu4jH4wCAj33sYwgGg/ibf/NvIh6Po1ardTEts9ks/sN/+A+YmZnB5z73ObjdblgsFvy3//bfEAgE8F/+y38Rkhtnf3IP92t72W8hWsERZGwiH41GBU4nxKo7dtEB1/eLJUa8eyTXEIZutVr4e3/v7+Gpp55Cq7U7ENxgMAgKpTkIDyqBQAB+vx9//ud/Lnr+1Vdfxf/9v/8Xi4uLSKVSWF9fF13KaSPMz2rjlslkYLFY4Ha7hb/CPPPCwgISiQTefvttQcuWlpZEH2nin8vlQqFQQLvdlgqLVquF//Sf/hP+4i/+Am+++ea+a7mjwdRwXTAYlIjOYDBgZmYGFy5cgN1uRy6Xk5dMy87iWXorvJT6s3XOBOiGY/n/2rMjQ2zQ0Mi9Cr3C3oipl2VMjxbYPeTLy8twuVwDN5gXLlxANBoVIhZzIO12WyYfUMHz+Wjwc7mcdPeh40LFyq9liQbzBjSIVDYARDHzIlPJaijMZNptfF6v13Hjxg2Bmx5EHA4HHnvsMfh8PszNzaFUKqFcLsuQ2qWlJSwvL6PT6WB9fR1GoxEXLlyQOjW+E106otmmhUIBb775JgqFAtLptJwDXnLdEWdQ0m63JaffGw31nkFGy7qxBu+lRg+4vzpnyehUOx18R5VKBdlsdmg5TO2Yk1y4sLCAX/7yl6J7EokErly5gnq9jmvXrslMUJPJhDfeeEP2kChDJpOB1+uFw+HA/Pw8LBYLxsfHhVk9aJ3TaDSQTCa7yDgk+GhYlaQZpp4YlfEOMxepO44R2WK0RqcpEAjgb/yNv4GtrS0sLy+j1WpJ04R+Nmwg14EyPz+PF198UYh4W1tb2NrawsWLF7tSBnwvnHTFM8p/58QW6g9WWfDd0VFkZzpGt6VSCcDe3QGAw4cP4+Mf//gdu3Pd0WDSAHI6CFvOmUwmTE9PY3p6Gi+88AKAPTjhypUr+Iu/+Auk02kUCoWuaJKiLy43UHumGorVkAO9ikdJaCSorHoVlCb80Esnlf/69etdMNCg5IUXXpCcDJUemwHwILLsg/vBXEcmkxGvlJeRypR7SyiQvzMC5UXlwWckSUPISIZnwWQyIRKJoFar4b333hOSw4OI0+nE008/jaeffhrA7n6VSiV897vfxTvvvIPV1VVcv34d169fB7Abjb/44osSVfeWQOlIvNnc7Rn7k5/8RH4eoVv9bu51hNC9Cg0ERzbp1ACVD88fUyssH9JGgN+jS4t0FEklpHOXPO+FQkEaYw9DqDSpE8rlMn7/+99jZWVF8tQkkbz++utdUHWtVpN+pDs7O3C5XDI9icTCM2fOYGpqCgCkk9ego+ednR3EYjGk02lpAkHypM6nMg1A1IaGQUOMvQQuInVcP5EHv9+Pr3zlK1hcXMQPfvADGf1FCHRQ6aKjR4/K/E1G/7/61a9w/fr1Lg4KmcoOhwMul0tap/JXsVjsKmOkHeI99Pl84mxQ15BFTOe21WphZmYGx48fx9e+9rU7Ilt3NJh2ux2jo6N46qmnEAqF4HK5bnto6OUwimKpCSNSXjwedBpCKl8qWyZpqWR00eqjKMTnyeJttVpdw4i56dp4as9pGDR81l3qXDR7SeoaPOas19fXhcjEy8daSSplHkoA0oRfT53hPurOMfrsaGiWbMB2e7fHLqNAKuR+evY8T2azGcFgEOfOnZMCb2CXIfvtb38btVoNhUJBzieNC40IzzOjZsKerE+uVqvSto3U+EFJs9lEIpGQmlC9VkZGOncJ7N0/GnRtEPi7ZqvrcUrAHoOe55s1dMO6q0RAdAN9n8+HyclJOYPFYlGcv3A4DI/Hg2g0ilQqhffeew/RaBR+vx9utxuRSETq/6LRKGw2m+wlfx+0wSyXy3j77bexuLgogwCazSbGxsa63i15D7xfFM1M13XgjUZDojPN9KZDxbPLYQG8l7VarS9dtu5G+Gy8N2xkwvU5nU5MTExgYWEBxWKxi5FOPcr0CB0K3TUskUigXC5L6tBiseAf/aN/hJmZGUxMTMDlcsHlcmF2dhZut/u2z/mhOcyRkREEg0GB8+4kvJCEBhg5AHuKimF+LylBk0r4WTr8fpRFwx48qJrs0/u1FN3NY5AyMjIinS24R2y0TEiWv/h19L512QUvKGtyGXUxwqZnyn2nI6RhWQ3Pa1IU3yG/hgl7Rjv9EA2Ts4bY4/F0tTZsNptYWFgQ8gRLT/R55QXtfXfas9cM8UGfYUaY+/Wu1WeTz6aRm1arJfvIO7cfEYxngF+rnV+W1gyT9KMVviaLOBwOQaHIGq1UKjIZKBqNAth9Z16vFxMTE3C73XC5XIjH4/L/dA7Yd3QYuVlCsvl8vqv8iigQoVl93jT8rveEAQvPoSYw9abHmBf1er3wer2SMtHIwrCEBq63JpxnTz+XRvM6nQ7cbrc4rXTiNWpiMBikUYrL5cLTTz+NEydOYH5+/q73944Gk1FJMpmUXq0fJjSy9Ezp8fLBNRGCB50KUbOlCB/tx/p7lIQQHyMvNlTQEYiOkrXh4fiaQUs+n8fly5fxP/7H/8DIyAisVqvQz4PBoHT9Z6Ez+4aOjIxIPSLLYTh2SNPZtUfLHCajM91Sjp5bKpUS1rNOxvN8FItFJJNJJJNJJBIJTE5OPvA70AaZEW+5XMbFixdht9sFumHky2fnJWWUSeU1MjKCqakp6brCHGY2m5XuR2TmDbqnbL1eF/IEDaFWFEytaMPHr9GoB++h5hHwd+bgCXvxcwn1l0olJJPJoTUu0OjGzs6ODL+uVCr44he/iFAoJLAbu4YR6me3l6mpKTz99NPweDwyAcPtduNjH/uYnGu/3z9wSB3orpXVLSaNRiPi8TjMZjM++9nPIpFISB5WO52MzlqtljTTKBQKQgCi06qhSf0ux8bG8NnPfhY+nw8LCwvCFRmGkCipHVOmf3Z2dpDL5bCxsSFcETrxXI/Od/LzuH8818ePH8f8/Dw+//nPIxgMwuPxyDiwe3GG7mgwqTTYDeVuF9/rAel/Z/ShF6iNqhZe+t5Zfo+a3G5qA//eS9MHIFGUhkQHJYRS19bWuiaY6/etITa+a/4bjZlWhtqz5x7zMwlNE8qloqbh4HQEfg3fH/ebtZ/MQ/VDdHRlNBrF6Gk4kpeMEUXvHvZGZoxg+I75u87JD6PEidAq36c2gtxP3QiE76E34uSfCXVp8gUjUV1XS9ER6bCEP59ICJves1FBpVKRWlm2YKtUKsjlcmg2m8ISz2az2NnZQaFQQCwWkxpEGpZBE7YojCQPHTokZROjo6Pw+/1YX18XZj3vh4ZbAXQ5rcDeeD2gO62lDbMW/kyn0yllU7rCYdDCc8oIUBMCeR91XalGQ3SKi8L8JPXR0aNHcejQIczMzEj/4fuRO1pBRgW0xHcrGsbhS2fkpTdKR4/6IgN7NV6tVktmoT2KBpPeEXszUrn0KhV6OnwvnU4HmUymbwbhTkJyyq1bt6Twd2ZmBn6/H5OTkxLZ8flYA6VhUSoQRmksUQB2p4/wIuteoryEVNg+nw8AhDbPhD0jXL47nWvpB/GHoo1fMBhEJBJBNBqVtRG68nq9Ul6gDaFmgVcqFWxsbMjfw+EwJiYmJKrh1BYNHQ1KSNSiAiG5g2eODhL3l0ZVOwn6DnJvNemn2WwKq5JOkGYPD8uwaGm328jlcqhUKvB6vTJv8Yc//CEAYHFxEePj4zh69Kj0G202m7DZbDh27BiKxaKMvCuVSrh06RKeeuopVKtVVKtVKWkY1rq8Xi8+//nPI5vNIp1O4+zZszCbzfg3/+bfYH19XUqtZmdnsbS0JGeNd4e5dZJ66IhqZ5SOlO7ARel0OpLL5DCCYcxz5fPo9B9rog0GA/x+v+gEzZPpRTCJeum6aaadvvzlLyMajUqTkvuVDzWYXNDdGisqWkYllNuVlmjDyO/XURjJJXoqyqMmWgkB3Z42jSM9dX0B2Ulp0MIaUZPJhGg0ipmZGTl4GnbTDbZ5QHuZvjQsOhetG3H3XkTmAulB6+hFw4bsFUzCWK1WQzKZxObmZt/fR6vVknZ55XJZWhXqiJdOGg2GNgqM1sj6dTgcCAaDCAaDkv/VhmjQ55Zwo7472rtmqQ499N5okl/fC9PptdI50nlSfa53dnYkLz4MYbP/8+fPIxaLSUkLjSjX4HQ6EQgEhPRBZ4IkNp5lrotjsaich7WeWq2GRCKBl19+GYlEAolEAtFoFEePHsUzzzwDu92O9957D6lUSuqfge5UFe8VyyoIJTP61M5bbwBkNBplUHU4HIbP5xsa4YdCpITtKHtLoZgrp16ibiICSdF5Xn4d0aQHlQ8l/VDu5tLzAvHyasXZS3XXm8ff9/t3DRM+qnKnd0N4UkNk/HrdmWWQwho9Ks+xsTGUSqUPeJiadEXpNZg62mQOi06BhqJ1vR6NMCM3Dff11nTq2j/mBfstrVYLiURCJj0wGqTTxudhLkivi8qWXi7X5/V64fF4upTUsBy8/QwmFYXJZILL5RICEqMOyp2ecb/UCp0fRi06qmVp1TCE8N2pU6dgt9tx9epVibBYV6eZy9ohZMRNI6KhzXQ6jStXrsDn80kP12FIvV5HOp3G66+/jlgshq2tLXz961+HzWbDiRMn5Kzm83m4XK4PRIn6jNIx0qQtTb7TzpyuVOBsXp/PJ1HeMEUTejTpU7O9tbHs5YZoRngvHM3Uy4PKHT9BK9S7NZj0RsnM5EsnGYSlAyT1MBTngSWxgN31O52ODCx+VCNM7bVpx4AeLpPVTMBTmH8ZtLCOa2dnB/F4XFiyDocDHo9H8nl8PsLEWmEy8iN6oBWjJmjpd6HzeHqaDSMXGkxgb84mB4Xz3fVDtEMG7DoGN2/eRCwW61KIem1ms1kiFS00TvR29aWmY0dlTGM6DJZsKpUSOr6+J1arFYFAQMgvWsnSCaITwz3RlHzuPyNMTYgCutMpALrO/iCFJUcf+9jHMD4+DpPJhOXlZcTjcdTrdYyMjODEiRPodDq4ePEiMpkMDAYDHnvsMTQaDaysrMh7omG02+2Ix+N49dVX8aUvfQljY2NDy1+S6La4uIhMJoNCoYBUKoXNzU28//77iMVi4nBqsg+72PCc0cFleoP/Tv3aO3qx0WjI3tJ5YDPzQbfspLTbe3NHmV6gXqROoF6i/tCwrG6owzVwPbyrvY7i/cqHkn7uVTS001v3pZWvJgfxa7kgTQTR8NGjKr3EDv0OeokiWobVnJuF2Ww6TaXIRDprlzRBRD870N0ntncvuG+aFczPp2Fhr2EN6VLoTbI0gYp6v3d2P9JLjWe+gzCcVkC9LMJeVEATazTLlFEX39ntyooGIe12W96tLuPis3A/9XvQKI6uDeYaGT33Mmd11ELR91g7D4OSTqeDQqGAYrEoTdQZ8bZaLYkqnU4nisWiDE0mTEkIVpcq8P9qtRri8bg49sMSDgYgkUw300+n0ygWi1216Tx7vVUEvbqIX8v163pcIjijo6OyX7Vabaj1tMCeoaZe0PlWjUKR62AymcTJYzpF99jVs5epR/olfcU5uTjd8QXobhCsKe3cFA1Nkv7OP1erVSlkHyYL726FXozO2+oaMRoATWbRXzeMCPPw4cPSoH55eVnmwgGQvFOns1v4zcb6ACQfwuJ2kmB0K8BWqwW32y0HtVKpoFqtIpvNotPpwOl0olwuCzvRZDIhmUzK++FoIU5+Zw0amYuBQOCB19/LzCZDmXWDNOg0Blrp8JxqVrGGInUZisPhEHiS0aVuhzgoabVa0p5SQ6UUro/ws9Fo7OrSw3fAMW2atKaVDt8FIc5kMimQLztBERYdVAqF9+bixYvY3NyE3+9HPp/H8vIyNjc3kclkcOHCBZk0QwNAwhMbc1P36PpRzopk2cmwYPVOZ3d0Vzqdlhx4p7M7BalQKGB1dRXxeFz0RaVSERRDs9f5d0Lv2lnXXBBOPLl48SIA4Itf/KK00UskErh58yYOHTo01MoElq9RX9KpJTI1Pj6OQ4cOSZBBPRUMBpFOp0VvEJnie+CvXv7M/UpfTzUNA/M/rNvUrCWNNWvWou4gws+iUmLx8KMcZQJ7hCWbzSaHnu+kN2+kldCgxWg0wu1248iRI/D5fJiZmUE4HBYFy0uVyWQEEtERF+sv+bw8hHz2bDYr3qvuacqolEqVMDvhylarJZMk+Llk3ALAxMTEA7PagA9GxFQgJHb0nkdGG4SqenOsmhBDiJb5H51D1JDYoIXPpQda8xl131EqUx1t8s7t57zRSOrIkvWoNK46euslD/VbiF5wRFWz2UQymcTW1pY02ohGoxgZGcH169fRaDTgcrkkMmFaSDeV5zp1pMxuVsO4nzyPve+fZ4jsXhL1eK/0nmgUQafGmC7h59FZNxqNiMVicDqdMleY0DBZ7GyCPmi9y7vfyyHQXA894UnrTdZq6jvKTkW6YYpGhB5kPX0zmDQOVJAsJ+CYJo078+t1zo/eTC9DkzlOMqceVaHyYK2a7q/Kw6vJP4NWLFoMht3ZkydOnMCRI0fQaDSwtLSETCYjk+g5FodMQnrefNatrS10Oh0EAgGB3ah8OIbI4XAInMSuG4TIPB4PwuGwMNpIBJqamkI4HJavzWazwlKdnZ3tS9F/L1OVqABLJTTLThMgNBtRn1teZpvN1rXnLperCxrkGgcNzdJZIUzFu0PDxlIfKkxN9CCRQteP6ndF5cqCeDrCmnShHcV+wei3E0ZZ2WwWyWRSyns2NjZgt9vh8Xik0UUsFpNzx1aNa2trANBF3AL2CuX5+SQxDQvVIotZM8j5Lsmm55QS8hGoH5k31/pEn0/tFPPOms1mLC8vd+UGgd0mJ2wAzzKwQYuGZPXZ1M5LpVJBqVSS2aX8Hp3aoSPBTkVEsfqJ8PTNYGqq9vr6uuQgddE7N1yzLDVOrXNJGrb0eDwIhUIDh7buVzSsp1me/LvO//Qm4Ie1Jg0jWq1WTE9PIxqNYnZ2Vp6VxBEqeU3i0RNGuA5NIGCEwX2kw6Tbx7HoXQ80ZocPRty6hpBkpQeV/QwmW2fx+fh1GpLV+UndlovEA/alpKJlHRjfw7AgLb57KgwqfTqunNOpPXO+fxpSrq03B6Y/E0BXlKl/Pr9HRwqDEI5Vo4Nw5coVxGIxGI1GTE9PY2JiAr///e9Rr9fhcDiEIcozwLQCc77UU5q9zy45Gu0YtNBJJEJAvefxeJBOpyWlAXTzPahLeHY1kqWdGr027jEHKl+8eBHBYBBWqxWLi4tYWVn5ACo2SGm320J06nQ6MiYR2L1LXq8XjUYDt27dkvQHOQMAujr/UL/1smTpGD/ofewrJEtjwYJ03XBbEwiAbtKBTvTq0Jl/J6z0KEeYwF6CHcAHlI9eF72oYTR01s9F6Mxo3Ot04/P5RCHq2XK9dVu9z9/pdOByuQSK7DVKhIPYtFz/otxuP/kz+7Xf+0GyupMLLyCNto46bhdhkNjDfAqwy7LV+VLmAIcRpWivnMaPSkLPqex1HPQvCs+DVsA0LhoG1J+jFdQgDSbbddJRYzRkMpngcDjg9XqxtLQkqAdrEDWfglE1Idn9SHuMaIYVYTKXzzQWy1/sdrtwBnhW6eQwwtR3q9dB5+9EPigGg0HeZSaTEQc4m81KFDcsIeLD6JfIDIAux4DIF7khvIPkCnA/dXkJ9bAmMz6I9NVg8uGpdI1GI+bm5mAymbC5uSnKg9COhj8oXLAuM+HkiGEd3nsVPY2DmwhAcnc8ENw8ekE+n28o48qYUE+n03Kw6MV5vV7ZD3q0vbkEDY9oY3Y7Q6j//16FjtJ+LM9+CZ0HndsBPsj2JUKgc0S8jO12G263W/ay0WjIlBca5Gq1KmScQeaCCIvTAaAB9Pl8UhtKZ5aKQ8PtXB8nWmjiHaN/rpOwK51c3ncyFfP5PHK5HEKh0EDWW61Wsb29LXnKl19+WaYiFYtFrKysCFGsUCh0nV2K0Wj8QD9SrpU53vX1dbjdbrz44ot9X0OvGI1GTE5Oolqt4sknnxQewOTkJHw+n6AugUCgaxiA7rYF7A5ZaLfb0qVKl4pRrzqdzi5SGgObVquFZDIpvZB1mccwAhUdWBEJAHYRhVgshmAwiNnZWRkqzbOn76g+50SKSMgE+uOA91UTGQy7Y4Dm5uZkZBKhIQ279paXaEOoa8QIH7DZ9zCpzvciev5hr3BtfAfc0GFGmNroadIGn4FU8941aK91P4O5XwlBL6FJe7u9nu9+kZ9GFgZxUXujqd4IS0Nbt3MG+Iza46fHDnTnO3WkPkiDSQOmCT0cS8UG5b2oQe+aeuFoYI95SbJNp9OR4QoaPeA7Y3nEoNbL3DodVN19SbPOqVfo/GlYUp8x/h+wVztMclClUhmak07G5+nTp5HP51Eul+HxeGCz2TAzM4NUKiV5S53K0lGkRkh4p3ujTv137l8qlQIAZDIZ6a3LPR+GaD0E7M3oLRQKXeU/ukkKOQ9MBfI88Bc/r1Ao9DUX3VeDaTabMT4+jpdeegk//OEPZRiqrpHRlGfNKORCNTOKXhAZcY+iwTQYDELT3g9u1InnXuV7J0PbT2H+yul0Sleb3qiqF5LTkR6w15RB57KohHvbUul6WpIRqEB7I3CKzhnq99RvpauJVzQQvfvGs3m7yFZDeLycVFb8PhpNnUcapHPEiFF3ZwmFQrDZbNjY2EChUOhau352Rtu6TIHPTCRCcxE4pYX9nXX5RaFQQKFQGNg6aTBbrZYU19tsNjFuNOwGg0FKQ3qdPEJ+PANarzA3yvmuw9A5BsMuKW9mZgZf/vKXkU6nsb29jUgkAqfTiU9/+tO4du0aXnvttS4UBOhOAwEQBE/3kdWMbo3eMMp+//33UavVsLa2hq2tLYFGhyUGw960EmC3bjwYDOLy5csolUqSg9fOmd/vB4Cu6SWMTvVQBTKM+7WevhdLNRoNZLNZSbTquhqy8HhpeXi5+VrRaGX8qLNktUGg0qey1bmg3tKZYUWYNFycHE/jx//rlf1yeNoA8Pt0Tkv/LP13nVfTinq/n60T+beL7h5UCoUCMpnMB5qRa9mvzKR33WSjEpLU+Se+k3q9jo2NDczMzAw8ymQHGI1o0GAS0uM+AHtQq3Zg6AhoVIFRCBVtp9PB1NQUfD4f3n33XWlETwOaTqeRSqUGFpmFQiGcOXNGHGk2J+D9omEA9u4XHXTqoNs5L7pWj4xMXYYxSGE1QDQaldIORsua29GL9vQ6nTqS5r5rPbPf97DWPZfLSeefYZbyMWVFR6dUKsngDrPZjGg0CrPZLHnlVmtvKIPOUWpdxDX4/f6ugRAPKgMxmIVCQWjtGoYlls5NpWerG3lrQ8q/7xfBPUrCA60JF1Q2JDvp3BIPRr/aNd2NkBRxN3K3ymEYcwL7LcViEblcrisy7I1m94tw6eTpNluErtgtSb835uG3t7cHPpGG+UXNoqQXbjAYkM1m5Wv3I0BoBbvfZ/N98GyPjY3J6KlWqyVTeqxWq7BLB2UwvV4vXC4XyuWy5FQJD2sSj34P1Dna8PQ6Y8zL8us4EH1YBpN7GAwGsbq6KuV4fOeaV8CyLB1xaceH6yKap6Fzrl07EbrGkWtlHnQY0uns1UUbDLuEHrKCLRYL/H4/Go2G5HbJYtaEPd2oQetjRqv92r++GkweukKhIJ1vtFLi4dX5Fh5QRpJ8Ifw8YDeZ7fV6hxKN3Y9wfdoR0NAJW72R5s/OOV6vd+gNjv//Ljdv3sT169cFkmKtWi9CoHObWtFqB6i3taF2lkiOYalOL3TdL2HE4Pf7pTOK1+uF3W7HuXPnkMlkcO3aNemGAkAUKEkjjKr4O5+VXwdACEypVAputxvHjx/HV77yFVy/fh0/+9nPutiog2ZYUskThtYIBvUNoVlGSXwuXYfKPWXtN++ixWKBz+eT6TMWiwXBYHCgawL2JoacO3cO8/Pz8Pv9qNfrKBaL0h9XIzC9zjkdBJfL9YG9oDHh+mlQzGYzjhw5gq2tLVy5cgU7OzuwWq3wer3wer0DXzOFgZXZbEY6nUaj0UAwGJTOVFwj00tEFTjAnbaEerhYLCKbzWJyclJY/P2QgfSv4sNpT66X/EIas8FgkNFT/NWbcB5mJPYgQliAG8eN7PUEgT2PclAtxA5kfymXy+KdamdOIwT8s3byNNxJx42XlAQL/h/zKQAk3zZIdIQojC4HMhqN4mROT09L4wkafb0OTX7h/+scvI5CqtUq7HY7gsEgjh07BoNhtxmA0+mUbk6DHpSgIWNddqCbLwAfnLako2X9qzfPqQ1vb9/jQQsNHkdr6Uk4zBkT2eAae/POdBh6yWw6Z0tGtcViwejoaFezc/67dpiGsW46cOSvaAavnrajHaTefdV3sZ8t8Sh9Z8nSO3M4HAL9MJ9jNBqloN1gMGB0dFQ6w+iaI7PZ3NX1AkBfF91PoTLpdDry/PRYO52OJKe5cbpVmsPhGBrscSB7+ZpKpQKHw9G1b/RcCX9R4bDdnT5//BqWlTBaJZlKoyg8C4NqYkDFwehI56KcTieOHTuGz3zmM/jX//pfY21tTRo16A5a+rxS+QLoUrCsk+t0drs9zc7OYnJyEs888ww+/elPI5FIIJ/PY2JiAn6/f2BoEA2l1+tFs9mUvHE6nUa1WsXIyAjGxsZgtVpl0ABrUrUjz88yGHbZxISktdNOwzQspux+Yrfb8ZnPfAZXrlxBKpVCLBZDIpGQ2vRIJCK1lLreFkAXoYt62OFwoFqtolwuw+12IxQK4cknn5RyFbPZLPXVw0L0DAaDTE4Kh8MIhULodDpC5CJrOJfLYXZ2VqL/SqWCtbU1CajcbresmYEI88GPLOmHSqe3+brOTebzebTbbYTDYalV1LRgfg4vaLFYHHoH/bsVJqzZzJt9D3n5dCGyruFrNpvIZDIDz28dSLdUKhWpFdSDrTWbl956p9PZd24oDaomDJFkUCqVpD6sd2D2oIR3hWePDfIzmQwCgQBmZmbw3HPPibNKA0ijwD/rHDyngBCWy2Qysu6ZmRmByJxOJyKRCDKZDKrVKjKZjDzTINdM5/v555/H3NwcfD4fYrEYUqmUdLDReUuyLHXJSy/6peFLllqwa1k0Gh3YWj5snX6/H/Pz8/jMZz6DVCqFTCaD9957D7lcDsvLy8L65XnTelJD0XTsWH5z9OhRzM7Oyp0oFotC9hkGtE7Z2dnBu+++i+vXryMej4st0PXL1K3b29viFNbrdWSzWUGL2NCC31utVqWByiNtMKkwets28WKnUik0Gg3Mz89LLk/DB8Bez8hKpYJsNivM20dJ+MycNcjJHvRM6fnza1jSwXfEJscHMjwplUpIp9NIJpNyIaloCGdqGEdDPRQaVB2xWCwW2VsA0ltX17kOSkg8InGCtc/xeBzhcBh2ux2f//zn8dJLL0mkmE6nkU6nEY/HJcdKtMNsNiMSicDv90s/0WKxKAaU/X2pgIPBIAwGA4rFosxnHHRUxsjwa1/7GtbW1jA2NoaXX34ZiURCSEe1Wk2+vrdWVhtzvY+MMNl85ebNm7DZbDhz5sxA13M7MRgMMsz6+PHjQkb6sz/7M7z//vt4/fXXZR9oLHQTdzoNet1E/qampnD8+HHkcjlsb28jl8vB4/HIfGKd7x2k1Ot1/PKXv8TS0hLW19e7BrprtKfT6XSlFrg+BlpOp1PuIYOY3sqEB5W+G0yr1YpwOCywLPN07JNotVoxOTkJh8OBF154AWazGYVCQTbM4XCId0DDyw4XwOA913sRHtR/8k/+CRYWFvDd735XPECTabcZ9ZEjRwDsKuqJiQlpBO31enH69GnMzc095FX8/0cMBgOee+45zM7OwmazYXt7G4lEQpAQ3Tu3t12aFhpPRi3M+fDvVNaEYgedf3c6nXj88cexsbEho6k8Hg+ee+45jI+PyzNr4pnT6UQ0GsXhw4e78p68W1TAVDjBYFAUbW+LS5aQ+f1+BAIBBAKBgd9R/axjY2N44YUX8Nhjj8lYuXq9jlgshlgshlu3bgnjVUfR3F8OCohEIvB4POIoeDwenD59emhNyO9GrFYrPB4Pvv71r+Nzn/sc/sE/+AcSnNDI6ekdbIGpETw6gZOTk9IJKhwOo1Ao4PLly9jY2MDS0pIMcx/0XtpsNjz33HOYmJiQ/r9GoxGBQEDyy0RNSHzS51mXytEh4Htwu90y3KEf0neWLMsXmLDViyOO7vF44PV6MT09DbPZLB5hq7XbmZ9fTyiBnUUeRTGZTDh37hw8Hg9+85vfiLfPnBahnFKphKmpKYyPjyMajSIYDOKJJ544YMkOWSYnJ2Gz2TA2NoZ2e3fSO1GBXvLH7YymJhfQIOqyBuZKAQwsd6mFESGL7ZvNJnw+HyYmJqRNnCZIAOjrcGQ6BpxKM2jSD4U/w+FwYHp6GtPT0/I8lUpFGNHNZhPZbFb4EUR4iCKEQiG4XC7MzMwgGAxidHQU4XAYLpcLkUjkkdI9JAseO3ZMDAmjKfJBGGGazWYpwyGb9HZIR61Ww6lTp7CxsYG1tTXk83nk8/mh5G/NZjMmJydRq9Wk8bvRaMTo6KiwzUk4Y/pOl3cRISKyoRnbzHf2aw8NDzOhfSAHciAHciAH8v8WeTQLGw/kQA7kQA7kQB4xOTCYB3IgB3IgB3IgdyEHBvNADuRADuRADuQu5MBgHsiBHMiBHMiB3IUcGMwDOZADOZADOZC7kAODeSAHciAHciAHchdyYDAP5EAO5EAO5EDuQg4M5oEcyIEcyIEcyF3IgcE8kAM5kAM5kAO5C/mwfkF31QZI96IEuifWt1otlEolvP/++7h48SJef/11aUU1Pj4urcOeeOIJHDt2DC6Xa9/em+zPWa1WkUqlpF/th7Tgupv+XHe1xmKxiFarJY2nG40GXnnlFbzzzju4efOmTFTh+ovF4gcmVjidTlitVsTjcdTrdbRaLYTDYUxNTeETn/gEpqen4ff74fV6MTk5Ka0EP0Q+dI2dTqfTr1Zl7XYbr7/+On74wx/ixRdfRCgUwre+9S14vV4888wzmJ+fl/6lfZS+7eOHSbFYxDvvvIMf/vCH+Na3voXjx4/D7XZjZWVFWo599atfxac+9Sk8+eSTMrewDzK0Nd6N6BaBfZSBrLHRaKBUKqFUKsnkjZ2dHbRaLcTjcaytrSEajcLpdHaN8qpWq2g2mzIyampqSnpeP0Cz/L6ssdPpYHNzE+l0Gm+88YbMOs1kMtLO0WAwwOPxIJ/PI51O4/Tp0wiFQjINqVQqIR6PI5fLwWq1IhgM4plnnoHf70cwGEQgEJC+wnr+611M13ngNfKZNzc3US6Xu3r8cq7p+vo60uk0rly5gkAggGg0inA4DJvNhnw+j3q9jkqlArfbDZfLhampKVgsFuk7y9mt7Ins8XgwNTWFUCgkevxe19iXBnvsiK8NnZ5mvr6+jm9+85tYWlrCjRs38Pzzz2N2dlamJbz55pv4+te/jpGREczPz8ug1K6nNxhkZib7Yw5TYrEYSqUSzp49KzPafvKTn+B//a//JT0M9Vgo/tnj8ch70OvgCJpEIoG1tTUYjUZMTEzAYDDgyJEj+MIXviBNkx9U+qn0jEYjLl++jP/8n/8zTp48iUOHDuFP/uRPcOXKFXzjG9/AH//xHw/CYA5NYrEY/sW/+BcyUWdkZARerxc+nw9msxnBYBCXL1/GjRs38G//7b/tp8EcqvROY6Hw3vYOHn5UBh7sJ6VSCTdv3sTCwgLW19dlJNepU6eQTCaxsrKCn/70pyiXy5icnITf78fU1JQ0LX/zzTcRCoXwla98BX6/H36//0GN5gMJG9r/9V//NS5duoSf//znAHYb4LMvrJ4DeuvWLVy7dg3vv/8+zGYzMpmM9Jw9deoUDh8+jGeffRYGgwFvv/22TLV55plnMDk5iaNHj8LhcMDpdA5tn5eXl/GrX/0K3//+97GysiLDNfRItq2tLXlW/jt7lIdCIbRaLRQKha7m6wzQuA7dbP7kyZP4+te/jueeew5nz569r+fui8FkBMX5erlcTuZhttttxGIxXLlyBZFIBH/37/5dXLhwAePj47BYLIjH43C73SgUCvjRj36E559/Hl6vF61WS7wft9s91IGmvcIRUBw302w2US6XZcKBxWJBp9NBuVxGqVRCPp+XZsdut1ucCavVCqvVimg0CpPJJE3a7XY7XC6XTLxotVpYWVnBxMQEgsHgQ1nz7aTT6eDo0aP42te+hqNHj8Ln86HdbuP06dP4+3//76PZbOLHP/4xLly4cDde3CMhRC7++q//WqY0zMzM4PDhwygWi9je3kY8HofP50M4HEaxWES5XMZf/uVfIhKJwGAw4OjRo3j88ceH0mz9XoTGr1gsolQq4dq1a8jn88hkMqKMOIHE7/eLwuH35fN5tFotWCwWjI6OYnp6WqZceDyerkEJrVYLy8vLyOfz2NrawujoqDQ0H+SQgUQigR/96EcyEPvMmTOwWCxwuVxwOByIRqMYGxtDoVCA0WiUCRY0TPl8Hk6nU8ZBmc1meDyehzbcnc81Pj4uzdU5vYNOtMPhQKvVwvb2NmZmZvAHf/AHMsmDjeU7nQ5CoRD8fj+i0Sja7TaOHDkizhInRcXjcXi93i40bFBSr9exsbGB3//+93jllVews7Mj4+EajYaMmuO4Oc7CpC3h+2k0GjKyi5Na9BQeRp8Ujmx77bXXMD8//3ANJhXEzs4OyuUy0uk06vW6bFw8Hsfq6ioOHz6MF154AU888QTC4TCazSbi8Tja7bYMEOUFazabMhGcg3r5AocpPLwWi0UGq9ZqNRSLRVgsFoRCITgcDnQ6HeRyORgMBpTLZYECHA6HGEzOeePEjGq1KsqKUafNZkO73cb29vZDiaTvRiYmJvCJT3wCExMTEmG53W7MzMzgr/7qr/C73/0OZ8+efaQNpp6xRxjvd7/7HdbX1+HxeOB2uxEIBPD6668jFouJ1w5AJty//vrrcLlcMBqNaDabOHbsmEytfxQmXHCWYKPRQC6XQyqVwrvvviv3sVKpoFQqwWq1wmazYXp6Gjs7O8hkMnLuNzc30Ww2YbPZcOzYMTz++ONoNBqIRqMwGAxiYDi/dnFxEVtbW7h69SpOnDgBh8MBl8sFm802sLubyWTw5ptv4vTp0zh06BDm5uZgsVjEqbXb7XC73eIoOJ1OBINBQcQ4bYYDh61Wq0Q8D1PC4TAAyCQdv98v58tut6PRaMBqtcLr9SIcDsvEHDowtVpNJnpwxuXY2JgM/y4UCqhWq0in0zAYDBgdHR14ULKzs4PV1VXcuHEDFy9exNjYGNxut8zrJDpHg8m7RSFkrP+NZ5XvZWxsDMVisWv6kNlsRr1ex6VLl2Q4+P3IHW81f5ieaNL7QtvtNnK5HIrFIt599120Wi2MjIxIVPjmm2+K1z47O4tnnnkGNpsNOzs7SKVSKJfLCAQCOHnyJMLhMN577z0YDAZEIhG4XC643W7Z8AsXLojRGZZUq1UUCgXxaBYWFrC2toZf/epXaDabOHHiBDqdDnZ2dmTdwWBQJoIbDAYEg0HMzc1hdnYW4XAY5XIZ2WwWly5dgt1ul1FL9NB56R81g8PDvLGxgd/+9reYn59HMBgUZWg0GnHp0iW8/PLL+Dt/5+88stBso9HAjRs3kE6nsby8LM7dmTNn8MQTTwAA1tbWcP36dTz22GM4ffq05EUKhQK8Xi8CgQAef/xx2Gw2rK+v49q1a4jFYgiFQggEAnjxxRfhdDoHPgtzP2G+/+LFi0ilUmIca7UavF4vZmZmEAgEEIvFsLCwgFQqhXq9jkQi0TWejk4ix/EVi0X88pe/xG9+8xsZ50WPHtjVBQsLCyiXy2g0GnC73Th27Jgow0HIzs6OzDElisMh1oTxAOD06dOC+vDrOMLt9ddfR71el9RJqVR6qM4qdWypVEI2m5X5uu12W8Z1pVIpyfVtbm5iZWVF9DTRPo5KtNls+OQnPwmj0YiFhQX4/X6Mj49jbGwMJpMJ2Wy2a+j0ICWTyeB73/se1tbWZGayzWZDuVzGzs6OIABGo1EixEgkInArdWWlUpE5rC6XCyMjIxKFbm5uSpTKPTebzWg0GqjVag/kuN2VG8yhuL0/qFKpoFgsIp1OI5/PI5VKwWw2iwI1GAxYW1vD5uamJGxdLheKxSIqlQq2trZQrVZRLpeFEJPP51Gr1ZDL5WS2G19MJpNBu92Wwz6MaLNcLmNzcxOZTAa1Wg07OzvY3NyU6eQej0cOLue48Z2RDOV2u+H1ehGNRjE9PY1SqQSfzyfJbnr4hHWr1apEQI+ScM4jZ+/tN8XcZrPB4XA8NPj8wyQejyOfz2N5eVlgSu6Tx+OBw+EAABQKBck/A7tRSLVaRSKREFSAE95DoRB2dnaQz+fRbDZRrVaxubmJQCAwlAG8vZLJZJDP5+XcZjIZIcFwKC8HCzscDhSLxS4YT695ZGREjGetVkO5XBbFRCIbzzGwS+bgZ5XLZeRyuYEZTA3NMdI1mUxiQBl5tNttOBwOeDwe2Gy2LlJLq9WS3F2r1UKxWEQ+nxeH/WGJwWDAzs6OzLhkFN9ut9FqtQSGNBqNqNfryGQyMieS+U2LxSIoQjqdFqSO62Y0nUwmxfGgQzEI4bzjWCyGYrEoEDAAsS96hjJRGgZITI1xr3RUabfbUa/XsbOzg1qtJu+Q0TSjbgDyDu9nnXc0mPqi73fpb926hd/+9rdIp9PY2dlBIBCAy+VCNBqFxWJBo9HAa6+9hkKhgD/6oz/CmTNnUKvV8N577yEWi2F5eVku14ULF3D69Gm43W4kEgm89dZbsNlswuCyWq14++23MTk5KZ79MGCvW7du4cc//jF++ctfIpVK4cknnxT4kUqHEIHT6cT29jbq9TqeeuopuFwuxONx8Vx9Ph8OHz4sbLxGo4GtrS0sLy9jeXkZqVQK1WoVmUwGS0tLArc8KrKzs4ONjQ1UKhUhH/RG+5/4xCcwOTmJSCTykJ7y9tLpdPA//+f/xDvvvAMAmJ2dxQsvvNClSMgu9Hq9OH/+PJaXl1EulxGNRmE2m3Hu3DlRxNlsFsDumguFAtLpNFZXV7G1tYX/83/+D44dO4YvfelLd8t27tsaX331Vdy8eVMgRg5BNhqNaDQaqNfrAsNxyDQhLkbRTqcTIyMjMBgMaLfbAnF5PB5ZCxVPMpkUZT09PQ2DwYBcLodarYZLly7h2LFjCIfDfb+v7XZbcrFk3hNaBSDP1Gw2UalUZP10tqkwx8bGUC6Xkc/nsbS0hKtXryIcDiMUCvX1ee9VyCSlwaQzx9xzp9OBw+FANptFKpXC0aNHhXVPKPw3v/kNLl26hB//+Mfw+Xx46qmnJK0E7Or1dDqNVquFfD4Pn88Hi8UykPUUi0VkMhlsbGwAgKyHKS9Cyjo6pOPD/bLb7cIToONGA0rHThPa6CDR4eCw7VKpdNuKjDvJfZ3gdruNSqWC7e1trK2tSWTFC1Sv15FKpZDNZlGr1WC1WgViLBQKwnaamZmR5CwxZrfbjXq9DrvdjlKphO3tbYyNjcFms0lSOJvNwufzDcUDJGWdm0C4iiUjNIbaQ6cBrdVqcjCdTic2NjbQ6XSwsrICu90On8+HeDyOlZUVNBoNiVparRbW19cxNTU18PXdi5AQYrFYMD4+Lp6sjoS5rocBRd5JCoUCUqmUnL/9qOUkdO3s7MBqtcLj8QgKsr29jZGREXg8HvFoedF5/m02G3w+nyAguVwOv/rVr3Ds2LGh7CWfnUgIURuj0SheOxEbzUbUnjgAgWLpDDKiAdDl3fNze4lOBoNBDBXhPt6ffgoJO9VqtSvy4J91NFav1+VeUoHyHdAhJ5lGM9sJAT4MoWOmzyXZ9oyS6RARZnW73fB4PDCbzbBarZiYmECz2UQymUSn00E6nRZm/kc/+lGEw2G5q9VqdWA6tdVq4dKlS7h69SoajYY4T3qN/Dqgmy2rSxY1+YdfR4TIarV2ISSEcQEI+gAAuVwOGxsbOHTo0HAMZrPZRD6fRyKRwNLSEoLBIJxOpxAMqtUqlpeXsbKyglqthlAohGPHjsFisSCbzcJgMMDtduPw4cOSO7FarSiXy3C73Wi1WnC5XNje3sbNmzfh8/ng9/vFU0wmk7DZbEMzmISc7Ha7kBtqtZp4QMTfWV7CkpFWq4VcLoeRkRH4fD4sLi7i+vXrAmUdP34cqVQK6+vrmJubg8PhgNvtBrAb2Z46dWrg67sXYaRhsVgkwuaBp8JkGcajZjBZz1UsFmE2mzE5OSnUdACiTJnnIDHE5XKhUCggFouJASEFX7P4CAsGAgF4vV5Uq1Xk83l8//vfx1e/+tWhGEw6d/V6He12G36/X3JfJEtQiVAZUdnQGzcYDALDao9dkzGq1apwFcxmM5xOp5x/ngUaZ0aAgzKY2WxWyD3Arm5iFEz4uF6vo1wuo9VqCSHLarWKo0vmKfO1REcYoT8M1nNvLTv1KvOzXq9XYOipqSkcPnxYzifh90ajgbm5OYyOjuKNN95AsVjExsYGLl26hN/+9rdwOByil00mk6SKBiHtdhu//e1vcfXqVTSbTUnz8VywdlSn/vh3nlvm1/WZJDTNqgw6SsAeZM80Hp2+ZDKJpaUlTExM3DMf5o4Gk1ae1HN6NXxwj8eDkydPSgEs8WQy1La3t3H06FGMj4/D6/WiXq+jWCzC5XLB5/MhEAhIDiEQCMDtdqPZbMLr9eJTn/oU1tfXMT8/L4e8XC4LFXpYSWpGzPRQdnZ2BO4gxMM8A/NXWkHQc2fpTCaTweHDh+FwOJBMJqXIWisai8WCcDgsEdyjImazGeFwGAsLC7hy5QomJydhMpkE2qDX+CjmL2u1GrLZLMbHx+H3++US6jpD5k8ajYaQy0KhEIxGI3w+H2w2GwKBgEQyjMh0pEXGNIkLsVisK5IZ9BqZy9IlHzyDLH9i6VKpVILRaJScOe9os9kUI8Lvt9vtEuHo6EArOBI2Op2OsN8B3He+6G5EOzw7OzsolUqYmpqC2WyWe8kIlPvEO02W6NzcHIDd/DaJJ6lUSkpTHhbjmbqATo3ZbBZnlHrz7Nmzsp8kAjHqIrpnNptx+vRpVKtVKfeZmppCqVRCLBaTEhWStwYhnU4HhUIBxWJRHO1arSZ8Bx0VUg/yvdP28H2QyKRLS4ga9PJtmL/kZ5ILc/PmTXzkIx+555TXh7JkdeKcD8F6SxIeAoEArFar/BsAsfgTExOYnJzsYjE5HA5YrVaMjIzIBSbEWqvVYLFYRBl3Oh2USiU0Gg1JghcKBWG1Ddr7o8PATaJnQ+UK7FGducma3k1FyYNBZcSykp2dna4icYvFIuzDR6E0oVdI/Nne3kYmk0EgEBCPXb+HR6kWEdiLvpxOpxBdtCdKT5YMSnrvDoejKwrx+XyoVCqo1+sfIEjovBgjFiqDZrMJi8Uy0PdC543Gn2vTP5MF3iMjIwI900jQoGoCDR1knmeumfqAn80/OxwOcRzp0bdarYGtm9EyyT4speB5pN5gFMK95jOWy2VZJyMz1q3yvj8s4TvTpRHUMUwDeL1eQd4YSNCgstMNUwU2mw2JRAI2mw1er1fussFgEH06KKKhTl1RLzJvrh1J3iFtAPlnnj1C/gDERlB3aoOpc9XcR5LXMpnMvqTFD5M7amQedBo2Gs9arSZdGEKhkCyMrNZarQa3240TJ07g5MmTGB0dle4ZAKQtHENlsg1pmDSl2Ov14tChQwCAn/70p0gkElhZWYHf78fk5OTAlRBJOG63W5Qlu/XQeyOpwmazSeMCMjCr1SoCgQAOHz4Mk8kEn8+HSCQixtPhcEjOyGw2IxqNSi6FB/9RgTfZ3Wh7exuVSgVLS0uoVquYnZ2F1+uVvCaZmI+KdDodZLNZLC4uYm5uDna7HZVKBVarVS6tNjJUSvqSEkYnQYbnQOcxCQ+xxMFkMgk8u7m5ifHx8QcuhieMSudE/zvbRrLQmx1PGH0xH8nn59livpGwJT3xkZERKRFhDpAGkc4EFRTX6/f7UalUkEgkBG2pVqsDia5Z0lYoFNBqtSQ1wiiYHcM0pNxoNMQpKhaLSCQS0nCC39toNKSz1xNPPPHQGhiQkU4n2m63Sx7earWiWq3i3XffRbVaFQfQYDBI7brRaEQikUCxWMTY2BhqtRref/99lEolOBwORCIRBAIByYuyneeghLoxn89LwxYGHnTGdJqHDhedH30nKZoYROEZZmqs0WigUCgAADweDwwGg6Aq9yp3FcLQ6+Khq9frQmZh3RM7/NALZ4REz4IwJb0LRqn8XH4eoZSVlRXpD0lv3e/3o1gsIpvNIpvNIpFIYHR0dGAHWiek6bXSIwM+mJhmlKIVKOtRWb5ARder7HgpgD3ShS68fRRkZ2cHa2tropjy+bw4Qez4Q+TgUYFlebZ682vcV3rk+nl12QFhIBoF7jFhIp1f4T0BIIbY4XCgVqshlUohEon0xWDudyZYC0yCGh1Yett0RpmHpNPK96E/sxcSo2iyEL1z5on4c8hALJfL8t7vx5O/23dBJ6XRaMDlcgmEqqMRRjOMNrnfdPC5tw6HQ7oc6bv9MIS6VgcRWv8WCgU4HA5MTk5KxNUbWemzqmtSaZyYFwX2kDRNBBvEehjp9wY6RAn43Jro07sH+vl6f9f3g6kTOgHUq8xp991garxfGzY2OWaHmkQigWw2K91pxsbGhDK8vr6OXC6HiYkJ+VwyvrThIDzp8XiQzWbxi1/8QupqSqUSwuEwTp48iWQyiXQ6jbW1NRgMBnzsYx+Dz+fru4LmBvOg9RoCKkdNmtCU6Hw+j0KhgOnpaZjNZiwtLXURg7iprVZLoh3CJPSOqdiHAT3fjVQqFbz33nswm83C8C0UClhYWIDH48Hs7CzOnj2L+fn5R8ZgNptNKXHozeURwiO5RUM4vGyM9lnzxUiL0QuVNs800ZZKpYJOp4NAIIBCoYDFxUXJXT+o0PHkueA5LJfLSKVS4mHrFpWElPn3Wq0mRrG37WRvHRwdOqJHJDnxLLMY3GAwIBaLoVAoSP0lI9pBCJ3xcrmMQqGAsbExTE1NSU6dxpJELt477j/1C/9tbGwM9Xod8Xi8yxka9v2jwdbRMvkTjPavX78Or9eLp59+Gk6nEx6PRxwTkmJ2dnbEiaCzREIUS3JKpRKCwaDkerlng0gHaeeGuUWeXabzaMi1fdCGTUOu2jDyvQHoCkwIuwOAy+WC3+9HuVzG1tbWfdUH3/Gt8BIxqdxut7sgR2LpnNRRKpWkKwi/N5PJAAA2NzeFeUfPU2PtNJg+nw+hUAjPP/+8PEMqlerC6Fl6wVZXAGRySb8Odqu1OxmA7euoQNhVgoaSkBwAuXwabv7oRz+KXC6Hd999VzxB5sjYao/fr3NFt/OuHqY0Gg1sb28LdZ2KiOVD7Mf5MPM+vVIul/HWW29ha2ura1KFptITogPQZTB1vl1HV4Q5+Rk6ctN5XH4tGwcQ+rpfofFhByntvOXzeeRyOeRyuS44fz/lwzNK0fkf5vH4rJrFSGeQ38PfqQdI7CAUTEM8qLo+Sr1ex+bmJg4dOgSPxwOfz4dOpyMdX3TZCyFARpVWqxWVSkX6QheLRXi9XmlCwQ5ew+QT0NgRktVkukQigUQigVwuh06ng1QqhZGREVgsFilpyufzXeeUJM12uy2InCYpavSQBnMQPAQ6XHTaqtWq5MuZ79edm3hOeZZ5FjW5p1c/8jyyE5WOnEnU00jQvcqHNi5gSA/sKm9CLlws843lchmVSkXycvQeSC5Ip9NwuVzweDzyUgiJ5PN5yZUYDAZ4vV6cO3dOorpXXnlFCuZJwKBHXSgUpH6xF99+EGHpDD1x/iILWG+gprTTiNJrPXXqFFZXV/Hqq69Kv1gaTVLbtXHkO9ew76MiLJPRkRXrDZvNpuRDHqVnrlaruHbtGhqNhtTN6rxwvV6XXJyGYYG9ziI0mJpUo+sPCR9pRUMDZTAYJOJ60EiLBos9RHXZAQ1VuVz+gMGkMdd0fm00NZGCyoTRo4Zee+EuCp2DdrstuoDvYNDwPI389va2RNJ0qMk+5z5wjdRN3EOmlEZHR+Hz+aR5yqAjrtuJrh2t1WrSQIJdiPL5vCB86XQabrcbTqdT8oLZbPYD0ROdeebg6eRqboou0RgEN4SGUjtyrIvl3dQkSBp9DY3TOdURJkXn02k76BzpfdRkv3uVO54CXnBaadZM5nI5Sdgy+qzVatje3obT6UQ2m5ULxILZkZER6WfJxfHltdttCZ2LxaIccMJevHw8wOwiVCwWsbm5iUKhgLW1NYyPj2N2drbL4NyvVKtVXLlyBevr66jValL+EQ6H0Wq1sLW1BbfbLZRszYjlZtFzZ7s4nffiplI505mg0uVGa8j3YQsJXwBkegvrDYk0bG9vY3NzU5T2wxZt5PVe8SJWq1XpZ8lIggjA7fKFNJQ0FGT+sekGc0NUBPV6Hdls9oENJh0yzb4FdqHyK1euIJlMyty/kZERuXv6TFFY5N1b/kQFxnupC7/5fzzrOqKmDqCSIqRNcsUgcmJ8dpIQCTFyzexmpGvwiBjxl81mw3vvvYdQKIQXX3wRfr8fs7OzWFtbQ6FQQKVS6er3PAzhmeK7j0QiMonj+PHjMBgM+MlPfoJ0Oo1XX30VHo8Hfr8fqVQKfr8fBsPuAIhkMimscJ5pIilkebdaLXE23G63BCH9ng5FMhKjeOpv8l1mZmakvzbJlEC3o0aDut9wA+paoqB0dD/60Y+i2WziBz/4gdRw8h7dj3xoHSbp+DyEvPSagcaok94JiTGdTkcuDMtFeDHpKdBoAnveA3sfsl6T+SAaDg0Rs4i6UqnAZDJJe74HhYGazSZSqZRsLg8Y63/YkICi6dAkivBzOp2O1Of1Jqf5mSQ2ET6jPEqQLIWeuaaHM8qq1WrCWnzYwvPK8gmdM6ES14iANgL634G96SYaCtV7yT1nhE1yCc80oc4HrcfcD31oNBoyUFfDj9rZ1AZGE0AACCymo8fe9evolt9PhEH3OdWROu96PxzYXtF5PsKXjFi0aLide68hdYvFglQqJc9otVrhdrthMBjk3g+yefyd1sY94nOy05TNZoPb7UapVJI2cywvaTQakp7K5/Pi1PHdUFfq7ktMFzAqJ0zbb3G5XFIRwXcL7DpjnFBF/cfzqJ3WXuOpzzl1r0ZQ2u22tCH9q7/6qy77db938EMjzGQyiXfffRd+v1/ydzyA7J958+ZNGYtEKNPtdsNms0noT9iUHVJMJpMc8lqtJsax2Wxic3MT//W//leMjo5ifn5eSBk8LC6XC6VSCTs7OygWi6jX67h27RoSiQR2dnZw5syZB54jWa/Xsby8jHg8Ll6p0WiUpumEM3RtmqY4s73W9vY2arUapqamBHqmp84WUcFgED6fDx6PR9hbPMyPQmQJ7B1WRmCEgGhgbDYbwuEw6vU6YrEYTpw48dBHJDEHxMvFi0oFQVhTE4B0fbCuH9SRPo2Sdgp4PngudX0bzzmV7/1GK3oqjM6JctwcoVpCjDyfJCvx60l4YcTBeZWrq6vyXlhryjNdLBa7CBS9DFKun2mRdrsNl8uFSCQykOlCRLy2t7eRTqcFfaLRJlufRoYIkWYHk1h39epVeV8Oh0NQJDLy7Xb7UOfS6jNHw0LEg3vLqDefz2Nubg7nzp2D3++Hx+PBY489Jg5/PB6XqTysOigWi8jlcsLgp6GkPs3lclLe1s81BYNBRCIRbG1tIZfLSSBmtVoxOTkpThn3Vt83GkANsTLYIKLBdpVEQ0qlEp599llMTEzgz/7sz6Tsyul0SuOZe0Xv7mgwX3nllS6o1Ww2IxaLiWJJpVKIxWKIxWKIx+MolUof6BKysrIihpeGhZ/FA65hsnA4LFEjXxbLGJaXlyUvwoXyZblcLsmn9cMjpFLhgWW95MTEBJLJpJADGCUDECamLp3h87hcLlE2PBj6+fkzycik9/6o5AN52XiYi8WiRJa8bK1WC9lstqto/WEKox4qdp0rJrTMvzNS1o6Mvki9EbM2FjS4VMi6XEpHKbVa7YH6k+rnJ/HO5XIJaY73id52b8swGnkNt7ZaLRkNpSNnIgU8h1wXITEqLl1+oUltrCvWe9BP54/PThi92Wxia2sL169fx4kTJyQnxvfFzk1cj+Yg0JnQjhWVKZmpwxQW1pNMScJkMpnsql30+/04fPiw9OgmlEpokpNqmENvtXZbjrLMgt2YyNyuVCrI5XIwmUyYn5/v65poMIPBoPQJJzFSM851CSOl9+7pKJJ3Vpfe0MCSf6JHuZEwx7N5r3JHg/m9731P2GOTk5OwWq1YXFxEJpOB1+vFxsYGbt68icXFRWSzWdhsNsTjcWlqQIYZAPHsdZ6Dl5SRSrvdRjgclk44TOCnUimk02lcunQJnU5HJqk7nU54vV643W5EIhFYLBZhJD6oaGWnqeeHDh1Cp7M7LDoQCIhSosJlzpIXmmN13G430ul0V85L179RqTCPyRzYgzC6+iVU0GQOcoAye/nqHpfMXz8oI7Qfz9zL7NTQJEsher9Oe7c656ehvF5jSciLo9n42Tr3z9FY1WpVIL97Ff286XQaW1tbmJiYkDIvXbJEI8czTMNCx4ZOaqvVwrVr11AsFnHu3DmJYvUgeDqBLCnhnE+uUZeVUFmTSKUh3H7mtOkI0BB2Oh2srq7CYrHg6aefRiAQ6DLmnKtbKBQEuuT+9daJ644xDwOSZeMHjmkrFouijzglaHZ2FpFIROqfWW7HyIrOOves3d4deBGNRoUkFYvFkM/nMT4+DoPBIK0Sqav7KQbD7oDqfD4Pl8slOX3qeGAvVUA2K4WoQS9zV6cN9L8TZdGQLz9HD8rou8Hk5S+VSgiFQrBYLFhYWEC1WsXY2JgYjkgkgpmZGXzta19DuVzG+++/j2QyiVKphAsXLqDRaOAXv/iFeNnMYepDSXydhtNkMsmEeM6SPH/+vCyeOZvDhw8DAK5fvy7wC1/Ig+SKWq3dXpv03CYnJ6WcgsxfFjvrPpX0rmk0WWLTarXE6+bXsv+u2WyWyed+v19+Nr3J+xlD028h+7HZbMo4ILJ+8/k8Op0Orl27JhA0o+mHITpX0WzuDrweHR1FOBwWJINoQKVSkRFyGpqlM8czRKW5n6GjkuEkFOYt+Rn8HpZ9PMjoeqtbEgAAJt5JREFUMzpTdORSqZQoSEKsumyCzppWEnw3HPzOblVWqxWFQgErKytdDEaywi0WSxcDVxPdqHyIPDidTimwp6PQz2EJPGPamR0fH8fx48exsbGBRCKBeDwuTjV5Dbrcp7cenA6v0WhEPB7H0tIStra24HK5ulCwQYvmN9jtdjz22GPIZrN45513UCgU0Ol0JBdIkt36+jpMJpO0IHU6nXC73chkMjIizOl0IhQKoVAoIJ/PY3Z2VprnOxwOVCoVTE9PY3Z2tu8wutFoxNTUlDh2DATI31hbW5OIlygF7xzvII0jDaR2IGk/CM3qrluE6KmnSVblu+4bJMswtlwud3XvYGhPjzUcDmN0dBTPPvusbJDJZEKxWJSJ62+//bb0gmWeSHfE0TVtVF6EAbmhx44dE8ydrLiRkRHJ4fSzfpGeM6MDRsI0erx0ul2T/jshPSow3bGD75ZsMHpEmk3In61p1g9LtCdHZawL32loyuUystmsQLcPS+ipMgIifK4NmKbR95ZOsPUb9wzYg4U0HKSJMswD6b/37ltvTvV+hIQzQrC8lzRcPGO6nILwk24kQMIckRL2zGWeRzcu0CSe/Wj5ugyHhlnX+um0Rb+EUSLPpdG421c1FApJ2z86MFwH4T99BnqZvry3pVIJ2WxWmLK9hKZBCqFJYDc6GhsbE+IPnSUNHZdKJaysrAhHJJFIwOfzSdc0Vh8QUgfQNVCbe63bH/a7FMhg2C0XJM9Fk28MBgOy2axE0vx63jVdPwzs1avz67QhBdB1dvk1mnymSyXvVe74XSdOnBCPk300P/3pT8NkMuHs2bPI5/OwWq348pe/jMcffxzHjh2TOjAqhWg0KsOT33zzTbz22ms4fvw4wuEw5ufnkcvlcOXKFczMzCASiWBjYwP5fB7r6+viIYyOjsLpdMpzeDweJJNJxGIxXL9+XdryffSjH8XHP/5xIQ89SFTGcgR64RxbRQKSNs709rS3SsPOzSHMzI4d9PxpgFZXV9Fut3H27FmBNvk9DzuPaTAY4PP5MDo6ikOHDiEQCGB2dlYIWa+++qpQ3l0uF1Kp1EPrvwns1RVS6aTTafh8vg/USZKC7vF4hHimc9DcJwCS+zKZTALrEHbUUBLREjqW+s/pdBrBYPC+HaBOZ7cY/+WXXxbSFbBniNklRTf657xZ3Syk0dgdXE5FQwLJxYsXJV1AtKe3jIjQpTbQPNf63TK/zyL6frOm+ezkS7RaLTgcDpkuw7yufkckzNBJ1agW94nKlcOOU6mUQJvDavnIyJy1tQ6HA9PT0/jUpz4lTVy+/OUvY2xsDH6/H9/5zndQLBbFSVtZWYHFYpHRi5FIBDdv3pT69fPnz+PEiRP4/ve/j+XlZQkCbDYbtra2YDQacejQob50paIYDAZEIhGkUilxpBgZVqtVxGIxZDIZMaa6axbPWi8fgbqVX6drOtnrmPvFCFMT/bTDdLdyR4PJ7j2sQ9R5q62tLZTLZfEkc7kcFhcXUSwWsbKyIko+Ho9LKzUanHK53DWs1m63o1qtIplMCovw6NGjcuhJ14/FYpIj3NraQjabFYjU7XYjGAx24dX9EkI+NF4Gg0HqKnWZQW+ympuoo05+D7+PrdqY32XUQ7IBnYaHKYTec7mcHDJNbGE5A43Fo2DgdQmJJojpPeK/9XqkWvi1mjjDzyAExLwgi+B1NKo9Wp07ux8h2hOLxRAMBuH1euXn60iBRl7T7HWESeNP2dnZ6YoiWTrF7yNEzf3lz+Fa9LvhXaBCGxSMyXPYW5BOg68jWj4b7yOAruiZv+gI6F8akh+WE8j3RcNBXgARN0LczebuKMSxsTEcPXpUGscQUWg2mxgdHZWgxW634+jRo5iYmEAgEEC5XJZolE4T86CDaMLOlIFOG2ieSKvV+sA77r2r/F2/K81cp6NMqFkjl8ypE5qls3QvJYh3NJg3btxAvV5HPp/HrVu30G63cfz4cezs7OBnP/sZ0uk0PB4PFhYWxNhls1mZYsGk6+TkJP7xP/7HsNvtGBkZwcLCAgwGgySbR0ZGcO3aNcTjcRw9ehQzMzP48pe/jGw2i42NDWxubiKfz2NpaQmVSkVG79jtdrz00ksYHR1FMBiE2+3uqnd7EDEYDKKEyMZzOp1yIUOhkMA7WoEC3RCVHjdESFdDZYRG2PGIdH4m6wnVPkzpdDpYWFjAtWvXhPgD7EbWIyMjWF9fF6p2Op0Wb/dhCRUOnQ7CWbqXKh0fTuVgowntnGiDo8kvhIl44QizjoyMyNppiDWU/6AGkw0QFhYWMD4+jnA4LHk5Dotmjo7Kh0xPGvJyuSxRJRUVm+izFIrfw+/rdDpdOWmS9misWLfXq+xoQAcBZdJpI/xPyD2fz0tOWRtw7oWOKHWEzPQQzy1z0Fwr2c3DaGCgoe9KpYJr166h2WwiHo9LhHn58mU0Gg3MzMxgamoKn/nMZ4Q/wAYE6+vreOKJJ3D8+HF8/vOfh8vlwtTUlHSsWltbw+XLlzE3N4dQKASfz4dbt26hWq3iq1/9at/XxSjW7XbLfWOpEu8FDTcNn4ZRNbSqo03tKDJq5Ugznknqcg4FZ6BHQtxdr+FO//m5z30OsVgMv/71rxGLxYS23Ww2sbq6CpfLhXA4LLnNyclJdDodhEKhLsUTDofR6XQwNzeHz3/+82LQSCCYm5vD7Oys0ORDoRAmJibkxTqdTpRKJczMzAh0QgV49OhRiXrpbZO5er/CcJ0JaqPRiEAggEAggKWlJYl0AYjSIdTKDeXz9CakNXSlDSw9+WQyCbPZ3DUW6sSJE/e9ln4IFSbHP5G8BewRXjhiiIn8YUBXvc/I32nk6JEzsqDzwvetm2Zox0c7KJrNrfNe/D5Ct/SU98vP9CIP9yuFQkFyx8Ae85xniSgIIS86XtoBo7LRyIU2JkQ1iH7oHKGGngF0vT/+XXeIoUHV0436JYyCOBuXKJPf70cmk5GIkGvjtCCSf6hAgV2H3uPxSIqEBCoOfmep17CQHs2uZqTXbDal563b7cahQ4cwMTEhjQpOnz4tzo3L5ZJOOqOjowgEAgJTAnv9Vg8dOiRd20KhEKanpxEIBCRA6LdQ/5HMSCY3Uwo6BUK+hEYASJikAdXOGI0p75q+ezo4y2azXYz2e42k72gwP/axj+Hq1au4dOmSkGwYwZXLZczPz2NmZkZaK83OzsJut0vTAnq4brcbrVYL4XAYY2NjcLvdAIBr1651dXkgJZp5SnrPJpNJcjRUaPQqJiYmYDabUSgURDH2g2SgKcgGgwEejwcejwdra2vY3t7ugn6Jt/cq0978FtA9CYKKmQqc8AsnDGSz2a6I7mFKrVaTSIIKl1EavUNeWN3ndFiio3zuTbFYlL6mep/4vrVx7I0u+W+aQENCkC5X4J9pPPh3PhOJQfvVl92rlEolKWIH9ohpGoKmEqIB5y8aUToz2thxr/jsugyFyoh3j2vkXeOa6IwwauPn0Qj3G+LjfaGiZTMNl8uFZDIp0CSVLvOXzDtrHkIwGITH44HdbgcAUdxkBbOXsGZoDlI0JKzPab1el+by4+PjiEQiaLVaYkC5Tzq3zjXSEaDjYjKZEI1GMTs7i1qtBq/Xi3A4DJ/PBwBSx9rPtfKc6mYD3Ec2lNDpLW0MdZQJ4APGUp87zSXhfRsdHZVKBN28hKmlu13nHQ3mzMwMRkdHce7cOaTTaaTTafz5n/85UqkUQqEQ8vk83nnnna7RSYxG2MS4Wq2iVCrhrbfekkWwFCMajcJoNArLr9Fo4PXXX0ej0cCNGzcQjUYlaqVR5CXhi2JZQDQaFW+SivtBunMQlgJ2sXev1wu73Y5XX30V7fZu138dAesyGV5Wo9Eozdqp2FhfSg9WRy31eh3r6+sYHx/HqVOnUCwWH4npH4QkqUh4ONlliZ57OBxGPB6X9z9MMRgMkjqYnp6G3+/HwsICFhcXBTrWyX6WAAUCga4B5sBeWYr2aJlnZncSerz6nHDIL7A7JYVQPBU357jeb01iLBZDOp3uYsMyb6W7+LDcQg854H4wCiaUScPJLkg0/nSC+N44KADYq4HUxpRr1OgKZRA5sXK5jHw+L+VrTqezizOg191ut0UXED7XDtDly5ellyywN4DYZDJJZK5TPYMu8TKbd8f7hcNh7OzsCFTearVw5MgRnDp1CjMzM/B6vYIG0AHnXdX7wpwmjS91KO8u64I3NjaEoEhnqN/OAe+N5gxo46gdWP2L+U4iGJoFrxt2AHs10yzbs1qtOHLkiIxF4/tIJpMyjrIvBpMKIBAIIBwOI5fL4cyZMzIMN5lMYmNjQ/JEo6OjkjshKYYeLXMnLDa22+2IRCLindLbYHgei8UEGuEFJTVaK2TWOkajUTlU/bic2qOkMWRNn81mw9TUVFcSmkqMz6rLTLQS4UXk92iPivkwekiEER+2weTzafIMSR86etJOw8N4PjLuqOxJkAC6e7Dy6+nk6TyXjhI1i04TMfh5muCk95Hfp4leRuNeO7v7jVQYYVIJ2O12OBwOqR/kz6YhpzLVOUS9h7r0hMzuXoVFZUx4lusnEY5r5zo1fZ8sb01E6pdoyJkQItEOfSepUHW0qYlMLIdiWzW+J0aYhNt5LoZ1tvl+dZMXPgv3kHlNAF15Pb3nbGdKo8J0iq6H5M+jg6GN7yBEG0JGezr33gvF7pfW4DugcQQg512jP3wfbHajdSk7Kd2LfOgAaQpraP7lv/yXXXkiPhRh2mQyiStXrmBrawvpdFqw8Eqlgmw2KzMmHQ6HtN6Kx+NwuVywWq2IRCJSN3T9+nVcvXq1q5uOZvGRSj42NoZjx44JbLEf2+peRJNGePELhQLi8Thu3ryJYDCIp556CsDesFJt2EkQYVNrelMaju2l4fN98jDzfRFeetiiLyGVCdfLQ88c58MQljsQxue75DP11tHx3PKiahakbkTN79NEMr4LXjbO3SOTke3FDAaDQHokHFBRcf/vRdh5x+fzIRKJIBQKCQLDM0ej32g0sLGxgWq1ikKhICQ8pkmcTqecVbaqJGmOpSC859qx0JGBroMkcYYKnhG8zWZDKBSC1+vtxzaLaCITh68Duw1NtJPaau3OtWXNIQvi9Zg6zXvg3SRBUbeEZDTOvR2UNBoNlMtlISSxx2ssFoPVakUmk8GZM2dgsVjw7W9/WxihvJvs/lOtVjE9PY1wOCx7xXfSaOw27GeapRcx0Wvtp+j8I9ueAoDb7RbEREPJNIB85/pc0uGhUF+Tf0JUjI6D7n1tMOwOO6cRvVvOxT1VbxKa6pXeSKzVaiESiaBUKgkzkfCdLnhnk+PR0VGBKSORiBBIdC0YN5kwJzff4/EgGAxKhMk8zYNuNH8O+9rq/qlG4+4oJ24claWOGvUG8OCTjbmfsiQDL51Ow2w2Y3NzU5h5w84H9oqGkmlAdM9KCi/bw4iK2WrL5/MJk5GwUm+kp9+n9mJ7jYRWjHQENBGGa+bPabfb0m2KuaJ2uy3dmggD3q/3zhF5wC4kScIVPXMS4ejAcp+8Xq9AqlQ0ZLnq7kB0QnWZjYa+AHSdbSor5od1xEpGLxuj91s0V4ApE+bdtLEkvMn8HR0krgWAGHsiOyaTCefOnYPL5YLf75cm7cNCT9hLVus6nRvXaAGwFw0T/rfb7V355Xq93tUHmv9OQ6sNJJ2cQa2V+8Czw3ReKBSStWlegCbbaZ3Kc6lJQr15Tl1SRkea6BObQNwrGa0vU1GpcOiVaRIPsHuxcrmcwEi85Nw8nZPJ5XJSbM3PYM0RR2zR6JjNZhnnNTExIZvcDwNjMpmkvRc9FnrevKCsm6TX0mswdQ0QJ6wQUtMJ6U5nl+Zvt9vFUPr9fjQaDWlM/LCFPTupUHXBuIZMyHobdqS5vb0tbD/dv5gOFJ/3dsYS6G7yzEumoXkAkuvTvUi1ctKzKPmZNpsNHo9HvOX7LXtyOp2S2mCPUZ5Jo9HY5ZABe6OtyCWgoqIRJ0TMiJzevUZCevtu6ihTe/nMGVK5pdNpaS7CZ+6n0IEGdvckEAhIT1lN/rDb7TKtRI8/0zlXljIwAh8ZGcEf/MEf4NSpU0gkEsKsHZbBZE260Wjs6rMKQHKMPLOM6jk6i+Qn5qmZCuC0mWw2K3vI0outra2uiJL3Z1AGk2kng8Eg6Tg9xF2Txej08XupN3sdO6DbmeP3074wiNL9ZUlkvBfp+xhxnfegN0eYoJchSoIEsAdzMY+iFZXGpHnY+XL5IvpdH2WxWDA2NgZgF6IjQ5hMPHrl9Ox5SXvpzlQ4vVEOsDdvVDcsWFpakkT85uZm11SQh2U4O50OCoUCisViFyNUG3xS/OnV3y3E0S8ZHR3tihIBCFuUHVo0nMZaLD0nU585Xkrt7WpyDbCXsiBJiBEbFQ69aZ5bQoJUzPeaNjhy5IhMpqDB1EYrkUh0zaXl/zPy0jk65jh1Yw1dDkSiFLDXxpFnldAdndreofBs7t1sNhGNRqVpSb9EG2lgrySIuoFRE8fy6RweFbTWTYyoNjY2MD4+Do/Hg6mpKYTDYQSDwS4jQkbuIIk/9XoduVxO8o/sBetyuXDo0CGcPHkS77//vrQxdLvdsFgsgjqYTCYxknQGuNckMbEhjNabWm/piLafovPLPC+0BbxH2uED9vo48xmBPWIP8/dsnEKEk+ulYT527BhisZiQt5gjvtc72HeDCewZTS300IBuT4Bfr0kG/Br9/71fR9mPldcP0Wxek8nUVfCtW2RpA0lFraGB/aAULYy0qZTZJ5SQL+vHHrawno/r3q8xMoeFD9tYArsKXhO+qFS1Q6OfTSMB2ohoJ40Xi/Aff/XCutojpgLqhc2oKHjJ72dP/X4/6vW65BqpvLke1kOzFR6jXEaQALpIOVRQrIvrZS4CEIeCSo4wGT8X2MvhUgmZTCYpCxsZGekqIO+H6H3SaI7OndIZ1fwH7is/o7f8pVgsCkTI+kv+v1bUgxaiahpKZ4232+1GKBRCPB4Xp4n58V5SE3PXmiFOo5nP5xEMBmW/eslhgzKYlF59T6OnS0soGuHR+0fon59F5jadV+59p9OR0qEHjZoHYjC1t86HpsHpdPbq9NiVQxfJUrFwcK3eOO0B87N6J7rrF3K/RlRvEDeVhy8ajSIQCKBSqXQZRQD7KlXWw/H7GbVw3Z1OR8ggLKZla8ClpaWu2tf7bRj8oELDvbOzI222YrFYV2lNu707Yoj5umFHw3TINEOaECRhUq5FK0v2COU+U9kwF8vog2kBGgydP6SSIvGJMB/PMRUeFXOtVutCV+5WGCly+G8oFEI2m4XBYBBiR7Vaxfr6OjKZDC5fvoxKpdJF+gH2oFo+48TEhERVNBzMi01PT3eNq2OUyTPMCI7phhMnTiASieDMmTOS52ZtXz9EM5eZnx0ZGUEoFILH4xEGvq7HJqGLCpZ7wH27fv067HY7Tp48iWg0Kj+LTnOvLhs0LFsulxGPxzE2Nga73S5kSc7WNZvNMvFmY2NDyu1OnjwJn88nFQa9tb8Gg0EmLZGLQkIMxyVq9KDfE2aAvXw37QArKmw2mxCQGNHrwIOOq+4vyzUSaSBSQn3EaLper8saNTLAYdr3sp8D08BUmPRuWRul67dIYKCR0D0GSRJiwwJecnqTPPh+vx82m+0DjYL7AWFqCJhGi6xHhvrM3fJnamo0/95b1K69OP6uDzWwV7vGMolh5E5uJ1wnlQbQ3YybkBeVCduMDTPa3G+v+W/62bTBpCNA0gcvIo2iZutpdEPDtbcjCfGs0qgwDUEFfj/eOwkZzMeaTCaUSiUAgM/nk7MYDofhcrngdru7yi+0otTKxu/3w+l0IhKJyLnmukZGRmR4eu875tpIjms2m9Kcf3x8fCDlJL1QOd89nQmWKOgm8szT8pf+N+aDW62WRNpadEMS/vxBC/UG2efMNffm3wDIfrITFx2hdrstTODevD1ZzyRasg5ZR+HU1f1OBWkdQn6GRl9676h+/v2Qxd57pPUoc6TlcllG+OmA634a3AwMktUGk+F2uVzuSryzfKJUKmFsbAyBQEAO+/b2tsx6IzRB+MBmswl0efLkSQQCgS6PvR+HWm+s1WpFtVqFwbA7fYUeNQ8Tk+0amiO8oGsqNdmDl1u/M13vls1mkcvlpPSGWP3DEkbynNlJNnO1WoXP55MRazo6azabD2VqiWYBEslwuVxdypaEpY2NDfl6RhM8o2z6D3TnK3tZi3TmgL1LrdEA/izdpu5+eso6HA5ptk0Sz/LyshgHh8MBh8OBqakpeDwePPbYY/JvGvWp1+vSlzQej8sabTabtBJk2zAOR4hGo1L36fP5uiIA3TWHTTwG5Shpp0MXrNvtdlGOLN0hgsOpSmazWWA5QpjtdhuJRALNZhMTExPSk5Y6THfk4vkZtNHkeeScU0Z7ROlsNhuy2axUGHDY9+rqKsrlMo4fP941eYS6iIaJAYbf75dojOeT71Mb6H4KUzdmsxl+v7+rTppOKp28Xi4EHSBgzyHdDy7XfJJ8Po9UKiWzcPU9vp8Wqn01mPt5I9pjoSJNJBIAdktCTKbdtnfvvfcecrkcLly4ILM26VG73W4xiLzAVG7BYFBqkPopmtmq814cJO1yucQo6NwB+8Dye3TLMK6JG8tDrI0lCQtM6gcCAfnahyVGoxGHDx8Wpl0oFEIkEsHq6qooWH4dDyWjl2EZTM38IwmEcI/BYOiCjunkkBDD76FiZFN9lhpoMpAuCaLx5D6azWbJ4waDQdRqNaRSqS6Yvrcjzr2K1+vFuXPnxGhMT0+j2WzC5XLJYIJ8Po9cLic5TrIoeW/IALdardLnGYCQRU6cOCHGiPWLhOt0H1adh9KRwiBRBeoTron7yXmedESJZNHJ1jn4ZrMp0RVTIyQ16UJ4oJtQ1JvzHpTYbDZ4vV6srq6iXq9jc3MT7XYb8/PzQkZaWlqSIRR0lgjbUhfRMdARMtMWbMBOxxKAOEg6b99vcTgcOHfunMCyV65c6TKa3AtdAqYRj960FO+jJl4SDTQYDCiXyzIXtVdoX+5F+h5haqOpc5A6+mIrvImJCVFCq6urWFhYwPz8fFfpiO5ows212+1iVN1u975TEh5EeDkI0XDjmDug0unNadFg6skHOuwnQ1gTSzTUx7Xu7OxgaWlJ2mLpPOnDEINht3nx1taWKB2Px4NSqYRkMik1VDywLEdg785hiCYPUGHwfZNtyOfiu+Yec096lSyhLzYa4LvQ0CuArqYBuvNMq7U7xFgbyV5yxb2K0+nE4cOH5e8nT55Eq7XbISuRSGBtbU1mOLL4nYbR5/MJGsPpFHp6zn7kJ73uB3nufgnvja45pePDfdRsS0afzOESddCN2amkaWi1aIegl6w4KCEPIBaLYXt7W+a5zszMIBwOw+12C7mLLTaNRiNSqRTK5XJXekt3Ker9xZQYI239dfdb+vRhwhFj/Ox4PN71zrmP3Cc+H/ed/06Dq51Q7j9JlACkNatOewGQSP1e+14/kMHkIno9Af2LiVzWZ3q9Xrz55ptIpVKSuJ+YmOgaJ1OtVrGwsACn04nJyUkkEgmsr6/LxjJysdlsOH/+fN9ZeMBehMkWf/y5JBYQdqXH2ul0hMyhc5okSXCqAi8l3w8NKy+00bjb7eL69euYmpqS5vIPM4cJ7LFiQ6EQarUarly5Ao/HA6fTia2tLSEPTE1NIRqN4q233kIymcQXvvCFgVLwtdCpITz8/vvvY319HYFAAOl0GrFYTGCYSqUixtTpdIoTRgSDF5DNmllHyZ8DoKtmmBAh+3F+8pOfRDabxeXLlyVK7YWF+yG8e+xkEo1Gcfbs2S70gu9FG+7eJg77IUP7/fvDFj772toaFhYWhM3Kzi48p7xTLGkhvJ5KpQCgK4fHHG0sFoPb7cbMzMy+P3dYDoPX68X8/DxOnjyJer2O7373u7DZbAiHw0in03jvvfeQyWSEtEIDOzY2Jp2a6ESwPIh6h2VEVqsVqVQKJpMJx44dk0J+Dq7mme63eDwefPrTn5ZubhsbGwKn6yYC2kHR0eV+1RO0Q9Qz7Jdcr9extLQEo9GIZ599Vu605l6wzvVupa8Rpg77dQKZvxOSJSN0a2tLLrLX64XD4UAymZT/ZwSQz+dl8jg9I276oAgxJDzQSGvox2KxoFAoAIDkVim9nrlOTlNJ6k3XuUz+TP4bC961t/UwhI4Pi3xrtRrS6TSCwWBX8wJ6syRtDaJg/XaiYWH+meeNDTJ4UVqtljTwL5VKEoHSUDIaNZvN0nFKF+Vz/0jI4u/sBkVonZR3TaDQJRr9XLuGlzkN6EE/81EUvj86zIwQmHPVZUT8ne+GMLu+n4w02Orxdo7MMB0Ip9OJ8fFxyWOyIYXP50OlUsHm5qaQrKhvWANsNBqF+alZ+zqtwAiSepTNZHTAw+/rN+nHbN6dTkVnJRgMSjDBfaFO3Y9o1ksO0k4h91Y7N8xr7/f9vbr7rp7/QRZPeArYG5bMB+cL58Pl83msr69jcXFRpnC888472N7exuLionTsSaVS8Pl8+MIXvoB4PI7FxUUpiJ+fn5fNpCIjjNZvIdzLglherImJCRQKBdy8eRMTExOIRCLw+/1dRALmlIxGo4xj4sXWjaCtVqtQwl0ulxAP+N7GxsYwMzMjjRIelnQ6HayuruLWrVtCNuAaSPKoVCpIJpPY2tqCw+HAP/2n/xR+v39oilcbIOYtw+GwkKY0Y5OpgUKhgK2tLRntxFFqOldJBqHH45HuKaTDT05OdtX86U5UHo8HjUYDDocD2WxWoh2LxSIs1gO5dyFp5amnnsLExARefvllNBoNJJNJiSwikYg4LSSZkOgyMTEh7HPCd0QXmK/tFV0rPYwoc2pqCl6vFz/60Y+wuLiIdrsNr9eL48ePY2FhAVevXpWUAofac66l2WyWXrJ8H3oOLM8qCZdWqxXRaBQ7OzvI5XIA9kan9XuGKbCXp+Q+zs3NwWg04tatW7Db7fD5fNJsgQaTJVzMPRuNRsnNAnstMD0ejzw/01tMldEu6ZpjDgfoGyRLr+RuurfUajX85Cc/QbPZFMiy0WgI7d3tdiMej2NlZUUo8Pl8Ho1GQ4gt7GBC0guhTCo8QgQs0AaATCYjpKB+HmSr1YrZ2Vlpucb8j8/nkzFS+XweiUQCR44cgdlsRi6Xk8iXnjA9wZGREWGQ6vfIlnscYBsMBpHP57G5uSlQLKOdhykulwuBQABTU1MCfxgMBun4zzMyOzuLmZkZTExMIBAIPJRIhVD/Jz7xCZw+fVrIDLppP2HZVColl4jRJz+Dn8OLxtou7ofP55N94WdSOfv9flgsFpw/f76LLBUMBgWlOJD7EyI97HBDSLpQKCCbzUqNNJnlmmhHB54GRfeIvnbtGtxuN06ePNn183gOAHwgxzkIoc6NxWJYXl6GwbBXLrSwsCB1uMyZky/AvD2w10WMZDONijAyGx8fh9/vl3fFz6CRHQRLVuePaVMajQbW19eRz+eRyWS6+hszWtSt+/h3Rv3cWyJgxWJR9K/H40EkEunSuYycNYHvbuWOWphR4s7OjiTGbyflchn/+3//b5mFSUyasOuRI0eQy+WQSCRw7tw5MTwmkwlTU1NIJpPIZDIoFosoFAr4zW9+g2q1ilwuJ4Wt29vbACAsL6PRiHg8Dp/Ph3A4fE8L/zCx2+04fvw44vE43G43xsfHEY1GEQqFsLq6ihs3bgiMZzQahVFLxcxLVi6X5d9KpZJsqi6Qr9frmJ+fh9/vh9frxcbGBorFouROebgelhgMBvj9foyNjeHo0aMAdj39paUlZLNZKXR3uVw4c+YMnn76aRw6dAihUOihGExeyi996UuiGHm5qDw4BaJQKHSx8vj9/F2zP/f7Ofr3XqGTRaVGpGBYRKj/rwoNCN+n1WqF3+/H2tqalMlQb3k8HgQCAXG8iRiwNI2pg2KxiHfeeUeGOPQyZW0228C731BosG7duoXr168jHA7D6/VifHwcRqNRHHNNMuP3EHamY8B0Dw1TqVSS6Orw4cOYmpoCgK6ByrqUpd8pFd5NYI8gWqvVsLi4iHw+Lw3yexnJOr2nn0nfQdoH9uB2Op0IBoMyilFza0ggulfH1XCnF9JqtTo6J3enCLNUKuFb3/oWisViFwTGjYzH42KAvV4vTCYTtre35bM3NzeRzWZx8uRJeDweeDweaeR97NgxhEIhOBwOgQ5YM/TSSy8hEolION67vrt4B/u+ACradDqNra0tySNMTk4il8vh6tWrsoHMfyQSia6CcF1z5PP5uuoDCcmyN204HJbIo1KpYHt7W8goExMTd3JW7nuNdyutVguvvfYaLl26hD/90z+VSN/tdsPn8+Fv/a2/BZPJhHw+j9XVVWSzWfztv/23MT8/j6eeeqof+br7XiO9dfkgw14phG5ScDuo7cOM4p2EXj69dRrm28CxA9/HR0D6tkZGRBsbGwB22ZWFQgHlclkgx5WVFSG7JBIJYYWSG8Cc7/j4OJxOJ0KhEKLRqBiRXqHB/BDn9YHXSMLK+++/j1QqJYjFkSNHEIvFkEwmJe3FLkDJZLKLTKaZ98wVshSHDgOnROVyOayvr+ONN94QIsxzzz2H0dFRjI+P73f2+7aPW1tbyOfzWFxcFH2vKwvIXuefNQ+EnIR8Po9yuSx76na7xVGanZ1FIBDA6OgoUqkUfv/730t+dGxsDC6XC9Fo9K7X+KFhy92yw8xmM6anp5HP55HP54WdZTabUSqVkMlkJL9Do0KvjSFyu93G5OQkwuGwYPP1eh1PPvkkotGo1LmlUil5sX6/fyAeOwlHk5OTmJyc7Po/u92O0dFR6cKRTqel5yv/rVAoCLVdzxLUSW3CnPQgtedFb/J20c2whTBIKpUSr3Z+fh5utxsXLlyAyWTCxsYG1tfXsbq6Kk0MHraQXbefaKhtkD+b0E+vd3wg9y+ExY8cOfKB/2PjebvdLohVq9WSxvQjIyOSXvF4PDh16hS8Xi98Pt8dnbthlZVwbUwnAJCpM06nE/Pz80KiZPMJIiaaO8K65JGREUxMTMDlcmF0dFQIU2ySwi5HrOf0eDwIh8NDSamMjY0hGo1iYmJCnEtOM2FAQsIdhcQelihub2+jUChIQw3ySkKhkNQPG41GRCIRfOpTn3qgeto7RpgHciAHciAHciAHsivDHytxIAdyIAdyIAfy/0I5MJgHciAHciAHciB3IQcG80AO5EAO5EAO5C7kwGAeyIEcyIEcyIHchRwYzAM5kAM5kAM5kLuQA4N5IAdyIAdyIAdyF/L/AFxwk7EvRfCkAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 17–16\n", "tf.random.set_seed(42)\n", "noise = tf.random.normal(shape=[batch_size, codings_size])\n", "generated_images = generator.predict(noise)\n", "plot_multiple_images(generated_images, 8)\n", "save_fig(\"dcgan_generated_images_plot\", tight_layout=False)" ] }, { "cell_type": "markdown", "metadata": { "id": "GUCR2FrdyLhP" }, "source": [ "# Diffusion Models" ] }, { "cell_type": "markdown", "metadata": { "id": "dyvKvczoil-7" }, "source": [ "Starting with an image from the dataset, at each time step $t$, the diffusion process adds Gaussian noise with mean 0 and variance $\\beta_t$. The model is then trained to reverse that process. More specifically, given a noisy image produced by the forward process, and given the time $t$, the model is trained to predict the total noise that was added to the original image, scaled to variance 1.\n", "\n", "The [DDPM paper](https://arxiv.org/abs/2006.11239) increased $\\beta_t$ from $\\beta_1$ = 0.0001 to $\\beta_T = $0.02 ($T$ is the max step), but the [Improved DDPM paper](https://arxiv.org/pdf/2102.09672.pdf) suggested using the following $\\cos^2(\\ldots)$ schedule instead, which gradually decreases $\\bar{\\alpha_t} = \\prod_{i=0}^{t} \\alpha_i$ from 1 to 0, where $\\alpha_t = 1 - \\beta_t$:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "id": "yxPNTP3QpHAw" }, "outputs": [], "source": [ "def variance_schedule(T, s=0.008, max_beta=0.999):\n", " t = np.arange(T + 1)\n", " f = np.cos((t / T + s) / (1 + s) * np.pi / 2) ** 2\n", " alpha = np.clip(f[1:] / f[:-1], 1 - max_beta, 1)\n", " alpha = np.append(1, alpha).astype(np.float32) # add α₀ = 1\n", " beta = 1 - alpha\n", " alpha_cumprod = np.cumprod(alpha)\n", " return alpha, alpha_cumprod, beta # αₜ , α̅ₜ , βₜ for t = 0 to T\n", "\n", "np.random.seed(42) # extra code – for reproducibility\n", "T = 4000\n", "alpha, alpha_cumprod, beta = variance_schedule(T)" ] }, { "cell_type": "markdown", "metadata": { "id": "P4ijMDaVkyXi" }, "source": [ "In the DDPM paper, the authors used $T = 1,000$, while in the Improved DDPM, they bumped this up to $T = 4,000$, so we use this value. The variable `alpha` is a vector containing $\\alpha_0, \\alpha_1, ..., \\alpha_T$. The variable `alpha_cumprod` is a vector containing $\\bar{\\alpha_0}, \\bar{\\alpha_1}, ..., \\bar{\\alpha_T}$." ] }, { "cell_type": "markdown", "metadata": { "id": "9z6rfMntnSMi" }, "source": [ "Let's plot `alpha_cumprod`:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – this cell generates and saves Figure 17–21\n", "plt.figure(figsize=(6, 3))\n", "plt.plot(beta, \"r--\", label=r\"$\\beta_t$\")\n", "plt.plot(alpha_cumprod, \"b\", label=r\"$\\bar{\\alpha}_t$\")\n", "plt.axis([0, T, 0, 1])\n", "plt.grid(True)\n", "plt.xlabel(r\"t\")\n", "plt.legend()\n", "save_fig(\"variance_schedule_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ZL7ZBkTKndy-" }, "source": [ "The `prepare_batch()` function takes a batch of images and adds noise to each of them, using a different random time between 1 and $T$ for each image, and it returns a tuple containing the inputs and the targets:\n", "\n", "* The inputs are a `dict` containing the noisy images and the corresponding times. The function uses equation (4) from the DDPM paper to compute the noisy images in one shot, directly from the original images. It's a shortcut for the forward diffusion process.\n", "* The target is the noise that was used to produce the noisy images." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "def prepare_batch(X):\n", " X = tf.cast(X[..., tf.newaxis], tf.float32) * 2 - 1 # scale from –1 to +1\n", " X_shape = tf.shape(X)\n", " t = tf.random.uniform([X_shape[0]], minval=1, maxval=T + 1, dtype=tf.int32)\n", " alpha_cm = tf.gather(alpha_cumprod, t)\n", " alpha_cm = tf.reshape(alpha_cm, [X_shape[0]] + [1] * (len(X_shape) - 1))\n", " noise = tf.random.normal(X_shape)\n", " return {\n", " \"X_noisy\": alpha_cm ** 0.5 * X + (1 - alpha_cm) ** 0.5 * noise,\n", " \"time\": t,\n", " }, noise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's prepare a `tf.data.Dataset` for training, and one for validation." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "id": "i9qt5HPZ8rhv" }, "outputs": [], "source": [ "def prepare_dataset(X, batch_size=32, shuffle=False):\n", " ds = tf.data.Dataset.from_tensor_slices(X)\n", " if shuffle:\n", " ds = ds.shuffle(10_000)\n", " return ds.batch(batch_size).map(prepare_batch).prefetch(1)\n", "\n", "tf.random.set_seed(43) # extra code – ensures reproducibility on CPU\n", "train_set = prepare_dataset(X_train, batch_size=32, shuffle=True)\n", "valid_set = prepare_dataset(X_valid, batch_size=32)" ] }, { "cell_type": "markdown", "metadata": { "id": "oAxL8EmF3Hcl" }, "source": [ "As a quick sanity check, let's take a look at a few training samples, along with the corresponding noise to predict, and the original images (which we get by subtracting the appropriately scaled noise from the appropriately scaled noisy image):" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 271 }, "id": "y8mwYDDtz6Zm", "outputId": "e5187d06-3d7b-4ab8-8b29-dc57c3428964" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original images\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time steps: [3405 312 3441 1991 2443 1657 3308 1151]\n", "Noisy images\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Noise to predict\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# extra code – just a quick sanity check\n", "\n", "def subtract_noise(X_noisy, time, noise):\n", " X_shape = tf.shape(X_noisy)\n", " alpha_cm = tf.gather(alpha_cumprod, time)\n", " alpha_cm = tf.reshape(alpha_cm, [X_shape[0]] + [1] * (len(X_shape) - 1))\n", " return (X_noisy - (1 - alpha_cm) ** 0.5 * noise) / alpha_cm ** 0.5\n", "\n", "X_dict, Y_noise = list(train_set.take(1))[0] # get the first batch\n", "X_original = subtract_noise(X_dict[\"X_noisy\"], X_dict[\"time\"], Y_noise)\n", "\n", "print(\"Original images\")\n", "plot_multiple_images(X_original[:8].numpy())\n", "plt.show()\n", "print(\"Time steps:\", X_dict[\"time\"].numpy()[:8])\n", "print(\"Noisy images\")\n", "plot_multiple_images(X_dict[\"X_noisy\"][:8].numpy())\n", "plt.show()\n", "print(\"Noise to predict\")\n", "plot_multiple_images(Y_noise[:8].numpy())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "dcBpIkNxrPw9" }, "source": [ "Now we're ready to build the diffusion model itself. It will need to process both images and times. We will encode the times using a sinusoidal encoding, as suggested in the DDPM paper, just like in the [Attention is all you need](https://arxiv.org/abs/1706.03762) paper. Given a vector of _m_ integers representing time indices (integers), the layer returns an _m_ × _d_ matrix, where _d_ is the chosen embedding size." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "id": "0HGLhS4oNkNC" }, "outputs": [], "source": [ "# extra code – implements a custom time encoding layer\n", "\n", "embed_size = 64\n", "\n", "class TimeEncoding(tf.keras.layers.Layer):\n", " def __init__(self, T, embed_size, dtype=tf.float32, **kwargs):\n", " super().__init__(dtype=dtype, **kwargs)\n", " assert embed_size % 2 == 0, \"embed_size must be even\"\n", " p, i = np.meshgrid(np.arange(T + 1), 2 * np.arange(embed_size // 2))\n", " t_emb = np.empty((T + 1, embed_size))\n", " t_emb[:, ::2] = np.sin(p / 10_000 ** (i / embed_size)).T\n", " t_emb[:, 1::2] = np.cos(p / 10_000 ** (i / embed_size)).T\n", " self.time_encodings = tf.constant(t_emb.astype(self.dtype))\n", "\n", " def call(self, inputs):\n", " return tf.gather(self.time_encodings, inputs)" ] }, { "cell_type": "markdown", "metadata": { "id": "18SYrUNysJ62" }, "source": [ "Now let's build the model. In the Improved DDPM paper, they use a UNet model. We'll create a UNet-like model, that processes the image through `Conv2D` + `BatchNormalization` layers and skip connections, gradually downsampling the image (using `MaxPooling` layers with `strides=2`), then growing it back again (using `Upsampling2D` layers). Skip connections are also added across the downsampling part and the upsampling part. We also add the time encodings to the output of each block, after passing them through a `Dense` layer to resize them to the right dimension.\n", "\n", "* **Note**: an image's time encoding is added to every pixel in the image, along the last axis (channels). So the number of units in the `Conv2D` layer must correspond to the embedding size, and we must reshape the `time_enc` tensor to add the width and height dimensions.\n", "* This UNet implementation was inspired by keras.io's [image segmentation example](https://keras.io/examples/vision/oxford_pets_image_segmentation/), as well as from the [official diffusion models implementation](https://github.com/hojonathanho/diffusion/blob/master/diffusion_tf/models/unet.py). Compared to the first implementation, I added a few things, especially time encodings and skip connections across down/up parts. Compared to the second implementation, I removed a few things, especially the attention layers. It seemed like overkill for Fashion MNIST, but feel free to add them." ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "id": "4QLnc8wkfXrh" }, "outputs": [], "source": [ "def build_diffusion_model():\n", " X_noisy = tf.keras.layers.Input(shape=[28, 28, 1], name=\"X_noisy\")\n", " time_input = tf.keras.layers.Input(shape=[], dtype=tf.int32, name=\"time\")\n", " time_enc = TimeEncoding(T, embed_size)(time_input)\n", "\n", " dim = 16\n", " Z = tf.keras.layers.ZeroPadding2D((3, 3))(X_noisy)\n", " Z = tf.keras.layers.Conv2D(dim, 3)(Z)\n", " Z = tf.keras.layers.BatchNormalization()(Z)\n", " Z = tf.keras.layers.Activation(\"relu\")(Z)\n", "\n", " time = tf.keras.layers.Dense(dim)(time_enc) # adapt time encoding\n", " Z = time[:, tf.newaxis, tf.newaxis, :] + Z # add time data to every pixel\n", "\n", " skip = Z\n", " cross_skips = [] # skip connections across the down & up parts of the UNet\n", "\n", " for dim in (32, 64, 128):\n", " Z = tf.keras.layers.Activation(\"relu\")(Z)\n", " Z = tf.keras.layers.SeparableConv2D(dim, 3, padding=\"same\")(Z)\n", " Z = tf.keras.layers.BatchNormalization()(Z)\n", "\n", " Z = tf.keras.layers.Activation(\"relu\")(Z)\n", " Z = tf.keras.layers.SeparableConv2D(dim, 3, padding=\"same\")(Z)\n", " Z = tf.keras.layers.BatchNormalization()(Z)\n", "\n", " cross_skips.append(Z)\n", " Z = tf.keras.layers.MaxPooling2D(3, strides=2, padding=\"same\")(Z)\n", " skip_link = tf.keras.layers.Conv2D(dim, 1, strides=2,\n", " padding=\"same\")(skip)\n", " Z = tf.keras.layers.add([Z, skip_link])\n", "\n", " time = tf.keras.layers.Dense(dim)(time_enc)\n", " Z = time[:, tf.newaxis, tf.newaxis, :] + Z\n", " skip = Z\n", "\n", " for dim in (64, 32, 16):\n", " Z = tf.keras.layers.Activation(\"relu\")(Z)\n", " Z = tf.keras.layers.Conv2DTranspose(dim, 3, padding=\"same\")(Z)\n", " Z = tf.keras.layers.BatchNormalization()(Z)\n", "\n", " Z = tf.keras.layers.Activation(\"relu\")(Z)\n", " Z = tf.keras.layers.Conv2DTranspose(dim, 3, padding=\"same\")(Z)\n", " Z = tf.keras.layers.BatchNormalization()(Z)\n", "\n", " Z = tf.keras.layers.UpSampling2D(2)(Z)\n", "\n", " skip_link = tf.keras.layers.UpSampling2D(2)(skip)\n", " skip_link = tf.keras.layers.Conv2D(dim, 1, padding=\"same\")(skip_link)\n", " Z = tf.keras.layers.add([Z, skip_link])\n", "\n", " time = tf.keras.layers.Dense(dim)(time_enc)\n", " Z = time[:, tf.newaxis, tf.newaxis, :] + Z\n", " Z = tf.keras.layers.concatenate([Z, cross_skips.pop()], axis=-1)\n", " skip = Z\n", "\n", " outputs = tf.keras.layers.Conv2D(1, 3, padding=\"same\")(Z)[:, 2:-2, 2:-2]\n", " return tf.keras.Model(inputs=[X_noisy, time_input], outputs=[outputs])" ] }, { "cell_type": "markdown", "metadata": { "id": "R60NMcUT0b1K" }, "source": [ "Let's train the model!" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5chylX-Vp9te", "outputId": "fdd4f9f1-801e-4830-c8db-c8983f444ad8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: my_diffusion_model/assets\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1719/1719 [==============================] - 347s 199ms/step - loss: 0.1120 - val_loss: 0.0719\n", "Epoch 2/100\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: my_diffusion_model/assets\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1719/1719 [==============================] - 352s 205ms/step - loss: 0.0649 - val_loss: 0.0589\n", "Epoch 3/100\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: my_diffusion_model/assets\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1719/1719 [==============================] - 358s 208ms/step - loss: 0.0550 - val_loss: 0.0539\n", "<<94 more epochs>>\n", "Epoch 98/100\n", "1719/1719 [==============================] - 351s 204ms/step - loss: 0.0377 - val_loss: 0.0375\n", "Epoch 99/100\n", "1719/1719 [==============================] - 407s 237ms/step - loss: 0.0376 - val_loss: 0.0379\n", "Epoch 100/100\n", "1719/1719 [==============================] - 418s 243ms/step - loss: 0.0376 - val_loss: 0.0379\n" ] } ], "source": [ "tf.random.set_seed(42) # extra code – ensures reproducibility on the CPU\n", "model = build_diffusion_model()\n", "model.compile(loss=tf.keras.losses.Huber(), optimizer=\"nadam\")\n", "\n", "# extra code – adds a ModelCheckpoint callback\n", "checkpoint_cb = tf.keras.callbacks.ModelCheckpoint(\"my_diffusion_model\",\n", " save_best_only=True)\n", "\n", "history = model.fit(train_set, validation_data=valid_set, epochs=100,\n", " callbacks=[checkpoint_cb]) # extra code" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the model is trained, we can use it to generate new images. For this, we just generate Gaussian noise, and pretend this is the result of the diffusion process, and we're at time $T$. Then we use the model to predict the image at time $T - 1$, then we call it again to get $T - 2$, and so on, removing a bit of noise at each step. At the end, we get an image that looks like it's from the Fashion MNIST dataset. The equation for this reverse process is at the top of page 4 in the DDPM paper (step 4 in algorithm 2)." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "id": "vMXxz4qV8Luk" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t = 1 " ] } ], "source": [ "def generate(model, batch_size=32):\n", " X = tf.random.normal([batch_size, 28, 28, 1])\n", " for t in range(T - 1, 0, -1):\n", " print(f\"\\rt = {t}\", end=\" \") # extra code – show progress\n", " noise = (tf.random.normal if t > 1 else tf.zeros)(tf.shape(X))\n", " X_noise = model({\"X_noisy\": X, \"time\": tf.constant([t] * batch_size)})\n", " X = (\n", " 1 / alpha[t] ** 0.5\n", " * (X - beta[t] / (1 - alpha_cumprod[t]) ** 0.5 * X_noise)\n", " + (1 - alpha[t]) ** 0.5 * noise\n", " )\n", " return X\n", "\n", "tf.random.set_seed(42) # extra code – ensures reproducibility on the CPU\n", "X_gen = generate(model) # generated images" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 248 }, "id": "lfMa2NVwJuzE", "outputId": "fc827f13-0b57-4372-a385-4cf70349ebd3" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_multiple_images(X_gen.numpy(), 8)\n", "save_fig(\"ddpm_generated_images_plot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of these images are really convincing! Compared to GANs, diffusion models tend to generate more diverse images, and they have surpassed GANs in image quality. Moreover, training is much more stable. However, generating images takes *much* longer." ] }, { "cell_type": "markdown", "metadata": { "id": "FKyC0R9dyLhV" }, "source": [ "# Extra Material – Hashing Using a Binary Autoencoder" ] }, { "cell_type": "markdown", "metadata": { "id": "fDE4f-XpyLhW" }, "source": [ "Let's train an autoencoder where the encoder has a 16-neuron output layer, using the sigmoid activation function, and heavy Gaussian noise just before it. During training, the noise layer will encourage the previous layer to output large values, since small values will just be crushed by the noise. In turn, this means that the output layer will output values close to 0 or 1, thanks to the sigmoid activation function. Once we round the output values to 0s and 1s, we get a 16-bit \"semantic\" hash. If everything works well, images that look alike will have the same hash. This can be very useful for search engines: for example, if we store each image on a server identified by the image's semantic hash, then all similar images will end up on the same server. Users of the search engine can then provide an image to search for, and the search engine will compute the image's hash using the encoder, and quickly return all the images on the server identified by that hash." ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "id": "3DRvS7twyLhW", "outputId": "80a63cbf-0f33-4b6c-8e25-32474da2e2fb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0543 - val_loss: 0.0574\n", "Epoch 2/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.0426 - val_loss: 0.0485\n", "Epoch 3/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.0392 - val_loss: 0.0428\n", "Epoch 4/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.0372 - val_loss: 0.0404\n", "Epoch 5/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.0360 - val_loss: 0.0379\n", "Epoch 6/10\n", "1719/1719 [==============================] - 3s 2ms/step - loss: 0.0352 - val_loss: 0.0363\n", "Epoch 7/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0345 - val_loss: 0.0365\n", "Epoch 8/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0339 - val_loss: 0.0359\n", "Epoch 9/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0334 - val_loss: 0.0350\n", "Epoch 10/10\n", "1719/1719 [==============================] - 4s 2ms/step - loss: 0.0331 - val_loss: 0.0345\n" ] } ], "source": [ "tf.random.set_seed(42)\n", "\n", "hashing_encoder = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.GaussianNoise(15.),\n", " tf.keras.layers.Dense(16, activation=\"sigmoid\"),\n", "])\n", "hashing_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(100, activation=\"relu\"),\n", " tf.keras.layers.Dense(28 * 28),\n", " tf.keras.layers.Reshape([28, 28])\n", "])\n", "hashing_ae = tf.keras.Sequential([hashing_encoder, hashing_decoder])\n", "hashing_ae.compile(loss=\"mse\", optimizer=\"nadam\")\n", "history = hashing_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_valid, X_valid))" ] }, { "cell_type": "markdown", "metadata": { "id": "4OpQ1O-qyLhW" }, "source": [ "The autoencoder compresses the information so much (down to 16 bits!) that it's quite lossy, but that's okay, we're using it to produce semantic hashes, not to perfectly reconstruct the images:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "id": "HyOsfAdiyLhW", "outputId": "678cc611-c625-434e-90b9-ad90d88baef4" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_reconstructions(hashing_ae)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "I8Q_Rx-PyLhX" }, "source": [ "Now let's see what the hashes look like for the first few images in the validation set:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "id": "Akb6fNptyLhX", "outputId": "efdbf0bd-1506-42ae-f1e1-7cd68d0f45a7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1110110110111011\n", "1100110111111111\n", "1110110110111011\n", "1100011111110010\n", "0000100001110101\n", "...\n" ] } ], "source": [ "hashes = hashing_encoder.predict(X_valid).round().astype(np.int32)\n", "hashes *= np.array([[2 ** bit for bit in range(16)]])\n", "hashes = hashes.sum(axis=1)\n", "for h in hashes[:5]:\n", " print(f\"{h:016b}\")\n", "print(\"...\")" ] }, { "cell_type": "markdown", "metadata": { "id": "T5n8N4RoyLhX" }, "source": [ "Now let's find the most common image hashes in the validation set, and display a few images for each hash. In the following image, all the images on a given row have the same hash:" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "id": "hS80DfcLyLhX", "outputId": "51a38569-f02e-4737-d40e-b478d8a557b3" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from collections import Counter\n", "\n", "n_hashes = 10\n", "n_images = 8\n", "\n", "top_hashes = Counter(hashes).most_common(n_hashes)\n", "\n", "plt.figure(figsize=(n_images, n_hashes))\n", "for hash_index, (image_hash, hash_count) in enumerate(top_hashes):\n", " indices = (hashes == image_hash)\n", " for index, image in enumerate(X_valid[indices][:n_images]):\n", " plt.subplot(n_hashes, n_images, hash_index * n_images + index + 1)\n", " plt.imshow(image, cmap=\"binary\")\n", " plt.axis(\"off\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "J77AxVz5yLhX" }, "source": [ "# Exercise Solutions" ] }, { "cell_type": "markdown", "metadata": { "id": "QIf1WVKcyLhX" }, "source": [ "## 1. to 8." ] }, { "cell_type": "markdown", "metadata": { "id": "hSUWHPHUyLhX" }, "source": [ "1. Here are some of the main tasks that autoencoders are used for:\n", " * Feature extraction\n", " * Unsupervised pretraining\n", " * Dimensionality reduction\n", " * Generative models\n", " * Anomaly detection (an autoencoder is generally bad at reconstructing outliers)\n", "2. If you want to train a classifier and you have plenty of unlabeled training data but only a few thousand labeled instances, then you could first train a deep autoencoder on the full dataset (labeled + unlabeled), then reuse its lower half for the classifier (i.e., reuse the layers up to the codings layer, included) and train the classifier using the labeled data. If you have little labeled data, you probably want to freeze the reused layers when training the classifier.\n", "3. The fact that an autoencoder perfectly reconstructs its inputs does not necessarily mean that it is a good autoencoder; perhaps it is simply an overcomplete autoencoder that learned to copy its inputs to the codings layer and then to the outputs. In fact, even if the codings layer contained a single neuron, it would be possible for a very deep autoencoder to learn to map each training instance to a different coding (e.g., the first instance could be mapped to 0.001, the second to 0.002, the third to 0.003, and so on), and it could learn \"by heart\" to reconstruct the right training instance for each coding. It would perfectly reconstruct its inputs without really learning any useful pattern in the data. In practice such a mapping is unlikely to happen, but it illustrates the fact that perfect reconstructions are not a guarantee that the autoencoder learned anything useful. However, if it produces very bad reconstructions, then it is almost guaranteed to be a bad autoencoder. To evaluate the performance of an autoencoder, one option is to measure the reconstruction loss (e.g., compute the MSE, or the mean square of the outputs minus the inputs). Again, a high reconstruction loss is a good sign that the autoencoder is bad, but a low reconstruction loss is not a guarantee that it is good. You should also evaluate the autoencoder according to what it will be used for. For example, if you are using it for unsupervised pretraining of a classifier, then you should also evaluate the classifier's performance.\n", "4. An undercomplete autoencoder is one whose codings layer is smaller than the input and output layers. If it is larger, then it is an overcomplete autoencoder. The main risk of an excessively undercomplete autoencoder is that it may fail to reconstruct the inputs. The main risk of an overcomplete autoencoder is that it may just copy the inputs to the outputs, without learning any useful features.\n", "5. To tie the weights of an encoder layer and its corresponding decoder layer, you simply make the decoder weights equal to the transpose of the encoder weights. This reduces the number of parameters in the model by half, often making training converge faster with less training data and reducing the risk of overfitting the training set.\n", "6. A generative model is a model capable of randomly generating outputs that resemble the training instances. For example, once trained successfully on the MNIST dataset, a generative model can be used to randomly generate realistic images of digits. The output distribution is typically similar to the training data. For example, since MNIST contains many images of each digit, the generative model would output roughly the same number of images of each digit. Some generative models can be parametrized—for example, to generate only some kinds of outputs. An example of a generative autoencoder is the variational autoencoder.\n", "7. A generative adversarial network is a neural network architecture composed of two parts, the generator and the discriminator, which have opposing objectives. The generator's goal is to generate instances similar to those in the training set, to fool the discriminator. The discriminator must distinguish the real instances from the generated ones. At each training iteration, the discriminator is trained like a normal binary classifier, then the generator is trained to maximize the discriminator's error. GANs are used for advanced image processing tasks such as super resolution, colorization, image editing (replacing objects with realistic background), turning a simple sketch into a photorealistic image, or predicting the next frames in a video. They are also used to augment a dataset (to train other models), to generate other types of data (such as text, audio, and time series), and to identify the weaknesses in other models and strengthen them.\n", "8. Training GANs is notoriously difficult, because of the complex dynamics between the generator and the discriminator. The biggest difficulty is mode collapse, where the generator produces outputs with very little diversity. Moreover, training can be terribly unstable: it may start out fine and then suddenly start oscillating or diverging, without any apparent reason. GANs are also very sensitive to the choice of hyperparameters.\n", "9. Diffusion models are good at generating diverse and high quality images. They are also much easier to train than GANs. However, compared to GANs and VAEs, they are much slower when generating images, since they must go through each step in the reverse diffusion process." ] }, { "cell_type": "markdown", "metadata": { "id": "0GXqpaDHyLhY" }, "source": [ "## 10.\n", "_Exercise: Try using a denoising autoencoder to pretrain an image classifier. You can use MNIST (the simplest option), or a more complex image dataset such as [CIFAR10](https://homl.info/122) if you want a bigger challenge. Regardless of the dataset you're using, follow these steps:_\n", "* Split the dataset into a training set and a test set. Train a deep denoising autoencoder on the full training set.\n", "* Check that the images are fairly well reconstructed. Visualize the images that most activate each neuron in the coding layer.\n", "* Build a classification DNN, reusing the lower layers of the autoencoder. Train it using only 500 images from the training set. Does it perform better with or without pretraining?" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "id": "RVAVmIznyLhY" }, "outputs": [], "source": [ "(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()\n", "X_train = X_train / 255\n", "X_test = X_test / 255" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "id": "qXcft-kHyLhY" }, "outputs": [], "source": [ "tf.random.set_seed(42)\n", "\n", "denoising_encoder = tf.keras.Sequential([\n", " tf.keras.layers.GaussianNoise(0.1),\n", " tf.keras.layers.Conv2D(32, 3, padding=\"same\", activation=\"relu\"),\n", " tf.keras.layers.MaxPool2D(),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(512, activation=\"relu\"),\n", "])" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "id": "a2lC7XBqyLhY" }, "outputs": [], "source": [ "denoising_decoder = tf.keras.Sequential([\n", " tf.keras.layers.Dense(16 * 16 * 32, activation=\"relu\"),\n", " tf.keras.layers.Reshape([16, 16, 32]),\n", " tf.keras.layers.Conv2DTranspose(filters=3, kernel_size=3, strides=2,\n", " padding=\"same\", activation=\"sigmoid\")\n", "])" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "id": "RgtxA9BjyLhY", "outputId": "7b43827a-cc75-45cd-e5e0-dbd4ccfea440" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1563/1563 [==============================] - 165s 105ms/step - loss: 0.5931 - mse: 0.0184 - val_loss: 0.5960 - val_mse: 0.0185\n", "Epoch 2/10\n", "1563/1563 [==============================] - 167s 107ms/step - loss: 0.5723 - mse: 0.0098 - val_loss: 0.5761 - val_mse: 0.0109\n", "Epoch 3/10\n", "1563/1563 [==============================] - 164s 105ms/step - loss: 0.5674 - mse: 0.0079 - val_loss: 0.5724 - val_mse: 0.0094\n", "Epoch 4/10\n", "1563/1563 [==============================] - 163s 104ms/step - loss: 0.5651 - mse: 0.0071 - val_loss: 0.5720 - val_mse: 0.0093\n", "Epoch 5/10\n", "1563/1563 [==============================] - 168s 108ms/step - loss: 0.5639 - mse: 0.0066 - val_loss: 0.5685 - val_mse: 0.0078\n", "Epoch 6/10\n", "1563/1563 [==============================] - 165s 105ms/step - loss: 0.5631 - mse: 0.0063 - val_loss: 0.5667 - val_mse: 0.0072\n", "Epoch 7/10\n", "1563/1563 [==============================] - 168s 107ms/step - loss: 0.5625 - mse: 0.0061 - val_loss: 0.5662 - val_mse: 0.0069\n", "Epoch 8/10\n", "1563/1563 [==============================] - 164s 105ms/step - loss: 0.5620 - mse: 0.0059 - val_loss: 0.5653 - val_mse: 0.0066\n", "Epoch 9/10\n", "1563/1563 [==============================] - 166s 107ms/step - loss: 0.5617 - mse: 0.0058 - val_loss: 0.5646 - val_mse: 0.0064\n", "Epoch 10/10\n", "1563/1563 [==============================] - 164s 105ms/step - loss: 0.5614 - mse: 0.0057 - val_loss: 0.5639 - val_mse: 0.0061\n" ] } ], "source": [ "denoising_ae = tf.keras.Sequential([denoising_encoder, denoising_decoder])\n", "denoising_ae.compile(loss=\"binary_crossentropy\", optimizer=\"nadam\",\n", " metrics=[\"mse\"])\n", "history = denoising_ae.fit(X_train, X_train, epochs=10,\n", " validation_data=(X_test, X_test))" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "id": "dTlFyrmSyLhY", "outputId": "7a842325-f99e-4e85-962f-ba3bcbf8cdfd" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_images = 5\n", "new_images = X_test[:n_images]\n", "new_images_noisy = new_images + np.random.randn(n_images, 32, 32, 3) * 0.1\n", "new_images_denoised = denoising_ae.predict(new_images_noisy)\n", "\n", "plt.figure(figsize=(6, n_images * 2))\n", "for index in range(n_images):\n", " plt.subplot(n_images, 3, index * 3 + 1)\n", " plt.imshow(new_images[index])\n", " plt.axis('off')\n", " if index == 0:\n", " plt.title(\"Original\")\n", " plt.subplot(n_images, 3, index * 3 + 2)\n", " plt.imshow(new_images_noisy[index].clip(0., 1.))\n", " plt.axis('off')\n", " if index == 0:\n", " plt.title(\"Noisy\")\n", " plt.subplot(n_images, 3, index * 3 + 3)\n", " plt.imshow(new_images_denoised[index])\n", " plt.axis('off')\n", " if index == 0:\n", " plt.title(\"Denoised\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ddB3aKyFyLhZ" }, "source": [ "## 11.\n", "_Exercise: Train a variational autoencoder on the image dataset of your choice, and use it to generate images. Alternatively, you can try to find an unlabeled dataset that you are interested in and see if you can generate new samples._\n" ] }, { "cell_type": "markdown", "metadata": { "id": "HEfVD1TTyLhZ" }, "source": [ "See the VAE code above." ] }, { "cell_type": "markdown", "metadata": { "id": "0mePWI8ryLhZ" }, "source": [ "## 12.\n", "_Exercise: Train a DCGAN to tackle the image dataset of your choice, and use it to generate images. Add experience replay and see if this helps. Turn it into a conditional GAN where you can control the generated class._\n" ] }, { "cell_type": "markdown", "metadata": { "id": "hWBNDAFvyLhZ" }, "source": [ "TODO" ] } ], "metadata": { "accelerator": "GPU", "colab": { "name": "17_autoencoders_gans_and_diffusion_models.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" }, "nav_menu": { "height": "381px", "width": "453px" }, "toc": { "navigate_menu": true, "number_sections": true, "sideBar": true, "threshold": 6, "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }