{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "az.style.use(\"arviz-white\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Gibbs sampling for the two-sample t-test\n", "\n", "In this exercise we will use Gibbs sampling to test whether two populations have the same mean. Let the data from the first population be $Y_1,\\dots,Y_n \\sim\\mbox{Normal}(\\mu_Y,\\sigma^2)$\n", "and the second population be $Z_1,\\dots,Z_m\\sim\\mbox{Normal}(\\mu_Z,\\sigma^2)$. The priors are:\n", "* $\\mu_Y,\\mu_Z\\sim\\mbox{Normal}(\\mu_0,\\sigma_0^2)$\n", "* $\\sigma^2\\sim\\mbox{InvGamma}(a,b)$\n", "\n", "\n", "Our goal is to compute the posterior of $\\Delta=\\mu_Y-\\mu_Z$ and determine if $\\Delta=0$ (the populations have the same mean) or not. To do these, we compute $\\Delta$ at each iteration and then compute the posterior 95% credible set. To test out the code we will simulate data so we know the true values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulate data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(42)\n", "\n", "n = 20\n", "m = 20\n", "muY_true = 55\n", "muZ_true = 50\n", "s2_true = 100\n", "\n", "Y = stats.norm(muY_true, (s2_true) ** 0.5).rvs(n)\n", "Z = stats.norm(muZ_true, (s2_true) ** 0.5).rvs(n)\n", "\n", "plt.boxplot((Y, Z), labels=(\"Y\", \"Z\"));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set the priors" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "mu_0 = 0\n", "s2_0 = 1000\n", "a = 0.01\n", "b = 0.01" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gibbs sampling" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "n_iters = 30000\n", "\n", "# Initial values\n", "muY = np.mean(Y)\n", "muZ = np.mean(Z)\n", "s2 = (np.var(Y) + np.var(Z)) / 2\n", "\n", "muY_list = []\n", "muZ_list = []\n", "s2_list = []\n", "\n", "for iter in range(1, n_iters):\n", " # sample muY|muZ,s2,Y,Z\n", " A = np.sum(Y) / s2 + mu_0 / s2_0\n", " B = n / s2 + 1 / s2_0\n", " muY = stats.norm(A / B, 1 / B ** 0.5).rvs(1)[0]\n", "\n", " # sample muZ|muY,s2,Y,Z\n", " A = np.sum(Z) / s2 + mu_0 / s2_0\n", " B = m / s2 + 1 / s2_0\n", " muZ = stats.norm(A / B, 1 / B ** 0.5).rvs(1)[0]\n", "\n", " # sample s2|muY,muZ,Y,Z\n", " A = n / 2 + m / 2 + a\n", " B = np.sum((Y - muY) ** 2) / 2 + np.sum((Z - muZ) ** 2) / 2 + b\n", " s2 = stats.invgamma(A, scale=B).rvs(1)[0]\n", "\n", " # keep track of the results\n", " muY_list.append(muY)\n", " muZ_list.append(muZ)\n", " s2_list.append(s2)\n", "\n", "keepers = {\n", " \"muY\": muY_list,\n", " \"muZ\": muZ_list,\n", " \"s2\": s2_list,\n", " \"delta\": np.array(muY_list) - np.array(muZ_list),\n", "}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lines = (\n", " (\"muY\", {}, [muY_true]),\n", " (\"muZ\", {}, [muZ_true]),\n", " (\"s2\", {}, [s2_true]),\n", " (\"delta\", {}, [muY_true - muZ_true]),\n", ")\n", "\n", "az.plot_trace(keepers, lines=lines);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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TRERERETeYCBkIioJVsl9/ag7HE93XACpsq58sA/d4XhxC1YEpXbuiIgqFe/X+cNjmx22p4iIiIiIvMPBICIqCSK5r142yX27w3HsPxDLeycCO30GeXXuiIjKWaHqJyu8X+cPj2122J4iIiIiIvIOnz6IqCSI5L6iIyWb5L7tHVHMauzBkmW9mNXYg/aOaJ5Ky04fPS/OHRFROStk/WSF9+v84bHNDttTRERERETeYc4glxjXn6i4usPxrJL7FiNWP2PcZ8r23BGVO7YtKpsfc8nwfp0/PLbusT1FREREROSN6mIXgIjIjVEjq7LqPLEKM5Kvzpj584JoaKhhp8/fZXvuiIjKWTHqJzu8X+cPj617bE8REREREXmDg0FEVBFEmBHjzOt8hxlhpw8REVkpVv1EVErYniIiIiIiyh2fMokonbT66LFYUZNX5zN5NmP1ExFRoTmp1/xcP+WzXi6WctwnIiIiIiIiJ7gyiKjC6eOwC8WIx16IePD5DjPSHY6jqyuBceMYwoSIqNK5qdf8GAarHPO0lOM+kRrbZUREREREmbRkMpksdiFKCZM8UzmRJa0WCpm82o/Js91iBxMRZYtti/JT6vVaqZdfphz3idTYLiMiIiIiMmOYOKIKJktaLYjk1cUqRyG/P1fd4XjG6qpEAlj5YB9D0BARVahSr9dKvfwy5bhPJMd2GRERERGRHAeDiCqYSFotU8jk1bJylFLy7Gw7mJi3gIioPJV6vVbq5Zcpl31i28EeB/6IiIiIiORK6+mHiDxlTFotFDp5tZ+TZzuRTQdTe0cUsxp7sGRZL2Y19qC9I5rnUhIRUaGUer1W6uWXKYd9YtvBmXIZ+CMiIiIi8hpzBrnEuP6Vq5yT0HaH4zhxIoG6OqC/H0VLXi3K4Zfk2W64iU3PvAVEpMe2Rfkq5XoNKK3yO22nldI+6bHt4A5zBhERERERmVUXuwBEpaDcHyhHjazyRUeCX8qRjfnzgmhoqHHUwWQVvqRU95+IiMxKuV4DSqf8btpppbJPRmw7uOOmXUZEREREVCm4Vp7IBpPQklOjRlbhghk1th0OxQxfwlwDRERUTvzcTvOyzmXoM/ectsuIiIiIiCoFnx6IbDAJLXmtWHkLmGuAiIjKjV/baV7XueWQ84iIiIiIiIqLYeKIbIiZmMYY7ZyJSbkodPgS1czphgbOmCUiotLlx3Zavupchj4jIiIiIqJcsDebyAZnYlK+FDJ8iV9nThMREeXCj+20fNa5DH1GRERERETZ4sogIgc4E5NKnR9nThMREXnBb+001rlERERERORHfCIhcqgcZmJ6mciYCi+X8+fHmdNERERe8VM7rZB1rhdtO7YPiYiIiIgqA1cGEVWI9o5oOn696JSYPy9Y7GKRQ16cP7/NnCYiIipXhahzvWgbsH1IRERERFQ5tGQymSx2IUrJoUOHMG3aNBw8eBBTp04tdnGIHOkOxzGrsccUrmRP53AOCJQAnr9B3eE4uroSGDeOg1lUPti2ICK3vGgbWG0DAOtbIiIiIqIywzBxRH9XziEy8pnIuJyPm1/k8/yVkvaOKGY19mDJsl7MauxBe0e02EUiIioJrKuLz+tz4EXbQLWNtm2sb4mIiIiIyhEHg4hQ/p3MIpGxnheJjMv9uPlFvs5fKekOx9NhbIBUZ9XKB/vYsUlEZIN1dfHl4xx40TZQbWPL1ijrWyIiIiKiMlQ5PYlECpXQyZyPRMaVcNz8opCJqP2Kq6OIiNxjXV18+ToHXrQNZNu4cWEQxiDirG+JiIiIiMpDdbELQFRsVp3M5dTZ7nUiY7vjVsm5XfKx74VIRO1nYvayMa9BJa2OIiJyq1LaOH6Wz3PgRdvAuA0A2NoWZX2bJ5XcPiYiIiKi4mOrnipeJYXgGjWyChfMqPHk4dPquFVySJp87ruX56/U8kdwdRQRkXuV1Mbxq+NvxEyv6c9BrvWxF20D/TZY3+ZPJbePiYiIiMgf+CToE6XWMVtO+NCbHdVxA1CxIWlKJRxPqXZGzJ8XxJ7O4Xhy8zDs6RyO+fOCnm2b92AiciJf94p8bZdtnOLqDsexYVO/6fXm5XUYNbLKt/VxPuvbSlUqbUQiIiIiKm8ME+cD7R3R9MOBeEjnQ1dhVXoIrmzJjtv+AzFfh6TJZ3iOUgjHo+qMaGjwZsVRvolZy17iPZiInMjXvSLf9yC2cQYVOkSXrF0AABMn1Pi+Ps5HfVvJSqGNSERERETljyuDioyzxPzDyxBclcR43PwckibfM3D9vO+CVWdEJeI9mIicyNe9olD3ILZxirMq1qpdwPq4spRCG5GIiIiIyh9bn0XGB0EqN34NSeOmwy3bcD1+3Xc9dkZk4j2YiJzI172i0u5BxQrJWayBf6t2AevjylIKbUQiIiIiKn8ME1dk4kFQ3xHAB0EqdX4MSeM0PEeu4Xr8uO96ojPCuI9+K2eh8B5MRE7k615RSfegYobkLGaILlW7gPVx5fF7G5GIiIiIyl/5PWmWGM4So3Llt5A0TmbgejVzWOw7gKLMgLZTjMTQxZoNbof3YCJyIl/3inK/B4l7/9FjsaKG5FS1AerqCvL1yjZRMepjKi6/tY+JiIiIqLJwZZAPcJYYUf45mYHr5czhYs6AdqKQiaH9fix4DyYiJ/J1ryjXe5D+3q9pQDKZ+fdCrcwBzG0A8f0LmnqLXicVsj4mIiIiIqLKpiWTxkczsnLo0CFMmzYNBw8exNSpU4tdHCJyqTscV3a4dYfjmNXYYwrXs6dzuKuOGq+2Uw54LIjssW1B5UZ27zcqRl1w9FgMX13YmzEwxTqJiIiIiIgqBcPEEVFFsQrP4VW4nkpLCG6Fx4KIqPLI7v1AaoUQULxweJGIeoUSERERERFRuWOYOCIiHS/C9VRSQnA7PBZERJVHde/f3joM/f0oWjg81klERERERFTJ+ORDRLZEAuhCJXp2y+vy5Zrct9wTgrvBY0FE5G/5qONV9/5JE2tyql+B3MrLOomIiIiIiCoZVwYRkSV9AmjRaVLMRMtGXpSvOxxHV1cC48b5NyF4PspYKOWaHJ2IqNTls47Px71fVV43dWS51kml3E4gIiIiIqLC0JJJY+RsssIkz1RJZAmg/ZRo2Yvy+X2wC/Cm84uI/IttCyoGL+rQQtZDqvI2L6/Dhk39vq7H860U2jJERERERFR8DBNHREqyBNB+SrSca/m6w/F054n47MoH+3wVDk9Vxie2RDCrsQdLlvViVmMP2juixS0oERGVlFzr0PaOaEHrIVV5H97Y7+t6PN9KoS1DRERERET+wMEgIlISiZb1RKJlP+QRsiqfE34f7ALKv/PLD9cREVElyqUOzdcAhFWdoCqvMcaB3+pxJ3KpC0uhLUNERERERP7AwSAiUpIlWm5eXofWtsLOBnZTPjeJoHMdTCoEWRk1rTw6vwo9q5yIiAblUofmYwDCrk5QtUn8Uo9nO6CTa11YCm0ZIiIiIiLyB+YMcolx/akSdYfjOHEigWPHY3h4Y79pIEKVY6BQuQRE+bJJBF0KcfaNZdTnRxD8lMvJCb/noyIqJLYtqJiyqUO9voe72Z6xvH6ox7Mtg2y/NQ1Y+1A9pkyuKav8h0REREREVHzVxS4AEfmf6Iz42s3mgSBgcDawvtOikB0To0ZWZT2AMH9eEA0NNVkPJhWCrIwfGRYwHV8/ll3FalZ5Ke0HEVGpy6YOFat0vKqH3NQJxvIWux5XhcxraLAfzJHtdzIJtKzoc9V2KvYxICIiIiKi0sDBICJyRNZhIRjDkeTSMeIVN6uSchlMKhSvOr8KtVrLjghrY5wFzrA2RESlwcsBiFzrBFk9Xqj6LpfJDbL91m/DadvJL3U7ERERERH5my973cLhMLZs2YIlS5bgsssuw8SJE9HQ0IBvf/vbeP3116WfOXXqFH74wx/i8ssvx8SJE3H55Zfjhz/8IU6dOiV9fyKRQFtbG6666ip89rOfxUUXXYTly5fjrbfeyuOeERVOLsmIZWQx6QH5bOBiJzP2IheN18cvH0aNrMIFM9yFkfFLjp5c8z0REZE/eBFw2us6oZD1XS45e4z7beSk7VTIfS2FthEREREREan5MmfQunXr8Pjjj2Ps2LGYMWMGzj77bHR1dWHv3r1IJpNYv3495s6dm35/JBLBggUL8Kc//QkNDQ04//zz8eabb+L3v/89zjvvPGzfvh2hUCjjO+69914888wzOPfcc3HppZfi5MmTeOGFFzBkyBA8/fTTOPfcc6VlY1x/ylUhZm/mK0SbfruaBiy+MYiFNwTT+yH2LRQCFjT1FiUfjBd5DHKJ/e/Xmbl+zdGTS74nonLBtgWVony0NbyoE6zqOwDpelr//7PNcyQ+v29fLKdj0R2O48iRM7j9u6dc1dOFrNuZl4iIiIiIqPT5MkzcZz/7WWzbtg3Tp0/PeP21117D4sWLsWrVKsycORO1tbUAgM2bN+NPf/oTli5dittvvz39/h/96Ed49NFHsXnzZnznO99Jv/7KK6/gmWeewfTp0/Hkk0+mt3P11VfjpptuwsqVK9HW1laAPaVKU4gH6XyGaLMKCWPct6uurMVzzw8UPKeNm3AtssGbbI+f3ztJ/JqjpxRC9BERFZqfJxcA+WtreFEnqOq7tm1RPNUaTU9oAVKrmrKps2V1/p7O4VkPZI0aWYXGOVXo60u6ysNUqLrdD+F/iYiIiIgod74MEzd79mzTQBAATJ8+HRdeeCF6enrw5z//GQCQTCaxY8cOhEIhfOtb38p4/9e//nV85CMfwbPPPgv9AqgdO3YAAG655Zb0QBAAXHzxxbjkkkvw6quv4i9/+Us+do0qmOpB2utQG/kO0SYLTSbbt+eeH8D21mF4cvMw7OkcntPAiJuwJE7DtRjDqjyxJYL9B2I4fCTm+vgV4tzmGpollzA2pYZhbIiolHkZ9itf98Nih4OVEfsaCkFa3z35VDRd5mRyMLyd2zpbVecDcBW6VWb+vCD2dA533HYqVN3ux/NNRERERETulVwvYHV1dcZ/33rrLfzXf/0Xpk6dagoFN2TIEEyfPh3hcBhdXV3p1/fv349QKCQNxXLJJZcAAF599dV87QJVqEI9SGfbMZBLh5Fq3/r7c+sY6Q7HsXZ9H2bOcd4p5iTvgKwjZ/2GfixZ1ovb7+hLzxgW7I5fvs9tLh2D4rwCqIgcPX7Ki0RE5JaXkwvyeT+UtTU0DTj5frwoA/H6fV3Q1IurrqxN1+WaBlx0oXUwBDd1djEm3QDydlqh8u+p8kYeOx7z9HuIiIiIiCi/Smow6N1338Uf/vAHjBgxAuPHjweA9CDPOeecI/3MuHHjMt4XiUTw3nvvYcyYMaiqMj8oie289dZb3haeKl6hZm+66RgQHQtPbInk1GGUj30THTtbtkZdz961m1kr68gRxHe56VjJ57lVdQwePRazHbwzdgQCcDzj2O3goB9W4xRq9R0RlR8/3MMA7wYa8n0/NLY1xMBLy4q+gg/Ey/b1l/8+kPGel185Y7kNN3V2MVbaPrElopwY43Y1UTZGjaxC8/I60+sbNvUX/TfjF365hxARERERWSmZwaBYLIYVK1ZgYGAALS0t6YGcDz/8EAAwdOhQ6efE6+J9Tt9/6tQp7wpPhMLN3gScdQzoBwrWb+jPqcNIdBJku2/GB2hjx46e004x1cxaQD3DVUgmgbWrhzruWMnnuVV1DH51Ya/l4F0uYWz018bMOT1Yu976evDLahw/h7FhJxGRP8h+i365hwHeDTQU4n4o2hrr1wyFpmUfds0Jq3uobF/1YeD0/1/GbZ2dbZ2fbT3wxJYI1m/otzy+Vm0er0w4v8b0mlfXVKnXkX66hxARERERWbGOmeATiUQCd911F1599VVcf/31uPrqq4tdJKKszJ8XRENDTdYJht2wSsJsNdgCuE8+3N4RxYZN/emkzM3L6xzPTJUlYR4zpkpZNi9m34qOHNUxCASA0aMDiEScbzObc+skQbjoGJR1dAHqJM7ZJpU2XhvJJLBlaxRb26LSBNt+SiotO1Z+yIsku8bzMXObiKzJfosNDTUFuYc5ud8D5vop28kFhbofjhpZhY9+NLv6xim7e6iqnrQSCADbW4ehvx9Ztcfc1vnZ1gPd4Tge3thvet3L4+tUvq6pUq8j/dQOIiIiIiKy4/uVQclkEvfccw9++ctf4ktf+hJWrVqV8fezzjoLgHolj3hdvM/p+1Urh4hyVYjZm3aswqQB7h7uZYMHTsOGqB6gZcmfgdRAk1crbvSrp25rzlzVdNWVtVjQZL3yRsbNuVXNIjXOjpXNQDaSzczNdna56tpQzfT202qcQq6+c4qh64j8QfVbPHwklvd7mNtVA16E/Srk/XDcuIAp156m5TdUqlXeHBlNM4d/nTSxJqf2mNM6P5d6oKsrIV3VVIyJDvm4psqhjvRTO4iIiIiIyI6vVwYlEgncfffd6OjowBe/+EWsXr0aAcOTnsgJpMrxI3IFifeFQiGMGDECf/3rXxGPx015g8R2VDmIKHtOZ8VS/lnNonX7cJ/tChSrz/b3wzQzelFTEAtvCHp67YjVUxfMqMHcK4bgxIkE6uqABU29eZ3hqer8+KA3kV5hpZ8dq5+BbCwfIO8UynZ2udW1ITuvfluNU8jVd07k8vsgIu+ofosatLzew7JdNWC1utcpv90Ps+H0Hjp/XhDjx1fhqwt7TYMnYpKHyCNkFTIuH3KpB1R1cvPyuqKcT6fXlNM2fznUkX5rBxERERERWfFtK1U/EDR37lysWbPGNHADpAZtPv7xj+PQoUOIGGI6nT59Gq+99ho+/vGPpweDAOCCCy5AJBLBoUOHTNt76aWXAAAzZszweI8qG2Np+4tsdudtzXVZzULOJb+B1Wfnzwtie+swrGgJYXvrMLTcmt8VHmJQKBIxd7q4neFpF/te1fnx8EZ57ibRqTJ2bACTJtY4npmbzexycW0YZ3mL71INOvlpNY4fVt8JxUg0TkRmqt/i5MnVeb2HFXvVQCHuh7LVK8mkN/vo5h46aWINVt03eC41DbhpUaot8dzzAxk5hAqZ0yiXesBYx2paqr22ZHHIi2Jnxe6actPmVx2bujrkNYeQ6nxlk7vIj+0gIiIiIiIVX64M0g8ENTY2Yu3atdKBIADQNA3XXXcdHn30UTz66KO4/fbb03/76U9/ig8++ADf+ta3oOl6Nq+//no8//zz2LhxI5588knU1tYCAF5++WW89NJLmDFjBj71qU/ldycrCGNp+5NXM4ZzyW9g9dlcY8jbzUpV/d3tDE/jdpyU2y4PkJBIAG3boniqNWra3vjxVTh0+AymTqnGpInmpM5CNrPLxbUh+27VoFOpzz7PF6/yfxBRbqx+i/PnVeXtHpaPVQN+W2md7310cg8V729oqMGezuEZ53L/AXUowFyPX3c4jta2VF2ZTMrrfatrz8m5LKU61m2bX3ZsRKjefOUQUrXTcml3ltI5IiIiIqLKpiWThQ6WYO+RRx7Bj3/8Y4RCIdx4442orjaPWc2cORPnnXceACASiWDBggX405/+hIaGBkyYMAFvvvkmXnzxRZx33nnYvn07QqHMGXT33HMPduzYgXPPPReXXnopTp48iRdeeAFDhgzB008/jXPPPVdatkOHDmHatGk4ePAgpk6d6v3Ol6H9B2JYsqzX9PqTm4fhghnqTmzyXj47kLrD8awfgo2f7Q7HMauxx9SxtKdzuON8PFYP9G7/fuPCIJoWmkPUGd/XvLwuHebNrtxPbIlg/QZzUmg9TUv9z7g9/ffkO9my1Xn1W4ekn+Xy+6Dyx7ZF4RTjt5jr5IZ8bctL+d5Hq452u+/OtU0htmGs7/Tfq6fatvHa8/pc+qFOzrbNL46NKhSum3NlRXUtbG8dltfvJSIiIiLyC1+uDHrnnXcApAZ5fvKTn0jfM3r06PRgUCgUQmtrK3784x9j165dOHDgAP7hH/4Bixcvxj/90z+ZBoIA4IEHHsBnPvMZ/PznP0draytCoRAuv/xyNDc3c1WQxxhL2x/y3YGUbX4DWedFLjHk7WalWv1dfLeYWdy2LYotW1P/29oWzThmsu0YB4Ksyv2JT8ivf01DenbxjQuD2LI1M7yKCCcnhvHzvdJOdV6dXE9+6JiyUsjyeZH/g4hyV4zfolerBvy+0lpfLhkn91zVPu7pHC4dTHByTLJdoSnKe/yNmGkCRkNDjXQgSJRBVu/rrz2n59JpPeWXOjnbNr84NvlcxQWo25eHDp8p+dxFRERERERO+HIwaPXq1Vi9erWrz5x11lm48847ceeddzp6fyAQQFNTE5qamrIpIrnAMEmFo3rQ92sHkqrzIpcBRLuBJNXfjSHRmpfXpcO+iPfoj5lqO0aBAHDyZALd4XjmsU5KkvIAuOfOED796er0vm5ti5qOg5sOi3x0/ji5nvw6e13we/mIqLx4MQiVy0SJfOoOx3H/A30Zr93/QHZ1gtt9dPp+NwNyIvSbsf4V2175YB/WrK5XDnrpc96o6l5VuY+8HkPjbHfHzE91cq5t/nxPIFNtf+qUak5cc8nvE36IiIiISI4tXCqIbBLZkztWCXvdJLB2mjw3myS7+s/u7Dwt7bwQgyYr762HLtUXEgmgtS1q+312iZpVf9+yNZpRFqtVPqrtyCQSQMsdp0znZMqU6oz9A1Krgi67rDY9+7mrK4Hm5XUZSYn1/9aXXww46blJ4qxnl1j5sMUMWvE+1bn1A7+Xj4i8lUt95Sd29ZteNvuc7XE6fPiMKeddMgkcOXLGtr43fue4cQFT3WjVKe/mmIwaWYULZlhPgmnviGLmnJ6MNoFRIgFo0KRtAE0bzHljVfeq2hAtK/rQ3hF1VU/ZtfFk27r/gT7s3GXfpspGLm1+0f7Tt3u8nECm2v6kiTV5/d5yk237koiIiIiKj4NBVDBOHsIpO3adBk47S5w+3OXyECg+23LHKcvOCxG2TW/L1qjt99l1JMj+fuPCoKkjK5GAZYeUbDtWjOdk1MgqrLpvcMBL04BV99Wn8wiI47thUz+WLgliRUsI21uHYcniUMb3ipxCLXecwsw5g8cm2wEP1bnVv77izlOWx8bN4GMx+L18ROSdcuq0dNpRns0+53ScNHn60Z89029Z37dtM3/nvn2xzE1r1p3yXg4eiHrTLptqIABMnlxt+t6bFgXxs7ZheO75AVPde/RYLGPQy1huIZlMvd9u0oWeXRtPVuclk6mBp3z9JnJp89sNJuU6uKvaPieuOcMJNURERESlTUsm7R55SI9JnsmPnCTs9SrBci6JmGWf1dNvR7VPTr/PLkm4/u8ApPvUvLxOmidAHxZDbGfPr05j+89OW+4/YE6ibCyn1THSn7fucBxHXo/httszQ/NoGrB313B0dSVcJ3F2k1hZ5DYSvnxVLX7wvbMst+OXRMx+Lx9VHrYt8qNcf+tW9Vs2+3z0WAxfXdibcU93c5yOHovhKzfI62sVTRuczGD1mqocxhBVdnW+Ezt3RdGyos/yPWLihj5/oP57rdouYn/07a+dnafRcscp0/vWr63H7Xf0OT6PVm287nAcM+f0KAe5Suk3wRCvxefkmYOIiIiI/Isrg6iiVVLoGLsZj05XS+SyqkL2WX159bN5QyHzyhw332c3K1X/d9XM4iWLQxnHDIBpFvOokVUYOzaAnz1tPxAkW41lLKfVMRKhXUQovWTCfIBEaB5VCJpjx2PmF//OTWJlY6fSc88PKGc8FyrcitPfc7HKR0SFlW195aZt4FU7ws12rOo3t/vc3hE1DQTZfcYoEnH0trRAAFjUFJTWK07KLlvFlOvq8/aOKG6/w3ogCEi1S/Qrl43faxdC1riKYsrfc9XoBQLA5M+5C1uWy6qWUlkZyxUp/uAmNCMRERER+U91sQtAVCzlNLvQacJeqwTWTpP25pLcV/ZZTQPWranH5M+ZEx1bzWL16qFTzC5uaKjBns7hppnF4pipYu6H6gEkNWVZxQoapwMOoZB1eZNJXYJpRWgeaEmMGlmF5uV1WL+hP+NPGzb1Y+4VQ6TlELka9PuiafLEykbGhN1uknV7we3vudDlI6LCy6a+cnMv8aod4WV7xM0+W4VFc1PPyuoOGX19DwBb28x5eYzbMZZDNSDQ0JD9QJDT8HDi+/R1nZFoj93/gHp7+m1Ytd/mz6tyVU+p2nhdXQnLfXPbpjKuyioUq4HOUq7Di3U8s+X0mYOIiIiI/IlTeKgiFWt2oRcziFXbkM0KdTvT2MksVLerKvRlkH121X31aJwdTH/eeG6AwdAxVt939FgMW7b24+gx9coXI+Ps4n37Yq5mW4uY+7IcOgBwW3Md9u5yPlO3OxzHwUNn7AueTH3ZlMk1pu/VNKQ72iacbw7XkUikBpPcXIcjRgRM581Jgu9C5QnL9vfMPGZEufH76tps6iun9xKv2hFW28nm+LrZZ9VKVNlnRFmMuW+ERU3BjHpBVjfp63sxYUHGWHYA6e9UDQi4rdf0VMfh3rtCWa2AmD8viLUP1Sv/brdyu6GhJqPdlGs9ZbVayWlHvjj/T2yJ2OaWytd9oRxXpJRqTjPmVyIiIiIqXVwZRBWpGLMLvZj5a7cN/azQbL7P6WoJ8b4jR84giSSmTJbHCFeVQf8dQCpOP5IapkypVg66rF9bj499tEparrvu+RC/eG4g/W99/hoVt7OLZbOthURicMAqmUz999p5QzD3iiHp8uu/VzYDVH+s7IwenTpuo0ZWYdV95hnI+/bFMH9eFY6/YR4Y07TUAJZ+tZK4LmSzh5PJ1O/CeN727Yv5ZlZouc4WJvKzUlld62YVoJt7ieq9QAbagQAAIABJREFUu3YPYM7sWsf3HtV22rZF8VRr1Pb4yuoUp/usWq27vXUYJk0crNdl9ZN+oEb8TdOA668dgs98pgrf+4E5dpw+vBoAnDxpXq6STALrHhqKj30skK5rRA4kkctPVmZVveaECEtrXJF02WW1qKnRsqrrpkyukbYZNM165Xa+flc3LgziqdboYBtlfi0uuqAWkydX2+6Pqn0iaze1d0TTbRJjfqVclduKlHysciskq2gDRERERORfWjLpJCgCCUzyXB4KnVTai+9zsw23780mPIWxw6J5eR0mnF+TkczZrgz6TgMg1XFw6y112LCp3/GxUiWuvufOEC6/XN0hZ5UAd+zYQFYDNt+4OYj3309gR/tAuiMEGAwTd9WVtXju+YF0p9mtt9RhyeKQ9FhZ0SfplSWGDgRSnXkLmnptQ/BoGrD2ofr0gJ5xW5oG7N0lP/ZeJOz2QrkmiafKUWpti3L9zeVaz+o/47QTX/WdyaR5cMJYjkJMMrHbT1k516yuR8sKc/4dY931hdk90m2K/Tx6LGbKZyTaG6Kd4PRYOdl//ef1x8FNXadvU72w8zQe3tifbgMsagpi4Q1B5Tby8bsynt+LL6rGy6+cSf/7xoVBNC10VyYjcV5l7REgFRpwyuSadNtQHB8AWbU//dL2yJVVO1T8ToiIiIiIvMaVQVSRCj270IuVC17MWDa+N9uOJNlsxlRumv70dsaMqbJMBP2LX0Txo0czw2Ekk8DDG/szBoSszk13OI5/+7+npWX83g8j+MFDEeU+qfIqHDsew9du7pceE/2KqNu/e8q0fz95zLw/+n3Xr15KJpHO5zPh/BrHA0GalhkSRbaaJ5EAfvfigHSbspU/LSv60h1sbvhlVqhfZwuXWh4AIqfKdTWem3uJ8b16bmb4y77zxoVBbNmaWZ8Yj69XqwrsVhGpQqiJ75S9pkGzzVt0+Ig8pOu182vTK2RkeXcSCaCqSsP21mHo7wdOnkyg5Y5Tpvc4uRZlYWnFZIoRIwLYfyCWvn/rj7vqvq5vU+kng2gasPRrQSz/J3XoOMDd78pJ/SK7Rvb9YTAUbSIBbNmaWoGmWsFjdf6BzPN6+PAZaW4i0cYwTogBkNVqLqfnQ/BrXZxLDk4iIiIiomxxMIgqlpcJ5O0eNL144HOzDVXol1ySMOv30a5zaOWDfdjeOkw52HLT0n7lfiaTwMQJNdjTOcTy3DgJq2a1T8Ykz5qWOdtY9flRI6vQOKcKfX1Jx2HdrKzf0I+nt6nDyRg7Vm69pS5jX1Tn2jgwZSeRADZs6leGiTPO6PVThwrg7e/ZC6USQosoG+XcienmXiLeu2v3ANasywyL5mZwTBY+dWtb1PL4ejkgZ9W5bhUiNaABCUOdEQgAkydX2w+qJSWJ9gBcOKM23T5RxS5Ysy6SnsDwiU8EpCteT74fR3fYevWJVag/WYi+J7ZEMlb6GFcP6dsE+vIkk8Bjj0dx1lANSxaH5DsF578rVf1iPHd2Azn68qnaSpbn33heNXWwCdmEGP3fshnIdFLP+rku9utEFiIiIiIqb6X/1E6UAy8S8zpJ/uo2ibWqrE63Id5rTOC8b9/gTFyrjiS7fTz+RkyZjFhsp78fpvI2L69Lr4axIjrgVOdGNpvXqiy7dg8oExmLY6RpqfwFTo+JSJ67okXdsePUrt0DGcdKVr5AALh5WRATzq/J2BfjdaGfbeuWfrauIDqi3CY5LkZieS9+z17wMrF8oY8hkRNe1Gl6frvW3dxLRo2swpzZtTknttd/p5PjKzrpc/lOI9l93lgWPdlAkCinXYL5KVOqTfWNpqUGkpwMYogVySIcnb4uB1KrUWbO6cHMOYP7s3Z95n1YdQy3bI2a7t+bHunD+g2DEyaM93UnZX54Y7/lNS477zcuzDxu3eE47n/AXL88sSViOney/VNRtXVkZbqtuU56XqdMrjGdU6dU368iOw73P5B5fr2qi/PJ7ndCREREROQ1DgYR5cDNg6YXD3xuttHQkPlQLmZ+irI57UiS7eOGTf3pJM4yYjuivOvXDMWa1fX4xChnHYXvvWfdIeB0tquwZl3ENIAh26+tbVHlYIie6LgEIO0EVJk+Xb7/T7VG0dBQg+2tw0znDADWr61H8/I6bP7XqHQwRn9drH2oPquBICC1r7feUmfqgATgqkNF36H4hdk9WPngh5adL37rCM6Vm4FWFbeDb0RecPNb9KoTsxyudS8Hx8Q5aGiosT2+Ny4Mejogp7rPp+vytdZhzra3DkuvUBF1pGpQbdTIKqy6rz5jEGfVffXp1UhuBhXE6t577wplrBLS5xISIdFmzhm8xlSDL7LQdI9tNl+XiQTQti31upOBl2QSOPK6PDyeII71TYtS5diyNZrxu2hti0rL9/BG86pmwDwp58tXydssVgOJxt/6ksUh6XkV59Rpm8jp98scPhKTrmTWH1+rlV9+am/4ZSILEREREVUGhokjyoHbMC1e5Fhxug27sjkNT3H48BnpdiZOqMHSJUlTB4lxO/v2xTK+w4mvLuxVxq8HrMOWqBjDkKiOz02LgqbwMEAq0W8oBHTuGkiH7xF/Nx7HpV8L4vHN5g6bqZNrUF8XwO9+HzN974kTCVMSbCD1756epKPwdalQbu6Ojeg404dPmXtFZoi+/QdirvIYGFdt7Xh2AM+2D0jPqZ9DuGQr1xBaXuUCIXIjm99irnVaOV3rXoSqdHoOjLlpbloUxMIbghnf2R2Op/LyJDVMmVJtWx4nbYaPDreuWDr+7TT+4z/ijq+j+fOCGD++CocOn8HUKdWYNLEmHeps2dIgHnvc+cBgIgGcHrCv+4wh0WQh+p5qNdffKk8+FU0fe1UOKb2WFX3oOwXb35a+DOJ3MX58Fba2mY+JLKSsOHey6/LccyMZq7Q1zX4g0elvXZ9bseWOU6ZyibLKcga5+s0owgzqX1e1Fdesi2Dt+ghuvaXOMmwfEREREVE54mAQUQ4KkTch2zwtTspm13klOpyMAgHg5VcGTANBmpaaGTxpYk267PoE0KLjyq6TxSp+vTge+vw+xk6F5uV1qKrSLHM4hBTP/3Nm12LhDcH0Mdm3L4ZZjT3Szh3RQbOnczj2dA7POI5nDdVMIfFkM4uBzPMi67h48PsR02dUgzFOO6SA1HH7WVsqCbf+/Bs7fdxc56pVW7Jzmo+OYD/kNco1D4CXuUCInCjWoEy5Xeu5DI45PQey3DRPtaYGJMT97/gbsXRuG2Bw1Y3VAIST+7zdRIxnnj2NZ549nf633XXU3hHNyNv3pS/W4rnnB9L3zdkza7DnV7F03X7VlYN/NwoEgKlTqh1NhjBeY8acSTJW2/3pY/1onDMkvZpLtAVe2Hk64zwA1u0bQfW7OCSZnAMAV15Rg39/wbziqK4O0v3bsCmzbZJMAuPHe5cXUJ9bUX9+V91Xbxp4y3bwVIQZNOaKmjx58NHWqj2UTCLdRuOAEBERERFVEg4GEeUg38lfjbOEb1wYRNPCoKPtOy2bqvPKKi9P8/I6PLzRnPsnmUzlChJk4UyczrZNJIAjR87gox8d7JgwHo/m5XX45CcDSCY0jBkTyBjU6A7Hse7hiKn8x47HcMGMGkTM4ysAgHfejSMSSXV6vfdeImMwS1XOEycSphAfJ08621F9TgA3AzmBwGBHj153OI4xY6qwvXUY3nkngdu/e0q6LdExIwburLi5zkV4H9kxM3bAed0R7KdVRrmsEijEIDORXrEGZXitD3J6DlTva9sWTa9qNUomU/lUrAYgnNzn3dRRxrK13JoZYs44WSSZBH7x3EDG5/b+OmaasPDVr8Rw6PAZ9PQksPmJzFW6kybWZJTPKoeeaAuIsohVVKr3L2oKKo+vGAQT5WhoqEFXVwJzrxiCT4yqQssdp0zHxOq3pfpdyAa7AgHgsstqpYNB/ZIUjaoJG19d2Jved6/qT1k92B2Op4+vvi2g/7cTIiSdcbAJSK3kFu1GUYZduwdME4SA1IDQ3CuGlOTgMxERERFRNrRkMtvsEpXp0KFDmDZtGg4ePIipU6cWuzi+5ocZ+la8LF93OJ5TaBjVNmUrUpzM8PWibPsPxLBkWa/0b+seGmrq3BBl27trePqBX1V+J3cdTUv9Tz/wow+VJt4DqDsvmm/rxe69mR0kgQCwp3M4AJjKp9+eVSeS0dPbhmUMqnSH45g5p8f2s41zarBrd8xU/p2dp5XHV79NY8fT8Tdi6WMky/cjjuPECTVZXatOr6UntkRMq6JEefd0Ds+YoWw8B8b3uCmbV9vyAz8NbFH+FbttUczfj1fXeiHbHF5/V3c4jsOHz2DFnadsz4Hs/uq0vnpy87D0AIhVWYyd98Z97Q7HlWHAZPRtA0FVz1mVWTYhRFaf6fcBADZs7DMNlohja1y9I2uj6NsNa9b1Yddudd4f2UplY9vFyW9L9buQvd7QUOP496uqn40CAWDND4c6CjGoZ/XbMJZdv9Ir29++/lwbwxLrt2fVLrtpUdA0WElEREREVK64Mojywu8dmV6Xz4tcQEZuwm3lUjbVg7sqjBoAaIGktMPk1lvqLFd9AMB182vxbIc8zIueMfGzrPNC//3GcDTd4Tj2/MrcYaNfyXPVlbUZM5GNoVycMs6+7epK2H4+EEB6IMhY/r91KxIbS3IC3P9An7S8ViHsjJx2bDq9zkXIFeM5u+rK2ozORGO4v1xW1pVbuCkv8o8Quflt53OVq5VC5trxgpvvcnL8jfl/jHncjIMcxhBfgPMJFk5WXOnv86p9FWHA3v1b3NHAQjIpuRdrzipZsYJHFkbv4Y392LvLvKrDuA/P75S3BX76WH9GWDtRViP96t0VLfXYs1ceOtb4+UQC2LCp37KeU10j+tw7SSQxZXJNxuvG38vML9Rg957B/dTXt4Lq+pFJJICWO065+j1Z/TZk58+4Eiyb0JTiXNuFWRw1sgq33lInvV5FmEXWs0RERERUCSovDgflneqBTBWHvdD8Xj5BhAmREZ3cdrrDcew/EFPuW3tHFLMae7BkWS9mNfagvSOafl2EDDEKBIDRnzQ/MGsaMPeKIRnlFzNk9e/5+s0hrLy3Pr1vgQBw8zJvOu0SCWDX7oF054qsU0eEIOoOx/Hc8wPmN7gkC2mkOnf6fb5xYVA6gHPkyBllZ42s60w/aGakHwwxhrETntgSwcw5qWvgC7N7sOkRc46obMy9YojpGDz3fOrc6K870VH25OZh2NM5POsOXNkxL/VwU1bnjciO6v6uMn9eEHs6h+f8W8xGLtd6Iet0q+8y1rdOjr8s/08yCaxfWy89B6pJFnbEimK3KzzsjuuSxSHc1iyJV2oguxdPmVxjaiPIbNjUn67TZXlf2rapr2uxD6q2gHEgSGXL1mj6HIqBU1X7zCiRACZOqJH+tuyukX37Yrj9u6fQsqIv4+/G38sTWyIZA0HAYH2rl8314+T31B2OY+euVP4n1fVy+EjMcS6nbFhNCBGWLA7humtrPf1eIiIiIqJSU7q9ZORbTh7Iisnv5ROsOhycdHLbdTKIeP3GB/ejx2LKzhMAuHbeEEQi5gGIZDI1kOGEsdNxwFl/jCNr1kUwq7EHOztPS49d8/LU6qVsO9VU2wMGB98AmAa8Hri/PmOfmxYGTeXTNKCnx5tyie+1uk5EuBj9uXxscxTNLfKBQBnVgKPqd3bk9Zipg3HDpv6cV78Yfy+FXNlA5DfZDpCU4gBkIet0q3w9+vr2iS0RR8dfVQ8dOxZX5mRzOggBAN/8RhDr1wzF3l3uB/eU93BDPb9kcQi/2j0cNy0arNPECifx/5cuCaKrK5Gx/yLni/59i280l1GcS9kEEyA1UKPfrr5Osqrn588zDwpY0beRxoypwl13WCyf1hH1sPG3dfRYDPetUg8s7uw87ega6g7HpTkcZb+BUAjKATj9OXOyLUG0NVtWmNuN4nPtHVHcfof9RJNsJ3B0h+N4//2Eowkh37g5VHYTR4iIiIiI3GDLlzzn9xn6fi+fnhg0uWlRMP2Q7qST20lHYGtbVPrgfujwGcvBiGc7TuP4GzFph9Tt3z2VHnSSrcwRoWKAwU5HANjaZj1j3a1EAtjRfjojgbSmAbc116VDmLntVFOZOGEwl4G+M/A//xLH9tZhGTOB9Z1BssG+ZBJ48AcRR7Ol7dhdJ91hdXif3XtiOHpMnRNBsBpwVP3Okgktbx23xVzZQOQnpTLpwQuFrNNl36VpqTBTxgFuJ8dfNcDxVGtUOnAn6g0ndUQgAFw7L4jGOUNMExacrJpS1ZH6el5frk+dU5VR58+aWZMOeffY5mhGPSHK8UFvIqOOPvtsTfqdx47HMGpkFa6dbx7ASSaB3/4utcrXWCcdfyOmPFYXXVDrug2QSABfXdiLJct68f3VEel7bl4atJ2U0N4RxVduME+60A8sttxxytE1pFoFbQwL2N4RxYKmXlPewduaUytz9+4ajr27hmP9WnPuHFWIQWNb0ygQAOrqIJ1gFAgAX76q1vZY2UkPRv09f5VdW5kTR4iIiIio0vmv95tKnt8ftPxePqNRI6vQcms99u5y3slt1xHYHY5LB2A0DZg6pdqyg0QfA9/YyaIfdHLaQefVCh0r69emjt+SxSEcPRbDlq39eO+9RMZ1kM0AjD7knHHwbcvWVKi9t9+Wz/AGUoMX21uHmV4X+SKc0nd+iI4du+vk8GHrVVx2f7cbcFT9zsaMMXd+etlxW4orG4i8VkqTHnJVqDpdn+dM/12LmoLS+tZIdvxHjazCoib1ahiZ+fOC2LtrOK6/doj078KipmA6l8r+AzE8sSXiKmygauBJNrnEGI4tmUxNKpBNOLn/gb50aNL1G/pNg2hLl5iPhwgVd+EM+WqeB78fka7G2rCpH8u+Zt5eIABMnlxtmpBx/bVDcFuzuW2jp99HmYsvqs2YlNDQUJMxACdWZctoWqrtYDW44jQsrT6Ho2zQJhAAtrcOw5LFoYxJKpM/5yx8H2DffkskgM5d8hyRa1cPxQ++d1ZOEzhkYRYBdZhFgRNHiIiIiKiSVRe7AFSe/J783M/lUyUT1idEtiM6B4wP/qITQfUAv/jGICZNrMHKe+tx/wPqUHEiBv7ahwJoWdFn+tuR12NonB10lJBcVlYr//PTGv7f/3SWeBr4e+dAUkNXVwIPrenD7r2DK16+fFWq0+bEiQROvh837Yte45wadO4a/KymDSaVVh3PZHIwgbF4n/G8/vWv8h2/+7sh/Pq3A9j3h8FBmdmzarD3V+a4+8uWBnHxhbXurmWb5N12ncZWA46iA3LMmCpsbx2G/v7U9vbti0lnJvt5MJaoFImOfLv7b7nId53e3hHNOJbNy+swcUJN+j65tU3egS9Wxlgd/6aFQdPnxYoKlVEjq9A4Z4gy542mAQtvCGaUW08M6DQ0WA+cz58XRKge0npeDFZ1dSXw/vvOJ3Wo2hViu8OHm+se8X1TplSnj6nRwxv7pYNPF19Ui7PO0tJ/15+L+fOq0NBQgyNHziCJJKZMrsELOwePqRgUEStOrMoOZIaEGzWyynTdpCZEVCm3c/55ARx/Q34g7Va6GK9PsQq6OxyXDsgkEkC/ZHGw1apuUbeLtoyT9tvWtqjp2InBOFH+bH+vsjxEySTwsY/abzOX73VK1Z4nIiIiIiomDgZR3hTiQSsXfiyfrONANmPR7gFT1TnQ1ZV6alYNFi28IfVdomPtyOsx9Px/SXx/dUQ6sDR2rLwj4Lbb+/DK/hgunFGbMRjgpKx2HS5uBoKA1PZu/6453AoA/OK5AcyeVYu6ugDGjLa+FnbtzgyblkymZvBubYumV0nJyi3CvogwQqbzqhqU0ZJ4+ZXM1Tl7fxXD0iVBPLY5c0b345ujGP//VLma9f+3v1n33IVC1tuyGnCUXcdjxwakM5Mf2TgUdXWp1VV++z0SlTI/T3rIh3zV6bJVkBs29WNP52D4NX0dpqdpwLqHhmLy5Gpl2Yx1oPiOBU29lm0AkSNF9p2r7kuF+rIK4SXy/3z0o9ad1VMm10jv9ceOx/C1m/vT93kngyV2AoHB1cmqySyLmoLYstW8qkn13XV1qbxGc68YIv0t7NsXUx4nMQi0fm09Rn+yCguaejPeJ/LsyAZcVatnt7cOUx6r42+Yz6mmAffcFcJHhgUwZUq1tP2n+q2rBgONx1QvpEiFVFeXuT1NS52L5uV10rCIQiIB3LQoaGoD5fpbbe+ISldY+WUFpNP2PBERERFRoWnJZK6PbpXl0KFDmDZtGg4ePIipU6cWuzhURrrDccxq7DF1gOzpHJ7x0OzmAbM7HMeR12N45ZUzaP+30xmfAeB4O7LvbGioQVdXAsffiFl2BGhaKlzJhPNrlB1O3eE4fvLTfuxol89yFiacX4Xjb9jnOjB+v9VdTvxd04BpU6vw2kF32xfbAOTfo+8sEvTntTscx8w5PRmf1TRg7UP10pVKK1pCWLNOnqsAyMyLpCK71oye3jYMkybWWG5HdV3IruM1q+X7Y5w5z84SqkRsW/jX/gMxLFlmzu/y5OZh6bx3ALCz8zRa7jhl+z6Vo8di+OrCXmldMGVyjbSDX1/3iJB1C29IhYdTlVu/beNAhqjXQ6G/r1rVUqtl9AMmYnKJsd7X17WBAHDVlbV47vkBU12QTMrrSn0dIKtbADieNKJndfyd1IX6bchWiKkGmayum7ffjuO+VfKVyMaBE/1xNJ5vu/af1b6JQUPj53/2dD++90NzG+Peu0KmiUHA4HH45CcDuO12+eDMns7hAJA+ToB8pbQT3eE4Dh+J4fY75HmI/NCOcNqeF+/l6iEiIiIiKiSuDCLyCbuwW4B6pqkq1Mu+fTFTuDfxmT2dw9Mh0urqgEgE0tUZR4/F8OGpJB7ZOBShUCAd7ks86AYCwPxrhigHcpJJYP2GfgD90gd1q5mrwsTzAzj2RsLzgSBRPvHf1w7Gs5rdrHq/mDlrnMWsP6+jRlZh1X3mcE6q2diyWdN66zf047WDMXzz6yHlYI6TPE2y8DFGstnI+w+Yw7YkEoAGTVpuceychi0iIioku7CrwhSbFS12IhFzXZJMpkK06QdrjDlSxMqVyZ/LvHc6CeGlb0uIVRbGMohBA9FeGDs28Pc6JLOSEJ9rnF2Dq744BHV1AXz1K0H096dWlejDhapC7slWutTVAX99J57R+S/2W1ZePbvj7zRnoQjZN39eEB/0JvDwxv70CrGPDAtIBx+srpsLZtRg/PgqfOUG82DRwhtSA3pi3/WrkWRtOVWdabdv+jC2+oHG76+WTzZ5qysu3d7gSrnheOD+zBDDmpa5CkgWOu/GhUE0LQw6qvft2otrVw9F4xzrXFqF4KQ9D3D1EBEREREVR/HX0ROVEJGI+eixWEZCYC84SfitesDctXvAVBZjQmfjZ8RD6dtvx7GgqVeaVPquez7EV27oxdr1EXzrO6fwf3+R+ptxQOrZjtOOEg6LDqedu6LoDsdx9FhqsMquM+aNNx0mIzDIZt2jvpPJyOp12bn7WdswNC0MSj938v14+pzpkxlvbx2GMWMGQw8Zk6JPmliD5uUWySQA/O7FM/jKDb24654PpX9XJZzWl72uDo6u8VEjq9LJp1Xb1ifrtrpO9HkovCZ+u17+Zomo/IkwbsZ7sSp3i+x9Tu4/Vvdl0fF/+PAZxzlSZOW5rbkONy0KSic9qFbsiEEDAOl7vSqUGAB07o7hW985hSXLerGgqRdvvx3HpIk16c/OnxfE9tZh+ObNQdz13dTKGn0doi+/aJ+0rDC3ZZLJVPg0q3pZ5PUD5HWAXV0ovPNuPL2NDZv6TZMYZOfV7rr5j/+IS8v+0Nq+dL0aidgP5qnqzONvxKSvqz5v1WYEgNZt6pXbYjvz5wWxd9dw3HtXCN/4ehA/axuWMbghm9C0ZWsUM+dktj1ljJ+VGT06kH5vMet7J+151eQutlGIiIiIKN+4MojIIdmMRC9n8jlJ+K2a6btmXQTrHo5klMVqVqh4KLVaafTeewn84rmBjM/94rkBTJpYrVzd4YSY6eyGk5m7Tmka8I2bg5g4oRrfvkWeS0gV7u1nban8R8eOD4bGE+dJzBbWh2+ZNLFG+WCvn+09f15qVqx+xrQIr6efjQ0Aa9f34alW604T4RfPDeCzk/px2WW1GdeRLE+T2G8RlkbMRpZd41ZhTayv45jlyqt8xfrn7FsiyoVxFSSQGiw33gMbGmqw5odDoQWS6ZU6Tu4/4p5qlX8lkQC0QNLV6iNZuWc19rieKGFc1RBRRyo1fU62+kS/euT7P+xPhyvT1y3vvZcwrWzWCwSAyy6tRU21Zlpp9P77STzVGk3n9dOHWjPWuyvvrbf8HiBVX7/7bgKBgOZoxYegyuVjNfCye08Mmx7pw/Jv19uu7pINMIgwfw9vtF/eq2nICNuWbVtLv519+2LpcHKPPR7NuN5lg5lAqk1w/wN9CNUDY0ZXIRJBxm+rOxxH564B2/L19/ujvnfSnne6eoiIiIiIyGvMGeQS4/pXJqvY66o44Ll8lyrhd3c4jta2KJ5qjSpj7utz0ajK/OWravGD751lGdP+jT+dwdr15h6fyy6txou/z3yg9yJxdCGtaAlhzuxaaRg9K7/aPTyjc0Kcpxd2nk4PBAHAzUuDWP7tVI4Du7wN+nj6xtxBwGAOICfh9Ky+Q9UBqe8klIWl0ZfRacemcdt216NxX73kJnY/UbGwbVE6VPdAVQ41433deP+R5aH55Ceq0HLHKennjGHW3HR229VHKsYyO821I4icO6rPickPYiDMrk1h3G9jXWZXNuP+HD0Wk4ZscyKb+sTJefjV7uF4770Ennwqij177XMGGXNJyY7f9dfWYkf7QMbfFt+YCtMGmI+bk1B8+vKqtrH2oXr87W8Jy/ySRrJcUXbv3946zLL9Umh27Xm2TYiIiIioGBgmjsgBqxmTXoegZgwMAAAgAElEQVS2MobdEto7opjV2IMtW6PQNGDCBPPPV18WY4gSvV/+eyqsnFUoi2lT5QsHf/u7M1i6JJgR+uTWW+ochYnzizXrIpg5pwcf9Cawd9dw3LQoKD1ORvrzLM7TCztPY/2G/ozOksc2R/HEltRAml0YmkQCOPJ6DIePxKQdLus39OPosVjWA0HiO1Y+2Iff/u50RugU/bVmFZZGXFduwpoYr2Or35CmpQaC5l4xxPPQLlazb4mIBCehpVT3QOM9Wrz+k8cipvu6LDSX/nMbNvXj3b9llkGfe6WhoQZrVtdj/Zqh2NM53NWqh1BIHe5UxZj3BbBuXxjpV6+o6oFkEuk8POLfqm3J9ltf3zhZ4WKsA5yudJKVRxYyUEZ/fTkJT3ffylP4yg292LU7NRDUcHE19u4ajr27UiFl9cfAGHJXdfyG1JpP/patqbblvn0xNC+vy2jbLWoKOp4ss3Z9BIePmHMGitXg6zc4HwgCBn9DqlDCmjZ4LYvzYNV+yTfZ/UPVnhd/cxJ+koiIiIjIawwTR+SAVagOu9BWViG1nOoOxzNWsCQSwPHj5sIEAsDJk6lOexGbPxTS0HLHqYz3JZNA27YoWm6tV4ay2LdPHW/+sc1R3Lw0iIsvqk3vu5OQJHYKucIomUwNtABAy631WHhDEBs29uHfX5Dvt6YB+w8MIBJJoK4ugFAI+OtfE8r93rCpH3OvGGIKFyLTsqIP185TJz1+/oWobSfK9dfW4sCBGN46IT+AiQTwre+krgOr2eSis9A4I33s2IA0xIvTsCbjxgWU53fdQ0PR15dMz5L1MrSL0+TvRFS5nK54VA0uH1LcG59tzwy1CtiH5kokkLHSVHymoaFGUU5n7QrxWVUdK1bnTJxQg7o64J13EoA2GO7OaP68IM4+W0vXKzLGDm6rtpSTun9RUxCNc9R1ZXc4jp2d6tw2+nLp6wC7cGwyl19Wg2vnDcFll6rLI8jO21VX1ppC8QqaBuz7w5mM1/a9fAbvvZfApImZ58MYds9K63b5sRH5HIHBvInNy1MTNLa22bc/AKBz1wA6d8n3J1uq7/3K9UNw9ZeHYMSIQHpFcySSar8Uo77PNjSdKowgEREREVE+sTeMKprTJLOqWbB2M/nEap4ly3oxq3EwQa7b5LatbfKwcEaJBNByx6mM75oypVo6E/ip1ii6w3HMnxfEns7MmaZitrKVxzZHcex4LD0T1y6ky//+X+qxZzHDU3RCFNKGTamVN4ePxJQDQUCqbD95LJpOjP2VG3pNYXz09LNRGxpqcNd36yy3/WyHugOrdZt9B8snRgXQ9bazkTTVip72jigWNPWaBoJW3luPfftiWHGnudPPaUfLqJFVuPUW8zHQtFTSZ/3sX9ExdfSYfQJsJ9/L2bdEpOJmxaNqNe3UKdWm11WD34tvDJoGR4zbk60mOnLkjG05xWDIzl1R0+t2q0vXranHksUhXDCjBpMm1qBxzhA0zg6a7pWi/XL0WAxvdck3eO/ddaY2xf4Dqfu5CP2VjY99TFO2n0R7a0e7/WDQoqagdKWTm/bHb34bw7e+cwrLvvGB69Vk9z/QpxwIAoDZs2qkrx8+nDlAZJV7yG1bKpkcvO6SyVTbCICp/rRqy7kRCABPbxuG9WuGOlphpvf0M6exoKkX+/bF8PbbcSxo6sWSZb1Y0NSLq66sLWh97+b+IWO1eqiUuX3OISIiIqLC4cogqlhuZ/LpZ/DV1aUS1VrN5FM9IH7QOxg3Xf+9qhVE3eE4trZFXe2bMWnzoqYgtmyNmt4jVnSI/wlOEwmL1S+yWbWaBiz7WhCP/2tqVumLvz9j+vwX59bif346gE0/Hiyb6Iwo1CqhRAL46sJey9nS2ZRDDJI8sSVimuUtk0wC1187BM88a9+RJaM/hk4YV/TIOgtFDP4RIwLKHAw3Lhz8zditghP5gMSKLOHB75s7s5LJ1HkRicWt2H2vH2bferFCkIhSvPw9uUnkrkoMP2lijen15uV1phwpgQCw8Iag5fbmXzME7f922lSf/ua3p6XlPHLkDD760QSOvxHLqGs0Den7p12dHggAkz8nH4DQc5K7LhAALrt0iDIn0sp767FuTT1aVlhPOJF5eGN/eh+N7SenoVQ1LfMciGtp/Pgq20ktsu3/4eUzmDmnB7feUocJ59eYrknZsbdrD/yvhhrs2m2eDDFlyuBjW3c4js5dA8oV6yJn1Zan+tG6zX27IpEAdu0ewJzZtdjTOTxjBc7/uS6Bf1qungxjR/w+IhFg8uRqNC+vc9ROMpZPDITpV80/9/wAtrcOQ38/0uUVq+Xzwc39o1Jku1KKiIiIiAqDg0FUkVQDNWLwRMU4aGLFSfgXuwEi1XaMZAMW+ofRxjm1psEgIPWgLOM0ZIr4jrffjksf4h//V+sVTf/+gnpmrNtOBlHeQABY+rUgHt/sbDWV3XeNHAl0d7srC5CaeSzyCTmhacC8a4bgf/yPQPoayeeAmHFFj+p67e+HNA+AKPOWrVFsbYviqitr8dzzA7YP/3OvGJLRQZpMAsffkM8cTSbtf5dOOx3c/Ha9xo4RIu+4/T3ZDRy5DSU5f14Q48dX4dDhM5g6pRqTJtagOxzHmDFV6U5oMej8kWEBaRhW4/YaGmrQti2KLVuj2NF+OmO1LJD6r2zlqqYBt3/3lDLsmrh/2oW6dbJ6wsmAi3FbqrbW9tZhrsOyiX0S9O02pxNYgNQAGQDsPxDD8TdipgE7lW//YxCvH4vjt781n4fBsLP9pmvSKkSqyr0rzUmMvnxVbfpa+8ljETzbPqBcEbS9dRgmTUyFFVQNBF12aQ1e/H2qbleVb826CNasi2DxjamQgPp26uc+W4Ujrztf9aEPQ3jsuDju/ekVTHbHR9XONRLtlrffjhek3mUo2kzZPl8RERERUeFUZkuVKl42SeXdhjxwE/5FnzjZGGLCSaLhe+4MSb9LPIyqkiP3K8YpZKG1/vcl8rHjSCQhjVevn61ZCI9sHJoOS/N/rgvi2vm1nmw3m4EgTQPmzK51lUcpmQQWNPXi5MkkftY2DE9uHoaftQ1z/+WSssgsXZKaLW51nQUCwLHjMdx+h3wGt35Q8xfPDSivYT03nXZiW6rfpSr8jp/CkuQaQqYUMTwMueX0mnH7e1KFatVzG0pShNNcsy6CBU29uOueD9PfsaCpF2+/PbgKQRaGVeWp1mjG4I/TsKlW91P9pBD9Puq3q6qnu8Nx7NwVxc7O0+kBNavvuqMlZNpHq0kGstC7bon9c9JOAlL7ffBQLH2+1m9wNhAEAD96NCodCJKVSX9NitXZbhjzRT36o6H4wffOQntHFF+Y3YMdz8oHggKB1GDXpIk1OHosls4DZKRpwL1312NP53DctChoe51t2RrNOFaJBFwNBAkzptdg7NiAaUKIk7ai7PcgK3cgkJroVKh6t5ChaO3uk36oe7N5viIiIiKiwuJgEFUkVce3aiafkw4lI9kDYvPyOkd5BfQPTqp8RXoTJlRbPoza7a/sAdLYibV4UUj63UePnynooI9K199DgL2w8zRmzkl1lhTKl6+qzehku3Z+LX77O3lnjZVEItXp8pUbenHseAwjRgRcx/0XM8oFVRke2xzNuJ5l1+vSrwVdh27R74vs4T8UcpfLwOo6VYXfadvmLmSe1/TlrLSOkWzulVTZ3Fwzbn5PdgNH+t+p00Eb2TbtBsKd5ARRDbQ4CS9qRX//FPu4fm19xufECqKjx2Lp49HeEcXMOT1oWdGHljtOYeacHjz9jHpyQyAAzJ6dmoAhtnH0WAy//s1p0/1elEmU5xtfz361hqYNrsJyMriUTGaeLzfchjA7cSKRvsYa59RmPfCVTAKhUABHj8Vw3yp1aD39YFx7R9Qy/K1YHXX4/2fv3MOjqs79/917MslMkkawpUmRBq09Ho+AAipecqyeFhIEqTWhHi4JIAK1p9oQiNB6AUEUBGKgtkeNCIGEaIVgFZEAetTWqFi5WEB/5fRyAmqTUi1GMjPJZPb+/TGuyZ6919qXmUmYJO/neXzUmb3XrD2ZdXsv3/dQJzbXBGL6PpyiqsCU6a1YvdaenJ8eWQ5nFmm/R72DiO19fT6jk7Q7110nTt9YsZonk2XtZZlwWtg4JQiCIAiCIJIDkokj+iUi3f+cbJdBUiZWyQO7sjGiugLag1NenhurV2Xgz38K4fEq4wHP7zevi8J73rJSL3KyXZaSO8yYIJLC+Nq54gNeT9X9AbrkTM4GAwfKqKvJwp69HWGZnwQ4oioq/TghkN8TIcvhGj48SUAR2t+z9jf09jsdqHoqdmMC+w1rx1NjY1BY7FrE2O+GJYBe3t1ukFLMy3Nzf2ObawIonm4sfG6XeOqR6McTcwD3BwkZkochnOL0N+NEksnMccTmIv26Z/U7tZPZGEu9EFHdPYC/hor2DlokyZihkJPtwpEjxnldUbpq5/E+V1WBvfvEWTGqCvziMV9EKlSEPlAlJ9uFHxZ58GSVfVlXEWz9Ony4E+WLY69noyeWfQzLqr19nj8iw3bN1Sl4Z3+nY0eIJIXbMss0lqSwM067ZxX9bupqsnD8eEhYB7C74dVCEsG+e+0YvfIKd5SjS/ucZaXeSA2pnl53u1OK1mqe7C9rL9VeJAiCIAiCSAzkDCL6LTznCc8xMmSIS2hQclLHZMyV5nUFmNSa3oBTvyMQJcOmN0zwjO68fhUVevB5qxKRpKtcHzYsaI1J2gMkz1jGc6Dl5bnx0CqfwfAQi2NCi10d+WSgeksAm2vCzynqryQB48a68cqr/Po7PJw4lX78Iw8u/FYKXnzJ+fet/T3nZLvw8u52VG2w344sg1sz6OXd7VHFvnlyMBIAsz/x3leC2PtKtPGI/U73NQzAzBLjbywWYywjnvo+PINM5Xp/lNG2OyVkzjZUSJtwilWmj35NMwvk0CNyHIkkpOwYTu3U04vF6Mx7rkkTU/HiS11rgLbmillwyeBvuHD6cwXnZMkYNSq8zWf7g/R0YEstf27nGdftwjJurKirycKgQTL2vxuM/F1zsl34/k2ptu7nfe6evR0o+DIrqalJwciRKVi2JIMrX+uU22Z6UJCfapplw2PObI9BCu2ttzshScD4fDcaHDhEVBWWGbqqCjxR5cMd89JNa/w9cH8GBg2SMa2kNS5HkH7NTzTa/eWJEwq8XuCjj0PY3dAOSKrwu6hc78c3clwYNSrF9jzRG7BaW5Np7W1qUriy0fH2hWovEgRBEARBJA5JVe0fb9rb2/Hf//3f2LVrF/7+97/ja1/7GsaOHYu5c+di0KBB3Ht+/vOf44UXXsAHH3yQsE6fTQ4ePIjLL78cBw4cwOjRo892d4gE0txijJRkUZT6g7MsA/saBnAPNqJ25sz24KmnA4YoRwC4574vogwhN09KxcMrvoLmlhDGFpwWHnxZOwAsD0m8fokiXivWZODuxW3cZwYQOZz7fIhkfGgNL7dOTsOP5nkBwHH06bw5HlxzdWrEmMY+K17jxdnkx3d4MPnLqPON1b4vC00nlniysLS/Z6vfnP6+NasyMXJkSuTeExq5PrvPOewSGcc+cP7H3bQhC7m5Mne8icanGaKxa7et/e8GMXtuq7CfvKy9vkS8319/pr/uLUS/GZ4DVbumaecas9+WKMBDNE7HXOm27LO2TT3xGinZc/HWPEkCXtljHEv670L/zFqjfU9m6/K4baYnIkumNfjHm6WiDR5h7aZnAOWLxLJqdtv95fpM3Fma2EwjoGf/DmwvO2K4W7hO2UWSgGdqsyJ1iZw6yvRt6esjrX2ka08BGAOi7KB3JvX2dddqbU2mtbc7+pJMz0cQBEEQBNEXsB262NnZidtvvx1VVVX46KOP0NHRgU8++QQ1NTW46aab8OqrrwrvdeBvIoizht1Cx1YRhqJ2qjZ0yaBo6wocORo0RMS+sLMDR44GceiQuB6PJIUP9xdd5MLS5daFckX1VXja3qoicZ/h8PtB5GS7cPJkCNNKWiPa5EA4Ypm1tX1HOxobg7Z1/LX8562eSH2FnGwXcnNlfPRxCEW3pMVdbDoevvcfKY7r90T48rtsbglFMrISTTzGmAfuz8CpUwqqt/jx2mviWkfz5nYVmmb3jS9Ii4raZ8ZUM0kbPbE4glj0fSKLN8db38esNpeduiG9nZ4spE30DUS19XgZq07r8AD8Wh7x1rQoKvSgriaL20ZdTZajTEJ9rT72XLyaJ6oKHD7caWhH+11Y1TSyu07oa89JEpA/1tpRZoW2Pg37ux465Fw6TY8265S16/VIsa/ZmnYT6Qhibfa0I2hGsQeDBoUzyD/7Zyiu70VVw/tiIBwQlChHEGv73HO7HDdmkndmsN8AgKRcd3lj3wyrtTWZ1t7u6Et/q71IEARBEATR3diWiaurq8N7772HwYMHY+HChbj44otx8uRJbN68GW+//Tbuuusu3HvvvZg+fXp39pfoZ/SkPrRZLYIxV7ptRxjakZEBug4yH3xoNO4A4cK+g74uPrEzeZTqLUatfZ48hFlNAj1DhvCfoXxRGz75RDEY6pYub4s62Ovr0Fx0kQvPv9COXz/XLnweRu3WAMoXhLOdYokI7S5efY3/d7LD41UBPLkhgBnFnoRkNyUyultVgTff6sCSZeayNQvLvDgnS458tpkxiScTApj3e3yBG3v2Bm1nJGmNC6J6WXbmD+01TuqR8HAiYdVXMatdRhA89L+ZsOEv2pmsKF1yYFa/Kf24745aHjwjuNZIboWV5JFoH3H3z86grU0VOpzs1DSyQptVcfj9IKBKGDkyBU1NikGyU0veNSl4+8uaOLy5ftYMvqTnn/8S+9oqQlES58RJhv1HPChKl5StVm44ViQJ+PRTBc0tIdv73RXL0vHnvyhRWWFlpV6D/J3eKRvP7zlZJUpjlTvTz5MAouQWk2ntTXRf4t2bEQRBEARBENHYlom79dZb8cc//hE7d+5Ebm5u1HvPPPMMHn74YXR2duKuu+7Cf/3Xf0Xe+/nPf47f/OY3+PDDDxPb87NEf5VyORucDX3oRHymVY0fBpN8OXVKwZTpRsmOZ7eGtfVFkl0sclekDc9kPMyeT1TTZ1F5OkIhlVuc2okj4tbJqRg+zO3IoaOVo7MrHVN6lwetrdFRx32V8QVuzJrhjUuaxQnMaDPhxjTbMh08SQ8g/NuZOiUNdc8YnYK/+kUmLr44BYcPd+L05woGnCNjz772qKLl+ePcmPqfXoNxgef0sTOWedcA1pKLVtiVsCIIRn/aW1g5aUXzB2A9Ju2Me5FMVsWaDAwc4LIVfCKSXeXJuNm5lzeXioIhnMrUOkG0d2Bti/YjehnZ3FwZp04peON3HfjauTJuuCEVv34u4KgW3dmWtNOTbP0522jXTKs93qLy9EhdJ20NIL2Mn34MxfN7tjsee5JEyZ31x/o5/fGZCYIgCIIgugvbITV/+tOfMHr0aIMjCACmTp2Kp59+GpmZmXjsscewatWqhHaS6H/wpE540meJhicp40TOgSdpwTTs9SyY70VOtgsjhrtx86TUqPdunpSKEcPD0hbLlhhl1mQZmFkizjJR1XC9gfod0YYX/fOVFHu4fVu91ofK9X4U3ZLGbZsnj8OLNH1ueweWLHOW2cPk6Br22C9MvP6xcMTr8qXp9j8oSbn6KrFBQJaBuxdm4Pjx7h0HQLjOUcXqTKxelYEJN6Y5kulgGTL634SqAs/+uh3544yGxrvmn0FjYxDjC9Iw5VYvRo5MwSuvRkehv/Jq0OBgqd8RwLjxpzF7bivGFpzGxmqfrfmjuSXElVfMy3Mb5gCn9AdJOIKIBe14HTf+tGGNAowyQ1rM9gJ29w08OUdJCme+mvWL10f9HNfYaJ5hCdiXPCoq9GDNIxmG+83kkWKRZtWiqsDHn/DXl5d38zN7mWQom+/Yej9okIwrL0/FsGEpeKLK58gRBAB3zPOg9K7uN/bazZJR1XDNo4Vl3qh74pWi661o18wHHzDfe61e68O48afR2BiMyAzz6jmpavRvWzTO7DD3dk9ca7BTKTc7JELu7Gydj842vPMZQRAEQRAEERu2ZeJUVcW5554rfH/MmDGoqanBnDlzsHnzZpw5cwYPPvhgQjpJ9D/MDkzdbWDVSso4jUQTSVrMLPEY5DFmz+o6PF8+2o0XX+qIOFouH91lLNfKLXi9YRkaJo2wpVacCaM9qGu/M71kTlmpFxWVRm0bRQnX/tFHw/KKe88o9qDNp2Db9g5DO7FQvsi5NBwvw6m3IUnAVVe68c5+/qG+rNQLALY09GUJUOKIYg6FwpJE2t8sT6bD6zXe29wSQnoGMH1qGmrrog2IigJM/U8vbp6UFiXjw+QGL7oo7CC1MwfojSKqClRU+nHiZMjy3ppasbwiOXIIIvGIjJj6NQroWvf27O3A6rW+qPdEewG7+waenCOv5gyvX1ry8txR66Oq2rtPJNnKkzwaNdLNvZY37zKYNGus2aPli9rQdgaRYJimJgWv/E87N6MTCD/3RRe5ovZLzHgfTybN408Gks7RsrkmgNUrM/FMbRaOHevEipU+x5KofQk2vgYPtj5OaiWFRftWnvQX+z3zMujNuObqVMNrdqWnRXv/eKWrEyF3duhw8Kydj8423SH5SRAEQRAE0R+xvfscPHgwmpqaTK+5+OKLUVdXh8GDB6O+vh4LFy5EMGgdJUkQeswKsfcUsUTfiQpTF0+PjmjTOoL02UTMoMQrKj1iuDtiqH55d7tl/R87EYeffiq2WPAKHU+amIrZs9Kxr2EAbpvpgaqGHTHb6xPjCGKf2x9RVWD9L8VOrcGDZdsZU/E4gr7z7yl4akN0oe/K9f6IQyjyGYoxA61+RwBjC06jfFGbwREEdBkyvV6ZW3NjanG4Pd5Y0s8BIufr9voO0/mjuSWEzTXG79lJEXmCIJzhNCo+J9uFgvxU23uBdEFyAs9xoo0yX70yU+gY1qPNFog1yt9JVhEv00ef+cv6dORoMNI3Xk0ju7A9yMZqXySLS+QIYkyZ3hqVacnbO8Tal+7GaeZy+eIzmDK9FQ8+zHcELS5Px3X/bjvWzpT8ce6Ys7x6ypF29FiQu2fnoapiR5A+w0yLz8e5wQL9uLeTlQiI9/7a8WAne5CHfjw7rStYvyOAuxcbM6qofg5BEARBEAThBNs7x4svvhgffvgh/v73v5tel5ubi7q6Onz729/G7t270dDQEHcnif6HkwNTd0g5AImRc9Aiko6K5XM2Vvu42Tx6ZLmr0C8PkVHcjJ27OiLtaQsS91cHTk9SvqgNayrsWUVk2Zkx6OqrXPjxjzyYN9eD3zV2co2jw4e5UVeTFdUuM5QcORrE7oZ2y9oBzJB57IMg13jEDJE8SaKyUm/U+OE5jFgbM0s8wvnj0CHj8wHAxButi9MTBBEbsQR5ONkLiAzGfsFSydbkUaNSbPVLb0zmzWF2jbIsq4jBCwJhFBV6hPOu1kA9ZXqrZd/soijAo+uMNQPN6Kk9wE0T3CiZlpZ0WUNAeM31BxT89nedcbe1sMyLyrVZeGxdpu17pk1Nw6LydNx/T3qP/T0eXefHtu0BzJnNlx3WY3ZNXp5RQhbgzx1WaMe9k+Au0Z5cOx6s5CrNziSxyp3xZKgB5w4lgiAIgiAIgrC9tb7hhhsQCoVQV1dneW12dja2bt2KSy+9FJ2d8R+IiP6JnQOT3Ui/WIjFcNXUpHCzHQ4fFo8D0eeI5LeeedbPdQTxavmoajiKVfTd8PprBXNUibIyiO7D7t+KGQd49aZEvLM/hMefDOCpDUb5NKAra4YXca4o4Yye8sVnbPVRm2kkymh7dJ3f0Naj6/xRv+OcbBcWzDcOFFk2ZuNFzR8Sv5O7dnckdA4hCKKLWKPi7RpPY80ottMvnjFZny1p53mYofi114wZnmbZSAcO8h30PIcNe/3f86KzUyZNTMXCMhN9OR3JGuCxa3cQNXXtSdu/X5hk99rl2a1ZmD0rHfU7Ariz9Iz9+37djtVrfVix0tdjzjJVBZ6oCqBqQ8Dwm9OzsMwrrGmlrRekd6jox6gkARMnuHHHPA9+9YtMy0xgXka1aLyJ5hE72YN2zySx1BUU7bnXrMqk+jkEQRAEQRCEI2zrGNxwww244447kC7S4dCRlZWFzZs349FHH8UXX3wRcweJ/o2ZPrST+gOxMqPYE8l+scpOampSkJ4Ogx44EK690tamcg9s+voF7FmmlbRG6ZTX1AaiMnF48BxRrD3ed8MyK5wYVbSHbN6zOqWkOA0Z6RKeqCIjfCKQJOCxdZm44fo0AMDnrQrXsSLC6jqe5r2d+/SwTKNnat3c2ha89ng1OZjkoraGlXac8sbrqJFu7u/ebs0PgiBiQ1sDLzfXft0NO7UieLWA7EbMW/VLlC0wfJgb+xrSbD2Ptg4JD1E2kuges7VbVWHITtm5qwP7GgYAgK3M4mQlGZ1A7G+RqL4dPx7CoEGyrfqAWrQyffE4g2QJKJvvdbR3AIy/OS0Ly7pqZfJqWrHfv6heDxujtVsDqN4SwK6XgwCCkCTg+zelYueuDsO4Nxs/Ikcxbx7R1snU3u/1AvvfDcvkAejWM4mo3tDIkYmRJCQIgiAIgiD6D7Yzg77yla9g/vz5mDdvnu3GPR4P7rnnHqxcuTKmzhGEGSLjTO1WZ04FnqQDi+6r3hIuYHzbTI+t7KRpJa2YNDHVcAi3qjdkJQMztiDcl3gMDfFI3DG0mu6iugdOOT/XhR9Oticvkgh+/CMPCn9gLCzMuOLy3n2wVlXgrvlnUL8jgOaWECrXOzPmmLXLChSLInudwCQMBw2SHWUw8X7HrIbVpg1ZqKvJwpAhLlPZyJxsF5Yt4f92Yx0n3SVXSRB9jVii4u0SqwSTVb9EMlVHjwVtPY8+eEUPr16K1T2xZvVOuDENd8zr+UyCZJR1SxSJdlAtWdaGTdXOZH+twQYAACAASURBVPr0mPXp1h8aa3FpKZvvxbBL3Pjl+kyM+x5fus0JkgScOBnC7oZ2NLeEMGK4O2rdZw6cU6eUqNpTvL2zPihKVYEXdnYYJIutxo9edlYL25PfMc+De37mxYQb0wzZg5MmpmJaSZc0Y01tgHsmsao9ZpdYMytpb0IQBEEQBEHoidnq+Y9//AN//etfccEFF+BrX/ta5PWTJ0+isrISx48fx+DBg3HnnXfi0ksvTUhnCUKLKEOheksAxdM9tgxNvAjEvDy3Ibpvc00ABfmpaGpSMHRoV/QvLztp564O3PfzdDz4cHQBA+2hUN8OAKH8ltPITBG8KEg7MnGSBPz0Jx7kDnVh5GXRBq+iQg+++lUJd5bakwfjcerT8HcyaWIqXtjZEVsjDnj8SXNn4XsHer+0JTOgrF6VkTApP0kC/vznTuTmyigq9HAje520xQpxSxKwbEkGykrtRSGbRfM2Nga5EcU8RM8QSyFmUSQzQfRVWDasfh1LBuxkEcXSZlmp15BRU7nejwk3hrMwDx3qBCQVo0baqw2oZe3qDIzPj54zukOKtXqzH799M3hWsmvMPtNphnJfwey5a+uMdfMSxXPbOvCDm1Nx+p8qXv9t0PB++HeeuOwxVQW2be/Atu0dkTU/L8+N1SszIckqRl7mRmNjkLunYHvnnGyX6ZjQOoOWLm/DmlWZpuNn+DC+k4tl4ldv6dorPrTSj2VLMrCvYQAOH+7E6dMKVqz0RWXfb64JcDN3zLL9nO4XnGZW0t6EIAiCIAiC4BGzM6iqqgo1NTXYtWtXxBnU1taGadOm4R//+AdUVcWf/vQn/P73v8eLL76Ib37zm47af+GFF3DgwAEcPXoUx48fRzAYxMqVK1FYWGi49mc/+xmef/55bjsXXHABGhoaDK93dHSgqqoKO3fuxCeffIJzzjkH119/PebPn49BgwY56itxdsjJdmFGsSfqwAZEZzCYIZKZ4xnQWU0UrVxcUaFHmJ00YABfzuHosSBunxeO9pQkYMH8LtkMnnPLqYGEXc+iFnmyGVqOfWA0ArDoXe3B+he/CmDZkvD9WiMgM77HY8R54skAqp4yRlQS8aEowMkTziNBRb85VQVWrPThoVU+LFuSgSFDXDH/3fVRvUuWtXE1+fVYSTXyxvNFF7ng8yEi46I1YLPo5Fhkpaw+l6TmiL5KfzUwDrvEDb2BnGUjazN3mbFb+52YSbJKEjDyMqNh2omM6+LydOTmypaBGW/8zrjmJwO3zUzDps3JWwdIiyQBP73Tg9xvpkCFivJFbTG3dV1eCnJzXQlx/DjdL/7mhe4PvuHB1nztfpXJsPH6r5VjE0kx8z7j2ef8wu9EFPQhkpVjErI8uTjtNbNmhKWlRfuJROwX7Di7m1tCOHQ4iKXL26IcVrQ3IQiCIAiCIIA4nEHvvvsuLrzwQnzrW9+KvPb888/j1KlTuOmmm3DnnXfijTfewMqVK/H000/jgQcecNT++vXr8fHHH2PgwIH4+te/jo8//tjynhkzZiArKyvqtYEDBxquUxQFP/7xj/Hmm2/isssuw7hx43DixAns2LEDb731Fp577jlyCPUSSjQ1fRh2I/tFjhwJkmlNFEUJRx3m5bm5zhSm4f3A/RlRBzFVjc7yUdUu3f7Zs9Jt65Sboe3jt7/twr6GAVERhFpHDhCOatazYL4Xf2tWUPdMe1S7S5e34fNWJdIfvdMoHsgRlHgkCWiPwdYzd44HG54WO+eYIefZrVkJqRnFMGtn3hwPrrk61TQSVjSemRNX+3vl1SFwWsPE6nPtOKQJorfRn52fopodmzYbA1KcfieNjUEUFUZfm5PtwoL5xmwkPZIE5Oenfil/qZpKYyUrG6u7Lwsm0agqkJYmJ6RWy2/f7ARgnY08eLCETz4x32z1BkeaFu1+1SwrmMmxsX3nuO+5se9V6+y29w7wg2FEQR9WsnKKYl5rS5aB4ukeFE/3OK49lsj9glmdJNqbEARBEARBEEAczqCWlhZcdtllUa+99tprSElJwb333ouBAwfi/PPPx29+8xvs37/fcfsrVqzA0KFDcd5556GqqgoVFRWW98ycORNDhgyxvO7555/Hm2++iYkTJ6KiogLSl1bC+vp63HPPPVi7di0eeeQRx30meh5W+yOWyH6zYqx6pwzPMVS5vu3LArbRlJV6AQDp6ZLhHh5MZiYn28U1TJ+TJcdk3NE6mgBjNPeMYg+3zZMnQ3huu9GLoHVemT0PkRxce00KhpznvLDPv/5LCq6+KgVvvW1uoHrsV76ocRIvogjeeXM8KL0rw/C6XqZKJBupryMAGA3Y7B+mre9E+ko0jziVmiOI3kAyOD8TJVEXSzv6ufHfLnbh2AdGo7P+OzGTZNU7j7T9mj0rHV98oeKpp+3VDGTylwvKv8Anf3O2SMsyUHRLGrbV9x7HzNli9Vof1j7qw9jvxl9Pxw5WjqBkxW62kugaSQJefCm6HtDeV4KYN9eDf73IhdP/VPHQKp+jPciaVZkYX5BmeD0eWUb92UM0nyRqvyCau6wcWrQ3IQiCIAiCIAAg5h1hW1sbMjK6DHSqquIPf/gDhg0bFpWNc8EFF6C5udlx+9deey3OO++8WLtnyrZt2wAACxcujDiCAKCoqAgXXnghXn75ZZw5c6ZbPptIPLEWjDYrxqpts64mi1v4+KVd/MjEzz5TMW78aZQvtldHR19gVl+MWtuXV/cOwPKlXX224tF1fuxuaMeRo0FDNPfmGn7tHJ4jiOh9NL7VifuW+qwv1LFw0RlLRxBr/6KLXMLx4ZThw/nGk2uuTo36/yNHg1hw9xcYW3A6Uri5fkfAMJ6t+qQfd/U7Ahg3PrpNO8Ra1JkgeiPMmKmlJw2MsY7TeNup3xHA2ILThrmR5wgCjN8J73vTwuYjfb/uue8LbNho7ghi0risn1OLWx07giQpPG8NHJiAybyfoChhxwTBJxF1oFSV38ZTGwIYeZkbF1yQ4siBI0mAChXNLcZxy2QZze7lvVaxOjNy9mABJbz2gfB+YdLE6D3NpImpjvYLZnOXmUOL9iYEQRAEQRAEI+bTe3Z2dpR025EjR/DFF19gzJgxUdd1dnYiNTVVf3u38MYbb6CqqgrV1dV4++23EQoZN+Pt7e14//33ccEFF3CdTXl5eejo6MD777/fE10mEoTegWIXvdNnyBBX5BDH2hwx3I2ZJfYcTLIMVG9xVv/GjiFN+3yszxWrMy2dQqoKlC8+g6nFrcKMCYKIlTd+1wGfLzG/paNHjfO1fmyUlbdiyvRW7NnbESUx88CDbWhuCaGo0IOyUq8tI5S2bZH0lcigw4OXgUQQvRWRUfNsOj8TMU5jaae5JYQly5zVxtMbePXfmx5WF0Xfrxd2dljuJyQJ+PRTBa+/0R4lTeuEtY9k4vNWBVUbYnOuEYSe7lwLVRV4/fUOfPZP8di/YnQKFpZ5o8acqgLli9oMThSWaTP3duNeX5KA0js93OeZNcOD8QXhzH47DubmlhB27ooOuNq5q8P2HGY1d4mc9VqHFUEQBEEQBEHE7AwaOXIk/vCHP+CVV17BmTNn8Pjjj0OSJPzHf/xH1HV/+ctf8PWvfz3ujtph+fLlqKiowMqVKzFr1ixMmDABx44di7rmxIkTUBQF559/PrcN9vr//d//dW9niaQhJ9uFkydDmFbSKjzElRR7LB0vTHrN7AB886TUqMMpqwvU1KQ4Ogw2NSkROTs7ODmUm0VG6vv+nevi18wnei+PPxHAsQ+CtjPVzFBVoCDfLTQyP7TqDPbu40dhs6j65paQsAi1Fn3bZtJXVjDjjNYZFIuBmiCSBSujZlGhB3U1WVhUno66mqweMzA6GadmEfpOx/v9S51nir/4UtjAq+1HUaEHq1dmcq+fWeKBzxdbDTYW9PGTn9rLRtYjy8B558l4dJ15bSKC0CNJwJVXxL4PlGXgV7+wDmzisWKlD+WL2oTvv3ewE5Xr/Rj7PbdhX6t1omjnuw0bA8gf13W9LAPfvykVv/gV30lakB8OdhQ5aXY3tEfNQfHsNezcL3LWM4cVQRAEQRAEQQBx1Ay64447sG/fPtx1110AwjJxV111FUaPHh255qOPPsKf/vQnTJ48Of6emnDllVfiu9/9Li699FIMHDgQH330EX7961+jtrYWs2fPxosvvojs7GwAwBdffAEAyMzkH8iZ9B3JxPUf7BTEZgcskRa3JAF1NVkYNEjGllpxZtDOXR3Y1zAAE25Mw4kTCo4eC6JyvR+K4o8qai9CX/dnzuzEG+G+c10K3vgtXyZswo1pmHBjGg4f7sQ/T4fw0EoyHvV3mLFF5Khxwp69QUgScNvMcBFmNv42VvtQ94y4jgXL8qkxGXvsujWrMnHeeTJ8vvDYF9Ubsit9lQw1VAgiUdhZD/XrkNW6lSjsjlOr/onqix09FkRurhxVi+PI0aAt2Uw9qgo8WeXD9h0dkcL3C+Z7MeHGNMNnS1K48Dz7757MLpSkcEBKw54OymrsJcy+LQ0pKRKqnjp7WVyFt6QiPR04f6gLnjQJv3/P+RgBwhl0N1yfhgfuVyNjljlirH6PdmWYzYJIDh/uNMx3r7waxDO1WfD7w9l600pahZ/l/3ILLNoHlC8+EwkUKyn2WM5hVnXM7MyBvNqjBEEQBEEQBKEl5njuCy+8EHV1dbj55ptx3XXX4cc//jF+9atfRV3z5ptv4uKLL8bYsWPj7qgZRUVFyM/PR05ODtLS0nDhhRfinnvuwdy5c3H69GlUV1d36+cTvRu7kXpaSTl9hsyyJRkYMdxtKQWjbffTT5UvHUFd71lJ1egPrYmWdJEk4F8vEvuIT5xQ0NgYxN0/O4MVD1tnYBDdRyLq9CQCM2NLLKhqdD2r5paQacQ6M/YC4jpY2uva2lRDFmA80ldnu4YKQSQSq/UwXqk2q5oaZtgZp3b6l5PtQlmp19D+o+v8hoyoAwf5Ru6vftV6Dn5ue5fEm6oCFZV+vLy73fAMy5aEn6Gx0Xwe7Y45X1XDz129heThegsbN7U7cgSVTEtLeB92PN+B2q0dWPGwP6bahAyWQReRP16TgXt/lo5ZMxPfZz2yHK4fxJvv/P7wGn7gYKdpDR62zpvVBFOUsHz09/JPo6Y2gLJSL3cOsyMzZ3evEqt0NkEQBEEQBNE/iEvj6ZJLLsGqVauE70+ZMgVTpkyJ5yPiYvLkyXjiiSdw6NChyGtf+cpXAIgzf9rawpIDoswhIrmwiqKzc/9nnym2swJysl2RQxbL7mGRd6wveXlu7GsYgCef8uG5bdHa4LIcjj6+fZ6fe8A0yygwKwxrhZNIy6eeDuCqMSnY/67RCObzKcLsKKJn6cuOOO04aGpShM96xeUuPLLyK8jJdmH/u0HudTdNTEXRLZ7IeB43/jQ36yHWaFp91iAVaSZ6M1aR5/FkwiUio8hqnNrt37BL3ACinczaYvVsbnhsHX8v+NlnwC/XZ+LOUmfSbJXr/djXMAD7GgYY9g9auUktkgSsXZ2B8wa7MK3EWP8vXvryWkIANXXirFo7XDpCxh+OOPvRyTJsZQyrajg7Z3xB2Bkaa82rWHjg/gyMGunmzndm+3QgPCa167yVegCjeksgIg89fJjbMP7NMjIZlPlDEARBEARBxEufDl0eOHAgAMDv7zrw5+bmQpZlYU0g9rqophCRPNiJorNzf/nisDFHqxFux5irjbzT9+Xl3e3YXt9huGfObA8eXWd+wNz/bgeOHDUeoEUZCHbq9qxdnYEF842R0DxUFfAI7HNNJ2J3SBH9E0kC7r833VFUu52I22lT07B544DIOB06lL+c7Xq5AydPhiKOJSu9/ViiabVZg1SkmejNWEWex5oJF29Gkb6PonFqt39mkfwMRQHS02Vce41xjVXV8HooMlzPm8OfA7SOKe0zmAV7fP+mVIzP92DEcLdp5jFBdAdOHUGTJrlRV5OFyrXhLHpLJBXNLaGEOoKs9hvsfd58V1bqjcra1yLLYRnbV/YY1/m8PDdWr8y03O8oStgprHXkOK0lRJk/BEEQBEEQRDz06SPl+++/DwA477zzIq+lpaXh0ksvxV//+ld8/PHHhnsaGxuRmpqKyy67rMf6STgnEVI12vvZAbRiTYalMVcvc8Pri8jh03QiZHrYVVXgiaoApkxvxT33fRH1nshIN2tGuumzyjIw8jL3l5HQ9uDVDJJlYChJXyUVySIVJ0KWw3UyLjg/BXPneGwZMUURt9rf/bw5Hoz9blrUeH95Nz/6WVW75gYrQ3G8ElZknCH6AmbOzVglFc2MnbGOO959dqXkmpqUKLkmSTLOp2xuuOZq49opy8DoUSnc+eTZrVm46F/4QRra+ebI0SCqt/hx5GjQ1Dm1c1dH5BmLCj1YvZIy14mexcleY+fOIKaVtKJ+RwCzZ6Xj2a1ZGJ/v5rYhScB5g10JrVkly8B9PzffF6sqsHR5W5REHZvvhl3i5u7fF5enY1/DAJQvMM532uCyh1b68P2bUk33O3pHD8nNEgRBEARBED1JXDJxycCpU6fg9/uRm5sb9XpLSwtWrFgBALjpppui3rv11ltx+PBhVFRUoKKiAtKXJ5T6+nr8+c9/xg9+8AOSiUty4i3azrtfVYFzB7pM7+fJ3AwZ4uK2pS8ELcvOaqu8sLMD+ePa4fXKERk8njxEc0uIWwyboTWExVOcuuiWNLz9TuJqwxDxcU4WcN2/u/HSy8n3N/nB91PxjW/IOHkyXO9HVaPlmES/Q1kG6mqyMGJ4tPGV/e4PH+7Ea2+0o2pDAFUbApExmJfnNq0rxOaGMVe6hZJuG6t9X/ZVLGEVrywlQfQWmCSqCDZ+7a4nIvk5rRyTE+k4M8k5Mxkl/X1auabGxqChTSAcxa9nzmwPfL7oLAJ2z/Hj4QARHmWlXuRku3DPfV/ghZ1d2cM3T0oVykzp9zbH/5dfx4gguotrr3Hh7XdCUBR7+0hFCTtbPm9VosbHtdek4K23OyN75HFj3Y6kD60+W7sneGiVz7RdVQW21wcwuchjmO94c1V+fip3TuQFhO3c1YG6mizs2duBTZuNqgV6Rw/JzRIEQRAEQRA9iaSqyakWvm3bNhw4cAAAcPz4cRw7dgyjR4/G0KFDAQBjx47F2LFjsX//fsycOROXX345vvWtb+Gcc87Bxx9/jNdffx0+nw+33HILVq5cGXH4AEAoFMK8efPw5ptv4rLLLsOYMWNw8uRJ7N27F9nZ2di2bRsGDRrE7dfBgwdx+eWX48CBAxg9enT3fxEEl+aWUFTtDyB8eNrXMMDW4SmW+0X31NVkGQ6zeqkJWQbGjU3Fnr1G6Tg7B2srI1n9joBQYiN/rBuVFVlobgnhiSoftm039oEgkoGFZV5MuDGN63AR/cZlGVi9KgPli/jGV3aNdmw3t4SiDMUbq32oqPSb3pOIeicEIaK37C3iWXt5jhi9HJOdtmLtg9V92jlGkoBlS8LBHrPnthraYuu2JAFzb/fgmqtTuXXJtCws82L2rHQcORrElOnGNp/dmgUAmFrcaggkYX3kzVWxIEnAgw+k476lvrjbIggRvKCoGwtSsWt3bPvQ/HFuDP6GC9Vb+LLQbIwB0fONGbz13Ml6v//dIHeO2LQhC2OudKO5JYTarQFsrglYtqffm9iFAlUIgiAIgiAIJyRt/vmBAwfw/PPP4/nnn8exY8cAhI0l7LUPP/wQQLgG0OTJk/HFF19gz5492LRpE9566y2MGjUKlZWVWLVqVZQjCABcLhcef/xx3HXXXTh9+jSqq6vx3nvv4ZZbbsFzzz0ndAQRyUOsUjXx3C/KRvL7wW1r9qywpMRtMz1QVXAdQYC9yGq9DJ5WHqe5JYT0dAnFU9O49+59JYj1v2zDuPGnyRFEJDWffaZy64CZFVdXFECCZCpjox/bWkm3I0eDXOOqVsYlkfVOCKI347S2hRY7ckx22oq1D6L79uwN1+nTzjFMXjI9HVy5J+11VRsCOHosKKxLBoSN4hNuDK/RBw7yM3sOHerEiOFuLFvC35s0t4RMMyCdkD/OjbffSc4Mo4rVmbj6qtiFC5JdPrU/oV+zFQUxO4KAcHZ9apr4b/zoOn+UpCLbg5vBW8+LCj2oq8nCovJ01NVkmQZ+iCTevF+WS8rJdqF8QYZQelO7n49Fbjbe+qkEQRAEQRBE/yNpM4OSld4SvdtfiDWKLpb7raKKeW3x7tHCDrR2R+GmDVk4ebLLMG1X9i0eeTiC6Al4Y4GNr6YmhRt5y+57pjYLv3+P79QBwhH3euk5wDyjTpKAV/YMAAA07OnAmgpjBD2L/CWIeOkte4t4s3LjaYtFv6eng5uNG0tmkBV211ztfPG9/NPctirWZGB8vsc0M2jQIDnyjH4/ouRgV69tw569yScLmkgkCfjl+kzcWXqG9iyEkAvOl/DX/+P/QCpWZ2J8Qdjxqp0z9uztiGTn8NCu504zgXlZSE7viyXjuLklhLEFp4WZhD0BZSURBEEQBEH0PpI2M4gg7BBv0XYn91tlE/HaEkUJM5waO3w+JerAafd+MqoQ3U280diqyo8iPnEibGQQta+qYcOwGYcOGSPgzbKNAGDBfC8aG4MYN/401xFExZ2J/ki8WbmxtqWNfp9W0opJE1OF2TMsyt7q86xgY/zzVsVyzVVVoHZrAKdOiRf88kVtqN8RwIjhbtw8KTXqvZsnpeL48VDkGacWt+KN34YzKDZW+/C9/NN93hEEhL/Hn/yUHEGEOSJHEABACr+nnzMuON+FfQ0DULEmw7Cf0K7nsWQCs0wibbtW94k+5/U32lG9xY8jR63He01tQLhv6gkoK4kgCIIgCKJ3ErsOA0H0Q8wKU/PgFc3W48To0XTC3LlEEGcDWQYmTUzFzl0dCf19SlJYaqWpScHkwjRsq2/nXqcoMJVPGjXKuNSZOWrnzfVgwo1pwiwCSaLizkT/RbsOer2Az4eIxFE8bYnWVLMC7drsGTtR9uzzNm32o3Yrfz4BumoaPfGkXzjv6Nm0OSCsZQJ0Sc/l5bnx8IqvYOqUIA4d6ozMT9paQaoKVG8xb48gkoXrr3Pjjd8lh7PyvMEu7pyxdHkbXtkzAOPzPWg7A8NcweYeMxlKsznO5+MHtBw+3InxBcb7RJ/zk5+eifz/zZNS8fCKr3A/r7klhC21xvlBknomUEXkzMrLiz1AjyAIgiAIgugZyBlE9Ah9SUYgJ9vl6BlmFHuwucYYvcewK+Emy8DoUSmWziWC6GmYcfaxdYmV92FZP8xgY3Utbyzlj3NzJeJYthGvr9dclWrqLJIkIC+P5OGI/ktOtguNjcG4JI60bcVar4/JOomMvxdd5DKM/8bGILbWiR08i8vT8c/PFTy6zu94LrO6XmtUHjE8PDdtrPbF9FkEkSwkiyMICM8LvDmDZe+VL8gwdUKnpxv3EiwwRYv+XJOezu9P+eIzaGtTDXOjnWCxF3Z2YOqUIHcPI9qjzJrh6ZFzVqxOM4IgCIIgCOLsQxo3REIwk2aJR0bArN2exmlf2HNbRfb+sCjN0tDNDG0jhrsxaWKq+cUCqKgy0Z0oSjhzLdEGTa1x1+w3LMvAuLHRBpPvXJeCyrVZwnsmF6Zx28nNlblFobV96ikZFoJIRmKRUooVUYF2bfS7yPg7tbg1as9hJQ8pScA/TyuoekocwBEPrN9sP7H+sTZUVJIjiCASAXPaiKRlN9cEInNUTrYLubnhGl3stfodAUwraTWMRxaYwuYS3rnGZ1STjdzLmxv1spWi/Q1P5hYQz4vF080d8mzuOXI0GNf5ys68TBAEQRAEQSQntGMj4sbM2ROPwSiZtKid9kX/3GaGnh/N86Ks1Ct8//57vdjXMABFheHC0y++1OG4/7IMLFuSgYVl4s8hiHiQJCDV3b1ORzMDbtEtaXjl1ejo5DcbO00d1Hr5J61cDDPU8J6HDB5Ef8csKjzR2KktJHLe6g2xdur4VW1IzF5DkoCbJrgjcwjrN6tFNntua8I+iyD6I3nXpkSt0aoKTJneipraACYXGQOnFAU4/H54n6Df12+s9mHp8jbh/MDOL0eOBrnnmvR0cQazaG4sKvRgX8MAbNqQhV+uz+Tey5O5Bfjz4oxic0eQ9pmnTG+N63yVyPpxBEEQBEEQRM9CMnFEXFhpRscqI9DdWtROZOtEfbnoIhd8PnDbqKkN2JJyu21mWM5h2CVuAPyaJyse9sPnA87JkrF0uTii2Yw1qzLxx//txFNkeCK6CVUFVqz0JcwZxNqx+3vn1fXgzTX68cw+a+3qDIy8LHp+YVIytVsD2FwTMNQX6EvylwThBJ7Ekd5JmsjxYae2kEiSVVu3w440UyJ56eUgZDks3VSQn4qPPg6hfFFbz3z4l3zvuyn4l39JwRNP0vpP9C2+e0MqGt8yZs6YZeQvvLsNf/xjCBs2BqL29RWV4rqDDEUBXv+tsTaiogB79nYI9ytmASRamcybJ3XghZ1dAV83T0rlSsQxtHsUVmNsS22AK9nJ2/uwvsd6vnJaR5UgCIIgCIJIDsgZRMSFlbPHjsEolnbjwU6RaTt9YcWe9W00t4Swucae0aUgPxy5aGagUlV7h1Qzntvux/53z77UHtH3iVfuSJKAtY9kYuTIFNTU2iug7sQAI5KTOndgeF7Z/27QYLy+7t9TUZCfGilWDwBrKtoihud46qWIIEcTkczkZLtQVupF5Xo/twi703XW7mfyxoL2swB+7bC7f9ZVt2NGscfWvBIvrA+Kgoih9mzIwb32eicu/BZt94m+x4MPC7TZLIg1I0+SIHSqmtUGHfs9N5qawhOU2Xr+8IqvYOqUIA4d6sSoUSmmjiDRZ4ucO2ZZkfGcr5zWUSUIgiAIgiDOPqRzQ8SFlWZ0rDIC3aVFHYtsnZn8DK+Npib7dVP8X/p49N9ToiFHENFbmHu7B+ML0pCT7cL4gtjqYwFiqqyokAAAIABJREFUyRTR3HL0WNAgBVm/I4CxBeHXpha34uTJUETiSWvYjbVeiqgOWTJJZBIEj/odgYgjSJKAslJvVEBET9QTam4JYfeegEHaibf+avtQUuzp8Rp6qhq/ozxWFCVx0ncE0V+xmjPMsg337gvaXs9HDHdjRonXtiPIrmSnWR3EWM9XyVTXlSAIgiAIgrAPOYOIuLDj7NFqYrPaN4loNxac1jlg0fllpV7TIq/aNswOXFr0h6+iQg/KSr09bqQiiGTimqtTw0behna8/obz+liSBNw6ORWqGo7G1xtfeHOLNsMB6DIcL1nWJcuoqsDS5W3CmgJO66WIHD49ZUgniFjh1cSrXO83rcuT6HpCbPyUL7IvncrqhTQ1KVgw32u6TtM6TBCElrt+4onbodsd67nd4LnGxiC3/7GeryhohSAIgiAIovdCuhFE3NjRjI5FRqA7tKidyNbpZW7KSr0YPswNn0/BT356xnC91xv+NzM2m9X34dUdSU8HHl3nP2vRwwSRDDy08gz+9OfYjMZax44+a0db40s/t4SN19FSjCLJRrPPthtZa1WHrLskMgkiEXSXPKwV2rWSV/vCCklCxHnE5gqfT8XjHNmnn/7Eg/W/TC7jJk/+jiCIxMOrWfjL/w4kZAwmej1nZw69LCevVqK+7xVrjLUS7dDddV0JgiAIgiCI7oUyg4iEkJPtwpgrE38IcNqulWSB3Ywj3kGncr0fubkyvF7+sPFrbMlFhR48U5vFjS5mkjp5eW6sqWiLkqEiQw/R34nVEQSEx+mnn6rCGl/aCNZTpxR88GEnTp1SuJG1TjMDeJJ0IszqkB37INgtEpkEkSi6Sx7WDG0U+tTi1pgcQUC0vGvlej+u/06qYaw7GfuyDEybmuasMzEy9/bE1SQjCELM3Ns9uO/n6VGvOZlzbrjebVuSLRFSa1YKDKJ6QecOdBaox/p66HCw27M/CYIgCIIgiO5DUlUyPzvh4MGDuPzyy3HgwAGMHj36bHeH0GCnYLU2spgVg+cdhPa/G9b31rNpQxZyc2WMG3/aEPW8r2GAIRKvpjbALVTNizokCCIxOI3evfaaFFxztTsiFceyBvSZepIELJjvjbrumqtT8PY7nVH3DbvEjaFDxdmMzS0hwxzC0MvW2W2T6N30tr2F3fVWm9nL1l+nv2Oz8cKQZeDen3ux4mF+du0Pi9Kwrb7d8PqmDVk4eTKEJcvabPeHIUnA5MI03PEjL37xmA8v7HQua8lrk/YFBNG7eXZrFgYNknHihIKjx4JR67l2ruTNo3l57pjmSQDCOZY3h/LOLWZo+8o7wzhtjyAIgiAIgjh7kEwc0SewI1nAO3SNuZJfoFUkc+P1IlJDSH+40x6A9IcmvXGHjD0E0b2wcWfHuPrW2514+51OLJgfloJkxutzsmSuwXvCjWk4cUKB1wtMK2mNmncqKv0A/EIDOWCUddGiKMDwYW7sa0jTGZLM2ySInsSpPGw8Rk9RVDtbo1l7Q4a4oKp+44UA6p9vN8wFLEI/N1eOyQmjqsC2+nZsq2/HvDkeYRv6vYSI0rs8WP9YcknTEQTRhZ154uZJqRgxPHy2YOoGbM+gnSt555aly9sgSTB1soswc9DbkZIzg1cnTpKMczA5ggiCIAiCIHoHlBnkkN4WvdtfEGXyVKzOxPiCtJii4vQHq0kTU7FzV4ehhpDeEHbkaDBmyTeKCiaIxCDLwJpVmTjvPDnKYWN1Dy/DT5Td0NSkcOcds/a08OYKWQbqarLg8wHp6TD0naJv+yZ9eW/BW3+1keVWRk/R+l1XkxWV4XvkaBBTpovH420zPdhcEzAYS0X7h0TwrQsk/OWv1ov6v13swof/L3FF5QmC6DlKitOQmSHh+u90OYIAcaYOID63aLG73ts94+j3M3YxO2Ode66csLquBEEQBEEQRM9AmUFEwohVAiYR8DJ5AODun53BJ38LQZYl20XZ2XPk5bmxr2GAMAOgcr0fdTVuQ0bQ0uXGIq12cFqjhCAIMWysjhjuFmbh8O5hc4J2PmMZhHoHcVmp1zTq36pQ9IjhbixbkmFwOrO5huccTnTxaYLobniZPdrftVXxcV5Ue1mpFz4fovYbPp+4D7IMFE/3oHi6x2AMHTrUfmaQ04ANO44gAOQIIoizxH33eHH8f0PYXt/BXcutxrwsA7NmeA1zl5WUpujcosXuei+qQ6i/V5ut6QSRWsLIkSm0FyEIgiAIguiFUEVqIiFoizuzAu09CTMW6R0qTLZpTYXRSsQryq5/jsbGIMZc6YbPZzywsYLv7FmZjIJIJsaMvGtTsGZVJmUFEUQCKV98Bmsq2iKO3Yo1xjlCC5sTePMZT9Klcr0fRbekCdvkzTF6tIWf62qyItmHgFhyyqpNgkgmmCHRDKvi49pxwmRa9fsN5tTRo5UwYrJNWgNmY2PQ9rPMmuGhwA2C6EOseNiP7fUdKLoljfu+lSOIJ48mkq5ubuly+rJzi3Zu1M8tdtd73hybyL2Cvq8kC0cQBEEQBNG7IYsSETd2Dj09QVGhB2seybB1Le8gY/YcImOWqoY1vo8cDQrrGrDrzHj7nU4MGcI3ZBEEERuqClRvCWBsQdixOz7fg2VL+MYXlm1w6HAQS5cb54FDh4Nch/C2+nAtkttmerCwzBuTsYQZqHlOZ30fyQBD9DZ4Rk89dg2Xn36qROr1Acb9Bm+travJQl6eG/vfDRr2JWZBHLw+Fk/34JnaLOuLCYLoNSgKsH1Hu+09uCQB99/rxb6GAVx5S7NMneaWUGQuYk7u22Z6IMvGmmYP3B8+0/DmLi094azROuRFz00QBEEQBEH0Dkgmjogbu/IEPcGokW5L2YXF5enIz0819M3sOcZcKZaaUlVgyvRWzJvjEX62laFJUQC/H1gw3/tlAXqC6B/828UyPvx//AEry8AN16fgf17rjOszVLVLhkpf+B4Ij/Gjx4JRRmYtigJIkITjW1GAzTUB7GsYwC0UbReRFIu+NgpB9DbYuNuztwOr1xozdWeWeEx/21rJJT1snf70M76xdMfzAWzf0VXvTyvXZBbEoYU5i5l05KwZHlRvMWZA3zo5Fc9t77BukCCIpEJVw1n6b73dablnV1XgoZV+uFNkFBUa5y3RWn70WBC3z/NHzUV5ee5ILTMt9/4sHZ+3KpFaQFa11fR7m+7YK8QqM0cQBEEQBEEkF5QZRMRNd8gTaCPnnGAVgSxJ4DqCAOvnKCr04LF1mcLPrtoQwNjvuS3lcHiwz5k9Kx0Ly7zOGyCIXorIEQSEDSnxOoK0bTEZKq1UVE62C14v8Og6viMI6NLGN5tbtA5wvQyVXUTRvSOGu2NukyCShZxsFwryUw1jSJLCGTci9Fm7eiLrtMoP639uewc3k6i5JYTP/hmylI6sWJ1pkKb76lcl7n7hR/PSMW0qX26KIIjk5q237e83zFQQcrJdmDQxNeq1sd91c7MaDx3q5M5tDz7sQ0WlOAuSRzz7D4IgCIIgCKL/QM4gIm4SLU8Qb/0hJmVQscaeZBzD6jk2VvtwZ+kZ0zZeeTWIx9ZlCo1L7HVJMko/AWEpiAk3pmHeHJJfIIhEIklGB3VzSwhrKtowtbhVGAmsnQeKCj0oK+U7axOlz09SLERfhrfOLltivl8wy97Rjs9Ro1JsyTwpClC5zoexBadRvqgNgPnaPHJkisGIW7nej7JSb9TnqSrwi8d8ePbX7VGfJ0nArT9MpXWdIJIcVbXO5NeiDTLRBrE1t4Swc1d0huC+V/lSs5Ks2g4is6qt5oRYg+4IgiAIgiCI3g/JxBEJIVHyBKK6PXl5ziLdcrJdUBVjhJ+qmsvX5eW5sXplJiRZxcjL3FGOIDvybYoCNJ1QhIdJVQ3XFmFR0Oz7amwMRqQgAGMRWYIgomFjxK7hRlXDheKZpEv9jgCWLhfXCpFlYM2qTIwcmRKZB5pbQqhcz58HJk1MjbqOyUnFmiFEkb1EX8XpfmHo0HA9Pe1YlSRg7eqMqHU6J9uFZUsyosa1/j7GSy93GWpVNTze1z4SHu+nTik4eKgTo0elYMTwcK0hnhF38GA5qm1VBV7YGW0AliTgmdosDBokY2zBaesvhyCIXgMLAtHKWMoyMKPYw5WU5nHeYJdQhpr3ed44xQOaW0KoqQ1gS23AlvwcQRAEQRAE0fegzCAiYSRCnsCsbo8T6ncEsOjnxiwes+h9lpFUvvgM7l7chsbGIIDwwenRdfbq+MgykOqGaZTfps0BnDrVJScFwHAIdBKZSBD9kclFqY7HiVYeyqxovCR1ZQQcOtSJ3XsCEQePyFizc1cHmltChszGjdU+ir4lkp6ejhJ3sl9gazFDksLZROPzjXWGigo9eGXPAFSszjQUZDeDjevGxiCmlbRi9VofppW0on5HAMc+CBqul2XgnXesJaVUNVwPsHKdeL4hCKL3oc3qX7o8OohtS23AdlDXx5+EuhQNvpy3RCgKIvNSLNTvCGBswWlUbwk4kp8jCIIgCIIg+hbkDCKSikTUHxLVF2AGXp7xSZSRxAzAIiPO9Klpkf6yCOQVK32WRp+pxV2HObsFrAmCCDNvjgdFtziPYmWOZbMxxyL5AYRlpBafQfmiNowtOI1jHwRNawYdPtxpmEcqKv0xS14SRE8QrzRrd8Jz3EpSOItXRE62CwMHyo7X1fLFZwxG3QcebOMGg9w4PhXbd7QbXtcjy8C+V9vx0stGhxJBEL2PeXM9UTKuNbUBw55fUYBZMzxR54OrxwjEOL6sdZaT7cL4gjSDjOa8uZ4ox1KszhuzIJhEys8RBEEQBEEQyQ85g4ikIhH1h0SG3rWrxTIINbUBYUYSk6jh8cyv21FW6o3UJ2KHLCtnkKp2HeaGDqVhSBBO2LAxgIY9HdYX6mCO5WefE2f6sbGrl5BTVX6dEG3bKlShAVpRwm2yLCOCSAbMAiGSgVizhXmBJVbw6oUoCn893/Vyh61Mn2HDXKh7xtppRBBE7yDYgUhWY3NLCFtqjc5zSQKGXZKCupos3DYzfO54511jJqEkASNHRjuJ9HUDrx5jzIKOxXljVXstETUPCYIgCIIgiN4B7fyIpCPeAuqi7KKRl/EjiZtbQthcYzzMscNRTrYLM0v4fWCFpFVF4hqG8q4Vl+VSFODw++FoYaoRRBD2YTIsTmCO5VOnFOzdZx6l//obfEOvogDDh7nxyp4BuG2mx+C0/tvfzI0zqgqUL2pLuuwLov+SKGnWRMNk69LTjeujJFkbLvWBJbGusbIc3/p85EhyONUIgrCHJAELy/hBHwCwuaYroEPkYFHVcKbhtJJWVG8xZg4xli3hB7tpZTQToZgAiB3ksQTdEQRBEARBEL0bcgYRSUk89YecZheJZOBmlnTVIygp9pjKQ33eGuIeHK++yo1nt2ah6Ad8R9TCu9u4EhMEQZijKMCtk9NsXVuxJiPiWD5w0LrOx0cfiQ24Xm94jilfkBHltM7Lc9uuLZZs2RdE/yVRhsZEopWtm1bSGvP6GKnD8WXmrh0kqcv5I8tAWakXM0s8FLBBEP2EiRPcGHaJWzjvaJ3lVhmIosxCALj/Xq+tYLdYFBN4NeB4DvLbZnpiCrojCIIgCIIgejfkDCL6JNrsorqaLAwZ4hIaXnmHOUkCiqd3HY7YIYpnEJIk4KGVfu6Br3K9H4MGyZg40Svs6+Ya+4Vm4+GKKyjqj+g7SBJQeIs9Z9D+/WEH0P53gzjfhizjrt1B/HByKvc9v8bfo3Vam9UW45EM2RcEkQhp1kTCk63To6r2x05OtgsDB7gcjc0F873YtCELZaVeVK73o3pLz2Tx8eqDEATRs7y0K4h39ncInTx6Z/kMk2AxM3Y32Je6daKYYFYDTtvOK3sGoHwBZQQRBEEQBEH0R8gZRPRZcrJdOHkyhGklraaFsXnGMJ50Q1GhB79cn4krr0iJGGvYv83qhOzZ2wG/X2y44tUp6A7ee4+yEIi+w6wZHhw9ap3lAwDb6tsxtiBsHLmz9Izl9aoKXD0mVZgxwYu6NastBhilps529gVBMOKVZk0kZnUtGLIcztCziyh6nzdeWW0wrzf8b9aXnlijFQV4agNlChNEdyNJwBWXi50gTz0dQFmpl7sHYM5y5nQxk4Ez470DIRw5ai5Zq91r5GS7kJsro6lJEQa32akBF4/yAkEQBEEQBNE3EBc0IYhejuhQlJdnPAQVFXqQl+fGiRNKpE6Qnnvu+wIv7OyK5Mu7NgW3/CAN5YvaTPuxeq2PIn0JIoHIMvDBh0Fs2mzPwak11Ngx2rCizg/cnxGZQ5gRqLExaHitqDAsKblsSQaWLm8zfAaTm2LGZbPsi+aWEJqaFAwdyp+HCKI7yMl2JcXvjTlutA4htn6ycaUowLSS1sjYs4IFfGjH5m0zPSjIT8Xrb3TgiaroIBFFAQ4e6rR0SnUH5AgiiO5HVYGDh0L41S8ycWfpGcO4U1Vg8Ddc2NcwACdOKPD5FDSdUDA0V4bXK+PI0WDU+SLWcXvoUCdGDOfLSNfvCETtNSZNTMXOXR2GvYcWsxpwyTC/EwRBEARBEMkBOYOIPovTQ5GZMezI0WCUIwgAGt/qxLQpHoPhigcZeAgiMcgycOGFMva/232ZbvnjwsYZvZP41CkFU6a3Rq7TO5jZ9U9W+fHc9vZIf5nRZsKNaaYOZ73xx66xmyD6CjzHjaoC8+Z48NTTgSiHEBt7AGw5UCUp3JYsA599pmBaSSt37ZZlYPSolMj1BEH0PRQFSE+XsWC+FxWVxnp/CxedwcIyL87JkqMcPwASNjeMGhU+huuDQHjBbNoziCi4jedMpyxkgiAIgiAIQg/tDok+i0ga5ugxoywDT/ZJi6jo/IkTikFibmGZF4vK02PuN0EQYgrGufG//yv2vsai3a9nz95gRFaSSao0NgajHEEMfe2fnGwXlt6fiVf3GmW39PIs2nnHjrwLQfQH8vKMxdurOPJpigLUbhXXx2CIDKsiR9AD92dg0CDaHhNEX4Y5SWbPSsdVY/hO5IpKP5YsazPMFTxHkFYBQJbDQSVWqgCDBsncGj925DJ5dQfjqQFndQ4iCIIgCIIg+g6UGUT0WXKyXSgrNUb8Va73Y8KNaZHDES8aPy/PHRWlJyo6P2pUCkYMdxsk5ppbQlj7qK9bIgkJoj+ze4+5xv7kolRsrw8beiUpXAz+//0xhF0v2y/WDHQ5YzqCCqBKeGiVj3udJPGjbq1kt/TzzoxiD8m7EATC0kl2kCRgc03AUgrWjmGVUVSYGln/ab0miL7LnNs9OHQ4iNdeb0tIpjHLOpxZ4sG550qoXO+Hqobnqeu/48brbxj3LoffD3KDQB5bl2l5ZhBl/NiRvdZDWckEQRAEQRD9C3IGEb0WO7U1hl3iBhDtDNIaWHkRw0uXh2sAsYMd0+nWc+G35Ej0sN7wy6LzWNtUM4ggeobntnVgYZkXw4e5I4aQ3XsCjp1BQHg+WPGwUT5Gy6wZHsfOGt68s6U2YDD+kLwL0ZuJuf6VxLeA3jo5Fdt3dEQ5UKu3GOv9aB2ozS0hfPbPkO1gjG3bO1C/oyNSPN6OE0mSgAcfSMd9S40O41tucSN3iAvfHJICrxf45eM+fPjhWShGRBBEFFVPGbMI40VRgOot4bVcW0/ot78zOoIkCVAViRsEoq9jJKoZJJpXndSAc1JflSAIgiAIgugbkDOISFrMDEl2o9jS040ZOVoDKy9iWHutXqdby5//omDc+NORz9b3Vxud9+lnIZQvaovtiyAIwhEVlX68urcr+2/Ied1j0JBloHi68+hZUT2z22Z6IpkOTuRdCCLZcBpprl0/R410G9ZtSQJ+NC8dP5qXHol4B8JOVFF9jI3VPjy6ris6X1szyMzJoyjhDOKyUi8q1/sjAR0iZ9Lc2z346GN+g88/HwRgns1IEETfQVWNc4VoDhkyxFjjh7XBkGWgriYLI4a78dO7Qo4yfuzgtL4qQRAEQRAE0fshZxCRlJgZkuxGsbE29IevSRNTI9fxiq06gX32561KxGgky0BZqRfDLnFj6FAZXi+w/cti8gRB9AyV63wovMWDd97twFMb7EUAf+e6FLzZ2Gk7GyBWZ42oyHPxdA+Kp3tw4oQCrxfw+cLzHRlkiN6E00hz3nq/bEmG4TV2r7YNbQau9rqN1b4oiVjmBFr7SCZUFShffMb0GRQFGD7MjX0NaThxQsFf/tKJBx/mS0VW2ZxfCILoH/Cc2fqziKoCH38SMqgI8BxJ/i+nMicZP3pEAXai/QhlJRMEQRAEQfRdJFUlVXQnHDx4EJdffjkOHDiA0aNHn+3u9EmaW0IYN/604WCyr2EAcrJd2P9uELPnGgu5b9qQhTFXuoVt8NoCgDUVbQapGacksh6QJAFjrnBh/++piCtB9CSbNmQhN1fG4feDKF9kdCQDQOldHuTmujDysvgkVMwc3qTf3//oS3sL0RpdsToTAwfKUcbI5pYQxhac5kbCf/SRAklWTcdac0sIhw51Rl3X3BLC9/JPc69fVJ6O0aNSMK2k1dTpq98n8PpJEATBg0lDMye0NstQf92yJRkRFQGvF4a5ST8XMZzIcFrtKUTvxyz1SRAEQRAEQSQ1FPZDJB1mkgVAVxSbFn0Um1nBaEUJF21llBR7hDV9ZBm49hrzBDpZTpwjCAi3RY4gguh5jh4LIifbhfH5HixbksG95rFfBXDkSPzjs6jQg30NA7BpQxb2NQywzHxsbqE5gegd8NZoSQLu/tkZzJ7binHjT6N+RzgAo6Y2wI2En1rcivLFZ3D34jY0NvJl1jZW+zC24LThuppacXDH6rU+TJneim9+M3rR//aFXX1mxlt9HcBlSzIMz0UQBKFHKxWnqsA5WTIeuN84f6hqeH0HgDFXujFiuDvqOpFcbP2OAMaNP22YT3nY2VPw9iNOPoMgCIIgCILoXdCxlkg6rJw9Odkuy8MSrw0t5YvaIgebnGwXvn9TatT7+ePckUPRg8syTZ1FrNA0QRC9m8r1/oiB5PNWvjeZFYgeWxC/cSQn24UxV0ZnPVg5wwnibNPcEsL+d4NCB6V+jWbrp94YeeRoEJtr+GOIGVJFzlAmA6e/7sjRILaYOIMYTU3RHqi//FXBnNmeSOH3yvV+w/guKvRg9cpMy7YJgiAYzOGTl+fmzh/69V0UKMJobglh6fJo587S5eKAEbt7Cu1+hIJSCIIgCIIg+jZkwiaSDjvOHqvDkr4NPexw1twSQnNLCDt3dUS9/8qrwUiB1pxsF2aW8CWa1qzKxOxZ6aafRRBE74AZSJpbQnh0nd/0Wu0cwsPKYC56307mI0GcLbTR4mMLTmNjNb+OjnaNXvNIBjf75+ChTltZtXrDpWh8sjZjqQGoKMBTTwdMnVDsv0XBIQRBEDzYHDZqVAo3a/LV/2nHM7/2ReaYnGwXcnNlNDUpkXMK2y8cOhzk1h/SKh5ocbqnaG4JoWFPBwWlEARBEARB9GHM9a8I4ixRVOiJaGgzp4weq0Kq2jb+/JcgVjwcbTxiBxtVhfDQw9ovKfZgc03AUNdg5MiUqM86fLgTCxeJC1MPHiyhuVmNyVhFEET3wgwkPGMLD0UBarcGUL4gWlIuVn1+oMuRrX+f9PqJs40+WlxVgYrK8Lo6e1a64Xq2Rje38AuUjx6VYqveHk8GlnePJIXb1H+WXXgOK7YP0I5ZgiAIJ7A5TL++A+F5p7auHQCw4mE/li8N7yfYNfr6Q0W3pPE/ROV7qZ3sKczmOQpKIQiCIAiC6DvQro5IWngSSlbR9qI2/uOGNGFknJ2oOX29AN5hKifbhbY2VRg1LEnATRPSqAA1QSQhkqQZ0wKjCo/qLQFD9oCZvEqs+v0EcbYR1eJ7dJ3fdE0WZfuOGO7GsiUZUWumJAE3T0oVrrXNLSF89s8Qd51VVeD48VDCMnVlGfB6jWOWIIj+w00T3XHdH7W3QHh9Lyv1Cq9furwtSgZOW39IUYBt9e2G+U+SuoLTeNjZU5jNc7IMzCimfQhBEARBEERfgTKDiF6DVbS9GVaRcXai5qyylY4cDWLp8jahs0dVgaoNVICVIJIRSQLy8sJGn78129fFV9XoLEIzff6cbJfl+wyrzEeC6GmGDpW5mTz6McBDtH5qs2ohqRh5WTgA5Kd3hQzXavcAoqCLBx5sw76GAairycLU4lbT4AurrCRFAaaVtGJGscfUEaSN3CcIom9xw/WpeGkXX4ItFppbQqhcL5ahtTOP/HByKrZt74CqhuefZUuss4fN9hQiaTgAGF/gxp69QVRvCWBLbcDR2YsgCIIgCIJITsgZRPQKRNH0eXlu2wZTM2eO6L3mlhCamhQMHdpVP4gVV93/bjDyev2OgKkjiCCI5Earh88z1IgMx5LUlUXY3BLCZ58pXEksdg3LRBS9TxDJSk62CwvmeyPScAy7v1+RMTIn24XxBS7Ta3kSdTwUBdiztwMF+alYtiQDS5a1Cftz3b+n4Le/6zTts6IAm2sCQuk5SQKeqc3Ciy+1o+6ZdtO2CILofXg9UszSk0BXfUF2XhFlWDrhqitT8aO56aZS2naxkobbszdoqKXm5OxFEARBEARBJB9kfSJ6BWbR9E7gSc+J3tMWyh43/jTqdwS4r2+s9uGBB2NzBCVCyoYgiPhhBm2RocZqfLN5oXzxmUi0LhD+d1mpNzKviCSzeHOSU1lMguhuZs9Kx8Iyb+T33VM1rZwYUFev9WHc+NP4vFUxXWOtHEEMVQUmFxqlZtl7O54nRxBB9FXuLD2DS0fEN78pCsLZjwBXmtoJkgScd154rxKvI8iONJyolhpBEARBEATRe6HMIKJX0NPR9KJMpIsuchler1zvjynKjxnRPm9VDJHWBEEklisud+G9A2KniqoCjY1B5OW5DXONJIX/ETmJDr8f5GYtsGyiyvV+nJMlR6RVrCQngfhkMQmiu2huCWHYJW48U+vpLaPdAAAgAElEQVSG34+4jZF2SU93dn08azOP7TvaMed2D6qeipZ6lSTgue3kCCKIvkp4jY8/IKN88Rm0takoKvTggfszYlITkCTg+zelYlpJa0L2BiIn++LydOTnpwIAttQGKJOZIAiCIAiij0G7OaJX4CSaPhGIMpEOHurkvs4r5mrFXT/xoKjQg2/kkNQCQXQ3Bw+F8OzWLFSsyUDF6kxMm5oW9T6TcgEQNddIErBgvheTJqZy25VlQFUk02wi5kzWZviYZSmKnNGUIUScTbRZsdNKWnHyZKhb1mBeRpzP57wds9pCsbT11IZAVHuSBIwYTttogiCsYXuM5pYQ8vLcXEeQKGNIloGK1Zl4pjYLO3d1JGxvwMtSkmUgPz81ItXZk2cvgiAIgiAIomegUyyRdOgNQez/8/Lc2NcwAJs2ZGFfw4CERcnzDE+iA9LoUSnc1xfM90YdlpYtycDypRmmUhCffaZi/7tBnP6cDLwE0d0oCuD3A+PzPRg5MgXPPGuM5mfyJ0WFHpSVeiOZPY+u8+PFlzoM10tS2DAyijMviNq2Q6JkMQkiUfSUg1Ikzzp0qMwNujBz9rC1WXTNVWOcJcerarRcpKoCfzhCY5IgCHuwdfy11/nZhNN1QSqMmSUejC9Ig89nzFCOZW/Azj0ALJ09RYWebjl7EQRBEARBEGcPkokjkgq9NNKkiamRKLjukEoSSTGxaDj9eyOGu7mvFxV6cOUVbhw81InRo1IwYrgbAEwl4Gq2tqNma3vCIpcJghCjlTZpalKEUbleL7C7oR2PrvNHrhFJuaxdnYHx+eH5SDsvsDGtvc+JtEpPy2IShBVmDspERYmLHE55eW7hPQvmeyNycNpxJ8vhWl1M0m7P3g5srglErlsw34vZs9KRf+Nn+PgT4wD/8Y88ePKpADfjjyAIIhZkGTh6LCg8F5x/vosrU1s8PbzPSMTegHfu2dcwwFS2lmUJEQRBEARBEH2DpHUGvfDCCzhw4ACOHj2K48ePIxgMYuXKlSgsLORef+rUKaxbtw5vvPEGPv/8cwwePBiTJk3CvHnzkJpqlPfp6OhAVVUV/j97dx8fRX3v/f89k7vdBCJqEVqU0JuL61SCBFDamrbaHm4iSq1QqUBApGhPT2sRSLHagqDWWm5EvPmpQAUJYi8xUEuxILSPaos9cOSu4s3xsj0GjjbR2gsRkiUhO78/trPZm5nd2WSTbDav5+PRh2UzOzsLmZnvfD/fz+ezbds2vfvuuzrrrLN02WWX6ZZbblHfvn07+uvBgdNE0LPbWlfjB4PSHXeGJoa8PpTU1beotjaokpL4B5xXjjRH1eyOnHjq3y/Hta+H0+uxD1dz5/j18f45uu/+5L2AUq0ZDiA19oSHJO3d16zCQsVNqEjSF8tzNaXyhKdz0jSlsmGtk9Sx14U9e5rjJly8XrfcgtFMxqCreJmETHS/9SJRwCk2K0cK/bl0SJ527SgIn3dSaPsjrzb/M0jU6Drh+fj6BsdAkGlKl305X3//IKjNz8RnBAKAEzub2M03JhZo5Srn5wLDkC6/LF95uYbrvT+VsYHT9dgt4L5rRx+NusQ96A4AAIDskrHBoFWrVumdd97R2WefrfPOO0/vvPOO67bvv/++Jk+erL/97W8aPXq0Bg0apP379+vBBx/UoUOHtHr1apkRNXyCwaC+853v6I9//KOGDRumMWPG6OjRo9qyZYteeuklPf300wSEuoBbI9NIdrP2irHJJ5oSNWCv2RJwbN4au9I5cjVc7INVoocrt1V/klR6oakjr7HcGOgo9oSMYUgzZ/hUOc2n535zWqPHHQ9nDURmHRqG9KUv5urFP5zxtH+3CZjI68KkiTmOwWSv3ILRQFdINgmZ6H7rVbKAk9vPnFatf+umxoQTnnX1La736RHDc8MN2gEgmemV+Zo5o1CStPP5Ji1dHt/kzDCkUaNy9fQz8SXiDCNUXrp/vxyVl0tL7y2SIUNlZblR17a6+hadf36ONlUXq7FRrmMDt+txZ2R4AgAAIPNlbDDo7rvvVklJiQYMGKDVq1drxYoVrtsuX75c7777ru644w5NnTpVkmRZlm677TZt3bpVW7du1aRJk8Lbb926VX/84x915ZVXasWKFTL+WVukpqZGt99+u5YvX66f/exnHfsFEcdpIsiRlbyuWrJyM4vvig8E2Roa4g/g8fUN4bJRsRNdXoJYkQgEAR1r+c966ZxzzPBEyaqHTmn1mkD458GgtG17U3hCxe+XplSeSLpf05SW3dtLAwaYamgIXWcSTaC0t7QKpVmQSdwClInut6n8/iYKONXVt2hGpU8bNraWeptR6Rxs8jLhWb0x4PDOkP0HzqQtY9c0pZv/3acHHg6QBQxkqUElrUGbcWPztWxFQ9z5Pu8Wv84f4Hw9tCxp8OAcLVtxKnyNa33WcA+4O2XzJLoeU4IWAAAAkpSxo79LL71UAwYMSLrdyZMn9dxzz+mCCy7QlClTwq8bhqF58+bJNE1t3rw56j32n+fPnx8OBEnSpEmT9OlPf1rPPfecTp48maZvAq/siSA7icupl45hSGVlyWOYiSaDkgVvvvv9k7r9xx+F//z4+gatWNkYVU7ujjtbG2fbD1cAMsOAAaFAUG1tUKsejA4E2YJBqbFRGnVJnhoavJVrDAalI6+e0dTpJ+Ia3APZym42bgc/R10SHeRJdL9NlVOz8potAY2pOK71G0IBlfJLc2UY0voNAcdzsKTEjBs/2P3A7O+zIUEwKJ1Bm9mzfMovMAkEAdnMar1Ovv9+/HXPMKTxVxSoIT5hKOy6aSe0fkMgLohTV9/iGuCxn0MiJQuGRz5nUYIWAACgZ8rYzCCvDh06pKamJl166aVRgR1JOu+88zR48GAdPnxYp0+fVkFBgU6fPq3Dhw/rk5/8pGOwqby8XBs2bNDhw4dVXl7eWV8D/+TUd8Mu5xZZRiGZVMvNxHp2W5OmXNesvn1Nx74/keXq7Icrp7Jzbv71q7n67e+8laQCkJotvwxo8zNNCc9Hw2i9HpSUeIvmmqbCE9JSfMZhe/qlAJnIS/k3O/gSeb5Fnl+pSlSG1bKkPS+13judspD27GmO22cwKE2dfkKLFxbp/PNzXO//N832ac3P05fFs3otwWIg2x083Kyf3NsQzlp06m926NCZ8LOM1+uLHcT54APv5d3cnn/sYDglaAEAANDt8xlqa2slSYMGDXL8eUlJiYLBoI4dOyZJOnr0qILBoOv29utvv/12mo8UXkWuPJ400afdO0OrhHfv7OO5B0Gi1W/2z5wyjyIdPHhGtbVB14e2t95qCa/KmzTRp2U/K/L6FTX4f3X7OCyQEZzO46c3Jw4ESaEeQZGTx8muB5I06ZoCxz5jG58MZSiQLYRskspq9I7ipQxrZBaSfcxO57+d1VtYqLhsXsOQvn51vlavpZwbgNT8entzVMDaSdWtJ1V1a6jqhJfxhhS6Th15tVkLbouvVuFW3i32+UdqDYbbYxOnDE8AAAD0HN0+GPTRR6FyXr1793b8ea9evaK2s/9rvx6rqCg0oU+ZuMzR1ocWp3IzkT97amNxwgey4cNzE5aAe+Sx6BI1w8vyPD/gtbR4fxgE4K6tE7d/+OMZ/WZnQK8caU7YQyzS5z+f6ziJHFvaJbKMJNBdeS3/5rRowrLaViYulpcyrJFZSMmCR5YVavAeuyDEsqRfPtvU7uNNprSUyVegOzJNaf5cf5vfb18jLSv0v2uuie/3E/t5c+f4tXJVY9w1zTASl3ebNNGnTdXRzzhdEcwHAABAZur2wSAgkUSBpKGleVqyqMhxounqCfnq2zfUc2TuHL9r4CbZw5VhSFeNz497fe3jAd34LR8BIaCLWJZUteCUplSeSJp5IIUmZt59NxhXCusbk/KdS8Icji9VBXQnToEYp9XoXrdrC6cs31iR55+X4NET1QENHtw1QZkjR5iIBbqbFUt7adeOPvroI2+rT7yM7X/5S+eMZMOQbrg+tJhtyIV5juOT5Uvjy3XGcuqFGAyGguEEhAAAAHq2bh8MsjOC7IyfWHaGj72d/V+3zJ9Tp05Jcs8cQvcU2QA7VuTDUsW4PP3iyWKNHJEXLvt03/2NunG2TyuWFek7N8U/fNkrpd1WR194YXxJuGBQae1LAKBtnM5B05RuutEXNQFtr9CN3f5/u00qW0R60b15bTbe0U3J7VXuC6oKdfuthY7bbHyytTTjjEpfwoBQMCgdOHiG+y8AT145ckY/X9fouQfYmH/NSxqUdrv+zLvFr6p5oeunW6C9bFh8VlHsc45bYHzp8gbK2QIAAPRw3b5xSUlJiST3Hj+1tbUyTVMXXHCBJGngwIEyTdN1e/t1t55C6H7cGmA79RZ4flezZs7wxzWsXr0moPlz/brssnw9uiY6iBO5AtqpaeuI4bmuDWUBZAb7HI28RnzzWl+4yXKo/FRj1HssS/rgAyvu/DYMqays9fZaV9+i2tqgSkqys1lztn+/nsxrs/GObEoeew938kR1QOecY4RLKhmG9OlPm/rLX+KX1dv35dj7NQA4Wb8htcDJ7t81R5V4c3oGkJxfu+/+Ro2/oiCqx2nsM0zs9dXtOSfyvZHsqgbl5fQNAgAA6Im6fTCorKxM+fn5eumll2RZloyInPv33ntPb775poYNG6aCggJJUkFBgS666CIdOnRI77zzjgYMGBC1vz179ig/P1/Dhg3r1O+B9nGbjHRrgF1enufaD+HAwTOOE0QrVjbKNOMzAyZcmR/+zMULi3THna0BpmBQuv+BhnR9TQAdwDCkpzYWq7FR8vtD5VXq6lvCkzE2p8njRx4LRJV6MQxpyaLWyRq3SZpske3fD4o7D9q7XSqc7uFOE6vBYGgSNbIvh1MgyO61MbQ0T4sXFmnRklNpPV4ACAal0iF52rWjIBwgf+ONM/ru95P3o7Us6dChM6oYF7qWTpro0+DBOTpw8IxGDM/V0NLorKBEzzl2kH7n801aujz6WcSuakAwCAAAoOfp9mXievXqpfHjx+vYsWN66qmnwq9blqX77rtPwWBQ1157bdR7Jk+eLElasWKFrIgZhZqaGv3lL3/R+PHjKRPXjdRsCYRLusWWPkjUANut/IKdyePEKUi0bXtr/e3y8vjSDf+xl3I0QKZ7880WHTvWoqnTT4SvJctWtPYD698vR3PnODePtqzQJPOKZUXavbNPOBjiNkmTLfX6s/37If0SlWx14nQPt8+3SKbpLds2steG0/3aNuwi9+Exvf4AJGIYCmdI2pnFf6vzfl986y9nwtfImi0BTZ1+QkuXN2jq9BNx5d0SPedIobHLuLH5HdbXDQAAAN1PxmYGbd68Wfv375ckvfnmm+HX9u3bJ0kaPXq0Ro8eLUmaP3++9u7dqzvvvFN/+tOfNGjQIL388ss6cOCAvvjFL+qaa66J2vfXv/51Pffcc9q+fbv+53/+R6NGjdKxY8f0/PPP6+Mf/7iqqqo68ZuiPRKtiIustx1bus1+SHMqvzC0NE/zbvFrxcpG5w+NEbm6zqlvEIDMZlkKl4yMzOpbvyGgJ6oDWrIoNIE85MI8Sc7XBcuSzjk7OjMi0SRNNqzGzfbvh/RqSxaZ2z08sgST/edk9+zYXhu1te414g7/2f1ndy0u1IABuXpmS6O2P9ec8DMBdE9upd1SUbMlEFUtwKtHHgvosTWBqOuc5FzeLdFzjs1ruTkAAAD0DBm7JGj//v3aunWrtm7dqldffVWSdODAgfBrr7/+enjb8847T08//bQmTpyoAwcOaN26dfrggw90880365FHHpEZsxwqJydHjzzyiG6++WYdP35c69ev18svv6xrrrlGTz/9tPr27dup3xVt52VFXKLG1pMm+rRrRx+tW1usXTtaV/TPmlmo+XP94RXAhpF4NfCRV0MTQoXOva0BZLhg0L2mv53tUlJiul4HnFbZumUfZstq3Gz/fkiftmaRud3DZ80sjLp3v/VW/H6unpDveu+X3BusJzNgQK6OHWshEARkIcOQ5s91zgL2yrKkQ4ebtWhJ4kCQYUhjxzhnKNqlLxM940jJn3Nsbs87AAAA6HkMyyKPIRUHDhzQyJEjtX//fo0YMaKrD6fHq6tv0ZiK43Er4nbt6BPXO6gtja0j37dnT7NjI1b7M2NX8AHoPpKtAl63tljHjrW49hiZP9evWTPjo8HZ3lMn279fZ8n2scXefc2adeOJuNcXVBVq3Nj8pPflRPfwV44067pp8fv+xZPF6tvXTHjvv/3HH+nZbU2ev4dhSD++rVB33UMvQCAbrVhWJMuSqha0vZ+YYUjjr8jX9ufiry32WMPrc0Ps2MTpGUdq+3MOAAAAep6MLRMHeOG19EFbG1tHvm/SxJyEjVgjm1cDyCyf+qSpv/63+4xLonPXNCW/P5TJEMswpHm3OAeCJIUbOGfrJE22fz+kh1MpI0laurxBy+9rSBpETHQP33/gjOPrBw+e0Yzpftf31dW3aNv2xIGg2IlYyxKBICBLGYb07rtB3Xe/tzLRbq6dVKDNNacdf/b97/lUNiw/3EsoGHT/LKeSmG7l3dr6nAMAAICeh1ou6PY6s/RBokasbQ0EfeqTnIZAR0sUCErEnnxpaIifyJak5T/r5RoIsvXvl6NRl+Rl7URNtn8/tF9sKaNIXkvGuRk5wnld0/Dhra/X1bdo777mqM9wKjMba94t/oQlYgFkD8uSVqxs38Iuw5BGjcp13ceDDwd05NVmHTzUrL/+9UzC68vcOf64kphk3gIAAKC9yAxCVujMFXGx2UiGIc2e5dOanwfa9ADZ1klqAB3HMKSZM3yqnOZT/345qqtvcWzSXFbGbRTwws4ic8uuPXo02Kb7+NDSPF09IT+q3NvVE/LVt6+pvfua9eprzXEr6ydN9LlmK0U6dcoi4xeAZ/Nu8Wt4WZ7rtSUYDAWcvCgdEuonRNYPAAAA0omUBKANJk30ae4cf7iEzNrHAxoz2rkJLIDuwzSlFUt7affOPqqc5lNtbVB19S2emzQDcJcou3bgwLYPSb9/c6EW3l6o73zbp188WayRI/I0puK4Zt14QitWtvbkiMxCSpStZHt0daDNxwSg5zCM1t6BXq4tybT3mggAAAC4YUkz0AZ19S1auaq1lEQwKO3+bbOuHJ+n7c81d+3BAZAkXXVlnn693fv5aAd4KsYVqGZLIK4XGf1xgPbz2uvPq9hztbDQSNiUPTILadJEnwYPztHvX2zSo48R+AGQuumV+Zo5ozDqGmaPFw4dblbVglMpZxiO/ldKrwIAAKBjEAwC2sCp10AwKBUV0lwAyBReA7Njx+Rpyjf94QBPXX1LeHJZas0mKC/Pa3e5lrr6FtXWBlVSQjAJPVe6AqtO52qiQJAUveI+MpAEAG1RdlG+JGnvvua4e/vZfXI07xa/7rs/tV5Eu3Y3hzMY24txBwAAACIRDALawKnXgGlKm2ua3N8EoFN5nXi59QfRWQluwV63niZeJ1rcso2AnigdfTDczlW7hGusyCyk2EASALTFf+xrUtWtJ2VZrdcYSVH3+xu/lVpvUctqex+1SIw7AAAAEItixEAbOPUPmVHpS0ujaYPkIiBtJn+jIHyeup1bR49Gzwbbwd5IbvX7a7YEwr1JxlQcV82W1lJTdfUt2rsvtLrXLduorr6lzd8N6OncztV5t/ij7s/z5/q1bm2xdu3oE54IdQokAUAqDEPa/ExTVNnoxXed0h13Rt/v1z4eiLouJdPWnkGMOwAAAJAMmUFAG8WWuZGkJ6rjV/05rVC2J6WdgkfpCCgBCJ1noy7J08RrCtTYKPn90tTpJ6ImgA1D+uAfLaqrb83q8drTJFE5uT17mqPeP6PSl1K2EYDk3M7VSRN9Gn9FQcIydE4ZvpEMQ7rqynxt+zUZvwCcOY3Zna4pwaBUOiRPm6rzNKXyRNKx/tw5/qRjg9is5NgsIMYdAAAAcEIwCD1KOutmx+7LbaXdUxuL1bevqaNHg/L7pcbG0Gq/998PenogBNA2liVV3XoyaoI4cuLYDspWLTgVVz7FS08TtxJVhw6diQsSbdgYiAsMt3XlL4BWbudqsjJ0sYEkJx/vz/kJIDWmGbrXO93v+/fL0ZJF0QFsp+tP6ZC8hJ8RG/iZ/S2f1qwNRGUoPVEdcCxpzbgDAACgZ2M0iB4jUTmndOzr4MEzjoGdxsbQpNOoS/I0tDRPoy4JNaFvaCALCOgMkaVRJk30adeOPlqxtFdUcMapfIp93jplBO3d16zCQjmWqLJkOQaJZs7wRZWucso2ArqzyBJFncntXE3Gvh7ccH18Dw3LCpV2Gjsm8aQsgJ7DXkRiGO6lZydcmR9XqjKyV9n55+doU3Wx1q0t1qbqYs9laW1OWcmr18RXJrAs6frpjDsAAAAQjcwg9AiJyjml+lDktK877jzluG2iB7pkJWoApI+dsVMxLpQtcPbZzlk9v3+hSddN9rvuJ3Y17oQr87Vte1NUiarhZXmOq3Erp/lUOc2XMNsI6K66a6Py/v1yVDWvSEOG5KhqQfS9PBiUpnzTr1kz/dr0VKN+9evmLjpKAF1t6pQCfesGf/ge/sCDDXp2W3wZyV/9s7SkZYUCRnPn+DVpos/1GumlLG0kr/3OGHcAAADACcEgdIh0lmNLB7dyTnbj+FSO1WlfThk+hpH4gc5LiRoA6fODH57Uu39r0ZAL88JZPbHn3l0/adCf/3xG99zdO+79ToHgX/26SU9tLA6Xf7TP90STO5lwTQTSKZ0LLjpT5FjFLYhrn9dzvm/q188d534N9FBP/eK0Pt7f1JAL8/T++0Ft2+7cTyzymcCypJWrGnXJxXmu10gvZWml1uuV2/glUuwzSCZfhwEAANC5CAYh7TJxdbBTFo5pSkdebda3bmpM6Vi9ZvQsX1qkirGJ92U/AO58vklLlzd4/ToA2iAYlFasbJTUGJfVE+nZbU2acl2zhpZGl4dyCwRv2XpaFeMKol73OrkDZINECy666nc/2aIUp7GKUxBXkvbua9arrzVHfUdDEpVege7PMKTyL+Tqjy+dSbidZbWOIWJ7ACYSDEoHDp5xvEZufDKgqnlFSXucJcpKjmWa0qbq4rgxDAAAACDRMwhp5rY6uLP7B8Sys3Ai62bPnePXylWNKR+r075i64abplQ2LPohLLKXQuT/798vR+PG5sfVDAfQcYJBadv2Jk29rsDx5wcPhiaFIs/VkhLTsUfA08+cduxF1tY+JkB3Yy+SiNSVjcqT9QhMlMm0a0cfrVtbrF07+khSeD+hSeBWBIKA7GBZShoIcnqPV6YpjRie6zjOX78hkPS545Ujzbrjzujr1bbtTeG+Q7F9zSZcmU8gCAAAAK6YfkZaJSvH1pXsRtH2JM+QC/PafKyx+1qyKDo4FFseLnJiavS44xo9LnqSyg4wuTWjBZB+waB07jnOJ93w4blxE8p79jTr+unu2X6ZEvwGOpvTIomualTuZVFKskymUZeEJlIp4wqgvebO8WtoaZ5mVMaPHyxLOnQ4uhdZ5CKUmi0BTak8ERd8CgYVLk+7+7fR79+2vYlxCAAAAFxRJg5p5VaOratWB8eKLcPQnmON3NekiTmuJaHsFX32g1zkA11szfDCQkNVt55s+xcEkJIH/7+Ayobl6NDh1omTqyfkq29fU1Onn4ibUN5UXawNGwOuE8RdXRoL6CqZUhrRS8m6wkLFlXmKvf97bdIOAIl84uOh6870Sp+eqA7EBXaqFpzSqZOha2hsOTjLcs5Csq9XmViiEwAAAJktM2bokTUyaXVwMv375WjuHH84G6e9x+pUEsptRV+kYFDa+XyTXjnSLBkW2UFAms252ad1a4s1f64/7vwKBqU/v9Kihx/opVurCvWLJ4t1z929XSdYGhsVdY2LlUnBb6CzZUJpxGQl62q2BDR1+om4QFDs/d9pP7EMQ7ppto/7NtADGYbiSrQ5bxi62PTvlxNVScBmWdIdd57S7184HZfV6BYIsq9XmVaiEwAAAJmPkSLSLraE2qSJ7mWVulLNloBWrmqUZYUe6ObO8af1WO1SNV7qii9d3qDrpp1Q1YJTcRNUJSWcpkB7PPhwQMeOtWjWzEIt+1lR3M+DQan2aFBjx7bW2U80wRJ5jZs/198tgt9AT5FoUUpsCTn755uqi+Pu/7H7iQ34GIa0ZFGR5txcpN07+2jhj/wd+K0AdCbDkFYs7aWbZrs/F8y7xR9Xos1pP5E9RCdN9GnpT3vFbWdZ0ne/f9JTNuLtP/SrvDy0z+60CA8AAACZgTJx6BCx5dgyTeyEkGVJK1c1avwVBWk77nSUmAkGQ/sB4M3ll+Xq9y9EN4IOBkOrbs8919Dwsry48pBSKCC7/L4GLV5YpEkTfeEJlshyLZETLPY1btQleRp/RUGXl8YC0MqtZF2ijL9E+9n4ZEDrNwTCr0/+RoG+fZM/vN89e5r1k5+67ARARpteWaDz+pq67/7WBWJLFhWprCxX//etM47vmXOz75+9R93Pe7fAzPDhuY7jECd2ENo+Lkm6+55G3XNvY3i8kiklOgEAANA9kHKAHilRjW0nkc1cvXLKLDAMaeHthakeLgAPDEN68Q/OEzf2qtsHHmxwLfMW22jea5ZjJpTGAhB9r+7fLyfcU8M+p9taUim2z8czW06HP+83OwO6485T9BcCuqnqjaf11lstempjsRZUFeqpjcWSpDEVx/Xo6oDjex54KKBXX2t2HEsYhnTD9T7XcYO92MStvGRkls+SRaHMwxVLe0X1OYsdrzAOAQAAgFdkBqFHsieEYkvFOE0IxTZztVfiJeOWWVBenqef3NvAxBGQZm6NliM9u61JU64LTdLsfL5JS5c3RP08tvFypmc5AgiJvVdPuDJf27Y3xd27E2X8OXFbPLLxyYCeqA5wLweywLPbmvSrXzdFZeAkGk/YFQVmz/Jpzc+jgyF+bNIAACAASURBVMWWFQogV04LPSvU1beotjaokpLWrJ1JE30aPDgnrq+oXbaysVFRWT5nn+2+iI0xCgAAAFJBZhB6JK81tmPLycWuxEvGLbNgRqUvaWNqAB3j4MEz6t8vR+PG5jtmCfhp/QF0K0736me3NTneu1Pta+iW5ZtqIMgtCwBAZrCDMl4Wlkih68qanwc0ckR8MMYO1NRsCWhMxXHNuvGExlQcV82W1kyjoaV5WrIo/llkaGleXJZPW7MaAQAAgFiMINFjeZkQSqWcnFspucjSDfZD4foNoVWEN1zv0y+eLFb5F0jSA7yoGJevXzxZ3K5g6vDhofMtNigshc7vqdNPRE3YAMhsXnr0Rd67Uymp5LR45PrpvpQzgiIzDmKZpvT97ybPOAaQWSxLenl//AIx05T+8tfmqBKSTgvKUilH62URGwAAAJAMwSD0aMkmhNxW4n3wQTDqYS7Ryj9b7Mplu4xE376mVj96ln7xZLEqxuWHJ4sMQ7r8ywSJgEgzZ/g0tDRPc+e0PX3nzTejJ2I2VRdHTdKmmgEIoGs53atjxa6iT6UXYOyE7fQ2Zve6ZRvMnuXTwBImdYFMZhjeM/yCQenuexrjznmnBWVeg9OpZjUCAAAATggGAQnErsSzm7dW3XoyHPTxWkouWZbR0NI8rVjaW7t3hh70ntpYrKuuKujorwh0K42Nof8OuTCvzfuIPT8bGuInad0yAAFkHqdV81dPyHddRe9lAYfTZ9gTtv375bQrIB3r7D6mhpflUUoOSKPPfy5H06c5j6NvrSrUww/00nWTvY+zLUv68e3+dp2n7S3tlkpWIwAAAOCEYBCQhL0Sb8WyIkmtk8Z20OfgoWZPpeQaG50nlhsa4lcIHjvWoqnTT6hqwamUViIC2e7Iq82SQpkAbRV7flKLH+j+YlfN33N3b8dV9O3tBWj7eP/0TcYOH56r/v1ytGRRUdr2CfR0/7G3RdVPno573TSlsWPzdfllBSou9j7ANk3p8ssK4vr8xAaeE7l+eug65DUrEQAAAEg3alABHvTvlyMreMYxe8CQIdNUVEDIaSL57VrnYFBs0MipnJxpSj++rVA/ubch6nPsTCWgp1i5qlHjr/C+ktcOpMaeJ0debdaoS0LZRXZWgX3eUYsf6J7srJ1Ised+oixdr+d8zZaA7rjzVHsONewznzI1tDRPdfUtKiQWBHS4CVfmq3+/HNXVt2jNz52zAid/o0BFRYaeqA7EjQsmTcxReXmejh4Nhsf6X/pSngwZGjDA1NTpJxx7ihmGdM45hsZUHI/aJ+XeAAAA0JkIBgEe1GwJaPFd8RM/pimVleV6mkgeOcL5dLOb2dvcJqo+9an4z5lR6dP6DTS6R89hT9p+8A9vK2ofWtVLf/3vFq1Y2Rj1uh1Uss/TSRN9UZM7XiaF6+pbVFsbVEmJt+0BdB77vh076WpnAiZbwCE5n+P2go10LcT469tBPb6+QStXNTpOIANIr23bm/SlL4YyhpzOY8OQvn2TX/375ahyms9xXGAHnp2uM5FjdZtpSnPn+KPOczsrsbycsm8AAADoPASDgCRiM3VshuG+StDpoW5oaZ6unpCvZ7c1hV8bOyZPDQ2hz7Df4zZR5fdL55+fo03VxWpsbJ24eqI6QHYQegzTDGX13Hd/Y/KNJRUWmhpyoSkpenunTACnrAI3bhPNALqeWyk4e9LVywIOt3PcacFGewSD0n33xzeaB9AxgsFQ70/TdM6wv/FbofNcSjwucLvO7NrRR7t29NHRo0H5/QqP2UPXjuRjEQAAAKAjEQwCknCb+Fm+tEgVY1snf71MJN9zd29Nua5ZBw+e0f87HtTaxwN6fldz1ERT/345mnBldNDooqE54bIT9rajLsmj3jh6FMOQZn/Lp5Wr4idOnSZ0Ilf7e80E8CLZRDOArpWsFFyyTMC6+hbdceepuB6B5eV5jgs2pNA16BsTC7S5Jr5HSSJO+wLQ8YJBhftyWlbov2NG52nt4wGtXhtIutAj0XVm1CXO44F0jkUAAACAtmD0CSTh1ly+bFhem/Y3tDRPY8fma+3jAccG1nX1Ldq2vSnqPYcOtzhuW72RrCD0HJYlrVkbcJw4dToP5s7xh4O0ixdGN3z20hOorr7FsclzogkgAF3P7b4dOenav1+O64St073VPsf37GmO+plhSDdc79PunX30b9/2h/uURf586hTnPmd26ajY9wDoHJYVWty1bm2xHlrVS7t2NzuOt514uc5EautYBAAAAEgngkFAEh3x8JZoMtlLCZpgUDp06IyeqE6tXxATTujuUgl+lg5pDdhOmujTrh19tG5tsXbt6JO0pFvNloDGVBzXrBtPaEzFcdVsaT3XXn2tOW57VvcCmaM99+26+hZt2Bh/bzWMULlWp35BldN84cDzkkVF4XutYUhLFhVp9Fedg0HL7u2l8Vc4/yxSxbj8pNsASJ29uOvYsRZ9b85J1yCwk7ZcZ1IdiwAAAADpRpk4wIO2NJdPJFkD62RlY0xTsmQlnRi3J6Ts8hdLFhXpwxNBrVjprd8KkKm8lFZqaIjewGtPoERl4CRp5ar488fOQgKQGdp633ZbkDFzhk8NDfHXHcuK7vlRXp6nZff2kmFaKhsWyjyqq29xvOeXleWqtjaY8F5umqHP3vl8E5nA6LEmXpOvLVubkm+YosULi0L/dQjy2vx+9/e35TqTSn9CAAAAIN1Yxgx4lKikjBO3ElP2vhYvjF49bK8mdFppePWE/LiVh8PL8uLKU8SyLOnaSQVat7ZYu3eGViDOmlmo+XP9Sd8LZCrTlDZVF2tBVWHC7b4352RURo9Xbcnci8xCApAZUr1vS+6lnyqn+ZKWhbIzCqtuPamqBaf03G9Oh48j8r5uGK0BZKd9Ru578cIivflmC4Eg9Ggf+5ipmTNSz6JJlBFvGKHgbbKM/MaI9R9OY/u2XGcAAACArsJ0MNABEpWYihQZDIoUW0binrt7h/+8qbpY558feuCMDCi52VxzOrxa8ZUjzVq/oVGXXJynTdXFlI1Dt2NPjg4tzdOI4bkJf4ctK3G9fzeJJnxT7REAIPN4WazhVPop0c9iMwotS1qxslGPr2+QFLqv2/2BLCuUYfj4+gbV1gY1d44/ap/z5/rD9//y8jwtWnKqo/9KgIy2ek1A+fltK3fs9h47qy9ZQDY22JtsbA8AAABkMsOyWGuYigMHDmjkyJHav3+/RowY0dWHgwxUV9+iMRXH48rB7NrRJ7xq0Ms2Tmq2BMKTTaYpTbgyX9u2NyUtl7VubbF++WxAz25rLbFx6Rdy9dKfzrTpOwJtVVqao//9v0xdeGGuhlyYp53PN2n9hvhm7bFWLCvSOWfnhAObkedCMuvWFmvUJall7sSea4sXFoVr+yf6GdAWjC06j9fzt66+xbX0k9PP9u5r1qwbT8Ttx763S9Locccdr3WmGcoUKh2SF554rq0NqrBQuv+BBv3HXu7VgGFIN872ac3a5GOGSAt/VKi//z2oR1dHvy9y3O00poi8PtTVt8Sdv17G7QAAAECmoWcQkGaJSkzZD4xetpFCE061taFVi5Li+phEBnfcmGaod0rstgSC0JEMQ7r6a/n65bPRv3evvtqimdP9Gj48V/375ahvX1NDLszVhyda9F//1aKnn4n/nbYbPEcGU70GgtqatZOoD0C6e4gB6ByJ+oHFnsd2JpCdRVRS0nquO/X8KCkxw1k/kex7+wsvuvf8CQZDmUK7dhRoz55mz9c3oDsqvdDQkddSX4toWaEMoVQYhnT3PQ3h3pn2ORqZ1SdF39f9/lBpuMj7e/XG+ACU07gdAAAAyHQEg4A0s8tNxK4ujJyQ9rJN7OrlGZW+Nk0Ojf7XPL34h+a2fBWgzSxLcYEg+/WqW0/GZbbZEzPfvqlQG58M6InqQNTrksITssnq+9tiJ3tSlajJc6oNoCMDu0wcAV3D60IMWypZgP375WjeLX6tWNkY9bpphhrQb9iYeBI7GJQOHTpDIAhZ74aZRTp1ykrb7/p3/s2nc88xdPc9jXE/iwzg2AGhFcuKohaY2Nzu63X1LY7nr2FQIhYAAADdDyNYIM0S9RTwuo3T6uUNGwNJa6U71Tx/flez/s/m0+39WkBa2ZltsSv0JalqXlFUzyxJUXX6X32t2bW+v23FstA+MqF8G30GgMyQSs8vtyyiRD3IZs0s1Py5/rh7e0ODkk56m6ZkyfI0OX7TbF/ceMAwpIW3FyYdJ9jZEUBXMAyprCw3qjdm+aXtW5s46uJ8feXygrhz2+n33LKkc85ObTGH2wKUmTN8LO4AAABAt0MwCOgAkQ+5bhPSibZxW708c4YvapJp7Ji8qD/PqPQ+8f3lL3l/+GbiCJ3BXqEvhQKmAweaOnjwTNyE7MpVjVEN151+P195xX3CtjO1ZUIZQMfwsljDliiLKJFZMwvj7u1OQajIoIx9HMPL8pIGum+60ac5NxdpyaLo73H9dJ8uvzxfX7sqP2r7T3/aDH+OYUhf+DxFAZA+H/94agPE2N+/D/7Roj0vtb1ssR3Mtc/tyN/1ebf4Hc+nP+1t0t59zZ7vw25B5MppXb/YBAAAAEgVT4RAB/FSRsptG7cycpXTfDrnHEP33d+oYFDa/dvmuKbTGzYGEq4snjK5QFdfXaChpXm6/ccfJe07ZBjSQ6t66eZbTlK6BimzJ2a8Nnu2f4+dmjnbgkGpdEiedu0oCNf3nzr9RNS26zcEtGFjIGFZp86QalkqAB3La88vL+Vc3cTe2+2J6tiSc07HEbldrPlz/Zo1szDqe2x8MqD1GwLha17s+/77v4N6amOxdj7fpPUbAvQLRFr97W+p9f556U9nNHrccX3tqtYysW3lFMy1ewIZhnRWsam5c+JLN65eE9DqNYGkpR9tbucv93AAAAB0R4ZleZ2igyQdOHBAI0eO1P79+zVixIiuPhxkMadeBeXleRpTcTxucmrXjj7hh9JEk+ix20rSK0eadfDgGQ0fHooNXzftRNR7DEPavbMPTa17uC9/MVcv/jH5JGJk8McwQqvVK8blq7FROvJqs1auakz4O/Tb51vLwrltF/t7vHdfs2bdeMLTtp2trr4l6TkLMLbITKn0DPKirr4laRAqcju/X3rn3RbJMlRWlhv3Hqfri5OFtxfqJ/c2cP9GSj77L4ZefyOzHhNNU9pUXazGRkWdR2732qX3FqlqwamE+/N6P/Z6/gIAAACZjMwgIEM5rV7eu685aZZB5PsiJ9/dVjIOLc3T0NI8SaFJ9ViWFdp/5CrkdU/Q86Sn+ffvFEpGg178Q+KAkGWF+vUcOdKiJ6oDURk6s2YWavwVBTp06Iyqbj3pmC109GhQlpW4v8aEK/Ojfo+dVvDbujoLhxXFQPflNYvIKy8Zw7Hb2fdnJ269TGLd/dMGz9mZknTV+Hxt/01TSu9Bdpk/16/xVxR4CjamU6JsYvv+6XROuGXhfvhh4oNPZYzg9fwFAAAAMhk9g4AM1r9fjkZdkhd++EzU/LquviVcA91+n1PvgkTc9v/BB8FwbfUnqgkE9UTrNzTqkYfO0tQpBQm3M01pwCdy9ER1a7miyD45/fvlqGJcgW6c7fy76PeHfg8T9anatr0pqtZ/bK+A2OPxUtapI3npIQYgM8XehzOJ0z3bidegzq1Vhfrt8330s5/2dr1GI/vZJdbse2tbVE7LT75RjIW3F2r3zj7avbOPbrg++vfvhut9UffPyDGv5D5+Pas48XlrGKG+RfTxAwAAQE9BMAjoRtyaX+/Z06wxFcc168YTGlNxXDVbAlHv8TqRFbt/u/Z61a0nNabiuKqT9CNC9tr5fGjS5Uc/7KX5c/1RP4ttgt7QEJ+lE9t4/fOjnCeKGhtDv4fXT3efiHRq4j5poi88geSlOXxny+QJZQDdU+w9uz0MQ+FysctWnNLan6e28MMwpIoK9ywmdB+W1bqAQ1Kbfr82Ppm4H6WTT30qN5x9849/RN/j//GP1uydmi2BuDGv2/h4+PBc1+O3xy5VC07FjZ0BAACAbEXPoBRR1x+ZILJuuRTfX6W9PUnq6lt06HCzqhacilpRnKh8B7LfurXFGnVJaLLv8fUNuu/+xnBvoJkzfKqc5lP/fjme+uQk2yZRL4xkv9/U9Ud3w9gC7WFf85L1ZfvBPJ+Wrwy43sPtBSCAFCr5+oNbO6ZXZOzvWuR9/ZUjzXH9KyXpF08Wq29fM+nYIfb+H9v7a+4cvz7x8Rz94Icn6ecHAACAHofMIKAbiswycKuTHps5ker+z+6TEzcpZFmhSf/IclyGId0025ewrBe6P9MMlXDbu69ZrxwJTTjavx+WFV0+0G2FbuQES7Jt3Fa8e8n2IQsHQE8SWxr2m5Ody3mapqkli6KzfyPv3QSCYDNNyQoaHRIIMk1p3i1+1/v//gPOvQkPHjyTdMzrdP+PLdU6a2ahzj7bTMvYObZcHQAAAJDpcrv6AAC0j10nPXZ1oz1xX1LiPTuirr5FtbVBlZSYrvutnBbKADl0uFmyDJWVhcp6nD8gJ7zyEtnnwn/J0dTpJxQMOq8ej23C7KXxerJtIn/u94dKyJHtAwDu+vfL0TVXF+j/PH067mfDh+dqaGmeysvzdOjQGf3ft87o0dVtK41FFlF2u366L1xiLZ3jOjszZ8iFedpUned4Xx85wvnxdPjwXPXt6zw2TdYb0C4/Z3Mb46bSYzA242jxwiJ6AgIAACDjZU0w6Ktf/areeecdx59985vf1J133hn12vvvv6/7779fL7zwgj788EN94hOf0IQJE3TTTTcpPz/1pqdAV7EzKCIfSCdcmR+euPf6gBr5UGsYoYmAuXP84ZIzsSs3K8bGT9wPHpyjKZUn4krL/fj2QvU5y9SAAaYaG0OBqi1bA3r6mabwNkwqda5LLs7Rf77sfSXrkddat3X6t3KaRImdfHGSbBsv+wCAniBywUaiMpn/8z9BXTwyRy/vb71uXz0hX0NLQ2U+9+xp9rx4w6k8rD2hb5cKRfYZNzY/PL5ctORUWva5YlmR3n03+M9xZWN4XGmXn7UNLc3T1RPy9ey21r5Dkb+/sWPetvQGdBo7p7KfuvqWqHMoGAz1WSovJysZAAAAmS1rgkGS1Lt3b11//fVxr5eWlkb9+f3339fkyZP1t7/9TaNHj9agQYO0f/9+Pfjggzp06JBWr14tMx3deIFOEptBYQeCJG8PqLEPtZYlrd8QCE/4lA7Ji1q56TYh1dAQHyiwLOlTn8yNeth/fH2DNtc0RW1DQKjzGIY0f25RXOCuLfuxrPhJFC8TlgAA77xkIdRsCeiOO1t7/RlGaFJ/5gxfeCI99n4fKTLwE9kLTgplfjY0BFV7NKgR/8wwOqvYjFpEYr/XzeVfztULfzgTt2CEe3/mmTr9hObO8evosfSWP4vsaZVofHrP3b015bpmHTx4JpzRZvOSeexFe/aTqFwd4x4AAABksqwKBhUXF+vmm29Out3y5cv17rvv6o477tDUqVMlSZZl6bbbbtPWrVu1detWTZo0qaMPF0grO4Ni777mlB9QnR5q7fetXNWoXTsKHBvxGkao7vusmYWSvJXdeHx9g1asbIz7LHvyyf7/NiaK0s+yQiXX5t3id/y3MAzpoVW99L05J13/7k1T2lRdHFfihbIpAOCd12yfZFkIdfUtUYEgKXStf35Xk34wvzD8mtv9/taqQo0dG8qMd5ocj8wmiry2R06mv/9+MOEig9+/eCauvyCLQTqHaYYyvocMyVHVguSZPsGgHMcHbgxJif4J3XoQJRqfDi3NiwoCRUqUNZzKgpS2Zh+no8wcAAAA0BV63Ij15MmTeu6553TBBRdoypQp4dcNw9C8efNkmqY2b97chUcItI/9gBop2QOq03tskQ11nTKIVqxs1OPrGyS1lt1wawr8ypFm3Xe/++SCZcUHgtKt/Au57d7v5G84N+fuTo682qxZMws1f64/6nXDkJYsKpLfbyYMBC1eWKShpXlRjZrdJixprAwA8Wq2BDSm4rhm3XhCYyqOq2aLc/+eRFkIkds4XbNjt3MbI4z9Z1mw/v1yoq7rUuJre+T2Q0vztGRRket4QnIO+kQuBuloY0fnddpnZYKbZvu0bm2xdu3oo6p5RRpelpfw36et/u0m90Uf9pjB7kEU+7N0BlC8nlPtlWy8CwAAAGSqrAoGNTU1aevWrXr00Ue1adMmvfHGG3HbHDp0SE1NTbr00ktlxDwNnnfeeRo8eLAOHz6s06fjG+8C3UFbHlDt9zhNkEQ+qLutKF65qjE84T9pok+7dvQJTz7YWSE1WwIplyWLDQ61l2lKdy7ppWU/K2rXfp5+xvn60BETTF52edX41Puc2f9ms2YW6rfP99GKpb20YlmRdu8M/Zu5BQgnf6Mg6t81kpcJSwBAasFzL4s8SkrMpPdwqW1jhFSu7fYY4IbrvWeEmmYoUzUd99DLvpy46MHu3zX3mCykhT8q1Oc/lx+V5RX7758Opilddlm+4+/oiqW9wmOGjg6gdPaCFLfxLgAAAJDJsqpM3Pvvv68f/vCHUa996Utf0tKlS3XOOedIkmprayVJgwYNctxHSUmJ3njjDR07dkyf+cxnOvR4gY7Sljro9ns2PhnQE9UBx4a69mRT7ERKbJmP2LIb9gN6WyZg0lU+xv4ukiTL6JCyNJYlXTwiR/sPtqRt3//2bZ8eecx5Zatdpm/8FQXa/pumlD4z8t+sf78cVYyL/h1xaq48d05rSUAnlE0BAG9S6Tnipdl9/345WrKoKK5nkNNke6pjBC/X9sjSXJL0RLV7RkZkSdjIknPjryjQxicDWr8h0OZ76Asvnkn4c6cFLZ2hs0vhGYZ09z0NcX/HUuu//6HDzapa4H1sZo85IntFRWYKO/2OVoyLzqROV78fJ13Rx6etZeYAAACArpI1waCJEydq1KhR+sxnPqP8/Hz95S9/0UMPPaQXX3xR//7v/66nnnpKhmHoo48+kiT17t3bcT+9evWSpPB2QHfVlgfU/v1yVDWvSJXTfDp06IwsWRpelhf1c6c+M6Yp+f3Sb3YGJMvQ8OG5UZ/tllGUbHLENKXZ3/Jp9Rr3SaXYCSqnz1j+s14qK8vVnj3NGlNxPKXJoAsGmDr2jvc3vHygRTfd6NMXPpevXb89rU1PtT3L0DCky76cr8fWBKKO2TCk5UuLVDastZRP7CRgMl6CNKlO2niZsAQApB4893I9Dk/yHzojGVbUPSJWKmMEp2v7jMrWLIjYXnEzKn2u91l7YcH4Kwrivkv/fjmqnObT+g0dU9pL6tigjGFI35hYoM018ff9VD7zptk+/b/jQW1+pinp5y1ZVOS4kCcys9qpx1T/fjmqGJujUycVt+ijdEiejrzarJWrGsOvXz/dp8ppvvD7nX4XvY4ZOiqAwoIUAAAAILmsCQZ973vfi/rzsGHD9Nhjj6myslL79+/XCy+8oMsvv7xrDg7oZtwaRUsKZ4ZEThJMuDI/qgS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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_pair(keepers);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(keepers, var_names=\"delta\", ref_val=0, credible_interval=0.95);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.05917932, 12.19730516])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.hpd(keepers[\"delta\"], credible_interval=0.95) # Posterior 95% credible set" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }