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@MaverickMeerkat
Created September 11, 2022 14:09
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1D case"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# generate function\n",
"def function1(a, b, x):\n",
" return a*x/(b+x)\n",
"\n",
"f1 = function1"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# generate data from real model y = 2x/(3+x)\n",
"x = np.linspace(0, 5, 50)\n",
"y = f1(2,3,x) + np.random.normal(0, 0.1, size=50)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x181acc55940>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAV6klEQVR4nO3df6zddX3H8dfLa503qDTauw1uC22y2o3AYt0Z/NFlQ0QpaIAxNynTzISs0Ylz6qolM+jYH62STLeIc1UbhluobLCmAVw1FsNkgj21/BCwpsEfvbcmvSp1I9ZBu/f+uKflcjnfc77n3M+531/PR9Jwz/l+e877lNz3/dz35/35fBwRAgBU34uKDgAAkAYJHQBqgoQOADVBQgeAmiChA0BNvLioN162bFmsXLmyqLcHgErat2/fjyNiotu1whL6ypUr1W63i3p7AKgk2z/IukbJBQBqom9Ct73d9hHb3+5z32/bPmH7LenCAwDklWeEfouk9b1usD0m6WOSdieICQAwhL4JPSLuk/TTPre9R9Idko6kCAoAMLgF19BtT0r6fUmfyXHvRttt2+2ZmZmFvjUAYI4Uk6KflPShiDjR78aI2BYRrYhoTUx07boBAAwpRdtiS9IO25K0TNJlto9HxM4Erw0AyGnBCT0iVp382vYtku4imQOoi537p3XT7gM6fPSYzlw6rk2XrNGVayeLDqurvgnd9m2SLpS0zPaUpI9IWiJJEdG3bg4AVbVz/7Suv/NRHXt2tqI8ffSYrr/zUUkqZVLvm9AjYkPeF4uIdywoGgAokZt2HziVzE869uwJ3bT7QCkTOitFASDD4aPHBnq+aCR0AMhw5tLxgZ4vGgkdADJsumSNxpeMPe+58SVj2nTJmoIi6q2w3RYBoOxO1slr0+UCAE125drJ0ibw+Si5AEBNkNABoCZI6ABQE9TQAWAIZdwSgIQOAAMq65YAJHQAjZFqVF3WLQFI6AAaIeWouqxbAjApCqAReo2qB1XWLQFI6AAaIeWouqxbAlByARqojB0ao3bm0nFNd0new4yqy7olAAkdaJiydmiM2qZL1jzvc0sLG1WXcUsASi5Aw6SsJVfJlWsnteWq8zS5dFyWNLl0XFuuOq90SXkhGKEDDVPWDo3FUMZRdUqM0IGGKWuHBhaOhA40TFk7NOpi5/5prdu6R6s23611W/do5/7pRXtvSi5Aw5S1Q6MOip5w7pvQbW+X9GZJRyLi3C7X/1jShzoPn5b0roh4OGmUAJIqay150HbKsrVfFr0lQJ4R+i2SPiXp1ozr35P0exHxlO1LJW2TdEGa8ACURVbyTJVUBx3dphwNp/oMRU84962hR8R9kn7a4/p/RcRTnYcPSFqeKDYAJXEyeU4fPabQc8nzwzsf7fr8MHXjQdspU7VfZn22YT5D0RPOqSdFr5X0payLtjfabttuz8zMJH5rAKOSlTxve/BQsp72QUe3qUbDKfvyi55wTjYpavt1mk3ov5N1T0Rs02xJRq1WK1K9N1A3ZasNZyXJE9H923iYEsOgS/NTLeVPWSYpesI5SUK3/ZuSPifp0oj4SYrXBJqq6E6JbrKS55jdNakPU2IYdGl+qqX8Kfd4kYqdcF5wycX2WZLulPT2iPjuwkMCmi1lCSBVT3RWKWHDBSuSlRgGXZqfail/0WWSlPK0Ld4m6UJJy2xPSfqIpCWSFBGfkXSDpFdJ+rRtSToeEa1RBQzUXaoSQMqRfq9SQuvsVyYrMQw6uk0xGi66TJKSI6MGNmqtViva7XYh7w2U2bqte7qWACaXjuv+zRct+uuUQdX701OyvS9r0MzSf6BkUpUAiu6JTmXQtsKUbYhVQ0IHSiZVbbjonuhUiupPryL2cgFKKEVtOPWBDkUpqj+9ihihAzVVlwMdBv1Noy6/mQyDETpQY2XdhGsQRfWnVxEJHUCpDdpWWKc2xEHRtggAFULbIgA0AAkdAGqCGjqA56nzKsu6I6EDNVDUqUEoF0ouQMWlXOre5FWWdUBCByouZRJu8irLOqDkAgyobDXmlEk49WEPWFyM0IEBlHEnv5RL3et02EMTkdCBARRdY+52AlHKJFyX/V+aipWiwABWbb5b3b5jLOkTb33NSEsx8ztQpNnEveWq8yQ1c6l7E/VaKUoNHRhAVo359PElI2/36/Xbwf2bLyKBl9xizL2Q0IEBZO3kZ6tnKSbFN3LVOlCyEljZJpUXw2L191NDBwaQVWM++vNnu95/8hs3xSRqlfb5zpo8/vDOR0s3qbwYFmvuhYQODOjKtZO6f/NF+t7WN50qdWQl1TE72TdylTpQshLYbQ8eauTCpcX67apvQre93fYR29/OuG7bf2/7oO1HbL82aYRABWQl2xMZTQfDfCNXqQMl6/Ol/PeoksX67SpPDf0WSZ+SdGvG9Uslre78uUDSP3T+CzRG1qEKN+0+kHShTlVOIMqaPB6zuyb1MpaNUlqsU5T6JvSIuM/2yh63XCHp1pjtf3zA9lLbZ0TEjxLFCCzYYkzEZSXbJh6HlpXA/uC3JnXHvunG/Xss1ilKKbpcJiUdmvN4qvPcCxK67Y2SNkrSWWedleCtgf6K3EGwqceh9frcrbNf2bh/D2lxfrvKtbCoM0K/KyLO7XLtbklbIuLrncdflfTBiNjX6zVZWITFsm7rnq6//k8uHdf9my8qICJgeKM+gm5K0oo5j5dLOpzgdYEkqta/DQwrRclll6TrbO/Q7GToz6ifo0yG3UGwiQtgUG152hZvk/QNSWtsT9m+1vY7bb+zc8s9kp6UdFDSZyX92ciiBYYwTP92GXdVBPrJ0+Wyoc/1kPTuZBEBiQ0zMdlrZR+jdJQVe7mgEQbtMKDujipi6T/QRZX2TQFOIqEDXSzGvindDqsAFoKSC9DFqBcEFbnYCfVFQgcyjHJlH5OuGAUSOhqviH5zJl0xCtTQ0WhF9Zsz6YpRIKGj0RbrJJn5qnRYBaqDkgsarajSR1N3YcRokdDRaMPu85JCVQ6rQHVQckGjUfpAnTBCR6NR+kCdkNBRCkVuVUvpA3VBQkfhWDUJpEENHYUrqnUQqBsSOgrHqkkgDUouKFyv1kGOgQPyY4SOwmW1Dr7u1yc4Bg4YAAkdhbty7aS2XHWeJpeOy5Iml45ry1Xn6d7vzFBbBwZAyQWl0K118H1ffKjrvYePHqMUA3SRa4Rue73tA7YP2t7c5fpZtu+1vd/2I7YvSx8qmiZr+f3p40soxQBd9E3otsck3SzpUknnSNpg+5x5t31Y0u0RsVbS1ZI+nTpQVN+gR65l1dZtUYoBusgzQj9f0sGIeDIinpG0Q9IV8+4JSa/ofH26pMPpQkQdDLPveFZt/ejPn+16P22OaLo8NfRJSYfmPJ6SdMG8ez4q6cu23yPpNEkXJ4kOtTHskWvdaus37T5Q2A6JQJnlGaG7y3Mx7/EGSbdExHJJl0n6gu0XvLbtjbbbttszMzODR4vKSrl4iB0Sge7yJPQpSSvmPF6uF5ZUrpV0uyRFxDckvVTSsvkvFBHbIqIVEa2JiYnhIkYlpTxyLasUQ5cLmi5PyWWvpNW2V0ma1uyk5zXz7vmhpNdLusX2b2g2oTMExymbLlnzvA24pIWNqtkhEXihvgk9Io7bvk7SbkljkrZHxGO2b5TUjohdkj4g6bO236fZcsw7ImJ+WQYNxr7jwOi5qLzbarWi3W4X8t4AUFW290VEq9s1lv4DQE2w9B99scweqAYSOnriNCGgOii5oCdOEwKqg4SOnjhNCKgOEjp6SrkgCMBokdDRE8vsgepgUhQ9sSAIqA4SOvpimT1QDZRcAKAmSOgAUBMkdACoCRI6ANQECR0AaoIuF9QKG4mhyUjoqA02EkPTUXJBbbCRGJqOhI7aYCMxNB0lF5xS9frzmUvHNd0lebORGJqCETokPVd/nj56TKHn6s8790/3/Dvrtu7Rqs13a93WPT3vXQxsJIamI6FD0uD152F+AIzalWsnteWq8zS5dFyWNLl0XFuuOq9Sv2UAC5Gr5GJ7vaS/kzQm6XMRsbXLPX8k6aOSQtLDEXFNwjgxYoPWn/v9ACiqdMNGYmiyvgnd9pikmyW9QdKUpL22d0XE43PuWS3peknrIuIp2788qoDLqMjac6r3HrT+nJXoT47UaR0EFl+eksv5kg5GxJMR8YykHZKumHfPn0q6OSKekqSIOJI2zPIqsvSQ8r0HrT9nJfoxm9ZBoCB5EvqkpENzHk91npvr1ZJebft+2w90SjQvYHuj7bbt9szMzHARl0yRvc8p33vQ+nPWD4ATEV3vp3UQGL08NXR3eW7+d+2LJa2WdKGk5ZL+0/a5EXH0eX8pYpukbZLUarW6f+dXTJG9z6nfe5D6c9ZJRjftPkDrIFCQPAl9StKKOY+XSzrc5Z4HIuJZSd+zfUCzCX5vkihLrMje56L7rrN+AMytoUu0DgKLJU/JZa+k1bZX2X6JpKsl7Zp3z05Jr5Mk28s0W4J5MmWgZVVk73MZ+65pHQSK03eEHhHHbV8nabdm2xa3R8Rjtm+U1I6IXZ1rb7T9uKQTkjZFxE9GGXhZFHmIclkPcKZ1ECiGI2MSa9RarVa02+1C3hsAqsr2vohodbvGSlEAqAkSOgDUBLstNkzVd1QEkI2E3iCc6APUGwm9prqNxHutLCWhA9VHQq+hrJH4/GR+EsvygXpgUrSGskbiY+62iwPL8oG6IKHXUNaI+0RE6VaWAkiHhF5DWSPuk8vwWZYP1BM19BEqqkVw0yVrMjfIYlk+UF8k9BFJ3SI4yA+Hsu7xAmC0SOgjkrJFcJgfDozEgeahhj4iKQ+fKPJUJADVQUIfkayJyWFaBIs8FQlAdZDQRyTl4RMpfzgAqC8S+oikPLmnjCcTASgfJkVHKNXEJF0rAPIgoVcEXSsA+qHkAgA1QUIHgJqg5FIynCgEYFi5Rui219s+YPug7c097nuL7bDd9URq9HZyRej00WMKPbcidOf+6aJDA1ABfRO67TFJN0u6VNI5kjbYPqfLfS+X9OeSHkwdZFOwIhTAQuQZoZ8v6WBEPBkRz0jaIemKLvf9jaSPS/pFwvgahRWhABYiT0KflHRozuOpznOn2F4raUVE3NXrhWxvtN223Z6ZmRk42LpjRSiAhciT0LudWxanLtovkvQJSR/o90IRsS0iWhHRmpiYyB9lQ7AiFMBC5OlymZK0Ys7j5ZIOz3n8cknnSvqaZ8+s/FVJu2xfHhHtVIGWwag7UFgRCmAh8iT0vZJW214laVrS1ZKuOXkxIn4madnJx7a/Jukv65jMUx1Y0esHAytCAQyrb8klIo5Luk7SbklPSLo9Ih6zfaPty0cdYFmk6kChNRHAqORaWBQR90i6Z95zN2Tce+HCwyqfVB0oKU8yAoC5WPqfU6oOFFoTAYwKCT2nVB0otCYCGBUSek6pDqygNRHAqLA51wBSdKDQmghgVEjoBaA1EcAoUHIBgJogoQNATZDQAaAmSOgAUBNMinbBMXAAqoiEPk/KTbgAYDFRcpmHY+AAVBUJfR72WgFQVST0edhrBUBVkdDnYa8VAFXFpOg87LUCoKoandCz2hPZawVAFTU2odOeCKBuGltDpz0RQN00NqHTngigbhqb0GlPBFA3uRK67fW2D9g+aHtzl+vvt/247Udsf9X22elDHc7O/dNat3WPVm2+W+u27tHO/dOSaE8EUD99J0Vtj0m6WdIbJE1J2mt7V0Q8Pue2/ZJaEfFz2++S9HFJbx1FwIPIM/FJeyKAusjT5XK+pIMR8aQk2d4h6QpJpxJ6RNw75/4HJL0tZZDD6jXxSXsigLrJU3KZlHRozuOpznNZrpX0pW4XbG+03bbdnpmZyR/lkJj4BNAkeRK6uzwXXW+03yapJemmbtcjYltEtCKiNTExkT/KITHxCaBJ8iT0KUkr5jxeLunw/JtsXyzpryRdHhH/mya8hWHiE0CT5Kmh75W02vYqSdOSrpZ0zdwbbK+V9I+S1kfEkeRRDomJTwBN0jehR8Rx29dJ2i1pTNL2iHjM9o2S2hGxS7MllpdJ+lfbkvTDiLh8hHHnxsQngKbItZdLRNwj6Z55z90w5+uLE8cFABhQY1eKAkDdkNABoCZI6ABQEyR0AKgJEjoA1AQJHQBqojZH0GWdDwoATVGLhM75oABQk5IL54MCQE0SOtvkAkBNEjrb5AJATRI62+QCQAUnRXt1s9DlAqDJKpXQ+3WzkMABNFmlSi50swBAtkoldLpZACBbpRI63SwAkK1SCZ1uFgDIVqlJUbpZACBbpRK6RDcLAGSpVMkFAJAtV0K3vd72AdsHbW/ucv2XbH+xc/1B2ytTBwoA6K1vQrc9JulmSZdKOkfSBtvnzLvtWklPRcSvSfqEpI+lDhQA0FueEfr5kg5GxJMR8YykHZKumHfPFZL+qfP1v0l6vW2nCxMA0E+ehD4p6dCcx1Od57reExHHJf1M0qvmv5DtjbbbttszMzPDRQwA6CpPQu820o4h7lFEbIuIVkS0JiYm8sQHAMgpT0KfkrRizuPlkg5n3WP7xZJOl/TTFAECAPLJ04e+V9Jq26skTUu6WtI18+7ZJelPJH1D0lsk7YmIF4zQ59q3b9+Pbf9g8JBPWSbpxwv4+1XUtM/ctM8r8ZmbYKGf9+ysC30TekQct32dpN2SxiRtj4jHbN8oqR0RuyR9XtIXbB/U7Mj86hyvu6Cai+12RLQW8hpV07TP3LTPK/GZm2CUnzfXStGIuEfSPfOeu2HO17+Q9IdpQwMADIKVogBQE1VO6NuKDqAATfvMTfu8Ep+5CUb2ed1n7hIAUBFVHqEDAOYgoQNATVQuoffb+bGObG+3fcT2t4uOZTHYXmH7XttP2H7M9nuLjmnUbL/U9jdtP9z5zH9ddEyLwfaY7f227yo6lsVg+/u2H7X9kO128tevUg29s/PjdyW9QbOrU/dK2hARjxca2IjZ/l1JT0u6NSLOLTqeUbN9hqQzIuJbtl8uaZ+kK+v8/7mzmd1pEfG07SWSvi7pvRHxQMGhjZTt90tqSXpFRLy56HhGzfb3JbUiYiQLqao2Qs+z82PtRMR9atBWChHxo4j4Vufr/5H0hF64IVytxKynOw+XdP5UZ7Q1BNvLJb1J0ueKjqUuqpbQ8+z8iBrpHJayVtKDxUYyep3yw0OSjkj6SkTU/TN/UtIHJf1f0YEsopD0Zdv7bG9M/eJVS+i5dnVEPdh+maQ7JP1FRPx30fGMWkSciIjXaHYDvPNt17a8ZvvNko5ExL6iY1lk6yLitZo9MOjdnXJqMlVL6Hl2fkQNdOrId0j6l4i4s+h4FlNEHJX0NUnrCw5llNZJurxTU94h6SLb/1xsSKMXEYc7/z0i6d81W0ZOpmoJ/dTOj7ZfotlNwHYVHBMS60wQfl7SExHxt0XHsxhsT9he2vl6XNLFkr5TbFSjExHXR8TyiFip2e/jPRHxtoLDGinbp3Um+WX7NElvlJS0c61SCb1zGtLJnR+fkHR7RDxWbFSjZ/s2zW5NvMb2lO1ri45pxNZJertmR20Pdf5cVnRQI3aGpHttP6LZgctXIqIRrXwN8iuSvm77YUnflHR3RPxHyjeoVNsiACBbpUboAIBsJHQAqAkSOgDUBAkdAGqChA4ANUFCB4CaIKEDQE38PwQ2dI9gODdRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x,y)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def Jacobian(f, a, b, x):\n",
" eps = 1e-6\n",
" grad_a = (f(a + eps, b, x) - f(a - eps, b, x))/(2*eps)\n",
" grad_b = (f(a, b + eps, x) - f(a, b - eps, x))/(2*eps)\n",
" return np.column_stack([grad_a, grad_b])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def Gauss_Newton(f, x, y, a0, b0, tol, max_iter):\n",
" old = new = np.array([a0, b0])\n",
" for itr in range(max_iter):\n",
" old = new\n",
" J = Jacobian(f, old[0], old[1], x)\n",
" dy = y - f(old[0], old[1], x)\n",
" new = old + np.linalg.inv(J.T@J)@J.T@dy\n",
" if np.linalg.norm(old-new) < tol:\n",
" break\n",
" return new"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"a, b = Gauss_Newton(f1, x, y, 5, 1, 1e-5, 10)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"y_hat = f1(a,b,x)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x181affb8ac8>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x, y)\n",
"plt.plot(x, y_hat)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def function2(a, b, x):\n",
" return (1/np.sqrt(2*np.pi*b))*np.exp(-0.5*(1/b)*(x-a)**2)\n",
"\n",
"f2 = function2"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"y = f2(2.5,0.5,x) + np.random.normal(0, 0.01, size=50)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x181b04912b0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x,y)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"a, b = Gauss_Newton(f2, x, y, 3, 1, 1e-5, 10)\n",
"y_hat = f2(a,b,x)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x181b04c5fd0>]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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8umwbU8YMZtHtHw46nJR15yUTmffkqnbdLgZ85eKTgwtKkopa6JJwK7dV8/Z7B7lOJXJ7pXVrutba8UP75eLAkP65QYcmSUItdIm7heWV3Lt4PduraxhdWMDYIQX0yw0x63StDO2t2VOLj3ZT1YebOPvu5/nVG1u54JQRAUcmyUAtdImr1ql1ldU1OFBZXcPrm/YypXgwA/LUfoin3OwsrjpzDM+/vYtdB7Q3u6iFLnEWaWodwLtVhwOIJv1dd9Y4fvznjfzbb9eyclv10auiOy+ZqAHnDKSELnEVbQpd1aG6Po4kM4wf3p+TRgzgmVU7ju7cXlldw7wnVwEoqWcYdblIXEWbQlesqXUJs+dQ3dFk3koLjjKTErrE1Z2XTKQgJ9TuWH52lhYQJdC+Iw0Rj2vBUeZRQpe4ap1aN2pwPtC8GvTuq6bo0j+Bol39aMFR5lFCl7ibPbWYL7csdvn5356lZJ5gd14ykbzs9h9llVXITBoUlYR4dNk2Tijqz7TxQ4MOJe21/sH8p8ffor6xidGD8/mnmafoD2kGUgtd4u7t9w6wfMs+rp82DjMLOpyM0NrVBfCf15yuZJ6hYkroZjbTzNab2QYzmxvh/s+b2SozW2lmr5jZpPiHKqliwdKtzYtezhgTdCgZ5bIpoxhckMOCN7SbUabqMqGbWQi4D7gUmATMiZCwF7j7ZHc/Hfgu8L24Ryop4Uh9mKdWVHLZ5FGqMdLH8nNCXHlGMc+u3sEezfvPSLG00KcBG9x9o7vXA48Cl7c9wd0PtLnZHzpNi5UM8bs3d3CwLsz101WIKwg3TB9HQ6Pz+PKKoEORAMSS0IuBbW1uV7Qca8fMbjOzd2luod8R6YnM7BYzKzOzsqqqqp7EK0nukaVbmDBiAKXHDwk6lIx00oiBTCsZyoI3ttLUpHZVpokloUca1er0TnH3+9z9ROCfga9HeiJ3f8DdS929tKioqHuRStJbXbmfNyv2c/10DYYG6frp49iy5wivvbsn6FCkj8WS0CuAsW1ujwG2H+P8R4HZvQlKUtOCN7aSn5PFlVM1GBqkmacdx5B+OSx4Y0vQoUgfiyWhLwMmmNl4M8sFrgMWtT3BzCa0uXkZ8E78QpRUcKguzNPllXxiymgG98sJOpyMlp8T4uozx/DHNTvZdVBldTNJlwnd3cPA7cBiYB3wmLuvMbP5Zjar5bTbzWyNma0EvgzcmLCIJSk9vbKSw/WNGgxNEnOmjSPc5PymTIOjmcTcgxk4KS0t9bKyskB+tsSXu/OJH75CY5Pzhy+eq/7zJDHngddZv/Mg+dlZ7NhfqzrpacLMlrt7aaT7tFJUeu3Niv2s2X6AG2Ycr2SeRCaMHMDew/Vs3197dPeoeU+uYmF5ZdChSYIooUuvLVi6hX65IWZrz9Ck8tzanZ2OqU56elNCl17ZX9PAb9/cwawPjmZgvgZDk8mO/ZEHRFUnPX0poUuvLCyvpKZBg6HJKFo9dNVJT19K6NJjT62o4N9/txaAWx9eob7ZJBNp9yjVSU9vqocuPbKwvJJ/fmIV4Zbl5dqYOPm0/h7m/24tew/XM7RfLt/45CT9ftKYWujSI/cuXk99Y1O7YxpwSz6zpxaz7GsXMWZIASeNHKBknuaU0KVHKqMMrGnALfmEsoy/+dDxvLFpL+t2HOj6AZKylNClRwbkRe6t04BbcrqmdCz5OVn84rXNQYciCaSELt1W29BIkztZHdYQacAteRX2y+WKqcU8VV7JvsP1QYcjCaKELt329MpKjtQ38oXzT6K4sAADigsLuOvKyeqjTWI3nl1CXbiJX5dt6/pkSUma5SLd4u78/LUtnHLcQL7ysZP5qlrkKeOU4wYx44Sh/HLJFj537gmEOl5iScpTC126pXVg7aazS1S3JQXddHYJldU1PLeuc1kASX1K6NItv1iymcEFOVx+urpWUtFFHxhJcWEBP391c9ChSAKoy0Vitr26hsVrdvLZc8dTkBvq+gGSdLJDWXx6xvHc8+zbTPv2c1QdrFNZ3TSihC4xe/j1Lbg7n5lxfNChSC8Mym/+2O86WAdolW86UZeLdGlheSVn3/U8P3rpXXKzsyjbvC/okKQXfvTSu52OaZVvelALXY5pYXkl855cRU1DIwC1DU1qzaW4aKt5tco39amFLsd07+L1R5N5K7XmUpvK6qYvJXQ5JrXm0o/K6qYvJXQ5JrXm0s/sqcXcdeVkRg/OByAnZHznitPUhZYGlNDlmK47a2ynY2rNpb7ZU4t5bd6F3HPVZBoaneED84IOSeJACV2O6e2dB8nPyWLU4HzVbElDs6cWM3JQHvf/ufPMF0k9Mc1yMbOZwA+AEPCgu9/d4f4vA58FwkAV8HfuviXOsUof27z7MH9YtYNbPnIicy89JehwJAHyskPc/OHxfOeZt3mropopYwqDDkl6ocsWupmFgPuAS4FJwBwzm9ThtHKg1N2nAI8D3413oNL3HvjLRrJDWfzdOSVBhyIJNGfaOAblZ6uVngZi6XKZBmxw943uXg88Clze9gR3f9Hdj7TcfB0YE98wpa/tOlDL42UVXH3mGEYMyg86HEmggfk5/M2HSvjD6vfYWHUo6HCkF2JJ6MVA2wLKFS3HorkZ+EOkO8zsFjMrM7Oyqqqq2KOUPvezVzcTbmrilnNPCDoU6QM3nVNCbiiLB17eGHQo0guxJPRINVI94olmnwZKgXsj3e/uD7h7qbuXFhUVxR6l9KkDtQ088voWPj55FCXD+wcdjvSB4QPyuKZ0LE+uqGTngdqgw5EeimVQtAJoO3dtDLC940lmdhHwNeA8d6+LT3gShIdf38LBujCfP+/EoEORPvS5c0/g4aVbuPA//8zhurCqMKagWFroy4AJZjbezHKB64BFbU8ws6nAj4FZ7r4r/mFKX6ltaORnr2zm3AnDOa14cNDhSB9asXUfWRiH6sI471dhXFheGXRoEqMuE7q7h4HbgcXAOuAxd19jZvPNbFbLafcCA4DfmNlKM1sU5ekkyT2+vILdh+q49Xy1zjPNvYvX0+jte1NVtye1xDQP3d2fAZ7pcOwbbb6/KM5xSQDCjU088PJGPji2kA+dMCzocKSPqW5P6tNKUTlq0Zvb2br3CLeed4L2C81AqtuT+pTQBYDHy7Zx5+NvATD/t2vVb5qBIlVhzM/OUt2eFKINLuToJhaNTc39p9v312oTiwzU+ru+d/F6Klu6Wc6bWKT3QApRQhfuefZtGpoiD4bpw5xZZk8tPvo7v/Xh5bz81yr2HKpj2ABVY0wF6nIRduyPvJBEg2GZ7SsfO5mahsaIe5BKclJCz3DVR+ojLgUGDYZlupNGDOSqM8bwy9e36I97ilCXS4ZZWF7JvYvXs726htGFBUw8biAAedlZ1IWbjp6nTSwE4B8vPpmnV27nB8+9wz1XTwk6HOmCEnoGaR38bN30ubK6hsrqGkqPH8KnZxzfLtFrybdA84YmN8wYxy9e28wJRf15aMkWvUeSmBJ6Brl38fqjybytbXuPtBsME2nrtgtO4pGlW/nus++vJG0tCwCaCZVM1IeeQaL1g+46qFpqEt3wAXnkhbJUFiAFKKFnEK0ElJ46WBeOeFyDpclFCT2DRFoJqMFPiUWxGgMpQQk9g8yeWsy3rziN3FDzr33UoHzuunKy+kClS3deMpH87PbpQo2B5KNB0QwTbnTqG5v47lVTuOassV0/QIT3Bz7n/24tew/XMyg/m/mXn6bGQJJRCz2D7D1cz3f+sI6zSoZw9Znax1u6Z/bUYlb8y8VcPGkkDY1OacmQoEOSDpTQM8jdf1jHodow35o9mawslceVnvnmrFMB+Lffrg04EulICT1DLNu8l8fKKrj53PFHV4eK9ERxYQFfvGgCf1q7k+fW7gw6HGlDfegZoKGxia8/tbr5g3jhhKDDkTRw84fH8+SKCv510Rr2HK7jv5/foBWkSUAt9Azws1c2sX7nQb4561T65epvuPReTiiLb82eTGV1DV97ajWV1TXaWDoJKKGnuYp9R/j+c+9w0QdGcvGkkUGHI2lk2vih9MsNEY5SS1/6nppraaq1qmJldQ0GnH2iNn2W+DtS37k2EGgFaVDUQk9DrVUVW7cRc5oLc+kyWOJNK0iTixJ6GopUVVGXwZIIWkGaXGJK6GY208zWm9kGM5sb4f6PmNkKMwub2dXxD1O6ozLK5a4ugyXeZk8t5u6rpjByUPOeozkh498vP1WzXALSZR+6mYWA+4CLgQpgmZktcve2qwq2AjcBX01EkNI9g/KzOVDbuTqeLoMlEVpr6T+7egeff3gFf911COi8O5amMyZeLIOi04AN7r4RwMweBS4HjiZ0d9/ccl9TpCeQvrN8yz4O1YUJmbWrX63LYEm0maeN4tMzxvHAyxsx4KElW9rtjqUNMRIvloReDGxrc7sCmN6TH2ZmtwC3AIwbN64nTyEdtG0FHTcon9pwI6MLC7jt/JP4nxe12EP61tcvm0TZ5n385C8b6TCb8eg4jt6HiRNLQo9U9MMjHOuSuz8APABQWlrao+eQ93XcI3THgVoAbjy7hDnTxzFnuv5oSt/KzwnxwzlTufi/Xo54v8ZxEiuWQdEKoG2d1THA9sSEI90RbY/Q35RVBBCNSLMJIwdSWJAT8T6N4yRWLAl9GTDBzMabWS5wHbAosWFJLKK1dtQKkqD96ycnEbL2F/cax0m8LhO6u4eB24HFwDrgMXdfY2bzzWwWgJmdZWYVwKeAH5vZmkQGLc20R6gkqyvOGMO3Zp9GqKVM88hBedodqw/ENA/d3Z9x95Pd/UR3/3bLsW+4+6KW75e5+xh37+/uw9z91EQGLc3uuPAkOjSC1AqSpDFn+jieueNcBuZnMyAvm/NOLgo6pLSnlaIpqqGxiT+sfg+Aof1zMZqXYasVJMlk4nED+cnflLJtXw03/2IZNVFqv0h8qDhXCnJ35j6xipfWV3HXlZOZM02zWSR5zThhGD+49nS+sGAF//Crcu7/9Blkh9SWTAT9r6age55dzxMrKvjSRScrmUtKuHTyKObPOpXn1u3kX55ejbtmLSeCWugp5mevbOL+P7/LDdPHcceFJwUdjkjMPvOhEnYeqON/XtzAiIH5fOnik4MOKe0ooaeQRW9uZ/7v1jLz1OOYf/lpWMcRUZEk95WPncyug7X84Pl3GDEojxumHx90SGlFXS4pYt6Tb3HHr8oBeKuimt++qbVdknrMjOnjh5GXncXXnlrNlG8u5qkVWggXL2qhJzl359ZHVvBsy4wWgO37a1XoSFLSwvJKvr5wNXXh5jp+B2rDfPXxt3CHK88cE3B0qU8t9CTW0NjE3CdWtUvmrbRhhaSiSOUqGpuc/7dwFbURylhI9yihJ6nDdWE++4syfl22Leo5WuIvqSbae7a2oYnP/HQp1Ufq+zii9KKEnoR2Hazl2geW8MqG3dx15WTt2yhpI9p7dki/HFZsrab0W89RMvf3nHP3C9oDtweU0JPM9//0Vz70nRdYXXmAwoKco0v5C3JC7c7TEn9JRdHey5dNGUXIjHBLEfXWDTGU1LtHCT0AC8srOefuFxjfpiVSF27ks79Yxveff+foTkN7DtcfHfxsbalrib+kstlTiyO+l198u4r6xvYbntU0NHLPs28HE2iKsqBWbJWWlnpZWVkgPztIHTelAMjLzmJY/1y276+N+JjiwgJenfvRvgpRpM+Nn/v7qLvmPHHr2WzbeyTi/qSZuG+pmS1399JI92naYgJFerNFGuWvCzfx3oHIyRw0+Cnpb3RhAZUR3uchM66+/7WI3TFlW/byxPJK7VvahrpcEqS1JV5ZXYPz/pst0psWoMnR4KdkrGh969++4jQKckJHk3mrmoZGfrV0W6fGUaZP51VCj4NIfeKRWuI1DY1R/8OLW1rwGvyUTBStb/26aeOiltxtjNJdnMlXtOpy6aWOfeKtLfFIe30CNEU41pq0Wy8TM61PUASak3qk93q07phoRhcWZGTfOmhQtNfOufuFqH1/kVoQA/KymXfpKfzopXcz7s0m0hORJhJkZxlm0NDY/jNWkBPiqjOL2/Wttx5Pl5lhGhRNoGiXd43uZFlz33ir/OwsvjX7NGZPLeaGGaoyJxKLaFeu52DVwdwAAAgSSURBVE8s4qu/eZPn1+3CgZyQ8fHJx/H82l1R+9bTIaEfixJ6Lx3rcrBoYB419Y0cqA0f7SNP9zeUSCJE64558MazqD5Sz9Mrt/Ob5dt4YkX0hUiZ0LeuhN4Lew7V8dFTRrBg6dZ23SuhLOMfLjiJL140QTXLRRKssF8uN55dwo1nl7Bm+36uuX8JhyMMpI4clB9AdH1LCT2CaAMq1UfqWVW5n9fe3cNf3qlideUBAPrlhnBvvqwbNTiff555ilriIgE4dfRgvn3FZOY+8Ra14fZTEN47UMvM77/MuROGc/aJwzmteDBFA/OA6J/5VKNB0Q4Wlld2ejNkGQwuyGHfkYajx3JDWVw0aQR//5ETOa14MKEstcRFkkXbBD1qcD7XTx9HdiiLJ5ZX8M6uQ0fPG1yQQ3FhAX/debDdXPe2g6jdTfaJ/uNwrEHRmBK6mc0EfgCEgAfd/e4O9+cBDwFnAnuAa91987GeM8iEXlPfyIKlW7j/zxupOlTHoPxspowpJDtkvPLO7k6LGKB5wMWdqL90EUlukWbLhMxwnAgfefKysyg9fghLN+1t97nPz87i7qumRPzcR/oZ8c4TvUroZhYC/gpcDFQAy4A57r62zTlfAKa4++fN7DrgCne/9ljP25uEvm3vEQ7Xh6ltaKKmvpHahuavmoZGDteFOVgX5mBtmIO1DS3/hqk+Us+ew/XsPlgXsX8NYMyQAir2dW/gRHVWRFJDtCnGx2IGkVKkAWOGFjCsfx6F/XIYmJ/DwPxsFq3czqG6cKfzh/fP5Sc3llKQG6J/bjZjh/br4avo/bTFacAGd9/Y8mSPApcDa9uccznwzZbvHwf+x8zME9Cfs7C8ki8/tjLiX9S2QlnG4IIcsgz21zTQ0OgU5ISYNn4o5Vv3caC283+6tyy/784vPRNGzkXSQXc/q8WFBVEf48CIgfmsrtxPXbiJUJZRkBOKmMwBdh+u54ofvdbuuRPRTx/L0v9ioO22ORUtxyKe4+5hYD8wrOMTmdktZlZmZmVVVVXdDrb1cqZtMs8NZTHz1JHkZbd/KTlZzXNSD9c1Hl18UNPQyBub9kZM5tD8C4+2/H5Iv5yIj1GdFZHUEO2z2rrvQFutq7eP9Zi12w8c3Ru1sclpbPKoeaJ/bojc0Ps5KlH13mNJ6JFG+zq2j2M5B3d/wN1L3b20qKgolvjaiVQfpb6xiT+t3XX0P7ZVbbgpavGeUJSphKMLC6LWlPjXT56qOisiKSxaY+2bs06Nut9AtMeYETG3uBPx/NzsrIj13uNdSCyWLpcKYGyb22OA7VHOqTCzbGAwsDcuEbZxrFWZ3T1ekBPqNHDRmpyjLWIA1VkRSVVd1UqK9FmO9pgv/XplxJ+xv6aB/7r29JjPj3eXbSwJfRkwwczGA5XAdcD1Hc5ZBNwILAGuBl5IRP/5sWomR0re0Y639l91NzkfK9GLSPLryWc40mPuXbw+Yi5qvcrvzvnx1GWXS0uf+O3AYmAd8Ji7rzGz+WY2q+W0nwLDzGwD8GVgblyjbBHt8mfO9LHdOt6avF+d+1E23X0Zr879qBK1iMSsu6Wu+6o0dkwrRd39GeCZDse+0eb7WuBTcY0sgmNdMpUeP7Rbx0VEeqq7pa77qjS2VoqKiKSQY81D145FIiJpQgldRCRNKKGLiKQJJXQRkTShhC4ikiaU0EVE0oQSuohImlBCFxFJE0roIiJpQgldRCRNBLb038yqgC29eIrhwO44hZMKMu31gl5zJsi01wu9f83Hu3vEDSUCS+i9ZWZl0eoZpKNMe72g15wJMu31QmJfs7pcRETShBK6iEiaSOWE/kDQAfSxTHu9oNecCTLt9UICX3PK9qGLiEh7qdxCFxGRNpTQRUTSRMoldDObaWbrzWyDmSVkM+pkYmY/M7NdZrY66Fj6ipmNNbMXzWydma0xsy8GHVMimVm+mb1hZm+2vN5/CzqmvmJmITMrN7PfBR1LXzCzzWa2ysxWmlnc9+BMqT50MwsBfwUuBiqAZcAcd18baGAJZGYfAQ4BD7n7aUHH0xfMbBQwyt1XmNlAYDkwO11/z2ZmQH93P2RmOcArwBfd/fWAQ0s4M/syUAoMcvdPBB1PopnZZqDU3ROymCrVWujTgA3uvtHd64FHgcsDjimh3P1lYG/QcfQld9/h7itavj8IrAPiuz16EvFmh1pu5rR8pU5Lq4fMbAxwGfBg0LGki1RL6MXAtja3K0jjD7qAmZUAU4GlwUaSWC1dDyuBXcCf3D2tX2+L7wP/BDQFHUgfcuCPZrbczG6J95OnWkK3CMfSviWTqcxsAPAE8I/ufiDoeBLJ3Rvd/XRgDDDNzNK6e83MPgHscvflQcfSx85x9zOAS4HbWrpU4ybVEnoFMLbN7THA9oBikQRq6Ut+AnjE3Z8MOp6+4u7VwEvAzIBDSbRzgFktfcqPAh81s4eDDSnx3H17y7+7gKdo7kaOm1RL6MuACWY23sxygeuARQHHJHHWMkj4U2Cdu38v6HgSzcyKzKyw5fsC4CLg7WCjSix3n+fuY9y9hObP8Qvu/umAw0ooM+vfMsiPmfUHPgbEdfZaSiV0dw8DtwOLaR4oe8zd1wQbVWKZ2a+AJcBEM6sws5uDjqkPnAN8huZW28qWr48HHVQCjQJeNLO3aG60/MndM2IaX4YZCbxiZm8CbwC/d/dn4/kDUmraooiIRJdSLXQREYlOCV1EJE0ooYuIpAkldBGRNKGELiKSJpTQRUTShBK6iEia+P9CjjOE74H05AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x, y)\n",
"plt.plot(x, y_hat)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2D case"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def function3(a, b, X):\n",
" return a - (1/b)*X[:,0]**2-X[:,1]**2\n",
"\n",
"f3 = function3"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# generate data from real model\n",
"x1 = np.linspace(-5, 5, 50)\n",
"x2 = np.linspace(-5, 5, 50)\n",
"X1, X2 = np.meshgrid(x1, x2)\n",
"X = np.column_stack([X1.ravel(),X2.ravel()])\n",
"y = f3(5,4,X) + np.random.normal(0, 1, size=len(X))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\" width=\"640\">"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x181b050aa58>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%matplotlib notebook\n",
"from mpl_toolkits.mplot3d import Axes3D \n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(X[:,0], X[:,1], y, c = y, marker='o')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"a, b = Gauss_Newton(f3, X, y, 3, 1, 1e-5, 10)\n",
"y_hat = f3(a, b, X)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/javascript": [
"/* Put everything inside the global mpl namespace */\n",
"window.mpl = {};\n",
"\n",
"\n",
"mpl.get_websocket_type = function() {\n",
" if (typeof(WebSocket) !== 'undefined') {\n",
" return WebSocket;\n",
" } else if (typeof(MozWebSocket) !== 'undefined') {\n",
" return MozWebSocket;\n",
" } else {\n",
" alert('Your browser does not have WebSocket support. ' +\n",
" 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
" 'Firefox 4 and 5 are also supported but you ' +\n",
" 'have to enable WebSockets in about:config.');\n",
" };\n",
"}\n",
"\n",
"mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
" this.id = figure_id;\n",
"\n",
" this.ws = websocket;\n",
"\n",
" this.supports_binary = (this.ws.binaryType != undefined);\n",
"\n",
" if (!this.supports_binary) {\n",
" var warnings = document.getElementById(\"mpl-warnings\");\n",
" if (warnings) {\n",
" warnings.style.display = 'block';\n",
" warnings.textContent = (\n",
" \"This browser does not support binary websocket messages. \" +\n",
" \"Performance may be slow.\");\n",
" }\n",
" }\n",
"\n",
" this.imageObj = new Image();\n",
"\n",
" this.context = undefined;\n",
" this.message = undefined;\n",
" this.canvas = undefined;\n",
" this.rubberband_canvas = undefined;\n",
" this.rubberband_context = undefined;\n",
" this.format_dropdown = undefined;\n",
"\n",
" this.image_mode = 'full';\n",
"\n",
" this.root = $('<div/>');\n",
" this._root_extra_style(this.root)\n",
" this.root.attr('style', 'display: inline-block');\n",
"\n",
" $(parent_element).append(this.root);\n",
"\n",
" this._init_header(this);\n",
" this._init_canvas(this);\n",
" this._init_toolbar(this);\n",
"\n",
" var fig = this;\n",
"\n",
" this.waiting = false;\n",
"\n",
" this.ws.onopen = function () {\n",
" fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
" fig.send_message(\"send_image_mode\", {});\n",
" if (mpl.ratio != 1) {\n",
" fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
" }\n",
" fig.send_message(\"refresh\", {});\n",
" }\n",
"\n",
" this.imageObj.onload = function() {\n",
" if (fig.image_mode == 'full') {\n",
" // Full images could contain transparency (where diff images\n",
" // almost always do), so we need to clear the canvas so that\n",
" // there is no ghosting.\n",
" fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
" }\n",
" fig.context.drawImage(fig.imageObj, 0, 0);\n",
" };\n",
"\n",
" this.imageObj.onunload = function() {\n",
" fig.ws.close();\n",
" }\n",
"\n",
" this.ws.onmessage = this._make_on_message_function(this);\n",
"\n",
" this.ondownload = ondownload;\n",
"}\n",
"\n",
"mpl.figure.prototype._init_header = function() {\n",
" var titlebar = $(\n",
" '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
" 'ui-helper-clearfix\"/>');\n",
" var titletext = $(\n",
" '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
" 'text-align: center; padding: 3px;\"/>');\n",
" titlebar.append(titletext)\n",
" this.root.append(titlebar);\n",
" this.header = titletext[0];\n",
"}\n",
"\n",
"\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._init_canvas = function() {\n",
" var fig = this;\n",
"\n",
" var canvas_div = $('<div/>');\n",
"\n",
" canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
"\n",
" function canvas_keyboard_event(event) {\n",
" return fig.key_event(event, event['data']);\n",
" }\n",
"\n",
" canvas_div.keydown('key_press', canvas_keyboard_event);\n",
" canvas_div.keyup('key_release', canvas_keyboard_event);\n",
" this.canvas_div = canvas_div\n",
" this._canvas_extra_style(canvas_div)\n",
" this.root.append(canvas_div);\n",
"\n",
" var canvas = $('<canvas/>');\n",
" canvas.addClass('mpl-canvas');\n",
" canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
"\n",
" this.canvas = canvas[0];\n",
" this.context = canvas[0].getContext(\"2d\");\n",
"\n",
" var backingStore = this.context.backingStorePixelRatio ||\n",
"\tthis.context.webkitBackingStorePixelRatio ||\n",
"\tthis.context.mozBackingStorePixelRatio ||\n",
"\tthis.context.msBackingStorePixelRatio ||\n",
"\tthis.context.oBackingStorePixelRatio ||\n",
"\tthis.context.backingStorePixelRatio || 1;\n",
"\n",
" mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
"\n",
" var rubberband = $('<canvas/>');\n",
" rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
"\n",
" var pass_mouse_events = true;\n",
"\n",
" canvas_div.resizable({\n",
" start: function(event, ui) {\n",
" pass_mouse_events = false;\n",
" },\n",
" resize: function(event, ui) {\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" stop: function(event, ui) {\n",
" pass_mouse_events = true;\n",
" fig.request_resize(ui.size.width, ui.size.height);\n",
" },\n",
" });\n",
"\n",
" function mouse_event_fn(event) {\n",
" if (pass_mouse_events)\n",
" return fig.mouse_event(event, event['data']);\n",
" }\n",
"\n",
" rubberband.mousedown('button_press', mouse_event_fn);\n",
" rubberband.mouseup('button_release', mouse_event_fn);\n",
" // Throttle sequential mouse events to 1 every 20ms.\n",
" rubberband.mousemove('motion_notify', mouse_event_fn);\n",
"\n",
" rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
" rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
"\n",
" canvas_div.on(\"wheel\", function (event) {\n",
" event = event.originalEvent;\n",
" event['data'] = 'scroll'\n",
" if (event.deltaY < 0) {\n",
" event.step = 1;\n",
" } else {\n",
" event.step = -1;\n",
" }\n",
" mouse_event_fn(event);\n",
" });\n",
"\n",
" canvas_div.append(canvas);\n",
" canvas_div.append(rubberband);\n",
"\n",
" this.rubberband = rubberband;\n",
" this.rubberband_canvas = rubberband[0];\n",
" this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
" this.rubberband_context.strokeStyle = \"#000000\";\n",
"\n",
" this._resize_canvas = function(width, height) {\n",
" // Keep the size of the canvas, canvas container, and rubber band\n",
" // canvas in synch.\n",
" canvas_div.css('width', width)\n",
" canvas_div.css('height', height)\n",
"\n",
" canvas.attr('width', width * mpl.ratio);\n",
" canvas.attr('height', height * mpl.ratio);\n",
" canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
"\n",
" rubberband.attr('width', width);\n",
" rubberband.attr('height', height);\n",
" }\n",
"\n",
" // Set the figure to an initial 600x600px, this will subsequently be updated\n",
" // upon first draw.\n",
" this._resize_canvas(600, 600);\n",
"\n",
" // Disable right mouse context menu.\n",
" $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
" return false;\n",
" });\n",
"\n",
" function set_focus () {\n",
" canvas.focus();\n",
" canvas_div.focus();\n",
" }\n",
"\n",
" window.setTimeout(set_focus, 100);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items) {\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) {\n",
" // put a spacer in here.\n",
" continue;\n",
" }\n",
" var button = $('<button/>');\n",
" button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
" 'ui-button-icon-only');\n",
" button.attr('role', 'button');\n",
" button.attr('aria-disabled', 'false');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
"\n",
" var icon_img = $('<span/>');\n",
" icon_img.addClass('ui-button-icon-primary ui-icon');\n",
" icon_img.addClass(image);\n",
" icon_img.addClass('ui-corner-all');\n",
"\n",
" var tooltip_span = $('<span/>');\n",
" tooltip_span.addClass('ui-button-text');\n",
" tooltip_span.html(tooltip);\n",
"\n",
" button.append(icon_img);\n",
" button.append(tooltip_span);\n",
"\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" var fmt_picker_span = $('<span/>');\n",
"\n",
" var fmt_picker = $('<select/>');\n",
" fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
" fmt_picker_span.append(fmt_picker);\n",
" nav_element.append(fmt_picker_span);\n",
" this.format_dropdown = fmt_picker[0];\n",
"\n",
" for (var ind in mpl.extensions) {\n",
" var fmt = mpl.extensions[ind];\n",
" var option = $(\n",
" '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
" fmt_picker.append(option);\n",
" }\n",
"\n",
" // Add hover states to the ui-buttons\n",
" $( \".ui-button\" ).hover(\n",
" function() { $(this).addClass(\"ui-state-hover\");},\n",
" function() { $(this).removeClass(\"ui-state-hover\");}\n",
" );\n",
"\n",
" var status_bar = $('<span class=\"mpl-message\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"}\n",
"\n",
"mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
" // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
" // which will in turn request a refresh of the image.\n",
" this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
"}\n",
"\n",
"mpl.figure.prototype.send_message = function(type, properties) {\n",
" properties['type'] = type;\n",
" properties['figure_id'] = this.id;\n",
" this.ws.send(JSON.stringify(properties));\n",
"}\n",
"\n",
"mpl.figure.prototype.send_draw_message = function() {\n",
" if (!this.waiting) {\n",
" this.waiting = true;\n",
" this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
" }\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" var format_dropdown = fig.format_dropdown;\n",
" var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
" fig.ondownload(fig, format);\n",
"}\n",
"\n",
"\n",
"mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
" var size = msg['size'];\n",
" if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
" fig._resize_canvas(size[0], size[1]);\n",
" fig.send_message(\"refresh\", {});\n",
" };\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
" var x0 = msg['x0'] / mpl.ratio;\n",
" var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
" var x1 = msg['x1'] / mpl.ratio;\n",
" var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
" x0 = Math.floor(x0) + 0.5;\n",
" y0 = Math.floor(y0) + 0.5;\n",
" x1 = Math.floor(x1) + 0.5;\n",
" y1 = Math.floor(y1) + 0.5;\n",
" var min_x = Math.min(x0, x1);\n",
" var min_y = Math.min(y0, y1);\n",
" var width = Math.abs(x1 - x0);\n",
" var height = Math.abs(y1 - y0);\n",
"\n",
" fig.rubberband_context.clearRect(\n",
" 0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
"\n",
" fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
" // Updates the figure title.\n",
" fig.header.textContent = msg['label'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
" var cursor = msg['cursor'];\n",
" switch(cursor)\n",
" {\n",
" case 0:\n",
" cursor = 'pointer';\n",
" break;\n",
" case 1:\n",
" cursor = 'default';\n",
" break;\n",
" case 2:\n",
" cursor = 'crosshair';\n",
" break;\n",
" case 3:\n",
" cursor = 'move';\n",
" break;\n",
" }\n",
" fig.rubberband_canvas.style.cursor = cursor;\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_message = function(fig, msg) {\n",
" fig.message.textContent = msg['message'];\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
" // Request the server to send over a new figure.\n",
" fig.send_draw_message();\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
" fig.image_mode = msg['mode'];\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Called whenever the canvas gets updated.\n",
" this.send_message(\"ack\", {});\n",
"}\n",
"\n",
"// A function to construct a web socket function for onmessage handling.\n",
"// Called in the figure constructor.\n",
"mpl.figure.prototype._make_on_message_function = function(fig) {\n",
" return function socket_on_message(evt) {\n",
" if (evt.data instanceof Blob) {\n",
" /* FIXME: We get \"Resource interpreted as Image but\n",
" * transferred with MIME type text/plain:\" errors on\n",
" * Chrome. But how to set the MIME type? It doesn't seem\n",
" * to be part of the websocket stream */\n",
" evt.data.type = \"image/png\";\n",
"\n",
" /* Free the memory for the previous frames */\n",
" if (fig.imageObj.src) {\n",
" (window.URL || window.webkitURL).revokeObjectURL(\n",
" fig.imageObj.src);\n",
" }\n",
"\n",
" fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
" evt.data);\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
" else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
" fig.imageObj.src = evt.data;\n",
" fig.updated_canvas_event();\n",
" fig.waiting = false;\n",
" return;\n",
" }\n",
"\n",
" var msg = JSON.parse(evt.data);\n",
" var msg_type = msg['type'];\n",
"\n",
" // Call the \"handle_{type}\" callback, which takes\n",
" // the figure and JSON message as its only arguments.\n",
" try {\n",
" var callback = fig[\"handle_\" + msg_type];\n",
" } catch (e) {\n",
" console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
" return;\n",
" }\n",
"\n",
" if (callback) {\n",
" try {\n",
" // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
" callback(fig, msg);\n",
" } catch (e) {\n",
" console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
" }\n",
" }\n",
" };\n",
"}\n",
"\n",
"// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
"mpl.findpos = function(e) {\n",
" //this section is from http://www.quirksmode.org/js/events_properties.html\n",
" var targ;\n",
" if (!e)\n",
" e = window.event;\n",
" if (e.target)\n",
" targ = e.target;\n",
" else if (e.srcElement)\n",
" targ = e.srcElement;\n",
" if (targ.nodeType == 3) // defeat Safari bug\n",
" targ = targ.parentNode;\n",
"\n",
" // jQuery normalizes the pageX and pageY\n",
" // pageX,Y are the mouse positions relative to the document\n",
" // offset() returns the position of the element relative to the document\n",
" var x = e.pageX - $(targ).offset().left;\n",
" var y = e.pageY - $(targ).offset().top;\n",
"\n",
" return {\"x\": x, \"y\": y};\n",
"};\n",
"\n",
"/*\n",
" * return a copy of an object with only non-object keys\n",
" * we need this to avoid circular references\n",
" * http://stackoverflow.com/a/24161582/3208463\n",
" */\n",
"function simpleKeys (original) {\n",
" return Object.keys(original).reduce(function (obj, key) {\n",
" if (typeof original[key] !== 'object')\n",
" obj[key] = original[key]\n",
" return obj;\n",
" }, {});\n",
"}\n",
"\n",
"mpl.figure.prototype.mouse_event = function(event, name) {\n",
" var canvas_pos = mpl.findpos(event)\n",
"\n",
" if (name === 'button_press')\n",
" {\n",
" this.canvas.focus();\n",
" this.canvas_div.focus();\n",
" }\n",
"\n",
" var x = canvas_pos.x * mpl.ratio;\n",
" var y = canvas_pos.y * mpl.ratio;\n",
"\n",
" this.send_message(name, {x: x, y: y, button: event.button,\n",
" step: event.step,\n",
" guiEvent: simpleKeys(event)});\n",
"\n",
" /* This prevents the web browser from automatically changing to\n",
" * the text insertion cursor when the button is pressed. We want\n",
" * to control all of the cursor setting manually through the\n",
" * 'cursor' event from matplotlib */\n",
" event.preventDefault();\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" // Handle any extra behaviour associated with a key event\n",
"}\n",
"\n",
"mpl.figure.prototype.key_event = function(event, name) {\n",
"\n",
" // Prevent repeat events\n",
" if (name == 'key_press')\n",
" {\n",
" if (event.which === this._key)\n",
" return;\n",
" else\n",
" this._key = event.which;\n",
" }\n",
" if (name == 'key_release')\n",
" this._key = null;\n",
"\n",
" var value = '';\n",
" if (event.ctrlKey && event.which != 17)\n",
" value += \"ctrl+\";\n",
" if (event.altKey && event.which != 18)\n",
" value += \"alt+\";\n",
" if (event.shiftKey && event.which != 16)\n",
" value += \"shift+\";\n",
"\n",
" value += 'k';\n",
" value += event.which.toString();\n",
"\n",
" this._key_event_extra(event, name);\n",
"\n",
" this.send_message(name, {key: value,\n",
" guiEvent: simpleKeys(event)});\n",
" return false;\n",
"}\n",
"\n",
"mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
" if (name == 'download') {\n",
" this.handle_save(this, null);\n",
" } else {\n",
" this.send_message(\"toolbar_button\", {name: name});\n",
" }\n",
"};\n",
"\n",
"mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
" this.message.textContent = tooltip;\n",
"};\n",
"mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
"\n",
"mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
"\n",
"mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
" // Create a \"websocket\"-like object which calls the given IPython comm\n",
" // object with the appropriate methods. Currently this is a non binary\n",
" // socket, so there is still some room for performance tuning.\n",
" var ws = {};\n",
"\n",
" ws.close = function() {\n",
" comm.close()\n",
" };\n",
" ws.send = function(m) {\n",
" //console.log('sending', m);\n",
" comm.send(m);\n",
" };\n",
" // Register the callback with on_msg.\n",
" comm.on_msg(function(msg) {\n",
" //console.log('receiving', msg['content']['data'], msg);\n",
" // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
" ws.onmessage(msg['content']['data'])\n",
" });\n",
" return ws;\n",
"}\n",
"\n",
"mpl.mpl_figure_comm = function(comm, msg) {\n",
" // This is the function which gets called when the mpl process\n",
" // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
"\n",
" var id = msg.content.data.id;\n",
" // Get hold of the div created by the display call when the Comm\n",
" // socket was opened in Python.\n",
" var element = $(\"#\" + id);\n",
" var ws_proxy = comm_websocket_adapter(comm)\n",
"\n",
" function ondownload(figure, format) {\n",
" window.open(figure.imageObj.src);\n",
" }\n",
"\n",
" var fig = new mpl.figure(id, ws_proxy,\n",
" ondownload,\n",
" element.get(0));\n",
"\n",
" // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
" // web socket which is closed, not our websocket->open comm proxy.\n",
" ws_proxy.onopen();\n",
"\n",
" fig.parent_element = element.get(0);\n",
" fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
" if (!fig.cell_info) {\n",
" console.error(\"Failed to find cell for figure\", id, fig);\n",
" return;\n",
" }\n",
"\n",
" var output_index = fig.cell_info[2]\n",
" var cell = fig.cell_info[0];\n",
"\n",
"};\n",
"\n",
"mpl.figure.prototype.handle_close = function(fig, msg) {\n",
" var width = fig.canvas.width/mpl.ratio\n",
" fig.root.unbind('remove')\n",
"\n",
" // Update the output cell to use the data from the current canvas.\n",
" fig.push_to_output();\n",
" var dataURL = fig.canvas.toDataURL();\n",
" // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
" // the notebook keyboard shortcuts fail.\n",
" IPython.keyboard_manager.enable()\n",
" $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
" fig.close_ws(fig, msg);\n",
"}\n",
"\n",
"mpl.figure.prototype.close_ws = function(fig, msg){\n",
" fig.send_message('closing', msg);\n",
" // fig.ws.close()\n",
"}\n",
"\n",
"mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
" // Turn the data on the canvas into data in the output cell.\n",
" var width = this.canvas.width/mpl.ratio\n",
" var dataURL = this.canvas.toDataURL();\n",
" this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
"}\n",
"\n",
"mpl.figure.prototype.updated_canvas_event = function() {\n",
" // Tell IPython that the notebook contents must change.\n",
" IPython.notebook.set_dirty(true);\n",
" this.send_message(\"ack\", {});\n",
" var fig = this;\n",
" // Wait a second, then push the new image to the DOM so\n",
" // that it is saved nicely (might be nice to debounce this).\n",
" setTimeout(function () { fig.push_to_output() }, 1000);\n",
"}\n",
"\n",
"mpl.figure.prototype._init_toolbar = function() {\n",
" var fig = this;\n",
"\n",
" var nav_element = $('<div/>');\n",
" nav_element.attr('style', 'width: 100%');\n",
" this.root.append(nav_element);\n",
"\n",
" // Define a callback function for later on.\n",
" function toolbar_event(event) {\n",
" return fig.toolbar_button_onclick(event['data']);\n",
" }\n",
" function toolbar_mouse_event(event) {\n",
" return fig.toolbar_button_onmouseover(event['data']);\n",
" }\n",
"\n",
" for(var toolbar_ind in mpl.toolbar_items){\n",
" var name = mpl.toolbar_items[toolbar_ind][0];\n",
" var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
" var image = mpl.toolbar_items[toolbar_ind][2];\n",
" var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
"\n",
" if (!name) { continue; };\n",
"\n",
" var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
" button.click(method_name, toolbar_event);\n",
" button.mouseover(tooltip, toolbar_mouse_event);\n",
" nav_element.append(button);\n",
" }\n",
"\n",
" // Add the status bar.\n",
" var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
" nav_element.append(status_bar);\n",
" this.message = status_bar[0];\n",
"\n",
" // Add the close button to the window.\n",
" var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
" var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
" button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
" button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
" buttongrp.append(button);\n",
" var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
" titlebar.prepend(buttongrp);\n",
"}\n",
"\n",
"mpl.figure.prototype._root_extra_style = function(el){\n",
" var fig = this\n",
" el.on(\"remove\", function(){\n",
"\tfig.close_ws(fig, {});\n",
" });\n",
"}\n",
"\n",
"mpl.figure.prototype._canvas_extra_style = function(el){\n",
" // this is important to make the div 'focusable\n",
" el.attr('tabindex', 0)\n",
" // reach out to IPython and tell the keyboard manager to turn it's self\n",
" // off when our div gets focus\n",
"\n",
" // location in version 3\n",
" if (IPython.notebook.keyboard_manager) {\n",
" IPython.notebook.keyboard_manager.register_events(el);\n",
" }\n",
" else {\n",
" // location in version 2\n",
" IPython.keyboard_manager.register_events(el);\n",
" }\n",
"\n",
"}\n",
"\n",
"mpl.figure.prototype._key_event_extra = function(event, name) {\n",
" var manager = IPython.notebook.keyboard_manager;\n",
" if (!manager)\n",
" manager = IPython.keyboard_manager;\n",
"\n",
" // Check for shift+enter\n",
" if (event.shiftKey && event.which == 13) {\n",
" this.canvas_div.blur();\n",
" event.shiftKey = false;\n",
" // Send a \"J\" for go to next cell\n",
" event.which = 74;\n",
" event.keyCode = 74;\n",
" manager.command_mode();\n",
" manager.handle_keydown(event);\n",
" }\n",
"}\n",
"\n",
"mpl.figure.prototype.handle_save = function(fig, msg) {\n",
" fig.ondownload(fig, null);\n",
"}\n",
"\n",
"\n",
"mpl.find_output_cell = function(html_output) {\n",
" // Return the cell and output element which can be found *uniquely* in the notebook.\n",
" // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
" // IPython event is triggered only after the cells have been serialised, which for\n",
" // our purposes (turning an active figure into a static one), is too late.\n",
" var cells = IPython.notebook.get_cells();\n",
" var ncells = cells.length;\n",
" for (var i=0; i<ncells; i++) {\n",
" var cell = cells[i];\n",
" if (cell.cell_type === 'code'){\n",
" for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
" var data = cell.output_area.outputs[j];\n",
" if (data.data) {\n",
" // IPython >= 3 moved mimebundle to data attribute of output\n",
" data = data.data;\n",
" }\n",
" if (data['text/html'] == html_output) {\n",
" return [cell, data, j];\n",
" }\n",
" }\n",
" }\n",
" }\n",
"}\n",
"\n",
"// Register the function which deals with the matplotlib target/channel.\n",
"// The kernel may be null if the page has been refreshed.\n",
"if (IPython.notebook.kernel != null) {\n",
" IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
"}\n"
],
"text/plain": [
"<IPython.core.display.Javascript object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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BAgQIECAAAECBAgQIECAAAECDQQE7g0QNUGAAAECBAgQIECAAAECBAgQIECAAAECBATuxgABAgQIECBAgAABAgQIECBAgAABAgQIEGggIHBvgKgJAgQIECBAgAABAgQIECBAgAABAgQIECAgcDcGCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAAwGBewNETRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYG7MUCAAAECBAgQIECAAAECBAgQIECAAAECBBoICNwbIGqCAAECBAgQIECAAAECBAgQIECAAAECBAgI3I0BAgQIECBAgAABAgQIECBAgAABAgQIECDQQEDg3gBREwQIECBAgAABAgQIECBAgAABAgQIECBAQOBuDBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYCAvcGiJogQIAAAQIECBAgQIAAAQIECBAgQIAAAQICd2OAAAECBAgQIECAAAECBAgQIECAAAECBAg0EBC4N0DUBAECBAgQIECAAAECBAgQIECAAAECBAgQELgbAwQIECBAgAABAgQIECBAgAABAgQIECBAoIGAwL0BoiYIECBAgAABAgQIECBAgAABAgQIECBAgIDA3RggQIAAAQIECBAgQIAAAQIECBAgQIAAAQINBATuDRA1QYAAAQIECBAgQIAAAQIECBAgQIAAAQIEBO7GAAECBAgQIECAAAECBAgQIECAAAECBAgQaCAgcG+AqAkCBAgQIECAAAECBAgQIECAAAECBAgQICBwNwYIECBAgAABAgQIECBAgAABAgQIECBAgEADAYF7A0RNECBAgAABAgQIECBAgAABAgQIECBAgAABgbsxQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGggI3BsgaoIAAQIECBAgQIAAAQIECBAgQIAAAQIECAjcjQECBAgQIECAAAECBAgQIECAAAECBAgQINBAQODeAFETBAgQIECAAAECBAgQIECAAAECBAgQIEBA4G4MECBAgAABAgQIECBAgAABAgQIECBAgACBBgIC9waImiBAgAABAgQIECBAgAABAgQIECBAgAABAgJ3Y4AAAQIECBAgQIAAAQIECBAgQIAAAQIECDQQELg3QNQEAQIECBAgQIAAAQIECBAgQIAAAQIECBAQuBsDBAgQIECAAAECBAgQIECAAAECBAgQIECggYDAvQGiJggQIECAAAECBAgQIECAAAECBAgQIECAgMDdGCBAgAABAgQIECBAgAABAgQIECBAgAABAg0EBO4NEDVBgAABAgQIECBAgAABAgQIECBAgAABAgQE7sYAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoICBwb4CoCQIECBAgQIAAAQIECBAgQIAAAQIECBAgIHA3BggQIECAAAECBAgQIECAAAECBAgQIECAQAMBgXsDRE0QIECAAAECBAgQIECAAAECBAgQIECAAAGBuzFAgAABAgQIECBAgAABAgQIECBAgAABAgQaCAjcGyBqggABAgQIECBAgAABAgQIECBAgAABAgQICNyNAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0EBA4N4AURMECBAgQIAAAQIECBAgQIAAAQIECBAgQEDgbgwQIECAAAECBAgQIECAAAECBAgQIECAAIEGAgL3BoiaIECAAAECBAgQIECAAAECBAgQIECAAAECAndjgAABAgQIECBAgAABAgQIECBAgAABAgQINBAQuDdA1AQBAgQIECBAgAABAgQIECBAgAABAgQIEBC4GwMECBAgQIAAAQIECBAgQIAAAQIECBAgQKCBgMC9AaImCBAgQIAAAQIECBAgQIAAAQIECBAgQICAwN0YIECAAAECBAgQIECAAAECBAgQIECAAAECDQQE7g0QNUGAAAECBAgQIECAAAECBAgQIECAAAECBATuxgABAgQIECBAgAABAgQIECBAgAABAgQIEGggIHBvgKgJAgQIECBAgAABAgQIECBAgAABAgQIECAgcDcGCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAAwGBewNETRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYG7MUCAAAECBAgQIECAAAECBAgQIECAAAECBBoICNwbIGqCAAECBAgQIECAAAECBAgQIECAAAECBAgI3I0BAgQIECBAgAABAgQIECBAgAABAgQIECDQQEDg3gBREwQIECBAgAABAgQIECBAgAABAgQIECBAQOBuDBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYCAvcGiJogQIAAAQIECBAgQIAAAQIECBAgQIAAAQICd2OAAAECBAgQIECAAAECBAgQIECAAAECBAg0EBC4N0DUBAECBAgQIECAAAECBAgQIECAAAECBAgQELgbAwQIECBAgAABAgQIECBAgAABAgQIECBAoIGAwL0BoiYIECBAgAABAgQIECBAgAABAgQIECBAgIDA3RggQIAAAQIECBAgQIAAAQIECBAgQIAAAQINBATuDRA1QYAAAQIECBAgQIAAAQIECBAgQIAAAQIEBO7GAAECBAgQIECAAAECBAgQIECAAAECBAgQaCAgcG+AqAkCBAgQIECAAAECBAgQIECAAAECBAgQICBwNwYIECBAgAABAgQIECBAgAABAgQIECBAgEADAYF7A0RNECBAgAABAgQIECBAgAABAgQIECBAgAABgbsxQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGggI3BsgaoIAAQIECBAgQIAAAQIECBAgQIAAAQIECAjcjQECBAgQIECAAAECBAgQIECAAAECBAgQINBAQODeAFETBAgQIECAAAECBAgQIECAAAECBAgQIEBA4G4MECBAgAABAgQIECBAgAABAgQIECBAgACBBgIC9waImiBAgAABAgQIECBAgAABAgQIECBAgAABAgJ3Y4AAAQIECBAgQIAAAQIECBAgQIAAAQIECDQQELg3QNQEAQIECBAgQIAAAQIECBAgQIAAAQIECBAQuBsDBAgQIECAAAECBAgQIECAAAECBAgQIECggYDAvQGiJggQIECAAAECBAgQIECAAAECBAgQIECAgMDdGCBAgAABAgQIECBAgAABAgQIECBAgAABAg0EBO4NEDVBgAABAgQIECBAgAABAgQIECBAgAABAgQE7sYAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoICBwb4CoCQIECBAgQIAAAQIECBAgQIAAAQIECBAgIHA3BggQIECAAAECBAgQIECAAAECBAgQIECAQAMBgXsDRE0QIECAAAECBAgQIECAAAECBAgQIECAAAGBuzFAgAABAgQIECBAgAABAgQIECBAgAABAgQaCAjcGyBqggABAgQIECBAgAABAgQIECBAgAABAgQICNyNAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0EBA4N4AURMECBAgQIAAAQIECBAgQIAAAQIECBAgQEDgbgwQIECAAAECBAgQIECAAAECBAgQIECAAIEGAgL3BoiaIECAAAECBAgQIECAAAECBAgQIECAAAECAndjgAABAgQIECBAgAABAgQIECBAgAABAgQINBAQuDdA1AQBAgQIECBAgAABAgQIECBAgAABAgQIEBC4GwMECBAgQIAAAQIECBAgQIAAAQIECBAgQKCBgMC9AaImCBAgQIAAAQIECBAgQIAAAQIECBAgQICAwN0YIECAAAECBAgQIECAAAECBAgQIECAAAECDQQE7g0QNUGAAAECBAgQIECAAAECBAgQIECAAAECBATuxgABAgQIECBAgAABAgQIECBAgAABAgQIEGggIHBvgKgJAgQIECBAgAABAgQIECBAgAABAgQIECAgcDcGCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAAwGBewNETRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYG7MUCAAAECBAgQIECAAAECBAgQIECAAAECBBoICNwbIGqCAAECBAgQIECAAAECBAgQIECAAAECBAgI3I0BAgQIECBAgAABAgQIECBAgAABAgQIECDQQEDg3gBREwQIECBAgAABAgQIECBAgAABAgQIECBAQOBuDBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYCAvcGiJogQIAAAQIECBAgQIAAAQIECBAgQIAAAQICd2OAAAECBAgQIECAAAECBAgQIECAAAECBAg0EBC4N0DUBAECBAgQIECAAAECBAgQIECAAAECBAgQELgbAwQIECBAgAABAgQIECBAgAABAgQIECBAoIGAwL0BoiYIECBAgAABAgQIECBAgAABAgQIECBAgIDA3RggQIAAAQIECBAgQIAAAQIECBAgQIAAAQINBATuDRA1QYAAAQIECBAgQIAAAQIECBAgQIAAAQIEBO7GAAECBAgQIECAAAECBAgQIECAAAECBAgQaCAgcG+AqAkCBAgQIECAAAECBAgQIECAAAECBAgQICBwNwYIECBAgAABAgQIECBAgAABAgQIECBAgEADAYF7A0RNECBAgAABAgQIECBAgAABAgQIECBAgAABgbsxQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGggI3BsgaoIAAQIECBAgQIAAAQIECBAgQIAAAQIECAjcjQECBAgQIECAAAECBAgQIECAAAECBAgQINBAQODeAFETBAgQIECAAAECBAgQIECAAAECBAgQIEBA4G4MECBAgAABAgQIECBAgAABAgQIECBAgACBBgIC9waImiBAgAABAgQIECBAgAABAgQIECBAgAABAgJ3Y4AAAQIECBAgQIAAAQIECBAgQIAAAQIECDQQELg3QNQEAQIECBAgQIAAAQIECBAgQIAAAQIECBAQuBsDBAgQIECAAAECBAgQIECAAAECBAgQIECggYDAvQGiJggQIECAAAECBAgQIECAAAECBAgQIECAgMDdGCBAgAABAgQIECBAgAABAgQIECBAgAABAg0EBO4NEDVBgAABAgQIECBAgAABAgQIECBAgAABAgQE7sYAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoICBwb4CoCQIECBAgQIAAAQIECBAgQIAAAQIECBAgIHA3BggQIECAAAECBAgQIECAAAECBAgQIECAQAMBgXsDRE0QIECAAAECBAgQIECAAAECBAgQIECAAAGBuzFAgAABAgQIECBAgAABAgQIECBAgAABAgQaCAjcGyBqggABAgQIECBAgAABAgQIECBAgAABAgQICNyNAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0EBA4N4AURMECBAgQIAAAQIECBAgQIAAAQIECBAgQEDgbgwQIECAAAECBAgQIECAAAECBAgQIECAAIEGAgL3BoiaIECAAAECBAgQIECAAAECBAgQIECAAAECAndjgAABAgQIECBAgAABAgQIECBAgAABAgQINBAQuDdA1AQBAgQIECBAgAABAgQIECBAgAABAgQIEBC4GwMECBAgQIAAAQIECBAgQIAAAQIECBAgQKCBgMC9AaImCBAgQIAAAQIECBAgQIAAAQIECBAgQICAwN0YIECAAAECBAgQIECAAAECBAgQIECAAAECDQQE7g0QNUGAAAECBAgQIECAAAECBAgQIECAAAECBATuxgABAgQIECBAgAABAgQIECBAgAABAgQIEGggIHBvgKgJAgQIECBAgAABAgQIECBAgAABAgQIECAgcDcGCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAAwGBewNETRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYG7MUCAAAECBAgQIECAAAECBAgQIECAAAECBBoICNwbIGqCAAECBAgQIECAAAECBAgQIECAAAECBAgI3I0BAgQIECBAgAABAgQIECBAgAABAgQIECDQQEDg3gBREwQIECBAgAABAgQIECBAgAABAgQIECBAQOBuDBAgQIAAAQIECBAgQIAAASDIbGAAACAASURBVAIECBAgQIAAgQYCAvcGiJogQIAAAQIECBAgQIAAAQIECBAgQIAAAQICd2OAAAECBAgQIECAAAECBAgQIECAAAECBAg0EBC4N0DUBAECBAgQIECAAAECBAgQIECAAAECBAgQELgbAwQIECBAgAABAgQIECBAgAABAgQIECBAoIGAwL0BoiYIECBAgAABAgQIECBAgAABAgQIECBAgIDA3RggQIAAAQIECBAgQIAAAQIECBAgQIAAAQINBATuDRA1QYAAAQIECBAgQIAAAQIECBAgQIAAAQIEBO7GAAECBAgQIECAAAECBAgQIECAAAECBAgQaCAgcG+AqAkCBAgQIECAAAECBAgQIECAAAECBAgQICBwNwYIECBAgAABAgQIECBAgAABAgQIECBAgEADAYF7A0RNECBAgAABAgQIECBAgAABAgQIECBAgAABgbsxQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGggI3BsgaoIAAQIECBAgQIAAAQIECBAgQIAAAQIECAjcjQECBAgQIECAAAECBAgQIECAAAECBAgQINBAQODeAFETBAgQIECAAAECBAgQIECAAAECBAgQIEBA4G4MECBAgAABAgQIECBAgAABAgQIECBAgACBBgIC9waImiBAgAABAgQIECBAgAABAgQIECBAgAABAgJ3Y4AAAQIECBAgQIAAAQIECBAgQIAAAQIECDQQELg3QNQEAQIECBAgQIAAAQIECBAgQIAAAQIECBAQuBsDBAgQIECAAAECBAgQIECAAAECBAgQIECggYDAvQGiJggQIECAAAECBAgQIECAAAECBAgQIECAgMDdGCBAgAABAgQIECBAgAABAgQIECBAgAABAg0EBO4NEDVBgAABAgQIECBAgAABAgQIECBAgAABAgQE7sYAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoICBwb4CoCQIECBAgQIAAAQIECBAgQIAAAQIECBAgIHA3BggQIECAAAECBAgQIECAAAECBAgQIECAQAMBgXsDRE0QIECAAAECBAgQIECAAAECBAgQIECAAAGBuzFAgAABAgQIECBAgAABAgQIECBAgAABAgQaCAjcGyBqggABAgQIECBAgAABAgQIECBAgAABAgQICNyNAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0EBA4N4AURMECBAgQIAAAQIECBAgQIAAAQIECBAgQEDgbgwQIECAAAECBAgQIECAAAECBAgQIECAAIEGAgL3BoiaIECAAAECBAgQIECAAAECBAgQIECAAAECAndjgAABAgQIECBAgAABAgQIECBAgAABAgQINBAQuDdA1AQBAgQIECBAgAABAgQIECBAgAABAgQIEBC4GwMECBAgQIAAAQIECBAgQIAAAQIECBAgQKCBgMC9AaImCBAgQIAAAQIECBAgQIAAAQIECBAgQICAwN0YIECAAAECBAgQIECAAAECBAgQIECAAAECDQQE7g0QNUGAAAECBAgQIECAAAECBAgQIECAAAECBATuxgABAgQIECBAgAABAgQIECBAgAABAgQIEGggIHBvgKgJAgQIECBAgAABAgQIECBAgAABAgQIECAgcDcGCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAAwGBewNETRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAYG7MUCAAAECBAgQIECAAAECBAgQIECAAAECBBoICNwbIGqCAAECBAgQIECAAAECBAgQIECAAAECBAgI3I0BAgQIECBAgAABAgQIECBAgAABAgQIECDQQEDg3gBREwQIECBAgAABAgQIECBAgAABAgQIECBAQOBuDBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYCAvcGiJogQIAAAQIECBAgQIAAAQIECBAgQIAAAQICd2OAAAECBAgQIECAAAECBAgQIECAAAECBAg0EBC4N0DUBAECBAgQIECAAAECBAgQIECAAAECBAgQELgbAwQIECBAgAABAgQIECBAgAABAgQIECBAoIGAwL0BoiYIECBAgAABAgQIECBAgAABAgQIECBAgIDA3RggQIAAAQIECBAgQIAAAQIECBAgQIAAAQINBATuDRA1QYAAAQIECBAgQIAAAQIECBAgQIAAAQIEBO7GAAECBAgQIECAAAECBAgQIECAAAECBAgQaCAgcG+AqAkCBAgQIECAAAECBAgQIECAAAECBAgQICBwNwYIECBAgAABAgQIECBAgAABAgQIECBAgEADAYF7A0RNECBAgAABAgQIECBAgAABAgQIECBAgAABgbsxQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGggI3BsgaoIAAQIECBAgQIAAAQIECBAgQIAAAQIECAjcjQECBAgQIECAAAECBAgQIECAAAECBAgQINBAQODeAFETBAgQIECAAAECBAgQIECAAAECBAgQIEBA4G4MECBAgAABAgQIECBAgAABAgQIECBAgACBBgIC9waImiBAgAABAgQIEJh5gSOOOKIceuih3ROddtppZffdd5/5J/UMBAgQIECAAAECBAgQmIKAwH0KWO5KgAABAgQIECAwNwK33XZbWXvttcvvfve78uijjwrc56YbPCsBAgQIECBAgAABAhMICNwNEQIECBAgQIAAgZEWSMC+xRZblITur3zlK8s555wjcB/pHrNzBAgQIECAAAECBBavgMB98fa9IydAgAABAgQIzAuB4447ruy3337l1FNPLV/5ylfKySefLHCfFz1nJwkQIECAAAECBAgsPgGB++Lrc0dMgAABAgQIEJg3Aj/5yU/KaqutVtZff/3y1a9+teyzzz4C93nTe3aUAAECBAgQIECAwOITELgvvj53xAQIECBAgACBeSPwhje8oZx77rnlu9/9bll55ZUF7vOm5/7fjt56661dGaCLL7643H777eWnP/1pWXbZZcsmm2xSDjzwwLLZZpvNw6OyywQIECBAgAABAgQGCwjcjQwCBAgQIECAAIGRFDj//PPLDjvsUA4//PByyCGHdPtohvtIdtW4O7XccsuV++67rzzjGc8oG220URe233zzzeWmm24qT3jCE8pRRx1VDjjggPl3YPaYAAECBAgQIECAwAABgbthQYAAAQIECBAgMHICDz/8cFl99dXLU5/61HLjjTeWpZZaSuA+cr00uR3aZpttyr777lt22WWX8pSnPGXJg4499tjytre9rTzxiU/s+jj9bSNAgAABAgQIECAw3wUE7vO9B+0/AQIECBAgQGAEBXbdddduBvNUtlNOOaVsuOGG3UPe+c53lk984hPlkksuKVtuueWSZsxwn4ro6N9322237UrNHHbYYeXQQw8d/R22hwQIECBAgAABAgQmEBC4GyIECBAgQIAAAQLNBV7xileU6667bkrtXnrppWWLLbYoV199ddl4443Lm970ppIQvncTuE+JdOTv/O53v7t85CMfKfvtt1/JjHcbAQIECBAgQIAAgfkuIHCf7z1o/wkQIECAwDQE7r///rLqqquWn/3sZ2WVVVYpWdTQRmBUBDLbOXXb11lnnbL00ks/ZrcyVrPo5mqrrVae+9znlsykf8c73jEqu24/piiQ/vviF7/Y1ehPn9vmVuA3v/lNOfLII8tpp51W7r777vLMZz6zbLfdduWII44oqcVvI0CAAAECBAgQmFhA4D6xkXsQIECAAIEFJ5BZwpk5/OijjwrcF1zvzv8DqoH7ZI5k//33L0cfffRk7uo+IyZwxx13lDXWWKP89re/Lddee21Zf/31R2wPF9fuJGx/zWteUy6//PLyghe8oGy22Wblhz/8YXfFyXOe85xyxRVXlBVXXHFxoThaAgQIECBAgMA0BATu00DzEAIECBAgMJ8FUhN7q6226ko4fPrTnxa4z+fOXIT7rqTMwuj03//+9+XVr351+eY3v1ne+MY3ltNPP31hHNg8PopcZfCBD3ygK+eUuvpPe9rTuqM56qijysEHH1w233zzctlll83jI7TrBAgQIECAAIHZERC4z46zZyFAgAABAiMh8Otf/7qstdZa5SlPeUr50pe+VF72spcJ3EeiZ+zEZAUE7pOVane/YRfAHbQnb3/728unPvWpssIKK5RrrrmmK11imzuBRx55pCvR9MADD5Trr7++rLvuuo/ZmbXXXrvceOONrkSYuy7yzAQIECBAgMA8EhC4z6POsqsECBAgQGBYgfe85z3lwx/+cPn6179eXvSiF5WXvvSlAvdhUT1+VgUE7rPK3T3ZMAvgDtrb1AM/9NBDy/Oe97xuhvtKK600+wflGR8jkAWLt9xyy65kzPe///3H6WTme2bAp99S8slGgAABAgQIECAwtoDA3eggQIAAAQKLRCCzE1Mjea+99irHH398V5tX4L5IOn8BHabAfX535ic/+clukdsshpsTf1kY1zb3AlkH4cADDyy77bZbOeOMMx63QxdccEHZfvvty0477VTOPvvsud9he/AYgf/93//tygCdd9553RUj+f3+hz/8oTuZtcsuu5SDDjpoSYkgdAQIECBAgMDMCwjcZ97YMxAgQIAAgTkX+OMf/9jV5b3zzjvLrbfeWp71rGcJ3Oe8V+wAgcUl8LnPfa7sueee5alPfWoXDm666aaLC2CEjzaB7Mc//vEudE/N9v7tO9/5TndyZL311ivXXXfdCB/J4ty1z3zmM+Wtb31rd/BZiHj11VcvDz30ULcA7i9/+cuy6qqrdvX3UzbIRoAAAQIECMy8gMB95o09AwECBAgQmHOBY445phxwwAHlxBNPLJkhnM0M9znvFjtAYNEIXHjhhWXHHXcsf/Inf9LNwt1mm20WzbHPhwPNItrHHXdcee9731s++MEPPm6XU2Zm5ZVX7tb9uO222+bDIS2qfTzllFPKlVde2Z0wST/V7cc//nF53eteV2644Yayxx57lM9//vOLysXBEiBAgACBuRIQuM+VvOclQIAAAQKzJHDPPfd0s91STiYlHOomcJ+lDvA0BBa5wLe+9a2y9dZblyzMeeaZZ3ZlSWyjJZDZ0Zkl/b73va+kXnv/dvvtt3dhu8B9tPptMntzxRVXlE022aQstdRS3az3LJpuI0CAAAECBGZWQOA+s75aJ0CAAAECcy6www47dOUbvv3tb5fVVltN4D7nPWIHCCwugWWXXbY88MAD3ZoRm2+++cCDf9WrXlXe8pa3LC6YETpaJWVGqDMa70rqu//5n/951+qPfvSj8oIXvKDxM2iOAAECBAgQ6BcQuBsTBAgQIEBggQs84QlPKMsss0xZe+21H3Okv/nNb8pVV13V1VPecMMNu5+df/75FlZb4OPB4RGYbYG8B0207b333uWkk06a6G5+PkMCFk2dIdgRaPamm24qa665Znnyk5/c1XPPTHfb6Arcf//9Xc39n/3sZ2WVVVbp1t2xESBAgMD8ExC4z78+s8cECBAgQGBKApMJu2qDv/jFL7pw3kaAAAECi0fg0ksvLVtuuWVZccUVS+q1928pM3PIIYd0t8MPP3zxwCyAI63lgnK127nnnrsAjmhhH0LW2UlN/kcffVTgvrC72tERILDABQTuC7yDHR4BAgQIEBhLQA13Y4MAAQIEIvC73/2uPPe5zy0PPvhguf7668u66677GJhcIXXjjTeWq6++umywwQbQ5olAFivefvvty5Oe9KRyzTXXPO5Kt3lyGItmNy+55JKy1VZblSxi/OlPf1rgvmh63oESILAQBQTuC7FXHRMBAgQIEJiEgMB9EkjuQoAAgUUikAVTP/ShD3ULbGbdj1r3+6ijjioHH3xwSZ39b3zjG4tEY/4f5i233FI23XTTkivXUjJo//33n/8HtYCP4Ne//nVZa621ukVtv/SlL3ULFCsps4A73KERILDgBQTuC76LHSABAgQIzJVAFipLaHHeeed1M8sScP/hD38oK620Utlll11KFql72tOeNle71+1PFjH0gW7OusATEyBAYGQEsq7HFlts0a3tkYU1N9tss3LXXXd1/3/Ws55Vrrzyyu73l230Be69994ubL/77ru7vzU+9rGPjf5OL/I9fM973lM+/OEPl69//evlRS96kb/PFvl4cPgECMx/AYH7/O9DR0CAAAECIyrwmc98pqR2arY11lijrL766uWhhx4ql19+ebdwWRbFuuyyy7rL+OdiW6iBe0ojvOtd7yp//OMfu8AhszT/7M/+rPtabznRke/lVmvc99a6n0rd+7noO89JgACBmRDILNsjjzyyfP7zny/33HNPWXbZZct2221XUsN9+eWXn4mn1GZjgZ///OfdyZIstrnvvvuW448/fsnvucZPpblGAinXtP7665e99tqr66+F+vdZIy7NECBAYF4ICNznRTfZSQIECBCYjwJZ9CozAg888MCy8sorLzmEH//4x+V1r3tdueGGG8oee+zRBRu24QSyuNgdd9zRfVCN+49+9KNJNZhgvQbv9WtvQF+D+v6vveF9f5jf+7OlllrqcYG+MH9SXeNOBAgQIDBFgZzMz+K31157bdl5553LGWecUZ74xCdOsRV3n02BTA7YeOONy5133tmdJMnVJAL32ewBz0WAAIGZERC4z4yrVgkQIECAwLgCV1xxRVcnN4FsZr2nZqdt6gIpgXD22Wd3QfvXvva1kuB9ueWWK3/5l3/ZfYBN+J3SPr/61a+6W2Zv1v/Xr/3fy/frLbPlh9kSdGQfnvrUpz5upn393qCAv4b244X5uc+Tn/zkbvfMzh+mlzyWAAEC81/gt7/9bXnta19bLr300rLtttuWc889198W86BbjznmmHLAAQeUE088seyzzz7dHgvc50HH2UUCBAhMICBwN0QIECBAgMAcCCTQrQvSZTZ26uXaJieQUP3mm28uKdlz6qmnllw+/6QnPakre5APq1tvvXX3/6luabd/e+SRR5YE9Qns+8P7Qd/rDfR7w/t6396APzX9h9lyomZQoN87W78G+v3h/aAwP99LuZ36mDozsmWgn5rQn/3sZ8vuu++uHvQwne+xBAgQ+P8F8rtkt912605Ap5zMRRdd1F29ZRttgZRtSrnBlJNJ7fa6CdxHu9/sHQECBCYjIHCfjJL7ECBAgACBxgI33XRTWXPNNbsZyrkEPDPdbeMLJLDO5fGZzf6tb32ru/MKK6zQ1Tx985vfXJ7//OePdJ3a/kA//8+MxDrzvje8r0F9/d5k/98b8Offg04iTGWcZRZ+/+z8/jC/N/Afa2Z+njNXdVxwwQVdmaVshx56aDnkkEO6f7cM9KdyfO5LgACBhSBQZ0nnWF7/+teXZzzjGQMP66Mf/Wh59rOfvRAOeUEcww477FAuvvji8u1vf7usttpqS45J4L4gutdBECCwyAUE7ot8ADh8AgQIEJgbgSymmhna+bCVy75tgwUSGF9//fXluOOOK6effnp58MEHu5MTf/VXf9XNZt98883Ln/zJnyx6vkHBer7XH8CPFepn1n0tu5PH1P/3ztbv/V6+n3I+420J0XNCJLPwU5s2Jxf6t/5yOpMJ8wctgts7W7/O0M/z9i+Iq37+on+pACCwIAUOO+ywcvjhh094bD/4wQ/KS17ykgnv5w6zI5DfScsss0xZe+21H/OE+f161VVXdSe8N9xww+5n559/fncFmo0AAQIE5oeAwH1+9JO9JECAAIEFJHDhhReW7bffvit7cs011zzug9YCOtRpHUqC4gTrWUz2hBNOKNddd13XTi673nvvvbtSJFlUTHg6Ld5pPWhQoJ8SBoNm3j/88MMlte/TP5m5d+yxx5YVV1yxrLLKKl3ppDyuP7wfVHon5XyG2Wr9/N4FbwctgjtRqZ1BYX6+p37+ML3jsQQIECAwlb9jfvGLX3ThvI0AAQIE5oeAwH1+9JO9JECAAIEFInDLLbeUTTfdtOSD09FHH13233//BXJkwx/GH//4x67sSGb+n3nmmd2M68xm3nnnnbugfaONNjKbfXjmGWkh4fhPf/rT8uMf/7g88MAD3XPkSoTMxkugsO666477vIMC/YT2vYF+/yz83lI8/aV3xpuZX3+W8TbMVuvn11n5g8L8/tn4E4X78artzUT9/GGO12MJECBAYHYElJSZHWfPQoAAgZkUELjPpK62CRAgQIBAj8C9997bhe133313Oeigg8rHPvaxRe+ToDWLnmYRzdRmz2Ko2RLQpmTMrrvuWpZeemmz2UdwpKTv7r///pJFf//7v/+7JMBOeZ/nPve55YUvfGF55jOfOTL9Nl79/BrA9wf6/bPua8DfG+YP+l5tZ9guSymBGtDXOvqDFsDtD/prHf1BpXfqz9Jef7md7O9UZlvmxMpZZ51VzjvvvG5thTrjf9jj9ngCBAgsdgGB+2IfAY6fAIGFICBwXwi96BgIECBAYOQFEipvttlm5dZbby377rtvFy5PJdwa+QOc4g4mnP3a177WOZx99tldfe8s8vbGN76xC9pTz3Qx+0yRc1bvnpIxmcmeW63LnsvcUy7mec973qILXsern19n3veG+f0h/Xiz8/tr8Nf/T1Q/f6IBkRMjvTPze2fe94f7vcF9ZvXffvvtXSmsG264ofz+97/v+vvUU0/trkCpgX5dBNpiuBP1hJ8TIEDg8QICd6OCAAEC819A4D7/+9ARECBAgMCIC/zyl78sW265Zbn22mu78iiZDVrLRYz4rjfdvQSTCWlPOumkcuKJJ5bvf//7Xfsbb7xxF7K//vWv7wI72+gJpGTMT37yk242+0MPPdTt4J/+6Z92M9kTtCewtc2MwFj18/uD+rrobf+Ct1OdmZ9Qv7d+ft6rXv7yl3cnVxICTSbsz/oUeS3X8H68QL+/zM5Yi+LWxXDz87SfTaA/M2NOqwQIzK2AwH1u/T07AQIEWggI3FsoaoMAAQIECIwhkJDqta99bbn00kvLtttuW84999ySWaKLaUt49+Uvf7mrzX7BBRd0s2Kz6Olf//Vfd7XZV111VbPZR3BA5CqE//mf/+lC9p/97GclwW/C11oyZtlll9VvI9hvU92lQYF+3rdSJii3LGCchW7f9ra3dVehpCzWGmus0b2PDQr9+2fl987yb1U/PzPo+2vn9wb8vaVzekvsjFVmJ23VQD8nCdTPn+oocn8CBAgQIECAAIFeAYG78UCAAAECBGZIICHVbrvt1pVMSTmZiy66aN7PBE7d5q233rqbvTqodnRvzenMtP3Od77TldHJIrEJ2hOub7fddmWnnXYqz372s7tgS+mYGRqA02w2V2QkZM+M9ixcmi312DOTPWF7nV08zeY9bEQFErynXFD6Pbc6kz2v9ec///ndaz4lg6ayjVVuJ233LojbWxd/0IK3Uy27M5V9HHTf3vr5ve9zvbPxa+A/Uc38+pga6OfKkGHr5w97fP2PTz/lllJDNgIECBAgQIAAgeEFBO7DG2qBAAECBEZYIMHOkUceWU477bRusdIEhwl8jzjiiLLccsvN6J4fc8wx5YADDuieI+VSMjt00PbRj360C5/nw5aSMCkB01u+Yjr7/Xd/93ddcJ8tIU+C99x6/12/N973J/MzIdLEPZRgvZaMSeCeLaFjLRmTf9sWpkAC7hqy53WdLaFwQvbcEhSP6kmxQYF+rszoLavTv8ht/2K4gwL+/u/1/r+uWzDd0dBbP79/EdyxSu+MNzM/P6thfh4/2fr5scsJ0TPPPLN84QtfKP/8z//c/Z6yESBAgAABAgQIDC8gcB/eUAsECBAgMKICCdtf85rXlMsvv7ybnZtZ5qmLefXVV5fnPOc55YorrigrrrjijO39YYcdVg4//PAJ2//BD35QXvKSl0x4v1G8Q8KthFE33nhjV5v9rLPO6sqQJFRad911y+abb95Zpy96Z6mmX1ZZZZWSx+dKgEG3+rNhjzthYW94P2yQ339SYL4G+vFNqZicRMmivgngMns9s5gTtC+99NIjG7QOOyYW++MTGv/0pz/tgvaUjMmWxU/T9wnZswjuqIbss9l3E9XP731Pq/8e9L1BIf9YpXdyJdAwW62f33u1UW+JnZxMue+++8rNN9+8pO+f/vSnd2H7VltttWTh297wvzfQVz9/mN7xWAIECBAgQGCxCAjcF0tPO04CBAgsQoFDDjmkfOADH+hmZF988cXdLMBsRx11VDn44IO7MPiyyy5bhDJtDjmB0Re/+MWuNvt//ud/do2++MUvLnvuuWfZa6+9utB22NAugddYoXyr7w+rUQP9sWbnTzR7f6JZ+ml/WMd6jPHMoqcJ2RO21sUxU1M//ZWTI4txQd9hx8B8eHz6up5guf/++7tdTl+nzxOyZwzM15NH88F/0D4OCvRztUlveF9n6w/6Xp15379Qbr7f+71cQZWFby+88MKuLv8wW2bQ1xn3dVHcQSXGBpUcq8F//0K5+d2c76mfP0zPeCwBAgQIECAwSgIC91HqDftCgAABAs0EEi6l3nRqjl9//fXdbOvebe211+5mZV977bVl/fXXb/a8C72hBERxO+6447oyPQnuMjN2++23L/vss0959atfPa8C295AfzKz7Seajd/789reoFBtKuMkYftUS+303z/7ktdCrj5IEJctAVeu/MhNyZip9Mj8uW/GY65eyMmVfM04yHhKAJuQ3QmW+dOXU9nTvOfkyoW68G19zR999NHd78W8X+d3Yq50qKH9ZOrkj3efPEfaGnbrXQx3rJr5/d+fqI5+/fko1s8f1svjCRAgQIAAgdEUELiPZr/YKwIECBAYUuDSSy8tW265ZVcy5vvf//7jWsvM98yAP/TQQ0tKv9jGFkh4k7rep59+ejn++OO7kjzZXvayl5W999677LHHHl2I02oW9kLqi7oYYX9Q3zLcHzbQj/dky+yMNRt/vNn9+ZmxMXujOmMrixTnKobMaK8lSpZddtkuZE/ZYD09VAAAIABJREFUmJwksy0sgXr1SkoF5VYXvc2M9PR5bi3LRI1VP39QqZzeNT8mCvj76+/3tteifn7C9zozf6ya+WPNzu+fmd8b9OffT3nKU7pB1ft+NxvvfVmYPGXpckLBRoAAAQIECIyGgMB9NPrBXhAgQIBAY4HM5DvwwAPLbrvtVs4444zHtX7BBRd0s/x22mmncvbZZzd+9oXRXIK7hOsJ2f/jP/6jC90TVKTWb4L2TTbZRAmKEejq/vC+zmzN1QcJ+rOlZEMW7U3/9d9/ovA/Px92myiQn06N/d7wfzZCrWENZvLxdUZzZrInbE1Zkmzp8xqyC+Nmsgfmpu3a7+nzzGavIXv6OidBW4fss3mUgwL9nDxKeN9fQme87/UueDuoln5vW8PWz8+JrEGBfp2131tSpz+8HxTm53uD6ufH5pprrun+djnnnHPKbbfdVs4777zubxobAQIECBAgMBoCAvfR6Ad7QYAAAQKNBQ466KDy8Y9/vAvdU7O9f/vOd75T1llnnbLeeuuV6667rvGzz9/m8kE+Qe3nPve5LmhP+Zhsa665Zlcy5g1veEPJTNnFHnCOWg8nNMqM5txqWYcENanLnsA1s1ynuyVwn2q9/AT9k33MTAT6Uy3BM5k6+tP1m8nHPfzww125mNx6SwWlz3NLwGdbWALjhex1JntOtHiPHr/fBwX6mUE/KLyvQX1/SZ2x6ur3z/Kvof8wVyPlPWqllVbqZtF/73vf68oBZauLHa+88srd+31v4D9Wzfzemvu9gX4dM7M9Q39hvUIdDQECBAgQ+P8EBO5GAgECBAgsSIH99tuvqzP+3ve+t3zwgx983DGmzEw+oKYsSmaHLfYtoWcWPs0CqGeddVYX3j396U8vu+66a9l33327ExMCnNEaJQm1M7M1IXtdBDPhS2qyJ3hJ/82HLSFULbkz0Wz7qdTQ721zWIcE+NOZpT/Zx0xlsdK8NmvInsA9W06o1JA9/e61OmyPj9bj8xrJGgyZxZ7XfA1bM5NdyD5afZW9GRSs53u1zn3/rPve4L53wdtcsZBAPGsu3H333eVjH/tYd7BZ4DjtPelJT+pKRqXdesJtGI3emfj9/67hfe9CuWMF+r2z9Wugn/cogf4wveOxBAgQIDDfBATu863H7C8BAgQITErgrW99axcev+997yup196/3X777V3YvpgD93xgT3hz8sknlxNPPHHJiYcNN9ywm82+8847dx/2hXeTGnKzcqf0Wa3Pnb5LqJz+yeKXCdkTxEwlvJ2VnZ7jJ+ldGHdQYD8o5B8v+B80e3/YQ0wfjldHP+2nTEwCuBq2pp8zkzlXnCRkT/g21kz9tO91PGwvze7ja8hey8XUfk/gmZA9JWPMZJ/dPpmNZ0s/Z+2F3LLIdQ3vczL14osv7k6C9y8Cn/3Ke9agmfi1fv6gcjo1+B+vbn49GVDLVE3XIO9NvSF+b3DfWzN/olI7g8L8fG+u6udP18PjCBAgQGDhCwjcF34fO0ICBAgsSgElZcbu9syI++pXv9qdkDj33HPLI4880oV2Wfw0tdnXWGMN4dyIvWoSjNSSMXUmY8K2hOwJ32rYMGK7vSh2pz/Qn2pYP9bs/rxOcxumDEXtgBroty61UwN+C+O2Ger1hFqdyV5Dzhqy57XuCoY21qPUSt7f0+cJ2XMlQ7a8ZvN7OSdWckJ1NtdgGK9+/niz82tw3196p/cxg8L93L+uNzLdfqn182sg3x/oD1oId6y6+XXmfiYc1JMEOaFZ+6X3fXW6+5t+/vKXv1xyldLf/M3fTLcZjyNAgACBERYQuI9w59g1AgQIEJi+gEVTH2uXD9D33ntvOeGEE8pJJ51UfvjDH3Z32HzzzbuQfccdd+wW1LSNjkDC1sxu/dGPfrQkhEmwnpA9ZWMSBtgWlkDC+p///OddyZiEb/l/grdnPvOZXfCWAC5b70z9FmV4WoT6gxa+nWrAP979F+oM/Rqy15nsNWRP0FfLxbjSaGG9ztPnWYS8huy1NFReQ7lKKa/1lJFJiLwQt/Hq5/fPuh8rvB+r1n4t21MfVwP+Yd/jcsJjojC/tzb+oDA/pd+uv/76cuWVV5YbbrihO6GaUmD33HPPkivT1M9fiCPeMREgsFgFBO6LtecdNwECBBa4wKWXXlq23HLLsuKKK5bUa+/fUmbmkEMO6W6HH374gtVIeHPBBRd0s9kvuuiiLsDLh/k3velNXdCeRdgWapA1Hzu1LlqbkD1hTPorIWQtGZPgVcmY+dizY+9z7fOE7OnzhDDZlllmme7ESl6vM30FQ39oP9kFbycb/A8bdsVjooVtx6uXP5nHzub7YHwzw1XIvrBey+MdTe3zGrKnPFS2hOp5f8/rPO/vGau26QuMVz9/0KK3/cF9/wz+Qf/vPSlQa+4P2uP0ZcoW5r0pJ1DT94O2vPfUmfRj1dGfKMwfVIpnvPr5s/l+N/3e9EgCBAjMbwGB+/zuP3tPgAABAmMIJGjOB9gHH3ywm1HUX/N07bXXLjfeeGO5+uqrywYbbDDyjg899FD5xje+UeqHrv6ap/l//aCeD5w5yXD88ceXU045pStFkg98W221VVeb/bWvfe2MB3gjDzpiO5gP/QnZ01e1VvPSSy+9pGTMQp3pOGLdMGu7k9doXtN18dM6qznlQurip7NZQmKmDzxhY4uZ+GMF/Gl72K0/sB82wO+f8d8/kz2lvLLlPT2/qzKb3Uz2YXtxtB6f8Zo67Alac+VK7fNcTVZD9pxYE36OVr+NtzeDAv28/9QwP1cu5GRarlrIydOMgfzdld/ha621VncSNe/xGQu9i+WONTM/gX6L+vl5n6lldnrD+bFK79SyOr1Bf+/3ev9d/z4xO3/+jGN7SoDA7AgI3GfH2bMQIECAwACBW2+9tZxzzjndQmBZxDSz/VIyYZNNNikHHnhg2WyzzYZyy4KpH/rQh7r28hz5gJDtqKOOKgcffHB51ate1YXY82HL5cfrrbfeuLu61FJLdR/q8kEu9b0zKzb/T4iT8DbH//73v7/7OihMmuh76jS3HSnppwSuCdlzYihbQtZ8IM+tjte2z6q1uRRICFND9lqLP4FHDdmVCZpe7yQEm+xs++nU2G8R6PceWYKpvDfnPTvv0zWcn2oJnt7HufJlemOn9aMSjiZcT8iesL2OnZxMqyG7Eyut1eeuvbz3JDhPn/fW4M8e5e+wlAbKSfRVV111UlenjVU/P787euvf18Vw+7831uK4vQvq1nC/ztQftn5+3sP6Z+b3Tw7pDfwnCvPTVp2d3zuZRKA/d+PcMxMgMD0Bgfv03DyKAAECBBoILLfccuW+++7rPpRstNFGXdh+8803l5tuuqmb8ZVg/IADDpj2M+WS7S222KJcddVVXYCZAP+uu+7q/p86qamjmZIq82HLh7nzzz9/yYyo+kEpH7piGLfUZU+IG7vU+c7sqnz4j0M+8OWD/xe+8IVSF/+aznGPVZphorB+so9b6KFR+iAhTEL2WqM7x5zZremzvAbMdpzOyBzdx+T1V0P2zH7MloCihux5/9Pno9t/2bP+hXF7w/38uzfEz/tuwrHc8j5dA9e8ByZkr1ci9T9uWIG6MG7/zPrpztQfNON/2H1cqI9PgFlLhmR2cw1N835eQ3ZrpCyc3s9r+he/+EXX5/nbrJ48zWsvZYHS5wnac0Jt1Lb+QD//z9+HvYH8WAvjjrUo7qA6+73B/7AlxXrr5/df3VnD+97Av/d7+Xf+5sr+/O3f/q21b0ZtQNofAgtcQOC+wDvY4REgQGCUBbbZZpuy7777ll122eUxJU6OPfbY8ra3va0LJlL2ZfXVV5/2YeQDwpFHHlk+//nPdwtT5QPwdtttV1LDffnll592u3P9wIQ5Z5xxRlc25vLLL+92J/Xq99prr/LmN7+5C3B7Q7x8QMyHqoTtNSyaSp3mQfcdVPd5WJcaGk0mwJ9siN8/e3Quws30Vy0ZUy8Pz1hMyJ5yEsOcBBnW3OPbC6SPc8VOgvYEcNnSx+nrnPxzYqW9+Vy2mPfCLIhYa7LXOvyZpVkXPh3vipWxAv2pluEZ7/7D+oz33jzRDP3J/Dztz8V783Rc6qzmzGLPrZ5Iy++tnMxP4JrbTK+9MJ1995jpCdQrFxKyJ8Cts8ITBteAPe/ri7kG/2Tr5/eW0umfeV9n7tfa+P337Z3Rn/vUtRAm06t33nlneelLXzqZu7oPAQIEmggI3JswaoQAAQIEWgtsu+22XRmYww47rBx66KGtm5+X7eXDzHXXXdctgHr66ad3ZUgyg2rHHXfsFkDdfPPNJ3XJ8kwd/KDQaDJBff9Mz/FOCAw7UyrH3hvmTybYn8x9esP/WnonH9ATuCZor4FMZjkmcE3QbsbjTI3EuWk3IWvCmPR5ApmM1brgbWazZ8bjQr+CY27k5+ZZ69UqNXSdasg+m3udsdhfdme8WfrT+dmw780J26daUme82fuDZugPE+jn+PI7t/Z3ndWcE2k1YM9rfDEHrrM5pmf6udLfOVFeZ7HXsm953pToqyG78kAz3RP/r/2x6ufXK4rydVCYn4kpubI1Vxbmd7GNAAECsyUgcJ8tac9DgAABAlMSePe7310+8pGPlP32269kxvti3fIBIzNkTzvttG42exaAzZZZ/wnZd999925G3TBBwnyyHbT4YutQfyY8ar3mnCDpL/kwlZn6NUQS3M5EL029zUElgvJaTFmBfLB39cLUTUf5EbW/M5M9QVwN2VOfOzPZ09+Lde2FQVc89Qf3E11dNdMnW3vfeycT1ue1nCvDaqBX+zsz1/MaT8CeWc15f7fGySi/cie3bxl/vaVi6uzpjJv0db25cmFynjN1r1qmq07WqCcU+58vr8nc3vGOd5RTTz21O1mWEyU2AgQIzJaAwH22pD0PAQIECExJYNdddy1f/OIXyyGHHFIOP/zwKT12Idw5HyhSKiaz2VN3PbN2EuTsvPPOXRmeDTbYwGzZGejosWaCjhfqJ4TJB/PMYs+sx/phMDMfc8sHvt7Ht1iAsbde81Rn4E8mdBIejT24MkYSymQme4LXGsIts8wyXcie4FUgMwMvzjlqMqFOrlhIWDMoZE9/p36wbWYF6nvodBe9nSj8b/G+PNUZ+pMptdPb5mI5sT6zI+mxreeESp3F3rvIba5A6y0V4yT3bPbK45+rTraoXwfNdq9XydSvtZUE7qecckr3+zonRW0ECBCYLQGB+2xJex4CBAgQmLTAHXfcUdZYY41uZtm1115b1l9//Uk/dj7fMR8gsgBXPhiccMIJ3UKo2dZbb72yzz77lJyEsMDi6PRwxmcuUc4tMyCzJXhLuZiUjUlt10HbeAswtpqtP2x5h+z3oJIMk1mQcbInAOZbzeacUElf50N7+j5bygnUxU+VCBqd1+awe1JD9jqTvdZrzvtvnckuZB9WeXQenxOmddHTnEyr7595fad8SPq9d/2TyczUn4k1Tqb7njyZk6y5z2II9NO3eS9Pf+dWy73l2GupmATteX0vBo/ReRU+dk+mOou9/s0y6Hj+/u//vpx88sndSfK8f9sIECAwWwIC99mS9jwECBAgMCmBzBZ99atfXb75zW+WN77xjV2t8oW+5YPFJZdc0s1mP+ecc7owLx/8cvwJ2tdaay0f/EZkECRoyUmR1GWvdboTxCR0TdA+KidExpsN2irUb9ElLQP8QWHUsLMSc2VJPqTnlgXasiVYryF7AjnbwhCYKGRPUOOkysLo6xxFXtv1qoVan7uWg8os2ISuKQHWahvvROt0AvxBdfaH3dfeK6cmW/psrJJog74/7PvxdI+vvrbzuzu3esI0v7t7S8WkNJBt7gSGmcU+3l6/853vLCeddJIa7nPXtZ6ZwKIVELgv2q534AQIEBheIDOub7rppik1lNnbG2644ZiPefvb314+9alPlRVWWKFcc801XZ3Uhbjlw3dC23wIOPHEE0tm9WfbZJNNutrsKR1jBuVo9Hz66qGHHur6K8FrTgolmEjt/ITsi3GhvBoetQrvBwVOLUo8DAqQJpqBn+dNGJc+rzV8E8ykvxPC5WRY/l8DJbMgR+N1Op29qCfQMpM9QVydyZ4+TugqZJ+O6mg+pr6P15A9r/FstT53+jvv5Xltz8dtqldOjbVY+Xjh/7Au/e/Hk6mjPyj4Hyvk771qql61kNf1/fffv6TUW0rz1ZA9ZcDm6iTAsJYL4fEtZ7GP57H//vt3f2ffd9993d9sNgIECMyWgMB9tqQ9DwECBBagwCte8Ypy3XXXTenILr300rLFFlsMfMwRRxxRDj300C7kyAz3lVZaaUptz4c7P/LII+Wiiy7qZrNfeOGFXXibD3977LFHN5t9lVVWMZt9RDoyH9hryZgazmRGc8rF5NZy9uOIHPJI7UYCpPFCoRZh/6iV3hkUJM2n0jsjNYDG2JnxQvZaLsZM9vnQkxPvY94jUiKmhux1ZnPWWMjJs4TsOakvdJ3YsjfQH6+O/jA19lu8H9cToL1t5SRKfl+nzNtUFi7vr7FvbZOJx8lE95ipWezjPe8BBxzQlWm89957y1/8xV9MtIt+ToAAgWYCAvdmlBoiQIAAgWEEPvnJT5YsbJSZhV//+tfLOuusM0xzI/XYfPD7wQ9+0P3BnzqS+aM/HwpTOich+/bbby+8HZEeSxiXcCaz2TMrLlsuM68lY57+9Kc7ITIifTXsbqSvM7M5Vy2kr/M6zesysx5zq+ViBpVumMr3ht3POit0opn5Y836nMzjFvos/fRX6jXXmex1ZmV+3yRkz22sNReG7T+Pn12BnMSui9xmdnNd1DgnURKw55Z+X+hjfnbVh3+2qSxYXt9/M4Ehpb5yywny+rrufc/MntWTAC0C/ZkotdMb7C+0cTlbs9jHG4EHHnhgOf7448s999xTlltuueEHqxYIECAwSQGB+ySh3I0AAQIEZk7gc5/7XNlzzz27+rgXX3xx2XTTTWfuyWax5cymS032/KH/la98pQv0cjnrm9/85rLXXnuVl7zkJT70z2J/jPVU6ZcHHnigC9kTyOXDfD705sqDWjLGDMgR6KgGu5AP/wnjErIngK0lRFIuJidVMuu1ZR3f/jIPLWbl94b9dbbgsDQZ35MJ5qcb6s/FzNAErQlc+0P2nEypM9mF7MOOnNF4/O9+97sli572lg/Jmhp1JntKiSy0MHM09Gd3L3796193fV1LxfQucJvf2bXs16C+HrSQbf/J06leVdVbgqdFGbTxyuyMVy9/op/NZgm0uZjFPt4oPOigg7qrSu++++6y/PLLz+6A9WwECCxqAYH7ou5+B0+AAIG5F0hZlR133LELe84777yyzTbbzP1O9e1BPsxn1n1qqudDe7723hLa9F7GfNttt3V/3H/2s5/tZkvng862227b1WbP15aB3shhzaMdygf3hOwpG5N/Z8sM9oTsCV9TdsA2/wXqCZWE7AlfMysyW2a5pp8Tvs7n8kA13Biv9vIwQX89KTHsSJhuWN9f1qF3hmlvOJV/J2RPGJf33QRyNQATsg/be6P3+Mxqrn2dE6bZ8nt42WWXXRKyO6Eyev021T2q7995Pae/a3m3usBtDdlHoQxU/3tx/8nRQeH+VAL+mQj0W9TRr1cUpG/rlQqDriaoJ3Zzv9mcxHDwwQeX4447rtx1113lRS960VSHoPsTIEBg2gIC92nTeSABAgQWrkCtpZ4jPO2008ruu+8+Iwf7rW99q2y99dZdAHbmmWeWnXbaaUaeZ9hGE8qOV/cxHzYSwOcDRI4lQV5C9QS2Cehr2POP//iPXfg+XmA03s/Mzhu2J0sXyNWSMantmy39lJrsCdprGZHhn0kLcymQD/sPP/xwdzIlQXut3ZzXY/o6IbtFiSfXQ4NKPYxVp3m6wX6LIKn/aPJ+nNd2Qte6yO1Y76/jhfq9Jwq8B09uzMzEveprOu/fueX1XYO7Grq2vkJlJo5DmxML5O+oXImUkD23epI0r+fa16m9P18XuJ1YYPA96rom01nwdjLh/7DvwynX9LKXvWzJzuf9sl7dNJsBe7/eu971rvLpT3+6/PCHPywvfvGLp8vvcQQIEJiygMB9ymQeQIAAgYUtkNnZa6+9dsms7vxxP5OBe2aiZWbaS1/60rL55psPhH3Vq15V3vKWt8wp+i9/+cvOodYKzQyr/DtfE8bfcsst3aWqCXMTziTMywfEhHz1lu8de+yxQx1H/0ykiUpATHT/QT9fiIFSxnHC9fRVgpp88MyxJ5xJ+JpyInP5YXCoQeHBjxHI6zIBe251JmQC18xkzy0nVBbiGJ/vw6C/9M5Es/Xz+ymBa26p3Vy3BHC51ddzb8jUon5z/4z68U6gTnZmfu/95qL0ziiPnQSA+RuhzmSvfZ0T2nn/zi3v3zG0zW+BvF/XWezp8/p6zVVnNWRPiSDv3zPXz2O9D+d9NH/f1q/1373v0/nbKr9r119//SXvv6Pyd9U//MM/dH9/33nnnd3nDRsBAgRmS0DgPlvSnocAAQLzQCB/bG+xxRYlofsrX/nKrv74TAbuk/nglDIsJ5100sjoxeihhx4qp59+ercI6tVXX93t2yqrrNKVjNljjz26EKD32BIapGRJQoKJaogO8/MWSOMFSuMF+BOF+3MxSzQf4DPDObca1OTqg4TsCV+V9mkxYua+jZzUqiF7XpvZ6kK36WcLJM59H7XYg5zErAufZvZrDeQy07UuhjleaaCxyj1M9J471mzSQbP5WxzneLPwJzrJOpmQf1RCsLGs4p3+TV/nVmc3J8xLP+f3a64aG/XjaDEWFnIbvSdTErTnZGm29Gte0+nnBO3KAs3dKJhKLfarrrqqO9m54YYbzt0Oj/HMubr03//938sdd9xRVlhhhZHbPztEgMDCFRC4L9y+dWQECBCYskBqHO63337l1FNP7Rb5PPnkk2c0cJ/yDs7hA/LBI+F6arOfccYZJbPeUzN055137oL2jTfeeE4DgMmWfRgvXJpM8NSiC2poNEyAP1bwFId8eM9s9gcffLDb3YRwtWRMSorY5r9AQrjMqEvQnkUSsyVsTCCXkD2BjUBuYfRzf8he63TXhU9HZa2FQe/BUwnrJ1OOZ9iSDxkRtd7yTNTUn+7CjPVkSl0Msx5nrkipJ1NcnTL/X8+5MqWeTMnXzJSuv6N7S8W4YmHu+rq+D+VrfU/r35t6JU4tGZOfX3755SMbuL/nPe8p//Zv/1Zuv/32stJKK80drmcmQGDRCQjcF12XO2ACBAgMFkhwtdpqq3WXg371q18t++yzz6IP3PNhI2FeTkAcf/zx5bvf/W6Ht9Zaa3U+b3jDG7qZdpOZqb8Qxt1kQv3e0GiiAH+sn7co/VCDpVpiYqLSDxPN0B/0c4Hu7I7qhJc5mZIrFvI14ySvvQQ1OaGSr4Ka2e2TmXi2ejIlC9zm/bf2c+9M9lEJ2Wfi+Mdrc7ySD4PC/cmE+P2Pa/H+O9H7aV6n2bcEsLn6q7csUNZWyO/VlJyra6P0v3/ndb9Yfu/O9hhr+XwZS/2lYmr7KQ9TQ/aUjdGfLeUn39ZUZrH3Buz9z3DFFVd0v39HcYb7P/3TP5VPfvKT5Xvf+15ZeeWVJ4/jngQIEBhSQOA+JKCHEyBAYKEIJDw+99xzu1A5f5Au5sA9H0Auu+yybjb7WWed1YUB+UC42267lX333besu+66PhzO4MDvnWE13kJfCWpS6zVlRHK/bL2LJOb/Yz2+Rag03kzRiQKnyc7uX+yhfsZCQtecEKz199OvCV8zkz2zX5UGmsEX4yw1neC1zmTvD9kzkz3lJRZryD5LXbDkacZ6/x12tn5vvecWxzTRSdRhZ/ALgKfXSxk/WTOlXq2Q39PZ8rss9fZrqZjxyj9N75k9arIC053FPl77oxy4/5//83/Kv/7rv3blMnsXdZ2sl/sRIEBgugIC9+nKeRwBAgQWkMD5559fdthhh3L44YeXQw45pDuyxRa4J4DNjMrUiz/xxBO7mTDZNtpoo84ipWNSjsSH8Lkd+Anm0k8pGVPrdafG6wtf+MJulnNmRE5mG1TPebzZ+ZOZPdr/+JblH6YS4E/lvgmlRm22aF6LKQeUmezp61rDOTMi08cJYIU1kxnlo32fvJZzEiV9nICudyZ7LRfjZMpo9+FEe1dfy+nnBLC1TneuPMpJswSweV1nm2ih3N6TpxOF/y3fe8erqT9MqL+QFsjNa7kueJpSMfUEeH4314A9Vyy4AmmiV8zM/LzVLPaJAveM6fzNPGrbe9/73vKJT3yi3Hrrrd16SzYCBAjMloDAfbakPQ8BAgRGVODhhx8uq6++eleP/MYbb1wSZC2WwD01RFOvPrPZzzvvvC7cywfDLH4ag9gI2ed28ObDYj7EJ2RPaJMQJx/cE8olgE1/jWIf9Yb6kyntMJ1yPK2CpcnOuB8UME20kGN+PplwKesi1MVPa4mJnOTKTPbcJnsyZW5Hq2cfT2CskD3Ba53JLmSf32OoXpVSQ/b0ebacJEv4mqtS8p49k1fv5HdEywB/0JVSLa6Smujk6FQC/UH3namTqTn2/O1YZ7HX9VLSz1mkuobs6u7P3Wt5Jmaxj3c0V155Zfd32CgH7rfccktZddVV565TPDMBAotOQOC+6LrcARMgsNAEdt1113LTTTdN6bBOOeWUJXUW3/nOd3YzPy655JKy5ZZbLmlnIQfu+bB4zz33lBNOOKGb0X7XXXd1x7355pt3IfuOO+5YMjPLNrcCCWATsieEraFNZkXWWc5my5Xu5MNEsz2nMzu/P2BqMRLqTNHekCnt5iRX+rfOisz9EtRk5mtOBE5UOqJ3Ed5RPPHSwm4+t1GvSkkAWxe4TT8J2edzrz5233PiOjOc08f5Wl/LOWFWQ/a8nhfS63OiNUom87480UmBYUdILXs20UnRQe/N/d9LWwnZU8YtV6T89re/7XYv9+stFaMHHbEMAAAgAElEQVT007C9Nr3Hz8Ys9vkauL/vfe8r//Iv/1Juvvnmbq0qGwECBGZLQOA+W9KehwABAjMk8IpXvKJcd911U2r90ksvLVtssUW5+uqry8Ybb1ze9KY3lYTwvdtCDNwT/GQWexZA/fKXv9wt2pZZlTn+vffeu6y44ooLKhCY0qAYkTunj1JKJEF7Ptxny8zmhOy5JYC1za7AoIUaJwqbxputn4C93lrMEu3V6J/lOZmgaaqz+xdSaDhTIylhXG+5mDxPreGc99wslmgm+0zpz0676ePMcK4nUupruc5wzkz2BO626QlM5313qiF/qyukUiKo5Wz93rYmc3XU9ITn/6Nmexb7eGKjPMP9/e9/fznmmGPKf/3Xf3VXrdoIECAwWwIC99mS9jwECBAYQYHDDjusq9u+zjrrdJcB926pdZjaupkNkg/OmUn/jne8YwSPYvxdyofW22+/vQvZc1Ihs6XzAW7rrbfuZrNvt912FuOb417Nh8YENwnZUzomfZYP8AnmUps9Y1PIOcedNOTTJ2BPH+f1lz7OlnA8s19TLiZXLmQbNONzonB/ohn8vY8f8jC6h08ULPWHRePVgB7rhMB8HO8JYPM7IwFsZsBWq96Z7Hld2+avwK9+9aslIXstI5KxmtdvXsu5uTps/vTvoLVMcmVZrkTJTPa64GmOKCe7c0v/5n1rMu/L9UqHYUWmUlpnMidZB52YHXYfZ+PxMe+9qm3QCeu8HutJipks29R/vAncs73yla+cDYopPcehhx5aPv7xj5fvfve75eUvf/mUHuvOBAgQGEZA4D6MnscSIEBgngvUwH0yh7H//vuXo48+ejJ3HYn75IPi2Wef3dVmz4z+bMstt1zZa6+9yp577lmWX355Ie4c9lQ+KGbR08xmTwhbF8ZMOJeQPcGNkjFz2EENnjphS8pLpH/zNWFBLSWSqxVmu4/rjNHJBEXTqadfTxY0oHtMqD/dAH+i4KlFqJ9a+3UmewK6bHnezGDPidr0sZC9xYiYmzbq+3SdyZ7APVvem9PHtVa3qxXmpn9aPGvet3ISNO/RudVSMXndpo/rbTp9nPHTW09/rBn4U52Z37rkWcvSO2OVQJvu++0ozWIfb7xdddVVXV+PYuCezzpHHXVUt07Vmmuu2eJlow0CBAhMSkDgPikmdyJAgMDiExi1kjJvfetbu4A25UXGumX2VT4wXnPNNeX666/vZmjlA8AGG2xQ/i975wFnR1X2/9+UW7alkx4SAgSSQEJogrQAIoqiKKKAoiLq34KgiNhQXwFFKYqgvoIgUuzIKyjSe4dQAyGBEEggJKRvvXVm/p/fuXuWm83dnVvnzt19zvuuIdkz55z5PTOze7/nmd9z7LHH4uijj1bZ7OV+8Bl+V0H1z5iAjgCW2ewa3tB2gJCdmc6SHVl9zYMckXCA2c2MMUEsvZ3ZWCSR8eVbC+WAmyDPoZK5igFMfsC/GNhfDSseXcx2oAz8gTL5uT7eu3we9/T09EH2UaNG9UFYPmf1+JXoKccGr4C+hzVk1wCWMdVZ7NwYDTJ7NngVhvaM/DmsC54ym11by/BnsQbsvJ8bIcaFrHcqAfiFjq3W87YYr/z8IuOMAeuZ9G/1ymJvVODON3kvvvhiPPfcc5g3b97Qvrnl7EQBUSBUCghwD1U4ZDGigCggCoRHgbAB9xkzZvQVNy1HJYK+yy+/vA8OFQOZis0sLdSvET6olqNjOcfwA2y+ZQzHIHQlgGWm81ArpleORo18DGEE7SUI2WkpogvctrW19RW4lY2U6ka4GChfqT1PNSCTzhwtZAnhl4Hv58efXyy3uuoOv9H02yh8TvNLb5RxE5tvKvBLrL0a97rIf1OB8dX1UXh/cjNUv63AZAZp2ypQyHqn2lC/kO7cAFmwYEHf762Ml4btYYtTmDPczznnHFx00UV49tlnMX/+/LBJJ+sRBUSBIayAAPchHFw5NVFAFBAFKlEgbMCd58IPOLSKYVYlMyxZ9PXvf/+7KoDKv/MVaBaR3WuvvVRWEPvq/vzgcsoppxTlEV2JbvrYQq8oDwTwiy3aWKhfWLP1NYRlJjshLAEO18oP9tpORDYlqnGl1W8MQhtCdn5pr18CG26k8EsKJtYvNtWYmc9Z/aYCfZ3ZeM8SvPJLx7e/vUP+3/tDqf7Z/dWE+n4AvxTv/f6wX4OuaugaljG4MaYBOy1FdJYzN8o0ZGeMw/ozJiw6hnUd/JmbbxWjN0K52a0BO733h/IbR2GNTX8v9v5/53NzyZIl6nm77777NsSbBgTuPI/9998/dLKfe+65uPDCC/HMM8+omlXSRAFRQBQISgEB7kEpLfOIAqKAKNBgCoQRuBPO0Cbmz3/+syqCyl+e2ebMmaMKoB5//PGqeFslgKC/JcRAmaSD2UIUc4yGG5VeFvlZnoVeVy4H5vc/phTYRPBKX3Z+absJnelM0E5bAmmNqwDjqyG7zpKMxWLKKobxZawruf8aV5mhsXLGlxtk/KJlDJv262aMCeqqWVuhf+aon92OH8AvdHw1nrV+G6h+Gfx+mwE8vpTnbLlXG+NLqyeCdl3YlvPSukJ77jOrXVpjKsD45lvF6A0tJiBoyC5vKtQntqV6sdMaMaye6IUUZAIMn89hBO7nnXceLrjgAmU1qd8YqM9VILOKAqLAcFNAgPtwi7icryggCogCDagAP6g8/PDDqgDqDTfcoEAuM+/oy37yySerrPZGy5bu7ztarEVEMTA/H0pVI4NUQ7eBLB6oPbPn6Aur/X7Zl1YxBDnMeh7IuzQfRAmoDefNydgSwBK068KYfJuEAJaZ7LQkkNiFM3bFrGogyE6/bsaYft3VhOzFrKmafXTRxv4wvpAlRLEbqYXAfzXWXIzVmR/cz3/W8vnK5zLhOuub6E0y/jvjSshOECsbodWIXvBj6CQExpagXddF4fOYyQcasssmSvCx6Z+1Xuh3scG82MNs0dJowP0nP/kJfv7zn+Opp57CnnvuGfzFIDOKAqLAsFVAgPuwDb2cuCggCogC4VaAH074AfLaa6/FH/7wB7z00ktqwbSLYTY7Ybt4f/vHsJQM0lJgPl9X55f+UOm/Ev8exfo9V2LNw2MFDvvHgrFlJiwhO4vq8X6kdoSwzGSXoon+Goa5BzctdSa7tovhJgrjSwjb6JA9aO2LLdxY7MbqQJsB1TgvXZSR8S5mI7ScN6fkGVuNSBUeI5PJbGUVw7+zcdMk3yqG8ZUWrAKlZrEPlijSiMCdvze8+93vDlb0ImY7//zzwa9FixapzxDSRAFRQBQISgEB7kEpLfOIAqKAKCAKFKUAQcPdd9+tLGP+9a9/qcxpvgJNuxiC9t13312AaVFK1qYTQR3tYujNzsxJNm58MNOZsI4fIP0yR4uFTv37VcMaguuths2OH/RvtDcuqAv1ZaYkITs3u/h3gjPCVx1fgTi1ua+CGHUwyK4z2Rvxug1CuzDMMdhbUYSuLFzMN1C4gcJnMBthObObWbSY924xz95qnGslfvnFZPAPt41TZq7rLHbGWGdL08JLQ3ZJQKjGlVvaGJVmsQ82W5g90Qutm5YyYQfuXOM+++xTWpCltyggCogCFSggwL0C8eRQUUAUEAVEgeoowA+PBLhXX321+lqxYoUamJkyhOwf+chHlC2JtPoowA9RzIZljLSlCH27menML/rDBtEGsoYoJTNfF3QcDDxV41z8PJ8HAvYD2fYMBKEqzSSlpsxg18UxGWs2WgERshPEit1ENa6I+oxBUMc3FXj/9s9kF8hen5hUa1ZCdkJYxpfFMTVk5/NYv6lQak2FfKjv56dfyferoUGxz9DBnqmFnqv5/1bp87Xc86S2/FmrIbuuh8JzplUM40vQzo0UacEqUM0s9sFWHmZP9ELrpuc8n0lhzHD/2c9+hp/+9KfgJgaL0EoTBUQBUSAoBQS4B6W0zCMKiAKigCiwjQL85fzWW29V3uz//e9/FTDgh8gTTzxRgfZZs2ZJNnudrhsNYgnZCXT4IZMf9mk3oS1F6gUjainJcCiayzjy3iOAZWFMDdm5qaWzJfN994Mo5ljLmA63sQnZtV2M9uxmdjPvXW0XI5nsjXlV8K0ivn3CZzJ92XWmMzfINGQP++Z0/2dsoTei/N6S8iueqzcfKo2yX1HyYrPx8735+x+jf47ybT5unDC+/FM/l7m5nW8V08j1FCqNRz2Or2UWuwD3YCJK/3b6uAtwD0ZvmUUUEAXeUUCAu1wNooAoIAqIAoEqwA/bzGCnL/s111yD1atXK6h+2GGHKcj+gQ98APyAKa0+ChDWEbLTNkYXQCXMIWRnRmwkEqnPwobYrEOpaK6fx3OxmahDcQMnqMuWYJ2QnSBWQ3beq7rwKbNiBbIHFY3qzcPnBJ/JGrJzg4xNWz0xvvySn5lba14M1C/GXqfQG1G1KEre/4rhM5VvFjGu/LMUv/1Cdj5y75d2TwaVxT7UgDs3jQ444IDSxA6g9wUXXIDzzjsPjz76KPbbb78AZpQpRAFRQBTIKSDAXa4EUUAUEAVEgUAUILylJzu92e+66y6VmTdlyhR86lOfwkknnYQZM2ZINnsgkdh2EmY701KEkJ0+wGx8VZ2QffLkyWLnU6e4VGNaWhEwtoSx+SB29OjRqjYC45wPF4qx3CkEqqqx1nKK5pZiF6GLRQ4VsK8hO2NLKMtGyK4z2QWyV+OqDH4M/mzkc1hDdm0nQujKTGf9loLUUwg+Nv1nLPTsHCw7n1nrvFcZ00Qi0WcDxHE1VOfzSduncSz9FkMlZ1vI4qzYgrml1DypZI31PLZeWeyDnXOYPdELrZuWMmEF7hdeeCHOPfdcPPLII9h///3reanJ3KKAKDDMFBDgPswCLqcrCogCokCQCvCD4tKlS5VlzHXXXacAAj/kHXnkkSqbnX8KNAgyIu/MxQ+YfG2dkJ1ZsYwVY0OYQ8hOIDtUwGR9FK7frPzQy5gyttpzX1uK0JedILaasdXZ+sVmjJbbr1pFc0uF9H4Z/IXGq0VGqc521nYx/SE730DhfVuLuet3NQ+PmXlts5aChuy8h9mY3aw3UCS2jXktMJbaiz3fa5+bndqLnbEdyCqG18Zgfvn9v1eOHU81nq0DQf1igX0x9jzVtDcLQxb7YFd0mD3RC6170aJF6q3IMGa4X3TRRTjnnHPw8MMPh9JjvjGfbLJqUUAUKEYBAe7FqCR9RAFRQBQQBZQCN954I55++mmV8cyvpqamvv/O/zd+KLr//vtxyy234LHHHlO/hE+fPh2f/vSnVTY7M6erCfwkPMUrQN9uglh+aajDD/uE7AQ7sgFSvJZh6snMScI6ZrMT6hDOEnQQ6BCyMzO20UFsoxfNLbYgbn8LHj4/uXFCz25mxbLpTHaB7GG6C0tbC+9ZDWL5Z34tBQ3ZR4wYIT8rS5O17r35nOLbJzq2+q0xLoxvFWnIzuK2Yfk9KB/qVwPg6zel8uF/taB+sRZlhZ631Ju/4/C+KtT4fY6v/6znxSTAvXrqX3zxxfjxj3+Mhx56KJQbAtU7UxlJFBAFwqaAAPewRUTWIwqIAqJAiBU45ZRTlPd6OY0ffgj9rr76apXJNRB8GigbaqAPWf3/vdGhYjna+h1DsE4QS292Anc2bpYQsnPzg/8trfEUyH9LgbCdfycoYAY7IbtsoJQe00YtmlsOzC/2mGpmlZYekaF1BDdPeK/qwpjaLoQAUEP2lpaWoXXSw+BsCJa5Ica4ErSzuC0b77GxY8f2QXa+sTBc20Abpn4FcEvJ7i8W6s+ZM0f9nGTTgD0MkD3/2mhE4M7r/sADDwzdJf7LX/4SP/rRj/Dggw+Gcn2hE0wWJAqIAlVTQIB71aSUgUQBUUAUGPoKaEig/UdpacAPl3fffTfuuecevP7660oEfsDca6+9wAwu+oPzl3BmZrIA2A9+8APlW1roQ1Y1FOz/WnOxoL5Y+KTHCzvY5wdPxoaQnX/ywy4zu5gRS9DOTLuwZNdVI+7DZQzGkWBH+7LrrFgWtiVkZ3yHM9RplOugf9FcPg+5GcZ7lfHVBYv5XGpra1NvEjGu+d7OxVjzVMv/uZTnqJ8Fz0CbqkP1ecSfl7R44s9PbfHEc+WbRYTszHimvYi0xlJAb57wnuVbRRr2cgM73yom7L8rNJbqg69W/27JJAP+bOyfYc/7b/Xq1Zg9e7b6WRnm2ITZE71QFJ566in1e34Ygfsll1yCH/7wh+rN24MPPngoXfJyLqKAKBByBQS4hzxAsjxRQBQQBcKoAD9YPv7448qb/e9//7t6fZofMj/60Y8qb/b99tuv5A8y+QDKrxDZQKCp0L8Xyo6qhqY6G6o/XKo0Q78/+C8lu5QaEtoRshPIcrNDb4Awk51wZyCf2GpoImPURgEdV8aUXxrGckOLkJ1f8pZCbbSv5ag6rtqTXdvFEKwTBvGLGymVgOj+/s/FZosWA/PzYVY1dNJFbf2AfbGbowN561eiZzHnqeOqIbsuVqyznfkc5ttetAWS1jgK6LjqLPaOjo6+xfM+1ZCdbyjU+hprHNVqv9JSvNi5OfLiiy+CGe78uRnmJsC9etH51a9+pZJ97rvvPhxyyCHVG1hGEgVEAVHARwEB7nKJiAKigCggChSlAD9sMovr+uuvV7YyixcvVsfNnz9fQfbjjjuuYjhU1EIq7ORX4LFcmF/ouAqXqg7PB/sDZZnynAhhCew0ZCfMIQRgFiXfLPCDWKWA/Wqcl4zhrwDfINGQnVmybMyE5eYJYQGBu7TGUoD3KkEdYSxBu4bsvEcJYqsB2YNWxO+ZOphlRCkbAMXaRfidfy2K5vL5SbDOn5GEenpTjM9hgljGlhYWsuHpF51wfZ/Xro5pflz5thg3TfSXbJ4EFzc+B/LtaQq9xaN/n9GbeHp13Czh766NANzDXIS0ULTDnOF+6aWX4uyzz8a9996LhQsXBnexykyigCgw7BUQ4D7sLwERQBQQBUSBwRXghxtmhVx11VWqaCrtYeg3S8BO0L5gwQLJ5iogoR+EKpTFXwrsJwjgK9PVsIzQyy82czTfVkeD/PxjB7Of0H6pct8VVoD3F0EsQbvOoNQZz4TsYgXUeFeOhuw6k137OxOy60x2iat/XBupaC7PRj8TCWf9NjyLLQTZv59kUvtfN6X24P2ps9g3bdrUZxVDWyedxc7N7DDbkZR6zmHvX0oW+2Be7ALcaxdpAncmBhx00EG1m6TMkS+77DJ8//vfV9aXhx56aJmjyGGigCggCpSugAD30jWTI0QBUUAUGPIKEGwQ+F1zzTWqyOnLL7+szplWMZ/5zGeUdYy8Nh38ZcC4tLe3Y82aNSo+BO78cEnPfGZQMpudrb9H/kBZpKUC/mqdcTFgv1TP6ELFcxsFRvGtBA3Z6d+tYR1jymx2xlXgTrWuvmDG0fcq48psdg3Z+YaCzmQXyB5MLEqZxa9oLjPX6QPN5zAz2vWGJzfFGFtuovBeLWZDtZR1DdS3kudkMc9h9hnqbz/pDTFdzFZbAGmffZ3FLsVsq3HFFjdGJVnsg83QaMA9rEVIC2n89NNPg2/lhRG4//rXv8b3vvc9VW/qsMMOK+4ilF6igCggClRBAQHuVRBRhhAFRAFRYKgoQIB7xx13KG/2//znP8qehK/Bn3DCCSqbnYWmGgViDpWY8Dz4oYuQnd7s2lqEdiIsfsqsZ0KeWreBQFQp0L5Y8F+trP1yYVQpx5Wbsc9NEX7458aJLmrLsQh3GFP+KfYTtb6qqzu+QPbq6hmW0Wj7w3uVGyeE7fr5lF/0tNQaCv2L5pbqmT+YTU/+96rxLB2oXkk1rHnyxwjydwv+rpNvFcMim2y0huGzl5ns/N1HrGKCuwurlcVeDHDn77LczA5zo6WMAPfqROg3v/kNvvvd7+Kuu+7C4YcfXp1BZRRRQBQQBYpQQIB7ESJJF1FAFBAFhrIC/EC+cuVKlcn+xz/+EatWrVKny8JChOwf+tCHVOaetGAVIDQh4CFk52vtGgbwQyJBe1tbW7ALCnC2YrJDB8vi9yueq79fDRhFWQoB+oH+jWCHmybMBNPzM3OScIdfzJQtZNlTLtgPMGzDcqp8yM5sdu3dzWemtouhBVeQMHFYBqKKJ82YMstZQ3YWotb3uX6biFCW92rYmxTNNfvsfHhvErLziz9T9fOXm9casstbJ8Fd0bXKYh/sDHSGeyMA9zB7ohfSOMwZ7r/97W/xne98B3feeSfe8573BHeRy0yigCgw7BUQ4D7sLwERQBQQBYarAgR/N998syqAevvtt6tX4JlZ+8lPflLZxsycOVMgUcAXBwEAMygJ2QnvCJUJ6phtR9BOKCDWItULymAwyg/a52eRDpblz0zKarWBQHz/TNNi/fQH8pUWODx4xPR9qu1iNGRnljMhOy1jBLJX66oPZhwdUw3ZdTFb+q/roqeE7fLWybbx8KtXEraiuTwDPuMYS2aw53vsF2uzk7+hWugY+Tld+L4NIot9sCcG3yZ7/vnn1duaYc9wb0Tgzo3Kgw8+OJiHdgmz/O53v8NZZ52l3uA94ogjSjhSuooCooAoUJkCAtwr00+OFgVEAVGgoRTgB2P6sROyX3vttcrOgh8M+QvoySefjPe9733yCnUdIkq4Q8hO2xgNegjs+IGQmyCNkElZB9lCO6XOkOX9xS/t362L7mmrgmKhfbGe/NXM2C/VVqecopCNBPbzITtBu7ag0JCdoJ1vnTTSOYX2BgpoYbyvmOmsvbt1TPl2gobsUhwzoGAUMU0xRXNpg8di0/ziW0QEvGx8ntF6jT9L+azSY/XfDODfq9E00PcD837PTb8NgLA/b+qRxS7AvRpXcOljPPPMM+DbQGEE7pdffjm+9a1v4bbbbsORRx5Z+snJEaKAKCAKlKmAAPcyhZPDRAFRQBRoRAW+8Y1v4JJLLlFLnzZtGk466SSV0T5lypSiCqP5fbjz+z7nLaZPI2pb6pqZ+UxwR8iuC2USBmjLGL7mLq2xFKBVjIbshD1shHfcNOEXY1rL6z8/Y9/PW79YP/1CsF9DrEqjQxhVKGu/3Az9geBWuZoTyvHe1JnsAtkrjXj9jyeQZZYrITv/1ICVtk58M4FfsnFS/ziVsgI+a3VM8z32GUdtFVPsGyd+RXP7Pw8L/d3v2ashfynnOFDfUjZGB3sTajCwX2rR3HpnsQ8l4M7fKcJYhLSQxmEG7ldccQXOPPNM3HrrrSqxSJooIAqIAkEpIMA9KKVlHlFAFBAFQqDAddddhxtvvFFZxrBwUD6I6g+lis2W1f14fKFjBhrHD4LV+vv1CAe1YEYlITshHj+Y8gMzsynpy87MZ3kVvR6RKX9O2onojRNmVbLRpoAZz9w8GYqewIUyTYuFTMXaS+jNg/Ij886ROtvUL1uU32dfQlnts6+BLDfDWCST9yg3TrQNRf6Ggdy71YhW9cfgGyY6iz3fu5v3JgE7n78E7tIaQwE+GwjWNWTXhcR5//H+1JA9zLVnhlLRXP0M5LOTP/umTp26ze8xGtrrTdZ6XWnaUmbXXXdVv3OFudFSptGAO38HYv2nsLXf//73+OY3v4n//ve/eP/73x+25cl6RAFRYAgrIMB9CAdXTk0UEAVEgUIKECbp13z9FCoGuhfbJ79fPkwv5niu069fvcA+1+a3OcAMPEJ2fml7EcIefuAjmOWHVGmNowDvIRa0ZTa7LmhLWEt4x0x22TipTiz7Q6mBLHgqteapVsZ+IRsJv4K65WTzC9j3v774zOU9StDe3t6uDmB8eG9qyE6LEWmNoQDfLmGxU8aTf+raGIyhBuyMrXjsbx3PUgqQl7IZqjP7C2Xr77bbbtBWTPmgPQxXWiMB9zAXIS0US2a4hxW4X3nllTjjjDNwyy234KijjgrDpShrEAVEgWGigAD3YRJoOU1RQBQQBbQCGrgHqYgfLC8GqBfbJx+e1Ttrn3Bg5cqV6kMIG+EAs575RT/v/s0P3Pt9P8iYDre5CBb4YZ2QnXHlNc14EPYQsjNLVmBP41wVfE7k28XwuchGT3YWx2Q2O7PaB/J6LgVk5fethkKDgf1SLCYGsuDJz9qvxnqDGINx4nNWQ3Zt6cR7kvcoITv/5JsJ0sKvAOPZ3ypGr5r2MBqyi/1PMLEczItdb4zyZ+Nrr72GefPmqfiEsXGz5rnnnkMjZLg3GnB/9tln1eZmGDPcNXD/97//jQ9+8INhvDRlTaKAKDBEFRDgPkQDK6clCogCosBACtQDuAcVjSDBvvZ61edWKGv/4YcfBi1HtL0IIV4p2f1hztoPKqb1nIeQgRnsBAkEedpehJmUhOyEePJ2Qj0jVNrcOp60AOKmiYbstBPhPcqvWtZOyM/YL9eCp9hs/tKUKdybz6paZOj3t/Yp1SNar1ZvmmjIzmctGzdKdNFTedukGldCMGPoeGp/fV1AnNcgN8EYU4JceTMhuHjo503/33f0Chgbff/yDb5ly5Zhjz32UG+ShLE1GnDv6uoKZRHSQrENM3C/6qqrwBpWAtzDeFfKmkSBoa2AAPehHV85O1FAFBAFtlFgKAP3IMNdDNy/7777VMbsvvvuO+DSihknTFn7/U/EL+u+0u8HGVPOxXgwS0sXP9VQllmVhOyEsmH2Bg5ar7DPNxBkJ1jnhkmtIXs99CkE9sstkutn41ON88sH+34Z+uxLsE4YS39j/WwkZKeNBTc1mfXc32Nf+/P7PY+qcT4yRvEK0CpGe7EThupNTT5jNWBnTOXtoeI1LbfnYFnseszBvNhXr14twL1c8Qscxwz3RgPurK2wcOHCKqpQnaGuvvpqnH766bj55ptx9NFHV2dQGUUUEAVEgSIUEOBehEjSRRQQBUSBoaSAAPfgonnvvfcq4L7ffvuVPWkxQL6afYar135nZ2cfZNc++7T9IWTnlxRVLPsSDvxAgiPCO2Y+80v7PROy60x2iWflYdFgv5Rs/YF8ot1fQCIAACAASURBVP3GqHy1uREIbgfyzS/HT79QIV6d9VutNQ+lcXjNECJqyK799XmOrGuiITvvVdkcqX3k8+2uisliH6x+hAbu8+fPV28khLHpDPdddtkFU6ZMCeMS+9ZET3T+XnLwwQeHep16cbTqoU1bGIH7H//4R5x22mn417/+hQ9/+MMNoacsUhQQBYaGAgLch0Yc5SxEAVFAFChaAQHuRUtVccd77rlHebVXAtwrXkQJA1QT3PtNG5as/bfeegtvvPGG8gtmo10BoSwh+0DQxw8E+X3fTxv5fukKaMiu7WI0ZGe2M+PJbHaB7KXrWq8jmL1OaxFumDBrUjedxc4/mcXuB+r9MvT7bwBU63wLgfjBYL9fZn8jg31qTBCnrWL0hibPKd8qhm8pSKutApVmsQ+2OgHu1Y2dAPfq6XnNNdfga1/7Gv7v//4PxxxzTPUGlpFEAVFAFPBRQIC7XCKigCggCgwzBQS4BxdwAndCvne9613BTdoAMwUJ9v289vkWAgG5toshyCu12K547dfnohPIXh/dazEr7yFmc2rIzixoNoLo/KKntayZoJ8VBMTFZOIX66dfaLxqaehX+LZU8F8oy7+cjH3a/mjAzqxivcHKN77yrWIGy5iulkbDfZxqZrEPpiU3r5cuXYowZ7izJgu9xiXDvfp3RZgz3K+99lqceuqpuPHGG/GRj3yk+icvI4oCooAoMIACAtzl0hAFRAFRYJgpQM/UYoDnMJOlJqcrwL0mspY0qN+1fscddyigt2DBgkHH9RuHB4cla7/Qifhl3Vf6/ZKCUkFnwkttF0Og1z+TndnsfKtEWvgV4P3C7HUN2XXmM6F6ftHToebfPRDYr3a2vs5mrsaV4Fc8l88PzsffLxhH/qkb70e+acLNTP4330zQ4/Uf1+85VI1zGepj1DKLXYB7cFcPM9w7OjpwyCGHBDdpBTMRuHND49BDD61glNocet111+GrX/0q/vnPf+KjH/1obSaRUUUBUUAUKKCAAHe5LEQBUUAUGGYKCHAPLuAC3IPTutyZbr/9dgX39txzz3KHUMcVA+Sr2Wc4ee1ryK7tYnRhRRay1XYxAtkrunwDO1jHkpCdX7ooMYtk0vaHX/Tylszn6oQkP7u5f9Z+uRn6ekxudukxqrPa3BsNA2XlVyObX4891MB+UFnsAtyrdaX7j8NMfNY4aBTg/vzzz6vN8DAC9+uvvx5f+cpXcMMNN+DYY4/1F196iAKigChQJQUEuFdJSBlGFBAFRIFGUUCAe3CRuvvuu5UPuFjKBKd5qTPddtttCvJVCtxLnbeS/tUE937rqGfWPudetmyZArP5kJ3x4iaJH2T3g2p+3/fTRr5fnAKE6hqws1imvqb4bNSQXYpkFqdlvXsxe11bxTCbVceS9yL92EePHt1XK6EW1jzFPPuK0ag/2C/FQ7+UvrV6xtQri32oAPdZs2Zh6tSpxVwqdesjwL160v/pT3/Cl7/8ZfzjH//Axz72seoNLCOJAqKAKOCjgAB3uUREAVFAFBhmCghwDy7gAtyD07rcmRoRuJd7rqUeVwzcqmYfPZaGVCy0+NRTTymAN3nyZAXZ6QE9UPNbi3jtl3oFlN+fYJYFTwlnGUetPW1FNGQfLJblzyxHVlMBxo22FnrDRHvr8x4lXKcdF7+CKkhM0Nw/a78/2C/Xmif/OL9nSbEaE84Xytov5JXv57dPzfmlNxoLrVH77bNf0G+JaA/3efPmqWsijE17uAtwr350wpzh/uc//xlf+tKX8Pe//x3HHXdc9U9eRhQFRAFRYAAFBLjLpSEKiAKiwDBTQIB7cAEncKd37b777hvcpDJTSQoQuNOWxM/DvaRBpXPJChSCR4QjTz75JGbPno3tt9++KrY9gxXR5aKLBW35mwOFjqkX3K9VRq1fQHm+3d3dCrLziwVQ2Qj9xowZoyA7N0yi0ajfUPL9OitAqxhaQ/BtBH5pP3Z662vAzmz2WhawrbMECuoXAvuD/Vs5hXbz3yAq9pxnzpypNiDZNITXYL/YMWrRrxGAOzf/6I3eKMCdNS4WLlxYi3BVfUwCdz4vDjvssKqPXemAf/3rX/HFL34Rf/vb3/Dxj3+80uHkeFFAFBAFilZAgHvRUklHUUAUEAWGhgIC3IOLowD34LQudyYB7uUqV/vjCP00cJ8+fXpVJiwGqFezT/+sfX0SxczBvn796gX29XnQY1hD9kQiof6ZRTEJ1/lFMMu/Swu3AoxdvlWMvq5o9UPIzljSW79eGzrhVq/81VHnfFDPzQ5aMGl/fP6p4X8qlcIbb7yBadOmgdC9Hlnsg53pmjVr8NJLLyHMGe6NBNxZhJTrbRTgvnjxYvUMCSNwJ2j/whe+gL/85S84/vjjy79h5UhRQBQQBUpUQIB7iYJJd1FAFBAFGl0BAe7BRVCAe3BalzuTAPdylav9cbUA7rVf9Tsz+MHyYoB6MX0qytr3XBjuazC91+B5aQAj4dq7w0PbNlLlnw8L2C5fvrwv+zkWi/WBWdrG5NtZ+EHaSr8fZEyHylyMJTdLtFUM305gYyz4RoKG7GL7U9uIl+LFTpumJ554Atx83HHHHWu7sDJGF+BehmiDHCLAvXp6auBOa5kTTjihegPLSKKAKCAK+CggwF0uEVFAFBAFhpkCAtyDC/hdd92lsgL32Wef4CaVmUpSQIB7SXIF2rnRgXtQYpUN9t23YKVvguGuAbzNgJcFjCZ4xli49ny49nsBI7LVaWi4T/sAwtoZM2ao7OcRI0YUfbp+661n1r4f/C/6JEPYkZnT+VYx/DsbbX40YCdslzcSahu8fFua/ptleuZCXuw9PT147LHHBLhXEB6d4b7zzjurNwXC3AS4Vy869G7//Oc/DxZPPfHEE6s3sIwkCogCooAAd7kGRAFRQBQQBfIVEOAe3PUgwD04rcudSYB7ucrV/jgN3OfMmaM83KVVUQF3LczkNTCcVwCvHTBGw0MEhtcFeD3wrJlAZC+40eOY9tw3sYbh9EEmcH/ve9+7zaL8gDoP8OtTUdZ+3oqGu9c+M9fpq8xY0Q9a68HaIhqyc7NkKG80VPGuKWuoUrLYB/NiF+BelvxbHdRowJ11TA499NDKTzyAEbSlDNcbtufJP/7xD5xyyim4/vrr8clPfjIANWQKUUAUEAVyCkiGu1wJooAoIAoMMwUEuAcXcAHuwWld7kwC3MtVrvbHCXCvncZm8loYmYcBL5mD60aez7rbAcNdAc/aBW7sJMDeZZuFPP300wriHnnkkTVZpB+QLwbal9JnqHjtE+4SrOuCp4S0bLp4rYbs8Xi8JnGTQXMKlJvFPph+jQLcd999d/XWSxgb7w0+uxohw51vEfFnYKMA9xdeeEHV8wgjcL/hhhvwuc99Dtdddx0+9alPhfHSlDWJAqLAEFVAgPsQDaycliggCogCAykgwD24a0OAe3BalzMTIdvtt9+OCRMmYMGCBeUMIcfUUAEB7jUS110PM/FbGM5ieNZcwIhuO5GzGgay8CIL4ca3fQW/1sC9RmdecNig4H6ts/ZZ+HTRokWq6Cabtoph4drRo0f7WsX4ZaVW+v0gYxr0XNXKYhfgXtvICXCvnb5hBu7//Oc/cfLJJ+Paa6/FSSedVDsRZGRRQBQQBfopIMBdLglRQBQQBYaZAgLcgwv4nXfeCRYQFA/34DQvZSYN3CdOnIg99tijlEOlbwAKCHCvjchG9lkYyethuOvh2bMKT+L1wHCWw7P3gdt85jZ9hhJwr43K245aa7DP+4Vx4QYiC2u2trYqa4f+oLyYdXD1fv2Gu9d+MVns1F77secXEi7nmtMZ7rTX2mmnncoZoqbHrF27FkuWLIFkuFdH5kbNcF+4cOFWRbOro0Zlo9x444347Gc/i2uuuQaf/vSnKxtMjhYFRAFRoAQFBLiXIJZ0FQVEAVFgKCggwD24KBK4M7Nw7733Dm5SmaloBQS4Fy1VXToKcK+N7Eb2GZjJ6wFvIzxr5wGAexKGswyevTfc5rMEuNcmFFUdNf9+KaYgpB9QLxa6549TKdzn8YXWVS+4n38+QWSxD3ZBCHCv/HbRGe7csAh7XRAB7pXHW4/wr3/9S4H2q6++WoF3aaKAKCAKBKWAAPeglJZ5RAFRQBQIiQIC3IMLhAD34LQuZyYB7uWoFtwxAtxrpLXzJszk72E4L8Kzdt/av11P6a6F4XXDixwEN36yAPcahaKaw9bjfqkGtC8G7Os+9fTap1VPofOtZhb7YNcDLYMeffRRBYolw728O6e9vR1PPfWU0q8RgDtrMRx22GHlnWzAR7344ot4++23EcYM95tuuklZyfzhD39Q1jLSRAFRQBQISgEB7kEpLfOIAqKAKBASBQS4BxcIAe7BaV3OTALcy1EtuGPqARCDO7s6zuR5MJNXwsg+ynKa8MwZgGG8syCvN7vd3BFe/BPw7G3tlsRSpo7xG2DqoX6/BAX3B/LaTyaTCrjnW8RUahNTylUkwL0UtQr3bSTgvnjxYlWYWoB75XG/+eabVbHUq666ShVPlSYKiAKiQFAKCHAPSmmZRxQQBUSBkCggwD24QAhwD07rcmaiRcAdd9wB8XAvR73aHzPUAWLtFRxkBudVmMk/wXBeAeDCM8cBiMDwOpXVDMwp8Ozd4cY+AxiRbQYS4F7X6BWcXO6X6sSkENjnz4pUKqUmsG27OhOVOEqjAPfddtsN48ePL/HsgukuwL12OusM90MOOQSWZdVuojJG/ve//41PfvKTuPLKK3HKKaeUMYIcIgqIAqJAeQoIcC9PNzlKFBAFRIGGVUCAe3ChI8wdO3Ys9tprr+AmlZmKVkCAe9FS1aWjAMQay55dAjP9b8BdD8PbDHgOYDTBM7cDrB3hxj4GGC0FFyHAvcaxKWN4uV/KEK3IQxzHAS1l2ILMas9fXtiBO+1ECF0FuBd5Ufl0a9QM9zAC9//85z848cQT8fvf/x6f//znqxMgGUUUEAVEgSIUEOBehEjSRRQQBUSBoaSAAPfgoinAPTity5lJgHs5qgV3jADEALT2emBkn4fhrACQgWeMhGfPB/rbzPRbigD3AGJT4hRyv5QoWAndBbj7i9VIwH3HHXfE9OnT/U+qjj00cD/00EPRvxhxHZc14NRLlizB2rVrEUbgfsstt+CEE07AFVdcgS984QthlE/WJAqIAkNUAQHuQzSwclqigCggCgykgAD34K4NAe7BaV3OTALcy1EtuGNYMG7RokWYM2dO6AvcBadKOGYS4B6OOOSvQoB77WISJuA+bdo07LzzzrU72TJHbgTg3tHRoX6mNAJwf+GFF7Bu3ToIcC/zgsw77L///S+OP/54XH755fjiF79Y+YAygiggCogCRSogwL1IoaSbKCAKiAJDRQEB7sFF8vbbb8e4cePEUiY4yUuaSQP3SZMmYf78+SUdK51rr4AA99prXO4MAtzfUS7n+e3BMMxy5azKcQLcqyJjwUEEuPtrK8DdX6NSejQqcD/44IPrVudgIH1vvfVWfOITn8Dvfvc7/L//9/9KCYP0FQVEAVGgIgUEuFcknxwsCogCokDjKSDAPbiYCXAPTutyZhLgXo5qwR0jwD04rUudabgDd0J2x3kB6fQDcJyXlf+9YY5BJLI/IpEDYZptpUpacX8B7hVLOOAAYQDuyWQSjzzyCMKe4T537lxMmDChdsGoYORGzHBfuHBh3eoGlCK1tpQJI3Dn7+LHHXcc/vd//xdf+tKXSjkt6SsKiAKiQEUKCHCvSD45WBQQBUSBxlNAgHtwMeMv+dtttx323HPP4CaVmYpWQIB70VLVpaMA97rIXtSkwxm4e56LVPJPSGcegOu+Dc/dAsCFYTTBMLeDZe2ApqavwrImF6VltToJcK+WktuOI8DdX1vanzAruxGA+8yZMzFjxgz/k6pjD53h3ijA/aWXXsKaNWsQRuBOe8ePfexj+M1vfoOvfOUrdYyqTC0KiALDTQEB7sMt4nK+ooAoMOwVEOAe3CUgwD04rcuZSYB7OaoFd4wA9+C0LnWm4QzcU6lbkEreAMdZDsMYC9McC8CG53XCddfAMNtg2/PQ0nI2DCNeqrRl9xfgXrZ0vgcKcPeVSPmNC3D316nYHi+++CJo0yPAvVjFBu5355134thjj8Wvf/1rfPWrX618QBlBFBAFRIEiFRDgXqRQ0k0UEAVEgaGigAD34CIpwD04rcuZiRCFH8TEw70c9Wp/jAbuzJikjYK08CgQZuCes3tZDsdZAQ8uLHO8AuCGEalYQM9Loavr+8hmnoJpTuyF7e8M63lZOM5SWNY0xJs+j2j0kIrnLHYAAe7FKlV6PwHu/po1AnDv7OzEk08+iUbIcG9U4H7QQQchEqn8Wet/xRXf46677sJHP/pRXHbZZTj11FOLP1B6igKigChQoQIC3CsUUA4XBUQBUaDRFBDgHlzEbrvtNowfP14sZYKTvKSZNHCfPHky5s2bV9Kx0rn2Cghwr73G5c4QVuCezb6KROqvcJyV8Nz23mKmLQqOx2NHIRo9qNxTVsdlMk8i0fNrOM4qWNYcGIaxzXiuu05lu0eih6Kl5ayK5ivlYAHupahVWl8B7v56CXD316iUHo0G3JcuXYq33noLYQTud999Nz7ykY/g0ksvxde+9rVSwiB9RQFRQBSoSAEB7hXJJweLAqKAKNB4CghwDy5mBO4sHrZgwYLgJpWZilZAgHvRUtWlowD3ushe1KRhBO7Z7HJ091wGx3kVrrcFhjESBky4XofKblfe6rGPIxY7oqhzLNQpnboDicRV8LxuWFZhD2jP64HjvIZIZD+0tp1f9lylHijAvVTFiu8fBuCeSqXw8MMPY+rUqZg1a1bxiw+opwbuc+bMwcSJEwOatbRpGjHD/ZBDDoFlWaWdaB16hxm433PPPTjmmGPwq1/9Cqeddlod1JEpRQFRYLgqIMB9uEZezlsUEAWGrQIC3IMLvQD34LQuZyYB7uWoFtwxAtyD07rUmcIG3Gkj09V9DjKZJ+DBgWXOgGHY6rT4PddbC8/dCNueg7bWH8M0tyv1lFX/dPp+JBKXq7Esa+eCY7huO1xvDaKRA9HS+j9lzVPOQZs2bcITTzyB2bNnY/r06eUMIccMoIAAd/9LY/369Vi8eDEaAbjvsMMO4FeYm85wF+BeeZTuvfdefPjDH8Yll1yC008/vfIBZQRRQBQQBYpUQIB7kUJJN1FAFBAFhooCAtyDi6QA9+C0LmcmAe7lqBbcMQLcg9O61JnCBtwz2SXo7v4Fss4y2NZuMIxtM0KzziswjVFoip+AePyYUk9Z9Xfd9eju+iGy2RdgWbtsUxRVwX33VRjGCMTiH0c8/rGy5innIAHu5ahW3DEC3P11EuDur1EpPZYsWYK1a9eiUYD7smXLsHr1ahx44IGIRqOlnGrN+95///04+uij8ctf/hJf//rXaz6fTCAKiAKigFZAgLtcC6KAKCAKDDMFBLgHF3AB7sFpXc5M2WwWLKYlHu7lqFf7YwS4117jcmcIG3BPpm5GInEtWNTUsgpnd7vuJrjeRsSi70Fry7fKPXUkev4X6fTdcFWW+w4wjGY1luc5cN018Lx22PZsNLf8EJYVnLWGAPeyQ+p7oAB3X4nQCMC9q6tLvQXSCBnuAtz9r7liezzwwAP44Ac/iIsvvhhnnHFGsYdJP1FAFBAFKlZAgHvFEsoAooAoIAo0lgIC3IOJFzMdb7/9duVlusceewQzqcxSkgIC3EuSK/DOBDhPPfUU5s6di2nTpgU+/1Cc0POSyGaeheO8CHqNExZb1lzYkfkwjKaiTzlswD2RvBGJ5J8Az4FlTS14Hjmrl7WIRQ9Da8t3iz7X/h1ddzN6en4BJ7sMrrsWQETZ19DX3TDaYFrbIx4/AdHowrLnKOdAAe7lqFbcMQLc/XUS4O6vUSk9NHA/+OCDYds5e6wwtzBnuGvgftFFF+Gb3/xmmGWUtYkCosAQU0CA+xALqJyOKCAKiAJ+Cghw91OoOt8X4F4dHWs5igD3Wqpb+dgC3CvXMH8Ex1mJVOIv8Nw1cL318Lw0DCMKw9gOpjkJsabjBywE2n8lYQPu6fSD6E5cAddZDcuaDcMwthHPcd4ADAPx2AfR3PT5vu9nnbXIOK8AXhaWOQ4Re05BS5r8AQnvU6kbkc08rTLaARcwmmCZ0xGNHYVIZM/qBq+I0QS4FyFSmV0EuPsLp4E7awhMmjTJ/4A69GjEDPdGA+4HHHAAYrFYHaI78JQPPvggPvCBD+DCCy/EmWeeGaq1yWJEAVFgaCsgwH1ox1fOThQQBUSBbRQQ4B7MRSHAPRidK5lFgHsl6tX+WAHu1dOY3uPJnit6M9sTMM2JMNAEDwm47tvKi5yZ7vHmLxZVUDRswJ3Z+h1dZysAznMzzXFbied5iV5/913R0nKGgupZ5210J/+GdHYp3F5ozox/25yI5tj7EY8e6BsAgnfHWQEgo+Y0TVrMbAv7fQeqQgcB7lUQcYAhBLj7a9tIwH3GjBmYOXOm/0nVscdLL72ENWvWoFGA+8svv4w333wTYQTuDz30EI466ihccMEF+Na3yrcTq+PlIFOLAqJAgyogwL1BAyfLFgVEAVGgXAUEuJerXGnHCXAvTa969NbAfcqUKdh9993rsQSZcxAFBLhX7/JIJW9EJn0rCIgta1cYhtk3uOe5cJxlMM0RiETfh1j8WN+JgwburtcDz90CwIZpji2YgZ5M/RfJ5A3IOsthGm0wjDGAYcFTVjIbYJlTEI3uh+am0+G469De/UtknJfhuOthGi0ALLheFwwjhog1Ay3xj6I59j5fLcLSQYB77SLhui4ymQz4c90037l3ajfjtiPzdzeCQ/682mWXXYKcuqi5WHPj+eefRyNkuAtwLyqkJXUKM3B/+OGH8f73vx8///nPcdZZZ5V0XtJZFBAFRIFKFBDgXol6cqwoIAqIAg2ogAD3YILGD+h33HGHeLgHI3dZswhwL0u2wA4S4F4dqenbnui+ANnMIlj2LBhG6zYD03+cnuR2ZC80tXxbZbwP1goBd8/LIJV9FpnsElW81DRGIhbZG7Y1s+ysb8dZi1T6PmSyi8HzAEwF3KORfRGLHqDguG6EocnUP5FK3wXX3QDPI6D3YBgtMI3tYNtz0dz8/xRc39J9CZLpB+B6nYiowqe5cdTmg/u2Op5Z8KNbvw/bmlKdQNR4FAHutRNYgLu/to0A3Lu7u/H4449DgLt/PEvtEWbg/sgjj+B973sffvazn+Hb3/52qacm/UUBUUAUKFsBAe5lSycHigKigCjQmAoIcA8mbhq408t0/vz5wUwqs5SkgAD3kuQKvLMG7rvtthumTi1cCDPwRTXghK7zNnq6z0cm+zRgToahoPVo5Vdu4B37E9qxWPYcNDV/HaY1sSTgnsm+is7ENXDcNXDcTQCyCtoTdEftWWiNfwYuNiOdeRauKi4aR8yeD9vacUAYn8kuR0/iWmSdlXDddb3rcVVxV2arRyJz0dL0uW02BxxnFejpnlVWLw5McwKikQNg27upzP6s8yY2d/0E6ewLiCq/9uhW50pwz7kJ6lvjH0Nb8wkNEXUB7rULkwB3f20FuPtrVEoPbSlz0EEHIRKJlHJoXfpq4P7ud78b8fjgG7ZBL/DRRx/FkUceifPPPx/f+c53gp5e5hMFRIFhrIAA92EcfDl1UUAUGJ4KCHAPJu4C3IPRuZJZBLhXol7tjxXgXrnGzDpv7/k9Msm/wvA2wkFcAXdmdDPTO2rPhmWOymV2Z5+CZc9HU8s3fH3c8zPcs84baO++DGlnKeilbhrjFMT2vC647iYFvGlrTvjuept7i7VGYJljYVs7oK3pJFjmdludrOt2obP7YpXZzix1y9oeptGs1skxWACW/xaPHo7mpo+XJFQidQ86Er+H625BxN6p71iOnXE3IutugON2wEUSEXMSRjV/CS2xQ5VOYW4C3GsXHQHu/toKcPfXqJQejQbcX3nlFbzxxhsII3DnWw1HHHEEfvrTn+K73/1uKWGQvqKAKCAKVKSAAPeK5JODRQFRQBRoPAVSqVTjLboBVyzAPfxBoyfv3XffrTxxxcM9fPES4F5ZTJipvaXnciRSD8Fwn4eNDDzEia/hIQUDEZjmSMTtBTCQgeuuQSTyLsSbzyjokZ6/mnzg3tHzO/Sk7lKWL7a101b+8ATnqcwTgGHCRAyWNUVlqLOv622CxQz4yFyMbD5NrUW3ZPo+9CT+Ctd9C7Y1d6sx2YfjZp2XEY3sibaWs7Y61k+1ntQd6ExcBddLIGJNV909z0HSWYGsuxmul4LrpXuz9JsRs2crT/exLaciEmJ7GQHufpEv//sC3P2108B91113xeTJk/0PqEMPbSkzffp07LjjjnVYQfFTLl26FG+99RYaJcM9zMD9iSeewHve8x6cd955+P73v198EKSnKCAKiAIVKiDAvUIB5XBRQBQQBRpNAQHuwURMgHswOlcyiwbutCuhbYm0cCkw1IA7AXjWWYVUZhEcb6MC3hF7Z8Qie8E0mqoufiqzGJu6L0E6+zJi5gjY3mYYXg9c5eHOAqEdyhM9Yo6DTfsXawZi8WMQiR7quxYN3N9zxJ7Y3HUe0pnnELEJxt/xVOcgWWc1Ms4rKvPdNqciFlnQNzaz7zPOMpXd3hz/MFrzirV2df8GyfQ9yq+9f/a7HoBe8cyeb2n6DGLR/X3XrDtQ//buXyPrrkREwXwDyexKpN21cF1m6MdUccycHc0owIio7Pq4PQ/btf1AfT+MTQN3Ak96VEurngIC3P21FODur1EpPRoVuO+///5oaqr+z7NStOvf98knn8Thhx+Oc889F2effXYlQ8mxooAoIAqUpIAA95Lkks6igCggCjS+AgLcg4mh4zi48847VabXvHnzgplUZilJAQHuJckVeOehBNyZTd2ZuB7pzItw3PVwvR4YsGCaBdzCRwAAIABJREFUYxRQbmv6OGKR6tZ62Nz9W3SlbuuF6hNhua/D8NoVdPcMC/BMuOiEhRgikT0RjeyHWNPJ20DzQoHXwH3hYRPR3nOZAuu0p8lvygvdeR6Osx4eMrDM8aqIKi1tdHPdDmTc19Wmw5jWH/XN3dF9IVLpB2GbO8A0ty3yyuOzzmsqW745/knEY4cVfX2yoOumrh+qjQ9qbxgj0Z15AY7XDhPNKrvf8zqVh3tEecyPRCq7FFF7e4xp/iKaowcUPVeQHTdv3qwKQgpwr77qYQDu/Hn14IMPqt8pGOOwtY0bN+K5555TawtrhntPTw8ee+wxNFKG+4EHHohodOs6E2GLPdejM9zDCNwXLVqEww47DOeccw5+8IMfqA3V1157DXzjQd5uDOPVJGsSBYaOAgLch04s5UxEAVFAFChKAQHuRclUcScB7hVLWPMBBLjXXOKKJhgqwJ12Je09lyvAm6H3uDEGptkGz8sq+E7AG7F3wcjmz/dBawL6TOZ5ZFV2eAaG2YqovTtsa+eCdi8qe95dDcdl5rwJ29oeG7t+gkT6CUTsHVSGNjwHpvcWDLcdBmiZQj/0HgAtaIodhdbWbymAXUx7B7hPQnvPpaoQKQuQbg3cU0hnn4frboZHIxtzHGKRfbYq1Mp1p53nELV3xaiWb8O2csVxu3p+g2Tq3t7iruMLLklluBsTEIsdDsuihQXPe5oqqMqs9cFaT+pOdCX/hkz2Fbg01KFnu5eBxex2JAHa35ijELEJNllo9W146EFL9AiMaz29GIkC7yPAvXaSC3D311aAu79GpfRYtmwZVq9ejUYB7suXL8eqVasQRuDODHcWTT3qqKMwYsQI3HfffXjzzTfV32+55ZZSwlJ234ULF+L+++8f8Phbb70V73vf+8oeXw4UBUSBcCogwD2ccZFViQKigChQMwUEuNdM2q0GFuAejM6VzCLAvRL1an/sUAHuqcyzqnBpOrtMgWUFv1UpUAdZZwPS2eUAMjCtqWiNfxpN9mSk0vfDddcqgA5kYdDyxZwA25qOlvjHc1YnvS2VfQndqTuQya7MZc4bBkxjpLKSyTrrEI3M2tqyxkvD8DpgwEHGWQeY22F0y2lojh3iG1T6mzvOm1iyZDHWr0/j0EMPx+auc3stZWarderGTHICd8fdACCOiDURUXtr6yYN3CPWLhjdSuA+TR3O86eHu+OuHsDDvVONDaMVlr0jOBe41WCMRMSegebYB/rGKnRSnLc7dSMSqTuRzC5DylmrImIa8d6Csq2wVXZ7zj7GcTvVhkZL9BCMbwunJYEAd9/Lt+wOAtz9pRPg7q9RKT0EuJei1tZ9+XxPJBJ46KGHcOWVV4LAndenbnPnzgUBOCH80UcfXf5EJRypgfuxxx6L1tZt39r65je/Kdn2JegpXUWBRlFAgHujRErWKQqIAqJAlRQQ4F4lIX2GyWazuOuuu8RSJhi5y5olnU7jnnvugXi4lyVfzQ8aKsC9vTtXVJTw1u4tuskMdoJe1+1UxTsN9KiCpoY5FREkYZvNsAiTzfHqONfrhOOug2VOQDSyO1qbPqfgdiK9CB2JvyHjvKY82QnzCfI9L60gtOt1wTYnI2LnQHZ+Y+Z9KvsCYvauGNv6bUTtnQeMKdeYSN2NZOZZlbG+adN6JBIedphxEFx3A7ip4HndvUVTLTWO57lIZ5+G465VIJyWM1x/fuP6Ms6riNl7YnTbj/o2BlyvG51dFyGTXawy8S1rGkyjVY3JYqvp7FLm5wOwYRjNavxcxn6HsumJWDujrfmzfUVRBzqxTHYFtvT8Hp3pe5VetrkdLHOsyqynz71uWXcDXHcLWmOHY1zrmTW/9suZQIB7OaoVd4wAd3+dGgm4b7/99thpp538T6qOPRoVuO+3335obs5tKgfVNGDfsmUL+Bzkn/ysQ4ujH/3oR2C8I5EI9txzT/z617/G+PGF35qq5Xo1cKeVjdTYqKXSMrYoEC4FBLiHKx6yGlFAFBAFaq6AAPeaS6wmEOAejM6VzCLAvRL1an/sUAHuGzv/B8n0o6pAag6IZ5HIMPN7C5gxrrKqvRQ8w85lWYP/1oymyIGIWO+AAUL0TPYF2NYMNMePhW3PxsaunyGVfRGm0aKKkhpqDKhM91TmBbjeFgWiWaxUZ9bz+zkLmlUgdG+O7o+xrT8Y0IaFY3X0XKUgN61juMbubma692DkyO0VpPa8LrjeRrhuuyp0ShBOSE3YzvkJr+OR/WGbI/ouHFrqZJyXFdxuiR2N1qZPbHVRZbPL0Z24DllnJVx3nZo3N1YMWa8DLtLKY90yp8Mwcr7wtN/JOisAw0Issi9GNp/uay+TcdZgfec5SGZfRNTeRcUjv+Wy8JfBNsdjdPNn0Bp7b+0v/jJmEOBehmhFHiLA3V8oDdx32WUXTJkyxf+AOvTQHu6NBNwPOOAAxGLhLNScH0JtKRMEcNeAXcN1/snf53RraWnBqFGjwD/5xhd/lzj44IPxwx/+ED/+8Y/rcOVBZdTTUkaAe13kl0lFgbopIMC9btLLxKKAKCAK1EcBAe7B6K6BOz94SlGmYDQvdRYB7qUqFmz/IQfcrZ1gmi1IO28pGxnH64FljFCwmEU6CaUNAmVms/O/jTbE7bmI28zuznmrM8udvu/x6AEwrZ1UdjvBdtTadRuw7HlJ9KQfVB7kBmxY1liYRq93vJfzemdW++jmryIW2drqJT/SnYm/I5G6R1mq2NZMmMYIbNiwAYlkJyZNMlQWfcSaAdNshutuRNp5Q1nl9GXag3YvbLRsaUPMoqd8BI63AaYxSnm/j2w5TWWW92+O8zZSmfuRySyG5yXUuTheN7IuPdU9RKw5Bc7bQTr7LKL2XLQpX/xZyDjr0ZF+FBl65sNGk70LWqN7wjRyxQg3dl+G7vQDcJyNyv+e2fQENdwQYUFY2vrE7DkY33YOLLMt2BuhyNkEuBcpVBndwgTcJ02ahNmzty5QXMYpVf2QRgDutBl59NFHVcZz2DPcX375ZeUz3ijA/dVXX8XKlStRC+BeDGAfPXq0guz86l9klpnuBx10kCqYysKp9WgC3OuhuswpCtRfAQHu9Y+BrEAUEAVEgUAVEOAejNwC3IPRuZJZBLhXol7tj123bh1YnHO33XZTtj+N2tp7rkJP8naVdR2xpqEn86zyVqdVjMkinR4h+2Y4cGGqEp4OTWFyAN4YoeBvc2QuYtYUVWg1nV2EWGQ/ZNGMRPp+VYy0EKymXina1njtsJTlCgEy7WtMlVVum+MwsvkkxCN79UmbddcjlXleWdgYiMI2J6Ir+X9IZZ9B1JoF08x5z3IzhPBq2rRpyDjLYBqj0RI/minm6Ej+WUF3x22HBxsu/emRhKHOifA/gog5EfHIrqpIalvTZ2GroqcDN24eMHueGnYnb0IifaeC9bTcKdRoscP1t8Q/gi5nEzpSDyHrblbnD8OETa93azwmNH8GLdF56m2DDd2XKJ/9rLuWp6GK0/KtAktZ1EzDmOYvIB6ZF9rLUIB77UIjwN1f202bNuHZZ59FmDPcBbj7x7HcHtUE7pUC9v7n8Pzzz6vis9///vdx3nnnlXuKFR2ngfvZZ5+t/ORN08SsWbNwzDHHqA0gaaKAKDA0FRDgPjTjKmclCogCosCACghwD+biEOAejM6VzKKBO6Ehi2hJC5cCQwW4pzJL0N7zv0hnX1IWKMnsS8i6m2AZLHxqAMj5uDu5/G3lHO6AFilE1MzANmGbo9AaWQDbZDHU55RdSsazkcg8iIi5PcwBsq4zzkoFuJtjh8OABUdltkdU8dam6H59NjPM5O5K3oRU5kXwGEL6HByPwvM2wUQMsegefReIBu4EBY67WWWBR+y9SKmVn3uKwN3LqMxwWtkwqxwefeo74XElxhSMbD4Ro5o+kft+ryVMMVdgR88VSKTuUkVkLeW1vm3LOm+oDPgsRqPTWafWw7cE6IvPf+VmADc7YtZ0TGk7XW1osDBqZ+o/SKSfhKOseJiR36Qy29tiRyFqzyxmeWX1yTgb0JF+CD2ZJXC9NGxzNNqi79oqC99vYAHufgqV//0wAHf+TvHAAw8grBnuAtzLv74KHdmoGe7vete7lJVLKa3agL3/3IsXL1ZvCnzve9/DT37yk1KWVrW+Grj3H5De8sy855c0UUAUGHoKCHAfejGVMxIFRAFRYFAFBLgHc4FkMhncfffdystULGWC0bzUWQS4l6pYsP2HCnAnTOhM/BEJWpo4K5B1N8LxkrBAm5iMAsMOskh6FpoN5rWnkVW4PaIy3JkhTvgbtSaj2doenteDePQQZJFFd+oOGGiGbU3aJjg57/ElqmjqqOaTFWAv1Ojj3pG4Ht3pB5XvO/PQifo9ZW+TVJsABrPso4fANHPWNhq4T502EYnMq8g4r8BBk4LppoLqthrB5qaCwU2F3uZ2wUFCzUFP9LbogbDMFsTs3dX6mE3u17qS/0BP8ha1PlrZFGrp7IuA0YIupwPdzkbErGlbWcHktMn50bdF98X2I/6nz5qGmx8Z5w3Ac2BZ42EXsLrxW2Mp329PPYQNPX9Dxt2osvDpU8+CuBFzLOLWdExq/fJWXv4DjS3AvRTVS+srwN1fr0YC7txk33nngYtE+59t7XsMZeDO5y/99POLnPb3YB/MIqZU9V944QW8+93vxne/+1389Kc/LfXwqvSnfzwz2rkObpq98cYbuOGGG1TGPd+8uOSSS3D66adXZS4ZRBQQBcKjgAD38MRCViIKiAKiQCAKCHAPRGZo4E4rDFpiSAufAgLcwxeT/BU1CnB3vSS6M88j42xURUub7J0Qs2Zs5S3OYp5dyX8imVmERPop5cNOrE2f9qzXjZTnAMymRgYWaPuSgYs4DIO+5gay3ibYxgg0WaMQi+yBlvgn4CKLLT1/QDr7KmL2XBhGZKuAMvOc2eq0jBnX+j3lH5/faGWTcV5FZ/ImBe4zyqucRVdNGL2e8Z7XDQM9XClscyc0x/ZWQxC4J1Nb0DJutfJtN5CG45nwDBZ9JWonZLdUpjYzyUnYqZOLLTC9tALuHixYRpMC2jF7FiLW9hjRdAKi9g6DXpiZ7Kvo6LkchOoRe/ZWxWB5oONuUoVWs4ih00nCMwy1WdG/caMhkV2m4jW17dtojuyqiskmndexJfUQUs5b6pC4NQOjYgcible/EGRX+hms7b4CyeyrSntCdm605HzqNyj9miO7YWrbWbDM5kF1EeBeu+eZAHd/bQW4+2tUSg8N3Alo4/GtCzmXMk5QfVesWIHXX38dhTLc/QB7a2ur8l4nZB85cuQ2HuyVnsOLL76I/fffH9/5zndw/vnnVzpcVY+/4447cOSRR6rzXrNmDZqacpva0kQBUWBoKCDAfWjEUc5CFBAFRIGiFRDgXrRUFXUU4F6RfIEcLMA9EJnLniTswJ0QYUvqTmxJ3qvgqPIHV/YvIxGzZ2C7puMR6wdpHXcDOhL/RHvyJuXjbllTkMi+DQddsIw2GJ6DqLFFQWvToLkMPdNN5anOvzdF9kJL7L1ojh+vjGc2df0Cyexzyt/csiYrr3bmy3MeFliN2juhJfZ+tNFfPa/RQqYz8Q+knaVIpJ9AxlmlxiP0NdCkCqByM4BQ3nOZCU4P9mY0x46AZbZi/fq1cKJPwIokYCGr3OezngnTcHqz4wncc9DdNAiLLLheD0yk1bnRqT7r2TCMKGyjBbYRQcyeipg9H6NbvgLLHDHgdZN7Y+APSGUWIeusgmVOUJ708FxViNV1NyFiz0KXswGdmdWIUJd+mw168FT2DVhGCya2fh4jY4dhbff1aE89hoy7SUFvNsYlYo7GmPhhGN983FYbKYnsawrO80/OH7UmKTjfEtm2mGv/E+J5vNH5E3SmHlebJVFz8lZju14GyexytVkwoeWzGBU/bNB7SYB72Y8a3wMFuPtKBA3cmcUb1pobyWQSjzzyiKo9EfYM91deeUVlQTcicG9ubh40gz0fsBO001allm3JkiWqmOu3v/1t/OxnP6vlVGWNvc8++2DRokW45557cOihh5Y1hhwkCogC4VRAgHs44yKrEgVEAVGgZgoIcK+ZtFsNLMA9GJ0rmYX3wr333qs+fIuHeyVK1uZYDdxpyURrprC1DT3/hy2pO5DMvp7L1yagVv7gnSozOW7vhMltp6pip/mNoHVTzx/RmboXKVqxqOKiNJHJQQfTiNI5XWVu086FYzML3jRGYGTTJzCq+Yvoyb6I7vQTSDuvwcm+1AvEVc68gtuWOUoVPI1H9lFZ4ywAqpsC1sm/Kq/ydPY1OO7bcLxNah4oz3hayLCga5uykvG8Drju22rkiDUT8cgCrO94DLDegm2yvKulPOeTnomYkSZaV0CdWe78P8/LGdTYRu5fOYvaRFBwv0VZ5thGMyJGFLHILLTFPgHb3h49mefheF3KR50e6002IXbuPAjvuxJ/Qjq7VK3f87p6tRutAHwsug82JJ5ER+YJBayZZe94qV5fdp5bTusccG/GxNYvIJldi03Je5AkxDdGwFbQ30PWbVfwvcmegXFNH8L45mPURsTbPX/H5uS9vXC+U8nHjQpmqbdFd8fk1i+oDP6BWjK7Am90/ByJ7MtotmdvFSN9TM5mph0jYvtj+xFnD3oLCHCv3RNCgLu/tgLc/TUqpUcjAXf+TFm2bBneeustjBkzBl1dXci3iAkasPfX+aWXXlKZ92eddRZ+/vOflxKGQPqeeOKJ+Mtf/oI//elP4H9LEwVEgaGjgAD3oRNLORNRQBQQBYpSQIB7UTJV3ElnT4ulTMVS1mwADdxZ+HHOnDk1m0cGLk+BMAP3ZPY1rO78BXqySxE1JylbFKPXq5z2MYTwBMUjYgeoopz9W3fqMWzsvgIp51WVje4pL3fi6QhgtME0doZlElB3w/OSSLsbEbHmYvqo87El+W8kMi8i7byFjLMenpdFxLRgG7YCvHF7F0TtWcoTnd7oel19EDe7Elt6rkJP5gkA4+G4L8FTRVKjyjscXhYe0jCMZljmWHieCdddBYMFXc2x6rySmVUqk941iNcjSHqGwuxxw4GtNg9y+fIE656X84S3DObB06GcbJr4ntY1sVwfZGAiAovzG00wzOnIujwwowquUt+oNQXbtXyqzx6GljCZ7EtIZZ5UGtIr3janIRbZB7a1A9Z0/xabErcg63ap+agTG6E9s/QJxtPOSjTZM7Fd82ewtvtv6MkuU37vdr8itBl3M1LZNYhZ4zEq9i70ZJerrPas262K30as0Sp6Wa9T+bDHrMkYGXs3prZ+eRv9dRw6Uo9hTddvlad/fICCrCygSiDfEpmHmaMuGXAsjinAvbznTDFHhQm4T5w4MZQ/r3j9PfPMM8qnWjLci7mqBu+jgTutUMJmM6ItYhhz+rDzK0yAvb+yS5cuxb777otvfetbuOCCCyoPTpVHeP/734/bbrsNN910Ez70oQ9VeXQZThQQBeqpgAD3eqovc4sCooAoUAcFBLgHI7rYlQSjcyWzCHCvRL3aHxtm4L6u+0/YlPwPCETj9vRtxKAdSCLzEpojc5T/Nu1SdOtJP42O5L+QzC5Vtiuu24OU8yY85d1Om5VRMMzRMIyJCkSnnJUqY350/EhEzTa0J+9GIrsY8AjpmWHOUYiyLUTMaRgZPwITWr8yIJxd13kp2pP/hOP1KFhuKV/1FGCYMNGifOgJ+bkW0xxJF3O47lplNxO35yqw3pl6Gq6RgYM4sqpAaq6wK1cRM+hDn1uX4+WsZYjjLSOH2XMu773Z+LqgquepeXOYnhA/BhdNysee/6Y2FaxxaInshYmtX1X/7de2JO/Ha+0/7C1EavVm/xP9u+otAq4kYraq7PEmez7W9eQ0idvbbzN01t2CROZlGIYJy2iF43Wq2HPzgbEhpNce+o7bo3zgm+2dMH0EveF3LLjUzvQivNV1GTLO22iyCxdwpE0RN3daovMxc9QvBj1lAe5+V0T53xfg7q9dIwF3bghwYyDMLUzAvT9gZ6z5FqduzGA3TRMdHR3Yc889lR97mBr98Pfee2+ceeaZuPDCC8O0NFUPZYcddkB3d7eyEArrZlWoRJPFiAINpIAA9wYKlixVFBAFRIFqKCDAvRoq+o8hwN1fo3r3EOBe7wgMPn+YgfuqjnPRkXpU2cVY/bKh9VmxEKZtjMaE1s9hZOxg9c/Mft/QfSl60k/22r5MUSC4O7MYaWc1HK+dedIArVaMEXCQRsQchyZ7Fia0fB7rui5DV/o+ZUFjsp/H/8+ZtOSKsPLvTYA1FyNiR2Bc0+Fo7t0QYEb4ptSjeLvjPBje6t4M9CZY6Okt1MqM8ghMHq9MYZgN3qbAtALw5ji0xD+GdYn70ZN5LgfHDYLsnFWMXgPNYmJGNgfX+T8cx2OGey6HP5fnzux2dsiqMWg7Q5jN7/J8PI/Q3ULWiyjrGUJ4w8gqj/rxLZ/B+JZPD3rxEBCt6rgQm5K3IOMye5+mNxEYCuaz0V7GUN7sM0ddgPb049iYuEPFkv+W3xy3AylnFfgnz5LFa+mB7yKlNjpoV2PRt9/aQZ2DGj37pgLw2zUdjUmthdfKTPjX23+AnsyLqnBrzut+65Yr3OphVPxwTG796qDnzCzTxx57DLvssosCONKqp0AYgLvjOLj//vshGe7lx5U/8x9++GEFNcMO3JcvX45Vq1apYp9BZ7gXA9hZ4JRgXXuwv/baa+AXM8kJ4MPUuHmx11574YwzzsDFF18c+NL4XE4kEli4cOFWG+EsMvupT31KXZPMbGeGuzRRQBQYWgoIcB9a8ZSzEQVEAVHAVwEB7r4SVaWDAPeqyFjTQQS411TeigcPM3Bf2f4/6Ew/hpg1A5bZXPBck9mVqiDnhJaTMSqeK4SWyCzG5p7rlPd63J73zodvz0MiuzyX6e5uzuFrYzQsewaaI7Mxofkz6GZGdOePAG8zDC8HxFU3hahzyDv3RfOXKDxjHDxzR4yNH4SIGUFXejHaU0/BxjpE6adOmG60KOhtevRoz2Wpw7BZ+jU3tvI6j4Gw3rbnot2NIJl9BXA3kqL3zZ/LXH+nEZwTlZtqAyDXIgYROlF+pBeu07qGOwa5tetkd9ezes+I/94EBzlvfPq2c56oNR07j7kWtjVwYdVEZjlWdVyArszzucKvSKu3AbRihvKqd9Fk74hpI76JjvTT2Ji4Tfm5R6yxfSdC8ETbH8JxasAsf9tkhjsLquYsgFzlr9+MmL29ynZno+961t2E0fHDMX3EGQPeC2u6rsCW1F1w3C0K2Ocy77kx46nNl5SzWsH4yW1fQ0tk90HvKQHuFT9yBhxAgLu/to2Q4S7AvXAcywHs/UfSwJ0FQNvauFEbnsbNC2bef+Mb38AvfjH4m0K1WPUf//hHnHzyyZg0aZLa6OGm2ZtvvomnnnoKLOTLGkIsmDp+/PhaTC9jigKiQB0VEOBeR/FlalFAFBAF6qGAAPdgVBfgHozOlczCDzr33XcfxMO9EhVrd2yYgftbXb/BluQ9Krs5ak3cRgRC3p7sEjRZMzGp7at9sLQjeSfaE38FLWei9nR1fH6jdUoqS8C7Tvmvb9f69T47mtWE/Mk/A56Tg+3qfzzNvfu80XMo3oJjNMNxPWSNNsSs0ci6HQoE20gjbubsXzyD1jX0be+A6XUC9G5n3rai34TtzHa3ELF3RZeTQIebgOElAGczTDPZaw2TW0o+cCf0Zy65beTy71VmOFG7kXNs91Q2e26jAB5zznPZ+bRtpws8QbZpEMjH4ID2BLStYUHa9bCMMZgy4myMaXqvko6wKOG8jp7McmVtQ2922r+s7b4StHfJCUQPd4L3nHa0gjGNVmUPM675KEStqVjbfb0qgBpXmeq57QzH7UaKhWmVDzyz9FtUMVX2U+Y4RpPKdlerNsf2ebHz+yyeOyZ+OLYf8fUBb5KMs0HVAkhkX0HGXd87ngNayTAOTZEdMTK2EOObPz2ofzsnEOBeu2eRAHd/bTVw33nnnVUh8jA2Ae65qPCZSQsTPjO0D3t/i5j+Gex+8QwzcH/11VexYMECfP3rX8cvf/lLv1Op+vdZtPWyyy7D448/rmxjqHlLSwtmz56N4447Dl/+8pcDf4uh6icpA4oCokBBBQS4y4UhCogCosAwU0CAezABl+zpYHSuZBYB7pWoV/tjwwzcO9NPYm3XlUg6K5TdS39wnnbWKguS1uje2H7E2Qpa92SexebEX5FIs1ipA9MY1WthMhG2NRqum0baeUNlNTObO2LPxXatp6ItMkcV+lyx8YOqSCirkBKqEworaK1Idw6gE13ze46yYGlRPuNp+roYo2Cbo5B21qtjmsxu2KpQK4u0jsnBcmVnQ3sZNXrOS91og4GxSBtxbM5u6QXBccTo+27kMsaJsTl3PnSnbUwOuOfsZnKbAB7z7pW1TM7F/Z2Wy9DnEcTatrJXMZBS68t6LTkbGmWf06E2CMY0HYdpI85EMvsm1vb8AwlnFbIOrWNcmGYT0tkVyDrr1QS2MVLpp0ETobyLBEzEVEb72OYPYGLLZ/HqlrPRnVmqdIqY2yl9mdmeyq5U8WDmP8eixzvfRiCMpwUNQT6/b5sj0RSZrWAWr4uIOQYTW07AuKYPDnqzsPDtmu6rsCX5gAL53FjIqUmrmqkY33ICJjV9AKaZe+tgoCbAvXbPJAHu/try+nv66achwN1fq2J6aEuZ/fbbD83Nhd+iKmYc/dwbDLAzI53WMITsI0eORCTCzdbSGu1RVqxYgTBmuHNde+yxB04//XRccsklpZ2Y9BYFRAFRoAIFBLhXIJ4cKgqIAqJAIyogwD2YqAlwD0bnSmYR4F6JerU/tt7AnbDa9ZIKpm+biZ7B6q5L0J1+Dmn3beWzzmxpZlBn3Y0q6zlu74TxzZ9EW3Q/bEnegu7ME0hmliLrvA6orOgmWCbBcquyWMm469R8AL8IzdtgmDtn1ZznAAAgAElEQVQgFpmPiU1HYm371+C6bysorTzQc/nhee7pOYhNuM2ypYYqOJpB1gOyxhjYiCLLLHYjqvLFo0Z7b3FTA65HZM5NgFwGOMfIenF4iCPlEVE7yCrQn0PrEWaSG/SRz/Vm02thn96cckQNov/ccRqx27SnMXs94nvXn1Xz6xHoi05dksh6BlLKYkZho1x2PGy0RA7FjFHfwptdV6An+yoy7uZesG4r8O649D5Pq00D22jp87nnylkM1kNSebAzZoTtk1o/i03Je7C2+y9IZVfltgiMGDLOZrjo6DXqiSBqTkBLZGf0ZF/uLcbKrYmo2oggqI/bu6g48k2C5sgu2HHUuYiYgxcQTDub8UrHxehKL0HWWwfD41nSv54bDiw2G0fcmoRJzR/CuPhCxO1J29x8hPxrNj+L55ffjO0mtGG7sVMxOrYArfZOvpnxtb+TG38GAe7+MWwk4D5lyhRV6yDMjVnZK1euRDnA3S+DvRqAvb92YQbuzL6fP38+TjvtNPzqV78Kc9hlbaKAKDDEFBDgPsQCKqcjCogCosBgCvCXcFqdSKu9AgLca69xpTMIcK9UwdoeXy/gTuDalX4SyezLvb7flrIKaY3u02cZwjOnRcva7t8jmaEdyAY4ygbEVOCV9iJjmz6IUfH3KO/1zcmbkcwuhWVMgue+CcddB3imAt0eCHUJ4HP56bnGf48h69nKZ90yYohgPeB29maL5/D01lYuOsvdQFp5sMdUljiRt0OLFuWqns7ZtBvNyprGNjr7Cp7mLF4AxzORom87CKq7YSrv8lyWukLsqsgpi5DyeAJnriLX5x0sngPxOqP9HSxP2E2cnFae7szO50gZRNQqWXBVnxf/g8A93Qvcc+CeGwEsFxtTENoy6AdvocmaAcPIZYATuLOoK7Phc42QPWcRw/ioAqzKqqZd2c/sNOoStMXmq+9vTj6AdT03oSf7ClLOOjhIEn332t/wWPrbRxCzJsP12uF4PWqThAY6tKjhZoZpRBC3tseEluMxpte7f7A7ZUXnFVifuBcZ5eM+BY63BVmHmzbpXLyUDU4ETfZUNNszsH3r5zAiOrdvyJSzCSs6r8KWxDJ0dK9BNGYjFm1CxByJ1shMzGw7BTFrXG1v1iE+epiA+4QJE5Tnc9haIwB3/v770EMPYagB93oA9v7Xnwbue++9N0aMGLi+Rj2uW65t3rx5+NrXvoZLL720HkuQOUUBUWCYKiDAfZgGXk5bFBAFhqcCAtyDi7sA9+C0LncmDdynT5+uvDSlhUuBIIE7oWlX+gV0pR9X1i+el+j15s75i7OQZsScjJHxwzAidlCfUATPm5P3YHPyDlUk0zCiaIsuwJj4hxGzJyh7kfU9l6Mr9RgsczQi1kQ47kakM0vheizEmYDj0R/c6cXdhLo5KAxV2JNZ9gTZFqLKM6anD8kPBtwJzHONdif0aicoboLL7HkCdIPFPlX+O0wPsIyc8YvrGXBonYIoDKMbhtdbjjWP7OdMYuhsQ+TOjQF6ruf80akVLWOUT3ovgLeVXzt1ZO8c+GZfAnRapTueKq+q/s1WSJ//zqKhBjIebWZyR3FOom/+GwutsiArj48YY2Gb3Bzgyvg9G1n3TXhI9B7Fo7nG3LbBO9sUBuLWNMwd9w9YJr3qc21z8hG83nEJEs7yXtitS9LmVp57uyCKuD1N2QY57mYV94g1QQH8qDUB45qOxqjYu31vKGa3v7jlbHRmXkazPR2u24O081Zu84abCaooKzdjGKMYImabyrDfeeS3EbPGI+N2YumWi9CZWYZkdgMyScL2NtgRDxmvAzFzDNois7DrqDMRMcMFwXzFCVEHAe7+wRDg7q9RKT0Gy3DXgF37r1P7fA/2WmSw+609zMB91apV2G233XDqqacqL3VpooAoIAoEpYAA96CUlnlEAVFAFAiBAgLcgwuCZE8Hp3W5MwlwL1e5YI57++238cwzz2D33XdXGYm1aHwmtqcfRnvyQeXVnXJehut1K39vZqk3RXaGZTQh47yNrLcZTfYcjGv+BJoiu6pCmusTN6JHZbhvhOelVJY17WVi1lRs1/wxBZrXdV+OnsxiNEf2VNYxbI67AenMCmTdN+AQvPeVH2WWNv1ziaOzgMcipjkUHTGaYKELjkeP720z3HMYXLmYI4WWXg90FiIlmW5C1ByPbG9WNjz6txN266z1XG1RdiXqtwyO4uR803l473yuA2RXAs7rBpy3DLj8WmfC3WyQ3pOIw/j/7L0HkF3Xeef5P+eGF7pfB0QCIBJBgAEkGCQqjCxZlixZ9sq2ZFmpZNnyOMhW1e6sZ9a15dla19TseKfKNfbO1IxkSfZKzlbwSpZlW1kklanITJAAAZBEDp1fuuGcrf933+1+/fC6X6PReOgGzpFhgv1u/M7tJvA7//v7YpGtQ5UshGNzpSA00EULhB5QsLAlA4bsvQEPqpzA25Qi2GjgbbHQlRZcF6Dfcq+30HdqmU6fG3nzWGpi+EsrLel7zMJ2bsua5sg+F9sQmvtYX3oDdg//JzngdHIE5+rfw3jjM4jTgy2Af3GCP0/yM+ke6FFJuxe8HRgqvAJFfysGgztn0/a9ntmx5nfx7NT70TTnUfZ2tdzwU+KL14oLLlzYSJHaBnxVQaDL8HUFW8pvxtaBt+B49VN4ofppROl5BNiK6cmaNOMrldjMNUYteR6htx43DrwJ2wfe0uty3OcLVGA1AHdeA5t8r/aE+8033yyNyFfjWIsJ95e+9KXicKeDfTHA3t7k1PcX7/dwJeaG+hsuEqzGhDsblfKtkPe97314//vffyVu3x3TVcBVwFWgawUccHcPhquAq4CrwHVUAQfc+zfZDub2r9bLPZObo+VWrj/75cCdr4Jv3br1ipx0vHE/xhtfRi05DMuGlbbWSkFnQJZ6GLq4CVabyQuwiFApvBIbyu/AqZmPoho/Lk1OuR0bcDIpT584k87cb33x9RhvfBKN5CjKwZ3z7oHp6GrzARh7rnVOgvaBVsKdWDcGRFOTSjbcV0MIRbMyKY06c8AuUFb85lmOPJHmo0ErcW6R2EAgLZt4EsfH6QQSOyOmdx6FyhYuBJgjFunDCvo5A3scMKdVppqn1YTB+KbE0SUgj0hBGbrfrYD6XNmS36D0KM3WDUQbk/Us5cWDrD8z0DCET2NOdgOtYTM+PgCoYQvwkrdb4C5AvxTw+e+zOfPWLrIgwPun1oXAPT9B65yg5iWUmmX7cusIvh7F9sH/GUPF1+Dg1J9hMnoaiTmN0J4ApTWC6JUWhUym+uFCR+tCLSvOxrVDGAzvxs7Kv0El3Dc7v1E6hvHou5iJn5br8fUQhsN7MRwemAXp3Ph84xs4Ov0hRCZLozeSY6Kp0Wpgzr1uDRI20dUVScE309MYCg/g1pH/iEfH/g9MRo+j4G0GTAGTE5OzwJ3HT8wMGukZDIf7cWDdH8w79xX5hrpGD+qAe++JnZycxA9+8AM44N67Vr224J/VDx48iFOnTkkj0+npaSRJttDKwQT71QbsnfewmoH78ePHcfvtt+O3f/u38YEPfKBX+d3nrgKuAq4CK1YBB9xXrJTuQK4CrgKuAqu/Ag6492+OHMztX62XeyY3R8utXH/2u9LAPU4v4PjM/0A1ehyB3oRU3Orn4al1gNJI7bSki6kIIVSFTVCNH8VAeBdKwYsF1DeS51AO9kmTz3wwWVxPDgl0HwpfgtQ8j1r8KMrBPeIbn93OTGOm+RUYe6ElOqHxnKC85XG3dHcT/GbAnU1UC9qHtpNCrbNUfK5vyRqdiriFbngBz/nXiOIDaRDq6QISU0Pj2AziL2SA3R5XwLjOerUKT25BZUOoDtDgIge2BMwKii4X/qu4akQIz3IJQLeBzcLlaSsZri1V9dlg8t204vKe6M7FnqOsglWW5YUiK+fXybi5X9Z9de4Xvz5iANpRtliomwH9YoPgVgNP52n0TFnDkV2pB0+NQKmSLGJQ0cJ/8k2E7ZV/jyO1L2EyfgbNdBxl3UBoJ6WS2SzQWU/ze+6/zx37mSAnwiBK3g6U/G3YXXkPRsI7MN78Pk7VPiWpc3rZeS18Y4JJ85K/HTsGfxUFb6McfSp6Coem/hjV5BiKejOa6Qvibvd0ed7zRGgfeqMY8PdgJj6ISrgfeyr/Dk9M/AFmkiOo+PuQpMlFwJ3/zZ9JnsGAvxv7R38fZf/KvCnSn58IV+8sDrj3rv1aAu5cwL311lt731SftuhUxDDJvtoBe2dpcuD+ohe9CMPDw32q3NJOc+LECdEGOuC+tHq5rVwFXAVWrgIOuK9cLd2RXAVcBVwFVn0FHHDv3xQ5mNu/Wi/3TPV6HQ8++CCcw325Fbyy+600cKfveiZ+ShLETKMn6WmMN74kHu6Cvx2N+FHxq/s6g6EE2myGyvT6QHC7JMSr8SMoenvFc07nO79W8LbMqmLyiqSminryLAaCu1HyR1GLfgCtKwi9uaS+MXXMNL+A1J4Xbk0XOnPaGUjnIHA3mVzGatRtAZ7SCFUsGXY2GM2QejaI3mPCa0lwZ/l3AfAXNKIvKpgfKZgXNDAG2FoLoGdcWmC3KGEIwgnO60pAuABx+t0J11v0m3BdeRl8z4dcc9hKpxOqt47HUDk3yyF9+xNjKY8XvbpI5LPDx63zexZgop7Jen69YDNAz2Pza4zVlwElInqVpeKZiB8GvNst9GsS+PeZDJbLakDeRJaqlqI0Ix3w98PzD+CF+jfRSC9ggE1Y7VEoOzZ7r9lMzFU4X+AQHQ+bsapt0LosKfZKcAt2Dr4VJ6p/h2ryrPjkQ71eXOx85kT7okdQCW/D7sr/Al/2M3hy4j9gIvqRNHRNzaS8JaFVOauv5dzzeQ0F1vtqEPXkOVTCO3BT5d/iiYn/iGpyBIOLAvdDGPB3OeB+GT+uHHDvXby1ANzpOf/6178ub0xdTeAuC2EzM6B7PdfEdAJ2fv9PTU1hNQLsbk8DPemHDx9eldd78uRJme/f+q3fwp/8yZ/0fpjdFq4CrgKuAitUAQfcV6iQ7jCuAq4CrgJroQIOuPdvlhzM7V+tl3smN0fLrVx/9lsp4J7aJs7U/gmT0SOieyEcJQS15hysnULZ3ysgtB4/jNScg6cISbMkemKnJeVc9m9GwduGmfj7YLy6nl5AYs5Dq/XwdIjQ24CitwVaMYJNTmpFN1MK9mBd4dWoxt9BI3kKvt4EX2+W7VJTQ7X5+czhbpmDJtjlebMGphlszxLVsdVoWCbgM095UdFZ3mh52qmF4WfsqZoguV8j/S6AIzoD7Dwi0+oE2Ly2QGQoGWDnvwvMbn2e9QSF1SZLmHMXQvBmHlPPFiIErnO7RqaTUf58AJ/XAATnhQzQE9orqmgEJF+soel8qri9NIwl4E/bze3zt2TtwHsikE9biwNU2XgWagTwX6ThvQko3DYCX2W/InMWg+EBnIunMR4/i4IahI8GNE5B2XpryaPbObM3CmRtwAbwvBsx4O8VwB7qDSh7I6IYosu/6G2btyhh5A2JQyj6W7Bt4O3YUHy13MgFNmmd+XNU42OwtioFV1I0+vdjaOUJaB8M9qGRnpK0/abyG3DjwDvxyNjvYSp6Up49a8IuSpkq6ukpDIe3i1LGa3sToz/fxdfGWRxw7z2PDrgvXKPFADt/HnY2OaWD/ciRI2Aj0pe85CUYHBzsPQFXeYvVDNyp5rnlllvw3ve+Fx/84AevcqXc6V0FXAWupwo44H49zba7V1cBV4HrvgIOuPfvEXAwt3+1Xu6Z3Bwtt3L92W8lgDuB5fMzH8FU9BjqyQlxWLMJamrrMOY0NKjq2ISh8F5EyTOI0xMtBUkGOOg65yBwJ2iuxc8gRQFMywOMiZdEP8Nj0tM9GNwKjxFxQBLwJf8mbBl8L+L0MKajb8rxEzM+62lPzTgScwLKJrNKmMyikmXd+U/+/8hqAbyUobMJqmZTTYHxTURPA8nf+8CPFOy5zK/O1LhmaryewW2bZOoX7SuB+wK/CckJ2pkaJ0ROqXzJ0uY6mA/Q02aaqV4KFpjR3RPrTKoLzAdUkm3TmWwXiB4bOTc3lHPOqYmzB4vnZgl5yUm2nYlslpSnxJ6gn5CdbnnZngsArTg/j8ntWEQel/tTgeNbqAEP/u4R6JcpDPzsJlTWvxTH6g8LBC8LrW/Aw7RofGaV8rN4Pcfs2ToEK1+33GcYQ+Fe8I2G2JyVtxHo4akE++Fr+vjnD7rdYzOGkcJLsHf4d2c/PF37HE7W/hG1+Chie2G2jwDhuq8GpKFqqqaRmEnRyuwZ+h0MBHvw/MwncKL6GURmAgVsxeTkTFvT1CRrmqpHsHXgZ7Fz8B39+ca9Bs+ymoD7pk2bcMcdd6y6KjvgPjclywHsnRPqgPvKPeKnT5/Gvn378Ju/+Zv40Ic+tHIHdkdyFXAVcBXoUQEH3N0j4irgKuAqcB1VwAH3/k12DnN37dp1VV9d7t8dr70zuTla3XO2EsD9fOMBnKp+GjW61v3d8PVcUrARP4MoPQKtCqgEd8LXJUTJIaRmTJQehOlMn2s1KM7tOhtaCscdgqcUjJmAViWB5wTzPE5Bb8RgcDuMraGWHEIlvAvbK/9WmmA2koOYaHwVtfhxGEmnF0RvUo0YRx9nrLwFe/PmnplOhQZwYmxKZATD82sPA/HHNOxjCmZaZWBakuwtfQvBMxPe5L9xS1NDWE7feu5Xzz3sPHorod6uiTGekcC95j6mLeFuLUzDwCRW3O3K0xmgJ+DvMrhkwGtBlDncuRDA86XNzDfDRYClDB6H1ySJ+rZ76HpOOuFjm11T9tIAbMMCJd1q4Krhb9yA6NY6mj8+hfAlXMxghSNpmJppfeYgu9S2TSnPOanbIixChJJA95FKI1rOkI/AG5VGtUXvRlkcyQcXgOhgHwrvxG0jfzBPRTTe/CGOTH0Q08lT4pnPsD6fCf5SCNUwBsLd2FL+BWwqvU4OGaUTODj5h5iOD6GZTCBuBCiGFfghxB8fcBHIvxm3jvwuCl6r4+xSiu22mVcBB9x7PxA5cN+zZ49o2lbjyJUyW7ZsEaf3So2VAOyd13L06FHw11pJuL/wwgs4dOgQ7r33XoyMjKxUaVfkOPyzxN69e/Ebv/Eb+PCHP7wix3QHcRVwFXAVWEoFHHBfSpXcNq4CrgKuAtdIBRxw799EOpjbv1ov90xujpZbuf7sd7nAnQ1PD0/9MSaa3xfdR9gBHA096/EjMHYCgbcVI+F9iM1xJOlJgaf8nNCTUD3wNqNpphHbFOXgZUjNWUTpMQHrnhoWcExdTaBGUQluRWxOwdNDGC2+FpvKb0ViqjhT+wyqCcHoGVhxsVCWbhCZJ+Ahgi+R7AjGZA1RrVJIbCaVsVYh+SFg/l7DPKaBSSphFFBEBqylcakFL5mAXLznbHgq7D5LhzPpLT52/i/OEvCqLckuyXcmzsnlQ4LwOcguR+HnhOwMjYdZgj2H4KKdaUF5kxqgmLnVmZ7n9XVzuOfHTButRqQ5d2f/WZ/p9tY1k1cTsLOpKgE6E++pmU3my9NIhQyd8Ey9531NmZLn12sthU7Qir/zHjmUhqE6J+D1Ktj1Fva1BupnE3iFrHVt51IA/51YPrEFJKiw7anUm0icQ7cc/FQG8a2HbEGmLA531soTT38VI4UX47aR/zSrnGmm53F0+k8xkxxCnLLRqgG/Rtf8HHgvoODdhu2Dv4Dt5dfPwvp6chrPTn8YU42jmK6dQRBqFMKSaJLYJHVP5b0o+Vv68017jZ5lNQB3fv/df//9WK0Jd/rGv//97+N6AO45YM/963Sx5w72hRQxl/qt4YD7pVZs4e3PnTsnz+Wv//qv40//9E9X7sDuSK4CrgKuAj0q4IC7e0RcBVwFXAWuowo44N6/ya7Vavja174Gl3DvX80v9Uxuji61Yv3d/nKBezM9h2cn/wjT8ZOSYFfSPHNupCZGMz2EKH2eZnQMBPvg6w0wZlzAu7H1Vkr5JvGrV9MzgK1A6VAaYFpzVjQkzJ4rVRLITRjtqxKK/o0o+7dgy+CviWrm+MxfYjp6Ao30JHw9LE1bmWKm8oNNW30VoeSNIrEXkJq6XCTxbPO7CumnNXBQQdUBTfAcqwwux4D2tPyeCXLCXiahBahTs0INe5rdc54yV4zoZ704Bcbz3600LQU0E/b0sbQN2c9a2S6H7J1PASG9gHruWrbQcea/X2hQKyPbs0FrqZXfNgpJzUBTcUMFzBIGG6caZea88IudM+Q9SDY+m6cglPqktTpskW8DAJpsm2sgvPxNFnhVArw1zRLyrcE5MQgRoSJvI8BWs/a0yoMHAnYePxLnemynsrrDn21tm72noFHyb8GtI7+HF2pfwtnGdxGbF5iZFyA/4O1B01I9My3qIwI80dzI4ksFJX83tpRehZsr75wF9lxcOjH+EB4/+k9Yv2EAG9Ztw0h4D0bCO2b7ESyhpG6TBSrggHvvR2MtAHdCcf657FIT7ksB7KOjo5LsHh4eBh3slzsccL/cCs7tf/78edx000341V/9VXzkIx9ZuQO7I7kKuAq4CvSogAPu7hFxFXAVcBW4jirggHv/JtvB3P7VerlncnO03Mr1Z7/LBe6N9DSenfxjzMTPiMIjH6mNUUtOoWkmkdoIyp5HoBQKegShrogz26KIFBGK3nYMBHegGr+AseY3kIq3nRCa2hHqRwjcCbtbShcEKPm7xNG9qfw2FPxtGGt8S9Lt1NoQ6rNxpbUGDXMOteQF1MUbn8JHGR7qSH/YhPmYBxxWUJNKnOSEwQTRbCIqiXGjYAjVlYU2Okuu048eGeiA2pSWl52p9KKBbup5iXWB3omVbU1iZN+5BDxgo6xpqtdKsnfOOGG32OWNyraRCH2WgqcqhsdjQl5S8VwcyIF30tLPtLbvPC4T52nTwtNtChteK9cJQtZd1jiyRD935v/z2fjVQDUUbKsRrByXCXdyL04Z0/5k/AMlWRQxzabocNoHr9Uwmc9ay8EtbAmw+1PgXQnMTRqp9RCDbvYAGjVpWpsl4bl6wEa2xOl8QyHNDPyWb0jw69zHwHJ+BZyvR2QNjI0kxV5QDXiK/066n9WTx6IHXtMMbyNYOW4JTeuh4u/E7SO/jfWFueeaSo9vf/vb4iomXHJj5SrggHvvWl5LwP1qAPbOCufA/b777pOmqqt95EqZe+65B1x8WE3jwoUL2L17N97znvfgox/96Gq6NHctrgKuAtd4BRxwv8Yn2N2eq4CrgKtAJ1CIorzTnKvNlaxADnP5h/xbbrnlSp7KHXuZFXDAfZmF69NulwvcmRQ/NPmfMRk/hgHvJniaao8Ik/ERRJIebgqFFXCuPJT0EEJVgucxvVyQhLlBIi7sZnIOFlNy51km228lmgMBpqoF4j01gC3ld2B75V9DKV+A83PTH8BE87sIRGuzXiDsdPIsIjOGxNaQmCmYsRj6o4D+lgKqFqqpBBhrNkAlIGYT1ChLaItOZVBBJxkxpkvdmhZoz8E3gXjRwEu9eeoVS8l7wNC2J8dqH6mXwkxluhWC+M7B87CpKv3rXmEOsl+8nYFlkp5nYPK+Q03T7fHJdTbWMOEuFhY5F+9xKYl3Af0NA13IarTYoKqHMF1rLbWUhL7UC1AtdbotZAsZTP8L7o8AsxGIX+8jfrOG9VLRADGxTqt8FoNnA10DRV1Q7rWR6cueF/md4jMYYirNmvFmqJ5+9ghKJTCWN5/NgVIBQj3USuXzKqag1BBSOyKLMFtLr8T+kffN3upygTu/D840fojT9YdQTy/IAsFouBdbSz+GoWBHn77bV/dpHHDvPT9rGbivBsDeWeG1BtyPHz+OZ555BqsRuI+Njcnbpg649/4+dlu4CrgKrGwFHHBf2Xq6o7kKuAq4CqzqCriEe/+mxwH3/tV6uWdyc7TcyvVnv9OnT+Phhx/GgQMHsHXr1mWd9ET1Ezhb/yJSU5OmqVPJc6in5wW8U/1ClzrBeEFvFsAemeMCHANVRqCH0UgvILGE89PSTFP0MS1xS/ZPgucAQIjE1lHwtuH20f8bQ+F+uV66249O/T+YjH6EoeAe0drUkhOopi8gMdNQj3kwH5oCDqVQTGdT80JuW1ewdJhT59JqKmpDCVHPgXZlJLWtbeZm5zApG6Va6GKml8kHU+zcxuPX29Llkuq2Rhqfem2Rb6MV0jTNku4E31ZBLwbZ49a1BBpeOOdgYdI9qSWZKqbtvAK66Wrncb1s8aATrHNfXkN72r3XQ5Aak+l1TOuNgw5FTr5/Bvgz//1F55U3GPjSgYUl+GfineqdgLoZhbRkEe8zSN+WAnuMJNbZWJf1MyCxj0HFi6hmOOS+AygUoTGCpp2ShRZ+am0ATxfgS1qewJ2Od048h0agedxQFm6MnQRUGRYVRHYCJb0Z96z7fQyHt4g2ZjnAnYD90YkPYTp+Hs10AoltynND/zzfnhjwt2EkuBnD4W5sLb4UBW+41xRck5874N57WnPgzrcrCDdX48iVMps3b8b27dtB9zo97Pze6XSwr7Qi5lLrcezYMRw5cgRrJeG+FoD7r/zKr+DP//zPL3Uq3PauAq4CrgLLroAD7ssundvRVcBVwFVg7VXAAff+zZmDuf2r9XLP5OZouZXrz34rAdyplTk29UHMJM8gNQ3UTQ2xrcFHCNvyr2vFZpQ3iCO7kb4g1LsS3CKgtJacRGpanm42yBSb+9zIRTLUhzDlHOjt2Dvyu1hffIVA0rHmd3B06o/QTE/B1+sQqGE0TRXRv5yF/ngC+3wqCXYmwdnAlM1B0bBQZSVwXXhxSi+6ltS3nclAceZYESYrIDsH6heBbWpjPMArzPeqZ/oZCz2gBaZ3jpSgncsJvkLaTC8C5txeVDTidvdEK7PYSHSSNS8lYC9Ru7L49u3HShtp5pEnoKd/nv1mpWitpqZF1krJsRng50iaBl6QKW2kTi2lTCZwB6r0oWAAACAASURBVCyvNzYAU/s8dkEJTFfNPF3etljBNwqKWpz3NubiBOfJwpQszA1A819ZRG9S8Hw2lM3S81zEkBQ9L0YWMrgowznwBbbnCXg+c1zwoVKIz5YRfYy8HpCl33UBgRoUr38qMJ/bBkhRF/XRxsJ9GAh2YOfA21Gf0ZeklOGi0/fH/gvGmwfRNFMo6FFZhKql50S3ZORZ5zM9gJK3HgU9jD2Db8SOgZ/ozw+AVXSW1QDcWY6vfvWr2LhxI+68c04ltFrKND09je9973uiM1ptwJ0/B3h9TDoTYouCS1bVsp+fQ0ND4l8nZKeD3fMW70PRj5qvVeB+9913Y926df0o0ZLPwUWVnTt34pd/+ZfxF3/xF0vez23oKuAq4CpwuRVwwP1yK+j2dxVwFXAVWEMVcMC9f5NVrVbx9a9/XbyRTinTv7pfypkccL+UavV/26UAd2MT1JPnJYWuEaLkb4evB2cvVkBL/BROVj+OyegwZtLjsLYJMtMclnuqIAoZNjEl1GSTSzY2ZSqeYJPHpZdbIwfvnbXgkbK0e6A3YffQ78DTW3C8+v+iFh+Bsefk2GAD079SsF+w4mb3Ag9oGPBimPIWdQwZOlPuhOixydLfLb2LAG42ZeV+rZF6/Fqbr71uBDrb0Erimo1Q24c0WPU1dMIlgo4GqS3/OhuxesX5wInXQvAuqpdGdk0E2osN+uQJ9gn7cyAfI4aK56fvO48hsDq0QD1Lxef3n0Yp/I6Fg8XOnzRTSa/3UtJI2j2x8Fv3LBIZanqYcA9YL3rgCeo1PHrp+T8uWBStNLKVpL4HxHekiN5uYXd54HOZJdw5r3y+OPgKg0LClwayfHvW5nb2zYLsa9Tp50OrED5KSDDTyssT3AeSgvdVGQU9BK1LKHvbsQE/jce/N45b9t22JIf7qfp38MTkn6OanEbF3yFvdswkp9GQ3gaE+xx8joryxgcBfMXfhluH3oYby6/s/w+Eq3hGB9x7F381AXfO18zMzGyCnUl2vi2TjyAI5K2p1QTYOyucA/cXv/jFsiCw2keecF+NwJ3zv2PHDrz73e/GX/7lX672UrrrcxVwFbiGKuCA+zU0me5WXAVcBVwFelXAAfdeFVq5z3PgzrQXm9i5sfoq4ID76puT9itaDLjzZxk1LZPRD9FMCbTpzWYadwSDwV6MFF4qzVIn40dF3WJsjGp8FNPxoVaynT1CC/DUoPi1DRpIzLiATAJPq9hxk00sU/G7+9IgNW5D1DmQJiKnUiQQkK9UEUodQGIJ9sfER6ImNPBnFt6PNDCTecIlYVmiSiVLq5smG5hmcFi0MKEctYU8rXyNsHdWHSPedsxTxIh2pGkklS5e91aDVR6EwJzn6aaFEXULs9UBz3gxRJfj0hFPpUyskMZmwUQ7U+L0xOuECwrdgbzA+4TX2YLXMQvOlH+WqF/I+c7rSJIUnrc4sG9/huRcVOLoViJ+gWat3IfXxBrL4keXQdDORQQ2lzX06+fzSP87G7uWLFSqkGwxiF6XIv6p3O8eygJPBtx9CdYTXmdOd1Y8f10hA+5Mu9vWWwdUxYi3X66H8zMkjXsVQkmcc/umGRftTAFbMH1uENuGXoUDu94yT+HT7X5+OPbfcKr+bQHqRW8dEtPApCxeNeAhFE1NauvggtSgvw2JjRCbaYyG+/CKDf8Bvub3yPUxHHDvPc9XE7gvBtjbE+xMrz/66KO44YYbcPvtt/e+qau4xVoD7idOnMDTTz+N1QjcqQyiQuiXfumX8Fd/9VdXcVbdqV0FXAWutwo44H69zbi7X1cBV4HrugIOuPdv+h1w71+tl3smB9yXW7n+7LcQcOfPsQvNBzHWeAi15Ggr7TsAYyNxaId6g2hjPDWE2JwXjzrhprGEk88LGPfVBnh6YPZGiJwjgntUxTpiW8DRirPdhw8m6LNcMj0uWtQe3I7ajUCc14mdECga2Qq0qkE/l0B92Id3BNCTzDtnqXK6wAmkCdcz8NyywrcUMZrwmUCegDexGWBuQWBJVsdWEujtyW2mv9kElM1M2wf96YaNTvMUfduHhPhMcjOBnh+/fV85lzHwyh68jqR8XEtaKhwFS2DOOw9112ar845JeM90PWtMEL6IF36hp0x0NyKvb/FpDVjx3rNnqco0O61ku4THaYBpGknHi0aC/9cqk1y7XL6F1UreDLDVzNNP5k09P4/Z/jZA6htpqCq2n8BK+p3/41MhiH0gq0k6alD76RTJz2SXmi2WELhzqxZCF/8/P09EJ8PfWRtDURqfVVX2kcat8npBIhfPVDz1L+wbkOXl2aw1RFIvoRLuwu4NP4kby29cFLp/69zv43zzMZT9LfBVEdXkDGrmgtSWAJ+D2hmea8C7AaEewXTyHEreJtw58ivYWnp5f34QrIKzOODeexL6CdxzwE5VCNPL7Qn2xRQxTLk/+OCDawK4P/fcc3j22WexVhLuqxm489nctm0b3vWud+Gv//qvez/MbgtXAVcBV4EVqoAD7itUSHcYVwFXAVeBtVABB9z7N0sOuPev1ss9k9P+LLdy/dkvB+533XUXtmzZMnvSWvIcTlQ/iZn4SRS9LQj1xlktR5zOYCz6diuZXsRQcLs0PyWwZMJ9Kv6hQHImhUNvfduNWPGsp5bpYSaPBwSlW0m2+/BQFcd2y/qbydMzTCuglToZy2aZ/NrDRfgfsVAnLVSkYNjEs6nEd648gMoWE9AfzoanLc84XevhXONQQx94E7MAW1Lmvs0S0W3w29A/owHfdihg2FDVs/BMlpDmdYpHvW5hpTmrEjjfTbdCEE9HOaH+Qmlvo5j+p/Zlfsq+25Mh1+5lgNw3el6CPalnfvaFUu08Hs9FgC3Yu0D9jhb3ep76X8rTKPcPw6WRnpvLQodv4CXZtnntbcS6ZLvbggViNhedW+Aw2oIwXpzwbALrZc9HWjZo/GyC6GcIxjUM53z2KrJnR6sYqdVoWjZXNfD4lgCy5r1MtGcLP3wjI2ugSv0LtS9sqsrtIqbc7TAa00WEAw2sH9iPPZV3YTi8dcH7/c75/wvnmg+jqDeIp30qfkF0Mjwe3+rg4DmYdB/wt6CgR6ThMMfeypuxr/LmnrW8VjZwwL33TObAnRo9/lrJsRTA3t7kdCEHew7c2TR1//6ssfVqHWsVuPO/1+vXt/+39epXmHohKoTe+c534m//9m+v/gW5K3AVcBW4birggPt1M9XuRl0FXAVcBTJwEEWRK0UfKsA/4H/jG98Ql65TyvSh4Ms4hQPuyyhaH3dZCLifrn0W5xtfk2Rv2d8574qidBwT8WNoJGdQ9ndgOLxL4CRHMz2DieYPJIlu4cFXI/A0U8MaxjTRNOdE+0H7CIE8M8hMvGftUOlwzxPuncqRrFGm+qaG/jsf6mTWvJPJch21ti1CdCMcAuCZcGeKPcmacObAmdCW/TU9NkltDSpcmF4nkM9HDoEJsNuhOb8uae6OBLycN820MpKsNylUR2o9ZXNQg677tl+L5LRLcwn7hAsRMRcP5uoi18cku2ol3/2Ffe900yeNTFNDb7oAf/rRiwpek4qX7vsKzK4vrLfp9qjGKhXon6t5FnqcpY6hgR8vDOhFcVOw8Ohxz3XtLemQQPsga6KqEibhDdIhg9qbEzR/nM8jmzbyeco0MgTsKZv2WvrZtShdhoO9GA13Y6z5TSRmBgVvAwp6HRrpeURmAr4ug453uoXk3zGCxtgGlIZiFEoBNpd+DHsq717wO/bg1MdwrPo5pCYSoD4H3KlIylL1KfUyigtXO0Utw4aqXCDYV3kT9gz+HKoJ3wpJUPJGEba9MdLHHxN9OZUD7r3LvJLAfaUAe+dVO+Deex6Xu0WecF+NwJ1/1uOi/Tve8Q783d/93XJv0e3nKuAq4CpwyRVwwP2SS+Z2cBVwFXAVWLsVcMC9f3OXA/c9e/Zg7969/TuxO9OSK+CA+5JLdVU27Abc+TPs2PQHMBH9EIP+3hYwn7u86fgwqslzs4ByMLhFVBgczfQsqvEzaKSnW+0qCTcz4KngUSoDK4CRgJeg1RO3O7E7YTt/ESlnMpBcMqKAZz3o9yvoo3SQELYr2AY1LlSdELrr7GtsBMqdCd4LBipUkpJWTJynmdlEPO4taCvgmQH2Nu1K7lOnH51p9/bBJqHy9Q64nbnHLYLyfA0N0+VpnIoLnhBeEu8LOM6pceHpBLR32YbXSn0NKtk5PKb3uXLRY+RedJsqUcz45d4wvP2QAr0J0dM5MC5NUOlUp2qGbJvWFQ4qx0MFxTVnanTYsLatQylfEhDdT74960Y9TagyX/sC95P4RiA+B0Eh/e6q2mp8G1ho3luh9WaBBtLNGvW3eKi9uCkudybatbJIrIemLYqeiMl2etUrwW6EKsZ0/DQG/ZsEbk9ET8vzzTc3OBeE4tTQ+FiP2oUKBodKMIUTGA3vwp2j//vsglPnVEzHx/H9sT/EVPy8pNdTNiA2F+TtECbp83Q7G7MO+jfKgv1UckyUMusK92IyPol6ysWrTEGztXgXbh58LYaCrb2mfc197oB77ynjn3m++93vSrr9UhPuVwqwd141z/PAAw9gLSTcn3/+eRw+fBgvetGLQPf8ah8nT57EwYMHsRqBO/WB9Pa//e1vx8c+9rHVXkp3fa4CrgLXUAUccL+GJtPdiquAq4CrQK8KOODeq0Ir97kD7itXyyt1JKf9uVKVXZnjLgTcj07/d0w0f4ih8E5pVto+pqKnUE1fEABJIDkY7EOo18kmqaljOn4CjfSkNJ309aBAdQHdKkCUTiKx45IvtoyZo8mWlC3FN6HiXNNUEZxMKuj/GsB7pOX7ZtJ5WEHT+R0Bvpe50QUAM7WeZlA2JRgn8G0BXMJsjyCYyfOmyRqemqw5J/efbZRK4O+ri3zqqSW0VejUKGQpeMJgr6tbnYBedDOE01yC6EiS5yl1XVbwW4qRbjMrTVd5D4M+TC3NnPSLwHY5bsymrhCvevsCQYwEOs595ws/R/m18dysjylaeNaTlP1i586PyLcGWEu9SBPV2W3px2f6nrr3xGQeeAVZQFGNlm+fGhk67NtS/pJfjw0MPfCcH6tgqEavG1hfIdphMPWWFPYA76EIhXUo+LukGSoVMpPxUYHuw/4mxOaMaGPYn2AqPoLE1hByO5tII9NAV1DAjZg4H6MyVEESHsO6wgHcMfq7klBfaByd+RfwVzU9hcTE0jA1RdLSKgXidq/4N0qfgnp6Tj6PwUWBQYHtbEYsrzFwDUNXMOhvxH2jv46NhWurUfhqAe7333+/6DoOHDiwMj9kV/AolwLcWU8m4ulep4edTS2ZPufIHexLUcRc6uU74H6pFVv69qsZuNfrdVlkedvb3oaPf/zjS78pt6WrgKuAq8BlVsAB98ssoNvdVcBVwFVgLVXAAff+zZYD7v2r9XLP5ID7civXn/26AfdachaHp/4bqvFT8NQIyv42lLz1sw73qfgZSbinpoqitxmDwW3iuc4HE+7V+LAA5kqwH4PBTa2Uu8KFxrdRT0+0/O7rEJvTAhSVCpHYpgD7QEeg9UX/mQf9ZU+S65ogfUDBq7e87vSfU//CZp2eEdBO4CpNSpniLrTc4GxKai18uttbqXYeSikKb1rHMhZxI82S2FTPtAFiOR7P1SWZTj2MLrHd68VKFKplDBcEmHhvHY/HidIEmsyLwfo0uy4dLKKCaTtOO6xnA1dpttqWtOeiRt6ktROydz5NSZJCEaS3QXtqZwR4F7LkvLjpO6B+XE+yWrRq2esp5TG56ULKmvb9+SYAFwa6pftlQaU1t4ZvLtCP36HrEUVN0UI3uICSNXI1ysrzkd6oEL17A4Jb74Rq6Y+om2maSdHHrAtvwYA3iOnkEOoJwfsMUtOAVozsp/D1AEI9ioLdjnPnzmFgyIMqTGJd4W7sH/l3i+pzeF0n69/Ac9UvCVCfSc4hsjMwNoGnAhQ1v7c8RGZavO6xZfKdjYFrKHvrEKoBOX5imqibcbmx0WAnfmLjv0fBm/u+6zUXq/1zB9x7z9BiwL0XYGeCe2RkBITsQ0NDFy0e9j770rZwwH1pdVrOVjlw52LQhg0blnOIK7ZPo9HApk2b8Na3vhWf+MQnrth53IFdBVwFXAU6K+CAu3smXAVcBVwFrqMKNJtN/OAHP5C/zIgTWOuev++1bf55LyfudVRmuVUH3Ff/jDvP/uqeo3bgvnHzOhyZ+SzGoqfQSJ6FMUypR9BqvTR8HA33ouANo5GexXjzYSR2BgP+HgyF++fhV6aBx5vfEvd1oAYReOulSWRip5GYOiJTRWwTcWUbOyEAUasyGukYmmYaha8aFD4J6LGsYaaymSqG2pjUGuiCEsAuOpi2ZqBMgDMlnWtWjJc51POmmwJkYyMwvh0kiyYmZPPSrLlq2qAGxgjQ9sOLobN42lXLw94Bnuf87n7XFLjoWers7Dq3KNDtCSF8ZtNVv9T9ONyHADppJHItHHIPi3jcO88T+waWaXmb+e2XAsV5jDhKBPQvGbq3vPZLuTaB7l73RrP59XNBhYsokoiPjCywcM2DV8SRagNPa3HeWzreY4iChlqf5OYipn9pPWrbgNjWsyQ9qhj0d+Hedf8rJpsPYSZ+DuPR42iaCdEgBXoIBW8UZX87kjjFmbOnUBiewlBpM24ceCO2ll+3pG9yAvYLzSelKeq55mMYjw5Lmj2xdakloX6gKphIJlFNLqDi3wBfF0Q7wwUA7s+FmgzEb8BdI+/EzYOvWdK518JGDrj3nqV24L5z505JsDO9zhR7Z4K9X4C986pz4E74escdd/S+qau4xVpVyqxG4M6/+2zcuBG/+Iu/iE9+8pNXcVbdqV0FXAWutwo44H69zbi7X1cBV4HrugL0GH7lK18RWLPSg8B9qXC+HfT32mehRYH2/Vb6XlbiePzL5je/+U04h/tKVPPKHMMB9ytT15U6ag7cDxy4E5MDD+B881FMJ8cRqjJ8XIC1Uy3HekkSvqPBHhhbxXRyWGClp4fgtbQbvCYmda2tI1B0X/MrPprmgug7fFXGgL8DCiVJ+daSp2EFuDPh7SM9WEXxowbBES0qEjZAlYan9LCnShpk+mmmf5Emp9yGTVEVtS78rJVqb6WhmYCfVcUwaU0o3Uq+8/cCbmMrULt9MD3O/Zg8j2uJ3KemtobbpxZBWzPT9v0E3Pvd1TLcjjCZUJywmun/KIozNU5bol4UNFpnTVUXUbFk105tjj+rz+n1TOSKGGkg2rqONKHh3FyUFu91LN5LXnuqfFRzbg+5bs59kW8mtEz8XBthg1veu+ZbCJlTn9cizJv/ZJicbnfem6TvmbZX0hS3M2kvzUY1pUStOecTxsWSwGR+eK6JlLS43Zly5y8dW5hQwfoW9V0Wx3/Ngxny4CneywBK3p24b92vYtAv41T9AZypP4hGek60MkXvBllAakZTGJs5hmKhgk2VA7hl6DcReln/gvbBWp+PnsGJ+o/QMJOSZN8Y7sO20osQ6JJsykT7qfr3UEvPyKLTcLAL9bSGhyc/jmY6hYq/GfX0AmJTFa88E/n5YMk2F+/EG274z72mas187oD74lPF+pw9exZPPvkkisUi4jiep4i5WoC986rXInC/9957Jf2/2sepU6fw1FNPie5otSXcoyiSa3rLW96Cv//7v1/tpXTX5yrgKnANVcAB92toMt2tuAq4CrgK9KpArpTJG+/xLx/0Zrb/c6Hf59st9/N8v17XeKmfC3xaYlq/F+i/VPi/GHTKgfvNN98M/nJj9VXAAfcrNydMvM7Ez2ImOQZjm6K/qAQ3YcDfvWATx86ryYH77jvLOB9+CVPxUQwFuxHoMoytIUmPwkoifZwmcoGPo+Ht4l+fTo4hMlOIzcy8xqhM6QbeCIaCW8WJ3UjPCCxkgnfA34myfyMCPYILje9hJn4E6cR5FN6voQ6lUDN0yViohE0w6WnPVCJMrQusJYwN7JyrPTECw/N0NtPn0lC0LelNgE7ATFd7PhJlsreP2rQkhLiJlyKw/kXp7SYYkwaCVuPO9jpKGp0Z/jaYP+9znotp9fBi9QzVLvTDGwV4iYYfXLxN+7Ey7YuFX/TnNUyNqzFUcLGORf47xAWIIuDHel5d8uPymLyOTj99+3ml8apvgUSJ7ocLC4TimnqeJTRu5bFyZQ2bzvYa4sznf3da2h8CcxvTw0NAb7OmqQ2+4GDlWjoHF2FSL3uWPDbUpW6IoJ8LDHxbwmRO+qmXeTj/Nh8xQhiMYjTciVdv/N9Q8kZwrvEQTlQ/h4a5gCgd59MBa3xUJxWGyzdi3+Z3YDi4CQWvMu/0jXQKP5z4K4xHx9BgzwK+JQIt/vWSN4oDw2/F5uL+i6/ZWhyc/hc8Nvn/SZpdK5OpbWwkC1mshtTRxrKAxUarP77x97C1dE+vcq6Jzx1wnz9NuSKmW4KdWxIQ90MRc6kPD78n6cFfCwn3F154AYcOHYID7pc6yxdvnyQJ1q1bhze/+c341Kc+dfkHdEdwFXAVcBVYYgUccF9iodxmrgKuAq4C10IFrrbDXVy3BBI9QH8vuN8L+nfbP3s9f2VHJ+hvB/Y8H1+jHhgYANNdiy0K5PstFfg7fc/KzKPT/qxMHTuPQq3LqdqXBWYzQU4Ix6akBb0BJX8ztpRej4K3vufJc+A+escRzPiPw1Mhyv7m2f3YMNLYMaTmAurpKZS8TdhRfhNSNDEZP4mp6JksTizf+0xra6SI4KFEEouKvxuht0EWAOJ0GtX0eXiqhEF/N7aXfhFH/vv/ifjLh2AiCzQtTSvS/FQxoWwULD3pLZCc+AZe3Eq1E/EndvYz+ZnXcqLPptqZbG5LQfOm8mai0lC13dVOkM2cfQcUz1PtYTlLwVOFY6qZ9oQgWxqmdgH0AkZ5zCKXJvwF0+pMtOvAgywKLOZyJ9QXjc3Cx4qpl+EcaCD16TLPkuxLUblwoUIS+gGb2c750qVJaZgtTHT7mZg0E1nwuBLQnfXjcXs3h+XDomRBgPqY9uvkfHOaTRlAAwLaZfGAAF8aBSgkZWDsLZtx5iUaRT2EO4Z+HjvKL8GJ+vdwpvEDNNPjgK2h6A1DmwqOn7uAdEAjLLIJq8b6cBduGngFthXvljT7A+f+EBPx86JOKnnDAsYJ0BtmSrYfCW7Ei0f/NTYUskVibvd87Ts4Xv8+xqPnMJWchLUpPN6TeN5DAe75SA2Beyxf31F+OX5sw++K+32tj+sduC8G2PlnG3rX+WedEydOYMeOHas2ZOCA+5X7TswT7nfeeafoW1bT4N8J2B/gTW96Ez796U+vpktz1+Iq4CpwjVfAAfdrfILd7bkKuAq4CrRX4GoD96s5G/wLY/uvblB+qWn/XsCfnzNRw+NdiZGn+hcD9UuF94stGnQen+e9lmC/A+4r/3RG6SReqP4DppNnkJiqQHZPF6XhaNOcF+f0ULAPNw68CYGuCGRe6JnKgXt5/0OoeoclsevrYteLnoyOouiN4qaBn8J08jguNH4Ai4KoMQwi2YegXak6knQSRW8TNhRfCk+X0EwnUE2OI0qnEJnzKHw1RfFTMdSMga02BYIyhcxkMp3tLcuMJNnzhpk5OE59I5qR/N8J1WkW8dvS5/R4E67OazRKgEstV0eKnKC50+vOexEFTOBdBMLlZzwT5cSnXSC5eNw9g9C7OCk/C03jDBIHxTmdTVSNJIU/TzHjGegECML52ptuE5TyZ2LBZtvbSwOwVMvkTUmDUrBkgM7rEOje0vss5WmXRqp8J2AJvnlpTMufiYuk6GWBIOHigp8tgnC1ppktPIv2pgXdOZcGRpLyfMS4wpIMWHgNwnqN+o4AR3+jgsq6nSh7g6ibMUmop4bPZwKDWBqXpkzHs/GqCmWBI9QDKOphDAYbMROfxEx6EoapdISy0BToIob8G2iDx0xLH3Nj6UV4+fr3YSY5i++PfxST8Qk00gnxykemxqrKtwABva+4eNV6O4M9APg2C1v1Kg+j4U24d/Q92Fxc3a7sJT0XxogmRRROfHXiKg2ms9evXy/ajis52gE7U+wMD+QqwhywE2AyxZ43OWUT8oceegi7du3CTTfddCUvb9nHXovA/Z577hFYvNrHagbufHb5rP78z/88/uEf/mG1l9Jdn6uAq8A1VAEH3K+hyXS34irgKuAq0KsC1zNw71Wblf58amoK3/rWt8Thzr98LkXb0y35fzlp/5W+J4GWPRru9vp8uVqfKwH6HXBf+SeEbumzja8jNpOo+DfPS78yGTsVH4KvB1Hytwv0S21d/NODwS6sC/ej6M0l4/gX+EceeQQLAXf+PIttVZzSteQMQq+CrcU7UUuOYDp5HuxbyqaOBIDUXBAUKvkVo+RtxXC4D1oVMRk9i8hMwpypovJfZ+CdaLm7o1bPz6T1dgy93UVAx1SXZLBUoDmBYwCkRStecBpeCFUJTZnoliR0C65SGeKnc4nsBVPtBLXSRHU+zM62NwjKF6fJCYvZnoOgnOn3qBZn528BUUJ6puQXgsnM0dMbz/27fb/F1JbUskagTLx3Lg50Be0xFxKAoBxkfvskRWLSnl52NqA1IRDE3qwOh0n3mPfgXRqwz6E754PXzoUTOtlVIwPF2UIif7gpqIKSebMNetpbv+ebWeTXTKjzhQnZIHvbQRZj+JyIGz7bp7Nhazt0z2skCzWGmiB2S80WIpj455BFEZ9gXi4OKELekEgDi1Ov15h8/Sh8VZC3HiIzkelkbLa4y6UhbUN4ugxfjyIyKep2TBaKFC8UpqV/oavfQMOTRazRYLv8fjw+htFwF16+7n14dPITOBcdEk97WbM5cVkS7vX0bOs4RO48VyjnT2220EMPPNP4ni5g/9AvYM/gT678D5o+H3G1JNwfeOABga933XXXilZgOYC98wLWEnBnAptJ7NU8cqXMWgHuXCCnw381Jtxz4P5zP/dz+MxnPrOarT95dwAAIABJREFUp91dm6uAq8A1VgEH3K+xCXW34yrgKuAqsFgFHHDv3/ORA/e9e/cKdO/3WKq+Zylp/cXeBui2fz/0PQs10+0F9Ns/ZyOtJ554Atu2bZNUXre0/5UA/f1+Fvp1PsLto9N/g/HoEVR8ptEHLjp1NTmJC81H4atBcalTN6OUj6Jeh6K/CTcUfwzrChkIyYH7ujuPYMp7DL4qouxvks+YpJ2KX0Bi65Lspas90AOo+EOI0xOwNFMrNlMdFMBoLJ3TYzB2UsCoRgEVf48A06YZQ/FjVRS+3IBqZD5uhrA1QaoHqEFPADsTynkjTNGstNQv0iST+pZkDpgSfucJcX4/MKluqQ6hB54Jak/JIpz1FPwO5UYSpPCMhm5zuHOfVGe6GL/VjLO9uFS2EM63p+ZlnzhFVIvEJb6Qx10Abwvud+7ffg6Ca/rnmTjv5TpPWB9fg4n0ziFe9ji5KCmce9S5KJDD54v2pY6MqpsubvR82+ytg0zDgwLNLBq2abM3BRZp9jrvXtmstEtD1G7fS4lO4VtPvPWZMi17i0CeJS66EIR7kKS7H3R/G0BUMmz2Ssgv/5ctBojrnYs33I06HmtR3wwc/jWFdBOfN8H/rbcwMnsS1UnZWelWD0Q1lMDC58KCfLUo28hza5tQfPfDG8ZIsA2T8XFxxO8svwLP1x/CdHwaI8GOWS0MIf255pMwttE6s7xLkb1RoZhsD2X7ppmSRYHbBbi/tl8/gq7Yea414M774Z9RJiYmsNQEe6/irgXgznv46le/KsqT1Q7cjx8/jmeeeQYOuPd68np/zuedC1VvfOMb8Y//+I+9d3BbuAq4CrgKrFAFHHBfoUK6w7gKuAq4CqyFCjjg3r9ZutrAvX93evGZluLp7+Xxv5TP27dd6fvu1PdcCui/lLR/50LBWtT3NNLzeG7m45iKn8ZoeLHyIDF1jEVPYTo+Iin3dYW7UdCjAv2Ymk1sAyPBXmwf+J9QCXbNAvfdB0o4H3xZmqZSK0NAPxEfQTOdln3F086sra5AYQqw0/LvZe9Gga1M3kqCnaJsAYxZI1GtKtCnUgz/URP+eUJadgdlA08lbnA2v2QzTwHS2sK3rd8XgCDJtBJMKdNJnitjJEFtMribDzY79ZBB+3zEzQTiDjF0dWcJaTlPwSBILk61s6GmX+qSak/phyfcvxhsy/GiFOFAgGgmzhYPOoBzGmUe+sXS6rx+ItVAZ9eVpeeji/aR73vC+NCD30Mzk3nZE+HChk1TE69nU9a8dtyX95VD92zhgt5zHkfL/XRbOIjqMYKONwYW+3kRc4GD0H0JkD5mQ1uTQfeFBhd9EmOgqLPnE9hFTcJ74UJFTDVRfU63JL7+MqAbkMaqsbY49wrg1M/y4cmS7RcPPlMSxs8WHziLik9iBtxlLmFk8SpQRawPd2M6OYOyN4pBfzMuRIdlkYvNVNvHTHIKteSsaGxELKNC+NKjYRgD3nqB7mPxsxgOduDFo7+ODYV9K/1jue/HW+vAvRdgZ5+Z9iany9Hm5MB9586dVyVksNSHwgH3pVbq0rbLE+533HGHNKVdTYPPP5um/szP/Aw++9nPrqZLc9fiKuAqcI1XwAH3a3yC3e25CrgKuAq0V8AB9/49D9czcO9fleefKU/1d7r4F9LyEBA8++yz8hcx/lqK9mehY12pVP+lNtRdyMl/KfB/KYCx2xw30ws4NvMxTEUHMRIeuAhUTsXHMBU/h0Z6DoP+DowW7oSnChn4sxbV9LioKTYWX4Jdg2+aBe533XUA4+Wv4HzzMcwkJyRpHtsaUrqorYbWHkI9hNFwLyajpxCnx6Wpo682iKO6YSZmwbzHzpWWjR19lD+tMfgFA11T0K3Go4TtEixPM1ezwFwfkjjPG3bmcJp6FBVQ4ZHBS2pQdKDm6VLEtc5kdQuIZhDczGswKvC5kcCULPx4vi6Fn3E+uqXTEx6biqcuvnFeG+Fvu5ImUSmSeiLXJ9dO2U6bp71zTgnP05JFgY1XO6Cz/LdkJhK4Tt0JgTAT/Utxn+c1IBS3lmn5S1PEsCbiWqcef4mNV/N7a5oIIf0/SxxMh+s2BdBiu8VIUfAW99nL2w506MOXe0iYxA/sPLCfqhShH8j3REKHTYNO/ezMfN7YDkA1M8VMbQNw5J0KjZ3zgXvWJrgF29sWeixT6AgEkudDvOvKx5C/CfV0HOvC3QLPzzafxIC3URQx7SMxDUwlz8lbJQq+wHn+YnNUXvNMcprZeXG3/6v1vzML95dY8lW52VoD7jlgZ3qdKfZOB/tKAPbOiXLAfWUf3bWacF+twJ29D97whjfgn/7pn1Z2otzRXAVcBVwFFqmAA+7u8XAVcBVwFbiOKuCAe/8mm3/B/fa3v42rpZTp352u3TNNT0/jm9/8pqTxOE+XM/rVkLcT+F8J0C/NO1uu/ksB/toDJoPPo6EPIlQ3IFBDUDr3lVtM2SdRN6cEzJW9bRjybxeQG2MaDXNBGpwy6T7ob8fNlbcjHd+Gxx59EnfffTc2bBrFszP/gAvNp3Cu+YRsS1hPGMgUbiXYiYI3hPONxxGlx+CpRJK2CoNIbE2SvB6bSaIGdSHB8P/QKBzVUCWNINKSGvYiJc055e0CrZD4Kbwk02UI+NZzjU6TJFOmzKo/0hS+78020MzT3u3AW1LKKdPv86FsGiWzjvO4Hkt6G1oJkBWfekdqWoB1akRP0m1xRI63QHNR6k6iKBYPeqdrPH/+5dqjFP5gIMn2hQYT23EtkXQ9FTm9BpuCGlG7zIH5PK3eS1HD7azJmpkSsosPPk5hjemaZl/sWpo6RtjxFkG+vYhouIDQ0vbz63x2TKig662tWiTbhhYwCnxhQrUIt2iH2hZYul1H5mi385rHZkqZbCGB6zcmYMvfuYUBacTNAtCfz3R6qGCaXHSwiIvAhbuB596aeeiza54D7ob+9vxCZOGE0L0w21+BwJ2LL4EuiFpmZ/nliEwVL9S+j4KuoOgNXXQb1eQMqi2wzm3K3gapE1Uy/L4b8rfhntFfxobCLb0eizXx+WoH7lcDsHdOXK1Ww3e+8x24hPvKPNI5cOd//xgIWO3jzJkzouhbrcCdGqHXve51+Od//ufVXkp3fa4CrgLXUAUccL+GJtPdiquAq4CrQK8KOODeq0Ir97kD7itXyyt1pJUE7lfqGnsdt1PfcylO/stpyMvzdB2Dh4Ghg0AwATQ2Z50lCQBVgrR8DKZ4Aao5AtXcBBsPwxQuwPjTsBSmS+fIJlRahN/cDq+xFer8HRgorkOhUJBFgGZ4DOcH/hmxN4bArEeAQQQYEniolUJVPYdInYGvZgQrKpVKIp6eaqUsivcbDH2cehhfGmBS85L71wk7FYGlMFQrBmyB7YkR0EvwTTCa+NS+zKWyDeF7CwLzXgmHeZB2iCyJbC5ktKW5BbyqFIVgLm0s+xOixkmWspeGnnMwm6Cd1+hxdaNjZOfImqZ2GwTU1LDwGgj2uQDQCfOTKJHGqoulznPnO6E+U+oNE4mGZ6E3IwQiU7NTDC46n9wvk/RxctE5U6qC4vmQvfO+6IIn7O68j4W+bwTcWyDhAkuqoE123dLstPWr276sV+dCyULnoE9flz3YBu/biDmI3wZ8D4JvSsg980mivqjD058f0yiLiC7/RIkmJx+SevczPzwXXAQEs8FqbBGtUzj6Zoup2/mczgfu3H8OuvN7cs69niJrdkodzLpwD162/rdwuvEYnpz6DOrpJIb9Gy+a28REGI8PySLWoLcRBnxjQknPhLK/AbdV3oRNxdt6/fhaM5+vNuBO/zjfoutngr3XZK0l4L5hwwYcOHCx9qzXPfbz8xMnTuDpp5+WBWcH3C+v8vz+pebmNa95DT73uc9d3sHc3q4CrgKuApdQAQfcL6FYblNXAVcBV4G1XgEH3Ps3gzlw37dvH2666ab+ndidackVyIH7zTffDP5yY+kVWEjfE6d1nG7+C6rmMJrmDLRl49QQqamjiqNIkaBotqFgdqOB82jiLGI9DW1CKBsg1VNQlHqbElQ0DMxsRmn65ZKK5wJBrMdR3/g1pMWz8OpbLkppE96nhXNQ/ozATM3mlwT5dYWNHwaKhxT8qAUwdaayIXRNlRFAL/dl7GxqmuckfCZMlM8IwVsKl3xbAup8CNSmQ7zNzx1rHlvL/2bBKd3tFNt0pt0J/QlmW8dk89G0mQhkl1R76HdNpnO7oOh1TXvnCpegHMyH93EqHnVCcy4aEDj3gsrZ/V3saKfTXfvZAkV7LQh2qa3ppSkS6J7Q6a5gikoAvtR9Kf50GOg4U++0D0nPk8aXFPyGlnnL3e6c44RvJXhL09kI6G5yMWJxZQzPz21jz6AgnU7nDwHtrQUIeePBZ958ft3a94hDgyD2ZH7am6lKIp7PEBdfrEKijSz0sO/A+B7g0LsZZG+l3VtKmWy5iCUuSApdkvuiV7KSZN9RegnuHnkHhoKtaKSTePD8f8F4xLdFQgx4G0Q7wxGbBmbSM7LPDYU7saW0H7XkgvRLGAl2YVNxPzy1dG3P0n/qXL0trzZwzxPsP/rRj2ThMX+jihXhzxoqYtgUkh72oaGhrv0BrnT11gpwv//++0G9iAPuK/tE5An3/fv3Y/PmzSt78Ms8Gr9feE2vfvWr8fnPf/4yj+Z2dxVwFXAVWHoFHHBfeq3clq4CrgKuAmu+AvlfGtf8jayBG3DAffVPkgPuV2aO4nQaR6ufxFjzMdDrbkG9S6HVvNFiwNuBsn8DzjUfRy09i1BV4OsiUttAbKoo+ZsxFOzFuZknULtQxh2b34E9W14qF0tv+4/GPiD7Dno3wldlAZyMLTMZbk2CsfRJ1O2YNJLUMBh8uIEbPq7hzWRNJ0FgLsA7S/1K09NEC2jnoahHIYSkIztIMyArqXU11+gyV8xQK5OPOEhl+3boTM+6QPJ5KXW61y9uVEpozlR8Z8PPDEYbGJ+p7Lnz8bzZNWf+9G5DXO1KLwjSeey4FnVtyNp+PJ6f98BU+0KjaWN4EQT+8pxhq8lqr6csS8xnGh02q/XaFiZ67Zt/3rQJVGQyvYvOYH0vN7wk77ng4s2v6ULnlAa5ohLqDem5LUcvp728VeFzwcdCNUVoM6/xqtQmBELrZ011mY1PjSwSyTNaUJnOhs1WEy1+eKbj4zJw+M3AxO35IkSbIwchQj2MxEZ8+lHyRnDX8Ftxa+UN857Tk/WH8cjkxzGTnEVkZlrfw7zGFCU9itFwJ1667r2y/7U++g3ceT7+GYL+dabYmWZvf6uIcP1qA/bOOXfAfWW/C9Zawv3s2bN4/PHHsVqB+w033IBXvepV+MIXvrCyE+WO5irgKuAqsEgFHHB3j4ergKuAq8B1VAEH3Ps32Q6496/Wyz2TA+7LrdzC+xmb4rnaVzDWPIiZ+Hk0zVmBehoFhHoExlahlZXfV5NziG0VBb0OFhEiMykgcNDfibK/Beenj2Ji6hx2j74Wd2195+xJj1W/hOeqX0XDjGEkuGk2ecsNUhvjbP0x1MwkkKbY+pEahh7V0A0LEwIem6JSMaO0qD6y5qgtR7vXUshQtUK43gKx0oDUy130QOKl8KmwaSWH8+R7nkrndWQO94sT7IYAvouXXdLTXZLg9LlrKl78LH0fVSMRdBMq87r8oHvTVIGz4oCfn2pvnznqYwilCYWjmWZXQC0pbDZEpRO+R9qcx+P2S02mC8BuNZXNk+Pir+dCSIe3vtsTlwHwVlPZoo+Y7vpLbMDK8/HtgV73lp//UiA9F2XkuelxL1IDpvlb20lS3WQLLLqZrQoZXyFQbW9S0IfUpBXfSpKdjXDjwEBFfGMDslhEvfzYzcDT7xJtu4x8mYlNU7kIVvLW4b7R92D3wMu7flOfbx7C4ZmvYCw+KotdvJhQD2BL8QD2Df5UV797+4H48+BU4yAuRC9Ior7ib8D20gFpZryWxpUG7nyThlC9G2BvT7AfO3ZM0uz33HPPqitfDtx37Nixqt8YW2sJ97vuuksS+at9rHbgvmXLFrzyla90wH21P0ju+lwFrrEKOOB+jU2oux1XAVcBV4HFKuCAe/+eD/7FmQ3EbrnlFuzevbt/J3ZnWnIFHHBfcqmWvOHJ+ndwov4tTEbHUPY3ouitBzPLtfQ8JqPnYDEjsNpXGvV0XDLo1E8QBIa6goK3DkPBzfL1iekzODd9GDuHX4V7t/3a7DU00yk8OfXXGI+eRdOMo6hH4ekCEtNAPR1DZBrwnpnGlr9oIJi0Atst4WWsJC1MXQn1LATtHGmRrnRqYAA08oRxruOwQFHBkHUy/j5tJJ2ew1FJmFMB05Z0n3O4z09CE6wGpflp90z3wq9fnBwnhA9K4UXAlsdp1poIF4DpKf36TKMH3VPvvOJIpSjq+RC9kUTwYu6aLUrIgkHR75kAT0wCZZTAfQ76zsWHvgCgF6CcZosB3RLgSSNT6HTbX3QtvoHXzPQ37el0ftZsRgj93tqX9gea5+tcLJF5lTYFfHsCSMtKniMuySRFuv8haf6Uv+dbE21dVkXT7gFsSzCboFdqXnK98xuKc9pN5yPqGCbx00w/0w7d5er4/BDOexaB8bIeAx4vOOuxQE98o2Lx+C8BjS2Z2516pkAVBXrT2b69dB9uq7yxa71j08R4fBrV+By0NijpCoaD7Sh4gz1/JpxqPI2HJz+L6fg8IsPGxVbOycastw7+OPYN/tiSFzp6nuwKb7DSwL0XYKcahr+YYq9UKrOKmAcffFCAO73eq23U63VpFO+A+8rMTJ5wX2vA/fbbbwfT5Ktp8OckgfsrXvEKfPGLX1xNl+auxVXAVeAar4AD7tf4BLvbcxVwFXAVaK+AA+79ex4ccO9frZd7JiYKv/Wtb0kazzncl1vFuf2YgH1i8q9xvvkYBvytKHojSEwTY/ExNNIJJGkTCaYEuBMcKiQC/4p6BFoVBM4z2c4Gpxxj08dxfvp5bBm6A1tG7kBi69AqQMXfLtseq34RM8kpNMy4uKj5GX/G+X/7FIa/FQmk9BqEj1lzUAJLaZAZ08PuQRVJRpm2zwBtQl2InoPpkZ+iwJ1aIyYAbznXCYypgMk8OYycZ8cm/BR436YpyfU0nU5v5pMJ8gNS0bbB7ekAL6r5zVS5Sdb0kwqZAM2Zpihx2hPUorAhJFfdNSniYKfOps07335uwvIsOe8vuE2+vbFGUtVFe3H6XZzubW8FSH3ZitYChaB789T264iSWFLbAv+ZZOcCCZvO8t7a/PidT60AaHrp2xZAFnqypZYt9Yt4+5n25/x3uOi77Z80457Kmny/zK/PZ9MipW6HzVRbgJ49U6UxLpSk/Rdz6MvbBjr7xTc12hckZCGiYODXs6/LM6cMkoDsXyGxBkdfa3HylRq+KqKoKxj014sqhgD9tsrPYWvxACaS53Ck+iAmoucxGZ9FNa0jtfS9l0T7tL10Kw4Mvxbrw20gjD/TfAZNU4WvAmwq3CwwnYOw/dtjf4OJ+DRS20RBD8o9Nk1NvueGgxuwv/KTuH3otZf/g6cPR7hc4L5cwN55aw64X/5kM+HOJqQE2at5nDx5EgcPHpTrXEsJ99UK3Ldu3YqXv/zl+NKXvrSap91dm6uAq8A1VgEH3K+xCXW34yrgKuAqsFgFHHDv3/PhgHv/ar3cM+XAfe/evdizZ89yD+P2a1VgLHoGh6c/i5nkJNaFt8DYCGeaB1FPJxCbWpZkt7RQN6VxY0FpKMTYGN6JgWCzAHMOAc5pA2erj6Nam8LowE6USoNyPML4ordOgPu20itEU8Hz0v+uqsD0H/wl9POTYMrYq2VqGFPUCIyCCj1Q6RL4mQ+bQN4vZLA7Ngl8PdcclanidvgZpQlCbw6+E2xT85KDdao9GioG+7OqCOCdcWRakcwp3j5y8N0JhqURpoFA886RmhQqIDCdO1aSJEjqSQZZ00z90m20J+kXUpzQgZ8GBn6s5VgLbZcfyy8tDr+pv+F9816lIesSmqfm1y5pdbr1a9kcqUUge+f9SoK+pQGaPZ4k1rPUN4+Vq3Taz8fFBr+w9GafSSPuuSiRHz+H7gvOjShiqO/JFhYWgv7yPHGxyFMwUSr3lNdG3koIFXREy7qVZqqSeA/4ey0LHuM7DB7/FfrtQ1ArY620cYXGMHwdwNgJGNsUSJ59JyoY64EtYBuGqfgyQuVhJBhFZGcEojO1zu/tojeIGwq34LbKT+KB83+K042n5e2Wir9xdnGA11g3U6ilE1gX7MBPbf43Av5X++C88HtN5mcJz2IO2Olf558F2h3sbHrKlHq3BHuvOjjg3qtCvT9/4IEH5M0BB9x71+pStjh37hwee+wxrGbg/rKXvQxf/vKXL+W23LauAq4CrgKXVQEH3C+rfG5nVwFXAVeBtVUBB9z7N18OuPev1ss9kwPuy61c9/3ONh7BkZl/QWxrGAp24ELzWUzGxyUJW/SGJM1ubII4HQeUj8TWQAkGIV4l2IqSXofIxpiKzyBKmVqfQZICgVdBOVgvyVxP+QLGfVXASHgztpdeLceZ+N73UP3gJ2GnqhlApG664osihal18u/IMyikmQudaWG/lfJu+gnC2JtTqaRGGp1ySHJYp9K0Mh+RNgiktWfekBKIfIOCnTsGdTCiKunSBJXwlefuBNqZK757s0/60cXH3sUHnsQJEmVEKdJtiOecGu8FGqtyH0m1h/7swgDnwdaztH77EO+77y0JNPO6bLLwIkC3a5UUd2uxgyn8ZjOW+b7UwQS66FyYWC9mjVh7edoJs1mrpTRFlWdDHPJZPXqNbIEHPeuWJe6tAPWYMvZ6NnftkFcat4Zzix1cXIi4UCJqG8AWFDyjkBKmM7lvFJLQwkuUwPdGyeCRXwbqm7QAdcUVHrGzU63E9H3+FS4cSS9bWBsgtQH4wghXhNiHgX0QRAmFAKEuy+LWoLcBZX8U0/EYptOzWB/s7Fr3ifiU7HNg6Kdx5/BP9SrfVf+8F3C/UoC988YJ3IeGhlalw32tKGXWGnA/cOAANmzYcNW/B3pdwGoH7jfeeCPuu+8+fOUrX+l1K+5zVwFXAVeBFauAA+4rVkp3IFcBVwFXgdVfAQfc+zdHTLY99NBDzuHev5Jf8pkccL/kki26w4Xmkzg888+op+cwFOzEyfojqCYXUPSGBZRzxGYGiZmEEm+7kdS6xwak0DBIQd7IfC51JZK+pRFGMY3rI9Qlge78xZRt0SujoIdR+sxp6M8/A9B17StJCIf0WacGqqV2MbERmCwqD5s19uSgNiaIW+qSVuo9160IbA8MwqStWWWUwc528B17QEhw2eYslyaoBV+AZ9yIM6CpgTSiu7xLep3HpdO8A6hLmlzc792blvI8YTnzvDdrlIrPT6bT1R4qwtm5xYH2Scxc7QbhQHgRGOWxCRIJ3Ql5CXMXStC3H5Oglyaeopddc2OqsagqRRBuS+/S6XVn/aJGLIqbXoOLDtQFsZEs5yiuRT0Bd+cxec98ZnrB+Xw/1k4A+RKavPIemUZv1w11uycB6vL2xNyc8Wt8hlPfwkuVzBn9/vPmkt85cQrLBZZCtsggz7BnoOtW3PNBouTtj0bR4NmfsDj9EgL3DLTLPAhsF1FRW4tVC08xfe+haXzZX7aYXeBR0CZEEFeQ+nXZ16gE2hQQphXpJyD/k534OyDRDSSqgQ3pLbgleaMsKDD53f7PS/099xdlVI/mvr2eo26fdwL3TsDOJum5JuhyEuy9ru1rX/uaON1XY9NUB9x7zd6lfZ4rZdYacL/tttvEl76aBr83t2/fjnvvvRdUCrnhKuAq4CrQrwo44N6vSrvzuAq4CrgKrIIKOODev0nIgfutt96KXbt29e/E7kxLroAD7ksu1ZI2pA/6ycm/wfnoCRTVBlyIj6KZzkjiVWCeSdA0ZwWo+3oAPoZRNxMo6FAc7JGdArUmnqguUqQ2RioAUAtw93VBoHtiI4Q0U5satv5ZitLjTWl4yoR2aiyCRGcu9RYEJZwkwJT0dAEIpKslEHspgjSD6dIksw3E5w5sv82vzuamXmF+01O6scMOGCywvUOfwp+9zSiGZ+anlXlu0Y10AepyvWwu2kUTI6A8zkB5+xBI3qRQJGv2uWiq3Rp4Si8Kw5nSj5v/P3tvGmTXed75/c9+l24AjR0gwE3gKpHiIpKirIWiltFY8lhxSaNJMjNJKrKSyiSV2EolH+yS1yl9s12TTynblUmNLY832Z5YUSzLoiRKFvcF3ERxFUESO9DrvWd9T+r/vOd0n3v73KWxXNwm3iOBALrPPctzFgC/9//+nmQg8K/uuzzecgCg/J7oYZaj1VkD1c8QXBLBui2vZ8ZAdR1ev1Lh038jSoNaNjD162cGxCvRSNjfv82E17ni4K+eR+l8F3c/dS1NwF5hkl43JC2XNABcHQfXnn+qjTxOs2DT3TUV0aAHizMJ/EF6ICqXlELO47TrtyWAnkqe4l6X5quJQhzkCFJbku7IgKM3Z3jxc0yrF81hCemLmRsajetz4HAYf8uUe0zxvHzNg4cGMsRyv/l5Gw01h2X7qAyeudksArWlaHOgt8/1ZBDJipA6HcysXI09Jz841vtl3JUuFLyvbocQn0oZzlwjXK8D7NSUUBNTbXI67jGPu95mAO4Em9S0TeuyWRLuR48exQsvvAAD3M//TuI7h8182WyY198spgKmAqYCk6qAAe6TqrTZj6mAqYCpwBRUwAD3yV0EA9wnV+tz3ZMB7udaucGfe33l73Gs+xjmk9fQyVaQqgQtd5uk1WN1BlneJV5Fw9knSoqV7BSazhzoSO9mx+FQaQFXHNIOMqTSOJPimRwOAsx4O0E3R3zmbVz7f2TwFxwB6ATHTPcSZiZuBjfVUJBOdCpllCgwIOvxH9+iYCmasxLy5x7W4CRBN/dXcTWLBqYC28tkeD8MT6mjcXsT0txW6uQIcle2G6kYdqixJsFUKByKAAAgAElEQVRnwJ33LfS1M/Vf19y0hMyD0ubS+JTH0eeNL3fBY48DhSY4c6A++c51S32MzDJI0qHJ7LLhZ7+rvtwna5wUTnd+TetzNOwfJ5HMgQQSXybJqVqx2DjWWlPgDLojCcjHbXAq19SibsgSmC1NX5nmLhrpUvOiIfT6hbMYmM4fZ4niWPoIcCCBszAyW4ZHZNu6i4DeR8rZCUVD37rtangNkH+nUHDT3uNjjS3fhsoycbhzkWvPWRuJhu5WnGNxr8IzX8gQzenBrbWj4Sd4LMy8MwVP4O4gBnsg8Fny0bDbsj4bpwZ2SxQyZ5I3kOQRbPjY6V9de30XkxMyiHbjzH24oX2/PKd+Hsh2+fcUDsTU/Vz92ji/7t9O+ZkyjT7O9epfh+8YgvXyx8UE7P37nmbgHoahNCHfDMCd147wdZqXzQbcT506hcOHD2NaE+5XXXWVDF5Qy2QWUwFTAVOBSVXAAPdJVdrsx1TAVMBUYAoqYID75C6CAe6Tq/W57okpxR/96EeSxjNNU8+1ir2fS1UXryz/LU5Gz+F4+AySvAvfIpQT7CzJdc/eBs/egiQPpZmqazcRZhEStQTHSiTlLp5oAndVus75NRu+PYOZVxNc8X8uI4ALO7dgU7GRsDmpjdRhslarYzJHJ3yppyFY5vcFqiqdMubCFq6yjSLRXCbdq9qP/oaXAkeDBuyMovi1hVC4H4JLA0/PWoX75doE1Fmcgk1T+4GzDBz4A5LLORUvzkCYTvDrtwNJE4dLIRy318Eu6pamhaBoUFt31WVAIsp6NDPcrtSxDzineSbqknFgM6UlUTeCRwd/MFoRUz02wukkSuG0PHjFtRv3jiV4JtjuV7lwFgQd81nLEtVKNXnOe5ANdsfxs/M45H6jB38M9Y1oXlTW04S3PJeyvwCPN6F3PSw89AOUNXyqxKTuOjKIlEeZNN0t7ykqk5qWh4QC+ZBKGw3zqUpyEws5ITpyxK0cL/7TBCdurt4va2oZQfElcM85AGZJHwVCdi5x3oUDF9v9A+hkC4jUsrjg2+52tJxtPZcqVl3Q4e7Zs8itHQizRO6qWXcON8/ejVu23Avfbox7ec9pvfI9UAL5QfC+CuyZcJ+ZmRGH+jiNU8/pwEZ8yAD386/qNDeerZ6dAe7nf62r71XONH3Pe94DPkNmMRUwFTAVmFQFDHCfVKXNfkwFTAVMBaagAga4T+4iGOA+uVqf654McD/Xyg3/XKpCHAsfw/MLX8dCekQaK/r2LFTehUIMz5qTdHsnO4PAnoFjtQTAqTwUyE6YR+0MNRaKlFZSvtqVvev7Ofb/PdCMXGkE6UaW6GMIfQllCbAJIXOHrmtb4Dpd2ARkApJdtaqREad28T2ekSTHubuKTiQRB/paclmAaM6Gq73AuBa2M8HsWHD7ADETx9wH0+DSXJXgvUjTp1kKz6/3tUuKvLHWLLN6FQT4xoTkweqXReWyFK6ej3y+5fUk9/uvZMpkvbJrVTRJnCBPNLQtazXILd+/3cTi9YD40QnumeQeZ6FKhrFnr+VLjaJuDG8MqL1u/91Ektg0p8g1p+d9RLNTQmo2Hx0ngc/9US9k5+uVQXXnyRrIvdbXlLZ/XRkQEh+N1gsxgc8BouoxcR1RyxT3UDn7gi59ni/rV96vsZ3pprSJJbMuHMtCnulMe+bleOu9Ci/+U31sOt2uNTCcm8GcewofKWto2fCtFlxLK41K4L7N24eV7AyaAtltLKWnZJ2GPSPbi1UHoVpGwmcxd9BVHtKcsxcg67WcGewNrsTP7f2i/HpallFNUyd1nAa4n3+lNxtwv+WWW7Br167zP/GLvIUy4U6N4v79+y/y3ja2eb4Tr7nmGtx888148MEHN/Zhs7apgKmAqcB5VMAA9/MonvmoqYCpgKnAZquAAe6Tu2JnzpzBI488AuNwn1zNN7onA9w3WrGNrX8yfBFPL/wpFpIjsBHAsVKk+VnkuchiJCHbdnfAtWbxdvcwFKiRIWonvATFMqKYUYVH/ar/mGPXczbc2IZyctgpoaGCE1viYCfEZqqdkNFWVpFkpxaE+VwRcAiY50J4qZUhGioKQLbWYKk4rzM24FwD6+LvppamompZbWrapxMh3Ob2mTyuLtIQ07N7YK9oPlZiGQwYlDwnTPda9SBeUusWBNTXLeFCV46bbvVhC8G/19ANWActSTcWdY/PY6kodwatL/71BtCw1o6daXmabIaBbCps6HPpB/qSDu8mtT74/mPg9cpSBdUAAtuTJqrjJPGr24nyFH7F4z/qCYjTBL47nlompeqFupoRTT6l8W1ezvTQaXoOjLBBLP9H0E6lTN1+Cd2ln0G61iiY58BtsrkqB7d8aphUCjuBDGIt77bw2BcSpG19tmJ1l3S7jTjnPcTfW2hYW2TAgLNXItWBbzXRdLdIg+Srmndizj+IF5YeQDdbQqxWBOp7VoCldBFhrhAqDy1nC3xLp9kj1UUnW0LTmcG72rfg5/f+4qhyT+z70wTcmbJn88dpWzaLUsYA94tz55w+fRpPP/20/J13GoH7tddeK8f2gx/84OIUwGzVVMBUwFSgpgIGuJvbwlTAVMBU4DKqgAHuk7vYJXCnz5LuSLNMXwVK4H799deD/xgzy4WvwLHwWfxk6duSZu+kbwtwt8DU+A403FnsDm6W1OtLy99FplYE7KW5hTh34VupeNy9MMd1f+hg9git5jrtyxXpKWfat4TtzODy6/waITTBNlcXXzNTwU6RFJaGqvZq8juxteOan+NSaj2cMWA7VTb9jUkFtrvrlTDac77+6zz+hMn71EYcJj0NO0Vxw0awAxpoyr6GpLWTnDW0pZGq7dY7yMUlThg6wkGuz6uYScBaDllkICLK4M3SE9+rteHH2My03/euBy/Y4JYJ+8HQmsdbzmboP4QSsnPQgNqa6mwFgfWdeMM6mxgKnhovkS/gOE4QDBj86D/eJE3F5z5qiewUDdTXhPc6gTtyBdeqd+LrpqkZI/Wr3n5pDEx47yg0lKu1M7EeIMmawDM/m2D+kIbybF7MZzKDC9diFwYeM73unjQ35uLaPpr2LLb7V+LuuX+BXcG1WE7P4PXOYzgdvyGDA6nK8fzys1hMlzDn7RI9UnVh2n0hOYU5bzc+v/9/wu7gwKjSTOT7BriPLnMJ3A8cOAD+mTqtC4E7tUC33377tB6iHNexY8fw/PPPY7Mk3KcduFMbyPvyhz/84VRfd3NwpgKmAu+sChjg/s66nuZsTAVMBUwFhlbAAPfJ3SAGuE+u1ue6JwPcN1Y5Nj5lWv1M/CoitSjNHVvuTuzwD6Ht7h64sW42D4L3U9FPcDZ+DolaEJXM9uAQAnsb4qyD5xb/BjlCaZKqECBlEj1PMXM0wXv+2EIwb0miXciwA6g0h6UA5Wp1jEB1XwNl5eq0t5NRvVE0Ti2S5qt+9CL1nkWp/gyhZaBgLRPOMw28BkFL9UxVQVJqO/pd5HRzUyHTD5kTyjhcd93X+U5WNlbTyaUGhsCYqg8OEvTra8pCa43N4EQ6vy8KmkKR01Ux3Kg3Wa7X8YY2RBVQbWcI3GAV1lJVIwMaNQuT8m7grQPq/atGyxFc3xFnP5UzgTSJHQ2fuR0eN2vEpLVAduqBCNl5vkM0LQlVRTHXrT/2uvMRlQv3xYEJGbxZWyt3pROv1uXIII4lGiEeDxv0srmrtCTgz5xJwRkYNKiItUVvi+51Hrut+8LKOfWn3iXV7ij4ArrrFxmwoHIm1RqYfs+4qGfYXJieply73+Uo6KsXeE6VE8QvrxzAcoGX70nx6s/kiHOCdc4/IbN34PMYJduudTAOPPG1swHyu2f/CW6a/Uhtcv/bJ/8UTy1oh3Lb3VJ7IkvpPBzLw/vn/gl+ZvunN/aSukhrTwtwpw6j3W5PZcI9iiKBmQa4X5ib0AD3C1PH8h1X9uphY1+zmAqYCpgKTKoCBrhPqtJmP6YCpgKmAlNQAQPcJ3cRmPZ59NFHYRLuk6v5RvdkgLuGbQvpUaykZ6R8s+5uzLq7VmGZyjMsJkcloX48PIwkX0GULSLJO0IHG/YWtNwd2OnfgCuad43UY6ykx/DGygNYTt9GJzuNMFvASnYWK+lpcWAzj53k0gYSe55IcP03LdhRDi+2BEwLZM81bM9agJ84sk82GeXPhJduod8giNVJd52iTa0ULl3XhVaG8L3qcC/1MATchMb8PrUbTJD3JKWZ+HUUvLwX2grM99x1ShbqUZge71e1aI1NPVDvJJFAXB5v/1Iep99a87X3r5NEiShk+sFtHMaCWSXFnzI5P1wzw6aR9HXXpd/Dxa4A83LR9RyvgSo/w/OPOzzO4cC/7rkWDU8nhu04A732g94HYZ7AzwYDd6kNNT2cFUEQ7rIJr76PRulfempRDAiMei+pVM+IKO+P8r4lIFdUJdGvJNRInCwCzQctVMhI81fbBu+7hI2Dk7VBlpQZdVufR0xHfaL1MDKQwIECC3AzILF1ap4DCEevdfDjX9iL5WwJiQo1zOc9IT/0oFYOHxaaUHlD/OyB08YVjeulAeqVzUOrgyD/6dgf4oXlR0Uj03CatafRzZaR5Rlu3/oRfHzXF0aVbyLfN8B9dJk3C3CfZg9+tcolcGejz927Bw9oj74yk1mjTLjfcMMNuOKKKyaz0zH3wvcbgTs97g899NCYnzKrmQqYCpgKnH8FDHA//xqaLZgKmAqYCmyaChjgPrlLZYD75Gp9rnu63IH7qfh1vLbyMBbTE6J1IUAP7DbY+PDa1r2I1ALeDp/BcnIaC+krAtpVHmHG3YOdgYZoTK+H2Ty2eVeh6eyFZQVICTTtJnYHhzDnXSHAlgvhPZPxhOxLyRt4K3wcx7svYik7JQ5ognQJA8PCNd/McfCRHBahcwQoD7BiiO6CWhM/1R50wkq4WjVDOEzYyKRxmUAvYbv+3ppGhi51gsYSpNe52AkcuT0mzbMwgbJzWImG1f06FDb3JKjvB7IC25vr3etUohBO92+HdZKEeMOT/SZh3KuYKZpcVkF39f7XShU61geD9Hg5Grjv6rbo9fY9f2D6XdL4yyFspvGpvakB/HXPptQ6ZgNYfYwqSeWajrPIZ1m7lgcPNpJOJGn6jS7dLEKQ67S4OPBVruE6YTW1PwM0OIPUPnX7p6t+0OyE/vXTKBk5+CEp9yhF1rDgdJVOwtf49jlw5XtrNRFwH+nms2u+9+LcmVKP2TVBp+05uMRmqnaowPGkyM3hKhvz23N8919YUI0AWc75Jw4c25f0vsq1Q17lbEyruyUoxZkqDnx7K3YGB/Hze/81dgf78XcnvobDiz+Q+rac2drLtpwuyPfv2vYJfHjHz2/00l6U9Q1wH11WA9xH12gja2w24M5ZnU899RSmFbhTJ0O948MPP7yRy2DWNRUwFTAVOK8KGOB+XuUzHzYVMBUwFdhcFTDAfXLXqwTuN998M6688srJ7djsaewKzM/PS9rpcnS4n4hexnOLf4+zyZsIsyVpdEgHeprHmHF2ILAbaNgtdNVZAe2ZYrp1CbbVQODMouVsx57GDaJ+mI/fxPHoedhow7G3CTSnz7ntbMdWbx9umLkPi+mbOBO/IvsilCN8f6vzEhazt6HyGHHepcwCtlJ4939QmHvVhpUWegwb4li32o5oYiS17jpgmlcgKZ3tBcAmQC8VKH4BVKnQcASmFuA/LRqkFr8nIIztrMeRLRoZuxeI82tZnMq+SvUHbzatqamD7Rm8Zs3Xi0RzVVFT3rT9mhiCYEJtes2JRW0GkStNW6s3uww+MDEfDNaOpFEGvx2AzU/L5pf9D4ycpw80nOHpd36uwzkJcQ6/rznsoIcwor9fMZW+BoTpVafKe1h6vITihOvVRrQcXJBZCGMCewHsdMArhdTLpZkqB1XGWXgt0iTpaaQ77HPlwMKg69X/Wd5bw9z1/feIDColmQywcDDIYSK/aMBKdU7grr9+HAAikJcmuk5vQ2B64p1I3185B1E4YyEHooDaJgvdVo4HP+9jaYeNhj0DTtDoqIUiem9DcbuFb4ezA/g7et8BTxqhfmbPv0bDDvDNE3+EpfQs5rydq4Nx5bnxvXA2OYVt3k58du+XcKB5aJxLc9HXMcB9dIkNcB9do42scfz4cTz33HPYLAn3aQfuHAg4ePAgHnnkkY1cBrOuqYCpgKnAeVXAAPfzKp/5sKmAqYCpwOaqgAHuk7teBrhPrtbnuqcSuPMfYpxqfLksiYrw0Jk/wtHwBSR5JIqVDEynMltuI2HaPY8Fmu9r3IxchVjJ3tYg3WpIqt2zW9jmHcCsu0e2Q7c7qemsdxUazg4kqotOdhZtezuo+p51d6CTnUKqYkmvLqWn5EeqItlvwkamnRTv+8Mc7TPs/6jT7Z7twvJs0VaITibVag+qY+zMknQ1gTq3KbCdjRnzDB4F1IThloKjqAUpYLuoQiAAexVgxlr5sgr9CNtFU1PxuIuCRa3CbMJRJpjZ5JOAe32ynSnz9cnrUjtTB4gl5dwKasFzd6kLl2qbAe5xNvZ0HRvuAN2IhrMK/kxj9TzLdHr1vmeqndDXpSh/yCKNVnOm2gNRl6RZOnDf3IzKMlG0DNLg0AnPhrL9C+EwnefDXPVRHMu+hwJ7gey53Afl4AgHN+ihH1cTw2PjNeI2xv1MOZNinPX1IM/awNCg8ksj3ZqBFwLvNEkpYdfNgh0LXgWqV7cn67LfAOeGFJBenhcm1KVxrdbOcGYI60anO5UzkZfjoU/bWLx6K+IsRYKVMhyvtfTFUraYVbmFSNzvLlr2LH5u73+Fx+a/jePxm8jzDG1nC1zbk3uJM2NWskW4lo+Dzevwhf3/89h1vtjvbgPcR1d4MwH3mZmZqfTgV6u8WYE7Awz0+E/TwvfLjTfeKKobqh7NYipgKmAqMKkKGOA+qUqb/ZgKmAqYCkxBBQxwn9xFMMB9crU+1z1drsD9ze5hPLPwTRyLfiIJdcJxNkIkbM8oh8gjZHkXgd3C1c17EKvT4lz37DYcKxB1xHJ6Gq7dRJIniLJlSaeLjsY/hFnvoFwSArSj3afgWDkadhN7gpvgWTNYyE7ipytPyHaL9o5wzgB3/WGGxjJ0WhcOGpaHjBoXwneqKwrYTlhoFX5tAkIrt1e1K4S/ZcNTJvYJ6cuEMX/PppJevgZ24zxF4KyBcYGZHFiownZifFGg9AL0pJsIvKVLXAYECnBJqF4L2+MMTrDWxLR636ZhCq+93rnOdQj2V1Pphfqk57PSPHW9I75cR1zxsGqVJQTd0uiz8N2Po4VZbbRaSbUzMW9Z2gdeXbTiRmmf/JBGpaKnWQnhFXXXoNqWmo8DqztphEZfQ9FVVQzVPTUzEKS2nWikyqX//dLNEzQq99Cw94+A5JCQnhH++oaodddy1DuNAz5yTkNqmqYpEkvB44BTzUAMgTvT/VTK8Ns94J3ufjaBLfzuMQe4ciDzLZlZcvj+Fl6+kU9fqvsBFCqotePm4J1estyWvgxSAA7lWG15x+gJJhwsc1Yb0TadNua8Pfjs3l/EnD893uppAu6tVgt33nnnqFtk4t+P4xg/+MEPBGpyEHtaFzrcDXC/8FenTLhPK3BnP6V9+/bhscceu/Anb7ZoKmAqYCowoAIGuJtbw1TAVMBU4DKqgAHuk7vYp06dkr/YG6XM5Gq+0T1drsD9mcVv4vDCNxCrFUmEB/asKGW4EJ51shNI8mXY8LG3cSMalivAnbBdILsKsZC8JZCNCWRqIBwLsC0Prj2HXcENaLvbofIUJ8JnZHtz3lXY27gZP+2+gE62hE56DFYeCaQNjue48/+y4HcA1bARJHRoW+KQplaGPU4JDn0mZSXdm0uanfCc32OTVAF7FdguENDK4Ra6EEl4Fyqa8j6JnBSNvA+25+hRstS53fn5mG0iK6lqgvs0jKFyoGGvV7pEViZgn675/iWJUgTt+gaohPr+zFrqnfBdnOeFOkfD/cHqF0n/By5cQs0BS3e+I01nR/nGc6Uk0V9NyVc3GYUR3GpaWgYYvIEKnP7DIchNVyIZMNmol533RciUfZYjdoCAlnE2sO0bAOjfp9a+pCPPvfo57VJPJI2eM0luA3ZKnqwbiMrPdKsXvQXk3uQ+Cte8NCjVD5sk1fkfGVjiNorjkftbIDh1SvWp966VomWNaHqbZOJlz1QGXj/ef/xfuYR2hpbty7ORZMmqlobvBUHm/D+bFMOSRqqMsbP3QKoUnr4nxwt3WYVERvde6F30V/jfRHH2if4+jyLLtSefd2XgBGg7swjsJg7N3Iq7t30cs+7cRl/nF3V9A9xHl3ezAPcHH3wQ7XZ76hPuJ06cwLPPPot3v/vd2LNnz+gLcInXOHv2LJ588klR9E1jwp1/F2cdH3/88UtcKbN7UwFTgcupAga4X05X25yrqYCpwGVfAQPcJ3cLGOA+uVqf654uV+D++PzXcXjhb5HmkbjYS9he1rErTUwXJY263bsCu/yDWEzeQJqH8OwZLKYnEaklkDZaFnURTKQrZPLfJlrODuwJrpVGrIvJa+hkp7HVPYAMHpazs4hVjDxfBvIIW95QuO2PLLipBavhIogsKIJGgshMN7KMnAxB5ugkLbUgjg3FFTKqYQrYXiR+hWMiR+bl4grXXDNfTceX5xjnBOAVh7UA+bxHLSOqG0shKAYjys+WCe9+mMtmp6LhIBCvNLMkFB+U1E7jwcA8DhMB8XX7Selgt9BzvP3PARu5+s3hyXICfK8dIKbSxR8M5RM2nfVduPZw1Qw1NRxEYfPRjUDzyM7gZWvDEaNA+bpzjUmrActngnr9oMawdwRhOO+pugakAoiVQuIo5JYFP6GeSN+LXH/c46Rfn4nxQfuoHp/MSOCgUmUGgQxGEG2r4nvU9Qu3t0YOaHC2QDnrg9Cdx8JnjCCfS2rn8ItBooT9FThwxd1wEI3X2+LAWgZXEa5zcMAC58NESPGTm4DH79fbWQ/c+VGdfk9yB9TLrKpm5F2hVTKzzhxu23ov7tv5GTSc1rm+zi/q56YFuDNB3mw2TcL9PK62Ae7nUbwhH5124E4X/s6dO/HEE09cnAKYrZoKmAqYCtRUwAB3c1uYCpgKmApcRhUwwH1yF7sE7kwnsVGTWaavApcrcH9s/i/wzML/iyQPscVdn5wLs7OI1LyAsq3uPlzVuhNn45+gm50G/e+RYutLerMbGmYjlPS7jaY0SVQE8FYTNiF8fgaZimDbTeTwxLfecGawkh7Hjp9EuOXPmUZ2kfs2PMJ2J4eTFg53+tkJep1e2C6pZIetGGuS7WzJ6q5pY+pgu25yqh3VGhTmSFz0KEn4udhR6zQlhOoEyesgeJSK9kW2pxTilUi2TA1OHWwvj4tu8rqFUL/cXv/3pVFoDuRJoSrpW2F12wN88OU5p6lC0CyOmee71F0Hb1cT/kO2Ve5e62PY2hXimx9nIfyNA6DlrA0sRPTVV5Q+g7az2pSUCf4iPR53otVBmHH2X67Dxq3U8kjDXYLmKJV4ue07cNz6pHzSjTY0qMAZEG5jdCNaHlMcJfCLcxp2HtIoV+453veWgPI6rY8k1Sv6Gbm/7QxupNP2uWv1zILgQFOqUlgZYby+3+OiQS7rkroWPAV0XYW3r8jxvU/rZH/vUibcCdzZzJgpd5mUQiE8EsH2HLCzcUVwLb541f8Kzx6vPhu5thdiXQPcR1fRJNxH12gja2zWhPt11103dX/n5fvulltuwfbt2wW4jztQupHrZdY1FTAVMBWoq4AB7ua+MBUwFTAVuIwqYID75C62Ae6Tq/W57omJrIcfflh8s5dT09RXVh7CP57+91jJzmKLuxt2X4Kb6fZudgYWFLZ7V+PK1h3y+6XkCM4y6S7Odxe2FSCnSgVsvtiGY89JEnYhPSsgzSOwRJcZWlmDkJhfp7N57qkl3PJNhRYCSavbqc7C0lpBM7QDaisySVSLwsPJ4VFLwV/7Fnz6NrjlJIXrrelwGPsloBeIWJdsRypp3jJrW6bm+9PYSZbC93qd7dqbvd6VHqsUDX+9EkanvSHp6epS6m28AfB1GGxPFBUhLjzbAQcOkk7Y0wCWgx1M/g8C+TwO/jmQM83f6j1mJqvTTriarBaPum2PBZUl1U8VjO/KcZXam0HPJgExE/jeTACnz0MuMHglGgjteZyxn4sOqPTzl/sRYN6NNwTdJfFNFxCbwDaDsVLo5f0l98SYgwvlAAGb7I6zlJ72UeuKrqa4l5iEZ9NUDvoQKpWJeknYF41Q+7dXpt7hsXNCLzTnvdJ1UzQzPu/s8aDE+U5dk+U5onyK3Ryndih86z/TjVrXFg3cFSykuVUAd74T+CKwoXIXmWTgLWx19uDn9/0XuGHm1trTjbIuXu48i6PhEWR5ill3Kw6134Nd/v6JwDMD3EfdhcBmAu7T6sGvVrkE7lSh7N27d/QFuMRrlAn3aQXut956K7Zt2ybaGwPcL/HNYnZvKnAZVcAA98voYptTNRUwFTAVMMB9cvfAyZMnxRVpEu6Tq/lG93S5Avf5+Cj+4eS/w+nkDWk46jtNeITnyEUzE2ddWBRK5wpNdwv2B++Gb7exlB7D8ehZJKojDVWplyGnjPNQnMy+tQ3L2RJC1YFjOWg7WyTh7lgKmbIR5bHkWw88nOCm70Lc8EiYebXADRHOJa6Cl9qIbQVfvM85EiovCtieuVhtekrVjJ/a8o9n7cXOV0GrQG1Jsq/BTfrmXWo9KkncMoFevXeYYvf6GqRm9JEzFd8Hh7tWhrazPpUrqha61QmPl9mYVEP30kFfp1sp0+R+Hwgvj00n890e1QgHJeIwgpcTaiqp+7B0OLdhuTZcv3cwobqPLIq0XmcM+CyAW2VoNHrVN0yM9zfiLPdB/7nT8IceZ5JnQFerXlaPrUj2czChfxCjev1kBkCqhoJzlREdA3bDg1+ohTjQIc1vKzqgUe8Uwm7LGa6no7EAACAASURBVF8tw/rbbu89OGgfBOFchjVGlXuKqqUs77nX176uEPGZCrWOqfo89O+XUD5tWfDC9Sn50FfwY8LyQkOTpkjZkNVx9QAOgDPbcvzdP1OI26W5XfdCVTlBPQfL5Gz0OdHrnrtIRDNjoWnP4jN7voA7535mXTmeXXwUj8x/R94rkQqR50qS8PS+H2wewkd2/Bx8u74HwqjrN+73DXAfXSkD3EfXaCNrbDbgzhmDTI9PK3B/73vfiy1btuCpp54ywH0jN6JZ11TAVOC8KmCA+3mVz3zYVMBUwFRgc1XAAPfJXa8SuNMbOW0NpCZXhene0+UK3AnoHp3/M7y4/F1kKhEGVv7sWj5cK0CmYjScJtrunAbheSjweCE5jThfxpx7EE1nB2C7WIjfRqgWEaouEqWQ5glciynsAIFlw7UVonQJUZ7g6u9luPFHLhyC1CSHzeQrXe0WYXsOL7UQewperBs28ntlg1DFL7k2chewE6L7SnKczVt9Gw6brHIQwFYICuUM70KmovtBZ5aqdWC9FrYLJHXWQd44SxH4/rp/vJewvQr2wygCQgJdJsbXJ5xHKWYk7dyoB80EpeFyVwC/Q8o9YCHodpvBUFhNKKro847CkeCZsxmc3BZlTt0S9Xnhy8T8sPR9dTvdNJKZDEzPk97z/MZNJiadqGdgQt8DWsXDAQnOVKg95uVwqBe/7jPc16Aa1K7fpb5mPHXKuCl33gO8R4fBea384UAam7Cu99yLl55f9h3kVOowiF5qlzizpGHDi3XTYkJyleeQZsD0sTNZr3IsbgH+/mczLG3XTnfdikGn25l056JxPBArT1QzXBy4ONC8Cl+44r/F7mCf7OOVzgt46Mw/4NXu80gVFU0WGjZ7RMyIwL6brWCbtxPXtG7CJ3d9XhL4F2sxwH10ZZMkAf3o+/fvx4033jj6A5dojWn24FdLwr9DPvPMM9gsCffNANxnZ2fx9NNPj/3nyCW6Rc1uTQVMBd5BFTDA/R10Mc2pmAqYCpgKjKqAAe6jKnThvm+A+4Wr5cXaUgncCQeuvvrqi7Wbqdzu8eglvLD4HRyNXoDKNQgWoQSboOYKbXc7dnpXY3/zJswnRxCpFXCNE/EbmE9Ooelsw6y7E1meoJOexVJ6HCvpgkB3wrTAaWDW2QnfmkGORcwnb+Jdfx/i0GNUsuikt50VsN0mlNMamcRW0pyR5I//c1xbQCIbOwauhqSEhuLVLpLIApIrvus4TXXylmqTjE0iCx93TyNTJc7u6lIH25m0pqKGx1ZdqJEJvPUAOOLX3fWOd+ap2ZDSihXcollluT3xbyvC/wE+dypDmOruS9eXnyfgt1su8k4yEKYnhRN+GLCWBD21Ir6LhDMPEs5IqF+6VirJ/qGAt5Lu5zmyOeu4wFyuc5wizlM0g8Y5PUPxih40IGS32wG8MYCsKIuYwK80LB21cw2y+Rlqk3SSnJok8ZVnxQwO3s+8rR0LyrORQiHIHVjSAzWH9PdVgK0ItPUeZfZAYMPtpKv3+rBGrVW1zKBjlgaqvivHSCe7y967leeCqXrb4+CSI1oablM/i/p42NiYXveUvRWK+5jQnf0UZIZGnqHbsvC9j6Y4eoBSKkJ3nW4vATznrWS5jVD5UiMuzM5TE7Mn2IfP7fuv8eLK03hy/iGckGbNGrbzh0s0b3vY5u0Q+H4qPoZd/j58YtfncFXr+lGX6py/P03AvdFo4H3ve985n8vF+qAB7he2spsVuB86dAhXXnnlhS3GeW6N76bbbrsN7XYbhw8f3tCfQ+e5a/NxUwFTgcu8Aga4X+Y3gDl9UwFTgcurAga4T+56G+A+uVqf654uZ+DOmh3pPo3XVx7FSnYGnWxeUqpMpbed7dji7cHNs5/AjLujp7xvdZ/H4cVv4WT0OjyLwIzwLBFIz+1EeRcuGtjuHcCO4Gp01QIW4uO46q9fx5UvELIDmZPDjS2BzLZlib6EMDILLLiuC99yBJSXED20UjQYay+S6gSEpVIkiRNJLJdOdkkEV5qaSlNJamRsS5zweTeVxDRT5j0JdDtDQwzWa8lfHgOBcr++hGC6rhHqakPVPiUJk8DIcvmMNFStKma4R8+DTYVKzULNCV3rgzQn9JX7Mw05Fx5XFsU9x0vQQKVIa4RyI2Md+9Lv4WJnHXgW7YhroemPl9COu/p4xmmCWp4+91ECenG9x8mql3+cZ73UCXE2BAeShuln6ranIfN6rUp1Xa1xURoytxy4oYLjubCc8XQxHLDxrLXGvcPOS1RBoj3XPQyoQUocwAnTQqWkebSolaiNKXoaDNom75MyYa+98qmcy6rvPeP31xQtfA4iO4MX6UEEh88OLER5BjfWrvhOkMNPLOnBwGasaQD86P0KL11XwnYeDT/FJssWMuVIg2UunKnScmblXUI1DJPuy+k8jkdvMQfP1svwLN7jQJqnUHkm6xG0xyqkVR43z94pKfeLtRjgPrqyBriPrtFG1iiB+0033YR9+/Zt5KOXZN2FhQXRKE4rcL/99tvRbDZl1sBGBn4vSTHNTk0FTAXeMRUwwP0dcynNiZgKmAqYCoyugAHuo2t0odYwwP1CVfLibedyB+6s7HJ6GkfDFzCfvCXNCAO7jd3BIewOrhP4Xi6pSvBW+BLe6PwYb3afxkLK5CkbouaioGE8lyoZgnfXbmJPcB1mnF04Eb2CQ//xdex+LYOTKKQuJFXLRotBysaJOVzfQdZ04OdEbxYIrpm05j+KJUlbeNdL/3nZpDJiA1SmhAvthU5oryXfpRmkQk9Ty4gaGJfNGpXsx46VqEaY+u1xuxNAsulrX9J5GGwniOxPoevUr4JfAdSSXF4JBY4Scg4CpCk1KkP84FXYXl4nwlPCc0JmglJSyjpffPWpYqK7hPbVrwusX+quQne62j3XHSv9nVEt5FhoBYEMMHCmwqilhL8cYKhC8jo9TN22eL1DN0fTYjNVDXO5743A/nK7STfquS68RxLeuwnk/Ot8/mz0Oq4qhvuJ0mR11sao2oRpioY7vNkq/3yn5ki0SoX7vQ4saXXM+nubAx2cueAzUM7num/GBVP5iOS/8AM94JJYClbIwaIcynfk90EERI6C8iw8/t4Mh28tEvLic2dPXwex4rnoWSyB3cQOf4+8O07FJ8SpTyUV4XySrwhQp+pq9V2UJ/LLWWcLtnrbcSY5iWtaN+Kf7//vR5XxnL8/LcD9hz/8IYIgMAn3c76SAJUy0zpLoHpaBrifx0Xu+yjfeXfccYc8O88++6wB7heutGZLpgKmAiMqYIC7uUVMBUwFTAUuowoY4D65i82GV2wgZRzuk6v5RvdkgPt4FYuyDh5bYKr9LSylp7GSHkei5tliVSQPtuWgYbdkY6FaRpZH8O1ZNK1Z3PpHR7H17RROrJA5FpwkR+TnaKTaic7mpLp9JT3O2tctLmom34vGl1oLkuvUe9EEVWAy07FFU03CQstZ86yXDUirsDlNU7h9nmvuT8A+G2bahV+aWg8eTx9s5z4EzPepXaQRpmg4eqEyjyF2FJr2+jQ4j59gnPuug6IC9puDneWE7cFss/YCEqBnYSxJ//4Bg+oHdFo6g98erGzhccrgACHrgGau/Qchah5C80r9woUOvBp3/SpETVPYDXr/66Eywf+ggQNp2qnyWj99ObgxqEnsoCeA90XpRecAz7A6ltvgwApSJTqWcRbOKOHkBw4ojVpEdcPk+Qjozu3ESYIg8GU2Ba8FZzhIw9PKfkq1TJ2miC1QFR3ubEJck5aXexe6YSoXPi3UN/H8OUOFTY75vPNn5Vp49oYMj77fQsb7LbcRiT9HD3CxsfJWd07eIVxOREdFvkQf+5w3h6X01Drgzv3FKkJgN7Db34v59Ayubd2IzxvgPuo2uqjfLxPuTGMzlT2ty2YB7qdOnRL9iUm4n/+dxPcnNUx8Pz333HMGuJ9/Sc0WTAVMBcasgAHuYxbKrGYqYCpgKvBOqIAB7pO7iiVwv+WWW3DFFVdMbsdmT2NX4MyZM3jkkUekwdvl5nDvL1KZeq37+sNnv4Ej4U+wmJzGFnc7ouwklrPjiFWGREXarmxBUqg5MgHxeZrhI1/LseVUDoeBVCoxshzJjI12ptUqtu/I1xU1GI6NTFH/Ygl45/fFvV1AbHqiG1YB+AjE+fkC6Orke2+SnUndJtYc7aKHsdjjdQ2GCnT03NV9MB3OZDM31g8a2WCVqeZ+QMlt8Bj7gayAXpWhEazNEihrWw4WECATnOcpYf8adBXlxxC43UWGtjtY6ULgzjrq67K+OSaPQ7Qtng3fq28eWh4rj4W1loGBPlXOunuFMwqyHH7NQADhchRGoguqLqL8sayRyXDWrN+tnmVMVvOzg5U73JcoYorZBMNeDlITDrSwqarnIuWghTcePC+3Gyo2ER0N0Mv1I5UgsIdfg3LdVCk4AwZoemoqwvS8dsBIX08+LBZyaRo8+D4iROd6hOtu3zkJzHctOPLI6nuM2+3aKRrKESc9nw1pwutZeO1KC9/5iJIZLZblwbW2SA+IErSXx38iehsZEniWh13BHpxNjgpc96xe/3+kQgR2gBlnVrZxy5Z7cP/Oz4797t/oiibhPrpimwW4T/MsgWqVNytwf9e73oWrrrpq9A0zwTX45/Fdd90lf4698MIL4L3KwYynnnoKX/ziFyd4JGZXpgKmApdbBQxwv9yuuDlfUwFTgcu6Aga4T+7yG+A+uVqf654ud+C+nC7g1c7zeKv7ioZato/9jWtwbetmbPG2S1nf7r6M75/+c5yO38JWb6c0Vl3OjqKbnQXd0gSp0u2xEERQCkPtxke+lqI9n8NKc7ipBeXbQMNBM3PEpS6pXsK4TAkYJOokkCe8Lv3YJcRmc8cSSpYO6xKElr/vSbKzyWiliaoAecLKIh3PY9V+9l6di1aaaIBO8G4XgJk6EdtdA/Pl/Saw2LFrFStMzPvt9bBdBhKYxq6ATkmkM9lfeNgHwfbSTT4MxifUw7Qbcm7xUrfWX64d9sPT7zzHNEzgFnoXNiAt61H3vHGbTNQ7/mB4TLjsRBres/6shfjpBwwK9O+nmybwsuLauY6cw7ifjZe7qEu5syku+wqUkL1/n0z3070/7sJrFGYJGmNCdG43zNPVwaRR+4mVgj9GIp61bgwZlBFdUJ7Cpnu+b9ZH9RjYoJhu/1ClcKOsZ8BJnouGB0U1U6UhbddRaKQW2FOV9SXfh2vhyF7g7z6uAb1ntdF09sC23OIdwjYHGU7Fx2FbORzLxt7gIObT4zJrhosDfb3LhDuhvGd72O1fgdu3flgGS/g+2uJuw7Xt68XzfqEWA9xHV5IziL7//e+Lb3yaE+4GuI++lueyxuLiIh577DFMG3Dns/vKK6/gS1/6El599VW5N+majyJxZ+HIkSM4cODAuZzyhj8ThiG++tWv4k/+5E/wxhtvYPv27fjUpz6F3/zN35zYMWz4oM0HTAVMBc6rAga4n1f5zIdNBUwFTAU2VwUMcJ/c9TLAfXK1Ptc9Xc7A/e3wNTx69jtYSE+D4J3NCB3LxYy7BVvcOdw6ey8iNY9nFr+Lk9GbonXw7SbyPEU3OyVJdrY75MI2iFwI250ox8f+OEdrSSfU/ciCNetJM0U7t5BZuf61TX0ME+bOqi6G4K8fqMs6fsXTTr97BZyHdtaTZBdwTY97mbqlxqJoclreJwL0Cb0rUJ7fS7qE1WuQLsxiJHEED+66hC9Tv7lNcLg+Ac10fdupge1Fw8s6zzd1G/HCCvxWvd6l1L9Um1n23/cdS6Ht9kLoaKHT67BXKZr+8ES41CJc73WPltY3URXA7OZou+OB825Id71Cw/M33Mw0TdjcMx+a/h/0LhAlS0d72dMs1dfO0Un2YUtKIC9qo/FT65zZoNvv1s8uqO5P+gwwve9bMlBV3rdy+xb3cHVQQdaXWSCjt93NE7Sc4c1tu9Is2BP4bjHxnveeJ/UyTLm7jqsbxEaJnl1S1IO/5uCRKHiyta+HPsTlLs2Qswyhw8S9jTd2Z/jmx3I4tgcbs4hzR949fFmk7Mlg+djqzUg/CAJzptjnk2NI8lhgOtPsbJpK6O5aDrZ7+/grNOw2ullH3kX83Ky7FbdueR/eu0WnWs93McB9dAUNcB9do42sUSbcOQNv//79G/noJVl3WoA73zc8Fv44ffo0Pve5z4G1LJdt27bhnnvukR/vf//7cd9990kz1Yu9ELZ/7GMfwz/+4z/KoNSHPvQhvP766zLLcteuXfjRj34kgxVmMRUwFXhnVcAA93fW9TRnYypgKmAqMLQCBrhP7gYxwH1ytT7XPZXAnYmnaZsCfa7nNM7n5pNT+O6pv8ax6KewYAtg9+2G6GEWktNI8gUEto2G7WIxPYU0j+BYDSD30FXLsNCl9AVKkCJ/xWypBT+ycf/XMrTmFXIrR5C5sFuuJIiJ5AV7FSl2Qk9CPPkS09Flk0uVwi883kzCu7azqjKhj7raADNNM3iVRLXWu6ytz20zPd4PuEXZ0uwFkXGaIqg0NuVnCRPl+GKCXp2IL7+eg+n49bCd69Yl0MXnbis0BwBQ0aUEPtJuuM4BzsEBvruH6T/Em95eD71lv4sdUd5EDsH4cADLfcXI0AzWg3/WI+msHR81O3TXj2rKWt6T4rq3LUhqegTort7HdJcTkLPRYem+H8epXt0Gm7hm3Rh24MIbodHpf4ZWsggtDAfz/Z/hDIms4QhE181B9fiUZdnIfAuesmE59ioM5vqDBlN4DQmk9c9AGifIGx6sTly4mnQfgP4eAmxvyuQ5NTTDlshSq4l8ptYjZPAq8J+DSw5neBSQnRA+iWNYKpdBNJ6HDJapHEmaSONjmb3ScGBzRoMkz3OEHp8a4MhuhW9+LEOaO4jyQN4N8g7JOYDlYYu3ha2TEaoOtrhbBbovZ2eQqARpHsubh/qqOW8XEkU3vAIVMy2nLfUNM93Meae/G3dsvRd3zX1wnNfiyL87ESjzOazz3p/3DsbcANPZbMBMPca0LZsJuE9rDavXdLMC92uvvXZiij6+EzudzipgX1hYwMrKin5XFsvv/M7vYOfOnTh69Cj49/IXX3wRzph9Ni7kM/aVr3wFv/Vbv4V7770X3/rWtzAzMyOb5/F9+ctfxoc//GF873vfu5C7NNsyFTAVmIIKGOA+BRfBHIKpgKmAqcCkKmCA+6QqDRw/fhxPPvkkbr311k2RTppcZaZnT5crcH/07D/g2aVHBLDv8q9YhX4qT9FJj2EhfRtpvizgzLMDxIpNM5lxd5AoNkpNYRepdo3Qcthxjk98zcHMPGXtEIDHholuZiG1FZzMEmhNUEqgyyQtIWEVtjOtTv8zl8xSsNUaRGS6mYC7TA1HdoYgX0uyixe9DzrGabIOokdI0XR70+cC8vv0JFprk62qXwj/syU9BZ3fq6bsyzt6GGxnA9i6ZDs/27EyzBTHRE0NNSZrfnqqVzBUa8Lj92cGNz4lbA67IVo1Pvnq01j61Ku6m/6nlY1eOWOA9RbAP2bymwMKbLrK9XnN+731dW8FAv4sUfBmm6uecK6XdCIB/eMs4hHnsVKNY9vohl0EIwYd+rcr+pUsRlD0EFhXE6azbcBLcoHPeoYFPflrfQZGHatWDXH98cA+/fL914mKp9RScCNVAHo9aCQzRIYk4sWrbrOp6lpNS31RrjKB2Hz63f4BKcIuK4EVZ/K8lyCaAyQE95YCnKaPPOG5aT9+5vLZBt7cmeFv7ufgDnU9Dqzcldkv5GS6HwR/UB+jh/UI4hVSmVESOE1c13q3aG6OdF+X7e7wd61qbXjsy9kSFpOz2Nc4gF/Y96+w3d856hIM/f40JdynFRYb4H5et9i6DzOd/fTTT0uPmc2UcL+YwJ3udSbXCdbLFDvvu3Lhs7F161Zs2bJFfszOzkqjVL4TCLqpkXnppZcuyKyXjVxtHvfu3bsxPz+PJ554ArfffnvPx9/73veKU55KnjvvvHMjmzbrmgqYCkx5BQxwn/ILZA7PVMBUwFTgQlbAAPcLWc3h2zLAfXK1Ptc9XY7APVExvnH8P+BI9yXsCQ5Isr1cOtlxRNkZhNkCuqoD1/Kw3duL08lRpKqrk6psiUrgTDWMoC7ASnJ84o9ttOcBq+Gglbka/CkbsaPgZ2v6mES+rhO5knh2NXgXr7ulf820K9OyTM1ySZDBLQA9f5/y93DXEueFIqaaehZ4n6+paPg5cZc3/J5/bDMl79Y4rAmW+5PqkhZfjmBZBJS96g1JmDd7t13WdRCI5/elAarXNwCgMsR0yFO9I0086x3iq5qZ9mDYLgMRvEwNRxLebsW1XX1ueIy2741sEsrtJWEs8HycRSA+sC69Taf6oIakpUvfbfoDlS8Rnex9SqD+85H99jnimYbOea4bTDhywMB2iuQ2E/cEw7Y90P0u9ymbrg5x2vfXrw6iD6qxXC8OQI1Ir0stCcBtwEl0lrxukCTKs4HOd8Lz0MoQZOubA/P4+E6QWQs2h+iKWSAchEhTGSzym4EcA9exWDfHQuQCb25L8Zef8OFYHrJcu9zpcSdkZzKfyhg+7fy55bQEqu9rHMStW+6CbwX42+N/juPR29jfuLLHIV/W7FR0XPQyd899CB/Y/tFxbteB60wLcKeOgjM0pjnhvnfvXtx8883nVe+L+eFprmH1vDcbcF9aWsKjjz6KCwXc+cwxrV6F60yzlwsH+AjUCdZLyB4E9Wozvgc/8IEPoNvt4uWXXx753rzQ998DDzyA+++/X5Qx3H//wuQ7E/C/9mu/hl//9V+/0Ls32zMVMBW4hBUwwP0SFt/s2lTAVMBUYNIVMMB9chU3wH1ytT7XPfEftPwH4uWklKGv/e9O/AneCl/Dlc3rVkun8gTL6Zvibc+VhWV1Bp4VYGewHyejI4gEuBOt5VA5fwV4jLBmwCf+2MKWsxachitwne8ZqmBKSFe62vlpfoRp2kTy8hTS6AaaBIf8Ov9hnNg5gsKNzm2JzrrUWVDzQoVFAY5Xne8Vr3tWNGWtgkWCXzb1rAJKoj2B2gXYL4shaeyahqfiNW83RDGTUP1SHFMdyC+3NQy2y35m6t2x1IbQl13X6JPbLs+bKfNBC8+ZNSjBNIEuE8/9kFa0Oy3daHXYEucKNG+zjtHiykiVTIgETZuu9vVpdLnOK4TuvYluDlxQX0LYPmzhuWmF0NrAh2wz0zC9Xw9U3VYni9DIx0uS83MExQTH0uS13ehJ249692wUumdRLGqhcRbeI4Puj+rnWSve4+X15e/5I3Zy+NmaNz6y86HNW/k8+6klM1j67yG+FwjTRblSGQQQBRDvG98XrUyaJNq/7jiI7Ryv7VD4m/t9JPxsrvtAME3PdfhrfoX9Ira6W/EL+/5z3Lr1Djm1J+YfwoOnv4U4j7HD311brk62gqV0ATfN3ILP7vsvxynp4GdJKRlAuNRKmWmGxWXC3QD387rVVj9cAvcbbrgBV1xxxYXZ6EXcyvkCd6bPS7jOn7k9Pm/lQs96Fa5TyTKu3qkE7gT2bKA6aqDyQpfp937v9/BLv/RL+PznP48/+7M/W7f5b3zjG/jMZz6Dz372s/irv/qrC717sz1TAVOBS1gBA9wvYfHNrk0FTAVMBSZdAQPcJ1fxY8eO4amnnjJKmcmVfMN7uhyBezdbwTeP/zGOhC/hYOOQNCHkEqtFLMRvIFTLoo1J8w5saaK6FbHqiE+ZWVYtedALAdvH/xTYccqGT00HY78Jfc+FNkbZGoq6tk5Zi7rCRko4p0USkmTnP4ZLcBq6GZpKw9CyuWn5PWl86QJ+vgZwu3aKZr6WABffuYueJqfSzNF11sFZleU9Tnjuk8l2wt7+f5An3bgHjotmZLEjuhKXPu2apHEapbXgnvsRyN1u1H5OUukyyGAhpXe8ApXLuojSZUjKnJCYntr+hHW8TAf7Wgo5i7OhOpryoRLtTnMNngvwjuJ1gxVyfJlC7Cq03MHJe6l1RS3DFHXiWaL7GReGxCuhJMx1Il77/cdNlHeSaChcZuNTK81lcKEcsOA5ixap73oMe/HwuKqu9lEvKWn6Szg+RqNP3uvyTI1xPFmSwK0B+YTguTSjVRom+25tWrw8bvG9W46+dtTQVFQ1TKhzsESaxrLRbHEOAtqtXHozyDOcsT2qgme78i74ye4Mf/lhgvVy8KT0L3MATiuruK22sxX/y7X/O3YHu/D4/D/iwdPfloarg3QxdLkvJGdww8x78Av7/9Wo0g/9vkm4jy4fZzHQQW2A++hajbPGZgXu11xzDfhj6HsxywSoV/UwBO7lwj+7qnCdv6Yu5lwXvnc++MEPyj5fffXVsd6v57qvus/98i//Mn73d39XoDud7f0L1UG33XYb7rjjDjz++OMXctdmW6YCpgKXuAIGuF/iC2B2bypgKmAqMMkKGOA+uWob4D65Wp/rni5H4M5/eD5w6ut4ufMMAquFrd52Kd/p+AgW0iPIVIw0z0AsTrhuWVQ9lI7UHLalBIIRid33Vxb2HLfRhCcKGadwWAu4gy0qGEd+pVPsBJWSXaUuxrY1UGe63bGR20Di5fBSG7bA+SItWzSWlER3nouPtVwI86sJaQGvdi6e53IRKGn1NjgVNYx45nuT15JUD6iq6dXFhGmChr8eBIvPPOOB6iR5dRGv+gAgzmSyJMproCrrweMr/dzch+hMiu3LAAWGO93LGQX96fHy+DhQQOjO8OAgr3zPuXBwYKa5fhCiE4ETDarnIc1fW77McBhnoVqG4zTiWB8DHFe3ycR5tBKKsmTDTVQTfU/3zHig/kb8/J6A9rqFxzuseW3dZ9gQtQ52D6pPGkZwG+Mpe3h/jDPIIDMbbM4i6b1P+48hjWIkvg2fz3LNuoTqvE70vXObHStFkGhFFBdp7svmvxyWi/gO0QsbBnNmipcWOqksQ9fR8D5PFZ7dp/BXHyzvH6yyEQAAIABJREFUGQ3cOSy3Ctz11cI2bx/+zTX/BkvpGXzrxH/CmeQk9gUHa5+ls/Fp2cptW+/Bx3Z9epzbceA6BriPLt9mAu78c+Tuu+8efVKXcA0q7xja2GwJ937gzj/PqHKpqmGWl5d7Gpu22+1VLQz1MK1W64JCcR7Dhz70IXGov/766xd02+PcIl/60pfw+7//+/iVX/kV/PZv//a6j1Azc9111+H666+Xpq5mMRUwFXjnVMAA93fOtTRnYipgKmAqMLIC/AdRtcHQyA+YFc65AiVwZzOkffv2nfN2zAcvXgVK4E7f7JVXXnnxdjRlW36982M8cvbbOB4dwZy3GxYcHIteR6JOwrJipIrKFkL3Ipgu6Iv/I4DXSpkP/z/A/rdd8aTT0+4xnMbktKRugYzOaOljugbb2RQxDSw0EhsWNSMFWCYIJOy2POJ5jegI/rymho6EXR0OANgWvBXdXHJVk1HVVxDAV9QyZUK+3/UdWgrNvgaYmaTsLRkIqC58X7qetw4+iq6FCXLPAQF6HEWrqfqulaFlD0i9i+udzUPX61t048w12F4eB7Ukpf9aBg9GuMt5vsMANGstuprG8MTgmiO+XnvD4+uGEXx69znYwUT/TP1AQt0jIOlvz4XirIIh51T3WQ5oWG0fVqJgMeU9RiK8fztJJ4TybdjJcMhe/ZxO0ycye2DcRWYsqPGS6DJDQxzxOXI2hrWK50g8LjUqFw5E9Q08DToumb0xxjXPi+bDXF8GxKh7qtQ3QoZmpfGshut00wgTlzdFOdijklQ3UJXeDEAeuOLQpxKK5xry3UFtTJrhuQM5vn7v2nOhYTv3Xcx2kRMLcKh1E/67q7+Iv3j73+ON7qtoOTPY4m3rOe1YRTgRHcWeYD8+vefzONC8atzLVbteCdz5d6iNXPvz2mnNh6dZKWOA+4W92psNuBOiP/LII/J3qbm5udWmpgTt1X93sAdB6Vznz2Vj0wtbvd6t8X364Q9/GGfPnr0kwP0Xf/EX8Qd/8Af41V/9VdDX3r+wkSthuwHuF/MuMNs2Fbg0FTDA/dLU3ezVVMBUwFTgklTAAPfJld0A98nV+lz3dDkB97PJCRwPX8dKNi9J8aPRT7GQnMVisoCFdBH0HTfsFfGya2ZuwWZzUMFkWuvA3xO23/v/WbjmDR9+DkSuQhBZGrBLQDgHOZlVJMv56WzGEzCfuDmalk4Os/FmmRQWgE5eX8BupqSrmpakhN5lirZwk+dsxBinUKkSqEelSHVhAr4/jaxT7L2gWVLwIHTt84lTkcGEfp/jXcB4jh5InCmFZKlUzNQ3Tw2hG1NWHdfl8QrcTrKBmphOHMKNteJk0CKDAw02oRycYi6bo3IbooQZkCqXZqf0v48CtISmSQKPAwVjQnPRihDOz7a0NidKYBUJ7FHPMtP7lsvjWkuAx2P45KvbLWttiboFsPs88iOPQeo2PnCX+30llAEl3cC2AYShzLwoexdYtiPHUXLtlSxB21l/rXns3IY0Fi56IpSNaXlfxh50Ol16IvTeB3oASg1sRFuet+h5KrMzxPeuUjhpvjrTIrIVmnbv8XFgQaUpEgcIbLdnVkaSJrBFf+PK9evmKRqpHqiJqYDKLRlUevYA8Nfv55FY8h6SgT79+hGhFefObHV24F8e/JfIEeEHp7+Nk9ExuLaHtjMrOpww62AlW8actwOH2jfiU7t/4ZwGZKr3wTQB92lNZ28W4P6jH/1IBk02S8KdEPbAgQOjXkuX5PtlY1OqYfj3qVOnTvUcB99D/Y1NG43xB2Uv1EnxPfORj3xEjpEJ93Hd7xdq/0Ypc6EqabZjKrD5KmCA++a7ZuaITQVMBUwFzrkCBrifc+k2/EED3Ddcsol/4HIA7lRAvLzyBI5HPxUNAx3uXHy7CaZAl9MlHOm+jVAtwrcSuFYKl2Bd4JZuWUhsZ7HbKSzc8R0b17/sw2Vo187hpgCT606mW6qSjSkL8FwPuWfBcVxJrWv9i3ZTE965liPguUxRryZiCXpdexW+S5JcGj5qeCjQMFU9cDwNqdVw0cliWHEmx0bXdLMPWIpqhY1TK3daqbUh4F8HZQmR/ZqvDwDjBMdM9NZBbJ4/gXSdpkNS0wkVNPXOczadtJQlSeZBLF2as9I9P0QZwnXYkLMcQBAIXMPm+ecEAg/eGFoY1t7mdS0826MeYoHDbIraB+ejhRV4fdegB3jSn85BjhrvPe/xrBNJ74BhCwdW5D7koEQB2ZlyH3egoLrttBsNBNeSUuegDHVITHvzZ9eBom6n734adLz9z8WounJGyPqBJD0ThMciA2IJB4r47NTPvqjug/fAuu1xUEg0SuwgC9g+n+H1NxA/y6bIjb7nL84zWFEq+yfwkt+nOv2fejZcDuDlGX68H/j63XpsQjLu8sASwDvIc86+aeCm2Ztw/477sJAex+HFx7CcLaGbdWQQIrACzLhbcLB5jahkaJp/evE5PD5/GKfjM3AsB1e1DuKeuTtwTWu8mU3TAtynGRaXwH3Pnj1497vfPeqWvWTfn+YaVotSJtynCbjTs171rvPX1camPH7qYfbv3y8OdsL2ScPtQTcWgfvJkyfx05/+dOLHZJqmXrLH3ezYVOCSV8AA90t+CcwBmAqYCpgKTK4CBrhPrtZHjx5F2QiJTcTMMn0VuByA+ysrT+ON7gs4Fb2JtrMNbXerQMBOtojF7Cx8q4nnFg9Ls1THUnAtJZ522ta1UoboXcOvO37o4PoXPXiJBmE2ASaT4cpC4uQCaLOGg5btyz/CVeFqF0BH+A4bVLdYRRNT3hGSZi/gKyFjYisEhe6lVMJUE8gEvFXveELFg+v0pLoJUZnkFUxXpuKzTFLJ/UCaoLvfYy4JbMcRVUr/wuP12+vBOGG+AEjHAeGxXVHGCOQlZKxJk69qWwp9Tv/+eB60jQeBTnRHiyu6CW1lofrDazZqNTXlalLnZmPdMUSLyz3gOKWDm0B2hOtbq1WKlLplIVxagTcCeFO947aa9XVQOeIoXAf5uZ/QztB01h97tQbdOETARgA1C+8/bsduBuuUQXIehOdjpvPLzTPJLQ9FoTxKLZ3Slua8klSvuXc26HIf188uxyDaFnvoPbB6L4QxR9L0M5ug9npwe3IeA+4DgnxeTw5cDJqxwYaohOjVbUgPBw58FQMevL/DvHDnOw7sLEfHVnhxd44/v6dw1OgnueJ0t9F0Wtjp70DbaeNgcz+W03m8FR5BlmeYcWfxvm334t65e7GSdfB/H/lTvBUeRSfrIlGJbKthB2i5Tbx/7k58Zs8nhzaKXb3GaYpLrZSZZlhsgPuF/TsO9SdPPvmkaEYuRcKd15OamNK9zp/rGpsSrPMHZ17weK+++mpce+21F7YYF2Br9913H44fP4433nhj4sD9gQcewP333493vetdoK+9f6Fm5itf+Yr8+I3f+I0LcLZmE6YCpgLTUgED3KflSpjjMBUwFTAVmEAFDHCfQJGLXRjgPrlan+ueOP35sccewzvV4U61whML38Zb3Z9gp38ATWemp1SxCvHi8pM4Fh1DokKQETMNSnmDONwtra1gtPi9j9q45XkHbqyd0lrUrtUVcdtGG76oJPzclq9J80zP1Ql2K19toikp60LdInqTIvXOLWYJ4fua7oWe7qrSpB+2l0C+2hxUu9Vt3aA1SUVdU3qo+9UwkgpvrfeYJ1kOv08vw+Pj/uko719kQIFu9cpn4sWO1IhA0XbdgU51fQz1DTKp/omcHG2n9/vhAiG5TnMLbB/QgHUVsIoipFEPRgm6lzsC8TPXg08P/4hFFECs0cya210GKWQ761PmGngDXs1ARXVXGUFwJSnPwRDb99epfgYdXtjpwHfWtEC8F+gj5z00NPkfxXLPjOuBF8c6m9cWvv1RgxPV42UyfiMNVLM4huMPd+2vXucwHqkA4rprs0aKRqf0rKepnI88O8VggTjfB8y6kDcAr7nolZQMNvTXL0EOz9WOfmnYWplbIqlYm28bPcslgkJq5TJowgG5FTfHC3uBv7izvB+5nj5TzqMJ7AZ820eqUmnyzOE8C768r1zbRdtpYm+wF2me4I3uW+hkHbTtlnyG63RViEhFmPO24ZO77sP9uz409K43CfdRbwXda+O73/0upj3h/tBDD8m9es8994w+qUu4xiSBO59BNjZlYr1MsNc1Ni3hOt3rTLJXn/mVlRU8/PDDUwvcP/rRj4J/Lz9y5MjEgXscx9i9e7cMXjzxxBO4/fbbe+4s9no6fPiwOPDvuuuuS3jXmV2bCpgKXOgKGOB+oStqtmcqYCpgKjDFFTDAfXIXxwD3ydX6XPe0mYE7YdGbXTrZl2gZxw5/tzQIrCoejnRfxIvLj2AlXcSeoL5p4I+XnsSR8BUBUzpP6ogaZq1dao5bn1K467ADN8nhZRAwZmW56GLStoMWPK3QoLYC9ips53WJrAyNIrHORp1lklggLNcvlBTarb6mb+mH7UmWwqWeppIcFtd0xTGudTNaG1MuZRJbVCaV5pqyv8Z6tQbd4nUAnAMI/Ho/VNQJdQW3uR6KRosd0WFUBwR6AHMBy+vuXzlupeDT9923EIzGyysCSOuOqXcfqSTb65q0lutRRxKlKZoVL/qgZ0qS/K5TC3Z5ffMs7amRXMcmNTa9fvxB20+WO9ptTn/8gNT/wM+qDHacggoePhNUx4wL0ZOV7lBYrRuZAipwEdBDTh1SpsQ7vhGfO2vE+o17XBw00q75cQZCygGe0X55UdDU1FdmmSitfpFmtEzsD5m5IM9gM5CEPZU5AtYrxxo6QMv1RZlEMO5JI1TomTG2gxgZfDqoOKAl6hsLDsf4sgyhm+PZ/Rb+8vY12M71bDjYG+yTd93R8ARScKDGRsNuoWXPIs5jSbN7lie/5nXb6c+JSqa6cJ2VrIsrGnvxvx36HxH0DWxV1zXAffSfsga4j67RRta4mMCd/T6qcJ2/ThLO/tALG5sSrpfNTcsE+7Djn3bgzoT5W2+9hTfffHPiwJ11Y8PUf/tv/y0+8IEP4Fvf+pYMWHD5nd/5HXz5y1/GBz/4QTz44IMbuUXMuqYCpgKboAIGuG+Ci2QO0VTAVMBU4EJVwAD3C1XJ0dsxwH10jS71GpsRuNNX/ePlZ/Dyyo+xnC4gUqGk0tvODLZ623H71ruxK9AKo5dXnsRPlh+DAw9bvZ215X6182O8tvKcgCmdHXUKU4ZWstz4vMIHHrcl2e6luWgoKP4OfA+5bYGGdi4xVTC5I5qRMi0sKhBo0Cpp5QIcCtSzFHxoAEYYLt8rNCxUsBDQlr/nOVMhXwV/BJf9wJAQ0euDiPK1tk5i8zPUzZDAifqjT/FCtUXgeOuS4ASQnC5fNnWtFlJAfE1yWzdWtSRlDx5/HzAtk+l1F0U39VRDE+FRN5TKD/OWS43azaGwtgTJsZMjKMDnoOeS8NxpB6uzFerWIzBnXcWXTj3NiPR9dRty3nL/UM0yHqCvfp73GEFttaHquO8YPSCjevUnBWQnUBf3fw305v00rpe9PBbCfSqAxl3Y3Jbu/XGWdMyUu9yfxNSjNEBhLINGyrHgDmggoAev9CwMUc0kCZyiIaz47ANXVEGSolUJgqKpKz3vvh+gkydoFqxP7htXt2rO4xSRZ+HZfTn+4jYN5UVlZTnY3ziAM/G8gHVpHss0veVjztstIJ5qmbfD46LEathN7PC3rSsfj+d0chaz7gy+cMVncee29w4ssQHuo+8+A9xH12gja5TA/brrrsPBgwc38tGedXmfE4aXahjCdf6+XPhem5mZ6YHrzebwPzfqDqYE7ldddZWoU6Zt+fjHPy46GUL3S+GVD8MQ1NpwFsC+ffvwoQ99SHzy/P2OHTvAmReHDh2atrKZ4zEVMBU4zwoY4H6eBTQfNxUwFTAV2EwVMMB9clfr7bfflimit912G4zDfXJ138ieSuDOBm/n8w/ajezzfNd9euEx/GT5WRyL3pLEZstpg0CaTQOpWdgXHMC92z+KXcEevLpyGC8uPyqga7tf30fgje7LeGnleYSqU6BzDeKQW7ju5Rwffpiwna7nHKEPSaETrIsggglY20bHztBSTtFMUX8tpWbC1poOUa4QlBWAm6lgpwCqBGwE/SX4IwhkytWtNOwktK5CTd2AtdeTTdDYn0wXb3lfKp0O+ZDqGsLjCkAVZ7VA/l4PuOhoqNmoAZORStDwaxLoTKenarUJarzUKdL1+uoPg+38PsG2XwwS1N0vHETwZ1sI0xh2mNaqYujX9lojYDvhqG+j4eoZARFVNQOaesoxz7RGJq15r8XcDhuTjtkgVGrCpLg0U/URL3dXlTnjPC8yW4KNegl9qTkJow2lzst9EITzOsdujgDuWM1FRavCpr2F4mec4+Wz4WQctxqdWpdHUZRFvS70QfvRMy5SOF5vs99B99E4swj4RnAcByEyeCEPfK03glw7ziiwnR6IxUGqnDNaiue/HPTi+pKgjxMB4xzjcX0f3TyFH9FDr9PsbKJqEdYnKWLfwuE9Cl+/je8TwLWojJnFUtpFkidw4VJIA8dyscXdLu9BLm+HxxDnCQLLx+6gfsBxMV0SgP/pPZ/Ax3d9eODlmxbgTihHWHj33XePc6tNdB0D3C9suc8VuFNfUoXrBOzSCLtY2A+kTK7zZ8J2Pt/nu0w7cP/EJz6B1157TbQylwK4s77U9nz1q1/F1772NVHbzM3N4VOf+hTocN8sfwc93/vEfN5U4HKrgAHul9sVN+drKmAqcFlXwAD3yV3+ErjT1UinqVmmrwKbDbifjU/jgVPfFJXMjmAXZt2tq0UldD8RHZXfv6t9I+7f+bM4kxzFs4s/xMnoCPY3Dq1rDBhmXbyw/CTOJmfRVV1YSAvLssLVrwP3/8CGk+TwEyBu2mg5vk6mK1sgoMBJKiGYimcylSDc1UlWLpJ0FgC41iSRMLCaXq6qZJhUldSrvQYLJaVd1cZIM1TdnLJc6H4XAF+B5UmeaQVNH0DX2wvErZ4sdwFLO+qZ2u+H6nIeeV4LjgkIm269soRamqrfnMeZZhbUypIARELOQYqQus9WnxxJ7M+sgXTC6X5uOwrYc3sacDs958ZBBzrGq4qUUtND2D7OwoEPqWMflB30WZ3mT2UWQvX6cZCi6sSv+zwvDwcCOPhQrWfS6W4YuHOAwnIc5K7V44Ef65xZs6IJ6Djry/3AJHoxIFHeZ7Gdw40KPzwHEZhCVwqntgDbTiVyjnKeTJxbFrptCzNi4JFiy9eXWxbay0o36RUdzNpMkf5jk8ERSyGwh88mKBuols+SOPw5m6CiaJL3Qc0AS5RnyFLqqmw0vbWUvp7NkIieyuOsEkcP0onKRmLsNlIH0kQ1zhJknoNHDwLfercnqXXfbqDLr1NTY3mixOIA5BZ3DoGtZ7Qcj06Kq92lgqaxp2KQX6vE2WQBge3jn+39FD6y8wMDL980Afdp9Y+XwJ2u6ve85z3jPgoTX2+zONzn5+fF9z0s4c6aLy0trXrXCdeZpC4XPrNV7zp/XTbgvtCF73Q6ktKe1oT7Jz/5Sbzyyis4duzYJQPuF7rmZnumAqYC018BA9yn/xqZIzQVMBUwFbhgFTDA/YKVcuSGDHAfWaJLvsJmA+5PLjwEJtyZ6twT7FtXP5Vn+GnnVez0d2N/8yp00g5Oxi8hVAuinLmyed0qjMpUih+vPI2FdB42PKxkHYRqGXmeYs8Jhc/8gwOPyfY4RzrjYsb2sYIELeWKHoaAm8oQpnTZ+JAOcL9IpetGoRqIh3m66nAnuCNULeFof5NUAfYVaFc2WC3XX/WlVxztTKyzKWu5b+5TIHENKE+7TMH3JtIJmHVjyvWJYA4UVGF/WXDR4zT82mQ5gf4gOC0J8kqT2P4LyES+PwRs8zjrFDHx4vIqYI5tC41K49C6h0w3I3Vr3fJMR1qpVuDI9bLGc6mLc57HP6vBfLy40uPSrz0OzipgU9MavQohq52sV/GU2yEgd4OgFspL6pxp9REQXI6Zyp+Wj8DTSpQ4DOGdQ9pzHLVMObgQqxRJmsHrJEXzVT0DhEnyM3MWdp4puoMWJ8uvn+bXT+v1ymW5Cdg50Frja/Ktn+4Grjy2tg3O0FjeEWBLaCOfbYITTehNJ4wrYfqolzGBerU3Qvmc8e8UmcqkkbIMCAyoHVU/sWMhKObRlPvj7IRlK8UWW8N4fU0SaSFhB57MjrGUwgoygfLfvwb43vV2D3Bnwj1FAtfysM3dAa/Y1tl4HgtFjwt62vsXwvpT8RnsDHbgf7j6v8GB5v6BZTDAfdQdoq/dAw88IM0hpxm4U+HBY33/+98/+qQu4Rr9wJ3HTJheNjXlz4Tt5QA3D7XVavW41+kJn1SaezMA95dffhnHjx+fWE0u4e1jdm0qYCowJRUwwH1KLoQ5DFMBUwFTgUlUwAD3SVRZ78MA98nV+lz3dPLkSTz++OPYLEqZ75z8Bn68/Cy2ezvQcmfWnTb/4f1K5yUwuT7rbZEkeKpC5PkybEuJ3mFv4yAaVoD59AwW02VpZLgveBde67yOpewE2vMx/vnf5fAjSLIdbR9BbqPrZGimjqTYbdcWIMZEOrUQHaRoqsLHnq2l2amgaBSedoHgKl/VyqTiRddqGi6y3YomhjCfIL/qWc8i3YCzuvRDe9lWkSLvWS9O4PjrE+lMjDuNAGG3C6/CObmNfh88t0cIn/tOrcdcGkgOcJYziU0Pt2hLakwiscrRGOLp1oqY+uan4sbudOCmeS287q8Xj2OYu3slCuHGHPzwBzZ8rW6TMJLp7FYBrfk9AlpRuwxwhPPe4AyBYQ1HIzb27LvLpYkoG6r2DZz0PwxMkA/qMyoJbQLkBoF970CLAN9uONZ599Q1iiWV3TM4lKSILAspBy7CCE641pRwYc7DzNkYdi9DRyfIoWxIcr26dAM2K1brvn5iDtgxD2k0Wi48h2M7bew9qTe+sNVBsq2FVnMr5o6e7dnuqR0udi3ksD0PNgeD+maErG6Tg2tMzA/5vvQrkKapvVqm6jaiwEYQ5+tmeHT5rsjX6hdnKeyU1+j/Z+89gyzJ7iu/k/7598p2V1d7MxYeBAkMQGqXojcgCBIkgCVBkAGa0AeFVlrFRmglhUJSKCR9kEL7SdpdiSEpNmhEBwbJxYIkZjAAMQQxmIEbzGBm2ld3V5ev519axflnZr3M9/JVVbuamum8g0Z31cu8efOfpqvPPfd3TAlChh+gpXOCRsW/f0TBq+emseW0JHuCQc18FxEl09Bnd/qme73ltuUNU9WrqGjDlRAU27ecJgzVwOPVC/id05/e9a+RXHDf+2/ZXHDfu0Z3ssX6+jq++c1vYnp6Wp47CuycEI0bc0WSoaZ0rzPs9I1qseB+8uTJQ8ki//Ef/3G8+uqrWFlZyQX3N+omyY+bV+AhrEAuuD+EFz0/5bwCeQUe3grkgvvBXftccD+4Wt/tkQ674E5MzJazCTdwUdJK+OrmF0Vwp4O9qI0jPradLVzpXcTAH2DWPIJj1gnhHbfcTaw716DAR1krYcFaxJqzBm5vqiW0PVcc7nq3h1/+yw4KvQBGwGBUU9ylngphTotoTkc7xfZIPHfIo47crSEHXRu6o1Nu9tAVz+bCB6X2JKJCxMpIzKN4FlBsSziURbxX0tx2itijDnT53ogYS5GcIuCo+JsMVOW47HYXoBgbOdtHsS9h0KSS6ar2HE8cwFkCshxfVXcc1+JIT6juuwn1HFcYSmkKSz6rxRxxRQmEpT2piehf3F3kluvTd+CrCow9AjXDsYUTMFkrBGImenI8FOIZvFu0QuzHbk1Ee7K+1dBtH3hBCqez1/68nsl7SDjGPuT+2G3CwSMWR9sfXz0eA6/BYLMl9w5DTun2J46oc3IOluujsNkeG+7qUQuzN0fs6QDW6wHqLUAfYpdl3406UG36Y9+/fkTBidtpV3zXDHB7xkA90HGkHaJouEV3poryemtnLES6bJeA6ehbvMcGFQOlgKHC4bMct0krPpInxuvEiT5y3fmMp649ETRETmmqoGOSH7syeadAoaM9eg/Y8KE7dNabgrDxfQ+dSE/84jun8NX5AbbdHlwC/KHKu66gWqjoXMUSYNttoqBxyk9F3x/A9bkKx5CVBI7voKgVMWfN4DMnfwVHC/O73k654L7X05Y73Peu0OQt+P6gYB2z1/l7VrBpEg9zN8Gm9zLGvfY97II7WemvvPIK+HPfQbn+96pZ/nlegbwCb/0K5IL7W/8a52eYVyCvQF6BnQrkgvvB3Qw3btzAt7/9bbznPe+RJdZ5O3wViAV3Ln8/fvz4oRmgF7h4pfUyLnVfR8ttgagYYhKIfOm4WyhoRRHdk23g9XGx+yo2nHWYEhJ4FDPmEZTUCgZBH9vOJpYH10XuJuOYbncnGAgOYhC4gnH4tb/0UGm6gKmhohDnQJ6yKgK57ishbxmqiIoULCm6U4SmQCbhp5oiopnErpLpHOElYgQNxytiuh8I612+jp3vCXHddl1YCadeHFyadN+6rgt9JDg1RNKkWe4hxsOTMM5kkzFZxpijlyJxQLFwBI0h/Xh+JmJGsBcqeejjLGw5P8FxpI8/2G5B09TIjV+YyHR3XBfGBCE/Pp++66BYLMHt9mXCIIsP3/MdlExrooM57otYG6NcEswOBeNJrHluLwJ+wUqtQhh9iAatzg6rXBBBDFO9A965XA9ibYjw2WfIaDwG5gUIa5z3pqJAo9A+waE9Om4eV8+4nsnt2K/b60sWQDOwQWxKsTu0rHdPH0F9rQm7WoTaHUCz3dRheG9QdJ+7NRh799yYC7C4Mv5KujEHHLs9YosHEIvungLcOqJh2jXgGCqmu5AJsbjZnHDxfegUvKO2WQpQ5iQbd47azSMmFled0NXO50yetTC0dLfJCnlWTXLWAcd1oEV4orhfvi+IEJLnQkT04f06UANYugGfEx5+3TJvAAAgAElEQVTRdfIoxPvhMblSgG73vkVBP8D/+XYVr07JYhv5JUHO0ZoZ3irz1hTeUX8Cj5bP4+n1v8O6vQEnCHMqLNXC2dIp/OzRH8O8Nbfnuz8X3PcsUY6U2btEw+fQtsWxnsTDjAabUlAnVmZxcVEc4/cj2PQOhnjHmzIQ9LnnnsNhdbj/5E/+JL773e+CKMH9/j1wx0XId8grkFcgr8BIBXLBPb8l8grkFcgr8BBVIBfcD+5i54L7wdX6bo90GAV3ujC/tPEMrnWvYN1Zh+szDFAXl7up6rB9IhICnC5dEPcm26azjtXBMjbsNeG7m6qFql6DoVigS56BoLZvo+luwaEwCMCgU5uBoQrEjfqxv3axsBKIgFrwFXieD0NVQWe55asQBIyqhVxvOlTpYiULnEGTQQBHh6Bn2JICO0VPinYxOqaneiglQCGj3Pa+6qMYDF3awqelmz4h0ooIFxBPk9iO7nOKqiNibha3XZAiCqCPLL/n5ENAJzoU2N0ujAQaw3EcmBms8XDCAJlCfBgMGWJmRps4oreaMArZmBhuLxMbpr6rwNn2HVSt4WoHuudHhRnB7hQnHycem4jtlSF2Q/rKYNvLNWb4bHnyREHcJwVvCvMUp5Nhr/t5Znkf8V4LotUD+9knuQ3357GT57TfPlgzJWPCQVYTdEOR3en0w8DdqG3XVRTarqCY1k9VcXSdE1ahiN2Zq6Fwa3MsuNNTAmxUgdmt8ZFdPxLgxPL4928cUXHsVlq8tzVg6ZiGhZ6O+mD4XCzNqTgeoWXinppzVdRWhy53fv/qTICTq+ljbc1XMLXW2flmf6aOYqsrqKXd+PgSkhw9K3zWQrd/eiIonoDi5306z6MVNJ6lw4SKjm+j4IRceEcJoAfhihg64WE76BVUDHwf//I9KjarJnw+a4Evk33yflN0PF49i985/avoeL3oPbkJYmZ0RcOp0gkc2YfQvnMf+z44ycefod5I4fMwB37mSJnstwsna9rtdkpcpzgdN97X1Wo1hYcpFAridifyjmI7RezD3g674P7TP/3TYoIhqicX3A/73ZSPL6/AW6cCueD+1rmW+ZnkFcgrkFdgzwrkgvueJbpvG+SC+30r5QPr6DAK7i9ufx3f3H4RK4NlzFlHUNEqIjpRiF+317Du3BIh2FJN1I0pEZk2IzwM3ZuaoqFhTMvvLacJF5SnA2iKga7XhY9QqKMAris+ZXP88Fd8PHlZQdEqiEOajZIdOerEMQgqRtNE1CK9gfJ5LLZz277mo0DwtKKibwQoeiGLmSI8BVPDpegYYKD4MP0QR0Oh0nfDcFUGr7KJ25WCdxJjMSK2iogd+CC/Ntk8Ot4LYfBl3OjqLqoZ3Ha6xke2lX4FJRP2IZMIrY64qrOY8PEx+iC7PO1ejz+zHRfWyHHiz8QdbhrCdI/d/smxx2GWu7mJ7b4Nq1pOnbOMm4Gl0QoCYb/vQxgfFdulBr4Pp8vxDWst9wADP/dgqO+cZ4RYMct7I2SSJ0IGuwjlmgoG2/KW2M1tn7oXAh+B7YnAL4stbBvqyP2yn5dK7HIPue4DMBjV7Q6wfETH/NI4CoZ9rswATlHH6c3x1Q7NhWlUro+o2hTjLYb8AuWRLiker00B8xvp0fL7rekSapEYfntGRUm3YCgKrAFgpbV43JoCFtLodlyZVXF6bWh95zlenVJwKhHY2jMVwb+UB8PtLs0qOLsWSDgqVysoBQPaCLOdfXHFByfa4iYoIYfMegl/kEDUpOhFhrvRDwcunykqBoEHhasi+L4hcorvMYQCPBwXtqmirfj4V09VEBTqwnOPhXeK7BW9hFlzSiYU+b6rGVW8s/44PjD1HhS09Ltir/vhsDjcD3vg5xe+8AXMzc3h7W9/+14lfcM+/4d/+AeZOPnABz5w38cgE6mDwQ4aJg425f0TtzjYlHgYMtgnBZu+WQX3EydO4MKFC/e9tvfa4c/8zM8IE39jYyMX3O+1mPn+eQXyCuy7Arngvu9S5RvmFcgrkFfgzV+BXHA/uGu4tLSE73znOzlS5uBKfsdHOmyCO13of7n8WQk+nTOPoKyPi6k3+0sY+F3UjApMxcBt+yb6XhcadBHX6c+eMedEMN50N9Bx29AVA07gwQVDGylaGTAVC27QxntfsvHUd1QRjX2iXgJKU6GrXFqE4+AfY6SM43vQAhVuQRVBnqx3CvK274lzPka/xKIy96Xg5mnYCRul8x2GLm5yCrh0Qnf0AMU+eeuRAJ/hbCZ2ooA0y7xHxn0isFPGSke+Mh4CGYePjt4sIvBmiMKDZktc81liL/nlk4RnCvFFbVx0lZKS6a6F3HOet9vtpdz6sopA13ZFr/RcB6XiOMdf+ieqozeQiZL9uNAptpsjwn1cH4rdvGd4/sR48NKMrgyY9ODx+islC5qqwW11BeGzV5NQWjqUR64F3fajWKDRvkQYjwJzkwK7Q5b7LoG0k8Zkd3pwm50Q1ZNwskso6ZyKI8sjyjaA2ycKUHQFiytppro8A0GA9VkL07eH7tb42Ct1YHo7SOFf+BlZ7HxuqiMhqsSq9ComgoKOI9vDZ+ZGQ8GxjTRypmtyLkxBsT8cE+fAtsvATAIt39cC9DSgkRD+bzYULDRJSA8bCe2rNRVHm8NjbMyaOOqYKdc7n2+tOD7J4nI5SN+WiT2uukg2mcyxHZBsY5rhJBYd7UTTGF4o8lNsNzy+i3hX+pI1sGp4+N+fKqNmzclqoL43wI3esqzeIdedwajEROmqjrpew8niMXzi+IflHbpb23ZauNK9IauLGLh6wjgKJVDeUId7Lrjv9QbZ+/P7KbjzZ+oYDRPjYUaDTZPc9TsJNmV/zz//PM6dO4dTp07tfWJv8Bb9fh9f+cpXcFgF95/92Z/Fiy++iM3NzVxwf4PvlfzweQUepgrkgvvDdLXzc80rkFfgoa9ALrgf3C2QC+4HV+u7PdJhE9yXetfxhbW/xurgNk4WT2eKvHSpr/SXcaJ0AvPmHF5pfxNNdxsL1nER2JvOFip6DV7goeU2JUCVDHhy2ClQKZTbFZLYdZy82sLPfNVHQTNAgzqdsXTiqUHIaxf2s7hVI447NAxKmgQqagYZ78REUMxTRUy0Aw+WGgWjEjmSEFj7gSvHiYVHCm+mPhRgXdvecZ1TqHX7Awm4VBNBoZncdiIeTCMd7sgxe2kMjYiFFAGtccd7zCIfFdUpGqqGAa8/QOAPRU3pS4TdbKTKpP7k3CPuvV4cOmwp9vuOI85+TkyQhT8J5SIipOBcirs6vu1mB0Yx23mffF4G5I5nCKPJbdgXxUvWLnk9dnvuJJC2Ut5ZvdBxBygmGOFZ+0rdKmVkodoFTcNrnVj9kOxDVlzouriuR1uMgdmtpvE+8bb2dhvXKi4WV8ZFdbn+RMHUNcyscRIrbOsnq1jY9ORZuDmn4tjKSOop99NVeMUS9M3tsXFem9VwIuN4a7UA9TZEaJZ7iGL5yRmUVQOl9aagb5JtaVrF4lr62JvTFhobgxTSZrOkoDIIBey43aoAcy1OvA2/d2lOwbn14dfNggLTDVCISsPfiMU50lUFSSUTK+GSBHl+spqE4BI9k8Hz56SLqwGmEuU8IJBnlwiZom6gr/iwnECwUJ6qyEqMK2UP/+/766gZM7jZX0HPC2cNpow6jhRm5b22Zm9jw9kW93xFL+ORyhm8t/4k3tt4MuV4p9D+uZVn8XLrItbsTXS9friqRtFxpnACPzn/Q3iiclb6OeiWC+73XvG7FdzjYNMkd53BpoI9i1qlUkmhYehm3+/KnNEzywX3e7/WyR4+/OEPC6KHXPwcKXN/a5v3llcgr8DkCuSCe3535BXIK5BX4CGqQC64H9zFjgX39773vbLEOm+HrwIrKyt44YUXcFhCUy93LuKZ9b+VoNRjhcWdglHsWSVOxt4QIWng9zFvzeP9U9+P5cE1OP4AR6xjuDVYErG+5/WgqyFChgGstj+AR/VaUDF0fFqYWh/gl56xUQnEky5MdIY+Umy31QCmr4igLkGomgbdsgT/0vMcFCPhPOlg7wQOykooromDWx063SmmJ3Evwv9OCM7SDwNMIzE1DjqlwEvhls55BizqKqcLhsGOFNqgaWMi8MBzUdDTwmsoZKtjPHQZK4MhM0JSKY4zrJNtYA+g9G0ZozCqLQaQDscSXyxx7pvjmI34c/KqS0T3jDTiS+B5O8L2pKdlP2I7XelmvSqMeN0YYj2SfcZhrnppb9SL0xsgMHQY46c7Nszw2rkwMhzzvUEf1sjqBHYgTH1mBlSyHfvxQcSpPiLQUrilJZ6BqLsJW4LumcCjD8cQgP1TaA94DaN2dU7FyQwnu9wTeoCWCUw3faycrOD45tD1TUG+WdPR2BwK8nGfSm0KfreDoD/udL82q+DEyngo6tIccHwlQLdeRKHWQKHZlO6cxUUY1xmGPGyOGqBrqah10v2sHK1ifjnNbr8yY+H0ejq09eIMcHZ1KCJynmS1Hjrdd+oyncbPbBSBsg1YsXhfr4HRqVn5BclnhZN1fDdxrUuy8boODBVFqupR4/upqfqoK4ZkSxh2mMXgalx94eOlho8/fFcJXc+F47vQoWHGmkLDqOFWf12Ec1npE3AlkIKqXkHDqOJE8Sg+deIj4nin2P671/4IV7s3RGxnFSQEWn7R6a+hqlXxgca78bGFHxV010G2XHC/92pTcOfk7VNPPbVrZ8ztSIrr/DP3ixtXYRAJEzvYyWEfRZ3dy2hzwf1eqje+78/93M/ha1/7muB+csH9/tY27y2vQF6ByRXIBff87sgrkFcgr8BDVIFccD+4i50L7gdX67s90mET3ImL+dvVv8btwS2cKp4RAXHbbuL17kX0/C4Y6hmHAhITQz5xSdNQ0ys4XTon6IPrvStouduRu90Wpzv97ZSLKBbxv5Kj45Of72LG1sXF7ig+NJecdwUDkLMehqZ6VRMlQmIi8bwDB2WEojpF8xgRQqRLgVI4HdoR4zsOVaQzleiY2JksgaoJR7oI4Sqd7EPhyu2nBfmQrx46nMl05njkOBRazTS2pR94KKppV20YbOqPYUVi0TkLN+KJQzstAFPI9vp9qKYxJtCzJnIu4urNRslIgOcElrmsEGh3YeyCXSEORy8WM4X++BnghEipELoqKVq6nc4YAiM8793F0Lg/pz+AUavIigNtxEk9+tyJ+M1sgAl8d05UeC5DgIfiqjjTOUGxixi+I7gygLNvywQLBXLh3JcLYwzxSe+DLLQMr1mPtbq+LPfIaGOtLs8WcGZlXBznti0LWJ7W8fjWuPDaL+hQA8Do2WP9qgsn4S5dSaFq5LlSAqxVFcxvjSNpbpyfwonVAfTERxxfe7qM6nqCDcNx1SyUmoOQmR41nt3tqo6FVtq1f23axMmN4RiJdrlZU7C4nQiELQCWr6CY2PXyjIIz68NtLk+rOJPA2WgnzyG4fQ16uTQR6SOTfKaBnmujEIUuJ8dLp7vhhkgjNo6Nq3XofneIp3FDhd/XQ+b7lxc8fPYsBXgFlmrhqDUrznaK7RTl6UpnzSiUF7Uiut5gx/H+aPk01px1rA3W0XQ7kcweCJqKywp8mRoI5fcZfQY/OvsB/MTch+72r5+72i8X3O+qbKmdsgR3roCgW51ibIyI6XaHHKc42DTmrvN3i5OuE1bc3PsoIeMgUubs2bM4ffr0/ejygfZBdv3f/d3f4fjx43jkkUce6LHupvOPfOQj4PPDa/xGBh/fzdjzffIK5BV481YgF9zfvNcuH3legbwCeQXuuAK54H7HJbvrHXLB/a5Ld2A7HjbBnW70v7j957jYflWCT+lkv9y9hJ7fE5EolJz4/6Ssh2zighqgrJl4e+09IiBRdF+1l7Fpb2LDWUdPglL5nyLMd99z8akv+FhsUiAMMNB8FKm1MWxTCaATJ2NqKJmhC1sEMV2HQxcq9WRVFfGbPGURdQNfmMuE1LBRqI4FbGFqc6SRmB6HpSYFaYrQsYtc9g8YmjoU2OI+Y0d8jPzgcZL7cbvQra6nQldlfx4jQwQWp33G9+mqNzPc1hy/OxgIwiPm1Mc3627ifXwOuzm4HceFWSqC3HAtWo2QfBBkFQARNupkjIWcD4NGEyIQ+fBI4HAEaRMgtcJg0gMXi+1xf852yLPPagPfg6npewrnbqcnqwziVQx6ZXc0zuixyFOPJ08mTWxMOh+bSCE/vLd4DzutLtxOV8zLK0emMXtjPNBUngGK7lMmzow4wfnZ1WMW6r6KesuHMa7Xoz9dh7XRlGsw2rRTF+BcfGXs+wxRpU5eiVjqXQtw5uqYbbvYruhoNNOuebtgInAdWHb6GNtHp1C7mU5c3SqosNwARXcolPc1oG8oaCQY700T0HwFJXt4Utfoat8aDtdRgGYJmOkMv3d12sKpjaFjXj95Ht7SRUHLaNWSoKiSje8XhRNYqgo6ilWXwcnhm47XWbFM4a9DJtrCe5+CO7Mq+BVFdEdQQwxtBnqKhz875eJLx/h+UyPR3Jd7Xig38r1w+hEBt1HgBE64ykc2EI5WOEROlqhhgGv8Lb5fw6biZOE4/vOzn0ZJG1+xMukevNfvH3bB/emnn8bMzAze8Y533OupPrD96XImZ53BnrGDvdVqCXYobsRsJcV1omIO2hWdC+739xb4+Z//eTz33HNyzXPB/f7WNu8tr0BegckVyAX3/O7IK5BXIK/AQ1SBXHA/uIt9/fp1vPTSS8iRMgdX8zs9Uiy4v/3tb8fi4hDhcqf93M/tX2p9Gy9sPY8r3Ytou230/Z6I2iEvOBSCFIUc9gKohWmKJy73gmqhqk9DU3UJ+KvpNVzpvYYNe10QCkGgI1ACfPRLPVxYVeXPFMMtJ0ImUITVDQRFQ1yxDLqMkTHivoYPS4mEUgpceii8imM9EmFDjnYoxMtnFDgTzuVQXB+yy0U0T6BlKLBRGEsGXo7iZqRfQdCYcCgmU7AjQ57uZ1WFMcJV9hxHuNKjTkSHQaFZIjzRNeS8J9jx8fWly5uiOZ3ugeOkxG85t5EQyHg/32aApDlRLJfA1gjBQse10+umWOVSY7opM8YUHyOcVKD7fVyQb7VbKNHZy/rSgZ64BpPuXQmXHcHCUKQOeoOxcXi2KxMXu40vPo5MmLS7CIpmiuG/n2coDlRF4I8Jt/vZn9sQGUPR3uslkkEjUf3StIkzq+nvx/1yMupWWcOJ7aHF+/pRHWfbYaDulUaAk2vjrnTu3z02j+LS8tgQxWm9eAbutYtjn63UFUxv+9hoGJjRiihGYnqrpKMw8KC7aXW/OVNBbTXBfInOiSGqi5vpcV2a0nB2My3O36Krvp1mty81TCwmxHMO8vKcgrMJnvtaGaj3sDPZYGuAVZlGsB0J/YYJtVLd+bpZtTBjFnfeH+yT91X87MhEDENVBQEfZhoQFyTYIYbwRu+WrhagRJ5MwCDXAD2fqCtTJgi7io/fveDim7PRsxCfvgju0eoYqQ9Fejreo1pyoi9xJWRqU1GE3R7K+3TY0+ceruSYNWbxsYUfx/vqT+739rvn7XLB/c5LyJ97KajH4vra2lqKu07xNSmu889xaO+dH+3+7cExc3Igd7jfn5p+9KMfFQc+65oL7venpnkveQXyCuxdgVxw37tG+RZ5BfIK5BV4y1QgF9wP7lLmgvvB1fpuj3QYBXcKOs+uP42vbDyLVfs2nMgZS2emopA8DBHfiUQIAg10FuuKA1PVJGySlHMRiBQFdb0GS7Mw8G2sDtbxgy908L6rocOTrHad3OrAE3HdNEJGu+s40BmImnCx90FkTCiw9z1nJ/yUrO7YZSyCGEKhPhTRPChGQnwfEdsZsGrImIcSl/DJE2JwiPgIUgJ8iKBRdr7H4zhc+u/6Y+5qnhvFe31EhA+PrY85FkVM0xRYEaM+eV/1PRdFKxF0mhDdZeJgAgud42ONWNusRjc9kRvJCQGK58GgL+K5zbBGhoFGdc3qYzexndtTxGx1WihwosbcO0g1S2yPj+u0iKhJIGEott+BS5198z7WJrDlJz3LfdeFZZpyPSmW7ze8Ne6P7tXBdgtN+ChtJizZiQPy/r1W1XFycxwBw826OtAyVMy3XSzNWTjVU1ITIxenfJzJNskjOH4KuHZ57PQC3YDPYMWNtBOdG66eO4KFlabwxpNtc76Gxu3x0NUtfn85YUEH0DE4sQZU05h2XJpWcHYjLcS/NqPiwnpayL80reHM2nCSwVGBVllJudovkfmeEOHV+UUErS0Rv2V1xfQsvPXlnSDWSzMFnO8Ect/zuSAmhu7h5DPCdwuDlomx4WoaPkO8jx0iibxw3J6lQ3d8WZ3D/7rwRHTnO6yj+/jfHvNwrToePMC949VCAdQIEiOed/kgGYIZu+K5Oih+lly4IsBX9Tp+Zv4/wH848wN3+1fQHe93t4Gfd3ygu9zhjXa489r1er0UGqbdbqeuKe81vm/pcCeD/V6CTe+yTPva7c0quNO88Oijj+7rHA9yo1/4hV/Al770JfB+yAX3g6x8fqy8Ag93BXLB/eG+/vnZ5xXIK/CQVSAX3A/ugseC+/d93/dhdnb24A6cH2nfFTiMgjsH/3LrO/j86r/Dte5V2L4bqkNBLBzJF5SbBBPjBPRsAiXNQEOvgfKaHdiCpJgypvHe+vswbTZw7St/jA98qwnVA3QvgE+HexDAskxoQShgx8K6CFuKD5Nwk8hBToGiR+E9iFjtEa88xj904QjvXUQpHpzifyTM7ojkMVqGNnbfT7HOR7ntIqiNOODD741jYNqeLYK01u5FKwGGotkodkSQKgpSDtv4hkk6bZM3kTjqC+MOdeqJdLtrahqBE+8rEwaKMhGzwnBXy2T46rgrneiVwHOg6MZEsV7qQfd7wcpkysfjcDkOTo5EruFJD4gggCYEnu6cEx3qrY4IpDw/fQKTPusYMqESIW+cdgf6PrntDFSlOJts+9+fzG8D9o2lUJgtlHjxEWxvZpbBVoF1S8WR1njYKXdoWhrWKwbO9H0YO89k2BWd1jfLSLHPd+rG+2D2KLzbN8aO2ysXoPYGMOxQ2GYIaO/4LGY2u9ieq6G+khbXxRl//Cy8pUupvgJFwVoBmOuk3etLVQUL28SwDBvPs1VQMNNNM95v1hUcT7Dbmf6wUVIw1x5ud6NOEVyBbYbByJavomtpWOwoKHmqMObV4+fgLw2d+9+b0jHXcdHXVHnPbOpA0fFwxNMwpRdkVY0xskJExFPXhun4qQktBg8bdphnYRQKcs+KsA8FzHAwdAOu62DLAP6nJ11sjRBf4jPhRAanF/geZQtzJojzGZ6rfKIoMCKXOzMxYiRNQ2/g54/8MD40/Z59/51zrxvmgnu6gnGwacxdJ587GWxqGMZOsCnFdQabvvjii4KU+eAHP3ivl+OB7h8L7mfOnAF/HfbGmn75y1+W1YKHUXD/xV/8RTzzzDMgmz8X3A/73ZSPL6/AW6cCueD+1rmW+ZnkFcgrkFdgzwrkgvueJbpvG+SC+30r5QPr6LAK7n+/+WV8bfOruNW/jZbbpgQUcdtDIUj+XzAIFM2Jh1FhqUVUtQZmzSoKmoWW20XPc/FI5Tx+qn0G9l/+39AYOOkHwlz3VQUl0wI8X4RxykgMUKWA1oWLEkJHqasEwmeXwEHq6BRaJXTT3xGCHc+BkXCFe66XCjN1PBemMXRWE/NCbEvcxA2vaikkCZ3fRgI3w227noNyxJaP9w1xKwx2DQVgcrkp5guKojDu5vZUrgAYv6UmBZqGLnsF6kg4K3sQJ7rMfXhjyJq4RklkTvKorudC04yJAausidvrQ98lRDVGzUxyz/N4dHZzLFw54LQmO/vCYFpPBPG9GsfFGu8HTRPeqj58hrQmxHnWTgn8XUMHBVFkGBKqOdo4GcMkg91CC+nGbzPrYGM9tZ1Sm4Lf6yHoZTvdB6Yhz0C9mw4X5RgotrvVAo607Exme1sPQKm+nuCh74y9VJXnNui0xs5ne6aCyu1t9AoqnKkC5rsRr1xX4egqCt206z4wTCiFMoJm2hm/Zqmo2i6sEWT869MaziWc6hzAWkVFoxtmM8StbSlQ/ADlxHzDUg2wDQWKrmHK0zE30EA3//lEUGzbJFZGET582BQoU3MINlfkK75zVkoqFnrh59s6BP9U9kIO++2ygjlYKKrjGQH8uYXhqMlwYwamqgMHtq6gqJuyEkh1wnDovq5IAOvAdbBWVPDfP+HAHr+FwnlMEd0p1RMdo8mEpazViU4jvr+0KHI6dLeHKQvHrCP4j0/9E8xb03s9Mvft84dZcI+DTWM0DH9PBpvyWlFQT+JhCoXC2DsiZrjngvt9uy2lo8MuuH/sYx/DF77wBVkBkQvu9/fa573lFcgrMLkCueCe3x15BfIK5BV4iCqQC+4Hd7GvXbuG7373u8gd7gdX8zs90u3bt8XtdpgY7jwH4mS+1XwRN/srWLPJaiD4IAxLpaszlIkYfkk3JgX3kOmuKeS4V3C6dEKQM1d613C2X8FPP30VSq8r4rpKHnvZRNlTBO3BAEIGpRK/Yqo6BoEnrHYRychgz2S1OzsM7VCQDoV4NrrEkwIpne9ldYhiCRErQ9RMHJ6ZFNPC8FM1hXyJ0SxJN7iI2nT7jgiydqsjbubRkDthjY+I+DJmivbFcc671ICTAxls9pA3r4Qs+TZF/rToztqNOnbj+5P72qqCQmISInnv0oXPlQV0rrvNttRrtHlEDZmGoHEmNR6nr/jDAFyGvrY70EbwNnK8fbrVPUH6qAj2mAyIxyRCqKJCT+B4dj5rdTInFHhNB56HQnH3QFUK6lkTEhTjN1wH/tomLMvacY4n66TQbb62ArjZTnbUpuB2O1D7vZ3dOqYKv1LAjAO8WlNxYTN739slBY22lynIq3ML8FaXM0NUt04dRbXVQWGQFvo3ajrq27ZMeKXOYeYI/I0VmfxItosNBec20oo7J5mx3e4AACAASURBVNRuVzQsNNPfXz1axdxyegLgRkNDeeBjo6qhDB3HeiouTQEXtoYeeb6HlsvAsc5w9mp5uoCjGwkGfn0aaG3vnOtyQcGsA3HAs71WVfBIYv8blQAnHEuE/dGJFE6g0VnO5z/+TN4dtgOYuoSmDuBB77sYaIDPSQpXAd3wHOd/97gTZqQmWrxWiG9X/mepJhhczf9irEzocCduJjx3YcAT0aPW8a76o/j14x+Z+Pw9iA8eJsF9MBjscNdjB3sy2JRiOl3rFNj5i2L7foJNn3/+ebDvwy64E33C65073O/Pk/RLv/RL+Ju/+Rv0+/1ccL8/Jc17ySuQV2AfFcgF930UKd8kr0BegbwCb5UK5IL7wV3JWHB/3/veh5mZmYM7cH6kfVcgFtzf8Y534NixY/ve70Fv+I3tr+M7zW/g263vou12IoRB+qgkD5Pc4okUb6CqTwl+xlANHLXmMGvNYL11Cx/72+uo9HwEtg2N6lG5AG3gSdBpN3BRCjR0FA/lgCxlH0rkYue7InaBJVntFJIlGDUOH/RCTjqboGO0EDPBtiOSR5z2EDUTpPAnDAxNCtpxQGtBGwrJsVs8Kcqzf8HLlNO8CI6VzGdKY8SOqOSoJNAro+Z2jlnE/egcklUWl/0EZEp47KEbnO7xuG+K9MYEpjvPpU+O+IhTf+y4kdNcXPT9dFApxXiVqJkorDbrfpQ6eq6I1snm9QcpR76sYlCVfYUEhvdBeFyPEw693q4oG3GoW2E2QFbjecC2o+sVbsFMAl/TUJowGZHsh+OB5+7cb2SGDzaaEoxKCXr99BSO3hx3k8d9qEdPwr1xRSZnspoyuwBvfQVwbASqitXZEo73huL2K3UFj26Mu+DZ16W6gtPrIzbz6CD9YwuwltJomd78FEq2g0G9gvLaOJ+9c3QepZvjwavqyfPwrr6WHn4Q4PKUgjMbaSF+2wIMJ0BxZMjNuTpqq9vwNRWtIw2ogY++ASxupTdcqgQ43h4+QWuFAHU7dLbHrT83h8LqEGR/Y6aExfXuzuevNBQ8lsh2vVRVcC4S3detADVPEZQVJ+1GUUtEhWiaLg50Cuxx433GvAi+CRnurA0cDAxNVvEUnQBdxRVx/399NGOCRIDuRMYYocOdOC3YO0GqO379KHCV75WaVsfxwlF85sRHMWXUHvRfB6n+D7vgTmTH1NQU3vnOd95RXfj3DQVmImFiBztF8bjFwaaxuE6h/W6DTXPB/Y4uzb43jh3u/Fnqscce2/d+B7XhL//yL+Pzn/+8TLbkDveDqnp+nLwCeQVywT2/B/IK5BXIK/AQVSAX3A/uYueC+8HV+m6PdFgF9xu96/jT5T/G5c7r6PkjIlFAjAbPmKAZBW5AwIGFil4TF2bfH6Bh1HG2dBIf+NzXMbNlQ3N8UJ/SigUErgtd1dALPBQDVYRTctiFZ0whVwuFd/KgKauTn83P6SpNImY4AkGaRKKv8L+jgE8ZHUVMuswTQrbvOCksRIwMSbpZ6VgdRcFIKOiIy1y46iOudBkDXeyJ4FW6oAMRZbUx4VeE/AloFIZ70g2fhSxx+wMYlcrYbWc3WwiIZZmwn9SM49uFe05ci1FL9z3odKBHcn44qaFN5MLHtRdEzgQ8jNNsi8tdXPoMMM1A74yenFxrkzz54URIq99FOUUGH+4l14dhoNGEx6RnVBz30QoFMt61cnFfLtW4PwlxNXU4zQ4G69tyTmzLCxUstlx0a2WUMgTseH+yxt0rr058hajHTsFdugLlzBkYK7dS24XM9gDHm9mC/UWK3qvZovvKfAlzy23pb/NIDbM9V0JFHcuUZ8fojyBkyEWfPwb/9lJqDDKBMzeLwupa6vt9NUDPAKYihEv84eWGgtMjQny7UYbTKGOq2YfphvUjR76tK2gMhqL9phmg5EKCTOP2WsPDhQRapmtqUHxvR9Tn2a8UgYVooQB7Wy4rOBZ93dQBXVVQdsM+X60HeLQViukDSxfETPwM0uPuR5N94P2VyD6QcGGinxRFGOyc9KJoz8ktYm46io/npn382zPpSYRwriXMwZAwX0WFHzCIOgxb7gcD+cxUTBTUAqpaFe+sPYofm30KdWP8HXC3fxftdz8K7px4eOqpp/a7y4Futx/BPQ42TXLXR4NNy+VyCg3Dr3fDR93JSeaC+51Ua//bkqfPUNLDKrh//OMfx+c+9zlB3+SC+/6va75lXoG8AvdWgVxwv7f65XvnFcgrkFfgTVUB/qBJdweX3fIHzvv1D5g3VREOaLC54H5Ahb6HwxxWwf3rmy/g2Y2nsdS7CpeCuwK4FIfFt8svBa4Azyd7ncKQibJO+IOGlttCWS/i49/0cHKpCcP2oRZMQSxQ0FM9X3jK5LWz2WoAK1BDNzpFWIpVCERsGmW1u54HPQo+FeyLNsQ7dBUPJWUoxgqmJclpj1jr8eWiKOYr5CYnMBV0zxtDgY3bhpxyM/Wuip30o650t9sfC9dkH06nK5XTI6d9PIZJ3HaHIrxK13sGyoWiMFEnGUIy+/MGA+gTnOcUlCeJ4BwThfw4VHT0tna2W+ExKQom6pp1+zNEtspw0AmNojSDTxWiOMxxzv3obj4FCrKQo2sffy5ib7cDa2Q1grDgR0JOJ46FDvtORyZE9AmrAnZ7xLv9Hryl1RAtEjWyyWdhSKipp2tQi3UERK9MaOrJC3AvvTLx88EjF1C+fi3zczLbmXOQxWznPb7dKKG+Ps6K5zO2WTNgFzScaEOE4ri1p2uZLne/WILnOtATzl/u0zPDDAZiYJJtuQLMtXx57pPtEicC1n1slhUM6iUstoHWdAWNjfQ4r5d1nOikBeqLjQDntoZjDdEyCo4ldn2tClxILCxYKQSYHhAlE+53uwBMO9gJnb1YA863h++BpQpwohtue7UCnHGHwcJEivBeZG1tx4aVmIhyTR0630vR5GCHK3g0Ex14sBwffR347BEHn18IJ0FisX30wtLpXtIsQcfMmA2cL5/C+xpvZ7oqFo051K3qbrfkA/3szSi4c4IgyV3nnynOxo3BpknuOv+sZ6w4ul+FpeBOrMiHPvSh+9XlA+knRsqcPn0aZ8+efSDHuJ+dHnbB/ROf+AT+6q/+Su69XHC/n1c+7yuvQF6B3SqQC+75/ZFXIK9AXoGHqAKvv/46XnrppZ0z5j9MKb7fyS/+oMrtuW/85/3sv9d+bzXxPxfcD/+DdRgF94E3wOdX/wavtl9D091Ey92GohAf48PxHcHIyLMS6CK2k71ON2ZBNUWQt30b//higH/0ugvdDWDQ7a1pMOie5T80yd8my53hqJqPkhd+jcjFnkTJ0CWqGWHaYOx+D4Wq0BlONzybjIGhp5FoKKGpCeFcsC0J1Az3odM7KRyHjngGsSZQMjxZYAydksVVJ+JFNc0xIdzp92GWy4JX8dpdGJErliIQazPGiuaEg+/ByGCOswaKqmeiXEKmeyCfua32GGpFarkLk5z1UIvmRHc3cSlOpzeRCx8/beSX7xV8SkGcv7QMNvzoUyv9lTjBMBREk9sIoiYKP+UKB8VXZOXBfptn2yBqaL8BrHG/gszZ2MZWcxMtPRSW5b5SgK0ZC0d7Q1E4KFXA+1ptZ+NlJAfgBJ3uI2gW3vcLx2C2NrEyU8T8SnbI6gqZ7R03k9nuW5yoMBE0t8ZKcuWYheNdVbAno+32bCnzeOtTJUyvh874ZLtV03B0exxv8/q0gvNraZf9SllBu2bifFODlhD6l1m39SHGg/2/XFPxeDMt5FMQP54YAoNaG04APXpeud/lKnAmUe7v0bm+Pbwm32sAjzaHX1+uAWcj0X3DDFBhAGvkpL9SBs4MDMHGyPPKnz+i90TXd0RMF2c7Oe8FU8JUOTnF69pWA1QUHb3Aher6GOgK/tWJAb41RTBN5GyPCjnExyiYMeqYMmu4UD6Njy/+FAxFF2d58v2433v8fm7HwE++xw+rw/3pp58W8fzo0aMisvNXpzN8bnj9KpXKDnudaJisYNP7WbPRvnLB/cFUNxbcFxYW8Pjjjz+Yg9xDr5/85CfxF3/xF/Ic54L7PRQy3zWvQF6BO6pALrjfUbnyjfMK5BXIK/DmrgAFxqWlJQnIu5Nf/EdmHCL2oCowSfyPnfixK38/4v7oNncyMRBPJtzreV69ehUvv/wycob7vVbywe1/GAX3m/2b+OLal7Fqrwq+4GL3IjpeSwT1rteDhFDCQKCELne6sRVy0cX37uPCio9/8i1A8QIJ5aRbk0GpPYQIGeFwaxoGig+TjlPRuclVV0MchxLiYxh+KuGFEaudV2FHUB9BychnWijI0mnLcMdYjBcmsuLBUkPhXraJWOBJsVtE9BHndlbIqQjAI0gWul2dwIelDY8hx+E/rI0hCzp2douwn8GI5j5tuKjq44JxGO7qQy+lmfHxObmDAYzI1c3aeZ3uTg1kNQBxLCMO8XhfqbWhZ3Lkd2o2sEORkaL/iFM/NYZKedcHRsInOVlasOBsN3dF07hONCkxQWyPD+Q0W/A1BYFpjF2D3Qbj9gbQq2UR8+12B8ZI+O2kfelm7y2vwafYD6BrBGjpAeZaAa4saLjQTN8H3KZTLkDv9jMDVPk5a6LOH4dHpnvUlNoUoHswHBfUfrvVMkobCQB5YoBXGjpOjYjVO/1MzcPbXE8FtN46VsLJNrBaNzC3kRa5uR+d44N6DYXN8ePdmi3iaIb4f2WaYxhHUF2vASe2A/R04NaMgXM9E+slYI7O+sQ5uHzeDRNabxgUO1CAjqFg2h5OCmyaiNAyw52vTxdwIhGYykvAcFQiaOLzWS4BxyLnuqBlKgqORXh3Xj/+3VvJQMtsGeEqnCIvgqEj0BToOifXwtHzuR54jkx4yCoMTUMwsCW/QSZmdHLhVdiuCzfwMTAU/M+nB7he5jwjzQPhuRGi5XHSTFFxvnwCv7z4Y3i8elYCqPnzUi64jz+RXDWZ5K5vbaUnlhhaHAeb8neK7W+02Pn1r38dvV7v0DvcOVHx1a9+FW82h/thFdx/5Vd+BX/+538uE1YPcgXFrn8B5x/mFcgr8NBVIBfcH7pLnp9wXoG8Ag9zBe6F4S6uVro/PW/fYv2dbJucAIgFfn4vq4+DEv/vVKhPTgrQ2bW6uoqTJ0+iWq3uuYog61gU1t5qzv/D9PwtLy/jG9/4Bg5TaOr13nU8u/532Ha2caywgFfbF7HlbGHgh0znge/ADmyR1ykQmUoBHmx4gYti38c/fS5A0YEIUgVFFa46/a2aH0CJHKgxgplyeoyJiZnrFLEE10DUDGV8ilq8DwUfo4pwT2SK4VGpD4NRZRs+q0TdUIyn2z1CrgwCF4WEEC6CvB/2Fzey3UUATwjJWdx22w+PnQxMZB+jwasiwkUu/FFkCicX3E43090t+JpCGl8Tj1FwMBMwKcJdr6aFbjq/GVQrXAquIpogJoszntdnF0xMz7VRKob9x/z10edIBP+9xHZx4YcsfxFBXRdBvz+GipHPhMFe3Nf7h+fv6SrMBFpmt+dcJi/IyK8OGdhde4DiTuzs5L3t7RYGKxtjQaddPcDNOnC+NX5/xL1t1wsobXTkWchqgW5AqU7BX70FMJT2yBz0hDN9YBmAR776uEDO/l5r6Dg/QXRXF8/AvXpRDru2OIWF1mCntktTOhZXM0T3chUK8TF2+jNPCbBRVDHbTjvX+WytlzTMddLfb5kBlusqTg0slP3hc3dj2sTiWrpvZf44gpU0J/5KScHpbrpmr9V0XGgOHfUU0G+WgeOJRQCvExWTmC8gWmZqMETJrBaAhqPI6hu2SzXgXAItc70CnIwE+teqAS60wxU1G0UFs5TQEzgk3lPdwAFcH2WzEIafOjYMTkoySFXjnwK4roeeGqClAf/iwgC+SYQV36UqCmoVrq+i6w3w7sYF/BePfnL4jsoFd/m5r9VqpfAwRLPEjT//cBs61i9cuCBOdwruh63lgvuDuSKckHr22WdxWAX3X/3VX8VnP/tZYbgTY5S3vAJ5BfIKHEQFcsH9IKqcHyOvQF6BvAKHpAL3IrgfklOQYYhgs4dL/27E/rvZ50GL/3s5+u9mUiA5MXAnaKDDdA/cj7EcRsF9zV7HM2tfxLXedZwtnYETuLjcuYqO10HP66PjdeEGrrjZ6XQvqBa8wBFX+e98xcFc2xccCkUslwJ1wGBVcpwZJuiLWE2RV1zFgQeDoroEDYY4l36RYjpQiIQSOspjMZjuTwrrsUORorhgXCKhvOvbKOlWGK7quQDRDhQ3I+QIrxkFLz3xj93YVU+Hfdxcjk/ThKMet50Q1hHhmuNTrXE0TIxCGb1PYuQKXdlJbrbgYuhCz3CPC/6mWMgOUHVCvnnWfk67K450usmzmrzHyMUfCYRNbkvkioSPRuOSSc9mO4W1kWtU3l0cFwFSVWAZaWa74G9GWPUy2bFfsb0/gFYpw+v2JIh1ryYTDH4gYv5oSwaojn7GlR3urTW4naH7OrmNqwJrMwbKjoLGSFBocrvmbAPlW2uTpf1CCYFmYDBVRmV9fWyMW1ULle0e1AzRnhNVN6o6jm+nA0/jTjbnp9HDACfa6VUKwnMvKphpjQes+gsnoNwY58dvFVWU+l448ZVo2xZgOYAVfX+jrMIvmbANFadGzPKceGsVdNQ7aVc8Jwf8G5dT/b5SU/HYCFrmWkXDyYTov2YBNQcwEwSavdEyCh5NjOtSTcW5CFezbgaoJtAyl8lz74TvhNeqPh7zyztomXiwA9+Vd6ERTf50XRtFH+hqCkpQJf2i43uyImNJ9/DfnmeAIlfl6CipDfiBirbfwztqZ/FfP/6pnRo8bA53yWfo91PiOsX25M87pVJpLNiUoZl0sr/rXe/a61Xwhn3+ZhPcT506hXPnzr1h9drvgd8sgjtzrMx9ZJfs97zz7fIK5BXIK7BbBXLBPb8/8grkFcgr8BBV4K0iuB+mSzZJ+L9x4wYuX76Mxx57TJZRZ213NwJ/0vU/uuLgQdflboX6e0X8xPsncwDux7keRsGd1/QLa0/je+1XUdCKmDVnRAzfdLawYW+K6L7hbECFhil9Gg5sdL0OfvEbDk4vd1Ewi1AodtM1HShoKx4qvioMc1PRdsR2inz8nwR8atqOsztebi3Bg54Xutsj4bvv2IKpYQsd5MEOBkXuSxUw1FB0FWHGDdEtsaO56fUFGZF0stNlrY2I6BShR53pdJ/rI2xwji9Q1HFeOt3ZGXx2CslaaSicOxSb47HSeZ/hepMwWWJpMnAwUh+61yeEpPYpRrv+RFY6xfTdwkUd14FBBvgI0oXChtIfyPfdCLGz20qYHWG/NB6kKu+QVmvn3MV5vs/A0zDktRLysv0AXrebGTQbP6vEGUHXJ7r5Gc5KC/7oubjdHgZrm3i9CpxdzRazrx4t4nwrQKdkwBj40AfZ23Es2/PTqN6YHKLaPrmI8taWoGSy2u3pIuZWxjnq3NY1TWhEErXGme1bC7NAYGO2NYJ9AYVvDVbfheGmeensc322jumV8f5uzRRwdDVisiQGerWhYnHLw835Ak72NHF5sy3VNSxupo+9VlIx3fFEpN5phgVQkOoMIey2ArRNFdOJYNauZaHEiQdnWOtX68Aj28OuyNfnM1ZOoWWGKJkxtIxGHBXRMmEf36sFeCxyvRMtYwYqSp4CWwnQsoA5xqYmJv3k3ZNAY/Hrju+g6PjwLVPeaQyRbame4LL+vuLgd0/aIrQ7gQb+pyoavr/xOP75Q+Rwj4NNY+46MTHJYFMiOGI0DJ3r/JXlEv7iF7/4phDcu90ufvAHf/B+/BjxwPqIkTJvNsGd/P4nnnjigdXlbjv+1Kc+hT/7sz+TiaTDuPLibs8r3y+vQF6Bw12BXHA/3NcnH11egbwCeQXuawVywf2+lnPXzq5cuYJXXnkF3//934/p6ekHfuAY+bOb8/9uBP54nzvFCT3IE76TsN/dVgDwH7S3bt3C4uIipqamUtif/a4ceBDIn2vd6/ja1vO43ltCQSugYTSExU6xfdPZQEEt4HjhOC6UH8HT68+g8vLL+JGXB9AsAwY543RyCjs9EAcsHe50ssfuxIGloqjoO85rCVHVNUHJIPozr58I1JEYTucoBfsdjjtd1YUhz7yv+CgoQ4ezOMkTn1O4hh666b1uH8TIMGy1oKeXdg98b0fUj+8hivKqNY56YVDqqHt8xzGfCF/dEeFUZUxUd9odBBSZM4I+w0mFbNyLfOYRQZPNdPcGA2jlchjc2OmgrKRDR/cKN+UEiUGsych5xDXpDwZQBjYM1mUXxrqI7VxVsIuI7joOFMdBwO0ynOdZz7Lw12uVNAao2xsLrY33Fac+Q2MncOzj7ZIud15Le3MbbmvIKXmN2JG1tBDea5RRJg4oEpb79RrUrW3oDAOe0Nbmapi+uTH2qTc1Dd0bYKtmYnq9O9EJvzpTxsztbJ67Mj0Pf3MtxWzXTp6Hsn4T3YIu4zKdcTf7xkwVU7fHhXVPU9ExVVRHnOi8tssU3dfSrv/1koKNaRNPbA8DiHmitqGBFbEGadH9Yl3Buc10rbLQMoPpGVgbade/sngWwY1LO3UkIOlmWUmhZS7WApxLBKSuESUzCBnvbCFaZoiauVhVcL4zDFS9VgFOZaBlloo+FgeccNMRFC3oiWdM7nsFO/eEON8lk6CIHoNWPaCvBmAl/mCuj38/E4jozsZ37ZnyAj5x/Efwvqkw/HG938RX1r+Db25fRM+3UdRMvK16Bu9vPI5ps7qvv+74fn2pdRX/sPUqtpy25Fo8XjmBH5h6DBU9+z0y2jFDU4nE+OAHP7ivY2ZtxNrw776kuJ4VbBoL6xTai7sEPiePkQvud31ZxnbkpMDf//3fIxfc709Nf+3Xfg1/+qd/Kvx+Yo/yllcgr0BegYOoQC64H0SV82PkFcgrkFfgkFQgF9wP7kLEgvsP/MAPiJj7MLVR8f9OhP69+P17oYRGuf8PGvkzKv7vV6jPcv3HfbGPa+51XLQvoRW00PG78OHDVE3U9Tqm9SlMW3NYtTdw6cZz+MRzmyJSG74KXTAlDFIlbprcdkDh7wwFNHR4ZUtE+VhIp3gTL6+mozF2LTq2sxNiKYgYivaRe51OZYWu7whz4rlO6AKPvhaBXNNTQnDXd1DShzgTXmfiZnwyqiX4VREB3lAZcjoU2+T6KRgTnsXZnfGPZmGPZyBaJJQ1C2PSI8M6gJLA3sTPqoS2ThCgs8Jb4/2kPnTdRpgc4lCUdk+cu2xS5wmIGn4u4a6qAnME/5J8h3AyJHAdCYXdrQkeZg+2u4yp2YKxT7G97dmoFMrZiB2uGhhx/DueDyNjxUHWuHnvwHUl3HewuoGAX4+0a1Mmjt8Ond3M/e3OVdDopLdbrhuY3einnduJfnhfrY2K5oYJb7qKQjcUsLfmplC/tZZZXgrLzWoBtc1xhzl3UI+dhnc9ZLZrx05Baa3Lc8i23DBxZHPIvk4e4HajgPm1BAg9+nC7YqLctsf487YGdPRgB6NzddrAKd+EpwCOClRHjP4rdRNzI8fmapd20dgXWkZdPAs/IbBzeMr8IoKVGzunsW4FqApaZvgcX6oGONsafn11ysCphNv+lTrwWOLzizUF59vh9hsmUPaBQtTfpQpwNkLLvFIL8Dgd8IqCQaWAEsJJP4rbgshihkS0H985NgIUdQOdwEHRA1xFlVVA/8PiABejGAZd1TBlVHCiOI9Pn/wp9DwH/8+1z2PDbqHt9uAFngSpUiSv6xV8/Ng/wttrZ3Z9DjedNv711c/hSvc22l4fbsDwawVFzUJNL+FXjv9jvLu+NzbkbgR3vuMprsfhpvwzaxE3un0prscOdmbO3G2w6ZtBcH/hhRdkwuGwO9zfbII77yle/8PqcP/0pz+NP/mTPwHrygmkvOUVyCuQV+AgKpAL7gdR5fwYeQXyCuQVOCQVyAX3g7sQD7PgfnBV3vtIu/H+GWr76quv4uzZs2g0GnvmAtwtFogs9W2lhZ4SBhSWvAIqPiMihwJU1pl01S5uWSto6m1hD5f9ImbsKXSUAdaNbWypG/itF7cEq6D5pHH4UL1AnPqDwIMZKCKsCDPd0KFbpuBpQBSMpglmhiI6xW6XYZoUnulAp/gckJYSCsR9j8GnoVtWxHc/gBE5r+VrOukjMV7ELjLPEyGgA8ceW8ItwnjENqe4Sga4o/iw1LQrV5AzIwx04mUopo06uydy2yegW8KJA11c18TLaInLEXLMxxEsYT1sFMxspnscgpoMdOQ+dLzDcSGrCSxOKqQd7/H1F3YyPJTMyYKA8Oa5MiDwEdDpPqGv/Yrtch+YFoLucFJg0pO1V59yntEEym4om92e3O7KGvytbPd4vF/nyByK12+hdWIO0xtD9Emy32sNDcfXJqNl6Om2p6ZgrqzKbtrZC1BXh8Ixx9+crqO2upk53J6pQQkUmDJpM97U4+cQ9DpQB+0dzFO81RIDS9fHRXeX4cRmCWorwWWJdro5U8RCBkJmuQxU+z62Zoo43RuuMlmvlzC9OS7eX6kqOLU9EqxaLaLc7EGNJgXkkJzwMQtAJ3EtOJFWqiJoDWvilypw7S7MBA7n1XqAR7aHD9Q4WgZYLis41gknIXgtblVULEbhrJKPqimoumEf36sBj0UC/JYeMDJ1By2zbSmYtxUJQ+WKk2IU0szrx4kvCubkuLM5fP8pKgxFQd935X3G52cTLv6zMzZ6OlBUTUwZYdD5k9UzuNZdw43emoj4daMEUzUkW6PpdgXLtVCYxu+c+lmcLM5n3gd9z8H/culP8HrnJlpuD2WtIH3wPdvx+vK3wJzVwH906qfwWPXEbo8Gnn/+eZBBPcnhzr+j2u12SlynozduPCcK6kk8zP10+1JwpXj/7ne/e9fzeCM/fLMJ7idPnsT58+ffyJLt69iHXXD/9V//dfzxH/+xTLYwfyBveQXyCuQVOIgK5IL7kwprswAAIABJREFUQVQ5P0ZegbwCeQUOSQXI6Uw6mw7JsN6Sw8gF98N/WWOG+zvf+U4sLCw8kAFf7d7AS61XsWlvo+v1iKhGWSuirlXxtvIjmNWnMoX+a/1beKV3GZteEwOfbGugqFgow0Lbb2HV38CHX1jFhQ7DU+kOD52c1JUkqJQiFoXwQhEBOeyaKsGecQhqiEvxRXgPcUE+9Cj0MomSoeBNQTp2r7c8F9WEU51oGOJe4jaKkqEzXoJ5E6KwbDPiQu85A1iKLsK7Gjnc2feoW13GHbHhkxdMXPUU4UeQJZ7nivue55lsIgYTQ5IYhwSIKhAEi4TBZgjZLhnQmjaRVR6HnGbdTOyffU5ivnMfOveNXRzpoaCv7ExCuAx/TQTOpq5DtbLnPW37HiwrXF5vDwYwyL+e0PYS2+PdwvNUhK8/KTA26xA8N2dtA3axDu/2DWi7jIX7K6cegbJ8FYo/jmeJ+1+aNnBsJdtNLs8I741iDUqlCmX9xphrnziXgWWi2BwXrrm/NzUDZWMDiHITkuelNGahNaaA29fHTpcO9HbJQK09LtZ3q1UUtptQRs5fEDINE0c305MIRMg0p0t4ZDsdoMqD3qxbWBhxtFOT5yRZxU5vvzHbwPRKenJh1L0udZ9dQLC2LCtD4napruHsiIh/vQycSJTtRsPA4tYQZ7NZ1FAZeDCiW27VUtBwiZYJe90NLfO9CvBo5HK/XgxwfKDIe/ByKcBZ1xShnUq2wolATQNX4ZDdztaCj6KiQgcnJF30iJpSFFzWbPyXpxxomg5d0WH7w7FycpRudIrlFa0IXdXlvblqbwuC5kPTT+JXj/9o5pPz7Pp38G+XngZd7nNmHXTQx4198Psc2jtrZ/DPzn00c+VIvH1ScOe+FN9j5zp/p9hO0T1ucbBp7GAvl8s7E6l7vhzuYoNccL+Lok3YJXa4v9kE9yNHjuDJJ5+8f4W4Tz39xm/8Bv7oj/4IDP9lrlLe8grkFcgrcBAVyAX3g6hyfoy8AnkF8gockgrkgvvBXYhccD+4Wt/tkchv/+Y3v4kHJbhf6lzD17a+hRu9ZTi+g7JeFof5lkP3qoJps4H31J/EO+tPQFVUvN6+jrbXw/JgFbf7qxKU2vMGKGoFwRhQAFKVAE5g40cue3j35XURkSjBmm6AgeLD9EKUBPnfdLSz0dVpqmlHe1JU7wUeihF/nSJ0LAiPomQ4WSeomAQ6RhziO1/zcy0lVBPlknS7M7SQonNSGJcwTcsU0YuNIZl+ry9ho6MCett1URlBrciEQQAYIyiTEG3kQ7OssVvEobCdgVDZ7rZk4sIcYcuzAxG4KNZNQL2EIaIRl2LkiOFEgQffsaFN4LITMqEb6YmBZDdZPHZ+z2m3oScmB3q+i1Jhbwef5/opdr30P7Ch0gWcaFnH3e2Z8/qhiMzA3P02TpjYt1eFp8+mzC3CvX0jU8iO+zROnIFiFuBde23iYTj2G1MGjq1lu9DDYx2DSvZSc5zpzs/7xQI0ThJFYxs9mHLsDLxrr6e+rRTL0Gs1uf/AMNhBmrPOjXuVEvRuBzpv3pG2NlPDzO1xZ31PVwQXU47CS29PFzDn65LV0KyYaIwI+I6moi/ievqa3qyqWNhOY3hIXukULVTb6QkKZfEMghuXUyPMQsssVXUcbw37XLcQoWWGuwZHjkO5vbTzja35WTRWhtie7zVUPNpMCPk1Defa4dejaJmLZQXnIrb7DlomdsN3dXmneEQzmeHzTzxRGAQN9HUNBaK3oIA/F/nEbfk+ni4N8H8c8+SdlsSR8dVEQd9UDBHMZ4w6CpoFx3dxa7Ah7vZ/cf6TqOjjK1P+x9f+P3y7dQUF1cj8nH8n3Bps4qg1hX9+/hdxojiXeT/z/UukDEV2YuqIhiEuJm4MNk1y1ycFm+73mbyb7Z599llx0B92hzsnJn7oh37obk7xwPbhyoTnnnsOueB+f0r+mc98Bn/4h38ozw3v0bzlFcgrkFfgICqQC+4HUeX8GHkF8grkFTgkFcgF94O7EJcvX8b3vvc9PIwM94Or8r0dKRbc3/Wudwl39H62vjfAv7v9DF7vXEVFL2HenIETOFjq30bb6WLT2RahvGFUUdPr6Hg2NBjoMrDR3YTr26gZFTxROYuCHgpG7PM7zZexsNbGZ14JxBlKN7vm+eiqPoou0C/oKBkFKHR8G/oODoY4BDqI6c6mg5uOd4pKyT8HdMYTsRA5ppOivAjGxNVEonYsZidDPUXo1RJud8HGDL/mOSRRMiKCUSz3feh0pCaa0+sJFocoiFjQ79ONrQ4F/nhzccJn8dz5/QxRndsrppUZ8MlzJkM8xukkx9T2bVQnoF64n0pO+SS8C8X4akUEP6/TGXPcsy5qqbiru1VWBmS41vtkwhMtw+vJCZM9+uE5URTXKuMcdmHqRxkA8fVhJsB+w1SlDsWinGOcE7DXc8WxUGwniibZdhPdtRPnoK7fDENpZ6dQXg6xMFmNzxlxJQtb4zx4Wf1x7JjUTtlYG3OVx/21GjWU1zcFtZTVkqJ7oGpwj86i1GrLpu7sEWjLNzP3uzldxML6uHte3OxVA0e3xicKVmomZrYGWFuYwkLb3pmo6hQLsHrdnTDS+IDcfi6jn7WpCmbW0+ierbIprns1eZ5c0VIoAu0E5kbT4RVL0NrD/VumKsJ/ITGBcLGh4mTTR6ugQyvVMFWZp3IN2+3DJws9CLCCAdx+J0RZQUHX0GGyD2YZ+B4qroeFfiCTi6/XNVxohffJJjV1KJlomYGpY8oBukUDZUWXFStyP1Nc90N+ustJPjusX9dzZZLN8Vz8m+kBvjDDybqwCPz/aC4wgoApMBQdc2ZDVist9ddELP9PznwUx0fEcvbxT1/617LNESsMv85qdMpXtAJ+89RP4H2NR+TYdDgn2esUiZONLt0kGoZu9gcR4r3X85v8PBfc76Rau2/7ZhPcubLimWeewWF1uP/mb/4m/uAP/gBbW1vy3OQtr0BegbwCB1GBXHA/iCrnx8grkFcgr8AhqUAuuB/chYgF9/e///3CB8/b4avAgxTcX2ldxHObL2DD3sKZ0glxuF/qLmHbaaHn98Up2fF6Ep5HJjoxIaZqwVQstL22bF81KqjrZTxWPQ0jYptf3XgVn/rKMuqeIuKfF+E0KL7bFJd0Cz5FJEOHS4GdQqKioOM5KGuGCDnCEddDlIytBLCogFGEpUAeuZKFE063enTZGCCadKqPomQYBBo7SUWkonhKpEMC5ZKFkvH6NrRy2hU6sPuwrPB7dFxTBOY46OxN4hjkc8G/DANb47tMEDPWuKgeonSCTPe1jK9SDicBiGpJiOdZeJv4WBTRA0HFZDu6xTVeHophXq8vzu1UyKyErE52t08S2+MxEOMCConF3UV7uc4TxPZhXy1x4cf3StakRdbT7JDtH52HuPn73V3PiX1w3MTITGqZortVgF4uQ+mHgaWUXzeqBqY3sgNMuQ1XfbSKOhrbaQF7e3EesxEu5lbdxJGMwNJ4bMvTRRxZSYueO/cAcxDq09DWVrC9OIvZZtrR3pqdQWV5Zew0WeOt2Toaa1tjn3V0as7j7nRfUXDteAPnR9Ay7OBGycRiZxyh05qdRSVi1ccHcnRNHOBWP42oudLQcXpjiFPh9llomc1aCfVmN3p7hL1ebZjipu8UQ7xT1Q1gmyoW+0Oe+3K9jKPbw0mGtYKO6b67089NU8FRh4iYsF0saTjd96GW6rjptbDitnG052N+ALxSAR6L0DJLhQCLdoiWuVIGzvTD5+lGRcMJtbQzGSaTXp4LTdXgGLqI7nzTtVQGQ+uwXQf/zUIfl8rRrIMo7unLw4kBiu4MPN12eqjqJXxf/Qkctabx3sY5nCjOyA68vv/pd/8NlnqrItAnsy6SPa4MtlBWLHyk9F4c71dFaOfPa3FjsDVFQn6fwuZTTz1118GmEx+2+/DBm0Fwf/HFFwUrkjvc78MFT3Rx2AX33/qt38Lv//7vY3NzM/+Z/P5e+ry3vAJ5BXapQC6457dHXoG8AnkFHqIK5IL7wV3sXHA/uFrf7ZEepOD+5fXn8cL2d1BSi5g261jqLePWYFUCN+tGFZqiYt3eQtPpwA0CmJqOqlYRxnvX78NQDMHJFDQTxwpzOFM+Jqf5vme+hrlWH2pkBjboViebvWTBhCbIGgWBIGpEjNY19AOXsarhdglRnfxuombYkqx2QYgwRDViqQuGgc7ymK1OrnsCJUNxXVHUlLtbHNsJdztFftpEOZ642b4LXTdkrHELkQ9kzic4x76Pbq+DIsY57Nwv6bKPRS75fgbSRBj2Ga53CsSKYUCJxiei+3bIR+fkAycwstzrgnQh0mcCZkaEf8Pc6Tc+z5i9LnUhX3+CWM/tOXGic/Igttlm3PA8L0Tj3O15YKipRifsBCe+1I9iea8LqNq+GexyvSmCJ/p1m82JvHpxpndsaKu394gOBrrlBozmJtRocsmeP45yez11mhTUu6aBamuy6G6bvIbWjiu7WSuiHijC8o7bUp34mew+OObWTAPVlewJAts0sTZdxIkRUZ99c7LIKZZgNccDXil8u0SccCJmpC1XdMxvhRNOci/weZ6bRq3Tw7alYaqXdu1zjNslC41uuq+AiCRjJAAVwFajgvpG2uXuIcB20cB0Z0R0z0DLvFpXcKYZgIgapWBh3tXQKmg41h2uVlgxgRmboczDtlQAjieG+GpZwSNRgCq3eqWs4bEoQJVfD6ZmYG2HdV8zgIanYBseVhQbg8DHo61AQqJfrgV4oh2+T16pAo93NThEyJQt1LXhM8RVNZD8CQuBAhB9pQfAQFPAnNZm4OKfnRygq3EyNL2sgdci1ODDq8J3tgITJkoyIVjSLDxRPY7fOPnDqOpF/MvLf46vbb4KTdEkdFXer74veTr83fYcbKOHhl/Ez/WfRF0pCvIi5q7zdyt6/slw7/f7+NCHPrTbY/6GfZYL7vev9LHD/cSJE7hw4cL96/gB9RQL7vPz83jb2972gI5y993+9m//Nn7v934PGxsbgmTKW16BvAJ5BQ6iArngfhBVzo+RVyCvQF6BQ1KBXHA/uAuRC+4HV+u7PdKDFNyfXf8HfH3z2yLGUJC93V8RZ/us0YAZYVdu9lfQdfvibI857cRfMGiUQj1FnabbwbRRw9tqZ/Gub13GuRvrUCmkR/gNCfAsFASTQMdm37VR0PQQLWLoIEqGIjyFoFA4j1Ay3J9hgZTnOUiK5pHIneS4s7Yi3EeCsHDMFR+FyHEvnzN8NIGEoXg16jrPcreLkD2CkhFBeAQPQ8e+VizB7XQBx94RdeW4hXE+u7jRM0R1BpqyVlnCNYVxrZh22lMMD4VxZaIgLhMYGccKhbgI45OBuwkF/aZcj92CRXec+ru432WyRDeEf65MYp5QrBX0TnEnlHbSc8MJFLrg4wyAvZ4vqcGI2C7nz3664/gcCUdd30IwGKBTnUFhY3lP0b1ZqKLY3ka/UEYVzDIYsRwD6FIsFUd4WihOjr/NkFSKq56PQb2CBic8Es1jEKYFzHfG8TNyrysqHKMIs5sWqfnZylQJlm5iqt3PPJ9OwUSh50DNCFhtVssoM7Q3wpgkx3R7uoL5lW3YlgGvUUOtF7r010saGh03jX/hO8PSUOaKlCg8Oe5LmT0Gf+XG2OW8UlNxagS30yoXUW73UuPxNA0DU0OpFzrib1Q19C0VNcXAMWcop2+aCqpOkELbXKpqONsahttShJ+2AT0aTU8JYGsK6lHZbUXBwNBQdcLrs23pKLveTp/fKQJv74fC+obGV1mAm7AB20HDA47YCnoq0DM0zLjAUkHBoqfJMx5PCjHbQue7jaI7J874bmH9dR2O7+Oi4eG/Ot6T8OkdzT1iuccyPDfne1pHEQW1BMf30Pcd1PUiHqkcwz8792F8Y+N1/F9Lf411p40Kp0V9NVTpZXVGgI5qw1R1vKt4Br998ick0DELacXt3wyCO8f/nve8Z6/Xxv/P3psHW5LddX7fk3vm3d++1L53d1UvagQIkNQCh8MMQYTtmCFsz4wdZoIwEGzC7CAhge0ZB4hN7MOqAeYPO4DBY8OMMVpaS6BBUndXVVd17cvb97vfXI/jdzLvu5l5875aVPW6Ssqj6Kh69548mfnL5ZW+53s+37ft+6fN4Z4L7o/mVvnu7/5u/Nmf/Rk2NzcxNjb2aAbNR8krkFcgr8A9KpAL7vktklcgr0Bega+iCuSC+/5d7Bs3buDKlSvIkTL7V/MH3dPjFNz/avnv8MnNzwtBnZzkDieRjMOQdMFtJwTBrc4iXO6jopShSyFKhiRwwssoTIEuadh0GsIB/rXrHN9x24FJ4YdBAFsGTEkVYq3reQJV0PEdWJIS4VwilAw8FCJZS4i3ESqELOx9VrtwJ0du8BAFE24rBCGH0CwDvrodeNBjgaKCyR4LJRUceDqDhJOdQ4/9TOOKMNWUEJ0lttPxcCbtBo2S+O53uqGbW9eGxHPhBs9AzOxONmQElvZRMln3j09OYUK1RFz7eB8xsTBCwKd+JHCr1ujwUq/dFeJ3/zqk9y+OWSb+9OjwUeGQJzd/dA1GucpDBJB+T8SLqDdngkcftFtDrPn0MQqxvVgc6b73ms3EqgaaJPE2t4SLvt/YzCH4d29EvuHRT7E7MS2yDUiYHtXahgrZdqHtIbpvWSo8q4DZDPQKjStQLn6AgjM4xvj+eoouRHvVHwj7DUNFUVWFy3rJ1DDbGg5JpTFWTQNTzWFmO323UNQx3xzejibNVooGKpKMSipg9VZRweHG8ATDUlnHXH14LGdsDupGUnQn3dqWOMpO0sm9Nl7G1HqM2w7gTkUD12TUAgnjfih43zR9HO0mV5+kBXaHART4WnEH+7hSlHCqNZjwuGpynOwOJlJuFRQciTnlLxY4niMVnRBBjGNbkTBNdnQAF8wAZ+mlSMejuGgGHg62fWxpMo5GFKE3SwzP9WQEhgElmsCiCRaa5BDvRZoI8lzYEoPBJNiBj08WXfzOZDhAnyxDr8a+0E5/0molnRUQRCuMSLwn0b0EA+/yD+LZ3hg+oV3HLWUbbeYIjrvGFOGst0G5Fzpm9TG8//h/KVjwe7UvfOELIOfzk+xwfxoEd0LzvPe9733QfzLsa39ayfDZz34WT4vgTvf9xz/+cTypDvfv+Z7vwZ/+6Z9iY2MD4+Mh8ilveQXyCuQVeNwVyAX3x13hfPy8AnkF8go8QRXIBff9uxh9wf1d73pXHtC0f2V/oD0tLS3hjTfewKMOTX2reQd/ufQJXGq9BY/bQjDmnMQ7kmwkqEwWQaodvyNwMpPaOCRIaPpNaJIhzoECUlWmYdNtYqwb4ANXJZR7gXCsexJDUTVARklqFHBIGAiZXOoSoWQiYT3maCfxV4lc6sJZHnOzkzg+4ImHGBohMJGYS474CBMiBOBYX4GSof/FOe3kRo+5zoV7nhP2JYaIEeMkES1C6KfA1pQgLsTwlGhNom3Q6STGpOOl2tCxxvfVvyGEMGyGtY034eYfEXYqXN7FImzHhtLtJnApQjAmzMwI57lw5RcKI+9Hv2tDKZcgBOkI1RPvHIbS8sww2H4/gaagQNPYxAVde97rJUT8EGtDuJy+nzj7sHaZ7dFx+602Xf7R53APsV3cQ+Tkb5HorsDr2fA3t3fdvfGB2cxh+Hev7ym6N2en4DMPY+vDWJb4WDtFDVajK1zsWa1eK0IrlVFcH82Op/DQYqO7u5IkPY5wi68uiHMJVA1u2ULBDoVvgZ4pWig1hicGhJO6Og11c3no0Oi79aKOyVYSB9MkZ3vRQsV2oaZc6yQYb2sSxu3kuYpj0EyUnSQeh0jpnqRA95Is+wVTxnwKIUNj13UVYz0XdZVhs6zhqK/ijgWc6CRXGFyzfJzoDJ5xWtVTV4EJ4rlE7YYJHIvNAZBPvq1ChJv223WT43hMdF8tWZiO6iFEdhWY8sKb8roOnHCi/AlwrOjAPLGFAFwygVM9hquyA0JXnW2RSA9sGxKmXYZ2QUeJhRNZIqxVlgXHnVYX0USapykilLodePhY1cbfVsODFGfTF9wjdzu9AwMuwQ+GMxgOoIofrHwLiuUiPu5cxhfbN9D2eyIMlt65JLYfMCbwPxz8FswZ9xYBn3TB/dVXX0WhUHjiHe654D76vf6w3zzpgvv3fu/34k/+5E+wvr6OiYmJhz3NfLu8AnkF8go8UAVywf2BypV3ziuQVyCvwNNdgVxw37/rlwvu+1frh93T4xDcSUj5o9v/N/5++yJ6vAXOPYCRHB5BCCKRhsJMTckUgntRKQixx+EOSnJJiD51r4m214Xr+viXV1RMd7gQ1Yk3rZqmENVVcmW6nhCLfNcRLvC4i70fiEq8YhJ3CMMRd7CH/PEAGhtw3OM8dI8QDjGUTCiID0SltLvdJ2GX3OWxCyLwLjEHPH0lEDUx17wQvSjIMyWIC5E8w0Eu+lpmiHuJ7YxctPoIB3smt70/GZA6lvAYQ0xLvx4kPjMxadJHxfChc+ifNtVbJoF7hFrt+j4UTd/FRrRaTVgpRIrA5RRGu+PFMQqczXAfr0XO9FB4DMNvlZEs9f4xC7Hd84VbPd68eh2yOizU+64nJiPup3U6bez02qht7i2U7yW6++TyNzXoXoD6eA2l5fU9d92olVBY3w4RIbHmyxK8agkF28PaWAGT68NomH73xlgVxdXR+2lNTaGwtIz27BQqKde6rWuQqEbusPucKxroP9ZKusdpv21NEitYrAilsm1KKBolWJ6P9VoJExnhqg1LR6HdG0LLcKsC9JpgKYSNV56EvDMc4Hq7pOJQij+/UjDh6TIOEiImukdbEmVEMFixBQB1mRjqgBkMHsg7OschOynMXzc4jscCVG8aFG46uEAbCkfZh1gpQK0uSzA5/Rz2uW4EOO4M3kGXDeAZO7zXb6kBjvjhd3SMNFtUChg6CHBd81FpOwLhItAyYGhYGqpStHqHEDYMMMBgIwC9yxS6RoGPHebjw5Mt3DbCg6Ajo+kNWgnS9737nAnBnepC/6O3Pe3LknT8ynPfiYNWKPBtOy18oX4V63YdK3ZTvOsLsomaWsDX1U7gqDW1Z1ZDLrjfzxtn7z6vvfYa6vX6U+NwP3DgAE6dOvXln/hjHqEvuE9OTuLcuXOPeW8PPvz3fd/34WMf+xjW1tZAx5i3vAJ5BfIK7EcFcsF9P6qc7yOvQF6BvAJPSAVywX3/LkQuuO9frR92T49DcCd3+5/d/Q+41lkUwoxJuF7mwwls+AgBxcL1zWQUJAuGZKDpdYSYpUkaTNkUYs6msy1c7t9zQ8bzdQbFCwSjXTJ1SF4gXNHkOJeI244ApAUJZrYUhkDGXeweCbyRE5u26buy6X2gRAJ1GiXT5h4KfTEqEqDjaJOQ867uikMCJENohhh6RfRJ4V0E2iSNkiG2upbEwwg0DWlmKZwK4XO0mIDftbtQe44QyUxtmOfu+J4Qvwn7kG5t30XRyBa1s8RsEp+p7vfitpMkNwoDE9ZZSrDr6TqwbmdXoKfxleJodzydh+v50DLY8P37y2+1iAwkgk/3QtL0a+K5HtQMAT0gZz9PuqfJVZ8l9Gc9h3RPrG1vYK3TxIluUvzO6j9KdG/MT2FsZyDY18fGUFoZFo3jYwYzBwGBqhm0+vwUxush0kU4yksqJjNCTvtbrFbNkaI8bX93fhxHt7JDVhu1Mkob29mvp9oUgs1VsCiLId5poSRhvuFhy5Rg6ibKlLgaHe+KJWGmNcyX3xyvYSzDsc9mj4AvJWtAY9HnweLNxLF1JQ7Cy1Qdjq7MsDZm4YgjYbmk42Aj6bq/XVJwuJk8jivFAKeiwNLd+2p8FkrMzb+tAFYA6LFb6poJnIg53y9YAc52Bs/rRYtQMjGR3Qpwphf+XJc4VEgoRAL9RTPAcxFa5pIR4FknnCy6bPg47ai4LPXQ5R5ebEtiW1PVYagaPJrM1AzYvgODM5A0L3Az9KwGAVaVAO+fbiDarRDbSVCnCT/6uxdICEQiBvHcaZ80memL1Uz/7MB78R1z37hb64vNBXzs7iex7bTR8ntiZQ6FVxcVE88U5/Gdh15BQRlejUMD5IL7w/62H2z3tAjutm3jM5/5DJ4WwZ0q/Hd/93dCzH4SBffv//7vxx//8R9jZWUF09PTX/6NlI+QVyCvQF6B+6hALrjfR5HyLnkF8grkFfhKqUAuuO/flbx+/TquXr2KHCmzfzV/0D31BfeXXnrpkf0fsFc3Xse/XfyPaLhtmLIOQ9JIuoETdOAEJI37Qqgh2oUpUYCnLDjv9JnMQockiTWO7+Ob1zj+8bIMzQ2gygq4roL84yTQEHeYNGnyUpJoR27qDnxYkIXwzqNA1L7jnWojnOUJXEyM1R77jhALhLjZRcmQKCiHYatC+OuL4XG3e+Ru71+DECUTspF3PxNBrVICwxJiTAahrP2+ncBDQU2KTv1JgfiY1N/vEJrHFxz7eAtDS3mm4CyEfwpQzAjfbLkOSuaw4E3jeVtbI0NSad/kZ9aiVQFZ96Nwrme40pu9Lgq+L1zrUsHa0+XqEUYmNUGR3hfVRNQ/w72f7iuOaQ+3ut2oQ4vY/1TPBxHbnZVVXJE6ONyTcFcBjnWyuejxY0oz3f1KFYpnI351BTKlVkVxbXPvx56E5TtXRR82MQPWa0SyaLgZBXWS0FzuZR+XCLUsFlDYHnaj79RKqAZAT2IoREGi6YPZGa+gspaNrhGit8DoDLflmSombR+GmzwuQrvojpcQrMWzTe54y0SxlRL/6R0xPg2eQthwWQF0C0i57G8VAFdRcJBrKPJQ9KaVMj2FoUz5EbG2YsmYiV1P+nbdYJjuxSZWdFM49uEOEDaXCsAzMYz9tszFhGHfHU/i94YGzNCSFcpCAMe6xjAb4WJ2JBKoGazITX/R5DgbKeHkbKd3Hznbqd0yOI5GjvhrBsc8VHFCAAAgAElEQVQJVwGFpb6h9nCyGWBB5zjj6WCahoAxKIYJ3wnvNXrP0gSmTeGqQYArWoCfmqZJn1Bs73v36W8uOeujdwl9TlkcgaC6S3i5ehwfPPUdYtLvWnsFH73xN1ixd0TAalExoDBJMN/bvo0xtYizpQP4gWP/aOh9RueTC+57P+73820uuN9PlR6uz5MsuP/AD/wA/uiP/giU3TMzM/NwJ5hvlVcgr0BegQesQC64P2DB8u55BfIK5BV4miuQC+77d/X6gvs3fMM3oFwu79+O8z3ddwUeh+D+qY3X8G/u/jVaXgdjWlmI6P3mcxe9oAM3cGEHDsBlGLIBO3ARcB+BcBITjIBhvg381E0FqhugwBQEugYiDlOQn84kIchrTIJwokNCl/swmRy65yOWuRDGGelAhJLhIqSP/pM4yfRktJZCkYgH4LIs3JuMA7obImjoc+rISYCPCedd34OlDIJUA5/wK0pCJM5CyRCGJM53p7p0HRumnhTWxSSBpg+JzoHtZIrdNG5AEwzELo8xZkZx2wV7XpYzmebClU/hohk4GMJMUF2CbiczTNR2HRjWaGe6OP49hO1efUfw2OU9wOlCkB8xUdC/zwQ3XRS3C3mPwFXqci+xnfo4ngul1xP3pWya9/V80THYS8u47XdwOAjvDRscdxWGY51hh3Z60Ljo7s/NQ68Pi9akqXYKRVhbOyOPSay6mD0Mf/EWlKkZoDXcd8dUYHZtaCPmAgJxL0rgrQF+xtE1KAULuuuhVbBg1JtiEizdyJxe1xlq7eFzpmPr1sZgbmwkNrMtA1KRVl4wmBQQnGoLZQ3z28OftwomjFYHcvowCoSWaVGKb2KkVqWCwvagHksm4aoMtFQJJ1OM9iVLwVybqOuDtqVLqDhBYn+rBsNkjyO+noRNHwZfvT14D4JjVQPmIkGdvki72u8YwKGYqf62znE4hpK5aAUiAFXcw+BY0BgOR4L8ZZPjTISZWVECTASymKhclwNUoEADw3XNw6Qr4U7Qhcw5TruqeMeSy53T5KLtiFejmGKQJdBqGLq8nyw4+O1aJ3xtikU4DJ4vg9IsqPUZ7/R38rtTQOrJwix+5tQ/QVUt4CPX/i98oX5TiPmTWinxjiPW/Kpdx6Rexv948BW8a2wYI0KCe6fTwbvf/e77eg73uxMx3C3Lwssvv7zfu77v/ZHgvrOzg1deeeW+t3k7OuYO90db9b7gTv/um52dfbSD56PlFcgrkFdgRAVywT2/NfIK5BXIK/BVVIFccN+/i50L7vtX64fd0+MQ3N9s3MRHb/wf2HTqmNCqUIZc1wHqbgMd3xaOxym9hpJSxJ3uMnqEFxDhpwz/6i1FoB1MyFAIoeIHoNBAlUNwfwmjQE5NEuEF+oDEHsbg+z7kfiBqhI8hhneXUA4qccPlkJceBZsKDA0JQ9E2fir0NOj1AHLXuy665DV1PFjSQFwPwz2Tgrxw0lOgaMw9TkGExGOPN8F8Twn1uyGrKZe4EJop3DTlSPdtezecNLDtMDBUYkJIZnoSU9PfNx1fVoCq2Dc54lPMedpOBJTShIFpoOfaQoAm3MTumLQ/04hWKAzfkeL4rdHOdXL5C53Uc0ey38OgVjVT7E/UVYSZFsJJlk5r5HhiUqRYuufjIwT8dhvK/YrtQQB7cVlsc7uq4ngkftKOSHRfUCQc7QyzzdMHQqI73Z/SzsrIY/QUGY6iwsgIKO1vRHWVjz8LLFwbOc5yScHMTjJINN6ZV8bhba9B9ukJBbozU6i0B27yrVoF1RFu+21dQqHnDQWe0viOpoJ+L5tOKMiTkM8qRViOi6ZlodBoJjIR+vdio1RAuT7MxL9rajjQHj6PUWiZqyUJh5o+FsdMHHNkULZEkxjtAUchxmOn/d4tSDiYwtncKEk41kw631erRUzvpAJjq5PAzoCHf1cPMG+TDzwUqunuX9GA+ZgIf9niOBMT/t+0OJ6N0DK0x0UDOBj1v6sC8x4TbHZqN4WzPXw+L5g+ztlhQOp5+rsTThZe0j0846i4wxwwx8W8J6Fr6iiZRfFOZbYtZiBtRYEecHR9F47E8AelDv625AiUjB9Iu173/jxHX3Snc9MlFcesaXzg1Heg6XXxL6/+JRZ7W5g3xjIxV3W3Azvw8M7qMfzPJ7596H794he/iHa7/cQK7p/+9KdhmuYTLbi//vrr2N7ezgX3e775H7wDOdwpkPT5559/8I0f8xY/+IM/iD/8wz/E4uIi5ubmHvPe8uHzCuQVyCsQViAX3PM7Ia9AXoG8Al9FFcgF9/272Lngvn+1ftg9PQ7B3Q08fPDSv8bNzhI0SUVVTQZLOoGLHYfC8nyUVQvnSidwvnEDDY+QFSTZSPi+GxJeaHAhnMuqBtUjFAsTojuPrJXkUReBp5AEkoUc2+SQJywCiZAGQWEocJRQM74DSw5FJhGiScF+kYu65TsCayC+E4LzAO8iEC4kPPX57/S9R/gaBnJrc98TQnwcW7IrWseCNum4fEmGGnNuhyiZYCjMU7DTU8LuLp4mJcKHArSSQNQEjoOg0xbnR677dPNcF2oG0kWcv+2ODCr1e71dYZ/6kpjcZ5t7ArkjixDbrEbXhyYtiHmf+T2J+V6ImqFx40Gw/f5CPCd2eipYNj2emIAoDUR0QsuQJJhuYgKgWNwTXUPb9CcaBHefJjNijP5R59pbWAKx328WJJwMhs/Zp/ugNA62vrz3oyvLkI6eAiIkzKjOXU0RojWJ2lmNVcbBZA4mqeDNEUx1CtqcmEBhdXXkMW3VykJUr89NYaKZRLdQneokgm9nh7CuVYuY3BzG0tDO1ks6JrY78FQFPgW1ktAbta1qGbUMDnxXV6HYLhS6t2KNnuEtQ8V4NzWhQc/xxAz4RrLmd4sSFMPCgZRGT8zzMzGOOu2ioTDovp/A2dBe2hoTk4P95tN7SzOB7kB0t4tlqC3C+Qzam1aAZ2P7WNCBOZsmD0PRXOBhGFCKGPY0EUD5B31czKLGMesNRPsrBRmnO+FxrCocYwETznZC4tCxT/oSXHBs6gwznow6C0R2RoFLuKi7oAmo2S4wVihDUTXxPvQivExXU0Vwbcd30VEk/Fi1iQWR5EpW9/Ccogzm6ATDkGpyuD9Xmsf/euaf4h/q1/Gvb/9/aHhdzOjVzPuMMDPL9g6OWVP4pbP//VCfXHDf+5VxP98+LYK74zigCYz5+XmcPn36fk7tbe/z8Y9/HOPj40+k4P5DP/RD+IM/+AMsLCyImuYtr0BegbwC+1GBXHDfjyrn+8grkFcgr8ATUoFccN+/C5EL7vtX64fdEzmdzp8/j0fJcKdj+X9WPod/t/wpbLsN4XAkljsJMy734PgUpecLkeagNS3QMIu9VQTwhDD6jVsy/vmiLIRNVVJgRvgXcoOTC931KYhPgs196ERwj8R20qQ8XYOh0qekCAdgConwEeO973rv2cIpTo0CRVV5EHzqOjbUmAvd7fUSPzu2Dd0YIEVIJCa2QmD3gEjIz0LJiABXbYCgEYdHTvqUk1z0U7QEFob6jkbJDIvz1N9rd8ACmoRIBqWSmKUqakKg7987e6Fa6Dvhlk+hXrxGI8Q2kys+qmn6XuxPLOyFYhEieQw141M4a2zCQtQAMmRlOPg1vj/fdiAVCwkRXQjm3W5CdBf8+sK9xXYau+05KJjhpJHfbEJOHVd8/3T9rm8uYy4KEV0qazjk9knXycoQG3vb0DC2E4N5p4rHDh2HtLkETB8EXxgO/ox33zZkmF0PWop5Tn3k+cNg9XXwYhW81UzwxONjiCzjyTnw1bsjXym3Jos42nAyVzI4qiLwO5YzzKah67BdK6O2mY2/WR0royQrKHeT4aTk5G6oEippAZ2ClWsljG0Mj1fXVZRsbziQNYaWISH7jghFlbFkSTiQZutzDhLADyQPB9cLEo6nXO4LYvukyx2TB4D1hUQdrxZknGwPakPmdY/4+ZGgTp0vWcAzsbmMS2aAZ7qD+/6SyfFMP7lUoGiI395nzTPYioSyFyrg580A56IA1eu6jxNuOPlzQ/NxzA/fRxd0F2cjxztha5gXYMN38bJWEe8Jum60ooXwXY4iiwmOVuCBwl+/u9ZCEBHD+mI7ud7DFmZx0CqmWa2Kl6rHcMgcx1+u/APaXg8zxijB3cOKXcfRXHAf+Qx+uV/kgvuXW8HR2z/Jgvv73/9+/P7v/z7u3r0rgmjzllcgr0Begf2oQC6470eV833kFcgrkFfgCalALrjv34W4du0a6L9v/MZvRCnmON2/I8j3dK8K9AX3d7zjHZiamrpX9/v+3gs8/O6tf4fX61fR9DtgIkIv9G0SoZ2aLquY1SdwpXVX8NxlxlG1OX7+qgZdkmHJKpSAEByB4KqrnAuEDDnaCSkjC7g6GeJlwNBBmpWuhIISoVX6WBRyfPfFbpdY3PIA9RKiX8JtHBKjyRUeicq270KLoWO8wBduzbjoLMIFI4GehKmdXgdyEKC4KzpRUKsnAgnjKBjxWRZKRgScJoV5IQ4TU30PlEz8wgjR2TSF8553Q6c7NRF4yjg0NZxsiLcwjFXKdKCLAFpC9qSOS4xJOJ5GfU+uuU8u5OJorjtNPKRRM3TOsAmNEx67cP2PcOX3z0MgdAi5E02sxM+PJiyYHzqe6XeAYlojMTPx7ZoehccOVmiIOnU7mfvgngcKSPUcB9csCQrnOBHDg2Q9PKTFb+oyphrDCBRP0yAbmhA4Bet8bBzm2mj3OY2/UzRR2GlBpuyCqEkHjiWRNBNzCJbvjHyWOU1YaTp4Y9gJ7ykKnKIBrqgop8NJoxHXCzSJQM/8cPNkCY5MEwNJFZuOdmOqjDJTUWgPs9m3TRWVlk3LkpP3LefYKOqYaAxvg5kj4Es3hw5CoGXqG+iUTJRjfPi7lowD7aQrflXlGLc5lNjZ0ATehsEw1UsK7I1aDeXtZM2alSpK9cGEQI8BRISpxRYiXLGAUzGBPRThgXJszuKWHuBIDEt0w2A4ZocVJq2dazpMJ+TL3ymoOBxNHpCzva4CkzQggLfMAGfscBWKEPIdNeS/qxyHPBnLMsc0FPhBgDeZjReV0q7obrs2VN0A830RdtoFx+uqi5+vhQcvcqRj7z3xIWchUoz+ZBJMWRNYGpp4nTOqKCjD76IdNwyAfmf1ON5//NuGrl/ucB/56N73F7ngft+leuCOT7Lg/sM//MP4vd/7Pdy5cwcHDx584HPLN8grkFcgr8DDVCAX3B+mavk2eQXyCuQVeEorkAvu+3fhcsF9/2r9sHt6XIK7EIJ8B3+9+lmcb1zHir2FrtcTpseibAmHOwlXPvex5TTFn4Q2+NAVCfOeIvAvJG4SMsbgDIQsIbk+FNx4yHIn8VtRBYtduNijoFThOicUBwWlEm6CRHT6O+3P96D0RXkSsrWB4GN7DvTYzyRYsxgCxfY8GOpADBeu7BTeRISi6roQ/ImlLmYECF8TE4FDx/dA6O9fu5EoGTr3lNgdIlqGQ09DcRy7/cPj6ArHfM93YRoURDncAodwLtlhoIJ3Xxi1nQMoKrjdhZQRdComC0jcTk0W9I+ARGpismehb/xWC1KE7tmL/S50Pc8DJ7b7CGQN9SF3OhVHBK7uEcraPzZazaBl8N3puGRlEAQs9u+S2L4ijoMa3Y/1+VmMrewtkFPfUaL78lQ5IQCTMLpuqpjKEpdjl7ReraK4tiEkYhLtdcLmOCmb9vQhBHs55os18M6wE743P49ifRtNTYbh+FAIaZTRVipFTGU4z6lrs1iA1UgGrG5Mj2Gm42DbUFDpOSBySro5E7NQV5KOcerT0RQojgvVTwrgAnZSmQTfXksONTkvJm/YVhIt01AAzQ8SuBja8E3Tx7Pt5MoKQrkQ+iUxqWAUwlBWbxCs2tJU6IRwip3PdZPheDd5gjcN4GjsEl01GU7G+iwrHJMeQx/YtKJyTHjSYCJgah7YWNo9z2sGcDIS6K/rAY674f26LQUwmAyLMzSkQGQhFAMJC4qPWV8W/PfzOvC8p2BNDrDFfZyUDCGa0z0deDT5Z8B3HTHpSWf6b6w2/qJAodepKRYeImVUKKKvB8LXhJOu4n3NGGb0CkrqINeCJjlXnYb4/F8c+ma8s3Z86D7IBfeH/W0/2I4E962tLbzvfe/78gd7jCM8jUiZT3ziE6jVanjhhRceY2Uebugf+ZEfwe/+7u/i9u3bOHTo0MMNkm+VVyCvQF6BB6xALrg/YMHy7nkF8grkFXiaK5AL7vt39XLBff9q/bB7epyCOx0Ticuf376IT258CVtuQ4jwxHUn0WXV3kLL7wqBmMTE/24B+M8aoWhKwYwqCTYcaDNfMIaJV05CaU+RhKtc9zkgh2K6EHYjsTXBa4993vRtlATaJnRmk/rfF8LJdWnGxPS4K576u74HTRmI7VlBqW3fQUFNitYecc6DkPneb2LsFEpGnBsJzykhmATzLGe347rQMgI8O44Ny0y6yYm9LoJDTTMTAyJwNYVsB3roljcyBXMh7pMrXtPQ7LRQFDUdNHFO5OzPcJz37w3BsB/BZBcTJDs7wj2/l0AujoMWOqQCadPPBIXfCq79iOOJ9xe8+lI587ES177dEmG31GiihMR2Qgr128ZYEdMdFysVA1Pr2Uzz+OAeA7YMDRP10C28ZTCMyfpuAGa/LzmWdxRgspPNau/32xmrobyyjvrsFMabqfDO6LnE+N7oGGd8CuraQJTuTk2j2CaEUHgvLxU1zO5kOMsF/odjQ5cx0RqIz/Hz3RyrYmx9U3y0OlnBfG9Qu5WqiZntYcwO3WuwykA93C7e2uMTsDLc/16xDNZqQurfmweOQ26ugRFap1nfzSDoj/WWFeBUatcUctshV3oKCX+jIONYK/khmz4Mvno7cWy3ywYON5ITHiSIn4h9tKaGrveEMK8Dx2MLHy6YHGe7g/fIBYslfsbkHLAZXq8NmaPMJeiRCC7c7BFa5oJBoanhqp6LRoDnIszMZYPhjA2Qcb6tyBgPGC4awIwLlCQFOpPCIFW6/xUFrmfD5Vz0/4lyA9fF4xBOJIgVTZzR2iSxool+pj9plRPlZRBShkJi6WzGNAu6pKAXeOL3w7hewrPFAzhXPoJr7TX4gY9JvYx3jZ3AYWscT4PgbhgGvuZrvibz/fEkfPjGG29gc3PzqRHcKeDzzJkzT0Lp7nkMT7Lg/qM/+qP4nd/5Hdy8eRNHjhy557nkHfIK5BXIK/AoKpAL7o+iivkYeQXyCuQVeEoqkAvu+3ehcsF9/2r9sHt61II7iZGLvU1caS6i7duw/R7W3S3U3QYs2cCEVoEuadhy6vjM1htoeh3yuuNoi+En76gwVV3gMEh4IlckoWSEc514BYzBtQwYEXPd9myBpYm72IXo3Q9HjYnthKJRRN5ghCiJudvpmB0WCNFHSEYiKBW7/HOBYgGgERohammBnrYhcUmOhYbSJAAJztSCTgfwPSEykYs0LSCTOJ0W4Qmlo8rKkOi6bDDMekmHNe1jSfEwxfUE/oI+98BxxwQO7nRFDeKNxCyZ6pkhQlNduSTtCsvpe4zE+CR3fQdSxIwXIa8kumVgaPrjNH0PpRgPPz0+ucUDQuzQfTDCIU/bdAIf1h7jiGsahbaS238vFzz1JUf/vcJU3U5b4IdoQoQwMohNNtCZe7UKjAib0h2fgr487MxOny+J7mu6hJmGg9vjOo5FXO50v45CWQgByiMCUvv9lyarmN9pj6ydJ8mQdAvIQMf0x1iuFjCz2UBHV2HoOrTUpMpiUcPcCNG9oUlQei4MmhhLNYFfKhfRg4s5T0pMBFHvbsGE1coQ3ctjwPYmPaSJEWk8Nj4Lvr44tK/FahFTOy3sTNYw04sJ5FOHgJWkOE7O6xU9wGyEa+kPdkPnOJaaW3AkBkfiKLopdntlAqhv7B4HTSV0TB2l7kA9J/655QN6rDQXLeC5GFpmTeGo+oAWieYk/DcVYIJuFEJgMQpxVTBBgdLUrBI8pwMlukYXiN/eC99p2xKHzphwttNkyKLGcCjCzCwYMg64AAX5dmSGkhfgisZx2ldFwOqWJmHcY+CyJDjudO8xJkGWGFzHQVtmaMDDv6g04Uuh2K6A+vXhYclLQiuTamoBO05bBMIalNOhqCKvoygbmNQq2HC6aHo9tD06ay5yQEqKgZeqh/HCZgFOu4v3vOc9Q9f6SfjgM5/5DHRdzwX3R3AxXNfFq6++ilxwfwTFBPBjP/Zj+O3f/m1QvtKxY8cezaD5KHkF8grkFbhHBXLBPb9F8grkFcgr8FVUgVxw37+LffXqVfEP+5zhvn81f9A9PUrBnVyL/37lP+FWewVbblNwfntBB25gC0TMy7XTKCqhA7zutnChcQN3uisIXB//+w0Fs5Il+OeSH8BmHAbhsgkpEzBwRYZUsCB5gRCHu64tRBpqJMwSkoTcl+Rk7Qf9kQjaF5I7viuY8GF/H4jx09uBi0LMvR7nv1N/Yowr+gB7EPjD/HURrKkl3e199nr/mlCgpgjdTOFIfFnZRUX0+wqmdUHBVC8pVjoS0NMUlFMGZxL1tgwJk+5wqOgNM8AxV8OqzjC5Wd/FYNDI7UoFpXZM5YvdQEJQH4WZESGnpcTtJgT6VlNMVBBPfS/mui9QM+Zo1AyJdTQJYVnw6zuJiYz4TsPw09F8eHG9+5gdwwiF9xgbPv28ECbofsJUBVN9ZwvS2kZCbKfx7KlZWI2t5NBThHC5ds/Hk1BJV4sSnu3Ke04y1EnMdlxYabE32gMJmZ1aFcRMr9WHHe79A1lXGKpEYCJmfkYTwni1LO7ZWox33u/qMYaGzFGLOdTjw9y2ZBysD/Ppqc9CQUWNWPBuBj+mVANa20O1FWNPHcpks3OjCBA6x03ur60paNTKONBJue1pAk2zgE5yBcKyBkzZhLBKtms6x4mU6E4TDvPNFK5HCO7kwh+c11bRxFgrufGVgoxTsQBVugINlWE8Vo8LJnC2S5NmIav9pg7MuhATZ/TfkqbglD0Q/G+UDBxrh+dPE23rGsNc9E4gAf5s5HK/owY46MsC07WiSpgKKGMDuKIznIrKdMVgOO3KuKEEOM5VtAnjJcnQwODzAFxWBKIJroO2IuFLzMbPVTowJBVeQHkbNL2IKLljkN1Bgrwl6yirJppuFzWtgPeMnxF/GpKBP1/6gghNpY1JZCcsTdd3QJOpk3oJR5wCXnHm8Mp73nvP5+nt6JAL7o+u6rng/uhqSSP9+I//OH7rt35LZCsdPz6Ma3q0e8tHyyuQVyCvQFiBXHDP74S8AnkF8gp8FVUgF9z372L3Bfdv+qZvQrE4CB7cvyPI93SvCiwsLODChQv4ckNTib37sTt/i/ONm9i0d4TznHi9Hb+DXmBDYzp0WcO0TkF5hghFpbDUhtfGd9328U7HFE5u3fGF01IJOJpSgGLAhEucEDJCXJVJWA8EpoWY4STsSmro4nRdB2qEhYkjYTzitpM41Edp+MEum50HPnjEexffk/AYE+OFiCzLkAlnETXBMY45t0kYFvzwmAtbiPYp5IsdBNBVFa3Ag9LtQqPtNFNwlIVQGGublQImWikhD8CtoowjlLyYakL466actgDWFR81aLuu97ploLwWMq3XKwVMtbORHxibA+rZ/PGQu65lcteDbhecgmOt0SK4ML8TCmgPtEsc6SJEcuLQp85ZrCAgFvce7nfaRNw3seMJCDESW4nQH9YNAih0XvfBdyc8zebKAhqBj/mY4EmnFoyNQ+tkiNz3KbrfHdOhexzTKc53+ppvmDLKLRtqLCC136cxPYlaqwNbYqgHLiazRO2o8zWd4WjLzQw5pS7bUxMoui4MkUkw3LaIu95xIGUcB/W+ZjIcayQF/bbCEBQsNAwZh5rZYj+bPgS+cmtohwJEUqgmXOT9TnzyQMK13rZMKKYBX1VQbA/fQ6jN7GJY4ju6XpBwrJWc1dqWOUwfYiJwt3GO9aKByZSYjpnDQ+75tchpv/seAbCmMcw4oTDvEGZqYh6B7+BWZwM6OCpcgitLmPVDdBa1qxrHyYjJTj/3qhOCt7/qd0AhvzRZaXk+plyOHZnjmBuhjygcVQcO7QrwHOciAf6iKeO5vtCuBjjlydiUAhSYChMMF/UAZz0Vtw0Zcy6hYSgaQw5XHdE973uC5/6HZhefL+vYcFqwg7B+4t0psGG0BojCU2k7oCDroCDqE8UZ/Ktn/1vhZP/gpb/ApeaSCKseVwuJZ5syKJbtOmpcx7d6h/FP3zMcqJp5g+7zh7ng/ugK3hfcZ2dn8cwzzzy6gR/jSJ/85CdRqVTw4osvPsa9PNzQP/ETP4Hf/M3fBP3b/MSJEw83SL5VXoG8AnkFHrACueD+gAXLu+cVyCuQV+BprkAuuO/f1csF9/2r9cPu6VEJ7n+z8p/wV8ufxbbbgBkhX0gY7/pduNwDD5gQZwyJnI0WHN9FO+jg5W0f37WmwSScC4no5FL3CeHC4SoSLHKeE9tcKJnEQpcQOLbAgoQcdS6Ed5v70MhLGQWlChRKFJTqIIBOIk9ffI0FowqkSiS+CgwKueVjwZvdwBPu/H4LXeuDn4VQ5vvQYvz3kA+PhCDtMwZP10WAIrWezNAm0Qka9J0kk9rTTcicnP5JwW9FB6YiV2r8eu+oDEUuD+FiwpBNGdMp1/uOoYG16ij6DLJQv1ONwh8J2RELf4z3aHIfpZSbv/89TVgI7nw0CZIeWlwzxvbEulD5mKYmxLag3YYUcwwLsf0+wk+JT094mHgT16fbSQj+Yjzj/sJU6fy8xQVxP3YZx4ICHO+EDPL6xBjGMlAo/f0Ta9xcHoRbputzt6ziiK+hJQN+EKBk781qX7AkzNbthBvb1VQRbNnHvywrASq2D3N4PmZ399cKKo5loGF6pglDVdA2NBQpxDbjdqFBNqtljG1sZ76GHHDUZWA8csFTpTbGC5gnJgqA5YKOmUbWKgsGECg60TYAACAASURBVEKmvj40Li+NAfTcZKBlyPU913OwUyqgqCgwoomAtVIRk/UMnv74HJBC0RBRpssCVFKZsFcshlOtZCGbmoKi64MFsc6KBk+WodgDV7sdrWzRo6DZLZWBVgBUmYYZqCjQRCCJ6jQJsL2ye85XSACPPcOrEscYlxAmYQAUzGp43u4qmSuKh1NeKLLvwMNlyUHBDTDpEG+dY86XxORmh3EEioqSH4Dm8MilTtz2dSlAiUswwPC6zvGip6LOAsiyLD5fITa/xxEwQmhp4XtKktEV73sXP1RqYVkOQ7H73Pbwb1yI7+SAJ167xmQRxnqufBAfOvOP8Ub9Lj5642+x3NvBYXM8cyKNhHzHsfFsMI7/5d3/PPN+e7s/zAX3R3cFcsH90dWSRvrJn/xJ/MZv/AauXLmCkydPPtrB89HyCuQVyCswogK54J7fGnkF8grkFfgqqkAuuO/fxc4F9/2r9cPu6VEI7k23jf/tyr/FrfayYO1WtKJwMbbcLjbcTficRENyOUowZB0KU9D02jAcH7+yYKAGVaAJyO2ok2bFgJ6hCbG9x30hxnPHDbExngdJYkKMcTwXWoSVcSjUNHKxC0SMFOJjqP+uoB4EoXs+cqtzQsPExHUhzsbE9IC2jQvpQpzmSaHWcYfCOm27B920Epdkp1JGNSXEbpgqNNlAiRznMbGOWNTYCV3o/UYs5U2dYcYPhbR+C0V1BdOReBn/7pYJHIncrfHPCQG9pHIcSgU5hn0YUJ0EmsPBlKKe43OQGwM+dXxcIaZTUKqugzcbkFLoHOp7T247udnJZZ7hfg8adbEaQDje9whj7R9Tz3Wgm0mX7G7dSMCPePO0SoKO+X7CVGlCwV24mwhIJZTReqUocD1urQIzYrePeia3qmVUCUWTanR3bVVMTEVs7SYJ570uzD6je8SANwsMR3YGKxXWpmqYTa1cuKL5ONkerbjTtdsqFVHbrif20p6aQCU6nxuWhKONbDyMQM+USqjuJLfvD0Zok3LHFdkMS5MVHIohaBxFFpMLhpsxuSDQMjuJ52P3AEegZZoywxq59iVjV5SmbegRcSUJVno/xLGnibDUBNMtS8bhdtJ9TyIyhcFOpRE60weHHO2YnB8S8t+qGiKTosolzHBFvMduGbRqZSDWu7oFRiz22OQGYV2ORfcFncsbmo/no7BT+vmizvFcTJS/rHg4E4nu2ywArR8ip/oad3GN2Zh1OA45wG1Lx5GIa39Z4zgTvV9e03y86Coic2JZkwR+5jzt09ewKHPMCHk/FOwJK2RShgVlYUgMd/we/qdSQ7xK+qdAUwMUmEo5GSSyk1udBPhxrYj/avad+K/nvhZ/s3oef3r3c7ADF1N6dmAxoWVWOjs4wsv4jXd/16hH7G39nAR3TdPwzne+8209jr12fv78eayvr+Obv/mbn9hjpAOjf69/6lOfwtPmcC+Xy3jppZeeuNr+1E/9FH79138db731Fk6dOvXEHV9+QHkF8gp8ZVYgF9y/Mq9rflZ5BfIK5BXIrEAuuO/fjZEL7vtX64fdU19wf/nllzE5ObnnMBt2A1dai9hxyW3MMGVUcbo4jzebN/GHt/8DNuw65o0J4TgnbXrTaaDlNxFwn8zt8MnlTrILp9BHHx9aUHHK14TYTmgXy2cgMVjWdSiEXvEdFGUtFFiFmzNyoCsKXN+HIoWO9g650KPAU5tE+yjcVLC7yU0doRi6gS/c99TCUM+BeL7rSo9wIiKEUQSnDsJJA5cEeX23RmIblkSjrMNDTVITwaVdcrb7vnDv9xs53juqjJLHgUIFvL4NdJoCKcFi7tZ+/y+pHC/x8NjjbamgYa43LKS2FRkaY0LgTLcLioPjXMe23cNcWsydmE+4axPbWmUR/IoIFZEed9u1UTNDNzkhV5jnJF3qjrMnbz1csYCh8Nj+frjjCLQMZHk3jHbUDUtOW0Mb7VgX+2q1xH05Co+THptQOkJsJ6ROqtF4qzOTmB3h8k73X6+WML6WnNRYrBk45CTDcDcMBaVWB+oe7nQae6ViYXqjjkbRRIV43BmYnQu6i+dG49zhSgxdJUSvUNuZmsBEbPKAznHFlDHTyhbdSTgnbFLRyXblX7Po3AKc9LUh97IQ+0eI9XuiZYpVYCc5eXGjoMC3dJxJ8dbpnO6aCg5kYZQmDwKrdxKXSQRAWwrmO0nRfUWXMNX1k4x3msQrlIBm0uXPx2fgNjaxWbJg8gDjPsNdJcDBmHhOz6ruU6jz4GFdKpqYi2FqFuQAs7QiJXK1E0+dJg/L4p1KbnzAlkIhX9wPzMcEl3bfQ6+rHl70wpU5TcaFW93mAdYDD75r43Q0X3NJB57xZLHCaFUB5n0JN0ns5+G2N1WOY4GCN7QAz/sqmgwo6SZ6ngODAz6T4AQ+/qPUxq8XekKwp0lBosX3xXaaXOkGDmTGcMSawg8d+1YctibwiY3L+JOFz4HwZHsJ7qudHRzOBfdRr777+jwX3O+rTA/ViZAyT6rg/tM//dP46Ec/isuXL+P06dMPdX75RnkF8grkFXjQCuSC+4NWLO+fVyCvQF6Bp7gCueC+fxePlq3euHEDOcN9/2r+oHu6H8Hd5z4+tXFRiO1bdhMd3xaCWVmxUNOKcIMu/mHnLbRcB3PmWOg+9z0RnEpIGZlRgJ4HP+AIuASZyfj2TYZ/0jIgU/gfiU0BF2K7YhWE81FI80J/YkLAIRHdcx0oEf6F3PDklCRRjEQdcq0LEZ2E8r5oHoWp0ig+Cd5y6CilRu51SRsI2LbnQo/c8vQ9iatS3N0uuOWD7amP57hQjEGYKn12Q/FxLEgK49sFE7VekpV+11RxMMb+hqKDKzoYhW26SVb2gsQxI0T8ZNuSOUqSDjVC2MS/7ZQrsDrtodthkXmYlDQRfLjCfVjdDsqUsEmtWAN6rSFMh/iOSbCLFei94THFecPHQVmHGhN6/UYd8q6L3AUMQ0zGjGoBrRbYIwCVrm/QbEE2B5MeWWNROC1hiOh679WCThtMkhOrHEb1p0kfwsgI0X9E69TK6GoaJu5TdN+qVlBdC3EppJs6lTIKbophQiKxAcw2nKEQz/hhUG3aY2NCYLXa2ao69bmqeTiZnZErhmvrGuSeLXBOBd2Ekrq32jJD4Lso0kRRRls1FEy0koibfrd1XULb0nFsBJt+tWhgqp59f6EyDuxkoWVqAE1WRStENseqGKeVKWBY1RimU050qsEdQ8KhbqrO9O4oU9hpUrxvqAoMyoZIne5bJnC6nfqwNgVsDVAwtFKElcfAGmsJ3MyiCsynsPVLRQtzrcGFcegdKgFFf7CPC5qPs7EJGQo1PUXsm6idVz2c8wfvntcVDy9ELvc+1mcqCCd0bhgKjjlhDVZZgE3uQnIc1HygxGQYnOG64uN45Hg/r3M876kg4X8OiuC2dzVVHF+gqtDoXUyrBBgESocE+F+zbHzB4Oj5Tii8R/gf8RxzQGUKjlpTIjyVfieQ2/21+h2sOy2BlMmaNFq3m/BcF+eCcXzo3f9sz+f77frys5/9LFRVzR3uj+ACPI0Od3Lkl0qlJ9Lh/jM/8zP4tV/7NVy6dAlnzpx5BFcoHyKvQF6BvAL3rkAuuN+7RnmPvAJ5BfIKfMVUIBfc9+9S9gX3d7/73SjsIaTt3xHle0pX4F6CO4kjH994A2/Ub+F2Zw0lxRRCOwXgbTttuAEhXnys2ZsIOENBNgUKhpb+bztNIbSTk7Hnd4XTkXOG+Z6MD69aqAQQrk6XxHMmh0GbhHmR5d0w1K7nCqQM8eCliOEeD0Elxrrgv0ciOWFnxN99f9edHgrxA7e6cMwr8q74ToK+Sk71SCwm57oQYuMhqKmg1Ab3UZDVXccp7fOqFuBkJHD167xgKDiQCqxcZz4qTBWid6KNzYbu6eWbux+TJLaoSjgUOVfj/a9pAU7QCoFUC2rTkDKQMCR63ZUZjmDgor7CXRzrkBOVQS1WIXWbmQ/JDVPHsREiK13ZuqJgJjYuDeJxji6x4uk8WRh+O6qJkNvC3sHKNMHBTAtSuzES/0LXjoJCDXVvUV6sTuAM3OklAnCzjo8cuQGJ7Xa2s5u2aY6PodKNnOHlCirrw+Jw1titsQlYK0toz8yg3MyuPW13p6DgwPYeSjl1mj4EMZ+xGRN9UzslLnkdPqZHzxugXirBkYMhsbo/1KIhYW6Ey536XDGBk82koE3XpFM2oXIGxfVhZTj2e7IksCRmFlqGnOzt+p5oGW/mINTOzq5Qu6Ey1HokvicbhZ8WaE4mHfJaHgfqxIVPCulXLBknU2gZYvcHkjw0QcIIIxOEWCU0t8J3CK0aWb+bOIiVgomZaCWBeFYA2KqCQuzcFwo6DrQH91xbgnjf9Jn0VMI1TcJMJN7T+3WBUFF+eMZt0CRmGLxK7ZLi4dnofUFXZ10BZiKH/GuKjxcDDQvcwe2gh3f2mJi8IYzMOVdBi85XlsVYrxNuxtdwSeF4BioWFYY5SRP4GBLd6Zx9mWHLc/DhMQZHVbDjdULhnZMA70FiEgqyIX430Ha0YoqyPbaJ0c4DgSab0kqJd3Dbs7HuNEVo6re5R/DfvPcfjXyfvJ1f5IL7o6t+X3CfmZnBs88+++gGfowjPcmC+wc+8AH86q/+Ki5evPjU1PMxXqp86LwCeQX2qQK54L5Phc53k1cgr0BegSehArngvn9XIRfc96/WD7MnEss/feN1fObW66jMTohJkSm9gmfLB3HEmhSiyFpvB3++9Fm81VrEYWtKCO7xttrbxs3OIjzuQGUktNsY18twAg87ThMO4WQ40A16ofscMn5xycIBF5ACDhscRSbDN3ThIiURifkBEIlvtC05HR3XgaYoEQqG9FuGODJGiOgRYkbgQkjE2XWz+4mQTsLX7ArzJK6RwB5DxxCHnEJZ+y2NkqHPr6t81/1JP5MA58oDxAN9Rszojsx2MQ/98a4pPk4EKfG5OAZ0Q/71tlFAZW1JOJrf1CQ8Gwy7wi+pAZ5Jj0Eba4aoQ1bg6XmZ49yQTx74kt+D4vs4l7EfGvKOyjEPLTG5EL8HXldcvIAks77//W3uoOn0cJaNFttpNQGIoR6hgLLuZXK/MyvksXc6LVixANV+f3HdaSVDip+fHk/0cz0h8Ae9LhiPwiozdkz3mL+xhvNBF8+0vJEu8/Z4FaXuQBytV6ooE5v/PhqfPgTW2gZzkisb0ptuVyuoRI74oWFlBVK1JnA/tu9D740ea1UJULQ9WJHYmh7LmZpDWwkwvrUz8uj34rmTaL5mKJiOoVtu1Uwc90Ih+C3Nx6m0Ozza02bRwlg9e+JhNFoGYAdOgm0tDqFqrho8k12/VDIxm+Gmt8dnoK8vJ86bJo42VWAqNXG2VS5jLI7BGZsW96jUaSSfP1ppQe+XWIBqR5HFypS46J8W4ekgNnQFE7Hg3NuWisMxxM2SJmMudlzhCpvByo43FFc40/vthkLvrfA63NVkHIyQUk1yoEsSKpAETuaK5MJzbBxwwvcorYK5oAU452vogaOlSJjkEt5UgWe5ggVdxTyXxPubVg95Er3pOS7yHj5QtmHJerjKiSZYfTH1imm9KlztmqQIbvum00LD7YpAVdonjVWUdfF7iCZw6XfKtFHBSbeMr+9O4JX3vnIfT9f+d8kF90dX86dVcC8Wi3jHO97x6ArxiEb64Ac/iF/5lV/BhQsX8Nxzzz2iUfNh8grkFcgrsHcFcsE9v0PyCuQVyCvwVVSBXHDfv4tNwUw3b95E7nDfv5rf755aXg9/vfJFXFq/hTvbK1BLJjRVEy5D4ueeLs3jW6bO4TObl/DqxkXhZD9oDTPeSbz8ws5bwqNJrnfyKtLY5FDs+D3haiQBLoAPcBnft27gm7rEceeQ/ACSoqCnKihJKoi7rRML2Q/AFFkEpomAPe5DJ4c6iewx53oHPqzIv0qibV9EJ3xC3z2+y1nvY2bSQamumxTj0ygZQtYQ6iaGQrmouHguSKJkrujAqVhoIV2HyzrfDS7sX5friofjQdJ9TVXzCiVovYGD+TJ3Ueh0MMUUpL3aDTKMyzJKfRRM/KJT4Gp92F29Ch8VWYWRdtUDuMYCdDwXz7vDtuMeA5qqjEme9gmHO70suTgjZYvt9P2XEFqpX3KyIeS712cP9ztNgMQ56wJJ0SJcTfKY7sclT8cS9ivtVi1o7GS63MV+NtbBiRtP56pwHO16Q87oZq2KSob7fb1UuC+8DJs/JjBIfOX2no+vOJ7xWbCVJGucNpIOHAfbDoXirmVBbjaHHdyx0Qktc6wdCGdxvAWaDoVWIzk22paFwgjXPQmnm5qEyW62Vb5L+CXXg+75uF7WcSqWP0DncUMNRqJl+PgcsJZ0hItjpFm02gSwnZzIYDOHBRteOMpTFaR3QYdxVFOrM8TEXqEyxFynUFWitBRTaJ/bGnAojoASx8MBWpVidyFVx4DmRij4j5OjfSF5JPRcbiwmPktjZOjLJU3CXOxZqZvm7soJ+p6c6S1NQSXGyRdhp+7gWbioeXguEtlJ2l6UAxF6Sm1ZAWb9wVW3K+PQm1viu9dlHy9ErPZLsodnuIbFwMEtv4N32eH2VzWGU74snoVnuIJ1FqAkq6D3hCErgtNOgr3nOfAI0RX4+D/lDv7C4jhkjWHH7YKc6lW1gGm9MnS/L/e2YYuMCAZdVkVfuuw0bkkx8O7xUzixrqLVaOK9733vns/L2/Xl0yC4k+C6traG973vfUOTVG9X3bL2Syg4YqI/bQ73J1Vw/9mf/Vn88i//Mojhf/bs2SfpUufHklcgr8BXcAVywf0r+OLmp5ZXIK9AXoF0BXLBff/uiVxw379aP8ieiKX7l0ufx5uNu1hsrENuezgyOQ/dNLDttkHhqIetSbxz7CS2nAY+v/0WJrQyKmpB7IYEdDuIhHTOcaW1gIbbgC7LUCQFRBt3uIeG24bDXfjcAw8kvNiW8INbJvQggEzudl2FIavQOHHaPcEBFmx1CkUlzIwQlDm6xBpnchieGrnY29xDgQ2jZAhHoIIN8DCev8voJqGPNHGNRH0aOeJT7zLfM4JSb8kcR2I4lzYL4EgSajEBekXmwu3ZDzQUwhZ9BjkRnkrSUUuWMJ7Cw1yUOZ7LcJ7/PRw833GRXFNAopeCk8Oob6A2DWSgZOh4rkgcp6J6xe8VcqvWZRllMDTtLqZI3I61t3QJp2OO2fh3DRaAywoqQ9COsNcy91BVdIGN2Oq1MJOhuQfkNLdGC/YCBxRwMCNZBU6hrMEAhB3YNqTiQEQf9TykxXZxH5BYHngJ4UmI25sb4N0kxuWuwoTTWY2x3BvjVVRj7vb4vm+aEo7s7OFcVzQwOn+3BzY2B54lNMcGFNiOyiSwPhBvXU2DauiQRbhw2BYtFXP1jNTQ2FhZIarswHFIOyGShhsFeL0OlIyQWPq+rjDorgs9xhmPn/uipUF2HEyqhngm460pcTDPF2iXdOMiO0ECsvICihWg3dhFy7CpA0BnR4zeq03C2BpeVbBiqJhpD18DXhkW7+lYFiwNBzKQOTcsGUfjaBkSlGePQCKhPWLIh+dC6nMRIKd7v3EOhybV6NijloWRWdVkTEds9X4/pzYJbXswidYrj8GgrIeobUgcZS7tTjJuSAFKFFIa1fya7ONEJLiLo5s4AGwuia19owjutMXbh5BTSzLDwejd9pbs43Q0UfJ5dDHTdcWTPgl6xzNc1oBnfBlfVH28g+t4TfbxIjOEm7/HA3E/+rKMru/hg5oDVMcgSQFudjZwojAtnO3pRr8HbnbWcaowjf9i+gXc6W2B8jom9RK+vnYcNa2A1157DfV6/YkW3Clr5Gu/9muHb+4n5JNccH98F+LVV18VqwWfRIf7hz70IfzSL/0S3njjDZw7d+7xFSEfOa9AXoG8ArEK5IJ7fjvkFcgrkFfgq6gCueC+fxe7L7i/5z3vgbWHqLZ/R5TviSpwu7OOv1r6PK62ljGHEuqbO8JB1r9GDbeDO50NnK0cRFW18KX6DYxrJYGTITG+7rVh+yECgByItk/uduKwkxOc7Nc+NKaC/krsdWJl+46DX10touz50ALA0zQUVA0BMX8lSaAGhBgksDMsxLxIEprcRYngBLFAVOpLkrlwvKeDUqPtaCwu0DQDFjsJ92YsSFPwhmPoGIEZiTmt1wUOBohHoArXujsQikJuMna5yf077JrMcSIlor8meXgx5VffhC+coYUUrOQ8c3FOMnGLu5hstVHoi2eqhBNZ6BcS/zQdyMCSXJACnGXJINf+cV6QsfvdBgOq7dZuUOZ6wcJkzEmbfnquacCJVEBsvw+5XO/KwNEIJXOd2zjapTDNgfC6bOmYTWE60vvIEsj7fYJmHRKhhyiskdjuMeZ+1pPOXQcwCruhuvE+YqzYveBvbYKPCB/t6hq4x2F02lg1VMxmCIfxsRcLOua2RvDZ549C2o4Ebjr+4ngyeDPjRHwmoaHKqLTCgNGl8TIO9ki+TbbrJsOxRiqdM9aFnp1FS8Z8I0LhjM9A6jUSEw92ZQLa5urIF+cNg+Noa3jftAGFft6oWnh2REgqZRAcb2evfOhWxmBsZXPwval5KKt34Y9NQ3FDJJB43mVFOK1Nuh9SbatgYawxfA048dXTkxycY6tYxFgzGT5rKzL8wIfpB+iNTcKSWIgBojFS7nVUKUA1VTfBiE+e06KpYT61SkBMHMQEduiFMEg5LurT5Nr2YPzX1AAvxvIjXtcoMHXwzL8pE789em+p0ToXL1ydIPIZ7PDvVyQfpxDinxaZj2mmiEnD68zDYabivNdG4AV4hy9jnYR9RuI7sKwyzHMZt2Xiuasi5LrDAzG5STVb5B6+U63Dl2mGJRCBqfS75aA5BlNO4qbeai3jeGEKP3ziW4XQnm654D7ycbzvL542wX16evqpQaA8yYL7hz/8YXzkIx/B66+/jueff/6+75e8Y16BvAJ5Bb6cCuSC+5dTvXzbvAJ5BfIKPGUVyAX3/btgueC+f7V+kD39v6uv49Mbbwo2btFVsLGxgdmZGZixSZFrrWUhsh8wx3Cnu4am1xFCeN3toO33sON2hNBOqBlyvDNIQkwleAxYIMRPwgCQ8E464o8sA6d6DGYQwNV1KLIM2fOhyAo6gQuTyXA9F6qiQuBhJBkesbU5Fw7pvvNdCGuRqC5Y3MTYVhXhpNRp15omQjN1CsSM8DM+ueIp9JRJIH57DwF0m4T+mBOe3MHEwY6Jtr1yDUZrwLHuGBYMh0TjQbus+jjjJ8Xsi7KP5yLRqt9zhfkYywhKfUPy8DxLQmPIi9uRGMZYiHG4E7iodbqiuuSuH8sgidu1aegZ7vYOBdDyAMXI1R+/T+4wjvlU8OumrmJ8cxM2ic8S1TRbED0vOzjHwhUPWW2rWMFYDJFDfW4xG0cirnfbNGH4AeRUQGV8LBLbmVUciTzgngu0m4BujAxR7Y8nOPGaDhabcInvy6F7z3XCwMedbfBmzJ2ccYKuoqJBAa0UGDnC4R3f7JYp4/BO0nHu0ooQqwDZHwjEXNEA1QBiDuas+nZkSeBFQM8weOZkAz2XK7qE2VTgZ3w8j1BJmgm53YQ0PgmWEZpLju/5xmi3/F1LwYGM769XDRz0ZJFvUMsI3KXn95oa4MQIQb5bnYCRIfbTdivjVUw7nghdjrdOuQqrvj1UMmKmK64LLRWUyvvhujG+Om3cUVXh3qeVOPF2u2wK1Mms6w/uS8FoVwEnViM6rsoUsJN03ItA460kI35FlzFjx6z+uinCo0H3d79NHkhiaqwKeLch3o/UqMY9xlCLVs90aWWQDIxFP6/RNeBsMHk4cQAscrn3JAZbhKuGk2FvKhzPRqtaviR7eCnCzFxQApzlKrYCF4tOF2c9CST0vxSouC77OM503GYBDkgq6jK9vxS0A19kbxBi5tNw8CEtXI0gbl0wEZZ9ujQjxHdq5Ga/1lnF6eIMfuLUt6OoJNFd1OdJF9w/97nPCdzV0+Bwf+WVVyDFcGnZb/O379M+UuZpE9zJvPDyyy+/fYUbseef+7mfwy/+4i+KZ+iFF1544o4vP6C8AnkFvjIrkAvuX5nXNT+rvAJ5BfIKZFYgF9z378bIBff9q/WD7Okvl/4en9t8C5N6BazrZQruxNIlRvHXjZ/C7c4KPr91VQTdkWNdYQo27SY6xGcngZ1EH8aEuB5wGT3fBUXeSRKDKav4tjrHdzQVGL4vxHZyPWokz5NgyTg0DiGCGyQkC2YGF2JWj3viM+Fi7zvaSa5RVRFQSmNwlZz0kdOdhHgldHEGvR4kYyDWkDjLyAEuhucACbAkKnsuPNfFouRi0mUo9PW1sRlgJ+VQJddqY3O31D3KJpUYirHwyTY4XEVGNcVXf0viOJ1yvF+Bh1NymtAOXFFlnEoFWt4NXCz1Wvi6lJBPB3OZBTiTcon2D/KSDDyTgXxxwbEmy5iPRP34/bMqBYKNX+pmi6wrzEVFNmCOiBBtGwYKtLogJYY6tOQhCin1dQNGhhO5fxyhQL63kE4TKkGvA3kP/ru43uQMZoqYjNmrNdpNWORqr48OC41vv6Gp8GQJM3usAkjUtWhhanMw9up4DbPdDNSJbgmMDjojXPHRoF1NE7z28RFOfOpGk0+EMirFgjfTNeBWCaw8Dmk7xIykG/nXSYAuZRwr9XUZ4KgKrM7gfqnXqqhS0C1jEIJyJ5v13pIAyecwUygjMS5NyskqWDd08vfbjq7ALRUx0XMgJ/Vwcc+tKxomI/d2fLulgoG5RnIs8f34PPj6MDN+rVzC1M5g4mWrXBJhvT1NxZidctGPzQFbqfpZ5RB/E38OyK3udBJu9aZhokjPRfxg0wI7BQpTIHIMs7NQMHGgPaj5BZXjbBRMS0NdUH2c7bvaif1enURxJ3LYk/PcKECJxruocjznh1OJq8xHLZocbND7XZJQhoRtBlhSiKq5CAckhh7qeWgoDIcCVkSMiQAAIABJREFUGa+pHC9yFa/JHC9CRVuRxModGsNgEjzfxS9LDfyNQndkGGxNorvGZLxUPQRVUrBmN+BxH18/dgLfdSQ7FJXcudvb2yCx+ElsueD+6K5KEAT4xCc+gVxwfzQ1/fmf/3n8wi/8Ar70pS/hxRdffDSD5qPkFcgrkFfgHhXIBff8FskrkFcgr8BXUQVywX3/Lvbly5dx69Yt5EiZ/av5/ezp3y//Az67eVkgYjQbmYL7nc66CD79z6dfRDfo4c8XP4eF7gYsWRfO9pbfgx8QUIU0cg6VySIy1RdCMYMfeEJwn3EDfGS7IMITJUVFUdGE4M1IUKWgSHJQMwaX8AOSvOtuJ1c2ObpJkKHvfF2HQc5f+pzwKQDaro1C5FAV6BE9EtTFcTGxf2oCHRN9Rz8HNonxAyb4ohRgnodhf03NQE02gHYdaMeEVxLUUgI8CXBjEdajX/fXlQAvxAIihfDFPJxNudhpX0sSx6EU6mVNAsaZnODB0xjXuAeFSah1OqjEpLkOOBok+mYI5xfg4+wIIf4LcPGyks1OXzIUVG0PVm9YDKbjXlACHMGw85SO06XVCIYp3MFZrW7oYrVBeYSYL8YgHAmYQA7t1eiawzCFK5tWRGQ1MbniczAzTcIf7k3hqRfrGzhquzDSQm7G4EslEzNOAF4eh5zGh4w48K1yGbX1DTEpwwwD2ogVBJwCPTut/5+99wCSJLvP/L730pav9m5mery3uwvsLgyXBiRBBsQgCUgKnUTxIo6hoOJIxtGDXoogeHRHggS9kXgMCZTijkdJ5BIEQRAECGAXuzvez+z4npn23dVl0z7F/1VWdVZWVs/sTk/vDDdfxMT2VGW+fPlP0zvf+97vk+GlvdpKLgeuq8iUKzKEuFcrmwaMaq13iGomD95HXPiYoNKg06phQq/XoEYc361jrpg60rWadITbugGdED8h5/48CeTLpdghzqRNDJc68S2tDa3iAPSFVZc4BSwjl0fGdTFDExil7pUIDckY96AEqJlWX+T4L+ka+hqdNZX3CCFaFpton/b29I4xDKQtG0v9RQzTqhjGsGwaHUGm7R1yfV0hrKD3RhQ3MzgeE6o6ASyEQlVpRYqZAcIrDihMNnCl0zHrRN5iDJnQNaGMgc2U8hy0m5rA1kBIB6GP6N0ZOPFn0ymMBNkDdPfM6QqG3eaKFvkeC3BRZxSBwwHX/awKHAp+vso99PsMV+0qXvBUrNBvArWJmKkrinyOh1VNxia7jIELH2Xh498qC5hRXIkaozc1rYwaM4vIqyaW3Com04P4ns3vx8H8ptj7JRHc13wtPtSX58+fx8zMjJy0eJId7k+j4P7lL38ZqVTqiXS4f+ITn8Cv/Mqv4Pjx408kY/6hbt5ko6QCSQWeugokgvtTd8mSAScVSCqQVODtVyAR3N9+7d7qnong/lYrtjHbn1q+gb+bPoG79UX0+ylUllcwOTrRRsrQsv6L5SnsyU7guyaeR81r4NN3vohbtVnJ271bX0LdI0mUSZwMOROp2T4FpFLcoQIP5HJn+ORcCpsdBp1zmEYKVd9BhszPktPuSZ52xXeR5WozFFWKyQSmEVJE9TQNGjmdycUeYq7XXAtpdVVgp+MzpSm6hoX4ZuimHwpO9ZshnC0nPIBpDoyHg0z7RoHyIpAuNENICVtC4m+Yj54pQjTKbaQDHXda4RgEOoJS6/BR5gzDEXf7SebgGO8Wre9oCjZH3O3ErJdhhkzFbeFhqFJpB6ke5x6e5d0u+ZLw4SsK+mJQMneEixHVhB7DPLfUJgLIUjgyKytdQu4Z1cJhZHveqAvZDAYa8W5m2mkpm4Xi2MhXeru3T3PgSIzzP3xQWsHAcnn5kaistCdXogNruA7MVO/xtrYXjTr8maZD+QbhNRwXfT3EZXmPmToygjVXV1CNcwMQITF0rSeZRPeG73Sxu6P7WLkitOWlSCDn6laVvj7krQbmczkMLK6GaMYdu1IoIjM/HzssNjYJtjIHKQ7P3u45dBLNB5biRXPaaSprYGK5AntkDCY9M6FGgqutKEhTQG1MW8xk0NdDkF8qFFBcXJSrSRr9/SjYzckcels0FI50KMC21XU11YdMrbsm84aKgZoViXAFRDoPUSt31Xomn0eWHN4RB76gd0TU0U6M9tAKGDkWQgSRmu2Ezpsmh+h9EnKrC3Kvey4YoWRajVbZRCYBkB8EVlav4+20iS211YmxecPAYFAf+U7SFIzSapNWi4j2NzWObcEhZwwdI8FEmcWYfAfk6XUp320M46K5WmJFYTIQ+hZzsZnpYAJ4xa3iPbaQOJoj0HGWezjEDJxRXPnfOm+GStNk7V0u8D8psxTY0V69pDCOTak+jBgFvDS4F982crgnSioR3Nd6uzzcd4ng/nB1ejtbPcmC+y/90i/hl3/5l/HGG288kRMCb6feyT5JBZIKPPkVSAT3J/8aJSNMKpBUIKnAulUgEdzXrZQP7KgluL/00kvS8ZO0d74CJJS/unAZ/++910HYGAoWVSyBkXw/NuWHYHINt+tzSHEdhwqT+OjEi7hUmcIX5s6g7NRgKgbeWLqOJbsqRSvirOtclcF4lnAkCUMK8fDwP6yo+K6aCYMxMApIhUAaHJbrSrGXxHAyY0oshIB0smvUq6rCS6WgcQWOYze57i3hXAkCVEmcCpzugljfgYOdMAckgpKQT00630NombrdQIoYyUE7y2wcCrm1lxmQ40onW7xvDCCWe1j8Kgw2RflQm9IVbAqhmOmrU9zG0bY83tx4AT7SiopURPa7pnLsCAv/Qd8XhYd9weQCfXSNxNpqFXfgY7uiS8Z9tJ1kHo7xboe4B4HbCsc2thr8Gt7XyvXBqDfdxtMqMFpaFU5vMBublXTHhEJ438vMwR4l3jVP21U1Xd4LhAoxysuxruyzzMchde13hbAtiHQGLJhMkCsmKqUujjuFqfL0Q4jtjg1/+q6cmGm1WQY4novxwPEbrW95aBiFEOf9rYjudP6zhTQ2lWoPfCEs5/LILy52CcTLxSL6A/c7nb8M+Vx+AApncBPE/Zsdx2Tktq4tNcVN6arOdt3XrR3oODJIdyXejU7fL4+OoT+GoU59zJsaBqqNrnOh70iMp3eRHrMywuEcNXqjFPswGIR7tsa0lEqhGDN5Iw3/2SJYpZvnPpfNYqjUPXEghjYDM7fa9ZnKmhjjGu7rHJONziwDoacBt9FkrYdb/xgQYbTHutxpu7CjnSYsMmlsqkbuicJQZ9Bqrr/j+tCoVgwdxVBd7mcyGAvhfarFAWRCmQAi29euy5zKMejRJGmz3UsbGA8mzG6aOrbazRfaLZVjMijBOb66Yuc0d3EEBpbgYVq4GKhbWFY5dgsVFxWBHVCxrDL0kdyu6nJCo+K5+IJq4zf4MoSg3wq0QkrFd4wdxfsGduFYYbKn2E5jiQruJaeOL89fx+nluxJzVtBSeL5/Es/3b4XRI7PhgQ/eI2zw6quvyvE///zzj9DL4931aRPch4eHcfDgwcdblHXqnQR30zTx3HPPrVOP69fNv//3/x705/XXX38ix7d+Z5r0lFQgqcCTVIFEcH+SrkYylqQCSQWSCjzmCiSC+2MucKj7RHDfuFo/zJFqnoXPTp/CjeocblSnsWBXUHPqaDgOTF2XjvG0omNLehBb0kP4jvH3oF/PyW0/P3ca0/Ul7M5N4I2lG7hRmUPDt+DBk8F3UnD3HemGJPF83BH4jeUsNMGg6wZSgklxXniuFOh9Esw5RxW+5PwS913VTKgknDMuv3NsC1qAFZGiesDgliJ68LN0xStKW6AhMbaD1R52voumo55Ef2rkPq8xYCDkPj/PPBwIY16MLODUJcoGmSJAQaDk6F/qxE+4xWGokdDS+8zDQExQ6k1dw9aw61SOBRIzko+w3wnToHIV6YiofsatI2/b2BojnF+Ah/09UDLnOHCQd4a8tu8dCnmsrgqUpFm+aZWwy20KnmVVwUjEqd/adxEeuKKhGIO2oW1ItqukTOQDAXuZ0B7LnRMW9yjYUdGRinHlt45DbHfCVtAETriJelUiK9rbOS6QSq8p3MlblTjwJLaHAyqDTiyuoK5qKFQ6sSW+YUKhIN4IsoREd0GC6EJnKGb02bxVSGGrJWAVBmDMd95Hcc/xYr6AvoXV7AA6S6tYQCbk7Jb11TXko4JtqEM5aVUcAeYD1jidQ98gWCMkoLe441EhOeiHQlbJ/UyYlWhz0lloVHNyc4dXg4Q2vJ9JYayHYE+rH4pL8ZMGVwdy2BMRvVvdzqdTGCh3r5iws0Xo5W7BnQR8qlc0Q0BOmpgZiGoJ1eEx5OsVef9Q4Krh+lAi+B+3fxRKdFUDMdqdRgejXTrcabVMGFElBGqZLNKhlQAk3a+oHP3hSZ5sEajQ5EAIGTTQiZ+ZM00MhfBPVVWB7gNagBlydROq8NqTA/OG3jFxcTNlYFujuWpgRVWQppwOWhhEPHdNwVgwifimxrAzwNVca4np8OXEKL3DTzAbO6HjUmMFx6Bhkfkoch03mYc9iomynEvVoXoOVoTAL/JlvA5L5oAM6Xn8p+e//4HPK40xLLifWLqDP7n+ChadGipuA65PK64UFDQTE6kCfnDnS9iULj7Mr8d12+ZpEtzJDEEBr09qo3fWF77wBSSC+/pcoZbg/tprr+E973nP+nSa9JJUIKlAUoEHVCAR3JNbJKlAUoGkAu+iCiSC+8Zd7IsXL+LWrVtIHO4bV/O1jvRPc+dxfOka5qyy5OSSAP7m4hTmKkvwTRU+Fxgy8vjGoYP4+qGDIOfgxfI96WY/v3IDM9YiCloWEnFSX0LFrUPhTawMOdodz5cOdxKHfmchgwmPI2OmpVBlw4NGqBThgwvC9wopepG73WZcCnX0D/8WNqbJ3vaka5k479QtsWbJESmRMIFI4DskvjeRKrbrQFPUtmgTdbefhoUjbBXjcpI1cAyrjux7xJyn44Q9uIRwCAvpJLaTqErM7hZfWdGkWK5FRNvL3MOeSMjpFeZgdwxK5qzi41BMIOoFJrA/RiB/w7ekC/9Y4EBtXXdiuhPCZiRG+J6j8ExVgxnnMSb0Ba0YiIRNLgkPvFbBHRU4iG50Teu4cqKC2Pc9Gjmw+0IirUdOd7uOVOBodjjDAldiWfStLum+m4OHEXIXx7WVZTCVcgA8wDDbqxx6jYnuMX/2vgxy7bkNTf4UhiBmV/nmbHw7WBQnEnRA51VPZ5GOTCa0+qcQU5FKIe03QyMb6RzM5VUxvdc4ysUBZOeaIb53Cxlsdjod1/R5VeFgnocUTTb0aL5kajMY9RpWhkZQjAtmfQBappxOIx3DjWejm8CqyxAk6s9NxY7Ap7BOTYcWCUJtbbyQyaA/gpaZ7yti2PVAwvpgJDOB9qsTD9+xYcQggO5mTExUuq/vfDaDwRj+u+gfA9dUsNDEkxxbDIudqmyRQB115Q9OdHPb80PA8iqLnrpc0HUMWJ05CdPpFEZD7nR57Gh/RgqeY0OhMOCgRfe7mTaxtb46KVLtH0amFZgKCmZm2O00RfwKrTLiirwnqUlMTcC5v6spmAgOM8sF+qHIKTcS0bcGK2hOcAfPwAQFMS9wYBQKXnHKeNFVcFzx8CwMnFF96XY3VRMVmqT1PCww4H/EfdiM4f39u/FLB7+z530b/qIluI8/ux+/fvnzmKovy987JLKT2E6TtyWngYyqY0d2ED+//8PS9b5RLRHc16/ST6Pg/pWvfAWGYTyRDnLCyRBW5mtf+xre+973rt+FSnpKKpBUIKnAGhVIBPfk9kgqkFQgqcC7qAKJ4L5xF7sluFMwFy2xTdo7V4GyW8dfTr2K8yt3sDM7Jlns1JaXl3F37j6KI4OYF1UM6jm8f2Af7tVLuF1bwLxVxqy1ggV7WXLZSVg3uS4FDsf3YPuWZPESSIY+oz//ekXDd1qGxLxkPSED8zQI1D1XusvtAB1T44Cup2Roqk7YGHKrk+uWcDMWOdWbY2w4Fsx2OKrVFthdl1zxq05n4dht53Pb+R6gZe7AxThT22Gkc3CRYyrMNkwBuEOc9JDDfF7TMRh1PhdHAeJdE4c5lQdmboJ4ziwSqHqeOzgQCRYlQWqGC2yKBKXeFi7GFQNqxMV+RTjYHYNXmSXmvapJJ/gJq4JnQ+LrWQU4hHjH4jWFY0cPB7p0PlfiOeBftWt4XwzqpnU3Hxcunl1D0BLZfgir0iXzz6rAyErTmVzO9SMXYlrHPSlvCBvP6r0RMcJqgJGzmjj0AW5orSfOX5iFWIMl39pXImskjuVGs28Kao1MTISPQ0LsrK5gtNodOjvbV8RoKLSTBPplDvQH4ZW9xktjIDEY8/dhZdNIU+hwTCun0shUiEXeLci3NqfgUHo+shRwGZe1KkNER7tF49DxpkjILlXbn7CxrWCVVba4oNUS0bDQ1tbEu1+ejUXL1GlCwveRcgKVtzhEXCgoEKgpXAq1WmR1CHU7ldYxUe5G9DSoP8aQijDYIQRmUwaGq6tivEhlwbN5MDPdtYKFVt24igY14ty/qSuYtCIBwZLRbgLWan3kqRdGuvq9bnBsb3Rey/lUCoPhUOEgLDo8GeYNjHe460uqgqxHQbHNItuUw6BqyAXnTe/gMqFdKGSDRHZFge557Sm+SzrHvuA0SAC3FY5scA/dNg1ssZtjPKV4OBqEQp9WPMlrpyDlOQ6MQcU5ODiomHL10AXPwh7Lw7LCpANeU1UsMIEtehaUwUHB2GeYix8V8ziS24qf3vetGE8VHvhLsiW4Hx/z8c/z1+AJHyNGrsMdT5/drZdQ1FL4bzc/g+/edOSB/a7XBk+D4H7hwgVMT09LM0TicF+vK9/s50kW3CkwlYJT6R59kpFH63tFkt6SCiQVeKcrkAju7/QVSI6fVCCpQFKBDayA4zjw1xAjNnAo/+IPlQjuT84lvly+J3Eyc/YKdmXH2gMrLS9jdm4OmyYm4GjAvQYhGBjJI5hplKAxBYt2BctODR5scEaIEya54ZbvymeJnMdNsZ1hwhX4rVIGupFClkRaIcAl392HIRgc4UEj8UrVoJgpKZaoRH2n/lwHBgnv9HySyMk5bM+VrkX6nsJcKXivxWd3fBea0sSj1DwH6eBn+rvsK3C+098lXzzkID/DKPxz1fV4Xjg4EArqJNb5gqJgOOyaJfY7CZ1hlEi2H36jCl6aa9e0TuIg5xgIiflSrCKeO+t2Wr7JgZ0RNIwrBGYUjokYgfyccHEgxHQ/XSvhqM/wJnxs42os0/08Bw70QsmQi78WH4bpcgUE+ZhqVHA0gruhc5ryPQxovTEwgq4JCZh2vIu8oajQVQNKDGs7/PRcoMkHLR17bq3t5KqISrmD2d/rCVxpVJGemY4VfXs+tYTyoKdjaW1kDG1Dkytzutohuvucw09noEdwLTWFVn4wpEJYkLgxUNAwG98BNrfKGY8d68A4xPTa29wfGsJ4DMe83R9dN/pT68TphGvdyBVhkpM/UwBTRAdiR9BEGAnjVo/VA+TanokPaC1lc8gvLcn7hmeyYIRoCdpUSo91rNO1dzM5qOVuJA3ts6nWHda6REKw40IXwLyhIZfKIkXvHrpfafIn8v8Js6k0hqudIjodd9bQMBxF7MSw3EnQF7VKR3ZBiQmYQsAITXyUdB05wmaFL+7gJmA+tGqAVgoYKSihSapLBsek7YOwPxSY7GQKGHSFxIZ5ro1pXcEua1Xcv57SsT1wwdP7bk7hGAsCm89pPg56zYk7cq1nwWGAoQIBjzMUwLEIHyYF4YLjAnOxnzVXwFzhHnYzHWeYg7zPULJrkvN+krsyKHpZU2VINrn0a4zhT70SXlYEvmF4Fz6+55sfiJU5c+YMrs/fx1/nFnCztogtqSJUmuSItKprYdGuY39+FL9+5DtltsdGtERwX78qtxzuQ0NDOHTo0Pp1/Bh7IsFd1/UnEtnyq7/6q/jFX/xFvPLKK3J8V69elYimI0eOYO/evY+xKknXSQWSCrybK5AI7u/mq5+ce1KBpALvugokgvvGXfJEcN+4Wj/oSORs/+z0aVTdBsZSfVi2qxIp06jWYS+VMTmxGTBUnFm+BYeES6FgZ2YEV6vT0uFukBuca1jxqvCEizS5J1UTU/VFuB5xfDWQaPPriwomOQWlchmCSHI4l3gYn3R8OIzMn2l4qgqVtiE2u6pKHAy53KlJDnvgXPdcF4raDPgMc9zD7nbp/qWw1GC7iu8hpa662S/Bxt5ADKJ+bsDGJDPa6BibQie5wGhI9D4HCgaMsM7JtRvhtN9ROMYFBZla2FatydDXc4rAQdEZSkpBqalAnApfq0ucYW+cqM5ELGv9knCwR+1cLULjv1ZfQQ4Mm2P6mhceDFVHLo6NTqKqbja50zHNl873JZSFD7e20jGJQPfJbc6wIzTREe3CLgxC6yHaymuaHQBbmQPrwQynbWZ9T7L8izGiWvh4PjnHdV26z9cS10pWFbnFRVxgPrZZbmQdwhpPEgl2Y9vAKFgz4GOv9dyR6L5EvOxK03ldGhhEXy3ieg46qOs6uGXFhoa2jiEUFbzYD5BreY2ayrpS0O9svKBdyWaR830sZrLoL/UOWrXSeejl5S5WfXs8tDqFROliP3iYTx5sICjws8WLjxaK7kUjDVTjJ3pE/7ic3GORiSAZ3KoxDFmRdGJ5LxUhSgtgYd65LIZo4miiqBYAF3QhJwbH9LQUlNuN6rcQweLQJJiuYiQkWsvraujINWLCYPMDwEonLuiaoWJHvdMRf14TOGB3LjWQwacd4j4D0rnmdafVPsR2zxTguRYa9Oy6NlQ6b85hhiYJRbrQUcNZXYPpeaCn3Zarjmxwq4Fh18c9LrDHX31vEUZqcyDAn1YFjgTfnVZcHBHNlUUnFBfPBKipS9zDXuiQq4l4M8z5BveR84Fbdg3HhIqbKuSkKbncyYXvORbKTMH/7M4jkxvAT+79EPbkRtb8dUaC+8n52/iHzCLmrAo2p/tit6d75Vp1ATuzg/jNo9+NbGiS8kG/Lx/l+0Rwf5Tqde/7j//4j0gE90erKa1kPH78OD796U/j5ZdfxrZt23D9+nXUg5U0xHb/+Mc//mgHWYe9/+mf/gnf8A3f0LMncuXT85W0pAJJBZ6uCiSC+9N1vZLRJhVIKpBU4JEqkAjuj1S+t7RzIri/pXI91o1vVGfxN/fewOnSLRhMhyVc6Uz3HAde3cbW/jH0p7M4v3IXjvCxNT0iw1CvVKax4tQxoGWk85Bo6hS22qemMJ7uw5vlGclyz2kpfKTs4TvrihS+U64vHZoUiGf7vnRBlskpmc7JwFSFnOyO02S00zjI6c6Jv+22sTK0HVeaAhDhaMzA6S6dzCAHfNPVWHZt5IhBHjTpsJRSPyTuYIZ5mAj+Tp+9yRzsDPHIT8HBUb7KJ2+QEMWAvrDHlAJTW8z24DiXBYUBroryt/wGVuoVKTqR8B5u5xUXByIM9CoEbK6gLyKELwgPpqIhE/ncEgIlhWMoRjh/1bWwxXYwEePiPMN8HA659zsGRuiQyCRC63uR7YMIOWiv+Q52hVAXx+Hh2Yj4H+67nMkha3c7i9v90/Uzs2CqDrZwN/b+J1H/Bgd2PUAsqwvRxg5hZVlyuOOab1tYXJxBf+DWv8489NkeinFolUgHbGgTWHleMsrF3BTYQ4ju5Ccup1LIlctwc3mYTnfYaOswFTMFs1LuCudsD2N0K3h5DoJQRhSk6UVQJqHxEkYFFBYZ4YbTJpX+fuQtC5I3ryjIhPElkXNeyhXQt9SbMe+Mb4MeCRAOd+HmB6H0CpGlLITSfPzkxfgOcOKox4Svrhg6MrV6ZP1I86g+4Z3CTvBgMEsql3gVCgMNt+spDf16qjOolN4u9K6hnIiIQ39J09Fndd/TxFAfibjfZdZDuRPTRBkLrgDyoXHQhNmKIjAYmkOoEQpHCGQEYCkKatk8zEwfUjQeu7aaU5EpgIcmLaJ4Ky9ThBKaDJnVNAwTuitotw1N4mLoWDO+gynhouALjNtNxvqWYJz0TqSMgAHB5e+AKYW+U6RoTysFRqBgCh5GuSZXLJ3iLo4yA9fgYodiYtFzMGPXkRYMm1QNMpuCshiEQNlzcY/5+Hesin+z7UV898Ta+BcS3E/P38bnMkuYbqxgS7ov1hVPv1NuVhclx/1Txz4m36kb0YiPTfV84YUXNuJwb+sYLaTM133d10ENJqrfVkcbsNPTJrh/9atfhaZp74jDne47y7JQqVTkn3K5LP9L7HYKn221YrEox3f06FHpbv/ABz6AycnJDbiaax+iJbjv2LFDjina6POf+7mfe8fHmQwgqUBSgbdWgURwf2v1SrZOKpBUIKnAU12BRHDfuMtH/6i7ffs2Eob7xtW815GImfuLF/8LrlTuwfMFTGKGc46G3UDdtjGQyoOrTIrsDc/HkcIWzNsVXK/OSdYuudlbjfAypqJjSM/hVm1G4maGPQW/W06hoJtQZHiqLznSJDtzX2BFV5E3M9IRS2KgFCuDUNQWSob6ly52TZOCBW3bCkeVjvaWA951VlntPkn6FPrXBDBc5m4HOuY0syXOoNXOw8KBENalJHy5bzYkYp+GgyNsVcCX+2b7O7ArhHyR3OKIo/ysaACOjUNk5Q/am9zDzmh/AE4zgSMxmJeTwsWxGCH7uG/jmRhW+rTvoaDqmPVcDNUrHUL9RSawL+D1d90b2T6gUYm9ZUhwFGa2CwVzzW5gl2PjqvCwnVAwPTANKwwwNAP6GqL0Zc6wm2sQhJdoVLpQKzSw14WD5/TMmg/QrPDRp6egBseSLH/H6nK5C8/Fxfm72Ot3wDowQ8kEroux3thzeXw2OAYWoG+WMlnklxZjRd/oYEneXBwYxNAabvLWPqVMBtnl5Q7sCH0nV4Sks2CByC7d43PxkxStvoSekpNbvLHKNl8u9qE/JPqvaBrMeh1ar+tEgmg6i1y524mwuyThAAAgAElEQVTu0/Osq5jRFYyHWOjh83cUBYpgYL3QMoTpiTrxaWKjXpITG3zhXuy1d/tGoMS45+leslwXhuhm3N9M69haXRXLb2YMbGU6Fk2zk5neOiKt7ogJx51NpzEcCW+liQtapWFE60hhq5E+LqrAvoij/aoG7LJXb8AlDlwyOca5iS1Ma9/Ly4aJYihodU7TMBQObaXnkVYOWKvXfEbXMGKvTs5MmzpGAyY7HXGW+TLolNocZxigySghcNd3cMetY6fjY1gwyGDngN9+lXvYFUxinuO0Gqj5jpXYGBgogd6rinyvnmYujnATFPScsh25ymkPU+VEQl41UPNdWIzh77wa3K2H8a+2PLfm806C+735Wfx/xUVcLc9hxMwhFSOmL9k1NHwX7+2flMGpG9USwX19K50I7vH1JJxfrVZri+otkZ3+jRNu6XQa9MzQ/4vT9n/xF3+Bz3zmM/jgBz+4vhdqHXprCe7f+73fiz/7sz9bhx6TLpIKJBV4EiqQCO5PwlVIxpBUIKlAUoENqkAiuG9QoWm5fiC40xJRw1gVPTduBMmRWhX42sI1/OXU13CtOg3OgKxqyvBTx7KxVC+jofso6hmkFBOMcDK5EYmdIcGd2On5kNC75NQkh13nKmatZTR8B58sZbBHTUEQ1sDzpDOTXOg1Qk6k0khLx6iKqucgw9UmNkbV4BOrPeC1k9u+jY8hUT0Q2Cueg2wgqEi+Oyfme1M0rbs2UoG7ndzsiwrDcBDwSRgUcvEWg23JSUqhfWMhdMxJODgWcrcT+oVEog68BImbEafqRQjsiyBOrgoXOwMn+WmnhEMNipgF5hWB8ZDDnsY9BYFRTlidTif8Jd/B3hhRfU54yCoqzBh3+0X42Bsc96LbwL4GuX8ZysRbVjQU40RxGfqa7RDmwk+LT+GwMSGqxHRfqCzK+tP44xpd06VMGv2t4MuYjc77FvbrufY3p60ajkWY2ad9B4eNtcX2hvAxyxk2Rx385eU2YkjeiTQxM3MPb4KEwk7Bnb6nWpHDd0d8FimsfBGpiNv6tsIwUbceKLrTo1ArFmWicKYHUiZcopm0ieHlTna6GNsKhcJ6Q01iYwhvs0bzs0X4y/NQaBUJ53BzOaQigavXdIbt1d7O+4aiQBMMSuT8a0OjyDZqEg1CZUtFhJ7WsGrZAlJLq4GqHcOl+5mE+0qAtiEevKqA+ZSVIDCvaxisd+OOfPk+0Zqs9UhbZgYKbvfn9CwuqwwDjo87uQy2iGZAMx1nwTQxEHX6k3hO6JbIs0/iukq4rMj9es1UsD2CixG6CcexOiae6PmYURjGyOreakLgTU1I/rquGdjGdXhgqHKGYggRc5sLbAkwL61dbyrA1jBhhyYKSrPtrsuajlxokmVJVWSfrTfPBWZjf2hS8pamYtJtiv/TwsUAU3HHs1B1LGR8H9tFU5w/p3g4GAjwVxRfripaoelPriAPjhPMwTPcBL27coomUTJzDJi2aphkHDMQ2KWaUBUVi74DMAUnxrbh67e/d817msTDhYUF3N6Wxt/evwD6fTRmFqAH72Oqb9WzJW5mwizg+7a/iK8b2rlmn+v55dMguNPqw/v37+NpcbgPDg7i8OHD63mZHltf5HCnVQPvfe/a9/FbGQD9uyXqWq9Wq01jQtA4GQcIF5bLyf+2/oRDcX/zN38Tv/ALv4AvfelLieD+Vi5Asm1SgaQCj1SBRHB/pPIlOycVSCqQVODpqkAiuG/c9UoE942r9VpHcn0f/8ftr+Dk4k0oHKj7FsjxbvkOHNeBZ7tIpdLSkThm9svQVIVxKcpfLt/Hkl3FoJ6V4hQt05+1yu1/6FFfH6kq+D6Rh8G5dLeTq7khPIkW8FMZ6Z4lzIwMNiWxnYQqcq9zLhEyxHCXS6EJG6M0f26FpsowREGM+KbII7fXmmgAx/ckfqaFb7msAntC7uU3hI3nQmI6OcSfVVad+oRPkAiEkCAtA0zD4aB0XGJVh0I/K8SMV7hkpreaDB1kHCMhQfw6IWasKo4FvOPWtoRkuMEYdkQEa8Kn3GPAZIxb87zwsD+EzWn1ZaeL0KxOcfG8Xcch28IFhWN/DNNd7ktibTleBCXus5DiajxnZdZIYzTCpg7ff3PpDAZ7iK+0XUl48GkiIHT+tGLgfn0Fk8F478pJHgPZYOVCr/v7lLBxRMt2fd2ge6lRA4kQ1Py5GdxoVLFVUXuGMlKwLwny+53u864PjiLTEoVDR7vDgHHb6XKkhwe0kM9h0HFBwrXte8iF3Ma9zmsmk8bwUlOEFpoBnjK7OPfyOckNAotrh7gu5/IoLC5gtq8Po3a3sE793NKAyXqP2QaakMjkkCtRoHKzicFxKNbq6ohl00ShUu75GvILw2DzPRz5tHpkZV4Ktax/GCy06oJwJXnblRMG0WbnB6AtrQrL7bEJgbqRRare7cqfMXS4uo5NFCkReu7LmoaMFTN5QqtAaGyRNpPOYKTSuTqE7uGSyrrwNNdNHdsbnXW/o3Jstpsq+RITuGMoSOk6dkewU3d1DRORQNbL3MMefzUk9C58jMmg6+b7SFaK2O311UmbKV3DptB9d9c0MBH6+23uS0QMtRXGkQbQmk47BRtHefO9ec23UXYtjNiunGjqYwp0MNxiHjbxpqh+krk4xgyJ85rlwDhTcRwOnlVSOOc7OKia+JpdxvO+gotcYEShfAYVFTLn6xnwYx+W7/VerSW4P/OBF/DLl/5ButxJdKfzp98J9IzRxK/GVezKDuF/PfBt2ER4pQ1qieC+voUmFMrAwMC7QnCnd3Gj0ejAwZDQTp+FGxlYWoJ6S2BPpVIPDBz+5Cc/iZ//+Z/HF7/4RTnZ8qS1xOH+pF2RZDxJBdanAongvj51THpJKpBUIKnAU1GBRHDfuMuUCO4bV+u1jjRnreDTt1/B5ZX7OFTYjLJbx6JTlgGqVqOBRq2Oif5RzLt1bM0MgXSoG9U5bEn1Y6q+JENTGRiyioFFp4aKdEs2RY204+NP7T70kTDtN12f5CQn3nrdNJGSn3sACdG+J7nrnmVBIWwMCe+El2GsyWFvudhD7vaq5yITcNwJCYKQYHoRFvYFAlWFCXmMbCA6TQtPikFGIKoROoYz3hEcegEu9vNVdMySqqHouZ30dXJ6R5zF5+HjQEQsvwxgd8Tx7igqXFWDUa9BCYmIZ5mPQ6Hjtq7dG76D52Lc7ed9G/tjPifsi6+nwSOBp+TwPGmV8Z4AE9F1b6QLwQRCt4gpKMg2U4h1Dst+iGVvVWErGswY0d01M9KdLINyezQ5eRBzPhfsOg56HurCx33OsS1mgiHc5Rlh4ZC26pKPHq7q+cjZNfjLixClJZzSVRx7gB+danfb0DEZQobUDQMpEjQ7FyO0DzeXSqF/ZaXnOZcKeRQDcbOmaWC2DTPiMo+OXeYaEDZldgpsfBtYyLEc3lbQM0P3Yo/w0da207ksBmwbeo/L0ghc6pm1JgMI/0KOerouuTy42ykiT5tGlwjdOr7DOTgU8BDqpOOcByYkPopVunnxs6k0hsudjn/aV0440OqTpZmuO81RdKieDUTCeO/m84CmYrPVzb+fScVw2Knn4nDXpAZJ5Q1FRSYysXRNA7aH0DC0Ox2pxIHBCLLovKHI3IodXJcrhqhdYA72B65x+QEFOqsq+kP3yzR8DNGkaOhNdZY5bdwL7VZKZ1Cor2JlGpoOzbHbb4QlLpDF6mSlZK2HQqJvaBq2UTgvTQhQpgRXkArGeBmE7VJxwalixbXwgt+cAD2leDgKXQrt0xzYBBUX4WKfYqAhOfUMw0zFJVD2hYHXrDK2eQI5RYWv6dCZAkUzIPon4G9/puf7oyW408q5RbuG//3Gq/j87BWU7AY8IswH97jCFPQpGQyncvixvS/hQGF0Q34hJ4L7+pb5aRPcX3nlFZCr/EEOd8/zQC71qHOdPm81+n8jQsJEneu6HkHePWTJf+u3fksy0EnYfumllx5yr43brCW4v+9975MTArSShVY3EM/9wx/+cHsCfeNGlBwpqUBSgfWoQCK4r0cVkz6SCiQVSCrwlFQgEdw37kIlgvvG1XqtI003Svi/br+CNyuzOFjY1N6UBKuVUgkLiwsYGxvDZWsOB3ITMgyVnO03q/MQwpeMdnI1Wp4DIg0ISU0X0gX/S7WMDMfjglzrHnT6j6LAM0wY5FYnnraqQjLYSVgJ/jHJGWu72ym8lbcc7yERXoqOEFADoYcE9xZm5hoc7AhhWi6qAvtCrs9zIK7wakjeSZDrcvUfqZeFiz1Rtjm5WUMBg6CgThJZQ6LdDAn5XIUecsdWhQ+bcRQjgrvIDzWxLBQKSrz68gIqFJrIlTbmpnUx1gpKlRicGNe7KIzEYl9owmOaM2QaNQxFhG/Jz88Quz3ejSyKoxAxKBk5Thlymm4GWWoGWHmpw3VNYr1EcPTgwktRzrdwJISSid6352olKVA+Q6sK1mi3fAfDWioWsdPeTdHA9DT8G5dQW1mAqvD2BMyDnszlXAH5hTl5+UsDQ+ir9nZvU193DRWjZXLZdjanOAg9sgKhbBgwarUuJEl0TFJQ7h8Hqy93udvD24pUDqDxRQTw8DalwWEwu4FCxCkZ3qZsmkiXK+A9VjbIbTNFsExehsdGG8nvFeGiz4tX9UupLPIrqy75jv0HN4ETgKnWLaxLcZtzZGLc+TThxGj1SURYp77FwHgHH94b2gTVKkvhN+P6beZ/axzEEacVPOkQwkV+R/ciTWpFjnFbV7Cl0bkqgK7ZHV3B5oCR3upbvp/c5ozNMmeYTxnoU3T0+aJDOJ+FjwE5NbHapjUVo5GJkDPMweGQMD8LT4Y8h8OarUwBRqielVwR2XKA7gFwlns4FH6HkjgevDNrjFY5MRjBpTwBW+JhqN2jcFSaPGEM9O676VvI2g6KnpDPWAYcl5mHPcH79goHdjMFp4WLI6qJ276LCdXAXeFi1qlDEcAuxUBG1SFoclVR4e16AcgPxj6mZ8+exdzcHL7xG79Rfv9/3zqF/3jjdSw6VeiKihz1pRgy/HvZbsjz2JLpw3849l/JrIfH3Z4mwZ043hTw+SS3fwmCu23bXax14qmHkTCEoQmjYMi5TmJ7GAnzqNfpt3/7t/GzP/uzMkCVspWetNYS3OPGdejQIfzlX/4ldu3a9aQNOxlPUoGkAg+oQCK4J7dIUoGkAkkF3kUVSAT3jbvY58+fx507d+Q/jN+uI2fjRvsv90hV18Kf3/wyzpbuYHduDGZIvC2R4L4wj8LIAKbdCo4Ut+B7Jt+PVxev4czyHSzaFflnziqj7NgoOxZFTEJlwIddE9/vpqH7vhTMVV+gpipImxm5tL8p/pA4TyGp5GbnTQ6wokGQ8M6bDGXJaA8c4y3EDF0Nz/ck5oZaGCVDSJY7zMVkIDjNMA/9TG2LTTeZj60hyWqGCSliEeKGGo1ohjOJYWg3QnNE3bXEQo7gJC6QOzsifr/hWXhWIwjDamvoJgw35KKVzGldTlzkY0TF80zgQEyA6huejWdjRCJBbHMSAKmukXZOeDiombjtOZioVaCFGe5roWTMLOQqgpg+5SEKw0A1JJimi+Bzt9tHF/2Eqel2KLc2uO+7yGsm0jEc+tY2r1hVvIernWOOnF/Z91FWlNhJiI5NKQj4wAflyovLX/kr7Lp/4y095LMpA/laA7qmQ6FVGg9oMykTg6WVTtF9eJOcaIm2pVQa+XJvV3xrezY6CVDgaBDW2msIcnKnF7IlnQeYD0c3wOtVqBH2eLjPhUwW/cs9RHHasH8MzK61w1uj45lSgYlGt3u8tV01W0R6qZNFj3ROYqIYjbMU+S7Ycckw0VftEfBLwaRzd7pKI7Vimoyg2lEQq1VuIxeuqQw7rG6EznTKxGh11Rne7rR/tLu+hOJRGSYjCKL7CjDk+l3rSy4oPlxNwz4tAz14Bi4yF/u8zmmac4zY6CHJnY6jCEx6q++reXjIoTNr4iRsHMPqpOKKYSJvr4bE0iSZDNEN7mXKLaDA6HTwHrwtXGxiajug9YrKsTu47etyonAVo3WJ+dgbnOFyOodivYrrnoOZRhUvBlioq5xjFximAQwpNInAcJUJ7OIaTgoHx9QUzsmJAhVj9J7XTLBGWSKUoOjwjnxzLFomLLh/ceY6/pdzf4+y25CrsGgSmCYCsqqOfpqMAXC/UZbvne/d9iw+uvnxc8Bfe+01kEv5xRdffNAr4x37vsVwTwT39b0EJKATw53a6OhoW2QnwT3cTNPscq3TZ2HM1fqOrNnbpz71KfzMz/wMKIiWVog8ae3kyZMy1PWjH/1oW1g/deqUHPOrr76KyclJnD59GoVC4UkbejKepAJJBdaoQCK4J7dHUoGkAkkF3kUVSAT3jbvYieC+cbV+0JE+c/8MvrJwBbbnYpvExjTFGxLc5xbmYBV1DKYL+PrhfXhpaK/8joT6K+X7WCExQwB/c+8s3izPkvQC5rj4HSeDAmXkEUrGddFQVWRSWZQ9BzmuwnMsKBR8SjgERWky3AMxhgR3Qki0Q1PJ8U5iLwnTNDYKuWSE8WDSBSad7oH4fp45OBByd15SXOwNOOkkP98jnEGIw35LUTAZcq1eUzl2hHRqcn0LI92JuyChjoTOkNu3aqSRieBbZnwXBUWDERGRBXGpaxGGtJmVSB220MmyvgGBbTEO9hnfQ4GQNDGhp1JgDbvxgxtgVrLP9bbz+2SjjGcDNIRIZcFoEiBGUKcIRZHrB+rxTu5bvodNmiHdouHGGGFAlpr7ruFsJ771LSawXV1l6Efv2Wm6P/QUrtRXpOjeq53yXBwxOic4urZVVPADXwdmNvnuNcfCf/nsH+O/C6FiHvTM0PcrgyPIl8hh3ltEDvdTz/XBXJyVKBDkBwC72lNEWc7kUFhe7D0MWkWgG4CmAyScRu696I6ibxSYWZ0AaX1Pon1L9PcKg+Dz93oeU656MVPI9+Cxs6EJMCMFLPTu46auYLLWHXRKByXRVqHQ4lbYKa24oD6D+07kB8GWSKLtbvOmicEIN522WhXWV93brb3lfUkYKrfWgYoiqZ2k6EwI3yD7ogBnEv6jiB56vuk6REJaZznHoOt1rWy4pDHsCRjt1O85ncM0U9gVCU8m1JUufKRCPSzDl6HNhDFqtbtcYCIy53OGuTgsVp+TEnzJXSeHefv8i8NgoUmMGTONkcbqhMJp7uFIaEynKRMhyL2wIGBzBbnA5X5T07A1qFeVOO907YQPen+CxG2nAcfzcMa1sNd1JZN9gClyTOcVhgPguCk8bFUNUOqEId8nXOZhCGK3UxYBBTlTRgbleuRH4e98tutGaAnu9T3j+NSVr2DepnVDzUGS6N5afWVwFWOpPOqejYpr42hxHL/xzHc8zGP/SNs8DYL7pUuXcO/ePRmc+TQ43Pv7+3HkyJFHui7rvbPruhIJUy6X21gYwsP4oQlN+n+ZsGu99fM7VfPf/d3fxU/91E/h85//fHuFyHrW5WMf+xjOnTv3lrr88z//84fC79AEwT//8z/jE5/4BH76p3/6LR0j2TipQFKBd7YCieD+ztY/OXpSgaQCSQU2tAKJ4L5x5U4E942r9YOONNtYwV/dfQNXytNSvB4ycjC5hrnSIu6szGG4OIAD/ZvxsU3vRVHvFjNJfP+dq1/A6aU76NdN/PeLZRz1FOn8Fb6Ap3CYmgmPXOsSEUPcdhJkmkKIXDodiOwSDRNw2cPu9rrvItUSWukfrUFwXs13kQ4EaRKBGpxJoZ/ade5ie8jVKfEFIbH9BhPYFvKakgxoc458qGCXGENziiHUCGcQcRXPqRqGIk7nUx6FdnZiCq6TgB4nGAciPInALdFd8o4Zw6aY7SnAdUdM6KnIDcSiN5r1YNge6WvR8zBQL4PROUUnAYJTJjyNCLvXQ6WQYa4AJklwjDYj0xRzNXNNQfiksHB0Dd46YYWuQmC3nsICrXiwarFO+NddG88FIvpa9zzf+RwYOZ9D7XJpFi9/+T/h35Yr7UDItfqgO5cVB8FUHV5pHkoMtiRuf0ErI+amgJEtPdnrrf2WsnkUl3qsChjZAh6ssJDXfHmmKeT3aPIZo4mYsBieHwCjCbPQRIkg7nkvNzxNTlCysuMiFRGjMbwFvLbUHAONp4cb3YZAWXjo74GW8XMDYItNUZ2NbgOrhiYdVAOOa0GLqTWFznLXhR4dF71fcn3AckwIcGEIgnjzVLtIq2TyyMYhbnqdWwzLnbqcMk1sqtHk3GojsZnE6BXO0EilsE0x5JfnhI2DEdGdgn+PhoRz2u4s83Ao7HInvjuI774qsJNDneTlVm4F7XeKOTgamowU9KxYNNnQvG9okqEBgUIg5jffp7z99znhoUBBqMH9cl1Vsd1rvmxpkqLEGQaCfU8JF0eDVTnTmonRYFLqrO9gkqm4a9VAz/VBMNDahFbQ9AXGsJ/yJwrD4JVFePlB8OoSZpmKFK2AovPSTbkiytv53i60zD+efA2fmXsTr/EVOSksn1MKeQ3yQOjvFLRNk7V51ZAYmelGGbtyQ/jfnv9v1nrk1+W7RHBflzK2OyHMSF9f3zsmuMtAd8vqYq3X653PPInoJKiTAE8YGJogICRMK7h7favy9nr7vd/7PXz84x/H5z73OXzoQx96e52ssddzzz2H48ePv6V+HxZv8/LLL+MjH/mIZLtT6GvSkgokFXh6KpAI7k/PtUpGmlQgqUBSgUeuQCK4P3IJH7oDcrpMTU0lSJmHrtjj3ZCY7J+bOSvxMISJIeyLa9lA2caBie34rm3PYyxVjB2E5bn4xPmXcXLpNj7oqfh+i8MgsV1AOtENwwRXVDiuA40raHiODNprudtt14HOFSm828KHQT8HTrA2Vqbl8iZRO3CzkyBNAns2ENFv6Aq2Bc5RElbmNRVDgSBE0kuVMfS30TECdxmwOSS4n+cCB0J/XxG+FCNzIYf6fVXDWAS7QSIhiULhds13sFUx2ggGKUoJgTnGMBrhuYO46fVVPjUzc2ALUzjHgIMxYvsl4WFPTGgoBaWC3N3EUY82YtDHucxpckM1wHsFb+qpphzXA5tyxvdwmASwXi03KM+lV7vuO9ispaUg1qu95lh4jpzFQXujuoznIzW84jnYpq/dD+3ORraDTx6MPdR0vYyvnvsiPnT9AjJriNdy5/4x8HpzlULFSEGrlCQ+6WGaoIDR5Zm20NlrH3oelkl0jzjdXUWBlsp0MvLJwR6DTgn3Leheovum0nR7M0LaRFZCyHuInrUYtFGrL0LeFFdCKzR0EyyVXnX6S665BYSxSaGBTGscw3WrM4A49D1lBZBjn7m2DGkOtwatEliOR8vcMwyMV8kf3d2kwz88kUDhv5oKRhMINM6oiE/Xn0KAyzGrDGjiIirSy4mGPiASFlynlTgCMEL3BpnRz2RMHOJaO4OCRjxLExFgbbwVfdaQLnGOVGj/GgQcKYyvutUpCHowsu9p5uJISIQnMZ3+FEP7TRkGNoWQFqfg4GhI9L+gCOwPifvHhY1nA5c7Tc7SlRgNJv7Ow2ujr+jdKfEtjMuVSvJdG7zLpiCwiSu46VjQbQvjYDghPDyj6qA7s0DYGN+HY2agOA3MSl68wB27IfucVHUYegpMM/DXxTFcry3D830s2FVcXriHWaeGmpw6Xm0E4aEVOPQ+b4ruHjSmYMjMYMWxcLAwit957rse5vF9pG0Swf2Ryte180YK7uROJ7Z61LVO/24It1aQacuxTrx1wibSvUfoE/rv888/v76FWIfefv/3fx8/+ZM/ib//+7/HN3/zN69DjxvXxZUrV7Bnzx6JmqGfk5ZUIKnA01OBRHB/eq5VMtKkAkkFkgo8cgUSwf2RS/jQHSSC+0OXasM2JEfgxZV7uF6dhe27qC2XIabL+I7nXsLYwHDXOOatCk4s3sI/zV3GyaVbaFgW/qMoougLMF/AZxy5VAbC9yjyEKoALN9tiu2eJ3EDEtMQhKJWPBfZwN3e8D2JPiGxRspKclsK52SoKyoaui7xFobwpDjTgAeTSMCMQeMaHFVDjqmo2HU0GhWUPAeHQ3roPcPEeEhomoOHPFclrqHVzkPgQEhsl4I55xgLI2I4h68Z4CQwhhqhYLZGxPKThC6IMtdJUQycpq3d6TTfdB1sdiyJZgi3BomwnGEkKtqTS5Tc03ECIY03lYkV4gUJsGYWfH4qVgD2SVzs4Xy/53sY0oyeTHWR6YNwGuBWXSIloo3E3UWaBFmD237dtTFhZqCFtqnSZFC9gv5glcMS3V+qjoGYmnQcM9sHvvf9YMF+vR4shxzWX/rP4BFESHh7RtzvUIDsgqYiX69DjXFYR4/TGBqHSaG8DxDIaT+JcUlnkA8J3PXBUWSqnQGitF05m0eutAaGhvozM0C9CuT6wa0e3HOa3KD7aI0JBEG8/9kmooaNbesOSqV7cQ20zHw6g4GVbsyLPGeaNMoWwWOwSPQSqJgpZGsxY6fVFlxg3Ome+BCqJt8fFA7rKhrUYv/qPdnDnY50If55ohrSvRGtD20fEyp8N5XGRDARMKcwOOkMhpkCwsMMRoAzl7nAnggeZkrTscnqfH5OwcXRyFqMc8zFwVA4NE0yElCFMipaLRqouswgOe2t9Sk0ibkAgZFgHymqc8ggVGqEuaHJsUzwPJ4RDg4HAjx9fxMetgbOdsqveC7ARJ33HByglS7kxvds7A9+fs1ugDnk4gfuc4YtXMFVVccu4eMagB2KCtp3v27ihOuAWQ1sVTXotD9n+JxVx29aFRna7QgPnmhO9NJrnIMFsnvzg7DoTqGpVBUK7y5oJj62+TD+9fb3PPbftSS4E27kfe9732M/1ts9QAsp84EPfOCJz9d5XII7/VuAEDD0pyWwEyImHGRK7nQS1UlQD6Nh1goyJcGd2gsvvPB2L89j2+8P/uAP8BM/8RP47Gc/i2/5lm95bMd5HB1TGDHV9NixYxPbRXIAACAASURBVDhx4sTjOETSZ1KBpAKPqQKJ4P6YCpt0m1QgqUBSgSexAongvnFXpSW4f9M3fdMTzwnduKo8WUe6efMm6B/f5MaiZdutRv/o/NrCDfzz3BWcXr6DmUYJdd/Gz7g5vM/XpBtTEL/bNKGRKKWo8F236VYNxHVCzdDfq66NDFflMn8Kzmsx2ulLV0AG90k+MvHeiS8euKnrnEMXAkrgRL6rcky4TaHNB4NNfPMAY0BuS5Vx1ITAkvBkMGS/APpCTvBLio+9ITcoQSYGGLlNV9tFAPuioi6JdZHw1MtCYHcwcdDau0rufcZQjO4fg6ehfc6SqGw3EKUUnxY+DlMtIm2toNSuQNPQviI3CFErgZPoHnGii8IwRJzoSaG15DhlTIpfcc1jHIzCW10LLJUDj7DpaR9C1XQErUY6InfvHFcwEePmP9Oo4pjwQSG5C3oagw8KLlV18IMvgcWEzMaNX9RW4H/pPwNxbupMAcwj93XnZEjFMGFUy2uK7hbnUFNpqMSizg8DoWDZXk8/6a/Lmor+Wl1imZR0DjyGG09YDwqMLUbE2a57hSZRIMBDqyq6tpHom+6w0fY7gBRNyjIgKdOzuln00vE9CPRYOeGBoaEwpK3OiSrZ4chWMM6ApW7Ui7xvaIKqVmojqcJjn+XAoO12cdPle6E4Am/hPrzCAEwRdqUSZ9yMXwFCtYrjxtOEQ8w9jb7uiQZ6VuYZMKty7DJz7QyFK8zDbr/zHqqxJp+dhe5n2p/WE/SHVl2Qw30xJIzT+ZXpNPwm473VzjIXh0LvNRLQFxkwFEJr3TFNbA5dhzOwcTiE4joHFwf5KjLqhHDwTOjvN4SHbYHIfkHY2K80hfW68EFE+NZE2BXhYTdNNAG45LvYq+qwBZ0HUHIsVBwLzyqa/GyJKxjhHBeFwD5Vw1XCVnGOecZxvVbGLkVFMZWVq6V+orKM152qFNzbtnYGuVLKE75cWdT8ovk+p98ptC0x3Wll1WSmD7929COYoAmTx9yeBsH98uXLuHv3Lp4Wwb1YLOLo0aNv68rR/8s0Go0OYZ1Edvos3MihHhbW6edUKvWWg0xJGKZjPomC+x/+4R/ix3/8x/F3f/d3+NZv/da3Vc93aieaKPi1X/s1fN/3fR/++I//+J0aRnLcpAJJBd5GBRLB/W0ULdklqUBSgaQCT2sFEsF9465cIrhvXK3f7pFu3LiBr14+jfyuzeApHRQ0tzUzgEW7ii/MXsKJpZsoOXU4votnPA0/6WWQ8zy4jMHRDRQCIV2lUFLG4LmO5Jd6nguFxBDfByeHO33ne/IzyURVVHiajjQJ7SSWkOhO4agksAdC9oJuYIDCIknY4Qp02j840Wldw4hD8mOzXfA97A8Fj57xGjiomJjnAd/XtdHfaHQgLq4yH7tCeBkSjijUMR/eSjUIxtyBoyCxqERhiRHX9mnfxWHaPtxIfCcx2bU7Pr4nBEbIkQvgWr2CfYH4NicE8soqQzm8EwVKdoU50gYkMNNERVwYaioPYQesWcbk5EULMSJUA4Jq3SMQlCYEDq2Bklk0syiGzouQQizkvpfc8R4hrK3zIib7s4Go23UPE6qDJnPIbRzh6cfd73zPC2CF7lUaaz0bwrHgf/n/AWZudmwmg0Z7MMofhJeZK/ZhOFhZ0eSqD67JTG8dmLIFXMah5vphrHG+1QCRkg5QSrHnNzDeDFxdg9Uu8U6ZAvRSDPs86FQK3yT+9+D7g/IL6B6I3N+tMc3rzUmEsOTcyPfD9Bz5TqilskiX413wVn4ARg9BftpMYTQm2JXKPW8UMKRFLOQ0IMlmn+0uF+FNCBkRfQ7o2aUVLK3np7UnbU/bhnA69O44k1LxgtoM6W03EpZVBX0UHB1uNNkREfkvM7/L+X6eeTgQYblfVRh2BROP1CUJ7DNMYFysutyvKQw7Qgz9Bk0cMQ4z9I64BQ+TofffDeZjGwXaBpx3emv0Be+4S76DvQGHnr6/LFzsCYT1k76FY4EAf813sSN4BxJKanvw8znPwwFNR933caVRBUmn9L48opm463sYUXXMCh/DqoY3hcBmruB6vYKsZmBQNzHn2vivS/fk7xN5zsHEhCpDeLnEo9HEHDUCyhCWhv5ODngKTv13ez6IbxzZudarYN2+e/3110H/n/kkO9yfJsGdeN2FQuGhBHfP82SQadS5Tp+3Gr13WkiYsMBOgvt6tCdZcP+jP/oj/NiP/Rg+85nP4MMf/vB6nO669kETAhS8OjAwEHqFCtC4f+AHfgB0Hen5evbZ7jDldR1I0llSgaQC61qBRHBf13ImnSUVSCqQVODJrkAiuG/c9UkE942r9ds5Utlp4NPnvoSLM3dgDBYAlUuXeEFL4259EfP2CgR8rDgNOJ6HP3LyGPBIxvChp7LQBJqsdkYielMIIXG9FVpHiJCy6yBHAXnESpdOdhM+5+AtIdeqAyQMUpipY0MPPq/yJtO4JSGFxXeSrutMIB98uwyBNHg76K9CY2FANhQ4uqTrUuivlpcw6Xm4IhzsDjk46fiXOMfeKHWaBNxypyB5wrNxLBKUOut7yCsajCiQmtyzMQgKGawauLoplPQOOTqFjysM2BWDTXFTRSh2PLtaCroxSBjS22p6Chk/JPbpJpTSnHTX+mu4z+l8cpqOVA8UzJuei20GgSpCTU/LcEoSvCTGJmaiIbz5OcfG3lS2g4HfdR9n+sGX7z/w9mbju8E3dUXfPnA/2oBwSOL1z0LcONvcnsZtGM3g3x5tTuXI1mowIxmmlGfgZvMwQrxwuQk5a3uIx+FD+KksmGaC90D8tLYtmSYylXJILo0MtG8YzKoCJqFjeoSyUogmify+h3SEUdzubXBTU7iPc3q3NnoAWmYuncZggMtxFAVuOot0IJhWuQLDcaDGTBaRP7nGBHJRsZoEV8ZA/tRMZNz+yBbUq2WkhdPNj+/BYJen0esciDW/SJHBnc0tDkNdbN6Xc6oCnspigHHcEG5HSDN9f0cBNocEcrkTTUbSBFiYgS8EpuBjU8iZTpve58BYiKBDU5AksqdD994l5mFvRJifV1UMhmoXdblfhIN9IZb7FeG23el03DNwcZitrm65KFzsC96ZlF/REtbJXT4DHxMBXuus7+JQILRTgCr9TNiwacYxxjluuw7mnAYO+QI3GLBX0fCG7+I5zcRJKcIbuOz7yNCzaTcwmM6B5nP/pl7Cr9WWJS/fIqc7Nelyb04S0H1MdaHfGbR4gn5TFbQUfuXIt+O5gc0P9S5Yj40SwX09qrjaRy/B3bbtLtc68dfDSBia/I+61klsXwsJ86ijf5IFd3KG/+iP/ij+9m//Ft/2bd/2qKe67vtv3boV9+7dw/79+zE5OSn7P3v2LMgYQnifT37yk/jBH/zBdT9u0mFSgaQCj7cCieD+eOub9J5UIKlAUoEnqgKJ4L5xl4P+R5mWLX/oQx+CqobBHRs3huRI8RUgofyvpk7ijXvXcKc0j22DoyimcrB8BxSuWiIuurCk6Op4Pv5NQ8EHPFUGA5LYXhUuMnLBPgMj9xiJ6SQeKQqqnotMyN3ucwWcRDvdJClWuhPVgPEu3eOS4+6jwhjygUh+X+UYC0SqiqoiQ7ia4FSucYHtITfnmwB2hoThi8JpC0O0y7KmoRhyuN1yLczaVTznE/O32StJknnOoYVkuoqqIytF11Vly+IKSCDPRIT1c56LA+R8DTdynpPwGhETG6kcjAjvnNAqF6oreE5pefhXOyLsDiMcjBuD5ugVlArgDdvCM6mI45Y0qlQe3K6BkCq92kXfw74e7nYa6zJXMRxB6lBfcpyL9yDW4MLLa+J5Egk02ANXQ9sIWrFA7HwK1lzLKZ8fgnS3rxHK+qD3AIk04vxXIM59BeX+IRSIgf6Adhc++iwbqdB2pUIfik7nagZ5LnKlgxHPCw8fZ2gzGIVolublf9dqM+k0hsPBpq2NByfAaoFrnO5Bws/0cKDTLvO6hr5qtRvRQtc319fkoFO4aA/Hv1yhQpM+yzHucTp3xtFQFJiNGm7lstgaenbp+DdVjq2N7prRd/c1BWONmPsewF1NxUR9FQuxmO9DPwmxjKGqpJGxy93lk6gauu8jMyU0TaQZYFGmfytYNbLigK5MmTMsqwrGjUxbtl5QFAxEJy+EwKymYjjyOeGcWCSY9Rp87Ihc9ilVwSa3c/JnPp3FYLXz/EqGiUIINTSj0SqgVawOvUHpOjTfac12FS52haBa0mUfuNxJvJ6FwFjwTpaTCaFJSsl2D1zvZ30bh4Kfp3wXY4ouA0zv+i5GiKfPGC54DvYFXPcTro2iAMpWBYdVU3LoKfCX3sZCUbAofGzWTLxi1dDne9iZLqDm2fjB5fu4TCushC/FdWncJ3a7fP8L+Tm52un3jKFoOFAYwUc3H8ILA1tQWCv4+UEP+1v4PhHc30KxHmJTYrgTP33z5s0dznUS3MPNNM02Z70lstNnj/J74SGG17UJCe4Uvvriiy++nd0f6z5/8id/gh/5kR/Byy+/jG//9m9/rMd6O51/6lOfkoGu58+fx+zsrFwpMjY2hg9+8IP4oR/6IbznPY8/g+HtjDvZJ6lAUoG1K5AI7skdklQgqUBSgXdRBRLBfeMudiK4b1yt3+qR3li4iX+YuYQ3F+4hXxXYMrEJntoMMCVe+4WVe3CEg7SqYbev4eOWjqzryLBDEkQMIVD3XKQZl/xcEiwJkEJeamJXkxJSEh7SegYqiciBsFp2SMQPhGkSh4Jl3Oc9CwfUpnR5VzgYY6oUTqiRO70v+Mc1oRHIuUgMZGrzEOgDYQWafy9BwARrO83pfCq6jnxIcD/vNbBfTeGuZ6NhNbDb83CVc+yKeGIlbiMi9JJIFnUM3/R9TMYJx8S3jqA4KETWNzNdAawk4t8VPjKNGkY6kc+Y8zQMxq12J5GJcCsxYaULngdd1ZGJCQ8lYavKgHwPwZ0mDw4aYRm58+465bo4bKbjbzmughMmKC7YNbTHac/DoV59tLbLDUDUy00Rf6mHy53c4MRtj052vNUHInDIXj/3BYxMvYl8L8d3pN/78NHvuJKrTa1W7EcmwCBFhyBd/2TV7Tl5wIDiAJhdh5MbgLawtrOfnrk7hobNtQAZJMVtBi/fBy0U8OvnBsApJHaNJgNOS0udW4xMgrXuXxJKCa0SdmSHt6bvaXIpEizc2mRa4agIFzu0dJcARs8oMccHI6Jya99FM4X+iLjc+k4y0h2B+5qKITMthV1qRHiXP8dNNNAzHHM/zRkmhmrdEy0VI4NszDU7m0nhEDnAIxM9s5qG4Qi33jUzULv6YBC6CWYRkCZoQuBNeNgZmZSY1fU2pqi5Zcy+NPkWmRiY0XSMhCaApgwDm8JB0oqCodC7cYr52BQI7nSUZmDq6svntHBwJAhQDYvptO01ur4B5/2E7+CZIEz1lO/gKOGrAFzxPexWdcx4LoqqDsv3cLm+gvcqOk54Dp7RUzju2cF/HexUDdyiVVIQGNVTuGM38K+W78lJW1oIQOgYuuL091WkDKQAn1I09Otp9OkpDJkZfM/WZ3CQViw85vY0Ce7vf//7YRiRieLHXJ+1uqewWULCtEJMCQ2zstI5MUwCejjAtPWzpsVnjWz06RDDn9AnT6Lg/qd/+qf44R/+Yfz1X/81PvKRj2x0aZLjJRVIKvAurUAiuL9LL3xy2kkFkgq8OyuQCO4bd90TwX3jav1WjkRC3f956zUcX7wF0xKYKy1BLWThctIDfdQ9G0t2FTW/gYyq4VN2HsMkyhBzXTVgEb9Y+EhzFTXXQZrcu4G7HZ4nHa22qkIzM01xjb5TNbnkX4pgJBSTOCd/ZmgiYDiygUv9TWFjJ2uKPCuqinwIi3BTYZgMOUCvA9gecrdfhcCu8N+Fg10h9jDtOic8DAcYAjrGBddGn2NjUyCa0mc3KSw0IqQ1NBMG4VlCwYYSn5POQ406Y4lLHhbSWhcoPwTRch+HLto518EB3ZRCVK5eQS4Q3RcFUFA0iUjoaiQc9mBrn3U9HDCawYbRVjIycBpVpBsVZCOC/KLnQdU05GOwNtTPLc/FuJ5qT3BE+yYuPCNMzBoIkhOOjaPpZhhnr3aXqxgPjY1TQG+0bsR43/t+sFz/W7n9e25LKzuOL91AauY2vnXqXmwoZ9zOrSDVeiqD/AOCXS1NB2vUocUJ1wMTYPVVnvmcbmKo0nsVAo2FhMaKbiAfOPLJ5T0QIzLXM0Wk4sJhgxOid8IK9VOryE/+f/beO0iS7L7z+6Yv2757vNnxbmdn1gAECQLQIQgwLkQvGAL0AEjQHSnehRShCAX/EC8knU6Ki6CCpGhAOBJ0sOTR3AUpCgABEuO996anva2q9E/xfZXV/So7q6dnd7bRu5MPMZiZqjQvf5n5evb7vu/z9SwHTqHY7rKni31iKV5loSZ8HhPMSrpODQ24VrBxOIU9aW03Tme45y3FwBAfZRgwwxBWRm2nNa6YAYrl6gKmZuHcDKzNmqghe5xO+HSdOOmlM5g5xVsHcMs08JzfdIvz/++Withp2Ji0LPSlJmdm6SIPgqXPDxnys2PtpeFKkBRXflgT2KDw17lDGg8jD8J6pxzycqWBEvA8aZroU66H49+kYWBAGevmSl2oKpNvFzSBgwqO66YIsSMR0odFiEGt6VhnOyl8vJjw25uc9+a4PR5HqBgWCpqGSSKLuMJB03EtCrArcbkfCzy87JQwEQa47dXxoqbjgQaJprkPgSrDhw0L1+JQIrBYb2LJ/roxj38/NwpLNzDocJ0VMObNwye2DEDBsLCx0IUBpwxPhJjw6vJe7Kj049/s/S4ZoPp6NgrudF9TzF6r7erVq7h//77s47dDcJf5Eb7fJqxTZG80FicPWTuK6BThyVffuXOnFNqJhCFeZK22tSy4f+ITn8Cv/uqv4itf+Qq+7/u+b62WMO9XXoG8Am+yCuSC+5vshuaXk1cgr0BegeUqkAvuq/d85IL76tX6Sc7UCH186tY3cWLyLowgxsj8NFBsihk68Q+hDzfyUBcefkaU8SNxEZqho2TY0qVIH5kWc0l/k9nuikiyviXH3bAQF0rSuUiHIeiupOOZLRHe5Z99d+Hz8yLAocQ1STGoT3Fcjhk6BpNwSLqybWgLAIS7UYDNhr3AAJ8gs5ffJ2IQxcgpHRhQxKPrIsJORWxnV66RR246uODNY68fgF7MUQ3YmBKdrwiBPSmMigwGrWWEPhLBkXbHsx5EKyl8b55/No6g6QYqyfmu+Q3s8F3JpJ+1yqjGGbiNZYJSr4chdnRwqMd2EVHoyxqdrs3hJSJ9lHaOzvMOQj1XMtScEqrLiMqi0gfhzjfDWTNcwcNRiIpdkMihTu1RFKDbLkqBrtU0rgpIhUxqWw5C37DzSR79Zbf9p/GrOD9zHz12Gfvmajh07SL0JeiR7ENQdA9NCz2u4lbucDaGaJYbDViK6Ck37VsHzW0K3mw0w0/owKCXjVtpbeeZpgyX1QMf9VIZVWVCqLUN39XQdOA0Fo+f7p7L0NvQhx2GmOgdwEAajSPxKr3ZwaM8GL/vHsxk1V8vFbAFBjwIdPHCMto9y8CWRjY+ZoIO/LmZJXtRGr/d041d/lKRXG5slzJXFMTdQ5mrJmZNCxXPXSKW17iqJwwRaTqmyxWsS8aYEV3HOmW8anXwrqFjqxLqLD93SgC5+ur94Z9LXQnmZvHyhi0LG1Iu+dumge3qKoCsfYvV5qoQpVL3bbvN1S4DVZVJy3nTQpFh18k+j0SEft2ElVyjKqRzkxNxgJeSScwJEcl3ufWuXopD7E/Cq49HgeSysx2LPLyS5F6ciwIcsgqYiSPouikn/Y4HrpxUsfmdXcTFyMd+uwiGKh+1S1KIf+TVsd8ugUirX514gMsIpeDuRiG8OJSrrEqmLV3sdL63Gj+/W5+GrRt497pd+MjOtyw7DrzWL48fPw7P83LBvTWOxTHIVldd63Su89/iamsFmbYc68TCUGj/2te+JjnsR48efa23ZlX2p+DOSYK1GJr7h3/4h/iVX/kVfPnLX8b3f//3r0o98pPkFcgrkFcgF9zzZyCvQF6BvALPUAVywX31bvbZs2dlAFLOcF+9mq/kTC3B/R9HrwFBhEl3HusqvSgTb0AkRRzhfmMKcOfxCW1AuhQrDt2ugC8imHSq66ZEylBOoXPdoIBKRq5dQD3wUCY+g4IQxSiKzBRpKaAmjneh6/JcM4hR1AwppLOpAvuUZaFX+Y/ycaeAfgXXcUPEbeL5DQjsVETa87GLQ+Yi+sQTMeYgpJjUapcDD3sdxvM123Qc4eLcNN5htgvCV8IIexL8zYKQI0Ngi0uQLvViFaUMd7ugGJkhzp8JfBxOCeRXfBdbTQtlTkxktQ5BqRTFh6FhUwc2+pTpoKcVOEgMxPwM9iT2+UtRhP0dxHZ2QXQNLMt9b4nt3JYCuZFyO1PjuxoL7FnmHJwkIZpit714T1qXT3FuAXHSuwHG7qfHc41EjH8YvSgF933VjTB1HUMTozh0/aKcVHpcq9s2/EIR1VoNxgpE+im6yedmFoTdsHsQVrBUrG/oOuIgQDlD1FX7NOsUMK3F2LoM9r1mWXAabmZA6cLzXygh8BsYMO1s9rFEyyzDhLcciCiCpqBlxhwHg5yo0jTcNzRs7iCOU2onIMTOcP9TNJ22TPSmROhb5RK2aSZYp3LWqgFiVmbaQ4/lsyy4ekZHdwY6aKRQxLra0omJ++UKejgxlnoeJEImxZOe4gogIeAsCWEeXOpKr/QtwVRN6Rq6wqgtFJfO+WpEF7fyPBJblXbNMwBWcb4zn6KbqC/lgZkvllFRJocu6xr2KRMhpxDhaOJq525XEC2w3XltjqZLnBjbceHj5cTlficOsS0R3OeYRaAZMhuj+WdNrpy5F4bYYDUZ76ejZkjqPCdwdR2PvAaC0Mdhy8HZOMQ+08YoJx6FwG67iMuNWex2KrgT+fjY7Ci6LAcF3cSEX5dM992VAZRbE7zK9XpRiBtzE9jfPYRfP/Q9ryvP/VkW3Pnva4rprV8U2YmIUYNM6U6nqK6GmfLvnYJMv/rVr76hBPe1jBT65Cc/KVnoX/rSl/ADP/ADj/uxln+fVyCvQF6Bp1KBXHB/KmXMD5JXIK9AXoE3RgVywX317lNLcP+e7/mejv8xtXq9yc+kVuDTN/8ZX3pwBjNuHVYo0F/pRpWieuIMnHDn8WuNCHtgoOyUZBidQzS7dLXHqFNQgo65OIRtmLDouDYt+R/WoiXAU3RrsbUVd/uE30B/8vkDy8KmxLU5ZhoYVBycknucoFoC04ZBtEAidoWFCkxF1L5P1IlhLjgbfTLmDV063lvthD+PF512lMnNMMJzDHRNGt2TdXLsgwA7gwZKnIAQAo80vQ1xIkU7CugpVrlHV70A1qdCgkfiGAO2s8Q5G0n29VL8BLE8Wqkb+sT9pQ8uBTo3IxASwOmAfPVs/voF38eBYjt7fSwM0eXVJLvfN0z0ZYS2ymu1S80VDB2CPMknJxseRO4kjQK5Pj+58Pdxp4K+uN3VmL64Y34dL5d6Ml9WzSlBp5DolKEfege0RNh7Gm82r//vRy9IwX1vdYPEVbCtVHQfrlaxIQgxZtsYzBBrs/o4XSyje5pyKFDvHUDZa8cptPaZskxU63WYy+j+EcXsahXb3A4TNMnBRhwH6+Y7u9y52c1qBTs6Oca5wWPQMm61D4UEXxNrGuYqVXQrbv57uoYtafd30r9aqQvl2cVnRq0bJ+P6fX/hHbpTcLCNQbSahgnbRn+jw+oCuvIVzErrmMOGgQ0ZAbeurkOEIYqKsE7cjkZGPPMjUisTJnQNvRHDOtvbmTjAC22SORCbNnQiudRVIjwPsUipseSqLrCHiclqS4npcuYgtW/DMGFzDE76T6H+keM0sy1MG11WAQWrgDhwUQs8iETspiBPp3gjDsHxkxMgnHxlX5kxsR0a+pPx9DQiHCG/HkCNQdgy8LpZgXNxiOeTd/NEFOClDJf7qTDAEbsAl6tmNA19uoHjvouXC2Xc8RpyFQ2vvNswcDUKccAp4XwUwNR0OBEF+wJuO2WcrvZK7NnfPLyCa3PjONC9rmNI5pXZMWwr9+Df7nsndnAMfZ3asyC48+e867pSWFed6/xMbXSoq8I6/1wsLv47YyW3gII7BfkXX3xxJZt/27dZy4L7pz71KfzyL/8yvvjFL+IHf/AHv+21yjuQVyCvwLNRgVxwfzbuc36VeQXyCuQVkBXIBffVexBywX31av0kZ2Jw6f958b/iq2PXMR+6sGIdBduGQySGVZShpltnp/DxuCCxL2SrW9Ck6G5JRrsmhW+G1NUtByUZ3Ok1g1HDABrdrBRs4ggO/0x3Lt3g5PkGHvoS9/WUJtAFQ0pSFFfGNYFBJuHx7+UeaIobXKJbFPEWpe42VMT1OMIuBfdyVzewVXGCzsdRUxRSUCbXogi7UmGbp7wGjiZhnmNEFbg11KIIB1ICuq8bMHVDsoXVdszz8EpK1JYiVBjiUIYQLujAzQovZWBofRZBEKHgK+L6Y4JSKaiVMvi2vP7QsNCd8d25Rg1GFOB5ZeJBvSbeG7rXueKhU+P9IcpCbY+CAOv9usTX3A4jbCqUYGSx6JOdbgYeNhfKsJRVCunz6ZYDY+tBORnxtNs/T1yXgnvZdDCgTMwMTo7h+WsXOjrdY92AcAowksmIoNoH6zEhpa2+Uwg1fFdij1qTXVnXNe4UMZCBVGlt+7BcwUa6wG0HPQmHPbM+QkAGcNazxelHpZLsC93GTofwVyny8nlI88NbJ+SElVPAukYdY109GEwjlDTAiSI5gbektbA1GQI5t71p6tjh+eAkRIXPinJOyVNnEHO6EeVCxn3GZFEz4HTpPtcNHbsSZvu4ZaFSrMjVPI8sG+szJkakAzwVdErXtiCLPOVynyl3oZsYL6VFxSqM1DhQ13QpdV1tRgAAIABJREFUnMsQ6lbjeMXxVJnYAvFVSVgqR6MHpolx08CAYWJANyXuKzBMOWGjKTXwCmU4SvbEbV3DdsXlflGE2K+43G9rAn2RwHDQkKuaNpkF9Prk7gvcsWxsS+7zaByhVzckkoYTkHOahgHdkCI+mfvMz+DYWjVtGW59IvDwolNqfg+BIcPCP3t1bI8jzOg69uoGrgqBqqZjwC7gLIOueV1OAdr2I2Amxa+f/y+4NDMqHewMTE03CsSXZkexq9KP/+HAu7Clw6Te0xhT3kiCO7EnhUJ21kerFgwApUtdda3zz/y81Th2tZAwqsBOwf21tlxwf60VXNz/05/+NH7pl34JX/jCF/BDP/RDT+/A+ZHyCuQVyCuwTAVywT1/PPIK5BXIK/AMVSAX3FfvZueC++rVeqVnmg88fOL6v0h++7XaIymcUEAjv51L/C3dlLiA34/L0glJgZq4DT+OJducWBk6nXXomLQt9JKRTJeoaUp3O9nuPBadk+UMd/uV0MXeJFhv1HYwlCAdpNs0+Q94yksaMS/kHVPspaCvIlroWK0v8pynDRM9ivDdEAKBFNcXhZfTvocXFJQJXetj0LFOcXTX4hixBlQVUZ6fXfcaeFHBsLBPo3YJg2E7b3oqimAZTSax2m5E2Ux10SFYVdAdyj7EEQiQCOZmUNITVsgyQakn/QBHMsR+9kVef3EppoXf3Qh86GGAXUZ2EN3jUDIo9SD2swXck7NTeF7XMKoZ2LKM+NKIY4xrwObEDdvpeTY27oHRv2mlj/sTbXe/PonjU7dwtz6B7eUBFJPnlAfpGx/FC9cvpPzKyeEHNrVPBvHjxwWMJrvynblSdLAvaJ+4yer4fKkLlemleBS6yBvlCsryudelK7mQhVdJDhpqOhpxhGoqHJRPmHSjCyAsVmGmHNdtfSIyiudQ0DHq93SJT2sahujozphkuarH2BN0sOy3BPKMrICQjnmOQ8Uy0usg5gxTIpgyn2KGk6YyANjfWUNHOQiXYIDk+CAiBLqBoXLXAhqGKyHqRGKkJhEmRYyKgMxdUNup0GtDs/A7Evk5RlqpYzyyHKxPI6S61y0Jfo16hmBMjy6chq75W1w9IyJsMGw4HH+FgAUBVe4MK/0wlZBllzkJ/uKqCo62lhAL10AMDCe/KIqzTWo6VF94VO6B3pgFzAK8wINXn0FvIuifjAK8yGeEY08c4IjZFHXPxxEOJROurdBUYrAeCSExWKcCF0edMiaiEKGuY6I2g42WLZE0G60iTkU+NpsFTMvcDQtcBeXs/k7871e/hm9N3JM/s/rsIgL57GiS2875jpnAxWhjHkd6N+J/PvTuhRUsTzRArHDjN4Lgfu3aNdy7d09yxlXBnUGmadc6+esqEobol7RrnWJ7JyTMCsvWcTMy3Mvl8hvK4b5WQ3M/85nP4Bd/8Rfx+c9/Hj/8wz/8Wm9Nvn9egbwCeQVWVIFccF9RmfKN8grkFcgr8OaoQC64r959zAX31av1Ss/0F3fO4P99dA0P6tPQdYFxd1Yyl03LgidCBHGM/9Go4N16BWYiopepWJDBy3BP/k834BZK0vVOMS2IQik0t9ztFKXopOR2MiBUih4aroQe9rYwIE4Zwm9I7yeFPgY2lloCFN3sc03UBpt0VytCEShUq87MOMJ2xd3eRBMsolOmolAKL6rz+3IUYW/K3X4x9HEg9dn5IMBBp4ArXgO7/IYUn+5HMTZY1hJh74Tv4SXlvOw7a3EHwPYUV1hKjcWuhUmFtvuXuNtbn436AXr9ecwLoMuyloh63O5OHGNLqu+t/e+FATbYBTmhkm6S+Z7onpuCxkJQ4kLtTQfk7bchMJSDECMjyO4Ps4M9Z6IQt2pzeLHDREDrUCcptLEeyzQ+B85zL6z0UX/i7TixdGLqFu7UJvDQnULZcGQIo0+nbVDH83Uf77xzZ6nTvXtg6X2UqI/+TJFX7dikoaNqWCCzuzX5tGzHC11L8CiN3iEUlQmPWctGtT6fpoe3HXbeLqBUm2t7hkcqVaxTNXBOGqQ4/G0HecykwrVqFbs7oGNiEWMEAhs6Mec5sTTxMLMU93p6sSXFTG9teNsAtmfgcORzShxWxgTBSKGAdfXm5J7aTuoCBwrVtvBeft/JFX868nBEb3f0cjydETEGUq7rG7qGnSkuP0e8HiHaJ3Xk2Km3TWzwTfN0A3O2g6JTQlccYULTMJjq/z1DxxZlUoX7SKa84nJ/pGtYr7jaL4sQ+7RF2vu5OMAhZeLptgZsT54arnRiSLZGRA6AeaeEh3Pj8L0GNmgaygnnnZMXI5omQ6g5Ht6HwFbDxAzRPLouJ3VPB5wQLTW/FzG2mjaOBS4O2EWcnJvAO5wSjocB9lkFeIYBTmI6cYTnrALC7nU4XenBp2+dlFgZTgY310wBtm6iatmoRT42Fbvxg5sP4r/dtP+Jx4Yn2YGCO9Eqb3/7259kt1Xd9urVq7h//z727NkjA15bIjuFYrVRjFdDTPlnfrbcapynfSFvNMF9LU+4fPazn8Uv/MIv4C/+4i/wIz/yI0/7VuXHyyuQVyCvQGYFcsE9fzDyCuQVyCvwDFUgF9xX72afOXMGw8PDeM973gMGZeXt21sBomT+r4v/iDNTD7CzMoBRfxYjtUmEfghhG3DjEENRhN8xB1AuleDEQuIM6nEonY8m4QGGKR3n9TCQ7Nww8GDSsZiI7BSHoiCAYSWwBwo+pokFgS2RAWWwaCKaPzRNbEyEIenzJTYkEcYCpwxTERMn7SL6FNHsvO/hkOJcn+bkgaGjorjUj3l1yQZuNfKIZ+nWVLbhfiXDaBOziYTgZEE5eXbvBz6KjTnMalobvobHvR+GWG/ZEp+itpO+h6OlytIbX+nNDCAVDE9NOY+589naHIzQy+SzUzSf1C0MZFmJAYzoJoY6oFxOui6OlJtC9+n5KbyScrmL6gAEXaydWnUA8TLfX/N8GYj4ktmZJXNHRNhiFZcViH1Ng73nrbCZFfA6Nq74OD97H48aM5gO6vDiQCIqeqwSeu0yjjYiFE/9w4JoOaMX0G1nXxslvynDQJ+bzWbnZdwpFrFNADViVoQGs4NjfOGS6RqmQNqacNI0iO5+aEE7FmXCKaJ/fnEVSFbJGpVeFKeaTmkiZESlG6bquqbQywmyTiihFj98amTJ4evdAyiFHh5qAhuVXAZ1wwnTQJ/nd77vXD2Txi31bQD8GiZZ1wz+Oo9G/rrDpTipNmI7EnOTblynQpJVQRHAh9k3p4xHWoxtKVQMx7pHEFifCk+dF0JKve0pCcDZyMdhRcTm+QMRY5YBzqmrv2EY2Jl6/0X3ELTEnc9VA8O2jch0cFCZZJRjkK5js8KX51NHzJE6BSCqg9DmFyczZR2V6yY0imN9y9VOZzkn6oilYRsREYZ0TrU2W1zug16fkn8W0DCrAd1chRCFuNCYx3MixgZNx4UowsFk0vFc6ON5TtIB+Fbg4RWnJOVxiug7LQfnA47pJRCDRRQOR+4r9Rls43htWLgehdjnlFCDhnrgomqX0Ni4D79w8R/xyJ2TE8dNwZ3Tw4AOTWLS3r1+F/77fd+N4lPMfsh6r06cOIFGo7FmBPcwDCUSRmWt88+qa50CektYV3+3Wj/HX8cx93GHpuBOB/1LL730uE3XxPdrWXD/4z/+Y3z84x/Hn/3Zn+F973vfmqhX3om8AnkF3vwVyAX3N/89zq8wr0BegbwCCxXIBffVexhywX31ar2SM52fHpY4mYf1WezvXocpv4a7s6MY9eYQ67pkrv+u2YNdhYoM3KPwQumCAlI9ClGwC9LN3DRENsUlCpQMmNSIl6AYT2e7tJLqTeE4YZ9fiX3sTUQnCqzbEjYwvZEe/2M/Ea/SHOE7QmBrInizLwwkHUz+TjfkbeJaFPf4Sd/Fi4rLXLKCDUNiclrtUhhhX4pXfsZz8UKKsX7MZYBne8jqebeO9QDWqQxlAJfCEPtTxyQmZVbXMZQgFFrn5zWbFI6zXOHlXogMgfN8owE3CvBWqxnmqbZvuS5eLrf3c+Fcpa62cFl1v8kohGk4qCRYHfa30ZjBuqS+WVz2thMXu2TwYqfmxTEmYKDHMOE2ZjCQEcga6DrIwy8tK7cDN3oHsH/z8yt5zJ/KNsw2GG5MyxBJBjWS6d5vV6SzUwzfAI79rRTdZ6wKuo3OOBiKuRORj40ZTu6GrsO07IVVBXW6zskaz0CppOuOuanmdsTruEuFdb4boxqwPkE2ZRalxUufGQMGtwD1dq64fMu56mBuovPdyULL8HnnJE4UoJaw4Bc906medEC9yK3IJp9REDqFCuBYQBwjsIswG3OZ/boVxnhOW1pw1oTYoqFo6XfXdGB3MjEwYhroKVbBKOVJXUdfxgTYmGFgMEPwv4gIB1ICfRzHuC9CbE2J7hdEiIOpdTLktptx1CaSs7cPTQt8XnZYBRkMzbGQ4yYxQq02qQG9SbB167N7uo4tyiRKbCQrc5RnbFjXsEFxuV8REfZqi+MMJwyeZzht0iaJbUnGLulyN63m+M9n3SqgP2q6pBmszcnNB24DduBC03TsTsbCK3GIvaYNhlTzLpI3fyn0sS+ZULsSBdhrFaTL/eViFefcOvSgAU8AR50S7kBgWgj0GZZ0utcNC780MYLJsN7MidCaq4v4i9kjVdPBu4d24386/K6nMj4sd5Bvl+BOAZ0O9bSwTvFfbRTRaYCgs33Xrl3o6+uTgvZaNUW8EQX3tbrC4XOf+xx+7ud+Dn/6p3+K97///a/7u5CfIK9AXoG8AqxALrjnz0FegbwCeQWeoQrkgvvq3exccF+9Wq/kTKcm7+NTN45h3Kthd7UJILg1OYzr9XG4eox/jQL+TaFXhqdadEbGQgrotTiSwagUTCiuBGEgETLzvosKxe7EVSmXmVN4SUSV2ShAl2FJBvwkBAYTeexaHGK3ynFPwhkp01CA6UrE8ctBgL0K9/uU7+Oo4mY/47t4gY7wpI2GAbotq01cvxAGOKAI8g3y6DWzje8+EvjolaiWRVF+PAwkTqSYWpnxIBbYYNnwwgCVxNl9XYavLg2HO+Z7eDnD3T5qOhhMCfbyEkrdECqrPrkuOtjvhxHWWTZGalPYqQS4jtHNa9oLorn6HBCjIe9FgnxIPyNzTgXllOhfN0x0z09AmBYE71GHfYWmN9n6yziyT7s+DicTAedqszi6dK4AjVIXCmludaqj9xwbzub92FxSCdIreeJfv23E8E24J/8eBV5TBqpHPTOdzGEYoC9lur5WsLAbKSmaGJrlMC6tA/P9nXwI9AwACodbPe8MBMwwbBNll1SEz63GzADalbMnDqQzfLkg1nSfh7a2ifczhfKSkNCFfvAZZf06PQPVgSaWh9v0b2hH9xA1NbPIMm8dkwL3uIgxlHH7h3UdGzImISjMjumAoxsoOmU4yqKFKauA3oz3UpS6oalBzuSzC4F5EaMvhZC5EHk4yDq3vaACw5rAhtRzcdeysDVBe4hSF8Z0HTOIsSslzj8wTGxKceAfGgY2Ko71LJc7OMmhILtqloOy8h5Ldjs0FJLnugYhV3m0JPfYLkILGJbabHGlF3oScE2X+xQE+pJx87jXWMBsnanPwgkDHDQsXAsD7E4mKI8HHl4it5+Md35vF3At8LHbKUrBnrgcTlpe9F1Ebg19po06BHY7JdyKY4yEPnZbDv6uPo+/izX5qNQiD0TZ0N1ODv39+ix2VPvw64f/FRpRhKszEzLQdmu5G0f7N8hJjKfVVkNw5zNOtroqrhMLw3/fqq0VZKpiYRhkev36dclwf9vb3oZi8fVdNfRa6/r1r39d9vGN5HBfq4L7n/zJn+Bnf/Znwd8/8IEPvNZbk++fVyCvQF6BFVUgF9xXVKZ8o7wCeQXyCrw5KpAL7qt3H0+fPo1Hjx7lSJnVK/myZ7o5N4Hfu/ZNXJ4dxeGejVJkuD81hqvzo/D1GH9SGEAvHZQiRikW8JC43J0iLNOSznadrkF5FgE9YfDGYQDDMEERQAoXmobZ0EdXEpp3RYTYm4hFV+MAe4ymdENvNEV8J2EKX4oj7E8wLxTAhgFsTIQbuq9JWaYTko1CzGgcyaC9Vjvhu20M9ftBgPWW1cYuP+55eCkVHnrSrePF1GfHG3W8lHKNPxDAxgWXtobr9VnsjgLJQN+siODszzhXBFDISgn203Ekg/3IuFcbhSrJps8QT4/Xa3ix0i03f+B7GAzqC8c94fk4WsoOQ52yS+hJ3KZLHoxiFXEy0ZH+zrBsKaYJJZg2vc3jUDN3fB8buVIiEbI4aTBRm8YmU1HdK32Zbn71XDVdw93123C4b/uqcoNX8spe/8bfY8fcrcd485tHGodAKQxRShzJlMX8YhHljNzQuNIHPSPgc0mf6EqfXopzUbd7aGjY6LaH+y45ztB2YPpRx0vmvWvoGqrLueUpfrPPdKVzhEjrlwzDbcxln4Oieqfr4BhCAblnCHBTaCNO5oU+jIyJgnvMNEi9Y62TXxUx9iiO7tbndywL6xgkmvC/FzprFyHcOmE17f2n4z7jHTkbEyGzVFy/FgXYzQkGpUlmekpI58TjmKbBKFUxxEJqmnRq1zQdXco10eVO1FLrmeJhiZzpJt5LOcdNTWCHer0tpIpSN79Yha3cn5sasEO53AmnhD5lbBLlPmjJioimy92Glkze1QsVlBIMGEOnQw2S0852KQgk852TbBTyD1uOFMYfCIEtpoVboY/ticv9bOjjMBnuMt+himu+i612Ad+ancA7CmWc5XGIy7IKuOPWscEp4T/W5jCW8ZRxVReLUtIdeGGMRjKRyP03lqv4qV1H8J3rtq7ktX/sNk9bcOe/WSmmt35RZCciRkXC0J2eZq3z752CTCm43717NxfcH3s3n3yDp33/n7wHnfegs/1jH/sY6HT/4Ac/+DQPnR8rr0BegbwCHSuQC+75w5FXIK9AXoFnqAK54L56NzsX3Fev1is5E0Wb37z8NXxr/A4qVgFDThk3JkdwrzGNf+eU8d8UuqWoVKSQLt2BAtOmje5CCQ3fRdG0EYchdIrOxClQZI4jye6VQnvibqcQcC8OsNWw4YkYDQj0oCka3UeMrQlO5oYG7ExEHTox6aYvJc7Qi5GP/QrG4Djd4oqb/aTXaEPH3A8D6QC3FKciHfCHlX1mogi6YaGiiOB3Ax+bLLtNlH8UBOi1bNjKdhSFQrsIO+X4/ue5abw9xT3nvTge+EuEfX4+YtgYEhlOYorPGYIkVxe40NGrTCycnp/FK4bARd/DvmIGH55scN/HpkIxMyi1Je6LDq5irViVnGetE9qkUEHcISSV1ygxEhGwVVmNwM8v1udxWG9ONNQ0AyW5OqIzjoWPxsP127Bt4Lmn6kBdybuykm1OnjyJwthN7MdSFEvW/qO6jl7fhSWAm7aFHSnxtbUP35MZw0Sv15n9LrftWddkVSfu4k59fmCa2JTBLpfb01nMSaxK77Li/Zxlo9IgNbtDkyspIqCrL5v5XmLY6yI7vO0onISgYD+r4GPUDfo3A7XJzJUEY1YBgx0Y85ciD/vbI0jlUXm3ylEEVRJvGAa8QgmB5WAwa9UGXfxE76Sb7Hf75xwrHsUhNqXu7404wM50f4TADUTYmYjuoabhAcdbw8CelBA/rNO9Tpl9sa3E5U7HPa91EQoDpF3u4OSBUkcGNDNmtuVyJ/meY3zrGIKi+DIu92nibZKx+KTfkBgYNjrXd/HPQuBUbRpb4gjrDRNnAn9hrD4Z+jhqF8Gw542WjHnFXQhssxxwTN9nF3B5fhobDQvdti1xXgFd8LoJV9Pxv9VIom9vD+ozGCOWBjriSEPBYCKJBpeB2oaBfqeIXzn4HXj3xh0refWX3YaCK93n3/3d3/1Ex+LPTTqjWwGmLYGdn6mNDvVqtdomsNMB/iRBprng/kS35ok2fiMI7mS5/+iP/ugTXVe+cV6BvAJ5BV5tBXLB/dVWLt8vr0BegbwCb8AK5IL76t20luD+3ve+94n+Y3D1evjsnYlYmc/ePIHz04+kuB6EIQbDAL/ZtV4K0UYcS6e6BYFZp4iqQWd7LJfm05Xd9E6KpkNb0zEf+nKbgCx3iuWahrNBHYetpsByOmzgSOJovxyH2JegZGZELMWcppwCXAewK7kdFKxGEGNDIljVhABl2ZZL0mPoqYgxqIQGnvY9HFEY7DcCD9stp02ovRTH2Je47lt3/qzbwOFie8zhSbexJOiULvijKZ47sSo16Lhdn8URGdTXbLeCAFsyxO4Z3UAznrS9Cbo/ObmQgW857bo4nIGlOTEzgfWGjq0pbnzryFeCAHtSTPqFs1b6EXdwG0u3ql2CbpjQZ5a6nuX9L3VBdMCY8BwnGi6OJo789LXenpvAc5yoKfdAX+YYcr/BrbDX71yzLykF97GxMbxnRx9w88yK+vnA0LHBdTFZLGIgw93eOsg8MTRRiJ4MJ7bcho5vv4GYDmF3HpYSlpnuCN+ncRFhXQa7HAMJu53PIN/fDHRK63jjThEDtWUCdAc2A3MdRHO6tk0bg62w11QniSnROcGQnoBhLkSlBxoF/XSAKsNeOTlBhEsqwJSHH4sj9HAsy8CFXNc17Aqa7yxZ6G6lW76bdIj3ROHSiQW+n5xkSvfPKkL4NfJJ267oYuzjQNrlDuBC5ONgiuV+V8Sgt5oomV5injRNTloxB8NSzidd7rqOLuVe8woox6rTblxN0cdJUKVHI5aNdeoEW4bL3StU4biLqxCuCoE9Su0uiRj7lKBpr9i9sD3HZ/LhrQSVdZnBpglmq07mvuJyvxwSFdbEmJxozMvA36O6gVsixm7TxsMwxEAyeXoy8PCiU8K5wMWhYhX3Qx/rrQLuBy4i3wXTCzabDsqWg5E4kriZv63X8Pn6HKb8Bvwokv/2mPFd8KeXDRMbCt0LPxcock/5rsxqIF7m997+/ehOAl1X9EJnbLQSwT2KIulSV13r/DM/bzX2u4WEUQV2Cu6vtb3RBPdCoYCXX375tV72quy/kvu/Kh3JOAnDUj/60Y/ij/7oj/ChD33o29WN/Lx5BfIKPGMVyAX3Z+yG55ebVyCvwLNdASJOGBbFJbitX/wPm+X+zu+4zZM4iJ7tKjevPhfc195T8Kgxh9+++nWcnHyA2aCBRhDg/3b6sIduZCFQTkJP/UJJImWIhWkEHoqGJTnUJkVuCk8MwoxCFBORveVul8xdEWK9bkmWMfnt3ZoO+uCnGD6ZSFnnYx+H9KZw0NB0GIJBgU3x/Vzk45Dibj8fRTikOrx9H0ecRb/m7cCXwrPK4b3gezigOKyn4hgVk3LLYpvWDPQkgJzWp3d8D5ucdme4H8eYFEI66NtauRdxo+mmvOs1sCugDxS4AQ07UogZfi6I28gSuqv9EBli4kgQoMty4KSwNDzWv9TmsUWLsSXjPBf8AAc6cHlnohhFBk6m8RitC+M10emqaTDjAFpKgJ11qqhEnRElsenAjwXsDkzkm24DGwoFVMLlMSd02Zs7X2zmBqzRtiC4v+c9wPmvAg+vrain50zgeZEBtE/tfU+EGAqjhUkp9etaVx/KC0GVNvrrHXAtyU5jiNFF3r+qC9PVLBFQyUal7s4ucwqqAmgYOspZKCKOC5yQontZ4YOrfZYu6ThCocPkQNw1uASlIwY3A8xKKFShdXDyP9A0bEpqkb4BDPw8nHKKcxuy1hnqWRHAWLmK9YqQPOeU0JX5ng5kMuPR1Q9Mp1jydK7HIXamXO7DcYwhQSb64loBisZXLAsvO+1oqLDUDbM21XZJWS53dbKytfEtDXhOudec1JNIHNUhn2K5T+sGehSBn/eLT2lrpOXEJ/8NVEz6PgUNBF21xt2bAHYk30mXvyDyqzlmqiz3BZc7gPuBJ13sD/2G5Kx/V+KEb3HdR6MQ3WYzX+NKFGKvU8QJrm4qVnCMPHeZv+HgZhSibFqoGKac+P3J+zck1ksGp5LWLvgL6DGL6LOZR6IhJAc9ChDFMeZCHz1WAb944BX88PYDK3qPO23EcYFiesvhziDTtLBOB7yKhCH6Je1ap9jeCQnzmjrICe4EKfMd3/EdUtRfy+2f/umf4DhOLrg/hZv053/+5/jIRz6Cz372s/jwhz/8FI6YHyKvQF6BvAKPr0AuuD++RvkWeQXyCuQVeNNU4Gtf+xomJydf1fU8TphPf98S6p9E3H/cOZY75lqbFMgF91f1mD31nab9hnS0U2w/PnEXE35NihKmbmD/zAx+tFCW3GLpbqeb3S4iJvs8FnBjiuoGRBxDo/ArxTLRFOroBNUNuHEkg0r5/J0MGnjRStyLfh0vkd0M4J5hYEvi1p0mz1pgQZQdUzAOFMIY9jiQCGCzguKtvoA2mGcfNa0t9PRC4OOgIq5fInZAQcnI8+sWNqdE5lFNx1Dqs7Oei+dTPPdjjRpeLrd70ylgCU4YKOGnul2A5tWge6TNpxoDUTPQF6I1sZDBm+7kbp8JQ+kmHQs87BJBm4OX9QkonC2w5tv7ccr18UI5G0MjTLu5giHpi+6UYCgu9+EwQq/ttKF21KNT3Lob03Xf2YEZmLacQGjxnzMfdk2HtfsVaIn49tRfiKd0wJbgzhU8fD9w6r8A4/cfe/Q7ji2f4ecSh/VyO5zn5FM77h+PbBvrlQkp7v9Q17DRa0dPpI97R9ewzVMmOohqaVDuVRoRKctw4edMG2WX6zpSje52HovvOydpOqCCJqwC+jutrmCmg11anJTqHoQI3QWUjFbu7TghMKLrWEfMVaox+8EVEXozYDhXEMO0CthhtcFW4BumDPdsvQcLh5RjEtFZqfPQLc5xIIV7uQeBLRmrGK4Igb2JI/4CJ81K3ZgWMTYnqK3FS9CauB9lcorv2Lyuo1uZtAgg4Gt6Wziua1hwoqD9qqspbI9cIaS13aurUYg9ysqhm5qOHcrYxMnPg8ok37VYYHcy1nCylQF9zQx5AAAgAElEQVTB/cnYfTbwFjAxDKvmk9edfHcx8LE/eb9Pe3UcYQCzEPja3CTewp8pEHB0EyVdxzHfxSuFMq6FPnYVymCgddm0MRNH4Nqr27UZHC2WMK/peBjHKGu6DFL95eE7csIuEBTemz+2TJjosRjGGqMeBlKQ5xethSTbqz349Dt+6FW53CmgU0g/d+6cRMP09vbKUFMK7mqjWzvNW+dnq2noyAX3xw7Tr3qD9ITLqz7Q67Dj5z//efz0T/80PvOZz+DHfuzHXocz5IfMK5BXIK/A0grkgnv+VOQVyCuQV+AZqgAd7o1GQ7qLiM5o/XrSv3O/leyjuphWo8yvRuR/tfs8br+LFy9ifHwc7373u9tWE6xGHfJzUL8Q+ProbZyYuIcJt4YH7gxG3Tn4cYTNxW5sdSr4aKOGbk2TLj+6T0tOCcKyJSpGhp5SeNIN1ChyUIhJ2O1RHMFM3MfyO9MCRRW6Rvt1EwwHJZaG4od0k+oUzU3UTAN340B+Ll3Uuo2CriOMAtR9F6OBK0X6Fsv9qgD2KA7vY14DrxQWHXlXA7/pzlcaP9utoFamBKRLsg37wIDSlAB+3Xexk8KP0upxhAY09CkOe/l1uW8JloXSjVmsQJ962HYMKWLzuFkIlU7sdt2SYbKqa7910GP1Gl6qMpwSOD4zgbfZi779s36A5zu42697AXZ0CFhtXlMP4hTy4+b8DPaaTf7+lTDG3g7H5u7Hag281NXsV1aT2mORExcC5lxWtGFzL2PjHhj9m9b8K6wK7uysCAOIY/8ZWicWOYBZ00IXA4YBTGlAf4ZInL5w6dJWRPeRUhWkt6uNwaauBlQec7wJy5Fu+HnbQdmwlop8fC8pii6DlnloWdioMOHrpoWiU1gUd5cT7TmhZlro7sSnL/U0HfKc/GFosYpZIs+b7voMMX+Kk3AMb854auSkRYbL/ZJlSVfz+ox9ODEwkDVxxoDXmZSbnft3ZQe/3oRoCx/lplMUsInNsmzsoas9cYXfFBF2pPqZ5XK/HkfYnVr5MV+soJKstlm4HN6HecVcIMXu5V3uDxhErbj9mSLAyZXWlARXLbG/cvyWPHwNXVwhmJz0lO/iaDLZKdFgIsbGZOw8QwE+wbVcDzzsTBz9DwJiYpo5GhyDGTRdq89JVNArTgmzcSQndqu6gTNhgMOFEr7VaOCVcgUnXBebTBNB6GMyiiSKhs+vqWn4D6P38Q+sCS+ZinpMj38zb4T/4+or+SfOOdABz+HJMPGdQ1vwGy+9G5X0iiblOQnDcAEJQ1G95WDnvwtbjQJ6S1hXf7esVKDut2Gku3HjBu7cuYPc4f70i7+WBfcvfOEL+Kmf+il86lOfwk/8xE88/YvPj5hXIK9AXoGMCuSCe/5Y5BXIK5BX4BmqwGoz3FVR/nECfZaIvxJhfyXbLHfu1b79quP/caL9q/n+1e7zZkMHfX30Fr726CZOTT6QDr5QhJiPPMljN3Qd/86q4GWdnr+mu12zHPgUxulYpAARRTB0A40wRNGgy73Jl5UrKcia1XXpbi8kAs0xv45X6FAFcDIMUbIsNHQNc3GMI8UulHRDOjm7NEbXNdsDTWBj8jc3bgasdusmpqIQw6EHPSbmJsLGOALZ7XTmU5BptethgF2KuH7O83Co0C7AXwxj7E+7ronTSAlqEkOjiPk8x7caNbyyxN1uQSy4/RffHq3UJQVr07Khz4wsfkFRvZ5yEvPbQgUiK6CRslixCyJD9Hzge+h3Sgsu81DEeDA3iV2Whdu+j80dglIpyD6MNWzu5D4vVhFnhKg+9Dysjxo46/l4qZpFoG9e5mgQoGgVUe7grJcblXsQJddkGgb0FC5DPlvVPljbX1jtIelVnS8tuPMgwmsg+pcvw0iLn8kZRspVrEs4zXVNgx+46FmG5c7duOrkPgS2hhGGyYDnO5aB7CF/vBJ4MDN45q0LJJ2cE2ONQhFDnfjwywWcJtz0kTjExqTfD0sVbFT7w88prHZwstcME0WPUcAdLrw6AEGR1s3gxVf6oWUJ3gBkRkTWIRnWLEJsFosYl+uGjh2FKu4xxDljnzpDo0WM5lodtWlyMmDJ5JmcqNBlkKjaZogKYdC08uE9DZhySjjU4qgn39UNE6UUGkdOpEC0MdopDs9qGnqV+0yZl89TRfmsphsoUaxWO8TwVzXklcgb9l1ZqXNP07BFOc4tTcdzisv9VODjiDLm3tUMbE3uJV3uHONb+RpnGVydjKlytQHjB5Ix4h50bE7G8lNeHUeTyU6OwwxGPTk3iT26gV7DwAnfw0uFEhiOvd4pokZhm6uMOMlp2hjxPWwQIR7EQuK/uHqrR9fx4w8IutEx7weS9y/f0aavHwZ/DiXiO8dR/huJPxfXFyv44I7n8RO7XpCf0aGuiur8M00baqOI3hLVJyYm5D5vf/vbpdFgLbY3muBObv0rr7yyFku5pE/8ucAJmHe84x1rrr9f/OIX8ZM/+ZP45Cc/KX/PW16BvAJ5BVajArngvhpVzs+RVyCvQF6BNVKB1Rbc18hld+xGk23a/KU6/l+riM/9R0ZG5BLrzZs3d1xJsNLzrGYdVazP4xA/j/v+1Yj/jzvm49BBvJcj9Tn8xrm/x4mJ+8myeQ0hQkAjosXA85aD3yj1SYYx0QnEkDhke+saaqGPCsWgMARDNInL4HXEFMAlPoFBdE0h4XYUYLthSRfiMAQapo2KXcQmBuhRUJSs5Ag9Cct4VNcxlLgAQ9OGFgULYtSV0MPeBEfDY59qzOEonejgZIHAtSBAv2Gi4s6hCwI3oxg7rEV3d5MbLLBREX0fRhGGzKZ7cqGRVU0utNIueQ3sK7ajVmYkMsdENSUie4UuWCm3OuukWQWIBDdB1r0+NwYZiMqaZQSiCrp5O+Bn0k7zVlcveD72p1zq97wG1ocu7kYR9nYISj3t+jjcCSWTBKW2+p5+1745NY6jpeXF9HNugIMdji+PZ9qI+Mwkwh0nd+hybxMD+cwQJZNCfKzmu/8k58oS3Lm/qM0g/pevQE+Jr3zHiB1qyoTN9lBEGAxDPM7zSgGYGIxJy8ZzKS642ufbmsD2FMIifU1jThF9nEzrwNmX2z8GLTNC7FMYYsYpoI8rX9LH4oTWfDt/XO3HuF3AQAfuvGAgLGuniMCL+2rQ+D5lrBahCMuVN3Rcp9sjTcP6RMy+z5UFxa6FbIQboYddGTW9q+nYlvHeytpkrWKgmJ0xGTBqFzCUOPov6Tp2lqrgqGeIGGn40qRpoy/13FyTjvb2a5owbQyktrsSx9ibEngfGiY2qqiblntdva4Uy53+/SGlgJSWefbWNGaNznDdWJiMoMDNnI7W80TGOsVxNk4ODIsYmxKXOx3wRxIHfEyWeoLLeRj4MiODx7jhe9iR7H+8NovtcShRNPPQMGAYOOUHOFIq4UIQ4oDjNH8vFPGNuRmsQ4whu4C6RMkAF30PfzA3h+uzk3JlF3/+sfF65M9R+cI2V/BYuil58PNhgO1OBb82uAderQ7+m1FtrSBTFQtDQbiFhFnLgmvrOnLB/UlG+ifbdi3f/y996UvS2f6JT3xComXyllcgr0BegdWoQC64r0aV83PkFcgrkFdgjVQgF9xX70acOnVKiu7f+73f+5pOmjUh8LjVAq/HBMJykwOrjQ7KEuVDTeBaWMONYA6nvSmMiroMK5XL5gV1BbLXm4LDZ3s3Y6dhSswKSb+VUhfc0ENR12W4nE6RRjfgRSEc3UAQhXKZvhQqpLtQx4MokPiYa7qOOV3DW4qM0AMuBx72JaKp+meG2FGcW/D8lbsXwkLpjIx0Y0HUocO9ouvS0c5G0cfRDGiJYEuxPtaA4tw49MS5eCkIsc9uly6vR8BORZSXByM7OCXYXQ8C7Eyhab5Vr+GVSrureyIMUbEKbdx0KeCUuptho62maRKpQ+69yAp7LPdApPAtTe1Hg6CDOcP5fsPz8Fwpm7/+1akx/KtydvjdJAVdkwiRDkGdraDUDm/psVodu40Y/RkBrdzlVK2BF5ZBycjrYn1SNTdNE7qCvDC3HoLePfiaxorV3LmT4C6vd2YMOPaf27jeUe96GKmJHm57TYTYHTZXjyzXHhgmBjQdznJCuRC4jQjblzneWLkLPoNGl2O+872jkJ7xjLb6OGI7KHFCSnToO5nrHdzo3MODhlIGDz2u9ECjYD+bgW7hycu9HbE9l+IQ+zsY529BYB3JIsUqSop+PSYEhjIyFDgmhZomXeJtjeMN+5d28Lec/elJNLuAIPAxWihhg8JHvxaH2J1CyEwIIZ3rKkqKEy0uNFTVFQEct60C7GCR289eMoC6olwLgTKEPLX5rLNc7hTqFWH+DjRsU87HOODdShFukO2ufH8mCPBC4npPu9zPBz4OJWMrVymxx13JxEBY7IaR1OuUW8fRJD+DQvn+Qglc9cTg1Hp9Tv75pWIJY2GIqu1IgZsiPH9muZqBuSjCiFeXK7ZizYBlWthgWvhfxsfwjdkJuBFp982WnpLRBMNgTfTAwLgI0Kdb+OnKFuzu7pfO9VagablcBset5dpaFlxb/W4J7m9961vBa1rL7Rvf+Aa4guCN4nDnv3u5CmItOty//OUv48d//MdzwX0tP/B53/IKvAkrkAvub8Kbml9SXoG8AnkFOlUgF9xX79l4WoL76vX41Z+pJfCvROhfqat/uYyB9DHmQh9/XxvGw6COB0EdI6KBWJP08ERs4Z8EYl3gw4UefKzSiyKdigyotIsSM0FBljz2ikQMxFL8ldxzChuBhwpdiklQ6pwQuKUb2FGsgAILBaKybmAqDCQ6hsGYfhxjLo7Qn7gbLzbqOFBsisJuDFg6ebrNmt8NwrawzQdhKNm8rTYcCaw3FmUj33BgiUhOFlyfn8bm2JcCPB2QrXY3jLBFQR/w87BYhZlit88ThRK1B9uNBwHKVpMvr7YTdRdHK03XfasJ1iupTdsXVgFG6EJPiaysK8gvzsLJUPzOQHHQgXknirEtNSnQrGWMaaGh7s5iT3pyAcA5L8TBUrYYH3ICRCNCKJXMmVzI+Xod+6s9ODUzibcWlgpNUwxw1W30LsclLnUjynAka5YNc268+Yz2boC5ed+rfwG/DXsuJ7izO2LsXjNIVU4IaQC5+x0QQisR3e8USvAhsDvKvletEvjExkR+W7Bm67t5uyCzGHiEyLRhLyOoS94+eeod2jjDlg0DlbRo3tqernE+Vx2uecqy0dtoDxgWA5ub4cIcdvjuZgQNs54a+5YxkcXx91EYYEMGymOO7u5iFeUM5/xdCGxT+NutS3ioG9iUdX1cnaLy0Vs7SPd7Kp+AIdR9G5ZsT/gM8T9GCgEkg0sVjjoPfSUKl7jXRw0L61J9W+Jo59iq6diqvt983/nSLeNyfxBF2KSMpbVkjG8hdlyuiNP1BZf7aBTJyVROyrKpLHeOXXLlUTKeX43jhaBVoYyDw4GPQY4JmoZbvofticv9RKOOF0sVnJgexyZdx2bLwrc8TzLcL/gBDhQKuBiE2F8o4mSjDt9zcbhUwgQnmXUDc0GAH7t7VSJl0rQl2Vtm00LDoFlE0bTxyK9jXaGC/+Mt78HenoEnHlnWsuDauphccH/i27riHdby/f/KV74iw1L/4A/+AD/zMz+z4mvKN8wrkFcgr8BrqUAuuL+W6uX75hXIK5BX4A1WAbI1V9uN/AYr0VPr7uMEqad2omf8QHyeP3H1OE5OPMBYYx6zgYdhdwYhiI3QJb+9GQknUNU1/Gn/VgzSxa5pqFsOKmQSRwFihlnSDZ+422U4oaajFgVSTJdqhRCYcooIrRL6Erf8Nd9bCCk9487jBbo/AVxo1HEwEdhHAw+9pr3gDL/tBdhWaAIVvJhhqwK9iTBP0Z7nsxPRbJYue23x79ynFmoo2Yvi+on5WThxjD16hHKi4t8IIuxwWnF/kBMDIZ2MxqK/kZfUEDqKZrvn8UzDxeGU8+++72PIKS6ExbYeuwYsFPSlIqhvFiUH2qpPwRThwlM6rjvo15ZuH1OgZJ0zQiHPNho4lHLbtw7IvvK7R76LzZHbhix5XFDqedfHgQ4OR06YjMTARqcgkT5jcxPY5rRDME7UPRxdhu0uDAsxXb0Z18T+04Wq+TVYu16Bprh/3wiv9ErGN/HgKnD+q0D3EOApKyBSF8gAx7uRj+cUzri6CfncZqEs0TN3RITtjxHdJ8mw9upLokIZuNrChQi7CJ1Ylw6TLfL8dENPPVpyOyJNg1fqkiiqbr/e+XYt43LnTg91HRsZhCrP1YdYjjnJu1iqQptTQj/VszhlaPUMxjuA4SjGBjml0N5mqv2oFHnM8SXfTQuBqgyCbh8HKBbXdB1dKpaFe3PgIJoqLfrzc2KwWpkNnGxi+KbMvQiX1pr1SU1qjHKSkjkbSl/IGOfURHMNUdKEAK9EXRPCq65pOqrKPZ2mo3yJyz2FxeG4w1/Kdd4UAjuUPozZRQwqE2c3oGGHUq4LYYiDSdAox1qGww4l7/Q538PzCe6KgBYjwYnxSuJSLzR3Tl7UGa+BFxKh/Zzn4lCxLH8+8FtO3F6ozWOHCJv/hjMtlHQdY6I50TrOdBLeFtPEmdnJJqJG54Sihs9OPMLnppc+S3TJ88eBxVBWq4CqWcBwfQ7bqz343e/6PnQnIa9PMh6tZcG1dR03b97E7du38UZxuHNVwVve8pYnuQ3ftm15/2dnZ/HOd77z29aHTif+y7/8S3z4wx/G7//+7+MjH/nImutf3qG8AnkF3pwVyAX3N+d9za8qr0BegbwCmRXIBffVezBWIkitXm/evGe6MTuB37zwT7gwPYLBQhl3alNSdNf0psOdWJk4brrQ/0PPenynXYAVRwgLFelQ9OJIhqLWGXSqaYjiWIo9LXd7HAXSCU/xNCxW5HE8w0KB7krNQIhYOjUnE2HekfxcgXkRozdxap5253EkEeKn4ljiYlri1snGPF5kUGPSzjRqeCFBC/Ajft9iufPvFPsNxZFOMXgiCjFk2RIr8KA+h0LoYXcqPPUS+eeFRQGex7rk+thXao9GfBQE6LOdJdiYU3UXL6Tc7XNhCPLaZdCs0hpBDNtpcn3vNerYHNakW34miiSDOs2F566TPtCT4SIPYyHdmoMZgaeTQQjLclBKzt/wA/RETWGX9+BBJLA1wxXP7y/WG9i3jFh+qlbHYQUVc3F+FkcUYs+5uouD1TYJcMlLJso9iDPCX1sbaqaN4tBW6OXlj7MW396Vjm/ixilg4n7HENHWtVG29kIPvRlIlEuWgX1Wc5UCwyfrUYCBJWCM9ioNGyY2KA72ScNELwVEVVQmnmVaCfhdUugkJDTlNB8rd6M/AXTwuAOd7rEUoLuy3eBcnaHpMKNQTkyFXQMwU8x0jeJ1lpOcxmS6yYnuyWiTwkBfvBhgGnQNwiAvXDfhxyHsjEmGS5GPA3R/p9qYYWFIQbcsfM2+1TLCkCnEz09CdA0ilridhBtOcT11LbGmI4zCJSz3i4GPA8kEZOt8WSz3uwJt6Bdum+VyH7cKGFCvQYa8aoAa0ppiuddNC8WQa4iaTZLMuSIqqV2DgaIKHmYsCtFrWAvj+hnfwwvK2DMsBDYk41TM567OqQBA2GUgYbnPETPEEG+63D0f24vNsfms6+L5UllW8mytho2Rh3tRJF3uHNf3FYu44Ho4UK7gWL2G/U4Jk14NM+yjbqBP1/HBm5clzkaeM8HKyN/pcCc6yLChQYdjGPjXm/fg1w697VUNO7ng/qrK1nEnImVywf3p1PSv/uqv8KEPfQi/93u/h49+9KNP56D5UfIK5BXIK/CYCuSCe/6I5BXIK5BX4BmqQC64r97NXqkgtXo9evOdabQxj/9w9v/D6YmH8BJUwkzgIhIMNiVqvRkIR0fgYauI/9S3AcU4kuGNoa6jpBnQRShFPKJgwiCASVEkcbfPRyFKdCkXK3JJvmEYuB+F2JII6Z5ThpMweE825vBiEnJ6OXCxz2rG7I2GvhRiGKLKdt7zcDARwxmqSmG+j0GIACYY2KqbC4GGdLfTpc++LbRCBcJfZBffjwU2KbgZbnfF81AKXexIiDC8PjqoCwp3mIL0RCywLoVDOet6eD6FYLnledhSKLexlXmek/UajmY4z0O7DF2ZFLgwN4MXtADnvAAvZDjKfRgw9CTEL/WYTvoCPcV0vGJzoxP1Oo4QVZI03utwfgZVU+Bk3cWRDoI63euj0r3ePgHROs6I78vw2/REwpWZcTxfsDEfRZiHiaGMSYDWMea4CqGwfBzoTGhgRtgylPdxYcHcZiXbZR3n9XjzVzq+STfu5W8Co7cf242GZcNqzMsJrFaj0OkVyygneQbynaKzOfCXONjbTiAEpk0TPW7TgT5Z6UFvBo9cs4tAB7c496vbRRTrswvCKwVMUWy67dmIsNHiEE6HVQygyE90TAcn/UOOL3S6Z61wsArQuDIgzQKhM9qwoIUh9AxEDN8nOw6a5yx1gcJ2S/iesYvozkDVzMecOIxRTDPyOZmoG+jPClDNcKizJjHROHS5q8dif1mjVJ3uUDRP1eZRFGJQCSLlMTu53PksrFNufJbL3dVNFCj+q3VcwnKny91sQ83c03RsUfp2NQb2KJSt81GIg8rEwMUoWpgo4M8LMumHEpF9RDdlqKmsDzQI04Ke1FR1ufuFCuzkZ8olP8C+QiGZwAV6TBMXGy7W2zbGZicx6DgYME20MjjuhjF6TVNOat7wXFSZS2LamNc03HRr+PVHzZ+T8mei7EkyGSKd7hoqRgFbyt349y+9W7rcX03LBfdXU7XO+3zzm9+U/+54ozjcT58+jZmZmTXpcP/rv/5rfPCDH8Tv/u7v4mMf+9jTvVH50fIK5BXIK9ChArngnj8aeQXyCuQVeIYqkAvuq3ezVypIrV6P3lxnmvLq+NyNM/ivD6/hHtEGDASka5ThcBrRtAKaDEpt6gqfG9yK53QKuyYMpyiDUB1y3BnsSUGawaUillgZioTERviWA9spIfRdmAkugCIKybZ0OPLQBU3DtMS+6DLAzhexdHIPttjtfgMHKOoBGAsDdJuL4vslhuM5iw7z47VZvFxedLuflm73xaDQcc1AvyJisQfkkJuK6Hbdc7EzwRKcn5/FDgQYiQX2pvjmp1wPR1LC+h3Pw6ZCsQ3nwH5fcH3sL7WHy82EEWzTQCHFW4ZdRETWfepxOzs7hSPWorNf/ZpOcNFYihyJoCOiC7gFu1d2uud5WFesLOmrTpRCbQrsAQMEs9qpegMvLONuP91w8XzGRMKdRh3PaQFO1T281NXZlU5XfshJltREiNqXRhDh1L1JiTx6vVtLrM8S7F+tiD88PIz5+XkcPHhwyWTBkmNCoHj1GzASV++y10sRd3oR4zJd6UF3hpg9aTroz+D9q8eOTQsi8MHf5YqSrMBVuwjtMWgZBrZu8hhdDNwrlrEp9cw/0IAtQXsOgtqPoNQDK802TzaY0g34ThGDGaI6N9EqncNXKdZvUibf2upKQXl+EjF568rkFx+3OgTKGcz2C6GPQ+n3ma5xAJuyJhQ4rskJjcWHOO7bKPMvkGBS1D7Ja0lhcshD5/ibFvqzXO6XwgD7U6tpbsYRdiqTMTyfXN2QxuCwHiq+RrrcdUDlwKdc7o/iGEMaszaaoxnHfMKxqsnf6X9vEFWW/J3TMmWK18lF3xACOxWe/oQcv5u1uhEDOxK8lwyKTvoRynBs4tA03PV9bElQNCfrdZmfwb1v+SE2WjaOTY3iXZUyrnoedhdLuB8JbLJtMIyV/P+TtXnosS8nEroNE/9p5BFOevNwI67LajLdKb2z+xXDwd6uQfzb59+GQ73qFMaTjU5rGSnSupIWUoYiNkNh13LLBfend3f+5m/+Bh/4wAfwO7/zO/i5n/u5p3fg/Eh5BfIK5BVYpgK54J4/HnkF8grkFXiGKpAL7qt3s0+cOIHx8XG8973vXb2TPkNn+qu7l/CPj27g/OQIxho16YBkI7tdCglSI2mK7j9R6sHPVHshYy8T8ZvhqJoIQXGUvPT5wEcl4W3P83ergILlQIhYhqH2mRaG4xgbF5zqDRxKxPKLvosDCe9WdboT9dJDkT/Z56xbx/MJLoYO8zo0dCeCzHjoo/oYd/vDWGCD4qgkciJOuVVl4J4i4k+GIaq2jXJtkeFLx7un6ehOiVfnXBeHUsL6VdfFrlJ7UCrL2EIZLHnk6KhNxEn1uyuuByv0sC+VPTqrW6h0EMYbRgEOiKVY2sY0U6ISshp539osva8Z+wUhyrazJBC2teUEdPQsw1P/+sQI3tHVvcTt33amcg+iZVAy3NZavwN6oYLlwoHTIcSP+/tKAolXss3rkfPhIMbbCjNwEsFxuaFqOtTRIyhlAq5TRWEp6US6lceiGEMSW9K5eVZRCo62glhJbx0VumSAbadGbNO0iKWQWimUl0zysC8cM7oywnF5TLqdG5qeGbA6VemRwm93i+We6oTErnRw0IdxjFmBBbxN266agbhnCEiFFnObObuIaobLnQHEnojQkxKwuc+kYaE/Cy1DITtB21Bsj5NttEJ5keXe6phuQuM4nRLvr4QZoahRiP4Ml/tkHGFInRQQAsS1tMZlnoo/CSY5MapOsFhOEyGjuunTLnfNgDBMaFEABqXWoGHaMEGYEZ9FHncqilAQMaqGiXVOEQ+iAOsCH04yw3gT+gLbnfd9VtPQm/TjShBib5ID0VzdBPQmk3LToYFuu3mQ666PXcXm6puznofniyUZwj1NtJZlQWZalLsk/uzk9Di+s1TABd/HgUIRd4WGDaYJXzdx2/Uw7zewzbYwDV3i037h/i0psvPZIV6IfbR1A+/bfgi/uP+tqCQTy8u+VMt8uZYdzq1u54L7q727j9+P9396ehrvete7Hr/xKm/xt3/7t3j/+9+P3/7t38bHP/7xVT57frq8AnkFntUK5IL7s3rn8+vOKyoH5c8AACAASURBVJBX4JmsQC64r95tp+A+MTGB97znPat30mfkTLXAx/9z5V9wavwBJj0XD2rT8EUES9cXmO0tz2VRE/j8+ufQLQQcoiDIWI8iOCKSTkw62ymotTAW8+RqOyXpAiyYFm67tQUB+17gY6tpoS5iKVRUdQMzZBBrGop0qopYut2HGMQK4JxXx/NOkz1N8Z0iTQstcy2IsNteRI48zt1+0W1gvyJ8092uWTaE4tCc0XQZEKg2QcyNV5eOa3N6GI6u4bwf4mCK5343CLElA7Fy2Q2wJ+WEn6CIT/xHyjGsOWVEqmM06chDBq7aBXgihlufwYbE2Um0wZRuoTdth+d+HZzy8pCFKqJgkVGtXi8RIVEUwQ5daEHTlaw26dbvEJTK54FMZbWm6r685wyFtGtTTeEwqxVYA0l87tjMrn4U1m1fs28rBffHifuXL1/G1NQUXn755YVJg8ft43hz2DJ5Va4+Wa7xOLVIR6wB1WWwPHWGp0YhylnPT3KCeqyjYTjoMzsL8yIWmAsidGeE/7b6ORLGmNE17EqCkNP9d2OgEHfG3DyIYmxKTQ4Mmw7WJQ7mG77X5oZWj38njrG9w8TCXSGwLcOtLnrXQ3AcSoWSyuMKAde0UMh4h+5AYHvG8WK7CCNDpIdpQ0QhRPc6xOr7ZpeguUuDXbUMlrvHFUXEeqXGkzOeixfsduxTFst9WNOxMSXi39cMbE7XLMPlzvBcOY6aNmJNw2QUoxx6C6HVxG71KytsZF8BuZpJllLT4XNFi4gwHQaYDXyJzunRgHWahvsx8JwSVP0oirE+WW10zvVwqNhEj9WFsRBoPR0LVHRNrspQXe7H63W8lLjcb/ohnisUcao2hzjwsF4HtjgF3AsjbC0UcT2M8JztgKHeRK/R4c7JhGPzs/jDyTHEIpYCPF+dreUefPad/91rFtt5HW8Ewf3WrVvgrzeKw50rhhjw+kZoZ86ckT8X1qLg/nd/93d43/veh9/6rd/Cz//8z78Rypn3Ma9AXoE3QQVywf1NcBPzS8grkFcgr8BKK5AL7iut1GvfLhfcX3sNOx3h9twUPn39JC5MPcK4W8ejxmzT0d5Kg5NKSPOv/2vvOnxXoYiSU5Q4AIq8dLdHIoRJ4oymIQwDiZohQ9qWgm0Ag2xlEWM08LHesnHD87ArYXafcWt4gQ5OAMfrc3g5EcJVdzvZ7XRK24lb9GroYzddlpJHLFATGroTd+N4EKBiEM/SFHEo4hvQUVYc6Df9QAosrZblbodThlBctoJOUP5KxKhh34NXm5LYgXLKHX5TCjTtrPTzDRcHykvd7Zd9H3uVvix0io77DMTFdc/HjmT7Ud/DYDAvBatzDQ8HO4nfpW6IDJc476kgx74TwoOucd+DYTswZ9sDMS+7HvaUOyME7kTA5mW47FqpC6HnwrJs6PMTSx5Pim/CKXUU7LkDWfqlbQfl72/k9mqRWeLhNeDascdfOgVCIkjIAl+mTZAv7jU6Rqj61QEZGMrnRgaHdmgMmCyHwQKbPb0ZVz5MmhZ2LoMJmgmAXq0zWobojz3J/g0BRMUKSmbzOeAqmhInBTOwN1yV8CjwscnMsPoLgTtBiO1Kv+aFAadckTXxo/j/Z+89gORIzzPNN31mua526G54bwaYATAzNCIlksMhKR5FcyJ5Lm7v4hSxuruVC/kVjSyNVt5vXGzcRUi3p3Wx0oVWqw0ejSSaGY6B966BBhrdjfbl0ruL76/M6qysrB4MB9MEiPwjyAGqstJ8mfXXzPu9//NC5XqbQ0YoohD21oOaHdQ2UEOaLbuHI1FmRbeITo0/u7oFotuLhIJSAJd22PdxuWex3FkQKSGlEjWh+VvnOJSTDa8wRFOUUUk0+1hLh0R/p83wZ0Ok+bfdNAtIYA88cPR9TTD86e4RWkxLuPxnKCcjIbpfc13sS8wTgVYBn2hG3HYc7JBp/wHmLROzlokxEsRFAcRZ36W0G630O0ArFGKXe5LlftoycTxq7pyxLBwtFOGGAVaCkAVknzdMHC5VWON3zvOwaDQghj6OF4o477g4pGqY9QMQm3+romHebMCk1ANewM9PXcUyBfWGAUqCjH/+5LvwkR0H2G9jM8pGKIoSrtSWcWJxFqbnYVDR8K7N2zFeWB/Bkgvurz21vZ4tXnrpJfbvKLng/nqqlr3tl7/8ZXzyk5/En/3Zn+HHfuzH3vgO8z3kFcgrkFfgPiqQC+73UaR8k7wCeQXyCnyvVCAX3DfuTuaC+5tX61hwf2F+CsuWATNw2p7ZyDgba+8HRBn/ctMWiLwARVIYb50hNXwXIgVVhiELpBNJgCfhhYIpOR6W5zJ3+2mjgeMRQ52chjskCa3AZ8JERRCZm53c7RRqysQQ38NY5G4/bTVxXG2L1auBz9ztsVx2w/U64j29f6LVxLOlNWH7hN7CMwmh+zqJ/RGKJr5MjnA3CYGJ3OVBCmnBFyrwLb3rRrzaaGCIC3GIug3RaLslu52kJNHNeG0mcHLccz2MynIvUoWE7izHLAtcbbv84zFptLA7tKGDx1AkOHZt0Ee4p224wgC8DGQNvcerRXjOmuBJ7HfBWGW7JiTDYghMpByz8XEXXRcFwgilMDud8xJE+JzIkBTE/ZfsVjsEMjlKgz31Tn8L1PHdEMuDb96XY4P2/J0K7uz5vfYKMHdj3TM1FA2BpKDAxPT1HfFXPRcHsxjosoaAGk4sbKEItFb7CvN0Mtd9H/v7hJ+uFAdQCgOY9F3uw1unfVCccSFjlQe9x0R23wFJ4bcVDduiBlxciBuei719qjLlOdiVxaCnbAjfx3AIkJGaUCWOWoEmtWeblsehjIwmAImrXoiy0FvbGjUOhN4VAXYASIwv3j5JKsMqX4CmyWwuTWct6C4Jur1iP9t/Yv5pfz/bGRpplvtV18WB1Bwx7YfYxneftyNqUNyEuE77VMqQ7SZCToCnVRCKIkJRgeAk50SWrt2FublKDcXEvLdAIndCcCcRm1ZT0dxPwwvajVsKfmb32Q2gihx7jcZFalxqGnt2lm0LQehjB+h3h565AHujRsoKeAxGjdBFz2MhqbSK6LZjY3s0h540dDxdqrBvxKTjsUbmGb2Fo+UBnK4t4ZgsYokyRBSNHffJUhmECqNySYEDnRMw57r47N1JVCUNbx3ZjE8feze+PH0TX52+yX5P3cBnwjubb9m3j+6tgJIk4QcmtuOfHXkWWgJtlnxkc8H9wU7AueD+4Or5la98BZ/4xCfwp3/6p/jxH//xB7fjfE95BfIK5BVYpwK54J4/HnkF8grkFXiMKpAL7ht3s3PB/c2rdcu18YcXvom/mroIKwoMTVIlmNARhvjzse3YIUooKRqEMIRN6JeAGO8BeAo95ThQ8B0hSmifZRJjKWxPEJn7b961sUVScM02cCBiv580m3iGMC0ATpotPBMJ8knXO/HYSZCP3e1XSDSKBBwS+BuEKeg4Wz3mbI8RBQ0WOMozx3s8Jh234xBnIkgGu73X3U5uRrFLSDJ8Hx6xpAURV1t1HOFcxqOe9gJsTeBt2HELAwhYIGL3uGRZPQGqTPpirvNex+w1kxjw3YGrtPmLy/dY4F96rLcvcuyHgoIwERIbf55F2MoawgTOhVzkvL7MwlNf1Y11g07P6BaerKSBPImzKwzATwj9kqyAT3K/lTbKZr0hFKvQNu95874YG7jnNyS4k6h99u+BPkGidBmzahHjHId7PI+JfsGg0fUSjmQxCDCRwvwEg+MsPDIey4KIkfXY+mGIO56LHak61mQVFRIYOQ5zCDHh9bq/O8fgeIxmsc6jDSbDALLvYaJY7WlasbnBdTDcJ5vgom3gSB+h854gsTrd4iRsT64aoXmO5q6sgFnGWe/FvtDcSagV3u5u1tElkIitmLU2X784DClyz1u8AtWndkP3sEIeWtgt+HshmAAspHj+qy7XI/QTM51CSbtd7oTuCjCUXG3AMEQcSokGQt3nYQsyBgoKhKimlhdCpoU/iebFqh1gUFnLg2h47TmZsj3iMU0BpgkR/pJJiK+1RqIeiigmkURqqfPs0X21QqAU7e+OH2CU57HomFA9BzICjETzPbnTj0SrgU6bJo5Hx6Ag56NFcrmHWA4CjDGXu4HDpQHWAJ7xPGxVVLy4uoh3qjIoFJvwMxSwSte6WSvixdoKyjzA8TL+/fICuFIVP3rgGfzB2ZcxWV9Fw7FgeR5rHseDGtMVWYFLzHffx5Cq4dnRCfzaW98NKSNg91ES3N/ylregXO5dwbWB0+hrHupRFNxXVlbw3HPPvea1bfQGX/3qV/Hxj38cf/Inf4Kf+Imf2OjD58fLK5BX4DGtQC64P6Y3Pr/svAJ5BR7PCuSC+8bd9xMnTjCW5fvf//6NO+hjcqTbrVX802/8NWbNOhMbCCfT0W7ozwA+VCjhF6ubIMsqE9YJ1UAuTMd3mYuSLecXFFRklYnrjEfOcbB9F4og4YzRwLFITL9hGdinaNADn32OeLiEfaHPtN3tYeRub6MCTputjjN+yfNQiZyK9N6k52OPlGC3p9ztr7K/rwm/l0wDh4prf2fUHFntErcJi5BGuWS52xdCHiMJpyY5zTm7hUMRRzh+fEhu4ZReAZ1QCcQHTg9Oq8DPCIy8pLdwsDTQs33ddRHwIiTfxlDYzTvnKHA05crv7IC919sEoPfZOWQ430kYd5tLjLscI3vSJ3RRN3CwUu377aHwwW1ptA7HQXZNFrBIYn+oZTccOjvlBYaS4fsIpo/aV/eNCO50rQx9dPJLQMZzY5DYSYJv1DibR4hxaoStM1ocB9V1IUViocULkAhpknDHs/BSCrzs42Kn3c8TxiQIkFzvsVocwEBiP01BQnkd4X7K97C7D+Of5qvzAo8n5e5VH/GlXbItPNFnlcWS76ESBpnYGWp1zXBCO28i7YRXiuD0Wnb1ChXm/O8ZWgWcnvE6NfHCAOHAaPeKGi5qEKabYcRIt5q9c0YGyx0M48IBfvecMMsL2Jy6/7PgsTmFvfHkIkTHYA7/UBQgIITDK1BSjQCLk6EmmgD0ZFEDIDE14oJp4EiC13/HdrA9Cjyli6n7AcqisLZigtWFAa/a1yqqgLfWgLjl+dgZNVnpGaAQ08HoPp9orKAQuDgiiVigIGBCVnEc2G+HIDDhn1ZYbVFU9vpJw8DTEcv9huNij1rouNyXXRfTpo6dnI+irGLO9bFT03DOslESJSyZLVQECU1OgFPdjL+YvISrtSWGjRlSNPbPpmu3f1fpMjgeBVHCpkIRtu9h0TQwqhXw00ffhg9s620ePswM7/ghjBnuj4rgTuf99re//ZH4iTh37hzLLnoYBfevfe1r+OEf/mH88R//MX7yJ3/ykahnfpJ5BfIKPPoVyAX3R/8e5leQVyCvQF6B+65ALrjfd6ne8Ia54P6GS5i5A3Kif+aVr4BwMnpgt9X1tkzDRhBx3P9mfAcG1SILM5UpIC4MISOEEAbtwDiljJCEtSh4lITQwHfBC1Lb3e7Y2CJ3u9uTvPZzloGnomX+aXd7mRehRG7GM6aJo7ETkuPgCzKESFAibjOdXywEt3wfATiUE4JbW1B5DXa7WkSYEJuJJU4u/ZjdTnUhrAJ7PSEEMvFPb2Ev52AoKfIVqggyRO+6IDHBLzmYszyDW077nrId7MwImTzRbODpgSHQ9Q57egfNwhzshOTJElcFGX4kwKYfjDarXkLYR0iVCSVhZrPACTUz7wOb1XZ4YXp4QYBZQutovY0GUVYhNBcBagSs55wGoGzaAWlg5M35UnwX9vpGBXf2TDaWgTNf6Xom6fXl4gAGE/fSBsdQLMV1UC70uVVRxpDZdrTfVQrYnOEUX+U4DLq0x/7jkufgcKSbLskqhqRurJLF8RBcB1If1A0hR+TQh5pxvtOiAk4UMR6GvVgmVpQQU66DnX1c7mccE8cz+P9NjsOiWsbOPudEyClkie6SykKVO0JxoizUxEKG6N6sjqGQ0SihZlmYId5z1LhMH5uLxOq0QE9CfCrotRkCBZq7E+dGrPmlMMBo3FyguaM8goC+68nvIjn8aU5JYn7omlOrEAhVFSbyAmgVEoXx0gqgeNz1XGxNNMxCqk+ymcD+vraiwpcLECKGfDtslesgc6b8ADui58oOApgI2aqreaMB3/dwJJqPTpoGnolWCJ22LBxjLPc1l/sF08QTxQoTyO96FHyt4oSuQw5cttrnmVIJ1x2f4WlKEoWoumiZLciixAJWvzg1CTvwoPAiex5tz2cBthI1UDjC5bTxOeOFMmRBQMOx4fge3jq2Bb/3zt5A+EdBcJ+amsLNmzfxKAjuL7/8MguwzgX3N/4j9w//8A/42Mc+hj/6oz/CT/3UT73xHeZ7yCuQVyCvwH1UIBfc76NI+SZ5BfIK5BX4XqlALrhv3J3MBffvvNYkHlgUHErO9JS49Pczk/jdc9/CrFFnhkgn8BhjNuEtxE9WhvHfVIchCjJIJg05EjOIn+wy7m6TnJCCCIlcfGHYZhITvsKxMC6rOK03WfgcjRu2iX2y2uVu1+kzCKFyPHO8L3kuC1alcdJo4pkoRHXF91nwacz6ZaJOAu1w2tA7x6HPXnO6w/iuWhb2J0Lq3oi7nTnAUyL6NcPAvmIZi46NgtvEMM8xUT4kQSqBZqFzY4z4DFQGXVOW2HxJ13Ew4dSPn4Zlx0VBlqHEOAJRgtpcaL9dGkQQCaY9T0+hv6hNbn7PMjMfOMJpkCAvNbsDVOONX2nqeKban6l+qqnj6Drvy4R/JjFvHTFY0MrQtu7/zr8QD+EnH4TgTpcV3rsJXH2pc4XUVHG1IuQUWnyZ4zHsWusK5bSTFUFGxTbgKVqmE5y2mQp87FrH5U738rbnYic53tUiRjMc53fCENvXcd3fCnzsSR2DcE6mWmL4qJnAx7Y+LviFIMBI4FPEZc8gcVb33R7szC1JwRZRQYuxvzPCVSWtN8A03nux2iNys7dY6Gm3O/2upGFYVtq89fTZxQ71Hpe7Ci4hRMcf4/q53EnkTs0/t0JgV6qZMA0OmwkPVt3ERGKWr0DNx9Q5s8ZBKnyXsFxd2wkyELhd3+PpgFjxa4L7lOd1XOrs2WXNwYQbP90sJJRPojFBbPj9UYYErbaohxwGI9f7dcfBXqW9rmLWNLFot/CULKLhBx2XO2FtNme53G0Xe7QCzho6nipVQCHc5G6fbKxijySwfUyoKi5YLkZkmXH+bceEzgv44tRNXDdNJrbT7y5ztoeAzBoiHLvPVIEBRWXBqVTnWb2JbeUB/PsPfIKJ8MmRC+4PdrLOBfcHV89//Md/xEc/+lH8wR/8AX76p3/6we0431NegbwCeQXWqUAuuOePR16BvAJ5BR6jCuSC+8bd7FdffRW1Wi1HyryOkrdcBxdX53GjsQzTcxkZYUgp4FB1E/YNDEPgePyL01/Hf7p9BRahX0QBRuAwxzoJA6TREUTirzfvQkkrQSHYRxAw4Yq47YSbqIsaikoBhm2gKMkMCUJu8GXH7ghJs46NbeRutwwcIEQDgFMUVheJ8LeDEDsiIeasqeNoFGi67LkoUUBrH3c7RKXjtCTRnhyNMbvdDALmbi8knK1Tro8dkQhD50BO0bTznASm4DXd7TzCFM+damXzEpRY9KPz9gxw5PTPEr2J0Z5ytYZ0gyQVYUp4JDFpzvEyXeOXDBMHEwGxdF0yoRnMBkOzJB348aMTiCq7f5lDlEFaW5ZDl2m2ShE+heCSYTPl1p13HBRkDYU+CI+a64ITFZSygl2jk+EL5W6We48IyaGw/TD4PmGtr+Pr8VBt+qAEd7qo1UvfQnXxDru+Fa2Mah+X9gyArX0CSePi+CGwIGsYD/vz9IlHveI5GO/jIqd91egZpjDWBM4peQOoUadTHkK/8wlDLIYBxhKi+x1y3Uehyj4Jmr4Dsc9zPel52NOnDhccE08mGpEXARwk0ZyCX00T+xPok+Q5k8iM5krvcxQ7wDOaEDVRwWDk0r4GHrupHhyHm56LPRn1e90ud1Jz042LDJd7g+bKMGyjv6KxJGuo0nUnG4FMLVZTqCIOHDX4kuK4Uoic/WvlSLvcQ0kBl8ql8EUZQuKeh1TTZDMh5XInFj4XzZu08oFk7HhFEwXC7o9+X8gBT9NY/N4Vy2Rc93t6jWVDPBtx+U+bFo4Vi6zRS/iZCVnGReLJZ7jcn65UcaFew9MKj0u2hy2yBE6QcMmy2XPHhQFWgxCfunmDMe5d34cdPQMieAjgI7RMiLIko6porEFNgvuOShX/9v0fh5qaG3PB/cFO04+i4L60tIT3vve9D7YQD2BvX//61/GRj3wEv//7v4+f+ZmfeQB7zHeRVyCvQF6B165ALri/do3yLfIK5BXIK/A9U4FccN+4W5kL7q+v1kuWji/fvY47rRrmzRZMFh4KVGUVE4UK9g+M4PnNe/DLJ74KcrkzLrvIw/AcuPCZx52Wv/+LoXG8rTLMxHpGPo/Y7bzvwVLLEASRibfEc+fbEi/bhjjtexkLt4Fjkav8mmnggKrBCHzGAC/zAgxCFERCOYl7tcDHcMzi1Zt4NmJ9r3geiiIFp7YForS7vSEqqHhrIaNXbAcHEuL6DdvGnkjIp8/fr7v9BnM7duNRSGhLs895EqLTYZTkBCfZP4VfYSGtGcgUrjiQyVS/YpjYXyz1PACLjoMBWQUF8XUNupc83xf74iulbiRE4sNNXkaxH0ZDLcF124GNvCBAMpZZkyMeZ3UbRyr9Q/POGxaeKPcPUuXUEhzXZTxork9QpjyyBTKFd36PjQcpuE82FlG49ALGbQPNQgXFdfjnBi+gvE4oKWE7ltQihj2nC0GSLv+s72E88LuQIclt6Cm5LMo4tI4o3+QFFB0r04lO+1oJQwz6LjuPGsdD08pdx6OVGWl8SnwOTd+HGPgdBEnX+RM+xHexjeMwT5kShQGG/WCDhFjPxVhWE0mQ2+JvVn1Lg0BjqecpJUG2HPq4EQTYUx4CHx2HBF8K1+wh0ZPLnea8tIguqSwvIj2yXe6UpyH0fOfneAkTvoOmKEPUKpBCnwVI9zraSwhTYbAtUel9bhLBpuy8JAVICezkjg/NtWDZQCmBT1yHJUhQko5+2kfSnZ8S9m96PnZFIjX9ptDTEzdZb7oedkXh1bOui4moSXfbaMJ3DBxUFNx1HIwrKnuOThkGjscs95TLnVjuBcovoSZMs46tPFCRZZw1TOykFSSSgslmjd2rL62s4m9Xl5iYbniUSdFGtEkQ4AdtxzsPjony5ICnX6PdA1X820fc4f7ss8+isl5Q9kMwZz9qgvv58+exuLj4UAru3/jGN/DhD38Yv/d7v4ef/dmffQjubn4KeQXyCjwOFcgF98fhLufXmFcgr0BegagCueC+cY8CCe71eh3ve9/7Nu6gj+iRnMDHX9+6gAsr8zB9F1uKFQxIKsgpTUL8rNHArsoQ3ja6DV+buYkv3bkG8rNXZAWG7zC3ux262MGL+FdbdqMoa1DDNouWxC7mjlZKMIIQBUlG0zZQSbjbr5k69mtF5pKfdSxsk1VctUjgaLvbz1kmnoo46nPgMcG8iISAIURAGyWz6nlMOInd7VPkghdiYbntBEcssDOcSojImg0jCOCGYOiAeEz7IbYmwlVJ3A1svesOt19bCxG1fGIBA9XE5yyyf/Nrwj/T5EiAljUEkRgd75TXSvAcG0rgdIIOmfhCjPaUEMV464LUxYln++Y4rHoBYwanx2XDwoFSrxDPEUefEyG1FnqQITXbR7nQy0+nfU+ZFranw0yjg9J5EBon8Neczku2iW1hO8jwqmFh7zpi+g3DxK5yb+BrfE2E3vHJeR/4kGQZYqtXrOSVArRtB1lz6HttPEjBfcU28Mrsdey7N4mdGXzyZO1cQQTv2kyMzhrkbh8WRCxxPDZlcMaTnzlvm3iqz+qGVaXAGmw6zTProGNIQN0dzQdZ57MsSBi1dSwVB1BNP90kZNL3pM950hyyM41niQ5S5wSUPAs1rYLBVFNg3vUxnkGVoY9S4y9LWGcCN80MqcBS+swJz8PhUpWFdybHAniMEYYlNfq73Mu9THiOB0ciffq4GS530JylVdpoq+R3Ks1oJ1GYEF+JOYsc5CQoU2B2PGb9AJs7c3T71bTATlidNuO+PSgjpEXPRGI/90IOY8nSqGUgMVfTPBQ35GilEWWHxGG+i7yEkahhqEe89NjFP+v5mIjm8luOy34/xgIb9OfY5b7oBxiXZVwyTbYag+brOfqcLOO0buBoZQBnWi0IVLPAx6FiES3wWAjBsF6LeoPlX3z25g0YCNjKMvrdpSEGHHz2U0dwmfZgvx0chyFFxXNbd+KXnnlnF1bmUXK4PwqC+yuvvMJWOHzf933fI/ET8igI7r/7u7+Ln/u5n3sk6pmfZF6BvAKPfgVywf3Rv4f5FeQVyCuQV+C+K5AL7vddqje8YS64338JL9cW8KXpa5hqruLI4Bhz0iVH3bFws7GC4yObIXEi/sPkeSzaOkRCOkhyJLo7+P2RMewrVSGQcEGMYebIAxNePUECScCEn+EZl3bN3X7dMrFP1brc7TfoNUUFCdYkKZV5HuSVlniBhXySDkGYg2okvCxwAjZFGAudiRlcx2Gbdren0QV3Aw5bEpe8Ch7VRA3a7nYNYcLZSyJ4kHKon20ZeCrl2D7RaOLpgTZuIh4kBPvOmrueCSlR0CoJyBzPQ/Ztxl3mCpXMAFUS1dJMeCbNZLjp6fVZ28YmtZAZFEmNAxL6ZUmCEPPc6V4BMAMBqtSrHpLT8qblYneEWuh52rQy22dyUECq1VrGoMhjwecwobaZyelB7t07jocdEUIocyOtAjexf42ekpRwqm0/BIEEu+/B8SAFdyrPtxZuYX5xGh/Ra+s602lbTy1BamWgUShwVSmgSs0g4lQTYmodBA2tiJn3bGyN8wSi+0Tft4ZWQYkDdJ5HCYmudAAAIABJREFUyenPjqf5gRqG/dZB0CwTFAfaaJKMxgthoriMoFE6FRI+SYRNBxXHj9NlXsSBPqii5RAYycLq0PxFDYSsJkKGy30lBHSlwPAm8Wqd+Ph0fsQDp0DTrsFc7hkiOiFaUk1DNmcUh4DWcupbwtGylDWXe7EKl4I9qfmXcJyzz6cCT+m1JU7ASKoZcIuaIymB/Y7jYHvUNKXPBZIKPh2oSjitBDbmsm3jUGI10h3XxbbEPkLi5SdWL017AbaJaxN8SIJ8tL+Ao98VrpM3kGS5Tzk2dsTIGY5nOB3Lc3FtdRFPFzXmcj9tmDhWKrE7cNPxsUtVYYgKtMADWyUhykwsb/kh5lqr2K+puGY72FcowuElXG41IYYeJi0XfzhzmynqBjU/aIcBwIUs4ITlnNCKLvqnyAvs2KNaER/bvR8/evjpzr07d+4clpeX8dxzzz20s97t27cxOTmJXHB/8LfoYRbcv/nNb+KHfuiH8Du/8zv4+Z//+Qd/8fke8wrkFcgrkFGBXHDPH4u8AnkF8go8RhXIBfeNu9m54H7/tf67O1fwwvxtlEQZ41HgaPrTxHafKJRxdHgz/svta3jx3m3mSCeue0GS8DZFwc+MjkMVeKiBzwQ3Ek49SYVMnHHPAS9IaNgmBiSpw24nbMx+rcD2NeNY2E5hc7aFvZGQNR0A2yKt5G4IbI2sfsTujQMFSTAhHm7sTLxoO3giEnNJNOYlLeVuJzGj7dBlQjfjC3trl0wYg4SrMpvd3u1upzBFExwGEs5yw/dhhVyX450OonNCDwqCudsTLHgmunsWuy6qXXKEhOUhR2wKTdG+FnJw9rqPr5kW9mZgZjhqhiRc6AzPEolyJieDQkmzxtlGC0/2CTOtOS5UtQAxQ+C8WFsB55k4lmpCJI9BTYrjg8P9H2BRYSsSkkOSZIj6mstdGhyHMrLl/r8Ej9iWD1pwrzkmXl68g9LyDN6eEbCZLo+nlSCleOSLooKhKLyYtjc5Hqpjrivgz3guJtg80s0GHxSlziF5xj5PC8JrZ8TCNfs40WmrYGhLr7M7cUEkIqdDPeO358IQExnieJ0X4MsFlNFexZMedXCo9jmnvi53AOTlLkTfX5rXVkhsl2RMUqhnRhgrCcT7M17nClWEqcwEOkfGkU+/vp7LXa8hqIy28Vd0j0QJXEYTheYk1kiIhhcGaPk+qokVDIQDo6DsZOPgqm13obzYx9OoGbUIJAKn6XeFalOIfwsATHsetiVWFt1xfWyP8DDUHFz2fYxGc3Mg0O/P2rnqUgEFvz3HrnguyqLE5i6aYub9AGPxnJ7I0bjUamIHXFR4DksBsEkS0eAl0PohNjXJBfab0xBVlEIfq5zIGjfXGis4pEhYCIB7no9hWcWsqUPiOfzLu3dwutVgjU42tfvkbG+728nVTt8RWRAxUSzB8T0sGga2lwfwZ8/9V9gU4c9ywf3BTuSPqsOdGi4P28qub33rW/jQhz6E3/7t38Yv/MIvPNgble8tr0BegbwCfSqQC+75o5FXIK9AXoHHqAK54L5xN5v+Q6nZbOL555/fuIM+okf6j7fO48X5O9hRqqJMDNyMcbu5ypauv3V0G164N40X7t3Ggtliojox1f9y+y5sKRTbQkboo8gLaIkqChyPQBAghIAT+kxwIXY7uTOJJX7dNLBPK+Cc0cJTWtuNTCLHOM+BJBEiyasIwUAkYQg1FuYIERM5IW+4PvZGLuy6HzCsDDncaVx3POxLhBim3Zj09yDJG1aLCBPO6Wx3u4Yg5d6+ZFoMF5AcpxrNHmH5sq7jYKnbj8vCTwWpRygnzrto1Tqhf/G+X6+7fdIwsCt1zHhfgVxAmGAeE2JDJuGaE+CBR1TGruuy/QC1ABhNuEy7r7uFpwaHMp+jZdvBitnA4WI2pmbFcSFI6welkkPVS+F46GCxy52TFBS2P8FWCnyvjgctuFOdSHS/sDqH3fcmMZZo/mTXkGMBv8nASqM0BCWFJpkNQmyNxMx+9+Kq5+Bg9CZ935bVIgaTrneOZ3NGmu/d2V8YYspzsTOjweOWhsD7LjilCKSc2Z3PSwp4JuimujjRBk1eQjkKLmXTEAuXrbBVMIvgsKnP9U37PrZn0oy4thiWwkSxuY8XMebZTHRd0ioYigTrVuBDSYnVtD0F0LZ8F0M9KKDIoZ5GxfR1uQ8C6VULtEpFopU93StVqAGSdrkzR3vK0X/RNHBY7c6zOG8aHTxYXP8F38emhDBvCTLUVE0XgxCjiclo2ge2JTodt1wPOyOBnfZ71bRwoLC2uuWyZeFQ4lxCyqWIGosMM8OE7fb9n/I87IjEe5POJWqchBS6Hf3Zp8/QSi3fYQ0E3jHYp0O1wlbahNQkcCwWlh1G7PVmQJiYAAt6jWHMKLx6KeRYwHXgWdBDDr9w4wrLQyFnO5WTVnTR/6gBUJYVaIKIpuugYdvQXZeJ8CTAf3jXPnx09wEs37yVO9wf4KRP/x7peR7e8Y53PMC9vnm7unDhAhYWFtgKh4dNcH/xxRfxwQ9+EL/1W7+FX/zFX3zzipDvOa9AXoG8AokK5IJ7/jjkFcgrkFfgMapALrhv3M3OBff7r/V/un2JOdyHyU1JQkHGuFpfhMQJ8P0Qq46J2806481SuOrHSyX8yKbNkLkQcuhDDEOsCjJEXoImiuBI0BVEuJ4NmRfgeg5kUcIV08BBrcAwMzOOjW2ygtuOg52R2DHPCRiLRJx7HI/xyNEdknuTxA1BwmSziabnMvFeEUSYvg+NsAVhCD/wYLoOdisyBkl7jUW8jrudRClxXXe7TQ79BJ6ASpNmt2e52+k8zAx3+5RlY0fUWIjLzGtFeHabbR4PJv1EzQ/FaqwhEgQJAYl1ifBR2pQc7yTsxFz65L6mbBfbtV6Be9ELMJSBxDCDAEMSlxnISvs9UW/i6T6C+l3LwohW6g1mjU7oXLMFTRBwWGpz+NPjVNPA0Wo3gie5TRyUmvXZ2OWubd0PgZy838PjzRDc43Kt6jUUrn4bYjJ8MquWFApJQjV9nwoVltmQxraQu3jRtTGxDkeftqE4zwHfxaKsYSjhbo8PS/ed64OxoW3qlA8ReFjzxQMuSajFAQg0b5DQbJF/PFtUXy9AleU/kOs/+s6R4zuMhGxCuhDiSs7YbzMEczdntX36utzDEPNBgEAtYTTh2KZrvOE42JfhZr9iWziU2pbNU8UqwgxcTqbLnQRnEr2jex5WRuF6AWhuCo161933yQGecrlbMaM90eQi3I8X+CglxPQl18Wg0BaQ40Eu/X0JJAy93iK3eAJJc8fzsT1x7Q6hygAoCZf7XdfF1sR+bjsudkRNQWoMN/0Ag9E+COciJVYghNpAR4AnBzwJ67Tr9jxM+R9tB7wFAUqcjysXGWaMEGyCo7M5OlToNYd9bjXkMCjwuGw5OFAs4nSjhaMDAzhRq2GX4MMAj1oQYkzVEIDHotnCy7qOV0wTjhvgTqOBTYUC+12jQd+Te7oOw3XZd42a1ixclRcwpGoYKxTxyeomDJj2I4GUeeaZZzAw0D+n42GYvnPB/cHdhW9/+9v4wR/8Qfzmb/4mfumXfunB7TjfU16BvAJ5BdapQC64549HXoG8AnkFHqMK5IL7xt3sXHC//1qfWZ7FV2Zu4J7RxBPVTT3OKBLWz6/cw6plouV67D/8BxSVhb4RxuVXqwMo8Tx834OMAD4vQ9ZKsB0TKgXqhW1xgIQvchFaYYACL+CGZWGvquKyaeJQhICJBXfithMYhSJRV7m2W57ErRFJQ0FSEEQCCLHe90aBqkbgQyAebyT63LFtbItcjU4QwhYESAhRDj0IVgM8BQAm3e1MLFlzcxIWpx2AtybjLXgBRqXuQNLzuoEj5W6BN8vdfsu0sTPhuqQ71NfdrhY7jHKBuc6XmbDX391eyWa6Kxp8tzdYkY59y3SwPYPBPm9ZqAg8Bhg9v3vUyFUpyChmhLLSlpcNG/tStYj3wIkyHD9gz9fV5TkcL3U3Aa7rBnaWBzI58+1arQWl9nu6y+Uy1KHx+3/4H9Et30zBndW6sYTgyouvWZ22cLyIoDrWhWFKfnDR8zAYeD0M8uQ2nqRAtFpwSkMQM4JDaVuGftFrfc9pnhMx5lJscXvMyQVsSjynTGjuw2unFR08Nff6HBtx2KmswScBNiGwzwYBtmTx2mkOU0sQU4I1OzkSS2luTKCr4vO+wontOS3VpCCXOzmkKRujq3bEsQdQ7BH9aeXMmoje+YyogGOO/e7mA0dBqUadIWS8zpxBzu+gJ5z5ru9jW4rHftY0cDTVTCRH+5Mpl/tVy8bBxKoj+j3RwaGcWA0w7fnYlmoupJ3wdwJge6IU5+hYidwHOs6BRKPxgmniSOLvXS53EtkTTUzmUI/vjVJCGK1wsAMeshidqKggiNA0i54PxW5gROBwywmwU1VwyTBxqFQCzZmSpDA3es0PURAEzFgmXFvH4XIFt10f9HnP9yDxPP7BcDBn2Ti3NI+yJKMUNREIIVOzLFD2ATUs6DeVUDODigrKx6A/jwoSfmRgEz78/MMbFn/nzh3cuHEDj4LgTmhC13UfOYf7e97zHvAP2Qqvl156CR/4wAfwxS9+EZ/61Kde87cl3yCvQF6BvAIPogK54P4gqpjvI69AXoG8Ao9IBXLBfeNuVC6431+tly0DF1fmmeB+V69jQFZxoDrScdVRYOqtxgqWbRMLhg7D8xh2RuDpP/gD/Hh1GO8olSGEPvufyItwJI058FRB6LjbORKyOA5Tpo5dWgFXTQMHUu72OCiVhIRLPgdF1jAsayDYw2j0H48tjkMpEkYIOeP4PhMwaNyyLBZaF48Fz+u4RC3fZ47XUiTAkXivyipE3wGvrzBWOolqYYIVfNkwcbDYHbpJqIL9CdGchI5GEGI44aykYxEeYDDlOr3ruNiidCMW0ux2psXR/0lqR8yhv4qSBMlqIMwKW+RFhqBIu95ZHZQiggx0xaVmCwcGBjMfkrONJoYVFTs4h4X0JcfZpoEn+7gSr+kGdlf6u9PpXGIUzKJlYjw0O80Ruud33QBbM5z4neOnglLTJ8+R03PLDvCpEE7arunYuFlbZc2iHZUqhtY7zv19db6rW73ZgjtdXHD3CsLZa+tfJ30XS0MICM+xjoudkC+7U5kD6R2T0Aur2f94gtQO1MzIKGDnGwu3vsvmDFGrINZG2U45of097yOqU0Ax148VT88UhTWXhrvCk2m3JICagYdK1vXzIjhyUmecM2sApDj4tlxAICpY9l2MpwRtOtZpvYmnU6I2vT4PHuOpkFJ2yf1Y7oVKL0KGvp9qpRchQ5itVNNgznOxOdV0q3keawbEDU/2vfN91uRUE+Ifm5d5wlWtTS4UqLqrR2APsClRgys2CfVryDMjBFvRIEW7YQ5wz8NEYi4mTvp4NA+zAO4wRDn6vQhljWFf4hFqlY7IHtLqoqipy+Zjao5Ec2/TDVBS2k1YihiucGBotSXHxXJrBQWOw/4oSHXKdrBT0/BqU8cz1SpO1ps4Xq3iRL2BMs+B821QcOtmrQiXE3CtvorVEPiL2Xts9ZhBdS6W2LN9u15nv3e0mou+ay5hhngRW+n3l+Mwq7egcRyeLwzg0x/+4e/q/LTewXPB/c27NTFS5mEU3F9++WW8//3vxxe+8AV8+tOffvOKkO85r0BegbwCiQrkgnv+OOQVyCuQV+AxqkAuuG/czaZ/uW+1WjnDvU/JLc/D389M4lZjFUuWgWVLxz2LmOw+Y8huKbadxoTN5cBjim1nMrGdAtrIpVxGiF8aHIKKgPHHSWhoSAWURAm2a0MVRAQBhQqGjHdLQXokdJPgEeNkzupNHI1ciRctC66oYlApMvd8VZTghiSSAIVIsPEFCUIkmNUomDByaZLwTWJKMRJTCFGzOSFun2nUcTQhMF/VdeyPQkQ5jockSeDtVicwlMp223awPXLe09/v2g62pNyaV0wbB1KiPIkpT6cCRakZsDMKtusIPFEIYZgILaX3+IS7PXn7WiEw5DZ7EBWclu1up/14KdY87Y+J27aHrSm3Pb03Z1kY0kpMwJlr1rFHXnPBEhvd9fxMBzoJTjOujy0ZYiC7JlmD4yWCaSNm+OawvaJgCQJDTfQdGUGp6W3Lw2NQU6z6eb2F//PsKXzl1iQMt318SeDxrm078KPHnsHuPsGvGzdTfWdH2gjBnb6zweUXe4XZ1CkHA2OMW00hkf0GrRZZ8T2MriO6NylPwXdRXmcbWpWC5lo4bvp4NY5H1bUxIxcwnrEKg74rPazyzhcyBE9Ca8T2Tu87HBhD0CdQdj2WO1sFkIXDIZc7ib5m1GSgFSC0bRBgMfAx1m6jdQ0SsEW2Qqjb5U6CLGFdsl3uYkc87uxMlKNsiOj7XRgAYVZ4CgZNrvqhD1AYMyFWUvflpm1hTyrH4ayhd+bz+FjUJDiecJ7T69csqyssleZuurahxD2bC4GJRMOP5i1CBw0lRPhkqDbt96xh4qnEfHzJsvFEorl2zjDwVGLeCynclJ5d6lfSvU/MxSGtqIjeoyDXOEi76fgoqbT2CiBBfXu0wupCU8fhSgUXVuZRQMiatRd0A4fLZdRdD4IksxVhK17AGr9m9Lv6lnIBV0yHNW4Jw+a6Nv6fuXs432q2c2opQJvjsWSabVc7NZcQssBy4rpviubcpuOgTiu+JBX/+pP/43c2sWzApx41wZ3+vf2d73znBlTmjR/i4sWLmJ+fx8MouJMJ5n3vex8+//nP4zOf+cwbv9h8D3kF8grkFbiPCuSC+30UKd8kr0BegbwC3ysVyAX3jbuTJLjruo73vve9G3fQR+RI5JL7m6nLuLK6iNvNGqqKiqIoMTb7Hb3OxNZBVcPeyjB4cLhntjBZX4Hle6hQoGXE/f7fy2UckCXmbOeI16tWmBjE3OMUFOc5EAQJsbv9ZKuBZ0tlXLNM7CdubRjgjm2hIEioySVMyCokjsf5Vh1Pltps17OtGo6W2q5pk+ehESc6Gh7HMV48jVu2hV0JgX3asbE1+jsFCzZ84pW3RRISLZYdtyv0U1AK8BwLZgisNpbguBYOlbp59jdtF7sSAjydicuLXfxmyw/QIlEoxSS+a7s9Yn1bEM9it3e72+mcCfMyrBZwvbaC44WEMC1KCHxGtO96+uKw1yCDw3261sBTQ8OZT+sV3cTecjvUleommXUUIpswOXL9FGs+3snZZguHq9lBqW3HvsaQQ8lBjQ7VqbPmDYUQZvHn4+3nAx5DGZzq+H1RUVEd29qFQ7rbbOCffek/Y6bVhJ0Q+xn7WWhzj//wfR/Ek5vGHpFv7tppboTgTkcjkdG/8PX2dzhjOCTGKkUIigYuC52S+AwJjCoxrzN456ZaYjiNRd/v5DZkHY+Ee4GhWMjDnj1ug8cWSc4ODSSRm4nqhFTpHZxaBJeFrREkuEqpjWmIwpqTn6bzCgURQsZ7pJoSbZvCW9ODQjkL0bX41XH48feVxOUwwGCG6E7M8/0ZLPcFcBhLcMnjY72my708AofmEBK3OZrxSdEloNfa0AUJpQSuh965advYk0DD0GuLroNBYrwn3OvLrsvc3HKiSXDHsbFDas/H8Til63g6gbiiqZ1aEeQgjwc1ZZNBrPUgQJF+B6LjkXBPrw1Hwj3N9atBiJHo78xxT/NOFMBKzPXks9DlcqdmSHQ/GfqLzVHUkAYCUQUfuOzPM46HzYoCyvIwAqAqSbhcX8FWIWRz1i3bwa6ky73RxPEBcrs3cHxwCCcX72FUFjCulaCHPCgHY87U8a9m5thKMtPzGM7N9UlmB2t40m+0KooYL7SbozRs38e9VhPbRBl/9d/+z32/H9/tN3LB/c27Aw+z4E54nueffx6f+9zn8NnPfvbNK0K+57wCeQXyCiQqkAvu+eOQVyCvQF6Bx6gCueC+cTc7F9z71/r00iy+PH0DNxsrOFgdRSERUkhi/JmlObacvSqrKIgyplqrWGChgYAmSthcqmAnz+N/rQ5CAYntPiS5yJAtsiDA9hyovMCwMox2HvrQAxILAlQEsSO4n9Z12KKCJ8rDqIWEDxCZGL7g2JhQVPbnRcfGeCSc27wAJRKCSCD3I9GM3NUNz+sIsvOug02JMNALzQYOJ1Antwyzm6UuSMyhnxwXGjWMcAF2RbyCWdvFREJsp23nAg7jYrfT9Eyzhacq3UFwNw0Lu1KsdBZ3J8k9iBheLcB12gF9yXGu3sCRyI19bXkex0oRWkEtI8gQD8mpmhbzaX+0EmDJo6C+brQNvXfbMLAlanTExzbJ8c5ZjJ/djwWvex50TsgMYKX9UGOB5r6soUgSxMCBZ6+xt9Pbna038cTQyLqTx+DEdoiJe04C6I/83d/gzMI9uIQdkiQmTDFxnxAgnsf+vK1cwV9//L+D0odJv3Ez1us70kYJ7nRWV26dw77FqcwTnBZlbI7CfUms7stIjz5d40UMZYjl9UIFcXtrFRyG13HLkyt8PXF/VauynAaal7IGR87ltIs7sSF9d6Cvdn2UXPy+Y7FnmTjnmful9/ow5pd4EaN9romwJOViBUFqpUsoqxAyEDsUasxTUzOFe2Lhs0GAgdTr7FyJUZ4KOiVMSqiV27z2hEDOa+Uel7sDDoLvdAnp9IMw63nYkvrunDFaOFYodZXoZKuJZ1JzIAnRuxP5GHRdNC8WIjGcdjATAFsSUywJ6uTkLyfE+2u2g/0J4f+0YeBY4lgXLRuHEy735PZxM7AjrEtaBznE3kuI7rQKZ5hrNzYnLQe7C+0MiptWGxtDg0R0Wt1EW52r17EJDlq+jyfI5e55rFkUu9zLoggDHPvtcim/ADwCToAiqahbBv5hZRm+VmbC+tfv3sa8oTO0DKHaSpKCqqJ0rTZquQ5qpondkoK//OQ/eX0TygZuHQvuTz/9NKrrBGRv4Cn1PdSJEydg2/Yj53B/97vfDWG9FWPfheJSLckA8xu/8Rv45V/+5e/CGeSHzCuQV+BxrEAuuD+Odz2/5rwCeQUe2wrkgvvG3fpccM+uNQmR/+bGObwyfxejagGjKcyJ7Xs4uTDHnO+SIGBMK2LJNlB3LfYf+8RtH5Q1/NaWrdglSpAQwOFESEoBfODBjJjqhusw13zsbn+11cBbS2XGbicn+knXR1UuYJdWwj3HwiapLR5c1ps4VGwHkF43WtgXCTczltXlEOdECWHkBp0iXEtCQL5pmYwTT4POed51O6I9vbZA7vaEA90RZEgJZ+hNXceuUlswuq23MBhY0D0fu7U1fjC5v21eRDEhDpHj3YYAJSV4TZoWdqeQCrxWhJdyi2ex2+kcyN0+pBY6TkZqiiw1llDggTGt0HakJkZbzFcyee/nGy080QejckU3sLfc3Syg3UpcCCn0ELjZovmZpt5pBvQ8dRR0yhoavXgM2pYEKMEzwKXFwGhHlBnQhIihFLoieRy1PIDy0KauQ5+Zv4f/7Ut/C8IslGW5B4ND3wN6j4T4X/v+9+CH9u7fuMnpARxpowT3FdvAC/duY2LpNo773fef7qipljvCL3Nx08OYkRnQuWQShcGhkhCfm5IKLeF2JoQUcc/l9dAyKgWgLvdUMlCK8CkAleaNfgGpZOQmZ3M/R74ggyc3d3x8rQw3JLYWx3ISeFnNdtjTtdkuyjFUPHF2QRCiGQaoZojhdyBinFYIpBnw7FjZiJsbjoN9GS73W56H3Yk5KT4FwtqEXc0AjoWjBiS6x0ibeGNeYCuWOtcfvX7bsbEzdcxbroPdqZUns47DuOlJRvs9x8GoKHTmMNrljOtha2p/d0NgaxdGBqBWXCnx2iovYzBYexaXPJ9hZuLjkXBP71YiwZE5z0NgsONyD5jDnYRvGg1eQjkx/4f0bEUoGV/W2rkBAHTfZ8HNhC1rO9vbq5bozwtugFFZQotW0vACioKIi60mdhSKmK0tQBNEJtDHLPdTjQaODQziZKOB49UhvFqrYyCwsadcQS3gsOIHzK1+xgf++Vu+H5P1Vfz017+Me3oL44UiE+G75nwK+DZaUMDh3VoFv/qRjz+AWebN2cX09DSuX7+OXHB/8PW9dOkS7t27h4dRcD958iSee+45/Pqv/zp+5Vd+5cFffL7HvAJ5BfIKZFQgF9zzxyKvQF6BvAKPUQVywX3jbnYuuGfXmkLY/vzKKZxcnMEzo5sZBzY5Lq8u4U6zjlmjiW3FCvZXhzGt17Fo6SDu+4pj4cOVKn5ifAtULmAcWlVS2DJ9EjxIaKcQU47QDWGIIPRhkNM0DFERRXxTNzBRGkLL93Cw0BbWL7QaOBKxt2dtq8Nev0fu9si1fE1vdZjrvKIhiBzRJJyuJti/846NEXnN+Xel1cKBCJFCx7pjWdgWMXfp76uuw4JikzrYTUPHrojvTtsQ15zcg/sFrxP+d1E38US528VJzlDP6kZV3HM9jCWc17S/vu52pcj4velxtaljX6WNeYlHzbExV1/C8YHu1+l9XZChZYiVFOZqQMBABprlSrOJvQPZSBhOlCE7rWysiCDC44TswFbmbi/ByeDIdy5EpkZCCFHvFU9pm1N1HU8OZZ8Xvd8vKPWPXn0Jf37+DGu4kKieNeh5pvc/sGsPfue9H9i4yekBHGmjBPcLq/M4sXgXlDPww+YqygmhvCYXOgGU8SUx93gfl3e8jcXxkB0LYoSW0YuDUMJuNzqx2Iey8CydA/Hg6RlPNWr8yqZ2SDCJ1SRKxgzudM0FGRztv4+oz1OoaHOZfVf98nCnuceeORLH0yJ1tP+W46MsZDeXljkBI6mmhcHxDFVD/xzJOBfKPoDV6HliCNtFq3LUlEhPz3PAC5Ay8DUh4b2oXtQEK48wfA01LrMaJIzlnrrGRhCgHKYzHEJQCOpYSgA+p+t4KuVov8q47QmMDDUoeLFL7LZCgIBZyZ7F3QDY2vUzxcEnrEqiXrccD7vkNRH6JOFpoqYpFe9kS8fCk4VXAAAgAElEQVQz5fbvDY0btou9UfAp/YaYvNiZMxlmJpqHSUyfdVxsjs77VKPVmXNpNdPRKED6om7gUKm9/1OEiolc7ncsG5tVFScWZ/GuaoW52TlBYsGyi16AAVFkAdsk5hPVp2Xr0GjFCCfADHzUQg7vf+Jptt8/Ov0yvnR7EisML0arzyTWpKHwVHqNVoSNCCJ+pLIJ//X7H975LBfcH8APQJ9dPMyC++nTp1kj4Nd+7dfwq7/6q29eEfI95xXIK5BXIFGBXHDPH4e8AnkF8go8RhXIBfeNu9kvvfQSTNNkjpp8rFVAdx38xVUS3GfxltEtXa5KEiDp9VmdPKghRgolHB4cZYL7nNFk7sSpZg1/ufcQxgVi/YbwZQo45dky/ADkGgRMEt1FCY7nsPdOtBo4rBXwshPg7UNtXvYNvcnc64u2hSqFyfE8Jg0deyIn+G3LxI5IGF92bLZNzKql8NDY8XjDMLA3EYJ3wzSxJ/H3ScPA7oR4PhMJIB3hxTCwJ/G+zwttIS8xJg2TCfB0Hq5Zx3aRQyPkMCStCTyM8Sv0ImLISRukOO28VupBqPRzty/ZNiqyyoLzkmOq1WKu2wOS18VGJjenHnCoJlAN8ecuNA0cigSi9Hfimm5id6IxEb9P+BVOUiGJAqRWRlilVslE19DnOV6EyyL+uvny8b4FWYPttYXWYmj2CH8zpoXBQpk9G/1GaXgTtBQGh7b9/AvfwH+8comZktNu0HhftFKAuMjv2LoN/8cHP/xITRMbJbifWprBicUZlCQZ20QBb12c6uQmNLRyBwOTLB5HSJaskNDERjNBgG2+C1PSIJFYm+HuJn73QB92PHu+tDK4ZqJRUxhgAcvxoMZcXxc7+3z/AFUSP2k1T0NUGJM8Pdi++4juhk/hpd15BezzhL7ieAxEbmqaZVaVCmtaEHd8oN2K6xmCrCDMCGtd4cVM9A7VJavpcQ8ChkIfDaXE0F6d76FS6A2DFURwGfkPU5SVkZj3aB+TjoO9qfnmtmVhRwpbNee4mJC6g5F9uQAxhRhKu9xpTiOMzEACkZEW4Vd8YCix64bvQ+D5TrgsYV2o0VCK9lHzA1R4WpHRrvi0F2JrhAdjj5BS6vDbz7d0HImaqxR+Svgp+l0jlNmy52OTosALQtR8yu6gLBQHmiiznIizjQaeJPE9DPHK4hzeNVDCq80WnqkOMmH+GP2T3O7VIZxr6pDhYa+qYM7x2QqqUVXDpokdEEQJ9Nv96y99A+eWFlC3LRZCTg1zAvHQ93NEK+Djg2PYZDrs33t6Vkw8JDPcoya4W5aF7//+739Iqrf+acSC+7ve9S6IDxkm7cyZM6DzInc7udzzkVcgr0BegY2oQC64b0SV82PkFcgrkFfgIalALrhv3I143AV3+g/8Gb3JlqDTGC+WsKVYZtLnv752Bq8u3MWWQoUFR8Zj3mjhwsoCaja5rEOMF8s4NjwBwkpMNlZwq7mKfzqyCR+tDkFFAFsuIQg8lAQSRDnGyqZ8TYHS7sIQbuDBDkPcclyUSoOouQ6eKFZwy2xhN/GOAZxurOJ4ZZD9+aZpYHeEgpm2TWwjUYvEedPA3uh1CpTbmhBykn9vi9Nt8Z7G9VarEwDK9k+omIS43vBcqILUJehS+GOSfU77HFC0jthPDtJXF+bwfRW143anfc+4ISYSDkt6jdypfgrD0t/dXoCbgWy50tSxP+Vup31fqDVwaHAI55fm8fbymmv0VK2JY0PteiZH0/UQUPBhxn+EX2g0cLCaHaLaMCwUI+dmgfPBJZnSUlto6jdIeHX7uNvXglTbgjutvBgNuoMwL+s29mZce3w8UVZRHW8Hpd5tNPDi3WkYrovRQjtc9v8+f5aJUsU+DnfiuNMX4kN79uGL73l+4yanB3CkjRLczy7PMcGdwhsnCmVMGHUcrs2hJSpdGJjuS2qz8rPCRTvbEYubF6FoJYR9nOzEty54NmvZZA5ysTMee5up7lVGEaa+Qwz/YvY6xNv7i86zD87oph9gQil0NbTi86DgVa5PcKsTAEpIgnvvd2OVsg4il/u8VMRgAqVjCCKKGStc+rncSUCmeZbwO12DXqNg2VRdG0GIBV7F9gTPnD5HDcxyRjjrjOdjK5vb10Yt6A1yJWf1iudiU+p7dt2ysC8lul8zKTB7Dc3Fzp9c/ImVCOSkLySCUOnoZ3TisrcxYeyc/YAJ3iEvwKbfHnAwQwpPpd+dAHbgY9X1WFgrXQGPkH3mQEHFUDQHJl3udA0uJ0KJ6kBoIi66FyxXxPUwHrncKSD6qWheOtVsB6DSuNAyGKudRsxyjz9LmRnnGnWEno0Dishc7hQsnnS5G36ATYUSLq4sYEAUUJYLGCxVICsapIFhvDAzjS9NTeLk/Bzqts1W52iSiKqm4m3jW/DxvQfhzsxhYWHhkRDcjx8/jsHB3t+qBzA9PrBdEHc8F9wfTDljwZ347cRxz0degbwCeQU2ogK54L4RVc6PkVcgr0BegYekArngvnE34nEW3KcaNXztzk1Mt+poRIJnRVawrTSA57fvxrzZxFembzDX+qHBUUh82xo4qzdxYXkBi5aBYVXDjnIVeypDWDJ1nF6eQ8Ns4f/aewgVBHAFCbKkMl6557uQKZCSduJ7DPOxQq50gcc3TQfPDI1jzjaxVVGZo/BKq45DxQqanguR46EJAqZMHTsjnvy0ZXawLySKFwSxE9Z3yzCwK3Kwz9kUrrom3pxpNDpL/OlUruo69kdiMf39YqOBJxKBptfJHZ8Q4DlBRJAKWrzYbOJQInCVBJR5k3j2AVTXwHZNYkGkdT/EcIILT8fLdLerxR5HeBzOF6QcpcRuH1S0Hnf7HV3HRLHScWdeX77HQlSZqE6IhpQDlc7lRK2B40O9ojqJVtOWg22JOsTfUhJ0nJBvO5CJty4IUIwVtrKBRqiWehoK8WdJkCT3eL8hqEXYjtt5m461WJvH7mI7zPW1glKpoURBqTXfx2++8C28MD3NGj50ZvSMUbCgHrggF3tJlpjbNTnoeMRwJ2fob7/3/XjP9p0bNzk9gCNtlOBOc8S352+z4GQKWBbAMcGdvnXkyO43mIjaj5EefYieHxZWvA6rfTEExlIYlq5jijJ4Cg0md3tGTgDH0DF6X+QRc4P3Yb0vkvsaPJvvssb6Aaq9wavxPlZJAuY4lORCl7Pf5XnIGa5y9t3r43LntQrCVMArm3vIvZ943QwBXa3A5ASMRcGfyWu6Y9vYkXKpLzDuutiTf7ASBBhO1eSiaeKI1h3EfNt2sCOJkCEnueNgW2p+4oiZnmqKsKDThDA/6wXwohUzhJOpSCrb15HE/L7gdov+tCJpQJQ682e7wSqy0OQVx0TNdlASOdZsGBU4LGOtNvRkLwXASDT3nW3peCpyuS/aDgssFTkOFgUwh0BVkkBOfBL9CZ22YNvtuZvjcKpex7HBIYZ8ITxNzWiA5vpnB6s4VW/iWLXKBPrj1EBt6thWKMB2DIwUKuApiwPAX83ew99N38Yq4c0cByFCNqfR/LW5VMan3vZO7B8cwoULF3LB/QHMr/EuiDtOKyUfFYf75cuXMTc3x5zkD5vD/ezZs/iBH/gBfPazn8XnPve5B3iX8l3lFcgrkFegfwVywT1/OvIK5BXIK/AYVSAX3DfuZj+ugvuN2jL+w7ULLGSNlp2XI354k8QHRcWegUF8dM9BnFmew+XVRSamj2hFlEQJ86aO88sLjNW+rzqMJwZH4QUBrqwuYcFo4SfHxvC0prGl8iSoeREyhlAvfuAz9i4fhsxVbAchpnkVQ7KMiijhYnMVR0oDmLUMTMht4f18s44no5DO64aOfRFO5oapY28kvl83Dezr426ftmxsi0QZCqvj+bZ4T4NwJJsTaJlpw8RmTeuIRySO8DwJ+WvPpKBqXUGm5Bv1Q67LAX+5XsfByNFo+R5urS5C8D0cHUyFjUpqF/eZjtJ2dfeGmZJLN8vdfr7ewOGMgNML9QYOVde45uTU1ltLICHo6Qx3e81xIJIjOcvdXm/g4GC2u52cuoQySA5N5MHrKyBWt0sO8X5DKcBz1wT1rs14Hj4nMcxCclyrreB4gYfh+aiHPEZS7tjktj65PitD+NG/+1vcWq2Bwn4Jr0DGahK22Gjrmgy5QNcer3ygZ5pqRqHAB4aG8Zcf/URPU2PjZqrv7EgbJbhTY+Ib927hWm0JbuhjW3EAFNP7bHMBhXWEcrqq10LLhORIp2ZfhmAcV4XEUcp7GMxirUQbkWjuUxuoj1jNhPF+x2AOaxWwuldX1AUJBUlDHRwGgz7PsSCCJ6Z96jlmp0VIFsaS7xXrVzgBsqxBSeVn0MeI2T3I3PHdgzn1k6tL4rcTjc7kJ+i7pUfOdVqv1FQHUKa8hYByNYKeYGcmomfU+JZlY3dKNKdmGlLufvrOmWGAcqqxdcdxsT0l5C8GIUaToj/dA9pnwt1/1/Ww6geQ5QKG1SIL4J5xXWxJuOgXbZs1OZPhrKue1wlHpXpcbDZwOIHKumLoOJBoLsZNV3rOdM/BCDWFXQOcY2LS8bE7+n2hZg6tEIgxYizDo9RepXWqSVz39vyfdLmfa7Tw5MAAa8g2gxCDsoyz9QaODA7hyvIC9moSawwuOB57rxmAIZEoIHvJC1AIbCiCiFbI48TSIn7v6jVUVRXUPKf7u2yZoN91mvf2Dg7iT57/IO5cu/7QC+53797FtWvX8Cg43HPB/Tv7fcr61Llz51jj4jOf+Qw+//nPP7gd53vKK5BXIK/AOhXIBff88cgrkFcgr8BjVIFccN+4m/3tb3+bLQV+nBju5Ob9s7Ov4MziHBMQd1aqHSGRREZyvtM/j41O4J8cfApfm51krvZFU4cdeBDAM9c7BbAdrI5gV2UQ12rLuNOsYRPH4bNbtzKRzZULTLzUYl4747kDnO8BvAByO45WRkEc3a2yzDjttIyfzulcYxVHy1WYvs+QAGVRRM3zGJ+XMBSzlonxyAlPQXIkUxcj3vClZrOzZH/Jddk+Y7HlYqvVeY+esnPEzo2Ecfr7+UYDRxLudpecj2z/0eD5SDdbE4EFEpVTSJTbLR3bE2F8VM8zy0t4W1nuQk/onIRCygVKwl8SV0NH7udu98CBaC1pdvu0rmM84W6PT/9GvYYtgo+hlDjGrr1p4IkMdjuJSIQ02JTACnXqwfHwQAJ2SoXjCPOhI6TVAH0Ed+JbO25/MT7tbk/OCtMrc2h6Ho4Nj/SdLEiQ37ZzHz7/wrfw/169wlzsJKjHAcAkRlHTx6RQSIGDLArM1Ur3igY5Q6lptLVcwZ984EPYnnguNm6GemNH2ijBnc5y1TZxYmkGd/UaViyTffcnwgAfy+KUd10WB44E2KzgUlGGJ5AjmsJNhf7hpgAWfB/jqVDV5GHCwgDLj8gK/2Tb0TNMYZ80P2UMjpzmCYc1fSfrahnFSBAnxEm1z/Epj6FfSGzbPb/Sc8QFpYyAE3pc4rRh3fdB4K84ryL54dfrcp8JQgyHAXStLbbHY8EPMl3ud20b21Li+JzjYHMGkomCb7XUygNfLUJMseavmhYOpJzvc16AiW6Ue9uRTyK+VsGqF0AGzxzsSQ48cdgLfDucOx6TpoE9UUOWXpul802sNKLfk82J+W3WsjCRQOpcbbWwPyHIUyOZMjfaSLYaC+CNz5+CYJ+M5v4522HsdjoXOi+eF1izl8JsnZBjweHtY7VFeVp99VR1kM1By37AhP1XFu7hbRUNV5oGnqwO4CwJ9NUqLrYMbC0UMWMYEAMPRsjBDEJ8Y2EBNywbi4bBhHafmicI2T7pO/n02Dj+p9EJOKu1hxop86gJ7oZhMGf2ozBihzudr9QHpfbduo7z58/jne98Jz796U/jC1/4wnfrNPLj5hXIK/CYVSAX3B+zG55fbl6BvAKPdwVywX3j7j8J7rZt4z3vec/GHfS7fKSzi/fw766ex63GKp4cGetBAZBblZjfJKT/DweexJGRMUw1V3GjvsLESVkQYLoertaW2P9UXmRYmgVTx+/v2oPdigSRhaQKgO+AAB4qL8CipfokhNCSeT+AqlVZqJxF/Gyex9n6Ko5VBpjwTgGEJA6cbtRwPEK1NEHL+ttCdzJs71S9hqcj0XzOspjAEQtRFGS6p9BmvJODkEL1SLyncc+yMKysBY0uWDZzEMbiNbkxhZTTXFQ1uLa1dgc5HiEnIEw4VNNiO218oVbDE4PDuNmoY5fgoSTyuGWY2JlCtNDVkZM2jY3p527PEvvpeOdqDRweXHO3xyd8amWFrTB4e7nbkb7sOCjIWiaH+nJTx75EUyL5+ApqAU4C+ZJ8TyFBy6hlPu3EqA8lBUGymZHYkhdEhqnpNy4uL+FwJft84894hTK0chUf/nf/hiEWNEHsQcbQtuR6p+DLbdUBKKKAuVY7z4Bcoh/ddwD//aEjGErxrL/LX+H7PvxGCu50Uk3XxvX6MsNREW+fJM+jroFtfTjm8YUw97iRwVCvjMKLmlmMh27146y397QUhNjUx2nuFYcYE7s/qx0gENKIT17v7FHjBAySWx3AoqixkOZ40FNT6RfeSiHLxFBPoajYZ2nFBQn1CaF/CgImilXGPB+mkNR0Q4saDEGAsQxcD4UXczZFyaZHxKJPnaMVhJgTNWxRulEvbhAiDH0oqWPfsqweNzsdacZxsTWFgbnneZjo+RpHDZYUU37WdbtFe3JnUzMg/rxahico8Im0nqjjvONgLIXpmnMpeHVtjrtjEtZrje1Oczs17AjxEo/bpokdie/55VYTByORneblacvCtmgf1JIhbFI8yCE/JsmY12uYEDiG64p/Zy7oBg5HAvyk7WG31sabXdYtHIjc7xeaLRyuDLAGs0uhraKIU6t1HB0eRsNxMKO3cFDlmbudUDR1HwxNQ4HlF5s6PJtCvwuoBRzuGgb+8No1FspK+Cx6dqiEdM30216QJBwuVfDRQgUffv55tuLrYRy54P7m3ZWHWXAn3NE73vEOfOpTn8IXv/jFN68I+Z7zCuQVyCuQqEAuuOePQ16BvAJ5BR6jCuSC+8bd7MdRcP+bySv4L7euQRJ4bClVMos902owtvaHdu3Hx/YczNzmH2du4T/fuoqLqwssdPWtpRI+s30XiqKAUCCmbAiV0B0+Mdg5cBReGPhYgYjrXoinKlWsBD6GeR4N12X4Alo6f6ZOInubtVyjkExZwartYDB2ZZNr2idfNYkOPihEbjASTm6ZFnZFTskFy8JQxNClC7hJ70XiO/39dI2YuWthbGdqNRxNoFlWibmbFCNIeCKBPSGuiyQ4s/DYtXGzpWNXwt1O70wbFrYU2y7GJcuC4jZRd1zsj3i/8adfj7udGPh+Bh6bBJdNhXKP+7VOWIEIGXNtcRZPV9aCcPu520kYD0QZYRb3mo7Pmg29J0GvhLwCDQ7gdGM46FrpOmme6zd4pQinH2qGxKpaE0po42ClXdP0CAQRm7bsZAGpP/X/fYnhjwg3kSVckgiluw7DKn3zf/kRNChoECELCk6vHNi4menBHGmjBff4rKkx14pCRsuCAP7mmXXd6fS5HrQML8BTSl0oFgorDvs0cWgfDjgIvgspjWgpDjLxkQZroqUc1p1qhyHqgYfBPtx5imbl6bo4Dq5agpzCvdTCEEPpcNJo5/frcncECa5S7uRRNMIQ1Yx9GiGgkSM/41ERZBVhBlqGePh8gplPjv9ZoQCL47A9I9Nh0jSxN70aJgwx59hdDnE6BRK5N6dxVJS5QEGpqVBVvlBBmGL3T7kedqbOoSFIqChFuGivPmH3Ty3CT6F9lj0fw7QCIhorntcJPY1fS2Z+0GtnGnXW4I3HlGliZ0Jwv6a3sC/Bfr+kt3Ao8Xt513awJcoGYSuxwDGhPAgCvLo8h80Ch/0FDbdovxEGjVpQ/z977wFkSXaXe35przfl23s3baZnRjPyFgl4j8UvQbC7rAQrIBYTyPC0aAkCgV6AQEhIAsQLIQnPvojdRSDe8uCtQFohg5Dr6a521b6rq8tfb9NvfOfmrcqbN6tnRtNd3U3nieiY7puZ52T+M+/Jud//O7+/SpyZ1yvOqsiKSDrfaHWw239nnKrVcXJkBF3HEa71gq7jVKWKLPV9p4tj+Ty+Wa3jidFRnGu0sTOTgS2puF5ZFivHXFnD5+bn8NdzLGIsi+dDzHt01RORJkkY13Q8nczg17//Bx94wf2JJ57A6Ohw8vjuzJB3pxfOs61W66FxuF+8eBHz8/PifB80h/u5c+fwile8Au9+97vxvve97+7coLiXOAJxBOIIPEcEYsE9fkTiCMQRiCPwCEUgFtw372Y/ioL7X10+j7+/eRlZTcNUOhsZ7KV2E03Lwr/ffRD//cGjkfsQSfNfrs/ga0u3sdhp4mMHDmFSU6EnspA9Fy6dpnTUsTAli5rKMgxJRUtNC2YxP6/ZFkY1DWdqFZzMF4TrkJ5DLrs/26jjuO8wvFSr41Chlxygq9rptsXfLzSaeMwXrRu2g5QirwlVp6pVPFksiv2IpWm6Lgq+IET3X0rVBDKEjYI/i8JS8GejCAtNhxRwYNNNbgewFxSjoWgDbsuFTgdbAk5K9jVTr+NgYV3Y52c3mg2odheH0uvFXF+ou32ua2FbCMPAvqerdRzdwN1+cnxSXF/TMoX7fEtSw+12F+PpTLS4fCfGup6CswEu5lylhsMj41AVGbpRCXhBqbb32ewbFJnUEjCjMgn+U3it3sCu/ChmGzUcSUdDu4tbdkJLJPHZ69fxrn/6DAwK7gE3cvCBZsKgYZmCefz5t/wYkhEM+82bke7uSPdLcA9fhduqwr526jkvjkmkNbRMbhw2n9Ngk7hCxgY2cpKTby4pGLU6a0fxe+VkRuH5DnKJiReD26OLuTYhIX8Hl/sCGdqSjG2J9YRVfzAhgjtmJOqF+wg3sZ+ICAdDYHUsA3Z+Ek5g3hGufLM9+B3yD6ajfyKiWKtYDWD0VmoEG+dBokWI+eLVL2tZFLSEWOFhcqVRyM3O+VgXK5QGZX3WzDgUUTuBInQYN0MW+yQCWC6ekER/uDvAruf5ND0JOckTe9splttVwCLVA9z9/jkGEn1D7niuQLBtUcy138KCOlFknO37cz73WzIMTPkiOs9ntttZc8b3+PNAxn9HsFh1ELN1ul7D4/48XzNNJDVVJKI9q4W8qmOb7p9LMgfP7L2/Lra7OOQnYi822zicy4l3EWti8B3Yd7mXDAM5PYkbtTLGZA9jCV0U4CbLfSyVwflGC5PJBBSrgyYULHQNvG96Gly5xBZ80im4M/mdlRX87nd8F57csvU5v5f3Y4e+wz0W3O9+9B9kwZ3u+5e97GX4xV/8Rfzmb/7m3b/4uMc4AnEE4ghERCAW3OPHIo5AHIE4Ao9QBGLBffNu9qMouP/j7FX87bWLaFkWDgSKagajfqVaRkbT8L37juBNu/YP3RDTsfGXM2fwjZUFTKYymLLa+O58DpqagKaoYvl6QvIguT0Gu0aGrKzBTuQwXa/g8VwBV9oNHExn0XZs4QrkEvxpiha5vBC8Vy0Tk3qiJ8JLUk8YEY5STwj5HKNq2RjzecJBd/vAMQAutds46AsbvJhvUowPiNIU558IuNsvN5s4EGD2ehQpZGVAXKfb1gq5tCmuHwqxvi83mtgf+uxSvYGd2RxMo4GtSk8OiXK38/OurIn4BVupayKjJ6CHnKNtwenVhjBBxBJQaEwHipteq1XxmO7ifL2F4xFFVFu2DVfWkQo4R/vnwOKTFuSBQrH9bUzU2FCR9QXutAZIndra6cvJLMwQ876/sZd0SMPeQMjnPb/VMrDDd57eqi7icG4dFcF+ktk8cmNTostLpRL+p7/5FFqmKc4nyuFuuY7gu+/MF/Bf/4f/MXKfzZuR7u5ID4rgzquyF67AXb11xwskG1ugZSTAThYFUz3cyP7fCFUk9uWKBeKnfHZ4RUshS9E60Ji081rrz2R4DG4ZCbHH+/vUocCm89oXXsPHLjkOtkaI4OI7fgeWe0dNCGY7589wKzsOxiP6bHseUp4b7XJPJOF1htEy1y0b+xQJlz1VFLfttxtGF/tCbHZuo5D8RGjFDguq0kUeFLS577VuF/t9wXqtYz/ZSSE92KJc7mSzs+6D4UprK2c4z7p+grV/fDDpys/4vmg4zlpClZ+FBXZRQNSyMB7Az9wijz5wvmdFDY/1VV9nWLDbR5qxz1kmFAKJhnnDxFb/eL5zkqz54ScELolEay++ZLfrTheS0YIn8/72YtF2e/U3eEyPE9/b/xvVOp4cHUGDq3xYmFdVcbHRwqF8Hs+uLOGZfAostkon/EzbwLZkEpas4WxpBVlZgiWrOFVaxZ9euzaUVuqlOpjKAI6OT+KXXv4qHB2fuOP38n5svH37NmZmZvCwCO7NZhOvfe1r70eoXvCYfcGdxUn1EI7pBXd2lw/gub30pS/Fu971Lrz//e+/y73H3cURiCMQRyA6ArHgHj8ZcQTiCMQReIQiQKZ43DYnAl/+8pcF2uJRYrjTvf6xM1/HmdUlHBoZFSiNYGOhtUuVMh4fn8L/+vgzmPSXwwf3OV9axt9cu4jbzQaemJzCGz0DqqwgrSYEcsVxiYiRoEuSYGS3lARk/pEVtCwDo3oCN9pN7E1ncKpaFgx2sSzfdZBXNVxsNXAkkxNDXmyQpdv7+4rjYsIXmS9RoPCFIGJlFAlieT4b8TH7fPc3xZhly1pzLjYp5koyMr77keOarod8gOd7u2sOuMcp+gQLmQphmAJZgLu82OmIIndcxt9vVxp17MsPutuXOx2MpDLCBSvQK3YXWbsDQ1FBEE+wOaoOROBczlUbeGyk594PNsF6j0C1nCpX8HiEqPLV23N4zURhSKBnn98o13ByPLoo6dkax49e5n+2UsORkfXjKHKnnbq4Drp16crcqDHOhjUssvb3P1uu4Mhoz6XPFna50yU8ugzEu+UAACAASURBVG0PZF8Mpcj2lr/9Gzy7uAgJkljREBTduZ2scdYl+MmnXoKffsnTmzPxbNIoD5LgTu62deXrgNFz927UBFqGAv0GSRcK6q6mQr1DPx0W67S6QtdsJXNIDhX1pVN+kJsePB8DEnQ61SNc8O30qCj0PE6nfUQzPSDhOZDCWBvuS6wW5xkzUAfC76PqAkYig5EIIb/teki7VuT3dEOXu07m/bDLnUmrJTmBscRgoooFhJlIzYbGr1oWcrK0JiT3L/lcq4nj6cE+eH23DRM7QhiaZdfDVNjlrqiQiMrpO9XTBXQkXTj5g4x2jicT5RXk3zMpESpue6XTxoHQ6qKG4yIXSEpe63SwL4CNoUjP+iH9AqvkovN90Ge7M1nccl3BTWfjNr47+q74RcGPX39/CsyML8hXDQMF/+/99wU5/gm7LdAvnr9aqinrSHusdAJcb3exN5NByTCRTSREQvN0vYHjxRGsGgaKRCp5Hk6vLuPpfAo1LhLgioxECtP1Jnaks5itrWI0mcaq5eD3L5zH5eZg0kUnCsxlyhQYSaVFEdXfeO23ibGYePzy7Tl87uYNLLVbIhnw2Ng4vn3PXhwaHdukWas3TCy437twM5HB+D6IgjvP7ZlnnsF/+A//Ab/9279974IQ9xxHII5AHIFABGLBPX4c4gjEEYgj8AhFIBbcN+9mU3C3LAuve93rNm/QB2AkYmW+sngL1+tVUTiUOA2KDkRrLHfa2Jsv4uVbdg7hZMi6plD/9zcu42x5WVzJmycm8fJcGq6kCQ67TNIKHXSug47rQtEzAufCopxnamWczBdxo93C3nRaMGVZaHFcT+BsvYYTvqt8tsOl/ClRGI4s24KmCbGDYhE5uWxznQ52+OJJ0N3OY1yiHXyhZdl2MBFgA5+u1vF4QKymq5EF6/pNMNh9gV9oZBR8VG1AXI9ytz9bLuNkSJQ4V6vjsYBznv31C6j2xxNFapfm8YqxXlIh2CquhHzIYU5cQUIddrdLsgo7QszmPfVkTaxYCLezpSpGZQv7s4N4DPLlZZXu9mG37UK7g7F0NrIAac0woSiJISxLSlcgt8uQkpnIhICIMxMQSkKsdohqhuOgankYSw6e683KIh7L94S/7OgkUr5LtN/HF2dn8c7P/De0LRKUJVG7QIYkniXTdUTiY1suh7/4/h/EeFhAfAC+qy/mFB4kwZ3X4bZrsK9+8zkvyc2MwBPYl+hGFzRrA6xTu4f3W3bpfHYxERKW+3uyTsCdnPIVScaYPSiMe6kcTK8nw1ueKxjqUY2cca8VXTCYK1kQ4peLpKCahSHJ2KpGY5LITd8eWtHCsTtcTcR5Nuowzush0X1Z0mFqaUxEwN/nLRM7Ila0zBoGdof46hToiT8ZC80r17oG9ocEd9f10PUcZELnKKdzAhdDZj1rhrCpieQaMqwfWzVBjNhgLQjOwU7gGRG4HG8Qf+NqCcjWuoGBhWDp7u4nZtn/omVjS/D9UK8JvFm/9Vzt66L6s7XaWq0PgeUxTFGom40OeiaT+83jygqfvy9rSdh2D7OmyYBmtUTSwFNYI6P3HJmKDs3/Ox3sx4sFNCwbmqYLQfwcE53FIphA1RwTuuSJfU7XWtiTzcKWVVysNyDZHahqAtdbLXzo/LmBR1Qkej0PTG2kEwnsKhTws08+jf2FEfzWv/4LrlUrqBmGwHAxOcn3RiGRxHft34//+diJTVsB9DAJ7qdOnUKj0XhoHO4PsuB+6dIlPP300/iFX/gFfOADH3jOd0W8QxyBOAJxBO5GBGLB/W5EMe4jjkAcgTgCD0kEYsF9827Uoyq408n4ibPfxFcXbwvObMfpiZF5XcfufBGv2LoTP3TwKPQA3qDc7eBvr87gZr2K85UVzLfqoBz7ySOHkUhkBReYzjnLtYUjknpOlwKqmkTJ6AghYrnbwbZkCjc6LexNpTFdrwqEDAukUrzhcv++2M6n4DTFDX9Z/vlGE0d9XvulBpff95ywFO0tz1tj6wbFd273tMQaN5mCTMN2UfTRCbbL4nU9Qb/frrY62JddL8bpqBrkkJuyA0UkF/qt3DWEMEGndL/darWwNZMbcKWy+CtRMOFinLOtLtqdOp4qJNc71ZORjPS+6BL+llxqtLE/gEPobz9TreLY6LBTfbbewPbcCBZaDezSrAERarreEsJOVOP4RzZwtz9bquL4WDSeIKc6G6JkOA5FSsO0NvzyV20mW/Sh7SudFnbrDlQ9AbLbo7Axn56ZwW9+6QsiecPimSKJwhUYsoKpbAYf/o5/h0Njm+vg3IxZ7kET3HnN9uJVuCuzG19+Kg9bTUCKwKEED2rLCrLWxm55rlppakkUwu52vxOKjsK9vAH+hQkZx3OQ9J3qfGbs7MRa4o2FSdGpb3AdnP+8aNY8xzUt5Ki6+m1JSaJAnA5XXHhur0BmqLV8lzsF03C7YZjYqw2nHywW5QwkDSqctxJ5uKKGpgc91JW4ZtceYrYzThnPHfpuzdk2doaSACKuHpAL9b3ouoOoHUmGmx0Xwi6L0PZbr8Anrdvr2UPBtxeC/PpnsqbDDTH+q5BQDK1K4DqEYNrwSruNA4HEWrjAKldA6bIs/rB1uTJHzBW9f5PdPp5Mrc3r5+sNPBaYdwVmpu9s5/vATyCKMxc1P/zir6rew8x06/ASGXhmV5y5pCbhORZWTQuFREIkBM+T757P41arje3ZHJh8bDoe5qvL2JVOi+QhV02drjWwJ5fHSteA5lloeDL+87Ur+NLysjhfUZuEpyFJyMkKRrNZMeb37D+ES6Uyzq4uC7GdAntaYwFYDw3TFPi5bbksfvTYCXzfwUObMXWtOdxPnjyJsQd8bo4F97v3SFy+fBkveclL8M53vhMf/OAH717HcU9xBOIIxBG4QwRiwT1+POIIxBGII/AIRSAW3DfvZj+qgvu50jK+eHsW/O+NelWIkHT+FRNJPDY6gTfs3IvXbNvVK/JHocl18Z9npjG9soS6KDCp43arju/JZfGKkREosgpNApIU2inMuA7qkgY9kcFCp4VtqQzO1is4kStg0egK7i0L9bEYHIvUTddqeNwXLW52OtidSokxy5Yl3IMU5OmW7y/tv9XpYqePjAlydymgNxwbI76A3vAkZANOzo6sIRlwpV5qtnAwwCe+3elgWwihM981sDVQnJT89QOFQTH62VIZJ0OiwOlKFSdCjvfrrTZ2+/zx/lN+o9HEzlxRiCG3qks4nu2JylVPHsAh8DO623VVXyv22u9jsd3D1ISFfEo75ARHOdXPlYl+6YnMl8vLeDLfG5c4g5SeHEge9Me52WxhWy4aQbPS6SCjZyKP4/EJul470a5f8vFtSV3jNodnAEmSBReeYl5UyygOCqOjolDqRm2uXsenLl7AF2ZnwZUaRCV918GD+K4DB5F9wDi2d2sGfBAFdwqO9pWvwzMGHcv9a3ayY3BsC6qehEee+waNz4IBB+kgaiSw77KYf9LI2Rsj2uYMA7vUCKu33w/L/Y75BVQ7SSbPAtKt50HVNHgboG3uxImvGZyjeoO0mJpM5KFwaZD43nsY3SAJwEKgUyEWuuiDK4jgRbLcl2wbW2UPTchwE3mRZGJbdZxIl/stc9jNLvbnSqGIUHFlihy6B4uOh62hfTmfG64jGONIZGCoPaFYONpDqxl4751QXFU62kMs96aHgeQEk6cpWR4oWnuza2B3wKFORA6xOcG5smTbGAus5gkfE64BcrbewDE/EczrqtkORv05hOz43f47JLw6StaTsMllF3Vje6umuKBBh7W+okNPw/Nd+de6JvakU1g1TYGNoVB+odbA4WIR3yxXcHJ0HN9YmMWrJ0ZxqtbE/lwOlqSC7zXPNsRcvGo6+K3pZ8VqMb5j+JQlmWhUNeiZtMDInBifxEypjIVmEzvy+aHaHDWjK4T4w6Nj+L1v/85NKSzdd7jHgvvdehus99N3uL/qVa9CIlxz4e4P94J6vHLlCp566im84x3vwO/8zu+8oGPjneMIxBGII/CtRiAW3L/VyMXHxRGIIxBH4CGMQCy4b95N+9KXvgTHcR6apcB3IzJLrSY+fXUG58srKOgJbM1mkVBUIXBfrZZxuVqCLqso6gnBd9+RKwiMx6XqKi5Vy9iSzoKFJq9XV/CRgweRSGSEm5H4hq5jIS9LqHoKUok0PFnBtWYd+zM53GjVsTedxbl6Fcfzhd5//QKpdA2y8Ntsp41dPof3dL0q8DNsl2p1HCr0itktGia2+MiCntjBwqk9sXi6VscJfz/+e960sNXfV4gfWgIul/X7hfYWu+aAmH6j08XugPuxh5fpOen77WK9iUO+2MLPWFzU87j0fl2MW+l2hUBCDEC/sQCepgy64LntZquDHT6vngLU7eoiVJcFbYcd5mcq9cgCp6fLNRyPcAGqyVSka3yp3cFoMrvm0nSY3GisYG+GaJ8Wjmzgbp9ptHEgcO3BuNzJ3U4kQsdykVEswBpGhRCzYd7B3a7ovI5oZjbPIZtJYmxkHQNxN74n/xb6eJAEd35XKRjSLex2GrCvfGPAsSziradgUtSmy1mSoRDHEVpdErwvrqpDNYYLg/K73k7koT2HKM6+rrZbOBhCoKyNweLNjoVRCbBSI0OCNrFLkjHMSRfHk9dOh3MAaRI899tMGiZUrOrZwaKuwiHuIVxklMfakgTVNiOFdYnonIhVATWXyBkL3WQR6cCKJdNzoTA+ISc6Hd2q56w5uvvnXHddFCKY9koqCzeUGOE81nE9sdIp2OYdF8V0HhJhQL6rnUx7L+RUJwdfJwc/4HxnkWZ+NhBDMtND9+5qu4P96XXsFB3rZK73i5ny+PONBo4GsGGz3S52BYqhEiQUTN0Jjr22Xoz6hkicrr8Xgi53Pnsl08KYL2TKegKOf30CmyUp4tkQ7yNfdOe/E6oMuVOH2KImxHPvEknjr7A4J+blAq40GtiXL6Jl2XAkRdRJma+tYETXUEym11zusqJioV6GKSn4/OIS/s8b10ToiNNiEpsrP1qqioymiwT6bK0OTVEwGkJ29R5lD7P1OiYzabzj6Zfh1Tt33vPpcX5+Hiyg+bAI7vV6/aFBExLbMjc3hwdRcL969SqefPJJvP3tb8eHPvShe/6cxQPEEYgjEEeAEYgF9/g5iCMQRyCOwCMUgVhw37yb/SgK7p+9dR1fmLsJMnj3FXoFPfmD+lqtguu1KuabdbDgG8WxpKIKJyAFdttzkNUTyCcSKHXaeNv2bXhqbBIJSYZE9IIiQ6Ho7tHBmBNIhV5h1CxmGlUcyeax2O1gIqFDlWTcaDVE0dSZJguk9sSLmVYThzNZ4cSb73YFo51/Z8G4SV8QudU11pi6FxtNHPEFcYo8y4axtpz/VptC9npRPymRgmuuu13LtouRAK+4y2KHAYGc53Op0cDBAC7gZrONnQGhhvucLlXw+NhgAdHT5SpOhATw6QrRLoPYktutFrZkBoViuvnPL9/CKyYGi63WTQuqoiEZYiwvdTooJDNDrkQKWq4c7QqX1QSsUHHSlU4bmlXDeDo75JTndV5rNLHbf17C39D5VhtjqVwk173n8tRh2S40VYZmEvyw3iRVg0XGxQaNwpHpbLydoty2LWNQI4pNbt5M8mCOdL8Fd64kuNmoYq7ZEAWRea/Gk2nszhUx2liGu3xjIHBEjNi2ufaZwLbcweUuBESuaggx0Z1kDg7nIb/+AozWwDMXHJSFM8lip3AZ1egEtyQF42SvRzRV0+FFFCftnVt66Nz6XZRNG11VxXhquHZDjYiQDVzujIkXhduRVUiOOYBi4Vhc5TLjytifGkwcctuK42AywrV+o9vBvogkxJJlYUuYI88kihhoUAy/YdoDmJu6B3ipInRJXhOR+7FQBB5mcCXCbLuN3YGVRdy37nooBG4T3w1E7QQLo1ZtB8XQHLlg2tiqrydEuZJpe6B4KvthnZF8cA4hiixwTr2CqOt89uvtDvZkes8Ek65chZPyj1/odLHFT9wKTIyirKFkJD21JsBLqr6WAK7ZLhIyUPAMKPy8X1g3kRaxWewamPCd81caLezL5/HNchUnx8ZxanUFuzVgybRwIJ8XSavLjZaod2LYHTQdCb999rRYUaawjoV4Z3vQdA2PjY1B8WRcKK2K/pMRdTt4jcutlnDM/y8nT+IHDx255xNeLLjfuxA/yIL7tWvX8MQTT+Btb3sbPvzhD9+7IMQ9xxGIIxBHIBCBWHCPH4c4AnEE4gg8QhGIBffNu9mPmuBOl+lfXDiNry/P47GRCaR99MrtRh3nSyu43WyAfPeObQv3M0V3Ljk3hLOQxd4U8aN7KqHjd48cFS72FFwhrrdsS3DUjURBOLTpbr/cqOFQNo9L9SoO5/J4tlrGk8URXGk2cNAXK240m9ibyaBkmgIFw3FvdrvY7QvsM40GDvsi9zyFjGSvwCtFkiXBy+2JIOdrDRwtrItXZ2sNHCv2XPFsTbrQA45Lut37zkNu78jqGq+Z/77ZamFXwMXIz8L8dLJ0W7aDkcCybGJf6GQPChfcr+NCOAmD7Vqjhd2hIp9Xa1VszeRRba3gQKCY6elKDSdGB4V99vVsuTYk7vNzJZGEaQ27wilgR3wsTuvU8m28Yjya3X612cGeCEY8jztTruFoBCee2/ru9v51ZzQXCLiCpURGFC7eqMlaKvI6+vsX8hkU88Ni4ubNIg/uSPdTcF/ttPH15dtYardAzr7h2FAkGSPJFCZTGRwujuBg+da6WK1oMLXBgrh0/vYE7Wj8jIi8JEP2rAEnfCdZEO7tfqtTwHY3fsZmTRN7IquOsigpsCInsTWCkS6GVzTI5gbn53mgmByFnWk4LlbUFHZE4Yw8DxXHxlhEkVRJUSEJMXYYr8SVImEMTyORQ8eTUIziwjsOkhJd7oMbW66DFIY/XzBNbIsoqions/BCPHvBgydKCkBDTULResnPKFwMkwiuObjyZdUyMRESfykoBwucsr9F28GW0DnNdrrYFRDriXwphPa53GrioJ/oZT9dzv9+gVNxX3nfAs77uU4X2wPOeeFqD6z2OVurr2Fm+G6yXUDzxyRKxumL97Iiinqzcb+G7SBPlz+xPeS2MwFptzAm+O8OuIqjn8y40GiLlV4XanXx/WGRak1LiGPn222k7B7jnYXB9+QLYGJ1enUJeVUTq78+NnNOCO68N2x8///QoSNYbLXxtYV5jCSSyGyA1yJuhnVKfuqJJ/HdBw7e80nvYRLcn332WdRqtdjhfheeiuvXr4tVDT//8z+Pj3zkI3ehx7iLOAJxBOIIPHcEYsH9uWMU7xFHII5AHIF/MxGIBffNu5WPmuDesS385cVpfGNpHs9MbROOU7rbv7Iwhxu1qhDXTdcRRdIkwQSWhRPe9IhN6d0XHvNbhw7jiYkt0OlahSv47QIjoKSQoojvuaBDkQ72a80G9mcyqJiGEOQTCoX4Og5ls7jaauKA79qbabVw2BfhF0wDW/WekE6sS7+I6alKVTDWG66Hsukgm9AgeZIQ+5tcxq9ryCiyYOPuzqbWnNp0+x3Ir4vxYbG9aTtiOX2/MB7HPVer4WgArbLY6WAslRngA0ex258t0/E+WKT0bLmCo6HPBNYltY516T/1M9UqDhZHBTMXZgXb00nQ3a4o6hCLfaXTRS6ZHnK3M2GSSKQimeeqlozEsyy0WhhJZlBtrWJPQOjneTnyelHZ8LdzttHElmxxoDhsf5+eu1OHLQoe9pqqyNCtnsudQptBZWqDRrHSsKK57TxEkWVs2zIOOYSu2LwZ5MEe6X4J7pxnPn/7Bi5Xy6JWAzFUFOssx8Vqt42K0cGBwhheVhzB5OJMD7GRHYPl456CUaXALFOM3YDfz317TvKKOKwm60hpgyz/juNAdi2kQytY+uNwVUnXtlCIELhX1RR0RYfu2QShRDbBm9+ggGpbUpANFC7td3DdkZFOZlCQvMjvDsXt7RuI/OSZhzEuol9ZgUQEj48haetpyLIu8C2LxHb5xaKDF1F2XYxFcOEFaifkMOdxXUhIBYTptXH5WegeyakcHEVD13LXEDKs1wAnnPzw4BIh5J93//yqto2R4D3xPKyYJiYDojALZnOGCK5QCAvu7G/ZsjEZwH6Rtb4n4HIXY4bc91x94wWeyaut9tq7iGL5imlj0k/4VshZ1/S1e1lrd5H3V1gRJSMQOn58ukTB+Bd5vlpbK1A9U2/goF8fpGp2sE1yeu/Srokd6RRm2x0hqPN6Z1sd7MxmcapcFe+bU+WySCp0jRYO5fPoQsGVZlsU6a61G6Jg6x9dvoDLtRp4u/m+Tqsavnf/IWzN5fB/XbwAfm+3hmqM8DSZqJ+t17A7X8D7Xv8G7AnVMLkXs2BfcH/88ccxPj5c9PtejPmt9vmwCu6vfOUrkQyglL7V67+bx928eRMnTpzAz/3cz+H3fu/37mbXcV9xBOIIxBHYMAKx4B4/HHEE4gjEEXiEIhAL7pt3s7/4xS/Cdd1HhuFOVvefhxzu5U4HX1+aFygZWZLRMA10BZfcE0gZG65wp/Zlz92JJP7gyZcIB3fCc6FLQNdxYalJ4bZTiDVQVJyrVnC8UPT/W8CpahlPFUfWBHje5Z7TPYuSaSDHIm6yjGXbxqSqCkHg2VpTiL0U3TRVx67cekE3OsH3+z/8r9Zqgmvbb2fLJezN5bHcbqFtGeiaXZwsZlH0BSyZy/r7S/bJfq82cDzAAL/dbgskAJ30/XamWsfxkXXMC0WIla6JLQHXI4Vuw5MGnOyMecVyMBr6YXuusl60tD/GrUYD2wOOd7qEC14L5D0fHRl2nk9X6jga4XqncHOgOIik4Rh3crezIOqObB7lbhvbNGstsSCQMHoKth3NUD9faeDQyLDznuNpegIdcxA1wc8vlxZxvJjCUtfBVAD7E/zmC7FeTcK2h4/v7zc2kkc2E3JFb9708cCPdL8E9wvlFXxt+TY4txwojg4JyvxeVs0uHh+bwmt1Ge7KDVipwhp2IxxYVU/BC2FjBvahm1pVoJkdLMlJjGiDK0nEM9du4shGrHYA17td7A8J3G1IkBJ5cf5V18Wo8GwPN4rIMouzhgTj/p6sO7EtAEu/3jGxdWRSiLBz3Q52RQjhFGdNYr1C3HL2aUOC6kSz3LuqjpTZQZ3p0kRuLem4YhqYisKFCJF+HePTP2fhCpeHkwGmoiIRwaVXkhnB5l9rqgYzUQDnv7AQr5JrHiqUWnU9jITwNsumhanQPblQJ399cEXLgu1ga8jBHsbGrFo2xgOCO8+zbNkYDXxG7JgXPC8mbiyuJui1C0SYBRK307UGjhfXkWBCkPeTxpbtiKK6/RZ0ua8a1tr7oOsQtSSLdx/fKVxRkVE18HNdUZF22rhRr2OPf819l/t0pYZjo6Po1QtJi/09RcWNygoez2dxptYQ70BJTWCmWoMOG4uGjd87Pw3Z9aC6nhhrb3EE737lK/GbX/kSbtXrom7LSDK5xs8nTm6p1RL/L/Dy7dvxq69+7abMew+b4F6tVvH6179+U2LzYge5fPkybt26hQdRcJ+dncXx48fxsz/7s/j93//9F3up8fFxBOIIxBF4XhGIBffnFaZ4pzgCcQTiCPzbiEAsuG/efaTgTmH5Na95zeYNep9HCjPcF5oNfHNpQXDZHXioG4ZgtpPMS9a64VJyX3cZf+ixYzgxNgHJdZBkiTeJzvY0PM9FStNhORbKpompRFIw27cmEug4lIggmLLnahVRNLXH6O2Jpc/WaniiUIDteSgpCZQNBzk9ieVuZ83xRxH9uM9An200sCvAUj9fruAxX/RtmKYQmVK+uEQRm4Vf2cgpT6nAlCZD8ot3tm1buCszATFqptHEoYCwUjEMpLSEwOn0G13rFDyC7XS5ghMhJ/tsq40dIddg1TCFC5fnGWxnS+UhJ/zlcgm7U0AxJBaWuybSieSQu53CC9ntXEkQbhu52xVFQVAXz1AnMuricBYsNTcQ26/U6thTGOTS98fkagkouijSF258xuarizg5NbXht4Gu4W6EWN8/QNNUbJ0cHSiseJ+/Wg/c8PdLcP+nW9dwenURW9NZFMhYDzW6g8+WlnGwOIbXbduNfHkOZmeD4qM8lnUkZQneBgVIuQtl0bpliVUjUY2J1ZplYDwCiSL2J6KKK2sC21e0NPJKT7ynk1r2bGy01oOu842SAk1yxr3eHMi0VUVOIefHpek6yHpupMudBTdhtCOvh+LuweTw2XRcV4jcXT2LXCjxsNztYkuEuE/8lBuB7Sk7Lsbl0AoTxkElbmVdiOYJEq0Dwd/3wAKubZlvBybdkrBD4rpM53joXnLuJ+e/z0Hv3RIXFX/lUj8IFKWbloWRgMud10yHOxFo/XauXsexEAIrzHdfYFHtYDxCDneeP1c/5fxnQrjaLUsUHRXPnOOI5Ef/3UHEWX+bOH/iYPpFf2VFXE+/3Wx3sdMX52+22tjVR6y1O9jlo24qHFtRMVtaQFaVsSubAd9NBwpFgaNh0W8mhokb47vxFFdXjU9genEOxwtZ4XK/1mojoyXRsYg6k/HFpRV85facwHjVAIylUvjfX/kqLLSa+D/OnxXiOleipDRVjMHkeyGRwM58Hr/yqtdgR24d03YvJ7yFhQVcuHABD4PD/fTp06hUKrHgfhceCCYCjh07hp/5mZ/BRz/60bvQY9xFHIE4AnEEnjsCseD+3DGK94gjEEcgjsC/mQjEgvvm3cpHUXBfajXx6aszOF9eEU5sctmnV5aw2GrA8lyBMvHogJNl8YObcnu/Hc9k8VuPPynE3ITngORZU02KIm0sOGrZXSRUHacrZTxRHMF0tYzHC0V8s1LCS0ZGQec4mesURohsOZ7Po2nbYml+TdKxJVcQ7j42/vCf8F3m/NFPQSbrOwbPlUtrBUjJiB5LrqNeTq+u4OT4xNo5T5fKOB4Qwa836BYswHAdzNdKZUphhQAAIABJREFUsM0Wnhxbd4PXTEuIDVpADGdxuidCRVBvCP76urhHLEXVcjAWcrKzMJ5D8TnQupChYVBsX263MZJMDxUePb2yCl2W8JKRQdcuuenHQufEIS7W6jgY4Ti/k7udTvSuue5gp26V8TpwXQuSlhw6//6lzNRaa6sMwt/aM6slHB2PFtQpxl8sreKZycGCset9sOCrBrcPO46YEibHi0gFihhu3qzx8Ix0PwR3JjD//uZlnF5dwrHRicgCvIzglWoZ4+k0XrttD7ZqKjqzF+4YWGKgpKhioYGjrrgy9kS5xf19Zjsd7NU3AsMQO2Jhi/+1rHsS9GR+IKFT9VyMRjjOe91LULgtjFvxx6aDe9SzcQsaJkJJgVWKuFEMeTLgdR1eYDVO/3KrlgXCRbQInNI3uq5YXRRuFHDHIoqk9sTyQQGdxzJRkJeGkU+mqiMRYq5zf8GQl2S0XYXh6EVFIGSGV8eoqrbONfdP9HqnjX0hzMu5Wh3HQzUarrRaOOgXJe1f45LtYCqQLKEw33IcFAIu80XTxpZA8VROL7LPSu/3IxEPFIj3ZSY2AqtwztYbOFZYF51P1+p4PIAe8xhL/3oZi2CT9ARcnwt/rdnGHj9pXLMsZNVe/RImgBVFE+8fJpDSWkK8KU4vz+OlxazAZ11tdbE3l8WzAiczJt6rk+kc+O5K6glUjC7a7To6DgujF0Tic75jQrK7qLvAJ6en0TK6YEp1NJUSDveXbduOz928gb+6dFG8ew2bzvse5/3Y+ATefOwEJjMZ8e4nVu5et1hwv3cR7jvcX/GKVyAVxirdu2GfV89zc3M4evQofvqnfxp/8Ad/IFbWkeveaDTw1FNPPa8+4p3iCMQRiCPwQiMQC+4vNGLx/nEE4gjEEXiIIxAL7pt38x5FwZ3RPVdaxpduz2KuWRdFDW/WqoKtTLYr+e0U2ulMdvpiO39fe8B/OvkkDuaL8FwbOVlCg6JUIgsQb6CoqJtdgYJhkbaaaaDIYnCeh7ZjY1TXcaZSwcliAYudruDwXu9auGk6eHpqW69YarOB3b4bfKZaEYXh2C6WSzjiu9uZEKAI0BfEKez2XeUUWTjuWLLnnC93u8hqCcFnZ6ubBpIqj+39m/vTvd4yu9iqORjTVZyt1nEsgJdpsKCnpAgGdb9drNZwOCCyiJiSxRsSulnw0RxCokhwJXWIr356dRUnxicHHn7DttGyPeESrnRq2JXsuU0rholkyHHPzylkS75AE/4WbehulxWYERj1hCYjAWPDgqUzlRr2j0SzdduWha4rIx8oJhs8n3OrZewujEBxGigmh/EfS10LY8lekcWolkrqmBwfRuZs3szxcIx0PwR3Rua/3bwiHO5780VkIvAu3IcJv125Al67fY9gvBsrc7CqS3cMLAXgwgbFT6ueBE0UXXXRKyMZ3W51WncU5Vmwea+mYFXNCMxVsHFeNMmC30BwvJPLnfiOtmUinS4OJdUoDGdYMyNCx7QVFTpxNRGNHPJ9AQGZu1w0HBQyBeRlrlAKdeh5qNsWihGrX+qei0JE3KqOg9GQSM85XYlwqSM7io7lrPHa+6fMhJ5tDAr6ipYYKpTadhwkQuctUCmei3TgnLuuC9nzRJK338J4GH4+a5jYFVgZxHdTkyJ8YDUTcVkDBVu5LbCiR/D/JWltLIP4NHhrrvayYSKn62uJJc6/fVGd50ABv/9vMuFZX4SNz1LN8dYSAnPks/tJBLrS9/jvwSuNJvblC+K9eqG0gmMZFTdabRwZGYVI8touxhIJTFfrODoyijOVKo6NjWN6tYxJxRI1Pm60OiKZm1A1lDtNPLtSxv9z9TIqnoc9hQI++MY3YZsv/rdME//3xYvgyiqucqO7vWmYuFyucD2bQM68bvcufOf+fRgLJT3u5qwYC+53M5qDfT2IgjuLzvJ99fWvfx2f/OQnkUgkBF/+ypUrYjUGC6mSlb8ZrdVq4VOf+hS++tWv4l//9V/BFQymaeJ973sf3v3ud9/xFJgw+JVf+RX8wz/8A8rlMnbt2oUf+ZEfwS/90i89cLz8zYhlPEYcgYclArHg/rDcqfg84wjEEYgjcBciEAvudyGIz7OLR1VwZ3huN+uYXl3GXLOGc6sruF6tgHiZhmWKH/dCLPCos3vCrfiyQhG/cvwkUrIMzXOEG15L5MDyd5okodRtYSKZwqlyCU+NjOJUpSSY7c9WynhyZASr3S4KmipYtV9YrSGbLmB3voimZQiebdMyhXuOYjixMMS38N8UJipdFiztCbCXqlUc8sVuHiNDWcPHBJ3v3PfZ1VWcDIjYfXd7//G4VK2IAqVsxDBcqa5iXHWwO8AF/2apgidCRdsu0UVO56Dfgsv7g48eXblh9jkRC0E3OfevGV1RmDERYixPr6yuucQpcuV1BzCbMGQNakQRSZeoBzKTQ02WFVhOtCtR0/VIdAu7zyQkuOYw0oLPx2yjKzADUW26VMFjY+urDIL7dCwLhisjqydwfmUBz0yuF7PlfqVOFwktJWoEbNS2TY2BSJm43TkC90twP7WygG8szws01e7csNOaia9bzTpOjE3ijTv3ie+85zpo3zwPT2BJohtrRSiuhWSE4L0g6xjVEmi4LopedL0B9lp3HOQ9B1GGcm7vuhRCbYymCkPCMbfPmwZ2qBE2cW4U6BtseA1nLeCQjwsJX+G80cWOqGeamC3bxkTEmBSPU1xp5Mej5AKJVBGyLONWu4k9EQURS7aDiYjTb3lANoJRX3c9FCNc7ixU6wVWHLjZMXQcQNO0gfoYvE6K80ERWly7EO1VuKFCuTc77aFipjONBo5kMwMhWzAsbAslG+bJyg8K7GIYbyDxMG/yuEAipf8sBeZTiuZB5M2lZhuHsusJwGudLvYGandcaXWw3z8/vjkdj3ib3ulyhVNfZBfPl8REZu/9eqPdXUPJrHQNjPv3i+/K0VTvemdZW8PHuFyqNZBXFeTcliheuy2dFkVTT46Ngeiy7dm8YLoXkmmwyDfz5ZV2BYeYuJY1LHRttMwOXMfDh06fggEPr921G7/86lejYRj4y+mz+PzsrCieyjMk+ovJU8YQniSc9rqqChF+KpvBL77ylTg4Fl2/48XOzX3BnQU0Jyai3yUvdoy7dfzDhpShiE1W+mY73PkcdTodtNvtoT98V/3yL//y2i3hKor9+/fjyJEjOHz4sEALvfnNb75bt+yO/VDYf/LJJ4f2eS7B/erVqyKmKysrgkNPpz4TCNeuXROff+5znxOJhLjFEYgj8OBFIBbcH7x7Ep9RHIE4AnEE7lkEYsH9noV2qOMvfOELYnn0q1/96s0b9AEbiT+oK0YHf3tlBp+5cRUseDhI8ugJ7p98yUuxK52B5LnISh5aWrYnKjiWcLfTKZ/XNNA7TkFWhSfEdRZE3ZJM4nSlIhx8Mx0PR0YnhJh+vry6hkW5UCGHvedaHuC11+vY5Qu7dPTRxd13mwfZ7TzuZr2O3f6+xNAYRCKQg+y7vy0PSAeE3PlWC1sDAti50qoo8ni1soKjWWJlgKbjYSTwI+lavYG9IaH5OvEyoc8oMpGFO9gkeLI6hEohNubExKC7ne771a6JCV94YT/UhnKK4Yv4gy5ejxsVYliGBfeN3O0U5iw3WojXNQ2GDaQ8FkIcHGumUsf+kWh2O5MlkDSkAisCgjGgu/3wWO9aTceGY9Ywnl7/ETq9WsNjoQRH8HgWSWWx1Lg9dwTul+Be7nbwhfmbuFQtYSSRxFQqI1zdFFzqloHZRg07sgWcHN+C4/6zwKuxm1V0F67e8cLqHjASKvLpKBosWYdExzNFHXLRAyiscIcUPTMRCJX+fnNyElMRLnBuZ0LLkjwkNyiQ6rD4s9EauoablotUKo8M3KG6C9y55dhIwxvgkPc7WTJNbA0VD+1vuykwOSraLLiZKCDlu/KJIynIGGLD8/zpch+JSGitWiYmIhj3dddBMTxNcBWUosCzbTjZUXR9ahZRMW6I785z7SFkBpMprNPghBj1dRZrDSUXqqYpOOpBx37TcZGRBq+PM9Vg+q7nMA8iYjz6tsWKrfU5LexyDwvuJcPEiN5DvvTulSPeX31mfMm0MRoQ+g0XAgMmnhchuifgOUxNA6asQPOfHcNx4EgKkv6zttQ1MOmL7rc6XWxP90T3uXYX2zIZdB0blqfAcW2s1FdFoe8eR14W77X5roWpVAoz9SYOFIuYqTTgOQZ2ZRK42eoIIZ6J3dlaCVdqTXy1tCJE8y/P3sLfXb4iOO587/B93w8R67pwtRsT4CymqssKqt2ueIb3jozgA9/+RhQiEjvPPTvdeY+HSXA/c+YMSqUS3vCGN7zYy96U4++14E6TAUV1OsXD4rpI3gSaqqpIp9PCxf53f/d32LlzJ97//vfj+77v+/Dxj398U+IRHoTCOcX1l770pXjmmWfwV3/1V/j1X//153S4v+51r8M///M/4+d//ufxkY98RHTLWPzwD/8w/vqv/1o433/t137tvlxTPGgcgTgCd45ALLjHT0gcgTgCcQQeoQjEgvvm3exYcF+PNV1t7/jsP+Ar87cE35zCRF9ofdPEBN5x+BjSMoRYUJd1ZBQVjiQJYX222cSebAbna1Ucyxd8hnsRZ6tVnCgWBIv2StfBzvw46CrvM9aJtNmZywkRnYVVC3pCLJMn1qboi9wsesp92OhQ3+u7/XrF8xwU/OJ512s17A24zgVqJsByv1qrYV+Aa7zYbmEqvc5gp8Odws6oj6Ohu29m9TZes2VsQAQ7XyE6ZtC1O9c2sC3A+eW5KnpS/IgMtih3OxMetichGygCyGPOrq7isbFhBnoqoUISBU0HhXXiLIzQeOznzu72QXZ7/1z5m5hcZ9vxhMtdMnsFVNn4c3ml64hVCVHtbKmCIxu42xsm0Rj6gBh/YWURT0/27sNsvYktuWJkAUluZ3Js+5ZxKMoGDuPNmzoeipHul+DO4FypljBd4gqaOlq2iaSiwiLySJKwLZMTzveXbdkxxHjvLFyF06xuHF8hqHvIBlzsdro4UGegzaSg2ytSGt0kKHRzR7DFpUQGLRD9YSGxQQcyMTkRonrvC+Kh6xIRs/79ND2grmYEXmeu08LuUAHk/jnOGwZ2bCCs07lf4JKjUBPir2tjDjq2ZAYTURXLxHjEd2XBMLA9wk1ficDHcLiK62Es0uWegSnrMIMZWiZbVWXIua5qiSHnu0DTsBhuKEnY9DzkQrEnf393qGbDjXYHe1OD8xCxLV7QNS+rQ1z9IYxMxD6c//oiOWNwudnCwYDLPuxyh5ZcW9nA+dNmHRQ/9uSm5/y/85pLlo0x/xkgCuaYn2i+1mhir/+uYz0Q1lhhI8LskI8re7ZUFitDDNtEqVnCgVwGlxtt7M/nRLFsjk23/Gg6g9lGE9uzRUwvzeFoMQtH1nC7baJlmVA9F8VCAZ++cgXfuL2A+XZTFEenuM5Vbf1byhwDxXa+H7kCa3s2J+bn+QZxYEn8+BMn8QNHjtz1+XBxcRHnz5/Hw+Bwf1gF95e//OVC7P5WGp/jbpe1Anpu9aC4TvxKuJEVz7GCfzKZjFgRE6wJsLS0hIMHD+Inf/In8Yd/+Iffyqnd9WN+9Vd/VQjld3K4f+1rXxMC/eTkpFg9EHSy85qYSMhms+Dfec1xiyMQR+DBikAsuD9Y9yM+mzgCcQTiCNzTCMSC+z0N70DnseA+GOv/7XP/L750+xY8yRPiGMVvomM+8fTLsC2ZgOy6UOnG0zNwXQe2wwKjOuZaDUwlEjAcWzjgbMcWbvfZVhOepOCG6eHpia0CMdG2bLEk/SaLl+Z7QnoQE3OxUsERX4BYEA70nsuP2JaVTgdT/g9E7nfYx8EIUaJSFlzb/r6L7c6ae713bBeTgR+XK0YX44ke651tplLGoYBrm8cstTvChT2hmphI6lhotUUh176zkcfNtdrY5vN2+30pFBdDBT+F01FhAdVBofzM6iqOh9jt7Ge20RKIgGAjU9eVJCRVGYq1LkoKGY7ogrvkbucPwg5VQr/lVAOe7yqmK7VrDhaB7e9X7RrQtKRwf0a1s6tlHAk4mrmPzWeiW8HWTBKXqi3sC7Hxg/0U81kU8oNoic2bLR6+ke6n4M5oEVt1pVYGHe+cG+hy54qTndk8DhXHIwuquraJ9s1zQMSz3L8DXQ9IsW4EAIMCoZ4ZKuRYskxM3iEvw4QYOuuJpH7fdmZMrEyRVBVKyH299gR4HlxFhroB/mbZtLBVWf/+XLUlbMv2knQtCvluzyEdbqx1kaZrO+JRqzouRuVoNv03mx0cHR1cIdMby0E+QqTnPMHim5zPBxq54nSzh2HynoeybWE86H6XZFipImyXOYbBfoipcozOUN9MgbDQdrCVWcg1xPcRfPeQS75mOyiG9lvsGtgaSl4MiemcdymGB/tjDQ93cA4L7xN2xi8bJiYDY3HsqYDYL9jtAaF/rt7Cdr/YK1d8VS264HsreS7WGzjsF15lPY60nhCOcb5z6nw/slAugIWOgS3ptPhcjJ9KC+RWNpEW3x0WCM9LJvbl0kgQg+N5uN0xsTWdxs12FzuyWSy2TdHfSmMVbcdDMZlGTk/D6jTQUjX82r98RaDkWEDA8Vzx/qbwTve9SLwyRUq0m7/6gglpCu0NwxTot6e2bMHvfOe33/XJMRbc73pI1zrsO9yfj+Ded6uHhXWiYcL/v9F3q4eFdf6bq+meT1teXsaBAwfwEz/xE/fN4R4+z+cjuL/nPe/Be9/7Xrz1rW/FJz7xiaFLfeMb34jPfvazAivz+te//vmEIt4njkAcgU2MQCy4b2Kw46HiCMQRiCNwvyMQC+6bdwdiwX091vyx/h+/+Hn8063r0FUuc+8V9nzVyAh+ZNcupGQPpuPCVdNQJbKKiW9wBDt2XzaNs5Wem/3ZMpntRVys11H3VOwpTsJ0LIGWuFyr4GChh425wr/74ird5lv6y+ebTSEUiH2qVbE0ni3sYKegPuVz3Vc7LAqXXBPCZyqVAfE8yGpnX2Wji6KeHBDpbjUb2BEQuC9XK9hf6GFTiKeZrS1B80ycCDFrWZBul3++/WjSbR52eal6AkZIqKZLv2paa676/vGXypXIgqQJnUJ4TyjKUrsRTndATSRhWMPc6hfrbu+fT0KToNn1nlSmJIaSBv39zqyWcTQiecDtlU4Xupoc4tRz28XVJaRlCwc3cMaLYRVZuNuDbrjNmykezpHut+DejxqRVSwATMF9JJGKFNqDETaryzBXbt0x6H20zIKkYZTieaiR9655FvQNCpxSTaRA5JnrwrCUzKIN333oedDovt5AVBfFRCNc3/3TWDW7mFJk0N0sJwsDhVKZhDjsO5nD5013NxnzUa1OPn1IQF8yLTh6HnltELnSP36528HWILPc3yCKsVrDxVg7kox0RGHamudhZK2ItgwrWRTOdi0xXBBV8NkVCZ4zeB1LhoktoXNp2yyUilCB115R1jDffbHbHRLYLUmGHhLPwXdTIJlAjnr4PoYF9bV9+LxQkJcULg8S0eK8x5VIVdMAPee6BCRlGY6iIuXHpIeO0eH5qyaqFNIDxb2fLddwcqz37iMGhpHp482mK3UcG+1ts2UFin/ul+tN7PdXbZ2ms91fsXW2XMVjo+No21wdBbTaFWzPZUGZ/kq9ib2F4prLne/JiVQONxo1jMoWMsmMQIU5loNVu4tPnL2Aq/UKWByWjcI/30smV7n5uREmmOnWp/DPhNlUJiMS8vONJg6PjeGPvu977voEGQvudz2kax0SmXLz5k30BfewWz3oWI9yq7OYKd3pYWFd1/UX/X4m/5zs9o2E63sXlY17fj6C+/d///fj05/+ND760Y/iZ37mZ4Y6e9e73oUPfOAD+PCHP4y3ve1t9+My4jHjCMQRuEMEYsE9fjziCMQRiCPwCEUgFtw372aTt0jnzaPKcKfj/GathtlaTThQ//HGNZwvLYuYWKIYn4zfOP44xlQWNbRhKUnhaHccWziTKShcq9ewJ5NGxTAwoutgQURVUnDdknGwOIZz5RUcH+0J1wvtFramM6DAPplOCYH8crW6JrwT+9IXGMrdrlhSL4R9OskDQjwd5La9LuZMl1ZxYmx87cG5XK3hAAvF+S2Mk1lot9cEfu7CEnFqyFfK8bYFEA3k1i60mzicAfK+aDTfamNLyN0uyQqcCCMqOb7Bc+a4lytV7Pdd+cGn/kq1jr1+YmLg20D3YcA5n1NNuGRRv1B3uyQLjE2UX5bs9nbA3d4fP6e7UCR3qOBrf/tyu418MruhmHqt1sCu/Po9CV4XxZvbtRUc9gWpqBlgbDSPbKBQ4ebNEg/vSA+K4P5CI0gBaPXaNFIRwm+/L4p/bYr4ejqSic79upKEjD0sKvf7IBpG6jbXTs9Oj4lVPf2mEh0T2B6+juutBvaHkCb9ffrFW1fVNDLqYKE84rsSG7DcXUhQicuJKIq8YlmYCvDNea63PR2T6awokro7tb5ip38eVcsacpBzG0VVh0VXw8gZz4OnKJB95vjaNftFTiko98V2bpOkXuI13KJc7jxf3ttEyO06U6/hSCgBwSRi2CV/u9vFjpCjnSsV3JCbfsjR3hfDg8kTkaSR4XJOpVuf86GsCnTK2v1X+Z5ZT2SqXLkUeO+oXAnguVAlD/SAszXb9TV8zFniYoq94tpNyxZ4r5S/SuB0pYrHfZH9VrOF7T4qjXMynwG+9eiMr1iOcMZ3bBsWZGS5cqzRwPZcby6dLpVwbHQc5XYJWxKaSOyUTEfUHWER2clkGqtdWxQWX2w1YNtdFBMppNQkyqaFS+UV/NnMRdRMrhXpJdLDgrvAytCBD777eoI7i1+XOh0cn5jEH/x3//6FfsWfc/++4M7ik8R0PMiNSJnV1VV827d924N8muJZpph+/fp1wZwfHR0VxgB+FnarK4qyJqgHxXWiYbjtXjXGcd++ffjxH/9x/NEf/dG9GuYF9ft8BPennnoKp06dEqL7937v9w71T6b729/+drzzne/EBz/4wRc0frxzHIE4Avc+ArHgfu9jHI8QRyCOQByBByYCseC+ebeCgjt/PLzqVa/avEEfkJHKnQ7+v9kbWG61sNJpCY46f0DP1Woomx2BTvmerdvwxolxJCQXLSkhhBIKEizyZrq2WP4+ldAwXang8WIR5ypVpPQEal4Ch3zB+1azhl3ZHOgYP+h/Nl1eweO+QE73eX9fOtMP+ziZIGZmsdnEloCLXNN0mGaPj86l7xTfKCiwETszHig0OtdsDKBZuL+u9PbtN13XYJjrwgqLx02lB3EuZ1dXcHR8CqudFlyzigP5NM6UazgecrxHuts1HYY1iF3oYW4MEedgo5N/V76Hxgm2hK6iYw72Qf5xTrdgRDBT75a7vX8OHCshmQIlFNWWu+TfR/NgmcAxnY2XlJ9fLQl28MmJaFyMrqnYMjn6ot1zD8hXb9NO42EV3BmgudISCqW5XoHLDdoN28OORHQtAXEIXex3cKlzF6488ToNDLjb++ORU+zYokh0VFsxDIyrUmShU+5/3bAEQzuqLXJeSkefO7FN7gZCf1B0v2YDWzK9/pu2jWxEkVRuIxYsqsgrBeydEe73qutiJIoXLylwlQRUMs8DrQMP4W++4LOzj1DiYNUiomtQsFvqdLEl2eOVr4WeCBOZid7AfMP7ASAVTBWyeGuY2x6s+tnvMMEzlGDLKkxPhgNJvPuZdOg3rngICuzrVUx6e/BSOJcFk569f/fm5V4SyBVz5HKzCtPqYltKx3Y/URh0uZe7BnKJ9YTypXoLB3zMTNV2UfBjdLZSw9HR3vvgdLmyllgWTvZ8EUxM5xJJKJBwtbKIE0UmX1hTJIPFThcTmSyY7NydH8Hp1RIkp4tDIwXcahrouIBlG/jc3C18aXFecOcprLPxuQ9y3CnkM0HOlWRcrbbcaovVSj9w5DB+8qknI5/xF/PhwyS4T09Pg87sB0Fwj3Kr93EwUb8t6FbvO9WDwvrdcKt/K/efiYC9e/fix37sx/DHf/zH30oXd/2Y5yO4Hzp0CJcvX8ZnPvMZvOlNbxo6B2JmyKX/qZ/6KXzsYx+76+cYdxhHII7Ai4tALLi/uPjFR8cRiCMQR+ChikAsuG/e7XpUBfemaeLvr17GpXJJ8JWpX1As6NoWrlYrYjm54kn43Zc+g4IiCccdhRYK7sLp7jpC4BaO9FwG8+02tqeS+HK5iWMT23G5Whauu6u1Cg74S+L7wnrdNKErkjg+6Fqfp6ieyYiCbES4UOLqi+jXKhXs84V4Hp/T1h2jjixBCbi+b7Va2JHpseHZyHY/HGCzq5oKy1oXWSgkk0McbETZ7Cusi95MRrQdV7j72OjuP798Cy+dLA46uiUZHv+ERCZZYwHVQeTLtWoNewIu/LXzLVdxMHC+/JyxoDjEIqbBxmFSSRWSNcyiVrXkQBKhf5x8B3d7mN0eHIvOd5kCmrXuCO5v7xoG1MTGbHUmSMLJgv6xdLeXu47gAje7JWzLDov2UxMjSG5QaHLzZouHb6SHWXDnHHPj+gVsdaMd6oJ3rXK+ANIbIFh4x5TncKlzRYpsG7DSI7BD9RV4fN2274iOudyo43Bm2FnOKeU2EphUlchEEXEgOtwhtzfHpGtcors/wuXegYSMZ6MpqZC1DHdeezDn2y3siHDcdz0PmYgY0XEuey60UFbDJZOdAmtA7LY9DwuejpSqIeMnN/sDl5h4iPh+tlwXuZBw33VdgWUJ1sFgP9caDewPFCUV86yqQQshfYTzvdse+DIqiTTcbmvgM8Fydyx4WgqGxJoaJMVwhdDGDvZe7KWB+TsswquqNjCXa+J9sj63ny2VcSyw2up6vY6MIqHcqkL1HBwfWccLna/V8ZjvgL9cb2C/X9SbmB2iXeg2b9FhL9EZr0JganQmPGRcqTXWVkFdEQXBR1DqdtDs1nEol0LdBnK9WcPKAAAgAElEQVS6Bhb0nsqksdgyBZ89qScwszInXOoJNYm27eFSeRn/afq0KJauSL1x+c6zPa5IEHkKcb8osJMp3zJtgdjZns/ht970RuwOFCu/W7Mki0ueO3cOD4PD/X4I7kwMkaMeLFbaF9bv5FanuN5oNIQj/5lnnkFuA7TV3bqPL7SfcrmMPXv2vCjB/Yd+6Idw9uzZFzT0n/3Zn4mip1Ht+QjuLPRKNv4//uM/grz2cPv4xz8uxPZYcH9BtyXeOY7ApkUgFtw3LdTxQHEE4gjEEbj/EYgF9827B4+q4P7V+dv44q2buFBaFSITEQfkyool5ZIEFiv9qYMH8JqJMUE0ttQ0kpILw3HFkniK9CyiNq5ruNFsYk8mgy+Wmnh6y06xjSgYCgaXqiUcLo6I/vrFT0+XlvGEz6KdLq/ixGgPBcPioY+P9/4+U67gsL/cnsmBpKquCds36k3sDvxIDDoMm5aJhLLuGiQGJq3p0Pwl0Fyiz6KvQYciuejdgLtduCApzgREKMbpcKjYJz9T4OHEiLaGtDAkpU+AXnuIySI2CdoNtblma6jYKl2DI6nswNg8LKGp6IQc8vxc11W0DQ+5JK2K64ITBTvbjXaUE/UQVfRUuDdVHVY4++CftwtNJGVyamfQdSowCl0k0z3ufrgxUWDYG9uUz62s4tDYFnHYlfISnpgY7CeVTGByPNolvHkzxcM50sMsuDPiK8065IUrSETAj1Y9GZlEFhKFSVEQM9qFTsWQiSR3owKoBIuk8ugGUCHhu10xu5gIo1f8nWqWhbQ0LJyvShrSegYN28RIuAipf2yFhUg3WPhBYdntDCe3eKiSSKEDdc2B3D/fpu0gH0V7ICaGHG53uM4DHeeToWKk7K/mAUVBGu8lY2cdFROZPK7WaziYG/6us0D2br/Adf982o6DjOQNJRxY92N3CA91s9XCntBnlkfHNbEtgXtLR7tI/IaKnnK+ppguSXC1lMCfkTEfTEhoKpEwgzEIC+zhfcIueL4fIvIga4+MQKElerg0tnD9kGeXFpCUbOzLJAQSabufZOAVLhkWJpO9VQ/Xm23s8bdNV6o45mPZZmoNgWDj/vNtFlXNgPVHtmd76JortTqykgE+rjsyWcxU6zgwOgrW1zg2Nonp1RJ25nJQPQPzHQNdB2gZBr60cBtfXpwXyXauNmLYDcbTF9z5ma7IYhuTLuPpFN5y8iS+6+CBezI5xoI7H3sP/D0QLljKfz+XWz3oWg+71a9du4YbN27gZS97mWCxP0itL7i/5S1vwZ/8yZ98S6f29NNP4xvf+MYLOvZOxUyfj+AeI2VeULjjneMIPHARiAX3B+6WxCcURyCOQByBexMB/g92VJGiezNa3OujKLiTz/qpmQv4r1cvo2NaqBldwX1Nc1k+gJZliqKov/HEkxhVJZhyUjgDuVXybCFMZTQVV+t1HMxlMNtsoeyxYKmMfYUizqwu4+T4BJbIaU8lhXh8rkzObI+P3LAMjCWTqBpd8cM9oShomKYQrSmsU9yhaDHu84ivV2vY67sA6aqTJUUcI4QnVYUTEFAulCs44gsT3H5mZQUnJtb5r1fpXB9wlUvCvRcUUIiX6RrrYk4P/dLFhF/Ulf0yQeF5ijjf240KdqXINwc8ef3c+t8uRUvCDLnbeU27I9ztF0oVHPITEMFvJ68zSgiXFVWI+dR2cmoXns+83sjdTiGeaZUowei53O0toyd6pRMSFLuxdno2kQzKIKM6eO7kYHdDKJz+dp5Hx2Ghvh6igrFOq5QS1wW2bVNjoIs0bi88Ag+74M4rrpaXoJbmhi6+qWeh+HUXEhTU78Ba5/dEMgdd0cEOrfQo4NhDIm5/n5ZjI++5G+JtztWqOJFbF64Iu2qrOZHoM10XaV+4Hr6DEhTBaw8tsVlzuUdv8zKjMKweUivc6raFYkRygG7zfL/oaeAgiqqa4JAPJsXocud8nZQlzLkqRlK9VUNkiZNXTqxYsM02m9gdcqhze8k0MBH6/pYMUyRrBxq5/YaBiShGe6CwLY8htssJOdqVZBY8s5Yr800lutZUrgoaTjIExw0L7GEBnvsOo2dCLveQkD9TqeKQX5uDcxrrm4wme6sg+u8gotluVpfhOgaeGO2J5debHez2kxmiKLiPG+P7ZySVFu9S1h+Z8ldwnRFu+t777Xqd2JgCrteJcBvBQn0B46mkSH7PtbuYTKdRNhw4rieSutPL89ia1pFQU2jaHq5WVvDJ82d7hVhdV7jb2ThmgsVhVUWsLEuoCvYUi/iBI0fw8h3bI5/Bu/Hhwyi4v+ENb/iWsGfEGvVF9WDB0udiq4eLlj5ftvqDLLhXq1Xs2rULb37zm/Gnf/qnd+NRetF9PB/BPS6a+qLDHHcQR+C+RiAW3O9r+OPB4wjEEYgjsHkRiAX3zYs1R/r85z8v3I+vfOUrN3fg+zhawzTwF2fP4L9cvgTHcVFMJZEjdsFvlDq/e8sUjhdykCQFFIxTcGB5LJwm4UajjqKuI6fKWOoYMNSsEHC3ZbICBUPcSk7Xcb68IkR2FlHlD3aK5OfLqzg21iugeqa0usZxDxY9DXLcyVsnciSr986P7rzjgeX65LVP+MI83etcip/1r4XH0rXfx8Dw+Jt1Fu5cZ7MPudt58aHCpE3bQjpU9PByuYL9AezLSruJcmsJL5kaLO5GoS9Ar1mL8XUydUPL8EvtDjJ6as2N39+ZYnOY/85tuqagba4/SLoqQXfrwv3pCNFpuGl6IrLo6R3d7cQwS5rg+/ZbXjfhOb3BTceDrITEM39HFhns3kHvolDa9IX8ft+3ayUcHu25PL98ax5qSsf3HDuMZCy6v+BZ49+C4M6L7sxfgdOqrV+/lkRHGmR+697GgjkP5LPvdtYTRf3OpEQGLWjgs+jcwQVfs0yMbeBG7wix3kbWF6HnXAWjvkDNcbhCJVwAdO37retDOJT+tiiWO8+36Wni++9YgQnAP6jJOS/qPD0PDjzoEeJ+iVz1CJf7bcOEJamYDHHobzbr2DvkjPWw1OlgS6hwK1cAjAQKvfavjSujwn3c7nSxI8Ry53wshZz5FMVFksLzIKk6HC2DjisNOf5VlYz2wQloiNMeQsjw/ML7hEV51sfgu7Pfgqus+BkxMnvy66tyzrKwqf/e4ix6u9nEdr/Y9kylLN6ljtnAvlwaLQco+kmHK8TM+O+rIMu973In9qVlA/lEQrzbduYL4l0812pjWzqLs8s38dKpcUyXKzg6PoHTK2UcH5/EuVIF23M5zNVWRT0TJj27touvzd/CP926SZVdvIeSqoLvOLAfP3j4MIhy47t4PJ3G3mLxWxKWX8gE1hfcjx07hqmpqRdy6KbvS3zJ8vIy7iS4h93qQWE9yq2eSCQEWz3IVee/+bl4/l9E6wvuRKhkA7VxXkSXd+3QWq2GnTt34kd/9Efx53/+53et3xfT0fMR3N/znvfgve99L9761reCvPZwI2bms5/9rPjD5yRucQTiCDxYEYgF9wfrfsRnE0cgjkAcgXsWgVhwv2ehjez4URTciWh5/798EV+au4W0omIqmxXiLJ2L3KZ4Lv7jE0+ioEpw1AwkyRPudsVz0LAt5DUN0+WSwAfcslTszY/gRqOKvbkCpkvLeHxsAhT1yWlPKirOlFggdULE/1azjl25nODDdhwHBV0XLkqOTSceG/npB4o9seLs6iqO+5gZuu4qXXPN+X6zXsfugHguERUTYJyfL5XwWECc5/678j0nIRsF+o5w66+LxRTgOwF3O/djMcK0ui7u0Zn4/7P3psGSZGeV4IkIj317sbw9970qq1CppKrSWhJChpDBAEIt1lmsrdv6B2M2zJ9pZmgGjKVnbBas1dgwPTZ/5kcLBDIhAUIgIaESAgkkoaWW3JeX+fb3Yl99CV/GznX3Fx4e/jKzqrJSL7P8mqXle+HXr1//3P36i/Od75yOOsKMw1h0x1rtdrCYNlFNjccjYOY1Y2XfmBTDKEBi5mKDMjq2pI63MSGkBqD2lKrxA/G5JBCP0ER1GuXml3SKBbwedrs7r2Q8grjRQ5zVAMzE7NNi0rRZrNs1QukeKzYFkjG+Q7WJfCKGX/7LLwnzvnNzVXz8Ix9GySc58WBXi4fvaI8K4G6ONAxvX9hjghuZGWg+6SN6DFh3YLmTnh4jcOuTItHTJVt6hPIl9KvQg5njQ0NH2qS2djDYdWMwwOl0AgSvk5mySHy5jT9TJz6o8TmIgvO6B5Z7NAo5URTPDEFgU0jpTLcdeYjF1HTVSYd69AFgPHXVaarqldHiqNcVHdXczJ6Rpnskgq8FKTrdv8eqp7F/httfMQ1kfGFb6fdxwgfak1XPioC0J3YcQ0omYaiT5zqMSLBiCfDt5JYe8B7QJpj/FmKxsampWH99RqlifJ9ZalAfP/M9GpUmDFdZBZF1zLi5Im4NhljM2tI7rOAisJ1wEjKvNJh4tt+JZMA3REVXBrVBFxudOt4xXxGSNGuDIQ45MbrV6++9vy63OjjjGKl+v97Ek9U58Q5vKDaT/prwIKlA1jVsdnbxeKmA+shOhA9HEOD5Yn4G39upIR3VsJQrCpb7aqeD//T974rr+jPnz+Fnn3gMFZ+p94NaBQlgE8h+2AB36qd72eren70GvYwj1wUvS90Lrt8rW/21XI+DDLh3u10cOnQIv/RLv4RPfOITr+X07vs+9wK4f+tb3xISPXNzc1hdXRWJEbcxecQkAq81zXX5N13YwgiEEThYEQgB94N1PcLZhBEIIxBG4A2LQAi4v2GhDRz4zQi48x77d1/9Cv5xcw3FRBKlVBqN4VCUkrdkBb/65JN4a7kIM5YWOEaGpnfU/4UljO0W0ikMRiOsazFhRkoJmowkiS/pdXmA+UzWkZWpOsC6Lo7jgu28EK7EDH++1evhmAPSrPZ6ApB3gYgay+qztonmhXoDj3sA9KtNyq+U9q5rRxuD9gQx6oqC2fTYgPNyo4mzDrueO11tNnHaIz8jvgDHJOgeIK+lKCimJk08V9ptHPUYqnK/660mjpeqUA0d86mRYH+TBTkyp8E5aqj7AXEaRAI0JZ3sH5eiUAMY4mRuKgG4IPfPxA2YAeDea2a3R+NTZq0850LKQIQA2T7a1wSxguboXjBK9wyUYLD+en0HL2/fxp9fvibuoYQUwzNHlvEHH/3x183ue7ArzA/2aI8K4M4oaq0daPV1RKQ4hpHUhDa3iLJlIUnAfBQMbLOLlEjC8rDcI8kMBsLC024EbO+k9X6928G5AINU7isSRbqGJuKYz46raNyx78Ryp8ayXyLF3c+r5W5mSoKN7J6vFIvACpBMWR8OcCTAPNUSyc0R8tK00HtDG2HWw0RvmhEkUkXUNQVzTjLUezevdNs46QPXRQwov+MDlPQIq298CxlNWGUZSz5G/KaiYjk5CUhF4wlYznVVTQvbehSxeFpUWnkb10Xdtx4laGrqS6L4AfUggJ0yazwft/lZ7lzfvObb3ZGGgqdS7HKzOZFA9bLcWX3FxIJbjcXE8nnH16SrKuiqKiJGH6eLedRkFbPOtbzeHeBEseDotyvCF4XgeTyWFGA+JdXOliti3v2RJSrDXq7XUJJGIsH9xOwsvr/bwJOz87jUbKOazopkgKbLYJ45Gonjeztr+Lu1dZwsl/CbH3geVef9+6BXsoMMuLt/p7uGpWtra8LANJVKQVGmk2AuW92rq36/2Oqv5bqsrKyA/w4iw52GrsvLy/jFX/xF/OEf/uFrOb37vs+9AO486Hve8x58/etfx6/8yq/g4x//uJgHzW1/7ud+Dp/5zGfw67/+6/id3/md+z6/cMAwAmEEXn8EQsD99ccwHCGMQBiBMAIPRQRCwP3BXqavfvWrINjxZpKUYYT/wzf/EV+8eV2wvBPRKHraCG3FBj9+j0ZaZOLFs6Did9QSdpmgpAKBlBebLcxkq6grMs6Xq7jSruPcTAW3ex0cyxdA8HgwUlFKpsBy+bOOlu1Kr40TDsPcLqm32X871KR1WHQXaOxWLYvPr7ZaOFMaA+or7R6OFW0gqzYcopxKCe15tmvNtjCGc9tar49DHjCI/ZlYcPuzH41cFxwGIn8noOJnjBOkP+MB+dlvo9fHYm4SUFvpdHCkaM+VBNh8XIEUjUwB62S0BXmS8h70M+s5ltCT1ybNAcVc43HIAbroqQQ13YEUaLY4BrNfK7s9SPLFjXEqHkXE3F8XOxpLTLGQ3X2ZGNDM2L7mg7v9Hn7jy38l7k8mT+TRCOlEHP/vz/4kfmjpYMsLPNgV7M5He5QAd74b5bVLMGNJyPsY+1LCKKKNzYOnoiNMk6N74K2eKQlJpL3G9VCKgoz6oEYwWTJGyPj0y92+GyMTlXRuOhngsFn3Y7lz/xh13gNZ7hFETAORRAp9KzFpAsoEgU/fXMyFrGlVmdJD56aGpmEuQOKlrY1QikVEQmsUjUOOZQQDl8aemeikibRYt/dh0V/pdHDOWae9cZUYV59h6bVuD2d8BqyUBYvCRHoixhZ6poX2yEImVURSsgH57WEfiz4Gth88t3OYk4k9P6NdxN/HfL+b9AwrheiJwfvSDrmFtqah5DBbKa9mIoq0ZPtPMJl8OD9+bzDp/LhT0USzb0n4f9h9r7XaODlTxlqnBkXr463OO/FSq4OzznvO+/PFJj+viOQkXwuZeFwcbzk3g5YiIx6T0B3UUMpmIXHOkLAzlMU766VaA5apinezYkXQVVR8/J+/Ke6zj54/h//yqSd/IEvaQQDcyUgnkO7XVefvfrY6g0SGupelzp/T6bSooDhI7SAD7v1+H0tLS/iFX/gF/NEf/dEPLGwf+chHsLW1JY6/vr6OjY0NwVLn3NgWFxfx2c9+dmJ+165dwzvf+U40Gg08+eSTePzxx/Htb38brCgg+53fN5iUCVsYgTACBy8CIeB+8K5JOKMwAmEEwgi8IREIAfc3JKz7DvpmA9wJXt5stfCpCxfw1dVbQvplZBnCCJWl0L/79NtxvlQEYjR4sxC1dGTjMUQtC1e7HSykM2iZKWGwSvkFNsoA8PedYR8LmSxu9To47oDdLphek4eopGmsGsGNTgcnHf1yL6Od7Pp8MgHJAdFXOl0cd4CbmzROLY41cSkX87iXrd7q4LQHnPcD7q/U6jg/a5fws612u0Lv1tsoKyFFxszPnqoiISUmNNVvt9s47GO3r3U7WCqMEwMcMxaNICtpMPVJ4C6I3c7+VkSC6dFIF2PEooH67/xc1ffRcI3EQGlhSstEdILuduNxg4B7btsPGBc40j7sdu5HECEZI5tennq+qDsvB2OWom8insBAnZbQcAf6/77zTXxjdWVvXIJXBOk/9tR5/OqPvOfBLhIP8dEeJcCdl0GXB2jvbsEKdCiwLxRNHe/EUo+Rhaz0EUmkbXa7r6pEgGNBILZzH6wNBjjukY3y3h5bSCIZiyLjk0Rx+9xJJ15ozO8jiUOT0KElwZsbEGNaFngoAvL+tj4c4kh6WlZGsLYtE4mAJaRnmMhxfUkUJqSemqqMagDLfZVJVp8G9EDXhem231R1RPNNH8ud7yP6bIgEr6dd7XZx1gPEbysato04Ts2Mk6rs3tJUlH3mq1x7Rj6T6niczPdJhr1fIiYIhBf3hkeDy9+H5q/lxDjGt3s9HPUkei82m3jMIxNGjfs5p+qqpSooJGxTcTYvy32r39+rkhiZI6w0d3CumBYx3VVGmMukhRTbwLCEFNv2YIhZp6riYqOJcxW72ioWSYgECt+XTHCvdrbx9oV5fH+3KczEr7W7yMYTmEnlcKu1zTc+4lISVxq7+OTFCzhXreD3f+JDU74iD2JJdAF3gpYLCwtv2CHdv7mDTEuD2OpMjvt11QnIEmR9//vfPyEl9YZN+nUO7ALuzzzzDPIBElCvc/jXtTurBghm//zP/zw++clPvq6xXs/Ox44dw+3bt/cd4ujRo7h169bUdlY7/MZv/Aa+8IUvoNlsCpCeyYNf+7VfE8mXsIURCCNwMCMQAu4H87qEswojEEYgjMB9j0AIuN/3kN5xQALuLPclK+VRby1ZxmcuXcJ6p4v1bg832w3UVRmGZQomMTXZf++5dwgDzFQ8BSliAqYOCSa62kgAA6/0dDw1O+8YolZxtdUQDHYC6nPOl4mBriEnSdgV4IL9BeN6p43TMzbATU10bmdrErBwDOIuNZp4rGIDKg1ZEQC92y7WW3vbKGfDubjMQZupPtYN3h4MMO9hrrM/dZLTHpmD62QQegB6MuAFM9XTbrbbOOYDeC7XGzjjaO+6XW+0Wzg2YxvBui2dlCCrpmC6W4at/UI2JCFmv4Y6wWc5gMW+H7udnw8DwGqy2wceA9JCUoOla+LcjQjZ5NPyLXcCximv4R3Pe36UpUjECBYBqUhvAmS4owGrYPpGoOmxfSHTrV4Hv/nlL0yAqjTr4z36I6eP4//4qQ896o/qfTu/Rw1wZ2B69R0og+6+MeL9FaOkUpBZgbMXK0RG0QTUKQTb7kDQ3tCC9dEJWNMgNeUDrOsmkE7PYGCMUNgnH2ZruTMTFSylxLXWCgDPrUwRqm4FPsNcDwINWS0LTU0JBMp7pokZsRpNtig9F2IpjHybmirHmdYdXh30cCxA45vJ2bMefw0ehe8ZAvER33XpW0DeF48BQfgIyPkX8jH5VNHxGRkJHXK3WZYpPB4oaeZt03rrZKJPJiXEPTCh9841OjIR411FwZyHkRoVPiHjcfhuSUalvcopJg8kyq85CZeGIqOUzOzJYK17zFI535udcSJ5s9+bqJxa7w2w5BirXmzUsZjJYqA0hCm5m2x+pdne+/lSq4szpTLaioJ0PClA8liMFU8W1rpdLBdmUB/2kJPs92FSSuFWt4uTpSou1FvIxePISAYQiaMpa/iD73wT2WQCv/fhD2Iul71va9K9DnS/AXcvW90F111JmCBtdYKjfmCdMjBBbPULFy6AOt0PC+BOoJis64MIuPPaMMFCGZY//uM/vtfbJewXRiCMQBiB1xWBEHB/XeELdw4jEEYgjMDDE4EQcH+w1+rNArgPNA3/+cWXcHF3F7uCDZdBR1NxtdlAR1MENvW/PfsMThVmkEikQSCDoFIhHoNpGnip0UQ8WUImLgnT0iHlZRJJNJWh0EnfGPRwKJtD36MPHJMkGLoOXZjxQbDbCdwXHOCGvqEEYNjI1lN1Azln2yoN4hyGY30oYyY5lo95pd7AE9UxwE3d2nMeLfYb7Q5OOKarHPvlWg1PzM7t3VhB8jIE4E94wHXORzFMwf5zW0cAGak9MIWfk0UoxQhEjRE2xpLyBLphIRYFcjEFljkS0kWKz8xUyBLE4jBIS/c0goZ6gP47Ew0jk5IAk02A3NSf9wCIcZrWom8bmwYA+hzhTux2su5909o76Gq7i2VHQidmDpD2SCnbcjf7G6ly+9CTGPA/8f/PN7+O72yuTXxMqQSymn/i8TP4rQ9/4MEuEg/x0R5FwN00dDQ3bgWCz+6lIpN8P7a4uO8TKcgGqeHBF5fPb2QfQ1Lusa0oOBQfu48Kz4hoBlmynYX5KsTaF9TuzHJPwFQmJXEi8RR6kRRSiThGPuNQMb5lgc864+JvNVXFfGJazoLVNImoBWq6e5uenoEZiUH3AdHsE8hytyy0VBkVj0Eg+1JXPB+3fT28bWCayNMTZKJFYJg2UO1t66qOeDyHbGKceL3SauCcI1Hm9m2Qfe87fpCWOyVtgmRAJtZdH6DeUVUB8HvPIxKNTsRttTfAYQ/Lf5uAoScJsSMre6x2JmtoUMuKMDa/kbcXgL/ebgnjUzZ6ieQSdoXYRreGuWQEpVQSXVVDPJ5AMhbDtVYHJ0p2/wsieV3FcKQjHrPnz7GPFUv47vY63j5XxOVmB+dn57Da5f0WwUK+hO9uriGXiMGEhAu7O/iblev4j//Fh3BudtrM+41eFmku+fLLLwtZjntluPPvZyZRXCDdC6zvx1YniO4H1in7weTLvbYQcL/XSN29HyV85ufn8bM/+7P4kz/5k7vvEPYIIxBGIIzAfYhACLjfhyCGQ4QRCCMQRuBhiEAIuD/Yq/RmAdz/buUWPn/1GjZ7PTw2WxXsN95rlJVZ73VxKJvF//ncs4jGMkjGY0gIdjtlZnSoholrA1NozFK25XKrjsdKFdykaV6hiCH1taWY+FKfiMfEF16vHq5qWUg52BS1aU+XbGmY290ejhZsZnqfYLtj5NfXRkhJsT1g+3KDRnA2852ARVtVUXGY8zSXS0oJYRgnxtE0pONjgIT9m4qKqgcAeblWF+ZxbhNjxCalY255NNndfoLx7pOTSSalKbZ5KhGbAJRt0F0WWuR+ljlZ5EFa7MkEP5+WibhUa+K0Y67nfVL87HZ3WzZhIWKq4tj+Rs16OcB4VcSZUkFmsO7sSrOFI6UxAEPGZdLqIZ2Mi8QNEwhe4N97XMrhKKMxUOmf0+1WE7/71b+Z+Jgx4z2Wikv47Q9/AB86d+rBLhIP8dEeRcD9dqeNXruB+QCG9t6lsiDWMLe6xH8JjcwMb1To6rQcktv3TianBKoVY4Q8M4kAds0IsumxRBWNOgNZ546WOzRFVHoENT/LXU2XBOOc62tEgOrTz/J+LHcmTpk8TAUcK8aKH8/596IpIJaBYurIBjyiqmUiHXDsFbKk89MMaGrF+1nxqmkgLYDMyXPYUTQsOEapXKvIalcRnzC9Zqy4VjPpG/dI9vD8WDvkssrZz6cEI8JMEN7wJSX8RqhkqNPTxAuweyu1OI5XBo2/NxQF5eRYKoLvpxlPAmBrMJzwCrnaZrWXLUHGKLAiy/USIchO7XY2nZIxIwN5R7LmaruFU04l1dVGDZmoinOlAl5stPBktSrGWu3JwrtkRyTV7Yqt3SHflxmRXD9VnkVTllEbdrGYiaGUyuFKq42zlVlcbnRso+/RAOV0FrWhhk+8/D0sFLL41fe/G1EMApgAACAASURBVPMPmOV+J8Cd8ncEZv3AOgH2IOkg16zUb1p6v7TVXcD9fe97n/jb56C3g8xwV1UVs7Oz+NjHPoZPfepTBz2U4fzCCIQReEQiEALuj8iFDE8jjEAYgTACd4tACLjfLUL3d/sLL7wgTIweZUkZAhh/8M1v4dsbm1gu5FFMpdCWFWz3erjV7aCpyPj3z7xNgMlkaBKkIas9J0Wg6iN8uznE0/OHcaNTx+mZMrYGPSxlc3v/u+x2gqkuy5IAkKaNBCuZZff5RBw9TUMqJiEei4rPaN5G6Qbe82QNuhIQlwVj3QYkhPGcSTkYG/y9VG/iMcdAjr+/IkxWx+DvLQHij43pbpC57pGO4XHJ5qOpnNsu1Op4rDpmwPPzmpC0yez1UXUdhhVBymEmuhssysT48C8mMyj/4G3ZZBRRYzgla0D5nlGAASSlLjiOtzGZQLM7rzQOtzN+khQX0gH+NtQ1ZGKUXJgG9/ZjtxumhZ2BugfY+MdcabVxxCehc6O+hbcsFBwz1zux2xOBcjjuMf73r/0trtR39wAv3ruMPdmGy8U8/vRf/jwSTmLm/q4Ej+ZojxrgfrlRx5VGHZvdDn60VEDhDmaErKSgVvtUi0kYRLMClZWs0b7SM0L+xdD23U6xpoyhCth/mCgIyai9JljuERh6cEZrOOijEKCvzv1tINw2I7ZSeQysceIrxYSmqk6fE9cALqEBcjQdXRdmqP5GoDpmGYhHIliVRyjl5xw9eya4FOQ9a6Q9GQtxssR9zH2aZOuGjqzvWtSEHMu0hjwrn6zR5DkMdAMZmkybFjqRNLIJrr0Wtgd9LHrkwTiNle7YfNs9p5oynJB+4efTmuyW8MUgWOs2v1EqP7/Wak34gZCF7n2nsNqG8laupBmTjC11bJYq3h/DIWadJC9XQ92K7DH4aUKbiMb2ZGguN5vC8JSN612bYzkyNi/X6zhfsd9NteEAlYydoKbBORnvNxqbmE1FcMjxI3mF0mtOQva6YLyX0JQVFFNZAcgTiJ/L5nCh3kDUUhCPRnC2UsHOUBHg/pFiBRdrDcBiQiiOtU4Xf33jCt559BD+h+cfrOyeKylDrWz+jebVWCfY7m+sIAsC1l8tW/21vAkeVsD97W9/Owo+6afXcv73cx+NibpqFR/96Efx6U9/+n4OHY4VRiCMQBiBfSMQAu7hzRFGIIxAGIE3SQRCwP3BXmgC7tTqfMc73vFgD/wAj0bzz//rm9/C97a28fhsFdcbTdCUjaxhSqKQ3f7vn3sGUiKHRBS21IAxgqKPcKWnYjFfhjwa4VA+h1udNo4Xi9ggKz6fh0xA3DKF/ms0FoFlGBM6uDXquGdsSYDVbg9HHEb7arePIwWbgbfe64ux2YS0jGGI8dhe2m3gSU85+61OF8ccI1UCH0PdRNFhE1Lnm5hzygP80ExuPjtmX/rNU8UYIxMFDyNxtdvBIZ8J6kq7jaM+dnsqSc30SUmGRDwKxWcWSkBGikWFuWHSIgBoA9JxKQ7FL5bsMB7nPJr07q3y0s4uHp9bnLpz1jo0bZ00ExSxNAz0NBOKruFoHiLR4bY7sdsv7dZxqhpsUrfSauLIzLg6wB2PIFZbrmE2m9/XYE+KxSCP9i/Tv9Go47de+AJ0wxT3EHsSgGLseH3+w0d+DE8tT5//A3yUHrpDPUqAOwHHf1pfF0zduWwWJ7MZnL4TmdSykJSiMH1a7I1IAqm4nUxjQqqwf8EFWGliKDb4PdUIqtOgNZbAwJwehNv204Ef6SMkI9aU5AqP4WrEc2UZJWcm/BFiXER8RszuvDjXIMY+tdM1nYD4dLBWej3kYjFI6QqSnmQiDbCXnHXbe96syNEDtO1X+z0cy44TlO4+TVYjOR4d7mdRrkMBiYiL3SEW83Pg2uS2IHB9Vx5i3mc+SANS1wvE3Zfgul+qi54Vuu/YIyYSPPIhK0JXfdJQe6s/wKKH4X2lyaqrsVE2ZWTm0+P3zGa/jyWPzIzF6+Z5VcimgVTUPk8bwB+/t5gEP1qwq8DaiopsPCnAeb41ZMNASkiYAVcbTZwqV1EfdDBQ2zhfLQtWfEczMZNK4Uarg+NOsrkmayin0nilXsPj1Xmh6b6Yn8HFnRW8fXERr9QaeGx2DtdbPYwMSyRQ5nNJ9DTgj17+PvSIjt/64PtwyHn33s+F0GWrE1D3Mtb7/f5EcoTH5HvBD6q7v4sE2w+oXbx4Edvb23hYGO40A71x4wYOIuDOCslKpYKf+ZmfwZ/+6Z/+gK5oeNgwAmEE3mwRCAH3N9sVD883jEAYgTdtBELA/cFe+kcdcKfuOE1SP/HSS7i0WxPM7tVORwDlbCzD/5/f/lYcKVSRS0iIwMTIoKlpBC83e1CRwHmWmzd38XilipudFk4WZwToRZmXC/UanqhWHfZ6REi7JBMJqJqNOteFxntaAAGaYQo5AP5MUD3rfEFe6/Zw2AHizUgEUUf+RMjByBqqGbtc3wu28/dLjRbOVcZa7rd7PRzJj9ntlC9IOKAG+wfJy1wg0OCTaBF67h6dYIK+LYWsw7FsAMEPsiMJTngb5Xj8+uWpRBRDh9CZSQAxoyckD2JSAtpoUjbGhIWeqiPv0yQmy3swslDwGPi5x/XqqXvncnF3B6erS+Kj6/V1vG3RBnHYeGw1AOxnjLZ6CuY9cfSOeaPZxjFHJ9j/pL64uYrnDs/v+wBLEs1hp40a3R2kpIb/9I/fxDdvr9vyO5xnJIJnjizjl9/9LM7NP3gd4Qe7Gt3/oz1KgPt3tjbx/Z1tobt+SNyfFk5GgeIdpJb5jEa1MWCumBa0RHGPXUw5pIhJ48tg1J1pHwn6lNa59zmSQQPggElYFnRLxzTH296beuzpeHDGYEtWYElJlBxGs/fOoNzWSJtmuXMGVN9mhZK/tQhikQLvay1thL6VRCUzaRjNJKphjpDyy2NYti+FX/ud75NExJqQeuGhNoZDHHLWb++hCY56kxFdxNHWYygnx3rt7M93Bd9H3ookfm4z3ydlbOhFMuMxVBXrnA90t3H1yTV7rdfD4fzYdJs9aMTtHf9Ss4nHHFkzbvdru4t5mpao4GLj+sVEN6vJ7Ea3WBqy2r9xXl7ZLa+Zan+kifeWW+HU0UbIx+27KC6Nq6dut9s47CSBb7VbiGGIx8oFXGxQIsaWmKHx6nI+D43XDZJIsCuGJWRqyIAnM369vYUz5RJaqo7GUMGx0izWe0MYxgDRqISdvoJPX/4+/tUzb8WPnj7xmhcpMpe9LHUXXKe2ul9qjfeH8PoYDjE3Nyc03Amsk63OypOD1kLA/f5dEUoClctlfOQjH8FnPvOZ+zdwOFIYgTACYQTuEIEQcA9vjzACYQTCCLxJIhAC7g/2Qj+qgPtOv49vrW/gVquNwUjDy9s7ojxcY/m/aQn9YJbEH8pm8D++7W2QpJRgt0sRE7oxEgBzIlVBSxkgH08gG4+hpZCtngFB/HwyIcDQhjwUn71c38UPVasCIBFSDZGI+JKfdL4br/X6OOyw2AkCLGTSaGoGWrKGoR5BLpnEMQFyR9CWVbRkGbv9HsqZjNDdpYGrZumYyyQxn0kiEYtioz+cYBHKhjkBELHM36ulu9Lu4JjHTFUAN31ZsGXd1tWoEZyaYJ7eaLVw3CehkkhMA+tSLAJNnwbeyHRVRmOQJ58C4hhCDVCbqMuy0M/1t1d2ajg3N806X+20sVwYJx3c/Qic7w4UVB2mvGboMPUW5nNp7PQHqGQnGZzufndit99qtXB4Jhj05vhd1YBp9HBkZhK84tjUT5a1/ZHRXCqGo/N2QmOj08XV3Yb4+fRsGYdmguf6YFeKh/Nojwrgzvfil1Zu4CUmkcqVvSqWFCw8Ru/TO4DufP4sR6Jl04iimB4n5XhVmRRcCDAWda/4nVjukVQeujAZ9ZW1ODs3VAVz+4DqNAoly30PhfXcYi2T0jKZKQCbXQjWYp/j7cdyZ/zIkY74wOYbsgnFiuJ4QIKtM1JQdqS8vHf/fgz1IJY7geeBTvPtST8ISmCZNKWNRGAkChjqfFFYwsh7xtEsd495tdXAWZ9R6s1OGyd9LHR6TMd8yQa/RjvH9LPc+c6iuWjBw8S/2GjgcU8yl4beNP92k8Qcxw/K3+h0ccKRduH2q40GznjGkOJxjJwEq5uwdRn4TLRGMAaSNwZ9LDlrN9nt3rwsZcwI3PMfmfcLubwtFzMcQFa7OJpLIBZLiGeE0jFMKIvrMGLCOyFMxM/PzuNqs4kTpVncajUwn4lgsz/AY4L9PsRQN8AqK8Mcoikb+LvVFTx3dB4/fu70HRdCL1vda1i6n7Y6qwuDTEsJttfrdbz00kt47LHHsLh4sCubXMD9+eefF1JGB725DPe3ve1tKPqeox/03GlsXCqV8NM//dP47Gc/+4OeTnj8MAJhBN4kEQgB9zfJhQ5PM4xAGIEwAiHg/mDvgYMMuPdVDTQIpI55Mibh6ExxivkcFK3Vdgefv3oVt1tt1AZDYTZZHwxwo9kCTeFi0YgApqlD+5vUbi/NIxWjlEwEBIFiEQurclRIypwozuBScxfnK1VcrNeEXvrLtV380OzsHsud0iWDkSp0Zy81mnisYsub1AjQp22GX0NWoJkx9ASxPo5qOi9Yphu9NpbzNvM6RTkWD+t6q9fBYt4GW7uyjEwyJfbh8S7Xt5CRJMxnJcynE7CiEcQ8LFMmFMg+95rf2eDEmMm50etjMTcJvklxCZqP+b3e7WPJB0gRtPHLwdC4dOiXmJF4TtNXqZg2p6QZCJp01NGEvA33JCBUH6qo+rSMue1ao4UT5WkQ/HKthpOVSYD+drOGH5pP43qzh2MeXXt3dtRu3+zJWNiH3X690cLxgGNx/8u7uzhZXcTtVg1PzE0nDPojUxjT7tdOLKSRTh58s7kHuzq9/qM9KoA7n4G/vXVTMNyfnJ3bY6gzQociFubuQHqlx0LUIIsWUDzsdje6wgBVV5DfDyij5IiQ2ZqsRqHvxCCaR4zMcT1AV50HEECnisI+vgNBYD7X5V40BwUmivvtJ8WgB7LcuQ7qU4xhTkW2LGQ9uiario5ytop2gBwL+1ObXYIxYUbqfh6xTGEu6m1dTcNMQHJhQ5ZxyHkP7PUn4zoeR8dIIBIZA5SdkYqZ+OQ60dNUW7LMk1WhTA4l0QoTjHay7yMTMiRcU/0erXyHmNbktfS+tzhHyrzwX84z/iv1Bp6ojpObdVlB1XNe9ChJS3Yimm0oDLzjQgaFjcxsw1N8QGB2pI/nMfG7hw3P+5aVGi4jPh6PQXUSuBdrNZyr2lVFV5p1nCrPYaffgKL1xbuaz01/ZIh3Cl9DUSsmEuapeFKYoG8NZMxmcri4u4VzlQwMi4nsAY7PzKKl6GjJXVhgRVoE1WIU7zxySByLsh9BhqXUVg9iq/vNSu+FrR4C7q9//d9vhNXVVVy/fh0HEXBn0mZmZgY/9VM/hT/7sz9744IQjhxGIIxAGAFPBELAPbwdwgiEEQgj8CaJQAi4P9gL/ZWvfAXZbBbPPffcgz3wHY6m6Qa+sbaGlVYLzaEMsocp1VJKpwVQ+u4jh5HcBxzivv/5xRcFo51f9I8Ui6Ivv/z/5dWrqA+Hgg1HCOBYLo/fffd7QKkPAu4xGKJ8/3p3hNOVedxs1XGkUIRm0B4QSNJwjuXyNFRNJHCz3cLJmRlcaNTwhMPkc7VradRWSiew2lOw2R/hZHlBGI425AEqDoObgH4sEt0rnU8nonuSI9v9LhY8YPiNeg0nPMamN5sNHC/ZQHOEWsjREVJRAzHLlsohkKVo9s9s24MB5n2A9Vq3j2UPuMx4meSAehQHFMY+OgkA0ThQGQ9tz0HwM6cNVFOJGIbqpIQBmfDqKIKZtAbTo8ecCADxOfalWh2nHVDFe9vQ9JZMdS8Q5W6/3e5hydEB9u5zYesGnj28HHj3Xa41cLISLAlD+YJDxWkmPQdiAqStjDDjXNfd7hZOVsas9BuNFo6UpnXf3UkUMjEcnh3L9RyYB/ERmMijArjzUhBwf2V3RyS/vJ4LFHQ5L6pz9r9gZJpHozFkU5MJNncPaoDPxvdH7WkCbfq03Mlu7wtmNpCORzDah3U+0Ef76sQLrwJD83CbgboZQyqRB0HlaMTYM9v0nh39EPzGo+72/bXcLVEpRKC8Z1iwpOKePMfusIeFzHSirCb3seAHywHcaLdwOkDPu6kqqCYmtbTJruYa5WXXjxDFziiGUnLyuWdfip3zveBtbU1Bycd83xz0seyTlQliufuBcY6rWcaEjFCbVVuJxEQi56VaTSSW3UYj1Eo6PbHe1oYErMfn0NHI5h+fP6+vF4COSXHoDshuJwPIVrffD6wC8hpo2yC7jdBzm+aA7IwlTVjZmIzXTdsEnLJjI4sG43HUB11IkIU3yk3hezIjlHSGhiWS95fqDZytzgod+BPlWWFEHLV0RDDCudk5AbZ3VA25eBaNYR1pKY1SRIXaawiZFwLu3sbzdNnqfnD9tWqrP0yA+6VLl7C1tYWHheH+MADuP/mTP4k///M/fwTewuEphBEII/AwRCAE3B+GqxTOMYxAGIEwAvchAtQvvHr1qvgizC8xd/vf7eP2u9d97sNUH4khDhrgTvDyi9eu40q9ATLVM4m4kH6hRu5A03C4WMTZahU/duaUAOH97ZWdXXzu8hWx7/n5uT1wgED8P66t4kqjIbTU2X73Xc/iTHlJAO0Zgk2WiR3ZREszBXt8IZvB5aat0f5ybQc/NDvnSMfMYrXbxVFHd3291xEauDfabQHAy7qBtYGGpJRDKZXF7XYTR2ds1vv2oIMFR85krdvCYceclCw6b0n91fouzjgAO3WW5ZGOnKPv21UUZBNJRB1QpqMMkU9mxPMyHKnIJ2i6SnBpTCekLvtJD6u7MZRRTGUmwJNkMg5ZnWQ+ChDcpzueSEhTWuTpRAwDP7AejUAzplFAMl6TsbQwmy0lFRF3tqiHxei9rrc7fSx7pArcbZf3AeJvNho4XJoLfD4vbm/j8bkMsj6tY9O0hJTAUsBxONA1B5gJGvRKbRcnKuOS/7V2HY/Pjg0Ub7X6WCbgs087tZRB8g5g5yOx0PyATuJRAtwv1Wv45+1NwdA9WSpPPLvViIUjd2C5CwPhSHLPjHnqclgWhrqCQsCaKvrSIDUWgekYbkaiMQwiWVgOe5lJNBjBsjLcVzVGyESDMwI00Mw7zHPZBEZSYQ8I7xvq/ix36oAHgPwC3DaZEZxM9PE0dhTKxMQwjNLceAwM1+TBlBEp+7dVGaWENJXUaykEwAM+1zRUAlju8WQSuqqIUGqRGAZmBoTgqXHP95u3NVUZFZ+WO1n4JZ+vBau10h4jaI5BbxBWaMU97HvqrZMJ7zLN2Y8yNznfPG92OjjhkdcgmF5JT8qLXWu1cbo0Xstud3t770GOG4uOQfKgRz4m0bR1/F5ipZTr4yFkZgQLfhqAJyZPcN7ZZAPwdAhnQrZex9mKvd6zCu2sk5y92WwiK6lYzmUQlxK2CTUBfjMCSs7N5grCTHeoA+lEHI2hhuaA+1ew3ulheaaMtmJis93GTBKImFEMazcwW8hPGZcSbL/f2uou4H7u3DksLdleJAe1hYD7/bsyZLhTUuYnfuIn8Bd/8Rf3b+BwpDACYQTCCNwhAiHgHt4eYQTCCIQReJNEQFVVfOELX3hDz1aw6gLA/HsB6/0JgNeyz6tJDuyXcPB+eX49wTpogPtL29t44eYt3Gy1cLpSmShpJ+BO4PNoqYj3HTuGp5emdU3/8vIVvLByS2jNLniM4Mii+97WFl7c3oGsj3BUsNvfC2rpZojbWzp0S8KmbOJQPo+LtW08MTsnAPLZdEbowJNVWh8OsJDN4mKjjvOVCq5zniWbzUy9WNVMoJItIZdIIh5l+bqMfNIGLbqqjIwoZSdwYKGtUK/cBmbTyShkR46FzHeCMS6Lf7VFAHksm7LSauCYR0uc4LyXAb7WaWIpX8JMGtBHPZGoIMDM47rtcr2JM5XxmIQuyIB1wQ72oyyN7gPMXXahF8ryl/y7xzBhANYk25OVBrSvS0r2561hH8s5E5lUfE8mwHs/X280caw8zQ5vDIfIJTNCFsDfKDNzzBMvd/tmp4P5fBnXa+t4erk0sVtDllFITmuvs9Nau42l/djtJnX4Ryj5dOd3u9s4WSngWp3zDwb/OfZMVsJyddIo8fU8z+G+kxF4lAB3rkHfWF/D9WZT6GnPZ7PIxhNC+mOr18Pz+QzmU8EWpbeGKqLxDBZS+8sakYlejE6D1G5ECY5aqmz/mipg4PNrEID9PhIwQsd8n7EpIRM1RohHI6gjiZQ0ZkzrFhnuZHxPg/U00DQDZGU4vf1Y7jSS3lKBuaw/AUZjaBmVAFPm9V4bRx3/De/dtdrt4Jj/cxpMqwoqHj107kOwGJaBSDyF9iixlyztjuQpzfa+Rma1NAGQM3nQUGRUPcbV9nlK0LRJtvVGv4dDuUm2/nqvL9jebuP7cKBrgtXuttVuD0ecJPLee6LZwrnyeK309xmZpnivuFfHfRe42uwch0x16lKz2e8ZaU/2RlRVeW45yvLQ0HSvrwDZ7Q7Uo3eNriUpCreAiz4qpZR9bvx5Jm3/vNHtYCFXhKw1sVzICvY8z9uwYiK215ttnCiX8fJODY/NLeDC7i5OV+Zws7GG83OUlDGw0e2jnCmgNewgHU/gu1vrOFTK4GNveXyiGuCNWHdDwP2NiKo9pstwf/rpp4V8y0FqBNwrlQo+/OEP43Of+9xBmlo4lzACYQQe4QiEgPsjfHHDUwsjEEYgjIA3Avxi1mg0xBcj/uH5av5/LX3dY7yafQ/CFXOTBq+G4R/Ud2dnR5hcLSws3PeKgv3m5k04eGPJa/DpCxfxzxubmM1mUc2MWcJuv6Ysg1IiTy8t4WNPjL/00iRzs9vD569cFcA6jSYrDpjt7rvR7eKrK7fQURX89jvegTOVBURgICvZgEHXSONmuyHY6pSP2eh1cLpcwoW6zXK/3GzgsXIZTXkowHeyCK826zhWLOI7ux0cLy0JAOx2p4mjRZvRvtpt4kjB/tmr177V72AxN5YdIVHR1bdtKwPMpMaAyXavi3lHy51MVUWnpI0NSlBux7Ag5GrcVuv398xCiVNpZg+ZiI60Y9xHrd14ND5RIUDWup/JTjDHTQK4Y6eSEgY+nfYg2Riy1+WRKUAKb7uwvY2zc5NsvfV2HQt5oJSavt7XmoyrHT9vYyXDY3PTCZd1B1QPekav7NZwqroAVgxooyYW8uPjKQYQ82gpe/e/Wm/iZCVYEubizg5Oz06zD7c6TZwsJ7HdVzCXCwbyec+dWs4gQQ3ssL0hEfje976H3d1dfOhDH3pDxn/QgxJQ/O72FnYHA9TloZDRIODJCphiJIKfOzRtLMw5bo0kFFNpyHfSageQiAHmPtIwZKonCXKbBvrITDm1KsYI2ajlA4qdCFkWFEND1qd77savrWlCziufnX7OCEqXfDItYj8xH7Lcp00iyJQOYtx3zCg6egzVAGD9RqeJ0wGVKB1NQTnAVJYyXUuZ6WRZax+WeyyVR0eJTMSNJt406/bLYjWVISo+cJ1AftnHcifT29An9b2o+V7wxYsJRcrBeBsrsk45yWL3cxqHLnnAelZGnfIw2tlvd2gbhbuNfz+wMnH8O81Rx7/7jVvjUhysOHPb9mAokkdsvJ+ZnIg7lRYRyrjxBQcIiaEI7GoA13TV1XW/3enisCMhxuqz5cKMkEZjNUghlYY5rCGfs6vAbjbaOFqu4GazhWPlCnqqAimWEnrvBONHxgjpmIq1Th/HylXIegRrnR4ipoKhbuLTF76H9544guVCHrv9oZjrY/NVPHtkaW/e92Nd4N/BL774Ih4mhvt73/tevFYJnfsRs3sdY21tDdeuXcNBBdyr1Sp+9Ed/FJ///Ofv9ZTCfmEEwgiEEXhdEQgB99cVvnDnMAJhBMIIPDwROOga7pyf99+rTQr4Af7XAvi/muTAfsc7KHeEl8Evmya+0WpjZSjjdC4rvnjbiQViFHZVAs/9en+AE/kcfmRpUUgkXGn3cLndRUfTsCkP0VBVpKQYThQLmMukYSGCrjaCbOh4qdYQ7Pfffc/7hJlqOkpzvBFGVgYD3UA+GceVBrVr57DSbggZlo1eV7DeXc32l3Z38Za5WWz3+2ioBpLxIhrDAR6ftfW/XZ12JgEIqKSlOCwqnEeIEdlcQEoJSA7A69Vu5/mR+V5ykgWb3Q4WPVrk1+s0Ax0zpte7LSw7gD7H3e13MetI1rjX2JUDNsweCjFLxKfiA7dZ6u/Vz7X3ndZkh8/4jr3INHVN7NxjrjQbOOrTLSeg0RyqKPu0kre6HWi6jCfmJ/WlKQu05CQuvPdrT1URjcYnkgzudsrMBOmw0zS3kMztsRI3Og08NmuDZXfSWCeAv+iJr3ceZHc2hioqmTFz1Lv98vZNPLVsm+wFtVIujqVKMCP5oDyfD/s8DjLgzsqTtW5XyFvw2SBwt5jL4VChIHSo92s0y1zrdrDZ64n1hftudHtg1cdHluZRobyLp/VMIBa3n626PMBCen+Wu8TM38iWPglqBFcRjU+x292+TaWPuX1Y9r3RCDP7+ALzWepacWTj0wA2K5IyPGwAyz1BwHk/lntcmjBmjsYkdIwsNMtEOmAeBHQVsr59SUKeW1PuYzZAy51r/awPvOcaTrY+ExNuiyazGBjJPab3xPXRFRR9x2wGsu0twfR3Gd/2GJZYf11ddHfcjipjxgfO+4HygTZCUopMgMQ32h2cnBkngjne7lAW71G3+WVl/DrtBLptCZjxfTjZh2r24200717yVKPdaLVxwpE/472eiEl76/buQEZ17/1BITb7Qm51mZS2mcqrnRaWnYqkbq+NXM5O2Mb0HpKJiDBSr2YLArRvDBWUMxncbnexXCzBlSl7cXMVTy3MQDGiuNXqopDKq6WuPAAAIABJREFUinNSdRmfu3wZ391cQ9GR/eFpZhNxzOWy+DfvfBpvWQ5Oer3atTQE3F9txO69/0EH3GdnZ/HBD34Qf/VXf3XvJxX2DCMQRiCMwOuIQAi4v47ghbuGEQgjEEbgYYrAQQfcH6ZY3mmuLmj/wgsvIJfL4a1vfeu+FQVu39eSHHg1+7Cc/Ks7NdwaDHAyyy+4ttbrOMFh/3xLHmIxkcCzhTyuDRSsDGTUNUrCENa20DJ0jGChJEnIxmIg/qRZltjeHen47599Ducq85CiJpJRQI8kBYvtRruOc+UqhiMF8miEQ4UcbrSaOFUqYbXTwdFiQTBJTcuAZli40JTxloXDGI5s0z+CZJR7OV6yzTVXmjUcd+RQZKWPtFP2TqPQSCy+B0iYuoqoZAOvt1uUzBkzui/XdnHWAfK5fbvbw7zH6JRAf9kD+G522lh0dOHZPyERRBozqJMxC2lJg2l4GIjxacA8lZAw9DHZk8npz8jOVnwEUwJC1Ij3A9FXhdb5NBhxo1HH4ZlZ6EYT89kxAH290RYMRH+7uFvD2dnpcQiq5zygune/S9s7OONj1m91NnF2tojV9gCL+2i300vglCfB4R3z8u4uTlanWfbsQ7M/ntdbFoPL1QnSnF7OIO7TYH5U1peDch4HFXCnBMzLOzugESWrdni/EHCvZNKisuephQVR5XO3xvWQY3x9bRWbvT6eqJRxLkqz0fGeW6Mois7aw09rcheLPraz9zipeHRPb9x/fOGzEKM8h8812elIcDwX25/l3h8Fa7Jb8TQamoXcPhryqrWPBryjLe9neXM6MT5bHlNmTSpCdSWyhMH0dHRVaqr7DEvFujvoYTk7bWy80e/jcMDniUQCuiO/E0nm0FElwWzXrRESkUm0X0i7ONVH4xlZYBKCBq/eFiQhE/RZXZYxm55M5l1qNPCYY+7tjikk0crjNYrHpBGpV2pmZyhj3gO40wOF79mk51r5We6UlKFEmdv8LHcdUQcqt9nqNCgtOgkCoTnv0bBfabdxbMaWtVkTwLg9XyY0TCsCJlIIhsuahlQiJcbjecSiLhuexqyAFLWw1WnhUF7CVk/GcrEo3uuHiiXxDBZSOdAfJRlPozbooyd3wVvoyEwJJuLY6PQF4M6/AX7vH74qKsTK6ZRIgPS1kTD3zSeT+KknzuLpw4t4YnH2dcnOPEyA++XLl7G5uYmHjeHOv3upl36QGv9mnpubwwc+8AH89V//9UGaWjiXMAJhBB7hCISA+yN8ccNTCyMQRiCMgDcCIeD+YO+Hv/3bv0U+n8ezzz77YA8ccDTKpfzxy6/gu5tbOFkuT+i3u91tHfcGnlpcwNlKFV+4dA1X6w1R3l0mKGBZuNpqYr3XRUtWhI46WYHUI+c38bl0Gv/uXe8VDPh0jEaBFjSLhnL8Um6ARqbnq7O43NjF49UqrjUbOFMuCzO289UqXtndhRVJIJOYEV+uCbJfqm3vsdtvUV/dAdw3ex0suVIw6hDxpF2Grw47SGZsFqGmDJDwyMfcJjPcAZkHqirkfsjwY6v3u6h42OsEDxY8DPCOPEQuMWnepqoDxJNj4E4bdhBLFWEpDczkEsLobTgcIuUB7Qkg6CMdUnwM2IjPDB0xJzHgXg9dU4Q2tLettZpY9mjMu9tuNds45JjHup/1FBmJeFposfeUIZZyOmLRCHZ7A8xkclNGdJQc0MwIMgEsVALxp6vTQHxXkRGPppDwmRO25QGGagMnHZM9/y1J6SLGO4hZS1ZxfaCikg1mt1+v1XCkvIhabxMnK9Oge6UQx0IpZLe/0YvOQQTcW7KMf1pfx41mS6xNBNhTjjF0bTAQ99vJcgnvPHxYrDF3a5SX+YfVVWz1+zhTqWAhYmLB0UtvaiOkUuUJGRNKpJTi0cD7msfi8aPCAHUakSZ4rFoxWI55atDcOtoQlSAJGACKaSDrGKS6+0aiUQyQczjPhof7PB6dawKsaekY9qDXBdehoJaMx6BrKjjvrjY2J03EozACzoF5imiEUnaTozH529emWeP8nLJeaV+iQIwDE2o0BcUcs/abymBKh51xptxOxiMLxqPrAuadrFbge8xrhm3P0rIrJDzgPCW9xLw8ax6BdDbea24juD3j0/W/2emK6rC9Nd40hc56wpMcvNnu4ISHCe/VaRczEpWAdlUaG//zxnSo25VfbmOyaNHDcl9pdXDMkbLZ6fUw5ySZOcZOf4i5nL3u0tcg7VRFsNpBGdkXjtdXdm4Xyg7xZ+7LZ0/WBkjFNBwqlsEqNMrE0ONkvTfAQq6AS7WGMCynF0giMsDhYhnXm9RwTyITT6M+aOKL167hxe0NHJ0pimRZYzBET9HEeROIn8/nsFjM4aefPIcfOXv8bo9w4HYXcD979iyWl5df0xgPaqcQcL9/kSbgPj8/j/e///1vuJ/V/Zt1OFIYgTACD3sEQsD9Yb+C4fzDCIQRCCNwjxEIAfd7DNR96naQAHee0j/cXsXf37qFjqLiTLU6AQoR9CXYnksk8O4jh3G91sQ3VzdQTCVFOTe3U7tXNXRcqtVAdrJqGKBCO9mj/NL/b599DmfLs4hHLNDfT4+Q1SZjq9/F+dlZbLIEPR5HLiGBurcL2YyQeKFmu2IYuNRQcK66hEu1LTw+tyCOWR/0MJ/LC213lplzDhvdttCRZTNgIObw+Qg/cB6uURyJja7cbZva8Kn03jkTvD/qMf+UNQWp+JhluS5K58ds+NutBo54gO4aAfrcpEyLZYxgRW0QL2IoSEWHkOJMOIyBnZGmIOYD0TVliJiHJcv99RGZ+naywtvWWm0s+4D11VYr0Hj06u4OTno00HWljXIuKsDI4wG66TfqdRyr2NI93jZUFSCaRNxJTni3XRS68cGAxcXt23jbPrrXA0VGKhkMqF/d3cXxfdjtZHfuDhRUsgVsdRo4OzvJjCV2eKQaE1IQXj8DVzbpPj3a4TAADiLg/p3NTWHeTLDvSLE48ezx/UdGbyYex1sXF/Dk/PS9PnXvj0b42u3buFir4Wy1ilQsilPQkYlFsSIbmM9NMzhb6gCzPmNP77gpAtWuQaqzgYzlnmVrt6fjEYwCtNPFumCZSIJa3NNGp9yejEXE2uE2guH9kb2GpBMxaNp4m3dOZsQAxbmmGkFOSrY7xpze7VIsJtj+7VHKpzlvIRmPTEmxcF9W9wTNYaPfxZHctM/EznCIRR+bnOP0LFYxTT77treFumcM6s61N1JQ9BiY2p8HScgATCJoHo109qRMTtIX75o8xJxPBmel08VxD5jOfYU2vEcGaGTyuJMSPjuyjLlUCgTK26qG/sgUsmfVbE6wzE3TlpBx32sjfQS530WhUEAiHgMsE5apw6LMjkX2exSrnR4OF+3Es24Y0ExrT0rpWrOFU+Xxu62pKCg5mvY3CcY7jHdqtOcdeTQ+T9GItHeHmCKJzvMAdNO+v1hBdnimika/iYyki/nfancEi32r18dsroj1TldUid1sNkX12G5vR+jDx6U01rt9NIc98uvx+9/4exwpco3vC016Hl+YwkYiIvnBBEAlm8HPPf04/sVTj7/q9fhhBNzf8573gNUdB72tr6/j6tWrorLzIDLc6an0/PPP44tf/OJBD2U4vzACYQQekQiEgPsjciHD0wgjEEYgjMDdIhAC7neL0P3dftAAd36B/tzlq7hcr4nS7blsVoBPsq5jtz8Qpn1nqxW868gRfOr7r+Cf1zYwl8+BWq+8d1TdFPIuNWWItqIIjeNENAYpGkE1mcZvPf/DyMRZzm5AQwqKbgoAnxq9fU0V8jEX6jt4cnYWF2u7AoS/UNtFMZnBas/Ak/PLAmRvDHvCDPNmq46TDqP9amMXZxz5Eeq/H5+x5VB06JAcs7dMMron1UIgwDDH8gvX6mRo26aBPAZjMeNouZMJTiafMANkCb6iIJtI7v0ujED1SZPS3miIrAc4T0gRKKNJEKwj95COm6imx6xHlv+rI1vOx23xuATF91mQ7Ew8FoGqTwNtl4Vh6SR4KNjqBpBxDGDdY6UjfcSI+PgAJMZEqAw5UgHe+Y00GZCmwXGy8slu9B+D+663myhnS0hGusj5dJibgz4K6UIgaEhgZbcvo+pLZrjzIRh/rDI2Ut3tbOLU7Jjl/p3rl5EcbKMYYMToGg3f6f976eP1RnCBfH7mBfj9ffb7/dUaM+8HtN7fleveRjtogDtZxi+srIDVGGSjk53tb1zLVtotPDE3hx8+flyYot6tfXdrCy/t7IgEYzWdgT7s45mZHCKJmakqEY5Fg9N01AZ0gxo/lSx9T9aLfbzAuMTn0whmnLMvE4n7seBp9Gk5jPSoFEfPGIPhgsluBsvV9HUNxXhwLJLUa2fSzdd4LxpSfmrtYrdUIhqYNLBZ5NNMe66xBI1ZHTWx9pgGotYkw1yLJtBWJaQlJnonY7zR7+Cwz0iZ+vGGGHvyfuAaq2qTcSaA7TUlFdeGYROA8/hYfGcyEeG9f1qKipJPY7+hKKj6EgYdbYR4JIKdoQIDEqKRBIqpPCTP2huJEkQfX49UnO+XcUJElXtIpseG0arcR8L5XR0p2GjTT4UyLFFU0imhFe9quXOt51zLjvTRzmAo/hZg0wwDqm4JVjqbMEx1ZGYoDeMajkeY2HEkhCjhNJ8rQtVHMMwoUvE4bte3cLLCegv6q0iiymqjN8QC/VqaBOHL2OwNoBsKjs1kcaXeEjI12UQG270G/mn1Nl7e2kRf0cBECt/NnHcEEZQdM92+qgm2+798x1MCkGc7Vp7B44uz+1aYuPdWs9nE97//fTwMDPcrV65gY2MDIeB+t5X67tv5HC8uLgp5nhBwv3u8wh5hBMII3J8IhID7/YljOEoYgTACYQQOfARCwP3BXqIvf/nLKBaLeOaZZx7sge9wNJoIfuXGCnYGfdQHQ/EFmwz1ajaD+WwW7z9xHBEL+O0v/52QkyFgTqkZ6q6TYcd7iNIFQmnWAbRtdvu78MTcLOJRluADkpTHdq8N3TJwfGZG6K8fLhSEiSqpcckYRQGAq80elgqL2Oq1cbxUxe02ZWNs9t2NRg2nKlUIwNswhNTJQFORlOIC6FB02/TNBUIIemu6DUp4wXeCz5QFcEEE6n+f8DC8L+/s4OzcWC7ldruJIw6gz7E2ui0s5ceMQM4hLQCJMQDD4/U9mBTBB2IAqXgCG+0dnKmkIUlRmB4QhWPzM9WHgXFUK8BUNZWIYahOslCbwwGyieyUnu2V2g5OVcfAtHtLZJIRxCMqDI/OPLdRq9g/tgCbBKs2tseu9N5amQSlaoJvNupJJ2MZ3G5s4cnFSaPAq7sNnJwdm9N6R7hWq+FYgBY9+zCBQmPYYnoM/q+3anh83gaLurKMf/tnfw6SPn/lufM4UcqJ+/Vu5sv32ucgPMRBCYFXkyR4NQD/3ZIGN27cQLvdxnPPPbeXbLjbPm9kpUFbVvB3t29hpdXG47N2ci2oUd/93GwV7z92bG9NuNO1ZQLu25sbuNlqY6Nry2n9+KFlnCvvz5C/G8udTGrD1SGn7IuVheUBdDOJCDQfGOzOkQlOmMFMdfZRh31kUkkYiQIU39pCE+n9xq3LvQk98b2Y0KhUgM5jo1KxNiRy0CxpCqC296P8B5/ZyeQit2gEvwMSHfux3EmjjjrrVSyRRku1196W2p8yqB6ZrHiyphIpdbmPucwkg16E269vQ6NUaun7GP0EmGFMnsvlRh2PVcbvBZ7beq+PQ/nx+kSQeKiPkE/Ehe46JdNkIwZVeH+M3x+1YQ+zmTGArhsqpNhY8kgbaZD4rnPiJt7DfA85eux8K/QEI91m/dtsfx2ZeFL83FN7MAxFgPCzmTQu1mhsXRV9eY0UwxTJd7YLu9xmPz+7wwGqzrzsajRnrVUVZB0Zt9utFg4778tLu/RFWYCm64KtfrggYatP6ZgZXK7Xcaoyj2v1Bk5U5nC5RpPyBVyvrWIxn0UhlcdWb4j6sM+MEv7jP3xNVBvQi4PrBt/hBNwr2TQKqSS2HfZ7JhEH/7Gl4xKWZ/L4r575Ibxln+oq9gsB9zfubeYy3J966imUPZUUb9wR731kPjdLS0t417vehb/5m7+59x3DnmEEwgiEEXgdEQgB99cRvHDXMAJhBMIIPEwRCAH3B3u1DiLgLgAP3cCNZhM3Wy0BZFMXlZquLDMnK/Qbt1fx+3//TVEOTqPBkW4IFjx14Pmld0TGIAF3CwKcX8pl8b/88AeRkaJCizway2IwGmEmlcL2oINsPI5iIo6VdhOnyyVcqtdwtlzBNzebeGLhGBrDPsrpjADOdwZtLOSKIJBcSqcQjUSx3e+IzwQAMOhiLmtLuWz02ljO2+xmShioHgYgWaK6YYPTl2sE2Mbg2C1hnmoz5Ak2dBV1j+0u4iOSEGM25Gang0VHwobbddDIdVzaLdj0ll1i77ab9V0c98iz7PRakDDEsfKkBEWQWSqlHwY+YJ3sVDIK/aIPV2s1nPDJwBhCimeIqhMnd06Ed1ijQIO7dGww8TDEYtJessK7gSzQnhIkNQEBII0mMTixKwHvgWaDJAScBsoulos2mFTr9TGTyQcygwmo7/SGmPUY13rnstpsYqE4DdQ3els4Xinij7/zHfzVhYuCkUq5gU/863+B2fzdzTHvZVVwzYX9RsWvxrj4fuz7WsbwJhTu5Vzf6D7eBMFrSRbstw8lOb7baOB2v4fTRbLP7UoOriuUZuJ9wWfjWqeLc+Uy3rO8JNi491J90FIUXKjXcLFWx4VaDUuZLP7rM/tLWRD4TUSMfVnuXCwSURMmZbmSOfQc2Rc39ndjuRM4H2lq4KVSFFkc10hOy90wBhEzWJJGNkbISftI1fhY7rF4Ep2RuwZyVZneLxGPIMhwtaupmAnQoadcWSpKRrRPW11QzHXEEim0VILQ9vb+SEEhQGKjow5R8hiDsi8NZ9PStLb+yOJ1urt5KqsbKCfkbZu9HpZ96wsZ4TQAd1tTUbE91LGUryAaHb8zYhELhjU+z0a/g4rzjnPfS/JIQ85rcNqs43jZBsnZrouE9DixdKW+izOeSieRWHaMxdmfQHYlk0dj0EFX6eBQPiXe72KsVhsnHYPLxnCIYiorrgNX/q462vM7aAwVIXfDxnM9VJyxjU3VkZgrzbXLDkDPqrJCUkJW0oUfh6gsU3UUkmls94dinK5KRr2OCAboa9T3p4dIGl11gK/dvIavr6wIwF2YtfK9HI2KqjthaNwbYEQD2UgEJYf1PqSvQlwSMnj/3fufwzNHp5POnHsIuL9xq/zDALi/4x3vAP8+D1sYgTACYQQeRARCwP1BRDk8RhiBMAJhBA5ABELA/cFehIMKuN8pCgSgP/n9V/BnFy6jIyuE1UHdbE0w4CTIho6epkEnukzAPQL8T+98L56YrQhG41CPC1b3jWYd2bgkdFgFMJ7Loa1Qhz0p5GVudS0UkhlbOqZZw8lyFQNNQSaREF+gr9S290Dy7V4XC/mCAMcJypDpzi/vBCQo/cJGAErWbAYi5QwU52f+vtHpYNnRs631+yhnc3ugDkGBU45UjRhHyNKMAeZavzcBXDMelGTRPUBzNhmdYnrbCYMx07GvKkKSopTSUUzabDyeJ6EGL1DPn6mNPHKSBe61CgLhyfAfGdR8ntR1vdmo42gA+5bs9q5sgzwzaRMwh+JnyijIQYRZXuIo2Z7Td0wmwXPeRzIjakLTx6Z9W506zs7aIM21WgMnqsHs9jtqt5uWkCiKe1if7qw22jWQ5P7rf/mXApRRdQNSLIp/9Z634d88//YH+9Af4KO5SYN7YfT7qwLcfbyA/+3bt9Hr9YQsw53GDNr3blUH+x2fY+3XuCZcHg6xqqjISzHkfGab3K+r61Co755K4ayP8Xy3S8fxb8gyLg2HGBom/punnp6olPHv3x10Uc5O6ox7+6iqgmQMUKJ5RKKTUipifTBVkdQKbhYkBMvDMEY91ZowjPaO0VYGqPhkntztQ11Bnpo1/mZZkCKsajJFIm0YycEw7ee/rQ5R9gHc/NwgmL2PYg8rYAoOo9p7KKH9HqBfH0+m0JI5L++aY0EzNaRi47WGYw1HqvAK8beaYPBPJuCEsalPb58wM89x8l6zQEmViiPD4o691e+JhLO3UaJFNYFYLIt8MifeUylp0stDGXSQ8ph0835nUsB9n3E8f6J4rdPek3cR97IiCzkvV9ZmqGmgwaprBN6WZeSTY98SJq7nc2P5re0ek+FRRCEL7X+aCLtjrXX7WHYSn5v9vjA8ZWOSwU1+b/a6mHcS3hvdDhbzdoLnZqOJY+UqmvIAuUQOjUEDidgIhwpF0LD18ExZyD6RCX9hZxdnZhdxcWcT1UwUi/kyGkNVgPxduYP/8LWvOolbW8OdRuoLhRy22j3BomfVHaXwjjvm2UKSbiALs9WTsyV8/KM/JgB4f3MB9zNnzuDQoUN3e/R/oNsfNkkZyt9wzgeV4U6T3GeffRaUfAxbGIEwAmEEHkQEQsD9QUQ5PEYYgTACYQQOQARCwP3BXoQvfelLmJmZOVCSMneLwGq7g8++cgnf29wW+ra32x3BaucXXTLhhyMNvZFmV9dHgEPZHH7nfR8QX9xVI4pUIonByBBs95utBg7l80hJUWGcenymKMbTrJwA8GmmphkCchYgwe6wg/lsQTDMaQyXSyax1mnhcNH+Ik/G3smKzfDb6Xcx74AAJB56q/1T8eiervBGp41lR4OW+12p1XDGI2dyqzlmu3N7Uuw7BvVWhRGczYZnSyciGGjj7TZAHp1geu/0OpjzABvc71azhsOlOaFzO5czEDENpJISBkRmPI2GikPP+O4mMnR9igaoD/qYSU8at7L/dq+HWd/x3Xl65WsqGQ2GoYG68t5zdo9JCZsgyRiORdkFvxQO96ME81CzGcXettPdRCkVRyGdm5K/YT/TtISm73x+Un7GHaMx6COfGoNF/vv4k9/+Cr6zuiI+5v1KwOVopYjP/PIv3u2WD7e/xgj8IDTc75Y0YNXOi7u7WOt0sZzLIhdPiKQh5a86qoKNfh9HcnmcL5exmM28arkhsnG/02jgRq+PU4UCPnT2/L4GppRgMXUVqQA2N0NO8Hqt3cV8eSxn5b0UNFjmerCfbj9B21x22mi0S8AxkkHGYf36Ly+fpbl9EgGtQQ/VXHCSQKPXRSKOPpNzifG6w0SoYZBZPA1yd+Q+yg6L2juPjiJP6Z1zuy20MplIYNKBkjuGLwnJ/t2RjBmfTwU/p28I9fa9bTDSkJ/ydrBE9VbmHvTdt/sDLPqMXW+0WjhVstcsJqJXOjJkQ8Jjs4sTx1blLpKetdqyqGMfnfDS8L7ruLPf6Jufcc2nGanb/Cx3Srcd85iBr7b5/rRlb4S8zWgM6u/2u5h1QP+hJuNWawPn50rIJxLYZYVUxj4O38eUOOOazzHaioaZVFr83NNsZjufCyAm+qy3xybelKHJJbJoDho4VEiKsUxIdtJmZEvERCIJMKlumJpI2lMWLiElxRr+pasvC5a72ygdk05I6Mqq2M6WSyaEjIzbuEZsdHqiyum/ff4ZvP/0sakV7mEC3GlAStb4u9/9biSTY5mh17hsv+G7HXTAnQmWt7/97fjKV77yhsciPEAYgTACYQQYgRBwD++DMAJhBMIIvEkiEALuD/ZCP0yAe1dRcHG7hos7Nfzj2jqUkY6ZdAoXtnfRUzWbER6xNdxHpgmN2rwR4Nfe9TzOV8oCaDWQQwQGrjVrWM7nBZP7ar0utN3Xu22U0ml0tKTQgV3vNgQQcLO5i5PlWaHTblqG0Ge/Ut/BOYcFfVWUyduMaGqrH52xwQPKBtBslc2r104y28iD13hBDOrQ2yw5mxHOL/k0e3MbNeC9IDI1cZNSQoAIbutrZBWOASky6wc+ZYeNTgtLhbG2L037GEOyDe1moZzRYZr6FIiekGJT4HcQu52gdywWheYjuSZiEchCH3iyMVHgZ6TzmpXTciC7neNHY7Gp8TkqKwgG+7DbWSHgsui9M2gOelBHLZzySPt4tycT1MAPZsyLP1YjBPiDt7cGffyvX/yUAIBEdKlvTP3iRBx//6v/el/A8sGuBo/e0X4QgPvdokjwlyan1HHf6HUhRaJCJovPPtuhYgHHSyW8dWHhNd8Xr+zsClksJg/fPbeIJR+w651jR5NRCTDwZR8mHXe1KGbTqX1PS8jOBOig2zuYwqB6gvNNEFRPIiolEbMURAJMkLlne9BFxTHKnDy4hdaQVT3TQD59HzRZATKUMZl8FnfaDSzOTEvYDFQFuWRMSIP5j9OXhyj4GOPsQ0PQjPM59eYHyIvz0ZUekqlJNvlIJGxNJHyA+UanOcEGd9fdvjJ9zK1OB0seGRixhtDYVUgRjc9TyKmJCqtxYoGf7fR76KrAXHEe8Vjc9hmJ2eCz26SoCd3n3+E3QpVH6hQTfr3bwqHCOK4rPlmZWwJgHyeExTvNk7Tc6lGObZyoHFkapIgN2nK5JAu97FRi0T9lPl/AQGliPhsXptsFB+Bd7/Ww5Ix7o9HC8bJ9zLVuB0vO/OhvsJifEeNSlqacoYwMWegJ8dnNxhqeWqzgerMt5sy/NeidQk33o6U58G+QocYEeRldRUdT1lDrNfB/f/1rjmEqQGk1p7hOfEa5Gd6rRZ8xbZuGtJaFH3/iNH75vdMeOq1WC1y/HgaG+8MKuL/lLW9BpTK+N++2dj+I7fzb4PDhw3j66afxwgsvPIhDhscIIxBGIIxACLiH90AYgTACYQTeLBEIAfcHe6UJuJdKJcGmOShttz8QIPpqqyOA87Qkoa9qYPn5bm+AG80W6sMhdNNCPhkXbGHBAIzHbWYy9VpHGvqjERazWfz28z+CXCIG1YwLFjyBeNPQsdpt4ky5AoIIiq4jm5BQU2KYy8xA1TUBkBDEbxDcyeSw0qLerP3lbKvbxlKhKL6Ac0wCF1ssWS/Y4DjehvvkAAAgAElEQVQZmuVM9v9n781iZMnOM7EvMnLfM2uvuvvSG5vdZJMSN1m7bGoAS/bYgODRwJa8wDb0YMMPMw8GbMMvA9gvfjBs2A9je+DxeEbQwB7JGC5aSZEUSZFqkr3evereqsp9z1gyIjKM70RExZJRt293s6vrdscBGn0r40TEiT8iz8n4/u//vhMwJMhwD4Lvc10XrEsxbsqZUD4mIGdyp0fTtoC8iWTBtv3y8weDHi43fI1cMtc3IgxssumVgBzLlCzQTD7E4j4aD7EVAOA5lhLNS2ULlumj9VmZRrARWIps8jSB77CUBs87i5FwLuTkkHmrdzQy96OJAW5rlJYwjdUD5bLxx+E+TArESdBQMnuxpJb9KjA+UuYYqWN8Yjv+BZxSCJqDia40XZlCitGj9jr+wd98C9+599bJfgRdyaQkw/Hr/8XvnJev3kduHOcRcGeQOWfd6vdxNJlgpJMJS5+KNGr5HC5Uq7i5traiE/5ubg6fr1dbLcGip6zHl9a2V0w6vePZNkHaBYrMbkXa2GRFSAmWvUDuFOkYxyD1lC+GK6UV1HKXs0WMdedcBHRNM37fqdBRj5GOoc+COsd2cZVJK2RW5NKJdFfwchhzWeJ/q8m+njIRhtzRNtSUWGkbe2kiLZYaGzOriKWnfW5qkNNh+SweszsbrlTGMElhWgshbxZs7ckQO668mPc5pUlElVUEtJ/MpqiVfTa5s4b08My6M4cxieMx2m8GtNO5baTN0IgkB3hNNBT3mmBzR+S6gpVb7HcgDLz95C0rzBhjJpG81hPGpk58uUp05zNslBzGN2NIiS0mstksod/vMMydcc5RyznXyH2H6hz1QgnW0sJg3sVuJY9COoOBoqLunoPXzWOw4o2yZkzqpFOy+A1Rda/5Tq+Da2vbAhzvzVU0iiWxrlNapplPo5AtiGo5OZUT63wlXxHM+LViFVN9KDTh5RR/fwB/dvs1fPfggfAJIIjuJVb5pLF6hOx2ehYEG31ZeN2//sINoeW+8uwlgPtKTH5aH3gM9/MKuF+6dEnI3fz5n//5T+uSk+MkEUgikETgsRFIGO7JA5JEIIlAEoGPSQQSwP1sb/R5A9xfPWzh2w8OBLDeV1QBTI1UDZphCONQvkBTKZUGgQTj+RLL91i+4LNse7taEQA99Vq7MwX/2ee+hBfXm4CUxlLKYrk0cDB2zNfIVier/YX1dbzV66FSIHBto5YrYazPUM+X0FUm2HQN1iYLMtYLOJyMhNYr21udNp7bdMxOCY7fWHfA77c7bTzrfk5GterKsvCVW/jrudj04WSIvQA7cKRpqOUdljlL4AkMe8CFAIst+wQoJ2AzWwRZ6RBa81cCJnQZmYz48Iv+vX4XV5thjXImCzZdrVvvCSQATtC6WSLoromPaVCqrEjMhAF9b/9M2tk/2GQJMGw5pAnP7cTVlMUqEMZqAHUhYb1swIoAczRRjZOZyaWl2GPxPAtrAUmKl6N4q32MrUoT60VzRVOXsZjpp7PbVVWFnPUlA4LXPFJm+Adf+X2wisBrNAXmc/DlF2/iv/3NXznbL/3H6GznFXA/eQ4sy00eLsXctl4sngqMv9vbxrW0NZsJ0D1tLrEWAwR7x9QtA6UI3i7MhG0aRctCh7wYMeQMjod+CYtFnMkCYNpL5CSH5S6lUpgti4GEl418BjDjTBiEkaiGsgvEhq/fhmkbyLmJSm9bKlPEfCEDdoypg2diGgG4ue9E14ScVLQtbZpkLoURZvT8otrILmAeMpOl0SxB43DycbLQVnTYeTyD1yCFA+/ME6vnVKifHgHcyWbncxNsBIfpZfJgoqBW2BAVUBOdWum5UBLHWBrIRqoLChkJakCujMfVTEff3WtBg3B+xueESZ16oIri7W4bzwYqhaJ/3xMseD9RHJSO4TGPhQm5w3rnPWD1gZckfTDq4VLdkW2j3BtlWyZqD1frZQz1xQmwf6s3wA1X3u3R1GG2s7VncwH2awJMz4r19E6vhyvNTQHi6xagLfpgIols+jc7PTyzsYU7vSEu1MlsNzBUJrjSKGOxlDDWTDzot/EPv/uX4jdJUFefCfsrzZpIAEdbezpHIZPGv/OZF/Fbn3lxZXvCcH+3M96T9z86OsJbb72F8wq4X758GS+99BL+4i/+4skvKumZRCCJQBKB9xGBBHB/H8FLdk0ikEQgicDTFIEEcD/bu3WeAPc7vQG+8tYdvNXpopzNYrNSErIbf/OohaPxBKlUCqmUJErI+X8yIMl8ZyO8QUCakjDVfE4w3mvpDH7vZ7+IUlqCZpMF57z0UrO3p8zwic1NsJydgAU12/n/nJxx9JRtCxk5jZ4yxkaxiiVMyC4wQlY5y9WZDGBpPgFyYQaXclh9BMq5rZR1QAqa7OkuiBFkt3Mb2Xd5F1Ai62/dZf1xm9C6dYEF/k2ZFDWgnU5W+k6Alc5jEcX1DOm4D883c7By0SiLoyyMgHSMwxis5Hw2vjhXJgyAN4oWJJtMXPIswy0nDE3Dn5pL0uBXmZ7FXLzmOmVv4rTYybIfq2Ta26hklROgPptOYb6IB8CpKR3HlOfcMtEp47IqjzHTVUjIIpvO4GDwEC/tOoCO1x7HbrctHQZW2bHevv/8b76Nb91948Tk0NNvp1He//x3fwMvX4zXxz7bmeCjebbzDrifVdSZnDts9YQPQXwjy1hHKQAMDg3KoHg66NTWVlCN0SLn8QhO2ksjIuLin2luaKhR6z1bxNRlt3tb+d03jHiwvq/OsXmKnI2UspEKAOtyOoORTta7JKpz9KiWlQvQ5lJhGRZvHBN9jkaMUevU0FGL0X5PZUuYBOZW7zg0qNZizCOmhoLaytyzFBVZQg4t0Cjz04hoYVOlfJXvb2NuGCED1o6ioj23cbnhJIK91p4TxA76aVDuBCHDaY4i+oTMDRWljJ+kJMBOU/FqwIT2jU4LL2z689ij8QgXAr4kM10Xa6MnYSPWKvgseMr65DNMCDiJjc7c127n34qhoZD2EtFkrKcEY52NkjWX6hvQDRWVLNdT5/Pe3JGMYRsKaSDn3w+GZOQ78/tEU1DOlYW5qWVTAz6No8lIJF6PRgd4ZmPjxG+ExuablSbu9Xq41NjC3e6+8EbJyFlYyxS+df8NfGf/vkhAMEnARABZ+hfr1ZUErmqYglRwsVHFf/9v/Bp2aqvJWg9wv3nzppAYOc/Nk5T54he/iPwpZsfnafznHXC/cuUKXnzxRXzjG984T2FLxpJEIInARzgCCeD+Eb65yaUlEUgikEQgGIEEcD/b5+FrX/ua0LD8zGc+c7Ynjjnb7//odXzv4FCwvi7WHQb5250+7vYGDsN9oQvAaKdSQSWfQ19VhMHaWNUEGC+YZRIEWN8oFvB3nn8ZN9fqWNo5oSKsmxoGioIbzSaG2kyABmSU3hroeG5jBxOy2nNlTBYsYS+CrM8sQX6y6yQDKaRhLE1RNp5OpUIGqbe7Hdx0jU6DrHfF0FHM+NIHmbQEw5VeIdCkLnzWM4GAy67WrTB+U1U0Cm4Zvm1DliVYSx+YaU3CWrgHoz4uBMxTyX40l2TI+8zN7myE9VJYx/hev4PLzTA4Q9AoCoBvlC1oERZrHIOe9+1ut4fLQSkc935T5zwoWcCPSZxdWLx/4YeCCRTL9q+5VlgiZauiE01U44xbhT58iHHqH/NoNMRGNQyke1vfbB3hxsYF8SclhsoZSgh4CZPHs9tN08RSite4Hqtz/Ff/4v+CKQwIqe3rgGtkPP7ul17Bf/Tz50fK6UOfAD6AASSAux/UyXSO4Xh2apRV00DFRXQFa9nKC71vr3WUKXZPMTJlH02w0eMlYAiwUs7FShHwjSbKbOTT9onBZHiABJQ1VGNY6YSGWRljWQ6b3ZDK0NxqHrLPKRsW1xQxztVk4NTQUI8xjxWVVLTRDLDc05k8hloaadle8bhgFY9EZnzk5CnZ9kubAtt4fZXI9emWiby8mhhgcnMRNACh5ArZ+TnH7HOgSyhka+jOp9gMJG95uqPpCHtuZZZ3+pE6RcMFor3PWAWUlf34MAFNiSIP4Ga/qC77UFWFHFJQB/9IaKf7/iNR89R7gz6uNv35mP09FjpjpxoLFNy1k8A4k8Je0ywNWdmZc6e6glLWlZyxgVreQsrWRBVZazrHZtkBs/fHE5EEEJUbCxqz5qEZOrIukE/zcgLtTKLzMybdu9Nj3FhfAzXhLzfWhVErx0RZtweDPtaKEhrFCmaLJVqTEf7lm38tzjXXFziezIWeO8/H6ruS+2zx3CQKbJRL+NXnruI/+bn4NeBpAtxv376Nhw8f4mkD3MkiX1+P/03wASxHT3RI/ka4du0ann/+eXzzm998on2STkkEkggkEXi/EUgA9/cbwWT/JAJJBJIIPCURSAD3s71R5wVwp277P3v1NaHd/tKurzf8g4dHQsudBMCJthDM8UYxj60yzc5swXKn9IxTdu4AFATbNwol/Ief+ixycgqmnRdgNcv0O9ORMJWjxi0lYCDXhXFlMZOFvVwKcFo1VRQzeYy0KRr5sgDeHdYcj28CtsOgezQa4ULdeYEfUKO25Lz0B7Xc9wWI7ujbUtNcM3yAnTIluvu3bhpIy5kTpiMBk/Wiz0ZcqBNkCj54MZjP0XDZezw2xzDWVNQCZf13uh1cWw+zp5UFNed9tiLPSwA8qCPMUJn2KgDO668VLCwtX089n5Wh6GFoaaSoyGfySEekDsi2j5qicuweiz365JdzwEgNSzmslxYwLR3mclX+gftTg1g3V8v3Oa/05zpqrsZv8FwL0xDgfSnA2FQXrB5wAJ3HsdtZvTDVVs/nHf9O9x7+4be/AVWwbW3xfF5oVPHvfuFT+Ndffu5sv+wfw7MlgLt/0/kduPeojXSETR18LNqzMfbKRexPFayXw7JTfH6np7DAeQxW9hTkVba2d/zD+ULoX8e1YlbCwjWNjW43bAv5U9Sc8jkZ1IeXMwWMtDDYX8wCC2NVWkY1FyvSLM45ydxWUYswy7mFTPsN1yQ1nclgoLlM+rwElRokkVbKStCi4ucg85na7+H5whbGsqutq0xXdOWzGRlGBHDnfe2pGpZSVXhzeNcyX2goBxj17GfBRCYgI8N7xvk+aJ46cjXSgyMa60xC+4C3QtPVtO89wr53Bz1cDwDoURmZg9EQlwKmte3pBJsBvxGhzZ739eh7wjTXX/MobZOTneQ1Ey2elwgTtY6ZuPOQ8L5zPm/kF2DlkrfP0XR6oqNPT5CUC7S3plNslunHQrNx5xpp7LpRbuB25xi71RTISL/YWIfHcn+7zST1JvYHXcgSK8uYSJbx3ftv4VbvSPxOYaNHBxMhlMNjtR4bCQUkDHzuyh5+7+d/JhT7YMxHoxF++MMf4mlguCeA+09vceX39Pr168Is91vf+tZP78DJkZIIJBFIIvCYCCSAe/J4JBFIIpBE4GMSgQRwP9sbfV4A93v9Af75j9/E0WSK57d8bVcPcCcpkqwxAgT1QgHblfKJqdpgrgjS5Ga5JMDza2tN3KhsYK9aAqQCLBuYLeaCXbxTLqM1HQm24niREfrCF2tNHIx6Qr5FYfl8Ni8AfAKxhUwWismSegIZtgB0rSXQmoyx7bL37guJGYclFQTYZ7omJEo8jV1Kwmguo50AQdBklCzHYgAIX1gGMp4RH8EsdYpswQer7va6uBZgkB9Pyc5zNGq91pnOsB6QEGiRwRfQi2e/u70OrqyF2e3lvISJGka4SjlK8Tjgt6OnvhASPizDjzLT73S6uBIx6ON+C2spTOZWW2qF9c5jMkmyiOjPS7DQnRzhiquVHzzWUJkLpqNnQBvcZiwpWRGv3X6308altZ3QsCSJgI0OViQ8Trs9LZNpH/+dpVzDp69IoDHuqw9bwsBwq1LGSxe335ch5tnOEE/32RLAPXz/3jxqoxgwxYze3RG1uLMpHGspNCPMZ/YlCLzzGJY7pT+qNF6INM1aYmrmUM6kTubtcBcbOcEWjxucDVaueEz2lf0yKSElY0eY844hazzLnUacTdcrI3i8w+kYl6phE1JuJ8s9l3KSb2OjgKVruszqHGq8RxvndytGlz4ORHf2tUTlVLCNha58lIlPDw/pRBpImMSmCuipFrKB9YLHOZ4OsFsJVzMVsljxvYhjuROs5zrotZTEZEF4fPujAS4HzFKj5qmObAxOJNP4786M4LYvn8IqteZJFRelYxYnFWFOEprG5c66M1JnqOVdo1UmV2XAy6cEJdBEwljcEgmFDCsFDJgWefqOhwDXb96z5TIl/qZ+/HrJ1XefTgXIz4R3s1gXEmysJNurEuBfopYvYaIbMKwlytmy8HCRscCNzQ2MNQudyRz/0zf+JfSlJRKrf+/XviikdP701n3sD8biOq406/ilZ67gk7ubp3wXnKg/jYD7F77wBRTcxNR5XjmOj4/x5ptvCp3088hwv3HjBvjft7/97fMcxmRsSQSSCHyEIpAA7h+hm5lcShKBJAJJBB4XgQRwP9vn47wA7g+HY/z+j9/A/f4QL+36APBb7R4IxlN3XLcsISHTLBSwI0AR6onbaE2ofV5Es1gQuu80NP3k2i5gS0jJBRAs0C0dE3UumOobxSJe605xpbmDvjLCRqkqQPjdSh1dZYzNUhVH0yH2Kg57nbIBNGwrCNaiA67c7fdw3TVkC/47aJx6u9fBzXWHJRrUauffQSNVsuF000LR1Xwfq9SVpVmhA3DY1gJ2Knvyck4gYrmUkA/oCh9Sz73mgyvHAlx3mPVee9Drrsi8tCdTrFd8IJ9Ad0ZOIUrOJICknGim21gvGciml5hrYXY7tXA100YxovX8cDDAbsNPpHhjKuZWwX1uK+aASYTdzs9nmoL2ZIiXL6ytfFEIJj6zvRv7BSLYL0mrYD91dseqjqoL+gR3bhSZIDBXjF+9Pu/Ebr+0LmGvcbrR6tl+0z+eZ0sA9/B9783n6PXGKESqT4K9Xu/1cYPzZ2wjC3yOeqAaJNiNAGVWcqqNgm1kpCCnitCsOSoBia1gH84Fi4UD0kYbK2mMU0xZkaaHRtxeTJBaYh2ItrmhoxKjy85Eq7VkRdNq0oBjmC2y0Kxw1Q3nKm9dCJ6nkCHDPgzGG0sLack3vvb6k71dXDmnLRJ+FhHiQKN8S7OQx8yg7ngFkDKC8W0wsxxolD/LSOEEB9dCK6IZT1Z/JaItHzXz5mGZXAgOZaDOT8BybudvN8Y1yKp/NB7gQs1fh6iPvlv1E8OCtZ72JdeilV19dYZmwQHZPVkbz4aAuYjwfad8i3OvCcDTbJutmGHlmiGMeVkh4JnCqvMpcsWaWONnuoFyLo+HI1Y2rYkkcns2w0a5hludFmqFHDKSir36Gm53eyJJfbvTE9uZdO5N20TzYS5T+Pa92/je/i3Bbv/Hv/tvonqKB8EpX7CTjxPA/Z0i9N63n3fAnVUNlJX5zne+894vMtkziUASgSQC7yICCeD+LoKVdE0ikEQgicDTHIEEcD/bu/fVr35VMHw+bA33hWnh//zBj/DDw2PBAKu5xltDRcOPj1o4nkxFaTb/2yiVhGyMulhgLGRmLPFyWy/k8dmLu3h54wJykgwplRe62QN1ikJGRi2bxfFshNlCxmZlHdTX3qpUxP+plU69dQItZEjPF6oADtJpG65EMMiYpAQMX+MFcJKS0ZuRCVcSGvLUXC/ncoI9T3CAGvE0VGV7OBrgossGtOwlZJe1x233+n1cdcF7/v2g38flQGm+uZhDdjVquZ1ayTnZZ2sPlBmqBQL0PhD0cDgU4IDXKAGQltJC+9xr1DTfCoAh/HyqzVDKhWUfchlWF4RBJqY6CLrzvgWbMJRrRqUoqOnexxU3+RDsT9M5LQZjy2YkKPoqUHa3c4yLzW0oiy4u1P1xzjQNKSmLXAyIxvHPIkaN3hju9zq40Ig3LS1klsjIFqxTjCYZyzhzVh6b7MtXrkiCjZq0Dy8CCeC+Gvs3jtooPYbl/mC6wGaxFFspwqOpJsHq02WUNEtHOQDoa8slDALDkIT5ZTUrxzJ7OadkZDKP44xdbciSLQxGgy2VTmOoZcDKl6hUC/vR8JPzfrRRxsUwzVhgXWjGx2i5p9JFTGLmJK4L0XmQ56NMjr4iKwPMDHXFfJZAP6unosLvhawMPSK1w+Ts4VRBs7SFlGvkzfMRgPbMub3rLWTslflVSKVFqhe89c7bj54plJkJVgvxOjXX/Pukn7lAPqCH31enWHMBcvYZqQrqAZmz6H3gOimqB1yfESamKXlzwmrX5qgFZGZylJIxnDl1Ca7FfGqcvwsZ6cRIO5+mBrzzuZyysbAkVHJMBi2wcH1QFpqCdM6pZpgtWGFWFI8XJerqhRLu9ru40twWUjP5dAEjtYtmISviQs+R/lzBTm0Nb7baKOUy2K3mMdUt9JUF/oc/+Re4vFbD73zhU/iV566+pwlwPB7jBz/4gWA6X7p06T0d46x2unPnDg4ODvC0Mdw/+clPYmNjlQhwVnGLOw/fgQi4X716FX/1V3/1YQ4lOXcSgSQCH6MIJID7x+hmJ5eaRCCJwMc7Aku+gJ2i5frxjswHc/UE3PnC8corr3wwJ3gXR/3L+wf45r19PBpNcH29gUqO5mQ23mh1cK8/ArVW+SKeTkmCQcmybrLTyMgmUL5Xq+JnL17AL1y6IZhvmXRWsNsn+twB10tldBW+cNOUdQ37ow6uNtbRm5PVXoNqKkLWZQkTsquq64EYZHgbrtsntcgV3UGsbnU7eMY1S32z3cLzWw54e7/fOwHRyfo2LAslVxuYgPqVNR8MZzJhu+qAx6ZlwVzaJwAE9yNsIMs+UE6jUiEJ7rYHA4LcvvHXVNOEhnoQLHm7dYxntsKs1fsEx9fCL5txzPg4Fno5TxAeKGUUyC6blcB0f66i6WrZe+Oj3nylUFlhvbJiIE7TPQ7gd2JjQjWWKGRz6M9GuNzIgIA92xtHLTy7vRf7tM0XixNjvGiH1niKtbKvExzczvER5LPtVfrsO7HbL65JuNBMwPZ38fX/QLomgPtqWDnH7Ld6SMfg2uPFArJch2YppzLRxXdxqSEfmJOCZ4my3D12u9dnok+wdgoI+zgt9+kibGrKyqD+Iiv8Ng4nfVyqhSW1eD7LplSLhUxEN53besoMm8XiSoA4/kwqrEWfzuQwUDOCOR2UAnN2tk/9POWCwsGTsEKJCeBoW5BZHxknpa0IxntzLMFpGqMaSxlVV2/cO06cXEw2bSMi+Y6xNl8BwYeCSe5rtPOYA/FZWF6HU30w50GprpD0GQFzIQPjz31jTUEt78c5CtzfEdVi/joUNU8dqsqJeTilboLSa9R5b5actZMh1U1nPXAqtcj6d8bBNYUVWpkUZWEM6O5aznwoWensRYNuJoXIsm8UarCWFnTLMR3nen6xsYkHvfv45O42Xj/u4JmtHRwMxsjKGdRLddzrPhC/T5a2jNeO7+PHh/v4/NU9/P1/7efe09yWAO7vKWxPtJPHcD+vgDv12y9fvozvfve7T3Q9SackAkkEkgi83wgkgPv7jWCyfxKBJAJJBJ6SCCSA+9neqPMEuFOf/Y/euIVb3b4A3QmmEmigFnl3qoDPhmqaMG0blALhtrRMI888Stmc+PvvvPRp7FVqkKS80BjvKVNRfk8G5J3+CBcbFwXLkgAMQXSCGdmULF6UWZbPknmarqkLGyx3L7iMacs2BEPcebEn2E+0yhZmauxDYJwa3VWXmb8/GOBy0ymlf7vdxrNbjkyOMFidz7FedoAMGq/uBYzkCHhvB3TWBds9wH4nWKGG8F9HmzaoX0wg/XJA351xGyphIFzoneeKIVC+P5ugXmTsfLCEerjG0i/VD4I7c11COkVG6khUJBxQNqbuA/9e37sswY/RdKeJ7Mz3Xz158E+TmelM+miW/eM/6j/Ei3vrggFKlnzZjX3wG3Q4HGKztjom9tnvdbHbCOvXe/sSWJtqDuVUGLVGWLePY7czB/CZqwm7/WxnsvizJYB7fFz0hYFWZ7CycSykX+h7YSIbAZ2DnekxUUyfnlBSTA3VdBqKZcECAVG/r8F9M6ftawtQlInWaCMAatsWci57/tZgip2a470w1VVUc77pdHDfkTbDeoyuNAF7AuKsSIo2jt+TnFlKEmYGwWgJ9LJQXVmx4D6cs1ZNUgkAaygGGODePqqpoZQJM+85nuzqUDDSFTTzeSGnNrcKyMgF6IaOwoo0D+XPwrIvnL8IPIcLkZiEVk+qrzgmxtbxKPETAYxpJRf2vYiC5Q5QHU5OtKZjbAfMUClZU876x+H9z8i+vNdQUVAPmFk/Go+wF1gD6U+yHdCip6b6lnv8zmyM9UDClGvziXkqK7NcWZlcxoaycIKbSy8hWzPImQxmNEp1zWCPxvRlaYiKOQlpsabaMLG0c+B5msUG5rqKqdYTFXU0WHXW+S0he5eRZBSyJuRUDkNVx//453+EUjaLnUpZPGM3t5r4peeu4pN7j9du956RBHD/4FaQVquFN954A+cVcH/22Wdx8eJFfO973/vggpAcOYlAEoEkAoEIJIB78jgkEUgikETgYxKBBHA/2xt9ngB3XjlB97/af4Tb3QGOxlMhRcISeurYUp6D+rVzt9x9vVzERrmEai6HjXIR3ckMv/Hsy5CkArKiPt8CX9YXhiFkaExUhPHapcYa7vZbQl+9PRtip9wAJBMSZPGKzTJ3ssMPqT9bb4Dl9WTVs5QcEh3XnBf3QjZ1Ar7c7XZx3S1N7grtV58ZeChAdYd9GWW3v90mU84HfXuzOdYCDPGOOJZvMlfIpKAsfDCqkKMpp/83wYK5bqISMAS836WJaVjm5a3WMW5GGO/3uh1cWQ/Lq5DJPlLCKJBjUOcDZnN9hvXiEq3JFBcaYW11yv7YUvqEse893VmZBnmr6BIBI93wZQK8/sTfyG7MB4xldYPsyik64ylunqLdfqNJ9dEAACAASURBVLvdxZWNeMmYg/4AOzEJAp6TANpYca6xTpfJAMs9l5YwPUWihv3JbCfDPWkffgQSwP30e9DuDaFpfvaO7GltWYLkSlMZtopiABiNHsnRcvf1t4PbOY/nUkv09JQwMo626XyAZsA7Irid88tpZqcEihu5LIaaBkluQA4AxJzLd2OOubBonIlYo+KJrsTq0euWKRIKTKTqqAjWMhsZ56x6iareUKKGyYCorA3Z7LkUk2/huY6yNZUYqRuuKXqwfAmcaxeYmQtk0muQU36lkyaMtn1jU46vlAeUwHrgrFPUmA8nMFpc9yIm20OVyenwvXJY4v7d4fwc9YJlojo45L4yw1oxfBwmv4Mx683pu+L36StzNN19HFmX+ckxDMuEJPnyNpRxW3NZ7byq3px/O2tk0DxVnJNTN1d1YcLtMN75b0VXMdcn2KnlRcVCtVAQ5qibbkyYCN+uNoVuPeVj6OHCdZ1s+lvtI1xqZDBQNFxuboKydzR036pt4O3WgZC2YQXCV9/4G9zpHCFLeTuJyZoM6sU8fu7GJfzOlz51qmSTF+2nEXD//Oc/j2JM1ciHvxKER3DeAffnnnsOe3t7+P73v3/eQpeMJ4lAEoGPaAQSwP0jemOTy0oikEQgiUA0AgngfrbPxHkD3L2r787m+EfffRV3ugOh205dd800cbc/xEChqWgOW5USXtzZEiz3250+PrG2g5sbuyhQTkWSMNL40p5HbzbBvZGOl3cu48Gwg8uNNcx0BdU8deB1VHJ56JaGfDqHIRnxxbIAOQjaE2QXwLtrSEq9dA8YIEPekxcguzubyWGsGZioOnKZvDBwU40FaoWy4HeSiz5R5sgLZqOFpW2imsviYqOCbFrGI6G77hvMtSZjbAUM5gj6B8EPxiojdOV9MIXA/9UIm/yBYLz7JfsEkWhCWw6A8gvTgCmMWH3WpQNS8BrD4HElD4zV8GcH/Ud4brMJ2ZV48e7jrXYb1zdXDRgpyzNRV5/1EoHuyLEFkJRbPSc/3+8dYbeWX5Gx4bbedIpKoSr09aNNgomFtartLGIqO4Z7ftWAjbWSIRIxbNl0OpaZz228fGq385lM2ocfgQRwP/0eUMP88Lh3UtEyMQlK+7IilGPJpKyQ30TwaI4e+6q5qNdnstCRkePlmqYqpUBW5Vy4L9nWZLlHjVe5jd4ZWJroqECjGJaQoXRYI6bKhftppopyhFHufE4w3pEoizZWR6XTZWTksNQKQW3VlRQL7tOZj7EdSI56244nQ2HkHWy2vYRpm8hFZHm4ptDcM9iOZyoWdg6NgDY6tzPhEZWVEWz2SDbAm8mCkDtBbCawg4kAp0ogDODH6bZHAfbo3xybaRlIB5I1lOdi1ZjXHo2YzPbXOoL0zaKfWL4/6OFKwGT7cDzCrrsGcx42LVvMw2zt2QgbZedZYAUZt6XduM51RTDR2QpZmqM6a8GjYQ+79U30Z0NMtT4+uevIkR0MRrjQaKIznaJZcu4ZfwdQD36kTlHO1cTvCbGe20wwb+B2p4Orazs4mkwF8L5cKtio1HA0nuMff/dPxO8UjmuqLTDVdOzUKvjNTz2Lf+szLzx2gkwA98eG531t9AD3F198EZubq54z7+vg73NnVve88MIL2N7exl//9V+/z6MluycRSCKQRODJIpAA7k8Wp6RXEoEkAkkEnvoIJID72d7Cr3zlK9ja2sKnP/3psz1xzNmop/2jwzbakxkeDEZ4NBoLJYJP7W0LJuPD0Rj3B0MQG6GeOv9fLxSQlVN4OBzjP//iL0CWSyADmaANX8QzKQnTRVqUtBOwpr74wbCHa2trOOBLfXMd/flUSLxQXmauawKI78xGomydLz+qoQvJmrGqCOY4wRlqeJtWCqoJvNkeYLu6KQAAMhr5cl1wwZ273WNc33BkD4Y0N82XTgzhbncOcWNjT+i2D5UxerMBtipFXG5UhZzOHcGa918GCVLPNR+0oC6tGjEcfTgkm94HMgg6N0ph/fQ7nTauRljfB4MuLkTkVWwQZA4zWJe2JdiGZPwFm2GpaI9HeH67cfIxgZGJZghD12DzdHOjLFEekTZ4lmtqF9yHzMVZjGHhvU4LpayNG5thZj33vdPp4nKEse8dk0BSnH48t5dzEoYuu93r77HcCYidZsDKvntN4NJajC7Eh/7t+ngOIAHcH3/fqeVOyjKTmprNuSmsLT7WJ1h/jOllTphKhwFi74yWRPbw6edXtDFqASmRYM++MsHWKYD8W70BLjXi/RpGGvXhwwA5j2suHWA9rjEx2wwkH70+RzMNtYI/l3qfk+XN3ynRpgsD0VVDWDKwt0qrY5ouFNQiADfTsly/PL8QdZmCbhWF8fd6hDXO9Yp07SirPp+xoUfiHmeeOtZnqOfD42IFGA3EveZFLAjWx4HwUeZ7yjawlHzZmOh2Vh1wHfXGLkB020bWBcod01bfPLVN9nkgadGdTbDuAuLC94T7ugA8q8guNZ0Ec2cyxobLWmdlgmOYyiS1AQoKUZ99qs1hWRNcbNRxp9vDNbcajPrsu/UGaNSqGLK454phIZ/J4Wg8wtLSQKmazUoNhinheML+WzgcDWEtZ0zd4gcP3kJ/PjqJJwH3wVzFza01/Hf/9q+hGGPO63WeTCYCcL1+/brQ8z7P7e7du9jf38fTxnA/r4D7Jz7xCeGt9MMf/vA83/ZkbEkEkgh8hCKQAO4foZuZXEoSgSQCSQQeF4EEcD/b5+M8AO4EqL/+5l28enAMMtvHqobj6Uxo1jZLBVxq1HFzcw2H4wnuD0aCXVbKZrA/HIkXdpqm/vKVm/jU3hXBUuffmqkJY7rXWj1U8jXsVuu41TvCsxs72B92cLW5jsNhHxcba9gfdHFlbR0P+l1hdMrx6KaOYjaHgTI9KW2nNm06lcVsAezUG1AWDjjVnvSxVXUA3/1BW2i6spE9TwZhNu0AD7fah7i5eeHkBpMp55XGE+gnYECQQVloOBp1UMmlcGODZe0E9y2k5TDQHZWT6UwmWI/IBLx9fIxnInIrD4dD7AZAeQ6oO51hreyYz3mN+udbtTCQvd9r4eKak0DwGo1pTYs67wSihlgrOXq9j4aUbAmbsvLzx7PYV8Hq08B25xxDUYVwuZ5BhqiO2yaqiky6IGIWbZSzcbR9VwE4ISFgrmrWCy33siGSJXG68zwH4/CZq6mE3b4S8Q/vgwRwf3zsF4aJw1YPY2OJjBz+/nNPAtU5OazRHTyi8MGwIlk/Qo3pNIZaDpSkUvV4QH6icv6LZ7kbPG+Mhjx1zh/NgLVCIVaSg8D0ximSFqyS0RerY5kudNQiwOd0sYCFuvDziFYV8fqLOcq0rILuZNIXY7TVmWxdjyQXKLtDRnpUQz6flbFYGIBcwEhzWNwOI95ALiLxM9PnqLoa5N59IZObnhbBxnsYvfS0TPm0cD9jqSObClf+xAHsUYmYfJYa9gFY3qbEDiAFqotWpGcCUjAcBc1K112pGP4dNEjlkae6dqIpz/WyGNCFv9PrnADlI0VB1ZXG4RjomeIZeU/1OYquxNHtTgvXN5zqK8qplbILXF1riCRxrVDAg14fF5obrhxNSsjRHI4G2Kqui2Q9GfL3u/fwyb1dvNVq4+r6NkbqQkjTpKUltqplUCLuq6/7xpdM4D8c8rkv4D/+hc/i5585HUhPAPcPbt1ot9t4/fXXcV4Bd45rfX0dP/jBD0KeOh9cRJIjJxFIIvBxj0ACuH/cn4Dk+pMIJBH42EQgAdzP9lafB8D9T9++h2/e3sedzgC1Yg7VfA53egO0pzNhaLpWLuJCoyb+z89HqoqNEv89FKx06rj/pz/7JaRSZLcTMDXQnU+QS2dRL2yiNe1ju1IH2dlzQxd67oP5DJvlCpSFLtjkuXQaLHO/WG84/284TG1KzNTyJTwaz2ChgEaxBs3QXekVh5NNdmjWBULG6hQ1t/T/Qb+FK2uOfjgZ9zNtccL2Phr1sBMw87xDtvumz9qk9uv1zT1M1BmmyhCZlIFntn2gm8CwKfRp/fZwMMBewzcIJUvQMYH1AZTj0Qibbmm+t+fDfh97LiPQ+6w3naBarIWkFvjdJJhRd/Vyvb75tIWZ7gBDcspGo6DDWtoCAI8CP2LAkiTka4KNwEg6TebhKgh+mpxMdzpCo+QwUB/2DvDSBb8a4O1WG9dipGzYt5iNl63hNgKEw3k8Q71RskLyPdFv6nZtiaubp0tsnO03OzkbI5AA7u/8HAzGUxyP+MWMf+5LORuLONTZPTRBaQL3wbZMFYRJJa00qG0e32xMNCY040F3xVBQjeicP5wQTN3EUB1hMzIPOefgMcnSXj2mqHyy4in3lMfxJGcse4mZSWmVLCifFWeSSl103YgD3KmrvipV1ZuTsb+qZa9ZOopuQtaLEcFsO5XHWAsnC1uzPnYD5qHsT0PSagB49mLAeZiSZn4jezyaPCArPPwZ5WeiYHpUx53HjALscUz4/mSItYD56VRjhZh/X6KmrPMFk9y+pI25NCBLfiyPJiPsBI5H4++6C6xTfi3IgO/PZmi44P2jQf9kXeR6Xi04iaXWeITNqrN+OED6GlqjA6SkJW5ubgsJMYLvrGpj0mG+SMFamrDsjKh8o0RMIZvDaN5CvVBEIVvE7W4HFxtb0M0lNGMktP+/cetVDOaTk1vRnc7Fb46/+/mX8Jufeu7UL+jTCLh/7nOfQymmmuOdZ6Gz7XHeAXeauTabTcFwD5rYn22UkrMlEUgi8HGKQAK4f5zudnKtSQSSCHysI5AA7md7+z9swH2i6fhfv/l9/PgRmeE1NEoF8aL72nEH7elcgO8jRcNmtYRXLu7i/nCE1nQqkGZKz/Bl5Lde/jRe3r4mmIK5TEroxxJAeTQxsVGqClPV+4MObm5s4e3uIZ7f3MH9XgfX1zfxYED91Q3QiM0zOvUA94mmoj1dIC1XMNEUXF5zAN2HgzYuuiz2YnYpgCW2icqXeV+HdjifnLz07/c7uOTuw777/Xbo795sjPWyoxnLJMJEo5yBX9r/cNBBVrZxc6MsWNbFvIRZQF6G5qSplMOQ99rdThvXItIxD/o9XIyA6/vis7CO6b1OG5fWw0z2g14HF9Z8g1cx1qWN0XyOakB/17Q07NUpxbPKLn80GGA7xqiUjNGJGmOimgJIkI1K2PDcDhDv7MMkSDGtolbIY67rWCId0qP3YsJEhW7SOG8V2PckbcjWj2scIzWtDStsQMi+9tLEpy9LKJCOn7RzE4EEcH/nW2FaS9w5UlbYzt6eqZSNtGQJpm9ci7LcPXa717ect2M1z7n90biPq414nXcmQyvZ1AngREb4zCojnUoLoLmRj/dgOBj1cNVNmEbHW8wyebAKlAsitisTY8s5TDTne0yT1Ixse5sCh7NBSS/DjAbFhrFcrDDROaensFzRw8+IJICfkBByaXZRMMODZtg8MSVrcml5RW9eNVSUAmbS7FvIEvANz2OFDOfJ8HiFoWr0s5h+K+apbsI3GN8oE749GYU8SIRszNIKGWhzjaWEm9e6wkzVWUP5vGVk37eECWRZlk9kaCgF1yz6VRkE5Lddz5O2kJJxkuaUeUtBdivEgAGBelee53hMn5SGOFd/rojPH/UP8OxWU/S/3+uL9ZL3zwbXM+f3BaQcHg6ZNN/EQf8Yl5tFUZnXKFawWMpgYrucyyOTNtGZzPCnb/la3MfjKUrZrDBO/fKLN079gnqA+7Vr13DlypV3/iJ/iD08SZmnDXCndAslFc9TYzLnpZdeQr1eFwnjBHA/T3cnGUsSgY9uBBLA/aN7b5MrSyKQRCCJQCgCCeB+tg/Ehw24f/vuAf7wx28LI9Rnt3x29q1uH3wx5Usv2ZM0FX1max21Yl7ouD8aTtBXFMFM/29++deRTpeQlZcgS446tKqREdIu+8O2kJGhJnuNrEehQQ7IkISEy0Sbo1Es4W63jRsbm+jOqOdewsFwhoGyxNV1p+ScsjHbtaaQmxkrZM85oAABC3Xh3LMgEB8F3/f7XVxyQe2Zpgr2vSd30hrz2L50C//eCrDfh3NqHTugFNmi62XKlxghsOeg75S/B1t/OkMzYOJHIFqWw6A8x1LMkXXogzOsEKD2cj4b1m9/0OvgUgRwf9jrYCei/c4xdCfHuB6jq344HGMrwrBnf4J2ipB5CTcyTKN66uxBEEwzUgFjU+BwcIQXd5ugUetVVyogejzK2Ywi+uxen8ex2ynJMFuk0CgRfFtlyerD+/jSpy8hk0kA97OdwR5/tgRwf7K70Rsv0B65E1nMLvxu6I8RZA+y3O1UQbCBvUZmNSt84tvjWe7zxRy1nDMPPRgT0PTXiM6sj72AqbR3fJ4rJVkr2ubOfC3BiLDxnf0c7XRIMnoKgXx/LqoWACXGJPU081Qy88sBprY3LnpipAVoG25ki7OCgJrmup0XUmVMrsbkBaCZcxQj4DoZ/fV8mD1PvfLVtIItUOwggMeEgmPo7bd0alVq5onMU2WsyNZEAfWDYR+XGv5a93DIajJfJ//ReIi9mv83z+utrxzhgejv7M/fipppnfilPBySye5sI7i/MJfIudUG3HbBTfRSDmbPNWRlUvqq67HC3wCXXbm0u+37eGlvA0zyyClnraZ82U59HZ3JCM1yU/i9pGWaozMZpWOzLEM307jX66FerCIjF9CbHiObzuFP3vxr8VuDhuUPBxNcXqvhv/6NX8SlZnyyidfwNAHu9+7dw4MHD/C0AO6dTgevvfYazivg/vLLL6NareLVV19NAPcnW8KSXkkEkgi8zwgkgPv7DGCyexKBJAJJBJ6WCCSA+9ndKTJpvvrVr2J7exuf+tSnzu7EgTP9fz+5ha++cRv5dBrbNR80GCgq7vWH4P+zQrscuLbewAs7mzieTPH9h4fQFiY+f/Ey/tZznxF6vnw5JwvwzW4faSmPq80NLCwC8HPxkn+re4znNrdwu9vCsxvbOBwPcKHeAJlzLKXPZzL48eExUnIVW5UGqCPMEvc+2ecVh0lHKZhd98V9qs1QcYEOgjx8yff02o/GXezWHAB8rM5RzhV9s9R2WD5mv9/CZVd6hv270yHWKwEQYtDCbsORpmGzbQ22ncVyOUajmBMJhImqh8xJg2Zx3n5xZqk0PYwy0Zkc2IuA6IPZVLDYCQoF2/1OGxcDYxdAgTJHPlfEcjnCZiXI0qemuw+YecfhWJtl32zV+1wAQRI9HU8D4qOMeBvlrAIJaQojrDzPjllrvCkrEadUis9PPLudgONASM3YWC8ZQs7HvyFLTPa/gV/+xX8lAdw/lFnk9JMmgPuT3RBWqtw6JMs9nsZOfwJWd5yyGZk0c5mmq90eBqw5gnLOjpVm4bb2bIgLVb8yKDhiVipVs2mMNB2SzDnR/372lTG2y6syLeJ8eQlq1DnUmT2RT9NzYvU6cxkZAzUbkWJxkntcK6ONYLUAtiObyIaWyGYP6JdzX8ZQijlOPkvWtAV96YDtXmNFjRrURXcTvFEpG8Ect8wT4NnbP848lZVUGxGvjjiWuyPNFr4wTv3B4dM4XI+w47lmZlJ+lVV3Sqa5DyrPdE0wv71GxjufOSbO2ZjQZpMkZ/52kgGsSHL2EDIyAfNYGpTuugB91Dz1eEyGvbOOkm2/6TLeNWMBSUoLEJ3sd5p05zNZAaDLqZz4/HDYE0mba2tFHAxGuLK+KargGqW6GAsN3jeqNdxpt3GFvjD9DhpFoFEoQDdtZDNF7Pf7yKQySMs0SlXwJ2/+QFTl0Sj1c9cu4O99+UuP/XJOp1N8//vfx9PAcE8A9yebZ5+kF+caAu6VSgU/+tGPEsD9SYKW9EkikETgfUcgAdzfdwiTAyQRSCKQRODpiEACuJ/dfToPgPtXXr+Nr7x2G7IsYa/ul4dzbA8GI3RnCrrzuSjp53YCuDRT3SwX0Z7N8bdf+Cyq+bpgt5vLhehfyK6Jf/eVCZ5Z38a9fgvX17fQnY2wVamiL+RjKieAO81SL9QaeLs7xlp5U7x8U3+dJmhsD/rHJ/8+HHWx5xqBBs1Sg9IyBP1lySlhZzOXKmTJ0a7ldRGAr7naszRIpf6715d/59I5pFywhkCKYflMPR6jNRpg0zVp7Uz6MMwRPrHn67+zz5EwLPWZhAQyVMNAPmjoR5BZJtgTfuZooOrp33pb7rSPcC2gMc/PB/MpytnyyVi9vjRWvbC2I0CgSk4TiQwRR9eELvqE36bh3GZYvoZ9CHLHsdEJXC3t1IoOPPdZK1pCPzeuUYJmpJyiU521MVJX2ac8Dhmfmpk6AeLWSkuh5eu1jNlHb/8H+JVf+ZUEcD+76euJzpQA7k8UJtGpN1mgPXx/LHfdyoTY7d7ZKb9iRicadyMB6oWpouIy2aMjHmtTpFKcZ3zpEacPmdga8ulVaRkC4QS949IHrHKJY+tbUlFU9sRNHxXK4kTAb2+OimO/D9QJ1gPAsHdNJWEuGp5wRSIQ+ZW4cb5SVs7JKzKRksJzFZO/tQjLPZu2VwxfJ6oiDEGDTZI4X4YTjVTGioLpT2KeSnPYRuC6DYtjTYWSD9Rb3676ILxm6sLs3Gtk/AdZ7QT2Nfex5NVTasjTejcsQxiZe+14MhQSMWxO9ZaT8CVIzmuvujJtj4b9k+TvrU4LN9yKqDvdjvBdYX+amsuSgXLWQqPkjPd+b4BLaxt4u9XC9c1dHA2H2KytgYmFWrGCyfxIyM09pKG7nEE5V8PDwZEA2f/3b30dlGciu/3vf/nnhEze49rTCLj/7M/+LMqnJMGefCb64Ht6DPcXXnhBEE7OU+NvRBJgqIX/4x//OAHcz9PNScaSROAjHIEEcP8I39zk0pIIJBFIIhCMQAK4n93zcB4A958ctvEHP3wd+4MRXtzdDL1cECQ+Gk/xVrsnWO4XmzXs1CpoFPO4tt5ELpVDFg1h8lZw2e091cZUX+BKYx2tSR+lbF7owB+NB7jcbOLRcIBLjaYwTW2UHBCcOq22VMF8oeFy03n54r47tTVhwMrifMGAW2gopLMCYObnbB6jPSgtI0k6bNsFEGwbaaFD6wAaZC3ONf8ez7QxynkffDgadbFT9/XUW+MeNqs+K3ykzFDOlU7Y8jzSg14LcsrEC9tNyHIKc01DLpMLgRxpeQndDIM0BJ6mWhhoOR4NseGC+d4oea3ULadBXLDdOj7Etc0Loc/I9FcWBoo5B9SZqlNsViQouo5ywdGfDzaCIrKcC2nPe9upG6zGmKg6MjOrwDmf56wsoZI3V9iZzjH9+xD9lrVHUzQDTMzg9koB6M/887EaYs1luZP1WdRu4ejRgwRwP7up64nPlADuTxwq4cdw+0iJZX/zKA7LfXnCQo4eOZuRMRFGn/FVIqUsZaDik2Ht6QAXan7CNXjsvqIin12tgGGfXMbCaWo1ZcEQX5WyEbrsImnnw/GZTBbdOQ27bcxj5GM4vxsxSDznKDLMo00zFyik5RWwjLI1wcQD1y7NLggTzXnAk8M5Ho2nWeETPvpUn6yA6wtzsZJ44HxI41FvjfKOQs33YsZnmfM8UfNUfiZLZJz7507Lq2OJgvCUTOEuXK+9NlBmaAZAeDLPNytVUS1FeZvocR1DcP8Zoo57UM1IyMw4y69ofC6tpTM/kwFfK/pAdmdKiThnfaVhat01TJ1pMxRyTlVFdzrBWrku/n04HJzIudE3hZVeY2UAydaw12jifq8nZNV0wxDyOVwTD4cjbNWaeDjoo14sIS/rKDCgUgHHozFUShjZGib6HOqih9/6mU9gI1D5ddo3NAHcn3zuerc9u90ufvKTn+C8Au6vvPIKcrmckL1JNNzf7d1N+icRSCLwXiKQAO7vJWrJPkkEkggkEXgKI5AA7md30xjrr33tax+qpAxf0P+Xb3wfPzpso5hJC1Ddky0hIHI4mgjT1AuNGv7WJ28KFuSlZl2A6K8fqJgtJKQlE/OFiqOJhouNXbQmPWFOd6Fex63OEZ7doklqC9c3NkG5FJqk3um2cHNzC68+auNC46JgmPdnI/HivTAJWDuAxDGlYVwZlN60j/WKwxonEL7t6qyTDagFAIDg3wR9gqB2RiYY7JfcG5aOjOwA2WR6TjXthIXngAHOmLx2NOxgu+abfE1VR76F8gUdgvNlSQALUbNUsgbnevjZosFskEnIrfe63RWd9rvtY1zddLTsvWaYJpSFiZILrPvj62IrkDDg5w97hyhmLVF6H21x5qzsQ03oSSQZwM8JImXSqRVDQG6jbMVwnkIhQ9kIGtv5Z3scu/2g28VOwNA2OEaC65YwyguDiGtlS5gdbteAeecNPHr0KAHcz27qeuIzJYD7E4dKdOxPFmi9V5Z7ivJWnFPiQXWadi5OYbkzUbe0dRRdzW1v1FwDZoscCjkmOeOuxRbf9ziJGILhy1PQ+HKOrGnngAS7B1pRVLCwmsW248ZvizkpKrMi5qocoMVcc1q2sAwAx87oOTdJArx3DFLzmC1oBMrzrl4fk4szPbxBNQiuh1nj3FNdqChlw+z13nyEDRdw9o5ONnw1H2ZXp1LUIQ8nMYXUTIRhTxw5eB/SMeap9/o9lDJZ6IYJOZ2juA6y6TwkSYYsUe6Lsl4WsqIyQQjGiNgy4UP5HllaIi07n/P+895GQXcGz4sXqye0gP/H4XiEnZqzZlLW5cQknDuI/Zx99YWCTNaJw1hVhDwcPx8qZMKXRVJdjDklY797iGsbFeQyGQznGhql8gnL/X6Xsmo7oKn4bnMLnTF/a9B0lYkBC7qRwdI2QS+AF3b4vD3Zd9ID3K9evQr+d57b/fv3wf+eFob7eQfcP/OZz4hquddffz0B3M/zg5+MLYnARygCCeD+EbqZyaUkEUgikETgcRFIAPezez7OA+DOq32r1cP/+6M3cb83FOxoMtgJlo4VHZm0jOvrTfz6izfx8gW/9HesGLjbcoARCQb2BwNMFzKq+QK2q1Xc7R4LYJ3lG+nPagAAIABJREFU6mQg1gs58VLdLBRhCBb2Ao/GpmDj0Vx1oEzQLDoMS8tWkE457PepNhUv3wR6VUND0QU0hvPJiewKX6QnqnPfCBwoAVWGUpaAiQPWmhZReb7AO8BGa9THdkD2ZaRMTsxRuT0KtvN+qQsDhYAh3/EoDHBrho7xrIPndnwDVbIktQhTnCCFGjA25PkUatjK+RXt4dZohM2I0end1hEub4RlbHgMGsqtuVq53pOsGwsMZl08s+0z97mNcgME54oBTV9vH4I9UfY9txFUP036pZihXI8T260qExvO88F7t7CWSEnxhqb73T52I4az3jgGsyHKBV+ax/ucrMpmycBLlyTcfuv1BHA/u2nrXZ0pAdzfVbgEwHn78HSWu2CHC3A2fFwWrkz0gvDRYCIqvnEnym35Ccdgv7FGGRZn3vVaX2VCsilkuWg0HdcISkdlWrx+TLTFbSN7W4IzThMFzBb+mCr5JZQIyM1+PE9cMoFzVVRXnf3zBOhjGP1F1ySVMjJT3UdfKVujRJKilHtxcOJwwu/RqBsyH+X55rqCijDA9pu60JHPZkLeGw4jfxkyleUcSVJ68L7KKRpEhyMeJyvDxK1l0/+CFQ4SxpqKWiGsyU9WfSFg9jrVxqgEKrtY/TDTfcC/lF2e/E1poHqBmviWAOMJwGcDZqocs5wiiO+M9Xg8PDHmduSKyOB35n4mfTxzbl0ZIl1wNN6LGQhTbLajUR+bVWf97EwGIslOffjjYRfXNop40B/g5tYeBrMZyoWKSJTPdVPItU01XRi1Lq0x9hoVTDWu98740qkl6sUlduvxPgnRZzsB3GO/7j+VDz3A/fnnn8fOzioR4Kdykvd4EH4XP/vZz0KWZbzxxhsJ4P4e45jslkQgicC7i0ACuL+7eCW9kwgkEUgi8NRGIAHcz+7WeYA7Xzho0vRhtlvtHv7s7fvoTOeYaA7qQDb7RqWIn795BZ/YDYO1bz/SMV8QIOALtYbjqY1GsQhqrO9U6yhm09gfdHFzcxtvtw/x/PYObrWO8dz2Dl47OkYht4ZcOoNiNisYbLm0Ad3MCNahoxEuhcxSR/Mx6q6O61idBgAFMvIkeB58BGWmrmQMge6FYL47YMlhnww4/zoIlu+4evDcrhpz5DO+CWBUTqYzJsPel5fhiz4TB558C49hWgpSUglZeY5yNiWupyikY8J3t5RLrXy23+tiL8L0Phz0sdNYNTo9GlC71jd25dGHszGqJZ+N753xbvtQyOIUsxrqAUBtv9vBXsRwlfuQRekkLValKQj4eAmM4BXRIHDqgu38nEzJSt4QANLDXg/bjfDz4+17NOhjwzW3jT7/rL6YqAtUXN3f6Pb10hw/c90p+04Y7h/m7HH6uRPA/d3fl8HUwPEggvwGDqNbKsquL4P38VhfCp11Z95eQouYaXr9ZvoctXxQzsQ/sLk0IUsmsrIDfi8sC2MtJ+SxOM8bSw2FoAeFu6svdbN6raw2Mk5h1ZPlbtkpISUTbGTMe8m64OdOsmHVJJUsbZqMUnYr3OI/T5HVncphJOR3/MbkbFzchiqTwWEAuz0ZYqfmS5HxKATq6C1BT5BgowZ+3fUM8T6fCM33MMs9zjw1n4YwAQ02stqlVArGMo2xJgsQex5J3obXSDLIx6gV/PEubSOUACWbnfM9113RbBvMS9PQlI0x43LgbF+imlsil6Z8DQF4R1LOS3TbrEqymWB14sttc5cBn5V5Pc4xLcuAlMoIjj3Px+oMJg7IbLdsWcicjRQm3J1E/O32EcrZDDYqNGgvIptOn/iS8LcFPU4OuMZThmY+wtW1IkyblQhMhqSEBE2juMSz25b47J3abDbD9773PcFuTxju7xStd7f9vAPuP/MzPyOA9jfffDMB3N/drU16JxFIIvAeI5AA7u8xcMluSQSSCCQReNoikADuZ3fHzhPgLl6Al0vc6w3RnszE6/dGuYQbm02kUykMZgreOOpipi8EUF7O7DgvrfYCd/sz8TK7Xa0jkwIOBh08t72Lo3FfaMVS3zaXTgsTz6OxAkhFbFYbuC/KxCmVQvZcSjDkyFb3wOnOpIetmsNu7s+GWCs7OsIH/faJ7EoQYCdrkuP2dG+reQINzss9wZDRfIZ6yQFOVJqlpjMC7GebqHOU8sUTjXMBQEg+4MA+3fEQaxUf5O5OB1hzJW68p4YM8IkLPNcKS+RSOixRwu8/VxwngaagPi8ZfFPNQKUQZkje67RWpGB0Q4XsVgAEn9ZHgw52Gr7cjbetPRpjrVLH0aCFT1zwx9+ZTNGMyB1wn9PMUgmqzwKM0OC5Kzkbg3lEEiGjIJ9J41F/hK16ODng7Xu33cEl1xw3+s0ji//iRlij3uvD784/+Ys/wD/47V/G6PgAh4eHiaTM2U1dT3ymBHB/4lCddCTL/c6hEgMgO10oB0LPiIw7d+mmCX1ZFoAlWzFrx+qdO3vTfFRBOaaqhVsVY46aa556pz/GZsWXsurOB9g+xWeBc22cXjvP50jZrMrEkJk9UAnmRxN7lDixV0xDOT6uD3EmqWTSx7Hf6ZMRHZcsZ2HaacxiNNudsYbv2UidoBEB3HldBM3rkWRgnHnqkNVb7rrjHVk1VuV7mKSMhomJBE9Gh1JeupkWawdlcPxmi7XYA8f5+WDWR7PsVwbxfEwEeNVd7MP5PFh5FWW5l3OUWPPndM2YhRLSZLybSxnFjIVy1oS1ZMLBGRWrCzwAngmChZAEc6RkeE0e6J5JmdAsJ0HB6jSPZX8w6GG3vin60xycJuLD+RSVfBXtSQtYari5vSt025k0Hys0ay9iIarYCOJbqOTSqORMcQ02UkKPn2a+62VKkb0zy/1pBNwJFFcq4eTQu5+BPvg9er2eMCQ9rwx3SvPwN+Nbb72VAO4f/OOQnCGJQBIBrpA2Z52kJRFIIpBEIInARz4CCeB+drf4vAHucVc+03T839/9Cd5u9TDXyYoDfumZl7HT2EBaolTIAqbN0u2pYKNd39gSpfXUud2r13Gnc4xntrZwu90SJe8puYgLjXXxMjPT5kIvPVjeTuCEL+pkMzrAkgxFV09MSHVzIUBxst/YgmapQWkZ4uXUavXMUtvjATarPujbGnWxHWC373dbuBTQOKd538gF63keXls5VwlJA0QBd2u5gATKLvgAUqMkFMgFGOG1cl7CJHBsfn633cJlkXzw21RRkMvmhb59sDFGYyUMUjGBACm9YtB3POxhwy3P5zGOBgf4xIVt7He72FtbBecJ3BiWx2QMPxHt0QBrAQNZbyv1j3UjwI50N/D+9ccPcW07HjTvTcaoFGrCBDfaGK8uEwKVVcY++762fxv/z3e+hi88exH/3isXE8D97Katd3WmBHB/V+E66fxOLHeyzYtpZw6cCtkUvzLHMdzkPBkvHUPG9nrA2DI4QrLc05IFzTRh2lXIKf8Y5pKpw1UTUO5P5jkTp3GNQKrOSSXSLBSEpnfUx4LdmMBTYnTZCUrHvZKSZe9URoVPwnWEIKv3OXWZe7Mssul43XmuIVHzVMFctw1kIsx1JpavrIWrjyghU8hkQ+sE7wfXLRp/B9tEY7VBOMGaE+x+vxfHnkqlMVSzMFxj0lx66QLYfj+C40FJGNgmlnYqNLfOF1OUsj4YG91HwgJLz2xcSI7pSKf86gOuoTQn9dpIGaFW9M106RNCU9+c0M63Ebx9NKv1DLi5ZiuuzBufNX3pPGO8t56xuADXXUb+0ZBrtVMhJarAGps4Gh7hxmZD/D7oTGdYK1eFXvxeYwPHoz42quuul4gl4smqLdWgv0EKGxUTN7cs8VvmcS0B3N/b3PUke513wP1zn/uckOZ6++23E8D9SW5o0ieJQBKB9x2BBHB/3yFMDpBEIIlAEoGnIwIJ4H5294k/6L/+9a9jd3cXL7300tmd+AnOZFpLfPv2Af7p936CR4OxkJnJpmVsViv43S/8GnKsDbcN7A9VAUTs1utgGftUVYQ5KoH2m1vbOB73sVdv4Pv7Ldzcuor73SNc39zF4bCDCw1Hp5WsQBqmUX5Ad8GGasE+YbrP9AnKOaesfKo6IC0bmd65gC7t48xSH/U72HPlZATYT71dt6Tf0YDVUQ6AH2T/eVqzPBfZ1lc3fc10RVORzeVPGPHsQ6NQZREGVXgcvvCvlRaCsUr6ApmKURblQW+A3WYYvLl9fIjrUbDaprmh7Jf+u/fyYb+N3aavse/d4sN+WGNeGNFhgrmm4eL6KuDOioFhBMx34q4ik14F/7mNyYn+LL5G/9bhPbxy7VLsE3f7+BhXAjENdtrvtrHTPF3b9X/7+u9jv3OMYi6D//LLL8OcDPCrv/qrSLsg5BM84kmXM4hAAri/tyC/E8udEi+UfyG+rJjFE3a7dzbDUlcMUL1t3HeqztAohSVNTuaMcU8ArdXCqpRVZ9YXkmFxjfNAvGErpV3CAHc2k0FnlkM5b68Yg/LYrDDKyMtQZZB3TmqtqxEzUW5jIlPRV4H9Ul6CqlvIZdLozPyEKAHnoN8Hj0GAmzhslGWmGDOUXINPbxy6aYDs7UwkIRqn5X40GWAv4sPRoixNJJZk2GumLQw/zWUaAyUttOtDYLpINFM2yEeMGV+PNe6Nz9JGkPP+vSpklgJ09ppXxeVVGHBtYnK7GNCh74yH2Kj6oDoTz3WX7c8kQjqVRsqttChlrRNN/HzaQj1PmTgKzABBzxIhSsMMiJRy10Of8e4B8xzLSFFQKZTBOHOMrEi7323horsu3GnfxyuX93Cr1cI18ZuCCYF19GeOF4tmzJGWy9iuLMRablhM1FPP3cZOzcJG5fFcQg9wv3LlCq5du/bevshntNeDBw9w7949PG0M9+eee078/j1Pjb8PP//5z8MwDNy6dSsB3M/TzUnGkkTgIxyBBHD/CN/c5NKSCCQRSCIQjEACuJ/d83BeAXeC7X/46lv4xtsP8NphG6puoJzPiRfnv/3pL+D53T1kZQntyRS5bA1DZYgUJFxZX8fhsItmsSTAjd5sInRuCbY/t3MNZP9l5JR4cX44aONScxO96QjrLou5VgyYn+YIqjj3guw0D6BWdOUEECDzbdcF7RV9jmLOB5DIqpyfmKXyQDRPc5ji/SmlYXwQoUtjtqpffk8NYU9zlv35nZhrupCc8drRsIPtgHwL+/DaPEY9+1EWwTMeJftys2IKECmqgU5T1PUA+577kh0+VXVUI0zU0XyEct4fO/s6hns2DCvMhGfyI5curDDIH/WOcHNnHekYIVtqzgevwbve28dHuLq1ylSnPjPPL8UYovYnY5QLVVjWAJsRveOJoiCdzp9UKkS/dQ97fWy59za67UH7Ef7ZN/8ImmEI9v9vf/YaruTNBHA/u6nric+UAO5PHKqVjsOZgaP+6VruZLmTxWyH2O3eYSgro6AYMHgOnoAVPnuNeJmnzmyCYpbs4VWGPE2h8xnqYq8m2JjwPM2wNWieSgPLkV50JVAoOcO5azVOBPDneowUTToeiCeY6hiShhsrnTKyJAD+YPUR5b+UGOCe8jjziGkrpUqysrwCvtGz5GIjbOqcTpHhHZ6LuT/XB1ZneY2JXqEnH/iMCVHNTMES99QB1LOc210tdW/fSt5aAeGjEjGWNoYcMEYV5tWUdwvo8Ael2njsNmXgAlVMD7rHuLzuJz7v0ww9UAnWGvcFyC2aq/tuumNlQkNbSGgy2WwuRey8bbKtg6a1bIWAYSvZ79RbZ0tTbsZ0Etieeaplcf1coJQr4EHvGIz1tY0GrKXzu6I9nmC9WsfRkImCJiaailImI6SIHJ3/lFh/S1kd1zco4RZvBMxzJoD7e5+73mlPj+F+XgH3L37xi9A0Dbdv304A93e6mcn2JAJJBH4qEUgA959KGJODJBFIIpBE4PxHIAHcz+4enVfA/Xv3HuHrr9/Fd+4cgPrAxWxGAO5pScJvf/5fRTErwzAX6MwNlLJF1It5HI46glFJgP3t9pEwR73dOcJ8kRWmaNc3dnG3c4ibW3tCL50awgRtyHRniTiBXkeHliZrNjSX6U6gZu5iTjNthnLekU4QTG1JOgFsCRR4eu8E6PWAWaplqUilCic3tjMhqOCDJEfDnpDI8Zq+mCETME9VlBHyAZCb35GproXMPAkuTNQwyFItLDEM6JqTUbhbN1dAntvHLVzdCrO87ncoMRNmeDMRouoLFHL+tXDMZImOA4al3nUcdFvYjWGJH/SOkZIsPL8XZsSfpt1umCZUY4lijO7z/dYRLqz7zP/gt+d++xgX1nfRHrXx3G4Y3LtzfIzLp7Dbj4Z9rAdkcKLfyH/6jT/EfucQmmGKpMFvvXIFN4rLBHA/u6nric+UAO5PHKqVjgRIbx8pMCKmmV5Hy3b0r+WYZBf7TLQJ1k6RjmFCTzNUVPPhuYT77Y8UkZxcKzpVRdHWmfWwE2A9B7cTxNaFxE24MeEoS0tH2iWVx0j1wfxagcD6KtuYUlVk4682yo3pyKVXwVImWrXI+bPpFDQre5KA9Y9nu9Iy4TM4+vGrZ+3OhtiMSFyNWSkQMKL29qLETlBTnZ8zQZKVIwaxWTL8KaOmozc3USmsozcbYr0cni9Lgo0fYKeTiS8xPj7LPSoRw+cnLS1hwV+XvPXWGyfNX7cC91I3FpBTvta7ZiyQEvrnzv2aayoKudxJ4qA3G514q4i1iOvgie47V376l0hCaoZVXqxgE/astoGlkF9zqhmWnmErk7fCz4V7UsqHXicSKKOjGm7CfDJArbQG+p7Q2HeqdETfK5s7OB46Jtw0OG9W1nHQY+XXDgrpOWAT8M9iMJ9jqmq417qFetHCl1++ietbq8mn+XyO7373u3iaGO6f/exnUa3Gf2/f+0z009+z3+/jRz/6Ec4z4K4oCu7evZsA7j/9258cMYlAEoGYCCSAe/JYJBFIIpBE4GMSgQRwP7sbfR4BdzIE/4+//Bt8//4hOpMZxqqOjUpRsKR/7vrLeGHPYbc/GqrixZiM87VSCc1SEfd6LdzY2MJUI2CTwr3+HFuVDWTSTjk42eyb1Truth/hxtaeC5qTfegw0DyzVAIwE825D+Ucy+mdf7dHPWzVHTbdYDZE0zVRJWuPzMG0q+seNkt1GIKOaRtL5jXkMmGzVJbQe4xNAvkEhTherx33eyG2dW86QDNqlprlmH1AxNMTDoIu1OdVFxLWyosTzYK5rkGSqCkcZpM+7Pew1/STABwLZVb2YmRjSnlWBoQFaQlGqAsThQjDlddHNimTFeWshlLeYRmyMVERlNHxPr/Xpr59fNn3cX+I9YCur//tsYRcg6e1r2iU9HGY+ax0MK0U8tkw+HRyvk4bF9bi5WRawy7+0Z/8gWDVqwsD+WwGv/fzz6FqzRPA/eymric+UwK4P3GoYjuOZgYOT2G5K6aJBb9Haf87HDwIwWrbjgem2e9Br4XrG+E5pjufIZfZEJJbjUL8cWkW2iiuAvU8ZinLZGgMXd2dywmetmfh41Lig/NlnFtYJb+EEgPGD5UxNsqr5pAkLAcBfyZxp4sCstQQj2Gzc62Zxpin0o8jK4cB/dZ4gJ16uLqIE7kkmZACoDbjUIwYkvIzyr7QXDzYOP93phqqxc2TCqzhfCJMQoOtnKfsWbiqoJKzMAuC8K7RdxCEz0gaDNuPt7bQkI+sCaP59MRMnOfk2nMhsPY86LZwOWBszSo2aqWzCUmjhYZi1nkecvISqumPs5JbYuwmoqnRzvtcLxrCENfQ5kjnnAQ675tX+RU0T6XEztS97rmmoJArYcbKrQxllCTsd5nU3cHxYB/P7Oy5IDyT97JYHyh3Q/b7VJsjI+nCgJbPRz5bQG86xld++GdoVgr4D37xFXz+5sXwvUkA9/c3eT1m7/MOuH/pS18SFQ6U6eFzlrQkAkkEkgh80BFIAPcPOsLJ8ZMIJBFIInBOIpAA7md3I0zTxB//8R+fKw13guz/6Fuv4o3DjmAQdyZzbNZKWFhL/Ptf/HVUCmnxwjpQTKxXKlguFyAAvV1vIi0BR6MBrqxv4K/3W3h2+yrudR1w/WjUE2apfL5ollorltEe907K0T2zVL6Q8/2GoHcmBZhL56XesAzBUPOYdjxG2dVgD4LvLNNn6b7pAuzUulUCQAVL5K8EmON3WmGddMegzQehCEZU8pXQS9dYGaNS9LVxCaQQSA/KFdQKSwwC7HY+VfWSp3X+/7P3prG2ZOd12DrzPN9z5/dev+5mD2w2Z1KyJE7iJIkaLJFUHCGOLBmGgwRO9CNALCUI7B+CAv+woB8BDCiDJRmJbFmybFhwooiDOEgUyW41m012s7vfeO8981zn1KmqU0OwdlXdqjqnbvcbb78WaxMNvlvDrl1fVe06tb71rWVhNGvhsb0tfK/VxiO7QYZ4b0qJmXVgBzgeDLFbC+oq0/zPNqMLfhRe77Vx2NgEyU+GHezUHDDbklEr2IkFghwzJfzDsjeleamtm+9vnfEAjVIQsHPX8/wHc49Z2Z/28dieHbOXT1q4/FpGqvnqmR+5//5r/x9eOnoVK4NsWROXmjX86kffina7FQHu5zd13fKRIsD9lkMVuiETS6+2ZAEU+huXz7S0YP8m4pQ78RKE/u1GizF2SuGM15Whw7J05FLevjcmS9TydvWPpIxRP4PlHouriCPMlNUSUlphrHzqnS9WGZEkWG+FjCGMl9cb5Ua0EMY8n/1EzDbVDjbqxfN9YceLsiWSwm3CpWsIAvsNrd2++E7zM7/t5awkWqC6VjUQJk3D9xjfV+tjY1LTlc+ZqwrmWh4TeYHdtaTlVJZQcbTS2QcZ3KICzNfnuo47t1tnuZuGivgaq95fKcZ91mViTkaDU6k2rue7e8+VjQGEbJwLuHN9Xxpiq+S9l2w2un2Ns0ky871rlM/QPyWOXHwJSxsiV7T30w0NMcegVTcIlNvJWL7f3P1pAL7jvJu7E8rC1TGiXnuhIiTYxlIHl7e3bWPV+g66k6Ew+b7a6+BCYx/Hgy6YuGiWtrDQVpjICr78na/jSvcIF+pl/M+f/jAO6t6z8mZiuN+4cUOwsd9sDPfHH38cBwfhFXJ3N3Pe+d6cW3/kR34Es9kM165diwD3Ow9ltGcUgSgCtxGBCHC/jWBFm0YRiCIQReDNHIEIcD+/q+cC7vzgePrpp8/vwK9xpJPxDP/qL57D1f4YK8NAeyKJD44PPvZ2vP/yo0jHYziZqVhqioB4L201AEvHcD7FpUYTR6M+hjJQzVdQy5dAjdhmuYrrgxYebu7jeNTDBYc955qe2kZx9qASMfW01Jys99nSXt6fDdF0ZGDWAQO/rvtoPkGt4IHVg5mn184PKZrCuVrsZPPPFbILPe33oTRFreiByzf4se7TsJ3Jc+RzhYAWL1mSfukYATRQB97RkBcnQJ31ZAyaboMwHEt3fITtShH1Nabmq50WHt4JfoQOZlNhBLfOtqK57FjeBLA646AuvXvJ+zOen5cs2K3ogm14FuB+1O9hr7Fpxsr+bvZ62KtvGq8SHOI41038JhKTAFXMFR3FnKeH778db/B4ISx+bjOWpvgX/+n/gg0UAtl0Er/6cx/GfkLByclJBLg/EDNIcBAR4H73FyWM5T5YyEinbLCyM+vi4pqOuHtU0zSgmyoKZ1STkCm+VbBZxlOFVUuU1rDnqJE8wU4Ii9yd35j0CmuUplLXqdyc2xMpjGQD8dhmZYtuUBs+LGlgwTTp/bG5TjNk5FObLHwmb2nemkikMVh4+9XyYWx2SnIxKRs8E0qpsJLLrdBx1x4LzfZg0pMxJkvfr8XO7fN8r61J04hkhAFMFErM2HPgybiLw9p2YADHoy4O1+bWfJrSXv4kh21G61ZvsYM4tNP3p9vhaD5F3fdOmy2nKDvG49yG78RsKnPq9SFMxBUNRUduiHMtpXMqOfs+4W/E5Yo66nbsqetv68Lb901QVoasdyaF7XeUWKfaALxp6kjHJOTSaeHF0ZtJaDjJoaEknb6HLcuAYaVERRwTTKJabjZGtWDLwByPbEk4mmjvVFKir0KmCF5D3gPTxQLlQlUA7rlUTBht8/xicZIHDPzfX/4PyKaS+On3PIH/4gPvOL0OLuB+6dIlPPLII6H3+oOyMALc792V4G+zD3zgA5hMJqAZbcRwv3exjXqKIhBF4OwIRIB7dHdEEYgiEEXg+yQCEeB+fhf6QQTcp7KC//PLz+L54y7qhRxe6Q4xnMv47z/xadSLGcwUAiYpIeUxWUyx0GQ8ur2LmSyJz+22ROQijcNaE+0JZVEaQkIknUwI8GIgDdEs1ZFM6NANGzxQV3Nk0/bHvLSUUM4XBSAdj1MSwf44l5aLU810P6Odxy37mIDj+QzVgg2YswQ9k7K14tnWzVKPBj0cbnmAMVmFpZwnUyBkWdQVCj6d4+NhB/sBuRNqE8fONEt17yah5y4H2ZidSQ8wVTzh01JnrAibZFJBOYPrvc6GzAqBbZYDuEZ07rFSCR1LbROgao/7aFaCwI5hrJDADMV8OfTD8uZggP16cB8eh8z/XLoYSDx45+oy+YPP0mA6BKw5HgoxX+WW08Uc6VQBicQ6a9Xu50++/gU8c+UFcT1TyQT+q0+8H//ZD78d3/72tyPA/fymrds6UgS431a4QjdeZ7nz77GaQDJuA55MQGWTYWxvu7uJPAmVX+E6znEx6ELSarS0kEx4yUcyumVNQsWpJAoOzmayqyH68pyXyHL24/GUdKGUjKZTfiRcqkY3ZGRDAPSlNkdxzbfCHvsKmWR8Y94iuzydSqArBYF96qrzf+utIAy6N5fT62NvjXlOEDeVjCO5xqxn4qJRCErcCKa9k0j25mZgtMwIbXK38frFwMosb862tdQTAjx2m6JRUiWYqFzp9pzpb+qKsmlejKlnvl3xPEv4G4+guivBxn3pY7LvSyRc6bVFgtxtNCi95Hvv3Rx2cNGXiOW9sHDkbWgEy1QMwXEfJDEoAAAgAElEQVQ2v7+JaVni2HHHkLc/GSCfySGOGfc4lYw7HnrvnflyjmzGZp6Ttd6sbAlz3Jls+6iwmutCcx/0OOlNRzioZYR56qXmLq72uri4tQu+xxgDRTOwWPawU21ANxOYKxq+8O0v4XutYzy218Bv/eJPnJ7z6wHupjAkAOLxN15y5M0GuI9GIzz33HN4UBnuH/zgBzEejwXDnXKKUYsiEEUgisD9jkAEuN/vCEf9RxGIIhBF4AGJQAS4n9+FeBABd579v/3Gd4RhKj8nrw/GeHznMn70yaeRTsRxYzQXQAdNVC/U6+jPRlB1DZe3mnj2RguXdx5Ga9QR7Lybw5aQbxnNWXLegGWtEI8RQIgJzXay11kKzg9wstaGEqVUbLCcH87bDtiRTZlQHIbcyjFLdcGC8YKMdpuxTfY5TVVdRlJr1MOejzl4POzhsOGBx+tmqZ1JH9sVTyKFIPdFH7udz4a80gRA4LZy1sJkjWG+bpYqQIcQY9OxNEIxV8V00cGju/ZxX2m3NiRmyOyzrDgSDkjhHnsyH6PksPz8d20pu8m45/qTEYGGTUb61ZMreMcjlzZu/HiMGtGbxoTc8FrHNkQNawSaXD1e/3oCFO3hER4/DC8hf7XdwsXtw9A+CSL926/8kZALes8jB/jp9z2Ji1v2dY8A9/Obs273SBHgfrsRC99+uljheGDTsDOpBPqLdZb4YsOQ0+2JDGGC6utsbXd9TxoJdnkiEWRuc72qz1F09LnXR8Y5jUzysJZOrmCZLlBlYamnoeicSwi4bpqHsg9pOUVtDbTmctMyRBVV2Ph1w2Zn+1smFcfSSENa87XgNpS6ck24vX1sprgr9eIuny4l1PN2Itjfbo56oprL35jcLYVo3mcStoQM5WA0M4WpkkQutYKqBxOi/Vkf2+Vg/NcNTnk8VneVHKY5/yY73TYx9UDfzmSAXcfrhNuId6xpIuXzJaEsGium3EbZmH3fPpPFPCBpIy1lYZpNrxS2dZ35pUpQ3Es40ORVcjxNmABh4sGtAOhOvcRvfzpCQ/ihWJCXPTRKOZFstln2uvAYYVKIiR0uF+94Jyl+pdPCpaat2y6vVihkcqBEXCmbRjK+wmFjB+3xCM1KAzcHPezXd9Ea9lDOV8Q1GM8XIvHBc/v9r/wnXN6u4V/8/Z86BdDDAHcC/c9cbeFLL97A9d5YVFrtVAr44Scu4ocev4hcOlza6d7MAmf34gLu73nPe1CpbMq/3e/j327/DzLgznMh4E6deTLcI8D9dq9utH0UgSgCdxKBCHC/k6hF+0QRiCIQReBNGIEIcD+/i/agAu4E2f/dMy/ir2+0cHM4xX/9kZ/GTjmPqWJrqFNvdSrPkEkmcLHBj9kulFUM1dI2VrqOYiYjyr8Fqz2ZRCK2goUUsklNAA0EgAi68wOcRqiuLvl4TjNSWw7GD7jnU/ygtpl+NHB7qGlLnJAFSAagq+PbGvVPAXYy6ZaqcgqOK5oqAAeX7b5Qlsj6AAQC+UI33gdKHAktWA+gJ1Nwy6dlyzEU0pQpeH2zVNuM1ANFaOSqUpaeUJihQ1sNsV+vYTyfo1YMai6nkzpkdfNDvjuZYKsS1HqntMFKj52yC927mYCbbibF8fyN10lbWdC0ES7tBAGfUhahcjVk4RvGJguf/VLPOEzihutY0p9KpHF5u7TBCuS1Mqwk0mvMfnesb9kx8OjOJguV6yPA/fzmrNs9UgS4327Ewrcnq/1Keyn8M8xYBnNHlsPd2rR0Id1xlvxBLKYgGQsHAzkH0OgymQiTeTKFDrff/NkbIUFQE2EeqQR5U3FTzLdTRYEJj2Gtmwtkk5umqzR5BVah8jFjeYytNSNRjsNmzHtJQQLbM5VVTZS02oxlLmUEqpHcLSjNNQ8xTxV+I7kgg5w+JQe1TY+NpbYQoK+/0USWsRvKaaycBEQmoWNlBvXvCYBX1/Tyu7MhdhwZNbfPhTJF0ScHw+X0QtmtevGliXgykQqA8PQm2XeMTrmPX4aNf4vffawY8CUvTkbDAOv9iAlr3/twxmo0B/wmEK2x0sLZn9JuVScRLt7nkyG2nIQCq9gKOfsdR8DaX5U2klhZl0C1UBTmre7793q/LwB0tqE0E3IzkkxZpZy4xwi0X945FFVS+UwR3ckJasUctkoVnIzGwhOF8nGsHkslshjOOtgqFRFPZLFQDfzeF/8Ie9VMgOEuyzK+9rWvwZWUoRnwb//ZN/HX19sYzxXIqiZICbl0EpV8Fg81a/hvf+IHUC+Gy6Xdm5kgvJebN2/i1VdfxZsNcH/sscdweBieZL+f8Xq9vj/0oQ+h3++DiYwIcH+9aEXrowhEEbgXEYgA93sRxaiPKAJRBKIIvAkiEAHu53eRVqsVPve5z4kPjre97W3nd+AzjrR0jMS4+ts3O/g/vvwsmqVt/OQ73yfYhcejGRCzsFUsoZRNCT32aj4PWdPRm+t4dOcQ17pHeIT/3z/GIzsHQmt1u1ITEjHaSkE2nUV30j81P+s76/mxz8psMtcVTRHAK9l0GkH1ZPKUWdefTYQmPNtVlr1v2wagBHi0lYGso1U8kiYBrfL+dCBK0d1Gtve+TyO3Nx2cAgLcZjy35WX8zMHeLKiLnowZ0Aybse+21zZL9QJfK5gYSh5QT8AsZo1RK24COZQbWInjeK0/HaNetjVs/Y168sP5Zgl0NW9hELL8uN/GTm0fkjzDfj0tpFrYCICnhCzBZl9XOy1c2ApnqZP1uq5n747veNDHdnUbU4mmqUGZmivtNi5sh/fJJMJHnjCQCvNojAD3N3zeeK0BRID7vbs804WO3lTDYBEuyQKczXIny5gmo+vmyhydvFJFJQuByLDGRKlhhss8lXL0xQhnuVOOppDKYKJkhZa22wisJ+KUJtvsc6FOUfHJern7UCc8n0qEJBQsB3TPCLkYE5Q9sycKw1yGnBPjsEIsFpxMknGap5ob/d+OeaospG+CYCvB4JGcgrU2jxqmJpKPXrMgLeco+9jrXEeTVj/gz+oySm65THNuQzD9oB5Mls7kqWByu80PjrvLeDw/W75D4N73jrzRt+VY3HYyCoL2Q4nsdO8dJBLeDiBPIH20kE4rFk6GXjKc/ZEhT7NTthv9tjA1ZVsoEjKpAlarPsrZNLKZvLgmTESXnIQEzbq3HfPUa70uLjR2xfu67CRkbvS6OGjs4mb/Gp66cAFXuh1cau6BEnL0B+mMhyhmSzCMGXSTiRYdg9kQjYKEX/zgO0/Pdx1w/70/fw6fe+EqutM5qvksStmMGNtC1TBeLFHOZfDUhR386s9+4DSxf++e/tfuKQLc722kP/KRj6DT6YBxjQD3exvbqLcoAlEEwiMQAe7RnRFFIIpAFIHvkwhEgPv5XegHBXCfLRU8e72Na70RZM12ebvaHeF6f4zP/sDHsF0uCDkARVeEQZq2UrFbqYgPzJdaJygX9qGsFDRLVSzICMwXQamXRqmCzpjA9jbaQiPWZuG5uusEjberNsA8mvPj3f63/0P+eNg9Zbb1uL2P0U2mm2uytlDnyKe9knbqtdcd8Jpg/1JbIu+AIbzHycbzs/kEAOBjGL7aPsHDPq1xghO57N2bpfL8OB7KrrAqwN/qBQI+RoBNmk9ZmPkY9O72xwQPHMafu4ySLdRKXu+XPHrqzLqGrf5jDqZTVBwmYntwE089ZCcwXjk5weW9CxsPA48hdJ9D2LLZpAVJGMVuatom4zpkR1eeUjgPNYunLHdNJ4PfQN6nle8/8ENbJp7cDwf1uN3zzz+PVqsVmaae39R1y0eKAPdbDtXrbsh545W2geEiXFOYkl3pBKU7wjWlmYwLA8dZuWRYCSEZFrYvJV2YXHQriYIDNZBKUPZlc/iGSekUguDBih1uaZhzZJKbTGDdpB59+BwyXU5Q9/l1uEcczifYKZfBdMJM8fqcyuNTuTH/6GSVpqFBvXWup5dILr2mkW7oSMSsDTmbToi+O2VQLEf6hkkFwyL4n0I5Z2CuBq+ZZclIxIPHOhFGqcFE5LpWOse5UGcoZr2YCna5rgrJF7dJ8hQlH+DO5WTrF316/NSo3/Yx6JkQT/u03w2Dcm92EpyN701WY6WSdqKAlRFMSLvrR3Obee42ss5d828C8JOF/duAjb8Ltms2Y11mcjeRFvcXt6NsDlnqsjJCPKZiz/nd0B5P0azUwHEpuoFcOmNLxTj93BzaFWmsuNuv7YoKuPlygMNGA3N15YDgKdjJhzpOhi2UcjRYLWFlxvC2vSkeanpxdQH3ixcvorF7gP/p9z+Hq70xditFYbzqbzSYPxrOcFAv4R/92A/iHQ+FG42/7kN+hxu82QB36qPz3fCgMtx/9Ed/VPjCHB8fR4D7Hd6T0W5RBKII3F4EIsD99uIVbR1FIIpAFIE3bQQiwP38Lt2DALjTEPX/+dbLuDGYoDdbIBGLQ7dMvNoeYrfaxGd/gGytJPrzpTCoqxeKUFcyetIYh9UttGY6CMLu1eqgoehF6qZObMYdwfl0gsZvSZwI/fSm+JimzjobmW0POQx11yyVoAVZ7WTCs/Ejvu5IrLAsfdspnaf2a9NnaEewIOXIFCzUJbLJzOmH0ngeZLtTGsbPdifL3gX7eUyhCatqKGY9QORmr4VDHwOb4FcyfmdmqeWsuaH7nkpYAiinJEs2pZ9Kv+RSQckaAVAoSySTmQ1z0e54gEY5qC3M7SmXMAoB6fqTIapFjxlJWZ1kXEKlkIe01FDKB6UU2Fcpa2I0D2e7WqYM3drcxx3DwMfoH0vUqrfBpattxja8rDwWs/ChxwmunP1cRoD7+c1Zt3ukCHC/3Yi99vYDycIrnXBpJe5pmBJyqU25Fq4jizseIyjsHWO8XCAWs+eA5WqKcnYTiOY6TZdQWAOj3V6o126c6rV7fWvGCrKWRDKxOR7TpHRMOMCfT+vQ9M2kAt87eaeCyR8lmo7SvDuR4NznJRtM00BcnHNwvqK8WC5NKbLgMSRlhsoaw5zHoZb6xXpwXtVNJiCwYRrNyikCwbF4FbGYrS1fzFASLXgsVhuYVvD83felP7EhNNrT2UAihHItjZJd5eW2a/3WabUXlxHwJ+Dsvkft7Sip4oHyhqk7SRQvZjQOr/iSGtMFmfLesehzsuPzOZksxqgWvKqs3nQiQHE2aqNz7C5DmJrrl513KN/xVtw2Umejv4oLnI+kISoFOzk/kgY4rKeFCWxnwgoz+1692uVvh31xLw+lOaqFEm72OzjY2oNhWpjKsqgWuNK+iYtbJQwkCQ/vHuBatyO8R/rTqTD11Y0FStkcSvkMHt1O4WLd0yHyA+5XF8DvfelbkJYqDuqbCSSOaSjJMCwLH3v6YfzDj7/vtR/ke7zWBdzf/e53o1oN3hv3+FD3pLsHHXD/6Ec/iqOjIwG6Rwz3e3LJo06iCEQReJ0IRIB7dItEEYgiEEXg+yQCEeB+fhda0zR8/vOff8MkZQiU/+E3voMXjruQ1ZUo4SYWs9R0vNTu42fe/WHs1ypQ9SQmSwk6QZJYDBe3toQ8zHfbIzy+9wiuD47x8PYBToYdXGjs4OagJYD0zoQf0duYynOUsznx4TJZ2NquBEkE0zuVQncyxG7NLk2fLKaoOqXmI2mKeslmzPEDnfu7bLqBkHex92E5edWn73ujT7NTj2G2XvpOc1ZXK57791lOLozb7Ma+60XvbzII56qCkk/L927MUitZc0PnvJY30ZdsYKhRJJubTEJAWdN+5/qjfgf7PjNXd9ytwQDbPp1ed3k+Hc6SP+l3sV0LMvE6ow6yKQ0Xd8LlXeSljFRqE1QniEXQLUyDncmEpRbUlR9LYzy0XRT3AMvxKyFmiRz/Qc3E2y+czW7nNhHgfn5z1u0eKQLcbzdir709n5fnbjA5F74dK4yq+fQts9wnS2LUNiBuWkyqrpux2scxyZ6P03djkz1PVretRBVcN1UAwwLSZ0jVmBYlcDbB+GyKVTRhSQULsFQk4kF2MT0lRrIVAIbd6Kz0uZAoWW/daQ8HtXWTWAuyJqO4psMuMaa5TTY+Ndvdqim3/xdPOtiuXlirBuB7jqaswfikEyvo5rp56iDAOme/rNbyJ4S5TFouUPYlRCeUbykGDV75Pqa0itsoK0SA2u/jUUybmGteMmDdcFVWFshlvH7Fu9yXlGCinNJrbhPv3qZdJSXeVYMeDhyjcu5bzHim5kcDGyBna48oM2cnYFc6tdFtbxbDMkWiaLdsYKlaUHTb/JXv/Irzzn+lfYLL24dCEmiuqiJRzgq1h7YPwSo63rJMOhdzRSFNUy3WcL3bxkFjH63REHFrLuTZyLL/8OMrpJJ2PPyA+zO9Jf7dX70oljdK4RrtC0XDRFbwtx67gP/hb3/gtR/ke7yW4PArr7yCNxvg/pa3vAUXLmxW0t3j8Nx2dx/72MeEfjsr5yLA/bbDF+0QRSCKwB1EIALc7yBo0S5RBKIIRBF4M0YgAtzP76q90YA7JWP+5Lnv4RtXToTJ3FLVwdJofrgSJPm7H/ykADeWQhs9gVQ8JqRiaMq20GiamRdGb9TYVnUN5UwOykpDJmWbpS4UWyP2aucYj+wegAxqfrzwQ3o8H5+C3td7LVzesT+8yahztV35sX5hy/4Iv0k92aZdgm4boCZPQY3rPVujlY2AFJl1LjhOhmAmZZers00W1IL1pGEIQrBs3rQ8MCSfZlm793d73MOOU7bu3h33wizV7YtjTidiWPokZnYrZHWbGC+CIA2vzUJRUFgz8iMAUcgWNxiXuTVTV/eY86WMZILmgpts9fbwBh6/sMk4t0wVuhmu83ytfXImS72as9DzsdvdMUykFhJxE3uOfu/mk2fhRx4zQPPW12oR4H5+c9btHikC3G83Yq+/fW9q4UrvbJb7QqGUSjhTHaCZqX0MXZUxt7zEIqFYJhKXZ4D5sGSkEuGAPE1Z4z6ZqeVKhWqQaUt4V0MivlmislzNUVrTPHfPnpU0S20zFqVsUBaHcyeTBiYlcUIMl3VDRdqRQPH3NpqPsV325E/cdQOJMiubPhpzRdpgvysrm33utle6rDCicecUNSdpfPq+yKywXAV14wXzXQvOv7rBGAeTENSR3/JppbPP4xG1y+33odv4bq77JF2mQic9yMZeB9jzKTPAvmcinLdHwmGeE6Cnp0o27Y1pyES47zgE+8kwZ+P7nxUFfD+zHQ2op+6N82Q4wJ6TFB5Mh6g7mvFM/lNaxk1gtEa9UwCekjxjOYmdkoZ0woTkGAaTjV/KlTFXqNWfEe8y1zxVkhfi9wl/b7THI1iWilTcwMVtarkP0ShXoWoWBtOx8H0pZROQFBXzRQt/78OPIJmIY7lc4i//8i9BSZkXxiv8m794ATRO3akEExtu/KeyIiT5PvjkJfzKp37o9R/ke7hFBLjfw2AC+PjHP45r166h3W5HgPu9DW3UWxSBKAJnRCAC3KNbI4pAFIEoAt8nEYgA9/O70C7gTobPU089dX4Hdo70pZeu41//5fNojSXxIWlrgCeEVuun3vUBXGw2hVknP+STCcqdZLFTKeP5oyNkUlXsVRun5qjXurZJqmuWSsmXnWpd9LVQZMHGI8jumoLK6gKFbAFkJ/LjNp1MCqPOTNo2S7V1XZMOcK/gZDQSZeW6YYrtcg4LMSas8iwxrkI2i3iMBn8euHOlcyLAfrexrJ2l5acfyfMJSo6GuQAMaNiaJIjiA7qNOcyEB2BlkjZj+3XNUvPWht7yulkqj1nOhcm0WNivEpAJ3hZkAm7Xgjq/3OJauxVqOnqWnMy19jEOm5vMst54gGQijYOt7KmBqjuC/niEqq8SwF1uGCam8hIlR5/XP2L7+oTrxxcyBsi+X67JLbj7b5dMvOfya7PbuW0EuJ/71HHLB4wA91sO1S1vaFoW/vo6zULDdyG4mHHMj8O2ME1ZMNmlpQkjFmR/C513LRzMN032G+5cHIvppwbTlAWbKinEYvY8bDPZw1jBFnST8l+bGTUC68uQcdBAmox6N1FIkFS3XAmNpUgirjeDILYjN+atY/woURMEt6lLTh8Mvykp91FXC+Q3JHUo1UUZmgKuDyXUS3bStzfpCTk2fxPA/1pCgLIvFvXxE36WO5OvQTY847nS6TnivdfmiowCq8Z8FQeUe9lbY+0b+hIJ37mvA+wcIyuQ/Oz7dQm2dVkZyr9QK91t17rt04S5eBf1OqdSceL9r6pirGxMnB86rHveZWTqk3nO1hn1sF21wfmZPEEha1/XTJJJATsxsVpNUM2nhI58Kr6CatgxudplVdueqKbLi8RzDNe7XRxu7eJGr4WDrQPc7F3BUxcv4Ua3i4PmHq60Wjho7GGuqFgsB0J+h4UV+dhN/MwPPBkA3FGs4Z/9+6/gaDDFxa2q+M3ib0z8UMO9XiRR4Z342NsfueXn+V5s6ALu73rXu1CrbSaM7sUx7mUfk8kEzz77LB5UhvsnPvEJXLlyRRinRgz3e3nlo76iCEQROCsCEeAe3RtRBKIIRBH4PolABLif34V+owB3mqRqKwN/+u1X8W/+6gXMlyoq+SxK2TQd95BPZfCp93wY8VhWMNayqYSQk1G0hWCvWaigLw3x8PYhhnPKr1SwVKmZWsBYnqBRrGAsTFDrguF20WGpy6osGGzUcSfznU0YxTkl5zQ726nU0ZlIGEoL5NIlAcoTfG9WPCYmGXa1ov0xfjLgx/S++DfN/baLLDvXMZjOkE4lwOrwWtEGy8kOV1argLlcbzLGls+I9SY1Xn0l8emkra0u6tKdRlBqvKaJThmEhTAMdZplIZEMAs1nmaWSVbqusV7N2zrv22XqGXvdtsfUsQ9KIbByQF1Zgqnnb6w80M1YwIRVxMEwMF9qyPs06t39bnZb2N86wHB6grcceszE12LEH/c72Kl7MgL+MVTzFnqzcJNHatlTasHP7Pfv+4OP6KiFS8IHztMF3MlKSyTC9eXP76mOjuSPQAS435/7oT2xcL1/NstdEXrs4Q+PqitYKTJi6TBjRwuFzNlgfgxLJEPY6vb8S6ZxGmN5iVjclvtiI7DMSpZ1LXWuSyc0mFYYiG+B/hUrOqGuNVmdoZQtCI8QeVVGLGbPL8KINUQ+RtMXyKY2AX9pyUqATZY7+3d9RtxDM3FIc1jqfvvbjWEPsVgBpbz3fuJ8nIh5ZqPu9tQLT6+Noz8dYGdtPi+kaTAdnMek5QSlXFCb25Zi847LZAE9L9JJD8BPxxRoVjAJsQ6wlzJkjXtz9DozfmXQHDV5moTgcch8d4/D97NdRWb3cTIaYN+neX+t1z6tQKM/irqyDU/tbbvYq9v3oWkyu2wv57tS53Gde208n6LsJMa7ozb2azkB4ot0biyJ9miApqMtf6Pfw+HWDmgsvlvbEZV1msHrl4C06GOv0QDZ6CQY5DMlXO+2hIFrKrbEXNXx4vXn8D9++n1YaapguJMQ8eijj+I3/vjLeO5aG8pKFyx3khPYSAIYSLLwfrm8U8Ov/52PocDfUufYIsD93gabgPurr76KbrcbAe73NrRRb1EEogicEYEIcI9ujSgCUQSiCHyfRCAC3M/vQp834H6lO8KLJz30ZzJo+vb1V49xpTcSJ0zWlts+8Ph7sF/fwcqIg+XsZDU2y2Wk4hZe6U6xXdkWH/az5Qy71QZOhixv30Zr3MdhYwtLlqCnUoKF2J30sVvdAnXTXaO3wYympY4p2nwiTP5GiyUsK4VsuoS4kJzxjE6PBy1hdMbWnXgf1vy7M+6Kj2o2RVsincycAjD9aR+5dA4rXRK6xsAKWz7gvjsaoelox3N/w6ROrB4A5Ct5a01v3UIidu/NUi2fpA3HQmY6QX0ywPMZAhwxUNO+4iQa/HcpkwRhmu4EuwfzTbCbpoRTOagdzP5YiZCMZwVoTR3dQlZFMWczEwfjISqldc1jexTt4Qhbjpnt+tPDhMVcOQtwZ0IAwthwvdXyFn7w0RC0LeTxjAD385uzbvdIEeB+uxG7te1pDPnsdYKS4dvTALRRCNea5h7H/TFqlaAkidsTn725ehbLnTrv4WBiMqFjpRuYafkNcH2ujFH1mW+6xxIAccLaALK5PgYlVIqGcxPNXxdaFnBY9NzeBvZplBoE8LmcUjo0//Y3moamE8ylBucnJpbzazru9pzMOdKLi27oOJmsUMhRVi0IkI+lQcAXxJ5fpyjlgxIv2moZkGsR7yFDW2O90/DWgG4Gj0GDVjdZ7Z7XJsudiY6gf0YxQ61z75z5Xl+JRIKXMJ4rCxR9CRsC3vRecZswHi97YD/B7UMnsc4IUSvdTXTzvVX1SdBc7dDjxa4yU2l2nvIqytJxHYpuv5s6oy6aDuOdBuvub4DhtC9iHscUsExsVbZEAmAkzYUXCJP8+41dsYzjKOdLuNo5wcXtQ1zvHOHh3SraozEe2j3EzV5PrI/Hs+iOToQcHqsJPvBYDIe1/CngTiY2KwF/8z/+BY6GU0wXNGlPCE8DdaWjmE1ju1LAP/joe/Guy+HJ51t7su9sq+PjY7z88st4szHcmcigZM+D1j75yU+KePZ6vQhwf9AuTjSeKAJ/QyMQAe5/Qy9sdFpRBKIIRBFYj0AEuJ/fPaGqKr7whS+ID463vvWt9/XABNe/dbONk5EEMtzJ9nrppIfBXEY8EcN2sYhSnjqocXz6/R9HLJYVwLluEkRRRem7osfRLO9iKA1wUN9Fe9LBQX0HE8Fyr4FGdNRn7U0JsjehqAQTCIDH4JqxqStN/E3z0++12rCQxVa5CVmhdrtdCs1y8rIDzhAUIYPMLadnefiFpv2xLi3nKGQJ7jjMuv6JYGe7rT3sYNdhz3HZcNpBOgnsVAvIZ7O40m7h8q4N5LP1JkNslT1QmaX86WQcms/sjqzsiRwEPiqUhFljvBezFqbLIJDzemap7jg8trwNgDSKhog/kxCVosccdbenXq3f2I7LhS58KuZI3wRvLTXdWYoAACAASURBVIL4U3kTBD/qnWCv4Wm398YneOLiDrQVmZM85032eH8SLjPDI1KHeTgPZ5yTvSotyRuNYb+mb7Dc332JWrlnM3j9ZxQB7vd16rirziPA/a7Cd7qztFRFUpJyMtlUEs1SAd1pDDeHZz0jZKlLKIZopKu6iv7URM0xpF4fIX0tmChbZ3Pb2/GJVZFcMy51142XlHUJMrG5juxlyoatG6tyHQ2jJWUzTmQ4h8m7cMvjEd8Rm9JapjlHOoTlPlcmKOc22ey6MQ9hv1tCxmTd5JRSYm6Cg+Tm3iwGK5bFQh1vsM9n8lT4m/gbE7oW9A1N+ZUuC71xf6Oh6spYTxDQMNarYmJ/BP39lU0ExuulNd32WwDY82kT8muYp/ZmYzR9OvL0Z8n7zFRbo36A1f5qpxWQcqM5qcvGH8yoNe/JnuTF+Oz3hLSYoJCz1y2WC2QzdpUGWfX0WaFhKs9Z5FBiwHzRxiXH/+W438NufUdUskmKbXJ+rXOCC81DDGd8d9bA3x+DyQCHzRKSiQy64zG2q9vCRLWYK0HXJZEU2S328fbDUgBw5zi607kwT33+RgdLbSVM5jOpJB7ZqeOn3/sEnjgIT0rfm1ng7F7ebID7dDrFM888IyoHHkTA/cd//Mfx4osvot/vR4D7/b55o/6jCEQREBGIAPfoRogiEEUgisD3SQQiwP38LvR5Ae5XuyN87jtX8L3WANvlIrbLBaFB+uUXr+PFVh9mzEIyHkcln8GHnng33rL3sCjTlpQ5CpkUyrk8OpMhFD2J7XITS20mmOPxOAFhmvCx3Jyl3YRjiMnoiMdTIJN6KUrjTZCRSRbg1W4LmkFTtRJoaLrvSJEMpl3x4cvWm/DfNvtyuhiiUrCZdNqK8gOxUy3cm/1jXGx6APFUlJ3boAqNXWOIC2Cfjez3ZDIjwHmWyPdGbWyVszjY8j78B9PJqZEr9+lPhmhslPtbkHyMbdd01TA9diBlUuQ1jXeyONWVDVe5LcwslevqBRN9KQhUH9TI/CMIFjRRTcUJVm+y1Ql2j9cSA+ybQPdsLRHA5dRhl5bLUz1dLmPCwdCHyGViyGXCdWHJrt/bCmf0FTObUjnuuRNk683sc6SuPWIecMj9aJbqU/F5zYcyAtzPb8663SNFgPvtRiy4/ULVxLw9nMuYLVXhiZFJJ1HNZ3FQr2IoVc4AxgFZZWVPUKOcvUsq55Ec9NUEuWwQnD19Pgsm5iEgONfPlSlqIX4N1BWfKjGU85vANvejefJc3YxHMk4tc74/gnObGOtygtqa8aeyUjBYxFDObhrDUmc+zDxVW9H4c9PwVTeWyKY2l7PCaO5js7uj5txE0H2qpLF0dMUlJovXwHXO9EvF9inxt+60i701D46lOkNh/TqYlOUJSsFIyylKa0kDGnrv+/TUeVxNp8SLt28uZW74ZKwD7IU0Kwa8JKwt55I4TWbz+tj69q7ki/1Odc1UmQhSV+qpiSyNy1kl4Opf+2VlGI/eZIItx5xWW82RTLmybwZWK/P0GraGfew4Jqt+lvtEGqJcaIiqBlnp4KCxLSRoDCMhKrSutE8Eg533ZMoxByfoTzk2gvDZFLXz47jQ3Bfyc2Sp18tbuNY+Eu9ITV8ihy4qqyHe+uhloTXeGs7wpe9cx9FgJmRl8tkk3nZxB2+9uI0LjfB7/u6e/lvfOwLcbz1Wt7LlT/zET+CFF17AcDiMAPdbCVi0TRSBKAJ3HYEIcL/rEEYdRBGIIhBF4M0RgQhwP7/rdL8BdzLDX24P8PtffR6vdIaCrX1Qr2CvVkK1kMVfX2vjSneImaJBN01YpoVf+YnPIpnIC7A9BkPIrBQzKaTTW4jH+DfZ5jkslDFK+arQPTWsLGoFMroBAhIEm13NW2rwshR/urBwczAWoD1LwKmrSnyFhnFk0CcTCQHIG4YOQzDLbdkCSZ6I47Ad9W3zMzYCAPPlHKW8/aEuLaYo+oCe4ayHesljQPLvmu/v434Le/U9DKZtXGgWEIuZyKeLAdCnNx0FJGjOyyw1GY9B1YPgU71gIJW0oK4ZJdJccF1PnvEgw54a8OuN+vMDaXP5WBqilN9k55nGHLu1bKjOOpn1qVRuQ06BxyRLf7YMGsu6Y0lSwkCPCX15t+0xoUCtfABPHxo4rN8au53bR4D7+c1Zt3ukCHC/3Yh528vqCs9cP8HxcCrY7YVMWoCEXM75jyDfXvUQymoTVLd7ITg8DxiDEpSca/acqSijgGG0f6TU+bYNjzcbvTIS0E+Tme4W/fkKiUQeiZgpwNr1ZhuhhsdDoW664+vh34Jmo5Qncxt11PuLJCwrjpVOsHzz3Mns97OvvX1pqL2enLSg0RB1rRKAiVQ3meofTzED9OdpqLp/DqV/h+dL4m7fGXew78iducum8uxUasVdxiouVpb5jVoJJNua8d4cSWY3kxJ++ZrxfLbBaI9jKZj3/sZ3l/+dsg6w816hD6j/eDQlXfniZRhLxOMeE38yH59WpfFY00Xwb/qN7DomrkL3HTFhhM52vdPGxW27usz1Vsll7DH3xn1sVex391G/jf2GndClEXvdkbGZy1PkszbIPZgOcNhII5vOiyRHKlWEJMvIOoD/dfqybO3hRq8t/F56kxEq+SrG0hEu713AlZYtN9MajaBqK8BUsdvYwh9+8Y+R0Bf4pQ+/DTcXwBeevwZWmiiOqUo2nUQpl8FH3/Ewfv5HnnYICOH39/1e6gLu73znO1Gvb1bB3e/j327/DzrD/VOf+pT4XTEajU4Bd865bGGJwds9/2j7KAJRBKIIrEcgAtyjeyKKQBSBKALfJxGIAPfzu9D3E3AnM/KP/+q7eLnVxwvHPWFkV0inkc+khKHXQb2MUi6L52+00RrPoBkm3vvwk/jI294r2O2GuUI+nRRa7a2xjK1yGfFYBnN5JGRN5gqN5QowdDIKM0gldWF+R0BXUmIguOIyJPPpGK72VMiqgYqj5Tpb2Aw1ttligGrR/vdgyo/tpvi3oi6QSedPP3BoEtes2KBwd+wx3/h3a9DCXsOTh1E1SgvYxqxsC4WyKx7bsDceoFm1j8OkwkQ6xkPbTaQdcGe6mKOQLwRAEDI016Vj7odZapgMCxmJmh5DJc+EhA3CUHtX0WNC393fCK4s1hj2XE8TVQLd6yx5rjsLuK/mDSEvEWZseqV1jIs7F0IfGN4H/RBgnxuTwd+dBgG5RtGESYGhlIUPPWFAFE/cYosA91sM1BuwWQS433nQn7vRxkutPiRFxaWtqpABc9t4sURnOsdbdpooZS8FKmf8RxwvRtgpeyz2uWpCN23QlKBuKYuNJJ67P6tQwhjpXE/D0bqPed6dTpHOOJrw1lwkbTebhUI6/Hij+QTbvnH69zUMSq7YYKyFBCZLG7TVDQmZpDfHu/tYloxUchOI5xy3CGHYs2KrlN3sZ53lTjmyySINMxaD7pMZ43F7U3qJBCVuFMfLxA+kc9ulJqGwdjxFmyGfCVYblDNGwMzUjvsmy50gftV3LZgot8uDvEl03RjVrrViQsVLHKxru6+z4ONMwPsMbpeqIpjo7vn5Ge8ca3vcD8SkPfLe2YqmIoYkUkJmCBC67rt2Mp3yLzVHcoZGpNpKRyadsXXa5zOhB89/L9UFsumCMCvl+VyoW3Yi3pGnOR72sVffPjVUZcJCWRnIprPojEbIZTKAtUCtVBbvRRqv7tX3MZnPYZmSYLt/4zvfRDGXQSqdRm8yB0H2fMYmA/A3lqrp2KkV8ZPvexyf+eG33fnDfpd7vlkB90ceeQSXLl26y7O/N7vz3jk5ORFmqb/5m78p5IR+6Zd+CTdu3Dj9jzI4jz322L05YNRLFIEoAlEEfBGIAPfodogiEEUgisD3SQQMw4Cur9Fov0/O/bxPU1EUfPGLX7znGu6maQlW+7dvdITBl2ZQf11HLZ+DrK2E9mijmMPl3Tr604Vgv09lBf/dj38a+WxNSBFQdoUMP8OMo17egySPUMqVxXe8rCxQL1cwng3RKNcxnI3QrNaEkZ3NbbcBd4IbqXgcran9Ud0ZtwWrXHysKl4ZvapJpxrkU7LmnI/t3riLbYchSM3YXMaTECBD/bBpA+xky9vMe0cawFKENrzbRrMhqiXP4M2WnvF0hplkogSN+Iq3ZjjYquNmv4PDpieVYpkmEol4AGhZLCVkfWPi8cq5TSkXW/c9yCong5SM7rPMUv33YpH7OxrxzZIBy5FfIag9DDFFPcsstZo30XdkXPz9U9P9LDY6pWkohZNJUfbFA3BWBC80M1SmgQx2sinDgH3GOJkI15bfreq43DRxuXnr7HaeRwS4n/fMdevHiwD3W4+Vf0uy2P/ilRv4XnuIR3fqSFM0fK2djGfCwPktu49gZYQbpArDUGsp5kab3U5g2XuOKed0lnQMpTV0M/xZJCs7FadJaUJIT/XnQNrRITcMSpqEG6vSkDVMr52AqaxIKIdI1eiGjGyKWulLaKY3b5NJb7dgdo5voGza2tBg5zEySYBVV/4Wg4lkgmBtsB+ev6rb50+2+XRJGZk4mBxcn891Gp0mPQkWt/+5PD71I3GXDaQBtn3m3VyurhbIpYPyM9mkuVHpJKtB7XT3XVrMBcH6TEKFZnrXIBGzwEvplzSbSGNUS36psBXP1BcaS5y3X8t+OKNGvHcNKPmyV7cT12xMnNQdY2++k2nO7lar9abjUxkZbnut08Ylh+U+lmaoOJ4CwuxUsoF1thtd711/vWdrsrN1faaq0mKMXLaOvYoqzlFZxTFbTlHIVsVrfTiTUC2WQQ8YVsmxz/3GAVqDIzxxcR+vnpzgYGsPS03HbDETyS162vyvf/gvxTNAaZztakGQFfxtvtQwmsu42KziN/7Lj6NeOtuo+M5mglvbi0Dx9773PbxZGO6z2Qzf/OY3cZ6AOwF1klz4u/us/375l38Zg8EgEPR0Oi1+ozMx8Fu/9Vt46qmnbu2i3OVWi8UCf/RHf4Svf/3r+Ku/+it861vfgqZp+I3f+A3843/8j8/s/fUY+MvlEtlssALmLoca7R5FIIrAPYhABLjfgyBGXUQRiCIQReDNEIEIcD+/q+QC7vwh/+STT96zA1/pjPCvv/q8kJN5eKeOm8MJ+pKMZjEvyp4J5hBg362VcFAv4ZmrLVQLdfzcD35UgA6mqSOXTmA0l4Q8TKPcQCoRF+xzlmbPlyOUCzUsBNuujOGMbPGG/Xe+AjKsCYIM50kUHB1vkwZvpi6AH0WzmWlsBPeLDtvPNmKjvAuBaAuyKp9q4HbHXTSru2IfVVPFBzAN1NjW2e29UQfNmr0tW3fcOd2Xf7eHbezWPTb8WCLD3pNT6U+o755Co+IBC7PZAMWiByywn+vtFi7seP1wGcvu4Su757JbNks9g5lOUKw/8wD7wzqZepQA2JSeIdhEYHzd8I/xzCRjWKib1HG7/01Aj2xzaWmDNId1A0viMU4T0jQhYD9XE9h39dnXb2q/dvv6up2KgQ89QamK23sUIsD99uJ1nltHgPudRZtVR1+/eoyRtMTl7XD/BFnVcDya4anDfSTj+6HyLzz6QqXmegEDSUEyGTQ0ZZKUILTuYtdrw63kTcghrHBuNl2MsFWqYCBJSKSCc2MMMhJrGuTch0lcgr9+4Nc9JPtr+MBcd7nQ6VbnMFB1zJu9QXI+sZOFwVYvhi9nMnK23LwmnLM2Ew8WmIykeexMSZ+ainLZuuQXezStxQazvzvpY2/NB4SJj0QiKA3D/RWNuudBwJb6667UljtqjVVljpa6eOeYumCZu3rpXJaJa9CsoHxOLsU53JtcZwsJ5UJQB98yNcTiHqi8zozvjAfYcSrDeJzjQR8HDe/azxaTQDKbyXhXBsZlqNeKdnLgZGAz0N3WmYywXbUT40eO/Av/PZiOUXMSAwtqsgsZszhkRUY6mRXnPVtQYsa+t7cKMnQrLYB2xAxRedca9oQvzHQhoZAjo12HumLCKInh7BiNUln8dmkPuiiX6kILXlWH+Ob3voVnXv4u0qkkLu+EP4ftkYRSLo2/88G346fe/8SdPfB3uVcEuNOY2TwF1Akqr4PqBNtdWRh/uHn/5HI5AUL/wR/8gfj9+e1vfxvPPvus+P/9/f03RMf9ueeew7ve9a6NO+NWAPdCoYDPfOYzoXfVb//2byPlk+m6y1sv2j2KQBSBexSBCHC/R4GMuokiEEUgisCDHoEIcD+/K3S/APf/8I0X8cUXriIei+GgUcG1/ljID1AbvJhNC8Ov9lgS7Mh8NiU03P/OD30S9fIOlqoEw1ghl05hrsZE6ftIGuFicx9TfkznCwIs0PUVsqk0VromPkb5kaJqS2GURq341iQpgJWYowtrGBKSSfvjnhIy5YINcEvy4NQUtTUk68wGsJNxBbpps3DIoFQ07dSg7ah7ggs7dvk5W8dXqs6ycZagu3qwoPGnMOSzgQb2xWWxmAdGdEYd7PgA+vGM46vicMsDVjqDAbZ9TD6WxFNH2JWgYd/TuYRCvhTQ+Lwds9RGwURvzSyVMSTg49c757KHmjqGDuvdf8cK1nvIcjLVR/NNJFv0b21KJLBPSr90pjbQzyRKKW+IhIwwe03GHGPYtefFIhuQDMNwTZhCOlxbnr08ua/jXQ+t0U9v4XGMAPdbCNIbtEkEuN9Z4I9HU3z9yrEwSqWcTFjjPH69P8FTh9s4qF1EbxZ+LALWlFlRdDKGQ8DpgnkG69yWmmJyL6wtaZqZjGGmZpBIBJm/QtYlEc6iXCr05dg0maS0VzymI5UIAsWcb9qTWajHREl4hmyOjvMV5/3182VlEefT9ZYjI95hs/vX0QtjNE9iIcy/vUa5mfXkJSuZ5kLKy2t83+grVciY+JukjIWOuL/N5DGqhSCoW8oamPtMurn9TOZ7OLjveD4OGH4zTWoZKuJ+YN5YIpHwpHYIUEpLiWkQwexWVzRPZ4K9Jt6XNIdNxFnhlIRmrKCx8tEyxTXie1Y36SVgin1K+Twq+YL4m4lgmpuLsS7mKPlAfcFq37Erx3h5JvMFKgVbzoca6xccxjvlapKJ9KlefW8yFuNiOx50sdewE+odAumOlM9oNhOm6fz9slc1hTk733uTZQKwDJEkYUVGdzISJILr3RYOGge43jnChWYR86Uqkv8E9Ck5x4S+ZSn43/7jvxHM9gvNcGPU6ULBSjfwiXe/Bf/wx94X/hDe56Uu4P6Od7wDjYZXzXefD3vH3bsM94cffhgPPfTQLfXDb5PXYqcTUA9ryWRSgOln/UfweZ0V/jM/8zP4xje+AWrN+xNZtzTQe7TRlStXBJv9/e9/P973vvfhD//wD/Hrv/7rt8RwJ4nn+vXr92gkUTdRBKIInEcEIsD9PKIcHSOKQBSBKAIPQAQiwP38LsL9Atz/1Z//Nb760g3sVkso57OYLRXcGE4xXsj8Doe6MgTLXWifxoBSpoC///GfFXqu2mqJQjYJfkTG4lnUSg2QtUZ2+m6V/6Y8Sx1TaYhaqY7WkNIrO6A+Kw3sZI1GYnnoZkKU3rua57mUBkVPCxbSytCEJi8BFurN0jhVgOrqEvmszXwnc3HsyLCYxgKIexq7w+kIjYptDDadE4jxQO7WoI09x2RNrKcZqKMP7/Y7Wnjgia6rQrPeb/KXjC+h6jYwoesjpBK6OFf/R9n1dhD057Zk5e07MjfuXUT2+HBNy5zAjH8M9rY22LFplkq2+KbJ6U7ZgGZsMkXJSp+rm9sTmFrXnxfxOIPdLgwDTUDzaRUf1ChNRBAubPz2WbyWdjvZkpvnbe9Hr4CfebeGvKMKdDtPIUut2+02Pv7xjyPh07m+nT6ibe9PBCLA/c7iSpkKAu5Xe2M8vrcVasg4kGShI/22wx3Bcn/uxtlSTMmEgdky/OFKJZiAtAHQzWY5oHv4edwY9NEoB6t83PmM1T6u9rp/b/ppVPLh0hthLPehNANiZZHY3UwYUBfeludab4K1HlLRY2uzb54P5yd/FQ99JFZmEnPFA5DdvZiMnC7X51nK0pC9HkwYqOoUuTV9dl1fIJ1ei4GlO+8h71w4D/PC+CsClupSAPj+99FkMUXNkWBxx2goQyRznoGmtlLRm86QSlJ3PYdYPAdqx+cyHsiv65pthstMudPSCR2K7p2Too6R9e0jLYYo5hswDA3phIr9WhrqShfvDvZFY1dXHma+lJFJZwVDnc1vnqquNCCWONV1P+73sN+wfQFudE9w2LST7CfDLnbrNuA+m49RzNvjn86HKOTsRH7MkrFXTUEz7HcY45dN6pirKcyXEzH+0YyJn5r4DcGqg2ScZqm7uNHtIJfOI5+roj24jq+/+AxYYXdhKxxwnywU0KD+x979FvyDT773zh74u9zrbwLgTinL1wLUKacS1giYr4PpLmOdywm432772Z/9WXzta18TgPuD8pvin/yTf4J/+k//aQS43+7FjLaPIvAmiUAEuL9JLlQ0zCgCUQSiCNxtBCLA/W4jeOv73y/A/fe/8i18+bvXUSvm0XA0RXuzudBz707nQsOdH4j8jE/E4vjMD/0oLjUvQ10tEY9TYiAJE0UstblgyVcLFRwNWnhoe18w4HPZPDRNQS6dFQy5arGEb1+7iUblEPPl7NT0lHIEs2VcGGGqwhYgJj6KKw4A3ht3sFu3P6i7ox52nPJy01yJUm8XZCCI64LvLB0ni81tN7vHuLBta7qKfsh485WpjyVPE57rqSHsB563igb6Pla5YKTrZMJ7oMdR+xou7dZQK3vl973xGI2KB1RQr1aw8DMeg9CWccEGGFQma3KNhU5w6CyzVMbQ36gtTB3kgzo1fr01lO/ZBIGATMJmY4bJOAiAfo1ByR711QxmLKgLTJbgdsVCJkU9401Qn/vFEQRn/ONOQsHSSWSsPyUXGwZ+5PE7846IAPdbn3POe8sIcL+ziHPu+MtXj/DSSR+5TAq7laCpJxm1V3ojXGhU8K5L+8IE++U255DN41GHeywnwbnNXynj35IAcri2up1Ek7VNNJ7eGZ2Zhpqj2b1+5JHU39Aqd7cZSgPsrOmYc52sLkUVFt87bEtNxXKVE0nRWsGAFDJXCfBb3gTcOe5FCEZH1nqYTI7YXrXPk73RoHWwSKJRMDY022lATUDe/57gfgtlJEBcf9N1JSABY6+jxjy17oPMd4L+Cy04t5YyxkYSdSZPUV6rEkjEKZ/iJZPNlYx0OoFkMi3ui+UqjfGsh0bFk3GhOXo8lkDMB7Cr2gyZtDf3p+IKVMN7r9FzJZP23oXaiia1XvKgSLNXheMwoa1mkJUpGuUiXCmZG70uLjTt9/5clpHLeMboZK/vbzns9dEA2458DSvpeD3IUDcssu5XInb0q+G6VNL2KDDNhEhaKOoMqVQZF+orkcydKQlQUkdSkiKBwUQVgf/2YIit6hbawz4SMUUYqMqqikalidZggKWqQddn+H+/8XkBuK8zofmctkYSaoUc/t7H3oWPvuORO3vg73KvVquFl156CQ8qw51x8gPqk8kER0dHyOcpcxgXQPtZ3lHUUCdw7gfR/QD7/QDEf+7nfg5f/epXIVEu6wFJ4keA+10+JNHuUQQe8AhEgPsDfoGi4UURiCIQReBeRSAC3O9VJF+/H+pM/vmf/7kwY7pbDfeZrOC7Rz1Qv/3l1gCvdoaCsfi2izsCsGH77nFXaP6SfSYrNhKRTqTw3/zkfy5YeeP5CIk4MJUNNCtbwsBuPO+jnKsIo0uy6HZrDfQnfezwI3XUw8FWE9+90UajeiA+hscSGY9NaKsFMo5O+1aJQJANIoxmA9TLNguNpqi7Djh+0m/hwGGH90ZdbDtAPCUABEPNAcCpz77tsNvIil/IMoqO0d5CXiCbzQk9WzaanxXzHnBAwMnfF7cppMmC9ACORtEI6I+TkU9GYTKRgK5PcHGnid54iMYaWHTS72LXAQrcK38vzVL9d9NW0ZZ6IYS+X7dL5dnI3AxjsVdzFvprLHt7+3CZGfvajEQlw3qbSSc4dCQB1tel4isstHCzRGkhIZ0qBCoJ/Pt/4mkNW6XbM0t193cB90984hNvWPn36z/t359bRID7nV/3zkTC80ddXOuNhGkqQb1kIi7AwuF8iUYxj4e2qnjvw5x7udzC8zc3n6FsKo7OLIlm0cA0RO+cI6RW+Fk67pxnhOTKmtrTXFGwMktYGQvhvbHeKDuSjNOQdJNhSgmUZjlcKmcmj06NNycLDVbMTjZwvqKnyHqjLBbBXab7gs02T9V9VTr2egvZFKCt5ffIJnclZwiydWf2uFnRI4cw5cNY7kKHPeuB0+54Vqs5MqlgjMjmd7XJ3e0IVstr8jX5FJn3wfO2TLsCzd84Tr7L+J5brVYYSAkQK9ThjYdAfbUQTKQq2hTZtJfEJlid9TPyLfqvxAJzN5MIyaR3fEWdI5O2rxN/d2SF9rx9PUxLF9VSTNavdElUtT2y7yXJ26Oh+D3BRrkX+sG4/SwV5TSJHQfvN/uYk/kIpYK9HZP4pbz77zEKuboYA68l340XG5oA3LmMsaHx7Um/g53GHk56/D2xh5N+G9u1XfTH1/Dw/kPoTSYCeK+VmhhMOviLF74CnmO14FUWEEQezxVBYHhou4p/9kufRD4T/v6781ng1vZ8owF3xoL3XJh2usta57dFWHstuReueyMkXQi4f+UrX8F8Pn9TAu5bW1v4lV/5Fdy8eVMkNagFz3MqFoOJ21u7u6KtoghEETiPCESA+3lEOTpGFIEoAlEEHoAIRID7+V0EF3CnhuUTT9y52daN3hh/+tyr6E3nGMxk0EyPYA01fovZDJ483EalkMV3j3voTSTMFQ0a0ZMY8FPv+2E8fuFJISWTTlHflBItNUzlGbYrdWRTSfQds9TjQQsXt/fQH/exU9vCUa8lPmR1wxIscwLTuXRGfCBN531USzRTo/Ec2XXUeOdHekoA89KCeqtFwRijXmsqmTwFzjXkAQAAIABJREFUZsazMWqOXms1b2C0cAEbCyyLTzusQLLiXf1WXrXj3gkOnLJz/n2zc4zDHe/DPk2pGMNj4hGg2GCPE4D3sSiHkx7qDiOQ4PtweoxcGgENeR6rNeyfMvTdO+hem6WyX4JfrMZXHQCG55BNE9SCABfWGZfCRBUxaA4o77+7hd57iPHpYDJE2SfD49/nuHOMS3sVFHKbAFt30Eet6rEn/fvdaB1jf/tC6MPFhMwnnvY5st7mIxgB7rcZsHPcPALc7y7YrEqi+fVYXoJJVd0k+J1EvZBHs1zA0xd2hN+G215qmRgvvGMygTqRkzDoN0HpGFHXFO6vQBmv+RkGqbUCK2E8MF9dqVhoNLiOQ1ZHqKxpj7sjULUJCtm1Shmx0sJSXaAUMo8sVAmVXAELVYZm+EF5C2Snh8nHKOo0/DjWHMnk5lzFJOQsRFaGlUYrI46TiV8WxkIxY2G5BvZT3z4sAaCuJOQyQWBLWoxRKQQTDLpBZrbtf+I1C2mC5GZwGauU/PJetgSZtx2vaz4FTJQYZgrHbu8/mnrvL/cYs8UYVV9VAmOXzXiAO3XY6dHhN94mSz2b8ca/Liszkfqo+EzF63l6jHiJlmJm5YyL5pY6htMuchkLF5tNnAyYuHd03QGM56yac4xVex3sOesSMRWaYcsiKaqMlJPQ57/TKfu9LsmTU4mcas4QY+D5XGisMFcTyKd0MQ5qy+dzJei6AUWzZe0WCn1ZKB+XQns4wG59D9JyCRgqOuMTfO7Zrwr/EhdU5+8sVmJsV4v4ux95Jz789OW7e9jvYu/7DbjzvKmR/lqSL/x9tN54b4cB6uyPjHz+9qWO+4PWPv3pT+NLX/oSFovFmxJwD4sntf1/53d+B5/61KcetHBH44kiEEVASKGF2TpHoYkiEEUgikAUgb9xEYgA9/O7pPcCcCfA/u++9h1876QvoNWdahH5dBJHgxm+1+oLcJ3syJ1qCdQFHs+XMFnea5go5zL4pU/8PDKpDEbSEIapQ1mlcbi1IwzRhtMhHto5EBru1IwlIL9YyqgWi5gtZLQnKrarO5jMx6iVqmj1T3C4fSB02nVDRSadQyVnYuYA2O1BC3tbtt7vUfcIl3ZtMJzA+EXn3359dq4zDPWUyUfwfSJ7JfOtQefUPI0/U2haWnE+1KkPLysqCjkPYJ/LEgo5D/whm50sQLcJgzVHN95dNpgES/C1lYb+uI0nL+0jQTRLsO0kFNfMUpMxAjdBGRdhNpqIbbAVb9UslceqF4IMfC7brxnIZywMQsBzguqDEHZ7OmkDSG7lgP+uv9k5we6WZ0rrrmOyQ9djkOZDvOWSLQngthhWWGrUwt+UmlmtNGHIxxL+sPbDj61waSvEyfAWH8UIcL/FQL0Bm0WA+90HnX4bJ+MZxgt77mYSlBIz2+Xihra7tLTwwrEHjOfTMbSmHnhMCa3ZGSx3zn/KGXkvSqgk4xZMp+uprMCEPZealoFUkhIrm6bMZEJn0+Gs3960j/2azWwONvpHyFBXReg+iRRuQ1+QMJa+qs1DWfb0C2G81qVAeC5kPK/XA1CW62SyOd6tgnEqa+YfK7dfTwDMl2Nhuu1vhqEL4DedDOq7r3Qyw4MJASZqpTUfjnJ2U05HMO+1mADoe1ISqp6AYTDB4IH9nLMpseKvMuiO6HNiy7awcVy8hom4N7ZaXhcyRG4zjAViPh+VdYY7DdMp6+JK02SSHsOdfXD8wrzUaZ1RGzu1fciqBEUZYrdWRSlvx8FvnjqT5yhk7MQ8rxeT+vxdwUY5u7yTzJnLM/FvbrNYLpHN5MExyEKeJ4b5Yoh8xkSpUIRhxIWud2dky8m0eh0063s46vL3yQGOulfxlgsHWKoG+qMBKqU6FFXDv/3CH4i+aRqfz6VQLeRQL+Xx6R96Kz7w1K0Zf979bBDegwu4v/3tbwfZzbfb+JvNBdTDWOpcFwYF8X1/ltQLgXbKwaw/e+LaSZIwJb18+bL470Frn/nMZ/DFL34Rsiy/6QD3X/zFX8Qv/MIv4Omnn0alUsErr7yCf/7P/zl+7/d+T1yPL3/5y8KINWpRBKIIPFgRiAD3B+t6RKOJIhBFIIrAfYtABLjft9BudHwvAPfPP38FX/rudSEz8Ohu0NizP53j2ze6UHUDlVwGimGgP5ljZZii7vtvPfl2vP/x90JjeXgcaI9l8WFuwcTF7X0BtFsW5WXqOOqf4NLOPm50jtGsNPDScR+X9x7GcDbAliOvIi0mqBSrIEjdrNlMZ79xKj+KKfEiZFqUhfj4ZfOD7Eddz4y0P6E5ql0qzkb2oQuIky0fj6eE1AvbOtudYDwN0NxG1naj4n2IUj6AxEK/3ECdeu4zDxRIxQkakFHuA/n7J9hpHKA/buHRgy2kkglca5+cJgzc490vs1RbBmZTOuGwbmC+pv3LsVDvfZ3Fz+WUQ+j5ztUd91KRgVgaiRAZiHbvBFu1A2FwW8oR1PCkChaLCVI+Iz3/zX4kAHyv0sC/Lp+28NPvIVPwzp+7CHC/89jd7z0jwP1+R3iz/+8cs3KHRsTAXE0Kxrbb8mkmQ88akyVkqZbh3oTCYJlmo0zWdWcEpb2HtpSlKXYQTHaPErPIEt2UWaHkDIH8VMhcY5oaFtqmsWoywXmbYPn6hGEhZhFc3jSGNa0F0j6NcXdcTEb6detZiXU8TqCci22YrVKexDI3qwP4fltP0hJcjycs4UPib+1hBweOCai7PIwNn0mYWJnBOT4Vp/6+Xa3EJhIgMaAzS4nqBbfN5eGp1Ir37uthy1d5ZFeipQPJ0dGsh3rZq04qpA0sfNI2QoPb5PXykhGL5RSFnM9I1JLJsz8dC7XnWQHHxv2ZlNF0e6yWyfeMl2ho9Y+EYfbBVg2GYSKT8aREqKW+W2e1HKXOvAT4WBqdVmLNFiMUHYPY8WyAUsHeXlEkpNJlyIqMGBJIJWaYywoOd/Zx1O1gr7mHicTzqGIu27I4JBqkEyuhE79VbcCKpdEZDHD15FV887vfFM8VJZzeerGJ/+XvfxKF7BsjI+O/t14PcOfv+tdipxNQD2tMTLyW5AsNS8MA9deb9SjV8vWvf/2BBdw/+9nP4vOf/7yQyLlTDXeC9i+88MLrhSKw/nd/93fPBMNvVcP9rAP+2q/9mjBcpbn8n/7pn97WuKKNowhEEbj/EYgA9/sf4+gIUQSiCEQReCAiEAHu53cZyJ5h2eqdSsrQOO93Pv8snrvexiO79dAPP0XT8dy1tjD8oqzM116+ie5kLj7bf/Hjn0UlX8JCmWKlW0gkyijnc+jPBuKj8qDeRHfcwX5jF3NlhkI2j8lsJljmlIWpFCvojlui9JqaqnVH85v77NZ3RXk2AXHKnIymI9QrtiY4Ndp3G/bHvR9sJwBD46xsxmZCk2ntSsKsVgpSKYIpNuBAU89E0mOrE6gnu95t1Gjd82mqH3dPcOAzVyWr3M8IJwDP5i+jb5Y22eT8GK+W7CTAYNLFxe2iAEL8TPr7ZZaq60TRGJsg2FTLG4Jlmc0EASHq0/srArw7m2BQ7FSWxn/H32wfY7e5CY7TnG4mSSg4mvjGaoLtLTv+jJ2sGIgnNgE37jeeSSgXfcCM74DvvKTjrQdnIoC39DBGgPsthekN2SgC3M8/7FPZwndPKH0RQysgjWKPhVUycyU8w8Wk5uIMWRnqX/N/ZLUO50EwmebLBunFIXI1ZEdnUpuAO8ciK5MN889UglIgaZEENgLSKvb4z2K5m+YcqcSmfIy6mqOQ3VxOmRjZSS7Q3Jrm2boZRz0ERBdxy2+y6xkTQ7w6gvEUXia+BK/7rmv6jLa5jOxyxAhkB+dOzt3UGve3YtoQ1VFktLNqwTDjAriOJzyQ205iAHEf2D+RBqiWgqzn4ayHZsUGpdmWCs3QPSNULmNyxmaI262QXkFSPXB5thii7Oioc33JJxvDv6u5IEuerHlXZoa3SsxYwErYSffpnFUBNei6BknuoJBNnv5GaA9oqG5XVBE4T6doohuD+L1gAqlkSvzbMAjqp2AaGkzYCaHhpI+qk0gYTYeC+a6pfRzuHIBG5/OlXQV30htgu97ESY/+Mbto9VvYqqRRKlRxs9MR77Z8poTf/ZP/HSud1QpAJpnAT/3gE/hHf/tvBa7TG/HH8fExXn75ZfFbkizmdXBd08KzaATM1wF1P2OdgPv9aA864P7zP//z+LM/+zMRxzsF3N/73vfimWeeua3wfeELX8CHP/zh0H3uFnCfTqegrAznb8af90nUoghEEXhwIhAB7g/OtYhGEkUgikAUgfsagQhwv6/hDXTuAu4sqX388cdv+8As6/9XX3wOL9zs4F0P21ItYe2Fm108vFPHDz1xEf/y88/iO0ddXGru4Sd/4MegG4r4byGYkJoA4OvlCk4GLWxXasikkpDkGRqVGnqjPmQtD221QrO2hZW+AmIsk08LmZWd+p74IM5mMgKQz6YUqLoNnvvlZPjvg6at2epntB/3Wjjcts+DfVMbPpO2GYsEt7eqnoxJIW2dshAp88KPa35ssy2WC6Hz7n4osS/DtIR0jtsodeNnJhJk6c+CAEchE9Rzny3WGH0ATro38OiFbXHObrtfZqkn3WPshDDFCZINZnFcaBhY+gwCK9lwmRlqNRNcWm+sPJguZBRym8Zag3EPlWJQn/2goUPR46LyIIwtL657v4Otmn2t1xtlHf72eyl5dNu3fmCHCHC/u/jdz70jwP1+Rje8byb8KCtDcHMZUvXCue8sFnsMpvDc0M7IgdXyFo7GfGA3AXvOoVIokE/tFgXJxCb7HFgh6QOHmeilNMpCjaNZNDGWN49TOoOFz2osGqjGNqRtyKLXqXq+FjALuRR10AFZTWDhxCoet5CIAcYai57znBQix8OYzNbOW9PmyG6A/NTBXiC3ZjCrrmbIZYJgN98hfjNvit/wndeZ2tIxbpMWA5SLQTCdeuq1sgemE9TnO9Iv6UWwvFoMmmIb+hKJpJcYWZeVyacNUTHhNd4kvD6OOappCBCbeuhs1Gq3JWbs9fb+3tjj2hBGyh67kIJRJBQc0J/v+2xax0GzKdjxqqYj5yTiJ9JEAOFswxkT4HYf0mIkDFPZckkDkvr/s/eewbJk5bXgqqqsLG9PHX9N+6YxLQQCOYyAJ0B2np68ECAvjexDGr03LyYm3syLmImJmHiK+TExP0bSSAiEE3pYGSQQ3gto2tBA23vvOae8r8qs9BNrZ+VJU3Vaffuec3Wbzh3RcE9l5s6dX2btXbm+9a0lgb9nSUxgsp5+LJXSFhRlDDmto1Gt49HDA1zYPY/LLVdORpipUl6mdYi0ZAsZPf6+KRU30B+P8aUHv4iHLz8oJPmYTC4XMnjrf/xJlPPr5dJO49svqgtMMwSiR2VfuH1dI6hKQP0k2ZenCiZf63V5gPuNquH+0z/904IFTub/v1aMojG+VsCd/e3t7aHZbOLw8FD8O25xBOII3DgRiAH3G+dexCOJIxBHII7AmUYgBtzPNLyhzq8VcJ8vdLzlY1/BVx9v4nkXdyAtNcWDJ6Hm732Pt/Csc5v42Zd+G975qXvxkfsewau+7ZXYqW9B1WcYTFTsbJyDaakYTodoVOqi5Lw/6Qp2+1wdClOy1kAV5erN/hH2GnvL/9+FSeAdDuS0jMOljjvHQI1ZggZ88eaLeFqShekpx0npGrLSyBbzXqRb/c4xq416qvsBxjpNVksFl1EdBcJpDFcLlMNfbh/gXIDN3uw2sbPUjhcv97YmZFOCoBGlWoZzH3AvUXs+ouc+nnZQLIRBZ9ucIpVKo1omEOEef81mqQIQD4P/JkvCNU0w9IItI5FdzugnBNN8d8MW5qmUICDrPWqi6sbPwThybfw8CQULc1XGgdvavTbqlbBu+2bZhgWCWYm15oE8rtntorGUF4p+s27fsfCiW9YDBVfzLYwB96uJ1vXdNwbcr2+8vbN1pw7++bH1Ei9irnbmwBqZFR5Puamg1ErwCrLpBHqz1WSdmPdyNpSlmXP0qpXFcIXJ7u1DaRePVU+w3zMsJQN9vaa8AxqWku0dbY49g7SG5Z5NazDtVUanKyuTxGAeviay6IcrcyQBesqihM8rgPiA0bY7Js7I9B8JJxkmswGqxVpo2NRDl5eJZW8D53LKbHH+5hxPI++xmgoZpXJfy9KF/Jennc7PKLVSL4fBdJqUbgTmb4Lwlm0IMNlrw0l4HaXJrmvU6l4vQfGczKoAf22qZE2MFz4Iz8TsRkC+ZkYQPO+PJSezgmJ5vL2AE6jY6gya2FwmZ+nBohmmIANIyblI8t+09Hlp9shCd9cixth0XLA7lzYFcUB8biswHLeqwWO5U6pG0TTkMjm0epdx2/42FG2BXJa67jaUhQE5ncFMpR69DN0ExpMruPX8zTjq9sWxTCa896PvcpMAhoV0Kolf/cEX4adf/ryn/EVnX4ZhCPmSk2Rf+Ls82sjyz2QyAlAXHjbjMfb397G5uXnMWl/nqfKUB3qKB9KM9POf//wNa5r6sz/7s/i7v/s7sDLgWwVwJ6GiXC4LI1g+K/x33OIIxBG4cSIQA+43zr2IRxJHII5AHIEzjUAMuJ9peEOdXyvgzpesv/7sA/jiQwco5mRhmBpt/amC7niOF966j5956d144HIbb/3Y1/CCO14Cy9Yxmk+gm5IA2DerdWGc2hv3hFmqadIwytV0748NZOQKTIusdur4yhhOe6iXN9BaAvA893g+RrVYgaaR4eeOR9fHkGVXUmQwJlPdBa0POwTVXZbNZD5FMVc41pVt9rvYrrv7zZUxCnlfkoSAUD+gY24ac6QkXzJgMBmhWvJN67rDHhpVn/GXTijQbR9YJogyEzIKPpDSKIX13B2bbLdEyCAvk3agLsFu6hunZRoLAprhwi1eu1qzVMOiOWEYcO8N26iWw4A3+6cJYmvkg0VkmSZSDmoFJ6RH742FMgGTgHld8HkpZCwMI8CTG3+CWPm1hqi37Zhor2HLu/d6sKIn7J/PwQ9/uyE0o6+1xYD7tUbw7I6PAfezi+0T9Uxw9BPfSJ2YCJPMIZKZ9TJPZLkLzfIIi90FwyVU8wTI10nSOCD7PGoiKsYpTDnJPl81VRbguc41xZV1Cc591RyTtqvnOllWZoH0GiY9q2mE9nvkmigl05mmVjThkwkmZVcZ+Q0C8fPweGiNnUmH5ch4yZRUmQQY3fzMMHWkk6mVuZTmocVIZRGNRql5fiAqCty41fIGxmo4kWJZU0hSmCGvanPkAwz7mTpBMWAYzr7afbK6/eojg14uKRqf+tfHMXg67OL8OQv9gJkqk7R2QLd9sZggk/GBPOqpB+VsgrIy7C8vaZgbLmAuquNkVy6G7aBzKFjnXE27w0PsN0oo5QmOMy6mAMeFtAvXYSPpJgTSrgwO12tVd/ehWXpuaa5Kg/a9zXPQdA1MoN9xgVrubexu7uCxwwOc2z6PS80D7G+5/8/fEbKkY6aoqFc3oRsO/v7THwCNZ5kQSCYS+MEX3YH/4SdfGvo6kgH/1YebeOiwJ9jwtUIGz7tpAzIT4YvFyn8EQ6ONcXgi/XSC7R6gTtbygw8+KIwyCbjf6O1GB9xpOvrBD35QVBZ8qwDuf/u3f4sf+qEfwm233SaMVOMWRyCOwI0VgRhwv7HuRzyaOAJxBOIInFkEYsD9zEK70vG1Au7s8MGDDj705YfwULMndNprRfeFlSDvRNFwqTvCTVs1vPJ5tyCdSuGjX30EUvai0FjnS/hwbqFerIEv/ICN3Y1tzNWpAFxK+TJmygBzLQfHMZDN1Jaa7XuYqVPx8ss2mvYF8B5k1vUpAVNzAeIJ9VmXrD7+2wPDW31qubv78OX24q6rHT6eTVHMl45fvCfTHsqeBq3jQEr54AZNN4PgT1eYo/pGqy6Q7/dFZl82DSwC+rgEUdoBORmPXRjUc5fsETT4ID7HSY33INhN0L1RCScDuB/lAaIMSoIIEnXUI2xJAuad8Soo1RtSizb8Is2X9FTChmGFpRIuNCzodgKqvgpUqcp6c1MC8SMh37B6zJXmFew0zq/9YuxVTUyN9YzXS0eH2AtUGgQ72K9ZePld185uZ58x4H795qyrPVMMuF9txE5v/8v9BB44XP/dhGNDTupAwAQzeGbbniKTDuueEyznPEawe7JGWoXHi20n6MPTa+IkyZmCDGEU2o+w57PSAqa9CnwTQKf0y7oKHuqaS2tMWjk/B89fyACXehJSiTkSyVWNd8ehfnNYKoRa9caaaWudeSoTDJznoyC/oo5QDJqNMiltTJANyMoI4HiRCoHb4v5ENNv5kWlOkU6HAXcCwjsbYSmv8cw1Nfca5VhoiB5suj6FLPt9MWkwUv31JZ1iBRXXJ4/17oiqNU+uhqC3YahILzX7+TuE2ynxxsbjWSHgxaSYXmCq+zI2NEXdXCbkaXReK/tr+WDSQyqh4pa9PTze9M3VCfKnl8mjas46XmtbPf4GcY3TJ7OJSNoPKUeTd2Nw0D5CJs0KOwk7jR2MphNhAjtV6DmQx3AyQqlYR7t/Cbfs7WOiLNAbjURi4KNf/JCQuaF56o9+1534tR94gQDRyVK//7EW3vf5RzGcqlB1C6wyTCcTyKaTeM5+ES++uSJ+2xAsP0nqhUA75WCerCFpq9XC1772tRhwP6Xp83Wvex0+8IEPPO0A93e/+924++67cccdd4Qi8fGPfxxMItBc94/+6I/wpje96ZQiFXcTRyCOwGlFIAbcTyuScT9xBOIIxBG4wSMQA+7X7waR5fPJT34ST1XDXbx/2w4+fO/DuO9SC5e7YwG052QJC8MS/z7XqOCuc5u4Y7eBv/vnb+CRoxFe8vxXQ0rZGCtzaEYK+Wwe5UIOM2WMZBKoFavojjrYKG/gsDdBMV+H42hISzlhjlor1dHqk322h4XQpM2LF0Nqs+9t7gkGGsvV+RJO8L6Qc1/gaYxWWzLPpwqN7FzWNMfJv8sFdz/qunsGp5ZlgLCFpwtbyVkhI1ACHb2A/Ip7rG+eGjVLTUGF6QQM/BxK4SAETkf75JgkawQtEQbcBTM+AC7xOnaqNkxKFgeA63LWwSAgV8P+KEMQBZfE/bQWsBEGeeYKQZDiyst3f9hGpbSe9U4R4mDCgH2T1WfbKdAoLdpYNdBaA/QL7ViN93LV9JDSPsMZcH7TgRIx+FNURcgpUDpoXXvlc3TsVK6d3c6+Y8D9+s1ZV3umGHC/2oid3v6WDXz0wdTKPOCdQbaHQHo9y51SJZl08piRHpR6IVOcc190fmG/BJnTkrPW7JQgsnGCNjylXQ6Gq/MSE6RJkGW6uu0klvtMHaKyBFWD0UynuJa485GUpCG2LNj0BLvzEcNQ7jNT+igXfcDX64us+2jigFIrUakZ7l/JmZhGWO5JLACEkwgiyZskOA/IycRxLFIJg/UGoYdioc2QX1aPcYMwXoWFZMB4dapMj9dT7+Cgj4r7GaVMFGRkv9pL08bIhCofbGGwHTSvpVQc5W281h22sLkEtvnZXBkgv9RS59+dQXg7WfMj73iH/SdhLs1xm/2mMGF3rwsYzcYoF9xn9LB7gL3GOcFMl1I6zm25+3FdS0oykokkmIhhQoTr73TuM9up3+5ViHUGfdQrG+gMOqhXNqEqhygVyyjmizhod7C9sY2Ddgs7jV20+j0U82UYxgALXUcxXxGJqL/8mz/DWJkJIP2nXriN2zbdGB4OF/j7+3sYq5TD4W8xVjMkoJv8TjhoVHJ4+d034fWvfoFYh58soP4vzQpPV8D94sWLuPXWW/+ly7vu23/+538e73//+4XUz1kZxz6Zi/qxH/sxobnORmNcaq+fP3/+WH99d3cX73nPe467+oVf+AW8+c1vxu233y7eKyqVimCz33PPPWKfn/mZn8Ff/uVfrq1WfDLjifeJIxBH4OwiEAPuZxfbuOc4AnEE4gjcUBGIAffrdzs8wP2WW25ZYaRczSioj/6lR47w4JUOKCHDcuu0lEK9mMMde5t48e37eNcn78eXHjrAbeefh/2tC7AtBYouC31129EhSTLKhTLIJs9mCsikU7j/8SNc2L4F/XEHW7UtTBX35Zcv+Kblstb4sr1d3xFSM0I6JS1jNOmiVnHZ2JNpF+WS++/uoIntDY9x5oMZ/XEPGxXX+Mx2bGg6Dd5cgHc87aHisduXOsG+2akDOUWTPZdtZ1ET3qL0i6tLSwb4XFXFi7TXonI0lbyNQUCehvsRDA/quSccHaYtAQE5BHFcRGedZqS9WRI7VUuA7nyZZqUAJRaciAEfQYuREmafDkcDlEphxiHH0+4dYaO2anDVoa56wEjWv0YLqRSg22Gm/OWjA+xtrzLVvbLpdQBaJrXAbLHeEI6yO0eDJKjlbjNTE2hXjg6xcwK7PZPS8OPfeTVP+BPvy5dJAg6vfvWr4xfJ0wvrqfQUA+6nEsan3MlDrSQe7qxWzLgTJNcJzlPrt4dZ7kkMA/PVVmm9oSm7bZQIyK6TnKHMCo0zw9sINjPxS73wdYx126LJ5arecEG2oFmrY+f6JCUJQkfZ/Q4saoKnJFHN4ywTm1y3UkkdyQjbn0kHgm3R+HANGa8xc2XSIHptxYy1kowkHJxNOUt9dP/WEpzvTtOYBjTRNa2PbDa8JrQHR9jdCK8HpjlGOpI8GUzC1V6argqJleD16PoQ2YyfSLZtNyOSTPqxq+bDSW4mvYcBWZmZwqS8f390MtwD5qv0XwluJ2t+EDi+nreEwa+3hhOY9gzQDzuH2BGyMq7kDJP4BNYt08BMOcJNe25VXDsgG5e0VZhwfz8MqFVdrMIwdDhICYm8K+0D7DbOCUCf1XQ5OYvJ7AA3n7uIg1YT2/Sn6bawKcxTXaPyy0eP4fxOHXK6IED4x48exxfu/ywaxQz+848/X0i/yJkM/p+/vRcPHQ4FyN6oFEKA+lzVMZgq2GuU8Z9+7vtw8+7qWv8vZAmFAAAgAElEQVRUv+ge4P7c5z4XW1thn5mn2udZHsfqzs997nO4UQH317/+9Xjf+94nNNzXERTOMjbBvmkqe+nSpRNPx/g9/vjjx9upO09A/Utf+pL4TURz2nq9jhe+8IX4pV/6JfzET/zE9Rp6fJ44AnEErjICMeB+lQGLd48jEEcgjsDTNQIx4H797txpAe7eiGmseaU3drVLpRS2KgTOJQymKt7x8Xvw4OUu/s2LfxgZOQl1ocJJFMWLbTJhQNWm4iWZWu5HvZbQ/rXsJPYa++ALPk1SO8Mmtuu7qORNoQNOoMIhWJ/KCBabB6bTOG2zviXAc9PUBTDPF3my1TPCHI4MSRyb3mUlDQvTZfxRb30joLc+GLtsNDaauLngugvYRIHxfFrHTPdN4LrDDhoBQJpGoqbtGtF5jTIDQYY8mZuKzq3+PrIzhOqEje6EDE2EEU6gyfvsXN2CZidQlFmSH9Xc1aj6u8JuO2ofYmsJLnjjo5kbzVIzmTDDfK7OkU7lVgBmSh7MNd6XBM5vunq2bKyEGE+nKBVXGa2HrUNsRs7rnb8oh5MP3udkspqmz3I917Cgmi5IQyPcxcJANnuCAevRPXjTT9x1al+0GHA/tVCeekcx4H7qIb2qDjUT+NiD1EVfD4A79gSZ9Kr3hziJqGpKg9reMz0sWSKn1sul8DDOoSbRzDXyVDSUnov51W8FOYErAwlbZQK5a8B/h2aVq4anXEfoAcG1KtpOAsUX2hiaKcFJhOfBhDNBKqKDzj6VxQjFCFueCQJ3LQmfl2vJRI2O3wHnZNd81G9VoY3u71ugpJeawiQg38K9NX2+YpSt6YqoKgs2y5pDCviYcNtw1ER9aULq7ctkp2b57HomINJSmG0fZbnn0gZUw1/DmKpAIsx61/QZMrL/HI2nvowcz01WvrddHA8bluOuF2S8jwPXHTRBn6szZDN+v0FT1lbvCOVCGtu1EvqT0bE593gyEFIwbJ1+5zgpfdTlb5Rd6IYuGPt8tg/arlwaq8iqpQSychYzhebkOYznc6Epv9AtcBymyRgnkYAkKiL+6h/+Av/LG16BF97uJgS+dqmDP3rXJ9EcTEVlIUH3aOuN55BSKbz2Rbfjja994VV9l59o5xhwP7VQio48wF3TNCHtE7c4AnEE4gicdQRiwP2sIxz3H0cgjkAcgRskAjHgfv1uBNknn/rUp3CtDPfgiHXTEkZdjzT7mC9cZGOm6vjmEVnkF3Hnxbtg2wpUnXIB4r0ZuUxRmKW2Bx3cvHsOD12+gnJpV5R6W7YFOS0JczDd1MSLfialQrezsALasf1RD41aAwSC81kXCO4OXOBdjGHWR3nJ3k5Chb1koLEE3HZ8EHw4GaBScgF2mp1Ry91rUamXKOBeypF56IMYcnIBzfKBaoLk3QArnaCJboUB+M2SjU5Az53nTtoKjIAxXCrhjtkMgCi8Dko4BEGYWp5VBDbyubA+MAHuKPubZnqmBaSl8Mtdd9BCreJWBQTbUfsAWxsuuy/YCFodDd0Y5GUTspwQpl/dfhe1pTZu9JjucIhKKZxQ4D6lzCr73zuW+vWHAz/WpawGOesCN832ERobvqxP8HyKOsf7P/QWvPt/ewPk9An60lf5FYwB96sM2HXcPQbcr2OwTzjV/QdJXAl8V4O72ZYmkrInSVs49hyKkYKDVY1zVrgE59tgv/SiWK/XbqMgO8dVSbLkoDOWhLRLOWcfJ2Gjl5ICJapWZa3qhTBw7R13kta6sphDt0qhaiUeQ8k0ypZF47DQJshHzEa5f6OwyvBnEjKVxIqcDhniQXCdxzN5zPWD8jz08miOXEA7J9shfxF+ZlmzFTB9Oh+gsgSVvWu2LBVSgFnu2PrS9Nyfp6Oa7DzWNFzJMq9p+gQZOVxRQNa6vNRl534ZSYO6NDvl38NJB7Wyz6xu9VjN5mvID8eUdPG3FyQVU8O9n8zN8H55viqONQcCmvqsgPOMV7tDmq67MmqaTo19GaapIpWYIZPJo5gviOQyCQW5bF7oxzuOJOIwGPZQWVbeXWkdYndzHzOFiQCXiX7QehTPvuUCLjWPXPPUowPsL01UdzfPod3rQZIU7G2ex2Q2w/naBK94rh+nv/nc1/G2D39VmKluVle/LxyzqhkYzRb49tv38J/f+KpTmxza7TYeeOABPN0Y7hcuXBAmnjdae8Mb3oD3vve9Qpef5rRxiyMQRyCOwFlHIAbczzrCcf9xBOIIxBG4QSIQA+7X70Z4gDs1LKm5eK2NAPvH7n0UV7pjdMazY8CdTPT2cIaXfvtrRJnzTFEhifJzC7o+g24ZQjJmrkwwmqko5LcxGHWwtbErZGCoZeox2N2y9LQoOec+jdoWJrMxKiWXMXjU9TXUWZa9u+mCxYoyRLHglq4nocBeAthkInr65kJ/1fIN1SxjgtRSSkBo0wdY8WRYEiz3pFrIqnSZky6rzGMgBpmdxQxBIB98IIAfAtcdB1k5rOdOEH8U0V8XTPZRmMlIWZVW5LPxpIsEDFzc94EHyv8o6mIFhG93m9hYatcGn4Nmt43NelinXfShKMgFdHzFMY6DjGC4+8y68fgQt1zYR6vTRmMp5xPsvzfoohwxY/W21/OrLH5vG/WYo7IKptnHdmMDveFoLYDPY794z2fwjYe/grf/l59HpbhequZqvwcx4H61Ebt++8eA+/WL9Ulnmi2AT35zvZeCmDGdGdLS+moUVZvAwmoyjscJgHwNu5zbKjkbirGeVc95ZUIZczFPJ9GeeIk3B6WshcWyUiZ4PQlnjlRqdYxMfkonaManExps+AlM01xgrBaESSqSq6z+JOZIRs7BdQcwBLAbbFxL1l07Ew3RJIQA14VdRTgelayJwVTCOCAh0yiax/Iq3vlMY4S0HGbkz+ar+vLjWRfVpXybdyyBbSWQdBarq0gY++uXro+QDem2E8xWQ74dw7EvE8e+FxpBeh9sXvB3gZQ5rrgii5zSNZ6HB8FxJpM9OZtsSoOyrGpjf0yc9GfuMxo1XuXvjMoSrKdsHCv5KI3DNhi1USlviwq63vBx3HnTzeLzXq+J+nI99Vju4lY61MSXwcR+qeCy4Nv9DjaqW2h1jyCnLWxWK8hkilhoBPQzUNQZ5EwFR51DlPJ5bNezKGXdJNEr71KOH4sPfvbrePtH7gFJD/ydta4tdENUHD7/1j38r7/4b05tcogB91MLpejojW98o9BGpwku5YLiFkcgjkAcgbOOQAy4n3WE4/7jCMQRiCNwg0RgMBgI7T8ylMn6if53NZ+ftC/7PGnbDRKG6zKM0wTcCQz841cextcut9GfKNirl1At5EAbts54jkfbBr77eS+FZc5hO2kQtE2nMyjmXCNUyoAUswUcdCfY2zyH4bSPenkDE5qkluto08yssYuj7oEwJTUMMgLJHEvhqEMmmMu2pl5ruVjGQqOOqyy2k1VYyObEs0QmtyxJcOC+8Bczvu4twffezAdfMpKvz04Ax9duB6Jsd/4dZK+7bHafQR0F23lumn4GJQCowR41N90o0lwvzMQuZ1dlVgg+BXXf2X+nd4RKaRNSaopGzQWtCHCvY5oPRkOUIyzz2XyCTKa0wrocj3soFFzN+2Bj/DqTMKjDeCedMaqVxlp986N2E40AE9Hrj9rzmr7K1uR2VhZ0xqtg2njSQSHvoF5dZeTzOIIlb/lvfyISJ+/+398gfAZOo8WA+2lE8Wz6iAH3s4nr1fb6pceS6EQ8J7w+LEsROtbrGjWnBbiZWC/pUs2HE3x+Hw5KOde/Itqor05Zlmw6gYMBQdagxJeBmbYmOSDMNS0kEqvbONeP1mjGJxwFySUr3nEsjOYJ2JTyclaBdTFGZwpJWgXibXsCSYpqyDsoZVblbErZ9RI3lE2ZLeW9eKp82oaqJVfAdSYyF2Y4mes45rIazZ8veT1Epsnc9ppta8vEgB/PfEqFaocrA2p5M6TBTv8VGqOmArrtQ/qwBBKxBnXZAwx3AYqbGiTJf24o4bZZ81nsnUEbmzU/WTya9I+r1wT4bSlwlgkOOWVCM33ZGk3pQs653i9cw2w7AUlytze7vq47jcOrFfcc/O2RcFTsbdWgaotjY9nOoCfMUdlqeQu9mSRAfU+uhmz8Rm1XmL2rCx2OM4CUlNCob6Hbb6NW3cFwMoScLsKygNt2IfwMSA54+Z0KuO6yffmhQ/zf7/ksOsM5zm2W11aNDCYuQP/KF9yKX/+R0zMyeboB7gSyP/vZz+JGZbj/4i/+Iv76r//aJTbkVitrrnb+jfePIxBHII7AvxSBGHD/lyIUb48jEEcgjsC3SAQeffRR3Hffff9qV/NEYPxpgP1X00cw2XA1xz3Zfflj/tOf/jROg+HeGk7xoS99E9+40sVd5zeFDEywza2bUMhl0R2pKBcKoCGcbi5QzOeFWeph5wDzhYyNyoZ4Ea2Va4IF1qjWQRkQsnz4Qj6aEoCvYT7vo1TcEMakurEQ5duUkNnacF+4yRbb2XSN3VrdQ+xtuf+eK0MU8i74XMiEwZq8TPDdBRsI6gYB9igYzn09JjeTDZk0QuAOgfwgmz0qJ0MAfhzR242C+ASF2IJmonmy5CM6w8XsKquRCQnbTgpARNcVVEtAIZ9Hb9BDLaBRz/5H4yGKxVUW6TpNd+5fyZINuApWkyUYlcPh/ocslb/t1pXvtKIqSKQyIaDF26lRtNAcrgfEawVrheHvHTeeHOD83qoxK7d/45EH8KkvfASv/a478Yev+75Tm2M8wP01r3nNidIYp3ayuKOrikAMuF9VuM5s58EM+PyjJ7Pcye6WUmFgiTIiM72IrORXJEUHyDlzcoJBqti2OIHlXrDRnyYxXYTnGMqyJBMWkFide5LOFMnUKiDOdYRa9SvNcWDbhtDqnqoqdMsDzR2kEvpKEkGYraZWQf3kmn15ro0CzURXNee59qiRRAONRqfLtY167Zd6rkzbOgka7juJxMUyx5AixrGTmS+14l376rEOZCm8hpUyHEs4voo6QHG5LrMvrlmyHK4oYDVcUHpmMuujGEj8Ul+dFW9em8yHKAX67A+pp+5vT+g9WGk/cZwwJ7BTLpM/Yc1hB2Rlmr0mtpaM9dG0j0rRlZ2j5J2m0xvGBf4H4wH4DG1U0pgpCrY3tgS4PprOUCqUIEusTOA9S0BOKlCMvADayTxnH83OIeqVbThWGxv1PQxGNH3fQn/UQam4hfG4i3JxA9WSg6zkiN8wL7rZLdcwLRv/0598CN+80kNGllAtZkPrkaabotJwd6OM3//J78WzbwpXrl3Ll98D3J/znOdge/v0+r2WMT3RsTc64E6D0Xe/+93CdLRQWF+tcFaxifuNIxBH4JkZgRhwf2be9/iq4wjEEXgGRoA/hPkjkyAmwVTXGDP837rPr2bfq+3bO/9J53ii/p4utzAK0j9RdcC6pMTXWxPcfzgSl7tVdtnkAupIJCClC9je/x5M52PoliwkYUq5PGxHE6B6tVzFQXskjPXObZ3DYfcKzm2dR7N3IP72GOyuTrv7oqstpsjlSuj029huuC94R90j7C+B9dF0hGqpKp4dRZ2Kl122dFKHYbtsSQIy/ZkLWPDFNQiQE2D3DPQ8fXRPHqaUDTPTyX4Pmu25bHYfUGAZPYGNIHAelZMho5vsNStgLrgiOQOAGu9R6Zitso1mRE6m12+iGtBep6ROtZREPl9eYZofNKnpHtY8F2w7jeZtYdCDkjHKwpfS8Z5v8fnSLDX4zPM7QwkhWVpguxFmxR80D7C1uaoDT4RCTiEkTXN8HsnBfEFJglUgLQENnf4At150kyvR9lcffAt0fYr/6/d+FLefdxmHp9FiwP00ong2fcSA+9nE9Wp7Jej42YdTGJ8AjuvGBMWIRNVoTqC9LABMaq3TaDLaXKa6b54c3M7j0iccR3+Iw2HYTNo7tpih98Ya3eQTzVOBSt5eO1+pKtc1wHDCc18SEySSYSNYnn+h9VHMu1IjwVbJc30KXz/XJRq3erJm3v5MfI7VMKBNGReuMZQ6u9zndbt9bZZMDObhRMhGwcRACX9mmhOk0+Hx8toKEUPXWsHEKHJsvRBmtPO8WTLpDT9ZkE4uYDnhmM/VCQoB/frFYohs1k8Mq4u5kF7xGiuYRNJi6UPCf+s6TSfdRA7XNALkxz4llgI76a9vpbSKie7/XWRiYLmOK+oImYwrScdnWTdYeeHue9jxGe+Ufdne2AeNZedKE7ddcCVmHj86ELrsbHz2aFCbTtlY6K6EneeVoqgTyOkyTGOOYj4hxj6bz5CW81joJpKw4CCP8xsGNCuJ2SKJZ21cgqJSMz4tqgvf+o9fQWs4EwmVYk4W/6/qBpSFgUYlj++48xx+699+91pT1av9Xnv7dzod3H///Xi6Ae7nz58/FTnFpxq3k4775V/+ZfzVX/0VJpMJSqXVeeK0zxf3F0cgjkAcgRhwj5+BOAJxBOIIPEMi8K2k4b4uWXC1YP/VJhKeqP/oNl3X0etRHqSAfD7/pBIbJ/X/QHOKb3ZmyKWTKFKLJdDOXfxeVKub6A4nsJGEw/9NJrBVa4h/P37UwvbGzRhNe6gWazAsXbACHdtENpPFZEZN7qpgwZ/b3sdw3MdG1QXeWY69u7kLarayTx7XH/nbqZ+601iWhmsTpDNLlqEoibeApAu+J/QBrLTbJ2wNSKSPje0kawgj6b/op+0x9ISvaZt2ptDgvxRlE1Ooti8BkEvOoFgBZqTDEnAbluPHqSQrmGhhcDsvaZjqARDCocGdDS2oMczPKL8SkQEYjwcoFMKs9XbnUdx1e5hpzrjRLFVOhyUbWt0mGms03WlWuo55HjRLDd57QxvDSVYwnvRw20Uf5KYO7kxZ1ZLnsSy774zXs9ujZqnBc22XLRz0KBc1Qa0avvaj1hV89NMfwL//mZfi+190x6nOpjHgfqrhPNXOYsD9VMN5TZ01Rwncc/kkGScHUkJDcjkfW5aG8YLzoQsM87sdTGoGB8Ik5EhZz2Sn30UU5CcQP56nUMw6IUkvr08mTLWAIXXwXLo+Rj4blXehBvh6Nj3XLsOuIJWKgPsO16tVs1jbIrN7jTkrZWvWsNkFuB753AXiCcX7MSGsS7mYK4PwPE9G+izCNqcuPQ8NJjXd3zI0QfWPF5Vdkg3T9u8pEyDJiHFrQbaE8W2wEYQPA/1MnNjQA+vYZNpDueQnKlgVl0ikhH+L15T5CNkAi30wbKJe8z1LJpM2SiWfcc0+S0W/z6CWu2tGnji+bo7R13V3QOkb7/ls94+wVXcTu4OxL1VDrfhEIi2qtkzLxGLRwoXdPUznc2Qzrjkq5X2Gy6REKWtiOJdgGgqwBP8n0xHyuSrm8yPsbe+i3T3CRn0fvWEb5dI28mkLupGAlFIxnum4cvQovvnwPUKWp1rKYbdRwmOdEWaKBkUzYIsKPAmlvIzn37aHX/6B7xAM+NNsMeB+mtEEfuVXfgXvete7MB6PUS6vzjene7a4tzgCcQTiCNBPx3WNiVscgTgCcQTiCHyLR+BbCXC/0W/VdDoVkjK33Xab+O9a2me+dgmf/tolSKkEdutlAd6z8WVPzt0Nw1pAMzKC3Z6AhZk6Edqo+UwBqp4WpmO1chWt/hF2G3to9Vy2em/YxWZ9E4ZpgLqxGTmzlIjZFzrtBIqp097pN7HdcF+0u/0mNpe64O3ekQDk2TKYQqOerE1x8AVMRwKxb5FEIMawxCekhAEnmUEimQYoeeIosJYmd7bFcQBJD0CxddhIHUsQCG1b2z4G8nnepDGCJbnsODG+gKGa91nSnMJK+aB9wlZhOll/UABS5hB6Igwkp6wB9ESYEZm0ptCdsPQBNfNVVQEN6m67yZdcudI8wO7WKsu802ujHtC/5TgZp4Stw4wwEfl5Chp0e5UV2um2Ua26gMdsfoSbz7lM+qP2ERob65no+RTBtnUMU1fuYREBb9ifyxN0oBkJFDMKMvnw9beO/hk/+KJtPOuiLylwLc978NgYcD+tSJ5+PzHgfvoxfao9co79xNdTK3InXn/FDGXGPCCQfhY+uMsKJMNaf2ay3zkpBwFmb0+aWbuGoX4ryMCVvoRGab0kC/ekbJUnLxY8lrrsqYj0jZjjEy4L3wyw8Mmwbg1UYWJZKa6y1g1j1SyUfRUzBhbHcXDPzv5pORHsn59XsjZmAZNqb6xBIF1IkzmAoicwj4Dr3J9eIkG2OT9bx0qfzilnEmbq02Q1ypBnEoAa46GYZ2woAQ15AvXRJHEhNYNq+/IZur4QuulBgH0y6aC8NDBl/5o6QDq7TJQLHfUhSoFEs67PkU77fS4W9CXxAcxCWsVU9xMc1ZwPhjNxYYrfB+4Pg2reB+ApeZNeMtz5e2Aym6BYcPtlsnpzmaymiTtl4G45t4/DNqvxduDYNlKpBAwriUrO75OeKdlsGa3OERr1PcyVKQxzhK36hjBPdWwdFnKgBn5nLKHfP0QmmxTm5e/7u7fAMC3BZq+VcnjOzVu469YdPHrUF1IzW7Uivve5F3HTTu1MZM88wP3Zz342dnbWe6g81XnjLI5bLBb4zGc+gxuV4f6rv/qreOc734nRaIRKJWxYfBbxiPuMIxBHII5ADLjHz0AcgTgCcQSeIRGIAffrd6OfDOCuGSYOOmMsDBPZtIRzWxXBloq2S50hPvyVh/FYa4BnX9hCijQ3AKq1hUx2A53BWAAiZGGV8gVUS0V0Rh30hwb2ty+g3TvA3tY5dAZku++gN2pju769ZLVTVuYQ+9t7AngnSk7gnWy1StkFAIaTPuqVDZimKVjzLBvXdA18aa8Vc3AcCfNF4hicIPOxtzTxI0MyqD3O8v3xkjFZyloYTRfQ9BnSUhIJ6NgOyK/wJTwIONTzNvpzH2wgsOAa9/lsw3a3jcaGz7pbqBNkIqzJcmaBoRo2EixKKsZamP1YkJRQGbwAUFJTjLUw4NwftFCt7gjj0IQzxvamG7dOv4/6slrAu6d80adWLtl4wZayRtAcP3HgbUtZQ2hY/Xw2myAt+nGfBUr77G3mkU5LGI16yEfAG+6TsBToVi6UaDg+j9mH6qwCV9yetvpQbG+bjXpJR0JyKwYS1gzV+UcEGOH5IjxZn4Mns/9wOASlsPjyfhYmz1cz1nX7Xr8Z5cY7Uwy431j35LFuAl9vrme5JxM2CJBLSeBwFDYz5VWwuiXqe+FdHT0fTtpWL1Liy53LUgkL3Qn75hhsoaltO6vjIRi/rj/BFJcd6OYqo54G18FjZsoUC7MGAuu57Or8mMQMiYBOuHctvM51bH5KjK1+7iCfZoVTeDzUSSernKxtSpXRqJONfh/zpZa7d76tkrlinlrNr8rSwFaRSIXXJJqvRk1Wy9SLj2jAl9IKZma4githjuFIPpiYMOdILEFsb2xRlvtiMUY2GzgGtjBAD7LxKeeSCei/L7QZMrK7HhIcJ9NfXcrZ0MaWv0u845moCEriuAC8+3zk5fB1FWTz2GD3sH2AnaU8Gg3eG1U3yU9d+VplC7PZAWQpge2lr4xnniqMZ5NuhVrCnsJwSjAMHZblmrS2WWlWk8W6XatuizHQfJfyMMPRAFnZRrlUxTcf+iLanUuYL3QMxgoKWRkvevY5vPY778Rzbt0+/j12VrNBDLifbmR/7dd+De94xzvA3xbV6urccbpni3uLIxBHII5AzHCPn4E4AnEE4gg8YyIQA+7X71Y/EeBOyY8vfP0A37jcxXCmQjcsyOmUAK+fdWETL3rWeUgUJl82Mqg/+IWv48HLHcG0urBZwXiuoVR+PhRNIwQugHqWhZvmQhh4docLoSfeqG3DtnSwj3w2h/lijnK+IEqyifmSxT4Yd7BR3RTAO2Vl2AxjDlkuYDIbo1JyX8Kp4y5LOcwVlp8nkM+7jOYgwJ6RHOhUlFky17itO3GvpZwL67MvlB7krM/qm0x6/FWCVNLE3hZNW3XIAR3Zas4JgSIEbrqTQAm8Moecoca9Hzsy3htLRr4LCrC83mUkeo3McsYwCCzwOlTmHwJ65gSEyGgk0zvYWJbuMcoJfG/V0lA1FeXSKoBNBl13uppUoa69F6dg3yeZpbbaB6jXw+z50egKNusl5CNyN15/ZXmB/jwM6njbMkkVU239Nhkq5oa/bSM/A5ZMxp3046hJrZBk0lPxY4gec/2+qdd2pqdqvnzWBtJP1P/VnvukREMMuF/bs3PaR1O+6qMPplaY2t55NosEQ4HWeHX+oWzLOja3N2+rgfkyOO5i1jyW4ZrO5jAcH7B1rBHS8iqDlHMofSmijHL2yzEO10jYpFPU13bnddNUMVLIrE6KBHEyyf/C18S5mvrzekS+hhJhPH/Up4JgeZAl7l1jo7BuPA6EcbeaxCjANqdmuwe+e8fn5VW2OSnxvP6gxAv3ZwI6yvwvpA2oZlgyJ+ks4CQDc7W9QCKZCSVSZScszcb+i7IBxfDjNJz0UFsm1d210RZJdzntV0AR4A+C5P1hGxuB6qzuoC1+Y3itTqZ6QLeeIPsxI9+h1j2gW555uiv54sfKB92pde/Fcq7MkF16ELgmqDqyMhP9wEyZIZ8rYjw5wnajilwmtwTv3X699ZaSNQTaaXTusdxp+F7IFZFKKqJqj14sklxDq30kPFpoPJ7EGIlkCh/+2Hsxm2swTSaR6F+QxM5GGdv1Iv7dK56LFz9nvZn4aXzHu90u7rvvPjzdGO7nzp3DHXecrsTcacTz13/91/H2t78dg8EAtdqqof1pnCPuI45AHIE4AsEIxAz3+HmIIxBHII7AMyQCMeB+/W70SYA7S5A/9MVv4uuXOrjSHSOZALKZNBZCDxQ4v1nBXRe38JoX3xFiTtGw66P3PoLLnRG+caULKbWJFz/vRegM58jKaaEbWikWRWn0Y80WaqV9AeIPp33sbOzgqHuAfWGSegXnd84fm6Wy1LpYcBnXZIxt1bcwoE770kCVrPh6uYGjbhdw0lL5i28AACAASURBVMjnXYCc+qgzzX2ppbGox2Lfqdhojd0XagG+m75e7W7VNyAl8K1RtmbJlmMZuSS5hrBsk2kfyaSF89tlpNJZAVDQBM1js/N4OWVDt3zAvddvoVbzS64ppaPx5TwTKGsnS35p5uo9DbI9hOqEX7yom94chdmZZFm2IwaqZPkjIYkXea+NJ20Uc04I6Oc2y7KRSSeWrHz/WWScFG3VLNW2NKFFH0wguP1YUFQNmYjpqmnq0BZt7O1eWHnQCTJR4mcde5RGtf3pep1mGhb2xquGgo26ey9+7Dt0Icdwms2TTOL/U1KGDL9XvOIV4hRX69PwVPZ/KsdcrR/ESfufZhzPsi9+T737lKaU1TVUODyV5MDVVCac1P8TmVeftO0sY3oafX+jmcSjXT/hGOyTjOn+PAnLXrfdQSXHJOO6ecBBNe+sNS4leGzbTBqbMGyyRf3jbWsBWV4jX0Xd+IqFwXx1HJwLLS6EgX68azDNKeR0DmMFsAISW6oa1g739uccHp3rue0klnsp62AeSSxwPKYVHg+9PuiW0p6ENdtZceUC/OEYktEeZaVvFAwMlDCQnkuMsUBYUzpl9ODIYamZtDWAKYWTuSVZx8zwx0P2PUcdTCxQyiaYICDAzsT7sdEpgLkyQCFgLEtN9JHqr21M6EuSD/abpusN4K3bbtWZf1/d4/0Fop63fEBeeKT4hueljI6R6l5D1EydfjEbNTfBf9Q+wHbDTTa3e4do1F2SQLv7GO646byQyUk4rjxbNm1htqwI6A/aqFS20R/2UCk1xLXrugl1QZ34Aor5kmCx0wyWVRP9QVN412xubOA9H3y7OC7Y0lIK2YwkzFJf/wMvwMtecMtpfIVX+ni6Ae6apgk5xRsVcP+N3/gNvO1tb0OfFYj19VV9Z3Ij407jCMQReMZGIAbcn7G3Pr7wOAJxBJ5pEYgB9+t3xyeTidCxvP3223Hrrb6Z5lcfaeKfvvwwHm0OhOZnOZ8RL6sEryaKhsdbQ9yyW8erXnAb7r7VNyjjyJv9Cf7fv/k8Pv3AJfzwS39MaJuT7UW2FU1KJSmJcr4EVc+A7LX97XPoj1rYqu8IXfdirgR1MUOpUEJ/2EWjvol29wA7W/uYziYoF0tiLK7EzD5o/DqeTpBIVkTJtgtuU8fbBybSKVej3Vrq6wYlY7YJvh8D1C6z3JWAARbKEHLWB7lnsw4KBV8DfDRuoVx2wXOy5LeqDrrL0n1+xhf5ceBF3rYdzFWy3Xyt9tGoi0rFNxPlcWRydpdyN97TkLTmMOBr0fJzau9O1DAgpM6HSGfCJcid7iE2NtwXfq+ZpgFl3sHF82EG+nw+QCa7+oJ3kllqu32AjUa4bxdYaKK2LKsPn1fHYNDC7bdeXHnQNwrBexHeTMmIo+F6kI5jOxqsbru45eD8poNvv+kE8edT+qo9kzTcTzKCvhqz5mAf60D900oMsB+aznGOIGjxL53X2/6tkGg4S7D/avuOJhMMO4UHejvHptTBr2EmacC0kxgvIiajy502iybGEbkS73hKrkzU9Um50aQL3ZSRy63ObZR2SabCcyv7zD+BbjznqqgZq1gzFpROS0KzwnOwqk1Qyq+aHxZkSrKsjplJxPkabfb1sjJAjZVZS9kcMuTVBTXCETbYXgaK+vRBUFusVfIcczMSA3OCRDo85gQNxcnUD1RoJRMmxeJCGvqZlAHdDt9DMrmDwDjPS6A/OBaC2OJ7GEwIWDMg5UukSUkdph1IJAhQnGu/H0c5pUO3/H2ia3EupUEx3UQLz8ffCB6rPZMysQgw9qs5A8Nl4oHgPQ3VvQRzOaNjvHDPQ78Yaq+zjScDFAvus0aJtmzWXfNHkwGy6QQ26wVMZ6NjPXphlJqvYjIdIJ/nXAXw91mhQE33AzQ29jEcXsJN52/ClaMDbG+dE5IyTCSkUnlMp4eYTIf4xGc+HFrVSGjIZ9IwLBt7jTL+j9/+AVSK66vErmU59AD3u+66C7u74d+E19LvWR17owPuv/mbv4m3vvWt6PV62NjwPQrOKh5xv3EE4gjEEYgB9/gZiCMQRyCOwDMkAjHgfv1u9DrAnaDwuz52L7780CHqpRwalVUgojeeYzBV8cI79vFT33f3MXOMzPh3/tM9+MBnHoSVKOAHX/paDKYLFHM55DKy0CqdKWO0+3Oc370V41kfGTkrto+mA2xUG+gN29je2MZ4OkK1XAXBL1Wbo5gv4rB5Bef3zouScmq1t3pD1EslmHBfZoPs9N2aD94SVG8vGe2lnC3K7L1GYGO0ZDEGZWe4fTLpolj0wXBNmwltczabzDtTDzHpillXIqCQS0AxkphOeiiWfOZft99BfcmA884/HvdQDpTMp5MODNtPDghAwJjCTvogvTjWmosYBxuZfbZNk7kw+Cxe/iOmfcNhC4VCA3JqFipZTtgKDCestSskbiSsAEB8VmbzKfL5yNhoHNdpoR5g8nvj7PePUCptQU4rqJTDUg5kt46VVeCcIIxuksW5CkwJWR2NjNPVbbwXP/cyE4XTxxdCcX8mAe7Xb3Y6nTOdlqTMSYmGq0kOPBUZo9OqZLiacQbPeTp3YbUXp/ptQD4sceFYGkYKTarnSMqrc4roxTEgM6cakWdxt1lIJ82QYbV3ZrKP5UwDKc/sOjAkU+sjG2BMB0ebl5joDM+H3J5NKjAR9tMQa8ZsBNMuIZkKM8u5jez3bGb1ukqZsIyKe35KwqzqowtAOrFaacSYIZl39cD1xDGIXc4amOth4Ft2RjCS4YRAwjHcdSMRLgUy9CnkyJhd4Dy8H1nh0c+S1gSO5AP2CSHFFl7bKkxKRxIotVw4qVKQLcz18PkogxOU1yFwH/RS4RiHis96r+bCfxfTC0x1f2HQFkxUu8l1gt2WqSK19AAxjRlSkg/49wddVKvu7wJ9MTpOcFuWAUomUXudffA3TKngxrk36KJW3RTgPr1NpJSNajktfj+w8owJ6o367vI414C12T7A5sY5Ad4XCjVo+gLZtCuVR8+XXq+FSmUHzU4T6ZSExkYJ73j3/wfNWIh+2OilU8hRis5BKZ/BT3//t+GHX3LXqX+tY8D9dEP6W7/1W3jLW94iKuc2N8OEjNM9U9xbHIE4AnEE3AjEgHv8JMQRiCMQR+AZEoEYcL9+NzoKuBNAHc1VvPOf7sUDj7dw9y07K+AtR0fw5t5HW3jOTTv4uVc9XzCm5qqOd3zkHvzDF7+B5nCGH3r5jwpNU8qlEASgWWq5UEBvPEMykREvmRvVOpqdKzi3c16UXe9s7qPbP8LO5h6O2lewv3MenX4L241tcU5NU1DIF/HwpUuQpBoK+TJMYwh5+aJcylGzlsCrA5K4PIZgjRq3S1B9p+oD8SzPDzIig8B8EjY0wzoGaFQ1bNamKANkA2zJMkGCwAu+pnZQLGRQrfjAxmHrUDD1vbZYKEins6EYE/T3kgPefp324QqLvNs9Qn3DZdN5rdc7QjXCKp/PR8jmVk23aFpaLG5AVSfY2SpATqexWMwhCdO6MHh9knb7YNBGueIz/r1xCEBBLiIZYEF620ajvgD/p9M2brrgM+Gond9f6uhHvwG2PoKZWNVZ5n6UfTjorWe+37xt4Ye/wz7zL1QMuJ95iJ/yCU4LcH/KA3iaH7gu0XC1iYN1+z/wzSswat8Tio4EFd2ZC2yWZBULe32mrCRNoC2TrNHw5jCGmQqzsnkNrf5cgKgEKKONsiVwFkinVwH0lNlHck3FDxFNjhcp/xjHNtEdmVDUMarV8NzMc04mTdRrq+xfiZIsmVUWq2T2gDWfJ4wBEpkwU5/SZJahYKo4SEj+fC9bPVjpsNxLwrGQIHCPsKZ8LqVAjyRbJ9MOKuXwHF+LyL7w2gh4TyIgfHKN1AwlY4JAONdqOcAuF33lTEwiIHzQ6JT7RAF1mol68nHcHpWrcb1NcKzJT7NU/t7xEgzz+QS5QAXCYNhGreo+KwSv58pE/N5gU+ZDZHIeOG/DtszjBMs4kKQ/ah1ge2mk2uwcYGspMaPMusIXxrGmSEsLwXIXRqm2a5R60LyCna3zUBcKUkn398FwPECpWEOnexm3XjyHVq+HarmBxULHeMLnbRv9/uNodS7jq/d/SYzT8zyXJQmlggzDtPE9d1/EH7zuZac+K5GJfe+99+LpxnDf39/HnXfeeerxuNYOf/u3fxt/8Rd/gXa7ja2t1d9Y19p/fHwcgTgCcQSiEYgB9/iZiCMQRyCOwDMkAjHgfv1uNAH3T33q05Cr21DsjGCtKwsd3zjoYaZqePFd50Ma7cGR3ftoE3ee38RPvOx5mKoaPvDJr+ELX7+Mw/4EkpTB637k59AdzlDIZYV2O81SZ/MZkskq6tU6Wr0DISczV8bIZtyXSoIGclpCMpGAblCjNI9Or4ntzR0Mhl3kcgU0O1Oh+Vqr8CVVQ5r7J1OoFnymep2mdkuAndIyvtGeg7zsm5ESfG8uZUoEc5DE8SVTeqNoojvxAYmonMxs3jvWimdcdiphPfXRqCV0Zk2jj/3dHZD9ZjtJUEvaa53uETYbYWCGrMZxgIFvWSY03RSVAF5jX3x5TgeM41xAZ4x8RLaATPZyBGQiuECm/rEW/aSJW2/aB/Vph8oqM/MkwJ0Mu2rAjM4b31HzChqNVYO26XSA3BKo4L4XtoG57oLl9fxqosHrbzAcolhcTRoQyDP0BZIB0Cv4jB4++lH8j298IarlVSDtNL9lBHX5Yvya17zmOKan2X/c11OPQAy4P/XYneWRn/jEJ7AoPh/WUuebSdnxPAljaVZJmahRRC7LG0/hCaReWPFCNm8waTibj6HZnIunITmv4PUxcZvNrs4xBGpz4nyrFTT1nI6J5s/n6YSB5jgrzLxz2dXKMMPUkUmnxHoVbElYgvlN1fVgkxIGIPYNn9vSJ0hnw0kFgr7NTg/5Yng9SVHuJRGWe+E5GsWwcSg/s80J0nKkX1sXZq9Bjw4y1bleBg1l+RkrD0Jx4rGpdEgeppSxMIuw1WliOggkq9kXK72C/UcBdtcbJeiXAuRkJ8x6p5lqIAlA5nzwPIbSg5TzkxGLxezYAJ2+J/wd4133cNRGteIar3Ldoam8Vy0xnfqVcDRgHczd+6vpqgDMuc7ytwp9VHjvaajrOK5Mn6kPUasWxFrOhPz25j7myhxpOScS1u1uCxs1stjJdt/HcNRFAjpkOSUY8QeHV4TczGw+x3gyRKWUxnv/5h3C2F1KpYQRPVnuxbws/Fm+87kX8B/f8H2n/tV+ugHulBn71Kc+hRsVcP+d3/kdvPnNb0ar1cL2tm/4e+o3Lu4wjkAcgTgCywjEgHv8KMQRiCMQR+AZEoEYcL9+N7rbG+BP/9uHYaYK0BwJU2UB0ybTWIGqm7i4XcWzLmyBxlvBpmoGvn65i0Y5j5t3arj34SautEfoTuYwHQcv+46XY3fzAigxk0oBGTmNcqGIK+0hdGOBnY092I6BmTLF9saWeJnc2z53zG63DDKky1gsaFiaRiqVwiOPP45cnsC1KYB4vgjPZx2Uluw7At6tsTtOAukeSzzIaKf+rWdQR9ZjPgMoS53cILudfVBHvbfUURfsQcsUL+BsTB5Qp5dABBsZkhkpAS2gxTsedVAuu6XAs9kAjjPBTRfChmXT6QTFog9wrNNk73Sa2NgIsyKHZJZXwy9h2mKMVKB8X4zTtmAYhmDRB9tw2ESpFGZ6Xti0YDjSkzZLVdU5UlKYne/GxsZMUdcCTq02wQFfMz6bUlEoFyBTFmYRNs/zxtvrrWfRc3u320R1yUKMfmsmkz4+9pG34s6bt/FH/+HfCnPes2oe4P7a1772rE4R9/sUIxAD7k8xcGd8GAF3Gm0q+bvFmcpZB5d6foKTQDdNnT0/jehwGiUyqtdXtmRSKmws5zzHxmBqwUl4f88gp315EK9fy1wgk2GycRVYp7HpcI3UFXW/SX+m3jgTu493fXBc18fI51arcgxjiFzAF8Q7PxMM6wxaN0rWWpktyyIj370mrmWKsoBupoDkalXAZtHCQAnPfwSGoyxyl+lvHK9z3thsc4pUOiyFw4S0Byx7+20UGKfweQqSAsUKS/LkqFsfMC3NpS2oRkSiJsKi9wB2JibIiGeCRko4sBx6y5AnD2ESy789Zje3mw4NeF1992zaDhnDzqdMUPiAuzKntJBfaTAc9VGtuNsVVRHG5l6SOshkV5Qxcst7LYzSJT637rOZk3TMNDeJzf4zObd/suTlTFWM3dT7qNXKwqOmspSXa3fb2KhvC8JBvbor5GQAJmskTKZTFLIaUuk8TNNCLlvGwdEV1KrboK/MNx/6Mg6ajwnAndtpqppJS8I89dXfdQd+6UdedOrf7hhwP92Q/u7v/i7+/M//HM1mEzs7q1U5p3u2uLc4AnEE4gjEkjLxMxBHII5AHIFnTARiwP363er3f/Kr+Mhn74UGGbec20at5DKB73+sjcdafaQlCbfs1QWT3Wt8oXzosIfBSEEplxFvupfbQ4xmKgzbhuU4eP2PvgGjKZnHQDpFAMPGQrOxUTsPw1CFjvvu1p6Qkdnb2sdw3EO92oCpT5HJllAvWhjOU2h3D8Xnj1xpoV7ZEzI0/cGhYHSxGfoYmWzFBbzTgG4mkRTMLo9p56CQ8aVlgqA6WfD9gDEp/x7Mli/JZMoteGku+DIah8vqx+MWSkuzVG6vFwz0Zz7TUdPmSEv+yzn3GYw6SCYM3HqTy/ymnnujHi4V1tUhUkt5HC/eneWLd/CpoBxMKaD7zm3qvId0RH5gPO6gWAqfQ8g72AYL+UMPGhMTdiIJww6DWARrmqNVsLrVOkBjc9UstSNA8FXZBLI7TWOVlZ9OjnHzXhmtNefgAJvNI2w01puwddpN1OrrX0bvu/fjeOgbXxZA+3/45VfhVd91x5l9sWLA/cxCe80dx4D7NYfwTDog4J5kNnbzZZhpgLJIhkBYnpRJ1P6yUik6CJqWTteYinI/OaUdz2+WqWCk+mCxtuijVFxvQpiXF9AtN6kabLk0gdswa97bvlG0hIzZQkuEAGzLHCETMa/mMUkoSKZWNeErOTtQieWfXYISkq3xtszmfZRLS/BWmUPR3WtMpzTYCF9DvRA27/b6oA66GgC++bkVkGjz9vMS4MGYuEz18FpRylqYa+G1IpeiNFC4wojjWQHmZfu42onnKcqWANHJpLdsYE5DWAdLM3F3Xd4smehO/SRNJm1jofusdx6QkWgc6+7PBAkTNWkpIZLm/ckCKSmDbNa9HzRETSTlY1C902thM5DspnZ7veb+Fgr6ovDRsC3/vm4UTHSW4yqmNYwX7v1QVV/+Lrheq0pXVL/tblVEslrot3ea4txMYKuLBbKZPHp9N8Hc7h65cnr6ELu7F9Bqt5HLFpFMZdHuHMI0x/jUZ/9RGNRbloNUKil+yextlvGHr3857rx4+prgHuD+rGc9C3t7q3JKZzKJXEOnNzrD3QPcj46OnhYmtNdwK+JD4wjEEbhBIhAz3G+QGxEPI45AHIE4AmcdgRhwP+sIu/0Ppwre9qF/xufuexh33bSDvR0fmJ2pOu5/rIVLnRFKORnPuXkbjXIBqm6gM5yjN5qJl99CNi1A+kcPB+gMZ9BME3fc8hx8+7NfjIWmI5/PIp+RoahzjGaGYANuN3bRH7VQLdcgJRNQFoowR6XWeLlUBSUBaBrqOAl0ey3MtSwMXTnWvtW0CbLZsijbz2Tcsv0F9dSXpndbFRvdpRZ4ULudjDi+dHpl6ltlnwWfzzhQNPbkvpjvVGwcLaVm3BflAbIBHd/JlDrkPmgT7Iv7T0YE5H0GOs1WU1JBvMiPJy2c361jMOpjd9sHrMlG1zQdmYwPTsznU8hyIaTxrqj8zJeDcYECYzn2MNhBQ9agaasACsZdYZYabdSOp8atkfABjCcySyUbr1AIyw+wz3anhdoas9R25wAb9VWAfjYdYGeziKS0yszk9dO4LmoCy/NQJz4aB++aaGb7kX/4MywWNI9z8Py7zuG//uF/d2ZfrBhwP7PQXnPHMeB+zSE8kw4IuLNy6eJdL8GlXjLEbvdOSKYw5UUoIbbaHFRyDlRj/TYpQdA9hbGSgu34c5ptm5CSNiRpnXSWiWkEMPbOS6A2KPXlfU6gnO1SN6yHnkzYYuyUc4m2dFKHk4ie3wE9RRQBGPuNyeQEyDoP70+5EkqxMbk7W/jzcDo5hZ0Is9FZLZBKEsAOj5GAdW8W/ozAcVr4eETHYCMRMqqlPNsqYM8qLTUExJPxHZaaIdNcM8NgPSVj5loSWYneKUB3nEJacsRnXtsqm+gEZN6o084lO2iYTS15Juu9tl220J74f2+VTLTG/jUPh4fYoKSLZCObzcIyDWSWbHUasxOwlmU39v1BG/WlhBpBdlbo5XNurB1jDEhuRQNNXr3qAbLu6QVDZrorRWMglcqIijn2zc91/j5IF+GYQ2QzFvKFTfB3sKrpglVPLXjqvw+GbtWcos6QShWgzFvY2d6Bm5TfRbPdhJTKCALCpz/3fkymI5ftn0hgq1rAC+86h3//sy85E9mzpyvgzuQAkwQ3Wvu93/s9/Nmf/RkODw+fFgmMGy1+8XjiCMQRuPoIxID71ccsPiKOQByBOAJPywjEgPv1uW3//PUr+PvPPYhLB03cdfMu6vWwCdtwquIrDx0KEL2QzaCYz0CWUijnM+gMZuKF8Hm37GA0WwhJmd54DsO08O9e85MwLBm2Q+1Xss0TGM8s7G1dQH/YFOytYj6P7uAIe1vnhGnq3vZ5KPMeSqUGNssWetMUCrKBx5oQL/naYoRcrgpdmyCz1K7V1C5yBZepZWhDpJfM8HJWx3RZwk3gvDV2X9gJxHeW//Ze1M2lLu8utdxHAQDAXhxLEhD0MUxf7sS2FkAic+xIxgSBHtjOc2kLFxT32mTSRqHoA/CqMkJGNrEdMMNqd5poRJjch0dXsLMd1kLv949QrYUZZKNhe4XJToNZSr4EtXc5ntm0i2xAt5afZcnoV11g65ZdYLrU2D1Ju302Zel9+HlhPwTIpTQTC6tSD4NBF+UIK1+AGL0msjKwu7cKxh8eXcbm5qoWPI9rNi+v1YnntkuP34f77/24MMUzTBNb9RLe+V/feGZfrBhwP7PQXnPHMeB+zSE8kw48wP27v/t78Y/3S+jP1ks+PRHLnWDqOqkXDlhOKpgvTKjmqi67onRQjRiBuhdJs+31MjasgJqSZR1pednBZJ7ALAAMe7tkUjNYWJWvMfRhyMvC25/SNZ7kWfA0CXuyIunC7e1eG2k5XP1DcJ5rpid94vVjLMJyKWLeT1vQKEMTaQlHXfHFsIwxJDkskbNRNDCYhwH7RiGsk86uyfgOaqfzs3LWEskNSsUQZJ8oQG8S1prfqZhoBwB2st3pcxpMwFCKpzv1r4FJhCAoTwB+FJC5oUdKUIpoPh8in3cNUNlMvSeA/kwmI+TeqKtOuTuxzTLh2I4wNhXx7x6hsTQuT8KE5fiSQjRxnS6NX219DCflxm4+6yGbdxPe/Hcm6ybuPXPzvaoJ1WY/SbQ6bv/TqStZw+QxjVRlmWx3rqeb0FRKzm1DUTRXkqayjV6vi1bnYdx7/+eQTAKNWhEvuHMP//2PfzcKudVE08oD8BQ+6Pf7+OpXvyrA66cDw51Se5/85CfFWG9EwP1Nb3oT/vRP/xQHBwdCZz5ucQTiCMQROOsIxID7WUc47j+OQByBOAI3SARiwP363IhP3PMo/vELX8dw2BdyMlHAnaNo9qc46I6wWSvipp2a0AElC/qebx5hMFGwv1mBbph45KCPo/5EyL98/0t+BJP5DIV8DllZQqvXE+X9tfIGctmM0Gnf3zmP8aSHSqkGw9Qgp2VROk6DNcH+s1xmIKVMdH2GbMYFLRZqD7l8Q7x42paKtJyHYSyEeRnNyChXQ/MxF/C1IUsJ6Mty8qB+e5SRXgiUs/PFl+C+1xxjBEj+3zs1G0cDH1DejfxNVv1gGgZmVJqxBQD4weAIpdIm6iUN2aXJab/fQbXmVxkQLJ7NpiEWORly1LXPRAz5jMUECSnMaiSjvNHw9dIFYGBoSCbTK4zR3aqFKz33mjJpB41qErqdxEmAe05aYKqtSi8wQbAOIJ+M+8gXVgF6nq/bOYKcyePcXjUM1Ds2pjNe66r8Al+Wdd2EHDCSDX5rPv7Rt4HMeWGqalrYbZTxtv/zDWf2xYoB9zML7TV3HAPu1xzCM+lASMokk3jJS16C+66kcN+VMHDrnbScI4t6HYsdkFKOkAkJMpy949IpG6MZNb19qS9/Ul9AjvhaeNu2KWOzlBYLXbjjIC0ZQCLYnwPb5JxJqZNV4LqUNaEaa67L0Zegbfi6qE1Ow1dPyuz4/LYGKR0GSnvDHuZqEqWABrm3PyVFMpkwOE7D2EwmvEZw/3KWrP7wGB1zBEkOJyp0fYJMJlzRlJE841I/UvzMNU71r42yPlKANU/GPQ1MWTHQGZED7u5LeZ5g4oXguGeq7Z2BlQZMyHsteownQRME5cnEVwKs+1LAmJxMdf7G8NZn27FEopbM88ViCF0bYX93T1QTsPX6LWwsZczmygzZrJ9QqeZ8qZygrEw+rWO6cO/fbO4nW+gzkl8mrulHk8276/8tWwaGCxlJaMcSRwvF9bXJJOeYG3n0+66snTLvoF6roD/oiQoy6rvTG6ZQqODvP/xmfNttW/ip778bd9++K8xTz6rFgPvpRvb3f//38Sd/8ie4fPkyzp9fTzo43TPGvcURiCPwTI9ADLg/05+A+PrjCMQReMZEwC3jtZ4x1/uvdaGfuf9xfOhzD6LT6eCOm/ZQq/ksL29Mrf4UumniJXffjFe+4DY88FgLf//Zb+CrjxxBWRiC8c7WH8+F3MyrX/ZDyOfqopSe7HY5LUHTybK2MZ2PBKNd1aZwbBu1ShXtXhM7m7uYTLqoVTehqmNMZiaSqSqSEubVkwAAIABJREFUogQ+DdsYQJLroHGpbbsGoPN5H6Wlfi0Z3xtLltloSE1vl/GnzHxDtJzsYKH7muwE3z1D1DLN41T/BX5AndSazxqMMuDIgJyoPpggAPYAQEPwOgjIM7FQjIAi00kXBfGZg4XSwmajhrScC0mnEKQuRLSGx6MuiksjVu8eKUqYTe99TrZ5dlnu7n1WziwwmK8C5QQ2RnP/mvY2HCSkFBbaqpGpMITTV2UehFnqXEEut8robLeuYCMC/nNMC3UOJDPiuqu5OaSsDxLVCibaJ+i6t9uHqNfX68T2e4f43GfeIy6ZYDuv6uUvuhX/82+85sy+ajHgfmahveaOY8D9mkN4Jh0EAXdVB973JVZFrQfWaRx6kkEqAfLhGp13gqqakUDvBOb8ZsleKxHD+Y0J3RXQG8B0SnDT17/W1AmmWhWyZIv91x1TydshWRQvmASOg8zr48/pX7LGoDUFBYmUKzdGWbGpWlhqnOPYvNvrg/rxNOSMtiRUJJJhPfWcpGJhhT8zTSYkmLgO3w8muVNSeN9KzlwxXyXwHDVkVRdTpCUZ8/kMpl0EkkzeJyNs9bAmO8dPhvo4sD43ilbknjqQUxCmqF4jCB8E5bfJlA/IyCTtMUz4aw19Yeo1n0U8nVF2zb3PBORZsQbMUS7mhHxb8BkIarnXCyb6S4keJnyoHU9pPPaRggnDlsS/J7MRigUapjKpPhNrJvXjmcwhWaBRNFHIARMtDceYwEqWwb47YwlS0hSSPVxvxfqWkKAv6DFTFt4AnS6T+VvQdQP9zv34T6+740wNw72Ye4D7nXfe+bRgZHsM993dXdx1111nMsddS6d/8Ad/gD/+4z/GpUuXcOHChWvpKj42jkAcgTgCTyoCMeD+pMIU7xRHII5AHIGnfwRiwP363MMrnRH++p++gi89+Bi+7fZ9NDbCRnJkeX3tUhsXt6t47Xc+SzCKP3Pv47j3kSZ4rKoZgjGlG5YA5ckI+/Ef/HlM53PBLKdh12RG7dkMtho7gtnFl9WtxhY6vQPsbp1D7/9n7z1jJcnOK8ETPr19/lVXVVuyyaZrum2SokRqJFKjGbmd0e5KWEAzP2awWOyPAeRWliIpR1KkHOQG2MX8WAyw0GJG2sEsRxC9SJHNpnfNduwy7730GZkZ3i6+GxEvTGY1q7q7Xlex4xJEv8qIuHHji8y4cc93vnNmZEpGLK0ZqtUmJtM5BJmAd2J+9dlqt6YEsFwBljlDNWGD6SO2qKS2Ws3QbEbsaddeQo4lZxbqCO1OtA8Zgg5iyRiSTyEgOQFHJKzgImL+ESOaNFzJSI0aaa9nmemdArhOmrtZ8J0gF2IpWhlG5mI5RCMjJ+M4BgSBkhApQKDOnsadd15kmsZJm02HaHdSGRr6fEgl5lt5oJnzl3DDPHOxXfMwK2jz0vHNSoC5lgdRKGEwXqwDXfefD3Nat8m4SPYgq2+ffE7Gej7WNd3pnruuzyoPim00vIJOrOsu8y5abdonYuE1FD+XyMgeO5tRwmUzY/6Lj3wYJ8dPMEDC83zIsojf+3f/DK+5P8/2fz5/ZSXg/nxG8/ntqwTcn994Pl+9ZQF36vMzj4t4erxZVoZkQ1RzMzu3roRwC/l5egaPVA6knmH7m4+jKid1A7BNY5E4DSEf+YNkGz27a9WogoqSv7OFAMSeFzttH7OMdnhy3F4nD/4mn18LcI8MTtfHzAWrSOc7cDBd8Kca8Lo+QqtgjA2QZjhVieWZ61ywAB/rjJ9eV+ixeaeY7CDfkkahKknmNbhhPqFKQHDRALUp29Dd9HlPYLK2WsIJKRmf3uPQX0CQUuCbfFaoZSsWCCzPSsTQHJuaokdXUdR2J8A6a6baqATQrDSmlqUznfpkDtaNJWrVdO5aLNP3C+rfs6cQ5Oj9yLGnUOTg1PA89JYI+OhYGhtVACY+MZSMSCR3GOM9lscZT45PE8ZEGGi3owS/qo7QZFJHIYj3f2E3xHKpwuG3mBm861JiRwBVw7U72+x9oNs9wGoxRLNBcRUgyjUEgYT5fIBmvYF/+w4+0nG/ya0E3J/fAP/8z/88/uqv/gpPP/00Lly48Px2XvZWRqCMQBmBDREoAffya1FGoIxAGYEXSQRKwP1sbjSxq/6vDz+MT33xUVRqddx/1zkmAcMWla6HyyMVHDhmmPqjD70U/+njX8c3vzNk5dZPHk8x10yQZxn14/oB3vjqN+Ng726AC1CvVmCapAPbwsqYQZEU9LtbmMyOGMDu+w7TQiWTMsc1oYgS5ksT4GoMwCBgAEIbnrOAHJfG9+ou5oYEDgEDE2jhSezuWi0Cmx17BaUS/e25FnhBPmWMkyxBwpAkXfdUrz2E5zoQYzDY0PI6t/pqhFojlXkhNiXJ3CTtoBvgKCMvw6Rq1HR1S0x/Wjx7GdCnV7Mx0fLyALq2AMe5ONjvQxRFNqYg4CDEWrF0Ptu2mDavIORNTQlcMgtGewvSdG/nwXqKQVHqhvrdbQc4mq6vyAmIFxUhN3a611QtoG3QMu7UUo387Dd4PLqK7gazVEpuELuvkmHE370PLCyRJQamBVmepM/5nCoG8smhZJtpavi7D/+fcYUMSUAI+KGHXoKf/1dvuylGccl5S8D9bJ5Zz+YsJeD+bKJ2848hwJ2QwAdf9wbG+jUcGR/55rpxMo2EgMyqHMANNoPnBF5nGfDEbn96FD0nybtjE2OcAMyaglPJsewV+x7Jr6xX6tA+hjFFu9WDpumwvDTR2a650J11+Rry+CBbVWI6ZxvNDZQQSCTPkm10rWQq6hQTBaHPjE+XWgAnSFnm5G9Sq62z2RGoEKTC58xXhVjUhaRrzYVq5sfuWHNUM9rmNL5NZqeRH0qh4in02XsBJVtNU4fj91iioGiMTRUD7XY6v9I5iprs0TnzEjVFgL1LRqkZnXa6t1mDdOrXMpeoZED12XyMTjutViCmeitO4gYhJWsjsgC1wNPBCWkCxjLG4AURvZbA3j/o3vrx/SVgPTGiJSPY5G+StVnFiRTLIomdKrsPjq0zZjo1Igk0Ym8B0qI/mfPYbszhC132vjOfjtBs7zAWe6+3j8UiIiHo+gICL0GRNOYVMxqfoKLUIYgN/MTrTex2ImPfm9lmsxm+/OUv43ZhuNM6g55BtyrD/Rd+4Rfwl3/5l3jqqadw55133sxbV/ZdRqCMQBkBFoEScC+/CGUEygiUEXiRRKAE3M/uRj956Rj/4W8/AVeowvJ5ptFOa3HL8dBr1XB+t4Mffv19mKg6Pvr5x3E8XUE3bFwZLWC7LtuPAHgCTH7yn/4sHIeYdT5jYy00F1vdfVQqMmbzAbqdLVbarC4m2N3ex2h8hN2dQxCo7Xg1IPQiY7HQjVhwHA/TiEq7qTybltDEfCOAeLyKgJf57BjdWFrE1MeoNaIFtKGlf7vOCpKcAiNZVvpqMUYzs+gmXdRud4/1wQzKDA3VGNAnSRtJ5ODGQAhtryuAbqfgBbG/hxnzVQJ7aNGcbQR8Z+VbmIFqJQJGiMW/v9sGGYxubeeNsoaDq9jaybO0ezUfo2W+f5eB9VjT/N1quBioecYjgSV0HUXQp98IMVSB8zshTD8FYhgbfrkOzlclYvqvg0p0TepsgkZrHSCfTQen4EISH5LrqVYF9BrhWtySfYaDI/RiCaHiL+XRb30O3/4WGcVx7Lv8Y29/AP/qJ98IUbh52rU0hhJwP7tn1o2eqQTcbzRiN39/ksL4m//vo1ANF3fefS97BimyhJlzZ44ZnR2JxK0AYTMIThJhiaEpScKM5jRXRL95SpLOMmBstk8yy96o105iZuQlwq0bTJrmnHXh+CTBln0WhkwGhGRsio0SsbMNsjeU/J1s0Iu/lnmqrqlwwnXpNy6kBHM+WRH6GsSMb0gyJj7UwBXi2K66WFp5wD0Mo3mcKteyrb1BLqbIcg8DH8cD8ubYZ0nipJEUXDZZGgRUGZeXxCH5oGlBD58kYrLVA1QFUKwmqEqk9Z8+5wm4Hy3T5PhkcoStrXROHY+P0O+n/57PT9DppFJyZHhretH3jd5vPFdnhuDUSPquEuvZE5jdaYSY6FH8SBN/YSbXHDHeI017wLE0VqVAjaTqKtXoXho6SQC1WYWd4ziQ5AoasgvVEOmtBxKmqLf3oKpR/Ehy0XFJXk/BZBYlCuidQRQ8dNoduI4JpdpDU/Gw1Qzwtgecm/6jLgH35zfEv/iLv4i/+Iu/wJNPPom77rrr+e287K2MQBmBMgIbIlAC7uXXooxAGYEyAi+SCJSA+9nd6Pl8jo9+8jNw5C7MQIRuOkwXtlaRccdOGw/edw7bnTo+9oUn8A9f/g4002bgu2bYsFwPC82CH4a468J9ePXL3wQquSez1Ol8yUq2iclOjHZauKvLMfZ2DrFcjNDt7sA0V+A4CYbhAnwdPFYI+RZIXzUC3n0gDJiRaqdmY2FGbDMCsUl/nUAa29aZaVlkokrGchHo4FiptIxtTKDUSC8daBPYnZERmM0G6MUGaI5jsRL8hEE+n4/QiSVp6NjpNNWHp39ndeDp3wT0eF7ewG+7lUrZ0D7deogpycFmmmNOICrR+KgZ2gyVioft7XTxT5+TuW2rXQCunSU8Pi8nMxpeRX87D8z7ng/PdSEUZF2uxW4nCZ6rkwgkuPOAg2ZHwEWv4WO0WAevSQ85y/RPrqVVCzDbANDT9tHoGJ04uZGNxz0HYFIySVl+dpssBDA36MrTPowF63wenmtit9/ED7zhHnSaeb3hm/XLKgH3mxXZ595vCbg/9xg+nz2QBNlXnzzGJz/7BaxMDweH51iCjEDNVvscPHEzuBSGLiSR5DE2Jc9CtKqRlFdDDnEpI01DTPJ6BTFLOn8ldTmEG2zW27iWrAwlXiczqqZaB77JQDtJBmfPRLrjakaHPNlGUidWBiROPq/JIWwvP1Yy815oHKob2Oyr5QCdTpQozrYgMNg8nG1csAQvFqW/qFTNA8fnQXdTn6DRTOemaA7wMNeLIHyq416XHFwahjAMDbV6fr5SF5R4z4+TDFqFnEFrAALss2OhZIsXy75F10JVAHS/0+9CUae9S6B8Rr+fjMurGYNTmu+J7U9m69Rsm2IVsc6pkXZ8FtTXVkPGHmdnD4lvTu8+0fsGJQSqFQ4Bx7MxZcF/SkYk8jbacoxqrA2vaxNU4vcSfTWGUo3iPJudoN3ZZ+egfkgKx9TG6HRqLPlPJABZaWCpDlFr7mA4OkK3e4jR6IglDASM0WjuguZKqg4YL3j8z281mLHvzWy3K+C+t7eHl73sZTczNM+q71/6pV/Cn//5n+OJJ57A3Xff/az6KA8qI1BGoIzAjUSgBNxvJFrlvmUEygiUEbiNI1AC7md38whw/9znPoeXvvSl2Nrdx3Rp0FoW3WYVLUIp4kaA+ye//BSmqoHZQocg8FA1E0vNQhCGeOfb/wVjshGDnRmBOiK6rR4MU2WSMXvbhyBmoCxXUFEUEHggK3WcDCZoNveB0IkW2BwPPtSZfi4fLAEhAgYaSlSuT4tsN4iY1IYxRy0uebfNOSrx36axQLUW6cIyo1XfPQXiqUw70VF1HYtJtiQL7iLjjf6dZcRNJifo9VMQnEDpLHu9aJZKUgKWmzcdJUAmK99CIDHp1jpeChwQi9H3PRzstaFUonuwXMxQL2iW04JaM0leJ697PJ2O0ckY+9HxEwK3YzPZ7LerVycZmDzgJPKUNAjhsjJ+oFMPoVQFiAK30SyV7rfE55n+yTmIXXo0XQfILFMD+ErOJDY55o5+gJVDmsLrx1F/Vyeb2er37AX4kde+MGbLJeB+ds+sGz1TCbjfaMRu7v5fe/IETx5N8aWvfQvdhowHX/UAAzkt28VgpkNovBbg15nlNKqqpMML8wDy6bOm5cNwOAxm3Nqz46C3GQinY6+p5c60zbk1gF9dTKGbARoZqbFkDAxAzzzLk8/pOU/TadbbI9nWa6RyZ9nIE2CcyORQlZaqx3JpXpRkzjbL0lCvrbP/DfI6iSVKTvcn5voGfXfLmKJaAMgZSz5mZCfHRxIyRTPtEMR81wxgEEuuhWEABA4EMX2PIC13UYyMQZNGGuiCnE8AaKsRGhldeprDeUHIHVeUlWlV8katURLeAS+kWvKLxQTtdppAGE9O0M/Mi6tVysCnBBDJGBlONNYwtAGkfe21XZzMUyY76cr7AXDnHkmZ4RRkb1ZSc1zfcxCEApuz/cBD4INJ03geSezx4HgBmpZK+ey2PBzNBAa+69qYSc7pqxlqjV2Y5pJV7pH8HEnW+QElKjjUFA6NOsmy+cy3hr57r73LwSvOFzI4z/PPPAHc77vvPpw7d/P8Up6vYSeSMrcq4P7Lv/zL+LM/+zM8/vjjuOeee56vyy77KSNQRqCMwDUjUALu5ZejjEAZgTICL5IIlID72d3oLOB+8eLFa574S98+wke/8AS+9Z1hZJYqcFCXFmO8txpt/MBbfgK06JckjoHAtNauVevodftQFyMokow2lTpbkUb6dHYCy1HAwUOlsgU+JFZ7BwhJpzxaoPuOCknpAIEJToiYygRYD2OGtW1OoVQjBp1lTFCtRwtp0gzfjqVXSCKm308lYgTOhx9Gi2Rtmeql0r+pJLvTiSRp6DvIJGRiRrhjm+BF0oSPwG0yNKM/E1CaPiPwOqs7vsfA9RRYYIaqYl5vndj6g4LkzHh0Bb3+OejaFIcHXciyzK6pt5VfxAr+EnbBLFVbLVCtpyZ0yQ2djE/W2ORkNrjQqZ4hD7iTzMKVmN2eHH/XPhiDb5NZKjH9i7I5dNy15GpoW0sxMdHWTVRpW0P20W/zmJ+W5cejCKP46Rv042mPn/zvPJzrR6Z7Z91KwP2sI3795ysB9+uP1c3ekyqoHv7WZTx+ZQJnNYIkCHjZy+4/PS3Jk12a1SFWN5sESrx9TTBeEkLGbr88WTdeJca4yx4N62x2kh5ZbGCfs3nAIdmPVAfd8yzMVxIzTFXkvPF1chFb1zBjpQQtVWYV27XkZogVT9rzxFI+mZARZ3Ss785O571sX46topoZK21zHR2V6rr5q2mQD0aeuW5bK1Sq+WqpaK6zwfH5Z3UkIRPNozSvNRUfhhniZJFnvpvaCeqUUM8005jmme8hmbu64DJJFjLgFqQ8CG+bM1Ri03TqjgD+4n1rKAE0O40xScsljHI6ZjI9xlZGjozMS/uxJB1tX6hDtDLeJ8SaP8nIsBHrfR4b45Ime3YuaioWVDN6dyHT8n5HwMoisJwSRQH0GLifzVLdem2VvrfoK3qf6bH9yaxdkhsM8F8Z0Xd2qZ4ww95Opw5wkXEvabcrlRbmsxHqzR2EjgoXLdyz72NhSTDtEP16lIj66YfMm2qeersB7iTL84lPfAK3KuD+K7/yK/jTP/1TPPbYY7j33ntv9qO57L+MQBmBMgKlhnv5HSgjUEagjMCLJQIl4H52d/p6AXcC1v/6I1/Bp77yNAzbIXobdNvFSrfxltf/EJrNPmSZFpcBBLEHzzNhmAs06i20m22o6gn6/X2EvoEQIibTFUS5xaRmSMYFocFMybTVAM3WHhzbgCwrDOB2rMlpuXW3EWJhcOw4OhcVdhM7jCQJBEFCGASwbBPVGGTISsaQIWqWwWcZKipxeb5hLKEozdNy8iK7fTo5Qjej9ypBgxOmjELSHl8Z+fvWroc5k1ICVgYZQ1Xam0CY44zpKgFOVDKeGIkSyLC724bvB5CVvDyKa2ngxDyYMji5jO3d8wWAQ2csQ57EcjNtE7BOm5lOe4H1Tiz8C3tczpgu6apbS5Mg2f6vxW6n+0aVCitzHfwi8H4wA5pVYtWLlNY47ZK0aE9mm+UfSPP9Z7//5jL4nulXWQLuZ/fMutEzlYD7jUbs5u1/eTDHlx4/ZolabXrM4Nos4M5A0YUNQ3jlNaRjyLiTpDzWk3X0TOECrHlaJFdDWtubdNQjk9I0EZu9esuK5rCkkV42J/TYPyVeR8its8oZsL5Bl72mrHtlUD9UUSQwdnT+2UYJS0UKoZsh5pn+eJD56Pr1W+YE9TjpnL2GwCcmdB683sRcZ8dkkttJH5y/AC/lk7gdArstAQQ6a0aAyVJgAPjSyic7TGOGej2KV9LIKLVVYN17zhRyJZWfIUZ3VPWWXicxvBvN1OSU+qsrAfQMwE6M8OEyBf2Z1nolHTvJyBDDPkmcUyWZ74fsM2r0LkH+Mcn2BrHmM8kYAuCzPiidKsnrRNfs2kvwmSSBEBo43JHghDIoXqNVkuhPQXbyb5Fj/xZ6P5ErUawCZ45QjCSLLG0KsdKDZa5YtQEfTCDJAmr1LawWI1Qb21guInkaLtBgezVstzzUq6T/HjJvg4XO4Z+/zgSZvN+sRu+S9Ky9XRjutzrg/qu/+qv4kz/5Ezz66KPMiLZsZQTKCJQRuNkRKBnuNzvCZf9lBMoIlBG4RSJQAu5ndyOIlfTwww8zSZlnYrjTiB751hV88ktP4bNfvwTDcpisjG66eOcP/gyoVFwSQyw1F7JcQ6fVA8f5UBdj7GwdgOM8eK6BWq2N4+NjKLUDkLzLTBfh+2RGFumwE7OrWm1iOr2K7a1z7DM6juRnyGw0Ya9VBQOmH0kLEIutHi/Ep9Mh+v1IZ9V1bAiieLp4VudDtDvRNstYoRKbodK/F/MBmu1UW3YySZnxtF2nMu96qtnL+SsEGe30g46f0zAnwDhrjEp9EACdZYLLQgjXzwMtpj6DXNAGNlZHODh3eKotT32tljNUYwmd5NtCJeWmaaBazYNABMJvbd+R+1JF+rAhtAJbnAxl59r696/fDBg7zi9o/D6TWSrp5WcZ/0mv1NfJbPN3nEwEr4yjbfcccjmWe5cMYjfox9O+3/9yH6+8ePPAhO/2i/ziF7+I0WiEd77znd9t13L7GUegBNzPOODPcDqSkvny40fsuT4dXNkIuBMYPzb3ISrRs7rYFNFAgHVvhqYSYKEBurPOcKc+tlubddRpm4wlsKZrTltoTlqiXmthsZzBC1Pw2PdUKMq6jjslJ0VxHUCn3ihpmPUQSa6tpdgwvHUQvV3x8J3h+vWIvMF8T7KNZFdoTi5KjAnh5msjNnjWZJT15S/AiYUKqYDm0fzYCMhtVz08eULSX2migObolZVP7JLZqCynYyWQm3T1KUGeNNtKZeCSz0J3Dk5K40u67kDk6ZK0XTIpzxijUgIgkYBhdy+MWP5S5vzZJDztMx4fo59hvbv2HKKcnpdkghJpH5KJI219krSjpnArWH5qrOrYOsT4XJY+glzdRrPq43Cbw0SLxk3GqK5DMncKG59l0fsN+d34kWGqVIEk+LE+PQdHH4JXdtixibkqvAEjAFCCgKTXKElgGPQeVUNF9KGZHDr1AK0mj/FCAH2PSBruB19hYzTVMJlr7Lty4aCLyvMk7n67Au67u7t4+ctffus8JOORJID7t771LfZ+XrYyAmUEygjc7AiUgPvNjnDZfxmBMgJlBG6RCJSA+9ndiPF4gv/2sc+gu3WA7Z0dNOsKLh70UN2wCLMdD//1M4/iIw8/hsF0hZVh4yX3vBaHh3cxcN22XSgKsbEt8BzQ7e4yA0vLXmGrv8eAcTK85HmFMQOJCThe8uBCFRC6WCxSSRfLVFGrdWCSTnsMdHv2FHIsIUPAdDVhzvkrcGJUCj+lEvGtA/Y3GZElQDxppxJb+tQQdXqMbmaRbZk6A/WpmfS3TIzwCOggcF7OlNpH+5K5Wgos1InplwGvSfrmakZOhuQOPD9vqBrpuRfACWsKTsozAslojQztLtyZgubT8QnaBcPR6WSATmwAm/0GLVQV9UYeRNGIEVfQ66VjiAF3ebzOIqd7dXkM3HsHn2MxEms/e53JeQl4ma02s9G3mj6ONzDVZTGAbVOcouPatRBihViBPBoKJQLW5W9oP0r0/Osf9CDn1QzO7kcEoATczzTcN3SyEnC/oXDd1J0vD1UGuK8MC9r0ZDPDXdVhkNxY/RXXGEsIRfQQIP3Bk9TUaBaB3NttqoK6hrFqHTCd9edS4FuoyAo2aW4QI7vd6mOqmuCFLMgdMdD9YB0QV4QVfG5dnqVf97CwNjyoKOmcAYXZhXsaHE+BZq/vTyA6V2Cd0yGGPkazwAKnuUOS8sA47Uts8IlW6DtwAJ401vMx8pwlky5hz1shROh7TDZuUJCQ2e94a5/BnYCX8/I1rk2J5fw8FyXb02Rx6OlrFVzE4q/GRqM0liLDPZo3fCyM9J6o6gDtbDK9ICsznQ3RjRPx7Po4HU6Q3ueirAwZpE5WUf9k1A6Ip+8CJJnHyxFT33VN9q6TxPK+wwBzS2RgvWep4KRIqigxSWXvHtoEUsz0J4a8E9YYqO77VMEnYjK+ik73kIH2VZlMabsgbxkyH9eXY0jVbYjBAobXRK9uo1mXGHBPfi9DlYdx8hE8/tQxyLiY50jrXcYbXnkBP/q2+9GobZZ4u94HQgK4k/zJHXfkE/zX28dZ7pcw3G9VwP3Xfu3X8Md//Mf45je/ifvvT2W3zjJG5bnKCJQReHFFoATcX1z3u7zaMgJlBF7EESgB97O5+VeHKj75+W/j648+iWq9hXqjiVpVQq9Vw0su7OCV9+2fLhYfuzzG1x4/wWxpYDLX8eTRBCvDwYMP/iiCMIAiC1CXDrqdLciSBNNUQQom3c42Qn8JUarDd3SYjgLHF1GVwdjdZNBK7PeQk7FcDNDu7MEyF4wJT80xJ1BqW2yB6XsWlEqNyc1ITD+Xh23p7DNa1JJ5GMmmkAkZNdtUocSatsZqzEqvqRG70rL008W9qc+hVFNG23BwBTu76YJxPLyKfqwJT8ePBlewndlOpnfTZQpQUP+0di0C8FmzVOqn3wgxzhxHCAbJrZCpWtI814oW9LwASz/B+YvnI3153wcv5I0FR6M02ZAcP5+N0WzlwQ7aNhkeoZNJOMSBiSQMCqx3SQjguMTG59Cqhag3xMi2A5QZAAAgAElEQVSUMAxBHrm6vQGgJ3PTDWappEesmWGOFZmM9aAT4NIo/91PWO47rc3mq7T3Ky74+IEHXjh2O42BAPfxeIx3vOMdZ/PjLc9y3REoAffrDtVN35Eqo0jD/bErE9iLEWQxr+FOVTpPHc1wsNWChvvgBOtMdhpkVdThITVPbSkBvjOMQHYySE0A0eIFHfR8jGOwtLitKhrwM30m28PAg67P4XPrz1E612ixDrj7ngalYGwa9UdyWhy8gnwMbeFhgRciDXBiSi90SgAIrLIrK5sS9UPGp9wam50kXBqNPJBNe5PECFWTZRuxwe0NBq/wSaosXyVl6GRuvoWq5GGq0tzGg/TMi8kDAsCzDHM6X0V04Pj5uco0Z6hl9Nhpv9Uymv+zLfRT/xb63LVUyAWd+qKWe9FMlYB8WU6vhxj2NEcnMjKMce5GzHJqkZE5vZ9E8xrpqGfjT/0PM4kGUyNfmijmvkeVB+n3kjTaa3Fie6/js/teqQosaaHGUjR0jQEXfc8pVpoVMeGX6hD1VlTlMR0fo93dB0ni0PsAkQHmsys43N+BbRuoNfrsvSjkqnBdC2EowbOjhMW958g8VYZlmLj01Jfx2DcfgSjwzOyeA4dWs4I7z/Xw737urWg2UoPb4u/ju/37dgPc6b5//OMfx60KuP/6r/86/uiP/gjf+MY38LKXvey7hb/cXkagjEAZgeccgRJwf84hLDsoI1BGoIzA7RGBEnC/+feJge1ffArf/s4JhsMxzu1vo91uYalbjP1052EPr7z3AA/efw4Etj/8tcsgOQBiRXWa0eJwblTQ6t8PnnOYtAxpsxPIXqs2mYY6FxArjphiAjq1AE8ehTjsg0mvnOtHRpvdugfVlBCVmQcQBBluDLJnS8jn81QqxjYiEJ6aqY1RS+RkqDR8O2K3E2CRMNbZfqTXHi/UfWcJIaNpW5STWSxmaLViLdUwhKETkyxlK2rLOerNFKBvygaWVgoMEQBPzP1so88mGXCdgAlmhpZhEq7mA9TiBXZy7Hx6hFYnuiZ2XeYAraaMWjMqMU+a61gIOTEnO0PbhidX0N/Om616rs2YoNmSftp3u7VZI52Y+FkgnEDwlSMyk9iBus4kZbr8JMXgbmLK+xsZ9HR+Mkuda/ljqAxerogIAsDxNjPmf/atLnrrZNKb/yPKnKEE3M803Dd0shJwv6Fw3fSdv/GdAZtLHvnKN9Gpy3jtqx9g8woZqg7nKyiShIv7XbQ75/ClSyl4mR1YGBBAKrCkK4GXkzmZikbPB9JEV2TuFDDNHkc675SaoydUscmcAQgbzhd6mM1pzliXj2lVQhjuJjY9oIg2fKyzhpuKCdNbTyRIWCEUmkDoY7Fy4fjRsZ2qhZW9DoT63hxKgSXOgGTeA7hUdoX6IFa2usEYtlvPa5SzOcbKJ6DpM0o6iLAwWVZzydJmjWTJinNdaiyaxJh8QbJVB5RYJsP0rFFq4BkQ5Xz8A3cOPisrE5LefgjHT89ZBNgVMWBzRfYekyGsrKSThKoO0cmw2uuSiZWd3pMiqE7JhVkMkJNkEEnBJJr7jjmFpKRJDpKw4WNvFW05RK0RzdVUheG49F/gjl2az/hTiTzP1sDFsnqrxQK1Rhue58IPwBIDxF5P3nkSA3TTWEAUQvT7HViWyd61ZtMxGq1tTMckkbfDpOcUmUer1WKfyZU6Hvvi3zDAnUn4OR6mCwOtegVvevAi/s3/+NCz/v2rqsoSz7cLw/1WB9x/4zd+A3/4h3+Ir3/967ek5M2z/qKUB5YRKCNwy0agBNxv2VtTDqyMQBmBMgLPbwRKwP35jWexNzLm/C+f+ia+8cQApPvqmXPs7e2h240AhfnSwNFoiZfeuYMffMM9+NSXnsbD37iElWbB9YiFHbLy43te+nbIcmRs6XoVSLLESv1JQ9QOqJSaBxnVLQ0OtkUgNOmKAkuTQ7LQD1wVgtLFbBqxs8n0NAhsSFIVtJBValF5Nm3fisF0z9Egxow1301L8dX5GJ1uxGI3VqNTUJrpqkoRC54aLa51N1pcB74H1/MhSRG4YeoLVGJ2PYvFbIR2NwW3tdUc9UYKvFCiIPA8pseaNHV6gmZ3//TfsujBcgggSEEez5yAV/KMycVsiEY7D6Rrq7xWOwEVF/c8rJw8MEESA06YN8Yjxr/nhRClPLtQnRyj0UnHlwx0t00SN+tAVKfuY5Qxe6VF/sGOiJoMDDdoqj+TWWqk+X5ts9RN3/yXXwSuTDfrxRz2AvzUQ1Qq8cK2EnB/YeP/TGcvAfdb697Q8/ZrTw3wyc88gqXpYe+APD44CDzPqqt2ew08cNc+ahUF//kRaTMLG0BNMuCGVbQrAZ4a5EFfSuiOMtre2QjsdQNMN5iaEoqqiC6rtso2x1qxOSyrA57dvtUMN+qyV0QNHtZNVQm4Rsxkz/bDhaTBLsK2NCyt9DiBc4DCmOg4zyHT7/UkAIHU0pq2fAhZXDeGTXxUsuOgRDelJZKELM05nmNAEWWMM4akdMx+11+TkNlr541L2X6dPCucPqNEwsLKJxICL53bo/mZZHzyyQmSeBllxlERA1gsGZvOK716CpBTPzJWsMMUcPfdBYSMJA+x5BPzU9qfjp9qaeUCVVgNMpUMFLdkDJSMIACedNSpZWVlfN9l40q2bTd9DON+7jnwMDdklnQfDY/Q3z5kxw+Or2ArrqgbjY7Q34okZCJPmgq0xQiVevSewwUmPFdDGPpMFlCdRe89s8kJGq1dTEZRJZu+OEK702WVhk9/8++hLwant5wIFsPJCnvbLfzm//bD2N/Jv0dc79PjdgXcd3Z28MADD1zvZZ7Zfr/5m7+JD33oQ/ja1752S47vzAJRnqiMQBmBM4tACbifWajLE5URKCNQRuCFjUAJuN/c+BO7/SOfexxPXp3i4l4TV69eYWW1CeBOZ3/6eIZqRcL+Vguf/MJT+M7xFGEQMaIIsK9WanjLW38SIu/D83wocgXtVhOuL6FZ49CuU6k9j3YtgGWGGKhAvwnMdfrMh2YJDOwnSjyBDGRo2u3tYqmO0IkBbteaQ652I6kYgWNML8daQo61ZD17CSn+2zKphJ9A9Yi5RdrxUsyWWy2GbPFJzfeIiU/l5BGoYhtzSBmT0k7VxtxIwfPR8Orp4pf2JxZ6I1P2Ph0doRdrxtN2xkrz8yD3cn6MRjsPcJv6CkpGF95zTAaqcFQiEDc+MOGGeUCCyttdF9jbFnPMyk0mrePBVXS3okV8ti3VKWoF2QEyg7OcvMY8HUNyBpPl+vfxwm6IlSOdmsdl96BqhiybP9lGhoHH1zBLFf0FTH8zTX276cDeIPVA/f7Igx7u2Sdt9xe2lYD7Cxv/Zzp7CbjfevfG8wP87Yc/AlV3cefd95GyGGRJwG6viXPb7VMPka9eFvD1q5uTba2KDzfkMJmF8EniKtMqkosAeeA82UymzcsCKzvZFjizU3kQ+owLbYzmEgNFW1UPlrc+ln3yItkgU8PDAy/SuNYZ8HXFhe3lWehsDJ6KuVEwLWVmq+usceLpiwKx2fPXGfg6JClvqEpdB+4MUoERT9UAlIfOGp/Svny4Qsg3GQvdtX3MNImZfhelesh4VXfzkjqUOAAn5qq3qhLJ1+RBcTLBLrLuRSwQ8PnrJ0NVpZJ+Ru8PywJbvwiwEyA+XqX3SpECWEy7PwHlSQ4tgOtHYyfAnOZWw47uFb1DEJOe9M+pkcG57admqXQ/xpmEjmfNTisgyMMGXDpvu5ltkXF6dE4utJghfKfbYgPgeAm8EJmfEuGAklAzSvh3oiS8thiiUt9h4LttEymhAkcfs8Q9FwyZ5EzgBzBtStzIMA2DSdGR/Ju2nGJ7uwNT15i035XHPsWu0TBdaLoF3SA5Pg5b3Tq+/4134+1vug/nD9aTOc/0JEkA93vuuQfnz5+/9R46hRElDPdbFXB/17vehQ9+8IP46le/ile84lp+Frd8mMsBlhEoI3AbRaAE3G+jm1UOtYxAGYEyAs8lAiXg/lyi992P/erjx/jEI0/C8Xz0GzIuX7m8BrirKxOjmYbhdImnj+cg7V2Osbg4kM7uq1/9NvR6fVb+Dr4JSQRqCodOqwY7qKJTD5i+t2kG4LiQmYOe2wpxPONREzXYQQOGNmIapQSOC6LC9NfV+Ql6vX2mRyorkU57lt2elZPJMuDV2Qk6vQjUXi4maLVT9rimLVGvR6yt2fgYvZgpT/9eqWPUWxFbjBa9FTk11WPsdz9lvxPTj1hmkpwy7mbjE3T7qe4sMcqKILe+WjCN/KS51gKCXDAxVU9Qbeb1a63VEFItz3g/7Ae4NAQ6DaBWF+EFUVJjtoGxOZuM0OrE1xaf3NBUyBnwIhnTtcxSyXhtoK4DQ3f0A/CigGXB0K9ZIXPTzd/Ba5mlhoHLKiAEcf082mIKqdLBxX1Ad/PyDPVKiJ97m8dkjF7oVgLuL/QduPb5S8D91rw3//AP/8DAw9e/8SEG/imyyFju2WY6wN98Qd7o+UD7kQzLVFtnkdO2umwxBvymVpVdeOH684b0r2sV+dQEc7lcwo4TgQfdDSajJGEjkIzLZl32CtOaXwe/2xV77XnGhQ5WKwsu1hOPpP+dBXiTa6L5IGFMZ69TEWx4Yf55GXg6pNgYPLvvJpZ7u+oxiZ7ZIsQyNqAlqTDyUi9Ke7VqPlYFI1jXnkPOJLLpfPT8n2VY4/RZVfZhZQB7iffgk4dJRmpNCBbwCyB8o7Kuq55lvZPsC7VE9oX+JlmYHIu9ZmFmpMA4ycgM1BSkJ1PZrClsL2OWSskOHkE0VsqT2HMIsQkq/du1l+ClaM7n/AV8Lvpb4Cjdj1Nj8BXNb7KEVoODbVun7xKj4QC9/i4jNxhm5DdD1XeSEr/HTCKpOUrUs4oMkugJVXT7uxieRO8g48EVtHuHGBPLvbcPdXoZjXoNzdY2Hn3krzEez7DSbQbS+0EUL0kU0G5W0GlV8XP/8g147QPXb366WCzwhS98AbcL4E7PnI997GO4VQH3d7/73fjABz6Ar3zlK3jlK195az7Ey1GVESgj8D0VgRJw/566neXFlBEoI1BG4NoRKAH3m/vt+Mpjx/jkF55kUiq9awDuC83CU1emePLKGLOlyVjhBIYQQBIGwA+8/X9g7PaVZqPZ7KNWr4MWuTJvoVpV4IUV9GouHj/i0a6H0G1AkTg4RMgLHXC8As9ZMDBVnR+j2zuA69rsHMRkn45TZvlyEUnFMENR32Fl1fQ3Qu/UONTQl6jFoLZtpFI02nKGejPVVzXIxKwZgfGObYLnZcYqiwCBvPY6lW7XWingzczRYgM02t+2DMaUJwOzpM0mQ7R7EZueGi2os+dnn6kD1Ft5cJ3GWa2njDJaaJMUTlHGoF0NMF1FfR9uAS5E7HaA43keqPLdyECt2KbDq2j311nvYmjBijWDk2MYW84ig9p1XeOGHECSgFCUTsEpOm7vWZilzoZX0eymOvXZMU8GV9g2Plihv5OX4HnjfT7ecO8La5aajLUE3G/uM+u59F4C7s8lejfvWALcCfT6vu/7vmc8yacfE3Fpsm5MSoDnarlcA2OTzkhmq5jYTLbJ/BKhsFk6Q9dG6HZ2mHn3ykr3IUNpIkiH4bokFvlcbALEZd5AkDHRTM5PID1zDE/Y72EIXTdgOBXIYoAAeSY9za1Eli+arVIFklFgmNM5xHDz9YmciZDPzwvEDl8UGONNxWdguxqD7cm4u1UTy4zWOX1OzHlBiaTfkkYgM8R8UpmkZrKgOO3L+XNAzDOpSSpHrnRO+6JKgRBCTpO9KFtDTH3CjLNMfZJvyVYekHHsKGN22lQcrOy0OoDY+ksznUeJSZ8Ym9JgKDExzEjZbDVcjFdR0oZJ4fnu6fuIthyhGmu3cwjAc6kJa5blvpidoNHeg+87CJwR9g4vsv6Gg6tMSob9fXIFW7FJ+2JO7zNdZKvUZpMBWp1dLOZHOHfHPkxDYybwuraAJDehzkdM150A+F63xrxtTi59HV//8j+y6kRittP7higIaDUUJhtIhqp7W0387//rP8HBznrFxaYfbAm4P7/Pyve85z14//vfD5q/Xv3qVz+/nZe9lREoI1BGYEMESsC9/FqUESgjUEbgRRKBEnC/uTea5GI++vnHcfl4jgu7TVzZIClzeTBn2y8dz6ARu538Pdn/gIsXX4XzF+5jC0zH5WK5FwGddg+KIsExZ2jUGlgYMtNsn2kcCJAgJl676kCzZThOZGpKjHldm6PR7GI2OcJWrGO6WkXGpbSfokT669pygkYrBsszxm6mpqLaiBboxMIT+HRxS6B5PQbNXduEKEfa8tRW8yHq7RQcJw3zrAmoY84hZlh6mprfnxawidYq9WeZOgSpypj6SZuO8rIutDB3XTen+U668NVaCjCwsalkBpsHmCuCAa1gnnfPAbCwBVLczX1plrMT1Aqgvu/7sE0LciUPoBPYv0kLWJ2SiWueYc+ABzJXnUanu/c8z0xvk9g/G7PUxYwkbtbL10lKyHF8CLH8z/k9HmYsw0D3+efe7qG+7iV4c3881+i9BNxfkLBf10lLwP26wnTmO10v4D5Zcfi7r63Lw3C+hsmiAkXG2vOPXUwYgEByMpMuNqqqkWViUq+Xx7jOArVqC+rChFdgyJNnxHi1fgyZYhdlTqJzkna6hwDrbPqWYsHwogeYZy0wNyJme03S4GT0xpOxUxXSJs+MfivMGZJGl+4wqbZkrkv6YEC8mE800DO7IofMxJMasdufuEr67AFOMoxv2sYFK/BinoHvOiakuBrtNM6hH5HUY11z+pzMbUm6JQuKO/YKSiXfH0nAtbvpvEzHKrzJKueSRqbjBvNFSRsx6LOSN/2Gh6mW3nu652Tgnr3nQmjCzySms6A7jZX+rcUyM6fs9Nicl3xosox9knypx2bmvmcj5NJkNOnOJ1IyNM5RrOPuuRar0yApOd8PEPoj7O6dY9J0rktJbRmrlYpaPXo/GJ1cQW/7HEtUrRYqao0OpuNjJidD782GdoILFy9iNpuh0exhNhmzhD9V+ZGOvOfYkEUbktLA3//t/8Heq8iw2AsCJum0v91i920616HIEn7kB+7H//RjD17Xs+F2A9zpoj760Y9ie3v7lpRsee9734v3ve99zIj2Na95zXXdg3KnMgJlBMoIPJcIlID7c4leeWwZgTICZQRuowiUgPvNvVmkn/tfPvlNfP2JE0h8CFuf5SRlqMyYQHl1YeBoqGJpOozxROxz0nF/6M0/jooswLTBQHEiiJPRGy1o+1t7oEXkfLZEtbGHw56PE1XAfi/EUOXRq9lYWAqTjumSmddqjkYrAluN1RSNVh+r5RytdgzAenPwcvT3Sh2hGeuZ2sYMlXrEXF/MB2h3I8Y4gcHjZbQQJyDBcZxTcFtT8/rrJK9SiYFu0naXJZJoidiLkkCl7mR2FvVF4G+ISEc+acv5BM12yuwbDa6gv5OWYJOhque6kOQUFQ5dFaGQB9cnwyvobp3L3fQ5lYwXWN9NaY65mWebSeESlutgZz9liDNmumFAqealDGajY7Ri2Z3sya7Feifz11qsfZ/dn8nPjKJPmlWg3pSYhvJuy8fRbB2MomqEqkzSBOvMUGNJusL5eCTnmo+PckkDMtmT6tH137sf4J0PvvBmqclYS8D95j6znkvvJeD+XKJ38469XsCdRvDhr0o52Sx6ts8XNvxARrNiwPLXZVvYcxwLcBmpj+zV1CQd7ga5F9qHpMssP8/aps8pKTsvsL6TPju18BSczZ6HDxfgMwadyTYCbFfkZeIZmCxSGRvfJYbyuqxMkqwu3pGD3maDWM5PZU2SY0hfnRfy+uq0jeRUCJzuVD08doXSBKRZT2BzPpFLQC+ZuFKFWrbp+hSNQoKYDxYIhfx8ReajRR14z1lBUtLr9VzSJ49A6KSFjgpOzs8TJKWWZaRvkeRLTrKGqvF8po2etGKVmhJMYPNpYntdVqZgltpKTU8T3XczBv4pGRFkTHLbVRczPTo3jW0Uv5dQdEPfY4A8NfKvacaJbXV2jGqVw8HhHTg5vortnYjlPp9N0Opssao6ij0l9SnhT+8N9L7suZFx+5gq2FqUaAE6/cPo390DjCnx3z/EdHQCRfIYY/6zH//PmAwvIQhIFolHs6EwKRlqlu2x97+Ld/TxgV/5sVPD+Wd6GpSA+/P7rPzt3/5t/P7v/z6T6XnwwetLejy/Iyh7KyNQRuDFFoEScH+x3fHyessIlBF40UagBNxv/q0nw9TPfuVpfOPJY6jzGS4c7qLdbmGpW0zX88JBF5eOZnj0qRH7jHTbaRHe7ezjNa95K4LQg+0AoiigVquj2WiCzM0C38ZiRSXUAmMtk467LPEMyCbmOS0ESVfVNEkCpo3l/ARt0my39Nj0lAMtOgmMpyZyFgKuAp4LGAOM40WQzi4B3yTlQgvqkNh0vIiKROy8ACYzRyODVAuXT3RWuF+tKEyCpt6KQBTLSM1X6d+aOkK9nbK5jeUIlZitRtsnw6vo76SguLacox6z6pO7tVBnaLRS+RrSd+9k9N1pP9eYQcgY15FEj2UaUCopYETgv+cFEKWU1UmgtQAHjp9nehKDn3RdW02g0YqYi8sZSeHktdujazhGp583b/U9Hy4lJTJJATZOx2L6tFm5HPqcgAJKvJA0UNLuvYOHakm4llkqmRSeXMMsdT46QqOTH9NpPGfj06RK9FmICwcyYzb+1EMeDnsvvFlqMtYScL/5z6xne4YScH+2kbu5x90I4P6dMY9/fDwFTmuijSvj6N+SQObbmw1SQ99k88qmRvJnobBeIkMSIPPZDJy0DrjTM6hdT30+sv1SInKUMdI83RZYUdI3o0uebCPQeDh1YTp5BnzgaZALzG86d0VKjT6TPsjwOmDp5XxCM/RUiAWQmo4RoSEU8rr3NM/CJw3zvNxMt7HOnpexrqm+Wg7RypiJ03k2Ae5N2YLu5mOur1JT8+SaTH2CegbADwLy6sgb0HKeCmSSKRQBUUir29i8TobpmSo2W59CrqX3VQg1+FwaC4pvYpxKxxOTXssY7PYbeZkakrZJqgAoGUHmsAkAv93yMVATU9bIhDV5N6nwGgwvOu9ifoJGXI1GVXzVeh+OOUS1Kp4y/UliJqmmmwyj9wrb1MGLkbkqecd0egdQ1TEqlSaqsgml1mESgJ4bRgb1ggJ1NkSt1kPgqez4Rz79/7K41ioSeh2qOIzuAEnMHA8XOLffwYd+/ScZ+/27tQRwv/vuu3HhwoXvtvstsf1WZrj/zu/8Dn7v934PjzzyCF772tfeEvEqB1FGoIzA93YESsD9e/v+lldXRqCMQBmB0wiUgPvZfBkeuzTGp7/4GB59/GlU6i0GnNeqEvrtOu467GEy0/HXf/dlDKZLVgZOZO9XP/hONGoKLIePWGgcaan77Nhut4/jq5fAix0GIFsGLZq3sdch7VYJ+92olNqxFqeLQQLFZaXGgHcy9ookVywGkmirKVoxg5yYhUk5vW/P4foiK48mpr0b1qBbHGQRsN20ZJ3YaolmLJmYiVKTgfDwTSAgBngNjVYHsqLAWM1QbaRgOcm8ZGVOlvMxmhkD0vHJ5VNdVbpbq8UMtYxWPH02HR2ju5WCycT856jMPKP5TgvgZgbop+PI2JWSENlWExZY2nnWo+9aTOuXQHHbmOPgXJ8Zj6oTYvLnS/Jpcc0JxIzLL5wX00FOVic5pzo5Qq29DoSv5ieoNvJ9U9wvHoqnlQXFb++1zFJFPoCmuxCEdbkFfTWDWDCWpX7v3OegVCT8zFsziP/Z/Fye8Swl4H4L3IRrDKEE3G/Ne3MjgLsfROapVHVEwLNtetCs9FnWqFiw/c0Gqb6rolpbl6yiqFQkGz7ybO3QXTLGuUxaNQUQm465Y2uztMsp8L1B471bd7Gy159z/ZqHJ07Wq4JEkAb6euWPwi3hxQac2bu61w0xKUjdUCKatM1RkNQRwhVQkIXRFxMYjgxOyFcKRBVqeUme0NMgynnAnjTIiTmfm1/CACFj1KfxpQQ5Sf1kDbJtW0clk3Cm6yIN9FZczZZcp6lNUG2kbHQyDKVEMQHOSSOd9fEqHS8ZlEsZk3CKCVXpUYI+aVXRhumlY+xUfcz09LvVqvpYGMm/Q0YisL3onPlt5GGSSseQBA3pyidVc7TteB71Q7I9cz0ag++78H0wCSAC7U2DyAd1WPoInW4TtXqT+c1wQuQXQ+8VyfsBecZQnMgovlbvR1IzqyV4zocsuYy4QHN8tbkTge2NLTi2BducY2fvEP/w3/4DZMFDrZpPWDmuh+ncwPmDLj706z9xXQx3MhgmcPh2A9y3trZuSVPS3/3d3wX9//Of/zxe97rX3ZoP8XJUZQTKCHxPRaAE3L+nbmd5MWUEygiUEbh2BErA/ey+HVeOTvB3H/8cutsH6Pf6aNYV3HWuj06zyvTb//1f/yO+9OgRXNeDIlfxxjf/OBzbYMy5iqKgQgaprgnLWkKWanD9OivHJyMw15pBqfVQlx22oCXjS05sMtZZs7uH+WyIXj8Cb21ziWqthYVKi8yIaU7Mr27MyO43iYkNOG4AyyZ5mmjBe9gPcTSN/j6/HeLyOPpbFkMQSENsetbXNC/R4pIhqVJn5quWPkG/W0G/34Pl8bD0BeRaWgpPC3teTLXfKSlgGToqtRR0KMrJsAUyL7JFdNKM5RCVAlg9JWZazOZP9ptPTtCKJXKSz2r8HEsnX54/H19Fq5caoOrLYxzesQdwEfs/264lG7OYki79uk47JRCIIVdsGjHoMsaxyfaXXeBwslwHlBRiDFp0L9blZNTREerXYLfPRldR3wD4U5XEf/9WHg/cYgQ6KvueTCZ4xzvecXY/3vJM1xWBEnC/rjCd+U43ArjT4L56WcDXr4ro1gI8cZQfbl024ISbZWUck6TK8n4YydFVSYOXkQHh4GE8oyIpFJwAACAASURBVKopEf0mgeR5MJ6Oa1RCOP7684y27XXWgW/6fKcdYKbngXWqxhpOA5juOuAucC44logsnMc3IEjrjP29TlCQU4mukPNV8AVJHVYRRqr3sTzaSp3A9LoQgjnCgoFpTQlgbTBlDVyN6YBnm66N0Sh4fjjGAEo9bxC+VE/Q6eaTuYZG5uIp8zzwidGOSP4mbkt1HYR3LBVKNZ2nyAA2C5YTAI3AYcnmpPm2Cj7D/O8oOlQ7/e60ZAuqlbLwFW4FK0iT3Ux2JjZfpe6blQCrmAXfrpLRano/syz3To0036NtdJzIuXCDaM7MJtknoyvo9qNquvnkaVy4eJ5Vu9H1kx9NVkKGjmt192OgXoOsNDAaXkandw6ueYKd/fOg+0vvYcZqDLm2hd2my96TuGCB5fQS5iffWPvtz1QDgsDj7Q/di3/902+8rmfD7Qi4f+xjH0O/37+lAfeHH34Yr3/966/rHpQ7lREoI1BG4LlEoATcn0v0ymPLCJQRKCNwG0WgBNzP7maNx2OmEfnyl78cd9yR6o/TCKis+MOf/hb+099/FZcHKu576UPY2d6FppMuuswkYhRFQafTZ/rtg8EYzfYhAk+PJF9ECb5jQK424VgaKtU6Y7CTHA3pmk8nx9jaPsBqOUU7ZrIv1AE63T0EjAnnMTZcvyHi0iiE7XJoVkOszERnPZIUcWPwY6cdYrSItp3bCnF1koIVpr5EJdbF1ZcT1DMAjK2PINci0FnidGbiunvu/ClYbhbkZdQpmbqlIDWVbZumya4vaZPBFfQyEjT0eUWwYbiZhb9HzDYCPlJ2mWsbTB4hC5hLQgDb8RGEeRCdFtK1DEhB5zCXl3B48d61L9BqMUc1Nl5LNpKMD8dXclq5tM1YkVlsHtxnfWuLnNZu0g+xFsmccHtLgeHkx7jX8U+TIMVBLaY0/rSqINlOuve240HMxCXZRmz6X/hpDoq0GfA6u19O/kwl4P5CRf67n7cE3L97jF6IPW4UcDediOUeegEmy+LvP4AkBizZWGxMjosjo+p1+Zgw9CDTsyQ29zS1OTQ7kuYikFw11w1XadteN8hpyifnJA+ReYYdnXxOJs+kaubEzGiBJyazj4XOYa8LkDFssVUlk1VvFRsZiHrIs/mj/rnT/pNjqLKrUs2bpNI2Sx+j3tqGuZphZUfPeh42UNBmZ58HxIjP92GSDExGqoX205ZUBZZP3hIrvWj+bepT1Bt5uZ757Bi9QuI5Sdgn10LvBDwCIKPJDreo7U4a8z78ML1vgT0Dr6TzTOAswUnp9ci8CycGvulcgU9+LanhrO8Suzxl0pP2/jSjFV+UlWEAvBkB61TdRWbx1Aj8JxPWBJzf75DnSbSNfGgasV8KvX9U4iSCoc2JA4+9vS6Twas2I6k4StS3ewfMXNX3QpY8sbQRxMo26F1HkBvsfEI4R6u7A1NfQZDqzLhWEkPMFoCukgxNF1/+9P+NWoWul2PvIyQpaFkudraa+IV/83bcdX6TtNL6EyMB3O+66y5cvHjxhXik3PA5b2XAneRkSFbmc5/7HN7whjfc8LWVB5QRKCNQRuBGI1AC7jcasXL/MgJlBMoI3KYRKAH3s7txCeD+wAMP4Ny5vHEnjcL1fHzs4ccZ6L5/19vgOKSf3kKF0APOB7G/BZGDoXuQlRYDyav1LnhvDshdLEiPfesQs/EVbO/eAXU2YDIrZELK8xxbKM4mR9jaPoTv0Wc8Y7WNBleBUGJl9Rd2OFyOwfMsi/1cP8TVmN3erIRYWTTiCLigEvvBPPqbzFirscEq/VudEqs8ZYbD0xHGpfSUZHBsnS0+RU5Hb2cboedAyujpTodH6G2nJqXz6RCtbl5mZUESNO2UVSly6/rrs3G0aM625fR4jfVNpniJSWmyr2UQ+L0OpCxmA+zsdlFvpow8bTEtaKFHvZApabNgzMricw05mdngClrZuMWD0eYDKI1tluRw+DxAVJH8jWapqzmNabPMA7Hxr6Xr/tp7gR9/0zoj9Ox+MZvPVALuL/QduPb5S8D91rw3Nwq401U8/KSAzz26+ffv2mPUGuvVOuzqvRnk6mbgUCBTU7mN0LcxUbM64SE6DR5G7AmSjSLptU9itnL2c9IRb1Q4mEz6Jt+Yxnss+9Ku+KcsfXpuDth5860qkqlrnkVOeyj8Ch7WTVWvZZ7KhxYDjLPNs5dwHJJSySc8Zd6Ah/wz3NSIWZ2f31xHQ6WSHxtLknMBBCEvT+K5BiQ57ZMSIIFnQ5LTpAG9V0gSJZozRqnuAoJSSPy6ed12BB6ICp+Ym9M11gQdRsZEN3R1cFKaDCcgmkD1rNRNt+ZjfiobA5aIUDLvDPpyeprcTsxSyUuEWl0mc9l03FlZGZI/Il15IgtQ2+94pyA7mdImbHjf9+F7Hku+0/h8RwcnRmOmajNRDLGz02KVYkRWWFKyPU5aUEVcs7MHz9GBeP71nSXTppfDOZrdHrr1ACdzEbt0/qmAluJhotoIvBUuPfElDK4+yd7HfD9EtSKh3azgX/zTV+OfvPm+6354lID7dYfqunZ83/veh/e+97347Gc/ize+8fqqDK6r43KnMgJlBMoIXCMCJeBefjXKCJQRKCPwIolACbif3Y0uAu602LtyMsejT44wnKzY4q/ZUMBVDjHQ65hMDSaVwvE8qrUaZEnCZHyEIKiyBaBnU/nyNgJ3BUGuw3WI+d2AQ5Ix9RZW6hCt3h7mEwKtD0ELzdB3ICtVmKsRQl7BbKqzxZ9UiQCSfhuYxQxAMnGba/HitRfiZLYuJ1NTQpg2LXWjba4+gliNmGEEChDYT+ejZuoqKhnpFDItSxaytN1YTVCrhOju7DLWPjHKQj9vaDphWu0pcB4ZsuYBkengKroFxvt8MlgD6gmIrmWMV2kMW60Ag4LpqK6eoNLMl+obusqSHuZqjDvuPDwFL2xtAiGOZfabpS9JSz8P2tNvzyET1QIblJm76jrkgtYu9adOjiMd+DDEXecVaHbE2us3aJG/+bs8PdkM3tPe88lojbmf9PJvf5TD4datxW6nsZWA+9k9s270TCXgfqMRO5v9nw3gfjzj8P/842bWeRBYkAua3smVhIENWSZZsPVnhyLaCDgF8AyMF3kJmQs7IU5i48tsVIihXs0w1rPbDrsBhhvMUwlgNVyeGXs/cTU1fCYwVSCwsyC7RbIvokjzWL5qiIcHQRCYr0q29RoBlhld+2RbUzFguHkQnaq8LLcK8HkgXuGXcFGYE8iknIHh+XFY+gz1QoWSZYxRLSQ99OWAScxlm7HBKFWdD9DtpfvRuwfdt9xc5GmAWEhCeAtwUgrM1yUXupuvdAg9A5yYxkBf0hyTJmfaFQuLjIyMZ83By2lCmGTnlFqaQN/NmKXSdZFcTFLZwAB4K703u23/VLud2O8LI90mwoITRPfANSbgleidxzcngBz9TWSFVvcQvrtARXbR6h2w9zJtGb1TEaFArkaJE31JUnBd0PiuTHgmd9OqE0degmaFIGLCTOOY1vyVMQ8ZS3iehse+8hGmbU8yMnef7+OHvu8leNX9GVLCdTwSVqsV0xu/3RjuvV4Pr3rVq67jCs92l/e///14z3veg8985jN46KGHzvbk5dnKCJQReFFGoATcX5S3vbzoMgJlBF6MESgB97O761nA/eDgEJ/6/JP49lNDjKYaFiuTLezIUKt/4c1QFAmNWh0BLYRDH1NVY4vY5dJj5ehSpQcywgwCB6Jcx2oxQru7C2KHtTp9uMSOl6OF+0odo9XdxnI+QKe3xyRZxoMBKo19ZsIaGYvy6DYANV6g9hrRYpFaVSaJmdQgtdcMT0H5LAueJGx8z4YgRotafRmV0idNnV5Fu5cy+/XFCaoZIHsxi7TffddAGOhMfqC/ky5ECbz3Q46B8Ukjvfgsc5xY81TSTYvjpFmmzoCELDNPX85RKci+eLYOMHZiukin/kiDnmKcbfPxFTS70dhsY4A7Ll5kCQKB4+GHeQblcjZGbYOu8WJG159nM1J/zFy1oM9Ln7uOgTAkI9io/91ugDBmE5J+baKvnx2n6zjwvbyUTrKd5GwEeZ25T9v3e8D/8s9vPXY7ja0E3M/umXWjZyoB9xuN2Nns/2wAd2IX/8dPiZhukGChUSuCjoBfZ4XTttAjve/NVTVk6P2tSwSC50HsRpX02vNAcxKda5mn1is0N21+TlHydDwPoMbzWNLXtVjufEB64+tjJnPQWWy6mb1bnUYILdYTTz6vygEcLx2PFOo4mioQQhUoaLbzcEk4nc292ebZ81NQN/l8NrmK7UISWdfW9fJJFqXezF8DMezlSv45P5ucoL+d13YPnBnESoaFT1+A0MlJ3xg0p7fTOZ3GxwUWwkwyoSgrY+lqwaPEQximTHlKzGfNVUkyLwj506RDs+JjYabfCwK4BxlzWTJencda7iRBM1ml+5LOe7KN9OFNP0rO+zYZ5UYxCTwTIRe9s9hmJAcTzetTbO12WWJpdHIFve1zp0arslKHZ04BqQdZCGA6kXcKsfe3eiJjr5O8DRm9Lg3AdUP0mwEqModXHk7AhTbz7tndXq+euJ4nwu0IuH/84x9Ht9u9JQH3D3zgA3j3u9+NT3/603jTm950Pbeg3KeMQBmBMgLPKQIl4P6cwlceXEagjEAZgdsnAiXgfnb3ajQa4Ytf/CJIUuZkFuDhrzyN71yZot+po9epQeB5LEiPtPVyeC5QqVQhSDLDJQiEnoznUGq74PgAnrNEvbkDYxUx2pbzE2YISgA0sdnp3+3+AWxLg1KpM7ahvhjBsjxYrgil0maf9RsOplpUln5hF6ca4Fkg/Y7tEFdig9Qs652O2WqFpxq/tECVMwt2TR2g0UlZdEzbPWZ50yI78N3TUnMqfSeDWFrIJm0+voTdvS20uxEIwMzOMtqzKbieLloXs9Gatu10dAWd2Bgt6Xs6uILOdl7WRx1dRaMgO0Ose6WWl0dgDHRDgxyX+QeBh3rFQa8twfTXASh1fIxGwbiOxlEVTCysdaNAMjjdtP9qeoRKK89evPe8xJicukmayuvA02xwFc3CNSUxmA2vXtNI9Z+9kcMbXnrrsdtp7AS4T6dT/PAP//DZ/XjLM11XBErA/brCdOY7EeBOz623vvWtN3Turz7N4xPf2AyCSxwxoDcDhjQXZGW+sieVoWG0zOuiJ9sP+qSxvv4cI5kOPZYVKV7Adis8BVWz27YbLh47Wu9rtxPkdMGTY1xbZRJtxabwOjysm8Qe9oNTzfDsMf2GD9UQ0K15+PblKLEQ+mR+vt6HGC4RCHkw3LWmOYY39U1zY6WSTxpTgt7zLMhKnlFvxabouevwyYw8jblPRqlc3iiVD3QgllY5PbYgK0PHkdcLsfCTJvgL+ELKeieZuOw8HpmWOvDC9Bhiimc9UTxzDl5JY29qJIMWzbvMLLUaYBlrtStiwGRjkqq6rKxMIkGjx7IzWVmZrNQck5JxU/kfzyLmfnQfVosxqvU+A9c5b47u9haTxQEfxc/Rx+CVLUh8ANujSj4OW00PxzMeB10fJ1PgJRcFXJkI2CXt+CmPHdo+pfvooOI9DW/xJPb32njjay7g3ru2N1aDPNMPNQHc77zzTtD/b4d2KwPuf/AHf4Df+q3fAj0n3/zmN98O4SzHWEagjMBtHoEScL/Nb2A5/DICZQTKCFxvBErA/Xoj9dz3SwD3l7z0Zfj0l4f46rePcbjTRqeVLoQ14R4EEKCuAlpqskWxJCtwXR+2K4CMPjv9fWbEVmtuM6ZUyAngOS5iPgdkkqrA1OfMJHM5i0BqbbnAQtWjhbw3BSdFi1kykRvEUiTtBmIN8BDNKk4NU7MGqed3QlweRUBsuxbmSraN5fC0xD3wicWWMquN1QzVRsqe09QhahkWNwHb1Yy5m+eaAGSECBDYU+zfcQ5LdcpMyZJGRqb1Vh4M3yQno5GJaaNzelzgB7AtY02yRVvM1ljvi+nxmsa5vhhDicGApNNmxcPBfgXj2LQt+VzkQ8Z2S8xmk89rSoCFTtULeVDbc20EPse09YuNWPlywZSPWHMrTUWtk2crJseqE6oyWNdTJja+Y7kQpHXAn8xSf/5fcoyNdyu2EnC/Fe9KNKYScL81782zBdxnCxv/8dM1xjhea2GIiuzBR15HnPYjsBKByZK92Ra4GlRdgiQKa7IutN9hP8Q4w1DOHrvdzs83yba9TpBjNdPnJClzNPQRkjllQT6G5tVWnYNhrz/fCBiXMklfdo4wMokNMuag9HFdCWH763HZaXnwfA5PHQW5cwscmXTn4+E701M5t+R6yBibcqc8n58DSGql3kylVmj/1YKk0vLPfvJNIS+XbPPMCeSMTAttE4J1sF/kYsmf+GC6X7yUTyLT3N2MfVRonvesJaoVGa7nwbQ8OARCex5LpvOCAFmWmAzMdOGy+66bDjRthWpVYRrmZAZPrPasFBsZwFbq15aVoaRGwmRnALyTytplZWUqcgAj4zdDwDp5CFCjmHCxlIxvRWx1auZqAKkavWccdD0EnIBAkFGXfcw0gZmxqnr03dlu+jiZ8+y/RzMOMo3FDrHVBjhRgusBnh8icHXYfg3L6QlIaek7X/qvqFQEtJoVvPL+A/zMT70OkrQ5sbXpiVIC7s/vc/aDH/wg3vWud+FTn/oU3vKWtzy/nZe9lREoI1BGYEMESsC9/FqUESgjUEbgRRKBEnA/uxudAO71zjl86dEpBuMlXnJXCiATxK7Lr4RlWMw8jrRjOS6SadE1H63eIYzViLHEZUUB560gVDpw9AkqzW3232pzC4a+QL0ZAcy2uYS20rFQTbRjlrcIAz5XQ00BTFqohsB2m5iF0SIyC7A3qyFWhH3H5f+tWnhqzJmXk0mNyGhvbZHXkiUQoN1LQYDl7CTPfl8OUMnKq7gz+HzKeKPFcaffRLWeMukWk2M0eynYQOw7z/VZwiFpmjpFtaB9u5gO0ejkDf8sbQ6xkjeNo/58z2fmatmmq2Rcmj+e4rTT5TAvMNb3u8FpdUC2DzL1e3q0/t1ztRE4JQ+qRCAAlfsXTO3iwx19gJ1zF9Y6W6lTVGqbZR2IdV8tmPMlHTx4D/ATb7415WRojCXgfnbPrBs9Uwm432jEzmb/ZwO4Xx2oePzSGE9Nt2GEeRmRZNQyt0AopsnM7NWY2hDtbr4ih6qcdKeGTtWC5qyz3Jlee4WH462D4ef6AUbL9ecSHSOLXCapGYIPfAznwLktYKCu90Vz1/F8wzPOnUHcYPiqcEt43Lr81k6HpNfy/bQqHgaTEGbBADZ0pxAr+Wc7VUcVmeYUw00sd5pTi/G0DBXVRv4Z79hU1ZYHyR1rhUo1X43AByuEQv4zKcyz1dnco0f65dHfC1jGCrJcg+1JcPxIqz90V+CktK9uzcTcSO9vs+JiZaVScL5PGnUZhn0YgOdsyKIPSSBZHg+NZgd8LE9XK5ilUlJjuEgTEv269/+z9+bBlmR1ueiXc+557zOfU6fGbmiG5jbQTKKICjSzwBOniHcjHg9RQ5RBBQV9oP55NRAHVJ44Ew43LoLgwCTzA0HkAk03PVZ3VZ15z0PO04vfysydmTt3dVd11SlONbkiOroqh5Vr/XJXZq7v9/2+bwrAU7IllpGhMS+k9skYw/TDcZLXjSBHEjOuiQASk53zPQuAyHT76XunPwZOrAL1moCdXgiK11UC30OgnQB3mozAhfd8NZJ3u+kEsDeUwHtDWEEN5OMSeB5j0o/OfwG9/bOYaBZWlmp41q2nGOh+qW0ymeArX/kKY7dfTwz3ZrOJJz/5yZc6zWt23O/+7u/ine98Jz73uc/hOc95zjW7bnGhIgJFBL57I1AA7t+9976YeRGBIgLfZREoAPdrd8NjwJ0vreLrd3cZa31zLQErdG4DDtfAWOdAcimiLKJSqaCztwvP55kOq6yqGPf3sLCyCW24h1prDb49hKg2maYoMa8H3R20lo+BGOCjoQ65vApD64bsOE8DF5WNn1gBzkeg78XkZNKgelo+hqLWrARTppfgD+GmDOAmw31UydyTsR1JLiYpffdcG34ACEK4AKf9geeAExJgm0zp2sMEKGGGej3g1IaIviGB5wJYph1K7kSNtM8pHuk2Tzqmt7+NRsp4lY4fd3dQmjGbo8X5rESM57qgfzOzIDyN74HdAGeOyxkzPZJCSM8jHltJ9jCMWHLp8YqBAdPNs85H3W2UZuRk6Dx91IHncTh2am1q3Br3193dQj0lwZO+Tr99gPIc5jsd87qXcDi+fDTZ7TS+AnC/ds+sy71SAbhfbsSuzfGXC7i3exPcfs8uHtwiBnYTA+5J8wcakOlzCFTOtsCzoCgkiRbuk2Bgtx8+80uiCSeYLytDVVR7c8xTZTI8FTCXGU8JzIPIPJXYz3cxjXjyogjQngPSNyoBYtmRzPOXswEh//wluZX4vZk+nhKqaUa+Kvno910G1M7OQaC+OYpH9tkaOH0IKTkV6t9gbPZsksNzHYhiom0ej8N1NEhKFmDXJ/NMVgcop31LSDKFcwEuAcIdkqArJ31RxdX+7hYEsQyOwHleYRn6IHDA8cm7l/xYKo0k+U3sf22mgsC1xhCVBJSn75j4G4HmQvItQUrnnkxGW60amrXIF4XD1CyVKsfoGyKuXlitk657whCvMsPUyOuETFf74T76DZk2/TZ4VoVhaqNp1Zit96b3gSRi9qKETLPsMx+D0+vAxJHYNUlHfrtLfQagsZg2h7Wmi/NtHsSw3+5waFR8VCsCOr0x+z7TeruQKiswJ0PGeDf3vgjDdLB3MMLJzRbe/LM/hPWV+Z4qs/+2rkfA/bOf/SwajcaRBNzf/e534x3veAdojJcru3VtnuDFVYoIFBF4tEWgANwfbXe0mE8RgSICRQQuEoECcL92P40YcJer64zhPtZMnN5M5D7G0hNgGA50w4fruRAEDjx4eFwdgsBDG3UY0E6L6VK5xvYTU0xRy/Bdawp8kBwLsbN2t4hFvomY8UZMNGKeDYwQ6CBWe3sYrv/LKliJPSmjqjIx30NQIG2emgbfF2tBxkyPMc6iBa/rmOB5iZWTU5sMs+aps+x2ShQIabM2z4QPBSFkErZF0oofhn++cZNHqSRMF9HxMeP+ASqNhHnuRdIxaVkDMl6lZEYaMCeJGdsyIMpZAGi1GTDd1XSb9HezTPxoJ7HqeuMwpjyVyINHTQ3Qn+R/XyQDQ8mD2UZJhoNI3ie9j0B+x3FyID8dQ7rzJCfDuT0sH0s06Wmejp3V2o371MZ9iBcxS11tAa//4aPLbqc5FID7tXtmXe6VCsD9ciN2bY4nM0DP8y4ZTPqvOy7g7rMHkCUBq0s13N09CcOdD5BXZB12kNcnp5nVFAOWH2qM24aGUaoCqFnxMTHzMhr0zpnY8+U1LsZyj/sqSQH2OiRrEr6/OC5ApcQxQHS2kURNmgkd7y9J85MBZcmB5SXgNB0vCpQECGVrCHh1LAftAQcC4uMEQPq6zbKDsZWtmJL5CVxkAXMCg0k3XJJDM8+4cd4AvJStKCB5uVItW3FFyfi0fwqdb44pyZo9jhLlfkp/nY6z9B6r7HJcDqZbhWvrkGfY8dbkIFPlRd8Y8gzoT6a1nVSyQx/uoNzYmM7FmFC1XpJUMLVEt50OWqg66I6TeNeVMcplCUqpDM0WGbs8jjED4P3QuJQaAeI7/ZABLwkBHJcA+nDfEp0XSb/Z2gEENRwDVQjGsjbLdQe7EZt9c9HDuYPwnfj4kwH2x0oI3Fthn6Qhv9UV0ChTcp2O8iFFbPeaPAbkJgxjAkEg1rwEc9xmUjb6uY8i8Azst0dQFQkvef4T8fLbbr6kB0IBuF9SmC75oN///d/Hr//6r4N05p/73Ode8nnFgUUEiggUEXikESgA90caueK8IgJFBIoIXGcRKAD3a3fD9vf3mcbxiVOPxZe+sY8779vD425YZaCGgwp04TQMw4MHEZIsg+d9HOwNmNlda2kDpt4Hz/GoNlrod7awuLIZ/f84PNJorSwxUD7gRIxGHnhBgiipMCeklx4yv5tVYKgB9TLptYdzX1sA9qOy+/VWgN1+uDDNGqQGTIIm1r1Ng++KSAtaYpuF/c2apVIpfCXFzh71CAwI2e/UHL2TKeNvqAZ6WgI0NKthWXe63bTJ4WAcQJDC4xzLYJqxTMc+aoMOMd6T69Dm3sF2xniVtunDAxa7dJN4m5XMk9xOugn+GJafBZeWGgH2usmBN50Q0DdlEOvyfGQ2m+6DNIfPt7P90t8ITHpwL7992NlGeYZ9T0cFngvTCoF42xhi48TqlOXe399CtZWAG+leXb0DT5gvNfPSZ3B45uOPLrud5lEA7vnfyFHZUgDuR+VOZMdxOYA7yVx85fbzuP98B485ucSSvV2jgQuj+T4RC1UXYysLRMdXV0UTPleCxBnY7WWP2Vgg4DPvVUHnrrSAgZZP/C3X/dBYfE4joN51fJzbz+5cqJgYWflkwfGlALuDfF9lcQIbeTPYVtnEyMwC4HQlAtfJ6FXmHFyI/E2oAkuRuZw0zrFFD3uD7Jwpyc1zLoIU05z6JUC6MiP7JWEMn8+OjQzVxRndeUrAh9VfybPccwxI9L5MMexJCoaPZFW08QCWaYLS7g6y7wcu0AAhSQqQxnqpOiN95pKJbnLMsQXSNU8SJ441hKQksmikVU/fNrFWPVW6cYELRMx5igsCDz7CePkk+8LJTMKmLFs4vSFjYCnTGC/X3CmQLgQW7CCpVKB9+xHITgz0mPFOsYvNUIm84HuhzA2NjRoB+GWZZPVC89u1lo96VUBHk7BYDUkGxIDvjDjGmK8qHkvikHkqed1I/gCmbTF9dqqgM4YdcFKVfS/ZvbvgDO7GaGyy9/j3P+tG/F8/8cxLeoDEgPupU6dw5syZSzrnO30Qscfr9Tqe8pSnfKeHkrv+H/zBH+DXfu3X8KlPfQo/a+ooMgAAIABJREFU+IM/eOTGVwyoiEARgUdfBArA/dF3T4sZFREoIlBEYG4ECsD92v0wCHD/2te+hltuuQXfuGeAb3x7G6OJiY3VOkzpsdAtCRwvTtnthmlDLa+CDEVJl7zWWMCgS0D7cYyHB2i0VmBqQ5RrTYiBhkCoYNLbge7WQWZnYsQar6oOdFtmRl7dUTjftJzM8RVgqxMuzDeXgumf06D6WivAXgTEUxl1VQUmZngOARexNA39va5aUyYjadT6Humgh4tfYr9znAiODxfivuewhSolB+LWLBN7Prkvp1YDPJAColWZ2GWAKpG5nIdKvYFBexv1xaxRXHd/G80Z6Zh5+u3j3h5KM8y/hjJET8+Wd5eVABM9LGVPt+PLoZxM3AQeOHlMZprCWhSjeB/p0xLbblajmOdIAxYwSD52pk36+1BmwQ06xu7DTsn4pFnuw04H5XpiUpuMzYfvUQl8/jrk2faWHzu6ZqnxiAvA/do9sy73SgXgfrkRuzbHXw7g3ulP8J+3nwfJysQVWF7A4Y72jfCD+czzVi15H8zOqCw7mOgOJjP+FsRGp35j5vHsMzUGSGf7o0TwrFwJHbPe8HDnuXw8hUAHJ+UZ+PQsBk/SItkEIw96X/GsSindSC4mNL/OHk8SNoHv477t7PbjSz52IimTuB9iRgfIz3mxaqKvz4D53hi8NCMxQqA0yJA0y5Ln2fs/y5KvKRYmdlYex7MGTCIobvTu7Xd2YDsiBDkE2XlYrMIs3SztIFPZRed5jpmpChO8fiaRKwsubI9+L6m4zIDyvDOAl2LYN1QdQzOsiKDmGV3walIFSLIvohqOkwB6IgFsrgowXR6GNgGkBNA3tQGkUjhXqsCLJWdI898jxnt0fy2N/FvC4/Qh+bNEUngWzSfsj6rSDgYc89QREOCG4xLoZ7PXFyKgPZSwiWVlmJTcAOADB4ZF4zSgVBdgTUi2ZgH6sM0k9PTzH8dgqMNxPfzA9z4W//3VT7+kB0IBuF9SmC75oD/8wz/E29/+dvz7v/87fuiHfuiSzysOLCJQRKCIwCONQAG4P9LIFecVESgiUETgOotAAbgf/g0j4Pyeswf4+rcewAMPnMfGxjqOb67g/O4AF3b7OHdhiBtuuQ02SYCIAtNuJ53z0dBEpb4CtaRiPNhjLHeSiyHadalShTbuod5cAi0sySS1IprY6YCBuQsVG31dYSz1WMv0JGm2R8zqVhVM7oTAYVEMz6GybCKIx2BwvRRgZOSBeJJaiRnxFL1VYnhHUigkTUOg8ZQZ7gwypnordSfD8KMyd6WalJVTWXYvMm+N7wzp7Q5S0iyULIgBboFzIfIGBFFAJaVJTtqzvs9BEBMgXwCx1kXGkItbfByx2tJNFXRoM6Z+lFh4YC+LthMLj0rW9Rmg/MwGMDAS/eK4b2JDnptjlrpUobjkwSzf0eEhy1SM+yoJBoZ0jag5xhDrJ1ZhjAeQI6Bh9tdN139wZg7xMU++Afg/vu9oy8nQWAvA/fCfWY/0CgXg/kgjd7jnXQ7g3hvq+Ort57G1P8BjTibP5q3RCjpGPolHIydweS9iEM/OROXHOBglIGp6/7FFepfknzlMr13k5+q107X2h9lzCEQlOZexzs8F8EuSBSfIs9NXGi56Wp6dXxI1ODMyL+G7LmSzp9tC2cVOx4duZbcTG7+n5Z/pGws0/uz2xRoxo/PHkha5PiOvQ4lVXs7eB4dVuGU130nX/GCcfa/5FgHWCwwkJvB6MOahTYaoNbPVUGSs7iK5Z0yWbkZWZtTbQX0hOc93DfBitpJgVlYGdgeQE2a84A3gcglITpI7Az25H5bWg1xO5sq7fbh8kjAggD6WyCMN+FJJQqURAvSUSC83I0+XwGffOmHCBAisPgIpBO4J1EcUT5LKEUthHEnqDtExxNYnfXZqVJlxoQ087rTEqjAsJ5GVoaTMOErKVyQXI0PAZLDPvkNqVR5SeQGOacGxqBqgCX37szh39j4stir48Vc+Fd/79Etjq2uahi9/+cu4nhjuZEhaq9WOJMP9Pe95D972trfhk5/8JJ73vOcd7sO46L2IQBGBIgKUig7oTVy0IgJFBIoIFBF41EegANwP9xZ3ehN85ov3YGd/iPsf3MdBewBJUiBJ4UJ4YthYOfEkVBrHoFYqKKkKeFHEwe4BRLkCx9LQXDoG3zNh058XVtFrX8DS6nH0O9tMVmbU2WZl0PVqBZ2xBFEgIJ3K2YFTa2SMSswsoKIAmgUs1MD0xqkdWwJ2euEilMCP7W74Z9K3jc0+OfiMTQYuHHOZH0P3w7J2Yn3rZgKwp5nzYZ/Enk9iTP3up3TKXb0LoZQsqK3RPsRKojNLxx8MsvdopRlgN6WtTmAKlZvXlxLDVH2wD2VG1/bYos9ikW6T3i7UmbJ9hdegO3mAiHSCYx35uI+NxQDn9/OfTFQpUFIFdPUsE7FZ8RhTbrbp/QPIc1jsg4MLqMyRhiFTvu7Az+jcsz6dLkSBQ+0iZqnNspeJf3ocP/ViDidWjracDI23ANwP95l1Jb0XgPuVRO/wzr0cwJ28L778jXO4+4EDrC3VUKUXB0mcuDLu7s4HBGWJDDjns9XHwz4Cvjo1T03PkiTM5pma0jHHl5ED1ml7SQ6rjIgpHreFiotvPxiw51dSiZVcqSZPYETvrPT1a6o5V5s+cIcZJnh8DsmBpcdLTOZ7zzmsMizWDM/0X05k2OLt6xeR0ikrHkwnC7oT0Ls7I0FTkUyYXjZ5QAa1nEhyKwnoT0kIeu/HuuZ0fR4ufHuC4YSD44fguG0OoZQS0Ju2yRjCRnYbO66cMnkfd1GuJexzOi9wRuBSrHySSdvqphIRrgZEpu3seJJuSX1b0F0tpTxk2HdH4CXGrj4ZrotTWRwxGGcSI77ZhaJKqNZUxiAnmZ44Js2ShZ4Wvo8dvQ8hYsr7noWA9cmzajzPCysISO6GzNypD0oAWXao2b7S8Jm3iyQGeNwpEds9EaoUQDPC6gVKGpBGPH3LCKVlBvyrtWVYk22sHj8DvU/bF2EZOvTBDrbv+ixOn1jE2994G1R1vjTT7JOhANyv7rPyj/7oj/Crv/qr+MQnPoHnP//5V7fzorciAkUEigjMiUABuBc/iyICRQSKCHyXRKAA3A/vRhumg3/55O34+p1b2N4dssXccKTB8wiYCOB6PgMpnvx9LwMnlKAqAmoVGaT/etD1oFIJsjFgsivNxTUMeztYWD4GUx9CLVfZYlCUFWw/+CCU6gbWF3y20COgIpaIIWB2YvJQeQ1WZGxHDMELnXARnAbcNxaCKfielpNxtA6kSOOcFsiB74KPJGLouLRmruBr8PiofD9w2WLXD8JrVdVgqhtPfyeQnED8WF6GthnaGLKalMbPysnUSgHToE/TAk6tBXhgJ8CJNcCM5rhQ8XJAToOMTSdZQLkqWxlGHY2hJvYwsLIatlQp0B7kgXWK2fmD7HZaiJOWMM8BqyslVu7O+i35U0mf9K+OtHV9n+SEsgxJWvAbk1HOsI7Opbjftx2J5qc6M7U+FpebkJW8ZjFVDxz05/MpVprAz7/i6LPbaaoF4H54z6wr7bkA3K80godz/uUA7jSC+851cPfZfex1Rji21kSFUFAA9/ZOQJuTjKR9zbIJzck+d2ROx25XQqNsQnfzSUyqEKqVuak3SHr2lFgd6PMlbMgUs6+HCeCKEuDcjsOA5WNLlCjOnyNyDsBky2YTij7KKp+T+CLgl9jKLgGxqUYgNiW0XY9jwH+352BikMGnj5GZ16M/vuxjJ6VjTl1RH5LITdnWcfdSQPIqWUPUmuoxg9DZRsx3w55h+fsD+GL2vUV65bGxaKPkYTwmnXJi6Wf7FDkTHhIQf56sDHnBlFJeLDQm186ajc+aqVKMDCZflsSd93X4fIo9r7UhlRLW+2rDxv4wSVQTqz3jOeKOpjr2BMjT9wjHh0B1YA+mJrBlYQRZFSCVw6SAGEym5r70bvVc8j8Jk0meMQDkMMFgjfcglmNZme702hTLnR5JEPkhwG5yqKk2JHKZ5xXWRyA1GGPeE1twTA3gVSY3ZFsWwIsoKTZLFkhyDf2DLajVZUwe/Bf85CtvwVNuTkzPH+4pEAPuJ0+exA033PBwhx+J/cRwr1areOpTn3okxpMexB//8R/jV37lV/Dxj38cL3jBC47c+IoBFREoIvDoi0ABuD/67mkxoyICRQSKCMyNQAG4H94P4/a7dvCv//4tfOuuXYYQ64YFkpfxCScNALLlai2u49TjnwFFUaGUSlBLCkzdhu/ZMB0e1foCRv1d1JpLjLVuGmPUm4sgXe/64hrOn70PpdomY66JksSMSzeXOGx3gZJowopYbI5GDOoVVkrOBbT4U6FIgEfj8Dm2gLQ9MBkWGhwfuPAjEzcyFS03Qta5o3enC1j6e1m0oNnh4tizJxDklLHacD/DHiet8zQ4T3rzlVZixEesM17J6stWS1QFkNwjksU5m9JLpz31ks/kcYjN9/hTEixfwkgPTc7i1qoE6ET69fE2Ai3SUjXhdpq7BcfPathSkiKtI09HKlLIenNDf7VpO7ES4GwEhp/ZEDCJ2IhkovrgHDmZ0cEWynNY7KTzSiXo+RaCQSMtv4cY+yVVwtKx/OKdjNxm5xD38JJncHjWETdLjcf61a9+Fb1eD7fddtvh/eMten5EESgA90cUtkM/6XIBd9f18M27d7G9P8BBb8LePWT8OHFbsOXHzR0vyZDMaqWLgcMqalZbwVx5Fero5HKA7d5FjFDr3NQrJH1RSiD7QpjYLQnO1GyaktWVUijzMduqsgHTz4P+zLx1NAcsv4ipKknCUPUX57nYTZllL9TJiDw7jxYB8UY+AUDVVrMSYoGrQZDzWvPUx3Am8UDM99nzVa4Hi8syzpfrHoufzLm4bytMtjI2/ky8Bb8Pf8ZIW4QGF8l45pmzzgLsjqVDUrIxpjG0RynzVJ3ea4n8jWv2pvrxNL5m2cUgSqbQ3zkC2IVEy35WVsbR2hDLIWAfs9KnxqtOF4oioNJcZN4x9M42o9+GNiDvlrAqLi0r45BufCQxw7nEoA9jsN7ysBURFSgpsN0V2feUq7exvLEObdBBqbEK+qZ2bJeZ1uqDNuTKIowhgfjLGHXP48SNj8Go12GVjpTkuOV4Dy//vhmt/od5IhSA+9V9ZP7Jn/wJ3vrWt+JjH/tY8V1xdUNb9FZEoIjARSJQAO7FT6OIQBGBIgLfJREoAPfDu9Ef/tg38eFPfBO6bkPkeYw1E7phM1Y7/ef6AR73lOdCUhfQaFZDjVHbBsRFSKIP2xgwgzBR5DEZtRm7fdQjI1D6/x7GYxOOHaC2sIGKNIHp10BkKycGzq0u+NJSyACjYmdBAmmiKpUQxF2s2ehpIbBMYPiFdghSOFoPUnSMa5tMribWOKeS7djEzDbGkJQEYCcAvZrSdLUmXbbYjNtCNQt668MOSinddXO4D6mayMkQuC+m5Gaon4UaMc2Te7bcAPZ6CdObZvCUmyRc6GVLs48t+DgfzS8+m8rdH9zP3n/Sp6dy8WwjgDvIAP+0n1jms+A/bSed3+1OwiS/6bSCvsazsvTYaDbdvzbsQylny/dp/7i7k5O7oe1kYHt+P89up31N1Ybrc5AqoeRP3MiUlXQYQrZhthFj8y0/yqGkHH05GRo5Ae79fr9gouVv5Xd8SwG4f8dvwdwBXC7gTp0Q6H52q4uDzhhj3WJmy7wg4P7R45jMxrwm8wYCIQRcF6s+7jkfZyMDtOr83OcfeYXoM2ztuG8CltuT/LWIZayILgQ42OlmZbtOrgTYnTErpf4qElV5ZY1FaXur4mFs5QH3ZiXAZEaXPZyXh8ALcO9W9hm8uUQgeH6s9M6KfVTieTEt+EkeiKf4uchWCbRKJoZWdlujTEB69nwyU6VqsbTZ62LZxvaBj3HkxULXJ88Ryk6npWY8ZwxRzr4zSCs+ELMJXwEafJIHipqp9aBG3wrTjc4IeAhZmcDVwYkJKE/3Ukrpq1M/nG8h4MNvE6ZyGzgAF97nwLcRkHlvJJ9jTUi/PvnOICBdrYUMdaoOZIn3wMZSEzi2Vp8a2RrjLpToPN9zw6o5ToDvB4y5L0gldm1KbhObXeAC9nemA+9Ophr3JB0jySKaK8ussk2UZHR2L6C+dAzD9jYqzXWYzCy1AVsfQBQcqIoEqbLMkgtUCffaF85k7R/mMaLrOv7jP/4D1xPD/fOf/zwqlcqRZLi/973vxVve8hZ89KMfxQtf+MKj+RAvRlVEoIjAoyoCBeD+qLqdxWSKCBQRKCJw8QgUgPvh/Tr+3/d/AZ/+4r1wHZexAwdDHY7jQxB4xsb2OQFPfMZLIAgSk5NRVRH9vglVVSFXFiDyLrRxH/WFdRjjNtNL9X1CTDm093YhqcusvFmUFPDeCJzcQGiMSgtMKrV2IEgqOKcPyFGpud2bGoQJwXjKHKurNkZmuKDV+3sot0LmF+nD08IxXryyZAEf6c8TQ72ZMNQ9awIhAuAD10TAJ5qytC/NfnQMDYJSmhqYshJvxwIvJmXtxApL66s3qwG6w+z9Orka4OxOViaFgP2VBQndqaFoAEUkY9MZORnFx2CGJU469udnWOjEztxu56VYyBRvt5cdT5Ukb8akeZ9sb9U4bK6ruJDSso/38t4Ytp9nNbqODY8BXHkgiBiW84xPG6Tr3g913R93g4Kelpy73qTkwnw5mVvOAD/ynOtDTobiVgDuh/fMutKeC8D9SiN4OOc/EsA9HonjehiMDJC2u6Zb+PK9ErpW1qAzPrYqJ6C2GNjY7yfPXPITuRiT/WJa7hLvskQxe2HONNHroz+R4AbZaqSlOpl958Fs8iIh6xQf+X3kaxIbhKcvs1jPg+WLFRfb+y60GTBe5G1WOTbbmiUdYzv7jGdm26IPb0ayRuVHsJFlO/McyZDkjbPJU2RsZJ/bZCI6siuoKD5s02HvLUqmx8zseGz0ntvtZ88lhj0vJeMMPBMcgd6p2BO7PJg1bLU0SErqPKsLTkkAcEpWWy4B58k9VEULppvcN6q+2k5pvVfECTQ3AfZnZWUsrQspSsaTZAuZn4tyGPtJ/wClevL71Ab70wo9kvjhZZXdO3pH22Yyds+gb6PwO2nS352y31frDrYjWaCY5U7Au6mNIKk1OPoYnFyBb+5DlEQ0l49h2KUxLMF1HHiuz97jJA8nKhXoow5W1poQRBVLtfB743UvcrGaVQN6yAdBAbhf3efkn/7pn+KXfumX8G//9m940YtedHU7L3orIlBEoIjAnAgUgHvxsygiUESgiMB3SQQcx2FluEW7+hH4vfd9Gl/8z/uZXjuxAye6hcAPGPhOS8+1Mzej2jqFUrmEcrUKfTQAL7fA+RqqlRJ8oQbPHoAXVMiqilFvH63ldWw/eD/kCoHwHVQaq/AdA6KiMr30RslhwDktHqWIvTUF3JkBmQsqt2baqxHgLfMuLI+SADx8lxhhAXgxAt+HbZQb4eKVFqHVlASMrYcLTmq21odcSVaMVGZNhmFxM4d7kCPWGeuru41Kig1va10IasKmI614Yp3F46Bz8nIyZLCWZZ4v1YGDHmnjA487I6Ony1hpBDlgfKFGeubZey4KAfNvI7PZdKPy/7QUDu0jVmZ/TCZp2XZqZb62+pNuFHOsezpT9kfQvTzrctLdgTJj5krHU0m8Yfo5GRva11INHETatxtLPFwxYUW2yh72ZuYbj/z/fhGHU6vXB7udxlwA7lf/WXW1eiwA96sVyavbz5UA7umR3HP2AN+4p4c970lzB8hzHgSBgwATB/0s85ySkfSeyeuoh4bd+4P5ST8yxuSVfAWQ6PbRnuSfnTQwYpXPMsBpOyUETD9/DoHSswA0Hb9ct9HXE2CY5MseuGCjIukZQDgOhsyTPnm2f843wUt5T42SQOB6dl6knU564LNtoeplZFZo/7EFF3szhqo1WYOqKrjnnMt05qmttXzsD2bMWOcA7gT2W0EW7K+XbIymiWvyXTEgyFnJGH2wi3Iq8U7H0DdLGqhfqjnM0D1uVA2w1UnGtNr0sJeSuWmVE41+Ose3hoxQEDeHvi/URPd9TNV10bcJfc86lglRDmNO3y2VZkggIKCcEhVryxK6mgxrfAApMmnXR20okVeNZ40AMfy28awxgki+qCIZGJkhsG+N9iCUw4q8ybALtdKCp21j+fgN7DqT0QhKuYb+3hYzMY8N0KlyjUxdTx1voqdJTFP/ltMBbrv10r/Dr1fAvVwu49Zbb726D7er0Nv73vc+/OIv/iL+5V/+BS95yUuuQo9FF0UEiggUEXjoCBSAe/ELKSJQRKCIwHdJBArA/fBu9N984Cv42KfuxGhigAMH23EZS5AAd57jcOaW50FSapAVgcm+ODbHyrMlWYIq6HACCZJcRqNkYOJUoPX34LhggCvJwljjNtT6CjP5ogUv6afKpJ/KcSBdU6W2AvhOaMbJCYAzAKRQI93WDqBEADiB4WojXJDSYpAWh+wYQ4ekhkA+Na2/j0orKtW2RuCkpASdFp9KylDNM4cZkMTSx5BSZqjmpA+lkui1myNa+CYAvT4kg7ZEXoauz0DuSXK/1heArXZ2kXp6Fbg/0k8niZ7HnFagygK2ullAmSRmzs0w2eex26n83vUCFvd0YzrtM8x62t8s++gMszA8geRUal6viwhSDH7PccJyeS7PYic92HQCI752Q9HRHucBGQIZrMmEMejidtMZhRkL1ss+2hcxSyVJnl945fXDbqe5FYD74T2zrrTnAnC/0ggezvlXC3C/455dfOueXUzEJ0D3shIk8cjL4gQTLcDEzoPMx5Y5HAzzyT0yElUkbo55KSAFY3AzgDtJyRx0XCiSAyfIX4feA3PZ9N4YopLXyybjVYsB1Nmx8YEDXgwZ9lzgYTw0oNsShEAHxHxlkuiT+Wbed0PislIsFCuJI3A+34fC63Awq4NuozvJPvcrqg8zJcXDjE4tE0NDycSR4wKoMgfTTuYm8lQ9xU1BeRpPo+LnNOg3l/wcO953RkweJW7GpIdSNTtn3xpk/FjWmk5GbocM1NPyasT4pzHZbjLGkuzBsENQnt6TvptUwFH1XkBm7NG3iTnuQKkmrHqSconl7cgcNazMC/uiyggLTZxYpau60wRMWGVnM0N4Jh1jhBV79GdjPIRcrjNyimtbrHLQtSdAZP46bG+h0tpgEjaqZKPaXER75zway5sYd+lbZhmWNgYvl2GbEwSciptOBmiPy1hruMzn4Olrd2N7q8cIGhvrDTz91lOo1fIVEzSHGHA/ceIEbrzxxsN5aFzlXklS5qgD7v/8z/+Ml770pVd55kV3RQSKCBQRyEegANyLX0URgSICRQS+SyJQAO6Hd6O//q0L+OO/+hzO7/TDBV+ki0uSMrXWGtZveDpkAtdLCkZDHQJppfNApb7EQHmF1+AJTbRIA3bswtAmmExcCEqNLex4XmClyo4xgFptMbCcyb8EpAdKC2oJnJNIyHA2lYOHLHTXGkEqhYtmc9yHWgu3p0F1WkTSgpGaY5Gmqcyuyf4+OWAmYOFi2IfvmFPmm2+TeV4CGDDdUjVZoJdEG7qTsN2IyU4sLyYdEDWtT6y5MAlAbakRYH9GvoVA7wfSBqpBgFoJGE4SwLusBNjcUDPyKhznQ+SQ0zOfx4Q/thTg3F5eiqVGRq3j7G+HxrjXybPUSIf4wT3A1dpYv+H09KTh3hYqUXIj3ZOlDcGnzGfT+8a9NpQZcIP26/2DjJktbTu+ysPiSngos9QXPY3Ds594/bDbaV4F4H54z6wr7bkA3K80godz/he/+EXQu/65z33uFV3grvv2cMe9e3D4BbTdG+b2JXgj9PW8OSkdvLkM7A/nJ/jIE2PWzDN8wfhQFZKCSSUmrRHaIwVVeQJzhpVNp1RU0tqez6Yvyy5sP6+1vr4QoD3Kj03CGIFYh9bvQHOSJENJsmHPmGsLnAPw0jRJHQeI3sOx90k6aHxgZPTMad88WRlK/Abg4KdkWdh7seYzfxCqbHtgy4DtyiAN+62UPAt7F8yRlZlnnkqVAf1JGvQOYNr0NZFs822qRkvY5dS/a2sQU4avkj+EwyfvfFnwmSk7kMR3seajO07+Tua125EpKRvzko8Lqb8r3BCmn/Tp6uQnEwL9zLyUqvZiVvuwjVI1GaMxOoBaC79XKNkvlcJkv8C5OLkhYGyHv1fZ78IIwj6pyqwUMfdd7QBQwv7oOytm9E8GHajVBdiGBk4kcgKHUfs8jp0+GbLs1VoE2I8hl6oYdvZYxeC4t49SpYb1tQo8x8XIlNC9+7MYbN/HrqEoIqpVFc//ocfhhS94wlR6L/7tXI+A+xe+8AWUSqUjyXD/sz/7M7z5zW/GRz7yEbzsZS+7omdkcXIRgSICRQQuJQIF4H4pUSqOKSJQRKCIwKMgAgXgfng3kcy3/scffhxf/K+zsG2PgenEcPcD4NTjn4X6wgbK5RJjz1mODEVV4TtjZl7JKwuoKC7KJQFDXWAAd3fIw3MmTFuUGOBUJu2aYyiVkLFHC8lSbQGe2YVUDheHnDsEpAbVgofkPWJTk2lZtDi2tMGUac4MUkVpCqprwy4qjZA1lma+kyyOa+kQiU1Pi22jD7GUkpPR2hAiMD4+t5KSojmxTOzyZAFvDA8gVxN2u+eGOvVp/fJZORmeC0CsSAID4rbWAnZmGO/EYtvv+VhbK0GzwmTBWpNYe9n7TgzHsUEL9+z2lYafM1FdJomabh6EJ6AjZtene/GNATwhBGokboLmaphImHQOoDaywAVt7++fR3Uh1M1PN2PUh6Dm2Zmsr/Z8CRpiuQ91DoaV/52LPPDLP8qhrBaA++E9Bb67ei4A96N5v68W4L7fGeOb397GzsEIRvkZcOYA1/p4AFGUYbpZSRmKDD2zSyUelpN/5pD3xmhGkzyOphQMwCkRuOpo6EQcz/XsAAAgAElEQVRSKlxAPiXEQM8D5ZvEph/kr0PP6XnsdyZrMycZUBI0JgU3a85akydzWf6+PYBcnmF8uyRxouSA+MDqQoze1fFceZDsG80nOyd6bx2MstIw6y2XaYTfcZbQ7HCuG3PkeVZbPg5mZGU2Fn3szZjL0rs5DXJTf/QOPEjFReQdeEFWV58SCoGUzJkLbFKpz8jKlIUhdC8BzDcXPWx1k/nQddKa/yT71ksB8uSZkh6Ho3UglFJmqf0ECKdvLyIJxAB8OoEf6q8TAB6+kwOzg5XlKvhSk30vxTI/nq0BkQGw7+jwuZBtro/IbDWcK3ncxOD7uBfqthvjPjg42Dh5Av32ASrNJfR2z6O+tInBATHh1zHp7UKurkB0O6gtb2LU7cIxxujc+Ql2Hw0z9HBZXqriJS+6GS9+4c3ZbwHDwJe+9CVcTwz3owy4//mf/zne9KY34cMf/jBe/vKXH82HeDGqIgJFBB5VESgA90fV7SwmU0SgiEARgYtHoADcD/fXcc/9+/gff/QJ7O4N2Xo4ZnLfcMsLoJZKkCUOE80GzwkoVxtM83Ox5kESBfR1AcT6I+3t9l4bHl8HaYvK5QZI81ypLsEe7zEWlmOE29kC0upDKC3AtXVmJMYkYezEONXRDqZ66tZwD0okJzNqb6O+HAK9lk76owm4qw3aqDRDUNwYEasrWejqxEZPAepkkBoztMMS7ERPlc6vlwMMU2alk94eSo1QqoZde5wF4IlfV5KBiZHcq2NLwPn9LJv81CpwNpKTiY/cWOJwYd9Hq86h2ijBdnmsNn1szwDuxAAkFnq6EQg/0oMcCE/35GyaWc+WyAFk0YeWGiP1VVbIcDCYMtQ8c4SV46twTY2ZyBIjLt18z4NlJMmM9L7h/gWUWqHcT7pRibtHGM0cg9XHn+KxE+m6z573pNPAj37/9SUnQ3MoGO6H+8y6kt4LwP1Kond4514twN3zfXzt9gt44EIX42ADOn88M2jO13HQE7DSsDE081IvdPBDmacu14G+lgfJWaI5Six39g4QCAlwK2I0lUpLD+Y4senn6MKTlrzp5J975OEhCIDnZ/eJgYHeMIDrZ6W/BDIznaO37uidnBwajYtzSWYl64zpO1pGai0ePx3LyYnkGm0nnfP2KBmDLBCkbeHcPr2jkphRMlpVKImfbCNZmZLMwUjJylDyQxQ4OJHWO12D3s1jIxv/zUU/x5gnbfexlUjciIEOl8tWNQj+GB6fVARUhB40LwHl6f2qZYzMAygC3Zvk+rVSMh5KhqfP8UlWxk+kYswxfRMl/aeZ6ORNQyny+B1J3yyxBJ5tjCDIVVYlIJdFuA6XIhOQdnz4HeQaJMlXZ4x1U59AVqtwTB0QQnP4WFaG9uujPhSR5GkEVnVISShZrYPM0CkZwAxbbUqW2KiVeUZgkGqrGN7xYRC4T20ysTAam0xe5tff9hIstBL5IeM6BdxVVcXTnva0w3vQPcKe/+Iv/gJvfOMb8U//9E/44R/+4UfYS3FaEYEiAkUELj0CBeB+6bEqjiwiUESgiMB1HYECcD/82/c/P/xfTMu9P9Dh+Q6WNp+IxsoNKJVV+K6LQKiDh4N6lYdSqsNweJxYAXZ7Ifu4xFu4+0IA1xxBqTSi0ukQSPedCTMupQUkmZB6jgVRppJ2Ab5JDLCQQU0mqgTCs4WjHZ5Dzbc18BHbXRsQGysyAetuo7oYge8GLS4TcNge70+NxnwyN3UdBuxTI3YXydvEjbRV5ci8lbaR7Ep7kMSchwfbJUA6YbrVFRNDM1nME3N9u5NllFM5PAENcWM6tUIAzUz6LikBdBOIPYE3lnnIJRW6RaBK9r43ygF6MxIxx5cCPDAjJxMz62cZ48QqPL+Xl5MpYYiRPWOiZ3cgKyLKKdPYeDTjzi7URla7nt0nz4Oph0a3s218sD3V4J/dRzIJoqJgZOYBpte8kMPptRDcGAx0/NdXH4SmWWg0Snj600+jXMlrxR/+v5aHv0IBuD98jL5TRxSA+3cq8g993asFuNNVRhMTd9y9i+22iV33SRkWM3l39CYqM3cWRAGeP4fJXgswjqqNZkdNz9x55qV0XOAM4dgODHfGQNUdQIzeben+CEBXJD4DKMf71xaAzig/tlbZxDilPc/BhzbUIPIu81GZbRXZhOlln8kk98aM0fksQB/YPYgpRnbcFx+QHEn2HSH4QwTijKEqH0CKAPKq6mMwsNAbAeRlstfPzuXkapDTXqdE8Sx7fZ6szGItQC8lK6NKASyXqr+SayzVLHS1rL64EJjwIhY4zU1w+/DE5FuAvnECTsz2U/fRScn4kPzaVlpWhhj37eTdReB/eg4kFaNE1XFMd90yIEXvSCIJqLW0sSqZvofVZY5OHjMJoYBk7wSlDqqYEP0+mmun2HEkA8dF8jn0Zygh0WB4sDX9PhqRTExzhRELfAisQnB0cIERIcSgj0prDbwgYNRto1xfhDU6AF9axKSzA7m+Cr17AWsnT8BxORh7d8Dcv2P6Mztoj1Epy3jFy5/MmO5xiwH348eP4zGPeczRfOjMjIoY7kcVcP/Lv/xLvOENb8CHPvQhvOIVr7gu4lkMsohAEYHrOwIF4H59379i9EUEiggUEbjkCBSA+yWH6rIOnGgW7r3/AFs7fYzHBFDsYGe/j4lm4NSTXoBSvQVVkTDok4lbA5JaQb0MrLR47PQ4KDKHhRqB4y6To3mAaYDvM1ZWDK7H2u1sAWlOWIk0Sc8o9ZAtXhIJDCBQ32L66Aygt8dTWRJz0mP6o9Q82wAvJSXvpjaEWgkX/OPONmqkDU8tSIzF6K9k3KpE2qhsIdreYqXTcaNFt8MnTD3SXT+3n4RylllOILlpgcnuxO3EMjLAtyySiSmZmSbHNBQTfS0rYXBqjctJvDzpRjHH+Cbd2nQSIO61UfbRHWVvO8kOpIH+eO/mIjHk84A7HDK/zQLXnmOiWuGmuvnpKwz3t1FeSLTr431abw9SSnYnfc6kO1/XvVYG+kMXNx4X0bey4MhiHXjjq3jomoX3ve9z+Nxn74bteExTh1j3pZKMF77oZvyf//3ZDDw6Sq0A3I/S3ciOpQDcj+a9uZqAO81Q021c2OnhKw82MbQiuSzexs4BPQNDYPb0evgum9dWFzn0xvl99Gyn5888oN4c78OwFPBSFvhmhpsSaZznzaep6mmeLjy9d+YB+1XZguknz0reHmJvQFrxJkw/r0tfUzTobhYsp/m6ZhfqzPOajNHJvyU274zjUuJGsFN657SdJ58RMjWdSVhstHw4XoCzWzasiK0+D0inRGtafoX6XGkGaM9I5syTlTm+nDdKpaqwdLVACMJzmWSLHAxgc8m7PvDsMOmQkvtplQz0jSRBkZOVqdN1kt9Fq+qjP8nqvqcBet/oApHUEM1x0t9BJdJdJwCeqsWkSPqOKuli0/e0KSqdZ472piQCR++jVuFQW9qA7xKITgx2Dq5lIOAkZkJvjgeQoopCMmiNJfOGnV1Umquw9TF4qQzPsyBCR2N5A/29C6gtHoOjdQG5CWPYZiQIrbeLxYUS0+cnHfjhnR+Z/pMhlrtlufjeZ9+An37tc6bbr0fAnYybFUU5kgz3v/qrv8Iv/MIv4IMf/CBe+cpXHs2HeDGqIgJFBB5VESgA90fV7SwmU0SgiEARgYtHoADcr/6v4/xWD1/6yll0uhP0Bhpch3TbA3R7IzhcGUtnngVFkeA5ZLCmoKSKqNYqGOgiFhscqiqwN+BxfNHB1+9xsFjnGfta4iz4vApLIxb5AvTBLmqLGyDgvFQLmVee2YdUXoAqObDc0BiurugYWSFYsFAxpwtea7gPJZJy8fREd51Y6qXIRDXsk0D6EFQRPZpDUibuah2IlZBFFi5iNUilEIAgNjjphJtOGGMCRkoKMiz01SZp4yb3YK3hYDfS5437EKiPlFZ7QzHQ07MgttXfg1TLMsNXSdN9hhm/1grQqIvopM4nVuWDqSQAXbcsGhilWPbxCDcWApw/yLLtWQLA8eG42d/SShPYPkhlBaLd1rgD0uldOXUmcwKVpxMDcBaQoYNG7fnMd1r4C3JyP9Idnl4H7jlHIA9wbKMM3U6Ai9tu5fDUMw7+n1/7AO69dx+u65OVAAMW6D6yey0KeMYzz+BX3/ZSBhQdlVYA7kflTuTHUQDuR/PeXG3APZ7lfTs+/u1/h8/iZsnBvReSpOPGItCdzE/WnSQgvD//mUKs6705+8a9XXhcM8ccZ9cuG3MZ6PS8780ZgyQG4Pn5wL4k2Ag4BRI0bB/E4ydJlgDOjKwMsbZDs+9s8oB8VGLmdfoX4VuJv0q8XYDNZElm+yAT0b0Z3fX1hoVvnfUzLHECv22PnttZCRmqjjNTEjIkzVZROegpGRc+xZqPx0MyaIadvW/HFn1szxixVhUTmpOA50JgwOOybH8xGMNNfS9wdheBnMjRkak5VZxN5x4EoPmkpW9I5makh3OjV1NVDTAxo7kGHpNoQVQhp486028hOp7A8GpUSUbm7GTwTmby1IzB3lRaz7MnU712ZsBqTFCrBKguLDM2vBB51AzbBNqH3xnWhCorGpFMTChXM+qQjnzk0dI/YNJ75mgfKyeOs0rAIBCYtI1rmYCgQB+PwYsKPNNApexCqq5gdO+n4E7CDxIibpimg+/9nhvxMz+VAO6maYL+TV9PDPejDLj/zd/8DV7/+tfjH//xH/GqV73qaD7Ei1EVESgi8KiKQAG4P6puZzGZIgJFBIoIXDwCBeB+dX8dBLJ/8jPfxv0PtBl4ubxYZeC6aTm47+wuJsIZVBfWUa6UoWke5FIdqhJgpSXAh4i+xoP0yQcTH92eharKoTvmsLrAoTOksnqdScDQwhG+zUzBbGK111YJGQcnhiz1zSUP25EhGQG/B4OQjFYtIVqsBoz5zoshm8+3RtMS67Suu28neuxskUkGpxGjnUrnaY5x6TxpnApqwnBbbwXYToPprQC7vSTetNgmzfM0m92Z9CBWkjJ0h8DpcrJAj8cgVpNScZLlof94MWG4E7t7OCbWY9Jo22AcAuCPu6GEnkaMSFrgZ5MAtL+pDNHRskA2AQGmnWXW07FM030nz24nc777tvLbjf4uxPIi6nUeajUpax+RRvscmRmbgHhcBIinc5p5XXcaV0310BuFEXj8aQntKMlA2DmZpf6vv/8iPvC/vgrX9RiLnQAoagQ4EIhBIDxt//lfeD5ecNsTr+4/lCvo7T//8z8xGAzwghe84Ap6KU49jAgUgPthRPXK+zwswJ0A0L/+tMiqjbb27JxU11KTz2mC02wI8BYlHm5KPzye5WrDzwP1votu14AsmPCFrLY5nVeWbNjIVvHE/S3UuASgTYXyYiz3ijhmlWGDgQ3HS1jzzdJ8UF/wSUN+RuYGPnj6L/VOoks7ejcjcxIPZ7nh5xIDyw0P3XECfC9VbHz7AZfJzKUBaepjrUXM8CxIPldWZiXISLTQuSo/ho2sGbcqGLD8BDynpDLdY2Jhx21j0cNuP1tVQJr06QqEuqxjZCeVAeE3Q5blv/RwsjJLWRmZTfp7SmamrhgYGOG9Z+8uh6r1wrGnDU7p7yZJ0ETfL44xBB/ps9M+kkOCFL7znfE+hNIyJE4HJWDKkYn58GAblYV1doyvtxEo4XfIuLvLfGg812EmtmQ+P2pvMUNVkoPzjDaWT5yGMTiAVFmCMdiFWFnBYO8Ck5ZjsnAlAeV6C/R9YG5/mSW8250JSqqEl73kSfjhl90yjf31CrjLsoynP/3pV/5Au8o9kIb7L//yL+O3fuu38MQnPhF7e3vY39/Hrbfeihe/+MVX+WpFd0UEiggUEQAKwL34FRQRKCJQROC7JAIF4H51b/Tnv3Qvvvq1c0ye4+TxBQZckjmWbji4/dvbkFefBbVcQuATqBmyopRqi7GQK5IJTqoCPI+WYuHb5wPceIxncjJnNjgmxaJgyMq2XaMHhYxLAx8cyDFTAWmrq5EBaqtGoD2BrsA40jUnxvfBMFwwrzUD7EWl27ZOhqvhgpuAfCqdJokbaustd7qoppJ4WkwKYsgQm3R3UV0MF59skTppQ6yExqrUVupuhqFHAMf5gyTeBFTT3OJGrDJeKWeMRCedXZQi3VU6juRYQvA5YUc6owMI5QSAD+fnThMOcf/E+L73Qgi4l1VgdY1kfLicgSrFQIQDywvnGbd5Zqlsng0/x6RnWu+czzTk081zKYYuY9mRJuz6DQnLXet3IVfzYNJwbz4QzwxWSdddzuu6ry8C53cTyr0qAwtLFcaEvPkU8Mrv8fHa1/wZej2NsdfnMdgJcCcA48bHrOJ33/2TOYPX7Myu3d8KwP3axfpyr1QA7pcbsWtz/GEB7jT6r97H456tAHedy1fz3LDB5Qw34xk/FMudqrkCPgHQ9cE+dLcBKZgA8iy4HfaoiFaOYU3bT68hx84O3xEBOim5knhcJdGBNtEx0LMAPkmDYEZrnc6pyhoMLy8rI/oDQE5MPOlYerdIgs+kSdLt2CKx2bPgdWh0ClgO0FBs3H0+TN6S6eyF9oyxKUuwZ88ndn87pY9O5y43goxmOhtTZLKeHg/v9BDMjJ1A/XTlAen0O36WWT+r246AzEqF0Lg9arwzgC+l3nMWycIkSfXFqpcZ46yszEKNpN6S/tZbNPeUzvuSNwXkmayMTsa04fcMSeDJUbKe7dNGkErhtw+x710hTPbz7gQuwkQBAfiVKo9KYwGua8P3wu823yWJmci7Zki+NuG3z6S3C7W+yrx2giD8ViFZvsWVOgSeg1BahDHqQyzVYU4I9K9CH7Qhqi1w1j5qK5u455N/jVKJm5qmvv1XXozlpYQAEAPum5ubeOxjH3ttHiJXeBViuF9LwN3zPNi2/ZD//e3f/i3oP03T5s7u537u5/Ce97znCmd+aaffddddzLT14x//OO69914G+LdaLTz72c/Gm9/8ZjznOUmFw2yPW1tbeMc73oGPfvSj6PV6OHHiBH7iJ34Cb3/725luftGKCBQROHoRKAD3o3dPihEVESgiUETgUCJQAO5XL6zEYv/gR76OO+/exYnNBQZmdrpjOI6HdmcMuXUGzbUzUEsyHE8CT/IdvsPqpCsLq+A5D6KvwXN8qJUKA8cbFZ5JsFTKHANvm5UAQ50H5/TAq4uwtQh4p0WiN2EMLdIk70emZ2S+GoPc9OcLnXChTjIq8Z9hdgE1XPA6eo9J0sQtXc6tE4srBX5PevuoLoR68YHvg9hrVB7NFqmeA0FITPMEAqCFEDyIG5mzEfM+blpnC+XIqDXugxa3nJAACUZvF3IkgxOfZw8PprI28ba43Dt9dxfrAfZ7CeN8dYHHsfUyzrezv4GyMMQo0iVO7yEm3l6KoU/7auUAg6GfYdLT9s0l4IGdPACl0/gj6Rta8KuigfryKvQhSQ3kwXbqa0JAfCW/b9LdmytbQOeQVv79W9nrP+aEgL5Vwo9+rw3Z6+Otb/mfcGwPskyASF5PmcZH/gGyLOKv3/861Ot5YP/q/eu59J4KwP3SY3WtjywA92sd8Uu73mEC7poZ4Pc+SNU/+bHUSoDtExiaf76QnFhPny854xsdyJEGuucY6A1I8kpg70pF8uBzeUNnhRtmTDrj0TQqJFEy7zoB6pWsxAqds1r3sL1vYGRkQXHaV1Zc2F7WK4TMWQXSW59h67cqLsZW9ljqoyTkGeWyECDguAyDnI49tuhiNPIyFVTz9NljBnqABHgmwL5ays+Pqty0WJIlfFtD5ANWYTdtLiX/s0DdPFmZtYUgo+1eUVxoVhb49/QehNQ3RVqGjq7nWjoEOTSBp0ZkBD6w4XNJ7OgeDrVEVqZWCqaVEwIfsN+FE8Wf3tPtiFhA/ZGvDV8KwXAyeQ+8pBqOmOZyLZSACTwDPsLfFb37OMdgEn7UtP4ellcbKDeX4Izb4CLzW8+gpEojZLF7Ljhegm/04UcVD5QokitLIPN4Tiyj1ZKZrAzNd9LrQKm1MOm1IVVaMMdjKmHEwtoqLvzvz6B77g6sbzTxvB+8Ca96xVMy/7gsywIB2NcT4E7PIEmSrojhfikgegyy07EP1Wgsn/vc5/CJT3yCgdL3338/nve857HKudXVVaytrTHgenExW2F5aU/cyz+K7uX29jbq9Tqe+cxnMrD9zjvvxLe+9S32ffaud70Lb3rTm3Id07i/53u+B+12GzfffDOe8IQngGT3zp49y7Z/+tOfZtr5RSsiUETgaEWgANyP1v0oRlNEoIhAEYFDi0ABuF+90Pb6Gj7y0dtx1z278D0fw6EBXbcZ213XLWzc/IOoNppwbRu80oCiliGIHDxzhMD3UF/ewGD3HFxUwSslrC9wzPhsc5ljUixLdTB5GVpgCkIAzxcguMQWa0GAiYAPAVFiDsYgOxmvkv47EcIVifTUo/N5wCbTMwCNMoH44Z+bqoGBGfazVCc2XAKUGH1i0If6pY5lQJTkqd64PjhAKdrHDjB78OVEGubYUoCtFLBN16RxpZujh5qocbOJuZ5izNN2Y0hATJIQ8F0bgU+yNgmgMg9sJ8Z/u59dgJGswZkNEd1ovvF1y0IfIyvLoqTxdiN5lvSYT5FszHZeNobMVR/czW+3x23wajJ+R+th44aTGO6HpeWzTe+TRn4Sx/T+8f4O1GaY8Eg3Br44Xia5Qfs9W0etyuPej70fNzx2DffdfwDP8xmgPq+lAff3/dlrsLQ8Xyt+7smHuLEA3A8xuFfYdQG4X2EAD+n0wwTcach//2kfd56fP/iTazz2+vPNU2tlD2bkNZI527UgyCSPxkHvH0D3EskTGUMEUpY5TueSFjonEbCUv9bGIpd5l8XXItmv7V4CUpPM2e6+iWNLfKYaa3r8Ksmk5cF7Mhrd6eW3V1QyF53Z7o4gKHmW/saCj/1hciwB+RXBxH3b2bheDEivSSNM3Gy/p1YpsZ7Vyp9nslrmxzBnZGUCO5GZoxFQUsALkDG0JXmX7Zl5Nys+BloK+LezbHlKxtM9IpZ43MxRB2o9qVJzxpRET6rljj+MrEya5U7vLRE2XISAvRjoGXmcSW9nanLqGCPwKQ8UiyTtSmFy2xntQShHeu00ntIiFhuhjF4gh8f4egdBxM736M+sKsAHF3hwPIF9T3XGMiMksMpBwYUo+FCbayDygFhbYRIyQmUF44MtqI11BFYbkizj7Bc+gB959VPx6lfdOpV7i+P1aALcrzaITiz6h/uPwHY+VSX5d3/3d/iZn/kZ/MM//AN+7Md+7JCewg/d7W233YbXvOY1+JEf+RE2/ri9973vxc/+7M8yAss3v/lNBqin23Of+1yWOHjDG96A3/u932O7XNdl8yATWGK+/+Zv/uZ3ZE7FRYsIFBG4eAQKwL34dRQRKCJQROC7JAIF4H71bvRoZOBD//oNfObzd4MLANfzUaupMHQbhl/ByplbIaoS9LEFQRKhSBLUWhOSqsKZdAFRhjYJENhjthBbrTvoaApOr3Ns8X96jWPmnsdXgJ0uAeeAKITA+SkC2dtcqNOukk470KoC/Uk4PzKw241ADzL+3OmFoASxvrsRqE4yKDKB8pHRGi3MqU/2AW8ZTI82ZqGNDrZQX9mcBm/c2UF1MQGMK5KBsZUw5AiA3uoksZ6VkyGQXK5kwQJ71IFQSdhFJDkDqZRhY5t9YqhlQedJezunhb5ctTJmrDSSU2sczm55eOJjSmhrIZtREgJYtgs/mNHDJcb4TtYslY5vlKi8PbtdlQMYhs80b9ON7sto4mU062k/le+XF5YgyvnS38HuBZRTcY37cywdgT9f151+C/demHFwjU7s3/3/YXT+DiboH0Sa7RdjuIc67h77Df/N+38a0kWA+av3L+jSeioA90uL03fiqAJw/05E/eGvediAO0nKvP/f889HGhlVVqWB5PRoa7IGExdJ5NkDxhjuj4TQgCRqZHCpzrwr4n3EuO6kdM/j7ZSE3k0B6/F2qhibWCnAXbTx4I6HigrYHs9MOtOtWUHm+Hjf+oKPgxRYPr0uA/TzQHxJ9mCn9OHp+PWWjwOaa/Qegmviwr6PRpXDxMgmEUgmJ343x9eqywOMnWxydrWVl5BZrPvozcRI4SdwZu5DYHbAl2ak2mZkZSi56wVZZj75x2x1UnMO6F3EAylZGUo8x14wNP5JN/v9EFikp54kWeplHyM9uU8kM9Mbp/5ettCdJCAlabCL1RAsJwBeEVwYTgjw21oHUsoXhiT1BCX8DZr9bUj1UCaPvkkkNRyDR0kCpl/Po1XRwalNZpbrezb7VqDvIjKUN4NQWmhz0WffaiQf5Dih/j0lDc7uBCihB3Vxk8njeWSi6jpwfB6epSHgyrBHe1g4toHu7R/F61/7VNx0U8jAT7ejDrgT4EtMc1pf0P9pvMTEpmQFMbfTUi+XwkR/OACd9s+C6LmgPcSGv//7v8dP//RPg/7/4z/+45dz6jU59oUvfCGTmvmN3/gNvPOd75xek76FnvGMZ2BlZQXnz5/PMNlJkoZMdavVKpOnofgUrYhAEYGjE4ECcD8696IYSRGBIgJFBA41AgXgfvXCSwu7v3j/F/HZL9wDw7DRapYZUKBrFkprt6C2uALLtCCVlyAKHHjYgO8yDXdZVbFz331QW5vgfA0Qy5ClkAUmiRwcF6hVOIx1YrBzDLzeXAa2I4kYYnBTyfUqGaQOwzmdXAHORZrp7NhuuGgn8Jv+TAy6J5ygxSTQqAALVTDZFwLyY/LPpz//AO47S8AHxwB1Xm0wY1Z92EG5ES7GySiMysAFKVrw+jbAidPyeLYo9ykBkcR6luE+KyfDtNo5KaP9avR2IEca9XFPRu8ASooZR9vNCemyzoA4jgY30luNzz2+zOHcrseY/5ubFYwtAZtLAR7cywNHVdVnmvjpttwAdjv5smWK+30zci50HtOQP58/nph0iydOgqfgp5rnuLAtmzE9Z2b38IYAACAASURBVNtkfwtKM9HPT+8nTfntdp5dTyy7vS/9HTxLZ94CPoFYZHrLcZAkPpPIoN+y4/iMWfeiFz8Jr//55129fyhX2BMtMofDIZ7//OdfYU/F6Vc7AgXgfrUjenX6I8CdQK4f+IEfuDodzvRCz5N3fSDASM93T3m9epXPGX3SkSQdIjC5gzwr3Td7sO0A5hx9dEUguY+8bjqB+zv9LKObrkPvIMZMTkmuxCNtVTyMLRGrDQ+335vo4hxf5bGbMv2Oj19f5NGO3rHxNmKdlxWOVZCl20LVx8jMVxDNY8RT5Rq966n5tjl9hp9Z53DuINsvJRbaw+w8ec5lsjt+kN4eMJ8SzcqeL3I2vEg+JRxvAJH34CMB5QI3MR+N5zRPVoYkbvYGyTVnwXE6V/SGcIUkoU6yLFJkXkr7PdsETxVzsawMSbp4pOOfvPsoOTJIycqk5e6oQpBkXQgEZ7Nxxhm9fcUfQg8irXb6FXA+XCZ1RAapB+DLIZveNSfgpFC7nVV4TYZTjXeD5GEiObiaPIDcCAkGWv8Aan2Z6fMrYgDd4kAmuPFvZ6PlMcIEkRv2On4oiyTqKDeXYY3a4EsLoAQElAVYwy4CsQJKdgTWCOLgDnzf9z0G3//cx2JhIdShp3atAXeKxeUw0X0yKHqIFgPoBALTn0nyJAbN4320jfbPk7t7yM4fwU5itr/uda8DMd1J+/yotbe+9a347d/+bZYUIMZ73Ah8J6PX1772tXjf+96XGzZJ5HzqU59isjKH9ew/arEqxlNE4HqJQAG4Xy93qhhnEYEiAkUErjACBeB+hQGcOf0P3/spfOYL9zKjVGIOCzzPpF/Wn/gDkEsKDM2FqChQSxWm0+4aIxBb2TQcgK8ggAe11mILsXJrFUtVG31DwXLdZ8w9IhkT+E3gNUnNbHfICC2UmqHGdNoj6ZZ6GQwAkQjH5dk6D2fWgBvWAxxb5EAmqgSuP1T7y7/8Aj7zmbuhlqSphrfPK9D9KuTmBmorx5nxV5rdTuyuNPuO9OLTOumkMd9OabezBaRGxq0JSG4P9yFEDLV4fJ4xBFLl3ySRApCsTTIJc9SFVMnKDVjjHoSUVA31R9IBhhEmAqitLfLg1AoW6kEOZFlpBjlTVDqHMzpwxLzcy3Kdjs8vOEmzPq0hH8+rVbLQH0zQ3DieuRWjg21Wej6v6T2aZ17XvVkF2r357Hazcx7d2z8+7Y4qMEg3OAbdSYeYgVJscU2ayRyqVRW/866fwObmfFmbq/uv59J6KwD3S4vTd+KoAnD/TkT94a952IA7jeCTX/Pxudvnj+WGYzy2ouTw7BHNsgXNzftDeOYQE13IGYyy53XTRVfLJyKp4kuSKUGdB/DL/ASukLCm43FUxQlLcO+1Sf4tGR1VQM0bM1WczZqW0lknV3xszZGbWayD+a6kG8mujM050jRLHvY7TiZhutKk93v2fEodUAI+q8UOLFZN9LRsLE+tBVMT0emcpQk0N5uULvFjWDOyMjKnwUEC9FIFmD8jK3NsKS+nM2t0StJ3npi8r8iAnd4zZB4eN0ejd1pS0cbbXXhi8i7faLnY6SfJC5KzudBOmadP2lPzdOo7cPQEPLdG8MVkvuG5UfWeMQYnJ8mbtGxduoIuDbj7Zh+UJ6qvHGNm8XElAJnfntsP36EVhVj5HKj64cJ+wLbVVWLmA/ZoB8snTsLTB4C6AHfSYRJ8Wnsbcn0N4/YWFpYbuPDFD6JWk7G6WsdP/dRzcCx6D8eA+7Fjx3DTTTc9/ANgzhGHBaJfjI3+7W9/m8mikD75tQDRLycoMeBOBqo/+ZM/eTmnXpNjX/3qV+MDH/hATh7mla98JTNaJWNXMnidbW95y1vwO7/zO3j3u9+NN77xjddkrMVFiggUEbi0CBSA+6XFqTiqiEARgSIC130ECsD96t3CnZ0B3vPeT+HOu/fgEcOHTND8AI2Nx2Pp2BkmMQOIzGCNcE6lVEG1tYjh/ha0icsAdn2wg+rSJszhPioL6wjMLjMEFZw+fHkBtKDbG4hQRLBSburyFJWXH3AgJqEikyQMsNQAOsOwEv+/nfIR6G1s3fVtdNsDttghM66nPe0U/tstxyE8BOr+oQ99Df/6r99kOvQrK1mwwnE9aLoN01WxePqJWDxxEzyITPs9bYa62vQzGr4rdRu7/WShzTtjeGKWrWgTSF5OQF5XH4KLyr7jO6Z3CJDOsrw12tbKaqFr3W0oM8z4Mxs87jufBaZvvlHC7ljJyQgcXw7wwG6W9U5sOsc0IMhZcIMqBbp9L2eiSqDLfjfPbifpgtHERa3MQa5SRURKi37UAafmgW5z2IWgzjdYJamBe2bmFcer+61Pwmw/OP3B04LbJfSE5yGIPHwS6GUj59hvlMD2X33bS9lv5Ci1AnA/SncjO5YCcD+a9+ZaAO69cYB3/+N8WRmqwNLnGpcCddWE4Yes4nQb9zrwHSfSxc7uUyUg4AXMI9IyoDyq5kqfpWCCICVTEu/jqCLLNTOSJLRPEqnii89Jg5UVMAmQWbkZqizqTvIgeqgTn99Oiec0EE8VZ1XBwL0zmu00llaNY+BtulHFFL33022paqCrZWNJCeNZwL6mOpjMGLoqPIHr2fdwXdEwthPAna5FAHJanodAeErcen4yluNLHi6kZGUIYKdXS9oAXevtsm+cuNnjgymDnLY5Wn+qp05/5zwDgZC8b2dlZTi7nwH19d4OSq2wfwYuWwkAv9YKmC/O9NraEEIkH6P36HshPI8IEbwUxoRMUQMvYHMgBrfvWmhWXCiNJfZN9f+z9x7QklzltfCu2DneHObOnTtJM6MsgTIgiSgUMRmDgWdsA8Zg7Of3Py8c3sJv2X4YG0ewMcEYbEAyCAsJhHIOSCNpNBpNDjffzrm78r++U7dvd3X1zNzJV1KdtWZpVH3q1Kmvaqrq7G9/e5NpbjJiIpW3RyUJmQPz9DY1Qabx9F021m9i37QFU62CM+uID45Ap3scPJRGA5ZJxq48FCIOyBz48n7M7tzOEuB+n4QNGwewefMwLnr9GPbufRGdgPvJBNHtyjebgX60P8thoj/xxBMMcCcJlJXWbr31VsYS/+53v4sPfehDK2p6JMWzZcsWVtVAZqgXXXTR0vwuvPBC0DuXQPcbb7zRNW/SdCej1c9//vP48pe/vKLOy5uMF4HXegQ8wP21fgd45+9FwIvAayYCHuB+ci41LYhu/+/n8MBDO5HNVsCLPBqKDk0zMHz2NfCHQ9ANH3yBIERZhKU3mGanHIigkKuwxVsoOQxdrUCQ/BAlgZVISz7ZLrY3DfCSD7JF4HR0kcm+qNkeAGO6MZ32xUXkumEweZmzhhv4yW2P4eCBDPL5GpO6oRYK+ZBIhnDWWUP4wAcvgY90Vbq06ekc/uYr92ByMovh4birX6OhYW6ugLGxHnzud9+Gsh7D4ztaLHuJ06EYNE+biUYJCFr48nILFOiLKEiVWvqreoMkdZxa7WYtvWRO1pwmlV9LbYaitAjWlYYDBDdNA1q9BsHnBCGGk8B0yslCXzvCQfDJyFTakgGcXX7e1LVvHruem3eUxDe32/rpbmB9YoiA8C7bhznsOmjTKs/e4MdC2Y5DJGAhVyTg3s3ULM9Nwd/FYJUkYwKSiXLdfSENtY75x//DLnNoa7pughd4vP3687DthSlUKgoSiSCuesMGvOWtZzvK2E/Ov5QTH8UD3E88hqdqBA9wP1WRPbFxTwfgTjP81t02yNitjfTxXY1LCYkN+CzoVou9zGklLOREZnjJdyRal561g/ySTFr78QaTQKaDEW7/biEoO49DWwmoJc+NmuEElum38SHeYfbdPM6qPh5zi8Bq+7FjYbj01ulZXteObLTK8xZks4GpeQOBII+64oxgN1mZbkC6wNnPcwJ/HfMi7fmGc5sskHZ4671L7waB02HxrW1+yYTCqgVa+5K562yHHv5Qj4X5NimfsN9yHa9emEegrWKrTkbrcVtnnRp9A5Fmf7Nijcma1auQ/G3XRSMfFxsAp1dZUNZQUxdlZEyTyduR1ww1qmyTw62EdTVLJuNNgN9iMkPKogQQGZcSs5yarlTBiS1gXykVIAVtsoFZzy4lgOL+GjIVH87Z4GNA8nSWkjAWSH6O5P2oioFID9QS/jrSZRk+UUNlsdpBreQQDtM9b0KODqDp11JOzTJ9e/oO4hsLmN16PyM8EADuk0VEojKrONy8JYzzLxxCMBhEvd7AgX055HI1RrzoGwggkXRXgJxsEL37v/TuWwlwJ6NSYrivtHbbbbfh4x//OP793/8dv/qrv7pipkda+FdffTUeffRRpi1PGvPtbcOGDdizZw/uueeerhJ7JDNDUjmdUjQr5gS9iXgReA1HwAPcX8MX3zt1LwJeBF5bEfAA95NzvQ8eyuLue7Zjx8tz0HQdmXSZLVG5UB+G1l/EGO+GKbLFMOm1B2MJWIaKzMwM5PAgiY4yE61ArAe1/DwivcMghlakb4SVG5PeqanVIfr8DLweSoKxxglcSBXsxbDPKkHnAhj0p/CmC3yYWJPEN/71EWzfPo18ropkMoxIxGZwF4s1lhhI9oRxySUT+PBHrjhsIL7xjYfxzLOHWP9YLMDAemrVqoJisY7e3jBe//oJfPTXWmPsn7Pw4wcryKQrkGItU9NGMQMp3CobZyCIjxIGrcN3Y6kHZQPlNuM4WtSWOjTV9UoOXMDJCFfLWfABJxucpHaKZdPFUOyNWag1LARjfloCswmR3v2hBTdrs5adZYvkzhbxUcl4Z38b6ClV3eNQNUBTB55Y7qFEmDEFyVR274xblsbQdWh1BUIXg9V6jozi2mPbml1lajuKe590TNdmw1ksufOft30awWAb+HJy/lmcklE8wP2UhPWkDOoB7icljCd9EAK7iCF5qnV8t+23cNsj3VnuZPrdTV+dTjYZrKOst4DVYiYLxbBBTwJVdbgNpVf1cw6Qtz1oiSjneF80f0sEaqjqLRY3AcyZdB0yV4fCueVmxvq5JYPx9vHJp2OmiwkrsdkJeO1sJN/WyTIPExCvkneGhZDQwL7FRO2aYbdmO8nG5SrucbsB/KO9Lb+W5jy6ycqQuelM1qkvL+h5V0UBVail2vTiRZ6o6uTJ0gLhSdt9Nu9MKvRETMc569UUxFALYCfdddI9b5eV6QThq5lZBNtZ8KUFx3s37q8jX2+B47Xc3JIMG6vgalQg+u3r3ajkIbV9CxADvSl9p9XL4NtkZRrlLKTFCrtadgb+RcY7p+ShL0rjkI5+M2l/7noJs0X7u2i0x8DBBTs2Mhqo6TKMWg6WZGvYk4wMydtwSgY6F4JfUuCLUXVjBmIwgVpuAVKoF+RrQ8mG+Wd/CjKMp39VsiSw6jMieERjMi6/cgCqamLHi3lUKjp7nxOo7veLGFudwHU3bMHoqp4lhvpymOgn/eGzOOCTTz7J5rYSAXeSa/nYxz6G73znO/jwhz98XCEg2Zft27cf0750vCMx/j/5yU/ia1/7GiYmJkDfPcmkUy5x/fr12Lt3L+69916QXntn+/rXv87Adg9wP6bL4nX2InBaIuAB7qclzN5BvAh4EfAicOYj4AHux3YNiLG+sFCEoujw+UQMDMQgSQKefuYAHnp4F1sIZbIVHDqUhdLQMLTlCkR6+tBomIumohY4y4AgSeBFH5OSIS3yEJOTmUO4dwRKOY1gfABqJYNArA9qKcUWZKKWg+XvAYwGeNHP2M/EsiqpIQbe12Z3oD67E34fh2QihGRPCAcPpjE1mcfq1bToEhkDi8D3wiLbneYYDPnwxjdtxFvefg7Wrm0tiJuRIVb8t771KHbtmmcAO2PJc0AgIDMAftNZQ/joR6+En+r8Fxux3v/8i3egoAYwfP4bIUdsILhTm53Xioyx394stQJTaIEvpIk+n3eCOGsGgH0dgHQ9P+8CwSlp0QmMrx3mXOalPTEOC1lbYqYvWgUXtmVphhKk9eq8RwxNoYIDR3k8O7dSDpy/ZQzX3Gu4F5icc7PbZU5BVXGCFONDQNWKIOhzm7TSeJWFGfgOo+teSdFv7iQA7bfw9I+gV9tq6FmJPAH6HF53yQT+5Iu3HNs/hDPY2wPcz2Dwj3JoD3BfmdfmdAHumm7hS7fa8hmdjfxHZJmH1sG+pn6yoMISbFDdauSRXgQv6f9j/irqphsMJyZvOChgsWjLcTims95FMz4gKjC4FkDLq0XM50Um+yH7BBiLRprNwUhtLeDj0WjTdqffmkzyThNWkjkp1d1sdkqgdgLSNE5/3ISh6ktVTrSN3hftJqTNuSSjHGNOtzeSEGv3S6HfyPh7pgP074tZLsCeJG3yHSB+WCaA2CmTRsB0ZxKhk+XOQHi+Q1amx8CUQ9NeBwdSn2/Fh6Tz/G0JeQLM2wH2RinHTOWXmkamNG3ValqVmYw2WyW3gGAba75RmFuSk7MZ8xUIPhuA75SVqRVbx2oUqILN/hbSawTG28egJAEZibNkA5mfSiYjC1DS5Oz1PswVZET8BvIV+zqpxTnwoQEmQUNsfUEOgggFxKa3tDoMSBCtIvOvkQJh1EsFdiyt3oCuKODkEEoHfonK5DYYpoWAX0L/QBilYgP1uoJ4IgCBl9g3Hb3PqVLRtCwoisaIEQODMXzmc29mEoJnuq1kwP1HP/oRPvrRj+Lf/u3f8JGPfOS4QnXxxRfj2WefPaZ9j2RmSmaoZIo6MDDAGO7r1q1zje1JyhxTuL3OXgRWVAQ8wH1FXQ5vMl4EvAh4ETh1EfAA9+XFlhYz27fPYP/+NPKFGjRNhySJiMcCDKSu1hQ88vgeZpJKMivPPz/JpFTGLngzTMOEGEhA8svw+QPgYECtFpDPlBDuHYNSmkcgNgDLIpSCYwx4Xa3DFwzBNHRWhkssMMmqwhTDMKtpZihKUick+lnPzUGZ3opo0GKLwXK5gUKhxvarVRVEIn4MDsaYnMvsdB6lUh2aqrMFHM2NWEexeADja/pwy7suwoUXj7uCousGtm2bxpNP7sPMrO14OjKSwKWXTOC8Ljrwt/3wadz1021s4dfXF4HUtw7y8NmwLB6c2Cp11koLEBcXtjRmImwtlWE3JzE+YGHfrBNwT4QsZIutbSS/Q+zvZjk57WtvU8EJTuZ2fwyYz7rlZHYdamm6y2YR4f5+Bg5wvBNAqWdnIC2Wn7cHihmedWjF0++rKTkw7Qbc65lpiB3jWLqCgV4BiuAG7mmsysIcfG2AQvP4utromgSg35VSBqlf/pjp+TdNUeleoEoH0ij+0z97V9drvrx/Gae/lwe4n/6YL/eIHuC+3Eid3n6nC3Cns/rpkyae3tX9/Mg7Y6aLvjr19os1GFwIxWwBitF6R/hlEyaIie2W11o7zLsAZxqLvDSqandH8IhPg2L64OdrmGzz5hhMGsgsSnq1z56OcSjlPh8/V4be5TndE7VQqDqP7ZfIDp0kR5znMBRt4MW9zncDPadDQR61ZcjK9MUt5DrkcwTegsBzrsQGGWq3V4nRGdE2J4hvIRzgUFNa8/TLFjOTbZc369Rxp7GGeyzMHUVWJhmsIVdrA8zVPCC3AHVKZpNGOr/4ziWQHFqdScw1m1YjiZcWgKxWi5CC9vuSJOQMTYMg2fePWitCCrSSNXVKwC+y1emM6LrUVftcy+kZBBel2nSlBgi+JXNPgzxkFg3b+6IK5vP2N0VPqIyFon0+CV8R4ZiMOvrA60WoiECrkSGrDdarhRnwoUGYap3JJ1GloqgX0LAikMwsQn2roBbngUDfknkqsd4pFgtP38q+38JhHzNQpe/RyUOZpXc4fePRn6YZqaGbyOYqkCUR556/Cp/9vbee3gdOl6OtZMD9xz/+MX7t134N3/rWtxjwfqYbmaD+9m//NmKxGB588EGcf/75Xafkmaae6SvlHd+LwPFHwAPcjz923p5eBLwIeBF4RUXAA9yPfrloofPoo7uxZ8+CDTZbFmNzE7BOKObIcBz+gIxsvsqY7eVSHZlsGcHBTUiOrEGjrkGUZQZuipLE5GTy83OsFJgY7GxxXC8ikOhflJEZBRl3RfpGmbwMGYuZGmmZLmqXKiXw/hhjvGf3bUMIOZfWdr2mYtu2KWbUOjwUZ6B3OlVCOlVmzHtJFiGKPAhIp/Pz+0S2jbTYP/WZN2NwqDvge/Ro2T3+/M/uwLbnJxGJBlpSJbwEedVFkHrWsD6WobMFcjtITqX6JEfTbMSHowV/pU2XvDcKpHJOwLwnrCJVdOrQS2YJddOpy5uMAJm8W6olxgD81nZTU+DjK4gMuZMP9XyqQxaH9GcNaEoDvOSUPiBDOUpqKB0MSWK8qdUyBJ9bN1gvzKBn7QZXqLVaBRZPIIAbSKqmpiEfhvme3/04ypPbHRI6BOpQQuaDH74c7//Qpcu9rCuinwe4r4jL0HUSHuC+Mq/N6QTc53IWvnpHd1mZwQSQr7kZ4BS1iK/GnlFTC+7n2+pBwWFy2YxyXxwoVLuPN9TLIV10g/RUFdYwgigVKqi1VRiRB0qq5B5rqKf7OFFfvavu+0BMZdrenW2kB1hok2YZiGrYd0hhGumdBqzdZGXovZfvAPLpGGRI22mo2o3l3k1WZqzfwlTaGW+SxZnKOLcNJkwsFFrbyASU5+EA9Yd7TMwdRlaG5yz4uAqGEwp6knEE/YBgqTAITDc0LKRKOHQow76x6Nsl0RtHMBRCJB5lciiGEIbBB2DwQZTzWYR6RlrfCI0sTF9LSq2UmkG4165Qs1ntZUiBCPt/rVYE72sB8EMJFbM5+7uBNNO5NvZ8vZiGvCjR1siTrrqt8R6RiyjU7TFCUhnFug24J0M1ZIp+bJzgUSw2oAq2/IdezQO+GCylBIO33/d6hbTg40AjC12Iw9JrCEf94AUOuuUDmcbzvjjIGF6KDmBh6x0wqxn09IQYsE7ndWB/mhmdk547ESo6G4Hy8/NF9tvv/a+3Y9VYd7m50/XEeuqpp9i8L7105X1v3H777YzZ/s1vfpNJy5zJ9r3vfY/J2gQCAfziF7/AFVccXu6RGPDEhCfDV9Jr72wkM3P//fezP6QF7zUvAl4EVk4EPMB95VwLbyZeBLwIeBE4pRHwAPejh3fX7nk89theJs+yajSBaNQ29KTFA7HFp6bzGBlNMo3zHS/PMrkZXdMxcPa14EWJMaVkf4AtpmAojImtGEGIosAYWOHkIJTyAgKJIajVHALRXmi1PPyRJBrFtG0s1khDCPXDUEiTNIIwl0dl3xNIz2cxsbZvidnUfjZkgknzo/mOj/dg/94UKmUFkiywY1NTFZ0RBwmQJ/A94Jfx5rdtwY03X3j0wByhxxf/5Ha8tH0G8UTQITVDuwixUfjGXgelWoQv5pSwIYO5Qps2O2nVT6edAHk3ORnS8z045+w3RuD9rJM9uG6Yx+7JFpOd5jOQ5DCTcm6j7WZpFr3rNjrOkmmpCi0mWfPHWmYOUtQtx0Mmqnu7sNvpugodevM0Fpm+6fU6EgNxSAFnaX95dhL+NqChfWK1XBpSe+n94o90ma9ddwi/uPNZTE0uSspwwFmbhnHLr1yEy65Yf0LX+Uzs7AHuZyLqyzumB7gvL06nu9fpBNzp3L56h9kVILeftzwKHdIotJ2Sk1Thk7YLqBxtzdDhmfH9SQH5snuf8UF01VMXOA2SWVtiKTf3ZBI1IcHFLKff4xHekfSlbZQMliXAsJwgPZmRGoseIO2zGu01MV+wNdP7ozq272owXe7Rfg5zWef8hzrA+eavJH1WWJQraW5bMwRMppyJhd6IhmzFWdnVjXkfD1koLpp4Nsfri5H2uvOcaO6dMjUjSdOhY0/MegYYGxySERNjvRbG+00koxYCQg1PP/UExsbGukpj0LGpKu/b//Y49u1LY2KijwHLnY0A5D276ZuoFxvP2wzTl4DJ+ZZ01al/JTfPJPmaTSmSrFzTLBXQ68RWtwHzoFhCVbPBeGpaNQ/eb7Pn64U5yBF7HIukaxaliJgoDr9ouErkC9lk9wa7HwQLDYUq9WqwAvZ3GVUkUkKAvhfNRplJ4Fi1DHSRfHw0VvVgUuVDfQHx0TWoF9LgAwnUCwVwogzT5FGd34P6wScxPBJnVYw01r49KfbfRCLEvrO6tWymAp9fwvs+8Hpc85bNXfucro0rGXD/yU9+wkDuMw2433XXXbjpppsYGeKOO+7AW9965MqEp59+mmni9/f3Y3JyEj5fK9G3sLCAVatWMVPddDoN0u/3mhcBLwIrJwIe4L5yroU3Ey8CXgS8CJzSCHiA+5HDSwuau+7ahhe3zyAW9aOnp2W41tyTgPZiqYF8voq5+QKqdRX++AiS4+dA1XhIPh9EWYQvEILskzF/cBIAj2BiAEo5BX+kB0RaNnUV/nAUSrWAYDTBZGVEyQ+O5yFaNbZQU/KziElFnL/GwEMP7GQLrnDYz0B+YpwFgz7IPhGkNb9n9zxSqRKbJi1elZrGSpEDQXkpYUB67ASyj65KMLZ+aqGEszYN4X9/4QbWd+eOWWx7fgr1msI027ecO4ot54wytv6R2lf/8T48/ugeiAKPWNy9GLQEGXrsLMRWtxaBpDM775QZBzHwDrQx3okKGPFbKFZbR5dFC7oBaG2YuSSSIajJSuHbWyIEB5OdfpsY5lwgvKFU2UI+wFcQHV61NER5YQqBxbLz9nGrmTnIXQB3KrOfnHcz6uuZGYhdTFcb2TkI4V5Y9Qz61rY0O4kR3yiWIAVb4EDz+Go5D87n3k6/X7hRxK/fFGT3ycx0nhndxuNBpu36Sm0e4L5yr5wHuK/Ma3O6Afend1r46VPdWe70vO0EbylqQ3ET1ZrW1aSaEod+nwDVnRcFeXJMdrC0aTwCw7kOXXHaLpg1VEpVKKb7Xb5uVMDBBfc1JK30TtY39UoE6ihr7iol0mbvBK1FwWLvQ5J+27O/umQ6OhBVkak6GfEEn4fDvMNMnL2rhtyGc7aEgAAAIABJREFUqrGAjorqBNNIk54SCGabXjqbbxc2PG3rBPFFTmXvv2Yjc1lwgg0MLzZivc8vSshQsmTdsImNoybTkA93YOX1eh10Dx4JcKdh77lnB556+gD7nhkbS8AyLRimwarESMbvpR3zjAEfCdM3S8SWjTNNWGIYDX4QYmwMweQgdI2qCu1JmEoLYGf3hZFFHTb7nN6LfslEQ7O/Z2JyAbm6/W7kTBW6KbDvIta3UWLHYWOYRdQtG7QnI9502Y4VJdj3k7eMZcIvVhHsGYKlqzAsnm5GWNUUDLmHAe2aZjG5OtkoomaGWcWiIAswTbDkfXl+Cv7EMKrZOYiBGLiDd7J/A9SoSnFyMkuqOKwakb7NujXSdidT9F9578V42zvO6drndG1cyYA7gdsf+tCH8I1vfAMf//jHT1dIHMd57LHH8Ja3vAW0Jrv11ltBcjHLaVdeeSVo389+9rP4yle+wnbRdR3ve9/7QNr0X/jCF/DFL35xOUN5fbwIeBE4jRHwAPfTGGzvUF4EvAh4ETiTEZibm0Oj0WAAbFP/sfn39v+yBchin2P9/Uj7nslzX86xSQ/9v+94Hjt3zmLL5mHGPOlsBIZue3EGlXIDxWINwbAPRmwzBF8EBkRmqioIHAOpNc2EKSag1zKQg3FIsoxGJcNkY+p52zR1SU4mN4dQzzBMhYDWGPRGGVLmGVzxugH4ZBH/ddszyGUrbE6GQS6eHJOJIeMskrEhML226ChHZmWcZTFGXTAoM6150lcnQCIS9mP1ml7GcD94IIN16wfwqd++Ft/99mOYmyHN9wb7jcACkoihBd6vfuzKIxpxPbf1EL7+tQeQSpWZ5ijFoL1RXClea15/FYT+Layknhjp7eA6Y8xxTgM+kiSY7WC8rx7gsH/WCWqvHnTrpvcnOMynO7XULfhEA9WGkyGoFsjsrJ8xLpMDEUh+O2lQK+Qhh5wGfkw/3eRdWu8EOpQqBswO3IkqHAxVZey1zlbPzkMM97DkS6Kfjmuz3Ov5NMSgDRJ0tmpqCnK8xeBr//3T7w5gy8Sri9lErK5SqYQ3v/nNy/kn7PU5jRHwAPfTGOxjONTpBtzrqoUv/dBOhHa2AGGTHO8Ab8l00qg34JNI1sUtA0NjEBg+2UVLnZ6zqim4ZFloH3o3zOQ6xmuUmHF5vu5mUA8mOWQ6NNFpnJ6IhWIXM9SwrKBhOiuRqP9Ij475gvu5O9arY8eeBhS9TZ4FGiBQ3w5D1BEOhxac22zA3P0NIlikc+5MbAtqHqbP+c5YrqwM6hnwoT7HpfNzFShoJSl8ooX1IyY2jJhYM2ih4xXv2LcJuBPjdvXq1VBVteufdLqMRx+bwtxchSXMQyEJosix76ZqVYeiGNBVE8mkjHjcB14Q2LcM/dcwLExPlVmSItgzioH158KftKVnSEpGXNRyJ1PTdo39VX3mUoWALCioq633Mpm6a/yiHE1xnlUZUmsUSVZuMT5KEbpgx2UoaWEmZb/wjcoCkoO9EIIxGNUsLF+CMeUN2PddOTULf3wAWikFLtAD3lSZr04sIUEzJOiqAovzQSmmIAR7IGaegVCfhaYaoDipiu35E40FWBVjZ6NkwsJ8ibHfP/6JN+Ci17nl8Y7hEXLCXQlwp2/lyy677ITHOtkD/PSnP8UHP/hBfP3rX8ev//qvn+zhlzVeIpFAoVDAmjVr8IY3vKHrPgSud85vz549LKbZbBbnnHMONm/eDCIl7N+/n7HfSQPe73c/65Y1Ka+TFwEvAqcsAh7gfspC6w3sRcCLgBeBlRUBYkZkMpkzNqkjgfxH++14EgR0oseSOKhUVDzy6CFMTxUxMZG0yU6UeLAHIhibrZN3vpxCpaLAMk2Mjg8iJ56Fes2CHArDFwwysJ3kYHKpAltkkaSLXssiEB+C0ciyxZuhlCHT4oz9NwqlnIM/2gOtNM9YSv78c9iyqRfvfOe5uOful/CD7z+NUrnBNOCZRIxFAIfJFp4MfeA4G+jmiPFiQFcW0Q8ODDwnzXbSoh8dTbCyY2I/Z1JlrFvXzxaxpBFKoDiB7Iw1r+ooFesIhXwMoP/0596CRNLN7mOLTcPEX/+/n+Hll+eYpn044oPfT+XRtHBWGUOrfyCKm3/lIoxv3owfPGgQKQyVRutWHO0FDi04gfRxJhPj3Dbcy2Gqo99Ir4VDHcxyMr/b0yknk7Aw0wHg0wyINc77bWCdU3Lom5hAPZ/pKttiVFIwZbc+6sQQsHuyi1kqMdYiTjCDxUypMXmCJY32Rga9EzbLvbIwA18XjXYy1VXrDQiLbL72f8ixMIf/+1thVoL+amoEuJfLZZA+qddWVgQ8wH1lXY/mbE434E7Hve0RE9v2d4/H+BCPuTYgnNjtL+y0jTp6k4Kjgqk5Aj3nM6XulVVjA87xmvuM9Dp104cTBl54uQ5JBJNWa6+Kau7TE+9+/LBPR8NwJ0kDsgHNdILrBEabWJQKWRyYWOB6OYtM1V3x5QMZsDoTuQNJIN3lfPviHHJl5zNd0LKAv9cRbEEvwpRa5qL0Y5ISBx2APfmXdIL4EmpLeuPNQXk1B8uXZMmHC9YaOHu1Cb+8qJOuaYcF0QlcJ1JHrVY76j8OIg+UyyZ27CigUtVRq5LPCyDLIuKJAOo1nTHc6dtmYk2fq9KuWlOx/cUZ6LqJYFBCOJ5AYGAtfJFeWKFWUjoWNJdi2B+3sJBvTS0gVFBR7e8ao5wCgnZcOb0OAzaTnTHrNQ285GMseVv/PQDLMhGQgFoDLFlP/XoHw7C0GkzZTn6Q/JscSTLmuhzpZ310VbW9bBp5JhvjD4pMfkgpZAA5Ak1RYFazqOy+H6pmIBolAFWFrgHVio7+gciSTGDzTCqVBvsmHR/vxZ/82c0shmey0XubiCErEXC/88478YEPfAD/8i//gk984hNnJEzN9cyRDk7Grt/+9rddXaampvDHf/zH+PnPf45cLsekZOh8/vAP/5BpwXvNi4AXgZUXAQ9wX3nXxJuRFwEvAl4ETkkEUqkUWwzRoqHzDx3wcNsJOD3c77TPkfbtNmZz28ner30uxxNAWrg991wOs3N19PX5IEnOBb+qGigVNWTSDegalRJbGNx8HizfEFTTz/oLosD0uMvpDEw+AMtQEEwMQa/lIAXCEMgUrFGGjzTbyzmE4j1QawS6E7PKQnVmO6Lqi1i/IYK+Pj8adQMP3DuDqekaDJPMLznIkl2hoCoGFJoHidZwHIJBEbGoxBav1TJJytjXRpR4hCMSolEZkiiAuO+5bAN+v4hkwo9suoZaVUOyh5IFi4t7KlE3LeQydQSCEi68eBhXXTPuSGDQ2M2EBu1/+492YG6mhFpNg6YTBAF2DJK1ufSyMbzp2nWMoV+u87hzay/y1RZw0R9VMJdv/T+VyUu8iYbaugZkqFpvWA62JGmq1hsmDLMdlLAQki2UO9b8tKC2Ak6wXKtSCbpTboA0aAEdgS4a6r0RE3NZt3xCMmwh1cWglbHYI05whOLWyM5ACLd04KkUPd4fBS/wjNXH/AA6Wi07Cyni1o6nbm+9RMbNb3z1MZs8wP14nmSnZx8PcD89cT7Wo5wJwJ3Mr7/9i+6yMqN9BCbbVU9NdnumYL+31o91l3Wh33rjAkpdcFtiss/m3GA8JcgjIQ41hYNPspDP1lCt2XNat0rsKl9zOFmZQTJDrbqfpyQpUtbc8jRk5F2oN2VZLEhGBTMpE6LAweKc4GfMV0VFd48Ri9C70Xm1KZF7KOU8V0spQww6AXt6X7IsNu98b/REyWjWCdiHZA01zZlMkDgVRpusjJo7gDg/g0vOlUBS0SR90WSqd96P9N3VaBjsm0j2SYhEfKwvgX/JZJLpSZMZaucfUbTjQtV5u3cv4OChLJOXUahir6aiUq5jz740qEIumQiit4++iSJLwDtV7ZEGfG9fGOOrexlRgORW1q8fgBUcwFO7RExnOKzqNXFwsXqA5hryW0tVbjFfAbmaLStjaA2ArtWiUblazEIMJdhvtdwcfDHbSJVrZKCJ9vaeQH1JYoZIFVTJluyPwbREcIKIpiydDbRr4AQJRmkBVqAXeikFy5/ExecEsGeWR0SoIFcLQCvOw/L3wNj7UwR9Fs7aNIjegTp++UQBC3M1lCsNhMNEapDYN1qtqqKhaCw2N73rQlx7hvXbKS4rGXAn7fT3v//9+Od//mf8xm/8xrE+Xr3+XgS8CHgROOYIeID7MYfM28GLgBcBLwKvzAi8ljTcuyUUlpM4eOLJ/XjuuSnomoHhkRgDjWms+bkSsrkKsukq0xE1dPtP39lvhG5J4HgZkl+CJPIwNAWVGg8pnASn5iHIIfByAAZJy8QGoBbnmTZ4PTeDcN8oaukZhPpHkdr+OGrT27BxUy/edO0EenqCeO7ZGTz52BSKxQYIP6cyazo+sejJBJVAeALqRZ5DT28AibgNEuSydRSKCjTVhCzzGBwKMQY8MaYqZZWB8T29fpiqiUy6jkhEgryoGboEm1gW279UUtE3EMA7bhpzJSHa/yUQ0316sor9+8oolzRmqtbX78f6DTEke5y6tZopYnv6XBSUBHjQeRCQ3pKiCUtFlOpOrfL2xXHzuDF/HtmKE3yIyBUUa05mob3gVRhLrb2Rvrq0uJBubqfqhFgy5JKT8YkNVGpuIDwkN1BsSx40x5F4jQE+pMvf2RqFDIRAh7Z6I4tA2A+5Yz7NfZX8PPiQG7yn33/juhKSUfOIFR3HUyVyNPmpw415sp6QHuB+siJ58sfxAPeTH9OTMeKZANxNy8Lf/dhCrouhKQHhiShplHMYSpiMdd5s8QiHaltStf38148KONRFVoYKvHxyd433NUMcpjIc+sMaXtqrLA03Nih0NXYlY9JOFjjtFAlaqKtOaTTa7ucb0Hk3a92PEjTBfp6TPvdMxn5PRH011Azne0zgSRKOxj66rEw8DJag7myWVoa4WJW19L4xig5DUdq+qlfHbFsim7bJRg6a6Ew8840FIDAAVA+BK2xHdnYOgaCIs86KYWQk0hUwJyA9tVDDgf155PN1m50uiYjF/WgoC7jo4vXYsGHDMd3Su3bO48H7X8bcbJGZwBOLnarxKIFP1XbJZBBjq3vYtnSmwkBmkv+74cbzuprJT6WBF/bzeHYPTcOO91ifiUOLxrMSr6ChtSR+OKUAXbS/J+jbwLco36aWyMjefvcKehkK7HtANitomM2/F1AzIxCtCihfHkwOQW/UYPESq2TTizbQbtbyMKUoDE1lgDlptfcNBJmBLyXbA6KKbInH+asKuPFNYURjfjz88MMIhxJ48L45TB7KghjtJDdD718iRFBsrr52E2685YKucTimi3ASOtN7m7TFL7/88pMw2skd4mc/+xnTPP/a176G3/zN3zy5g3ujeRHwIuBFoEsEPMDduy28CHgR8CLwGonAawlwP95LmslUcO+9L2Hf/jSTb6EFXaFQZSaU6VQZgsijvy+CSCSAyQUd0sAWgPdDCoQg+cnE1Ifc7Bx0TYUUSkD2ByDqBcZYEswyLCkKSydZkAA4S2X/Neol1GZ2YOHlrWyxRNItV75hIz70kcvxrX99GL98aj8zIyWm+sJCmbGZaLFVqykMOCfWu08SmFxMT6+9uKckwexMAfPzRZsVL4tM853GJx1QYou95a1bcMePtrIF3PhEX9eFGo1z6EAGI6MJfPb334ahkfgxV0gcrspB0y3c9UwApRqH6YwT3CCG4WzWyQxMhDRkSp3bFKSLzm2DsQZms04Gn1pMgQ+5pWCUchGC38k2VItpiKKJ3jUtI1OKaTJQxELRzUyk7amSe3siUECqS3+tUgAktzwPsdz9sgF/ws1il3gVdSpdhxt8SQZLuHLd9uO95U/Jfk0gvumDcLxeENVqlZWmk+bpcnwmGKxyCvwnTiRZcbz7tp/LKblIJzioB7ifYABP0e5nAnCnU3lom4X7nuvOcieJr5kcmHZ7k93ePP2xoe5geCIMVLuA3rTfxDCPqbRbPisZJQk1Drv3VpmHSbOR0lYoyKOhufcZ7BWQKbovBsmP5CpdQHdRhb6ozd3ci3TiqTqM00qYa3tvRXwN1A33sz7mb6CiOeUf+hPoqikf8esuRrpZnYcUdXp5WI0s+IAzIesTatDhPD6nVwHJ+b7yKQcR1Cbh4+oQBAGphQqCBOK+6SxsOXvUFRx6pz+3dRLPbz2E+fkSKmWFfZ+QnF3AL8EwKzjvgtW4+ZYrlg0AFwo13Pr9X2Lf3hQCAYnJ0NG3CzHfs9kqY7qTDw350pBXTE9vGKvHenDddeewKrojtfk8cP/zPPbMcCDD9lSh1dvP1VHVbaICr2SX2Ot6vQJessF0ImuQF0tTVsbS6jB5H5MVDMgWag0OVIFXrRmwSHxQySKxytZRp+8JPpiEXsnAkskclsZqAIIPOlXd+ZI4Z72EyZyMkaSJA7MmogFbwucPftXHgGsC3AcHB7F+/UYW8yef2I9suswq4tat78cVV63H6vHuyfhT9Jg54rArGXAnKZb3vve9+OpXv4rf+q3fOhPh8Y7pRcCLwGssAh7g/hq74N7pehHwIvDajYAHuC/v2k9OZvHEE/uQyVaQSZcxM5NDraIyXdFkIozV4z2IxYJ47qAfhbqfxE8giGByMrpqwBDi4CwF0CqQY0Pg9QqTkoHoh1EvQI6QVnuaAat6rYjG9DYoqf3QiH1eVZg8zMWvX4P3vP8S3H3XNjz7zEH09UcYi4kWurWainJFwdxsAY26CpmMWkUBg4MxBqQ3Gy0SX94xyzTbBwZiTMeWJGU2bRnBlVetZ4arX/q/P1024P67/+sdGB6xS6lPVqPz+fnTBu7b2tI/FwUL5D6qaq2jRIJAsWwbwTZbmG0zHAZ6ZLwqC6Sr6gR+Grk5iFEnkK2Wc+D9HSxzEpMpLYALJLF+fQyFWhvr3mciX+4ElCwEZQulqhto6o1amMu4dd075WSa50MLfGhV9HQA/fT7WJ+BfTPdwaybrzJw0QbTkQihfQ6X6DjSb0eSiDrab8cjL0VzOVLlCUkT0LjEpjycDNbJuhdX8jjHkrCg8zgdSQeSKCOt5rVr17LQnexj0pgnkrA53L4r+TqfjLkR4E7ScVdfffXJGG7ZY9Az8Mv/RXJ17l2iIdIUB154uc24Y7HbWjJITXc/zKoBwaG53ew1mASyZTcYTr8nAwr2Tbufu8lQA2XNDX7T8Q8tuI8/McR3nddAVEW25pabiQhFZnxKptqtZsJPQHRb9Rb9FveTNI17LpGQhariPC+fmYEuOd9dTXP19lkTkMvDAAQn+BwP6Sg3nJVZvF6FJYXhQwV9/EEEuVZpAj1n9+xewMhIAldfcxZWr3Ynqg8dzOK+e3dg/74UEskwenvCjIxAVW6ZVAn7D8xizUQfbr7lEmbMvpz2xON78fADu5hkCh2zmagkFjiB8QupEjLpCuLJIC65dC3OO28UGzYMukzaj3Qsqpi4byuPXMVCpW4nX+K+GrK1xeSHocGwyKvHvoZqKQsxaH/z1HNzS9VngpqFwtua+aM9BiYXJWuGeyxMLpiwTAOinkdsdA2rYJTjg+w9p9ZqjGShF+eBYB/MagaGFEdfHOjtCzC5vKl5E+MDJvZMmfifH5IxmLTw0EMPMcCdTDJfCY2MPGm9sRIZ7nfffTfe85734J/+6Z/wyU9+8pUQTm+OXgS8CLzCI+AB7q/wC+hN34uAFwEvAsuNgAe4LzdSYGyqvXsX8MwzB7Fn1zwaDY1pgxKryu+TYBjAnsoocnkNuslBkGSyTUMpVwIn+iCGkuC0IiTZxzTC+6MqMjX/kpwMgbpyrB/lnQ9By02yiRFOQQtLYqKPjfXghpsvxNRkFo8/uoctKtvBdFoU02K3kK8x0zBieBEYHo+3yt3JwDSXreCszcP4+CfeyMqXw2E//OT0tWh2+pdfvAM7d8wxVn0o7JRboT7Eoqekw/oNg/jDP7mRma+einbH4zoeesEGSRK+BrJVJ2gga3nUFxe4zeOvGQL2TDmBlbF+DgdnndssQ2csMdJPbW9qfg58m446uwaGznSGdYPD6mEJdc5mAg4kgOkFN4hDRn2H5tzbe6Ic5jNtGYPmgS0TEqehpriZ6mY5BUMIo2c46ZprLGggU3AjWbIE/MWnIvD7Xl1mqc1wHU1S5nhA/lOROGhPBrD76Bh9Mo7H6+JUnMep+Le90sY8mkE3zfd4kgenar9jrZDYvXs309A+77zzWOgPdy6H++1o59E5n/br+937TOye7n7Fk34VB+acJtjUk3LRLFntfoxi7Uh3Jjvt1xNza7wPJ03Uqwr2z7qflX6+BkN0yrvQOEHZhGZJjmQu2+4DdJOn3K+jdZObIaDbqGSR7ZAyox2jvgpqhjOxy1kkuUYm505wPRksoqA6k9qcUQPf4TPCrpFeBu9zyqmFhAqTNWlv4wMWpjLO943fyKKeOYiJ/gZL2Le3bLaCXK6KzZuHcf3157oMOqnvL36+HVufPcQM3inR394MXceOHfshCD5cfsUmvPOGc5fFcv/+957CC89Pob8/gggzCnW3vXtTrOrwnTech7M2ORn+y33OUEJo1xTwk8c01HUf/JKFat02nmetkYch2efUyM1Cjtra7Wo5AyFoJx84rQyNs7+1BhIW5tL2TbJ6CNi3+E1CSf5YMgxfohcmVSKSpvv8FPzJYTST/Zapg2xzGqoFMo5XxRB40uK3LOSKBq6+UMD1V/Ae4L7ci7uMfr/4xS/w7ne/G//4j/+IT33qU8vYw+viRcCLgBeBE4uAB7ifWPy8vb0IeBHwIvCKiYAHuB/7pdr67EE8/tgeiILASpybLV0LYa4ah2pIMGnRzAvg9Rqqig9hv4oKsdT4AHrDdeQbIfQnOWSKxNwm4FeEwJmo7nsKauaAY1KFIgHuAmOXXX/TBUj2hPHD/3wK01NZjK/pc7C5CEw/dCjLDMYiET/WbxxcWhzTtpmZPFsMv+26c3HNm7szo+6+cxvu/O/nGTA/NJJwjE869sSiJzmbt113Dm645cJjD+Ax7HHnExoeeN6EmluAGO1z7KmU8hBDNqOs2XqiFhZyTgBnfJDD/g52I1fPQJOcIIZpGjCVBqs6cIwZUrBQaAEQ524KY74kYXW/hb3TbrBodT+wb8aNFE0Mc9h10A24j/ZzODCldo1KLGghkzdw7uYQZguthIMN9utd97lki4Rfe6dTmuAYQr7iux4NcF/xJ/AKm+DRDK3bQf7t27cjm83iyiuvZAkGasvxyTiWZMSxzOdYKzpovic70dE55ivs8h/XdNsB/Uy9Dy/nz3WNExYLqJZVFBpOgLjZsT9eR77uluWSBAOCKMK03AnKwVgd2VprH4E3UcmVQXryqtnS5W6fTNCnQ7PcieX+uIFcR5KX9htKGkiX3L4dZKytLSZjqZ9SmEex5ocoWqzirb1JZgGW7GaJy1YBxqL5ZrN/MmKgUHcfj6RedN7JiDerC5AWweDm/vGgiuKSeau9NRayUGm04nfBhAHkXsLB/fMMWO/tDbNEPLHT8/kaKuUGxtf04nUXj3cFtcnklKRfdu6cY4l4IgO0NwLcJyenkMsaOP+CNbjlVy5iMnZHa9/59mN4cds0xsd7WPVdtzY9lUMw5Mc73nkOzjnXLXVztGO0//7k01uxc2EAk8VRyCBZGXuOZiW9ZK6uN6rgxcXtJFJvarA4mT03TKUKSwywv4d9tkm7bexOJu62lAznjyIe46E3GvAlBqCUsuD9tiyfWiE5uwhGew0cmLUQ5kvM+NUf8qFA34wxg1XO/dHHRDz6yMMYGBjAli1bjuUUz1hfYrhT0u+KK644Y3M43IHvvfdevOtd78I//MM/4NOf/vSKm583IS8CXgRefRHwAPdX3zX1zsiLgBcBLwJdI+AB7sd+Yzy39RAD3KkNDbUA3wPlAeQqJCUjApwFMuWExSFf8yMY5NEb1TGb8yERsRgIXqhx8Fll6GIManEBtdmdQOGQc6FqmigVG6w0m1jpN918Ic4+dxTf/PrD2PnyLIqFGnp6aHHsYyajxIafnckzCRrSNg0FfUw+RlV1Jk/T3x/Fxk1D+MjHrmQa7t1arargq39/H/btXkA+X2WyNbToU1UD1UqDge1UGv6pz74ZkejRF83HHuHWHvfe9SJ+dF8JvlXngSP232IzaiXA52TtkTxBKu8EuiXBgtUhRUNDBLgKyh16uUY1C0t2AvjU12cUUTVbwAaxHHuHojB0MFOz9iaJFjPObZe+Yb9bFoI+E8WKm2U5PgjsOeQG4of7BByatg9ABoNSJMrKy6mtHrCwt4PJ35zH594fxIaxU1N1cCLX8mTt6wHuJyuSJ38cT8P96DE9nAzSyUw62I8cknKx/xDDnd71Z5111tK2zj7LSWQcrYKi25j0Xrpn97ksEd3e9GoOlZoAURZhmG4pmESwiorRHYzvCZVR1ro8qwXS0W4B7n4zhamU/Y5KhOsoK24AP8iTYagzmUv9w2IeDc6tgR33FVAxkq4LLeppwG9LpZjVOWSK9jsjJBVRtzpk1ywT9Po1OWdMEoE6SqrbgDUR41Gsdrxr9DxMnxO0J3NvOeh8L1J1VkDmUFedFU8kWUI5sXe+nuRKLGY6+sjDezA3X0QuV0G9rrHviGjUz74xNm0ewvnnj3W9wYvFOn502zPYuzuFTVuGXX0IcJ+enkY+Z2LT5lW46ZYLHNV5h/tXc+sPfonnn5tEIhF0VOo1+9P9uHdPCkPDcVx/43nLlqo53PGeeeYZKIqC9VuuwKMvWnhun52UMA0yM6VvKvs+beTTTAaQ3e/VNEy/fZ+IWhYNzr4v1wwC+xYT8gMJAzNpGmfRqJ0zEZR1+HuG2b/HRrEIMRhBPT0NKT4EXi1AQRimUoFhyYgG6uBCAwhYRZS0EH79BgGpQ494gPvRH7fL6nHffffhlltuwd/93d/hM5/5zLL28Tp5EfBOZX/EAAAgAElEQVQi4EXgRCLgAe4nEj1vXy8CXgS8CLyCIuAB7sd+sUjS5cEHdzKd84m1/ciTrnteQ1FeD4v3QQ4FAV6CWSshFA7A5/dhKm2hN2ZB1xTUjTDWjQrYP28hGVRQVALIbLsf5endbHErCPYij6DZSqXBAGOSbbn08nX46P94AzMII6D9P7/3BKYmc8jnqky3nQD2cMTPFqaBgMzYaaVSHcRKp/J8Gvucc1cxdrvf350t1oxGsVjDf37nCRzYl0K51GDGZzQGseZXr+nFBz9yOZOcOZWN5v+Fz32fAf/Jsy9HcLzFktTy8+CjTh3YbnIy3djtAR9QrRsgclp704sLQNAJsJiawphpzYV2s39foAo97C5fXz1Ai2w3u51XClDa2I/NcRhArxlQVDcQv3ZEwM79LUSfmPWzRQmkZ28ZBhpdSPG9cQ7/5xPhZZXrn8prdyrH9gD3UxndExvbA9xPLH6nau8nn3wS9Xr9tGu4N8/n7mdMPPZS6+yGEhZe3GkjyOvHJBycdz//SM0jHhNQqbujsqqfw0LBzXCnnsO9PNJFDuGAhanJypIszcQIh8mUe5+ApELn3IljkTfAi9JSkrM5C3r+0jvaMJ0AtgCNyX5JVg2z87ZRJrVoQHGZodL2iFRF3XImFJpjd0rp0NwPLmqCN+fBmw1wiwae7RESLWJZOxMLY/0WptLOc7/mfBOXnmVBasvN0nt+cjKHA/vTzDtG4HnmFbN2bT9jvR+uKQ0NP/j+09j18hzWrh9wJfMJcD90aAr5HDHcJ/Cu91zEviWO1p7fOol773mJ6bRPrO1jhqntjb6DFlJlJnXzoY9cdkza7d2OTYA7eR1QhQ7JBj31soW7nwEMkwen5Bk5gppBni5BO0lj1PKAzwbZSeYtW7JHpiq0ubT9kdETamChaH9zqYV58KE+Ji8Y7e+DIPlQXZiGnBiCXi0BcohVBen1GjjJD72SY1JD/oAM3h9mv523XsRY4LFXFODeTGasRIb7/fffj5tvvhl/+7d/i9/5nd852m3p/e5FwIuAF4ETjoAHuJ9wCL0BvAh4EfAi8MqIgAe4H/t1IiD453dtA0nLpBZKEHgOWnAMRmAIYiAIaXEFW1cE+HwyVg2JDDTIVzj0hIooNOLoTfCs3FgQOASUSex9/H6Qvjoxzvx+ERzPQ1U1pvNJ7PYtZ48yCZgr37BxacKKouHFF6YYA4zkXwgEWDXWgwsuWs2YXqQxv3vnPNNcJ4Cd5GWoTHy5jZhXU4ey2Pb8FDNlDQQlBtgT4N7U7F3uWO39KDlwYG+Kse57+iIYWZXsOt7eXfP4iz+6HblMBb39EfjWXQ5pYB0bSq+VwfmcAEA0aCJXcgI3q/o4l576xAiP3R2MclPXYWgaONGpE6/mZsFHnOZ07PjFeQysHoYpOefADNLm3TIztYUpSAk3QL9miMfugx00eWYMaUGEaevILra+pADLH8HqAQ57p7rLyVx/pQ/XXe6WRzie67RS9/EA95V6ZQAPcF+Z1+ZMA+7pooW/v731LAvyCibn7KoeMkGdz3f3m9iwWsCBeXdMGRgfEVB1+61izRCH6QzPktm79reykn4ZIAvRZpVQ+6ixkIGa5nz20+/jQwKmM+7j03N7qoupa4gvYT5lQjNbKDYHSpiT9ruTxd8T1lFsuJ/VlCTuHLsnBuSr7mSBZFVhdmjQi1oOlt/JfCdN8dRigiLkt3Dz5SbWuYnoy755GSu7rjEPGPJ/oW+Pe3+xA1ufOch0z4dHnNUHBLi/tH0/JNmPq96wGW+/7pxlHYtk8H74/V9i394US/qTljv5ypBHDXnVZDIVrBpL4vIr1+H1l0wsa8wjdWoH3Jv9MkXgR4/aFSNNI11ZMNBgr23ONvDmDSi6wP5O3yH5st0/4ifzdEDgKKluMH1+XitChf3dIGppREcmYDTKMHm7sqFRyEAMJYBqCpqUBF9PMzPWIF+ClBhZBPuTeOumpzE63PuKkZRZyYD7Aw88gJtuuglf+cpX8NnPfvaE7yNvAC8CXgS8CBwtAh7gfrQIeb97EfAi4EXgVRIBD3A/vgu546UZfOdbjzJNdGKQxzdeCcgRBqATE7xRbSAYCsAQoxAkHuNDIjOH84k6YhERuaqI8UEefXEOb9pUxX/98Gm8uG2KLSJJuoUWayQ7Q4vZ9RsGcNkV63HNm7e4GF7HN/szsxdJ1dz5o614+tE9TBOWnaMkYGy8F2+78Xycd/G4Y2IvPHMQX/nzu1hf0q2nxa1v4xuYBir8HaZsNdLEdZbSB3wWlAaZnTrPd6gHmOowOzXKaVh+t0yARpqrwQ6td12DYRgQ9Cp6xtcsDR4JAMWy4TLUM3UNuuoG82nHkR4LB2fd4DkBPXu6APHnbI7A4nhMLbhBfQKhvvibYSSj3ZmfZ+aqn/yjPvXUU6hUKrj22mtP/uDeiCcUAQ9wP6HwnbKdzzTgTif2rz8zMZkC+mMWduxu6aMQ1J5MiAyY7GxUsVOsd3+erV8lLAGg7fuRafRAgsOLL7sHJL+M+bx7vL6IgoLilnKhd/R01p0MIIb9XM693SzMoKA63000t4BQhsJ1mKRyQDTkThqsHuQw3QXM74nzyFecEYpKFVRNJ0tesBSXDwnVy4X8HIaSYGB7+DiV4IhsQIbx+3anWJUdvcNJsm58og+xRACPPbIX+/elEY74mGQMydZpqo5UqoSpyXmsWduHd7/ncqwed0v1HO7mn5sr4u67XsQCk7qpskQ9Bw6RWICx7knq5uprNy1VBraPk81UsPvlOfYNQd9Tq8Z72ByaVYSdx3z22WdZJQgx3NsbVbk9/pKFe58FtMXviYGYibms3Ysk3vbPLv590FqSkmmXlbFqWRhyHJZpwtRVWJwEQSsiEvOBD/dBKeXA+2NLsjJQS9AQBAwFmsYxrfhIzA9TqcPyx3He6F68fhP3igLcm9UDp+xBd5wDP/jgg7jxxhvxN3/zN/jc5z53nKN4u3kR8CLgRWD5EfAA9+XHyuvpRcCLgBeBV3QEPMD9+C7fvT/fjkce3IlMtgJ/cgB1/wQE2Q85GISpqag2BAQlHfFEAOmKjN64CFlQka3IWD1oYioj4tLNAm65SmAMeVpE7nhpGk88thfTkzmmt06SLVvOGcWFF41jZDRxQqzy4zvLk7cXab///V/8jMnDlIo1ppdDi15N0+H3y4gng3j3hy/HG9/SMnIlhvuf/9HtyC8y3BmrnuMhrrkEYt9ax+T0whwQdjLRJ4Z4FxM8GgLyJUpoOM9tKGFgKuXcZig1tigmxl57M8spmIvg/EgfD1Wy2XwTQxx2T7rBcyU7Bz7i1giOBIFCkViC7jivHuCxd9KtGbNmVEJe8bvmTyOctVrA77zv1Mr8nLw74vhH8gD344/dqd7TA9xPdYSPb/yVALhv3WPh9sctRCUF+6ednhUbxyXsn3XLytDZDg8ISBfc590b41A6DBg/EFKwa9It7bVmWOjKTPdLOgzOzTYXBUCWBagdj3VSNgkFeNTbHtFCI4uFHAdeIA8XJ6gflhuomW5An6TlDnYw+OmYoshB6zhmN1kZYqs3NLf+vYwqDKG9+srC2y40cOlmvvN1tuwbioDzh+7fiUMHMkinyqhWFPZulCUByd4Q01EfGk1g1855BrATIN9kgEeifqhqCRdevBo33HjsppmlYh3bX5zB7t3zUBSdacuT1M3mLcOsmq9Taoa+p+6/+yXs3bXA5kGSN7zAIxYLsKq6N193NoZHOnT1ARwOcG8GaTJl4T/vB9PTH+uzcHDOvmepgmB2sRKi3bi9XVZGUHNQeDvpwjeyUAUC3w3AaKCnN4R6qQQxNgiDjFc5H5MUNBsVmEIABNbrQhR+PQOpbwyW2kAi0sAtl6Vx9tlnL/sansmO3aoHzuR82o/90EMP4YYbbsBf//Vf43d/93dXyrS8eXgR8CLwKo6AB7i/ii+ud2peBLwIeBFoj4AHuB/7/UC66rd+70m8vGOWLfZm1CGU1DAEWYZP5qHUaqioAXACmV2piMbDSBU4jPRqmM9LiIR5hAM8fvtdIgLyq5uN3Izud//lYTx0z0ts8ZvoCcNHsjkcB5N05ot1tiDuH4rj//vizRheZTPNiU33vz/zH0x+hjTpA8HFkn9Bgrzl7eAD9uLVNA3wpgodTkmAEcZkd6LZa0c47DrkRDJ8kgVVNV0Ah5afAxd2A+VGOcMYZtR8vIr48AAzVEuGLaTybvS8kZmDEHWPs6rHwP5Zd3/SmK9VdRczn463YbUI0idYKLhBlo9dH8DrNh9Zm//Y7/aVt4cHuK+8a9KckQe4r8xrsxIAd0Wz8M2fm12Z5z0x/rDg+foxAQcXusd1uFdAZlEzu9ljJGmiWGh0ZYkTmC3JPDTdzU4P+xQolhsUnxgRGDO/s5HZNUnXUOO1ChbSGizwiPkaqBrOxCcZl4a7sNmHe7klqZf28ceHOFcCmEzBC10SDEM9NIbzfPxmAZq0CCgbKgbNndiyRsLlb1h/WHb30e7cJx/dixeem8TcbAH9AzHE4gEGdJPZ6sJ8CT5ZwNoNA7jodePYuzeNmek8e4dTYr23L4RqbRbnnDuBjRtbsnhHO2bn7yRhQ98KJLN3ONN3OuadP34OL2+fwex0gRnKB0IkQ2Ow749g0IexNT245b0Xo3/QWXVwNMCd5lNtWPjhg8B02kKtTqbEtnwMmamTdCD9PR4ymZY7/T0WAAoVUvQ3WPUi+cHoleyS7jtXz8AU/IgmgrDEkP1dVM3BlGNLsjLUR+VjIJ+ZUCwMWAaE6ACuntiOm268+FjDeEb6Lye2Z2RiAB5++GFcf/31+PKXv4zPf/7zZ2oa3nG9CHgReA1FwAPcX0MX2ztVLwJeBF7bEVBVlS0KvLb8CMzO5PGT257B9FQOazeMYHdpFThRgiiJrFSYFmHEWq9qMnifH+tGRbb4J0M0v1iFwUfx2XfL6Iu/NsB2AtT/5PM/wMxklrHLZF+bSxuZw1oW02mnBTRJy7zvoy0G3N3//Tx+8J0nUMhVmXYrMw7jOZhiEP5zrgMv+6GXs0DAqRlL7PFS2XQxwcm4dj7rBLknht2a7nQ3aKUsuEVQv3l3WFoDhsU7GIznbQ5DtXyYz7jZ7cSSNyxbk7+zhYQGCjU3cE6sx5f3uXXdaf9E2EIkLKCoOwEdAun/4tMRSGJ3LeTl390rv6cHuK/ca+QB7ivz2qwEwJ0ic+t9DTzwbBe3ZwCjgxIWcu5vEQIyDU5wSXXReOsIDG+TXyG/cbVSZdJe4ZCIWpfH6PoxkndzHyfur6FqOmXJ6Bij/XxXjflkSEdJkRn4WSsUUanbz/KeEBmhu4H7tasE13HpaR2LuI1hxwY4zHTRjifvl1zZeY+RWXinGazEqTB5H/x8HauwE7MHpzG2ugeXXrGOebAcayM5uJ/811bs3DGHsfEehELOagACufftSWFoJIY3XbuJ+cUQMK6oOnuvkyfJo48+ipGRkRMC3Jczb5KQIcD90IEsm+tSop4l501WQUhzuuB147j5vU6wmkDhWq2Gq6666oiHMi0LDz4PbN9vLjHbV/db2D9n7zY+YGLvjH2PjZPczOLfteICuFAvIwno9Qb7fjEqWVi+GMJyHZIsAwHSb09Dl5OAWoUGH6uaJN16kqMxGlVE40H722T+BbzldRKue9cFK74C8pUAuP/VX/0Vfu/3fm85t5nXx4uAFwEvAicUAQ9wP6HweTt7EfAi4EXglRMBD3A/9ms1P1vA7bc9g0MHM+ib2IT5RhIcuaIJEiqFGnTOh5CkQ23UgWAvImERAwkeVI6cDBXx9kuDuHizU3f12GexsvZQFR3bn5tEJl2CJAqY2DCAsYk+tgj85eN78a9/dx9KhRr6h9z6tnQmZPBazNfYQv2Lf/uBpZOjhfw3//F+PPHwHpAsjaoYNuBOhmSDqxC/+Dok/A1kak4z2LXDHPZ0SAokoxxSOTcoPtrHuXTUjXoZlugWujVLCzADTkO6gJ/DeWcnsOuQW8KgkZ6GEBt0XSytUgCk7vIvg0lgas49z6E+HpMzNoK0fkMc+UoLxL/qfAkfeOtxCvOurFvpqLPxAPejhuiMdfAA9zMW+iMeeKUA7nundfz1f5DUiLsREN4pr9LsNZAwkKu5TU0JjDfRAuNHkwaee8nWbt+4Rsb+GXcF0diAgNmc+/iyZIHjRRewT6anxE6vq+5kpsxr4NQK5nKtJLLAE6ub5uRMsg73EXDvPm43WRmBpGxEziVlMzHM4WDKOY8geZXodCzn9gFfGqO+GQiciUy6jFpVxdnnjeKN15x1zDfprh1zePC+l5HLVpkGereWzZRRraqM4X7t27Y4utB35ukC3G//4TN45skD8PlEZrbe2Uiub/+eBazbOIgPfuzyRX8Yu9dyAffmmHumTXzvHgsNFehPWJhbTJJQYjxdsO89SnrUVDtBYVbSS3J0SnaWsdRZhZ6lQTdF9IbrMAIDDGAn3Xhiw9fzaWaiWk/PQoz2Qc3NI5oIwBLpm4dDcOo+XP/uC3DVtZuO+bqezh2ONbanc250b1533XX40pe+hN///d8/nYf2juVFwIvAazQCHuD+Gr3w3ml7EfAi8NqLgAe4H/6ap+aLTHO8XK6zsmgqo167cYCZb/3we0/ipRenwQ2eD12MMvNPQ9OgKCY0yweT80HiagiFJNSMEMaHeMxkTKzv2Y/3vX0U8biTkf1KvfOInf7wPTtw/13bkM9WoSgaA8QDQR9WT/ThVz58GZOE+c7XHkS9rjKGe7dGxrPphRLG1/bj/33tw44uBLo/ct/LuP/n2zE3UwCVlZM57cYtIxi/+HV4cl8QtYZz1H4if3Uw2bvJyQT9QLVqsMVtezOKc7CCbmCBsek7DFtJkP7cDQFM5d0awI18BkLIfa2VzDT4yIArFIkIj1SmOwOUpBV27LVPdPP6AFLVFsD+Bx+me8zNln+l3ldHmjcB7tVqFddcc82r8fRe0efkAe4r8/KtFMCd3hd/+vUK0gU3w9xPeDovup7FFNGIXEOD6/7uWDMkYIYeyzKQWSij3rDHHh0QsdAF4CZLjm6sctpnfFjoyizvCdZR1No10e3rLNbnkSq7E6e9YQ2FhjMJTHB4JMIz2ZH2RpIw6aK7AmrNEOeSsklE0NVENsjXoHCt+Q3ICxjzzyzptZP++t7dC9h09giuv/n8Y2ZDv7B1Eg8/sBO6ZmJopPu3C2m6z88VcP5Fq/HOm853nOPpBNy//vf3Y8eLM+z7g0D3bu3Q/gzTnb/pPRdh4+bhpS5bt25l75ajMdzbx0zlLfzbz01kimRMC5QX80kkK0Pb6J43amXwvjBgGsxw3eIECFoJCux7hySAKkYYPtEEmb2TUXstPQs5PoBaagpSfAiN7ByEcC/0UhqWL4qorwYuMozq83diYljA7//p9ZDk7ue7Ep5KKxlwf+yxx/COd7wDf/mXf4k/+IM/WAnh8ubgRcCLwKs8Ah7g/iq/wN7peRHwIuBFoBkBD3B33wu0OH3kgZ2YPJhBPltBraYyEDkWCyKeDOHiSyeQyVTw8KMzmGwMIxqPQJBE5PMqZAmMUVbXfOD8AYz0WCjWJZgWh7WDNYyHfonLLrsMsVh3pvcr7c78+e1bcfdPnmNgOQHhpLVOZdv1mopQ2I/BkQSuue4c3PbdJ5lszMBwrOtin0rWacG++ZxRfOEv3w36/8fu34nH79+J9EIRgihg3VmDOPficcacjyeCTAue2q33N/Dg1pYJH4ES2S5a6vGwhcwi66wZ57UjPHYddBr4/f/svQecXUd9PX5ue73v7tvetasu2ZaL3GS5YiBU00MgJMYkBEwPYEyJKYYQ+FEDGAL/kAQSQzDg0GzjjmxUrF5W2/vu673d9v/MPK20790na9V2n7QzfITk9+bOzD0z75Yz53u+5DsJaTqH84uWT0PlTIbxtzUIGJnIobPLV+JDTFXsJiNJQxRtnJwzeM6TvnpaBByqYCfDczpMooZkurgzQLyIm9u9SOc4NNbw+OTfGvu50NbSQsfLCPeFIrX49RjhvviYL6THaiHcyVh/+6c8/u9PlS2zulsljM0ayXjigW6xcFA046ZiRwOPqQiHJo+CvYdL1fO1XgnxtLE9kgujUpJWv0tGtIwoJ2M2IQNNKiX8RU5BbCaAQoWNAJ89j0QFW5kVrQKGKtjZeF3CcaJ2bj5b/RymwsbZrfPx1B98frFzCeT4IhHeZplAg7nUdJ6oukkS8jMl3A8fnMKTjx2m+VZOZklD1O/JRBaXXdGBW19amshzMQn3B77xOPVv7+iqM9jXzWFGEr+SpPSEcF+19uwId9Im8XX/z0c0+gw0NFXspaVWPR6xocZmwB1L6s7nIygIbmoPoyt5aJwJghw/Tr4LuRAcDc3Ix8OQ3PVQcmlahyRYVXJ5StarhQLMXAaW2ibkp4/CmTiAt/3dDVh3SetCLgdLUudMNjMWa6Dbtm3D7bffji9+8Yv46Ec/uljdsn4YAgyBZYwAI9yX8eSzU2cIMASWFwKMcC+db6JGevwPB9B3aApT41G4vTY4XRaoioZoJE2TgHWs8OPKq1fgN88kMRGzQOck6EoOGdkKTjRB4vKwmjTIggtmi4RWP49kFrjjqmmMDPddNIT71EQEX/nMr4o4ua1wuq3HyWiCEyHhJUnA2ktbEQqkqNLd7rRQL/b5Rdd0WtfhsuKOv9xMvVW/+YXf0HYzqTxkWaHtWqwSJfGv3roSf/X3W48nf1NVHV9/MIvByaKlywriyT5Wasni93KYChptWoh9y8RsqRWM3ZxFPGVMPqrEpgG7UfXe01pUnq/qtiKSP6F2zMyMQfKdeJmfO2c1GYZmqmwp5LbpCEWN1jQdzSL6h0ulkRtW2zEVN+M1W8249Uqjuv5ivZIxwr16Z5YR7tU5N9VEuAciKj7zg6LtS3npaBIrKsxJvQaPjHC2VDVOPie+7fU+AUf7EwZ1/OpOEwYq2Mp47CpSBaNFDc9pEEWekprlxSLKULgT/YuFGKaCgMOqIaeU3i+K7RhtZRprOcyWJTgl/ZB7yPAx/++5fsl5mU0c8mX7wV3NHEZmS+1jBE6GrvPwFfajx+hghnAoRTe0121owQ03n76lDCHSH/7FbvQdmUZntx8WS+n5UqJ5IIA6vxNbblqF1fNIbHI+sizjmWeeQVNTE1atOv3+T+dX9Yufbseu7SOwWqWKEXUkmm6AWMr01uPNb7+mxHbmbEhhRdXx6A4Nj79Q3ODhlAz1XydFScXAW4r3fKEQRZ4v/lvMh+lGCSHfRV5BXuahp4JUYOBsbIEiK+BFCdnwDERnLXLBSQguP+RI8VnEZcnSiDvu8K/x+rdeiWtvPPOEtKeD8ZnUPRtsz6S/0znmueeew0te8hLcf//9+NjHPnY6h7K6DAGGAEPgjBBghPsZwcYOYggwBBgCFx4CjHAvnbOJsTAe/e0+aiXTtcJfknCL1CT+7eTFdfX6VkyiF8FwgXpwxiMpgBegCxZogh0Oq4JanxlTYZ7aybzuRhPk1AiOHj160RDu//sfz+GRh/egkJdRV29U7BPSnSRKbWqtwRXXrqC2MKFAEjanmSZd4wWeWtAk41mIgoDmNh8+/E+vwjc++38Y7p9FLitTcp5sWpAXeqKaz2ULNMrgFW+4Aq9685XHJy+e0vDF/8ggkdbho0r2UlVjJTsZt51DJKagXP9YY49hNmZUjBMv1lS+jFjhdYichnSmqDxfs9qLUFKgL9CFNAkjN9oNNHkVjM4YVZeSkkRGrezD3kk2EUZKVaE2CwdfgwefeacTLvvySMBLMGaEe/XeZxjhXp1zUy2EezyewUDfLH6904FgyrhJyHOA1cqjQD3JS4vbKiOjGQl3UqvdJ2Nfv9GKixDxkVTlRNJWSTlOiM7vyWvNUnuP8uKzZpFQip83eVXsOVDMXuqSUsjAeP9ziGnkYNxY9bh5JMr2G+p9HMIJ4zkTz/bR2dKROG0a0oVS6xASVYfxx2BW4lh/yQoakTdXSPLS4aEgWttI0tRuqvw+k0IsZfbvmaB+8E3NXjicZroRTtqfmY5T65Tu3nq84jWXGgj5xSTcjxycwm9+uQcTo2G0ddaWjIU8R0yNR8CLPC7d1I7XznuGIJgQUjiVSmHLli1nAhGyGRnf/OEYgnw7PZ6o1ImlHMFGSSUgWJ3QVYVGAVJbGSWJvF5MsEtsi2bjEjSFPFPq8NoUmihV9DQgFyJEez3keBCweGiieN3khqhEYPO3gp94Hm++ow1XXrvijMa9GAedLbbnc4zk+njbbbfhC1/4Aj7+8Y+fz65Y2wwBhgBDgCLACHe2EBgCDAGGwDJBgBHupRP95KOHsPP5QeoR3tBk9ColL0J9B6fgauuC4uiGxWGFkstidFqGSdTBazIKugmKYINTzEDlLbh6lYrX3OrF8PDwRUW4f/mTD2HfC6M0CsBGstdVKMGZOCw2E17/tmswPRXDtif7kEzkKHlOXkKJAp6o1mv8Ttz1/lswOxHDD7/xR8SiaapOI9758ws5LpXMUXL+/u/+VcmGCEnI99NHcpgKlCvEibeqjniqlORe0cLjyHCZfJCMic8iW6Z+rPPwmA4aCZ3OJhFH5ynPO1vMSMOJploOo1NGqxqyRojCLl8wEu652QkIHqM80WoGslkFsmI85mVbPfjrV18c+QAWesllhPtCkVr8eoxwX3zMF9LjUv9mSITY5ESEWn0EgwnMZnwYTFe2v2jwKginKxPrxBYsLZeSzTUuIB1NVVSOE2zqa0VEyixY6OeuAsJZ4wanQ8wgzxv94q2SDBkWSJyMcDCDXL54PbZKBcgwtuMyZZHRjMT9ilYeQ2Vqdkq4ugXEy4j4Fj+H6Qq2MhYhhwJXJGpFTsUN3QHs+/OzyKQ5WMx2ek+WJBHZTB6JeA4NjW50dNfi2i29hnvqQtYPqUMSmz/+yCFqtRcMJJm5higAACAASURBVGm0H8/z1JPc67WjqcWL629cicYKz02LSbiTcf3qwZ3oOzyNmak4XG4rbHYT9Z8nzxUmk0iJ+Fe9YRPdOJhfzpYUfuw3+/D0I4cRFRph6b4aanwG+jErmUJ4CuKxBOp6JgTV5C0S8dk0OMmKWqeCmWPJfPV0CKrkhMuUg+BpglrI0+gNHRzkdAoQzVCzaeicCDOXhsMu4Z67ak6aI2ehc3w+650ttudzbOT6eOutt+Lzn/887rnnnvPZFWubIcAQYAhQBBjhzhYCQ4AhwBBYJggwwr10on/9853YvWMEza1eg/XJXE2inAoJXXD4m2CyWZFPZ0HC5POqABOvgFPS0M1uiCYzzJkJdFnHsOGyNvhbRAwMDFw0Cvf77/lfHNw9Bl+d06Bom8MqHExCMgm446+uwS0v34B9u0ap0r3/SJFxIEr3K6/rwZZb1sBX68BXPv0r7HpuEJIoUPuZ8kJeUEmbxL7mb+++BdfcVBqe/tQLefz3I6UZVB1iFrGc0T6gliRWDZWS8011PMamjMR6L0lYWsFbvbtZwJGh0v42rPXAYhHRP260sOlqJJ7xRv9iTVWgZHPgJOM51znymIpUVrB/8B112LzRqKK/mC9fS00eXszYnu25McL9bBE8P8cv1W+GkJ/kfhkMJGgiy+npGHiOQ21jDXZF10DTjdc1p1lGTq8c6eMxp5EuU427hDSGxmU47RxyijFpJLl+xgrGa6TdpCKvG+8LhNYk0UNyBb94q5CHnM0hECsdt8umISOX28oQ33kRhbJ9V6JmDyaMqnvi7z5SRsTzPGA1c8iV3ZKsehx5yQtOK6AmuQvEiican4Qo2mExuxGPZSghTpKGenw2SoJfdkXnSZOILnTV5fMKTRY/MhhEMpkDsYMjEWgtrT6s3dAM37G8KuXtLSbhTjcHsjIe+c1+jAwFEYtmqAqfiChcHht8NXbccvs6SrqXF3L9SiaTZ6RwJ9F63/2XR9B3cBr+BjeE2nYkbb2Q+eJaVjNxcKbiRo6WCkKz+Oi/leg04PBD1zXohSw03gykQ1BMHoh6DnaPC7zJimyQEPZ+ZAMTEIm3e2waurUOyARQ09aKT9/lhNNWOZpjofN7PuudDbbnc1yk7e3bt+OWW27B5z73OXziE584392x9hkCDAGGACPc2RpgCDAEGALLBQFGuJfONCHc9+wcQWOzB44KhC+pPTgcR1BaiboGH6wWAalkAbFIGjmZA8xumCUFVkFGgbOiLvosooEoOlfUo2edB7IewTXXXAOXq7KH94W07r7/tUfx3FN9EAWe2ryUF0KOT45FUFvvwjveczMuvbLzeBVFUanS22SWSsLf733Pf+EoiSDw2KgSrVIhZALx2X3DO67Fy193eUkV0ue3f5bBwaETZHeehGOXKce1TAKaZBxzMYmqkXD32IlNTSk5T4ZHPFbL1erN9RJtu5wkIQMlSXRHpoxEvByeARxGAoC+qKdC0ExGywK7lccDn22FJFbvS/b5WM9LRR6ej3O52NpkhHt1zuhS/GYI4Xvk4CSNbCL3gampKJLxHJwuK0wmAVHrWkSUmoqAOa0qcqoxakrQCuAtFoArXvPMyGDy2AYptYLRjPdVXs9BMFdOKu11aEiW2YSRdom9x5x9zPwBivkAAnHjZkB3C7F+MW4erGgVMVIhSarPwyOWKj11v4dDJLUwWxkTXwAnCFjnGkQ+FqI2LxqXxLVbe9Hc3I7ATILakRAf8+ZWHyWZz2Uh9+94LEutURwOi8F6r7yvOcK9sbERq1evPpdDOWlb5FlgdiZBIxLJ5gCJpmvrqKHe7dJJni3OhhQeGw7hx995CpPjEXSu8BftdqQahE09gLV4/y4kYhBtLmiqClUu0Jw/SjJCfdhJ0ZOzUC010BSZYgtOgEWNwNrQiVxoqujfnggDZheUVBS65ASfi6CtuxZbN7txw6WVn5kWBfBTdHI22J7v8e/cuRM33XQTPvvZz+Lee+89392x9hkCDAGGACPc2RpgCDAEGALLBQFGuJfO9Lan+/DnZwcokdrSbiQDCImwow8w1XXAV+fG1HSOWn1wugJRL0AwWyCLThBVdbM4ARcfRyiQoDYqzR0OtPbwuPbaay8Kwn3PjmH86FuPIzAdQ0Ozl77Qzi+JWAapVA7dKxtx75ded9KX3PnH3PehB3FozxhsdjMs1krqQyAaTsFslfCXd92AW1+x0fBTTaQ1fO4HSZqolrzYKvkceFOpcjwfGIfgLU1oynM6zKKGZKbUuqWpTsDYlFGV3t0q4shAaSJTMpieNglmmxmTkdKXX6cNiMXJi7Tx6pIPToF3+Q1fqNkkVL7olVtebrnagbveWJmkv5ivX0tBHl7MeJ7Lc2OE+7lE89y1tRS/mdHhEAb6pjE7E6cq6NnpBHK5AmpqHPS+EEzbEDAbr9/krP2uAqK5omVKebFwKajHNiD1VOS497nNJEM+ZrNSfoyZy0CTjGR8vbuAcMZIoNvFHAp8KUktoIBEKI58BR/5GjeHeMZIlnc0CpgIGs9hRRuPoSnj57UewUDEN3g1BBOl91aJV7DRNwi7WNwcpjYvoRlcenkHXv6q687dwpnXErHTIyR2uc3bQjpbCsJ9IeMqr3M2pPDQ0Vn85wPPIDATR/s8n/yc4EbEtQkQJBRCkxA9jbRbQqCLnnqKqZZLQxet0NKR4wnV1UQAutUHPh+H3WUFb/NCLsjgBJES95zZDjkRA0w2aIUc2ptE3PN3dbCexN7vTPA4l8cQbBOJBG644YZz2ew5aWvXrl248cYb8U//9E/41Kc+dU7aZI0wBBgCDIEXQ4BZyrD1wRBgCDAElgkCjHAvnWgS+v7bX+3GwJFp6knq8Z546SaKo7GRMGa4Xjh8NfDVWCmBGgzmoAoWiLwGXk4BZgfM+VnUFfpR1+CiIfQkkVddoxWdq0247fatFwXhTnx5v/XF3+Lw/gnEo2mqXCQkOcEpncyBhJ/XN3nwmrdchS23rl3QL4okYn34f3bQkHBvjd1ANKuKStV8JEnrp77yBjS1FcOyy8v3vrsHu6MdKERmIbiNSeLICytvLfXpbWvgMTRuVLf3tAo4PGQk3NsbeAyMViDiW0TEEipgdUHTTxDlK5r5iu2ohRxUlQPHl5Iq5JzICzpXgYgn3913dwNWdVX2Ol4Q2BdopaUgDy9QqBZ92IxwX3TIF9ThYv9myMb07p0jGDw6g9o6JwoFFcODAZoke852JB7NYgCboMCoZLeaNCggFi3GjUYrl6R2G04ph+HRUjsvn5tDMmdU+RILFsVs3EA3SyrUk/RjM6uQ51nO6KkQgnEBrY0mTIeMu6aNfhHBaOlmLUlBQqLgyqOd/F4OoaTx3Mi9ZrjMVoaDDkmYG2fRs32jbwgO6cS5k6ivA/v7qa3Lm992y4LWxEIqkXkcHghgqG+W2tSQQjzRu3rr0dnjhyga71mV2lUUBU8//TQWU+G+kPMrr3M2pDCxuvv+1x7DcH8AHStKsSmIboRdm0Du9RCLz5RKPADYi2tSzIWRE44lV82kwJmsUOMB6DYfTcCuZeLwNTcgFwtB8jSACAZ4dwPU6DQ0Wx3kyBQsDjvWeCbx3o9cZxA/nAkW5/qYs8H2XI+lvD3iL79161Z85jOfwac//enz3R1rnyHAEGAIMIU7WwMMAYYAQ2C5IMAId+NMb//TAPbvGcPocJC+uDhdFhqeTV44OVsNcs4e1DV4qS8oSWYZmo1D0ThIrjrwnAKkgpD7n4XNKlBrlPbuOowMBGB3CehcbcbLX3kznE5jUrYLcc0l4hn86JuPY6h/FslEFoW8TElyolB3uCy49S8uwUtedUlFhXal8yVJVj/9/v9GaDZB7WaIrQ/PF4kJYkFDkp4Rdftlm7vxgU+94qSQvf8tDyBi64XorYfgri+pp8TDgM2YaLSricfR0XLCXYfdTBKulhIsxFc3ky5AKcvPSsgQWdYo0b5hrQtTsRMq/RqnZvCMJwPLByfBu0rHODfgQiICzmJcK/4aEd+8t3nBuF6Ia+tkY15s8vBiwu58nwsj3M83wmfW/mL/Zsi9cs+uUUyOh9G1wk+vlcODQerlThJ4cjxH76n9kVokpPaKJ0UST5cru0lFHhpMFgFqKoFQvPTQeo+MSNaojOd0meZUAWdUoZNklbGckfT3WjJIacVrr4P4xI8V7w2ru8zoHy9PzA2s7BAxOGlMbH0yW5kaL49osnT8dR4O0Qq2Mg4hgSzcEDgVG7zDIAlZ55dUMos9L/Rh7cYWvOXt54ZwJ5sjzz52hHrwhwJJmqycFLvDjFq/E81tNbj+ltWwWEu96ytN5nIg3Ml5/9f3n8ELzw/TfaJ6ss7nRableCfCrsuhZNIQbG7omkqtY3RegiAnkcexdZuapZtDuqrQhLTEVgapAEQTiZyzgiMkfT4FmWxU5dP0by4XoxEZ7uwg3va6elx1Q++ZXSjO41F79uxBPB6vSoU7uW8R5T0h2wnpzgpDgCHAEDjfCDCF+/lGmLXPEGAIMASqBAFGuBsngoT4Eh/3vkNTiEbSyGYKlPQl5PmM3ATB6YdZAvqG85DJ+5CmAIUMRLMEzuGDcvD3kONByAWFEsaNLV6kUwXUNljRtcaEl7z0xouGcCfoEaX7gT1j2P5sP8KBBARRQPfKBmy+oRdNLZUV6C+2/J/6w0H89AdPIx7NoFBQqBUNSc5GfGPtDguaWr340H2vRl19ZR98Uu/OV3wDREHp2/Jag1VLbmYcYk2pnQx5uSWWMrJaqjpsrRcwPGFUsfe0iTjUb7STUaMnvNg5OYua9ib6wkyIlKlZo3qe4JALByA4jDgRb1fdXHlj5o7b3Hjjy7xVchVZ3GE8//zzyGQy1HOVlepCgBHu1TUfc6NZbMKd2H7t3jVK7dTaO2upbQYh3ImfO7EkcXus4MBhdCqPGdvmiqB1t4gYC1TG029Po3/MqDI3iyo0oXLUj8uUQxZGL/daklQ1byTpXTYVWcUESdAQDyWQOmY15nTwyOV5lFPrXheHZNZI6Lc1CJgKGc/jZLYyfq+ASBkRbxMyyOsWbPCNwGsuKs3nl5npGEZHxrD+0lbc8cYbz8kifPrRwzhyYAKzU3EaqUeef8jdMRHPIjiToJ/1rmnEjbevO2V/FwrhfrakMBEe/Ozfn8P4SJiuc5Lbhog2cjkZsXAaus0L1K+H6GuhmPG5EAqil/4+yDOkylsgyInj5HuDR6GWRB6rjGAMcEpZiE4fIJqhJELQzW7o6ShkwQE1myIeerjc24f3ffovTjkni13hbLE9n+MlY9uyZQu1kyG2MqwwBBgCDIHzjQAj3M83wqx9hgBDgCFQJQgwwv3kE5HLFjAyGKQJtwSBg8vnwm+2C1B0CYVsDtFYHomkDFWw0ZcrPROFlgohc/R50LdxrkhGW2wmNDZ70bHSg7ZeAdddd91FRbifj6W867lB/N+DOzE1HoFcUGmOPKJs33B5B17/tmtQ4z95hADxmn3nK7+BSCgFZ0MDTJe98rhdi6apUDIZ8OZSgkWOTINzGq1nVrQIODJsJNytehKJgpHYUWIBcPYT5LlJjsHVsQLdzRyODBkJdyWThC4YPYQJpoXQBLiTKN+//olmNNadWll4PuZmqdskhHs2m6Weq6xUFwKMcK+u+ZgbzWIT7kQNvWfXCEaHgjSBJLk/kvsoISJDoSKbTOxI0okcIp7NyFUgwolbicUiIi8bMbWrEUzFKl//HKY88pyRWPdYc0irxs95qBAkETqMZHmTX4Cgydh3uDTDaWeLGeOzRpV7c72I2UgpFU8CtBx2AZlS9xvU0iSpRlsZcs8ZmSk9Zw4a6nJ70ejKoaau9N5XyCsYGpiFoiVw1XUrsGXrFWe9CMmGye9/uRf9h6fR2VNnyKdCovuGjgawYlUDbnvlBtT6XzwJ/HIh3Anw+18Yw+9+uRvxSAYkApA8AxLRgNtro8ne41kz5I6t4AQJQj6GvFCcTzEXQk4oku8kdwskGzqaiG1doejznk1D5wT4nBo0ux9qbBKa1Q8uHaSkPZ8OIC95UZvYha98++Vn5LV/1gvnRRogpHYsFqPWLdVW5gj3T37yk7jvvvuqbXhsPAwBhsBFiAAj3C/CSWWnxBBgCDAEKiHACPeFr4s/7c5g+6FimO/sbAbJeA6KLIPjeapQ1vIpRLc9RK1kBLEYMp9O5ilZ3NZVh9teswoQ4zRp6sViKbNw9E6/JnnJHOyboWo68qLavaoRvlojYVKp5a/c+xC2P91Hv7L1bILYuYn+uxANgHcYvXwLoSnw7tKkpQKvQ+A1ZLKlBIqJV5DOaKATO69ohSw0CODm2xbIOXgb62C1cEjnjOSKTY0hrhjPiSZ7zWXASUZSv6fdhM9/oFShf/roXrhHMMK9eueOEe7VOTeLTbgTFPbtHsVA3wzMZvE4IUusZmam48ik8iCqbFESIdb3YizbWhG43nYJw9Ol11+PJYuBoSxcTgHZgpEkd0pp5HijZZjAaZDMIlTNeEyjT0MwaSTwe1uAP+9OGMZGxjU0ZbSP6e0QMVTBVoZERA1XqF/r4xEpa77GZUzAevO6NHIz/XQDw2ozweMtbvKTjY1IOE0tXjL5IK7Z0ov160+tOD/VKt2zYwTPPdVHc6lUSh5Pjieb4aIkYPP1vdh0ddeLNjlHuDc0NGDNmjWn6n7Jvj9XKmyyYUEw7D88A7IhQmx41mxsofP0kweewURIgGXDbSDC9hO2MinkUdx81xIz0Ky1kASdPm8WZIBLBVCQvLAgA6u/CXo+A0UXAbUAWeHBySkUYIEtN4nvfHUTBNG4zpcMWAB79+5FNBqtSsKdjO3666/Hvffei89+9rNLCRPrmyHAEFgmCDDCfZlMNDtNhgBDgCHACPeFr4F/eyiGeEbA4GAE2QIHnZNASFlOzlA/ztTRnZAjk5SHFU0iyNuUppKwdw7dqxrw8jesRiobZIT7wiE/45p7/jyEr37yl0glstTixn7lKyH5GpCbnYDoaywlyuUCSHI4TihNttfRJFRMisolZlEwGy1g1MgU4Cwl7UlHYjYIe+uKiufituoIxYxKSTkWAEj4eYXyN3f4cPv1L64oPGPgLoADGeFevZPECPfqnJulINyJ7/eRQ5MYHw3DdowkliQRqXRR6U6SavvrXejobcW/P+kEvVWWlWa/gEBs/kalDiUZQywJNNdqCCRP5MiYO5TXZQhmS0W/9nq3gkjWuInZ2SRgPFjaOUl4auPSGJsxXp/NkgYNEvSypK4eB4dU3kh0ttQLmAkbz29FK4+hsiSppFZ9jYDwMX/626/kcfPlPI4enqZ/iM1dMp4FieQi5LvXZ4e/wYV0YQItLY1Yu3ZhCcpfbKU+/9RR/PmZfhpVVq6onzuOkMpEUHDFtd247ubVL7rwCWn81FNP4UIg3M+nCpuICH7w//6I/btGIfhaoHVcByEfQX7OViafhipYwRcSKHDFKLyORg4DYzL4PLGasVK1u8+SA9yNNPGqbvFCT4Uhiy6o6Rh4kwU/+EIrJNG4wb+UV6dqJtz37dtHI08/8YlP4HOf+9xSwsT6ZggwBJYJAoxwXyYTzU6TIcAQYAgwwn1ha2BypoAHH8sgmcxjdjpRtDkRRaiinSZjK0wegDq2B5l0nvq9kxBis0Wk6ibyUtzR7Ufvhho4fHn6YO9wLEypvbDRsVrlCJCX0h9/64947OG9SMWy4CwueLa+HqqsgifJ8+YV4ruuO2oNIFZOogrI8RBgcRvqK/EQuArJWNXwJLzdPeDEUgVlU52A0Qr+8JRwccvUu7W8CALwwH2tcNqFZTvpjHCv3qlnhHt1zs1SEO4EicnxCEaGgpQkJt7fhHg1EXsNjw2+Ggd6VzfC47Xjew9lsLdfqQhenU9CLFVUk9v5JEYnivXspsJxUrL8QKc5hxyMtmMOKYs8Z/y8aF8jIDfP9autVsOufTH4HBoSeSOx77MrFW3FWhtETIdL1e9kE95lF5Aus5XxuoB4xkjQz9nKbF7D4bU38MeTb5LE5GPDYUTCKbpJbLebqQK9rt6Jp59+CvX19eeEcN+5bRDPPXWUwtrQbIwWIJ8HpuPULuXK63uweUvPiy78C4VwXwxS+OjBKTz4o22YHItArOuE0LgGsqn4PKFEpwGHn5LqLquGaFJHeyOPwbGirYxKLOhEK6R8CPb6RujZJFRLDbhUkKrfudQsCiYf3v82Ly5fV9mqbqmuUIuB7Zme24EDB3DNNdfgnnvuwec///kzbYYdxxBgCDAEFowAI9wXDBWryBBgCDAELmwEGOG+sPl7+IkkBmaAceLpntFoKLxJAnKZAmB2Irv7IVgkQJE15PMybHYznC4LTbjqrXHSJHFNHXbUteqMcF8Y5GddiygAf/fznXjo37chOBOHuXU17BuN/qHEdx3zfNdJx6KgQVM0FMo4IDNXQKqCNYyWTUEXjcpJTVWg5vOwkHR9bd0l59TdLODIkNEf3mIGclkFsmK0LNi01oqPvrP+rLG5kBtghHv1zh4j3KtzbgjhnkqlcPPNNy/6AAlJPDMVo6Q7IQ2Jd3ttnRP1je7j3uB7+mU88JAxCTUZ7Epi30JtZXTo6TjC8RPXxRqvgETGqORtqtURrKB+56DDZhNQUIwkN7V9OWZf43EAw4MRKCpoktKkZowo8pgySOnGz09mK1PJm52cn8epIZEtja7yOoEWv4C3v1SAQEzgT1E0TcOTTz55zgj3ybEwHv/dQYwMBtCzutHgB07urQOHp9HSUYOtL1mL9i5j/pP5Q2aEe+kE7tk+gt//4gXEohmkTM3QGjeAE83gCknIx5TtJO9L34hMoyiha8gXdBotlyV2SVmSfJiDo74BqkIiKVX6t8DJyMkCrtxgwd1vPf2E9adaZ2fzPSHcI5FIVeZeOXjwIK6++mp87GMfw/333382p8mOZQgwBBgCC0KAEe4LgolVYggwBBgCFz4CjHA/9RwSJdl3fhZHPq/jcF8MisZDtFioVYmgZJAZ3oPsVD/sDgt9MU0nc9Tb1GQRUVvngq/GDl7gKeHua1QZ4X5qyM9pjVg0jbtf/10kYhm4rnsthHle7XO+65jvuw7AwccQyxujEJTQJPQKtjFqeApwGe1k1FgAmtUDyDnUd7VA1YrkCc/rEKEhXeYPT75b0Sbi8EBl8ukDf12Hqy+xn1N8LrTGGOFevTPGCPfqnJulJNznI0KIWhIBVl4UVcfH/zVV8XrodRKbFgGtdcDuvdGSQ9f2WHB0zKiMl0TAZJYMG6bk4Eq+8OTz1noB05Fi8zXWHI4MZui/zaIKlSMK99JxS4IG8EZbGZeDQ6aCrYzXJiNZIdG2x5RCoozQb6nj8J47RJhNC/PhPteEO92sfmg3jh6agiyraGr1wmwuRmiRqL2piSjdCCBk/MvuuOyUCToZ4W68LsSjaex+fhiDR2cxmW/ALNrphpTHrtNNpToPMB0sru05WxkSbTEbVmk9om53OviiFZ6tBmY5hpTmQL1Px2xIwbc/1QCbZWHrZzGuWsS2JRwOVyXhfujQIWzevBkf/ehH8cUvfnEx4GB9MAQYAsscAUa4L/MFwE6fIcAQWD4IMML91HP9wsEMntitoJDNYmoigUxGhmQxQRdsENQ0Ytsfhiwr1EaGFGI3Y7ZINBS7qdUHXdPh8tjQ0mUDZ0oywv3UkJ/zGv/57cfx2wd3Is874LzuDprolhTlJL7rcnganMuo2ivEIuCsRksCJRGt/HlkGrq9mKSVkCg5U9G6pqNRQP+IUd1Ovmuu4zAyOc/b4BgaNguHBz7bCpNUPS/R53yiFtAgI9wXANISVWGE+xIBf4puq4Vwf7Fh/s9jWTz1glyxSnuThMB0CjPB0utijUdAIltZAb6qy4LBSaP/utEXvtglacXjFuCxAy/sPca8HxtNnVtHNGNMquo255HWjBugbY0ipkLlEUo6zIJ2jLw/cZoSclDFol83KTaThpetCcBm1uBwmNHUXkOTbr5YmSPc/X4/1q07+6SppK9IKIUn/3CQJkcliVlNZpFilM/J8PocaGz14obb1qCu/tT5RBjh/uI/UEKg/+QPeWzbp6CrCTg6WiTVPQ4d4ZiG9gYeg+NFWxliNROJa7BqYWQ1B9qazYjk7GgjdUYLIHkBDg/m8a43enD9phPraqmvTNVMuB8+fBhXXXUV/vEf/xFf+tKXlhoq1j9DgCGwDBBghPsymGR2igwBhgBDgCDACPdTr4P/eDiKYIxDOJzF9HQamg7wUMHpKpShP0NNRSGTjG+6DpvDQhVgHp8day9ppS9IyUQOK1Y1oGedC9OzE4xwPzXk57yGXFDw1Xsfwr7tw9BbL4W56xLaRz4SgOAsDb3W5RwUjQPHl/qk66kYFMlIrmiZOPRKn5NkrMST4Fg7FlGFu7Geqtzb63kMjBlJdY+TRyiSJ0vJUG7a7MDfvcnoNX/OwaryBhnhXr0TxAj36pybC4FwH51W8aX/SFcEsKdJx859qYrftbeYMRU0EuudzRImQpXnY74v/PwaKzsEHO1PIBIrVc03eVUEUkbS223KIF3JVqZdxNCU8SJea8shVjDeQ8x8FjJvBwcN6+1HwWXCxEEHVrsJbq8d7d11WLm+uWJ0ABk/ec544okncC4Jd9JuPJrBvl2jmBqPIpspbhCTnDSNLV6sv6wN3pqF5aKZI9zPlcf8+fqVLaXtiarq+M4vcgiEVapiJ2XOVobndPCchlxex4pWAYcHcnDb8ojEBazstiOaEUGiRKBpIHWTKRlrV5jx0TuLm/3VUKqZcD9y5AiuvPJKfOQjH8E///M/VwNcbAwMAYbARY4AI9wv8glmp8cQYAgwBOYQYIT7i6+FaFzBj/8vhVgsi5GRFBQSRW6yQLJaoIzsgTZ1gErjSNg1eA4kFNvhtKC23gWX20o9aklSs01Xd0PjkxgaGsL1118Pu31524IsxS9QoeyW2gAAIABJREFUkVU8+svdeOzhfQg33ACd46HxZoBktJtXiG0M3EafdDU0Ca2incwk4KpQPzYDzVpK5l+60YtQUkQmrVB/4PLS2y7gYH9ZZr1jlT7z3gas6Tb6xC8FlkvZJyPclxL9F++bEe7VOTfbt29HMplcEg/3hSJCSOPP/TCN6bBmOMTBpzEb1ipeM9esMKN/3HgxJZd1t9tU0aZmVacJg5PGfroaVOzabyT2zZIGDUb7GIFTIUgmaHrpPcRp45CTecKZlxSXuYCMakxmaefiyApeOCO70WyPw+21gec4ullP8sAQr/SeNY1Ye2lbRTjPF+E+11k6lUMsUtwMIdF6TtfpJeQ815Y3C11Tp1tvqUlhQqj/v59mkc6oCEY11HqAmWO2Mp1NHPpHZdT7eExMk015HQ6zjESax2UbPRic1NHRUKxT55SpPdI/v9+DxsbqULnv378fwWAQN9100+lOy3mv39fXhyuuuAIf/vCH8eUvf/m898c6YAgwBBgCjHBna4AhwBBgCCwTBBjh/uIT/ci2JHbsz2LgyAxVrhOvb0ESIJhtSD7/EFW5iyJP/dwLskL/JmQ78TYlf/tqHVizsRVtnXU4evQoI9yr4HdFNkW27Yjg0R0KhqaMpEshPAveVaoM0zUNSjoJmIwvr0oqDs5s3EBR4wFoFk/JGdd4JfT01tCQ70rF59QxGzZ6Etd5BXzrUy3gyjYHqgDORR8CI9wXHfIFd8gI9wVDtagVLwTCnQDyyJ/z+OVTpdfGNj/wwp4IVnXbMDhutJxx2nnkVb5iVNDqbgsGJoxkfK2HRzxTas1FvOIHjwZRW2tBOGY8xu/REUkbbWUaa4BgojTpKTmX9iYRk0Gjyt1u1pFXS+vzag6IjaBFGMeGTaWkejKexdRYBF2rG3Ddzasp4V1eTka4k89Dswl6PHl+IbYwTW0+1DW4F3X9McJ94XDHkhp+8vsc9h6VKanudeoIRTW01fMYmijayghyBnndBFMuSDdqSJJgzeQGV0gjnreATweRlzzwpY/gug0Cbr3jMnhrjVZ4Cx/V2desZsKdPJtffvnl+NCHPoR/+Zd/OfuTZS0wBBgCDIFTIMAId7ZEGAIMAYbAMkGAEe4vPtFf/eEM+o6EkEir4E1WiJIIASoyQ7shzwwdV0eTRHBmi0jV7Ruv6MBtr74MdqcF9Y3u4yQpI9yr60f1g1/E8NTO0uSkajYFTTCBK0uiqiXCUM1Gr9rGGh4TM0ZrGF3OF0O8y9ohCFx5qQ9940YiprFWwNhUZXX7a291400v91YXgEs0mueeew65XK4qk68tESRV0y0j3KtmKkoGcqEQ7oRs/MR3UyXkuY3LYGwyh94OC4anKoQFkbwXfg6BeKkFGAGguV5EIFbZ4725XkIgeuI6XGvP41BfEutW2tA3YiT26xwFRPNGsrurWcBYwNhHb5uIoWnjdd7vyCOSK21HzAag9T+BDZe10oi48jIxGobFYsIlV3Vi9caWBRHuJHn7zmcHEJxNIBZOQykoEE0iPDV26rt++fU9p/SGP1ermRHup4fkZEDFl/49hXzhhK0Mx+nQCnmoEIH4DGRLDZBNUP9/XVNh1ZIw+Vshp9MAL0JRFHCZGDxTz1K//Ts//lL4m0oFAKc3qrOrXc2Ee39/PzZt2oQPfvCD+MpXvnJ2J8qOZggwBBgCC0CAEe4LAIlVYQgwBBgCFwMCjHA/+Swe6k/jRw9OY2IiCQgiBFGEaLVBVLMo7P0NclmZhowTVTsxdne4LPRF9rpb1+Llb7jC0DAJWx0eHmaWMlXyw/nNz/fhv3d4AOGEarEQGAfvbTSMsBCYAFfBZmZVp4SDR0tJe3KwGpmGdixZ6vzGfG6BerHKIlEYlpI0PW0CDg1UJty/9vFmNNUb1ZVVAuWiDoMR7osK92l1xgj304Jr0SpfKIQ7AeSbD6ZxeKRIrJNE03v2hum/yW3WZjMhmzeS2DW2PBJqZZs2f50J0YTxmPm2Ms21HHbvCdJ+mvwSgnHj1Ii8Cggmw3XbLHHgBMFgd2O3cihUUN67zDIy6glrMAl56Id+C5dDwLrL2qgVXXlJxDKIhtNYf3k7rtrSa/i+XOGeyxbwzCOHMNofoMlP3T4bLBYJuZyMeCQDX50T7SvqcP1ta6jt3fkujHA/fYSJwv07P8vA5+YwGzq2AZQIQLH6wOWTKMBC1e5cLklJdzU6DVddDUTyfGGpOa5yNx14GBZBxqqNLXjvZ1+1ZFFyc4T7jTfeuGRjONksDA4O4tJLL8UHPvABfPWrXz39yWJHMAQYAgyB00SAEe6nCRirzhBgCDAELlQEGOF+8pl74D/Hse9QDJFIAZxQtI0hSnZuYg+QClEVHnmxNVsk+jkJ1yY2Mje8dANue/WlhobnCPctW7bAZqsOX80Ldd2e7bh/+9M/4yff/CNk/0qY1lxzvLlCNAjeUaok11QVSiYDzlTqn85Bh90CxJNG1aUaD0KzGMP2iQf73kMJXHJJHSaCJywNSKIzk6ghmTZa3HS3mXD/B5vO9pQvmuMZ4V69U8kI9+qcmwuJcH92dxY/ebRIMDqFDIbHT2xCru2x4eioUX0u8hoEkwhNL7WJIW2s6Tajf8J4XXU5OOQKAk3hIRSSmJw9YWXT1GBBMGq8rjf4QHNwlBdyjR6dNvbR0SxiImAk+x0WDTlFoklSa+PbkZmdgttjxSWbu0gqGEM5FeFODnj88cePJ03dv2sUL2wbRCSQRHuPH5J0Qv1PEoiPDARRU++kuWXWbWo/74v2QiLcQ6FQ1fiM//bZHH71VB4OqYBYhoeWDFGbOkK065k4VNEOKRtCTvRATYTASWZqY1jgHRCyEeQEJ1zJo0gf2oGGVh/uuuel6F6zNM8SBw4cQCAQoJFp1WaNR3IrXXLJJXjf+96Hr33ta+f998A6YAgwBBgCjHBna4AhwBBgCCwTBBjhXnmiC7KG+74+gsnxOGRI4CQrBJMENTAEfvwFSrCTUigo4Mj/+KLSffX6FrzyLzdj9cZWRrhX6W9odjKKj7zpu0glctSPX9r8WgiuGqjpOHSTUSWpRGeh20qTn5JT62iSMDhqVLc7rUA0VjAkzCPH1Ps4mvCso8WKlH7CoqajSUD/SGV1+zte68NLtxjtbKoU3vM+LEa4n3eIz7gDRrifMXTn9cALgXCPR9OYHA0jHMriZ3vqYZdkDA4XE3XOlc4WMyYCRmKbfE98rINJYxRQrVcw+LXPtdfRbILEqdj+QlFFP1dOZiuzqtNc0RO+u1XC6IyRWO9pEzFcwVbGwSWQE7xowCAaxADIuRMScvWG5opk5MRIGBbbMUuZDUZLGTJuQrjX1dVh9eo1ePShPTi8bwKNLR44KiQ4TSaymJ2MYdWGFioOEETjRsW5XJBzhLvf78e6devOZdPntK2ltD1JRDOIhpIQBB71LV5IZANJ0/DN/4qhvy+CrOil1jG6XIDGS+BSMyhIJ2xlNE2Fms3CbdchWF1QeDO1oBG0PMx9f6C5hl7y+k14xVs3n1PMFtpYNRPuJPJ048aNuPvuu/H1r399oafE6jEEGAIMgTNGgBHuZwwdO5AhwBBgCFxYCDDCvfJ87TyQxoO/msbMbJaq24kMjhPNUPb/HsTnm7wMEdJdUTRoqgZFUeH22nHtLWvw5rtuoKr38sIU7tXx2/jpt/6IX/14GxRZhckiIW/ywXbtq1GYHQfvq2QnMwnO7TcMvsWnYnTWSLKs7jJh3+GUob6/RsTkVOb45+vX12E6UiQ6upp59A0bE6mSpfe9+1qp3QArRQQY4V69K4ER7tU5N9VOuAdn4hg4PI3gTIxuhA7mOzAd0hBKlBLBRI3utAvIFowEcb1HRSRrrjgBLY1mzEaMRD0hxA8ciiKTKVWz19dKiCSNTVnNHDROgFomfpckQBRFyGX5rkl9FTy0sq4dpgK81gI2t4dR3+TGxHAIw/0B2Owm+OflfSEjiEczmJmMoXtVA667dTWcFQh0Um+OcG9v7cajv9qDoSMzWLm+MoFPFNJH9k2ie3UDJdydFWxszuVKPllS13PZx7loaykI98nhEJ7+7X70759EIS/TDRcyH91rmxCajmNqIoEJ6zrA00xPUY1MQXf6oRGFu1CMlFQSUXBWJ5TwFHS7D7UOBbK1Hnw6gLzkhXPkcXCZKG561SV43TuvPxdQnXYbc4T71q1bwfPnd4PndAc3MjKCDRs24L3vfS++8Y1vnO7hrD5DgCHAEDhtBBjhftqQsQMYAgwBhsCFicByJ9xTyRyGDk9jeiwMuaBSFVnbCj+eG7Bi374gwuEcdOK1zfFQguNQx/ZQ8p3QrOTFSFVUaJoOq82EnrXNuPNDL0FzhaRnZHUwwr06fiOfuvNHOLRrFKIkUDUZSS5nuewW6M5a8LZSJbmmyFDyBXBiqc+trirQCgWg7HNyhnMq9vKzXbPCjL0HT7A4PV12RPMOWMxAPqegIBvJ+8vWWvGxd9ZXB3BVMgpCuOfzeZAXd1aqCwFGuFfXfMyNppoJd2LLtnf7MMaGgnSjmtiyBZISfvKE0bqFnE9zjYZA0kisE1suq1WgvunlZXU3UaYbCfdOv4o9h5IGQpxex+skRBLG+ewhyVsny5h1ACvaTRiZqtBHi4jxso3ZOjdw9+sEuN1mqi6fGotgz/ZhjA8Rqzodbq8NHM/RzYd8TkZrZy161jZh9UnU7WSUlQh3omCvVBjhXvl3eraEO8GVlIVaphCS/X++8yRCMwkk4xn6PEKeJ8kjp1Io7uqQ9aFKNnDrbgHv8EGJBQF70fauEAuDs7qghqcAl5/aymhmF0Q1DXt9C4R8DDnODil4BM7YEbzsTVfg9jca8wstxlWrmgn30dFRrF+/Hu95z3vwzW9+czHgYH0wBBgCyxwBRrgv8wXATp8hwBBYPggsZ8J9pH8WO57qQySYQiycgqpoMFlEWN0u9GebkUgoyOvETsYCkdOR2/4LKLk8fREmSjuIPH0pIiQBeRl+67tvQu/aogqpUjly5AiIkoZ5uC/t7+uet/8AfXvHYTJL9GU2k8xBE62w3PBGcGJpZIIamamY/FQjNjOOGsOJ1NWImJqnYp9fwecCZoOFkmNWr/XD45RwaNBoTUMqvv/tdbjm0srJAJcWxaXrnRHuS4f9qXpmhPupEFqa76uZcB8bDODI/kmkElm0dNRSgAhv+cDvJSSzRkNzr11DSq6sZG+uJWS8MQmoy8EjJwslNl81bg79h4Pwe4FgBV/2Jp+KYLo0bwcZW2+HGUOTRn/37hYRo7PG+V3RKmJknt0MSf76kb+yosVfGrVE7HQIDkTRToh2Qt6SjXyH04Laeic6Vvhhd1ron0plvqXMIw/txpG9E2hs9dFk7uWFYD09EaME/m2vOf+WMhezwp08Nx7ePYZ9zw9hZiJKoSabRhs2d2Ht5e00GrJSIRv93/jELzE+GKDPlDV+J61LsJocCSMeSVO7Qq/fAavNjFDeBmHj7dChU+sYklNGCU0eU7snoEs2ajmjZDOAaIZbykF31kPLp6EpKlqiz+B9n3s1GtuM9niLcVU6ePAgZmdn6UZ5tSncx8bGqNXRP/zDP+Bb3/rWYsDB+mAIMASWOQKMcF/mC4CdPkOAIbB8EFiuhDt5MXry//Zi+OgsJV19fidMJhGh2QSOTJsQQw21kCHfieQNOTQMIdQPTdeRy8r0BYaokDy1LnT21uNvP3gb6ptLk22Wr6I5wv2GG26A1WpdPousys70ax//ObY9cpCOymw1UQVhISdDXHEZpJ7LS0YrB4lyrM5wBlp0BrqjSA7NLyezk2mulzAyVupHTI5bu9IJ0WrHyGQpEU++s1k4PPDZVpik6gq/XurpZIT7Us/AyftnhHt1zk01E+77dgyj/9AUvDWOEr/xpw4I2HG0spWWTVIhc0Yi2WUpIKtXTkje1WrG+Dz/91pbDkf6U/DZ8ojLxk1NqyhDOWbZMX9WzSYOnCBAKRO5iyLoM0ShLKermfD/xIbmmPj99TebsHWTcVOA9CHLKiVtY+E0CgWZJj2V8woKeYUSsTQCoMGNFasb6TPL/DJHuBOl7v6dI9i1bRDRUIoS9SSaa64QK7WRgQB8tU5cdm031i9C0tQLjXBfaGJP8tzw0I/+hMGD09R/nZDoRONus5vhrXWgracer7vzOtgqbJI8+/sDePjHzyMeSaGpo+a4Kp7Mz/hgENlMobjpYjfTqMmpiSgU/ypIvVehEJgA722AmklAE4rPkkoiUlS7R6ag2WvBJ2fhbO2CHAsArnpc5hnCB++5bskuUNVMuI+Pj2Pt2rV497vfjW9/+9tLhhHrmCHAEFg+CDDCffnMNTtThgBDYJkjsFwJ98d/vQd7/zxE7WFaOovEaSKWwfhAACNqB5I5HqJJgtluBa/koR5+gvDr4MViyK8qq/QlauNVXXjnP94Os9no2V6+tBjhXh0/tt1/GsC/fPh/kEnn6YsxUZdl03moGldUuVscdKDEMoZ483NCqUJNl2VoxMS37HNyjNepIxAqY1wArO4yY99hoymwRZDh9DhR4I0k0U2bHfi7NxlJ/epAcelGwQj3pcP+VD0zwv1UCC3N99VMuO9+fhBHD06hqdVXkvskGOfw73+sfF91cEnkpcpKXatJg8IZCe2VnSYMTRUtP5rrOOzdE6T/FngNvChB041qerdNQ0Y1qul7Oy0YmjDayvR2mDA0abSV6WqRMDarYX23gHe91nJKyxFis7PjqaOYGo0gNBOn9cnmP9kcdnnsaGj14JLNXWhoPYHBfMKdkLXP/OEgRgcCiEXS8PjsFFty/Nx/d/TU47rb1lAV/WIUMr5qT5p6uok9f/3j57D72QHMTsXgq3NS73UyV8l4FpFgAj6/C2sua8Ob3r3VMOc/uP93eOFPA3A4zXB6bJRcz2dlhGcTIAlUyXMmiaQUTSJNokrsZoiXv75qa/EZ5bitTAic1Q1tzts9GYZqckLPpWDiFJhdbmhmJxpNIXzorhY0LLHCnQhOBKG6ctJMTExgzZo1+Pu//3v867/+62L8HFgfDAGGwDJHgBHuy3wBsNNnCDAElg8Cy5FwJy8zv/2f7ejbP4He9S1U/UUSn/YfmMR0SEXM1gVZlyBYHZBsVviSh5EcOkKV7SaziLpmDyXYTSYB19yyFje/6pIFLZjDhw+DeEUyhfuC4DpvlVRVw+fe/R80DJwQECSMWxA4qiKEvxumjTfSvmkCModR3a7HiM2MkQh3mQsIV/D8JY7/dquOaMxI0CA2DV4Q4OxaZTjfz7ynAWtWVLYPOG/gXAANM8K9eieJEe7VOTc7duxAPB7HLbfcUnUDPLBrFP2HJqm6nSQenyvEVub/+6OIcFniVPI92aicSxhZfkIeUxppzm04T4uZo5ukZK/UzqcxOn7CxquxhkMgYSQBa+15xJXiBuz8cjJbmQaPilDaSNB3NHBI5gXc89c2OGxGYr+8/ReeHUDfvgmqUG9qr4HNUWxTLigITMVpcs3OlQ3Y8tJ1NO8MKU888QRqa2upFzUpyUQWO5/pRyiQpJZ5sqxBknh4ahyo9TtxxfW9Fe1mztcCmb8hcL76ONt2T4dwjwQS+Lcv/QHDR6bR0ll3fB7mxkDmaGwgQFXub3nPjTQ30PzyrU/9Cge2D6Om3kWtDIOTMaqQJ7mEyJ9inqDi/xG1fEtXHSLBJKanUjBvfjVN3suZrMcU7XXg5QxkmKBrGpRMCpAs1NPdU18HVdWpXV5vdhve8eHb0NJtfK45W+xOdfycwr0aCfepqSmsWrWKEe6nmkT2PUOAIXDOEGCE+zmDkjXEEGAIMASqG4HlSLhPj0Xwh//dSUO3u9c00QkiL7aj/bOYURuQFjyAIFFFkkheYYb/RBXt+bxM1Ua+Wgd8dQ5wvICGFi96VjeCF3hqKdO9tumknp1zhDvxsLRYGJG6lL8MEs3wlY88iIEDkygUFGiKRi2CiIqMu/wV4F11cIkZhNNGheXJ/NtrLBnMxI1+re3NJgwMpSqerpYIQ5Os8Ph9ECwnVO51XgHf+lTLKZWQS4nhUvXNCPelQv7U/TLC/dQYLUWNaibcp8cjOLx3HKFAAm1ddSX+zn/u4/HMwcoe2F6HhlTBSG5bxTwUoXLei0avRgnJvsFSe6+mGh2zCeO13iqpUHjjvdokcdRqrlC2h0o2VyWJg4bSMYu8hre/lMeVlxg3AsrXAyFdn/7dASoAIKQ6UabPL0QJPdIfoBY8l13XjRXHnmEI4V5TU4MNGzYcr07qEoJ+aiyMQkGlgoGmNh/8je5Fv7dcbIT7s787gD/8fBfNAdN8LPdA+VzOTkbpM8WWv9iA299Qalf3oy//Abue7ofZKiKfKVBVPNn05wUOqqIXk6cWaXdYrBJVuTvcVgwfnkZedEJcuRm8rwlcIY2CXtx00ZIR6BaSRHUSmqMOFjlC/dxtVgk5kw/WkWewtlPE3fe/Fjx/6o2fc3mtOnToEGZmZqjgpNoU7tPT01i5ciXe9a534bvf/e65PG3WFkOAIcAQqIgAI9zZwmAIMAQYAssEgeVIuJOXIPKiNDYUxMoNLdA1HVOjIYwPhxByrIEMM8DxJJYX+uAOcMlZSqITFTxRR5MXKJEkTFV11De64aJhxIDTY4e3zoHrbl9/nMifv4wY4V5dPyrilbrrmaN44td7MD0ahiAJWLG2EQWPBfsCq5BOa8d9d+dGrss5aBoH8KVqSJKszCyoSOeM57iq04T9RyoQ7rnUcesDq5qArb33+MF/scWOt7128VVo1TVDlUfDCPfqnSVGuFfn3FQz4U58y/fvGMb4SIgqe2vqnNTqi9xrJ2dy+NmOyrlR2vzAdKyy5Uytl0c8Y8x94RQziEQKyBRKyUZR0MGLIrUVKy+1bg7xnJH0X9lpwWAFWxm/U0YkV5qjpVmawU0bZGy+eXWJnzqxi5kYDiEeTlNq1e4w07+Hj8xQArZcFT03NpJQk/i8k6Sc19yymn5ciXCvptV4IRHuC0ns+bv/3oEnH95Lnw2JnUylQqIpU4kMrrp5NV5/15aSKtuf6MNDP3wWgckofbYkdjJE6U7EG/mcAvJ8QqI8yLOlIAo0yqG9xw8iGCHe/lxDJ0wbbi62mYlBFuzHbWX0VBiK5ASv5pBXeLj4DLiaFmgzg7COP4877tyCl77lykXddKlmwp1sBPT29uKuu+7C9773vWr62bCxMAQYAhcpAoxwv0gnlp0WQ4AhwBAoR2A5Eu4kLPuXP96GXc/2FxXNHPFvzyKpu5BzdUCw2aHyZnCFDJS9v4fbZwfH8VCIElrTqOgolcjSlxUSmt3eU08/Jy/NxGeV/Pdtr7scnasaS+BmhHv1//7I74EQAwfGu/D8fiPJokenqXKsvHCZKAoVVJUCD0i8imRaNR4Tm4ZsraGfc0oOntYW8Md84V+9LoC33Hll9QO2BCNkhPsSgL7ALhnhvkCgFrlaNRPuBApyP+07MIkwsT+JpIpKX46jlid/7K/DdNRo92Ix6dA4CXoF7/WOBmAyarx+15jTGJ+RIatGYr2plsNs3NhPqx+YiRuJ/Z52M4anjNf1WoeMWP4E4e62FLAae1Hf5MLGq7uoGpqolw/uHMHEUBCRQIrav5DnCpvDRO0/wsEkJXHn8suULxeSf2R6PIp1m9pw/e3r6NeMcD/7H9WcpcxCCPfHfvECHv/lHjqX/iZPxc6JBQyxlrnmtrV49V9fU1KHEOzEVubgzmFkU3ka2WG2FtcZibor5FX6bEqeM2m0pUmgHvHEBo8k0lVUFcKaLeAbesAlZlAw10DLpqCLFuoHT/6tCWao8RB0kxUOuwTO6oT6zE/gdpnwirdfjZe/9epFI93nCPctW7ZAJBmGq6jMzs6ip6cH73znO/HAAw9U0cjYUBgCDIGLFQFGuF+sM8vOiyHAEGAIlCGQz+cvekzIy0c0mDymIJIgmQX8+GuPUY/URDRNFWeKqiFXswqy2QuTtahYV4ZegJgJwWo3UyK9kJNpOHo+r1CLGaJyb+2qoyp5EvZL+pkmods5BWs2teONf38jJfTnCiPcq3+pzRHuVmcb/vVnFoPCXY0FALsxWZ/fnsNkxKio7G4z4Uj/SexkklFophPWB3YuC0tzJ7R4ENfWDuEDX35j9QO2BCNkhPsSgL7ALhnhvkCgFrlatRPuBA5CJJLos9BsAkT1Tiy+HE4r+mYs+O8/ZCoi1lTLI1jBe91lB7JKKaknCRpisxHUefmKBH69R0MobUwg6rJzhrbIYESRg9kkIi8XE7HOFY7TYTHzkFWBPBXg9pUzQDqCXKaAtZvasf7KTvTtnUDfvnFMDofgrnHA7bXR5N1k42FsIIh0Mk+Vzldu7a1IiJKNiUwqh/VXdODKrStp14xwP/sf1ZzP+EII98FDU3jwu09jfChIrX/mP+uRkZDIyZH+WdQ3e/DKt1+NDVd1GQZI5v/+u3+C8Exp8hcy9+QPUbjTZ0+SXwagljKNrT5465yYnZ5FKqkh1fUS6OCpfzspc7YyJImqaq+FHpuGYq2BVUvAVN8B9cCT4IJDaGr34c3vvRmbbiiun/NdqplwDwQCWLFiBe688058//vfP99QsPYZAgwBhgAY4c4WAUOAIcAQWCYIXOyEO/HoPrJ3DNFAkiYcI6G5xD4mk8ojEk7ReN1sRka+oCHtvxScyQzJagGfT0E5/DTsTit96VEUlYb48jzlAaj/JVHg1Ta4sXJD6/EwcaJ2OrpvnKrcX/HWq9GxsuH4SiIvHGNjY2Ae7tX745oj3FtbW/Hsfj8e3ZY8Plg9n6aKSmo3NK8Qx16TqCNVQcXe227CwaMVCPdsHApfajsgFFLwdK2AevhPuGYtjw999c3VC9QSjowR7ksI/im6ZoR7dc7NhUC4zyFHNq4VRaP3WEJiJlIq3vWpccPmJ6nfUku8140kOfmu3gdE0idI9xpLGn2DGRAlezCpBOSEAAAgAElEQVRpVKzznAZBEqHpxo3TzjYrJmaNSa9XdVkwMG78vMGtIJSxYGNjDGv8cZAEm8ReZP1VXVh3eTuI//fRA5NobPNR1fL8Qoj05x/vo8rpNZe1U8J2fiFWO0NHZtDY6sUVN/TSTX9Sqp1wr/bxEQxPh3An80N82Pv2jNMNIpLDh3jkk0KeFQNTMRr5SPIEvfOelx3/rvwK8b37Hsb2J47QyIY5X3XSjstnpwR7Op5FcCZBRSC9G1vxqrdfg551zXjuuW0IT2URjXrx5HgLuFwcec4OITmLgqWGEu+qyQHkSTJVEZBz1PaQyyZg7n+SJopfe0Un3vel1y2Kyp0ITohXejUq3IPBILq7u/E3f/M3+Ld/+7fqvIizUTEEGAIXFQKMcL+oppOdDEOAIcAQODkCFzPhvuPJIzi0cwQkKVs2lYPJIoF4n8YjGaiqivbeBsiKismRMFKSHzlnK0SrDaLVCuXwM0A8CKvDTJVGmqrTFyZynCZrcDjNyKQL8PmdVOEuSide7AmhT3w9b3nNJlxxTH1GZmCOcL/xxhthNhuTvbF1uvQIzCfcG1tW4j33jaNwTMHY7FUwFjCOsavVhL4BI6lukgBVVpDLa8aDYjNQrEalvEOSIRx+HG+881q88T23LD0gVTiCbdu2gcwT2bhipboQYIR7dc3H3GguJMK9EoJffGAWLxzKGr4iyUhFSYJagSSvsWaR0Ire2iT5eXAmBlUlm+WA1SqhoFSylQFmKyS+Xttrw9FR2dD/ijYTRqaN1/cauwJRADY6+pAMp6lqn3jGkI34pvYamrCdqNk7eusrLpiDu0apvQ6Jvute3QRPjZ0m00wncghMx2G1mdG5qh7X3raGJm8lpdoJ7WofH8HwdAh3Un9mPIKffe9pmpSWWAqazBIlxkm0htNjQ0OrF695x7UlwovyCX/057vw2P/uArEJqmv0HPdsn1udhNgf7Z+l6+Ytd9+MXhpRCZD7oCRJuOKKK/C7Z9N4dnscw1MaqDCAN9OISzWdgC5ZoSVCUM0uSOkgbG09qBv5LcITQTS0+fChr74R9S3GZ5FzfSWrZsI9FAqhq6sL73jHO/DDH/7wXJ86a48hwBBgCBgQYIQ7WxQMAYYAQ2CZIHCxEu4jR2fw1MN7MXxkGnWNbuqHSohzEgZMwnyJr2Zdg+f/Z+884CMry/3/y/RMkknvvW422b5srywsRZDeRBFEEBW9lmu5cq8F/yoWxGu7goo0URAQkSZVyha2t2Q3vfeeSTJ9kv/necPsJplJcmaSmZzJPO/ns5+F5D3nfc/3OTN7zvc853nhdDgxZLRgKK4EY/oYKNRqwGyE48weIdnpdV6dXiNqdNINlNloQXf7wHgZGocT8UkGFCxLx1C/Cb2dg6IWJ91I0zbnX7EaV9y65Wz2Owt3+X+oXMI9KysLJSUlePKffXj+zQEx8dR4BVo6bB6kiwpnqt1LHhTlaFFeeS5D3rUhlSUaNQ2JG+GpTT3YgqiO4/i/178mbr65uRNg4S7fs4KFuzxjE+zCfc+RYfzqiR6PcFNjxzyWglHCDoVmfAF0xXAHuibUZ89OVaKtz71ee0GODvWt7hnr0VFKmGzume/kujUapZu8pwcBK7XlsA30YbB/BAM9IzDEhCMpPRYqtUI89E/OiEVGXoLHY6LfV5e1ItIQLh760wKqJFB14RrEJkSKrPe12woQFa0/u/0777yD2NhYrFy5UpYnYTAJ9x07dkCpdD8/PIHtaR/Euy+fFAvdmkes4o3I8AgNMvOTsO3SZUjP9Rxj175o4dwHv/8immu6EBsfBUOc/mzGOcn27g8z5Sm7/fPfu0Jcx04V7tTvwb8NYM/hEfE750APEBEjFlEdLysz/oA/zNgFQ1I8Yu3tGK44hrgkA+7+wdXIK0nz+znjEu7btm0TDwrk1Pr6+pCTk4PbbrsNjzzyiJymxnNhAkxgkRJg4b5IA8uHxQSYABOYSmCxCvc3nj2M4/tqoAtXi5tcV6O67VRnnV5Vt1rtGHOOYVQbAVPycig1Oih1OmiaD8Pa1YFRerXd7hSiPW9JCtJyEtBc24XmWqqxakZMQiTSsuJF9vxAzxAsIzYh8q1mG8IjdeJV4tLzcnHpxzaKm2YW7vL//NHngcSAS7iPmJy4+/vN0GnD0Nnlvt4Bvdgw6vCcxZ6fqUZFzfgN8KQ20g+H6lzt9om/07cexdVXZOH2b10uf1gLNEMW7gsEXsKwLNwlQFqALsEu3OktoTu/3QyrbXK9dEIp5Hmvuwyn30VrLbCNqtDZbsSYKAY33lLiw9A77C79RF12rQoWD+PkZYejucNdxidH2dFrmfzwNMVRi2hTPYx9JlGbna4VElIMSEyJFqVkqGZ3ZIwea7cWiN9Pbf09wxgeNCM9J16UATEOmMT1iE6nFpnOWQWJQr5PbCzc5/7BcmW4eyPcXaMO9A6js6VfCHeKNZUblNre+edxkSDS0dwvNomI0olyNMNGi7iGTcmMw42fPx/5pefE+MQMd9pmcNiJ+x7sQlOHU4j2sagkjA73w6mOwJjVDMeYAmFOG5RwIjZWC8fBl5CcGYev3n8DUrPHF2/3ZwsG4X7rrbfi0Ucf9ScG3jcTYAJMQBBg4c4nAhNgAkwgRAgsRuFOWUbP/+l9nDnWhOKV5+qrU0gpa4xe/9Xq1OjtNIqFrRTpRbBFpSFMq4dO6YCubg+UdBOsVIhXuG02B1IyYkWm0kDPMCh7nkR8UlqsKC3T2zGI4UGTyGqnrHi7w4GISJ24ISbZv3RNNq64bSvohoNquHNJGfl+uKYKd5rpP94cwJGyYZRVumexF2arcbrKXarrdWGi5JDd4S6IYpTD6DF5qDs86sDVpb343HcvF2sNcPNMgIW7fM8MFu7yjE2wC3ei+qsnurHniPt3LSX8RkVpMGJ2/66N1ZoxYhxB99Dk71Na2DRcp4J91P17dmlhBKoa3B+ulhbqUdXkXlbGoDbDhPHSNdSUln5oq17HqN0p5Dg9sDfE6pGRmyDedqNa7offqxILr6/aWiDevpvYKJO9oapTZB+v2ZwvypE4HaNCwNL2YVSzxENj4T73z55rYU9fhPtcRqeY73/jNPb+q0yUprGYbSLOJN7jUwy49GPrUVCaPmkI+ndQpVJh/fr1Z39+/IwZP324F0qnFbZR5aSyMmEjfbCpIqG2DkCv10LbdBBLS+Px1Z/fAAXVWfJzq6ioQFtbG+SY4d7f34/s7Gx88pOfxGOPPeZnErx7JsAEmAALdz4HmAATYAIhQ2AxCneq0/7Px/eCFkylRccmts7WfvHzoQETaHEyEu7O/A1QG+KgCdcidrgSI63NiE2MQmpmHBprumAasiIqJhwxCVFQa5RiO1p01W61Y3jABKvJCl2EDqPO8VqudINNC5npIrSoO92K/NJ0XH37dgyYu9Dc3Ixdu3ZBo/G80FvInHgyPVBPwt1mH8U99zejtsldwuSmK1FV515beEmeFmVn3MvJKBRj0KnGYBxyz5Rct0yPH39vhUzJyGdaLNzlE4upM2HhLs/YLAbhfuy0Cff93sMiGgBEjfUGdxkepbWhvX0IzlF3oZieAHQNuf87PF1ZGUOkEhaHQmQwT2xC3muVsDkVCMMYck0H0VFVLzKTi1ZkIjHFAEPseA12aiRXj++rRU+HETHxkVi+IUes+UKNFkTtah2AxWRD3tJUbL24VKw9I6WxcJdCaeY+CyXcXbMi0X76cKNIBqEFVDPyElG4PP1sGZmJs/ck3On3Dz/Xj7f2j0Bh6oddHYWwwQ7YdHHQWnsxjCiozb2whoUjQ9OD2z6ejU0Xlc4dnIQ9yFm4DwwMiLcab7nlFjz++OMSjoa7MAEmwATmRoAz3OfGj7dmAkyACQQNgcUo3Kmky98ffh8VxxpFVpDrhpVudFtqu1B5ollkpFstDoRFJcCeXgpdVCQ0sELXfBCKsDCo1Uroo3QY7B0WNzuZhclYti5PZJ3RwmdUG/69l0+g/nSrWCArPEIrFszS0uu/GXFC2FNrb+xBmEKBbR9ZgaRCLQt3mX8yPAl3mvIr7wzgD09Plj3h2jCYTDY4PGSxZ6eqUNPgnhGfn61DZRUtoOfe7v1GEbau9//iZTIPwazTI9Fgt9tBWYjc5EWAhbu84uGaDQl3kkq7d++W5wQlzMrhHMNnv9sM47D7IqXZ6Rq0dbtnuBuUg+LBeMeAeyZ7RrIKnQPuIp5Kd4fr1TBb3PeXl6lDc5fTbbapMQ50j+iwKn0IKaONOHWoHhoNCfcMJKW7r8VB68BUnWoV1w30JhzV/KaMZnqQT9cd9LB/xYZcpGZJ//dA7sJd7vOjoC60cJfwMTjbZf/+/aLO/MQMd/ollV/61gOdGDUPo2OQ1iQahF0RDtgssI+GAU66ZgFyU4Hf3L86INntNC+XcN+6davsEk4GBweRmZmJT3ziE3jiiSe8CQP3ZQJMgAn4RICFu0/YeCMmwASYQPARWIzCnaLw7kvHceT9atAClRm5iSIw3W39aK3rRkdLH0zDNvGKtjW5GIqYNKgiIqBsPAylsRtanRIqjQo2i138odd6C5ZlIKswGRdet+5sTfhX/rIfVCueMtspg00fqRUZaxPLgQz2DQtpv/6CEuSfF8vCXeYfkemEO5WG+fx36tHTfy4zfUmuBmUVw25HRJmQ/f1mjLp7IRTnalFW4Z75HqFX4tmH10Kj9v+r3TIPwazTY+E+K6IF68DCfcHQzzjwYhDudIAPP9uL1/a4f3/S7+Ki1Ria8LJRdLgDtTW9yExWehTuVDUuJlaHoRH3L+qSoghU1ru/0ZQa7UDPlHrtNHZ8pANhCiWuWNaNXpLpJ1vEQqdLVmYiqzDJLTa0UKZpyILIaD0io8MxMmQRme/heq2o915QmiYWe/emyV1oy31+xNol3Ldv3y7Ktci5TSfcac5UEukXj/air398EVeYh+BQ6qAw98GqiERCpB2dfWP4vx8vRU6m++Lt/jjuyspKtLa2Qo7C3Wg0IiMjAx//+Mfx5z//2R+Hz/tkAkyACUwiwMKdTwgmwASYQIgQWKzCvbOlD2/+/QjqzrSLLDKqtX7qg1r0dg5idHRM3IQoNWqYM9dDpY+EctSCsbJ3xWvfarVKZJw5x8ZgiNEjOjYCtN4a/bxgeQau/vR2aMM12PuvU/j3P46K+qrTLTpFN9aWESs2XbwMWSuiWLjL/HNlsVhAYsC1aOrE6b72/gAe/Mu5LPesZAVqmyxuR1SSr8WJ0+5SiBZYhdMBs8Vd8FxyfiK+fne+zOnIY3os3OURB0+zYOEuz9gsFuFeVW/B//yywyPkpXla1LSc+26NUgyivtkCWg5Do9PA7l7FCytKonCm1l2s52Vp0djunsmuHLNDodUBYZMfjIZhFB8p7UNa7CjMJhvKDzWgrbFXCPeJC13SxOl6ob6yQyyIumZrISIMOrG4Ki2KGhmlE8LdlyZ3oS33+QWjcKfa6xs2bPB4ujz96iCOnBxGY5sduWlAVb0NeWkKVNZbUPxhybuPXZ2CT15/biFWX847qdvIWbgPDQ0hPT0dN998M5588kmph8T9mAATYAI+E2Dh7jM63pAJMAEmEFwEFqtwpyhUn2rBgbdPo/pkC+pOt8BktIqs9jBFmHgVNyw+HfakIqj1eui6yuHobBblYaj2emx8JHQfZptRHU1gDLVlrUjOjMP5V69F6Xm5aKruxAuPvC/KyxQuz3Bb6JIy1mrLW5GcEYeLbliPsAgTWlpauIa7jD8iMwl3Kmlw93fr0dXrgCFSgf4+C0bdqw4gPUmJhmYPdd1zdSiv8FxO5iffLsZ5K91LD8gY1YJNjYX7gqGfdWAW7rMiWpAOi0W407+pX/xBq/gOntpSEtXoHRz/qV5pQVPTh/8DICNRgU6je8ZyXpYOzZ3uD0Ap+12rVYi67FObPswEu2Zy9nniWDtWJXcjuzAFtKbp0T01GBoYERnrhSsyRBb7eMkYi6jRTg/sc4qSsWFXscf63L6cJO+++y6io6OxatUqXzb3+zbBINxpYfv29nYEQ4b7Bx98IM6p6YQ7lbr73V97sefwMJLjFWhpsyBSr8DggAXhOgWGjBakJmvxh/tLpl2Idz5PCjkL9+HhYaSlpeFjH/sY/vKXv8znYfO+mAATYAIeCbBw5xODCTABJhAiBBazcKcQUhb6G88cROWxJlitdiiVClEzlaT7UHwJlDFJUKqViG3dixGjGTabA/HJ0UjPSURcUpSopzq+1BnQ12WEsd+EtTuW4LJPbBby/m//9zbOHG2E3epAem4i1Nrxm3qH3YmOpl7YbQ4UrczEzV+6CNU1lUK4X3DBBVCrpS2EFiKn4bwfZldLH1pqOsWNZGZRChJSpclsl3DPzs7G0qVL3eb15t5B/PbPnSjO1eCUh3Iy8TFKdHS6y3baUWG2Bmeq3EvQxMao8fRDa6D8cFG9eYexyHbIwl2+AWXhLs/YHD58GP39/UFdw91F9qmX+/H3N87J9InE01O06OobhX60H03ttrO/So4ZQ59Z6xYckuPx8eEYHHLPZo/XWzFgj3DbJlZrxjAMZ3+uhg1Z/XuRlKJHdlGK+HlrXQ8UKgUMMeEYHrSI6woai9aDiUuMEnXdV27MFyJ+vhoL97mTXEzCnWi0dNjwzZ+2gUrixUWNiQdVWSkK1DZakJumQnW9Cb+9rxh52fq5w5tlDy7hvmXLFmi17p9Fv09ghgFMJhNSUlJw00034a9//etCToXHZgJMIEQIsHAPkUDzYTIBJsAEFrNwt5hsePUv+7HnlZMY6BsW9dgps10XocGoQo1uQymUunBEGBsQ1tMIp8MJlVqFnCUpyC1OdTs5KDuttb4Hq7YU4trP7BS/72zpx8t/3icWY+3vHhLZ8XRjbR62IipWLyQ8ZbfT/srKyli4+/kj11DRhud++xbKD9SIhx7U1BoVVmwtwnV3X4j0PPd6uhOnNJtwdzrH8IV7G6AYc6Cx1b0UwdJ8LU56KCcTrguD1WSDze6eEn/Vpcn44qdz/Uxm8eyehbt8Y8nCXZ6xWUzCnSTiV3/c5hH0sqJwsajqqRPtk36vVECssWKxun//TldWJibcjiGHuxBXhTkRptacLSuTYSmH3jI+niF2vCZ7ek4CMvOToNWp0d7cC/OwDWMYE/9Pi6pTXXedXjOvJwsL97njXGzCnYg8/8YAnnppAEtyVCirNKEoR4PyyuGzZWVuvDIZt92YPnd4s+yhqqpKXP/KUbibzWYkJyfjhhtuwNNPP+13FjwAE2ACTICFO58DTIAJMIEQIbCYhXvl8Sbs/ddJHN9bDfOIlarCwGK2ITxSh5HwVFgNmVAogMimD+Cw2UU2Or3qvWxd7tmFUSeeBiTUaQHU1duK8NFbt579FdWF3/9aGZpru8TiZ9To5j4lMx4bLihBuihJAxbufv5MVR1rxM//4wkY+4ZhNY+/zUCNFrWluMYmG/D1396KnKXT1yydTbjT/t4/ZMRPftfk8WiSYsPQ2uFJxIfj1GnPWZm/+kEpSouj/Exn8eyehbt8Y8nCXZ6xWUzCnQh/8/421Lecy2B3UY81KKFX23C6wv27dnlJNCpq3d8+ys7Qoa3bvaxMGMag16tgsbvecTsX2xidFSNjkYhw9KFUW42h/mGMDFuEaF+6NkfUZ88rSYNCESbWjKF1XEj109t1SpV/FsaWu3CX+/woui7hvm3bNtm/hUglZaht3Lhxxi8dKoX3Pw+0Y8TkRGu7GXpdGIaGrNBqqMSRFUkJWjz8gP/LyshZuNN1X1JSEq6//nr87W9/k+eXOM+KCTCBRUWAhfuiCicfDBNgAkxgegKLWbgf+vcZfPBGORqrOkQ9VZVGJTLPHY5RjKSshCIyDrqhZii6asRCZiRmNTo11m5fgui4ya+SU+3YuvI2xKUYsPPKNVi5qcAN6kDPELraBkArssYmGpCQGj2pNiZnuPvvk0glfb5+1S/QXt8tFsSlUkAu4U6xNQ2Zxev82UtS8aNnv+hWb981MynCnbLc77qnCh3d9kkHlJKoQnOLyeNB5qSpUFPv/ruUJC2e/L/V/gOzCPfMwl2+QWXhLs/YLDbh/s+3B/Hnf/a7wab1M0YGh9DY4r6YdVFeBOpbJ39nu3aQlBiOfqN7WZnMRKBtwL32e7RqBGaFAVsTa5GSoEJ3ez+GB80oWpGJ7ZevEAu1B7rJXWjLfX7BJtwPHDgAui6dTbjTcTW02vCtn7UiJhLo7LEjO1WJmgYzctNVqK4z4dc/LEZBrn/LyshZuNN9UGJiIq677jo888wzgf7o8nhMgAmEIAEW7iEYdD5kJsAEQpPAYhbuh9+twIE3ytFc3Ylho1m8wk0ZPUabCkNxpdCEa6GpeQ9Oux2KsDBEx0ciPsWAUcco0nISEBWjF8KcFlKleuwk5POXZeDaO3ciPNL7G+pTp06htbUVF154IVQq95v40DwD5+eo9718HA99+zkRZ3pYQnGb2MZGxzDYN4yomAh86Rc3Y/X2Yo8DSxHutOG/3unDbx6fXNagJF+LE57KyWjGMGS0ni1BMHHgPH0vfv3ghWKBXm7SCLBwl8ZpIXqxcF8I6rOPudiEe9+AA5+7t0U8XJ3YUqNtUIY5UV7tnsmuVAJRBh1GTO7Z7CtKDDhT6y7p4yKcGLS5fzdTSbHciF5sKRlFdGwEGqvbEWEIx/L1ecgpHq/jHuhGQttgMGD1ank+wA0G4V5RUYG2tjYEQ4a7N8KdzsW/vdKPUxUjKK86V1ZmSa4W5RVDuO6jyfj0x/xbVsYl3Ddv3gydThfoj8eM49lsNiQkJODaa6/Fs88+K6u58WSYABNYnARYuC/OuPJRMQEmwATcCCxm4V53ulXUb6841iTKxVANdkNcBBpNcbDpk6EzdwEtZ0CrokbFhGPjhaWITYxCY2WHyFR32B0iS5oy4mMTIpGanYDzr1qDzIJkn84kFu4+YZO00e/u+Rve/cdR8Qr/dNmFJir3ExaGi2/ehNv++wqP+5Uq3O2OUdz5zSr09DvO7ic2CujqcS9zENbfDrs+3uN4UeWv4bwNqfjWw3eczciXdMAh3ImFu3yDz8JdnrFZbMKdKN/72w6UV5+T5KkJKpQdb0FMtBoj1jA3GU/brCiJxhkPZWWy0nVo73EX8VSHLiJcAYtDOSmwWliwM70JhcXJ6O00or9vCDlFKVi/q3jea7NLPaPee+89REVFsXCXCsxDv8Us3B2OMfz4oQ4cPTWEcG0YTCM2qFWA2WRDfKwaj/xvqVuiwhxQum1aXV2N5uZmyFG42+12xMfH45prrsFzzz03n4fN+2ICTIAJeCTAwp1PDCbABJhAiBBYzMKdJDstmnr6cIO4KbZabGIhzZ7YFVDqIxHVegDmgSGE67XYuLsUu69fh+TMOJz8oBa1p1pgHDCJ+qu00FlmQRJWbCpAYmqMz2cGC3ef0c264S++9Gd88NopqDVKUa/dU6NFdJ3OUey8+jx89ofXeexDi2dRJl52djaWLl0647j/fKMXv//r+GJ5GSlq1DeOeOw/2t+FUb37eaMwDyLixCtQqZX4xu9vx/rdy2Y9Tu4A7N27Fw6HAzt27GAcMiPAwl1mAflwOotRuL+1fwgPPd17Fnh6rB0nT43/f2GBAfXN7hnrBbkRaGzzXFYmJVmP3oFzD1BdO0422NFjnrx4apGiCkuzw2C30ULrSiRnxKBgebpYKHWhWjAIdzln4FPcFrNwp+OrabTigT+0oqPHgUgMod+qRazahO5hFX7x/SIUF0T67fSVs3Cn64m4uDhcffXV+Pvf/+43BrxjJsAEmICLAAt3PheYABNgAiFCYDELdwphQ0U7Dr59GtWnWtDZ0odhRKFfnwuVYwQRHacQmxiJvKVpuPimDShamSWiTmKear1T5g9lTFNpGX3k3F+BPXnypHhdmUvKzP+H65EfvIA3nvpAPCCJiPIcK6qxS3Lko5/ejpu+fInHSbiEe05ODoqLPZedcW1otY3i09+owoDRgaV5Wpw8M+S+T+sIHGMqkVk/tYW3lUHTWiYW812zqwT/8+hn5h/MItwjCXen04nt27cvwqML7kNi4S7P+C1G4U6LQN757WY4nEBSvBJnTrSehb+iNBqna9zLyijCgJi4cAwNu9drX1EShTO17gteJ8UCvcPnSsClRppxQWEfFAqFeJsqMlqHtNx4JGfEip8tVJO7cJf7/CYK961bt0Kj8fzgfqHiO3VcKikzOjqKTZs2SZ7SsXcq8LuH69ETkY+wwQ7YdHFQDXfDoo5GUawRP/nZZr+9oeES7jTf8PDJD7AkH4CfOtL1RGxsLK666io8//zzfhqFd8sEmAATOEeAhTufDUyACTCBECGw2IU7hbGhsgNlB2rR0z6A98+EwRRmQIajFlQCZPmGfGy7fBVi4iPRWteFquNN6GzqFUJPqVIiPTcJRauzReb7XJtLuO/evRtKKijLbd4IVBxpwI/v+hOMfSMwxEZAqZosPpwOJ4z9JlGn/94nP4usolSPY3sj3GkHz77ajcee6YBeN4aBQffsSPS2whGZ6HGs6PJXoLAMw+FwIj4lBg8funfeeCzmHbFwl290WbjLMzaLUbgT6fv/1IWDJ03ITHDg+PGes/ANUSpY7AqMTqnxTh1WTiPjM1K16OzzsAGA+HgtBoxOqJTA/7s7AXqlVZSsCY/QwBCnF9cL1Fi4T3/+B4Nwr6ysFOvsBINwP3jwoDjvpAr3sv01eOwH/0R3xxCGll+OMZUWdnpa5XSKNz9VozZcXtCOO39wjV/O44UQ7vRAgrLX6Q+xotIx9LfrZ93d3fjjH/8Io9GIEydOwGQyIS8vD4ODg+KPVqtFfX29PL/UeVZMgAkENQEW7kEdPp48E2ACTEA6gVAQ7kSDbijqq7rw4FPdiIvV4GOXGsTr32rNeObayX3VOLm3Cl0t/RjoGRK1LCkpOZD/cTkAACAASURBVDohCkkZsVi3q1SI97k0Fu5zoTfztmNjY7jvzj+h/EAtLCaryDxUa8dja7M4PvyZDmt2FuOrv7pl2p15K9zNFie++0A9TpQbPe5zdLAHozqD2++UI32IrnoLtJgrC3fvzgsW7t7xCmRvFu6BpC19rMUq3D84PoLHX+hDVVmrW832JUXRqG10z3LPz9Gjqd3Dw1EAaal6dPe5/27ZkgicqbPiyguiccuVk9fjcIk8Fu4zn48s3KV/XqX09Ea4k3j+2V2PofpYIxQqBdTpeWhPXA/VSDfMquizWe7ZA4fxhW/vwrJNBVKm4FWfmpoaNDU1iQcEUjLcJ8ryidLc9d+e/p4o0+n3tI+ZWk9PD+64446zXSgRJiUlBdHR0eJPYmIiXnjhBa+Ocy6dqaQRjff666+DHlB0dnaKzHuqe/+Vr3xFLObrqdH9ykyNrmvltlDtXDjxtkxgMRBg4b4YosjHwASYABOYhQBJSpvNfZHHxQpu3+E+vPruIG66Ihmlhfqzh9lY2Y73XjiK+vJWGOIjkZAaI2St1WxDT9sARoxm5C1Lx4U3bEBypufFL6UwY+EuhZLvfQZ7h3H/Fx5HY0UbqF47LXpLjR6qaMO1KFiRKWR7ZPT0rzN7K9xp/0+90IFH/tbmNnF6g6LbwyKq1FHfchy67mpQ5j2XlPEu5izcveMVyN4s3ANJW/pYi1W42+yj+M7P63HocLcbjOWl0TjjoawMuan4+HAMDkkvK5OZqoHZFoZf/U8mwnVT3p76MHOWJsAZ7tOfkyzcpX9epfQk4U5SmWTsbK36eBN+982/obu1HynZCaJUYnvsKljDtDApoqC19mEEkYgcrMPFaxW44/vXnN0lXf+SqKfrYUNcJApWZZ1NVJluXE+yvKWlBSS4qVwfCeLZhPlssnzq2CTLVSrVpD+efubqQ7+jeZDUjomJESUEL730Urz44ouz4fTb7zMyMsQbFrTWwYYNG4RsP336NMrKysRcH3jgAXz5y192G59+FxERgeuu87w20R/+8Aeo1Wq/zZt3zASYgPcEWLh7z4y3YAJMgAkEHYFQE+4PPt6EEZsS/3lH+qRYvf7X/Ti5txoanRrJWe5CvbW2C2GKMKzduRTbr1zjc5xZuPuMTvKGlN3+/gvH8M7zh9HROF5iIC0vCTuvOQ/bPrpaxHimRq8UkxiQUsPdtR/jkAOf+FIZrNbJ2VTLCnU4XuYh831sDDFlLwE2M5z0Kjcvmio5vtSRhbtXuALamYV7QHFLHuzIkSPo7e3FRRddJHmbYOn441/X4I13z5WTcc07MkIJ+5iSKma4tenKyqQla9A94PnIv3ZnKrasiXL7pZwy3CMjI7Fmje/XKP6MOQv3+aXrjXB/7/kj+Nv/vg6ryYa4lGgxEYdCg6aELbDSM/+xMThtdoQ5bNigLcd//ek2DA+O4NVH9uDEe1UwGc1iwXkq1RcVp8fKCwqx/Px8jI6eK88yMQt9PmT5RDE+VaR7+t1sWd4z0af5xsfH45JLLsFLL700v4HyYm/0/fypT30K11577aQ1BB566CF89rOfFaUo6T6ipKRk0l7p2LOzs9HQ0ODFaNyVCTCBhSTAwn0h6fPYTIAJMIEAEQgl4T5icuBnDzbhwu3x2Hre+A0HNWP/CF7603uoPNaAotU5Qn5ObZTZU1fWguK1ubjms7tmlbbThY9qRLa3twvpsZCZcAE6vRZ8GLvVAYSNZ7hLbb4Id9r3bx9rxj9fn5xlGW8IQ2e3+yJ8SmMnIir+LcrJ0DoBq3cW41sP3wGlcuEW3JPKRw79WLjLIQqe58DCXZ6xWczC/cDRftzzo0qP4IuXRKOmwb2sTG5mOFq6PJh4ABlpenT2Ti4rU5ijw4+/nikyg6c2uQj3999/X2S5ylm4y/mBAMXVVcN9y5Yton63nNuhQ4dETfKJGe50Lk4tq0IifN9LJ/Hi/70H87AVao1SJJBQ8oE9ZQmG9BmwamOhMHbCpo1FtukQrr4rF+88chJd9QMwG22iv0IZBqd9VHwG9DFaFKxPw9orCt2yyifK8YkZ5vTAj/6QLKbzYGqm+UKyJuGekJAgrs1ffvnlhZzKtGNffPHFotTM9773PXz3u9+d1I+FuyxDxpNiAjMSYOHOJwgTYAJMIAQIhJJwf3tPD/YcHcY9d2dDpTx309zd1o9XHtuDpqqOGWu0nz5Yh6JVWbjijh2Iionw6exg4e4TtoBu5BLuubm5WLJkieSxO7qt+NRXy+EqGZqRqkFDw7DH7cPrD0LbUw+FUoGNl67A3T+7CTq9vG/uJYMIQEcW7gGA7OMQLNx9BOfnzRazcLfbR3H9nUcwNOwu0JeXGHCm1uKRblKSHv0eFrpeURKFM7WTH5T+6GuZWJrvuRQZC3dpJ6/cHwjQUVRVVYFKnwRauNO1+NQFPmerVd7X1ye2odrcrr60n6ltuM+Mdx49ibaKXjgdo0Ke0xVwmEKBMFUYRkt3wmTIgsLYBZs2Bpn6HmzIGcChV85gmBaaT4yERqsW/amZhy0Y7jMhISMOt3/vKizfUiTpBKitrUVjYyM2btwIvf5cSUdJG/u5E3Gkeu0XXnghXnnlFT+P5tvuv/GNb+BnP/sZPvOZz4Ay3ic2Fu6+MeWtmMBCEmDhvpD0eWwmwASYQIAIhJJw/9XDjUhJDccNH0maRJfqfr/0yHuoPN4oMtg9ZRlTpnTV8UaUrMvF1XftgjZc41OEWLj7hC2gG/kq3GmS9/2mHu/s7xfzLS3QeVxINQxj2BlXhczsWJx/3TpkLUkN6PEthsFYuMs3iizc5RmbxSzcifj9v6vFq2+513HXhysxGqaCw+kuIqcrK5OSqEHvhEpgm9ZE4ht3pk0bWBbu0s75xSrcp8pyXxf49CTLpZClbPHpapXbLU48fd/raKnuQn+HEaOjY6IWOGWrjzo//O/YeAyXXoJRkv52ByIjVFgyuBdNFW2Ijo+CLsI9GWCwdwhjzjGsvbAEd913g5RpQu7CPSkpCbt27cKrr74q6XgC3Ynqsz/33HP4zne+g3vvvddNuFOGPtV3p4Vp6YHG6tWrcc0114i3CbgxASYgPwIs3OUXE54RE2ACTGDeCYSKcO/rt+FXj7bgK5/OQrTBvbzIK0/sxan91Yg0hCMhLdaNc3tjD0Ydo1i1bQl2XbfO5ziwcPcZXcA2nItwr2kw4e7/rgBJ9ahwoG/A7jbvjWtj8MNvFQfseBbjQCzc5RtVFu7yjM1iF+6HTwzgm/+vwiP8kuJoVNW7l5XJzghHW7fnsjJZGRFo77ZDpQrDr76TjdTE6R+ys3CXds7LUbhPleV1dXXo7u4++3abp/IsEzPPXb/3VpZ7qkk+0wKf1H/i7+m/aSFkm80msvGna2899QFeevg9DHYPISYpCt0t/aAEEpovZbqPOsfXnXHkr4M9cxlilMPoMWmQ2X8YlqYGJGfHC0E/tTnsTnQ194r1cX74/H9IKtvnEu60GCiVPpJTowz35ORk7Ny5E//617/kNDUxF2JXWloKq9Uq4r527dpJc5yufj3VpX/sscdw2WWXye6YeEJMINQJsHAP9TOAj58JMIGQIBAqwv3lt7rQ0ePEp2/0nE1cc6oZe186jvrTrUhMj0VscrTIdKebit6OAfR3GZFXmoHzrzkPGQXJPp8bx48fR0dHB9dw95mg/zeci3Cn2f3XfdUYGLShumbI42Tv+VIBLtiW4P8DWcQjsHCXb3BZuMszNotduDudY7jhziMYME6uvU7RWFZsQEW957IyKcl69A64b+MqK3PlhbG47drEGYNKso7EJ7WFXJtFjkJ7Irj5nt90meUTM8ypxvlM0px+FyhZrlarhTSnP3NZ4NPFlMQrCdjphDudlz/7zCOoPtaEqLgIRBjCYRm2oLttAA6bQ2S7j42Oikx3dUQ47JuuQ3q6HhXVw4g2NSO8/hASM+I8nvu0/kxbXRfSC5Jw79N3IzxSN+sXHz3MoEU95SrcU1NTsW3bNrz22muzHksgO9D5fP7552PPnj248cYb8dRTT7kNf+utt+Lmm2/G8uXLER0djerqajzwwAN44oknxOKr9Nlbv359IKfNYzEBJjALARbufIowASbABEKAAF2QG43GSRf/dCPguhnw9Pd0v5Mzrp8/1IDLdydhSZ7nupF0w3XwjXJUHKlHR1MvRobMImPHYXMiMlqPlOw4rNhchJVbpdWqnI6FS7jT4kfzccMlZ+bBOre5Cvcjp4x4/OkmlFW412/XqIG/P7IO4Tr3hXmDlddCzJtuPOm7a/v27QsxPI85AwEW7vI8PRa7cCfq//v7Orz4epdbAHRaqlWtht3hoazMsmicrnbPfk+K18AxpsDvvp+LCP3M39cs3KWd8xOFO11zTbfAp6cMck/1zL2V5XTNNVMWOf1uYGAAg4ODKCoqQnh4+KQFQedTlksjNnOv2YS7aciCH936ezRVtiOjKPXcgr9jYxgZssAyYhULt48YTUhMj8PGO67BX9+wYMxhh8NiRfSJF5CaHS/WmpnaLCYrBnuGkL00Dd976vOSHjTJWbjT+UjCnR5e0MKkvjYq+1JWVubV5o8//viMMvxzn/scHnzwQeTl5YEWyo2L8/wQxNOg99xzD+677z7s3r17Tsfl1QFxZybABCQRYOEuCRN3YgJMgAkENwHK/pmvBYIminhfhL3U7Ym4Nw8FevrG8N5hBa69eHw71/ae/m6r7UVLZTeG+kxicSmVWomYxEhkLU1Gat65V2u9eRAxsW9ra6t4wFFSUuJ2DHNlNvV4ZjtWbxhK3XdwfxrGZz9X4d7T2o/bPvcBzBr30kTKzjpcv1WBO350Iz9wmcPJwsJ9DvD8vCkLdz8D9nH3oSDcj5UN4mvfO+ORUOnSaFTWuYv1zHQdOnrGy2pMbV+6PQO7t8bMSpyEO11LkbRb6Ax3qt08tdzErAfgZQeXLPe2VjnJbJf09kWWTy2r4m1ZForNbIkOlBnc3NyMzZs3i8VI5dxmE+7mESt+eMtD48K9MMWjOKfja6vtQkJaDO780XV49LVRmM02nKkaQXzzHkTY+hGdEDUJA0n6nrZ+kdV+8S2bceVnd0nC5BLulGktt7ridE6npaVh06ZNeOONNyQdj6dO5513Hui71pv273//W5Sy8dS+//3v47vf/a4od0PXPQUFBd7sWjw8orIydO4PDw+LbHduTIAJyIMAC3d5xIFnwQSYABPwKwG66aFsDNcrtd78LaXvTH3muj2BoX3MNsaRci0iI4CibM+vlHsCbDZa4SDhrlEiPJIvUKWehFIfmnjzMIDGnu3hgJQ+UsckiUBlf6KiohAbOy7NpR6X0+7EA7c+hqbhGNhK3LOvtafehKqnCZffvROX3rnNbd/ejDWfxzx13LnsW+q5Mpd+LNznQs+/27Jw9y9fX/ceCsKdysrcdNdRj2tnlCyJQlWD1SO+tNQIdPdNXm8jJVGN3/2wEGqVe3bv1J3IRbjT9yJlZc8k3KfKcm+yySf29eY8pH8/SY7TQwkSfwaDYVLm+FRx7ikLXYos92ZO0/UNNuFusViwdetWj4dDsf7Vl55E+Qc1Qo5HxbrXTbeabaKue3ZxKr7xx9vRMxSGXz3cjNMVQ4ixtEJTtR9qrQoR0XqRgGKz2DHUb4JSpUBqbiK+8ttbEJ8y+0MpmmAwCPeNGzfizTffnI9Tac77+O1vf4svfOELokTMO++8g1WrVvm0T3qQ0N7eDkr4of/mxgSYgDwIsHCXRxx4FkyACTABvxJYbDXcTcMW9LUPiNqUhrgIxCQa8Is/NOALt2VBrVZ4lPMT63dKEfgUkNkk/3R96Gauv78flAUzXR9f9z1fDzCmzsvX+bj248/tvRlj4nHNx4eKsrxayrvQcLQdNpMd4QYttBEaHHjmNMbCFDBvugFj2gkljOxW6Pf+FWFjo9CEq3Drbz4Ctc59Ad/5mNtC7mOub2pI2Z4ytaiRuKEm9YGI1IcuU/c52/9LmbOvfeY657lu7w1f6ktls7q6ukBls7jJh0AoCHei/euH6/GPVzvdwGs0Cqi0aths7mVlVpVGo7xmcvb71+/KwI4N0kRioIT7bLK8pqZGiOyEhARMV4KFfu5Nc8lylxT3ZmFP1zYuWS7lgYA3c/NHX5dwp0xnengh50YZ7iTcV5asxpE3y1C2rxomoxm6CC1KNxXgvIuW4/SBWjz3mzdBb94lZcZBozuXQOJ00MKnfaK2+7ar1+D6L41/Zz/ydDtefL0TcDqR2/kOTIMmmIbMYoFVlVol+sckGfCp716F/BWZkhHV19eD/sg1wz09PV3M7a233pJ8TP7q+OSTT+KWW24R5yCVuJlpYdyZ5kDfTXSdNDIyIrLdXddM/po375cJMAHpBFi4S2fFPZkAE2ACQUtgsQj34UETTr5fidaaTowMmoQQ10Xq4NTHwRyRiDtv9e41TH8FlLI/Ozs7cckll/hrCN7vLARmezBBNyb79+9Hdna2qJlJbeI29N8tVR345ecfFa9i06JjY2Pj0nf8gc34BGzZK2HPW3t2Nqq2Smgr9579/0//5DpsuWrNjA+BPM3VmwcYrrl7s81cxwzE9iQZqLlej/Z2TP6Q+J/AdG+lzPUBwFy3pyP3tiTYXMcMxPZTj2vqmBUVFUK4kEgM1Hz8f5a5j3DqjBFf/vZpj0MvK4lBRa3J7XfpKVp09Z8T8flZOvziO/nnal7PciBShPtMslxKaRbXwp/eMJ0qy32R5vOZWc7C3Zvozd6XHqI1lLWi4vVW9HcOYmhgBA67E0qVElExekQnGnD1F3Zj70vHUXm4Hn2dg9CGa6ENV4tFUylBJTJGj8yiVNx13/WITRp/gG0yO/GD/63DsVND+Mon4zFYUYHyD2pB2fCUJb92Vwk2fmSFW6mZ2WYsd+GekZEhkmHefvvt2Q7Fr7+nMp9XXnmleBvkxRdfxEUXXeTzeLSvyy67TJSioYdJ3JgAE5APARbu8okFz4QJMAEm4DcCi0G4G/uG8e5zh9Bc1Y6etgFodGoolGGgBaM61ZlYnqPARdetRMGKLL9xlLpjFu5SSS1cPxLutLgbyXZaOG1q62jsxn9d+lMMdA2KNynCFOOLDAvZPirMu9hkTK2FadONgHI8i113/FUo+9vP7u6mb1yOm795xcIdaBCPTOKGeG/bNl6Wx9s220MXf7/pMtfxxfn14ZOd2ebq6huohy5Up9lqtSIpKUnyHKXwmO9j9vac4f7eEfD1jQ4aRWoJMVffiduMjo3hpw8CRvc1q5GVrkBbj+e3ipIS1eg3jn93f+qaMRRlS39zhrZxCXHX31MzzOnn3jSSbbMt8Dm1FAuVB6S641R6wrXApzdj+rsvC/f5JfzWy+/gld/sxUiPFaOOURjiI8X1r91qh7F3BAgD0vKT8PH/vgIH/nVKSHPToBl2m0NIecpUzyxKwY3/eQniU8ff5mir7cSh107hWJUNB7pSsDJnFN/5Vin0UXPP9ncJ93Xr1omSfXJq9G9QZmYm1qxZA6qpvlBt7969YoFTKr/0zDPP4Kqrrpp1Ks8++yxWrFjhdr367rvv4uabb0ZbWxseeOABfOUrX5l1X9yBCTCBwBFg4R441jwSE2ACTGDBCCwG4f7WU/tx+mAtRgbNyChMFq/M9rb1o6ulDxXGeMT2VSAhIw67rt+AFduLEZccvWC8WbgvGHrJA88m3H/x+T/h3WcOgLIa6aZ14iJslF02sVmXbIEjbQnCrCaE73uK7n/Ptk9++2pc9+VLJc+LO54jMFfhziz9RyBYarhLkfyBekhB0fD3fFpaWkRZgcLCQq/fqnHNz588pmPgy5hv7FHj4Em120muVI6NC0mHe132rDQn2nvDkZFkwZU7elzPTX36oMwmy6Vkmvuy+Krchbbc50fBprI8TU1N4k0QuZeU+fU3H8Gpt2ugGFMiOTt+0rUIfW6oXIxKo8Kmy1fj5v+6HN2t/eJN0OEBE7ThGixdnye2a6/rgmXEhr3/OCwy4ektUarV3p23Cw5tFFaa9+HaL16EtbuX+fR5cG0kd+FObzWuXLlS1EtfqEbrBtFD69zcXGzf7r4OEM2LavbfcccdZ6d422234bHHHhPf7bQd1XynbHYq70btpptuApWo8eU7ZaE48LhMIBQIsHAPhSjzMTIBJhDyBIJduPd2DOC1J/ai+lgDitbkiIWcGspb0dcxiK4RNeyjCoR1N0GjVSOrOA1L1uZiy5VrkFGQsiCxZ+G+INi9GpTqg5MY8JThPtgzhDtXfQsWk3VctismKnTKchwdz3L/sI3qo2Fefw1ULaehrTkwaR4/f+MeFK7J8Wpu3HmcAAt3+Z4JwSLc5UvQPzOj8hM9PT0hUVv/TNUQvnBPuUeQy0tjcKbGvaxMapIGPYPA/f+dg4Jsndh2trdHXA8DXCVlKKucylwtlNiSu9Cm+VEGvmsNG/+c6XPba7AIdyrv8t/X3o/Ouj5k5KcIgT61UaZ7W103spam4Wt/+PSkRVPNIxa89eQ+HH2zHIO9Q2LtI8uIFaPOMegNOkRG62FSGdCWuROxte8i3WDFLd++SiSt+NoaGhrEwqlyzXDPycnBsmXL8N577/l6iHPebmICx3Q7u/XWW/Hoo4+e/fWrr74qhDp9x3d0dICuYePi4sTiybfffjuuu+66Oc+Ld8AEmMD8E2DhPv9MeY9MgAkwAdkRCHbhXr6/Gu//44ioRZm1JFW8Dtta24nBnmGYkoqQpe6B1WQVCz6FR+qQkBqD/BVZuPT2HeKGItCNhXugiXs/3kzC/dSeSnzn2l/AaXeKzLGpTdTpdYxO+rFlxUVQNxyD0th99uf0cOj+N+7xfnK8hSDAwl2+JwILd3nGJpSEO30Pf/zzx9DZbXMLRnFhJGqa3H9OHa+6JBmfuyXd6wBKqeHu9U592EDuQpvKZWi12qAQ7hs3boReH/hrRKlhp0VQf3jrb9HdPICC5dOXS2yu6kBydgI+/8DNyCgcTzSh6+Hff/Mp1J9qFtfKVM/dZrEJ2a5QKaDWqBCXEiNKzjRGlMBuscHQeBCFq7PxjUfvglLp/oaIlHnLXbhTdnhJSYkoKciNCTABJuBvAizc/U2Y988EmAATkAGBYBfuJ96vwJ4XjmBsFEjMiMWZA7Xoau5FRGwUjPo0JKNb3EgMD5qRmpMgbhRiEg3iFduVc8jU8TV0R48eRXd3d0hkGfrKaKG3cwn3/Px88YruxHbivTP43vW/hNPhhErtuRawW5Z7RCwUI/1nd6M3hOPHL38dOSUZC32oQTs+C3f5ho6FuzxjE2r/9jz0RCP+9sK5NTNcUVGpwqCP1MJknvxglF5WeugnS5GV7n2tarkId7kLbbnPj84RV4a73IX7QLcR9978a3Q39iGvNBMKDxKcru+bKtqRXpCML/zyE0jJSRQfg7/+5EXs/+dR0Bt7JNaHB0Yw1DcyvuB7GMRbelR6KSUnAWOaCFQZ1iH62PNISo/BHffdiJKNBT59ybmEO73hYDCML9Aql0as6K3G4uJi8UCfGxNgAkzA3wRYuPubMO+fCTABJiADAsEu3KuONuC95w+JEjKxydGoPdEIY98IFKk5iIAJ2jC7qEdJEjQ9LwkxSVGgzKAV24px2ad3BjwCoSY9Ag54HgacSbj3dw7ijtXfgt1ih1I9uX67a+hR56io705lBWhR1YmNblQ///NPiPJG3HwnwMLdd3b+3pKFu78J+7b/xf5vD73l1tXUK+QhicOuIQV+9Mcej7BWLIvB6erJZWV2b4/D1+7yrcQXC3dp5yQLd2mcpPSia/d7P/FLNJ5sR2xiNAxxkW6bDQ+aYOwdRtHaXHzld7eJMniD3UP4yW0PoaW6A4kZcaIUDb0Vah6yQKlWiOsWyngngR+daEBMQhQ6dblw9HTAYO/BNV+6GBfcvFnKFN36yF24U5JFUVER6DzlxgSYABPwNwEW7v4mzPtnAkyACciAQLALd6pD+dLD76LiYK14/bW9vgtWsx2OhBwkhPWB5CfVeaes9rzSDOgiNKgra8HyzUW45osXBTwCi116BByoHwacSbjTcD/51IPY/9IxkQVGr19PrLkpSsrYnWItgRv+8zLkrchCW10X1GoVSrcUIbeUs9rnI2Qs3OeDon/2wcLdP1znutfF/G9PU0Ubmqs7hFwcGTBhDGPQ6nV4fF84+ofdyRUVRKKu+VxZGaUS+NP9pUhJ0vqEmYW7NGzBINxra2vR2NgIuWe4E/Enf/V37HvmBEz9ViSmxyE8Unv2eoTqsdOiqQkZsbj0Uztw/o0bRJAOvnoCf7nvnyKjnUrNUKNSjCYS7iqFEO1UWsbpdIoyjKk5iRiFAg3OVCQaq3Dtly/Bro9tkhbwKb2IK/GVa4Z7QUEB6M++fft8Oj7eiAkwASbgDQEW7t7Q4r5MgAkwgSAlEOzCnbAfeascJ/dUgrLdKbvNagO0qanQmfswYjQjXK9B3Ie124f7R9DV0ocV25bg8jvOD3jUQqmObsDhztOAswl3kjvfuvynGCaxQ9L9w1e5xQJ7H/5/al4Sfvqv/5q0SNk8TY93wzXcZX0OsHCXZ3gWq3BvqelA7YkmtNZ0imxdQ3wkwsIgysi9Ww6c7HDP/FUqwxBp0GHE5BTB+siuBHzp09PXwZ4toizcZyM0/nsW7tI4Se11+NBhvPb7/RhsMqO3bQAKZZgoBWO3OuBwOEW5mKK1Objte9eIn1N779mDeOaBV2Ez2xCfFit+1tPaB2PfsHgzRKVWisWCHTYndHoN0vKTxRt7jb0qpEU78Lmf3Sgy5n1pchfuVEKQysrs37/fl8PjbZgAE2ACXhFg4e4VLu7MBJgAEwhOAotBuFO5mA9ePo7qE404/s4ZtA2qEDU2CH2kDvoonZCe2UvTodGqUF/WgujEKGy+fM2C1HAn4d7b24uLLgp8dn1wnqGBn/Vswp1mVHm4Dj+9ANVMSQAAIABJREFU/SH0dQ5izDkKUfo0DOJ17JzSDHzr8c8hMSM+8JMPkRE5w12+gWbhLs/YLEbh7rA7ceStMtSdbEZsskG8yTax1bdY8MfXPcfDVVZGrQrDnx4oRVK8xufAsXCXho6Eu0ajwbp166RtsAC9XBnuGzZsQERExALMQPqQ9F070DcAUx1w9O3TGOofAX0mVColImP0WLF9CS69fYd4EOVqR98swxM/+AcGuoyipju9oWcxWdHZ0AOb1S6EOzV6OzQ8KhzJWfGiZCOd47lri3DPn24T1zm+NJdwX7t2LaKjo33Zhd+2oXshEu60cOoHH3zgt3F4x0yACTABFwEW7nwuMAEmwARCgMBiEO4UJjqO5qoOvP3Ufhw83I3R7jZR0z09PwnxKTGw2+zobOoVNyP5KzLxkdt3IjJaH/AIs3APOHKvB5Qi3Gmndqsd+146ioOvnIBpyCxkz/Zr12PlzqU+35B6PdkQ3YCFu3wDz8JdnrFZjMK9o6EbZfuq0dPWj5ySdDfwdF3w86dN6DeNS8SJrTAvAvWtdlx5USI+f2vmnILGwl0aPirVoVarWbhLwzVrL/quHRoawvbt22EetqDiUB1MRosoLbPkvFxEeLjGpTKM933id2g804bYJAP0UeHi+pky5OkNUbvNIf5fqVQiPEonEgpovZrEzDh86vvXoXh9/qzzmq5DU1OTWJRWrsJ9yZIlyMrKwoEDB3w+Rt6QCTABJiCVAAt3qaS4HxNgAkwgiAksFuHuCkFPrwV7XjyO3tpmdLf0iZsQKvlBr8rSzQVl9Gy5Yg0yClMWJGos3BcEu1eD0g0sZeLRAlqU8cRNfgTef/99Malt27bJb3IhPiMW7vI8ARajcG8ob8GpfVUIQxgS0sfLY0xtr+wzYW+Fe0YuJekmJUfgx1/PhrWvH7QgttPhhFqnFvWwKbNXq5dW011Owl3OGeQs3Of3u4G+a41GI3bs2OHVjl/6/dt46y/70NvaL0owRcREiDf06JqZsuTplT2lUoGo+AhEGPQieYVqt5duntv1kNyFe3FxMdLT03Ho0CGveHJnJsAEmIAvBFi4+0KNt2ECTIAJBBmBxSbcG1vMyEjVoupIPWpPNmGwZ0gsAKXRqYRkL16Xj/jUmAWLEgv3BUMveWCXcHctoCV5Q+4YMAIk3OlV+K1btwZsTB5IGgEW7tI4BbrXohTup1tRtq9KlL9IyvRcwquuYQgPvz1ev3pqu+6SOCxPMIryGsa+ITjso+JaITrBgNiUaBSfl+dWpsbTfuQi3OUutOU+P4ptXV0dGhoaECwlZXwR7vSm55M/fAEn368QCw2bhyzitKZyMpTVTuUXl24sQHxqrFj4nUrTqLWeP0PefI/JXbgvXboUqampOHz4sDeHxX2ZABNgAj4RYOHuEzbeiAkwASYQXAQWm3Dv6LIgJUkngkDHRtk6o45RhEfqoNX7XqN1vqJKF/L9/f3YvXv3fO2S9zPPBFi4zzNQP+yOhbsfoM7TLlm4zxPIed7NYhTuve0DOLWnEq21nchblokwRZgbtZbqDjxzPBo9Q5N/p1GH4T8+Gob+pnZow7WISY6GWqOCZcSKvo4BKFVKZC5JwcrtS8X1w0yNhbu0k5WFuzROUnsdP34cg4ODXme40/5p7aNjb5Vj3z+Por2uS1wv6yK0WHNBKbZcdZ5fElNcwn3NmjWIiVm4xBdPfOn4S0pKkJycDEqM4cYEmAAT8DcBFu7+Jsz7ZwJMgAnIgMBiEu7DIw5oNQqo1b4t6BSIcLBwDwTluY3Bwn1u/AKxNQv3QFD2bQwW7r5x8/dWi1G4k+imhdJp0VSlRinKwLgWdKRrm/5OIwa6jWiwp+Ct485JiHes0qIkqgNqjdotO35slNaEaRcLT5ZsLEDusplrvLNwl3b2knBXqVRYv369tA0WoJcrw53mGBkZuQAzkD7kXIT7xFGo9KLd6kBEdLh40OSv1tzcjOrqashVuJeWliIxMRH0XcmNCTABJuBvAizc/U2Y988EmAATkAGBxSTcTWYn9OH+u1mYj3CxcJ8Piv7dBwt3//Kdj72zcJ8Piv7ZBwt3/3Cd614Xo3AnJlR7/cyhOrTVdsJqtiEyJgIKRRiGB02i7FRaXhL0aSn45v2tZxFSdvsXPxqGnpoWUTLDk2QcMZrQ1dSDglU5WHfxCrGv6RoLd2ln5/79+8VinCzcpfGarRcJ94GBAezcuXO2rrL4vdyF+7Jly5CQkCAy3Gf6vMsCJk+CCTCBoCfAwj3oQ8gHwASYABOYncBiEu5O5xiUyulvimen4f8eLNz9z3iuI7BwnytB/2/Pwt3/jH0dgYW7r+T8ux3FpbOzE5dccol/B1qAvZN0ry9vgbF/BCMDJlEeg8rAGOIikVGQjNS8JNz19ZOoqTeJ2X1kZyxWxfeKRSKzl6Z7nDFluVcdrUfRWhLuK0W5mekaC3dpQWfhLo2T1F4nTpwQJQqDTbivXr0asbGeFzmWeuzz3Y++M5YvX464uDiR4c7Cfb4J8/6YABOYSoCFO58TTIAJMIEQIBDswp0y2hpPt8DYMwSEAXEpMcgsTp/x5nghw3ro0CGRkcQ13BcyCjOPzcJdvrFxzYyFu3xjxMJdnrFZzMKdiJP0HugewlDfMMbGAH2UTtShdmWv//X5VvzxyWaoVWH45bdzcObdk2ir60TO0nRExUVCpZ4s1O1Wu5D4RWtysf7SlVAqpy9Vx8Jd2jkfDMK9vr4e9CcYSsqwcJd23knpRfdCK1asELXl6buShbsUatyHCTCBuRBg4T4XerwtE2ACTCBICASzcK84UIPy/ZUY6DJihF4fRxgiYyMQmxKNlTtKkLs8S3ZRIOFOi1xdeOGFspsbT2icgNFoBNWaLSwsRH5+PmORIQEW7jIMyodTYuEuz9gsduE+G/X2Tgs+cfdx7Firx4WlNpTtq0ZHfTcMCZGITYwWfydlJZytAU/Z7w6HA0vW5qF0U+GMu5eTcJdzjXQW7rOdpd79PtiEe0tLC6qqqiDXDPeVK1fCYDCASvWwcPfuXOTeTIAJeE+Ahbv3zHgLJsAEmEDQEQhW4V6+rwrH3y5DQ1kzlGolDPFRoFfAB3uMon5rdmkmNl6+RnbSnYW7/D8iLNzlHyMW7vKNEQt3ecYm1IW70+HEZ796DBeXmGDt7cWw0YzB7iH0dxmhN+iQmB4n3pBLy0/GUP8Ielr7kVWcimWbixCfNnP5C7kId7kLbbnPjz65rgz3devWISoqSp4f5g9nxcJ9/sJD90KrVq1CREQETp48ycJ9/tDynpgAE5iGAAt3PjWYABNgAiFAIBiFu8loxsu/fxOVh+qQmBmH+LS4s5Gi4+ls6MZw/zCKNxbiss9cKKvyMizc5f+hYuEu/xixcJdvjFi4yzM2oS7cW6raceCdWli6u5FWkAJtuAbNVe3o6xxEb1s/RgZGEJ1oQHSCATFJUYhNjkF6XhKKzssTfWdqLNylnfMffPCBEJkbNmyQtsEC9Ao24d7X14fzzz9/AUh5P6Qrw53ENtVKl1OjewfKvA8PD8epU6dYuMspODwXJrBICbBwX6SB5cNiAkyACUwkEIzCvXxvJfa+cEhkp3kqG0PHVH2kDqn5ydhx/UbkrciWTdBZuMsmFNNOhIW7/GPEwl2+MWLhLs/YhLJwJyF+7O1y1B5rFCXnqGY7tVHnqFg4dbBnSIj34cERGOKikJAWg3C9Fob4SGh0asQmRyOjKA0xSQaPwWXhLu2cZ+EujZPUXpSJ3dvby8JdKrAZ+tF9w5o1a6DValFWVsbCfR6Y8i6YABOYmQALdz5DmAATYAIhQCAYhfv7zx3AoVePIzIuUrwC7qlRljvdTG+6ci3Ou2ilbCJ58OBB0KKcF1xwgWzmxBOZTICFu/zPiPfee0/UWt66dav8JxtiM2ThLs+Ah7Jwp7fijr51Cg3lLchfmYMwRdikIFG5GSojc/SNUwiP1CI+NRYOuwMqlRIOpxOGuEgkZsZjyXn5SMlNcgswC3dp53wwCPeGhgbU1dUhGErKBJtwb21tRWVlpSjdIscM97Vr10KtVqO8vJyFu7SPNPdiAkxgDgRYuM8BHm/KBJgAEwgWAkEp3J89gIP/Oi6yz+i1b0+tq7EHDocTm69Yi/MuZuEeLOejHObJwl0OUZh5Dizc5RsjFu7yjE0oC/fhAZMQ7s2V7chf6fmNt+7mXhx765SQ8aWbi5CYHg+FUgG71Y6e1j6YRyzIKc3A6guWIzImYlKQWbhLO+dZuEvjJLUXC3eppGbvR/dC5513HpRKJU6fPs3CfXZk3IMJMIE5EmDhPkeAvDkTYAJMIBgIBKNwP/HOaex/8QhGBkzILs3wiLn6aD2SsuKx7doNKFqbJ5tQcIa7bEIx7UQGBwdBi7sVFhYiPz9f/hMOwRmycJdv0Fm4yzM2oSzc7TYHjrx+ErUnGkVpGK1+ck12Euan91WBrhuyl6Zj+bZi8QbNxNZa3Q6NXoOSTUVu1xRyEe5yF9pynx/F25XhTvLVYPBcQkgun3AS7j09Pdi1a5dcpjTjPFwZ7itXrkR8fLys5kz3QvRWA60xcObMGRbusooOT4YJLE4CLNwXZ1z5qJgAE2ACkwi4bhSDCctQ3zBe+ePbqDxUi/TCFLHI2cRG2Wi0CNrSjQVi0dTZFjwL5LGzcA8kbd/Gcgn3oqIi5OXJ52GNb0ezOLdi4S7fuLJwl2dsQlm4U0Sqj9Sj8nAtLCYb0gtSJpWVoWuKw6+fAJWeWbmjBKkeysaYh8xoq+tE4do8bProWo/XUSTtpor6QJ4Nchfacp9fsAl3Wtyzu7ubhfs8fMjos7t+/XrQ3xUVFSzc54Ep74IJMIGZCbBw5zOECTABJhACBIJRuFNY6PXwsvcrRE1WvSEc0QlRGBsdw0D3EOwWG3KWZWLt7hUo3lAgqygeOHAAw8PDXMNdVlGZPBkW7jIOzodTY+Eu3xixcJdnbEJZuFON9taaDpHF3tHYA61Ojfj0OGh0GlhNVrRUd6CzoQtqjQprL1oOrU7rFkTaR82xBixZly/Whpko1jnDXdo5T9c/JDQ3btwobYMF6BVMGe7BJtzb2tqEzJZrhjudl3a7HVVVVSzcF+Czx0MygVAjwMI91CLOx8sEmEBIEghW4U7zPv7vcpG11t85CNOgCQgDImMjEJsUjZLNS0QdVrk1uuEcGRkJmowkufELxHxYuAeC8tzGIOFOtVa3bNkytx3x1vNOgIX7vCOdlx2GonCn64TWqnZ0NvaAstgHe4zobu4D/RxhYWIxVLVOA7VGie7mHrHQesnGJW6LqlIAKPu9vaELhWtyOcPdxzMyGIR7Y2MjamtrRT1vuZeUYeHu44noYTN6ELRp0yZYrVZUV1ezcJ8/tLwnJsAEpiHAwp1PDSbABJhACBAIVuHuCg3dRNedbIKxZ0gI97iUGOQuzxJZ73JsLNzlGJXJc2LhLv8YsXCXb4xYuMszNqEm3Emg1RytR0t1OzobukVQdBFaWIYtGOgZgjZci+jEKOStyEZCRhyaTreg7lSzeGAfk+heu7u5sg3hUTrxIL9gde6kIHOGu7RznoW7NE5SewWrcF+xYgUSEhKkHmZA+tH3xebNm2E2m1FTU8PCPSDUeRAmENoEWLiHdvz56JkAEwgRAsEu3IMtTCzc5R8xFu7yjxELd/nGiIW7PGMTasK9u7kXZz6oAony5OxERMVFng2MediCtpoOJGUliJrs2SUZaK5oQ8XBGrRUtSE+LU5Id6VKCavZBloXxma1iwVV11y4HBHRehbuPpzmwSTc165di+joaB+OMnCbuIT7+eefHxSC2FVSRs7C3WQyiTccaPFUbkyACTABfxJg4e5PurxvJsAEmIBMCLBwD2wgaNEwyqChGyRu8iTgEu5LlixBbu7kTEZ5zjj0ZsXCXb4xZ+Euz9iEmnAv21MhMtw1eg3iU2PdgjI8MIKelj4UrM7BqguWQ6EIEwuxUwmanrZ+0O+pbBVlvlImfGJGHJasKxCSfmrjDHdp53wwCPempiaR4RwMwr2srAxdXV3iejIYBHF7ezvOnDkDuQp3KlFHayzV1dUFBU9pnzruxQSYgFwJsHCXa2R4XkyACTCBeSTAwn0eYUrYFQt3CZAWuMvAwAAoTizcFzgQMwzPwl2+sWHhLs/YHD9+HB0dHbj44osXvUxy2B048toJVB+tR+6KLKjUKregkEivP9mE9MIUrNq1DIb4KCHXqfxMW10nhvtH4HSOioVUSdinF6bCEH8uS37iDuUi3OUutA8ePCjq58t50VQW7v77/pK7cN+6dSuMRiPq6+sX/Xek/6LMe2YCTEAqARbuUklxPybABJhAEBNg4R7Y4LFwDyxvX0Zj4e4LtcBuw8I9sLy9GY2Fuze0Atc3lIS73WrH4ddPouZonSgZM132b2N5M5KyErH6gmWInlK33WKyYtQxCrVOLaT7TI2Fu7TzmIS70+kUi1PKtQWjcN+5cycUCoVckZ6dl0u4L1++HImJibKaLz1s27ZtG+j6r6GhgYW7rKLDk2ECi5MAC/fFGVc+KibABJjAJAIs3AN7QrBwDyxvX0Zj4e4LtcBuw8I9sLy9GY2Fuze0Atc3lIQ7XdccfeMUao7VixIwU2uuE3WHzYGGsibkrsgWddl1ETqfg8HCXRo6Fu7SOEnt5SopEyzCnd6wOX36NOQq3Hfs2IG+vj6R4R4MDzCknifcjwkwAXkSYOEuz7jwrJgAE2AC80qAhfu84px1Z/v374fFYuEa7rOSWrgOLNwXjr3UkVm4SyUV+H4s3APPXMqIoSTciUdDWbNYBHWobxgZRalQKCdnAHc0dAOjYyIDvmRzkRSE0/Zh4S4NXzAJ9zVr1iAmJkbagS1Qr/LycnR2doKF+/wEgIR7d3c3GhsbWbjPD1LeCxNgAjMQYOHOpwcTYAJMIAQIsHAPbJBJuFutVnGDxE2eBFi4yzMuE2fFwl2+MWLhLs/YhJpwt4xYcOr9CrRUtoFKzMSmxECn18JmtWOgaxBOuxMZxWko3bTErZyMtxFk4S6NWDAI9+bmZlRXV4OFu7SYetPLleG+bNkyJCUlebNpQPrSdTk9wKCyQpzhHhDkPAgTCGkCLNxDOvx88EyACYQKARbugY00C/fA8vZlNBbuvlAL7DYs3APL25vRWLh7QytwfUNNuBNZY+8Qqg7Xob9zAMZuI+w2BxQqpVggNSbRgPxVOUjMjJ9zEFi4S0NIwt3hcGDz5s3SNliAXsEo3CkzW6lULgAt74aUu3A///zzQXXm6Rxg4e5dbLk3E2AC3hNg4e49M96CCTABJhB0BFi4BzZkLNwDy9uX0fr7+3HgwAEsWbIEubm5vuyCt/EzgXfffRcqlQpbtmzx80i8e28JsHD3llhg+oeicCeylN3e1dyL3tY+8d9KlVJkuydnJ8ypbvvEqMlFuJPQprls3LgxMCeVl6McOnQIdrudhbuX3Kbr7iopEyzCnbLHac5yzXDftWsXWltb0dLSwsJ9ns5R3g0TYALTE2DhzmcHE2ACTCAECLBwD2yQWbgHlrcvo7mEe3FxMXJycnzZBW/jZwIk3NVqtazFjZ8RyHb3LNzlGZpQFe6BiIachLvT6cSmTZsCcdhejxFMwn316tWIjY31+hgDuQEtQEpZ4yzc54f6BRdcILLbSbpzhvv8MOW9MAEmwMKdzwEmwASYQEgTYOEe2PDv27cPNpuNa7gHFrtXo7Fw9wrXgnRm4b4g2CUNysJdEqaAd2Lh7j/kLNylsWXhLo2T1F7BKtxLS0uRnJws9TAD1u/CCy8UC6a2tbWxcA8YdR6ICYQuAc5wD93Y85EzASYQQgRYuAc22CTc6ZVqykjiJk8CLNzlGZeJs2LhLt8YsXCXZ2xYuPsvLizcpbENBuFO5USqqqrAGe7SYupNr66uLpSVlUGuwn337t2or68Xddw5w92byHJfJsAEfCHAwt0XarwNE2ACTCDICLBwD2zAWLgHlrcvo7Fw94VaYLdh4R5Y3t6MxsLdG1qB68vC3X+sWbhLY8vCXRonqb1cGe7bt28Xa5rIvclduF900UWora0VZXpYuMv9bOL5MYHgJ8DCPfhjyEfABJgAE5iVAAv3WRHNawcW7vOK0y87Y+HuF6zzulMW7vOKc153xsJ9XnHO285cwp2kEsukecMqdsTCXRpPEu5UUk/Oi10HY4Z7sAn3kpISpKSkSDtpAtjr4osvFm830IMB/o4MIHgeigmEKAEW7iEaeD5sJsAEQosAC/fAxpuFe2B5+zIaC3dfqAV2GxbugeXtzWgs3L2hFbi+LNz9x1pOwt3hcMh2MenDhw/DarUGhXBftWoV4uLi/HfSzMOez5w5I8qfsHCfB5gALrnkElRUVKC7u5uF+/wg5b0wASYwAwEW7nx6MAEmwARCgAAL98AGee/evXA6neIGiZs8CfT19eHgwYMoLi5GTk6OPCcZ4rNi4S7fE4CFuzxjw8Ldf3GRi3CXe8kWFu7zew4Gm3AnkX3q1CnINcP90ksvBZXp6enpYeE+v6cq740JMAEPBFi482nBBJgAEwgBAizcAxtkFu6B5e3LaC7hvnTpUmRnZ/uyC97GzwRYuPsZ8Bx2z8J9DvD8uCkLd//BZeEujW0wCPfW1lZUVlYimDLct23bBrVaLS0IC9hL7sL9Ix/5iFjUtbe3l4X7Ap4nPDQTCBUCLNxDJdJ8nEyACYQ0ARbugQ0/C/fA8vZlNBbuvlAL7DYs3APL25vRWLh7QytwfU+cOCHKT3AN9/lnzsJdGlMW7tI4Se3lynAPNuFOyQypqalSDzNg/S677DKcPHkSdA3INdwDhp0HYgIhS4CFe8iGng+cCTCBUCLAwj2w0WbhHljevozGwt0XaoHdhoV7YHl7MxoLd29oBa4vC3f/sWbhLo0tC3dpnKT2onrjbW1tYOEuldjM/S6//P+3d2+/dhXkGocHBTlceaEYEWjihYcU1BiDgnK4AO+28RwV9Y5/wv8K1BD1QjlIjPEQ1AhEDSSKZwWkpaVFws5YZppFbbvGPLxjjdX3abKzd3DOb67v+abs8utkrf8bxr9PCu678TSFAIFLCwju3iEECBAoEBDc5z3yD3/4w2E09z3c53Vf59UE93W0DuexjzzyyHD11Vcv9ocDHo7KMl5VcF/GHc7/KgT33F0E92m2Y3B/9dVXhzvvvHPaEw7hUatvKfOhD31oeNvb3nYIX8H0lzxqwX383ujjJ8iX+gn3T33qU8P4/79efPFFn3Cf/jb0SAIENhQQ3DeE8zQCBAgcJQHBfd5rjcH9jTfe2PtEkl/LFBDcl3mX/V+V4L7cGwnuy7yN4J67i+A+zfZnP/vZcObMGcF9GteBj1oF9/EPMMY/gF76r6UH909/+tPD+IdCL730kuC+9DeTr4/AZSAguF8GR7QCAQIEDhIQ3A8S2u1/Lrjv1jMxbfyBWT/5yU/2PoXlh6YmhLefKbhvb5iaILinZLebK7hv53epZy8puJ87d274xCc+kVt2i8lHIbiP36JlDNlH4RPu4w93HT+Rf9SC+/vf//7hXe961xbvpMxTP/OZzww//vGPh5dffllwzxCbSoDAPgHB3duBAAECBQKC+7xHFtzn9d7k1VbB/cSJE8Px48c3GeE5YQHBPQy8xXjBfQu84FMF9xzuUoL70r9HuuC+2/eg4L5bz89+9rPDj370o73gfuWVV+52uGkECBA4T0Bw95YgQIBAgYDgPu+RH3/88eGKK65Y9L9SPa/I8l5NcF/eTc7/igT35d5IcF/mbQT33F0E92m2gvs0p6mPOmrBffy91fj3oaV+wv1zn/vc8MQTTwwnT54U3Ke+CT2OAIGNBQT3jek8kQABAkdHQHCf91aC+7zem7ya4L6J2rzPGYP7NddcM9xxxx3zvrBXO1BAcD+Q6FAeILjn2AX3abZjcD99+vSif4bN6lvKfPCDHxze/va3T1vskB4luO8Wfgzu47+FeurUKcF9t7SmESBwAQHB3duCAAECBQKC+7xHFtzn9d7k1QT3TdTmfY7gPq/3Oq8muK+jNd9jBfecteA+zVZwn+Y09VGr4D5+z/7xD6CX/mv1Cff3ve99w4033ri4L/fzn//88Nhjjw2vvPKK4L646/iCCFx+AoL75XdTGxEgQOB/BAT3ed8Ugvu83pu8muC+idq8zxHc5/Ve59UE93W05nus4J6zFtyn2f785z/fi5l33XXXtCccwqP+/Oc/D08//fRwFD7h/pvf/GZ4/vnn935IruC+/ZvlC1/4wjD+3mL8tzB8D/ftPU0gQODSAoK7dwgBAgQKBAT3eY88fnrm2LFjvof7vOxrvZrgvhbXoTxYcD8U9kkvKrhPYpr9Qavg/slPflJM2rG+4D4NVHCf5jT1UUctuL/wwgvDk08+OSz1E+5f/OIXh+9///vDmTNn/D1y6pvQ4wgQ2FhAcN+YzhMJECBwdAQE93lvNQb38ZMz4yeS/FqmwD/+8Y/hpz/96XDixInh+PHjy/wiy78qwX25bwDBfZm3+eUvfzmM359acN/9fZYU3F999dXF/oG+4L7b957gvlvPL33pS8P3vve94ezZs4L7bmlNI0DgAgKCu7cFAQIECgQE93mPLLjP673Jq62C+y233DLcfPPNm4zwnLCA4B4G3mK84L4FXvCpgnsOdynBffwe6eOnc++8887csltMPkrB/QMf+MBw/fXXb7Ft/qmr4P7xj398uPbaa/MvuOUrrD7h/t73vne46aabtpy2+6d/+ctfHr7zne8M586dE9x3z2siAQLnCQju3hIECBAoEBDc5z2y4D6v9yavJrhvojbvcwT3eb3XeTXBfR2t+R4ruOesBfdptmNwP3Xq1HD33XdPe8IhPGr1PdyPQnD/7W9/O/zhD38YBPfdvFG+8pWvDA8//PDw2muvCe67ITWFAIFLCAju3h4bOWQ/AAAgAElEQVQECBAoEBDc5z2y4D6v9yavJrhvojbvcwT3eb3XeTXBfR2t+R4ruOesBfdptuPfG06ePLno4P6Xv/xleOqppwbBfdpN13nUiy++OIzvgaV+wv3+++8fvv3tbw///ve/Bfd1DuuxBAhsJCC4b8TmSQQIEDhaAoL7vPd69NFHh7e85S17n0jya5kCgvsy77L/qxLcl3sjwX2ZtxHcc3cR3KfZCu7TnKY+avUJ9zvuuGO47rrrpj7t0B639OD+1a9+dfjWt74luB/aO8QLE+gSENy77m1bAgRKBQT3eQ8vuM/rvcmrCe6bqM37HMF9Xu91Xk1wX0drvscK7jnr8fdR46dix/997Nix3AsdMHnp38NdcN/tW+OoBvf3vOc9i/z5OF/72teGb37zm3vfUuaqq67a7bFMI0CAwHkCgru3BAECBAoEXn/99b1/UPRrHgHBfR7nbV7l73//+zCGCz80dRvF7HN/8IMf7P2QuPGTfX4tS0BwX9Y9Vl+N4J67i+A+zfYoBfdbb711eMc73jFtsUN6lOC+W/ivf/3rw0MPPbT3Q1PHfxPVLwIECCQFBPekrtkECBBYiIDgPu8hBPd5vTd5tVVwH/+B+6abbtpkhOeEBQT3MPAW4wX3LfCCTxXcc7hLCu6nT58e7rrrrtyyW0wW3LfAu8BTf/e73w2///3v9/7g+Sh8S5mXXnppGH9w7vmfcH/jjTcuCHOhv77OY8eh68x44IEHhgcffHA4e/bscPXVV+/2WKYRIEDgPAHB3VuCAAECBQKC+7xHHr8Vxvgbed/DfV73dV5NcF9H63AeK7gfjvuUVxXcpyjN/xjBPWe+lOA+xsxXXnll0cH95ZdfHu65557cMbac/Ne//nX49a9/PRyFT7hvG9zXidfrPPZioXsM7r/61a+Gd7/73cONN97430vtn33FFVf8zwUv9NfGB+36sd/4xjeG7373u3v3v+aaa7Z8J3k6AQIELi0guHuHECBAoEBAcJ/3yL739Lzem7ya4L6J2rzPEdzn9V7n1QT3dbTme6zgnrMW3KfZPvnkk8O//vWv6uC+i3C9CtrPPvvs8Pzzzw+33Xbbfz/hvs4nuucO3eM/b5w5c2YvZl/oE+T7A/rq/77QXzs/ticee7HIP+2d7lEECBA4WEBwP9jIIwgQIHDkBQT3eU8ouM/rvcmrCe6bqM37HMF9Xu91Xk1wX0drvscK7jlrwX2a7WEG96mh+29/+9vw1FNPDSdOnBiuv/76Ny02dcbqSVMev82ntMdPjJ88eXK44YYb/ud7jk+du07Q3h+6D3reQf/5lFnT3lUeRYAAgaMpILgfzbv5qgkQILCWwPgDU/3Q1P+QzfGJFsF9rbfnoTxYcD8U9rVedAzu4/esvf3229d6ngfnBQT3vPEmr7AK7vfdd99w1VVXbTLCcy4iILhf/K2xPzr/4he/2PuE+913333B7609Ttn0E9r7v4KDZlzqW5SMX9/4fdGPHz8+vPWtb73o7wunBu2L/d5ynSA9JU5P/ZT3lNf1X3QCBAgQyAsI7nljr0CAAIFDFxhj+7lz5w7967jYP2gdxheWDO+PPfbYcO211w4f/ehHD2O1Q3vNpOmulxqD+xgNb7nlljd9n9Fdv86u5h0l213tPP7B1RjcP/axj+1q5JvmNJruClJw35XkbucI7rv13D9ticF9yqerVzus89hL/V7toND9zDPP7H0i+/zf/+wyXu+/y0Fzl/QtTHLvTpMJECBAYIkCgvsSr+JrIkCAwI4FVv+guOOxe+Mu9g9xide61MylfB3j13j69Om9T0yNsfAo/FqS3Vxep06dGv74xz8O73znO/c+4bbpr0a7Ta3Of95Bdk888cTeH1x95CMf2dVLXnCO8L4+7/gp1vEPrcZPUl/oF9P1Tac+41K24w8r/NOf/jTce++9PuE+FXTiv/m2P7hf7AYHxej9X9I6AXz/Y8cbjz80dfw3f+b+/tyrr3/KD7jcJHRP+WT21E95j1+rvw+t8V8C
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