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Jupyter Utilizado no Blog do LAMFO
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Classificação de Imagens com Redes Neurais Convolucionais.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "O-IZM1qiyOYo"
},
"source": [
"# Classificação de Imagens com Redes Neurais Convolucionais \n",
"\n",
"Segue aqui os códigos utilizados na postagem do [Blog](https://lamfo.unb.br/blog/). \n",
"\n",
"Caso esteja logado em sua conta Gmail sinta-se a vontade de executar passo-a-passo do código e testar suas próprias variáções."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6xLWaNQavPaY"
},
"source": [
"## Trabalhando com Imagens\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "bu7gqP01cKN-",
"outputId": "3217f1f8-f132-4fe3-a174-747647aace70",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"from PIL import Image\n",
"import requests\n",
"from io import BytesIO\n",
"import numpy as np\n",
"\n",
"# Url da imagem \n",
"url = 'https://drive.google.com/uc?export=view&id=1jUQolidhePedzY_JaRPFfrPa-v75HnVT'\n",
"response = requests.get(url)\n",
"image = Image.open(BytesIO(response.content))\n",
"\n",
"# Transfoma a imagem em matriz\n",
"image = np.array(image)\n",
"\n",
"print('As dimensões da imagem importada são {} x {} x {}'.format(*image.shape))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"As dimensões da imagem importada são 384 x 512 x 3\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "ThuIg4C0cKMn",
"outputId": "16da394e-d70d-4a91-a7f1-1ad80ca18821",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 252
}
},
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"# Figura Importada\n",
"plt.imshow(image)\n",
"plt.xticks([]), plt.yticks([])\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7xfWIPUa0QCg"
},
"source": [
"### Figura em RGB"
]
},
{
"cell_type": "code",
"metadata": {
"id": "WZMcoy8sd9b8"
},
"source": [
"from numpy import array, zeros_like\n",
"\n",
"titles = ['Original', 'Red', 'Green', 'Blue']\n",
"\n",
"def channel(image, color):\n",
" if color not in (0, 1, 2): return image\n",
" c = image[..., color]\n",
" z = zeros_like(c)\n",
"\n",
" # Substitui por zero os outros dois canais\n",
" return array([(c, z, z), (z, c, z), (z, z, c)][color]).transpose(1,2,0)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Pl0CPa0ocKJZ",
"outputId": "b4f99db7-af46-48e2-852c-346a0f9dfba5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 169
}
},
"source": [
"colors = range(-1, 3) # Cor: Original, Red, Green, Blue\n",
"\n",
"fig, axes = plt.subplots(1, 4, figsize=(13,3))\n",
"objs = zip(axes, titles, colors)\n",
"\n",
"for ax, title, color in objs:\n",
" ax.imshow(channel(image, color))\n",
" ax.set_title(title)\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 936x216 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "C8X5uNK11NIE"
},
"source": [
"### Camada de Convolução\n",
"\n",
"Utilizando a figura importada vamos testar munalmente alguns filtros de convolução."
]
},
{
"cell_type": "code",
"metadata": {
"id": "pNhtf2-OcKGT"
},
"source": [
"def ManualConv(image, filter):\n",
" conv = []\n",
" for c in range(image.shape[2]):\n",
" img = image[:,:,c]\n",
" sub_shape = filter.shape\n",
" view_shape = tuple(np.subtract(img.shape, sub_shape) + 1) + sub_shape\n",
" strides = img.strides + img.strides\n",
" sub_matrices = np.lib.stride_tricks.as_strided(img,view_shape,strides)\n",
" prod = np.einsum('ij,klij->kl',filter,sub_matrices)\n",
" conv.append(prod)\n",
"\n",
" conv = np.array(conv)\n",
"\n",
" # Soma as 3 dimensões: R,G,B\n",
" conv = conv.sum(axis=0)\n",
" \n",
" return conv"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "LjsUF_txfsQq"
},
"source": [
"# Estamos aplicando 3 diferentes tipos de kernel na imagem\n",
"conv_filter = np.array([ [[-1,-2,-1],[0,0,0],[1,2,1]],\n",
" [[-2,-1,0],[-1,1,1],[0,1,2]],\n",
" [[1,0,-1],[2,0,-2],[1,0,-1]] ])\n",
"\n",
"conv_img = []\n",
"for i in range(conv_filter.shape[2]):\n",
" cimg = ManualConv(image, conv_filter[i,:,:])\n",
" conv_img.append(cimg)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EG7PH31nJzpJ",
"outputId": "451f5aa5-2bfe-4ca9-bb9d-fc653f4d717d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 240
}
},
"source": [
"pos = np.arange(3)\n",
"titles = [str(img) for img in conv_filter]\n",
"\n",
"fig, axes = plt.subplots(1, 3, figsize=(13,3))\n",
"objs = zip(axes, titles, pos)\n",
"\n",
"for ax, title, pos in objs:\n",
" ax.imshow(conv_img[pos], cmap=plt.get_cmap('gray'))\n",
" ax.set_title(title)\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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mTYQQmpL+lBZvGM2SJcvlljdK+mghif+gCq0oWa6GZHD+GpUQQlfSj0p6Z4zx4HHfT5YsWc4lbUlFez2Q1HmV7+OfaBbYf+VVvm6WLFkeTS6L78jyCkhua3kNypz1+nlJ/yrG+F2P+36yZMlybhlI6hY+60p6yZaWV0pCCN8t6XMkfWHMr5DOkuWqyLl9RwjhKUn/L7/PF3ZnuUSSmfPXmIQQ6pJ+RtJzkv7aY76dLFmyXEw+JOlN/BJCeEZSXdJHXo2LhxDeKemLNetb7b0a18ySJcsrIh+S9EwIwZnyN+mM1rQY48djjG3+vWp3mOXcksH5JZQQQkOzgCxJ9fnv5zmuKum9ko4kfU2McXrB65bm16rOfg2NEELtIufIkiXLy5L3SPqSEMLnhxBakr5D0k+fZzGolLZDa0gKkqpzGz6Xnw8h/E+SvlLS22KMO494/1myZHkZ8qjxP8b4EUn/VtI75nb/ZZI+V9JPXeDafr3a/DzhAref5RWSDM4vpxxpVqKSpN+f/34eeYukPy/piyTtz192MAghfP45j/+C+bV+UdJT85/fd+67zpIly8uSGOOHNNs3+D2S7mnWL/r2C5zifZrZ7VskvWv+8xec89i/q5nd/4H5jv/5AtfOkiXLy5dHjf+S9Bcl/UlJe5L+nqS/EGO8f4HjPzy/3pOarTc5kvT0BY7P8gpJ7jl/dSVKOpG0HUL45hjjD5z5pRgfKVONMf4LzRizR7u5GH/zxY4PIXxYM6P9yfnvn6nZvuo1ST/8qNfNkuVTRM5r/z8u6ccf6QIxvvWRb+5F/M68Xe6uZlW1/3X+2Z/TjJWrS8pbr2XJ8uLySY3/82M/JumtL+P41z3sbyGEd0j6Js2eIc4/+1VJb5b0O496zSxnS8jrfbJkyZIlS5YsWbJkuRyS21qyZMmSJUuWLFmyZLkkksF5lixZsmTJkiVLliyXRC7Uc95sNuP6+rpCCAohKMaoyWQiSWJBry/sjTEqxqhyuaxyuaxSqaTT01NNp1NNp9N0DheOjzGm7/F5qVRSpVJJv3N+Sel8IQSVy2VNp1NNJpP0GcdzzhjjA/fMtUql0tI1zhK/T77Ddfjcx8l/9+P8/C82Hi8mfOf09HTp+379h32/eN/+e/F4xg1hnIrjgDCe/MwcFK/F8Q97Nr8HrnnW9R52/MM+83O5rhX1g3t2fSmXy5pMJhqNRiqVSg88F9/ze4wxpu+enp4qxqiDgwMNh8MrsRq+3W7H69evS9KSfZXL5fQdHzd8Q6VSSXPPWJ81d8wp41M8X7lcVqVSWbIdH2P/n+v55/636XS6pL88k/RwX8ZnbtM801n+5Kx7KvoHxgP98WebTqeq1WoKISR98fPjW5mLSqWSxq5oV35v+G3X67N8WNE+/HjEn784p/77dDpVuVx+4PmL83LW79hmvV5PujOZTDQej1WtVs8cl7PmsThH6JL7QZ7V/R9/c30p6vCLxT/ijo81n+3s7Kjf718J+280GrHdbqdYXiqVNB6Pl2wJfZBm9sr4PmzeXRgfxsoxQtHmXO/8vPxtMpmk66LnHv+LOs///tnDfBTPiV0Wn+esWHWWvBRGKJVKGo1GS89VtLPpdJrs/uTk5AE95Zn9++Cx8Xi8NPYvJpznLD/2MDkr/hWv9bDz+JiA+U5OTtLPPDPj81I4qijudz0unYWZzvIrlUpFk8lEk8lkya8Vx8yv43pB7Oz3+zo6Ojpz8C8EztfX1/UVX/EVqlarqtVqWl9f1+npqT7+8Y8rhKBGo6FKpaJqtZqUhe9Ki+B3enqaFKMIaqrVqsbjsWq1mmq1msbjsSaTiXq9nkajkabTqbrdbnLUo9FItVotOWyuXSqVNBwO1ev1VKvVVK/XVS6X1Wq10r0AHvx3VwhAB84bBR2Px6rX66pWqzo5OUkKi6G6QymXyynA4sjcUXDuo6MjNZvN9HmlUtHKyorG47GGw2FyStyrJzr1el2NRkODwUDHx8fpetVqNRkhwZvnqdVqGgwGmk6narVaScGKAdsN0p0e43F6epqeu1arJSDmSdnJyYkODw91dHSU7ovnLJfLajabqlarOj091WQyWUqSuF673Va/39fp6amq1aomk4kajYZWVlaWvu8gAp1sNBoJSPP3SqWio6Oj5NBarZYqlYqOj48VY0zjPp1OtbKyokajodFolMB4o9HQ2tqann/+ed29e1fXrl1bei6uUavV1O/3NR6PtbKyIklqNGY7VR0eHuqHfuiHLmKCj1U2Nzf1zne+U+PxWDFGjUYjHR8fq1qtJnvBcU2nU92+fVubm5va3NzUyclJsjf0EWDlgXg0Gkma+QFpAXAODw9VrVa1tramcrms0Wik4XCoZrP5QILc7/eX7Be9H41GyW6xIZws52POpOUAjD7zeaVS0XA4fMB/4YQrlUqyE8ajmExgP4eHh6pUKup2uxqPxxqPxwn4rK+vazqd6vDwMNlCo9FQjFHHx8daW1vTeDzWzs6OWq2W2u22BoOBqtWqms2mBoOBRqORqtWq6vV60s979+5pMpnoySefTD7CQRfAivnwREtSGhP8riTVarUHAFm9XtdgMNDe3p46nU7y1QRVdEfSUqKBb5hOpxoOhxqNRtrc3NRkMtHR0ZF2dnY0Go1048aNFGfcp8YYtbKyonq9rkqlknTu9PRUlUolxarBYKCjoyOtrq6q3W7r8PAwne/w8FCtVivFDPSe8Tk8PFS/31e73V7SGYQ5x6e4nyuXyzo6OtJ3fdfVeUdct9vV2972Nq2trSX/N51O9eyzz6Y473Fka2tLd+/e1XA41MrKStINbANg47GtVqstzT/f87nqdDrqdDoql8va399P/pRx7Xa7Ojo60uHhYYqHtVot2c3JyYkkLdkTuGU4HCbfJC0IFQdvo9FIlUpF7XZbR0dHS/GYuEOcQohlnC+EkJ6/2Wyq1+ule0HvW62W7t69K0lqt9uqVqsKISRfWKlUtLu7q263q2vXrun555/XYDDQxsZGwlhra2uKMWo4HCa8UKlU9MQTT+jg4EDPPfecOp1OwlMIz4SvxFejyx7nPYk+K7loNBqq1Wq6d+9eskvmGXsEJ+B/OB/fbzab+tjHPqZGo6Fut6tut6sQgu7fv59wmCe+4D9+JhFn3CeTiY6Pj9XpdNRsNjUcDnVycpL0lLg2GMw2zXHcCK67du2a9vb29MILL2htbW2JOHLfBu5Dr5vNZvLx73nPex5qbxcC50wWCnlwcKCNjQ29/vWv1/b2dpowslPYxV6vl4ASDwhww6m5IbRarRSkCJarq6saj8f6xCc+oeFwKEkJcB8fHyfgw4SXy2VtbGyo0+loZ2dHR0dHKQjVarVkOAQWlNGdAwbJvTpgZXArlUoKYHzuoNwzJpySjw8BhXHgWEk6Pj5+AOwStMvlshqNhvb39zUcDtVoNLS5uam9vb3k1HAiGMd4PE6fn56eamNjI907ThIDLYJZru3O5fj4eAm8Fg0UdqtcLuvTPu3TJEnb29vq9Xoql8tqt9tL4+nCeE+n0+RMcU4YCtcABDAXOLmTk5M03qPRKJ2HQA3I63a7ajabSQclaWVlJenc9vZ2cvLM19HRkUqlkm7evKnj42MdHh5qbW0t3T/3HULQ1taWDg8PNRwOVavVlp6nyN5eZgEkM78kgSGEZH+np6fJKXPM9vb2UsUA22E+0WlnMbAVdK3VamkwGOjk5ETNZjMBXxhgZ5WYi3a7rfF4rKOjowcYUvQdcAkAaDabyRdgp4CxSqWSdMoJB4Kp6/DKyko6zn0AOs3nBPtqtZqICXSfJBSbqtVqSwnuycmJjo6OVK1W1W6305gSaPFhJLHcr7Ps7XY7gVlniEi83A9KSgk4th1jVKvVWrJ/T5Dxt7du3UpAHb9Ur9eXAju+GF8XQtBgMEj3d3R0lMaVhAbBJxweHqrRaCS97Ha7mk6n6vV6SwCJ5z05OdHGxoZWV1cVQtDR0ZHa7dk7WUj8/FmdsGk0Gtre3latVlsiCXzMarWams1mipn4cuLRSzGWl0nw2RAU+/v7Wl9f1/Xr13Xnzp0z4xm2TFx0f4fv5jvouvsDaZEQbm5u6vbt22mOy+Wy6vV6qqA44XNycpLuF/smnjlx5vEKcM29eOzlX61WS74dwHx8fLx0nLTwg9LC3+DTuBZ/bzab2t/fT74NPTo+Pk5ATprFLexsMploZWUlkUzHx8fqdruJyMPPuO06MXZycqJGo5GSn3qdbdVngu8qJh4Iz8TxfOZ/w5dxD61WK/kHknOehXn2BKFUKqX5DSGkZAj9gxiVlEhaj6/lclm9Xk/dbjeRFugioD+EoF6vl/QGn8s8Q3B4soUP2dvb01NPPaW9vT3t7e1pY2NjKRZ58jedTlNiw7mIRw+TC2+luLW1pf39/ZR5HBwcJCVl0BAGbn19PQU1gC6OGaNhQnHoo9EoGS1G0mq19PrXv1737y+27cQJUPIAqKEc1WpVTzzxhCaTiYbDYQrUgP+Tk5OlQFav15NTJjlwg+NnwB3GAjMizYwKg8FhYZw4Ag/+9Xpda2tr2t/fT2OEQqNonhXCulSrVXW7Xd27dy9leNwnzB7PRHCQtPRMrVYrKTwOiLEggHOOWq2m09PTNGZekYBBR/mcUaR8C0tQr9fV6/V0cHCQDKRYGuUzWA0yfq7nzBdOk8/29vbSPB8fH2t3d3eprQrHXSqVtLa2loAOgJLrAew7nY729vZSMsZ9ArZv3rypu3fvLlUnMD4Y2VarlTJ0nuUqBWZp4bDdxnGG7uylha2g3yTqnIfAcnp6qqOj2Ta+6P1kMlkqYQLiScDq9fqSrjFfzmq02+0EUldXVxVj1P7+frrOaDRKQW8ymWgwGCRWFz13Rk9SAqzSoioCiHA7h33Dxh2Quw170Op0Og/oA0mOV64A6O12W41GQ8PhMAXd0Wiko6OjFLABsPhCD54hBDWbzSW2Wlr4bG8JkJQCK8cjJLYkxfgOfADHn56e6vj4OFWdjo+PE0PN+PhzOyBw30nC1el0UpCFTZNm4JyxHo/HKXHu9/upEnl8fKz19fXEZG9sbCSGHpDF3KDHBFQnbGKMarfbGg6HunXrVmInfYw5HwkU+gbLfJUkxqjV1VUNBoNk28T/Tqej4+Nj1ev1pXY34gT6gU0DcKRlUAZrjb9AD5jnzc1N3b9/P80J4M19L0lWCEGdTmcpYaAK41Vq7uH4+DjN31nAlLjEd4+OjpaYbvwHyYFXo5x5dwHv1Ov1BN74DjaEPwIDAOabzaa2trZ0+/Zt9Xq95BPG47FarZYmk0nyAZ4ocJ6Tk5MEyp3xlrQUi7EDx1X87ejoKNnGWVVEtx8IWrCCYzb3cegafk1S8h2j0WipnQTdIuHvdDopnuBbin58ZWVFe3t7yY5J9gDkzDvxfm1tbaliwJhAjjz99NP6wAc+kDo6eHavPHa73VT9ZG7R/4fJhcA5DnZlZSUpORmflzAQqH5aNvgegJqyE5NEPxssJ6VwQNfx8bFarZZWVlYS+CLIYKBMCtk3xgYgajabOjw8TEnCyspKSiq8LMuxR0dHyZm6cy2VSksThvFVKhVtbW2lgO9MjbfR4Eim02nKzJy58gqEO5EYY2LY9vf3de3aNT3xxBPa2dlJ1xmNRlpbW9PKyooGg0EKblyPe3aGDcH5+D06y8dzeBJ0fHy8lGDxnSIrTDJUq9XU6XRUqVTSXGCEJGhnjZU7akpGBAMSOhwd8+YgAYffaDSWmAKAOePiwBw2cn19XQcHB2eytE888YQODw/17LPPanNzM1UEYFoPDw9TYGJuKXW9lIFeJnHQxRhh9zhPB6JbW1upmuBtDAQ0kmVnoahKMB8kdDhiZ7mdcXE7IyAXmXF3mAA77hfwhC/xqkuMMZVRqWZhr4yDt414AHLGXFok9bBnniB48ObeOZbAhS16e5VX9Pb29rS1tZXY5U6nk/SY8zF+tCUCnBxQYl+w+lQr+v3+UnUJUEGViOfyZ2AMfb44B+Xj4udFNo5qJz6WGES7GH59MBgstQJhi97aVqvVUhwBPOAv0G3s0wkKB+X4TNrh7t27l8gEgrykRPBAqHjF5SraPwALe6Nq2+l0UnICWUO8H4/HSX+IHQVm7XcAACAASURBVJKSvdCC4AkuFSXATQizdjWuhZ8HQCHYKL7eW8tgYjknvt1BJJUeTyolJeyBD+I6JBJgFnwgiSDjhi/wCgHXBstQxSo+D4KvIe71+31tbGxobW1Nw+EwkXV3795Vu91OxF2r1VqK31SQAKWe1HC/ThxiD/hihEoEvgL/xXhyTn8GxoRnxebOAtE8s1cv0AuqDN6SQgUPYoxkCZadmA+5OBqNEg70ipjfL3gBf8rz4Sd2d3e1sbGhp556KpE/zCtxgpjBvZ41t2fJI72EqFQqpcwTgE3pFOMEvJJFOr1PMA8haHV1NU2SM2HeH9rv95f6GlutVgJlBG0c+2g00mAwWCoHcc8Y3tra2lIfKSVhgjEsPRN2cnKi3d1dHR0dpd5iAJ2DZ3q4ycxXVlaSwTvYA3wCShkrZ1Rx2g6GmWSAy+npqXZ3d1OQBOienJzozp07qT8Xxwfw9hI9SQ3jj7NhPJwJ3dvbS/OIosMSMsYOeIqLWVBG5nZ1dVWlUikx22S6jDuBjTJwo9FQq9VK/ab0PtJvj/PmPCR0VFAoMfvCGWdOvAyII2SM0G/mACcyHo91//59Xb9+PbVdnZycpOSDMhkOgTEqjslVEAIz4mVFgAs/A0KwEZwldkjSCAsOAPd+QBijg4ODpJswxDBEzmgRRDy5w8490XXGGP/huh9CSJ/hXJmztbW1dA6YQs4N+AIw82ze7oDeFFlo7M9bp/icZBz9PDg4ULVaTWw7/gU2j2QQZroYOCUlouHw8DAlI4wvPgi/jB/b39/XwcGBNjc3Va/Xk11S3WPMPOF3dhh/iw+pVCrq9XqaTCaJ+fYqCIEf8I9PpkqIzwAs9no91ev1xKbSb4vOOvPJXHNfnvjg94q975zDBf0hCXdbKLYWnMUQXiX7lxatlozfycmJhsPhUnUMfeVzTwy9AkqSWKlUtL+/n87LfHoSjh0zxowluu8VbNaOMO7Oxjq5wtx4Iu+x10mt4XCYKqX4f3CAk1cQir62BUEfsC3GsKgfzp6TiDMOk8lEzWZTjUZDBwcH6vV6qU8aW5WkXq+n69evJ3/pLYhUiaiIE3PxMVwX+wDEMj/9fj+Nj9uRJ/iMd/F5mA9858rKinq9XorvrhPYIfHc19OxrsbjAvooKcWOlZWVJWBODPckEkzE/fGsYC8IacbNW5CPj4+1t7enmzdvql6vpx5+klESdY9VPh4vJhcG595/V61W9eSTT6ZgghOFEUL5PajCUjAxkrS6upqcP4NF/w7OmjYUwBYGQICgTA7oxDE4g+GMFUETBor2CiYIYAnL2+12df/+fe3v76dAwnf5n5YKFmkQnKUF+8v/OH/u2Z/Ve5Fge0g6pIXToEx3cHCQQCoGQ9tIu91eMnTvfaPVhWfACEgGuCdagmAEYAaLgAyl47m4Fo7LgchkMklgmr5tHBQGRumN8wDqqHbA4tFrtrGxkRw/RoxBAUKq1apWV1eXWBkH4wQB2ENYPQec3B9zyb3fvHlTq6ur+shHPqKjoyNtbGw80FfrpVKe8SoJzIVXk8rlsvr9fvIDBE1ALfNBKbDf76vZbCZWk0DmfbksxHOgKi0CAEDPmTXmjAD5MFsDdBF0CNgOmAja6JOkJbDmTD0gHoBGu0QRHKDH+BZ/Lv7ugA7AjW/Ex9y7d09bW1sJNDpAoGUEooJr4Fe91AtbDPjxUj86it31+/0l0gHbdNZLWu4dr1QqaRGepKXv4NMBOQBckg1fC+M96sQXfBhzCvPYbDbVarUeqEIy11QBCLYEcfcBzC3+3ytFTqx4pUFSYs37/X4Cma6zxbktAv3LLoAVfDvziS/zRZSe0BBzPTGC/Tw9PU1VDM7lhBcVbWzPYza2CFAj3kNIFccXPSf5hChAv4p+mThI5fTw8FC9Xi+RU6732B4VG8bDwZiPE/fP/Xp7mVeKnahEbzwpwH4Z29FopNXVVR0dHaUWtyJRga/wcfD7k7RkG9gotkg1zYkmP1ZS8ht8zjU4hs9pc93f30/z5wkUizQrlYr6/b5WV1cTMQLBg+3TouIVO77Lvbtu+mJX7Nmf3+MHxK4ToxxPrOt2u7p+/Xpa3Esc8OSvaE8vJhcC5zHG1OOL0kL1w4S4I2YgcGgoh2d6k8lEBwcHS9dwBh3FwyBY4EHpmwElqyqXy+p0OukzSUvfQ2HInHA0OAWAF4YNG8V56SH2+6U002w2tbq6qv39/cQI8TysiOZ5iuDMHRCVBXolUdhWq5UmnWDmff4xLnYE2NzcTEaDMRbvmTLbWWwZY0RAISAzn8WM2AE9jGitVkvgguzcGevT09O08pxz+9iT8AHgMASYT+bH+xcxQk8WcPB8xzNzFqc6u+OB3XvsCO6wB7RjeTtGtVrVm970Jv3RH/2Rnn/+ea2urmpjY2MJmHB/xUU4l12cKWWMfLGlgxwAPOODXvlOB0XmFUdJMGDOYaElLTluknS+Iy3K1+12ewkEon8ka4i3oVAJIJHAPlyP8EkOfJnbZrOZgBtkAv3hztaTGAP8vFpG8Ds+Ptb29nbaeYZqDDoYY1Sv10ukAzZMAknCyn2jt9iW96OHEFKPvoMgngu2FP9CKxuAk3nwYA7LzbmKlSp8ED6XAOwMInPiC8C8bM64FRMCdIOASsxhvqm8ssCY+S6W4vELnkQxX8Vt60h6qtVqWrw8HA7V7XaXkj6YuFKpdOXsX1pUQrB1xhh/xvwzN5B52C2AhwX1gDivtBG3HagBPj3Z5Jrch4OtIiGFTnBNZ6u95U5S+p5X4NAbr8QWhUQDwE8c7Pf7SzHYQbcneDwj3yHmMpaMCf7LW9w4hudwLOP3x/d84SRj4DGY8ZH0wEYIziz7/RH/PHF3bMK1nNDD/hhr7t3bv7xdmXYmX2vgmJFnBFyzForrEpeosOODipUsTwKdhPF5RNe9NZA1jvv7+ym2MY+cG7xZTGiKcmHm3LNZHCNZWqvVSoE4hLDEIKHUGAqZLUDJ2xrIVJzxethAenmJyWLQHFS5syDYO7CnBFFcYEBvFguxmFRf7OFgMsaora2ttEiquIiS77LAylki2PH9/f3EEG9tbaW+RncIk8kkARDAgpd2MQD+L/a6Ap5daYp90M4KeAkIg/DyoO/i4CDIGU4yecYMwADbNxgMlsrLVDN8gS1O2SsllFA9qKOf6BCLV307LXdOvmCOZ2ZMvA/Ne+98+yYqOeju008/rW63q49+9KPq9/taW1tLSRWOrrhDzWUX7JYAwLjhsNEvX6hHNQfm1YOzl6zp68M/cB7fnYUk2EueviuEM9XMLbZV3EbNFzChVw4A8BOw+QBfZ7ydefJAxr1AFjjwxG5ohwDk4weOj491586dNM6tVktra2tLPgu98UWFAHu3Pw/4vvsFya6zf/hLB+Y8E/ZKoCu2ewBW8IvMOSCLZIV55dww6/4MRcaacYHEabVaCRCgc8wfvgEdAwijE5A86CML0kulxS4u0vJ7EBgTt3PiCC0bHOM7j7FYd39/f8n3MH/FloerIAAcfCx+oFQqLS3qZvyYE/CCpPTsnkyHEB5IvBxIOtBjLrku7VjMvfuFGGPCHwAtr+65HbvvcCKLuOeEIbqAfXl1hr5vSAsn+dA1xwFO7nGtTqeTromteWUZ4M98ODPOcdICq3lM55oOYj2x9RhY/D6AHj/I83miwRzTYnPW/aBL2BdkCgkCz4K9ci3IPrAG1wMXFasRXAe/z32Cf9jC0hMwJ/W4X3TDq0WtVku9Xk/SYn2Mxwe2D753716qtjjexae9mFwInJfLZV2/fj05J7Jf+jCLwcFLHq1WK21Nx0CgcLAxKLuk1GNIW4b3Q3FenzgP6u6UKTWiHH4dlF9alGFgan03AZSI3Rm8XOm9cTFG9fv9tLUWveCUW+gFxRBRUED5wcFB2j7pmWeeWSqLEFx4fq8qePmYkj7sDNfylhkyVm/bYAzcabnyYxwoozMLnm06c4XOACwYV84J6CJRY1EXz8hC4q2tLY3HY+3t7SUQ73tSk+V6okEpS1IC7yQ4fE6pvGgo6KwbprOn0mKrPPp/Q5gtWCLpOTo60vr6ut785jfrhRde0N27d9N3V1ZWltplropg654Mw6Z6udoTKGwGMEjJ2QEKC62kmc5RpiYRbrVaS1uEeTXEEzKv4gwGg8RMAmK9/QN/AbCDiSGwAOphWQB8rvMOZEkEPah4CwhA3+2O44+Pj9Xv93X37t1kN1tbW2nMvCUOn8X9u2/wtguCHraPAKLQYwfygAPEkxISXEkJ6DCmVPMcjJDUNpvNBCgAAvgvX3iHnWF3BEbsjG3QQgjp3RU82+7ubvJPniS7v/MKDgmXAw5AEGOCeILh5Xzvi3bSw1vwfIODfr+f1gR5DHHQdNnFGUpigvtcYjZ66lsMMs+MV6PRSG2J+BEEthkWnD5rJ8F8jvClHou8gooOFNlukgsIFQeBnI8Fz5xnPB6n9xE42OSakDf8DCj3nVjQNa+cQfjwPdhxB7ceg7xa6Iw844M4ZsLPOUnhyZQnzz6G/MzzesuStwP5fXqbDvPNfOAz/ftOtBVbd5rNZtrtBL+GD6pUFovDIUP5DnMOTnPs6WNVjMXF50B/+AyGn+sSC0gwveWONhcSRDCpM/IPk0daEIpzg3nhhiqVxQI8HLX3RGFQ7C0LU8SEnVX6ckbTe91g1Vgc5s4C5+n79Hq/FYEAUL26uippUd5xVst3ZwD0ErC9lMIk40y8FEumzwplACYAB9De6XTSfsDufFAKd4wYlbMAGAGfefuBZ9fe/4sD9bYBFJJ5dWX1AIwCusEyxhg/89RoNNRut9NOO37vjH2lUkkVB2nmELyNolKppJ04dnZ20k4BGxsbSZ+YJ64PW80YHR0daXd3N4FHWEn0AvDm7CDMjhsyGTwJBXPP99iDvlar6YknntBTTz2l27dvJwaZc75UaesyCfPsL94gwXHd4Plo84AZd3aJ49AzZ6WkxbaKzl47IMcWJaUKi7eg+IJyvu9JtAcBKn4AV2m57cKfj3O4XeEPCJjYBA7dq3LY8HA4TK1re3t7KXnc2tpKztuDiNuLVxiL32HsPGngmvhmb1/huWCkmUPuvdgiUGSWJCU7cEaTAEmALVYvPbHy+/TkC0KB5NrJmP39fZXL5bRFKckOf/dFbL4YjgqcpKXKo4MNT+QQAHyxnQZASnLnbYToyvr6ulZWVtJL1Pgb29BdJTlLJ/GF2IATXSRnMK7oHvbgbQlFGyf2A5Y9ocQXAZKJ/9xXp9PRvXv3ltrHpAcXYhdBObHH9VhaEIJUCrFxb3ODpPDdj5xA4/uOjxgHYq4ThGeBbGkRyz0xQMBO7q/OSjr92SQtJZ5nXRefwtj7Asezkmq/DnaDL2G9gbeI4NeYE+wC/NDpdBIgZjMAqt/gA/SEmO39+0XfeHq62HnK/bX7QGzZ21fwpaPRKLVn7+zsJEIWP0v1hETcE4iz1kOcJRcC59PpNG0n56UEZ5rcyTkg9IUEBHgm17NqmCUCty/6g0XHoGGVisBpPJ7t8sGbsnCoKAH3z4b/rMR2hVtZWdHGxkbqIfNymTOtBHeYW2eUGI9i6Z82l729vdSTxEIHgLmztMUynLfC8Dn/CC6l0qKn0RdRwUSxJdJwOExvFiWzZqzcyTDXRaaOucYxog+etAFgmCOAgPcLA5iYe+9PZn5xfJLSgsHpdLad0b1791QqldIuKTBTOHDup91upzcBzl+dm/bB9jnzRIgE4PDwUAcHBykBOD091fr6ulZXV7Wzs5OYFt+dqFKppJ7DT//0T09BhKDyi7/4ixcxwccq0+k0rdRHTyirevIzHo/TFn4EG9cpEnn0xFtTYCXQr8PDw6TLHrTdcRarD7A1gC+SBe4XIShSucInkUh6ZckTcW+x84oAY4Hz59xefcEPDofD9HIr/E23201jIy12LvHKFICoWMLm79wH4okl4wj4l7S025YDF5imYh+6XwOb9KoeNsrf8Oce9AhkTh44W8f/BEUA9XQ6TS/zOj4+TjtnHRwcpG3h3H8C5pkLSUsVCwCjtGjp47q+CJXz7e7uJt3i3lhLRMWFIM544+uoOhcX03orzFUQ10XmDD31FlX2mydekPjis9lBo9gSIWlpv3RAk7cXoX+AXQimYoLmFXJ+5u+eXFNV4Xu+wM8rqFyz2CLjMQ6fgX36bk5+74BCxhKiTnrwBUbFe0bczousr1ewvDUHX01rCESdV9qlhZ14leSs+wEfOFnIOfmZ/b2Zo2q1mirbbps8N2Qo/sLbGCFeq9Vq2roT8g+MhV3BWHuLC8QQnRH7+/u6devWEmhHH/iO4ynWXDJmAG+Sd3QFcoDYD/bFD7q+PUwuzJzjbB1Qkb2482fwUFoAJY4Zg3NHj5IxyD7RGK1nZzEu+lq5DpNAMOW7fMZEEbQZoG63m5Th8PBQd+7cSdsUlsuzfngUGnDGeTyzwnmzeBMlY5cKmPLRaKRWq6Xr168npr6Y3QN+CRYoOPfMffGzg2YH535vKA2Oo9VqaWNjQ9vb27p//75qtVp6sQiOyBd6cQ3+MbfcC8I4+9jj+Ly07aV0N0DGAMA7Go1SWbhWq6WeLj4jQDCnGOBgMEjjg47SVlKtVtPfuRaA2kEOc82LSz7xiU8kI55MJuklHCQzzqx68sRWlCRw7vSugsQ428qMZAbgB3DCZotMIkwT50Cvii1wsJjSTG9oZZEWpWu3A7dL7qVYvvXqB0HJgTbf4fyVSiUlq4ANgB5JaNG3EKz4jKqBtFhcSMXt4OBAOzs7KWFcX19PwcArUH4+9IqxwF6wLWdhvEoIEeJzwz98If6TQMQuWvgMZ7bwMV6SZc4Aql71YtyZK38GAE6xguY93QAEbJvdGYgh3pJG/zeAezweJzDN/Hp/spNHtMyhS+g2QR6dpZ3h4OBgCSBSJeB+uXf0kvGQlNoVAB0vFpwvm5BI01YEKwghA9BFt7FBdrAB0EgL8OgxG31wAgZQzp7iVOs9kYSBx4a8Cubj61UaBJtz8MtLfnhOfAd4xFsgIZQcnPq5vRKEDXnFAJbcY2CxouTn9nv3xMHtFMHusR+vlvmauUqlom63m0gl7rFWq6VWTOaKe3Wfyj2Px+NUKeFenJV2X1+8b8c+xXgNqOZn38HNWwSZD77vu8pJMxukzahSqajVauljH/uYNjc3tba2ptFolIhd/BxVIRLtjY2Npc0+wEfFbgNvecNHOEHhLVgPkwuBc8pFODduAgMlkHCjTCKBGoOByXGGqXjM6elpYhkYdLYS9GyUiXVm2Rk9FAjl8pXYGDJOkmfa2NjQrVu3tLu7m0Btr9dL23RxTe7TAQXPgKJ7EuOLIil1eobspRWUytl8z7aKpT6esQhGcAgoAmBKWrzqenV1VdevX1en09Ht27e1u7ubXmIAMEd4FlcsEhaMxpMUT2gcqHrwd1Dj2ThjjAO5efOmNjc3l4AzLB0MOdt08szHx8fp9bzoK06WBJI5gSVgHN0pkQisrKzoxo0bSZdJvNAjdIH787HybUCLwekqCICPfzhk/gZD0Ol0km7xOYEbB02rCg6Uc3mbGo6Pa/kiKwdQDki5x2KghDXC+eKnnOkiIOGvuAeSBPYVdyYee8VZ85zFXWzYWeXu3buaTqfqdrvJ/p1FKwZqB7QOdB0ku81IC5+ATju48MWvJB0EMmmxM4vboFfl3O8W+27x585yevDleag4OGngc+XAC588Go1048YNbW5uPlBxA8xB6rCrBvYGS8e9Yn88P/fNGxaZO4KytzP6C0UcODFHDkjQKy+z+1oc5uKqiLPPLLCTtGSfEEAs8ENPAfPS8raDvusPek2STRuopAdAnrTYsUXS0s43zCf37Mw59+8VIV//wryvr69rb28vVU9Y/EeCwHexPR8jrxzzvGwg4DtDeVuJ2wv36HGb8zg49meUlnulGRts1glQ32lqMBgstZyyGQUtpH4vTpwVfdZZeIzqMpUC/ubf9bY5l2KSQj8+4m1UPC8vXWRe2XKZ+8AXOYFQq9XSttvYZ3ELVO6dl5pJSkQbCRY4x/034+aJFj7vPHLhthYYVbYyBBQ54PUX0xDweNGPtLzNojfsE1gBhBgKisY2is5o+ipvHpzg4O0vGCwTVavV0tZk3A/7o9dqtbQFHntxl0ol3blzJ702l+OKGaQnHDgagBzZ/ebm5lJbEGPLmAFAvOzJ+VAaL2M5a+5giUCC8vMz1QECD6+7X1tb0zPPPKP79+9rZ2dHJycnWl9fTwbFc00mi7eLAcA8O3Q2zcELTomsFaDvYMEZN55Dkp566inV63UdHByk+cUYGBcSDYLeysqK2u22tra2lsaLkjULDX0hHusYPIiyUBD96XQ6qaIC2Hb2F4YZ9ojn8SSEn68Scy4p7d/vDhY/gBwdHSV2gW0E0WcqGvSdOrMAsPWX+BCU0ScvLRNYfeyL4wu4o7oHyyopLdhzRpnyI+wWb6HDcWOjBFkPegRcgj96wIJPEnZeDuLgvlgtQ/9hjCQtBbmi/SMkmOgsx3EMfurw8DC99dTX2eDLYHgJKvhInglfzTM4yGajgOIuNVQPqaxwDKyo+ziAuTQDXm94wxv09NNPJ4LDwY8HeKpipVIpxQuqOU4KkZTQ2tjpdJI+EuAdmHsfcLlcTuAcfXNmEvDKNRh7/IoD1atk/05EEJ9hML164Oy496MTB/AHxG7GlPHGdgG5gHnimyf16KSLt6oAygBP0mItG8ysg2z0u16vJ5YUPLC/v59aGbyFgTiH3oE78HeSUpXq9PQ0VRE8sWV8sXHiubT8lkxPtBHOQ/zkHpkTzudtFZVKJW2+wP13u11tbm5KWuwcJz24swqLO72C6VVFb2Xx7QiJ7fhB7tn78LFrn1cWVDvB4wvePZmHIKLbABKATQZ8A4lKZbbGB3usVqsJ14At2+32EtmLbjvxgP9zDOwYyO3ESaOXsv0LgXOMDYcO0CLrwHh9IsbjcXLI0mL1O6wETt5LtQDsyWSytEjL2Qhp0evs2Y2DWRYfeunMX7TBNfzafOa7KjBhN27cSG+ipF8LBQUE4EROTk7U6/WWFrzW6/WlfW+ZWAy4KBhq0UidwfJ/PiaU9l0RPPDDbMAIoJBbW1upj5pdUTwIE5hIkrhH71kHjLoTRylJ1mAf3THzzzNMAND29rZOT2cL6TxDL+qnZ8AAFX8pCVnxZDLRvXv3kq4xRjgXnBtgDWGBKTrHm2hxCDy7r/LneugvjtyB11UQgo0vlHb9ojUCZqLIinqCw7nchvndE1Xfqxdn7E7NGTVnLYtBj3PCxOMoKT+SOAIS0QmvqiEANWzKE0uStul0tj5nf38/BfxKpZLeruk2ix2g++7LnK1Ch4v+gGd0oI5fKbLw/Mz48MppFlUSwFdXV1MyQxLtFc7JZKLV1dUERNluFrtlMa6zw95fzzm8guFJuQcxWkvu3LmzBKo8OKIfzIfvGuTlbfSL5IXnJ7bx4iv8BH6KMVtbW0sxD71FV5hD9BC94DmdbfQy/VURiA2q4fT8Mm+MLeNNEs1iXnaxchIDm3TQSexw5p3ru74DmKQHd3AhPjHv+A4+93jFnNXr9dQrzzOx00qj0dDa2lrCBxBtXLt4j4wRQNYrDgDD4vc9PuMfHAN4rCxWa1zwgT5vzuKjh469sPNWq6Vut5v0FYzHbkzj8TjZ/f7+flrjha+iq6JYvWBOpUXnhOM5r0Twj2cgjsJaO/vuSTpJu780znXF/QTxgHUFzD/3izgBcHp6mqoK/lyMJZVzdI1kHFv3hMPn5GFy4Z5zFufgdE5PZ4vi2u126gX0HTroswTgUnL0XmZngn0QvbTqAcWNh8Hmc3eAvm2Ys0ZkUDhoZ6rb7XZi/hlQSbpz507KoLe2ttLCQF8c5gZFAEGhUC6ez4MugQ8n5b2iKDj37tfi2XySHaR74lE0ZBTIF9GyAwLb5d24cUOTyUTPP//80lu2ut2url27poODg2S8sHW0NUhKSQzOgu/5XHgpz9uD/HNacZhnB2muN3zXx4aFd/TS0rdKydt33XFgxfnJwJvNZlpgTLD1hY7cg7MBvPmWlzOQPZP8XaWSNsIuQ9w7gIxV9Ogzjl6a9dkCsplndBjbdxCEfhQZIk88vczq7BC6EUJYetGJpMSkEEwINiTY/M2Tdb4zGAwSiwKAdV3hmWDO+v1+2oGF1r/V1dUHALa08HNeTcM34hsczHAMz+n/JC3dE8ESoONBrd/vp+v6rk1cH+aXF2pgkyTgkBncJ6ywL0QnODE+sNn+GX7PfbyDjyKJwj0zHl45dbCGP+r1emq1Wktrk3gjIddj1xUnlgjaJNPr6+vJB/paFnTXCQbsAkAKEMEefL6uijDu3DvP5us7fC9+gDq/E3dJfr0aQ4yXHoxp/A3d9XUDHs8kLQEg1xFp5j8gozy++LWxFW899BYcdmTxlxE5Qw34Zz999wn+8qCzQJrfezHZ8GfkZ3TfxSs5xQSA5+a+WCOCb4HRB4iz/oy5BdCOx2OtrKxob28vPV9x8wlaRv1eqtVqensu7Z6eqHGv/oyc3xNrrzoUkxQH9R7Di0kau6dg6zwbFT1JS7t0SQtyCdzkffseq7ylt7ilM0kbb9R+MbnwG0Jhh2GBnSGmhYP9fXu9XurX9G2KaHPBgXrp6Sywy0R5KY0BAyzBVBAkvAwEOCwGFW9JcJaW7/l2XOvr6+r1ehoMBunFICzsJLgyAVzXdwKgNabogFBaAIMvKuJZvZJQFE9IUBDGyUtArrgoo7cQ4XC2t7d1cnKSnq9Sqeipp57SdDrV9va29vb2JCklMZLU6XQSEGOrQO9NhjHgGWGp2CGDfa498y4yEYApnysX5s6l2Wym1hvmAqDvLTZetiKIUvLzZNHbXTxbdwa8GGjQbQfuLCDFGV4VAajGGNXtdhMrxLNir15SpryJk/NkzlleSektjjhUbVn/iQAAIABJREFUApQ7RfTdg6GXC7FF7x8kIJFcE9hIstzeuDf01h0oPoXveIWGZyNB9HUMg8Eg7cTiVTz0wXvdcfpexSFBxOcVgbgL/tCDNgGTcfMxBoAzJjBIngTQyuRVtsFgoLt376rb7ab2ENoBms2m9vb2kt1RVanVamm3jul0sUvW5uZm8nHcC/fpSWAR1Dnx4KAGv8m2rPV6XZubm2lNCv/QY+YNfaxUKqliyPjyRluSTE/GGFf0w5NE5o37l5TaKb0qdFUEfWR9UaPRSIsGi9UnklKvtjgY80qPA3ivCGH3rONwICctqt1OfAAOSfh8XtBrvu/MtMfNIinQarV0+/ZtSUrbd7otc06AGa0aIYS0ra4zwzw/Pzsp4QkQ5wWgSotK4MOAKX/HhpxA8uMYL3xojDG1dDUajTTHJLGtVks7Ozva39/XzZs3097j1Wo1bUt8584d9ft9bWxs6ODgYKn1hbhbxDq+6NIJL7cr98/OsvtzoQ/8Xi7Pduw6ODjQcDhMa3xIMsEf3W43YRQ/B/gMH85xJJ3SYmdAdBVBN3wBsyejReB/llyYOWeHD0mJHa/X69rZ2Un92QxwqbTYBqvZbCZG9awBJfOChSDweXuCM1UONNnJw5kvV3LPaLzcNhgMEpggOKKssEDcS6PRSAvdWHiEQnn/FRMMGGefVRaZufIAAnwLMM+0CQBFxXTHgXNhkgGbXIProDzONLgRTCaTtM0gbyn1XRxWVlZ08+ZN1Wo13b17V7VaTTdu3NDu7m4qW966dUunp6e6fft20hNP2tyBeNWj1+ul3ReYM+6JBM57zHwxj/fU+xhISm90vX79uo6Pj1MyUa1W08Jm3w+d62B8zHO73U5JqAcYngMjJgt3/fUAzhywz6kH7KsgMKvorOvP7u7uUvJ1ejrbpYWdLZhfTw6dCQUk0haHTfHPF2k6iOJaDj49yDEf/rdSqaT9/f1U3fLz4WvYuYTjWJC0urqayvkEHZI6+qFhVkKYbb/nO0rxvNwfY0lbiaS0tz824AmhB2g+c4bI2UBpwcp7RQAfytgQMPFpAAyAMD7FW7i8f7VcLicWbjAYpL3b2U6z1+slf8I7HcrlciJueM8EyYIDM18n4O1QPDvPWWx3lJR8+NraWlr4BeAgcff2hSIpBBNMiwXJSYwxVRIo6zurLC02H+Ce+eex6Kqx59y7M6irq6tJlw4ODpKOlkqlFO/Zz90ZRPTNz+fEDH/Drl0nOT/6XgRszshKC1txcgt9BUB7WwlgEdDqerSzs5OYdPdFk8kkvW/Bk65ms7n0ngakaMtO8PlLGR8GQjmO2FJkxx1b+Xm84uaJJJ0MYA/WpNBGSuUPX394eKhWq6V+v59YYNZ7UTHjuSDfer3eEhHLGFOVhJwpJhacx4kyj/nFZ2EsSfgd43FNf27iB0w3dn9wcJAI2uK5sXeeFR3kvotsvyeJ6Jxjl7PkwuCch6asA0MCG8ALXgCk165dWyqdcNMERlhj2CGcP5kVbSGAK3doGJv/7wZPMGdiCfo4lWeeeWaptcWNlLYFd6bcq7Pv0mJPUH+z4Xg8TlklwAKHQfDmbw4oaPnBYaFIGJxXAgCK0mJLJ3dAGK4DYeYPxUaKwIJdTAhMtH2wcGpvby/1zrHYbTgcpkU0Jycn2t3dTdmzJyjMjwN4B3GAGZwfW2+6M3Nw4Yy6O0BYO9pvWHgGKAYgEESdzfKEiZaaVquVAjhgE33FiXglhkTTqyEuHkCugsDywoijg9gDz+4tPJSBSYaYL9ossHPAPItFcYbe+0vQZFEPbJwzVNJigY47dhImwB77ihcZWmwEcCwtAgSfEcTcplm0FELQ2tpaettvjLNdJ7x9jnMCEOlNBYwCzh9WLfNSLPZMIGAspGWGzcGL2z3MFbbj9kl/LGPIvHkC3ev1lnqwJ5OJdnZ2VCqVdP/+fd2/fz+NuZfIAdb4EnwZyRF9+SQMXM+rpgQ3gqsnP4wHY8Le6DEuXriEzhErAN0+nlSHuBfugRY4EgFfK0F8LLKZXtXgGldNvNo4mSzeRA372Ov1UgyZTGaL52kLI/HyOMs44FuKoMsTZ4i6k5OTpa1K2VLTFxZLSoSOV1OkRTLg/c7exuJVGu6Htqe9vb0E+Dgf1+RagHnmnfYJfy7XOWnmf1gPR4z3KgP37VVZPkMv0Vn+7rbiwN3Phd/k7ZuMJ34YP3NycqLBYJDe8j4YDLSysqLNzU3t7++n99/cuHEjMc0QWw5AvXLH+kNv9fTqid8/98Ezuv/jn8811wEzQijjq/nMbdYrHt6ehZ/inFRceR6vxvAZz1TELUWi7sXkwgtCnZpnYDGMdruta9eupXYPgqQzIzwYAcZZH8AvjAZsOmUAgJy0aDGgl9hLWEwC54aRYuBjjKk846vIGUQmiQEmsJfL5fTCIc/WPNv3UqakBCQ846vX66lHv1JZ7CTBG+SKTtsZRlcQvwd/iQiCIheDNMrM90kUJpNZfzQb7TNW3B9ZMH2jGGClUtH+/r5eeOEFlUolXb9+PZX9bt68mV4g42Ca5+I+AMnHx8dpkRYvgmIcAdsO8oqJhrcDFcuOrieUrTFy5pvASgBmVyLXTcbW2U0SGRwHjBvbcRJ43FE503YVhESDRdZekcGJYQs4+lJp1o/urCtlaBLZYhJK+4MHO1gOGPv9/X2Nx+O0QJfqG06eYMd9E/AI4OgA9omuQBigQ+7smS9Pgp05q1Qqac0N5AXssfe9rqysaGVlRevr66rVammdBDsRAYq90lUMRJ5MQIZ48MLmaZMhGLvv8jHHNv2tldgXjDPXojzMM/mLZUgstra2NBgMkt/Gx7gUgcN0Ok1tc/hG3gjsi6rclzI//I/f4v4YLxJowA3gAL3xYI7tsxUb+upVBO7f23+YDxIKfBp+pcicervBVZHJZLK0Uw1jj/+DKYboQBdJpDxhBg848OElbvhg/uFbeQmaV5EZc2+Z87ZF7pU2HIg+X+NV1COfH3SKyg7gW1q0LYJZ0B98yGAwWKqaeOXVCQruQ1r4FPyn+ya/P373akUxnvDc6P1Z7LPPi/sT37kKe8E/owvYJolupTLbMx3wzrXYvYzrOf7wdkav2HENZ6Ud3Ho89eSH50aneD73w+gx+gYRxwJgKgb4RU+4HA8Sc7wiwVyxxo1WL8fO54n7F/YOTCBbU2EAzuTyHR7i7t276XOAmm9xg+P03kuYWIJtjDEFWwaZF0546caBLADCHToLQUkqMLhOp5MyeyYY501C4OVrjIPr9Pv9pMSSkpPwUjoBh0AKSx5CSMqA0TrD7pPu91cMVLB6HtSRswzXs31PJnwxGsmVMxIcR3BiwSSsG4kH5y6yBp7ZMmeUm9AhFhE/99xzWl9fT4tUXbyfjWd0BttbDzwR8sU89Nb5jgIc3+/3l8rwzFO9Xk9bTLpDJ/PHAdZqNT355JN6/vnn096/gHuevThPl1m4X8YC9gtbAPwSLHGI9Pbxfd6qhsMHMANcsVmqObCQ7mMI0vQSc3/SImAWdQ9bJlBxXpJudBbfwHmdVfGdF1x2d3eXmDhIAfQL+2d9BkCfbd3QSYKcl9tdx51NcjLBA6UDlmLgdrLC7Z9/xcSX+Wq1Wgms+Lmc1IB4oEcdYd6LpV/XK3wiPqrf7ydGdG1tLZ3DWahiid6TF/wojD5sOa/Q9jHj3nyuW62WBoNBamVZWVlJbyfd2tpKCQlj5ImqtwhJSkCQefdE4irZv5NDVFRJAEmAPEkEfAOwAOLoeTFGklhKC90EXDNXfN5oNDQcDtXr9bS2tpbuCZv3BNP1ud1uJ38jLRbpuTCf2DM2z/P5fttcA8zi98yxxFOIBmfpifE8m7QMwl3fHZj7tR10ux2gX04yut5zPHPrcd2BrTO8vhsfQszEv+Kj/Viuy9xwfubcfRTjgY/3TgP8XxHgF/ERgJw5IRHi3FTzIDWJ/+DaXq+ner2ewDe+pFwup0Wt6Cp64uOErq+urqbqIclFMZF4mFx4n3MCFqVMnCAZFgGJi/MAsOtkGwQ/yoqUTSg3ONMIUwPLNB6P1Wq1Uo8TGR33xYQB0ByYso3X6empNjY2EiikP9aTC1h5L22iLB4oitsC4nxIJkqlUuopBWAQJHBeHthhCwDZngi44fr5mHQPrs4seMbJ3HDPRQadMfCMFsVnTDEqSvJu0G5oRQB3FhPIcc1mMzn0mzdvpnmhysGuQOgXjBTOye+VJAi2Ft2rVCrp7a3D4VC7u7uJ5e/1eqnNgHllXGHjaIXo9XppzpgTnDrPCTt/69YtbW9vp5537OS8GfRlERgkd4Te1gIYoWUDvYN5iDGmHU8Yf8YRxpgk3Kt07gMIdv7PX07EvXn7BQDS2ZNqtaqNjY3kD0aj0RLYYF5xyNJiDYeD/ul0mhZBkxjClnQ6nTQ+3q4lzRL/4kvZaNFxu8e2XVe87ccJiWKi7WCb+fOgf1ZrgbOFIYRk29g033V/xLyzy4PPXZGscX0vgmrGj/kG1PR6vdTjSlD08XHWDwHA8XwkEr7DAuNPHMO38cyDwSAxZuhHuVxeqgLhIxhnr/Z61cXHWNISgLxKUiqVErHBvPuLq4jbDprQ1dPT07TJAPZIhQG7oq3Qk9FyuZy2sAMEu51LD24lynkBziGEtEYO9pt7dvsoAnWSLNpfYd/xZ/zdMQEJiieBxDWPx4xfMfn2eIJ9O5gGbBObPEHGrvndmXeuhRSxUdFG3Y79WPfL2J4L6zo4BlvwuFHEJW4XjCF26DurORnr/q8I8B2PMZYOjD2hRA/At9wLsbw4dpA6EH6O33xtHDq2sbGhnZ2dpbZsJ14eJhcC5zg6d0D+ognKOhgEAKXb7abdWehHdgaVjAgQRX8gxgvgpwed3WEACx5McdbOvqHwKD0LHTwocy84CMow9FkziB6YYd/YwaVaXezr683+vrc2CQmAnnMynkgxy+IzntNBOQpEduylPc5fLNd5UHfWR1oYiBsux7rhO9uBMTjY9oqBBygcojsdN1hn9gB6+/v7un//vnZ3d9XpdNLLbYpsHgLYg6nwfYY5P+CLNg1PVLh/jsNwvaRfrVa1tramEIIODw/TrgU8m+/5fu3atVQJGo1GqdR1lcSdKOV9xp8F0L7IEuBCkurn8fmh3QhWu9jmwmIkmBASU/wFxwKacLYeQF0vSZzxEcw/awiwf3Zl8D2t3Uap3t27dy+127ATCIvTuX9sAL+DfrjOscaFMXBgw+ee1HIP6BE6DKBxnwabJWnpPCQjHoQ4zkGVVyDd/0nL1Tz36564uX9wYoD5cZ/B/bu/Yb9sCBP8BN8pnpM+c8Ab4+OsIiAC4OQsLckTJBJgnrcoYtvENdYbdDqdJV8JsA8hJP3kea5SYi4tKtaQZNLiZVwOyNATepdhQ2G7SYCI+94a4gsQnVFHt/19Kb4BBPuuE9sgmvD/xOZqdfbei3v37i21Jjiw8opHsQoiaemeAevsj07yCKDEDgDaAHfHKjwjDDQ+DCKUsXd7Rk+5d/dLxRYq6cHEHbv2WO9/Yx49uSwmLtKijbSY4OAzvIJRjNFFn8qxzvhLSjZEu1+tVktEnoN/xGOUpKU2Y+96wKexlgk851VIzoeejUajpe3AGS8WvLL7HHNEywybiYB/HEc9TC4EznGYODEABgxRjFGbm5tLPanT6VR37txJO4E0m83Uiwc4YgLZPxtWDeOh9LC3t5eMnRaU6XSaXh6B8pEhs90fQYZJYjX03bt3E0PD5DWbTW1ubqpSme2J+sILL6jf76e2l6KC4Wim02kafNhkD7okAUymtACvnmUytkVQzPdxdA7SETcyX0Hs1/H/AUEoMobhgNsZKeaUaziTyP17dsy9AtK8AuBZuzP4Z2XvlcrsTV5ra2va3d3V7u6u9vf3U3ZNYgTjyr0SoPmd/0nYYFF8uyMM1BfwcU5v9yG5ATBcu3ZN7XZbn/jEJxIg9d5qFpCi68We4qsgbncwkeiD9yEW2SZJDzDQZzEy7OhUKpXSugN2MiEBYt4JgJSYi+w2gZ9gCegmOEIi0POOTrOwfXV1VYeHh0vsqQuAju0wq9VqemkX2wlKC+YKMoHnxQ6dXXYA7oyyM+EQH8WdZhAH1IyrA4kYYyrdSouF5B6QAcjFgAoYYKw8oPs8OjOEHvj5/Jm99caf19tV8AEkZ7y5kMoJ1RhvTeEttVRD3J9yj95O4G1YvNWV7e/QEWyecvv6+nqKgWtra6kNjudAR/Dr+Elv67hKAB0b9NY8wBJbz8Ii08YnKb3dsVarpV1xmGNnr53tZa696uoVOhJsZ/K5R18gzlgz14eHh1pZWdHq6mraXcaZYO4Tfer3++klREWA7sTD4eFhSvhpmZCW10ChywAzj5tFPyA9uGFA0Q6JV/43fxa3Q75H/IJwkBaLfItYw7GF+we3c7+eJ8j4IP/McQ5STOrd1+F7wGweU+jtd3/pRB2VHfQTf+d+EWzofsPH232Vg3NsudfraWNjIyWTm5ubevbZZxPeQQ/BfXQigIu9t/4suXDPOaw3QBUgQy8WCwEYYPb33d7eTgrMYPirfXGgODRKpOy9ze4QDgI2NzfVbrd17969JdCOAyUrxhBQSLbuwVh9kcjBwUHKzNbW1vTZn/3ZunPnTnLYnu3jpFkkikNyRhQQg3GQLdOnL+lMIOysAc7dgacHcme8PZNESYrKB0OHArvxnNUigoE5QwcI8IDqzoTzEawwVByys2nFthx/fsZHUmLNrl+/ruFwqMPDQ52cnCwtImMHDLbJRF/QV5yQM4cEZw/SMDgwnp6UYGy8tGllZUUnJydaXV3VxsZGepMhul4E+eipA7arIMwVJTt0WdLSDkPMne8FyxskJSWHRZmPcWeMKY+jI+xTCyFQqVQSU40TxNnBkJGgOuhCh/lbqVRKve8sbsb5SrO1E7TgSQvmFdtiazCAOaVXAjZgjgqBtEiCPVARrPkbLKQzWXwfsO9Bj3vmvp0hw084kGbveY7xFivsn3K5J8/4PnSgmFC4nhAAASrFkj5j4d935tvHGxvivkh8mWffxYctL2kjw/9j/1wb8sIrBDybpBRP0B9015MhwH+r1Uqf+4udGBOujR75OF8l+2eeh8Nhip/FqpMvvD0+Pla321Wr1VpixNE57Bmddn+PP/CWWfQEgNZozN7ayT0wrizkxd+77XEfGxsbmkxmOwt1Oh1Vq9WURNCLXCqV0gsHAYMANf5BUDSbTU2n07QOrwiOiZHcl7SoFnv1Bz/gLHkRNBdBrutt0db9Z/5nQXuR8S4eWyTNpMWaCu7DbZ3zOFD3+/TzejLmBISfp8j2e5zgntAfsFkIIW2d6tVbfwZ8CfPkBISTlOAl93N+ba/Ixxi1tbWlW7duaXd3d2ktphNU/nO/33/lwDmDur29rU6nk1hnXibh4mXnGBdl6PF4nAyblhhJqQ+bwO0LEEMIaTsyFpNJSgEVcEwgpBUGZ+GlFrLjk5MTra+vK4TZIr9r164lZ8PWe7dv314qqXuQJhiTTDQajdSP7GVSjJlEgetxLMEVlgkQ61kginDWfEhKDALgyLPls1htlIakwMvUxaCLkhZZLZTWgbwDa87nrH2RqXej8YBVzGB9kSXB2lulYFB7vZ7u3buncrmsa9euLelX0TgxSs/w3RAxdJIXHOzp6Wl6vTFvGWOHC1q4PuMzPmPJDkjQvK95ZWUlMUtXSXq93gMVG18E5HoPY0wCzN/QcxZ/E3AlpXUYCA4Wm+AFTgT8w8PDpeDniSnAzJ0wOuTvXKjVatra2lpikgDf2InbxXg81vb2dtrrmgDAdnJug+gxZX2eFRbGBf2D6faAyd+8dYVzA0wBO0gx+HogoBoBE04QcfDJHBeBtzP+HliLfsLn0UkET+xJknxufB49SeAaJGfMjSfL+/v7qXTNHuQAKF/XA6BibJg3ABQxiyAPIxpCSC834nskqgcHB0tVNO6LZ0Cv8H1ntQlcdqGkj+0W10oRgz0GUFknxrPQjvmHlfTWIuYQfxFCSIvDJaXk3n0oc0ccZvcz1yHshndrHB0dqd/va3V1Ve12O/lyGObpdJrWJHkSSVLPnAIQ3Rd5jPG4gi24Tnui5j5AWmaRnaArVq7wF26XZzHv2DrVCeaNWMl3/P+zwL5jBMbFn6uIGbhvznMWSOf/om/x8eNv3mfuz4WNFefMWwCZA/SBJFxaJC8c73iI++10OmnhvhOv+ArfipL7hekvkikPkwuD842NDdXr9eQEaQ/A2MhuvBwFa41D9bctEYwZ4HK5nErbPhilUimVIbxkBCuNsdBa4oCTDIvtnqrVqg4ODtILgk5PT/X888+njGtjYyMFF7J0B90OWGEHvdzvTpcJwOHAxsI+etbMcUXWrBikPYARnDwrdRbYM8/i3/w8xTYLxt6VlvEsZtb+rIwN5+UeMH7+7v2oxQrCWQGZ67kTIDhXKrOFQmtra0tMIiw6QYBnZIzRU5ww14cl4zn9vgB81ersdd60P3klxwGY9/pS/iYJLfb6XnbBIUpK4+lshjQDfQA/Z3clpT5T31te0hJg4RweaAh8Mcalt2gCcNkJw3VXWlStfJ65N/SLHnb0iGSfe+D+eN7pdJraawBYVE+4ZrGqhP9yACItGGNnbkla8GvuS5wpQ7AvgCD+xQEuP3MNgJWPsftSvsd9kag6i0ZQ57PiuGNn3JPfP/PO8e5r/Hj3nQi26PbPObvd7lJiwHwyPs5mewuCbxPJc/M86Dzj5u1KgDjseXV1VZ1OZ0n/uRfGFJtnsZs/22UXQKm02MlMWn6LMnbteu3/0MmH6ba0XHlhnNmqEFsEb3gSwM5IgDBnlL0aA2s6nU7TS8UODg6W+uC5NrHf21SJLeAYJwEdTBYZbyd98EFcxzcfKJ7nrBjh4+X2zVic1TLloNptGR1/WCLPMWAGKiVnEQVuO37+oq47PigC9GJS4tUDv45XHRxkM7ecm5juBLKThE4M+vlJOn3u+F6pVEqEMZjz4OBgaaz8Z2IM+NW38nyYXAicY1i8gAEH7VkAQM/7couLM9j/0hkQtrNjweja2toSo4FB0IdGoIRJg9XgRTFkhSgtIBZnHGNceinNaDTS3bt3lxbxuZIwmbxch5eYFFtU3GEB+nz8UAAvJ/O5B0lpsVATpeVcnhF78HWg7yva3Tl60uJMnQdMB+NFRpnPiqxaUbFReJTS79UN1lk3d8o+/n4dabFNJd+TlBYpeybtukM5lbnn/nBknuC4ITk74OPAOMLOs6MEc0obB/cJw8Ye975bx1USZ0poPeF/77FDj/ERzJMv0vS3Yk6n08REF3cNIkD6XOAQfQcPEmbKh85A+24LBBXAGp85oOZZAfAAuIODA+3s7CQfRWCg/QVnX0ykva1LWi7RSotKo1fUCALeKuRBk/M7I8S4odv+HLCQbquMRXFxE+JBxhNznpN7gqlyxtDtHf1gDp2AkBZJP3bJtZlD9xeuT8w7PgEdBLzR1oBf990USNhI8FzH0UNJCYjA1LnOoNOQVDHO3qEBmHfg5MkcgKwIgq6CsNsV8+TtY558ejLmLK3v8iZpyXbZvc3bXz1p9Ur86enp0nbHkIRUsqvVaiLkimtiGH9psRWgv0ae+0f/wQicF3/i8ZPWGweiRcLAmWX0ke8Vj3PdeTE9AUiCH5wkLAJbfndG1wky4pvHPE9Y/XpFptuvdxar7yDar1H8no+B31cRxPvY+nM59pAW6528JZm/cU/OkherEsytx4gYFy+jK5VKab1Jt9tNrXUkMdLivShgguJ2nGfJhbdS9BXMlJQIJpRXURB/zbX3jWHIPHyr1Uos5HA41AsvvKB79+6lUrCk1A5TLi/2mYQBx3B98U8IQd1uN+3sArta7EHqdrvJybBwE2DmL5nxn0kI/OUVTHSRLUORmNBSqZQmjGTF2ScfFy8L+z2flVl6IOeanI+fqRI4QAdEMUcYK/frCQbBxUGqG7M/K9/n/vz5PFPlewgBnkDousf/zor5c2LAXMMDvRsq3yNYlEqllPg5QOAY7yH0zxhTEszt7W0999xz6na7SwGFnxlrn8OrJOgDY+4sIqwaQZjgiz0RDGAOAZW+vSDgFz/DnBMU0bV+v59slDF2IM+9MeZcD93hZ+aNrRiL5XmAHPu0hzBr6Ws0GtrY2EjP4rrtAYck3OcbH+nfQa+cYWe8fLzdzrzaKD24Bdv/T92ZNLmVHWc7AdSEGTWwyKZaUkuWdwrvtHR447/kX+Zf4K29sTe2ZNlquZvdJGvCXKgBw7eoeA6emwW2Pjq8YN0IRrEKF/eeIYc338xzTv672T90hfHgHTgvEy0O4M1+EoT5PoCP2SDssoMT20nbCOwrgVMeo1zuZkdrIsMkBPfQTi8Uxlkyd8hGth2AaGdcnAVhzDklcblclgxSRBQbSh8JBmwrX8JlgobUP+23zOVSQAMVmG1k1zaYhfPX19dlZxyedXt7W2rDI7aMJDabtWbOlMCkYxMIgPHDlKGYRDHI4/KuQC5lzIA6A2H744jqnuHot3V4l+x9Cpg7ODSAdeBrMi3rEfrFHDkYcL/s191OfLSz5JlAoI2Z7PNzTO5l4oEr20QHIBlb+cJugQeYR5M42BqTEHyPdvGsHDSg0wcHB9Hr9Yrckq3nbA8wh9vunWw+df2vDiECmGQHRF0tHaLONNdbst0YkeN4PC6LOPb39+P8/Lws9FwsFqVcAcaaeh+ANtvrAe5RVJz/er0u0X29/lTrPhgMYjabxc3NTdnZpdvtFvYKkMeiHwILaoUtCC7XAAggVBZ2KzkMGQrA/1HqzD7xPMYdB8P3mHg+R7B4ltM+Zjf5viNphM7O0KA8Ky4MJPeaMac/Btu00zWq3GM5M/OZlcVlEThWs1JmLK2gBjcRVYae4MWpK9rn2jLagaLDNp6ensb19XWs1+tSf4wim0GnDzbcL+ETnWKHAAAgAElEQVRi7tEt+seWZtzDZxFPMkuZSMR2e8qI6o41MOd7e0+nQrLzCUwVYBnDhh3C4XBIzGazqazB4Nm89+DgoJzaiYOO2JbSMN/UklLCgmMnY5Z1NTNl9N33wVz3er24uLioyLxLt3Cw3jEoX8icwTuBLWNiZh4igUwfi+h4r4MI7JG3rXT/cr+dDWSODVwNxgHLDsxzcJ7L47Iz9mfok22py1msg86WOIPjgN1kh22eAb4DEOYb+ULe0QmcN20wgHpp+h9RZTCzTDA2yCaf++AaZAn/wHaXnAh8f39fNlVYLBYxn8+j3+9Ho9GoLMoEV9RqtbIHOotDYdTZyQuSkIz94+NjIVC8HgXGkw0uYMhh7CnJw2YYNBrg2qdw2fctl8t49epVeY5tlMs/0RHkKjPWyCnPsN/zO01EGRvk9hmrRGwP13HmzjbN+mKSwgGbAXjGEgbgjOensgnuF58x9txvefQ82MY5c2a7mUsNHajnWvwc9Gw2Tyz6YDAo/sK401l4f+cvEXSfXXOOMYMRjIiyvRV7fLNjAaxixHbfaZcvYPhZNHZw8HSgyGg0isFgED//+c/j48ePsVgsSj3feDyORqMRp6enZScQvtfpdMoAmYGFnaN84ebmpjBn/X4/Hh8f4+bmprBGs9msstDM6Xv22LUwOFWWIz5+OiX64cOHynMdcaOEGeDkiBhwQh+5nDmwQCOgOF2z8MwrhsMO3mlyBN0KbObL/bYSozwoZQZOObqOqC5u4buMeQ4i+Ifx91hbdv3TzjwHQQ42Paa0C+XNBnNv72mhKlvw0W4rIg4IsPmSHLTBDwCYeWAHIO5jLjabTdnmlKPdI7aBIyVqEdva7tVqVXbmgYXkO3zmeYjYsqLeQtSOg+1TAaTUIJrdq9frhe1nJyCYNsAndoRgH3m0TctsGjLJ5+/fv3+2mA35pu2MA/rtoJ93ID+WQQe83mHIRMF8Pq84tF1A1Ay2LzPku4C09bDRaFRq4c0IGux67HgmO++gx7ZT+BATE2wWgJ65Bhgd5J+3drUPox2Ae5f+2SHTD9tB+vT4+FiIptFoFJ1OpwK+0BeCo5ek/xHb7A3AyBkV5iRndUyMeQEp5BnYgR1UYKX7/X6MRqMYDofR6/Vif3+/+HZngQ4PD8sObM1mM66ursoaNPSA7EW73Y4PHz5EvV6Pfr9fOQAM4o7FqGSbLLM8x8wnYxLxfM9/+0bmn7ZbV5EP5N8Bv79rG2O21zYvy5vbRolGxPO9z+1b7eszMDbgtR/1M3muS5Z87WL30UcIXgd81l9nxfg+2A57ZPLA4+LvGdeYLPB48GzayE+3nXGmlI5NKcgaZvvvZ/7U9VngHCWk3opSFVhDarq5cG6uFY/YnryEkJPuIrolot7b24u3b9/Gzc1NjMfjOD4+juPj4xgOhzEej6PT6RRHsdlsYjKZxOnpadnDlPcYdPb7/RgMBvH73/++sFiOxs0IMogsoHJkiiDZCduJeMwitos0WJSG4zGrg5Mxi5bbZuH3e3mnWeDsmHmGjacVHgbaDBPjRtuYvwz8LcgohJlt7nO/crmH73WAQb8MPjITz32Mn5kB2m6j5zIY+ue6Wc+nGQcDJ48zFwfqjMfjwtCaDYWZd9rypVwObPid9DYpwohtDSkshQEhwXvE1p5QI45MMC+wvMgwdsIgkPmECWXhmBf5Geg2Gk+nDQ6Hw2J7HPDe3t4WW4QswoK65MwyaCdBvyy7yCIMXKNRXfTuC73BrnHhSHyPHRsOGllzqp72AgpxGFlnHcDabgEkkGXrA2OPrrjcyIGTAxo+R07cd+x1bk/WV3QJneU9/r8DEtsE2kDfzejxbAf82Sl7kwCDBsoFCPTIxrgWHr3I+6+/lMtBFP3HBiK3HBBkv+JyNhM9EVsyxIt2YcO73W6MRqOYTCYxGAyi2+2WA4Q4N4KddwzQmSfXGS8Wi2g2m+VAuMlkUtpuOQI8e9ePiGqm0zKViYBdgRy/U56HL+XKQS5t9vs8BxHVk8ozkDeG8TOwvSYEnT3nM38nk30uMclBQv6O22m9ygFe1lMHIzzbY2zchC5jp5C5PB/OwHmsIrZBBb7DgNx2KAcvtpOQu51Op5TMQUrjq2x3/Oxd12cvCHVKABYiYnskOSyUjbW3JwLo4ojZrzYzRbVaLS4vL6Nef6oL//DhQ1xdXcXJyUl0Op2yleFms6nUp3FS4MHBQUyn05KGZuul4XAYr169ir/927+N9+/fx+XlZREMlI9FZgZnBt0ZpOSo0ZdLXQg4GCeYQUdxTDKRuSc/s1kGkfyeU1CZsXFdKPejDMyh090GHlkJs/M0i5XlhvHBiBvouHbNcoMy+Xu+cnvsLA0U/XeDdL7LGBh0IodcBjI5g+D+MT+tVqusk8AA0m8WVGcA9aVf9JP1HhHbEiZYAjM3EU/jxVoOgDmHfCB/Dw8PFdBoxrXdbpfFn2atYbRIDcNQcvAI3wdYA6iwDYeHhzGfzwt7js3CodM/ZAB7gB45qONfZrYjtiwTdpBnEdjYSeJcvMc7bbDT5hk4ZjsnFj/mHYc2m+22b/4sM1LMm/XfTBTfs92p1bY7HNEHAwsDFOs197t/jCt2iDE0iEDPHPQ72MdWODB2cM1YM5YGCTx3sVhUAmqead1n3M3AEeARpFueuYdDqrDzL+kykWRZIaPlecG/Mze1Wq2SiXL2giwbY7y//7Tv+NHRUZydncXV1VWMx+MYDAYxGAxKfX+r1SoBb6PRiNFoVLY+ns/nsVqtis6vVquSlad2HJYWu05/Iqoles7SID/ojYkuA2WPEWNnImAX+CTYpRSK5yLHlPMYJGYgTgBonWSMIVczSDXhwTu53G/u/VQfuT+TiO6nCRjGJGOqXX8zE46tMo5kjMGFu+wy30ePmS8HKPgp5t7AGlvuYJRxxS50u90YDofloDvPN3Y2lyDvuj675pwLhaRz3lzfYInBiNjuPsICTe7JUTQ14LPZLD58+BAnJydxcnISFxcXRblY0APQur+/j16vFxFRjGOr1SqH0ZyensbR0VEMh8P48ccfYzAYxDfffBNv376Ny8vLctKfFcbRvieXNmdAbWadC8X2uEVs68ByVOrnRkQFKCNsHJDBeLk9GJr1el2MFkGUAecu8M2iN48B99hQWLncLq5PRZ0eGzt8M/lWdEeaZgbNQjliZazsLJGxTwVYtJfvZHaA50VEcT6upyQFm+vSKLWazWaFzUUpUfi8p/eXfmVG1RkTgg87LPQdJpp54v8wrqSyvXcyMgvDCFPJMwl0sAGuaaetBGKNRqOyw8Ry+bRjFIfZcMhIxHZlv9fOYMwB7oBH3mXHGlE9bCOzuzkzRDBn+8d48iyIC6eSHXTbGTYajcr6Ht5BVtOANKKq297hxm2kHXZQzlr4/fk7DozNtgGWDHT4jjMG2baZeECX0DdACaDK2Q6304GT7RDjhRwbTAK0mW8YSBMI7h/HdhNwcpKogYHt/Eu6MrBiPGGxkU90ln8u42MMsQmQejybIJv1aKenp/Hx48eYTCZlM4aHh4c4OTmJu7u7mE6ncX5+Xs5WOT09jc1mEzc3N7HZbMoR6pyHASvPWjLAsHeQcd8opcHeoNe+ZxcLSr9tNy3zbKCBzBvsGhTbfzoQzH6ad3B5nnYRUJkcYK5oi4MP/maMkoOLDMrdRgNdbKnHiXtonwmQ3F+PC31w5pBnZQzid3jMbId3kSGeF+w5OCsHFASNLEY2Yer7fgqYR/wvwDkvt1AwMDaUFgiclEslvKi02WzG69evy36jGOFer1dS2c1mM46Pj0u0Cxu2Xq/LfpOkEzHO5+fncXJyEtfX1/HDDz/EyclJnJ6elsVmv//974szhpVbLpfPBIf/e3K9aJS/mZW2sDtYcebBrLoFnXflei0EFaBqweXdZtUj4pnTp62AxZxW8hxzr8fBjs3vyVFqbq+/z8/MsEdU68EYRzsynu8FnYw9vxNAGMDzXhzoLvY/BxkGMP7d8wuDm9kDdhaiRrJer5etvpDbPF4v4UJ+uZDFzKI6Y0GKz2wQ+rrZbCqLwR4fH0uNekQUgMU4smibOffuGwDQWq1W1oYgZ2StvB5hOBwW9p0SF4ypAzDrYt5x4lPBO2PjvwNEnLlxiZhtgcFCBpbOJJncyOyY5yhiu2UcekQtJL8bJBh4Yadc9pGDbvcTPQGse1GU3+EAIwMc3rkrY+YgxW1lrBijzIbnzJoBP3aCEhSebybYRILLdDLpwFwD9HD47Xa7PMMA6yVdlnFstUG52eGI6sJlQLAXOjPuvV4vNptNOXW33W5Hq9UqbPfZ2Vn0+/34+PFjZZ9+tj8EU3S73VKywgmiEHSUk3EaOHaKstuIeCabu/ofUWXJ+X++TA5ZNwx2Hdjbt3rXuF1gkmsX2Eb+8nz5Xt6NDjiDle0Rz8lA3c/K/XEQig7TLr8jE3m2QxmYuy/2O/bvticOOnJ/8nwizy5p8Tz73V7P6DmwP9/f349OpxMfP36M1WpV2d3N8/VT/v+zy1qcpsJI2dg4QsQxbzabsijTxt6M6f39fTlIhL1JAcAoX6vViul0WhZ/mmEzAGRVNYtz+v1+NJvNuLm5idvb22i322VFPQLFd5hkDzbGZJcTduo1GyZPutmuXeDMqTUbfJcKmTm0Q3WKzQ4LwTIzZQaIcd8VWeaINyIKmEJxaJuV2X3n/xgK15xmYJ4DEwCRQZpBMMqPgqD8rqlzjZkPp/A+2FwGTM4I2fC674w/Bsfsm9uDPLC1HyUa/H2XUf9SLwMJz5EN3C4GkT3BYROYG+bOJS4R251wzDYfHR3FfD6P6XRaavo2m01x9nnXEjPJyN9kMinlBBnIbjabYjMI9t1XfieAyOVN1gNkh/f7ou84IGyISwGsdw4mTAYgo4wzY5FBgzM/BtnIK7X5dmgO/s0M8U7u38WoZRbcBIQBG2NuuTJJ4XS17YozCIxXRJT58X7lGdTTd5wwz3fGh3E3KM86mjOJu2R2s3laZ9Fut0sdNOUy2H/3/aVc9i9cBmOMncEgJAVj6qAwIsoObt1uNx4fH+Pjx4/RbDaLX/bn0+m0rC0De+AXKVvz2pS9vb2y6QMLztmoAr9svYiIcoopl/uD/NBPl4HswgjO8vh5BDMEbjlI9X3O7PozSi+y3WPM8VduD201YM0g0UGEiYbMqPOdDJ7zZVk3JshB+S7M4bK6TKpllp13mBjmMuDH9gOYXapieeaiXTkA5+J7DhwgncjuOuvu+f6p67P3OeeQoL29vTg+Pq6kZAFLBlAG4uyAUq/XS0oZIQfgt9vtuL+/j/l8HoeHh6X2jwUm7F2OgyRgiNjWYZoNZqCazWb87Gc/i9lsVk72srGAbcvgl8tKzEQZmNNfX7wfxQdI2zij4GaVs6OHfciOmz5HxLMJ97hmIXa0bKHmHgTM4Cuneey0zcA7KnbETj/okw9ssNHJwQyX08cYXQNB17wbOOJ4ccSOoJkTR9QZONoYeyzNmmZZYfxYWHR7e1vawVw5xfhSLtjmiKetB2G4XT5iQANj4CCe8SMtbXCDvjOenOrLou1arVa2VvWzCM6RCRxzdtIwl9T/EiyybRvrAZzqRuet+7B2ef4MzA2aTVgYVBvgmrHmXkDHfD4vNtBsI7qQ6+PNaOaDbmifwRN/z6Dajp2fZroym0XWkWfbtuAceaYZNNsG5iPbiwwOLGv0w4uzMyCgPx5fAB317bSbzEnEtrQxlwpAGjEX2BIH8Ht7Tzt/vXr1KtbrdSEIbJte2rW3t1fK8ZypdfbVoI0xBjMYxDv44p5+vx+Xl5dlHRmBFLb75OQkvv3228qiZoPD5fJpdydkEfu8t7dXSD7G3fKHzjtT5UDUvsW6l0HvLkbU/tY+nHHAJlgnGCuX0/A++zrA3y5G2z7KgafbxN/8fYN9Z5y41+OTQbLn1jbARKHBtMcojx2Lfk2U0CeXtNF2151nQgA5RLdZq4AeMj/eIcoykskLB2vInQk+xmIwGMR3330XrVarsvlARJWI2alrn/xk1817e/H1119HvV6P+Xxe6m1ztJjT3EQNZisZFEpW7AiPjo5iMpmUchPqwSOiHNWNM2XQxuNxbDabEjD0+/0C7KlJYyeX09PTiHiqFx4OhyXi9rZJZmBpF9G+DZMFJ7NkmXW1Q6efLETbVa+L8bIw1Ov1Akay4eB3BDdHf/knQuy58lyT8keIcG5WZkAO388BicFJdrK+x8GKldNKQV9dsoIhwIDkceQ9gJjHx8eYzWaVI7Z5F+DHdZOZqXM/MP7eQxoZwoEdHByUrRXZs7tWq1UMyUu5Go1GvHnzppSBRGxP/KzVqmUSOFzGJLNq6/W6nKjKtowAa3ZVQP5x7Da4zA916ZyBYF3BDsGY4+zPzs7i8fExLi8vi3yziJd+spuK5x+nYKCeHZAdj7MK9J1/ZPiobbeD8DMMFpEVH6xikGmwii7YIeLMzSLRNi7bEesT8s0YZODs4JXnOgC1jmeb43bYOebnWQ55dg5uAF6ubTao93yivw74V6tVYU2ZfwggByu0ke9B8hg8REQpoQBkYFuw63+JPfuSLgLbVqsVk8mkshjOgRlynwPNiOqmBQTo2Hn88PHxcTlckK0WycAdHBwUYg+9RS7ZDGK1etr1jTNM9vefDiuktI5SGPY1J4uCvNmf0u8ccEY8L+3Ml+U6AzdkLxNRxhvca7/KdxhXbCREEHY4onowGe3BVrt0L8ugbbTfy+8m76y/JrmcUfSzbF/8HQdStN3v47u0L7c1B2l+vjMj3q7XgB2M6oDRRKPb7Hdk+2Ycu16vy+Jk/L+rB/6S7n/2VooIRqfTKcrl1CmgGedsxsKDO5lMot1ul834cVL7+08HFrFA6+DgoKSlEFzv9gDoarVa8e7duxiPx9Hv90t09Pj4GF999VXM5/NyqBEr6fv9fpydnZX90nF4KJNZJowQwBjBQYiYoPwzCy9tZ9/Wq6urSvDhyWbcnH63Ipt543uUDfgZdiqMlx3fpxSUd5gp2MUWGkB7UUYOEAyWDa5xaNkgAHQZP38nYpvysuJaceg/33EZFAu0arVaBWzaISMHduLuD+yZjVQOSNCV6+vr4mzszF+Sc0YWI6qG30e/e34ogwI083cWiHIgkA/TaTabsVgsyo4W2ZEjy8gGNerUlXtrtIgoh0OwU0mj0SjsPAH4arWKTqdT0Wn0Grlvt9sRERVSwPYhg03Lkf8P4XB2dhabzSa+/fbb0g7Ajxne9XpdAknk3wvMuBenYtAH6MlONOtNdm5cnksclXWD9mUZYfxyuQifw776PU4rR8QzO2XiwwQAz8Q2ec7MDHIfLCOAm/Q2tpn/s6uNs2t+P5cDc+TAZYuUdBiU4mdY7/RSLvoDm+s5jHi+mB+mmrHELmOTDcjQkcfHxzg+Pi5njbCRA/vC2x8aSL9+/Tp++OGHmE6nEbE9uZmtnDudTtzc3JRtFpFn7M3t7W2ZR0i9iK08w6gD6AwAc5CFbTBZZrZ5vV4XUnIwGJQd4/CtZs8Zb/sXdD2P/S7Ql4k365LbyPzalhljuU9+Hv9HJ3ex8fbXBMcmOs2OZ9/JHDAGxiyWS9phO2d5oz3IJKw5do/yXvwGtifbxfxuA3j+TxYGIievlWSsbEd3XZ8FzlerVSkJYXC9ujkbUcDQZDIpBxRFPBklM9NuMKCJrc5wJBhSOsUkExycnp7Gb37zm/jP//zPArZoy3Q6LSc2vn//vtQCPj4+xsnJSUmduWZzOp0WxbQzBljxftpCuoxJxODYMaPcp6enpQaefd0dwecSDMaJMoGI6oEsCCVjERGV6I82W+id3bBwuxbMEWAG8A44rNBmLjMwRz7sSAH0Bnj8ZAcglynx7hxlYwT9DEf9yBjgzUYeA0RtmJUcZjUiiuM2mDFAs+P1AuPV6qlcC0NLm/+Scn5pF+MRsQ2UWAvBODLWTtnf3t6WU/qYq6Ojo8puCRFVWWKv5EajUZhHZAEH9/j4WGzE8fFx2S612+1GxFYWsRvci04wb95VAhlz+2HZYPStH2ZqndrPbDt9PDo6iq+++ioGg0F8++23UavVyn7N1qkMdCiJuL+/L8wftolx55h0dIex8iIkEyWZ0WI8zH4xjjl4ddvQPeYd2fB48E47fNfdm0nkuQa41vns9HGoPjzGjD5221c+yMq77xgkGXjhI7iczXH9LyCA5zlr5rUSORj60i/PY8R2+2Sv94DkYtcl60FElXyaTCaFjGO+Hx4eotPpRKfTifl8XsA1izqRGeSu0WgUbPH27du4uLiI2WxWtkPmgEQYTE7mrdVq5e8cYkQ785zArnKwkTNCnypPwkaYQIt4shPYwlevXpUyOrAMsms9wqYib9ZBs/neTSgDSvtEWOPse2x/jAlot4Fv/l4m8dxv4wxjRBNn/h72Ad1z8OZyGbfFfifjBGMw7IAz1+CvRqO6vXEOQDJT7rYTZHissXXdbrfYbc7mof8/dX12zTlRsDtLSsv1yQgRnWVbw+FwWLYzqtfrZUW1oyoajgGntjUvvmTQGo1GjMfjODo6ivPz87i8vCzMOQBis9nE2dlZdLvd+Pbbb8uJoMvlMk5OToqjB1QZMERE2aPY7Ar3Uc9Ge2EAEDKnkAElo9GocsSwnRysEe/hbzwb9n21WpUoP6cUvejTjBmCaWX1fRY+j28WeASXeTNT5vusoNmxY9iJYrMyc5klwLH5bzBVGG07VEe6tI2xo7+km7joLw4W5gTWhXHhJ39zgOIFbzYcjNVisShlYS/lwmB6O0PPd/5pY99oNGI6nRbjhYOinAwgFvE0P9RZk6Y2AGCcYUAweLATlKQA8pHhXq9X7uNv6DDy4MXgDvCRDwAvQTT65ueYvTY7Va/X4/T0NL755pv47//+77I4PZdoGLwSAJAR8/NoM6VADjBou1lffpJadTaD8bIjs64ayOc+MR7+3KxmZsKYS/czIiqnOvo9dmbr9bqyXgGbmYMhy2J2qlweH/rCs+mXd83B7joYRw5MHLkNZDuRC0oQYOpeUnAeUd0sABkzKRTxfOEf/nFvb6+sF4uIAqp92jgk12AwiMViUcpRWT/izOTe3tPpoGwS0W634/z8PP70pz9Fo9Eomz4A0Pl8NBqVNtdqtTg5OSmlYrSHtiAbBuT2fbvYZ8bJxA2fTafTmE6n8c0335S1LgR2yIkZXALHiO1ZC14kjT8x0MtMOPpuFtl+3MG5GfhMurlMz7Jrdtk6wHeyjaEfsNi8E6LHmTSC/ixf2X65gsGBEW13tsHkgQMesjy0GayXs3a+NpvqwZFk2k2eYttNIsDM/9T12Vsp4iRoMDWjDw8P5cQtImGzSPV6PX7xi1/Eb3/72xgOhzEcDmM2m8VoNIrb29sSwdooHh4elgFzCtCsq+v89vb24vXr19HpdOJ//ud/YrPZlLbd3d3FaDSKZrMZf/VXfxUPDw/x8ePH+PDhQ0wmk/jqq6/i+Pi4OFaXHkREaQeRu8GkJ8YK5IljQRoLWhuNRgEVm82mUn9nxo+2MyZmGWjjw8NDyUTYuUVExdBkZjmnjHNKyGkyOzcbJEf4ZEoczfNc5scGDsaJ8cFZYtSsUF5M5ADOrBvti3i+Xyr9NuggS0PbCDJz2hQWMqfJLYs830aZ9iGD+/v7cXJyUtoxmUxelHMGSDm4QRfI6gA2kQ8Hhl9//XXZFYlFsuPxuFKHx8VcUCeO/FNWxjw2Gk8LSTlsyN9HVlarVfT7/UIucB7CaDSK2WwWq9UqBoNByZzhEH2wGYEU8s9uEk5xM6/ocb2+LaPg7IZf//rXlbIGB/AANnQWQMeBa4AYs/8Eqq79te2lftqAiXHJcss4O1BF79x3A2+ezXMinh8KFlE95ZN54jn4ELNk3mIS+WHMTGAwTrzDticziABJ99kAJLOcgG/WRtBuZNt20eSS+8998/k8er1e2WL17u6urJN6SRfyTo2u58E7GUXsJn7a7XaFZGLNSLfbLfIHEcJZEfxO1i5id9kEAPzNmzcxHA5jb+9pp5bVahWTySQiorDy+BlIgIjtLkIOFLAvfBYRxS8js+5jZrbNDoORqBzwYk6IILJfznhlcJjJKuuT5deZJZMlyKSJrAy2DbR9P+/MpJcJMdsfxsRkru0GbTcIRq9ytstEoPv7KSLOOu7PbR94HnYC/2Yb6RIu2wvaGhFFhrNdYG4p0eT5xoqfuj675vzk5KSw2DA6q9VTzWar1YrLy8sCphFoBurdu3dxcHAQr169im+++SaWy2VcXFzEd999F5eXl0VxMMB8H0WwE3G04vTCxcVFYaNns1l5H2UjMKX1ej1+/etfx1dffRXT6TSGw2GJ7ukru8ZQZuMdRiKiLKpAYVzvyuDjrDebp5Xmy+Wy7Nl8fHxc0uWNRiNOTk7K4pW7u7tijGABzPA4e+Bdauwos5AgkAiq+2rga4PjQMGMuy+PBw4tp75dmmLnRURP0JeZdiuonbVBOY4fA2OB53kuI3H7bGicucmON0fe/lmv1wt4azQaBbj5OGpOg3VG4+3bt5U0+Zd+1Wq1snPK7e1tsQOAY1LPNoCuN51Op9Fut0sd+MPDQzlJLSIqC2YjtrXpyImN+nq9Lp+jozhyDCrrOprNZuzv71f0aW9vr7QB22C5jHgC7xHVbfrom1kd5JD0JQC70+nEaDQqtvA3v/lNREQBCt1ut6SzzUDyk8wYNsvpfGfrrK+MUyYP7MQMtg2CbV8d5JpZYnzM3Nn5mWlDZiKiYj+sx3wOYMsAexdxwLNdh5oDZ2wOzzDAyBkNByXIGuw5TJoXiWPfPYasY6H8AVYYABbxFFj0er1y4NZgMHgGQL7k61NsKZnPwWAQFxcXz7JO7LyGnvX7/YiI6Pf7sdls4vr6OubzeSHkGGey7WS/vN7FPoUFdxFRslHr9TrG43HRfey3D37r9XpF79cpgDoAACAASURBVGFtzYa7ZMVyY5ab71D6ArbA77darfLOm5ubsgW0MzHIWqfTiYgoZNxms6lsP01Qim7kQMh+yX7erLL1zsFIBrb5p216xJZJ53MHwLYB9rNm6v18xsv+1M/PrPmugCj/Pd/LffSdPmNrcuaGOniXyth+gLdqtepaRX4yDmDEw8PDGI1GsV6v4+TkpEIsf+r67H3OWTjBhaGmru7g4CCurq4K8Oz3+zGdTuPx8THOzs5iMpnEH/7wh+h0OnF8fBwnJycxGAzi3bt38eOPPxblxSBSk+aBNEhlodbt7W3s7+/Hmzdv4uHhoSyyfHh4iPF4XBEUJgCD0O12o9vtVgwvfZxOp8W4sIOEGTkbqel0WoAcjBtjUq/XYzqdlr2Ul8tlXF9fR6/XKwxCRJQDEQD8jENWIIScexAUs1ueIztgC5Kj0QzMuXgeim7FdlscaecIPhsFCzJgw4yA2X33nfd4VwfYTvcvX2a0zIJnEM4zHWRgGFFivoszprxiuVxGp9MpMuSggz7xfMDlS2LOI55sAPLJmABcarVajEaj4oCQe4K2w8PDuL29jcViEaenpyWrUK/X4+bmpiwSR28jomSYKAkg4AUQw4I1Go1otVqlZIB1J8zdfD6vlN6xC0ytVivsPMYSGaVMJmJbd25gYJCeyxoMStvtdmHK2CEGA47seh0L7/T6hYjqrg/YHDN9ZoYz67VrHg1MnSnic1/OKPJ+Skssw3a4Bjefyi5FVJk2A/3MsuXn2Kbs8g+2GRFRCS48/h5rnmfAH7GtZ0e3I7ZZZOTr9va2As54593dXSFv9vefjqXPRMVLuNB5TuNlfmB6Ocnz/fv3pSzTtfYEgmSCIOPQAcpNcpkXzwEE8xx8eqvViuFwWAIjWGfWoACO6vV6CdCxMegAgDliO/9s60wWL4NV+k4whi+wj3UguV6vo9vtFl3ntFM2wDg8PCy2kzJa7Jf1YpeP5X2Uilj3s4zlZ2U9MuDluZl9doCe2/Cpy+CbseN37Ip12OsLctv9nEwE5Dnid38320qXZBNkuU9+lwkL2koWlCDR64i4z+W3EdsT2T91fXbYbhAOUKFz6/U6Xr16FavVKq6vr+P169ex2Wzi1atXMZ1O4+7uLk5OTqLVasX79+9jsVjEZDKJfr8f5+fnZeWyozkEzeUZ7uDd3V0MBoNyMAmRyfn5eVxcXMTNzU2F/cWpAHgZ1Pv7+7i9vS2Amno22uaaVu+rTJkJBsXlIxHbNOB6vS4LXMzUDofDGAwG0Ww2y+cIBgbFAoWgIXQAEITZzimiCkq5zEjbiewScu7nHYy9U2koVI6s3W4bW3+WGXbmyvVofMfMhgH6rvczxp8yTJnht+FgXM2WGbQQXJlVYZuu1WpVDsqhDzwvYquQOIOX5JzX63VJHWN0DFYpscABujQtM0kw72QZ0CPKXpg/HDNsFeMfsR33VqsVvV6vyMF6va6UocBMofO0F7BNOh5jzaLgRuNpoSn6iAMmBYtR9q4VNtwRUcl4kSUwGN5stjvBzOfzYkMoozAQ4Tl2upnRQz93Oe6Irdzb2aIDdsL+Hcdi3eC9u7JkPNegwgwaZICDfkAZNdlmqMxU+R3WeduXiO0ezdZd98/BlZ0vfQJU8n0DfgJrDsvj3Twbtp1SSANA1j/BOOcg6Eu+GMe7u7vodrvPwB3E2mKxiNFoVO7vdDoxm80Ki9jpdOLHH3+M29vbUgrHOpHr6+tiW7Gd9/f3JYA207laPW1QQeZuuVzGdDqNfr8fvV6vBOQuEzO4RPawCyacCCjAIRkQ53IvslgRUewNwYBtgYm/iCfyD1kDILod2E5fBtAENibnzFA7WI54ntEyVrBNyeDWQHxX6WcOXLhsQ3iH/TJ6BzlH3wHru55lG2vSMANx2xnebQLSWc8czDhw2BUAEKQjX8wThI/L4DxuyCm+56f0/7PBeafTqSyyYgDsoE5PT2M6nZYtgohCEVZO7EQ5b29vC/MFkIelIIVeq9VK/STbojE4V1dXJVJZrVZxdXUVEVEcN2lF7yzhmlAOVOF97OFar9fj8vKyAjC46D97q9I2Jg8mfxdjj+AgWMPhsKQ6cfi1WnX3Fdpt0GlnY2HnvqwwZqMxSi4JQokswHzHwRFBFWyGgX4uQ/C4+V0YE5hQ+oBTy8GCF1TSRq5dEXxmBGkf449xcYmUHXCuH+WdjKsZwWwoCMRQcgwNDNtmsymnBv5U5PwlXlneGBPmY29vr+xRDIhDzmDTKW0x+8ui0Igoxo5zACgnwXDj/NBrxhWbQE07dax2msgSeoljxTbBfuCAsBlm3DabTamJZW4jto4HmeK5yA7BGLrtTA6yjR3EQfkevycintkCxt+f22ZZ/w1+M6tku8F7vUAL3fSc8y7rQ2bNrR+UCNrZAr75m3WSd9lxfwoQfArM2EYwd5QVGMQz3jlbYKYNksX2wY4dn3h7exudTqeQQpRwmYF/KVcOnjMpQjbq7du3sVgs4vr6OiKiwkLP5/PodDrR6/UqwS4y4QPGlsunzSDG43EpbbXuEhjDMlM6BbnHhhARz+vfvTYjIsruMovFomQGkQuTDM78mCywnmT9wNfmrBCyM5vNotPpFAa9VqsV28e1i4DiWbuywBHPd54xI/6pID6/w1jAAYF9Kt/jd/7mUtbcbhOs+f2Mr/EltthBkYmK3A6/Iwcbu+xGvgfQjn2gP5CCnwraeN5sNiun2LK2BP/HuR3gvE9dn11zThoaAY7YHoRB42u1WvzqV7+KP/zhD/Htt9/GmzdvotvtFoC+WCxKbTmHC2C0KGlh2yoWhcxmszJI+/tPp+bt7e0VBaRExYLHJPpwGQbDtWfUru7t7RUlYTBh7ywEZuCvr69LwMFFzTuOjHcBKnYJIwwhzCJ9p22ucWMudgF0O2q/g59+BopjJfHvdoxmlWBJXeeNLLhsgDE3wMAgGFgwtq6hRQkcLLheO+/zSnttAOmjFY+UIuNkNowL2aGtu2rOSO0anNqAwsYS9JlFY19/dul5KRcZFzMBzBXgihrvx8enQ37Y0ox+4jQxTHyXxZ+bzaZsWUj2gXeStSKYwlnbkeLss22ChQYQcb8DMuTLTBf3Gkihmw8PDzGbzcoz0FvGwPWKLmWxvDhIpHzHa2O8g4HlGJ0ze8X1qcA8M1bogftth+USPj7jfT60w0GvA4D8e8T2UDoHtLTPgQXtJXDh/+6/dX2XHfM/3uHMAXrvTKjH0UGC7QNtNSOIracskYCO/lLGgC8ArL6kC1DJ7lZkyhi7iChboH799dfx/fffx9XVVdnTHzmbzWYFnDD/gGoWzpFBcrAKw8x72KHIthyyaL3enlycdSZim4Vm/pGJfPhgXmzJ3/FH6/W6snXjp3y8SbOI6uE76/W6spWyAw9IndwGg8OsB7zTPx1EYm+dLTBr7/HiO85cEQSZeMsgl/bs8m8mBJAd27BPMcoZABs7uI++323g/yYJI6Ky+yB/t7/HBu4aV/eBNjM+nj+wMzh5Op0WQvdT12eBcxrEzikoAEaIQQZo/s3f/E38+c9/ju+++y6Ojo7i9PS0pMQnk0kxcCg92wzRCRwtbDJpARjx+Xxeatn29vZiOBwWZ+OFJQgM9YAR2+3EEHyMDuUM9/f3MRwOY7VaFcUDYC0WixJR9/v9Um/Ior/xePyMwcIw5Dors9y3t7cxGAxKgLJerwsLyIIjrl0APEeiGXS67IXfrdiw2AiUjZnZNjIMAGQDdy4UzPeYGUcZspOzArmUhntoP8832HDUzT0GBQaWGGRKmGDCeC9lWx4/Az4uxgJ2yNuDEaC47zDHzOEuI/SlXjaeAHHWUKDXZAqsZ+PxuDhZxsKyiKxh0ACmEdttKZnTo6OjcmpgxHYu7u7uymFi/M07uwCCAfJe7GPQa4dFCQoywnob7ArfxRY4s2P2hXuz8zQgpW8ulavVaoU1tJ1ATj0vdtKZIWLeXM/J7wYSdvwAo7zYyXYLYOPvcy/6SL+Rf+bbNbzYbP9u5mxXaYtZSQN8Z7f4Z7bL4MpAE3DP/TClGYg5k2lAb/LHgQWfLxaLODs7i4jtKdefAi9f8uUgHBDJVoacsAvI/NnPfhYfPnwoJS3sqOTabmxJrfZUiw7xA2tMKYzHH1syHo8jIsq6NNqH7EZsbTb2nefzmf2bgz9/P8sXck1pAieQd7vdgofoK3qZZdksbUSUckgITEpvGS+CFV8G0LuuT9mBzCjzN/tQ+10/y3JgIJufwe/22fbF2BhjkQzOnTnjcwf9eYMK61POGrj0J2c/IOwMyJE7z5vxSw5kaAdywzPJxmJPjJ1sA3ddn30IkQEvjgwg22q1Sg3p7e1tNJvNskXh9fV1TCaTspc4Aouiw0ahDDbIHFYAaI6IwjJzL6kCjKeFHCPrA45gxwFTTDSGmVr08Xgco9EoGo1G2f3BCr1er0s2oVarFYBmp8VlhTAIJIJm//fBYFC278HA49hI4ZnVRikskHbevNsRuJ15RDyL0HEq3iqOKxuEbHC4/LsZJtpjo8Fc5FSbDQXvzSyZ78vvs7PEQJu1I+PibfoiosKAGPAZ9LtP3OsaYf+f8XUZ2K603pd8OXDzuJo9Rn9Zu9FoNKLf75eFoOxMFBGVBZjMO7KOIcuLJ812sPiW+l90iZ9meJh/mHiex2mkNuomHpBXAknqwQ26j46OSrYgolq+wXedieEeSAd/B2KiXq8/W2CO7iNv2fE6wDV4pT/IJO/yeKIPPN+y7bQ5PwELyIMdqmUl/98sJ+/lnmzD/V37BTPl/j/9Yq7oD3Ntlpd53FV2l7MbDlK46Ad98XPRb+TZ8oetxO+8pOA84nlmdX9/vyzIJDtFkL5cLuP09DQWi0UJdmHMI56frEmpE5kqfJ8X0uGPyEh60TQBMQtzbTMAc/QBfTk4OKiUGtEv3g+jXavVCnkHI2oACbGQ14hkYOz34w/cvtFoVPARQXpElAPy8BvugwnIXf4PAGriisv+1d/BT/J9v8f2mPt3PTsHnrsIBPc/Ioq+2d/7sh3hysCf5/r9+f/oKFlYMjLZhvkdmVnP9xCsgjM9JiYbcmD0qet/tVuLo4NWq1UawhaBMM0IWrPZjF/+8pexXC7jw4cPxfHyDJ5nhogOEIFSZ16vbxdZUE++XC5LYFCr1cpuDWbbIp4OuQAcYEQoi4Gdvru7K/WqR0dHcXh4WE44BQDQXiJwp8gRNqdqYNBySUfEtv7bbN/l5WVcXV2V1ew+0tyAIaK6j6oF0gsqHL0jYJlVdxvMeGUGwg7Q/TWA9ncMhnOkzu/IA8aIoMXMV8RWQWwA3Db3HyNmAMwY5ADJJQZOiQLweK+NKWwOf7cDYZ4NoABGtBeA/1PMx5d2bTabymI3HC3bfhqMYSvQl/Pz87Io3BdzgoG1E4Cdw7nMZrPyN0pj0HMOHEG3cJYOBOzwI7a7G0REcdDoGboCgOP+iKhsmYrskeGzftA/LxJykOzyONetGrhRAmLGDr3OIADZZLzQJeyGmSwu7qEdANtGo1Ep5+PKTtOlcbZLbg/jwM8MypgzwJ39gzMV3Otxdpusb2a3/Hfe4e8REGQbSVBEW7CPjK8zCMhpBn6WZ3wAADQzoS/h8txTakLwTXAFAYZuMrfdbjdms1kpWTXhYf9g+4wuAk4B/axLMwtuEIoMISMOuMnsR0QB3WZivcsa7eMzbB/thdnmHv7mABgdo7+2d/gd/Lgz+fV6vZCdYJaIbRaAttnvWT94t7OZu4IFYwTm2ICV5+b5YUxtu3OAYEBPu9BxB91+T+6H8QV6vKv97pttjIMJB9SMOfPNd21PTUw4CDcmyXpBe12+k8kKnxPwqeuzV6SY+aRjg8EgIiJ+/PHHkrrnHzsQXFxcRLPZjJ/97GdxdXVVOm7FJBJmn3QAGosBqDlFGHD+m82m7M6A4YO5ZlBarVYB+RcXF4UFh61FGWH9STHt7+9Ht9stABkFA1ghwCiWy2VwyK7NJnrHcMC0IHxO23BACsADA+Eo0wJhg+DyGStbjgrNXPFsBMuXI2WcJX31jgU8CxBkJsrvxGBxfzbULmvZFQGbecdIMCc29JnxdiBo0JXfxX1myLg2m01xLpkdABSYqfD3+Gnn/lIu5tBjure3Vw7WotyMsUdem81mDIfDcsIq38dW5GAV0GyWBebd2RVKamDwCMzJrtkZAnI5BAQHgbxR62pHgkFmrrApZNqQHxatOkBlhwnmPB8GZnbIcpH1BPsCi8eJqBFVoGyGy06PgMqZQTvEPFcGkLSB+bHe2lbZWWXmzkEC1y72i7/zHgNn3+d7uPLaF/qHjTVJgLzhR3zQi8fNsoeTtdwCGB1cke20HcnsugMJg5+XcjlLCNA9ODiIr776Kt69e1fqwNl6mLIsNpIYDAZlm+NdMsM4O/DCP+NXV6vt2QCUJfmgKP5m4ooF3kdHRzEcDgtp5ywRwT3sO7IGkLKf4MIXEIjQJ8rgsB2QEhkwwsJngAm5AZAziGeMuQyunVXLvnKX7vB9+1O+QzvzZaDKPQa1xhLO7PNdBw7oeu6LiTwCIj7P7HMO2Gm7AzTjoEwmgtsYLwNrxtOkowmSiCgkHcGpx81Eyq7xy/jB12fXnOMEGZxarVYU4/T0NK6vrwsYpvTk4uKi3DebzWIwGOxkYnkeq7gxugh+q9Uqdd28nzpQFmdltpTJnE6nERHlpL7r6+sKM+IojXfAHGFIzXrQXpyAJx9GkQmzgLnfOHmz8XxmwQc8GPQZfCOkFgwLBAADwbWzzIbGrJHnx5GvwSnPp7+7QDJ99fscZDio4HlmCnhvLrExUKD9No757wAclJU0qaNz/3N/DKgxnPQZpt+G1gbJF6VYGN6fipy/xMtyFhHFwUVE2fnI9202m7i6uirjTH06ZWoO3BjX+/v7stKdci92P0L2CFZd1w0Z4HFnHgysyazBoHE/csuaABt2dIhA1CSF9YX7qFkkmMiySnABu5plwTrcbrdLSYvHyk6Q8c6sGd/xwmzaiQ7YgWYH7QCY8bO+AFQd0GfZ3wV48+eMm508slSr1Ur62WNuv8FODjzP80EJC8DLAaAXAzrAcR2qt87knx0/9dQGECYyDDS63e4zcPpSLubGJU2AzsFgEGdnZ/Hu3btKaZLXmQDkXY6SgymC5tFoVPwugS8AlQx9s9msBH0sKge8AcSc8Wy32yVQ4F2ZHaX9i8Wi7CKFrXIQiwx6JxZ0z/4ngzlk5ujoKKbTaYXZ5mJM2COf/c8jtr7NcmVgmcFtBudc+GUwk2U1P8fsM5/V69WDAP3sHMS4X5Yl4xzbHp5t22Yyg/fzLjbPMClhTEdw5qyHbTVjYDLBY8p76IMxFEFWrhjwvHjeOZsj29t8/a92a+GBGDoaCej+8ccfYz6fl4OIzs/PYz6fx3Q6LdspoaQ4O4zv3t7TkbuPj0/HVqMEOHMfJoDyEKnDNFuhMQ4oATvFsG2RU8o48Lu7uwpbDePuiyAFILmLRY2ISh19Bg1E+gadVnIEhVSgGQXXMiIEdlaOEHFQZdL39iqOzILM3+yAI7brDXi/HRFygHCbTXKaGiBrY+XFxQbWjIHfzfv4W0RUDKZLYXgOfTMTjyzzDp7p0gKPlwMpgxKfYElbAQEGYcj4w8NDOSWu2WzGZDJ5UeCc4JzAzPXYgD/qS1m8HbEda2pBkVWn/fNhTbyDxdYE0t4lCPniO8vlsmy5FrHdLs+geLValVQxc4q+7HoPNsEr7w3gkFUHZMy5Hb8DUJ6DQwAsZgfntDzb8HEvOrPL4WYHy99z6cYuBi0Df5MQjN8uYsW65WDctsifGRQYTGPLYaXta0wKoau2VXaODlqyM7VdY4cQs+O12naHLjIdJhvQf+Q9YpsxOzo6eubYHdAh5/z+kgA642rbT8BN0E2N+XQ6Lf6t2+0WHzCdTiusKkEP8kywRwaCtWOMGX4zohoYs74E8swBAhlx2tpoNEr2yfJJNoRDBw0G8fH4N+YOvGGwydy6tp532d7z3E+x08gjQYfxiBcTZl3lbzzH783BQ7YBDrJNTPjz3E7m1vMZ8Twocb8MgHcBWLIf/I35tW9nLJAL992+5FM2FT1eLBbFp0Rs696Zn4wVbOudQXfQnm0e8oU/cf8+dX12zTlGDEOZ65/fvHkTJycnJeUMoOl2u+XYUgwtYJkBAFDTifF4XOmA05cs4iKqwtCzhR3vnUwmhXHnbwz+6elpRXDZ2u7m5iY+fPgQq9Uqzs/PC8tC23Mkx0QYCMKcucQlT1ZEFCbXdZBc3OdyGTM8OZ1rRcyMGMIYUV3saGE3s0UfcjSPs7HTtlGAZQKs5TSbnXBEVAwjbbaSoxD5kAezhDg/5sOOl7E1U+g2s6sK8ksfAV2uAUT2rfw23t6hhc+ckqP9OKhOp1PJmLyEi/S9g6n9/f3odDplHNBtp4fZF7zT6RTZzYCI9C1jT6YN5pPdTKz3rjNnQZYBZmZQ0PFGoxHdbrfIRsRW96bTaTmt1MyZ9clGPmIbLKI7ZMTon+9HphuNRtlWjsvt5gIIIKfWf+xNdvoGHRk8OxjIwMGsoNvj+ygF4XIdrhfCO0DJzzDQtl0we2720+wk9sFsmceXvuQSQgN25py2G1wwNpQ9OgDnGRBEDti92Jaxc9/Z/hf/RAnYS7mYJ8aPviyX29O2WaSN/zCAprzD5Y4R1dJKxhrSzcSKs2eQOjD3zrQy3hB+7PBEKaNZYPqFDaKMlcXrBOBur9cz0E9kzODNfsyMu4G8z1CxjkRsS194j8GnsZdlOuuA+2oQb1104Jn/n/129vf20daf/f39Z4d0GYjb7htAG3Nwv7/D/ZnwzOuVHJjnIMgBArKDj2G8cobQesxzIIohbGyDjQF4Z6vVKkQrdu6n9P+zd2thUSRGDTA8m83i4uIiWq1WBXSQDorY1l1uNttUoTf3N/vBRFOXygRi/BlMHIBX4jO4/GQhGYOGssC0o9ikuk5PT+PNmzfxpz/9Kb777rt48+ZNWSmNM8+7sWCsuGCO84KVXeA7R3fcbyfeaDTKogWUOSujn0tfMRLZEbvdvM81mvTTz6e9MJ2AFH/PZQoGPZnloy0G2pkRNUvjMXEqM2K7tZ//7vlwPZkzEmY/kMdWq1XmxOym5ZF2UFeJUsP64RS8gAlZpb/NZrOUa72Ua71+SrP2er2KDhweHpZDgFiYzXzCHlELyu4IlisckNnIxWJRWXvC93GGgFPGlCyGn2n2idSnyxuo3QQMICNnZ2exXD4tXo/YZr9w1si3HQJyEhGlfWR1kAXK4cw2Pz4+xtnZWYWE2OU8OSgNBj+iusNKdka7nmWbYqeaQVJEFFnP7BrZBHTHJyQ7EMLh2e7ZeUZUT2z0fK3X61L+tdlsStCLzgKGzKQ5GDGYcfBip488e098CBWPF+NC25wx3dvbq+zjD1ik3V7QjCzYh2SH/hIu7DPbCCLDMNZeFMn9+Ht0lnIi21LfW69vM97M43K5LCViu0oPkGFno9w+5Iu5MDCPiGIPwA/Hx8fRbrfjhx9+iNPT0wrRBn7IrGpEdXEr9hC58BoDdOTo6Chubm4q61N8D0GfD73id3xZxDaINvDcRZ5Z9tHVT4FWnuuLTAHPyIErl0vJMrjm/wbZ9q/gSs8ZZKzLej3PGf/wN/pvW8nYgHksw76QpTx2jIODMOMmPjMhErHdSIB3Gdvsuj67rIXol5ryiChCTT3YfD6PVqtVYTtrtVpMp9NibO0Q6IgZ5lrtiW3jtD4zUoB4ABSsGoBulwCQAnE6wqwmRme1elq8enBwED//+c+j2WzGu3fvKkFHZqtsLNw2jg+2kNI/R8445sy6etwRFiudt+byOGalc9Ro42GWh+fxOX9zROs2sUCHcebdjp59P2NvA+J383+f1mj2BOAP87ILtDuwszJ6MR7jzJw7uPA9HrtarVa27sqGEhlDyYmmbVgBLlywyZ1O5ycj5y/t8rwZBKE3AGtfDkhZ1OmgziUDZoiRcy/uHI1GsVqtCsCJiMriKPSaywymU5XWw4gooN0L/FarVWXfZuSCg4FygOBnbzabEjBghG0vDGDNynCPA1CeeXh4WGrh+b7XsDgotjOyI+K7WU+yLTB43+XATYJg481imhRAd5EV+mQwgb1w/T1BgBn1XcwibXJfeC594vm2CfyEGHA9tIMo+sihUu12O2azWXS73VKWRtuwcdjkZrMZ0+m0QtqMx+MS3L60rBnjSnBGaYiBKidsUo5iEMN4RmzL0GybAdPeBhFcAG4AHCLbZlB5pktabBvM2jvzbpLEuxqdnp7G/f19jMfjOD4+LnpN4MiYOMiMiIptcyYwg+esb74cSKDrBAaMg/2KsY6/y7M8hzl4t13fBaQz0Pe8gqs8PyYPMmGW/8/88c+LXrvdbmVMjH9c0pvJOvfFfbBdMHiHVCP4w+7noAMc6T32TQixDoJxeXx8jH6/X6oj9va2myewXfdPXZ8Fzokob25uisAeHx9Ho/FUhtLtdqPX68VsNiuLuBBUnCkOd7ValTQfDDpRBQpYq233FiUFTFp91ySbwXH6EMGhjgwBIoCgvMYTAAvQbrfjF7/4RVxfX8d0Oi21X7B4XmCE4wP0MfgGcjCoODiMA3936Q07MwAYjo6O4uzsrHJgjvuP8fPPiOoe4JtN9SAkBMmAJSs9zyPIcDTJeAGibCBtNPN8mfEwGEDA2ZmDeygvYD/p7GRdduQgAMBoEM7nBkK0wfLC+KBUGBBOcpzP52WcLAdmzzE4KHGv1ysOjLrWl3I1Go1oNpvlrAIcK8G6wZdZScYQJx7xdEog4+nyDHZlsjPHNvjwL+YPHY2Iwsi5lIpnsS2q0+30AcDBd1xXznyaBXbpg0kDZIb7+Bv2JGLruNHzxWJRFrU7vY1tRO43m030+/1Sj80e6BGxU7/8u+U7B80OBMwUcZ8dLcwWQMyBKnrzTgAAIABJREFUO+PMdyPiGYDIwYLJDdpKQGv9xpYSsLPtpfuIbtu2uQ8ZAPF3QJvT9owFsttqteL8/LwseMaZj0aj0jb2+nf5Df7IsrjL4b+ki9KV2WxW/Ge73Y7b29tSBlar1cpc2U846+Lg0XYyorq3fsR2vQenr7r0YX9/v7KwGmwA0Mf/ePtBgJTte/ZLj4+PMZ1O4/j4OCKi4BXah63hMmCNiFLGh293Zhddwpa5rAIcgnz52ePxuBxQ2G63C8nk9+afGYgbwDNO1lf+xjMsqwbDJp9sW5hPs+v0HfDu9/M85oj5crmZgTvjBN7Iz7Je8fdsA2yP/FzakrMBDw8PxefxDuO15XJZyqax+S5lzeSDz6zIQZmvzy5reXh4KFsnclomkcZ0Oo1Op1Op1cTx2hhjyLvdbplIp6sjtqd+eZB6vV4xDGYecGp0uNvtVuo9mSQAAU6GvVIZRCaL/c5xEoeHhzEYDOL29jbm83nZC5mSBgYZB4tToqaQyZnNZsWB0C8WnwHEMeb03SzheDyu7LuL0zYrnoF5jiodwNB3FCyz7XaitJtADCDLe80OeVcNG1pnHTIrT1sB15ntYoGhGSoUlflD8Bkb+puNjCNr99csCwazVqsVYL5cLmMymRT2gj4CWl1acXBwUE7OI5WLcuJQfOjRS7gILn0QWN62MNf+UibgeQLMAWSY17u7u3Lyp+vL7WDZ8pBner0ADJhBOCl4gDABAsY/Z2AwsDCpdiir1erZgSXok7d6i9iy+NgAZNgLYtFzmFjkDQCPbcyEBTvaePtGg16nVn9qUZYdtR0yv+fv+cJO4njRWesnc24ygnfDKJoBYyE+f8MGZHtHO5l3ZAS7yv2MQSYd7JeYd8YceUR+Dg4O4vz8PDqdTkwmkwI+SLs3m81KYMpCL2SLk6N5LnOWwd1LuR4eHuL09DTev38fo9EoTk5OSv+dQbfOMu6ArYiozJHXQBAIu3wLGWUht1lrno1uEfS6hMSBowNw5t++y0Ec6+E4a4WtTAkQsA3IHt/PAZcJGvQWOSLoHg6HcXx8XNrHwvvJZFLW83AYYr/fL3jCRIR9Gn3IRAJXZu3tg3fpP3rD8/nMumVb4za4Jp938kwCEsaYIM8YBl9Bmw4PD5+d1sw82qfzLmwU4+Ngg88h5cA1EELsAkimCPIIoG65dvYVIth2ifs5b8fzsOv67K0UcyeoHTs+Pi4rnRE8IlMW7mBcDw4OCvNsdgtW0rXCjkgxct6uDYUcDocF2M3n8+h2uyUlyQTvmkCEzkDz6Ogojo+PK4CVv2Fw2UUCB44xttPd29srbJ9BstPXMMUR2xQ9zqPb7cZwOCzHAa9WT1tC9nq9ohCwr47MsxNzgGNFZH4wKAb7zgZkh8e/DPA9nowdjpkxMFvmMWF+XJeJAQSE59S1v+/2MgYAHb5jkJWNKO0BuNGXh4eH+OGHHyIiyqIigBJMEIzNYDCoZF3chswyYpg+BX6+xMvGejablQXVBOfoEcEbtfX02WwICzMBkMwfmSLsg1k16ly9LgBQDhAn+ImIknJFT2CGXY6FXJrp2NvbK2V72AXsEqzgYrGojIefw5gwv3t7ezGZTGK1WkWv16vIIe9kHLB5zvJZTgk0rIPILISCWcKIeOaMTFj4csBLQODA2ixWRFT0MgfFtmPYnMxk2y5ge8i2OkDn/xFb8OCgjHb7HYypd/ZgvJCTXUQEYIzgmSzG7e1tsftsben3sugwIsp3IX8ckDkDkxfWfukX7V+v1zEYDOLq6qrourOF2HwzifV6vXJQF7YaOwiucFbYWRR0y7uyMMfdbrfstERG8/j4uNjriChAepfsGyzSvoioBMD4ImQkIordcXkCcmYftl4/raEA2DkYuL+/j16vF6PRqOgGdoDSKU6c5CT24+PjEujZV5NVy8GGfbLxAH2m/9gVB1G+hzkzqAWoZp9qciyD8jz2AHHG6+7urvgNAj3sN+1ibk0K5P7Qb+Qss9RmtW3H0WdkzesFCNLZbtt2yzgJ/GY8w9934Zdd12cfQsQODET+lB7gQNnDERYUwwZYZVAANSgvdVzr9frZ4i6MNco9Go3K92AlGcz1+mnRGhFnu92ulFw40jJbT3rSjArKbKUC9A8GgwLUWbhmxXckjZPqdDoVp26A0Wq1StrMrFC73S67ApgdZKFJBubMxS5WwI7V95lJ4+8RUSJ8DIYVGgEmTQkIMjvuTALjb8dOP63AyIGjbZyYd4Lhu15Ix/tXq1UxmH4/fXPUjzLTXuYceWDLw/F4XII+WA0vWn18fIzLy8tK0IK8sNiYQMrbiL6kulP0Ft0lE2QAtF6vSxYBdhW9IKBBl7kYy/V6Xco8Ip7vhEOGaTQalTkg8CeNbNDKGDOfLofB9sBy7u/vlx0gXP6Es8D5AY5tnNExs1gOLtAx9N0ZIeyCv0tb7eR9AiuX0/bYNcbMmTn/3boYUU1VZ+fFuDMOzsahlwZcdk70IzNy+IlcM0ogAKtMrTbzRSkQ76EUBZlkHGz3DMCRWX66r7YHzCPzvdlsSsbFJ73SN2qXmS/WVTEux8fH0e12y/oj7PX+/n6cnJz8ZFr7S7sM7NBZH5RDv7zOChn2tqnWBdtbB0u2y/gfziWo1WoV0qvX6xWmk+8uFotCADA3vtAR+zyTU8iyWWHLDp+zPbSzWGTpHNDiT7KOgi9gwyOi9JVySpddUa3QbDZL5jIDbINhMteZwaXPBtq2GwbkuVSWe5zZy9l4jzHtYp7zYk/8NmQKWItADQbb67kIBmmXS23w6zmowFeZJEBG+T3LCUQSWVNIvExQAuDZapz+UfrK/GHTarXtdq2fuj4LnCNkGL52ux3D4TCur6+j3W6XvcFxnEdHR6V22KwwCgMoBVCz/SJCBeBmcgHC3W63TDKgJyIKuHYEXa8/bZ+GwgKkIrbMfLvdLk4Iw4pQArJQGFj0iCengmPFINn44PwjtvW6pEi88wrGi/Fy+UhElO28SG+59IfJdnqXe/jMC00tICixnYYBs1P+LiHCiMxmszKPfqeF14DESmjlsRLxGXPh0pWIKMbZbJqfY+bG42Inj7H1XNFHs3XIe6vVqqRGfQ9yQMoTB2WGlmDT+35j2B0svYSL/jcajcIWYPwM5pytQJ5hmiK2W5/h5HFyrCvB4Xt+7u/vy0mkGEGcVcQWANrhUx4X8WS/OKgMsEWakZR5RDXLZoCO3JCertVqJevlEgqcIYtCMdqLxSJms1mlPbwHgIm8A0Y5+ZgMG7bOjs2Ox+w2QS16iKOzjkdsgwqDFdsf5gyHTJ9wTqwDIWjeVa5hO2qChOc7YLm9vY31erv1IHNPoML/mTMDazvCzBZmhh/7x9gwlgZfyAnZS9vJDObH43EZYxh4fM9qtSoBW73+tLUwxNZLuTy2y+Uyjo+PYzQaFYCO7rvkC/3wYVzOmiDb4ACTFci3SSHPkcEsZA4s/mq1KrqeSy6dReP92KjMxBIoNxqNuLm5qeg370QPDFqzr+HEYAgtyt0IUr1lKzgIYMgp6/g2l1ZAkGRQ7iAjk2+ZXeYnssncEERnJp5xyuDcJF0m35grdMNXJhCdjfMBYIwr9d7Wa75LX3KgwLxipz0Wljf7LRh8MB47FUI80y7smnd6IrDALpLRxCZBYvn9+frsshYUBBCJwxiPx6W+rtlslhS0GfPMEmCIATac3hkRlRMUKePg+Th876ACGwfDQ9TCiaSAeYSUGjUYaKdE/f/9/f1otVplIR9AAMG9ubkpbHpElC3TUC4M/N3dXdTr9ej3+3FxcVGMNW2u1banbLIXJovYBoNBDIfDuLm5KfOAk3dJgaNUs+l2uBYGDIyVzXNkRbUzM4jFCBiYYZjMTvNulJf3WSlgWgFu9BWFMqOZmS8bawIi7wRgMODo2A6DdwKmyVhgPAmk3G4ySDAdyDsGhntxPmRHkPu/lNr60i7kHoDkk2HpN8E3coEtwJAaPC2XT3X8ZOO8exFyzE4J7D1O8AMbhw4T+DqoZQE3GR7mk7rCZrNZScnzPdfNUqICcwMzhpFG1gEHBurYMIw4jCo2bLlclp2ANptNsYM4IQgBFoHe3d3FdDotcgQYx+Y5QKCfEVsHaRvgjBGOLIMrl2E4AOdzgxSzUjDglm8z69ZXs6Q4L9/Dfehozhi47c7a2V7QDn43SYTtBUjiROmbfycgZIxhhukDWTHkHVnv9XqVReLD4fBZ+dGXfsEQdrvdYtNZCId+kZ3Cd6LjBoi5tAT9jYgCWiaTSaVeHeYZu4ycWlayr4mIspCPjJfBPSQAAMpZF3bYsGyzKPnh4SHa7Xax5yxId7/wDcgrwd3Z2Vn88MMPBaxDWtC/er0e0+m02BUAHEQffsi4we+0PBGgI+/Iq8fHftSAlp9meg2G0U2IP4Ju9J559xyhgznT73exNzp/415k6uHhIXq9XvkuwZExAHqaMVHGDZ4z9BLMhk0l6ATz0l8I5bwfv9uFfFkesMfI2/8pOOeBrvv2qZ2TyaSiEBgrJhJghmPCYZI26Ha7cX5+HrVaLa6urmI+n8fFxUUMBoOinKSH5vN5heEGSMP0dDqduLy8jOvr6zg/P684YYAb7J+jKQBXVjaAAEa11+uVKNelFzg1t5UVv/1+P7766qsShRMZAwj6/X7U69vSnXr9aSFsv9+P6+vruL6+rqSRmBezyLkEhTF3ZG8FyUKLUAE2EHTGyArHhYLC/NEmGIKcYiLtl1NtAB5Hthh52nZ/f18pQbCBtpHIaaNPjRcK41MqYVfNTrp8gbbyebfbLTKPMTTDSn9ZAOO665d0IUsAGowZhvXu7q7CILhMDBmglITxwejBiHc6nWIjXLuPQUPfGVtnWJhXG1CXIURsg0EcD+y0nZODCANQ2E+yXASqTr87K+W/weqhU4eHhyU9b1nG6dbr9cL8o+9sR7ler0uW0g6atjtzxuVno4vWSy6DTe6xY82LsGGJAbLMEY7LAQo6RSbV5WsR29I1/k/QwwVI8XwBgOg7oATddmCC/XGWgCCTIJu2AtC88JU20EaAO6dO817WGDBOziR6y8mXBM4jquUggBlncil7w2Y62GLOzJyarPHJ4ZQCsSDv+Pi44Ahk3qWjvMtZU8gvsm3ObEc8X4dmcE8gDbAmW8977u/vo9PpxGg0KqeOOzOF7Jm0Yoeb4+PjCvvNeoaIp4MQKWVhHF0Sw1iRMUS+Pb4e9+zr/Rnyb2xgv2hs5UA5Z8TpK+ODP4X4y/4Zm8n8gQFsRwj0uMw68wzm3nabPpllNwCnb3yP7xicm7CDJN21C4ttYq4tp208kzYzj/8/12dvpYiCAI7oANEnu6lQbkJdqFklM7HNZrPUjD08PB1v/t1335WVy0SrNzc3xUkBruk8zm88HhfnHvGkdK9fv47r6+sYj8fR7XaLUDFZ/PNk4dgcQRkQZnadVHOucwR8eHX2aDQqWzGinPyf3WQ4bMRBy8HBQQwGg9jf3y+HJ+WacLMSu44fNktuQeZC8cz48XtON6JMNq4G+dw/nU7LrjZeTEm6FwYAZWq1WoWVtRGx0aUNZgoN4BgX16juAuk4R9hg2Mxs3AAIjqw52ZG2wSoB2NjVBxlHkSlfwvDkFN+XfDEuyJZrzRlH7vECGWTEuuPFmwbVpBLn83mljCRie7CX9yhGRgn+IQRgcACB3GNQbgOb2R2zzDx7MBg8A6zejcPOw47abJPLtijbc+oYYsCZCD53+8kyeFcqnIQDGGTd+mlQmJ2aF/OaPbLzdgaN+WPsmGc7f+wRmwXU6/VyUixrcBiTiOqOPs68ktLnHrfbv7v+1/fYDphoYn5wsMgiMsp4UmNuf4AuYPuR0YuLi7KzycHBQSnRQQ5gQLMN/tKvfIQ8wAPZQAbJAjF+eT4Aag5kAUFXV1fx5s2bIvej0aicnQKx4+xkxBYI8U508ezsLP785z/HbDaLk5OTSiCbWVkDdNhzA1aveaLP2CoCPJ4bUT1J1HaRUsn5fF5qx30gWr/fL+/Dv0REKRt25tJEltlxxt2BKeNscGr/SUBFqUoO+huNRoUQcRZqV+YMbETJTt69Db02SeCMecQ2C95oNEo5kMvsDHQZB6/f8bPpO893oGhclDMABu4EDcgNJckOviGZ6vV6jMfjgmO99oL2/hQ591ngHNYFZ2twAhDCQAOyGODpdFrYLRgfJsdO9/Xr1zGbzcom9AgEkSX1mhhp17D2+/3CrJAuarVa0e/34+bmphh7HH4WPgQSoGH21KwsA+sUCuktFNRMr1NcWQhXq1Vh4w1oBoPBs31Op9NpYeNJt3CZOQCY8ncUyfXpdob8bkdBNGxHH7FNoztt7p14CNYA3WQ3IrZb67EAuN1ul+2JYCloB0DPSgR4dntQCoyrQUkGI+4z33W0nJkXBwJmQai35FncT910xBPI6vf7cXBwUFmJ77IY79f/Ei4z5hhydIXgnPpIOwOzQA5G8hHcGDWXieDQMkPO/3kX7QKYISuUhhis26g7nY78PT4+HR6BzNlx8XvEVkdIWdvYWobsHPLuA4AdthNDxtA99O/+/j5Go1FhtQ8PD0tWynqDE/QiMtqd2SY7Z7Ns3I/dM9jBRpiIcCYkYgvSh8NhYRVZX0GJECCHMwMICphXxorgzhkXvz9iu27HMmndzjLMGHAPOu8Ax3YA2++yK/b4jojCFo/H42g0GmVXl9PT02i32zEejyspboDrSwrMuZAxryswaQcoAbxmAMj9EdWAEd/barViMpkUkM16DRhsso34hDyP0+m0BIzI48nJScxms7i9vY1Op1OyI5lRdlvzrifIh9cTEWCzJsGBYcQ2yESHDR6RHTAKNc3oWLfbLaVC2EJsDPYWW2ByDBALzjFYz5eDd+MCbDr9Nhtt+5aBO+OI7aUkh/3iTYgiMwb1PN+ZV8YLrOkxpM9m9t23nLnxPPN3YyPsqMtPsNWW6aOjo4Jr+I5LmMET3mHGvoXx+0vXZ+/Wwh7jCLWFBsYH9hongbLQOQR8tVqVwxuo6zk4OCilHq7tsoA4BZxrENlOCOMPC04KCmWI2L2BPQAvR2VE5QQWOEEmCyWiLV7ICluIMfF2SjiCfr8fV1dXcXNzU9kVhGADQEvEbCcUsd2n21GrnWtmvpk7nuNdT2z4DGiZQ8bDgNc77GAgXOLicp/xeFyCkjdv3pST2DD6BgG8g62yDMzNCtJ/+uFsgSP0XWyaFT0zQJYTBzdm5nE8yFWtVqvs0kKWgGdERCnn+P9R0i/pcrDKWKEH7N7EdoE5U+PgiWd5kTd6hE54i1Gnje1YMzNvQIydwS7hlF0DSx/cRr7nFOZ6va0v5XdYU8AaWT4H/Wao3DaMPgDUuzhhLxygIN/IHdkDdC6iyvaboY+oBum0B9CQ2a7s5LAlMJt2plzU4LsP1GROJpPKQlx05vj4uKwnwpZ55xUHZC7Vo605GGBsLJtmQ2EyI7ZMmcEmMmUm3WNIMI3ddD0+covNOzs7K2wZvspbCiL/L+3CnnqczI4zzgQx+EzG26UkJoPwF71eL3q9XiHsBoNBnJ6elm0bnTHP8wB7jYzyN2rCl8tlyUIjhxHbI+ntT1yqiiziX/KmBEdHRzEejwvWwc7ZTgLgeD64gXrzwWAQ19fXBeRzVgy/Y2+wC8gm73Gggi3Ma62MdWyTPHdm3E1QMU7YU9/n+TcJsLe3VxZuZ/2DsG02m9Hv9yvA3xiD8Ye0ZEyxE/a/vjJBZxtP/20TTVwAsN3viChzRRv8HrJhrCWDjAaHul9gVI/Hruuzd2uBxaLm6eHhoWwXBWO+Wj2dpkXaj1Q1Rh1HhGBz5CkMBAwF5THdbjf6/f4zVsoMMU7aaWkmbbPZVE7XxGlEbA2uB4rBNNvBIDsaog8wdjwDltU1yhhvGPSIKDWOjUYjOp1OvH79Om5ubgrzAjuGMJktsmPGQRiUwyR68q1IjAvK7sjXgm2AH7HdXtGLUng2ZUcR20U+ZtpweBjUyWQS7969i+VyGScnJwUA+P0GgwZmBnoGe4AWxsVZEi9Qcr8ckHk8aT9zlhe30DfY0KOjo3j16lXJgpAWhSGEHYmIwrzvYjS+1AuASrkW4PL8/LyMGY7QQHG1WpX0LQ4O8EbGKx8cVKvViq2p1WqlDp0AkVQpzp55Z5GtGXQTArQHJ8o2WdYD5tkOrFarVY6U5h4H7M5I2dE56MQm1Ov1ShDO95bLZeWgEzsBnmO5cZoYXTe7nGXMgS/f4Xv0f1dwbweMc3HADWhDx6jPZ15brVYZe8YUMAMIIiOAnvO3nGKnnQ7W6/Xt8ewuWzIbCpDhH89njOgHICgiin1nPRPPy+sCGo1GObJ+s9kUsEamkNQ34B3g9ZL0P2IL8CinIrju9XrFJ2G38e/4aeaAeWk2m5XD2ADT4IH1el0ONuTdyKQXTkdsSS70CxKO9iIXBOhc2BLbCmyX+1yrPe08c3FxUbFxJuEsU/YpPAtdNdimSqDf75eDDrGNxjKAUXZ9cjtzcJ1BuPWbnw46+Zu/6yCbNvg7ECLMswN79BI9c+CDbjJ2V1dXUavV4vT0tGzAwHiCeZyFsX3N5ClkrHWePuS+MTb5XTzLY0g/HLwReHuMCcRpH77K63CwZ+CK/zNwjrJtNk+LIVkcNRwOC5jJi3gMyA0II6IsfvTOB3lCqS+r1WoxmUyi2WwWNt3ROwqOcyXtYMcJgw54ioiy/6wZOCbCKZhmsxmnp6flsCMDXAs3E5vT7Rh2g03YwA8fPsTx8XEcHx/H2dlZeSZ7PpOOB3TsmheExoxivnZFwmbyuIfLoN2O14tlGTOnwTAUfifgmHk/OjqKjx8/xng8juvr62J4zKxxmVkDsJi9MPttttNGwmyi20KbUSbPPYaE+TZoJ81qVhHAYrnodDqFAUYh7+/v4927dxWj9VIuxrXdbke/36+MG0aaAJv7bVgXi0Xc39+XkiauXBqFUQPkzefzZ0wE9yNryA3MJLKLrGBHvAicnaJWq+pWlwA1+uu+4uA9zxFR9CIzPmQXso3Y29srNagEeJw4SQ0q72cNA+828AYkMhbr9faoaL7vwDM73Mx47XLo2FH0wZkxrysyk2pnyDay9Xo93rx5UzYOYBGVgRfrdAzkSRm7vtmZQuwqwJp+G+jjJ2q1WkU++el1OyZrDLToM8QKuwchW8wPYJRTrVksjb0Yj8fP5OdLv5jXTFxAonnnG4Oso6OjUqLpjRgYN0gr/C3Am8OgqM1m/PHVyBg6xZx7YSrBIbKCnrHYl35FbJlal1E4YG61WjsJQPvJiK3+GCjaf5jU6XQ6MR6PCwEBpsLO+H5kj3fndxqQOqDN/jiDVD53oOrLNgNdzFkL5NrBF+9gfjiz5fb2toBxNu04Ojoqa+0IorA3roG3rrsvLn0Dp/B+Bx7GA25jJk7cb+spP5Ejds3iwodQNUJbvaDYawV+Kjj/bHD+9u3bYoBQRrNhrpW0MnW73eJwYA29qOb29rawa2a6UHzqucfjcYxGo+h2u+X+1eppYRZMMQbBAJ72E+1Q0+U9zb0vMApIMMLKaDsJTxKTinB4ImEDI7YOEQa/2WzG2dlZMdbOEOCAWXzI+OZaczthK5yNKX3MwrCLMTZbiAFgHHFidn4GtFwGADCtgKRarRa/+93v4sOHD/Ev//IvsV6vi/Gm3ygafaQNXnSYd2LgVDGieffLY+V++O92whnEo2SUoxAosUjJaXCYeTIJXlVPdqnT6cRwOKxE/1/6RfoVA41+AtAAICxYzFkPZK/X6xVGJGKrb9TxAsAIoHGwZB1gvG0gzaJiVL1gmne7JpBAE/bMWSFkwIu5sQMR2yDUoN+7nHCZbbFOuJQKBornICcADAcnlmWXjcFW807GwSQCcspnEdv1Ju5PDrCZe2QZm+ngw30y42bbQ3D129/+NpbLZfzzP/9zTCaTioPHTjBOBg3Ii7fr49mbzaZSvuA1PbZ99MNtZDy99aOzLwTpt7e3ZfMDMptkjAn0cLwAEIgkFofDtN/f35cDSl7S5V1t6vV6CSSpo8ZuI7fI8v7+ftkmL2K7XSG2gsApZ9s4+4CMFe/C1wLqLi8vC/AikISxtB/jd/ypd5pzoMu96D24gcOCMoDDV+wixrgnZ7gouSGjis3inm63W9YxDQaD4vMitiUmBuHotvWbfjiQsF5FVLNpth2+AM2AT9sXMI+DBb87IgqGq9fr8e///u/x93//9/H111/Ht99+W3b5Y/cv79hke8izTLLRN/yJMYnn23bPhE621eh6xDbTgQxgO/g/Pp+xZWyQcSpLnFVF9igR/D9jzu/v7+OHH34oi7aIcFutVjFcdiwIAXsJR2xP5eQ+JrbX68X19XVcXV3FwcFBdDqd6Pf78ebNmxiNRjGZTKLf78erV69iOp2WrQiJOAGBgIFWq1X2C/XgMzj1+lNdlw8DAHS7FIKL5xNMMDGPj4/l/d5T1MLpqD4z25vNpiyOvL29LbWZMFEnJydxc3NTNsBnTHPU7Hb62QiSQbqjTjtZHGBmEniWDwSo1Wplj1ucKxFrZs0xfrAPf/zjH2M4HMbf/d3fFVYJYXdg450oDObMlFrovRg4s2YR2wXNGazneWYMDU5gcjHoyA7gjoAVAI+8s/UdLAhBZr1ej5OTkwqD/6VflCIRdGCwvfVoRJS5wh5wPwYMx2gnuFw+LR72wWE45IineaE+GQeNscSg4ihgdphvdJ7PAPV+PwYcQGwmGZvgLBK2BkNrIw47Ypvny/LH+Ll+PQN82CaeRd272b2IatrfrDKfGUh4VxLGB31lbg1wAd7ogA9iM4MZEc9ACLYDffz48WN88803UavV4ubmpuxgZNDP2GZgzfNtyzebTWHMDRTMliFjtMfkBc80EGNuGFMW7cLoDQaDEiAamHMiNjacNTbD4bCAG/yBz8d4CZcJGMbPAaLtsr9D+ZIDLOYNPct/pZqtAAAgAElEQVS+BLnqdrsVNp3yQHb+IVCHrWfM0X+ve3FQF/F8px/axZUDO2fkmDfsOlUFzq44KPZlBhc5B9i7pp9Mv/32er0tB2QubCv4vzO/Jtuc+UCnbQdpM/XitN8A19ktf5Zl2b610WiUKoDlchn/9E//FP/wD/8QtVqtELAEQIx5DupzX7I9s73Kft0kSSYtTG6AO0zQ0i/sCrbA5BJBlYlFb3lL0GGfhN586voscI6wuCgegwjbbQYFJ4HSMQheqMDn7G/OYUYsImK3lePj48JA4rSvr6/LMwDjKBLMJWkHBpq2smuAL5g+s2csZvHfzapimDNwzM7T6ViE2lFlZqowRu12O375y1/GfD4viwzsBBHQDEQjni/Ac/uyMiGwAC0CAEd3roF1ipj7+N1RK20zG3Z0dBR//OMfS+aArSQZE6eceE52rPQfQbfM0Qb/nseC/vKuzWZbvoIhx0A8Pj5Gr9eLr7/+urDmTpUis8vlMrrdbrx+/bo4h5ubm+LQOYiIIGcymbwo5hxnaZBEkG5mFkfiTIQdXWbUI6LIAPPovaA5IMZbi5npog2sDcCgM6/54I6IKLXmzqQQWPET4M2cUVe7q2zC9ZLImA9o4u/Io0s5dtkOACf9ub+/j5ubm6KXHm++a3aM9+FoCBhsJ3Ak6Anz47kB4DCXOG3rWcQ2+5EZaZMcsEXv37+Pt2/fxnfffRfv37+PN2/eRERUAI3Hkedk8O+sHsFzLmXz/GZG1A6f5/N/MmK12lMZ1Nu3b4vsIoOMCWddrNdP+51zEN/R0VFMp9MYj8elfzhuZyhe0pX3aEdPkGkCOIBOLkPKc0swROkYa3UgyDhVE91aLBbR6/Wi0WjEaDQq7/Xhfi6HI5PhgBF/bBKLEgr7FPAGG1pMJpMS+HMP825bhv4CGNEtdMH4yb6JcWHc+J1yF57j8zhygJFl3lkk643tUsQWzOdyLp6Jzjw+PhZbzNhnjGHfzd+dyfj666/jX//1X2M6ncbJyUkl85iflQG+CZA8Bu5LzqKaEXc7uScz6c7isOPa2dlZGR8+9yFE6APbZJIxclAIAQmR+FPX/+oQIgwxAuSOmkXDkdgQ0UhHzdTndDqdOD09rSw48g4rOJj5fB5nZ2cREXFzcxOr1Sr6/X7ZzcTAeH9/v2xxRYRKracdjBV1b2+vpJuYPITCE2gByWyX+5wZWAtPo7HdTs21bowTu+PwfCbcDhilMxtk9sxsOe/FGBl480wvjHD9ltmOzWZTtq1ydG15AMybKaCPi8Ui/uu//iv++q//uhgwFNFOy2kk+kebzUgyLjZsjIEBgyNlg5KILTjIrGvEE0PS7Xbj7OwsRqNRWcjKePiQC2SXcXHq2wYiG4sv/bLc2HkgD2Y9SUsDaJyVsQxhMyKq+9RyP0w6zzDIJ6DKDtPsr0vQDDIBne6bA2/rGrXRbpuZGAeOu+bYDsL9tl7bifmezWZTOU2W8eI76LuBOQAV+WPsLO95vNABA3PslDMG9JWAM285l/XToIV3XF5exvfff18pZ2FOfZ+f50Cfv2U5IqPJZw7IfR/vsMxSlkGbcaLUG//qV78qsnB9fR2z2axsdsCOGgSSrHfiRGm2F4yICvjIGZWXcmWb6uDWa5OQEfuAzFYyVxA1Li2FGLm/vy/rdgiGer1eCbhZNMr855IVSDvaynOzTTZZw97jLHZFRnJWmu/Zx1s+DfyQQfQYGUOvsh4A3hykgx+yjbFe2BYYq7i9/q51wv/PANjvBrN5324/L9tC24Cvvvoqfv/738cPP/wQZ2dnxc66JJp7PUd+XsZitvsEvx4L38MFvkFmkAnmbblcljNp/uM//iN+97vfFXKahbyw4tjFxWJRSqHRewJWB03I8k9dn73POdGjB9BgPDNmpGCy4aXOipQmHQN4Hh0dxWAwiIgoEbKd93A4jJOTk6jX63F1dVWOs0cxiVpJAU8mk0q5CBN2cHAQ0+m0AE12fajVnrbDo8aQ/2dhRsEsAAbktBtwigISkbsUwJkICx4RKxNar28PCaEddka8h3aR/scA8E4byV0A1qkzrgz+/f4cJFixHMwdHh7G119/Hf/2b/8WP//5zytCCjtqpoOgjAtDZPDNGOXvOo1qpg2FMnvKsxlf2FBWlf/jP/5j/Pa3v43FYlHqRXmfmQqzScyTGQ2P8Uu61uvtIRpmRGGkXbObgbaNKnZhtVrF2dlZGSOM3mazKZktFo5FRAE7BELIBe/GeWYw7Hp/mHA+JwBm/rAPm82mLFg1Ww0gpW8ZWPNsgxLudbBsts7ghYDDz2VhODYqO1N0Ky9ydJrW9ZMmR2q12jMGh+9hww0YTLh4rA06s/7XarWSkSC4+O677+Ly8jJOTk5KgEOGAH2yvjirGbF1tMyhQTmf0xZ+t11g3LB7ZtEhTADmtVotvv/++zg5OYnb29v405/+FI1Go2wB63flUxs9jxFbcO4yqZdyORiCDaRvBkWwpGACZ6iZU0Aup3fW6/W4vb0tB/BQ3tlsNsvuRWTtbm9vYzQalQzFzc1N0Q1n6B8fH8tuZ/P5vML2ohM+N8Xfx2+4Rh45NonDuCBP1hk+Q74siw4Orfse6/9H3Zs0R5Ik17oaE4CYMWTW1NVNsilCcsMdRfj//wAXXHDFu+mWGnIAECMCQ4THW0A+8881HVWF++4iYSIpSAQ83M3NdDh6VM3MY0sfKJUwyKNlJtw+OWfJDdqxSyYcuD/XZULB/jIHIf6OCUPwTrfbjX//938v20ZzX+t3JuDy+LQ1Z2hyyySIMdlLz/b14/E4/ud//if+4z/+I96/fx/7/b4QvA4AvEd6W9Dje/9e1uxV4HwwGMTl5WWDKfIBIhZAAzUzkxH1tkfd7nP9KCwE16OoHOfb6XTKgoKrq6t4enqKzWYTt7e3MZvN4ocffojFYlG2XqMGlGez5+z19XU50e94PBZlxegCGEinGUz3er24uLiIzWZTFJgJhgEy8OL5VvLMbEVEo17ZDs71TBYcIjXG2CkbjCfPMzCyoFkoHUhkJsEO2OUKOETmcTgcFpaS71DGAYtMaQEAdjqdxn/+5382wJAP5jCrhRO2IeAaQI+BQERtNHLWwrtYAI4yU59r5ykxurm5if/+7/8uO2qwPSjMJM91rSrOwMY468hbaZS1WR7YCg2jiLwythHNgyysEzaMNvAc6sFYrdfrmE6nZctSOzsYJYAdeokswEyxII8+ePeFvFYExqTT6ZStzczMZZY6M88RUe5pB2W9wik67e6yB2T+cHg+CwIZYwzMDvmdDQYA+vTLjFsbM5bHjoYuUW8eEY3SN9fL8u6UIrn0wMzR/f19/PnPf47JZNK4f0RzkXpEMyvLPdqytowZzzMTl0uYbPtsT7rdbmG+YG2Px2P89NNPMZ/P4+eff46ffvopfvjhh8baA5MY9oUeU1/7FoNzxhddJRsdUQfhBqj2wfgp3hmyBHDGfVw7TA05e4A/PT0VJpPdi+bzeVk4mbemo9SJNXK3t7cRUZ/SfHt7G91ut+zExPUsXo2IckAQupczX4wL/0yo2ZdFtJ/I7bHlniaO7E/IRrgkJssR19lG+d5trHoOGpDV/AxsCqUylB9lOTYBwQ4tBrGHwyGurq7ieDzGzc1NkQfGzSVntm/Gnc5GmCjkGpMvJmqc9clBiX1Rt1tvoUzm7L/+679KuQrlU95eFZ3I5GfGWX9U71+9zzkRMdEze5I6SsZY5x1KMHxm2Hq9Xtn33Au72JnFjM/Hjx9jMpmUbRzv7+8LgCeNfX9/H5vNppzwRzphNpuVfUph2XGg1BQPh8NS1313dxd3d3eN/nI0uwfXaSlHqzgrK2ZOfWXGGcGBwT8cDmUls8G7yzb43Sy8BTsDH0fS9NNlNjRACM/wIj7e14vCALsIKbsRjMfjRtkCcpLr8ZANv1+Olt0fR/wYF9iQ3Hf+dbv18ek2Tnag9DGfWEpw8Pnz53j37l3MZrOIqGvT2qJgB2s56vfcvJVmVjeiWfPvMjKALe+NDruUwmDFhpOg0mUsZFN4pu0HC20A5yzGtZwfj8ciqwarfN8BmTM0lisDMd/btcfoPIv+CBbsJLPBdjCDg/KuNavVquGQvQe3QaYDbh9Q5FS655H5yAybA+DMIGUdwYFRIoRNQYcJbAjMscURUQJ2g2VnoHhuZuy4BjIny6fJDAdomVTIIJ33576sVaLcYr/fx//5P/+nyBg7T+TSqMw2mtzgs99jzL7W5rlnzPCh3rPdgZABoLfNxH8A3pB/FlIPh8NypgIBNKwxZaePj4/FlxuHsPMbfgb9n8/nsVwuY7vdxvn5efR69SniJs8caLaVmNBsQzxGDniZ7zYQ66wr2UdnxMn0QQBG1EFxG9jDD+XgL4PyiC+ZZPuhDFr9Lswl/c4LMU1AYSP4jICZvvrMBoNmExk064zHOPteZ8e5F3XyzqzTN96Fv9nOgmkoq/rxxx/j+vq6lFJ5HPMYMmbcj34aE/xee3VZCwMKS20HxcDltB4OEEeNs/OxqNfX141Sln6/X1Jah8Oh7HvqrYUYOIBar/e8//LNzU3ZbtFbE47H4/jxxx9jsVgU4Mz9iMo5FIT3gJnl/WkEJwiWnaMn32xOdpJMlk8dRcAxKicnJ4XZz0bdCyi87aDBKf2guewARsCRuRlrA1/6i2E1Y2gQzGfM9e3tbXGOBk1OdTq6BQxzr2wo+MzGjvf0Lhs5Umcsud7PptlYcUCGA6B/+Id/iA8fPpQtFM0M5fSWx5h++29tC1S+9sbcopO93nP9J+DSmRdqwQFU/rtBDAtj2I0JwEbpiI1sRBRGy+UMvV6v1JXCyh6Px7KrDqARg8vuQLDWEbXdwgbwvhhtfudaHL7fmb5QvxgRJeDgXsibA2ZOA0SOzbhBdnAf5DmiyTLaARIYRNSlN+iX39fBBn9DnttKQHJGhPdz6Rj2hnklwMh66WfwuxeN+f68L3LAuzggYEE6jtjA2+NuMGB7y5hwX8raLK/c/927d3F1dVWCE5cFZZuEXOQA6o+yZ19Tww6zRspAC/0xwWS9zSQKtoGgudvtlhpedkBj4SMAPaLONMOGM76z2awAdcrf0BfbeE4vJghwhp6AwCAZvbIc4NfBEDmwNWvrrIrXb3G9/87YOQNNaQ/BTfYx2S+2BdT22+hvDtaRT3/ffze55QwI+IayM+7BNTDN7pt9qu9TVdUX5xtkf8piX2yRmXPeGRLAum7ZzMSD3zP7Mj+XbcR/+umncuZODoK4TxtO4TOu/T3//+oFoZzYeXJyUrb3woHYELou3RE1Cu3UUr/fj2+//baks/v9fnGsACoG/N27d7FareL29rak2KkJJwL+y1/+EqvVKj5+/BifP3+Oq6urAiQi6tMrI573O2enDQxPVoQMDmn0yQYAR4qwmc3O4JoxwpnaoZsdR7i5nol16txO1IqalcUKhAFwtMszAZx2pnaULss5OzsrK+NtjKnv9bj4uygN7+et7nC8GFEDfhszR7+8lw9JQtFwkMhe3rIOQ+jFOfSXv1VVFX/5y18KIILR5BrG2IFPZv/pt3XqrTQzrja06Gu/3y+Mo+WPxuFEDugB1a7R7vf7pbTAbDvPgonC3kyn0wLK2Nnh6en5eGjslR0qzJyzOIdDfYopwCyiycRYth2wOyBmERrfiYjG1lzZ2bgcyLupIOcAXPQWne90OgXYeC78zMxKcW/Ln5+PztmR2m5hz2wL0PM8LjyHZ6OfEfXCYtsj7pdBHQEK+mr2zsE79+T+/sz3RYa8MxPjigyjv9gexq7b7ZbdmCCGbEe8riUzpfaFTn2/tbZer+Pq6qqAYJdXRdS+wwGUSSsyU9gMGG8HdNiI8XjcCDJ7vV7Zle3u7q6URHFIEX5sPp8XJpqSWcbfLO9gMGicYJp9YH4vN/tcE3Re+IccEVxYHoyJrGvWG2QcOc6HErnRV7Ps1tM2G2Eds33wu/mnM+32bayxsoz7/7Yffi7NuAh7QN8ziGZc/F3btwy2Dfj9mQG1cZqxz+npaTmbh7k8PT0t6xf9nrk/ti15jkxA/lZ79SFEKNFgMCh7cGLIbIyJ0qyQ3ucRJfrhhx/i9va2dJhDKfiOJ5k9o2E1WRRyPB5LhIazPz09je+//z5ub2/LIjPXCHuj+/F4XPoEKHfUbBDHZzRHbDBz3jEmojbUnhCEzmw8CxAx9DDqfobBeP4+IIc+IBw4waw0OYJm/mwgDCy9sDSXFWB8eVeXwdDM+vFOgCSYM5hP5AagzvdzjSOyRt8M0jG6jA3v7JX6VlT6WlVVWfBpJi0bWIyVgyYYBNezc63H/Y8o59fYzFQCAGGzIpqGFtnFRrh8rdvtFnaMtDVMJes92JaKvcdzEImsMdew6gBmHLEdroEz4w9rze8O7iKa5SMGh5lNI5OW7ZydEjrlezM+7I9N8yEunU7ni5pa3hV5t8PweGVHS1/siPm+QYnXrRhwZFbIDh+dt4M1YM+y5L9nBhb9Q8YYG+5tgGP7YzCUmVcTA9gjwCBkwuPjY8moOsNH5g/CiLE18eBSTmSJYNYlC20A62tv2DtqbZ358DUEl+gHn7OYs9vtlnU88/m8+L3ZbBbL5bIAauaZYB07wJkgBPtPT09xf3/fAE6sjzkcDrFer4t/tl4jF8g/fWaBqt8rs7jWH/4OcLaOkaHLxBzf8biZFEB3vTg8B63onklEExi+zuA0N5MO/gw/5mZSwplKZ5J5jvEDfcwkp+0S72DW2u/p0hO/E3MZ0Swz9nMcuIBLczDDwVksGPYzTCSAH7IdMCiHDPD1/N4mC23tVeCcSSGCMGiMiFLvSboXIAQrTe0hwIdU9tXVVSyXy8YCqJOTkxLx9HrPe6CSdqqqqux/agCEkeQUx9lsFrPZLHa7Xdk3fTgcxmQyKcDCg5sH2iyS009ujvC4H44Bw+yUsZXXTBR1dK4Xs0DitGwgnALHgdEAUdk55gjRpQaAZeYsH4Pu+3MPInpSklZK7m8WgO/RP9fzO1uA4vD+zLVT6K7ztzKiAGbWbDwza06/YCodLCDnZvORMS9wzc0KTB/tmA1A3kojaImo97l3GRZyimMlW+XxyalvQBXztNvtCiOG46TOE/nHQPuQKrIrvV69MJR9pu3ASKm7bIN34/c2B2H9tzNpY2qQb+TN5Qy+1vpIn3gnfoekAMDbWRh4W8YZMwe8BiR+dwNuslaQC66/55kui+HdmBfrHDrkgMLyDxhmXvOOMVxHfwnY8udm8vN3M0uWAZSdPLXzj4+PsVqt4unpqaw3AhzSD2wB9hEbgA1Gbh2IMn8R7VnUt9DMDvukSN4Tm8iYHw6HRvYU8giAvlqtYjKZxHQ6LWeaPD09xefPn8uZAthK5oHDasASAGrAuReW9nq9ePfuXeMcEvrgZjaT98yM7UtESvYjvj6D9ex7uQ69QVYyCYEetfUD2TLr7cCYbHQbkKXP/tz2IDPYfJb1iu2zCWrM7vv7OQiwjlVVVdYeuF8OsHPG39kpY0BnxjzWOVDxonHPBz4fgsN2g8wItjKPoYOx7NtzcPJ75NyrwTkvxKDxIEAovwNcGFRe5vT0NG5vbwsrwdZsEc+T/P3338f19XUxZkSP7Kk5mUwaq/oBSnnT+OPxGJvNJs7Pz+OHH36IT58+xXq9jsViUQ4UMSudGemciqE5IOH6fA1gO7Onvh99x8EAGH3aIEwBIN+LUSyoWWksbFbEnD7yT77z+PgY0+n0CyfjVCzPrKqqsfVhroH1AiwHClxPAINCkNGgPzyPWk+fSOZ5s2PIjAfA2uNittDZAJQRYOfABaATESV44bNcV+5xM+Nn1r9Ntr72BktC6QfAKDPVDuawFdR0YuA8l5w2N5vNijOBEcNOeLcSDKUDbJyB994F7PJM7kc5nFli/7N8Z3lx6rmNPbOTr6rnkg+XVOVr/ayIujyKYIBs4d3dXVxcXBSDbkCdAYLrZd0cXPjZftfMvGf5tizAnjsI9rhkp8e9caDsE04w1BYwc390KWcSCfLQs5yZc2BtdpFmuQXsoddkWgk2yWTim7CRBkcONM3gOe2f2fW30jqd56yWd+lgnrBtZKTRP8DK4XBonFdCiSmbLuA/zs/Py6FulMsSLALQDVwJ4iEHsA8Rz9sxfvfdd2XLS2w8NevMh/25dSIH3xHNnYH4Lp9b7/H/uebauAn5jIiyJWy+lwN75MZ6aHnOQaevcSCeyTL0D8zB7jUEzf6O39eZMc9Jbu6jbZ3nEAyAHtuG0I9cxuc5i4gGPsnEl5nrbCvoA/+YI2xgJg6w0Z4bA3/b9Jf6km1zW3s1OMdQ2QFYEFhBDfPNpOBsWP0OQ0Hnq6qKT58+le3NKEVx7S7O2crkY6G9TSJ9+fz5c3zzzTfx5z//OTabTWFFSH/hKMyURbTXlHniMltqx4zTchSXG0ELBj8zsRgRavANaAl6eC4/DfYjmofwwKi57AOFsmNmlxWzEDYqjIfLZZifNobd4xFRK4lTfXay3nWG73tHCDMSjC0L+QDGmeW0jNpQ8n/6YCYONpa/mwFjjnhXK1uWoYg6Q2Lj/RYbwdT5+XnDmXjtxNPTU2MvcgNaQDwMMKzJfr8vizgjonFCIBkZL2aCScqMMZ/BsBEYcMz6ZrMpbD2g0EA+A2XPqQFhmyOy/ptRyuxuZlm8YxQ6BIuEjSTotQwih9k5GDg4uKTMrU2neRdID5cBmmQxYOCnQS/65DUbPN92IqI+54J5J6hgvA2krb+MDWDdTKUPc7Oz9RgZrGNbImp77MwD5U7Mk3eT8nqjiJpM8HoMzzV9YGzo81trk8kk1ut1sY8Oouxb7AsjalB2PB5Lucnd3V0Za0pVD4dDjMfjcq1lmLI1xpprXNoymUzi6el5f/PdbldO1eXMgpubm7J4GCCPTHo+2uy4W9vc+TpnWXOWzrJMIMhaGXws2Xfkk61gc9DrZ79EGqD34BZjLgcbLMgm6PT3jPcyqLeNz0DcYD4H3h4H4wr/HlFnySEw6Tv2h2fmwJz+uI/OYmOrCOp8LfbS9hT99lap7offJcsE97Gs/R4OeDU4J02FM4yomU2v0GeBDZ1htxEEhEVcKNxwOCwLt7gv1/lFLAgMBjXwOdIbjUax2Wzi119/Ldsvnp2dFaad++ZJ5TkIsQ2Or8/OMoN4GHGzt44WD4dD2ecV58t3Op1OI+XjPVYJjjzxDhhc8uESDqJvlI3n0iws2VA5ODCjGFEvssnAw04WxstAnXFzDRj3M9NtEOO5ORwOpWYdeWFsrVgYSu5FRNzt1uUyjCsBAgdfsHsH/faqdDsIHJNZ0szqIiOZ7XwrzQEUwBYADZtIMHl+fl6AFX+jBIK6Uc9zxPO8j0ajMi7IFSlsjDeAiSCP5ufxLOxDRL1PO/93sGRga3lAZq3/sPs5E0K/rAfYmeygeS5ALzO46DolFdwXmULWuC92iescSDJOmfVnHJhb9NGLSc3+eCzoJ07dgJR+216YMee9+WebyXcdoPOOPNv20M/O825Gj/+fnJx8cYo04wTA95wOBs9nezAGDhwj6lIrxsHsJ+PDP8uJdeqtNAPuPD8AOjaK2Gw2MZlMChaIqEvamD8yWZSysQ0y5Z0un3GmFxmyz/QCXfoHQGcLZOqJGX+z/8w/ssb75kCKa+xXDUaRQcbEc+37mu1FB33/THbhO2wv/R1+goWyL2fcjXX8Xf5vf8p8RzRrxh3o+n3asBl21bjBRGgmQ9oY+gxqIRsg5DxHJmn8Xh4P+pixUSYCsMvenjcfYmkb6TFhjPNnvv/v6f6rwLkNDoPPw4fDYQyHw8I2LpfLWK/XjYWBfnmDeYSh1+vFcrmM8XhctlHkJZw282InwNPxeCxsGA6v3+8XYaNWlh0ZqJOCwUX4zZJFRON9y6DJsWeWiM+scG0RUnayOBSeBVODgYFl4LvuM8AZFtJMvZlfR4wIFGOP0ti5Z2fiqJZ+5+sAKBH1NnjIjiPXXKZj5XV5iftqNgHGDRaN6536Nuvn78OAmdHsdpunkHItrC2g0kd1A+YN2hgHgKyDA4Mc5OQttcxaRNRyTBrXNoAxI0WNw/JOLehSt9stWxyenp4W8MWx3d4CDGeFnlGrynWc+Onjw/f7fQG5OC/qhl0Hn9+T+cuBIf3Oe/VmdsvgNTNVdloO7KqqKn3t958PT2GtDe1wODQWLNrgo2OeK0r90EOYegMT/mbSwg7G7BkAiHsYZNjWZP1n9wPe3bW03AddcjBmmcMORUTD1jnz4L/jJ7gX9zWYsJ7yzsPhMGazWSm5IJNpYMO9sD1tIM/2y+VgzNNbaZ5n+y8znvaF6I11nLFEt5+enop9GI/HsdlsIqLebpEyGfsd644JHhh0MvMmWmCe89y5rxHNGmnrRgZSGTTymeWYzK51w2COayNqX8B1fI+Fluiiv48e8072eYyZ9dTBai6tcN/53PcwdjAQ5X6WCd/PNtWyY0yXSaxsP9uyG86wWz7IotvXWC65N++J7PB8zl/g/sag3LdtfPNYuq/+nTHg/X6rvZo5hyXDWONocUI4DZTGhov6PSaN6x8fH2O73ZaFmrvdrijwzc1NccAwwo4eidQNiAHg+/2+bNUEUICtYWLzdkqAf6/YNmNgZc5sXhbabrfbYLwRJKI2C5cdON9nkSRG3UYkIr5YEJufbSW08FgZuCaXZjCfEfVCEebUDs5RqZ1ibgbmEU1GEUUiOGBc+ecI12ymgxmaQTPAazQaNcYoAyjklICN1CoOG7lxSQtMoA0Kz2fMGCsD2ezA3xJzFhGl7MlGlvkAJHNQizNrBm6wquikAxaM6263i8ViEbvdrhzb3e0+LyID/Pd69THrPnjEWRoO9GEO6R9ziB0io0KAhl0zi2OCgeuQI4M6X2+naMbR+/VG1PqBo8vskh0C98ZG2bFme2U94p3NivNsN9sqHL4DbgfrfJvXb/4AACAASURBVGY75CAkonZSjD/3woegU2RiKFVER3wIVQ6g3GccPtvq8flwOCxjdzweC4lhoOfgjECS8WXLQJ8yi33kO5lhtR20jcBvZAf+VpoDSsYwIopOUKY5nU4LWUbttUkfg7Onp6fYbrcxn8/j9PS07DvOQYOA906nUzaF4D7giqxnyI37aPIEfbOM2k63yRcNHfAc5/nP12V9oH/Y0ZwFAzjiv9ALyzH3NNh32Ro/ucY226Ve7hvjk/24yctMMGCD6HtbMGPZ8XjRL3SDUjLeEXzi8TU5mOfAAaEDLuMWZMbZGPuAzMrjb8gomkTh/fPc81wHArlZvtraq8E5KQOXkMCA8mIRTcAJQCXlYkcNiDKwxUifnZ3FP//zP8dyuYyHh4dSyw7wfnh4iOVyWU4ag1GFdfFCssziEkBwHLaj98PheccYWFYrEEIKkOR+CBdKxfNpdl4AUthFJjYfMoAAuHbfDs2K0OY0eS73ArhEtB8znuu1nQJri259Dc39t+FwtAxIAfBiwAlYMLZ+jscws1MoHcw2Sp7nyEFdZg29yBm5pvaRMcGAMv7I9B9pZhJtON8ScxbRHkgCuGHJHai7DIax63a7RYe59vT0tLHjS0S98p5SBHQZNgyAW1VVYezRPRYQwdTllfeU3xBAUI9uOYyo68bpa3aEmRWx0bYz9OeWY5xvp9MpLE1EnbEjLc+7WjfsDDLjZaBCywAEkJJZQDvwtqDez8zO2PbA9+U+ODqXfKBXlEXZR+RA2s9jjBlTlynQyJIy3wQ9ubTM+uwFq/YVtk0ua+H7eT6YC8aSxv9zX99CczCO/FLq6oCSsb6/v4/ZbBYnJyexWCzK9zlllbHMZ1MwnsPhsKyBiGhuX4le8/+I5tkZlNhinzwn/B2/h3x55xA3A9AsN22BluXW8sp13liDjCH2IrPVBsa+v31tm/y9JF9tffd7vnS/tr+9FFxmwsA2CRkASHv83Dc+ywFOtjm2t8gEWAeb7JOV8/sYPzkrHxEFH+ZxNnZo6zPN1Q1twdxvtf+rshYrICDLEUmv1yuM9c3NTez3+7JQk1O8SPmYccbpAppR3NlsVpgvWHJ2d7CRp5YQwNDtdsuBBQwy4J00GGwIoBVlZ9GK0+dE7zlVlR2SWas2NpmAxY4Kp2S2+3A4FMcMcGCsMihmwnOaJS9UcFkJf6ePXmmf78t7ZpYtosnA+/8R0XBkZt8jojBYRLwRzUMiHDEjb/yN90DuLJP0OSuQt+ZEdh35Av54LuskDEDz2BtM0jdAD/PPM/PY5e++hYYMMXYeE959MBjEfD6P/X5fWDCYtbb5MQOz2+1KKpc6VJdTIKuw5tgV+gU7zAmCi8WiIZvestPBmBcV26Bbf50FtN2ybpmwsLyb+Tkej6VkjfsSPJDO517YNOTQIDg7q4haFzNr5yDSrBd98zPaGB30lOfxbnZwdtoODrIjZ0xzvXguB+Ra35PP2L3JtikTGfQP9tTrdyKap83aDrmsynXSAE70n777XT3P7oebx+wt6T9yZL3HZzCXgGP2Qj8cDoX4Ynce23juhZ73+/2y5THZMM4hQfeQE+w0DHQuN42Iks3LhA7/h7Hvdrux2Wyiqp63aR4Oh40FqG7oAP9nbAzCGKcMzJETA0Vs02AwKGdB+JlkIXMAbjDYZkszWHTGBvxF33ytdY53y0E+n9kGtWWyaCZGHeAhB8iQdzJyEJif6zk2sRARBd9h37LfxX5ngsj2DFzoYJ5++b2y3fP7e+z5f1sA/1J7NXNu4GXw4TQTIIgUo0sFvHDTykK0M5/PS30lwUBElNKW6XRaSl1w2jAbZsKqqiq7AcCq9fv9cjQ3xuDi4iJ+/fXXxmr8Xq9XtkADzNsZOj3CIJMKoQ84L7NlVgLubcfjiLLX65VjvdsOeKEZDGejYUH2Igb6hYI7mLDQWJCcCuQaj4XvZdBipt+AwbVb3NeBQY5IkTN+d6DCO5vR5XeDDxwtoAdj7tpkQJ8ddt66033KAMRj5JY/awty3kJj/Bx8Ai55R4JM9JJ5MXPpMiF0xQycwRJyRmmbbYnZate2Epjf3NzEN998U3TbwICA95dffim1xcgl8oWz5Du8s1kuDs1C1l2CZ5bUsm0WKa+xYKz6/ecTV2EGDf6yQ3CmyUafa6wvDlit64zfS6wf1xtY+D24j1nONjnPn/ud/Xd0zH227XKw7rlFzlweg4w5Hc5Y+ufJyUlZAO6AKwcOBg0ZmDAPZvuyI7bNfEvN5UC8G+y5g8qnp6cYj8elRI2ANNtxy/xut2uUNXCNx8g7s+CnaZlxZheYjx8/lu+yBg0QSBDNOhXkAjxhXIMOYJ+Yc0C1gXnElz4zogmU0Rtn2Hnnw+FQNtXg3ZDz35KZ3/Pjfr6bbUP+nPvap3OtddXX87sxSA4AMujPzLLLzvyZx8l+CBuGz4YgNoHiYCKiuSU1VRzeEto+H/th2c/3bZsPY0eP8e+x568C5winF1pkJgtgChvc7XbLggwK7fkuDncwGJTSFUAkETmMNQAYVo5noxBOkeAYHx4e4vLysnGkN1EVEfXd3V386U9/Kgq/XC5jv9/HfD4vKe3MVmVGl223vEDLiwvtjF0WgxIaIMO0sQMOnzHRmZmiZUaX5+YGgIiomWI+5z4RXzocLzyxgviZfIcxM9PF5xg5A/UclQPmXZ9qdh05NFubMxw5AHFQZMOBzFADT92yyxg8Pjly9vvxuVPtfnYOPN6aY8bAwPiuVqtGRuF4PJYtVJkvdAwnwzh5734CJPSWPZBJT/v+jCHrCPKpuszP3d1d2Rv83bt3hc2DOODn09NTTKfTGI/HZbeIw+EQ8/m8yAYGGoecg81cqkcA43m3bjuLYpk2oCcD6XIe+s31ORhHti3fthf+GVFnoDL4tlzaCfE3s6Q8v+0kTAMvfvp5dvR+J5e+mcCJqPUP0OOAyQGSx4CfyB4+gNIGgkVYUzJ6zI9ZvAwgaNbnDDjy93LQ81aagxWXC1GaZfnlWgAm4BXZiKjXHYEDttttTKfTcpaJSxHwM/3+82F9P/30U0yn0wL48feMvQ8tIssSUbPQjH23+5zlApzjCyAZc6kJNiCDQkjHNj0zeLPOcp311OASkIjuRXxZUmO/1Jb1fsmf2xe1zbO/m+Xaum/dc+CWy1KzjaE/Brweq4wNPE45KDAesO3K2UM+c8WHMQnjznthi4z//Dvv1xYE/d54/hG9fzU4Jx1ipoMUQadT70UaUe9a8u7duzgcDrFarWK73ZZo93A4xHK5LIqHscTh8RwDJNLdVVWfVtjpPO9ljLJzL04VxVEzGV6dS9SMIl5dXcXT01Os1+sGW+IaRDtsD7pTRW1MqT/LoBYgwv8BLGaJsvIZLDs68zMZPzsJp9l5D7NSGVTn97BCuDbUzAFzmJ+HYnhe/dMg3OPt90SpDYotiwYsdsp+pueAeQM09fv9EkFzDQru6N3j5DkxK2ej5H82GG+lMYbU9qEHsI0+cAMHx9/ZRYX1ADhf1gk8PT3Fu3fvGoAJJ+9FtNRnYxvu7u6i0+kUm2BgNp1OSyaOtQikh73Ww/XHZFAIrpELrnOgEFEDLYNRAxTLqHcOiWiW9iD3HtfHx8eS/QPYZObGeme2EVvZxmDxLEAu/ctsWmZ7DCYNvCOiYZu84C8zoO6rgYptjRdc23ZkR1xVVYN1NJC3f+JzA2jbaMYf4of3YEEh7+e9zX8LbGc7k8fH9ustNcaURdledE9ZGNlg5gWCxWVlnc7zzheAaVj3u7u7xvaJEdE4lK6qqkLycWAZQB67nE+q3G63hXBBN22/yU45411VzyWN+AJnQCK+PFQHf4ffcJbK+gMhQNbeuoTMsHgdWwZ4pbwt+3jeM/tp+mYdNeg0aM26nVsbuGwDpNYv24U8fh4TB+/2idnu+D34u30DfwezteEA+sNYgCdMtnAoVkSdbYxognoTcdyLd87v6LnIY9U2Z26vLmtxnZdLGTwo3keWQ4lwlJx4x0vRycFgEIvFIrbbbcxmsyLsdp6HwyHW63Ws1+ui7KzE5wAD+oRRhbnzFjvdbrd8RukIkSoZgIuLi6JoDD4ThBBZQX2Nf5oRdxQII8O1CI1ZIxy8JxcDwH3yRBssZCfhIMfGgbFlfnHsbn4WQocTzREl12K0MlvHfXieFcSBT1sk7HGi3zaWzkQ4QqffvjcGMCLKHvg4AACWFdHG2c7Yffe426A4GPN4vCWADsghs0O6l1IxjCX/kDcCX9sH/u4M0nq9Ls9g/JArrt/tdiUAvLi4KPXp6ARZNRw3B48ZBBwOh1gsFiXQx07tdruyFsXg0n1yIGxQj86ht4ASg1DkjQCEz2D26AeNRWl8z4GDnb/T7C+xuxk0Eoga1BC8WMfz/Rxw8EyY6Cwr2Yl77GxPIuq1IsfjsQHOchD7kj46KHOdOKDbspgBE4BwNpsV+8rapxyMmCDIAbeJkAzmPEe2t29J/yPq+l73G4DuTRmcmeBQMmrQCawdLHqnt4h67VFmTylJHI1GsVgsijwB9vHzEc9nq5DJY5c57P7Z2VkDM+AXCMZHo1HZVi8ivvAFGZway+QgneagLvtuSmfJ1jMG9M+lwJZJY5EctLt/GdibsMP/8pz8vTZgbEBtgE3L5B/Py7gig3mTMhnQulnvmB+TuyYrmBvLk/UQEpCFoASP+XmMld/Pup/7m98p681L70Z7FTjHObJghkhwvV6XdJEd1+FwKNv9LZfLUsvLYi0YHAYKBcMpMYgcye1Uleu9/fKeDFiq7777LiKigP+qquL9+/fR7T5vzbZarRrHi3tRAk6WPplJIdIlzYvRcdo6IhoGgPpFhAEQgGN0vX6n02kwAd4hJ88Lk537xzjayVkxXYJi5p57GHDSDMIZaztz98sOjsZ4ue4YFsXAxfcz+PZ9cHpWRIMQyiZsZGB2kJFOp9M49SsDiLayIhQbpTQT4OCGuWybr9+LnL+2ZsYVHcbZUsKCvLYBTRwjfz8ej41FQDc3N3F1dVVK4sy6OMgDSPI7jNtkMingyUEZByKxLdvxeCw7RXQ69S4p6B/MlY06aXmCA/oPEw+wyOwI4wYzd39/H2dnZ2V7PsbQ2/fZwUQ0z1UwS5hZXAcIdiQGjhkw2vFiq116AqDx+1i/zEiZEczPdH8MljMxwDOdarb9Yn7N+PMsZJFr0T3GDj3kuwYXs9mssQjUKfGI2ga02QUDjAzmc5Du773F5nkzIYfvc1bIxBR+yRiBoDDiebyurq7iw4cPhbHOmY2I5gnPZDfJ2oMLDI4B+YPBoPhdfhKIORC3vNI/SAKDS8+565O9a4zHDLkeDAZxd3fXeF7OFvL+GVc4u2tyo60ZrNMyaM8+q40M9Hfb/JbBMeVgOXj2c/x/k1zuaw4A+T0HFNnPYj9MJvgexgjZfuIDfDJ6Hgee2RY0/B7QzjbgtwIP2qvAOZOyXq+j231evEkNOawXp4LBQkU0d8G4vLyM4/EYi8WisNU+cIf9UO1kfGIoE8sBBpSkDIfDIhw4diIimJFvvvkm9vt9fP78OW5ubuL8/DwuLy/j5uamRNHeoQFDzWmReQU2Dt+7zwA8mAB+msW5vb2N4/H4xT7lXmXM/70fZ96f10KY5ykzU9mxmrXIrBrjjbKaec4sGsYiO3D6YcHm7wZcDlwAfyijI1wzbxgxjJXfNYMzWF6uwWl3u/V+2H52ZuszC5nT0zYuHl874MxmuP2egn5NjeAP53JychKbzaYAVvQS58F3mKfZbFb2oCaDhpPEqbOA3MbaaUpKvUajUez3+9hsNtHrPZeqEVx7v+WIGiigo5TC4CAJDli9j+Oj32TZuDdsGnMKMH14eCgHoplpg81DNlarVcnKIRvU7ZIFsC56Aa51Mf/M2S+DWbNMBpjZSZoYsM5mZ+73J0BBl6zbBuLMpQN+kwMRdR08NsFlPL43uuj3f4ml837SvL/JBJcsEmhmQiMDlTYyAlmj2X46mHyrzXIAmUI5GdsoAyxzoILdwJ+j9y6JYTEocwwodQBo2fQWzug6xAvZe4NlNoZ4eHiIxWJRDpmCVIiot2/FV7N7D/bA7DrPjoiya5TJM+sK2yVC5rnh030ADr6Mhjw7EM+y6cDbc5WBLj/Rw7bSkzbwaLaZe9s/53s4OKXZLuInnPVinm1D8zvyDBOyfMf+GV/u72Jr/UyIFQhnl8N5LEz40PI4+T0yqeB5eQm7ub265pwV2Pf397Fer0ta2KugMdKwwUSGbGvG1kg47Lu7u1itVmWRCcDUh4dkAMaiThab2AExgQDriLpmfDgcxnfffReLxSJubm5iNBqVMhoAAyyWB/D8/LwoPc4TRmCxWMRsNov5fF6Mu8EsjoqJHA6HsV6vY7fbxXA4/KI2m1pc1zh64jPzYiVgnOzQs2Mw6OUZuXbTwZHH1SUc/DNbb4XlfXim+55Z/SKQMr44We9fjTLyDAs/7+3MifuV392Mhlka/z8bKEfomZloY8QcuLTdsw2wf83NWSGzijizTqfTkFucmQMbAib+jnH0IkpYbJ7DP/42nU6LHcDeYDtYqY/jh7lGryeTSWy320YKlz4QHJrl3e/3Jehw3aHBw2AwKODCDB2yZQDKKYiWI65pO7kYO+p7M+52ti4tM2toJ8b7Yp+9G5YBLu/meQRs21nxbL+P5Zt38LsCdLivdTGz+W2g3Cyf9Ro/42uzvtlRZ/IAe2jWnmvN4BsAtJEWbp4z9+ctAnXkEz27u7uL0WhUmOvtdlt8LKx2p9Mphwmx6JLNFgiifVgQMsx424/RB/w6z2I9WVVVBdxy+nBEcy0TJODJyUnc3t7GZDKJ6XRa1qU5MIxo2nSvPwNU0h8qBxzQIS/0B7txfn5e1rRhM7vdbsEWnM+AvvE8g33GIqLWkcxa5+AwYwlsmUEj42VS0M8wu24fmDHKS8A+2xODbX+fZh/NfXM2zZ/nNUE5+29ygzF1oMJ2ui8RacYt/G7Mmd+97T5/1Oe/uqwF4wmjhFDiCGCSYcCq6vmAEGpBWZwF0w1oznWLZjJ3u130er2yfdrj42Pc3NzEeDwubJONqg8tQcG3221JvZydncVkMonLy8vYbDbx8PAQk8mk1J6baePdMMgufXh6eorValUCACJqjJLBLcpnA3J/fx/39/cxGo1iPB6XA0dOTk5KvayFysoHyDRo8f8NzPlb/l7EM1Np8OOaeraTdB8yA8093VzOYIae70XUJSlZoH1PvpNXgftdchDAva3MNrS5P22A2kYkM3vIZb7eiwVpZhf8GUr9R6Lnr6nBktowUaqBI2kr4+HEXt6ZnZYITB14oRc+DGS/35dAvNPplNI39CiiPnnUi8LpF3bEZQ0O6pgf702OHYGNHw6HpXSHe3kxOyweIIHnOtXq+Sa9z/8BltgbFiPbAdmZuHzEZID1B6bfTtdpeYIKfrduE4hbj6hL5RoDajvQnH2yE3MwkBfmt7F6tp98D/AQUR8CZGDusQXw8Xyzusw14AdfQXN2weSQg3mPdwbqJhLyZ8zHW2sGr7Dhk8kkTk9PC0iOqOXbMhIRpZwL/Qa8R0TjACrWf6F3lEyRTSbA7Xa75VTRx8fHmM/nDRlhXvDX9OXs7KyAchOBAFD8bUSUhdowq+gymW/W1UFcZmBo/w3jD/FAlh+9ZwHrZDL5ggRzM0DNBJdBMzqMrXC5ln29A4o2oIltyUy0ddbXG6f4Wtui/LttgMk8bHEm9Gxbbd9dKm1cw/gbsGMD2vBFDhr8Dn5P2ynPUxsx0Eb4vdRefQgR25whULA8/X6/RNA4JqeRSSV3Op0SoXICox2Qtw1DWWG2Ydxw0jDmdhpehAioB5A/PDzEbrcraWpAsScQo20Gh91beHdAwXQ6jT/96U9xfX1dFp25Ft5CkCNWDAKBA07l8fExVqtVXF1dNY5A5rtO+9kR5IgxonkgTgbnvs5gK5enMLY4JDIDBjW+3vfj806n0wABVmi/W3ZWnlP6grICkgFlHnefNGnAzPhanrPc8J1sgPw9p88ZL6/Yd2tz1ozRW3POjHs+FMPAByPqoOdwOJSdlXC0EV/OLyxaVdV7yxNQUy5nVtRAie0dAarYmHwojbM8OHbYL3QFB8sC8v1+H7e3t42F7uPxuGTKlstl0ROcfQanAEfICG9HiHNwfStBCECIz9BFZB7bm9OmAGGDaYIfOzPrVES96M4soVk5M9P85B7OEmUHhl3NMs84WZ/dX+YtEwCZobQsOhjjfZlbB4JcA4sGi2kwSV8cXDGO+CqDJNu+bNOchXxruh/RPAYdlpGxdrATUWfY8J/dbl2eij1AXrmPN20wSI5oLvIF3G6327IVs0HT8XiMyWRSMmeUnbp/nABOIIAc48Od9SIrZj+ALZlOp/H09BS//vprwUA5IHYWy7u5uKacw9fW63VsNpuYz+cl4Dc7zU/jFcbRehDRzKhbP7AnuW4dGSdbaJ3LINaf5fIS9zmivQTH8t8GeLmGd3CpmX26GXnjCuaR93uJ4baMZTySwXb+vscgZx/8Hnk8+N7vtVeBcxwLDPhgMChsEwOGQuDcYEgB8aR+7dRg0UmFkX4aj8cRUZcGsPc3Ttf1gbPZrAgKi74QbgKBb7/9NqqqKnWyLBBD4RE8mCyUEccE+8d7fvjwoUTgEVHuRZ89WY48YQ4wFDAHCNJyuYzdbheXl5cN5+Foz4tPccTZMbSx1jgUQEs+YMdCxFhjLM0k2Qhnx2UHmx1bNjJtoJxnMGYAFQcbdvbZWNEYt5wCs5I4OLQRzQuO3Xh3G/zMzmQg4jHjd6fH30Jj/r0uwGs0YL29lzByCIhkbNpKzvb7fVm7gm3xojMfEJFLy1jcdTgcyjoUwMDxeCzrYyh7gZFfrValj2ZhI6I8w8EE8gAwtk7s9/tGfTP34Xp0N+9dHFGXz6zX6/IdO1YDbeYA2QYcZ6YHsOhnIaNe20L/7aR4H/cRdtpyaxtjljvrNrpsosIg1QyemXJnBfxMr2kwucJnyB/j4hS+mfKImhDKW6fRMgA3gM+Bt7Nq2XZ4Pt8iOI+oF/M7O2IbzLijB86mwRIzVuiyfRABOvdFBmHMIQgBxVxLzbDJFeQVoo8915l7/IkJHRMLyLnXrvgn/aZMx8yrZZl78RxIR4LviCjkJWz+arWK9+/fF7/bxo5H1LqQy9Y8Nybf+FsOZvJ9M8mHzYJwtR7TD7Pxbpk0aPOp2W/zme2AgzYThg5MGCvrIfY3M+vME76Yig6PwUuAHrlwsMpYt71T27v9Xnv1VoqTyaQwkABxlBCwzCA4ZePDCADQvBhgNSJK+QpC7vo/jG7EszC8f/++OOSPHz9Gt/u8XRqAwU5gs9mUFBx/m81mDeDLtQZsTp+Qcjse651WKJfhmUTiETXTgNHv9/sFOLDt1GazKcau2+2WrR2Xy2V8+PChlPK45MepIibczqNNOdwHM2BWAP/OPVjAhzHOqVorOowngYcZM7NzGSRnBsCOHMWxI+S7zhawjoF+ZkY+M458z+wfC5Yw8tyD98jAxEyu2VnG3Nd67F6joF9T63a7pVwNeaIemrnHKUfUzpc5BICSvSIoB2DDOFETCpDsdrvFbkTU2+FRdrXdbmOxWEREc2xx5t4hoqrqrTJh22mktZlrAxBS4TgGHBROgLpZgElEMxvDNRHP61cgG8ju8e7INGPknakMfs0gGUhGNLcOy07Kz/A88neDz+Oxeaqj7QfXmzBoY6QyMMg2gGeamYtoLgy1w8uBAf6D/e8N2umDmTazaB4rgj9kGV034ECHeScTHTzPzbYVW2IQwTVvqaHPJlwoMXN5lgF4RJNJd0mHMz8AQOSN73gHqG63Wxak+2CzLH8820F7VVWNQ46QaTAAGTP8hHWNf8gHNo7M93g8bpAWGQCCXXa7XSyXy0IW2O/A8rO4dLPZxGQyaQS7lmP7togmoHZwz1hab10G4u9al+kT98g6y+8myez320B47l++LgfA1s+IGqT77846uj+Z2OBalxs5eOr3+yWD4Wy8QXcO0Gy7M47K78v3fm9saK8C54fDIW5vbwv7TYcoXYGNpYykqqpSl45gkx66vLwsLBfO2Y6RmnHKP2DTUWBYr8fHxxiNRnF+fl4iUuqoqR9nwB4fH2O73cb5+XlRCpcoMLFmeFwy4xIeIiwccrfbLdG86+lssEejUVxcXMRisYi7u7uYz+dxdXVVauhJm49Go7i6uir17LBtnmDeyf02G+v6dDPZ7o+BMEyDQaUXjPEcR6ooiNPejrAjalYqM8e5VVXV2F2Hd7EBYDwxLNyPSNmlJ7yf2RM7YNel8RwCTO8CY1Cet7kzo+FyCTcb1Dx/mT392hs6ZUPF+8H8RESMx+MyfzDPOGXAEmwTegKzjMOlrtyMJKeCMvfL5bIhf2TaJpNJkVPsCsEApTd5ngweCQoimpkgAxIybe4z1/GOZsboF9chOwA/O3ZkDbvIO3JvO5bseF1agn3wwlA7XDspp7b9OYvZDADs5A1gyGiaoMmLbnH61gmeBSCy/huY8z0H+u6v9yn2WNgJmizgfgSNh0O99W9+t0wOuHzH+mwg5eCF/vu7jOdbacdjfUo3Y8b7e9xN2LGrizPejAP21iAZrIDvdZmqQTp6h4+fTqexWCzKdwaDQdn+FD3b7XaxXq/LNsoOcHk/Wg4iI2omn+/CnLIdo30fWVhjCeTr5uamlMV2Op3i95x5g2T0wnCDVfrGuNFn9Cj7RhN3OZjJRJUB/8PDQ5yfn5ezadp8mQNNdP/32HHLlN8FW2b7ZoLDmIXfs37xOcQoRKoDFfSSccdGrtfrYtvzeyKv7ocBOWOa5yePW5tstbVX79ZiYTSThWB6eyNqM3GeZsKYVCJOwHen0ymLRhhwBgZGyXWPCDaLzjC2dsydTqccOkDtqw+cMBDj/yhhm0OA/UOxmHiieQsp741gsNPEeZNlmQAAIABJREFUp0+f4vHxMd6/f99gy5fLZdnmyQverDCZGY+IhvIC5lFql2EgmHYiNJQYA8MqewNXg67MnJkpsDG2Y/P3zTJjmI/HY2PFNP2xk3Pkb5adv5l9y46VSJfxAXwzd7Bmlnnmjnk0807j/XMWxjLs9pacclsj6CIIN+B0FskZEI8tc5gzZtgIAi3sA86atR2w9CwUjYjGLgeUtpmVQ76wR5nZBohjQLEjllXmGL3OixptQ3q9XnG22CEW0GLTCDioxXf5GiAjsz2AXMu3AQ52+CXwxP1sL7i/7Rb6z/2sFzQ7RO+qxDvZnvJswJodH/2DhW3TGTtkGnoEO2oSw3KWbbnn3bbMoJ2/+fnOjNI8hi4vyu9gUuUtNoNv5IddU7CjDv7wuw52+X5E86ChiBozmBVFHvieT/vEf3OqI3ND7XoG3uzssl6vYz6fN7J1BnkElpmIwo84GDVAtq/g+9gdB9JsRFFVVVlEiq2AHMI2sNA1l61G1LqHTcNXom9eT+Ig3DJpVpxxgGAkK2rd9bVZNoxRsg7S3A9jB2cBbGsNeE1McC/ezdgoA2AHSdzfQQh6TVbI29x6rnOQAKjnHn4X98/vTt/+iA14dVkLixdgoXAoOEZKWx4eHsq+xjhdhA+gkw0ZUSIpprOzs1KbavaHyNmndyFI/A4ohB03OCOSGo1GpT8Rza2SeC5KidGg3/QThWMycT5MUrf7fNBRr9eL+XxeDNC7d+/i06dP8fDwEPP5PGazWZyfn5etJReLRcPRM7lu2eEAOgyWLdAGsTnK4xl8btbcTpzxzcppJed3AwqDd8CwD3DxeNlZm1nEIHMd73x6eto4NdbGJN8nO00zt9wf55MZCbNp3MPj4udmYJEZtT+qoF9TIzj2AkTAJwEh2SkAHWPPuwIYHTgbxLHl2HA4LNuzslbFQTKBPSxeVVVFnli/ws5HGNwMCjJrwnsZTDiQxb5hpzx/kARcy092p5rNZoV8iKizENgz76+72+1itVpFRL1Lih2sGVrLEqDaaV8H4+innZr/Zp1grhgfl9a42Z4YPDMPdrpmEF0eY5vuQ2yYE5fmYOMjarBGMMb8ed0HfXOG1CCEz5EtgB2ywfhgtz32jJHf2TbVNoD54dq32JBFthv2WhBniLChnU6ngGmDHRoBMoEk2S903rrpgCAHWfz9cDiUIJIdT9i+GTvx+PhYsvwEDtSjI6v9fr/hBwy6kBdkgb8BxDOjS/BNOSvbvM5ms3LCKWUUBBjYFQe6mXl9iYkFA7Qx3L7Oftr+mb8h155Lf9e+LN+L1kZSYf9z4GOgnO9rf8p7MO7MtQkU9836nvvm+TJA98FYjD2BX+5jrkTw8/MYeA7+iP9/9VaKdJYTP3GEKBLsEKfgEVmzvaIdLuUrpHHZ6WA2m5VnRURZee3tk5jYyWRSatcocYl4Vvz5fB7H47F8z+woE+I6eAsBkbejaiaCdFRVVeV0Qiu2WSgi4M1mE9fX16XOdjgcxvfffx+fPn2KX375pey5ythdXFyU+zPJWaBRFITHTtAOzc3MkrMDGQjzTKeZGHs3+pWZbITX6XAbAZ5v8OE+GwBHNA9GsvF4fHyM5XJZ1g/kIMLvjewatGMw+I4dpw12BkKZjcz9zobK15kZeEuOGibLW5RZT3kvgln0HEfubdLQdTv27XYbvd5zbbd3RyDwXywWpW77eDyWzNLxWKfDzVADsH2oT0RdVrLb7YrBzawI1yEjMFoRUQ5A4nMz2ciMy8Hu7+9LyVtEXbcb8Vx3S905toP1ObPZLFarVaMW16CcvpoRM+BFTt38nuhjW9mbmT6DWvqdgaf/38Yo5udZVx0sca2BWESUEigH39iq5XJZQKB1nGu4V2b9DOwc2DtQYiydvchjSsvBvwP8l9pb0n9sdbfbbdSZ43/NmqLn9heMIcESAQ8g22Uw/M12G5uAjPFM/nnt2uPjY4zH48Z5Bpafu7u7EjATcDvAYOMLgyzbPEBcliHLG8+bTqdxfX1dwDoLD+fzeVlbQvCA/FB3DgFqgs76ZJ/0EonXZi+MazJY9/tmgir/n995b2OoHIxxf2eqMtj3Nfl9+R29QoaYU/t0AgqCcGMmv5c/h+BxaWsOtpHdbP9yH9vAd9s1v9VevVvLt99+W6JahJ4aTzpMGsfgZ7FYFKPKTgy9Xq9EPSglig8Q9cKw7PRhxgF5T09P5UAgnEw+DtyCamBg54rRN1uP4tNvByLsc8pKbKJlBIeA4Pb2Nna7XQlchsNhvHv3rnx/s9nEYDCI6+vrRlofg5MnMzuJnF6N+HI3Bd4VwcHpG4AasHc69QI3xsJO0wAcBfV+0TmCdFqQNDjzZ6bPoNjggfu4vtd7b3sbK/p3OBxK/aE/971yag/nk42yAVIeY+4Je+n3Nhgx6/57zvtrar3e86FhNnIAl4hosItmPtFXxibPLYF5VVVlt4KIaOjOcrmMiCh1mIfDoQTJ1Alut9tGHWev14vtdluAdF5UTVAJeDbwQJYj6swcC1UdAOMIXOoyHo9jvV43tkvlTAMcGOOJTaNUrt/vx3a7jdvb29hut2UM0Dv/c8qa92H8acgt7+z0N98z08Y9XPqCHcvBb0T7/sZkCKwjWVeQDeu6GVbrMMEZfscgcL/fl7nD5hpY02+yHQRGzF3OAh6PxxKAMnf2GU6J0wfbItsIvxfXm4n1+L2V5iwEgbdBDLrC+HksIprvi++kPC3iOWs0mUzKPfH70+m0lC55C+LhcBij0aiw+Wz6AD54//593NzcFKBtYsj+ar1eN+QjZ/WRNfs/bydrgm6/38dkMinnlkyn0zg/P4/tdhu73a5kFLGnBDeMUz6B2KSbxw+58k/scRs4tGyaJaflgJq/5cDf8utAIQeubbKd7QX3a3s//53v4E/AOPlsGq7PGID3yIE4c+tsG/4IItVEnAP7TNL9Hvh2wGa8/FJ7FThn4SeT643hMeYAYdeMs0+xBwQW+3h8Zrb3+30B6ryYy2BQoqqqSqlMRJTSExwq94Jtn81m8eOPP8ZqtYrPnz83BBdB8ATD3nFvoi5vr7jb7WK73Zb018nJScxmswJiXePIvuyDwaDsqU7bbDYxGo1iOp2WY78RLh9vzniYiTErjHNwROcyDubBwk/fc7o6A2EUwJFpFiw7SwwqwmuwbwVyVsKLsHgm30HueGeMp1kLDC19MRPOu3kHFhs0GyCPzX7/vOCYeTerwvd9JLuNDsqXWUaPgQOot9SQZwNMQBXvjS6hq3Zk3hGDeXf9pZldAC+ZLewDa1nOzs5KGQw7sHhueQYAE1YUB+s6QoNUatO9AwtEAvLtkjYvgILtA0TCwgIaXf7C4WcmDegPZzHYCTpgBjwgS27+jkEzYwojx3j5OtfHu0zL92hz3v7p8bf+W2dxsswJwIjveUwYc28QkINtg6PMJCIz+bM2J46sYD+RV+SDlvvXBoRoOd3+VoE5gRvza7lvs+0RzwQYmyeYQGENU6/XKzuoORByEOmDfRyIRjQzlWdnZ7FYLGK73ZaMekQU7OEd4vI75QCX332tZQHdR5dYexMRpSwXcD4ejxsnFrtszsfG8/3T09NS6kPW7yWmNgNig2vshOeDluePzyzT+PAM5F8C62bCnWmiX+gQ/UKHPBeZ1PKc56DJc2b75XWN9CWXG7mcjb7R9+FwGIvFohB0GSP5nV5iwP15DpSy3XmpvbrmHGHKzEtElNTM/f19zOfzODs7i8+fP8fPP/8c/f7zDifT6bQwQev1ugi8F4NZySl/cRRO6tuLlS4vL+Pjx4/l836/XxS01+vFxcVFTCaT+PjxY9ze3jZqPSPqxQ4wNDzPq8uJcGkYBPeNmnyMGCBvNBrFcDiM3W5XlA0GYLVaNUBdPs44R5WOfv07k56dKgrh611jZYWCTcxz7j5YsCO+NBAeHwdDfn4G+3ZyrrHlPsfjsbHN2eFwiMlkUtYU0HcAkg2alRMA4M8dmdMIDtkmjdXqZlF+i0HkPT0W+fNsnL72xtzn90I/z87OYrVaRVVV8f79+7i/vy979hOgklVhfCnpmEwmDZYWO0Cwz1kCnU6nZJNgpKfTaazX63Iv2DzmrtOpt1XcbrdlL3UY0gywWHDO2gjkmB1k2gJT5IFgAqDhukauM9g1i8ICt8ViUfZfdwlMBoHOBPD3iKZ8GYRaDzMAdkkafWRRGfd2NiHXgmebwe8EJ9zLThC7RL8JFlwaiIzxvviEw+EQFxcX8csvv5RMpQEgfeYz6zjPoGEP6RvBHrLkQM1Zwpyl8Ny0sWaem5ec+tfcCKQ9nhFRdKPXe17UjZ5xWqcDY+Y7ryFi/ghsAe/IJ8EYAROkDmz5fD4vO8nhE9C9fr8fo9GoBMQm0YwpLCsmlLjWgQD2gc9ZOGngNRgMypoTAnP8a6fTKaUzEXUWiX4jd/SxjZ1tC0RtK6yvnqtMTuCPnaE3nuEzkwK2I/zdgZr7gO/O/fP3/X5t78tP5jMiCrmB7JnIzM34KNvB/B2IGBbjWiawax4DBwvus+fF7/hHdf9V4Jz6aacqnY6Bcej3+6W85OLiIrrdblxfXxenxfWwZZ1O54uIksURZtQYZFLRMHMI9Y8//hg//fRT9Hq9Rm0sCnJychLffPNNXF5exnK5/CIShjGbz+dRVVUJDDLLAtDYbreNyNblNU9PT6VuDAUkPUvfOfYYth/HAnB37VpEc6skHCOKZrCYHZT3b7UyOCKEeSIgcMN5ucznpZr2zAi7pAFjzPPNPpjBjPjyMA/en7+fnZ3Fhw8fCiviyJh+0HfmJaLee98Apk3OKYkAoGVW0KvYPTdtzYwn17UFM197I8CG0cb4e+0AjDJAxnLG59YbgDYpa9c54wzG43EJtC0/Tp+zE4PrUO1I+Q5BABlA+oi+9/v9mM1mJc2NXcBR0WcAh8Gcy6Mw+vSJwJJMH2wbQAZW+PHxMdbrdZFzZNWBnJ0Y8ul35HsECwQg7pttMKAF2cxMObaPezq49r883vTdGQgDApwUwB3blgNAB+0RdSZsuVwWOeFezhhyXzNrubaYxt+RCXzRaDQqJVdmIPN9Pf4vgQPe35+9tZbtJmOMX7+6uoqqquLTp08xHA7j/fv38fj4WDY/YI4YS7JsBG4RzRIolys5sw7gw3ft9/u4uroqssYOLp4XnoG8OCPrdU8sMiRYto+KiFKGg4y0bavKrnCU7mAPh8NhKdv1ImbG1rvOOHho8zUZMFvuMnh0M9tsv4yPzyCb++XggHs5SDAAtd/O7D/z6me1+XE/Pwcb6Ck6i++hT4zjS8w2/Qe7Wh8J8jit3X3zu7fpu8f7twD5S3ihjNFv/jU1nIsNshfnUEcNy/Xzzz/H6elpvHv3Lv785z/H58+fS20YDBgLMsxc8ByiyJyStDP1iv3T09P461//Gn//+9/j559/LnVDgGCzwixSZZCrqj7hkPIXIn22ioyoHSMpOaeX+T/9wSBgFPgOC1W8p2uuh3VUacbJQp6dNg1hQLld020lo3/U8TE2TvuYIbLRzI6G5nowfo+ILxhAs3VWTmQqR7R27PQR45sDG56bo1aPmzMP3mrJ708dMyyHrzGL5hSdDVUOqtre9fcU9GtqgEGXrTBX2+22pGLJXm2328aBIV5gRckZn6MvLACldIFysOOxeSDO8XhsZDM4hKaqqlISQpANa4MD5jMfQsTcHA6HwvYjA74/2SZOF/aaGZy9M1IwUtZnMzgsCOt2mztaAAz43baG/gKkXUvp1LB3lbGTMOBvc9Q8DznNMsCY49BeYoFMGmDDDGjbyISIegGvg4Qc/AKyWYNA4M4cmoHjXgQy/M0ZQPsX7kUJl9/HOmymlf/7/fw95syy9tYasoE/cHYD9hy2ezqdljVYlLXyO+Pu07m5f0QUYAoRQOCKbCODBLPYgsFgEN9++21cX1/H/f19rNfrgkXwh+hZRJ0hw/9mWbdvdWYMHTo5OYn1eh37/fMuM+AYZ1TwcXy/2+0WVpb6+rOzs8ZBSdnHI8fu30sg2XbGY2U/aiCMrjNGeVMGZNvAOrPD/LRN4rNst14CqsYy6KTJO9tM3i2iLmv2u7WV9DobA9ZjbMGZeeEwu/14a0k/K7c28J0DFWOg/6fgHKCK02DPbtiliOf9wxm49+/fl46MRqP4x3/8x1iv17FYLEonWdRhkIji8oy82wKCBdD9/PlzWRR0PB7jT3/6U7x//z7+93//N25ubmK5XDYc7cnJSUnDR9TpLZzqeDwuRhyBgfWjpAfjwSLUTqdOszHZnqScDiIds16vYzabxbt376LX65WDEhAmO/k2VsvKZoUBSOAgI76skzTgRkgRWCtuZnswNAan+V1huewMs6D6+zZILz2XawyskRE75Ih6dxcMm5v33EXhvDc+zxiNRsWhsHuPMxRZ4SLq4615r/zuBvJtTMTX3pBFbAHMEIulf/jhh7IDCSw0Dhj9xJHCXpkBofTF250xXwCADCjZtxh5osxhtVqVICoHoPQ3Ihr148zXbDaLp6enUrOO3E+n01LeRsC2WCzKQm8APzJq8sIBAOn77XYbo9GonBj48ePHEgQZ1LoMzLqf9d92ALnOQBc5zkGjwW0OVg3e7SwNbq1n1v+cLaMZ3Dld7O/TZ5gxBw0836V53DeiLvvx79gRnm3ygN+5b8TzoST5JFm3zCSbiMmAyeDfNuAtNWdhTEDxHsvlMsbjcTkUkMxRRDSAsgN8k0TM+2AwKGeJcG+CagPOk5OTspnCcDiMiCjPJmOe+28ijcYcwYKzDatJlm73ebE4Z7fge8gc4D/M7jqotGw7y0ipULfbbZzVkDNdvp/v+1IGxqx5Boo5O9XWXwNc2xqas6bYBmfUjEfstzPQt1156TMToPgR/rVtYcl3kCvbjZzZ9byQFSb4mkwmsVwuSwUI93VfGStnZXI2M2cw/kiA/n+1IJTUcGZ5YJCYSA6T6Pf7jdpSQM/j42NZXAkgRgFI77AYDAfNAjNY+slkEt9991387W9/i+VyGefn52VrrX/5l3+J9Xodv/76azl8AIPd1jccMaAb58aWj4fDoTDeKC6pfsA/hgujgzFASGik4ynPuL6+LsJOsOIJzoIQEa0CbfDN/y2EjuItVBhYnLef6+0X+Y6Nph02f8+CiVLa6fNdnunAgHfiWThNp7a5PwYisw3us8eeZ3nltv/O3wBp7Pjh7TV5tpUMJtnv5p88m++2BQ5fc8OokbFgf15StABx2CyCYcYFltc7IvETOY14XijNdoqkqNFFnrfb7eL8/LzM/83NTXQ6zUNsYOsoYUNGOCF4OByWOnKyeNQxWrexe7D57ByDbYA5o9zN2ys6o4NMUjqGHDqL9ssvv5St01hIZ+dm5xnxpS3ITtvOFfBpdpf7ZkBhFt7AAACCHLuGlWbG0Rk4g1/uR1CWHblBrW2ny0kA0TCgNMbBoMaO2SUVXlNEX8wq8u/09LTIkJlBj4vH1/bQNti2oA0cfc3N5AI+uNN5Pi9kNBrFhw8fig/1GPE9gl3mizHNuwG5fjsiynkk2BZ872q1ivl8Hufn53F7e1tKEJbLZZycnMTl5WUj048MsAvS4fC8bmkweD4FN6JZRuZ6a7KB6AogDrsBTuH6zPZavh0QTqfTYrs4FZRrKX81MP4t35NtQ9bziObWgbZNbYGKn/HS83lfmn01tsLBbr43dsSAOt/XVRUZDzmrkH1+xif5+b5/RJ3lsN3AR+DfTJJYLzLmyn2xXPzR9uqtFAHPON7NZhP9/vPCSurKp9NpAcHb7bZEIEQ43krxeHzeM321WhXDRh2qa1n5Lv9w3DjWv/71r/G3v/0tFotFzOfzklIfjUbxr//6rxFR71QAs8f2ju/fvy+Ggr9HRNl3HEV11AlQ531gqHL9F3WymWlmwvv9fvzlL3+JxWIRNzc35e9s22amx4IU8aVjzs6I6x2twjTRXmL4+Z3vwBBYodwPAxAz7xjVbBAcvdpZGyT4Xfib751Bj8fHLKhZOZ7N4TncH8Dh+8BsUMYAQHSAkZ1t2xyYIbQTf2uN9wcwRURDZzabTZk/WBT0lwVZ3nMWpgJ2jfKW8XhcgiI7J+6NTDmgPB6PJdvmkwb7/X58//33pVyGwPTx8TFub28LYGCrNr7f6XTi4uIiTk9PY7Vale97YSAM+n6/bwQmPJ85bwNmnAEBo19VVXz8+LHYHuroDbqz48sy5exXZsfsqF3O4bLBXIpmGcUOHg6HEqTyXi8BBHTBxIDbS8wdgNhsFwRC1qmsRznDcDw2szOMIXa51+uVEhk7ef71+/3i75yiz2DH3/Gc8U65DI72loJzgl/7M4Lj2WxW5Nfgk1IXBzzciwAf+4seHA6HcmaJ7bk3Y4BZ7/Wet1n85ptvYrValfNXWEAKsdTr9co6EuslJJwZWfoIuz+fz6PTeT5QjMDfi1UJ9NoCWWeY/N7O1Mzn87i7uyslfvv9vtgRvuM5yMDcz8ulILbHDhbtp0x8MUf2mQaz1ufMrPMc3qstY5RBbQbKHjfmCL3y/fPfMxFmvSKYsr3ke5BNHmuP8fF4LOsEODnUdisH6HyW7aBLbTJof6m9ercW6qVJ45JqHgwGMZ/Pi4LO5/Ni0FarVdl60Pui4gxHo1FcXl6WF6IOs6qqBvvmhWNV1TwI4OzsLP7t3/6tPIvDEWDNYLcR/KqqymdMaK/X+2IBF0oyHo8Lywbz7wWVFgQ3O8uc0oVVn0wmMZ/P45tvvonlchlVVZ9+2sbEZuYGJXTa3graBu75rlO9CF1OKVvoXP+e68EwrPwf9sOAAvYUh+UomvdzBItBACzTXAPIe7jlLEVmCKhjNoB09E3/eE8bLhsinpWNF/fM897GVL6VhrNDl5ljGCYCGMApgITAlrliLGHYYajRq263W/TQ+u8MXUQdLBBAXVxcFL3s9/txe3tb5pm5cn+fnp5iOp3GZDIpvxO4z2azUnrGoi/kEAPNHs0sSucfjtfgGB00QHx4eIh3796VwICSnYhobP1pJjiiGexZXh0QWGf53U7H5T3omp00csz/eSf6xWfUFNNPg+MMrNCdzLY7c4JdzwwaINt9RP7QJ56XM2HYWq51UALZ4z2rI6L0NxMbzjxYpgwYuJZnmwW2r3iLjVIwBzfM+/n5edzd3RX/SzDMOhWfkBvRLAWKqEFMXpxnubdviIgCmAeD58MLCfI7nWdGf7FYFMxBgIffYH9zFo96DRqZ9vPz8+h06nVnlgl8mQ8KbAvMDHjxfb3ec0nu9fV1WfDOjnUOcGi2YQZ/3Df7JJ7t1gYeqafOgWkmxiizdYB1PNZlxwbH2XebzMmgmn6ZXOR9chDi8UVnjSOMK2x/+C66iB0ynsgkn7MjvBdrH/I7euwznvF48RwTkr/VXgXOD4dD3N7eFmVcrVZFqDHW33//fRFWn8a5Xq9jtVoVIA0by2JNM4ptCyBhu/h+p9Mp2471+/0CcEejUQkgSL9TOsNAdrvdEjgQrbK6GsNdVVUjfW0FY9IA0VxvQXK0mBvCenl5GYfDIT59+lQUBICNInMvg1s7ATu77JAiouGw+Z2x7nQ6Bah460gvIPXcu1/8ZC688j0DAzPfNOSFPW+5Htky8PU9cAjMAWPP8224DegYE/chM3uul0NGCATN5lBylZ2u2ST/szI6CHprraqqEvxGNA+kguVFrwE/6/U6jsfnLdioQ2cbxH6/X2qtzWgyR9wH4w8goNadg0gMKGHiKE9hodZ+X29xiIHEXiDXj4+PxXZhvKlb73a7hY0jhQ1YzcAuopaHlxgn3sPHz8Oa54CZe0XUDso6apYm6xP2wk7HQQbzShDFot6I5kFfdkS8O/OAbbb9tj0yyLb98ftkh2XdzAtt+Z7H1oEiMuP1LryHAYXvgZ57Dk04eNGusxFczztgq9vez/7B4/JWGu9Cnbf9ac4usFibEzGRDxhK5CwHbeg1c8F8ErTBsBtUoo+AcGc4IpobAHgu6CP+hOcTdGN3jsdj2bIVYgId8qLtPFbWv7a55/e7u7sYj8el/4Dz7AMzKG8LxL2eJD/Hfh8b0hYE21cZYPIe2GcvdmcOsQW2YdzL/cl4II+bn2eyzAGOA3n6T385mMp9wDY5i5qZd8+R5xSbBhnh4Jzm/raRIg448rPa2quZ8/1+H/P5PI7H54VYnHw3nU4bUfTx+FwTdn5+HqPRqNRxulyAAzhIGVDDRU07qXIGAsdLahWl2mw2ZetE13IziXY4sPERURasVFVVDgy4uLiIi4uL2O128fHjx4ZRHo/HjUUtOAQzw3myIppMl500NWze63w0GjUEjvtkFs4MLvd1hOr39TUoGmPjmnqMmhU3BxsY18FgUE5nPTs7a6QyEVIfwc774ATpv51dBq1c54Wt7pffgXub5XaqGsVw+hFDlp14Vi4bbhhTMwX8zMrqubZS2mC8pUYQBBvt3Q4ow7q7u4uHh4eyUJy6ab7H2O73+7i4uCg7HpDOPT09LQuuFotFY74ABtSVk9XqdDplMRi24uzsrDzPsgIDHtFcmLZcLmOz2cRsNiuA+dOnTwWc811qy12PmgMxs+TZKTsDA9Cvqio+f/7cIBCczs3rFGjZ2EMsYFPMfmVwjw1Ab/MCUT/bGSPsCnbcADYiiuOC2TLL6H5a12yX/CyuMcmTQblZeP+j72bHeK4JhIg6GMq2wv0FiOBzeAb9yPaYd8vP9jy8tca8sq2hCRvGCPaXTRIAnGTFIurx5JA9FtyCBRgbtgCmLMmkTFXVi7bx45SfMJ/4Jhr3clCBDHEd9ejj8bg8i+/QR+QEXxbx5UncZn8Zu+zTybrhq5yptY/JYO4lOct6ZZuEHjCH/B2fZlLJDHN+D/THuI3NF6ybHie/A82A34E/z/R36R/Xm/jwTiq2C3m8PT7o7ksMONcaI0Ak+myMbPttfzw3+W9tfWtrrwLn3W5OmgNRAAAgAElEQVS3lKvgAElZdTqdWC6XjbQtk4ADsqMC3PH9iCiDfHNzUwA40TJAloEnqgX8E+myeAvwjqOysQdUZkW4vLwsdaWdTqds6QYoiIhS8kKEnSfDLLcnz4KH8AHuiQABiYDNXKfIhOZo3MxDLrXJxsMsGPdFQR2Ve0U0QkYfKO85Ho9lOzmMWz60gLlGqW1AmB/ek/cwgAcM5/S65Suz4ciS59xGhXu6jvYleecnIN7z5eg+4svFLFbAnGLjmrfUOp1OzOfzAsJPTk7KbkukiFerVUQ8L7gmIIc9d5DpnU6oBZ3NZtHtdgt77UOADCIdCKGfbKnnNQ6wwcwd8rfb7QroZzHX4+NjOZfh8fExVqtVAcWUrXg7xU6nU2peaWaPrEv+G84eGfDWlOh9LuVBJ1yWERFFL3Izq97mBPic8WBsXKdvJ8g7Ya+wl2aRsNfYtzYHyXWMCQ7cOmyQkPWDvuLQncWLaOoYmRyPD/c0oeJ0uxk7f8eBC76E/howZTBm+5DtEO/61hq+kXMHzs7O4vb2tmRdvXkAGzAA2COaO+8ADrHprMHiOuSPay0n2G8IIEgBZBBCwL7UcmeSAN/LOjBO7eZvBAdgEAhAMuqWDzfLUia67JcJPrED9DUH4gZ6llXLoANAWiaC7Kd8bwPxXDrLdc5ckaGCHLm7u2uULdsOZ2Ds7Lv72AbowQdtVQNkTJAVs+TWL+MRY5m2MWjL8HvdBHJlAqbNp/tdcmBlbPJSezU4j4jimEkz+qjciCgs1i+//BJ///vfS12nB4/0ApNLeYnvjTAYsGHcAOc+/nqz2ZRIimO9AX0oIs/2IUc8A2BOXfl8Pi+GPKKOdjmBjNXV/M2TZFaFPht0RtRlFjwjM+RZSHO9nR2TI1YLgVkolCSXZDg4MiNE8xjQD+aiqqrYbDaNVJaZKCuAAQfG1guB+BsGwPuOGvTn+zkb4GCGa7m3m7fyM2Pmd+S7PBcngbF2estznFuOqG2w3lLL8kiATq0nzBmfs8iZnUkM9A6HQyl1QSYB0t1ut2SQkFUzqwTijCMMNCe6kfY2oMTJ07ITIZig5jyiLqMgwKcfHDJ2PB4LCPS8Z7bEbHQ+cc5OHaYvO2+DaI9/fl6eJ7NR+fOI5lZpACXrrO2mM3EG9uis2cU2YsLPwvZHfOlE7WQNyNDhzJSju2ZX/f3MJvqZBn6UEzJGDua8dsJZW9th3jGPg1k599fz8pYaY23mE99JgGwSpaqqxoGAJlZcBmN/0uv1CtD2fDqAQoZczoY+A56Yf+/2Y7/E/HnhqsEnGTL6xD0NFrOeRzQXRue/ee2DwWvEs7ywx7v92G/Jie0I9/BzeRfrY7YHbWDZID0D4my/vLmC+2s71kZaZF3JYNl9bQs6aC59Msi2zDIOfidIm26321jE7+v8fK73AXo5aHqJEPE8uC+/1V59CNF+vy+do97c6Q1YH3Zc+PDhQ2HAfOolhwc5/XE8HkuZzN3dXdkPfTAYxHA4LGw1TLYdB8xWt1ufCGqnxg4xBvx8F6DFSX0IHI6Hd+90OuW5jvhsVBj4iObOIY6+7HRc7wZgaIuosgNzkNNWn8Z1NBTfQMK7k/BdGzG+5zrAzDCReaAswSvezVDkPjqYAHhbwRxMZBbB/bWA5/Ihfrdzd0kBgMNpPOYnr952rSxy6j67rMcK6OCozWi+pVZVVWHKmR/kis/Rs8lkUhZkUoJi/Uf+CW5d/wzQd+DEvdFL9J25ssPfbDaFxQG0YYRZswDz64AV/acxP/SD5xrYYcsyM5LlMiLK2gfkZTwel/flOlL5ZoAimouPc+Bto59ZX/pkGUTuyQYy/vTLgBobZRIAR8nYutTAIIZnM6bol0kKM0joGM7S2TS+zztEfHnaJ9c6WM8lLJZbZxh4F+wPAJR35pn8H5nImTeey7NgRTNIaSMMvvaGL3CGykwymWT06vvvv4+np6fYbDYR0Sx7yHMKS+359OFSzDsgv9/vl4Wc4AF8j3dxsn5FNDdYYL6Za+QiIkoduxlbB1T2hwbplvsc6Obdhnx+RkSUwN+AMAPsHPTmZ+bn0tr8JPOHLXspk9NmZ0wwmaywH3Wg6zVhmfF3s4312HkM+L/HEz3nPYy9MnGRgyITDC+RZsYIkIquUsh9c5Dge3qufi84fzU4pwyCDkVEzOfziKjLRZ6enuL6+rpEF6PRqABjasRyBIZQUrsKEwaz7fITr9Il1cQAjkajssKarQ4NjDxBgHYrWWaeDThthElBEd17ArJT4x/3YZKJonFmHhP6SbOTthPyc/I9svFHIbnGEaKdDd9FEA1o+RtzgQO1ciAjNLOPdsSMlecEZbeTMwjPRsJRuj/LrB3vnyNxFM1z7cAkL6h1IMHfzSI6SDPz6DFCVl4qp/lam4ERCyEBY2S+kMWbm5vCms9mswaz6FOCGXsyXtyPmtR+v1+2ZuVaFnEOBoPCckdEuZbdXyJqZ+x59ELkzOY502bnYMB8PNY7TZmNMmPme/ga7BhAZ7VaFXlwFs6Oi3tmtj2zS07dW188d3zHuxuhm/67g2r3g3u1rbUxW+3AnD7nel9/j6AkzwWfeWzb+sn8mgE0CMnv73HNQb7vhdza8VdVVWQ1IhrgLwNP3s+sHvPz1vTfY+/TZ/ENBM80+ziXLiJvEc3MJPMYESWzzT7oEbXP8L3c8FUE8mxAgd0xCCZosl02oKcZwLpxX4Mv4xnLWrYlzsKYzHI5WFuQ7f/7WZ6HLON8x/piu2vbxDwwRiYb/XfjAIIOv2cG+sYlWdd4F9j37LP5e/b7/r/lyGPpsQIvuU85W+A6f/rg3yF76IuDK57vfrh/xmjcry04cXv1Puez2awoAakg9uf2AiCAszsA00VHXYseUddK8pLUMsPWu+4XQXT9T1VV8eHDhzgen9OUpNhdhuEBdPQU0ZzEbJwJEjBMPoHSbExmmNy8Cj3XTtIXjwf3t2HI1+dyEzs2mlOQvCf3Oh7rfaH5zEqZBY/3yrsumEnnXR3YAOAioshNjtRdv8X8YoS9A4SV2IoMe+c5B0ATiJFlwUFkoGBwgRwztygozsb15xkM0DyXLtHCSP+egn5NrdfrFccXUQNfMlWMAYfqsKXqer0uGSdnj1xjCTMBeGee5/N5YVKRGWSrqqpSgoZsctZCRJSymIhmUGeQaPnlugzU0VPWxOT0Ly0bdGeLeE9YfsAoWQL65iA7opYfO1jrsQGtZd59y84wyzrzkBkgbIxBbC7BY055dy8I5xo+Qwb4PuPiIBabk8GX6+DRX/Sa+crld2bosVew7cwH+m8ywLYlAxoH9LapJmfyvPsdbK9y5vItNL8PsgrxxniNRqOiy9SRPzw8lNITA+HsC13aBZNs0M64E9z2+/2yixPNh6A5K2Vdz5lSg6a2wJp5y6x89tf2yZlEw6842DSwdQBKX2gZcOe/m91vC0J9jyxzxmSZAMgNHfF7WgctGwb62ABjqnwt/XBJYiZMneHKttEy43fzT/rtd/SYZCLS+p/LeQn4TOi1BR4RX55UbtvxUnv1bi2ArH6/H6vVKm5ubuLh4SEuLi6i13ve6P/s7CwuLy+LcnKIBwbahpABs0JwKAgrptmNBSfA9oW+DzVoKCSOkMnNxsAOKoMq+uOFWwiNm2ulETgvHM2lEDzP97OBMLOAEzcL4yjejsvKmAE7z7LR8f0wcga9/P0lNsHKYsPpwIR7OFjjMxbxeItDlMJZCsbbzzOL2Rax5uchG3zmBYYGX9zDwCGiBvxeuMS74hTMOrpP+d426A5k3kpj7ijHuLu7i9vb23h4eIjz8/N4fHws+u95WK1WpZ7bARsgi7Ewe3R2dhYXFxex3+/LuQo4bgcHAF0WKAPiYe3ckGXsRmYyzAZlwAg44/eIuhTHteDuG7LmtDd6BengIBvAbtuTGbuIeq1KDnYYv4hmUJ8DEadzs54zz+4r+pYDgwzIs133/ue+t+0Uz3EG0UDBtsXOjesYwzZwwDUQOi4fpAzTtoX34f8GhiZrjsdjWSvBokAHbIwt/WNukKH8Hm+lMQYRdeDLvLKQstt9Lhfj7IBut9tYAwb76IX91o2IOju53W5bS124Dv26u7uLq6ureHp6Kou2ndnK5EsbcG0Drfnv/szBJzbLz/N3bHeQMWe5/Jn1MPfLfUF3DIxNIGQg7n45A2RQy3X2VcxhthH4V+MO28qImn3HjmYCL7PdOTDgPY15/FyPu+fG92EskBUH9sYIxjG8v/vO38y2s58/Ns5A3gEa9zfWzOV2be3V+5xfX18XxzIYDGI0GsVsNoter1dWObMDA4sqZ7NZrFarspMDdag+AQzHCFvuwvtu93nhJ1suwbxGPJ/iSV0bL8xe1AxaHigGm23ZaBZCTxaT7smqquqLqBwmDydltt6NCXatm6MyDJrLJRDOrBwvCTp95jOPgZ2JhTWnfRgH/o4jQvjcF97ZoMJGNDNhZkwi6r3kMTDcO5fP8GyASd520sALZ8riYZQ1lzM5eMoZEHahsWLhlACFbP3pVL+NLWDKzITH4a005Bu9YV3H5eVlTKfTctw0W3Myj+zWQDkH+u3FUfykrA3ZY//v09PTOD8/LyUp7JQCoGXdS1VVxbbY+edgAPvA/DMnBmD8zk/kzXux7/f7BqOeGSf01OASWcCOIatmvux07OTt4K1nBjl2TnzP+s88RNTZHDsRvm+g6gPODHz5v/uBM3SW07aDe9A3dMT2Akefg9nMVrYRDtYv+sj9IHVcQkSzc+UZtns833OBrbajz8G+AzaP6VtsXt+Bji2Xy7K9oo+y73a7jQO6sMWZoXUm3PaeTB2AP9tPnsH8IMtk1jIh5eDr4eEh5vN5I4sW0b5Og2ehA9g/B2AOIs0O53sbpJlNtv+OaLLR9sUv9c/v95LtsP3huT4PoO05tBykul80f54z+NhJs+EZbDtoMaHWdlI6Ns3ZZ/5uecvYAELQAaGv5zp+InMeO//zBiYOTvzsfH+P6W+1V4FzABGCiQFGQFigYTYIQ315eRnz+fyL1EBEnX7s9Xqx2WxisVg00ldE6dwT9p4oHKfZdpCPmx0SgJ5on8n1gFpg7WSrqiqpPK41c8RkmIn3ZPATVoAxsjMC+JuNciRJf/3TCtQWFJgxdnouZwQcpBisOKI2K/ySk3Y5DbIAmPIYm1mA4RoMBo1FgjCEljk+57vZwJlBMAtHQOaMShvzYbk3mOB7OKr1eh2z2azIFfewYfa8eczeUsNY3t7eNsobqqoqQJMMGWPtlB87OyGjzAOygt4ul8ti6LgfgBs9nE6nhZHjGgLzzMrRHxvvw+F5txj2Yc/sUTbuADzsDdkB7o9822ky57aFlkcDDW9nyncj6oVkBqsGzhF1CVkmFzxvEU1wYtbffXHwmfUffWoDFOgDNjiiyXIaLBlg4+TMsGe76eCN96DhkwzMbft8X9s767NZNT4DyBuoM/5kRwGaLqvMdve3sjdtNvprbw5S8iLa3W5X1pjZPrDlYVVV5VwRdNoBnHUmog4ce71eY7tRFp9G1FsRcu1ut2sEpba/JqNo2c8bRFke+OksWZuvsH5Y19uu8+4vJr3M8DrozoCfz03Q5WxsWxDo+7Qxz9lW5Xv5p/XboJaSD+tfvoY+4O/5DN0z6ZntJXOATJg4MFjPgRzvnoPyPFbOyhkbOBgYjUblRFzWOhkHtZE/Lz2vrb0KnBPJMrjd7nNKiZOYKCf59ttvYzAYNPY3jqgZ1Ij6qGwGESNtRi4iyqEfHHTjSV8sFg0WejQaNQTCxp3n8OyI+ihiBszCkdMRNB93zWQb5DHoFlwzPzk6zcbDoM1MMePn3z129N2LKTNIx7hkZ2hHgZHLUR//MpNk2cDxGWS0AWbu4VIGByg+6Ii+Mq8PDw8No50BLs/z2PE+BvKMp+ecMeJvnuesdBias7Oz2Gw2sdlsyomTXvjK3NK3l+TqLTRYKhzi4+NjfP78uZSfESSzBanPATgcDiWjxbUE+QDz4/EYi8WipKQJ5gaDQTlwxFsRbrfbsh6FshDvduK5NJDudDqF2UdO8lxkAMhnMF58hh3kn51aZrltH8ykG3RmBxxRHw9vQGxZQt+5L4DRMsb7G5jTLKuMifsT0XR6BBKZtcbmcH0GrDCFHmNsmsvZMsuUU+7Zjvq5GfAa8AOEsIFejOf3MAizLPA5gRo+r6qqxkE6bRky94V+vrXgPKJZWoh+Uk4K+O71eg0A7TUlkGfIC7bdmz1E1HNN1uz+/r7s7mZZPB6P5RRgfqefNI87tnw4HDayVrYDBsN8n3fOfjXb9JcAl4Gz8YVtAWPrADW/h5l62zN/DxnN3+Ud7BOxadbbHJwwbjyXdzGp6vGN+HL9G7rHWDt4cUBDhtKVAe6PbWMG3ln3PS/Mge+VQXNbMGI7zti4/wD09Xod8/m8FZPk4I/P/p+C84hnQEv6GId7eXlZUlkw0pPJpAAXXmq9Xsd6vW4wtwAwtmC8uLgoAx5RH+Hd6TQX80TU6c+qqkppQQakTIQNbE6F2HjkSc71rdlR8H+agXSe+PxdvpfroB2dRzRT7Wb42lh6s14RXy5yJVLNkehvMQIoFort3WV4hqNYZCPPA+PnBWgOBnw9AJeUkSPRDLKZRxsZxjz/3yCCQM8KZQXCkByPx8YphTZosD93d3dl+762KJln+xnedvEttGxQDodDnJ2dxXw+LyfpdrvdmE6ncXNz0zD4MOLL5bKUs2BU+/1+YbD7/X450deHW7EdI2Pm9Ph+/7y/OqDRRpSA0qnziObe1G0sMO/LPPt0Q3SJa9vAY86cYF/8HNc024C7n9bF7FwtZw4yDXB4tsG0bV6WRT/LgUbezQUQkMExY2b2m795S0UH9zzXTtlMODoLmGLesvO17c4gjr8DAJxON4vHPd03j2MGb4wT989lErQ24JZZzrfQWGNjoIMdj4iyQcQ//dM/FYLOTDD+h9rwiGisB2Bv8U7nebe1iHrs8DtV1dzdh/IMZ48cmB4OzcXSDi6QE/yfv5sDz8yI07fsdzw2PIP/05Brs6u2AW7WOeTXz7M+MgdtwUYmLJzlbatT9/MNsNv8lmXBNtVjhr0A5Oe6dY8zfzMuoXzM61My8eo5sL/155YL/p5lJs9HDtQ89+Bc1l147v//tFeXteAUXe/lVG+v14uPHz/Ger2Oi4uLwrLigKkZZes0PsOp/n/tnetSo0mSpl0SJwkhsrImy7rL2qzv/7L2x4xNV1VnAkKIk6T9gT2h53sJsovZwyS7cjMMkL5DhIcfXvfwiECoiELIxjNtbkc7Ho8HiwoRjCzsd9RWNQSTDKqn0wzWmCYj2+u9MF0vmxkgnCjPS2WCMDrO0ELp4HGSdgj0k++zhIa+2Thllh6+uQwA/lqx+Y4M6Xa7r911FGtFsdPO7FrV/sQ5eOexBBQ5awFIy1kFj6EDL2dszC/GC2U3ry0/mTF3kOOAAln0FCOf5w4WmVH9SERWG+POTMHj42NdXFzUcrms3377rar22VOCq/V63Warnp6eBvuiww/+5iRiZJ4DhiD4zymE3O+sEuNpJ5G8RzesIwBBA2oclEs1+NwzO3a62AFnjFPHKd9KgG856el6ZqHROzstZMvZJp6fATzv9AKqqr0tJFvs7cQYX/Oc63h2ZrV4rgMN8w+evbUQFEfvmYKktI8GAT0A4plK2x4HU7zLs2BOdlDSiYwYvPeyeh+RsMGj0ajtiMJOTMwizOfzWq1W9e3bt/rpp58GB4LN5/MmY9vtfjteZ3L5O3fcwG7AU2qRT09P25bJVXv96vHcoNoAyr7X/zPGflbqTAYAbnNe70QYMgIvMtDM52SbjWcMKK37lveqvd+DCCbNJ4NUB1X8DQYzkOXdyRvbSes3n8E3jyt4CJzp4Aa7YNz2ZyjtcfqGBOeZKLH9z76SQOS8n+Pj4zo7O3tzJuctHNijd4NzABmNxlgzjbXdvuxtvl6v284NADoWYaLMfPf4+Nh+jo5eTu9crVbNQJKRZ0D4zUI/tmhyZAjZeJv5OBaybVXDhZ1Z7+z34nC9aNNOL3mWguzI0tk+O1QPpo1ND+BaefLaqn1dadW+rIR3oHA8h+vdDmcc3L+jo6M27QifHLHbILle1UAJvnE9mVLKHnrlPt4hwZTThvTBe2Q72KAdBh7OlrDWwRk7Z0GQo+1226a3np+fBwdLGICQJbZx+F+Nrv9vEjKEUxyNRi1YImi+u7t7lSWxvKLzP//8c5uOdvCNPldVG3/XCDtAvrm5qc3mZUGqF5cCrq2XtlceD+STnTt6i3jRd2wQ37ksws696rWTy+li/saQO3DmnszmVA113bN9vWAachaLZxKcYntoD33zu+GJ9Zq24Hhd6uH+EZixUD6zZbZZlAy5ZCRtDvcijx5fZzd7wCz/ZhaQ9/BjUI2dyaQFdinHlPuxE1nm4mzeRytryTZj872O6OjoqPl/zgDJRASAHf7jC6qqlbzxLOuiA1OC+91uuOsX45SzzQ6keC6UMynur30UuMX6wvcGyL6/ar+vuu0+/fEMEs+DEry5bZmh5vu0F36W5db2tAfk/TzG2rNOfm+W2fTebX9H8GX85GCD95j3nglLfANh3/NwspwZdfKDoAobl1l563diLAP86XRa19fX9fDw0DAM+uJkX47H9+hd4NxZQF5MJs1bG2KEYSIO+Pj45aRPBvLq6mqwGT+ngPJcnDag34IMc70tHw7TYIp2c59PfkzgzjMRlqpqwUIuaMrSCu7P6NkGAgfGADMd5+jcz0xBz2xACquNE9f3noMyAWAyIsyMEfxg/BOAYIhZvY/wPz4+tn1uMZYZSFjAqUGmthDg51XQ7k9GoeaHF5/4GgM2eGGgZaDu2ZTkYTpW7sEweMofJ4STdsDz0ch9225fakyr9gETNai73a7m83lb3Gnnh/FdrVZ1d3fX9J/SlOfn57ZVndegTCYvO0Jx4uBqtWrrTKyvgF3rE9mYLM+w3hmEWZ6s0/TBTtC2xAGXgTtg00kGPqNcp5ck8DMNvN3O1I103M7y+npn7dCZzPyORqPWRoNyg06cGbtv8U6XK/TItiKDDGeonfnyLkt8X7WfOUi99DgZmDgj//T0VOfn5+0aj7nb6KDHY8NvH2yFzmMDEjD1ANSPTukL0GV4zN/Iwc3NTf3bv/1b4ynZ0KrhTivw0lvnOohE7tiKlRJYfI8TTtyTCRpsk2eonIixregBbAidzT73xtjJGwdu6QMMlv15guWqGjwr9dq+j/bkc2w/HDhhL7jXM+A5S7Xb7XdKw18SoGNz0qb4/bTH/hWsB95irJy4QK96CUqPqfkBz3iPD8niuslkMtgrH3lldiZLcIwr6M9msxmcyYO/gS/e7erP+v13Z87TsI9GowbYzPjZbNZqxsgyA9w3m03b6QKAjQFfLpetgzAO0OeOIwhWOKLu7LyzukTtvC8zAc5uOHKzk/AAcp0Vz4NmJXLmlPdmGYT/NjDM73mWszK564oDpBRmb1mFcFnwLKgAZoMOHDiCy5jSb6br4bcNITLiTAhtAJixuG88HrdAzcAnAwrzwSVOLmuhb/DJ8urSlwQ09CUzdTlWrqXLQ3eQORs92v+RyIDWs2HI4/Hxcd3e3tbJyUnd3d3V7e3t4IhtFncBvqtessdcs16v6+7urskSwB3bA+BD9sieWS/htQNB7E0uZjQIr9o7L0CnQTv9txz0QLXH1Fk6Z1toS9U+e+X3J8j3+7kuAbvtlANR3m07hP3ODCPPYgF+1T7w9NQ0To5n5AI122UT7/BMocGRQdXJyUlb32Tw0SPGPBe0wxPkiEAAXtrpcx3+xYGUZbAH6qr2NhW7DJCzLUpZ+miEfGBnsf1OepydnbWgm8+YzXp8fKzz8/PBzLTtL4C9algSRYIHuwBv2VTCumA+Z1Bq8J2glvE3qHNAyGfGAa7BzgRO1etMuv0G/cskYfK7Fywk+OwtYIbvb92beMX8w7b7OvePz0gwsr2ssVcu7s2khceG2RAwHmVMZ2dnrfQ15cnvIihAt3mPsYCTu+afE3k5e2pMmAG5n4Ht32w2bYMUt8+ByJ/V/3cvCDWzDWQt/GQRjo6O6tOnT23f44uLi6qqNvAGhzgLyhnYds3g1REUWzY6k2LHABM9feMI0Qphg+9BqqoBEMislCNA2mgAnqC+txCzDYRKTRACC6IBCPcibP4us1TOHHgGgWvtaOiDt6JDSOFFluPAWxQLgIbRpg0G8hbq7AezJMiCy4fMF2faPHYGHjzP06KOus0bT6Mhv/DIgZZBfmYoKO1ar9et5Mp8hB8O/j4a2UgBoGy8CERWq1XN5/P6/PlzOyCIdSQQugoPyZLf3Ny0g8h4F2VuBuuz2WywUBeABmBPg+odTKwzBuY4Jtul3W5fY0+/bbuQNYCdy8h4LrLoHSLsnAzoDGbcvgxwkSvLsmu68z4+55k5y8e7AUc817xwYO21Mji/qhpkvWhHb2rXdhD+mde2hZ7Nsv67/VXVsmAQemibacBjOw1fXBON7fB7bD+cfeNz/BuAxXYigf1HIwd/2NoMEk9PT1twzoz28/NzK22qqq6P8OYQnG/A6b8E9yRwxuPx4GDCquEBdA6c0GuAG4C4F+wh1zmra7tvgO8xtO/xNZDthXmZf9M+Vyn4WcZBVa93A8nr4a/9W8q8wbb9IfemPQOUk3R1oMGWqgTtvUQAep5A2MkVZALbkaVHxhH8zhkS2kTfbZvzN880VrDMpN93IEc/kGvKvXK7UQdO/8r/vwucj0ajFv1WVTssBIdJg5maQKi9hRpTQhaKzWYzULTT09O2HRvTVhj4z58/t+wbxt8K4cVVvfZnUGFB51kW4Ix2EiBX7YGvD0/hfR5Y98OABocAZVa251x7hh1HmI6n58QA1BAOyNODyTu+88l6GEM7VztZnBaZSzs7988ZEx90wXs5yJW5cScAACAASURBVCYzzzZo8DjBuPtIVpv38Dmy6v89pWonbINvow0/p9Npux+jlGOZmYiPQAAPsleeDsSIwg8Wi1ZV+3s0etmBAYDKzAhlEwTxx8fH9fPPP9d2u22LvZh9+eWXX6qq6urqajDmyOB0Oh3M6uHkaH/Va2Bk8GWQiSylEWX8M9iEDw7+bRc8W0aW14DcU/4AVOwo7bf+25HwLjtgnpVbJzpbTF/s7OFpZnl9DUCJMibrNgEqmTfegy4YKDuhkaUpBsLwlsCZvtJWbA0EHzz74SwdIM+gJbN78I02e3cn2gYxjY0d88LZLIuyPn0kyiQFSTTsHvZ5NHrZYu6f//xnHR0d1c8//1zX19e13e7Xqxn0euxYLMkhY/ZpDpyZka3az7wiG9h32uoyHOitpCL0llxU1cBn92a9/Hz6iF2wLmeS0/6LQ53gQy/Q5vkZ+BmkG2D6fo+ByQG5k0vYKJ7rUhaXcvE9Y8X4+uC2lCn4yTjiH/A33Gcb4iRLBmJuq8cvZY6+wUd4YsDtWYS064kRbe8eHh7atuP/VXp3WQvGh8wmzoMylKoXcIJg3dzctAVyrg/zAQTu/PHxcStjoWZ5PB7XYrGoy8vLqqq2bQ3Xe0GKyytgIm13lMUgeqcYhApKAE7Gxgsmq4YlID1w7qyblSGnaay8zrA7yvfzHRVmsOF3WVl5b9V+Oh1H7BKX5AGC7ilfC6W3OXKg5IyewQe85jPqNZ3dRMZ2u93g1FD3FwXjnb3FXQYjbkceVmXeefbD9/qaDLAoZdlsXg4mgsdk4GzgPyKhk15M6M/ZtclyxM/Dw0NbMEtGhZkG1hpUvRwudH5+XpPJpJbLZV1fX9fp6WnN5/N2wMk//vGPtq/seLzPYCNP3vawargY2TLhTI4djwNIZ8AeHx+b0XUGyFOlVa8XjpOYsJ5VVeNX1d6GENRhwxw00m47pd53vDtnBjKL5KlYZ9yzzAdgyrhh6w0sDEABLVkOYPuTvE995h63jXs93W5AkGOf9jxtY4IX22KPA/7F9tcJHdpLAIF9/F6WzOP6UYjEGTNh8CjHENBOFtE2o2pfRmBgDl+xI6PR/iRhwHrVyxidnZ3V8fFxK5v1OBpUcj3/Oyg3KOTdPX3K2ayq12WPfNZL5KDz3tEGucZ2IcPIFwkk2wDa5gA9A+fMhNMuvudeJ74cKOdnmcRAN7M0mGt5n5ONxlnGMdlW13fbduHbvXA4s/i2Wa4PN49oo2W1l6DJJINnNJPnvN9tqXqZOVyv1wMb4HEzv75H7y5rubi4aFmC5XLZakeJfNxJgIlBrcEwiltV7QTA4+PjWq/XdXt7W9vttn766adaLBYtKqYmlUydBxfy4UIIrQcNZucuJWa4mccg4pwMHq2gkMEjCkntJM/hPQgUCs93vKvn3HqDbEeXGV3ud8aO71i0QJDEezxVRRu5zjWB5r0BMVGvyw7MY+43UOHZZOPgbzppFvb1xolst5Uio13LgMeD/bVtWBw8wAd+29A5CNntdoNT8gyy4O2fUc4fjUajUTsJFT2sqja9SaYc/fC+73ZSyCY2BKDOgnD0f7Va1WKxqC9fvrTPr66u6ubm5lW2HnlgbKr2403m/vb2djAdacdL/+wk7QzQC/Sgql4F3M7m8CwAiqf4ncXBQfN+6w96lqDB42F94m9AgQMQ7DHPJXmCXGOjHcAQMFftA3Ce73b2bKHHwFn+DCzM33SYnmngmQQG+BO/F1s7nU4HeunkC/YqEx/4L/jmJMx2u21+zDy1LCHj+Eae5+1VXYqX9vkjkPmIXQdUEWiSiNpsNrVYLOru7m6w0BPbShIFW+/no2MkTzhVFIzgMsdMXLl0xMEzGfUsRcxMrEFu1d6G2FdYLjN49PMsRw5OMkDwvVXDEjPrmL+zPci/sbOZFedzgtj5fP4qiHfwyfsyoIUvtnPw2b6foJ1xcX+Sx1XDAwptWx34ONllGwAvKYnK2UIo9TYTK2CcTEDRPq51QGV6fn5uW4be39+3A/qSh4kZe/Tushay5DSCxmIwnZWk40xV03F3EkYBDqk7HY1G9eXLl5rP5/X09NQCAQNs1ym5syiHnQLT7yh1TnUkWekYOL+T51qJuDYZn0pvQF31+vQwO0hn8CzcVsoUdBsP+sjn8I9sJTW/znK7RszPTyBqcAFfuYeM6PPzcGtBCyrPxGEZoJMx8ewC08ZW9t1uNygbyGwCBJgGwOcWUtREGjjTb5e/eHbEC8DouwM+3u8Mgw3tn1XSH4XG43FboAMfHeydnJy0fce9GMiZEz4D/GUAuFwu24LSv/71r7VYLOrh4aGBdWyAp7KRKeuLdSLrf3vOiHZZt9LJQ9gBDHjWIBrkY4v8XmYb7fT9t/U/7YvtSAJzvzsDIYPY5+fnWi6XtVqtWpmBkwlV+yldt8dBa9Z8uw/WDdsf2z/3iXegv/CMZ2K3zEOeAY+xH8iAa6EJSMwveONrmKVzNnGz2TRb6XdW1cAe5cya22lA40TQRwPnu92ubRU3Gu3X2LA4mD55NsgLi+G5gRC8Y4zn83kdHx/X/f193d7eDsoQs/7YsybwvZedrRoC6cx+/it/6v4nWLVtt+4ZgxDM+MRU62S+P3XcWXPLsN/rfnC/ZZX3ucQHPXY/0XPjEfO1arjrkfvtwBv7nj7YiTLzOXczI1DGLuS1iQNTb50UBPs4wIL3tD911M8zT7Pd5rHb4jWOiUVyvN+id5e1XF1d1Xa733idKT87WTqPA7fxm0wmLbO93W4HUTXZ0pOTk5rP5zUej9tx3t4D3c7LQgETvco+nSbZY5du9CgzatzDIkVntDMLhGNwVoiBc8Rp8O/2WzGsPJl99QDbsedUrjPK1Fm6ntrg2yAhHYvHls9oX9ZwOXAxPxwguR+u1cWosVsDBsXTXjYCWYbjSB4+mneWmbfuNe8TLFhuWfRRtT/V1NmCLIOy8ftIwBxarVZtWptDhAz6CHzIYOAQ3W8yZvD++fnlNFAc/Wg0ql9++aU94+bmZjBzMZlMBsfM21jSDq89YPydyfTUunWLZ1hO+AxdggzWrO+2HbvdS20uts0lEs4mJdE2O3CDCYO8BAwuFbDt4Vn8Bphzn4FOAkecFt/7eehaPt/A3ACWa6wrzgbCb3SQd3oHpKp97T5OnOd5itt6Z2BQNdwNBP6RFBiPxy1JRHsN+hnf+Xw+AF3YBgJW+w6DKNvWj0ij0aiVmgCWANHwYTab1XQ6bevDHFDDT+w+Z6Jgs29vb2s0GrWdnDKB5rVrCZhMXMPYca5AAuAcC+s9v32PA/h8T+qB1y4YVPo5flYC9QTdvbHo2RHbjAwefVBOgs1eqVLP7qVcm2zfeGZWAtAu776HT/b11m+wAv+7jbTHC8edYMjEDbM82Are5WSbbW4vGHt8fGz7mjtBAMZy4sjy9Gfo3eA8t5d6fHxs+5pSIoEhBowBsmzoiHxns1krAcCJffr0qbbbbS2XyybE8/m8RZ/r9boNlMGmjS3tgLkGAwxGRtq0jWvsuOm/y06cSdrthtsLOuLMTBdOpufs7QBpr8Gw/3cGwgGHBR3ybIUDA4QlDZbfA/G9S4jy+ZDLVci4OJNoMOFgwJmX0WhU5+fnbcEgztr9dabazybj5cx+Zm7dDt7tzH7OnDjI4LnIsY0NTsfZ+jQiPf7+6LTZbFo2ix1R0Dn4wNh4TUIvq0z9OTXZJycn9fXr19put3V5eVlHR0ftHIT7+/u6vLysk5OT+v333weGE9Br/TVArXqRI2dKaZMzLg7yMtvkYI1xr3oNaOFFlsNwnwMGHBeghXY6o8V77RQsry5dgeeWa4P61FuXBFbtj/zGrtop8V7anJm/zBzxfHiU/OGzzNbTFp7Ty2jZjvC/r+F++kQb4Y3tvaemkR8nBwz2t9v9zB2JIvjBrAw2Bj3IDKoDnv+Ks/7vJvwGvp5xxdY5Aw5g96yaAZYPoIE414Ix47wLAqWqqk+fPg3AqJNF6Sf9bNuI5H2CY+uPiZIK3u1A1s80eHVwhs6mnzEZiJssP7YJ1vFegJug/q2EhnGObUDyyH7SPtB2gOuzUiHb5OSMEyV8x9gzQ1O1P8AKAmtZn83vbLN5Zpkw/5xU6M00OKvvoB3CFzoJlAHXW0kZ07vA+WQyqV9//XUAfoiWj472ew5X7Qv5Yep8Pq+jo6O6vb1tjGDqgWeQDZtMJu3AAkdyHD7SM3JcB5MsaM7w0g/fj/EGTGGkud+gz44ExWOgMwNkAeMwHsCnI22DeDt8BwJ8bxDqPjrDTvvtKPnMz0VIHAUjyJD5Z8E1gDW/IAMdQBR9NejFafMe/6aNZKc4fdJ8czQOOWqlDUyVWmYsD7TF9fQobZbseMzMlwQq/I9cO2g16PsoNJlM2qEizHSh8yzQzp1JAEjz+bxGo1FdX183mWE1ux33yclJLRaLur6+HuzqwiIbgrQ04lWvjZ6DcW+DWPW6ZpLrIBtu/ocHdpJeV4PcGdjyDHYvMYhBFw2kq2rg7Gxzetk2CGdhAOof2y3P2tiO+J30GR4549cDA5kwMHDHD2QQ7uDOQYKnhnG2zIYYWPM+988gxFs52tbgbxzEub3eaaXXZ39OkJlAkyRCjqHli3d+FIKPDmoBH8x8ebtE6xVjd3p62oIcl7hax5fLZS0Wi3YvSTsWiFbtxxmgZJm27+B/yzu/rfvYft+biTOus6/Pd9keQcwmklTkeTn2f1YW0n+lDbQN8D0GsD2fZb7kezzWDrh7wDMBLvcb92Rb+d9A18mM0WjUDiTkeU5KOKDne+TOCbpe0JHJj8R8lntsM+SsP+91kO5nmne9ACzp3QtCbfBYQEcmwXs8AlzoABkGA1gEJTPeZKAXi0WtVqvabrd1dXXVlPn8/LxNJWRGKTM2jqzSgUAG6GnorUyOwBztcY+jK8iZFDsVT7/22kM7EZR0CpD7RZvpMw4R8MNvFML894JPtx9eeNs35MBglb5Z2SyMjJcF38qNvLjchjbSP9qHfI3H4+Zc7bzpP88CPAHkDToYd8bWCm0QDQ+cIfaY+3/40QsU+Z3O+iOQdWy73bbyNIMaAmtA+ePjYy0Wi5pOp/X169dBJsNBelW92jrw/Py8vn79WrPZrK6vr2u1WtW3b98G+5j3Aso0grTRxjCdRM6CIRfuL+9BJqm95b4EDlXV7ONmsz9Brmp4bLbb4uCBZ9k2Qpl5cf+416cmu7zK5Rk+jAxZN/C186WPjC/JFeur+2OQhiP1+PA55MOjcnzQ0d1uP3vm3yb6520UaV8CceukkzOM0Xa7P2zLjpj7XPpW9RJoeqFylhdZ7j8SMK8arr3yHty2kdgByybg+pdffhncA7Bi9uj4+LiWy+XAPpyenraAHp5yyIsDaAd5Pf46EdXztxnUVg1LVJwEsm4mgPMzuZYfz968FSTks/ycBNRp0/Ld7jN9MVAkALb/680uZ59ZWGvw6TGzrHCv+42P9Ht4jp9pHIGtZZzRQ2SRmRyPnfWNvn4vY+1Ai/FCf/FnyKxxpYOdqv1GAcYAtt1/lt51x3a7bRkyjD4NAjTRCYATivP169eqqgbSfJzp9fV1y2p++fKlOQ5q1Vzf6/1CszTD4BvBclYWhmVkiPLZiHOPt2nsRZp26r1BB2DamLgEJzPObmOCcPcxr3ekzH0oANtREkTxHAdZKI75AJmvPIPTHne7XZvlAPwbBGc708jZWHoazI747u6ubV/nGm/66sXGAMJcfGJHCWUQhAN1NgUjMJlMBnvOAuCRR2QOIzIajdqiaPbqNuB3MPBRCN46WLSsPD8/D7Y8q9o7OBZ6AnCo99vtXmbEbm5u6v7+vn799dcG/Dhh1MbPhtrBEO1LJ8kYQlkuUfXaAdoQO6C1DloOrG+ert7tdq0+3xkrSmy4xvbJWZV8r59vZ2BQbaAMeatKnuFyGoLOBADuR9Ww9O309LQWi0Utl8tuEJOJDQexyIr138AKW8YCcRPy5EwePII3/KaP2CaX9tmGW5Y8E0bAj5/L0yj52zOUlGjR1slk0tZeZFD6Frj60cmBL74DectFyDnbY/DnGVTOJ7i7u6uzs7O6v79vpaxO2IxGo5aB/l6yrfe/gVRe57UGDiqx/77Pftu6YrvA505q8YwEiGmz8nPLi0G2bSLkhB5jZTI4ztnEBPHJK/tU/P7l5eUgidYLHnqzEX6+eWHZcsCQJaW5Y4tLCd0XbAC/3Sb7AScLesGeZ4ty4bgTnsilbSHBqm1+JiZ69O7dWqgvZ0oPY0SnAU9EYzBou9226NjKUlV1eXlZx8fHgxNER6NR3d7etowTyktGBCGyQ7IguuNWkBRWM9AKxwEpnoJ2Nh5hcAYZxXAbuIYBwyBlto/Bs4CnoGSQgSAAem0U0nm8FQnbacJPR3l2oDyL///444/a7V62DTSwzjHwGDFVZeUFuNho8Tcy4+dZYbfb/SKOBCyMCe/ASVPD1gMgdszIBf0lsHRbneGZTqcNJPA+72xivniMPgqNRqN2wBKykrumMFaehUJ/2GoR/fF2aqPRqP7+97+3zOzR0VH9/vvvdX9/3/Y+v7q6aoGh123Y8Vm+0xHQFl9PH7BTyBigwDNMPo+BvjG2vbHkWT5gzQ6iam9/zCeyPhDy51ILiGfxbAN7l+BkuY3LwgyeDTDsrA0E0PPff/+9bVHHeHhBFe/s6aW/o038pj3wpufE0F92CrFzpZ1sBWkb46Ay/YZrRX3vaDRqsxA5gwiPT09P6+LiYgDyq/bbvqbN+zPO+Uek1Leq1wfYOXmC399u97X5mZxBp6+urlpAs9ls6vz8vI3rw8NDW5uGnDlT+5Ze8F2CXMj22iUy+BYndNKOcL9lPANbZGa32w3q1fP6XjuTeoC+58PyHuuS2/+vgHMvWHffnWB1si/v4dnYa9siz6LDT1cX2B8bnDvJhyx47A2Q6ZPHjDYb0+T4eZaMWnd8XAaGTlwZ9DPjZhsK9dbumd4FzjebTf3Hf/xHA8koHiCGSLeq2uc0ioVfDBQlLkSss9msZScxhmRLyWDBWDvezNI6c+SIO7M6FjYAtBfwoUwMrBXGQgoYYZCyBhseOdtoZbJAm8/uK88xOE1F5Rpfm9kZR9VWRshOMUGCo354RF2gMyTcY8djYMo45I4GJreNd8JTDLmNkw9I4TobBs9uoEApNwZbbnPv+3QwBnLes5fyG88wpVH+SAB9t9vVb7/9NnAyBOscDIKzA8Sy09L5+XlV7fc39s5MGLD5fN52aWC2hxr0k5OT+u233wY79jir5cDOwT989sySDaptEAAX8oJCB6f0c7fbvQIkOWOD42dnqwyUeaZ5jFxazqpe7xpkWYJSXu1k+UH2/Z2Dfr+PZ3KdnRi78sBbj4dtiQGODytLEJ598Xi5jU5wuM+9IMCggOe7fMEJDo+FQX4mFAgY+Pv8/HyQzOG5uXuT+5Tj9RGIgAIeuSTFiz8NRviM2QP4Dh9cFsu+0OgL/F6tVnV8/HI44f39/SuQVfU2OLeOeaMBf+/ZEQNFxp/n0d5MANiHGRQi+y6HtJ3KtqZPgN9eHJ4AMu2B29IDybQx9bmqXtnSBOvJ5yzN/V4wlPgp+93jRY4tvtQYBJ3LWXHf64DIM+E9n+EEqMfAidvspzdJgY9gt7Q3vf69Re/OnJ+enraT+jBcgJ71ev0KsCao5HOcN/eMRqNBWQwKe35+3py5987NaAviMzKrjrSSGFCeZcVDockM8Tft91SejUVO8yMMrETPkpGMNtPAuw8GwBb2NFZWPH/Pvc6OG3RnuwBQjKcdHv0zoHUWEDIgMJFNeHp6aoEX12eU6YBpvV4PajoZr5wZsWEleLDSGJhX7R0+Y4Hyukyh50jPz88HxtfyhNw76qeP6aQ+AsHHk5OTBrYt1wRJOGq2RsRhI7cE5lzDgRh3d3ctI0qQPpvN2js47KiqBjpiMghN0Jkg0kEqsowN8u5Oll1nntAzEhXYQzuN+/v7Vo7ndjtY4HP/TbtS59NZuM8OjO0A/Tw7N3TPiQR4RV/obyY0eI9LSBIMOfD0ODw/PzeQzvMzWOY5dqCpV7SpahjQG2DDT/4mGLP9pr0E8lwD/21n015/+vRpsJc3zzaYcmDA+5IvH4EISuCLA6uqGpQ88j064u8oM4A/ZM29577Lrxhzz+Ig69ZxqAdyeQb3giXsm9xmZNRnWUCAeYN9v9vE4WmfP38etM2+is8zU02bDHDpD5+9RSmrkBMTnqVMn9TLPHO/bSA8Re5zv/JsNwEb8pBgON/VA89Ve9xkX55nGRiPIG8G6Mlvj0HVMFgxBvPYeD2bgza3zbbA/fpXvv9d4Pzo6Kj+9re/DYwoOygsFot2YJCnhXCmo9GonShIxgWn7ul/BIN91MfjcV1fX9fNzU1Np9PBiUuOTDwgjlgZDLIfaUTdNwsBf89ms5b9Q0kZTNc546AYVLfn4eGhHd7gNvTAtR0F7UrAZ4eUfeee3pQJzzW4t0OzcDlLwrVcn+CedufCM8ba4MeZKvpDXS4gzsFCZp162Y6q4UFBHkcMvd/tPmcgwT0YGNpjI077kaHMmromzTuRGABaUT8KTSaT+vLlS5th4pAplx7h2OABiwYxyOxacnp6Wt++fav1el3n5+cNkGPsJpNJLRaL2m639Y9//KMd680idAeBNoDwmmx8VQ0Mqo17ygKf0z/PdrErB6U52B9n13HoBtKA87u7u5rNZoNxNyC1Ptqp5mxeOmXbgpRfO0bbLu5z9sjX2f7AA5cR5GyQbXFmyn1d1X42wgEzfsDAn+fyfs+Guf0uOaL96QydaeedBCa9BICBl205ASbvPz8/r5OTk3bAHfbPi8bdjkxqJHD60Ym22rez+wrJOspZMwCyX+ZvfPn19XVV7cvdkA0Wfl5eXraZiN4MGNQDO/DfQauTST2QhBzQXnwN3yFj6Irfw3089/j4uG5ubrpBWII0J3fcJ9uEXrY3eZEBi/1ZPjcTfWkzrKd+ZwbNqbvZNwftDqqT7712WI8dGPodfrfljPudnEnQ74CD+wkyekEJNoJkEqWeYCBjJT8TnlpGvkfvXhBqwYXZx8fHbbFXVbXSAU8RX19ft51WqvbZxIuLi7YjC8+bzWb19PRUNzc3td2+LD66vLxsncssjEFmTh27bsgRjp/jaQk+I4uSzttRYQqNa5HML4Aj2Thn7Hkn9+X35nWuNrYwGPwRiFTVoK92WoAJCCDujHEqM78d9Jg3Nma8G/4wtq5JJaCxALuciaDKyu9olveMx+NBvbfb7kyL32NjQ19QJgdLaehoy/Hxcdu/H2e0Xq8H+0XzXNruhWIYmY9EZLngC9uDMXNQNZzqZZyfn5/r6uqqjcNbh0RU1WArxpubmyYP4/FL+QAO3HXidjTUCcNrLwRCbngGZOCQDg+AMZlMBv1xhtSOwP15fn6uh4eHtgOFHYOTAdZpZiZ4v+8x6DdIt9My4IaPLu/LvhlgENCgP3aitlfYdZeL0WcDZtqMXJAxtR2knMjAJms68Sc8x4EV93hGJR2hs9/wBzmxLsI3t9++xgETZVibzab5HJ/HYB7bduUs60cD5/bT2LSnp6d2CnhPzsbj/SLuh4eHQeInbav9A/qITK5Wq8av3iyys8Xovb/HZnk9TAZPCQir9n7b2MDAz2MIf5DTo6Ojuri4qK9fv3bLavIZTt4g5wni8v4Egb1gI8Gs3+2yCwcf2de8vucX3X8nSrApXo9StbddPMNj6Pa4DZmgAFdYV3vBQ7bTAZhtfw+PJY9IQDEDaPxk7Ga++e9eUJj07kOI/v3f/30QrYxG+0ViNzc3bSs0lBVHeHZ2Vjc3N4MyAT4/PT1t0aWdJguNnOGykbMzch0ojGSxEITCoMiZscY4WOisaAZ9vCMjNPjkASLD4kg0KSMtHJ8H2wttfB/XpyGyYLtujXtms1kLHhiXbF+22c92ANRrFzMiODCCFKbSMO6e3h6P9wu5XMNcVa8U1QbE06QOxqwIVhaMgBeGwpee4bAz4HAMgMVu97LPt7OCGFkbBuTMRuQj0W63q+Vy2WaBcLTT6bRWq1XTVcbZ04zL5bJms9nglEcAr40ahhxHfHFxMQDVZKZpD2MLYHKg5f3HPbZpnLnfAM36B2C+vb1tfXT23vpvR+gTTz99+jSYBXOgbFDrJADPpK+5IJRpZN6Vi00NKHKnkt1u15IgdlJM1dKvbLPtJN/bHvCbH8AWekzADQC3zTZYsy3weHOt2+MkC+A52+yA2fYjd2Th3cgKfGRcT05OmhzT/snkZW0F5zDwg35gkxyAGBx9FEIGT09P24wQcjqdTpt+OPBARi4vL9uObdh2xvb8/LzpO3rF4nvv/oZOm3cGj5ZjJ3Ksl8Yfth9Vw9mTnl4js57xyhkSJ30IDp6fn9vssH2WAXO+MwMH7qHdkIMl+pYBdfpBeARf7dOr9gFsJhodnGRGOOXZ78Ju+T5mGbNv6Br6SGlRjw859uab7X5igV67PQ49su4i2wT4tDeTs65GMG/fCrqS3gXOx+NxXVxc1GbzclIg+xJfXV21ukpPc7sBTAezHRWDtF6vGwjnqHayZ3yOkWTaG8fuSDenIYnO+V1VDSyiuIAlDwDT8BACb3DaA+vOuPIuHEWWh1QNs7cQ1/hdNiYGc7zXGTOeb8eZio/R2Gw2g20x4aV32elFnLwzDYf/h7feJ5g+YcwAOAA0BJ8fxpndgGx4XPpiZbHSOnJPo5JZcxtkfnKsyRYiC36uy56soJ454h5kwjL3kQjwzEmhk8nLVpFkEWz4ne1k/HCQDm4JrgzYnp6eBiBoNBrVarUa1ARXDR0V7bFjwY7wWW/njJQPdBnQNR6PG9CyTBioGsjRX5xKzubxLr/bn1l/vaeuHXr2G7km0DUotgNDRl0r7vUbngHh/pwttPw70IEyE+UxzixZjoFti3XM/SeI8Ht9yJGdNnKYHCzaaAAAIABJREFUNtQ2AjvpQO/5+bn5AhzveLxf/G1ZeHh4aCUY9NegyaCQ9r4FAn5koi/4EGQlg0r4wm5ulIOtVquWmKnab788Ho9rNpvV3d1dk8Ozs7N2QjjjYXkjOVL1OrvLZ/x2+6peg3KPVQaq9NPluT25RBadZeV5nv1NMG4gTVv8bPTPfbfN8PuR1eTJW7jh8fGxLi4uGnZyFYLbaUzl5xkAZ//gqQNsb+qRATn/9/7O/mabjPXgg5OmTlIkbrE9MJD2LL8J32V5wFbmeLnNnlHMgOIteveC0MViUev1uqbTads+7urqqpbLZYsunc3BGXIC2Gq1alHk6elpA+3Hx8dtu7Tb29taLBYDp4hx9+DDeAAezIPpri+EGTDNCpuRaE5l+Do7ZUBjClvVcCN62uXsCW2A7ERtSDJ7w7VedIszd+bBWV/a7P02DeINSA0u7FyTT/TFhsPfO7tFfZankj2ODuicdbGh9A4AznYbuNvYeawdOBlYGUzbqWBInIVBRp+enppc0z4cuoNRvuNdDoL4DKP9UYhZAxZJ/+1vf2tBXtWL7rBrBYE0vD86OmpbCpI9tVEjy7RarQaOCN4+PDzU7e1tK4tD3xJcJVBERnlnBkY9Z8t70R/ej3zaoFuvrAtZFmZZ8paNrtG083OpSQJy5NyguqpaFtgynjaF39vttiVK3Ab0IgNe26QsvTPQpX3OMMJ7O2zsY2bJPB44tQSBznbzLts82zh4iL6aD7yXzB6zOizwzBIul2OZby5DoE8OZsxD8/SjlbXh8+DF169faz6ftx2b0MnR6GU2HXt5fPxyOvPl5WV9+/atyYQB5Xa7bXwnSVe1nw1hhh08UPX2NobZZsjBq4GYEzm+zzbBcsj7nFTK+5w8gC/+3jKSQTvtys/42xUDOYuYz7C+2z96QwbIupTvNM/yuyTbz/F4X/rk7zPBZjDrAAFfY13pBTLmwVv8Mp5wMAVGNF70LKzxA31BbrENvWDIsuk+ZWD2Fr0LnD89PdXvv//eQDWHhJydndVf//rXWq1Wg9O8zs/P2/6w9/f3dXx8XH/5y19qtVq1UgqmxzCS5+fnNZ1Oa7N52U4JAeplgiyMVi4chzOiXGdQlMbRYA6jgEHmc7/H/xtMIty0gX7QXi8usdA7imRw+W1ACdiwgBkUGhCmIaLfR0dHzRgamCLMdiiOBA0yDBAcBWdGDWMNKMmpnQQYVm47Tu51CYIBFPczNnaYdv6m0WjUjpZ3TSAgB/4w3U8w4R944tkLZyjcvrc++wi02Wzq27dvNR7vZ9DYVeXz588N7NloVe0Xg3shuDMtGDqeRcaSMScAIINJsEYm0+2r2jse6xyAF+NrA8+1thU+kMSAjADY2VFsFLrP9WQFCQBdumMZoR0G/rzLvw3GR6P96Z6Wc56NXbCtBBRxv9sFj5zVsQ2zfUEH/bkBuw/8cX/cTsglCLwfe4N+00aDZTu87XbbfIYDdZ5PO8h6e3aQ8zOwKcgYZUJ2qgSd8IUssIMtj5dtW86SZnbtoxB8wj9W7RfKzufz+vbtW1UNfRnXsWUyBCAiGcTs+2azaQk8eNhbXGvZNODJxFsvaeNSyiTLvWXc92c21sG2t5R0Hw1QE0T6+fm+TCJkAJv9NAZIAJj8cyIuE2dv3cv9+T6eyUyDbTu84Z1pa5zMNK7D3qYdx9YD9MGXmSRwX1yqyL1PT0/N//tezyI44QJW9YyO7WyPx/DBnyc/e/RfOiGUhU7UA+F4OUzojz/+qJ9++qkds81OLOPxuK6ururk5KQdOERJwHK5bPXqDIC3VjTwdXsYBAYZxrtOOUEqZCOagMqZGIQh69H9bH9mB4ox4302HinsVf1sigXWWf2qYWa9ap+d8WLPdGY8i+2MyAoYYFtIU6gyW4BDRtg9lYvyk6UC6Jrv8NRjbQVlChMHS3aW0gF46tkJKzNtJ8hjJocpSwJM+Joyh1GBRxjnzH44OGQcHLwkfbTMmRcKslMLOorTJWN+dnbW+EhgM51OW5kI+xlXvcgT2yuivxh31ixgvJ2lBGT1AtzMCCGXLtFIQj6d8XFZm+2DAzHudSYNWaF21tnCBPbIGtdB6WjtlC1rVcNyAp6TToHr0mbwtw/e4f2+JrM+1lN0yVkmOzjGAdtkOw//ttv9egX4hX2iLwB09NGZUNe2JqjjPRyEA6CkDWSDbXccsMPf1WrVEg3mT4InPmOs01aYTx+J2HOcpBMyTWacU2Nvb29rPp+3YGYymQxq0gneGceq/eJfbHvVcKed3OXKAZWBKoANQudc/uXZWfsL/514w0k6B+yZGIPcN8ukgb3vNY7IdqR8+T77dutnfo4eeMbWz8sEhT+zrmc73XevXaMdxlA9DJfPcD88Tu6DAX7iL48dwZLHzmOy3W7buqAsZSGw4Dc+xJl163fiq15w4z7+q+D83WUt9/f3NR6PW+b78vKydruXgwIA3ijlZDKpz58/N0PLohmc7WQyaXWldro4/RRQKyq/bfTsqJyJMnAFnPFMG34IxfZnngJNQG7G+387RZwE7bOwkMWiHX5vZpTcbke5Br/c57/93J4SkTEygPD0mdtUtRe85BHRJIShzEyetypi3J2JsXLDH0pKRqOXTDwnx2IEyVI4Qud9uQMAY1T1AvhWq1XjjcGFjaY/516XHcBr2jyZTJoewDPa5d8fhXCeVS/jOp/P26yQQTsLZp+fn2uxWLRAHsdkx8liUkAYoAcQlUF21bD2le/8uYMoZJzxyZrzqqHBrhouGoUMvp2NRefSobu9tM2O0LXefA+PU//hi3WW90MGHZbB1C2cAzOazjCbX7afdu48g+t4R8/W2Jk6WwQv/Q4CcINrdAi5oe3Ue3oRJ3ad3+gx7wYIEpRbby1nDpjW6/Wgv8vlskajUZtBo+0ZrJgvPJexczDy0WbOqvY7scGD6XTaknTr9brm83nd39+3hEfV/uCp09PTAQBnHKfTaduWjiQPYMjljAZe6V8tn07WQZYH+x2e18sYJ8iFHGQlsDfwcjKLd1pOnOHv+YEE7An+uKYHbgmWHUD09Ne+zLYy/XjvGW6jdTV5Yt1P3GA73eMF/gJdQu5IpvGs3gyqZw/MJ9s3Yw1jDjBR1R43EpTnWOWzHdwgWw40HAx9j95lHU5OTurXX39tg09ZCwYKpZtOp3VzczNwuj7xyzWEBpfseAFDyGbwLhSa+xI42kFkRgtmEO3f398PVgszmH6WHaYF0IztlcaQ0QFUZm1oDqaF2tkvBtc8cdRtp4fx4v1MPdvQpODw/l4wAH/dvwyKrJDmU0btPUG04fWUlpWDZz8+Ptbp6WlzAldXV3Vzc1OLxaKNLcGFHQAya+PlciBPzaL8Hic7avPAxtrynNmw3W43CEJcbsH7PxJRqsY0Ins8s52ijQ7TjNRr44AZWwMa5MX7nHMNOrrdblsgX7UHrQ62q4aLlhz8nJ6etp0m2PptOp1W1eu1H7TJ9zO2luverBgZPu9ShKND/7zdZjoFg38Hjzgpg0LeRx+cYXtL/+x0DcT537JtZ52gGZ4YpOAD3H7LBL+z7QkQeDazL4w1crBcLhtfLZt+72az6YJ4gAe2gOt6M2EJRuwDLHMJ9jxWznZmHfJHC86rXvTu/v6+Li4u2om96CkBJItAr66uWvnkaLQvbfT2q7b1yJu/I5N5dHRUy+WyqoZ2NsuFql5no9E5bPHR0VFLLnoskZvMaNq3WnYJJuzPaRO2yYtB/ZPZcPtm+0rriX02/sSJhwTE+a6qIa7pkfveA6H5Lu4B6HsrVicF/Ezbix4O4h7KYxg78+Hu7q4ttE89sl3xjImDPCd6qCBwcOO2Jl9yjHxd8tlB4Vu8fIveHbrP5/O6urpqZSwoKOAJQ8Xizz/++KM56fPz8/r555/r6emprq+v6/7+vhlzBJ9oG3p6emq1rFXVDnxAGJxFSxBcNVyc42z8bDZ7lQFBYBJg8QwcchpuC5yzeAwIWTJfxzVk+WirFRTnn4EARqQHnLmvl12wEHNNGh2Xy/jznsBmQOHFaGSynZWCLKwEEZ7t4B2UQJDpI+PqLftQJowqfCbTnhE648v/9Jlrc0YisyC0zdnS72U/nBEwEEoZ+ghk4/jzzz+3xd04T/NttVrV5eVl3dzctBmPyWRSP/30Ux0fH9dyuaz1el0PDw9toaiNpgEVu7T0slG0C7nnu8zeII845vPz8yY3qSeeKsfRUL4DYOQ766blfjQaLnC0bQC0G1A720+bARWQM+Y5+4ZtSmecWRru7S0Yt5578Tg89fMs/4Ar13J7AabX+NAnZlzQNz/LeklbseuuG/VMn3lgWaVvli14wDXIgUt+DPC4JhMRHtMM6iDuMfBI8PWR6PLysv75z3/WcrmsX375pe3tXvXCM2zyYrGo33//vdluCL1AVi33Ln1AttEV636WZjjg65HHFRmhlCHJ8l3Vn6V38iqBuZNKBoPItQP0DODcBvMkkxj5O32UZTEDagJHy2kPcBtr9ALUXjtsc0gcuv7c19L/DFqyn6lX2GXWJJBg8RjxfvCd++hAENtgu5BBk9vhmTjfw/PTjzhJYn7+WXr3PuebzaZms1nd3t7WZDKpi4uLAcDE+VW9KBE16naQAOnFYjFYjECHMrKi5MBC72jNne4JEN9nJskKg0JY2VyLhGCY4R4E15vaSOBAvFDJCkcmC55AtCun0KuGuysgLJ42SwHg3hT+8Xh/IqcBqwEo5HvTmDAODkDIWnnBJGRl9Q/PdVYEQJXZhe1227bzA7RPJpM2Xc+Y0TYDoXT0EM4hszKMGYpuJ5E8ThCURp6/v+dMflSy03p8fGxBM6d22ig+Pj62w8XQicvLy3p+fm715Thpz/LAM8aQWS5kK+WYZ+PwepkagzGcRdXrWSsvCO4BNgcMjCcy6rpGZA1QwbuQX4NR3oUuQwSs6UiqhqUvjIkDVAeeXEObMzlg0GFAQD8ygHRgajvj7W0dsHOP2392djYoa8E3mB+MvcEsfUXGDAC8INx1otzjLC123QtB3R8nfRiXlDsTdtSLgl2mQ9sTvGc27kcn/JWPtT87O2tnHECj0UtyhDVn8HO5XLbZTWyFZyzsl1xzzgxdVX+dGfqQfi8DLO6jNJfvDOgSHPJOPwtbg6zm+QLIIuOfetdro9v5PQCXuMUANnU1n2nc5P7YPqBzaRt77UsckKCaazOIctDCPU4WcI9103q12+0Gs7fe1tM6lkkbn7/h53rbb7cRG5LAOm0rNtHJIa5LueSd/P4evXtBqAXbWQ/X+o1Gozo7O2t7aCLMy+Wy/vM//7MpLzuz8Gwv2HB0ymEZCU6dyXAbM3Nkou3eyov20y5fa0ACuQYKAcvBcUY4o0o7V/qR7c2I2pkeC3/eT7s9VZzPc2bKANVTi2ks+c6CakHr1ahlSU+2Ed7kePozZxhzHDebTa1Wq7a4GEfgrL+BNN+nU7TBcCmTwY6v7S3ydKaQ9zvgc/t72ZKPQIwNuj6dThvQrhru5EAJCtPet7e39fDwUF+/fq3t9uXobvTN5UtV+90f+AHoOkCCHChn8JjBqA0qsuqFolVDwFpVg9lAZMRABNl0Zm67famJ9PS8gXa+133oBcbuq2Upg0frqg8lop2+lnZlds8JEIPUBOy2+8g778itBXvgJcGw+eDdTxzwO3kAEHbZGrpmeXDJmdvG9/x28PBWIGS54n/ka71et+c4I8i4ZWIgs5YfgXa7l1I8dIJF3hkYseUhpWwOiNFhl4TAG/TFQKvq5YwUnzDsMU29ht4CPpnFtAxn1tR64XvQCyedKI9KfGEbj0+mH9iEtwI+64yDkrfAu4MJavaz3wlAzTcnFu0H+Y1+Ghs4YOY6z6K5tNZjk8AffrA2gYSM301b8QebzX63ML/D+MU4Et6lf+Ad+R7rPt9Zj32tbbmTS7Qng7DEcD16d1mLFzJxIpoF8ubmpi4uLhrIPT4+bhk06s59WuTt7W1zJCj68/Nzq9lkYdjl5WXL7riTJhjJlKm/tzDBZE/xVL0WfIMB2oXQ4zScYTFQpe3ci1DTfqK1Xl/gqYUAY0g7cyGigYlBpjPOBr12LFyfoMA7mDg7byDO2HvhHjwGuPHD1nh+j7Od3s80syo9QWb3D8YRo8Q9bp+Njsc0jXhm61J+MsiBjwZnvXH3M9z/j+Scq/bOiX54CysOY+EURcYcYE7/F4tFC2bRf8ricCLb7csqevY3/8tf/jIIvJ1dg/iOxUEpA7Q/s06ZYfE1VXuH44y0jSvjzL3O+DsTbX11EGBnmU7Z4JpkAPdDztC8tVuCeWBdduDgzNl4PG6Lrav2i6MTLBgYW/fH4/Fgged4vF8/QPuq9js02W4mLzKAgS8OKDIJkraM69H/niPmOgfw2ExnyxIIuG0Ep8inbQy/rT8fSf8NTBMkV+3t6cPDwwCcsj6AZB1ywTbKVcOdWnqZYGZEaUcP8CSgSp+RwVVSL8vZo57s9JICPLNqP8Nmn+6gAh000PU1tke9dtNX2wLk3UFnyvZbz7F+G+TyHPsv610P09hvum/8Rq7gE/481wRkoHB6ejrwH35vYj8HBBBjku2BPFYO0jKQx/b4fZ7RTzl0Muh79G5wTkYFR4YwAdipB+YgAQAagJ0pKgr9x+NxzefzppwcaAIABdC7ftibvvfAV3a8J9Q2pr7OmSOIjIGFKLNDDKIz1n4HPOK5mQ32gCfo4DkpgL1AxaDhrRINOzKcohXODg9Qxf3OmCGEdsA5FhCOF+fvcTEYckQ9Gg1LDeyozTNkzGAks11cb+NjR2DDaADGu22EHQQBxtwel3Zl5p5neXHfRyHz1DwAdAFwWfi13W7r6uqqJpNJ03Fqtu14zs/P21Q5i8rIjLAPLX9PJpO2wKxqP6Y27siNxzrbbGfqgNUA1dcDjPlx2YkzTpZxyzXtdLbMWXUHBt4Rys6LGQXI15EwwLF5Opb3J0i0k5tMJq3cA9vLOwxGvHdzgtpesoD77C/8fn68S4czk/QbH8B9tG29XtfFxcUgo+UySwOLDNyRn/w/M/seRwNAO3rbL7/XgM3gz1tPfhQCRFKKRp88e8J6ErZFnk6ntd2+7HzjE1d5HvwkQVdVA1t8fHxct7e3g/d7FhlylnK7HZYqvAWyq4byYfCZoNOEvUFGGd8EbT1A7sA0g023x/rFZwmAfb8DVGyK+5FBJPy0LLs0zwksEzME/O220yYH+DwfvXcG27xFz22DLWP4VdttSp5Wq1XbCMLjkCDdPEj7lMGS7+99l8+ktLGqXs0AJU4lsP1Xuv/umnPIwM4NRkjYsYCIebfbtSmus7OzOjs7Gxw04MzLfD5vz2Uf9Mlkf2ojBpiOWzD4LEtFzHCuseD1sq3cawPuzI4ZjwNNwOkpP/jDc6r2wm8log1WZgNM+uBsbS+L4EDFYIXvLKSu8UM5PJWHsuDAcXRWUPPCUzte2Gr+O+OCQeH58C+d9NnZWVtpjzJ7Ya95nNkvy4sV2MGTFyj52sz429HDe/eP7+2s4XsPJHwEsvM6Ojpqex6jq0x5V+23pzw5OakvX760xZ84zjzohcB8Op3WxcVFnZ2dNd0HlDINXjV0DNgOO4M07J4+Ri9su5B/ahmRDeTEzt8ZGI+5d2cADDr7y7sBmgB2OwzrnPXTMug+un38bxsBOSi2DNoebTb7fdnTxjoIsi1Joi38Zl0BfTf/0DPbanbr8eycx80HJzk5YF1PMIP+2w7YtlhezFtn7LGJdvDOomVSyG3Clux2uwZWnSH9SGR988FPTnwg9ycnJ23maz6ft377GHfkknUIHDZGkNk7HdKgis/sJx042TYbAyTo5v/n5+d2MFWSn+/nQgkKnQTrBXMpA8i4n+t2YrN6AJu/E5dk8Oz2ZebYdsk2z891+92ft4CueWCd7PHV96Z9M/+wDZRNrlartl1v1euTeP0el9lkxvutZIPtH+3IRKTHNIMgP89rLv8VvXufc8pAPAVV9bKLisHMbrdrTpbdGHCy3o/aUfBisWiCs16vm1JyHU7FzDADuTYj4Z5gYZTpQy4aqNo7sYyyEsQ7K+d35NRfBgCOwJ1twwHZkeBYvMgE4YUcBVu4e323g3V2PQ2tsw8G2M7k+Z098Ev2PfeuxwAkCEBGcNK00UalqhoY9GxFzhTYWXt8UiYyc+J+4IBQKsbBwMLBl2XBQRcZdRwQ338UMgjxAruqF71hnAGp0+m0Pn/+PAi6cOgs5iXbtt2+1KFzmBE7OWFXHHBlksDOyXpqIGunhG554WAGpYBd5DOzvVVDGQO0Guy5hCoBZY6718A4CeG+ORtj2bOd4wc9SXBiB4OzMM9c7506YoBP/5EB679BGnaDhA3PzWSCs+LoCW2FX/QnA21sEfynTXagdrq2be6LgYpBBWAUQGA755matDPmDfxgsXSCsI9C2d6UB/QJm0dZavpXwDr6YBnyWofcftbv4f3WbftoJwz9P3rg8iLINsTZ4wR8DvzfCp6zDfatDvZ8r4M+J/qqXmfae0GogaF9d97TS1rwWWZ6rau0z/zKoIfnZELAttH6aJ/uoMXBO5hlNBoNDrhjzQm6mfY/AwOPq22EZy/Nc8g+KOXuLRkzv93PXuDVo3eXtbhu0CUNNNBKRJr/9PS0HVbgUhdqzIkymabMfSe9t3kuBullSsxQt8sMMeju7dpBBjUjHTvkqhow3Eajl8W1Y4FoQ0Z0vpf3ZabNDs+fp4K6vxDRJ8IP+TAk96Mn6DYevffyfGec+M6GJoMk7uMZHmdqD51RGY1GLetqQ2r+2hCZL7zHz/K1KKUdubMX7qdBj+XTMjUej9s+wNaVj0AYRma8qvbygiH19OXFxUUzTJ8+fWrGk8CQQ6Qmk0k7hISDXsbjccu0O4PCmHjRbWbNcbxuN79TT6r2oNP76QLO2ELRzsc6nQ7aSQQ+zyyJ5Tl1wVO3XqRmO2Fbks+gfQbi/i6dpx0/NowMmsmBq3ngPmFLaDdywY/3Zc4EAH97HHmvs+PechNbsVqtarFYtOck8LcjtRzRbsae51qm0uHSb68ZAkxa1hxMuC/WmV529kcmxsULOXMPasiJJErWdrtdK6Gyr7MMghGqXmds7W8ycDUoS6DVu4fP3De3i88SePpzB3rWMfyJg7tesJ42i8/drrQ76I/fZUBvv/c9yr44qLcPM//dLvevBzJtZ5wk6AWv2W/wFjPintHm3Tzn6OioZrNZO7m3N87Jb49vjx/Zfv+fdpk+ZQlh7/m2T3/G7787c45RYQBxxs4WjUbDk9g2m007rMSDyRHgGF9AF0SUTWaEDBaGHWFyp53ZcDRqoYasUCgQGTAOK0rmO+OZCm3gbaDGb4CjyQ7rLWFxn/nM7/IznZFx391fKBdocY+DAytPGpZ8roOh8XjcttjbbreDAyCsQAAOA3lkwVPF/O1MlR2ld59IwAM/0nEbOPuzDETsVGlPllX1AhWPqYMC/3wkcgbAGde7u7s2xk9PTy1I+vTpU+12u1ZLvl6v2zP4vV6vBxln85zsKcT4shVb1Z6f6CXrUSAHsna0dt5uT9V+atv7dvMuywr/82zrg/XIYCMdmctLMilB27Iv7rfbhz2yTXLfHTBij+yEaLezwO5rD/S6jawVqKpmy72Inc/5P0GJZ6GcXUx+Z/84FMfjZPngupQL67rta4Jx5M47eeH3TA7s3VcHKqy18uzTRyEDHJ/461I2yg6rqu7u7l6d5Fg1tCMGnZPJZOAP0Qnb49FoNNij3AFn2pZeEEYb3gpMHdyj2x5rv8cAPcE7v3v2B7LukfntlYz52b63B0R7wNTfWQ/Stri9jG0PVL/1fnCUg1rbHPjvd9kGcC820TbZwYJnVna7Xc3n87q5uWmlLe7j9/qa/HSbvFGIv38LQybv0x/QH+/vnuOc9O7M+c3NTXMMHKFe9WKYiZRns1kdHb1s9H99fd0aiBByqIgXfDK1jFFPoWdAnC1z59MQ+jvvMOMyGht4v4O+0BYLpQv57QRyBX62KbN5mTmyAvYGLUFg1T6DmyUVDqCq9pGolQEh5329CNl9pT+92m0yBRgh/z0ejwfZ+J7hcAYfGfLsBfIBP+F1lv3kMw2wc7yq+jMU/jwPa8CBWAYNwuCDy2xSRsko+Xkfidh55eHhoRaLxSDThc7MZrNWJsC1BM7YBMZ1Op02Gal64T2lL4DodIxZ7+/P0OOqYYbL4wVZ/6Hcr9vgzIYeuRiPxy3DQ5szCOUdmUh4y2al40uZ5X+XfNkRImNeFJcOi/fRP+uSA0knLt5yaui8/88NA5yA8UxT1f4kQPjvsbC9tr1zIE5/z8/Pa71ed/mY9iEdb45t9tG/8QkGbbzDU/nw1bJCiRd9+DO1pz8KMX70haDcyRUCcXSyargxwtHR0WDWwQAV4AJfeK4DUfhOOYOTPE72mBz4QWkbuA4blWOO3Fqf3Jb0i0nIsXXorUyq/bb7kNemXGcgCu6hze6v+2wfab5kO1JHHJy4n16Pxg49+AOCIJ8NkRgtk35c05tp2u12bW3Cer1umwV8D4z35MB/p6+w/3fgYXorIDRIrxoeTum+9ujd+5xjPGezWVu05b2A2bf85uam3cfWcnYal5eXVVWDmjIaf3x83E4Vc3bIINqOpQdcPbC73bBGPg1qTqM5+ndtsQMGhIw2Z7mKB5Tfjs5xaBnNZg0YlJFsVb3KcHkWI7NiKKCdG+33rAD3Z9/4zBkT+kmk6RP7ANY45/F4XLPZbFBP5j5SPuCMKkFF8iKjThaK3t3dtT3PTVY+eGDn7mDEcpFZDK7NY+gdwMCPNDDwGfA+Ho/rp59++lDgnBmwh4eHuri4aCAanoxGLyeHsliU2kBOer2/v28Hik2n03YgiR3X6elp2yLr4eGhZrNZC+Tdjl7GiusM6CzP3qMZOeU6Z2PQQWYC7IzTyeV45xS2AwMclwNKAWG2AAAB/0lEQVRV/s7SAMt8Akbeb1DsRddp8GmPM3jmOf0CDNmpeGYgdcEZNsAUxAykAQKO02WK8ME156PRqJU05QI4ZyBpH4uLSQp5C8d0xOa/x5Nn03bvQORxHY1GrawrwYv56bb6/Ww3enx8XF++fBlk4390Yhwmk0lbR1ZVTW/pGzrE2Bh8GVSTFXcwjM3l1HF24kDGMqllW478ZhkiMswWzr3scco5Msn49OSpai8XBnIG8VACtV6SivcngMbGfC+xkAHpW9/ZryfYdV94DuVoTuRBGTAYUyRWc0Di4N3A35gOXctkV84S0r7pdFpXV1cD3e0B3wzUEoQ7kWpZsC/wuNovJD8y0UESiiSkEwk9GvWE5M2LR6Pfq+p//OkbDnSgA/0r+vtut/vy392IP0MH/T/Qgf6300H/D3Sg/3/pTf1/Fzg/0IEOdKADHehABzrQgQ70f44+zgkIBzrQgQ50oAMd6EAHOtD/43QA5wc60IEOdKADHehABzrQD0IHcH6gAx3oQAc60IEOdKAD/SB0AOcHOtCBDnSgAx3oQAc60A9CB3B+oAMd6EAHOtCBDnSgA/0gdADnBzrQgQ50oAMd6EAHOtAPQgdwfqADHehABzrQgQ50oAP9IHQA5wc60IEOdKADHehABzrQD0IHcH6gAx3oQAc60IEOdKAD/SD0PwEBrlhLI6hM/AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 936x216 with 3 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HFOQ2Gd01Vti"
},
"source": [
"---\n",
"### Camada de Agrupamento"
]
},
{
"cell_type": "code",
"metadata": {
"id": "zkKdOyCbk5DA"
},
"source": [
"import numpy as np\n",
"import skimage.measure\n",
"\n",
"\n",
"def maxpool(image, pool):\n",
" img = []\n",
" \n",
" for c in range(image.shape[2]):\n",
" MaxPool = skimage.measure.block_reduce(image[:,:,c], pool, np.max)\n",
" img.append(MaxPool)\n",
" \n",
" saida = np.zeros((*MaxPool.shape,3), dtype=int)\n",
" for i in range(len(img)): \n",
" saida[:,:,i] = np.array(img[i])\n",
"\n",
" return saida"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "SisCZ4NCfyta"
},
"source": [
"# Estamos aplicando 3 diferentes tipos de kernel na imagem\n",
"pool_filter = np.array([ (2,2),\n",
" (6,6),\n",
" (15,15)])\n",
"\n",
"pool_img = []\n",
"for i in range(pool_filter.shape[0]):\n",
" pimg = maxpool(image, tuple(pool_filter[i,:]))\n",
" pool_img.append(pimg)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yHTO9Bp-3VxN",
"outputId": "2f442fc9-b27f-40b6-c062-2cac0b9d1fd8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 210
}
},
"source": [
"pos = np.arange(3)\n",
"titles = [str(img) for img in pool_filter]\n",
"shapes = [str(x.shape[0:2]) for x in pool_img]\n",
"\n",
"fig, axes = plt.subplots(1, 3, figsize=(13,3))\n",
"objs = zip(axes, titles, shapes, pos)\n",
"\n",
"for ax, title, shape, pos in objs:\n",
" ax.imshow(pool_img[pos], cmap=plt.get_cmap('gray'))\n",
" ax.set_title(title + ' -> dim' + shape)\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 936x216 with 3 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "a-OId9Uh3VpB"
},
"source": [
""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "3Eo8NWxh1Z1U"
},
"source": [
"---\n",
"## Aplicação\n",
"\n",
"Esta aplicação utilizara o pacote Keras e é baseada no exemplo na [página do Tensorflow](https://www.tensorflow.org/tutorials/images/cnn)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Nz1-gFGW0d1y"
},
"source": [
"import tensorflow as tf\n",
"\n",
"from tensorflow.keras import datasets, layers, models\n",
"import matplotlib.pyplot as plt"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "qOX8PjC90rQW"
},
"source": [
"## Download e Preparação dos dados\n",
"\n",
"O dataset CIFAR10 possui 60.000 imagens coloridas classificadas em 10 categorias balanceadas, isto é, cada categoria possui 6 mil imagens. \n",
"Os dados estão divididos em 50.000 imagens para treinamento e 10.000 para testes. \n",
"\n",
"Vale ressaltar que as classes são mutualmente exclusivas, não há imagens com mais de uma categoria presente.\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "4M3fIlOP0dxU"
},
"source": [
"(train_images, train_labels), (test_images, test_labels) = datasets.cifar10.load_data()\n",
"\n",
"# Normalização de Pixels entre 0 e 1\n",
"train_images, test_images = train_images / 255.0, test_images / 255.0"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EN7i3MHg1hUw",
"outputId": "e8c112af-32ae-4962-979e-be7858b3dca2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"print('As dimensões das imagens importada são {} x {} x {}'.format(*train_images[0].shape))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"As dimensões das imagens importada são 32 x 32 x 3\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2UwttJWi0duS",
"outputId": "2fa3c4de-3ae5-47ab-9507-c9d4d345511d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 594
}
},
"source": [
"# Visualizando uma amostra dos dados\n",
"class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer',\n",
" 'dog', 'frog', 'horse', 'ship', 'truck']\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"for i in range(16):\n",
" plt.subplot(4,4,i+1)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
" plt.grid(False)\n",
" plt.imshow(train_images[i], cmap=plt.cm.binary)\n",
"\n",
" plt.xlabel(class_names[train_labels[i][0]], fontsize=15)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 16 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BTZvoBPG2fO9"
},
"source": [
"## Modelagem \n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "C2VR-VtE2iXh"
},
"source": [
"### Camadas de Convolução e MaxPooling"
]
},
{
"cell_type": "code",
"metadata": {
"id": "cRSVmK6j2KXv"
},
"source": [
"model = models.Sequential(name='CNN-CIFAR10')\n",
"model.add(layers.Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)))\n",
"model.add(layers.MaxPooling2D((2, 2)))\n",
"model.add(layers.Conv2D(64, (3, 3), activation='relu'))\n",
"model.add(layers.MaxPooling2D((2, 2)))"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "DzeaWKhu2KWh",
"outputId": "d4993fcc-d027-4021-9102-8c1d2352e24c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 287
}
},
"source": [
"model.summary()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"CNN-CIFAR10\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_14 (Conv2D) (None, 30, 30, 32) 896 \n",
"_________________________________________________________________\n",
"max_pooling2d_8 (MaxPooling2 (None, 15, 15, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_15 (Conv2D) (None, 13, 13, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d_9 (MaxPooling2 (None, 6, 6, 64) 0 \n",
"=================================================================\n",
"Total params: 19,392\n",
"Trainable params: 19,392\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-RYjYGPp4lnt"
},
"source": [
""
]
},
{
"cell_type": "code",
"metadata": {
"id": "7PtCtM8M2KVf"
},
"source": [
"model.add(layers.Flatten())\n",
"model.add(layers.Dense(64, activation='relu'))\n",
"model.add(layers.Dense(10))"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "aDwNtJW14iq3",
"outputId": "1cd3cedb-b5be-49ad-bd6e-3d4d58127d9d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 388
}
},
"source": [
"model.summary()"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"CNN-CIFAR10\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d_14 (Conv2D) (None, 30, 30, 32) 896 \n",
"_________________________________________________________________\n",
"max_pooling2d_8 (MaxPooling2 (None, 15, 15, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_15 (Conv2D) (None, 13, 13, 64) 18496 \n",
"_________________________________________________________________\n",
"max_pooling2d_9 (MaxPooling2 (None, 6, 6, 64) 0 \n",
"_________________________________________________________________\n",
"flatten_3 (Flatten) (None, 2304) 0 \n",
"_________________________________________________________________\n",
"dense_6 (Dense) (None, 64) 147520 \n",
"_________________________________________________________________\n",
"dense_7 (Dense) (None, 10) 650 \n",
"=================================================================\n",
"Total params: 167,562\n",
"Trainable params: 167,562\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zTyzeNos4r8W"
},
"source": [
"## Treinando Modelo"
]
},
{
"cell_type": "code",
"metadata": {
"id": "GJr55O_q4iof",
"outputId": "53eba017-e180-439d-946c-cf24d3db2d7f",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 354
}
},
"source": [
"model.compile(optimizer='adam',\n",
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
" metrics=['accuracy'])\n",
"\n",
"history = model.fit(train_images, train_labels, epochs=10, \n",
" validation_data=(test_images, test_labels))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Epoch 1/10\n",
"1563/1563 [==============================] - 70s 45ms/step - loss: 1.4475 - accuracy: 0.4780 - val_loss: 1.2009 - val_accuracy: 0.5760\n",
"Epoch 2/10\n",
"1563/1563 [==============================] - 69s 44ms/step - loss: 1.0965 - accuracy: 0.6180 - val_loss: 1.0286 - val_accuracy: 0.6467\n",
"Epoch 3/10\n",
"1563/1563 [==============================] - 69s 44ms/step - loss: 0.9588 - accuracy: 0.6670 - val_loss: 1.0581 - val_accuracy: 0.6343\n",
"Epoch 4/10\n",
"1563/1563 [==============================] - 68s 43ms/step - loss: 0.8696 - accuracy: 0.6985 - val_loss: 0.9627 - val_accuracy: 0.6658\n",
"Epoch 5/10\n",
"1563/1563 [==============================] - 68s 43ms/step - loss: 0.8032 - accuracy: 0.7198 - val_loss: 0.9483 - val_accuracy: 0.6799\n",
"Epoch 6/10\n",
"1563/1563 [==============================] - 68s 44ms/step - loss: 0.7475 - accuracy: 0.7405 - val_loss: 0.8877 - val_accuracy: 0.7019\n",
"Epoch 7/10\n",
"1563/1563 [==============================] - 68s 43ms/step - loss: 0.6947 - accuracy: 0.7575 - val_loss: 0.8994 - val_accuracy: 0.6926\n",
"Epoch 8/10\n",
"1563/1563 [==============================] - 72s 46ms/step - loss: 0.6513 - accuracy: 0.7714 - val_loss: 0.8920 - val_accuracy: 0.7008\n",
"Epoch 9/10\n",
"1563/1563 [==============================] - 67s 43ms/step - loss: 0.6033 - accuracy: 0.7904 - val_loss: 0.9228 - val_accuracy: 0.6942\n",
"Epoch 10/10\n",
"1563/1563 [==============================] - 68s 43ms/step - loss: 0.5633 - accuracy: 0.8035 - val_loss: 0.9444 - val_accuracy: 0.6890\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Sfi73PFR4ilD"
},
"source": [
""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ejoj9JxL4xR4"
},
"source": [
"## Mensurando Modelo"
]
},
{
"cell_type": "code",
"metadata": {
"id": "V8FP_ag8M2z-",
"outputId": "7808dcc6-4c7b-46dc-afd6-d661d7db55a5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"# Acurácia de Validação\n",
"test_loss, test_acc = model.evaluate(test_images, test_labels, verbose=2)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"313/313 - 4s - loss: 0.9444 - accuracy: 0.6890\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Fzl5LpzLHDSb",
"outputId": "31221439-46fe-461f-8204-1f0c69da2858",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
}
},
"source": [
"plt.figure(figsize=(10,4))\n",
"\n",
"plt.subplot(1,2,1)\n",
"plt.plot(history.history['accuracy'], label='Acurácia de Treino')\n",
"plt.plot(history.history['val_accuracy'], label = 'Acurácia de Validação')\n",
"plt.xlabel('Época')\n",
"plt.ylabel('Acurácia')\n",
"plt.ylim([0.5, 1])\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.subplot(1,2,2)\n",
"plt.plot(history.history['loss'], label='Perda de Treino')\n",
"plt.plot(history.history['val_loss'], label = 'Perda de Validação')\n",
"plt.xlabel('Época')\n",
"plt.ylabel('Perda')\n",
"plt.legend(loc='upper right')\n",
"\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "T5R7eeLwLGPn"
},
"source": [
"probability_model = tf.keras.Sequential([model, tf.keras.layers.Softmax()])\n",
"predictions = probability_model.predict(test_images)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "k6N66DCvNAuE"
},
"source": [
"def plot_image(i, predictions_array, true_label, img):\n",
" predictions_array, true_label, img = predictions_array, true_label[i][0], img[i]\n",
" plt.grid(False)\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" plt.imshow(img, cmap=plt.cm.binary)\n",
"\n",
" predicted_label = np.argmax(predictions_array)\n",
" if predicted_label == true_label:\n",
" color = 'blue'\n",
" else:\n",
" color = 'red'\n",
"\n",
" plt.xlabel(\"{} {:2.0f}% ({})\".format(class_names[predicted_label],\n",
" 100*np.max(predictions_array),\n",
" class_names[true_label]),\n",
" color=color)\n",
"\n",
"def plot_value_array(i, predictions_array, true_label):\n",
" predictions_array, true_label = predictions_array, true_label[i][0]\n",
" plt.grid(False)\n",
" plt.xticks(range(10))\n",
" plt.yticks([])\n",
" thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n",
" plt.ylim([0, 1])\n",
" predicted_label = np.argmax(predictions_array)\n",
"\n",
" thisplot[predicted_label].set_color('red')\n",
" thisplot[true_label].set_color('blue')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AxEU2K15NnI2",
"outputId": "b74aeb8b-5a03-4674-f65f-400e4afe2a70",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 69
}
},
"source": [
"# Probabilidades de Predição\n",
"predictions[i]"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([4.9246610e-06, 2.5020142e-08, 9.2489255e-04, 9.5526746e-04,\n",
" 9.1535211e-01, 8.1634998e-02, 3.3120348e-05, 1.0918552e-03,\n",
" 1.3513055e-06, 1.3739278e-06], dtype=float32)"
]
},
"metadata": {
"tags": []
},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2evieYH0NAm5",
"outputId": "80409510-fd6e-47c6-af3d-046df324dd7a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 729
}
},
"source": [
"# Previzões corretas são marcadas em azul, erradas em vermelho\n",
"num_rows = 5\n",
"num_cols = 3\n",
"num_images = num_rows*num_cols\n",
"plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
"for i in range(num_images):\n",
" plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
" plot_image(i, predictions[i], test_labels, test_images)\n",
" plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
" plot_value_array(i, predictions[i], test_labels)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 30 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "TOQ_uym5NAlI"
},
"source": [
"from sklearn.metrics import confusion_matrix\n",
"cm = confusion_matrix(test_labels,predictions.argmax(1) )"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "m7GPnIIzRbVZ",
"outputId": "b040e9bd-26d8-4c5e-c877-ab10f39b7dda",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 475
}
},
"source": [
"import pandas as pd\n",
"import seaborn as sn\n",
"\n",
"df_cm = pd.DataFrame(cm, index = class_names,\n",
" columns = class_names)\n",
"plt.figure(figsize = (10,7))\n",
"sn.heatmap(df_cm, annot=True)\n",
"plt.show()"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlQAAAHKCAYAAADFHNWHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3hURRfA4d9sNr0SQi8iUu3SO0gHaaKAiIIogiJNkA7SkaKAovQmIE16B6kCShOQIobeE0iAdEqyme+PXWJCAiRkk5vwnfd59sndu
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