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@astanziola
Created December 20, 2020 17:21
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SIREN neural networks in JAX
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "SIREN neural networks in JAX",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNSUZV1fVMJN0CZrYKPEq6j",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/astanziola/0edb24d0e34c353ccfc2f55272b271b4/siren-neural-networks-in-jax.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qP_uSFpLN_Wg"
},
"source": [
"# SIREN neural networks in JAX\r\n",
"\r\n",
"This notebook naively implements [SIREN neural networks](https://arxiv.org/pdf/2006.09661.pdf) in JAX. The network is tested on an image fitting problem."
]
},
{
"cell_type": "code",
"metadata": {
"id": "bDsxqZCOatu_"
},
"source": [
"import jax\r\n",
"from jax import numpy as jnp\r\n",
"from jax.experimental import stax\r\n",
"from functools import partial\r\n",
"from tqdm import tqdm\r\n",
"import numpy as np\r\n",
"\r\n",
"rng = jax.random.PRNGKey(42)"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "jpV6r8hLOFPh"
},
"source": [
"#### Import a sample image"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Ss_l4mpRa0o_",
"outputId": "87197628-6cdd-4b46-afa7-e86af68938eb"
},
"source": [
"!wget https://cdn.pixabay.com/photo/2020/11/22/17/28/cat-5767334_960_720.jpg"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"--2020-12-20 16:56:11-- https://cdn.pixabay.com/photo/2020/11/22/17/28/cat-5767334_960_720.jpg\n",
"Resolving cdn.pixabay.com (cdn.pixabay.com)... 104.18.21.183, 104.18.20.183, 2606:4700::6812:14b7, ...\n",
"Connecting to cdn.pixabay.com (cdn.pixabay.com)|104.18.21.183|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 72592 (71K) [image/jpeg]\n",
"Saving to: ‘cat-5767334_960_720.jpg.1’\n",
"\n",
"\r cat-57673 0%[ ] 0 --.-KB/s \rcat-5767334_960_720 100%[===================>] 70.89K --.-KB/s in 0.01s \n",
"\n",
"2020-12-20 16:56:11 (5.74 MB/s) - ‘cat-5767334_960_720.jpg.1’ saved [72592/72592]\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 378
},
"id": "90iCIP6X-X7w",
"outputId": "e5a9fd6b-8676-43f4-c5a9-55f59fb8b46e"
},
"source": [
"from PIL import Image\r\n",
"from matplotlib import pyplot as plt\r\n",
"\r\n",
"img = Image.open(\"cat-5767334_960_720.jpg\")\r\n",
"img = np.array(img)[:,:,0].astype(np.float32)\r\n",
"img = img[:img.shape[1],:]/255.\r\n",
"flat_img = jnp.reshape(img, (-1,))\r\n",
"img_shape = img.shape\r\n",
"\r\n",
"plt.figure(figsize=(8,6))\r\n",
"plt.imshow(img, cmap=\"gray\")\r\n",
"plt.colorbar()\r\n",
"plt.show()"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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un2WS28RLqZ5c8XzzgIr5PU36soHhmQMr+WwNluwNsaXsAQMLLnA0wo2tIQ2EnuVqTW5dhmWpWRZaFB09mKh/Z8HX/6228zPLwuab0S2+kxQxW5JeP/BvVlgxl22VycYHR1dx/+j8/Fm3zVpqYeNCeBbvK0lB6jL6KWQrP48vEz/rp+SsNifltZ57IGM98wyzfu33+OwHeP3aaPHD+6MsM14/8WfvvBQbitY8smRVvuvgFN4TPC3ivvwy0JkBK16W4UCLJIHSxIpJyBImWSaMoujInlKSQu0nRGzFaoXHQGlZxTqvpRS8QAidzuoLq/26n7hcT0lZyoUnvG437zNy+Z4ythSpBmVWNklK1VKiGqTZ2k0qM4kGUTCDWM7sZWhekxStJbdCllJmShrfpPawfHl5LP44rY4O5Xz9lmilDf3IA1XOqyMV5XfmzQJLKbffuSndBqttp01DsHoOSrJGLG/EUnSe5cvpOHLMs0w9/iylyh6EZbEmgY2loLgvGFBZeXmk26qfyX9uO7fVaqdnPMRxHKIxZYJzO7ncfjRoO728kl+8c72szDKmDYNBFYfVt8+qDLwQd/2ZQ+s5DfPBY2il0+l5blj8RNHRgB6eS2woyXe9v+uRzuct/XP/snwkjZ01PxlwLSDmurSnrg2/pDkk3wWY2aD9soHIy6IzBVbAcUuNLeqkfQqeZJ4ClgnA56F0CLrl1eiyBmkD77fp3z2r2KpXl2VNSFbknjLivtVLdJ51PghZlq0o0W63Gw6PcvmsHJhPDSK85Kv70vrMaVhp6qVH3k/jsOmTWutJeU6qUPVny/v1PFchXhFI6iPL0Epqi07L8sz5rPqtchnIvLZ5c30Qo1PzaS0v6znn1ZVkAOg5peca94NlmHK5p0lfNlA8U2BlWZR6oHlyslBo5Sa/W8pNW6Zi3cTx8ddRJ00Uy7uQPHopQyxPORvGgstt5TB3y6K06tN9ogHd6gPdNqsfvTRW3/DEBo6HenshudZkYWse8PcZdTlSj/5Np+F9MW4fKyRdr5XP+u4ZELoe63yZBQ79AKOfEuYyNE/WeHtywn3I4609VM5j8cBp9XM9BjxeXiCDHC73wNiSAfls7afq8nkeyX+9r+TV54Gbrt8Dd8/gfNE0BKsXQJ61rX9nBdFvgD2r01KiUjcDEtfLAi//9R6QDlvXAs75ZcKl02kzus6ajBYYyn8hqwz5PKjHkAQQsi/lgSsrImtMvEmvy+MJbwE918FWs6VgPEVngc+glCSTIhvibVpn/vT/JPKMKc2HZ6zxbxbgclnWOHC7NKBxUI9VrsWzli0Gfh7nJCOCjRidzuKd+8fSD6lUKsxpfYuHB/RJxhr3pwfmp0Ge3jvLdGbASguhnI0CYE4sSW8pLk+56jo0QOg1f85jfdZleOvLMlHj+Om1QhzeDhy/w4yt3STloevidnObtBX8rEpX1+cpVM8b6Ae4koa9DQtI+L9WNEkA41nASf3hyZGV56T9ynLOijVJCev0bPQMwk8SIGrQYh6sclmRe0DNCtmrn+WWl+q18h9UFpOMUc27pO13iFzK47EaVAasPub9UStS+EXTEKyekURZ8V1sg+bVeZKUY9IA9Zs82pMRfvX+hlZCAmY6vfDHG6taOUt9eu0+KahE37HHl4pqvln5WIqIyfIsrXzSDu1l8nhYY8Fntk5iUQ6iULUceEqUlaHVJycBIo9XzYcoXDFi5LdBvQ/NN4P8ILxoPizL3jICtdyyIWG10/otaYytsbQ89CSjVedN+s76wdu30uOj6+JD6SfRVbocXlbVcvsyvKsvG50ZsOLoLG2lee6yfqaVvyZr4ug6GeAkj/VZe1TdbvcI3yy0WuDYYpZ6+Wok/ZumpMmggc9qi2f1WYDuWaD6s5dGA7dMZp6ArAw8a5t5SqrXsq6TvDFPpuSZ1UcWMU8e6PBYcF9p/oSfJONEEy+TDWLhS3ruO12/1QdiSApZS9W6DuFPAEcbY0mGABsaDB66DfK7bgfvO0t6a35by4zcD7oeaateqfDuKLX6kOvRhiZTkt56UTT0rJ6RtKeiBbzfLeGWYtO/aaH3AIkjphh0rHoshcxKwANWa7KJkvfawmT1Rz8vSJdrKURLUWn+uEzuG2uzPWk8dDkcks+WOO+JcV+yok8CCUsO2Cvk9um8Vh2W0eLJm6RP8oIHGXtvL8YCLY8vbeDpPrbmgNUvloxw3+i6PJ488OH8IhNWnR5wWvPaIl2Ozit6yANyq98t4Of2aYDVRz1eFg3B6jkoSdCTJn4SsWLRE8ZS5lwnTx5vMnhKmNN5vJ/E8uP2WJYbK/FnsdQ4j6XA9Gfmla1SsY6tM3O6TgYJC/ylXAtA9ca31WdWXV5aVt5JXoHuI2mrZZxY+y8MxP3IO8vD5IGmZcwkAW2SwmcZtJbVkn5LqkvaarWLjS+LN+lvS265z6x+14ao7jfLwLLaIs+sQAxePdJleGD3ImkIVs9IMogSaWN5O/q7UJLwecSWP08qy5LkicGK1yrLU2bA8dP4nkWv/5L2VXQ5FjBZSrOfsCb1rae8WGlpUNK8sbLxwN7yYrRlzUDigXJSey1rV7eTy+NzWNw3QnqMrWgzUaSDBL6woeAZXFabvbHX5fCcS5oXkobLYFmw5oKWC6uN0leDgJkmb/yYvOAJLx8HRvH88ubgIMQGzcuklwGGL5rOFFix0vAsEs/KtuhZT4YnCaEeaC7bslj1c0vJ6PYkKZ+kMHT9OUkRsIKy0nC7rX5mQLWA3Qod13msA6uWgrL4s9qseRrEStafPaUs33nZzkqv+0ovGXoGggUaSTJqjX1SXk5njb0eqyQAtOakzs9lcjm6bmt1w2oTz1kd9cl1WQaEx6M1dpYn7h0KtsrgcbD2P3X/ifxLvqSzYkM6pDMFVhwdlZTWs7qtdKxwB7HCrN+sfR6e7B4A8GTlSeodZPasY90WIb5XzVIE8t1STpbiYT74tySAtTyGJFDQ5WmlYIGR/s5hxxb/XB8r6ySZYFDhPF5/eOHQmkf9WnXmexDjihWoN5aDWO+eIk8ycPj3pPqtdllgGUXHD7rrtN5c9owW3S/WsnIcHw124jpYLvT5K72/rtOyUeMZKtwONuhOkwaRr7NEZwasgOOTii0pFmy9Wc5Cq/MLWVYxk2WdeoLLllQSeD7LORhOq+v1wl49pccBAElAxr97kziJf+0RW/kspWj1j9dnWulzGR546M9JB7qtvFoxabL6Qz/Tnj0HBnAeS8mxEvSiXnUaboslTxYv/YwHjzyjQn7T+3JWPVbfDBI8wrLM5yZFV3jLrNJHDLaW/Fh6g2XUMna8vvHSeeB2GjQEq+cgyxLh/Q5Ob+3jeJNTl2spYRFuDn9NGtRBLWFt2bGitiY0W1jWZBd+uV6OqNRlWH2h+8hSOJp3VpTe3iL/72ckJIEZ9xPn8ZS8ZZHLM37djFaSuh/4lQ1sEPUjnS4p6KOf8vL6xgJnrlfyDGIgSRo+SqL55H5lvq15nEQeyGm+vDbzuPO5RwssrDmrx1rXrz+zUchzS88TS/703Nfz1jNgTpuGYPWMpBWoZ1Xpw7b9lk20suk3YTRQcdiqLtdSWpai9Mq3JqNuvxZarzyegMDxWxyspUCt7K29Fw1WVr/qMdChztak5jyeocH1637lMvv1lz4Q7fWbFZ2nf0va92DerfKZtMJnJW+VeVKjSAOvLsMr38rLRoqMLb/5WvLq+aHr5bG2xtPjjQ1TmYdJfWq1zzIkRN45PF/XrXlLp9PodruJ4O6BNe9F6TnmGaLMx5B8OjNgxYOulS//Lp/5DBZb8XF8eDGslMc3OluCrYFLl52koAaxijweWdn3sygtHjRoeULvAYbOI7fNcxl8GFJ417dzeFZ2Elm8JvW3zsP/rSXfpHy6HfJZK2tJy0tpPD5WWUnts8pJUl5WfZyHvQfNk1e/Jg0A1lEP72yax2+ScZiklJOUufyuwcACSQYFTsfjZI1ZHD+9Js3ih7ch2ADy+NAGIx8E/nmA1ZcNIM8MWGnBtKLIeMA965GFN51OH1HKfKBUCxUvAWkLz7IULU9F82IFXWgry7NGuR6vn/TksdJxGVY9lpJP8nZ44lrWrDzTk9pSpEkKWPchP2NL3LpQVI+frtMKm2bAtZQN94M8t2TUqs8DQ+kn3j/TaZj4d6s9QP9XuEsaD5C9Z1xvP4+Bg3n4M3u0lmxYBpHXTqvvrP4HjoKxNsD6GT/WSyIt3q283l4883+alGRQnFU6M2AFHLc2PaWRRGzpsAJiBSrlymfrkK2eVEJJe2laAbBHJwAXRU+XKFmJ9/ueNHGt/hQ+LZC0+tazQi2FLH3hRTNyu0UxWKBhTXJdnheg4MmKPNP7gd5BZF0fkwf4HphZfemR5w33axPz5dVjKf0kg+8kxOXo/vXk1JvLFpB6beE6vX6wjDK9VGfVr79bvPCeGKdnYLVA3TNIrP46TRqC1TOSFkBWBKKk9BVHSUpHSCYPKzktRAwc3pq2/u4BBYOfp2ykHN0ei39d5yBC7/HMZQ8K/p5is6xjz8oG/Nvlk3gU0vuUSbd1eM+sdjBweXm8/rGMHP7NqsMaF6sNDEhsgPUbPw/cdB9Z7bOUcBJpQLJIj51VB7criQ/teSblTSIL5LlvvL0trSt01KHsh8kKDvPtGQZWvw1yOPxF0hCsXiDpzpSbLfpZHvKbtvD0GjErpG63ayo2KcMCMAYny5ISALQUopSnPSsRfAZnrvOkxP1heQZSvmUt9vM6uEy2WLUlqv8PCrKektLE5TJ4sfKwgN/iQ7eJZSTpsO9JqF+/sKzx86QyPfCxjKeTkgWa7FXosdOkPV0GZc0ftzXJqPOiF3UZSbqDf7MAX/9JG/RbxfUcZjnlz9ZxE913QzpOZwqsLCXiWZS8jOd5HvLmXbks0ou60/sfmnSZev9K1+9NFLG+eHKJNeaBg6WgJG0/L0zzM4glrz/3U4geIEibdN2aZ85z0knpGQqsOLhenUf4koAbq226fB43LVOWjCY9TyJPoSeBrleup5AtMLSOPFh9MahxyHVJ27zgDMlrgdWzKGwrwtWSdeaDgT3pbBr3IRuAFkDzkRSLWH5eFmB92UDxTIGVEFszvORnCQ2HqHuXmVpKM4qOv6qan0l6/i/AJWULP5ZFz0JoKUatTHjiidLlsnW0nuUxMNBb3oL26qzQd90OSc/PGKi8Z0kKlYn7zTJckvLrMoDjr5Dg/vYMBAtwuY38zAMgDsjhPU6v7y1FyvXxWTktN9xGT7a1UcaAkyTTPAaSzyojiqLglehjA7qvdFoviMiql39nw9ICD90Wbg8bYlqmtXHrgZToEs+o4nnIdZwWDcHqGUkLpwiXZZlpksHWoKYVri6X67BAS6fRk4MnO5elyfMs+LtlTTGvSSDp9Z9WqjwRdP9aik/aaZEFPvyb/G4pFis9A4NWDh4wW+n5vWD82TJ6WDl5+2F6vFg2rPHhcbR4ZmCyxt2rw+s/eW4F/ug5wpG2mme9HGUZV8wP5/OI6+U3WTMltd0qux+xTFrLkNa8tlZPdBrZq5IyrNd86Pws37oNrLNOG0i8eXWW6cyAFU804KgVnaQAkpS3TscWp65Lv/2T67ZC04VYofLemKUUdL3Mq+aLAZM/s1D3Ux5aAXU6nSM33KfTx0WBwTQJLJl/q6+sMdHPGRCtMeOJbZXLCsdrj8WD9SK8pPNrUgbvkSYpcG+8rbYk8erxwnLhjRvLTtI8SzLs+LmVj8vQSjupXZ7B1a9tnJ73Pq2yPcOTjU4u2zJoLONLywZHJVp9mjTOL4KGYPWMxJaOPANsC8uyWCQNexlcTj9QtMDFcuG5nlTq6RuEmfopSW6zxx9PnEGUnEwKPVk6nQ7iOEY2m0UcPz08zWVZ/WeBZJIS0DxY3gcrWE8pcNiwZwBYCsyqU9fVL5RZp0+KbrMsZ48HywDwgMBTLFpumS/uU89iZ57ZUOP5YgGiNUeZT71SknScoB/oJY2zZ7gmtZ/nvM6j62bw8VZ++BiHNiKt83Q8dl4f/GOnMwNWlsLTv3E6/Z0tNksoPcUvpJdA+lnSHs+WNc2TsR8YeUJqnWPyrEIuRwd0yKRptVpoNBqo1Wool8tHFJLUpXKz5O4AACAASURBVM+IxfHR6ETdbgY5C/yZX+5H+c8gxCBhTXyr/f1AMcl48MDPIl0mLyV66a369e8nJR5rwDbI5L9l8PB3/o2NQmuseFlTy5Inq/ybLssyiAbpA+83Lzipn+HogZ30CwO9lgNr2ZV/0/3ohc6fBp12+S+azgxYAbbQWBvP7EJ7nc4TTZ+PkHp4Qnh7ZB74WRNd/7cUmKVINSVNTA/EhbwzZaLcJRBlbW0Nf/d3f4d2u41XX30V165dw9TUVJhsev1doiklopInZBKvWlHoSc/t1ePJioH7K6m/uW8sA0CPDVu7uv8Z3KxyGPy4XzgfGzSWVc7Xgun2WPxZZPWHtVfC5XPZ3v5SP2+GeeV+ZIPIM2xYZrhv9WdLTvj3JB51vVbfMHjJXLPGjPkHjgb3aJ4s4yUJfF8UDcHqGUgLmrYI9UFdy5JLpVLodDrHlKcmbclY1p+kEbImJ5fRD2i0IFvC12/iWOlOOoks4Zd2rKys4JNPPsHIyAhKpRI2NjZQqVQwNTWFS5cuYXJyEoVC4UhZepmQ+R0E3C3eWdl6n3X/y3cL4Lgv+DnXKR4nk7fPxeXo7170pmUYaTDm5/0CXCyZsH63gNIyzrxy+n1OGh8mawyS2sDt7mfcaQ/bkwPvNzammA/2nJLaN8gKivwfBChOG7CGYPWcxJNJD6xe7wYON8MPDg6CxWIJrLUPw1YZe2+8saot8UH5l/I5/H3QvFZ6zYdYdEJJ5bMlt729jcnJSSwuLobyoihCp9PBw4cP8fDhQ1y+fBmXL18Oh6bjOEar1TpiPHh8ahAR0n1sKSv2kPh37fFaEW+sEK2yNX+egrWUO4chc1rdJ7rPdT1Wff3A2lLUScpdp9W8iaxwfboebxyTyMvDPMv5RsCPFuXQe5Zt7j/pbw4dTwICq790PquP+bs2TjRv+lJnyzPm+i1DwjKkh/SUzgRYWS6xp8xSqdSRG5EzmcyR3zXxhNX1WfV7Z0rY+kqykPRk5LMtzA9b+Ro4mT+pL8lylrR81iaKImQyGRwcHKDZbKLRaKBQKCCXy6HdbqPdbgeFks/nkU6n8dFHH6HRaOC1114L0YKSRr6nUv6LAHX/6HbyxrpMUvnOy6as/OTP2sMTRZE01syb1adszFjjzLx5itDyZJI8Bc9ISfIYBnmWxI/Fn8cX89KvHp4rvMzOkZ1SJkfnWvxqObLabfHHxMaENe56jlpenMgs6w/On9S/TKcNWJ6xdpbpTIAVcFw4tEUrxOcjNMAwWZNLyuDwcllzTrLMWBHIxJPvANy9Bk956vq5DqsMKy/3mWWxieUXxzGq1WpYPu10OigUCshms0ilUmi326hWq0in05iamsK9e/fQ7XZx4cIFlMvlY6/+TlIGPEGtKDApJ0lpWmDggaPlcXl9bgGArlOTdVWXRd748O+eEuO8+rsGaH1oV75rWbRAVMu2txTO4M1k9RevQnB/eH2v8/P8BJ4u0SaFnEdRdOT4heabwUf3Af8ueXRbWE5F18jv1v63/Gc+PVCwQNvi+7RoCFbPSJ6lqQdcv2CPgwCsfDo/T0KtgKwDslwOW/IaSHmC6Qmk8zAP/Jn7g7+z4rH6SEjzJ/3WarVQqVQCX4VCAQcHB8hms2HiZzIZNJtNdLtdlEolbG1tYW9vD6+//jry+XwALAm20PUPSpbVmqQgLTCxrHu9lGSdw7IUifVZP5Nx5OXkfla//m551x54a7nhNidZwx74DyJrnM/7PemZVTbLK7cZSH57gSXjSW3hZ5bi7wfCDJ782drbsmTGq0uns0A/ic8XTUOwekZiq08vCekoNhnopPVdntQCdJJPFG3SYCVZxvozK6BBgM/7bpXtPetXFk8g8ZwajQaazWbo31KphHa7jdHRUaRSKaTTaZRKJRwcHKBer4f9rVu3buHatWsol8tHlKlcI+OdxxFi63hQBcKgn6QQvKMDDBRaKbE3YXlR3sa5/u6BNR8Z4LYlEf9unfWzQEbGmwNFuCyPf88zsJR4krGhnyWdsbMMEN4X1cYCAzcbgV7/acDUkXnW2SdvtcMaO6t+bhenYYNNb228LPqygdXpX0B1QpK9EAEu+dMDbW1maxLhZkEX4dGvrT6pRyDls/LToKBBl+vgPJ5XkmRN677xAFTn6/V6ODg4QKfTQSqVwtjYGIrFIorFIuL48OboXq+HZrOJTqcTvKfR0VFcuXIFcRyj0Wjg888/R7VaDRNLK2APnC2lYgGNBSpWn3E5PMY6PefVFxnznxUZyPLWz7gY5LNWhry/4eXR/y0jSbdVy72VzgILS465b5JkMek3XZbsN1t5GJwGAR4O2mGeBAQYBJO8GJkrfAaKDS/mx+KXeeTgIp3uWfTRPzY6U2DFg8nKl60eETzLdRcvYWRk5Fi0n6X8LLIUogU2ugxtmbOSkYmv03MdXv3Mp+aH+0wrCQ72kOAIUd6tVisEqYyOjmJkZATpdBpjY2MYGxsL6UdHRxHHMW7fvo29vT3zxZFCSYpG9x8rV6tvuQ5tHXuKk/tWK1zmgfnV8mS1zXvOgTm6fZaCZKWsy7RkmskCXAZe7gur7f2Uo+bTAmsL/Hhe6PYn7c96vHp9K0Ckv+v+k/Q6jQ4KEvASmeIx4Lq98eLvVl9pHcJBGlK/lmsG4NOgJBnq9/fzoL5gFUXRH0RRtB5F0d+rZ1NRFP1lFEW3nvyffPI8iqLo30RRdDuKop9GUfSNQRnRQqUHk5c+ePJ4ZyAsBSX5GFA4TFaXZylGS0lLGL1Ow/zIMwYQC/T05LSE2OJTypR8uh/FYmy1WuGAr3hZEv4v/3u9Hmq1Gur1eti7kijBdDqN5eVlVKtVdLtddLvdsLQK4MgxAvGSPYtZJqnVRzzOWgFZEZPeEiAvK3tGAgM+K0idxpqsHOCgn/d6veDNyx2MXLeOtJS6WWGJIaHbr/vEMoq07FggLt/ZA5EyteGn+WHPw+pT/bsFeGwEWmXJZ90W+c7vg5P5p/uRPWaePxrEeI7zWCaNv6fAub3cZ3ocvfafBj0PUJ1ZsALwhwC+S89+F8B/juP4OoD//OQ7APwqgOtP/n4bwO8NwgQLOGBvYLMAayGWZzp9P2swqV7PMvR4SuLPmsyDDHqShcZWoPYguR90HxUKhZBe9qqi6PCMVTqdRrvdDvcGttttbG9vY3d3F71eD/V6HZVKBc1mE+vr6+FdYbrPOp2Oybsl6PyM/0vbhP9+a/pa8bGikzK4fv1M958uQ+9v6mUirejEOxWlz8vQ8r3dbrugpMdR94Wu+yT7GklzSv8XQ8sDbPl7ES8DHYRnzS9/Ztm2PHNun9UHOs+gXgzz0C+PlK/3y7XhxYak1w+nRf/gwCqO478GsE2Pfx3Av3vy+d8B+G/U838fH9LfApiIomhxEEZY2CwA4MntKX222I412niuhdgCpqQB4kluffbaykLLE8eaiLovtOKU/DwZZIJ0u91wXiqOY4yNjQVwEiWYyWRQLBZRKBSQz+cxNTWFUqmETCaD8fFxdLtdbG9vo9vtYmdnJ/SV7HPJxGPll2QgyO9JfeuBnAYay3LV5WpAt4whjx9pV5InIK8110cgrDHUfEs/6T1Z8X6tt0jrsbYoqX+576zPWvYtg4flSfP2vJ4AjwX3I4MO82+Vwe2Q7ywnFt+W4amDvgZts6WjrGVNzf/LACpd9z8YsHJoPo7jlSefVwHMP/m8BOChSrf85NkxiqLot6Mo+iCKog+2t7cThc5T7p61pSe2591Ync9Wl7XX0I8spWql6SekPFHYk5J8bMEnTU6ZaNobkgPBEr5eLBYBAK1WC/v7+wEA5fdMJoNOp4N6vY5arYb9/f1Qvix1yZ/2eJOUaL8gDd0frFy0ktdpuSzOlzThLGBluWA5kqVQbThovjVPMgZiOIjHIp5su90O+aRdvAT3LAqDefeWRj3qBwzPSjwPABwxeCy+BlGi2giU7xZQJe0PWs/1+FrpvQAw8ZwZwPT35wX9f8j03KHrcRzHURSdeObEcfz7AH4fAN54442YB2qQJR/9Xz5bginftaWqlQcLBysceeaBgeZdf9bfVbsTFbYu0xJe5tua6JxPg1W73UYcxygUCkcUbCaTwcjICDqdDprNJprNZrj1Ip1Oo16vo16vY2xsDJlMBltbWygUClhfX0etVsPs7OyR/Rgvso6f637Sz/RnbXTIOHCbPY9J95W11MKeBX+WOkUJWUAhZesjFtryjuM49G86nUar1UKv18Pm5ibu3buHdruNTz/9FJubm7hx4wa+9rWvYXFxEdls9khIM8sR77N4bdN5k9LrtnoyJ31j7ZF6dQ/Kl2WQWXPFmwNWRKhlFOr0HnAwsbHLzzmt1jFsvHG7PCPgtOnn5SE9Kz2rZ7UWPVnee/J//cnzRwAuqHTnnzwbmCzB0ZPVUs48EbWS8JSmTief2crUZIW7ekBhWXqeApXvOuiBJwRvZuuy+0WN6TrlMlpRrrIEWCgUEMdxCFuP4zgEU3Q6HVSrVaysrCCTyaBUKmFsbAxzc3NYXl5Gt9vF/v4+KpVK4Efzqze9LSWhv3sGiAXebCVbgScWEHK5Vp1abgQUgOMvZmQeZD9KKyettHq9HtrtNtbW1vC3f/u3+PGPf4z9/X20221cvXoV7777LtbW1vD973//mGx5YMPpLCMvySvhNFwfB2hYsunNMWscZZ5pPqy+ZGWv+WFAtfLqsmVeMa9WP3Afe5+t8dBjntQXXL/VhmE04HF6Vs/qzwD8DwD+9ZP//596/jtRFP1HAN8EsBs/XS7sS1pAgf4WmihdWUbx1pG9ia+JI42sCWCFvPKk6tc2bZVa1pVO5ykq6940rksEXisbWYbo9XrhXVbZbBbNZvOIEhEeU6kU8vk8Njc3kc/n0e120el0kMvlUCqVUCgUUK1WkclksLKyglQqhXK5jGw2G4BRL8nylVaeVa77X/iwjBgeU52XlRxgv67FqtMzNnQ6LQc6rVaGYoBE0WFgxerqKu7evRvqGR8fRyaTCUcEUqkUpqen8ejRI2xsbODSpUvm2PM4S9t4OZXbn0RW33Ld+lLmfrLOZfF4sOzz80EUogWsDITWOFt1yphqLz6pTgZwfvYsCt0C99Oi0wadKIq+C+D/BDAC4P+J4/hf0+8XcRjvMPEkze/Gcfy9pDL7glUURf8BwD8BMBNF0TKAf4VDkPpPURT9CwD3Afy3T5J/D8A/BXAbQB3APx+0cUJWB/LySz9A8iZIEkkaLxJLlL+k4d/lu2f1Sxv0b1yefi7LShoQPYXM7dCWmdSRTqfDflMqlUKlUkEcxygWi2i1WiiVSoiip68CGR8fR693eEVTsVgM+eX+QAnWiOMYzWYTi4uLuHv3Lq5evYpMJoM4joMhEUXREYPiJKQBS5bZdBleGDt7BrqPrT6TsdL5WQnqzXWLMplMqE/2o6Iowu7uLj755BPU63VMTU1hf3//2L6XLNH2ej1MTk6iVqshjp/uL3LgDAdmvCjFw+UxICQtPer0SWXr70lklcU3T+hy2OOTeTOot6nbKGVoI84bd57HSUv6nk7Sv+s6v4wURdEIgH8L4L/GYdzCD6Mo+rM4jm+qZP8rgP8Ux/HvRVH0FRxix+WkcvuCVRzHv+X89F8aaWMA/7JfmQl1HVHKWtgsi4eXx1ghnWQCW8Cjia1ujoJjgPLapn/XAsnelvfSO12GN/m9ZxK2DgBTU1Oo1+soFApBsQpQFQoFAAgh65OTkxgdHcXe3l4AOA1Uu7u7aDabyOVy+OSTT3D9+nVMTExgdHT0CFCzJyX9yJapNQbWniGnZyC3+p+VMPOTlJ4VtwYaDl7pdrtot9u4c+cOtra2MDo6ilKphE6nE/pGlhVrtVoAYtlTlO/SzwxsWob43OBJrXLLs5F5xwaSjIVVPve59oo1b1b6pDnL84XHyRoXDTxJFxFzfjEMrOAszSvPQ+aT+25Qw/l5vbOT0CmW/4sAbsdx/AUARIcrbb8OQINVDKD85PM4gMf9Cj0zdwMCxxWxXtrQrjq7yywE1jIbg03S7x4/erJawshCa/HG9Up6ntTA0VcPcHmeJcZWnjyL4xj5fP7Ia0FkaU8fNpV9KrH+c7kcWq0WWq0WdnZ2MDU1FYBtf38f2WwW5XIZjx49woULF8I9gpcvX8bs7GxYdmy32+EAsrRZew1aKXsT1rJ0tQWtPVF5D5coTH1jvFb64qVYwCfp9V4V36wv+eQloNKmjY0NrK2tYX9/H6Ojo8hms8jlcuh0OseWSAuFwpED1plMBt1uF7VaLSwlarmRqEv2LCwZZF4tILMAhOdIP8Mp6XfLK+P55oGGNW+5HVo3SD7dF9bKjOZRZAA4+uZinVenZ169oB9ul57jXj/pZeWTGBzPQqcIVlZU+Dcpzf8O4C+iKPqfABQA/Ff9Cj2TvqZlwQ3qvWiFxhMzaUIJ6U1Yrk8rCZ6I/dpiWX1SLk8e5pcnmbZYdVo9Kax+S6VSGB0dDUETOihCrPpWq4Vut4tcLhfC2KPocHlwamoqXHg7MjKCQqGAdrsdeNjc3MTs7Cza7Tb+/M//HB9//DG2t7dDCLy8lkQCOWTZS1u/us1aCbAiknFiw4T7SvKL92OF+mswkGdeoIvwqQFOeBCAuX37Nu7fv49arYZWq4WxsbGgEIWfWq0WlkmbzSZGRkYwOjqKiYkJpFKpAF4MxAy4lpcjfOk/C6S89FoWWY4scOG0XvlefQwuDAY8blwG3x7DhssgSpllgpfhLN1jgY7+43ZYvFv9lNSXL5IsORn0D4fbQh+ov98+YfW/BeAP4zg+j8Oto/83iqJEPDoznpXnIWgLEui/Zj5I4IPn8ej8mi/mTyso/ZuUrf/zM08IWTFIH1hWs1YaSRadVX42mw0HWMWTEpL7/6Lo6VVJ3W4XrVYLjUYjLGNJGHYcxxgfH0cURVhaWkKj0cDa2hpef/11/PSnP8Wf/umf4rXXXsOrr76KUqkUFHEqdXjNkywTcj8J/9r74OfscWlwk+gvSSe3c2gLm5WKXCek+0orLh2oIuegpH+kjJ2dHdy7dw/VahXZbBalUiksmcqNITIGqVQKjUYD5XIZuVwOOzs7wUqX5T/h25NTAUy22BkYkgw2Sya1fFn5+u3hWMTApp/ruap55rnIxiuXxx4Jg7mnD9go9AxIDrDi3z2jU3jXPHD9LJMvY8/qOT2rzTiO33F+GyQq/F/gyc1IcRz/IIqiMQAzeBpZfozODFjJhNPryzywHBnmWTZslWtiYbYE3VqrtyzKJNDTE1CvYctvHulNc90u3X7m0RJ+VsbyfHR0FLlcLpyXYqtW0sneiSxDScCFTKRWqxUUaRzH2NzcRBRFwXN655138Ed/9Ef44IMPcPPmTbz++uu4cOECUqkU5ubmMDo6inw+H/jJZrPhqiZtcHA7ub1iVWcymSN59HKdlgW2cDlIQUDYMpA4ulLAZHd3F9vb29jc3AyelNz6EUURGo1GuNZKlNbY2Fjo51QqhWKxiG63G3iU65uiKDqyhKmNk37y5MlmvzSs0HV/WN5CP6XnARV/ZwNMy708lz7UYydLzRwN6ZXPfLNxKO3V80z3FY+BZRh7hqnWX8wfz9UvMf0QwPUoil7BIUj9MwD/HaV5gMO4hz+Mouh1AGMANpIKPTNg5Q2yTFZJkwQQIqzWpZw8+axnltLWSt/j07PIpExrmcObRDqfrke3PWmNXPKwcpGJp5/L7RWaREnK/1arFbyUkZGRsO+UzWZDfwuw7e3toVAo4NGjR7hy5Qp+5Vd+BX/5l3+JZrOJW7duod1uY2lpCZubm6GMQqGApaWlIxfiZrPZYLhIvfoiWPmt0+mgVquh0+kE4JNlyjh+umzbbreRzWaP9I9lTWtlp0FSjA3e90ilUtje3g7nzQTsJiYmADz1+GQPSrxa8cbk0HW73Q7n2qIoCv0pnqcnH3osreAVSxYtYg+JAYjzDuLBeWTNQynTal9SeuCo8mcgsPZt2Qjl+vUelfZcRQ9Zdzfyfw1cIhOWXrF4eFmUJA8voOxuFEW/A+DPcRiW/gdxHP8siqL/A8AHcRz/GYD/BcD/HUXR/wwgBvA/xn0YOjNgBRwfRG3FyjO2erV7rb2zfhafFigRVN7/8DwwWf7RS2haWLVVJjxaQKQFW/Ol/3MezaulNCxLTwdq6CuR5NqkTCYTlgCFJDS60+mE8PZOp4ORkRFUq1WMjY2FOwVlIk9PTwd+Op0Ovv71r+P+/fv45JNPwv5YqVRCtVo90n4JQhgfH0ehUECxWAzKXMLg6/U6oihCLpdDr9dDtVpFtVrFnTt3kMlkMD8/j6mpKQBHlVSlUgmgIGMh4Cdl8zhJWr3cxUuCURRhdXUVa2triOPDqMh0Oo3p6WlE0eEyarPZBPA02k/KaLVaAIBcLodarXZkqU88BT0mwjMr435GDpM1JzxPh+cHA6JeDrOUr87LQGrJvG4Tz0kGLs1zUgCWLJVyYI7Uow1BNlosUOLy9XMPCHUez9BmA1T31WnSadYRH56Z+h49+9/U55sA/ouTlHmmwMryXpLIsx6TFLoIrQCaFkhRKFbZ+hlHDFmuPNcnSlCUkZXXAy8t6NxWXurkSRVFUYj4AxAOoIoSyOVyIW+320Wz2TwWRFGv10Pf7OzsHInekzsDFxcXkU6nsb+/j2aziXq9jtHRUXz729/G3bt3Q0Tg48ePMTExgSiKUKlUwn7N6OgopqamUC6XwxLh5OQkAGBnZwdra2u4ePEiJiYmwuHaW7du4fbt20in07h27Rree+89XLhwAfl8HqlUCtVqFXt7e1hYWAj1ayUiy3PtdjucQZOlOGmjjJV4ZxIFubm5iWaziUajgZ2dHUxOTmJsbCzklfz1ej1cmyTjJ29nlv4Tz0pATMZGjCFvj8gafyYGEnkVjBB723oOaRnUaXV5/NkyLll2GYC8fSUr0Inbzbzqfra8KU3WVoGlwFmH6Dbqc18WGOvn3E7Zn9RznPOcJr2MOl4knRmw8oDJU9SczxIUS8j1Z56QSUtrOk8cx0cmvTUZrDK8fRNui+VBakDVaZnYG9QKSBSotFUO+kpaWUaT5TfxIjKZzJE3BOuJKqBTKpXQ7XbDreGVSgXFYhGzs7N4//338YMf/CBEG0oZ4qU1Gg1MT0+jVqthe3sbjUYjKLJGoxEiCqenpzExMYE7d+6gUqkciZj7yU9+gnv37uHy5cs4f/588MyknHQ6jUajgWKxeGRfqtVqBXAVQBKlLqAt/dZoNPDZZ5/h/v37WFpaQqfTwebmJubm5jA7OxsOS0uUo7yRWbwpHTAyNjZ2JNpP6t7b2wOAcLMF8NQbZG+HrXhL9lj+ed930I18Ua56X4eXtzxZlM/WnEgCR+uzBmwr2IoB0tIful4Gc94z9nSGNc+4fq8Nuh16XDV9CQIsXjqdGbDyNlGFrEnB3gs/0+m08Ok9ME7vgaImBhXLImKg4A1/S8FwfUkHjvV/y7pl5dLtdsN5n0wmg1qtFjwQASR907WU3Wg0wgsb9/b2MDk5iWq1it3dXSwsLBz5XfZfdPBGu93GL/zCL2BlZQVffPEF9vf3gyKWfaRarYbd3V3Mzc3h4OAAlUolAIXwenBwgNXVVezt7aFWq6FYLKJer4e+Eq+v3W7j5s2byOVyYclwZ2cHm5ub6HQ6eOONNwKoCrhE0eEtEwIowOGh6aWlJdTrdbRaLdy/fx+ffvoparUavvGNb6DRaAAA5ubmMDU1FV6XIsuBAAIw5/N5jI+PB2+q3W6HPSwJ/c9ms6F+eUuz5xGwPHkgYHk7TB6IcFlMXD8DqZVXftP7Qqz0vXpZF1ggxeXqeaDrks88r9gQ5DSaD8tI1v+lLB0cY7XD6rckA+AfM50ZsGIlzANmeVfaUmTA4LV03ufyPLZ+1iZPAP3MS6+XAUXRcMSaJ9BW3R7JbxzhpvsmnU6jXC4fO9VfrVaPTCzhs9vtotFooNFoYGJiAu12G+VyGe12OwQ35HK5sDcgezVjY2OYmJjA+vo6ZmZm8P7772N/fx+tVgtxfLjHI324uLiIXC4XAjRSqRTq9TomJiaOLEVKUIX0Z7VaRbvdRrFYRLPZRCqVCkuLURSFZ/fv38ejR4/Q6x2+QHJpaSmAi5wr29nZQTabDbfJT01N4d69e2i1WvjJT36C7e1tfPOb38Sbb76Ju3fvIp/PY2lpKRywlsAQkQ3tmQrPmUwm9I0c+JVlSH19Va/Xw+joKICnm/zym6XUtKHneV56XmljSXtaWsasucHLdpYXoWXR8zDY82GZ77dqwJ+1LvDyWWVaQSma9HPuUw+kvM/WnJbyrGXeJAPjRdHQs3pGStpctAaflTELk5RpCaAOOACOntPxJmC/CWQJVxQdvRNPBFNbbJY1qvNbE9CzzqQeVib6N1kC0zcpyF6JKEXZq+n1emG/JZfLodFohH2bg4ODcF3T2NhYUM4COLJfUy6Xsbe3h2vXrmFsbAzf+973UKlUEEVRiHZ75513EEWHYe+PHz/G48ePMTo6inK5jP39/SPenniAAnayPCdnkwAEAJHly06ng2w2i3w+j48++gjLy8vIZrMYGxvD3t5euH0+n8/j0aNHKBaLePToEVqtFsrlMuI4xm/8xm+gVCphb28P5XIZ5XL5SH/K8mk6ncbY2FhY3mm1WsGzlcAJ8eZkuXB0dPTIrRY6sIQtfi0TSYZdklcmJHKiZcxTxtb8SgIjq15W7N687ecNSnm858ReFdfbzzsDjusMTqd51gaxZ1yzl6bbNQgonxa9DDB80XRmwEoPpBYAtgoloo0FX9Lw+Qhr4K2IHsnLz5hHTdbEt36zeJBlM21Z6fbr71adnmXJfSd/+vBqvV4PYCTgJPs/omilTTr8u1gsotfrYW9vDxMTEygUCmg2m9jc3AzLdVNTU4iiCGtraygWi8GDazQaOH/+PL7zBRpCxQAAIABJREFUne/gr//6r7G5uYlqtYrLly+Hs0YLCwv49NNPg3f28OHDoMRLpVII+pBLeHu9XliGe/DgQbhCSs6RycFaCfaQZdDd3V0Ah0tvGxsbqNfr6PV6uHDhAlqtVgC4fD6Pixcv4pd/+ZfR6/Vw9+5djI+Po1wuBzlMpVLhqiU5OyVeXaFQCEcAdFCL9IlE+42MjIRl2UwmE4A0SWlpueBgA54znvHlzQ8un58xAPQz2HT+pPq8MpNIG58Wn17brf6ziCMJuTxtSLCHpo3EJCPaa+Npg9YQrF4AeZYWYAuiXga0QCrJS2KQ08sJ7PYPIjxcrwAnC4bsD2neNT9ayfAznY7r1TzrSaZDpzudzhGLXW530CHeonAlwGFhYSGA2vT0NHK5XNgHm5ycRDqdDgdbM5lMWEa7dOkS6vU6tra2sLCwgKWlJVy8eBHr6+vIZrO4dOkSRkZGwu0YFy9eRLfbxb1791Cv1/Huu+/iypUr+OEPfxi8rHq9jm63G5R7qVTC5cuXQ7CEtFfOggkASCBFp9MJl/JKe+fn57G1tQUA2N/fBwC88847+Na3voVGo4H9/f1wG0U+nw/gIt6SPgAsy4LVahX5fD4AmZwlExnT+1ayf9fr9VAsFsNZM8/j0HKpPS3LiPHk8yTkGYechtMxDWJ8yXP2TPQergYAfdRAzzXLm+E6PA+LefWMXp6/Vhm8F5a0kvJlA5CXSWcGrFhotZLXN1nL+QfADlTgJQYpm5W+rpPXrj33PkmorTMwHOYr/2VSiaeglQ1bxx7o6s9SlrWXIOn0uRFZRpNbFiRkXcKsBYgODg6Qz+eDkpY7BSWQQq4UkktvxUvb399HrVbD/Pw8AKDZbCKbzeLRo0colUohIvHChQvBa5O7B99++220223cunULCwsLuHLlSnhB5K1bt0JQhOxl1Wq18D6uiYmJEEEnQRkiQ7LXlslksLGxEbxHOcbQ7XbDLfO9Xi+EwlerVWxvbyOKIhQKBezt7QWvOI7jsC8mnpbsLcnY6tekiLKVvSsAAfzkJYzFYjHsV7EsshyKLGm58VYltHyxwTMIgPGc4DBsrsOqe1CgtOaw/u4pdUsfcF7NC+sBD0B02VZey6P1wJGPJTA/JxmT56UvGzCeObACjgslvwJBp9P59X6Qfs4HBa26WRC9JQTPc5P0ej9MT2ptYek6uf2W0OsJo9ut6+qngLhdvd7hu6pEoUvUWhRF4dxPqVRCvV7H5uYmxsfHUalUUC6XEUVR2KPZ2tpCPp8PyrderwcvrF6vB2X8+PHhGwC63S6Wl5cxPT2NfD6P1dVV9Hq9cHHugwcPUKlU0Gw2kclkUCwWUa1Wce/ePTQaDTSbzQAKe3t7SKfTWF1dxcTEBCYmJnDu3DmcP38e1WoVH3zwAQCEW+Vfe+01zM7OYmVlBR9++CH29vZQr9dDmdKnv/Irv4JvfvObqFQq4Wb5XC6HOD48F3VwcHDkXkPtMQmQjo6OolAooNVqBWCXJUO5YkqH8WuQk3EQ2bduZLHkRo+1ldaSY16SsiLnvPr0vGL5FdKGWRLQJHlqIp+aLx35p+dav35hQLCAnvnipT7eK7MAyytL8+6Bv+cJvmgagtVzEgs7YG/uAsfD3S23P4qeHsLt5/ZLXUnfLbKiqaQ+HcXlWXaWZSrP2dvj55q0sPMauyw5inXfaDQQxzFmZ2fDPX+ihPUt5MViEeVyGVtbW5iamgrBGBJMIPtN4iU9fPgQDx48wPXr19Fut7GxsYFyuYxKpRIiCGVZcXd3Fzs7OxgZGcFrr72GmzdvYnd3F5ubmwAOge/27dshElAUd6fTCRGJwOF7t8bGxrC9vY23334bxWIRnU4nvNIkm81ibm4uXLa7sLCA8fFxrK+vo9FohLEolUr4zne+gxs3bmBrawv37t1DuVxGs9kMHo94qJ1OB+vr6+EQs3hDonQElLLZbPCa9MFjkUv9ahDxuuRKK77AV8t4P9lkZe0ZMVY0rWVEJSlQD3x4Llp1CTFYWPxoBa/zWN6j1VbmT8qyjD2vXcw715d0DtJ65hnfL4OGYPWMZHkCQtZE0YKhrSw+NMgWjKZ+k4950MqCvR+2prTFxGXo7164rf7d4t2rVz/XlqD0hzwvlUrI5/MADpfMABw5d6UDWQTEGo1GsPIlCnBubg4bGxvY399HLpdDPp9Hr9fD1tYWNjY2wvLbyMhIALrLly+Ha5Bu3LiBzz//HHfu3MFbb72Fzz77DKurq2g2m1hbW8OtW7cwMTGBmZkZ7O7uol6v48qVK5ifn8fq6io2NzfR6/WwtrZ25I5AeT1HuVzGjRs3wru1qtUq5ubmcOPGDayvr6NeryOfz+Pdd9/F22+/jVwuh93dXezt7eHq1avo9XohZF4ARpYNZZ8piqIA+IVCIexHSQBLuVwOIfsSlp/P50O/CiiJN8vvz2IF78nEIPJsBQxwGvaSLPDy0nq/y3fg+EtTrXq83+UZg4L2djx+5Tt7MNZ89vqQwVPntYCY65B8/HLVJJ5Pg16W9/Yi6cy8z8pS4pawekLNXhZwPFxc0lrelyVcg5C3wWotTVjt1HXyxOdlTUmjI8u4TEknylLzoxVvHMchPLpcLoezTLu7u9jY2MDu7i663S729vawurqK9fXDm/v1Leny+hC5Fml3dxe7u7vY2trC/fv3j7ShVCphZGQkRAiKEj9//jyAQ6W8vLwclt5kH217exvpdBq5XA6zs7O4cOECfu3Xfg1LS0vY3t7G5ORkCFXPZrO4d+8earUaHjx4EJYL8/k8FhYWQlDGwcEBLl++jHw+j3w+j/fffx+/9Eu/hLGxMayurmJnZwcPHjwIYe3tdhvNZjPcWCFXUuXz+XAZsMiQeFD6pZMSwCK3w+fzebRarXAsQI4IFItF5PP5Y+OsPZIkJeN56vwby5Mnf5LGkmEGKl2XJd8ev14knuUtSXpeSeE283NLbyT1EfPB/cNlJPUj82M91+PKc3tIT+nMeFbA8cE/ST4dbi1kAdIgIMR52AJK8rg0GAIIG6meAPKEtoBVg553gFPvjUl9liUnk0GuIpLQbrmV4uDgALOzs4jjw1vUm80mxsfHASDsGUkIuwQGbGxsYHx8PBzibTQaePjwYViCA4Dx8XHcu3cvXNAqh4D//u//HqlUKnhQcRyH/a92ux32zRYXF/Hqq69idHQUc3Nz6HQ6mJubC1GE9Xodr7/+OjKZDH7wgx+EA8ipVCqc+5K9KwkkGR8fRyaTCdGJKysruHLlCh4+fBgOGks/z83NBW9KbgGR33d2drC4uAgAKBQKqFQqwcOTPhc5aDQaYY9PQurlNo/p6ekjRo6WF71n4yl4VohJxoylKPt5JBb4cBm6Pk+JW54hezy6rTq/dbxE0vHboK12ePVbZM1/PU+5fMtTsowDrSe4/18mSH3ZAPHMgBV7PJbQeQLoRQFxGbyPw4eCZTJYG6qyp2MJqbWUp4GC/1uBFlpBeR6ZVmBWyLsWfv06dJ1GzgbJMp/s+0j0mpxDqtfr4azPzs4OFhYWMDk5icePH2NzczMAkbwS5Pvf/z7eeecdlEollMvlcC4qlTq8QUKuZpJ+7/V6uH37dvCYJicnw7KfHJZNp9O4fv06tra2UCwW8Yu/+Iu4c+cOpqen8emnn6LXO7x9fWpqKoBFrVbD8vIyHj9+HEBGDgULYDebTdRqNSwsLOD+/fu4detWCOg4d+4c4jjGxYsXEcdxAJxKpRK8H/Ge9Bjs7u5iZmYmhO7r0HS9Fyh7UdK3clxgZGQkeH0yjroObawkkQUeTHqOWZ4Jl8dzUsugrkfG1VqSSwpysoBG5FTzIeX0C5LivhCeeD7ocrk/GJR0edyH1m/6v9WfzCu3aRCj+nlpCFbPSN4Es7whyx1P6njLexFlIl4Z1yOhyfp3LitJoPh3Fka2VBk8tfBby5maF+ZDrHi9tBDHcQDcOI6PKPBKpRL+ZmZmEEWHb/5Np9PIZrOo1WrhtSCLi4vY2dkJl9XKDRXVahWff/45Zmdnsbi4iPHx8eCxyXms+fl5fPbZZ5iamgo3RTSbzVCetryl7lwuh/feew/lcjm8zbfVauHhw4dYXFzE48eP8d577wWlv7GxgYcPH6LX62F8fByXLl3C9evXjwDCtWvXcPPmTWSz2XCLfDabxZUrV8KrSGSptFAoBO9QXlsPHN77JwEU8goVASWRH1mG1FGbeo9K9vcABK+SVwCSIt6slYh+lrqlhK2yvHyDKjguZxCvzfJM5LPVVg6ft7w1PYd1Ou2pel4dkzUmlmfFc5fL5+8WYCYZGy+KhmD1HMRgYglQkkDrtF7Z8pkFW1t9oth1vQwgScsI3kRPymPxr5/pdXprv8oCdBZ6+ZzJZLC5uRks+ZGREUxOTmJpaQkAwhLa6OgoMpkMyuUyOp0Otre3MT4+jvHxcXS7XWxtbWFlZQXtdhsTExPodrvI5XKo1+vI5XL44osvwnLd/fv38e677+Lzzz8PN030ej2cP38ezWYTr7zyCh48eBAUQTqdxsTEBPb29jA2NoZ8Ph8i6VZXV9HtdlEsFnHu3LnA009/+lOsra2FKEW560/217761a+i1WphdXUVCwsL4X1SGxsbiOMYExMT2N3dDTfISwi5HArWwCT3/Qlv+kyV7GUBCAeE5UYLUZxaKZVKpXAIGPAj9PRYW978IEtJljfleQBeHmsuWYo2KXjI8kJ0WRYQMFBr703XrcvjOQzYQO2BqwWiPC8tYOFAFt1XTBaPL8Oz+rLRmQIrIcvqkO/6dyu9N1F1HrZWrTx8qasu4ySCJALLE5ijgaQenvD8TAtzPwuMJ4EELbRarbCRH0URyuVyuD19eno6hGuLNSph2BLlF0URNjY2sLq6imq1il6vh5mZGbTbbVSrVdy9exdzc3MhSk+UfqVSCdFy586dQ6vVCq/QkEPKctNEHMe4cuVKeK+V5iWXy2F+fh63bt3CK6+8gpGREezv72N8fBw3b948orC2t7dRrVbx1a9+FZVKJZwrGx0dxRdffIGFhYXgwfV6Pezv74dw9HK5DODQA5JzXfI6lHw+Hw4RyyFnAVS5SFfC+mWZq1qthtfb636Vy3u1N6/JWg5jD8oyTDx55AhZT45E3thrSfK6PODr57lY37ks9oJYN/Sbl0lAYXmmDDRsQFh/3Fbdv1abPOP7ZXg9Q8/qGYmFhS0rnYatuX6WIT/X76KS9WwPEHT4u9RtWbpcL7v3+vck5QA89e54CUH3jyXkPJkljQCvvt9PotxkWS2Xy2FycjJ4MhLlJkuK29vbaLfbuH//PorFImq1Gj766COkUiksLS2Fy1jX19fRbrdx584dXLt2DXt7e7h//z7efPPNAIZyTdLGxga2trawtLQUDhhH0eFbdmdnZ3FwcIDXX38do6Oj4faMQqGAx48f4/PPP8fGxgauX78eziVduHABqVQKf/InfxLalsvlcP78+cCb3F24srKCq1evhkO8cjXTlStXwiW5cgei3JeYSqWwv7+Per2OOD58caWApBgCwovsW4m3NTo6GpY6o+hwmVGugWLg8TbvZV6wl28pRZZB/V/PGXmuZc3ap+kHBDw3uU79G4Mql+8Bl8dLP4Dm39iDGkRpewak5oX3xIHkWzWs+a+3Ak6Tkozcs0pnCqwsoU2yRJLSeUIYx3G4rYDrYsuGQSrJMhOSJZwksPLaYVnXrFx0Pr3ZzN4b8ypKs1qtYnl5OSh6ARkBioWFhbCftb29ja2tLYyMjITlvkajgZs3b2J6ehrf+ta3cPfuXZTLZfzoRz/CuXPnACC8S6rb7eLNN9/ET37yk3DB7BtvvBGuY5qdncXjx49D0MHKykq4mqlQKGBpaQkzMzOoVCphDyubzeLzzz9Ho9EI+2Nzc3P4/PPPcf36ddy8eTOAbavVCuevFhYWsLCwgGq1Grwj8YZ6vcP7+FZXV8PtGXNzc+HtvRIoIbdONBqNcKZLgFsCVsTT0m9nlv0vAQJ5LvtX1hKg581bSp7HXdclz8Ur4BeG6nr0HLA8eA8E9bkpXYbnmbBnJ+VoINAGqzYiLaC1DElWxmzg6ueDEgOTDszSfZEURKXL4ue8zNnPQHheGoLVCyAPeHhicXrPw2Fir01PVF4i9IDCs0wGATQPxLh8Ly1PzkH4EQUax4eRbR988AHW19fx6quvht82Njaws7OD69evo9FooF6vY2dnBysrK8hkMuGVHzMzMyHQ4Nq1a4jjGDs7OwGkms1m8OJmZ2dx9epVjI2N4eHDh3jjjTewtbUVLpO9dOkSXnnlFWxubuLDDz88osy/9rWvYWxsDPV6PVxYu7q6isePH2N+fj4EXezt7eHixYtBUcirRWR58OLFiygUCuG19rVaLbzWRJbiZJ9NXoUyMTGBZrMZwFMuos1ms+HWdbklo1QqHbnBQjzSVquFUqkU7i4UoJBIzUqlEvhgxcVWtmUsaeWmP0vUqn7lOgOZPLfAIkl2uX5vaYzllANEdPus1QOdjr0ZnUfnlXYzkGtiUE4ydL2+sABJnid5eZYBq9vxsmkIVs9IfNuEpmdxiS2rCkhe62dBZoDU5ckfh+hymdI2XQ5Pammjtig1eZNHW89s3XGbO50Odnd38Rd/8Rf40Y9+hFarFW6YkD2h3d3dEPI9Pz+PnZ0d/PSnP8XY2Bi+8pWvoFqthvNJ+/v7qFQqWFpaQq1Ww8TEBObm5jA6OorPPvsshLr3ej288cYbWF5extjYGAqFAh4+fBg8OnnR4ejoKMbHx7G9vY3R0VF8/etfx/z8fNjnEY/m0aNHIYJvaWkJzWYTBwcHmJqaQr1eR7FYxOTkJGq1GhYXF3HhwgVcvnwZGxsbuH//Pi5fvoxOp4N2u43t7e0QKLGzsxPu8isUClhZWQn7T5VKBQBQLBYxMzODTqcTzmvNzMyEgAoBCL0XJR6YgJjsHYqHr9+qrL1qL2Ra5E974XEcHzlWoWUGQDh4rJU5p+G5YgEbyz7PU06rZVEA05sTPMes+caGo+bdC2e30noGpVc/GxBxHIcxTuo/ixem0/ae/iHRmbnBQpMINnDUEtJCY0XEWZadJaTsoelAC+2Sc35RNjqvVz6Dn1c386E9Og1EliepgzS0Z2hNDOG71WphcXER09PTiOMY1Wo1vCperhn66KOP8PHHH2Nvbw9vv/12CEGfn58P1wH1ej3cuXMHGxsb2NjYwN7eXvBIlpaWMDU1hfHx8bC8mM1mce7cOURRhMuXL2N8fByFQiGEyqdSKXz729/G9PQ0stkslpaWQps3Njbw8ccfY3t7G59++ml4dfzW1hZu3boVbpGX15DMzMyE8Zqbm0O73Q4vdcxkMlhaWsL09DQePXqEsbExtFqtANRy48XOzg4ajQZ6vV647kkv9QngiIckYHpwcIBarYZarYZerxdutZc7/8Tba7VaGBkZCQeuZdz1hbYy9rJfZi0taaNJ779axo13fMLzILzftbxxXTI3NS/Mm8gpLwtyfWxIikfKfSFj7RmbSYYoG7W6fbqd8lkMBC0L/Qxd7m/uR677ZRH3+Un+fh50ZjwrtuIsxc9WmZ4gnA84unnMZzLkubZkZaJxOstrEiualYb+rC1ZrYB4LV7aZAESW5NyuFHf2MEb7hyg0e120el0UKlUMD4+HkLSxSuRV7TPz8/j7t274XJVOYcl+0Zyg8Xu7m4AmgcPHiCVSqFYLIZXbwhQxfHhRbntdhvT09PodDrY39/H9PQ0ut0uZmdn0ev10Gg0kE6n8eqrr4a7BjOZDFqtFtbX1/HRRx+hWq0ijmM8ePAA5XI5hMO//fbbIcpQLpSVa6CazSYePXqE6elpzM/P49KlS8ELq1QquHz5MrLZbLjQdnFxEeVyOdwQLwArASmpVCpcAAzgWGSf7IWOjo6iWq0iig4vApZ7ETOZTAhYkVs8CoXCkbsHtVclY69XFjxjzFraEkBg71/PD1bWXtn8jOVUf7aARKcR+eSIW/lNy7r+XZej+bc8nyQjlclqg5Vf2mal4c8MXl59XgCG5fW+aPp5gc6z0pkBK02ewFjgYU0qTezdaJDQgmIdthSrTz5rsJE8lrKQNN5yQJKQcBu95RJrospzrQTa7Tb29vawvb2Nu3fvhnvyJPpNRwgWi0XMz8+Ht/rK0pqcs1pZWcHOzg6mp6cxNTWFqakprK6uYm5uDvv7+4jjOHgZi4uLIaJQovDy+XwAt9u3b+Ott94KCl4O9cotF3Ibe7fbxaNHj9DpdNDpdMJembzW48KFC+Fc1crKCm7evImf/exnYanuww8/xDe+8Q3cuHEDOzs7ODg4QKVSQRQd3lfYarUwNzcXlg8PDg4wPj4eIvru3LmDycnJEKYeRRGmpqbC+NdqNRSLRWQyGdy7dw/7+/tHbtPQB4pl2U9utZB3b1lHKTyFq+WIZZLlNWlu8ByyiOWcj3owfye1urWBx889XvuRXkq1jF9eIrf45d88o5gNYw+sLdC32qO/D6MBj9OZXAZMWg4DBhM4IcnP4GEJG4OA5aXpzzIx9GawtTHsudEMdJJfouNYoFKpVLjjTi+HSNvE25NwdLkzb3NzE5VKBbOzs5iZmUGpVMLS0lK40mZvbw/7+/toNBqYn5/HW2+9hVwuh5/97Gf4q7/6K9y8eRNbW1tot9s4d+5ceOlhoVDA9evXceHCBQCHQRyvvPIKJiYmsLOzg5mZGRSLxSM3iafTady8eTO8o0q8FTlg+8orr2B/fx+7u7vIZDLI5XK4evVqOMMFHN6/t7q6CgDhjb/dbhd3797FBx98gGq1Gi6TXVhYwPXr18NB3Fqthv39fZRKJWxvbwMA5ubmMDU1hc3NzfBm5EwmEw4DS/kCYBJp2Gq1EEVRuHi3UCiEV5wI0MrbhyWaUW7zABBeea/lVIgVuadc2HOy5Jxl0yNrKYsNMgZUnc8z0Lz5J/+91QWPkhStzAH2Si3wZ12QNOctXgcha65b5+Y0r7ovT5P66ah++utl05n0rNh60wdpNVlCbi1TsNsdx0/3ATQweZ6KZ/lpJSFWbVJ6ndbi00rDVpiejJ4iE2CoVCrY2dkJtzHIGSCx+M+fP49bt26F90GNj49jbm4uvJV3eXk5RPatr6/j6tWrWFxcxNTUVNirmZ+fD6+x73a7WFxcxPb2dgCoubm5cBO77CUJH/LKEFmWbLfb4XDu8vIy2u02vvrVr2J6ejqcz7p9+3bwSuS18dPT01hZWcHHH3+MZrOJyclJXL16FW+//TauXbuGdDqN27dvh6U5uTHj8ePHIfS80+mEi2Q3NzfRarUwNjaGXq8XAjLkxZNR9DTkvdPp4PHjx+EWjYmJCRwcHKBer4e26vNXWnnKuGpvXcugliO9IqB/Y1CzZPEkCoate/Z8tOxbXhEbe5pvS3H381K8sr32WF6Zrt/zZrRB7Hk+nM6r1/Ok5LMH6Jz/y+b5nDadSbACjg4qL5PIdz5dbwlFv6UGroPLYlCQtHrPSockW+dYLOUjxBamNdn0f12+eGH63Jjkl5sqoigKirLb7aJarYYDwXLeqlar4erVqyFSL5PJYHV1FcvLy8jlcrhw4QK2trbCDRPyJ8ECnU4HxWIxXIwre1ESCXfu3LmwnyTvvJLDx/J6+jiOw2szisUi7t69i0qlgrfeegvFYhGNRiN4KXLDxcWLF7GysoJsNou/+Zu/wdraGg4ODnD16lV8+9vfxtzcHMbGxlCr1bC6uopisYiVlRW8++674YooAOFVI3It0szMTPBsBaAEnLrdLiYnJxHHcTg/tbS0hFQqFZb85A3G1WoVjUYDly5dOvaqEL28qxW/Hl9LTi3ZtjywKHp6rZNexutHWkbFS09S8kKeQmaj0/MsvHzPQzz/NYjLs6QoZG4f86df6sr7g1YebrP+3dJTL8Oz+jLRmQQrtj6B48ESHMGnJ4JlHXnWkjfZRYglDwuSFnp9nkUmuAdCHqjqdlrWm54Ukk425oVkj6hWq6FSqYRQ7kwmEy6qXV9fR6lUwuPHj8NNDe+99x7m5+ext7eHL774AnEc49KlS8jn8/jxj3+MXq+Hr3zlK4iiKJw5ajQaKJfLyOfz4ZLbarWKTqcTzkZJ8EAUPd3nyWaz4UWO8l6oKIpCEMjY2BhGR0exvb0dgh+mp6fD0lwcxyEg4/Lly9jZ2cHy8jLu3buHZrOJcrkc2tPr9UJgyIMHD1Cv1/Hmm2+iVqsF8KlUKuFsWBzHwUPc29vDzMxMuEpJg/3GxkZ4pYeck5IbM7rdLkqlUrhjMI4Pb3nP5XIYHR0N+2v6BhVthFnykfRZyx7LmS5TX+RqKV5dtvbytDLXAMtKX8uw3uvS80A/52fyXf+m26HbyGR5bBqkmQdeDrWMSt133Barbt1nVtnekQErAMtr54umLxtYnYk9K2uZwUrDytrKKxYx/+aBlGVV8QS2BFBPBv0nYMr5Nf8yabSy0BPIC+UVb0UUpyg8iURrtVrY29vD7u4uOp1OWOpsNBrhwGupVML+/n54JcYrr7yCfD6PbreLcrmMt956C3Nzc7h79y56vR7m5ubwxRdfhJcs5nI5TExMhGuIMpkMJiYmUCwWcfny5fCupkKhEHiSu/XkPsH19XW0Wi2Mj49jamrqyCHWubk5TExMoNfrYWpqCh988AFGRkbCqz/01VErKytYXl7GnTt3UK1WkUql8Oqrr2J+fh7pdDoA+fLyMnZ2drC6uoq1tbVwSDeOD18Bsru7i9XVVYyMjKDdbgewllvq19bWwnVKvV4vXP+0tbUVXlkv4yF7U4uLi7h06VKIJmw0GuHtxZ1OB71eL9wizzLpybpOp/eS2MPSy+XWKoE29PSqhQZNK3hIy6IofflN9lm17MpvllfINIhHwfOB26/zct9Jm4R3NmIBHNEdPAcZMPk5jyMDuCZrXLU+SeqDF0nclpP8/TzozHizmHoHAAAgAElEQVRWMsBJa8JaCLxw3iQrzLIqrWUHtpaYWNBZmHU7LC+R+QGOXp0kZeilBY7IEv7keaPRAICgiGUJaHd3NxzmjaIovP12amoqHMjN5/N49OhRAIFsNhvezXTjxg3Mzc2FtkxMTCCTyQQeBBTk/8jISLjzTpSxXN8ky38S2CHXDAnoyg3m+kxTo9HAysoKcrlc8OAkjFyuTLp9+3a47fz9998PdwiWSiVUq1Wsr69jdXUVvd7h2bDFxUVMTEyE65e2t7fR6/WwsbGBVqsVbuVotVrY3t7G4uJiiEIUIF1dXQ3Lp8KvtFf+C4hJn8hyp3iQ1vKPjLEla2z5W7KeBHIs597yk87Ly2TWHNJnj5h0fdq7SEqXRJ4H57VDyrY8n36GMXuYrFO4bVaZnN7rf532ZQDVl5HOBFjxgHlCJ8RLbJLPskAZjBikrAlvCauuV1to/BsrBHkm56MkP0f7cLCGPNNLFAJAAEK0meRrNBrhVfQ6OjCVSgWPYH9/H1EUhfcsyWFVOUsl56F2dnawtbWFer2Ovb09nD9/HpOTkzh//jyKxSKy2WwIJQcQ7szLZDLIZDKo1WpH3uUky2SZTAaPHz/G9vY2pqamMDMzE9omwRISTr64uIilpSXcv38fcXy4PLe2toZGo4GRkRG88sor4bqlqakp1Go1fO1rX8O5c+eQy+VCue12Gx988EFYOqzX6+EgroCZnL/a2NjA4uIiCoVCeJPv7OwsgEOru1AoADg0COQ2ePHsbty4gfHx8SPL1KLE0+l0CCIR2ZDbDyzvyDNsdDpWdAxkOo21ec/5GeDYw5Bx1GAoezZWsIXHm/zGPHFea/5bYMfKX3/W/cnLllKeLoONRcvbsdriGQWWd2UZup6Bcpr08/SQnpXOBFgB/jqz/AbYZw/YcvGWGCyLkPOwcA1i8ViKQS85SP6k6Cyd3xJmqUeWpbh8WYqSWxRkH+X/Z+/NYiTLrmuxdSOnyJinnLMysypr6hqaRbKL3ZxJUaIkg4RIQRJsS4afZfD9+H0YNgw/+8N48Je+DLyPJwOCZcFPEEQ9QIYpEIQGqpukqG42eyxWd1XXlFWZWTlHRMY8ZEbG9Uf02rVz97mRxe6uRpGqAyQyM+Lec885d5+99nT2Bh5EBG5ubor5KZlMIhwO48yZMxgZGZHEstR0PM/D2NgYQqGQJJFNJBKHSrlTW2DARiwWE62JZrJKpYJoNCpnqJjf786dOwiFQkgmkwK6AKQ6cTgcxhe/+EV0Oh3k83ns7OxgfHwct2/flmi/hYUF0QYnJibQarVw9uxZMcNRs+G5L2oy8XgclUoFx44dE42TYJrNZiVohGNlUIjn9ULUmRDY83oprNLptFzH97O+vo56vY7R0VEkEgmk02m0Wi3s7OxgZWUFBwcHePrpp0VL08KLZaCuCFPLZHgvzal2vwTRl8unY+lcX08TrA3csCDkep5rHwUxdesvdmkgQUBihUzdv91begx2rhbsXP1ZH6MFM+vz0q0f2H1U7QlYfYAWJKXwt0uq0b+DNpmL+KwGpKWrfqo7++Zmt9KYPmWvN6NmIpZQg0LoXaA9ODgo/g/6ryjF0/zWarUkcIDmKUaqDQwMYHp6GplMBqFQSBLQUjtpNpsYGRlBo9GQYorpdBoApLQHNQYWbaS5zvd9AUSCji6nUSgUkEwmpUIwCxRSU/N9H9vb2ygWi3jmmWewvLyMM2fOoF6vY2NjA7FYDMCD80lbW1tYWFjAr//6r2N7exuzs7MClMzRt7u7KzkJm80mLl26hIWFBQkvp2a5t7eHer0u68i1j0QiACDjzeVy2NzcRDQaRTabxerqqvw/ODgo/dGf5/u+JAS+cuWKZNSYnp6WLPU0FTKYQ9O1dcAHMW/9vaYxzSTtvnEFG+hrrV/MPltrA0cFIASNwXVdUJCFC7D6VfF28Qz7d1D//b6z17mE3yDgOuq9uLSxR9WegNX7bC6th5/bDUxGGXR9UN9sLmJ1SU/8zgKbvscCjLXba/Oe63c/gnGFwZIhEXwODg5QLpclowPD1HkguNVqycFWmu62trYA9Pwv0WgU4XBYpPxms4larYZUKgXP8wQYWHa92+0eMmcBEH/U/v6+MHWOl2eVPK+Xemh4eBjpdFo0plQqJZV2eSB3fHxcfGzUzGq1moS5M8Fto9EQ3xWDM5jOiNrS22+/LYeo0+k05ufn4fs901w4HMbg4KCsHecyMjIiwE0N0fd9yeY+OTkpWdUnJycRjUZRqVRkravVqoTZM4x/dXUVpVIJw8PD2Nvbk9/9AEjTAdde059LK7D0EsT4+HmQj9j2afeZBjI+72EYrd2HNuLWzllrdEFgGBQ9bPej1QL52woFrudYbVALqq57bao1/XzXPPUzPqr2BKzeR9OSiH55Ls3JakhHqdEuRqA3vT7tbq9zaTq26TG6TH2u+4OATn+nx8nPGAWo79UZwIeHh1GtVrG8vIxGoyEF/phZnBnTM5kMpqamRLK+ffu2ZJtgkliaFpPJpDBczjMUCkmiVr4vagfUMLQ/g6XdQ6EQpqamcPPmTZw7dw7r6+sYGxtDq9VCKBQSc92FCxeQSqUwPT2NVquFjY0NpFIpAY5sNotjx46h2+1icXERm5ubyOVyqFariMViCIVCGB4eRigUwtjYGLa2tlCr1ZBOpxGNRjE3Nych/jy8u/CuWTGfz0ulZIITQ9LT6TRSqRRCoRC2t7exvb2N0dFRbG9vY3h4GKVSCcViEfPz8wiHwyiXy1haWkI4HMb+/j6OHz8u/jxqiVpDOUo7CaKNIIFK7wHbl/48CPSsxO96rusZ/Zpm9kH/2z2hzY1Bc7TmU5cWZDUgvfbaxNlvHS0wPYxw3E8QsON70oLbYwFWfFlWK7HEQOKi2YvX9NOsrFpuQ8d1v3bzWWnRpV3p+y0gWg1Qj8c1NtusJMvQaGpJtVoN9Xr9ELOn/6lYLB5KKsvsEJlMBqOjo2LKGxoawsLCAhqNhpjAgAdJWgcGBlCpVA5Jqc1mE+12G5ubm8jn83L2qF6vY3x8HE899RRmZmYQDoclYo9zyGazuHTpkpjLAEhwRSQSEaDhAeFCoYCpqSlcuXJF0iexltWFCxcwMDAgPitND9QSy+WyzOPChQsS2Uitj0EgrEvleZ5EJDJzRSQSkXvoF+QZNkY90t/H5LTMAdhoNNBoNJDNZqUUCKMCySAZXckgHAtgnJcOuCH9uDQES0Mu2nN95rrGJTC6nh8UOWubBY4gcLbgeFQkoQ4E0c8Jus7OMwhE+Teb/p48SPMl1zrZOVqB28VjLOA9ivZEs3qfzWo19jMdCWc3syUKuxH7STn9XphLcnJJwjZqT49DmwuOmr8eM++z86OJjYdQd3Z20Gw2JWsCk8Fq0IzH48jlcuKfmpiYOGSuIFPe2dmB53lycJX+MWpa9EPVajXcunULr732miSepSnu7t27uHPnDgAgmUzis5/9LM6fPy/mOWbEoPalz4VlMhk5h7S3t4fl5WWUSiX4vi9VdScnJ1EulyX57I0bNzA8PIyJiQkAEC2y0+lgZWUF9+/fR6fTwdzcHM6ePStpnrSmWCqVBKRjsRg8z0OpVJK1KxQKUik4FOqVth8eHkYmk0GtVkMikZDjAMViUTLEe17PXEuAoz8wFApJORFGb4ZCD4olaubZz4dqNfggk7Om8359BTUbNKH7CKJtC2Iuq4Kmd/23nZduR2l0/ebj0uD0c+0YdbCUyyQfpB3ZddJztqDaT5N9lJrWRwGGH3Z7bMCKrZ8U0k9C1N9RYrWSKK8L0qB4v2ujBG38fkBor3XN09Uvx6izHNAUxbIerD1VKpWknhMB5uDgQCT8sbEx+L4vyVWj0aj4g6rVqiRzZcl6BhoAvTNUPNzL4A3P83Djxg387Gc/w8HBAY4dO4Zz584hHA5je3sbOzs7YkLc2NjAt7/9bZw+fRq/+7u/i2QyiVAohEQigXA4LEyf/jJmVa9UKnKodnBwEFevXpWquqVSCSdOnADQC7Q4ceIENjc3xVTpeR6Gh4fFRDc9PY1CoYCnn34ak5OTsr4sNsksGly7TqcjWdcJJjMzM5Lo1/d9TE1NodFoyJm0arUqaaK63S7W19clzH12dhYA5NgAS5hQk2URP2pXLgGLrV+kbBAd2WYtAPb/IOHOtYfsvuFvvce0adM1Rt10v9pyYgFR70+XgGuvIzgcNW7bgvY2Qc/yEhe46nHoMQYJzUHzehTtCVh9SM1KZvoz/h1E/C7ppt+9+nsLWi4VXT/H9umSPIM2bND4XZKzNoeQwWqTFAAJrQ6FQshkMoeSqur8fb7vo16vy7klmqpoSqOZDwBmZmZwcHCAeDyOoaEh8dcMDAzg8uXL+PznPy++JPZFwAqFepnUl5aW8Kd/+qf4+te/juPHjwszisViKJfLElzRbrdFK2HmDOYUZPqkUCiEEydOYH19HalUCgMDAxgeHkahUEAoFJIw8XA4jEwmg5MnT8phY0Yp7u/vS0XgSCSCnZ0dFAoFjI+PSx2uZDIpmmwoFJI8gtQ8efCX0jKBzvN6QSE8o8UzXwwKAXqlQ5gIeHJyEr7vi++RZl5LZ/yxRyL6NRcNu2hPt34Him0L+szFaO0ecjFsl2bxsIAQdD9wOMehHbdLu3IBrxVQNRi7wLIfrwgat97jQVGaH2Z7AlYfQrOLaMPDXddoCephQmp1H/pePs+lXQGHNbMgCVcHHgTNKUhLtFIuAAlOYOYDmsl4/ikSiSCfz0voNDOoc07Dw8NotVriwxkaGpKDv9SsKN3T3Md8efl8HjMzM1hcXMTo6ChWV1clCu5LX/qSAA3QSwh79epVVKtVAJCxAMDu7i6+853v4Otf/7rU06Jpd319XTQugiwPGd+5cweJRAIAJCz+rbfeEnChz63T6WB3d1dSP8ViMdEW0+k0JiYmRKvx/Z5viRkmksnkITOipgF9ZouA1Gq1JGCDmTN4ZosHg5m1A4BESqZSKRQKBTGJMmKTZ7R83z90qPsoZnKUmcjSkgY79m/3x1FMNYg583lsR+1Z9mUFSxdAuRi3SyO0YG4FT97n2mf9hNmj1uRhNEw7j58H6J+0XntswMq+KDqatbRhQcISKv/X9+jryLxdEpZuQRqVfo7LDKDH6SLih1H/9Tg1Y7HReADknBULFTKcmolgGbhAv9bg4CDu3bsnufrK5TLS6TSmp6clGIJRfgS4crmMEydOyCHajY0NFAoFPPfcc+K/CoVCWFlZweuvvy5aDc9NVatVTE9PS9j89773PXz5y19GIpGA7/eCHGKxmGTBILiVy2XRfljCfmJiQgIaTpw4Iclv9/b2ZC183z+U7mhsbAzxeFzSQTFIhdcyqITP5nekQa6F7/vvCTcvFAoSfeh5nmTvYCh+vV4XeqMgMTExgXw+L7ROwOS7tTSq6VTP72EYWpAQFES/muG7LBL2OtczNJ3a/ejaL2xBe9n1/H5aR5AWpDOkB2lnQfvTpWEFPc8Cr10Ll6Zo+VE/AfvDbL9ooPjYgJVuQU5lTQguwtD/awemBcB+DME+Q1+rr7GSIzc5/WXUrmzEEID3aF6uTcB+KGmToVEzYE0nPptnrAYHB7GxsSE+Ed/v+avIpHkWirnzJiYmEIvF5LzTxMSElPpoNBrI5XJSmr7dbkvRxZMnTwqTrtfr+OEPfyhRiQcHB/jt3/5txONx/PVf/zUWFxfR6XQkQu/KlStYXFyUGluJRALFYlF8Upwrta3l5WUAkMwcvu8jEolge3sbqVRK6mflcjkxj3KdmCFDM46VlRWsrKxIMMfExARmZmak32g0Kpqs1tZpvtNFF+v1upy74jsh8DI1FJP28l0lk0k5SE2w4rN4JkzTpKZRqx1pGgwy4fEaTbsaWLSWQyHJBg3ZfejqX4Mc6SBIwLT70e7lIKEuaF4crwZLRlfq9dOCoH6Oy1oSFA4fdJ3+3+Vf7Od7A9zZSh5lewJW77PZF0QmrzUV4AGj7xdhFyQ12R9N6Ow7SI0POn9hJVMLsvrZ+nn2Or2RuNEtqLVaLQlV397exo0bNyREndFsa2trUoKCdatYyZbz4HgSiYRUD2aQgz4rBUAYPZnr7u4uxsbGEIvFhLkuLS2hXC7LOPf395HL5TA6OoqzZ89ienoalUoF9Xod6XQa9+7dw7Vr1/Dcc8/J+mnhIpPJCODSr8MDuhMTExIJyQO8Y2NjYnLjgWUdXQf0zJCvvfYaXn/9dRQKBfH7aXqamZnBM888g1OnTmFsbEy0IeY5ZKYLml+Z848mTWo9PFvG+fDgMdde+1BYAZl5FS2tWlri9y7t4qh79OcWhOznGqg0Ew0CKk3DQSBrP7NzseOx91iB0WqLQc8M0mpc6+T6zoKefkbQGvebi2s8lt88atDSa/eL0o4EK8/zjgH4jwAmAPgA/sT3/X/veV4GwF8BWABwD8Dv+b6/6/VW+N8D+M8ANAD8K9/3Xz/qOa7F0/9rpqI1F5fa/+64A/vXUpVLvXdJXuzDRaBWQ3KZAnSEor5XNyvx6v+1P2pvbw+e52Frawvb29ui9QwNDUmgA8GOYyHosKQHS8afOHFCakgR4Ggy5HkhhoPzPBV9SNReqOkBkPRKf/zHfyxBDVeuXMHXvvY1AUgGVgA98IzH4xJpNzk5iWKxKIEc2WwW1WoVp06dksCOQqEgmmG9XpdMHAAkZRHLpqyvr+Odd97Bz372M5TLZVl/BmcQaJLJJMrlMr773e8ik8ngmWeewVNPPYV0Oi1BHjQJct5M4URgSiaTGBkZkSCXSCQikYIUQKglh0IhSaSrzY62CrSrWeBwWRbsPnBZFIKeoQGkn1DYT+OwoGX9NS6N5igAssFWBH57T79+XM91AZ0LuF3NpTEGhccHPcdqVB+VZvWL1h5Gs+oA+B9933/d87w4gNc8z/sHAP8KwD/6vv9Hnuf9WwD/FsD/DOA3AZx69+dZAP/nu7/7NoZn86VpB6pLfbYtSIKxxBK0sXitNR/yepdJI4iIXYDWjwFZsNU2a10jyPN6oc88vDo/P4/79+9LiQtqVDxwy+AHMlNW5m21Wkgmk1J2gxnXmdKI13meJ1GBvu8LSLEPZs4IhUKiPQAQ09be3p6kchocHMTk5KSUCVleXhYthQEGBKJKpSJBD+12G2NjY1IL6t69ewAg9aO0mZT5+BgBefPmTfzzP/8zhoaGMD09LeMvlUoSrZhOp3Hs2DHEYjEcO3YMa2trePHFF/HCCy/g3r17+PSnPy0pmujXorm12WwiFAohFothf39ftD9qfHwfLFRJ7Yo5Fhm2zrWiVqbPXrmiYV1Mz7UHXMzPBWL83wpxwGHTVD8twbUPXEDnAhUXyLqe49IErfnPtcdc49Wg3U/Atc/vB1oPo8G5wM8KsR+VxvNLp1n5vr8BYOPdv6ue510HMAPgtwB86d3L/h8AP0APrH4LwH/0eyvxE8/zUp7nTb3bT2BzMXRNUFYidJkVNOgEbWjX/S7JVNud+0UH2j74t27af2WBWI+FG05XGyZokKF5nodWqyWhzjzE2mg0EIlE5IyVriLMbOmdTkd8MswkzlyAAwMDEixQq9Xk2tHRUQAQJpzL5bCysiLMFegdpCWjpe+FaxkK9VIsTU5Oiv+GGgfQA1CGrLMIZDqdxtWrV9Fut6VkCbOdM8t5JpOB53mS/ohAzki8n/3sZ/jRj36ES5cuYXx8HLVaDaVSCWtra9jYeECKPNN1/PhxJJNJTE1NYXx8HH/1V3+FmzdvYnBwEFNTUxgcHMTo6KgEThQKBXS73UNZKTqdzqH3RH8c0Iu25OFharH8vN1uHypS6aItyzitIOfSTCwDt3vgKGbtsiy4rgvac5bOgwQ7/aygMbgAiRo9/7dBSUHjd43BBSB2ne0+tXOw99q1cQni/AnKJfgo2y8dWOnmed4CgI8DeBnAhAKgTfTMhEAPyFbVbfff/ewQWHme968B/GsAkn3aBSL8zR9tO3ZJYRYwgiSufqo/v9d96igxF+OwUqJtFoz7MRAbHqzHRC2JznyCVSQSkai6aDQqEWeVSgWbm5uibTGZLP1SrVZLGOXBwcGhsh6e50k4+PDwMAAgk8ngzp07EhABANFoFPPz87h+/bpkbNAa08mTJ7GzsyPBB/fv35dAilCol80hl8sJeObzeRw7dgy3b99GMpkUsyYBqtPpYGlpCWfOnEGz2ZSMHKSNW7du4fnnn8fly5dx8eJFtNttjI6OYmdnBzdu3MDg4CAuXryIarWKpaUlXL16FRcuXJBDzydOnMAnP/lJvPHGG3LYenR0VCIPR0dHZX10xB8ACW8n82GkIX161PyAB5oHKyo3Gg3xP2rG65LIrd9T06Kmt37M2n6nKxe7gMklWFnatkw4SFvqp73ZgKagFiSUBmmYdl1cgO9aRyuoutY+6Hn2estndBCHa50eZfulBSvP82IA/hrAf+/7fsWAiu953s81c9/3/wTAnwDAhQsXfPW5kwi1U9pqJS5JJMgOTAnNBYz62XSqWuLSGaD7SZpq3Q4RuQW1IMlVg5bWsqgt8eyV53nIZrNIp9OYnJxEvV4XgOh0OigUCrh79y7W19flPBTz8DHd0ebmpnxG0xr9WEAvsGNkZAThcBjHjh3Dyy+/jJ/85Cf4xje+IWty4sQJlMtl3L9/H7FYDAcHB0gkErh8+bL4k+LxOKLRKGq1mmh2jBKkJpjJZDAyMoKNjQ3MzMxIeDjPUTG3XzweR7VaxczMjLynkZER7O7u4h/+4R+QSqVw7tw5OU8FAO+8846Y1r75zW9ic3MTb7zxxqFcf+Pj41heXsbCwgKuX78uz+P5M94/MDAgAoOWvJkOi++TASsMhKEZkKC2v78v97FkCbXEIPq1jFzTiKY7Te9HMX8XiLiAMUgY07ROTcHuZdcz7B5x7WcLFrrpPaXXwAKgnZNu/YBZj+FhQvBdz3D5//Q66f+tdvUo2y8lWHmeN4QeUP2F7/v/77sfb3nvmvc8z5sCsP3u52sAjqnbZ9/97GGec+hvTURkotzMQcxeq9pWUtKgYZ/nIlgtPTLIwEqRR83D1T/HQ+mbQNyvEZxojhoZGcHx48fFTxIOhzE2Noa5uTkAEFMe89mxWjC1gunpaSSTSQmpZqBGMpmU0Oxjx46JBsZ0T/Pz85idncWbb76JqakpfOITn8DY2BgqlQpOnz6N0dFRVKtVZDIZTE5OimlwenoaqVQKt27dwtrammhSFAoODg6QTqdxcHCAYrEI3/dx7949pNNpDA4OIpfLoVKpoNvtCqjyPFk2m0UsFkO73cbt27dx69YtfOUrX0E2m4Xv98LR9/b2UKlUJJLwz/7sz+QdrK+v47Of/ewhZsIKwSdPnkQ8Hsft27cxPDx8CBhHRkYwOTmJ3d1diRikMMOgDOYibLVaaLVaku2ewMTs8EBPKIjH44d8VUFnbjQQWLOSq9kwbBfN9mNeWgPR+4z/a5O53iPsm+9aB0YFMXzXYeGgsds97AL4oGb3sQWjIHByBUvp8dnnWqCkEKP70UKwiz89aQ8XDegB+FMA133f/z/UV38D4L8G8Efv/v6O+vzfeJ73bfQCK8r+Q/qrgqQnfq/LwuvNo6/TLUhr0b81AXHTa+LhRuSz9BjsM4I2SZAp0tWXqw+Che/7EorO9EiZTAbValX8Pa1WS8bEQ8LRaBSnT59GrVYT39DMzIwkn6X5kEEP8XgcY2NjKBaL2NjYQCaTkazhuVwOX//617Gzs4Pnn38euVwOp0+fhu/3TFyJREJ8TL7vI5fLYWJiAvF4HOvr63jxxRdRq9UwNzcnAEjAYqg9AKyvr8vZKeYQZABFNpuVg8A0LTLY46WXXgIA5HK5Qwl5G42GJLDtdDp46623JNy90+nghz/8IaampuTQb7fbleCQWCyGyclJ8TfpM1Tr6+uS6Hd4eFj8fNSaGDgyPz+PnZ0d6YPviwyc1zJLhzUTHXVQ1O4H115y/e/SOvppQjYDRr/m0oyCTHz6nJeehysQwtUsk3dpUhr8gnhFEF/Qn1mwDdIGg9aD89UCtV7fj0qr+mXUrD4L4L8CcNXzvDff/ex/RQ+k/pPnef8tgGUAv/fud99DL2z9Nnqh6//NUQ/QC2czVpCwGC4MBGsu/HFFIWni0ueXXOCgzY1WStTAxfv0s+15DBcQ6//tc/T3ACShKgCJHmMoe6VSwfr6ukjuU1NTmJqakkAAMkIySRZCtBFnzWZTcumtrq6i0+mgWq0iHo8L4y0UCnJweH5+Hn/4h3+Ib3/72/j2t7+N3/zN38SFCxdw/vx5eJ4nwQc8C9Xt9lIk/eQnP0GhUBCGTT+a53nI5/PikwIgfqjBwUHMzMxIAl++t5GREWxvb0uxSc/rmdKWlpbQ6XQkTL1arYoPjclzSV+s98Ugim63K/67UqkkQEOt1fd7VX+TyaRoRgQuRkAyepLAyqMA8Xgc8XhcMrxrv5UWhHg9gEM+JF6jGRzp3tKbS/ix17o0ffu51TD6meWCAMI27Ys7aox8tt4Xev+5xhxkoXCBSD8NSO9bOwY7Ht2vFngBd7YNrREDD86UWmH8UYPJLx1Y+b7/YwBBIt1XHNf7AP67DzIoK7VZh/RRm9WM5z396xpTerMw4kw/S5voSLQ6zN5utqDNYpkCx+b6jL91tgoyKWoHQ0NDUv8JANLptFTsZWDDyMgIEokEQqEQ7ty5g3a7jVwuh0gkgkQiIWYoABI4cOLECbRaLayvr2N1dVX8SDMzMzLvgYEBzMzM4Fvf+hZeeeUVvPDCC3jjjTfwsY99DNPT0+Lf2t/fx9LSEm7fvo3bt29LpnKCJctrMFSd4d48o7S3t4d8Po9sNivmT5aZZ35C33+QfqjZbEppj3K5jHA4jGw2i+XlZaln9U//9E+ynjwWkMvlcPHiRezv70s4/6uvvopcLodcLoeDgwMJvoW8m7gAACAASURBVKAEzyhABquUSiXR9pg5PhaLSZYR3+/52ahx6rpVNNVqxqdNZoy0tPR8FK1bid/FfF0aG6/hPtD9HAVKVhALanYP2/81M7dCHb+z2ki/cVow6Tcmq83a6+07sHvbaoautQrSWvX69dOkP4z2SwdWH1Wzm4ONm1hvZBdB8n9e029TcTNa7S0owkpvBrtx7KbR13BMvDZIonQRJvvWkiSZJA//0jRGcxf9X3Ti83nRaBQXL16UgIpisSgaBLMmDA0NIRaLYXt7W4IvQqEHmRi63S7y+TzeeustzM7OIpFIYGpqCr/6q7+KZ599FteuXcOrr76KH/zgB4fm0Ww2xfTGFo/HJXUTo+l2dnYwMDCAsbExHBwc4NSpU1hdXZX5LSwsSHb5RqMhGcoJVL7vi0bX6XRw/fp1bGxsYHJyErOzs9jc3MSlS5dw7949rK+vw/M8AfUvfelLomEBPX/f9vY2vvKVrwhIUcNlDkaCJNAD+lgshkKhIBnsKSzwGp5BY/onBsIwOpN5C7X2wOcQVPWBYRdoucxbrmYBKKi5NC79jCAGHDQ+fY/LkqEZuwYqlwB4FOC4rukHAnpOQcEqQeO31x3lf9Z9aZ5hwfJRtydg9T6bNcdZU8bDSET6+iApS1/D77REZEFRS9MWpDhO/m/DUPsxFf1sfZ0mdA2SZFgMpSbzjMfjkrm73W5jdXUVc3NzYvbjuaBWq4VCoYB8Po/NzU00m03MzMzg3LlzyGQyaDab6HQ6krSViWZ93xe/l+f1UiGVSiU0m03xmYXDYTzzzDN4+umnUSgUUKvVsLa2JiHzPBh769YttFotCSP/8Y9/jHQ6Lb6iSCSCYrGIaDSKarWKQqEAz/Nw9uxZ0cro7+HaUDNkmRLOYXd3F6+++iq++tWvYnh4GOl0GtVqFc8++yyuXLki9bEuXLiAqakpibLc29vD3/7t3yKTyeDMmTMIhXoVmHXOPg0cOuVSpVIRGtLgx3NXntcrUsnsGgxXJ3PW2TcYIQk8CK6xe+Aoq4Kr8VlaYHP1Y7WSh2XYdlwujUlf4xLaNEBpBt7PCuEajx2Hay72Ol7L93gUMNtnuywoQU0Lu1YLdj3zX3p7rMBKazEkTjqeXZpHP9A5ygTBDeFSw3kNAYJ9Au8FTyuBuTYk+9YSLZkdzUKueXHDaD8YtR7m6kulUkilUsjn8yiVStjf38fu7q6MQydj5bks1nFqNpt4++23cezYMYyPj4uZqlgsol6vS5mR1dVVbG9vo9vt4tSpU6Lptlot3L17F57nicmNB2hZldfzeme1Xn75ZQlrJ6iw4i/PFnU6HYyMjIjWMTIyglqtJpGYQC/HH3MPsngiS5tsbGwgl8uhWCyi0+ngpZdewsmTJ6W8SSqVwvb2Nk6ePCm1vnK5nKSVCoVC+MEPfoA7d+7gm9/8JrLZrIAEtSqduV3TKXMU0sRJ4YABLADkUDTfCfDAL8V0UwR3z/PE1NiPrqyQdxSAaT9YUL5L9mP3Bvuz1g97n+v+oOv03LSWocGC3/F6LSDyXnu/vpbvSYNhP2Cwgqrdxy5BWL8f+72dr+t5/K0F4YcRPt5ve1hAfZzaYwdWlvlbe/3DbC4NepqYXBqXJUyXFsbfQVpfEMG6xsVmN5wLPPW1zCTOHwZZEMx4kJQgxsPCepMzTD2bzaJSqUhWC5758X1fzgnV63XJWqHndfXqVUliy7pZe3t7WF1dxcrKCuLxOKanpzEzMyPPX1tbw/3791Gv16UQZCqVgud5GB0dlewb7LPb7UrUIyMWfb/nw+OZLfqXqtUqXnzxRQDA5uYmJicnsb+/j3K5jO3tbfzFX/wFvvGNb+DSpUuYmppCLpfD/fv3AfR8lMzmQaB65ZVXcOnSJTz99NOy9tSSSFfUdDhONh7IZkFJjnNnZwedTgdzc3NScZmBGLu7u4jFYpKPUfsQaYK0fg9Lb5bx9bNEWBoM0kosSADvLdNj+3f1FaQl2PHZfaf7sXtLC3Ea9C1QBs1d77EggTdIA7Ng6BI0XWPWc7QamwuUPgogeQJW77PZl6qZuN2k9nr+b4EOOOwsZdPmD0u4+pn6c60Z2YimoLnoOVgJWF+r58eADpqlSNg8REvQqtVqMs6RkREcO3YM8Xgcq6urwkBLpRKAXgXhbreLWCyGeDwuY0un0wJOfObQ0BDGxsaQTCaxubkJ3+9V7Z2ensb6+roUNmy325KeiQUd5+fnsbW1hd3dXdGaAGBlZQXLy8sSbj88PCyaDiP1gAeHj5nodnJyEgcHB6jX6xgZGUEmk5HM877fC1jY2dnB1atXpXJwPB7H3NwcRkZGcP36dZRKJfzlX/4lbt26hWeffRa5XA7Hjh2Tw7itVgs3b97Eiy++iHq9jl/5lV/Bb/zGb4g/S5vk+N6pAXmeJ1GAzWZTUlfV63UAkJphrBA8ODiI2dlZsRRw7gQ2htnH43EBKgCHAmw0fbqEIw1kWlCxgpZuQcCjfywA2ahY9qODj/ResGPUvmgtrAEPgpq0udIFZq4xuOZmx8H/dZ8a+KwQa/ezS2iwzwtaV9c1HI9rnR9lewJWH6BpwtMRgFb7AR7Y3q32oK+1pjvdXADIz/VL1M93AZxtdox6nHaM7N/FYGyxOFuTiY5+Zj6gf4pSe6VSkaAJRgUynQ+j2Fh/KhKJyKFVamzJZBKLi4tSSbjb7eL06dMolUqSOokZw7nWw8PDGBsbQ7PZhOd5uHfvHtrtNpaWluQMVafTQSqVQjqdFt/T2toaxsfHMTk5KZpMIpFAp9NBpVJBKpWC7/viG2q32zg4OMDGxgbK5TI8z0OlUsHs7KzkAfzqV7+KX/u1X8MPf/hDAbS3335bsq3zgC/QCy65fPkyzpw5g4WFBYTD4UN5/mh2ZfQkK/zyvTBxLk189EfR3EdTJtep1WpJtWQC1MjIiJzNYq5EAO8JItH03E/Kd2n4rr1gQUzvmyB/ltW4XBaJIJDgZ9rE7gIi4L3ZYlzaiN4j/YBLC8BW27PAzOYCY81vXM8A3OcqrZBh+wzSUn9Rm+d5v4Fe9Y0BAP+X7/t/5Ljm9wD8OwA+gCu+7/+X/fp8bMDKajQuQtF/a3Va+5W01OeKtNH96z4tgVmCDjJR9NPwbFRRkMnAMhCOrdPpHHLkU8Ln/Jjpm74NZlNnlWAmoWWWC/peKKmTSdLvEwr1MiuwzIXv+xgbG0Oj0cD6+jo2NzflfFS1WkUulxMT5YkTJ1Cv18X3Mzk5iVKphNdff/0Q2PK8E/1sPOTL0HRqTiwRzzIg6XQavu/L3Lg2nPvBwQHefPNNzMzM4PTp0xgZGcHJkydx7tw51Go17O7uSnZ6mjxZy4u5EJvN5qEs6Mx2QZMcNVZtEgyHw+I7o19wdHRUNCpqWY1GQ862MfM814pVlEkLBFNmwLCalYuWLE0FCVPW0mCBwDJUvX9cmoelfT0+rfkEMWk9VlfgR5BGqMfgut41Z9uPnpdLGA4CLtczXPvZrmu/+6x2GfScD7M9KkD0PG8AwH8A8Gvo5YZ9xfO8v/F9/5q65hSA/wXAZ/1eaanxo/p9bMDK9TL58rTUFKQR6e/YXFqZy2Gtn8d+LMgFjcNe73LAujaCfp5mIFbrsn1ov5Xn9cyDZLA870M/yezsLCYmJhAOh8UHRU0hn8+LptLtdpHJZETbqVQqqFarSCaT6Ha7EurO0HhmdKAmkEwmMTAwgFQqhdXVVVQqFdRqNRSLRdy9exdbW1sy/nA4jMnJSWxubqJarYqmR1AEHoR300Q2MDBwKEv74OCg+MCYEooaDkuM8HwWq/6mUimcOHHikLbAaLxms4lKpSJn2Lju1Hb4bghq9DfR58dow0ajgXq9jt3dXSknQg2OB351FGC325VMFtvb29jd3UU0GpX8iDQ1ugIagqRxF+PVtMa52L40M9b0aUPIXXvD3qdp2dXsPrJ7yQKQS8izQOJaD9d8dI5R3bSZ395LTdAClosXBQFmkNbrEi64Po9au3qE/X8KwG3f95cAwOtlM/otANfUNd8C8B983999dyzb7+nFtMcGrIDDm8hKJToggd+z2Zfusi1rU0EQYevNaCVQXm/LfOjxAu+1fVsitsTskmr5t/1MZ33nmuzv76NYLApodbtdKUXR7fYOxzI9EaV2/r2xsSFaTrvdxt7enpi6yKh930c6nUapVEI2m0UymcTt27dRLpcxMTGBSCSCdDot2dJ3d3cl5dLKyoqYKAmwuVwOq6urh/xO+/v7KJVKGB8fl+drXw4LTlLToH+IGTySyaSccyIYMEt6vV6XQIyNjQ0x2fl+z9fHg8ZcZ+Zso6bJDBb0GeroSuZZJDNjIUcGoDAyk6AVCoVQLBZRKBRkngzJZw7G8fFxeN6DM2BWA3FZHXRzMXPN/Gxfrn1wFBC5wMUCmB2HCxw0netrrHbjEgJts9G2uk+XthQksNrr7BjtWPVv279LWHDxADvXX5BowJznea+q///E7yUnB9yVN2xNw9MA4HneP6NnKvx3vu//bb8HPlZg1a9RIuLhV5rFgjadJRoNVi6istKWS8NxbSZ+b0FNX0fz21EbipKfHSsJWJ+1IaOs1+uSnoeh37yOlYUZPchUPuyTRRx1gcapqSmk02nJvMCxMox8a2tLzIqFQgFzc3NYWVnB0NAQZmdnkclksLS0hHQ6jfX1dUxMTEg0nO/7Aib0t3H+PFuVTCYBQA4rEzCi0Sj29vbEZ7a8vCznnwgynDcDP1ggcmNjA81mU7RDrlc0GkW325VDyiMjI4hGo1IkkZoNz7aRDphpnfMBIBorfWrdbi/VVDqdlgS9PINWLpdRKpUwMTEh31FD0+/O87xDoeZcK2te1jSk6dGCSD9mr2uo9WP2XAOaNDUTtuPREXv2ezuHo6wkdjyuuQRpR+zfBYyu59v9re/RQmzQupIeyVeOmocONNGVHh51+4DPyPu+/8wHuH8QvQK9X0Iv2fmPPM+76Pt+qd8NvxCNL52RYy5/kJUc+ZvakC2BrfvWWhf70yYYmgE08FgCd0UnWWDUffNvV7Pam76eZ5KAHlNfX19HOByWVEck9p2dHVQqFUm5BPTKuWtA04lbGWXIaEAAAghknGtra2L6ox+Jh3nfeust+L4vGpbneYfOTKVSKTHv5fN5ABBTIqP/eOiX5jMeVqaZrtPpYHNzE3fv3pXKwZ/85CfFx6MBkJWHGe7OgJNcLoehoSHE43HJJsGDz5VKRXIr0o8FPNCo9/b2JGqR70QDw9jYGDzPk0zs9Guxz2KxiM3NTRSLRfG3UThYX18Xkyw1NmpYFniOYjRaQLO0FqRNaNrUv13X9ftbj0F/p/tz9X9Uf0c1q9m5+tSCoPaRPWz/dnx6rfSaB629bbofjkmP9Re0PUzljfsAXvZ9fx/AXc/zbqIHXq8EdfoLA1YubcalIenvtcak/3eZAFz2aC3F8vm6/oy+lk1Ld5qZsVkpM4gZ+L5/qCyJHg+DKVqtFjzPw+LioqT8YYQdCykyKe3s7KxI7hp8yNz39/cFHJaWlsQERVOc7/eSuBYKBSQSCczMzAjoVatVOey7ubmJfD6Pg4MDqdvE391uF7VaTebAfITMXtFqtZBOp4WJ0wTn+75okCyYyCwenU4Hq6urEsYei8VkDFNTU4hEIhKJR0GHPiQCPmtHcf4ELJ7/CoVCApS6jhgzU/B/vhOuM4EGgID1sWPHhI44rlqtJubS0dFRxONxiQLUfkzLGC39aUaspXZrWbC+UE3ndl9oAU8/i33rA+v8Xpvs7ZhttGs/8NWaoh4/95TtU8/XBdZ2/9l5BQm8uunx6z71vS7/n6tZ4O6niT2K9gjB8BUApzzPO44eSP3nAGyk3/8H4L8A8Gee5+XQMwsu9ev0sQUrTXB8+Vq7sZvH5ZDk/yQsRrjZTRJk5tN/WybhAkrtvD0qqkd/b6/V9+tSJYwMY/QYfS77+/sS6txutwXo6Heq1+s4ODiQg7j1eh21Wk3Cq8m8GdoOPIh4q9frqFarwlgzmQwSiYRkG2egR7PZxCuvvIJisYhqtYqxsTGMjIxgbm4OlUoFQM/sdvv2bbRaLcmWzjyGzHnYbDYPmfLol+MBXvrBGPKdSqVEQIjFYkgkEuKzY+omlpRnsAh9cvRPaY2YYE9myjUhoGnaopbN4wPlchmpVErqWjUajUPMKxKJYGpqCoVCAZubm+LbGx0dhe/7yGazUoqFdEvBgi0o2MJFvxbgLN1a2rT7xzJxl1XBCnPaIsB11ftL39fPfxwEBnq/2rHSAsJnaEGLY7JAosG9n0Zkwc/yg6B118+yvihNdy6rzKNujwqsfN/veJ73bwD8HXr+qP/b9/23Pc/73wG86vv+37z73Vc9z7sG4ADA/+T7fqFfv48NWD2Mmgy8NzOxq/XbvK5r7YalxG0J0RKs/tGEbu91bRCX1Mf58YebTY+Rkj0BiWU2SqUS6vW6HIwdGBhAPB4XwNna2sLo6Kj8+L4vmkG1WoXv+5J5gb4umszGx8fF8U/NgeNh5N1rr70mpUiYyWFiYgLJZBLZbBYHBwdYXV2V9WWmim63d1g5mUxiampKouAajQZCoZAEYkSjUaytrckaeF4vMnJ2dlayyRPAWLGYJUdYb4oHixmJx3Dyvb09OcvF6r/sX79LZtngvayHxXsIcASbTCYjIemMdEwmk/jCF76Azc1NrK2tCWAympKBMtQoLS2Rhlwg49IYXNqSizHbM0/6Hv2bNKnP/dmxuTQm/Zt/9zta4hL2dL9WwDxqzkF/2/W0e9wVsm6fqa/Vc7NmfJcGyKaB1TXGR9Ee5TN83/8eeuWi9Gf/m/rbB/A/vPvzUO2xASsX4Vt1XAOW3jj97g2SIim16w1lAVE/C3hvLjUrYWkJLgi4XJ9pnwfHRjMcCZzX8ECqNt+Njo4ik8nIId1KpSJ+IAYaVKtVlEolnDx5EhMTE4fy1QFAvV5HIpFAvV6XM0bcgAMDA3JuiwltaYIDgLfffhulUkkyZnQ6Hdy7d0/MWdQWnnrqKanxpFNGsSikfjcsqJhIJFAqleT7Wq0mgQxM5PuZz3xGtDeuezwex/b2tqTrisfjksLp4OBAgiaGh4eRSqUk+0Q2m5Vw/kQiIRomD/va7PYUKuhr4nsioDMxMBPprq6uolQqIRKJSDkWBoDoSEZtDSDj0wzNApZlsvY6axa39GctE0cFImkLh91n+tm2WQHPMnlX43c2Qlffq6+x+y+o6XFYDdEFdnYf8/k6uMpqYvpZ+ho9zqOE70fRHmZ9Hrf22ICVbS5JyCXZuCSiIMLS/2uisVKllaas0zOIsDSBWm3KAq6dIxm3fQ6b7k/XSAKA+fl5YcbMtk4Jv1arYWVlRXw8NAFGIhGMj4+LDy4Wi2FmZkZMpTT7EQwZoUazFxPelstl3Lt3TwIpGM6eyWRw9uxZMfGxDDwArK2tiRmx2Wxie3sb165dQzgcxvHjxwFAzJJcG5o/dZZzajShUAiJRAKLi4uo1WrY2dkR8KTfa3d3F5FIRNJN1Wo1CRdnJODo6Ciazab42xiAQmZGDYgJaXn2ixrZ/v6+mC8JMgyw2N/fl6jDjY0NvPPOO4hEIjh//jxOnDgh9/L4wcHBgQCeZoYuutZAYmnMMmNL6/pvy2BtX3wXvv+ghpil4yCrhm4uILDX99OcuG+tBqUBx5oeNUC4+tNj4Tj4/iyI6bm6LCsWVF1rEwqFRDvVQsCTFtweG7BybRItcQRpSK7/rfTS75muTeXqz45JM46gMyMWVIM0LBK3jjzUTUvFNNPp7wBIYAFLd0xNTcHzeklrx8fHUS6XAUDSNDUaDWG++rlk1my1Wk3Ma2SelUoFy8vLuHHjBnZ2drC9vQ3P86RMxsmTJzE8PIxKpYJ0Oo1kMimZKxj9trm5iVAohOnpaSlBf+vWLdy6dQuLi4sSZl4ul3FwcCAHbTudDmKxGDqdjvjPGH6ey+VQr9cRiUREq+L7Gh0dFSCmYEBzJE2p1MJarZYc/GV+QM/zpD9qtcwQ7/v+oejBUCh0KCqTYe0Mad/f30c4HEaj0cBrr72GXC6HS5cuIRwOHzpITBp2FV900dNRWkWQ0GcFNk3T+nsXI7a07RqfS7izYeb2Whco8G9rIrQWCO3nC9Lugsal52iFTwuOpKV+JksXOHI99fsKOqz8KNsvGjg+VmAVJJVpyQk4XApcEwGv50a3dmE2Ep7LoWmlRRcxu4jWdY3V+lxjsHPn+F3P4zWDg4MYGhqSwIO9vT3Jos7aVWTmBCGW1mg0GojFYmKeY1QcM2B4nidh4Ex7VC6XJZy8WCzi/v37uHHjBubm5nDu3Dns7OwgGo2KdhGPx/Haa6/B83pnuWhy9DwPiUQCFy9exI0bN3DhwgXMzs4KWI2Pj8s4C4WerzWVSmFoaAjpdBrvvPMOKpUKxsfHMTExgVwuh/n5eSSTSQnnHx4elmcytL3ZbOL8+fOirVBrYh4+HgrWpklG/rEcCMGKh4WZHHh0dFRSMfEsGaVmBo0AkMCTGzduoNVqiWZL0yppmv4qF+27JHlNW9YsZenYApymzSCN3/6vn2+FKpfGRPrT5yJJ/65mBUw9LhuUYed+FEC5tKR+gR6e5/U1vepnufiX7cuui24u8+yjbk/A6n02K2G5XryVLrW/QEfTaGmIfXFzHaVt9RuflT5dGz0IHF3ARp+PLjmhw355ryZkMk0A4rxnCqPJyUlhwjoAYGBgQMqz0/+kQ7/r9TpKpRJCoZA4+cmUY7EY0um0ZJQYGRlBJBLBZz7zGcnqwGwZZPgHBwdytmt6elqYFTNknDlzBl/+8pexsrKCfD6PRqOBM2fOoN1uI5vNYn9/HxMTE/A8T4AXAHK5HN544w1UKhWUSiWcO3dONEigFwlJIGAOQZ6LYgJdjoORhEwyS7ANh8PynqgRcU07nQ4ajYbcs7e3h3g8LqH5jHDUta+q1Sqq1Sq2t7flzBZTYDEIZnx8XEAZeBABqjUqTVsumrMah6YXlxDYTxiz17nAyiUIBlkW7D6xGgc/s3vANVd9j0uDtBomn+XyN7s0qH6AY9fWZTGxa8G1siBueZVr/R51ewJWH6AFEaVtdhNYELFajz3ToZ/ncpBq6VF/rkOdfx4pyF5vN5l1GAcxBP6tTTL0HZApU8MaHR09dHC42+2lXqIZKhKJIBaLSWn5VCqFWCyGTCZzKM0PfTR6Y4+Pj0t//J4A6nkeotEoFhcXRZggEPDcUafTwcWLF1Gv1/HjH/8YQC/P3qc+9SkBtGg0KiH6lUoFzWYTo6OjuHTpEr7//e/jueeew9mzZxGLxQQsU6kUWq0W9vf3cf36dTGrMZ8ftSXWjKLwUiqV0Gq1pAgjAY0Z1mm+o/bEFFcEN1Zq1smCmdiWB61brRaazSYymQwmJiYk+pA+MWphQRK6DVm32pVrf/C6h2H8mi6DgMVep2nSjkvf7+rL9qs1NZe/yvat971uNgJPa3dHWW/s/gwCcheAs+k9a8HHvkP7jKB7n7Ree6zACnivNMcXqqUlV/CCJWQX6LiYgEvqsc2aHoKu6ydpuv5nPzYc35optZ/ARjDq9eh2u+IroeS/tbWFgYEBzM7OYn5+XgId6F9idoeDgwMJYafWxabNXwS7drsNz/OwsrKCnZ0dKe/RbrexsLAg4eJjY2MCnDzTNTg4iFwuhy9+8YuIxWL4zne+g1dffRUTExN46qmnZDydTgc3b97E3//936PdbuPjH/84zp49i29+85s4efKkBGFQqx4eHkYymcTBwQE+8YlP4Pbt2wAg6Z4+97nPCVPk+rLycrFYxO7urmiOrClVrVYRCoWQz+clIo/zoNmTiXT5fnXW9u3tbREGCIasCcagFM/zxJRofZIujVz/b7UICw5BtBr0eZB0/zC07OpL7xlXBK7dU0cBr4s3PMw4gv5+2Pm65uQaW9C4XCDp0jA/yvZEs/qAjS86SFtySY39CM4SiSYkl2TmUuutxGnB0XW/C9h0Py6ntn6Gvob/UzrUDmQyUGoYOzs78DxPDqCeOnUK+/v7aLVa8H0frVYLxWIRzWYT0WgUOzs7UiaEmlitVkMqlQIAibbT2hXQ09ZGR0dx6tQpHDt2DKlUSkCO5sFutyuh5tR8tNYYDofxqU99Cvfv38fLL7+MdruNcrmMTqeDRCKBWq2GH//4x9jf38fly5dx6dIlnDx5EtlsFsADQAN6FXfv37+P27dvY3JyEu12G5OTk4hGo1haWsLGxgZKpZJktajVagLAIyMjiMfjcu6KmhzQO0cWiUREO2QCWp5Vo8ZE4Nzf35dAlHK5jEQiIWbCVCol2hjPyDECUYMUn6NN27q2E997P7p3aUxBNGvp18W0+c4sg3M9y96nx2D/5v9aILUZzl3Ps/vQfqf3Ns2yQWPVn+nUbHq++nn22XZNg4CsH5g9LPB+WM2+g1+E9tiCFeC2JQcRsWvhXRtCf37UprX3ufpyPdtFnPZ+OzYyKM2QbJRRUMTQyMiIBDZEo1HEYjFx6OfzeanHFI/H5QwWk9gyByCBkbWjmEOQ9avop2HkHZllNBqV9RgZGYHv+2ISpLbVarUAQEq3x2KxQ+eInn32WSwtLaFWq+H27dvY29vD7OysnHf62te+hmeeeQa5XE7ObjG8e3BwUCLyCCIc87Vr19DpdHD69GncvHlTSnjQv0TTH01w1HbK5bJE/LH8Sr1elyS3DEEnkHter+rv8PCwlLXP5/PiO5ydnZXD2Ay8CIVCqFQqwqQrlYr462xUnz7TxP9dtO1iQFo4sPvJJVT1027051bQe9h9Yhm8/t+Cjm2uz2zQhJ2Htjy4+j1KS9O8yAq/rme6xuzS7PT87fMehj99GO0JWL3PZlVrbmIrUdrrgwBIM0P9ub7W5j2zff+84+dzLGFrqZSgo5+vTW79tDIdDanHSe2g2+2iUChgd3dX/ChM8I8NEwAAIABJREFUx3RwcIB79+5JpnH9jHA4jLGxMTlHxSACrh8lUwCHUjRxDEx2S82A37P4I38zU7fWGLTG8dprr6HbfVDFOJlM4uLFi/jEJz4hB5kZ7KDfPxPl+r6PTCYjUXlf/vKX4fu+lCZpNBpYWVnB/Py8aDuU4jlPVlVuNptoNBriE+Sh4Vgsht3dXQlU4TroQpfMlair/DKCkOZC5lXkmbh8Pi8pqoD3HofQgTaaLlw0aOkm6HpNb5pOLVhq+tWRuBynDUHXwpbuvx9zdGlIei56P3J8NqBEA5MeS9BauPa43Vt6Lno+NprXXm8Fbn3Pw2pVjxpMnoDV+2x8ia7zJGyW2PRGCZJytFSlN9wHlWg0M9HP0wzFgovrWWw63F6fq9LNtSkYsu37vhRf9P1eSQ+WpPf93iHfM2fOSLYL5g1stVpoNBqoVCoCOGSiNItxzAxO8P1eqXauJZk60AMkMu52u414PC4aI++l9kB/TTqdxle+8hX8+Z//uWSI2NnZweDgIL71rW8hm82K2Y3nwDjvRqMhJeV3d3elbD3NaDTbnT59GgCwsrIiiWq12Y1+OAIWs2f4vi9npHiIuV6vCxjpaMFms4lwOCxHBnhmyvM8MY/6vi9FJ4eGhjA2NibPp2mWUZ7aF8m9oZn0Udq9bkFRsOzPZd7S1xDQNS3wfWuQCNJc9P9BGow2A7qEtSDtKag/K/j1W58gzcl1nf3frpUFXQtiLtC0mlnQvP4lt8cGrFwvOUii4vWWUDTBBZ2x4r36N4BDG+RhiERLXLZxnEcBoGU8WnLt50/jD539TGFE4KnX6xgeHpZzPOFwWA7PUmNg9gWCBjUmahh8PkOstYmPWhOj3eiDAR4EY7D0PJPo0vRGpkagJLh97GMfw09+8hPcuHFD6l194xvfwIULFzA6OipjZ4kRanM8rNztdiXQwfd7hSUTiYRE97FWFRPrMqQ8Go0KiHAOfI7WfDzPkwCJ8fFxyYHYarVQKpXEx8VzU/qw9dDQEFqtlpyJi8Vi8jn9gUNDQ5K/kJGIpBHL7Kzw42KsLvrTApu+zvrFdLAI+7BCFPenPdNoQeRhrBQWmLRmp5sGM/4PHDYFUlO2oON6nmsNgsbE5+m9aXmM5UX8bfmWSwPWa+Wa+6NoTzSr99lcUU1s3AxBIei8hr91PyTEfoSg+3JtLOs7sudBXOY5/g7q24KYvlZvPn0dpVs9p8HBQbRaLRkDS0ww6Wq5XMbW1hbK5bIkqI1EInJ4mP4kmgwBSHFFhoQTEDgW5rDT+fHIzKg1sUwG58RcgwCktAn9Trz/Yx/7GK5du4ZoNIrf//3fx8c//nGEQiHJ0k5zpy5ISL8aQZnASHMm0y6dOHFC5smISYaN66wd/IzvoVQqCXBoTYkAzUwXTNHEw9r8zUPXvu+L75A5DYeHh8XXpbPd6/OABAQbEco+SRc26bEGESsIuujP+n6sVmAFPPapTdh6PNqcqO9z0bcWLvUz9Vi1YGefF6SFcJ/Y+/R8XMCm96LlFXqv6wz0Fmz0GILWVl+j34X9/FG1J2D1AVs/wrPROUEv/CgV2m4Efua6ztVIsGQQFmiDrj+q36MkUDIpneRWpxBi5ont7W0Ui0XRiKhhsXx8oVBAKBSSIAugx6SZ4ohnkyj9e16vrAhBiMxQS6M6NJ2RdgQFAp3etNqX4/u+nA1LpVL43Oc+h3PnzkkoPIMbCMBce2acYKQX0yaFQiHkcjkJ7iDoUqvUQSG8p1qtSi5CBoHwvfE5fMfUQPmbWSwIlJwbqwZT2+Q5MwI5UzNx7tT2uL6Wdqg5cOy2fIj2wbqySzwMjdlrghia1mQsSFmAc7V+/fL3w5jFXBqkFVZdGpr+zoKU1UJdR1e0STQIZIPW0gJo0LweZfuotLcPsz02YHUUaNgURPztMmlYB7HLxOeSnvqp4i5Nj8117ss1P/udnof2vdkx6LHYPHGUYLmxMpmMHEidmprC3t4eVldXpe+RkRHEYjHx1/i+L5I9o9cASGJXzpNVeFkihNoGM1ZQuteVeqmlMEAjqPghfU8HBwc4c+YMpqamZI2o2dFnFAqFJBs6M1bwWVwfMs7h4WFkMhlcuHBB7qVWpktz8NBvPB5Ht9tFtVrF1tYWstmsgNb+/r7U9uJaUEsDIADPg72dTkdC0vXBX/3ekskkxsbGxOfWbDbheZ5onlwr/tZHCDT98d3zM9JLUOSsq7msGf3o33WfpVsXwLgsBnxfLu3vKL5gx6V9a0F+NDsnyws0H7FryhYEOJyb9QNaUHwc2uMyjodtjw1YBQGES2LSCVgBtw9K9+VS713Xu8Zk79ebkCAYBFB2Hno+Qb/1c/m3a234t47W4zMWFxfx1ltv4Z133kEikcD09DQajQZarZYwcx6e3dnZwfr6OgYHB6VUPav5Dg0NYXBwUMxkrrIVjMxjYATDs/l+bMogNgIV+6O/bWZmBo1GQ3xAOvqMIenUAqkxkYnzMK4OT+eBXKsJMZksw8cZyh4KhZBOpxEKhSTab3h4WMajy3gADzQ8PpNrxjECkPpiBFC9dkwCTC2PgR8Mmef8tXRv/UNWeNOfPSxgaVN5v2a1EU2f2lR/lNBmP7P7yBVE4uqrX99BzFj3rZ/nEhrZtLYFHA7cChIsXePoBxBBAP+k9dpjA1YukNI/ejNp7ck2y+i1acICn74+KHLPggnNcDbBZT8J0EX0rrFYBhAUJML10NF51EAY8EAtYXd3V4oLJhIJmQNz8vm+j5mZGTmvxLpW9EUxQELPlWMj0w2FejkE6SfS2otmYgQ0ZndnnwT9+fl57O/vI5/PY2dnB5lMBgBkjgQ/giH/pnbIubHaL9Dzj21tbQGAhPczQS9TQLXbbTQaDYkgZCCE53kSEclMF5w/AY/FIhkswrNkfB7Xz/d9KU8SiUTkM86d42ciXgoJ1NIoIDBtFCsdW9+JC5yCtBL7TjUNuu6zdBwUnWj3q6s9jMbh0tpss59b8Axi/hZAjvI3289cc9b71aX1uYTOoGd+FID1RLP6AM1KbBYA+LmW3tj0RrVEZTeOJWJLrPY7NjIHEqYGQvarmbm1jVvpzIKTfaaNimJfdqwaSIFevajr168jFothYWFBtIRqtSoaBJkiy1ow0SsDA1jKnjnvyuXyoTIfZLA0fYVCvdpP9Aex0c/GyEECGf061EQ0DTAbB02Sw8PDUhaEPiCaypjWiCY5AkG73Za+9ZrTBNlqtcRfxUPVnCNNe4yqZEj6yMgI0uk0wuGwJMllvkC+ay2Ze56HVCqFSCSC/f19KWBJsyKBhuZBmmjz+by8B2q47JcBJtSouZ5c06M0qSD60ftEC24WzHQ0p92fVsvrB3au661pzbXHXfvSjtVqlS4Q0f5v15q5QNx+79qvWpBzCZ5BQjaAQ4f+n4DVe9tjBVbA4QAJTXg6JNWlPVnisv09jESjCck6in3/QWgzv9fald4M3PCujWPBxyX92U2gCV7b4/WYCaTML3fq1CnU63UsLS3h4OBAogEnJiYwNTUlEX/01dBMRnNWJBJBs9nEtWvXsLu7i7GxMYyPj4tWwx+OU2sIZKRaG9KHhrW/SK8N/+ehYKaJ0qClmYxmmLVaTa4bGBiQyEBmUaePi6bCRCIhASXUuHK5HEqlEur1OsLhMGZmZsScp2tZ1et10X4qlYr4y6ip8cCv53li6mMZEP3+qdFls1nRytbX1+W8mM3CTtrSAgpzNOqCnP1oXtO+pXsLDBaM9H2awVsAsEza0rULxFxaVdCYbaQk6U/Tkm5WqORnWhuyAqG+T18fBFr9gN2uqdUiXTznCVi9tz02YOXSaFxah2sTaZXcBRxBEh77JVEy5Nj2yWYDKVyErgnVEqQr9NaCHluQtKqv53UEAt/vHdat1+tYX19HsVhEu91Gu91GMpnEyZMnUalUsLW1hXQ6jVgsBt/3pcAhQWVwcBDr6+uHCi+WSiXE43HJzpBKpWQ9yKy1eVb7txjAod+HFjx0rSNK+MyYTm2C/iaCDe/j2kSjUTSbTUQiETl0S9BkZg79bmu1mkQrlstlpFIp8W8xspFRiNTEPM87lHV9cHBQ0luVSiUxH+pQf/oCh4aGBEx11gyuGTXeQqGAcrmMZrOJ6enpQ9q59tOxJlc4HBbzqvW7WPrVNGQZq4uRW5rUzWVN0Pda2g/SioKEzKBn+r5/qMKuFf5s43c2ujLI7K/vs1aTfmNy+cE0vQdl1Alal6Dn/Utujw1YBUku+nsNDP0kFCD4TJOWCm1/Wn23/bGRmervXb4lMkvX95qx6MOjHJOVVC3j0BtVz5WMnFpUKBRCMpnE6dOnUSwWcf36dYyPjyMSiYjmRL8V/Sk85HpwcIBYLIZEIoFisYhut4tisSiHa+mn0c5/O1dK/NokSiZNiVivPfPmaV8XzXrUanmYOBKJHArSYPBItVpFPB4/VA6EmSHa7baYGAuFglQVjkQiWFtbk5yFnDuf63k9H5U+W9Zut1GpVLC+vo54PI5UKoVcLodisYhOp4Pt7W10u70s+NPT0+h2u6LNcf40M5IeWOBybm4OhUIBKysrQpNTU1NIJBKSJJj3cEw60pEauEtCDwKMIKGL79QlIFrtykWr9plBY7LXuPaeHUM/oHLd77JYuNbCNeajmovfsFngcfEy9vHzgPcHaf147ePaHhuwCjJBBEl4VvJxvXBrg+f39h6Cio1kspuBjID/6z71s62UaQFIMxIXkwjaKJ734NyTte3rs0DNZhNjY2M4deoUVldXsbGxgYmJCVy+fBlbW1vwfR9XrlyRjA4jIyNoNBoCPDRl8ezPyMgISqWSnD9KJBISwg1AzGkcm85yzbNX+n3oEh18PwwYASAVfzknmuoYSKDPENGEx/LzzI7O/hn8Ua/XkUwmUSwWMTo6imw2i7t376JarWJychJzc3Oo1WoolUqSX5A+u1arJVk7aJ4kWBC4lpeXEQ6HsbCwAKBXGZhnzajFAQ/KuHDMjCrkAePt7W2sr68jHA5Lv/v7+1hZWUE8HsfOzo6YMc+fP49SqYR2u43FxUVkMhnxDVrzsjaTUSOlIEHN2GWp4BrqgBrdn6Zbu1+OAp2gz1wMO4g/uHgF5xC0n7TAGgRq2t8VBKCaB9n5u/q0whmfYcGL1z/q9gSsPkALWjwXcVkpRBOMNinp31qj0Qxfm610P3azaCIOks7shreaoMsR7NpUei1cEYp2HXRE2PT0tJSlpwmKmtC9e/ewubmJ2dlZHD9+HDs7O+K30mmMUqmUaAmDg4MSWMDcdVxHah9MWaR9UWTqBDAAEs5NYLOATt8Qr9HChr5Wf0ZgpBnT8zxhwEyLFI1Gsbu7i1gsJuBx9uxZ3L17F2tra9jY2MCZM2cQDoextLSE0dFRTE5OotFoiJmV/iFGNo6MjCCfz0uuxf39fbz55puYm5vDxz/+caytrcl6ptPpQ+umAyf4LldXV/H6669jY2NDzIjlclnC7OPxuASe8DgCE+feunUL58+fl6jOxcVFTE1NSQFLCgx8JjVOreXqAAEL+NrkbWla07trz1gBMEir0H25BDW9b6xQSlqwh3Vde9GO3T5DX+P6W/fvCtYKmjfHaAFOr61L23tU7QlYfcjtYVVjTTDW1KDDe4Mcwy6C0c/n32z6Ovtbb0RuJqtFWIYbFDprgVqvhY5w47V05DNqjFrV8vIyVlZW0Gq1cPz4cXQ6HTz//PPY399HIpHA/v4+stksxsbGMDY2hmKxKJoTS4Jw/Ax0qFQqEhHILO8M/9bMTzNpvX5cc5redH5BC+ra1KjHwh+dzYHaCxkumXU8Hkc+n5cSH4VCAU899RSWl5exu7uLK1eu4Pjx41hYWMDS0hLu378vNbhYqJJ+KUYRzszMiLaTTCaRy+Wwv7+PpaUlqb7MZLuM4qtUKhJ+zjD+VquFjY0NrKysYHV1FQBkXXW0I+fUarWwubmJbrcraaBu3bolVaAZFNLt9nImsj4ZNUZGMhI0tcCk115bE+weCNqH+rcFj59HY7D7zgUulunrz13aVxAYWMCxpjsXHwrqw6WJabAiYLlSVT2JBgxujyVYaUnb9cL5vQ1M0Mzfak2e5x0KMdYbQDNC+6ygz4KkPn2d7ttqctrsZefGe12b2yUdaq2RJp579+5hbm4O6XQaV69excjICC5evIj79+9LbadoNIp6vY7l5WVhgGSsAwMD4mthaHkkEgEASdvEqEH6m8gcOT/f70VQMgUR/T/UnvSm1+eICD6ci9ZKNV1ohqrXlwxYa38UEtLpNAqFAtLpNDzPw61btzA/Pw/P85DP56VUx4ULF3D//n1UKhUkEgmk02lsb29LJvl8Po9SqYSTJ0/ixIkTuHPnjvSbTCYRjUZlLU+dOgUAyOfzMmaCCd91pVLB7du3sby8jFKpJFop/XIcPwUFZqWntru7u4toNCrZRTKZDAqFgiQKPnXqFC5evChn7LTvUWvAWjjg2nFPWXp3MVT7bmyzgGL3jmt/BTVLQ/o+CyqaR7iucQGQ5j82E7wLCIPG7hK2XQFY+t6PAqx+0dpjCVa6BWlWlsD7mRC4+cgc+kkUru+stGSJ1T7HAhnv08/XRK6faQNNtOlSX2OjitgPASGZTOLu3bsol8vIZrPIZDK4fv06lpaWJPiA5d49r2emY/bwarWKZDKJzc1NJJNJzMzMIJlMyriY4igajYrpkFqYNveRcVKKJAjx+fb96qALLXlaUOL8telTr1mn05F5Mbs8AyyGh4eRSCRQKBSQzWaRTCaxurqK6elpjI6OymHpTqeD8fFxOVS9t7d3KDnw1NQUJicncefOHXieh5mZGSnPUqvV4Hm90ifj4+O4desWfN/H+fPnsbOzI1orx9jpdFCtVrG2tibvwEr21DYZtcmw/larJb42Rjsyk0Yul0Mul8Ps7Cy2trYklJ9aJvsj3Wh6tYKB3Q9BzNSlkVgmb/vUmpELxOzzXWBB4dWa5bTw5BqfBmY7Xxss5AI3O2+7Nv00uiA+9VG1J5rVB2hB6rX+/ihVXL9szcj0/fpZbK4NaU0LLru8a2yua4KI215jAyc0+GpHt970OgJMp1DKZDISSPD222+jVquhUCgAeJDiiGOhqYlmrmq1ikqlIlWHh4eHkUwmJXNCt9vF9PQ0fN/H1tbWoUzvjDCkKVJL6LrKrw7hpvbLddKf8zfNb1og0EEZZOIAJDAEgEQtMhiCh4zv3r2LhYUFjI6OYnl5GdPT05iZmcHGxoaEytP0d+fOHbRaLZw4cQLZbBbFYhHZbBaf+cxn8NOf/hQbGxsSsbe7u4tut5djkM8eHBzE8vIyxsbGxCxLv1e73cbW1hZ2dnZQr9cP0YR+55wv147rQo1U/9/tdpHP5+Wdb29vY2ZmBr7f81tdvnwZs7OzhwQmrp3OmK+tFJaZB+0Jl4+rnxZlmx7Tw2pcdhzaiuHSaLhvrIbT7xn6Ws7Rdb9eH8unXPzL8ixXnx92e5j38Li1xwasXIStzXq8Rr9klxTHFqTO9yMeF8DYfuyG1YSnCfhhxmRBh0SqmbE2P9gM13Y+/MlmsxgZGcHW1hauXr2K3d1dAL2Ds81mUwIX2CdBA3gglRcKBTkvpLWBdruNmZkZydG3vb2N27dv49Of/rQkeGWmBta80slY9TsjwHAc2iymGTR9Xtq3qCM3dQAB0AMnBjwQmKg9MnXR0NAQpqensbKygtnZWSSTSbzzzjtYWFjA3Nwc3n77bVSrVUk/de7cObzwwgv40Y9+hE9+8pNIpVJ46aWXcOHCBXz2s5/FwcEBrl27hmazidnZWZRKJWxuboq5zfN6Yfybm5uIRCJYWFjA7u4uDg4OUK/Xsba2duigtss0bU3YfO/a/Em/IUGdZ7eWl5eRSqVw7NgxnDx5Enfu3EEkEkEmkxGBguZcmsupzfXTclz71tK7BQytpeh9oPeYS5jT99t9HCSIBmlypHUXqLm0LPsuuGfs863mpO+1Yw4Cyo8KRJ6A1ftsmmi1ZAa8l+BcG6SfVha0yaxE47rPApPtz25CO5agjdcPJPWzXJvSpfWRgTM9Es1fjAaj9qSZPfCgfhMDBnRevGg0imKxKNnWyUTv3r0L3/exsrKCer2OTqeD1157Db7fq4LLar2bm5vY29vD4uIiJicnDzFue9aKoEZmqTOVMw1SNBqVz/VaE+h4jorrxQhFz3sQKRgOh1EqlZBMJjEwMICpqSns7Oxgfn4e09PTuHnzJubm5nDp0iW88cYbYhYcHx/Hpz/9aTz//PP47ne/i8XFRXzhC1/AtWvX0G63MT8/jy984Qu4d+8erl+/Dt/3cfz4cQAQU53v93IY1mo1XL9+HefPn0e73cabb76J27dvH3pnLrDSdGYLWfq+L+ZKnb4KeJDRg0ElsVgMw8PDuHLlCkKhEM6dO4fZ2VmEQiGJEAySvDVTt1Ft/VoQmOmfoPkGNQsWGnhIq67AJX3swB6j0NcGga/lU7xW07K+nt/3m4NLSH/U7QlYvc9mJRutYWgpO2hjBIGH/V4TZZCpQF+v+9Eb00qbQaBp/U26T/ahzWB6/pZ47dxd2pXneYjFYpJ4dWpqSpg/fTx0qrMvBkDQnMSDr0wtRBMTN3+lUkG32z1kssrn8zKmSqUCAFhfX8fMzAx+8IMfIJPJIBqN4vLly8hms1KyQ2tfNE1qbY9BBZ7nHapKTJDSfTA8n+eYuI7U6GgGjMfjUkMqFAphYmICGxsbUkX4hRdewKlTp3D58mX89Kc/xc7ODu7du4eZmRl86lOfEuC/c+cOvva1r+Hll1/GW2+9hbW1NSwsLODy5ctYWlpCq9VCKpU6pP2Vy2U0Gg1MTU1hdXVVssAXi0XU63URJKw1wYKHPhCtNXSuDYMzPM9DPB5HOByWM121Wk38ldlsFnfu3MH4+LhoU/bIQJCmp2nOxaBd1wZ99jBAZfeDFWjJM/o9V1tB7Gf2b20lcQmoep8GCZd6TNYnx+9d/z9p722PDVhZx6j+jE2/UH22wiWNWIJic2k0D6t69yMil+kgSDrVmpHe6C4nrd0MZOrcSFqK5jrwdzKZxMTEBLrdB9nXyeR06iGOgQwd6B22pZTN5/CwqV5rpqjSY+QZp2g0inw+L1GGNE9xXpFIBIuLi5KySEvCOk8gx8M1Yal6antcAx1BxxRLTJNEwNLzKBaLSKVSiMfjKBQKePHFF3Hu3DksLCzg5ZdfRqvVwuc//3l8//vfx/r6OtbX13H58mX8zu/8Dq5fv45Op4N//Md/xOc+9zncuHEDq6urWF1dxcLCAp566ik0Gg3cuHED6XQax44dw/b29qFUUJ7n4d69e7hy5Qqy2Szy+bxkhGfTtKHN4hQ2NFhoDZLgzcZ3yewclUoFQ0NDSKVSSKVSuHXrFsbGxpBIJOQQNJ9Nbc0CpwVR1/5w7S19vQ0osntGC4f6xyXQ8TeFH73H7PjoE9X7z/IaCpL8X4/FWn/0NS5riJ2Taw4acD8KreeJZvU+m/ZZ2MAIKwXZMzguU4ImHL3JbcAEGZmNPNP+I02ULunINtcGJbOx4eq2X/25lpjJiDzPk2g85s4jeNExvr6+jna7jXA4jGw2C+AByMXjcSl0yGwMPPNDExwPljIbO01OPCdEjQTogR7PdnFcOtKvVqsdijq7efOmrEUkEsHm5iaGhoZw4cIFPP3009jf30elUpH+dbQa74tGo6jVagI8+Xweo6OjWFtbw/j4+CFQZFojzoHaRbPZFC3n9OnTyGaz2NrawksvvYTnnnsOhUIBV69exdLSEv7gD/4A+XxeciS+9dZbWFxcxK1bt5BKpfDCCy/g/Pnzh+b65ptvYnJyEs8++yzu3LmDv/u7v0M4HMbJkyclEo8aztLSElZXVyXfYrlcPkQnVjvnmpCmNR2Sji2T5Xktaq61Wg3lclnAMZPJYHV1FZOTkyJ80J91586dQwU7XdqDFnpcQKYtJXouluFbwdJaQrSQasHaWkz0WHXfQdYKa93R9+vfGuj6aVS6fzsv1z1W2H3U7QlYvc+mpRv9t5WOdHOVCrFaE/t2AZ+WvvD/s/dusZGl17nYt3ddWPd7FYss3pvd7Bn1TGumJY0Ew5Alw4YhC8cPSXCMAwcOEOA8BQgQJK9JkOQheUkQIAcJDJ8AJ3kRAgOBjOQENqRIFqS2Ndfumb432WSTrGKx7qx7kazaeeB8q1f9s6tnLE1PWvL8QKOLtXft6///a61vfev78Ukldf0/t3+WMN3sqLwezXgzPUltPLVR1cczB6EuBnacZ+secTtwEZmEQiERaCWE1e/3p4gJJEdQFBWAKIprCrpeGZjnYa4LgERvNH5UPycDkDATBXYp/3R8fIxSqYTxeCzFrsxvhUIhRCIRPHr0CKenp/jmN7+J/f19tFotxGIxVCoVnJ2dIZPJIBgMotvt4vr161hZWZE8DLX6bNtGuVyGZVmSu2LO6tq1a/ibv/kb/OAHP8Cf//mf40c/+hFu3bqFv/zLv8Sf/dmfYXt7W+rGyuUyvvWtb+GXv/yllAV84xvfQLFYFIJJo9HAeDzG8vIyAODmzZtoNBqid8j1wxjxlMtl5HI5xONxFIvFmblOt6b7A/eb9XtGd8AFfPvkyRMMBgOkUilRwqAx9fv9U4rxJmLB/qwLXM3rdEM5PuukbI43HsN0IPV5Pm186usz9zUjJb2vOd+YkZYbkuJ2727X4Pa8XmSbhfq8zO2lMlZmpzSjI7PjmoNRG6JZnYYDS0cA/N7NgJieoWlE3F64CRno8886vt7HxMr1dpMhyYFL4oGGB/USGsCz6Ior0VqWhWw2K7BPOByeWjOKit7mOW3bxmg0Qq/XE8iFXjcjNb0AoaZVE6ZjnRChFo/Hg3feeQeTyWRqVV4aQ538Pz4+xvz8PE5OTlCr1eSau90uEokEvF4vfvzjHyMWiyGVSmEymSASiYhs0XCjwYM/AAAgAElEQVQ4RDgcxmQywdHRkShGeL1e3LhxAzdv3sSPf/xjfOc735Fn+fbbb+P3fu/3JBfVaDTw7rvv4q233sKHH36IQqGAO3fuYGFhQYgSsVgMR0dHuHnzJpaWlvAnf/InODs7w4MHD3B6eiqCwewPNIKJRALpdBr1ev1Tc7XmeDAZg+wTmuXHKJVLprCfBAIBMf4rKyvodDrCCNVj0OyrZp/X/dztWj4rC86M0tzOMSsqe1573nN028Zz8/nx2vQ1atauOUe4zQHm/OC2/5dtur00xgqY7iim4TE7vTYejIie58Hp/WdhwmbIzr9N1pH5m1ne0/O8R7fBMauT6siLz8ZM/GpxXNYItVotUSlvNpsYDAZSsEoaN3M7FLKl0el0OrIdgMBHenFCSiSRkKENF6+LUCOvnWxD/R3/Z90X82p8HlRhIDwFQHIuPCcNGg3f3NwcTk5O0O12EQgEEIlEEAgEcHJyAtu20Wg0YNs2ms0mPB4P7ty5g69//esolUr4/ve/jx/+8Ie4efMmvv/972Nvbw+9Xg+//OUv8Z3vfAf3799HuVxGr9fDnTt3sLW1hcePH8O2bbz//vv47ne/i+FwKLVqnOQfPHiAXC6Hb3zjG9je3kapVEKn04HjXDAXGbG2Wi2JhpvNpqtTNItIYJIhzL6pVx3WzEsWSweDQfR6Pdy9exdXr16dIqzMYqlpp5LneV4UMStS4nVrI6XheXOydzuW2xj6NOOknUdzH611+bwcunmMWfdrOsD/fxqr37rIyrKsAICfAZj7eP+/chznv7Asax3ADwCkAbwH4N93HOfUsqw5AP8bgBsA6gD+ueM4e5/hPPKZk6/2Ek1DpjuHLjw1WVQ8nm46h+JmIGkYOMnw8ywGkb7uz9IB3IyYnlw0JKjvQRssDmoaDEYgHo9HaNI0FsViUaR3Op2OTPC8Jy4wCDwTmO12u58QpWXERAhRq6JzIiTpgcaQhkd7oubzZMRHI0ypJXqyzMVx2Q5SsePxOMbjsazHxfdFo6pVNfb394WZR8OryTnhcBjlchmvv/46LMvC7/zO7+Bv//Zvcfv2bdy4cQN3796F1+vFT37yE3z729+G4zgol8vY3t5GuVzGV7/6Vezt7eHSpUt48OABrl+/jt3dXfj9fqyurkp+sV6v49GjRwiHw9ja2kIoFMLdu3eFCEIJK5Ia4vG4QIUm/GU6cWzaqMxybBj50pnIZDKoVquwbRurq6uiJWjbNvr9vixiqfulaRjdHDrd190men2dbG6ogzlG9FjRvzH3d4Pa3OYFvaK0GUFyfzdWn97H7XzPc0DNa+CYfp6T+3m23zpjBWAE4LuO43Qty/IB+LllWf8PgP8EwP/gOM4PLMv6XwD8hwD+54//bzqOs2lZ1p8C+O8A/PNPO4meiPk3H6aJSXOQzMKJgU9i6no/zaab5ZlxGz07HblxX31NbuG+3qa9RR6X3+t71p3c3K730QOLnZzLWHAxQC61QaVxLm1PpQLCeTRUzCfpSEsbIq0TpydPRlfj8VggP/086MXTgPCaOUHoolT9rllYTImgyeRi0URG0qwrM42idlwcxxHjenJyglgsJkr0AEShgqKxT548wdbWFubn53Ht2jU8evQIPp9PqOaWZeGDDz7AW2+9hXg8jp///OdoNpsoFAr42te+htu3b6NcLuPnP/85vve978G2bWSzWfh8PqH0ezweHB0d4fj4GNlsFt/73vdw584dPHz4EJ1OR8oHqN8YCATQ7Xan8qmfNgnqPqj7kI5wNaGm3+/LumULCwuIRqNwHAfJZBLlcnmKZUhnxOznbuNI91t9DebEbyIe2jCb9+AWwbkZ7lloiN5mHk/3Ib2vibjoY8wyqvp+9b1wXD/vHX5prD7ZPtVYORd31P34T9/H/xwA3wXwLz7+/t8A+C9xYaz+5OPPAPBXAP4ny7Is5zM+mVmemCY/6I6tJ2tuU9fu2iFMT+h5oTknaHrp+vfcf5bn+DxPkr812YamR2cmkmlATC+QTLdisSjRE0kTnHh8Pp8sxc6JU5MqWAxM42Q+B0Y6OkrSS3rQSNFr573pCJj1Xzq643vVuTZGP4yy5ubmpqI3QoAsFmaEyVwYYT/+hucDLmBFis36/X70+330ej14vV40Gg2RKLp+/TpGoxE++ugjgUip//fOO+/g+vXr+OY3vykrKj948EDWiMpms9je3sYf/uEfolwuC9w2GAymcqXvvvsu+v0+Njc38dZbb+HevXsimDuZTOS6gsGgkDvY73V/cetbfJcmi46/pUYjDXq328XZ2RmKxSKy2Sz6/T729/exuLg4tfiljsp5LH1dzzMcs/42ERE9HjV5w8zlfprRZpu1H7dpGN1s+j61g8x/+rvnff606zAN6Ituv3XGCgAsy/LgAurbBPCvAOwAaDmOw8rEQwCFjz8XABwAgOM455ZlneACKqwZx/yXAP4lACwuLgJw1/Lj/5zgdCfW3on2+nUo7ealmLkStwHiOI547zpKMwekCV+4dQC3SYPXOstQ8W+9XRtZbtdFoMDFmkjhcBjD4fAThcChUAjxeByxWEyijUQiIYaLkxafC/NKfAasn2IRMSctv98vhAzmy7SB0dEqjSq3kRjB+p9wOCzPngQM853wfIy0tEfMaDIcDgubMB6PT70HrZwRDoflWmjg7969i83NTTx58gRf+9rXsLOzg2azievXr+P+/fuo1+uYm5vD/v4+rl69isPDQxweHuKHP/whfv/3fx/f+ta3UCqV4PP5RDPwnXfeQbvdlmfGCDgUCuH4+Bg/+9nPBILjd4xIGa3y+n0+31SkO6vRmdECytrI8d0EAgGhsI/HYxwcHCAWi2FtbQ2O4yASiaBcLsu16/fA+jcdFWuDoqNwU/9R93WNYpgRk+775rh6HmQ2y6C5oSFu5CzTIdVjX//e7KPmccxjzWpfhIH6TW6fyVg5jjMG8FXLshIA/k8AV3/dEzuO8xcA/gIArl275rgRJTgItJcC4BNFoDriMgfk8yIr0wiZhnIWLKAHjjaw5vncjqlhDxP60IWY5vXTIJnXxQnatm2BkEajEYbDodRJ+Xw+UfLmhBONRgXC4/pOlmVNsfQYDfBcnDy5Ai4nN11cyevhxMOaJy7ZwRovRmB8V2QdspaLkQyN4mAw+IQUEKMPXVel12ai0QqFQsKA7Pf7OD4+xmAwkOJivgdCmb1eD/v7+7h06RKq1So2NzfRbrdRqVTw3e9+F++99x4ymQw6nQ5+8YtfYGlpCbu7u7h+/Tr8fj+SySQmkwshWxIk0um0sP8Gg4FQ/IPBIFKplNSX3b59G/Pz88jlchiNRmg2m0K+oAMCPNOm05On2bRTpR00GhDLsuQ9EgbMZrNot9toNpsizFutViUaJ5QbiUTk2DRc/FtHKW7Ih3YWntf0WJpFuPo0SE7/Zla0NcvgmXOD/p3+Tl+Pvj/NgJ11X5/1Wj/v9kWc4/Nu/yg2oOM4LcuyfgLgWwASlmV5P46ulgAUP96tCGAZwKFlWV4AcVwQLT7t2PK/zjsAszuHFmTVHUZP5m7H1ol4nUvipO9mmGYlXc2oR3ue+lgmjKDVw03PzRyIbJpwQNoxJ2fSwefn59Hv99FqtdDpdATa0UuxsxFO42TCiZ+MPYqi6vyahvBIGmC90GRyUehLgkC325Ul71OplKx9RcNEw6ihpU6ng5OTEykMJmyoNQt1kTLzLsFgEMlkEslkEqFQCL1eTyZ3275YjDIajSIYDGIwGIjmYblcxmAwQCQSEVIBVR0mkwl2d3dFCJfn/YM/+AP86Ec/kjqqaDSK119/Hc1mExsbG7hz5w5effVVYfqRcEEV+ng8jna7jVarJdE7C50BiAL7+vo6FhYW0G63MRgMBGoj09F0eHRf4ns26wb1WDk/P5dImv2HEXGlUkE+nxcNxXw+L1He6ekpTk5O5H3Yti3lD7p/cBujQZ7bzbBolIN9zRy7/F47e+acoI3zLMTCnHc4Zum4mM90luPq5qSa1zULGdHXqVMas67zRbTfOmNlWVYWwNnHhioI4A9wQZr4CYB/FxeMwD8H8MOPf/LXH//99x9v/3+dz/hUOBiZLNewgfYS1bVNTfSavWbcw9R+bl6ZeYkmg0p7h+xYPJ8JFZodVys6mO15A8mt6cHE3/G3nOA9Ho+QLFgATEhwNBpNPcdQKCQRlFbq7vf78g4AyHa/3z+l4+fz+SSi46THiUu/S8KOXKLE6/VKDofHpoQQ66x8Pp9ERKS1Ey7kxBIKhWBZlhgun8+HdDqNfD6Per2O/f19dDodeW78x3os5q/i8bhElKFQCIFAAP1+H4VCAbVaDV/72tfw6NEjFItF2LaNRCKBW7duYW1tDd1uFysrK4hGo9jZ2UE6ncbTp09x5coV/PSnPwUA7Ozs4I033sCHH36IarUqRdNzc3PI5/OyXhYjp/Pzc1FGX19fl3WxKDPF6IW5VPZ/DWu5IQtuDhDflyZdnJ2dodFoIB6PIxKJIB6PI5fL4aOPPkK9Xhc4mUugABc1dcFgUIg+vD5GW4y83QqItZPG77Sx006fORbdDJS+VzcDaTqDeo5w+z23u+W2tAHTqQk3g8vj8jduzrHpVL6o9ltnrAAsAPg31kXeygbwfziO839ZlnUPwA8sy/pvAHwA4F9/vP+/BvC/W5a1DaAB4E8/y4WYhkaHz26kCR158Xt2FLeJ3/SCTE+Tv9UdxfTqGAHwHCQXaFhLX5PulLMGh/lZX5PbPfC5kDrO50NppWKxCI/Hg3g8LpM+o5izszMhEzAqIjxIZ0CTG3h/2qslNR2ARBq9Xk9yVTRmbHyHxWJRDA6foWajMdpkbs3j8SAUCiEWiyEUCsk10SgOBgNEo1HkcjlZQ6pYLKJSqSAQCCCbzUpuDbiAjI+Pj2VizuVymEwuKOtLS0sYjUYolUoCD/p8PimYDgQCuH//PiaTizWiGo0GXnvtNTx+/BiFQgHZbBa1Wg3r6+vo9/uoVCqwbRuPHj3Cm2++ib/7u7/D8fExLMvC8vIySqUSms0mOp2OKF2cnZ0hGAwKPKjzmaTAU/Lo+Ph4Sr1EowKfRryY1Wgw6DBQZaTdbiMej8tyIf1+H+VyGUdHRxiNRmJsGdFmMhkxUFQvIQSsF900xwHHilu0oseN6RS6RT/6uG7EjVnGw0Q/OHb0tbldtz6uG8Tpdv38zPOa0ZWbo/FPvX0WNuCHAN5w+f4JgG+4fD8E8O/9KhejvS/T29ITpt7fjFp0R3AzEDy+aQDNz+a5gWlIRXt8Zmfnb9gJZ3W6WV7vrInG9PxoXHw+nygzcA0nn8+HVCqFSCQiagj1en0KRtGTAXNPNDqcXHS9Ew0a71/nUWiwOSHxPRHeAyDsPHrd3J9st2QyiWg0irOzs6mIKxQKYWlpSaSU7ty5g2q1CsuysLi4KFGRbV9IBBHia7VaGA6HCIVCQuogDMmFCTOZDObn54WQ4ff7RZWdRrjb7WJ/fx/z8/OIRCKIRqPY29vDH//xH+Phw4cAIFHVm2++ibt376Jer6NWq+H09BTLy8v48MMP0Wq1EI1GZVXheDyOJ0+eoFwuo9lsSt0anxXwLPLVCzlms1mB4vg+NIRlMjk/rem8MB0aLcdFFufc3ByuXLmCXq+Hw8PDqVWKA4GAQIWJREKcqWAwKDlMHovwPceXWxSojYHb2HBDQ0y4zs1wf9oYM6E6/Rv9O1PWjJ9NkpjbsWfdoyajmHmuF9F+GyOrL7RpkoX2NMyQHJgOuU2M2i2CYnM7rv5edxbzs1ZXYOcyo5DnRUpucMNngWv089G5NhonyviQtk3IjiSDaDSKTCaDZrOJer2ORqMhx+Q9MR/B50BjS69a4/F6cmPT+QoaTPOZ2LYtBb3mOebm5qbo5pygSa4gGSASiSAWiwG4gD5JWuB10oBycqfHm8vlkEwm0Ww28Q//8A+oVqtIJBJSy0UNv8FggHfffRftdhvRaBTz8/Pyu29/+9vodDoSzdy4cUOYf5PJBDdv3sTrr78uDMf33nsPW1tbyOVy6Ha7KBaLePXVV+X4Pp8P0WhU7tVkVRIepTNyenqKo6Mj+P1+Eb5lfZQeD5RQmuWh6/7IscB7ODs7Q6/Xw8nJiTgyg8EAwWAQa2trqNfr6PV66Pf7MgEfHx+jXq+LzuLCwoI4HXQUdH/ReS32azdDoSFvtzGrURaTgMRm5vTcxiG363OYhmeWQdXH1lGSmd9yu3ZNenoe0vIi2pfG6ldsGsLTxsTEfXUn4mfuY0Y7JmRgdijteXFC0/RZno+NMBybNmzao+O+pjF1M4A6z8Df8Rq1soO+Jo2b2/ZFYe/Ozg7K5TKAiwmc0Qtp2QBELT0QCEg9ECninEhIeOC96s8AhCrPiI5sQi4VQhKBXhPJcRwxXvyb10Aa+mAwQLVaRb1eF+HaaDQKy7Jk0UDCmowumFfhirw0zn6/H5lMBh6PB9VqFUdHR6jVaggEAlhcXBToyu/3Y3FxEY7jyFL0lmWhXC7jo48+wvn5Oba2tpBIJMTgM8c1GAwwHA4xPz+PWq0mzMvz83M8ePAAly9fxnvvvYeFhQUUi0W89tpr+NnPfoZWq4VMJoN8Po/Hjx9LFOPz+RCJRHB+fi4QJhd+ZETC506DBlzU/73yyis4PT3F8fEx2u22jAv2ZTMfpJtGDegkUNGE0Vs0GkU4HBYl/1wuJ+Qd5kVpYLe3t9FoNOS44XBYroFMwlkrELtN7nqM6u1uUB7/1w6SG9HCjLRmOY86utFziB7/5jN1yyWb59HXoxGLWQjSi2hukenL3l4aY2V2BjdobpZ3Yr5o8zemt6a3u8EKbolRN1jAhDKed2wAnzCObk1/r708bcT4N6EfbkskEmg0Gjg4OJD8D8kIZGMxcgqHw1PsL05sgUBAIi0eXxtw27YlrwVcGMBEIoHBYCBKGFwRmPqEJHXQk+71emg2m1MMvfF4jHa7LdHDaDQS48m8x2g0kvNQK9Dr9UqEAUCYkGtra0LMODw8FFiKHn0ymRRD/vbbb+Ps7Ay5XE6i0oWFBUQiEbz22msoFAoYj8eiLbi6uiqR39tvv42rV6/i3r17Alv2+30cHR1hcXEROzs7EpXduHED77zzDh48eIA333wThUIBt27dEsYmmZOVSgVerxexWEyeI3ARLdEoAs8ksPr9PuLxOAqFwlQOTI8T05HT/U33IcdxJJrlOTULFABWV1cFbh2NRjg5OZliFjabTYE9L126JJFhKpWaMlKmo6nHFj/Pyjm5IS3a8PG3JlFhFpFDj2X9bEwHk4ZFPw+3SI6Ii5vh0fvr+lDzfC+6fWmsPqfmZpCA52PN5v9uIb+OyDSLz+3YZsc1t+uBoiGtWQPLvB83A+0GAbgRPgAIE3Fubg6xWEzycQcHB1LPVK1WReWBzDrHcSQnRKiOEy2AKQiNEzq162j0zs/P0Ww2ZQE/PlPmzchqI+2aCgwapiMdnR49IaJut4tKpSIrEc/NzSGRSCAWiyGdTqNarWIymUgElUwmJcqqVCro9/s4OTkRiI9RVCQSQaVSkbWcbNvG8fExtre3ZaJIJBJYXFxEoVBAJBJBMpmU6JVST81mU9YFm0wmaLVayOfzePDggURBh4eHWFlZQaFQEKmnhYUFFAoF7O7u4uHDh7h8+TJ2dnYk96NV8gm9MeLVNHE+Z0ZXc3Nz4gAAQCQSwdzcHLrdLnq93tQk7ta0M0USy3A4lD7g8/nEgWAx8+bmpuTyCPcx4mekWC6X0el0sLKygo2NDbRaLUwmE4EFdemJOaFzTOjJW0cgptFzG5tu4+95Y1Hnyt2elYbBNWTo1sxIj7/Xc5KWrzKN6Kxr+KfcXhpjNWti5zbi96YnxO1mOA0881r0ccy/TaIBvzcNldt1apiP12BGQPqa3Y5tRmRuBtM8v2ZYcdKmEvpkMsHW1hYqlQqq1arkprg2UTAYFDYdr4/PjXRqEi10sTWNFVUtaOxIsqCeIJ85i5N1JMD9uQ8nUqqwswBYR0zABZSUy+VkVd/FxUVsb2+jWq1iPB4L9DiZXBQ7r6+vY35+Ho5zUTicz+dFTfydd94RcsPCwoIYMdu2JZqKx+NIJpMSBQ6HQ9y7dw9erxeXL1/GZHKhn0fmH6ntfr9f7rfdbsPv98skPRwOsbe3h62tLbRaLdTrdaTTaSQSCRwcHIgDEQwGkU6n4ff7RdopFAoBeAbVaYo5oVo6SoRx+Xc4HBaGoRtsZY4HHrPf78s71saRv0+lUlhdXRUGJSFLRvN+vx/1el3WRAuHw0LAYN8iOsBxYI4T9n8aBW0c3OA9Pb5MspOJsJhojO7rupnnMY/Bc+j/+dm8PhPmdIsATUToRbbfNGP40hgrviy3yR1wl0OhgTA9R758TmBuBsDMM+lO6UZh5e9meXDmtemk8KxO5wZRmsfSnqU22rxmGgsu/eH1epHP5xGNRpFMJiXK6vf7Yjw0vMbzs1iWBoeGTCtR2LY9pSRB5YhqtSoRFaO4TqcjkZHOYTF6YG7Jsp6pxRNaTKfTyGQyIuBarVZRq9WEJLGysiIEAObU+Jyz2azQ0g8PD2V9qFwuJwr0JycnUzmfjY0NJJNJzM/P4/T0FM1mU+6FBpq1V5yIKU/EnM329jaWlpbw4Ycf4vDwELFYDJ1OB7VaTeStut0utre3sb6+jvfffx+PHj3CysoK3n77bXmv/X4f1WoV0WhUnv14PBYtw3q9LvsBEOeCfYP9hcZME1jI7DSZsOYY4XuybVuULTKZDCzLQiQSQb/fF+mua9euwePx4NatW5hMJlLTRqOdzWYxNzeHdruNWCw2pSXJxn6mHT6OD7fxYo47bZxmwXnPcz7N4wHudWo8j3ZGNYRqGjFz/tD3YFmfXLCS278oI/Klsfo1mhvN+3lwmf7s9uBplLgfv5vVocyO7gafmDAjmYCf1vRANCngnwbPmANT3xOvN5PJiJ5cOByeYtd1Oh1UKhW0221RSRgOhyKxRAYY/yd1HYBo7WktP0ZlJElQq862bVFK5yTp8/kQDAaFnj43Nyf0aMuykEgkkEql4PF4cHx8jKOjIwCQCMOyLBwdHclzZqRgWRaSySTi8ThOT08lAgqFQmi1Wjg4OMCTJ0/QbDbxla98RdhzXFQwHo/Dsiwpdo3FYmLgnj59ikgkgrW1NYHxdPRWLBZF9YLKHXfu3MFbb72FfD4v2oyO46DX60ndWzqdxs7ODjY3NxEIBPDgwQNcvXoV6+vrUvDLaIZMwWAwKPlFvq9+vy8Riinyylyf7q/a+aKjwwiX0bk2YIzc2D9JiPB6vZIL63a7koPy+XxoNptoNptTeo7j8VjIJ6VSCbVaDSsrK4jH4wiFQqIoz+Jv5gvdHED2c9N5mzUuNVRHeFwfS48tt6L9WUjP84yJvgZt1EwjbI5t3WahSy+ifWmsfo3mRk3VSVhgNpSn16PR35vNrYO7bTehRrf9GH2Y0MKsY7qdm9/pa9V5L72/jvy0x+zxeFCr1aYwdx6H+ne2fSF51O12ZekJJtE5mOh1cyLTUBOjIMdxBMbhJEPxWTLVIpGIRG406MPhELlcDgsLC8KYYz0UCRm9Xm9KtQK4iOgymQzm5uaQy+VwenqK999/HycnJ/B6vRiNRqjVarKqLtUeKpUKAMg56dXTWIZCITEmVP6g8c1ms5ifnxfCwmQykcLkXq8nrLtYLIa5uTk8fPgQuVwOxWIRr7zyCoLBIBzHES3A+/fvY2trS+7p5s2beOutt1CpVFCv15HP57G7uwvHeSZLxIiOzzsajQpjkdCtZT1jB04mkykDw37CiVjnw3Sf0qiCds7ICmTdGZmQ1E70+/0SaYbDYWSzWalVI7EGgET14/EYT58+RSAQQCgUwuXLl3H9+nVkMhnEYrEpiFmPd12EryMZPRY0UjLL+TSN2/O2m0aFBtQNEtTjzdxHH+PTDIOJsLzoCOuzXNPL1l4KY6Ufmp5o2QnNkNkt6ao7sdsLnxWV6QjL7Gjs/G4MIvN3epIwmx4Mbli6acTMAcTz8lkwx8Pnw/qWeDwuyW5CRaPRSFQlOBkTntGQkDZEOkfAiYYwEp0CTi58HsydMHrzeDxIp9M4OzvD0dGRrI+VSqVET4/RA8VmQ6EQcrmceOz1el0mvbm5OTSbTezu7uKjjz5CIpEQijejPibveZxIJIJsNotEIiGGd25uToqEDw4O8PDhQyQSCVy5cgXRaBTLy8tipDwej5BNePzhcChRwtnZGd544w0kk0lRWN/Y2EAwGESn0xEGYywWw4MHD3Dt2jW5z2KxiLW1Ndy+fRuFQgGXL1/G0dGRFNESgqPjoJcW4Xjgfrpwm++QuSY9Zvj+uI0Rlo74ua9bdANcREvdbhfBYBDRaFSi90uXLuHJkydSL8Z1xvTSOoSR+QxZRgBcFD/bti0lDroAn2NLX68be1Bfpx47btHRpzW3KMuc3DWhSqMlejzxvs1rc4MX9Wc3lOmfenspjBUnXe0RmlGCGcHwOxoLk5rLaMsUw/3HeBPaM3UzKtzHNIDmvbmd1zRKurkZLz0INN2Vk3ooFMLZ2RmazabknBjdMIpinmk8HqPT6cgKvDqPNDc3h8FgIF5+NBqVXNbp6aksfT4ej0XMNBAIIBaLwefz4eTkBL1eT3I7jD5jsZjU4gwGA/j9fqTTacRiMTk+Ix7WGFUqFTk+AKnFikajyGazwvKj7FMgEMD8/DwCgQA2NjbE8+92u3jy5An29/cRiUSwsbEhEyJze3pVYcu6kKHq9Xpyz71eT85PZYrT01Ps7u4imUyiWq3C4/GgUqlgfn5ecmlc5TcSiWBnZwfLy8sol8u4c+cOfvd3fxfJZBLb29v4yle+IpHuyckJBoOBaAWSOcfJn/2Sz58RmJ443SSvaGy1gdPQGu+f/ZkLUvb7faTTafkbeKYpGAwGsby8jFAoJMDj1o8AACAASURBVGSW+/fv4+zsDJ1ORyI0kj8c54LIc3BwgPPzc1y/fh1XrlyRvq3r70xau54L9N/6vemxqcff8yIoRv9uY07PK255bnMsm1GfeUxzTnCDBt2chRfRvoysfs2mow39ME2Pih3M9Aq5jUlb7qMjMD2QTSOjjR3PZep9uXlPvB7z2LMMmfZiua9JizXZhSZpQw8e0ouHwyHq9bpEYH6/X7xdAJIXYQ6Ef08mE1mRl8YjGo3Ctm1RCNdRFRW4z87OJEfmOI4cgwW9lmWJB356eooPPvhAEvQ+n0+iQhqbubk5oU1TB5DeOw3X8vLylF5dIpEQTTrHcdDpdAAA8/Pz8tyoUh+LxaR+KZVKwe/3Yzweo1QqoVKpYHFxUdQx+M5GoxEajYasY+X1ekULr16vY3FxUQgit27dwh/90R+J8kShUEC1WsXJyQmazSY8Hg8WFxdRqVRw+/ZtrK+v4+bNm1hdXRXtPxprQnx0Hng9NBqE64DpeijNEKRxY7/ne2K/1hCg7reBQEDKHejI6KVfCMEyEvT5fNja2kIymZS8ZbFYRLPZRLvdxmTyTG2f/btUKgG4yJ9ubW3JPlr1grAwr1+PdbfJVj8n09CYv9Gf9bNwQz3cDCF/owkqs5AYPcbN4/DvLxqa+9JY/RpNexs69NcJYL2Pqf4AfJIxZCZsP01oUkNuPIa5zfzO7aVrI2p2etO4uv2WTeenNEOJRpiTDxPdACSKInxE4zSZTCRJz4mIhbx8LiQqUJ1Ca/sxUm232zKBsfCWdVU8T6PRQKvVkmfm9/tRKpWwv78/xVg8PT0VyAyATNZUc/B6vUin06Igkc/nkUqlxDDTAKVSKQQCAVFa5z1ns1kAFzDiysoKFhYWZLVkwoKM6PhMbNsWaafBYIBOpwOPxyOU98XFRQQCAQSDQTkeKejD4RDvvvsuXnvtNTQaDcn5nJ+fY39/H/fu3cOVK1fg9XpRLBalFuzu3bt44403UCqVRIuP1H4SLLguGa9TF+7SeSHxgv2OUReVI7g/35s2QhxPhAuDwaDAsrq8QJNneD4auEQigatXr0q/s6wLIgxZjnzmHBOsA2REzD7Nph019nk3kWtz3Oo543k5bzYTdtT7z4Lj3BARt6jMbX/tcOr2RUJ/XxqrX6OZEQSbzqGwsdOyac/H9ILcQn/d3LwmfU3c5nYcfT4TR9ceLb/X0AaT4gA+sTy8fg56AGhdQB3NcOJhvobRFI9PcoBWhOCAisViUxRoXo8mSDiOI1EbJz9KNpERR2iNx6CxI+uLkZNlWUKqYLEp1daZc6J+IMkWZBqSEdhqtXB0dIRyuYxsNiu/syxL1MAp9TMYDIRZ12w2Ua1WAUDo4CxqBiCUe6rLs8YpkUggnU6j0WhgaWlJ3k08Hp9yoJiTOz8/lxV/R6MRLl26BAC4e/cuHj16JAXKd+/exauvvor3339fiAlcHJL3rVf6Zc0UodvT01PJQ2lSDBv7FSNXGjQtTqyXpGff1AoajKJs2xaSB5VRaCgZofr9fuTzeWxtbaFarUpB9GQyQTwel/7La6UOYblcFviPau3MlZLMo8cyx4gef3rMaiNjEiM0YsG+quF8E5rjszHHPMe3m8Ns7jcLmnS73ufNR78pzbKsPwLwPwLwAPhLx3H+2xn7/TsA/grA1x3Hefd5x3ypjJWezHVeRkMXwLS3YwpYPs8T4m/dvjM76Cz8m/+b5+M/PeEDzzw2Nxxas/7Ma5/FbuI24JkxDAaDoiFHTT3W9dTrdZkUaKioUsDz0QPWg4/nptGkJBNzV9QZ5GTCyIoTzmQyEZFZ1lmFw2EsLi4iHA7LgoZc2p0FyxTepbjsYDDAwcGB6P8R7iPMq9UyqK6QSqUwPz8vKu00VlT7YO6m1+vJ86a6OkkdjuNI7VU2m4XH48GNGzdkjSmWBLTbbSwvL2NhYUGgu1wuh3K5LH3h9PQU9+7dQywWQzwex87ODi5duoTDw0NREXnttddwdHSEV199FeVyeYpoYNs2IpEIAIgDwndq2/bUwprauBEOZJ9hRBUKhYQEow2VZhMy3whARGgnkwmOjo6kBo5ra7Fv8h0OBgPkcjmsr69jbm4Ox8fHaLVa0gf4bPr9vsC9xWIR6XQaqVTqE0ZjMpmI46PRBW7TzW28muPK3N+E8HQqwK1p9MeMjtzmEROlcfvO/PxFtBd1PutiOal/hYu1Dw8BvGNZ1l87jnPP2C8K4D8G8MvPctyXxljpl2zCYLOMj1sYbR5P49X8Ww/gWdfAv2lEtOEw4UBtaLQhcYMbzWOZ8KA+rrmPvnZdSFkoFBAKhVAulwXj14W4XEKEx+Qkz4hG0/6Zd6Pny8jI4/EIhMh8BkkVpJ0zV0UIkdAT16cibZnRFSMXvSJxp9NBp9OBbdsSKXU6Hezt7Unx8NramtC5l5aWEIvFRD1iNBohkUggHo8L5KTzIKTZ27YteahyuYxGoyFUemrtkRDCqG0wGKBQKKBYLOLg4AALCwvweDzY29tDoVDA/Py8rGXF3929exepVArNZhOlUgm9Xg/n5+f46KOPsLa2hv39fYzHY7z11lt4//33BYZjtKK1EmkMaKBNxRG+P/YnnbOlorvH4xGqPvuHFrzVURUNG40fj0VHRY8tkiiYMwuHw/jqV78quct8Pg8AEvGTlcnIy3EccYjW1tbQ7/eFFs+lW/Q4sKxn6jAa8nMbS2YE4+bQmvOMSfjSBsoc8+bYZtOwpQlX6v3cosMX3cxr/ZzbNwBsOxfLSMGyrB8A+BMA94z9/mtcLOT7n32Wg740xgqYlkcyabRu8KAO4d226c5lUt/doADgk8WFbkQIt9DeLfIzIxTz+syISV8v78s0gDrSZD6i3W7D4/EIpZiqCixmBYBYLIZsNisQF1XMCXMBmJLkmUwmUsvEglleWzQaRSKRmBLATSaTMlGZ9zqZTJDJZGDbthS9sjA4EonIWkgHBwd48OCBEBM2NjYQCoVEYikUCglpotfriYSPbV/oIbKYN51OI5lMwuv1CmW+VCqh0WiIjFCtVpPnxvebz+dF7y+Xy+HSpUs4OjqSZ03DcH5+LgYum81KUWwoFEIikZCoNRqNSh7NsizRNNT1Svl8XoR219fX0el0sLGxgZ2dHQAQA9/pdKSQmo3PXuesCOuxXzHKZdTESIi5Ob5XKqIz2t3Y2MClS5cwPz8vyuterxfRaFSeP6FVALJQYyQSEYcnHA5jeXlZFE1KpRIODw/FmaHDRPUT9qNCoYBEIiHXo/NufFcantNj163/aQfRHK9ukZDppJqGT89HbkaLY0jnwfQc5WZA9T18Ue3XNFYZy7I0bPcXjuP8xcefCwAO1LZDAG/pH1uW9SaAZcdx/m/Lsn5zjBUfGjFw4uk0KACmjAtf/PNICsC0t+QGD+gJ2ITidIczk7X0Rs2VdPU5zUnF7KBmfsu8NvMYswYnoR2y8Or1unjifI5k1bE4dzgcIplMIpfLSZ7Btm2hYxMGSiQSMvEwGuKk4vf7xfsGgFarhZOTkymygmVZaLVaqNVqKJfLAs9ZloX9/X2Uy2Ukk0lcunRJ5IVYVEryB89HHb3JZIJ79+6JoSX0t7CwIPVbZKhxzSUuojiZTFCv1wW+I2khnU5jbm5O5JbG4zHW19clYqxUKphMLiSETk5O0O12RfvQcS7YgqlUSs7d6XQQjUbl/trttkgWVSoVJJNJ1Go1HB8f4+rVqxItz83NodPpYHl5WSKwer0uRIezszO0Wi1hB/r9fjSbTemPutaK39EoaZYaACkv4Lm5r9/vx8LCAnK5nChxMEojdMp3O5lcyCsx4uU5/H6/GP1YLIZoNIrbt2+jVqvBcZ6RnqhcQqi63W7j/v37GI1GWFpawsrKCtLptLALec8cGxr6dItY9Lg2oyPTMJmOoh5r+lxuhsVtbOoxbEaEsxAVE5J80e3XNFY1x3G+9qv80LIsG8B/D+A/+Mf87qUwVhwMGpNm5+D3mkwBfJJs4XZMNt1JTKPl1pm4zexQ+uW6nVN3WF0XZh7L7VrNjqOhQn1sDe1wEDHZvLS0hL//+7+H41yoJzA/w1ofy7Jk+Qcy1EgkoIoAPd1oNCq5KFK2Wazb7XZRLpcRi8Wk+HYymeD4+BidTgfJZBKLi4vw+Xxot9sol8sIBoNChOCkwzWoxuMxKpUKzs/PxSANh0M8efJEJlrCmqTiE2Icj8eiGH92doZarSZQJQAcHh6KojmjT0Y0pH+nUilZrmQ0Gona+mAwQCqVktwSjXAwGEQqlcJkMkE+n0er1ZJoiTR85tjy+TxGo5FMuoVCAaenp9jc3MTOzg4ODw+xtLSEZrOJ4+NjLC4uSsTHiJRRMCM19jFGHOw/jLg1FAg8K1cgxMhnwfyX3++XMoZMJoPl5WWkUimBYWOxmPQDEmk4Pvk79lU+BzpSGo4cj8dSsrC/v49Op4OzszOpS+t0Omi1Wnjy5ImgAwBEdisUCk3pH2rH0jRYpiF6HtSmnVON5Hxa1MX7nIWMmEaJ35nzwKfBib+BrQhgWf299PF3bFEA1wD89OP7zgP4a8uy/pnzHJLFS2Gs2PQg056gpq2yadbZrA5jQnbmMbgP8MnQfFbH1+G8iUO7wZE8v7nNzTi5RVKzOi4nHsdxpmRxrly5IpN8t9sVPTdGBsxTcaLiZM9IkdEIo47hcIiTkxOZbEgsODk5mfK66UnzHrTArM/nk9qoVqslCvCE9MrlMs7OzsQLZ18gNZtqEufn52JYjo6O5NpogJ4+fSpkhHw+j8nkYjkP0r0DgYDcW7vdRjabxWQykWt/+PAhotGowH7Ly8tiWG7evIlWq4VsNiuQJlfS/epXvwoAqNVqKBaLsmwGlyeJRqMYDodS5My6s+vXr+Pg4ADJZBIAUKlUkMvlhMyxt7cn8B2Fe4FnK/p2u10xEHzWwDRkTfYgJbM0k9BxHKnPcxxHFqdcXV1FNpuVXGIoFEKj0UCv10MsFhNDR7hRR9x00nTdkm3bKBQKGAwG2NnZQTgcFsV2FomzbzJ6GQwGePr0qUTnuVwO0WgU8XhcnBdC3DQcZpmKW/Ri/m06sSa6op+nHuv6b3PucYvyOIfxeZjbzYjqizBWL/Ac7wC4bFnWOi6M1J8C+BfqvCcAMvzbsqyfAvhPn2eogJfEWOkXZdLUud4SG793M04aHjRzXewkblESj6OPR0iF59Lb9bXoCMo0YowKTAjG9Pi4r9v1aFiR0aWuM7EsSzxjn8+H1dVVZDIZ/PSnP5XfczJiYp5UZHPxRSo28J4YeREmZI7h/PxcmHs0FBSXjcfjAC4mXnr+1OXb39/H0dERbNtGOp1GKBSakoQiy4/XFA6H0e/3RcKJ1+j1emXdKtKcm80marUaxuOxkCuy2awUqTIao3BquVyWSZTXv7KyImQUy7pYMbharWJtbQ3Ly8v4xS9+gVqthvX1dcTjcSE87OzsCHRGosfc3BxOTk4QCoWwsrKCnZ0diXDYD5PJJF577TU4joONjQ3cu3cPlUpFCBm2bSOXyyEQCMj9kt1Ix4H9mI6e6c3rWkQaf+7HCZR9PRaLYXNzE6+88oroOw6HQyFlkLzC35ClR7IHxxujZUaqPp9PdBQTiYQQgUKhEA4ODmQZGzpghHzpjGgHhiiCXhFAj21zLJkkJTNXrZEQzYY1jdsseNGcE3RzM1yzHE83GPFFG6wXdXzHcc4ty/qPAPwNLqjr/6vjOHcty/qvALzrOM5f/yrHfSmMFZtbLkpT2LURMD/rVW11OM/oQ9cz6WZ6VPysr4nnYXML9XWnp4dndmI3T+95HUYzkrgvDRUHHe+bjfU9hEz6/b7QiemJUjeQSg8AJF9F6jjlcs7OzoSswLwUF1wkfNdsNhGLxWQNqG63i06ng/F4LMw85rO4MGAkEhG4jc+Cq8+SFn1+fi6TMxdXZD6OyuOs3yJrjs+l3+9LPo1Fxfqeo9GoTMgejwcbGxsSNQ2HQ9RqNfH033vvPSGatFotFItFWZ6ez4w5sEQigWvXrqFWqwnUurW1hWAwiL29PYnyGJlwQUfbtrG+vo6joyPE43EhwxwdHYnSBguo6/U6jo6Opoq/aUB0Y7ShITmNVLB/k3m5vLwsahyk8ZNQ0Ww2YVnWlKrEcDgU5iajPZ6X5+Z7DAQCuHbtGgKBAI6Pj0URv9PpiBEkGYRrZGUymakVqAFIrpLRIiFIntccqxxvz0M19HxiOpDmnKDHtbldO5RuhAqNBukI7rPMBZ93e9FQo+M4/xbAvzW++89n7Pt7n+WYL5WxAqb1+IBnL9rE4YFPGhAzqtL4vWbm6P/17/m/Ce/ROJheKw2fjvZmQQpuhse8x1mYuI7EdBSpozlOQIPBAHt7exLpEFKhUjahHeakyJZzS1abg5z3qUVtacwoLBsMBoX+zXwGdePm5+dFp7DVaqFcLkvN1Wg0EvIDiRu1Wg2NRkPgW61aQeNKWIv/JpOL+i6v14uDgwNcvnwZPp9P8nfAM7JGLBZDJpOBz+dDKpUSGrXP50Oj0cCDBw9EQJfH1NT8ZrM5BZ1ms1lEo1EhINTrdWHMBQIB5HI5PH78WM5N4VtCgzwvSRahUEhIDGRtjsdjxGIxOI4j65ixLkz3OQASqRLS0gaLBsxxHASDQWQyGeRyOXFMWIYwHA7x9OlTDIdDLC4uigwSSwIYlbGvMZpm/yTZYjAYyPpXxWIRvV5P5Jps+5m+JY3PYDBAsVjE2dkZqtUqdnd3sbW1haWlJUwmz4q16cDxPk1ilhvUZkZEJlqjmzbws6IrM2rTZI5Z413/Tjubbk7ui2pfpHH8PNpLY6y0d+MGu2nDwc5Dw2bbtniV5ovW6hHAJ+spzM5BD0hT3bmfZgSZnU1DjDyOaQDdIEvTs9IdyBxM/GyqpdOYj8djHB8f4/333xcCgOM4wn4jy4/rBkWj0Sl1bFLUaYioMMEcwfz8vCg0cP2hfD4vbEEtPkqD0u12BSoie67f70vuqlqtotfrCfstEokITZw1OYTmqMBg27YUHNO7JlGEy8+TIFGtVrG+vo5UKoXRaITFxUVYliWK7CykZl95/PixaNb1+30cHh6i0+mIYoMuQE4mkxiPx5ifn8doNBKjRQN8fn4umoDxeBwPHz7EcDhEtVpFKBTC5uamGBAajkuXLqFUKqHf74tafCKRQLfblfXKWItG0gQnbo4DzaZlLlL3e124zkLr1dVVbGxsCLzpOA7i8Th6vR6q1aoUNJvOnDaIlmWJuK1t2xLdctVkOmBcnoUKH4zYtPSTZVlC2x+PL9bF4vNfX18X1qkuOqfKBfuwGdm4Qfkcc3pfN/KW229Mo6e/19C/Wy5NGzq3a/iyfbK9NMZqFsTHpnFdbbCehxtrWJEDCnCPqsyogk13ILNDmYZlFpzA42hj5XYuE07kdWuokZg9j0GY0+fzodfroVQqTenbsYaF0VU6nZb6I2L0VNLWCXMm5BmtWdYzPcHBYIBms4ler4dcLifRBfNghN9oOEhmoDoEc1KpVAq9Xk8IF1p7kIaHsJnWCuQzoBGjYaUqg23bsjQHlR446VMd3bZtVKtVyWFxTay9vT2pRSJBgr+zbVtWKWbkuLi4iMlkIon/er0uFPxgMCgqGZPJBK+//jrm5+fF0FD7j+8hEAggk8kgmUxiMpkgkUhgdXUVxWJRKOX7+/sC5/IZmxGm7o86d8t+Q5UR1m0lk0lR4WBES6Fg5jsp7tvtdqV/Maqh8dNRFvsT81ms+QsEAkin07h8+TIePHiAWq0m6it6fFDdnzm+8/NzWZjT4/FICYTjOIhEInKvGhZ3i3z03KBRj1lj3nQ69djWiIfezuObcwB/O2uued5c9iLab5pRfGmMFeBOB3czYqbnw5fPAeTG+tPeziwmoe7kuoaK20zj5BZFmQlccx/bflbRbnqpGvPWv9GDw7wnvSos80SXL1+WostIJILl5WWRHlpZWZF8Dydlyhoxf6KvVU9CvV5v6nkT7iNhw3QyvF6viJvSsCwtLUnNlt/vx8nJCRYWFsQbB4Dt7W0cHh4iHo/jK1/5Cnw+H1qtllDwSQZg3sdxHKGq00hx4p+fn4ff70er1cLCwgLW19dRq9Xg9/uRy+XQ6/Wws7MjhA9GfysrK7L0h24nJydYW1tDpVKBx+OZgq4ymYwszkioKh6Py/MajUbweDy4evUq2u225MuePn2KWq0m8GQ6ncbjx4/FOUgkEohEIuh0OiiXy5LHoZECIFEtJ3ZGOVTxoOGwbVu+Z+HuxsYGVlZW4PF4cHR0JOr2tVoNh4eHYijT6TRGo5HUXLXbbQAQZ4DkCpMoEAgEpGjY5/NhbW0No9FI2Js0eK1WSyJ89ic6WzSwPp8P3W4Xi4uLU44I71+Pcwrs6ojLbSy5QfKmodLbzLE5K8LiZx1lcXyYz8iE3s3tL6J9aaw+x2bCX8AzWI+TljZgNAC6Losvnx4NPTidy9L7cD9g9svUhsj0tvhZX7PZsSkKyoFqHkN7wTqC1M+AUAmhMCbjmU9glJNMJqVOJplMYnNzUyIsCoxyeXROPoy6CBuyAJa5HwAIh8NyHuYePJ6L5UVisRhs20YymZRlRigTlMlkJIKjsWI+LZ/PS9RUKpUQDAaxuLiIpaUl3L9/HwcHBwIHtlqtKW+fWoNc62p1dXVKlSGfzyMQCGBraws+nw97e3uinN7tdvH06VOJpIALwkk6ncbi4iIODg6EJNJqtbCzs4PV1VVMJhM8efIEb775pkSxhMr0e+eEVa/XRZQ1m80KHLq0tIRWq4VGoyHrYaXTaRwcHGBlZUVyY1T2aLfbIhLLyRp45iRQusq2bZnkOaGb0dX8/DyWlpYkkmI+rN1u49GjRygWi1hfXxfoWKvRExKlw8AISpM3BoOBkCwajYbIWBH6Yz+kkj+jI7IJGZExv8h8Vr1elwJyjhc9rswoR88Beoxy+6woyIyqtPNoOqQm2qLPY/YFM7el9zMd4xfVvjRWv0JzC3tnwYFuIb15LLcIDHhWm6VZQyZGreFC83pMrFqfTxtAE35g46AyYQa3Y2uDp4/DiV4Xd56enqLRaOD8/BzhcHiKLRcKhYQcsLi4KEs/WJYlEkykRQOQaMm2bSn2pdI2i1JZ08UJix41i4KZL+MSGqlUCicnJ2g0GkKmCAaDknci2cNxHClM5XpRnKSy2SyazSYA4MqVKzg7O5PoJp1Oo16vixe+urqK9fV1uR++l2g0ilKpJPdx//59nJ6eolwuS5TR6/Xk+kulEizLwuLiohhUMhQnk4nUYdXrdSSTSVlKgxMqc3DValUU33u9HtbX16feO+u3ONEWi0WBZ5kTYmTCyIcQrXZaGBEx/6WFcAnNMpr2eDwoFArY3NwUKHc4HCKfz+P8/By3b9/G3t6eRIxUmCAbcDgcitFhxEOYmjV6tm1PRUXUAPR6L9YD05Fau92WccM852g0EthwaWlJnjVwoZji8XiwsLAgYsDm+DcNkGlkNDlJ/z8LGeGY5f8antfNdH5n5ajYdBqCY/6LggJ/k9pLYazYNJzHxhepRSvZ3LBm7Q25sfV0pzBhA+6jcWxd12H+XpMw2DFN+rCOnPhbeo66Al53fM1o0gbQ9MBosIbDIRqNhkySlmWJ0Csn8UQigYWFBZHG4YKLlUpFJgXK2lAglfp98XgcHo9HpI0IaXEiY80Vi25jsRgikQgajYYUfHJCZ/0U75VQJo1ot9vF3NycSDDFYjGEQiFcv34drVZLVgFmVMdVi/f39yUfRpp+IpGA13uxkGEkEpFz3rlzR94LDUqlUsHjx48xmUwQDofx2muvSVTJeilS9CORiBStptNpZDIZKTbmciOk23O1Yi5b0uv18PDhQ5F2ajabQkLge63X66KcMZlcLD759OlTydn1ej3Zn1E2lS3oPDC6IgxmWZaUAfCa1tbWRBl9b29PIq1+v49SqYTxeIxCoYBsNotut4tut4tCoQAAqNfrUlemkQAWb9NY6pWNSbphzml1dRW1Wm2qkJjvhIaPi27SWdLzQqfTEZFbPgfmPkm6IMlERzG6aYOi/+Y5zO/0+fUxdMSka95MY8k+yGOapK1Z5/u8m5sz/bK3l8pYsbmFwWYNhY5StAExj6OLIoFpGJHbzCJbTqBmPoz5IdPgAZ8kYJjGz+3c+jp1zkqTKIBnRtctf9Xv91GpVIRNp++XdTIkS4RCIbkPTuLn5+cSydD7Pjg4kDwUqec8Tq/XkxxENBqVY3a7XSFReL0XiydSwJWLFnJ9Kt6z1+vFysqKrGnEXBbljLikCc+1trYG27ZFE5AGi9uq1aoYEk5wrGk6Pj5GOBxGLpfD/v4+dnZ2JO9F6v3jx4+FEDAeXyjAE97iQoqTyUREdQGIojsAKTQmY5JGJZFIwOO5WIa+XC5LUTXJHjSCJCpwyQwaqTfeeAPValUKsOPxOGq1mjAgAYhzwX7Fd0cDwBwQJ1PKS4XDYTQaDSm+rdfraDQaaDabSCQSWFlZwfz8PGq1mhy/0+ng9PQU7XZb1rxidKORCRb+DgYD6dcsTUgmk1haWsLdu3dRrVanFDEIWQIQqSw+V0L8xWJRonNCtjTCLFDmeDIJViZMz6bHrjn/zIL9TVjQjIpMo0bjqffn3KBRI5ON/CLal8bq12xmrobfuXlFen/zsxvBQncqc7v2iPQ2diIaL30eMxFqbteNOQSeXxdr6vzaLCOl74MDn8KqBwcHmJubE0ba9vY2Hj16hGw2K8WwqVRKku08DtUhqBReKpXQarXQarVE+RqA5AYYYejc1WQyEVox71+z56htZ+YQmPzmvcfjcVGp4LWS5EIa+8bGhjDYmJDnEu+k4du2jXg8LvkTTUZ4+vQpQqEQbty4gV6vh1arJfAdcJHHqVarMhmvra3h6OhIVOHL5TLy+TxCoZBAbvTkCcEOBoOpa2Suxu/3Y2VlReArXsp7xAAAIABJREFULpFxeHgo+2UyGYkOqtWqKNtns1k8efJEclTUzWOxLKMRPXkyj0RJLPZP5knn5uYkIqYBtm0bx8fHuH//PrrdLjY2NlAoFAS6W1hYEHiT0SNV8+nI0RBT6YRjhwQb1sfFYjGk02nkcjl59/oYehwRonYcR6SpeJ+Ux+LY1UXSPAYdSV23qMe8GU1xfjBzj9oQmbkqNrfIjfuYOWw2kxn4RRmRL43Vr9DcXpwZXXDbLJbMLAKGhhfYSWapYujoisd0M2qcCMzQ3y3HpiMzHYXxf91RdYfWeSzzHsmSol6cx+MRqm+9Xsf29rbQw6mkQCiKNHEqoTPBXalUhBrMvADzGLZto9PpCC2YJApOyolEAq1WCwcHBwgGg1hZWZG6HE5yJycn2N/fRy6XE305GmfS3TnJDYdDRCIRWUKEeR3WiPHZUNk8k8mg0+mI9iAjSebV/H4/Go0Gut0utre3MRwO8fWvfx3vvPMO9vb2kM/nBbbM5XJYWVmRaGRzcxPtdhvn5+ciRsvIkpHgcDiUa41EIjg9PcXx8bEYtHa7LTT95eVlWegxl8vBcRzRWZxMJmIcmFe0LAulUklyPoQWSZ5gbofPklEE+6pmCzJqjUajYnS5NH0ul0O73cb+/j4qlQpisZgshPjkyROJvMvlsuTMAEzVOmnlCkbvjDwJ/2piiNfrRTabRSwWQ71en1LCp/PD8dPtdsVAx+Nx0VDsdrtIp9OwbVtYj4woNaKhDbk5njmmzJyWfqZuvzGPp8f1pzU99vX59N8vun1prH6F9lnwWbd93HJNHDgcsJpEwf1NNQt9fBoztxyZSY7QhsWUPeK+z6Oi631nYekmDZ+wGOtf9MKKpVIJBwcH6Pf7mJubQ7fbxfr6OvL5vNC1qZxAIsRoNBIZJRbDjsdjmZSYBOfkQQiO5I1eryfXxjWdeE8AJG9BmIur7HLpC8dxhFUGQFQT6P0z/8LnRr26VCo1lZdhHVYikUCz2RRVB0aAqVQKR0dHkrOyLAvLy8uykq1lWbhy5YoIrVL+x7ZtXLlyBcViEZlMRt5nMpnE6empkFA0dZ75oJOTE6mnKpVKCIfDaLfbMtHq/kl24HA4RCwWQ6FQEGiVhITd3V10Oh3JHbKuSrND3fof4WFS7RcWFpBMJnF+fo6DgwNZq6rf7wsJgqrrrKljjo30ezqBJPgwF8oJnsiINpyJREKIP4Ql19fXsbW1hVqtJn2JfZokE97jaDQSuSwuzAhAong+Jz4HqrholXg9lswIx23yNpEY7aTq6OvToit9LjdjZKYRXnTO6jexvRTGSr88t2hGb2NzM1T8zCWwzU5ihtv8zjwP8Cwyc4PigGeFs2bC1GzPS6K6DRTzvrgvJwFOPPpeyGKjICwVxzc3N+H1erGzs4NSqYSNjQ1ZmiOdTsuigSQLtNttWQKexbrAxUSfz+cl30R4iZMKV/vVS34w6iJERoFbesA8h279fl+UCAg9DYdDtFotqeci643Ej1wuJ8uLABC9wcPDQxweHmJlZUU87nw+L9Ho/fv38frrryOfzyOXy8nSKfPz86LuwXwYa4P29vYkP0P1ilqthlarJUaLkV86nZaIi1EKl1Yh1JpIJKTW6+TkBIVCQTQQGYkUi0VZkZlFtaenp2KMNYFA9xttvNjv/H6/0PojkYgsbcK8GVdN5tIm8/Pz8ntS53n/VPJnZKNLQVhfp+nnPAbh2dPTU8lNJhIJpFIptFotYRnati3MSk2Rp1Dw4eGhiAzTgSmVSpJjCwaD8szm5uY+gWCY8wb/5nM0NQfdIi/AHfI3mxtC4jZX6LlkFtv582xfRla/RjNfoK6ONzuVJkdoWI/705PU3o9b5MPt3F+f2wz3dafTHpCO6Lidx6KB0d+ZcKAJUZisRo3HMw8AQCYaGhm9kurKygpOT0/x4YcfityPzs1Q2456fixS5Xafz4d4PI5CoSBQD2WW+v0+6vU6IpHIlNRQOByGbdtTFPrz83OhvgOYWqa93W6j3+8jnU4LXEmYixRoTb0ej8eIRCJi5Jg/ISxaqVREUYJG74MPPsDW1hay2SwODg7g8/lE7eLg4AAbGxs4OzuTRSsJi3FJEQBipAuFguTnms2mQKSLi4sIBAI4ODiQJT/i8bhEptVqFYPBQKSpbt++DQC4d+8eWq0W8vk8Op0Odnd3JfdWKBQEZuQyKDSEjCQIT+o+qyN39hvCao5zofZAYd1GoyEqH9VqFcViEc1mE+vr6/IuLMtCJpORfkzRYC7XQnkmqvnzHZPIEwqFpC6LjM9msylsVcdx5PjsX3oc6ntj36I2YzAYRKlUEvFhvgMAQmnnuObv9RjjeKZx0mObeUC3NAAdR9PBdnNo3WA+btNzgEaA9Pcvqn1RUOPn2V4aY2VCGMA0A9At8jAnf+398LM2bG4sPk7+ZqTDJLKbYWFkY+banudlmZ2Rx+L1aQOlOzK/Z2Ka+1DUtdvtYjgcCoV3MrlYsC8QCODRo0dwHAdLS0vY2NgQ6i/p7rFYDN1uF48fPxYFb7ZwOIy1tTVRCqAnrOuh6HEyulhZWRFppFKpJEaSE0alUpH3Oh6Psbu7i4WFBUwmE1nNNx6PIxwOo9VqiQdOQ3Lp0iUpQm42mzg6OhJD1+12YVkXtG/mQ8bjMYLBID744AMsLy9LFOb1erG0tATHcfDo0SMsLS0hFAphfn5elugIBoMIh8M4Pj6WpUi4qjCjMEYZzC8RtmQejgW7VF+vVqsi6Ntut1Gr1bC3tyfvn7BiMBjE0dGRQF/UIfR4PPjwww+lX2r2HOEuIguEwrkNgBTYZjIZmawymQwODw9xfHws0Oz8/Dxs28be3h7S6bQ84ydPnmB5eVnyi5lMRpiTtv2snMGyLFnYUk/8zJnxHZG0lM/nxdHSAsGE7LmNBpN0fkK8ZLPy/ijxxWiX/xjpk+rOY5pOIa9ZzwkmSqMNzywI0DRW+rdm09vJYHzR7Utj9Tk0Tvw6X+MWOuuoSxshTdEFZusGsrlt152ZxwWm5VP4W7PTmnClGwwIfHK5EpNcwXvUg42GS0dYZI0BkOLSwWCAy5cvo91uY2FhAdlsVhh9k8lEFtS7deuW1DZREYKQH+FE7s/1kzhZTCYTtFotbG9vI5/Pix4eyQ5csI+G1efzYXd3F9lsVqDJXq8neRTmjng+1ir1ej2Z8DlpHx0doVqtYnt7WyalV199VQpnqSxPI3BwcIBUKiXq6KRB814tyxKCCL37Tqcjk021WsXx8bFQpNk/SS5JJBJCQnCcC9JEMplEsViU3CDJF2dnZ1hYWMD5+Tnu3LmDSqWCeDwubMB6vY7l5WWJmsbjsVDXSbJgnRz7lK5v4jUzX8iC22w2i2w2i6dPn6LX60l9GJ0ej8eD1dVVMeQnJyeiwUfnI51Oy2Svx4EeD3rbZPKs9guA5I8I7TnOhaBtPp/H0dHR1KrLjOx4XK18YlkXbMREIoFGowGPx4PFxUWk02lxSnV9Fd8LnyfnDD029TWb6Aavww2m47jUhsmNPMH7dTNy+lhflBH50lj9ik13Ct1hdJ0Em+5gOncEPPOOGNa7ESt4DrO5Mff4vTYk2hDq78zv+Vs2t+ht1r78W3d+DQNaliWeJO+bSW6PxyPJbOrk1et1ScjH43HB/Rn15HI5ZLNZLCwsCMTE51Sv16Umye/3Cx263W5L8ShraLh6Luuy9vb24PF45LfxeBydTgf5fF4YcFpD8Pz8HLVaDZubm0gmk2i1WgiHw1LsS3Yd62vIcOQEx4JjFq2WSiWBrc7OzsRgcYHGdruNUCgksG+1WsV4PEYul5taDoMK4Ts7O7hx4wYePHggebnLly8jEAgIJK0JAeFwWIgfLLaORqNipF955RWUy2V0u12Ew2GBap88eSI5FzIRCb0Vi0X4fD5Rf2B0zoiXz1SjCWT8hUIhifBCoZCw8JgDW1hYwPz8vFwP19xiRMPIM5vNijFhvyZ8qw0Xr0UvzkgYmpFvKBTClStXsLe3J9ehozQaYxJEqJjBtdKy2SwCgYCUVoRCIYGTCRHT8aVjwtIIPf9oI+RmqMzPbnOHmzEyIUDT8Z6Vv/6yTbeXxlix6Rf7PKMCTBfZsc36TjedQ9IGjfu6eTfa66LRc/v9rMSomfMyj63zb25EEl074jgXy5wzZ8NcAA00qb7MDdi2LXkpAEIRtyxLiigzmYtVpsPhsCxrQdbW4eGhRGYkOCSTSZE/InFBL1tPAgKNQKlUksnm7OxMaPMsCg4Gg0in0zg+Pkaj0RAtwnA4jGg0KlEFcxZcfoMqG7Zto9lsolqt4rvf/a5Q1JeWlgQWisViaLfbQmlnXmt/fx+XLl1CoVDA7u4uGo2G1GDx+pPJJBYWFmTZkldffRW7u7uyDla9Xkcmk0EsFpvSw+MkyqVDmOsCIEY3Ho8LA5IEhStXruDp06d4/PixLGdCBp0WsKUhYn8EILVf3W53au2xdDqNaDQqdXd+vx+lUgnlchmNRgOLi4tYXl6WxTcJ+RGSZb85OTkRqJkq/MyL0SjwukhFZzRIWI+kGfbbtbWL1ZiLxeLUmNUOplabz2azQoahM+L1enF0dCTsU44LGlo+X84RHM86b6UjOZNUweftNmeY85Y2dHpO0LkyvX1W/vpFtt80o/jSGCud+ASmIT5g2vPRTCdTxFNTVHWykr/jQOLEa4bz3J//m/AGO5r2ytyo8OYkotmF+rh6m44W2ci6AiCMLEZXhEMYfVIxnBELk96TyQQ7OzsIBoNSKEzPNRwOY3V1FbZ9UUvVaDRk+QvKJOnojF6t41zUArHeCoAYlMlkgmq1in6/j1qtJvDYZDKRJcyXlpamFlekdE4mk0Gr1cLR0RGWlpbg9XqRSqUQjUbx6NEjjEYjLC0tCVFDLy8RCoWwv7+PYrGIt956Czs7O1P6gTTO1EnkgoKE+RKJhNwTi2+z2aw800wmg3K5jDt37uDGjRtIpVJSpErVeK/XK6v5FgoFlEolMXqMDnu9HhqNBtbW1gAAh4eH0p8IeZKeHovFsL+/LwQaTrymwWIf1YQe/k/xWNZWRaNRLCwsoNlsYnt7WxaJXFhYgM/nQ6VSEVZpv9/Hzs6OKJc4jiP1Zm5OoC6yJcGGkKpek4w0dJYgULCYqzHzHjlG2I8JQfZ6PTx9+lTeGZ0BFsZzHwrwsgyBRCi9HI4uVXEzFCaq4raPabA0lKjnFm7T+7rlvL4IQ/KlsfoVm355Wo6ETYfQ+jfAJ4twdTMNgBmV6f1mHUfnq0yMXu/Dc5jRkT633o/7stGQafafNkb0VIFnytqWZUlkweQ6659CoZDUT/n9fly6dEm2eb1eYQhSGqnVaiGdTqPb7cK2bRweHuLg4ADXrl0TAkQqlUKj0ZBF9vx+vxQM87739vbw+PFjpFIpWJYlOR0asvH4YsFCLntBdYdGowGv14vl5WVZSTibzYrsESO5paUlpNNpgdrK5TJGoxHS6bQwI4+Pj2XRwsPDQ1y7dk1kkQaDAYLBIICLZVVoVAg32fYF9bxYLMoyHWTNsf5qb28PhUJBiBaO4wiBJZPJyHOen58XQVwNkzmOI8+FTEwal36/j/39faGpezwXy4hQsYLEE52b5SSoc62chAOBABYXF4XhxxolklI8Ho/Af4z2lpaWRN2eCin8x8iN9X40AHSidFTFPtnpdCSSpWGgw0HDt7Kygnw+L+9ajxMaaY4L5gSZuzo7O5NarWw2i8FgIPk17kd2qZkP06xgNhO609+b+3CMmxGVni/4nY6stGHTDvYsBObzbF/EOT7v9lIYK90h9EPUn014bVZnMkNu87NpMLSx0B7U8wwg9zHJFxqm0zk2M3nrdh/sxIwoORHxO3MpCD1Q6K1ShocadYTGLMvC5uamaOnRsNAL3d3dFYiG3mmpVJJcRTwexzvvvIPNzU2Uy2X0+31JzG9sbGBnZweBQADRaFTqX/r9PhqNhuRBGD2NRiNks1nUajVMJhdMwuXlZVEvKBaLiEQiKBQK6PV6uHXrFg4PD6U2azQaoVqtyjNbWloCADx8+BDlchmBQABHR0dSPB2JRHD16lXRHqT81JMnT/D1r38dx8fHCAaDWF9fx87OjkCEpVIJkUgE29vbosLO1ZEBSERFmjbVGkj5p5AqZZT29vbQ7XZFj+/g4EAKhLmeGPNZk8kEh4eHstyJ3+8XCavj4+NP1FXpxslPO3zj8RgLCwuwrGfkHEYulOnK5XLIZDJigJhXazabUwoQzPvw+dr2xTpnugaP+zKaYc2SzrMyAmWRs9/vl1wY9SX1mOD40bV4NLSk0/f7fQwGA9RqNSwuLuL09BSdTgfdbhfxeFwK08Ph8BQJhFClSZk3J3MzGuLzMPfRY5fvxDymG2Jk/v7LNt1eCmM1C3bTnUK/ZPNFs2kDYjb9vZtRcovIdNMQgJ4MzIHsRqgwPSzzXvSgBJ7VeOkIjd4oDZZlPVtUrtfroV6vo1qtolqtSiU/102KRqPiVXNSBCCSRv1+XyZSACJqenJygqtXr8r1nJ+fY3d3V2RzvF4vbt26Jaw+KqAzeU7po8PDQ/x/7L1ZiGRplib2XVvczM3c9n3xNTz23LN6KqEfWogRFNIw8yLRzWiEQCMGBALBICQGgRBCAi0P0oCEpEYjkPTSMHpRP0wjKKTqhqrM6syszi0iPMI9fDW3fd/d3cyuHiy+48f+NI/Kyq7IimzyB8fdbbl27d7//8853/nOd05PT3Hv3j08f/4c4/FY6pW8Xq9sWnfv3kWpVEK320Wz2UQgEJBi5dlsJgW+bLNOlt8777yDTz/9FJ1OR75TMplEpVJBp9OB2+1GKpUSVfR0Oo3z83M8e/ZMSBxO57y9fb1el4iQmzxp/cPhUK4rFR0oTHt1dYVOpwOPxyPqFszRFQoFgdcYnd67d09UQrTKOIkPq6urODs7w9HRkZAXtKHg3KNB1I4M5wxZktTrYx7H6XSiUqlIu5FIJILNzU3J6VFNnQ6EvgYsmA6Hw7i8vJTO1HotANe1XcyZkmhC6SW2lGm320gmkyKsm8/nhXlI1inhRObI2AqGf7Nsg5En5zQJFoQCafS4rkzGn7m/mGxiE6Iz89D6ee4HN+XA9V6iDdVNr38V4/sWWb36MunfYNwUmvKmLrvhfB74usSRngT6f50k5fv0MCFBPmYynXhsrSrBhatfr6mxOr9gHpsJYL7H/CxtWElVJpOr0+lI1EJPlQoJbKVO+I7tM2azuc6fbc/pw9vb27i6upIi13Q6jTt37qDf7wuVfDQaiZArc2aM+kgcALBA2qC3/uzZM4HM2FIjnU4jnU4jkUjAsizRiqOYLY2Sbc9bQmxsbKBareLk5ATlchnFYhFHR0fY3t6WXBmhR2De96jX66FarYpjMBqNsLW1JTBiqVTC2dkZptMpNjY2xOgxNxeJRGQOjcdj2LYt3no4HMbTp0/R7XZlw2Q9HOuxMpkM8vk8otEoYrGYiLjSQASDQVGLIEGFxpO5n1arhbOzM3Q6HYHd6BgAWMjLcM7wb7IwqUq+srKCs7Mz1Ot1McherxeFQkEU8tmd+eTkRDQZaaRJ7+fcp5Ni27bUA5KswA1/NptJJ2uH47qpJ3OY/E6M8CKRyEJExsjatu0FQ0iCDQWLCT3SgSDcS/1FzjuuTcuyFuTZzHWnDY7ei3Q+XP/wPXpPYX6c12jZnsTPW4YWvaphnvtv8vO7GK9FZAVc0zm1V3IT/muSJzRuz8m1LLkJLHbZ5TAn18sitGXDDOGZDNZsOO2l8bO1+oZ+v57QJpauE9gOx1y6qNFoiLpDo9EQJl8ulxMR19lshkgkIp7lxcUFTk9PBRq7c+cOfD4fer2e0LffeecduFwuNJtN5HI5zGYzZDIZUbZwu91YX18HMNdn63a7wtAi7HJ4eCjsROYlLGvesI/Fq5Tbubq6wunpqbDV2EGXjDNGGPF4HKPRSKKiL774QtqEPHr0CP1+H5VKBe+//z5OTk6EzTYcDkW7cDAYIBKJSPEqIUpGFkdHR1JoytosYJ47YX6r1Wohl8shEAjg448/xt27d5HNZvH5559LMS2p96FQCG+++SaazaZEk4yO6cTE43FppMneU4yGmdexbVuuhanRx/PjfBwOhwiHw9je3sZ0OkWz2cTm5qYoc3i9Xng8HmQyGdTrdXz22Wfw+/3Y3t7GysoKDg8Psbe3h7W1tYWeZoyQaERIgKChpjNzdXUlLEdNjmBhLo0RC9s5D5rNJnq9nsx9LX2k1fiBawISNQt5HuPxGK1WS6TFuJaY65vN5u1jWD/I/UcrvpvEKW2QTLhPoysmPKjzVBoN4t88jiaBfRfj+xZZvTbGSo9lSU0dVpuThDdaGxlGR8vYfjpCMY2SGZWZ52IWKptwgsabtWHSBk3XhS373hru42ewfofGjMlpttUgRZrJdJ/Ph3a7jSdPniAajWJra0tkkZgUT6fTuLy8RDgcXigYnkzm/YQymQxOTk6kpxUAoW9zkYdCIel3FAwGsbOzI9TtfD4vlHd26J3N5nUvuVxuwVjXajUA11EYRVyj0Sh6vZ4UyVJ9nUrxzEuQROJyucQ4OJ1O/MEf/AF+/vOfC2TabrdF5Xtzc1NqgA4ODuB0OqWj8erqKk5OTtDpdJBIJET4lZAq84NHR0d477334PP5cHJygvPzc8RiMXz00Ufw+/3w+/2i0uFyuQRqvby8xOnp6UJOh9eeGy/bq5AuDkA2akYHVHcgu42brGXN2ZF0GiaTibA8td4l1xXnECM05jAp3kt6Oht1MorRJRVOp1PyUWSkMpLm/CeJiDVcuph5ZWVFrhl1AYmUEOLjWqKQL4/JdcI8HKM3lj8wX0fxW64xDZ9yvdK4asSGjqcehO6Z/9IMY71vaCKFjswI6eoSGHMveFXjdxkhfdvx2hgrnZvRmK3pzQCL9E8N6Zm5n5uiI9NzMSO1l72PPxpb1uegcXtOYE5mk2qsJ4vpiXEBmkZawwlckLPZDJVKRc671Wohk8lIzYnL5cLR0ZG0t6eydjwel35EwHzRE1rb2NhAoVCQ3kPs1URGFRlvLBAeDoe4desWHj58iE8++UQEYm3bRqlUwurqquSRQqGQ1DsRostms/jZz34GYG4QCe14vV4kEgns7+8LnNlqtVAsFpFIJESJgxsPi36DwSDOz8+RSCRw//59kQ5ijmhlZQXPnj0TqHJ9fV0gr2q1ivfee08S8l6vV9hutVoNt27dwtOnTyVRXy6XEQ6HcXJyIu1V/H4/9vb24PF4cH5+jt3dXcxmMzx79gzr6+tCiGH0Q6ZiMBiUOi8+pjdVNikkfMW5p5taaofL5/MhHA4LBOj1ejEYDDCbzSWuGC2Fw2Hk83mB9EiaSKfTUphMaJIFviTZsKia8B+NCevCGBEzCiKU6nQ6Jfqi2gjLFxwOh3xXQntcF4SctYEmJE2D1e/3hYFK45hMJuW1lBBzOBxyf00jo+FArmG9L/Ee6LVs7l3mOufxtRahRobMY/wwrsdrY6xMA2DmjbTB0l6B+diyMNscL4P4TIafHlpnja9dxgrkeZi4tnlcE9bU588IjQaKXiy9UW5Q/X4ftj2nTRPqYd0JJYAIyaysrKBUKgmWzyJbwl0s3gwEAqjX6yJ2yroa5o4I9VBNgeKtVHX3+XwLMM3z589Rq9Wk/xQ76LKjbqFQQLFYFOYhIzB+l1QqJTmddDqN58+fw+FwSG2NLhalcjow3xA+//xz3LlzRzYon8+H4XCIVColJBLLmrevCIfDGAwGsCxLipyz2Sw+++wz6TMFQJpUXl1diVZgJBJBKpWS7xMIBBAMBjEYDFCv1yU6rFarqFarWF9fRyKRkL5XTqdT6tTIXKRGHjc2GgxCYxp2BiB5HUKHhNvW1tYkD8TOyTQ0pIrPZvNeWowCq9WqyBlR7T2TyUjkRHYn2Xh63TJ6Y96O7+l2u2KQOM/7/b4UkVPFn320CNsxItL5LhpQki68Xq8YdV2PGIlEhGjSbDYRj8dln5lOpwKpsjhZM21NRGfZXmKSLPQ6Nw2baYy4xnUq4Lsc3zeD+NoYK95IDc3xZpoGQj9u5nz4W8OELxsaPuQmAGDpBFpmwLQyuGm89He7KdpbxgTie/g+Xb/Cx6h+PpvNhK5dKpXQarWkQJVFoNR3o2rEyckJnE4nzs7OcPv2bSn4pHdOOKZarQodvNlsSqFsKBSSPlf1eh0ejwfRaFRUDSgbNBwOcXR0hFQqJYQOer4ABDIbjUYolUoIBoOwLEt0AMfjMQ4ODqTTLskKb7/9tkBuzFWxCSFwTSenfh6VJtiVtlarod1uY3t7W/IvWiHj7t27ODk5EUX4RCKBjz76CLPZDFtbW6Lxx4JiRp2EFf1+P54+fQqHwyGGnlqKpF6zyDeVSskGz6aMLBmg92/WHWpIivOHURIdCkYagUBgITLS76MQbbVaxXg8xu7urswPRtWcF2Qoaso65x7npG4bwwiWcCBrw1inxqaM+ruQtEOCBx0jh8MhLEmWCGgUxbIsYQR6PB45d1LgWd/GyJhF7oQSGW1x7ZPBaK5Nrku9yZtwmomqaMdZv19HbRoV+qb71m9j/GCsvuXQkJoJ+ZkJTJ34XBax8Dn+ftmN18ZDQ4jL3qejnm8ylhE3zM/kQtd4uBllkZBg27ZAIswtTKdTVKtV7O3tCcxCAgQLb3ktKLqazWZRLBYRCoWwvr6OWCwGj8cjLLZkMolGo4FCoYByuSwtKwiXZLNZXFxciD7erVu3xCvVRcmsh6FaO6WKYrEYyuWyyD9RGYGQzGw2E6WJ4+NjMXik1JPcwevDPlDdbhfn5+dS7xQOh+FyuaRDMaPBQCCAVquFvb097O7uSi4nlUoJw9Lj8WA4HGJlZQV3797FeDzGX/zFX0ik4Pf70Wg0kM/nBRalmkYsFpP/B4OBdBEeDAbIZrNot9toNBontCniAAAgAElEQVRCKqG8US6Xk/s/nU7R7Xal2aCeK5yDvOaEx3Tfp+l03uiSdWVaBNjhcEh7DgDiDBBSJkmD15h9vXhObBnDPBY3Zhov3uvZbCaq7HQcaFBJ7hgMBmIAmYNbX19HOp2WWjcWvdPZsW1bmIWkrlPMlm1qAIiCCmFsfndGrjTwur0OjfzLjIfpPGtESK97/phEDXPP+V3Bfn9jjZVlWU4AnwA4t23771iWtQ3gTwDEAHwK4N+ybfvSsiwPgP8DwPsAGgD+0Lbt4193fPPGLpsQwKIRWZb70f9rOE0P07CZhcHLQn5zwurj6sln/q0NoH7ezFHphK5OyHIjomdIw8V8ANtHUGWCgrD9fh+np6cIBALSvpxq6LZty+ZdqVSkuR+hQypXsAXHvXv3ZHP0+/0olUqoVCqoVCpYW1uT45BGzQiO9OFkMonhcIhut4tIJCJ0ZWBOrEin09jc3JRN7YsvvkA+n8edO3ew9aLpYa/XwxtvvIF+v49isYhsNovpdIpWq4VyuQyfzyftNAg1cWPPZrM4OjoS1Q22yCAkx0LUVquFSCQibSY8Hg+KxaI4COyblMvlsL6+jqOjI3Q6HbTbbRGldTgcKBaLssEmEgkpOKUBjsViUhcXCoXw7NkzMaxsuMieXZpMoYkM2lCxKJZRlY4y+JlOp1OgS6pU0EARUmbUy0iFhojOkS6KbjQaoj1I0VgqXLAuihAmz4vQrcfjkftExfdYLCbHJjGk3W4vKFmQOEMIk/eF1H7mGAlzc+0dHBwglUohn8+L+DChX9ZgMTIn8YHrnfsRr71J2NKlJibaw/tjRl/c526Kyn6IrJaP3ySy+g8APAEQfPH/fw3gv7Nt+08sy/qfAfxDAP/Ti98t27Z3Lcv6oxev+8Nfd3BtIMycFH/zJpp0bvPGvgxbfpmnpI2g6f1ojFlDBMsiOr5GG7RlDEBtnM3z1t6afi+jJ25YzOlQt4/q6LVaDV6vF+fn5wL/JBIJpNNpBINBVCoVfPzxx7h//z6CwSAODg6QzWYBQFQNwuEwHjx4IHAjoze/349isYj9/X2sr69LcSijBkZA3LT6/T7a7Taq1Sq63S5s2xaJIRpbn8+HarUqNV3MHWl1C8uyBIoC5kQMKlpsbW2JgjcFfAmXjkYjRKNRHB0dwe12S3HxW2+9hVKphMFggI2NDbTbbSGg1Go1yffV63VpxpjJZHDr1i1MJhNp3BgIBPDJJ5/Ihq2T91tbWwLFFYtFfPnll8Jy5HWZTCaoVqs4ODgAAOnfRdFeszic84sK+NTSY46KZJ61tTWEw2HE43FRjGAOjYbZsiwxQrPZDN1uVxh/LPylNBdhM+bVJpPJQndoRv6MkGhoee6TyQS9Xm8h2uI58TsBEMalJltZliWRHJmErGOjUzIYDJBMJqW4mV0ASARqtVpCKiqVStje3obD4RCle71+zRyUzqEv25PM95uELf1ec/9atn983wzJdzG+kbGyLCsP4F8D8F8C+MfW/O78ywD+/ouX/O8A/jPMjdXfe/E3APxfAP4Hy7Is+yVXX2O4Lz7va1CgacjoNekJbd7om7wTekM3jZsq12+qfzBxaWCR3aiNHY+jJ/Oy66HPQSd6mVfSrUKA6z5W3BC2trYwGAxg27YUmYZCIVxcXGB/fx+np6d4+PChtNFgZ1uSGt566y0RUW00Gvjiiy+kNT0jLxrSSqUCt9stLTvS6TQuLi7w5MkT2Pa8Huno6EiaJDJ/E4lEhIhAiJGdZd1ut/SgevjwIRqNBs7Pz5HNZqW2x7Is3L17VxToc7kcotEoDg4OhMRBvUFGNGy+yDqo2WwmBcjMy/ziF7+Aw+FAp9PB1taWtJYnG/H4+FhYilRmuH//vjABSUwgc5H3ezgcilJ8NBoVGJAK+f1+H8PhENPpVCA9Flovy4PSEJD1R2o5aedkARICIy2f7V+8Xq8QT0j37vf7kjsCIC03mDPkRszcErsZ62aLrGWio0BmK40gz53wIck9fI9mOzIyIzTKqIoRHdmaNI7VahXBYFCiJraxYR6NDUfZWZp5NZYUMHeloybTYJkQvXauzXWu0Rft4OqclV73/P2qIyszqvs+jG8aWf33AP4jAIEX/8cAtG3bZkOmAoDci79zAM4AwLbtiWVZnRevr+sDWpb1jwD8I2DuIXPom2heTO3JmEnJmyaNSUddNpmWGUtzmAZL55WAmw3gr/OgzOiKn6U9MBom/V6TEs+EMutUWCBs27Yom1erVVEEZz6r2WwiEolgdXUVz549QzabFYZdr9dDqVTCRx99BADSg4pSSz6fD5FIBF999RV+/OMfI5VKCTPv8ePHuLq6Qq1Ww/7+vkBG/M6aiMGNKBAIoFariRjpxcUFDg8PkUqlsLu7i263i2q1inw+L0y5yWSCBw8e4MmTJ9KKY3t7GwcHB9LzCoDUnWWzWTgcDvGsySh0OBySF7t9+7a0Cnn+/Dn8fr9IFTHyIsWczSYdjnkbFtaL2bYtES9hNpJRRqMRjo6OhDRAg85cEaMZTawx5zlrsbi5jsdjiVDC4bA03Ly8vBRmY7/fx/HxMRwOB+7fv4/19XWJmjSxiLBYv98X9fdOpyNSScz5UMH98vJS6t/W1tbQ7/el6JrF6mdnZ1JcTscmmUwKHAlck0Rms5lEXS6XS+bCaDSSKF/T2OmIzWYzEbNttVpCh2cdIWW+6HSRINTv98UJotHkGqdjxOjRNDJ6v+HeQKbmMoOg81rLnOpldVqvavyNM1aWZf0dAFXbtj+1LOtf+m19sG3bfwzgjwHgwYMH9jKjw7/NiEbDcfz/xbkueCVmhAYssv+0t/OS85S/dXhvHt9kAupCxZcde9mkpAHj52massbQx+OxtEcvl8vSqdeyLDx9+lSaDG5sbIgMFBl0bNvBHM3JyQksy8KjR49w9+5dSVrv7+9jOp3KZmDbtkROVB3f3d3FysoKPvzwQ8RiMfR6PRwcHIj+HyE8UrS56TMSIYNxbW1Nmu9xo6PeIWExQj0sMia8FggEYFkW6vU6bNtGKBRCuVyWnBop3YPBAOvr6xiPxzg5ORHIiPm0YDAIj8cj0QcAUR5/4403hNJfrVbh8/lEaPb09FQ2Yhqs8XgsRb0bGxuiuAFAYLRGo7FAYeZ8Y12VOd81qsC5TEajbdtSS8Vi3n6/L5qHdATI8GN0E41GF4wdIcZmsymRE3NkvV5PDIbH45FrSqPE8yMzkxEbFTssy5LnyNRjRM5IiwaLRe66nQdJPJyLTqdTID4SLNrt9oL0F503nRcfjUaoVquYzWZSzqBRgUAgIEaUa1XvS/oxfq+XITn6OMDXWcDmfvJdjL9xxgrA7wP4u5Zl/asAvJjnrP4pgLBlWa4X0VUewPmL158DWAdQsCzLBSCEOdHipWPZTdcL2DQsXKScyMDyVvXLoisNwZnSS+ZYhkffdP7aYOlozWQDmTCgOWm4KenXcMPQShbUJGRuYTqdol6vi+r4zs6OQERUZGBbEGL7pPOS6s2oiuoN0WhUNnsm3Jk3Oj8/h23biEaj+PDDDzGZTHB6eiqK6vyh0jaZnJZlSa6mXq+L5041ieFwiMePHyObzYoeocPhQDabxcnJidTLFItFycWkUincvXtXminm83m43W6JHElaYA2Zx+PBkydP8Pbbb0uNV71ex+bmJsLhMG7duiV1SYVCQXo67e7uot/vy+/RaIRkMimvI9MOAOr1OixrXjJwdXUlsCGhN547cF3sy4JZ7d3reWFCyewlxuvK/FM0GhUK+GQyQalUEhktGplqtSr5LBbnkjjBwlzCsrZtCxQ4HA7lXulIhPAemYgkVBC6JgmE58ki8+FwKLR2OjZcMzRyuhBYO7SMRvm8doaosKLhRKIQ2WxWmJ9U0SiVSnLetm0LvZ2w9U37w7Ic17LXaQdcOxv8LmZK44exOH6tsbJt+58A+CcA8CKy+g9t2/43Lcv65wD+dcwZgf82gP/7xVv+9MX/H754/v99Wb7K+KyF0JgepenNANc5G53P0a9fxsLRr+Vn6GPqoYUtfx2WbBpCvoeLTmPeepgRnn5eG1EuMp2n0PAHi3Q/+eQTtNttWWS6d9F4PMbm5iYsyxLqMXs/8TtkMhlEIhFUq1UcHh4CmOfCGDHs7e1J4ex0OpVmfbVaDZPJvG36l19+uaBPRy+dTgXzC91uVzbsy8vLr9VGUXSXFGa2JrdtG4VCQaA4256TNaiyvbW1hb29PRQKBcRiMRSLRTFYfr9fKM+kYp+dncHn8+HP//zPZVNaW1tDOp0W7cAHDx4Iqyyfz2N3d1ciKYfDgUqlgpWVFemnRZIImXqDwQDlcln6crEuy+l0ivQTAOlpZcLS5pzh/KTzwjnN+RYOh0XQmEQO5sIovUW2Hw3EYDBAoVCQnmEul0vyRxou53ciHZxz1Ol0ijIG4U2q2fMxGipKd9m2LeUBZExynrOVCp0aGnEdkWjiBtVZuJYYaTO/RgPRaDSk9ovfgT3ZeJ/Y1oXMRhoSGl1z7d/kwN6Uj9Lv0071d10c/H0ziH+dOqv/GMCfWJb1XwD4KwD/7MXj/wzA/2lZ1gGAJoA/+iYH014HJxknib7RJjasDcMylo0ZpZhG7KaJdhMBQr9vGYSoKaxcIDcdWw9tnEhTXibBQqye14U1IqRgU1Xb4XBI8zlCSqT0Mh9BY0Y40O12o9FoSI5jNBohEAggm82KSoVt27hz5w7q9bpQxHu9HvL5vBTScmEzH8KWG9QUpM6d/u4mVu9wOKQAmd81EonIRkPiAskRq6ur2N/fl5Ygs9m83iyRSIiB39rakh5bNLiPHj3Ce++9B6/XK00cNzc3MRgMcO/ePdnI8/k8Li4u8Pnnn8Pv9yOVSuH8/FwkfKiEwdxTtVoVBiGjRgCIxWKS82NE3O/3FxTDtZNjzhVCwqRXc3PmNWcrkE6ng9XVVdHZm06nWF1dxebmphQvh8NhhEIhDAYDdDodYTC6XC4Mh0PJ+bA9CSMZrTfIxwkzj8djXFxcSHlFMBgUY0WYmudNJXfWZrE2z+W6bnFDQ8M1oCN2rj/Ob+0kcd1RSqper8saaLfb8joq22utQjbvvLq6kkJ1zk+Tvbtsv1m23vV3MJ1Xbbg0wvSqx99oY2Xb9s8A/OzF34cA/taS14wB/Bu/6Ylwo9I3SUdA2tjwMV1pbmK/5o3QxzbzYGZeapmBetmxAXwNTtTG96bPMw0iFyAXhf5eOm9Fb09HW2ykyEgpGo1KorxWq4nhByDFuUyOs+vuYDCA3+9HIBBAKBTC4eEhEomEtH+PRqPwer2o1WrSvJAsNnYkJuU5GAwiFAphe3tbWHdUSjg8PJS8B78HvVb+JnRD4Vky+xKJBI6Pj+HxeNBut7GxsSFSPrdu3RKF9OFwiJOTE1GgKJfLEg05nU40Gg0xDo8fP5bNqt1uIx6PY2NjA7PZTPpK9Xo9bG9vw+l04rPPPsP9+/dRKBQwHA6xsbEhnjmJJN1uV6jzVLPn/aQ4b7lclvtOiG0ZYxRYhJL1/OPGrXNVDodDILd2u41msykGy+12y33WkOxsNpPaJcohcS4w4qQR1YoaNJCrq6uYzWZSKsFcEwkXs9lMnCdS0AnTadVzfncaKxMK12tIO4b6ca1EwdxaNBoVgzUajdBoNCTHRSq92+1GNBqV7gQARCiZkZ92JEzH9ybHlkNHUbynPH8iJcvu8asY30eo8bVRsAC+HiqbRkS/jsQDje1rw6ANkyYraMOnJxwXnxkZ8bNN1p4Zrenz05OSEZjefEzmoGkA+R4dNQKQ/j08NnNXWsnatm3ZOC4vLxeU1KkeQGNUq9VEcJS5BodjLsNTq9Wkwy8AafvQ7XZxcHCAzc1Nof+yANnpnLdHv3fvnkBR4XAYbrcb5+fnSKVSkrjX5+X3++VvLVTKqIQsrFKpJPmgwWAAl8uFYrGITCaDs7Mz7O3tIZ1OS3TT7XZxcnKC3d1dJBIJ7O3tidoEPWaXy4WDgwPcuXMH5XJZGH1sR0/DNxgMhJwSDofx7NkzuFwuVKtVgb2YI9JePKMGKklQESQajYr+HzdzziU9b0z2GWE/woVkX3J+Mh9Jok2pVJLmmNPpVKjp1Asky67RaEi0TAgsFovB4XCg0Wgs6C8S0mM0FQgEJN/W7/eljYw2DlyHzEHyPvO+a3jQsixEo1ExVpp4wfPQbenNeiwO1qixkSPvN9/fbDYFEmchOAkXzHXxPnDNci5yj7iJybssktKRsN4juD981+MHY/UthzYYwNfzSTpK0ZPOfN6EDYFFOqjOa3Hy8HUamzfPx0wk8/XAzbkoTlyNs980QcywX8Oa2jByAenrxoXLjYBRi9M5b63AfAXrZciqI9WYdVCWZS0UurIuhbT2VquFjY0NYf+RYEF6diqVwk9+8hM0m02p8bFtG/v7+6hWq4hEImg0GiiXy7LBMbfBvBwV0VkjNpvNm/ZRduerr76Sa3xxcSFq81T+ZrTCglm3243j42MpfqYOodfrRb/fl0hwNpshmUxKh2JS2judjkQTLEJlPqhQKIjDRIX7ra0tSd4Xi0VcXl4iGo3KdyTzrV6vIx6PC+xF9XrO1Zvml4bJgWtxZa/Xi0AggFgsJuw3igjzmrBcgXCZjqYGgwEcDofQyqkwYVmWzP3RaCSv5/mxRotECWDu2GgjpFmOlmVJNFWtVgVuJATHz6T6hq510uuJ140ODqWieI0BSKNFrgetpHFxcQHLslCr1aTPGQ38559/jtu3byOTyci8Yt5VGycz923uHXoP0vdRGzQdUX4X0N/3ebx2xgq4htS0t8HHzFCam7euRTJZeHzMjIBMeM88Hz2WwTM3JcGXGTVGNly83+Sz9Hu58Pk/cws8Fg3V5eWlsLWq1arkpHiNWJQZi8XgcrlQqVSwt7eHlZUV6cK7vb294NlTWf3dd9+VSI4t4ovFotTjvPPOO4hGoxJNuVwuIRacnJzg+PhYNk6yzLiZEJLTESzzX8A8kvL5fEJeYBHq5eWlyEJpQ97v9wFcs+zK5TLefvttVCoV0fXjJkXn5+7du3j+/Lk0Qczn8wAgtOxKpSL9pgKBANbW1nB8fCz3h5JJ4/EYd+7cgdfrxdOnT0XxPpfLodFoSLmBztcA19HCTXONc9jMuZKZF4lEAECMO2ndwNxQ7ezsLKiZMJ9E1h9zhyS2BINBkbFiLzTW7MViMaG/0wjwe1L1nQxDrQtIyJBOCWWhaPRJFlpbW5OclhaLBrCAqFA1hNeBZB3dsZhF8dPpddcCOlKdTgedTkfyaVrHMpfLIZ/PI5lMyrUmsWVZzntZqmLZc9qZNh3k73L8EFl9y6GTjPp/YHHz1ww64FrdWCdcGVbzOb6Xv7nx64hqGeSoJ6Su/1j2WjPHoM/DPF89luHc+jFuZDRSAERFmlIz9Hj5Gqpab21tCdOJjCtqBDKHUSqVJCdxenqKVColG4/b7Za2Dru7uwIjMY9BRl8qlUIoFMLbb78t3X+5EZRKJTx58kTatQPXjQJdLpcUmNJx4Hdkg0N6z5pmrK8V6fsnJycIh8OSr5lOpxI9OhwOfPXVVwgEApKD293dRb1eR7vdxltvvYVWq4VerycbdD6fl1zHyckJbt++vQCXMfEfj8dRLpfhcDikM20mk8HBwQHef/99KToleYX3i7R1nj+dAOCaHKDnkzl/eL1M1mWj0cDa2poU0pLxRwq7x+NBNpsVJf5Wq4WTkxO0Wi0kEglhASaTSTgcjoVGm/wea2trkufkhqs7HM9m1+UKLMQlbOhyuRa6+tJoMIK2LEvadbDPGqM7GlKuKRodqoiEw2F0u11pnUO5r9lsJpClXlt0QliSAUBai9B4scM1oVM6Wbr2y0RmzFSC6Tzr6BlYJIZ8l9HVD8bqWw5OQM10AxZbhmjYztTa06w//r3MUOl8wLI8FT9HD30u5uRcZnzo5encwk2Qof7MZZCn3qTMBUW1ahIBWIPFJDPJGIQDmfhnboLXloWp1JGjbhw3jX6/L6wy1qMw58NN8fbt25JwpyrB559/Lhs7CQjxeBz5fB6z2byLbD6fR7PZhMPhEFYa4TrbtsUr52ZFyR3SinVegQW3jBS4oVDpvVAoYHNzU2jbbNA4nU6x9YLyTrYaoSk6BJeXl3j48CEKhQKOjo5QqVSwvr4u+n40PJ9++ilSqZRArtSd6/f7WFlZwdnZmdzHXq8nJABGBXqecS7we5hwoFYwITmAMG+tVkOr1RI1chYuJ5NJbG5uYnV1FY1GA0dHR9jf34fb7UYulxPjbllzrb12u42dnR0hGLDlTDgcFkiQeSTW15G2Hw6H0Wg0hNDD7zAej8XYc52QGERDZ1mWQHuaqKEZiyRmXFxcSHSlCSCsD2S+jioU/KEjRAPJ3CkNfzqdluuhc1Y8Ph8zRWnNdIYZDWvDZKYclgnmvqrxg7H6FsNMQmooRCcxaVD0c7rORL/G9KI4NMliWWLWnHR8TP+vX6cjOv2aZd7STewlPmd+ho7i9HH1+XLRXlxcSJ2OXszsmruysoJisSit4LkRjMdjUV2/ffu21LYw58DcEXH/g4MDOBxzynosFkM0GsX6+jo6nY5s2F6vV1pJeDwe7O/vy+e8++67yGazqNfruHXrFmzbFnZjpVIRFYVqtSqbGXC9eHm/6TVraJWwKK8bNzqXy4VWqwWv14vT01PYto2NjQ0R62WTykQiIfONxayJRAKJRAKlUgnpdBoARLC3VCrh3r17GI1G2Nvbk82mVqvB7Xbjpz/9KZLJ5IKCOr1+woUAJBrlRqu/K+c+N0ZtyJjnCgQC0sxxdXUV4/EYx8fHEtEEg0EEg0GBTgeDwYKoMD+PTRADgYB0AGbvLhovtvLQvy3LEpgwEomIkacaPCP/Xq8nkk383qPRSKA3ih8zB8d7d1P04nDMC9QBiFOmo1RCtjoK4mdTo5KD6ALZgezpxveurKwI5MjP4foza930NeXnms4z5yvfo53t72L8LmDHv+54LYyVnojLbhYn57LEpQkb6ihM/+ZrODnMCWa+lv/r5zRld5kB0+dvsvlu8pRMo2qerxnVcaFoiIPHp6fNjZaMupWVFdRqNVQqFWkwGIvFYFmWSO1kMhns7OyIygNrbTqdDlZWVhCPx3FwcCA03na7ja2tLUwmE7TbbRSLRWxvb6PRaGB7exvBYBBHR0eiar66uop3330XH3zwAVwuF27duiUFs4zeIpEILi4upO0GPdtWqyURCY0o4U4AkmRnJMsW6isrKwIVkbRx7949lMtlPHnyBNlsFslkUq5pNpuV4uLj42Ps7Oyg0WggkUigVquhXC4jlUrJRjwajfDRRx9JewsW1DJnyA2cn09jwUEjAFxvttoYachPl0ZwTpFuTWUMSlURFmOOKJ1OY2dnB/1+XyJ0wq387iwcv7y8lG7N7NtFnT52GO71eojFYsIg1TAuAHk9dRNZ22bbtkBoZA7yWtII6JwQc1rMO9L5okHXxeYARLTYsiy5BiwZILGEzh5JI06nE6lUSurTyIScTqfodDrSEUAbEzoW2pBy7Wmncxmkz8f0vdWP31Rf98MAvnu+5A1jGeylH+ffwPVE0KQJc8M3n6dXqmE/4Bpm1M/r4/Axc+LRON5khJbh1Pq4+jsui7a4+Pk44QcmjvkddLM41igxoiG5gnpu/Lz19XXJ3zidTty7d09IFdzghsOhyM9kMhn0+33UajWBBB8+fIjZbIZCoYBf/epXUqRKNlqlUkG1WkW73Ybb7caDBw/w4x//GH6/X3IobOFQr9fh9XoXVMqBuTdLWahQKCTQGjc3AELXp3HipjubXRedkoDADWdrawuRSASDwQBPnjzB06dPZYPtdrvyvrOzM4lI2INrb28P5+fnEhGwjQjbr2iollGFntdURqcWHiMUh8Mh8JdpnDRdXQ+n0yn5KcpfFQoFXF1dIRKJIBQKIZVKiVB0JBIR1Q1G4sViEdPpVPJDFMFl3R0NDnOcbPFhWZYQHxh562iBRq7T6UhBMIkrVG9n5MwfXXirSQyMpBnxsNtwv9+XaG0ymSAQCMjcoLEjHM4olpG4dmqq1eqCoWTETRiURA3C4tqB5Dnzb22kXvZjOsi8599ltPNNzvOmn9/FeC0iK+DrUKCGA/X/5sXiDdYwiS624/vo+Zge6k3nob0fnavSUJ42enwdB49t5s303/Ty9LktY4IBi0QLGmG+h7Cf2+1GKBSSeqxarQbLsgTrZy8ndomdTqe4f/++LGgufua4CI+xX1WhUEA0GsWbb74pPbFYmB2Px9Hr9bC+vo56vS45KofDgVu3buGDDz6Qxc4eVE+ePJGoaDqd4vT0VAoy6/U6ksmk1Mmw6JnFvGwwyXyWppUTdmIzQOZaJpMJjo6OsLu7i0wmA9ued5w9OztDOp1GoVAQiaBYLIbHjx9jNpthc3NTZHoSiQTOz88lb8hNbTweIxKJiDgtdeo0KYVsNwAi6svCbU3y4Xzl3OUGyWhKkyq8Xi9isZioTaysrKDdbsvnRqNRXF5e4vT0FDs7O0gkEiIJVSqV8MUXX4iivNfrFYWTarUKh8Mh8lu8L6yd4/mRccjvtbKyImw/3a6E0SVzaLFYTAwIyy20srllWcJoXF1dFcNCY0aqOXOZjPgZvZJgwbXISJwkE+AafuVaJIGDhc3MZfb7fbn+nE/mXmGSJjTsp/Ndmp7P92qm701ErFcxfoAB/xpDQ3Q6KuLQf/N/nYPSGL/2Xkw4ThtBMzLTFGEzFNcRkYYfzWhNv9bMn5m5MZ7vMmrrMu+LEISGNGi4uLDH4zFKpZJ0P+WGwaJcLr5UKiUGz7bnbSqKxSIikYgIobbbbcltJJNJbL2oI6KeHckUhUIBiURC1NlJhPD7/XjnnXekYy0ZY/1+H9VqVRpE2rYtyXiKnLIGxul0SmPIy8tL1Go1jMdjqSUiAxCAPKUvBesAACAASURBVE45KXrk+XxeCqKbzSZ2d3fhcrlk09QGpVgswu12S8uSZDKJ3/u938MvfvELMebAnFBwdXWFdDqNra0tPH78GIFAQGj4AMQgUf2cJBCdf1q2MS2LtDk4V1hPFQwGEY1GEY/HMZ3OW8HUajWMRiOBsJhT1EXEbJRJMVtGoITryAak7NZ0OpViWRaSW9acyFCr1UTOi/C0w+GQucZWKHQgGGFRnkmvJUZFTqdTiB3UIWw2m5KHYtE181MkAQ2Hw68RjhgJMvfGz6HCCLtkU0+x1WpJtM0ITRcNE8XgXkAjdFP0pPcafQ/NNMay+/+qxg/G6lsObUCAb67hp6nM5gLX3ooZuelNghNJR2/6t8altVHT52bSVk0vWUeI/Ex9rvwxjbT+XA1Xaq+NRgyAwDGj0UggOIfDgUwmI72I2IZ9NBqJ91oul3F2diY1NFz4jUZDdOQikQg2NjZEVHQ4HErxq8fjwZ07d9Dr9fD8+XOUSiXYto379++LNmClUoFtz9tYnJ6eIhwO46uvvpI+RswBkPTAZPzdu3cxHo+loSEVFGazmUBSjLQI2ZBdR8JJo9HA6uoqMpnMgvQQDSoliJLJpBATnE4nIpEITk9Pkc1m8f777+Ov/uqvpOMsZaY6nQ7u3r2LTCaDer2OYDAo7ETCYrw/JB0w98Z7TESAc8vMlXIQ7uVGztoqYN5vrN/vo1AooNvtIhgMipHf3d2V5puMpEKhENbX1yVPEw6HpUMvjRPnEFtoaPYhjwFgoUEi7ydbl/B7U4ePERSPwXozrjV+dzoTPp8P6XRa6sdozEqlkrQ2oSEkGYZ5LhoFFrlrUg6v+8XFBfr9PiqViuTUSErivGEURzYiWZBmzZXeS/S91fuTuceZTrFJ2vphzMdrY6z0DV3mVS67edqo6Mf03xoa1AZDR2Cmh2FCfMtesyzy0p+lnzcLmpfR2DWBQm9Q2kPje2nM6MESumF33FqtJvAYE+ak8DInw0XPhoXtdhtra2vS66rRaKDT6Yjn3uv1kE6n4fF4UKvVsLq6ik6ng729PfR6PdEiZITS7/eRSCQQj8dFOJdq5s+ePZNGgBR5pU5cLBbD+vo6yuUy7t+/D2Ceg2Py3O/3IxQKiaSS3+9fuN/cSHltbNvGeDxGs9mUCJBSRzz/aDQqUQVFWKmKcHl5Kbm3dDqNN998E7/85S9RKpUQCoXw7Nkz+Hw+nJ6eYjabdz+mrh0AITUAkBohLfmj76/pWHHO6cJ3PUdjsZiUGvB+U/nc7/cjk8kIzPr2228LcYUyS5PJBJubmwgEAkLUIFuR5BUWlrPYlur1ZJ6S+afXB8sG2JIEmAvGRiIR9Hq9hfyd1+sVgeJ2u41wOAwAAvXROLbbbcnDkkDE+8O8La8dCTFs3kgjxd5ZPHdGZbPZTEgxPGfm+QhFz2YzQSiodGHmrLQBNPeTZXsM56w5TETpVY0fIqtvOXQuyIymbrpx2oMBrjd2TajgxqCf4zFNI2gei4bBhPhuMpDLIiPTUPJv873LIAS9QenP17kuLiIys2azmTCouClRsYFGgV5ssViUc/Z4PKKkfX5+LgudOnNkhx0dHcmGsb+/L5tIOp0WI3t6eirvZT6Bm2e73cbR0RH29vZQr9eFAk/ixe7uLq6urrC+vi6qCrY9J0VMJhOBjwiHtlot5HI5MSrM15GQQsNFgsnFxYXkwHw+H3Z2dlCpVATyIlTpcDjw7rvvwrIs2UhZX0aGIpsTkm5PGvXq6qr0Z+p2uyIOS4Ylz890zPT80kNHVpxHbrdbYEBGWtVqFZVKRcgf7LEVDAaxvb2Ny8tLFAoFuffHx8dyncn8o27jxsaGRBaER0OhkGzibHfCSJ6lCozSAEhh+crKisCjNISE8XhPCcVS11I7lRTdnUwmCyoZzJclEgnpWk31CbIUO52OrHHOAb/fj36/L8Z2bW1N7lm73ZYoMhaLYTgcIpVKydrhmmREZcJ9Ojq86R4vS0/oPUvvB69qLHPAX/fx2sSay4zBsk2dz5uwHqEwGgoNzWnDpGtYNPRownPLoh898czQnkaKrDhtCJflvggD0TszJ672FM3vw/MzIy4ubsIc1MbjIuUiprAsFSSowD6bzSQPU61WxSDQAz4/P5eN//nz5xiNRtjY2MCdO3ekVoaiqbPZvCaLUGM2m0Wn08GjR4/w2WefoV6vw+l0IpfLIZVK4cGDB/jRj36EcDgsNO6zszNYliXeM++NpnxfXl5KcTE3HUYK3NT4PubymJRPp9OyGabTaRweHoqw7HA4xM9+9jN0u13J07CeitEHPXZSsSeTiST2bduWppEkO7AbMueInrs09Hrea2o0JY04J5j78Xg8SCaToj9IGSk2Umw2m6LOQaJDp9NBuVwWiS6PxyOFzJoB1+l0RA6LIr/sn0YiisfjEahvZ2dHHAzKMAEQWSdG8RcXFyiVSvjkk09QqVREFYPwKQ0CSQ/D4RDVahXVahWWZQlU6fP5RNWfZQg0ErZtC1uT9HOuNSp7MHpkvpOMSJ/PJ9JZZKAyJ6yloTgHtTPBYRIlzEjKNFjcL7jmbnJkfptDz73f9Od3MV6LyErfQJNGrllwfJ7vMTd3Dr7XhOE0mUJPHpPhp42aObnM9+p6LR7LNHh6aMNlsg21AdSfow0umUNkK/E38zQ0VqFQSDxRbhSk/DYaDWSzWfT7feRyOUQiESEtABDoMBaLIRgMitfOZLvD4UAoFEI6nRbmH9tkABDvnjAVmxg+evQIn376KbrdLmazObWcXXmj0SiCwSBKpRJKpRIikQiePn2K1dVVnJ+fIxKJ4OzsDN1uV/JJNLz00Lm5c+PWTMF4PC7Xo9ls4u2335bW9PxM27Zxfn4uc4DfOZVKoVwuYzabYWdnB91uFwAk0W/btkQnrN8hPZ3D7XaL2K3OmSwbnA8aYmJuR5OQrq6uRBGdOSbOc6qRABAmpW6O6PV6sbm5iVAoJDVGPp8PuVwOuVwOFxcXaDQaiMfjKJVKUhTOqJ7aiHQQNezJ+j4abd4fqqoz38Q8IVmINEJ6zWlkYTAYSP8vGgxGbFT5Z9TJdVCtVuUzAUieVee6CWMmk0kpP+BxhsMhYrHYQo6YxmtZ9MN1q0sRbso/mQ6oeZxXPb5vkdVrYaxMI6Q3dHpnTMDzNZxw2trrSaFxfz6nvWwaQu0paJKFNhjLIi/9OcC13tcyOM+MCvnbpLXrBLtpLDUswkWsafjc4Fwul0RJTBxTu47yPtlsFg6HQ8gJX3zxBUajkbDC2NactUiUZ2KdC7sOs0Ynl8uJR358fAzbnpMoHj58KESOQqGA8/NzNJtNyResr69j60XN0+rqKo6Pj/Hs2TOBq6rVKvb396WL7ePHj+W94XAYzWYTjUYDpVJJ5hD1Bwm10YOmZh5hzg8//BAbGxtIJBJotVqyYR8cHIhh0LAYiQPdblf0Ewkxcm6m02lYliUkBk1hJzmBDEVTn1IPHVnxbxbIkp4eDodhWZaIF/P4hKoI94ZCIcTjcXS7XdFMJP0/FouJth6hTUapf/mXf4larYbd3V2USiUA173GCG3TINEYkblJaLDRaODi4kIiXkYndCrYqZesTqqcsOcVo1fWeQGQNvOrq6soFovSSLHb7QpEybwjGas+nw+tVksKs2kAmQ+zLEvUNOr1OrLZrHSqpvqJ3++XKJOQ701ECDpOZorBdHz1PmWO7yJn9X0br4WxYoSivRDtoWj2Gx/Tkic6ggIWyQ/c3HXBnZkX4/N8v9b+0h6YaTj0+dwUeenf+jganzbPaRkWrt+n6zL4HDcQ6ptdXFxIw0JCT4SC6NXSO49Go8Ikczgcgv8T72eDRm4Km5ubAIBCoYB0Oi2FoyRXAJDGfcFgUAp9GXlRVeH27dsLdVxsEuhwOKT9hoY9B4OBECj08+xLxMiQUZVt27Lh8IeU7SdPnkhLDeoZ0pgxUmIRK2FUCrMyD8jhdM77hJXLZQSDQaRSKUyn04XGgxpyZv5lWS5Uz0k9uC64CaZSKcn1eTweVKtViTxYCM57u7q6KrmYer2Ovb09IdKw/ok5uY2NDQyHQ5yfn+Pi4gKhUAj5fB6WZUkROe8BIT0aJToRvJ7Ma5FpyDomRqMky/Ce0WFiBExIkexJh+NaXqnX6+HWrVsol8totVoSHe/u7iIQCKDb7Uqky6JhXnN+B+bW6JzQ4WSR92g0QrfbRbvdxurqqsCu3K80fX3ZvdJR4jcZ5np/1eOHyOpbDg196PwNsFhgS0hEGxEdlfH3sjwRsDghCKNxUhEyo/Fhsao+Bo0Y/9avX1bcZxqVZR6WCfnx/csiMkaJ/Dy+hlGnhocIV5ER1W634ff7pa7J6XRid3cXkUgErVZL6oC48TMnk0wm4Xa7hbIdDoext7cnkRlwzVLkxp3L5aRPlN/vF9kbbkC5XA63b9/GdDrFxx9/jGAwiEAgIP2uZrO5sO7a2pp4yMwLUfWBvYaY17Asa+H1vCZaMYLX8PLyUuDFdDqNp0+fot/vi/7fZDJBOp2G3+/Hr371KwCQomZGJQAQj8dFwoqdgmu1GkKhkNwrrROpYVx9j7VxooPFc2UUTRjQ4/EgHo9jd3cXwWAQtVpNpLCA60aZrGPiXJxMJlJvRfh0NpvB6/UK3Xs4HErkNZvNhBxDyK/b7UqxNzf2Wq0mhorRHY+h81zUMtR/k8mqkROeL/NNdLbITk0mkzg6OsLz58+RSqWk9MLj8eD09BSJRAIOh0OUUSaTiYgj8zrQIWVdGI3qZDIRgV62Brm6uhJyjSZZaGYnjaCZwzbXN4eZjzaRoO9i/GCsvsXQxuWmqAlYhMnM3JU2EMsiKH18MwekDRI3Er5Ha6jpY5vH5+v1BAauBW21t7wMGtSQIb+fWQ/C8zGNqd4IWQTMDYURwGQywfr6uvSF6vV6yGQyiEQiQiLge2zbFir2gwcP4HQ60Ww2EQqFpHOu0+kUWR5GMkyg5/N57OzsSH6LMFoymZReTx988AE6nQ4+/PBDobk/ffoUZ2dnkvMAIEw7NoRsNBryfQnDceOj580iUW5I3Jh53oSvSqWS1Ev5fD7U63UEAgHk83kx1plMBltbW2g2m3IOhOMYRWSzWRwdHYn3fnV1hXq9LteT15/5KpIlboKAljFUaajIsKPqAyMWsuRCoRA2NzdFd4/wpW3PCQeMGAOBgEBxhCxzuZyUCZDm/eWXX8KyLLzxxhsSZQ6HQzkGYdJUKgUAwg4lDMvIjSxVfn/CwSxH4PWhAbRtW7oBsI3N6uqqqFAkk0nRQpxMJshkMshkMnC73Tg9PZVO1FTXpwgvr6OmvpM4AUAQCVLqiQ4QWqcyCoucdZ7a3Au4b5iOJ9f8sjz1y+bFb3N8l0bxtzVeC2Olh4bVTKiMQ3urJmFhGbvPrHvi4yZMx8eWyaLo15mGclmOSZMndPS1DOLR58RroCVd9GfycZ1vY6W+9tYYzZDazkUOzCG6aDSKbDaL8Xgs3iU3Qzaji8ViOD4+FqPGYzJRzy6/s9lMugOHw2Fsb29jNBoJzu9wOLC+vo7xeIw333wT9+/fR71eFwV3ttGoVquiIadFaJnUZgRDZ4DMOxot5uj4XZlPWqazx6LnZrOJSqWCVColBtfhcCCdToux0RsxvxeNO68/uwv7fD5p0ghgQZ1B51/ZbfebDDIKee8YuRByZT6OMkaxWEwkkZj/4TGcTqdAt+FwGKlUSsgT6XQaV1dXKBaLCAaDuLq6wpdffgmfz4cf/ehHcg8YPVHiiioYuui20+mgWq0ik8lIR2rWR3GO8nGv1ytNOfVa6PV6KJfLQlQgxOnz+eD3+8XI0kiz6LnX60kuq9VqCTzKe8/1xWiL95WFy1dXVyiXy8KELRaLeP/996V+jE4jvwv3Fj3HeM+X7V/8fqZxW5YueJXjVR7fsqyfAPinAJwA/lfbtv8r4/l/DODfBTABUAPw79i2ffKyY75WxopevRnpmEZCQ2ucEDqpabIBtYEw4UVtXPTjujupOeHMHBkjOx5b587M78aFYkZaJjlEf47+Dvo92phrI89kNa8d+0RZloWNjQ0hD+joQ+cG6WU+efJEOtAyOU14KRqNysbA6C4ajSKVSomunMPhwGg0wtbWlgisMhdARhdbdZydnWFtbQ2pVAqRSASpVEqMEHNapBHTMBO+IdRFo+lwOKQAl5R37UWbauderxe1Wk10/7jB0Xve2NiAx+MRMdtyuSxMt36/L2obDocDzWZT7oHOtbLg+KahHRjtHPHesM4nHo+L8zCdTnF0dCTHZd1RtVrF+vo61tfXpVmkbds4OjpCvV5HOp2WIl2n04nDw0P5zOfPn+Orr77Cw4cPJUrd2dlBLBYTOjvnDvN3JIywwSelsqg0srq6ilarhU6ng2QyuaBavrq6isFggHK5LNEeYVp+f8uy5H52Oh30+33JuZLJZ1mWROORSEQIE7zummwzm817ZlH6KhAIoNVq4eLiQtqiTKdTMcwXFxd49OgR3n//fZlTXJ/L2Mm8Fzpa0g7tsjyldmrNtf99G5ZlOQH8jwD+FQAFAB9blvWntm0/Vi/7KwA/sm17aFnWvwfgvwHwhy877mtjrEwjBVwrjXPjMwcnA71nMwIyJ4WWLdL4sIbh9Otfdq56IvL8OOFM48pJyMd1zouLVkdF+hzMaJCPM5qikeYmPBqNZCOl8oJtz5lrmUwGnU5HWiBoCjjZfKzk5/fY3d3FysoKDg8P4fV64Xa7BdunKkWn00EoFEIymZRohR15V1dXcXFxISQFCuxWq1XcunULoVBIBHHfe+896c7LgkzLsnBycoJ4PI5oNCqqHC6XC+fn5wCuoxdCQrxuZi6QGwhhQl28ykiI+bpwOIxWqyXU/Hv37uH3f//3sbe3J7VpdI6YA2IkqAkejGgomqrzjDcNOhCc21TXYL4mHo9je3sb1WpVmHrM/bD7MfOMAEShhMohfr9fDM5gMMD+/r7Q858/f45qtYrt7W34fD7s7u7irbfeEtIGrz2bYlJSam1tTZTWeU0YrU+n8x5fg8FAcnksQaDh0POZOSHmjpiLJFJQrVaRz+dFqcW2bRQKBYzHY+zs7CAajcrjoVAIBwcH0pySjgiZrexIwEaOs9lM5KKICqysrAhsnM/n5VrrmkrOMY0Kmfd5GQKjn/uuxyuMrP4WgAPbtg8BwLKsPwHw9wCIsbJt+/9Tr/8IwD/4dQd9LYwVDRXJExre0o9r/N80GHqC8IcLXRMnTM+FxosTzYTfACwYOfM5RmE8FxP+0+elIzIN9enJrmFL85jm8YFrejM9ScIT7EmVz+dxfHwsXWGdTic2NjYkcuBCZNJ7bW1N6ofeeustOJ1OfPzxxwtGip5+OBxGvV7HeDzG/fv3MR6P0e12sbq6ilgshkqlIjktCpCyQ206nUYkEoFtzyWftre3JZIiK282m+H58+fSWdbj8WB9fR2z2Uzo+LoQnI4NvxPnkoZh+Tc3xtFoJHJSZM+xDozyRU+fPkW5XEYul0M0GsVbb72FarWKo6MjTKfzXlCEKDXrTNfgmZC2mZcwoWi9BoBrhXXmIJm/YdQxnU6lA7BWXachJ7TJ5oZsp+J2u4Vyz8iXETNbuXs8HnS7XVEOoSxXp9PB5eUl0uk0EokEjo6OEI/HBUIkoYZ1YITaisUiKpWK6O2FQiHs7OzIPGY03O/3RT+QjgCN39OnTxdgOLfbjUqlInOMhpNlGLzmNNIcfr9fiqipiBIMBrG2tiYizU6nU2jtu7u7C+SS6XQq58s5Y+amfx3Zi785T5Y55q9ivEJjlQNwpv4vAPjxS17/DwH82a876GthrIBrMgONE3AdSmuig77AekM3PRkdzZCqCixOjGW5KDOK00aN58LPNDcjbVy4qLTx0cZXf77+DM0W0/Agj6mhSr6XkQGp6zw3l8uFSqWCcrmMSqWCaDSKe/fuiZYf8w7MzeRyOZEHonr7wcGB9MXa29vD1tYWGo0G3njjDcl17O7uSn+ki4sLbG9vS1RFqKZSqWBtbQ31el1yW0yCs7ssnYVqtYqLiwvs7+8jEAjg7t27QsEvFovSBoWKC2z/wYJcKm7QsBIC5PUiPZ45LsuycP/+fSkSXl1dRb1eBwAhCwyHQzx9+hQ7OzvI5/PY2trCbDbDl19+KdAjPX/tAJm5CT3M6N2MvHkM5p54Pfk9mXuj0kIqlZJcI4vCbfta5JiSVnQm2Hjy9u3bkm9yu90i5ut0OpHP56WBJFXrSd8mM45GnTVMZBU6HA5R/3A6nQiHw/D5fGIwCctxfZD8wL91fpbsz1gsJkr6tm3L8dgZgL28CDFqqI/dgAkXEi43rxMA+Tweh4og2sgC17VnREW4fvW9NY2Pabw0oWvZ869q/DWNVdyyrE/U/39s2/Yf/6YHsSzrHwD4EYA/+HWvfW2MFScML6A2WtowAItqFnph69dwzGYzaXcAQKIsUtbJ1qFXrj9jGYa8LOLSUN5NxtSEC16Wl6LR0t41P0MbLH2OGkfXdGWPx4Mf//jHUqh5eXkpKujsBMyNfDKZoF6v4+LiAuvr6zg5OcHl5SU8Hg/a7TYSiQQePXqEW7duSeJ+bW1NKORXV1fI5/MC9zkc87qsw8NDeDwe7O7uot1ui6ICN6/ZbE6RPj09xdHREQKBAAKBADY3N7G2tiZ9pY6PjzGdTkW4lUwyOjNs4KgVPbjJE+6h4WLUNZ1O0Ww2US6XpeaKmzopy5oMsb+/D6/Xi93dXZydnWF1dRW1Wg0AvtbJlnOXv3UOhvfbnK+EKTUkzvsbDoeldxXrfwaDgUREvP/5fB6j0UgKW3u9nuhAJhIJBINBRCIRgYypYvH48WMhiVxeXiISiWBra0vIEcPhEKFQSIwSN3FKEJEYUy6XMRwOpdUMBWJDoZDk2kjyIRmDjR4JE7pcLmQyGVSrVWGLshaw3++j1WqJUWLdG/NnhIej0ajcu3K5LPCgRmhoWOkckvlHRIY5XEbGpVJJqPRU5NAO6rJhGp9l6M73cNRt2/7RDc+dA1hX/+dfPLYwLMv62wD+EwB/YNv2zQndF+O1MFY0NvzRKg3AokqEnhh6w+dz3BD0ZkGYjpsajZL5en28m/JOy4yPDvVNGEd7TTqHYr5fR24c9NL4t2YpLjuuadS5WRDWOjw8hMvlQqlUEpV1Kmq73W5Uq1V0u11ppMjchtM57xpbqVQQj8exs7MjtGQA4nWTdMEGe4QWyU6jOGg2m5Xop1KpoNls4uzsDCcnJ7h//74ou0ejUYEZ2+22QFrcSAjVZLNZkYJifoe5vFgsJpJJ7HTM68nfXq8X3W4XuVwO6XQagUBAiB1sYz8cDgHMFVU+++wzYaER/iO5gTkvQoF6mB73r4u4NLmCuapQKIRgMIjj42MUCgWUSiUxFOfn54hGo8jn87Dta+mow8NDnJycSN0a4c9GoyHXaTqddxomPBiLxbCxsSHlCdQXJIzGc+x2uwiHwxKBrqysSNNPzh/du0znBwndaviMpBw6VoywGNmsr6+Lg5lKpUQkuFwuLzBaqYICQCSZarWaOHVsGUJihm3boiXJucX5zRo9tiph/ytGvcx90sgug/7MwXWr86h6T3jV0dXLIv7fwvgYwG3LsrYxN1J/BODv6xdYlvUugP8FwE9s265+k4O+FsaKw0xQ6ghi2ULXkIuGXfg836vbbwPXRs/McfEcOKGBRWOlIT9GaIQBGElog8bEOs9Df6aGDM2IisbIsiwhSxAi0eesDZm+hgAkYTwajfDZZ5/h448/FibdcDgUmvLz58+lDol4fbfbFTgIAI6OjkQwNpVKyTFoGPjdmUvSbc9ns5mQLNjVlt+XNHgqarz99tvo9/vSjqNQKODw8BDAvPiWtU+j0QjZbFaMaLPZRL1eh8/nE305UtjZcoLGlcQQPkYHZmVlBaenp6JeQLmiWCyGDz74AD/96U9Fv65er+P09BT5fF4o6zSkvC76XplzV8/hZVCgiTJQEZ0wHfNRZML5/X74fL4FFijrvXgfuBkCECPCejNgboR5jMFgIISJbrcLl8uF09NT6QTN1xEGJnuO84fHJOzt8/mQSCTgcrmk4aNe75wvnEs0Aj6fD/l8HvV6HaVSaaEcot/v4+nTp/D5fEgmk7h//77kZrleySikkbXta+boeDyWTgCEqhmRTyYTaUkTiUQQCoXEoNXrdcRiMWkTws9g/lATwpbln3SKwxRA0PlyLXrwqsarMla2bU8sy/r3Afw/mFPX/zfbth9ZlvWfA/jEtu0/BfDfAlgD8M9frIFT27b/7suO+1oYK71Z67oYDbOZBgy4XthmOK2NFheMFgHla/REYdRCQ7SMjMHj6Zus81wasjM/w4yeuElqSSG+n5uNNo58P89J1w7RaPJa8LpcXV3hl7/8Jf7sz/5MIAuHwyE9kA4PDyVBT3YTN5rNzU14PB7s7e1JR1aSIOhZEgoiHbjVaklBr87RDQYDbG5uCgWe15PtMghvcQPmd/7yyy8lv8RW7ABEnbvZbMqGTTKAbkHudrulTieRSAhzjZEgI3KSU3q9nuSFXK55A75EIiFNJ09PT4U5RriJWnaaPHMTkcLMN+oIXw/eW0LYbFo4HA5FEos5QQBIJBJScO33+zGdToWGTWPCHFMikUA2mxV9Q85F5hIpm0UViFarBcuyUK/XkUqlBB6lSgrhVpIbKC/Fc2ANmtfrFTo45w6dCwASIenrRLg2GAyi3W6j1WqhXC7LPOXcKJfLoshOR0XD4IxOuc4JW1Pey+v1IhAIoN1uIxaLweVyodPpiJ4iz4H0/Xq9LtJLPHedH+fQDjIRI85tvk7vMToi+y5IFq8SfrRt+18A+BfGY/+p+vtv/6bHfC2MFQChJOsN2YTJuLBMyE5v6Dq3xEnKY9AQaYUMPZm00dPEBr5XGwpuiDQqjLD08fgZXHRmToxGhUM/CbMpsgAAIABJREFUZpI1lkWVGu40vbTLy0vs7e3h448/loiCPYcYQejCWZ3ktm1bICYWbjI/wIQ2Cya1d0lmHSM4Gu5cLiebFT14RiP1eh3NZhPZbFagpkAggEePHsGyrAXjoxPghUJhQeGckRPbXmQyGWHQUXaKeQ3COzx3evzMtySTSezs7EgUsLq6Kq3ds9ks9vf3hVFIA8r/dS6V90oXbPNz9VxZNngM9hljUp+dkkmPZxTe7XYF9m00GtI8kzketifh/SHd3uFwSK6QqvwXFxcCO/Z6Pak3ouYhxXjL5bJAsjw/GlRCYjSedKj6/b4oRBDBIFOUOoGMyFutFgqFwsI6Yb6S941zmPOWkdpgMBCRXzJJeR6MNG/fvg1grjNINmihUEA4HEYoFILT6RQKPqWrksmk3EveR0ZVer/S//M+aRjfdML5On3/X/V4lcbqVYzXxljx5i8LnbVnqj0X7ZXqHA4no85RcWiDwddrOIbvpQHUGxCNg5mXIkauN2+ekzZYOlrjJsPP0QtAG2cOGhRzEGbUMCIhmePjY6HY0jhp8gUXt8nCZNRBlYBUKiVQno5CtUbjZDJBJBKBwzFvIc/z9fl8yGazsmEzz1OtVoWlmMvlcHR0JCoYtm2LjA/fR8eD/7NWhgaKxIh6vS6EDTb5syxLZIC0WgcAabFO4zsej1Gr1eByufDw4UPs7+/j/PwclUpFojNCQACEtMF7REiIOnQ0slrxf1m0pdcB5xjPN5fLSbfnfr+PZrOJXq8Hy5r3dhqPx6JzuLKygrOzMxSLRZyfn6Pdbktkw4iiWq3K9ZrNZvjiiy/Q7Xal9oyRGpl6jIB1R2o2u6SBBOZ5IK1wEo/HhfRClt50et2okXVenJvcwG3bFtIDnQs6C9z0abAAyLUJh8OyXtmBmuuPDELmwLhe19fX8fjxYxGzZZeBarW64MDSyWWagP2uCK9qJEjvLXr/0oNz2lznN82LH8ZrZqx0RGV6Gdzo9Q3mBq+f5wQCriMgMz8FXGt2aVjPNFLLojkaBw3LmUoXmj1mek08Z+1t6s+kR60jMO2J0ziYkRT/Zj6j0WhIEaRulkfPmEaKi5+DkQQV2hOJhBgYkiT6/T4ikcgCVDWZTKQjsYbXQqGQRFosITg4OFjoaMs6l2g0CodjrriueyHpCNPlcomShCZcMLrldaTSAo0Ga89If6eR4rVkfQ6jF5fLhZ///OfI5XJCsT87OxNvnD3A2F2Zc44RgMfjwXA4XPCgteet5xDnv/bWOS+i0ajQ6Uk8Yd2Z1+uVCLLX64lx03OaDgL17OhQca7pBpKkmycSCUwmEzQaDYxGIxSLRVGQYARbr9dRr9eRy+Ukd8hO0FTxoJFsNBqS86RDcHFxIWuC+TgdQekcMZmNDodDGmay/QmNE681vxORDl0+wkiV6vmj0QjVanWBKMM96PLyUtYxjRtzgsfHxwgEAnjrrbdkzhA61nl2jfLo6IpjGc1dz5NXPX6IrL7l0J4GN2AaMH2D9fNa8djM65gwmYknaw9WTxadHNVG04QBeQwaCE2K4EZo5t5Mb4kQlqbf04jo1/C8brpOPB9GlYxySLIIBAI4ODgQYoQ2VGa+i/2n3G63tIun0QGAYrGIq6srpFKpBQeCsjn8PDa9S6fTC3mnR48eoVKpSA+ltbU1YdGR6EEjxYiHmwaFTplH0F1qqYXH86Hh4rUzWV4sONVGtNvtSgO/y8tL6YGk51Cr1ZIogYab72c+bDQaSeTJwlHOJz3HOHc4lzi3eCzmcFgAzXOn4fH7/djY2BBjMZvNpN4oEAiIo6ALibPZrKhBDIdDDAYDabDJ/lt0kJi3abVayOVy0g16Op0Kxd3v96NQKKBSqSAWi0lEHAwGEQqFJEdEx+Hs7EwiHq5RRuh0NFhucHFxIWSMdDqNarWK09NT6eQ7GAyEwUfyDQAhSzDqnUwmqNVqCw0eSfjw+Xy4desWLMvC3t6ezH3mo4gyEPLluZ6cnIiahdvtlrlEh0rvSSYaxL3HfJ77hd63XtVYlit93cdrZawASGJc/08DpL1FPsfNRue89I9m29HwadaO9oR0BKNvpobq+L9pUPVzNFBmhMbnzAmrSRn8Xvq9uvOpflwbtclkIo3wyFwiTFYulwXm4aLidaTBZ0SqjQ+jI7YLZ/PBeDwur2NxJqG3tbU1HB8fw+v1SpPH8XiMo6Mj1Go1idD8fr9ssGRwbWxsoNvtSq0Sz5H5D/ar4uOaOel2u6WQF4BsuvR24/G4QIeBQACDwQAAFgyNbdtCGuA9YTt3RpDlchlra2s4OjqSiIefx8H369wjDZPeiLhR07HhPdbRFR+zbRvtdlsiAofDIaoQpFSzkPri4kJ6fyUSCQQCAdi2LdR1MiS73S5OTk7gcrkQCoWkXozGQkOGFD3m3B6NRlLc3W63YVkWGo0GWq0WPB6PqKBPp1MpQr+6ukKlUhE4jtecBp9zjjkglhDwWoXDYakvczgckg+jEeE80feBOSvmbRmB0ujX63WJivL5vNSIkVRBtXYalUgkIk1KGZGzZEI7NcuMjnag6SQCi86vdkpf9fjBWH3LoSMFvakDi0oWwHWUoScCF742DDwuYS9uAszRaNIDDYD+fDMhDizWW5lGhs/znLlBaYNEz1QbXw0L8nV6g+PC0BOZmwapvgCkCJbXajgc4vT0VKIcvp+Lj1EgIx9u3KzcpxGgMWExZyaTkdwc388ur9VqVar+2XixVCqh0+nA7XYjn88vaN01Gg3EYjHE43Exqv1+f6EVBnMXhH+oTccaKd5jGiBe1/F4LF5vo9EQaR2yCbk561wiE/b9fl+S8oxWaNzpsTOvQqOSyWSkjxM3WZPdam5g2uHgPfR4PLIxst8Y2Yf1eh3dblfyN4VCQRTULcuSGrfz83NpyU7IzLLmOoukX5OCv76+DsuypHuzw+HAcDgUo07j1Ol0ZF42m00p4vX5fAgGg7AsC7VaDT6fTwqNC4UC6vW6FI/7/X5hLeq6K15DRvgul0vIK06nU+6VZVlSpMz3kQzBe875QYINldT5PzsrE+4ej8dSMsHj0IDSAHJOsUjY4/FIBEklDua9NBJkOrOMungsjbiY6Y8fxuJ4bYyVhkGAxQ2Ez2ljpTFtTV/XSU0aMB0Z0dMmZMbNnQuFxwTwNUOkFxINlpk30lAhz0XnpUySCM9VQwCaqagNNzdwHdkR5mBkxM2PjCoACxs9oxlGRfSW+f2YULdtG5VKBY1GA6FQCH6/H8lkUqr3GWlwsyGjjlAidQOr1SrOzs6kmJLK2qQaE148Pj6W4lFGiIyUec1psFnfozcB1l+xZofXmoQHesHMtbGlRrvdFuIJ5xY3EV43M99JiIkwEufoycmJXEcODQfzXuo5oo/Pz6exZ0+ldDqNWq0m8BY3aJ/PJ5uqw+GQCEI7UXR2mBeihNXW1pZEEXTeQqEQMpmMODpXV1fodruIxWKyaTscDhweHqJYLOLevXtCI+fG3mq1JDfE9/D60xnTUkqEgjXBQjunNDCWZYlR0TlCrmvOyVAoJE1GOY9YTsHrmk6nZR5x/hGGLpVKkjdmjpr3hLBkrVbD3bt3heau84B639L7kB7aWPH1uhRl2XtexfghsvoWgxsSFzawCFEBi4aDr9ehtt7kASwYOm2AzMhHR1D68/R7+XqdkDc3Hb3hm5EhF6GehHoy6twTMXi9yXHBMJIyYUd9fowMSEF2u92IRCLCAuTmxb/1deZ76XG6XC7Rktva2hLoRX+PwWAg0YbuLdTr9XB+fo5ut4udnR243e6FVhGNRkMS4/1+X+qx+H15j5l34zXUcKyGcDXcSk+YzgWZYMCc+ryxsYFGo4FsNisRmWYValKN/jwm73WUzqiP9Udsl6E3Hs1U1fOTx+ZnaVhI1/D0+32Br0h+yGaziMfjC5Tty8tLxONxjEYj6T/G9vXJZFJgMIfDIQomd+7cgfX/s/emsbHm2Xnf8xb3WlnFKu7k5V17m5nuGVmWBxEE2ZECKQgiCHAsW0DgBBb0xQIcIEAifwkSf1I+OQoSGBYSI3EQLXESwQNBsC2MHEDSQNZIPT293r4LL5cqssjaq7gUyap686H4Ozz19u3WTGtu9+0r/oGLSxar3nrf/3KW5zznnCDQwcGBJb8S2yRZ++bNm5qfnzdF9p3vfMeo40dHR9rf31cQBAaJnpycWAoBNSipsAHjEIVGB+JoGTQQA4r0Qr3v9XrmAWFwUr2EM4Dx58MHFCnG60qlUpbcPDc3p8FgYNA0Sg5Dh3PBuTk8PFQul9O9e/ds3qnI8jSChPegvDEdjVVF9/KzHtfK6lMOj+9HCQZR3FcaTbiLemBeMfmN4L2gp13fW+Tckx+eCOGhHQ6O9w4RaNHkXg4k3+cVbnSj+vuOepf+/j0hgYPFXBLbweuCXMDr0hWbDigIxYLATCQSVggXaC6ZTI40H6xWq1YK6OjoyCjkvv5fuVxWtVrVwcGB5T5B+8bLrVarNidRA4U4CrXrgCvxilC6/nP+2UhqhR7f7/e1vLysx48fm5LzVHxJVheOgdGA4cLcAj/5+Km/d9bT701/nwjVWGyYtE1fr06no1qtZpUkJI3kSy0tLVneGl4z8aRYLKa5uTlLPej1enrttdfUbrdVLBaVSCR09+5d3b9/X9vb26Y46CRdLBYVj8e1sbFhHiQsQW+sUB+QYsasK3Mfj8fN42OPTU9P23ripYJucA5J2M1kMgbdMWfeEKQYcSKRMLRhYmLCPH3v6fE5EoIpBEwXauaX80SKAEp2bm5OFxfD5oytVkvLy8u2nh5O9/LBG5es9dPgPmTfsyZX+O/7Io3nRlk9DU7zNHFpNJkyCvdJ+ohXFoVYvJWMUAnDcCQvyls/fkSJG9yjj3NJH1/NPWpte7ggSp/39+wxbh+s9xuNv/d6vZEcKQ47XXqpsYe16L1KfkdZhmE4IogKhYLGxq6y/sMwNCit0Wgol8tZqw1iRQhUYiv7+/vqdrtWAYCur7AB6Rzs440wBIFxiHNAlCBuRo6Mb7LIfAXBkLRD3ARheXBwMFJtQ9JIdXbf7gHlxnsxXM7OzjQ5OTnSAJJnju4jDyNC2kCoAeMmEgltbGzo5s2bmp6eVrFY1O7ursWQKBpLjOXWrVtKpVJ6/PixJdtiWOB5QRShlcvR0ZHee+89LS0tWcsLajsivIEA7969q0wmo2q1agSber1uHjT32+8P23ZA+CBPa29vT2NjY6Zw8CiALMnLomQUc3t+fq52u612u20xVl80gLYcrAnkDBLEaeRJoWbm3NcDpIbjxcWFGVeeRo8CBD3gvBQKBV1cXGh3d9c6W3vv2e9hb2j6vz9NvnjP0MuAZzGiMuSLMJ4LZcWmY6GACdgwPv+Izczr0hUDzwsI4i8ediPew2c8DMP7iWF5Dycan/KKFYXq41JRDw7ritf8xvZQJBvb50LxvP7ZvPKOKm7w9TAclteBYk6zO8gD0lU8g3v0Sr/RaKjX6+nmzZv2HXt7ezo6OrIAehAEVlGAGAFQYKFQMCHx4MEDdTodSUMPilJOxL2oCi4NKeh0eqW6OMJifn7eoEs8mVwup8nJSXsv/ZL4rm63O9IeolarmXBpt9tKJBIGe1KwlPX0hhNKk+/1ip71Il6Hp/C0fc4aQ7n3QsMTU3gmSB4kZEuy+o2np6dW6ZzGmTTRBNYcHx+3QrZjY2Oan5/Xzs6Otre3FQSB9vb21Ov1dPfuXd24cUPn5+c6Ojqytu4Ui8Vbrtfrarfbun37tpUfwiOD+r68vKxcLmf5bpKspxQ90/za4GEhsCln5UkLxKrY3z4Gzfs4I8CdkFUGg2F9ytXVVduHdBEgDkX7Gr9GwOkYgVTfwCBMp9MaDIYJ6hBeuIcoSetpe8HvLwwXf44/i7jVF2k8F8pKuhIOYOFRaI0McgSFT7xFgEXjWF7QoxB5j38/mfp81nsvHpLyHhXX8FT4qKXiPSIPHXFdHyvyitB7V1EWoLfO/c/Rg4EAla76GB0fH1t1CZ7bY/LEiKjicePGDRNIPpBPs77Dw0NdXFxoaWlJYRhaO3vguaOjI+3t7dma8dkwHDZcBAra29tTv9/XxsaGbt26Ze0iOp2O0cM9ZEnC8+TkpBYXF7W3t2elfvL5vLXBIJeI/QT82Wq1rI7h/fv3rVWFX4vp6ekRqFm6yvM6PT0dMYJ8HhWVM6IQsqSPNT48QQJLHg+YygwYc1NTU6a0SVdotVq2nwaDgbHjUPjpdFrVatUaCPZ6PSsMTL3DmzdvWjynUqmoXC4rnU5rcXHRSAnb29uq1WqKxWJWwWFzc9NqOxKvwyubnJxUOp22s4Sw9zUBqS0JTMf5g0zU6/VMsUeNT7yjsbExU/BBEFiNSc4AyeDUJQzD0Oj8zHe/39cbb7xh3vKHH35opaoYMAC552azaeka3pj1Z/zjFE40ZBGNYX8W49qz+pTD03rxahDu5GRIV26191z8BvHwHO/nEEehL6+QonkSfB/WnhcGXN8HhBEenlwRVaAINpSXV5zeU2MeokFZrvs08gjPRwzFKzlpaI2Xy2Vls1mzdn2Mi+A+90LF9Xa7rXQ6rVwup6OjI92+fdvmhID+xMSEHj9+bJZmPB5XEAR2kOv1+kjFi8PDQ83OzhrVvd/v60tf+pJefvllnZycqNFoqFQqaWJiQvfu3VO321Wj0bBW6slk0u6NZF9K/tCNttcbdhzO5/M6ODhQKpXS5uameZmFQsEqKQAH4nkyl1wHiM5Xe/AerTTaW8znBkUhIKj2eEpRz5+SSN1uV/v7+wZpxmIx8zaSyaTBlLAwgcLCMLRk4Fwup42NjRFaN3Elqu6Xy2VJw95PJOLW63XV63V95StfsRJGuVxOxWJRtVrNkmtbrZaKxaLNA/Bvv983r46cLape+HMImYiSSv6cYNAAsRKj9AiEN1ir1aqVlPItO5hbWK+np6e6uLiw9IUgCKyy+urqqk5OTvT48WNbF9b69PTUoEdo8e12W+Vy2VqkUL7Ks5XZG15eecPUQ9DR/fKslcm1svoUA0vKCwDv5vtgdlTR8N6oEvKb3lu+vD/qhkujxIgoQYL3otQ8HOnzovz1n0ZRl0arsTN83MvXkZOeXoHZXx+4jUOKwCTYTR7MzZs3NTMzo83NTfMmgdh4Pzk7VCKfnZ0dKQrLumD5TkxM6MmTJ0Z/JrYEjNTtdrWwsKBarWaKen19XQsLCyqVSjo6OtKXv/xl3b17V/v7+/ZsnU7HgtkHBwcqlUom9LiW9zZmZ2cNPmq329rf31ehUNCtW7cUhkNKdSwWM/ozScO+dToFbn3PK1+kNJVKfQSSiwolhjcwgIdYM/4GYWBsbJgQm8/ntbi4qI2NDWNTHh4eWot5yhdVKhWtra0pl8tZn7FyuazT01MtLCwon88bGYCCwYlEQtlsVn/8x3+sUqmklZUVSdLjx4+1srIyUmz45OTEWoT0+32rL0g1i0QiYYbA6uqqebG04shms1b4uFqtmjKAJMI5AgL2RAqqqfd6PYtB8jMKi/uKIgue4MEcs889AkLBWuBLypFxBnhG4l0+Ptbr9WwvxeNx1et1HR8f270TI/TKyJ/9KIQfRVs+y1jStbL6FCOqUFAG/O4ZXd6CRVixGaNej98o/mdvEfvPSVfUc+mK+YWlzHW4hvek8MRgEUmjJZ1QqB7KiCo1v6F94UxYRihK4ms8u4dGmUtaZ0gykkQ6nValUhlJyAV64jvJxQIK/OpXv6pEIqHDw0PLkSI/i7jI0dGRtS/P5XLWYTgWiymdThvDjOKl+XxelUpFJycnunfvnhYWFvTee+9Z3bi33npLyWRSk5OTev/991UqlZRMJlWpVJRMJhWLDWvhcc/Ly8va2tpSpVJRKpUyuK7RaOjBgweSZIm9xDeazaZZxAhn4lG0/AjD0GBE4EOfzxaNIUb3m4+3std8vyagRgQ1zEifrEo6A15Ds9lUs9nU+vq6pGEtRxRvGA5JMUdHR8aM29raUqfT0b1799TpdLS/v29FbPv9vm7cuKHXX3/dUh1olUKJJkopra2tmeCemZmxjsULCwvWSfrs7MxKQsViMVWrVTUaDatEAQTnzx4Qry+vxXlAsXO2KP0FrOuNO+ad+ogoLhQIsTEUElT3VCqlRqOhxcVFq54yPj5uPd2gt/vwBA0nIepw9vDG/bn36I2Xd/5nb6h67/JZj2tl9SmGh0VYtGgMyQt4D58RFEfpYEnB+sGq9aQGz7Dj+z286IUQbd2x5LgXLGz+hhDC+pJkB8ULL+/Vebai/+4oxOmJIOQBocD99/FZWkgAiZD3hIVK91y8KFhe3qvt9/taXV01L2R2dlbLy8umnIgFkBs1MzNjSo24BBUOjo+P7feLiwuzTFdXVzUYDIyuXqvV9P777yuTyejOnTsW/4HphfCPx+OmtFHMMLuIKeBFoXj8/CYSCRP6CGUUlQ+qe4YgnqVPEfCe+NOEEUYM78WYgIwTj8dNKVM5HAIMnkQQBFZHESo7ZIPT01OjZyNY8TCI41A9PBYbVsPHW6GFBvlY7XZbnU5Hu7u7RjzJ5XIGbzUaDVUqFfMwJycnjeRBPBCB7f+HNNLpdEZgc9i4kEgwytjfvt8YBBdJI8Qn1oXn94YnMTBYsD72TLkliBuU/1pbW7OSYKlUaoT0QK80rt3tdq30U9Rj5jmjRmlUIfl8zSjScj0+Op4LZeWDjR4u8XEU/o+60ygUfw0PwfA5rh21WLzbzf+ewv40eI8NBoTgSxxJVzk6eH7RRFMsRW+Bedp9dGMDLbDBvXflr8uhZt6glp+cnKjdbqtWq2lqakr1et2UDQcSyI57TyaTmpmZ0dHRkVX3Pj8/V6vVUr8/bKiHlwEdHIFGqZ1kMmmCk2tBAJienraAd71et060L7/8slGi8biWlpZ0cnJi7Tko48Rz00HWGy3AVpREmpmZsdgHOWIobw/bsIY+RoWXwtp6z5019AxVjAk8b9YJg4m14r1UqeAZtre3bW48Q3ZhYUFzc3OWcEutQE/H5vkhrywuLlpVe8gRkFT6/b6VaaLMFd9748YNKw6cSqX05ptvWlLv9PS0ms2mdWmGuAHDj5ykfr9vSo8mmHiP09PTdn3mjn2OcXF6emrr42OFnAEP9fnzDPSJ5w0RhTJZpAhwvfPzc9XrdWUyGS0uLpqXhQJEIfm4JvE2/sbZxQPzBkw0xhx93RvIfx6L8Ac1Pku48Qc1ngtl5YeH8jwkF/2d4Yt9SlfsLGjoHF6uHbV2opix9+ik0dpuCCNvoWEtezotGw6r3itJDocXdNFYHe0TgDr47qiHGLXKYIBRd817g5TFwUomPtNsNs2iR4lmMhmrv0Zlb6AOoESSJff397WwsKBut6tyuWxtx7FOCWD3+31ls1ljCm5ubqpYLNq1pqen9frrr6tQKFi5pn6/r1dffVVjY2N69OiRzUO9XjdPyMN2yWTSnmd2dlaVSsWMiV6vp9XVVSvrhDKRrogmwFdcW7qq2E5sbGpqasSi9x46+49182w13/YcJQUDMJvNamFhQYVCQUdHR+bd0MEZw+L8/FzZbFa3b9/We++9p0ajIemq8gheEGzNx48fa35+XolEQu+8846ePHmi8fFx83ZnZ2d1584dLSwsGIyHN0jOE/ld+/v7xlBk/5H3RKNH1gPPhVqCoAtnZ2eWywWDrtvtWp4VBtNgMDA400OoGLA+r83D5DCKPSzH86DEIN50u121Wi2rXiFJ29vbOj09NWNqZWVlxMtlH3DWIfx4dqpnJoPyRGPTXt54A/g6ZvXJ47lRVj4GxOaKBqVRLiwoGHLUYkEQS7KYDp/3DKIoCYP7wDPh81jsfBalwT/uMXqdaD6Vz915GsmD7+BAQC7xDEKexV/HH1IOKocFmKzT6Wh1ddWqcuPpEL8hMA0sFYahKQ3yl2gfcnFxoXw+b/Ggo6Mjo1n3+32988471veJShiDwcDK8Tx69GiEGUblixs3bhi7kPp/q6urJiSXlpYMiqIBHvdOvTzWFXoxXgZUeu4FRcJckggbZYGyfghFnz/FfCO4o7lqQMhY+bD4qLsHCxNDDAMDogr3RYxuZ2fHKqCjXGClsQ+g4ZdKJTUaDc3OziqXy2lra0u1Wk2rq6saG7tqirmwsGD7SpK1Hzk9PdXOzo6Oj4+1sbFh+2NmZsYqgYThsJL7kydPrGQVZB68LvYocNz5+flIjzOUAHPAWfBKivknphmGoXVv9h5Iv983ckwUSscbQwHznB5FobkmhZ/X19eVz+dVq9WUTqetcodPP/DkDy+XvJfvESPuySMxPqc0GlN/luNaWX3KgZdA8qUPoHrB4RlUkkaEvPeIvLLzghyh7+NDXrH4zRQVPCgcr/j4no8jVfiDwvCKjdfB6L3y9YFmoAWP5+N1+Vwyf++DwUDNZlMHBwdmxfZ6PUvYBcbwGf6wnRKJhDqdjur1ulZWViyITjuKJ0+emPfgc1oeP36stbU1ZbNZix0dHR2ZoC6VSkYN9u3MX3rpJWUyGQ0GA2MrSkPP+cMPP9Tk5KTF2aicjlKiCSOxrWQyqVwup5deekm7u7smhFjL8fFx8zLJ4WGtsMYxEPDAvCGC8RTNb/N7jb2JIvVxWZ4LBiJWeqPRMEOCZzs+PrZ1Jt+tWCzanmSPUA0ErwUyA/M/Ozurk5MTSRpR0kCK1WpVe3t7Oj09VTqdVjqdNuMChh7QYqFQUCw2rHoBSYW9nE6nDV4mRumh02azqXQ6bQQgIFa8e8gxzWbTDDeUgjcmKPXFmfFerld2kqzqB56QlzmwTicnJ1Uqlez8TU1NaW9vz7xX4q94e9wTDSpBQ6KeEoa3hwq5R/aMh5X9367H6HgulJW3SGZmZkbYVmxEvBmUBVal35hsCASO3yBsLs8mlEarX3hLg7/7OJn3coAE8QR90NTHnKKkDJSLz83q6jawAAAgAElEQVTi/TwHHgqWN/fm4xx+LvhOrs8cnJ6emtVN3ID3gbUDIfnP4b1VKhVrbT8YDLS8vGweWSaTUb1eV7lc1tramgaDgXWIJQ5SrVY1OztrJZCogoDiJE/rlVdeMQhsa2tLQRAonU5bLCGZTFqSKZ+/c+eOer2eMc7wAoEk7969a7lii4uLJowLhYLBiFFGnxcSGCPe62WtfUqCz93zgtALLYwvv0aUf0IxTExMGCRKHg/EgNXVVRPmvV5PW1tbGgwG5rVBlMnn88rn8xb7os08cUI8Wd+1t98f1r9rNBqmBF9++WWtrKxYVffd3V1jXzIXpVJJu7u7CoJhk0Zim9wHZBRpqFgooAusyRyw3znnPj3CD86NR2D8vvfr4mPQ7DXOOPfA64PBwFp9UKJsYmJC7Xbb4Ot4PG6esU/45tzv7OxYPiAwd1SmRI0aXovGrbzcetbjhfSsgiDYktSR1JfUC8PwrwRBkJP0W5I2JG1J+lthGDaC4Yr8qqT/UNKJpP8sDMM3/5zrj5AUPJzC31FgFAn1ioqNjELwFpikEUYWg40OhOaVU9RSlq4S+/B4PG2d0kj87i10DpCH9zw2HbX0/GEkvsXc+LlC2fkNx7U4nEBL4+PjOjw81Pb2trVwIFhM0JvvCoJhoH5/f9/ukfydeDxuni0HPR6Pq1KpqNfrWbLv9PT0CFUcZVKv11WtVo2Bt7q6qi996Uvq9/t6+PChTk5OtLGxIUnGYsMwSafTevDggfr9vuUiHRwcGM0eAgW5RfTXWltbU7PZVDabtZ5MxLa8geAFi193BBPv9QVrPbzsYR+/nn5t8KyAsebm5rS4uGiliYDuqKgQhqERL+LxuM0lHYz7/b6xO+kJJg2rnhMHe/vtt9VoNKxpIOQacqvm5+eVTqfNwx4fH1ehULCW8WEY6smTJ9ZWnqRtYL5kMmnV9cNLEgIM08FgYGvN56OGFknczJWv1+fRCm+U+Tllj3H+vaGLAewNS4+isLZ418TneE+9Xh9R6EDjqVTKiEzIC+JfpBEAQXtY+Wn74uPGZ6FIXkhldTn+ehiGVff7L0v6ZhiGvxIEwS9f/v5fS/ppSXcv//2IpH9y+f/HDqwshLvHlz3kIn20UCQL7xUY/zw5AquYjczrPrbjyQhsNDY9wom8F4RS1BrimkEwpBB7BhNZ8N6aR/CdnZ0ZlMC9cKiw6J6G53PPPveKex8bG1MikdD+/r4ePnyoarVqr9dqNYv/eO9hfPyqijnXJf6zs7OjdDqtubk5I2xwGCFtzM3NqVarWdCZoDbKEKHaaDS0sbGh8/NzHRwcjLRqaLVaJhyY98PDQ/P6iJHROuP8/Nz6WeFNoLggWlDg1FPCIT54OnQUykMRRT143+fIGzgMruMrr8RiMatAPz4+bt5SOp1WrzfsNdVsNpXL5ez5z87O9MEHHyiVSumNN96wMkW1Wk2dTkcXFxfKZrO2P7773e/q5OREP/qjP2rEifv372tlZUWvvvqqzs/P1el0tLS0pGw2a8w5aP60lKHiSRAExhzMZDJaX183Ag7ri1dF0vTOzo7K5bJisZheeeUVnZ6e6oMPPtDp6am1i0mlUtrb21O329WdO3dGcrXwHiFrkAKCAejREc8aJh8qCuF7rytK3mLfs+chcMTjcZVKpZFiBSTdo+SAD4m5Rg0eD/8hG7wh5BEexmflXUXv7Ysw/iIw4M9I+vHLn/93Sf+fhsrqZyT983A4E38cBMFsEARLYRjuf9yFogJTGm19gRD2SoyBQgM39xavdOVV+ViEpwNLV5W2vULyAggL3x8CD1VgvXFthKr3fmKx2EiFiSjkCJPPd8eFeYYSQ8Dx/ZJGFIGnuPvaaq1Wy6pet1otyzHykJ8XBEA1BOKnp6etVT2Z/Vi0KC1K/RweHlqbkKWlJTWbTVMwY2NjZv3fvHnTPBXmrtPp2NouLi5a0VEqDFD+CE8Q65tqGOTzrKys2Hz3esNSQZVKxQgIVH0n1uX3oXQFOfnhg+Hk8UWhKl9txefd4MlSEBaPb3x83Fhv7CFf4gkIlhwmAv/Er8gvI55KGgD/Q7/HgMKDIKXBt4inbQuV0iErEPui4G8+n1c6nba9zr5MJBIWf+p0OqpWq6a8Go2G7TfII94TAt4GNRgMBpZjR1zOw6oMPs86eiXGOgCnEgP1JBn2ON2EmUNijLzPw8VUdpmZmbGyXcT2UDyeIBVVSMgQH6Lg3HlD99qz+uj4XpVVKOnfBEEQSvqnYRj+mqQFp4DKkhYuf16RtOs+W7x87ROVFZnjPkaDxyGNlijyFSVQRCgHH3T1Soe/AakRj5A0YmGx0by3gjDnO1EebDDuzx8kDh8KBzjPsx1Rrig4suVpMueJFVwbD8ErLfJHBoOBxQl8nlA+n7ciolTG9jlAHGbm2BMWksmkdnZ27N7L5bL1WwJyTSaTmpqaUrFYVDabtYoMlNMBSmHe5+bmjCjBvGOZSrLqDOR6kVMFYy+dTuvi4sIUULPZ1MbGhh2+XC5nLRxOT09t/iuViiYnJ5XP562xoBdEDH4nJwchy/V9mgKKlj3gvXcvvCBE8FoymTQ6fLVatb3kK4swz+QIVatVgyEhlpB3ls/nLa4IFNVsNhUEwz5e4+PjthbAWM1m01qNlMtlI7sAD0MyAPLlrFAgOBaLWTzq/Px8RJn5Lry1Ws3IJOyriYkJ664AWQNoDePR/84Zjnq57AuMT9bDE5ZATvwZ9sYo+4PY1MXFhdbX10eMOklWWBnDEuVORRB6t2HMIG+isfOo7GNenxbLuh5X43tVVj8ahmEpCIJ5Sb8XBMF9/8cwDMNLRfY9jyAIflHSL0rD9gEsFjERrJpo0NSXVmEDA2X4zR+tr+fxbU+SYNNj1XlICIXmC5iiXHzZHD+iXhhUW7wqT9jwg+uyuTmAKHAfC8OF97ACQh+rm+/s9XqWwMnffG4YiglIzyv/fr+vra0tpdNp84DIC9rb27NGhvF4XJubm5Y8vL+/r1QqZfANOVlhGKpQKFgLkE6nY/lY8XhcrVZL8/PzVjZpMBiYwKW1+vb2tlW/9kImFospmUyqXC5bLCuZTCqZTOrhw4dmzVcqFVsj5iFqsRNzQCh6ZcS6e6/fx0c9NMg/Cu/65ny0bwmCQJVKRbVazYQZngoKjDy37373uyqXy2bAFAoFm08E9Je//GUzEorFolWpgABDJXX2I3FEWIBf/epXNT8/r8FgmFhdKpWMpNHr9axqRa1WUzKZNHIGHtONGzdM0d25c8e83UQioeXlZWUyGc3OziqVStn8Q+33eYse3qbHVDTPkjPD/yg51sFD8XhWfp1BJMbHx631B2XJer1hexwUFjA08XBQjEajoTAcUvih57N/fGza51v5c+s9LQ/NfS9xrb/oeCE9qzAMS5f/HwZB8NuS/qqkA+C9IAiWJB1evr0kac19fPXyteg1f03Sr0nS7du3Q19OhQ3pSQw+BuWD2SgMLDdo2GSY834UEYfB196TrjYHr/mYBQqGeJa3mBkcJqj3KAMsUK7NPaLkEGAcTO7XU/f9Rgc2YfgWHyhiT5ggL0oaxpWw/qOHm2dlXnu9nsFT5DwFQWCtJdLptJVQCsNhWZu1tTVNTk6a4Ov3+1alG5rz4uKiGRjERwaDgQ4ODrSysmJ9l2i6l0gk1O12Va/Xlc/njYJMjKzRaGhqasqC/wiVdrutmZkZ3b1712ApTwxhzb0iQoDw/Kw1dfPYhyhzjAEPCUfjppIsvwuliqdJDlqtVrO5hqCA50q7eYgrwGqxWEy3bt0yxfPkyROFYahXX31VqVRK3/rWt3T//n2rA9lqtXR6eqrFxUXduHHD1pq5Zd8kEgltbW3p7OxMi4uLKhaLxnKLx+PmEZGYC9yYSqWUSCR0dHSk7e1ttdtt8+62t7ctnw76O2kRg8HAiAnsPSDsweCK/u5jT37NIDt5KM2jCx6O9cYl5ylK5qJ+JZVa6Ni8tLSkYrFoicNeNtXrdW1ubhor1vc8Q1F5ZMjHtTwp62lK61mOF05ZBUGQkBQLw7Bz+fN/IOkfSfqGpL8r6Vcu//+Xlx/5hqRfCoLgNzUkVrQ+KV41cjMO5/WUde/as6DAXNEAKptcuhLkKAMOAsLGeyPeo+I+sKyBIxBAHnJA4HtLCcHJ37yVzb16DwnIAqsNIYK1iuDke6RRfNzTnH2wmaoGs7Oz1h4DIfU0j8IPlBMUeNaAqgooKryqubk5xeNxHRwcaHFx0QgQeCapVEq3bt0aYQ8Cg5XLZc3Nzentt982OnexWDSPFuEQhqF5iVz34uJCJycnFuM4OzuzunetVsuEW7fb1cbGhtXGo7gvA8KEFyAIGG8wMTfSVYyTPeYpzVyT97GG09PTI7X5vCeNkozH48pms+r1eiqXy9rf3x8xvDwhBwKLr/xwcTHsfEteGvc7NTVlxgI9s2jaiLdQLBa1ubkpSRZPGxsb1hlcWVnR6uqqYrFhfl29Xjcvmv5QDx8+1P37Q+Dl4OBAzWZTpdLQVj05ObHze3JyolqtZgnIwIDT09NWQZ72Iex3YkPki0VzKxmcVw/Hst94rz/fXmjDTqTOoq+UgoFGDBFFNDMzY3M5Nzdne8LD+D431HtPUXIO5/KzgAFfOGWlYSzqty8ndFzSr4dh+K+CIPi2pP8rCIK/J2lb0t+6fP/vakhbf6Qhdf0///O+AHiJRWYDe4KCVwYoARbUV4ZAQSFc2LQM8GTfP0cazYtBKERJELzfKw6sXa6BQqOat8fqOTwIMw8n8ZwotaOjI8PZJyYmzINBUXCvvA+likAg9jQzM6Nyuax2uz1c8EvoL2plek/yafE3LNzp6WmLjxDvoBgqQm5qasriQWD4BKIRNMAzVOWmbNNgMNCbb75prD32xNramkFbkky4dbtdK9VDbTpIAXh2jNPTU+sIi3BmvqLetBdsT1NS7BeC8bwPxYjnBRQFm4zE3SC46hYMbAYrj3p6JDnX63VrFglTjWr2vV7PWqFATKDgajqdtkodkALIIdrd3VUYhiZ4C4WC1tbWtLAwDD1D0hgMBlaGyneH5nmJJ0bPFh4wBA7yukiGppWINxCQAdvb21aJwnutMPa8IEfB+3QSb8jyfd67Qp6wxih0Pk+SO0qOMlt4WhhhzClnsFQqaX19feSevXH4tFiUv5/o3nqW47Py3n6Q489VVmEYbkp6/Smv1yT9+095PZT097+fm4AlFo/HDSKDhoplR401hAsC2gcwPZTH/9EEPix0zxbyAXafF+GVHJ/zxAa+138HFi/JzXwHCtkrRQLL0lViJBYbgsrnafk2CsRzEJDEhjwLzvezeuWVVxSLxaxkj39uT+P1gke6YjahqCYmhv2r5ufnrUVCoVBQo9GwGnaTk5NWcQIrnGvRbJFnpVYhjLRSqaRWq2V9tuirtLu7OxJrAvqUZEVuo5AlfyOOsLu7a/GjqakpnZ6ejnii7CGMBuaBOfUxQ/93Sjhh6SPk2J8+9pVKpbSysqJcLqcwDK1KAvE39hFzNz8/r7GxMT18+FC9Xs/ek8vljNhydnZmxIbd3V2Vy2UdHx/be/CGqSqCZ3N8fGzQ8K1bt/T6669rfHzcWrhsbW1Z+gNQNL3CYMOR8wVMmM/njc6NIE+lUlpeXlY6nTYoHG8NaJF9xt7AAGWOga/Zr6AR7DXpqqCtT09hzTBOPFvXrz3GK8WDkRcHBwdKp9M21xg8xOl8ztaTJ0907949a5eDMiT+HI2RR+NV/Hw9nj6eiwoWbGBJ5lWxkah1hlCmzAoVmclbYUPzOTBzro+A8TEx3HQ2i69YwPCEA0+xla4KoCJE/T0AO2AtYqlFIQsPEQB78f0oB9p7IAjZ8P1+X5VKxbL+GVirsOLm5ubsfSTHAqUxD3zO/89h5MAB0UxODrvQcnDb7bZ124Wavre3Z/dTqVR09+5dHR4emsEBhHh4eKhisWhN7OhBND4+rtnZWUkyrwLF5Rs5cr+UYMIbA9brdDojDD3qwo2NjenGjRvWV8tDtQgVlCIevrfQ+V6UDF6U31seBeDak5OTKhQKWlhYGCnkyx6nBfvW1pYymYzu3btnyrper9temJ2dVSwWU6vVUrlc1q1bt6yNRbFYVLvd1tramuLxuKrVqvr9vvWg6na7Wlpa0rvvvmuG1fLysiYmJrS3t2c9zYrFoilq9jEGCnFK/p5KpTQ7O2vPubi4aFU58F6Iq3KfJCdjWDHfeGIYaBiJGJ8ewfCGKoaETxVg3bxB6Y1I5AV7nDPa6XSUzWbNoyIMQbdmYtPtdluZTMbkR6vVUr1eNwXOPX4SYYJ9442ga4LFR8dzoaxYTJSFj+lw4PFU0um0wnBY+mRxcdEW2At4IDEsSALwBITB/fFyPIEB7w5PCGjGwwv+vqUrwRS1jmAl+sCqz4PymDZxCyxFDy1CZcczA+KjYjUCYGJiwgL1lDkaHx83aOnu3buanp5Wp9OxuICn9HolBTSDFxqLxQxKXFhYUKfTUSqVUiw2bLI3MTFhAmpnZ0eVSkVjY2PKZDLWfI9rAKXQPp37oF4chzyfz6tardpn5+bmLIaBFY0ABZrysBzGiSedRPtWMefsj6cZK1zLH24PFQP1+Zb1npAThkMWKjXxqtWqCoWC7SEvyHO5nKSr2ne0OJFkdfwmJyftPDCPUNL5/mazqaWlJSUSCUvi3djYMDYfRhoVTPr9vqrVqh49emSEjPPzc2PGLS0taX5+3oR7uVzW4eGh7VeIMCcnJyawp6amrK0IZ4yuwvv7+5qamtLGxoYGg4HBo7VazapkYAQcHx9/pDec91gxGuLx+Mha+dw1zhCEJ/aAj79yPe+Vzc7OamNjQ81mU2NjY1pdXVW73VapVFK5XNb5+bkV8T08PNSDBw+0sbFhcHe0uoY3WKPhDe79s/KwrpXVpxw+3sQiekGOJe0tWywShAaCmRgLjCs2OPk/EBeIG/gcjyj2PRgMKyq0Wi2r+zU1NWXwAJ4PghlIigNFO288NF84FSGKFQ/B4uTkxFiDPBuHE5gU6G9+ft5gqHa7bfg63gbPRWHaW7duWU4NgXruJQpn+nwuD58Qp5ibmzMrcmlpSVNTU2q329rZ2dHJyYlWVlZ0cXGhTCZjZAdo5yidWq02AvciRMbHx7W7u2v3l0wmjSgC9IX1zbpzv54swXoiMBFGsVjMKmEAm7LeGApRheTJPL4kkjTawobreWZqMplUJpOxmEir1RopE8UehyFIjAflgkcBm25lZUVLS0tqtVrGFCSGOjc3Z/uXVvKUT9rZ2bG8tkajoV6vZ58dGxuzuo7Ad6QgAO8Sh+31eqpUKpI0IuTZP3jyfg9DRgDiTyQSVuOT/X10dKRyuWyGBgofYR4EgcFxg8FV/yhJZph4AxY0BEicJGt/vokLT05OjnQ1Jt4ai8X0xhtvGJkEDxUjqdVqmUwqlUr2PoziaKzqaYQK/7fPwqviu79I47lQViwOFarxrrDGPHNP+mjA21uJCB3gAzY3dFjpqr342NiYWXRYNAg7z9TJ5XLWKI5Dubq6apY5we5YLGaFPPHCUJDEZJaWlnR0dDRCcqCyAbCVNCQgIMykKziSg4UljvcGzi8NMXhiEbRSODs70+zsrMWVVldXrQYgsCA5TQgAlDxCAKgSLwWlc/v2bSMyUAwVxl0qlVKr1RoJuhOrKpVKZgWvrKzo5ORE29vbBm+hNBE6H374oQkXLO5cLmeJm3iVKCuUl08x8PEj8tEgECCEvRUvjfYeQmGwp7wQ9bE/hPPk5KQxAGkqiQEDkw8DBiicPUfpKIwLvhfPGUjupZde0tnZmQ4PDw12u3XrlvUYQxmx9o1Gw/Knzs/PdefOHc3Pz5sHVa/XzYvm/DSbTX344YfW46zVaqnb7dq6ss8hf0xMTGh/f988L9+jjfNAvzMU/NnZmSqVih4/fmxwJ7ElHz/u94dNI9kb3vvFqOB3lBBn1Vf7YK0w7IhL+j0B3Lq/v2+GLnljNKhst9uWv0fuGRAk5Bmu670pht9nzLk3yq/HcDwXykq6IiGwQSUZvOL/7hfUwztYwV44EZvwrjbemo9VMfDG+Ju3tn0bBJSaF15+E3JPvvxRr9fT/Py8eRpheJWQiIDEEvbBeSDD3d1dg0MymYwymYwePnxonhnxAkmGnQdBYNXVuV8U8+LioinWYrGoo6OjkfhYu90e8ba8MMYy3tvbUy6X08OHDy2R1FvBeLAYF2EYqtPpKJlM6vT0dKSfUKPR0P7+vilkL4Qk2fOgBJgv9oFnXPo8HIYnzHjYDigIBYW172Nift9hpROH5HWPArAOCMJ4PG7NFSES0Y6DfQPMydyvrKxoYWHBGhs2m02L2aVSKas6sby8rKWlJQ0GA21tbendd99VJpNRLpdTv9+3kkCUd6KyyFtvvWVtL+jZdHR0pGw2q6Ojo5GYI95VqVSydatWq/bctI1ZWFhQtVpVGIbK5/P64IMPjAHJnOHZ9Pt9I7sMBsPcpE6no3a7bV4rexnjxBNQKMXEOYdpynnEk6ZEmK/yQokwzq+PY1E5hGK8JNGTuI5RiZwAjiVVQ5Il4Pt8L+SGhwD9/9FxHbP66HhulJWPHWGxsgn84feBahQTliyCClhBkgkdT9KIbhpe93ARh8Xj7fzM5xHMnhThFSP3ByThPcMwDM3iisVihplDHeZQ4Xlks1nt7+8rmUxqc3NTg8HAvIrj42O1Wq2RGBsWLAeFdhmzs7PKZrNmsRLgRylPTEwYtOcZd36uCEBnMhlVq1VTPv59eHFUH/DV2lOplMbHx7W2tma07K2tLVt7n8jp541Av69O4r8XrwsLG6PDB9ijDEusbWIu3KenHvsAOHsJzwvrGaUTZZbCpqNivY81nZ+fG1svkUgon88bYcMra+jwGD+5XM6qnk9PTxv0XCwWzcOlwWMikTCItlKpWFI3tGtKI21ubppSKJfLajQaSiaTNjd0bobSfnx8LGmUTo5HTxL40dGRxYyAQs/OznT//n3lcjlrJcJZPD8/t4RzFA9nzsPf7G8gTGJlGAfek6UyBR53lGTl41vAiswN8Dp7BtIElVdAZsIwNASBBPRWqzVS/ok9yf6JxkB9zOqzilddK6tPOdiMCCevWDxLDQEhXVnRwGF8jpiB99L89aTR4Gb0u9ig/O4tek+L9oqPg8J9eQq8p6hi9fF+LDvPbJI0Ajki8MiQ/6Ef+iGjzr733nvqdrva2toyqxj6MHAj1QVSqZQJd9iAJDIOBgOtr69rZ2dH7XbbhCsWbCwWMy8XAYIFTCxtMBgYxIMAmJmZ0cHBgWKxmAnSiYlh2/l6va7z83Mr0Nrv9+17PcEDKCoIAhNU3vKk1BYsUiBfPDCGJ8B4T54B3IQC82viIRzfRNHvBX5/mqJDSEKI8SWoYrFhThRKCGu+VquZQPa07nw+b5+j8PHFxYVyuZza7bZB1mEYKpPJaGxszPpPkWPVbDYNtpuZmRlplAgBg2ebm5vT+vq62u22FXL1RmK329XR0ZE2Nzd1cHCgubk5ScNSThgGXtBT1YR9CDO0Vqtpe3vbYF3mkTXxqAjzzdx4QwUFShPR09NTI6rwD2ODf8Dvk5OTVg6KEmAgJcRVPXHJU+55pm63q93dXaVSKZNFQPSSRvaHR4oYzO2zHtfK6lMOSAFY92xGDh0T64U8wgDs2kNzeDYcFknm/qN4vILxuDh/9xvIe0rRDcbvbEK8Ev7m6bc8E/fM93iLHwXlrT8sVGm4mYmLTU9P6+zsTMvLy9YUEaiN3kXALUBfR0dHpmhmZmZUqVQUi8Ws0Cs9iLivqAKHEEIViMFgYL2NJFkcEMUB0WMwGGhtbc1YcfS4IkAdj8etL5LfD95z9lAxnoyH4Jh3jBWUTtRQ4X/2kM+zYp955eYH8S6MJIwmfy9cn1iYb/OCkmYux8bGrI4hXnS73Va5XB6Bz/hbNpuVJPOOKSY7MTFhTRMx4ihxBLuwVCoZMSKbzWp9fV23bt0aicdIsrQBvP5Wq2XV6vGUIaeQfEwMjmru3oPBa0skElpdXbX8MY+mHB4emtcGnB6LDWs+erQELwrvjfgtXtri4qJB6sDawL3MOefNnz/KeAHTj4+Pa3l52WB14FhJRrVnbwCvewSBUlSJRGIELvZkFPZZVKZcw4AfHc+NsvJwGxvcb2aEgbeKpdHGbNHX/Ebw0I6H8vgMsIIXTl7R8R1YeAg3BKqHChGi3tuTrrLZiY9EvS/pCqbyz8h3SKPU7FgsZkIGCKnZbGpvb8+qSayvrxvESHkhn9fWbDZN+Zyfnxu2Tz07qkEgaBEMXkDTqpy4HCWTIHZQnw6B0uv1TDEVi8URFiSpA57hxTpgwRKjYC94peRpxz6G9LTD7710rgNj0ZMnogNSDASW6L7F4MKzXFxcVKFQsJxAL/B6vWELk3g8rmKxqOnpaS0uLhrhBWgSphpV6GnHPjs7q93dXT158sQgWXLZEomE1tfXtby8bNb922+/rcFgYM0Z5+fnrc0IRYQ7nY7FYfF0uf7CwoJVJwEqm5ub0/LysiUIh2Go+/fvmwF5fn5uzMJUKqWlpSWtr69bHUmgvaOjI6uGT3dqYL2xsTFls1kjCtGnDcYhHqiHTvG0fLkw9q+vRcpekIbV8ClZ1el0TNnx2tHRkfXvgoRCaSZYlmEYGls4l8uZ3OL7faoM8op948/99Rgdz42yIvEuuuGkK3KFjz8hMPgc8YGoAPO4MYJOGi3jIl2x76BPS1fC0SsfhKEnYnih6GMsHoqMKlI2r7cYvdLyG9crKyi7WG/AEjCz5ufntbS0pJdeekl/8id/olQqZcmMHuuXhrXbUHCtVsvYT41Gw+IGWM9RQgLzQwmgarWq+fl5dTod5XI5BUFgdQAhBODpzs7Oqlqtan9/39hZeBDEIyVZqoBv9wCMRtJnEARKJBJGlQYCYj49nKCaAUEAACAASURBVOIFBArM7wG/LlCY/fX8XsWy94VimRNiI+Pj45bky30SS5qamrJ6jrSGOTw8tAaH7L16vW5GAN7OwcGBarWaUqmUxsbG1Ol0rHjsxsaGeSXkV7E/FxcX9eabb5ry4DtpqjkYDHT//n2VSiXNzc2Zx5fJZMxL8Hsfwwnl2Gq1rIMCbE4QC6DBWq2mRqOhtbU1W3fODExHH9/j+aiGMTY2ZlXQOQPn5+cGaRLb83lUT/PWOYsMyCfEU72B5A02Sk55ucTvKE4vU4B0QRaiHjwjGnL4LMa1Z/UpB8FT79V4GrHfIFG4DEXBNfBO8Ko4ZB7351o+AO8D5Cgl3xIgGiiVRhWMNKpgPYmC98LI8wPowCsm/7+HBPH+pKuaiFDk/b2k02l9/etfN0W2ddl5lVqB3AtCAgiv2+1qfX1d5XLZ5mRqasqUg+9BdXp6aooMtla9XtfKyoqkq8KlJycnZunPzMxof39f5XLZ1sSvP8pXuip99eqrr2owGGh3d1e9Xs8UMIKhVquZoPNzHYX9/PDxItbNGxokoodhaJY5ys177vQ4isfjBoPhxROLIe7BvdDLCvLCjRs3LIYFjRqlTdAfJZ/L5YxYIQ0ruvMcMzMzZpjx3UdHR6pWq/b+drttrSyOj49VrVZVKpXMwybHSZJVtsCjAUb31PB+v69ms6l2u616va6vfe1rlv8G9Mceop8a94QXEosNc88oMcVcYjzyXZBz7t27p3K5bL3ZiNslk0lNT09rb2/PkrA9nEus0cP0nP1+v2+M2GQyaU1EZ2ZmVCgUrIPxycmJCoWCdalGWQbBsBfZ0tKSMpmMrQt1KKUhVMg+YP+wJ7zRG5Upz2pcK6tPMcCsiR0gNLzgkTSiKPCyyKXh9adBax42w3L2gVqui1fFhuHaXukhwP09YF16Jhsb2N8XCsIrRe7LW1YcUN4HxAWsEmU0YglGKb7AE/F43JhYxJqePHliwXoOZ6lUMhIGpZPwLKiZJskSWWmnQKK0v89Op2OWpc/TIumT2NPU1JQlLktXFHmeh8O/s7NjCtOXl/KsNGBHb5BwTYwZ9lE0gO0hvFgsZgKdHB2ewXvI7CtfPZ29jJc6NzdnkB4wEAna09PT2tjY0OLiohFgiGeisIB65+fnrR9UMpnU3bt3dXZ2ZiSGmzdvGlUd8gwIRLfbVavVGuk7hdd348YN3blzR1tbW9ra2tLFxYUWFxdtDWZmZqyFCGkK5XLZYmQLCwtWpqnZbOrBgwe6ceOGESbOz8+NEAKMBqPz6OhI8XjcPO3333/fCEJ41HjjnK/9/X3t7w+bOBwdHY2QQUimR6kcHh7ameL8TUxM2J5j+Jgy1UHm5uZMNmxubmp+ft4Uze7urhmQ3NfJyYntv1deecUaXM7OzppXRZzTw/yeYexlwrMePk72RRnPhbKSNAIxSKM187yA8EwsDwt6pYCyA2LyQgahcnZ2NkJ79orFe2g+MZW8pygM4AP70mhjSBQgeR18lxeODC9EvSU/GAxGPDTeQ+6XV8re8ucQc48IqTt37mh6eloPHjzQ+PiwtfrBwYGCIDCLkmfAkk+n09rf3x8hM0hXTC1Yh7lczhJGB4OBYftAs1juQHySrIq775NUqVSsKCgleyYmJpTJZJROpyVJd+7c0d7enh4+fDjigXir1B9KnglDw3tifngrFwFDSSJfP9LPO/eHMTMxMaF4PK5MJmM/n52dGSGAKifHx8fa3t7WycmJ5ufnzfOECBGLxbS4uGg1GJvNpmZmZrS6umpJ1Ht7e5YvdXx8rN3dXRUKBX3lK1/RysqKpqamtLm5aa1ZgiBQJpPR4uKi8vm86vW65ufndf/+fatQQSHhUqlkvcCAW/ECqTVJTy2guUqlMpLTVSgUlMvltLCwYAVwif1ilHBuKXabyWSsL1qv11O9XlcikTCqP9AeSe8oBN8XzEPKrDPVPaicHo1dSVdVVZaWlmwtnzx5YkYVrE3OLMYRirXZbCqVSimbzZoMihbR9bLGe/lRosWzHNfK6lMMv2g+GO4FNguOFUQQnKB/lECBJ4RFx2GIxirYRL7aO4ODhCWE4GORURZcE8/Lw3deiGJRck3+RSFM5sNDj55kgofA5gfC4uAxV1FiASSLwWDY/nxxcdHozNPT0/rmN79pygIl2263LY/Kw1dYvlRVwEquVquq1WoKgkCzs7Nm/VLXr9vtGjWYRomJRMJ6CBH/oEo8CiKbzerg4MAC/Kurqx8xTvxz+pikN0RY84+LDfjXvcLysQ4PPXt2qr9GMpm0or6JRMLyuKgWcnJyYnUAaS+PcN/b29POzo5OT0/N2+r1etrf31etVlMmk1E2m9XJyYkePnyo3d1d3bt3zyqvN5tNraysWG5dGIZWIR3PCsFbKpXUaDQ0Pz+vfr9vFG/2HPc3GAwsjwhDCMgsl8tZ/T3q5hHPS6VSVlMQmI+cLTyLZrNp55r4kDRUBO12W6lUypQWsBtKCoXjjQTIQt64xUtstVojqAlGpN8jrO3BwYFu3Lih+fl5jY+P29qxpjBxm82mtVPx7UQODw8t1uVj4RgMyBV/Tj9LZfVFG8+FsmJ4pSCNkhH8e7zl5GMNUQIFC+6tF68MGFG4D8s7Ksw4XHyeQ+Gb+PnvYURb2ntF5uEohKhXWmxmgrTeq0MJPi3exbN4GITDIslowevr69ZIb21tTQ8fPtTx8bHK5fKIAUHFCK7BvBNXDILASghRADWfz1vtRZQZ80BFjng8bsKTCvGrq6tGvz4/P9fKyoqCYNjG/f79+7q4uNBLL72k7373uyNUYRSXj+s9DQ6GUu290ug6+5/9uj1NmPj1Zj0XFhasDiIeBXsSgsj6+rpWV1fVaDTMMAE+pXUG+U8YIxMTwx5cxWLR9j8MQ/Lj7ty5o5WVFVMc0M6Bh4MgsAokvs0M3iZlnFZWVoy6DTMRGj57+OjoSDs7OxZLlGSCm+K6pEeUy2Xl83ndvn3bDCLgY/Yy1ThoYeKhNpS2Z4ROTAwbNuI1Msivm56eNvIINRghz0gyBABDD6o88UG8fIySMAxHvLLbt2/b/NZqNQtnjI2NWQ4bRA/OPGfHK0f2TZTK/izHtWf1KYefOCwkaTSjm/I0sVjMLCJf0sgTJ7hOGIbGtvLX9/GmILgqn4Qy9BW4vecD3ONfx4onpwbPA+Xr42r+mtKo0ONa3rP0JARP/uCZ8eb8/fCMPo4CVEVcEOsRTysej2t5eVm3b9/WkydP9Pbbb6vfHzYvrNfrdn+SjEmGdethPliYhULBLHEUK4qF8kbM0dTUlMVlksmkJTezdufn53ry5Im2t7cNivzWt76lw8NDg6PwwLx3HE0rYD49bMw8PC2O5Yefc6+wngZfT01NKZfLGROVArC+mkIqlTJ4LwyHFT+Ie6ysrKhQKNjcpdNpbWxsKAxDq+HHXqSjcBiG2traUi6X09LSkmKxYTX8w8PDkfnGK4I8wtzRjZi6fvPz8yoUCjo9PVWhUFA2m9XOzo5VOyEBlk7A/X5f6+vrI/3DENJUttja2tLp6ak2NjYM4sMo2d3dtURoBPnFxYXF+3xFlWQyaWSWXC5nTRyPjo7s+32iMNAg5dfYM4lEwhKd/frHYjFrDnl2dmbQNd85MTFhZIx+v6+bN29qfn7eCi+zD2ZmZqwxqXSFhHioOkrI8obVs1Ym18rqUw6EiBcsCFwEILERWGgIcgSCJ10g9BHSKDY2JbT3qPJA6EGakK4S+aQr7wfB74U/Fqt05bl4IS6NbhCuH31u3ueFLgqJSg39/lXFdj7nLX//HcwLOS8+n4zv9pYllvkf/dEf6c6dO/qDP/gDq6yAhT8zMzPSEwvSBe0SqKHGvQF9cXB90dbx8XFLEiVmA5vtwYMHKpfL2tra0tzcnCVuovj6/b4KhYLCMDR2GHNIfIN1Yy19UWPybtgPfi6l0e7ArEvUGwPi9YqARNlsNqtMJmP1FyGmALHu7+9by3hJltC9t7eni4sLzc/Pa21tzejgU1NTeumll1QsFvXhhx+q2+1qbW1NFxcXVhiYxGC8kv39fTOkUIx4e2NjY2q1Wnr33XcNJcC4qtfr2tra0uLionUU8DBgGIbWtiQMQ2v3wpmCyMDzQsoA6oOF2mw2jTEqDb0iz6A8Pj4eMVRrtZrGxobNG2EFjo8Pi/tmMhnbx5xrWJLkTEGk4IwB6XmFyHwRq2632zYn8Xjc9syDBw+0tbVlBYqnpqaM6ejLpXlCh99HUTjax1ef9bhWVp9i+AVCyXgrBKGK1wLRwXsU4NM+aRavwyeZShqxbjw+H/VCsDr9Z72H5P+PeljAHD6+5CG76OsehvExMBJHOTRe6EhXwtR7CZ4R6RW/J4r4+Jd/BoR0KpXST/zET9i8fvvb39bq6qoJUSp2o+jA8oFqCNBDo4alh9IG6spkMlpZWVEqldJgMND29ra63a5WV1dVLpdNCN++fVuTk5Pa29uzNTg9PdXY2JhqtdpH4obEvny5KCAYvAK8oLGxsZGSUp404nPLfNwrupf43vHxcRUKBVPGJEP72nXMU7PZVKVSsfYz0hCW2t/f19Zll95cLqdYLGZxrNnZWa2srOj09FSbm5sW08lmswYnQmbAut/Z2TF2IyQFn+pAoiv7iRqTzWZTu7u76na7mpubM5gX2Dafz1v+ExUdgO6koQEzOzurQqFglS46nY55JcSgSDImnsbexZOJpiQw75BBYLgeHx9ramrKiA3kONHrimK3eFLEXDG6vLHH+SUB+d1337X7BpZNJpMWV6MdDFXnKSEGWxI55hEj7815o/Np++x6PCfKSroqd4TVC0HC470soBdMHtLxP0tXyo9NiIsODMhBIInQx6l8cp+HIrk+uDPDC2JvnQOJ+E3oCQHcM58F0vH5R9wnf2PjMy8oHq+4UOw+n4TYkycmRJNYfQwQmO/rX/+6vva1rymXy+m9997Tb/zGb1isIJFI6Md+7Mf0L/7FvzCPl4OOovXGAz2AcrmcFhcXtb6+rkKhYMVIyWshthAEge7evavFxUWzaqE0d7tdoycz/Hwwn6yPh14gPHh4GOWFEUIPKK+MfFzEG0ootyAIrJpIr9dToVAwY4Oq/kEQWGX0wWAw0hPp9PTUGHfQn8lbAuoql8tWzuj09NRYeCiHIBi2Y0dQ12o12/usOzlCYRgaE9Sfi5mZGUtfgFyBUCc5FiVEhZRKpWKlnPB0lpeXjeBBpQ4MHhqAXlxcqFKpmMLxxqU3Xv06s5akF/h4d6VSsXVk3drttp01vD2/bqQfkDNXr9e1ubmpGzdu2GdBDOr1uuVeFQoFzc3NGfGD+8nlcjo5OdHu7q4kWc4WIQQMyaeRK7wMeVbjs4qL/SDHc6OsvHWPMEZRMbGw+rxy8swvD+d5GFCSHUyPh3vCgs8FisViZuHxfXht/rr8zD3yXkkf8V58vMqTJHgW3o+S9M0P+V4vKH2OGN/BvDFXWHIILWm0XBPeHUFuFAtzQ402Yhu9Xk937tzRz/7sz2pvb09/+Id/qGazqVdeecXqnxEbCcPQvKuzs7ORRpVzc3Oan5/XnTt3JA3zZehMu7CwYHMtyZoJNhoN7ezsWGFW4BviPMwJ8+qhHObIQ0B+Li4uLixnjARnnptWEVyPkkne08KAIPBP4z2+g5YYrHs8Htfq6qqWlpY0PT2tYrEoaTQxOZfLWW7V6uqqPTfNGCUZdHpycmJ1+2ZmZtRsNkcUVL1et+oP3ohqNptqNBoGTeKJEK9JJpNWiJiiunjmJJHTgiabzRri4eNpiURC77//vrrdrm7evGlpEezPTqcz0i16fHxczWbTqO++iCyFY/0ZwFv28U/Ooe/lhkHI+fbnAC+T/VIoFAyu3N7etj1Mflm/37fK6pSpWlxctGoZoA3UGIRa7/do1IPybFJ+v45ZjY7nRlkhmD05AoVEHMnDAf5ge6iQvAavvBBSnijhvYjT09MRxSFdWc0EUT17MAoXcq9YrXzeW1B4Gr46g1eskiy2hjD25Z94P9cjiOzv1Str/zw+0Vm6skqB8TjMUeHu54rvnJiY0L179/Tqq6/q9ddf12/91m+p1Wrpy1/+st5++227PsYBZaCAb+PxuObm5nT37l3zDHjemzdvGk1akkFX09PTevTokW7duqVaraaJiQkVi0VLkKUcE56BH36OuR9JFh+BRn1xcWGldkjI9V5tIpEwoeXbiPgDPz09rZs3b+rmzZtqt9vKZrMqFAp6/PixHj9+bMJyY2NDqVRK77//vk5OTvTaa68pDEO98847KpfLBuVhMO3v76tSqSidTuvu3bt69OiRxY5oQog3RCwnnU5ra2vLcuT6/WHdutu3b5uSzOfzeuutt+zZIRv4JPH19XX1+309fPhQkixvrNPp6PT0VAcHBwrDUC+//LK1PZmbmzMjaW9vT/v7+0bVh7iRy+VUKBRUq9X04MED7e3t2dox5772njfUMJzYq75/nD8LJJB7I7Df79seAD1gvmipc3x8bIy/dDo9QoxB+UF8Yb8eHx9rfX1d0jBPK5lMmlfsjVhvcPuz6j2sz2pcK6u/4PBEBx/oZjMiIPzrbE5gPIgZ/I3rIsARQj7uFbV0UBQeDvTsvqgywqLkGnyf98Y8lOmrNABVAFFAnvBQgQ8wA9n5n8Pwqpkj38VrzJXP7+Ke8F4JQvu4F8/gFTVCvNvtKpPJ6Od+7ucUhqGKxaLeeustu3eECwKXQPf09LS+/OUva29vT91uVwsLC2o0Grp9+/bIPF1cXOjNN9804UjNQpKOwzBUs9m0uAJVFlC0CIUo7Mn9j4+PW8kc1pmCsQhjCq1iGEAnp7wPHgR7iJ5UXD+Xy5nyY/2CYNgQ8/79+9rc3NTMzIxefvllHR8fa2trS5ubm5Z/FYvFLOH56OhIr732miXxlkoljY2NKZVK2b5YX1/XxsaGkVPOzs60tbWlfn9YSgjBSbkmvJByuWxwcL/ft89hcLRaLWOEJpPJEe9AGpJCHj9+bMYFxWbpHgwkWa/Xtb+/b/l0nAda2WD4oQzweMiZIhbFejDvPqcKw4K9AOEGQkQQBFYYlyLQpFVMTk4avAfx5ODgwIzVw8PDkRg2cW1a3OMho2gh2PjhZYaPkfkz6eXesxzXyupTDK8kUARYyQhQrH7P7ONzbEI8GK7J7ygPrgl7y3tHHkJDYMOM8q95lpF01XROuqrGLX0U1kQBIDSBaLgvv1F5P/PBoeT72Mz+Z0+XxyPycT8fzPWQFIrde6nAGAh+D30iPIjzAU/9+I//uMbGxvTmm2/q8PDQqhT4e4D19u1vf1tnZ2daXFxULBbTK6+8YvkoyWRSvV5P7777rlUL39vbM9LGD//wDyudTuvRo0emKLCUUaIMT0Jhj8RiMSuGS7FePEYfx8Rj42cSmplzqN/Emrrdrubn502Z+mK13sIfHx8375o4FM38iN/QUmVsbJirA5svDEPt7OxY23kE4WAwTD0gsXd7e9uSsCHC4EVDoZ+cnNTc3JyRIiALUCEENKJYLBqcC0oxOTlpDTylYYJssVg0LxhIHTIITSYnJydN6dXrdVNUQIweTcHr9vFbKOx4w8CrnpyAsiMmxdkn15H9Qh5VLpez8lZUyaDq++TkpG7duqVHjx5Zb6woBCxdlfxCuXK2iT+SnuBj8j5E4ZXX02Ti9RiO50ZZ4bWwURkc6Kjng+LxTD02ABvUe1UcVgSoF/TSVVUCjyH7Qppcmw1HXAQBz3dhofIe7hWFwH1xH1FyB59DIXj6txe40lU+GZalp1fzjChTvtPPH++JMgL9/PkkaL9W/tmJaf30T/+0fvInf1KlUkm/8zu/o+985ztWJYPcmIODAxPEZ2dnxk7r9Xqq1WqG7y8vLxt7jPp0YRjq0aNHI8/v45rSVeVrT7LA6/V7yzPNeN175xhHMM5QTuw3r7x4DU+KyvPj4+PW/p01XV5e1r1795RIJBSLxUa8LvJ6Li4uNDk5qdXVVd25c0e5XM68qFqtZvcHpMXatlottdtt7ezsKJfL2TxQMBfhDGxVrVZ1cXGh2dlZq07y8ssva3V1VQcHB+p0OqasaOhIThzswVwup9nZWUvKpflmPB63OpMTExN6/fXXdXZ2pocPH9rcn5+f6/j42OA+9jbrRZND5g9jj3NB5RRkATEzDKper2fPRgyY+pKwCfP5vPVfKxaLevz4sTKZjDEnwzA0og1swMFgYPui2WwaZIuhhELHo4d1yFnB2PZnO2oQetj+WY1rz+pTDhYMIYYF6gUxAsjnR/mcITYCnoE/1AgpNgjX5bVorAfSAd8Xdc2j10CQoRCwRFEw3jtCaUZZjr6Ir2egeW+H5+AzzBt0Y58/5N/D/Hml46/vvRAGUIx/fl++hvf72N74+LhWV1f1C7/wC4bd//qv/7oODg4kDfH8XC5nwpiYy+npqZrNpsE0WKcIGry4ZrNphU6loXGQzWaNTeZhT9aFe/eCIcoa9HvAw6deafM+DAwEFPHWQqFgHsrS0pLGx8etSgQQI+w6aOYbGxuSpGq1ah5MMpm0PlHsCSpilEolM35QRJQ6otoFvcSARlFUG5dFczOZjNHjDw8PTQFAL2eNM5mMdnd3RyB06kuWy2WjgdPskGol0L0PDw+t/iR5ZEBykGNIWvaGInA458+fJSBbfvcwPZ4w+5EyYSh0YEGegbhdNpu1HL2trS1VKhWDdMknPD09tX1XKpXsjJHwfHZ2Zn3ckDuwYePxuCXfE5fD2/aIDXvvsxifhTL8QY/nRll5goC37j10Fk2uRUh4wc5A6HNdYD82iy9VxPU8ocAnDXtoDa8Jq8+z+/w9Awd4j817fsCdwC1+HqQryjoQnveCeD5Jdi9R2BFvyc8rnqGHEbHwvCLzQhulhsLAU/OC3FOC/XytrKzo4uJCP//zP69Wq6V+v6/f//3fH8nDwqtoNBpWi02SUcvb7bYGg4G1soAuz5yTZOz3hSei+OHn3wtH/8z8HFXafq2xoP11ksmkVlZWND09bYINiA+IC4o3zTGJkQDdoYhWVlY0Oztr1fGLxaLeeOMN5fN56yDMfZ6dnen27du6efOmrVU2m9X9+/ctrpbJZKyKeKlUMsYizQURmolEQrVazSqPpNNpVatVE/ZQ49lblOUizoXgxrPq9XrmEZdKJVNUVO7Y3d21RoYQG5hvb2CwtzGaPETOiEL6EGj8mcdg5FwdHx/r/fff19zcnFW5+NKXvqSHDx+q2Wyq2Wzq5s2byufz2t/f197enoIgGJmXmZkZM6qbzaY6nY61womeObwtf8/sI/8M/rVnOa6V1acYXpgj7D31mkUG1gAyxKpCcHvh6Rcer8cnsbKBvKKRNKIA2WiSRhh1UJuj1joHhXviZw9l8L/HrL1SQRl4r4tDilLj56j39DTh64kSPo7loQev5BFE3gvkgPvv9sFhHxOJvh9BlM1mFQSB1tbWVKvVVK1W1el0tLu7a3O5vLysRCJh63r//n2z4lHIh4eHJjwpDEuODHPrPd6oYvIQsFdInzRYW57LMzNRZJRX8sF6SB7sJwwTIFTmuNFoqFKp2H1SwNa3Sj87O7NitKVSSfl8foRdOTY2pt3dXYXhsERVuVy21ANpSKF//Pix1YAkGZbB/ZydnalarZoXgIfJc6fTaS0vLysejyufz+vk5MTqC5LYfHZ2plwuZ4SQvb097e3taWpqypiIVHwgNwsjEQMvkUjo7OzMlBW5VKw754uC1tE1533SFRGCn9nX/J0Gk71eT9Vq1fL8+B0vNpfLWdFdqP6UjQLm7veH/b2Oj49148YN86j8d7FPfa4lwxuBz3o8S2UVBMFPSfpVSWOS/pcwDH8l8vcpSf9c0g9Jqkn6uTAMtz7pms+FskIgY4H2+31TGh7ik66SaKUrphleDz9DdPDCGOWDoIbV5YWupKcSKogpYR0BUfj7Z3NzLZ/HwXv89XmNe+cfw7OGOGB4NEAhUSUDPOXLNCFYfS6SV2rcOzCej9l478zPu78nXkOZR+fMQzMIlEwmo0wmow8//NBK1GCUTExMqNVqqVgsKp1OG7lCkhWGrdfr5hl4JqUkI2rwHJ+ktL6f4efGQ4sMYkSJRMJ6HwFrAlmhWAqFggaDgfW7Iggfi8UsH21xcVGzs7NaXV1VKpXS1NSUxUmmp6eNvTk9PW0KrtPpKAxDMwaA5DxDFAJEpVIxJiWowtramim+s7MzVSoVUxJAXMSk8vm8FhYWVKlU9ODBA4N1qSJBZ2Pm48/+7M+MxXd4eKjBYKBOp6PDw0PL78IQ9KWrOEvsAR+H9nFYvz8x+ogTY1zSRBMWIGeM3L+lpSXt7Oxoc3NTx8fH6na7WlpaMkj25OREs7OzH6nCT23MiYkJNRoNq5BSKpUUi8WUy+WUTCZ1cXFhhog3VtmP3mj/Io8gCMYk/c+SflJSUdK3gyD4RhiG77u3/T1JjTAM7wRB8Lcl/feSfu6TrvtcKCtpKGyPj49NyLMZERIe4vKBczaxF7IeIpNGmXlsEu+N+RgM/3thx2f4Xl9EFwvb3w/X8BUmYCOhlFEsHiqAKeTZg9xTdHN7eM9bYU9Tlj546704vJEguEqS9jBalEDiYUIfl0OAerIDcwrkwr14D/Xll1/WvXv3rBzR48ePLR6ztramw8NDFQqFESiYTrfem/JsR8gQeCM8H/97j+r7EQp+7n1MlefPZDJ2XcgTkAc6nY6kYRUD6vgdHx9raWlJ8/PzKhaLNoezs7NaW1tTPB7X9va2+v2+XnvtNW1vb+vdd9+1Ts4owJmZGfu3tramdrutvb09gxeJmWxsbNh56Ha7eueddyynirW/cePGyH5vNpv2zNQ6PDg4ULFYVD6f19ramkG14+PDZFoU6MXFhe7fv690Oq2lpSVNTk6q0WhYm40gCIwFSK4da0kyLR5tlNIeJRghH2DvSrLaiLHYa6CH3wAAB4hJREFUsHkla0aML51Ojyidvb09+34gW0k6PDxUPp/XSy+9pO3tbVUqFUu8ZoyNDavPp9NppVIp1et1zc3NGbOw3W4rn8+PeNUgEP788vtnpbCeoWf1VyU9CsNwU5KCIPhNST8jySurn5H0317+/H9L+p+CIAjCT7ip50ZZebiChWQApyA0sYo4VCQCS1fKhlwfDgKb3ycHegUoXUFEWJpsbh/P8RuKe0HIExdjw0eJCwh4n9vFffmAPx4f7/demWewMU/eI4vGZbwF6gO8Xihxrzyfp3GjALyQ956lh1hjsZjluPAswCA+HumNAOARqNT0AKKg62Aw0N27d3V8fGzxgPfff98aAALHsEYkenqPz3ugPCMQE+/zQuLj4gY+CM4zDwYDbWxsKJvNjjDziG8yZ/F43ArMHhwc2DoGwbA0UqVSsWr24+PjqtVqBuvRsZluw6urq7a3V1ZWDKZaX19XuVzWBx98YN5qr9fTzZs37Zrr6+vqdrsW96LCRiKRsKoMJycntm4YTMR06P7Mftrc3LT1phcWLTvK5bLi8bju3r1rxgXVS3Z3d/Xo0SOD8tjfnmCFtwlRBKPNf79n+HlmrU9NkIYedzKZVKvVMu8bowa5AQmIvbC0tGT1EUulksX9YrGYUqmUpSWcnp4qHo9bi5a5uTmDREkMZvji00/z9KNhiWc5nqGyWpG0634vSvqRj3tPGIa9IAhakuYkVT/uosHzEGQLgqAj6cPP+z4+o5HXJyzICzSun/PFGtfP+dmPG2EYFp7FhYMg+FcaPuunHdOSuu73XwvD8Ncur/03Jf1UGIa/cPn7fyrpR8Iw/CX3/e9evqd4+fvjy/d87Nw/L57Vh2EY/pXP+yY+ixEEwZ/+ZXjW6+d8scb1c75YIwzDn3qGly9JWnO/r16+9rT3FIMgGJeU0ZBo8bHj2df0uB7X43pcj+vxl2l8W9LdIAhuBkEwKelvS/pG5D3fkPR3L3/+m5J+/5PiVdLz41ldj+txPa7H9XgBxmUM6pck/WsNqev/LAzD94Ig+EeS/jQMw29I+l8l/R9BEDySVNdQoX3ieF6U1a993jfwGY6/LM96/Zwv1rh+zuvxPY8wDH9X0u9GXvtv3M9dSf/J93PN54JgcT2ux/W4HtfjenzSuI5ZXY/rcT2ux/V47sfnrqyCIPipIAg+DILgURAEv/x5389fZARB8M+CIDi8pGXyWi4Igt8LguDh5f/Zy9eDIAj+x8vnfjsIgq99fnf+/Y0gCNaCIPi3QRC8HwTBe0EQ/IPL11+oZw2CYDoIgj8JguC7l8/5312+fjMIgn93+Ty/dRlEVhAEU5e/P7r8+8bnef/f7wiCYCwIgu8EQfA7l7+/cM8ZBMFWEATvBEHwVhAEf3r52gu1b1/U8bkqq+CqLMdPS3pV0t8JguDVz/Oe/oLjf5MUpYT+sqRvhmF4V9I3L3+Xhs989/LfL0r6J5/RPf4gRk/SfxmG4auS/pqkv3+5bi/as55J+hthGL4u6Q1JPxUEwV/TsDTMPw7D8I6khoalYyRXQkbSP7583xdp/ANJH7jfX9Tn/OthGL7hKOov2r59MQeZ1J/HP0lfl/Sv3e//UNI//Dzv6QfwTBuS3nW/fyhp6fLnJQ1zyiTpn0r6O0973xftn6R/qWEdsBf2WSXFJb2pYSZ+VdL45eu2hzVkP3398ufxy/cFn/e9f4/Pt6qhoP4bkn5HUvCCPueWpHzktRd2375I/z5vGPBpZTlWPqd7eVZjIQzD/cufy5IWLn9+IZ79EgL6qqR/pxfwWS+hsbckHUr6PUmPJTXDMKSGk3+WkRIykigh80UY/4Ok/0oShSbn9GI+Zyjp3wRB8GdBEPzi5Wsv3L59EcfzQl3/SzHCMAyDIHhh6JdBECQl/T+S/oswDNu+ntmL8qxhGPYlvREEwayk35b08ud8Sz/wEQTBfyTpMAzDPwuC4Mc/7/t5xuNHwzAsBUEwL+n3giC47//4ouzbF3F83p7V91KW44s+DoIgWJKky/8PL1//Qj97EAQTGiqq/zMMw//38uUX8lklKQzDpqR/qyEcNntZIkYafRZ7zu+1hMxzMv49Sf9xEARbkn5TQyjwV/XiPafCMCxd/n+oofHx/7dzvywRBGEcx7+TVMQi2AxyL8AkYjCYDJdtggZfhQi+BN+B2WA1qi/A4r+TAz2z2Wx4DDMHh0VPw47D9wMDe7Mb9gdz+7Azy6zT8LhtSdfF6ifbcvx3k9uK7JPXd8b9e+WLow3gfWIqomopv0KdAsOIOJk41VTWlNJSeaMipTRHXpcbkovWTrnsa86ptpCpQUQcRsRyRKyQ/4PXEbFLYzlTSvMppYXxMbANDGhs3Dar60UzoA88k9cCjrq+nz9mOQPegA/y/PYBeS7/CngBLoHFcm0ifwn5CjwCa13f/xQ5N8lz/w/AXWn91rICq8BtyTkAjkt/D7gBRsA5MFP6Z8vvUTnf6zrDLzJvARct5ix57kt7Gj9vWhu3rTZ3sJAkVa/raUBJkr5lsZIkVc9iJUmqnsVKklQ9i5UkqXoWK0lS9SxWkqTqWawkSdX7BHrEaI0mdsuMAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8x3g5bIOOJbD"
},
"source": [
"#### Model details\r\n",
"\r\n",
"The SIREN models doesn't output all image pixels at once, as often done in CV.\r\n",
"\r\n",
"It instead borrows ideas from recent developements in machine learning for physics and classical spectral theory, by representing an image $I$ not as a discrete function of the pixels indexes, but rather as a continous function $I:\\mathbb{R}^2 \\to \\mathbb{R}$. \r\n",
"\r\n",
"SIREN provides a variational approximation to such continous function by stacking together MLP layers with sinusoidal activation functions:\r\n",
"\r\n",
"$$\r\n",
"I(x,y) \\simeq b_0 + W_0\\sin\\left( b_1 + W_1 \\sin\\left(b_2 + W_2\\sin(\\dots)\\right)\\right)\r\n",
"$$\r\n"
]
},
{
"cell_type": "code",
"metadata": {
"id": "4vmhAPoM-bf4"
},
"source": [
"# The SIREN neural network is defined according to\r\n",
"# https://arxiv.org/pdf/2006.09661.pdf\r\n",
"\r\n",
"def SirenDense(out_dim):\r\n",
" def init_fun(rng, input_shape):\r\n",
" output_shape = input_shape[:-1] + (out_dim,)\r\n",
" k1, k2 = jax.random.split(rng)\r\n",
" fan_in = input_shape[-1]\r\n",
" scale = jnp.sqrt(6/fan_in)\r\n",
"\r\n",
" W = jax.random.uniform(k1, (input_shape[-1], out_dim), jnp.float32, -scale, scale)\r\n",
" b = jax.random.uniform(k2, (out_dim,), jnp.float32, -scale, scale)\r\n",
" return output_shape, (W, b)\r\n",
"\r\n",
" def apply_fun(params, inputs, **kwargs):\r\n",
" W, b = params\r\n",
" return jnp.dot(inputs, W) + b\r\n",
" \r\n",
" return init_fun, apply_fun\r\n",
"\r\n",
"def Sin(w0 = 1.):\r\n",
" def init_fun(rng, input_shape):\r\n",
" return input_shape, w0\r\n",
" \r\n",
" def apply_fun(params, inputs, **kwargs):\r\n",
" w0 = params\r\n",
" return jnp.sin(inputs * w0)\r\n",
"\r\n",
" return init_fun, apply_fun"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ewpqwYXs-e_f"
},
"source": [
"init_random_params, siren = stax.serial(\r\n",
" SirenDense(512), Sin(w0=100.), # Seems to work better than 30 suggested in the paper (Nyquist agrees)\r\n",
" SirenDense(512), Sin(),\r\n",
" SirenDense(512), Sin(),\r\n",
" SirenDense(512), Sin(),\r\n",
" SirenDense(512), Sin(),\r\n",
" SirenDense(1)\r\n",
")\r\n",
"\r\n",
"_, params = init_random_params(rng, (-1,2))"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "VRVhkjUtOQLJ"
},
"source": [
"As the image is represented as a function of the spatial coordinates, a dataset of sample pairs `[ [x,y], I(x,y) ]` is build using Pytorch `Datasets` and `DataLoaders`"
]
},
{
"cell_type": "code",
"metadata": {
"id": "NRvhj2Nf-hWb"
},
"source": [
"x = np.linspace(-1,1,img_shape[1])\r\n",
"y = np.linspace(-1,1,img_shape[0])\r\n",
"X, Y = np.meshgrid(x,y)\r\n",
"X= np.reshape(X, (-1,))\r\n",
"Y = np.reshape(Y, (-1,))\r\n",
"coordinates = np.stack([X,Y], 1)\r\n",
"\r\n",
"# Check encoded image at initialization\r\n",
"flat_field = siren(params, coordinates)\r\n",
"img_hat = np.reshape(flat_field, img_shape)"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "HtI2ZMPz-j42"
},
"source": [
"from torch.utils.data import Dataset, DataLoader\r\n",
"\r\n",
"class CoordinateDataset(Dataset):\r\n",
" def __init__(self, coordinates, values):\r\n",
" self.coordinates = coordinates\r\n",
" self.values = np.reshape(values, (-1,1))\r\n",
" \r\n",
" def __len__(self):\r\n",
" return self.values.shape[0]\r\n",
" \r\n",
" def __getitem__(self, idx):\r\n",
" return self.coordinates[idx], self.values[idx]\r\n",
"\r\n",
"dataset = CoordinateDataset(coordinates, flat_img)\r\n",
"loader = DataLoader(dataset, shuffle=True, batch_size = 256)"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "4yMkXsigOVRZ"
},
"source": [
"As a quick test, the following cell verifies that the outputs of the neural network are distributed according to a standard normal (see [supplementary material in the paper](https://arxiv.org/pdf/2006.09661.pdf))"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 284
},
"id": "Oi75fhrG-lhM",
"outputId": "4a18cf76-a088-4955-c14b-bbfc4f0379a7"
},
"source": [
"plt.hist(jnp.reshape(img_hat,(-1,)).real, bins=100)\n",
"print(jnp.std(img_hat))"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"0.8811477\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
},
"id": "fEGp-7Nr-oDc",
"outputId": "884291a8-b600-42d0-aad5-7d7f88dfbd99"
},
"source": [
"# Image encoded by the neural network\r\n",
"# at initialization\r\n",
"\r\n",
"plt.figure(figsize=(8,6))\r\n",
"plt.imshow(img_hat, cmap=\"gray\")\r\n",
"plt.colorbar()"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f6b8ae97dd8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T3xmtjN4ObvY"
},
"source": [
"The neural network is trained by minimizing the $\\ell_1$ distance to the true image"
]
},
{
"cell_type": "code",
"metadata": {
"id": "nedCg9Jn-p_F"
},
"source": [
"def loss(params, coordinates, field):\r\n",
" x_hat = siren(params, coordinates)\r\n",
" return jnp.mean(jnp.abs(x_hat - field))\r\n",
"\r\n",
"loss_with_grad = jax.value_and_grad(loss)"
],
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "oXf4Gcqy-rxI"
},
"source": [
"from jax.experimental import optimizers\r\n",
"\r\n",
"init_fun, update_fun, get_params = optimizers.adam(1e-5)\r\n",
"opt_state = init_fun(params)\r\n",
"\r\n",
"@jax.jit\r\n",
"def update(opt_state, coordinates, field, k):\r\n",
" lossval, gradient = loss_with_grad(get_params(opt_state), coordinates, field)\r\n",
" return lossval, update_fun(k, gradient, opt_state),"
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xcJn71mC-thO",
"outputId": "ecd160b0-14bf-4240-b416-daa95f5d277f"
},
"source": [
"num_epochs = 100\r\n",
"pbar = tqdm(total = num_epochs*len(loader))\r\n",
"losshistory = []\r\n",
"\r\n",
"k = 0\r\n",
"for epoch in range(num_epochs):\r\n",
" for batch in loader:\r\n",
" coordinates, field = batch\r\n",
" coordinates = coordinates.numpy()\r\n",
" field = field.numpy()\r\n",
" lossval, opt_state = update(opt_state, coordinates, field, k)\r\n",
" \r\n",
" # For logging\r\n",
" pbar.set_description(\"Epoch: {} | Loss: {:01.8f}\".format(epoch, lossval))\r\n",
" losshistory.append(lossval)\r\n",
" pbar.update()\r\n",
" k+=1"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"Epoch: 99 | Loss: 0.01608363: 100%|██████████| 123000/123000 [15:26<00:00, 132.55it/s]"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "YLpLMjua_mM9"
},
"source": [
"#Check new params\r\n",
"params = get_params(opt_state)"
],
"execution_count": 15,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "rL8YXOqdOgcf"
},
"source": [
"Let's look at the encoded image:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Q4dema23_mEa"
},
"source": [
"flat_field = siren(params, dataset.coordinates)\r\n",
"img_hat = jnp.reshape(flat_field, img_shape)"
],
"execution_count": 16,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 611
},
"id": "pjZr4Z2m_luF",
"outputId": "82f74fcd-3833-4441-be59-fed4530a5af5"
},
"source": [
"fig, ax = plt.subplots(2,2, figsize=(12,10))\r\n",
"\r\n",
"pcm = ax[0,0].imshow(img, cmap=\"gray\")\r\n",
"ax[0,0].set_title(\"True image\")\r\n",
"\r\n",
"pcm = ax[0,1].imshow(img_hat, cmap=\"gray\")\r\n",
"ax[0,1].set_title(\"Encoded image\")\r\n",
"\r\n",
"pcm = ax[1,0].imshow(20*jnp.log10(jnp.abs(img - img_hat)), vmin = -40, vmax=0, cmap=\"jet\")\r\n",
"fig.colorbar(pcm, ax=ax[1,0])\r\n",
"ax[1,0].set_title(\"Relative error [dB]\")\r\n",
"\r\n",
"error = jnp.reshape(jnp.abs(img - img_hat), (-1,))\r\n",
"logbins = np.logspace(\r\n",
" np.log10(jnp.amin(error)),\r\n",
" np.log10(jnp.amax(error)),\r\n",
" 100\r\n",
")\r\n",
"ax[1,1].hist(error, bins=logbins)\r\n",
"ax[1,1].set_xscale(\"log\")\r\n",
"ax[1,1].set_title(\"Distribution of pixel errors\")\r\n",
"ax[1,1].set_xlim([1e-5,1])\r\n",
"\r\n",
"plt.show()"
],
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 5 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "e8-QVosA_lL5"
},
"source": [
"def smooth(x, w):\r\n",
" x = jnp.array(x)\r\n",
" \r\n",
" def base_op(carry, value):\r\n",
" value = w*carry + (1-w)*value\r\n",
" return value, value\r\n",
"\r\n",
" _, smoothed = jax.lax.scan(base_op,x[0], x)\r\n",
" return smoothed"
],
"execution_count": 18,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 350
},
"id": "QUVuxY_u-xSU",
"outputId": "04cda66d-302a-4488-86e4-c1607fa9db8a"
},
"source": [
"plt.figure(figsize=(8,5))\r\n",
"\r\n",
"plt.plot(losshistory, color=\"orange\")\r\n",
"plt.plot(smooth(losshistory, 0.99), color=\"darkred\")\r\n",
"plt.yscale(\"log\")\r\n",
"plt.title(\"Loss\")\r\n",
"plt.xlabel(\"Step\")\r\n",
"plt.xlim([0,len(losshistory)])\r\n",
"plt.grid()\r\n",
"plt.show()"
],
"execution_count": 19,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wjBxZSxnKg_2"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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