{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "\n", "
\n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# (Re-) Exploring HDB Resale Flat Data in 17 Graphs\n", "About a year ago, I published [my first post on data&stuff](https://dataandstuff.wordpress.com/2017/08/14/hdb-resale-flat-prices-in-singapore/). I applied econometric techniques to develop three least squares regression models to explain HDB resale flat prices. A year on, I'm re-visiting the expanded dataset (now includes an additional year of data) with new skills and knowledge. This time, I intend to apply proper data science techniques to accurately predict prices. \n", " \n", "In this first post, I perform exploratory data analysis (EDA) on the dataset. In subsequent posts, I will develop a more complex regression model to predict resale flat prices." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import warnings\n", "\n", "# Settings\n", "%matplotlib inline\n", "warnings.filterwarnings('ignore')\n", "\n", "# Read data\n", "hdb = pd.read_csv('resale-flat-prices-based-on-registration-date-from-jan-2015-onwards.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Target: Resale Prices\n", "As we can see, resale prices are right-skewed (mean is to the right of the median). The mean resale price transacted was a whopping $440,000. Singaporeans must be crazy rich to afford a resale flat in this era." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Date and Month Purchased\n", "First, note that the `month` feature combines both the month and the year. Let's split these up while preserving the original notation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Rename month variable\n", "hdb = hdb.rename(columns={'month': 'year_mth'})\n", "\n", "# Add variables for month and year\n", "hdb['year'] = pd.to_numeric(hdb.year_mth.str[:4])\n", "hdb['month'] = pd.to_numeric(hdb.year_mth.str[5:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the graph below, we find that there are \"hot\" and \"cold\" periods for buying resale flats, with a surge in recent months. We note how lots of transactions take place on a regular basis: at least 1,000 per month. At the median price, that's approximately $4.4 billion transacted per month." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation with Target\n", "Plotting the median resale price from 2015 onwards, we find that the median price has remained stable over time. In addition, the variation in prices has remained relatively wide. Hence, as in my [first post](https://dataandstuff.wordpress.com/2017/08/14/hdb-resale-flat-prices-in-singapore/) on HDB resale flat prices, we will assume that the relationship between the flat characteristics and resale flat prices is stable for all transactions in the dataset. In other words, we treat the transactions as having occurred within a single, stable time period." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Town" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation with Target\n", "We find high variability in resale flat prices across the respective towns. This tells us that towns are an important factor in predicting resale flat prices." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Flat Type" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation to Target\n", "Naturally, we would expect flats that are \"high SES\" to have a higher resale price:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Storey Range" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation to Target\n", "Conventional wisdom would tell us that the higher the storey, the nicer the view. The nicer the view, the higher the resale price. The data appears to agree." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Floor Area" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation to Target\n", "Conventional wisdom would also suggest a positive relationship between floor area and price. Yet again, the data appears to agree." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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+D/wYMAD8cSwWe9E3z5PArwMlwL8CfxGLxRx333rgi8BC4G3g12OxWJe7bw7w58A2oA34lVgs1uDuG/KcgiAIgiAI04WCtVBGo9GngT8CtgC10Wh0IbAD+DiwG+gHPucO/z1gLvAI8BTwS9Fo9BF3nvcBvwD8iLt/AfDb7r4K4P+ghOJO4AXgW75lPA98x933eeCfo9HovFznFARBEARBmE4UrKCMxWLPxWKxTwNX3Pc3Y7HYr8VisW7XutgIJNzhHwN+LxaLWbFYrBP4VeBX3H2/Ajwbi8W6YrGYhRKCn3D3fQr4m1gsdt49x/eAzmg0ujUajdYBrbFYLObuOwf8L+Cn8zinIAiCIAjCtKGgXd6ZcC2VnweqgZ+LRqOVwI1YLObvu3QGWO2+XgE0eDtisZgVjUbb3HnWoCyUfk4B6wENOJ1h38fzOGdwzc8AzwAsXLiQeDye7+UWHYlEYlpff6Eiz6UwkedSeMgzKUzkuYwfFRUVeY2bUoIyGo1+GPgM8N9isdib7mdxoCowdBnQ7L5uARYD1337K4E4cA1YHjh2JfASEAKeyLDvqnvsUOdMIRaLfQ34GsCzzz7r5PtwipF4PJ73D6cwcchzKUzkuRQe8kwKE3kuk0/BuryDRKPRRaiYyY96YhLAtRIejEajn3bH6cD/DfxPd8jfAX/kfk40Gv0MsN91m/9vVOzjfHffVmAjcBR4A9gWjUa3uPvmAz8P/O88zikIgiAIgjBt0BzHmew1ZCQaja4F/hLlfu5EJcDMAC75hh2KxWK/FY1GI6hM7XtRlsV/iMViX/bN9cvATwI2Kjv887FYrMfd9xjwh+7QW8DPx2KxRnffKuArwHx3/2/FYrH97r4hz5mNZ5991vnSl740vJtRRMhfkYWJPJfCRJ5L4SHPpDCR5zKuaHkNKlRBWayIoJT/9IWIPJfCRJ5L4SHPpDCR5zKu5CUop4zLWxAEQRAEQShMRFAKgiAIgiAIo0IEpSAIBY/T3YN18hxOd89kL0UQBEHIgAhKQRAKHvtiE/bBY9gXmyZ7KYIgCEIGplQdSkEQpif66pqUrSAIglBYiKAUBKHg0SKzCG1ZP9nLEARBELIgLm9BEARBEARhVIigFARBEARBEEaFCEpBEARBEARhVIigFARBKAKktJIgCJOJCEpBEIQiQEorCYIwmUiWtyAIQhEgpZUEQZhMRFAKgiAUAVJaSRCEyURc3oIgFAQSA6iQ+yAIk4f8/xs5IigFQSgIJAZQIfdBECYP+f83csTlLQjCiHC6e7AvNqGvrkGLzBr1fBIDqEi5D713J3k1gjC9kN9DI0cEpSAII8L7Sx4Yk9g9iQFUpNwHEZSCMKHI76GRI4JSEIQRIX/JC4IgCB4SQykIgiAIgiCMChGUgiCMCAleFwRBEDzE5S0IwogQl7cgCILgIRZKQRCGhVenDVQyzlhkeAuCIAhTGxGUgiAMC3F1C4IgCEHE5S0IwrAQV7cgCIIQRASlIAjDQuq0CYIgCEHE5S0IwrAYr163dmucgT37sFvjYzqvIAiCMP6IoBQEYViMVwyldfg49qtHsA4fH9N5BUEQhPFHXN6CIAwLrboCllSp7RgS2rkNNAjt2Dam8wqCIAjjjwhKQRCGhdMSh+utals1dqJSr6pAf+rRMZtPEARBmDhEUAqCMCwky1sQBEEIIjGUgiDkhRQ0FwRBELIhglIQhLyQguaCIAhCNsTlLQhCXoirWxAEQciGWCgFQRgWdls7A3v2YV2+Nqb1KIP1Lcer3qUgCIIw9oiFUhCEvEi6vDUNzlzCbm5DdxyAMemc483vzRd8LwiCIBQuIigFQciLpMu7PIK9uBJ9ywbo6h4zF3jQpS4udkEQhKmDCEpBEPLC38M7tHLpuM6f6b0gCIJQuEgMpSAIeSExjYIgCEI2RFAKgpAXwbJB+QpMEaLpyD0RBKHYEJe3IAh5EYxpzDdpRpJr0pF7IghCsSGCUhCEvAjGNOabNCPJNenIPREEodgQl7cgCHmRzU3rdN8d0n3rCVFp1ThIPvfE6e5BP3Np3N3i4n4XBGEsEAulIAh5kbVO5OIqaG5Nfi6MDfbFJkreOoU9Z8643ldxvwuCMBaIoBQEIS+y1YfUqitwWuLivh1j9NU1DHRuJjLO91Xc74IgjAUiKAVByIsh60RWVUzSqooXLTILe+OqcQ8VkHqfgiCMBRJDKQhCXmTrtW23xsckBm+oXt4S5ycIglDYiIVSEIS8GO8YyqF6eQMS5ycIglDAiKAUBCEv/DGT1slzaNUV6Lvqhh1D6XT3YF9sQl9dk+LOzaeXt8T5CYIgFCYiKAVByAsv1s46eQ774DH0XXUjiqHMllWcq5e3WCYFQRAKFxGUgiAMi6SVsDzCwJ59hHZsQx+GoJSsYkEQhNGRzdMzmUhSjiAIeTGYGHMXAOutd7FfPYJ1+Piw5hlJoXNJyhEEQRjE8/TYF5smeylJxEIpCEJeBJNwtNo1aO97kNCObRN3bsT1LQiCwm+lm24UoqdHLJSCIOSFVl0BS6rQt25A31WHvmzJiObJ3sIxuxXSO7dWXbz1LvMtwyTWWkFQFKKVbqIoxJa2IigFQcgLpyUO11uhq1uV9TlxdkQub6v+AokX9mPVX0j5fKgvB+/cTkt8VNdQyHjXbx0+PuSX5HT+EhUEP/rqGvXHbQFZ6aYz4vIWBCEv0sr5bN2A3dKGvnXDMGdy0NztUPPnu69YyNjKsvdu1nHFfC8EIR9SKkFk+L8iTCwiKAVByIu0Fn1d3ei2A13dw5onVLsWrawsTRAN1QJwOrQHzNjKMsOX5HS4F4IgTD3E5S0IQl7YrXEG9uzDblVu55G6m7LF/gzVelEQBEEobERQCoKQF9bh4ykxk2MdFG69VU/iuRjWW/VAaqxgUMxOdTKJZRHQgiBMZcTlLQhCXoR2bgONcSsTZF1rhrZbWNeaCZMaK5jYexh7/xFwQP/wo+Ny/okkUxkkKY0kCMJURgSlIAh5oVdVoD81fmJOq6zAicxEq1Txg/5YwfEWsxPNUH3KJdlGEISpiLi8BUEYEWPtotVnzIBZM9W2yMkULlCIdeUEQRDyRQSlIBQ5YyX8gvNkqyc54vXMLIXZs9Q2MC7xykHs7+0n8crBkc0tCIIgjCsiKAWhyBmrQtjp82SuJznS9egrlqBvXou+YknaOAcNnMEzDnduQRAEYXyRGEpBKHLGKjYvOE+2epIjXU9KN5yqipRxJdUVWOWzcsZQShyiIAjC5CCCUhCKFKe7B/tiE/rqmjHJGh5tQe1c6xlKDGqRmegra9AiM8d1jYIgCMLIEJe3IBQp4+X+9eIUrbfqsV7Yj1XfMCbrCSalpNShFFd2GtMhXnQ6XKMgFAtioRSEImW83L+euHMq5rvRk0PHNea7Hr8FU4vMGrK0zlQneK0jYTrUrZwO1ygIxYIISkEoUsbL/euJOq26AmfDqrxFXq71BMVDcHwxCYqxEErTIV50OlyjIBQLIigFQRgWKUKvqmLs5q2ugCVValvkjEYojXVsbCEjMbGCMHWQGEpBEAqClCzvImc0RcwlnlQQhEKkYC2U0Wh0MfAJ4KVYLFYfjUZnAH8A7Aa6gd+KxWJHfeN/Bvgsqije38ZisW/69u0A/giYDewFfj8Wiw34zvMXwErgEvDLsVisxd034nMKgpAfnsVNq65A31WXtNrZrXGsN44nSwV5r/UxtIpORcQNLAhCIVKQFspoNPo0SgBuAWrdj78GXAR2Af8B+FI0Gl3jjv8Z4L3A+4DHgMei0ehPuvvWA38J/BTwENAIfNXdNwP4NvDFWCy20x337Wg0Gh7NOQVByJ9kkk9LPMVqZx0+jv3qEazDx1NeT3ekRaMgCIVIQQrKWCz2XCwW+zRwBSAajVYAa2Ox2NdjsZgTi8Wagf8GfM495OeBZ2OxWH8sFusDngV+0d33C8B/jcViN9xjvwZsjkaj84AfAV6JxWJH3PO+AfxQnXJU5xSECcVfXmW8Sq3YrXEG9uzDbo2nnTPT+3zn0VfXoO+qg/JIyuehndvQ3/cgoZ3boGYRRErVdgownuVuvLnt1vi4nGMiSvVIOSBBKD4K1uUdYDVwJvDZKQbFXVksFuvydsRisc5oNOr9+b4GOB049gywNsu+U8B6oHkU50whGo0+AzwDsHDhQuLx4o8Ry0YikZjW1z9e6GcuUfLWKQY6NwMkX9sbV0FPL/qVZuzli2FWWcbj83ku4ZdeZ8ahd+i53Uki+gj68bOUHHibgYe3Y2/bkLIGe+Oq7PPsO0jJoRP0dHeTeGKX+nBJBeEfBD4PAbuUu7vEPErJtTb6zKN0rqge/g0aL7Lc23zvRS4yPRf9+FlmmMdIrFhC6HbXqM8RZKzWPtnnGC/kd1hhIs9l/KioyC/MaKoIymvA8sBnK4Gr7msrGo3OiMVi/QDRaLQUSASObcpw7DX3dXDes6M8ZwquVfRrAM8++6yT78MpRuLxeN4/nEL+OPfOxJ4zh4gXf+i+1iKzsK6fw363AX3OHELLlmY8Pp/nMrByKfaZS8xcXEnoehy7ZAb2jBLKyssJV1SkrGEod6y1s45EVw+lO+sI+c5pP7oLKxKhbMc29MBaBowHsFtvMdN4gDkF9POT7d5muxf+eFGnJZ6zDmWm55Ion41dMoPSlcvR5ue+38Ml3+dY6OcYL+R3WGEiz2XyKUiXd5BYLHYdSESj0ccBotFoGfA7wN+5Q54Dftd3yO8C/+S+/gbwe+4xRKPRJ4AuN/Hme8DHotHoMnffcuDDwAujPKcgTCj+uLpgjJ3nUh5tEke4bjPhTzyJPrcc++AxtLIZhJ/cTah2TdoahsJpi6PFO3DaApa3qgpKnno0c9JN0w3o7lPbAiLbvc12L7x4Uevw8RFnaodq1xJ6cjeh+2rHJZZyImI0JQ5UEIqPgrRQRqPRtagEmfVAZzQafT/w08BXotHoH6KcYX/uy7j+f4E/iEajR1BtO150jycWix2KRqPfAF6PRqMWKpP70+6+zmg0+mngm66FsRf4dCwWu+POO6JzCsJE469NCKR0YRmrWn7ePE53D3ZZWdLKNtw1Or19GTvs+LO600RlgcZQDvfeJoVneQRbY8iam053D/qZSzj3zkwRXlKbURCEQkRzHGey1zCtePbZZ50vfelLk72MSUPcEuODdfIc9sFjKrkFkq+TAjBHm7/hPBdvPvt2J7Z5jNBjDxF+YEvO4xJHT2DvPYxmbEefNzdtPX3/8G/ww7fgPfdR+qkfSxGYA99+BY6cgAe3UvrM03mts5BJHD2JtfcQocceIlS7JuPzsU6e4+6rh5j5vodEQBYQ8jusMJHnMq7k1V+3IC2UgiAMD39tQqf7bkrHmbHuh5ws87NwnvtbJt8/SjUcBn8zOd13U4XU9Tbo61db3LJB+4+o6deuhBNn1HYKkFvEO8l7Z9U3YO89jB0Q2vrqGgY6NyfjYgVBEAoZEZSCUAT43aD2xabBjjNVFWNeCDull/f61XnPG6pdg1ZWitPbpwTu4ipoblX7tqyHGSWgaWqLKhuEBqEd27D/7nno7IYjx+HRHWNyHeNJLhEfql2LVlaGvroGq/6CkuStt7DrLySP0SKzsDeukjhDQRCmBCIoBaHICArIsYq581zQ+pYNADg9vdiXm6A8Ajlc6n60ygU4S6rUPKtqBgXp9s1w6araopJ09KceVfse3AZNzWqbgXzc+hNJtr7k3j10KubjHDhK6KnHkkLbn/kN2WMox5pCu3eCIExNRFAKgpAXA3sPwv6j2A2N0DeghOSFq9jNbehuLPZQwjVptfMskytrUscfPAYdd9Q2aIU83QDdd9U2g4VyrN36oyWlL7kvwWjQje9AvB3LhvBvPjO4Zt9Y+2ITJW+dwp4zZ1yvqdDunSAIUxMRlIJQZIybQOhPgGUpYdfeCetXoS9frCyNXd05Xd9Jq93aFTiZMpzXrYBLTWobQN+wCvviVfQNmYtgF1p/62zr8dz4fgvlUHNMRAxlod07QRCmJiIoBaEI8Lstx0v+nfNhAAAgAElEQVQg6KuXYZ+7DLNmQvNNNNum5Kkn8l+jZ7VzgOZ06x22BeGQ2gYIP3QvdvXCrNc02aV0MhUsz7SeFDf+ru1DzjlRMZSTfe8EQSgORFAKQhEQtEqOh0AI19Viz5ujaiiePEtox/DiGVOSeVriaNUVWCfPDY4rLVMp4KXp7SHttnYSh98mXB4hVEBxftblayR+cACWVMHJ82hrV6DF24Ec7v+ham5mQWIdBUEoZKZEpxxBEIZmrLrhDIVnydIr56OvrEGLzMw4zhO3ubrA2I3XU8dduw53+9QWJaCsk+dwuntIvHwA3jihtkPgP2Yi8NbF8bNouBbIPJ7DwN5D2N/bz8DeQ3mfK9t9nehrLgSm4zULQqEjFkpBKAKGcluOlWVrsNNNL86xepze3mTpm0yWyKCo8uotOssXo11pVsLLL75Wr4Azl9WWVKtr+P0Pk9Ag/MTDQ65xohNMvHXp922BazfQN67Kz+LoNZQYRmOJbPd1OibVTMdrFoRCRwSlIBQ5Vv2FZFeWfDraZMP7EtfqNqPvqhusJ0nql3p2casKm6O525mlKeNCVQuwly1Gr1oApAooLTKL0Gdzd8iZ6AST0MqlhD77tOpUlCGrOxslj+/CKo9kDRvIRLb7Oh2TaqbjNQtCoSMub0EoUuzWOAN79mG3xuFOj3Inj4KkW33FEjX/QAK7qRl7IJEyLps7UqtcABVzYd5c6O7GCYUC+ytwKubihMIM7NmH0313sMC3/1qGwBNdEx1jmK3uZBDv3lhNLdinG7Djt4ccq5+5lNOtO9xrTq7h8rW87mmQfJ+F/1xj7ZqerOcsjC0SulBciIVSEIqUZM3Dtcth9iyYWTqq+bwvca9vuNN4Da62YL/4GtTVJsdlc0faJ87C6UvwbgPEb2N/P3Ccu9+Od0DrLXBA//Cjqdfi+6yQyFZ3MkgyDvJKM1xtVnUoN63JOnY86lAm16BpcObSsO/pcJ6FuKaFoZCfj+JCBKUgFAH+OElQv6j1rRtAI1knMi2reoQkzzFvDty8DZvWpqyB8khma13NIoiUQnUV9J2FtStS1qOtWwFnGtAefgAt3p7iDta3bsBuaVPXlOP6R3Jtoz0+6ILNlenubOnG+f5+9Penx4T676NVVZF2H8dsreUR7MWVw3K7Q2pLzFzka7kVpicSulBciKAUhCLA/5c+gH3wGPquOkqeGrQgeZZFGBtrgL6kEmf1MvSaajW/G6vJ8iVw5TraosqUBBX7zZPQfBPKymBlDVoolLIe53wj3LiFdrOdkqDlq6sb3Xagqzvn9Y/k2kZ7fDC+Mdt8yXEnz2HXLEYvSf8V7O8oFGqNp1k9x3KtoZVLh318Si3NHORruRWmJ1IDtbgQQSkIRYATDmF3dKKFQ4SWL1YflkcY2LMvxUI5mtJCidMXsPbshRU1cOIsrFkObXHsAa8QuYMGON13oTWO3dGZOsHalXDiDGxejx7SVMechsak9SppoXQ75fgtcV68JgMJUiMvFZ4ljPLIiKyw/hqZwzneb030anPqVRW5LS/lEWxdQy+PpFkck8eUR7B6etKuaaRWv0zF17XIrHGtbykWSkGYPoigFIQiwHr9TTjXiPX6m4SfeZrQlvUMfHcf9v4jyV7b+q66UVkDrO/shfoGuH4TEgl4813ovIPzwn7YtZ1Q7Vq0sjIS756F/gHo6Eqd4Mhx6OyGoydg+eK0jjmehdI53wib1qRY4uyXD0Bjs9r64i49PEuY7c4Jw7PeBeND8z0+WzxiLstLMl60uhJW1aSc07+WUGtcjfVd00itfmm91N35xjOOTSyUgjB9EEEpCEWAv05j0hK1bgW0tBF6+H60hDXqOKXQjz6GpZOMcbTDJfDKAbQndwM+91V5hMSdHkL3bcl4PPdvw75wmdC6FWirBltFBi2Ufiufd6z++MMZLYjBLjwjvdbhxnSNNB4xLQ7RZ8XzWxIH7tvMrHWrUq5ppHFn2e7ReMaxSYycIEwfRFAKwhTG764sdes0Jo6eSBYQJ96Bc7Mdbd6cUZ8rtHwx2od2K0FSHoHbndiVFelxgG68o9MWx+rqHnTlVszD2bQWu6VNWecWzCW0fnXyMMt8G05fxFqwgPCmNamxfu65nd4+7KMn1Gc+a5rTfRf7chOh6oohrWy53LvDjekabjyi//xefKt18pyyrjZew2mJJwvH67vqsDeuAgvsy0pgapFZyXN6JVfydVWnXJvPWjiecWwSIycI0wepQykIU5hM7fic3n6crm4YGFAxjVebsV7Yj/VW/ahqvnnnsg4fV2WDrjan1Lf0BI4Xq+n09pN4YT9W/QUAEq8cxP7efuUK37QKp6wsZT83bsCApbYBrPoGrBf2w92+jHGgA3sPuq0MDw77fo0F3rXbrfGUbfBeZzq/V98TNNf1rKVco3X4OParR7AOH0+Zy6q/kHr/BEEQJhGxUArCFCaTS1Erm4FWHkFbsggWzMOZWYZzpRm7NY52ugEYYXawm2Chb9mg4v5ud+JcaU7Wt0zG4q1Zjn3pKtriajQA1RdHpew4QF8/elkpTm+vO7PaH/rxD2Ht2UvoqcfSzu309uF0deNoDuEt67Fb4yT2HU4mweCkTDWs+5UPuSybXltJ1i1Hu3kbp2I+TkNjWncif8LNwJ59yfV7Fke7rDT1HL13hyjT46Tc37FmPJN1BEEoPkRQCsIUJpNL0UuOcXr7cI5dQa+rRXty96jjC70EC1bWENqyHr27B3venDSRlth/GI6dxrl3I+Endyc/L3n8IazyWSlZ58761YPHuy5xvWJe+nWWlUF5RG1JL66dbyvDbC7YXOIpd+KKaiepVy1EX78ap70Tu6GRoNjzzu8lTPmLg2dtrZilTI/3nMcrPlGKTguCMBxEUApCERAsbA6gr1iCE7R4jSLTNliaxwmHsA6/Tbg8QsgvwlYvg0vX0DavDdRgnIm+sgb7Vgf2KwcIPfUYYd/+ge/uA/MYdkuc0s/8hHIbv3Gc0I5thGrXoLnXAulJLZ7oGm5coYdnYXQe20n4ga1p+3NZNv3r80rxaPPnpI33npOzcL4q8l6zKG2u5JhwiJJXDmI99WjG+MyRxifma3mUhBpBEIaDCEpBmMIkxYebyOFhHzyGVrcZraxUJayMgesyWJrHbo1Dw1USd/sIPfvTSYtWqK4W7Wd/PE2I5Gw7eO06DCTg8jXVa/rcRRzzHXAg/NjOlLmyWe1yCcPsaK4tUcu8N4d4C+7PNt67B057JzTfVMXeA2WQkvepvZOSc5dJlM4g9MzTaUJwpC7pfC2PklAjCMJwEEEpCFMYTxxodZvTklWc9k7VucaN64PRuS6DZWfsN96By9dh7uyM+7Mdn7Xt4NZauHYTllYnYzHZtEq1XfSEWG9fiiUwnaGFYTaCFtCxIlvRcqerG6e7G/3+LVnHaOEQfa8cJOLeJ68TkReXGRSG+QpMKTYuCMJ4IIJSEKYwfrekJyK8zGLHzYHx4vpGK5aCZWe06gqs6oVJt3Ou4uC52g6GaqqxVy9D37wObf4c7NsdOPEOnLZbhGqVJdPp7R3SujZSYThe1rig6PPOY393H053HzTdwC4JZxwDMFA1j1CFJ/xSk3CCLul8LY9SbFwQhPFABKUgTGGSSR7H6rH//SX0j34A3RUodmUFdHfjhDI1Kxx7PAuZPZBQbRcHEpApntFtO2g3tZD41gvoH/0AJXW12AMWTlscOxxixpb12K8fha5u5c5360xqa1dkbLHoLwau1pKfm3+8M5mDoi9YdF7fugG9cn7GMUFRHEzCCYrgfGMeJTZSEITxQASlIBQB9vMvQeN17OdfIvzb/8n97EW4dB3nu69gr1oGjE22rid4/DGO+ocfTYn9o6ER2wbmz0me138cpy/BsXro6sF+7ntQV4vzvX3Qckttd21HKytV5Y/KShl45SC8dhRq16CXlWL198P5K8lYyWDZnmB7waz3bYRu41z3Jtl3OyD6kjGei6vg8nXsq82EVi5NGeNfE0vytyDmsrL61yaxkYIgjDUiKAWhGHhsF/zbi/DYrqSwSBx4Cy41wdLqjMXAR0oybrN2Ldr7HhzMtA7EB2rveQC9PJLukl2zDDatgpa46n+9uFJNvG0j3IirLakWOevEGejrh9IS1UHmdif2+SsMxkqmlu3Jt0TSSN3GQZLW2dud2OaxtPqTg7gxnjda4cZN7ItXcOpqM8ZQ6qtroPdu8kgvhlI36tDdck3jkYwzlkgtS0GYPoigFIQiQL/TjT2jFP1O9+Bna1dgn29E37h2TAVEprhNIC0+ULvZTmjX9rTjnN4+HNvBLp8NkZlQtRCA0OJqrCVVhBZXp8wHQDgMoRDMLMtYAzNYtgfIKz5wpG7jIMmkoYXzhiw27q0zcexduNgEJSVZ4yyBFEHpxVA6rTex67MXqM8m4ibD1S21LAVh+iCCUhCKAH3rBmw3Js+6fI3EDw7AkmqoWgBlJcmWiJ7VbiysRdaVZqwDbxJ+4uGUOonOwvmgOWqbaa1ufUwGEth9vYS2q7I5VrwdWuNY8fa0X0yhVcuxzl9BX7ooGTuZT5me4TLSeVIy3DMkQAVjPKmqhJIQLKrKO+vas9jmsr5mE3FjdY+GY3WUeE1BmD6IoBSEIsC+et2NybuOffoiHDkB29ajb16L0zdA4oX9aGtXoMXbgdFZiwYOvYMTew3KI3CthYQDoWeeTu539h+G1na19VkoPaGj76pLWjK5cQvnfCNsWgOnG1Rf8NMN8NEnUs6pb1yF09EJpSUZxZInciiPYJ88O9iScYIIZsAHSYo8L7az/gLcvgMvH8CpnJ+SdZ0tKSfXOTyGK+KG65YejtVRalkKwvRBBKUgFAFO6y3o6MJpvUX4/Q+T0EBftQwuXAHXDatXVaBtWDVqa5Fz/hK0d0J1JezYSviJQD3JbZvgWqvakir2UjK0t25I7VG9s061dtxZl3ZO6+wl7MPHYdd29AxZ3smEIE1TcZm+loZDXssYxfj5LZCZrMBpNTxnzYLX3oDtm9IEYEqspA7OvTNT5sq25nyTboLHD9ctLVZHQRAyIYJSEIqA8CP3Y80oIbRjG1pkJuGd25W17m4voS0bwHXDjoWrO/yh3STC4TRXt8eM3Q9iL1+SlujiVMzHaWjE6RtAi7ej76qjxN/t5uwF6O5V20d3pMzptN6Eji64cg30ULJbD7hxh67bOLR2Bc7iypw9vT3GKsYvzQLJEO7mqgqc3j6sazcIrV6WwYo3GCtZcq0Fe86clAx0f1ekbNnhw8lsH65AFKujIAiZEEEpCEXAwLsN8NLr2JEIoXAI6+UDMLcczl7EbmtHr5yPVl0xJoIytHIpoc8+ndY3O1kWqEt1wtE+tJtQeQStugJ9Vx2JvYfg3fM4lo1TomO3tZP4+nNJYaqtW4FzvhFt2ZL0mM9Vy3HeOQ0b1kJ3N9raFTgag3Un3WLd2soawhlaMmazIOYrpnJZMpNxkIF1ZZvHunQNzl/G2riG8ANqn9e73KmYj6ODvmo5A4sWUhYO0ff159BWLUO7cAVq12SMucxW8zJXck4xCMTxzibPFoYwkUjGvFDoiKAUhGLg+Reh4w48/yL2+3Yql/SNVugdgEPHsMvL83YD50uwb3bSEnnmErTdwvmXF7E3rkrGTCb+4hvqwNMXoGwGNMeh604yBrPkoe3Y1ZXYtztVzOe6FWg3Vcyn/eZJaL4Jh4/h6CGc/n60m7eTcYe5xFQ2C2K+YiqX9S/Zfca1nAa70KRZF984Dv0JeOFV+Mhj6n4ePo69/wiUlag+3+UR7I9/EOv5V+DICZxEgtDDD6gs+esX0s4RvJbxTs4pJMY7m3yktUHHaw3F9vyE4kAEpSAUA/fdA6++AffdQ/g992OVlmCfuQQnzsDqFbBwropZHFNS+2YP9urekLRQ+utQ8sH3Qmw/7KoDzUHbvB7n1DlCD9+ftEgCaI6aUatagL5exXyGyyMkNGBJNc7Jc2hzy2HGjMFjcoipYAxj0h3vWgVzJfHkEqy55ndmluG8+a6Ki9xVh323D958NxlnChDauQ00sHt6oeMoLFfhBF5MrGfJdbp7sPNoLzkVYh3Hyuo23tearTboRDIVnqcwvRFBKQhFQGjLOuzWOPqWdehVFehPPYq9Q4kZbe4cnNMN0NWde6LhnDPQN9sTdXp3D7YrJP0iIbxpNXb7bfSH7h0Uf7u2D/b+dq2HWt1mQk/uTjk+FJmVdLPby5coK92FU1n7UQ/p1vWNT1oFh2m9HbJ2ZKb51y1TIrlshup3fvaScu8vWpgiqkqeepTE0RPYl5rQqxao+d0QA498LYxTwRI5Vla38b7W7LVBJ46p8DyF6Y0ISkGYRMYsLmp2BEdXW4+ksGyNY3V05qxzOFyCX3DetSQaGmHvIbQPvYcZT+5OjQ3s6MTp6sbesw99ywbo6k7GWFIewdZUncqgtdBvSQxtWa/e32hLy/YeXIvb+ztL3GjyvgcyzbM9j5EmsnhWR+9ak4XY77+HRPttQvffkwwdsO7fjHa3T5V32rwWrbIC/cwl7HXKpT7aOqL5llaayFi98ba6SdyhIEwcIigFYRIZbas/74vS+ve9UH8eKwHhTWtSz9F4DedUA/aihWNamzHoLk5ey9lLcLsL59A78ORuEq8fxXn1CMyeCS1xnFtdOP0D2KcvQON1iL6X0id30/fvP4Dv/xA7YVH60SdSrnFg70HYfxT7chPc7YUVNXDiLPat22jNN5NxnNn6jAfvm9Pbh3PsVFqmeda4wzyLjwfP41kdne4ebJ+FOPHGcXjjBIk55TB7FlxthoEETtMNWLEU4u3Y8U5KOjtI3LgJ56+AL6bUn/Wdr9DMt7TSRMbqjbfVrZjiDkUcC4WOCEpBmERG2+oP3C/KW3G1w9viF0/9KbGOY0XQXZyMG2xug9ZbUDpDnbVqIc7cclhcAXfuwuZ1ym144YpKJDp6HJ7cDW+8DT29avvRJ1ITIbp7oX9ACaHOO6rOpWXD7Ts4gN1xh4E9+8CNVeT+zei+PuPB+6bV1Wbsb57teSSTblwXey6h4tWS9Hp6p403j0Fvv9puWqWuu6tLHXzzFsRvQ7ydgZ1bKLXBPn8F3RdT6r+WbKWKgiSvrTyCPURppWKK1SumaykmcSwUJyIoBWESGW2rv+QX5QNb4SUTfFY6+3YntnkM3dhO2I1JHEs8d64nTLxrSbxxAhqvKaEDhOtqsefNwb7dgX2nF21mKVpPD/bsCOgaLFSxguzYDu2vq23wGt89CzNKYNFC0DTYVYc+q0yV6WloxG6L4xw9BWuWqbXNnUP48S1D3reM5X+yPI/g/c5dosdJ6emd9rzu3wKvHoL7txB64B6srm60hx9Ai7djJyx4/S3VTnPjKsJlM5N9y4cqlp7r+fqvLVP90Fz3YCpSTNdSTOJYKE70yV6AIAjDx/uiTAqM2RGYWQqzIwwcepvEN57Hfv0YnGvEvtaWOjYHXn1Jp7tnyM+1yEz0lTVokZmBxWlgO9Dbx8CefTjdd1Xc451euHQVJxxWMZOhsBp3tx8AfcVSqJqvtoFr1Desgar5sGUjLF+EtmyxWlNTC86pBtBDEClF215L+MndaJULGNizD+vytcCaBwVGPtfovQdS7mHw/ifdyReb1NjatYSe3E2odm3mm1w+C2bMgPJZaAkLfe4cQuURSp56lPD2Wti0Cq2mGv3MpbRzB9ekV1WMyfP1sFvjDOzZh90az7hfmBzS/s8LQoEhglIQioGGRuVObmhUAiveARcbob8fTpwe1lRBcZTt82zjeKdeuaPfqcd+9QjW4ePq8+/tU67rHxxQou5ai/rcFX32916FS9exv/9a+poOvwNNrfDKQTjZgPPvL2O/egT7/GVlA2xohOabOO+eU+L1xFnsV4+QePlAXtcy7GsMoK+uSXGh5xKcnDwL3Xfh5Nm0Y+0TZ+H0JazX36TkrVN5rz2XUMx1vId1+HjqcxMEQcgDcXkLQjGwdgWcuwxrV6CVluA0XofN6+HyFfSPfmBYU2Vz53rZ2Nncvkk2rIbD78DGNegbVqJv2aAsak88DN/fD088rN7fsx4OHYOVS1Vs2OwIlIST9RdTqJgHug7hsAoFnT8Xfct6lTl+4Cg8WAdVC5J9xbNlV2e7xmyf5+tmzOVaTStjdN89OK230O67J+1YfesG7JY2Qg/fT8+tdiJ5rj3fGLtcCUbBUAZBEIR8EEEpCEVAqHw21vy5hMpnE7qvFru6csTZoNmKhHsdb3ISV5nIdPdQ8tSjyTqT+uIqqNsMuqaEj21DeQSWVqFv2YD98gGwLbjVnmHO22r84grYvDpZ5Lvva8/BuUaYPZvwI/ejV853r8F1x88qwxlG/c3gtY9VDF5wnhJfv/O0+MuubnTbQUtY2BtXpbi6vXH5xHlmI5hglDaPW25KEARhOIigFIQCZLglQhwNcBzVR9oVL8Fe2yMlm1DxMpl1ow7dnzSyqFJlcC+qTD3OqzO5ZQOsqsHp6sZpbkHfuEYl8zQ0Kivr8iVp94CNa6D+PGxYgx7S0GaVAYNdZPSVy1Tbx94+tLLSZFmgbBnQwbaR40WwtFIyYWoggf3KAUJPPQZt7VgvHyD0/ocJv+f+pAWR8gj6mUs4985MbR/J6EpM5dvze7hIWRtBmN6IoBSEAmS44kFzAE1Dcwa/2O2Wm9j7j6A9dC+abedsL5h17iwFzJ2OLrjTg3O1Gbu+Aae3F62sDE43qGSbcxdTjrdOnoPrrbBSWdgS/+Mf4Eoz9utHoa4WzbZxSsJotg2kij4OH4OObnj1EHbCxr7TQ/geVWC81Ougs2ghTm+vum+1a2BJVVK8plvttFGVUsq3BmSwtJInwmnvgGutWAMW2obV0N6ZTILx6oZa/f2UXGvBnjMnr2Lq2X5mhuzqM8Rxw0XK2gjC9EYEpSAUIHm7Lz3x2N/nWiidQdFSUgJtt3DeOoVzWxUTD7l1DEdjQUomdZSVQs9dnLnlhLZswOntU4JiIOEO1FLWSHkkNXYvMsvNzlZr0WvXYl1oRE9mRvtE35oV0HAVahap2pWOk1EkqT7XZTi9vTjXLyTFa5Bg28jg/fTuUc7OOQELaHB8MB7R6e1VLTCXLYLuu2j3biK0eV2yaw6omppOaxy2rGfgvs3JGMpclud840KDjFU5GilrIwjTGxGUglCA5Bu7lxQ2C+dDeURZCN0aiM7cCERmwvpVqmj23NljYkFKukpPnsXpH0Dr7fWJuVLsI252cGdX6hpd8eXF7mkrl+LUN6C5NRHtUw3QeENtN61JEX3W+csqYWf+XPSNq7Mm2wSFZTa3brb7G7Sy5eqcE7SAprVodOMRPRGoORpaeQR96ya09+5AX12j1mU7g73WOzrBva/2xi1p4j/rmrJcU66fpfGKExUEYXohglIQpiDBzGurqxveqccJhdAXzMWpmAszSlV3mfYOtI4u9A1r0DJ0h8k2d87i3+UREt09hO7bkvJ5onY9vF0PrqUxKerCIayWNrRwyK2j6MDMMrTSEnX83HKc0hloc8tTz+PtKwnD3V7sN07g6LpyjZdHIIPrOShugp1rMt1Hr192PpnsduN1JXznlaPPm5v8PFt8otPbi3OsHrtmEehgJSw4/Dbh8khSnNoDCRJffw5t83rYtgG9dl1KDGXwmWvVFSmWylzPTWIcBUEYT0RQCsIUJJh5nfjDv4bL17Fjr8HWDXD6EswIQVcPtLThlJXhaE5eEYN5x8K52cgEs6hPnU/ZeuKu//mX4PhZrAELPaTjlEfcuE+1Kq10BswqU9sgd/tU05n4LeXGP/YuTvsd7OY2dMfJ6XoOdq5Ju1b3+GAme3arm2sFbr2FXX8hed6s8Ym1a1WizZlL6tlcbYHOLhI9vYR2bcc51YBz8ixcbMK5cRN6+7Fm11PSdisZQxl85l72vHfubM8tKGqD+7MhAlQQhOEgglIQpiBplrPFVXD+EiyuStYxpLQMut6BTWvQZ6luNvkIxbxrLwbqGSZjJUtLlGW0tES5eV3rn6O7fRQWV6KvXYHT0qaElKtyra470N6B1XUn7ReTvnkt1sVGWFwNnT2wfjV0dqHftwWu3VAtGDWSawmKq1DtWjSfCzx4rV4GerbajEG8+XK1PUxaKnt7ca63QuU8mD8H5pTDnW6IREjGim7bBJULVKehd85Av4VVVQHlkeR9HMp6mqs+pVa3OaNlMxtTOclGxLAgTDwiKAVhCpJmObvRBrbaOm23VKecFRHVojAchuutaIsq83J5Z7PKpSWsBOoZJgWIl5QzkFClfBbOh/ONqhd3fwLu9ikLW0sb3O3F6etT433dfoLY9efhyg0oLUWrqoCwjmY70HRDxWU6pMRnphUSzxFf6GWgZ6vNOOQ9GmJ8MKYzVF2Bs32zysBPJAitX5kSK6pFZmFdvkbCcdCWVhKqb1Cdc/KwnubTh1yLzEqzbGZjKifZTGUxLAhTFRGUglCA5GthSZy+gLVnrxKNjgOVC7Cu3oCLTRAO4zQ1w+rlOLpGuHIBoZUZutDkSdqXdHkEW9fQyyNqgPuekhLo7YeSGer9gAWtt2DubOjrU+5rwDlzEW62q+3jhqpbGT4HC+alWdAcPaSsnqEwTvctCJXgdHSiP7AVfVVNMj7TW0u2UkfB+5krLjHf5+LVm9TWrsBpaEzbhnZsU27p1jj25SZsy4HbHVgJC62tncThtwmFQ2gJC6e9Ey3eAUuqsTUdbd0KtIylj9KvwYsDHSqedLzqUOa6RxNJtm5AhbA2QShWRFAKwiSQ64stXwuL9Z29UO/WfQTV8nDlEui5CyfPgOXAKybMjmBXV45KUAaFiNdz2pvXe5+MqbxzR72vmAt9/XC1WfX4PnFG7b9yQ637yg31/ma76pTTeB27527qtV+9Dn0DUH9OWTFvdUJfP/a8uZQ88zQD392XspZ872euuMR850nWm8UA97YAACAASURBVDzVoMRzcOvVofTG3emGnl7Ys4/EptVw5ARWvAN9/hzs8tnqHjY0Er7YhLNiKeEPZ+9ck1bCKEsxd49861CO1MpXCNbBbN2ACmFtglCsiKAUhEkg1xdbvu7G0I8+hqUDkdlw9AR88D0QDkFTK6xeBpeuwCMPwt0e9K0bRrXmoBAJ1lj03ttvvgsXrsLqZej33wNLF2G/dRLmzoUfvgE/+ria7yOP4zz/ItpH1Hv9oe3YN1rRHt2J7mY/e9ZCapbAuxdgay10dsD92+DC5bTe3dn6T2e7n/6uNJniFHN1mQnei6EslCn36OZteO0IPLSd8INbVLcfNx5ULyvDKY+gbV5Hb3UFZTuH7qmddOtnsFDmQzZr3khd3kMdN1EWwlzPO99YWUEQ8kcEpSBMArm+rPOt6RfetIbwpjUkjp7E6rpDaJWyzlmra6A0BGjQ0oY2kMBpi8MoLJTpa3T7ZUdUwo9Xc7Fv7yE1oKMr2csb24GyGbBlw2C/bSuBU1aGZqmYS+fiVbjVBddbCX3sAynWQvp6VVObubMo/Tm3M07l/ORcufpPZ40LdS1ZthuDGYxTzNVlxiPl/JvWZN7679GffE31Jr94hdDHP0jos0+r673eilZXi/7kbrTqCuzzl5L3N69r86xxw+iIlM2aN9K6kkMdN1EWwlzPO99YWUEQ8kcEpSBMAnkXLg/0gg7iWXysi1fg4lWsDSvRV9RAdzfctqH7LrTEcUrCWK1xnD370vpKjzTpInGsHvvF19E/+Aglj9w/uKOvX23v9mKdPIfV1a1iOZcvBV1TyTp79mG//pYScy8egEceSK9D6bcmHeyBu73QcouBPftwZpbCm6dwdtWhzZ+TFjcYtIRZl6+R+MEBQg/fj5aw0upOZrPqZRP+wfm95+QvuD5kbciaxSpUoWZxSvwlS6rQKiugqxvr7EVKXj2CZYE2f07aHMFzUh7BPnk27X3wZydfq+t4MFHnynbfp3KikSAUOiIoBaGACfaCDpK0+DReU8kupy9gn70Mjc0qSQfg1m3ler3SjH3+SnIuv7WIJcO31jitN6GjS23xlQ3q6lEDulVfbedKs4qfvHMANA073qHiCt3e1TReB0CbNxutagHavNlqPr816fhpZeU8fhq7oRHWrVDX3xpHO90w2IXH7Sfu9PbhHDsFKEtY4uUDKXGKGetOZhDs+XbU8Z5Tsi4mQ9eG5NAxdT2HjmHNiahn7B7rWUudhfPRNGfwGskct+md09Y0OHMp7X3wZydfq+t4MFHnGm43IUEQRo8ISkEoYPyxeQM+66JHMkFm+VJ4YR/srEOfV47d3Q3z5ikhZtyn+kSXR7Brzibj+fyxd/6OLEGyWXtC920hcasj2SnHqm/A3ntYda/p6obK+ei76uCBBPYrB2DLJjh5Gu3hB9Di7dgnzsHpC3DvJjVfoFZkyvb9j8CevbBulUrQWb6Y8NqVqVa5VTWD/cRr16TEyoXf/zAJjTQL5UgtVcE1es8p2BIyW0Y1790BL/0QnngYbd0KONOAds96iLfjVMzHOdOA/sBW+hdVMHPdqqQ11Z+BnnbO8gj24srBuM21K3AWV6bFlU4HK910uEZBKDREUApCAePF3A18d19GS2Wy3eGht1WpnobL6A9tV67Uy9dUY5imZrj/HvTK+YSeSj/WOnmOkrdOJTuyBMlqZUvrlOMW6Pbet7WrouIAdbXqGm7cQrvZTsmHH8V5dGeKy32ouoq6rmHPnQP9/ZCw0Lxalm79SFbWpPQTd9o7sU81YC9aiF5VQWjlUkKffTr1wkYRQ5dWiidLDGfWjGrbVm0nrQTO+Ua4cQvn+GmcjjuQsOByE/a8udg//jh6RQVUVaRloGc6Z2jlUqyT53Cut6KtrCGcx5qKkelwjYJQaOiTvQBBEHIT2rkN/X0Pom/doARDd0/qgGVLIKTDsiUkmlqwj51SLlXHgQEL64X9WPUNmScvj2BrurIsZkBfXZOS+ewRzJgN1a4h/ORumFmqBswI0/dnX6P/4NsM7NmHPTsCkVKchfOxTp6j/4UfkvjLv6f/ByqJx+nuSbk2/3u7tx9u3VbzOg6OZak5BxLYuqbqUJ48p9axZT2OBk5XN3bHHayT50icvkDf15/DunwtZW7r8jU1j+t+D67Bw/vcbo2nbL1x1uVr9H39OVUXNMM1eOe3BxIqq7y7F2534TTfVBbKRQugtFQVal9SBetXwLIlzPjr5xg4Vq+urTySkpEeXEOu55WNbNc8lZFrEoSJRyyUgjAF8KxRnpXK6e1L6a7CD48okfLDI9DRqV5396qDm27gLK7E6e3POHfih0coebuexNzZhFZ+NG1/vhmzSWupW7ic/gScbMBpvomj6VASUp18Yq+RcBy44sZ5fucV+MhjJI6dwn7xAPoHH6bkkQdSYzxfMZXl7txl9f7YaRUjOK8cmlqw7nSj9SVwHttJ+IGtaGUz0MojOK1xEm++q+pfXrpKwoHQM08n57YTFtRfwOkbYMbHPpC9zqTnzl+3Au1me1qtx8T3X4MjJ7Eam6GnF/1D76HkiV2D52mJw4Wr2M030asr4N2zauK3T+EsXww3bqkM9+4euN6KXjkf+7VDhJvasDvvYC+Yh7Z2hQoVcGMss9WbHK51rhhrM8o1CcLEI4JSEKYQyVi89k6svYeSAooHt8KtDrW93ARv1Q/GMi6qBE1Dc7JM2t6pBFd754jWkmYJ01CudoA5Eairhd4+5ZKP31YDOjqhugJu3IRtG9U1td5yk3xupc//0ffDt1+GGTPUOsM6VM6HmTPhWgvYrrsd1RhcX7EUZ/NaZS290gzbNuJUzU/WrUyuueWmSmJx3d/ZY+/U/HrVAvT1q9JiMLV1K5TrWnOgvQP7/GV4YtdgjOsb76jkoyWV6Dvuxb5yXSVOLa1O9l7XNq/HOXUuGedp20DzLZg3Bw31R4W2YfDcw+0/no1ijDeUaxKEiUcEpSBMQeyuOzitt3Bu3wGgxKjDCocI7dhGonohTtMNuGeDsoRtXA3XWwZd0S7Jln0PbMVqbiP8yAMZz5XWw9vX6i/TOGaE4f9n702j4zrzM7/fvbcKVdj3HcRCgqRIEKRIkVooSq213X1ltR23c9RpzzgeJ9059kycmfmQkxl7EnvOJCczkzP2ZE6cuD2THntsp+Xptrslq7qllii2RIniIlLcCRAkAALEvgMFoFB13zcf/rcuakERoEjITfV9vhRrufd970LUv573+T9PLCEG6w8/BEWF0m18+GHM1kZpOjl+Whg5WO0Kr6+BUBBdLtGLKi7NPNbLz2O1NuBs2wLVVfDROcgPw9Wb0LkTDnbAtlY4cx5tydK3mplFXe7BfGQPdLRjbNuC1gqjIAyssnhGbSUsLWM+1Jb2etaxtzRgvPRMmk2Q6htEByxpgOncCX+vWiySfngM4+FdnlE6gPXkIzhaYx7Yg+obhF3bpZg+sMfToupFd5l8KYa+PYKxbyeJySnCX3oaMxhIb4pyNZVrpsGsYzWVfX2XUH1yPT8vcYSfRw3l5/GYfHy+4BeUPnw8AEgWCZSVwJUedMKB2Ap6Vooy1X8b7Tah6Lc/gNEpmDoN8QRcu0Hgv/r5LGYjuYSmV1awJmdQXTeFTXSRLKYyLXiyov4yX4+JUTkJB853CRM5O4+xvELwqz9H/LWj6JEU26Cb/TLeuydhbBreOo5qa0S5dkOOQnK8u/sgfEsac26PSUb4wIjsf+wc9A4Iq1deIpY7gJ6bx5iYxhkcgcs96JU4eV/9udVz0D+EutyDUVe9ZvGVy2szM2pRr6xg7dgq5yMaQ1/qRmmdFodoKo06cQ6u3BCvzlgcjp3EfPEJGev4Gfj4MqpvSCygqkqxhsbQvbewvvqlrLnlYqzWs5rKRK7P/23mXvuZ2z58PHjwC0ofPh4AJL/0jScfxjp8QMzBo1HMjnb3EylLvo21cHMQAgEpKNFrZzonYwdHJmU7nb4mniwQjQO705o8MqP+Up/TUAMVZdJAk58vS98tTVBXhfXIHmCN+MEvPyMD7tomy8L7d2Hubkdtn4Y3jmI8fQh98rysZtdWwfISlBTDzQGokOVgvXsbBE3MF45gBgMyt5SlaT06jh4cxaipyDgL2l0kX1sPoAeGYWJaHklhdbe3wOi4F5eoTJPEd94QFvbZR9PNxZORjAYYpokeHodwCLp6oXOnxzzpgIUzv+DFSlJShB6bhNKSNeeWM7XHXULfaNRmrtjKzdDsbbRQ3Cy9oF+o+vCxefALSh8+HgCkfumbNZU433sTbo2grvTArm2YLQ3ojnbMlgbMlgacmkrU4jK8dxqePLDmPpNNNebudpaL8yl+7om091MLyNQv3zWj/lL2R74sKxMKQjwO0zOY4ZBnJ5TWYLSygrlrqxzjllrU1ibMrWIB5Hz3TfRyXPapNGBI08rSMpSVikZ0zw7xW1yOoccmMYOBNWMIza1NqNrq7AzuDO/LTBhb6oXt3FIPkMbOmkrLeC8/x8r3foSencdYjhFMYROTy9JqZQWu35JUnldsEpe6YGQco2y1s95IOJilJbAQBaXRgQC6ohyztGjNueVElp3TnZHL8mgzNHsbLRQ3Sy/oN7b48LF58AtKHz4eAGR+6Rs1FejSYigtEvubW0PoY6cgP4yVZKaqK4XBczWJuWLojNpKlElWZvTdarY8hrL7pryQcJe+w2HU7CxqfJrEH79K4MUjWK2NWbZDyUYas6XRO2anvASzplK8JW8OSBE5MwfTMzC/AIOj0N4CRQUo08Bw7YPuWASTzlQl/SvX2s7a2QYzc/JINjubNBunvhbKi6G+Nn0/xYUo04CwW2Tnh6RYno+iz1yS7TLOn2fSHrBQQ2NQVLjm3O42XvBu2bmc3f33wPL50Ys+fHx+4ReUPnw8AMj8grR2boWZeQjliQ5yZAImplCXr6PGJ+HYabAsmFtAf/dNEjUVWM8/QeBQp7dPz+bn9AWC75zEycuTjvFPiaSOkwnXL3JhEYIBuNQNc1FhGheWPOse53wX6t1TEA5jvng424aouR5a6jGa6zEGhtBlxZAXBMOAhSVwNNzox4kuokuKoOcWjiYt+jCJZJZ3spjNZKoyn6fqR9eyRgLSzMb19BwMT6DfO40qL1nd74UuuNoLhimuv0VS3Oj3TsP4tHy+vRnn5Hl0fhjt6jkDhzqJv3aUQM8tnFAeptZZVlF3Gy+4UXZuvYLxs2D5PH2vG6V5t8WrH73ow8dnjweqoLRt+3ngnyGCpwDwx5FI5E//dmflw8f9R2ontR6d9Bpjkl+wyS5mo3MH2jRgS70UbM0NUrw5jhSUANqRxpEZt4EnowtYjU5hjIyjRqfuOJf1v9RdHWcgCM4KFITgUKfYBX1yDba1QDjPs+5R1/vWtNhJPjpnLsEnXTjlZRhlxWI9ZJpybGUlog+trRI7n+2tsKUuK/owOfdkw0uymF1LD5rKlubSj2bC2z5g4Rw/kxbt6FzsFh2jAepiN1y7iZNQ6J5+eHQfRKOYXzxC/J0P5QfAjtY0Paf1+D4WFxfJ27dLtlmKoVLuAaO2UpbQMyIZc2Gj7Nx6BeO9sHx3u+TtRWmu8/mNztHXUPrwsXl4YApK27YDwL8DnopEIpO2becBR23bPgn0Ar8HPANEgX8SiUROp2z7a8A3kL/UfxSJRP5TynuPAf8rUAS8A/xuJBKJu+/VA78PtLpj/MNIJDLqvpd3pzF9+LgXeAxNVZmnvTMPH/C+YFVJEcxH0TduQd8QVJRCMIChFMbWRlR3r9j3LC5BMAizC8JcAon3z6DfPel1POtbQ5iLy+hbQ3ecC5Bz2dgoLMDavQ0jHCLxh38hXcyBAKFvvCLsYDjPK7bM6nIAAvYXSAQtr8DMil4sK0aH8+RxZl4KU8sQtq+6DHZv9bwbjaZaKeQKwuj5qFjhpHSoG9tb0IHcY2Wyo7n0o5lI3U9g1zbv9SRzaR4+QPDl54h198lfn6lZYWUfasNsqscMBkQeClBVgXVg9+rYNZUkXnwCY2gSPTQGddVp94B5+IAXP7mRomuj7Nx6BeO9sHwbLUa9RiU3SvN+LVH7GkofPjYPD1L0ogJmgWr3eQXyJ3oS+BZwEzgM/F3g/7Rtext4xeQXgGeB54Hnbdv+Ffe9HcAfAH8HeALoB/7QfS8P+D7wbyKRyOPu577vFrbcaUwfPu4VScZMmxZ6bBK1siJfgEUFqNk5KapAmMldbbCjDdDo8jICBzoIfO0lWJLca5ZjUFWOuaVO9l1TAaXFqx3PDbWi82uoXXMuOmChZudw5qNpMYVeCszNQfmc62eIITwbCokjPHsF+oZwfnKSxLe/x8pbH8h+pmbTxokdPUnsH/wesR++L0XSfFSskWIros0MB6FlizwWFMC1XvTRE3DyAs5r75J44xiJ986gPjxL4r0zJN44JueqoYbA3ocIfeMVrFbRZyajEpNRjMm4Qk8TyWrBcacoxuTramyS+OtHcfpuy+sBC2UaqHiC+OtHpfPdMqFjO+azj2Ls2YGanUMHLIzWJijKl2vpnkfnYjfxs1fI+79fJTE+LdfHXS43qivS2NRMdnWjEX254ic3E6nF6Ebm6PmF3iWbmDh7hcR33pB7L3V/GefKhw8f9w8PDEMZiUSUbdv/PXDCtu0BYCvwXyNFZXskEvk196PDtm3/c+DvA/8Y+E3g+UgksgJg2/ZvAW8Bfw78A+B/jkQiI+6237Jt+9ds2y4DngPejkQip9zxT9q2/Z7swv5gnTHTYNv2N4FvAlRVVTE5ufl/uH9akUgkfqaPf6Mwr/cS7B1AOYrAcoz48Bjzk5MEf/QTgpdvklhYxAjl4SxEsZaWMS50Yc4s4ESOsbCvHRoqCd8ewQTU1Bwrr3wZ1VwPk5PQ2oBpP+U9Dx/9EHMlQeLohyw89XDWXIJvHyd4rQ9nYgZzYZHFmTkS9lNQVoi5px1VVgiTkwSOfkjwxAX03IKMuxDFPHEep7IUK7qEs7yCNTWLc+IcZiyOyg9ijc0QXV4m/vWfJ/zdCObcIuqvfkS8cwd6epbA/CLx7psYc1ECY1OoqVnMuIO61IUZV6ilJczlFRKT05gGrARM2NMOcwsEV+I4w+NY07PEC8OiN22uh4Iwwb9+k+An3URn5nAO75fXGyoxr/US/Pgy8bkO1ENtmOe7yPvgLCtPHkDtW7XhyXw9eeyJvgFMDcqAQM8gK6PjWOOz6Ll5zISDOnmOlb/7C1gfnSV4rY9Y/nGMqVkCo1M4kXeJlxTjtDViTc/C0CiB2xMkJqYwtEFseRlTg1NTgTU2RbyiBGWt3ive8/NdBI+fI35kf9qcs+4x91iTc12MRkm8eDjrHGwGNnuMQHcveeNTLHf3kti9uv/Mc/Vp4P8N++mEf102D5WVG/sB9sAUlLZtVyPs4eORSKTLtu1a4E+BW8C1jI9fRoo7gHAkEplPvhGJROZs207+3N0GXM3Y9hrQnuO9y8AOYHidMdMQiUS+hTCa/NZv/Zbe6MX5PGJycnLDN+fPErLSaB7OR5WUSJfwxS5CnTthaBJnx1b04Bh5+zswA5b4G/b0o1biMNOF2dpAYThfdIMHO+H0Rcwn9lP45Kopt3ImcabmsLa3YVZWEtvajJq6RGBr85rXxnn5BRLhMGZVBZy5RLC1iWBlJVQCWxpX9/vcYZzCQtRrR2EphhnOg8f2YrnL0qabZmMdOYQxOQ2NdaiPL1L44hGsykpiL78A338L88vPENi2xUvKKfjSF3BuDsDYFObeh2BwCPPwQXksKYaTF8jb3ooxOU2osZbAob2iE00oT1MZdpe+zZISrC2NxDsfQg2OEaqpxrzU472ePO+F7nVIFBehgnmEiosIpJybRCAPJ5YgFMgjUFnpHXso1X/yYhdB9xiZjcL5q5hNDQTfP4ve2QYJh4IXjqBuDqDHZ+T8zM4Ram3EfHg3icFREq+/Q+CZJzAtw9t3UldbmHGvFNRWoocmUcE8VF6QcHFx2pyz7rmMeyz82D7Mysqsc7AZ2OwxVloa0Zd7yG9pJC/lHNyPcf2/YT+d8K/L3z4emIISeAp4KxKJdAFEIpFR27b/CNFGNmd8thUYcP/t2Ladl8JQhgDXz4Tb7raDa2x72/135n67UrbLNaYPH3eFTG1X6tKg1dq4qsk70IHxa7+EmplDfXAWIxaX4qyoEAryobEO58oNnHdOyHJ3OA+C6VRMpoaSIUm78R4zYLU2Yn3jFSl621tyN6i41kaxwVH46BN4ZI9oKC92o5QWf8XSEsziQqzD+2WjlGSeQFMt6kAH5rYtcuwXu6G0BCPhkPfMo6jmhvQc60RcCuqCcHYzTtITs7VpTS1e4ImHUbVV2ebsGfrAnD6V+SFZgnbjLI3CfMzWJszqcgx3WT153VAalR8SM/b8EHpqFuYXMBSwECWYcWzJHxWJE+cwl1dgbILgN19JHz/F/zM55+Q9YhzYTcCNibwTMu+xtV7fLGz2GGZpEaqmMsvD0+/y9uFj8/AgaSjPAl+0bbsKwLbtfES7+CaQsG37Bff1MPDbwP/rbvcq8Dsp+/kdZLkb4NvA/+Jug23bLwLzbuPN3wC/bNv2Fve9ZuArwBuRSGRonTF9+LgrJDV8OYsA18/QqK6QglMDC4sYZcWYhw8IA7a4LAk5yfSX7S1QXwXtrekaudIisd9Jftl27pTc7c47J6usp2dL6giJRsFREBXNpTMfFS1jU13aMWbqGD3PxmIx+1bxBGpwWB7Hp0l8dI74X79N4vf/I4k/+SvUm8dxXj+GevcU6np/2twytXK55m4U5t+Vpi8Ja/c2Ai89g7VbZNPJHwTxd08R+1ffInH1BpCizdy/GyqKoakOo7hQ7JxuDuIMjK6ev8kZEh+dQ41PyxhPHSSxtQnzYOeG5pYcy9rdviHdYVJDqcYm7+rYHwSYLY0YKZ6mPnz42Hw8MAxlJBLps237t4Hv2batgBDwJ5FI5Hu2bf8E+L9s2/4XgAX865SO6/8D+D3btk8h4W0/QhpsiEQiJ2zb/jbwvm3bDtLJ/evue3O2bf868J9cVnMZ+PVIJLLg7vdX7zCmDx93hfWYk6SfoVNeBvNRnMlpmJlDDY+jegfANMRSpyDssWqJj69INvbx06iZBS+r2cwL4RTkY+YJu0bAQAcDEDDSxrxbixUvE9pxFwB6h1DXb0FxEUxOo4oLCf7Gr3ifT7x1HE5dILGSgKcP4XT1wtVeVG21eEW+dRz6h1FvHUeZwIXr8j9YAwOjkuG9tCDWQ1d6cOqqVj0a18nozmSEnSs9qHc+Qj//OIFDe71jTzLBmR6eWdcv2UR19jL09OMo6fr2vD7/3Z/CrRGoKMN66RkS3/+xJP5cvYGzpU4Y5Xgcbg6SiDtYv/l16VovKYTBEVRKZnrOOdwl+5Yrk/3zgMyufR8+fGw+HpiCEiASifwY+PEar08Ar2RvAZFIJIGwh7+d4/3vAN/J8d4niC3QWu/lHNOHj/sNY3sLXOtBmybOG8ckgnB2QZaWF5ehvERYxoIQzq1hnB8eW83SrqmA+mov21kbGrSWRwDTQjsJMNOXxtezWMmyDUpmdBcWwrsfSmfz1V5hQpeWoK4mzS8x8MUjJAww27bIOE11UFchxwpYv/A8jgnWy8/jfOcNd66msJ8lhZiP7/N0mEZ9LYk3jqUUfmtndKf6e6Z2devl2GoWOuB8fAXnreOwvXXN/WQZobsFjHGgAx0OYr5wBOdi9+oSfbLzPej+yT24F0Yn4In96OVl0V021sP0vHhqIoxjfK6D/MZ6yQO/z53JuTLZPxdw2W6zuHD9z/rw4eO+4IEqKH34+FmFvt4PI1NQWCiljWWC1lBaAqEQtDVA722MxjqcH7wDV3qgbQsc6sBs2wI3bnnZzkY4DMWF8ghw5TrmigNXrqeNmVpwrGWcna37FB2hHp1AK2BHK2Z7C+SHJWZQOWmfT9Nm1lYJQzkyhbrcg5NwsLY2EfgfvymDfe0lnNffgbwQfHIVmuskh7y1ieA3XiFx+gLqEnim4Dm0j8k5Z3o4Ggc60nSHamwSpucgGMBaQ4+Y5afoFjCBPduxfv4ZEqcvuAVpM8bEjKT6hEOwGCPxnTck53x5BXr6MPbvwiiWjnnjqQNpek71UBsMbQ7bliuT/fOAJKOfZLt9+PCx+fALSh8+fgqRmZSTTFzRleXo46dhOS4fVArqKqCmCkanMPPycLY2w7WbgIYTF1CzURgeRXfuxALMlgY3M7tB9pFkcfLDaYVj0lfSmJ5DX+0B0pnKzKLKM2O/MbDa4PP4PqgoQ1eWYrY1Q15eml9i8hgBdEUZGBo9t0Di1QjmM49i1soytl6KSUE8MSTNRj0DqH070fNREn/8KtaRg1gvPZNW/N4p5cXzmywuFI/LogJUT788vzmI2dGOMz1D4PD+tIIkmTJkZuhNMwsYZ3AUbg5AYy1GQ40UlNd7hQCdnRcj+pU4FBRgVFeiK0uhulyOzcXKh+cI/2WExFdeILCBRJyse2ad7O/k82SXdzI56bNIk9nsMZJsufXYvvu+bx8+fKyNuyoobdt+CNgTiUS+u0nz8eHDB9n6Ni9x5VuvQne/LP0CTM/CxJSwXVqjDeD4GSlMbrimA5+I+5V+7Sgc3p+tL5sV5pLRKZw3jnk6wqQm0ji8H2uNhqFMzZ5XWB7/WF7oH0LNzssYY5OopRgsLnu6xiwN361hGJ+GC10QT6C6eoVZBdT33oT+lCSfmXk434XuHYSxKZxEgsCRQ5In7ppZr1VQZnZEJ8d2Bofh8g3U4DCmaUF9DabSHqubRPztE3DsFKp3EDOU542TVcBc7hIpwuUuaGuGa70wswAFU5g/dwT1g3dAafjJKRKmAacv4ywuY4ZD3j71X/4Qc2IGXnsH6w/+6bqJOOtpInPllyvDkPm5GtvPMqs757FkxIPeLZKOA5nwoxd9+Ng8C/ffAgAAIABJREFUbLigtG37D4DHge3Ad93IwsORSOT3N2tyPnw8aPi0X1iZ2yWbPMzOndDWtFrM1VTJUvfWZhgchj074fYQNNXD5esSebi1EaZmJX1lYQmqyiQt59G9wBrLtQ016L5BKC2U2MLlFSCd5dnIl7rXgFJZBhMzUFgApcXCvM3MQUEYY3GZ5LJ0poZPd0bRPzwGzx7GjEbTrICMl55Bf+9Hkt89NSdZ3nkB2NUOZaPQ3OgtXd+xW95F2lK1ASQScP0W1FVDIJB13j02byUhLGNJCeYj6TGJqQWMsX8PemQKHtuP2d6Cam6EN47Cl75A8LnHiPUPi/5130NyTMqBvLz0FJdHOtBvn4BHOta+bjmOKZcmMpOdTepIzeJCVH21VwzfS1b3RrHeGF6Dl1vk3i/40Ys+fGweNlRQ2rb9m4hB+OO2bQ+7L18Ffte27ZlIJPLtTZuhDx8PED7tF1auJo+kj6KHn5yCWBxuj8K+nRLBOD0P5iAsLKLGpzAf2YMan5HCc3EZGmoJfPnpnF6LZnsLia6b0FiPMTmNERbmLRfLsy5Cbvd4aSGBr72EGp1A3Ra9o/nYw2vPo6YSLnajmuoxq8uxnnssbZdWcSFqRxuquEgK561NYpEUsDBLSzBqKjCaGzZcyKcylQyNQUkR5IeF6Z2byjrvnvZy9zaoLPGK3VzI9JY0FqPovBDG9PTqUnthPlSUYNRUokuKoCAMQ2Oo/iH06CRWSyPxbVvIc5Nk1uviXk8TmcnOJnWk8NPnQ7lZS9afRbHsw8fPKjbKUP5DhJ0El15wbXX+W8SGxy8offjgHr6wMrpSczbEPLIH3npfipGTF6QzWmsxNg/MQEkhRlUFlBZCVaXo9Tra0768E1dv4Lz+DtbLzxPYtU0ys6NLEM67J+++VRZvWV6IC9Op5qJi7ROLEUwt0jKWNdfSN3ravuRy+uAozM5JTvnSMpiGNMNUV2K1Nnreipk6wsyxUvWDNNRgmCbaMDBKiqCoIEvn6WktCwtR126i80MYrqTA6tyRrq2cj3opP7Q0yRL+4f2Yzz6KMk1pyikrFmbSMj0TbqrKUUOu9vLkBXh0L6q8BKN6bXY4l2YyF0ueq8N9ve02A+uN9al/zKyzf9/Y3IePzcNGC8qySCQylfliJBK57UYg+vDhg0//heV8fBHOd+FUlGK1NmZr/XAZz6s9or0bG4cVR5a2DUOKK8PAWI7hHP0Irt6E1hWMLfWYNRXpY7ld4EmvRM5fw1yKwflrsL3F01au96Wf+b7Hsk7MygfGZ0l8+3tioj4fFZ3eS89628d/9BP4yceo6RlCv/pLWceslmNw5QZqPkro6y/Lcvp/+EvRIn5yRbqmr/TAyCSJwgLxrkzqAsNhuHAN88tPE3zhMIn33HSgWJy8X/65bL1hVbkk3yzFYHLaOweZn1OXe6CnH51wsI4cXDVpd5do1fA4ptao/tvilTkwCitxjNl5gl9/mdiffF/sgqZmpCnnag/Wzz+LEQ57PpzkBUUbe/4qgcVl1IWuNTuVc2kmc7HkuTrc19tuM3C3llT3e/8+fPi4/9hoQTlu23Z1JBIZT33Rtu1HgKxC04cPH4KNfjHqhIKlmDySzSZ5jOe+XbLcHc6HlQXIs6CmBg7ugxt9WI904ly+jr56Ax7ailEQxqhOZ6KMpw+hxyfh0X3CBLpL3FSWpSfZuBGOuUy9E2cvo350HPNLRwg+dWiVRUx2eecFYGIaykohGBQtZSqm56V5aHo+7WVvP+cuywuGgdN3m8SPj0N5qRSsW+qEMYwuSjPPYix922MnYGpGGnteOCwRiQZeVGKWfjNg4UzNYHa0YyScLKbZW7oOWDjHz2AdOZjWkW3u3YkaHcd8pBNuj8jxjkxCcz3MzKNLiyRFaHFR1nhCebCwCKWlqyk+tZU4oaDnrWk+0sly901Ce3eu2d2dS2ebiyXP9X7qMaZpODcR6zH591oQ5jqWe2328eHDR25stKD834B/Dfxa8gXbtjuAPwP+xf2flg8fnw9s+Ivxej+srMgj2WxScimXMxelkNFaNHdlpZLAUlyEaZrSxFJTidNUB8sx1IUu1Pwi5vyCNwdjYhqtDejpQ13vhRmXUYwnMua4tjm49+7YFMzOyyOr7Kz64pOoH74nZuu9t2HXVsym2iw9nPXFIzixGNYXj6S9nlZglZdiPbaP+PffhlMXoMQ1cA+HMZVGWaY0s+SZaXZBOmDhLMWwnnOVOsuxtMdMvWH8taNwtRddW00gpQlkLV1iYNe2LHZPj0/B5Cy6dwBjYlqabArCUFOF+dBW1OwC6sxlaGmAuipQAK7O1UXaMu+B3fKjYmkRPT65Zud6Lp1tLpY88/XM5/eaLnM3rOJ6TP69ah1zHctmNfv48OFjgwVlJBL5c9u2m2zbPg+U27Z9BtgB/ItIJPJnmzpDHz4eQORkGHNhzw7oHZBHshkWL7llcUk+n0jIkulSTDqPy8swO9oxtzaR6OqTPO3uqFjtFBdgvvTsqjbRTaQxD3ZiBgOo2mrUG+9iHtqbNqWkOXgu/8PAUwdx8oJeoejFFcYdiMVgx1aorcQ6clBiBAvz08/R7VEYnZLHXds8FjLJ8lmP7SOYLLDaW+HCNQiaUlBPzqIGhuCRTqgph6JiWeqemYWZeYzSEszSEhifJt5zFHN3OzplrsmxAi8eEYN1twnE7ExnA9fTXuqARfz1o2i3mKe0CHNHmzCZgQBGY41YH9VUQmEIdrRBQQiiyzA0AqUlWX6QRnsLuqcfo7SE4CeX4YkDafdQ5r2lAxaxP37VO5b17smcusV7LOI28uNpPa/M+wUdsFCzcxiB9PQnj0nee+fceh8+fNw9NmwbFIlE/qVt238KHEYoiw8ikcjops3Mh48HGJkM47r48Kx0b394Fn7x+SyGxUtumXWXh5dcxq1/SHK8u26QuDWI9fLzXga2x37dGkrXJhqGpO4MjmB95TkSf/2WaChPn4cvP+VNKaeO00Vm40RyiZybA9Jd/uMPMLZtwTl1Hrr7vaVx7xx19aYtSyezvVXfkBxfKot06jzMRUU/CTDk/ul575RoSitKJe6wuxf9wTlJCGqowem9BacvYayskPfVL3ljezniGqxvvuIdS+axJt53tZcrcfK+mq29dIbHRRva3ixpN24+up4QxtJ4aCvm4QOoyE+gbwhiJyChJIrSUdB1c/W8lRRBzy243ANjUxiH9xN/pIPC3dvSiq5k7rjp+oXGvvVq2rHkwnoF3702rGykIN1ofvi9Lnk775+B7n6c98+ITjiJ+eia/qI+fPi4d9yND+W+SCRyHvie+9ywbfv5SCTyzqbNzoePBxR3zfZUV8jyZbU00GQylIGnD+KEgqi3P4DJudXt8kPSLTw6AXOLOMsrGC88KRrJrS1w4Sp88ek7+g7SUCcWPA11d3UsWckryUzqZG61Zchi+egUjEygegchpaA0n9iPGhnD2L8b52I31lMHcQygqQE+PIOuKl9lC5O6z4SCyRnx2FxchupKaXCpqFhdJs8LovPDqDOXoL4aSosxaqrS5p7MEbeOHEzXl2acd6OmAl1ajOE2NmV5PbrnMskqagP0h2dRxYWwsIihDSlMf/C2/AwPhzAPdaKGxsWHsnMnnrSguQEdtDA6dqAvd2Ns3YLZfRO9vS2DxTPScsczjyUX+7fZljkbKUhz+qtm4F7nmuv6+rZBPnxsHsyNfMi27ReBiG3bqX/VKoFv27b9c5syMx8+HmB4OsCNLueFAmBZ8kiGBiwV5SXyWFIIQQuaaiTGr6pC8r2rK0XDpw0IWpgHOjBNQyIRRye9DO3gy895TQnBrzzLypeOEHjhCZyL3ejo4oaOxblyg8Qbx3Cu3JDPhUMYxYWiHQQoLyXw0jNQWwUBCyOQ/vtVdd2EsWn0mYtiSp5wCH3jFRgYguEJ9LGTOG8cw7nSs3pMhQXCyJaWCKPXugV2tGA9Kk1DZk0lwZefwwhJZ7lRVY75+D6snW1pY1utjYS+8QpGQvLF1c3BNc974EAHga+9ROBAR9q5MGsq086lkXBgaAwjnCeWPKXFsLiMjol1EoX5Uv8VF2K2NsmSeUE+Rn4Ia3e75IXXVgh7NjwmS/rvfkTe0ZMk3v4wfe67txF46Rms3dvWPBbno/Npx7TedbzfSOp9M+8jSNF9zkfvOJd7nWuu6/tZnQMfPn4WsVGG8p8DvxKJRLy/EJFIZMK27V8B/iXw5mZMzoePBx0bbVQIfOUFEvlhAi9Kg4qKJ1CDw+j5KFzsJnGpC46fE90kSHezo2EpLoxgfr4UpBUlGNtb4FoP1FShPr4AzY2Q4nGZqWNL3Bgg8M5HJGbFL9J8cj9mWelqZ3NOvVt6047Z0ojuaJdM7skzohcEAl84hKooyTapvnpD/C9HpzC/ZntaQLY0SFG5bQu69zZgoJQW/8moJUvc0SUoLwYnDv0jOKcuoHv6V7WOc1FpGBoax1BOzkaTTK1dFkPpFiBekZTS5Z3sBk9jNqsrYT6KHh6HmXlUTz/x5WV4qB0GR8AwSfz+n0BrAywvowMBnFvDOD88Bp275BhLS4TpDVqwtIyeW0ibc+acktcnqetcj/2723vzbnGn5WpPB7pB3ee9Iitv3u/y9uFj07DRgrI1Eokcy3wxEom8b9v21vs7JR8+Pj/YqBbMKAhj1lVjuOxeUgep3ziGaq6XYqG8BPpuywaOq48cHBELmuUVWfq+MYCyAtA/ArfHJKZw/n0wTVRtdZpXoy4uRF+5AYMjmAkHPjqHsXMremwKdeXGqs4th94tWUAmjdBV/2305R640S9F34fnUCsrXg55FvrdYxkUjWdSC4iroTQc5RqtN+B8+69EYxpzC+qZOVhehmCenJeZOdT5LnQsjrWzDd3TL0X3/AJsb8lpheMcOwlXe3GKTxLYtc1j0FT/7bQiOqlb1Ctx6B3EGRnHCOZ5uefedho5V8sxKQjHJ1HX+8VbcmpOfEPjDnT3yQR+fBzn2g3x0+wbFj/R5RWM4kL0wiJgyHGsNXd3TmxvxpiYWb1OmelKObBZXo13WlZOFsMb1X3eKzKX4f0ubx8+Ng8bLSgd27ZLI5HIbOqLtm1XAIn7Py0fPj4f2KhmK/OLztMMHjkIiTiBzp3QuZPEH70qxVQSeQGxqKmvhnAQ45nHMKJL6FAeVJRIE8uubZgN2VnNiYvd0uhTLt3QbG/DeumZLGYy9TEtWcUtopyumzgnz6PzQ8JV1lRJs9C25jW7kz1G7MWnJPXnRWkEsp46iDMzi3HkEMbkNNowUR99glFaAo8/DO+cEM/M6BLUVkJtBeYLRzCDAY85NMqk29vs2I4qCGO2bYEbt3IylMb2FvT1fmiuT9OZ6uVYRrHl6hYbqmFmHupr0BMzJHWMWdnghYUwMSXM5MWrUFoKw+PQVCuPO9pgcAh+6UtY9VU4JlBZCWcvQVsTejkGbU2ohSiBvbty3DUyJ7OmCnPH1pwZ3rmwWezdRrSUSY1jkpH/rLBZkY4+fPjYeEH5p8D/DvxG8gXbtg3g94H/sAnz8uHjc4FcX66ZxVWmnYnnFdk3gJ5dQNdVETi0l0Q0oztVK2ErFxdBGxgT0xhlJaJjjDuiN1SJNIYwzeexuAAa64h98DGFLz+3uvyYLChSHjM7oJPLvGpwVDqpn9xP4KVnSPzZD2Sbmbk1k1r08jJGOIy1sxUdjWLuc4854WCWlmAWF2Id3s/Kd9+E6TnU2CR5X30RtX8XiXc/gnNXpKu7tAQzGPA60U2lMUqLMdxYQbO2Soqs2qqcRVbwif2o2mr08nKW76cKh7ztrN3bRCNaW4l+7OGs4i0rG3x6DoYnYOGcsKSTc6AUhIIE/tGvZVsw7dpG4vQF1PgkeiEK1wfgYAeJx/eRv29ti5vknNL2dYdCMPOe+9tk78zqcgKP78fMNLvfZNxrpKMPHz5yY6MF5e8Cb9i2fQL4G8ACfhEYBH59c6bmw8fnF5nLjfrWsCxx3xqG1sZVHWR5GXpwFDU7L8VKY93qsjeIfFFpMEzxOWyqA8eRGMHyUhgZg9bmNeeQ/HKNvRrBOneZRJlo9+7EUKYxji5Dae1qRxcVYLS3oHr6RQN4ewzKS9fsoHYGR+H4x3BoL5iGeDZe7MaZj6IHh1Hj06jXj2J2tKNDwXQ2qa4GzGvQUItKxNHzURJ//KrEILpzMwoLpDhLsdZJ6g2z862XUH2DmJ07MQ4fgOJC4q8fxXpsX24TcNePMtXuPVmsJcanobtXOuwtE1ob4XovbG+DK9fhoXZU3yA6YHmaTwDn5HlorENXlkqXdyAApUUEzl7Gaay7o5ZVR5c2pIVcb4k7lxfnZsCTEKRcn/up5/wsc8l9+PAh2Kix+Qrwom3bvwx8Afka+71IJPKDzZycDx+fV2QuNzqDIzA2hTM4QgAkM7p/BJCcbt03jHPmMty6nb6jhIJgABbEo1EdP03ef/NfYoRDJP78B2Kg/ZNT8OWncn/JfngWc8WBD8+iFpfQleVirN3eIkvP7vPMCEbPAuahNsyaSla+9yb63ZOyJAxwsQtVVgS4WdH9Q3JcsRWx+jlzEeajOIvLmOGQFNMDw/DaO6hEAuajBDp3YhTmrxZDZ6+IjvL9j6EghO7qg/FpnMUYof/hV7256eUV9HwUvSxd1lkFvHsuPN9KDcGvPMfKd+UY1Pwigc4daxRvsp1eXk5Lr/G8JIfHxdZoYlYK+/PXxIT+8nXRVX54BrW0AvWVMDGLXlkBDDlvNRVi9B53MC0TvRxDawM9MIzzwVnRgk5Mo5djGOEQanQCdewUxu5tGK6v4r2kz+Ty4twMqNEp9MAIalRSljILzHvev5/l7cPHZ44N+1ACRCKR7wLf3aS5+PDxuUOuIi4rBq+0CJ0XwCiVAswoK0YnM7ZX4jA2ib494kb2pcBCmMiAKQXMStzbd2J/B0zMwH7R4GV+ySY1c7Q1oSZnMTu2i35weg7V049ZU4mxsw01OiENIkkzdRfJJhynrFjYylBIYhAtQ5bh84IZKUHSFa47d0J+njCrY5NgGWL+vX0a3jgKbc1wtQdGJ0icuYz55acJHH5YxrwxIBrKghCUFkM4BJPTkJeXzoaG8zCKCzHcc5jZvZ08F8bubRjPPuoxhd55jyfWLED1cgx99jLGgY61j+3wfrjUJQzlxxfh8QMwNCwd3BevQn4YLvVAXMHCInoxhtnagC4tFh/QlQRGSwMohQ4EMaZm0Et1whyHQpJfvhRDnb2MSjgwPYfGwHKX+e/kQ7metjFx9QbO6++ILnUj6U73AH1rCBaX5FFml+atea/4LHPJffjwIchZUNq2/YeRSOQ33X//f+QK9AUikcjXN2FuPnw88NgwU5KRNU0oCOEQRsd2jF3bUNf7xMg7E6GwmJtPzsjz2+PeW9bWLTjtLZgN1enG5klWNKmZCwcxAxZYplc8GeUlKYblMVlCz3dTYLziakX+KCS7wqvKhWWLRoUZLcxPO+ZklKNejqHHJ1GjE7JUH3MAMKZnRDc6Ny9WSKPjMD0rx+4WlOQF5bGshMArNs7ohMyvtDDtPGfGRurlWFryUCpbl1Z0lRZDdQXm1ibMspLVhpXkddy9zbUHqkhLW0mOZ25twnjFJv7aUVReCLOkkODf+aacs6ZasYNaWhYmM+HAlR4Cv/QiKsWmKVm0cuUG5uQMnL8qhWQsBhPTUFe9alDfXO810XjM4jopNLng/OAduNKDUhD8n7654e0+DaxnH8NZWMB69jF5nqIHvR/IleXtL4X78LF5uBNDeSzl3z/a5Hn48PG5ROYyY84vtPoaCAXRBQXEXz+KmpmH8Wn0wiLW7nZorJNl4K6+VescgIAlHdUht9AK5XlvOfOLMDiMulyKGhgSJq62enVubiMQgSBqZAKzvhZYgz2troDKUnkkZXlyZxuYoMvL0FMzUF4GZr/MIboMJsT+1bewXn6ewK5tq40rfbdxTAP27pIoyaZaadZJ5l3v74Dqci8xx3z8YeLHTqF/+B5Ulsmkmhvk8PfuRNdWeV3exBOo149Kck3fILp/CH3inBx7BosHiAfk8TOrmd6pzTejk6LnPPoRRnuLFJLaQA+NkZiPSkTi4f2YSsn1+fgiZjwBt0dQyysQjaLmouKt2VALF7tFnnBjUBhWgKoKz4fS626vLEfPzkFZsfxQqCyHylLM3e1p3pdAmodjVorPGtnfd8zPfnQfDA7Dvl33pKHcUNG2sChs+8Limvdcrn1stCDMxVDe76V1Hz58rCJnQRmJRP4y5entSCTy9mcwHx8+PlfI/KLMxVjq906Ldc+b76PiCWnoWFqGc1dRM3NQX4NZWoJKLSZB8q1htchcWVl97/WjYhv08SUpVq/3y5Jxcmw311iduoC5koCjJ+AXn886BnWhC672ej6W3vLk5R7oGxTN5FwUegdhbEo8MUE6m6fncZR0MSeX2NVCFK72it/k7AKMTMDWJol/HJ6A81cxy0tQA0MQjcHgCPqTKzJOUp/50Sc4UzNe0038taMyx8lZmYObh01lmRSts/NYLzyZxeKp6Tno6ff8EDPzy5VhSFb38Dim1h47qM5eErbw40uomQVhb0cnVnPIF6LCKB89IZ32W5swTAvtKGEmx11G+ZOrOPE4XOlBD0+iDcPbF3HXka1vUEzaa6sJ3KH7OrNxKOueW4+57OqRHwLnLqFcre6n0R9ujJVPN8Xf6D42yvjnYijv99K6Dx8+VrFRDeW/t217d2pSjg8fPu4euRojzC8eQUWjsGMrdPXCzjbovgmHD6IGhzCb6uQ7sKjAY3UAKC2SoqyuGqZnIbUj+otH4PtvwfNPYubnSYLKfDSNyaKhBm6NyPJtWfHazFRT3WoHOWC2NEgiTmU5+vhpaGmCC13wUJsUwnkhOYb2ZphfwHha8rsT75+R5pNDezGffRQVCMLbxyWacWgMc3c7qiCE0bEDdbkbtrXCzKx0vE9Mw41bEjE5OgmtjWlNN8kO5WSmduZjpgenly4TT6BM8cBc6zrp+Sh6YAhjzw7M4kLv3KiZOVR3PzzSgan06rk4uA9u9Inv5HsnPQ2lxz4mEjAyLnrXyVnYtgUe2gbX+2DXNpiZWdVbmgHU+auY+x6CwjDG9hbp9C8uRF3sWk0FWoe1y8VcZqG5UfSdu9ox21s+9fLznZp/PLa0utI1rV87JSfn/5MN+rrm3N69d82Whg0ciQ8fPu4GGy0o/w3wT4B/tolz8eHjc49cjRFmMABN9RgPbcV4eJfo6BaXhKW71ovSCEO2uLS6UWE+HtNiatjegrV1y+o+43FUYSFmOG/NpBovV3nBjfabnV+bFTpzEYYn5PHA7tXtYnFQYDZUY+5ux+m+iY7GYGFZWLnZeWHZhkfl2Gsq0KXFmFsbCT51SNJSZhdgchrz6UOi8ayrInGpGz7pEg3lyBTqynUZT2kpmkEacYoK8WIf3Q5lHV1EJRzM5nqMXdu850Zhfvb5r6mUZejSEsniXuM6Jb71quSKX+pOS3QJHNiNKlvVmToXu1GlJcJMKo22DGiqh/w8jNIS9NCYWCq11GPUVKKv9siObg3LOYrF4ZPL0syUH8IsLUFXlaEXlzC21GJMzKCv96OHx1COEq2j2wWvZuZQH5zN6sJf8567g0+lVVOB2lKP2VR7T53Rd2r+yWRLcxrO59jHRkzT7/S53MylDx8+7hUbLSgngV+0bfsvSNdWAhCJRL51Pyflw8dPO+5W3L/u54sLUaaBEU+gP7kiXoSm4bF05sFOzGAA9dEnkowDsiReUSY1ZWEhmEBRgTeWGpmAsUlU7+DaucnumNRWS5d3VQVqdk4KnFSmckuDLJuXlRJ//ajoBU0DTBMWFjG0Ic08AQvnxi2IJWBc7GCYX5QiEzCqKqC0EAoLRce4Z4ewf/t3AxD/m2Pw/mlhWxeXYCkBi8vohJJkmZ5+KMiHlXlAClbVN0Ts2qtetnbiej8cPYHx5afJe+kZEmevoH70vqd1zEqBSZ4DV3uZZHE9Nu9gJ2pmFmPPDuIp71NcmOYn6Z2TokLJ4w4GJRazsVau49yCLOkXFaKjUSgrEYaytgp2tYtdUigI47NSRC8vQ+Ee6YQuL8fIyxO21UCWzHv6YXEJ541j0Fyftny80Xszy1zfjdI0qis/lYYyKWnIZMLTxkjJ8nZGx7Py5T+tZjLXXDKv90YZTh8+fNw9NlpQvgD0u/9+IuM9DfgFpY+fKdytz916n0/qFHXfEIxOoG8MSuEyNiWFx+AI1leeIxFPYdKUlqVgEM3dShzn/TMYT+yXsY5/LO+dvgjBAImEg/UbX88ak7FJTJBl6nAeSiFxjMm5vndKtHVHP5Sc8IZqmVPLMmgtRQ5IhOHIlFgBgWhCQSyAAOf9M9Dd7+1fGwZEY+hL3Sit4cwlSfcZGJHthobFXuf6TZicl0IqqaGcnAHLEi/L6BLO5CxmeQn03oaZefQnV+GlZ9BjE8KUnr+KmpjNSoHx9KGu9lLdGpaC0vXg9LSrl7rR13pRrpbS01YmtZo1FfLoXj9uj0sG9+UesX1SSn4AnL8m3drK1Q6OurnfSksxCVKIOgqOnsCKJ+CdD6G5Hu3mhBtV5WKuXpCPZgZzSz1m587sjvR17s0sb87MPPJ1ts9E0jUgeY68cVLTlVzm0NO8ZuTLZ475af0kc6X+bJTh9OHDx91jo8bmf2+zJ+LDxwMFl9lKMizrYT1mxEvGSWrwKivg7GVhryanoKlO2MGCcLp9UFJTmReE/BDGntVIRDp2wKVu+Xd0EZrr08ZM6g7VzUHU6YuY+3dDSYHH9iU7otm3C6ZmobkJhkagvQVzbxhtmujxaYityOea6qCuAhprJR5xt8zdcJfbk1ndHNyHutG3qpHcs0OWsL/wGLx7QvKubw1LZ/ToBLRvhR0mRI6JNdHIBNRVwvQ8tG2RMZ4+JDY629vgjaMYzz6N4CFtAAAgAElEQVQuYz7SSWJqFvORTrg9kpXhnDwHyS5tSorh5gB07hBPziST9kgn1Fevsm/Fhaj66iytpref6ip4/xR84VHMhEgPePfDVX3kwpIU3A118OQjonXdvT09VWdrC6rrBuaudigtlLHbmuTeywtide6EzmgWe/dpdYYb1lrmQGrSTipDmbpvj3HcuzMtUztXV/aGXRJyzMXP7Pbh47PDHQtK27a3Af8I2AH0AP82Eol0fRYT8+HjpxnZnc93xnrMiMfujYxj1rmFy/aWVc/GMxeFEYulmItb1mp3d3QRNOhL3ejiQhgaw9jeDGgpJG8Npy/1khK9+K1XMfOCEM6TfOXm+lVd4IdnsQ50YHS0k7jYDbdHMCyL4MvPkTh9EaeoAD0zj7pxS1i7kSnY3oyxZ7s8TpR6RXcyq1v19MmxjE/B0Dj6/BUM0xLvydISCOZBYQHkWXKM2oHufmlksQzYs106qcdnhEmLOxgT01iH96NeO4pyM80B9PgkxuQshpMgsIaONDUdBqVRE9PSpb4US2PSqK0mmNFh7V33XdvSHw/sXtWHDgwR/OYrci6b6iGcB031Il0Aud6u1pX5KGjDbdpRcKNfuu8/vgQPtaHrqjHCIfS4q2FtbbqvOsONai1zIVdO9lqMo3n4QJquN5e2caMuCRudiw8fPjYPdzI2fxz4z8C/Bd4AOoF3bNv+WiQSOf4Zzc+Hj59K3C0Dsh6zoqvKwdAwOY06c8mLAlRjkzgj46KRHBiCxQJp/MizwAEqS4Wxa2+DhXnRWqbq1KZmJP96cNhtYsmGsWcH6koPZlU56sOzYhbeOyCsXEMNKp5Av3tC2LWWOmio8bSUVJZidog/IvEEamYWosvoyz0QCKBVAiNgyUBJnWjHDlkmtwKyRFxUJJ6LgSB03YTWJogty7zHpqGkCAIBEddMz8tyckkRaAXVlaAS6Kpy4q8flfNYV+E9VwlHdKSzC3e8Hh4T5pqFe3nWLpOWmW+dqdHLfJ5kY5PaSxUISsZ3bbU0LIXzIb4AhWFUMChm8DWVEtO4vVVslPILUD85ifnEfkkWchNykubqOmCl6To31TfyfsG9B9T4NIkUj9J77d7ORC4NpQ8fPjYPd2Io/wj45UgkctJ9/kPbtt8D/hA4sOkz8+Hjpxh3y4Csx6zoN4/D6JSwc7vapJAhpRN7choGx1a9CVcciR4cc5tfrvSI5+LgCMaB3VidO4j9+/8MH56DazdhdgHn/TMEkixa6tjnr2LOzIt2b0cr+vJ1uNgtjTrlJeifnJaidXAUAkH0uyfRw2NQWwkjkzhFBQT27ETfHBCGcnoGtIaL1yAY9Mb1dKJux7oaHRaGtasPpRXML8DUnGSPayXd4vNR0VR235TJJpf759wCseum6Dijy+j5RU/LqN87jR6bgqpSWImjxybTC8Ic18MoCGO2NqEGhr3O6eAa+daZGr3E+6fR755Cr6yQ99Uvecbd+uQ59LU+WVZfWIIf/UQK46jbrT85B2+9LxrVy93y3pUezC8cQvUNYjoKrt1AxVYwnn0M6/ABYa2HbuDcHIArN6QYDOeJX+nM3F0XUZ9l7rWn271yEyanPY/Se+3ezkQuDaUPHz42D3cqKOtTikkAIpHIR7Zt+wZePnzcJdZlVlxbG0wDJmfR41PQ2rjaaHFrSHK5kwUkSJFiGpI4EgpgpmRSA9I5HHckneWxvQRePLLm0Mb2FtS1m5jV5bJU3rEdXRD2tJRqckYKyuoKzId3oQ0TvbgkaTYz8xBdJvHGMdFC7moTn8hrvbCjFWoqvXEzNXb61hB6agFKCkQzqdyg8tIi2NkKN4dW876/8gK8/o50R49OStLMYgxMC5aXoaAA8+CenD6UlBWnFU2Z1yPLzqaqLK1zOvPzWQx1aYnoWEulmUnMzRdB5UszUWMN6Emor4LbE/LZlThUlMKBDnj7hCzpA4xMoN49Bft2Et+/i1B+CD65BrNzWC8cFkYxHEKduySfLyvCPLBHbJs++OSui6jPsvPZ0+26mlLzi3Jv3G+W1NdQ+vDx2cO8w3uJHK+rzZiIDx8PEtTYpCxlJjua10Eqs+Jc7EZHMzIC3FhDSorTChnn1jCJHx7DKC/FfPYxacIB0RLOuYbmAPt2e7ty+m5L3J/lLjWH8mB6Fr0k7J6OLqbNwWpvxWlvwWhvlSXpijLRcVaWyZx3bxdLm53bMFubCDzaSeBrL2Fua4VwSAq6wRF07wD0D0NZKRSGYftWzLpqjIJw+rkoCGN17iBwqBPz2UcxjhyE5jrY2iw6yqRJezKesLREnsfiYsdjGtC6BcqKpGgNWNDWJMzi9Bzq1HmcviHUiOSam61NWDu3puWY6+iS2P64TGGyKURXlaNm5zDamrFeegajulKus9uxrqNLYnlUmE/w5ec8JtAsLcKoqcQA4q8fxenpl7xuDFnO394K25pg1w4ozpfXQArK6LJYQZW4koT6aliJwcw81oUu+YtbXgz1te51kzlbh/bBwQ6sR13T9t3b09jtXMh17yaPLevezIHM+2it13P+P7k9DKNTqP5BQCIRnTeO4Vzpuasxk8+Vy0AnXzdrKtOuz3pz9uHDx71jo7ZBPnz4SMGnXVJzrtzAeecE5pMHMFOMsXn/jHyg6wbWP/51r/Bx/urHcO0mempWCrVkSo7j2rIMuhY7n1xGXe1Br6ygJ2fh1AWIuRGINwbBAGfFIfA7v5G1xKkudBHouSX50QOjqP4RGJ9Ez0fJ+/rLcOykFHPHTqKmZzAPHxCbmeUYFBeKhVB0CW7eEo3j0CisJODH76NCIW8ZOHnO9Eoca0cbenoOfbkHXVokS+UqIUvlV1yrnSTOXFxN6Eseb7Lw+OSqbPPOByTOXxUt4sQsjL4FSnl2Qt6c3YLC6epFf3jOu35eU8iFLujpRxUWEvz7v0L8taPpVjg54guN6kp0ZSn69iic7xIroNgKjIy5aURDEk3ZN+w237gH1HMLbo/K8SVjNCemhFk+fVF+8b9/WvSo73yIEwzC9hZpOqqvkZQe1/A8+Zz56J3vwYx7d8PRjBnYiNWP6h1MG8sbOxYT+cLpi/BffJGNRiJm3bt3OffPcnnfh4+fNdypoAzZtv0i2f/D8zJfj0Qib23G5Hz4+GnFp19SkwxjPTaBcosiq3MH7N0pPoz7dqUXKvseQg+NQVU5uncoe3dJ26DKCsnxLi0h8EgnCQPpMv7kmtj5TM9Cu0T3GbWVaWwdTXWo/BBWcqnR0NIxHk9I93PnTilq9j0EDdWetYu1e5t0HQcsnONnpJAcnxHWbX5BkmLGJtHhUNo50/khEm8cg4Yq8XzcswOjqQ41Ng0fnIWKYtGTFroNSB07ZJ/vnYa8gBSrRfnSqBMMSrd4fr74TTbWynLzU4/C0qJnF5Scs9dlvKsd/eyjXrONDlhiTN7cAMPjGG4Hd2akY9K6J3N5OKkNNA52YDz76KpN0OGDMDgkFklBC6oqpWs7LqbtVJfDthb46BPRxM7NQ30tzM1BTRXqeh9mW5MU7ZUV6Ll5zJJiyAt6c0na/Kxn95PLssf7fHEhyiDLuicXNhKPaNRWpo+1dydqdBzyC8RW6alH5ZarroDKUnm8izHv1urINzb34WPzcKeC8iLwTzfwugb8gtLHzxQ+rS2JtbsdIxzO+gI0ttSJ5m9LXdrng88+imppIPHuR5IeY7DK1sGqjdDiIkZDLWZpEWZ1OYHH96NGJ1Az89DeCiNjGAHLs2xJY5ROnsMamYDqcsyff2ZVf1haImxOcaEUpaEQ+nIPqq4Ks6YybRk/sGsbsf/4fRgYFY/I4kLID4t+0O2wTp6zxOkLKEAHglBciFlbSeBQJ7G/+BtZvg6HxG+zohTicaivJHBgD0or1LkrUlBaAQL/3ddIvH0cpmbEI3L3NtTNAbHcWVwklLTrSbGjSSt2UqyRPKPy9mZoqltdyk6xFdJrWPV42dTbW2B0HHP/boyEQ2BrE8ZzjwnDebVXGLrSEozOHRiHOkn8P98BlsXyqL4SXVYsHfuJBIQssQ/a3sLK848RcsQc3Ohsxywrlaacs7fS55Jc2r1DM04uy57kdXQudt9VLOFG4hGNwoK0/ydJGyetpuU6DciPpI3acN2r1ZFvbO7Dx+YhZ0EZiUSe+Qzn4cPHAwWvkEgpDDfSTJD8QtPRxbS6kPoaCAXR5WVrx95tbxPbGUyYmYPiAllmriiTJpXmRoydrZgtjTgfX8F567iwdYtLUF1G4JHdHpOYZcbe3Ii62C32NyPjWO0tmK0u81VegkqmwZQWo8cmUbPzaefAmY+if3gMnj2M+QvPSxF7/GPRCRbmY9RUpJ+z6kqMjnbPmNszUF+OSQEZzAM0BExp1IknSIxPw8UuMTu/0S+MLkBbixSCex8i+OWniJ+9gpqYwjwomdaZhtlZBYn7vtXegk41Kq+uSLsOqSxeqlWPXl5Gn72CKimCviGcoquYcwvo5WWMsGsJtBKDmiqwDGHg5qNSbM/OQ0G+Z75OfoE0P1l57pJwDHNgBL1jK7qyFGtLA1Zro9eUk8myrXdPrsfO3S/27k4NNnp5BT0fhYMdUF2e1bB1v5poPlMrJB8+/n/23jw6rvu+8vy892oDCoV9JUAsBAjupEhRokRTNi3Zsv0UO3GcREnPnKTT01ZyZnqSSTLt08mZ7kxP93TPpHvc6ZlOz7Sdnu6Z6SxOx9kUlS3ZkiiJFvcVJEFsBEDsSwEoAAVUod4yf3zfe4UCCbKgiJIlv3sOT7Gq3vJ7S6G+dX/3e68PwNdQ+vDxnuAVbXvbUR3N2pai4Rwtpfbc0wSeOID99gVJTnn9XSwn0UY70Il5qx/r9bNiG7SwzktxydFSTjnNDgPDWIaBUl+D2TsoVjvpjCTc9A5ijE9BKHRfFkgNheS9/mEYm8acmoOA5o3N+IvvSWE6PAZZA3tsWpi9yVmsU+ek0zu5BKunUH/hy1h/+ZosPz0rhRPSiGQtJLF/cAW7oRp6h7GLImh11Vi3B4UJHZ+SqeC+IRnY3QmxD8qa8KffEY3hYkoadxLzss7NXmlqefU0WSOLNb8Ac0tYPXcwgwHsdPqBrJs1PI51sx+lKCwanpn5vPhBtzBUdzR5RufrNZXKkX2ox49gXbolMZgZA/X4EcypGey/eF3Oy8KyXNfGOqypOYmidK/b5BTGlVtw8aYTz5iB2wPy3vlrhCwL69YAJJIY4SBWVznasUN5etB7rJA203luws6tL77eD/ZuvU5R3dG0obBzlJKxKFpHqzgL8P4bkftaSR8+Pnj4BaUPH+8B1nQC5hdBUTZ0Dz/EwNx5306n87q52d0uhdShPah7dnisnb2wLIxOSRQC8zKFvB7uFLhheowZbgfralqKlP5RWElJjON9uoCt8UnUxRR0bIemepRtddDVmxvb/p1SoLZvF+uiUFCmiU1LCqZYkWgmy2Kijdy5Q5p4OtvFJ3J6DmtgBLu6QraYXIbkEvatPoyLN8QmaGRCMsKX0zkNZSgkhWliIZd9bdkyrkQSK6BCcRTmlsAysF49LVGMFaVg2zJN7BR8m+oK0+J1aV/pxu67C8f2o26r9fSJdjqTV5jcL15QiRaLGXy0CKWpVn4I9A7KuVEdIw2nYLXvDOeKSRBz9zOXhW0OB+W1oCZF9Gpajje9Jgk7M0msq733NtOQb4W01ejE97v4Ws8Kb9y2EgmjxKLYM3MYF296P1reb/haSR8+Pnj4BaUPH+8BgU8exQwH7zGRftiXs/u+cmQv6gsnc194F65LEXatG+1nPu9p++yqCtEjNtRI5/PwusYcTREGcHlVGhpiUZRImMCPfwajOAKRiDR7tDbIepVlqKZ5bxdwMCgWQyWlBB7fKwVJ87ac52JVJWZtFeqBXah11bkmkICGGdS8xhdbVbHPXBUW0UK6nG0baitRD+yS9TrbpPmjqwciEexLN7Bn56VBxbShswUOdApb2TckBWUmLUkxyyuisTRNMLISx9hYJ2bmO1tgdArlUCdaXU3BUgSvwLER656FFBiWp0/cOL28GZOmlpVg1VahlpXI/fHMUcxQUBhcANNE2deBfflmvg42EpRp+6mENBYZBsRKpOhWnDHNL0FtBexuRe1suaeZZmPRpESLULdQGL7fxdf6GMV7/DsdDbE9v4g1PEG+IPj9g6+V9OHjg4dfUPrwsQ6Faq+UaBFqq2Ptcx+tXSE6tbzt7+kQlm5DJzaxKFY4iF1VgT014xiZO1/CkbDEH/YNwfZG7JAm9jWraenqLsMpviz53i6JQjSS63h24umoKMeKRlCLQlIM722XaexYFO6MYi0tw0oaaykFq+mcBnM5JbY1E9PY3f2i8ywphsG7cHdS9htQUcKhvMYJO7UCrU2ivUylYEcLTM2K/2TPAFy6KdPvlRVSVDVtg7pqMTYPR6QT2kZYu51tMD4hvpRLy9jLaYy3XkH5wkm0jVpR7qMzbGlEeeGkMIzJJdjdKpneWQPjm9/yimX3XLjXzd2OWxzbVRXYKlhZMxe1eOqcHNvyCpSVYv3pa1AWlbGrSNEdLYbWRrh6UwrJhUUpwk0T6quxpmZRW7cJS5sxIKhhJRbkujXWY13qQgtoYkDvSAqsTxxGLS/bsn7QTq0WxK4/9LOxjqHctHGnuQEl2YHa0rilbb/XMfnw4ePRY0sFpa7rnwP2xePxrz+i8fjw8aGi0Ok/dzm7ugK7b9ibunsYM7K+KSev+eZilxSKF7qw1ta8Tmyv8/ZmvxRZ1jpGJ5WGnkH5//mrUFWJVVeDdaMXuu9IU0vWFH9Iw4SBu1Bd7ukJPU9Ay0JNLEDvHdSfeB6jqwfevYI1OoGqatiGKWzjrX6sRPIe/aDxF69B711IrxH48vMYv/efZEyJOehoQYmIjtIrYMtL4VY/9t0JKaKn5kTvefaqsLBTThrQrPM4MARTM8LgZhx/yrmkFNc/uCTrjk0LM9p3F1Yz2P/5u1i72+65jptet7oqzNU0djiEdfEmXO+FwRGsoXHJ0HZ9KMn3P/S6w4vCMDWLnUxhr2aEBV5NyzgtoH9IHucWnYE4A5pMwKtvybVMOezzvLPM5Kz4UI5NybHeHsCaXQC3ScrZp6t5pcUJMZueE93lQ+7hjefEikXh1gDa8ycIfPLopss9bLvrGcqNulXv/FdVSPNTfY00gxW67Q0FpK+V9OHjhwcFFZS6rgeBPwGywKeBr+u6/hzwpXg8/quPcHw+fHygKHT6zzMen5rJaRe3gI1NORzZB6+fgaP7UZ84cK/Pnuv1+O4VKRJBpqkjIdHfVVVAfaXY12iKFCFrWSd6MQg7m1E/cwI1GLgnPtBaWMJ6+wJq5w7ZV20VdlkMZWcbal019lIKe3IajuyH0XEvktH9UjfujkthdMDRZp54Ar7/A3jyECi25y1ovHMR+81zcPwwgeNHsHbOwytvwP5dcKNH2Lzr3VAak5SZaJEcW20VRKMwMCKFUyYLlaXQVAehMFzrlm53U6aq6RuETz2J2r793ulghz1zNY3ulKs1PCYm6+Ux0Ys+dQhqK1D2dWLf7M075nuui4K3nPtIKg2XbwqzObcoKTiLKfGadLrkAfHVrKsRM3YXAVXY3Y5mrIVF1JNPwcxsji11mEmatsG7F8XofHAUtbFePD23qKH04idv9MD84qbpT1v9bNxvOU9rPL+I1T/MZtGWm2Ez3Wihx+ozmj58PDo8KHpxPX4TuB6Px3+GXCTjW0CZrut//5GMzIePDwEug1jol40SDnnaxa3BzitotD1tKHt2oHW0yKtODB44zSDNDQSeOpy/iUjIW5+VVZicw+4bJnTyGIFf/jkpTACyGbBAMc28Y3Pj6bTdO6C5HkVzfCrLSgj87AsEn35M2NQbvTAxC1duoCSSsJzK207o5JMEfvnn0Jrq5Mt+dEIKv+Ex6B7EvNQl0/ilMSiLoW6vFzZpalr0n3dHIZ2V5dcMWF2VTm4FebRsqK+WCEn3eG2b8NdekgakrKMLLYvByooUltOz972OLnumlsXQXjiJtrfDvZKy5ek5OZcLSQJPHZYC3LJRDDMvOtO9Lopholo2WixK+KsvogYDYkKuKlBakmOUy0tRX/yCFPfrEdAkptKNyQQpJmurnOlxGxYXUS0bNRiQOEFnTIyMQyqDEtDkWB7fK0VWbdXW7mHnng8+dxz18/dnJ9cv97DtPmg59z3t8b1557/gbW9iA1XosXps7J3Rgpb34cNH4Sh0yvvvAPuc/9sA8Xjc0HX914EzwL94BGPz4eOHFps11xTa5e16MboaMi+6L7OG/e5lrEgIrvXC4T0wMYWytxNlbFI6n7OrUlwFA5JzvTIG27dBehWa6jHvTmB+55Sks3T1CJM1M4c5Mok9OeM1Enk6wJJizPIywvs6UAzTY7g8BIPSaWxY2AsLmCNT2JNveNsxeoaw/vxV8aHcViu6xlRKnqdS2EUR6f4+0Amt21CqxeORVFq0gjjFYzAoTSkouWhC25ZO9e4BadxxkV4j8zvfgIBToJWWCCN7YBc01KCdOCr7cDSO7lg9hrIkKgyZo42kpFiMxdtbIRJE2dEs13dPR14BY1y+hfXdd1A//wzBZ47mtheLepnSTM/Bju2ALf6TyWWIFkuDTjQCs+TY15Ym6Yq/2Q+hqEx311VJjvnELGoiCXfGUL/y/L1sXNbAWkiitG0v6J7d7N50pQjasUN5hudb3V4h3qyey0FAwzx7hUAsmktoKgCezZMzVb5V+N3fPnw8OhRaUBbH4/H7BcTOA1v/VPvw8RGHx5TUVOV1TT9M0+X6StotDTA84X0xGmcuw8WbWE4jC1MJaax55yKspLEXltB+7otY71ySDbk53WsJ+Yk3NAKGhXX2qvgh9g6JHU8gAKYhBWG3aCC9XGV3LGUlkuXd0kjgS06SzetnsY8fQakohbfPy756h6SQvdaNtbSCtbyCWlKM9eY5KaLmX8Uqi0nn8ugU3B5EfeaITG8C9u070DuEmU6jhsJimRMJCyO3vCIFlo00BIGwlyDpO8ENf6rSGbjel3vePyRFdSiAWl+DPTuPfasfyzDh1gB2Jkvopz7nTW1boxPQN+JpIz0tpJtoU1uF0rxN8sq7c3pAe3oWkktYoxOOt+Yi1s1+rNFJuNEnTVJra3D9thTArndot+MtqWnCXqacYxsaE0Y0lRYPShDd5ayFx8bOzYtuczqB8cZZz4fS+qs3YHIO62KXV4C/lxzr955L79w/zz1F4ImDBeVqewzhVAIG7mKkM2j/7c8XvM+NzL73asHNdH73tw8fjwqFFpQjuq63xOPxYfKzvZ8FRt7/Yfnw8cMNtzAx5hahb8hrZHg4A+JMrdrkfzEup4VhG5uWAuOxTvFT7BuWwkTT0A50YgQUMJx1TDO3vqpCNIzSsg1bUSVNJupEHzY3oj5x0NPe5XwonbHU1WAmFgjtlOl2K7mEPZ3AHLyL2r0G7c1SbNVWCttWX4N6tA5rKiGFSEmxTE0XO+kvi04z0N0RrHeBve1imTM8JsdoWpKbjWSGk07LY3lMupnDYXktoMn4G2pgeMMUZUCV6eRoiXR9b6uXMdwewhocyek0+4almCsK5x2zsrMNpanB85N02T716AFPZ+qxbutsg9xUG7WmSppLYlEphhMLopGsWIVDu6Q5aOU+ulqXmcTRwarAiaMw+5owtAtL8iNgLStjXl6F8lLMrl7M3jvYP7jqFX7Kzha43e+N2fUu3ayo2uzefO8pNYprU5633QdpOD295g8uweAoRIqAwgtC13bonix1vznHh48PHYUWlL8J/J6u6z+F8w2m6/rngd9HpsN9+PgRg/NlupDMa2R4GAOi7W1HiYRlyi+1IgynbE4KpLpK1NZGb4o2e/kW1p+/ivrl52U5Yx0zoyiS072SksaWwVHU2iopVW5EZfo3nSHwmeNorY0YF7ogkcSemYPWRtSWbdj7OrCWV9Bm5rH7hmFPuxSNa0439bZa1PZm7EAAu74W+ofQ9u0k8MmjZP7wZVmmukIYsqcPowY06eA9fcFrArLTGezxAUm9CQVhOQV3p1CO7kP5/AlveYoi0hldHoOprDxfSknh3NkG13qEqcwaUkiWlYCmwuqKTBGHQlBTBnMLnk7T7BkU8s5h/9zzv7FwMb/9Xbg7iT14F+0rn8+d4o3Xc0mskpSyGMrxI1gLi9Kt/vg+aQbatxN1dAor5PxpjRaLzrOqXFjVvTvkB4PLrq6kRQtpWqA48vSgJs9LiuX9SESm3/d2oHz6SdQDu4Qd7RmEyTkYnUT70rOedyncv6ja7N7czFvzYUXe+nN5z/Y3mY52l7EWFrFGJlGdTvxCC8JNj8Gfyvbh40NHQQVlPB5/Tdf1KuAmUK3r+gzyE/tX4/H4a49ygD58fJAolCnxirFoFGbnUHYUpmNzvxDX/vRVuNqDWVEuMYhZA8mvlsYL11ZIWV5BiUZRTKfYaKqH0UkoFmaHmgrUOmccN3qwNQ0lncZWFLgzAsMTGGEpzOyFpbyOdOv2INa567C/E7OmwmMotcf3Y8wtQHUlVlcv7GoFFdSDnaiO8bnZ1Yt2eC9makWmrh32Ue1oEd3ing7UyjJYSqHUVGJvq0VtrMeKRLxOaLu+FvviNaiuEt/K+hphNmuqREvZ3ChTx4f2SLZ1z6B4ac7OQ3016qFdWKtr4mG5o0UKy6ZGmJxFqZbOcu3ofoz5BbSj+/PO/z22TeGI/FQORx54X7j+oN56Q2NYVWUoddXYs3Mwv4x1+aZMfQc1Sf+ZmYODuyGRgOJi6B6U67eyCtWV8qPg+m0pOEFeV1RhZy0b0mms0RXY2Sb2lSPjMo1fWwXRsNwT5DOErpfpg8zdH3avP6zIK2T6eLN9aLvaYGFRHrm32War8Keyffj48FGwD2U8Hv8jXde/DRxA/vR2xePxrK7rVfF4/P4+Ez58fMSwVa895hdhYlZ0bMDCa2EAACAASURBVEf2FrwftbYKs6I011iwuios36po61xbIZodb0FXaTI6KY8rq/CpoxAMYr15Xti/2QWs775F4G99CWMuCZduCdP4g4tYq6vY1RV5HelefGT/cD5D6bBwbuFpd9+BOyNY4bA0mywkpaCprkBJJLET8zI1e+mmME+OHtHzbnQ1dTbSnTw7j2LZWK+/Kz6UYfGOJJ0R/eHtfjHxnl+S8V+4LtPp6bVc1/TsAtbZazKWVBreviCM3tC4eDO+c5HA+mOZmcNcF5V4z3V2iznncTO/Q9cf1LtfrvdA9yC2s1+ypjCqvUOywNSMHMvIGCyuwMh0vm3QzJxEL67PaTcswJJpdJBMc8uCl9/AUhSUTxxGO34E640zMDqN9c4FTGea3vUufZiWER5+r78frN9m+/C0rPXV0iD2AO9KHz58fDSwJWPzeDy+Blxyn+u6rgBngZ3v87h8+PhQsFWvPdcfMvDZEwVt3ytUdrehVJTm9tO2HXqGoLFeupNXM1JClpVgV5VJJ7ZjV+Phag8c3CUsVV2NaPPWFVFWyOmAjkSwVAWloRZ7bsGbZnfjI5WOFtLXugkf3JWX0iNRiTswZuYhMQ/ZLNZfn4Ljj4k+cSEpGsWWbaIf3LUDyzKEgVTwvBuJRbHc/Ou2plwX+RMG1vdPS+b3petQVQk3emFbnRTONZXip9nSCNsb4O44tDXD4IhoD4fHRScK0FiDemSfN32uPeNY38SiWKqCmlyS2EPu71/oMpnqvg7JUE9n8pZ3t6MEtDxm09UxcmAPdHXLVPyF61BZJsVi1pYGqnQW6ivFFml+neckyHErdyQpZ3FZuryXU8Jy3hmB/Z2QTHpd864cwpyawR4eh1AY41vxe3S8D/OjfNi9/jDWrxA2f/N93F9/6U9Z+/Dx0cWmBaWu688XsH47UP3+DceHjw8XhU6drV8usKe94O1vxnThGqOPTmAOjgoL9cJJzJ5B8XJcM0RPGFQh68SsLC7DtVuwuiYNHTu2ozU15Bof3M7i1YywaImkpKjU1aC1NnraOTu1gjU3jz2TwL58yxubnVqRL/2rN8V4O2PIOFcyUpSlVrDKy4SVXF6Vaen+u5IUM5XA3j0vmdZO2o+bjw1AbRUawJG90lV+O4qtKtKQoyBaSYdd4/w1mE3ASgamZ6WxZc5h70wTPnWUwGdPoLU2CjtXViqFLGBevAFXe7CiUQLOVDU4MYNDo7l4yYVFSCTFkiYxL3ZQ65Z3mUgza8LismdIb/cNi46xfBy1rBQrsSDa1jVDurkdxpkJx2i+vGRdYw5iQj9012lOcvw3V1Zl/RWxXKI4ghorRq2pQHv2mHfLBA7uxlzNeFZF5ugkAQrTMr4fKITN31Tz6EhGVCfdx5+y9uHjo48HMZS/WcD6a8Dfe5/G4sPHh4atJmiYQ2MY3zstvoUXr6F98bnCCkuH6SJrYL2c83JkdU0aUtIZ7JUM9swC1u074rOYXJRicnQSioogmxINXjotBdjiikz7jk1hzu7Bs8iuLIfZBekWD2miRRwd97q83WM27o4T+t5pzMcPQHIRJSBbyJ65gh1/WzrITVO8JU3bm3a3ZuYxzl6Rc6AiLOvyskxDD49jvX2ezO0BSXjZVou5lML4nW+gnHgCJTGfY9oGRqF3WHwg3eng1KoUWyBT2aGwY/KdkmnpUBCwoLoa5pNYc0lYSmFlDax1x6CUx7AjIZSyEueYJa/auHwD3r2K1TuEkjWk4Wh5BaU8hrqrDTugYZy+6PkkeqlCK2mJoHSbsByGUtnfKSxucZFMu9dWCstYEpYu8JISWMtAoEKus4tAQHSVAMEQrK3K8WayUF2NnZ6Q82pksQMa2XX3jNkzKNP+9dWSuKOqee8/DBsLwq1+Bv4mrKJxoQv71dPYqkrohZObLucn2/jw8dHBpgVlPB7/9Ac5EB8+Pkxs1XbEeO00nL8OV2/DUgrTKoypdJkuy2ELPe+/a92iDxyeEFbp2m2Z4jWdxoxb/eJhmHWac1YchmtmXh7HpuTxr76PWV0u+su+odx7wQBcuYFaVeH5Zro+gqytoS4sS1TgUsrTH9p9w6KxdHWLbuTjTILsy29gDY2I+fqNPtEAJhaEPV1yisL+uzA4hpVIolaUYr97BUYnscdnsVUVO5OVpoxLXaKdnJiR9dyi0nT2m0jC0or839U6ul3os7MwOoE1MwcdrViOJtQ8dRbFMIVhjYSxk8v5ukLXx1NxbCvCASgpRimLoR3oJPONb8H56xg2aC+96LG5mX/9/8LSCnb/XQCPobSv3MJeSklhbZm53PXllfxjWujPvyEy2Zze0mUtJ2aFpe0dQl1Nw+mL0NyAOTGT88r80rOeJyZhR9rQPyyFdYF+khsLwq1+Bt4Lq+gZm1++Cckl7Cvd8ICC0rcD8uHjo4MtaSg3Qtd1FfiJeDz+Z+/TeHz4+ECwkfnYKtsSeP4EhoKXp6w+X5iG0mW6lI4W7P7hnPdf23YpnOqrheWqqnTiBEtER3d4r+gFz12X5hQFKTAbaqRgLI9JZvSO7ZgDI1LQRBwbnpJisdepr8GanfPYOzu9JkXQrh2YK2nUpw5D7wDK/k6yL7+BeuwxrIAGQxPSxV1bKYVfe7M0Au1th84WmW7v6oemBomDrKmGd87DscMynXv0ENbAEOzpkGN66jHUaARbVTG+FZfl5xeFhVx0CqRMVhhK04bGOun6npzNnUgFYU6DAdEnlhSL7tPRtCpt28UnsjQq17WmEvVALuearIGVTqM8dRglMS/ay5FxbM3RSB494PlSrk/cobkBhsdRnchAj7k0THjnEpSXOt3iQWGdVcACqsvlGEw7zwgfgKKQLOte0+IikTMENNF/7ulAPbQLNRbFaqjx7hnXE9Ptmnezvgv1k9xYEG78DDwKdtArEPd3yg8Z/VMPXN7XVvrw8dFBQQWlruvFwP8C/CTQsO6tNJLp7ReUPj5S2Mh8bJVt0Vob0b76omj2mhokw7kA5Hn+rWc0p5xiKbNG4Ke/IIXPUwexJmex1rKoj+8l+MwTZM5el+UCGhw/LEXk5CxUlEFpDO3YY5jfeUuKzqKQFJJNdSiBAPb4FAyMYEajBPa0o0Qkh9xOpVBXRZ+olpVi3ejFvj2IevJJwl99kcw/+teyz+IIgV/8Sq64Ko/BLRNlTwd2RwtKWSl2dz9q+3a0n3hOzs38Alb/kDBrR/ehfu6ENyWb+cO/Fpa2ohQ6WoTNW1rX7ayogCnpPIF1WdcgxxUOQ0W5MKeN8mdJa24g8NUXpRiqq0aZX8QankApL8nTFZrfflV8J692o2gq9s1+YfiyFramws5m1LJSGJ3EmpjGMi2JRzy2H/XTT6Id2pV3Pde+/Sr22poU/fVOgby6Jk06xWGxDxqbgdJiyGaFec6aUoAqtiwbK0H9wjNYZ65KQZlKoZo2XOpC+y+/6N13LuyZhHTZD41CIolimgS2EJ24ERs/A4+CHfQahtIZ7OnEQz83vrbSh4+PDgplKP85ErH4FKKt/BbQBfx74HcezdB8+Hh02Iz5WJ9rXIgObasMiqu9dJtIPLRth5FJaG/JK3zsdAZiUZSI0828vV6mkouL4OJNKVRCQehoQS2Poe5uwwpo2N/+LmhBGJ8CFLQXTmLc7JdIxIZaGXNLI/a+DuxAELtnUKILjSxEozAyjl1dIezcvp0wnYBoFOPf/TE8cxS1OIJSXYm9bQmluQFlqRRiUezkoqf1UzpaxBi9sR5LATQV681zWKpCoLkRpawEO1YsxfDgXUmGURV5Pp2QQnNmXh6xJaawKCxNRrXVUF0G2xqE1TQsjD9+BY4fRrUsL57QHBrD7imDkmi+76RjnUQsipVOC7s6OAJVFdgLSdTaatTOHV6HOoYJA3fBVvPsbdz7hYZaaK5HeVoYT2t2Ad46D7UVcl0ry0SDWlctWlBNk4JSU+W9+SXImlh/8h1hglUF6muxxqdQd++QznOHfXW7583RKdGzRoIwM4e93o5oC3CPwU0NKpS1L+SzspHl9IzNpxOYkzOe76SvlfTh46OPQgvKHwf2xuPxFV3XP40Ymhu6rv868H8CX3hkI/Th4xFgM+aj0Fxj9wuQWDSvW/hhX4jGK6fgYhfGmoH23/wXuTcuduUeX/qZ3PZLiqVZxbUNcrR7JJel6FhcFrZrZEKaeMpjKIAdicCY41l5dzyXGqMFUCzpEve8NAfHUBNOAdTW6Hlr2qfOYaqqTNcWF0HC0eyduYqlquD4TJpLKexbA7CzRXSQI5MyTud9ey0rTNrYlEzr/+AqxuvnJDWmplI0hONTYlpu2zA7J/pDVx/a3S/dz5DLu55JyFh6hmR6/MI1aXA5fx0rsYC9liX0lc95Xd7magZlJe3lTtvJZemk7h+WxiXTkMam/iECv/Blb2rcGhnHutkvfqA1lajbaiGd9gqh7HfegrcvQVMtLK1i3+hFsW0Zs2HCgJNM231HHrt68m+IxIJ4iEKuI3xqznmcRYlFwTIl/9rVhzqaVCZnZfp8eBwWV7DGpza97x4E9573fEMpjLUv5LOyGcu50XfS10r68PHRR6EFZVE8HnfU5ZTG43EDIB6PD+m6Xribsw8fP+QoNNfY/QK0Mmtwsx9raBQ1FJJtPCg6rrURu3sAZT07CfDJJ+G1d+SRdcbmmQz0j2BOJlBrKzdszMnMzhpSBC4uY41MooRDUmxFnCzosqgwhju2Y69PjXHSSciaWGOTqNUVWMlF6QZXgYZaaZqwbGkY6WgBW8lpIztaRRs5Ny+FZHFElutsg6DmafrshSW4M+pENFrSUDS/CNPzUFMOTx6Ci9fEmmhx2ZnqXodwOHcsLrImkBVdIojxd7RYtudqT8kZyFNcJAVickkK80hYOqNrKpzYQwVWxqB1m2SmX+iS899QI1PxkTBUlWEroKw34B6bkQYfVUX99JOeNpbJWTkeJ7KcopCcx9pqMXNfj8f2wJvnhWlcXcu9XlyEua2G4LHDqMEA1sy8FNKH9giTXF4qXpflpdK0ZPOeoB7chTU1412vQtNqCvmsbMZybnzd10r68PHRh/rwRQC4quv6Luf/Q7quHwbQdb0OCD6Skfnw8SFAra0i+MVnHzrd7RVjwaAwhEWRPN/CB22fpvp7t7+0KNOgS4sAklLjWgXZNkxOox4/IqwkSKHSXCfTpdhQFITqCtTt9QSeOYr6uRMSyedkhFtvnse62CVJNU5TiMdQ3hlBtZEs6t5huNYt+sG5ZK7zOFos3cuZLPQ7GdLnr0mM4NyiaBzDYUnisU1Jp7kzIuze9dtSRI5PSVGVNSTbWlPhag/K3ALhr70EllscmvnnZjklcYsbYdsyBQ5QGpOp4qoKlNoq1LKYnO/dbajHDqK0bhO2z+32dpJ7KI2iHjsITx2C7Q0ou9vzjeVDQWGJJ6bFy3M6kR8RGA7INSmKoLY2yVjHpyHlaEFLiqW5KBbNHXu0KGeJVBQWS6OyErw0JBfpDNr4tOSLH+iE/iFhpq91w/i0NFc11UNrI9RVb3rvuTGTdmrlvu+7RviMTuZYwwJQyGfFZTk3svYbX99sOR8+fHx0UGhB+c+An3X+/78Df6jr+t8H4oiO0oePjwUe+uXrwI2OA4S9ipVgDY1ip1YfuJ62t53ACyfR9m6wGMoYUmykMlLQpB1bHNejsKpCiorKMnkeCsD4LJQUSedxWwskF6WpZCWNNTkD5WVSpLY1w5421KMH8osh1xPTLVKjxdDZgvr8CSle62ukaMtmRac4vyQFTSgM9ZUon3xCGlR++guoP3YSTf8kyr4O7OIoVu+gTCsvr0iSTnlMHkGaVtYywr4uL2OPTpL55rdg5w7pEt9YVJSWyHFuhGmC6jTrlEahqgx1VzvKvg6UGsmzNnvuyHXKZLGrylD3dsix7ekQRhBNit7RKZidw754E+P3/hNm/zB2VRlKS6NIDvZ0SNJNUUQiA4fHAFCePiIsZ1kpxn/4M8zbg8LyNm+XY8k6nd1JR5qgKtIw5Voi2aDu3QnN9VBZKq+5NkBlUWzbxlZVSTDa3wkN1cLobqsV3aYK6oHdBH72BQJH9skmN9zD5q0BjFdOYd4auO/77o8j9eCugn4UubCmHfuo6cKTdzf7fBX6ufPhw8cPLwqa8o7H428h3dzE4/E/0XU9AzwLfD0ej//BIxyfDx9bxt9E4F+olstKLglblc06STQDWIuph2ovN9WlXXe0dV09WLFiL3fbdpm52QWyL7+R82PMGFIszs7DmglnrsBKGl5+A2PPDvHIDARExzc8itrRIgzUxDrdmuOJ6flGplZQrCoU00A7shfjzTPCSN4dl0c3R/xmP4QC2E0NhP7WF+V8GybW7LwUZ+NTwlpmbkFTHeqhPaifOobxe86fip5BeXTzq6/fFgugWLEUW+UO6+ha7mQNsSvaCBuZ6tY0KdC6B7FsUG1brDMnprGrK2QmeHhcUnzqagh86VmM/+nfiFax6zZKVQX2xRtisXTDibc8f12myV2/UPcxGpXdJpfJvvwG9p0RKRav34LkCrx7RQznYyXilel6eGacHwguM+oincml7Swk85edTaLGiuHuBGbPEHZZFFIZYSptO9eZXhSBVom0vG9OObbDfcqON77v/jiy66sJPHHw3vO8CQrVG6/HptnevobSh4+PPAr2odR1XYvH4+5cVBzIAsOPZFQ+fPwN8Df5cnLZmofqyJLLUjCYlkz3NtWh1lUX7AF4D4rCsr1oZF2OdhvGWxfg3FUoLxXvx4AKGWQqNaDCrna4MwxH9sGVGyhf+TxqRSnmQhJMoOcONG9DPX5EuoSnZlBj4s3oeShe6BKNY2mJUywtSfFaXi4sW1lMpnFDQRmja+GTzQqrNL8ono8NNTKdXlUu52dXK4GTx7zC3mhphJt9wsQlU9C+XRqHnjoMM7O5xpUFp8ANhaTA3F4v0++rM/nnLKDJ9HE6A9XlqDtbvE5lz28yFsUKBbGiUZiYynWuV5bJ+i3b0D51DOPMVXj7gmSGTyXE91PF83jc6PVojU1in78B+3eKF+fkLLDieE1aUpxaNvegolSOb917dnWFWAdFimBtXad2VSnZ9hbCtVXY565DZxtqU0NOp7mzTTrHg0GsN897RvFuFruXU763AyUSeYBeMT9Xu1AUqjdej0I1lT58+PjooVAfyq8ATwP/vfPSvweagF26rv9aPB7/k0c0Ph8+toy/yZfTxu7TzRB45ihmKJhnUF6IzdCmcP34QqE82yDj1Flh78piqE8fwvrOO/Kem5RzoUuKl+pKAn/7K6g7moSdLSvFioRhJoGypx3tQCfZv3pDWLwNWd4ZVcWanUM9egC1OII1LVO/lJUIqZUUXaeXThMOwaFOlMY6aUyKlUghWV0uzS0HdsO2WrQTR8EwvbhDGqthaBRaGiXusKxEiqtsVsa7rU6YxFBAOrCdjmNUNTe1vR6fOCwd2nOLXoqPUhxBdRueaqvIvnNR4gnDQelcf/sCVkWpTKNXlqHslnNj/MHLsk5qBTpbUKrKURLzMDuPYtm5R4flJRaV4rC4SBqgKsuFxTScZCO3G/2e6xxE/enPY33rO95L9tsXpKPdPV63riuJodoWTM6IdCCdIfiTPyZF/Pi0nOtUBooisKcNpSx235z4jaz4xufa3naUSHjLn5c8T9UCsRlD7/tN+vDx0UehDOVvAS8C6LpeA8Ti8fizuq7vA/4A8AtKHz802MqX03tNzHG/TN3pXiV6H43fA/bnmoO7jBoHdsPpC3Bgd75fYrGwiZTHUFubsOqrpRM6WizrxaLC0NkWxiun0J57GitrYPcOiiYRBcWty9xu3g1Z3tJ84qS1LCyitG/H3tMGsZjsKxKG1LgUjPNJ8VIcGoe2JmE+745jr2aksF1ZFZP2sSnM0HWUiRnshmpp9tm1Q3wZ21uwewdk+2sZ2L4NtakOiyvSAR0OSUHpdnsrihSVG3GtB3a3ix9lWMN69TTWjX4YGsmxnsVFIgs4sBMiIdTPnJCO6VdPw/Qc9o0++Mxx6GyVQnHHdmGJ93WgGKZkg9/uR33iIGpbk8d8qrEoViyKZRhwLQE7GqGqQtjZnjtS5K3X07rd3pXlWN39oqW0bGF9YyXyf9VZRtO8a874jHiUBgMopdK57rHojmemUl2BMjqJUl6CUoAG0rvuzrEU2tW92fobpSXrP1OA7y/pw8ePCAotKLfH43E3hPZZ4NsA8Xj8plNg+vDxkYQ7PW6nMyiRsOcr6erRCl0fCpte9+yGFAVuD+a8/2bmwLBgdBxjJoH6icOo5WVws1emULt6sbDFfBty8X1jU1KAzMxDeg07uYT9vdOiD0wuS8TgwDB89nium9fL8nasiYrCKJkshAOojx/BWkiKdtCwpVh195VICos2NQNZA/v2HYzLN6GoWJi9xIKwmBNTno2QnVoVxjG5JFrJmXmYOy0WQL3DMqX9znm0f/YborG07Htzuydmc/ZA67GwBNduSQNTOCxT872Dorl8/YwUbXVVMi0e0GSaPZVCe+YJjP/1m7KNizdy+1JVGJ+A5ApmKEjgyH6sc1egdxirvIzgSy/KsrVVGBeui4bRlSpksmKbND6Ts1laD3eGu+dO/lT4WhbOX3VuDuc1w1EW3epDWzNgMQWmiZ1YEHYynREWfXRS0n6aGtCcQnJL96yba+4+srV7eLP11n8mAF8b6cPHjwgKLSiXdV2PxePxJeA54B8B6LoeAO7zl96Hj0ePjeziVppx1rMs6vEj2POLmK+fEY/pvjtYU3OE/+5Pbbq+mxLipsEUyvK47JLW0YLdUOMxlNbv/2cp1sZEq2jd6JfkkyInIae+Wjp7W7dD35B0HieXhVEbnZLc7oVl8XyMlQAzUpiYljTVsC72rq4qzxpH2beTdF0V4acOi/7QVoRQG5kQhjLoMGbulGwmKw00d8akEK6pkKLt4B7UoIbVPQhr47BmSGNR63YpCNcMYS/DQSkkK8tlOre2Wrq8NzbeFIdkXztboKtvkwvhjEtRCPzsCxjdd+DVt2HvTknf6WiV459Nwvg0Vs8QPPNEjiFUEI/Ox/ZgLy8Lo9nVBwuOvVBzo5wTJ988J21wdIfNDdKt3tQgU+9lUZEI1FcLmxstktfdafyAKk1U61FXIxpVF5GQTOEXRWBtWRhbBchmMV45hXJ0H8q2Wrm+fcMotZVbKtbW3wf2VOIebe1W1y9ED+lrI334+PijUNugPwK+rev6bwI74vG40+6JjtP97cPHBw2P7bszet/nhaxrTyWk03VJ7GuYmpYv8/HJB65vnr2G9eZ5zHcubsm7z9VoKoZJ8IvPSib4gU6oEN9EFITdmklIwRJQxa/RNKXomMv5MapPPyasnAI0VKN+/gSBTx7NMYqqIu+Vix2NKwWwpxJy7Aoo+zpQO1qwttdjz8xJEVUURnvhpGwbRayLNFWm1wEqSqTYaWsUu562RiguQquuIPjFZ6XL2bbBttBeOIlim9LFvJQSLWR9LepPPCdFl6ZJpOK56znmLqRJEdXWAtUVKId2Q3oTOya3CM2soR3oRGtrhJ2tMob0mmgfY1HIrklH+KrDfrp610gY669PYV/sQi0rRTu4RyyQnv+EFP6xEtSyUuwbvXK9z14DcvZPimXLsY1OCctZEpUiEuR4TFuuQ6xEZAXF9/mhY9v5z9fWHG/LkBSiDdUotVUoxRGRJySX5B4yLaitEs/QLcC9D9TaKrkf+oZFW3u95+Er32f9B3lM+v6SPnz86KBQhvJ/AH4Z6AReWvf6jwP/+P0elA8fhWAjE1JwhzZ4HowuK2Pf6JUp1KZ6qNNQPvOJB67udeZ2tKLWVBTMwGwcs6epLI9JEbGtTlJQTjyBmkphBYLSkPHkIXl9aEymnouLhLFMpWWat6octbVJtJwnn4K/eE1Yur7Be3SZ3r7nF7Fu9mPc6CN8awDz2CHUlgZsTcM8e0WMwkMB0TC63ezhIFRWSHNKezO0NAg7l0p7JuPKZ45jJxfh8D6Ms1egrEy0krv3CFO5rQ7r/DXY0QLRCLQ1wa0+8XrsvSPdy0Oj8i+1iv1nr0F1ZT6L5yIaleJx307xRFxYlvUO7xNm9cAe7K5u+NRT0DRE4LMnZL2g4/WoKFKsz85jjU1J0WdkZWr+7FXJLV/HKCsdLR5TqR3oFL3q1VuwvCzd4RWl0N4EakCeR4tySTuJBYmaTK0Iu2gj3fp1VSIRKHJ0rCUx2V5NDZZhoW6rx+7pl0I8FvVYbTugYc4vYGvaBvaUvHvrQRpHJVpccLf2VrSTfgHpw8ePHgr1obSRzG43Hcd9/b96ROO6L3RdrwD+LdCKjD0O/I/O+Hz8iGFj802hHdqA58HodjwTDDrFhQG2gnK/ZJZ18Dpzz19D+wcvPXDZB43Z05slHbuYpZQwW47XIPOLuXSUilLJyQZ5HJ+WQs0wYXQCa9rJgB4ZlwKwd1C2d/oiVnMDkJ/RbFzoEha0d1Dypy/fhKBj9N0/LIzempHzRZx3ur1dH8nrPZIME4sSeOFkrlAdGhWN5JnLUkSpqnhkXuySbb59Xp6PzUiBee22aAlv35Hn0wkpttxO9rmFXBf8Riw7bOz565Ivriqy78FR1LZGrGvdcizlZYRdDSTk4g9X0mK4PjIhzPQbZ6Vodsd8+Sbs3oHS2kTgi8+S/as38rwXrYtdovF0O7PHpqCoSKbBbRtmE3LMY07O9thkrkEHpNgccPLZ3djFRede6OpBVRQ5X+kMvP6uTLG3NuV37bsemc6Y3MLOTqexL9/yrvs995zzeqHd2lvRTm6cgveLTR8+Pv7Yig/ll4H/DagAKnRdbwNq4/H4uUc1uPvg3wD/Kh6Pn3fG9ONAra7r08BvAD+J+GP+83g8/t11Y38B+BoSE/mnzjZs571O4OtANXAF+JqjFUXX9VLgXwCHgBng19zmJF3XlQft08cHj63YBW3sU6IlEAAAIABJREFUeFZPHsOaX4BPH0dNpR7K1mg//hymCtoXn3tfxmz1D0u29dEDqNFIjoVaSmGnUpJKE4tK0dgzCB3NXg43QxMoO1pQm7fJ9mbmpQFmZ5swf08cRG3ffs95ce1ijFgJ1pkrqI/vRz1+JJcZXVQkjGgwII0uRRExcj+0WwrZo4dgQFg/rbXRSzsh5RS59TWi9dzWAGcvwyePQTIJNdXwznlhKK9355jUjlboG5YfA32Dsv7EjLw/Ow+pdTIETZWiubxELHqa6kUruaddCurnT6DWVHjnj/IyMv/wX6F++XMEj+wVdnXgLrQ2EXjxCxgXb8CbZyUne2EBtjfCpS741LG8c6fsbIHb/fIIKPs7sXvuwP5dcKMHDu+Hnn7Z/uUbcHA33B2Tczc0Lkk3c0lhQpdS0LxNruPZqyIfWEyJ1CC5BHs7MBeXUJ86DL0DKCeegMS8x8C7zOJ66yrIFXbKkX33Tb55r7Za70U76cI3Lvfh4+OPgjSUuq4/B/wa8DiQdl4OAP9R1/Xjj2hsG8ewDViV/+pv67r+GmDE4/Ep4LeBMuAZ4IvAr+q6/oyz3qeBvwf8mPN+JWKDhK7rVYg+9Nfi8fhTwCvkWyB9G/hL573fAP5Y1/Vy571N9+njw8FW9Fr2jKSf2DMOqzc6CakM6nKqoCzvwJ52wl97icCe9gcuV+iYtaoKqChD21Yr+6+pkAUmpiCVQZmdly/iScfce2zSiRTMQE0lSum6hoqzl6Wj+UafFFu3B7wv8bzIPZctHZmQPwQjE/mZ0WPOFHPW6buzbSncaitRy0oJ1FQQ/uqLwvCyrmgIqeJhWVku+r7korC+qkL4qy8SaN+O2tkGwyMyVT4wJHGOqiJT/wPD8vr0rOx3ZQXmF/JPnGk5mdiajG9sSljOqVmwFdTllBzLxLRERp46A4PjWH8q/o/KgU4oi6E8tluWy2bFwicxJ8sPjcg+pmfz7ik31cbuk0wH+0avnKupWTmm0QlhLG/2yXgGR8FWZKq7tVH2k8nmdK6Ly6DhMLC24y3p6DzHp2FbDYH27YS/9hJaLJqn13WztAN72vPuWXWH2Dlpe9sLytEuFFvRTm6EOya/OceHj48vtpLl/VI8Hp/HmayJx+N9wM87730QOIwUb6fj8fgnnX3/llMw/hTw2/F43IzH44vAryMFMM7jr8Tj8SUn6ee3yeWS/wLwfznHQjwe/2tgUdf1g7quHwGm4/F43HmvFzF0/3ln3Qft08eHiEJyga2pBIxMYo5MYnb1YgWDsJbBsuyC8ondHGNzaEwyo4fGClrPHBoj881vYXQP5OctT0zB+DTm8ChmVy/ZM1cx/vgVbMOUDOmmemH/Sp3mnUAI+86o2N7c6MP6/plcQ1JpTIq/4rBMn1fKbyDzVj/mK6cwzlzNGzv11fKhrq6QhBwUx8R8Qzey4hh7T89hJRcxZubJfPNbZC/fkhjCgCZsm2FLrOJqRrLCtQBkMtg9g2R+6R9iXLwhedemu31Ftr2wJCyja5sTdorMpoZ7870jIWlesm05xqpyaKoVVnNuAWtylsw3v4WdNYUNrK6U9Vqk+LXnkpBcwh6bkmMOBmW/mayMw7SFBS0vyztXVkkUFFs0tCD56A3VcGiPHOuOZhlbOCh/KbOGTNnPJcVSqKZadKMu0qtgKU68pGPm7jbpRELYiynvPBsz81jJRcylFNmX32Dt3StkfucbZC/fkrFNJ+R6IiygnVq97z258d5113MfH5anvdnny92u0T1wz37XSz38zG4fPj6eKHTKuzUej9/e+GI8Hr+g6/qu93lMm6EceC0ej3/f2fekruu/hjQFTcbjcWvdsreBHc7/WwDXQ5N4PG7quj6j63o10I4wlOtxE2k+UoDu+7z3M4735oP2mQdd11/CaWaqrq4mkSisI/jjCMMwHvnxq7cHCV66SXZxH9butvsuE7zVT3A5hXHlFtnRcZQ7I6gLy1ivvY0SDLGSSmF8dnPyPfDGuwTPXMcYGkG1pSYI9I8+dL3gn79G8FoPa+PTKBWl3hjDl26irWWxLtwgO5/EMi0C80nMm/1oM/NkTp1BDQRQRoVNtJaWxflmZVWeD4yw9vxxrPIokd4heS2RlMezl1n+ynOoS8uEsmuYXbcJDE14Y1cG7qICRv8QysgE9kIS1bKxLNuL01YBa3VNHq92o6oq1vg06uIK2YFh1NVsbnv9I6hra1hXb6GEQ9i2iZpew+oekPXfOIMaDGKhyPOFJdnf1Jyzn4w8rqRlXCNjqIn5/LGknbHMLcrj4ChKVTn23QlU08Z65wJqMIjRUodaUYKdTKEpYEzOsJxIEHnngqx3oQvlzgj24hKqYWJNJeT1sSl5PHUGJRjyjo3RKbTpOYzvnWZpVzOB3gGCiyuYl66hzSSxFRs1mcKynXOXXPKuj4xzRI7VO44snL2Sf0ymJdd2NU1gLokxO4e6uIJ1sw91cQVzbgF1NSv7SiySnVuAbXWYtZVo03PePeXeoxvvyY33rrvexvW3+vlyt2teu4U2k7zvZ6GQz+YPOz6Iv2E+tg7/ujw6VFUVZotXaEGZ0XU9FI/H84zidF1vICcvf9QYAR7b8FoKWAD2bXh9O+Co7pkCGoDxde/XAAlgDGjesG4r8CoyEfXZ+7w34qxb+4B95iEej38D+AbAr/zKr9iFXpyPIxKJRME353uF/VgRVmkp0Qc0AGR2NkP/MKG2RmHKjh+Ft89JkoqmEDl2CPUB47SePY4ZjRJy9GtKRwt26/BD11s70Ik9Mkno6H4CzY3eGNd+4rPY3/4u6gvPEqipkA7ekotoFjA2jVZTTeCxPRhaEM5cQW3eBlMzqE7DjBoOEv3EUTm2L3wK/uI11IZa6L+L+syTVFVVYR97DKumGnMphT2XRNu3WzrJ1QDmuWsEWrdDahk62+DyDdSiCCwsoYaDkMmiRiOQSqPu2A4N1WhOvnXAybcOO7pPo7kJvnMK9cRRsekpKoZ3zqPuaIHeO6jHHoOFBdTOdrh0HbU4Cr2DqBVlMJ1ALQrDaga1OAIraULNTZIrfqErNxZH16mGA5AxUBvrUE8cwZpdgLfOox4/AopNxM3eDgTh+6cJf/YEsaoqMq1N0rizrRZ2Not+tXtApAaJBdSdrTA6gfrEIZiZJfiJJ1CDAYxb/fD6GUK72ykeT8BTR7CiUTTThu+fFt3qap8cw2wSNRyCzBpqQw1YJqqjtVRX12BxWV5vbZJrGtQga6JGiwAb9dAesnfuEvzUMRgd9863+0jTNnj3ItoXTqLFop620b2nzKeOYCytEDq0F2U815Xt3rvh++Wed/VQvLPtgffwZp+vjZ+J+30WCvls/rDjg/gb5mPr8K/Lh49Cp7z/I/Bfr39B1/UI8O+A//A+j2kznANOOnGP6LpeBPxTJPrxXV3X/47zugr8E+D3nfX+b+B/dl5H1/W/C5xymnL+ENE+VjjvHQR2Axec/R3Sdf2A814Fcg7+0GEmH7RPHx8CclNxm3gWrsdqRvRqw2NwtQcuXJeGiMGRnP3OA+Dq1xTDzPOVfJj2Mvj0YQK/+BWCTxx0xrwq05QrKxCJoAZVmRpcTqEkktA9AJk10eSBpNQAjI7nuq9B9H8OlJWUTOEuJOWFCdEiej6UF7vg7hS8fV50mMOj0uV9Z0Ren55F2dkqXc6Q20/KeX53ArXeCcial32orU2oNRUy9oEhOb99Q5LMc7lL1h0ek+nv5CJMJmT6fH5RGliOPybHCblHd/+nL0L/YP5YNFVsjNw/YbacfzRFdJUqBJ46LNPf565DVw8sr2L3D8n5HnS8Ssen5TwvLToeoGmZQp+Ykc7qK93QfQfr8i05tjVDpqfvTmC8cgprZAK1tUmajBaWpZEnlRZrp/XHMjUj5upd3fK4uCyvTydEg+keE4gNUioN566ijU9D3zCBpw4TPLSL8FdfRDVMGJ6AqQRKNIoa1PJ9Jd2p7pEJVMvG7hvO82d1713XA9Vdj6VUQZ6qm01fb6bpvN+6H9Vi0ocPH5ujUIbynwB/ruv6XiCq6/q/RLqbbyGaxEeOeDye0XX9F4CvO8VkAPhGPB7/a13X33Re/yWEWfx/4vG4Gw/5x7qu1wPndF23gMtIgw3xeHxI1/XfAuK6rgPMAT/nTmXruv6zwO+5BSfwD+LxuJN9x29stk8fHw48s/LqCuy+YbTnnibwxIH7Lqtur8eqroDtDaKXm0pIIXH7DlaxaNwK6Ubdases+4VqdvU6Yy2HvrvYigZTs/Kl/8wTWMll7OlETk+4tiYNLyOO/Yy1YcPZdXrHslIpMD3bndn8ZctKpBgrCotcz7XeMQx5vbgI27alKF3Lcg8yGcnC1lSYW8RaWPK0idqBTin6LBsCqnSNOw0sXhHV3S/n3LU5evVt1CcPYq05UYvWhkmPaHGuOHaRdgq1oOOTWeHoP+9OyJiHx7FMCyudkf1ks1LcTcxirV7O25S9lIK2ZrEbcs/Z4rIcXyYt53bEmeA4d00Kyv4hlLbtWCMT2D+4nCsGtQBYBvneQDjXy4Tp+zQXTTrXNO2ca3NdIhFAzwDGyop3P1vTCSnEp2expxNYruWUu8mz17BOnUf5xGNox49s2pXtHf+G1KhC72Xz0i3M106jPe8Y6vvw4eNHGoX6UGaBH9N1/SeBDBBCOqP/8lEO7j7juAV8/j6vp4BfesB6vwv87ibvvQ68vsl7g0ga0P3ee+A+fXzwcI3NKQo7toCbqzECR/ZhlZfJ1LJtQ3UFXLoJe9rzDM/fb5hDYxjfO4124ijq8SOYUzNS0GiqFDzzTl5z/7AUDZ1tkkzz6eOQSsH2OnCN0JdXcgWnuu5YM2tSVDU1iMn3of15xubak4cwp2ZRTjyBkpjHmpyBpVUoKYIDnSjulOr4lIhKXPGipkixE4uJtU19tXhH7unASqdRApqwf8VhqadiDgsVK4LJddsJBKHYiV9MZyASkYaWQ3vhQpeYti8tS0qQYcm+1tak4NuIdEYu89S0WC+VO8lBlWVicq+q2DPz0igznYDSEilyuwdhdg5KoxIPOTktGeKRCKytyLlYXZN9Gxbs7ZD97W6Fc13Q3oqypw1UFXupHyrKZdo8WiRNPcURaRqqrZTnig2ZTVJqI+H8524sZCQk56iqXO7n1Yxcx30dmPMLckLvjmPPzOdf33VG5WptFXZq5YG6JPeHmHr8yJYsfcyxCZiZwxybKNx/zocPHx9bbOnvQDwe/zPgz9a/put6UTweL2CO0YePRwvX2Fw9shdlndH2/eAyha45NOUlUgQsLsHdiZzh+UOwVX894ztvwfkuzJU0gWefRgmHsWNR8Vm0gfEZ2d6UY4idzaI2NQiLODEtDKKmiV2QsY6VNHKUpT00JtYzpgkdLShF4bwxWrf64O4k9rVbKKomhRTAyqo0jNzohduDOaYwHJYCNRAEMwMlEdSnDolX5sljmL13sK90S8qgbcOsw8LNLsh+S2ISpRhQZSq3OCLd2IvLwiiGg3INdm5H2bNDjNFB2DuQQrSy7P4FpVspLaYcZs8Wz0dNc+6FfSgv6hiXb4oZfFmJmLq7Yp9QEO2Fkxjnrgn7WxSC1VWJiMQGLPmBEpAV1OOPY03Nws7tYutTVSGRlHPzcj0WHLbQlV0klxwWFSko3ajMhXWsYmebeIdiCxvqnvdgQAzWG2qxAyp2Zg3bMRZXLRv2tkF9FUpZ6QONyh92j75nX8qmBqzqCrk/ffjw8SOPBxaUuq5/BfFs7ATuAP8yHo//f+ve/xLC/N23u9mHjw8SLkOptjQ+VMtoTScwz10T+5f6SqiqkiKusQEiCc+4ejN4aSQBbWuMZmWZTNFaFuYrp7B3tUnBdOIoXLoOjx/E6h0Qg20jC/U1WJe64LlyaSCpKBfPRafhxmMNi3KaT+XwXuw7d6G9BXr6sSvLUcJBzxDbVjUpECsrUPd2iIVS7xDU1wpTWFQsbGhLk7Cg4ZBoIjWHYbMsrJv9WFlTtI1HD8GeNlSnAYbFZanFwhGs5KIwoZ0tYph++hIc3I1aU4Fl2lLAP3VYDM/LykTTWVYqxWN5qbC0rdud4vMB+erFRZKHXl4uqUJaAEtVCNRUorU2YlzrgdU0ZLLConpT1CrWkGO1pKlQXyvazR3bxYtyTyfcGYaGOpEpvPw6DI5D1sKqjEFzo1y/2hrRhUaLRYsYcuQCoaAcS7HDQkaCErW4tCzXLRTI2TxVlsn0fEmRrNNQTbainHByEW70S8f4rh3SAKaAur1BzlEsip1cvCdy1Iv1jEUfGEm6Mb2pUGi72mBhUR7vs191R5NohM9duycW0ocPHx8/bFpQ6rr+t4H/DvgVoAtJi/m6rusaMkX8fwA7gV989MP04ePh2Er0Yvb778JbF2Bbteja0lkp9MYmYSoh8YMPMC13WR9LUeD2YMGMJpOzwrwtLGEXRaRZZHAM1kxhfG71Qt9dYbDSWUlQWcvC938Aj+8T/WEqLcUk5PR263R09rVbMLco0YdLKS+yzzsvk9OOP6KYpRv/9g9kxbFJWFgU7d5qGm45blsum7Zmes+V6kphyyZnYXYBtb1ZmmwmpoUtVBQxGU+nscvLCL30Ipk/ellYt9SyaBoHx8SA/fJNiUl865w0qCw4Wks36vEHl/IbkO6HhSXxmxzqluLs7FWoqcxdlzfOCPN36jzW2prXqMTUHNab56VgTWckS1xRJd1mMSVxkZk17LcvYFWU5iIUJ6Zlynwi4UzPa7J917Dc1Z667K/b0DQ1J9fGvW5rBrx2WthNV1PqMrGLK6ioIj0AGBiBWInoXiemhcicmPaiEDfe9xujEgv5XGwFm33e1jOi1uBoXlSlDx8+Pr54EEP5j4ET65pQTjnxi2eRJpTfBX7a0Vf68PGhw2UoN2Ni8mAY8iVuO0xVXTVk1+RxOgFF4Qeu7k0TxqJYDTUPjWr00LwNbvbD3g4Cezsw+oelkCgvxeodhM4dMmW8p0NSctqbpQP9k0+iHtqFNTj+/7P3pkFyXWeW2Hnv5VpZmbXve6FQBVShsBMAIZAEIYmixKbUPfK02h3dM9HhEO2IHrft6Ij2RNjj8IQdMeP+M+7wjxlLEba7Y3p6OBMaacQmpaYkEhRBEhuxb1UooPZ9X7Iqt3evf5x7c6sVIESx1PdEMB4r872X971MVH15vvOdA2Axoy/UCIeQfOs9rqO6goVbi2LZzhyHXV+VXrNz9hTc5Sics6d4bEcrDdJrq/jznkbgbi9QVsqiUmv59PbEITjPH0bq/CVgeg6oLIWwLTh7m2C11EN8dJXZ2I21AFw4L3Bgw4qEIb0eoK4W9t4mCFgsllrqYZ8+AuHzMf6wsoyFqrIIQmkxW8X3H/E3T57fOgBgbzPso/shegeB6/eAw/thtzfBamvisE5ZMSe3q8uVhvIxZQaRMBDyA4UFQD8LNqysAjVVvIcnjwADQ7ST8nogllaAmz3A3magqhTY0wxcvamm2od4npVVMo+JVOaeRQpZtOptNhqqGTnpOJQpFBaw4A4F4TweBvbtAaZngCMHIHr6YHV3wGmpz7X7sbDuc79dVOJnxWat8uzHraqytJ7TwMDgNxtbFZS+rGISAPDOO+8MfuMb3/ACOPHOO+88/tUuzcDgySAGxyDu9sGqrti2veY0N8DtHWQ7cGaOwyvTc2SWkinIvMnZfGS3CXfETOrjhAvp88Ly0B5IxuJw66uBvkEWOH4fPH/0beoSJ+aAYJTs1+oq2cQZxWLpYlIXLh6bTJsELCEhfV5gdp7FzPAYnK9npYKurHI4ZkWzZ2rr88LzD15Rwx3fRvx/+Bd8XE9U6+3gKJw3fhdiYRFiYobM4P1+yKoKeL55DnJ+Ce7IFFBfCXs5SmslgEWXBPWfAK10JIBZxZT+2x+R5ZtQ7KFmJUsi1Lh6PUpfmFdROjYQLoDdXA9x4VM+NjMH75/+EeJ/87fA+csZTeP0HF9L/7y8zFzyukqgogxorSNz6nMYmTg7B0sAlpuCc7QTYoFT7fZLz8H7wnG2wYsiELEZFoShIBlSPS0eS2Q0lLaVWUc2SiK8Bltdmn5fHqlfv+NT8P/F/4T4v/weMDgO+csrcP7pG3yusowt/A2YwpxW9q+g3bxZqzz7cStUkKPnNDAw+M3FVj6Umw0GJkwxafBFhFhcAqZmud0GbsqlFU1pEbV3R7oYoVdTRebScX4la3SOdQOHOmC1NJI5KyyA3dUGnD3JoumFE+n97JdPUEuZFQGIesUiRgq5DagYv6IIdYwHO2B3tgGN1UBXOxmytmYAGZ9OrMVpahOL8efiIrraqHhCMT2vXqua59ZsrbJT0hZBVnkpUBSimXd1aVp3KgsLONVcUMCIxps9iP+Tf86Cx5LAYhSpf/82UFpCbeERlUug4xG1HjXg43ZlFQgE2aZ384rJcIgSgpkFuG+fz/g+qghNxii6nP4GgJZ6XrO2KJIA2pvIzq5EgdkFttqTgvtYDuRyFFIV01Z5CVAUgnQcej0mU9SdVleyaPR4WDSqaEa01LPoryhVEZFFuev3Orx/AR9QqK7bpz57wSDfl3ZqFO1XzgBNNcCJQ0i+9R6S1+4xXtLjwFb2QE8Tpfi02EnE6bM4xsDAYHfAuD0Y/OZgcRlIJCGn53JsVDbEW7+gVu/Dq2SO3LvUzM0vsSjR+sFnjeUoJ6mv3uYk9eNhTvhGwpzwvdcL9+Z9oLsdcmKa7fFoDPjFR0x70cypbpvq7cAosLoGt6UB1moMmJgDxmaoSfz4GnDuZEbb1rkHVlcbLGnx50s3+M3y4nWklldYpD0aZusfILMIZIzGL91AsqYcom8AuP8YmFP3/eEgbZfe+QAYGGPrPpbgNbgS+OQ6j79xl4XX0gqv7fJN4OsvZFg9V7A4SzOiY5zQ3uR+AgCGxyAbazMT5qOT9MpsbaCMYVD5SD4c4DW7me/LdlEE4tEgr69vmAzjHWZi4+YDoDQC/f3a/fH7wO2HkBNzfKSylJKF+QV+EdEay+l5bofGeD1a86p1khpJF/jgMu+D1llqreoaYzVx7S7X6fUA9TUQfQMQD/pZ6E/OwJWA/43vZLxNy0qY3rS3CdYM1/E0Qzfb4UkdDp72GAMDg92BrQrKApVBve3jKlrQwODXCudYN1Jzi4A/gNSb72xtuHy0C/j5J/QXXFyk3vDOQ1rOLEaBipIND8ueYH2qtI9wiFPhx7qBmgqIkQlq+6LKVHtxBdIVwCc3qUMMKVawpJit75XV9SydxvQ85M0H8PzhtwALEKPTwKXrQFMt1+5xyN7OLAA9/bCOH4BVW0lmbGkF8Ad4/pZ6TnnPL+QapmsUhther6uivvHIfmBpGfbBDj5fUQr0PCZr6i4AkWK2sQuCvMbKMtjPdUPc6eMQkGZbdXG8mtcWDvqpec03cwcyWtK6avpJFofJShaq96a8lH6YM3Ms2EJBaig//DRzjtpKDsqMz/B+r6yROUy6gMeCFQ7BkhaZzUVlsO6xqNvU0Y53HrJw1hpKPX1vW2xjay2l9uLMRnsztaR6QryihPfAUUV3SQTJt96D3d1B43Gl25VlJZAXrqQ1qlq7KOeX6MlZVAj4vDvTFD8FnsZu6GktigwMDL742Kqg/CGA53fwuITKqTYw+LVCs3/jU8D8EhNFNoGzrwVidBIy5AfG4kA8DquyDNKyAd9Mpu2ah8/KsIhbPfRcrKqA95vnEP/LHyqPQqUvjK0BpaVkySywXeo4QEUJPK+cQeqvfsQC1Mcs6xxhit8LlJfCCgWpJ3ysNHiqUHM/vAr0DrKwSaTIQC5HaT2ztAKUFvJ1p6bJcBYEM7GAGj4fW+t11fShXI5CxuKQ1+5m2ML+Ea5raYm2Od17Yb/0HKd9V9eARALe188hrhN0pLqI5w5xml0zkxolEWBseuMbmhJASy1w+jjkyBjPv7DMQnMtDjzsJ+usvR0DPmoos04h7/YxEce2yZw6Dt//xRWgtSFt0yM/vgY01DJWsaURtpCwvR44r5+DOHkI7qWbEO9e4Ek1A5p0la5SfwDy1l8Y4nvvOEpHqaIjQyEW0ssrgNeb1sd61aS001yX1m9qjWo6WjO6CqskAhmLQT4afubT3RpPYzf0tBZFBgYGX3xsWlC+8847xg7IYFchzXokUxDRKLWJm8CqKIMsKyLDVF+TZntQUwFMTsOqq974ODVJLj1OmjXCcnTHjKV9sANichrW3iYyXpbNYqO1kVPdr74MT0UJUkOjHBJqrAXW+oDOvSyEmupYUBYVklUL+smolRcDjs3z3uuD+MVFWN3tkAUBeL56hq99vBtieAyoqgBuPYAMBuB0d0B4bkOMTsAuKSa7VlnOYmxqnkVVKEgGVU8oT80DddVwx6YgL1yhz2TWPUFHCzAxDTQ1AMOjgOOFuN8HnDxMxvSVF3ntLfVs+ad1jUneC83uaZQWkclcjW98U/vHgIX3MznbQMZ6SGv1PB4AccAXWHe4HJ4gS2lZLBiHR4HaamClH3BdiIs3gdOH6QMajZEpDhVAxGP8rL31HuUI5y8BxUXA/DLfl7U435dU1ro8FpCSLB5dQSP15gbgxn0+LyTg9XDq/do93g+vB2ityzDA+rO0CduXXViKQMCwgQYGBp8LjIbSYNciv/2s/5CKH78HTMylNX0bYR1T+Bd/Cdx9DETXYFWWwS4q3Pg1lfeeOz5N/8nxaabDYIeMpWZR7/VxfbPz1GwOjQEeD+yVKJxzJzkpXRCklU00Bly4Sp3h3Yc8z7TSCmrPQqUdlD//GPj6i5AA7EghnMZa2Kp9L/uHWewklV5wYgrO73wVqR++C1sNtiDgAwYngEcjTOoBaGHj9WRa0r0DzO+WEpidh1yMwmqsSd+TdIrPvV4Whr/4KO29iYoyWHMLEA/7YZWVQNZXw3IFWd+7fZmhmmxMTG9eTGosLrP4yh8lnF8CvL5MG310gkVvNlbX6D+aDWh6AAAgAElEQVTpSuBODwvLvn4WuI9HKTHoG2JE4vQsi+7bD4DVOMTkHDC3SCZxLQ5AaSS17lRrOi31WhI8v04Bmp4HfvaR0k/G0tfrff0c4m9/oNY8CbuuMsMAK2zH9hk20MDA4POEKSgNdi02az9nZxlvBmtvE/CgL5OIUxIh81ReChnwwarYuEWY7z+ZzVDuBHo/d3KaBUJdJYeB2luAyan0ZLWMJ1j0tTTQcPuM0oImsgqugI/FXjabV+CH3VQL2dUGMToF8eY7wJefh6etCTLlkilr3wPsSaWZS3S3QwyPw66v4pTz8oqaVC7m6xVHyJYGAkAsBtRWwX7hKJNufn4h43Op7onwePm4ZVM7WVUBlIaBxnrgTi+s4jDsjha4y1Hg5j2mG3W0QCyvsjgrCPDaLbAA83jZGl7JLajy7iwgs/rJBX4WbXtbgJFxIGuoWPzdhdxDSyPUe/YOcIhndp56xtEpptakBKw9TbCbaiEu3+bAUmkJ4F8FutqU7dRYZvAnG4VBFsnlJbwXDbUsSvUADkBZAJDRbTbWIv7n3wOa6/kForsdqK2ESKaQ+v6b8Hz1DJzmum31vPr5bB/Kp9L9GhgYGOwApqA02LXIb/ll/wG1m+thhYKbHqvzrMX1e3BTLjwvnoAoKYJYiQJX7m6afPO0/pP5x8tYDCIcggwEyP5NzgDjM5z+PtpJH8x4go+7AugfZls4OzEm4AeEmzuksxZPs6h4OEhW8KNr1JPOLJB1W1mB5+Xn08ylU1aKVFmJGl6ZZ0oOwELWtlnkSQAixaK7vZEM2vfeXOdz6TTXIfnhFYhAgEXawhJwZD/83/kGUlduwx0YYZQjAPmTD4D+Mch3P4Tzv/4JUt//D3xdPU2u6+TS4vVaznwIQebP61EpNTbbydFoLrtpgybp2Vnaiys8LhQkuxpLZBjEpMvCNuCl5OBH7/KxeAye73yD+tGpWQjNrHocsrOlRZQIhMOMbtTPj01lUnQ0OtsoYygt5r2engUerwElYciAj2buY1NMb+obZMf8je9sq+fNT8rZbD8DAwODZ4GtfCgNDL7Q0MWZZl3cT+8h9eY7SP7kQ7hvn4e7lfVPUQTweSFXY0i9fR5CD4hUVTI5pX5jDaXG0/rp6ePspjo4r50lK7awzEKuqBDWAWUI3dpAVk/7Y5YW02cxGwvLGYuZgI8+ll86npnm1r6RZcWwTx+F8w++Cpw+DJQUIfVv/gaJv30fybfeg7us2tc6NaihhgM+FWUsnvTENCwWSypT2z7ezbUVFCD+p/8CiY9pCyRuPuCE+sPHLM5uPWAxXFgAlBVBLq3wWuaUX+ii8sds5DR6erI9XMgisboMKPBtfWN9Dn+bBdWxkRALt3iCmeja47GtGfapQ5mhK21PlHS5LSigvlF7YnrpKym1DVB7KxnFPcpz01H3urxEFZ5qna7LKMr4Gu9tJJzRh2bD7wXuPeT+qzEO5YRVtrfHA5lIAK7yWD20H2hvyiQPKT0vwqENP4t2az3f91OHOB2+CYtuvCENDAyeBQxDafAbA3d0nK3Zsogit6xN97V9PmoUAWBlFeLWfSakhALA1DzEpevA0c5Nj3/aaW99nH36KBmvaaW5W44CySTk9XtwwyHGF45MKoPtJLWKW504lmA7+04P3L4BTnN7PZnnAMi1ODC/SKZycYXMpccL7G1kazYUYKHVP0wmtH+Ex6ezvBWz9ngY8e+/yWJvfpk+imsxyP/4U+D0EbZ/hQTWFCs3MYPU2+dZ7D0cgFyK8nq1p+bMLO/l0Ch/1u3gZcVK9g0Cs9uY1ScUk7iijpmcZVHmpriWqGqXT86Q6dN6RH1TJ5UjQN8AJ7H1tY9P0eaoggWm5bEhCwLAzCzN2f1eYGg8cy6tadWMau8g1zWgrm0tTyMaT2aSgfSa0l6Wc7Al6InpCr6PPl86SUcMjkLe7YObSMBSWs3sz+JOk3KMN6SBgcGzgGEoDXYtxNQs00q0PZBts6gqL4XntbNwOjceyAFAVm5+kRO4hQVkpqSkh2JBIMOWbQLN/jzpBG3+lDj2q0n0xlpObpeX8I+7pexjiiNMbGlthOe1s3knyyuYpQQsK8Mcfuk486b374H4+BrE//MD4NZDagQtMN1lfwucsyeROHcKzpH9THLZ26JeO7zxRUQKgUu3qCVMpJj9HQoAL50g09hcz/NXKZavupIFWiJBdk8KMrJaklDFfG2U5Xl/Brw87wsnWLjtBFpGqa2IYJH183gyzy9voMWsr+ZrRSLpwwCQJZUSMpYgs9y5FzjUQRZxcZkJOycPAoc7qYH05iUsWeC99Cnm0u/J/Z4T5H0DwPcf4HvgcYD6Wq69tpKfycpSdSivTcYSkMtRoCjyVJ9Fjaf9LBsYGBhkwzCUBrsW7sWb9DaUgP3Nc0CPmsztH4Hzh7+99cFD42wxxhPwvHYWqWv32M61bKChBk5l+ZaHP+0Erc4bx9A4C7I1xWhNKZZqZh72i89BvPeJmi4eIDP1wWU4//JPc/wTURDIzYYWktc0MgFE48DgCBBLAtKlmffVO9wv5bLACXhhCwk5MgnnwSO4wQBwsweoKqOeMp8TDfhgf+vLQF01xKe3yeqNTqriMARMzUBMTgPDYzxUTziPTPBatLn5xCzXWeBncVVbSbb2r/9z7uvFk4Df4vlSLraHlVVI6jX7+bjWMMbWYIVrcq/MsuiZmUhl9JZ6h1QKSFiQj4eQutMLq60JtpBAZwtQVQbn5CHYlWVI/ODvIEPqS8niCr/cCMEWeMJV2wTg8dE2SOte12L8z+vJsKuzyjxd57Y7FqyGGtid7bBKIunCzwr4YIVDsIsKPxOzaKbBDQwMngUMQ2mwa2HtbcrJkEZzA9mg5oZtj7VPHgbqK4HufRADI2z1hoLAvpYN2U2tM/usOclycZlt+UghUF2a0SdGwkBNOeznj8Dpbof9wnPM7W5rpqZPezVmYy1GA+9szC9BFIbIajoOh0xshwVDRyv3KS1iIVfA1B5x/hK8l25l4gbrqpkFXlGWy4LGEhD/8acQNx/Ac+oIh1ssC6ivgP3yCXheOUOm8UCHyqZW1xZQWeARZZzeXM9isr6Gx+vi/ZUXqQNta+TPzfW89oZaYLsBKAsbKxy8akhGaxtLiqhdzXlTJJnLZCrDEkbU2htrYX/tDKw9jcDKKqRtM+mooQbe18/BCgUVc9lG5nJ/G+97pWJnA0EOTkm1Pp+XP2djlX6WsNX3e83GBtWaQ4WQNvPnUxevwx0a52cw6UJGo5CO4QUMDAx+/TC/iQx2LcTdPmBwgtv9e4AFxezo7VbQLN7lmxBTc0BbI6zKMlg+P8QAJ8WzLVa0WTj2NsKaWYAIFwJ3H8J+9QV4X9gk3nGjNQ+M0Jqn5zHZsFk17DE7ByQKIXoew/V66BkZjQPLa9TPDY5C5DOGQmYSYLKv691f0th75RGTZHr6+ZzWKGoPy1v3yaTpqeqlKFuw41NkyZLJ9YyfkMAvPkFqcobFoMcDlBTB+/q59C6pDy6SEfSpQjKptJeTM2SA1+L8T6/r/EXgD14Heh4By6sZllDrGN//OGNUvhls1W7OT9mZVRPqmhGMxfke5EPpEtO6zniSBWDQD+/r5zihXlgAjI4BPYNIqZhEsbAE8dE1Wizd72er2nUz7+u8+ixqPej8Bp9N7S2qzc/jSba6ozHe757HfB/GZ4HlFbizi7BLIpBD48DwONN5ttD7GhgYGHweMAylwa6FXVkGlES4BWDvb+NEs9YlbgHn1CHYL5+A/coZRgmeOgyrqw1iZg7i/ctwL97MO8JiOVcUoaYtkQIWlyGGx5+MqVxaYYFoW5wmDytGLFTANnQ8RQ1lwE8G08n8E7VPH93+/Bbo+wiQYSwKwzraxZ/X8szBHYeM2YlDEOXFwKsvAk3VsF4+BfvlExvneOvXmJpjy70oDLs2byL+Zo+KXlTFmc/Dlq7jsGAL+IEDbUCJ0mhqrWbPAO9Nvq1OqIBa0q3g9/L8+ev0531nTroQf3t+42tyHLbkAeaaF4WByjLEv/8mpOMweamyQrW1o3QHeDzEYvRBP6Ms9ZBV/locm//VlK+f9D7ezW1QFeBFhfxcdLdDRELAV88AJw/C+oevAicPwvnWl2GfPgrrtbNAUw0/wwYGBga/ZhiG0mDXwjnWmaMp85w+DFFdvqPhAruyDPbr59hGFhLywSPIe49gPX8Y1ssn1pmia7Nwy+eDfDQEu3MPUBYBisNPNCFrH9wHMTpFpm5sMtNS9rBNau+ph10cQepOL+15qipYsDzXvS6DekNI0GYnFAQ6mmFXlcM+sJfX6ffmFpWWTVa2qxWJ7j3w9A0DfSOQ9bXw/f5vIZ5vU5T9GokE/wv6OTyTjexJZq8n40epvR19Hvj/7A3E/+f/k1PiAWX1U1lGPWY2LNBEPLl5LjsAZYSuBnCEpNelx1FpP8o/01WaxtXY+uM9HlgdLZABL3Cnj/ngC8vAo0FgcBxifBqWz8frtSwgGafvutfL1r5mxTXLaNls0y8u8RptZbkUT2QM4l1JrerYZHoNKLBprp5MccAKgOVY8H33O/RZDYdgN9aQPb/dC1FfA9trfo0bGBj8+mEYSoNdC3doHKmfnIerbFvyfSm3gp4QRzgE+/RRahtHJiAfbdAORSZyUaohEruhlubp5aUQtpXxNdwGsiAIQOkIiwqzGDEvw14chy3ZSIgMWdDLQmRldb2GElj/L7gkAudwJ7CnHvD7Id6/jNRPfkmLG812ao1ecRjSBsToNHw/fp/JMILt2vj331w/dZ3zmpIs3loMUpmta51pDjsXCrBAKi8Bjh/g5HdbM+L/7F/RG9K2+DxAg2+/lxpK2+L/SwCPBjKF2pY3N0sCkEzSCqm2kj/XVFK3uadx4+n18hLI6VlgMcrXml1k2zopeP+9XjLUjbVAYzXsM8/Bee0s7H17eD/2tnDN+twVpdRhVqvXb6ylrrK1MVdGIAG0KQ1wbSX9NBtqOekd8EPE4pDRGNzbvXDvPeK0/mN+Rs10toGBwRcJ5qutwa6F+9d/CwyMwF1ag+d//++e7NisCXHvN88h9e6HZLMGRyB6H0MmkvB9+2vp/dNpPLEY5NgU65bxKQjLAh70wy0tTkcwblXQyv/8M2ByDlj6NHeIenYJmFqAnFuATAhYXzoM5/deQ+qvfkRW6/ItuNqfUMOy1mso55fg3rjHLO6xaeo1k0mynNkaPYDpLKkUMDkHe36JbdZImNPFo1Nk9TaCADWN9/pYRC3SIzLtZ5id3LOwAjwcADqayWiurAEXrnDrcbj+AZUC9LMLXFvfUO46ZxYB7EAXm7NGyfs8pVrQw8orsm+QhXo+xqe5nZ7j9U1Oq0ScCRaAC4vw/MFvI3XtLtA3AlH/GN7f/y2kvvcmvSa1nlV7dg6NAcOgtlOfvzAETEzyunRc5soqcEnJK9Ka0ksqBUnATqaAuz1wxyZhHT8A1FbSegpmOtvAwOCLBcNQGuxexGO52yfAugnx+hq2HMtKAJ8PViS36NB/vJ3ONrJCBztod/PCcdgvn4AVCW+fzgMAJUVqW0yGUsvphGSBVVcL7G+B1dJIprKuis+XF9NzMBv5AzMa0TUWoYkUi9akMj3XhW5YbYsKqaH0evn83AKHgxyHreGG2vW+igBQU0Hm8exJ2F87A7tzbw7bm4NQgFrLj66zyHVd6iEdh1PfvLvKe3OTexYufPrfVLY6UE/DB/yZaMlsFAR4raXFaj/FHFdXcPL82EGkLl7nwJAFIJnidPfxbqC9CTjYzmvK1kdK8J6HAsDzR6iJbWnKTJwDfM+b1AR7kcqTb6wFLAnsbYYI+IHWRiZfTs1B3O2DUJnhO024MUk4BgYGnwdMQWmwe6Fj9vT2CSAfDgITc9wCwNx8JlmlshTWZqbe+vhptsCtlEv7mOLwtuk8ADIDJ0vLjB7UekPhwv7tL8M+3AFbSIirtyHevwwMjpKJXF2DtcO2ulUQpIawvpqekvU1SlOo/rkLyeInkeBUdExF/k3Pkzl7OMiJ78ExTonnY3yaesQJ5kOL6/cg3r8McatnPWPmCg6rpFyyoVXlSoeIjAfnWpzt3j1NuYVmREUvdrZmDMufFFq3qa9jZW390A+gsrwLqH3MSdyZ5rT6zfs0c0/EYf/WWdit9RAfX4PsH4YlQC3q/tZM0e73qgI1Qo/OkXEW1AN5nppSAk21lD6Uhvk+jU/yvbh5H3YsAcwu0MqqvjrH2FwzwroFvhl2up+BgYHBZ4EpKA12HdJavYRq4eZNI++EkbEPdgD7W4D6aiTfeg/WoU7+/KXjQFkRLBW1l39OrWOTsURO+9Hp3LNtOg8A4LlDZKzamjNZ2wDgcXI1mW3NZLT2t3FKek9zOmp7S1gMokmzcPE4fR6LCzMDQEKQKUy53HociJIIsK+VDNu+PUBFCfOzpcyZNE+jphyABfHTC5ATs4AlIQpD63Wejg2UlbJIq6sCmmtpeJ5yM8V0LA6MTbG4dV1gRTGxK6sq5cYBNum+bwvdttfH+xz6RRbmyRISCU6dlxXxJuqJ67JSfi6eO0hGt6keYmIaVnkJJ60rS1neVZbB6mrLZIAHAixmK0r5Pnq8vL61NaXJVAsqL4G9rxWoKiE7nkwBe5s5Bd+1l1ZRRRGkLl6HLCyA1dUGWzGaOnVJfwY3g9FaGhgYfB4wGkqDXYe0Vi8UUIVK+cbPY/PJazk9B8wuQnx0BegZBBqqqbm7fg8YnYSoqoDTXMfJ2scj1E5euwfraCeHeJSWUk7OspjYqZ7t+l22TSem2frVmc8J2gVpTSYm58gEPlK52pfzbYw2gQTw3idkIXX7/cKVXIZPT3ovqcJtYQl2SnAyvDBEli6ezExDuxvQg3PLbNuXRKhPnJ4D3jkPoSUEGtEYsDrKdT14RAYylmdftBJlks//9W/5s9aFCvW680vAToJyNoJmA/XxC8uwZhchV/K+bMQSwMgUW95+b8YLc3yasoDBcWo5f34BWF6DuxaH/0/+EezoKkRxEcTEDMTFm9ROAhk/y6u3ad8ElY4Tj/P/k+raJmchLlwBhiaByXmyp3ML8P8v/wTxP/7nzPK+fAvwOhCTc4DHgVVdAbuyLDMopj6Dm8FoLQ0MDD4PGIbSYNdBMy6oqWSLsJAehZpFtKrKtmdk1uJkwLw+FgzLazSddlP0pTzYASC7OLVgnz4Kp7MtV0v5pKzP/layX1VlLKx0h9wGxMg40NZMD8iuNl6b9qksK86kuGwH7Tup7Xw83k1SZNT3SZ8fwnVZYC6tZEy5xRZ95pII7IMd8HznG0zeAYBIeL2GsriQLV99vliM68lGRRkLHj3trKfQfZ7McTvN8t4MevI8HKIW1c67ITbI4Ho9LOp0zng4xMjIRIL3MBDgvkEynDK6BjEwAtHTR/sffa369CURMpwNNTx3XTVN0LNftyDEbXUp3+Nj6v37rXMQQT/w1S8xL7yrjZ9Z9YXAMI8GBgZfJBiG0mDXQTMu7uQM5L0+WPW0ZnHvPYL7i0/gfPl5eJ7r3vokQT/bnkWFsCrLIDtagEiQAxK3eiCGx+E012Vyk6sUI5S3hieFU18N0doA6XGYCqMhQBbs8k14/+kbSF25BVFZCjmtMr6zfRy3gdVcB3n/EYuaWJJtZ9dmUTq3SM3pcpRFUyxO/aYEsLoGwAIsoWR6mwz9BAO0xFEDLNbRTsj5JdjPH97AK9MCPKq6shzaEunoQY+KRYywVW4d3Q+5uAS0NAADI9RcjkyyEJM7uHZtTr5h7rc6PlzAIjF/Ot6j7JkmpvhcMsX7UxRiZnlhmMbz1aWUE5QXwb3di9TtXuCja7QkEmDBDLA4lRIoCJARLVdsbjxG7Wx6zRas6nLIggKgqx12QQDOcwe5pPoqJLv3wmmsgVxcggz6IQsL0u14wzwaGBh8kWAYSoNdCzk+DcwvcstHcoYWtkJa83i4E7KsiIcsRhmDNzQOcfM+gMwfbTE4htTb5+Hee7TxWnY4SWtVlPH1ykvJwOml2gAOtMF+5QyLqwqlyetUudj726hbjGzPUsqex2QadQ1WW0lWTBdbwQCZQ9tiq9fnZSLL0QMsoM6cgP3qGSAY3PgFUing1kOIf/djpP7N30DOLZDVzW93A2TUdIHnQA0+6Ta02qZc6lKXorwP5SUsWMtLucaKMiCxTc87FKDPo2ZLC4MsMCOKMfSpyWrHA0SjtEcCMlrGYJAFe2Eoc8+8jroHFv/fksBakvestx+pt89zgr4kwvenvIiemhboR2kBgA05PM4C3rJo0l4QyLDH4ULIpWXe08FRiIs34Wr7oHAIwrLh9g9BvH8Zcnoedlcb7KbanEs3U9wGBgZfBBiG0mD34sptDuRcuQ384bfgdLbBCgSeqAXo3rgH3Ohh4TExQzZPyowWTkEuLgPTc9xudJ4dsqPu1Tt8veo8zZsAPF8/CxmLQVy5BVlWAtk3yHa87XAqPBpnobgdIhFOdK+qAuPxcG6NPTWbSZQBgIVl2IUFzIxeWAFuPYD9O1+FyLcp0tB+lnOLHIy6fBsQEm5JMZzmutx9lSk7gIwuUb+uXlNKUEP5Vz+iZnFihlPZ2mfz7jZWTAC1mq7I5IavrLGg0zpRrRsdncjNQNcDXQtL6XsBABieYMGbdPkejE8y8aZkmcyqx4GVdGG3NMI6egCpD69SD+u6fL/0eReXyfyOjAMrMbbTiyMZ38tUim1uj5q6n5mHUJ6ZqU+uwXOrBzh5kDKIQADi0ztpDaXGTjTDBgYGBr9qGIbSYPeisTZn+0RJOfqPsAQZJilYKBUGWEAcyy0K5cIyEEtwm30elbjjjkxsWXBqWEXKGqa9hdPG+l+gBbhvn4dcWCE7FvQrVgvcp76GWrydTDtHCljUaN3hRoStkBkdYUEAQkoOdgR8QGlEDT1tcR8LArS78Xl5/0sisIrDG6f5FKiJ6fxpcY/N4zsUs6kZtkSKRb3Pm3v8doglctOAtCYSyGgaK0qApprMFLeG38Oirrpc5aGXsuV94hBwvAs43MljujqAPfWwX35eJeW0AADsU4eVH+V+ttUrSni+ihK22FtUWlAkxOJ2j0oDOvMcML1I31BXMAJSs6cSsCwLKAgqa6rCDRn47bSUhsE0MDD4PGAYSoPdi5GJnK2eyN4urQbIWK54ujuA7g6kLt2inU1tDaxqse6Ps3P8AFLzC3COH8h5PPXhVcj3L7HdukHBmQ8ZT7B4WF6h32RBkGxaMAAJNX0+NAY01sDSAyTxBDA2BbuiBEJa2Lal39vPY4IRICAAv59Mmccm8xcKUDsZCNAE3XZgp1KqIHNoUH70AEQwCJy/TM1jti6xrJhFUmEBC8v6SnhefQFiYYlt4GxUlbGIGhhl+3hphdZErqSRvOMA80ssYFsagDu9LOSWomTvLADhcOaYreD1ZNro8SQLSscCksjkZ0cisCtLIUbyU4ds+kCGAmyPtzfDc/JwerpfloaA1gZIkQIm5oCRCTjfZBa8+PgaUFMJuyjCIZqiMM3fV1ZZvBYEYR/aB/ulIqRu95CJnJxWKUGDwJ5mJUcQQCrFFjgA71dOY9m2ED73PABsysBvp6U0DKaBgcHnAVNQGuw6iKlZuJducsp7Zh5o4R/Y1Cc3IH7yS9hffxHer5ze8hzJK7eBn34IMT0PzMwC7XuoUWxvgex9lNHSKWibITk9B2S3df1+1ncdrbCPdMI5eWjD10vbD12/x+KubxjCa2csdBJJMpGOzULEceg72drEFnV7C8Ti4vphko3gVXpBN8nz6mO0uXcszuLMtvhfdTnExBRsCBaY0wtMhbl2n8XPuosRtPIpjrDF7Hg56bwayxT5GlNzLFSTLhCQLPI8DqfpE0lAJIChCQjp8j66gtpPx6bZdyxBrWm4MNOO3gzJVG7PRcpMUo725RybhFhY5Bry/Esxt8DXTXBNqfs/AF44AdgWrJoqyLlFoKgIuNsHoT4f0uNALC4BjXWMoJQWp+SF4LXXVgJlRRBJAfGT80BFubpn6lfvWhLeLz8Pt7AAYmGZA0CBXKN+ucosb7u1/qkKQl2AmmlwAwODXyVMQWmw65DO4Z5WOc03HwAARE8/MLfA7TYFJT69Q83bJ9fIZg2O03dx+RKwEoX74VV49meblG8y8BOn9Y/lceB9/dzma1YaS8wrrd7MXF6x5zITOiXI/D0c5KTzoBro+OR6xph8O/Q+5nZZJdHkJ8Nopk9PmfcPw/Z6AZ0VfruXQyixDYpJgFPKXg9w7yHb0z//iAWWz5tpW2tImfFkXI6SiYsrDaa+9onp3GO0sfmcyu+++zCjgdwO+cPgq3nHLa/mTtdr6GvV2sbHw9y+fZ5WQ7OLqjhWOtafXwDOnYT74VW+b2MzvE6fl0X5irr3t3tojn7vMQtN63Fu1vn4JOzKMtivn0P8X/87FpuTXIN78Sa8n9xEaikKW8VsPk1BaabBDQwMPg8YDaXBroNz6hCHFA6oP5KH9vHxc6eA/a3cZmFDDVlHK//4H+pkKsmxLrZv95OptI/naiidzjY4r52F09mW87jd2QY0VgM1lUi+9R7E1Cw2gh7qQWsDJ6zPnuLras2fBQ5nHOniJO83XqL34PNHqd07diCd7LMtTh3htkJNSZcp38NCNbXtV98jtddiWQlkPEmPRI8DnDhIPWBVrmF8GuFCsoZd7WwRH+8GQn7gpRPA6SPr969W5znSCZw5kvlZ//YpDlPzqJhm7KlXqTS1vC/HunfuQ6lr7mwtZfZrFQTZBvflfZf2eXivGmt4zJ4GFr9dbcx8f/E5fuZOHebn5NA+6kXbmrnWtiaeu0ZNh1dXpK/ZfvkE8MoZ6im/dJTvv77WYwfTS/B8/SXg9GFuwTSnVFsj8+KN36SBgcEXHKagNNh1sCvLyAZqZmtgFABgpVzYRRFYeT6EG2UZWx6bHoE1ZfD/2Rtw2lSyDtsAACAASURBVJqBkiLq7KLxda3bzQZ+0png712E+OkFpH55dcM166EejExwu7oK/5+9AdSoaV2/l4zctTvUS3o98H/3O8DgCCeYbz0AZhe5n7MNUzmtitqlZTXRLFi0FYZYJGmSVah0nOUVWK7L+EMJYHYOdlEECAc2ZkWXV7imhwM08h4YZsrMwBDXvG7/KFAchtVcw+d1OpBmExeW2a5eWuZ6Gmphv/oCrJdPAl174RzrXN+e3gz62lw1Ja79K/VrxeMcWHLzzpdM0Xy8oxnW3mZYHS3M5vZ7gYk5WDPz8L5+Dr5vfxWe//YP4bQ2UJd4+SavZ3EZVkN15jdqJATrwF44XzoK7+vnYCeTbIdDwu7uyEy+j2W0nE5zHfzf/U5mUn45ClsKWCl3x8NmBgYGBr8umJa3we7FSyeAt37BLTbXim2UeWy1NELeuA+rpREAW9IcHAmQbctjArVu0zl5KMeyxTl1CLBA/dvwOGTeJLPWTjrHD0D4vRChEPD+x7AOtJPhiql2tCvY9g4V5LJRjbVA3yBQXMTCbHZh++GUslK2Vv0BtvNtAEurnOJeXqHGMrEEeL0c3gkFIKIx2F4PkFgDHJt54isxtqzz4ffyvDUVQNBHXeHMAlBasvGUdywOrMYgHw4h/s/+FZlhrWkEOOCzFqMedX4JGByBuNcHtDYCI+Nwl1fJ0kbXtr7ubPg8bMcHgkBihaziaowM4soKC+vZxdxjhsaBZIoG9gEf71tzA7C8AlEYQvz7bzIh58PLwNfPwnP6KJBMQdiA/ZUzsL0epB4NUzpQXQE5PAp3eQ3yrfcoCQj5YR1ohx0OQVRVAD85D5w5vulny6oqg1tZtm1Wt4GBgcEXAaagNNi9mJohCzU1s+VuG2Uei6u3gfEZbo92Ap/e4s4PHgEeD8Sl63xcIa3blID9zYxWMkf/lkiu0wNqdtQ+TaYq+eP3IKJxyDu9tOqZWeCOmoHr7Yfz3//jdJse07Nk1xJxTn0P5vpjbojBETJ1aloYs0q32TegmDpVzGlPy3iCxJou2KbmeMwm7XvEVTShZXHiOZFQ78M0xMLS+v11ws+dhxufT/tdTs9y2noxyseu3eU9feu9JysmARaT2deoc8lHJjIpNtnQyUBjU/z5Vi9b4AvLnDjXGsqUy2PfOQ/ne/8b9aZFEdheD1OC/v3bZG8v3uCU+lvvMZ896AcmZyDv9MJ54ztIfXKd92V4DG4yueFnS07Owpma3Tar28DAwOCLANPyNti9aKilVq6BPpQbtbaBzCSu9GRMHK0D7Yxd1DrMU0fZSm6tJ5vVyLaj9plEfXVOxrdG+vmOPUB9JeyTh3Oez2dHZXkJE1cqy8kCFqiJXhssYE4fAwCkrt1jcRJPUhdYXsqEnR0k5eDk4VxNYl0VdX0Vpfy5skTdvxqyhXVVrDMba3lcVzsjBuuqNj5/Sz31mK2NZHNrazhIVFHBa9oMoQKeX7O/+lr0PagsZ9rMkU6gNEK9YnEh8Pq59ZrHJ4XX4f1tb6aNUSgvBag0Qj3oc918zVOHqY2srWIBWa4SbjRzfLybBX84xEnuMOMj8eXT9LB89UXgQBusf/gqNZRfPg3UlKeZaetAe1qrax/sAPa3wNrblKP1tVvrkTzWZfwlDQwMdgUMQ2mwe3HhKtmgC1eBr7+wacvbff8ScL8fbuGl9OS2vNMLLK5we/oIvK+fhVtZQj/Iq3dgV7L4SjOT+1o4aZuXHpN+vrI0o73MYjbz2VH5i4+AyTng/U9oHaOZMwEWjkMshuWUmhqORslk9Q3SAie6SXpNNh48oiZwQrFt0TUWc5rlm1Ws6PwC2bq5eX6zHB4jU3fzPtvPaxuwgpbF88aSwMfXyE56fUDAD4xNAHnFfA4ScV5LPE5Np4491PdgfIqt6JsPOOk9twC7uwN2RQlSmnHcCsXhza2Fki5QWQaraw+c3/kqUv/H93Ofn1+GfeYoC/61GOTMHLWRY5O8Zp8XVkMNpL5nA8MQUrCFPj7FgfXxKVjlJZAVZXBa6uD53VfTkgdxpweYX4a8eQ/CdiAtK/N58XpgCwn5cBBynO+Z1kyKfS2baieNv6SBgcEXCYahNNh1SLeD25rIOu1vU4+vQQyMQOa3R2sqyMTVVKQf0gwlGmqRfOs9JN+/BPHTDyEe9ENOz0KoFrRmj+zj3TlMlGaFrL1NZPNaGwFLsiDJgk4xsarKuGZLFVEBH5nK0gh/DvrIhEWYNuMc64b9tTPA114io6gnqfPTZjZCuJDDONqPEmChVRBQbKdqn/q8bClLxSpGCrlPSz2Lv42kmlKyLS0lp5YDPk43TyvvRd8W09jFEbZ+I4Us1lZiuc/7fTy+uY7vTX0NxMg4RHIHxaS+xq0wtwC5tAoxMEI2MhvhEMRH1yDv9jF7OxLmGva2kFWtqaIvaCjEaw+FIGwLwuvlGgvJVErbBqbmqIu83Yvk+5eR+n//EzA5w+P8fojFJWopXz4B59ShjJdlffUTTXNvl5BjYGBg8HnCMJQGuw5pT8e+QRZOH38K/MHrSP2SqTUynoTvv/haen/LFZAeDyw3Y1KoGUpcuAqxFqfR9uIKc8FdF/KH7wKnj0AOjQOD4xChAtjLUbjxJGTfIKzjXbDW4hCDo8D9fmBwAlhegfzlFR6XldrjdLcj8fOPIN/5ZcbIfGoWSMmMlm9N+SD29EN4PYC2J5qeIRt49SYwkzdEshkuXudW6we1rnFqnttJpTmdU48n1WuHCpj/PTjKTO/NoBnFgVHe/3u9QMKlZ2ZRePPjptXrP1Iej2t5BeVanAXq0Bgwvwh8dAVYXoN4+/2tr3enSLnALz6B2Ch1R9+r3gFu7/SS0b10g9d7/iLXm9a6PgbGC4F7j8j4/uJjWg4trgDzi5DX7yL1yQ3KKOYXuU251JHOLkIG/PD9yT8GACR/9HOgdxCiuAjeNzaYkt8Exl/SwMDgiwRTUBrsQtBkXAptCcPiwK4sg1sSyZmUBQDPi8fh+r05KTaeV84gZQH2sW5gdIKJORc+JXM1v0wLIVAjifklwLJgnz4KOb8E0TcIef8R5IMBsnjJFNnDpmo4r3+Zx+W1I+XDQZ5H50i3NAL3+2iyra/DtoD2Jtinj8LtfQz50Q3uXxJhistO4fHSIBugr6TjcJrb57DwS09Ae1ms1lRCrMVgLy3TkDsQIFsY38TYXCMUIuNpWZwa93iopdwMPptF9FZpPwJkBhNJbqMx6hd7BnZ+/dthuyn5bBloTQXfr7Iy4PpdFoUrq0BhIYvng+3A4Gh6ylu8e4Hv5/wiGdjD+6gZLS8FPr1LBnhxJafw1p9Fz1fPPLtrNDAwMPicYVreBrsOdlMdrK42DkwAbEUDkIUFbDvnFTVWKAi7uR5W/iAGABmLQ0xMU9fn9QCVFSwqj3TxtbraWCge3g+nux3OsU44r52Fvb+NhV5NBdmnfW3w/9kbaY1mfjvSPnkYqK8EDu2H3d4Cu6OFxUaBWlMoCDTVwDpGQ3XnWDeHOZrqgYVFoFSZk/t38B0wos4Z8PK83Xs5aHKok9emjc51/F8ySW1odQWL2ooS5ncX+Dc+f3kxz9PRzLZ9baWSHuzh/doMRUXUgQZ8uY/rWamiEHWVftX+LwzRxqm6InOftkNQnXuz2aBQkGvP9/IsKmRru6GGXxJKilh416jPWFJFRTYo4/OXTsDze6/B+/IpeL5+Fp6OZrKFR7qAcAFQowaPqivoLbmvFYgU0Ai9uBAIFiD+599D6v6jtP+kXVGSI6eQ0VXYD/rXDd2YYRwDA4MvIkxBabDrIAZHIe/2cYgEYEQhQHZocJzbLKQ+uYHU//ef2ILUj717Abh0C/LNd4CPr9Pup6KUFkTRGPDBZQBZxuUPBwFk2oye5w/D851vAKkkGa+R8ZzXzG5Hurd7IfuHgGgclhCwTx+FGJsArt7NxAxG14ChScifXUDq7fOQ03M0bz9/ie1nZd6eji3cCtomKJYky3jvEc9x7TavbWIm85oAMDkHO5EC+obIHg6Ps7WbH1uoMbPA9vTVOzzvvT4ed/EGxPuXNl/X9DwZvvxIR+0xvhjlmgZG2WYen+a+w+PA6g5tg7R0YDMSMrpGdjafpVxeYcE4pgzth8c5Yf/hFeDWQ+DSda7p4QAfv34XTnc7xOAo3LfPw73Xx+Mu36TN0ONhnk9FOaYjGj+4xPvwswvA7Ydwf/Buegn5LgXi8Qi8n95d51qwmZuBgYGBwa8TpqA02HUQi8uQU7M08AaAPU0AAPuVM0BTDbfZ+9/q4aDErZ70Y84LxxkveLyb7N/hTtgnDzKS0VH2MsA6Sxc9bJEe/GlrIuPW3rrxWtUffxkIANWlkCXFSF28Tv1ifsa2DcDrYzs/FssMHlkgK7iVJU82sqeCY4mM5lFavDbN9ukoRs1YehRj6fVszvBpNNVk2ts+tX8ouN4s/Gng8wGnDwOH9ivWcAdxk0+CjdhOn49FqE8xnMURDkAVhvizvjcBxdoWcjhLLK5ALkchdZF84hBtiZ7rpo3UKdpIeV45wyjNl07y+a69QFEY1pH9mSEzZUGkLaY2sw0ywzgGBgZfRBgNpcGug5yaU+yaYpkWOd1rez1AfQ232QgEWIwFMpO96ZjGfS2wDu+DjMUgr93jAIttZwZGlqO5li7KJia9TbmA3w8ry+MyG/qPvrjTw8GdeZXpXVrMpJrsCebaKmB/C+TMPLAUhfvRdUZB2haNrbvagA82jnbMu0MbPxwM8HyWxQJwLZ65f47DwjCVUsWTimzcTG8YCgEpUE/o9zPKsLCAxejU3A7WuAlCQeDlk/D/zleR+MFPIX1eWEJsSjg+MRyLBWoyyULbYhxiulj3ennNJRG23YNeILrK4tK2MpGJj4aokS0vhhUOwdJt/L4BFvF9g7y/ykbKaa6D893vIP69N/m81wPPf/17sFvrM186youBh0MQ1eWwK8s2tQ0ywzgGBgZfRBiG0mDXwYqEWfSUl/GP/B7GJ64zEdfMz+w8/Q+zU1zCtH2xKkrhdLfDbqqjFvD0UaC+CvbzR3L2Q301n6+v5nF7OTyDumoglYT0eDbUtaX/+PsDnCRvqgfam2D99ldgv342Y9jtgP8aJ2aB+/2QD/rJwnq8zJ62bE5R5+sPN4Inr6BurKVur7SIxZJjs+bUxuKVpRCQQHM99YVtTUrrGFh3akAd1zdIhrPATx2p7QBV5UD1Z0h0KQzSIqkoguRb70G6AJJJyILQ058zH8VhoKwIaFJ52V6Vba6zvS2LU+9ehxrUliYO5TQ3sCDX1lMt9bT/aWmkprapDu7tXtpLtTcBZ47TTqq+Gu7tXrgDo0i+9R6fP3kQzrlT6SVpxhFFYbKdCysbfpY2004aTaWBgcEXAYahNNh1kEvLZNLm56jdG6GWMt9EPD1pPaT0hyOZ2EJxqwe43w9RVQGnuS6jywz6aUDdPwQc7czsJwFbSojxaeBBP2RVBTzfPIfU//0mdYk//SXEkf0ANjGZHp+innFwFFhahuxahO/1c4i/+RM+74IFo98L++UTELNLQP8wNZ3JFPOhpVyvP9wIi3l+jEPqurUV0KLazqsCe2ya3yy1DvBuL+9rPK8lr6Etdnoec7+BEa6xtz/Dej4NVtbIGv74FxCpFAel1hLAux8+/TnzMbtE7aqWG2jDdK1NXVpmgdlLzSzmlnhtg6Ms1CdVHGVvP+D3pa1+3Nu9aZbREoAcGAIm5hjtKSXjFx/0wz57Av7vZvYH+HlxutshY3G44RDk4jLE4yG+Tm2mQN/MyNwYnBsYGHwRYApKg92HYED5N6qPryKX8pNy0obRzx2in+ArL6ZP4Zw6BFiA3d1BdieWYFvVxwljqdg5a28T8KCPRuiz87DKSiAXFiG8XsT//HtksQBq7rLYUQ3tR2kd6YScmALmV1jQfXAZeO0sp4nnF8kMVpbCOvcl2OEQrDYHbjLOQufqbTJj45PP5v7pRBltH5QP7Ue5nb1OMEDpQUUZMDPHuMrhsUzB+qQIBYE99UCkCLh2hxrZkQlg3x5g7lomE/yzwALlDJrFtUGroqoyAJLXcOsBbZ1Gxvjaw2PACyfoCXrlNoeVAj5gbxNsFcFoVZXBPn0UqaExeoy21AP7PXDOHIeVcmF5HLgW0tGdG6U6OZ17YAX8sKrKICdn+VwsM4y0WRLUZo8bGBgYfJ4wLW+D3YfHQzQI1y2+lY0LmPRk7cAwEAzAcjOMm11Zxinq5SjEx9dgBXzwvHYWCAapi1QsX3rK+04v2c87vcDEHPDuBeBOHxk5j8N2smZHs5DWx125TWNxPdW9rNa+qraJJOz6GmB8Cu7b5yHuPYQtJDA3T8ZsYHhrs/GdIuBjO9sC29QbYSXKfbaDjmacmCGbOT6Z9u98KggX/j97A5ApsoKra8pDM/5sikmA91JIyg+ykUhyKn5xmYVyURBorodVX02bJ9vi+6H1jIUh2EURYGSC7+/kLOMSYzGea24etpCwUi4fT7k8XkV3ailEtj5SP2ZXlq17brNjtnrcwMDA4POEKSgNdh8EWBTIXAbNvdeXY+GSnuQO+IGFZcjhifS+6yZrK8gsWuXFZMocB/Hvvwnh9dK0vK2ZGsqGWnovPn8EONAG7G3mCctKNpy81bpOFKg/9lqXGPST4dST0qXFjO4L+Kijsx1qNyNhQAq+bnHhZ793EszflgBFipvsk9zkuWzoiehG5c0YLgQGx7Y+Zsu1Wbwn4QgZ25IItY2+Tfwwnxba7B3IzC8lU2x3zy2SvV1aA6JRSCEZrRhLQIyMk40FgLZmvt8HO/i+eRxqJDv3wv7aGThnT62b2M6O4MzWOxoNpIGBwW8CTMvbYPdhVk0R68SVdNvWUvUBJ3b1JLe4S30Zbj5InyL18Q2In/wSONQOO5bgqcanID0qVeZ2L70p7z2mR+Hlmyxw+oeByTngXi88334Vqb/8IRnN3sdw/qtvr1uq1nVaexog4QIXlRfm1BwwM5+5hslZiL+7AHTthRUOsT3+cJgMppDA6AQHdD4rgv6MjdBOPC23gtZzDoxwmGVwdHP/xx2dL07Px95BsnyKzcODh59tnRtBf2b0evX09oyKh3zwCIAFjM/w8zAxy61+vz69DeePf59fSsam4CptrS0B7zfPsUDM0vNqFjFfOwlksdixOKyAH3ZrvWEbDQwMdh0MQ2mw62B98ytAVSl1i0B6azfVMqmlsIBTwh6H7KCOuctqx4r7fcxgnl2AffoonFOHOGm7sKLiB31kN186AdSU01+wtpKTzI4FOF64b5+n9s7jAAc2HoZIM1OwOHQTUWsuL6EfoV6bxyYzNj4Fq6sNztlTmaQcC9xvhzaUW2JhOaMf9HnTWwEA3qf8dRAuZLpO3Wf0i3QsTlc31/N8yl8U+/c+/Tkt0AkgqFjOoI+sp56W13ZPkRCL4tpKspeNtbRAaq7jvT+0n2tqqOH+nVyTZqCdF47DfvkE7IMdG3pKamzkIZme8oY0huUGBga7FoahNNh1cMIhiPYWiB41iauKAs0GarYI49OwpcwUUAVZNjh7GoCefqCjhRO20VWSVa31TDmpLoftCoipGSAap7+glLCqyiEbaoHGasjxaRZBfh+teDZAmpnq6edU9YE2oKYMgAX0DmQyt70+oLMB2NsCcbcPTnUFvK+fQ3xuEXg4yOIvGns2N3BtjYVWetI5yW+WySfUKToWB3dSKWAhATRWsfjKnzLPhtdhgbcRO+rxAKcOAbDJDkejLOrEDtrvW63xS8fIOK+pIScJ1fa2uN6lFaC0hHKEY11sfack2cqGani+9RW4Pf2Qj4cps/B62JJHFgPdXA/P6+cyDKTyKdUMpcZGHpL6MRldhQgEzHCNgYHBroRhKA12HdLT25UlLIzqyRqtY4uOd1OH2NHKoq+7I30O2+8HAn5ukWW9shYHisOwmhVrVFwELC4BsCAWlyAFmK1dWc4hHtvDSee5pdw15uniPC8eh/3qGRZgdx9xIKa9CahmDjnKS8igrqwCIxNwH/Qj/v03aZtjg/s1PaPEGM3Uhj+jJlNPgacE28FT82xbb3mMwKZUa8pl0k50hW35SJiT6M0Nn22Nn9zMtOcDPha1wQDb10WFQGmEn4/5BeBmD3Cjh8W/1wO4EqmfnIcsLQb2twBHu1hMNjfkTHdnT1pnayvzGcqtYIZrDAwMdjMMQ2mw6+D+7AJw9zEZJgmyh1jPFiV//B5wv59DNkJkNHkAxMNBYGaO26+cThcE1vwSxNAYbD1w8v4nnGD+6CoAG7j/mAMrP/kA+O7vAnd6ud/N+zlrzPcGFLMLbLPfUnrAG/dhv3AM4t5j/jw8TlYuXEDN5ic3FEPnZTF0v0+lunxGWCCDKMHXeRZIqGItHifLuFVNuZW/pW0zdnJ8WvlaDrI9/fMLG++/E0iQidVs7GqMbPLKKp+bmmUhm0yx2BWqHe4m+eXi0zvM5p5Z5CT/oxH+fOEqRGMN5RJZjGO2VjLbE1XbRxl9pIGBwW8qDENpsPvg9QFQFi62BTTV8nGdahNWySr11ZzQjkZZMAxlTSBPTJO9mpjOObW9rwXOa2eBoJ8FYaM6d1GYxY0+d00ln9+jsraPdQMAxNRsjn5TM1TuD38G3O7LeS1hW/SEBMiQpVyyhsEANX2wMhq//PSbp4VERjsZ2iDT+rPAdoDjXU9/fFEhZFkRcPZ5oLkm3VbGs3AM0vrQYID53K2NvP4jXWSKD3fyvS0K84uHK3jvw4V8fyOFLEL3NlNL+eXTW+Zp52sl9ReMjfSRZsrbwMDgNwGGoTTYfSgupBVQZTl1ja1sibqf3gFu9sAtLWb6zdXbnNJNKQ3e3GLmHIf3AePT3CLzB18zTtSz+SFu9zClxufjsIaQ6dxr+/RRyMlpyJUo7K5WruHiTYjzl9P6zbSG7lAHz5Nt+n2jhwykBVoDSclBIUdlaUOw6EmmWFzNZK3/syCuGMXo2tb7PQksiwzejZ6nP8fSClNsllZhhUKQ2ndTs8XPAkEfW+m15YBFmygLErIoBDTUQC4skpm0APu3zkJcvcu3YmmF1xeLAdKCvRKFc+5kuhjMZx7ztZJbmY+bpBsDA4PfBBiG0mDXwTncyUSVZIL+ksp3Uto2kExxiywfyr1qWnhfa+Yc9dWwWhtgl5fkaOGkh/6T7tA4AMBqrgdKwsxm7mqlXtN1AceBGBiBfDQCjExC9JP9dE4dgv3yCXheOZPjO4hgAVupOgu6spQ/W4IFS1kJ0FILfOsrwOEOFq2uGgDpaAL2NGdyvz8rggEyu+Ulz+Z85cVc2/zS1gM520GCKTajE4zB1Kgp/Wzrs6zMlHzQT8sm26EjQE0ltbGOFzIaBVqbmE+uJ8uPdAJFIeDgPv62bG3Mzei+92hHk9lb6SM3mvw2MDAw2G0wDKXBroNOr8GM8qPs7ed2bIp6vrEpAIAYnaB/oB7IGBpNs0l2Ux1kVxssaeUwk/F//dfA5Ttwp+dgl5VAjk0CA2OAbcOurYK4eJPn+vQO9Zdraywwr9wC/tG3YFeWwX79XHqt6anfWz1kJx2HBY5jk3nTRuDj0/D8j9+FOzkDOTCW0TfOL3HgZ2mVTOWzgGYm5+afzflmFrjdTBu5UyRTvD/TcywuF5bU/dok0WenkBJYifGci0uMTrzVA1lWDJly6aM5MM5W98QME3MuXIGIJSk9iK4BV25SOzk+DcwvQ0jKFayjnZ+5GNxo8tvAwMBgt8EwlAa7DpoFRKGaUlbpM865U8D+Vm4ByJu9tH7RcYcLK2k2yb3VA3H+MtzZeXoPhkNkEhvraGC+fw8ft22VKqM0j8ksQ2y/DyhSE9NV5RuuNe0xGFRtW+GywEkm17F5qb/4S8j3L7GoCfip4SsIski2rWeveXxGaYbPDAEfrYfSU+ghZqW3t3z2c+vp85TkfSws4BeT4ghZ7GMHWDzW1fA9DwTIgPt9/K+uhp8LKSmhWInyS0hn24bMo9FFGhgY/H2DKSgNdh3SOdzFakAmzD/mOhnH0prJ8mKmy+iBlmAgzSaJnn5gbgG4cR/i0i2kPr4G8fE1OJWl8PzRt2GXl0Lc7WNh4fdRO3mjh4UdAPg8sCpLAY/6WWxcnaXZp7Zmsm06mWVmMVdPCZBJHZ9ma7axBvjSEepFUy6nlAuecUH5RYMr6Pmp2dmlKL03L1x9svNsVXgnU7Ba6jndHU8A9x8BArDbG+H5b/7LzNCVZkttm5rWhkp4/ujbLDx9XuBA+5aF5E5b4QYGBga/KTAFpcGuQzqHW6fOlFILqH0o095/DbVAgQ+oq+LP7S2ZIqCumsVCSjDWcG4BqK2E3VRHm5+lZVr51FQCpw5SOxmPU9MIAH4/J5KbG1hktjZuvVbvBoMl/rwoRcviAI8EsLxGc3ZddK6usQj6LNCFlvMsInd+BSgsABJx5poDKg2pEPjy6Sc7x+raeqtLnYxztAtWVxvQ1siCsaYcFgAxNo3Uf3ibUgTHZnJRLEGmuKkazuFOfnYcB/B6YLkbm61nBmyk0UUaGBj8vYLRUBo8c/yqPffSf7R7HvGBB9xqH8r0ZPU75xmlqKeFL98C/vj3+f8fXKLmb2Sc7OPMPOD1Zo4dGqNn4cgY7LISiL7BjBYToN7uRg+LFyGBT64Bf/D65mu9/5hay2y0N2V8KQEWMsvLbHH3j1CfqRnNPOP0p4LWTmpD8i8a5vU1qvdrdgHw+4HJ6U0PWYeVDVrMtpVhkPsGIdZisI4fgNXWBLu7A1iOIvXXPwJGpoHRGSb/jM9w/95+oDBEtnr/Hn42QsGc9Jucl9J+plVl/CwZGBgY/D2BYSgNnjm28tx7JudPpiBGxjPZ0fv2AMgk6Ejt3RjOK2azmblyNTlcUMB/BcVFELYF6XE4uHPyCJNRTh1VfpGRXNbLa5P1amtiwfL80Q3XmtZQfu0Fsm3ZmJjL/TnlAj4/0L0XqKtkqK9H0gAAIABJREFUMVmifCp1K/ZZwPsZh1x+VQgXUF6g3xu/n0XwyOTOz+FYfD80IxkqIKtcXkYGOFQAjExALkVhN9fDriihJOHkEUZz1pSTuW6tp1XTkU6uKejn58Lng1VZBrto45ShdIzi5KxpeRsYGPy9gmEoDZ45tvLcexYQP/0lp3J1y3iNzJv73kXg/mO4oRA8+/cATQ3A8ESGWUxmMYQDo9xqvV7vABDww5Vg/ndNJeyiCETfAFvPPq2ns4CES3PsitLMYM3I+IZrTSen9P7/7L15cJx3et/5ed+3L6DRuG+AJECCgHhAlDCkKHE4M5Q0mvE0PeNrNxqv7c3YW6N1YtdsNrXrXZdT2TiJq7K7KceV2jjxuBLvlssuTyo+Ylk9nhlL4kiURFES7wsgSADEfTSuRgPd6H7fd/943rcb3ehugCQkUdLvU6V6iX7v920KXz7H9xnCzsvD6s8+hfW97+fuEI+jHziOdf6K/GxaImgaasSrcmUHvCPdck+vkftMPio0spHXjaynxeJp3BGQbkR1dKL4PvkEg2INtOB4drpNMcvL8r58unx2rZ/0wBDG88/gOdaL9/N9mB4DW9Ox37mI/sIJvF84Rvq9K1iJJCSSWG9fQOs7hHH61Jbf7Q/774BCoVA8aqgIpeKRxa0/tGaiuR2zddXSbVtdKZ3QHU6asaMNguWyBIzjvZJWdptZKoPZ43Q6v+ib6yVyeKwXgn60w925s5gPd4vvYF+vNPl4ZfY3JlBXBZ27RGi2txS+VvdeHI/MTfjzaiurq7D+66si9oIBaQpKrouFzsN2ZRu6CDM3utbckJ1G81FQ5jy7gL/w+sY6+T+SM5udCifCXF+7tZh0o88+AxZjUoepIb6fuibHWFyWutvaKqm7HZvCcupSrZFx7OuD6JUVeL55Gn1XK6mXX4OKINqhLozPHXa6uvdta962msutUCg+a6gIpWLH2anJH5njtDTC5Ez2eHfvyQbzyyI0FsQHUW+sw2xvRnfq26zrgzAyJXWOAEsrmety6y6ZmhMhMzgC03PY1wYwXnoxO4v57qjMb56IQnRBhCzAckzmhK/EJVX9zgWseHzztboM3RPT7o339/KZ7NQaF3e29Ng0rK1LlzNIJLS+NnsvD4LpKFJ3YtDo1IMf60FYS+Yu8xmdhCmP1DBCth5yaHTrY7t1ofMxSXF7vVBWJrWulg0j4/Jd6b8ry1uDsLSCff02nD6FtRTDnolirSfx9XaT+uvXciYe0dGuvCIVCoWiBJ9YQRkOh6uAeCQSSYfD4ePA7wAVwKvAP4tEIilnuxbg3wAdwBDwjyKRyLSzzgf8NnAKiAO/GYlE3ttwjm8B30Z+Bf1BJBL54w3rip7zs86Dpvvym3nyGxwyU2cOd8PsInQ0w9iMdHMD+p5W7ENd6M5sb3tpJetB6V6b23lbUSGiMBiQCOTRI3BnGO1QN8k//B7GyaPoJ/qwzl9ybHuSWTHpcqATGurhzfNw+jn0hprMtW6697oaETkbBWS+mASZOKNpEkGbnZc093pa9s0//4NgaB9uU46uiYB7UGoqZZLPyITM0Y6twKFuuHSz9H5+nzzPtkYRkQGfeH3uagZsKVGYjkr0s8wnonYpLp3egD0wCtEF7Bt3MZsaJEKtkWnaUalrhUKhKM0nMuUdDofrgUtAezgc7gZ+D/hF4BlgBPh9Zzsf8FfA70Yikaed7f4qHA67Qvq7wF3gBPBLwL8Nh8P7nH2/BXwJeBZ4Hng+HA7/grOu6DkVD57uy2/mcY+jN9blNDpgGGI6HqwAnxfNkjrAnC5vgMs3s1E5AI+Rva5qp9lFN+DeFNrCIv5vv4h9+Sa8fQnzzLsSkWpuFHGi5/1VMTR0y0avq0I/dRzv4a6ca82/d+/XvoT+08/npnsLeVcGyuTeKp0mnJZG8T1sbxIvyodBA+oecozhVtRv4/jFXItCQTiwV96Nrsn/nTTEDD6/wSof2xlTaaaktGBiWpaJBJ5f+0Xo7RahGgpK6cDRw/DFz+H5ua/K/jPTIrRHJ7DevoA9G81p2lGpa4VCoSjNJy5C6YjBfw8MOx/9OvBPI5GIm7/7bjgc/lY4HK4GngP+LhKJnAeIRCLvhsPhN+Qw4beArkgk8i1nv8lwOPzPgV8D/jHwD4HnI5HIunPe7wA/BP6k1Dkjkcjih3bzn3KKRTbdyCWhoDO9RhMBsbcdKssxPtdbeP/6mmx6F3JF4bSkpYnFQdOw5xYk+qkZYu/jd4Tf6KQ0wrjTW9zmEK9HOs3vTcLIBNa123h+8lkIBbGu9mMcP5JJvQNowTL0jnZp8Nh4PflWQjUhEY8LK5L6jcVFSMZWYTnPCP1+0Q1YXc1G83aainLx8yxFVYVEYWcLbFfmFyum1LpEOV0PzvEZSG4xdtLrkZKCihCsrktEMj4FVVWkv38GuvdBU42Mu+wfgp5O+QeE6xN6YD9MzEFXB9bSEly9DR9cgy+fwNO1J2sD5Lxf2pqxPriK54WTGE7N7kY+bOsshUKheNT4xAlK4F8D/w74lvPzPiA/H3YL6Cqy7jrQDUw62+Wv+zXnz4FIJJKZjReJRJbD4bD7m6HUOTeN9QiHwy8BLwHU19cTjX52/enS6XTp+2+tg8Sa/LeaQL83Ccl1vNduYzbWYszMY1YE8aTTpBeWMNYSrN4dgfFJrIYa9OVlrPkFSKwRuHMPHQlI6YC1nmLFOXcgmc6us22sD66TnpmDiTl0y8a8OsBKNIrv3gQe08Sam5ftbedYiRT68CSWbcvPN++SCgawNPAMjrEaj5N+IWvIrb95Ad+Z8/Jn97yWmb02d3lnFH10CrO8DMO0sOaX5PPpaO52JZYUW2ea6CtrRfdNb+PYJZcrq1tfW3MdDI4WXr+wBFUhWFnP/Ty6WPye3GV8TZa3h9G8HuxEUn4eGJbnfHcMPbGONTuPvpogfeE6q4012e9WTRVGezP2+BSekUmssjH0+BrmOxdJjU5kvnvu+7V8HozZBeKxFVJ//6c3fY31W0N4P7hOavkQ1mMPPjpyy78vio8c9U4eTdR7+fCoqyvsu5vPJ0pQOsJsMBKJnHFS0gDjwG5go+FbBzDqrOvIO0wH0L9hv/x1bgeAGQ6HfRsilH7kd+5W59xEJBL5LpJe5zvf+Y693ZfzaSQajW77y2lODGBdG0TrO4T27DOZKJG9sIw1M49vVyskEvi9Xrg2mGmI0SsrMXa1kSwLgCNyAPTyQObcyeoQLMbQdU1q5Trb0TQNu6FGauZaGyibiJI+sB9m5tEd66HMsfwe6OlEn5iDuQX05jo8zz6TiWAFjh9B33Cfyf4RmMtG5XSAqgp0x3Rd3/h5Oo1e7gdC6KYNsRU5nyOCN21fYFlwnc8DZWXoiQQkUznrLbL/M9juOTYtDR1Mq+R2+hMHsUIh+OAaup23vjwo5Qz+AKyuZT/fuwumZuUfGKXODei11WIZ1FgL84voe1pgZBJ9VzPcm0J/8hAsLeHb044v8ibas09hbPhumfcmsONr6E8cgMlpPF8+ie71bIpQWikTzn5AWe8BKgt8n+0nyrAqKwk+ZITyfv6+KD4a1Dt5NFHv5ePnE1NDGQ6HTwJPRiKR/ydv1R8B/0c4HA44270AxJzGm78B/ptwOLzLWbcb+AbwSiQSmQDS4XD4y866APBbwH9yjvs94J9sOM8/QdLdW51TsUO4puCuVYtbn2h87iDG6VNofh/29UE0W5Ptnj6CfqIv27yTPzUlbWUtfVwLH9sGxAhbO9QlKXWf1Exab1+QDnK9gBF4XQ3+33gJejrFjqdzl1xbRxverz+Xk+4GZOa3rmVtgsrKcifvbCQUhN3NEq2znZS41wcFUqv3RXUInujJpvN3mo31qkWwrg9K483u1s0r11blmQQDUlrQWg+NtWhfPCrNSaVoqsPzv/wPYgNlmlAZRP/6s2hPHJQu/kBARibWV+P/jZfQPIZ0zi+t5Hy3vKeewvOtn8X71ZN4vnYKT09H7nfPeb++r34ezy//LJ4TTxS8HGUbpFAoPmt8kiKU/wDoCIfDZ5yfDwOPIY0xfwS8GQ6HTaST+1cgk6b+FeCPnQhjAviVSCTiFqP998C/C4fD/xIwgP97Q5f3vwZ+OxwOn0d+vf0t0ohDJBJ5JxwOFzynYudwfynnY8fXsIbHsFYT4iUYW8H3xaOysrGO1I/exvr+G5sPuL5O+s9eQf+Jk1nTbBsRQiNjWMmUiK5yP+zdhd61R0YuDgxDUs8VTMsrjmiNy+crccyrAzld3hvFhPZMH/bEjHgkAqRTUktYiOpKMRyfWxCx6l7oxMx9Pb9NrCTg/esiVJdXpNElVmBU4YfJzLxEIecWcnP0IE0ze5qlc/7cRWhskBGUiXUR4Gsl6j7dOeXdHVL3WlGBde6y/FxRLn6hZhq7pprkH34P/XO9aD4vxvEjBQ9njYxjX7iBnUiiBfyb3mux76aLqqFUKBSfNT4xgjISifzCxp8dYfmtSCQyDAwCf1Zkv0uILVChdXPAi0XWpZGI5W8VWf9nxc6p+HBwf0mnz74P716BygqIxbEdX0p3vXVjMDspJZ+5BayC/oua9Nusp8AGzbQwertJv3tZxGd+9G1lDfOVM9kJOfcmpTs4FMS+cQfjKyfxuCIXsK8NSJNJ0unUTqULG50DJJIyySe+lu2I3okJOatr0rE+5czG/jDE5Fa2QQuL0hgUX3MsezY0Ja2swb0pmYIUT8Ctu5BKYQ/dg5UtGpKGx0l/LwL7O9Dam7FtUyKQqwkRrvOLMuryh2dheg4rbeL/B/9dZnf3u2MnktgXrqP1HUI/0YedSBT2Qt2CnfJiVSgUik8KnxhBWYApsjWNikeIDys6k/klfWdUvCFBJpl07s5Zr3Xtxk4m4Mbd7HYu9TXou5o3D52JJ7DjcXjqCHpnezZytRTbfAz3PmeiUFUJiyuwpw1aG7EXlmBhGXNsCu3qQOYZeL5ykrQG/HhDz1Yx8TUdlSil282+Uxg6NNXD2BTbm2P4AGzlQZkyobZMxKRlSxd7mR/W12FfmzzLvbvFeLyrAwZH0Pbuxh6ZgKkSBfcpU+6rrRHj9CmZyV4egIUY3LwrIx2ba6GuDmJxtF25KffMd6fvYMarVAuWy3c5ECjuL1oENXpRoVB81vjECspIJPLNj/saFIX5sKIz7i9nqzoEr54T0+rJWYm6bVhvJ5LYY5VYBXwePd88jb63nU3J07UkDE2A5130n/0JNDeF+lgn3B3NWthsJL6WnVwzNgWhcvSD+6CmCq2qUiKWiQRaIIC+tx3/t18kuVFQlhJfyaSYmfv9YsBeXy3CdjFWfJ+tqKnMejt+XHgNaG+WNPS77rzytBi/tzaj+RawDcDnl7pJn1fqTn2+kofF0MTXc21NZqdfHUC3bKzGepiek+c4PiOG9rua0Ztya1zzTfRdclLb+XWxJdgqJa5QKBSfNj6xglLx6KI11ckc7Kb767jLj2xaM1HMdy9nPB2t2QXS5y5KOnQtCdFFiK9hD4+Revk1tK492MNjWMGgpKKrK3N9KAFreKz0dU0vkP7d/wRPP4ne2gAzC4VHBXoN8T6sroSVcZkN3tqIbXiwbw7K5B1dQ1uKoV24Qfr6ILx3eXsPQtNkBvX8kkyLWY5JqjwW33rfUswtyjP7OEmZMDwmwtid2LNuSk1nKo12qAvb44XBe5BIwfIK9vj05pnn+ZQHRdxXV2FeHcCMxbHHJuHEUUh1on+uF8an5DsyOJKZpuTiCsDUm+9h/e1Z9FPH0ZvrVQ2kQqFQbBMlKBU7Ts7Emsa6HKFYivzIpnnussxTtkH/xnOkf3gWzl+RkXq2LaMJmxsgvob1+nm4PihNH7Ytc7cLRACt18+Xzva65uHnLmLVVMPaWuEJNSlTaiDvjcvPl25AwIf9zkUYnYbJOdB0qK2WEY7/8b9II8p20HUx6baRBhN4eDHpUhWC5fjWXdMPitdTvDbUJbqc+7OGpMBXE9IFvhyD2QU5jg1odqZ+sSixFRHigyNYqTT2vUnHlP6sfN7UgPcbz0mX/4bvZj72zDwsxbBuD2dmxqtIo0KhUGyNEpSKHSe/fmyjUKS1eHQwfz/98R6s6VmZqwxoh7ux+526yOgS1NeiP30kE3Vyp5fQ3gpvvy81d/nRxQOdctz//P3CF+F4KdLUKDV90WW4NlB428Q6lJVDfBUaJCpLdaWkx58+gl5elpkFzanj8P0zEl3diooyONqLXh7AeveKNOj4vdmGngeltlIm1VRVwsj49sTf/eIrcczmehHVrY0wPi2TjKaj8MRBqCxHa22CqwPYj3XJJJ/uvdA/hN7SjHW4G86ViPBWVkg6/6knwNDQenuwz76HdvIYWnQBvbcn04WfmedeAM8XjmL6vJn35lpQqUilQqFQlOYT40Op+OSQ78Hn+kluFaHc5N0Xi6O7jRts6JSOOmnsiWmYmEFLm+L96PXIfO1UCr29pWAzzcbjFcTt5p6ZlW0nJktsa0rHMojn5cQMRksj+k98Ac/xJ9A72rFn50VMz8xBMFjy/jP4fWh11Xi//lz2s4cVkwDzyzAyCesJMf5260R3klKCeTUBwXJ5brqWrUsdnUS3bLTKCvEC9ehga7CelIadgFfmeRsF/EBdYnER+LfuwMQMutfA87VTeI/0yHOMxaWmdTpa0h9Sb6zD+/XnMDracubHu/PlFQqFQlEYFaFU7Dj5tY85DQqJ+7C/CQWxdA09JEIs0yn9wQ0RcD4f1oXrWLvll7+7PRVBWFoGrw55Omzj8UpSXoY1MASBcqBEI4zPmYsd8KGf6CP91kV46wOsy7cgsY72zBNorY1SL3glf9JnERaWsW8PYzbVF+0wfyDK/NK4onthckrS3x8VHgPamiR1fbgbEgkRt8PjEjVtbUSzEa/OqkpJc5cHQZtHszVpprEt8QldjEkjVmIdygMiVPeJzyRPHYF4HGtpBfvVc2hHD6OtJbJ1tak0JWTpJlS3tkKhUGwPFaFU7DjmuctYr5/HLJWi3AbWlX64OSRLwOhow//tF6WuEUTIxRPw8ms52/Pq2zAwAqsFjLAv92N+cHXrky/GYHpeIoulSDrnWJHuYj64JjWct4dFGA6PiyH5mXfFEmc7pE2YmpPIZmyb+2yHtaREOscdH86lh+gYv1/SJoxOwGoSLEve44RzHcNj8ozK/Ogn+qR2cXZBnmFFuQjh28NZmyHIThladSKi9yYhnoTBYTnW0rL4it4ekrrZl1+DkUmsH569r8tWE28UCoVie6gIpWLHMZ4+AhpFp5Bsl/waygytzdJwUeYXE/Ajj+Vsn6mhHJ/d3FCzmsBOb6MhxTCkbvFglwih6fnC25X5Rah1d8jPp0/By6/CyaOQTmGcPIqWNrG8XnjzPWnm2QrbluirrkFrk6SGg2XZ6T4Pit8Dtg66LR3UHyXBALS3OE1GmkwZ6tglU4g6pENea6iVusVTx7HX1qRDe2wCraEW/b/9GtZf/kDGYN4ZlZrJ5RUZ4bi8DE/3wcQk+tHe7Ozt7r3iR+nxwL4OeP8yxtef/2jvW6FQKD4jKEGp2HH0xjr0jfV/D0peDWWGWccnMJmE8jIIeDGvDmAtLkt95XpaolWFurPXUzBwd+tzB7x4fv2XSF+4BjdLCDm36WdWIpmefbuwnnoc6qphUuo7jd5u0hevOzPBt5nCHrgLkxVyj/DwYhIgnUY7sB97bPqjF5SJdRHK+9ohFJQpQzPOe5xfgokZacqfnBFPymBQIpV3RrGcDm36DpL8zr+QfdzIraHh+R9/HnPgLvbUPIxNYXzD+e411mX8KPWGGozfeOmjvWeFQqH4DKFS3oodx5qJknr5NayZEpNNtrGf7TGwlpaxPVL1lr55h+T/9V1oqJUdKkKScp5flsaJO2NiJRQIQNAv9XWFqKnZ+mIanG70WFyioMXw+8T2ZlebRN1CQWhtxKoIYo1NYrkdz6uJ+6uH7Gh3IpV++XknzMg9XmwdeLxHoq9+7w4cdBv4vIAmIvDOGNy4jT22YfxlsBxaG9Ef75GUd5lf3mNLI/qzT2E8fQQ7virPt9Z5d7pTCRldIv0Hf4a9msx08Ofg1NVaqTSpl1/DHB4X66B46bGT7vm22k6hUCgUgopQKnacfP/IB93PfPN9GBjBfPN9PAf2Yf7Fj2S+szuOcNmpAbw3Cc8dl/ndiXW4fVdS1MXsawaHtr6Y4XGpYZya2zzHeyNuDeXgCJbXwK6vhtv3ZDrL7ALWX/4I+g6KQDLvQ1BOzYkAdY+/E5MSkympMfXtgAXR/bCeEkHsGpkvLYvVkiuwZxzf0uYGtIAfOzovc8YTSbw/+5MApN+7ivnqO7DiRKtdH82VuNRWXu9H79ydiWabw+Okf3RW7vXmEFZ0CWbmsSZn0W07Z4JRofpINYtboVAo7g8lKBU7zoPWUObXTLpd3Z4XTgKgHXlMuoDXk7C2LvYypgW11WLZc6ALu6YKK23Cm++LyXk+Pi888yS8fKb0xWiIIfm7l0TcJQo0+GwknZbtF5exbt/Lmqq7IrLQtJ2t8BjwALuVPF5NlfhcjkyUFso7jQ34veinTmHX1WCffQ/mJNVNWxP6iT7sREJEXCgIjbUY7c05B9AA+/NPSoPOUlzuobZKor9PHkY/2JXpxs6Y4Pf2oD/7VHZCjuMvaSeSJQWj6u5WKBSK+0MJSsUDkz8q0eVBayjte5MwMinLjjbxAvz2i5n1xuH9pCenYWxaGjO8PkgnQNckVRoKYl9dFtuZYEDGIQ7l+QeW+6GhfuuLqa3CGh6D+rqsRc12CJZLIcn+DohdhyNOCjZYJP1e9DhlEtWrKJNoq8cD6Qc0IXdN0Tva5P59fmmOCVXC4vLW+28XjcKRVI8hTU6727CmZkUATkXFPsjvQf+ZF8TzMb6KFQigeQzM+Co01GRNxRvqsOuq0JoasOcWoLUF5ualNODehDwnwI6vyXfyaC/W4hL6F46KP+nuFrQD+zKXJOfybykYM8dTxuYKhUJREiUoFQ/MTqcFrZkoLCwXrb3M2AJFncjjmmMZc/MOxm/9Kqm/fk1S5qZZfGb14gr81x9tfTHRJbGbSSazBtylWIxJHWd0EW6PQH21TKJxo4CzRbrEizEzLyMD3fT+g4pJyKa3B++JsPPo0m2+k2ISiqfly3xgeMQeaG5exPLiCvTfgZQFY1PQdzA7T/uvX4ObQ5g26M79W0NjcHMIe3hCygl0XYTpwLCYpN+bwBqbhpZGaexpaUSvqsS+O0p6cATj+WfwHOvNXFKONyoF5si73233eKjUt0KhUJRCCUrFA7PTaUH9UBfm3RH0Q13A5l/ybirdujIAN+9kI2KVIZJ/+D20Q91woBN0D7x3GVaKdEZ3tmWn7RTD55VjNdTDm+eL2wbpmqS3D++XkYJlZTA8IY0/qwko80szyalntj96EaTxaH1d6g8fJF1e7J5SKaiqknpTn19qGT9MAj44egS9sSY7GtMfgHcvSZo6GNhUGuG+Zzc9re+VznBrejb7Pp48DP2D8OwJ9Hg8Z1SiPR2V7TXQytzIcOki1Px/HLnfafd4KvWtUCgUpVGCUvHA5Ed5Hhb79ghMzcvywL7Nv+SdVHry/WvODs6OyzF49wp2dAm9phK7pgK7ox2u396sI6pDaPs7sd+/UfpiAj6xLNI16O7EKiYoPTq0NqPtbpF6wOS6CN3VNWk6uTeJ5UYbg8HtCUq/Dw7tx3P8cdJ/+or4YO4E6ymJUGq6TPhJfwSNOYYB5f7sGMm+g9JgMzGNsW9XTtTQpWDJxN0xdMvGunVHIsarq/j/xf9c+JyOXRATM2h9h9BPn9pSEOb/4yjnu91YfP68QqFQKAQlKBUfOhsjjaXIb+bZGCVyLXmsq/2bPRmDAZlNfeQA1tiEjDpcWIQnDsLFPOG4vII9NLr1RVdVZuoyrVKWPesmzM5jr+3C1jVpevF6wGuIuDQ8YlDeUA/92/C/BNlvdIK0bcLxx2X29mqy9AzyjeTXfPoMuc6aSol61joRyqZ6x2h8h/B7pbPe75dyhLKApNbXkqRefi2nMcZz+lTmvboRaPd74r5nd3QnbIiCp9JYOhhfOFryUjYKxO3UPu70P44UCoXis4YSlIoPnY2RRlqLR3uKNfNYI+PYF25gaRrcGsoaYruYlhiZX74JM/PYk7MwPlPYP9KyYXBk64t2hJZ1ewRrqxGS8TW4fENsceqrxFh9fFoilNf6paGGfhnnuF3ujMox6qogtiYRz+2S30C07nSaL8Wc+x8WobfRC3IncGs13drWtYREZi/fxEpb0HwTpqPY6yl8P/dVMaPfEIE2b9wRa6BQUO6/gO2UZqbRqyrRtvD0VAJRoVAoPlqUoFR86OSkExPbF0auwNA/34d+ok+6fzXEIHtjXaHXi/7sU9kavcUVETNWkbo5zzYMvatCpF85I8eYmCm9rc8LjfUwNStRwJU1MVcfGZepL2uJ+/eRDJVLY4+mw+qsRPvWtll/WYzGOmnE2dUsgruhFsYms/6QD4tHd5p+PCKy6yqhrQn2tMPVAWhugsQ6WqMY02+uwRVrIK2nE3a35NRWZv5RcrBLxjQ2qTS0QqFQPEooQan40MmJFt2HoMwIjIBPxhe+d1WaaeqqxTrIJRbH+/XnJC1u2VhrCRFixcYcLm0jUhgql56fZAKsLfwavR4wnS5sy4KAH2LOOWIrUBmSFPj8wvbFm88nUVc3MmmZYGgPJ/7WEjIDu60Zze/HLvPLs7ifyGkpLEueuyt8kyn8v/GSpLIPdm1qcMmPIhoHu4qajbv72IkE9sSMNN6o2kaFQqF4ZFCjFxUfOtsdY5e/XcZ70BmDaCcSUke4nHccQ8O8OoAZi2ONTcJj+2B3U/HRi9sRIuk02qEueLpPIoWliK9J5/KRHmhrFkHV1CANPa3NYv2TThePmBY8vylR15/6MjTVSsRzO2LZ21tBAAAgAElEQVSyoUYE7EZcD0xNg7kFGBqTOtKyMqgJbT7G/WI4RaaaLnY+zQ3SmPTYPhmlObsgq4NlGL3dGbG46X07ArNQzaO7zjjYJdFqp/7SmomW/G6pEYoKhULx0aAilIoPne3WUOZ3dZsfXIPL/Zi11RgdbZBwLHSsPE9G08Z6+4IYoo9OwkIMVlaLz87eToRyYVlS3XOLML8Nv8abt+FAlwje+Bosr4iAHB6VtPfiyv2lvZ1r1L0GdkMd9rXb29tvdmHzPxPdzvKlmFzDiNM1/ub77MhMR1fomhZgynMvL4PlGNbr5zPjDiHXy/FBfExdYZmpv9zCJ1KNUFQoFIqPBiUoFR86262h3GTdUhnC9vnQnIibNTEtFkEFptboJ/qwe+PY3z8jc6BLNW20NW+d5j24X7qzu3ZDdKHwGMeNBPxiXt7ZJsbdwXIx8q6rESHnuf+/atbLZ+R4s/PS7DO3hXdm5tq74dqA1DOapuM/mZbo5dyCRFxnFyHoh5WHrMvciN8LaNBSL8+3pxNGxtEOd0N0YVPd48P4mG7XJ1KNUFQoFIqPBpXyVnzolEplltpOqw5BY60sQYSRYRTc1+jtxggF0dtboGILm5jt+C/234WbQ2iGgeeXf27r7ZMpEbrLcfnzehp0Q8RkbFWEnVHKfygPDTEhX4pJxNPnA2Mbf119Xmno8RqSeg6WQUuD7FtTBbtb4eB+2N0Cj+2V9Q9LMACdrdDaJNdsgeebp9E8hviKXhNPSHs6tzs//33fT3ra3VdvrCv53drud0+hUCgUD4cSlIpHFjO2CmOTsgS0PW0ys7lIbaSVSksN5eMHROAUY3J265P37IXmWuzaatLnLm69fUMN1IZEUK2sSpOOoUs0tK5aur/vBxun9tKUiTvLq9kxjqXQkdR7sAx6u2GfE5lLmyJMNVuOsxQTOyFPYYG+LQJ+EfjtrdJApCH/6cgza2mCA50YXziKfqIv21hTRDi66Wnr7ljR7dzPtqqdVCgUCsVHi0p5Kz428kcrbuIvfiC1h3/xA3juOPYb70mNYJHmFuuV12BoQjrBkyWikMvbMAjvvwsVQfjBj2FqG3O4o4tSS9jSIBFSw+Okmz14fvlnSX//x/dfrmg4neG2DSvbNDVPpOD8ZbnHdy6ISXpZQBpyFhbFIH12AdbW4d548fGU2zpXUkzUZ+ekztSqlOah6Dz0D2UmF2lpc1u1k/np6ULbmTcGsV49B/t3o80tbjqGQqFQKD4elKBUfGzkCwZXYGbmMfscv8iAT7b5qecxdeBKkQaVlia4Oy7iKbm5zjKD1yM1haU4cgB9dzPWyPjWglJDxOfisqSa/V6oDomwaqyXbaruM0LpNeS+/T6p36yvloafUkIZIOCVLvfbw3DkACwuQu8BuHoTyoNw4brUdY5NQ30t2PMyyvBB8PvAIhs5DVbAoVbY1wHvX0Y7eey+aifzbYQKbWcn1rFjcbSqSvTuvao2UqFQKB4RlKBUfGzkC4Zs9GkP2twC1NdJtLFrDwCeA/vwHNhH8hf/14LH837jOcymOqxLN0uLpLpqmJorfXHXb8PuZmiok5rEUk08NpBMSiRQN2Rm9vyCpL8Hh0iPT4mAux/bINuSmkzD4wjk5NYiGMDrg7MfiPC82o9+eL9cR1Ul1sqaWBktLEv0dGUVbVcLduzO1l6bG9F12d7vlXs2NHneGjL/fCUuAnpuASY3e0Zud4pNoe20gA8tFESvqlCRSYVCoXiEUIJS8bGRLxispRXsmSh0tstc7AMdEI+jH9oPZFPkhTCvDqA11aF3tGNdv1P6xPOLW1/cegrrb86IoNyOkNvVBk01aIe6sa8PSOr33cvQ3Ii2FMNuaxKT863qID06pC3xiEyloboC1pMS9RselRKAQvi8ImT37RYhB1Dmz3g22tNRrB+8ISK1sgKSPtjfga0DtZVij+TidocXQkOuaX5ZJu3E4jKnfHFFurqrK2Vmt0Z2uYNTbTaanysUCoXi0UEJSsWOs2VtZJHt7fEpaRzpH5KI4LEg+tNHMHo6AUi/fQnr+28UPIb5yhnpXL43CTe28Gxc34ZATCQlpVvuh/oaua5SDI+KGJyYQbdsLI8BVSHY3YxmNWFfvb29CGXaEZzpNDTVi/2QHYW5aEG7pOw9Oanwe+OSLgcw01nB3lhH+v/7S/nzyhqUOTZH80u5YhKyYtKjQTrvmn2+rI/n8Bh4vSJmLQtmFmA1gW0jkUl3uYNTbdSMboVCoXg0UV3eih0nv1vXxY6vot8aKtrdi9crUa/D3XCgE72hNsduxjp3CWZyrWcyx0YGNdoAoS2mv2zXvaeqAo48huebp7fe1rZgZh7b0KG1UTqg1xIi1iZm5ArvwzWI7k6x3vncIRG0h/aLv2Mxyp1605ZG+Pwx6Yb//LHcbU70ieH400dkqs/nDosXZX2NrPc5/76sr5b9qwtMCPIY0L1X0t17d0k002tIqr+hGv1EH8bTR3KWKpqoUCgUn35UhFKx4xRrurDujuH94DpWZWXB5gujqQ67twdrcRlrYAge25crSEpMuPGcPpVJ7aZ//09LX+B2ShmrKtAa69Aba2WO+Fbb+/wQX5VJPX6fpLbXU+DzovcdwrpwQybUbBXpBGisha7dWMNjGL090FSPOXAXO54svL2mAQaQgnQa78k+TK+BcfxI7iV+9fNY+/fIPOwLN7DevQjDE9DaiFVXhd6zDyamoaMNhsakVjK6kPu8nEio/tTjcLALFpcltT04gnH8CLobicxfKhQKheJTjRKUiodmuylufW87qeVDlDtzmN3trdkF0ucuYpw8KlaGTjBPC/gy3d/m1QF4/gS88lrROkIruoh57qIjsB6S5gbs2Shm/wjmX79afLvygPhEaroYptdUoT9xAFJprJUVjCcOYBzYB6Eg6fUk/Pj90uetDInovDmENbeAFV2GVFLqFLUiStjvzaapowuY/Xexzl2G6lBW4LFhbOHwOKauSbRR06A8gBUKij3R2JRsPDYtafH8U7Y3oj17HD0UzLw/O76KlTbRdsIk/T653/IKhUKhUHw4KEGpeGjy7X+K+QxqwXKsxzqxJ6I569M/PAvnr2C6voV9hzBOn9rsR2haFMsbW29fwFpYhsGR0rWG26V/SJY/eqt4gwpAwhldmFiTJpqRCYxf+inM//IDGJnCvHQDLW1iJxJSW7nVeRMJiQImEujPPoV1exiu3hbhGiviRZlMiRgEWE1iz8zDUkyWBbCu9MPNIUl7N9XDwjKeG3cg7dzz8LgsVwqYhseTMDyGFQqiNdXJO/0Y52WrWd0KhULxaKAEpeKh2ThXOdNtXaB2zq2h1PZ3ZrqPzasD6Ed7sRaXMr6F+p7W3MhaUx20NqLpOvb4dGELn9ZGtN4e6Vqemi9aa7ltAj75r70VBoayTS/5+P3SwLOnDdIp9PCX5JqrQ9gBH6ybWG9fwN63WzrX/d7iXpKP74eqKvGK3N8hnzXUgXdIpt9Mz8BUFNbyUt+2LZ3aCzE4/gSeLxzF9Hk3pbxdtP174NYgem8PuteDeW8Ca2IGvaFODN13t8HUjNSCjs+AmZLmnPIAHOjETqWxXz8PNujfeO5jnZetZnUrFArFo4ESlIqHJpNKvTqA9fYFacgoEC0yb9zB99o5LJ8fz7HezPa0NKKX8C20p6PSPd13CO2bp0n/n3+46djW9UHY0ypG24kitYb3w3paxKLXabJxo3b5+LxSa1gbQvf50b3OXym/DwJ+tLYG9KYGzAGZDY7fJ4LS55WIpp3NKXu+dgp7YRlrYQl7JY518aZY9GgamGn09has8byxkbom3eM+H9qhLvTH96M31qF//bmit2bfHoGpeaz3r4Jtox3sIv30ETzJdZicgUN78bz4tQ01qX8i88ht8ZnUOndh11ZlBOvH2Xmtur4VCoXi0UAJSsV9U6xuLT9alL+dvRSD6JIsN2xHKIilgd7bA53tm6NNoSCWrmFUlMtM6kLcHROxtrKatc0phsbWjTl+LyzHYHZRrHWKoevQWAm72rEG7qA5s7GzBtwhKQNIpbEv3ZTGHZAL8HpyIp/W2xcy6X5CQaz2fqy0KRHZ3a1S87inFW6PQF2ViLyDXTA5DU8dwR6+BxVBzOFx0j86i+eFkxgdbZsv+fEerOlZ9M/1wvgU1sQMnjfeh4P7oCqE3t4i1zwTxRoeg8M98M5FONaL/swTql5RoVAoFJtQglJx35SqkSw1s9kan0ZbXsEan87ZPv3eVYkwVleiV1dizS5gvXYu0z1sTc/B+9cxYyto60UE5eoajIyLb2O0hACE7XV5u2llt0mlGIkkjK3C/FsQW8E0DDwH9m0y4LbevQRjM+IvCRIB1XPrQd0yAbfRhY52WFzCbqwDy4SJqIhlQ4OaSghVgM8AW4PLN2F6DvNNp+nn/BXSNhgvvbj5mmNxmWgzNiURyaFR9OU4zC3g+ebp7OSic5exzpyXKT0AI+MYL/29bTw8hUKhUHzWUIJScd/k10zmdPtuiEhurm/T0DSN/MYaO5GAWBxrdBJuDGJpGtwagqv9MDEr4sk0IZHe5GGZg9cr3o87gd8D6yY01Yl1TqqAkPX7oL1Z6gy9hqSekyIY88W1tqsV+9qgpNDnliAUlO5wsse1hsc2NbrY7c3YOuidu9G792JF3hRBvJ6WVHh1NQTn4cRRGJvA88JJANIamT+7ZCYNhYLQ2piJCFsNdVjLb2EcfTznmo2nj4AGVjAIr7+N/jNfzTmOilQqFAqFwkUJSsV9k18zCRKBNG/cwXz1HYznn8FzrHeTqNL3tpO+eRtPXkpbC/jRQkG0Xc3o1VXooSBWSwPW6pqItdoqsdIJlWfHChYivgbJHejwBhFsVSE4ckA6uAvZ/XgMOZ9lQsDrCMzGgofTm+owdzWL4F1YEfNwm5zaTOv189jr6xjdezONTekfnoXrg1h+P97/6e9jTs9hT8/ArlYYn5IJPZNzMDqBf0M00vj25shkJmLc0iiRyY52jN5u9L3trDbVUP7Ewdxr3liL+dzxzcdBdVYrFAqFQlCCUlGUTTWQRSKQhIKkXn4NygJogDk6hfn6O+hfPonu9WSaO2zDwEaTtPQG9D1t2Ie6MHr2ojfWZdK91t+9DcsrMD0vtYbzi1LXWAjDkMk2EzM7dPNI7eI7l0QsFiJYDmgiKn1+aaBpby0YtbUNQ+ZSPXlIBGjvY3D1pkynWU9DuR/92aegujKnsSl99gPxuPT5APA83oO5lsAu82MvLcv87IAP4wtHt7wlt1s+v1bVtXOC7Ex0ezq6aVk88qxQKBSKzzpKUCqKspW/pBuBXP/zH2C//i58vg/P6VOk//pV6B/CWoxhV4Zg/x60uQXsu/cwxmex/uZ16DuYFVuJRHbEYmNd9jz9QyLsJp3OZr9XRvwVwjRham7nH8JyDOJFJpQ21sKsM0lmYkZE76tvY+1uAXKfmTW3KB6Z80syS/udCxBdlKYegMoKvF9/Tp5JdWVWrAUDIpZ9HokILy5hXx8U26XTp2TqzUwUrViz0gbcbnm7uR4tENi0flMEM39J7ntXKBQKhcJFCUpFUfIjUcW6uAn4wedDr6/NdDRbiQR07sa+NoB2uBv9RB9WbAXGZyV1zQYBc7BLfCSb6nKOb1265VyIJjY73XthaQmu3C58wQEf9B2EO2NbN9OUwmNAdUjmcDfWwtIKmJtT6fqhLqyFGLz1gfhGDo/CyaPo7U2bnpV1e0TGGtbWQmwcevbB+ATMLUNsReovKWCDU1ct92U75u2VFVJvur6OAWgNdditjRAK5kRGC5G5lsUlrFfPYT//NJ5jj29an991vzFCqVAoFApFIYqEXhSKrLhxBUr+z+aNQcxXzmDPzcuYPic1bM8vQDwBc1GJ2iWTIpLcMTFr6zkG6FrAl41QbqSqQpZ+SfcyOQ33SghF3YP/2y9C0P9wN97WBPU1YuuTThc1NbfOXYb1ddk2tiL3PHAXADu+JuMikaiesasJbVeLNPtogG2it7dk/wYW6TzXEsnMeET9RB9GWzNaKIg9GyX9yhnSb1/Euj6I+f41EZx3x4reVub9BQLO6bSC64nFJeIai0uNZWNdzntXKBQKhSIfFaFUPDDW0gr2TBQ8OswtSFoXsC/cgtl5KAtATQi7plpqLN0O7PhqTp2gO1ta8xiZtK711kWorxVh09IIs1GJGi4XGT8IcPSQiLj4Q3Z6Ly5D3BDj8bV1iqq9uQWpo0wkoaVeusw1g/QrZ9CcND84gtKxEUrPLsC9CejZh95QgxVbhUs3xV+yAJ4vHMP0+TCOH0FvrMMcHsfur5LU/+y8NA6trKJVh9B7OrcVRTQO7kML+Ituq2okFQqFQnG/KEGp2JJiNjH2bFQ6q4fHZXnlJmbXHlhdEQ02E5WGlcgZLMuGRccfcmER/ZunM7ZD6asDcKkfcz2N7jGw62skiHd9QFLBg8PSlDK/LH6Txbh8A2t9XUTW+EzOFJr7YjUhaW+A1Hpx38qGWrAsaRby+6XBBgsN0Bpr0bs7cxpfjN5u0r/zH2BmAd65iPFbv0r6P/5nOdbwaMFT5E+9MT+4Cpf7oalWZpavr0NFOZpjoL4dtqqBVDWSCoVCobhflKBUbEnGEzGRkHSpx8A8+z4EApIWrq1yIoc66T/6czCd3LZtiyAMlcv4wssDsL4MHi/W8Bj2vQnsdy5BRxvUVKJ1tIFlYfT2QHcn6etOraSNCNOpOce7sQg+v9RqXh+EobHS25aivVHqQgdGoK0ZlmIF54frxx/HunBNPCoNDY70ZKbPuB3r+WhHHsOemEE78ph88Lle+Lt3ZLkNtMZ67KqQ1JP6fWjHHkdz5p8rFAqFQvFxoQSlYksyTTiJpNTpLSxLx3JDrWywFMt2Y68ls9E9vx8qK8SiZi2J5ZqSL8awXj8PlWWyT0crnhfD2Ikk9oXrGX/E9KbIoO3Mwi7iNTk371jtvCfp6gfBZ0A8KffW3gwnnkC3bKzvfX/zthMzkLKdUkQtZ/pM/jxyF++zT2Htac08U+OxTqzxaXTHtmcrPH0HsaorMQfuYk/NS9OTbRc9n0KhUCgUHwVKUCqKYs1EMd+9jHH8SGa2szk1i9bbg60D/gCMT4v5d2UQ6mrhSn+218NGbG/aWyEel4k3M/NQX43+7FNYgyNwd1y6lofH0Ht70JzxgwBUlMtsbpdQOSyVqKHs3EXq5dfQjz8piee3LhberiIIK0WO09UJDdUyznB8Gt65jDVeuBFIP9En97CwBE8eRN+/Z8uO6E1m744Hp74nd+a2W2aQ7wGZ2e/gfsz5JYyTR9HSpqp3VCgUCsXHiuryVhTFPHcZ6/XzmOcuA2CNjGNfH4TJafSqSrhwXVLaV25Jx3J0USKDCSeCuByD4Un40VmJ5rkekiHxXETXxbR7ahbr9fNYV/pzu4nzu6vjCfFkLMbgsEQ+x6bwnCxh9F1MTAL0D0mk8a0LkDalPrTQ2EWk2UYPBSHgQ/NLh7sWLLuvjuiMN2Reh7tbZmCeu5zTvW3euEP6lTNY1wfRLRstbaoObIVCoVB87KgIpaIo+uM9WNOz6I/3AGAtxaSru3c/xok+rNvDMBWFYDnW1X5pnNnYCGNoYNrQ1ox+og+OPc565AxlPyczoY2vnMRMJuHoEbgzjLZ/T86kFqqCMLsokcpgAJ48DP2DMFSkMWdPG/qxXozjR9CCZcVvzKND2iq87mCXRB5TaTh3Weo7Z6MFO8fNqwNY49MQW8UeHMFyvC9LNbTkRx7dudquB6fLxnnpuRFPWwLAZX4sXRNBe5+oWdwKhUKh2GmUoFQUJxaXaF3MiegtrcB6Ci2xLrWKU05UbXlFlobueCw6+5vOHyamxDoHWN7TRKhOxJM9tyAp7KlZdMvGvj2CvXEyy5zTFR5fQ+tow74zAmPTha9V12DfLol8bkXAL9NqCnFvPDPf2vrSUzKJ5sINrDc/2LSp9fYFaUwKlaN17UHf3bpl6rnYNJr8Gsic1PiGz137IXNgCG4OYTU1YHS05Z9me9eAmsWtUCgUip1BCUoFULhmz0qlscYmIZXGADxfOIrp82IcPyI7lQdyO6ktS8SkGwGscDwanzhU8JzWB1dhZAIMHcu20Hp7MDrbMWNx7Pcui1n6agIMDfvWXaiuKpp+xrIhtpZzL0UpJih1DY72ZqKkAFbKxB6bLHiYTA1lch27iPn5JkJBLF3D2L8H7SGm0BifO4y18V3cB8pnUqFQKBQ7jRKUCqBA5AywIj+G4QlZ9h3c5ImYMSp3cSOTbjrZbai5fBP+3k9sPundcVmOTIBtY7/xHsb//hLpf/VdGJnMjCPMHG9uvvRNXL6Zey/FcAzYCzIwRHp6LmNMbt+bhNHCgtLo7Sb9xnsQX4Wr/aT7hzCefwbPseIWQNaVfrg5hN3UgOcbzrO8j+5s9970E33bi8YWQPlMKhQKhWKnUYLyM0ax+rmCNXt7WuHOSGaKy6b6v5oqmF8qfrL6akkHf+1UdtTi7SHsJ8rk3D/9AvzF38LTfTAxif7lkzKP+isnsXTg2mBWVHoMmas9OVvcaPxLx3PuxXr3MqwXsA9qrBPT9Xz2tMChHrThsYwxOcfSWH93FkanYWE5u21dpVzrM09ixePQ1Yk2METxixOMp4+AxgNFFjfem4ouKhQKheJRQgnKzxjF6ucK1uzNzkun86xEBs0PbmD+8Cw018GtoYJm34CkvE1LRif6DOzpWcw33oP9u/GOT2P6/GgBv3g2JtZl1CFgT85IY8u+3SJWrQ3iLG2K9ZDXJ9NhCjEh9ZV2fA1reKywmITihufBIHpbA/qhrozg1uOrWF4P6T/9m1xBGYvLHPOWRqkD1Wzsuiq0htLRRi1Yht7RXrRpaKuGmZ2ILqqmHIVCoVDsNEpQfkbYGF3UN3o9lsJ0aiKdyTfWTFREVZHJMRk0TfYbGYNkCqKL2B4vWlUlqeZ6Atgiai/3i6B874qkvNdNjJ96XtLIF2/kHtNrQCgE6WUooifdazLPXcY6c7749a2uFv7caT7aKNjMG3cwX30HbCftbhhgmlAWkFjk3LzM9L52GxZiWzbJbNUQ81E0zKimHIVCoVDsNEpQfkYwbwxivXoO/fmn8Rx7fHs7TUzlLPVDXZh3R6A8CJduZP0m8/F5pXmmvg7Wk3C4G218BjuZxLh5B758Qhpamhrg+2dk7ODoOHr4SyJwQkHSPg+89QGkbbEfOrAXOnbDuxdlbnghaiqBbFrZ+vMfFLYHqqgQUZne0OAT8KKFghI5zUFseuymOjFlb2+CsRk4/iSeJw9gTs9hzy+hPXkIzbbQe3skFV4k+rdVynqr9TsRXVRpc4VCoVDsNEpQfmbQnOo+bYvtNlBR4fhAVgDIjOyRKWiokUhdsyOyNqam/b6sZ+P4FNTXopUHME6fIn32PbwXb2J6dDwnj6GtrmJ7vWCm0Ntb0L3ydTQ62jC+/SLJ/iHxuSwLwNQ8TM6VbqiJi32R2zyUfPUtmFvevF0ikSsmASrKME6f2iSyXJue9GvviMdmMgnlfrRgIGsv1FSfEXjm1YGS0b+tUtZbrd+J6KJqylEoFArFTqME5aeMjeMS9Q3dw/qeVmfEX+v2D1YWyFlq1SHsgA+a6mUiTnJdxKTrPVkZgrqQCMqZeWiqg4Ya9IP7MQ7sw4zFsfqH0WtrsN6+gB3wSzRzd1uOh2PG9scVfT6vjGpcXYM33hc/zI0EA3Idjx/M/bz3ILxxPpOyz7CrSYTy8obj1NSUFIC2x8BMJtFOHkOLLmSaatx6Ta2pTmoudzj6lx+RVNFFhUKhUDyKqNGLnzLyxyW6uGMTrVtDmFcHsONF6gg30toEAZ8sAa0qBA21UFsp35ypOdnODVAux+CeTI4BRHBOzWPfHpHNLt5AX4jBzCz6iT6Mzl1ojXUYjbU54wMzUTg3Gjm/jPfrz+H7yWfx/OrPb77OeAL8PvTKvKkxiYR4S256SHaumASpgyyBljbRqyrRvZ6cppr85+0K0J1qdnGfheurudPHVygUCoViJ1ARyk8Z+eMSXezFFeyZecyhe+g3pfZxq7Sn59Qx0qkkxnEx+7YNQ4TkxZsysabcD6vJ3J1ME4IhSKVgdxssLUF7s6xracT2e6GtFaO3G2smir20jL4nt4klY/szPA6jU9Dh2hY53dseIzdlXRaAZAprJutTacdX0R7rwNY1eOti7jUGfNDTCf1DEHLqKZ/Ii27moTXVQWsj9lIM69V3sJ1a1GLPe6fIj0iqDm2FQqFQPIqoCOWnjfxxiQ72Ukwihl7f9ru8nWPZt0ckSva3b8DNIec4Hug7iOd/+za01Mv2HufrtJaUqOW9CRibwXr3EgCaZYFhyBLEy3JiBmtkIidqmqnxcxtkvF4A0m++j/WDs1kxqSEemcePQFMdhitckcieNjiK5+TRzfc1Nw+rTmOPbUFFEK2qouSjcK/VXozl1qIWed47RX5EMj9iqVAoFArFo4CKUH7KcCNp7uhAF88Xj2L6vZtqK7dzLL23BzrbsS7dhDuj0NQgEch4kvTv/b9QFZIdGusl2tfeCreHoakWTAttV2vmGtbSKQJfFJGXibotLGNuiPplaijramBwBKpCpF5+DTtlSmNMS4MYnHe0g5WGyjKMn34O40BX5tr1ve3YyQR2Ign1NZLSriiT6OY3XoCBYfHB7NoDVUGMo4cLPoN8uyWtqQ67p3NT5PCjqmlUNZQKhUKheBRREcpPGWb/ENa5y5j9Qzmfb2WoXfBYl/uxXj+PdXtEIoaz82IqPnAHFlfEKzKZkgYcgIkZqWecmJa53uspqA5lon96Yx3pF57JCNpMJLLMnxP1y9RQ3h6SSOetOxKZvHnHMVp3ptwMj0nN5o/fR/MHclLAWrAczR/AvnAdYk695Hoa2lswQuUw60zcmZmF6BL2bOGxju612NNRJ1KY+/w+6ppGVT5MAYgAABWYSURBVEOpUCgUikcRFaH8lGGPTsLcgiw34E65Mb5yEs8XC6SBC2C9dxVmoljnLmA212c9Hb0+WF/Ldne7VFZIDWV3J0zPwMH9aENjaDaFRy86GAf3oQX8m6JvFhq8fQHaW2Ru+O4mSDvTb0YmYE+bRESfPISdSErdZIFxktb8ElwfhJYGR7LacLhHxim2NEJ0SdL0Bdh0TcoUXKFQKBSKTShB+WmjsQ6CZdnxiQ7ulBur0AzrYrjd2nNLpF85A9EFEZD1NXD0ENybhKFxse1ZSzrNMUmZpBNPonkMjNOnsBNJEWEtjXiHR7EqK4uPfdzwc/r1dwANynx4fur5zAzx9PdekQ2XY+DxwloC+8J1rIC/4HHshWXM+Br6l55CbxbPSHtxBasiCKGgRFnL8g3NC1+bSjkrFAqFQrEZJSg/bSTXJdWczJ1i40650Q915Xxesmt4T7OkrxuqJRh5oEsihQe6YGIS/AGJUvr9Iiib6qGmAu1QN/b1AfSDXZA2xQMz4Mf2GFgj4yLiAHN4nPSPzuJ54WThcYUVQUmd11SJMIyvSkC0ekPNZlMt2qFurOsD6KHg5mMA+mOd2EvLGEd6Mul2eznmzATXoK4KraF2W49XmYIrFAqFQrEZVUP5KcO+dQeWV2S5AfPiDbgzJssNlOwa3tUsjSwHuzFOn5LoY2Jd0tBXB+HWHYlYLi2DrkMyASOT2LeHILqEeekG5itnsEbGRRDeHsEzeA/rSj8A6R+ehXevyLIQgyPShDM4knOtLDod1YmkdKFfvAGX+jHfv1bwMNbIBNb1QayRicxnni8cRf/qSSgPwM2hzDUpFAqFQqG4f1SE8tNGdUjEnRvFc1ldk6jlau4c7JIp3Mk52X56FvbvQT/+BFZsBerq4MI16GyXbu7WJhidlCjl3CLUVkpE0yan2cZ4+girq6sEnpYpM56vnCStgXHyaOH5118+CX/xt7Ik23WeMVT3euTnlAl3R9Hy7zmDM487kcicxx3PaM1EMUPBzOSbTXsq30eFQqFQKLbkEyUow+GwBnwb+DmgDPgR8C8BL/DbwCkgDvxmJBJ5b8N+33L2s4E/iEQif7xh3XHgd4AK4FXgn0UikZSzrgX4N0AHMAT8o0gkMu2s85U658eFvqcd68Zd9D15ArG8TOZslxfuUi7I6hpYQHRBophlPpiKoh3sxvjVn8eamsNaWIa2Rkmzd7aBrqP3PobeXJ+pecyIVrfLu07Szu7M7mLzr/WVOJbPj74iEUnXC5LJGdlgYhrL74PdrdBQK5N8CuDO47YTiU3ncYVlMVQTjkKhUCgUW/NJS3n3AI3ATwLPAY8BPwN8F7gLnAB+Cfi34XB4H2TE5JeAZ4HngefD4fAvOOu6gd8DfhF4BhgBft9Z5wP+CvjdSCTytLPdX4XDYVeEFz3nx4k1twhLMVluwHOiD44ekuU2MV74PBzaix5+Fv1EH0xGYXYBu/+uTLqZjYq/YyIJVUHYuwf2tEBdNdbwGPZqIud4dnwV/dbQprGP+d6ZdnxVusL374EDnZkpNPredrmOrg7ZsalehOzsPPrJJzEOln78+p62jKm7NRMl9fJrWzYpuedUTTgKhUKhUBTnExWhjEQit5CIJADhcHgcCAFdkUjkW87Hk+Fw+J8Dvwb8Y+AfAs9HIpF1Z5/vAD8E/gT4deCfRiKRKWff74bD4W+Fw+FqRLD+XSQSOe+c+91wOPyGHCL81hbnzCEcDr8EvARQX19PNHofndb3if/CFYzEOuaFK6y8cDzzuX53BN/ULKt3R7BCgW0dS59fwBvwk1pbxdrTiae6Ap/Pw3pFGSvRKHp5AF/AhzU5h2dyFnNuAT22xvrENMZ8jPTwKLoNqeVDWI91ot8awnjvGovJdfD7sBpq0GcXILmOd2iUVG0llgH6rSG8H1zHrKnCmJzLvebWOvwzsxiAubqGtacVz8AIiaYa0gf2QmJt831c7sd79iKpk09iHemBxBqe197G+84VVuNx0i+cKP0gWuvkuAWO/WkhnU5/qN9LxYOh3sujh3onjybqvXx41NVtbxjKJ0pQuoTD4d3AbwIx4AZwK2+T64i4AwhEIpGYuyISiSyHw2G3GG4fcDNv31tAV5F114FuYHKLc+YQiUS+i0Q0///27j7Kquq84/j3zjADOAxqh5f4hlQRFKNSq1EbjaIo+tP6ktgaY5NlTRRaDVnWRJtEI6Sa1mrVamIjNmLiipGiTa3xKWpBkvj+1lQqgVZLjIJiILIgWoSZuf3jnEsu13tnLpyZey/M77MWiznn7HPOvrM5Mw97P3sfZsyYka+2cbbFxjOnkr9/Ps1nTmVY0X0624fR3dLK4PZhDKry/l17bKBzyasM3WM3mjs66D7rJLp2H03rQRNg5Rq6O3ale7dRcNB4WLmKpuHt8MxLNO8/Dtatp/Xow8h1dtGW5h/mJw1lLdDe2kr+xSXJGpBvvk3u0APJTT5qi3Ldw4fTtWo1+aXLGdzSSktRnTeeeVLyGT8+lUHjxtD1zH8y5IhDNg+ll+psb6ertYXBLS00rUyG4PPH/wFdbW0MTj/LQM+RXLNmTdU/NKx23C6Nx23SmNwu9bfdBZSSppHkLc6MiGWSdgfGlBQbC7yeft0lqbWoh3IwkK6OzYr03DfKnLsi/br0usuKzqt0z7ppbm+je/zvfmAJnUIeYW50R/kJMGV0v7QsmQE9eiTNY/fYnG9YyHnMHTqRQacet/lanc+9RPfyN2BQM7nuPLnOrrJ5h01770E+rUshx7L0LTfNB41Pch7b28gNaa34GXvLgUw+e7Jw+ub1MEnyIYs/S2GfmZmZbb3tKodS0iTgmIg4NyKWAUTESqBT0pS0zBDgq8Cd6WlzgSuLLnMlyXA3wBzg6vQcJJ0IrE8n3vwIOFvSXumxMcDpwENV3LN+2tvobsptXuuxYHOQtmpN2WWCCnmLxfmNTQdP2CKHsfQeuZEdm4OwrsX/TW5kB7kDxyXrT5Z5n3j3/75Bywsvb36NYdOojh5fI9g8cRzNpx5H88Qt184szWssV/dyn7154r4fyId0jqSZmVl221sP5SnA4ZIWFe37IfAZ4FuSrgGageuLZlzfAMyS9CzJ+jXzSSbYEBFPSZoD/FRSF8lM7gvSY+skXQDcnfZqbgAuiIj0xdA93rNuup7/r2RNxl13KbtYeKVlgsrOZl7/Lk3deVj/7pZlS3ouu5a8QveCp2G/MeRWryWfB958O5mVXfTGnqZ99mTTugNpqzJ4qzQDvXR/tTOxy13PC5WbmZlll8vn872Xsj4zY8aM/C233NJv19/070/S/W8/oemUj9EypZfJJkXKrbdY2Fc6NF36hpvO5xbTteApmj56KE27DK84lA39k+eyLWtFen3JLTn/qDG5XRqP26QxuV36Va6aQttbD6X1Irdze49rMlY8r4eeuu7XVpJ/8WUg7QEs6bks5ChuEZyNqt2DvS29jF5f0szMrO9sVzmU1rumvXen6cBxNO29e+Zr/TboyifrP7a3senBhdDetkXeYSGg2556+pw7aWZm1nfcQ7mDKbxNpjR/cVsU51vm2nZi430Pk3/sGfLvb6L17Kl9Ud26ce6kmZlZ33EP5Y6mwizvbVHa89g0qgN2HZ78XQOVZm/3NqvbzMzMass9lDuY0hnYfan59yeS23V4zYaJK+U5Ov/RzMyssTig3ME0H3kI5KD5iEP6/Nq1HiautMRRpf2lPJPbzMysNhxQ7mCqeXPM9qLadSgrcU+mmZlZbTigtB1WtT2ZZmZmlo0DSttheSa3mZlZbXiWt5mZmZll4oDSzMzMzDJxQGlmZmZmmTigNDMzM7NMHFCamZmZWSYOKM3MzMwsEweUZmZmZpaJA0ozMzMzy8QBpZmZmZll4oDSzMzMzDJxQGlmZmZmmTigNDMzM7NMHFCamZmZWSYOKM3MzMwsEweUZmZmZpaJA0ozMzMzy8QBpZmZmZllksvn8/Wuw4Ai6VfAa/WuRx2NAFbXuxL2AW6XxuR2aTxuk8bkduk/qyPi5N4KOaC0mpL0fEQcVu962JbcLo3J7dJ43CaNye1Sfx7yNjMzM7NMHFCamZmZWSYOKK3WZte7AlaW26UxuV0aj9ukMbld6sw5lGZmZmaWiXsozczMzCwTB5RmZmZmlsmgelfABhZJpwKXAy3AfcBNEeG8i34kaTfgk8DDEbFEUiswCzgOeBf4ckQ8V1T+fOBCIA/cHhF317zSA0Rp2/RS9gjgWmAYsACYGRGb+r+WA4ekHMm//U8AQ4FHgWtIfl75mamTSu3S0+8OPy+154DS+oWkWcDxQFe661HgSeAS4DTgPZIf0F8heeitH0g6B5iabr4OLCFJXn+C5Hv/IeCfJf1JRLya/mI8FpgM5IDbJXVHxPdrXvkdXLm2kXQhcAHwfrp/cUR8XtJ44GbgLGAVyS/X29K/re9MAEaR/IzKA98l+Z6fjp+ZeirbLpI68PPSMBxQWn/5GDA5IjoLOyT9KzAjItan21cDP8MBZb+JiLnAXEkzAdIfwOMi4vy0yJuSvg5cDPwF8OfACRGxMS0/A3gE8C/HPlbaNqmTgTMi4u2S4pcAX4uIt9Lt2ZLOl7RLRKytQXUHhIhYStIjCYCkFUA7fmbqqkK7dOLnpaE4h9L6nKSRJMMM90j6saSbJA0D9gZeKZSLiC7gV5JG1KmqA9E+wNKSfS8D49OvhxQCfoCIWAfsVKO6DWiSmoF9geslLZJ0p6TR6eF9gZ+XnLIUGFfLOg4UksZI+od0cwl+ZhpCSbs8hJ+XhuKA0vrD7wG/BD4bEceSPNizSYYedispOxJYU9vqDWgrgDEl+8aSDLkCdKU5lgBIGkzSE2D9bwLwa+CKiDgOuB+Ylx7rrd2sj0iaBlwH3BwRl+NnpiGUaRc/Lw3GAaX1uYh4JCI+Ufhfe0TMBvYHvgdcK6kJQNLngEWelFM7EbES6JQ0BUDSEOCrwJ1pkbnAlUWnXImH7moiIpZExPGFYbqIeAj4jaS9gDnA1Wl7IelEYH1ErKpfjXc8kiYBx0TEuRGxDPzMNIIK7eLnpcE4h9L6nKR24L10SLugGbgHGAE8I6kbeBG4rA5VHDAkjSNJTh8PrJN0EvAZ4FuSriFpl+uLZqzeAMyS9CzJBIP56fnWx8q0jYBLIuK9omKtwKaIeErSHOCnkrqA5SSTEaxvnQIcLmlR0b4f4mem3iq1yx1+XhqH35RjfU7SecBJwHRgA3ApMD4ipte1YmYNTNLRwFXAORGxVtIfAX8aEapz1cwajp+XxuMhb+tz6XIZPwaCZP2vYcCMulbKrMFFxOPAN4F5kh4DjiJZo9LMSvh5aTzuoTQzMzOzTNxDaWZmZmaZOKA0MzMzs0wcUJqZmZlZJg4ozczMzCwTB5RmZmZmlokDSjMzMzPLxAGlmZmZmWXigNLMzMzMMnFAaWZmZmaZOKA0MzMzs0wcUJqZmZlZJg4ozczMzCwTB5RmZmZmlokDSjMzK0vSkDrfv1VSrp51MLPqDKp3BczM+puku4CzgP8rc3haRDwgKQ8MjYgNNa1cCUk3AxMi4pQ61+Nw4K+Ak+tYjZuAJ4Hv17EOZlYFB5RmNlBcERHfrncleiJpKHA2sFHS2Ij4RR2r87fArDreH+A6YKGkf4qITXWui5n1wEPeZmaN44+Bx4C7gAvrVQlJRwE7R8SietUBICJ+CTwHfLKe9TCz3rmH0sysjDR37/PAF4A2YAXwxYh4bCvLdAKjgW8DB0fEhB5uOx34CrAceFLSzOKeOUmLgK8BU4HPAsdFxFJJ44C/Bz4CdAMPA1+KiFXpeaPS884AWoCfA5dGxM8q1OPTwL1F9x0K3Aicmn7OpcBVEbEwPT4YuBY4D+gEHgX+EngpIj6UlvkF8FHgSyTpB23ANRFxs6Tz0vJjgQDOj4hCesK9wJ8Bd/fwfTOzOnMPpZlZebcCpwPHpEHRxcAdkj69lWUAbgfuAPavdDNJB5MEnovSoe5lJAFgqauAVcCYNJjcD7gP+GtgFLA7SVC2UNLO6TmTSYK8ccBuwG3Ag5LaK1TnBGBh0fZMYFha/xEkQfQJRcf/BdgDmAiMAeYC95S57jeBBRGxN3AScJ2kq4EDgMOAPdM6XlR0zkLgWE/OMWts7qE0s4HiOkkzS/Z9OSLmlBaUNImkF+2AiFgHEBFPSzoX+JGkHwAf7q1MRHQCzcA/RsQjvdRvOnBXROTT7e8C00iCxWIvRMQtRds3ApdExOPpdhdwr6QOkt7OKyJibsk15kmaDhxJEmiW2oukl7RgAjAvIt5Lt19M/yDpDJJg8rSI6EqPPyyplSSILvZERDwIEBEvSnocOCIilB5/X9JsYApJjysRsV7Sb4CRwNtl6mpmDcABpZkNFFszKecE4NFCoFgQEc9J2gAcBBxfRZn/SHcv6ulmkoYBnwIOKdp9H3CrpH0j4tWi/aXXmgx8JJ2lXqwJeCq9/n4kE2yOSvcvBjpIejPL2QC0Fm1/A/g7SUcCC0h6Udemx6YA9xcFkwWLy1z3oZLtN4EnSvatSOtWbCjlZ+ibWYNwQGlmVl5pgFSsaSvKVONTJLmND0gq3t9J0kt5eQ/n5oETI+KlcgfT/McFwN8AnyMJzMYC3wMqDSO/DEwiCfiIiGeBYyTtSxJsz5O0GLgsvUZ3r5/wt3Ut1llh3+bvXXrPdyJifZX3MLM6cA6lmdkHLQJOlLRT8c50bcZhJL1v1ZSp1jTgsoiYVPwHOBc4Px0+rmQByWSYLUg6Ng0mDwDejYjbIuK9iMhHxHLg1z1c8wHgzNKdEfFqRMwmyX88AzgQ+AlwuqTS3ycf7uH6W+PMtD5m1sAcUJqZJTYB+0hqiogXgPkkPXF7AqTDvT8ALo+IjdWUqeamaQA6lqTHcAsRMZ8kb/DjPVzii8BFki6WNDh9u8wXSHIrNwH/A4yQdFp6v53S48dQeZTqOyRB4u9IapY0T9LkoqDxaGBX4C2Sofk8yWSk9vQep9AHyx5JaibJLb0167XMrH85oDQzS8wmeSvL/HR7Okkv5JOS3iGZqX1JRHyn6JxqyvRmGnBH0YSXUjem9ykrIl4hWS7oD0kCvFdJeg6nRERnOlR8NvANSW8DT5NMFLqUZBmgctd8h2RG9lVpbuR1wAzgdUlvAjcA50TE6ojoJsmjbAFek7Q83e5pmL5aFwGPR8SyPriWmfWjXD5fmr5iZmYDXTrMflaZGeLVnj8WeLqwDuU2XmMqyaz21dt6DTOrDQeUZmbW59KA8vmIGFHvuphZ//OQt5mZ9Ye3gLWSTui1pJlt99xDaWZmZmaZuIfSzMzMzDJxQGlmZmZmmTigNDMzM7NMHFCamZmZWSYOKM3MzMwsEweUZmZmZpbJ/wOPn92rgmWWAAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Flat Model" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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zKEmSpIYjh5IkSWo4IWU5feADH5g48sgjl95QkiRp+Lr+XnNHDpfT7bffPuwSJEmSes5wKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDUMh5IkSWoYDiVJktQwHEqSJKlhOJQkSVLDcChJkqSG4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGisPuwAt2djme/Ssr1svXtCzviRJ0szkyKEkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDVWHnYBk4mIWcB+wG7AGsAPgKOAVYAjgG2BvwOHZObP27bbp95uAvhMZp7atm4L4GhgTeBc4PDMvK9etz5wHLAhcDXwjsy8qZ/HKEmSNB1N15HDTYHHAq8AtgeeBuwKzAeuAl4IvB6YFxEbQxMMtwG2A14CvCQi/q1eNwc4HtgL2Ar4M3BivW5V4HTg2Mzcsm53ekRMy+AsSZLUT9MyAGXm5VQjhQBExHXAWsAmmblPvfiGiPgQ8FbgIOAA4CWZeW+9zThwNvBl4G3ABzPzxnrb+RGxT0SsQxU+z8nMi+p9XxgR5wMBnNFeV0TMBeYCjI2NsXDhwp4fez+NWr2SJKk3Zs+e3XXbaRkOWyJiA+AQ4E7gUuDyjiaXUIVDgNUz887Wisy8IyIeWT/dGLisY9vLgU2mWHcJMKeznsycTzV6yfj4+MSyvNDTwajVK0mSBm+6nlYmIvYHPgocn5nvAa4DNuhotiFwTf34gfoUcWv71YD766dL2nZp/UqSJD1sTMtwGBHPBbbOzNdl5hUAmXk9cH9E7FC3WR14H/D5erMFwPvbunk/1SllgJOBw+ptiIiXAnfWk06+B+weEU+q120A7Ayc2cdDlCRJmpam62nlnYAXRMR5bcu+DewNnBARRwErAce0zVb+OHBERFwEzALOoppcQmZeEBEnAz+OiAeoZiTvW6+7IyL2BU6tRxvvBvbNzLv6fZCSJEnTzayJiYlh1zCSxsfHJ+bNm9f3/YxtvkfP+rr14gU960uSJI2UWd02nJanlSVJkjQchkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDUMh5IkSWoYDiVJktQwHEqSJKlhOJQkSVLDcChJkqSG4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhorD7uApYmI9YE9ge8DzwXmdjR5IrBLZl6yhD7WBo4BngPcAhyYmVfW62YB7wReDdwHfCQzz+r1cUxXY5vv0dP+br14QU/7kyRJgzWtw2FE7AG8rH56TWZ+BfhK2/oXAB/MzEsi4jHAj4CFbV38W2ZeB5wGHJeZ+0fEHOBrEbFDZv4NOAxYCdgaeBSwICL+npk/7vsBSpIkTTPTOhxm5gKqsHb4FE2OAt5bP94aOCUzP97eICKeB9ycmVn3+fuIOAnYG5gH7A48OzMfBO6IiIOAo4GHhMOImEs9cjk2NsbChQs7m0xrg6h31F4TSZIeDmbPnt1122kdDpckIrYF/paZv64X7QA8MiLOrp9/LDPPATYGLuvY/BLgtRGxHnBjHQxbLgc2mmyfmTkfmA8wPj4+sSwv9HQwiHpH7TWRJEmLG+UJKUdSnRJu2RD4TmbuSDUqeFREPAu4DtigY9sNgWuoTkE/tmPdk4Ab+lCvJEnStDeS4TAidgauzMzLW8sy85WZeUb9+EbgWGBX4ELgORGxWb3tusABwFfqEcOfRsS+9bpHUIXOzw3yeCRJkqaLaX1aOSI2AY4H5lBdD7gj8Gbgg8BuHW3Xzcy/ti1aFbgvMx+IiD2BE+pgCHBwZl5TP34ncGxE7E81MeWUzDytf0clSZI0fU3rcFjfbuYV7csi4t+An2Xmn9uWPQI4KyIOzMyfRsSTgHHgdXU/VwMxxT7+Duzfp0OQJEkaKaN4Wvkm4Ij2BfXp4d2AAyLiPKpZyG/JzD8OvjxJkqTRNa1HDidTz0CebPm1wF4DLkeSJGlGGcWRQ0mSJPWJ4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDUMh5IkSWoYDiVJktQwHEqSJKlhOJQkSVLDcChJkqSG4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqbHysAtYkohYH9gT+H5mXrqUtlsARwNrAucCh2fmfW39HAdsCFwNvCMzb6rXrQocAWwL/B04JDN/3o/jkSRJmu6m7chhROxBFfY2A55RL9svIi6IiPPqP5+sl88Bjgf2ArYC/gycWK9bFTgdODYzt6zbnR4RrWA8H7gKeCHwemBeRGw8oMOUJEmaVqbtyGFmLgAWRMThbYv/FdglM2/uaP424IOZeWP9fH5E7BMR6wDbA+dk5kV1vxdGxPlAREQJbJKZ+9Tb3RARHwLeChzUlwOTJEmaxqZtOOwUESsBGwPHRMSTqUb7DqlPD28MXNaxyeXAJlOsuwSYA9xQt+tc99YpapgLzAUYGxtj4cKFy308wzCIekftNZEk6eFg9uzZXbcdmXAIbArcBrw3M2+MiJcD3wBeDFwHbABc29Z+Q+Caet2GHX1tCFzRtl3numsmKyAz51OdhmZ8fHxiWV7o6WAQ9Y7aayJJkhY3ba857JSZl2bm9q1Tx5l5JnBXRDwJOBk4LCJWB4iIlwJ31qOK3wN2r9sRERsAOwNnZub1wP0RsUO9bnXgfcDnB3x4kiRJ08K0HTmMiE2oJo/MAe6IiADelpn/aGu2KnBfZl4QEScDP46IB6hmJO8LkJl3RMS+wKkRsRpwN7BvZt5V97E3cEJEHAWsBBzjbGVJkvRwNWtiYmLYNXQlIl4EfADYIzP/FhGvAd6YmTGMesbHxyfmzZvX9/2Mbb5Hz/q69eIFfe1/qn1IkqShm9Vtw1E6rfwT4FPANyLif6luWbPncKuSJEmaWabtaeXJZOZ3ge8Ouw5JkqSZamRGDiVJktR/hkNJkiQ1DIeSJElqGA4lSZLUWO5wGBHPiIjH9LIYSZIkDVdX4TAito2II9ue/xdwBvD7iNi+X8VJkiRpsLodOTwSOA0gIh4NbJaZmwC7Akf3qTZJkiQNWLfh8GmZ+ev68bbANwAy88fABn2oS5IkSUPQbTj8R/29xADbA+cARMQsYDS+f0+SJElL1e03pJwJzI+Is4DNM/Pqevk2wEV9qUySJEkD1+3I4UHADcBrgXe2LT8AOKrXRUmSJGk4uho5zMy7gYMnWbVnZj7Y25IkSZI0LN2eViYingBsAcymbcQxIsjM+X2oTZIkSQPWVTiMiAOpblnzE+BG4IG21ROA4VCSJGkG6Hbk8IPAlpn5m34WI0mSpOHqdkLK3wyGkiRJM1+34fDsiHhJXyuRJEnS0HUbDg8GDomIF/WzGEmSJA1Xt9ccng+sAZwfETex6FtRZgETmfmEfhQnSZKkweo2HL6ir1VIkiRpWuj2Jth/bj2OiHWAWZn5175VJUmSpKFYlptgbwMcBzwTmIiIPwAHZuY5/SpOkiRJg9XVhJSIeDbwJeDDwJrAWsCHgC9ExPP6V54kSZIGqduRw08AczPzf9qWfSMi7gLmAc5iliRJmgG6vZXN0zqCYctZwNN6WI8kSZKGqNtweG9ErDXJ8nWAe3tYjyRJkoao23B4CvDfEdHZ/hjgi70tSZIkScPS7TWHHwK+DfwiIk4HHgB2AW4D3tKn2iRJkjRg3d7n8H7glRGxM7BDvfgjmfntvlUmSZKkgev6PocAmXkGcEafapEkSdKQTRkOI+LEzDygfvxVFn2f8kNk5v/rQ22SJEkasCWNHJ7X9visPtchSZKkaWDKcJiZX297fMpkbSJiZWCDPtQlSZKkIej26/O+NMWqNahmMUuSJGkG6PY+h9tPsXwW8OQe1SJJkqQhW9KElBtYNAllvYi4fpJmawLf6UdhkiRJGrwlTUjZsv57FnARsNUkbe7NzBt6XpUkSZKGYkkTUv7cehwRO7Q/lyRJ0szU7TWHl0TExyNipdaCiHh0RHyxnrEsSZKkGaDbYPcBYA5VmHygXnY3sFq97rDel7ZIRKwP7Al8PzMvjYjdgTdSXfP4K+DgzLxnKX3MAY4FxoCLgfdk5p31urWBY4DnALcAB2bmlf06HkmSpOmq25HDvYF/z8z7WgvqMDYOvL4fhbVExB7A0cBmwDMiYgzYAngtsC1wL/DWuu1OEfHziDiv/vONevls4KtUoW9L4Ezg6227OQ34Tr3uncDXImKdfh6XJEnSdNTtyOGamXlL58LMvCki1upxTZ37WAAsiIjD6+e3Au9urY+IP7PoOHYE3pKZv+jo5g3ApzPzD3Uf34uI10fEs+ttb87MrNf9PiJOogrE8/p3ZJIkSdNPt+HwuojYPDMvbl8YEVsAf+l9WUtXjyC+E3gc8OZ68ZbAahHxMeBW4JDM/COwMdXIYbtLqE6VzwIum2TdayfZ51xgLsDY2BgLFy7szcEMyCDqHbXXRJKkh4PZs2d33bbbcPg+4NSI2D0zLweIiOcBp7IomA1MROwMvAn4UGuUMCIeTXU8x9ejf/8MfDMitgKu46Ff87ch8H1gJeClk6y7pnO/mTkfmA8wPj4+sSwv9HQwiHpH7TWRJEmL6yocZmbWI3XnR8TtVIFqdWA8M3/YzwI7RcTjqa4xjMxsTY4hM28HXtD2/BcRcUG97CtUp6b/JzP/Wp9Ofhrwc6qRw+MiYrPM/G1ErAscALxmcEclSZI0PXR9G5rM/GJEfI1qYsgE8Nv2CSr9EhGbAMdTnQK+A3g0sCpwbkS0ml0AHAqsXYfEllWB+zLzTxFxKJD1NrcBr8vMB+t97AmcUAdDqGY/P2TkUJIkaaZbpnsUZua9wC9bzyPiEcCrMvNbvS6sbZ9XAq9YWruI2Aj4akS8KjNviIitgWe16s3Mc4Fzp9jH1UBMtk6SJOnhpKtwGBGPBP4TeDWwftuqu4EfAX0Lh93KzKsi4iDgcxHxKOAPVMG176ObkiRJM0W3I4cfAWZTzQY+BFgA/BY4CfhYf0pbdplZAi8fdh2SJEmjqtubYO8C7JeZ1wLbAT/NzL8CB9Hnb0eRJEnS4HQbDtfIzH/Uj9fOzPsBMvNPwDP6UZgkSZIGr9tw+OuI2LR+/KeI2BwgIh4HrNKXyiRJkjRw3YbDDwN71o/nAV+JiHcDSXXdoSRJkmaAbm+C/SOqWclk5tcj4h5ge+DYzPxyH+uTJEnSAHU7ckhErNT2NKm+eu7XPa9IkiRJQ9NVOIyI3YCPti06CXgXcHZEvLYfhUmSJGnwuh05PBT4NEBErAeslZnbAzvW6yRJkjQDdBsOn1R/jR1U1xqeBpCZlwDr9aMwSZIkDV634fCuiFirfvwS4ByAiFgZuL8fhUmSJGnwuv36vK8Cp0XE/wIbZeaN9fKgnsUsSZKk0dftyOH7gW8DjwXmti3fBTii10VJkiRpOLq9z+EE8N+TLP/3nlckSZKkoen2tDIRsRWwJTCbjhHHzHTGsiRJ0gzQ7X0OPwacDjwDeBC4p+OPJEmSZoBuRw73BzYwvOy1AAAgAElEQVTLzL/0sxhJkiQNV7cTUm4GrulnIZIkSRq+bsPht4DX9LMQSZIkDV+3p5UPA74WEasA3wQm2ldm5r29LkySJEmD1204vAWYBewMfLFt+SyqoLhSj+uSJEnSEHR7n8O1lt5KkiRJo67baw6nFBGP60UhkiRJGr5luQn2rsCrgSdQnU5ubb8hsEHPK9OMMLb5Hj3t79aLF/S0P0mStLhub4J9AHA48H2q29qcBcwDHgm8rF/FSZIkabC6Pa38H8ArM/NLwCbAiZl5OjAOvLtfxUmSJGmwug2H67R9O8r6mXkXQGb+FHhxXyqTJEnSwHUbDq+PiLH68cKIeCJARKwGPLovlUmSJGngug2HnwTeVD/+OvDJiHgB8Gngh/0oTJIkSYPXVTjMzM8Dp9ZPPwr8CfgccB+wf18qkyRJ0sB1dSubiNi3Dohk5v3AgX2tSpIkSUPR7WnlgyPiMX2tRJIkSUPXbTj8IPCf/SxEkiRJw9ftN6RsDDw1IkrgR50rM/PQnlYlSZKkoeg2HK4MnNfHOiRJkjQNTBkOI2KdzPwbQGYeMbiSJEmSNCxLuubw0oFVIUmSpGlhSeFw1sCqkCRJ0rSwpHA4MbAqJEmSNC0saULKahHxUroYQczMs3tXkiRJkoZlSeFwTeAQlh4OJ4C+hMOIWB/YE/h+Zl4aEasCRwDbAn8HDsnMn7e13wfYr67pM5l5atu6LYCjqY7rXODwzLyvbT/HARsCVwPvyMyb+nFMkiRJ09mSwuFtmbn9wCrpEBF7AC+rn15DNUFmPlAChwKPB74VEXtl5h/rYLgNsB1VoP1MRDyYmV+OiDnA8cCuwE1UAfJEYL86cJ4OvD0zL6pD5OkRsXX9VYGSJEkPG9P2msPMXJCZ+wJ/AYiI2cAmmfnZzJzIzBuADwFvrTc5ABjPzHsz8x5gHHh7ve5twAcz88Z62/nAMyNiHeAVwDmZeVG93wuB84EY0KFKkiRNG0saOZxus5U3Ai7vWHYJi8Lh6pl5Z2tFZt4REY+sn24MXNax7eXAJlOsuwSY01lARMwF5gKMjY2xcOHC5TiM4RlEvf3ex6i95pIkTQezZ8/uuu2SwuGJK15KT10HbNCxbEOqU84AD0TEqpl5L0BErAbc37HttZNse139uLPfKzoLqEcc5wOMj49PLMsLPR0Mot5+72PUXnNJkkbNlKeVM/PIQRayNJl5PXB/ROwAEBGrA+8DPl83WQC8v22T9wNfrh+fDBxWb0M9C/vOetLJ94DdI+JJ9boNgJ2BM/t7RJIkSdNPt9+tPHARsQnVJJI5wB0RsSOwN3BCRBwFrAQc0zZb+ePAERFxEdUp8bPq7cnMCyLiZODHEfEA1Yzkfet1d0TEvsCp9Wjj3cC+mXnXoI5VkiRpupg1MeG9rpfH+Pj4xLx58/q+n7HN9+hZX7devKCv/U+2j373L0mSutL1XJIpTytHxNERsWb9eJ1eVCVJkqTpbUm3stmr7dTqpYMoRpIkScO1pHD4fxHRugn1dLutjSRJkvpgSRNS5gKnRMSjgbUi4vpJ2swCJjLzCX2pTpIkSQM1ZTjMzPOBp0TEelQ3hd5qYFVJkiRpKJZ6K5vMvCUidsjMPw+iIEmSJA1PV/c5zMzf1DeQ3g/YnupaxfOB/87Mf/SxPkmSJA3QkiakNOrvKL4A2BH4DvBtYDvgooh4VP/KkyRJ0iB1+w0pHwbOycx3ty37QkR8jOqbSd7S88okSZI0cN2Gw92Ap06y/EjgSgyHkiRJM0JXp5WBVTLz7kmW/4Np/P3MkiRJWjbdhsNfRMS/TbJ8N+AXPaxHkiRJQ9TtqN84UEbEY4HTgAeAXYFDgW36VJskSZIGrKuRw8y8CiiAFwG/o/qu5R2AbTLzD/0rT5IkSYPU9fWCdUDcrY+1SJIkaci6veZQkiRJDwOGQ0mSJDUMh5IkSWoYDiVJktRY4XAYEQf1ohBJkiQNXy9GDq/tQR+SJEmaBlY4HGbm13tRiCRJkoav6/scRsTTgA8D21GFyvOBQzLzd32qTZIkSQPW1chhRDwZOBcogc2B51CFwx9ExEb9K0+SJEmD1O3I4Tzg4Mw8tW3ZMRFxA/ApIHpemSRJkgau22sO/6UjGLZ8DfiXHtYjSZKkIeo2HD4QEatOsnw14MEe1iNJkqQh6jYcng4cNcny99brJEmSNAN0e83he4HzI+IM4JvAA8CuwByg6FNtkiRJGrCuRg4z8+/AFsA5wO7AHlQzl5+fmXf2rzxJkiQNUtf3OczM+6lmLc/rXzmSJEkapinDYUTs2G0nmXl2b8qRJEnSMC1p5PCQpWw7i+p6w5uBf+pZRZIkSRqaKcNhZm431bqImA18FbgAeG0f6pIkSdIQdHsrm0ZEvAD4JfAbYLvMvLHnVUmSJGkoup6QAhARbwUOB96Smd/sS0WSJEkamq7CYUSsAXwW2BzYOjMv72tVkiRJGoqlnlaOiKcCF1EFyX8xGEqSJM1cSxw5jIhXA58BjsrMTwymJEmSJA3Lku5z+F/AO4AvA/8XEXOnapuZ8/tQmyRJkgZsSSOHjwG+WD/eagntJgDDoSRJ0gywpPscvnGQhXQrIg4Cdm5bNAt4PPCizLxlim3WB44DNgSuBt6RmTfV61YFjgC2Bf4OHJKZP+9X/ZIkSdPZMt3KZjrIzGOBY1vPI2J3qmD3+Ig4G7i9rflLgJWA04G3Z+ZFEbEFcHpEbF1/X/R8oAQOpQqZ34qIvTLzjwM5IEmSpGlk5MJhu4hYiepr/l5B9U0tR3fefzEidgHOycyLADLzwog4v1oVJbBJZu5TN78hIj4EvBU4aECHIUmSNG2MdDgE9qYKfjdExEuAayJif+Bu4LDM/BWwMXBZx3aXAHOAG4DOW/NcQhUOH6KelDMXYGxsjIULF/bsQAZhEPX2ex+j9ppLkjQdzJ49u+u2IxsO62sFDwS2jYhZwGOBD2fmzyJiE+C0iNgRuI7qWsN2GwJX1Os2mGTdNZPts56VPR9gfHx8Ylle6OlgEPX2ex+j9ppLkjRqlvm7laeRNwOnZeZtmTmRmVtm5s8AMvNKqlvw7Ah8D9g9Ip4EEBEbUE1oOTMzrwfuj4gd6nWrA+8DPj/4w5EkSRq+kRw5jIhHUZ3e3apt2bqZ+de2ZqsC92XmHRGxL3BqRKxGdcp538y8q263N3BCRBxFNXnlGGcrj5axzffoWV+3XrygZ31JkjSKRjIcUt2c+wuZeSdARKwN/DAi9szMKyLimcCrgR0AMvPXVDOaHyIzbwV6ly4kSZJG2KieVr4EOKH1JDPvAPYCPhIR5wHvB16bmbcNpzxJkqTRNJIjh5l5+iTLLqEaLZQkSdJyGtWRQ0mSJPWB4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDUMh5IkSWoYDiVJktQwHEqSJKlhOJQkSVLDcChJkqSG4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqbHysAvolYh4OfAeYBXgm8BxmTlRr5sDHAuMARcD78nMO+t1awPHAM8BbgEOzMwrB38EkiRJwzdy4TAijgC2Bx6oF/0A+CnwNuAVwD+AI4BDgaMjYjbwVWDPzPxDRLwC+DqwU739aVRBcv86RH4tInbIzL8N7KAkSZKmiZELh8CLge0y8/7Wgog4AxhvGw08DPg1cDTwBuDTmfkHgMz8XkS8PiKeTXX8N2dm1ut+HxEnAXsD8wZ5UJIkSdPBSIXDiFgPWBP4SkQ8DvgV8AHgyUBzKjgzH4iIWyJiDNiYauSw3SXAHGAWcNkk6147xf7nAnMBxsbGWLhw4Qof0yANot5+72PU+5ckaRhmz57ddduRCofA5sBfgH/PzDvrsDYfuAlYH7i+re16wELgOmCDjn42BL4PrAS8dJJ110y288ycX++P8fHxiWV5oaeDQdTb732Mev+SJE13IzVbOTPPzszdWqeP67D2NOCLVNcXPgIgIt4EnFdPSPkK8B8RsW697tn1Nj8HLgSeExGb1evWBQ6ot5EkSXrYGamRw4hYC/hHZj7QtnglqjA3BlwYEQ9SnW5+J0Bm/ikiDgUyIgBuA16XmQ/Wfe4JnNAKj8DBmTnpyKEkSdJMN1LhENgZ2DEi3gzcDRwIXFAHvePrPw+RmecC506x7mog+lOuJEnSaBm108pfBn4EJFXYWxMYH2pRkiRJM8iojRySmZ8HPj/sOiRJkmaikRo5lCRJUn8ZDiVJktQwHEqSJKlhOJQkSVLDcChJkqSG4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDUMh5IkSWoYDiVJktRYedgFSNPd2OZ79LS/Wy9e0NP+JEnqJUcOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpIbhUJIkSQ3DoSRJkhqGQ0mSJDW8z6E0DfTyXoreR1GStCIcOZQkSVLDcChJkqSG4VCSJEkNw6EkSZIaIzkhJSJmAfsBuwFrAD8AjsrMiSVsswVwNLAmcC5weGbeV69bHzgO2BC4GnhHZt7Uz2OQJEmajkYyHAKbAo8FXgFMAKcAu0bEbGBf4J663W8z8+0RMQc4HtgVuIkqWJ4I7BcRqwKnA2/PzIvqEHl6RGydmfcP9KgkSZKGbCTDYWZeDhzVeh4R1wH3A/8K7JKZN3ds8jbgg5l5Y/18fkTsExHrANsD52TmRXXfF0bE+UAAZ/T5UCRJkqaVkQyHLRGxAXAIcCdwJvAh4JiIeDJwFXBIfXp4Y+Cyjs0vBzaZYt0lwJxJ9jcXmAswNjbGwoULe3cwAzCIevu9j1HvfxD7GLXPpSSp/2bPnt1125ENhxGxP7At1bWDV0TEM4DbgPdm5o0R8XLgG8CLgeuADYBr27rYELimXrdhR/cbAld07jMz5wPzAcbHxyeW5YWeDgZRb7/3Mer9D2Ifo/a5lCRNLyM5WzkingtsnZmvy8wrADLz0szcvnXqODPPBO6KiCcBJwOHRcTq9fYvBe6sRxW/B+xet2uNRu5MNRIpSZL0sDKqI4c7AS+IiPPaln0b+Gxm/qNt2arAfZl5QUScDPw4Ih6gmpG8L0Bm3hER+wKnRsRqwN3Avpl51yAORJIkaToZyXCYmR8BPtK+LCJeBHw7IvbIzL9FxGuAe9tGEr8GfG2K/n5NdYpakiTpYW0kTytPJjN/AnwK+EZE/C+wFbDncKuSJEkaLSM5cjiVzPwu8N1h1yFJkjSqZlQ4lDS5sc336Gl/t168oKf9SZKmjxlzWlmSJEkrzpFDSSvMkUlJmjkcOZQkSVLDcChJkqSG4VCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNQyHkiRJahgOJUmS1DAcSpIkqWE4lCRJUsNwKEmSpMbKwy5AkroxtvkePevr1osX9KwvSZppHDmUJElSw3AoSZKkhuFQkiRJDcOhJEmSGoZDSZIkNZytLEn0djY0OCNa0uhy5FCSJEkNw6EkSZIahkNJkiQ1DIeSJElqGA4lSZLUMBxKkiSpYTiUJElSw3AoSZKkhuFQkiRJDcOhJEmSGn59niQNSC+/os+v55PUL4bDWkSsDRwDPAe4BTgwM68cblWS1D3Dp6ReMBwuchpwXGbuHxFzgK9FxA6Z+bdhFyZJ00EvwydMHkANuNLwGQ6BiHgecHNmJkBm/j4iTgL2BuYNtThJUs/MhIA7Sv1PtQ9Nb7MmJiaGXcPQRcRrgE0z86i2ZS8GXpuZb2tbNheYWz/dFLhioIVObQy4dcT34TEMv/9B7MNjGH7/g9jHqPc/iH14DMPvfxD7GMQxdOvWzPzXrlpOTEw87P/stNNOL9xpp53mdyzbe6eddnrvsGvrsv5fjPo+PIbh9+8xPDz6nwnH4Gs0PfYx6v3PlGPoxx9vZVO5EHhORGwGEBHrAgcAXxlqVZIkSQNmOAQy8wFgT+CjEXEBkMDBmXnNcCuTJEkaLCek1DLzaiCGXcdymj8D9uExDL//QezDYxh+/4PYx6j3P4h9eAzD738Q+xjEMfScE1IkSZLU8LSyJEmSGoZDSZIkNQyHM0BErBQRrxt2HdNNROw0ybKPD6OWXoqIxw+7hukkItaLiHU6lm09rHp6ob73aq/73DQi3tjrfpeyz+f0qJ9Zkyx7ai/6HqaI2LsPfa4SEU+IiA1af3q9j36Z7PMZEV/qw35Wioin97rfmcQJKSOs/oG4P/Am4LvAV4dbUfci4pnAQcCTqD6Hs4CJzNy+h7t5N/A/bftcCdhuRTuNiIOWsPp5mbnXiu6jbV+fyMz/6Fh8CvCyXu1jlEXEq4APAX+NiBMy8+v1qiOAXn6WBu31wDd61VlEbAPsC8wBTo6IU4GPZeZve7iPBZnZ+dUaHwdeuoL9bg2cFBG3A+/OzPPqVZ+hh+9xRDwC+CDw/Mx8ZUQ8NzN/3av+p9DT/iPiXcBbgD8A99WLJ4Cde7mfXouIx9QP942I06l+HgCsATy3x/t6CtU3nz0R2DwijqD66ly/KreN4XAE1b8xHwhsC9wNbJ2ZNw5o37Mzc2EPujqV6gf4RcC9PeivERG/pfoPcaOI+E29eBbVSPl5PdhF6/jXBl4DnAw8CLwW+HwP+iciXl0/3L7tMVT/WW7Ug/4/SfUaTeaZmfmSFd1Hx/62pfqcHhkRq2fm3T3q+u3Ai4E7gNMi4uz6P/mHjDQtj4h4JPCozLylfr4RcDTVZ+DQzLxjBfs/GNiL6vPTMovql6ZeejfwauD79fP3AF+gB79ktP2y9LyOX5zWAJ68ov0DhwIvAW6heo9/Vn9+evIet3kf8P9RfZ4AXhcRRWae0IvOI2KnzPyfjsV7A+/qRf+1vaj+/fbq39ekImJT4IWZeXKPujyt/vtZ9ePWe/sg1c+KXjoa2I9Fgyk/AD5F9dr1REQE1c+3NaiOoTX48exe7aPfDIcjJCK2B8apfqjPB94GnNTrYNgWrjrdD/yV6j/qFXVbZn6nB/08RGa2bmb+8czs5X+8rf5Pqfv/DNVXLN5YPz+NalTvtCVs3q3N6r/XbHsM1fsy96HNl9k367+fAOxO9Z/jg1QjVsf2oP9GROwGbAVsARxJNQr02bYRoBXxYOs3/oj4T6rQcyhTB99l9T7gf4Fz6uefBg4H1qcafdhnBfv/EXBvZi72mkfEd1ew306rZua91c8syMwbImKVHvXd+mXp/rbHUL0Hu/Sg/1Va95yNiE9Q/b/Xj8tDivqXl/H6+SFU709PwiF9OpPR4doBBMN+jEIfnZnnRMS7MrPfl/7Mzswb2/4t/CQijlrKNsvqo8AumXlVj/sdGMPhaDkJOBM4rDV6FxE9vxdRW7h6IbAN8J+ZORER+wH39Gg3v4+IJ2bmtT3q7yEy8131D8D1aPusZ+ZferSLp7YH88y8KyJm96LjzDwCICLKzDxnae2Xo/8f1f1/GdgnM+9s7Q/4NtXnrFf2o7qH6Ln18wPqfZzXg75/ERE7Z+YZmXlhRLyx/pyu0YO+AV6ame8DiIgnA1dk5v/f3nmHWVZV6fttkmBCUUdRRIRBcRAGRFFBUBRFPtRRVBgBQQQUHBySoLQKTUYBJUgQbLKIBDHAp4Co4AgGDOCYUEkmUMEfEnRI9ftj79N16nZ1dbh7n9v31nqfp56qc6pq7VN17z137RW+dW0+fl+/xm1fJ2mnSb51ab+2e2hHJps03jIlDLc2Sz+0/b8lbPbwS0kvt32d7Ssk7Sypr1T1PJgQibT9qKRH+jXaQSajzZckvcN2zRKjGlHofUgbsI2p4/i3mfCYZie9yGuhxe+H2TGEcA6HjdVIUZ6LJd1GuR3tvNgfeJPtMQDbp0m6HDi7gO3Lgc9K+gxwf3PS9hcK2AZA0j4kR6RW/c3jJS1v+5683tOAxxSy3XCdpO2AlZno4B5cyP6zGscw231Y0vKFbDcskd9omzXuab4uwKFMfDx3A/4LKFU/dH/r640YjyBCobSm7Z2bryU9D7jH9qdL2G5xdk5hLyPpNcDhFI4QkzZ8ewH/BiyZzz3f9oZ92j2YNMHquny8PelxL92YdU9+7o8B5P9T38+j2pmMHjYAXidpZ9Jzt0lnlqw5rBGFfpKkLYAVJb2o95u2f9Sn/TY/kvQKYCyXjRzLxNd1CSzp9ba/VthuZ4RzOETYfhS4ALggR/X2AzaRtBvwGdsPTWlg4VmhcQxbPKGQ7XWAbzCxfm4MKOYcklKkNetvPk66CRxOigLMJKVNS3IJ8DMq1GZmlpb0LNt/gDk1daWj0Q/nYv/mTffZFFJKsH0/rUasHOE+Gbi7hH1InbL5dfBaoN0c1Nf9U9KGwJNtX5qPZ5Ii9U/IjkSx14Lt85S699cCdgQ+avuKUvYzpwE/IkVtTyc1i3y+X6O2/0xK4TesDBxVwdGaSWpyWSWnStcD3lDKeAeZDEglD7MK2puMGlHoHUgbu5VIZQPtjdcYKY1dioNI/6PnAD8Fzs/nSvJV4BJJ+1LPSa9KOIdDSk5tXStpFWBPUtfbmoWXuVvSxravAZC0GfCnEoZbadNn5OMaDTVV629sXyTpt6RGFIDdKnQ3Lmt7r8I228wkObinkhy2nSlT09jmWFKUavmcQt2XFN0rilL3/q6kN5JLgfMKmD2TlKq7CViyVd+4OXBNn7YPIGUCkPQY4JW2N5O0LGm+e8ko+oq5GaJd8/ZO2yWL/Ve2vYOky2x/Q9I383qXz+8X50XHDvRvlKRUXpFPvcf2P0rZ7yCTge3b8gavuSddaPu3pexnikehbd8E7JVLE4pL1/Ss9RCplvjDzTklyaUbCi5zPnAUKdpdY1NfnXAOhxzbtwJ7SnpiBfPvI0Upf09yHJ5O6s7tm/xG/jly+knSo8A2totFfOim/uYB4KaCXXu93KGy3b0TsH117qxrIiSb2/5j4TWukHQHaQe9KvC2krVpmrt7f+NSmw3bZ0n6MSnK0I60PY1UdN4Py7dS+i8j13na/meFWuLPMrfsy86U7QRtOrcfB3OiuI/t02aXDvSTgJc1qUBJW0u6yvZfCy1RO5PR1IkfB3wynzpP0r7NBr8ENaPQts+V9HJSJBHgHNvfKWG7QZUkl3r4u+0S5VcDI5zDEcF9SmrMw+bv8s3mefnUTZOkmReVo4HTmp2/pP8g7T7fVcg+VK6/qdS118ss4BilTtx2bWYRJ1rjOoqla9zaa6xr+8fAja1zfXclqqPufds3kq89OyXbk7rt753yF+dP+/dfwcQmlCUpgFLX8xiwtqQvt761HLBsiTVa/CBnAq6VdABwO/03sHXpQJ/IxDT4HcAJQKkBA9U7iUlRvDfZ/hOApG8A5wKbllqgZhRa0htJmbADSM/bgyWdVCJCrPqSS23+V9IzS2+0uyQmpATzJNeJHQgcbftXQJFpB5kXtl/wTrI2pV+gs0gO4rtJeni758+l2JfUidvc8PejfKfdiaQC/7NJEjkXMy5DU4LlVX+CwjGTnNtyknMLy2zg98DOtr+aa3KLOgyS3iVpq9ap04CnAhtnB6gf7pL00hz1f7XtG/KaT2U8Ctcvu5Mc6F+SnvvNx05Av40ivXwsO+YHklJpqwG9EZqFpdeBvrp1XMSBbvFs23Mc6NzRX7Lp5UuqP8lq6cYxhDnlOqXf5z87ybmdJzm3KMwE3mL7O7l0aksm1vn2w1354+HW13cBv6OM5FKbXwBflvQRSXs3H4XXqEpEDkeECvVDUFcUdrLnXtGbWK6/eRV1xJehrnZcY7O0DlovN5K63y9ivA4K9+juLQqat4THY4Bf9Wufbrr330vaYCDpycBStg/Px98iddIuKnsAJ5EErw9snd+P8bRgX9i+DUDSVr1RDEnvpGBauWmIy5+PzGucQ0qnLip3SXop6c321bYPy3ZLOtANk20sSgptd9FJjKQVmsxCTpWXEoTvIgo91s6C2f67CsgJZVvzlFxSoTGPLR4gRZ2HlnAOhwiNjxjqZTnSG0pp57CmKOxlkmbZngUg6YOMS1UUQXXFl6GidlzL5nKkho51ba8vaQvbJTUI7yIJYBfH4xIe57rgSMGW/S669x9ulVJsBLSlKfp607J9J/DWSb51QIX047lUqjnMjRaTOVbLMd7csahUd6BbfKdd7iDpo8C3C9qfRf1O4gOBS5UUFMZI/6cjCtluuojPZWIGZgwolT79h6SVmw5uSc8iRfpK8lHmjmgXrTnMtcpLAi/Jp663XfrvqEo4h8PFxaQXYu9OcIyCc1hbVBGFzRxCqie5kXT9lwMfKWS7oab4MnSjHXcoaTxfU/e5etup7pdmN90m35BLMldauUTNYZuK3fvt5/urSMX+DVXunyUdw46iPfcDk3X19t2J27EDPQs4PEe8HyEPHChlvINMBk5TRu4k6UIuAexRSkGhoyj0fqT0+2zS82dH0n27b7qsOZS0Eun9uumAPl7S25v/4TAQzuEQ0UGKsZcqorCQxJZJ9SUzS9ibBzXFl3u79t5NHe24NW3v0/objpX0PxSKQCgNoT+OlKIdI6V8f07ZGpxjmDtqtSUVJiFU6N7/ft4A/C+pTrZ5g3wBMAwTELqI9mxie2tJ77N9UiGbU1KjscP2g6Q5x1WEqjvIZACQG+JKNsX1Ui0KbfuHkso9c18AACAASURBVF5P2lQsQWquKfU8rT3msc0ngD1tXweQSyOOIXfeDwPhHA4hHaQaG4qLwkp6v+0TJJ3AJKko2/89ya8tKtXElxt6u/YqMFm67tFJzi0qJwMfJAnQfoCUOl2lhOFJag5n5ONlSQ0S1SjYvf8hkibjJqT6w4a3A4cVWqMarUjFK3LZw3q2ryy8zGo5hfY2Ugp4KJG0DOmxLj3hpaFaJkPSbNs7tV5zDU1d49oF1uik8z1Hi09rrXue7W0K2J1QcyjpiTVUPjLPbhzDvPb3pigLWywJ53A4qZpqbHAdUdhGb6tkx+28qCK+3MWNuMWdkp7JuIO7PUkipBRL2b5B0nNt3wd8VdLXSU5jX9SuOeyCXNc4obA8F/yXGl+IkhbgJ6m42ZO0Nina/GzgSkknAUfY/l0B82eQIqsr9WwCarwealJlwkuLapkM2zvlz2v1fq9gk1wXUejJWLGwvTskXQCsQXJ0dwVOz5HjUiwtaYl8/2iUP4bK3xqqiw3mUDXV2CDpEuDkkqnSRq6DJBL64571PsBEqYp+16olvvy5bH+uG3EFPkhycNeQ1BTHl5CBaWikQpaStFx2/osKqtveTtLzgQ1cTyx8Aiqnu/Zi0pjE35AihWeRZrKuCOxiu0TDwiEkB2v1fFxjszeLJCzcRHyOJzUi9Z1Oy+oFJ9bcBHThQFNhwksP1TMZkva33duA8kVgi35tdxSFnozSepZHkOrbG23Xu0j32N0LrnE2cKrSrPExUvf+Vwrar07oHA4ntVONDbsB60u6UtL7JT2+oO1a2ncTcBIwPjKv98dCof19AHpSK1WwfaftbUkjw95teyPbfym4xPk5Mnk2cJGkM4EfFrTfiIXPJI/lk3SOpL4da0krzOPjWaTC9hKcQoo2XwT8D2lE4iZA04BUgjVtf5fcAGb7WAqKFmce75Zot+1fUmETUNJeD40DfV8+Xl3SrMJrzDXhBeh3wkub3kzGlRSaxS7pRZJeBGzZfJ0/NiTVExcjR6E/Q37+SzopO7rDwkpO4/oAsH0hUDS6bft44AekzcXXgF/YPqrkGrWJyOFwUjvVCMwRUD1USRZhC+Azku50mqixSExShwZlte/aa+1Mckr+SBLlbdJdvcXUC8uTJG0BrJhvyBOw/aM+7c9B0lLA64HnklIVzRpFuqJtN2mzsyT9Cnic7aum+p1FYF+S499EYPYjzSzerE+7XXTvP2D7F8AvJN2Wv8b2HySVkqboYrPXK7u0HOk1Nyw02ZI5DnSFbEmNCS9zqJjJgPE070qMp38hPbeKOKAtZlEpCt0Rk73eSguqY/vTOYAw5sJTm7ognMPhpHaqcQK5TuZvJAerr4kBHdeh/TcpDXVPYbs7kKKqvTdiSDeedxdc60JSh/i1FBT9lTTP54ukI21/qNRaVBIL76h7v+0A9tYklUp3dbHZu1xpOseYpNVIHeo1Z46XpgsH+kjbD0s6kJQdWJUkCVMM2zdKugVYGiYKVvdpd8dsbzvb5/Zrbz483va9rdfzL9WnOsAk9dsNMyg/5vFmJbWB5vV2APDjqX9l4VASH/8c2emU9CiwTYnHuivCORxCcjfXtpJWz8e/rrFOTiPvQOrM/C5JqqWITtNkjqGkl9r+Xgn7mdsrOIbklMReueut9o346bbfUsFuk9ZdGngzKW06RupGL91xWlUsXN1179ei+mbP9idz4f1jSHWTZ9s+teQakyHpKbbvmv9PzpcuHOhjSLqAcya8lKRiJmMOts+VtC4TO65fXFgFongUuqP67Yb9gaOAtSTdTBq+8N6pf2WhORo4zXlErKT/IL3G31V4nWqEczhEzCvak+u31i8c7YEkAnsG8HoX1hXL6dgTSdG3fwD/QuoMLOkcnivp3bZPL2gTSatnh/zntdPKwO2qI5Z7EICko4G3Os3OJnexfpL0uJeitlh4ze7950k6nvRG3nxNPl593r+24HS12bN9CqmGsihTRH0eBv5Gqs/sly6yJcurNZ2jArUyGXNQmlazAfAE0oZ+fdJmoCRDHYXOtbe7Ns0ipe+tmRfanjNv2vaXJO1ZYZ1qhHM4XHQZ7cH2K5VHAOUUQskRQI0g6OGkRoW1SLV1JbmVVEv3YSbOMu23+PgtpA7W90/yvdJp5f2Ao5SkF+5vThZ0QNdpHMNs9y85QlMM1xcLr9m9v23+PEbaLD0K/JP0XComxyTpdaSowgxJF9m+uJTtbH9NYC9gZVr3fdt9R61apSIbkBqnjrQ9JmkXCtXsdeRAV5sznqmSyehhS5L02BdtHyDpCSSJnmLO26Ci0KWQ9DjSPXxlkkoDAC4oT8XkvtVQNQCHczhEdBztacaofYE6I4AezkX9z7T9f8D1kj5GigKV4lSS8Ox1LjNnFwDbH8+fd+z9Xn6TL8nOpM7VFRiveSvpgC4vaRlnja9cSlCyKx2oLhZerR7N9tXZsZ1F6lydQZL/mWW7iMRJTpFuS4qOPQwcJuk5BZ0SSNMrDgK+z9y1k6XYnzTRYgzA9mmSLid1wvdNbQeainPGM1UyGT38v+yYPxFSlCw32RSlVhS6Iy4Bfkbd18Jl7eyFpA+S0tdDQziHw0n1aE/mk9QbAdSM4XtU0pPz8ZML2G1zp+1r5v9jZVDSMDsMKBkV+w9grYIR217OAi6UNJPk+HyMwlFopXmyHwWeTnLaSosjV6tHk7Qp8GFga6fRfCjNbz5H0l9tl5D92Qd4ue0Hsv2tSbI5JZ3Du21/qaC9yVihcQxbPKGE4Y4c6Bm2zyxor5dbqZPJmLBG3uDdnl93t5GleUpRMwotafO8kWyfO9p2yZGGy9req6C9yTgEOFhJkWOMpNTwkcprFiWcw+Gkk2gPdUcAfTrvaI8nvXDuJUUpS3KdpDVt/6yk0Z4aq3an8lLAd0quBdxS0THE9qck/Z7xG9fJti8tvMwJwDtt/6Sw3Yaa9WgfJHUZznE2bd8qaVtSZLpEKcTfGscw2/+nkjpASW6StJLt3xe22+ZuSRs3GzJJmwF/KmS7Cwd6a0mfd/9ToOZFlUxGD01qdCZJi/CxpDF9JakZhd6XVoYhlzWVViW4o0Yddw//Znsm6XEYSsI5HE6qR3syNUcA3Wj7z6Tw+w2k3dxvCtluc4mka4D2m29fnXsdd9adJGlf4BO2H6mxgO0vkqYo1OIPFR3D2vVoy0zWoGD7dkmlJDZ+nKNgt8GcyMy3CtluuBz4rKTPMLF2teSG7H3ABXmzsQQpUvz2Qra7cKBPIm1aT2RizWGp+t4uMhmb5+jnfcDmldYoHoXWvPVvl6D8a2EWcIykI5n4WigpM3Mc5Z3aTgnncAjpifaMUSfaA2mHWGsE0EXAxgAVoxlXMT7kvgq5DmoH0k2sRh3U/sBTgB2VRJeLpqI6SPkC3CDphS4n+At01r0/lUNeSmfvPtIm6Ruk59FrSPOPj4f+NzOZdYBvkLT7GsYoGK23/bvclNJ0jd80SZp5UenCgd6S9Hjv2jpXsr63Siajh9rRT6gQhW41NZVOIU/Giflzuxa2qKQQyfnc10M2FaVNOIfDy1eAO0lP6utrLGD7OEnvYTzMf57tUhHKsyRtb7tIsfo8qDq/eR51UKvYnmw04CLhSYSeVUBAukXtlC/Ab0lRq4uYuFPvNyXYafd+Rb6ePxpKTXeZQ6uZ7Rn5uPjEhpxZOIA0c/eNktYBSj2vqjvQHheSfqLtYoLzPRTPZPRQO/oJFaPQtj+Q729PY2I9YzF5ocnuqRX4MPBESTuS3htqbLqrEs7hECJpJdLosBpdxO11NssSBTVkCnYm6cbtT7qJ1XjxHMPcu8EtSQKlJZhXHVQx51DS/raP6Dn9RdI4wxJUTflm/o+ytWFAZ937K7fSXG1KTm54AXBmzRoodTOx4cOke9LG+fgdkja0feIUv7OgVHegJT0FOBlYA1g7y7Wc3tR2F6B6JoP60U+oGIVW0ml8H/Brxp3bMeBN/dpurTGDJBH2n4yP2vxYUz5VAtsvL2VrUIRzOJx8gnpdxG32k/T1GrVuNV88U9SvPAb4ZcGlqtVBaVxce8ssB9KwHLBaiTUyVVK+bWyflQvLX5JPldTLhIrd+7b/tYSd+XAv8CVJ3wM+lWtxS9PFxIYNbR8iqYmE7U+K0pdwDqs70KSymY8An87Hd5H+R7sXsl81kwHdRD8rR6HfSdItrfk470cauvAS0vvCoaTHvaTOIQCS3lCp5Ks64RwOJzW7iNscDBwq6VgmpiiKRBsk7QBsYPu9kla0XaSz0d3Nb65ZB9UIbPfObx4jySSUolbKdw4dRLq76t6vgu3Pkh6DjYDjJN0LHFe4Nq2LiQ3tzv1mJnupjWUXDvRKtm/SuCjyhZImE7pfVGpnMrqIftaOQv++smMIKYiyflMPqzS96WoqOIfA3kA4h0Fn1OwibjMrfz6/da5I4W6+aS3LePH6IZK+ZrvY1AmgWjQsU60OqhUB2M515zdXSfn2UDvS3VX3flVsf1vSTaQ60Ask3Q7M7I02LSJdTGy4R9LyjOtNvoZxPdO+6MiBnqx5ZslJzi0UHWYyoH70E+pGob8k6R22a47je7TdKOUkGl5FCWKYCedwODmbel3Ec6hcuPsW25vlGwvAfwFXUnAkGWns3wqF66raVK+DIumiVXMObc81d1VpMk5Jqka6O+zer4aklUnprhWBo2x/Nzd0nAK8rMASXUxsmElySlaRdA6wHqk5qBiVHeibJb2Acef2AKBvux1mMqB+9BPqRqE3AF4naWcmCoUXqzkEfi3ptbavBMgbjuINWpkZ8/+RxZNwDocQ28dLei/jXcSfK1T0PRe5W/mdpCjDF4BjK9Ug/l+F3duXgPMkncHEtHgR+Q7bVwMozS9dunW+pDN6haRNbX99/j+68Eh6LkmTazXSm+JjgJ+TJrOUootId/Xu/Vrk5+cTSTOJf9Cct/0TpWkaJag+scH2b3J35ivyqfe4oKRKLQda0lNs30WqkTwKWEvSzSTn+T39X/kcamcyoFL0s4eaUehZlJmJPhV7kzYW7yX9v54ObFVyAUlvJnUpv6V17v22Tyi5Tk3CORxSbH+a8dRBFXKx9AtJnWKPkNJ1hwEl9OP+KekxjO/S16K82v5zSTf4NXrOF3EOJe1E6tD8I+naZ1BeL+uFwH8pCYW3u7pL7aRPJknx7AZ8ANgIWKWQ7Yaqke6uuvdL03JKjp9X5Mt2ke7W3AA0Z2KDpCVrbPJImpz3k95bXiIJFxB+ruxAXwi82va9wK7N87RC7VvtTAZUin72UC0Kbfs2Je3VjXJzU/FJJrle9VVKovlLtJvZSpCfjy8A/kDaKDXvl28hRbyHgnAOh4j8Qp8ntksX1G4PrNu8iUjaHfheIduHkJzbp0s6BNiGwt3WTVddG5XVCNyD9P+5p6DNXko44lOxlO0bJD3X9n3AVyV9neQ0FiFHumvpZUJ33fulaZyS0m/ecyHpLcBvbP9U0hHAmyR9wvbsgmscS3ozvJ6JMiSL7Bx25ED3NtLUEpCumsnITBb9fG9B+1AxCi3prcDLgZfmdWZLOs32t0rYz2usCfzD9q8lvVPSKaTShFJlFq8lva4flXSSpH91mv41VCnmcA6HizVIkZ1Dgb92sN5f2tEF249I+ksJw7avz11ib8ynNnAag1aMXNc2i7SLW5J0I3ss6eZTgtsrO4bNTnoG8EzG00MvA0pFxe7Nn5eStFx+Y3xiIdtzcNbLVJK0Wamw+a6690vT5ZvFnrZfKemxpOfOuqTO+mLOIbAh8BKXm4oC3TjQS0l6MvN4PApG+qpmMgA6iH7WjkLvAohxPcj3AZdQdhrOUcBW+V60KkkD8kzglYXs/5Px59IRpEzJtkye8l9sCedwiLC9Te4APJgkT1Dyxj4Z35S0jrNIci7cLbnLvQu4jPQ8fIyklV1QCZ80eP4skjbgEcCmec1SnCvp3bZPL2hzAkrj+Y4i/Y/uJN3MSog7N5yvpAl4Nqnj96/ADwvabzrTr7N9A3As8EJJV9k+tNASXXXvl6YrpwTGxwBuCHzD9oOSHprqFxaBOwo7htCNA/1CUlnCZGsVKxPpIJOBpMeR0pcrk55fzdrFskqVo9BL5IgbALbvab4uyONs3ydpfeAy27coyfGU4mJSqc7hTiMlr84NWisWXKM6w3ADDVrYvkpp/NJ+Of23l+2fVlpuNVJ9yQ9JBccvAq6X9Cb6rHvL9Yy7kZTw2/V6JbvSls+ddLvavpkUubqS9OItwa2kMYAfZmJnXckpLx8lpepOBbYjRR92K2Xc9ufzl2dJ+hXwOPpIA86DbW2foqSPdr3t90u6lhQBL0En3fsV6MQpaZD0QlIt15WSlqLcbOiGz0jaxwXHR9KNA/0T20X/15PRQSYDUpTtZ8D3KV/D3VAzCv1w3tw1NZPPprzk0pKSliH93z+VzxVz0m2fJun5reNTlfQ5Ny+1RheEcziE2H6INMf3PMCSDrJ9/vx+bxGYRb3Ose2or4TfpEyXbaU+HlvQ/qmkNMh1+TGpwT9s3yvpafn6fyNp3VLG1RrPZ/u7+dxllBvPB+NvUhsB38xfF5uQ0mX3fmE6cUoye5Ney81mYDNSl3pJ9gTWlPQ+ym2WunCgu0r31c5kACxre6/CNnupGYU+llRDvHxu+NuXJHNWkpNI2ZEv5FKpV1N4M9nb5JKzJjfM48cXS8I5HFIkrUp6IV0GfLnGGrne7UnAs5ko1VJiiHsXSvhXSlqR9D86WdIfgSJTWDJ3lujEnA9/zTvpf+Su3D8DfdfTKY3nm0H98XwAD0l6A7Cx7a9IWg4oWvTfRfd+BTqrQcqlIW9rHV9WYY0auqhdONC/qGy/oXYmA+COGh2+vdSKQtu+QtIdpM3FqsDbXHi0p+3zgPNap75PwRGGo0I4h0NGDofPJO3a9q6YUkbSgcDWwI+Y2H1YYoh7dSX8VvToaEn/SUqZHlFwieskremyUxp6OQZ4Kum6v0a6CR9bwO5k4/nGKD+eD1J0dQ/Gx0g1TVV9MYDu/dJUd0okHWb7w5K+wiTOaD+lIa01Vs+dny+a7Pt9biarO9C2S0em5kXtTAak6PAxko5k4jjMkvWrVaPQtm+UdAs5IKFC8j9K8lYXStp7Hj9Se1LUUBHO4RAhaTPSi/JUZ42pyrwZ+PdKKdMulPAb2YJtyCLetv+vpH3gklwD+kBzwn2MzevFdtMc8uf85rtkIamNfUlO51W2z83yL58A/kbhXbTt35E0FJvjKwqZ7rp7vygdOSXH588lx6f18hbg44xvONr0u5nsKqrXBbUzGQDNhvjs1rmi9as1o9D5/WAmdbRj/54/l07ljyQzxsaGqrt6WpN1qx4kRfHaD1yNRggkfbm0s9ay/ZzJzrugcHF2pg8hCXc/QhKs/pTTnNYS9ieVPnCenFJojSVJzs8bSY/51cB+th+Y8hfnb/dEYHYT1VGaD/1OUkfdh2z3rREoabbtnTQ+W7ah2PO14+79oWYySSTbF1RahwqdyyNDK5NxboUNaxU6ikLfSEpXV5UIm2TdZ9n+Q5drLu5E5HCIsL1qx0seq6RFeHTWtiqGO1DCBw4HXm/7LwCSvgNcARRxDks6gVNwOGkzsFY+/hAphbNLn3bXbyJXubPuB/nm+IfcHdo3tnfKn9ea38/2sUaX3ftDSweSSChNPDqOpMM5JukHwB6FIt0jQe1MRq7nPZYkzr++pC0KRva6iEJX145VNyNDh57SLeLBaPF4YFfgV5JulPTTvLPrGyUl/DcAr8unZmdnsST3N44hgO2/MV73s8hImp0//zT/XyZ89Gu/h81tf8T2WP44Avj3Anb/3vp6I8ZFZ6HCfUHSv0jaUNLG+WPfUrZtP2T7MJLDfEGOygQTaSSRbiRNcNiU8mLnhwC/tL2O7XVJ3Zkla3yHmpzJOIPUAPEd0pjHbQsvc2heo6k3XF3SrBKGnYcU5OzO7STFgaZO+aUl1iBrxxayNS9OJr0evk3ayPw3qZ47aBHOYTAVRwCb2F7N9tq21yqYut4F2I9xSZP3AVM2GCwCv5X0lOZA0rOAnxSw+0FJz2/9P3YhOZ2/I6n7l+SOSc6VqK8by5EeSA76d2COgHTR+4Kk7Uji6UeT6s+OpVUsX2iNVUnRgGrd+0POP5ymZzzN9iNO47yKSSJlXmV7TrNUbghbp/Aaw8zhwBa2v2T7UtK9Ys/Ca6zZSFIB5Mdj05IL5Cj0T0hZmDNJuqgvKGT+VtL99belAxItlsrSMs+1fZ/trwJvLbzG0BNp5WAqbrN9SyXbXSjhXw9cLOnLJIfnraQGkr3zmovanXYQEwVfjwC2Ap5BcnxKzvS9SNKmtr8OIGlLyki2fBK4WtLvgT/Ybpy1dzDeVVyK3YBXAefbfpekp5PqQPumy+79IaeKJFKwUMyVyZDUdyajh8nqPEuLndcU5u9CO7aTkaHDTkQOg6m4MguE1qALJfz7SCmWu4C/AKeQ6q3uor+OtfVbjRxz6vVyZ3GRer0W7yA5uDdK+l/S33NIvzvqXIe0BXCQ7T1a37qbMlI5be7NN/on5bXvpICWYk7TXU3axLw2HMMpaSSRDiel0K5nvIasFN9vpwQlbQ3cVHiNYaZWJqPNnUrjMJv76vakFHBJakah77R9TUXHEOYeGXomhUeGjgIROQymYm1gX0k/J0m1lJSbqa6Eb/us9nHu/N2qgLZiZ/V67hEWlrQ5aXzVZgVsz+Uk5xRLaf6UI3x354L8P5IdxT45mdS9v7fS6LyGKt37w0xFSaQ2HyIJO+9KilbdRv+NU6NErUxGmw+S7qtrSPp2PrdlAbttakahq2vHepKRobavmup3piPhHAZTcSBJV7G4JIUnKuE/lwpK+A1KU17eC+xESpn26xyOSXpM7jR8HbBjXqd4vV62uyywPalw+ibSG8AwcRipuekA4BxgGQr8DQPo3h86cuRoXt/D9tnz+v7CYvs+YJvcMUt0Kc9Fk8loOKX0Ajkqv62k1fPxr0uvwdxR6FLC/A1VtGMlrTzJ6T8237NdOsI61IRzGMzFJLp0DY0gaZGIjJMS/rLAssAKkjZ2wXF0+Qa5F6ne7Z+k8W2TNXgsLJ3U60l6BklY+I3Al0idoCXrGauiySeYNDNMX8L4LOSgHu8BnkOaJ/vgfH52kdD45Il9aN03WjXEfwI+b7t07dtQUTGT0dh7bqtGfBfgqa2a7mIdwJWj0FcxMRNTkp+QHM4fMfes7jGgiqbvsBLOYTAXNXXpchTvs8CWOfJ2CsnxeTvwRVLnW79rvJoUZRsjFTjvThJ8LuEYYvsySd8FntlT53Y3UERUWNI5pPrF2cABTgPiTy9hu0OGeoLJKGD7FblsYyfgo5XSZ02Zxbwe43VIDUM19fGGhgqZDCRtBHxM0ib5vvoykqj9h4BL+rWf1+giCv132z/usf0BykxtWoOkmPAIsK/tuCdNQTiHQdccSRr/14i/3mP7ICXV/VK1MbNJkiYH5ro6JBVNjXdQr3c7sArwLGA5UkpqqLC9jWKCycCxPVvSJSTn4d2kru47C9q/PH8+a14/ozSBZ1pTMZMBafrT21v31UecBg18EDiNJDvTL9Wj0KSUdW8T5JYkp64vbP8Z2F5pstUXJZ1ju4Tyw0gSzmHQNf9me9fW8ScAbP9I0scKrbEaSU7mYkm3MT5vdGhwGlO1HLAD8C1J3weeNuDLWmgcE0wWC2zfDewi6eXA1yTNLLWZ0TzGqWVWBl5MoYj6MFI7k5FZxhPHv70OwPbf2x3S/VAzCt0qZVq1pcIwgzS95Jel1oE02Upp4MIHJF0F7G57lGZ4FyGcw6BrJkgU2P5K67DI8zHXNl1AmpaxAUlsexNJuwGfqSyTUIxcx3MKcIqkN5C6cr9Hkp/xYK9uwcn/78MknQdY0kG2zx/0dU03cjpze+DXlJVQadLFa5DqY48hNSm8i5QleJgKzRdDRPVMBj2NcD33uGVLLVIrCt2UMkk61/Z2/dpbgPUelnQLqVGuhHLCyBE6h0HXjElavvdkbr4oOr8ZwPa1uYljPeD5lNcV6wTbl9p+NWmc4dCNh1NMMBkokt5FagD6su2tbP+plG3btzmNVHsvKTJ8Sz4+mMLyVEPKaqRa6oslnSVp/Qpr/FbShr0nsxZo0Qkjtu+2vQvwKVIUevOC5qsoVrSR9DxJJmkzbmL7utprDiMROQy65mDgHEnbZOkLJD2ZNIbpQ7UWtX0rsKekoVbCz8Xa8ywMX9xQTDAZKFlX8ljgWtJ4u/+bz6/0w1PbESvbY5IeX3G9oaCjTMYHgK9KOpa0+XoQ2BbYGXh9AfsTqBiFfomkFXIZRFGUxoV+hDQHeo9IJU/NjLGx4hJ2QTAlkv6DpJ/4K9JNbA1gpvOIuGA0yFGLWaTU4hnz+fGgApIeBO4hzehu3+yLC4XnppP/at50Ja0LHGG7uHMy7EhahTRX+bW21yxks9ESfR0pC3MZ6f//zxL2W+u8ixQlPri0aH7uiN6GpAfZ3mh8oYDtm4GlSeoYc8kqldBSHCXCOQwGgqSlgLVIb1g3TncNtFEk34wfJN3kqzomweCRtBZJpupyUsnSa4Ctbf9qoBe2GCPpibb/Pv+fHDw9UejDa0ShJR042XnbBxWw/cqpvm+7hFzOyBDOYRAEwTRB0lK5QaSW/ceStC0Bvm37gal+PhgeuoxC96y79LA0EY4S4RwGI4uk9Uj1bquQ0gkRsQqmNZK+kRubuljr9aQ54JFWDhYISSuQSlFeACxJckIfa/vlg7yu6Ug0pASjzGxgD+Da2HkGATD32LCi5HGYO5DGPt5ExSazYLBUikJ/BjiLJPx/BLApPcMGgm4I5zAYCJK+DZwNnF2xg/KvUUcSBPWZZA74L2y/fbBXtXhRM5Mh6bAsnN8rSN6sUWNu8BXMPc2kX5a3/SVJu9q+GThV0pXAxYXXCeZDOIfBoNgU2I4kv3ANcKLtqmRqgAAAEIJJREFUvxRe4zuS1u2d1RkE05hTSxsckTngXVAzk3F8/tzl/OoaUeh78+dlJS1p+xHgsSUXiHKjBSOcw2Ag5GjhbGB2nr97oqS/2X5vwWU+BVyWRzPd31o7JAuCaYntzwFIWhLYqjnuk6GfA94R1TIZrSkl/9YrLyPpaJIO4jBwpaQVSTI8J0v6I1BMsD0T5UYLQDiHwUCQdAbwadvfJaVB7gF+X3iZLwCXAtdRb1B8EAwNWbz4vSRx5K8AfTuHozIHvAO6yGTsS5qEA8zZBGxSaa3iUWjbJ+Yvj5b0n8DjSLWHJYlyowUgupWDgZAnlRxDqlE6FTik9C5O0tW2p9S2CoLpgKTVgb2AVwH/BGT7jkprvQHYm/TGPlRzwGsi6WmkiFjxTEbOjowBqwI359MzSHqT37JddYyhpKc0c6ML2FqTJIS9BPAF2z8oYbdl/yDgi1FuNDUROQwGxadJMz9fA2wFnCTps7a/VXCN30p6gu175/+jQTB6SHo18N8kx+FUUk3a7FqOIaQ54MCleULKXkA4h4lqmQzba0FKIduukkJuOaC9PAz8jXQv73eNzYBDgMOAR4DjJX3K9mf7td0iyo0WgHAOg0GxXS42bmpidicVVZcsCjZwoaRzgTlivCVGMQXBkDCbFK06sInsSOokXTRsc8A74FHbB9dcYDLHUNI5tt9ZwHbjgG4AvBI4Ms/P3gUopThxOPD6pjlR0ndIXdElncMoN1oAwjkMBkLuaFyFVBi8CnCa7dK1JWuSbgCr9ZwP5zCYLqwGvA24WNJtwInz+fmgHtUyGZL2YfKo3nLAKwovtz/wJttjALZPk3Q5SZqsX+5vq1bY/puk0v+v6k76KBDOYTAQJH2eFM07zvZPaqxRYh5nEAwzeWb5BcAFOeKzH7CJpN2Az0S3ZqfUzGT8dR7nx4DSGocrNI5hiycUsv3bdv2ipGcBpd8fotxoAQjnMBgUe9v+Q25MqcIkgrAAz7T94lprBsHiiu1rgWtzxH5P0pvumgO9qOlFtUyG7bPm9T1JT+7Xfg93S9rY9jXZ/maUk5u5nhTl/jKpIeWtwCWS9gaw/YkCa0S50QIQzmEwKP4p6QJgDWBtSbsCp9suWQPSFoRdhjTB4cCC9oNg6LB9K7BnzY1ZMDddZDImaRp5gCQs/dqCy7yPFIn+PcmBezpQahrOfcAZreNTCtltE+VGC0BI2QQDQdJpwFEkrcNNJL0deKXtagr/kpYAzrC9Q601giAIJqPrTIakZUj1gdfY/mZh2zOA5+XDmyZJM5dap6RYe7AQROQwGBQr2b5JEgC2L5T0/poL2n5UUqnamCAIgoWh00xGzsIclNOnxZzDvMk+AFjP9hslrUPhusCWWPtOpM7iYs5hlBstGOEcBoNisp3mkiUXkPSi1uHSwMtIM2CDYNoj6Z22zxn0dUwXbN/WPpa0JymFWjuTUbp84MPADcDG+fgdkjZsTTdZZCYRa9+4giZnlBstAOEcBoPiZkkvIDuJkg4ASivWtyORDwG3kAS3g2BaIGmFeXxrOVLncjiHA6JGJkPSlq3DZkM8o+QawIa2D5HUiEbvD1xNHzJJXYq1D9BJHyrCOQwGxf6kmsO1JN1MKhB+T8kFbO9Y0l4QDCEXk95wex2EMeDC7i9n+tJRJmOt1tcPAd8n3WtLMuG5lJ3cR/q0OUix9ig3moRwDoOBkDWmdpW0FzBm+5+lbEt6v+0TJJ3AJOnrGJMUTBdsbzLoawjmUD2T0ZG26z2Slmc86/Ma4P/1abMzsfYoN1owwjkMOkXSxvM4D0CjndUnjY2LCtgKgqFH0nLAscC6tteXtIXtywZ9XdOJmpmMXJYz1dolJ4LMBD4NrCLpHGA94A39GOxYrD3KjRaAcA6DrpmXHtbGpIaUF/a7gO0b8uerAXLKYOl+7QbBEHMoqa6qkR9ZXdIs27MGd0nTg44yGWsAG5Ee53lNSymC7d9I2pHxsXzvsf2PgvarirVHudGCEc5h0Cm255KrkbQH8K/A1iXXkrQTqbPuj6QB6zNIN+dXl1wnCIaANW3v04rQHyvpf4BZA72q6UH1TIbtbXJ692DSMIHZtdaSdAlwsu0raq0B5cXao9xo4QjnMBgYWS/reFJU7w22+y1q7mUPUhrtnsJ2g2DYmKy4/9HOr2Ia0lUmw/ZVkq4B9pP0dWAv2z8tvQ6wG7CzpH2BL5MGC9xXYR0AbP+9kKkoN1oIYkJKMBAkPR74PPAN28dUWuNS233VwgTBKCDpTFKt2Lm2Xy1pe+B1trcb7JVNH+aVybBdPJMh6bmkGcIH2T6/tP28xhLAFsC2wJ2296ixTi16nXTbdw/wchY7InIYdI6k55CKj4+0fUnFpc6V9G7bp1dcIwiGgQ8CnwDWkPTtfG7LKX4+KE8nmQxJq5Kajy4jRfaqkCVg/kZydJ9Ra53SRLnRghHOYdApktYnDVPfxfYPKy93K3CWpA8D9zO+U1+78rpBsFhh+05g2zyBAtu/HvAlTUdur+kY5lnKM4ENgb0rpZSbrM8OpObC7wIf7RWW7sP2eqS/YRVSVK/GPTvKjRaAcA6DrjkTWAI4oymOz9S4CZwK7AJcV1gKIQiGgp6JGe3zawHr2/5Qx5c0namWyZC0Gam56NQOOtAvI3W+v76kPm1mNsl5u7biPbuqkz4qRM1hMLJIutL2awd9HUEwKCQ1M2OXBt5MKsYfI+nSnWT7jEFd23RD0suAs0hBmaKZjDxl6kGSbl/7Tb1KtkTSksBL8uH1th8uZPfrtjctYWuKNf4TeGyUG01NOIfByCLpYODztn826GsJgkEi6WjgNNu/ysdPAz4ZDSndIelG0szgoc5kSHoW8AXghnxqHeDtJVLLkg4Cvmj7x/3ammKNak76KBFp5WDUuSTLOzzQnAg9q2Aask7jGALY/oukZw7ygqYhdxaaADVoPgnsafs6AEkvBY4hjb/rl08Bl0n6KclxA4rfs6PcaAEI5zAYZa7KH0Ew3Vle0jK2H4Q5TQWPH/A1TTeuk7TmCGQynt04hgC2vydphUK2vwBcClxHSpPXYFSc9KqEcxiMLLavlvR8YIOorQqmOWcBF0qaSUqjfQw4abCXNC0ZhUzG0pKWyPOQG73DUr7Eo4XnQE/GqDjpVQnnMBhZJL0SeDdpnuwZeUj8x2tJPATB4ortT0n6PfARUsPCybYvHfBlTTdGJZNxDnCqpL1Iz6Ujga8Usv1bSU+wfW8he/NiFJz0qoRzGIwy+5KEfi/Px/uRpHQ2G9QFBcEA+QpwJ+kN/foBX8u0Y1QyGbaPk/Qe4Kv51Hm2S0WhTYpwn8tEx+0LhezD6DjpVQnnMBhllrH9YKOnaPtPkorPNA2CxR1JKwEXM95herykIh2mwYIxKpkMSZvZPpXU2FGaNUn1hqv1nC/mHI6Kk16bcA6DUebR9kEuml5mQNcSBIPkE9TrMA0WjFHJZOyX9QgfKW3Y9kGlbfYyKk56bcI5DEaZsyV9CFhG0muAw0lvkkEw3ajZYRosGKOSyTgYOFTSsSTRbQBs392vYUlfYaKIN8Azbb+4X9stRsVJr8oSg76AIKiF7fNIabRbgR1JM0A/P9CLCoLBsHTuKgWKd5gGC8aoZDJmAS8DzieVKlxMmrxTgt2B9+ePfUj37l0K2W6YI+kEyUknTRAKWsTNIRhZJL3L9pmMF04HwXTlbOp1mAYLxkhkMmxvUtH2hBpYSXuS5jjvUHCZUXHSqxKRw2CU2VrScoO+iCAYNLaPB35A2ih9DfiF7aMGe1XTi1HKZEh6j6RvS/qOpH3yrOXiZC3FJxQ22+ukfxU4ofAaQ0/MVg5GFklvBN4OnMjE2pgfDeyigiCYlrQyGUONpA8ALwT2Ah4hCarfY/tDBWy/qHW4NCl9/ebS0UpJmwPbkaLoZ9u+oqT9USDSysEosyXp5rVr69wYqVMtCEYeSQdM9f0OplEE42wt6fO2/zHoC+mT7YF1m25lSbsD3ytk+/2trx8CbgG2KmQbiHKjBSWcw2AkkbQUcBhwczPmKQimIWsAGwGHAn8d8LVMd04CPi1p2DMZf2nL2Nh+RNJfShi2vWMJO/NhVJz0qoRzGIwcktYjCbTeAqwiaTvbvxzwZQVB59jeJtdVHQycbnv2oK9pGjMqmYxvSlrH9k8AJG1EnyLVkt5v+wRJJzC3lE3p0Xaj4qRXJZzDYBT5GLCF7TskrQocTboxB8G0w/ZVeY7sfpK+DuwVgr/dMmKZjNWAyyT9kNTU+iLgeklvAsZsv2kRbF6TP5eSxJmKUXHSqxINKcHIIemb7QLm3uMgmK5Iei5pfu1Bts8f9PVMB3ozGcBQZzIkPWeq75cYySjpCbS0B0sIbGe7S5Eeg1Fw0qsSUjbBKNK744kdUDDtyVH044DLgC8P+HKmE00m422k5orDB3w9fZGdv3uAJwJPaT5s39avYyhpJ0k3k5pFLqKgwHZ20r9H0vj8vqQ1StgdVSKtHARBMMJIWgaYCWwI7B0p5c5Z0vYdALZvlvTkQV9QP0g6ENga+BHjNXul0rJ7kDqh7ylgq5coN1oIwjkMRpGVJd2Yv54BLJePZ5BqYtYe3KUFQXdI2ow07uxU27MGezXTllHLZLwZ+HfbD833Jxee2ys5hjBiTnptwjkMRg7b/zroawiCxYSTgQeBvfPovIbYKAWLyu8qOYYA50p6t+3TK9geNSe9KuEcBkEQjCi2Vx30NQQjl8k4No+fO9r2w4Vt3wqcJenDwP0M7/9o6Ilu5SAIgiAIFogsWXM8SQ6mqAOXnebdgetKRycl/QZ4IB/OAJbLx+GATkJEDoMgCIIgWFCOADaxfUsF23favmb+P7bwRLnRwhFSNkEQBEEQLCi3VXIMAa6TtGYl28FCEJHDIAiCIAgWlCslvdr2NyrZvyRP9GlSwKXH5wULQDiHQRAEQRAsKGsD+0r6ORNr9hZlbF4vV+WPYMBEQ0oQBEEQBAuEpJXJDmH7vO3bC9l/PrCB7TNK2AsWjYgcBkEQBEEwJZJ+yuTagI2jWKJb+ZWkSSvPA86QdA7w8Zjq0z3hHAZBEARBMCW21+pgmX1JI+0uz8f7AWcCm3WwdtAiupWDIAiCIFgcWMb2g82B7T8BSw/weqYt4RwGQRAEQbA48Gj7QNIKwDIDupZpTTiHQRAEQRAsDpydR/MtI+k1wFeBEwZ8TdOS6FYOgiAIgmCxQNLmwHakJpezbV8x4EualoRzGARBEATBwJH0LttnDvo6gkgrB0EQBEGweLC1pOUGfRFBRA6DIAiCIFgMkPRG4O3AicBDzXnbPxrYRU1TQucwCIIgCILFgS2BR4BdW+fGSMLYQYdE5DAIgiAIgoEiaSlgFeBm24/O58eDykTNYRAEQRAEA0PSesD3gCOB70taY8CXNO0J5zAIgiAIgkHyMWAL228DtgIOH/D1THvCOQyCIAiCYJAsafsOANs3A08e8PVMe8I5DIIgCIJgkPQ2P0QzxIAJ5zAIgiAIgiCYQ3QrB0EQBEEwMCT9BnggH84AlsvHM4Ax22sP6tqmK+EcBkEQBEEQBHOItHIQBEEQBEEwh3AOgyAIgiAIgjmEcxgEQRAEQRDMIZzDIAiCIAiCYA7hHAZBEARBEARzCOcwCIIgCIIgmMP/B8rhcVGW97nBAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation to Target\n", "There appears to be high variability in resale prices across flat types. This suggests that flat types will be useful for prediction." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lease Commencement Date\n", "Although we expect a higher price for later lease commencement dates, the relationship is not all that clear. Perhaps remaining lease is a bigger factor." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation to Target" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Remaining Lease" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Relation to Target\n", "We find a positive relationship between resale price and the remaining years in lease from 50 to 90 years. However, from 90 years onwards (referring to Build-to-Order (BTO) flats sold in the last 5 years), the relationship weakens substantially, and the variation increases substantially as well. This suggests that we could create a special category for transactions of flats with 95 years remaining in their leases to predict resale prices." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# CODE FOR CUSTOM GRAPHICS NOT INCLUDED" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }