{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization in the data science workflow\n", "> Often visualization is taught in isolation, with best practices only discussed in a general way. In reality, you will need to bend the rules for different scenarios. From messy exploratory visualizations to polishing the font sizes of your final product; in this chapter, we dive into how to optimize your visualizations at each step of a data science workflow. This is the Summary of lecture \"Improving Your Data Visualizations in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Visualization]\n", "- image: images/markets_scatter.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First explorations\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Looking at the farmers market data\n", "Loaded is a new dataset, `markets`. Each row of this DataFrame belongs to an individual farmers market in the continental United States with various information about the market contained in the columns. In this exercise, explore the columns of the data to get familiar with them for future analysis and plotting.\n", "\n", "As a first step, print out the first three lines of `markets` to get an idea of what type of data the columns encode. Then look at the summary descriptions of all of the columns. Since there are so many columns in the DataFrame, you'll want to turn the results 'sideways' by transposing the output to avoid cutting off rows." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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namecitycountystatelatlonmonths_openBakedgoodsBeansCheese...PreparedSeafoodSoapTofuTreesVegetablesWildHarvestedWinenum_items_soldstate_pop
0Island MarketKey LargoMonroeFlorida-80.42721825.1092146111...111001001819893297.0
1COFFO Harvest Farmers' MarketFlorida CityMiami-DadeFlorida-80.48229925.44985012000...10001100719893297.0
2COFFO Harvest Farmers' MarketHomesteadMiami-DadeFlorida-80.48340025.46350012000...10001100719893297.0
3Verde Gardens Farmers MarketHomesteadMiami-DadeFlorida-80.39560725.50672712000...10000100519893297.0
4Verde Community Farm and MarketHomesteadMiami-DadeFlorida-80.39560725.5067279000...00000100519893297.0
\n", "

5 rows × 38 columns

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" ], "text/plain": [ " name city county state \\\n", "0 Island Market Key Largo Monroe Florida \n", "1 COFFO Harvest Farmers' Market Florida City Miami-Dade Florida \n", "2 COFFO Harvest Farmers' Market Homestead Miami-Dade Florida \n", "3 Verde Gardens Farmers Market Homestead Miami-Dade Florida \n", "4 Verde Community Farm and Market Homestead Miami-Dade Florida \n", "\n", " lat lon months_open Bakedgoods Beans Cheese ... \\\n", "0 -80.427218 25.109214 6 1 1 1 ... \n", "1 -80.482299 25.449850 12 0 0 0 ... \n", "2 -80.483400 25.463500 12 0 0 0 ... \n", "3 -80.395607 25.506727 12 0 0 0 ... \n", "4 -80.395607 25.506727 9 0 0 0 ... \n", "\n", " Prepared Seafood Soap Tofu Trees Vegetables WildHarvested Wine \\\n", "0 1 1 1 0 0 1 0 0 \n", "1 1 0 0 0 1 1 0 0 \n", "2 1 0 0 0 1 1 0 0 \n", "3 1 0 0 0 0 1 0 0 \n", "4 0 0 0 0 0 1 0 0 \n", "\n", " num_items_sold state_pop \n", "0 18 19893297.0 \n", "1 7 19893297.0 \n", "2 7 19893297.0 \n", "3 5 19893297.0 \n", "4 5 19893297.0 \n", "\n", "[5 rows x 38 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "markets = pd.read_csv('./dataset/markets_cleaned.csv', index_col=0)\n", "markets.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1 \\\n", "name Island Market COFFO Harvest Farmers' Market \n", "city Key Largo Florida City \n", "county Monroe Miami-Dade \n", "state Florida Florida \n", "lat -80.4272 -80.4823 \n", "lon 25.1092 25.4499 \n", "months_open 6 12 \n", "Bakedgoods 1 0 \n", "Beans 1 0 \n", "Cheese 1 0 \n", "Coffee 1 0 \n", "Crafts 1 0 \n", "Eggs 1 0 \n", "Flowers 1 1 \n", "Fruits 1 0 \n", "Grains 1 0 \n", "Herbs 1 1 \n", "Honey 0 0 \n", "Jams 1 0 \n", "Juices 1 0 \n", "Maple 1 0 \n", "Meat 0 0 \n", "Mushrooms 0 0 \n", "Nursery 0 1 \n", "Nuts 0 0 \n", "PetFood 0 0 \n", "Plants 1 1 \n", "Poultry 0 0 \n", "Prepared 1 1 \n", "Seafood 1 0 \n", "Soap 1 0 \n", "Tofu 0 0 \n", "Trees 0 1 \n", "Vegetables 1 1 \n", "WildHarvested 0 0 \n", "Wine 0 0 \n", "num_items_sold 18 7 \n", "state_pop 1.98933e+07 1.98933e+07 \n", "\n", " 2 \n", "name COFFO Harvest Farmers' Market \n", "city Homestead \n", "county Miami-Dade \n", "state Florida \n", "lat -80.4834 \n", "lon 25.4635 \n", "months_open 12 \n", "Bakedgoods 0 \n", "Beans 0 \n", "Cheese 0 \n", "Coffee 0 \n", "Crafts 0 \n", "Eggs 0 \n", "Flowers 1 \n", "Fruits 0 \n", "Grains 0 \n", "Herbs 1 \n", "Honey 0 \n", "Jams 0 \n", "Juices 0 \n", "Maple 0 \n", "Meat 0 \n", "Mushrooms 0 \n", "Nursery 1 \n", "Nuts 0 \n", "PetFood 0 \n", "Plants 1 \n", "Poultry 0 \n", "Prepared 1 \n", "Seafood 0 \n", "Soap 0 \n", "Tofu 0 \n", "Trees 1 \n", "Vegetables 1 \n", "WildHarvested 0 \n", "Wine 0 \n", "num_items_sold 7 \n", "state_pop 1.98933e+07 \n", " count unique top freq mean \\\n", "name 5343 5075 Main Street Farmers Market 8 NaN \n", "city 5340 3177 Philadelphia 39 NaN \n", "county 5341 1122 Washington 64 NaN \n", "state 5343 49 New York 450 NaN \n", "lat 5339 NaN NaN NaN -89.8885 \n", "lon 5339 NaN NaN NaN 39.4539 \n", "months_open 5343 NaN NaN NaN 6.37657 \n", "Bakedgoods 5343 NaN NaN NaN 0.885458 \n", "Beans 5343 NaN NaN NaN 0.144862 \n", "Cheese 5343 NaN NaN NaN 0.492981 \n", "Coffee 5343 NaN NaN NaN 0.360659 \n", "Crafts 5343 NaN NaN NaN 0.627176 \n", "Eggs 5343 NaN NaN NaN 0.75744 \n", "Flowers 5343 NaN NaN NaN 0.689875 \n", "Fruits 5343 NaN NaN NaN 0.810968 \n", "Grains 5343 NaN NaN NaN 0.148044 \n", "Herbs 5343 NaN NaN NaN 0.776904 \n", "Honey 5343 NaN NaN NaN 0.814898 \n", "Jams 5343 NaN NaN NaN 0.813588 \n", "Juices 5343 NaN NaN NaN 0.251731 \n", "Maple 5343 NaN NaN NaN 0.330526 \n", "Meat 5343 NaN NaN NaN 0.560547 \n", "Mushrooms 5343 NaN NaN NaN 0.238443 \n", "Nursery 5343 NaN NaN NaN 0.0578327 \n", "Nuts 5343 NaN NaN NaN 0.302452 \n", "PetFood 5343 NaN NaN NaN 0.198765 \n", "Plants 5343 NaN NaN NaN 0.65787 \n", "Poultry 5343 NaN NaN NaN 0.46079 \n", "Prepared 5343 NaN NaN NaN 0.620438 \n", "Seafood 5343 NaN NaN NaN 0.248362 \n", "Soap 5343 NaN NaN NaN 0.690249 \n", "Tofu 5343 NaN NaN NaN 0.0402396 \n", "Trees 5343 NaN NaN NaN 0.279057 \n", "Vegetables 5343 NaN NaN NaN 0.95714 \n", "WildHarvested 5343 NaN NaN NaN 0.148231 \n", "Wine 5343 NaN NaN NaN 0.178551 \n", "num_items_sold 5343 NaN NaN NaN 13.5441 \n", "state_pop 5343 NaN NaN NaN 1.10719e+07 \n", "\n", " std min 50% max \n", "name NaN NaN NaN NaN \n", "city NaN NaN NaN NaN \n", "county NaN NaN NaN NaN \n", "state NaN NaN NaN NaN \n", "lat 15.7504 -124.416 -85.7017 -67.2774 \n", "lon 4.48365 25.1092 40.0566 48.9433 \n", "months_open 2.67489 1 6 12 \n", "Bakedgoods 0.318499 0 1 1 \n", "Beans 0.351995 0 0 1 \n", "Cheese 0.499998 0 0 1 \n", "Coffee 0.480237 0 0 1 \n", "Crafts 0.483601 0 1 1 \n", "Eggs 0.428671 0 1 1 \n", "Flowers 0.462588 0 1 1 \n", "Fruits 0.391571 0 1 1 \n", "Grains 0.355177 0 0 1 \n", "Herbs 0.416361 0 1 1 \n", "Honey 0.388417 0 1 1 \n", "Jams 0.389475 0 1 1 \n", "Juices 0.434048 0 0 1 \n", "Maple 0.470447 0 0 1 \n", "Meat 0.496367 0 1 1 \n", "Mushrooms 0.426171 0 0 1 \n", "Nursery 0.233449 0 0 1 \n", "Nuts 0.459363 0 0 1 \n", "PetFood 0.399108 0 0 1 \n", "Plants 0.474467 0 1 1 \n", "Poultry 0.498507 0 0 1 \n", "Prepared 0.485323 0 1 1 \n", "Seafood 0.432104 0 0 1 \n", "Soap 0.462434 0 1 1 \n", "Tofu 0.196539 0 0 1 \n", "Trees 0.448577 0 0 1 \n", "Vegetables 0.20256 0 1 1 \n", "WildHarvested 0.355362 0 0 1 \n", "Wine 0.383012 0 0 1 \n", "num_items_sold 5.79113 0 14 28 \n", "state_pop 1.02398e+07 584153 6.74541e+06 3.88025e+07 \n" ] } ], "source": [ "# Print first three rows of data and transpose\n", "first_rows = markets.head(3).transpose()\n", "print(first_rows)\n", "\n", "# Get descriptions of every columns\n", "col_descriptions = markets.describe(include='all',\n", " percentiles=[0.5]).transpose()\n", "print(col_descriptions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It may seem boring, but these preliminary explorations of your data help set up the foundations of a successful data science project. Now that you've investigated the data, you can see that it is very \"wide\" – with many columns corresponding to the different goods sold. The goods are encoded with 1s and 0s that indicate whether the market sells the good or not." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scatter matrix of numeric columns\n", "You've investigated the new farmer's market data, and it's rather wide – with lots of columns of information for each market's row. Rather than painstakingly going through every combination of numeric columns and making a scatter plot to look at correlations, you decide to make a scatter matrix using the pandas built-in function.\n", "\n", "Increasing the figure size with the `figsize` argument will help give the dense visualization some breathing room. Since there will be a lot of overlap for the points, decreasing the point opacity will help show the density of these overlaps.\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select just the numeric columns (excluding individual goods)\n", "numeric_columns = ['lat', 'lon', 'months_open', 'num_items_sold', 'state_pop']\n", "\n", "# Make a scatter matrix of numeric columns\n", "pd.plotting.scatter_matrix(markets[numeric_columns],\n", " # Make figure larget to show details\n", " figsize=(15, 10),\n", " # Lower point opacity to show overlap\n", " alpha=0.5,\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatter matrices can be a lot of information to take in but are super helpful exploration tools. In this plot, we see that, due to many of the variables taking integers values (e.g., days of the week = 1,2,3,...), there is a lot of 'banding' with points clustering in a line along a given axis. Also, you will likely want to log-transform the population values as the distribution is highly skewed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Digging in with basic transforms\n", "You are curious to see if the population of a state correlates to the number of items sold at farmer's markets. To check this, take the log of the population and draw a scatter plot against the number of items sold by a market. From your previous explorations of the dataset, you know there will be a lot of overlap, so to get a better handle on the patterns you want to reduce the marker opacity.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a new logged population column\n", "markets['log_pop'] = np.log(markets['state_pop'])\n", "\n", "# Draw a scatterplot of log-population to # of items sold\n", "sns.scatterplot(x='log_pop',\n", " y='num_items_sold',\n", " # Reduce point opacity to show overlap\n", " alpha=0.25,\n", " data=markets\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot shows you that even after transforming the population to remove skew and lowering the opacity it's hard to see if there's any relationship between the population and number of items sold." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring the patterns\n", "- Digging in deeper\n", " - Investigating correlations\n", " - Are correlations driven by confounding?\n", " - ?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is latitude related to months open?\n", "While exploring the farmers market dataset with a scatter matrix, you noticed a potentially interesting relationship between a market's latitude and the number of months it stays open. Digging into this relationship a bit further, you decide to use Seaborn's regression plot to see if there's any weight to this pattern or if the heavy overlap of the points is playing tricks on your eyes.\n", "\n", "To make the regression line stand out, you'll want to lower the overlapping background points opacity and color them a muted gray. Since you're not going to be making any formal inference and want to quickly investigate a pattern, you can turn off the default uncertainty band." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(x='lat',\n", " y='months_open',\n", " # Set scatter point opacity & color\n", " scatter_kws={'alpha':0.1, 'color':'gray'},\n", " # Disable confidence band\n", " ci=False,\n", " data=markets);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here you see that underneath all the overlapping points there may be a negative relationship between a market's latitude and the number of months it's open. While you would never take these results and call the relationship true, you now have a path to dig into further to see if the signal is true or simply noise." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What state is the most market-friendly?\n", "While exploring the farmer's market data, you wonder what patterns may show up if you aggregated to the state level. Are some states more market-friendly than other states? To investigate this, you group your data by state and get the log-transformed number of markets (`log_markets`) and state populations (`log_pop`)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\kcsgo\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in log\n", " after removing the cwd from sys.path.\n" ] } ], "source": [ "markets_and_pop = (markets\n", " .groupby('state', as_index = False)\n", " .agg({\n", " 'name': lambda d: np.log(len(d)),\n", " 'state_pop': lambda d: np.log(d.iloc[0]) })\n", " .rename(columns = {\n", " 'name': 'log_markets', \n", " 'state_pop': 'log_pop' }))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize, you decide to use a regression plot to get an idea of the 'normal' relationship between market and population numbers and a text-scatter to quickly identify interesting outliers." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 10));\n", "g = sns.regplot(\n", " \"log_markets\", \"log_pop\", \n", " ci = False,\n", " # Shrink scatter plot points\n", " scatter_kws = {'s':2},\n", " data = markets_and_pop,\n", " ax=ax\n", ")\n", "\n", "# Iterate over the rows of the data\n", "for _, row in markets_and_pop.iterrows():\n", " state, log_markets, log_pop = row\n", " # Place annotation and reduce size for clarity\n", " g.annotate(state, (log_markets, log_pop), size=10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot you've just made demonstrates how regression plots are not only great for revealing correlations in your data; they also can help you figure out what's out of the ordinary.\n", "\n", "Here you see that Vermont and Texas seem to be the largest outliers. With Vermont falling the furthest below the best-fit line and Texas the furthest above. Giving you an idea about what to investigate next." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Popularity of goods sold by state\n", "The farmer's market dataset contains columns corresponding to 28 different goods and whether or not they are sold at that market. You're curious to see if there are any interesting stories in this dataset regarding how likely you are to find a given good at a state's markets. To answer this question, you collapse the data into three columns:\n", "\n", "- `state` - the name of the state\n", "- `good` - the good of interest\n", "- `prop_selling` - the proportion of markets in that state that sell that good\n", "\n", "To quickly determine if patterns emerge, you choose a subset of goods you find interesting and decide to make a simple text-scatter: the good on the x-axis and the proportion of a state's markets that sell that good on the y-axis." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "goods_by_state = pd.read_csv('./dataset/goods_by_state.csv', index_col=0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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kpBAREUFsbKwMZiVJkuqZTqfjiSee4P333wfMwVhERASJiYkIIVixYgXt27dHCEF+fj4mk4mysjIMBoO6QkZVVZUaDAoh1O2XL1+murpavZblGVV7G4DRaFTPtSxpZjKZEEJQWVl50/pbrmUpR1EUtQ7l5eWkpqZiNBoRQnDlyhUA3nvvvWvr4Q80BL4G3gH8FUUpwNzK9yAwSlGUvVcTK/9LURTtrd3dm5OB3n3KaDSyefNmHn74YXVbamoq8+fP5/Dhw5w6dYpdu3ZRWVnJuHHjWLFiBenp6RgMBv75z39SWVnJ448/ztq1a9mxYwd5eXlqObNnz+bBBx9k3759JCUlMX36dKt1Ca/1ySef8Nxzz5GWlkZycjI+Pj5W++3t7fn666/Zv38/SUlJTJs2TQ1Cjx8/zuTJk8nIyKBBgwasWrUKgPHjx5OYmMju3bt/zdsmSZIk3aHJkyezdOlS9X2HDh1YuHAhRqOR2NhY9uzZg06nU8fG9enTx+p8nU6ntsoBlqXFAOugzvJ8qO3atWrrOuZ2CCHUFjsLLy8vq0TLllbCqwFmIeaATgDTMcdfdsDDQgh7zMFfFNBJCBEJGIFRv6iSV8lA7z5TUVFBZGQkHh4eXLp0iV69eqn72rdvj4+PDxqNhsjISLKzszl69Cj+/v5qDqOxY8eyfft2jhw5gr+/P61atUJRFB599FG1nB9++IF33nmHyMhI4uLiqKys5MyZMzesU2xsLG+//TZ///vfOX36NHq93mq/EIK//OUvhIeH07NnT3Jzc9Vlbfz9/YmMjATMawpmZ2dTUlJCcXEx3bp1A2D06NG/zs2TJEmS7piLiwtjxoyhpqYGgG3bthEQEIDJZGLJkiXodDoMBgNGoxGtVsvx48etAjTLPovy8nL159qB27VB3bX779S15RYWFlq9z8/Pt9pm+ZxXNbRU5eqf26/+nKooihMwGPAG9imKkgb0AAJ+caWRgd59xzJG7/Tp01RXV1t1a9Ye46DVatXFnW+kri8TmL9Qq1atIi0tjbS0NM6cOUPr1q1vWM7IkSP59ttv0ev19OnThy1btljtX7p0Kfn5+aSkpJCWlkajRo3UZvYb1flGdZMkSZLqz9SpU6mpqaGsrIxmzZrh5OQEwPTp04mIiMDR0ZFWrVphMBg4f/48tra2NyzrZs+g2sdYjrt2HN7tqut5eG2ZGo1GvV6LFi0AtUXPhHl8niVSLcecYzgdWAOcAdKEEJFXXw8IIRJ+UYUtdfo1CpH+eFxdXUlMTGTu3LnX/q/DSlBQENnZ2eqU9SVLltCtWzeCgoLIyspS8xQtW7ZMPadPnz588MEH6pciNTX1pnU5deoUAQEBPPvsszz88MMcPHjQan9JSQkNGzbExsaGpKQkfm6d4wYNGuDq6srOnTsBrLoKJEmSpPrj7u7Oiy++yMKFC2nevDn79+9Xu2sjIiIICwujpKQEe3t7NBqNVeB0rdrduDdimXkK/Ow4PIvbaSi4tkzLmD8bGxsURakdqNZgTphsAp4A5gJaoL8QoicwAWisKErDq3VwVxTF95YrchMy0LuPRUVFERERoS41Uxd7e3sWLVrEsGHDCAsLQ6PRMGnSJOzt7VmwYAH9+/enc+fO+Pr+7/fxtddeo6amhvDwcEJDQ3nttdduWo8VK1YQGhpKZGQkR44cYcyYMVb7R40aRXJyMtHR0SxdupSgoKCf/WyLFi1i8uTJxMbGXtcVLEmSJNWfOXPmcO7cOZydncnNzcVoNPL+++/z5Zdfcvz4cYQQ1NTU0KJFC9zd3bGsb28JwCwzYA0Gw3VlP/DAA7dVl5/r5r06Y7bOYy2zeusihODChQu1Az0NMB6wAewxt+RVAW9fPf4w8Crwg6IoB4GNQJPb+jA3oPwa/da/tejoaJGcnFzf1ZAkSZKk+5pWqyUsLIyamhp0Oh1jx45l6tSpaDQakpOT+eKLL0hMTLQ6x9bWFq1WS/PmzTl27BijR49m3bp16HQ6/vSnP9GoUSNcXV05ffo0eXl5FBYWsnXrVrRarTrjVVEU9Hr9dRP9LMeAORAzGAy4ublx+fLlOgNDy+zZ2ufVZinDEitZEihrNBpsbW2prKxEURQaNWqkTkp0cnLCYDBQU1PDgw8+iKOjI2vWrDEJIbSKojTDvN5tBHAasBFCBF2tyzjMS8FOqaOePwohOt7mXw/A3V0CTZIkSZKke5dl3DfAxYsXGTlyJCUlJcyaNYvo6Giio6Otjt+9ezdGo5GpU6fi6OjIrFmz+PHHH9Hr9bi5uWE0GtmwYQOZmZlq8Oju7g5Az5492bBhA4CafuVatYM1y7CkkpKSOoM4MAdy1dXVN9xfe2iTRqNBq9ViMpkwmUxqt60QwirzRGlpKWBuDczLy7MMN9JcnWTRHHDEHH81BrSKooQAi66+d1AU5R9CCKs8Y3ca5IHsupUkSZIk6VfQsGFDFixYwIcffogQgq1btxIfb84BvG3bNiIjIxkxYgQmk4lBgwbxj3/8AyEEp06dQlEUsrKyWL58OSkpKZSVlbF582a8vLw4d+4ctra26tqxQghCQkLqrEPtxMadO3cGuGEQV/sYuPGYP39/f8AcXF4b+NXFMkHDYDDw2GOP1U65Yg+4Yl4hYzfgDDQAdmHupj0F/Ah8pCjKUUVR3rCcqChK6dU/nRRF2awoyn5FUdIVRfnTDT+cpZ4/d4AkSZIkSdKtsKRLuXjxotX2uXPn8tFHH3Ho0CE0Gg1jx461SkJcWlpKZWUlzs7OhIaGAhAXF8eZM2cwmUw0bdrUqgWvqqrKKusCmFvQaue2s0zIs7AEZpZx23Z2duzatQvguq7b2mXfKD1Y7frXVnuCxtmzZ2vvmg3MA5wwr45hxDxBoxi4jHlZtK7ACCASGKYoinWTKFQCg4QQbYDuwDzlZ2aPyEBPkiRJkqRfTV1j/zt16sQLL7zA559/jp2dHQsWLMDPzw+Av/71r8ydOxe9Xk+/fv3Q6/W0adOGnj170rJlS7RaLVlZWfTr108t78SJE+oKGJbJgEajkfz8/Ouu/cILL2Bra6sGZpaWO1tbW7y9vdVza8dLtVvuaqdQcXBwuC5R8rX8/f2ZPHkyGo2G/v374+joaNm1E3O+vBPAeWAlsBTwwdyV2xDzUmgRQogKYDXQ+ZriFeDtqxM2NgFNgUY3q48M9CRJkiRJ+lWcOnUKrVZLw4YNrba//PLLfPbZZ1RUVFBZWUnjxo2ZOXMmYL32rKOjI05OTmRlZVFVVUVxcbG6r/Y6srVZjhFC1Nmd+vXXX9O8eXP1fWlpKW5ubmg0GrXFzc3N7bo1cS0sLYmKolBeXs6lS5fU97X/tFAUherqaoQQFBUV1a6TC+bVMaoAW6AvMBpzV24Q8APmlr3wWsVdGzWPAryAtldX0LiAuUv4hmSgJ0mSJEnSL5afn8+kSZOYMmXKdcHPyZMnCQsLY+DAgSiKwpEjRwgIMC/84OvrS/Pmzamurqa4uJi33nqLiooKdu3axaVLlzCZTGi12uty1lnGvpWUlFy3rbacnBxOnDhhlTy5qKiIy5cvq61ttbuFa3fh1g76hBDY2dmpKVcsgaHlT0vZVVVVLFy4ECEE5eXltVO0LMWcO68F5vF59pgDPi1wGOgHuAHfKoqiBwZiHr9XmytwUQhRoyhKd+Bnc+3JQE+SJEmSpDtiWVYzJCSEnj170rt3b954443rjps/fz6hoaHEx8fj5ubGK6+8wrhx4/Dy8iIpKYmMjAymTp3Khg0beOKJJxgxYgTp6ekEBQWxbds2TCYTOp3OKoCsvdatvb09Op1ODaqcnJxQFAWtVquulmRnZ2fVrSyEoLi4mAYNGjBv3rw6WwOFEOh0Olq3bk2jRo2oqqqyKkOj0aDT6WjWrJm6PT8/n549e6LRaGjatCnz58+3lBUqhAjFnEPvayGEK+YxezZALvATcBT4AEgDVgkhrs0ltxSIVhQlGXPr3pGf+zuSefQkSZIkSfpdc3Jywmg0Ymtry+XLl3FycqKyshKNRkN1dTWurq4IIWjatClHjx7Fw8MDGxsbLly4QIMGDdRVNkaMGMGCBQsoLy9n6NCh/PTTT+rKTMOHD8fR0ZHOnTtz6tQpPv/8cx5//HEOHTqEg4MDrq6uFBQU0KFDB8rLy0lLS8PJyYmcnBzy8vKIiIhAURQcHR3Ztm2bVXJ/RVFShBDXTqz4TcgWPUmSJEmS6oWiKEybNk19P3fuXBISEqz2jx49GoPBwJgxYzh+3JxerkmTJiiKoiZBdnV1pUmTJnz//ffY2dlRU1ODXq/H0dFRzXnn6upKZmYmLi4uAKxatYq8vDz27dvHM888Q6dOnbC3tyc5ORk3NzfWr1/PsWPH8PLywtbWlscffxyDwUBmZiZvvfUWiqKorX1r167FwcGBJk2a4O3tzZEj5oa2rVu3qmlh6osM9CRJkiRJqhd2dnasXr2agoKCOvc7OjqyYcMGqqurGTRoECkpKYB50oevr6/apWsymcjNzWXFihWYTCaMRiOfffYZVVVVVFVV4ezszIkTJ9i4cSOenp7o9XpsbGwQQhAYGMjIkSPJzs6mpqaGqKgozp8/z6effkpVVRUXL15k9uzZLF++HEVRuHTpEs8++yxarRYfHx8uXbrEv//9b4qKirhy5Qo5OTnqmL/fQ6Anu24lSZIkSaoXTk5OzJw5k9LSUmbPns3cuXMpLS0lISGB06dPExAQgJOTE5cvX+b06dPMnDmTL7/8EgAfHx/Onj2rjsUzGAwoiqKOtVMUBZPJhLu7OzU1NRgMBsrKyggMDFRb9rRaLQ0aNFADRYDmzZtTUlJCRUUFBoMBo9GInZ0d9vb2lJaWotVq0Wg0VFVVodPpsLGxwcHBgcLCQtzc3HBzcyM3NxdPT08uXryIu7s7eXl5FUAfzAmSX8U8CaMQGCWEuHA377Fs0ZMkSZIkqd5MnjyZpUuXWs2eBZgyZQo6nY5Vq1ZhY2PD5MmT2bt3L2Beuiw1NZUFCxag0Wjw8/PDw8ODIUOGEBMTg52dHR4eHnTt2pXCwkJKSkqws7Nj48aNVFRU0LBhQ8rKyigvL8doNDJjxgzatGmDEIILFy5gMBi4cOECjz76KAMGDADMaVlcXFxQFAU3NzcAVq9ezdNPP01NTQ2Ojo60atWKy5cv06JFC3JycujTpw+BgYEAh4UQOzDn0usghIgClgMv3e37KwM9SZIkSZLqjYuLC2PGjCExMdFq++7du9HpdPTs2RNFUdiyZQsBAQEEBwfj5ubG3r17yc7ORq/X07NnTxwcHBg4cCC+vr44OjpSWlpKfHw8Go2Gnj17smvXLiZMmECfPn0YPHgwiqJgb29PgwYNeO655zh//jw6nY4xY8bQpEkTwsPDWblyJQcOHFAncwwYMICmTZsC5pm+Xbp0UWcFHzhwgISEBPLz8zl+/DjBwcHs2rXLah1czMmRNyiKkg5MB+pey+1XJAM9SZIkSZLq1dSpU1m4cKFVPrvaAgMDKS8vx8bGBldXV/R6PS+99BLz58+nsrKS77//nkuXLlFZWUlWVhYdOnQAzMugaTQa7OzsCAoKwtfXlytXrmAymdBoNISGhnLo0CGaNm3KypUrcXFxoX379ri5uRETE4Ovry/V1dVUV1djNBpxcXGhSZMmuLq6ql3FZ86cUVfPeOihh9DpdDg6OrJnzx4GDBigThi56gPgQyFEGPAkP5Ps+NcgAz1JkiRJkuqVu7s7f/7zn1m4cKG6rWPHjmqQ1KpVK8AcuDk7O3Px4kVqamrUNW8HDhxIWVkZ06dP58SJE3Tv3h2A77//Xi0jOzub/fv3q+UrikJ+fj6ff/45eXl5TJo0iT//+c8oisKVK1eIiYkhOjqa4uJijEYjjo6OFBYW0qBBA8aPH4/BYGD//v1oNBq8vb1ZunQpgDou0MXFhYyMDKsEzJgTHude/XnsXbmZ15CTMSRJkiRJqhdOTk6UlpYCcOHCBfz9/XnppZdISEggOzubFi1aEBISoqY9cXR0JDAwkGPHjtG4cWNOnTqFl5cXDRs2JD09HY1Go65hm5WVhYuLCyUlJfTv3x8HBwdWrlyJm5sbERERbN26FR8fH86dO6e28H388cf897//ZZUzqoYAACAASURBVO3atWoCZC8vL8rKyhBC0KRJEy5evIher1dbBj09PamurqaqqgoHBwfy8vJo3LgxLVu2JDAwkBUrVlBWVmaZjOEOvI852NsDtBNCxN3NeywDPUmSJEmSfteMRiM6nY6OHTvywAMP4Orqyrfffsvly5eJiYlh3bp12NnZodFoCAkJ4bvvviM6Oprz58+jKAoeHh6UlJRgNBpxcnKiqKgILy8vlixZwp/+9Cdqamr49NNP2bNnD1988QUGgwGdTkdNTQ1NmjTh7Nmz2NraqrN67e3tadWqFXv37qVdu3YcO3ZMXWvXYDBQWFiInZ2dWn+ZMFmSJEmSJOkGtFotjo6O/POf/2T//v0YDAacnZ1ZuXIlhw4dIiIigurqampqajhy5AgPPPAAeXl5eHp6EhUVxeDBg3nllVcwmUxs2bKFHj16YDKZ2L59O0FBQXh7e+Pi4kJWVhYGg4FDhw5x9uxZAJydncnMzMTLy4vPP/+ciooKWrZsSUZGBmFhYRw/fhyNRkNOTg5r1qyhurqaixcv1vMd+x8Z6EmSJEmS9IcQHh5ORUUFP/zwA/369QMgNDSU119/HYAGDRrg7e2N0Wjk+eefZ/ny5TRs2BBbW1sqKyuxt7fn0UcfJSUlhZqaGvLy8tDr9Wr5paWlODk5ERQUhKenJw4ODhgMBjZv3kxhYSGPP/642o1sZ2dHeno60dHRVFVV0bVrV6ZPn050dDSnT5+ul/tTFxnoSZIkSZL0hzFy5EhOnjypJkYGaNeuHQBhYWFotVrKysp45JFHyMnJwWg00rVrVxYuXIizszNJSUk4ODigKMq1EyVo3LgxFRUVVFZWUlpaSmVlJUIIhBDo9XqGDx9OXl4eHh4eODs7U1paSmZmJqGhoRw4cIB9+/bh7u5+7UzbeiUDPUmSJEmS/jAee+wx3njjDU6cOMHw4cPZuXMnY8eORafTERwcTI8ePbCzsyM+Pp558+ZhMpno0aMHer2egoICHnzwQWJjY1EU5bqyg4ODURSF4OBgNdeeTqejR48elJaWqnn3WrVqRW5uLgMHDsTf378e7sKtk4GeJEmSJEl/GD4+Prz22mssX76c5cuX07lzZ5KSktBoNCiKwocffkh2djbt27fn8uXL7Nmzh8OHD/Pee++h0WhwcXGhdevWAPj5+fG3v/1NLdvGxoZhw4Zha2tLaWkpJpOJxo0bExwczOuvv87ChQtxdHQkOzsbLy8vNm3axMSJE2nfvn193Y6fZ2mS/CO92rZtK+43Go1GREREiODgYBEeHi7mzZsnjEajEEKIffv2iWeeeeaG52ZlZYmlS5fecH9ubq4YMmTITa8/fvx4AYjMzMwbHhMbG2v1fvv27SI4OFhERESI8vJyq33nz58XjzzyiAgICBCtW7cWffv2FUePHr3pZwgJCblpHW/VokWLxOTJk+vcd+1nkCRJkn6/Vq9efdvPpp8zdOhQERERIQIDA0VMTIx47733fmk1BZAs6ilmki16fxB6vZ60tDQyMjLYuHEj33//PbNmzQIgOjr6uqVjasvOzuY///lPnfsMBgPe3t589dVXN73+ihUriImJYfny5dfts4xx+PHHH622L126lBdffJG0tDSrwa5CCAYNGkRcXBwnT57k8OHDvP3221y4cFfXdb4l134GSZIk6fdr2bJldO7c+baeTT+nY8eOgHmmb4sWLXjyySd/eUXrU31FmL/kdT+26Dk6Olq9P3nypHB3dxcmk0kkJSWJ/v37CyGE2Lp1q4iIiBAREREiMjJSXL58WcTExAgXFxcREREh3nvvPbFo0SIxdOhQER8fL7p3727VWmYwGMS0adNEaGioCAsLE4mJieLdd98VgAgMDBR6vV4IIURSUpKIi4sTI0aMEM2bNxeRkZFCURQxfvx48corrwgfHx+h1WqFVqsVAQEBQggh5s2bJ0JCQoSvr6+6LSsrSwQFBYmJEyeK4OBg0bNnTzF16lQREhIivL29RUBAgAgPDxd9+vQRrVu3FkJc3yLXv39/kZSUpN6nl156SbRp00b06NFD/PTTT6Jbt27C399ffPPNN+r5Dz/8sOjTp48IDAwUCQkJ193nK1euiAcffFBERUWJ0NBQsWbNml/171OSJEn6Za5cuSK8vb3F0aNHxQMPPCCEsH42WZ4Zln/XX3vtNfX56O3tLcaNGyeE+N+zKSQkRLz//vtCiOufTb169VJ7phYsWCCio6NFeHi4GDx4sCgrK/vZulKPLXr1HrTdyUsGemYNGjQQeXl5VoFefHy82LlzpxDC/CWoqamx2i+EOdBp2rSpKCwsFEJYd4t+/PHHYvDgwaKmpkYIIURhYaFYsmSJcHJyEvn5+SI2NlakpKSIpKQk4eDgIDIzM4WPj484evSocHR0FKNHj1a/KJYgMDk5WSQnJ4vQ0FBRWloq3n33XeHu7i72798vsrKyhFarFampqUIIcxN7SEiIMBgM4vDhw6JZs2bi3LlzYvLkyaJJkyZq/W8U6AHi+++/F0IIMXDgQNGrVy9RXV0t0tLSREREhHp+48aNRUFBgSgvLxchISFi3759Vve5pqZGlJSUCCGEyM/PFy1atBAmk+nO/wIlSZKkX9WSJUvEhAkThBDiumfTqVOn1OOufX4WFxeLsLCw655NV65cEcHBwXU+m4YNGyaWLFkihBCioKBALWvmzJkiMTHxZ+tan4Ge7Lr9AzP/7ljr1KkTL7zwAomJiRQXF6PT6eo8t1evXri7u1+3fdOmTUyaNEk9z93dnWXLluHo6AjA8OHDWbZsGQDt27enqqoKf39/AgMDARg7dizbt29HCMGOHTuIj4+nbdu27Ny5k0GDBuHo6IidnR0tW7Zkx44dAPj7+xMZGQmARqOhVatWaLVaLl68SGVlJR06dGDNmjVUVlb+7D2xtbXloYceAszT7Lt164aNjQ1hYWFkZ2dbfX4PDw/0ej2DBw9m586d193bv/zlL4SHh9OzZ09yc3N/F13LkiRJktmyZcsYPnw4cP2z6UYzYYUQjBo1iueff/66Z5OTkxODBw+u89nUtm1b9Rly6NAhunTpQlhYGEuXLiUjI+Muf9Jfpu4oQPrdO3XqFFqtloYNG5KZmaluf/nll+nfvz/ff/89HTp0YNOmTXWebwncriWEsJpyXlhYyJYtW6ipqSEqKgowLwTdr18/HB0d6ww2ARISEnBwcFAXlq59XEhICOfPn1ffX7NMDCaTCYBx48bRvn17nnjiCY4dO8bs2bMB0Ol06jGAVQBoY2Oj1l+j0ahlW5alqX2d2q59v3TpUvLz80lJScHGxgY/P79bCjQlSZKku8/ybDp06JCaD6/2s+lGEhIS8PHxYfz48UDdDSYWtZ9NWq2WiooKwPxsWrNmDRERESxevJitW7f+Oh/qLpEten9A+fn5TJo0iSlTplwXoJw8eZKwsDBmzJhBdHQ0R44cwdnZmStXrtxS2b179+aTTz5Rg6J///vfjBkzhtatW7N9+3ZycnLw9/dXW8CCgoI4ceIEPXv2pLy8nIEDB3Ls2DE2bNiAp6cnn332GQBdu3ZlzZo1lJeXExMTQ25uLjk5Oep19+3bx7Zt2wgICCAjIwOj0UhJSQkHDhwgKiqKNWvWqMf6+fmRlpaGyWQiJyeHvXv33vY93LhxI5cuXaKiooI1a9bQqVMnq/0lJSU0bNgQGxsbkpKSfldZziWzuLg4NmzYYLVt/vz5PP300/VUo/95++2367sKknRP++qrrxgzZgynT58mOzv7umdTXdatW8fGjRutJi/WfjaVlZXx9ddf06VLl5te+8qVKzRp0oSamhqWLl36q32mu0W26P1BVFRUEBkZSU1NDTqdjtGjR/PCCy9cd9z8+fNJSkpCq9USHBxM37590Wg06HQ6IiIiGDduHG5ubje8zsSJEzl27Bjh4eHY2NhQXl7OBx98QGhoKH379qVJkyYMGTKEf/7zn7Ro0QI7OztcXFw4duwYAEOGDGH9+vXk5ORgMBjQarW8/vrr/PWvf1Vb6ABef/11MjIy6NatGxcuXCAhIYH58+cTGhrK8ePHiYiIQK/XU1VVxejRo2nRooXaPN6pUyf8/f0JCwsjNDSUNm3a3Pb97Ny5M6NHj+bEiROMHDmS6GjrtaZHjRrFgAEDiI6OJjIykqCgoNu+hnR3jRgxguXLl9OnTx912/Lly5kzZ87PnquOXdHcnf/rvv322/zlL3+5K2VLkmTutn355ZetttV+NtVl3rx5nDt3Tn0OPfzww9c9myZOnEhUVJTVUJ9rvfnmm8TExODr60tYWNgtN6TUm/oaHPhLXvfjZIxf09SpU9UJE0II0bt3b/HYY4+p71944QUxb968Wypr06ZNokuXLsLX11fk5+cLIYQoKSkR7u7u4qOPPhIdOnQQrVq1Ei1bthTTp09Xz6t9fF0znizef//9W5rRJN1/CgoKhKenp6isrBRCmCcVNWvWTJhMJvHuu++K6OhoERYWJl5//XV1f1BQkHjqqadEZGSkyM7OvqVZ2hUVFWLcuHEiNDRUREZGii1btgghzJN6Bg0aJPr06WP1+z1jxgw17+XIkSPr4c5IkvR7g5yMIf2WOnbsqOYVMplMFBQUWA0m/fHHH6/ryryRjIwM2rZta7XNxcWF5s2bYzAYuHDhAvv27SM9PZ0VK1ZYddcCpKSksGjRIn766Sf27NnDp59+Smpqqrp//vz5lJeX3+lHle5hHh4etG/fnvXr1wPm1rxHHnmEjRs3cvz4cfbu3UtaWhopKSls374dgKNHjzJmzBhSU1Px9fWlrKyMuLg4UlJScHZ25tVXX2Xjxo18/fXX6iLpH330EQDp6eksW7aMsWPHquM109LSWLFihdXv9zvvvKPmvfwjdOtIknRvk4HefahTp05qoJeRkUFoaCjOzs4UFRVRVVVFZmYmrVu3pkePHjg7O+Pv788333wDQFlZGcHBwbi7u+Pq6kpKSoo6TvCDDz6gTZs2hIWFUVFRgaIoNGvWjJkzZ2Jvb4/BYKBr165ERUWRm5vLt99+y86dOxk4cCDTp08nJiaG6upq+vXrxzPPPENiYiLnzp2je/fu6qSOZcuWqV22M2bMUD+Tk5MTM2fOJCIigg4dOsgZsvcJS/ctmAO9ESNG8MMPP/DDDz8QFRVFmzZtOHLkCMePHwfA19eXDh06qOffyiztnTt3Mnr0aMA8JtXX11cdqtCjRw9cXV2xt7cnODj4nhrL6eTkdFvHb926lfj4eAC+/fZb3nnnnbtRLUmSbpMM9O5D3t7e6HQ6zpw5w48//khsbCwxMTHs3r2b5ORkwsPDcXBw4Ouvv2bu3Ll06NCBadOmIYRg/fr1FBQU8M0331BSUsLgwYNJTk4GwNPTk7179zJu3Diys7PRarVW6V00Gg2+vr6kpKTg5eXFm2++iRCCzMxMsrOzSU9PJz4+npKSErp168azzz6Lt7c3SUlJJCUlce7cOWbMmMGWLVtIS0tj37596iSNsrIyOnTowIEDB+jatSuffvppvdxb6bc1cOBANm/ezP79+6moqKBNmzYIIXjllVdIS0sjLS2NEydO8NhjjwHXzza/lVna4jZm5dWe2X0/e/jhh68bPyVJUv2Qgd59ytKqZwn0YmNj1fcdO3ZU88glJiaycuVKNY+cm5sbly5d4ssvv8Tf35+HH36YM2fOcP78eb755ht69erFtm3bsLGxYfbs2Rw4cIC1a9eqS6xlZWWxf/9+bG1t1eBuzZo1arC3ceNGGjVqxLfffgtAaWkpPXv2JCIigiFDhtC5c2e8vLzQ6XSMGjVK7ZKztbVVWxNq5zuSfn8URWHatGnq+7lz55KQkHBHZTk5OREXF8eECRMYMWIEABERETz//POUlpYCkJuby/Tp01mwYMEdXaNr165qF+yxY8c4c+YMDzzwwE3PsbGxoaamhoSEBObOnVvnMZZlln7vtm7dSlxcHEOHDiUoKIhRo0apwe/69esJCgqic+fOrF69Wj1n8eLFTJkyBYC1a9cSExNDVFQUPXv2VFvbExISmDBhAnFxcQQEBFjNhBw4cCBt27YlJCTkjv/eJEkyk4HefcoyTi89PZ3Q0FA6dOjA7t271fF5ljxyaWlp9OnTB2dnZyorK9m7dy+TJk0iKCiIixcv8uabb/Lss89SXV3N8ePHOXPmDAUFBdjY2PDmm28SFBREXl6eet1r08EMHDiQjh07kp+fT2xsLBMnTsTe3l7d7+DgwKZNmzhw4AA+Pj6cOHGizs9Tu2VGtqz8vtnZ2bF69WoKCgp+lfJGjBjBgQMH1MSpXbt2xdXVldjYWMLCwhg6dChVVVV3XP7TTz+N0WgkLCyMRx55hMWLF1u15NXliSeeIDw83Cr4uVZd629a1ub8vUlNTWX+/PkcPnyYU6dOsWvXLiorK3n88cdZu3YtO3bssPqe19a5c2f27NlDamoqw4cP591331X3HTlyhA0bNrB3715mzZpFTU0NAJ9//jkpKSkkJyeTmJhIYWHhb/I5JeleJAO9+1SnTp1Yt24d7u7uaLVa3N3dKS4uZvfu3cTGxlrlkYuIiCA/Px+AJUuWMGrUKAYNGoSHhwf79+/H3d0dR0dHUlJSOHnyJL6+vjRs2JAJEyYwceJEfHx8APN4JkvXmaXFLT4+nmeeeYbAwEDi4+MZMWKEVWucTqejb9++hIWFsWfPHjIzMykoKMBoNLJs2TK6dev2m9436ZfT6XQ88cQTvP/++9fty8/PZ8iQIbRr14527dqxa9cuwDx+rri4GCEEHh4efPHFFwCMHj0aZ2dnhBBWKXA8PDxIT08nPT2d3bt34+7ujru7O4cOHeLTTz+lXbt2RERE0KdPH3WyT3Z2NidPnqR79+4EBATw3XffMWHCBDVReHp6OqmpqQwYMIBp06aRmJhIZmam+t3o3bs3Tz/9NOHh4Zw+fZrMzEwGDx7M4cOH62y1soyB27p1K927d2fkyJGEhYUB8OWXX9K+fXsiIyN58skn6z0AbN++PT4+Pmg0GiIjI8nOzubIkSP4+/vTqlUrFEXh0UcfrfPcs2fP0qdPH8LCwpgzZ47VxK/+/ftjZ2eHp6cnDRs2VFv7EhMT1fG2OTk56hhLSZJunwz07lNhYWEUFBRYDUwPCwvD1dUVT09PRo0aRXJyMtHR0eTm5qLVajl06BAlJSU8+eST9OvXj/z8fF599VUAq3xkNxvTdC1FURgyZAienp6sWrWKJ598Eh8fH7VVr6SkhIKCAjw9PXnzzTeJioqie/fuRERE0KZNG/70pz/9SndE+i1NnjyZpUuXUlJSYrX9ueee4/nnn2ffvn2sWrWKiRMnAub/mOzatYuMjAwCAgLUJYr27Nlj9TtscfLkSSIjI9XXJ598ou4bPHgw+/bt48CBA7Ru3ZqFCxeq+4qKitiyZQvvv/8+AwYM4PnnnycjI4P09HTS0tIA83jQNm3asH//frp168asWbMAeOedd0hNTeXgwYNW17tRq1Vte/fuZfbs2Rw+fJjMzExWrFjBrl27SEtLQ6vV1vvs3RuNRby2hb4uzzzzDFOmTCE9PZ1//etfVivM1FXu1q1b2bRpE7t371YTpstVaSTpzsmEyfcprVbL5cuXrbYtXrxY/dnT05Pdu3er7ysqKnj11VeZOHEiCQkJZGdnEx8fT3R0NIcOHWLMmDF4enoC5qSVpaWlmEwm+vbtqyZ2Xrx4MXFxcWqZltY9jUbD6NGj8fb2Zt68ebRq1YrGjRsD5gfJTz/9hJubG/369SMgIMCqnhaW8VgAQ4cOZejQob/o/kh3l4uLC2PGjCExMRG9Xq9u37RpE4cPH1bfX758mStXrtClSxe2b9+Or68vTz31FAsWLCA3Nxd3d/c6Z4e2aNFCDcwAqzGAhw4d4tVXX6W4uJjS0lKrhMsDBgxAURTCwsJo1KiR2sIWEhJCdnY2kZGRaDQaHnnkEQAeffRRBg8eDEB4eDijRo1i4MCBDBw4UC3T0mplZ2entlpZWrktaq/NuXnzZlJSUmjXrh1g/u41bNjw9m7wbyAoKIisrCxOnjxJixYt1HVGr1VSUkLTpk0B80o7P6ekpAQ3NzccHBw4cuQIe/bs+VXrLUn3G9miJ92Sa8dB3cyQIUPw8fEhNDSUJ598kpiYGFxdXW96zjvvvMO3335Lly5d6Nq1Ky4uLsD/MpD36tVLrk5xj5k6dSoLFy6krKxM3WYymdi9e7c6YzY3NxdnZ2e6du3Kjh072LFjB3FxcXh5efHVV1/97FJFdRk3bhwffvgh6enpvPHGG3W2MNWegWt5f6Nxn5ZWre+++47JkyeTkpJC27Zt1eNvZWZu7dnAQgjGjh2r3oOjR4/e8WSVu8ne3p4FCxbQv39/OnfujK+vb53HJSQkMGzYMLp06aL+Z/BmHnroIQwGA+Hh4bz22mt1tthKknQb6itT8y95yZUxfv+uXLkihDCvXhAQECDOnz9fzzWSfi8cHR3Vn6dPny6aNWsm3njjDSGEECNGjBDvvvuuuj81NVX9uVWrVsLy3X/nnXeEj4+PWLNmzXXlZ2VliZCQEKttb7zxhpgzZ44QQggPDw9x4cIFUV1dLXr27CnGjh0rhBBi7NixYuXKlXWWUXsfIJYtWyaEEOLNN98UU6ZMEUajUWRlZQkhhKiurhYNGzYURUVFVtcVQoiQkBD1OMt9SEpKEv3791ePycjIEC1bthQXLlwQQghRWFgosrOzb3g/JUn6/UOujCHVh7y8PIYPH06LFi0IDg6mX79+aiLYW5WdnU1oaKjVtoSEBCIiImjevDmxsbG89tpraldsXeLi4khOTr5uFYx+/fpRXFx8ex/qap3+85//3PZ50m9v2rRpVrNvExMT1VyOwcHBVmPdYmJiCAwMBKBLly7k5ubSuXPn277mL20ldnR0VFeE2bJlC6+//jpGo5FHH32UsLAwoqKieP7552nQoMFtlw0QHBzMW2+9Re/evQkPD6dXr16cP3/+jsqSJElSxG0MnP+9iI6OFpYkvdKt02q1hIWFYTAYaN26NadPn2bChAlMmjQJMC/nZBkPdassY/UOHTqkbktISMDJyYl169Yxd+5coqOj6zzXycmJ0tJS4uLimDt3LkOHDiU5OfmWunduZOLEiXTu3JmvvvqKdevW3XE5knQjlt9bSZLq39mzZ5k8eTKHDx/GZDIRHx/PnDlzsLW1re+qWVEUJUUIUffD8C6TLXr3Ecv6m4cOHaKoqIiCggKGDRumzkx86KGHGD58OA0bNkSv1xMSEsKKFSuAmydNPXbsGG+88Ya6/JmlhSY5OZkePXrg4OBAREQEI0eOpF27doSGhhIeHk55eTnh4eHk5uby8ssvc+bMGZo2baqms/Dz81PL+uKLLwgPDyciIkJdjmrcuHFqImYwP4A/++wzPvnkE3bs2EFkZGSdKTwkSZKkPz4hBIMHD2bgwIEcP36cY8eOUVpaysyZM62Ou9/zqspA7x53o1UI3N3dcXZ2xsPDgxdffFH934+joyPh4eEsWbKEw4cP89hjj+Hn58f48eNJSUlh/vz5GAwG1q5di16vp0uXLphMJjw9Pfnuu++oqKhg4cKFzJ07F71ej5OTEzY2NlRVVbFmzRr69u1Lo0aNKC4uxtbWloMHD1JUVISLiwvNmzdn8eLFXLhwgVWrVmEwGIiPjyc4OJgnnniCd955hwMHDjBs2DDs7e3ZvHkzzz33HF5eXmrQGRcXx/jx4+nSpQuxsbEsXbqUkJAQ3njjjXq5/9K9R7bmSdLvw5YtW7C3t2f8+PGAudfq/fff5/PPP+fjjz9m2LBhDBgwgN69ewMwZ84c2rVrR3h4uNUzwZLcv1evXowYMUJdzSYtLY0OHToQHh7OoEGDKCoqAszPmRkzZtC+fXsCAwPVdE+/VzLQu8fVtQqByWQiMzMTDw8Pq5xdkyZNorS0lG3btvF///d/AFRVVZGTk0NxcTFeXl40btyYrKwsDAYDRqMRZ2dnjEYjgwcPJj4+Hr1ejxCCmpoaCgsLKS4uprKykpKSEqqqqnjrrbfYsWMH5eXlavqV0tJSNm7cSFlZGcHBweTl5fHqq6+Sl5dHaWkpTz31FI888gijRo0iOjqaGTNmUFVVRVRUFH/7298Ac/qLiooKq885e/ZskpOTOXjwINu2bePgwYO/7c2XJEmS7hrLWNnaLI0GBoOB3bt38+9//5stW7bwww8/cPz4cfbu3UtaWhopKSls376d5ORkVq1aRWpqKqtXr6b2sLAxY8bw97//nYMHDxIWFqbmzARzK+HevXuZP3++1fbfI5lH7x5XexWCiooK3nvvPUwmEx06dODs2bMMHDiQU6dO4f7/7J13WFNn+8e/JyeBDGZA2UOGIAGCgIALIijOqsXxulocdbR1j7ZqVeqrre2LVu2yWlfVto66W2eFioqKVEBRVBAQURTZK5Ek9++PvDkvONraX9Xans915YKcfZ7knPPN89z395bLIRaLUVtbC61Wy8W3abVaWFhYoKamBpWVlYiNjYVer4dYLIZWq8XNmzcBGCwRpFIpLl26hMbGRmi1WhARzMzM0LZtW9y7dw/37t2DVCpFXV0dampq0NjYiLNnz8LMzAyVlZWor69H+/btQURQq9WcIJ0yZQoAg8XF0qVL8eqrrwIAUlJSoNVqUV5ejmXLlmHkyJG4fPkyvvjiC+Tm5nI2DVqtFnl5eXj55ZchkUjQoUMHfPnll7/L7JWHh4eH568JET3yPm6c3q1bN8jlcgDA4cOHcfjwYS40qLa2FteuXUNNTQ369evH+Xm+9NJLAAx+jpWVlVz1pfj4eAwaNIjbh9E/80Worc736P0DMFYhkEgkmD59OiZMmIBdu3YhLy8P1tbWmDlzJlasWAGpVMolYjStdMGyLIRCw28C49+amhqYm5tj3LhxAAzxfwUFBRCJVJwe3AAAIABJREFURAD+5x129+5drs6lVquFWq2GlZUVVx2AiFBWVgZfX18IBAI0NDQAMGRYCoVCbuiZiKDT6dCjRw8UFxcDMPzaSktLg16vx7Rp06DX66HX69G7d2/4+fkhKysLixcvRlZWFvr27Yt58+bh4sWLaGho4BM1eHh4eF5wFAoFHkzMrK6uRlFREViWfcifcvbs2Zw/ZW5uLsaMGfNElZyaYnzGvQi11Xmh9w/AWIWgaeklhmHAMAwsLCyQmJiIJUuW4ObNm2jTpg0AcCa28fHx8PX1RUBAAAQCAebMmQOBQABXV1dUVlZyNiY5OTlQq9WQSCTQ6/XNTGibxjSxLIvAwEAuJrCmpgaAoQveOM3ExATt27dHY2MjdDpds/JPAoEAAoEALMuiX79+XHWP8PBwiMViWFlZcb/ItFotNm3ahDt37uDAgQNYuHAhAgICcOzYsWb1Nnl4eHh4/tqwLIugoCAoFAoolUosW7YMXbp0QX19PVf7WqfTYcaMGRg5ciSkUimqq6s5+6/u3btj3bp13POouLgYd+/eRadOnbBv3z6o1WrU1tbihx9+AABYWlrC2tqai7/btGnTC1tbnRd6/xCmTp2KxsbGZlUIBAIBfvjhB2zevJmLrdu+fTuA//XcHT58GKmpqZDJZCAiTJkyBXq9HpWVlWAYhvMKe/vtt6FQKKBWqyEQCKDX67lewREjRsDW1hZyuRzR0dHo06cPHB0dwTAMPv/8czg4OKBly5ZoaGgAy7K4efMmdu3ahQ4dOgAw1B+VSCRgWRbjx4/HjBkzoNPpMHz4cFhaWoJhGAwaNAgHDhyAXq+HUCjE2bNn4e3tjeTkZIwcORJqtZqrtzl27Fi+diYPDw/PC4TRNSI7OxtHjhzBjz/+iIULF2LXrl3Yvn07vL290bp1a4jFYrz//vsPrR8bG4thw4ahffv2CAgIwMCBA1FTU4N27dqhb9++UCqViIuLQ2hoKFfJaePGjZg1axYCAwORkZGB+fPnP/b4dDrdUzv3/zfPy6n5//PiK2P8fn6tCsFLL71EX3/9NRERrV+/nnx8fCguLo4YhqHNmzeTl5cX2dvbEwAyMzMjlmWpurqaRCIRffbZZ6RQKGj9+vUEgIYNG0bDhw+nPn36kLW1NalUKmIYhgxfMSI3NzcSiUQkkUjI3d2dfHx8SKFQkK2tLQEgqVRK33zzDTEMQ+3atSOxWEw2NjYkEonIwsKC/P39qUWLFuTk5ERt2rQhgUBAYWFh5OHhQUKhkPz9/cnNzY3s7Oy4833zzTdp/fr1VFFRQS1btqT6+nqqqakhhULBtQEPDw8Pz1+fps8yIqK8vDySy+Wk1+tJq9XSzJkzKTQ0lAICAmjVqlVE1LzCTX5+PnXq1Inatm1Lbdu2pZMnTxIR0euvv07fffcdERH16dOHbGxsKD09nb766iuaO3cuERH169ePgoODyc/Pj7788stmxzRv3jwKCwujlJQUOnfuHEVGRlJwcDDFxsbSrVu3uGXxHCtjPHfR9kdevND7/TS9OEpKSkgikXAiJz8/n7p06UIBAQEUHR1NhYWFFBUVRQKBgLZv305lZWXk5+dHAoGATE1NiWVZsrOzI5FIREKhkBiGIUdHRwJALMuSo6MjBQcHE8uyZG5uTmPGjCEAJBAISCqVkrm5OYlEIvLz8yORSEQsy1J4eDixLEsMw5CJiQmxLEsffvghff/992Rra0tCoZBYliUA1KFDB5o4cSIpFApiWZZMTU1p5cqVjy0lZRR6RERz584lT09PiomJoZEjR/JCj4eHh+cF4kGhR0RkZWVFJSUl9OWXX9K///1vIiJSq9UUEhJC169fbyb06urqqKGhgYiIrl69ypVT/Pbbb8nX15eUSiWJxWJydnYmIqKRI0fSwYMHichQhpCIqL6+nhQKBd27d4+IiADQ1q1bichQ+rB9+/Z09+5dIiL67rvvaNSoUdyx8kKPF3p/KQDQiBEjiIjoxo0bBIAsLCwoNDSUhEIhOTk5UYsWLUgqldIbb7xBc+fOJUtLS7p69Srp9XoyMzPjLsrw8HCSy+U0c+ZMKi8vp4iICHJycqKAgADy8vKi9evX04IFCyggIIDCwsI4EVdeXk7r16+nMWPGEBHRqVOnyNTUlNLS0oiI6Pbt2yQWi6miouL5NBIPDw8PzzPjUULP0tKSSkpKaMCAAeTt7U1KpZKUSiW5u7vToUOHmgm9yspKGjFiBPn7+5NSqSSJREJERDdv3qTw8HDKzs6m+Ph46tu3L926dYt8fHyourqaiAy1sgMDAykwMJAsLCwoNTWViIhYliWtVktERBcuXCBzc3PuGPz9/albt27csT5Pocfbq/A8hEwm47JTXVxcABgyjIRCIVQqFbp3747a2lrs378f5eXlGDt2LI4fP45Tp05h+PDhsLKyQklJCfR6PeLi4vD+++9j9uzZKCwsxOXLl2FtbQ2NRoOqqip88sknKCoqQseOHbFr1y5otVrY2NigZcuW8PLygru7O5RKJXcMxuymEydOYODAgX+4nigPDw8Pz4vL9evXwbIsWrZsCSLCJ598gu7duzdbpqntyccffww7OztkZmZyFmEA4OTkhIqKChw8eBCRkZEoLy/Htm3bYGZmBnNzcyQnJ+Po0aNITU2FVCqFSqXiYrzFYjFYlgVg6DRTKBRITU19Ng3wBPDJGDyPpGfPnlz2EWDIYG1sbISpqSnS0tLw448/QiAQoL6+HtOnT8e5c+cwefJkJCYmcgGrMTExWLFiBQQCAcaPH4+4uDiYmZnhP//5D7788kvY2Nigrq4OJiYmOHToELp374709HQ0NjZCIBBAo9HgxIkT2LhxIzIzM+Hg4IC33noLbm5uGDZsGJfezsPDw8Pzz6G0tBQTJkzAxIkTwTAMunfvji+++IJzlrh69WqzxEPA4Ivn4OAAgUCATZs2NUueaN++PZYvX47IyEh07twZiYmJnNVYVVUVrK2tIZVKkZOTg9OnTz/ymHx8fFBaWsoJvcbGxr+MuwMv9HgeyZAhQ/Ddd99xv1wGDBiA27dvP7TcuXPnUFpaCo1Gg/r6eowaNQozZ86EVquFp6cnFi9eDLlcjj179qC4uBh2dnaYPXs24uLikJOTA51OB61WC41GgzNnzuC1116DRqOBSCTCgAED4Ofnh169ekGhUODKlSvIyspCVlYWqqurceTIERQVFT3rpuHh4eHhecY0NDRw9ipdu3ZFbGwsV8bstddeg5+fH4KDg+Hv74/x48c/5G33xhtvYOPGjYiIiMDVq1ebeex17twZWq0WXl5eCA4ORnl5OSf0jMb7gYGBmDdvHiIiIh55fCYmJtixYwfefvttKJVKBAUF4dSpU0+pNZ4MxjB0/GIRGhpKD5ok8vx5mJmZoba2FqGhoXjzzTcxevRo7N+/H3FxcVCpVLCyskJ+fj4AID09HUeOHMHWrVuxbds2aDQaxMfH46uvvsLq1avBMAw++ugj5ObmQi6Xo6amBi4uLnBxccGxY8fw5ptvQi6X46OPPoKtrS1u3LgBBwcHlJSUQCaTQaPRQCAQoG/fvsjMzMTt27dRUFAAGxsb9OzZE3PnzkWnTp2ec4vx8PDw8PA8HoZh0oko9Hnsm+/R43ksffv2xcyZMyGRSCCTyeDq6tpMVPXq1YurSpGcnIyGhgZYWFjgzTffhKOjIzZs2ICRI0eioqICnp6e+PDDD2FhYQFTU1NcvHgRgKGLfdCgQWhoaICtrS1KS0sRHR0NqVSK3bt3o02bNpBIJLh69SrUajXu37+Pa9euAXgxHMl5eHh4eHieJ7zQ43kso0ePxvz58znj41atWmHt2rXQaDTcMizLYvjw4bhy5Qq++uortGzZEgMHDsTdu3eRl5eH77//HqWlpejduzfi4+NRXl4OFxcXXLp0CSzLIiUlBQsXLuQCWouKivDDDz9ArVZj2rRpsLOzg1qtRmpqKhYuXAhbW1ve7JiHh4eHh+d3wgs9nsfi7OyMKVOmcO9NTEwwePBgriRMQkIC+vbti40bNyIgIACJiYmYMWMGDh48CE9PTwwdOhS7d++Gt7c3zMzMABiGhTt37gxra2tERkaCiFBcXIyAgADodDoEBwdj/vz50Ov1kEgksLa2hkAggFQqxe3bt3Hnzp3n0hY8PDw8PDwvIrzQ43mIprVpjahUKuzfvx8zZsxAQ0MDevXqBQBYvXo1/P39wTAM7t+/j9TUVLi7u+PixYv417/+hc2bN+Odd95BQkICAGDdunX48ssv0blzZygUCoSFhSElJQVt27aFWq1GcHAwioqK4Orqih9//JGrLxgYGIhffvml2dDx/v37oVKpnkWT8PDw8PDwvJDwyRg8z42PP/4YGzduxP3799G2bVusWbMGUqn0eR8WDw8PDw/Pn8rzTMbghR4PDw8PDw8Pz1OEz7rl4eHh4eHh4eH50+GFHk8zSkpKMGTIEHh6enJmxVevXn3s8sYki1u3bmHgwIHc9KFDhyIwMBAff/zx//uYHtw2Dw8PDw8Pz++DF3p/YxiGgZWVFQIDAxEUFISTJ0+iRYsW6NOnzyOXJyK8/PLLUKlUyMvLw6VLl/D+++9j27Zt6NatGzw8PMCyLFq0aIFx48bB398fAJCcnIxx48Zhx44d2Lt3L+bOnYtTp07h8OHDOHPmDCcaIyIiHps8odVqmwm6+fPn4+jRowAAR0dH7Nixo9ny7u7uuHfvHgCgQ4cOAIDKykp8/vnn3DIFBQX45ptv/ngD8vDw8PDwvODwQu9vSmpqKgQCAdzc3HDmzBkcPXoU+fn5cHJyeuw6SUlJEIlEmDBhAjdNqVTiiy++QGZmJqysrAAA3t7eqKysbLZuQ0MD/P390bdvX+zbtw937tyBp6cnnJ2d8f3338PCwgJFRUXIyspCRUUFdDodVCoV5syZg6ioKKxYsQJz5syBo6MjOnTogE2bNqG8vByAQbAZRWVBQQE6d+6M27dvIzo6GqdOneLKzPBCj4eHh4eHpzl8MsbflJ07d2Lw4MF46623EBwcjIEDB+LVV1+FQqHArl27oNFoUFNTg+rqajg4OEAmk+HSpUsYMmQIJk2ahMGDB6OwsBDW1tYoKSmBra0t6urqUFNTA4Zh0LlzZ6SlpaGhoQFCoRA6nQ5isRifffYZkpKSsHPnTtTV1YFlWej1etja2qJXr1747rvvIBQKuYLTxl7HhoYGmJmZoaysDHFxcdi9ezcAwMbGBnfv3gVgMGceOnQoVq9eDScnJ9jZ2aGwsBBarRb3799HdHQ0kpOTYWFhAZZlOcsXDw8P2Nvb4+bNm7h+/TokEgkcHR2xc+dOeHt7P7fPiIeHh4fnnwGfjMHzpxMbGwsiwpYtW/D222/jyJEjyMrKQtu2bZGZmYmtW7fil19+QWxsLEaNGoWFCxeivr4eALBq1SoMGTIEoaGhmDZtGoKCgmBpaQmhUAiBQACGYQAAVlZWYFkWLVu2RGRkJDQaDY4fP44bN26gvr4ezs7O6NatGwBg06ZN2L9/PzQaDczMzBAVFQWpVApbW1tUV1dDLpejtrYWRITevXvDxMQEDMOguroay5Ytg6+vLzp27Ii8vDxERESgqqoKAoEARAS9Xo/jx49j3LhxYBgGFy9eRGlpKezs7ODv74+MjAx888036NKlC9asWYNevXrhvffeg7Oz83P7fHh+H08aM/q0Wb58OXedAIYygA/2bv8e+N5mHh6eZwUv9P6mmJmZQSwWY+PGjWhoaMDAgQPh7OyMGzduQCqVonXr1qiqqkJBQQHmz5+PadOmQa/XIzMzE+3bt8f69etx48YNlJeXc0OolpaWICIQEa5du4a6ujrodDrcunULKSkp0Ov1yM3Nxe3btwEA5ubmiIuLg0Qi4XoQLSwsoNPpwLIs1Go199DUaDSwtbUFwzAICAiAiYkJtFot5HI5li5diry8PFy5cgXnzp1DWVkZJzbVajX0ej1X/1YikcDZ2RkCgQBeXl7c9pOSknDgwAGMGTMGe/fuxalTpyCRSJ71x8LzBDwuZvR5Vkd5UOj9+OOPXEjDk8ALPR4enmcFL/T+xjAMA5VKhQkTJkCv16OmpqbZ/Hnz5kGpVKJr167Yt28fGIaBRqNBXV0dPvjgA7Asi1WrVqGkpAQ2NjZIT0+HUCgEEaG8vBzGYX9TU1OoVCq0aNECNjY23PSysjJYW1vDxMQE2dnZICJotVpIJBLU1NRAJpMhJCQEYrEYDMOAiMAwDNRqNcRiMYRCIRwcHHDr1i1OLFpaWoJlWVhaWmL8+PEAAKlUijFjxnDnbMTY46dWq/HGG28gKSkJ2dnZ6NChA9auXYtjx449i4+B5w/yqJjRoKAgdOrUCbNmzYK/vz8CAgKwdetWAIakIJVKhYEDB8LX1xfDhw/nvovu7u5YsGABgoODERAQgJycHABAXV0dRo8ejXbt2qFt27bYs2cPAECn02HmzJkICAhAYGAgPvnkE6xcuRK3bt1Cly5d0KVLF267xqSgr7/+GoGBgVAqlXjllVcAACNHjmyWSGTMUn/nnXeQkpKCoKCgPyUz/VnRtJRhUx48z0ehUqnAh9zw8Dx7hM/7AHieDleuXIFerwcAjB49GidOnEDr1q3h6uqK+vp65ObmoqqqCoWFhejfvz82bNgAoVCI6dOn45tvvsHJkyeh1WrRokUL3L9/HxcuXEDXrl1BRBCLxdBqtZDJZFzMnlarRVVVFbRaLRwdHZGbm4uGhgbs27cPpqam2Lp1KxobG0FEiIyMxPHjx2FqaorMzEzU1dXBx8cHFy9eBAB8//330Ol0YBgGxcXFMDExgVgshk6ng06nQ1VVFaqrq5GTkwOZTAYiwt27dyGRSKDVark2EIlEUKvVUKvVAICamhq4uLigqKgIPj4+yMrKQnR09LP/cHh+FxcvXkRISMhD03fu3ImMjAxkZmbi3r17aNeuHSIjIwEA58+fR3Z2NhwdHdGxY0ecPHmSK5tna2uLX375BZ9//jkSExPx1VdfYfHixYiOjsa6detQWVmJsLAwdO3aFV9//TXy8/Nx/vx5CIVClJeXQy6XY9myZUhKSoKtrW2zY8rOzsbixYtx8uRJ2Nracr3gj2PJkiVITEzE/v37/6TW4uHh4Xk0vND7m1JbWwuNRgM/Pz8IhUJ4eXkhISEBFy9ehFKpxKBBg1BdXY179+5BrVaja9eusLS0xMKFC3H//n0uwcLX1xeTJ0/G4MGDcf78eQAGKxRzc3OYm5vDxsYG2dnZnHULEUGhUMDLywsbNmzApk2bwLIsLCwswDAMLCwsEB8fzyWECAQCsCyLxsZGsCyL+/fv4/79+1Cr1bCzs0NlZSU0Gg3u3r0LqVSKAQMGwMPDAytXrkRSUhJatWqFS5cuoaamBpaWlpDL5fD390fPnj1ha2sLlmW5WrmdO3eGRqOBiYkJ5HI5Xn311ef8KfH8EU6cOIGhQ4eCZVnY2dkhKioKaWlpsLCwQFhYGBd7GRQUhIKCAk7oxcXFAQBCQkKwc+dOAMDhw4exd+9eJCYmAjCEAty4cQNHjx7FhAkTIBQabpFyufxXj+nYsWMYOHAgJwB/a/m/AxMnTsRPP/0EjUaD0tJSHDt2DDqdDleuXMGnn34KsViMHj16oLS0FNbW1gAMowiZmZkwMzODnZ0d6uvr0dDQACsrK9TU1EAoFGLZsmVcjykPD8//H17o/U0JCQmBTqd7aLpKpcLp06cfuc6///1v7v+SkhJMnToVaWlpmDlzJiIjI/Hzzz9z2bJGkpOT8e9//xt37tzheuSMfPXVVw/tQ6vVNsu6ra2thZmZGerr6xEZGYni4mK89957+OyzzwAACQkJMDMzw8yZM5ttJyEh4aFte3p6ori4+JHnxvPioVAoHjkc+GtOAaamptz/LMs26+E1zms6nYjw/fffw8fH56F9NA0D+C0et7xQKOR61okI9+/f/93b/CtjFHQLFy7EJ598grKyMsyfPx+zZs3CwYMH0bp1a6Snp6OkpATZ2dmQy+UQi8UoKirC+vXrodPp8OGHHyI9PR1LlizBhx9+iNzcXJSWliI2NhZXr16FWCx+3qfJw/O3gI/R43mIxwXB/5YVT3l5Ofr374/AwEBEREQgKysLgEGUjRs3DrGxsXj11Vfx008/cabN8fHxMDc3h1wuh0AggImJCbe9/v37Y/Xq1UhMTMTq1auf3gnz/CWJjo6GRqPBmjVruGlpaWmwtrbG1q1bodPpUFpaiuPHjyMsLOwP7aN79+745JNPuO+2sdc6NjYWq1at4gShcSjW3Nz8oVhXAIiJicG2bdtQVlbWbHl3d3ekp6cDAPbs2YPGxsZf3c6fAcMwmDFjBvc+MTHxkT+Mfo3k5GTOnxJ4OAZPp9Nh6NChOHXqFEaOHImYmBhYWVkhLCwMAwYMQHx8PJYuXYpt27ZBJBLBzs6OS8jq0KEDQkJCcOHCBSiVSnzwwQdobGzEtWvX4OvrCzc3t0dmVj/KJJ2Hh+e34YUez0M8Lgheo9GgZcuWkEgksLCw4ILgjSxYsAABAQEICQnBnTt3EB4ejqSkJACGITIzMzPU1NRg5syZ0Gq1iImJQUpKCqRSKbZu3YoFCxbgxo0bWLZsGXx8fFBRUYGoqChMmTIFK1euRHJyMiIiIhAYGIiXX34ZFRUVz7RdeJ4tDMNg165dOHLkCDw9PaFQKJCQkIBhw4ZxSQ/R0dH46KOPYG9v/4f2MW/ePDQ2NiIwMBD+/v6YN28eAOC1116Dq6srtx9jhuy4cePQs2fPh4YWFQoF5s6di6ioKCiVSkyfPh0AMHbsWPz8888ICwvDmTNnIJPJAACBgYEQCoVQKpV/ejKGqakpdu7cyYmiJ0Wr1T4k9B6FMYHKCBEhOTkZBQUFyM3Nhbe3N4KDg2FtbY3OnTujtLQUMpkM5ubmOH36NOrr65GamoouXbrAy8sLDQ0NXO/nb/Fbx8bDw9MEo13Gi/QKCQkhnqcDAFKpVDR16lQiIvrPf/5DCxYsICIisVhMXbt2Ja1WSyUlJeTi4kI7duwgd3d3srOzo6CgIJo9ezaNHDmSiIjs7e3JycmJ5s6dS/369SMnJycqKyujpKQk6tWrF1VVVZFSqaS0tDTy9PQkvV5PFhYW5OvrS3V1deTi4kJCoZAcHBzIwsKCPD09KTk5mYiI5s2bR1OmTHkubcTD81dGJpPR+++/T3PmzCGi5tdwQUEBRUdHU0BAAEVHR1NhYSEREcXHx9O0adNIpVJRXFwc2dnZkaOjIymVSjp+/DjFx8fTpEmTSCAQUKtWrUgkElFsbCxt376doqKiyNLSkmbMmEEmJiZkY2ND9fX1NGzYMBKJRDRp0iQ6duwYMQxD1tbW5O/vT1OmTCGJREL5+fkkl8uJYRjy8vKiY8eOkY2NDSkUClIoFPTWW29x5+Xm5kalpaXcORIRJSUlUVRUFA0YMIB8fHxo2LBhpNfriYjovffeo9DQUFIoFDR27FhuOg/P8wDAOXpOmonv0eNphqmpKbKystDQ0PDQPONwTdMgeKNNBWD40XDu3DnOWkIoFMLFxQVlZWUQiUTo1q1bsyD1OXPm4MqVK3jllVdQXFyMO3fuQKvVonfv3jh79iyqqqrw8ssvY/r06QgICEB1dTWioqIAGIZ8jx8//pRbg4fnxeTNN9/Eli1bUFVV1Wz6xIkT8eqrryIrKwvDhw/H5MmTuXlXr17F0aNH8f3332PChAmYNm0aMjIy0LlzZwDA7du3IRaLsX//fmi1Wnh7e2PevHkoLi6GXq/H2rVrERMTgwkTJiAgIIDLWJbL5YiIiABgsJVJSkrC7t27odfr0aNHD5SXl8PKygparRaTJk0Cy7JISkpCRkYG0tLSuCo5j+P8+fNYvnw5Ll26hOvXr+PkyZPcuaalpeHixYtoaGjgM5x5/rG8MEKPYRh7hmG+YxgmLzs7m3fIf0oIhUL0798fP/7440PziAifffYZ2rVrh3bt2nGlyQBDtmJZWRmSk5Pxww8/IDk5Gaamprh8+TKOHj2Kw4cPQyaToX///hg3bhx++uknnD59GmPGjOHEY2hoKOrr65Geno6qqioIhUIIhULcuXMHqampXALH66+/jv79++Py5ctYsGDBM2sbHp4XBQsLC7z66qtYuXJls+mpqakYNmwYAOCVV17BiRMnuHmDBg0Cy7LNlmdZFkFBQdi7dy/Onj2L7Oxs3L17FwKBAJ9++ikuX76Ma9euobq6Gu+99x58fHywaNEi5Obm4tKlS6ivr0dCQgIyMzPh7++PzZs3o2vXrrhz5w4KCgpw8OBBsCyLq1evIj8/H4sXL0b37t3RokULCIVCDB8+/Dd/0BkzrQUCAZdpDRhCUMLDwxEQEIBjx44hOzv7T2hZHp4XjxdC6DGGdLZdAJKJyFOhUPAO+U+RZcuW4c6dO1ixYgU3LS0tjatocfr0aaxevRrHjh1DmzZtABiE3unTp+Hh4YGPP/4Y06dPx6hRo1BdXY3u3bujR48eAIB169Zh9erVaNWqFfLz8zFlyhR8++23qKurQ/fu3WFvb49bt24hKioKer0e27dvx5o1a+Dq6gp7e3ukpKRg8eLFGDBgAMaNG4eff/6ZS/rg4eH5H1OnTsXatWsfypRvStNMYWP8YFMkEgkyMjLQt29fLF26FO7u7o/dlkKh4BJPmqLVapGTk4M2bdogPT0dGRkZsLOz4/wtBYL/PYboD9Ref1SmtdEkfceOHbhw4QLGjh3L7Y+H55/GU7dXYRimB4AVAFgAXxHRkgfmuwLYCMDqv8u8Q0QPdid1AdBIRKuME4KCgkBEmDVrFg4cOACGYfDuu+/iX//6F5KTk5GQkABbW1vOdHXz5s1gGAbu7u6Ij4/Hvn370NjYiO3bt8PX1xd1dXWYNGkSLly4AK1Wi4SEBPTr1w86nQ5vv/02Dh06BIaqCaL+AAAgAElEQVRhMHbsWBAR55Bva2uLpKQkuLu749y5c7C1tcXXX3+NxMREMAyDwMBAbNq0CSNHjkSfPn0wcOBAAAZn+draWrzzzju4fPkygoKCEB8fj2nTpj29D+N3YmlpiTfeeANr1qzB7du3IRAIuGzHgoICzhXf3Nwc3bp1Q79+/fDNN9/AyckJGRkZUCgUKCsrw/r166FUKvHpp59iw4YNOHfuHFauXIldu3aBZVlUVVXhpZdeQrt27ZCXlwetVov169cjLS0N4eHhYBgG5ubmCA8Px4EDB5CRkYEJEyagqKgIdXV1cHJywt27d3Hp0iUEBgY+51bj4flrIZfLMXjwYKxduxajR48GYMhW/e677/DKK69gy5YtnMfgg5ibm6O6uvo391FeXo7Ro0fj+vXrkEgkqK+vx5o1a1BcXIxbt24hMzMT5ubm8PX1xZkzZyASibB7924UFhaiV69eCAoKara9VatWISkpCWfOnMG0adOwY8cOTJo06YnP3SjqbG1tUVtbix07dnD3Xh6efxxPMwAQBuGWB8ADgAmATAB+DyyzGsDr//3fD0DBI7YzGcDHxvfGZIwdO3Y8lBxw69YtSkpKIgsLCyoqKiKdTkcRERGUkpJCRIaA3pUrVxIR0WeffUZjxowhIqLZs2fTpk2biIiooqKCvL29qba2lj7//HOKi4ujxsZGIiIqKyvjtmMMDG76/uLFi9S6dWtunnH5+Ph42r59O7d802Di3r17018Fw1fCcNxubm6UkJDABXIbg6wfZMGCBTR//nzu/YABA6h9+/YPnVtSUhJ17NiR6urqqH379hQVFUVJSUlERFRTU0M7duygPn360KhRo4iIKCoqiiZMmEAxMTHU0NBARETXr18nT09PKi8vJyJDu65fv/7PbgYenhcW472FiKikpIQkEgl3Defn51OXLl0emYzR9P505coVCggIIADk6elJ1tbW1K5dOyIyXMcsyxIR0cSJEykhIYGIiH766Sfy8/OjQYMGkbW1NYnFYurevTtdvXqVdu/eTVZWVhQSEkJ+fn5ka2tL+fn5tHbtWgLQ7H65ZcsWUigUZGpqShMnTuSO6XHJGE3vMW+++SZ3P5g7dy55enpSTEwMjRw5kmsDHp7nAZ5jMsbTFnrtARxq8n42gNkPLPMlgLebLH/qEdt5pNCbOnUqrV27lmvIESNG0J49eygpKYm6du1qbFzy9vbmRJyrqyvJ5XLq3bs3nT59mmJiYoiIKCQkhBQKBSmVSlIqlWRnZ0fDhw+nuLg4Onz48EMf2uOE3sqVK7lst6a8aEKPiGjWrFnk4uJCCxYsoKKiInJyciIbGxsCQD4+PnT27FkiMmTAsixLPXr0oHv37pGLiwsVFxc/dG6JiYnk7u5ORESXL18mU1NTSkpKotLSUqqqqiIiovPnz5NSqSQig9BLS0ujpUuXUp8+faixsZEyMjIoMDCQdDodlZSUUMuWLXmhx/MQAGjEiBHc+8bGRrK1tf3Nay0tLY0mTZr0tA/vhaGpaDTS9LoOCgqivLw8bp6zszNVVlbSggULOAH44DpKpbLZOtbW1ty9dMGCBRQYGEiBgYFkYWFBqampT+W8eHieNc9T6D3toVsnAEVN3t8EEP7AMgkADjMMMwmADEDXR2wnG8BD/e6Gtns0xrgNmUyGiooKLp5OrVbDwcEBwO9zyI+Li/tbOORPmzYNbm5umDp1KgCDUayLiwtXvSIkJAQuLi4ADMPiubm5EAqFqK+vR3l5OTw8PCAWi7njvnbtGmJjY9G/f3+UlpYCAA4ePIiIiAi8/vrrCAoKQrdu3VBTU4OwsDDcv38fNTU1uHPnDgIDA3HhwgV07NgRDQ0N6NWrFy5evAgigr29PT7//HMUFBTg7NmzWLRoEa5duwa1Wg0bGxt88MEHkMlkkMlkEIlEMDc3h0aj4c7z3Llz+Prrrx8KQuf5ZyGTybhsS4lEgiNHjsDJyek31wsNDUVoaOgzOMK/B4+6Bxvvf4+K+XtwmaYkJyfj6NGjSE1NhVQqhUql4uPq/oEwDIPp06dj6dKlAAyG37W1tU9s+v04CgoK0KpVK7z77rtcNah79+7BwcEB48ePx6effvrE21y1ahWkUulftqzm007GeJRCevDOMBTABiJyBtALwCaGYR48rmMAnBmGKWAY5lxpaekTOeS7uroiMzMTAFBXV8fVvASA6upqdOjQAcXFxVCpVJxdyJo1a9CnTx/ExsZi8uTJGDlyJFQqFdzd3bFy5UrO2X7z5s0ICwvDrVu3MGPGDKhUqr+MQ35TOnTowJmM6vV63Lt3r1kWWk1NDWprawEAv/zyC3x8fODl5YXIyEjs3LkTLMviyJEj+Pzzz8GyLKZOncrFvpw7d47L1rt27RpycnJQWlqKb7/9Funp6Rg0aBAyMjIgkUig1WphZ2cHhmGg0WiwZMkS3Lx5Ey1btkSrVq1w9+5dFBYWol+/fmhoaMDly5chlUpx9+5dTJ48GePHj8e+ffvQ0NCA6upqjBo1qploDg0N5UUeDwCgZ8+e+OGHHwAA3377LYYOHcrNO3v2LDp06IC2bduiQ4cOuHLlCgCD2DBWbUlISMDo0aOhUqm4+spGjNd9UFAQxo8f/8hyg/8EIiMjsWXLFgCGtrO1tYWFhcXvXufAgQOc8XlVVRWsra0hlUqRk5Pz2FKNPH9v/r+G378HDw+PZnY727dvh0Kh+MPbmzBhwl9W5AFPX+jdBODS5L0zgFsPLDMGwDYAIKJUAGIAtk0X+G+3ZycAZwFY371794kc8r29vXH27Fmo1Wrcv38fISEh3DypVIrjx48jPz8fwcHBCA8Ph7+/P9atWwfA4JBvaWnJibcJEybgvffew5gxYxAdHY2pU6fi5MmTcHR0BMuyyMjI+Ms45DelY8eOnNDLzs6Gv78/zM3NUVFRAY1Gg5KSEk7kzpw5E4WFhbhy5Qo8PDw4n6y33noL48aNg06nw8aNG6HValFbW4s7d+6AiMCyLMaNG4ctW7aAYRgIBAJIpVLMmzcPZmZmyM7OhlQqhV6vBxHh0qVLUKvVuH37NgoLC5GTk4P6+nq88cYbuHTpEgAgLy8P6enp8PDwwKJFizB27Fh8+eWX3PYXL16MadOm4ejRowCaP6gf9zDn+WcwZMgQfPfdd1Cr1cjKykJ4+P8GE3x9fXH8+HGcP38eCxcuxJw5cx65jZycHBw6dAhnz57Fe++9h8bGRly+fBlbt27FyZMnkZGRAZZlOeHyTyMhIQHnzp1DYGAg3nnnHWzcuPE311mwYAGOHz+O4OBgHD58GK6urgCAHj16QKvVIjAwEPPmzeO893j+WQiFQowbN+6Rz8PS0lIMGDCAs/gyeiYGBASgsrISRAQbGxt8/fXXAAwWQsZnQ1MkEgnatGmDc+fOAQC2bt2KwYMH/+Z+Jk+ejIULFwIADh06hMjISOj1eiQkJCAxMREAkJubi65du0KpVCI4OBh5eXnGnm9nhmEuMgxzgWGYf/1pDfZ7eJrjwjBk9V4H0Ar/S8ZQPLDMAQAj//t/GxiEIPNr232SyhjGGJOQkBBat24dzZ49u1m8yI0bN6h///6kUCjI39+ffHx8iKh5TMmCBQto0aJF3DZ9fX2pqKiIPvnkE3JwcODi+lq3bv2XDvh1c3OjwsJCWrVqFX3xxRf07rvv0g8//EAnTpygzp07k5ubGwEgCwsLmjhxIs2dO5fatWtHAEgsFpOtrS21aNGCANDo0aMJht5Z8vT0JBcXFwJAVlZW1KJFCxIIBCQQCAgAiUQicnBwIIZhqFWrVmRlZUUAyN7eniwtLQkAOTg4kIuLC5mZmRGAZusCoAEDBnBVO0xMTLgYrAkTJpBYLCY/Pz8iav65VVVVcUk0R44cobi4uOfW9jzPFv665+F5MZHJZFRVVUVubm5UWVnZrLLL0KFDucTKwsJC8vX1JSKi8ePH0/79++nChQsUGhpKr732GhEReXl5UU1NTbPt5+fnk0KhoD179tCMGTOoqKiIoqOjaf369fTmm2/+6n7q6urIz8+Pjh07Rq1bt6bc3FwiMtwr/vOf/xARUVhYGO3cuZOIiBoaGqiuro527NhBAKpgSFC1A3ADgAP9HWL0iEjLMMxEAIf+e4LriCibYZiFMAQm7gUwA8AahmGm/Vc4jCT6leC7P0jfvn0xc+ZMJCcnc8OqgKHWZZcuXbBr1y4UFBRApVI9cv1HeTUREeLj4/HBBx/82Yf7VDD26p06dQrTp09HcXExTp06hcWLF0OhUKBjx44oLCyEWq3m4hREIhEAQ2yjXq/nhkkPHz7Mbdfe3p7rLVOr1aiqqgLDMDAxMYFarYZWq4WzszNKSkpQWlrKDVs3tW+oqKhoFo9D/+0hHDJkCDZv3gyFQoHvv/8eKSkp3DBZamoqSkpKwLIsSkpKOPsWI1VVVYiPj8e1a9fAMAy3X55/Dvx1/+QwDIMRI0Zg06ZNAAw+eA4ODggPD8f+/fuxd+9eXLp0Ce+8884zPa6/ehwUz59HU8NviUTCTT969Cg32gMYniE1NTXo3Lkzjh8/Djc3N7z++utYvXo1iouLIZfLOTuwB+nRowfmzZsHOzs7/OtfzTvYHrcfc3NzrFmzBpGRkfj444/h6enZbL2amhoUFxfj5ZdfBgCIxWIAMBqTlxORDsAdhmF+BtAOwN4/3EhPwFM3TCaiH4moNRF5EtHi/06b/1+RByK6REQdiUhJREFEdPjXt/jHGD16NObPn4+AgIBm06uqqrgg7Q0bNjzRNmNiYrBjxw6uQkR5eTkKCwv/lON9Ghjj9C5cuAB/f39EREQgNTUVLMuivr6eC0JvKogYhuHi74yJK4AheLV169YADAXGm8ZTsCwLvV6PkSNHAjCItvT0dBARamtruUBs468N4H++V8YhWTMzM+h0OmzZsgVExJmq6nQ6CIWG3yeWlpYYNWoUvLy8oNPpEBoa2qykk/FhfvHiRezbt48P7P4Hwl/3T07TRBYADyWy9O3b95mLPK1W+5ePg+L5c3mU4bder0dqaioyMjKQkZGB4uJimJubIzIyEikpKUhJSYFKpUKLFi2wY8cOrnzfozAxMUFISAiWLl2KAQMGNJv3uP0AwIULF2BjY4Nbtx6MQnt8guhT6Lt6Il6Iyhh/Bs7OzpgyZcpD09966y3Mnj0bHTt2fOKAaj8/PyxatAixsbEIDAxEt27dcPv27T/rkP90OnbsiP3790Mul4NlWcjlclRWVkKv16Nv377NMpDNzc0hEAg4McYwDJc1DBhuvDdu3ACAZnGRarWa6wVZtYrzt262rlFwNTQ0QK1WP+SMLxAIHkpQMfYwCgQCMAwDhmGg0+mwfft2rvRccnIyZs+eza3z/3mY8/w94K/7P8avJbJs2LABEydOBGAIYvf394dSqURkZCQAQwywMVElMDAQ165dA2CouOPv7w9/f38sX74cgCED0t/fn9t2YmIil12pUqkwZ84cREVFYcWKFc3ioHj+/jQ1/DYSGxvbLCs2IyMDAODi4oJ79+7h2rVr8PDwQKdOnZCYmPirQg8AZsyYgQ8//BA2NjbNpj9uP4WFhVi6dCnOnz+PAwcO4MyZM83Ws7CwgLOzM1efWaPRoL6+3nhtyBmGYRmGaQEgEoacg2fDsxoj/jNfTxKjx/M/tFotmZub09y5c7lp8fHxxDAMZWZmUlxcHBd3Z3xJJBICQFKptNl0lmUf+j8xMZEWL17MxdAB4P4XiURkaWnJxd4ZX2KxmMRiMaWkpHDbMu4TABezFxwcTEKhkEQiEbVq1YqLDWzZsiUJBAKysLCgpKQkioiI4GKsTp06Rd7e3tShQwd69913yc3N7Tm1PA/Pi4NMJqPMzEwaMGAANTQ0kFKpbBa72DSWyd/fn27evElEBqN5IoOJ8ubNm4mISKPRUH19PZ07d478/f2ptraWampqyM/Pj3755RcuXspI03isqKgoev3117l5TeOgeP6+/Jrhd2lpKQ0ePJgCAgKoTZs2NH78eG7ZESNG0NChQ4mI6OTJk8QwDN27d++h7T/4nTPS9Hv9qP3o9XqKiYmhPXv2EBFx3+mGhoZm382rV69ypuTBwcGUl5dHer2eAJQAuAjgAoB/0TPUTM9dtP2RFy/0/lweDFwXiUQ0aNAgAkDp6enEMAx5enqSpaUlBQQEkKWlJXl4eJCTkxMBoNmzZxPDMCQSicjPz49UKhUBIIZhyMXFheRyOTEMQ+bm5iSTyQgAWVpaklQqJVtbWzIxMaE2bdoQwzAEgHr37k1eXl7Esiy3blRUFMnlcpLJZFzSRmRkJL322mvk4OBA58+f/8uZT/PwvIj8ViJL0wfi+PHjqWvXrrR69Wruobplyxby8/OjJUuW0NWrV4mIaPny5TRv3jxuH++++y6tWLHiN4VecnIyN48XejwvMniOhsn/mKFbnt/GGLguFArRvXt3AMCoUaMgEomQl5cHFxcXNDY2omXLlqioqEB1dTUYhsEvv/wCLy8vODo64tKlS0hJSYGpqSlMTU3h4+PDGVQba9cCgJeXF959911IJBKIRCIUFRl8tU1MTJCTk4MbN25Ap9Ohe/fusLKyQlZWFogIQqEQt27dQkxMDI4cOcIFzD6JqTUPD89vY7wfNB22fZBVq1Zh0aJFKCoqQlBQEMrKyjBs2DDs3bsXEokE3bt3x7Fjxwy9Co+gqZE8gIfiaH/NdJmHh+f3wQs9Hg5j4HpDQwMOHToEAMjKyuJi8Nzc3ODs7Izc3Fw0NjaipqYGMpmMM15OSEhAmzZtYG9vz8XS3bp1Cx06dECrVq0QHBzMeRUZM2qrqqqg0Wi4JA0TExN07doVYrEYIpEIgYGBYBiG8z2Kjo4GEWHfvn0QCoWIiYlBdXX1QxVNeHh4fj8Mw+CVV17h3mu1Wixfvhz29vYPJbI0JS8vD+Hh4Vi4cCFsbW1RVFSE69evw8PDA5MnT0bfvn2RlZUFqVSK5cuXo76+HnV1ddi1axc6d+4MOzs73L17F2VlZdBoNM1MbB9H0xhBHh6e34YXejwcTQPXU1JSABgCYtu0aQOGYVBeXo6UlBSwLAszMzN07doVoaGhuH37NvLy8jB69Ghcu3YNvXv3xqxZs6DRaHDt2jWsXbsW+fn5KC4uRlpaGuRyOc6ePQsPDw80NDSAiDBo0CDY2dmhtrYW27dvR0BAABiGwc8//4yKigrcvn0bOp0Ow4cPh5mZGSQSCaKiorBq1SqoVCoujZ2Hh+fJaZpp29DQgCVLlsDV1RWtWrUCAOzYsQOZmZkYOLB5JcpZs2YhICAA/v7+6NSpE5RKJbZu3Qp/f38EBQUhJycH6enpMDExgbOzM8LCwhAeHo7XXnsNbdu2hUgkwvz58+Hr64vg4GD4+vo+j9Pn4flbwws9Hq70WVMmT56Mnj17ory8HIGBgSAipKWlwcHBAS1atIBMJkNlZSUcHR3h7OwMPz8/DBkyBK6urli/fj1XiaBPnz6Qy+UQCATIzs7GjBkzEBERAQcHB2zYsAG2trZ44403sGrVKowdOxbm5ubQ6XTIycmBQCDA+fPnuUxhExMTvPvuu2hsbIRcLsexY8fg6uqKM2fO4JdffoFKpfpdPQI8PDwPY8y0/fzzz7Fhw4ZmQ7bJycmwtLREXl4eVq9ejUmTJgEwDO+2bt0arVq1QnZ2Nl599VX4+fkhOzsbGRkZsLGxwaBBg+Du7g4PDw9cvHgR69atw7Zt27iKNd27d0dpaSlmzZqF6upqnD59Gt7e3ggLC+Msn9avX49vvvkG+/bt46oU8PDw/E6eV3Dg/+fFJ2M8XQBQVVUVSaVSioiIoG7dupFAICAbGxsyMTGhL774gry9vSkkJISsrKxILBaTtbU1WVlZkVwuJ0tLS2rbti0tWrSIvLy8KCYmhuzs7KioqIiuXLlCdnZ25OrqSi1atKDg4GDy9vYmHx8fsra2JoZhyMHBgfr06UMMw1DHjh2pU6dOJBAIaMOGDUREXAZuaGgo2dra0pAhQ55zi/HwvNg0zbS9efMmsSxLhw4dot69e1N+fj45OzvT1atXSaFQ0JEjRygkJIQGDhxISqWSTExMqLS0lF5//XVyd3cnOzs76tmzJ23cuJHc3d0pMjKSVq1aRb179yaZTEYzZsyggIAACg8Pp23btlFcXBwtWLCABg8eTK1ataIVK1ZQcHAwiUQi6tmzJ+Xm5pKLiwvdvXuXNBoNdejQgUsG4eF5UQCfjMHzV0Imk0EgEEAgECAsLIyr55mSkoL79+/jvffeg1AoRE5ODqqqqmBvb49JkyahR48ekEgkaNmyJS5fvoyPP/4YlZWVyM/Ph7W1Nd5++20MGzYMVlZWCA4OBgB4enpCo9GgqKgILMvCzc0NL730Ei5dugSpVIrAwED069cPjo6OeOONN9C2bVvOobympgYpKSn49ttvn3OL8fC82NTV1UGpVCIpKQmJiYlgGAYHDx7EkSNH0KNHD/Tu3RuDBw9GTk4Opk2bhuLiYqSmpuK1117DsGHDkJycjMuXL8PU1BREhFOnTuHEiRMYMGAAGIbB3r17ce/ePdTV1cHPzw+enp7Izc3FxIkTuRhfwOCHlpWVhfT0dMTExKBFixZYsmQJZ4JrYmLyUBUDHh6eX4cXejyPZPfu3ejXrx/27NnD3bwlEglYloWVlRUmTZqEe/fuQalUYtmyZdi1axd++ukn1NXVobCwEPb29vD29kZFRQUiIyPBsixmzZqFvXv3Ij09HRUVFXB3d0dBQQGIDOXOBgwYAA8PD2zcuBGDBw9Gt27dsGnTJgQFBSEoKAgymQxJSUnYvHkzamtr4eTkxA/j8PD8TqZNm8YZFQOGBAwvLy/uvVAoRHl5OZYvX44pU6Zg165dYBgGt2/fRnFxMfr27QtfX1/s27cPjY2N6NatGxISEiAQCHDixAn06tULRITy8nJYWVlh586dGDVqFADDEK+trS1MTEzw888/o0uXLvjss8+gUqmgVquRlJSEO3fuQCgUoqysDB4eHjhx4gQOHz6MGzdu/GpW/blz55pVxOHh4XmA59WV+P958UO3TxeZTEa9evWiw4cP06xZs8jKyooEAgHl5+eTpaUlzZkzh1xdXSkqKors7e3JxMSEBAIBWVtbk0Qioc6dO1NMTAxZWlrSxIkTacqUKaRQKGjRokXk6elJYrGYWJYlMzMzWrJkCbm5udHkyZPJzs6OZDIZeXl50YwZM8jFxYVEIhG5urqSubk5RUREUEBAAPn6+hLDMJSbm0vt27enrVu3Pu8m4+H5y7Nt2zYaNGgQERHpdDoSCAQklUqpvr6e871kGIbs7OyopqaGRCIROTs7E8uyXFiGhYUFLViwgMRiMWdmzjAMBQUF0UcffUTm5uacKbpQKKSDBw+SXC6niIgILuTC09OTHB0dyc3NjYRCITEMQ46OjqRSqcjCwoIEAgGJRCLy9fUlBwcHUiqVBIBUKhV5eXmRo6MjmZub0/37959zi/Lw/H7wHIdun7to+yMvXug9XWQyGYnFYnJ1dSVnZ2diGIYsLCzo+vXr5OPjQ4MHD6aWLVuSXC6ncePGUWNjI7EsSyNGjKDo6GiKjIzknMlXrFhBU6dOpevXr5OnpyeVl5cTkaEiR8eOHWn79u3k5uZGpaWlpNPpKDY2luRyOfn7+3PzduzYQW3btqXBgwfT/fv36dq1ayQSiSg/P5/KysooODiY9u/f/5xbjYfnr01xcTE5OTkREVFWVhYJhUJyd3en9evXc5VoBg8eTCYmJhQUFMQZmDs7O9P8+fO5ZYziTCqVEsuyJBaLuSo6xnUEAgGZmZmRi4sLMQzTbDmjkDP+bzRTt7S0JD8/P048GucbBSLDMCQUCrmKO/v27SOZTEbDhw8nc3NzCg//P/bOO67Lsvvj7y97oygiKoozBL5MkSEgTkytNEduzNQyNcuRaRn6lGapYY4ezUzNXI97ZfUoIOJIQDauFHArOJAp6/z+4OH+iWKpDbXu9+v1fcm9ruu6L+H+nvtc53yOt1y5cuUJz7KKSvU8SUNPXbpVuY958+YxZMgQMjMzOX/+POXl5bi5uXHhwgX09PTYsGEDAwYMYOrUqSxdupTVq1dTVlbG6tWrmTZtGkePHsXW1pbS0lJ2796Nv78/t2/fxtTUFEtLS65evcqePXsYPnx4FbkGHR0d+vfvT//+/UlOTlaOtW3blpCQEOrUqaOIK5eUlAAV8i9xcXF069bticyVisqzQr169dDT0+PcuXMcOnQIHR0dOnXqxLJlyzAwMACguLgYIyMj3nrrLVxcXAC4fv06n3zyCUZGRmg0Gs6ePYuenh5mZmbUrFmTzz77jBYtWlRZBtbV1cXY2Bhra2v09fWxtrZmyZIlSv3suLg4bG1tsbS05Pnnn8fOzo6CggIKCwuBCgeEkZER7du358yZM+jp6WFra0u7du0UDc433nhDifkLDAwkMDCQZcuW/fUTq6LylKMaeir3sW7dOnr27FllX69evZg1a5ay/eabb7Jq1Sp8fHw4depUFQV7X19f3nvvPZydnWncuDE9e/bE1dUVd3d3nJycGDZsGG3atHmkMQ0cOJDY2FhatWrFmjVrVL0tFZXHoE2bNhw6dEgx9Hr06MHZs2cpKytDR0eHkydPcufOHUaMGMHVq1cB8PHx4eWXX6asrIwGDRqQmJiIvr4+7dq1Iycnh8uXL1NeXs7w4cMVg9HAwAArKytOnz6NoaEhtra2mJqaEhwcjIgwa9Ys7ty5w8CBA9FoNHh5eWFpaUn9+vWVWGBLS0u+//57ioqKaNSoEYWFhbi7u2NgYEBBQQFNmjRBX18fX19fADw9PcnIyHhSU6ui8tSi96QHoPL0ERkZed++t956q0rAc/PmzUlKSlK2P/nkEwCCgoIICgqqtt2VK1dWu//uh/PQoUMZOnRotccOHz78m5D9F9oAACAASURBVGNXUVF5MH5+fhw6dIjk5GR0dHTw8fHB2NiYsrIyDAwM6NSpE4sXL6ZXr148//zzDB8+nMzMTMLDw5k4cSLr1q2jV69emJubU1hYSJ06dTAxMSEzM5PPPvuM4uJiAPr168fx48cJCAjg22+/5eTJk/z0009Khq2fnx8bN27ku+++o02bNpSUlFBaWoqpqSl6enro6Ohw/fp1UlNTlUSMpk2bsnTpUmrWrKncj56ennJcV1eX0tLSv3hGVVSeflSPnoqKiso/hDZt2igC5BqNBisrK8zMzIAKo6msrAxbW1uOHj3Kjh07KCsrIzc3F41Gw6JFi6hZsyb16tXD2NiYXbt2cenSJdavX4+xsTFt2rTB2NgYPT099uzZw5kzZxARzMzMKC4uZtu2bTg7O6Onp8fixYupU6cOOTk5REdH88MPP1BUVMSRI0fIz88HoGbNmnTr1o0GDRpw8eJF6tevz+3btykqKsLOzo6zZ8+io6N+hamo/BbqX4mKiorKPwStVkt2djY+Pj7KPg8PD1q0aEF+fj6dOnUiLy+PWrVqkZ2dTc2aNTl69Cg6OjoUFxfzyy+/UFBQwMSJE6lTp47Shq+vLyNHjsTLywtDQ0NmzpyJs7MzR44cQURo1qwZP//8M7NmzaK8vBwjIyOsra1p0KABRkZGmJqa4uDgwMaNG7GzsyMwMJDc3Fxyc3PZs2cPS5cuZe/evejr6ytG5pIlS57EFKqoPHs8qSyQyg8VmVzz7tqeCEz/tWseJes2PT1dnJycquwLDQ2VOXPmPHQbfxS/1q+vr++f2vfHH38sjo6OotVqxdXVVY4cOfJY7URERMjBgweV7ZCQENm4ceNvXqejoyOurq7i6OgoLi4uMm/ePCkrK/vNvrp16/bYY1NRUfljMDU1lSlTpih/64MHD5bZs2crf58///yz+Pr6ipubm/j6+sqJEydEpOrfcGhoqLz66qvStGlTMTAwEBsbG+nTp4/k5+fLl19+KYaGhuLo6ChmZmb3Zc+OGTNGzM3N5YsvvvgL71pF5Y+Df3jW7R3gZY1GU/tJD+RJcujQofv2lZWV/SFtHz58mF27dnHs2DGSkpLYu3cvdnZ2j9VWZGRktWP9LYyNjUlISCA1NZX//ve/fP/998yYMeOxxvBHj01FReW36devH+vXr6eoqEipZV2Jg4MDUVFRxMfH869//YupU6dW28aJEydITU3l4sWLlJSUcPXqVTw8PHj33XdZvHixEpO3adOmKtctXLiQl19+mXr16v2p96ii8nfkaTD0SoGvgHfuPaDRaKw1Gs1mjUYT879PG4DU1FRu3bqFiFCrVi2+/fZbAAYPHszevXsfqfNly5bh5eWFq6srvXr1oqCgAKhIChg1ahTt2rWjSZMm7N+/n2HDhtGyZcsqyQJmZmZMmDABDw8POnToQFZWFgALFizA0dERFxcX+vXrp5yflpZGUFAQTZo0YcGCBVXagQpjpV27dgwYMACtVgvAd999R+vWrXFzc+P1119/ZAPw8uXL1K5dG0NDQwBq166tPDD37duHu7s7Wq2WYcOGcefOHQDs7e3Jzs4GKpTng4KCyMjIYMmSJYSFheHm5saBAwcAiIqKws/PjyZNmtz3gK6OOnXq8NVXX7Fo0SJEhIyMDAICAvDw8MDDw6NaYy0mJgZ3d3fOnj3LjRs36NGjBy4uLvj4+JCUlFTt2Hbu3Im3tzfu7u507NhRySJUeTa5t7JDcHAww4cPV7YnTJjArFmzqkj2/NV07dqVW7duPbH+H5V33nmH6dOn89JLL2FsbIyhoSFOTk4UFxezcuVK6tevj7e3N0VFRbi4uJCRkcErr7xCrVq1qrSTk5NDnz59cHZ25p133mHv3r3VPgu6deuGoaEhtWvXpk6dOqxZs4YxY8Zgbm7OwoULcXNzw9bWVnmOQsWcTps2jZUrVz7R/1sVlWeWJ+VKrPwAeYAFkAFYctfSLbAW8P/fzw2B4yJC7dq1ZdeuXZKcnCytWrWS4cOHi4hIs2bNJDc3t4q7ND09XYyMjMTV1VX52NjYKEuo2dnZyrnvv/++LFiwQEQqliRfeeUVKS8vl23btom5ubkkJSVJWVmZeHh4SHx8fKU7Vr777jsREZkxY4ZSbNvW1laKiopEROTmzZsiUrF04evrK0VFRZKVlSVWVlaKurupqamIVCx1mJiYyNmzZ0VEJC0tTbp3766cN2rUKFm1apU8Crm5ueLq6irNmzeXUaNGSWRkpIiIFBYWSoMGDeTkyZMiUrEcExYWJiKiiBiLiMTExEjbtm2Ve7h7+TkkJER69+4tZWVlkpqaKk2bNq12DJX3dzc1atSQK1euSH5+vhQWFoqIyKlTp6Ryab5y2efgwYPi4eEhmZmZIlKxjDN9+nQREdm3b5+4urpWO7YbN25IeXm5iIgsW7ZMxo8f/0jzpvJ0cW9lBw8PD/Hx8VGO+/j4PHZIwt+Rt99+W/l7FhHp3LmzvPbaa8r2+PHjZfDgwVKzZk355ptv5MsvvxQrKyuxtraWiRMnyooVK0RfX1+WLFmi/P3OmDFD9PT0ZOzYsfKf//xHbGxspFmzZmJqaioNGzaUSZMmyZw5c0RPT082btwoy5YtU65t1qyZNG/eXHkeOjk5SXp6uixYsEDee++9au/h3//+t6xatara50clMTExMnbs2N89Xyoqfyb8w5duEZHbwLfAvQULOwKLNBpNArADsNBoNOZmZmZERUURFRXFqFGjSE5O5uLFi1UyyO6madOmJCQkKJ833nhDOZaSkkJAQABarZY1a9ZUKbD9wgsvoNFo0Gq12NjYoNVq0dHRwcnJSZH90NHRUYpsDxo0iOjoaABcXFwYOHAg3333HXp6/69ic+8bbXVeptatW9O4cWOgwuMWFxeHl5cXbm5u7Nu3j7Nnzz7S/JqZmREXF8dXX32FtbU1r7zyCitXruTkyZM0btyYFi1aABASEkJUVBQAmZmZjBo1SmlDRLC2tmbt2rX3td+jRw90dHRwdHT8Va/Zl19+WWW74ncfSkpKGDFiBFqtlj59+pCWlqacc/z4cUaOHMnOnTtp2LAhANHR0QwePBiA9u3bc/36dXJycu7r78KFCwQHB6PVapkzZ06V/1uVZ49KDTio8Oo7Oztjbm7OzZs3uXPnDsePH6dmzZo4Ozsr51R6wl1cXDh9+jQA3377LS4uLri6uiq/R5mZmXTo0AEXFxc6dOjAuXPngArP/ltvvXWfx/ry5csEBgbi5uaGs7Oz4t2u9IRnZGTQsmVLRowYgZOTE507d1bEgP8qKqVUAMrLy8nOzq7yN3Do0CGee+458vPzefXVV3F2dlYEiL/++mvS09MpKSkhKCiI/Px8zMzMWL58OaWlpfznP/9h0KBBZGdnk5OTQ0FBARcuXGDOnDn861//orS0lLFjxyqixgYGBsp8+Pn5YWhoSGpqKs2aNSMtLY1vv/0We3t7DA0N0dHRQVdXFz8/P7755hteffVVCgoKcHR0xNTUlDp16mBsbEytWrXIyMigVatWVVZHVFRUqvJUGHr/Yz7wGmB61z4dwFdE3P73qS8iuebm5hw4cIADBw4QFBSEtbU1mzZtIiAg4JE7HTp0KIsWLSI5OZnQ0FCKioqUY5VLnTo6OsrPldsP0muq1HTavXs3o0ePJi4uDk9PT+X8u9t5kO7T3eLDIkJISIhipJ48eZLp06c/8n3q6uoSFBTEjBkzWLRoEZs3b1YMrQfdx/HjxyksLKSoqIibN29Sv379as+9+54e1KaIVDH0zp49i66uLnXq1CEsLAwbGxsSExOJjY1VtLgAbG1tMTIyIj4+/lf7qK7o+dixYxkzZgzJycksXbq0yv+tyrPHvZUdfH198fb25vDhw8TGxuLi4qII9gIsWbKEcePGkZCQQGxsLA0aNCA1NZWZM2cSHh5OYmIiX3zxBQBjxoxhyJAhJCUlMXDgwCqakZcvXyY6Oppdu3bx3nvvAbB27VqCg4NJSEggMTERNze3+8Z7+vRpRo8eTWpqKjVq1GDz5s1/8gxV5WEM48rl2qlTpypGb1ZWFlZWVvz444/o6uri7+8PwBdffEGjRo0AKCgoQFdXl7KyMubPn4+dnZ3ykl23bl10dXW5du0aZWVl2NjYYGZmxs6dO5k+fTqZmZmUl5djaGhIWVkZS5YswdLSkszMTIqLi6lRowZ6enqkpqbSpk0bDA0N0dXVxcLCQtHus7Ozw9ramlGjRhEZGUn37t0BOHr0KH5+fri7u+Pn58fJkyf/0jlXUXkaeWoMPRG5AfyHCmOvkp+AMZUbGo3GDSpU17Ozszl9+jRNmjTB39+fuXPnPpahl5ubi62tLSUlJaxZs+aRry8vL1fe8teuXYu/vz/l5eWcP3+edu3a8dlnn3Hr1i3y8vIeuW2ADh06sGnTJq5duwbAjRs3yMzMfKQ2Tp48qXgzABISEmjUqBEODg5kZGTwyy+/ALB69Wratm0LVBhOTk5O7N69m82bN3Pt2jX69++Pnp4eubm5Spzc9u3bmTJliiKeXFxczLBhw+6LQywuLubMmTO4ubkxevRoRowYgYWFBZ6enixatIjr16+jo6NDWFgYZWVljBgxgqFDh3Ly5Ek2bdrE1KlTmThxIl5eXly4cIHu3btTUFBAZGQktWvXxsLCAnNzc3Jzc5X7zMnJUYzTVatWPdb8qzxdVBovb7zxBrt27cLX15dDhw4RHR1NbGwsw4YNA2DHjh1kZWUxa9YsPv30UzIzMzE2NiY8PJzevXuTl5eHs7MzVlZWQEXC0oABAwA4c+YMERERSp/Veay9vLxYsWIF06dPJzk5GXNz8/vG2rhxY8UAfBJVGx7GMNbV1aVGjRr8/PPPtG3blg8++IArV65w48YNkpKSFJ06fX195s+frzx7TExMeP7556lbty7Tpk2jsLBQmctKnT0dHR1sbW0xNDRUXrI0Gg16enqUlpZSv359+vXrh0aj4dSpU9jY2GBubo6ZmRkWFha0bNmSnJwcdHV1KS8vBypWJ+rVq0dxcTFnz55Vnl2VPGxSiIrKP4mnxtD7H/OAu7Nv3wJaaTSaJI1GkwYoa67e3t7KkmNAQAAXL15U3jwfhY8++ghvb286der0WGW1TE1NSU1NxdPTk/DwcD788EPKysoYNGgQWq0Wd3d33nnnHWrUqPHIbQM4Ojry8ccf07lzZ1xcXOjUqROXL19+4PkajYYJEyYo23PnzmXevHmEhIQoySFpaWlMnz4dIyMjVqxYQZ8+fZRl6cplbQMDA44cOcIbb7yBiJCXl4e3tzcWFhZ8+umnPPfcc1hZWfHSSy9Rv359unTpovR54sQJfvzxR44ePcqMGTMoKSlRHtQlJSVER0cTHBxMfHw8x44dY/fu3axduxYfHx/S09MBGD16NCtXrkRfX5/o6Gh27tzJrl27WLRoEadOnaK0tBQbGxtCQkIUI+6FF15g69atynLa9OnT6dOnDwEBAdSu/Y9O6v7bULkcqaOjw4ULF3B1deXw4cNs374dGxsb5bwXX3yR9evXs2PHDoyNjQkODiY8PBwRqdb7ezfTp0+v4hmszmMdGBhIVFQU9evXZ/DgwUpC2N08jPf+z+bukme+vr6KYXzo0CH8/PxwcnLi9u3bxMTEsHHjRjZs2MDNmze5ffs2paWlaDQabt++jYmJCcnJyWRmZio1bn/66SeysrLo3bs3I0eOJDQ0FIDExETq1q1LeXk57u7uODo63ueFNzIyYuDAgUpYS6UXsFevXvj5+XHr1i1u3LihPDcqKSkpYcyYMfz8888YGxsrNa8ruTcpRA3XUFHhySdjPM7nUXT0/mx+LUj4SWBoaCj29vZKIsWcOXMkNDT0kdupvC9PT0/55ptvZMqUKRIRESHt2rUTJycncXNzkzNnzohIRRKEpaWl3Lp1S0JDQ+Xjjz9W2nFwcJDz58/fp2dYXFwso0ePVnT9jIyM5PLly5Keni7NmjVTzps9e7Z89NFHIiISGRkp/v7+4uzsLPb29uLp6flIeoilpaWPPA8qTxfx8fHSuHFj0dHRUXTdPDw8xMjISKZNm6b8fq5YsUIGDRok5eXlcuXKFWnSpInY2tpKixYtxM7OTo4dOyYODg4yaNAgcXR0lNq1a8vXX38tIiJt2rQRLy8vERHp0KGD1KtXT9q0aSNjx44VXV1dERHZtm2b+Pj4iJubm9jb28uQIUNERKRWrVrStWtXCQwMFAMDA5k0aZKIPP7f4e9l0aJFMnbsWHF3d5fS0lK5fv26tG/fXnr06CE7duyQ8vJyqVmzppiZmUmHDh2ktLRUGjduLHp6emJoaCgDBw6Uvn37CiAjR46UM2fOiLm5ufTp00dsbGxEo9HI/v37pVmzZtKmTRsBxN7eXuzs7ERHR0defPFF6datm+jp6QkgtWrVElNTUzEwMJDx48eLra2tck2dOnVk1KhR8sUXX4iFhYXUq1dPQkJCxMzMTHR1daV169ZiYGAgsbGxkpWVJQYGBtKoUaMqWn0hISGK1l56ero0atToL59zFZXq4J+ejKHyx6Gnp8fIkSMJCwu771hWVha9evXCy8sLLy8vDh48CFSo5T9IrsbJyYmJEyfSv3//Km3JA+Lk4uLiWLJkiSJXo9FoKC0tZeLEiVy6dEmRq5k2bRq7d++muLgYNzc3bGxsKCoqwsnJiZs3bypyNYWFhZSWlrJgwQI6derE1atXcXJyIjQ0lNLS0iciV6Py5Kis7KCrq6voulV6jNq3b1/l3F9++QVnZ2ccHBwwMDAgJSWFtLQ0pkyZQr9+/Thx4gQ5OTlK0sa8efNwcXHhzJkzvPrqqxQVFXH48GGmTp1KdHR0FcmPy5cvK2ECZmZmVZKQUlJSWLhwIc2aNWPDhg2cP3/+r5mcari75Jmuri5WVlbcunWLw4cP4+vri0aj4YsvviAvL4+4uDhatGiBvb29UnfWzMyMTz/9FHNzc77++mu8vb3Jzc0lPDyc/Px8zM3NCQkJQUdHh9jYWKAihvnatWvUqFGD1NRUoqKiFM+ckZERderUoaSkhLCwMPT19TE0NOT8+fOICOvXr2fq1KkUFRVV0cxr0KABiYmJ6Ojo0KdPH7p3716tZ/bucI0H1dZWUfmnoRp6v5PHjb37Mxk9ejRr1qy5LxN13LhxvPPOO8TExLB582ZFg6xNmzYcPHiQ1NRUmjRpomQQHjlyhKlTp/Lhhx8qRhJUxDBdvHiRNm3a4ObmxoIFCzA1NVXiasaNG0diYiItW7bk5s2bQEWMz507dwgPDycsLIz58+fj4+NDWloahw4dUmJ/CgoKMDIy4tixY7Rt25b//ve/AMyePRtzc3Oio6NZuHChEk9Z3TLxvRw9epSZM2eSlpbG8ePH2bBhAwcPHiQhIQFdXd3His1UeTLo6upy+/ZtDAwMFF239u3bM378eKAidiwlJQWoiItLTU1FT0+PhIQExdgZNWoUP/74I82aNWPHjh1AxVLsgAEDSEpKIjg4GGtra06cOEGrVq0YPXo0AP3791dCFLp160bz5s2V37fK+Lu5c+cqYRapqak4OjqSmZnJxIkTHyuJ6vdSXckzrVaLpaWlEs4wePBg5s+fT4MGDTAxMaGwsJBffvmFtWvXcujQIXr06MFzzz3Hzz//TFZWFgsWLKB27dpotVoCAwOVmLsRI0ZQVFTEuHHjKCkpYebMmfzyyy8EBgayb98+GjVqpIghOzo6MnfuXMzNzWnWrBkvv/wyNWrUwMXFhcGDBzNx4kRiYmKwt7cnNDSUjIwMfHx8OHDgAGfPnmXXrl3UrVv3vrjHd999lylTptCmTRv1BU5F5X/o/fYpKs8aFhYWDBkyhAULFmBsbKzs37t3bxXpktu3b5Obm0tAQABRUVE0atSIUaNG8dVXX1FeXo6VlRXPPfcczz33XJX2mzZtSlRUFK+++irp6emYmJgoEjPXrl1j06ZNrFq1iry8PEWA2dDQEFdXV7RaLb6+vtSrV4+MjAxat26NiChv4To6OlhaWgIVcjWV9SxdXFy4du0aTk5OODg44ObmRlZWliJXY2hoqMjVNGjQoMp4HyRXAyhZfCrPJi+++CITJ04kMjKS69evP9K198bQ3St/Up3XupJp06bRrl07tm7dSkZGBkFBQQ9s90nE5t3d/+3bt6vsq87TNW7cOMaNG1dlX9OmTQkODgYqvJatWrUiIyODpUuXcuLECSIjI5k7dy6nT59mx44dpKWlYWhoyFtvvVUla3nXrl0AVYyySmN8/PjxXLp0iTfffFOJve3ZsyedO3cGqGIcR0ZGKj/Xrl1baS8oKEiZf19fX06dOqWc99FHH/32JKmo/M1RDb2/KW+//TYeHh68+uqryr7y8nIOHz5cxfiDCm/G4sWLOXfuHDNnzmTr1q188skn9y05BQUFYW9vT/fu3bGysmL79u1AxcO4cql0//79bNu2DVdXV1auXElkZCT29vZAxUO9d+/eZGRkcPjwYQ4fPgxUSNx0795dOS8xMVHp08bGhunTp1NWVkZUVBQ7duzg+++/JywsjI8//vix5Wo++eSTR51SlaeQYcOGYWlpiVarrWII3E2HDh3497//zdtvv01ZWRn5+fkP1baDgwNnz54lIyMDe3t7NmzYoBxTlwir8uKLL/Liiy8+1rX16tWjWbNmuLm5UVRUROfOnenRo8cfPEIVlX8u6tLt3xQrKyv69u3L8uXLlX2dO3dm0aJFynZCQgIAdnZ2qlyNyjNJgwYN7vNE3csXX3xBREQEWq1WWc59GIyNjfnyyy/p0qUL/v7+2NjYKN7mv+sSoUajUfT0AEpLS7G2tv5NDcqVK1cyZkyFEtbdItONGjVixIgRQMVL1qRJk3B2dkar1SqGc0ZGBj/88AMJCQls3ryZI0eO4O7uXkXkWkVF5fF5Jjx6Go0mDMgUkflQIUQ6fPhwvv76a6CixmX9+vWVOJ2Hwd7entjY2PtkNyqXICqFUR+V+fPnM3LkSExMTB7r+j+SCRMmVDHsFixYwOjRo3FxcaG0tJTAwEBladTb21v5wgoICGDKlCm/S66mUaNGaLXaKrp2D8PdcjWWlpZs2LBBkavJyclBRP4wuZry8nL09fVZvHixIgSr8mxQnaF/9xLe0KFDlZrUNjY2ivf5biqXDwEmTpyo/Hy3h65du3acOHECEWH06NG0atUKePAS4d39wv8vWz4rmJqakpKSQmFhIcbGxvz3v/+lfv36Sqztw1IpMr1v3z66devGsmXL2LJliyIwnZ2djZeXF4GBgVWuqxS5HjhwIMXFxX8rI1pF5YnxpNJ9H+UD9AH+87+fdUxMTH53jcu7a7n+kfxZ7f7ZADJo0CBlu6SkRGrXrq3IFmzfvl0++eSTP30cvyZXExERIQcPHvzTx6CiUsnnn38urq6u0rJlSxkwYIDk5+c/6SH9qZiamiqyNSIV9a9nz56tyMrEx8eLubm5aLVaadmypQQEBIiIyEsvvSQODg7Stm1bMTMzk8GDB4uIyCuvvCKAuLq6iqenpyxevFjat28v7u7uUqNGDZk6daqkp6dL8+bNxcHBQYKCgsTQ0FCaN28uSUlJIiLy1VdfSatWrcTFxUVefvnlv/3/gcrfE1R5ld/kIOD3v5+djIyM7ivl07JlSzp06ICHhwdarVZ5g8/Pz6dbt264urri7OxcJc5m4cKFyvknTpwAHrwEcXedy/Lyct58802cnJzo3r07Xbt2ZdOmTSxYsECREGnXrh0A69atQ6vV4uzszOTJk5W+zczMeP/993F1dcXHx+dXa8T+Fdz9Jg8ob/KVvPjii4/t5fyjiIyMVEo6qaj8FbzzzjskJCSQlpbGmjVrngpP/R/B9evXcXNzw83Njbp161K/fn3c3NwoLCykV69erF+/nqKiIpKSkvD29lauCwsLw8jIiKSkJIYPH14lnvbWrVv8+OOPdOvWja1bt1JSUsLs2bPRaDQkJCTg7++Pvr4+W7du5dixY3Ts2JFvvvlGSXo5ffo0YWFhpKamYmpqSocOHQgPD+fll18mJiZGyeS/OxxFRUXlt3kmDD0RuQSUajSahoCfmZnZfaV8TExMlAdIREQEEyZMQET44YcfqFevHomJiaSkpFSp4FC7dm2OHTvGqFGjmDt3brV9V1fncsuWLWRkZJCcnMzXX3+tJBW89dZb1KtXj4iICCIiIrh06RKTJ08mPDychIQEYmJi2LZtG1BhgPr4+JCYmEhgYCDLli37U+fwYXj++efZvXs3UGGg3q2d9zAGcGRkJEFBQfTu3RsHBwcGDhyoPMTj4uJo27Ytnp6eBAcHK9U9FixYoFTs6NevH3l5eUp5NRcXF3x8fEhKSiIjI4MlS5YQFhaGm5sbBw4cYOfOnXh7e+Pu7k7Hjh2fuLGsovKsUKtWLaV+9htvvKEYtMbGxkq5tnXr1tG1a9cq18XGxiphEx4eHhQXFysyTo0aNcLQ0BAjIyMsLS3v+3sMDAzkP//5D1OmTMHR0ZHt27dz69YtsrOzgYqScRYWFjRp0oR+/frRrFkzkpKSSElJISAgAK1Wy5o1a9RqFyoqj8gzYej9j0qvnp+pqel9pXxEhKlTp+Li4kLHjh25ePEiV69eRavVsnfvXiZPnsyBAweUYGqAl19+Gfj1OpTV1bmMjo6mT58+6OjoULduXcV7dy8xMTEEBQVhbW2Nnp4eAwcOJCoqCqgoMVZZiPtJ1MGsjkoB2ure5O+lOgMYID4+nvnz55OWlsbZs2c5ePAgJSUljB07lk2bNhEXF8ewYcN4//33gQp9vPj4eJKSkpR4wdDQUNzd3UlKSmLWrFkMGTIEe3v7Kl9IAQEB+Pv7c+TIEeLj4+nXrx+fffbZnztBKir/AFatWsWVK1cYMWIEZ86coby8HBGhRo0aXL16lczMTHx9fZW4vZEjR5Kc01cdQgAAIABJREFUnExaWhpNmjQhMzMTHR0dSktL+fe//42I4OLiQnJyMnp6eqxevZrz589ja2tLWVkZP/zwAwA3b97Ex8cHY2NjPvroI65du0aXLl3o2rUrN27cwNjYmEGDBlFUVEReXh5Dhw6ldevWuLu7s3Pnzic5ZSoqTzXPRDLG/zhEhaGnNTY2xsfHh3nz5mFhYcGwYcNYs2YNWVlZxMXFoa+vj729PUVFRbRo0YK4uDi+//57pkyZQufOnfnwww+B/9e7+jWtq+rqXFb++1v82nn6+vqKsvuT1tqqpFKAtro3+XupzgCGCs26Sh07Nzc3MjIyqFGjBikpKXTq1AmAsrIybG1tlT4HDhxIjx49FEmF6OhoNm/eDED79u25fv36feLPABcuXOCVV17h8uXLFBcXK1p5Kioqj0d5eTlbt24lOjqa7du3k5qaSnh4OMHBwezZs4cXXngBLy8vbt68yZ49e3BwcEBfXx8TExOmTZtGcHAwffv2xcLCgoiICLKysrCzsyMhIYGuXbvi4OCAiNC4cWP69u1L+/bteemll+jSpQsBAQEUFhai0Wj46KOPKCsrIzQ0FD09PSIiIsjJycHd3Z3evXvzr3/9iy5durBy5Upu3ryp1Cs3MjJ60lOoovLU8ax59LoDNzQazX2lfHJycqhTpw76+vpEREQokhmXLl3CxMSEQYMGMXHiRI4dO/a7B+Lv78/mzZspLy/n6tWrVfS7zM3NlUxTb29v9u/fT3Z2NmVlZaxbt462bdv+7v7/TCoFaO8teXYv1RnA9+6vNGBFBCcnJ2WpKDk5mZ9++gmA3bt3M3r0aOLi4vD09FTOv5fqyh2NHTuWMWPGkJyczNKlS39TAkJFReXXKSsrIyYmhh49erBixQr279/PpUuXgAq5mZUrVxIbG8vGjRvZvn07q1atAuC5555Do9Hg4uLCxYsXAThw4AARERHk5uZiamrKzz//TNOmTbly5QrffPMNb7/9Ng0bNsTCwkJZDh4xYgRbt27FwMAAqBB5t7CwoEGDBri7uwMVki8//fQTM2fOxM3NjXbt2lFUVMS5c+f+6ulSUXkmeJYMvWSgNnCkcsfdpXwGDhxIbGwsrVq1Ys2aNTg4OFRclJys1DWdOXMmH3zwwe8eSK9evWjQoAHOzs68/vrreHt7K0vCI0eO5Pnnn6ddu3bY2tryySef0K5dO1xdXfHw8OCll1763f3/EWg0GiZMmKBsl5SUMH36dIYNG3ZfybPHISMjg8WLF7Nlyxaee+45srKy2LNnD/r6+rz55pukpqY+UB8vMDBQ0eCLjIykdu3aWFhYkJycTHR0tNLH3aK1lV84Kioqj8/s2bMZNmyY8lJ28uRJvvnmG3bs2IGBgYEilD5nzhxeeOEFXFxcAJQXaah48UtJScHc3JwPPviAmzdvUlhYyM2bNxk7diwJCQlcunSJiRMnUr9+fdauXUvz5s3JycmhR48ebN68mX379jF9+nREhDNnzlBcXExeXh55eXl89913iAjbtm1Txnnu3DlatGjxJKdOReXp5Uml+/6ej6en58PlM/+J5ObmiohIdna2NGnSRC5fvvyER/RoGBoair29vSIFY2BgIKGhoVXOiYiIUORVVqxYIaNHjxYRkZCQEEV+QeT/JVHuPj89PV0sLCykYcOGIlIhy9C0aVMxMjKSmjVryldffSXFxcXSpk0bcXZ2FicnJ0W+5fr16/Liiy+KVqsVb29vSUxMFBGRkydPilarFVdXV4mKipJt27ZJ48aNxd/fXyZOnCht27b9cyZLReVvTGhoqMyZM0dERJKSkqRFixbKcyE7O1syMzOlpKRELC0tlWvWrVsnr732moiIDBw4ULZu3aocq3we7N69W3x9fSUvL09ERM6fPy9ZWVly4cIFKSoqEhGRjRs3Sq9eveT27dty7do1ERG5du2a1K5dW0RE+vTpI59//rnSdnx8vIiITJo0Sd566y1l/7Fjx/7AGVFR+eNBlVd59ujevTtubm4EBAQwbdo06tat+6SH9Ejo6ekxcuRIwsLCAJg5c6ZyLCsri169ejFp0iSuXr3KwYMHGTp0KPv37+fWrVusWLGC119/nW+//RaAnj17snfvXoKCgqoIxNrZ2dGmTRtiY2Nxc3OjQYMGTJs2jQEDBjBixAhu3bqFjY0NRkZGGBsbK5U4pk+fjqenJ0lJScyYMYMxY8ZQXl7O2rVrGTJkCAkJCdja2rJw4ULMzc3Jz8/njTfeICIiolrlfRUVlYdDq9USGhpKx44dcXFxoXPnzo+dzd61a1d69+6Nj48PWq2Wvn37kpeXR2JiIl5eXri5ufHZZ58xdepUcnJyFBms9u3b8/nnnwOwePFiDh48iIuLC46Ojoo6QWhoKAUFBWi1WpycnKrUxFVRUbmHJ2Vh/p7P0+DRe9YxNTWVnJwcadSokdy6dUvmzJmjePT69+8vBw4cEBGRzMxMcXBwEBGR119/XXbt2iXJycnSqlUrGT58uIiINGvWTPFwVpKeni5OTk6yfft2mTBhgpw/f17at29fxTP4oH7y8/PF0dFRwsPDpUWLFvLLL7+ISFXPQ+vWrWXLli0iIlJYWCj5+fmyadMm6dixo5SWlsqVK1fEzs5OLl269GdNoYqKioqKykPBE/ToPUtZtyp/MBYWFgwZMoQFCxZgbGys7N+7dy9paWnK9u3bt8nNzSUgIICoqCgaNWrEqFGj+Oqrr7h48SJWVlaYmZlV20eXLl2YNm0aNjY2vPLKK1WOPagfc3Nzli1bRmBgIGFhYTRt2rTKdbm5uVy8eJGePXsCKJl20dHR9O/fH11dXWxsbGjbti0xMTGPXWxdReWfzoULFxg9ejRpaWmUl5fTvXt35syZoyRLqKioPP2oS7f/cN5++22WL19Ofn6+sq+8vJzDhw8rgc4XL17E3NycwMBADhw4wIEDBxR9wE2bNilLrtVhYGCAp6cn8+bNo1evXlWOPagfqEiiqVWrlpLxdzcVL0f386D9Kioqj46I8PLLL9OjRw9Onz7NqVOnyMvLUzQwK3kapKFUVFQejGro/cOxsrKib9++VcoKde7cmUWLFinbCQkJQEXMXXZ2NqdPn6ZJkyb4+/szd+7cXzX0ACZMmMCnn35KrVq1qux/UD+ZmZnMmzeP+Ph49uzZw88//1zlukq5hcoqI3fu3KGgoIDAwEA2bNhAWVkZWVlZREVF0bp168eYFRUVlfDwcIyMjHj11VeBCrmksLAwvvnmG7788kv69OnDCy+8QOfOnQGYM2cOXl5euLi4EBoaqrTz0Ucf4eDgQKdOnejfv79ShSghIQEfHx9cXFzo2bOnIsAcFBTE5MmTad26NS1atODAgQN/8Z2rqPy9UA29fzgajYbbt28rZYjmzp1LgwYNlNJyjo6OSsUKqNAGrJQxCAgI4OLFi/j7+z+w/YyMDF555RVCQkLuO7ZgwYL7+hERXnvtNebOnUu9evVYvnw5w4cPv08jb/Xq1SxYsAAXFxf8/Py4cuUKPXv2xMXFRQno/uyzz565JBkVlaeF1NRUPD09q+yzsLCgYcOGlJaWcvjwYVatWkV4eDg//fQTp0+f5ujRoyQkJBAXF0dUVBSxsbFs3ryZ+Ph4tmzZQmxsrNLWkCFD+PTTT0lKSkKr1TJjxgzlWGlpKUePHmX+/PlV9quoqDw6aozeP5S8vDygQuD4xx9/5Ny5c9SuXZu5c+diYmLywIzV1atXKz/7+flRXl5e7Xn29vakpKTcV9pt6NChDB06FKioNXxvP2VlZezdu1fZ9vT0JDk5GaBKZl3z5s0JDw+/r985c+YwZ86c6m9a5R/Lg2LN1q5dS2xsbBXPciVdu3Zl7dq1ipjvPw0RqVaovHJ/p06dsLKyAuCnn37ip59+UkSN8/LyOH36NLm5ubz00ktKDPALL7wAVGhg3rp1SxGQDwkJoU+fPkofD1OeUkVF5eFQPXr/cO6VWbmbSpkVLy8vvLy8OHjwIFAhwXDr1i1EhFq1aikyK4MHD65ipN1LWVkZkyZNUpZ3li5dClSIIrdr144BAwag1WrJz89XpBacnZ0VYzAuLo62bdvi6elJcHAwly9f5syZM3h4eCh9nD59+j4vhMo/m4eNNbuX77///h9n5G3duhWNRsOJEydwcnKq4oGDitjZlJQUdHV1MTU1VfaLCFOmTFHibX/55Rdee+21x46bfZjylCoqKg+HauipMHr0aNasWUNaWhorVqxg4cKFNG3aFH9/f8aMGcPo0aNxdHRk+PDhALRp04aDBw8yevRoTExMlBiaI0eO4OPjU6XtiRMnKnVqly9fjqWlJTExMcTExLBs2TLS09MBOHr0KDNnziQtLY0ffviBevXqkZiYSEpKCl26dKGkpISxY8eyadMm4uLiGDZsGO+//z5NmzbF0tJSie9bsWKF4jFUUYFfjzUrKCjg0qVLdOnShebNm/Puu+8q19nb2yshDZ9//jnOzs44Ozszf/78J3IffwXr1q3D39+f9evX06FDBwoKCpQXueLiYmbOnEmNGjUwMTGpcl1wcDDffPONslJw8eJFrl27hr+/Pzt37qSoqIi8vDx2794NgKWlJTVr1lSeHatXr37qy0OqqDyrqIaeChYWFgwePJjOnTvj7OzM2LFjOXXqFOfOneOVV17hww8/ZPfu3ffJrGRmZuLr60tycvJvyqxAxfLOt99+i5ubG97e3ly/fp3Tp08D0Lp1axo3bgxUeAz37t3L5MmTOXDgAJaWlpw8eZKUlBQ6deqEm5sbH3/8MRcuXABg+PDhrFixgrKyMjZs2MCAAQP+/ElTeWb4rVizhIQENmzYQHJyMhs2bOD8+fNVzo2Li2PFihX8/PPPHDlyhGXLlhEfH/9X3sJfQl5eHgcPHmT58uWsX78ejUbDu+++y/jx4zE3N8fMzAxDQ0Pq1KkDVMghubu7ExMTQ4sWLcjKysLa2hpjY2OCg4PJzc0lPz+fGzduYG1tjY2NDXfu3MHCwgIADw8POnfujLGxMd999x0ffvghO3fu5NixYwwcOJCOHTty7do1APbv34+bmxtubm64u7sr9cRVVFR+m6fK0NNoNO9rNJpUjUaTpNFoEjQajffjtBMZGcmhQ4eU7aFDh7Jp06bfvO7KlSv069ePpk2b4ujoSNeuXTl16tTjDOE+7vYO+Pn5/SFt/pF4eHiQnZ2No6MjUOH1MDY2pqysjPfee49+/fpx8eJFoqKi+PzzzwkPDyczM5OmTZtibW3NhAkTyMzMxNXVlV69elFQUKC0XVBQgJ+fH3v27KFv374kJCQQHx9P7969GT9+PMOGDVO8fpGRkYwYMQJXV1e+/fZb+vfvT+/evenfvz+lpaVs3ryZhIQEZs2aRU5ODu7u7ixfvpydO3eya9cuPD0978vuVfln81uxZh06dMDS0hIjIyMcHR3JzMyscl50dDQ9e/bE1NQUMzMzXn755b9lJui2bdvo0qULLVq0wMrKimPHjlGnTh0KCwtJSkqiuLiYGTNmoKOjo7zgrVixAi8vL+rUqUNaWppyrpGRkaJ/eePGDY4fP87Vq1fJzs5GV1eXGzducOjQIQoKCigsLCQ2NpaaNWvi7+9PTk4OJ0+epF+/fixfvpyMjAzmzp3L4sWLSUhI4MCBA1V0P1VUVH6dp8bQ02g0vkB3wENEXICOwPlfv6p67jX0HgYRoWfPngQFBXHmzBnS0tKYNWvWQ5f/EZEHJibcy6OO7a/g/PnzODs7V5FZ6dKlC0ZGRkqMzOeff87s2bPZu3cvOTk53Lhxg1q1auHv709UVBRLly4lMTGRli1bVmmntLSU6OhoJk2axPz58ykpKWHLli0cOnSIQ4cOMXfuXI4fP87ly5eBCtmFsLAwMjIyKCwsJCUlhbi4OExMTJg6dSpQkf27fPly4uPjGTBgAJaWlowaNUpZnlNRqaS6WLPbt29z/vx5dHV1lXgwqD4m7J+iz7hu3Tr69esHQL9+/Vi3bh1Q1dsOFbG7L730Et999x1ubm4AlJSUMGLECLRaLX369KkihG5iYkL37t1p1aoVTk5OGBoaYmFhgZGREcOHD2fLli3KUvCFCxcIDg5Gq9UyZ84cUlNTgYpwkfHjx7NgwQJu3bqFnp6aR6ii8rA8NYYeYAtki8gdABHJFpFLABqNpoNGo4nXaDTJGo3mm0qD6m4vWWxsLEFBQWRkZLBkyRLCwsJwc3NT3ryjoqLw8/OjSZMm1Xr3IiIi0NfX54033lD2VdayzcvLo0OHDnh4eKDVatm+fTtQIR3SsmVL3nzzTTw8PDh//jzr1q1Dq9Xi7OzM5MmTq73RyuXNyMhIgoKC6N27Nw4ODgwcOFD5UvnXv/6Fl5cXzs7OjBw58k//shERWrVqpcwnVMifFBQUMHv2bJYtW8ann37K7t27qVmzJt7e3ornLCAggMuXLzN79my0Wi1r1qxRHtDl5eVYWVmho6PDhx9+SElJCR4eHowcOZLr168jIlhZWVGrVi1iYmIAaNq0KS+99BLe3t4UFxczadIkDAwMmDVrFvv27cPV1RVfX1/69u2rfCEYGhqi0WgUTS8VlUrujTUrKytjwoQJDB069L5Ys+oIDAxk27ZtFBQUkJ+fz9atW39TO/JZ4/r164SHhzN8+HDs7e2ZM2cOGzZsQESqJF1ARXydnZ2dkpwFEBYWho2NDYmJicTGxlJcXKwca9WqFQkJCZw4cQIvLy9KS0vR09Pj6NGj9OrVS/EkAowdO5YxY8aQnJzM0qVLFVml9957j6+//prCwkJ8fHw4ceLEXzArKip/D54mQ+8nwE6j0ZzSaDRfajSatgAajcYIWAm8IiJaQC8rK+uBjdjb2/PGG2/wzjvvkJCQoDyQL1++THR0NLt27eK9996777qUlJQHZmsaGRmxdetWjh07RkREBBMmTFAMr5MnTzJkyBDi4+PR19dn8uTJhIeHk5CQQExMjCLq+yDi4+OZP38+aWlpnD17Vnl4jhkzhpiYGFJSUigsLGTXrl2/PnuPSWXwtJOTE2lpaRQUFCgyJgYGBujo6PDBBx/QuXNnateurSxlr169Wql04efnh729PUuWLCE5OZnQ0FDlAX3r1i1sbW0B0NHRQV9fn+TkZAYPHsy7776LpaUlQUFBtGvXThlTvXr1SEpKIiEhAU9PT1xdXQFo0aIFPj4+JCYmYmdnx+zZs5UvhKysLIYNG4auru6fMk8qzy4ajYatW7eyceNGmjdvTosWLTAyMmLWrFkPdb2HhwdDhw6ldevWeHt7M3z4cEVG5O9C/fr1GTJkCJmZmWRkZHD+/HkaN27MV199xe7du6sYVgYGBmzbto1vv/2WtWvX4ufnR05ODiYmJvTt25fVq1dTVlZWbT+bN28GKp47OTk5dO3alfnz5yvJVDk5OdSvXx+AVatWKdedOXMGrVbL5MmTadWqlWroqag8Ak+NoScieYAnMBLIAjZoNJqhwHNAuohUBsutqjROHoUePXqgo6ODo6PjQy/H3jU2pk6diouLCx07duTixYtKG40aNVIyTWNiYpTSYHp6egwcOJCoqKhfbbt169Y0aNAAHR0d3NzcFM2oiIgIvL290Wq1hIeHKx6yP4vf8no0atSILVu2MGTIkGrHkpubi62tLSUlJaxZswaADz/8kISEBKUm7d383ioWd38hhISEcPXqVcaNG/c4t67yD8DOzo6dO3dy+vRpzpw5w8KFCzE0NGTo0KFVNPR27dpFUFAQUOGxr127NgDjx48nJSWFlJQU3n777SdxC38qJSUl9OzZs0qc8smTJ9m4cSMWFhasX7++yvmmpqYsXLiQ1157jcmTJ/Pmm2+ybds2Lly4wKlTp+7zAlZS+XKYm5tL9+7dcXFxoW3btoq80/Tp0+nTpw8NGzZUMvIB5s+fj7OzM66urhgbG/P888//STOhovL346kx9ABEpExEIkUkFBgD9ALuj6L+H3p6epSXlxMUFMT+/furHDtw4ABvvvmmsn13HE51y6BOTk7ExcVV28+aNWvIysoiLi6OhIQEbGxsFI/VvVpS93L06NEHDf++cVXGBxUVFfHmm2+yadMmkpOTGTFixH2VIf5oHsbr8dxzz7FmzRr69OnDmTNnqlz/0Ucf4e3tTadOnXBwcAAqlp9ffPHFKvE9lfzeKhaVXwgBAQH07duXVq1aKV/KKioqj0Zlpuzdccrh4eHo6OhgaWnJnDlzOHfuHBkZGWRnZ+Pv70+fPn1o2rQpPXr0oHnz5gQFBZGYmMiePXswMTHB2tqat99+m2PHjtG8eXOcnJxYtmwZQ4cO5caNG6SmpnLp0iVOnz5NWFgYhYWFuLq6UlhYSHZ2NgcPHuT48eNcv36dhQsXMm7cOAwMDEhLS2PAgAFVEr5UVFR+BRF5Kj5UeO6a37X9MbAIMALOAc3+t39lgwYNRESkQ4cO8v3338uSJUvE0dFR2rZtKyIic+fOlfr160tUVJSIiISEhMjGjRulElNTU+Xn8vJyKSsrk/LycmndurV89dVXyrGjR49KZGSkzJ8/X8aMGSMiIuHh4QJIenq6pKeni5OTk3L+pUuXpGHDhpKVlSWlpaXSoUMHMTIyEhGRRo0aSVZWVpX+IyIipFu3bsr1o0ePlhUrVsjNmzelTp06UlBQILm5ueLk5CShoaGioqKi8mdgamoq+/btk4CAAGWfm5ubBAQESHl5uVhaWoqJiYk0btxYdHR0ZNGiRcrzD5DCwkLp1auXGBoailarFQsLC/noo48kNDRUzM3NpXPnzhIYGCgajUa8vLzE0dFRAPn8888lKytLTE1NpVevXtK4cWMBJDg4WObMmSMtW7aUbt26ibe3t7Rs2VJ69OghN27ckPfff18WLFjwBGdMReXRAGLlCdlXT1PqkhmwUKPR1ABKgV+AkSJSpNFoXgU2ajQaPSDG2toagNDQUF577TWsrKxIT09XkgPc3d25du0aY8aMoU2bNuzatYuIiAiSk5OZMWMG5eXltGzZknbt2nH48GG2bduGk5MTISEhvPvuu4wbN466desqcSeffPIJ69evx8PDg7y8PAwNDenWrRsffPABACtXrmTHjh0UFBRw584dWrZsiY2NDaamphQXF+Pm5savxRXeS40aNZQMNnt7e7y8vP7IeVZRUVG5j3vjlFNTU9m+fTtbtmyhTp06nD9/nrlz59KnTx8MDAyqXLt48WIAmjVrhpWVFWfPnmXt2rUYGBhQXl7OunXrsLKywsDAgN69e9OzZ088PT157733WLVqFUVFRURGRnLgwAE6duzI/v37SUxM5M6dO2RkZLBnzx6govpO8+bNMTc3Jzg4+K+bHBWVZ5knZWH+no+np+d91nLXrl1l27ZtIiLyySefyMSJE+XHH3+UESNGKF67bt26yf79+yU9PV00Go0cPnz4bmtbvv/+exER6dGjh3Tq1EmKi4slISFBXF1dRaTCUzh06FARETl+/LjY2dlJYWGhrFixQho3biy3bt2SwsJCadiwoZw7d05EqnoPVVRUVJ5GTE1N5YsvvpC3335bRESys7MFEDs7OzE3N5caNWqIjo6OhIeHi4mJiUyaNEnS09MVz1yPHj1kzZo1Ym1tLa+//rr4+/vLrl27xMPDQwwMDGTfvn0iIqKvry8BAQFSt25d0dHREUNDQ7l8+bIYGxtL69atJT09XfT19WXQoEEyZ84c6dmzp+jr64uIiL29vezcuVPc3d1lxYoVEhIS8qSmS0XlkeEJevSeqhi930P//v2VgOH169czb948Bg0axMqVKzExMcHZ2Zn4+HjGjBkDVE2igIpMsv9j78zDqqq6P/65gMgUAqIooiJOCFy4TIIyao45m+U85IxDimmlvSnam5r6U7N6U3M2c8xZM8UgUSkBRcApB0hFVMRXBGQQWL8/iPOKoFlpaZ3P89ynzjn77L3PxrvvOnuvtb6lIf5arZagoCAqVapEfn4+Z86cAUoSp/bv3x8AR0dHbt68yY8//gjwq0lXVVRUVJ5nHvRT3rJlC3Xq1OHDDz9k8ODBdOvWDUtLSw4fPoy+vr7io1uqUCEiHD9+nOzsbBYtWkReXh52dnZ06tQJjUZDbGwsOTk5FBYWYmRkxJAhQ7CwsKBGjRpERESQm5ur9KO4uBhTU1OKioo4efKkcj4rK4vq1asjIkrAl4qKyq/zPG3d/iG6du3KhAkTOH78OLm5uZiYmNC/f38aNWrEiBEjgJK8dfPmzQMoFxVWqVIlJXu+np4elStXprCwkKZNm1KpUiXg8YlTfy3pqoqKisrzyr179xg4cCA3b97E0tISKysrZsyYwccff8yVK1coLCxkzJgxrFmzhvv375OSkkKXLl0UAy0wMJBZs2ZRWFiIm5sbP/30E61atcLY2BhjY2NWrFjBmjVr0NPTo3HjxnTv3p158+Zx+/Zttm/fjqWlJRcvXiQvL49q1aqxfPly6tSpQ40aNbh27RpRUVF88MEHtG3bFlNTU/z9/VUZNBWVJ+Rvs6JnZmZGcHAwgwcPpnfv3kB5oe309HTy8/OBkvQhXbt2xdXVFV9fX0XVIiwsjF27drF06VIGDBhAZGSkEvHq6elJ//79cXd3p2fPnhQWFtKgQQMA9u7di6enJ87Ozly+fFnpV6VKlbh///6fNg4qKi8SGo1GWSWHEhWVatWq0bFjx7+kP5GRkc+07Tt37vCf//xHOU5JSeGrr756Zu09KcXFxVy9epWUlBRat24NwJw5c7CxseHw4cMMHjyYr7/+GiMjI1atWkVcXBw7duzAxsYGEWHUqFF06NCBxo0bY2RkRHh4OOnp6cyYMYO+ffty9uxZkpKSuH79OrGxsQwfPpx+/frh6OjIRx99xO3btwkNDaVLly5otVr69+9PSEgIR44cITo6mkmTJvH5558TFBREYmIin3zyCatWrfprB01F5UUkJ433AAAgAElEQVThr9oz/iOfinz0RES2bt0qgJw5c0b09PTEzc1NbG1txdzcXFxcXMTJyUmCg4MlOTlZrKysJCwsTEREDh48KHp6eiIiMm3aNKlRo4bMnDlTREoiY/X19UVEJCQkRHQ6nbi4uIiDg4MAkp6eLitXrpQhQ4aIiMi9e/fEzMxM8Rd8++23xdHRUfr06VNhn1VU/smYmpqKTqeTe/fuiYjI3r17xc3NrUw0+p/Jw5HwT5uHI/WfdXsqKirPB6g+ek+Hbt26ISI4OjpibGxMfHw8qampZGZmkpiYyGeffYapqSn29vbUqVNHWUlo2bIltra2ZGZmAjBy5EgmT56s1Fvqu3f06FG+/vprEhMTuXjxIpaWlgAMGjQIOzs73Nzc8PX1RU9PDxsbGwA++ugjzpw5o/qUqKg8gvbt27Nnzx6gRG+1dEUeSvJQNm/eHHd3d5o3b865c+eAkojQpk2botPpcHV15fz58+Tk5NChQwfc3NxwcXFh48aNwKPlBC9cuECrVq1wc3PDw8ND8TvLzs6uUJawIslFgO+//x6dTodOp8Pd3V3ZUpw7dy7e3t64uroybdo0oETK6+LFi+h0OiZNmsS7775LVFQUOp2OBQsWVPhcz5JfW1HduXMns2fPJiMjQ3nGGjVqUKtWLeX4QbmzZ8Hv0S5XUVF5gL/Kwvy9H0CqV6+uWMlz586tMMdcRdGuD749u7m5ycWLF5VrdnZ2kpmZKePGjRMbG5tH3nPp0iXlmqWlpaSnp0tERIT4+flJTk6OiIgEBQVJREREufZVVFTKYmpqKidPnpRXX31VcnNzxc3Nrcx3LjMzU+7fvy8iIgcOHJDu3buLiMiYMWPkyy+/FBGR/Px8uXfvnmzZskWGDh2q1H3nzh0REcnIyFDO9evXT3bu3CkiIk2bNpWtW7eKiEhubq7k5ORIRESEmJuby5UrV6SoqEh8fX0lKipKRMrmwoyJiVHydnbs2FEOHz4sIiJZWVly//79x0b8P25Fr6Lnepb8nhXVadOmydy5c59pv/7K9lRUngWoK3q/ifw7d+4ob9a/l8DAQGWVLTIyEmtra8zNzZ/4nm+++Yb//ve/FBUVkZmZiaWlJSYmJpw9e5YffvjhD/VNReWfhKurKykpKaxfv55XXnmlzLXMzExee+01XFxcCA0NVeT3mjVrxsyZM/noo4/4+eefMTY2RqvVEh4ezjvvvENUVBRVqlQBKpYTzMrKIjU1VZHnMzIywsTEBHi0LOGj8PPzY8KECSxatIg7d+5gYGDA/v372b9/P+7u7nh4eHD27NknWp2r6LmeNY9bUV21apWSqWDQoEG8+eabLF++nFmzZrFlyxagZJXS3NwcCwsLLC0t6dOnDxcvXqRhw4Z89913BAYGYmZmhpeXF2lpaXTq1InatWtTuXJl7Ozs6NWrF4WFhbz++uuYm5tjZGSEvb09CQkJpKSksHjxYhYsWIBOpyMqKopdu3bh4+ODu7s7rVq1+s2Slioq/zReREOv0NraWtFGfJD09HReffVVvL29yc3N5ciRI0BJupQ7d+4gIuzfv581a9YQFhbG0qVLcXBwUJJ2PkxRURGLFy/m8OHDuLq6UrduXQ4dOkTDhg0ZPnw4JiYmBAYGEhAQwI8//oixsTE+Pj44ODgAEBcXR1BQEJ6enrRt25a0tDQuXryIh4eH0sb58+fLJClVUfkn0rlzZyZOnFjGyAB4//33adGiBUlJSezatUsJjOrTpw87d+5UpLu+++47GjVqRFxcHFqtlsmTJzNjxoxHygmK/PYI+lLJRaCMJOG7777LsmXLyM3NxdfXl7NnzyIiTJ48mfj4eOLj47lw4QJDhgz51XGo6LmeNb169WLDhg3k5eWRkJCAj4/PI8umpaUxePBgBg8ezLvvvktSUhKHDx8GShIu9+jRg5iYGNLS0hg/fjyvv/46gYGBDBw4kEmTJvHee++xevVqioqKuH79Oubm5syePZu4uDh+/PFH3nrrLfLy8li0aBEDBgzA3t6ekSNHEhoaSnx8PAEBAfj7+/PDDz9w4sQJevXqxZw5c575GKmovMi8iIYe1atXZ926dYpPXSnjxo0jNDSUmJgYkpOTGTp0KFDyxn3kyBGqVauGm5sbUVFRWFlZYWRkREJCAj/88AOurq4AjB8/XtFMXb58OS4uLty5c4eYmBjWr1/PkiVL+OKLL7h9+zZJSUmcO3eOiIgIJdVAZmYm0dHR+Pn5MXbsWLZs2UJcXByDBw/mvffeo379+lSpUoX4+HgAVq5cyaBBg/68wVNReQ4ZPHgwU6dORavVljmfmZlJrVq1AMpEWV66dAkHBwfefPNNOnfuTEJCAteuXcPExIR+/foxceJEjh8/rhhk1tbWZGdnK6tQ5ubm2NnZsX37dgDy8/N/VTvV3t5eyTP39ddfK+cvXryIVqvlnXfewcvLi7Nnz5aL+E9NTeXmzZu89NJLZdKCPHxc0XM9CRqNhrfeeks5njdvHmFhYU907+NWVEtJSUlhx44ddO3aFY1Gg42NDZcvX+a9997j3LlziAgdO3bk0KFDWFpakpKSQlBQEHfu3GHu3LkcOnSIf//731y9epUFCxaQlZVFvXr1SE5O5vLlyzRo0IDr16+TnJzMt99+S6dOncjIyCg3xwNMmTKFxo0bo9VqmTt3rrLKC9C8efMnemYVlX8SL6Shp6+vz4ABA1i0aFGZ8+Hh4YwZMwadTkfnzp25e/cuWVlZBAQEcOjQIQ4dOkRISAiJiYmkpqZiZWWFmZnZI9spXf3T6XT4+PiQkZGhbL80bdqUevXqAVS4ZXTu3DmSkpJo3bo1Op1OmeQAhg4dysqVKykqKmLjxo306dPnGY2UisqLgZ2dHePGjSt3/u2332by5Mn4+flRVFSknN+4cSMuLi7odDrOnj3LgAEDSExMVAIZPvzwQ/71r3+VkRPs2rVrGTnBtWvXsmjRIlxdXWnevDnXr19/bB+nTZvGuHHjCAgIQF9fXzm/cOFCXFxccHNzw9jYmPbt29OmTRv69OlDs2bN0Gq19OjRg6ysLKpWrYqfnx8uLi5MmjQJV1dXDAwMcHNzY8GCBRU+15NQuXJltm7d+rtdWh61olpROw8iIrRv356goCDi4+M5d+4cTZs2pbCwkJycHAwNDbGzsyM8PJzExETefvttDh06RFpaGtu2bcPKyop+/fpRpUoVGjVqhJeXF4sWLVJyn5bmNn2Qb775Bj8/PxITE1myZEmZ1dWKgjYe/HejovKP5K9yDvy9HyDb09NTMjIypG7duhIWFqYEY1StWrVC5+XLly9Ls2bNpFevXnLx4kXp2LGjLFy4UN56661yZR90lu7evbvs27evXJmKUiJkZGTI2rVrxc/PT6ZPny4JCQni6+tb7l6REsfvhg0byvbt2+W1116rsIyKiorKk2JqaiozZ86UKVOmiEjZILWbN29K9+7dxcvLS7y8vJTAERcXFzExMZHi4mKxsLBQUkC1bt1afHx8RERk5cqVMnr0aElOThYLCwvZvHmzEhxRqVIlmTBhgtSuXVuaNGkiXl5e4uTkJHXq1JHFixfLsGHDxNDQUDw8PKRq1apSr149GT16tNSpU0fq168vnTt3FkNDQ7GwsBATExPRarVSs2ZN8fLykvr164tOp5OPP/5YqlevLtWrV5eePXuKiIiNjY106tRJgoKCxMzMTOrXr19mHERK5ujg4GDp3bu3NGnSRERE1q5dK97e3uLm5ibDhw+XwsLCZ/+HUVH5BdRgjN+OlZUVr7/+OsuXL1fOtWnThk8//VQ5Lt0erV27Nrdu3eL8+fM4ODjg7+/PvHnzCAgIeGwbbdu25fPPP1cSHv/000/k5OSUK1fRllHjxo1JT08nOjoagPv37ytbDEZGRrRt25aQkBDeeOONPzYQKioqKsDo0aN/1aXl66+/LuPSUlRUxKlTp2jQoIESjHL69GksLCzK1Z+VlcXEiRNZvHgx8+fPp7CwkJo1azJgwACuXLlCfn6+EtSyefNmkpKSaNOmDZcvX6agoIDMzEyWLVuGra0taWlp7N69Gz09PXr27Mm9e/e4c+cOOTk5xMfHk5GRwerVq5k9ezYHDx7ExsaGU6dOERUVRXBwMPv37+f+/fsMGDCAn3/+ucKk9MeOHePDDz/k9OnTnDlzho0bN3LkyBHi4+PR19dXU16p/GN4YQ09gLfeeqvMVsWiRYuIjY3F1dUVJycnFi9erFzz8fGhUaNGAAQEBJCamoq/v3+5OgsLC5XtiaFDh+Lk5ISHhwcuLi6MGDGiQmmziraMDA0N2bJlC++88w5ubm7odLoy2wp9+/ZFo9HQpk2bpzYeKioq/1zMzc1/s0vLuHHjyrm01KpVi3379gElkbalL8+Ojo6kpKRw/fp1rl27xtSpUwH497//ze7du6lSpQoFBQXk5eXRoEEDjh49StWqVVm4cCF3794lJiaG2rVrEx0dTU5ODn379mX9+vUsXrwYPT09Ll26RGZmJufOnaNu3bq4urri6upKWFgYb7/9NtHR0QQEBODo6Mj777/PkSNH+Oyzz2jQoEGFkbcPutccPHiQuLg4vL290el0HDx4kEuXLj3LP4eKynPDC6d1KyJmXl5eAmBjY1PGgdra2lpJkvowa9euVf6/efPmSvTcw5w6dYr69esDJZq3M2fOZObMmWXKBAcHK8lSoWTlr23btuXq0ul0HDp0qMJ2SmWFHvT1UVFRUfkjjB8/Hg8PjzI7BcXFxURHR5dL1RIYGMhnn33G5cuX+fDDD9m2bRtbtmz51Z2Oihg0aBDbt2/Hzc2NVatWERkZqVwrfXEu1RAvRU9P75Ga4KW+eXv27OHQoUPs3LmTDz74QNkVeRJt8Qf1zEWEgQMHMmvWrN/8bCoqLzov9Ire02bq1KlMnTq1jCrGs6Bbt26sWbOmQudzFRUVld/Ln+HSUhFZWVnUrFmT+/fv/64t0eLiYiUi+quvvsLf35/i4mKuXLlCixYtmDNnDnfu3FGimH8rL7/8Mlu2bOHmzZsA3L59m59//vl31aWi8qKhGnoPMGPGDE6ePIm7u/szbWfbtm0kJCQoaVxUVFRUnhZP06XlwawE2dnZNGzYkMuXL5dr84MPPsDHx4fWrVvj6Oj4m/tsamrKqVOn8PT05LvvvmPq1KkUFRXRr18/tFot7u7uhIaGVug7+CQ4OTnx73//mzZt2uDq6krr1q1JS0v7XXWpqLxoaOQxiUOfV7y8vCQ2Nvav7sY/GjMzswrfrgcNGkTHjh3p0aPHI+8NDg5m3rx5eHl5Pcsuqqio/EFKv+cHDx5k+PDh7N+/X3FteRbtqKj8XdFoNHEi8pf86KkreioqKioqjyQqKophw4axZ88exch7lAxZWFgYgwcPJjg4GAcHByUwJCcnhw4dOuDm5oaLi4viSz1jxgxFyWj48OGKYsmiRYtwcnLC1dWVXr16/QVPraLy90E19FT+ECLCmDFjcHJyokOHDooPDPxvEndxcSkziQNs3ryZpk2b0qhRI6KiooASWak33nhD2aqJiIj4059HRUXlf+Tn59OlSxe2b99eZkv2cTJkZ8+e5dtvv+XYsWNMnz6d+/fvs2/fPmxtbTl58iRJSUm0a9cOgDFjxhATE0NRURG5ubns3r0bgNmzZ3PixAkSEhLKbDWrqKj8dlRDT+UPsW3bNs6dO0diYiJffPFFmRQypZN4UlJSmUkcStLYHDt2jIULFzJ9+nQAPvvsM6AkXc369esZOHBgmaz3Kioqfy6VKlWiefPmZYI7AK5evUrbtm0rlCHr0KEDlStXxtramurVq3Pjxo0K1YMAIiIi8PHxQavV8t133yn1uLq60rdvX7788ksMDF645BAqKs8VqqGnUobQ0FAWLlyoHLdt21ZJsAoljt7z589Xjg8dOkTv3r3R19fH1taWli1bKtceNYkDdO/eHQBPT09SUlIA+OKLL3BycgJKcnbVrVuXn3766Zk8p4qKyqO5ceMGffr0IS8vj9TUVFasWEHfvn2V62PHjmXMmDEVypBVlPqkUaNGxMXFodVqmTx5MjNmzCAvL49Ro0axZcsWEhMTadCgAadPnwZK0qqMHj2auLg4PD09H5mGRUVF5ddRDT2VMjRv3lxZlSsuLubWrVtlDLSjR4/i5+dX5p6K9CgfnsSHDRtW4Y/BgzmwHB0d8fT0fOrPpKKi8uSICF27diUwMBATExNOnDjB4cOH+e6775SVvczMTGrVqgXA6tWrf7XOa9euUbly5TLqQaXzgbW1NdnZ2WRkZODg4PBU06qoqKioUbcqD3Ht2jWaNm3K1atXSUxMZN68eaSlpbFx40ZMTEywsbGhffv2bNu2jby8PLZu3cro0aP5/PPPcXNzw9HRERsbGywsLLhy5QrXrl1j9erVvP3229SsWZOCggIMDAzo2LEjkZGR6Ovrc+PGDa5cuYK3tzcvvfQS3333HXZ2dmRlZeHg4EBhYSGbN2/G0dGR9PR0+vTpQ0ZGBt7e3uzbt4+4uDg1VY2KylPi4MGDzJgxg++//75MNOyVK1cIDAxEp9ORmJjI5cuXqVu3Ll27diUmJgZvb29Wr16Nvr4+CxcupGfPntSrVw8bGxuMjY2Jjo5WvsOVKlWiYcOGXLt2jRs3bqDT6UhJScHDw4N169bRoEED0tPTKS4uxtXVlR9//LHCF0oVlRcFNepW5bnB1tYWAwMDLl++zNGjR2nWrBk+Pj5ER0crubhGjhyprMK1bNmSnJwcJk+eTKdOnbCxsWH+/Pls2rSJ4uJinJ2dlci77t27c+zYMZKTkzEyMuLEiRN4eXkp+sGOjo4UFxej1Wq5efMmAwYM4MSJE4SEhDBv3jwApk+fTsuWLTl+/DjdunWrMKeXiorK7+fUqVN4eHgAlFlJq127NpMnT8bT05MLFy6QlZVFlSpVGDVqFGPHjiU+Pp60tDTi4+OZNGkSaWlprFy5ksTERFasWEFeXh7Lli2jWrVqnDlzhq1bt1JQUMC7775LeHg4/v7+vP7661SqVIkTJ05w79498vLyaNy4cRn/XhUVld+G6uWqUg4/Pz+OHj3K0aNHmTBhAqmpqRw9epQqVarQvHlzgoKCcHR05ObNm2zdupXhw4czb948unXrxtixYxU/PVdXVz777DOOHz/OkSNHFPkhW1tbxowZA5ToURoZGQEl27hjxoyhR48e2Nvb8+677wIlfnxbt24FSqTjtm3bBkC7du2wtLT8U8dGReWfxujRozl8+DCGhobUrVuXhIQERcUiMzOT8+fPc/jwYcVX18bGhqCgIGJiYjA3Ny+jOXv48GG6dOmiyLF16tSpwjYjIiKYM2cO9+7d4/bt2zg7Oz+yrIqKyuNRDT2VcpT66SUmJuLi4kLt2rX5v//7P8zNzRk8eDAA/fv3Z926dWzYsIEVK1YA8Dg3gIc1Lh/Uv3yUo3VFfnwvoquBisqLhLOzM19//bVy/Nlnn3Hr1i28vLyoU6cOn3zySTlt77179z6yvoc1Z3+NUv/e2NhYateuTVhYmBp9r6LyB1C3blXK4efnx+7du7GyskJfXx8rKyvu3LlDdHQ0zZo1A0oUMEqjc52dnYESkfRSncuffvqJy5cv07hx46faN39/fzZt2gTA/v37+e9///tU61dR+afTsmVL8vLy+Pzzz5Vz9+7dA0qi8D///HPu378PlHzPc3JyCAwMZOPGjRQVFZGens6hQ4do2rRpubr9/f3ZtWsXeXl5ZGdns2fPnnJlHg7SKF09VFFR+X2oK3oq5dBqtdy6dYs+ffqUOZedna0EPdjY2NCkSRO6du2qlBk1ahQjR45Eq9ViYGDAqlWryqzkPQ2mTZtG79692bhxI0FBQdSsWZOXXnrpqbahovJPRqPRsH37dkJDQ5kzZw7VqlXD1NSUjz76iNdee00JmhARqlWrxvbt2+nWrRvR0dG4ubmh0WiYM2cONWrU4OzZs2Xq9vb2pnPnzri5uVG3bl28vLyUnHqlWFhYMGzYMLRaLfb29nh7e/+Zj6+i8rdDjbpV+V3cu3cPrVbL8ePHy03Uz5L8/Hz09fUxMDAgOjqakJAQ4uPj/7T2VVRU/hjZ2dmYmZlx7949AgMDWbp0qRL8oaLyd+WvjLpVV/RUfjPh4eEMHjyYCRMm/KlGHsDly5d5/fXXKS4uxtDQkC+++OJPbV9FReWPMXz4cE6fPk1eXh4DBw5UjTwVlWeMuqKnoqKi8g/h+vXrjB8/npiYGCpXroy9vT0LFy6kUaNGf0l/Fi5cyPDhwzExMQHglVde4auvvsLCwuI31ZOSksLRo0fLuJuoqDxP/C3z6Gk0miKNRhOv0Wh+1mg0eRqN5pZGo5n8yzUvjUaz6IGyr2s0mtMajeaURqP5SqPR2Gs0mkd+YwsKCujRo8dj21+4cKHiQPykREVF4ezsjE6nIzc3t8y169ev06tXL+rXr4+TkxOvvPLKY+W5UlJScHFx+U3tP4pVq1Yp6Ugepnnz5k+lDRUVlb83IkK3bt0IDg7m4sWLnD59mpkzZ3Ljxo0y5bZt24ZGo1H8655kLouMjKRjx46/uU8Pz9N79+79zUZeaR+/+uqr33yfiso/gWcZdZsLeAKFQABwEhin0WicRCRWRN4E0Gg0DYHJgJ+IOAPjAXugQkNPo9EYGBoaPjISq1SjcdKkSTRr1oxmzZopedd+jXXr1jFx4kTi4+OVPE/w6xPk1KlTCQ8Pf6I2njalcmUqKioqjyMiIoJKlSoxcuRI5ZxOp8Pf359Jkybh4uKCVqtlzpw5+Pv7M3v2bIKDgwkJCeH8+fP07dtXSY9ib2/PtGnT8PDwQKvVKonLc3JyGDx4MN7e3ri7u7Njxw4AioqKmDhxIlqtFldXVz755BMWLVrEtWvXaNGiBS1atFDqvXXrFgBr1qzB1dUVNzc3+vfvD5RE+z8495uZmQHw7rvvEhUVhU6nY8GCBc94JFVUXiyedXqVpsAFEYkBhgEvAV00Gk2wRqMpTXU+A6gKRGg0mhOUGIizgYBfVgRDNRrNII1Gs1mj0ewC9ufn5ytvmA9OIFqtFl9fXwoLC9FoNBQXFwNw9erVMp06ePAg7u7uaLVaBg8eTH5+PsuWLWPTpk3MmDGjjHg3lPikVTRBBgQEICLk5uYyfvx4tFotGzduLDcID6/Ilcp/QclE9c477+Dp6UmrVq04duwYwcHBODg4sHPnTuWeK1eu0K5dOxo3bsz06dOV86UTXXZ2Ni+//LIy8ZZOsCoqKioASUlJFWpJb926lfj4eE6ePMmOHTuIiYlh1qxZfPfdd5w4cYKpU6fSoEEDLl26xJYtWwgICCAtLY0VK1bw6aefEhISwsaNG7l79y4eHh58++23eHp6cvDgQSZNmsTQoUNxcHBg6dKldO3alYSEBPr27cv8+fMxMTGhcuXKZGVlcfz4cW7cuIGXlxdTp07lww8/ZOfOnVhbW3Py5MkyBuXDzJ49m4CAAOLj4wkNDX3WQ6mi8kLxrA29WsAVABG59Mu5Bg+VCQaigBzgPiWrf+8CUSKiE5HS17NmwEARafngzUuXLiU5OZkTJ06wcOFCbG1t2bRpE7a2tkRERBAdHc3YsWMpKipi0qRJeHp60r59e7p160ZiYiL379+nffv2LFy4UBHzXrduHZGRkbRo0YI+ffrQv39/PD09+eCDD3B0dKR169b07t2befPmsXXrVtatW6es6g0fPhydTkfbtm25du3aryYIzcnJITg4mLi4OF566SX+9a9/ceDAAbZt28bUqVOVcseOHWPdunXEx8ezefNmHvZRNDIyYtu2bRw/fpyIiAjeeustNbmwiorKr/KgqsXRo0ext7fn9u3bvPTSSzRp0oSaNWui0WjQ6XTcvXuXAwcOULNmTb766ivefPNNPD09uX79OseOHcPQ0BBLS0vWrVuHh4cHeXl5DBkyBC8vLzZt2kRUVBQJCQlYWVkBJcnQ9+3bR0BAAIMGDaJ69ers27ePBQsW0KNHD+zs7Ni2bRsJCQlEREQQGxurzmsqKr+RZ23oVaRC/fC39A7QHmgOZABLATNAo9Fo0h9Y+fsZ2K/RaGJv376t3BweHs7IkSMxMDDg1KlTFSbpBFi+fDlVqlRhxYoVNG3alJ07d5KcnIyDgwNJSUmcPHmSNm3asHbtWkWv8dChQ3z44YdMmTKFGzdu8PXXX3PixAm2bt2qGFqHDx+mXr166OnpYWNjQ9u2bZkxYwbffvstxcXFj9RozM7O5j//+Q+Ghoa0a9eOlJQUAIKCgqhUqRJarVY5B9C6dWuqVq2KsbEx3bt35/Dhw2UHVYQpU6bg6upKq1atSE1NLed7o6Ki8vfnww8/xNnZGVdXV3Q6HT/++CNQktg8Li6uXPkHDaf169djb28PQKNGjbhy5YpyLTIykujoaIYNG8a1a9cICQnh9OnT6OvrU1RURNOmTTE0NGTx4sU0adKEO3fuYGZmxrBhw9i/fz+jRo3i1KlTnD59WqmzNAhDq9Xi4+ODRqPB2toaAwMD8vPzy81rWVlZSp+aN29OQUHBUx8/FZW/G886vcpVoDaARqNx+OXcxYfKfP9LufeBl4ETlKwEWgOpD5Q7ISJjALRarZROTiKCRlORPQlvv/02cXFxZTQa165dS2pqKtWqVeP8+fMkJSVhZ2eHvr4+xsbGODk5ERMTA5Qk7qxXrx7Ozs58/PHH9OvXr5xG48Nvlzdu3GDixIno6emRk5PDqVOnsLOzU7aRASUr/H/+8x8qVaqERqMhJSWFU6dO4efnB5SXBnv4GR8+XrduHenp6cTFxVGpUiXs7e1V2SAVlX8Y0dHR7N69m+PHj1O5cmVu3bqlGEMtW7ZkypQpfPHFFwwbNgyAmJgYLC0t2bhxIx07duTgwYMUFhZy7tw5MjIyuH//fpk5LiEhgcDAQGxtbQkPD23s0BsAACAASURBVMfOzk65ptFoaNOmDT169KB169b4+fnx8ssvExISwsCBA7l+/TomJibk5eVR+rL+0ksvkZWVpcgiigjFxcUYGxuzbds27O3tSU9P58CBA9jY2KCnp8fJkyeBkvm9W7duZepRUVEpz7M29GKAhhqNxpMSv7ssYCdQ7YEyP1KyfXsfuA40Ac4DdYEFlGzlAlTXaDRHAWNjY2Nq1aoFgIuLC6+//jq1a9cmKysLCwsLcnJyyMjIIDo6GoBr165Rp04dfH19OXXqFPn5+fj4+NC6dWvGjx+Pg4MDrVq14vjx4xQUFJCWlqZ0rkePHiQlJXH9+nXlbdje3h5PT09yc3OpV68esbGxFBcXs3nzZg4dOkSjRo3Q19enSpUq5OXlcfToUdasWcPhw4dp2bIlx44do7i4mIsXL1JQUMCkSZOIiori8uXLzJ8/H319fdq0aUNubi46nY6MjAzy8/O5ffs2xsbGbN++XdGXLSUzM5Pq1atTqVIlIiIi+Pnnn5/eX1FFReWFIC0tDWtra0WRplTJBuC7774jJyeHiRMnMmHCBOzs7HBwcODkyZN06dIFd3d3DA0NcXBwYO/evcrWa5s2bSgsLMTIyIjr16+zZcsWUlNTmTJlCkVFRUr9x44dY9CgQYqyhqWlJXFxcVhZWTF//nxCQkJYsWIFGzZsYMqUKRQWFjJixAhatWrF1atXadSoEWlpaaSmpioSa6GhoRgYGGBsbMzAgQMREY4fP07Tpk2Jj4/H1NSUyMhIpk2bxpkzZzAyMsLZ2ZnY2Fg0Gg0zZsxg165d5Obm0rx5c5YsWfLIhQEVlb8tIvJMPkAREE/Jlms+cAv41y/XVgMxv/z/J79cE+AucIySrdss4AJwChgELAEMRAR7e3t56aWXRERk1KhR0q5dO2nSpIk4OztL7dq1ZdiwYdKsWTNp3Lix+Pr6Su3atWXJkiXSvn17KSgokPDwcDE3N5fatWtLixYtxNzcXLZs2SI9e/aUqlWrysWLF2XBggViYGAgV65ckaKiInF0dBQzMzOxt7cXAwMDMTExkXfeeUeOHTsmJiYmYmdnJ2ZmZmJqair37t2TY8eOiaGhofTr10+GDh0qvXv3liZNmkjNmjXFzc1N1q9fL87OzmJqaioiIhEREdKwYUOZO3euiIiMGTNGKleuLCIiX3zxhXTv3l1eeeUVadSokYSFhUkppfenp6eLr6+veHp6ypAhQ8TR0VGSk5NFRUXln0NWVpa4ublJw4YNJSQkRCIjI0VEJDc3V+zs7OTcuXMiItK/f39ZsGCBiIjUrVtX0tPTJSgoSD7++GMJCgoSEZFp06ZJly5dpF27duLs7CwDBw6Udu3aiYuLi2i1WrGwsCgzf7Vo0UJ0Op1YWVnJiBEjpKioSEREBg4cKI6OjtKuXTvp2LGjrFy5UtLT08XAwEBu3rwpycnJotFo5NVXXxURkdTUVNHX15czZ85IWlqamJubS/369WXIkCFiYGAgcXFxIiJl2jY3N1fmal9fX4mKihIRkYyMDGVs+vXrJzt37nyWw6+i8kiAWHlG9tavff6SRivsCGT/8t9Y4A1gJiUrfbt/OV8b2AYkGRkZSePGjUVEZN26deLk5CSzZ8+Wn376Sa5duyavvPKKGBgYSI0aNUSn08mGDRukqKhIunXrJsbGxlK5cmUxNDSUadOmSWZmppiZmYmzs7O4uLjIhg0bRERkwYIFYm1trfyRRo4cKd26dZNGjRqJkZGRdO/eXZYuXSoxMTFiY2MjmzdvllmzZomtra1UrVpV/Pz8ZNCgQdKsWTOpW7euuLm5iZubm9SvX1+WLVsmycnJ4uzsrNQfEREhHTp0UI4ffi4VFRWVJ6GwsFAiIiJk6tSpYmNjIytXrpT4+HgJCAhQyoSHh0u3bt1E5H+GnohITExMGUOv9MVTpMRg+/LLL5VjMzOzcm1//PHHMn78+Ar7VVBQIKNHjxatVitubm5iZGQkaWlpkpycLPb29kq57du3S//+/ZXjZcuWSWhoaLm+PmjotWrVSik/cuRIWbt2rYiIbNmyRZo2bSouLi5ia2srs2bN+rXhU1F5JvyVht7zKIG2E5hHiZFX9YHzHwARItJNq9VKqT9Gnz598PHxYc+ePbRt25Zly5axZ88ebt++zd69e1m8eDHnzp2joKCAI0eOcO7cOWrXrk1YWJhScZUqVUhKSirTCZ1Oh4+Pj3Jcup26detW6tevz4ULF/D09OTevXs4OjoqCZw7dOjA3r17+eSTT1i2bBlffPEFjRo1YsSIEWXqfzDQoiIqeq6WLVs+9h4VFRUVfX19goODCQ4ORqvVsnr1anQ63SPLGxgYKD7Ev+bXW7olDOX9k6Ek4ONROU4f50dsamr62Hp/jQf7pa+vT2FhIXl5eYwaNYrY2Fhlzlf9llX+iTzrqNvfwwpghogkPnS+Cr8EZ2RkZCgnL126hIODA2+++SadO3cmISGBa9euYWJiQr9+/Zg4cSLHjx9XvuDW1tZkZ2crk5G5uTl2dnZs374dgPz8/EcqaqxatQqdTsf169dxd3fHw8ODr7/+Wrl+8eJFtFot77zzDl5eXpw9e5a2bduyYsUKsrOzAUhNTeXmzZvlnIcfPq7ouVRUVFQex7lz5zh//rxyHB8fT926dXF0dCQlJYULFy4AsHbtWoKCgoASn+NS/+MH57PfE+DQsmVL8vPzy2hQx8TE8P333z+xH7GPjw/ff/89t27doqioiPXr1yt9/S08as7/q9HX10en0ymflJSU36UsEhsby5tvvlnhtQcTT6uoPHcreiJyFfi4gktzgNUajWZCjRo1lJMbN27kyy+/pFKlStSoUYOpU6cSExPDpEmT0NPTo1KlSnz++edYWFgwbNgwtFot9vb2eHt7K3WsXbuWESNGMHXqVCpVqsTmzZsr7NvIkSMZNGgQUVFRDBkyhICAgDKrfgsXLiQiIgJ9fX2cnJxo3749lStX5syZMzRr1gwoSXD85ZdfUr9+ffz8/HBxcaF9+/bMnDkTAwMD3NzcGDRoEHl5eeWeS0VFReVxZGdnM3bsWO7cuYOBgQENGjRg6dKlGBkZsXLlSl577TUKCwvx9vZWEsBPmzaNIUOGMHPmzDLzWadOnejRowc7duzgk08+eaL2NRoN27ZtY/z48cyePRsjIyNFT9fZ2ZlOnTrh5eWFTqfD0dGxwjpq1qzJrFmzaNGiBSLCK6+8QpcuXX7zWDxuzv8rMTY2Jj4+vsy5X9vheZjCwkK8vLzw8vpLpFNVXjA0v2eZ/K/Gy8tLHk4YrKKioqKi8rxjZmam7PCUEhkZybx589i9eze3b99m8ODBXLp0CRMTE5YuXYqrqythYWFcu3aNlJQUrK2tGT58uHJPRkYGvXv3Jj09naZNm7Jv3z7i4uKwtrama9euXLlyhby8PMaNG8fw4cP/oif/Z6PRaOJE5C+xzJ/HrVsVFRWVx6LRaHjrrbeU43nz5pXxu/0j5OXl4ejoSGLi/7xH5syZU0YC8de4cOHCY/3iVP65lKbN0ul0Sh7AB5k2bRru7u4kJCQwc+ZMBgwYoFyLi4tjx44dfPXVV2XumT59Ov7+/pw4cYLOnTuXkYpbsWIFcXFxxMbGsmjRojKuTyr/DJ5bQ0+j0RT9onWb9IvOrclf2Z9STdmnydChQ8tkiX/WPI0fx8jISI4ePaocPywy/ihK/VKcnZ1xc3Nj/vz5ZZJIP6qt3+K38nDfVP6+VK5cma1btz4TPyQjIyMWLlzIqFGjEBFSU1NZsmQJs2bNeqL7H0x0/qKgGs5/HqVbt/Hx8Wzbtq3c9cOHD9O/f3+gxOcxIyODzMxMADp37qwk7X+QQ4cO0a9fP6AkINDS0lK5tmjRItzc3PD19eXKlStlfDhV/hk8t4YekCslWrcuQAHw5LPCC8KyZctwcnL609r7oz+OhYWFv9uYKp3cTp06xYEDB9i7dy/Tp0//Xf14FKqh98/BwMCA4cOHs2DBgnLX0tPTefXVV/H29sbb25sjR44AJTJbd+7cQUSoWrUqa9asAaB///6Eh4eXqaNdu3bUrFmTNWvWEBoaSlhYGJaWlhQXFzNhwgRcXFzQarXKS054eDitWrWiV69euLu7l6nrwoULuLu7c/z48WcxFE8F1XB+fqjInao0yfOD0cmPKvMgkZGRhIeHEx0dzcmTJ3F3d1cjj/+BPM+G3oNEAQ0ANBpNvzNnzqDT6RgxYoSSmd3MzIy6devi4OCAr6+vovPatGlTnJycqFq1Kg4ODsrEnJaWRmBgIDqdDhcXF6Kioli+fDmhoaFKowEBAQwcOLBMR3r27MnevXuV42bNmjF27FhSUlIICAjAw8MDDw8PxeCIjIwkODiYHj164OjoSN++fZUvcnBwsKKZGxISgpeXF87OzkybNu1ZjOFjfxx//vlnXn75ZVxdXXn55ZeVpf9BgwYxYcIEWrRoQc+ePVm8eDELFixAp9MRFRUFlLxNNm/evMz4Po7q1auzdOlSPv30U0TkkWP3IDExMbi7u3Pp0iVu375N165dcXV1xdfXl4SEBFJSUsr1bdeuXfj4+ODu7k6rVq1U7d8XHI1Go6x0AIwYMYLZs2fTtm1boCTidPbs2YwbN47Q0FBiYmL4+uuvGTp0KAB+fn4cOXKEU6dO4eDgoPz7/eGHH/D19S3X3sKFC3nvvfdIT09X2t28eTOnT5/m5MmTHDhwgNDQUG7evKnU061bN5YsWaLUcebMGV577TXWrFmDh4fHsxmYp4BqOD8/BAYGsm7dOqDk98Pa2hpzc/Mnvuebb77hv//9L1CimGRpaYmJiQlnz57lhx9+eLadV3k++asS+P3ah/8lUDYAdgAhlMij7fLw8BARkZCQEFm9enVpMkIZNWqUDBo0SCZNmiQffPCBiIhYW1tLUFCQFBUVyalTp6R+/foiIjJv3jyZPn26iJQkGL17965kZ2eLg4ODFBQUiIhIs2bNJCEhQUT+l5xz69atMmDAABERyc/PFzs7O7l3757k5ORIbm6uiIj89NNP4unpKSKPz9oeFBQkMTExIvK/DO6FhYUSFBQkJ0+elKeNqampZGZmSt26deXOnTsyd+5cmTZtmoiIdOzYUVatWiUiIsuXL5cuXbqISEmS1A4dOkhhYaGIVJxEtUePHuXGt6K2H8bCwkKuX7/+2LHr0KGDHDlyRDw8POTnn38WkRLVkFJ1kIMHD4qbm1uFfbt9+7YUFxeLSIm6yIQJE37HqKk8L5iamopOp5N79+6Jqamp7N27V2xsbKRRo0Zl/i1Xq1ZNSVDu5uYmtra2cvfuXfnyyy/l7bffls8++0yWL18uPj4+cvXqVWnatOkj2+zfv79s3LhROR4zZowy54iI9OrVS/bs2SMHDhyQVq1aKf8Gz58/LzVq1JDGjRvLmTNnntmYPC0eNzf07t1bmbN+/vlncXR0FBGRESNGyO7duyUxMVG8vLxk6NChIiLSoEEDycrKKtdGamqq1KpVS4KDg5VzGzZskLZt20phYaGkpaWJnZ2d3LhxQw4cOCCmpqbKd/78+fPi5uYmp0+fFp1Op8zLLyIVzYUPJszPyMiQzp07i1arFR8fH+W34OH57cF7bt26Ja1btxZ3d3cZP3681KlTR9LT0yUvL0/atWsnWq1WevToIUFBQRIREfHsH1KlHKgJkyvEWKPRlMagRwHLgeGAZ+mKXm5uLtWrVwfA0NCQ6dOn06RJExYsWEBkZCQpKSnk5ubSpUsXXF1dSUpK4urVq7z22mukpqZy4sQJioqKOHPmDKdOnaJevXoUFBQwZcoUhgwZQmJiIvn5+QDk5OTw3nvvsWvXLs6dO8cHH3zAiRMnsLCw4LPPPmPYsGG0bduWhIQERISCggIlH1/Tpk0V8e/SvEn+/v5lHnbTpk0sXbqUwsJC0tLSOH36NK6urk99UM3NzRkwYACLFi0q4+sRHR3N1q1bgZI38rffflu59tprr6Gvr//IOrt27Yqenh5OTk6/adVMflnZvH//PmPGjCE+Ph59fX1++uknpcyZM2cYPnw4+/fvx9bWFijxYSnN9/WwD8uDXL16lZ49e5KWlkZBQQH16tV74r6pPJ+0b9+ePXv2ALB+/XpGjBjB3LlzycnJIT4+njFjxlBcXIyLiwtWVlbExsZSuXJlvv32WwIDA5k1axY3b97Ew8ODpKQkOnfuTHBwMFDi6D5hwgSys7OxtrZm1apV6OnpsW/fPsLCwjAwMCA3Nxdvb28lMjIyMpITJ04wYcIENBoNixcvRl9fn+XLl2NoaEjlypV55ZVXqFKlClWrVmXdunXY2Nj8hSP4aB41N4SHh5fxJb579y5ZWVkEBARw6NAh6tatS0hICEuXLiU1NRUrK6sKfZptbW1p2bJlGb/bw4cP06dPH/T19alRowb+/v7ExsZiaGhIs2bNqFOnjlL2xo0bdOvWje3btz8yNcuLwMMRt4CS4BrAysqKHTt2lCvzsM/kg/dUrVqV/fv3K9ceXJn95ptv/ninVV5onuet21IfPZ2IjBWRAkADrHZyciI+Pp5z584xffp03nrrLSpVqoS1tTXW1tZ8/vnnFBYWsmHDBuzt7ctlc4+Ojmb37t1cvHiRGzdu8M033zBp0iSWLVtGZmYmkZGRrFy5EhsbG3r06KE4Efv6+tKvXz9MTU2ZMmUKGzduxMXFBSj5Ynl6epKdnU1WVhYiwvLly0lNTeXHH39U2i/N2v4gycnJzJs3j4MHD5KQkECHDh2eqR/F+PHjWb58OTk5OY8s86C/x+P8QuDXs+VXxKVLl9DX16d69eosWLAAGxsbTp48SWxsLAUFBUq5mjVrYmRkxIkTJx7bRkX+KWPHjmXMmDEkJiayZMkS1Tflb0CvXr3YsGEDAAkJCbRo0YKaNWuyfPlypUybNm04e/YsaWlpHD58mLlz5/Luu+9Su3ZtMjMzycjIYNmyZfzrX/8iKSkJa2tr7t+/z9ixY9myZQtxcXEMHjyY9957D4Bt27Zx4sQJEhISmDJlChs2bOD999+nYcOGmJub8+GHH/LRRx9hYmLCyJEjCQ0NZdeuXVhaWrJ7925q1KjB5MmT6dWrF3PmzPlLxu1JqWhuKC4uJjo6WgkgSE1N5aWXXiIwMJCoqCiioqIIDg6mWrVqbNmyhYCAgEfWr6enh57e/352HjdfPDzvWFhYUKtWLWXrWEVF5cl4ng29ijgI9Lh//z4At2/fxtDQkK1btyoThk6n48qVKwBs2LChwlWc1q1bk5WVRfXq1TEyMqJjx47Ex8dTo0YNWrVqxa1bt/jqq6+oUaMGEyZMYNSoUQC4u7uzZMkS+vfvz+HDh4mKiqJBgwZAiS+EiBAUFIS9vT0iUibK7HHcvXsXU1NTqlSpohiezxIrKytef/31Mj+OzZs3V35A161bV27FsZTfky3/YdLT0xk5ciRjxoxBo9GQmZlJzZo10dPTY+3atYrfJZRM7nv27GHKlClERkYCj/ZhebhvmZmZ1KpVC4DVq1f/oT6rPB+4urqSkpJCYWEhr7zyCgAODg5lgghKU0j8+OOPuLi4cODAAWWluUmTJlSrVg07OzsCAwMpKCjAwsKCc+fOkZSUROvWrdHpdPz73//m6tWrANStW5e+ffvy5Zdf8uqrr+Lo6MiKFSvYuXMn8+fP59VXX+Xu3buUzksPcufOHSpXrszAgQOZNm0ap06d+hNG6bcjIvTq1Qtvb2+ysrKYPXu2koajTZs2fPrpp0rZ+Ph4zMzMqF27NtevX2ffvn04ODjg7+/P5MmT2bJlS4W+fhURGBjIhg0bKCoq4saNGxw5ckRJApyXl6dIS0LJC+WOHTtYvnw5mzZteopPr6Ly9+aFMvRE5DTwr/Pnz+Pq6krr1q3R09Nj+PDhyiTr4uLCzZs3ycjIIDs7m4SEBGbPns3FixfZsmULBQUF7Ny5k71796LT6fj444/ZvXs3tWrV4tVXX+XmzZs0b94cPz8/DAwMaN68OTVr1gRgwoQJGBoaYmNjQ1paGubm5ixZsoT/+7//w8HBgWXLlnH16lUMDAzQ09Mrp7Bx4cIFNm7cWC4LupubG+7u7jg7OzN48GD8/Pye+Vi+9dZb5X4cV65ciaurK2vXruXjjysSJynJlr9t27YywRhPQmnuKGdnZ1q1akWbNm2UoJNRo0axevVqfH19+emnn8q9ydvY2LBr1y5Gjx7Njz/+SFhYGLGxsbi6uvLuu+8qRtzDfQsLC+O1114jICAAa2vr3zpEKs8pnTt3xtTUlN69ewMlBsC9e/fo2rUrUCJ5FRQUxPz58zl9+jSLFy9WXgSnTJmiGBLNmzdn9OjRGBsbIyI4Ozsrq1aJiYns37+fVatWERcXx+jRo4mLi8Pb25s5c+bQuHFjvvnmG8UQMTIyYv369UofGzRoQHx8PGPHjiU0NJTc3FzWrVv3XK4qiwh5eXkEBwdz8eJFZZu2dItx0aJFyvfNycmJxYsXK9vjfn5+tG/fHigxAHNzc5k4cSI9e/b81XaDg4OpXbs2jo6OuLm50apVK+bPn6+44xgZGZUL7jIzM2P37t189NFHyha+iorKr/BXOQf+kU+ps75IxU7ETk5O4ubmJi4uLhIVFSXJycnSqFEjcXBwEFtbW3F2dlaciC0sLKRKlSoSGBgoNWvWFEtLS/Hw8JDw8HAlWCI1NVU0Go0EBwdLUFCQzJ49WwIDA6Vt27by/vvvy9SpU8XOzk6srKxk06ZNYmJiIv7+/jJw4MC/lROxispfSakT+5UrV2ThwoUiUtYhfeXKlTJ69GgRKQkS2rx5c7l7HywvIjJ69GhZuXKl5OfnS/369eXo0aMiIlJQUCBJSUlSVFQkycnJyrnq1avLf//7Xxk7dqzMmDFDqVOn04lISZDX1KlTlfp1Op3ExsaKiMigQYMkKCjoqY7J0+DgwYMSEBBQ7nxWVpa0bNlS3N3dxcXFRbZv365cMzY2FmdnZ0lOThZnZ2cREalevboYGBiIqampLF26VE6cOCE+Pj6i1Wqla9eucvv2bREpCUKbPHmyVKlSRcaNGycDBw6UsWPHSrNmzaRevXrK3+3BupOTk8Xf31/c3d3F3d1djhw58qyHRUXlqYIajPHHeNiJ2MXFhU2bNmFpacmYMWMoKCjg8uXLmJubo6+vj62treJEHBAQQEREBFFRUWg0GkQEY2Njjhw5QlxcHD179uTll19GX1+fkJAQ/vOf/xAdHc2xY8eoUqUKNWvWxNnZGX9/f6ysrHjzzTcxNDREp9Mp24h/FydiFZXnATs7O8aNG/dU6zQ0NGTLli28+eabZGZmUlhYyPjx42nUqBH9+vVTXDNCQ0OxsLAgLCyMN954A1dXV0xMTMqsKj+oD1u6qlyrVi18fX1JTk5+qv1+GiQlJeHp6VnuvJGREdu2bcPc3Jxbt27h6+tL586dK/SHBejduzcbNmwgOzubefPmcfnyZXbs2MEPP/zA4sWLadiwId27d0dEuHPnDjqdjsqVK7N7927y8/PZvXs31apVo3PnzmW2bKEkJdOBAwcwMjLi/Pnz9O7dG1UGU0XlyXjhtW5LdQNv376Nh4cHb7zxBiJCWFgY1tbWXLlyRYkgS0lJoWPHjnzzzTf07NmTunXrUr16db799lsKCwuV3ExHjhzB0NAQKysroCQK9dq1a4SEhPDpp5/i6elJfn4+lStX5uTJk4SHh9O7d2/69++PoaEhn376Kdu3bwdKtms7deqEra0tffr04f/ZO/Pwmq71j3/2ySSTJIaEoEcSGSQ5mYQQQ8wpVVTNMzUX1WqLaiV1ue29tFqllCo1tLRUq626pELMkkhITEFECJUQCZHBycn7+yPNvlJDuT+q93Z/nuc8svfZw9orLGuv932/3xdeeOHJdJqGxv8wd/MPvR+3e4tu2rSJY8eOMXXq1MfYwj8v8+fP5+zZs3fk1RmNRl5++WXi4uLQ6XScPHmSs2fPUqtWLWxsbHB3d+eHH36gS5cupKamMmnSJNauXYuPjw/R0dEMHjyYzMxMcnNzuXbtGr169cLPz4+kpCQWLlxIVFQUjRo14urVq9SsWZOkpCRiYmLUXNuK8To1NZX8/Pw7KvMrVA00NP4b+K/wulUU5ZW7fF5QFOVP4UtztwKD3yYRV+Se1KtXjytXrnDq1CmcnJzIyckhPT2duLg43nrrLWrVqkVsbCxhYWEYDAa2b99OXl6eep0ePXrQqlUrkpOTycjIuCOJ+LdoScQaGn9eunbt+ped5AH4+fmRmJh4x/41a9aQk5NDYmIiycnJuLi4/Ec5hrGxsTz//PMcP36c7du3U1hYqObh9ujRAwBvb281d/luiw/3q8zX0NC4Pw9TjBFKuQ1ZnV8/o4DWwFJFUV6/z3mPFfm1WszDw4Nvv/2WrKwstVrst0nEGzZsUCd7BoOB7OxscnNzGTt2LCKCjY0N165do7i4mHHjxrF+/XpSUlIYOXJkpUpQKysrevbsiZeXF5mZmXckEf+2Wgy0JGINjT+C+znRbNmyBR8fH1q0aKFqRgKsWLGC8ePHA9zTTSU6Oprhw4fTunVr3N3dmT9/vnp+9+7dadSoEX5+fixZsuQPfNpHQ9u2bSkpKWHp0qXqvvj4eM6dO4ezszMWFhbExsZy7tw59XtFUVT3hQry8vIwNy/PBrKzs8PJyYmYmBjGjRtHmzZtGDNmDCNHjqzkcV0hzaTT6e5rdXa/ynwNDY3f4UGT+YB/AXa3bdsBWwBr4NgfmVhYUYxRVlYmTZs2lUWLFqkJj0lJSRIXF3fPhEidTicxMTEiUq5A7unpKfv27ZMqVarI9u3bRUTk2rVr4uzsLIWFhXLjxg3x8/NTVeIrCjSMRqPk5OSIXq+/5700NDT+GG4vtribE01RUZHUrVtX0tLSpKysTHr16nXXIo57ualERUVJs2bNpLi4WHJyZOoGagAAIABJREFUcqRatWqqg06Fq01hYaH4+fnJlStX/tBnfxTodDpxcHAQCwsLsbKyEh8fH9m/f780bdpUGjVqJC+88IL4+PiohSm2trZiMBikbt264ufnJ1evXpX69euLp6endOnSRbZv3y5JSUnSqFEjMTc3ly5dukhmZqb4+fmJXq+X+Ph4dSwdMmSILFu2TB1LK36XtxdjpKWlqU4RU6dOvau7xONi1qxZ4uvrKwaDQQIDA2X//v3/0XViY2MrFZH8tmDoXly6dEn69Okj7u7u0rBhQ+nUqZOcPHnyP2rDb9Hr9ZKTkyMi5U5QGo8P/kuKMZ4Cbl8vNwJ6ESlSFKXkkcw6H5LY2FgsLCwYM2aMui8oKIiCggLatWvHtWvXMBqNzJo1i27dugHlb5CzZs1iwoQJnD17lk8//ZRRo0ZhMpno1KkT9erVY9WqVZibm+Po6IiDgwPt27cHyuUAzp49y6hRoxgwYADx8fHk5uYSHh7OL7/8wj//+U969uxZKbckIyODQYMGqQKkCxYsIDw8/I/vLA2Nvwh3c6Kxs7PDzc0NT09PAAYOHHjX1bf7uak888wzWFlZYWVlhbOzM5cvX6Zu3brMnz+fjRs3AnD+/HlOnTpF9erV/4AnfXRYW1ur6SnZ2dn079+fzZs3s2/fvrseX1BQwLZt2+jevTvVq1enbdu2zJo1iwEDBrBhwwbGjBmDtbU1+/btY/bs2axdu5Zhw4bRuHFj9Hp9pTSXFStWcOXKFWbOnKleG6B+/fqkpqYC5VqJR44cUc955513Hks//JYKcf1Dhw5hZWXFlStX/uOw8Y4dO7Czs3uo8V9EeO655xgyZIiqc5qcnMzly5fx8vJ6oPNFpJJI9b24m8e4xv8GDxO6/QLYryhKlKIoUcAe4EtFUWyBY/c/9dGSmJjIoEGD1Gqx0tJSatasqVrrbNu2jZYtW3Lo0CFiY2OZPHmyGr7R6XTExsayefNmPDw8GDBgAJs2bcLLy4uQkBBOnTrFqFGj+OKLLygpKWHMmDE4Ozur9jPPPPMMhw4dYvLkyVSpUoW6desSHR3NDz/8cNc8n4pqsUOHDrFu3TomTpyofpeQkFBpW0ND4//P7U4ttzvR3Kta9Hbu56Zyt+vu2LGDmJgY9u3bx+HDhwkODv5TauU9DM7OzixZsoQFCxYgIphMJl577TUaN25MQEAAn3zyCQCenp64ubmRnJzMt99+y+LFiwkJCWH27NksX76c5ORkJk+eTJMmTTh9+jT29vYoikJ0dDTLli2jRYsWhIaG0r17dyIjI7G1ta00+bazs2PGjBmEhYWxb98+EhMTiYiIoFGjRkRGRnLp0qXH3heXLl2iRo0a6u++Ro0aqhXjzz//THBwMAaDgeHDh6t2mfXr11c1ShMSEmjdujUZGRksXryYefPmVdIgjYuLIzw8HHd39zs0A+HeixktW7ZUFzRCQkIwGAyqbVpGRgYNGzZk3LhxhISEcP78eb788ksMBgP+/v5MmTLlrs9aYVt3v/SHmTNn0rhxY/z9/Rk1atRd8yk1/nw88ERPRP5GeV5eHpAPjBGRmSJyU0QGPK4G3g2dTkdqaqr6ZrVt2zZcXFw4dOgQHh4evPHGGyxfvhxvb2/at29PVlZWJQ/WjIwMIiMj77ju3r17yc/PJy8vj4iICACGDBlCXFycesxvhUCnT59Ox44dVZ/X6OjoSoOV0Whk5MiRGAwGevXqVckzMjQ0tFKuj4aGxuPBx8eHs2fPcubMGYBK4sa387BuKvn5+Tg5OWFjY8OJEyfYv3//o2v0E8Td3Z2ysjKys7NZtmwZDg4OxMfHEx8fz9KlS++QibnXC22FTRpAVlaWOv7t3r1btUr77LPPSExMJCEhQXU1gXJ/cX9/fw4cOEBYWNg9LeoeJx07duT8+fN4eXkxbtw4du7cCZTnYQ8dOpR169aRkpJCaWkpixYtuud16tevr9rjJScnq89eYdN3r4WCe0nfwL/lb+62oHHy5EkGDx5MUlISFhYWTJkyhe3bt5OcnEx8fLyqCnEvkpKS+OCDDzh27Bjp6emq7dz48eOJj48nNTWVoqIifvjhh9/vRI0nzsM6YyQBXwPfANmKojz1O8c/Njp16sSNGzdITEzkyy+/5Pr161SvXp0zZ85w+vRpRITMzEymT59OaWkper2eVq1aYTKZ6NOnD+fOnSMtLY3atWuzceNGzp07h52dHZs3byYvL49WrVoRFBSk3sdkMnHixAmGDx+OwWAgOjqaHTt2sHTpUvVN7ObNm2zbto0VK1aQnp7O6dOnmTdvHklJSYSHh2NnZ1fpH8eOHTsqGXxraGg8HqpUqcKSJUt45plnaNGiBXq9/q7HPaybytNPP01paSkBAQG89dZbNG3a9FE3/aFRFIVBgwap27+NeDwoFZOGrVu3snLlSoKCgggLC+Pq1aucOnWq0rH3eqFt2bIlP/74I61bt8bX11d1Fdq3b58awpw/fz6BgYE0bdpUDX1D+arp888/D3Bfi7q8vDw+/vhjtS0ZGRl88cUXD/Ws98LOzo7ExESWLFlCzZo16dOnDytWrODkyZO4ubmp4dPfLgg8KN27d0en06kLBQ+DiPDGG28QEBBwx4KGXq9X/y7Gx8erXsTm5uYMGDDgd9takf6g0+nU9AfgDjWKP6uln0ZlHjhHT1GUCUAUcBkwAQogQMDjadr96du3LzNnzqSoqIgtW7ZQq1YtnnrqKeLj4xERHB0dyc3NZeTIkZSWlmJpacnQoUOJj4/n4sWLODk5Ub16dfbu3Uvnzp1VTaZatWphZ2eHoih4enpy+PBhCgsL2bt3L1evXsXR0REoD1tULMlv2LCB6dOnIyLcuHGDoUOHsnLlSoYPH86pU6fIz88nJyeH6dOns2fPHsaMGcPp06efRLdpaPxPUpHX1bp1a1q3bq3uv11e6emnn+bEiRN3nDt06FCGDh0KQLdu3dR83tupSN2ooCJ3DHjs3tQPi62trbriYm1tzbZt29RVygclPT0dMzMznJ2dERE++uijO6Igt1s53i5/UlZWRpUqVQCoU6eOKhw/ePBgcnNz+eqrr7Czs8Pe3r5S6NvGxobWrVuroe8qVapgZmYGlE9q/Pz87pozWDHRq/Akr5jo9e/f/6Ge+V6YmZmpf68MBgOff/45QUH3VhUzNzdXK4t/L4x/ezrA3cKgfn5+dw3pQmX5GwsLC+rXr6/e73Ybyf8kvHq3NIUKNYqEhATq1atHdHT0f32awl+Fh1nRewnwFhE/EQkQEYOIPJFJHvzb3Lx///4oisKZM2fYuXMn0dHR6HQ6srOzuXnzJjdu3ECn02EymRg/fjwmk0lVej9+/Diurq5cvnwZnU6HTqejQ4cO5ObmsmfPHtavX68mZT/99NOYTCacnJzw8fFh1KhRrF69mn379vHjjz9ib28PQEpKCkuXLiUnJ4fdu3czd+5crKysuHXrFqtWrcLW1hZ3d/e7/oejoaGh8Sjo1KmTKuP05Zdfqr7AAAcPHiQ8PJzg4GDCw8M5efIkAEePHqVJkyb4+/sTGBhIv379KCwsJC0tjd69e+Pn58e6detIS0vjzTffpFu3bpw+fZpRo0aRl5dH7dq1SU9PJyAgAJPJREhICGfOnMHPz4/09HS++uorFixYwLRp02jRogUAvXv3xtbWFhsbG9avX6+uNO3cuVP1xw4ODsbV1ZWcnBzGjx9P48aNMRgMjB07FoCpU6dy5swZgoKCeO2115g6dSq7du0iKCiIefPmqc8VFBREQEDAHauR9+PkyZOVjk9OTkav1+Pj40NGRob6wr5q1So13ad+/fqqLuGGDRvUcyuEoB+Ge0nf7Ny5k/z8/HvK39xOWFgYO3fu5MqVK5hMJr788ku1rQ9DxaSuRo0aFBQU3HMCqvHn42Emeucpz817bCiKIoqivHfb9quKokTf6/iuXbsya9Yshg0bRqdOnYiIiOC1115DROjZsydmZmYoisKoUaNwcnKipKSEPn36ULNmTUSEzp07U1JSgo2NDTVr1sRkMqEoCubm5uh0OgwGA05OTjg7OzN37ly8vb2Jj4/nu+++o7CwEHd3d/z8/Lh58yYTJkxAr9fTt29fXnnlFTV8/PTTT2M0GpkwYQImk4mAgICKZ3ucXamhofEXpm/fvqxdu5a3336br776iiVLlrBr1y4OHDiAj48PcXFxJCUlMXPmTN544w2KioqIiIjg4sWLmJmZMX36dP7xj3+wZcsWwsLC6NKlC8XFxURHRzN69GhOnDjB6NGjadCgAUVFRTRs2FBd6fLx8cHW1pa9e/fi5eXFoUOHKCkpITMzk3HjxlFcXEzNmjWB8mrfitD3okWLqFq1KsnJyfTu3RtLS0uSk5PZtWsXDg4OTJ48mQ0bNlBSUoLJZGLPnj3ExcXRvXt3ateuTXJyMnPmzOHdd9+lZcuWJCcn8/LLL7N48WJeeuklkpOTSUhIUCuyH4SCggKGDBmCr68vAQEBHDt2jOjoaKpUqcLy5cvp1asXBoMBnU6nFkxERUXx0ksv0bJlS3VFEsrt8TZu3FipGOP3UBSFjRs3sm3bNjw8PPDz8yM6OhpXV1cGDBhAQkICoaGhrFmz5p72mrVr1+add96hTZs2BAYGEhISctdV69/D0dFRDc93796dxo0bP/Q1NJ4QD6rDAiwDdgPTgFcqPo9S6wUoBs4CNX7dfhWI/u1xOp1ORP5tbh4TEyMGg0E6deokUVFRYmZmJi+++KKYmZmJvb29LFy4UPz8/MTKykrat28vBoNBrK2tZfny5VK1alV5+umnxdLSUszNzVUdKAsLC2nbtq04OjqKra2tODs7i7Ozs/Tv318iIyNFp9OJl5eXNG7cWKysrKRBgwbi6OgotWrVktq1a0udOnUEkH379omtra2Eh4dLUFCQnD59WurUqSNFRUV3GKxraGho/H+p0Jjz9vYWDw8Pee211yQ2NlY6dOggWVlZkpmZKYBUr15d/P39xdvbW+bMmSM9evQQX19feffddyUtLU1ERE6ePCn169eX8PBwGTt2rHqP1q1bS4MGDcTf319cXV3lnXfekevXr0udOnVE5N8aeLa2thIbGyvt27eXy5cvS7t27aRRo0ayatUqEams41ahrRcbGyve3t7SpEkT+fDDD+X8+fMiIjJ58mTR6/USGBgogYGB4uHhIZ9++qm89NJL4uLiorbtt+PqmjVr7nguDY0/Gp6gjt7DrOhlAtsAS8D+ts+jpBRYArz82y8URdErivKzoihHysrKyMzMpG7duiQlJfHDDz9w5swZ9uzZw+LFizGZTKxevRoR4ebNm0yfPp1jx45RUlKCmZkZubm5FBcXM2PGDHQ6HRcvXgTKq3mvXr3KzZs3KS0tJS4uDkVRqFWrFrdu3SI7O5vvvvuOPXv2UFZWRkZGBtnZ2ZSUlDBjxgyKior45ZdfyM7OxmQyYW1tzcGDB4HyZe/s7Gw8PT1ZvHgx+/fvZ9KkSSQmJmol7BoaGo+coKAgMjMz1cIMS0tLXF1deeutt9DpdNy4cYOioiIuXLhAaWkpBoOB/Px8TCYTkZGRLFq0iFGjRrFx40aOHj3KsmXLqF27NjExMezfv58WLVpgb29PYWEhhw4duu84VaE9uGTJElJTUzEajap9ZNu2bQkJCSE+Pl49vkGDBnz66aekpaXh7u7Otm3bKCwsxNHRUc0B/Oabb2jXrh1r1qzh6tWr6krZ3r172bNnj+pu0q5dOzZt2oS1tTWRkZFs3779sfe9hsafiYeRV3n7bp/H0KaFwABFURx+s38BsFJEAvR6PRMnTuTll1/m2LFjnDp1ihMnTmBtba3a8jRv3lwNw5aWlmJhYUF4eDgHDhygQYMGmJubM378ePr06cOFCxcwGo24uroyYsQIfH19sbS0xNHRkddffx29Xq/qPN28eRO9Xq/m3a1du5bq1avzxhtvqGHgTp06odfrMRqNLF68mMLCQsrKykhNTcXGxkatfjt79izx8fFaCbuGhsYj5+2336ZmzZo8//zzzJs3T5Utyc3NpaysjPHjx1O7dm2gXBj42rVrmJub06NHD3Q6HW+//TYJCQnk5uYyadIkbGxsCAkJoVGjRhQXF5OSksKWLVsoLS1ly5YtVK1albp166rSHRUTP5PJxPHjx2ncuDHdu3fHZDJx/fp1Tpw4gZWVFdWqVeP69etERUWRkpLCCy+8QGxsLBs3bmTfvn2EhIQwadIkvvjiC06cOME333zD+PHjCQsLw8bGhmHDhmFtbY2ZmRktW7akWbNmGAwGkpKS6Nu3L9OnT8fd3Z2JEyfStWvXSsLLGhp/BX636lZRlA9EZJKiKN9TXmVbCRHp+igbJCLXFUVZCUwEim77qhnQA6B69ers3r2bAQMGsHHjRl588UXq1KlDnTp1sLCwIDs7mx9//BGdTke1atXIy8vDy8uL4OBgEhISsLOzY9OmTfTo0QMrKysaNWrEgQMHmDNnDgUFBSQkJGBubs6nn35Knz59UBQFo9FIWVkZFhYWPP300xQWFvLpp5/StGlTtSpJURSqVKlCeno61tbWuLi48PHHH9OlSxcmTJiAk5NTpWe9m4J/ixYtiI2N5Z///CeFhYXk5ubi5+fHs88++yi7WUND438cb29vMjMz2bVrF8uXL+df//oXK1asoGfPnnz//ffs3r2bkydPYmNjQ3p6OgUFBVy8eJGwsDB8fHz45JNPGD9+PJ07d8bR0RGj0UiHDh3IysrC2tqao0eP0qNHDxRFUcWCV61axejRo7l48SLnzp1Dp9OxefNmzM3NiY+Pp6SkBGtra65evUppaSk3btxg7969WFpaUlRUhLOzM8uWLaNbt27Mnj0bd3d3cnJySE5O5tlnn8XNzY3GjRtTt25dSkpK2L59OzY2NlhbW3Px4kVee+01+vXrR2pqKtbW1tjb2+Po6Ii/vz8WFhbUqlWLGTNmPOHfjIbGH8uDrOit+vXPucB7d/k8Dj4AXgBs73WAoig0b96cnJwcbG1tOXr0KP7+/lhaWjJ9+nRKSkqoWrUqtra2iAipqaksWLAAk8nEqFGjaN26Na6urtjb25ORkYGbmxs9e/YEym2Q2rRpw6RJk3BwcKBevXr4+/vTpEkTXFxcGD9+PNnZ2bi4uADlCcWtWrXCyckJV1dXNmzYwNixY+nSpQuzZ8/GaDSyc+dO9Hp9pfDG/UrY169fT0pKCiNHjtRK2DU0NB6YCqkZ+Lc0yOeff87q1avZsGEDAQEB6HQ6Dhw4wMSJE+ncuTNQrnn31FNPYWFhQUlJCaNHj+b8+fNUr16dYcOG0bVrVy5dukRcXBzBwcHUrVuXzz//nIYNG2JhYQGUy05t376dLVu24OHhgaIonDt3DhEhKCiIoKAgdexev349rq6uFBcXk5eXp74of/LJJ+j1egwGAxMmTODWrVt06dKFEydOcPToURo3bkxKSgpOTk7s2LGDsrIySktLSU1NZc6cObzyyiusWLGCoqIivvrqK1xdXTl69CjJycls2bKFatWqPZHfi4bGk+J3J3oikvjrnzvv9nkcjRKRXOAryid7FewF+gJcvXqVFi1a4OrqiqIo5OTksHfvXpo1a6ZKlyQkJBAQEIC3t7eqaZSXl4fJZGLKlCmqVdH777/P999/z7Fjx9Dr9UyfPp3Y2FheeeUVPvjgA65cuUJxcTGWlpakpqaqIp0mk4nc3FwMBgMXL17Ezs4OOzs7Bg0axJw5c/jyyy85f/48bdu2pXbt2nTu3JnMzMzffXathF1DQ+NRcD9pEBHh9OnTTJo0ifXr16uRhfr163Pr1i327dvHs88+S2hoKFlZWdSoUQNnZ2d27drFrl27qFWrFlWrVmX9+vWqy8O9kF91+LZt20a9evV48803iYyM5ObNm9jb26PT6Vi1ahUmk4nExETc3d25cOECbdu25cMPP6Ru3bokJyczcuRIBg4cyNatW9mxYwf16tVj+/btnD9/nlq1aqn+wg/rbqKh8b/O7070FEVJURTlyL0+j7Ft7wG3S9NPBIYpinIkNzeXDz/8ECi33klLS1Mner179yYmJoZevXpRr149atWqhYiQnZ3NlClTUBSF1NRU6tevr5p4N2zYkMDAQLy9vTEajRQVFfH666/j6+uLubk5JSUllJWVUb9+fczNy6PdFVZKKSkp1KxZk59++om3336bTz75hHXr1hESEkJWVhZ9+/YFoF27dneEbu+GVsKuoaHxKLifNIiVlRW9evUiIiICNzc3VQA6KioKAF9fX1UapCJsun37dhITEzl06BD29vY0bNiQuXPn3neiV1RUxMGDB+nVqxft2rWjY8eO9OvXj5s3b9KtWzcuXLhA06ZNSUtLw8bGBhsbGzp06IC7uztpaWn8+OOPnD59mk8//ZTo6GgOHjyIl5cXU6dOZeXKlURGRvLjjz9SWFioFmM8rLuJhsb/PL9Xlgvo7/d5EqXCjRo1UkuWFyxYIBMmTJDg4GApLS2Vq1evStu2baV79+6yadMmERGxsLCQ999/X1xcXGTmzJkiItKtWzdp0aKFfP311yIi4uPjI/7+/lKnTh2xsbGRd955R0RErKys5IcffhARkQ8++ECqVq0qIiL16tWTGTNmiEi5REBYWJgcPnxYlQgQEQkICJD09HS1rU5OTqqUgIaGhsaTokKCRUTkl19+EWtra4mKihIRkZycHOndu7cYDAZp2LChjB49Wj124MCB0q9fPxER2bNnjyiKIleuXLnj+qdOnZKQkBARETGZTDJt2jTx9/cXPz8/ad26teTl5d0hg7JlyxYxGAwSGBgooaGhEh8fLyIiSUlJ0rJlSwkICBBfX19ZsmSJes6+ffvE1dVVSktLH13naGg8BniC8iq/W4whIneX2/6T0Lx5c9577z3c3d0xMzNTiy+OHj2qqolbWFjwwQcfAKghilatWjF//nygfFUuLS2NkydPsnv3bj7++ONKeXEVuXQ6ne6hpE5atGjBV199xZQpU9i6dataEayhoaHxJLk9j8/FxUW1gITytJF169bd9bxVq1apP4eHh6tpMb/l6NGjeHh4AOXj5t///nf+/ve/Vzrmt3Z1kZGRd9isQXmh2r28WXfv3s3w4cMrCRNraGhU5kGqbm/w72rbCjsH+fVnEZGqj6ltD4TBYODKlSuVfA0NBgMFBQXqsr2iKDRs2BC9Xs/atWsZPHgwzz33HFOnTuWVV17B0dGRqlWrUqdOHYqLi9Ww7P1wcXFR1c1LS0u5cOEC3t7epKSkqMdERUXRr18/1q1bR0REBLVr11at0jQ0NDT+F5kxYwbfffcdK1aseKz3ee655zhz5oymi6eh8Xs8qaXEB/kAJiAZSAW+BxxFBC8vr4dylLCxsRF3d3e5du2avPjii/LUU0+Ji4uLdOvWTQ3dTp8+XTw8PKRdu3YydOhQNYwREREh3333nfj5+UlOTo7o9XoRESkqKpIhQ4aIv7+/BAUFSZUqVe64b3FxsRiNRhER2bt3rwQGBv5uWysU5TU0NDT+vwDyyiuvqNtz5sxRx7YHJTY2Vvbs2aNuDxkyRB0374dOp5PAwEDx9fWVgIAAee+998RkMv3uvR5mbP9t2zQ0/qzwZw7d3o6iKC0ATxFZrihKDcBeRM4+2qlnJYpEJOjXe38OvAjMfpgLxMTEUL16dSZMmICjoyMLFiygZ8+ezJ07VxX2BJg1axazZs264/wdO3aQkZEBlIc0Kn6uUqVKpTdWOzu7O87NzMykd+/elJWVYWlpWcmYWkNDQ+NxY2VlxTfffMO0adP+o8KE0tJSduzYgZ2dHeHh4Q91rrW1NcnJyQBkZ2fTv39/8vPzefvtR6ez/5+2TUPjr8QDO2MoihIFTKHc6xbKrdBWP45G3YN9QJ2KjYKCAnr27HmHfdjPP/9McHAwBoOB4cOH07JlSzIzM/Hx8cHHx4cWLVrwzTffqBe9efMmw4cPp3HjxgQHB/Pdd9/dtxFHjx6lSZMmBAUFERAQUEm+oKJd7dq1IyQkhB49ehAdHc3hw4f5+uuvGTx4MCNHjsTPz4+OHTtSVFSuB52YmEhgYCDNmjVj4cKFj6q/NDQ0/uKYm5szatQo5s2bd8d3586do127dgQEBNCuXTtV/mno0KG88sortGnThj59+rB48WLmzZunVrUCxMXFER4ejru7+wNJQFXYny1YsAARISMjg5YtWxISEkJISAh79+6945z4+HiCg4NJT08nNzeX7t27ExAQQNOmTTly5AgZGRl3tO37778nLCxMtT+7fPny/7MHNTT+B3jQpT/KQ6gKkHTbviOPc7kRKPj1TzPga+BpEcHR0VGsrKzk/PnzYjKZxMHBQZ555hkpKiqSunXryrBhw2T27Nny1FNPybx589T9aWlpUlZWJr169VLDA9OmTVMNtq9duyaenp5SUFBQacn19nDq+PHjZfXq1SIiUlJSIoWFhSLy7yo2o9Eo+fn50qlTJzl9+rR4eHhIWVmZnD17VszMzCQpKUlERHr16qXe12AwyI4dO0RE5NVXX9VCtxoaGo8EQAwGg1hYWEi3bt1k9uzZaui2S5cusmLFChERWbZsmXTr1k1EykOzzzzzjFrJGhUVJXPmzFGvOWTIEOnZs6eYTCY5evSoeHh43PXet1f23t6eX375RW7evClFRUUiIpKWliYVSgoVods9e/ZISEiInDt3TkTKx93o6GgREfn555/VNJioqChp0qSJHD16VEREcnNzpaysTEREli5dWilsraHxJOG/JHR7S0REURQBUBTlnq4VjxBrRVGSgfpAIrANykMClpaW1K1bV7UlO3nyJCdPnsTNzY3jx48zevRowsLCWLhwIa1bt8bNzQ1PT08ABg4cyJIlSwDYunUrmzZtYu7cuUC5YHFmZiYNGza8a4OaNWvG7NmzuXDhAj169FCvWYHzbhr5AAAgAElEQVSI8MYbb3DhwgWef/55srKy1LdKNzc3goKCAGjUqBEZGRnk5+eTl5dHREQEAIMGDeKnn356lH2ooaHxF+bIkSNqgYTJZKJRo0ZAub9tRXTjhRdeoEqVKuo5dnZ2/O1vfyM6Ovqu1+zevTszZ87Ezs7uP1o1MxqNjB8/nuTkZMzMzEhLS1O/+/nnnzl+/Di7du3C1dUVKK+u3bBhAwBt27bl6tWr5OfnA9CrVy98fX2BclejPn36cOnSJW7duoWbm9tDt01D43+Nh5nofaUoyieAo6IoI4HhwONOOisSkSBFURyAHyjP0Ztf4WsI5aHU6tWrY25uTn5+PmVlZRw/fhwnJyf69u1LcHAwZ86cITk5maCgIMrKyhg3bhwAK1eu5OjRo+j1eoKDg1m1ahXnzp1j+PDh5OTkULNmTZYvXw5AVlYWEydOJCEhgRs3bnDy5EkiIyP5xz/+wUcffURRURH+/v507dqVnJwcrl+/TkJCAkFBQbRo0YLQ0FDOnz9Px44d+e677zAzM6OoqAgRQVGUuz+9hoaGxiNg0qRJLFy4EEtLSwBWr15NXl4eoaGhNG3aFAsLC27duoWtrS0eHh5cuHCB3bt3M3bsWADWrl1LZmYmCQkJpKSkUL16dezt7bl+/boqVlxaWsqiRYtIS0tTBZhNJhOfffYZx48fZ/z48UB5GNdgMODl5cXhw4fVHOYNGzZgNBoxGo1kZWXRqlUrVq5cSXh4ODdu3KB///7UrVuX1NRUrl69qj7bokWLaN26NaGhoURGRmJjY4OVlRVNmzbl3Lk/tTqYhsYfwgPn6InIXGA9sAHwBmaIyEePq2G/uXc+5c4YryuKkpyVlUVxcTEuLi507tyZCxcuUL9+fXJzczl16hSenp5YWlqqA9no0aMpLCwkKyuLK1euMHXqVHbs2MGsWbMYPXo07du3V3X2Bg0axODBgzly5AgDBgxg4sSJajsuXbrEypUr+emnn4iLi6Nr166sXr2ayMhIrK2tOXz4MA4ODjg7OwPlb6FZWVlkZGQwePBgGjRogKOjo/pmCuVOGA4ODuzevRuANWvW/BFdqqGh8ReiatWqVKtWjTNnzpCTk8O6det4+umnefXVVzEzM6OsrAwfHx8KCwupWbMmXbp0Qa/Xs3TpUhRF4dSpU6xevZpbt24RFBSkjlM//vgjIsLNmzeZMGECQUFBuLq6snjxYoqLizEYDCxfvpyDBw+q0YylS5fi5uZGZmYmw4cP56mnnkKk3JKtQurqu+++w9zcnE6dOvHmm28SEBBAQkICaWlpFBUVUVpaSkpKCvb29phMJvU5q1evzrp16zhy5Aj/+te/KukFamj8VXmYYgxbYLuIvEb5Sp61oigWj61lv0FEkoAk4D29Xo+9vT0dOnSgbdu2dOnSBU9PTxISEujWrRuZmZk0b96cvLw8unTpwvz586lTpw6FhYXodDrGjBmDXq+nsLCQd955B6PRSOvWrfH392f//v2qJt+gQYPUCRiUhyu+/vprevfuzdmzZzlx4gQjR45k+fLl3Lp1i5SUFF544QUSEhK4dOkS69evx93dnXr16qmhhYqQ7e0sX76cF198kWbNmmFtbf0H9aiGhsZfgaCgIEJDQ2nVqhVFRUWcPXuWxMRE0tPTGTduHMuWLcNkMvHVV18BqC+qtWvXJiMjg/j4eMrKyrC3t2fq1KkcOXJEDZtW2Eg+99xzzJgxgxs3bmBtbY3RaKSsrIyysjKSkpLIy8tjxowZ2NraMn/+fF5//XUOHz7MN998Q7NmzTAzM2P06NGUlpZy8+ZNxo0bx6VLl7h+/TrPPvssQ4cOxdHREYBatWrh4OBAXFwczz77rKqjumvXLlq0aEF4eDhVq1ZVVxs1NP7qPEzoNg5oqSiKExADJAB9gAGPo2EAImL3m+1nAUJDQ1d6eHiQkZFBYWEh8fHxLF68mGnTpqEoCs2bNwfKB6EmTZowadIkrK2tsbCw4ObNm7Rr146YmBiKioqoWbMmRqORNm3asHnzZmrUqEGtWrXQ6/XcunWLa9eukZ6eTufOnRk3bpw6gOl0OrZs2cLkyZO5fPkyIkJoaCh9+/bl22+/xd3dndTUVOzs7CgoKKB+/frs37+f1q1bc+nSJZydnZk5cyZQPvk7fPiw+pz3yovR0NDQeBhsbW1ViROAZcuW8dFHHxEYGMg777yj7rezs8PPzw8LCwt8fX2xtrbm4MGDlJaWcvDgQSwsLFAUhVmzZmFnZ6dO9AYMGMCYMWP48ccfuXXrFv/4xz947rnnCAwMpG7duvj4+KDX68nOzmbVqlUUFRVx/vx5LCws6NGjBzt37iQlJYU333yTqlWrkpCQgLOzM7a2tgwZMoSZM2cSFhbGjh07qF27Nubm5hQVFVFQUMD58+fx8vIiNDSUuXPnUr16dbZt28Yvv/yCk5MTQ4cOreS8oaHxV+WBV/QARUQKgR7ARyLyHOD7eJr1+zz11FMcP36catWqcfz4cbZt20aDBg2wtrZWQ6Gurq6UlJTg5eXFokWLKCsr49atWwwaNAhbW1vOnj3L6dOnGTp0KFu3bsXNzY2CggJKS0vx8vJSLc9GjBjBgQMHCAkJ4dixY+j1ekpLS2nQoAELFy4kLCwMo9HIs88+y7/+9S+8vb0xmUxs2rSJhQsXkpWVBcDMmTPx8fFh5MiRbN++ncmTJ1eyWtPQ+Cvz8ssvqykUUG6JNWLECHV78uTJvP/++w993Q8++OCuKzvR0dFMmzat0r7k5GS1EKtz587qitWDsnjxYlauXHnfYxISEiqlhPzRtGvXjvXr15OdnQ1Abm6uamVmaWnJsmXLuHnzpnp8WVkZzzzzDHPnziU5OVkdzwDy8/NxdnZm5MiRNGjQgPT0dKB8NfD8+fN88cUX1KtXj5iYGPbt24e1tTXBwcEUFxczePBgGjduTG5uLvHx8YwYMYL8/HwsLS1p3rw5a9euVcOyly5dIj09nZ9//pkjR46g1+sxGo2Vnuv69evY2tri4ODA5cuXtaI2DY1feaiJnqIozShfwfvx130PJbj8KHF2dubmzZs0bdqUmJgY4uPjycjIIC8vjx07dvDUU09hZWWFTqfj0KFDDBs2jBs3bmBmZsaxY8fUgczNzY2VK1ciIgwcOBBbW1uKi4v56quvSElJoU6dOrz++utkZ2ezf/9+QkND1Qqx1avLZQS3b9+Og4MDx48f58CBA5iZmWE0GgkLC2PUqFGYTCaKiorYunUrP//8M4sXL6ZNmzZqha+Ghka5d2qFnlpZWRlXrlzh6NGj6vd79+5VV+sfhntN9CrsCW9n7dq1aurG5s2b1XBhBSJyT39XgDFjxjB48OD7tic0NFT12X4S+Pr6MmvWLDp27EhAQAAdOnRQdUgBevfuzbJly9Ttjh07cvz4cXX79hXCjRs3EhgYSEBAAEeOHGH69OmVrtO8eXPKyspwcnLCxsYGEWH//v0AhISEsGfPHp599llmz57NoUOHGDduHJcvX2b37t3Url0bMzMzNZxrZmamTuLuNm4GBgYSHByMn58fw4cP/4/+rmho/E/yoDosQCtgEzDl1213YP6T0IRp1KhRJW2n999/X958801Vr6Zz586ydetWMRqNYm1tLa+++qrExsZKjRo1JCgoSLp27SqWlpYCyMSJE6WkpESsrKxEr9dL+/btZcGCBeLi4iJOTk7yyy+/SKdOnaRXr15Sv359effdd6VKlSqi1+tl165dMmvWLOnTp4+0aNFCHBwcxMXFRczMzESv18vo0aMr6egEBATI6dOn79DX0dDQEMnKypI6deqIiMiRI0dk8ODB0qFDB8nNzZXi4mJxcHCQkpISERH55z//KaGhoWIwGGTGjBkiIlJQUCCdO3eWgIAA8fPzk7Vr18qHH34oFhYW4u/vL61bt77jnsHBwbJ//351283NTdLS0kRERK/XS05Ojpw9e1Z8fHxk7NixEhQUJBkZGfLpp5+Kp6enREREyIgRI+TFF18UkcqacxEREfL6669L48aNxdPTU+Li4kSkss3XgQMHpFmzZhIUFCTNmjWTEydOPI6u/V1u17z75ZdfxNraWtXby8nJkd69e4vBYJCGDRuq41pUVJSMHDlS2rZtKw0aNJAlS5aIyL+f75lnnpGYmBgpLi6Wp59+WgwGg/Ts2VMiIiIkNjZWkpOTJTg4WAIDAyUwMFA2b94sIuX9Fh8fLyIiM2bMkL59+4rJZJIhQ4aIj4+PdO7cWZ577jlZvnz5H9dBGhr/T/hv0NETkTjK8/QqttMpr4QFQFGUj0RkwiOZfT4k7du3p2fPnrz00ksoisLPP/9McnIy5ubmFBcXs27dOjp37qzqNU2cOJHS0lI2b97MlStXmD59OkajEUtLS15++WWGDx9OSEgIFhYWDB48mDVr1jBkyBDs7Ozo06cP8+bN4/z58xQWFpKXl4ebmxsfffQRLi4u1KlTh1atWmFmZqaGZSukXSIjI5k/fz4ffvghAElJSQQHBz+JLtPQ+NPh6uqKubk5mZmZ7N27l2bNmpGVlcW+fftwcHAgICAAS0tLtm7dyqlTpzh48CAiQteuXYmLiyMnJwdXV1d+/LE84JCfn4+DgwPvv/8+sbGxd7UA69evH2vXriUsLIz9+/dTvXr1O7QxAU6ePMny5cv5+OOPuXjxIn/72984dOgQ9vb2tG3blsDAwLs+U0WO2+bNm3n77beJiYmp9L2Pjw9xcXGYm5sTExPDG2+8Uakq/4/i9upUFxeXSiugNWrUuGPlE+6dSxwUFERaWhqBgYG0a9cO4J5h1EOHDt2xb8eOHerPt9ul3W45qaGh8eA8ytDrE1snNxgMREVF0b59e65cuYK9vT3ffvstwcHB1KhRAzc3N3bv3s2tW7fQ6XQMGzaMn3/+GXNzc1JSUli7di1lZWXUrl2bqKgorl69yt69eykuLsba2hpPT09sbGy4du0anp6elJaWUqVKFdauXcvmzZu5evUqH3zwAYqiEBUVRYsWLQgODsZoNOLr60ubNm1YuHAhUVFRTJo0CYPBQFlZGQ0aNPhdyzUNjb8SzZs3Z+/evezdu5dXXnmFrKws9u7di4ODg+pnunXrVrZu3aq+JBUUFHDq1ClatmzJq6++ypQpU+jSpQstW7b83fv17duX8PBw3nvvPdauXUu/fv3uepxer6dp06YAHDx4kIiICKpVqwaUC/beLvh7Oz169ADuXm0P5ZPRIUOGcOrUKRRFuSPv7L8RR0fHe/aHhobGH88Ty7H7//Lbt8n+/fvTv39/WrduzdSpU2ncuDFQXnk7f/58Fi1aRO3atenYsSNQnl/37bffcuTIEezt7bGwsGD//v14eXnx2muvsWbNGiZMmMDGjRtJS0tj8uTJdOrUiQEDBqDT6Th48CBhYWH069cPBwcHoqOjWbRoEVOmTEGv19O7d29u3LhR6S3U1taWpUsft8a0hsZ/LxV5eikpKfj7+1OvXj3ee+89qlatyvDhw4HydJNp06YxevToO85PTExk8+bNTJs2jY4dOzJjxoz73q9evXrUr1+fnTt3smHDBvbt23fX42xt/20EJLfls/0eVlZWAGqu2W956623aNOmDRs3biQjI0OrEtXQ0HjkPEwxxp8SRVEYNGiQuh0TE8OgQYPo0qWLum/ixIkcP36cUaNGVXKhqAhXeHh48PbbbzN48GBSUlL4+9//jq+vL5GRkSxYsABzc3PGjBnD7t276d27N8eOHcPOzo4ePXrg5uamTjrHjh3L2bNn2bFjBx999NEdoYYVK1ao6vAaGhp30rx5c3744QeqVauGmZkZ1apVIy8vj3379tGsWTOgvBr3s88+U//9ZmVlkZ2dzcWLF7GxsWHgwIG8+uqraljQ3t6eGzdu3POe/fr14+WXX8bDw4O6dev+bhubNGnCzp07uXbtGqWlpf+vUGt+fj516tQBHl9o0szMjKCgIPz9/Xn22WfVSuIdO3ZUGicfloc9PyMjA39///seY2dnd9/vH+W9NDT+KjzKid4T8fGytbUlNTWVoqIiALZt20bNmjVJSEjA09MTDw8PXnrpJW7duoWfnx8JCQmVzr9+/Trnz5/HzMxMffuGu7+BP8ybvIaGxsNjMBi4cuWKGiat2Ofg4KDm2HXs2JH+/fvTrFkzDAYDPXv25MaNG6SkpNCkSROCgoKYPXs2b775JgCjRo2iU6dOtGnT5q737NWrF0ePHqVv374P1MY6derwxhtvEBYWRvv27fH19cXBweE/et7XX3+dadOm0bx580oOD48Sa2trkpOTSU1NpVq1aixcuPCx3EdDQ+NPysNWbwBVAfu77B/6R1WQNGrUSK1ksbW1lWnTpsnXX38tIiIDBw6UunXrSkBAgIiI7N27V2rWrCk1a9aUpk2bip+fn3z++efy6aefyvPPPy/16tWTevXqSbNmzaRz587qdV1dXWXWrFkSGxsr1tbWkpOTI59//rnY2NhIQECANGnSRDw9PeXQoUOyfPlyee655yQyMlIaNGggr732mnqdzz77TDw9PaVVq1aVqvM0NDT+e7lx44aIiBiNRunSpYt88803T7hF9+b2itpFixbJ2LFjRaS8OjYiIkKef/558fb2lv79+0tZWZmIiMTExEhQUJD4+/vLsGHDpLi4WEREfvrpJ/H29pbmzZvLhAkT1OrhgoICGTZsmISGhkpQUJB8++23d7Tj7Nmz4ufnJyIiqamp0rhxYwkMDBSDwaBWOle09caNG9K2bVsJDg4Wf39/9XoVFdAjRowQX19f6dChgxQWFoqISEJCggQEBEjTpk3l1VdfVe+lofFngCdYdfswE7xQIAXIAM4Bh4FGT6LRt0/0APHy8hJ7e3vx9/eX6tWri8FgUAeg/Px8uXr1qlSrVk0mTJggLi4uUr16dQHEzMxMmjRpIo0aNZKaNWuKo6OjiIjk5eWJubm51KtXTxo1aiRmZmYSHR0t+fn5MmnSJLG2thYLCwupWrWq5ObmyvLly6VKlSry0ksvSaNGjcTc3Fy+/vpruXjxotSrV0+ys7OlpKREwsPDtYmehsb/AJMnT5bAwEDx9vaWCRMmqBOkPyMVk6fS0lLp2bOn/PTTTyJSPtGrWrWqnD9/XkwmkzRt2lR27dolRUVFUrduXTl58qSIiAwaNEjmzZun7k9LS5OysjLp1auXOs5OmzZNVq1aJSIi165dE09PTykoKKjUjtsneuPHj5fVq1eLiEhJSYk6Watoq9FolPz8fBEpl3fx8PCQsrIyOXv2rJiZmUlSUpKIiPTq1Uu9r8FgkB07doiIaBM9jT8dT3Ki9zCh28+AcSJSX0T0wIvA8keyrPj/5OTJk3h5eTFixAjKysoqhVzz8/N54YUXKCwsZP369Vy9epWYmBhcXV1VWYT4+Hh++eUXSktL+e6773j33XdxcnLi5MmTzJw5EysrK2xtbcnPz+ezzz7DxcUFb29vLCws1PJ/R0dHzMzMSEhIIDAwkHfffZcDBw4QERFBzZo1sbS0pE+fPk+qizQ0NB4hFS4RJ06cYP78+ZVyf/9sFBUVERQURPXq1cnNzaVDhw7qd02aNKFu3brodDqCgoLIyMjg5MmTuLm54eXlBcCQIUOIi4vjxIkTuLm54enpiaIoDBw4UL3O1q1beffddwkKCqJ169a/KwbfrFkz/v73v/OPf/yDc+fO3eHxLSK88cYbBAQE0L59e7Kysrh8+TJQLnIfFBQE/LuaOT8/n7y8PCIiIgAq5W1raPzVeZiJ3g0R2VWxISK7gXtnOP/BdO3alZkzZ9KrVy9Onz4NgMlkolOnTiQmJgLlSuxWVlaq2n1OTg6bN2/G3t4eOzs7ioqKmD9/Pl988QXOzs5s27YNGxsbANatW8eUKVMoLS1lwIABfP/99xQUFLBkyRKmT59OUVGRKqWQlJREWloar7/+OleuXCExMZGIiAjmzJnDpk2buHTp0hPoIQ0Njb8iFTl6586d49atW5Vy9O6Wl1y++HB37jWhFRE2bNhAcnIyycnJZGZmqlZyd6N///5s2rQJa2trIiMj2b59e6Xv16xZQ05ODomJiSQnJ+Pi4qLqkt6rzX/mybaGxpPkYSZ6BxVF+URRlNaKokQoivIxsENRlBBFUUIeVwMfBEVROHz4MDNmzKBXr16YTCZVZ6usrIznn38eRVHYtWtXpfNEhClTppCYmIi7uzu7du1i9+7dAHh7e7Nr1y4+++wzbt26RXZ2NtevX8dkMtGyZUtWrFhBtWrV8PHxISoqips3b6oFIWVlZeh0Onbu3MmxY8cYM2YMX375JfXr16dhw4aVbII0NDQ0/ggcHByYP38+c+fOva9en4+PDxkZGeoL86pVq4iIiMDHx4ezZ89y5swZAL788kv1nMjISD766CN1kpiUlHTftqSnp+Pu7s7EiRPp2rUrR44cqfR9hYeuhYUFsbGxnDt37r7Xc3R0VD3OoXyiqKGhUc7DTPSCAC8gCogGGgLhwHvA3EfesofA1taW9PR0Ro0aRbt27cpj0jodOTk5XL9+nfnz52M0GjEajZV8Kp966ik+//xzXn31VU6fPs2IESMwGo3069ePtLQ0du7cqYq02tnZMXr0aEpKSnj55ZcxmUzk5uZy/vx5/va3v2EymTh//rx67SpVqlC7dm1GjBhBYmIiXl5enDhxgoSEBC5cuPCH95GGhoZGcHAwgYGBrF279p7HVKlSheXLl9OrVy8MBgM6nY4xY8ZQpUoVlixZwjPPPEOLFi3Q6/XqOW+99RZGo5GAgAD8/f1566237tuOdevW4e/vT1BQECdOnLjDH3jAgAEkJCQQGhrKmjVr8PHx+d1nW758OS+++CLNmjW7IxSsofFXRrnfMv2fldDQUKmQSanQXZo4cSIhISGEhITg4+ODh4cHp06dwtnZGV9fXzw9PQkLCyMuLo6srCx27tyJt7c31tbWpKWlUVhYiL29PVeuXKFNmzY0a9aMOXPmYG1tjYuLC4GBgVSrVo3ly5djZWWFTqejqKiIs2fPkpWVRXh4OLVr16ZevXokJSXh4uJCdHQ0q1evJiEhgZo1a/Lcc8/xz3/+80l2nYaGhoaGhsYfjKIoiSIS+iTu/cAreoqiOCiK8r6iKAm/ft5TFOU/E496DPTt25fPP/+ckSNHUq1aNRYtWoSvry9NmjShX79+mJmZER4eTn5+PmFhYTRo0IBDhw4REhLC2LFjMRqN3Lp1C0C1Tevfvz9Go5Hi4mIiIyNZtmwZAwcO5MaNGwQGBuLk5ESdOnXQ6XSYmZmxatUqZs6cidFoVO2Ozpw5g5OTE0uXLmXdunWkp6dz9OjRJ9hTGhoaGhoaGn8VHrbq9gbQ+9fPdf4EVbdFRUX/x96dR1VVtQ8c/54LCIgmIEGoKYMaAhcuk4CCgjjlrGhOOeaYpjlUZiVoafXm65Q2aEallpqJmanlAOKABigCKloiOCuYIKMy7N8fvJwfCI6JU/uzFmtxz7jPQe/dd5/9PA/5+fn079+fHTt2YGFhwbBhw4DS8kaOjo6EhITwww8/MHr0aHbt2sXAgQOB0om8kyZN4qeffsLAwIBXX30VExMTPDw8WLRoETt37qSgoAB/f39cXV0RQqiZ4CdOnIgQAhcXF0JCQqhduzbDhg1j0qRJFR4Pt23blvDwcGbMmMHVq1cJCgpi3759D/9GSZIkSQ/UpEmTWLBggfq6Q4cOjBgxQn09ZcoU5s2bd0/HtLGxISMjo9LyjRs38tFHH913WxcsWEBeXt597y89ue6lo2cvhAgRQqT872cmYFddDbtbxcXFGBsbc+TIEaZNm8b27dsZMGAAUBqkMWfOHD744AP69+9PREQEiqJgY2NDUlISAE2aNGHr1q00btyYDz/8kJycHPT09OjVqxenT59m8ODB9OzZE319ffz8/NTIWgMDA5o3b05CQgLPPvssM2bM4NSpU/zyyy80bNhQbZ+hoSE6nY6oqChatWpFWFgYI0eOfPg3SpIkSXqgymozQ2kQXkZGRoUnNvv27aNly5YP5FzdunVj2rRp972/7Oj9e91LRy9fURS/sheKorQE8h98k+7f8OHDmTFjBlqt9pbbBAUF8fnnnwOlncRr167d1bEdHBxISUlRH8muWbNGXfcw6lVKkiRJj5eWLVuqHb0jR47g7OxM7dq1uXr1KtevX+fYsWM0a9aMoKAg3N3d0Wq1/PzzzwDk5ubSuXNnXF1dcXZ2rvCZ8umnn6rbJycnAxVrpQ8dOpQJEybQokUL7OzsWLduHVDa2Xz11VdxcnKiS5cudOrUiXXr1rFo0SLOnz9PYGCgWgrwhx9+QKvV4uzszFtvvaWeu1atWrzzzju4urri4+Oj5i+Unlz30tEbAyxRFCVVUZRUYDEwulpadZ8aNGjAxIkTb7vNwoULiYiIQKvV4uHhcdfz5YyNjfnss8/o2LEjfn5+WFlZqfUtH0a9SkmSJOnxUq9ePfT19Tl9+jT79u3D19cXb29voqOjiY2NxcXFhZo1axIeHs7BgweJiIhgypQpCCHYunUr9erV4/DhwyQlJdGxY0f1uBYWFhw8eJCxY8cyd27VSS0uXLjAnj172LRpkzrSt379elJTU0lMTOSrr74iOjoaKA1WrFevHhEREURERHD+/Hneeustdu7cSXx8PDExMWzYsAEo7YD6+Phw+PBhWrVqxbJly6r5LkrVTf9uNlIURQO8IIRwVRTlGQAhxN0NhT0EOTk5lZYFBAQQEBAAlH77GTp0KABWVlbqN6ryyh7lAkydOlX9vfwIXWBgIMnJyQghGDduHJ6epQE0vr6+nDhxQt3u/fffr3RegE2bNt3ztUmSJEmPr7JRvX379jF58mTOnTvHvn37qFOnDi1atFCrfERFRaHRaNQqH1qtlqlTp/LWW2/RpUsX/P391WOWTRHy8PBg/fr1VT4R4pAAACAASURBVJ63R48eaDQaHB0d1VG3PXv20KdPHzQaDc8995w6enezmJgYAgICePbZZ4HSdDZRUVH06NGDGjVqqHPRPTw82LZt2wO7V9KjcVcjekKIEmD8/36/9jh18h6mZcuWodPpcHJyIisri9GjH6sBTUmSJOkhK5unl5iYiLOzMz4+Pnz44Yfs3LmTvXv3Ur9+fb777jvq1avH2rVr1SofTZs2JS4uDq1Wy9tvv02NGjWA0ilFY8aM4fz580yfPp2EhARcXFz47bffKpzX0NBQzfNalibtTunSLl68SO/evW+7nYGBgVplpKzyiPRku5dHt9sURZmqKMrziqKYl/1UW8seQ5MmTSI+Pp6jR4+yatUqtTyaJEkPhp6eHjqdDmdnZ/r06fPIJ4+X5el8kEaMGMHRo0cf+HGlR6Nly5Zs2rQJc3Nz9PT0MDcv/VjcsWMH3bt355133mHIkCF89NFHbNmyRa3ycf78eWrWrMnLL7/M1KlT1WwNenp6hIWFUa9ePd544w2uXbtGQkICHTp0qHTumzM4+Pn5sW7dOkpKSrh06RKRkZHqutq1a2NiYsK6devw9vZm165dZGRkUFxczA8//KDWCZaePnedMFlRlFNApY2FEA898rZ8wmRJkp4etWrVUqdiDBw4EA8PDyZPnvxYtEeSqlJcXIyZmRkTJkzggw8+AEo7a4aGhuTl5ZGRkUHXrl3Jzc0lPT2dS5cuYWxsjJmZGfr6+ly7dg1zc3POnTtHfn4+Go2Gpk2bsnXrVpo2bUpRURFNmzYlKyuL/Px8bty4gYGBAS+88AJHjx5VM0U8//zzZGRkUFJSgqIoWFlZkZGRQV5eHgEBARw5coSsrCwURSE3N5e+ffuybt06hBAYGBiwZcsW2rRpU+Hf/Lp169i0aZMMMnwAnoiEyYAjsAQ4DMQDnwJO1dEoSZIkf39/td7qypUrad68OTqdjtGjR6tBT7eKELxVVOKFCxdo1aqVOmq4e/duli9fzqRJk9TzLlu2rFLnsm/fvmzevFl9PXToUH766SdSU1Px9/dXq/KUjbBERkYSEBBA7969cXBwYODAgerjsoCAAMq+qI4dOxZPT0+cnJwICQmpjtsoVTM9PT2uXbumdvIA9PX11ak9FhYWREdH06hRI2bPnk1mZiaffvopLi4u6Ovr061bNz766CP09PSA0sA/ff3S6fO2trY4OjrSrl075s6dS8OGDdm4cSMXL16kY8eOapJ/Pz8/2rZtS05ODkePHkVPTw8nJyfMzMwQQnD8+HEuXLhAYGAgZmZmAMydO5fc3FxKSkp45ZVX1Pnk5b/Y9O7dW3byngL30tH7ltL6toso7eQ1+98ySZKkB6qoqIgtW7ag1Wo5duwYa9asYe/evcTHx6Onp6cWrb9dhGBVUYnff/89HTp0ID4+nsOHD6PT6ejXrx8bN26ksLAQKK2ZWpZ0vUy/fv3U9Bc3btxgx44ddOrUCUtLS7Zt28bBgwdZs2YNEyZMUPc5dOgQCxYs4OjRo6SkpLB3795K1zl79mxiY2NJSEhg165dJCQkPNgbKT02oqOj6devH9OnT2f+/Pn8/vvv6ijenfj6+vLBBx9w+vRpGjVqhLGxMUOGDFG/8AghuHLlilprODs7m9jYWF577TXs7OzIzMwEQKvVqv/OExISaNiwIUZGRixfvpzz589X38VLj9S9dPReEEKMEEJE/O9nFPBCdTVMkqR/n/z8fHQ6HZ6enjRs2JBXXnmFHTt2EBcXh5eXFzqdjh07dpCSkgJQKUKwLM8lVB2V6OXlRVhYGKGhoSQmJqrzltq0acOmTZtITk6msLCwUi7OF198kZ07d3L9+nW2bNlCq1atMDY2prCwkJEjR6LVaunTp0+FuXfNmzenQYMGaDQadDpdhbaVWbt2Le7u7ri5uXHkyBE5d+8podFoiIuLq7T8+++/Jz09nQMHDmBmZoaVlRWAOj9PCKF2xMobMGAAP/zwA4qi0KFDB3bu3Flh/eXLl8nJySEuLo6cnBxMTEx477336N27N4aGhuposkajUX9/+eWX6dixI3l5eXz22WcVKjpJT5e7Sq/yP4cURfERQuwHUBTFG6j8FVWSJOk+GRsbEx8fX2GZEIIhQ4bw4YcfVtr+dhGChoaGFY4B0KpVK6Kiovj1118ZNGgQb7zxBoMHD2bEiBHMmTMHBweHSqN5AEZGRgQEBPDbb7+xZs0a+vfvD8D8+fOxsrLi8OHDlJSUYGRkVOX5q4pePHXqFHPnziUmJgYzMzOGDh1KQUHBXd8r6fGlp6fH9evXWbZsmVoJydHRkc2bN1O/fn3Wrl3LCy+8wN69ewkODlY7hT///HOVHb2UlBRcXV1p2LAhTZs2JSEhgaioKPVxb1FREebm5hgYGBAREUFubu4d21hQUICdnR3FxcXMmzfvjhG70pPrXkb0vIF95RImRwOtFUVJVBRFPm+QJKlaBAUFsW7dOi5fvgzA33//rUYu3qu0tDQsLS0ZOXIkr7zyCgcPHgTA29ubM2fO8P3336uduJv169ePsLAwdu/erUZAZmVlYW1tjUajYcWKFfeUMP3atWuYmJhQp04dLl26xJYtW+7rmqTHT15eHqdPn2bixIno6+vz3HPPoaenx+nTp/n666+ZMGECDRo0wMHBgX79+rFr1y7y8/M5cOBAldkc1qxZg7OzMwUFBWzbto2lS5cSHx+vpmSxsrLi2LFjeHp6smrVKjWZ/+1MmzaNOXPmULduXYyMjNR5gdLT517+sh3vvIkkSdKD5ejoyAcffED79u0pKSnBwMCAJUuW0KhRo3s+VmRkJJ988gkGBgbUqlWL7777Tl330ksvER8fr05Wv1n79u0ZPHgw3bp1Uz9gX331VYKDg/nxxx8JDAzExMTkrtvi6uqKm5sbTk5O2NnZPbCaqNKjd6+PQffv36/+Xn7k+vjx4+rvb7/99i33v3n+51dffaX+Xr4YwJw5c5gzZw4AISEhMgDoX+Ku06s8TsqnV3kQ6Q/Onz/PhAkT1Mi8qpQvXi1J0tOnS5cuTJo0iaCgoEfdFEmSnjJPSnqVp1a9evVu28mDyokpJUl6OmRmZtK0aVOMjY1lJ0+SpKfOU9nRS0tLIygoCBcXF4KCgjh9+jRQmvuqfIeuLOt9amoqzs7OABw5ckTN1+Xi4sKff/5ZYducnByCgoJwd3dHq9WqdXNTU1Np1qwZI0eOxMnJifbt26th88uWLcPLywtXV1eCg4MfebZ/SZL+n6mpKSdOnODHH3981E2RJEl64J7Kjt748eMZPHgwCQkJDBw4sEJuqzv54osvmDhxIvHx8cTGxtKgQYMK642MjAgPD+fgwYNEREQwZcoUNVrpzz//ZNy4cRw5cgRTU1N++uknoLRAdUxMDIcPH6ZZs2YsX778wV2sJEmSJEnSLTyVYTbR0dGsX78egEGDBvHmm2/e9b6+vr7Mnj2bs2fP0qtXL5o0aVJhvRCC6dOnExUVhUaj4dy5c2qOLltbW3Q6HVAxp1dSUhLvvvsumZmZ5OTkVFmzUJIkSZIk6UF7Kkf0blaWZ0tfX79CYsqy8jHlDRgwgI0bN2JsbFxlYspVq1aRnp5OXFwc8fHxWFlZqbmvbpU3a+jQoSxevJjExERCQkJkrixJkiRJkh6Kp7Kj16JFC1avXg2Udsz8/PwAsLGxuavElHZ2dkyYMIFu3bpVKkmUlZWFpaWlmpjybvJ5ZWdnY21tTWFhoVq6SZIkSXr49PT00Ol0ODk54erqyrx589QBgNjY2NtO9UlNTeX777+/5frz58/Tu3fvW64/e/YsWq2Wxo0bY29vz8SJE6sccLjZ7t27cXJyQqfTVSqZdvHiRfr164e9vT2Ojo506tSJEydO3PYayuak/1PffPMN48ePr3JdixYtHsg5pH/uie/o5eXl0aBBA/Vn3rx5LFq0iLCwMFxcXFixYgULFy4EYOTIkezatYvmzZtz4MCBKnNelSWm1Ol0JCcnM3jw4ArrBw4cSGxsrJqY0sHB4Y5tfP/99/H29qZdu3Z3tb0kSZJUPcqqrxw5coRt27axefNmZs6cCYCnpyeLFi265b636+gVFRXdNoODEIJevXpx4cIF9u/fz4kTJ8jJyeGdd96pdJybrVq1iqlTpxIfH4+xsXGFY/bs2ZOAgABOnjzJ0aNHmTNnjjqd6FGSmSoeI0KIJ+7Hw8NDSJIkSdK9MjExqfD65MmTwtzcXJSUlIiIiAjRuXNnIYQQkZGRwtXVVQDCzMxMXLt2TXh7e4vatWsLPT094ejoKMLCwkTv3r1Fly5dRGBgoDh16pRwcnISQghRVFQkpkyZIpydnYVWqxXjxo0T9vb2wsDAQDg7O4uAgACRlZUlzM3NxZIlS0Tv3r2Fj4+PqFWrlnB2dhaenp7Cw8ND1K9fXxgZGQkbGxsxYMAAMWzYMGFiYiLatm0rAgMDha2trRBCiEOHDglvb2+h1WpFjx49xJUrV8TUqVNFzZo1hYWFhbC3txdNmjQRa9asUdsYFhYmxo0bp96Lzp07i19++UUsWbJEmJiYiDfffFM4OTkJJycnceDAAdG6dWtha2srfv75Z3X/bt26iQ4dOoimTZuK0NDQSvc5OztbtGnTRri5uQlnZ2exYcOGavrLPt6AWPGI+kxP/IieJEmSJN0vOzs7SkpK1BJ7ZebOncuSJUswMTHh+eefB+Cjjz7CwcEBZ2dnbG1tgdLgv2+//bbSfO6lS5dy6tQpDh06REJCAvXr16dr167Uq1ePiIgIIiIieOaZZ2jYsCFFRUXs27eP06dPExcXx3//+18yMzMZOHAgp0+fxsLCgmHDhjFp0iSioqLw9/dn/fr1JCYmqpkhBg8ezMcff0xCQgJarZbBgwcTHx+Pp6cnwcHB3LhxgxkzZtx2xBJKU4h99tln5ObmEhAQwOLFi8nIyODdd99l27ZthIeHM2PGDHX7P/74g1WrVhEfH8+PP/5IWTGDMrfLVCE9HE9l1K0kSZIk3a2qOh4tW7Zk8uTJFBYW4u/vz2+//YaFhQXnz5/ntddeY/fu3QDodDq6dOlCfn4+Go2G69evA7B+/XrOnDmDp6cnJSUldOvWjaKiIi5fvkxAQAAA7733HkIItm7dSm5uLoWFhcydO5fatWuTnZ3NjBkzmDFjBnl5eXz66afcuHGDli1bkpaWxrBhw8jNzSU5OZnMzEwyMzMZMmQIsbGxDBkyhMWLF2Npaclzzz2Hs7Mza9eu5Z133uHChQvY29sDsGXLFiIjI4mKiqJnz55AaQf15MmTKIrCjh072LNnD5mZmSQmJrJ48WLatm1LUlISOp2OK1eu4O3tTd26dYHSVGJ79uzB0/P/C0CIW2SqeO6556rt7ylVJEf0JEmSpH+tlJQU9PT0sLS0rLB82rRpas3YH3/8kWXLlnHjxg2ys7Px9vZWt6tXrx5RUVEcOnSISZMmqfPjUlJS6Nmzp5qT1dfXlx07dqCnp0dkZCRJSUm0aNGCM2fOEBgYSMeOHfHw8CA/P5+TJ0/Sv39/DAwM+O677xg0aBALFy6kdu3aABw6dIgFCxbw4osvcu3atQq1cquyZs0avLy8mD17Ns8++ywajYbff/+dy5cv06tXL+Lj44mLi+PChQuMGjUKe3t7atasydy5c/noo49o2LAhU6ZMYdKkSSxduhR9fX3i4+MJCQmpNNe9LMtFmdtlqpAeDtnRkyRJkv6V0tPTGTNmDOPHj6/UQTl58iRarRYDAwN8fX05efIke/fupU6dOhW2u379On369MHZ2ZkPPvhAHdFr3bo1S5Ys4cMPPyQtLQ0fHx80Gg35+fm88847REZGMmvWLIYOHUpaWho7d+5k//79bNu2DXNzc1asWEFxcTE9e/YkNzeX/Px82rRpQ3R0NB4eHpiampKUlISBgQE//vgjZmZmFBQUcOjQId5//32cnJy4fPkyQgiaNm1KZGQkR44coaSkBEVR+P3330lOTua7777D3d2dpKQkjhw5csd75uvry40bN/j444/JyMggIiKCv//+m/z8fDZs2EDLli0rbH8/mSqkB0t29CRJkqR/jfz8fDW9Stu2bWnfvj0hISGVtluwYAHOzs7k5+djbGzMgAEDWLx4MdbW1rzyyiucOnUKKJ2jFhgYSFJSEl999ZX6GHjp0qX07t2bhQsX4uzsTGhoKFu2bKFJkyYsX76cNm3akJCQwIwZM/juu+/o1KkTW7ZsAWDTpk3Y2NiQl5eHVqtl165d5Ofn4+XlRYsWLfjjjz/o1asXnp6euLi4kJiYyJUrV9QRurNnz/L2229jYmJCbGwsu3bt4oMPPsDAwIDLly9z/fp1hBCEhITQo0cPCgsL8fb2xsfH5473b8CAARgZGWFsbMy8efNo2rQpgwYNQqfTERwcXOGxLdxfpgrpAavuaA+gI3Ac+AuYdpvtegMC8LzTMWXUrSRJkvQwlEWPnjlzRixYsEAIISpE5/bo0UOsW7dOCCFESEiIaNSokRCiNJq3pKRECCHExIkTxfz588W5c+dEfn6+EEKI8PBw0b17d3H16lVhaWkp8vLyRHZ2tnBychIhISFCCCG8vb1FeHi4EEKIgoICkZubKzZv3iw6d+4scnNzhYeHh3jppZdEWFiYEEKIoKAgsXnzZiGEEK+//rpo3bq1EEKIv/76S72e7t27i/DwcPHbb7+J5s2bi+zsbCGEEGfPnhWXLl0SGRkZomHDhur2sbGxolWrVurrqq5LujMeYdRttQZjKIqiBywB2gFngRhFUTYKIY7etF1tYAJwoDrbI0mSJEn3o0GDBkycOLHS8jfffJMhQ4Ywb9482rRpoy5fs2YNK1euxMDAgOeee44ZM2YQExPDG2+8gUajwcDAgM8//xxTU1NGjhyJVqvFxsYGLy8v9RgrVqxg9OjRzJgxQ31EO3fuXGJjY3F3d2fIkCGcO3dO3T4kJIRXXnmFOXPmVJhHuGDBAiIiItDT08PR0ZEXX3wRQ0NDjh07hq+vLwC1atVi5cqV2Nvb07JlS5ydnXnxxReZM2cO+vr6uLq6MnToUAoKCipdl/R4U0Q1hjkriuILhAohOvzv9dsAQogPb9puAbAdmApMFULE3nys8jw9PcXNIdySJEmSJEmPI0VR4oQQnnfe8sGr7jl69YEz5V6f/d8ylaIobsDzQohN1dwWSZIkSZKkf5Xq7ugpVSxThxAVRdEA84EpdzyQooxSFCVWUZTY9PT0B9hESZIkSZKkp1N1d/TOAs+Xe90AOF/udW3AGYhUFCUV8AE2KopSaXhTCLFUCOEphPB89tlnq7HJkiRJknRrenp66HQ6nJ2d6dq1K5mZmQBERkbSpUuX+z7uve6fmpqKs7PzbbepVavWfbfnXs8lPZ6qu6MXAzRRFMVWUZQaQD9gY9lKIUSWEMJCCGEjhLAB9gPd7jRHT5IkSZIeFWNjY+Lj40lKSsLc3JwlS5Y86iZJ0i1Va0dPCFEEjAd+A44Ba4UQRxRFmaUoSrfqPLckPe7Cw8NRFIXk5ORbbtOiRYuH2CJJku6Vr69vhcjXnJwcevfujYODAwMHDlTz6u3YsQM3Nze0Wi3Dhw9XEytv3boVBwcH/Pz8WL9+vXqc3Nxchg8fjpeXF25ubvz888+3bceRI0do3rw5Op0OFxcX/vzzzwrrc3JyCAoKwt3dHa1Wqx4vNTWVZs2aMXLkSJycnGjfvj35+fkAxMXF4erqiq+vr+zMPsGqPWGyEGKzEKKpEMJeCDH7f8tmCCE2VrFtgBzNk/4tfvjhB/z8/Fi9enWldcXFxQDs27fvYTdLkqS7VFxczI4dO+jW7f/HLcrKkx09epSUlBT27t1LQUEBQ4cOZc2aNSQmJlJUVMTnn39OQUEBI0eO5JdffmH37t1cvHhRPc7s2bNp06YNMTExRERE8MYbb5Cbm3vLtnzxxRdMnDhRLbnWoEGDCuuNjIwIDw/n4MGDREREMGXKFLUT+ueffzJu3DiOHDmCqakpP/30EwDDhg1j0aJFREdHP8jbJj1ksjKGJD0COTk57N27l+XLl6sdvcjISAIDAxkwYABarRb4//k1M2bMQKfTodPpqF+/PsOGDQNg3rx5ODs74+zszIIFC4Dbf0NftmwZXl5euLq6EhwcTF5e3sO+dEl64pVV16hbty5///037dq1U9c1b96cBg0aoNFo0Ol0pKamcvz4cWxtbWnatCkAQ4YMISoqiuTkZGxtbWnSpAmKovDyyy+rx/n999/56KOP0Ol0BAQEUFBQwOnTp2/ZJl9fX+bMmcPHH39MWloaxsbGFdYLIZg+fTouLi60bduWc+fOqXV5bW1t0el0AHh4eJCamkpWVhaZmZm0bt0agEGDBj2Ymyc9dLKjJ0mPwIYNG+jYsSNNmzbF3NycgwcPAqXllGbPns3RoxVyijNr1izi4+PZtWsXdevWZfz48cTFxREWFsaBAwfYv38/y5Yt49ChQ8Ctv6H36tWLmJgYDh8+TLNmzVi+fPnDvXBJegqUzdFLS0vjxo0bFR5rGhoaqr/r6elRVFTE7fLV3lxjt4wQgp9++on4+Hji4+M5ffo0zZo1u+VxBgwYwMaNGzE2NqZDhw7s3LmzwvpVq1aRnp5OXFwc8fHxWFlZUVBQcNs236pt0pNFdvQk6RH44Ycf6NevHwD9+vXjhx9+AEpHA2xtbavcRwjBwIEDmTRpEh4eHuzZs4eePXtiYmJCrVq16NWrF7t37waq/oYOkJSUhL+/P1qtllWrVt1VEXNJkqpWp04dFi1axNy5cyksLLzldg4ODqSmpvLXX38BpRUvWrdujYODA6dOneLkyZMA6vsAQIcOHfj000/VTmLZl7hbSUlJwc7OjgkTJtCtWzcSEhIqrM/KysLS0hIDAwMiIiJIS0u77fFMTU2pU6cOe/bsAUo7itKTqVpLoEmSVNmVK1fYuXMnSUlJKIpCcXExiqLQqVMnTExMbrlfaGgoDRo0UB/b3m6U4OZv6GWPbocOHcqGDRtwdXXlm2++ITIy8sFclCT9S7m5ueHq6srq1at5/vnnq9zGyMiIsLAw+vTpQ1FREV5eXowZMwZDQ0OWLl1K586dsbCwwM/Pj6SkJADee+89Xn/9dVxcXBBCYGNjw6ZNt64rUFXJtfIGDhxI165d8fT0RKfT4eDgcMdrCwsLY/jw4dSsWZMOHTrcw12RHifVWgKtusgSaNKT7Msvv+TgwYN8+eWX6rLWrVvTtm1bDhw4UOHNvFatWuTk5LBp0ybmzJlDZGQkNWrUAODgwYMMHTqU/fv3I4TA29ubFStWYGZmRpcuXdQPjLlz55KTk0NoaCgWFhYcPXoUMzMzOnXqRP369fnmm28e6vVLkiT92zzNJdAkSbrJDz/8QM+ePSssCw4O5vvvv7/lPv/97385f/68mj5hxowZuLu7M3ToUJo3b463tzcjRozAzc3ttud+//338fb2pl27dnf1jV6SJEl6sskRPUmSJEmSpGokR/QkSZIkSZKkB0529CRJemqU1SAt+0lNTb2v+qOxsbFMmDChynU2NjZkZGQ8iOZKkiRVOxl1K0nSU6Msv1l5Zall7lZRURGenp54ej6SpyySJEkPlBzRkyTpX+Pvv/+mR48euLi44OPjo+YaCw0NZdSoUbRv357BgwdXGAW8cuUK7du3x83NjdGjR1dIa9OjRw88PDxwcnJi6dKlj+SaJEmSbkd29CRJemqUlabS6XSVIpsBQkJCcHNzIyEhgTlz5jB48GB1XVxcHD///HOl6OeZM2fi5+fHoUOH6NatW4UyVF9//TVxcXHExsayaNEirly5Un0XJ0mSdB/ko1tJkp4aVT26LW/Pnj1qObg2bdpw5coVsrKyAOjWrVul+qAAUVFRrF+/HoDOnTtjZmamrlu0aBHh4eEAnDlzhj///JO6des+sOuRJEn6px7bET1FUd5RFOWIoigJiqLEK4rifT/HiYyMZN++ferroUOHsm7dujvuVzap28nJCVdXV+bNm0dJSckdz3Uvk75vbpskSdWrqnRSZfU8b1eVpKqan5GRkWzfvp3o6GgOHz6Mm5ubWjtUevIpisKUKVPU13PnziU0NPSBHT81NRVnZ+cKy0JDQ5k7d+4DO8fdut15W7Ro8ZBbIz1oj2VHT1EUX6AL4C6EcAHaAmfu51j325kqGxk4cuQI27ZtY/PmzcycOfN+mvDA2yZJ0v1p1aqVWrMzMjISCwsLnnnmmbveZ8uWLVy9ehUorR1qZmZGzZo1SU5OZv/+/dXb+Ieoujs5VXncopkNDQ1Zv379Y9WmR6Gqz6ji4uJH0BLpfj2WHT3AGsgQQlwHEEJkCCHOAyiKEnT06FG0Wi3Dhw/n+vXrQMU3idjYWAICAkhNTeWLL75g/vz56HQ6teB7VFQULVq0wM7O7q5G9ywtLVm6dCmLFy9GCEFqair+/v64u7vj7u5e5X+EmJgY3NzcSElJqXICeFVt++WXX/D29sbNzY22bdty6dKlB3M3JUkCSkcuYmNjcXFxYdq0aXz77bd33CckJISoqCjc3d35/fffadiwIQAdO3akqKgIFxcX3nvvPXx8fKq7+Q+N7OSAvr4+o0aNYv78+ZXWpaenExwcjJeXF15eXuzduxcArVZLZmYmQgjq1q3Ld999B8CgQYPYvn37PZ1/2bJleHl54erqSnBwMHl5eUDpU6mxY8cSGBiInZ0du3btYvjw4TRr1oyhQ4eq+9eqVYspU6bg7u5OUFAQ6enpQOl0A0dHR1xcXOjXr5+6/dGjRwkICMDOzo5FixZVOA6UfjEKDAxkwIABaLVaAFauXKlW6xk9erTsAD6uhBCP3Q9QC4gHTgCfAa3/t9wIOOPk5CSEEGLQoEFi/vz5QgghGjVqJNLT04UQQsTExIjWrVsLIYQICQkRn3zyiSgzZMgQ0bt3b1FcXCyOHDki9JWWPAAAIABJREFU7O3tRVVMTEwqLTM1NRUXL14Uubm5Ij8/XwghxIkTJ4SHh4cQQoiIiAjRuXNnsXfvXuHu7i7S0tKEEEKMHz9ehIaGCiGE2LFjh3B1da2ybX///bcoKSkRQgixbNkyMXny5CrbJkmSVJ1MTEzEnDlzxPTp04UQQnzyySciJCRECCHE5cuXRa9evYSnp6fw9PQUe/bsEcXFxaJRo0bi6tWr6jHs7e3FxYsXxcaNG0Xz5s2FTqcTQUFB4uLFi0IIITIyMkS7du2ETqcTo0aNEg0bNlTfw7t37y7c3d2Fo6Oj+PLLLx/uxf+PiYmJyMrKEo0aNRKZmZkV7kH//v3F7t27hRBCpKWlCQcHByGEEKNHjxabNm0SiYmJwtPTU4wYMUIIIUTjxo1FdnZ2heOfOnVKGBkZCVdXV/XHyspK/UzIyMhQt33nnXfEokWLhBCln2F9+/YVJSUlYsOGDaJ27doiISFBFBcXC3d3d3Ho0CEhhBCAWLlypRBCiJkzZ4px48YJIYSwtrYWBQUFQgih/r1CQkKEr6+vKCgoEOnp6cLc3FzcuHFDvQ9ClH6+1axZU6SkpAghhDh69Kjo0qWLut3YsWPFt99++89v/FMKiBWPqE/1WI7oCSFyAA9gFJAOrFEUZSjwAnDKyMgIgCFDhhAVFXXPx+/RowcajQZHR8d7GjUT/5vfU1hYyMiRI9FqtfTp04ejR4+q2xw7doxRo0bxyy+/qN/89+zZw6BBg4DKE8DLO3v2LB06dECr1fLJJ59w5MiRe742SZKkB2HcuHGsWrWq0nvVxIkTmTRpEjExMfz000+MGDECjUZD9+7d1cCUAwcOYGNjg5WVFX5+fuzfv59Dhw7Rr18//vOf/wBPRjTzM888w+DBgyuMcAFs376d8ePHo9Pp6NatG9euXSM7Oxt/f3+ioqKIiopi7NixJCYmcu7cOczNzdWRsfLs7e2Jj49Xf8aMGaOuS0pKwt/fH61Wy6pVqyp8HnTt2hVFUdBqtVhZWaHVatFoNDg5Oal5IzUaDX379gXg5ZdfZs+ePQC4uLgwcOBAVq5cib7+/8djdu7cGUNDQywsLLC0tKzys7F58+bY2toCsGPHDuLi4vDy8kKn07Fjxw5SUlLu805L1emxjboVQhQDkUCkoiiJwBBKR/mqpK+vrwZL3GlCtKGhYfnz3FV7UlJS0NPTw9LSkpkzZ2JlZcXhw4cpKSmhrOMJYG1tTUFBAYcOHaJevXq3PEdVk7tfe+01Jk+eTLdu3YiMjKz2OTGSJEm3Ur6TUz4aefv27RW+3JZ1cvr27cusWbMYNmwYq1evVjsZZ8+epW/fvly4cIEbN26oHYUnJZr59ddfx93dnWHDhqnLSkpKiI6OrhSl3apVK5YsWcLp06eZPXs24eHhrFu3Dn9//3s+79ChQ9mwYQOurq588803REZGquvKPsM0Gk2FzzONRkNRUVGVxyv7zPn111+Jiopi48aNvP/++2oHsvxx9PT0qjxO+YAlIQRDhgzhww8/vOdrkx6ux3JET1GUFxRFaVJukQ5IA5IBm7KO3IoVK2jdujVQOkcvLi4OQE2fAFC7dm2ys7P/UXvS09MZM2YM48ePR1EUsrKysLa2RqPRsGLFigrzEkxNTfn111+ZPn26+h/zVhPAb25bVlYW9evXB7iruUOSJEnV6fXXX2f58uXk5uaqy8o6OWWjUOfOnaN27dr4+vry119/kZ6ezoYNG+jVqxdQ+gV2/PjxJCYm8uWXX1b4Iv4kRDObm5vz0ksvsXz5cnVZ+/btWbx4sfq6LKXP888/T0ZGBn/++Sd2dnb4+fkxd+5ctm7dym+//VbhuF9//TXnzp2jd+/eVZ43Ozsba2trCgsL1c+PMp9//nmFznZVSkpK1DJ+33//PX5+fpSUlHDmzBkCAwP5z3/+Q2ZmJjk5OXd/M8oJCgpi3bp1XL58GShNRp6WlnZfx5Kq12PZ0aN0jt63iqIcVRQlAXAEQoUQBcCwlJQUdai6bKg7JCSEiRMn4u/vj56ennqgrl27Eh4eXiEY426UJV51cnKibdu2tG/fnpCQEABeffVVvv32W3x8fDhx4kSltAxWVlb88ssvjBs3jgMHDtxyAvjNbQsNDaVPnz74+/tjYWHxT+6fJEnSP3YvnRxFUejZsyeTJ0+mWbNm6gjcrb7APknRzFOmTKkQmLJo0SL1Pd3R0ZEvvvhCXeft7U3Tpk0B8Pf359y5c+ooZ3m//PILpqamVQYEFhUV8f777+Pt7U27du1wcHCosH7s2LE4Ojrets0mJibUrVsXDw8Pdu7cyYwZMyguLubll19Gq9Xi5ubGpEmTMDU1vef7AeDo6MgHH3xA+/btcXFxoV27dly4cOG+jiVVs0c1OfCf/JQFP0iSJEkPXvlgtIsXLwpjY2M1ECE9PV289NJLQqvVimbNmonRo0er28bExAhAfPPNN+qyDRs2CFtbW+Hn5yemTp2qBsqVBWO4ubmJ119/XQ3GKCgoEB07dhRarVb07t1btG7dWkRERDyMy74loEJwXPnAjLuRkZEh6tSpo17HqVOnhImJiVi8eLEoCy4MCwsTvXv3Fl26dBGBgYGiuLhYjB07VjRt2lRYW1sLY2NjUb9+ffHiiy+K5s2bi5iYGCFE6d9q+vTpwsXFRXh7e6vBLgYGBmpgx9KlS4Wnp6dwcXERvXr1Erm5uUKIikGMvr6+/+geSbfHIwzGeGzn6EmSJEmPRvnHeVZWVmpqDwALCwvWrFlT5X6enp6V5iR3796d7t27V9q2bt26/P777+rr8mlMtmzZct9trw5l6Wbefvvt+3raUqdOHSwtLfnmm28ICAhg9erV2NjYVHp0HR0dTUJCAubm5qxbt47U1FTMzMwYPnw4H330EQsWLKBx48YV5gvm5ubi4+PD7NmzefPNN1m2bBnvvvsuUDqQU1JSQq9evRg5ciQA7777LsuXL+e1116rcG6Z0/Xp9bg+upUkSZKkx8LtcuqlpaURFBSEi4sLQUFBavTw0KFDmTx5MoGBgfTt25dLly6xdu1adDody5cvx9bWlj/++IOUlBTs7OyIiYmhXbt2mJubA6XZGpydnalRowZvvfUWgYGBAOh0OurUqUNeXh5BQUEoisLbb7/Nzz//jIeHB4mJiTRr1gxXV1cWLFjAmTNnWLhwISYmJhgZGbF48eIqMzqUz5cXEBBA7969cXBwYODAgWrnfdasWXh5eeHs7MyoUaPuOphRerRkR0+SJEmS7uBW6WbGjx/P4MGDSUhIYODAgWoABMCJEyfYvn07P/30E+PGjUOj0fD111+j0WioW7culy9fxs7Ojk2bNvHjjz9Wimo9e/YsHh4eVbanRo0ahIeHU7NmTSIjI5kyZQoajYbi4mKOHz+Oq6srkyZNwsDAgDlz5rBp0yZycnKwtrbmxIkTt73WQ4cOsWDBAo4ePUpKSoqaEHr8+PHExMSQlJREfn4+mzZtut/bKT1EsqMnSZIkSXdwq5x60dHRDBgwACitgFGWrw6gT58+anBgjRo1sLe3Z/jw4fTv3x8oDWyB0sCGa9euVTiun58fhw8fRgjBpUuXKqRXKTN9+nTy8/Np27Yt586dUzuhjRo1okGDBkBplSZ9fX2cnJwQQqAoyh3zxzZv3pwGDRqg0WjQ6XRqbr6IiAi8vb3RarXs3LlT5np9QsiOniRJkiTdharSzdys/Ly7mzMy6HQ6Dh8+rJYeq1Gjhrru5segwcHB2NnZsXTpUkaPHo23tzd16tRR12/ZsoX09HS1LruVlRU3btyodF4hBK6urmoEr7W19R2vs6qcegUFBbz66qusW7eOxMRERo4c+UjT3kh3T3b0JEmSJOkuVJVupkWLFmrqlFWrVuHn51flvrVr18bGxgYhhJouxdLSkqSkJAAMDAwqpK3RaDR8//33aLVaWrduzYkTJ9BqtcTExDBz5kzMzc2xtLQkJyeHiIgI0tLS6NSpE3PnzgVK6zpPnToVb29vLl68SExMDDt27EBRFObMmXPP117WqbOwsCAnJ+eu6sRLjwfZ0ZMkSXpM6enpqfk8XV1dmTdvnloBKDY2tsJ8sJulpqby/fff33L9+fPnb5mst8yCBQsqRNzejd27d+Pk5IROpyM/P7/CuosXL9KvXz/s7e1xdHSkU6dOt50vlpqairOz8z2d/1a++eYbxo8fX+W6Fi1a3PVxqsqpN3jwYJ599llWrFjBwoULmTt3rppfsEzXrl359ttvURSFlStX8u2331Z6DPzss89WqBDStWtXcnJymDFjhhr0MWnSJJYvX87AgQOJjY3F09OTVatWVcq1V8ba2poPP/yQwMBAXF1dcXd3rzIK+k5MTU3V0p89evTAy8vrno8hPSKPKq/LP/kpn0evfL6nX3/9VTRu3FikpaXdIaNNZVevXhVLliy55/3KhIWFqUWjJUmSHoTy72+XLl0SQUFBYsaMGXe1b0REhOjcuXOV6woLC+/qGOXzrN2t0aNHi6+//rrS8pKSEuHj4yM+//xzddmhQ4dEVFTULY916tQpNc/cP1Wd79GGhobCxsZGvVe3yrPXp08f4efnJ0JCQoSJiYnQ6XQiLy9PCCHEL7/8IlxdXav8m93rfSgqKrq/C5GqDY8wj95TM6K3Y8cOXnvtNbZu3UrDhg3vef/MzEw+++yzamiZJEnSP2dpacnSpUtZvHgxQggiIyPp0qULALt27UKn06HT6XBzcyM7O5tp06axe/dudDod8+fP55tvvqFPnz507dqV9u3bVxgtKy4uZurUqWi1WlxcXPj0009ZtGgR58+fJzAwUE3tUd6OHTtwc3NDq9UyfPhwrl+/zldffcXatWuZNWsWAwcOrLB9REQEBgYGajUjKJ2z5u/vjxCCN954A2dnZ7RabZV5+m4ekevSpYsaoFCrVi3eeustPDw8aNu2LX/88QcBAQHY2dmxceNGdZ8zZ87QsWNHXnjhBWbOnKkuL0stkpOTQ1BQEO7u7mi1Wn7++ee7+tvcLv1Keno6wcHBeHh4sGHDBl599VVWr15NXl4ejRs3xsPDA0NDQ1566SX69+/P5s2b2b59O6+88gomJiYYGxvTpEkTNW3LmDFjqFGjBsbGxtSuXZsWLVrg4+ODvr4+derUUX8+//xzTE1NqVGjBvr6+jRs2JDg4GD27t1L69at8fDwoEOHDly4cIGTJ0/i7u6utvnPP/+8ZbSv9AR6VD3Mf/Jz84heVFSUsLW1FceOHVOXX758WfTq1Ut4enoKT09PsWfPHiGEECEhIWLYsGGidevWwtbWVixcuFAIIUTfvn2FkZGRcHV1FVOnTq30bXjcuHEiLCxMCCHEH3/8IXx9fYWLi4vw8vIS165dq/BtcdOmTcLHx0ecPn1a2NjYiBs3bgghhMjKyhKNGjVSX0uSJN1O+RG9MqampuLixYsV3qO6dOmivsdlZ2eLwsLCSu9hYWFhon79+uLKlStCiIqjRJ999pno1auXOtJXts2tRvTy8/NFgwYNxPHjx4UQQgwaNEjMnz9fCCHEkCFDxI8//lhpn4ULF4rXX3+9yutct26daNu2rSgqKhIXL14Uzz//vDh//nyFNt48Ite5c2e10gQgNm/eLIQQokePHqJdu3bixo0bIj4+Xri6uqr7P/fccyIjI0Pk5eUJJyenCtUlhCgd6czKyhJClFYAsbe3FyUlJVW2uTwTExP1/T0zM7PCiF7//v3F7t27xYoVK8RLL70kHBwchK+vr9DT0xMTJkwQGo1GODs7C3NzcxERESEAkZ2dLbKyskRhYaHIzMwUDRo0ECYmJiI2NlbUrVtXNGnSRGRnZ4u6desKY2NjsX37dqEoigDE8ePHRYcOHYSNjY0YPny4yMjIEGPHjhWff/65mDZtmrCxsRGXL18WQgixevVqMWzYMCGEEAEBAeLQoUNCCCHefvttsWjRojtet3T3kJUx7t/169fp3r07kZGRFeYoTJw4kUmTJuHn58fp06fp0KEDx44dAyA5OZmIiAiys7N54YUXGDt2LB999BFJSUnqvIqqQtkBbty4Qd++fVmzZg1eXl5cu3YNY2NjdX14eDjz5s1j8+bNmJmZERAQwK+//kqPHj1YvXo1wcHBGBgYVN8NkSTpqVb6mVFRy5YtmTx5MgMHDqRXr15qao2blU/IW9727dsZM2YM+vqlHwlVbVPe8ePHsbW1VWu6DhkyhCVLlvD666/f6+UApcmB+/fvj56eHlZWVrRu3ZqYmBhcXFzuav8aNWrQsWNHALRaLYaGhhgYGKDVatXUIFB6/WU1eHv16sWePXvw9PRU1wshmD59OlFRUWg0Gs6dO8elS5d47rnn7tiG8ulXyn8mbN++Xc1H9+yzz1JQUMCwYcP4448/uHz5MgYGBnh5efHbb7+Rnp4OlI4wnjlzhiFDhrB9+3ZMTEwoLCxkz549mJiYcP78efz8/NQAiXPnzmFtbU1mZiY1a9bE0NCQ9PR0Vq5cyfr168nLy6NOnToYGBiQnp5Ou3btgNKR3LIo3BEjRhAWFsa8efNYs2YNf/zxx13de+nx98Q/ujUwMKBFixZqFJSiKEyZMoXt27czfvx46tWrR/Pmzbl27RrZ2dkAdO7cGUNDQywsLLC0tLxjTqHyjh8/jrW1tToR9ZlnnqFx48ZkZ2cTERHBxx9/zK+//qpOqC37zwMQFhZWoXSNJEnSvUhJSUFPTw9LS8sKy6dNm8ZXX31Ffn4+Pj4+JCcnV7n/zek+ygghKpXjup2qOpt34uTkRFxc3H0fT19fXw1EASqk9jAwMFDbr9Fo1PQgGo2GoqIidbubr/Hm16tWrSI9PZ24uDg1Zcm9pBCpKv1KSUkJmzZtorCwkKKiIgwMDPj0008pLi4mISGBGjVqsH79eho3bsyuXbvUNr333nvk5+czcOBA1q1bp47OQOm9jI+Px93dnfbt29OqVStq1KihXq+iKOh0Oi5cuIC+vj6Ojo6MHz+eMWPGYGpqSnx8PPHx8SQmJqpl6IKDg9myZQubNm3Cw8ND7RBLT74nvqOn0WhYu3YtMTExzJkzR61JWFRURHR0NJMnT2bMmDGcO3eO2rVrA1XnCLrZrd5UbveGaGdnR3Z2doUospYtW5KamsquXbsoLi5+YBFkkiT9u6SnpzNmzBjGjx9f6T3o5MmTaLVa3nrrLTw9PUlOTqZ27drql9s7ad++PV988YX6Xvj3338D3PIYDg4OpKam8tdffwGwYsUKWrdufdtztGnThuvXr7Ns2TJ1WUxMDLt27aJVq1asWbOG4uJi0tPTiYqKonnz5hX2t7GxIT4+npKSEs6cOXNfI07btm3j77//Jj8/nw0bNtCyZcsK67OysrC0tMTAwEBNWXIvbk6/cvHiRUxMTHjhhRcwMjLCycmJhQsXcubMGTQajTrIMHPmTHx9ffniiy/Uv+3x48c5deoUixYtUlOZtGrVitzcXFJTU8nMzCQ5ORlTU9NKkdFNmjThyJEj5OTkIITA2tqalStXEhkZSUFBAdHR0QAUFhaqSY+NjIzo0KEDY8eOlQMST5knvqMHULNmTTZt2sSqVasAGDVqFNbW1hVyEsXHx5Oens7atWtZuHAhXl5e7N27FyEEfn5+lJSUqG9ojRs3pmbNmsTGxtK8eXNcXFzU0jcODg6cOXMGHx8f3NzcGD58uPotq1GjRlhbW+Pv70/jxo1ZunQpAIMHD6Z///7yP48kSfckPz9fTa/Stm1b2rdvT0hISKXtFixYgLOzM66urhgbG/Piiy/i4uKCvr4+rq6uVQYJlDdixAgaNmyIi4sLrq6ualqWUaNG8eKLL1YKxjAyMiIsLIw+ffqg1WrRaDQVgiyqoigK4eHhbNu2DXt7e5ycnAgNDaVevXr07NlTPXebNm34z3/+U+lxacuWLbG1tUWr1TJ16tQKwQN3y8/Pj0GDBqHT6QgODq7w2Ba465Qlt1OWfkUIQc+ePXnttdcwMTHB1NSU5ORkvv76a6B0MKGwsJDatWszceJEvLy8KC4uVo9z/fp1UlJSMDMzY8WKFRQXF+Pu7k6fPn24evUqzz33HPn5+ezZs6fSYIWVlRVOTk688MILZGVlsWXLFq5evYqjoyMBAQG89dZbuLq6otPp2LdvX4XrVxRFrdghPR2U+xmCf9Q8PT1FbGwsUDqXIScnByiNqGrUqBGrVq1SI7D2799PUVERwcHBXLt2DSMjIxwdHXnppZfo0KEDenp6eHl50apVK7Zt28b+/fspLi4mLS2NCRMmsHXrVpo2bcr58+extLRk69at9O3bl71791K3bl0KCgo4ceIEixYt4vjx48yaNYu0tDT69+9PSUkJ0dHRFBYWYmtry4ULFzA1NX2Ut06SJEl6CHbu3EloaChRUVEVlgshePPNN9myZQuKovDuu+/St29fUlNT6dKlC0lJSRQUFDB27FhiY2PR19cnODiYhIQEOnXqxK+//kpBQQG5ubls3LiR7t27c/XqVQoLC/nggw/UHHmzZ8/mu+++4/nnn+fZZ5/Fw8ODqVOnEh8fz5gxY8jLy8Pe3p6vv/5anWo0d+5csrKyeP/99x/6/XraKYoSJ4TwvPOWD94TH4xR1skDeP7556lZsyb9+/fn2LFjGBgY0LJlS3JycggNDcXS0pJ69epx8OBBVq5cybVr10hOTiYxMZFZs2axdetWJk2ahKOjIwAjR44kOTmZtLQ0tbQMlA6pR0VFYWdnB5QO1/fv3x8LCwtCQ0MJDw/H0NCQ1NRU/vzzT86ePUvv3r1lJ0+SJOlfIikpqcoUJevXryc+Pp7Dhw+TkZGhDjSUt2TJEgASExN59dVXmTVrFlFRUSQnJxMdHU1CQgLm5uYUFRURHh7OM888Q0ZGBj4+PnTr1o2DBw+yevVqDh06RFFREe7u7mpbBg8ezKeffkrr1q2ZMWMGM2fOZMGCBfTs2ZOTJ0+yc+fO6r850kP1xHf0buX111/H3d29wuPSshG28hFRAL6+vvz111+kp6ezYcMG3n33XQBee+01Jk+eTLdu3YiMjCQ0NFTdp6p5epGRkWzfvp3o6Ghq1qxJQEAAH3/8MYmJiWzevLl6LlSSJEl6YtxNhPGePXt47bXXAPjss89ITEykZs2aQMXI6VtFCe/evZuePXuq+3Tr1g0onYOYmZmpzqccMmQIffr0AUozRkhPp6dijl5VqqpJ2L59+0rz9qC009azZ08mT55Ms2bN1GijrKws6tevD8C3336r7teqVSt1PmDZ3Iey7c3MzKhZsybJycns37+fiRMn8tdff6lpCCRJ+ufKEtwCbN68uUJC2XvxTxOl366slvTvdqso47uZLnW7bcpHTt8uSvheoqilp9sT3dE7e/Ys3bt3p0mTJtjb2zNx4kSEEOqb7801CRs0aMDKlStxcXHB0dGRL774Ql3Xt29f9XFuWYRTaGgoffr0wd/fHwsLC3XbkJAQoqKicHd35/fff1crcXTs2JGioiJcXFx477338PHxeUh3QpKeHmX1XZ2dnenatSuZmZkAFSpBlLmXijhV7X+7jt7d1Fm9UwDC3XqQNV2lx8OtoozNzMzuGGFcfjDhxP+xd+ZxNeX/H3/d9ttNRRHtiyXq3m6piHYluxZ7k0h2ErIOU4Mx9qXBZGZ8s4tB9jWKkihaGRUqS6F9oVLd9++Pfvd8uyPGzJfJcp6Px33onuVzzv2495z3+Xze79crKwuPHj1Cly5d3jjG26qE7e3tERkZierqalRWVuLkyZMAABUVFbRu3RqxsbEA3q9amuXz57OduiUieHp6YurUqTh+/DgaGhowadIkTJs2jdlGQ0NDouxcUVERPj4+CAoKeqM9S0tLEBHGjRvHLBs6dGiz5s9qamqM9hAAiYq2s2fP/q8fjYXlq4bL5TKj7WIh3m+//faN7WJjYzFx4kScOXMGRkZGAP4rQSIe3du0aRN69+6NkJAQ3LhxAzdv3oShoSECAwMREBCAhQsX4sGDBxAKhXB1dcXAgQOxbt06nDp1CgBQUFCAnTt3Yty4cUhMTMSsWbPw8uVLyMvL49KlSxLnc/r0aaxYsQKHDh2Cvb09srKyICsri4qKCggEAmRnZ7Ni6V8R4irjwMBArFq1CgoKCtDX18emTZtQVVUFMzMzcDgcpsK4qbDztGnTMGXKFPD5fMjIyGDnzp0SsmBivL29MXjwYFhaWkIoFDJVwhYWFhg5ciSEQiH09PRgZ2fH7LNr1y6mGMPQ0JDReWX5gmkpS47/5dW9e3eKiooiOzs7CYuR8vJyatOmDW3duvUNO7LCwkIKDg6mtWvXEhHRL7/8QpaWliQQCMjT05NevnxJRI32PTNnziQbGxsyMDBgrHxEIhEFBQWRiYkJmZqaUkREBBE1Gofb29vT8OHDqVOnTrRgwQLau3cvWVlZkampKd2/f5+IiE6cOEHW1tYkFAqpT58+9OzZM2JhYXmTprZfP//8M02dOpWIGn9rDg4O5OXlRQBITk6OUlJSiIgoKiqKhEIhqaio0IABA6impoby8vJIW1ubunTpQjo6OtS+fXvq378/FRYWUuvWrcnX15cEAgEpKCjQsWPHmGOIbcNycnKoTZs2FB4eTsnJySQnJ0edOnUiPp9Pt2/fprq6OpKXl6fp06fTvn37SEVFhQQCAZmampKzszNFRkZSTk4OtW/fnkxNTalbt27k6urKmNgnJSWRQCCgnj17MteWliAwMJCxLyMi6tu3L02YMIF5P2fOHFq/fv1HOfbSpUvp4sWLH6VtFpZPCbSgBdpnO3V7586dNyqalJWVoaury2gKRUZGYtWqVThz5ozE1CvQaH+TmJiI1NRUdO3aVSKXr6CgAHFxcTh16hQWLlwIQLJSKioqCvPmzUNBQQEAIDU1FZs3b0Z6ejr27NmDrKws3Lx5E/7+/vjpp58ANOo3JSQkIDnSDguAAAAgAElEQVQ5GaNGjcKaNWs+Wt+wsHwJNDQ04NKlS0wiOQAkJydj06ZNUFBQgKKiIlasWIGamhqMGzcOBw8ehJycHK5fvw5DQ0MMGjQI+fn5OHDgAMaPHw91dXVISUkx/1pYWOD48ePQ19fHvHnzJNwM/syaNWugp6eHrKwsJCUlwdjYmLELi46OxubNm5GRkYHU1FRER0cjMzOT0Ut79uwZgoODcefOHaiqquLIkSMAgPHjxyM0NJQRr20pevXqxWipiUQiFBUVMSK6ABAfH/+GsPCHYtmyZXBxcfkobbOwsDTySQZ6HA5nI4fDCWzy/jyHw/lN/P7x48e4fPlys8mm9P/OFc3ZkSUkJDAyKRkZGbCzswOfz8eWLVuYizIAuLu7Iy0tDV5eXnj+/DkGDBiAqKioZiulAMDKygodOnSAvLw8jIyMGJX5goICZjj+yZMncHNzA5/Px9q1a3Hnzh0kJSUhICDgI/QgC8vni1gkWE1NDSUlJYwvJwBYW1tDW1sb0tLSGDZsGFJSUjBv3jzGd1UkEmHv3r3o0aMHdu/ejd69e8Pc3BwcDkdCHPfly5fYunUrBgwYgNzcXNTU1ODRo0dvOOKI/xYIBHjy5AlWr16NvLw8icp9sSPOnDlzIBAI4OLiguLiYty/fx8JCQmQl5fHsGHDAADdu3dHbm7uG9WPPj4+H7VP30Xv3r2ZQO/OnTswNTVFq1atUFpaitraWvzxxx/YtGkTjh8/zuzj7e2NEydOML6tfD4f5ubmiI6OBtBYpOLu7o7BgwfDwMAAW7ZswYYNG2Bubo6ePXsyzhvjxo1jcqL19fURHBwMCwsL8Pl8xsZN7M1qYWGByZMnQ09PTyL3moWF5d18koEegHgAvQCAw+FIAVAHYCJe+fLlSxw/fpxJVgWA+vp6qKmp4e7du5CWlgaPx0NOTo6EHVlCQgLq6uoANF5gtmzZgvT0dCxYsICx8gEaLdIiIiIwZswYEBHOnDnzRn4EETE3gabrxD6LU6ZMQfv27RmT6pkzZ2LGjBlIT0/H9u3bUVNTA0tLS4SGhn6gLmNh+TIQ5+iJ9SvFmmKA5G9NXl4es2bNwpkzZ/Ds2TMAjZX14hHA/Px85mEsNzcXFy9eBACcOHEC9fX12LZtG2JjY9GuXTs8evQIXbt2hZ6eHu7evYva2lpUVFQwo3xz5syBmpoacnJyIBQKcerUKWbmQE9PDz4+Pjh37hx2797NVD96eHggICCAkcIA/mu5KH4g/RTQ1NSEjIwMHj16hPj4eNjY2KBHjx64fv06kpKSIBAIMGXKFCaXq7y8HPHx8RgwYICE3tuBAwfg6+vLVH1mZGRg//79uHnzJr799lsoKioiOTkZNjY22L17d7Pnoq6ujtu3b2Pq1KlYt24dgEZ7MGdnZ9y+fRseHh7/qLqaheVr5lMN9K7h/wM9NAZ4GQAqORxOaw6HI19TUwMul4vKykoMHz4cVlZW6NSpE169esU87b948QKtW7eGra0t1q1bh9DQUFRWViIsLAxOTk6orKxEhw4dUFdXh8uXL0NOTg43btxgTuDQoUMYNWoUgMYnTaFQiJ07d6Jr164YP348Dh06BC0tLZw+fRoxMTFwdHTExIkTkZ2dDaCxYnfv3r0oLS2Fo6Mj/vjjDyxatAidO3dmpm2bVgHevHkTvXr1grm5OXr16oXMzMx/qatZPiTFxcUQCoUQCoVo3749tLS0mPdNRbdZ/hoVFRWEhoZi3bp1zAPan1FSUsK5c+fw8OFDhIWFITQ0FCKRCAkJCZg5cyZqa2vx4MEDAEBFRQWARk0xVVVV7Nq1C23atEHv3r1hZGSEefPmQUdHByNGjIBAIEBgYCAUFBQANI7IHzlyBCkpKVBUVMT06dMlzO4VFRUxYMAAjBkzBnv37kVeXh7c3d1RXl4OFRWVN85bVVUVKioqiIuLAwCJh9aWQDyqJw70bGxsmPe9evWCg4MD7t+/jxcvXuDAgQPw8vKCjIwM4uLimNFIY2NjZnobAJycnNCqVSu0bdsWKioqGDx4MACAz+dLFB40xdPTE8B/Rz6BRk058bW4X79+zAwNCwvL+/FJVt0SUT6Hw6nncDi6aAz4rgPQAmADoJzL5YKI4OzsjJiYGKioqKCwsBAKCgpo27Yt0tPT8fr1awwaNAgTJkyAo6Mj3N3dweFwUFNTg+nTp6OwsBBmZmaorq6Guro6Xr58CV9fX/Ts2RNZWVngcrnw9/dHdXU1nj9/DktLS8THxyM2NhYPHjxA+/btsWLFCty4cQPW1tZQUlLC/v37UVdXh+zsbJSVleHu3bsQiUR49OgRhEIh7t+/j/LycuTm5oLH4zHTF0DjRfLq1auQkZFBVFQUFi9ezOTysHw+qKmpMRWjISEhUFJSarbKm+X9MDc3h5mZGSIiIqCjo8Msr6qqYvTrOnXqhPPnzyMoKAhbt26FtLQ0cnJyUFBQAAcHBwwcOBCysrJo164dgMZpRS8vLxAR2rRpAykpKYhEIhw5cgQ9evTAmjVrsHr1akyePBnx8fFYv349zp8/j7S0NBARampqkJmZiby8PNTV1SEuLg6XL1+GvLw8FBUVERMTA2NjYyQmJmLAgAHMw9+fCQ8Ph5+fHxQVFeHm5vbxO/MdiPP00tPTYWpqCh0dHaxfvx7Kysrw8/MD0Di9vG/fPkRERDCpLvQOvbfmZjrEf//Zm/XP+4hHPv/qGCwsLO9BS1WB/NULwD4AowDsAmAGYACAFQDmaWhoEI/Ho7Fjx5KioiJTOaepqUl8Pp8yMzNJXV2dzM3N6erVq+Tr60vDhg0jPT09iouLIyMjIyJqrLBTVlamx48fU25uLsnJydGVK1do5syZpKenRy9evCAiInV1dRo9ejTl5OSQtLQ01dTUEBHR3r17aezYsTRjxgwKCQmhzZs309ChQ8nMzIyCg4PJ1dWV1q5dSw4ODhQXF0clJSVUUFBARkZG9Ouvv9Lw4cOZCr9Hjx6Ru7s7U9XbpUuX9y3mYflEaVrlTUS0c+dOsrKyIjMzM5o6dSo1NDRQXV0dqaio0IIFC5gKzOfPnxMRkbe3NwUEBDAV4EePHmXa+vHHH8nKyor4fD59//33RERUUVFB/fr1I4FAQCYmJkzFeFBQEHXt2pX4fD7Nnz+fiIiePXtGHh4e1L17d7KysqLr168TEVFlZSX5+vqSlZUVCYVCOnHixL/SVx8ScdVuTk4OU8natJo2PDycqcoXXxsaGhrozp07zLXh8OHD5OLiQvX19fTs2TPS0dGh/Px8iTZnzJhBe/fuJSKi2tpapppWvM7IyIgyMzP/nQ/9P5KcnEwGBgbUp08fZpmFhQVpaGhQYWEhETV+Z3R1dcna2prZZv369eTn50dERJmZmaSrq0s1NTUSfUxEpKenx7Tz5/4Xf0+bbpOYmEgODg5ERDRt2jRatWoVERGdP3+eADDbfQoUFBTQyJEjydDQkLp27Ur9+/dv0f/3jRs3MioSRET9+/en0tLSv91OTk4O7du370Oe2lcN2KrbZhHn6fHROHWbgMYRvV5iVXx1dXWoq6sjMDAQs2fPxr59+6Crq4vOnTsjODgYampqWLRoEVJTU+Hu7g4A6NKlC54/f84cRJzcraenhzZt2uDcuXM4dOgQioqK4OrqCqFQiPLycuTn5wNozB/y9vbG3r17mRybptMX2traKC4ulpjWARqfVJ88eYJRo0bh0aNHWLt2rcT0xdKlS+Hk5ISMjAycPHnyjf1ZPm8yMjIQGRmJ+Ph4pKSkoL6+HhEREQAac54cHByQmpoKGxsbicKgFy9e4Nq1azh27BgWLVoEoNEJ4tGjR7hx4wZSUlKYKbYzZ85AX18fqampyMjIgKurK54/f44zZ87gzp07SEtLY9oICAjA/PnzkZSUhEOHDsHf3x9AYxVkv379cPPmTVy+fBlz58794r+L7u7ukJKSQrdu3Zhrw9tsqppiY2ODlStXNlug8dNPP31Wjjh8Pp/xSm26TEVFhVEs0NDQYFJXxEybNg0NDQ3g8/kYOXLkW/Xe/heCg4Nx4cIFWFhY4OzZs+jQoQNatWr1QY/xTyEieHh4wNHREQ8ePMDdu3excuVKiXvMv82mTZsk9GPPnDnzj3zWc3NzsX///g95aiwtxKcc6F0DMAhACRE1EFEJAFUANuJAz83NDQ0NDZg7dy5Gjx6NwsJC1NbWIj8/H/Ly8ujSpQuCgoJQXFwMeXl5tGrVCpWVlRJTAU0vSp07d8bevXuho6MDPp+PlJQUpKSkQFNTk6kM09PTw/Tp03Hr1i0sWbIEV65cQV1dHerr6yWmWptLtJ45cyb8/f2hqamJ7du3S+RsNbVb27lz5wfrRJZPg6ioKCQmJjLCpleuXGFyx7hcLvr37w9AMjcJAJNyIBAI8PTpUwDAhQsXcPbsWZibm8PCwgL3799HVlYWBAIBzp07h4ULF+LatWtQUVFhpiYnTpyIyMhIxj4pKioKU6ZMgVAohLu7O0pLS1FdXY0LFy7ghx9+gFAohJOTE1ON+iXT9BogvjY0vUa8jTFjxuDEiRPgcrlwc3P7rM3gpaWlUVFRgRUrVjDLdu7cKZEr/OrVK2RnZ2P06NHMMgUFBezcuRPp6elITk6Gk5MTgP8Wu4nJzc1lAsam63bu3MlUJDfdxtLSEjExMQAaczXPnz+P27dvY8SIEWjXrt0HDyb/KdHR0ZCVlZVwSBEKhbC1tcW8efNgamoKPp+PgwcPAgCTzz1s2DAYGxvD29ub+a69rer45cuX8PPzg5WVFczNzZnq54aGBgQFBYHP50MgEOCnn35CaGgo8vPz4eTkxPxf6OvrM1XKu3fvhkAggJmZGTM40bTyGfivveDChQsRGxsLoVAoYQrA8vnxSebo/T/paKy23f+nZUoyMjIaQGOF3cSJE7F9+3aMGTMGIpEI7dq1Q3p6OpYtW4bq6mrcuHGDMYueNGkS+vfvj+rq6mYP2LFjR1y7dg3z58/Hpk2bcP36ddjY2AAA7t27B01NTdTV1cHJyQm2trbYv38/Fi1ahO+//x5ubm7o168fysrKoK6uDnl5ecjLy6OyspJpv7y8HB06dAAg6Z0LAPPnz4evry82bNgAZ2fnD9ODLJ8MRAQ/Pz8sX75cYnl9fT3k5OSY901zk4C3ByFLlizBhAkT3jhOUlISzpw5g3nz5mHQoEFYvHgxkpKScPHiRURERODnn3/GhQsXQES4efOmxLHFbR87doxxmvhasbe3x/bt2+Hr64uSkhJcvXoVa9eulRjdfPjwIQwNDREQEICHDx8iLS3ti/3tRkVFwc/PD3PmzGm2uORj8ujRI4wYMQIikQhycnISlmItTUZGxht6roCk7mpRURGsrKxgb28PoFEL8s6dO9DU1ETv3r1x7do12NraAvhv1fG2bduwbt06/Pbbb/jhhx/g7OyM//znPygrK4O1tTVcXFywe/du5OTkIDk5GTIyMigpKUGbNm2wYcMGREdHv6Ede+fOHfzwww+4du0a1NXVJXLEm2PVqlUSLjEsny+f7Ije/4/iKRPRkibLxhGRhOFfcHAw8vPzkZGRAS0tLfB4PLi5uSEkJAQvX76EhoYG84WfOXMm7t27JzHF0hQul4vffvsNM2bMQHh4OHx8fGBmZgYej4c//vgDOjo6aNu2LaMZNXv2bPj7++PBgwcwNTXFvn37cPPmTezatQshISFYv349IiMjUVZWhurqaoSEhGDixInQ0dGBuro6VFVVmR+RjY0NsrKycO3aNSxfvvytVWksnycuLi5MSgDQWJ37T0fK3NzcsGPHDkb648mTJygqKsLTp0+hpKQEHx8fzJkzB7dv30ZlZSUqKiowaNAgbNy4EcnJycz5NJUtEReQuLm5SUj+iLf/2vDw8GBGPpydnRmbqqYcPHgQpqamEAqFuHfvHsaOHdtCZ/vxcXFxwaNHjxAYGPjXG39gOnXqhOTkZKSmpiIxMRFWVlb/+jn8Xd419S9OF5KSkoJQKJS41jdXdXzhwgWsWrUKQqEQjo6OzCi7eFReLNzdVManOS5fvoxhw4Yx98O/2p7ly+FTHtF7J1VVVRLveTweCgsLGeFPTU1NxgT6z1Oh4n0dHR3h6OjILG861aCjowMFBQWkpqZK7CuWQxATFBSEqKgoRp1/8+bNzLRt586dkZaWJrF9c965LF8+fD4fwcHBcHFxgUgkgqysLMLCwqCpqfm32xowYADu3bvH5FO1atUK+/fvx927d7Fw4UJISUlBTk4OYWFhKC8vh6enJ2prayESibBhwwYAwNatWzF16lSEh4ejvr4eTk5O2Lp1K4KDgxEYGAg+nw+RSISOHTtKCOV+Doh/3/r6+sjIyAAg+VsfN24c42n9tmsDh8PB2rVrsXbtWon1TdtctGgRk/PI8nViYmIiMe0p5l1T/01H6d82gv/nquMjR44w97Omx/g7Woxv276pSDgRsTJQXyItVQXyv7y6d+/+RkULj8ejRYsWMRVcPj4+tGrVKqbSrri4mIYOHUp8Pp969OhBqampRNRYGTl+/HhycHAgAwMD2rx5MxERjRw5khQUFMjMzIyCgoKosrKSnJ2dydzcnExNTRlvzJycHDI2NiZ/f/83vCzf5qfLwsLCwvL5IxKJyNramn755RciavQNnj17NoWEhFDfvn3J1dWVvL29SVdXlwoKCmj48OHUpUsX8vLyIiKi6dOnU3h4OBG9vep40aJFNH36dBKJREREdPv2bSJq9IH28vKiuro6Imq8xxERmZqa0sOHD5lzFLebkZFBnTp1IhcXFyotLWW2X758OVONHxkZSY1hQaMXs729/Ufpt68RsFW3H4ZRo0YhIiICNTU1SEtLQ48ePZh1wcHBMDc3R1paGlauXCkxzXLv3j2cP38eN2/exPfff4+6ujqsWrUKRkZGSElJwdq1a6GgoIDIyEjcvn0b0dHRmDt3LvPUlp2djenTp7/hZfkuP10WFhYWls8bDoeDyMhIXLx4EUZGRjh8+DAOHDiAMWPGgM/nIzY2FkePHmWm/u/cuQM1NbVmRwHfxtKlS1FXVweBQABTU1MsXboUAODv7w9dXV0mxUBcISvORRcXY4gxMTHBt99+y+hLzpkzBwAwceJEXLlyBdbW1rhx4wZTsCUQCCAjIwMzMzO2GOMz57Odum0OgUCA3NxcHDhwAAMGDJBYFxcXxwRgzs7OKC4uRnl5OQBg4MCBTPFEu3btmi2NJyIsXrwYV69ehZSUFJ4+fcpsZ2BgAKFQCEAytyIjIwNLlixBWVkZqqqqWlwUlYWFhYXlw6KpqYlDhw4BaLTds7a2RqdOneDr64vCwkIUFBSgb9++qK2txdOnTxEZGQlTU1NkZGRg6tSpGD9+PDZt2gRlZWWUlpZCXV0dd+/eRUlJCczMzCAQCLBnzx7k5eXBz88Pjx49Qp8+fRAeHo4NGzagpKQEysrK2L9/PzZs2IA1a9bg3r17KCgogL29PVRVVeHo6Iiff/4Zvr6+CA4ORlJSEqqqqtC1a1fY2tqisrISWlpa+O677/Djjz8CAGRlZXHp0qWW7FqWD8QXNaIHNNobBQUFSUgAAM3nTIjzFd6VMyFm3759KCwsxK1btxgvS3EF3tv2b+qnGxwc/MXrkbGwsLB8zbyPb7CcnBwaGhogFArh4OCAzMxMxhPdy8sLKSkp+OGHH3D58mWkpqZi8+bNAIAZM2Zg7NixSEtLg7e3NwICApjjFhQUIC4uDqdOncLChQsBAPv374ebmxtT/SsejGjK22ajWL4svrhAz8/PD9999x34fL7Ecnt7e8ZPMiYmBurq6lBWVn5rO2LNPTHl5eVo164dZGVlER0djby8vL88l6Z+ui3tZcnCwsLC8vF5m2/w+fPnUVRUBDs7O+Tm5oLL5cLHxwfy8vIQCoU4cuQI0tLSEBsb22x17PXr1zFmzBgAjXZ0TQsDmxP9trKywvr16zF27Fikp6c3KzL9ttkoli+LLy7Q09bWxqxZs95YHhISwjxRLVy48A0duz+jpqaG3r17w9TUFPPmzYO3tzeSkpJgaWmJffv2wdjY+C/PZfny5ejRowdcXV3fa3sWFhYWls+bP/sG9+zZE9evX8eWLVvg6OiI2NhYGBkZISIiAoaGhhg1ahRkZWUZ0e0bN24gPDwcQqEQ06ZNg0gkwsOHD1FaWoqSkhI0NDTAzs4O9fX1aGhowKVLl7B06VKYmJjgt99+AxGhvr4ev/76K9q1a4eoqCgMGDAAu3fvfuNc32c2i+Xzh9PclOanjqWlJSUlJbX0abCwsLCwsEiQkpICT09PGBoaIioqCkCj1FZubi7y8/NRVVWFQYMGISMjAw8fPkR4eDhiY2Pxxx9/QCQSQU1NDSKRCPHx8ejTpw8KCwuhpqaGiooKdOjQAXw+H4cPH4aSkhJatWoFMzMzEBFu376N/Px81NTUYNq0aUhLS4Ouri6GDBmC7OxsnDhxAvX19UhNTcWoUaPw/fffY/DgwYxc0Lp161BVVYWQkJAW7L0vFw6Hc4uILFvi2F9UMQYLCwsLC0tLIvYNFk+zAkDr1q1RVFQEdXV1CQ3YgwcPYtOmTeBwOOjVqxd69eqFFStWQF1dHZqamqivr4dAIMD58+dhbm6Oe/fu4fbt22hoaMDJkydha2uLTp06IS8vD8bGxpCSkmKCxTt37iAhIQEXLlxAp06dsG3bNpibm0NfXx/V1dVsocVXBBvosbC0ENLS0hK5pMeOHUNubu7fth1KSkrC7t27JRwtxOjr6yMpKekNOyQWFpaPg9g3uCne3t7IyckB0PibdHBwgJmZGeTk5KCjo4PCwkI8e/YM27dvh6KiInbu3ImzZ8+Cz+fDz88PQGOe+bVr18Dj8aCvrw9bW1tERUWBiBAUFISVK1fC1taWcYjKycnBoEGDUFFRga5du+Lhw4eYMmUKWrVqhfj4eHTv3p0ZzQMaxf9Zvky+uBw9FpbPBS6Xi5SUFOalr6//t9uor6+HpaVls0EeCwvLp4GJiQlu377NvN+6dSsuXbqEwsJCEBHc3d2RkpKCc+fOQUNDAxYWFiAiVFVVMVaJt2/fRp8+feDj44MHDx4AaCwS5HK5kJWVxZ07dxibtaqqKhAR9PX1MXLkSNy6dQvTpk3D4cOHkZ6ejokTJ7IqEF8RbKDHwvKJUlJSAnd3dwgEAvTs2ZOx0wsJCcGkSZPQt29fjB07FjExMRg0aBCARg/dvn37wtzcHJMnT5aQFXJ3d0f37t1hYmKCX375pUU+EwvL14izszNqamrw888/M8tevXoFAOjYsSOuX7+Ouro68Pl8TJo0Cc7OzoiMjMSSJUuQn5+PI0eOIC8vDz/88AP69esHIsKePXswcOBA8Hg8rFmzBsHBwbC0tMT169dRVlYGe3t7nDhxAmFhYfj2228BgJk6/juCzSyfP2ygx8LSQlRXV0MoFEIoFMLDw+ON9e9yc7l16xaOHz/OqOGL+f7772Fra4vk5GQMGTKEGQ0AgP/85z+4desWkpKSEBoaiuLi4o/34VhYvnI4HA58fHyYvw8fPozZs2dDUVER1tbW8PX1xerVq3H8+HEMGTIEFhYWMDU1xalTpxAbG4vc3FxMnjwZ/v7+CAkJwe7du6GlpQWgUTpFR0cHw4YNQ0JCAhYsWID09HTweDzY2dnBxMSEuQasXbsWnp6emDhxIvh8Ptzd3WFlZSVxrjt37sSMGTP+9T5i+Xdgc/RYWFoI8dTt23iXm8uQIUPA5XLf2Ofq1as4evQogEbHl9atWzPrQkNDERkZCQB4/PgxsrOzoaam9sE+DwsLy3/h8XjIyMhAdXU1uFwuMjIyYGxsDG1t7TdycFeuXImVK1e+0caPP/6ItWvXSixzdHSEo6MjYmJimGVBQUEICQnBq1evYG9vj7lz5wJoDODErFixAitWrPhwH5Dls4Ed0WNh+UR5l5uL2I+yOcTbNCUmJgZRUVG4fv06UlNTYW5uzubosLB8ZPr374/Tp08DAA4cOCDh2HTz5k306tUL5ubm6NWrFzIzMwE0BmfDhw/H4MGD0bdvX/j4+OD48ePMft7e3jhx4oTEcby8vMDj8dCmTRsUFhYy14edO3fC09MT/fr1Q6dOnTB//nxmn/DwcHTu3BkODg64du3aR+sDlpaHDfRYWFqY4uJiZgrX09MTUVFREAqFePr0KSPs/T5uLoCkA8zZs2dRWloKoDFpu3Xr1lBUVMS9e/eQkJDwcT8UCwsLRo0ahYiICNTU1CAtLQ09evRg1hkbG+Pq1atITk7GsmXLsHjxYmbd9evXsWvXLly+fBn+/v4IDw8H0Pg7jo+Pf8PL/ffff0d5eTlqamqwY8cOibZSUlJw8OBBpKen4+DBg3j8+DEKCgoQHByMa9eu4eLFi7h79+5H7gmWloSdumVhaWHU1NSYKdxx48bhxo0bSElJQUlJCcaPHw+BQABFRcW/dHMBGvP6Ro8eDQsLCzg4OEBXVxcA0K9fP4SFhUEgEKBLly7o2bPnR/1MLCwsgEAgQG5uLg4cOPBGcFZeXg5fX19kZ2eDw+Ggrq6OWefq6spYnzk4OGD69Ol48eIFjh49Ci8vL8jIyLx3W3369IGKigoAoFu3bsjLy0NRUREcHR3Rtm1bAMDIkSORlZX1UfqApeVhR/RYWFqIpsKpYvT19TFhwgQAjR6Xnp6eUFBQQE1NDcLCwiASiTB27Fhs376dsUNavHgx5syZA6AxUCwuLkZtbS1MTEyQl5cHVVVV+Pv748mTJxCJRLCzs0NMTAwcHR3/zY/L8gnA4XCY/C2g0Q3hQzoh5ObmgsPhYOnSpcyyoqIiyMrK/uNk/7CwsGbtuz4XhgwZgqCgIIlpWwBYunQpnJyckJGRgZMnT0qkUvw5NcPHxwf79u1DeHg4xo8f/8Yx3tXW22zOmkvxYPkyYQM9FpZPlIyMDCpgNB0AACAASURBVERGRiI+Ph4pKSmor69n/DHnzp2LadOmYc2aNTA3N4ezszMAYNeuXbh16xYSExOxYcMGlJaW4tatWygqKkJ6ejoyMjIkqndZvi7k5eVx9OhRFBUVfbRjGBoaShQb/P777zAxMfnH7U2ZMuWz/s76+fnhu+++g0AgwLZt25jlSUlJiIuLAyBZNNEc48aNw6ZNmwCg2b4sLy9nKnKbthUUFITq6uo3tu/RowdiYmJQXFyMuro6/P7773/3Y7F8RrCBHgvLJ0pUVBQSExNhaWkJoVCIK1euMEKpU6ZMQWFhIcLDw7FmzRpmn40bN8LMzAw2NjZ48uQJHjx4gI4dOyIzMxOzZs3C+fPnmWkclq8PGRkZTJo0CRs3bnxjXWFhIby8vGBlZQUrKysmQZ/P56OsrAxEBDU1NWZ0zcfHh/FybQqXy0XXrl0h9iM/ePAgRowY8ZfHCQgIwLJlywAA58+fh729PUQiEUJCQrBu3ToAwP379+Hi4gIzMzNYWFjgwYMHICLMmzcPpqam4PP5OHjw4Afssf8dbW1tzJo1C/Ly8oiNjcXr168BAE5OTrh06RJ69+6NhoaGd7ahoaGBrl27NjuaBwDz58/HokWL3qstAOjQoQNCQkJgY2MDFxcXWFhY/P0PxvLZ8NXl6CkpKTU7ZcbC8qlBRPDz88Py5cvfWFdVVYWCggI0NDSgqqoKPB4PUVFRuHr1KhISEsDlcmFra4uamhqoqakhLS0NZ8+eRWhoKI4cOcIKJn/FTJ8+HQKBQKICEwBmzZqF2bNnw9bWFo8ePYKbmxv++OMP9O7dG9euXYOenh4MDQ0RGxuLsWPHIiEhQUIAuCniIoT27dtDWloampqayM/Pf+dxVq1aBSsrK9jZ2SEgIABnzpyBlJTkWIS3tzcWLlwIDw8P1NTUQCQS4ejRo0hJSUFqaiqKiopgZWUFe3t7dOjQ4eN04Hvy5/uMjIwMAgICmOV6enqYOXMmQkJCUFhYiLt37zL6dps2bYJIJIKhoSFSUlIgJyeH7OxsrFmzBh4eHrh58yZWrFiB169fw8XFBfv27UNWVhaKi4sxevRotG7dGpMnTwaPx8Pq1asBNAqmFxQUYPr06Zg1axYmTZr01sCR5cviixnRi4yMBIfDwb179wA05oqYmpq+c5+mjgIsLP8Wz58/x5gxY2BoaIju3bvDxsaG0bdriouLCw4dOsRMsxUXFzMCyPPmzcO4cePw3XffYfLkyQAap2/atGkDLpcrYYdUWFiI5cuXo3Xr1vj+++8lrJhYvj6UlZUxduzYN2zzoqKiMGPGDAiFQgwZMgQVFRWorKyEnZ0drl69iqtXr2Lq1KlIT0/H06dP0aZNGygpKTV7jH79+uHixYs4cOAARo4c+V7HUVRUxK+//gpXV1fMmDEDRkZGEvtVVlbi6dOnjLi4goICFBUVERcXh9GjR0NaWhoaGhpwcHBgvvufGtOnT8e+ffsYPUwx4uA3MTERR44cgb+/P6SkpDB06FCsWLECxsbGGDJkCAwNDaGhoQFbW1skJCQgOTkZo0aNYkb1WcF0lub4YgK9AwcOwNbWFhEREe+1PREhLCwMV65ckRjunzZtGqNR5OHhwRhK79ixA0uWLAHAWkmx/HPEvpb29vZ4+PAhbt26hYiICDx58uSNbfl8PoKDg+Hi4gKBQIC+ffvi+fPnuHTpElJTUzF37lz4+vpCJBJh165dGDhwIF69egUzMzMsW7aMkXJ4/PgxLly4gKCgIEycOLFZYVaWr4vAwEDs2LEDL1++ZJaJRCJcv36d8V5++vQpWrVqBXt7e8TGxiI2Npap1Dx8+DDs7Oze2r6cnBy6d++O9evXw8vLS2Ld244DAOnp6VBTU2NG/5rSnK7ku5Z/ivzdIHvkyJHIyMhgAjZx0PzkyRO4ubmBz+dj7dq1uHPnDoBGwfRvvvkGQPOC6WZmZujZsycjmM7ydfBFBHpVVVW4du0aduzY0Wygl5ubCzs7O1hYWKC6uhrx8fE4evQo7t+/D6FQCG1tbXzzzTfw8fGBra0tYmNjMXXqVFy4cAEREREIDg5GXFwc7OzsoK+vDwMDA8jJyUFeXh5r1qyBk5MTjIyMEBYWxpxPnz59YGFhAT6fLyF2yfJ1c/nyZcjJyWHKlCl48uQJhg4dChcXF2zatAkBAQGoqKjAwYMHIRAIsH37dowZMwbJyclwc3NDbW0t/Pz8UFRUhPj4eMTGxsLJyQlKSkpYvXo1FBQUYGtri9raWpSUlEBLSwsJCQmwsLCAmZkZlixZguTkZCQkJMDKygqmpqaYNGnSZ3WjZPkwtGnTBiNGjMCOHTuYZX379sWWLVuY92LJHx0dHRQVFSE7OxuGhoawtbXFunXr3hnoAcDcuXOxevXqN9xX3nacvLw8rF+/HsnJyTh79ixu3LghsZ+ysjK0tbVx7NgxAEBtbS3jBHHw4EE0NDSgsLAQV69ehbW19T/olX+HvxNk29jY4P79+ygsLMSxY8fg6ekJAJg5cyZmzJiB9PR0bN++XaLKlhVMZ/kzn32gx+FwMGLECPTr1w+dO3dGTU0NM5Ulpl27drh48SJu374NBQUFDBs2DJs3b4azszMSExOxdetWjBw5Eunp6aisrERsbCx8fHwwfPhwuLi44MKFC4iJiUGvXr0AAFlZWXj16hUeP36MnJwcLFmyBAkJCQgICEBSUhIUFBQQGRmJ27dvIzo6GnPnzmVvpiwAgDt37sDCwgJEBE9PT7i7uyM7OxtZWVm4ffs2bt68icTERCQmJuLXX39Fdna2RA5SVFQU5s2bh4KCAgCN6vo//PAD7t69i6SkJBw5cgTJyck4evQokwz/Z2bMmIHExETGnunPdkwsXwdz586VqL4NDQ1FUlISBAIBunXrxjy4Ao1Vmp07dwYA2NnZ4enTp7C1tX1n+yYmJvD19X1jeXPHISJMmDAB69atg6amJnbs2AF/f/83gpE9e/YgNDQUAoEAvXr1wrNnz+Dh4QGBQAAzMzM4OztjzZo1aN++/f/SNR+VvxNkczgceHh4YM6cOejatSsTNDetsm2qr8kKprM0CxF9dq/u3buTGHl5eeJyufT7778TEdHQoUPJxsaGcnJyyMTEhIiIysrK6JtvviFTU1OSkpIiGRkZsrW1pXnz5pGdnR0REX3zzTc0c+ZMmjVrFnXu3Jk8PT1JV1eX2rdvTzwejwwMDIiISENDg6ysrOjly5e0Y8cOat++PUVHRzPncvnyZXr9+jVNnz6d+Hw+mZmZkYKCAhUUFBDLl8WKFSuoW7duzP9zQkLCX+6zefNmCgwMpKioKLKzs6Np06aRoaEhGRsb05AhQ0hKSooUFRVJUVGRuFwumZmZUWBgIA0fPpwsLS2Jz+cTn8+n48ePk5SUFMnKypKcnBwpKSmRlpYW9enTh4iIkpOTqX379tS+fXtyd3enUaNG0e+//05mZmakoaFBPB6P5OTkSE1NjX788ce3nm90dDRdu3btg/UZC8vXCo/HY/5+9uwZcblcCg4OJiKiwsJCGjFiBPH5fOratStNnjyZ2TYxMZEA0M6dO5llx44dIwMDA7K1taWgoCBycHAgIqKioiJydXUlc3NzCgwMJF1dXSosLKSamhrq168f8fl8GjZsGDk4ODD3LZZ/BwBJ1EIxU4sHbe91kgABWC9+r6WlxfxAeDweycjIkLKyMunp6ZGKigopKyvTw4cPqUuXLuTp6UmampqkoaFBV69eJR6PRxwOh+zt7alVq1akoKBA3377LQGg7t27k7a2Nuno6BAAkpaWJk1NTeJwOMTj8Wj79u3Utm1bcnV1JV9fX2rXrh0BoGnTphFRY6B38eJF2rFjB7Vp04YGDhxIRERKSkrE5/OpW7du9N133/3NrwfLp8jIkSNJT0+PampqiIjI0dGRRo8ezayfM2cOrV+/XmKfgoICcnR0JAUFBdLQ0CB9fX3KzMykefPmkaqqKnl6epKamhp1796dVFVVqUuXLkRE5O7uTrq6urRgwQJqaGggLS0tWrlyJcnKypKUlBS9evWKHBwcSEZGhnkg4fP5NHz4cFq7di0tXbqUunbtSr///jvx+XzicDj07bff0vTp00ldXZ35LTXHxIkTqXfv3h+491hYvm7EQV/TAYno6GjmnnH8+PF3PoC9i6dPn5KXl9eHOVGWD0ZLBnqfy9RtLQBPDoej/ucV9fX1+Oabb9C6dWukpqZiyZIlUFVVxZMnT/Ds2TPMnj0bI0aMgL+/PyZNmoT6+noQEcrKytC3b1/U1NRg1apVUFdXx927d1FYWAgPDw9ISUnB1NQU9vb2ICJ88803CA0NhZycHEpLS3HkyBHo6upCU1MT/fv3lzifLVu2oHPnzjh16hSio6NRVVWFEydOIC0tDVeuXEFaWtq/2XcsHwFtbW28fv0a8vLyEIlEqKioQE5ODgDg0qVLCAsLw9atW+Hn54fa2loQEfT09DBgwAAIBAKYmJjg1atXSElJwc6dO1FZWYmbN28ybhfq6urIy8uDgYEB813euHEjBAIBnj9/Dnl5edTX10NVVRVcLhdRUVHo378/cnNz8ezZMxQWFuLkyZPYuHEjjhw5whR7EBE4HA54PB5cXFxQXFyM0tJSlJSUwN3dHQKBAD179kRaWhpyc3Nx4sQJ5OTkQCgUIjY2FidPnkSPHj1gbm4OFxcXPH/+vCX/G1hYvkiGDBmChQsX/qN9NTU1cfjw4Q98RiyfNS0VYf6dF4AqAIsA/EB/GtHjcDjUu3dv6tChAwGgzp07U79+/UhJSYmkpKRISkqKAJCsrCxJS0tT27ZtSVpampYuXUrR0dHk5OREWlpaJCMjQ1paWmRhYUFEjVO06urqzAihpqYmycjIkIyMDPH5fNLU1KQ+ffqQvr4+hYSEEBGRrKwsKSoq0sKFC0lLS4u0tLRowoQJxOPxSF5enhQUFEhaWpo2bdpEIpGIgoKCyMTEhExNTSkiIuLvPBywtDBZWVkkKytLnTp1ohEjRpCbmxu5urpSfn4+aWlpUatWrai2tpZ8fHxo8ODB1KVLF+JwOBQUFET5+flkZmZGAIjL5ZKUlBRxuVxmhJjD4RCHwyEul0sJCQmkoqJCHTp0IA6HQ3JycrR06VIiImb/QYMGkYKCAvn5+REaR78JAPF4PPrxxx9p7ty5BIDk5ORIRkaGpKWlSVlZmflNiL//bdq0IQsLC9LS0iIjIyMiIvL19aWuXbsSEdGNGzfIysqKhEIh2djY0PLly2nOnDkt9n/AwvK58lcjeuHh4TR9+nQiavwNzpw5k2xsbMjAwIBJU3rbPaRpmxkZGWRlZUVmZmbE5/MpKyvrX/2cLP8F7Ijee7EVgDeHw5GQ9ZeSksKqVauQkZEBAHjw4AEsLCzg7e0NeXl5GBkZQUVFBb6+vqivr4eKigrmz58PDocDR0dHXL58GdbW1tDU1MTUqVNRWlqKJ0+ewMTEBBMmTACXy0VBQQEcHBxgamqKixcv4tSpU1BSUsLUqVPRtWtXbNq0CdHR0ZCRkcHQoUORmJiIcePGITAwEAsWLEB9fT1+/fVXVFdXY/To0VBQUHhngj3Lp0+nTp2gqamJ5cuX4+XLl4iPj4eCggKOHDkCNTU1CIVCyMnJwcTEBOnp6Zg6dSp4PB5SU1ORnZ2N0aNHQ0ZGBhMmTICenh7mz58PV1dXcDgcmJmZoVevXjA0NESPHj3w6tUr1NXVYdmyZRg1ahR+++03HDt2DBwOB/X19di+fTvatWuHK1euQE5ODhwOBzo6Onj16hXCwsIYF4QXL15ATk4OIpEIXC4X/v7+ICLs27cP8vLy0NXVhZ2dHX755Rc8efLkDa0vY2NjbN++HW3btkVBQQFWr17NyDqwsLB8PAoKChAXF4dTp04xI33vcw8JCwvDrFmzkJKSgqSkJGhra7fE6bO0MJ9NoEdEFQB2AwhouryhoQEzZsxgvD5FIhHu3r0LOzs7yMrKQlZWFnp6ekhPT0dQUBAqKiogJyeHXbt2oVu3bjAxMcHp06fB5XLRrl075OXlwdraGpmZmcjPz4e8vDzCwsJw6NAhpKSkYNiwYRgwYADKysqwZMkSrFy5Eurq6nBxcYGCggLmzJmDnJwcbNu2Ddu2bUNoaCjq6upQUFCA58+f48KFC5CXl/+sRD5Zmqd3794garSF+u677/Ds2TOkpqaisrKSqdC+desWXrx4gbVr1+LVq1fIzs5GdnY2dHR0IC0tjT179iA/Px8//fQTUxX38uVLSEtLM8cRiUQYMWIE9uzZg/3796OyshLh4eGQkpJCt27d4OTkhBcvXsDIyAivX78GEeHp06cgItTX16NVq1bgcDhQUVGBqqoq5OXlISsriydPnoCI4ODgAKDRk/Pq1avo3r076uvr35BpKC8vh6urKzIzM6GkpITWrVuzEg0sLP8C7u7uzO9dnC7xPvcQGxsbrFy5EqtXr0ZeXh64XG5LnD5LC/PZBHr/zyYAE0QikcRCsf6QoqIi5OXlkZmZCWtra9TV1aGoqAgPHjzAnTt3cPz4cWhqagIAKioq0KZNG7x+/RoLFiyAjIwMzpw5A1VVVYhEIiQmJqJnz56ora3F4sWLIS0tDRsbGygpKWHp0qVo27YtcnNzMW7cOPTr1w+KioqMx6COjg4UFBSgoqKC5cuXQ1paGuvXr4efnx969+4N4PMS+WR5k8zMTHTs2BHx8fFIT09HSUkJBAIB7t+/j2fPnsHAwABAo5zKwIEDsWvXLigrK2Pbtm2YMGECEhMT0b17d/Ts2ROtWrUCn8/HTz/9BKDR1/LPbgJeXl7IzMxEz549oa+vjxs3bkBaWpp5KFFTU8OVK1ego6ODbt26ISAgAK1bt8bSpUvRunVr5vvm6ekJWVlZ+Pn5ISEhAYqKigAAVVVVXL9+HQCQkJAAKSkpKCsrg8vlor6+HgCwdOlSZjT65MmTKCkp+Vf6+u9SXFwMoVAIoVCI9u3bQ0tLi3kv9hllYfmckJeXZ/4W/5bf5x4yZswYnDhxAlwuF25ubrh8+fJHO0eWT5fPKtAjohIAh5pqP40ePRpTpkxhRh+uX7/O2OIoKChAVVUVPXr0gKKiIoqLixkz5xEjRoDL5WL+/PmMpc7w4cOhqqoKe3t7VFVVQVFRER07dsT8+fPh5eUFDw8P+Pj44Pnz51izZg2MjIxw/PhxnD9/HoGBgeByuUyw17dvX3h7e0NVVRXt2rVD//79cfr0aRw4cAAjRoz47EQ+WSSpqqrCsWPHEBYWhqysLNy7dw+rVq1CRUUFFBQUsGXLFvD5fGhrayM3NxfW1tbo0KEDfHx80KNHD1RXV+PVq1ewsbGBuro6kpOTYWpqipqaGigrK0scS1pamtHGcnZ2RmZmJjp37oy6ujrs2rULCgoKePr0KXR0dODo6AgOhwMLCwuUlpYiNDQUhYWF4HA4qKysRExMDKqrq9GqVSt4e3ujpqYG27dvh76+PuLj4/H48WMsW7YMbdu2BQBGq0woFOLhw4fw9vbG8OHDYW9vLzHq+DHhcDiYO3cu837dunUICQl56/ZqamqM8OyUKVMwe/Zs5r2cnNwb27+PXSILyz+Bw+HAx8eHeV9fX4+2bdsyI+EXL15EYWHhW/fPzc19q+D+06dPsW3btnfeQx4+fAhDQ0MEBARgyJAhbCHgV8pnFej9P+vFIwxAo/jm5cuXoaioyOQkDRkyBEFBQejduzcjKsnj8VBWVsaM6IWFhWHFihV4/PgxBgwYgIaGBowZMwYXLlyAra0t3NzccPfuXYnjJCUl4ZdffsHKlStx4MABNDQ0MCKf8vLyGDJkCPz9/SESiSRuKB4eHoiLi/usRT5ZJOnevTsjwB0YGIijR49CXV0dfD4fbdu2RXp6OtLT03H+/Hl4e3ujV69eTGJsQUEBzp49iwcPHiAiIgKlpaVQV1dnbgoPHjzAnj17mGOVl5ejoaEBfD4fR48ehUgkwpgxY/Cf//wHEydORE1NDfT09HDq1Cmkp6fjwYMHuHLlCoyNjXH69Gls2LABbdq0gYaGBsrKytCtWzcAgIqKCgICAhAeHo6UlBTo6ekhKysL58+fh6ysLIDG0Wl7e3ukpKRg9erViIyMRIcOHeDr64vWrVsjJibmo/e1vLw8jh49KiHu+0/ZtWsXrK2tIRQKMW3aNIhEIjx69AjZ2dlMxXOvXr2YkY/Bgwczdoe//fYbgEZHBh8fH/D5fJiamr5hZ8XCIobH4zHC5EBjYCe+JwGAq6sr81D1dzl06BCcnJzeeQ85ePAgTE1NIRQKce/ePYwdO/affxiWz5eWqgL5X15NBZMrKytJU1OTMjMzicPhEBHRoUOHqGPHjjR69GjS1dUlZ2dnMjExofDwcPLx8SGhUEhHjx6lnJwcsrW1JS6XS126dKFDhw6RSCSi6Oho0tLSIoFAQHp6eqSqqkpVVVVUVVVF6urqZGBgQKampqSgoEBFRUV05MgR4vF4pKGhQX369CEbGxtKTEykmJgYRqBWU1OTKioq/qowh4Xlg1NZWUlERHV1dTRo0CA6evRoC5/R34PH49HKlStp8eLFRES0du1apur+xYsX5OnpSZaWlmRpaUlxcXFERGRqakqlpaX03XffEZfLpV27dlF6ejppa2vTuXPniKhRI3Dfvn2Uk5NDHTp0oJEjR9KKFStIKBQy4tRiLcSzZ8+SoqIieXl5kb6+Prm6utKAAQNIIBCQsbExU/GYlJRE9vb2ZGFhQX379qX8/Hy6f/8+mZubM58nKyuLqe5n+bLh8Xi0aNEiplLWx8eHVq1a1Wx17bNnz8jd3Z0EAgEJBAK6du0a5eTkkLGxMfn7+1O3bt3I1dWVXr16RUSN1bjidk+fPk1dunSh3r1708yZM5n2b9y4QTY2Nkyl/L1795jjenh4kJubG3Xs2JHmzZv3r/bL1whYweR/Hujt2bOH/Pz8iIhISkqKbt26RdHR0aSoqEgPHz6k6OhoJtBbuXIlqaurU3JyMnl4eFC3bt2oW7duFBAQQJmZmaSpqUndunUjIyMjkpaWprS0NGpoaCA9PT0yMDAgY2Njatu2LYlEIiIiWrVqFRkZGZGDgwP5+vpScHAw/frrr6StrU2JiYk0aNAgiouLo+DgYFqxYgXV1dW9/7eCheUDMXfuXDIzM6MuXbrQzJkzme/v5wKPx6Py8nLS09OjsrIyiUBv9OjRFBsbS0REeXl5ZGxsTEREkydPplOnTtHUqVNJW1ub/P39aePGjSQtLc04mXTu3JmWLVvGyFE4OztTu3btGPmampoaat++PRkbG5OhoSEBoGPHjlFRURG1a9eOTExM6Ny5cyQSiaisrIxev35NNjY29OLFCyIiioiIoPHjxxNRo6B2cnIyEREtWrSIQkND/80uZGkheDwepaamkpeXF1VXV5OZmdlbZVRGjBhBGzduJCKi+vp6Kisro5ycHJKWlma+O8OHD6c9e/YQ0X8DverqatLW1qaHDx8SEdGoUaOY9svLy5n7zsWLF8nT05M5roGBAZWVlVF1dTXp6urSo0eP/qVe+TppyUBPpoUHFP9nDhw4gMDAQADAxo0bceDAAQwcOBDW1tYwMDCAgYEB9PX10aNHD+zatQsxMTEwMTHB0aNHUV5ejhkzZuDy5cu4cuUKSktL8fT/2DvvsCjurY9/ZlnKsvSqgIqiiCBNBUSDiBh7ScFIYo3d2FBjEm8Sa6qaaKrl1WBibwkxlsRgA0sUFQt2Y0UBC4QiSNk97x9c5pXE5N6bN5Z49/M8+zy7szO/nTm7s3Pm/M75nqtX2bFjB2+//TaBgYEAdOzYkZYtWxIfH0/Tpk0ZNGgQnTt3ZuzYsbz66qscO3aM8ePHc/DgQcrKyggICKBZs2a0bNmScePG0atXL5555hm02r+9uf/refvtt1m+fDlmZmZoNBrmz59PRETEfzzOjh07sLCwUKtz+/fvT5cuXYiLi/vD7bKzs0lISCAtLQ1LS0u8vb2ZM2eO2of0XsyaNevf2idvb28OHDiAi4sLLVq0YM+ePf/+Af1J/l172tnZ0bdvXz7++ONqlYPJycmcOHGCoqIiFEWhuLiYwsJCTpw4QXZ2NuXl5URGRnLs2DE8PT1xd3evlqeUnZ3N4MGDOX36NGfPnsVgMJCYmMj69espLCwkLy+PBQsWYGtrS/fu3XF2dsbZ2Znvv/+e9u3b89JLLxEQEMD69evJyMggIyODJ598EoATJ06o3+/Vq1dJTEzkww8/ZNWqVezfv/8+W9bEg+TWrVvExsYClb8pMzMzXF1dKSkpwc/Pj4sXL7JixQo6dep0z+0vXrzIunXr+Oqrr4DKvNzZs2dTVlaGs7Mzbm5uQGXKyMWLF6tte+rUKerVq8eLL77IrFmzeP7551mwYAFQmfbRr18/zp49i6IolJeXq9vFxsZib1+pVubv78+lS5eoVavWX2oXE48G9z1HT1GUDoqinFYU5ZyiKL+R+lYUZZyiKCcURTmqKMpWRVHq/Ltj37p1i23btjFo0CC8vb2ZOXMmq1atQkTQ6/XV1rW3t6dWrVrs3r1bXTZ79mzc3d05cuQIBw4cqFaRd3eVk5mZGRUVFWi1Wvbv38+zzz5LUlISHTp0AGDUqFGMHDmSY8eOMX/+fDXR9rXXXmPhwoWUlJTQvHlzTp069e8emolHkL1797JhwwYOHTrE0aNHSU5O/rf+GG1sbH6zbMeOHf+RI3Xt2jW1IKh169b8/PPPnDhxgnfeeUeVW6hyKn4PEeHXFeu/x4Nw8v5TeyYkJLBo0SJu376tLjMajezdu5fevXszdOhQrl69iq2tLe7u7pw8eZJLly7h4+OjXnRLSkrUXL+bN2/SqVMntfJ5+vTp+Pr6Ym9vz+HDh5kxYwYdO3aka9euXLhwgaKiIgBu3LhB/fr1OXnyJH379mXbtm1MmzYNESEgEIRFeAAAIABJREFUIEAt/Li7Q8HRo0fZvHkzGzZsoGnTpmpzehOPB79XAKTT6bCwsFDzxp9//vn/eOyioiKuXbsG/N+16G4qg0X35s033yQmJoaMjAy+++67anJI97rGmXhMuZ/hQsAM+BmoB1gARwD/X60TA1j/8/lwYNW/Grdq6nbevHkyZMiQauHRVq1aybRp09TQtcj/KYUXFRVJy5YtZdmyZSIikpCQILNmzRIRkS+++EIqzVFdoVxEZMSIEZKYmCiFhYWSk5MjIiK3bt0SR0dHEREJCQmRAwcOiIhI//791QbT586dU8fo3r27fPPNN2Li78u6deukS5cu93wvOTlZQkJCpHHjxvLiiy+qPXDr1Kkj1tbWIlLZnDw6OlouXLig5m0GBwdLSkrK76rf383WrVslKirqnp9fWFgobdq0kdDQUGncuLEkJSWJiKg5PsOHD5eQkBC5ePGiLF++XBo3biwBAQHyyiuvqGPUqVNHbty4ISL/p9y/fft2iY6OlmeffVYaNmwoL7zwgjr1O3XqVGnWrJkEBATI4MGD/+Mp4X/XnlqtVrVnVZeayZMnS1pamri5uclrr72m2tPX11e1p729vZibm4uTk5P06tVLvLy8ZOzYsWqXgAYNGkhISIgsXbpUdDqdVFRUyPz586VGjRoyd+5ciY6OVrvaNG7cWJycnGT16tXi7e0tjo6OYmVlJf7+/vLMM8+Ira2t+Pv7i4ODg+zZs0e1Z9W0sl6vl5EjR4qTk5MEBgbeF3uaeDSYPHmyzJw5U0Qqv/fFixdLcHCweHh4yPDhw2Xr1q3SsWNHsbe3l06dOomzs7OEhISIra2tzJ49W3r16iWjRo0SDw8Psbe3F0VRxNfXV4KDg6Vdu3Zia2srOp1OrKysJDY2VrKzs8XS0lJ0Op04OzuLjY2N6PV6iY+PF1tbW6ldu7a88sorMnnyZPHy8pKnn35avL29xc3NTfbu3SsiIu3bt5f27durnW/Wr1//ME34WMLjmqMHRAI/3PV6IjDxD9YPBXb/q3GrHL3o6GjZvHlzNWN+9NFH4ufnd09HT0QkLy9PmjVrJklJSXLmzBkJDAyUiIgIee2116pd3O7l6F27dk3CwsIkMDBQGjduLIsXLxYRkaSkJKlbt6488cQT8vLLL6uO3siRIyUgIECCgoIkPj5evViZ+HtSWFgowcHB0qBBAxk+fLjs2LFDRETNkTl9+rSIVCZcV+Xa3MvRExHRarVSv359URRF2rRpIx07dhRA+vbtKy+99JK6jZWVlTRp0kTGjBkjFhYWkpCQIJ988ol4eXlVa2vUqlUrsbKyEpHK37tOp5OAgACxsbERRVFk7969cuHCBfHx8RG9Xi++vr4SGxsr0dHR8s0338iCBQvEwsJCdVzuPhfs7OzkypUrYjAYpHnz5qrzcuvWLdU2vXv3/o8vDv+uPbVarWpPLy8vsbKyUh29Fi1aiKurq9jb24ubm5sMHTpURETCwsJEr9eLl5eX6HQ68fT0FEVR5ObNm+rnf/TRR5KQkCBnz55ViyMMBoMEBweLj4+P+Pn5SevWreXnn38WDw8P6dSpk1y4cEEURZG4uDjx8vISf39/sbCwkC1btkh5ebmEhYVJo0aNJCgoSMzNzdViDr1eL3v37hVnZ+f7Zk8TjwZ3O3o6nU66d++u5skNHjxYXn/9dfV8Hzt2rIwYMUIGDBggrq6u0q1bN7G3txcHBwcZMGCADBw4UBRFkbS0NNm4caNERkbKhAkTxGAwqDeKEyZMkA4dOohOpxMPDw956aWXJDIyUvR6vezevVsaNGgg4eHh8sYbb4i1tbXs3btXLUysui7Wq1dPzU3Nzc2VBg0aSElJycMx4GPK4+zoxQEL73rdB/j0D9b/FHjjX417dzGGCRMPkoqKCtm+fbtMmjRJ3N3dJTExUQ4fPlwt0pacnCxPP/20iPy+o6coivTs2VP0er0sWrRI7dXcr18/mTJlipiZmYlIpYPQr1+/ao7eyJEjZenSpSIiUlpaKsXFxRIVFaUWGgQFBYmVlZVkZWXJwYMHRavVitFolAsXLohGo1FvYnr06CEDBw6UsWPHys2bN9WI3uuvvy4WFhYiUunotW3bVj22YcOGqcnga9eulfDwcGncuLF4eHjIu++++0DsWRV1rLLnvHnzJCQkRL24ioi4uLjIG2+8odrQxsZGfa/qolvl6CUlJUmPHj2q7VdZWZmMGDFCLdyosueFCxfE29tbXS8pKUn69Omjvl64cKGMHTv2N/uq1+tl5syZ0rt37/tqTxMPnypHD5DWrVurDlnNmjXF2dlZpk2bJuXl5aLT6dRt5syZo84Q9erVS1auXCmTJ0+WWbNmiUajkbS0NBkzZox4e3tLnTp1RKfTCSC2trYyduxYqVOnjtjb20vLli1l+PDhMmnSJLGwsJCBAwfK119/LWVlZSIi4uTkJMHBwRIcHCx+fn6i1WqluLhYgoODpXHjxup7tWrVUm+0TPw1PExH737n6Cn3WHbPhAJFUXoDzYCZv/P+EEVRDiiKcuCPBCZNmLifmJmZ0bp1a6ZOncqnn37KunXrqm5S7sndBTh358eICKGhoRgMBhYvXkx2djYAKSkpGI1GjEYjtWvX5vbt26xcuZLDhw9TUVHBokWLmDt3Lr1796Z+/fp88cUXtG7dmj179mAwGDhz5gw5OTlUVFTg6+urtjNzcXGhUaNGKIrCli1baNy4MTt37uTAgQMAZGRkkJ2dTVRUFMuWLauWy3evXJ47d+7w0ksvsXbtWo4dO6bq+T0Ie1btW9XnxcXFcebMGTXH6OLFi5SUlFCjRg1VCLmsrIwePXrg4+ODg4MDjRs35ssvv+Szzz6jR48eZGRksHbtWp5++mlq1qzJW2+9xb59+zh16hSdO3emtLSUevXqERMTQ1lZGVOmTGHWrFmICGfPniUsLIzg4GA+//zzagnvd3/3X331FXFxcffVniYeHSwtLTly5Ajx8fEcPnyYcePGMXLkSN58802Aalqr9vb2lJaWVts2NzcXFxcXdZmI8Oqrr1JSUsLp06fZvHkzDg4O2Nra0qNHD/Lz80lLS2PPnj0MHDiQGjVq8NRTT7Fu3To6d+6sjrF//34OHDjAd999R0BAADqdDhEhKSlJzTO8fPnyHxZ4mfh7cb8dvUzg7uxqL+Dar1dSFKUt8DrQTURKf/0+gIgsEJFmItLszwpMmjDx/6GqMrOKKpHhqqq6c+fOAbBkyRK1f6y3t7faLWXdunXVxnvjjTfUcaq6TBQUFJCSkoJIZeGERqPBaDRSUFCAoiiYmZnRq1cvunTpwpUrV5g4cSJ+fn5YWFigKAr9+/enoKCAiooKatWqhbOzM4qiUFRUxOjRlW2iXV1d2bx5M6NHj+bEiROEhobSv39/nJycSE1NZfLkyf/SFlVOiIuLC0VFRWrRwYOw58GDB6vZ09nZmdq1a7NhwwYUReGTTz7B29v7N716t23bxo0bN8jPzychIYETJ04QEBBAjx49OH/+vLpPBQUFFBUVUVRURHl5OdbW1ogIffr0oVu3bty6dYvi4mIAIiIiuHLlCps3b+bQoUPk5ube00GzsrLi6NGjapXj/bCniUcLrVZLnz59WLx4sVoAVFxczOXLl7lx4wbFxcWEhYURFhbGpUuXsLa2pm7dupSVlVFQUMBnn33G9evXURSFiRMn4ubmxhdffIGI4OLiQt26dfnll1/Yt28f58+fx8/Pj2nTpuHj48PUqVO5du0aEydOJCYmhvT0dJKTkzE3NyciIoLQ0FAAVcg5PDyc5s2bc+jQIQDS09MfjtFM3Bfut95HGtBAUZS6wFUgHnjh7hUURQkF5gMdROT6fd4fEyb+NEVFRYwaNYpffvkFrVZL/fr1WbBgAVZWViQmJtKjRw8qKioICwtj2LBhAEyePJno6GiioqKqyYZoNBoMBgMGgwF7e3vVcahXrx7Hjx8H4Pr16xiNRmxsbGjatClHjhyhZs2arFmzhtLSUoxGI1ZWVnzzzTfqH/aKFSvQ6XSUlJTQokULlixZgojg4ODA6tWr0Wg01K5dG19fXyoqKjAajTRo0IDCwkKsra0pLy9X2639EQ4ODgwePJjAwEC8vb0JCwt7YPYcOHAg77zzTjV7DhgwgNdffx29Xk9iYqLaU/puatSowfjx4zEzMyMjI4PQ0FAGDx7M119/TXl5OSNHjkSr1WJhYUF4eDiff/45iqJw/vx5XFxc2LBhA7dv36a8vJzc3Fzc3NyoWbMmL774InXq1MFgMGBlZfWnWsP9FfY08egxffp0li9fTkxMDDdv3kRRFHr06MEHH3yApaUlaWlpXL58mcjISFq1asVPP/3Epk2b2L17t9qpRqvVsnPnTnJycujVqxcffPABDg4O6HQ6WrVqxbZt29BoKmM2X331FX369OG7775TbxKHDRvGnDlzgMpzrmbNmmRmZtKhQwd++eUXTp48yb59+2jVqhX9+vXDaDRSv3793229ZuJvyP2eGwY6AWeorL59/Z/LplEZvQNIBnKAw/98rP9XY5py9Ew8LAAZN26c+vpu8d7fQ1EU8fT0VB/Dhw8XCwsL0Wg0oiiKADJ69GhRFEX69++vLjM3NxdA9Hq9BAUFCZVpD6LRaNTnFhYWEhsbK3q9XhRFEWtra2natKloNBqxsbFRx7Gzs5MVK1aIVqsVMzMzqVWrltSoUUOsra1l+/bt4uTkJLVq1ZLo6GipUaOG9OvX7/4a8i8mKytLNBqNfP3112Jubi4iIitWrBBra2vRarVSs2ZNCQoKUnMPw8PDxdraWry9vcXDw0O0Wq307dtXnnvuOTE3NxdnZ2fx8vISvV4vK1asEJ1OJ61btxZ7e3txdHSUXr16ycyZM9UilgYNGsgzzzwj8+bN+9vZzsRfj0ajEY1GI/7+/uLm5iYdOnSQGTNmqP8Vrq6uaj5cVUXusWPHxNPTU1555RX57LPPZNGiRRIRESGZmZkSHh7+u5/Vp08fWbVqlfp65MiR8uWXX6qv4+PjZePGjfLjjz9Wyw89e/as1KhRQxo2bCgnT578641goho8xjl6iMgmEfEVER8RefufyyaJyPp/Pm8rIu4iEvLPR7f7vU8mTPxZ/kzfVaPRSGZmJpmZmVy8eFEVP9VoNIgIbm5uNGzYEIDc3FwcHBxwcnKiRo0adOrUieLiYk6cOKFORTZs2BBbW1ugspemh4cHt2/fpm3btoSEhKjToZaWltja2tKnTx+MRiNnzpzBwcEBgNGjR7N9+3Y1r83W1pZDhw6xY8cOsrKyWLx48V9irwdFcnIytWvXZurUqbi7u6tTUCUlJVhYWPDOO+/g4eGhRlGHDBmC0Whk8+bN2NnZoSgK3377Lenp6fj7+6PRaCguLlanzUtKSujUqRMxMTHk5+dz6dIlAJ555hlsbW3ZtWsXvr6+zJ49+2GawcQjgk6nQ6fTcfz4cVJSUtixYwcbN25U36/Sf6zKibt69So2Njbo9XpSU1NJTU2ldevWuLq6snbtWqKion73szQajRrRgz/W1avSl61KJ3FwcMDT07OavqyJx4/77uiZMPE4odVqGTJkyD0v6JcuXSI2NpagoCBiY2O5fPkyUNn1Yty4ccTExNCzZ0/mzZtHeXk5BoMBRVG4ffs2+/fvR0T44Ycf0Ov1FBcXk52dzebNm4H/K4gwNzfn+vXr2NnZAZVK+Vu3bgUqG6bv2bMHrVaLjY0NwcHBFBYW8tVXX1FUVMTUqVPVKeNXX32VmJgYwsPDf3McVQLPO3bsoHXr1sTFxeHn50evXr3Ui8i0adMICwujcePGDBky5A8vLveL7Oxs4uPj8fHxYfjw4Wi1Wo4cOULfvn1ZsWIFUHnBVRSFmzdvsm/fPjQaDcHBwcyePZuWLVsSFhaGTqejYcOGlJeXEx8fj729PQUFBbRp0waDwUB0dDTW1tZ8+umnpKenU6dOHVU8OSMjA6PRiIeHB7NnzzZ1vzHxGxo2bEifPn1ITU1FRDAYDLi6uuLr60tQUBDz58/n8OHDQOX5ffPmTY4fP06/fv04dOgQEyZMoCov/aWXXmL9+vUAPP300wwYMACArVu3qjm/+/btY9SoUfj7+zNr1ix2795Ns2bN6Nq1KydPniQiIoK9e/eSkZHBlStXuHXrFuPHj2f+/PkPwTomHgQmR8+Eif+QESNGsGzZMvLz86stHzlyJH379uXo0aP06tVLLX4AOHPmDMnJyaxbt45hw4YxY8YMrK2tKSoqwtramoMHD2IwGBg7dixZWVmsWrWKsrIytm3bRqtWrXBwcKB27dqEhoZy8+ZNMjMzsbGxYciQIVy6dAlPT08+//xzateurTqJR44cASo7t0yePJmEhAQsLS3Jysrihx9+QKvVcv78eZ544onfPdb09HTmzJnDiRMnOH/+vHrnP3LkSNLS0sjIyKCkpIQNGzbcB0v/PiKidgnZv38/FRUVFBUV4e7uzldffcWqVatwd3cnJiaGoqIi4uLi8PDwwMLCQm1VFhYWRq9evfjxxx8pLi7m1VdfBWDnzp0UFRXh5+fHzJkzsbS0pG7duly6dImLFy/y0ksv0b17d15++WX69+/Pc889x3vvvce8efNo1qzZ3y4aauL+M336dIxGI7dv32bRokU89dRTtGjRAhEhISGBGTNmqOtGRETg5+fHjz/+yJo1a6ioqFBvXFq1akVqaipQ2VbvxIkTQGUbtKqo3+bNmxk4cCCKovDGG28wdepU3NzcuHPnDnZ2duzbt4+IiAimTp2Kt7c3hw8f5oMPPuD111+vFnU08fhgcvRMmPgPubvv6t3s3buXF16orDXq06cPu3btUt/r0aPHPZP0ra2tiY2NJS8vj8TERGJjYzEYDHh6egLw5ZdfUlFRQV5eHoqi/CZiZDAYuHr1Kvn5+XzyyScUFhZy584dNZpob29PzZo1Wbt2LVevXiU6Opo7d+7Qtm1b3nzzTfLy8tTo1L0IDw/Hy8sLjUZDSEiI2mdz+/btREREEBgYyLZt29QCkgfF9u3bMTc3Z9iwYaxdu5a+ffuSlZVFVlYW8fHx3Lp1i/j4eLV11N1UHf+MGTP48ssvadq0KW+++SZGo5GPPvqITp06ERsby9q1a1m6dCldunTh3Llz1ZLTU1JSaNiwIVevXiUnJweDwcCyZcvIzc2lefPmBAUF8fTTT5OXl/cgzWLiEeLu88rd3R17e3smTJjAli1bWLduHadPn8bMzIwaNWrQv39/dd0lS5bwP//zPwwePJihQ4cSFBTEmTNnAIiKiiI1NZUTJ07g7++Pu7s77777LllZWWoLxE8//ZStW7ei1WqxtLSkUaNGQKWUz08//QRUVpf//PPPaLVaQkJCmDNnDk2aNFFlWEw8XpgcPRMm/gT36rv6a+6W9/h17+W7sbS05I033uCtt96iqKgIRVHo0KEDUVFRODk58fPPP9OpUycKCgruuf3HH3/M7du3URSFGjVqqFpzzz77LPn5+axdu1at4hQRevfuTWBgIFOnTqVJkyZq3t7v7VsVj5LmW0ZGBk2bNgUqK42ffvppAL7++msOHz7M22+/jZ2dHSdPniQrK6vatp999hnHjx+nVq1a1KlTh2vXrnHmzBlVkuX8+fPcunWLQYMGkZyczIYNG/D29mb8+PGICJmZmRw/fpz09HTee+89NmzYwIIFC/Dz82PXrl28//77HD16VLWxCRPnz5/HzMwMNzc3RIRPPvlEzc+7cOEC7dq1q7b+7/Vh9/T0JC8vj++//55WrVoRFRXF6tWrsbGxwdbWlh07dpCcnMzevXs5cuQIoaGh6rl5d0W4SPW+zMeOHWPLli0P1igmHhgmR8+EiT+Bk5MTzz33HIsWLVKXtWjRgpUrVwKwbNkybt68SZ8+fdT3KyoqcHV1ZfXq1RQWFrJ8+XLee+89vvzyS5YvX86FCxd46qmnsLKyIj8/n0OHDpGUlERcXBxLlizB3t6+msiqj4+POl1rY2PDzp07+eyzz6ioqOCpp55ix44d1KhRg3379pGYmMjs2bNJTU1VhVEbNWpEhw4d2LNnz3907I+C5tuYMWP4/vvvgcpcwrZt2+Lq6sqECRN4/vnnSUhI4OzZs8TFxZGWlqZuV1RUxK5du1i2bBkXL17k1KlTREREEB8fD1TmPZ06dYpPP/2Ubdu28Y9//INu3bphZWWlRu+8vb0ZOnQo1tbWjBs3jlGjRjF8+HDeeustbGxsVM2/fv36kZKSwuLFixk5cuQDt5GJR4MbN24wbNgwRo4ciaIotG/fnrlz56rC2mfOnPnNDWN+fj41a9ZEo9GwZMkStXgCIDIykjlz5qiO3qxZs9Rp2/z8fBwdHbG2tubUqVNqBO/XNGzYkBs3brB3714AysvLH3hU3sSDw5Q5bMLEn2T8+PF8+umn6uuPP/6YAQMGMHPmTFxdXdHpdGRkZKjdGX788Uc8PT1xcHDgm2++4dtvv+WTTz5Bq9Vy5coVSkpKVJV6f39/vLy8quW+7dq1i4SEBHx8fLCyssLb25s5c+bg6OjIypUr6dChAyEhIfj5+alFHF26dFG3r1mzJu+++y4xMTGICJ06daKiouI/dvQeBc03Kyurajarsu2v8ybvRVXhSEVFxW+mwu+OvFZVQh48eBBzc3O8vb1VJ/fXYswmTNxNSUkJISEhlJeXq8LJ48aNA2DQoEFcvHiRJk2aICK4urqSlJRUbfuXXnqJZ599ljVr1hATE1PtdxkVFcWWLVuoX78+derUITc3V3X0OnTowLx58wgKCqJhw4Y0b978nvtnYWHB2rVrGT16NPn5+VRUVJCQkEBAQMB9soiJh8rD0nX5/zxMOnom/g7o9XoJCwuT/v37i0il3lWDBg2kVq1aIiKSmJgowcHBYmFhIYGBgdKxY0eJjIwUGxsb6dWrl3Tu3Fm2b98uTZo0EScnJ7G0tBQXFxdV82revHni5OQkTZo0ER8fH+nZs6dER0eLk5OTuLu7i5ubm0RHR8uSJUskNDRU7OzsxMnJScLDw+XIkSNy4cIFcXd3V3txpqSkyPr16yU8PFxCQkIkNjZWsrOzH5r9/gi9Xi81a9aUoUOHikilbUeMGCENGjSQdu3ayZ49e6RZs2Zibm4uzZo1k+TkZAkICJDExEQJCgqSWrVqSUxMjHTr1k1cXFzkzp07kpiYKA0aNJBvv/1Wtm/fLv7+/jJy5EjZt2+f+Pv7CyBNmjSRdevWSWBgoMyfP1+6du0q1tbW4uLiIhMmTJCgoCBJSUmRL774QpycnMTT01MGDRokI0aMeMgWM/EgSUhIkNmzZ6uv27VrJwMHDlRfjxs3Tj744IP78tlvvvmm/Pjjj/dlbBN/Hh6ijp4pomfCxH3kueeeY86cOdy5c0etgi0sLFTfz87ORqPRULduXQ4ePMiZM2do0qQJ27dvV9sUnTt3jiNHjlC7dm0aN27M0KFDSU5O5pNPPqFJkyb8+OOPxMXFsW3bNq5cuUKdOnUoKysjJyeHQ4cO8dZbbxEZGUn37t3JyclRi0kOHz7MsGHDsLGx4eWXXwYgLy+Pn376CUVRWLhwITNmzOCDDz548Ib7N/jqq6/o378/devWJSsri5CQEDw9PQkKCmLAgAGYmZmxZMkSnJ2dmTVrlrrdzZs3adWqlSov0bBhQywtLdVq5U6dOrFr1y48PT05cOAAu3btIiIiAqPRyNixY1m2bBk9e/Zk0qRJFBQU8MwzzxAQEMC8efOYP38+Y8aMISMjg9jYWBYvXswzzzyjfpcm/jto0aIFa9asISEhAaPRyM2bN6vl2O7Zs0ftVvFXM23atPsyrom/LyZHz4SJ+8gLL7zAP/7xD1asWEFYWBhXrlwhLy+PvLw8ysvLycvLw2AwUFhYiLm5OatWrcLMzIybN29iMBh4//33qaioICQkBEdHRwoKCrh69Srt27fn5MmTnDhxAi8vL/Lz8ykrKyM6Ohp/f38OHDjAE088QcOGDTl48CAbNmzA2dmZoqIi7O3tURSF/Px8bt++zfLly1m+fDlhYWF89913+Pr6cuvWLcrKyqhbt+7DNiG3bt0iNjYWqHSMzczMKCkp4eWXX8bNzY1Ro0Zx9uxZ2rVrx6xZs5g5cyajR49m9OjRTJ8+HUVRKC8v59SpUyxevJh27dqRmJiojt+4cWOuX7+ORqNhyJAh6nSuhYUFe/fu5cqVK4wePRozMzPef/99ysvLWbdunSo0+z//8z9AZSWujY0NkyZN4uuvv+arr74CoGfPnmrVpInHG0VR6N27N++//z5jx45V83L1ej3+/v4sX76c8+fPc/LkSebMmUN8fDzdu3cHoFevXvTs2ZN27doxfPhwDhw4gFar5cMPPyQmJobFixeTlJSEwWAgIyOD8ePHU1ZWxpIlS7C0tGTTpk04OTnRv39/unTpQlxcHN7e3vTr14/vvvuO8vJy1qxZQ3Z2Nrdv32bOnDncunWLsLAwvv/+ew4ePIiLi8tDtqCJ+8FjW4xRJfoKsGnTJho0aKBKTpgw8aDw8PBAr9czduxYPDw8CAgIwMHBgb1793Lx4kWcnZ0xNzfn3LlzhIeHM27cOH755RcURVG7Lzg5OTFixAgMBgMdOnTAYDBw7tw5GjRoQGxsLIWFhURHR/P2228TGRlJly5dcHZ2Jjc3l2+//ZY+ffpgbm7OiBEjuHPnDpMnT6awsBBFUdi5cyf169fn0KFDPP3002RlZTFo0CCOHTvG/PnzH3g17b1wdnZWqwOHDRvG2LFj0el0HD58mKeeeoqXX36Z559/vto2b775JjExMWRkZPDdd99VO45fV0D36dOHZcuWkZiYyIsvvvibz/+jse5VlQymHL7/VvR6PRkZGTg6OqLValm2bBk2NjY4OjoSERGBg4MDMTExBAUFMWzYMPWGIz8/nz179tCpUyc+++wzAI5POkSJAAAgAElEQVQdO8aKFSvo16+f+pvLyMhg+fLl7N+/n9dffx1ra2vS09OJjIxUbyx+jYuLC4cOHWL48OHMmjWLHTt28M4779CmTRv1vDddGx9vHvuI3tatWxk1ahRbtmyhdu3aD3t3TPwX0rp1a+zs7Jg+fTrNmzfn3LlzTJs2jVq1anH9+nWMRiM3btygWbNmiAi1a9fms88+Izc3l0GDBpGenk6TJk1ISUlRp3+ffPJJNm3aRFlZGfb29vj4+JCdnU1AQAB79uxBr9fj6+tbTXT15s2b5Obmkpubi0ajwc7OjqtXr6oJ2x06dMDMzIyaNWsClRp+jzq2trbY2NgQFBSEXq/HYDDQpEkT0tPTSU5OZtGiReTm5qrrz58/n+LiYlq0aEF2djYffPAB/fv3Jzw8HKPRyIsvvsidO3dU6ZbCwkI2b97Mjh07WLBgAf7+/gBMmDCBDz74AL1ej16v5/3336e0tJRJkyaRn5/PqVOneOGFF2jTpg0rV64kLy+P8PBwysvLmTZtGl27dn0o9jJx/+nYsSMbN26kZcuWLFy4EDc3N/R6PZGRkcydO5dbt27RqlUrEhMTSU1NJSwsjAsXLtCiRQu0Wi1JSUkUFBQQFxdHRkYGd+7c4fTp0wAEBgbSpUsXioqKKCsrUzvb5OTk8OWXX/LFF19QWFhIly5dyM3N5fr163z++ecsW7aMkSNHcurUKTZs2MCtW7fIzc3liSeeoLy8HDMzM2JiYnB3d2fZsmW4u7s/TBOa+It5bCN6AKmpqQwePJiNGzfi4+MDwHfffUdERAShoaG0bduWnJwcAKZMmcKAAQNo3bo19erVU8Vwb9++TefOnQkODqZx48asWrUK+P0WUB9//DH+/v4EBQWpkg0mHk/MzMwICQmhcePG9OjRg+Li4nuu17ZtW3W6tEruoEofy9raGgBHR0f27dvHhg0bfhNV8vHxYeLEiRw5ckT9nel0OsaMGcPly5fJzs5m2bJlzJkzB0VR2Lx5M+fOnWPr1q1069aNd999FxFh8eLFeHp6kpiYiJ+fH1DpKG3ZsoWQkBBSU1PR6XQMGDCAqKgoXFxcOH36tKq+/6iRkZHBzp07OXfuHIqiUFZWRv369dm/fz9QmYtnY2ODp6dnNfHakpISdu/eTVJSEhMnTsTd3R0XFxfq1avHvn37OHz4MMePHyc3N5dNmzbRsmVLLCwssLe3p06dOhgMBjZt2oSjoyPPPfccEydOBOD48ePEx8dz5MgR3nrrLbp160bbtm0pLS2ldu3a7N+/n23btjF+/PhHIlJq4v4QHx/PypUrCQsL49SpUxQWFmJra0vz5s35+eefyc7OpmXLlkBlxP/555/Hw8NDbYMmIpw7d07tSHPnzh3S09MxGAzs3buXtWvXcvDgQWxsbNTc002bNtGzZ0+OHj1KZGQkAJMnT8bCwoLU1FTeeecdpk2bhlarZdiwYbi6urJp0yaioqJ44oknsLOzY/v27cTHx1fr0mHi8eCxdfRKS0vp3r07SUlJ6kUN4IknnuCnn34iPT39Nz/qU6dO8cMPP7B//36mTp1KeXk533//PR4eHhw5coSMjAw6dOgA/H4LqPfee4/09HSOHj3KvHnzHuxBm3igVE0fZmRkYGFh8Zvvu8q5aNmyJRs2bEBE8PLywszMDCcnJzIzM0lISKBhw4bEx8eze/duSktLadGihSpsum3bNtq2bcvVq1cpKyujuLiY7t27s2TJEn766Sc0Gg0VFRUoioKIqDl9devWxczMjD179qgdHTp16kS9evXIzc3l5MmTBAQEICIUFRUhIkycOJGioiIOHjxIamoqM2fOJCsrS41iPUoUFRWRnJxMWloajRo1QkSwt7fHyckJqOwZ+tprr5GSkoKtrS3FxcVYW1tz7NgxevfujdFoJCoqirNnzxIQEMDJkyfZs2cP9erVQ6/Xc/DgQdLS0pgzZw7btm3j1q1b3L59W9U0y8rKoqCgAJ1Oh16vp1GjRmRlZTFy5EhsbGxYtmwZLi4ufP/99xgMBq5du0ZISAgxMTHVOpeYePwICgri4sWLqmyJra0tiqLg5OSkFvxUOWPDhw/no48+QqfTqV1UgoKCcHBwwMvLi3PnzqmVk1lZWeTm5vLkk08SEhJCfn6+2vmlVq1abNmyhaVLl6ppA7t27VJTmNq0aaPuD4C3tzerV68GYPXq1eTl5REVFcXMmTNNenqPIY+to2dubk6LFi2qCdoCZGZm0r59ewIDA3/zo+7cuTOWlpa4uLjg5uZGTk4OgYGBJCcn8+qrr5Kamoq9vT3w+y2ggoKC6NWrF0uXLjU1OP8vIioqinPnzgGwdOlSwsPDCQkJYejQofj7+3Pz5k0AmjdvjsFg4M6dO1RUVPDNN9/w888/q1M6RqORl19+mXnz5pGbm8vmzZt5++23KS4uRqfTUV5ezsqVK7G1tVUjxmZmZurvslatWjg4OHDnzh210GPnzp0AuLq6cvnyZfLz8ykuLmbatGkYjUYsLS3JyMhQo41Dhw5VI4etW7fmwIEDQOVFqVmzZgQEBDB58uQHZ9zfQUQYMGAAo0ePxtzcnJ9//plLly6Rn5+vOsqLFi3i9OnTPPnkk+Tl5WFubs7cuXNJSkrC3t4eMzMz9QLo7e1NYmIiiqJw9uxZysvLiY2NRavVMmPGDLKzsykoKGDcuHF88cUXVFRUcPDgQTp37syGDRtwdHQkLy8PrVbLhAkTuHr1qqqLWCVSffjwYS5fvoyvr+9Dtp6J+0m3bt346KOPKC8vr3aj5OXlpV5jANzc3GjUqBEvvviies499dRTaDQaAgMD6dmzJ7Gxsarz5uTkpP6OPDw8VLHysWPHEhgYqBZeGQwGdby7qRqnXbt2bNmyhSZNmjB9+nQcHR05fPjwI5OXa+Kv5bF19DQaDatXryYtLY133nlHXT5q1ChGjhx5z2TzeyVW+/r6cvDgQQIDA5k4cSLTpk37wxZQGzduZMSIERw8eJCmTZuqd1AmHl8qKirYvHkzgYGBnDx5klWrVrF7924OHz6MmZkZK1eu5PPPPwegb9++APj5+eHm5sbJkydV8WOo/COePn06gwcPxmAwYG1tTUJCAv3796dp06Zs3LgRo9HIiBEjgEpF+6CgIHQ6HUajUc3puXjxIhYWFuzatQuDwYCiKAwfPpzr16/Tpk0brK2t1V6wWVlZiAhOTk44OTlx9epVdu/e/ZvjfPvttzlw4ABHjx5l586dHD169MEY+FdMmDCB8ePH07ZtW1avXs3mzZsxGAyUl5fTvXt3OnbsSGlpKQsWLGDLli1kZmayadMmbGxs1Erjbdu2qZG9zMxM3N3dKSoqoqSkhICAAPr370+jRo2YO3cu9vb2DBw4ECsrK7U5fNV07vXr10lLS2PixIkUFBTg4uJCQUGB+v0DtG/fvlpf5PT09IdiNxMPjgEDBjB58mSKiooYOHCgunzQoEH06tVLfV1aWsrZs2erFRNZWFgQHBzMsWPHSE9Px8vLC4BXXnkFGxsbtZvF2bNnycnJwWg00qZNG5KSkpgxYwZWVla0b9+eVq1aMXToUFxcXNixYwceHh6kpqZia2tLeXk5P/zwA4cOHcLa2hpXV1csLS3/Fnm5Jv5zHltHDyobxm/YsIFly5apkb38/PxqDeP/FdeuXcPa2prevXvz8ssvc+jQod9tAWU0Grly5QoxMTHMmDGDX3755Q8bxpv4e1Olft+sWTPWr1/P6dOn2bp1KwcPHqROnTrUqFGDrVu3cv78eVasWAFUdqowMzMjLS2NevXqqVOvly5dUqcdKyoqOHDgAM7Ozri6uvLTTz+RkpLC1q1badu2LVB5MaiS7KhRowbHjh1Do9FQUlKiOmBmZma8++67hIWFodFouHLlCl5eXmzdupU7d+5gMBgoLS1Fo9GgKAoGg4GQkBBCQ0O5ePHib4539erVNGnShNDQUI4fP/5Qc/c+/fRT4uLiKCkpISUlBaPRSLt27ejatSs5OTlYWFhQXFyMiGBlZYWfnx/Ozs688MILfPXVV5ibm+Pj46MWwuTl5RETE8OIESNIT0/n+vXrbN68mcjISK5cuUJISAjXr18nODiYO3fu0LlzZ8rLy8nMzKRLly4kJSWxa9cuunfvjlarZfny5arsyuTJkykuLiYwMJCAgACmTJny0Oxm4sHg5eXFmDFj/nCda9euMWbMGEaNGqVG5P+Iqm4Wr776KsHBwYSEhLBnzx4MBoPavzo0NJSxY8fi4ODAlClTOHDgAEFBQbz22mvq9a5r166sXbsWW1tb6tevr6ZvVOXlmnj8eOznFp2cnNQG0C4uLkyZMoUePXrg6elJ8+bNuXDhwh9uf+zYMSZMmIBGo1GnfX6vBVTVCZefn4+IqCeciceTqhw9qGzJ9e233zJkyBD69eunatZNmTKFEydOMH36dKAyamwwGDA3N8fe3h4XFxdycnJ49tlnsba2ZsWKFZSVlfHFF1/g5uaGo6Mj169fJysrCzMzM7WC9Pvvv+fGjRvA/8mFiAhmZmY4Ojri5eVFZmammhtoMBgYOnQoDRo0ID8/n4CAANatW4fBYODVV19ly5YtZGdn89NPP1GjRo3fRKIvXLjArFmzSEtLw9HRkf79+z+UKZ4pU6YwdepUpkyZQlFREWPGjKFly5acO3eOQYMGERwcjKWlJUajkcLCQnx8fHBycsLR0ZFr165x7tw5Ro0aRZcuXVi9ejVxcXEEBARQUlLCgQMH+OKLL3jyySdRFIXOnTtjZmaGpaUlu3fvpkmTJmzcuJH9+/fTtWtX0tLS8Pb2pmHDhiiKwqeffoq9vT0VFRW4u7uzb98+AgICiIuLU50+E48397qxb926Na1btwagf//+9O/fH4AtW7bcc9u71weqtVkMCQkhJSXlN5+xa9eu3yxzcnJS83PvxtfXV63iNfFfwsNqyfH/eZhaoJl4FNDr9dWev/POOzJ48GCpX7++TJ48WSZPniw3b94UDw8PcXZ2FkCaNWsmFhYWUqdOHbGyspKgoCABxMLCQqZNmyZ6vV4AURRFnJ2dZfDgwRIRESF169YVRVEEEEACAgLE3NxcLC0tRaPRiKenpyiKIhqNRqytrcXGxkY0Go1otVp1ubOzs3Tr1k10Op1otVoBxMXFRezs7MTe3l68vLzE3Nxc7Ozs5P333xej0SheXl5Sr1498fHxkdq1a4vBYJDs7Gxxc3OTxMTEh2J3QPLz86VOnTryyy+/yGuvvSaA9OzZU/R6vTg4OAggNjY24u7uLmPGjBELCwsBRKfTSdeuXcXCwkKcnZ3FzMxMAOnVq5cMHz5c3nrrLQkODhZra2txc3MTZ2dncXR0FDs7O3FwcBBLS0sxNzcXR0dHsbCwEF9fX9m5c6f6nWm1WnFycpInn3xSWrVqJaGhoeLo6CjJyckPxVYm/no0Go0EBwdLQECAxMXFye3btx/q/tz9P/RXMXDgQDl+/PhfPu5/MzzEFmiP9dStCRMPkhEjRrBlyxb+8Y9/sGDBAmbMmIGfnx85OTm89tprmJmZ4ePjQ7169YiKiuLOnTucOHECrVaLk5MTx48fV3P1Ll++jE6nY/HixRQUFHDx4kW1stTMzEzVfVMUhTp16nDs2DEAPD09GThwIEajEaPRiEajoXXr1lhaWlJeXs769evRaDRq83IXFxeaNm1Kfn4+OTk52NjYEB0djb29PV9//TVFRUUsX76c3bt3c/PmTRo2bMiAAQNUeYiHRVUbt48//hhnZ2csLS356KOP0Gg0WFlZERwcrFYYDxw4kOHDh+Pq6kpxcTErV64kLi6OhQsXsnjxYmxsbFi6dCmtWrXil19+4amnnlKns8rLywkPD2fRokU4OjpiY2PDhx9+yJUrV2jQoAEuLi6MGjUKgJUrV1JeXk52djbnzp0jLy+PiooKKioq1Iiuib8//6ra/nFg4cKFj2S1vYk/ycPyMP8/D1NEz8SjRtVd9ZtvvinTpk2TmTNnSlxcnISEhIhOp5OgoCDR6XRibW0tHh4ekpubK/Xq1ZPevXvL+++/L66urhIRESGZmZmi0WhEROTChQsSEBAgIiKpqaliaWkppaWlEhQUJJaWlhIXFyeJiYnSrFkzGTNmjLi6uoperxdnZ2cJDg4WDw8PeeGFFyQuLk5SU1PFzMxMXFxc1LFdXV1l5syZkp2dLR4eHiIicubMGak6vxISEmTRokXqMfbu3Vu+/fbbB2bT36Pyb0vk1q1bUqdOHZkyZYpYWlpKdna2WFhYiI+PjwQHB4tGoxFvb2/54YcfVPuIiDz//PPi5uYmtWvXFh8fH9XemZmZ0qhRIwkNDRU3Nzdp1aqVREZGik6nk8DAQGnQoIE0btxYbG1t1ShfaGioDBs2TAApKioSEZHNmzeLoigSEBAgwcHB4uDgoH6PJv7+3B1Bmzt3rgwfPlxERJYsWSJhYWESHBwsQ4YMkYqKCnX9f/zjHxIUFCQRERGSnZ0tIiL9+vWTUaNGSWRkpNStW1fWrFkjIiLXrl2TqKgoNWqYkpIiCxculISEBPVzFyxYIGPHjq22P88995xs3LhRXadfv36ydu1auXDhgjzxxBMSGhoqoaGhsnv3bhER2b59u0RHR8uzzz4rDRs2lBdeeEGMRqOIiERHR0taWpqIiAwbNkyaNm0q/v7+MmnSpL/eoP8l8BAjeg/dafszD5OjZ+JRo+rP9m7nY9y4cWJvby9WVlYCSL169eTJJ5+U3NxcycvLU6f7qqZYa9WqJbVr1xZAAgMDZdu2bRIQECBffvmluvy5554TW1tbASQqKkq8vLxEr9dL7dq1xdnZWdzc3OSZZ55RLx7R0dGydOlSef/998Xc3Fyd9l21apW4urqKo6OjHD58WKysrMTS0lKcnJxEURR58sknZcSIEY+0oyciMmHCBKlZs6ZYWVmpU80DBw4UkcrvJD09XURExowZI1ZWVlJSUiIBAQFiZWUlV65ckeTk5GrjeXh4iL+/vzRs2FB69+4tWq1WfH195caNG7JhwwZp2bKl7NmzR4KDgyU6OlqCg4MlLS1NLCwspEuXLlJeXi5r1qwRa2vrR2Ka28RfT9W5Xl5eLt26dZPPP/9cTpw4IV26dJGysjIRERk+fLh8+eWXIlL5e12/fr2IVP5ep0+fLiKVjlhcXJwYDAY5fvy4+Pj4iIjIrFmz5K233hIRkYqKCikoKJCioiKpV6+eOn5kZKQcPXq02v58/fXX0rdvXxERKS0tFS8vLykuLpbbt29LSUmJiFS/kdu+fbvY2dnJlStXxGAwSPPmzSU1NVVEqjt6t27dUvclOjpajhw58tcb9b+Ah+nomaZuTZj4C3FycuK5555j0aJF2NraYmVlhbW1NRqNhrKyMpo0acLSpUsZOnSomuhvYWGBp6cnrq6uFBUVYWlpyYEDB6hZsyZ37tzh7bffZtKkSSiKwty5c9myZQvm5uYMHDiQ6dOnExgYSH5+Pu3ataO4uJj8/Hx27drFzJkzOXToEAUFBcycOZOxY8ei0WiqtfICWLZsWTXJBUVRsLW1xczMjFWrVmEwGLhx4wYpKSlqy6VHhX79+pGTk0N4eDiKojB27FhV6qa4uJj33nuPoqIitm/fTllZGV5eXpw+fZqQkBC8vLxUPcCqDjcxMTGcP3+ey5cvk5KSgsFg4OrVq3z33XeMHj2ao0eP0rlzZ9UeVQn05ubmNGnShD59+qiV1fXq1WPAgAFERkZy9erVh2kmE38hd1fb165dm4EDB6rV9mFhYYSEhKjV9lBZLdulSxcAmjZtWq2ivUozz9/fX+3SFBYWRmJiIlOmTOHYsWPY2tqi1+tp06YNGzZs4NSpU5SXlxMYGFhtvzp27Mi2bdsoLS1l8+bNtGrVStXerCoe7NGjR7Vq+fDwcLy8vNBoNISEhDzy1fYm/hyPfdWtCRMPmvHjx6uVcrGxsezZs4fc3Fxu377NwoULcXFxIT8/H3d3dwwGA0VFRVy6dAk7Ozu1qrZz585kZmZy6dIl/P392bFjByLCyJEjOXLkCOXl5bi7u5Odnc2ZM2coLi7m448/Zu3atWzduhVra2saNGhAUVERc+fOpUePHnz00Ueq5tY333wDVOp4rVmzBktLS0SEmJgYjEYj9evXV3vIBgcHoygKM2bMoEaNGg/Nrnfj6emJg4MDWq2W+vXrU79+fQASEhJYtWoVly9fRlEUcnJy+Oabb7C1tcXPz48ff/wRPz8/rl27RvPmzWnevLmab9WnTx8cHR1xdHTE19eX0NBQFixYwJgxY1i2bBknTpzA09OT0tJSYmNjuXTpEpcuXaJx48YATJ06Vd2/lJQURo8eTWZmJhUVFXTu3Pmh2MnEX8/d1fZViAj9+vXj3Xff/c365ubmqlBxlT5rFXdrt1YGfaBVq1akpKSwceNG+vTpw4QJE+jbty+DBg3inXfewc/P7zdtEqGy8r9169b88MMPrFq1StXmmz17Nu7u7hw5cgSj0YiVldU9P//X+waPTrW9if8fpoieCRN/AXfLKri7u1NcXMyUKVNo0aIFbdq0ASovEKWlpdy4cYPCwkI0Gg3FxcWYm5tTo0YNQkJC2LFjBwCHDh3izTffxNnZGb1ej52dHVDpAB4/fhxzc3NGjBjBhx9+iLW1NZaWltjY2GAwGPDy8mLXrl2qAzJp0iTee+89zpw5g4WFBTVr1uTVV1/Fzc1N3ScrKyusrKzQaDTodDpcXV0xGAzMnDmTjIwMjh07Rs+ePR+sUX+H1atX07JlS44fP056ejo2NjZqlEGj0aDRaEhKSkKn07F9+3YOHjzIgAEDOH78OB4eHrRt25YPPviAn376iaioKAICAtQON56enmpbqbi4OG7fvs3o0aO5ePEilpaWREVF8e2337JmzRr279+Pr68vZ86c+Y2sRpUMxpEjRzh+/DiDBw9+4HYy8eCIjY1l7dq1XL9+HYDc3FwuXbr0p8a6dOkSbm5uDB48mIEDB3Lo0CEAIiIiuHLlCsuXL68msHw38fHxJCYmkpqaSvv27YFK7diaNWui0WjUFn7/LgUFBej1euzt7cnJ+V/2zjwsqvL9/+8z+8K+yC6r7AMDIohsiguWKS65ZClopmaYgqRW5paZqSUulWkqmbh81TJzybRAxRVUxA0UBREXVkGQdWbu3x9z8fzEpdWy+pzXdc0Fc+Ysz3nmnJln7ue+3+9S7N279w+dE8+zhR/o8fD8QTiOw5QpU9jzxYsXY/bs2W2Wh4WFYceOHeA4Djdv3oSHhwcMDQ0B6PWxXF1dYWpqig8//BBEhGXLlkEgEGD48OEoKyvDTz/9hPz8fBYVmDVrFry9vdHS0oKbN2/iypUruHnzJogIFy5cgKWlJYyMjLB161acOnUKRAQrKytcuHABL730EiQSCRobG1FSUoLz588D0H9J7d+/Hy4uLujSpQvT9yoqKsLRo0f/5l79dcLCwli7Lly4AF9fXxgaGuLu3btoamrCpUuXkJKS0iY6sXr1auzcuRONjY04deoUkpKSoFarMWbMGGzbtg1TpkyBoaEh1q1bB2dnZ9y8eRPbtm1DQEAA+vTpg6amJgDAqVOnmKWck5MTrl+/jqFDh0KlUiEvLw8AUF5ejp49eyIwMBDjxo2Do6Mjs8Dj+W/i7e2NefPmoVevXvDz80PPnj1x+/btP7SvjIwMJly+ffv2NsLLQ4YMQVhYGExNTR+7ba9evXDo0CH06NEDEokEADBhwgR89dVX6Ny5My5fvsx0N38L/v7+CAgIgI+Pzz+i2p7nD/KskgP/zIMvxuD5JyCVSsnJyYnKy8uJiGjRokU0a9asNss1Gg3TuiMimjNnDtPRO3DgADk5OZGVlRWtW7eOOnfuzAotevbsyZKgY2NjycLCgjiOoz59+lBhYSEBoPbt25NKpaJ27dqRkZER9erVi6ysrMjb25uSkpLou+++I4FAQNHR0RQWFkZmZmZkZGREQUFBrMrW3NycRo8ezSp8+/TpQ+np6bRo0SKKioqiRYsWPZvO/RUcHR3p+vXrtHLlSvr8889pxowZtHv3bsrMzKSIiAjKyMggoVBIRETr168nmUxGjY2NNHPmTJJIJLR161Y6ceIECQQCqqqqos8//5wkEglNnz6dysrKSCgU0vTp04mIaNy4cWRqakpEREFBQdStWzciIrKzsyNTU1NqbGykTz/9lBWBvPHGGzR//nwi0lfgAmDXCA/Pn6FPnz68JuO/FPDFGDw8/z5EIhHGjh2LJUuWPLJ88ODBCAoKQkBAABwcHCAQ6G+17OxslovXv39/3Lx5E0KhEGPHjoWFhQV69eoFQO+HGhQUhMjISMhkMowdOxZyuZzZZ3Ech5CQEMhkMubfun//fjQ2NkIikWDHjh0YNGgQBAIBDh06BFNTU5ibm4OIcP36ddy/fx8BAQF4+eWXsWfPHqjValy/fh2HDx/GsWPHsG7dOuTl5WHJkiXw8vKCh4cHvv/+e4SEhCAgIAA9evRgyePPgtao3tGjRxEaGorQ0FD2vEuXLoiKioJOp0NZWRnq6urg6enJcu6CgoIA6BPR7ezs4Ofnh2XLlsHR0RFSqRSWlpYQiUSIiIgAAHh5ebHooKenJ3Q6HVQqFcrKyrBy5UpIpdI2SfaZmZkYNmwYAKB3795PjL7w8PxWqqur4e7uDrlcju7duz/r5vD8y+AHejw8f4I33ngDaWlpqKmpabP83LlzqKurw+HDhxEQEMDyYs6fP48OHTrg7t27+PLLLwEAiYmJCAsLAxGhoaEBHMdBLpdDKBTi8OHDaGpqYj64rRAR9uzZg4EDB8LLywsDBw6ERCKBqakpLl26xBK7O3fuDIFAwCo/RSIRnn/+edTX12Pbtm3YvXs3TE1NkZiYiC+//BISiQRr1qxBu3bt0L9/fyQmJmLAgAFISEhAeHg4jh8/jjNnzvIr738AACAASURBVGDYsGFYuHDh39DDj6dLly44evQozp07B19fX3Tu3BnHjh3D0aNH2fTShx9+iLS0NKSmpmLDhg24ePEiQkJC8P777+PFF18EADg6OmL37t2YOnUqevXqxQbS1tbWrMLY2NgYI0eOBKBPWE9ISMC5c+dga2vL8i8fTGRv7XsenqeFiYkJLl++jK1btz7rpvD8C+EHejw8fwJTU1M0NjbC3d0da9euZRVpR48ehampKZYtW4aOHTuC4zjs27cPt27dQklJCTp27IikpCQQEZqamjBmzBj4+PigsrIS5ubmzPGC4zhcuHAB/fv3R3R0NGprawHoI3pKpRInTpxAbW0tdu7ciaamJmg0Gri5ucHS0hIAcOXKFbS0tODFF19EQ0MDiAiHDh1CUVERGhoaUFZWhitXrmDz5s2YN28eAgIC0NTUhOHDh+PMmTPQ6XTYsmULhg8fjpKSEsTExMDDwwNvvPEGLly48Mz6PSwsDLt27YKZmRmEQiHMzMxQXV2NY8eOITQ0FIDeVzQlJQUAmBNIZGQk0tLSAACXL19GcXExPDw8nmrbwsPD8X//938A9H6md+/efar75+Hh4fk98AM9Hp5f4UlFF4C+kvbixYuQy+WQSCQ4efIkW8/JyQlr1qzBjBkzIBQKsXnzZuh0OjQ1NWHnzp1wcHDAK6+8gvv372Pu3Lk4fPgwSktLMW7cOJSWluLgwYMgIsycORPOzs4YPHgwhg0bhueffx4A8Nprr2H//v0wNDREt27dmI7c5cuXcf78eVhaWuLYsWMgIri7u0MkEoGIUFZWhqlTp4KI4OPjA51Oh927d+PcuXPo0qULamtrERsbi4KCAly6dAkdO3aEubk5wsPDkZCQgH379sHW1vaZyiyoVCpUVFSgc+fObZYZGxvDwsICgL762cvLq40UxYQJE6DVaqFSqTB06FCkpqa2kZh4GsyaNQs//vgjAgMDsXfvXtjY2LACHB4eHp6/nWeVHPhnHnwxBs/fyZOKLpRKJVOlf+utt8jU1JSCgoJIqVRSaGgoeXp6kru7OwEgAwMDMjY2JqFQSF26dCEvLy8Si8Xk7e1NoaGhJJPJSCQSEQDy8PAga2trAkBCoZD8/Pxo8ODBJBAISCgUMpeMEydOkLu7O8nlcvL09CRLS0vKzc0lZ2dnEgqFJBAIyMLCggDQJ598QhzHkUwmI0tLS+I4jtzc3EggEBAAsra2pr59+5KBgQEpFAry9vYmExMTUiqVtGfPHsrOziaZTEYqlYqSk5PJxMSEoqKimM3TP5H79++Ti4sLVVdX/63HbWxspJaWFiIi5qLBw8Pzvw34Ygwenn8uTyq6APQ/lAYNGoR9+/bh7t27KC4uRn19PY4dO4a8vDwmy0FEqKmpgVarxfHjx1FSUgKRSISrV6/i2LFjaGxshFarhUwmg7W1Ne7duwcA0Gq1aGlpQXZ2NnQ6HbRaLZNt6NKlC65cuYLm5mbk5eWhsrISwcHBuHHjBoRCIXQ6HRNgXrBgAYgIjY2NsLa2hqGhIYqKiljuX3l5Ofbt24e6ujpotVpYWFigoaEB9fX1ePnll/H8888zcefU1FTU1dXh0qVLTJ1/w4YNCA4Ohlqtxrhx436XVtdfwYEDB+Dp6YmJEyfC2Nj4bz12cXExOnXqBH9/f7z55ptYvXr133p8nmcDx3EYMWIEe67RaGBpaclcMXbu3IkFCxb87v126dLld28zc+ZMHDhw4HdvB+gLxt58880/tC3PP5RnNcL8Mw8+osfzd6JUKqmmpoYcHR2purqaRfSIiEXGjI2NycDAgKysrIiISCAQkFQqpVWrVjFPW2NjY+I4jiwtLcnf359iYmKoa9euxHEcASAAJJFIyMjIiAQCAYnFYrp9+zYJhULy9vZmvrhKpZJcXFzIzc2NbGxsSKPRkFwuJwDk5eVFb731FnEcRwqFgvz9/QkAjRkzhgQCAQUHB1NMTAxJpVIWLQRAK1asoMLCQlIoFGRjY0ONjY3Uo0cPEolEtGPHDpLJZCx6+eWXXxLHcXTt2jUiol/0+eTh+V9BqVSSWq2m+vp6IiLas2cP+fv7U58+fZ5xy3j+CYCP6PHw/LMxMjLCyJEjsWzZsjbLiQhKpRKmpqaor69HQ0MDamtrIRQKIZfLceLECbZeTU0NiAiVlZW4fv069u/fj8OHD0P/GaAnKCgILS0tEAgEaGlpgZ2dHfNbJSLodDrcv38fd+7cQXFxMUpLS+Hu7o7m5mYAQF5eHj7++GMQEerr65GbmwtAX+2r0+mQlZWFffv2oampCVqtFlevXgUAvP/++4iOjmbn0LVrVxw4cAByuRwjRoxAU1MTGhoaWFRTLpfD2dkZAH7R55OH579EYmIiK/ABgJiYGIwZM4Y9l0gkGD9+PABg06ZNbRwsUlNTkZCQAADYunUrfH19IRQKERkZiZSUFGRnZ7OouJmZGZYvX47Zs2cz4ePbt28jMjISHh4ekEqlUKvV6NKlC4YPHw5fX1+oVCp2f8bHx2Pbtm0A9LnC06ZNQ3BwMIKDgzF37lysX78e8fHxGD9+PCIiIuDu7o5du3YB0As2h4eH81G9/xD8QI+H5zcyefJkrFmzBvfv32+z/NixY0hMTMSwYcNgbGwMmUwGjuOg1WqxY8cOAHq/y9aEfJ1Ox/7a2dmB4ziIxWIIhULMnDkTRMSkOpYvXw5A/wUiFArZvpydnaHRaCCXyzFo0CA2WDQ2NmZm5jKZ7BEVfJFIBI7jIBQKERQUxF4vLS1FVVUVBAIBxo0bhxs3bkAsFkMgEMDV1RUGBgaQSCRITEzEgQMHmC4g8P99PnNycpCTk4P8/HxWrMLD81+iVdYH0N+/FRUVbarPGxsbcePGDTQ2NiItLQ0hISEAgD179mDatGmsan7u3LnYt28f5HI5du7ciZSUFKxcuRKTJk1CTk4O+vTpAzMzM7z00kvQaDT47LPPsHHjRsTExGDAgAF45513YGBggNdffx3l5eXMpnDUqFEsitNKXV0dDh48iJMnTyIhIQEnT55kckFFRUU4ePAgdu/ejfHjx7MCKxMTk0d+1PL8i3lWocQ/8+Cnbnn+TlqnLIn0RRcODg5s6lYkEtHChQtp6dKlNHnyZIqMjGRODAqFghVY2NraklKpbDNNy3EcyeVyMjU1ZctEIhFxHMe2mzBhAgEgpVLJ1nnwOcdxFBgYyPZrbm5OBgYGbD0jIyMCQGKxmO2/dZq3dZtWN47WZe7u7hQSEkIikYiMjY1JrVZTeHg4CQQC6ty5M8XFxZGBgQHrkwsXLpCbmxuVlpYSEVFlZSUVFRX9re8RD8/fwc2bN8nOzo6IiHJzc2nkyJHUs2dPqqqqIoVCQcbGxhQQEEBr164lgUBAcrmcJBIJmZiY0EcffURCoZC8vLxIKpWSUqkkoVBI8+fPJ7FYTAYGBsRxHHl4eFBkZCRt3bqV0tPTWUqHpaUlSaVSMjExoR07dlBUVBQZGhqSRCIhQ0NDateuHY0fP578/f2pffv2ZGpqylI03Nzc6I033qDm5maSyWS0aNEiCggIIA8PD5o6dSp16tSJ5HI5rVmzhtLT06lz585syvnEiRMUGhpKarWaQkNDKS8v71m+Bf9awE/d8vD8O5gyZUob39Lbt28jOzsbKSkp+OKLL+Dl5YURI0ZAKBRi4MCBrBBgwYIFqK+vh4WFBZP/MDc3h06ng1AoZFG91r/m5uawsLCAXC4HoE/0NjAwYMeNjo5GSEgIRCIRzpw5A5FIBACYN28egoKCoFAoAAA2NjYAADc3NwD6BPFWseDWqJyDgwMUCgU4jkPfvn3RqVMn5vLQ6upgbGwMuVyOY8eOIT4+HlFRUawtT9Pn8/fw7bffguM45jH7MEVFRfD19f3L28Hzv4OtrS1EIhGKi4uZK0tISAiOHTsGnU4HPz8/9O/fH5MmTQLHcXjhhReg0Wjg7++Pu3fvgohQXl6OkJAQODg4QKvVIiUlBUZGRjAzM8OAAQPQ1NSEQ4cOYfXq1Sz6r9VqYWtry/QxR4wYgTt37oDjOAwdOhRBQUEoKyvD+fPnUV1djdu3b6O2thZ79uyBTqdjgu579uxBU1MTqqurcebMGTZ7cODAAbS0tGDlypWPnLOnpycOHTqEM2fOYO7cuXjnnXf+vg7neSrwAz0enl+hrq6O/W9lZYX6+no2NWlhYYEtW7agX79+sLS0RMeOHQHop3Du3buHkSNHguM4nD59GnFxcaiurkZFRQUEAgFqampgb2+PmpoaGBsbg4jAcRyam5vRsWNH1NTUoHfv3jAwMEBjYyNkMhlrh0AgwMyZMyGTyRAcHAyZTAahUIjo6GiUlJTg7bffhkAgQExMDAD9gJTjOHAch4KCAgBAhw4dYG9vj1WrVqGxsREcx+HYsWM4efIkqqqqoNFosG7dOhgYGKC2tpb1Q9euXVk+TytDhw5FTk4OcnNzcerUqTb6dn8VmzZtQnh4ODZv3vzIa8+66pfnv8uT7Pe0Wi26dOmC0aNHIygoCFqtFtu3b4dOp8ONGzeYZWBlZSVaWlrY4KusrAxVVVVo3749rl27Bo1GA47j8OOPPyI1NRWA/no+f/48SkpKYGdnh+bmZuTn56Ourg4//vgjVCoVOI5DZmYms1UUCoWs4rumpgaff/45Bg0aBJFIxBw2CgoKkJubi+XLl0MikaCysvKR862pqcHgwYPh6+uLxMTEZyqUzvPH4Ad6PDxPgbCwMPj5+WH//v1wcXGBVqvFoUOH8Prrr0MkEuGLL77Avn37oFQqmddqS0sLbGxsmJAxAJbIfePGDbS0tGDcuHFoamqCTCZjjhmA3k916NChqKurQ3FxMfz9/aHVauHr64vr16/jyy+/hK2tLfug79u3LyQSCZRKJY4fPw5A75px7949Jgnx4osvorGxEcXFxYiNjWX5e0ZGRhCJRPD393+sxMyzoK6uDkeOHMGaNWvYQC8jIwPdunXD8OHDmexLK9euXUNAQACysrJQVFSEiIgIBAYGIjAwkOVcZWRkoGvXrnjxxRfh6emJl19+mb0v06dPh7e3N/z8/JCcnAwAT/T+PXjwINRqNdRqNQICAlheFs9/gyfZ7+l0OoSFhcHe3h4BAQEQi8UIDg6GXC7HJ598gsjISACAVCpFVlYWi3orFAoQEfLz81FcXIySkhIYGhrCxsYG5eXlAPQ5uq0+2Hl5eZDJZPDx8QHHcairq8Pnn38OIoKFhQUUCgU0Gg0CAgLw/fffg4jYrIFAIMCwYcNQU1MDoVAIiUSC8vJyzJs3DzNnznzsD6T33nsP3bp1w/nz5/H9998/U6F0nj/Is5oz/jMPPkeP55/Gb8nduXnzJkkkEpabs2PHDvrggw/IwMCAnnvuOfL09CSZTEYcx5G3tzcJhUIKDQ1losY+Pj5kZWVFACg6OpqIiOXyyWQykkqlJJPJaPLkySSTyUgikbDXAgICiOM44jiOhEIhcRxHERERFB0dzQSYjY2NaerUqdTc3Eznz58npVJJ77zzDvn5+VFISAjduXPnWXZxG77++msaPXo0ERGFhobSqVOnKD09nRQKBZN9KSwsJB8fH8rLyyO1Wk1nzpwhIr2QckNDAxERXb58mVo/T9LT08nIyIhu3LhBWq2WOnfuTIcPH6bKykpyd3cnnU5HRER3794lIqKqqiq2bPXq1ZSUlERERC+88AJlZmYSEVFtbS0TT+b5b3DmzBlydnam7t27s2WBgYFkZWXFRNX37dvH7lsDAwPy8vKi0tJSlgtrbW3N8mb9/f2ZHNKoUaNYHp6DgwOlpKQQALKysiJ7e3viOI4cHBwoPDycTExM2P4VCgUJhUJycHCg5557jiwsLMjW1pbMzc0JAJmYmLC84Qdz96RSKa1cuZI6depE5eXl5OjoSET6e6E1R69///60bds2IiKaNWsWW4fn9wE+R4+H59/NL+XuNDQ0QKPRoFOnTlAoFJg9ezbUajUSEhIwdOhQcByH48ePg+M4FgFYsWIFtFotKisrsW7dOgDAhQsXmIxKq3yJVCoFx3G4d+8em+KNiIiAQqGAq6srevTogebmZpw5cwYeHh6wsLAAEUEul+Pnn3/GZ599BiJCt27dcP/+fXz66adwcXHB0aNHcf/+fXTu3Blnz55FZGTkP0r4d9OmTRg2bBgAYNiwYdi0aRMAIDg4mMm+AHoh6NjYWGzYsAFqtRqAPpL62muvQaVSYfDgwbh48SJbPzg4GPb29hAIBFCr1SgqKoKRkRFkMhnGjBmDb775huU/tnr/qlQqLFq0iE1phYWFISkpCcuWLUN1dTXLn+T5b/Bb7Pd69erFKtxbWlpw6dIlzJ07F4A+7aKsrAwikQgymQypqakICwtDc3Mz1q9fD41Gw3JgW3NnKyoqUFJSAplMhsrKSmRlZbH829aIIADU1tbC2dkZAoEATU1NqKysBMdxMDQ0hLGxMTiOQ0REBOzs7ADoq2vffffdNjaBDzN16lS8/fbbCAsL41Mi/q08qxHmn3nwET2efyLDhw+nTZs20ciRIyknJ4d2795N7777Li1cuJCmTZtGvXv3Zr+u7ezsSCQS0dGjR1l13qRJk9iv+1ah48WLF1N6ejr5+/uTtbU1fffddzR06FBSKBR04cIFsrCwYBZorb/QiYgkEgnZ2NiQn58fyeVysra2pq1btxIRkVAopIKCAmpubqbnnnuOtUcsFtPHH39MiYmJbB+tEavNmzfTq6+++ovnLxAIyN/fn7y9vcnPz48+/vhj0mq1RESUlZVFEydOfOx2AOjVV1+ltLQ0IqI2gtSt3Lx5kwYNGkRERBUVFSSTyVgkUqFQkKWlJQ0YMIB69epFFhYWZG9vT59++inZ2NiQm5sbffHFF2xfs2bNoilTppBWq6Xt27ezqsb27duTpaUl5efnExFRfHw8BQcHk4uLC3l6elJQUBDFxsZSt27diIgoKiqKvvvuOyLSR0BCQkLIx8eHiIhmzJhBCoWCrK2t6dKlSxQaGvprl08b1q1bR2+88cZjX/u9++J5NrRaJL799tsUGBjIInjvvfceGRoakkAgIDc3N3JyciITExMyNjamuLg4EolENHHiRDIxMSEzMzMCQIGBgWRnZ0dSqZREIhGJRCIyNDRk97xQKCQTExPq2bMn2djYkEgkIolEQnK5nGQyGYnFYgoICKDw8HAm3C4QCKh3794klUpZlJrnrwN8RI+H59/Pk3J3jh49CpVKxSyJWosaiAiZmZmQSCQIDw9HcXExysvLIRKJkJ2dDQAsGiQQCFgFnkKhgFarRVpaGmpra9G3b1+MHz8eJiYmAPS5ZlqtFklJSTh79izat2/Pcvta0Wg0SEtLw7179/D888+jpKQEtra2aGlpYeu0VgEDgFAoZNp+T0IulyMnJwcXLlzA/v37sWfPHsyZMweAXgj6SbpcUqkUu3fvZonnD6PRaGBra8sEYLdt24aRI0fi+vXrUCqV6NChA2QyGfbu3Yvy8nIWrQAAMzMz5OTkYP369di4cSMAfXK5jY0NOI5jkYympiZ89dVX8PDwQGlpKYgIe/fuhaenJ86ePYuDBw9i9erVeO2115CTkwMAqK6uZlGVr776ih0zPz8f77//PiwtLaFWq5GXl8fyAJ8GT3NfPH8drff5sGHDIJFI0NLSAo7jEB0dDR8fH3h6eqKqqgr19fWQSqUYPHgwTp48CTs7O2zcuBFarRajRo2CUChEUVERZs+eDQ8PD5ibm2Pbtm0sOj927Fh06dIFMTEx+Omnn8BxHNavX4+WlhY0NzdDIpGgffv20Gg0OHv2LLy9vREZGYkhQ4bgyJEjUCqV7LOD5z/Ksxph/pkHH9Hj+SfyS7k7ixcvptDQUBKJRPT222/TrFmzCABFRkaSubk59e7dmyZPnkxhYWHEcRytXbuWRatcXFxY1Onnn38mmUzGftUbGBjQvHnzyMjIiOXgjR49miQSCYWHh5OrqysJhUISi8U0YsQImjVrFonFYgoMDKQePXqQlZUVmZiY0JAhQwgAhYWF0Y4dO4iorX7g1q1bKS4u7hfP/8H1iYiuXr1KZmZmpNPp2uT8ZGRkkL+/P/n7+5NarSalUkn29vYsOmFoaEhGRkbUrVs3io6OJhMTE/Lw8CClUknXr1+nyMhIat++Pcs/ateuHYuWACAzMzOytLSkuLg4EovFJBaLKTY2liQSCYnFYjI2NmbRtlYtwdZ8J6VSSd7e3iySIhKJqF27duTm5kYeHh4sUurv709CoZAAtImyiEQiCgsLY5poAwYMoMbGRhIKhZSenk5LlixhWoVSqZSsrKzo+PHjFBUVRSYmJuTm5kY+Pj4UFRVFffv2pZiYGHJ3d6fZs2c/0s+1tbUUHR1NAQEB5Ovry943nr+OefPmkbe3N6lUKvL396fjx4//4vqt71XHjh1p7dq19PbbbzOduiNHjpBaraarV69SXFwcbd26lezt7am6uppmzZpF8+bNY/vx9PSkGzdukEAgIJlMxqLmCxcupAkTJrD2yGQyun37NhUWFpKbmxsR6aPNnp6e9P777xOR/v4LDw8nMzMzEolENHTo0DZtTk9PpyNHjjzNbuMhPqLHw/Of4Em5O6WlpUhJScGkSZOg0+mwdu1apKSkoF27djh16hREIhGOHDmCH374ASdPngQR4fLlywD0lbA6nQ5SqRRSqRSDBg2Cs7MzwsPDmSbfzJkzce/ePQQGBkIikWDXrl1oaWlBbm4uCgsLIZfLYWpqyuRZDAwMcOnSJZw/fx7Ozs5QKpXYunUrhEIhfHx8EBsb+1T6w8XFBTqdDmVlZW2WL168GJ9++ilycnJw+PBhAGB9U1xcjJkzZ6JLly64dOkSxGIxUlJS8MMPP8DY2Bhvvvkmy80LCQmBQqHAtm3b4ObmBhMTE/j4+KBv375obm7G/fv3sXLlStjZ2eH777+Hk5MTCgsL0a9fP8yYMQNvv/02TExM8Oabb+Lu3btQKpUoLy/H+vXrIRQKYWtri+TkZJiYmKCxsRF79+6Fo6Mj7ty5A4lEgvnz56Nv375oamqCWq3GkCFDIJVKkZycjO7du0MikWDVqlWQSqXs3HNyckBEmDFjBurr69Hc3IyEhATs378f3333HZRKJc6fP4/m5mYcPnwYaWlpyMnJwdatW1mUtxWZTIZvv/0Wp0+fRnp6OqZMmQL99wnPX8GxY8ewa9cunD59Grm5uThw4AAcHBx+07b9+vVDcnIys0SrrKzE0aNHH/t+tUbRH7xuWiPqMpkMrq6uLGqempqKjIwMnDp1Cjk5ObCysmJVsQ9uz3Eci8jHx8djxYoVqKysxOrVq9vINgH6GQE+avzfgh/o8fD8RjiOY1IkgH5K0dLSEi+88AIA/YfxvXv3MG/ePLZOamoqpFIpRCIRunfvDrlcjuTkZCgUCixYsABvvvkmNm/ejMjISFy6dAmrVq3CG2+8gQ8//BDjxo3DrVu38M477+DmzZu4d+8eVqxYAY7j0Lt3byxatAg+Pj547bXX4ODggKysLFy9ehXNzc2YP38+jh49Ci8vLxQVFcHAwADW1tYAgKqqKgQHB2Pz5s04fPgwMjIy0K5dOyxYsABffPEFa3tJSQk+++wzAPoB5+zZs9n052/lcV9kDxcrAEB9fT3kcjk7vlQqRe/evZGdnQ1ra2v06dMHlZWV+OGHH7Bv3z54eHgwH+GIiAiUlZXh3r17CA4Oxs6dO1FbW4uTJ08yzUAivddwhw4dUFVVhczMTAD66eZvvvkGH330EYj0RSqZmZlQq9UwMjLCokWLUF1djTt37mDAgAEoLi4Gx3Ho0aMHBAIB6urqIJfL0djYCG9vbzQ1NWHnzp1obm5GS0sLoqKi0LlzZxAR7ty5g507dwIAPv74Yxw5cgRmZma4evUqgoODkZCQgHPnzkGlUuHSpUtwdnaGubk55HI5Bg4cyNr8YN++88478PPzQ48ePXDz5k0m8cLz9Ll9+zYsLCzYAMrCwgK2trYA9H7PAQEBUKlUGD16NJqamgDor+uKigqMHj0a8fHxmDhxIvOpXrJkCW7evIkPPvgAALBx40ZUVVVBrVa3KRB6EI7jmFxPu3btMHDgQFy9ehUikQibNm3C9evX8cILL+CFF15AfX39I9tnZWXhxo0baGpqQmlpKaZOnYqdO3eic+fOyM3NRVFREVauXIklS5ZArVbj8OHDT5QR4vn3wA/0eHh+I63RloaGBgDA/v372+SDPQmRSISxY8e20aDz8PBAcnIyYmJiMHPmTGRmZqJTp064cuUKAH0kcMGCBXj//fcxadIkdOjQAZWVldi7dy+mTZsGuVyOqVOnoqKiAp6enjAwMMD69euRmJiIyMhIKBQKjBkzBnl5ebCzs0NTUxOLEh44cABnz57FBx98gICAgDZtLSgoQEBAAE6fPo3q6mo20AP0ThO/Z6B37do1CIVCtGvXrs3y6dOn48svv0RDQwMbBHXq1AkCgQBz587Fli1bUFFRAaVSCSLCmDFjsHz5cri6urL9Amjjt+vo6AidTof4+Hj069cPhoaG+Pjjj+Hu7g5APyi6desW1q5di4MHDyI9PR0ODg7QaDSsPxsaGvDzzz+DiFBXV4eKigoYGhpi+PDhMDQ0REpKCuzt7WFkZISNGze20ROrr6/HunXrYGZmBhMTE+Tn54PjOBw8eBDz58+HTqeDtbU1+vXrB47jkJOTg4iICBgZGaFHjx44duwYioqKIBAIcO7cOURFRT1S4fhwnmVaWhrKy8sfG83hefr06tULN27cgLu7OyZMmICDBw8C0Iujx8fHY8uWLTh37hw0Gg0+//zzNtva29uzaJ61tTXat2+PxMRE5Ofno6KiAt999x0OHjyII0eOYNeuXSyf93GEhYXB19cXb731FiZNmgSNRgO1Wo19+/bB3d0du3btwvLlyx9xp7lx4wbGapxKKwAAIABJREFUjx+POXPmYOjQoQgMDISzszP69euH+fPnY+TIkXBycsL48eORmJjIrtHw8HAcP34cZ86cwbBhw7Bw4cKn3LM8fznPas74zzz4HD2eZ0FrBV1r9eqIESNowYIFv+oJKZfLWdUdx3E0bdo0SkhIIC8vLzIxMSFra2sKCAig69evk4GBAVlaWpKpqSlFRERQbm4uBQUFkYmJCQUHB5NYLCaVSkUFBQU0aNAgcnV1pejoaBKLxSSXyykiIoJ8fHzIxsaGPv/8cxKLxfTDDz9QSEgISSQSGjJkCMv5c3Z2pnv37tGVK1fIwMCArKysSCaT0bhx44iIaOjQoSSTycjf35+Sk5MpJCSEjIyMyN/fnz755BM6f/48derUifz9/UmlUpFcLmd9VVZWRj179qSZM2cSUVtdroKCArZebGwsyWQyys7OpoiICBo6dCgZGRmRVCql6OhoioyMJA8PDyosLCRbW1sKCwsjtVpNjo6OZGFhQQqFgiorK2n06NEkEAjo2rVrFBcXR8bGxrR161Zat24dubu7EwA6cOAAEem1B+3s7Oj06dNkampKY8eOJSIisVhMiYmJtGrVKrKxsSFLS0uSy+Xk4ODA8ikFAgGJxWISCAQUHBxMffv2ZVqFX375JSmVStqxYweZmZmRQCCg0tJSKi4uJgD0/fffU1xcHHEcx86/VRvRy8uLhEIhCQQCqq2tJTs7OzIwMKDKykqqr68nlUpFWVlZ7DokIkpJSaGEhAQiIvr5558JABUWFj7FK57nYTQaDaWnp9PMmTPJysqK1q1bRzk5ORQREcHWOXDgAA0YMICIiBwdHZm2XlZWFkVFRRGRvvJ70aJFbJu4uDjasGEDe/6gl/SDPJwHS0RkbGxMd+7coerqanrllVfI19eX/P392f2Ynp5OLi4u5OPjQzdv3mTbteYHtvJgfuCDbcvNzaWePXuSr68vubu7U0xMzG/uL57/D/gcPR6efwfDhg3D5s2b0djYiNzcXISEhLDXnuQJqdFokJSUhOnTp0MkEsHY2BilpaUICwuDWCyGUqlEQUEB+vXrB6FQiP79+2P58uXIyclB165dcevWLdy/fx9jxoyBlZUVNBoNm0YsKyvDV199hQ8//BDNzc3Iy8vDmDFjIJFIkJ2djSFDhmDMmDHIz8+Hra0tMjMzMXHiRJiYmCA1NRVyuRyHDx9GY2MjdDodTp06hZKSEhw6dAgLFiyAq6srcnJysGjRIixYsAARERHIyclBYmIiVq5ciUmTJiEnJwfZ2dlobGyEWq2Gj48PevTogV69emHWrFmP9GFKSgp8fX3h7+8PuVwOoVAIPz8/iMVi5ObmoqGhAX5+frh27RqmTZuGO3fuoHfv3qipqcGECRPg5OQEpVKJiooK1NfXY+PGjejevTt0Oh1cXFyQlpaGlpYWTJw4EZWVlRAIBBCLxRg0aBBkMhk0Gg369+8PtVoNOzs7fP3115BKpWhpacHevXvRtWtXjB8/HjU1NWhoaEBpaSkEAgGuXbuG119/HUQEnU6Hy5cv49ChQ7CxsUFzczPefvttyGQyxMbGQiwWQygUIiIigjlpPByRA4Di4mK4ubnh4sWLeOmll6DT6dC/f384Ozujffv2GDFiBNRqNQYNGsQcVVp5+eWXkZ2djaCgIKSlpcHT0/NpXuo8j0EoFKJr166YM2cOVqxYge3bt/9iXqRIJGLV8r8WbX0wp+6X9vkgD0bNlyxZAisrK5w9exbZ2dlMcxPQe17LZDKcOXPmF4/xuGt04sSJLK3giy++4KPG/0J4JU8ent+Bn58fioqKsGnTJjz//PNtXqupqUFcXByuXLnChFIB/RTj/Pnz8eKLL6Jdu3Zobm6GlZUVdu3ahbq6OmzcuBE9evQAAGzfvh0LFy7EwYMH0djYCGdnZ3z99dcICQlBfX09hg4disWLFwPQJ01/8MEHsLe3x5QpU7Bq1SrExMRg8uTJSElJARGhV69emDx5MpKTk2FjYwOpVIqVK1fCwcEBLi4uEIlELPeroaEBMTExkEqluHLlCtq3b/+LfREaGooPPvgAJSUlGDhwIPtCexxdu3ZF165dAQDLly9/5PX8/HysXLkSHTp0AADMmDED1dXViI6OhpGREXbt2gU3NzfEx8eja9eu+PbbbyEUCuHk5IRXX30V77zzDjiOg5+fH+7evYt79+4hMzMTrq6uOHfuHN5//328+OKLAPTFKCtWrAAAnDt3jrVBqVRCKBSiQ4cOeP3115GZmYnQ0FDMmTMHiYmJrJ87duyI0aNH4+7du8jIyMDixYuxZs0a9OrVC0uXLgUADBkyBJaWlnjvvfeQkZGBy5cvo0+fPsjLy8N7773Hjunq6sq2EYlEiIqK+sVpO+D/y3ZYWFjg2LFjv7guz9MjPz8fAoGAXaM5OTlwdHSEp6cnioqKUFBQADc3N3z99ddM8NjJyQmnTp3Cc889h+3bt7N9GRoa4t69e3+qPeXl5Rg/fjwSEhLAcRzzzhYIBPjqq6/aTP2bmJiwa1SpVKJr166IjIxEWloau0YtLCxgZGT0SNtqampYisqDMkI8/yKeVSjxzzz4qVueZ0HrtMmcOXPIzMyMcnNz20xJxsXF0dKlS4lIb7/VahWkVCqpoKCAli5dSsbGxtSuXTuaNWsWVVZWUmhoKDk6OtKcOXOooaGBTE1Nqbi4mIiIzMzMyMbGhmpqasjIyIjs7e3bSGg8eGwivQTDhAkTiIjI1dWVVq1aRc899xxlZGRQaGgoOTg4UGlpKa1atYq8vb3Jzs6OLl26RKNGjSJ7e3uqra2l0NBQ2rJlCzuHVgHgxx2PiNh5OTs7008//fSH+zY7O5tCQ0PJy8uLVCoVDRgwgE15HThwgNRqNfn6+tKoUaOosbGRiIhkMhmZmpqSp6cnTZkyhQDQuHHjSCqVkru7O/n6+lJ4eDgplUqSSqXk4eFB3bt3J7FYTKNGjSJHR0cyMDAgV1dXcnZ2JgDEcRxJpVKSSCRkZWVFCoWCnJycqEOHDmRsbExKpZJMTU2ZyLOjoyMplUry8PAgDw8Pkslk5OnpSd7e3mRjY0M+Pj4UEhJCZ8+eJSKi/Px8JoVx6NAh2rFjBzk7O1N4eDglJyezqT2efx5/5Bo9dOgQdejQgcLDw2nKlCns/X34OmiVV2nlcVO0RI+Kki9atIiJkl++fJlUKhWFhITQ9OnT2T4evG+vX79O3t7edPz4caqsrKR+/fqxbfhr9K8Fz3Dq9pkP2v7Igx/o8TwLWj84b9y4QSkpKUT02zwhFQoFc5gYM2YMicViSkpKooaGBiovL6ewsDAyMjJiA4X6+nqqra0lY2Nj8vX1JSIib29v4jiOKioqqLGxke7fv/+LA73u3bvTrl27KDExkczNzUmpVNLWrVupoKCA9u/fT7GxsRQbG0vffvstrV27lhQKBdXW1lJlZSWpVCrasGEDVVRUUPv27dn+s7OzKTIykj2/evUqO69JkybRkiVLnnqf/xJKpZLOnj1LgwYNooaGBub72ZovlZCQQLNnz6aqqio6cOAA+fv70+rVq6lz584UGhpK7777LgUFBZGZmRndunWLjI2Nydvbm7Zt20ZjxoyhlpYWqqmpoerqaiovLydnZ2fS6XRUWFhIHMexa0Amk9HatWtZn7Ty7rvv0rJly/7WPuHh4fln8iwHevzULc//LEKhECqVCi0tLRCJRIiLi8PkyZMhEAiQnZ2N9evXP9bNwd7eHrGxsdi4cSOTVwD0npBxcXH45JNP0KlTJ5SXlwPQT0P6+vpCLBbD2toad+7cQVZWFlxcXJhcw08//YSgoCDMmDEDKpUKTk5OGDBgABwdHQEAO3bswLhx4xAcHIxbt27ByckJKSkpbdoVGhqK7OxsuLq6QqvVYsiQIfDy8kJ8fDyys7Px4osvYuLEiUhPT4dQKISjoyPeeecdXLx4Effu3UNoaCgA/dRm586dYW5uzir8nnvuOcyfPx8ikQj+/v6Ij49HY2MjNmzYALFYDK1W2yZf8UFaHUP+Ch6cSheJRPD19cWNGzcAAJmZmdi+fTtKSkrw0Ucf4cKFC1iwYAEAYNSoUWhpaUH//v2xYcMGaLVamJubQ6PRQKVSITk5GdOnT8e1a9dQUFAAgUCAmzdvIjAwEPX19RAIBKz62sHBAYsXL4ZYLIaFhQXi4uJQXV2Nuro6xMTE/CXnzcPDw/ObeVYjzD/z4CN6PE+DB6dHSktLqXv37qxK9Nd43DRmKy0tLb9pHw9W5P1Wxo0bx6JHD6LT6ahz5870+eefs2VnzpyhQ4cOPXFfD0/N/hl+yZv1r+LhqXS5XE579+4lExMT+uCDD8jf35+uXr3KPGnt7e1p165d5OjoyPx0Fy1aRD4+PlRYWEgdOnQgd3d3IiKqrKyk1157jczNzWnmzJnU0NBAAoGAjhw5QoWFhWRpacn8eD/66CMaOXIkTZ48mUQiEWVnZ7M++TU3ER4env8NwFfd8vA8W9q1a4dVq1ZhxYoVICJkZGQwIeSDBw9CrVZDrVYjICAAtbW1mD59Og4fPgy1Wo0lS5YgNTUVgwcPRt++fdGrVy8UFRXB19cXAKDVapGcnAyVSgU/Pz8sX74cy5Ytw61bt9CtWzd069btkfY8ToD1yy+/xP/93/9h7ty5ePnll9usn56eDrFYjPHjx7NlarUaERERICK89dZb8PX1hUqlwpYtWx45XmpqKhISEtjzF154ARkZGQD0Eb5p06ahY8eO6NGjB06ePImuXbvCxcWFCQADep2u3r17w8PDg3nctm4P6IsIunfvjsDAQKhUKnz33Xe/9216LKNHj8bMmTMhEAggk8kQHByMtLQ0mJubIy0tDWVlZXj99ddhYWHB/HJ//PFHHD16FFlZWW2KZurq6nDr1i0oFAr4+PggJCQEZ8+eRadOnaDT6WBmZob79++zZHWdTofq6mo4Oztj4cKF0Gq1MDIyQktLC9LS0p7K+fH8b1BSUoLY2Fh06NABrq6umDRpEpqbmx+5Nx/k+eefZ6LjPDxP5FmNMH/tAb1v5ccPPE8GMJt+R0TvYc++hxNen8TDCa8ff/wxS3j9pWM9KcLzW9rG8/fzuIRnExMTunPnTpv384UXXqDMzEwi0vuLtrS0PPJ+r1u3juzs7KiyspKI2kbLPvvsMxo4cCCL9LWu86SIXkNDA9nb21N+fj4R6fX6WvPfnnQNL126lCZPnvzY89y2bRv16NGDNBoN3blzhxwcHOjWrVtt2vhwRK5Pnz6Unp5OREQAaM+ePUSkz0Ps2bMnNTc3U05ODvn7+7Ptra2tqaKigurr68nHx+cR3bfWnDciovLycnJ1dWU5fq0AoKSkJPa8NfL2OB5+/5RKJfMR/eabb8jBwYGCg4NJLpcTAAoICKDk5GRydHSknj17Us+ePcnFxYVcXFyosLCQAJCRkRGJxWISCoWsGMPLy4usra3J2NiY2rdvT126dCETExOaNWsW7d+/n+RyOVlaWpKPjw/FxsaSk5MTRUVFUUJCwiMRPf6+53kcOp2OOnXqxKL1Go2GRo8eTcnJyc8kWs7z9AEf0XssTQAGchxn8Uc21mg0f9izTy6XIycnh/kJ7tmzp02E4mnA+wn+M9Hfj2152LJLJHp8amvPnj1hZmb2yPIDBw5g/PjxbLvHrfMg+fn5cHZ2Zq4OcXFxOHTo0O89FUZmZiZeeuklCIVCWFlZISoqCllZWb95e4lEgt69ewPQO3ZERUVBLBZDpVKhqKiIrdezZ88/bdkllUrxzTffoKKi4lfb1Soz8uDz8PBwxMTE4OrVqyguLsaJEyfw/PPPw8HBAadPn8aiRYtQVFSELl26oFevXigtLYVIJEL//v2hUCgwZcoU+Pv7w83NDUKhEFOmTMHFixfh4eGBcePGwcrKCuXl5di5cydmz54NkUiE6OholJWV4fz589ixYwcKCwuRkZGB5cuXIzU1tU0b+fue53H8/PPPkMlkGDVqFAB9/vCSJUuwdu1a1NfX49atW+jduzc6dOiAqVOnsu2cnJzYvfLJJ5/A19cXvr6+j+Tv8vxv808e6GkArAKQ+PALTU1N6N69O/z8/NC9e3cUFxcD0Js1JyUloVu3bhg6dOgjnn0AcOjQIXTp0gUuLi5sGueXeHhKr6ioCBEREQgMDERgYOBjP7SzsrIQEBCAa9euoaqqCv3794efnx/vJ/gP57daduXl5T12e6VS+ciykpISHD16FPHx8Y9Mx1RVVT2y/uzZs39Vq2rFihWPXLs+Pj44derUY9d/3OD1YR4UdgXairuKxWImpCoQCJiwq0AgYEbpwKNiq3/EsutxdnGtXL9+HWFhYTAyMoJCoYCjoyMmTZqEESNGICYmBnZ2do/c96NGjUJ+fj7u37//2Ps+KCgIHTp0wIwZM8BxHBISEpCVlYW8vDwEBwdjyZIlICJWeKLRaKDVapGUlPRI+/j7nuePcuHChUc0EY2MjNC+fXtoNBrk5OQwi7UtW7awgqNWTp06hXXr1uHEiRM4fvw4Vq9e3UYcmed/m3/yQA8APgXwMsdxxg8uvHHjBkaOHInc3Fy8/PLLePPNN9lrly9fxoEDB7B9+/ZHPPsAvTF1ZmYmdu3ahenTp/+mRri4uECn06GsrAzt2rXD/v37cfr0aWzZsqXNsQHg6NGjGD9+PL777ju4uLhg1qxZCAgIQG5uLu8n+A/mYfHRB7l69SpUKhWmTZuGoKAg5OXlwdDQkJmLPwkiwsCBA9GzZ0+Ehobi4sWLqKurw5QpUwDoB1CP24elpSUTYAXQRoD1SURHR6OpqQmrV69my7KysnDw4EFERkZiy5Yt0Gq1KC8vx6FDhxAcHNxmeycnJ+Tk5ECn0+HGjRs4efLkLx7vcezfvx9VVVVoaGjAjh07EBYW1ub1mpoatGvXDmKxGOnp6bh+/fpj9/PGG28gLS0NNTU1jyy/ffs2li5dihUrVkCtVqOurg5nzpzBnTt30L9//0fu+9aqZY1G88h9/zgXgPT0dISEhEClUuHkyZPQaDQoKyuDRCLB119/jdOnT2PDhg1thJYB/r7neTLffvstOI5jPxAfzN9t5eEfY605wkQEjuPQvXt3GBsbQyaTwdvb+5F7JzMzEwMGDIBSqYSBgQEGDhzIghs8PP/ogR4R3QOwHkCb0VRdXR2GDx8OABgxYkSbKaLBgwdDKBQ+cZ/9+/eHQCCAt7f37/r13HojtrS04LXXXoNKpcLgwYNx8eJFts6lS5cwduxYfP/998xVIDMzEyNGjACg/zKurKx85AsM0Ed+YmJioFKpsGjRIly4cOE3t43nj9HQ0PCHLLuee+45+Pn5MamRx0WfAOD+/fuQyWT4+uuvUVhYiICAAJw4cQJffPEFtm7dCh8fH7av0NBQNgUjFovRtWtXBAUFQaFQYOfOncjIyEB9fT3b98ORaY7j8M0332Dx4sWQSCSQyWQYO3YsbG1tYWpqiosXL8LMzAxWVlZwcnLCTz/9hNjYWBQUFODq1att7Nj8/PwgFAofG3H8JcLDw5+KZZeRkRFGjhz5iLTN4cOHYWdnh1GjRmHEiBE4cuQIlixZgoKCAvj7+7OB2+XLl7F8+XLWnyKRCEKhEGvWrEFcXBwKCwuxYcMGGBoatunP+vp6DBkyBKNGjcK5c+cwZswYNDc3IyoqCqdOnUJSUhJUKhWGDx+OpqYmDBkyhH3+DBkyBDqdDn369MHVq1eRmZkJW1tbhISEYMqUKcjLy8OVK1ceOVf+vv9vwnEc+0G3adMmNsh/Ej4+PtBqtVi8eDGICCtXrkRGRgbOnz+PnJwcSKVSTJgwATt37oRQKMT06dMxevRoAMCGDRuwe/duAPrvt44dO2LlypVstqlr167Izs7+i8+Y55/Mv0FHLwXAaQDrnrTCg7/MHzd99iB/1k9wzpw5zE9Qp9NBJpOx9WxsbNDY2IgzZ84wfbXHHeNJfoJJSUno168fMjIyMHv27N/UNp4/zoMWQQ/za5ZdgL4y9kHi4+PZ/05OTkhKSkJhYSEOHz6M/Px8FBUVwcLCAnZ2dti/fz9sbW2xZMkSfPLJJ9i5cydMTU3Z9i4uLkhMTGQDzxkzZmDNmjVITU1FfHw8bt++jYMHD+LKlSvo2bMnUlNTMWrUKLRv3x4XL15ERUUFOnXqBAMDA3Ach9raWuTl5WHo0KG4dOkSLl++jLNnz2Lp0qVYvnw5UlJSsGPHDuzYsQOnTp2CWq3GkSNHMHDgwDa5cA9fl62vxcfHtzn/x63zeyy7Jk+ejMDAQJazBOijcoGBgew5x3EwMjKCUqlk+Y/ffvstjhw5gldffRUWFvr0XqFQCFNTU1hYWCArKwtKpRJ3795FSUkJDA0N0dzcjNu3b0Mmk0GhUGDhwoV45ZVXsHr1ahARzp8/D2dnZ1y5cgWXL1/GiRMnMGjQICxduhTnzp1D3759oVAoMG/ePBQUFGD58uUgIgQFBWHMmDHgOA5mZmZYtmwZzM3N25wnf9//N2nNNZ04cSKOHDmCV155BWvWrHlkvaKiIowYMQJ1dXUgIvzwww/sWjMwMIClpSVSU1Ph5uaGWbNm4eDBgzh37hxKS0tx+vRpSCQSnDhxAv369UNSUhLGjh2LW7duoa6uDkeOHEG3bt1w4sQJbN++HUFBQairq0NsbCzu3r2LlpYWzJs3D7Gxsc+gh3j+Tv7RET0AIKIqAP8H4NXWZQYGBtj8/9q78/gar/yB45+Tm1UsISQkYonaEgmxxZLFoLS0RQlSUwmjphq0ik51aHWhVTGGamuprX5Kai+KomJXsSTBIEpiiTU0kYjI9v39cW/uJATtFOE679crL889z3qP89znPGddvBgwtvsJCAgodt/fU712P8XNJ1ilShWsrKxYsGDBHfMJrl27lvfee888NEXBfILAHfMJFr42PZ+g5SmodgFjKVVBtVxWVhb29vZcvXqVcePGUb58eTp06ECzZs3M7U0Bdu7ciZOTk3l+2iNHjhAdHc369etJTk6mYcOGeHl5cfHiRbZv324uwTMYDFSsWBEbGxv8/f3p168frq6u5nRbtWpV2rdvT1hYGDExMSQlJTFo0CACAgIYNGgQc+bMKfHSpQoVKtCzZ88iD8eaNWty/PhxoOh9XxDPW7ZsYcKECQwcOPCOTPzgwYP56KOPKF26tHnA48uXLxMeHs6ePXvYu3cvSilef/11kpKS6NSpE9evX6d27dpYW1sjInh4eLB//362bNkCGF/sbG1tKV26NDNmzOC9994jLy+PpKQkgoKCmD17Nh07dsTT05PMzExOnDih7/unREFb0549e3L+/HlEBAcHBw4cOMDVq1c5c+YMzZo148UXX+TcuXMcPHgQg8HAtm3b6N27N7GxsVy+fJkff/yRevXqcerUKf7973/z1VdfUbVqVcqWLYutrS3Xr19nw4YNhIWF4ejoyIwZM9i3bx+3bt0iOTmZ0aNH07hxY6ZPn05+fj6DBg2icePGHDhwgKZNm9KrVy+8vb2LrcnQLMdjn9EzmQSYe996eHgwd+5cfH19WbBggXlS8Nu9+OKLrFixokhnjN/jXlV6b7zxBvPnz6dFixYkJCTcUYLo6urK6tWriYiI4JdffmHs2LHs27cPX19f3n33XfOP+e3XNnbsWEJCQggMDDSXRGhPNm9vb3OVSWhoKPPmzePs2bOkpaXh5uZGqVKlOHHihHnWjMzMTBYsWMDly5cBY0+8Jk2a0KZNG9LS0li3bh07duwgJSWFPn364Ofnxw8//ICtrS2BgYGEhoby448/0qxZM7y8vDh79iyjRo1i7ty52Nra8vLLLxMfH8+RI0d49dVXqVOnDgMGDCAxMZGffvqJ5ORkAgMDKV++PO+8884dHSUeteHDhxfpffvuu++yZ8+eIvf99evXzRk3T09P0tPTqVevnvneKmjL5OHhQWpqKjt37sTR0ZGJEyeSlZVF9+7d6datG5MmTSIrK4s1a9YAxgyYn58fI0eOBIxt9y5dusTIkSO5evXqHc1DqlSpwurVq5k6dSopKSmMHTuWxYsXk5CQgIuLC19++SVZWVn6vn+KREREsH//furXr09sbCwNGjRg0aJFfPTRRzg7O7Nnzx4iIyM5c+YMPj4+5OXlkZuby9///ncGDRqEjY0N5cqVM9cOeXt7U61aNfMLhoODAw4ODmRkZJCdnY2VlRWlSpUiIyODb775hkqVKmEwGLCxscHW1paQkBBq167NzZs38fX1JSYmBqUUP/30E1u3biU+Pr6EY0x7aEpqXJc/86dnxtCeBPn5+dKkSRMBJC4uTurWrSt+fn7i6OgorVu3lurVq0v58uXFzs5O6tSpIw0bNhQHBwfx8vKSDz74QGxtbaVy5cpy8eJFqVy5svj5+Unr1q3F1dVV5s+fLzVq1JCcnByxtraWMmXKSPXq1cVgMEh0dLQkJCSIwWCQatWqyYQJE8TX11dq1qwprVu3FkdHR3F0dJQzZ87I0qVLxd7eXj7//HNxcHAQe3t7sbe3l+Dg4Mdu8vKC+Jw/f75cuHBBQkJCpEyZMlKhQgXx8fGRPn36yLFjx6R+/fpy+PBhERHz7BeOjo7i7OwscXFx0q1bN2nfvr2EhYVJ7969xcnJqch4dwXj8y1btkw6dOggubm5cvnyZalWrZpcuHDhjjEUg4ODJSYmRpKTkyUoKMi8rlGjRuZZMsLDwx+7+NQeHkdHR0lKSjLPv2xlZSVlypSRSpUqibW1tVhZWYmdnZ1UrFhRlFKSmpoq1tbWApjvV2tra6lWrZoYDAZxd3eXt956S4KCggSQGjVqiI2NjQBibW0tu3fvFnt7e1FKibOzs3h5eYmVlZWMGzdOypQpY97n3//+t/Ts2VM2bdok7u7uAoidnZ04OzvLokWLSjraLBp6HD1NszxKKVasWAFA9+7dSUxM5OjRozSRK6QKAAAgAElEQVRs2NC8jZWVFVFRUVy4cIHMzExKly5tniO3bt26ZGRk0KtXL8qVK4eTkxPJyclYWVmxY8cOunfvzo4dO8jPz6d169YkJibi4uJCp06d8PHxoXLlyuTm5rJixQrOnj1Lu3btsLa2pmzZslhbW5OQkMDRo0cpV64cM2bMYNasWTg6OqKUwsHBoUTi7F4K4nPJkiXUrFmTLVu2EBYWxvnz5+nRoweZmZnUrVuXhQsXEhISwsmTJ4vs//HHH9OlSxeuXbtGvXr1uHnzJrt27aJLly7mWVAK69atG76+vjRs2JC2bdvy+eef37PUzc3Nrch4m7q07un24Ycf8swzz+Ds7IybmxuhoaFUqVKF3NxcatasaS7hdXFx4eLFi+ahikaOHEnt2rXJzc01l/BdunSJgIAAatSoARjbuxb0/HZycuLy5cvk5OQQGBiIo6Mj586dw87ODh8fHxo3bkzp0qWxsbFh2bJluLi4MH78eG7dugUYh2bp1KlTiZfgaw9RSeUw/8yfLtHTniTG28w4J6u9vb1UrlxZwsLCpHPnzhIaGipNmjSRKVOmiIjI2rVrpXr16vLBBx+Ih4eH/P3vf5eUlBTx8PCQ5ORkee2118TLy0uaN28uhw8flpUrV0rLli2lc+fOcvToUbGyspLBgwfLlStXJD4+XqpXry4HDx4UDw8PiYiIMJc+1a9fX1q2bClLly6VF154QXx9fSUvL08+/vhjcXBwkLlz55ZgjN3b5s2bJTAw8I7w9PR0adu2rfj5+UmDBg1k5cqV5nUFpXSFZwPx8fERe3t7adiwoWzbtk0OHjwo/v7+4uPjI127dpVr166JiLHEbtSoURIUFCSRkZESFhYmQ4YMkZYtW0rNmjXNM5UUPnZiYqIEBASIn5+f+Pn56dkwnjKOjo5SoUIFGTdunIwcOVKcnJykZcuWMnjwYLG1tRVXV1cREfn555/FYDCIvb29+Pn5iZWVldy8eVMWLlxoLgW0sbERpZTk5eXJli1bpHz58uLo6CidOnUSd3d3MRgMsmnTJrG2tpaQkBBZtmyZjBkzRpydnSU+Pl7Kly8vBoNBnJ2dxdnZWfz9/cXFxUUMBoNUqlRJ1qxZIy4uLo/1PW8JKMESvSeh162mWYT+/ftjZWXF+PHjzWFTp06lUaNGTJo0ienTp1OqVCnzOk9PT9asWcPmzZsZM2YMbm5uPPfccyxYsABfX1+8vb155plnGD9+PNu2bWPMmDHm3qXJyck899xzXL16lfDwcHr06EF2dnaRYzs7O7NgwQLi4uJo3bo1Xl5eXL58mSpVqjzSePmjDh8+TJMmTe4IT0lJwd7envT0dHJzcwkLC+PSpUtFetoX9sMPP/DCCy8QGxsLYJ6HODg4mPfff58PP/zQPMNAamoqW7duBTD3et6xYwfHjh3jpZdeokePHkWOXTDepr29PSdOnCA0NFQPcfGUyczMZMaMGeTn55OWlsaRI0cYN24cx48fp3z58vj6+nLz5k0cHR1p3rw59vb2NG3alM6dOxMbG0u7du1Yv349W7ZsoX379lhZGSvg/P39AeN4svb29uZZXHbt2kVoaCibNm0iJyeH77//niFDhuDu7s5PP/1ERkYG4eHh1KxZk127dtGtWzd2795N9+7dzePMapZJV91q2kNW0GGnatWqjB49mszMTPNQJBUrVmTJkiXY2dlRvnx5nn/+ecBY7RceHk7Xrl05ceIEr732GgAvv/wywcHB5mFH7OzsmDBhAkFBQSxZsoTVq1ezcOFC3njjDQYMGICbmxuxsbH4+voCxp7fBePb9evXj5UrV/Lhhx+yf/9+XF1defXVV3n++efvOlTK40pECAkJISsrCwcHB8qWLUtGRgbDhhWdWKfwTB6FpaWlkZqaah6Y+vZp53r16lVk+/uNx3mv8TY1yzdp0iT69u3L6dOnOXv2LPn5+TRq1IgdO3Zga2tLVFQU8fHxbNy4EQ8PD1auXMlvv/1GmzZt2Lx5M3379qVjx45YWVkV6YkPxuGC1q1bR3x8PM899xzvvvsuTZs2pXr16vz666/8+uuv2NjY8Pzzz5OWlsa8efNo2rQp8+fPp0aNGixatIjExERWrVrF5cuXee6554iIiHji7nntDyiposQ/86erbrWn1Y0bN8TT01NSU1NL+lJKzKZNm+6out20aZPUqVNHevbsKdnZ2SIi4uHhIU5OTvLll1+KwWCQF154QVq2bCne3t7y+eefi6+vr9jZ2cn7778vqamp4uHhIR999JHUrVtXWrduLU5OTjJx4kQJDg6W//u//zNX63p4eJiruYKDg8XGxkaaNWsmNWrUkBo1aoiIsRPI8OHDJS8vT3JycsRgMDzSONIeDUDefvtt8+eJEyfKBx98IMHBwbJu3TrzNn/9619lypQpUq9ePXn++eelYsWK0rlzZ0lMTBQPDw/59NNP5bfffpOmTZvKypUrJSEhQXx8fKRRo0YCiI2NjYiIbNmyRZ599lmxtraWiIgIiYiIkLlz58r58+elWbNm4uPjIw0aNJB58+aJiMjKlSulZs2aEhAQICNGjJDg4GD5+uuvpX379lKlShXx8PCQ3r17S1ZW1qOPvKcMuupW07T72bRpE/379+ftt9+mXLly99/BQnXp0gVvb29mzZplLulct24dFSpUKDLF2tmzZ/Hy8iI3N5f8/Hzmz5/P9evXadOmDXFxceaG8fv37ycuLg47Ozu+/fZb4uPj+eijj9izZ4/5nGPHjuWbb74hODiYhg0bsmTJEnMJiIiwd+9e5s6dy5AhQwBjCWHVqlWxsrJi/vz59xycW3tyFQyMPGrUqCIdbgrGUQVjif7hw4eZOXMmQ4cOZd26dYwaNQowDqxeuMQuJibGvFwwP3K7du0oW7YsYBzI/ejRo+YhmKZNm2bevrhpC7t06VLsgMgDBgwwDzKuWT79P61pT4j27dvfUY3ztFqxYgVvvfUWn332Gfb29ogIjRo1Mk+x1qhRI+rVq4eIcTBlg8FAhQoVuH79OhkZGezYsYNSpUqRmJjIrVu3OHHiBF27dmXRokX4+/vj6enJwIEDAWN1b3p6urlat1atWuZ2fYD5gdmgQQNycnIA43ib3bt3Z8mSJfzlL3+574w92pOpYGDkyZMnM27cuCLrCgbbv3nzJhcvXmTSpEmMHj2aV155hTfffJOYmBicnZ15+eWXsbOzIy0tjRo1arBixQoMBgPlypXj22+/NVff1qlTB3t7exwcHOjZsyc//vgjDRo0IDc3Fzs7O2xtbcnOziY9PZ1Tp04xdOhQjh8/TsuWLWnZsiW9evVi0KBBfPfdd/j6+tKkSROysrLYt28fV65cwWAwsGTJEjw9PXnnnXdYt24dSilGjx59R9MF7cmiM3qapj2Whg0bRvXq1XnrrbcA6NixIx4eHoBxKBMPDw9atGjB22+/zcKFC4mIiKBatWpUqlSJ999/HycnJ1xcXIiPj+fvf/87YOyE8vrrr1O1alW+++47bt68yZEjR+jatSuXLl3CwcGBZcuWUbt2bWxsbPj000+JioqiVq1aNG7cmJycHCIiIkhKSiIpKYm9e/fSsWNHKleuTO3atalcuTJgLNGxs7Pj5s2bJCQkmEtgNMsTERGBr68v77zzTpHwN998k2HDhrFhwwbmzZtHSEgII0aMwGAwYGdnR0ZGBp6eniQkJODj48OePXvYv38/GzduxN3dndTUVFJTU7l27RphYWFYWVnxxhtv8Le//Y3s7GyOHj3KmTNn6NevHzExMSxfvpzMzEzatm0LwGeffYanpyeVK1dm0aJF1K1bl7S0NPr160fp0qXJyMjgu+++Y8qUKXTr1o2srCzy8/NZvnw5sbGxxMXFmadSDAoKeuw7aWl3pztjaJr2WGrVqpV5Yvb8/HxSUlKKTMu2a9cuWrduDRgnji9fvjwjRoygT58+DBkyhOHDh1OrVi1sbW2LHPcvf/kL33//vbk6NTIykmHDhrF582bc3NyoWLEiGRkZ5vWurq7Url2bKVOmsGXLFt577z2CgoIA4yw6ISEh2Nvb4+joSGZmJmDsNBMTE0NcXBz169cvdp5TzTKULVuWvn37MnXqVACuX79Oly5d+P7772nXrh03btxg5MiRZGZm0rFjR1q1akV8fDxXr15l0KBBxMfHs2fPHipUqEBQUBDh4eHMmjXLnP5KlSrFnDlzmD17NjNmzCA0NJSEhAQ8PT1xdHQkOjqamzdv8uKLL/Laa6+Rn59Peno6pUqVokePHixYsIDBgwfj4OBQpGTu1q1bXL9+nW7dugGY53resWMHoaGhGAwGXF1dCQ4OLlKlrD15dImepmmPpdatW5t7zR45coQGDRpw4cIFRIRbt25x9OhR6tevT7t27di6dSu1atXiiy++IDU1lZMnT1KtWjXS0tJYvHixuacxGIdnuXTpEpcuXaJOnTqICD/++CO1atUyD0pbrlw5RIQJEyZQtWpVvLy86NChAzk5OeTl5REbG0u/fv2wsbHh4MGDnD9/nszMTFJTUwGYMmUKkyZNIi8vDzs7O0JDQwHjPN1vvvkma9aswcHBgVWrVuHq6vroI1d7oN566y0aN25MeHg4UVFRfPLJJ+zcuZOkpCTKly9Px44dqVWrFuvWrWP16tUMGzbM3MvWzs6Oq1ev0r17dyIjI/nll19Yu3YtjRo14ocffqBcuXI0b96c+Ph4Jk2axJIlS4qcOz8/n/79++Pm5sbLL79Mhw4dKFOmDGAcgqVUqVKcP38e4Hc1ITD2G9AsiS7R0zTtseTm5oa1tTVnzpxh165dtGzZEn9/f/Ly8szzR5cqVYoVK1bg5OREdHQ0v/32G0eOHKF06dI8++yzdO/ena+//prvv//e3AOtYsWK7N69m8qVKxMUFMSJEycYPnw41tbWrF69mhYtWtC0aVOUUnz99de8+eabAMydO5cOHTpQrVo1Jk6cyIEDB3B1dSUyMhI3NzciIiL45z//yfnz5xk/fjxr1qwhIyMDNzc3EhISALhx4wYtWrQgLi6OoKAgZs2aVZJRrD0gFSpUoGfPnnz11VdYW1vTr18/OnTowNdff42trS1z5szB3d2dZs2a8eyzz3Lx4kUuXbpE2bJlqVChAufPnycwMJBx48YxePBgVq1aRXp6OomJiWRnZ1OmTBmaN29O6dKlGTBgALm5uZw6dYobN27g7OxMZGQkX3zxBVu3buX8+fOsWrWK5s2bs2bNGmxsbJg9ezZJSUmEhYXx9ddfk5KSgp2dHTY2NtSpUwc/Pz/atm1LYmIiQUFBREVFkZeXx5UrV9i2bRvNmzcv6SjW/gSd0dM07bHVunVrdu3axeuvv86aNWto2bIl+fn57Nixg3379vHSSy/x3nvvkZmZSf369UlOTubrr7/G39+fTZs2cfz4cVauXEm5cuVYtWoVYKxWBWNV1dKlSzl16hSVKlXC19cXOzs7tm/fzp49e7C2tqZHjx6kpaXh4uLCnj17aNCgAWfOnDE3ci9OTEwMBoMBb29vc2eQgrH2bGxs+OmnnwBo0qQJSUlJDz8StUdi+PDhpKammtuyTZ06lX379nHz5k1u3LjBwYMHadiwIStWrCAvL49KlSpRsWJFnJ2dyc7OJiAggF27dpGVlUVeXh516tQhPj6etLQ0Vq5cydq1a/H392f16tVs3bqV+vXrU79+fc6dO0eDBg2wtrYmPDyc2rVrM2jQIPbt20eLFi2IiIgA4Pz588ycORM/Pz927twJwCuvvIK7uzt5eXmcPHmScePGFTv1X0HbU+3JpDN6mqY9tgra6VlZWXHu3DkaNmxITk4OY8aMITs7m40bN7Jjxw7i4uJo3LgxeXl5REVFMXv2bPbv30/v3r1ZvXo17u7u/PLLLyilzDNlKKVo1KgRUVFRjB49msWLF1OzZk26dOnC1KlTzW37DAYD+/btY9GiRezZs4d69eoREBBw12su6AHs7+/Ps88+W6QRu62tLV988YX5uHcbwFl7MmRkZJiXXV1dmThxIq1atQKMg6FHRUWRn59PvXr16N27N1u2bGHChAmcPn2aCxcuANCuXTsmTpyIs7Mz77zzDk5OTiiluHLlirnkr2vXrnz55Zds2LCBVq1akZmZaZ7v+osvviA2NpajR4/Su3dvxowZw3fffUe7du3YuXMnn3zyCfXq1WPLli20bt2ad955B2dnZ8aOHcuAAQOwsbFBRLC3t+fcuXMopZg4cSKHDx/m0KFDusetBdAZPU3THlutW7dmzZo1AHTq1Indu3fTuHFjDAYD7733HnXq1CEwMJCdO3dStmxZcnJy6NOnD88++yzBwcFERUWxYMEC6tWrx+bNm7G2tiYoKIicnByioqLYvn07o0aNYuTIkdja2nLx4kXWr1/P0aNHSUtLIzw8nKysLDIyMnjuuecoW7YszZs3Z9OmTezdu5esrCz+8Y9/cPnyZZYvX85f//pX/P39OXLkCEFBQeTm5rJ7925zg/e8vDxeeOGFkoxS7SHy9va+Y6q769evc/bsWQwGA56enqSnp5ur8m8XHh7OtGnTOHToEB988AFZWVnmdYWn8itoR3ev9nSFt7eysjJ/trKyMr9gDBkyhMGDB3Po0CFmzJhR5Hya5dAZPU3THls+Pj6kpKRgMBjo3bs3ixcvxsvLCxGhbdu2uLu7s2/fPj788EMSEhKoV68eU6dO5f3330cpxW+//ca4ceNwdnbmzTffxM3NjU2bNlG1atUi59mzZw/VqlUjNjaWl156iRo1ahAbG0tycjIODg4cOnSIyZMnU7VqVVatWsXMmTPx9/fHysqKsmXLMmHCBK5cuYK/vz9VqlShcePGLF++nNTUVPr06cO8efP0Q/Qp0K5dOzIzM/n2228BY8Z++PDhhIeHU6pUKapXr87y5cvp27dvkR7kBdLT06lSpQo5OTksXLjwvuf7s+3p0tLScHd3B2D+/Pm/ez/tyaIzepqmPbYMBgPXr1/H1tYWX19fkpKSaNu2LW+//TYA165dY8+ePQwcOJC2bduybt06rly5wrx58xgyZAjR0dHExMTQtWtXxo8fz6BBg/j5558JCQmhadOmODg4AMYBjlNSUhg7dizDhg3j1VdfxdPTk1OnTtGvXz/Wr1+Pk5MTkZGRdO3alUGDBpGQkICtrS2hoaEMGTKE06dPm6/b09OTKVOmcPjwYWbNmoWnpyfHjh1j3bp15m169OjBvHnzHml8ag+XUooVK1awZMkSateubR7kePz48eZt6taty8KFCwkJCeHkyZNF9v/444/NVf716tW77/n+bHu6sWPHEhISQmBgYJGZPTQLU1Jzr/2ZPz3XraY9XRwdHUVE5MMPP5QKFSpIfHy8bNmyRapUqSIBAQHSpUsXiYiIkMTERPH29pY9e/bImDFjpGrVqpKSkiIiIr/++qtMmTJFqlSpIv7+/kWOKyKSnJwsM2fOlAYNGsj8+fNFRCQ9PV2WLl0qL7zwgvTr10+Cg4OlfPny4u7uLnPnzpXq1avLqVOnREQkOztbnJ2dRUQkLCxM5syZYz52YGCgxMbGypYtW6Rz584PP8I0TXusUIJz3eoSPU3Tnhj9+/fn/fffx8fHh5s3b3Lt2jVmz57NL7/8Yt4mOzsbf39/+vfvz2+//Ubr1q3x9vbm4sWLDB06lFatWnHlyhW6detGZmYmr7/+OomJibi4uHDgwAFSU1MZNmwYI0eOJD8/n+7du7N//37Wrl3LrVu3sLKyYujQoSxatIjk5GRz6WJB1Vfjxo1ZtWoV06ZNIz8/n5MnT3Lq1Cnq1q1bInGmadrTTQ+YrGnaE6Nq1armce127NiBi4sLderUwdHRkStXrgBw8eJFfHx8yMvLIywsjGnTpjFixAjat29P3bp1sbW15dy5c2zcuJGNGzdy8uRJJk2aRHR0NFZWVtSoUYO5c+fSu3dv1qxZg52dHSkpKQwcOJBp06bh5eXFl19+yeHDh/H29uann34yj++3ceNG/Pz86N27N+vXryc4OJhLly4xffp07O3tSzLqNE17SumMnqZpj73Cw1gUiI2NNU8tNnToUM6ePQtAtWrVOHToEGlpaQwePBhfX18MBgNKKWJjY4mOjub999/H09OTjIwM5syZQ3x8PIcPH2b69OnMnDmTl19+mQsXLvDFF1/Qu3dvatSowahRowAYMWIEu3fvpkyZMlhZWeHk5MSGDRtwdHRk2LBhbNu2jXPnzpGZmcmSJUuKtJlq06YNbdq0efgRpmmaZqIzepqmPXGuXr3Kzz//zOHDh1FKkZeXh1KKN954w7zN5MmTcXV1JS4ujvz8/CIlakqpIsdTSpGYmEhkZCQxMTGUL1/ePLRKgcLDU9w+dEVubi4LFy7kypUr7N+/n9dee421a9fqnraappU43UZP07QnztKlS+nbty+nT58mKSmJs2fPUrNmTc6dO2feJi0tjSpVqmBlZcWCBQvMk8QD7N27l8TERPLz84mKiiIgIIDr16/j6OhIuXLluHTpUpEesneTlJSEwWAwn8/FxQUbGxvCwsJISUl58F9c0zTtD9IZPU3THktKKYYPH27+HBkZydixYwFYtGiReRDiAt27dy8yjMUbb7zB/PnzadGiBQkJCUUmdG/ZsiVDhgzBYDCQkpJCt27daNiwIfXr18dgMODv70/r1q3/0PX26dOHtWvXUrNmTRYuXPi7hsfQnjz3Spf3U7p0aQCio6OJjIykdu3anDlzhvDwcJYuXXrf/Q0GA40aNcLb25uGDRvyr3/9i/z8/HvuEx0d/YcG6Y6OjmbXrl2/e3vt8aerbjVNeyzZ2dmxfPlyRo0adccYX9HR0XdsP3ToUIYOHWr+XLt2beLj482fP/30U+C/7eSSkpI4evQo+fn5WFkZ33mDg4M5duwYAQEBTJs2zbxv4Tlpw8PDCQ8PL3bdqVOn/pevqj1B7pUuf4/c3FzmzJnD2rVr2bt3L9WqVfvd+zo4OBAbGwvA5cuXeeWVV0hLS+PDDz/8w9dxN9HR0ZQuXdo8lZv25NMlepqmPZasra0ZOHAgkydPvmPdlStX6N69O82aNaNZs2bmSdp9fHxITU1FRHB2djbPUPDqq6+yadOmO47j4OBA/fr1zdNWRUVF0bNnz/ueZ+jQoXz00UcAbNiwgaCgIPLz8xk7diyRkZEA/Prrr7Rv356GDRvSuHFjTp48iYgwcuRIGjRogI+PD1FRUQ8wxrRH4V7p8vTp07Rr1w5fX1/atWvHmTNnAOPLwdtvv83Nmzdp164d3333HdbW1nTv3p3t27dz9uxZBg8ejKOjIw4ODnzzzTeAcUDj/v3706ZNGzw9PcnJyQHgxo0b9OvXj3PnzjFu3DgWL15MUlIS1atXNx+jS5cu5inSEhMT8fLy4plnnqF8+fKcOnWKa9eu0bVrV3x9fWnRogXx8fEkJSUxffp0Jk+eTKNGjdi+fTurV6/G398fPz8/2rdvz6VLlx5RTGsPis7oaZr22IqIiGDhwoWkpaUVCX/zzTcZNmwYMTExLFu2jAEDBgDGuXF37tzJkSNH8PT0ZPv27YBxirMWLVoUe46CqdXOnTuHwWDAzc3tvuf57LPPiIqKYsuWLQwdOpS5c+eaSwUL9OnTh4iICOLi4ti1axdVqlRh+fLlxMbGEhcXx6ZNmxg5cqR5cnvtyXG3dDl48GD69u1LfHw8ffr0KVLCnJCQgFKKQ4cO8dprrzFy5EhiY2MJDAzE1dWVwMBA0tPTGTVqFCNGjDDvd+zYMTZs2MDevXvJzs4mJyeH9evX4+bmxrFjxyhTpgxNmjTBxcWF3bt3c+PGDeLj49mxY4d5nuiTJ0/y1VdfUa5cObZt24anpycffPABfn5+xMfHM378ePr27UuNGjV4/fXXGTZsmPnaAgIC2LNnDwcPHqR37958/vnnjyaStQfmoVfdKqWeA6YABuAbEfnstvV2wLdAE+Aq0EtEkh72dWma9vgrW7Ysffv2ZerUqebpygA2bdrEf/7zH/Pn69evk56eTmBgINu2baN69eoMGjSImTNnkpycTIUKFczto2733HPPMWbMGFxdXenVq1eRdXc7T5kyZZg1axZBQUFMnjyZWrVqFdkvPT2d5ORkczvCgh6/O3bsIDQ0FIPBgKurK8HBwcTExPDSSy/9uYjSHqm7pcvdu3ezfPlywFiK/M4775jXhYSE8PPPP9OqVSsOHDhQJM3cuHGDU6dO0bBhQ7Kzs4sMJ9S5c2fs7Oyws7NDKcWlS5fw8fFhxIgR/OMf/yA3N5eyZcuSk5NDaGgoMTExiAi3bt3iyJEjtGjRAisrK7p06cInn3xCzZo1AWNaXLZsGQBt27bl6tWrd2RcAc6dO0evXr24cOEC2dnZ5v21J8dDLdFTShmAL4HnAS8gVCnlddtmfwN+E5FngMnAhId5TZqmPVneeustZs+ezY0bN8xh+fn57N69m9jYWGJjY0lOTqZMmTIEBQWxfft2tm/fTps2bahUqRJLly4lMDDwrse3tbWlSZMmTJo0ie7duxdZd7fzABw6dAhnZ2fOnz9/xzELqsx+b7j25CkuXd6u8DA+jo6OWFlZ8f3333P+/Hk2b95sXvfLL7/QqVMnDh06xIwZM4qkk8JD+SilyM3NpU6dOuzfvx9XV1eysrKYPn06EydOJCYmhqNHj5Keng5gHt7Hz8+PypUrs3nzZpo0aUJubm6xafH2YYcAhgwZwuDBg83XpocMevI87Krb5sCvInJKRLKBxUCX27bpAsw3LS8F2qniUpumaU+lChUq0LNnT/PgyAAdOnQo0lmioIG6h4cHKSkpnDhxAk9PTwICAoiMjLxnRg9g+PDhTJgwAWdn5yLhdzvP6dOnmTRpEgcPHmTdunVFpmADY4lP1apVWblyJQC3bt0iMzOToKAgoqKiyMvL48qVK2zbto3mzZv/D7GilTd34KIAAA97SURBVLTi0mWrVq1YvHgxAAsXLiQgIOCO/UqVKsXAgQPZt2+fed/s7GwqVKgA/HcqvXs5f/48N27cYP369bz88sscPHiQa9euYTAYcHFxYdasWeaMXMEYktu2bePUqVNcvnyZjIwMgoKCWLhwIWDsgFGxYkXKli1LmTJlzBlFMA4b5O7u/ruvTXv8POyMnjtwttDnc6awYrcRkVwgDXBG0zTNZPjw4UXGpZs6dSr79u3D19cXLy8vpk+fbl7n7+9PnTp1AAgMDCQ5ObnYB25h3t7ehIWF3RFe3HlEhL/97W9ERkbi5ubG7NmzGTBgwB0lHQsWLGDq1Kn4+vrSqlUrLl68SLdu3fD19aVhw4a0bduWzz//vMjMGdqTpbh0OXfuXHx9fVmwYAFTpkwpdr9evXpRsWJFBg0axPjx42nUqBH/+te/CAwMvGdP3vz8fDp16kTLli2pU6cOhw8f5uTJk4wePZphw4ZRqlQpypcvz4QJE7C2tjbvc/DgQdq3b09WVha2trYcP36csWPHmtP2u+++a87Evfjii6xYscLcGWPs2LGEhITc99q0x5d6mFUJSqkQoKOIDDB9fhVoLiJDCm1zxLTNOdPnk6Ztrt52rIHAQIBq1ao1OX369EO7bk3TNE3TtAdFKbVfRJqWxLkfdoneOcCj0OeqwO0NWszbKKWsgXLAtdsPJCIzRaSpiDStVKnSQ7pcTdM0TdM0y/GwM3oxQG2lVE2llC3QG/jhtm1+AArqTHoAP4tusaxpmqZpmvanPdThVUQkVyk1GNiAcXiVOSJyRCn1EbBPRH4AZgMLlFK/YizJ6/0wr0nTNE3TNO1p8dDH0RORH4Efbwt7v9ByFhDysK9D0zRN0zTtaaNnxtA0TdM0TbNQOqOnaZqmaZpmoXRGT9M0TdM0zULpjJ6maZqmaZqF0hk9TdM0TdM0C6UzepqmaZqmaRZKZ/Q0TdM0TdMslM7oaZqmaZqmWSid0dM0TdM0TbNQOqOnaZqmaZpmoXRGT9M0TdM0zULpjJ6maZqmaZqF0hk9TdM0TdM0C6UzepqmaZqmaRZKZ/Q0TdM0TdMslM7oaZqmaZqmWSid0dM0TdM0TbNQOqOnaZqmaZpmoXRGT9M0TdM0zULpjJ6maZqmaZqFUiJS0tfwhymlrgCnH/JpKgIpD/kcTxsdpw+Wjs8HT8fpg6fj9MHS8fngPYo4rS4ilR7yOYr1RGb0HgWl1D4RaVrS12FJdJw+WDo+Hzwdpw+ejtMHS8fng2fpcaqrbjVN0zRN0yyUzuhpmqZpmqZZKJ3Ru7uZJX0BFkjH6YOl4/PB03H64Ok4fbB0fD54Fh2nuo2epmmapmmahdIlepqmaZqmaRbKIjN6SqnKSqnFSqmTSqn/KKV+VEoNVEqtKelrsxRKqTylVGyhvxp/cP9vlFJepuX3HsY1PimUUq5Kqe+UUqeUUvuVUruVUt3+4DF2PazrexIppUQptaDQZ2ul1JU/8xuglMp4MFf35Cl0vx9WSi1RSpUyhf/PcaKUCldKuT24q3x8KaX+qZQ6opSKN8Wj//9wjEpKqV+UUgeVUoF/8nrClVLT/swxHialVLRSquNtYW8ppb56gOfoWvAMus9285RSPYoJb/Ok5CksLqOnlFLACiBaRGqJiBfwHuBasldmcW6KSKNCf0mFVyqlrO+1s4gMEJH/mD4+tRk9U3pdCWwTEU8RaQL0Bqrett394rPVw7vKJ9INoIFSysH0+VkguQSv50lXcL83ALKB1x/AMcMBi8/oKaVaAi8AjUXEF2gPnP0fDtUOOCYifiKy/UFe42NoEcbfwcJ6m8IflK7AfTN6lsDiMnrAX4AcEZleECAiscB2oLRSaqlS6phSaqHpIYtSqolSaqupNGWDUqqKKbyWUmq9KXy7UqqeKTzE9GYbp5TaZgozKKUmKqViTG9tf3/k37yEmd4SlyilVgM/3f7Go5SappQKNy1HK6WaKqU+AxxMb7kLlVKOSqm1prg9rJTqVUJf51FpC2Tfll5Pi8gXxcRnaaXUZqXUAaXUIaVUl4J9CkpWTHEefZd0/pmphDteKRX5qL9oCVgHdDYth1LoIaGUaq6U2mUqHdmllKprCg9XSq0y3ffHlVIfFHdgpdTIQvf6hw/9mzxetgPPFA64W9pUStVQSh1VSs0ylWj9pJRyMJWQNAUWmu59BwtOn1WAFBG5BSAiKSJy/h7PnddMaStOKbVMKVVKKdUI+BzoVCi+Qk1xfVgpNaHgZPcI76eUSlBKbQVaP9oo+MOWAi8opezAmI4wvhTsuNu9p5QaY/rN26iUWqSUGmEKv+M5rpRqBbwETDTFZ63i4r3Q9bQ37ZuglHrh9os1PbfmmPY/WCj9eyul9prOEa+Uqv2wIuyeRMSi/oChwORiwtsAaRhLSqyA3UAAYAPsAiqZtusFzDEtbwZqm5b9gZ9Ny4cAd9Oyk+nfgcBo07IdsA+oWdLx8RDjOQ+INf2tMIWFA+eACoXifE2hfaYB4ablaKCpaTmj0DbdgVmFPpcr6e/6kOOx2PR6l/i0BsqalisCv/LfDlUZheK8uHReATheaHunkv7uDzleMwBfjA8Me1M6NadHoCxgbVpuDywrFOcXAGfAATh8ezoFOmDspadMcbwGCCrp7/yw47NQGlwFDCom/I60CdQAcoFGpnXfA381LRf+DbDY9AmUNqW/BOArIJh7P3ecC+37CTCkUNqcZlp2A84AlUxx/zPGEqq7hVcpFG4L7Cw41uP6B6wFupiW3wUm3u3ew/jSEGu6Z8sAJ4ARpn3v9hyfB/QodL67xfs8YL3pfLUx/ibbU/T3ZHyhdO1k+r92BL4A+pjCbQGHkojLe1YHWaC9InIOQCkVi/FHKBVoAGw0FXwYgAtKqdJAK2CJKRyMGTgw3iTzlFLfA8tNYR0AX/XfuvxyGBNF4sP8QiXopog0KiZ8o4hc+xPHPQREmt5E14jlV1EUoZT6EmPGLBv4kqLxqYDxSqkgIB9wx9gk4eJthykune8BsoBvlFJrMf5AWjQRiTeVBIQCP962uhww3/SGLRgfvAU2ishVAKXUcoz/H/sKre9g+jto+lwa472+7QF/hceJgyktgbFEb/Zt6++WNgESxVirArAfY3q83XUsNH2KSIZSqgkQiLHGKQpjRuKO545plwZKqU8wZhhKAxuKOWwzjM2TrgAopRZizPDIXcK5LTwKqPOAv+qDVlB9u8r0b3/gFYq/98oAq0TkJoAy1oJwn+f47e4V79+LSD5wQil1Cqh3274dgJcKShExZgSrYXzR/qdSqiqwXERO/KEYeEAsMaN3BLij4aTJrULLeRi/vwKOiEjLwhsqpcoCqcVlZkTkdWVsTNsZiDUVqyuMbwDF3ZRPkxuFlnMp2jzA/n47i0iC6UexE/CpUuonEfnoAV/j4+QIxlJMAEQkQilVkf9mLArHZx+Mb+RNRCRHKZVE8XF6RzoXkVylVHOM7Xx6A4MxVhtbuh+ASIxv386Fwj8GtohIN1NmMLrQutvHnLr9swI+FZEZD/JCH3N3e7ErcK+0eXt6dLhtXyw9fYpIHsY0Fq2UOgREUMxzx2Qe0FVE4pSxqUubYrZRxYTdKxzuTMePu5XAv5RSjTGWhB1QSvWhmHtPKTXsLsew4i7P8WLM4+7x/nt+E7qLyPHbwo8qpX7BmFfYoJQaICI//45reaAssY3ez4CdUuq1ggClVDOMxeXFOQ5UUsYGsyilbJRS3iJyHUhUSoWYwpVSqqFpuZaI/CIi72OcCNkDY+5/kFLKxrRNHaWU40P6jk+K04CXUspOKVUO4494cXIKxZsbkCki/4fxAd340VxqifkZsFdKDSoUVuou25YDLpsepH8Bqv/ek5jebMuJyI/AW8Dv+eGzBHOAj0Tk0G3h5fhv54zw29Y9q5SqoIwdObpiLMEvbAPQ3xSnKKXclVIuD/aynzj/S9pMx1gSY9HpUylV97a2WY2AoxTz3DGtL4OxVskGYwa6OL8AwUqpikopA8ZS6633CW+jlHI2HTfkAX/NB05EMjBmjufw3/a1d7v3dgAvKqXsTes6m45x1+c4hdKfyb3iPUQpZaWUqgV4Ysw3FLYBGKKUuT20n+lfT+CUiEzF+NLp+z9HyJ9gcSV6IiLKODTFv5VS72KsDkjC+HZQ3PbZpurWqabMiDXwb4wlLX2Ar5VSozFW7SwG4jA24KyNMRe/2RQWj7FK4oDpP/sKxofEU0tEzpqqt+Mxtpk4eJdNZwLxSqkDwLcY4zcfyAEG3WUfi2BKr12ByUqpdzCmmxvAP7iz5GMhsFoptQ9je5Rjf+BUZYBVSil7jOn2bm/AFsVUhT2lmFWfY6y6fRtjZruwHcACjB0OvhORwtW2iMhPSqn6wG7T73oG8Ffg8gO+/CfJ/5I25wHTlVI3geex3PRZGvhCKeWEsZbjV4xtumdS/HNnDMaM2WmMTVnK3H5AEbmglBoFbMEYXz+KyCqAe4SPxViVeAE4gLG6+HG3CGPzqN5w93tPRGKUUj9gfBafxlgjkmY6xt2e44uBWUqpoRhrAe8V78cxZphdgddFJKtQVTAYawj+jfE5pjDmOV7A2Pbyr0qpHIxNbEqkdkrPjKFpmmZiqrJpKiKDS/paNE37/ZRSpU3tIUthbC87UEQOlPR1PQ4srkRP0zRN07SnzkxlHADZHpivM3n/pUv0NE3TNE3TLJQldsbQNE3TNE3T0Bk9TdM0TdM0i6UzepqmaZqmaRZKZ/Q0TdP+AGWcv/VwSV+Hpmna76EzepqmaZqmaRZKD6+iaZpFU0qNwTho6lmMM9nsBzYB0zHOQnIS6C8iv5mmMywuvAnGEfozMQ6orGma9kTQJXqaplkspVRTjHMJ+wEvA01Nq74F/iEivhhHwf/gPuFzgaF3mZtU0zTtsaUzepqmWbIAYJWI3BSRdGA14Ag4ichW0zbzgSDTVFS/J3zBI7x+TdO0P0Vn9DRNs2Tq/pv8rmPokeU1TXsi6YyepmmWbAfwolLKXilVGugM3AB+U0oFmrZ5FdgqIml3CU8F0pRSAabwPo/w+jVN0/4U3RlD0zSLJSIxSqkfgDjgNLAPSAPCgOmmCdBPAf1Mu9wtvB8wRymVCWx4hF9B0zTtT9Fz3WqaZtGUUqVFJMOUedsGDNQTnmua9rTQJXqaplm6mUopL8AemK8zeZqmPU10iZ6maZqmaZqF0p0xNE3TNE3TLJTO6GmapmmaplkondHTNE3TNE2zUDqjp2mapmmaZqF0Rk/TNE3TNM1C6Yyepmmapmmahfp/T1vC9QhY0HcAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10))\n", "# Subset goods to interting ones\n", "to_plot = ['Cheese', 'Maple', 'Fruits', 'Grains', 'Seafood', 'Plants', 'Vegetables']\n", "goods_by_state_small = goods_by_state.query('good in ' + str(to_plot))\n", "\n", "g = sns.scatterplot('good','prop_selling', data = goods_by_state_small,\n", " # Hide scatter points by shrinking to nothing\n", " s = 0, ax=ax)\n", "\n", "for _,row in goods_by_state_small.iterrows():\n", " g.annotate(row['state'], (row['good'], row['prop_selling']), \n", " # Center annotation on axis\n", " ha = 'center', \n", " size = 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " You are making some advanced plots now. While this plot may be very messy but also very interesting. You can see specific states rise above the rest, such as Arizona with grains, and other states like New Mexico consistently lag behind others in the availability of goods. This plot provides you with a lot of potential future avenues of exploration. In the coming exercises you'll explore some of these avenues." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making your visualizations efficient\n", "- What is efficient?\n", " - Reduce the effort needed to see story\n", " - Re-organize plots to keep focus\n", " - Improve 'ink' to info ratio\n", " - Don't compromise the message" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stacking to find trends\n", "In the farmers market dataset, you are interested in the number of months that a market stays open in relation to its geography, more specifically its longitude. You're curious to see if there are any regions of the country that behave noticeably different from the others.\n", "\n", "To do this, you create a basic map with a scatter plot of the latitude and longitude of each market, coloring each market by the number of months it's open. Further digging into the latitude relationship, you draw a regression plot of the latitude to the number of months open with a flexible fit line to determine if any trends appear. You want to view these simultaneously to get the clearest picture of the trends." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Setup two stacked plots\n", "_, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 10))\n", "\n", "# Draw location scatter plot on first plot\n", "sns.scatterplot(\"lon\", \"lat\", \"months_open\",\n", " palette=sns.light_palette(\"orangered\", n_colors=12),\n", " legend=False, data=markets,\n", " ax=ax1);\n", "\n", "# Plot a regression plot on second plot\n", "sns.regplot(\"lon\", \"months_open\",\n", " scatter_kws={'alpha':0.2, 'color':'gray', 'marker': '|'},\n", " lowess=True,\n", " marker='|', data=markets,\n", " ax=ax2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By stacking these two plots, you can tell a detailed story using little space. You have broad geographic trends on how long markets stay open in the top map plot. While below, the scatter focuses on patterns in longitude; showing detailed cross-country trends.\n", "\n", "Notice the slight bump around longitude -80? What region of the country seems to be causing this?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using a plot as a legend\n", "One interesting thread of investigation in the farmer's market data is a state's \"market friendliness\" and specifically, the outliers. One way to look at this is by using the ratio of farmer's markets to people by state. You could directly look at the ratio; however, a ratio throws away the raw information about a state's population and the number of markets. A large state with a high ratio could be more interesting than a small one.\n", "\n", "You can show both the ratio and raw numbers by drawing two plots, one of the ratio and the other of the market number to population scatter plot. To help simplify your now dense visualization, you can use the bar plot as a legend; calling out interesting states by matching the colors of their bars and scatter points." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "markets_by_state = pd.read_csv('./dataset/markets_by_state.csv', index_col=0)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set up two side-by-side plots\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 15))\n", "\n", "# Map the column for selected states to the bar color\n", "sns.barplot('people_per_market', 'state', hue='is_selected',\n", " # Disable dodge so bars are full size\n", " dodge=False,\n", " data=markets_by_state, ax=ax1);\n", "\n", "# Map selected states to point color\n", "sns.scatterplot('log_pop', 'log_markets', hue='is_selected',\n", " data=markets_by_state, ax=ax2, s=100);\n", "\n", "# Remove the legend for both plots\n", "ax1.legend_.remove()\n", "ax2.legend_.remove()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By making double use of the bar chart as a legend, you have made a very efficient and information-dense data visualization. Always be on the lookout for how you can embed your legend into the plot to make the visualization intuitive and clean." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tweaking your plots\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cleaning up the background\n", "While exploring state-level patterns in goods sold at farmer's markets, a few states stood out to you. North Dakota and New Mexico routinely fell near the bottom of the states regarding their proportion of farmer's markets selling a given good. Whereas Vermont was always near the top. You want to present the general patterns in good sales by state, while also highlighting the states you found interesting.\n", "\n", "You make a scatter plot of goods being sold by the proportion of markets that sell that good in a state. To highlight the interesting states, you draw a line between each of the state's points. To make a clean and minimal plot, you reduce the background to a simple set of orienting grids." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 15))\n", "\n", "# Set background to white with grid\n", "sns.set_style('whitegrid')\n", "\n", "plt.scatter('good', 'prop_selling', marker='_', alpha=0.7, data= goods_by_state);\n", "\n", "# Draw lines across goods for highlighted states\n", "highlighted = goods_by_state.query(\"state in ['New Mexico', 'North Dakota', 'Vermont']\")\n", "sns.lineplot('good', 'prop_selling', 'state', data=highlighted, legend=False, ax=ax);\n", "\n", "# Draw state name at end of lines\n", "last_rows = highlighted.groupby('state', as_index=False).agg('first')\n", "for _, row in last_rows.iterrows():\n", " plt.annotate(row['state'], (row['good'], row['prop_selling']),\n", " ha='right', xytext=(5, 0), textcoords='offset pixels')\n", " \n", "# Remove all borders\n", "sns.despine(left=True, bottom=True);\n", "plt.tight_layout();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "by making these simple tweaks, you've made a plot that is easier to read and much cleaner looking! Pairing these tweaks with text at the end of the highlighted lines and removing the borders creates a polished and interesting plot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Remixing a plot\n", "You find the relationship between the latitude of a farmer's market and the number of months the market was open fascinating. Intuitively as one gets further South, the growing seasons are longer, and thus the markets can stay open longer. To visualize this story, you summarize the market data at the state level and draw a heatmap with columns corresponding to the duration the markets are open. Each row in the heatmap shows the distribution of the market \"season\" for a state and rows are sorted in descending order of the state's latitude.\n", "\n", "The default heatmap leaves a lot to be desired. Decrease the font size to allow each state name to fit without overlap. The dark color palette also clashes with the light background, and the colorbar doesn't help the reader as the point is relative comparisons.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "markets_by_month = pd.read_csv('./dataset/markets_by_month.csv', index_col=0)\n", "state_by_lat = pd.Index(['North Dakota', 'Washington', 'Montana', 'Minnesota', 'Oregon', 'Idaho', 'Maine', 'South Dakota', 'Vermont', 'Wisconsin', 'Michigan', 'New Hampshire', 'Wyoming', 'Massachusetts', 'New York',\n", " 'Iowa', 'Rhode Island', 'Connecticut', 'Nebraska', 'Illinois', 'Ohio', 'New Jersey', 'Pennsylvania', 'Indiana', 'Utah', 'Colorado', 'Delaware', 'Maryland', 'West Virginia',\n", " 'District of Columbia', 'Kansas', 'Nevada', 'Missouri', 'Virginia', 'Kentucky', 'California', 'Tennessee', 'Oklahoma', 'North Carolina', 'Arkansas', 'New Mexico', 'South Carolina', 'Georgia',\n", " 'Arizona', 'Alabama', 'Mississippi', 'Texas', 'Louisiana', 'Florida'], name='← Latitude')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10))\n", "# Decrease font size so state names are less crowded\n", "sns.set(font_scale = 0.85)\n", "\n", "# Switch to an appropriate color palette\n", "blue_pal = sns.light_palette(\"steelblue\", as_cmap = True)\n", "\n", "# Order states by latitude\n", "g = sns.heatmap(markets_by_month.reindex(state_by_lat), \n", " # Add gaps between cells\n", " linewidths = 0.1, \n", " # Set new palette and remove color bar \n", " cmap = blue_pal, cbar = False,\n", " yticklabels = True, ax=ax);\n", "\n", "# Rotate y-axis ticks \n", "g.set_yticklabels(g.get_yticklabels(), rotation = 0);\n", "plt.title('Distribution of months open for farmers markets by latitude');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By making a few minor tweaks to the style of this plot you've made it much more presentable and attractive than it started! The trend of markets staying open for more of the year in southern states is reflected clearly, and the detailed axes allow readers to dig in and find their own stories in the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Enhancing legibility\n", "You and your colleagues have decided that the most important aspect of the data you want to show is the differences between the most \"market-friendly\" state, Vermont, and the least, Texas. To do this, put two plots side by side – a barplot showing the number of people per farmer's market in the state and a scatter plot showing the population on the x-axis and the number of markets on the y-axis.\n", "\n", "Emphasize your findings by calling out Vermont and Texas by assigning them distinct colors. Also, provide a large and easy to read annotation for Texas." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "markets_by_state2 = pd.read_csv('./dataset/markets_by_state2.csv', index_col=0)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "state_colors = ['steelblue', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray',\n", " 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray',\n", " 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray',\n", " 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray',\n", " 'gray', 'orangered']\n", "\n", "tx_message = 'Texas has a large population\\nand relatively few farmers\\nmarkets.'" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set up two side-by-side plots\n", "f, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 15))\n", "\n", "# Draw barplot w/ colors mapped to state_colors vector\n", "sns.barplot('people_per_market', 'state', palette = state_colors,\n", " data = markets_by_state2, ax = ax1)\n", "\n", "# Map state colors vector to the scatterplot as well\n", "p = sns.scatterplot('population', 'num_markets', hue = state_colors,\n", " data = markets_by_state2, s = 60, ax = ax2)\n", "\n", "# Log the x and y scales of our scatter plot so it's easier to read\n", "ax2.set(xscale = \"log\", yscale = 'log')\n", "\n", "# Increase annotation text size for legibility\n", "ax2.annotate(tx_message, xy = (26956958,230), \n", " xytext = (26956958, 450),ha = 'right', \n", " size = 15, backgroundcolor = 'white',\n", " arrowprops = {'facecolor':'black', 'width': 3})\n", "sns.set_style('whitegrid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this rather advanced plot, the viewer has their eyes guided by the colors to two important states. The annotation helps guide the exploration of the plot; showing Texas and Vermont fall on both ends of the spectrum for both state size and people-per-market.\n", "\n", "By providing two different views of the data with the bar and scatter and linking two important values between the plots using subtle color cues, your visualization instantly becomes more approachable." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }