{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Part II - View of Superstore Sales and Profit From Different Section.\n", "## by Goodrich Okoro" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Investigation Overview\n", "\n", "The objective is to view sales and profit in different categorical variables present in the data. In the process, we will know if any region is performing better than the other. Also to get more details about the state with loss.\n", "\n", "I will start with the distribution of sales and profit, then proceed to the most ordered product. I will go on to check average sales and profit in each category and region after which we will see which customer segment is producing profit amongst the category. Then I will look at states that are generating loss.\n", "\n", "## Dataset Overview\n", "\n", "Dataset containing Sales & Profit of a Superstore. This dataset can be found on [Kaggle](https://www.kaggle.com/datasets/vivek468/superstore-dataset-final?select=Sample+-+Superstore.csv)\n", "\n", "There are 9,994 entries of product ordered with 20 fields that give details about the product such as ship date, ship mode, region, product name, sales, quantity, profit, e.t.c.,There a five (5) categorical fields, ship mode being one of it is a ordered categorical type. Only four fields are numeric in nature, sales, quantity,discount, and profit.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# import all packages and set plots to be embedded inline\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sb\n", "from matplotlib import rcParams\n", "\n", "%matplotlib inline\n", "rcParams['figure.figsize'] = 8,8\n", "plt.style.use('fivethirtyeight')\n", "\n", "# suppress warnings from final output\n", "import warnings\n", "warnings.simplefilter(\"ignore\")\n", "import plotly.express as px" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# load in the dataset into a pandas dataframe\n", "store_data = pd.read_csv('Sample - Superstore.csv',encoding='windows-1252')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# copy the original data for necessary wrangling\n", "store_clean = store_data.copy()\n", "\n", "# renaming columns to lower case with underscore in place of space and dash\n", "store_clean.rename(columns=lambda x: x.strip().lower().replace(\" \", \"_\"), inplace =True)\n", "store_clean.rename(columns={'sub-category': 'sub_category'}, inplace=True)\n", "store_clean.set_index('row_id',inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Changing data types\n", "\n", "# changing \"order_date\" and \"ship_date\" to datetime data type\n", "date_col = ['order_date', 'ship_date']\n", "store_clean[date_col] = store_clean[date_col].apply(pd.to_datetime)\n", "\n", "# changing \"ship_mode\" to ordered categorical data type\n", "ship_order = ['Same Day', 'First Class', 'Second Class', 'Standard Class']\n", "store_clean['ship_mode'] = pd.Categorical(store_clean['ship_mode'], \n", " ordered = True, categories = ship_order)\n", "\n", "# changing \"segment\", \"region\", \"category\" and \"sub_category\" to category data type\n", "cat_col = ['segment', 'region', 'category', 'sub_category']\n", "store_clean[cat_col] = store_clean[cat_col].astype('category')\n", "\n", "# changing \"postal_code\" to string data type\n", "store_clean['postal_code'] = store_clean['postal_code'].astype(str)\n", "\n", "# data for visualization\n", "store_sub = store_clean.copy()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Sales Distribution\n", "\n", "Sales has a long tail when plotted in standard distribution. When plotted with a logarithmic scale, it takes a unimodal shape with the highest peak between \\\\$50 and $100." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plottin sales with log scale\n", "bins = 10 ** np.arange(-0.35, np.log10(store_sub.sales.max())+0.025, 0.025)\n", "plt.hist(data = store_sub, x = 'sales', bins = bins)\n", "plt.xscale('log')\n", "plt.xticks([1, 10, 100, 1000, 10000],\n", " ['1', '10', '100', '1k', '10k'])\n", "plt.xlabel('Sales ($)')\n", "plt.title('Sales Distribution');" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "source": [ "## Profit Distribution\n", "Profit, when plotted on standard distribution, had a long tail on both positive and negative sides. I decided to focus on the positive profit generated and plot with a logarithmic scale. The plot took a unimodal shape with the highest peak below $50." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plottin profit with log scale\n", "bins = 10 ** np.arange(0, np.log10(store_sub.profit.max())+0.025, 0.025)\n", "plt.hist(data = store_sub, x = 'profit', bins = bins)\n", "plt.xscale('log')\n", "plt.xticks([1, 10, 100, 1000, 10000],\n", " ['1', '10', '100', '1k', '10k'])\n", "plt.xlabel('Profit ($)')\n", "plt.title('Profit Distribution');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Relationship between sales and profit\n", "There is a positive and negative relationship between sales and profit. There are many product clusters in the positive side of profit, making a strong relationship, compared to the negative side meaning we have few losses. In the plot it is seen that the highest sale falls in the loss part of profit, thus we cannot say higher sales lead to high profit." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# A function to create a scatter plot for two numeric variable with conditions base on current data\n", "def relationship(num_var1,num_var2):\n", " sb.regplot(data = store_sub, x= num_var1, y = num_var2, x_jitter = 0.05,\n", " scatter_kws = {'alpha':0.2, 's':30}, fit_reg=False)\n", " plt.title('{}'.format(num_var1 + ' vs ' + num_var2))\n", " if num_var1 == 'profit':\n", " plt.xlabel('{} ($)'.format(num_var1))\n", " elif num_var1 == 'sales':\n", " plt.xlabel('{} ($)'.format(num_var1))\n", " else:\n", " plt.xlabel('{}'.format(num_var1))\n", " \n", " if num_var2 == 'profit':\n", " plt.ylabel('{} ($)'.format(num_var2))\n", " elif num_var2 == 'sales':\n", " plt.ylabel('{} ($)'.format(num_var2))\n", " else:\n", " plt.ylabel('{}'.format(num_var2))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "relationship('sales','profit')\n", "plt.title('Relationship Between Sales and Profit')\n", "plt.xscale('log')\n", "plt.yscale('symlog')\n", "plt.xticks([1, 10, 100, 1000, 10000],['1', '10', '100', '1k', '10k'])\n", "plt.yticks([-1000, -100, -10, -1, 0, 1, 10, 100, 1000],\n", " ['-1k', '-100', '-10', '-1', '0', '1', '10', '100', '1k']);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Most purchased category across each region\n", "Product from office supplies category is the most ordered product having the highest coming from the West region. South has the least ordered product, lowest coming from technology category. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "cmap = sb.cubehelix_palette(light=1, as_cmap=True)\n", "def count_category(cat1, cat2):\n", " reg_cat = store_sub.groupby([cat1, cat2]).size()\n", " reg_cat = reg_cat.reset_index(name = 'count')\n", " reg_cat = reg_cat.pivot(index = cat1, columns = cat2, \n", " values = 'count')\n", " sb.heatmap(reg_cat, annot = True, fmt = 'd', cmap = cmap,\n", " cbar_kws={'label': 'count', 'shrink': 0.8})\n", " plt.title('Count of each {} in each {}'.format(cat2, cat1))\n", " plt.yticks(rotation = 0);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count_category('region','category');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Segment with most customers across each region.\n", "When looking at the customer's segment, Consumers make the most purchase of product and Home Office the least with Corporate in-between. Customers from the consumers segment reside most in the west. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count_category('region','segment')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Sub-category counts in each category.\n", "It's obvious that each category has their own unique sub-category. Office Supplies is the most purchased product and it shows here that it has 9 unique sub-category which is 5 extra compared to other categories. The heatmap also shows that the least ordered product is Copiers from the technology category." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reg_cat = store_sub.groupby(['category', 'sub_category']).size()\n", "reg_cat = reg_cat.reset_index(name = 'count')\n", "reg_cat = reg_cat.query('count > 0')\n", "reg_cat = reg_cat.pivot(index = 'sub_category', columns = 'category', \n", " values = 'count')\n", "sb.heatmap(reg_cat, cmap = cmap, annot = True, fmt = '.0f',\n", " cbar_kws={'label': 'count', 'shrink': 0.8})\n", "plt.title('Count of sub_category in their category');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average sales made in each region\n", "\n", "Products ordered by customers in the south are less compared to other regions but it generated the highest average sales. Central region made the lowest sale." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# order = ['South', 'East', 'West', 'Central']\n", "\n", "color = sb.color_palette(\"Paired\")[1]\n", "def barplot(num_var, cat_var):\n", " avg = store_sub.groupby(cat_var)[num_var].mean()\n", " order = avg.sort_values(ascending=False).index\n", " sb.barplot(data = store_sub, x= num_var, y = cat_var, \n", " color = color, errwidth = 0, order = order)\n", " plt.title('Average {} made in each {}'.format(num_var,cat_var))\n", " plt.xlabel('avg. {} ($)'.format(num_var));" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "barplot('sales', 'region')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average profit made in each region.\n", "Though South generated the highest sales, it did not produce much profit. Profit made in the central region is the lowest amongst the four regions." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "barplot('profit', 'region')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average sales made in each product category\n", "Technology category made the highest sales (above average of \\\\$400). Earlier on we saw that products in the office supplies category is the most ordered product, but it is clear here that it generated the least sales (average below $150)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "barplot('sales', 'category')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average profit made in each product category\n", "Furniture made the least profit, far below an average of \\\\$20. As we saw in the previous slide that Technology Category made the highest sale, here it shows that it also made the highest profit, over an average of $70." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "barplot('profit', 'category')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## States with loss (Negative Profit)\n", "After exploring the data, I found out that ten (10) states made losses. Texas state made the highest while Oregon made the least.\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "state_prft = store_sub.groupby('state')['profit'].sum().sort_values()\n", "state_prft = state_prft[:10]\n", "state_prft_df = state_prft.reset_index(name='profit')\n", "\n", "state_prft_df = state_prft_df.sort_values('profit', ascending = False)\n", "def barplot(num_var, cat_var):\n", " sb.barplot(data = state_prft_df, x= num_var, y = cat_var, \n", " color = color, errwidth = 0)\n", " plt.title('{} made in each loss {}'.format(num_var,cat_var))\n", " plt.xlabel('{} ($)'.format(num_var))\n", " plt.xticks([-25000, -20000, -15000, -10000, -5000], \n", " ['-25k', '-20k', '-15k', '-10k', '-5k']);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "barplot('profit', 'state')\n", "plt.title('States with Loss');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Relationship between sales and profit showing product category. \n", "Note: Sales was plotted on logarithmic scale while profit in \n", "We can clearly see now that products from the Furniture category are much in the loss part of profit. I cluster most in the sales region of \\\\$100 to $1k. The Office Supplies category is clustered the most in the positive side of profit though not as high as the Technology category. Earlier on we saw that the highest sale made a loss, here we can see that the product belongs to the Technology category." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Category Markers\n", "cat_markers = [\n", " ['Furniture', 'o'] ,\n", " ['Office Supplies', '^'],\n", " ['Technology', '*']\n", "]\n", "# Region Markers\n", "reg_markers = [\n", " ['West', 's'],\n", " ['East', 'x'],\n", " ['Central', 'o'],\n", " ['South', 'v']\n", "]\n", "\n", "# FUNCTION MARKER\n", "# Scatter plot function to create a relation ship with shape encoding.\n", "def prft_sales_encoding(var,mark):\n", " lst = []\n", " for cat, marker in mark:\n", " store_cat = store_sub[store_sub[var] == cat]\n", " plt.scatter(data = store_cat, x = 'sales', y = 'profit', \n", " marker = marker, s = 25, alpha = 0.4)\n", " plt.xlabel('sales ($)')\n", " plt.ylabel('profit ($)')\n", " plt.xscale('log')\n", " plt.yscale('symlog')\n", " plt.xticks([1, 10, 100, 1000, 10000],['1', '10', '100', '1k', '10k'])\n", " plt.yticks([-1000, -100, -10, -1, 0, 1, 10, 100, 1000],\n", " ['-1k', '-100', '-10', '-1', '0', '1', '10', '100', '1k']);\n", "# Comment the two line of code below to see details about the \n", "# highest sales that made loss.\n", "# After commenting the code, run the scatter plot below and check.\n", "# plt.xlim(0,4000)\n", "# plt.ylim(-2000, 1000)\n", " lst.append(cat)\n", " plt.legend(lst);" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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k5DRp21133YXL5eL111+PD63NmzePtWvXMmTIkGbfFi6//HI6dux4QNuyq6lTp2IYBn/605/o1atXs8fz8vJ+8To+++wztmzZwtixY7nwwgubPZ6VldXk22z79u1bHEa69tprgVhOy76qqanhv//9L3379uWGG25o8pjD4Yh/m33zzTfj0xuHFm688cYmXep2u53bb7+9xfU0vgfuvfde7HZ7fHpycnJ8HS+//HKLz23peAHi34p3HQp85ZVXMAyDSy+9tMXl7a99fX/tzf4e43ty5ZVXctNNNxGNRnnyySc5++yz6dy5M7169eLqq69uMVUiIyOjxd6zPn36cNxxxzFnzpy9rvtAjheI9ca01HO/8zlwXzRemXnfffdx1113cdFFF3HeeechhODaa69tllfTp0+fZsfBgZy328Ku23rJJZcwceJEhBDcc889ZGdnx+edOnUq4XCYf/7zn7Rr167Jco477jjGjx/PkiVLWL169V7X21LOld1u54orrsA0Tb799ttfvG2/5HzwwAMPNLlAISMjg1NPPRW/38/atWubzLu/x93VV1/d7Dx/ySWXAE3TY/YmKSmpWe7ysccey8SJE6mpqeHTTz/d4/MPuyFF336WHDjmmGOaTWsMnnZe1po1a/D7/RxzzDF7/TBds2YNgUCAY489tsUXcNSoUQAsWbIkPq3x9xEjRjSbf+jQoc26ifdFS9vW2Padt23p0qUADBs2rNn8BQUF5ObmsmXLlv1e/85j+263m/bt23PRRRfxhz/8odkYt9PppHfv3s2W0bhfWhoKzMzMpGfPnixYsIB169bRo0ePPe5HVVUZOnTofuUt7M5PP/0EwJgxY37xsg7WOhoaGnjuuef4+OOPWb9+PXV1dU2GVBqTe/dF4xCgqqrNco0g1oUPsWO90Z6Oo0GDBjU7huvq6tiwYQOZmZn06NGj2XNOOOEEoOn7pNHujheASZMmceeddzJt2jSuu+46FEXBNE1effVVEhISmDRp0u42e7/s6/trb/b3GN8TRVH4xz/+wR/+8Ae++uor5s+fz5IlS1iwYAFvvvkmb775JrfeemuTIRaIXWn34osvsnjxYqqqquKvb6OqqqomH+S7OpDj5bzzzuNvf/sbQ4YMYeLEiQwfPpwhQ4bscT274/f741+qVVXF6/UycuRILrnkEs4555xm8w8cOLDZtAM5b7eFnbe1kaqqPPPMM82+mDUG2N9//32L7a6oqACgqKiI7t2773G9W7du5YknnmDWrFkUFxc3ywvdn/NLS37J+SApKanFL9MtvR8P5Lg7WO/1fv36tfjlZsSIEbz99tvxfPLdOewCrv21uzF3TdMwTTP+d2Pi+s7fQHfH7/cDLV+1AsQvM985Gb7xORkZGS22JTU1da/r3VVLiZiNvVU7b9ue1g2x7TiQgOujjz5qcpXinqSnp7fYO7O/+3JftuVgaFzfrt8aD6b9Oeai0ShnnHEGCxYsoGfPnkycOJH09PR4kPPAAw8QDof3ed3V1dVALMexpSTcRjsndO/vMby319btdpOUlNTiRSO7O14gdnHG+eefz9SpU5k1axajRo3iyy+/pLi4mIsvvvigXXm4r++vvTmQ88W+tO3ss8/m7LPPBmLB+GOPPcbDDz/M/fffz6mnnhrP23n22Wf5y1/+gtfr5cQTTyQvLw+Xy4WiKHzyyScsX758r8fOgRwvv//978nIyODFF1/khRde4N///jcQC87/8Y9/7PO5A2JXhi1btmyf529pX7fG69Aadt7Wuro6vvvuO/7whz9www03kJ+f3yQ3sPF1eeqpp/a4zIaGhj0+vmnTJkaPHo3P52PYsGGceOKJJCUloWlaPEd1f84vLfkl54M9fY5D0/fjgRx3LS3/QN7ru9u2xnNm4z7YnV99wLWvGnf4vkTxjUnm5eXlLT5eVlbWZL6df6+oqGj24pqmSXV19T598B6Ixoi78dvOrna3HQfT7j48d96XLX3A7bovd96PLWlpW1Q1NjK+uzfOnt7gJSUlrVZPbH+OuU8//ZQFCxYwefLkZhdEbN++fb9r8zTux6uuuooHH3xwn56z83G0L8fw3t4ngUAAv9/f4peN3R0vjS6//HKmTp3KSy+9xKhRo5g2bRoQG2483OzvMX4gEhIS+Nvf/sZ3333H3Llz+fbbb+nbty+GYXD//feTlZXFrFmzmn3Lnz9//n5tw/4cLxDrjZw0aRJ+v5+ffvqJzz77jJdffpnzzjuPOXPm0Llz533fyP3Q0vFzIOfttubxeBg3bhyvv/46J598Mtdccw3z58+PD601tnXjxo1Nhr/319NPP011dTVPP/10sxSct99+u9mVigfil5wP9ldbHXe727bGz6u9HVuHXQ5Xa+natSvJycmsXr2a4uLivc7rdrtZuXIlVVVVzR6fNWsW0LSbcudLx3f1ww8/NOviP5gav+nOnTu32WNbtmxh27ZtrbbuvWncLy1VZa6oqGDVqlUkJCTErybd0360LIsffvih2fTGD7mWXlfDMOJDZTtrvLR+xowZe92GA/kmtL/raBwmbSxBsbOW9sXO7bIsq8V1q6ra4jGxO3s6jubPn9/sGPZ4PHTs2JHy8vIWc0gac0Ja6s7fm549ezJs2DA+/fRTFi5cyPTp0znmmGPo37//fi/rl9rTfob9P8Z/icTERODnK9qqqqqora1l8ODBzYKt+vr6fR4+O5DjZWdJSUmMHj2ahx56iN///veEQiGmT59+QMs6UAdy3j4QezseDsSxxx7L5MmTKS4ubnIVX2Mh1u+///4XLb/x/HLGGWc0e2xv55d9Pe+15vlgdw71cbdkyRLq6uqaTW/ch3u7WvSoCbg0TeOKK64gFApx0003Nes+NQwjHr3abDYmTZpEIBDgzjvvbJZH89hjj6EoCr/5zW/i0xsvoX7kkUfi3cAA4XC4VaskQ2xMW9d1XnjhhSZDh0II7rrrrv0OFA6mxn306KOPxr9hQqxtt99+O4FAgAsvvDCeADlkyBC6dOnCvHnz+OCDD5osa+rUqS3mb3k8Hrp168a8efNYsWJFk3Xcf//9LQZil19+Obqu8/DDDzervwY0CVIbv5HtLVDfVWOtty+//JI33nij2ePl5eXxIKbxYodd609t2rRptwnrje1qrJezs/T0dCZNmsSyZcu47777Wgz4t23b1iQn54ILLgDgsccea5LXEIlEuOuuu1psw8UXXwzA3/72tyaJ2X6/P/6cxuTU/XXFFVcQjUb5zW9+g2VZbda75fV6URRlt6///h7je/Kvf/1rt7Wz5s6dGw/qGnMcMzIycLvdLF68uMlwXzQa5dZbb20x8GjJgRwvs2bNarFsQ+M+aOmCiNZ0IOftA7Gn990vccstt2C32/nXv/5FTU0NEOtxtNvt/O1vf2uy7xsZhrFPye67O7/MnDlztxcRHMh2tub5oFFbHnd+v79ZD/BPP/3Ee++9h9fr5dRTT93j8w+7IcWWEjYbjRkzptmtF/bHLbfcwoIFC/jyyy8ZMGAA48aNIykpiW3btjFr1iyuv/56fve73wFw++23M3fuXF555RWWLl3KqFGj4vVcampq+POf/9ykAOHQoUO56qqreP755xk2bBhnnHFGvA5XcnLyASWS7qsOHTrw17/+lbvuuovjjjuuSR2gmpoaevfu3SQQOZQGDx7MTTfdxKOPPsqwYcM466yzSEpK4uuvv2bJkiX07NkzfvUKxIYKnnzySSZOnMhvf/vbJnW4vv76a8aMGdNij1Hjazd+/HjOOuss3G438+bNY9u2bYwcObLZiaZ79+488sgj3HjjjYwaNSpeh6umpoalS5cSDofjH25dunQhLy+PuXPncuWVV9KpUyc0TWP8+PG7TfyG2BVAL7/8MmeffTbXXHMNr7zyCoMGDSISibBu3Tq++eYb1q5di9frZdy4cXTs2JGnn346XkOouLiYL774grFjx7b4YX/iiSfyr3/9i7vuuotVq1bFe/puvvlmAB588EE2bNjAAw88wJtvvsnw4cPJysqirKyMdevWMX/+fO699954Ne2RI0dy6aWXMm3aNIYNG8aECRNwOBx89tlnJCUlkZOTEx++bXTttdcyY8YMZsyYwfDhwznllFOIRqN89NFHlJSUcMEFF3DWWWft/UBpwRlnnEFmZiYlJSUkJSW1mDx9KCQmJjJ48GDmzZvHpEmT6NevHzabjeHDhzNixIj9Psb35K233uIf//gHXbt25dhjjyU7O5uGhgZWr17Nt99+ixCCKVOmMGDAACA2nH711Vfz2GOPMXz4cE499VSi0SizZ8+mpqaG4447bp/v+be/x8vFF19MQkICxx57LAUFBSiKwoIFC5g7dy4dOnQ44Nf9l9jf8/aB2Nv77kAVFBTwf//3f/y///f/ePzxx7nzzjvp0qULzzzzDNdeey3Dhg1jzJgxdOrUCdM02bZtG/PmzSMcDu81R/fyyy/ntdde49JLL+XMM88kOzubVatWMWPGDCZOnNjiPStPPPFEFi5cyMUXX8zYsWNxOp3k5+fHv5i1pDXPB43a8rgbNmwYL7/8MgsWLGDo0KGUlJTw3nvvIYTgiSeeiPdA785hF3DtKVclOTn5FwVcdrudt99+m2nTpvHGG2/w5ptvYpomWVlZnHTSSZx44onxeb1eL1988QVPPPEEH374Ic888wwOh4O+ffty9dVXt9g1+8ADD9C5c2deeOEFXn75ZVJTUzn99NP5+9//vseboR4MN910E+3atePpp5/m9ddfJzExkZNOOok777yTs88+e5+KLraWf/zjH/Tt25fnn3+e//3vf4TDYQoLC/nTn/7E9ddf36xtQ4cO5bPPPuPuu+9m5syZzJw5k4EDB/Lxxx8zc+bMFgOuxh7Gp556ijfeeIPExERGjx7Nq6++yr333ttiu/7v//6Pnj178uSTT/LDDz/w2WefkZqaSrdu3bjiiivi82maxn/+8x/uuOMOvvjii/jVg+3atdtjwAXQv39/Zs+ezRNPPMGXX37JTz/9FL/i86abbiIhIQGI5eh8+OGH3HnnncyZM4e5c+fSvn17br75Zq699trdnhDvv/9+pk2bxgsvvBDvtW088Xs8Hj7++GNeffVV/ve///Hxxx8TCoXIyMigsLCQ22+/nYkTJzZZ5qOPPkqXLl2YNm0a06ZNa3IM9+rVi/bt2zeZ32638+677/Lss8/y1ltv8cILL6CqKj169ODWW2+Nf+M9EI09Fk8++SSTJk2K76u28O9//5vbbruNuXPnMn36dCzL4pZbbon3NO3vMb47zzzzDNOnT+fbb7/lu+++o7y8HMuyyMzMZMKECVx88cWcfPLJTZ5z2223kZaWxquvvsq0adNISkpi1KhR/O1vf9vjF9hd7e/xcscdd/DVV1+xbNkyZs6cia7r5OXlccstt3D11Ve3yW2VDuS8vb/29r77Jf70pz/x2muv8fzzz3PNNdeQk5PDueeeS+/evXn66aeZNWsWX3/9NU6nk+zsbE4++eR92qbevXvz0Ucfcc899/DFF19gmia9e/fm1VdfJTk5ucXzyx//+Ef8fj+fffYZTzzxBIZhMGLEiD0GXK15PmjUlsdd+/bteeyxx7jjjjuYOnUqkUiEAQMGcMstt8Svgt0TZUfhMekI5ff76dq1K3369DnkORXSkWP9+vUMHDiQc845h6lTpx6y9Z599tl89dVXfP/99/G7QEiSJB1Ks2fPZsKECVx44YXN7s6xP46aHK4jXVVVVbPihoZh8Le//Y1QKMTpp5/eRi2Tfk0ae1R2FggE4jfbPZTH0ZIlS/jqq68YOXKkDLYkSfrVO+yGFKUD88knn3DXXXcxatQocnNzqamp4fvvv2fdunX06dNnn272K0nPP/88b7zxBiNHjiQ7O5uysjK+/fZbtm3bxsknn3xI8nKmTp1KaWkpr7/+Ooqi8Ne//rXV1ylJktTaZMB1hOjfvz/Dhg3j+++/j18luXMOyc63TJCk3Tn++ONZsmRJ/IILXdfp1KkTV199NVOmTNlr/ayD4fHHH2fbtm20b9+ep59+muHDh7f6OiVJklqbzOGSJEmSJElqZTKHS5IkSZIkqZXJgEuSJEmSJKmVyYBLkiRJkiSplcmA6yiwdu3atm7CUU++Bm1L7v+2J1+Dtidfg7YlAy5JkiRJkqRWJgMuSZIkSZKkViYDLkmSJEmSpFYmAy5JkiRJkqRWJivN74VhGDQ0NLR1M34Rp9NJbW1tWzfjqLa31yAhIQFdl29HSZKkI5U8w++BYRjU1dXh9XoPyS1NWovD4cDpdLZ1M45qe3oNhBD4fD48Ho8MuiRJko5QckhxDxoaGn71wZZ0+FMUBa/X+6vvSZUkSZJ2TwZceyGDLelQkMeZJEnSkU0GXJIkSZIkSa1MBlySJEmSJEmtTAZc0kHj9Xr54IMP2roZkiRJknTYkQHXEWjKlCl4vd74T3Z2Nl6vl6VLl7bqeouKihg3bhwAmzdvxuv1smjRolZdpyRJkiT9Gshr0I9Qo0aN4t///jcA4XAYh8NBWlrafi/HMAw0TdunpO6srKz9Xv6+iEQi2O32Vlm2JEmSJB0KsofrCOVwOMjKyiIrK4vMzEyysrJ46KGHGDZsWJP5XnvtNXJzc+N/33fffQwbNozXXnuNY445hszMzHh5jGnTpvF///d/tGvXjn79+vHmm282WdbOQ4r9+vUD4MQTT8Tr9XLaaacBsd63SZMmNXle4zobNc7z+OOP07NnT3r27AlASUkJl112GYWFhRQWFnL++eezfv36g7THJEmSJKn1yIDrEAmbgrKASdgUbd2Uvdq8eTNvv/0206ZNY86cOfGCnQ8++CCnnnoqc+bM4eyzz+b3v/89W7dubXEZX331FQDvvPMORUVF/Oc//9mvNnz33XesWLGCt99+mw8++IBAIMCECRNwOBx88sknTJ8+naysLM4880wCgcAv22BJkiRJamVySPEQWFoVYU5pmKgAmwIjcxz0TWvdIbIZM2bEe66EEAwfPpyBAwfu03MjkQj//ve/yczMbDJ90qRJ8d6p2267jeeee47vv/++WY8VEB++TE1NPaChRofDwVNPPYXD4QDg1VdfRQjBM888Ex/efPzxx+ncuTNffPEFEydO3O91SJIkSQeHMCMomkz92BMZcLWysCmYUxrGbfu5M3FOaZhuXhsOrfWKXQ4fPpwnnngi1oZwmOTkZF5++eV9em67du2aBVsAvXr1iv+u6zppaWlUVFQcnAbvokePHvFgC2DJkiVs3ryZvLy8JvMFAgE2btzYKm2QJEmS9k4IC6P0C/Tc02UR5z2QAVcr84UtoruMIkZFbHqWW2u19brdbjp27AhAKBTC6XSiqipCNG2MYRjNnpuQkNDiMm02W5O/FUVptry9OdA2WJZFnz59ePHFF5vNm5KSsl9tkCRJkn45IUzMmiUII4gV8WFUfI+iu9BS+qEorff59mslA65W5nWo2HYJ+G1KbPqhlp6eTnl5OUKI+LeQZcuWtcq6Gq8qNE2zWRt2Xee+tKFfv368/fbbpKam4vV6D1o7JUmSpAOjKBqKIx2rYSGqIw0RrkBNGCCDrd2QSfOtzKEpjMxxEIha1EYsAlGLkTmOVh1O3J2RI0dSU1PDI488wsaNG3nllVdarVBpRkYGLpeLmTNnUl5eTm1tLQDHH388S5cu5dVXX2XDhg088cQT/PDDD3td3nnnnUdmZiaTJ09mzpw5bNq0ie+++47bbrtNXqkoSZLUioQZ2e1jqjsfLAOsCFhG7G+pRTLgOgT6ptm5vEciF3Ryc3mPxFZPmN+dbt268eijjzJt2jRGjBjBN998w0033dQq69J1nQceeIBXX32V7t27M3nyZABOOukkbrnlFu655x5GjRrFli1buOKKK/a6PLfbzaeffkr79u259NJLGTx4MFOmTMHn88keL0mSpFbSmJ+12/QRK4yW3A097wy05G5ghQ9tA39FFJ/Pd/jXKWgjtbW1JCcnt3UzfrHGHC6p7ezLa3CkHG+Ho7Vr19KlS5e2bsZRTb4GbW9/XoMm+Vn1G1ATO8r8rF9I9nBJkiRJktREY36WCFfE87MUR7oMtn4BGXBJkiRJktSMzM86uORVipIkSZIkNbcjP0tN7oVVuyKWn6XJ9JQDJQMuSZIkSTrSRX5OZt/XqvCK5kTz9gGI/y8dODmkKEmSJElHskgY2/R3UYzo3q86lFqN7OGSJEmSpCOYtvwnLE0lactXGGk1sip8G5E9XJIkSZJ0pGqoQ5/1MYpux1bdgGgolVcdthEZcEmSJEnSEUqf8R5oOur2rQjhRS3bKq86bCMy4JIkSZKkI1FDHdraFQAoFaVokTpslRZ65inxqvB7um2PdHDJgOsoZ1kWN9xwAx06dMDr9TJ79uwWp02ZMoVJkya1dXMPmdmzZ+P1eqmqqmrxb0mSpMOdtnY5ZpfemJ16YnbsSTgpG0b8H4pui111qNplAv0hJJPmj1AlJSU88MADTJ8+nYqKCtLT0zn55JO55ZZbyM3Njc/35Zdf8tprr/Hxxx/Tvn17UlJSWpzWt2/fVn9TLlu2jH/+858sWLCA2tpaMjIy6N+/P/feey8FBQWtuu69GTJkCEVFRaSmprZpOyRJkvZJJIy6ZR1C3/Exr+s4q8oQCR6EqmBWL4zdtkcm0B8yMuA6Am3atIlTTjmFwsJCnn32WXJzcykpKeGee+5h9OjRfPnllxQWFgKwYcMGsrKyGDJkSPz5LU2z21v3htuVlZWceeaZnHTSSbz11lukpKSwdetWvvzyS+rq6lp13fvCbreTlZXV1s2QJEnaN5qGcdz4JpOqNm4kSdPit+2xGhbGE+jVhAEy2GplckjxCHTzzTejqirvv/8+J5xwAnl5eRx//PG8//77qKrKzTffDMCUKVP461//SnFxMV6vlz59+rQ4rXHenYcUhRA8+eSTDBgwgMzMTHr27Mmdd94Zf7ykpITLLruMwsJCCgsLOf/881m/fv1u2/zDDz/g8/l4+umnOeaYYygsLGTkyJHcdddd9OrVC4DNmzfj9XpZtGhRk+d6vV4++OCDJvP873//Y9y4cWRlZTFo0CC++uqr+PyNw4Off/45I0eOJCsrixNOOIHFixfvtn0tDSnOmzePU089lZycHHr06MFNN92E3++PP/7dd98xZswYcnNz6dKlC6NHj2blypW7XYckSVIzOxUs3S+ajkhJb/JjeLygxfpZ5G17Dj0ZcB1KB/rG2Q81NTXMmDGDK664Arfb3eQxt9vN5ZdfzvTp0/H5fNx///38+c9/Jjc3l6KiIr7++usWp7Xkrrvu4qGHHuLGG2/khx9+YNq0afGhykAgwIQJE3A4HHzyySdMnz6drKwszjzzTAKBQIvLy8rKwrIsPvjgg4MydHn77bdz9dVXM3v2bEaNGsXkyZMpKSlpMs/f//537rzzTr7++mvat2/PpEmTdtu+Xa1YsYKzzz6b8ePHM2fOHF599VWWLVvG73//ewAMw2Dy5MkMHTqUOXPm8OmnnzJlyhQ0TX6DlCRpH+0oWNoqnx07btuj550RT6CXWpcMuA6V1nzj7GT9+vUIIejatWuLj3fr1g0hBOvXryc5ORmPx4OqqmRlZZGent7itF3V19fzzDPPcMcdd3DxxRfTsWNHBg8ezBVXXAHAO++8gxCCZ555ht69e9O1a1cef/xxGhoa+OKLL1ps16BBg/jjH//IlClTaN++PRMnTuSRRx5hy5YtB7QfLrvsMiZOnEjXrl154IEHyM3N5cUXX2wyz80338xJJ51Ez549efrppwkGg7z99tv7tPx//etfTJw4keuuu45OnTpx7LHH8sgjj/Dhhx9SUVFBXV0dtbW1jBs3jg4dOtClSxfOO+88unXrdkDbI0nS0UdbvQSh6WhFSw76shtv26Moaux/eY/EVicDrkOkNd84h1pRURHhcJgTTjihxceXLFnC5s2bycvLIzc3l9zcXAoKCvD5fGzcuHG3y/373//OmjVreOKJJ+jZsyevvvoqQ4cOZdasWfvdxkGDBsV/V1WVgQMHsnr16ibzDB48OP57YmIivXr1ajbP7ixZsoS33norvn25ubmMGzcOgI0bN5KSksLkyZM555xzOP/883nuuefYunXrfm+HJElHqUgYpXQLOJwoJZv368u6LPVweJIB16HwC944+6tjx44oikJRUVGLjxcVFaEoCh07dmy1NliWRZ8+fZg9e3aTnwULFvDb3/52j89NTU3lrLPO4t577+XHH3+koKCABx98EIgFTkCTIcdoNNpq27EnlmVxySWXNNm+OXPmsHDhwnje2zPPPMOMGTMYPnw4X3zxBYMGDWLmzJlt0l5Jkg5fLQVI2uoloO5IQVD3/cu6vFfi4UsGXIfAgb5xDkRqaionnXQSU6dObZaPFAgEeOGFFzj55JNJSUk54HV07doVh8Ox256nfv36sWHDBlJTU+nYsWOTn/1Zr91up3379jQ0NADEhze3b98en2fZsmUtPvenn36K/y6EYOHChc2G8+bPnx//vaGhgZUrV+7zkF+/fv1YtWpVs+3r2LEjLpcrPl+fPn244YYbeO+99xg5ciT//e9/92n5kiQdHYSwMLZ+0jRAioRRNxVBJASBeoiEUDcW7fHLuhAmRvVCjIq58VIPRvVChDAPwVZI+0KWhWhtO944QtNhx5cYdWMRZrd+YHe0yiofeughxo4dy1lnncVtt91GXl5evCyEECLeY3SgPB4P11xzDXfeeSd2u50RI0ZQXV3N4sWLufzyyznvvPN48sknmTx5Mn/961/Jy8tj27ZtfPrpp1x22WV06tSp2TI///xz3n33Xc4++2w6d+6MEILPP/+c6dOn85e//AUAl8vFoEGDeOKJJ+jQoQN+v7/JlZE7e/HFF+ncuTM9e/bkhRdeYOvWrVx22WVN5nn44YdJT08nOzubBx98ELvdzrnnnrtP++D666/n5JNP5sYbb+TSSy/F4/GwZs0aPv/8cx5//HE2bdrEtGnTGD9+PDk5OaxZs4YVK1Y0a4MkSUcfK1qPorswa5YgQn6Uoh8w7CkozqRYLawWSjoAsIeLbloq9aA4+8hSD4cRGXC1tgN44/xSHTp04Ouvv+bBBx/kmmuuaVL49MUXX2xS+PRA3X777Xi93viVipmZmVxwwQVA7GrITz/9lDvuuINLL70Uv99PdnY2xx13HF6vt8Xlde/enYSEBP7+97+zbds2dF2noKCAu+++mylTpsTne+qpp/jDH/7A6NGj6dChAw8//DCnnnpqi+17+umnWbJkCfn5+fznP/9ptt233347t912G+vWraN79+68+eabJCQk7NP29+7dm08//ZR77rmH008/HdM0ad++Paeddlp8H6xbt45LL72UqqoqMjIyOO+887jhhhv2afmSJB15hBlBKCqRon9h73kriiMd1sxGVRKxti5B6T0xFiBpIFKaX7DUuAxFa7kuourOx6z8MfaHFcWqXYHwxNJMpLan+Hw+OdC7G7W1tSQnJ7d1M36xUCiE03l0XIGyefNm+vXrx9dff03//v1bnGf27NlMmDCB9evXk5aWdkjatS+vwZFyvB2O1q5dS5cuXdq6GUe1o/01MM0QkeX3o7jzsPxFqEndQXGibVyFqjkRZhjt+NtQHLs/TwhhYWz7BD339BaDKGGGMP1rEFYEy78WYYbQkrrGq8ivW7fhqH4N2prM4ZIkSZKkg2TXBPjG3CqragFCdWD5loGiYQWL0asj2GiHnb7o5KAV/dTyMvcxP0vRnOgpfVGdmbEgy5UVG1p0pMuhxcOADLgkSZIk6ZeKhFu8QrAxt0qEK9BT+iDMYGy6GcWxzUKPpKAEG9AjKWibNraYGL/zMuL5WXsIomQV+cOTzOGSjiiFhYX4fL49znPcccftdR5JkqR9JcIBlJnPYBxzbIs3g27MrRJWENWVi733XzE3fwDmdsxB48G2U07WbvJ7m+Zn7SWI2lFFXk3uhVW7IlZFXhY2bXMy4JIkSZKkX0AvWo6lJqNsXYKa16X5zaB3CYBUTOz1BSiJArWsGLPP4D2voIVl7CmIaqwiD8T/l9qeHFKUJEmSpP0Uz9XaUdhatWeBvxIigWY9UIrmRHN3/fk2Oqay38Ww5a14fv1kwCVJkiRJ+2HnXK2fC1sb6OTgqMtrfjPoXe6leyiLYUuHDxlwSZIkSdIeCDMS+9n1asHSWZhbvkFEAijB8I7E97Wx3qzGHqhIuOm9dA+girx0ZJA5XJIkSZK0G2bEj1E6A0XVseVNaFrNPVqFNXAcirNd0yc1Jr5Hwtg++S/C4QRXQmz4sHPvQ14MWzo8yIBLkiRJknYizAioGtHKn4iumwqqjuLKRURrYwVLrWjjnCjZfRC7qeSuLf8JbckPmIVdEO27xoYP1y2PJ8nvqWq8dOSRQ4rSPps9ezZer5eqqqpWX1efPn148sknW309kiRJOw/niTofkW2fEN70FtHiDyFSA6EKhH81Rv0WsCWhJXdHzzujea7WLsvUFn0XGzLcvBbqfE2GD1uq2SUd2WQP1xFmd/cqbHThhRfy7LPPHprGSJIkHe52JLRHxpyJWbkI26evwHGDY0N8YR+odrACAGjOTPSkrvHb6uyp5IK2/CeU+jpEdj5EI1jeFESfobFAq3YpQkRarNklHblkwHWEKSoqiv/+xRdf8Ic//IGlS5ficDgAjpp7KkqSJO2LxoR2fc1y1I0LMZ0mto2bifQ8BjQHGBpoiShpx6KlDthrEVFhRlBMgfbTtyAsUFSEpmGUfo4yZAyKw4nSEMKqXhivGt+kZpd0xDoihxSP5uGorKys+E/jjZAzMzPj077//ntOOOEEsrKy6Nu3L3fffTeRyM/3/opEItx111307t2bzMxM+vXrx3PPPddkHcuXL+ekk04iJyeHUaNGsXjx4vhjr732Grm5ucyaNYthw4bRrl07Tj/9dDZt2tRkGS+99BL9+/cnIyOD/v378/LLL+9xu7Zu3cpFF11EXl4eeXl5/OY3v2Hbtm1N5nn00Ufp0qULubm5XH311dx///306RP7Bvrdd9+Rnp5OWVlZk+fcfffdDB8+fJ/2rSRJRw5hRuI1tHA4UTauwba+BGw2qCxFCdagZwzH3uU6nHXtsSX3R0/ptcf6V/FhQsNAJKdg5LUnVOAk1N6O5dLi90BUXO1a7dY7u97LUTp8/CoDru+++44LLriAHj164PV6ee2119q6Sfukrd8IM2fO5KqrruLKK6/khx9+4KmnnuKDDz7grrvuis8zZcoU3njjDe69915+/PFHnnzyyXjg1ujOO+/k9ttvZ9asWaSmpnLVVVc1yUMIh8M8+uijPPXUU3z55ZfU1tZy0003xR//6KOPuPnmm5kyZQpz587lmmuu4Y9//COfffZZi+22LIvJkydTUVHBRx99xEcffcT27du56KKL4ut95513eOCBB/j73//OrFmz6NatG88880x8GSNGjKBDhw688cYbTZb7xhtvcPHFF/+yHStJ0q9KY2Ckrlocr4elrVsOQT96yIOzNgfHeh/2/NNxlgkcSl+cVc5YsBUJ7/YG1fFyEXULCQ3thjn6TMSQCZg9ukCPEQizJnYPRGGgJXfbex7YAW6XzAs7PP0qhxQbGhro2bMnF154Iddcc01bN2efNL4R9NzT4+P/h9rDDz/Mddddx29+8xsAOnTowB133MHVV1/N3XffzYYNG3jnnXd4++23GTNmDADt27dvtpzbbruN448/HoA///nPjBs3jpKSEnJzcwEwDIOHH36YLl26AHDdddfx+9//HiEEiqLw1FNPMWnSJK666ioAOnfuzOLFi3niiScYP7755dKzZs1ixYoVLFq0iMLCQgBeeOEF+vfvz6xZsxg1ahTPPfcckydP5pJLLgHgpptuYvbs2axbty6+nEsuuYRXX32V66+/HogFoBUVFUyaNOkX71tJkg5/QpiYNUsQRhArVIVZvAxTsaPXp6KWbgEUFN2F0AI4lzcQHFbTtCJ8xx7o33xEsJcLvfCs+Lm88ebS8XIRkSpIH0DYmYEvlEpSeA26psd7sxRFOai33mmyXTIv7LD1q+zhGjt2LP/4xz8488wzUdW9b8Kbb75Jfn4+n3766SFoXVPNvvns6FIWwjzkbVmyZAmPPPIIubm58Z8rr7yShoYGysrKWLp0Kaqqctxxx+1xOb169Yr/np2dDUBFRUV8msPhiAdbjfNEIpH4DaOLiooYMmRIk2UOGzaM1atXt7i+oqIicnJy4sEWxALBnJyc+HPWrFnDgAEDmjxv4MCBTf6+8MIL2bRpE/PmzQPgP//5D6eddhqpqal73F5Jko4MjYGRCFegOtIxOhci+o/FGjGOyMU3ELn4eiJn/5b6UYWEzrsCa/WbiB2fMUJVEV8/S0TfBtuLmp3LVXd+k2HCFcEspq6q5+31NXxSXcAq17iD2pu1++2K5YUpjnQZbB1mfpU9XPvj2Wef5f777+eNN95gxIgRh3z9zb75tGGCpGVZ3HLLLZx11lnNHktPT9/n5dhstvjvjd/wdu7C1vWmh1XjPJZl7XG5B9Lztz/PSU9PZ/z48fznP/+hS5cufPbZZ02GGCVJOrK0VOdKdedjVv4IloFwOuJ1tIyMLMyaJViBUqIbv8Z0aqj+1SCCqFEbupGBvnkbke6paH4Vo6EUJb1/izeoDlUv54cSP267G3BT7+jFnO1RuvXojUNrnRGO+HbBQc8Lkw6OIzrguueee3j55Zf58MMP6dev3x7nXbt2bbNpTqczfnXfLyHUDEQkBIoBwsBUM1BCoV+83L3ZORk+FArRp08fVq1axe9+97tm8xqGQdeuXbEsi5kzZzJ69OjdLi8UChHa0f5wOBz/PxQKEY1GEULEH2/peV26dOH777/n/PPPj88zZ84cunbtGn+eEIJoNEooFKJDhw6UlpayZs0aCgoKANi8eTOlpaV07NiRUChE586dmT9/Puedd158mT/99FOztlx44YVcccUV5OXlkZGRwdChQ5s83pr2th6/3095efkhacvRqKX3uHRotfZroNVWYybv6LG2wrgb5hFIPA52+mKmWGFsQSfeJRvw9S0gGlqBUB1gGST6puOqLUIjgrHtawxnBhGbi4i9K66tVTgS2iMatgEq5tplhGpqCSSaOy3fCRXrqYy42FpZR6JeF19vvQELle2kt1KdU8UKo0cSiDo6YgtvwFizY7t2cSS/D3YeWTkcHbEB13PPPUddXR1ff/01nTp12uv8Lb1QtbW1B6WMgjBDWGm9UJN7YdWuQLUrh+RO73b7z+9sp9PJrbfeyqRJk2jfvj0TJ05E13VWrVrFggULuOuuu+jVqxcTJ07kT3/6E/fddx/9+vWjpKSELVu2cMEFF8SX53Q64/ulMSB1OBw4nU5sNhuKojTZb7s+7/rrr+fSSy9l4MCBjB49mhkzZvDuu+/y6quvxp+nKAo2mw2n08nYsWPp1asX1113Hffffz8Qyx3r168fY8aMQVEUfve733HttdcyaNAghg8fzscff8zChQvxer1N2nLKKaeQmprKI488wg033IDb7W7FV+BnoVBor8dSUlIS+fnyW2lrWLt27WF/Mj7Stfpr4KvC+cJdBG99FNPaglE+B8WbippY0SyfSVsagKwAicFNqMeciaIoCGESWpOD5Z8Hmg3VDKInePBk5mLLHo299H9YWWkYikBgYZnlJCYKVG/z5ReYgkWiHrft55QXT9RiQPfEVuvhium94/9uLT4q3wdt61eZw7Uvhg4diqIovP32223dFBTNiebtg6Kosf8PQbDVkpNOOom33nqLOXPmcNJJJ3HSSSfx2GOPkZeXF5/nueee49xzz+XWW29l8ODB/O53v8Pv9x/Udpx++uk8+OCDPPPMMwwZMoTnnnuORx55pMWEeYgFX6+//jppaWlMmDCBCRMmkJmZyWuvvRYfUjznnHO4+eabufPOOzn++ONZuXIll112WbMgR1EULrroIqLRKBdddNFB3S5Jkg6Ren+TKwWFGcH25r8Rmory8YOYDVuxgtsRER9m5U9gT40HQyIcILp9NlFtK2xajLF1JsGKBZQHTBRfArGPRSeg41qtojoLQDEwjhuPNfxU1GGXQP+xiI79UF3ZLeZLOTSFkTkOAlGL2ohFIGoxMsfRysGWdLhTfD7fr/r60dzcXB588MEmH559+vThqquuYsSIEZx11ln8/ve/589//vN+L7u2trZZSYRfo33pXTkSXXTRRRiGwZtvvtlk+k033cSGDRt4//33D1lb9uU1OFKOt8OR/Gbf9g7aa9BQh/3Zu2mYOAi947lY0TqsTZ+QOO0LFIcLQ6uj4eyTofh7rIxs9LI69BP/GftyZnegLvmBcPn7qHUh1IYgPk8KHxb8H6VGOuMWvUr7/BUkqNmY4U0kbMwgMqQ96tDrm+SLCiGIbnkHRdURloGt4JwW80nDpsAXtvA61MMi2JLvg7b1qxxSrK+vZ8OGDUAsEbu4uJilS5eSkpLSZEhmwIABvPfee0ycOBFFUbj55pvbqslSKwsEAkydOpUxY8ag6zoffvghn376Ka+88kp8ntraWoqKinjjjTd46aWX2rC1kiQdCCFM+OoZoqn1sHYeIdGAVfk9+haTSFYEsLBV2tDmz8DKSUcvDaMr+WiLv0WtrCB0THu04lmgGlhmGaZDwwpVMq/cSUQJU9agsMJ2Duf06o2+4Fmi3RIRddsxSmaiuFJ/Hja0wpiJXfE7e5AUWoVtN9XnHZpCllteKSjF/CoDrkWLFjFhwoT43/fddx/33Xdfi/cJHDhwYDzoAmTQdYRSFIUZM2bw6KOPEgqF6NixI88//3yT42Ty5MksXLiQ3/zmN5xyyilt2FpJkvZF47Bh45WGSiCAVlxO2GthNWzFKm8AowFMH8FMBbVOxRZNwLGuDlJPxiqdhy1ooVStxDz2ePTSKqKdC6FUw1RqMI0MKgJVTPC/RwPJNDi8FJfYqfUUk6h3wmbfjiY8mBs/RTvm+viw4TKfypzSDkRFCJvSgZGo9E1rs90k/Ur8KgOu4447Ll7TqSXLli1r8vfAgQPZsmVLK7dKaksul4sPPvhgj/N88sknh6g1kiQdsEgY7A6EsIiWfI6wDOwFsVEKfcZ7qGYCqhLAsHRo2AoJ7TCyTUzhxVZQSKidhVofQKsqw1RrsZf6UX3ViPUr0BwDiCSDFvRjKUmgV1MbTOWY+oWspC8VegHZlRvZUG+gOuy0Sy/BY1Nwmg1YtRswIlUYSX35vqQOt/3nHq05pWG6eW2HxbChdPj6VQZckiRJ0hEoEkaf/jahgR0xA+uwGrZgBYoR0Xo0Zwccqxdj2sAUPrSIgmkZRCJ+gkJni96FoJpDf2MJCQkOojWrsLy1aO4omg30Lesxu/ZEr9Exu50Awc1QtwpvOIjDrKfr8lWUdW6HodmIZuWwPb8rdeEEHKKegSkNKJEyFG8nasOCwoavWCtOwW1T0VWFqABf2JLDh9IeyYBLkiRJOixoq5cgNBWtpJKovRgrVAnBUsyGjai2FCLnX4WiqCj1y4n654CZSImVQdSZCroXm6IyL6kjDmwU5FSTHHFidYviWgea30At3ordzKfBuxWRkIymdaLdhhXoZQK34ad3zTpKUwrQKkqZnjyQkDaGE81PSFPb0VkFK1RBTfUGaupriAS+pwEnVlI/Upw6XscRe9G/dJDIgGsvGu//J0mtSd5sVjrqRcJQupmIfSNaRSFWShkESwAB9ZswnNnoXU5BVe2oVmdYupiolQQNEZYlX4LX3ES51oGNvlWM0uZjowKNIJYNog5Q00wsvQyjR19QqhH1m6FyDS7LQPWl0KBZuIXFJ9lDaEDHpuskKxG20ZkZVm86JG5GqE5KataRkJBGWrCKFfSlxGdyU1+3HE6U9kqG5HuQkJCAz+eTH4ZSqxJC4PP5SEhIaOumSFKbEMLEWvouUXULgiCGWgwNflCdYE8HYaIl90BVdxRzNvyoqQOwpR3Ddns/Euu3U6Z1oWv1qyhRH1qkmAp7Mg2ag1DURm1iKrizUd3ZRKlBGHUQqUGvNiAcJJAaRNNVsuq3MyhSwgqS8VsK9ZYDJbk3QlHxu3pRZ++IsAzS7AadPAoF6YUMzLCTn7jnvouda4ZJRy/Zw7UHuq7j8XgOeuHPQ83v95OUlNTWzTiq7e018Hg8ze5BKUlHtB3J8QBK1EArrSJiq0FYDQhq0MIuTEcQbB4QoHn7QiSMsOmEa9cTMJNwWdvo4PKS8c3feaXTJExbGScqm0lUwtRqSSiAiKp4UhNJyOiNnp5NuOI9bGmDURUNTUnHskoJGm40lwPFEvTzr6NTfi96ptjIdGnYVIVANFZLS5ghauxdqHf3IC2ymhRblDrTvsfhRCEsjNIv0HNPl6MlRzl5ht8LXdd/9cUoy8vL5S1j2ph8DSRpJ5EwtunvEj357FjQpWmY/cYiAnOxjHpEaBtqQldEZAt6x4uxapZgbv4A5zobiwaewfJiO8dumM72rK702/IpSr2diWWzWNPtWLICP7A16sWugh4xWFI2hF4ZNTR4VxCo/AmRKiipDNFJqUXt2hersCOzaobg1GIJ70F3Ep0sBx5dIWAIbIr4uUq85qJr4THMKQ1Tq3THZrLbCvJCmJg1SxBGECviw6j4vtktgKSjiwy4JEmSpNZnBYDY8Jq+eglCUdCKlmD2GYwINmB9cy/KmN9hyz6W6JpnwZWI6uqOEqlG1b0oyz8n4M6nbsH/yFLaYyfKkJ/eIaLbidamkJxUidO0MDQnDSIDj6hgY0oP6pJSceR14KfaAJ3ED0TtHtKsUlaogxjWbTL2+pV0ixQyuzx2taFNgXNzHHTz2lqsEt83zb7bx3amKBqKIx2rYSGqIw0RrkBNGCCDraOYDLgkSZKkg6+6AlIzALAsA2/VG5hmL6ytn6AXh9DWrcQQJkamQJn/JZE0H/bF07EGCdSMoeipA7BqVyBUJ1bRLJTaCFFbEVS6cFomnopy3GtCqFkGYT0Z/A5yftrG4qEjmRfoyBmO79H1bMYmK3iyujKdFDrWz0cVEUCw1HUGPSOQ5e1DH6BrWvPb8OyuzMOuFeR3dwsf1Z2PWflj7A/LQHXLXu6jmQy4JEmSpIOjMS/LV4XjoRsJ3vwIUf8sRLQWPbqd8PJ7wVeGVp+I5YmgVpZiFq1CGEUIh0o0vASrLBnhyaPaeQxeT29WlNSSu3kxHquCupAbs3YjStTCvr4GzbJwl4YJeQJYdRo5YjVfDv0tY7pm0jW8iUS7HR0DK7mAxG3b2O44hjWuk8n1f0E4VEN91I3XjAVJB3obnqVVEeaUhuO9YyNzHPRN25Hcb4XRkruhJvfCql0Bu7kFkHR0kAGXJEmSdOAag6xIGG36G5gnX4D+5nOECsLY35mKOfEkoiWfgwKiYRu2BhuEq1DDKajhMuzLqggVRsFSMe0hIuvWszzLTXHp1/iidvxF1VxV6cfSQQ8bdKSEjG0NBE0bPj0BHZOAN5OvB0ykk8dGxOFmra8Bv9GergV96aWvxaZEGJSbxX/XjGF+SZjy0HGoisLXVTUMTLNzfmf3z0HSPhBmBEWzEzYFc0rDuG0/J83vXHVe0Zxo3j4A8f+lo5csCyFJkiTtn0g4/r9t+ruxv1f8SMA2F/OHlzEDy4ikRTHqF2OWr0CEylEsExrKMZ1OzLQMzJwe1HetRi8JIUwQVhSCUczSMjbVaQQbSplbrpNbvAqhWZAOIigIqTYUP6Ap+HUXNXoi9uoyvlDzuM/qTg0OEhxu6hN68U1JhBK9BxEcREzBujoTX1QQtcClKQQNweYGk2+2hQib+1b+p/GqQyFiw4jRXZ7WWHV+d6UgZImIo5fs4ZIkSZL23U5XGGqrl2BqEJn/KFbDWoQO0e0fEyk0UUydaHoUls9G6d4Bw5eJQ6zHUaoQzagjaH2MhZv6QQoiOQ0lKsDnozw9ic5aEaYCDvsWTuw8n6gpELpG2G7DMuGNdsNQDfg8vT+qrpPp1ojYXDh1hS3VDWS7k9geMFleHaUuKvDYVTb6o6CAXVUIKgp1UYGmQtgQ+A0RvzVPY+9Vo8a/W7rqMElxYqcTO/dd2BRIttNiKQhZIuLoJnu4JEmSpD3bqUdLW70EEQmjrVgApZsw7NUYVUuxlHoUw8BSIliGiRYWWFoUYW5H03Kx1ddh0zuANw2/4iHgUKlFJ2AL4NeSEYEAqAFS1O1kiWJy2cwIdTEJiWFciVEUVZAoQiRsM1hjz2VlYgGWZuOL1H7MSu9Lu9RE3FaUsas+o7Y+yPLqKHZNIXNHXlZxg4VdEegqsfpcO34cukKSrsTqbO3UewVNe7MarzoU4Yr4VYd2dwYj2rkJRC1qIxbBSJQxiSvRqn+IB2VGxTwsK4JRvRCjYu7P06sXIoTZOq+TdFiSPVySJElSi6zyTajenFiP1qjTsc18HxENY/v6Y4zeA4h0SMI0a1GMMCIcwrQbKC4PqEEizkwgDNhQy5chFAVFSSeoKRh1y3Dbo2haHUEcBMsrScCPZoMkexAjomPpNmxECaOja4JqPRENWG+2I9EKoyoaQ+o38F1Kd0zhxG1TGehfTZ2p0rBsEds83UnzuCgLmGS5NTQFChJ1GgyD+qhFXVSQaFMpTNAYnqXjL1tAohZCjfiIls9BBEtRXTlNamip3r5gNb3qsG+C0qRMhB7KwayOlYKwQuUQrUNLH9z6JSJ2rW0mHXZkwCVJkiQB4I9YbKkzKPDoJNZXEJ3+B5yF1yI0Hf2Ld1BqK1FXLQZVRVu1FNXdAyXDAtUey01SExFpaRCuQqksRjhV8OZilRYjgoWUqaup3KqQm+5HDxmEGjT8Np10rRLFYYED0CHFbCAkNCLoqJaOv9ZBeWU2FXoCvuRkPskdRigKYd2OoWh47ArrKxsYU7uNmmQ33awS+mzbxIw+Z7Cu1iDLrdE5WSfTqZLu0ggbdvqm2+iXaqcsaPJTWT3LjQQKouvp4E0mN1KFmlgYC7p2DpCE0eJVhztf4Sjc+ZiV8zAbtiLMMIozMxawac7Y8CS0SomI2I2/9XhtM+nwIwMuSZKko5wVree9LQrvbAyiWgHG8QWnVnyP02MQWff/UNp1x/3jJpTkDFRfJbgSwYhguOow23VFK/ZjowCxuojoQA9KXQDLFhsuM/ylGAkaWvk6KtIySM+rRasRIMBRHKLeSiEjU8GyQM0FIqAIk2jIwYa6jiQYnliPlJXEx7njacizUVqnc0XpTJ4vGEvnFAf5CRqn1iyjU4qDtQ2QXVWBJ2KwsXQFczP7UR0yOb+Tu1nB0rAp+GhTA70jX7PBfQoOcxEbfUGy7RqO1EEYW9/dsYNiAZKiKHu/6tAKoyV3R00bhLHtM1R7MiJcgZLcC93bo3VKRETCKKVbwOFEKdkM3frJXq7DkAy4JEmSjmKWZVC/8gneqbgSj64y0pzFMSWL0RzlYEE0tR5b6WYU3QYlmxFOF5EcEA43llWL2lCHZu+CtnENelkS/opyiNbHEqXCJnqlDaVTGCsdkiI+3I4GSBKgm7BJw7KrKEEF3SCWVFWnoBjg35TEW31+Q8fUFAZk2CmujdJQ78ZSNS6oXYDLqTMhWISv8FhUI0r7ynVktkugJBggobacBFVlVGQrIqUvV/bykGSPpSzHe6KEib9sETkhHw785AdnYVoKc9UxdLcXk234D6iGVmMpCCEEljMDBYGwDDRP53ii/MEuEaGtXgLqjuFJVfZyHa5kwCVJknQUsqwI0S3vI6J1RILVXGY9hWbZ0OsN2oktKG4TYQF2UMsriCYmYi/xoTgT0KqjhAtsEK5HqUhDFTnYN/sRuoJ9ZS0oJpF0BStDgYwoGkACpCr1KApopgkGKLmQ4q/jefvJnL11PkkJfsRKHb3QIKkqhLtkK995CumZnMD4Qhvta6KsqmjAs7yESs1Be/823q/qRZJTJ+Gk09DT7WTP/4ltQFTRsRSLsfVrcGjDm22/omgkJmaQLNYT0ryk1M/nTeMcNpuCtx0dGeVw0DftF9TQOlRFTyNh1E1FCE2HHRUn1I1FmLKX67AjAy5JkqSjhDAjKMEQJCahGgI1sRCj5AscCZkk1pejCJWUsB+HHgWTWI+TAUYKqL4I0T5DEdm5GLl2oupahNkA7kQipUWEO6u4V4RRXSZ6pYVrraD2eA0rCYgqoKvoYUAR4ATqNBSbhVlp46X2o/iqsC8Xb/sOw6tiD0awuUyODRazPhrmxdUwKNOOS1MYV7+a1Ql2bKaKYtkZ31CEL28g3Tp6saL1tA9VkJftZnNdGDXhe7avM5iW0p1h+Z5mxU0dibl0s29je32USLgBryimvduHTevXpIDpgThkRU81DeO48S1Olw4vsiyEJEnSUUAIi+jGd7A/dw+Ul2Cb/i5aYl+wDGwiTKbLSaTOBnqEuoQEgkYGiiMN1UpCJNrRAi70aAQtIQmr1whERiFWZhfqQmVExTZCqdup6V5DJE3BcEEow461xAZ2sCwVLBBloGy2EGGNcLVGMOKkilRMVxIbUgv4X5+zeaP7eHoeu5ET/CuZVzAEU9GwaQo2VSGZANWrVpGhRuhhD1NgMxgb2USuw8IXMjDKZxIePoaGjiEqcqsxk93YejTQN/IJ32+rJ2yKJoVHFWGQkdUPm6cDa8w87NEyvqn08PGWCFvrDXxhK7bvDudipZqOSElv9oMm+1MON/IVkSRJOoKJLesw3FUIM4pY+zkRrwvlP3/G6jYerWguWtpA9NzTyN3wNlnV84nandj0CJrpRNRXonY4GWvt10Q7JKBvh4beQ6gNp+DW0zBLPiISFQi3GzXSgD3dIlhhI9hBp6wqFcumkyZ81NYnk+6poDriIidQj6gAxyILJVPQvb6EDLOecWnz6esqxW7V086oRh8huMF6gtucD4ECbk1QEPiWpb1PYntA4ItYGEJgWRbH1C8lqd6GZdSBtYGgpuGgknpHFg6rhm32AYQVG76QQWrNz4VHFc2JlXEi5Ztep8xMw6maVGrtMMMWG+tMXLoii5VKB40MuCRJko5EkTBUbsd597X4rhqMJRRsVeVE3QnYqkMoZSVouh17jzNA1XF0OBfd2Qm9bCaqqx3m9mUoQkFdUYSRGcQsMfElOQi9ew9KssmqTh1IwEOqWYJimdh1C00RoIGVDHp1FD0pSsDnIqQ5KGtIp8qRQEVdFgtEF5wFBlnUoRTaODltHUlamPKgwijnJuwhC1Is7KsacCbWMjijnNSGCLpVR4Z9A0ZEsNDsS0VIAArh+hCjq9ZRkByrfeXEJNPcQLXZFVWxKLf3oyC4lKR60bSuVlIPaoMWW7TOzFY7kGcUoZphgsJBlgPClQtx6eEmz9FS+h3c+lnSUUMOKUqSJB0BwqagrD4YuydgJIz+yX9QXr+VaI6JsmI5+H7E0AWmUY9ea0NbtwIEaEVLABDRIKq3G9rylUQ3fwbROkxbPVHPGsAgmhJEpGwkdWsx9qooecEVVIRAxUAXZiwxXlHQUgQK4EiNEnY58RvJVCZ6eFs5nu9SjuGpwvP5f0lnYSankd+3ggbhoVNCHZnJGVTp2aRZdSgOC1UFy9D4a/G/Wd6QRKVvGz/4Eqj1FdNu5VJq6sOkOzV6pOiEHXms8wWJ1K7FKJ0BtQuxqwpRoRI2QUR8dM/ORotUxutqYU/D3D6DZJeLemdPUp06YU8vsj0JdErS6JTiIDExo0llecWRfnCCLVkR/qgke7gkSZJ+zaorWCqS+WGzj0JjFpv1UYyvWUKXOdOxrEoCgzUsrR6EhrCBqZtE60PYDBNrUxFKJITRoRvWnIchYkdEg1Bbh+kGHHaEWwFFEHUqaFFBuIuKVlmHzVLJ0n2ELTsiGkIxQVHA1FRKQ6mIDIVN7lPYqAyhm3ifZMBnOFhodOIfysv0Kqgl2RGiV1YxLmsdRfoIDKMSrdJC+G2QbeBIiODZspUBA5PpG1nH94FOJFVvY2sgix7bV7I49xgyXRouQlTautKQmUFCeBpEKrAnZNBRCxPIOpPJ2YXYVYhuWYQQFlZgK9jTEREfWvVcxiXpVAS6sLYulrPVOVlneJYdv5ZLkjk/9kF5sIqVyorwRy0ZcEmSJP1a+aqwP3Aj2085hxMrVuDPT6HT+qdxlGxD1FbiiBoEghoiHYhamKiw3UZd1wRURz80l4f6HllEF76BzQpgVa8ARwDCYLh91AWSSHJaKBqoWKiYGBlApoFZ7yCk2qnW3XTTShGWAlgIVNQA+D1uRGIqo1JKWVg9gholkzS9hGPrTTK2miRn15CguFBtPsK1aZRkn8gafRWrzR6c0H45CioJ+VGiHdrRTllGGDfpRjGpIT817ly61BXzfbA7/ohG37REah09SfImQF1vzLIZCNNCtaWQljMEVVUQZihepiG6/WtEqBTVFitK2iljAH/LT6E8YIICZQGTH8sjzLNCZBkFdC3oSy997UEp7SArwh+95JCiJEnSr1EkjO3Nf2MJhRFfvo6uNdCuYiFefQ1J28vQogboYC+KoESBqIBEqA2lYKVF8PU22dI5zIflSYSL5hKo3YqoDyAcIByALnA6a7EEiAhoCrEuLIcCGiRUGKT4A6xe1h5/mZviFemUb/VSV+6iMpxMkdGFdKWaJQ0ZrKQnC2pVsihlQE4KzuGX4M3JxJmVjp6ewbe5V9MuOBs1YwBa32PZlnciawt/SxfLRXlWH1LNdViKnY7mVqJo5HsqSU/UGV1bRHevjVSHyuBMO7XBIKYrDz33NOxdr0FN6QeGH/i5TIOiqNiyR6MApm9pvOfKoSnke3QyXRo/lkdw21QSHG7qE3oxZ3sUw9Mb5ZfW0dq1IrwcWjyqyB4uSZKkX4PGD2e7A+r92D5/C23jKkS9D6c3SpK6DpstgGYKyBOEnA60coVgLwiZKmaVE2eHAEqfEIamoofWEhRJnFC5DFtWFXrUgjwzdj/DiIqOgqaDZYIlQFMsQMQKoW6zsJbamTp4HLMye/JaeDRmMtgUSABOyVhEnZJEqMZAy83hRHMJ/b1VpKp1jE5bBjXzIX0ItoJT8az7f5yTsJ5wQ4TjvCtAdeF3DyB97SIcCQUMiUQoUR3okRKcoQiaFaW8TsFuRjlL2UyXLsexPRoLkr4TYFP6MDLHQd9UO6T2b7YbhTAxKucjLAPcBQgrilE5Dz19EIqi4QtbREXT50QF+MJWvEp92BRNbhHUkpbmkRXhj24y4JIkSTqc7Qi0bK8/BcmpREdNwP7ui7B5NWpVBUIFxSNwBuuI6jY0EcVK1Qgl2FE7OcFdD8mgeEMAJKoNmKpGyLJhhhtItEpBU8Gmgq6CEJguBWL/QAVhAoYK1QaYKtomFZ/dzfeu4SSnp0EkzAKfhqVAghJGtwzWBDszRttI13ADBauWoLRzYBlB1m6aC6qd8oiHbspiOuaejlqzGHtiGiJSiZbYGxcW1Rs2kpLkpmPDZlL6DGXO+uXUexOpSkzkm7SxaChc0zORjAQ7HxfV4rb/3PvUWLTUThRFa1rsVFE0VHc7ooFSgnhwqVF0d7t4MrzXoWLbJYayKbHpAEurIswpDRMVsekjcxzNCqq2OI9HyIrwRzkZcEmSJB2O6v2gKNhmvo+laehff4TIzUddvRShKkTcxWgRAwWBXqagZWmYLg1TU8GVi91yEM7YBs4knNRgAooFNgFgEkIl21cGhgKmAJuFpagoKLEK8zsJ1GloEROtTCfqVPHVJFCteLBrBi5hMGblx6zIGU8ddvzCweyGLqQ6FbZo3TildBVhkUqKfz0bE9PJdVVR7hxAiqjiR18uBXkFqNZPsRVFw6z9aA5fmGl466OwvYF+XpWt8yv50MpjsTWGY/T12JMS6JiaRFZuAr6oRYfgV5TaxseGPNnRI7VLza2drQhmUb09QBQdGwapCVn0TYg95tAURuY4mgVMjTe7nlMaxm37ORtn14r0u53H40KRFeGPajLgkiRJOpxsL0ZEAjhffxaR5EWp96OtXIQCiJKtRNtXE01NBdVGuKOKiAhqM92gKQQjidgy/CyNjmTMnHcIj3MBfsAOZmRHlxVEA7DFTKK/rwIzQQFdiT9mNbZjxwgiCkTX6zj8UYw0FVNo+HOduEWEG72vM2PTCHpXr+UEex5fZA4ksmMBpiU4JUsladFWgqqFqNRZnjqRbtqb6FYAFIUy2rG+up6OiV1xpvYmOP8tVtQEOc39CSs5lmA4zA9bTDAqyeiWgM/ozlyjC44IdE6xSGpYDFaQBMtPu9CPGIqTcntPCiIrmtXcaqyfFTYFP5T6yXF1pcrenbTIataU+umWkh4Pmvqm2enmtTUbEtx1uDFqCWrCFuVBk/xEvcV5YEcAaChkpaQf1ENF+nWRAZckSdLhoqIU553XEOpooK4H4U7E0qJoYsctZjSgKoiRWI1iCqLtwF6roelhgqluogk2NGz0r3qb2hERqA9DsoqpxcawVEuAYuGo1+gR3ILlUiARINbLpWoWpqGiKrEL8gxDIWroWNsdbHF6qHAnkuRtIJqpUuZsh0et5xLXu9BRMG7rQha360dItWMKgcemMCG4hqwsB2L1EspScxlRu4KthSOpsnfHql3BKl81RBMw9EJODvop3L6NxOQIYbuDynaJbA7ZCRgCy4qQa6/mOBZiaS6+D3cnN1HH7s7ArF5IbmoGG30VlNj6EjA1hmRno0WWoeyon2U4+1MVBK8jllcVxEmVoycAVY6eBCNWkxwtiPV07fw3NB1uLK43WFdrEDIF720IMCrXSd80+16HJKWjlwy4JEmS2spOifBW0If65m1EMkIIVRDOssA0CHWGpG9js9UP13F/a6ASJeJwQnYEM+qEkEVUU0kytmEFXNgcEagA0REQAmGAqsR+R4CWbKK5QViA8+feLUyBGQRDh0iNnYDTyTyrO5mFfqKai+yUCmx2BSdRhNOPElLJ9NYQ3JZPtqhjWNlSZmYNJMmu0s5m4Nm6Fs23HdMw8FRuYJDDydvWAOoCYRb4cjnT9hX2uVE+7nEa6tLlnO9JJMFRTJ3wkhvewgzbyQQVi37qYmqUNArtNawQeXgdOgMyHCiOLIQRIs/lJNuu0SujC16nhl1NJLR5EcGIRU0oyhe+FKIEsCkwONN+wAFR43DjNyVhlldHceoKvVNtJDm0JkOLuxuSlI5uMuCSJEk61CJhRKgO+/uvgTuByLjzEF/ejV60EaOdCkEIdtJQgwIjVcV3so6lxnKwGgaqRLuoiCoDS4NIfgBDB5cIoSqgOYMI1QRDgKqDEChKrI4WqogNFSrELj20KbE/BBAFSgQVtlTWJeXg8kZYEW1PjSOFDzLa0y9VcIw6D8vRDjVSTE99Ax6rFofdwus2sPeo5qINP1LZbQCqXaeTFWB1p+PR5n5A2NuRzu7Pqex1Jcem6tStf4GuSpi8+i1UJ+ZyWvWHUGWxOWynfXqE7Q2QWl9PudtDt/QkRoTf4btQN1RMtokc+qfZyEtQCW79gHCgBlfXK7E3rCLTaaBoOsvK/RRVF7BZ7Upt5XLc3iDZnkQAfiyPMDjTzo/lkQMKiPqm2Umxq/ijFtkuDV3dKW9sRy/Z7oYkpaObDLgkSZIOlXo/2B3oH79GpH4u2ldriXT0ILQtKMWrMJPB8IJWC0IVmCkKqgmWS0G4NUQ9WLkmIdWBMy2MYhALlkwFmyLAsCAowC7AuyOQEjtqaO3Ix4r1Zimx8g9WrFdHGApGAzzjm0h6xwCVtmQG2ZZTQRoKJuH0ziyzuejuKCXZYaODKxcPGST412CpZRhZEZxRDxntDY6zreC7+o5cPP9JPm8/kovyviFamwa6ReL6+6E6hTQRxFJqcaghHN4QojrA8xnnk+3RuaJ9B3rm9KSiYiVTQ++zXPTEqXhwKOnk6dVc6LUYm7KGstWr8fu2YAF1P71MZnZPuiTbCJuC2eUK7oRe2CIWG9UeaH5ISxDYVIWogPxEnT5p9gMOiDLdGql2NR5sQfNespaGJKWj22E3qPzdd99xwQUX0KNHD7xeL6+99lqTx4UQ3HfffXTv3p3s7GxOO+00Vq1a1WQen8/HVVddRUFBAQUFBVx11VX4fL5DuBWSJEk7iYShoQ77v27DmvcKxraZUL2ZSJ6CpdQjNvyI5g9jeVRs2wXuVSaODQLLrmAmaAiXBg4V3AokKNhrI1harAMLDVRTgGKCLsAJyiZiaVnEqjkQMMEvoDFAA1A0Kn121hRnM2tbd143TuDDrAHMtQ3gS2MEnfQSPg0Pp0bkcbL6FeOyBSO79GX4gHMpyD8Wb9fJqB27oeYPR2RlYe8+ilCPbhTV2zh51ack99vEec7XsUQUt3cbqj2KK1JN0HQQ1ZPwWCEcRgQw2RrIYqCxnbqkdnyrDkBTt5GX6SAz0cmohNX0yvBybZcQp/Q7jiv75ZCf1o7iugiaCnZVwaGZ/FjrJWKpTZLW3bqCtmM/BI3YxMbAqDEgOpDep8Zhw0DUojZiEYhacthQ2qvDLuBqaGigZ8+e3H///bhcrmaPP/HEEzz99NM88MADfPXVV2RkZDBx4kTq6uri81xxxRUsXbqUt99+m7fffpulS5dy9dVXH8rNkCTpKOaPWKworcMfsaBsG7Y3nkN/9yX0tSvRv/mGcHINZqKFmaBiuFWMlChRDQQC2xYLU4EoOggbNLBjyM9CqRQQUVF1A9UAtpkQAdUuQAOsWD6WaEdsiLAB9CCoFRbueTuCLgsIq0QMBV9RKtO3DmZVaRceiFxAiZrOSHU2t7inERUqTyQ9xhTrFbRILUs2zqe0LoBDI1axPRzC8d0SbIWTqdazmFsTZV5NhD+Yz3OsuphgVMeZGoxd9ahBVFeJJih4Ij6EBTYzihm0o/oFVlhjuPUVKUSwFI06NZbsriV2QDX8uO1OnKogI7UQh6ZQYuZQEXWhWFFUESWiJFKl5sZ7rBpztHRVoXOSjmkJopY4qIFR3zQ7l/dI5IJObi7vkdisFpck7eqwG1IcO3YsY8eOBeB3v/tdk8eEEDz77LPccMMNnHnmmQA8++yzdOnShbfffpvf/va3FBUVMWPGDD7//HMGD45V8H3ssccYP348a9eupUuXLod2gyRJOqq8s76Bz1eXM2HFR/y760n86/O/oodrsXQH4RyFaMJ2LKeC4VGIpIISjKVWKXYL04BwNw3HKhORKlDqHSgEsRIEmAKRLFCqNRRLYCVYkEwsER4rVsHcsuIJ8GqtgDoLe70R6xlLFGh1IExBNAzLkwp4POssNpNOQHMRVTQEGmtC7ehr/44qK5ksqwq/4cERjJDurWJmZSHtCxWChkn6jM8g4MWa8R4/5B9LKuvpHlhOoqjHkx+gwXIgFHAoJpYFdSE3lmXDpoRYrXQiWpPNWl823TI3EfEmUevKp1AsIjechMd5DNQbQBTFnoa94yUI/0qwwryzyeSDDTUkBTL4XCmkc5JOjwRwKWG8Dk+zpPVUh8pNfT3kJ+oHPZ9KDhtK++OwC7j2ZPPmzZSVlTF69Oj4NJfLxfDhw5k3bx6//e1v+fHHH0lMTGTIkCHxeYYOHUpCQgLz5s2TAZckSa3GH7GYubyYP859mi6V6zmmbBn2YC2BHhquojBavQJZKmqEWEK8E3AqmBaIJBVL0YgIhfphiaipUXRfA4bTAktBqY91eClWBJGoohoWVmLshtHxJK3GXK0qgRpWMBo0Km0uVtXl48gwyPH4CAXtfNhwHMsd+axLbM/5m2bxTO5YwmjYLINjnOvQd4w9Jioh1oQ7kGVUUm152WLm8NTyOmqrfUxesBzd5cKzdBXLU8bQ1xmkc7QWp2oiHAYhv0q41oYrYlCRkUzQ4WGFeizZTht5/gVEtRwSklyEhZde5lIqlVzcVhV5ng54vnmX8ODeqOnHYNWuQBFRop7eFNcb/G9DPck2J73cPt4M9GdxNZzvdTGmnWuvdbQkqS39qgKusrIyADIyMppMz8jIoLS0FIDy8nLS0tKaVBZWFIX09HTKy8t3u+y1a9e2QosPH0f69v0ayNegbbX2/leCpWzfUs+dn02jIFiOYYM89zqi+QrBLiqGF+xbLAgJRFTBdOpgMxG6Cg4ldhWiYaJGBbiAMBgeKzZUaFMQHiAisEwVLBXh3pEFr4sdyfEWhECts1ArBaoOZiYoyRbbNydjtlPonrAVX0UWazOy+SbUg7E1i7EUhVG1S+lUuJ1ENUCeXo0qTOrqPNTYnOiE2NKQgdNqYLN/HRs82Zy27APqLBOCEeyaRdd576EWKLhcQRpUO0LAei2bDeXZdLWV8U7VyfTuUkGeWkxOtAy7UU9D1EG2vh1ffRKZnjI2hdthqSFYvpqKYAP1P21he5aJO8HL5g0bmV/rZHvYJLF+LdnOEEl6FafY5lKBg9RQJ7RKlbXVzV8Xf6u+6r8+R/J56HDvUPlVBVyt6XB/oX4JOZTa9uRr0LZaZf9vL47dAy8xCaOimPCGh+nxvzo0BAKoG6ZjZiqxqwZtEMnXiKYpaJs1tJVRfKOdqJEQTnssVtJdIEIgIoDDhIgGyUos01YhFnjZiZ21bTt6taI7crdCsXVgaKgVGsVaFo48P6ZNI0EPcFK3haha7D6JOcmVXBt9m/nBjpzjmcuPoW70C1ewzszmTMd3VCs5KGoNaUaA9b6O2DWDTEOlf3A+4xrm81jCXxhaU0RixzpqNnlxu20c5yuiIikNh2Gg2gR1diceIriwWCva098so3DrVvSeaahqmArTQ0KKB59oxyq/i3Qtia9dFzLKvQHWrKMiKZPqkmoKIh/xXu4/yQ59Q2HOaWSagllr60hSlxNyZJFqBFgeakeZI5tZUbXF+xq2mXo/JCa1dSuakOehtvWrCriysrIAqKioID8/Pz69oqKCzMxMADIzM6mqqkIIEe/lEkJQWVkZn0eSJOmARMKxIGvtClyP3EJUh7pTklGCVZBoUTtOQ9iIJaa7FXDsKL9AbJrQINRBIVzgwaWHEMTuG21ZgGqBEFheBYRCLCte2TFcGPuVKFAfu6+hSLKwIkqsomlQYDp1otUefOlZrFaSaHC1p6ttC2ZUQzXDJGkRTEtF10xCPo1LI9OxOSOcUvgTm3y5RKpT6W+uY2VKF1AdFKV0pdwJx3kryNq6BocexBY1uDL0KEuGdKCjE+ak9OWYNBf1aieGROYTrnYi1BBRVadC8ZDoDlHoyqUbtVQEooQCJlGPkzSPhWXWstZ2MjOMzhyfuJ4Tku24VkdZXWfR0fYTObYKHEoN4yvvpkJ34GvwYuoeMlO6oPkXEIyAEQkzuWQZ1d26Yup6s/satpmGOhzP3Ut4yt8gwdO2bZEOG4fdVYp7UlhYSFZWFl9//XV8WigUYu7cufGcrcGDB1NfX8+PP/4Yn+fHH3+koaGhSV6XJEnSftlYhO3zt2DbJlz/vB4lWI+9rh59TSmm00SJgEhQUCtNcBKrP9BYgmHH/QUVU0UACQlB1B157ggLVTVjAZVdifVYOQSkqLFgSoH4giqAgIKjSqBWgm2pgHoVpTYWo9WnaZguP/2TV+J35uLVwiiqwBdKQlg7Eu9RWFTamXG2BSSrATIddeQ4q7kk+AENVYmsW9SOWYHurFY7sDz1PKINXoQVRLcHsSUapFjVeF11VKkJZCWWoqhrUfM6k2JaKIZCoCoZpzDJFAGSNYP+Djs5wWry6kO0j5aR7xLkeZPITW3HuJwg56euITG1V6wm2MbVBBui1NbYSdRriQZUkqxyyqwsVMNHQEtjaJrBib5qenY6nT6WnVyvTrsty4Cfi4+2NX3Ge6Dr6F+939ZNkQ4jh10PV319PRs2bADAsiyKi4tZunQpKSkp5OfnM2XKFB599FG6dOlC586defjhh0lISODcc88FoFu3bowZM4Ybb7yRxx9/HIAbb7yRU045RXalSpJ0YGa8j+s//8Iq6Izjs/8hVAOIVX53LbeIdNMQNgEmeOYKascp4BSgKGBBpFzD7rLAsHDUmliFKqplxs7Apgb6jsrwTiV21aG6I1jTiP3vExCxoNgGiRC0dAgo1Nc52VqdTHZWLXbTwJ1YD5adkGJjqLoQZ8hiTXkfdH0bwZCDrQtycA0JopsKdcJFjceNX/NgSzOp2+Rgm5HMqMyF/Kb6ZnrkpdBF+Ait3YirQx1oAk0ROKwI3aKb2OrMIk31U6N2pt3Gd1D8paiGjdTsGir9iWwQ7ViQOJDyhjBuvZC6hDDdg+vZuHkQgztVkJWaT6rlo1fOMUyvgqUVBqtSjyPJrtCvfBldHRsxLZU0GkgJCqJJUbZZOXTZvJB2CQX09q1kfo1K1OkmpXIrJQV9sCl629+zsKEObdMacLrR1q/GaKiTvVwScBgGXIsWLWLChAnxv++77z7uu+8+LrzwQp599lmuv/56gsEgN998Mz6fj4EDB/Luu+/i8fx8QL/wwgv8+c9/5pxzzgFg/PjxPPjgg4d8WyRJ+nUKB0P4hA2vEsWx7Adcrz4OKmib12ACdcfr6GUC5xqThqE6qt9CLwUjB8JdFDSfhZmoYjhUIpZGg81O/vxa7EIQTYBg1o7hRguwTGLJ7ztW3mQ0TMRqa+kK1GsEy2xoEQWtzERLhzWJuRTXppBdUEulkoSTKBFFodpKwWZF+EYfi7/HiWytDVGyvYaSzhbV9R7UVIMxycX0sy0nQfGRF96OyIK+7bajFiv8P9sTLI925JjgarzOKDbLAjOWa2a3W7hrI6wRufR1b2VtwEu3+pUgtpGcEUBVFDJcdQyxFVHm6k12zQp8doUcVxTN0smuWU6ZP5EUTwNq/TqiOadhiAjFQahwpaLrBr3NEtZVZbGqPJ+Rhaspr7SRXNiRC/NMMrdVoCcmoCz7gY7JuawNCoSlkrZhKf2GD2vz4UR9xnug7SgVsaOXy5hwcZu2STo8KD6fT+x9NunXTCZKtj35GrSt/dn/q1atIDBnLsu7DuOYlbMY/MNbqEBDdw302O12oikqiiUgAkoE9LBAjYLSAFqpRaCLgi/Pja6bCF3DXWuQuCKMKSDUU0O4lVhvVsiK5Xqh/FzSQexU3sECagE7RGs0akuT0U2FqEdQs95Dg+4imwq84+r4uGIo3tR6OmklhIUDTTG4suZWjs/PwGbT2OSPIoSgJmwhUChMMOgc+ZHESDmTgp+QICJYiWAZoDihjBQ8Vj0YOi41SFTRsCyFBs3BykA+hk0n3RGgTnhItbvp5Ukk0rCQmogdFzVsNXP4icGsC3WgPmoxwrkShzMRVQTIcJn0d67D5s7nm1BPgmoy7/u6sMZnEQxHaS/8lAYEKQ6FPml2dFWhRPPwQvpGEqtiV6Rry35EJHmJZuUTNAQuxUScOimWY9dWGupwPnUHQvu5NpdimoR+f8dh0cslz0Nt67Dr4ZIkSWoTRUsJery0n3czgc2F9Kz/GFYbGDkKph2MdgpKpYXhUWNlGiIgksFZZGGkqoighaGosR6kMgN7gYnTJkBEUIIWgQ4aVrISu5rQsaMXpvH/+I0Oid8bkXorltMVVTF1BX9lAmsKsygiH5ceoTQ1nRM8i7AiKqal09+xnnLLw49GDx5suJDfu/7H7Z6pPOu/iSEZbk7Oc9HgL+GEToV8sjmIS3cxt3wkxysfUBX2YkuswB4RRBwqlqVg100CipMUGghYTnyGi5CuE8VOfkINhlBQFQ1L0WnnVMHhwB6oI8FmR7UsPDaTQaxgpZHLSqUXQ+zrUW0andmMTUvFZviJhqtoH5rD8qTJ6IpGoUdlqwoNWjo+1aAwzUH9jiFCKxAisGYViR4nWBZmQScU04Aho3DZdlyZqLVxEVKbncikFu5qYjtMrpyU2pQMuCRJOnrV+6Hej1lbhvLBzehJiUTTDBI6bcTSLVwZUUKZCmaGBmGBSNewHEosKX7HfQxDWSokgPtbgZ5ukaEGqEl14lTCsUx2QKSBCBK74nDnHiwNCFix+ySqP+d8ERBEwzqiFlYtzSd6vEZxVgYTa+ZTlNOVNUo2dqdJZTCNvIRq6oxEvK4Acyq7c69yIb9N/JKIYselhJnI/wiUOliROJobzNv5z/qnCCoadVGTBFHH2kgeg5alkDuwPHbTQcVCdas4RQhwIkyFsu251Lss9HSVkHDgVisoiWbQTqsnzaaRElgDSgam0LHQEaqgmhQCJGDavHR3C1YF2rNN78ckh2CoYy2KSMAWqSKsdCLoaE/nZJN1tQb5CTrdk1WclZC2Uz6WqmnYR5+GaWuaoyWSvKAdJh9ldgdW+65t3QrpMHWYHKWSJEmH0NYNoCg4XnwYpWQTwY4WWrXASA+gNYCZKNDLLMwcDTMRzEQFTQgsJ7Hk9sbCyqYGblDCBhQI1LAgIWqCL0rUpkMd4BEgFJSoiMVTHmJBV5hYwOVXwCUgQQFLgAqBoJ1Ioo0fNnejJtnLR4H+/HXhh4gEnTP175mX14HNooD0YAgt0UQVArti4d6egKedxRYrj4H6t5RbqeSrG+lqFBONfINTDzAp8HcMPYmvEm5gcs4iNq8sJtnyoW0E2sdiyYgJqqUgQgJsCqnUE1bSWF+dwaPmGdye9h/SHFFytAZsRjWgQ7geLakzoraUsJpKqqYR1jvSI707l3ZPZFFRkI4dUkl3XATL/4GI2tC3leDpcwmRaBCP3cmADDt9U3WGZTv5eFOAdzYGiVpgU+GcTokkZiYgc2CkXysZcEmSdHSIhBGhOpSaGlx3TsHUdMy0MFY6WDYVRQfLrUBAIBJBlCtEU0Dosfwq09nYs6XFLk/UiRXQsgkcGwU4VZRai4ahGlEHsWAqubHXSiC8CkKN5X1RL1DDYDUokKWApWEZQCVY6bDI3p4OjgqiPXXmN3SlvDaN7g3FhFJ0vA01EC0kTy8mmmmxRuTzbXAI50W/YnOPYzjW5aLW6IVXm4HftDhGX0+oSiMtIYApNJKNLfwYORaHsgSvu4LC/JnoZhQSiLXNBcLQMWwajoACuodog51k6kmqy+Oh5Km8Gx7NIGc5Lmx0CKwEdzIY1WCZ2JxevtcvINdYQK2tkBOzIcmu0s4JmS4Nf9lm3KmD8Xy3BXPTMroZP1Jw/ohmt+E5p1MCJ+e72FobID/ZTZL9V1XFSJKakQGXJElHPL26HH35bKJlX6LNrURgoJsG0aCCka1itFOxTBARC61OYKaqCM3C0lTQQERUrATQgkasyjvEhgX9Frh2lHBQBZpfEE1QIEOJDycCseKnQkAtKBpYlo6hQHlKEsmOBkLomJZCgzMBERF43QECiosOzu341LVct/EjDEWFehXTrXFM6SaKOnZghdkVbIk46wUbIyNwhevo0sfO4ODHtA9vZWZ9PxSHhTMxil0VgEkUlQbDolfD+9RG3NgSbajtdRSbid/nJs1Zi2moaJZFvS0Xw7LhT67BF3BTnhCmQBV082+iPjkba1sU0+YEGrAlhHEoZ6ClLmN8Yj3hhhSO8SrY9HUI0Y+ieoVZi7Zz2sdP8s6Ya7js2xdwRhXMbd9gnXElWS0klXts0DX8Nbrt9NY/SCSplcmvDJIkHZnqY3fRE/O/pcNn/8TcMgMaKhD5JtFcBUODumM0IvkKhh2MbAVhUzCSVOwVYNo1qFHABYrTRBM7ktjh54KmpoZaJTA8EPEo1J6sx26/01iaQN0xrwoYCkpAQQR1LBQ2mO1weCCEG01RMIWNapLYXp9Clq2GsLCjKrGhyM5VZbgtA7cvgkOxaFdfQ6IZQLEl0tFtcJo9gtcZ5cLa9zi+5jEKzSVoisq59tk4bAauxNhwZqzZFsfb5+MnGY9SR73modaThC8xB5Flo0TJZpl7PMv1IZRk5VOUkU+HdsVMtZ9AtlqDX3hoH93KtvoMUuu2YToDWLY6GgyV8uKXMIOV6KYfT2IaWqQSxZFOxFJZ4NMYvORTVN3G6Z88hhoOgqqhhgLoH7za5KUTwsSoXohRMRcr4sOo+B6jeiFCmK191EhSq5E9XJIkHVFEqA7FBMfTdxIePAr3tEeIehWijhCqCUaiipkKmt1CuBWsHfcotLQdEYkLIgEBioYWiWIGFEhQwSB2haG144pCRQFX7PlWkoJeIxCOHfc+tMTPFx4KYkN1fgsRthHx6UQ8NoI5SVQ7nGRTTH3YSaII4LX78fx/9v473NLzLO+Gf/d9P231tXuf3qu6LFnFsiw3IYxsU0wCOIVgnAIhge/l/VLeL0AwxOENEMckhBCI6cbYuFuyZKtY1SPNaGY0veze9+prPe2+vz+ePXuKRrIMNpbs53ccc+y9V31mr2fWOue6zuu88m2EBo82rohRdpZfWf9+DIK8HTOcnWem1Ue/DKiV7+Y6/6vUMgcZc09RWxhmXW2BTlnjBgHKBhNfLLaJC3+Motdu4JkaGRnSMYqK6KfoQtMaRgWzPBFv4T18mr5YI2zDh4b+ACEMB+a34FgWd5/9OpGQTLeGGOuZItAZOhkfL7cXGwM6AB0hs2NU2hrLb9I/c5JYWaybOYYxYLQGDeqRzxG968fWohOEUAi3F908gHR7MP4CMncdQnyHpxBTUv4WpIIrJSXlu4PAxxiNfujXkXMO8sRhMke/DkBnRCKMIS5JtDJoWxBcbyUTgS5JsrudmNuJDSyBjENUCKICUQ5QSZI8DQPl1WlCKwZHIFYMcUEiGwbdJ6DDaqipSb43hvaxDE90duJfm8XLWmzKLiLjDkrHZPw20oqJFgXWkCYMLALb5kud2zhttvDc6BYqsU23K3iX/SDPiJvpzRa5pfkUuvEZCl4LKX3cjefJoIniMk7sgwFTB9O9uq9RgEbg+zZD1gyhKBKpAYRoMJaJmY2GmGu0OOSvwyfmmNnCrdZzBNohb3WYqPThxJJGO8sd488zkS9gexrdZeGagKZxeF7dyZ2lGWRpN7p6BLRP2XW5/dhDGEsigiB5LYQikhZIEFHE0XNz7Np9sa0os2PEi6sr2laFW0rK65lUcKWkpLyuMZ06nD+DOPFFTD5DNHWYaKiB6Y+wjSC0wN8rsY7EGNsQ9whkh2TXYWAuLoV2SARVDKptyJ/U+MOCsE8m/quYZFmfsxpSKkneQUMwFonpHCAQOCcjghGJrICoKVoVRaOW5yP7f5A3jTjslIepyDzrm88Sh2XCIMC3IpZMEaRCS8GyzvM7zXsZyzsUPMN15jDXliLuc4/ykxzgS9zPcDSBn3foipZphy5RRjCx1I81q3Gtbrp6FulICVHMi9F6Bqwq3aqBNhahH3PWGsaWGQbsAlbnRaylIla2hxY5HBnzmTM3cuu2AwgijIBHK7ugz2Xn1lFy/Zpnzw1wXeYIZ/UQT/m7sFUHvbJCb3k7+4RElfcC4DbrXLtwBH+dTzRZYKZ7PUEY8dnd9xLZHoMZyWw7x+bYXEyK1z6qtP0y4Yby/g7PrJSUby2p4EpJSXldUluuMLXcYNMzv0bpC4dp7VxHe8sc9EXgStpvULQVSSvQEkS7V9uCkUAXuZjkHl/yvTYQgWwb/BGJwUCsIZKJLytjLlnBsyrWmgbRARFqZCCQy5qwVyKPK07PDxEMSDpjDrMzo6wf7eODbxil8cInebHeh6N9jI7J5yNmwwJbh2doRi5/Et1FU3uURQM3FjS1R7c1z82dh4liH5sa10X/A5cACFDC4NkdtJY8e3o7Pzz3NGLABmWhm4rsjpiWzLEsLIKay8GlnVzTdY5CT52Cf46saOKbiKxbZaNu8dfxGwgjlzfFB5irl/ns0Vu4f++jXJsd50vqFn7MmiJbHGX7cJYTjQ18eXk3jZEsmeJm7ix089iMz/ayjasExsTEjaM07rmGcsGndcMgjy8InqlvYKF7PZHlEMSGvbZNxdcMZJO2oVDemmC78DUl5fVMKrhSUlJeXwQ+X3rmKNsf/S8MRFXsTJ1gDKiMg1TJqhxBMj0YmtXVOSSCKTDopkKWY2hqRAg0DbJG4uuaMShbgANBt8CZMchAJHmgERghkrgHWPNnCQOiINAVICeIAklQVBzNr0MPKzq+x5n+Qfp3bOC97leZGx+i3rK5Lv4SjaAL/xT0bFukCx8jDEvL3RS6FM/4e3DcHB8u/DKf8W9nqjPASG2WuMfDjjtgMjTIUBQRDW3hipjpuEhtZ47/NXwnd9RrbBt+Bk/5+CpDRkfkwjaTjT6MydPWJc4slDlXuJmf8P4KEwuk1HSaOXa6kwzIBT6U/2FMRTKwWfKEfzfvLH+FrA7pzE7Rc1by5m17mfcG6ZmZ4NTm95LNJhWo0LAmnoRQiPwQumhhDayHTodZdnLe7ceRyWsTA5E23/nF0ykp30ZSwZWSkvL6IPBhZZHooU9z59m/xJ7RhNcI5BzonMSa10mYaH719oKkaiUu+RkLWdBgBN6hiLhPIgNDNKbInI3xTmo66wTtfRa4gk63gFkNWmDManUrFkkqPEB79aEbGtWA2JU0Cg41kyUYkXxdbmarO83hYJBcpUlHdvOz/p/SFQdIE+BaTfQGm0acxXM0y1aZp/N7eL6zid8r/BIT1hBls8x96gH6M4soobGjECOghxotoXCJiIVCSEFL5rmz+Dzjej17NkxgWYLQgIVhqz3DQqVEv1dHRfOIOKC72eJAvosgVCgRYMsI227wRvE8liv5na2f4Cv1Eb5g7iUm5qjZwTPxVj7YDVoaTN8Q+a37mT3VJOfZF4c3Y810KyJjCYqORGbHECYGHZBVmsAZYUvRcKoWERuIteHuEe87vng6JeXbSSq4UlJSXtP4C/PUQ0PPw3+KOvUgwoTIIUOcNUS9CpPRWBVD7riB9mrQaEzisQpJwkphtX0YJd/Hgs5+C2oaOxKYyBB0CdrvshNfV+7CMmkBQ0kYqjWjidar5HoJYBL/lhaoaUOsJTXp0RrM0ggzjLjLfCYqstOaZB/n0Qg+1LiLf1J+lN74BG3hETswJ7s4EOxjR86QNRPcWDjJta1phIAtchohIvKykRzOqqKJtEQQMxP2IgR0qxaxjuiVVRZMgYGKwutVRLGFlIAOqJoCPxf8c95WfJ7ebJ1zYgNR3k8GMNuCx8f3cWf+OeKiouA28VUPQ26bbmsz1TmJjCK2nzvF5ju2U6qWoOwiais4xSLXbC3x2IxPGGmOLgVMtWOemA+ThPiNGd69QRE467FG34asHuH2LDw6L9nbbROtiq0b+v+GS6cD/zu7sDol5VWSCq6UlJTXHH67Q8XYLL1wkI1//CE8LPTAHPaiRo5ItIBwnURog7EEQdEQ3aZYC5u6YHK3AcTFiIaIZE+MYyAQUJaEkLQf3dUoh+wlVRZB0opsa7S12k4MSR67JaiczyGVoVnIUh3I81y4HkeGnIkG2CPHycqQY8EYc7qLusmRFy0eMPfxPj4MaCwCDpkNzFs9DFkdPhd+gD3yi9zGo7gmxGhDbASWAB0n7UspQWlNKGwOL21jV98ZOsbGINBGcDIcYXxgiB2ZNl3+WbSGlt3N+Wgn96+f5Mn47Xwg+1kqxqNXL/JAPeRL3MQGNcvM3AANPAqjTYgCTtRhtvta3r1RcsP0Md64q0Ru/suQWZ0mlBbq+EH27b2J7WWbyXrEE7M+w9mLHy1/ebbNPWPdhN4WxKqRfi+wrce8JF1+7fWPX/66ywh87Ac+QXjPu1PRlfKaJxVcKSkprw0CH4AXlkP4i9/jdP9W3vP5/0TrRovMTIT2JHEJojKIJohekVSYRBLdEK+TF6tSDQOWBkteElIKwgdjaVASPLMaULpqfs+TCLJLbURri/sEep0gEBbGhTC0qIsMz9p78bwApxxwSI0RS2ji8jH/rewzp9nvnmLRdFOwYj7efAPX2y8yqhZY1j08Er6R7ws/zT3uUxzWy3yx/m6uO/o5BtbNUsiuIKQGY1iayzPY00Baq/utY7CnQA+F3F08RCgls1GeZ/xt7HPP0+P42PYkS7UGXTpLGCl03qNm9VOllzJNeicP8O/Vv+LewkFGrBUWRTdb1QssiAL5lTZ/Vb6Nw2IT17gTnF5eZkuxSHZhEnc4izr0deLNO8FJSofy7HHi7ftxHZd2bIivWHYYahivR3hhcNnlrhJrBvlLObQUJNWyZI0jtw257OtxrnrKqGMHMSoRffHem17tmZaS8h0hFVwpKSnfeRo1xOf+jFqlgV9t8oYjD3LNoMCMgjKGcFSh86CjRFRlD8fUixApAb0C05+EkKJXxZMHzAgYI6l2aaAB9nSMyEmCgST0FMXFqphc/T42wGopSQsiA41yBtcKWdYlSrJGK/ZYjLrYND/HuaERrisc41mzm5bWPBnswVGGSbEB3RGcFFu4xjlNRoRouxehp/jz5pu5XzwA0pCjzV55krHgdzhkj9I9MYPZCNVGnlKxwUB/g1ZkIyODYyJUE5p2nqWVEmHOokWGqrFok2GBfvpknW5dpRi0UY1uVKZC3CjS3Su4z/8Yx5e2sxw6fMD5PBP2LrJUuLXyAjGGwZkKE5kBykHIoS27mLb3sM22cE88h4+kFQusTTuRsxOE7/nHYK8KIZUIp3UFC/sK37stYZ2nMc88BFu2vGIlyo8Nj834ZC95kEsnHi8j8BEz4+B6iOnzsH1/WuVKeU2TjoSkpKR8Z5mbovNff5nwC5+g5/FPcV38MLYB1YQ4L0EYojJEDgRbJAhBMCqQPqjF1XU7xUtW6Vz4WiRp/fnAksE6HxNutBBtg6yzaqI3F+PXAZY0rGhYUlCzwVfomo3OFQiVQ9Zq0RBZHlE3M627sPe3GBxZIvQc7nAPcLtzhKro5Ufyj5LPZJi0t3Pvuizre7fzEzt7+Fc3buVanqTXjlAdja1iwsjBwyduR9RMmepSD5W4iNUdggNCgmNrbBnjOhDULOwVzakzm8jRolfU2RXOUxZtanGGB9vXUA4lnt9B2RpXO1jNNptaLzDiz3NX4Wl6CnW2xOP4xuPplQEyh9p4cwGOCRjpLHLHylH6dZPBjMSLQzYunsIKfXJ+HbE8j2g2kVPnMF29mK5eUMn/3YuO5D0bMzRCzYqvaYSa92zM0HX6EHq1EvVKVHxNeGWFbHXi8UrUsYPJVCqstTZTUl7LpBWulJSUv1sCP/kzPw2uh/erP4vXqBAOCgJL4G+RyIZGRaAtQ1SUGCVQFUPcB9qGzoAk7hYwfEkI6YUP6saFacVVJeUBFkSuBAfCIUEcJHlbGLG6rie5q2ob2i2X6Wgzm++5j07rKRaaK7gssRwXWYgLVEwB3+5i1CwyE/azJTPHeNxPKD1mdY6b1QFKssEb1QGMpdidv543Hf0chSGX1sIK1Uizq/UUQ8VFFGBb7WT7j7HY23eKzALUZzOcdPq5fvQEIgTXjda2BDlOhOVG7NZHyTotlpe7ELbhDfZ5ZrwBBvQ5ulfalBYUqhiSb+fJiIBOvoKULrHTZDYqYaTEm67x2WgHE1uy/L2VZ4hGLEwQUN1/G/cMFjnVkTRiw4Ob38xPbXWwDn0Ryj3ooXWI2YmrGtbfsznHPWMZxusR6woWRULEw+MY2/mGlaiyK7GvKGTZgpfGRQQ+8txxjLKStUlcbG2mVa6U1yqp4EpJSfm7IfDh5GHsw88iDx9ATJ4AJ4fsNNAS/CFJ1C3QnqCzXWECgylK7HFNvBHivECEEA0I7JOG2NfQpS4xxCetQzFtoE9gFMk7nCBZ3VMAmhDnJCrUmA7oAlyocsV1hfm6ov6WLL/c+CH+v65kVHiEHWjrLH8p3o0bzWDpOoP1OWzLsL6wTMEWxERUHMPDwTvYbB2moz1yZgHbNHjgYc1swyfXaXFv9zNkvBb7ck3UaoA9BkwEfV6FWruHuYEy6yt1jm3Yyf74DA3LoaRb2H6MwaAGoDMryJTbKASDahnfdVha0kSDLg2RYWqgF29zlgFrCeOOYEKJnP5raLeRaDLVXSzEFYaqx4l7tzIi28zl+4mlRWgH7HMj4kKGvVlDpC3u3reea2YPIlp1jFSYngGIooveqSuEV9GR7Fn1XalDL61EvZzfylWC24bcl3i4XtJOVIro9ne89AFUumsx5bVLKrhSUlK+/Uycwf7kH2I9+xWQNkaHdHYoMscawGp4aJDsI0RB3COgZsCFcGzVa5UhEVFKEPUA+kJ0w2pb8HgEIwrRK9C2uJgcLy/Z3Lz6jieaYBxWdx4qwgCmst0s3VNCOIYb7Wc5Nh5zSggmzE3kg0mWVJlmbgf9rRe523yOgUIT12oQRhZuRxF27eGO7j62NzWbl77Eo2xjNurifvdr7Cue5cDx9Vi3tWkHEpNJjlkAcQzn40F822NZlbFpM+H0cKs5wVKnxNeaWxm157mz60RSxJMghCTb1aFmkl2GQSTY2p5E1xSmby8y38VsMEH34FYsEWNNt7DVJmxvC6E+wq5oiuHv+wBHarDuYMhNC2eJhAX4BEZzR/sst2+5mYq2kknBOEA8ewZRXUEYTbzaRpRnjxNv2on9lc9cfVLwkkqU6rQgyH7DStS+HoftZfuVpxSVlbQyU1JeR6SCKyUl5dvH4WfhxGEyn/7DZHuygHAgIrYEwbBANAUqAmvOIAKTCKto9WtGQigweRAVA8pgvNXJxLxETsfoNklLyQHGLNSsRvdJcAU0dVIikSa5vg3OcZ34wYYk1BXtjkOcEazoHE/GWxnyqizpMhuseb7QvIOt9iz1yKdCN4+3R7hr2GPOXMNTqslbvCcxQlI3JVr5IucL97AuepGB2iRySbOhOM117nG8/hDjC27ddJw4iHDsi4W3C+1QFx/LMnS0R7dVwy9nyM35nCr08b7Rx/j4UzcxKcooKejP1GjncyzbLn2iQS3IY03G+DMOW5w5znTdRJfRdIzDQsunX/kUHjlAvP0aUBJvroSsL1OaH+fma2/l/vYyf6HvJNQGIQT3rfNw9xQxtmJgtWKkjhwEy0Jv3QNxhOkbQu+4Jrnu5OGXTAquxTpYCrFaiVo+e5byxo3JefENKlEvN8GYkvJ6JhVcKSkp33L8apXWC88x/Lv/D3DRk26AKCsI+5O4hmBMYc9pbGOwl6HdIRFbMZABOokxSwQgtSHKJmt3MGBXDCEavUGCb8CRxBtXq2EGcARyxZA5FtPcKWFAEmyWWNMxWivmszmkBVY2xncdBqMqedmhoTtINF9ubKWezfBCtJUbvdOYyOdUVZGxoO6VCOIKnqzjmRYyU2R39Q9YMOsozE6RCztstNo4dohBEIcCuzfGNw4dA0ZDJFa3DcUS0ZZoz0O3LIwAz28wtHWeYTWDlHDfjQeoGY96O8dy1IuTjZmxttDWy8yGObb70ywyxKg/j4x9qp2Ipzv7sZ3d3DXz1+wZ2UZf3yB6826sx790mQfrZ6/r5tqBDA8cmydTLmFcxUHtsm/VCH9plcpEEVgWcmGG+Prbk9dmbuqyScFDdXFFS7DIvh6HaHHlW16VetV5XSkprwFSwZWSkvItwW93aJ09w+K5M3Q9/nlGJ49cFFoShE5ah/aCwR81GCPQQwLvsEl2R7tAK/FfJT3GZEKR2CBXDFE/F8NLBfjbVLJaRwnIkog0kv2JsgVGGOxzMc0bFRREYpDPGfytDqICdMNkWKZbt1jRHjYhj7e38Z9q7+HH818FHXIg2EpOxpwTO8h6hj5P0tbw9IJkW76HabOX78s+RRx32Owssb41ScaaI8xGeDKGKImuUPmYKFYIIIwdDAGKpOvZlFnmc2UyxmOURRqdDNmpgKZyKPYHGCPwVMSRVh+t5QIPVHbx1rHHKPYZhnMFepvz5IoOMvaoNcu4h0Me3LGN03o93Usddo5DPVfm3soKavIsJptLMrRWPVitXTdycqbCzzz+Wzzwrl8gsPOXRzEoRfSGuwGwHvkc0S13J3EQSqGOHLjMnxUfPchj1s6rxjp8q/lm8rpSUl4LpLEQKSkpfzsCn6Onp1n4pf+LwV/7IPv+7MP0Tx5Ze3MxQGerWhsiFB1D7EniQbF6naC1SxJlBTJLEloqVz1YLqhZgyxJnPPJKKEISf6r6GvouiRFXqw+Q0egA4OIBf5mBS7J40lACTpSMlXoIcJBWJKc8Bmzlng+3MSv1X4IsPhY426WdJEg0tyffRRjNL2eoBFBpAXz7namxCZCk2U+7oZoCdM6Qbw0QbtpaM+DtEE5oIxmudXNQqfAUruI8STNjk2rrmi0MwhhGLUX2FQ7yVNyL3/uvIOPbfoH/Jb8eYy4OHxZnvSJjUBJxfHlfQyES1R9yUC8hFyCfLtDqe5w8+JRHlsc5HTTJnfqICuRZL6tqbcD1NMPo154BuoVCDrIs8epNjrsO/AZtLTZ8/XPAFdEMcQx1jNfRU6exeRLyLnJpFIVx8hzxyHoQKsBQYfo1IvoKwJOXy7W4W/DpXldJUeStSWPzfj4V6aupqS8hkgrXCkpKX8zGjWYn0Y89nm2PfIQhbi+VtFySQpK4aBAWxB74I8JtIZgvcRYqxUsaQjWSZyTMVKBuWBwl6wa3iHOCWLXQE6BQ7JEWqzeyGJ1lQ+wqJNKVgyUBXpJ0bEcpApRFyYRheBosImvxtdwp3qOMTlPU7vEwqJX1nir9xyP+NfgKbjWepHbutuMxMu47jNkvCKnxW5WgpBBs0xZr9A6YuHtXyFvWggrxsm3MRkoKNCrU4hCgdOt6aHKU82tyMgwNrFEz2iVggyIbYUOfKQtuTE6wOniDs6oDezQh5nSvXwsei//XP4ewz3LlOI2A57PYrOI3Yypyl7i4d0Mnphn6Qfeh8jm+OVnq8TaIU/INbWzdFB0xS3yJ05BNkO8cTumbxC941oASsZnZO4UoZuhf/okTqeBrbJrUQzq2EEMoA49iV6/7WK0w1UmBUVsUNMKFfrEdmKKvxDrUPsWnnqvlNeVer9SXqukgislJeXV06glf04ewf3ix5FTpzFa4wGd7QrveHwxR9SAbEI4LIkLAnwJLlhzmqjbwmgSYRUI3Elo71fJ1KBH0jb0SczvxdXb+SR7DBHJO1eexDAfmiRLK169PgfYirBfIYwG26A1dMjyIjt4lOsoqBUm5FYyJmBKD9AlG6yYEmeiIWIjUSYka2f4oP8QamGWxr5FrJG380dTIRvb/5ux8BwnO314ZYtKs0RPqUFHZ/BUGx2CXn1nNau7tAumhpSGa7LnkKFhUWZxTMzSQoHSUAd7dSekVw14rpNjt/sA2Reb3L/hl7h/YInzC5soew200Jx1B3khfx0Zd4k3f/yP0HffhCqU6Z18kedv/WHO9FZxGxF+EPNnI3cSafhH+gSyaMHyLJR7ELUKJlcAxyX3qT9E5xzmQ4hRbHv60zjv/vGknbia5i5WFhD1SrL8+5Johys9WU7gc1sU0vnsx3nquvuQtnP1WIe/Ja86rysl5TVEKrhSUlJeHWeP4/7+h5ETZ0FHyWUCoqGkiqXdpIolI7Bnk/JDnIOgB3QRwozAboG9AsYGQoOIQM5rOrskUZ5ELDUMcgn0hXahQ+Iwt1crW3JVxTgCOhpnBqKMQXUgxEDBJtCSyLKo6BJ2w+NMZSN92XFa8z0c33QdPzA8z6FwC27l9yiJZXxcOrJEhR62FQJ+tPg4b2EWtXIO4Ua4i2eg/sv8SHOYoFMl8mB/q8JMqZ/puXXsKJ0nNBYd4WBaEZbQKHc1W9WAFJoQi5wICEIY6GpBR1H02thRBEqijSHf1eLHx7+E6VJscaeJfIme3YRwshirhZAGuxPxmNrO//3l/w+2UlhffRaz92bU6WOsu71DwQSsLzhU6iENtwcr9nkLHSy/hQj81QNaFU2bdmIdO0hZKYoSQsewdekogecDTpLmbgxycQ4Aee4Eemjd1aMdVhdJXzO0jng4y/b4JO6+m78tZvZXndeVkvIaIhVcKSkpL0/gw/IC1CpkfuWfrbUMYwdUAJGbVLGiYYlsg85JrGmd5GWRLIsmJxBTBr1TIhY0uiyxZzX5J2PqtytMThCWxEUhpRITPR0Sp31u1c8lgZoGTyA0GAsILESkEVWJX/BYfL5A99sWEMogTUwUZZmt3sKZqsGb03Rpn+tXzjIxeiM/ug6eOf0GlG3T33qGET3C7xX+lA1ejYKbwZ07Rxg10F0R0jSIY1DOBHkLCB1CHRN5RWTXMq0gy0eiH+Ynoz8lR5sgjLBiTaWRpd6TZYO1iGsiEHBW9LO+uMxio4us6qDnOmTzNpE02FbAbb2HaeoMjVyGa+fP0cyE0J3nxaUceUfRT8C/Vo9SalewlYA4xPgtsCy6H/4E/1dd8OHeO3n3+AN8avs7+afyHBuwkFNXEU2bdhL88E+tvdySRCRiOxenE4UkHk3iHEQcEd9455pp/lIubT2K9dvoXpogiq8F9e1Jfn9VeV0pKa8hUsGVkpLyUgIfjhzAfvxBrENfA799UWwB1Xtscp8Nqb/TpvSJEDOaONe1MoiaoXqHhfHAOR4TFQSUkgwEfzSpgBUeitCDAmdOE4yo5J1IrfqvMgI1obFWNMGATKYXlUFWwfm6pnOXhWlCXWY4bW9hoWcdm4orDM69SOVaBxV41IIMRaeDFS7Tn3ucTqufUXuS6nQPWyvn+dPpHSy2PdbHgmZrkWy4wnXVPyNT6lCPHKj42LU6fs3BcSLi4mrGqgQ6IDsBYtHDCdtY/QHWWZebNs0iX8gSl2z0UotorE3PUAvbiGR/tkiW8/RZDVpxBicTUfeztFs5VrbcQ7b2CFE7IONVkBWBUIp8XXOub5iZrTfw3ELIdX02JRnzA3/ybzBCIEIfEIhjhzCbd2IdeJQ9N93Ff/cfYWV9gfv7zlGYGb8omqIo2c99QTR5GfSGbVc/B+Loqmnuplhe25146fnySq3HbxdpXlfK64lUcKWkpFzOyiL2n3wE66mH1+IcjIRYQOMmReSCLgpqP2iBI6i8w0IayD0U0b7LojMiMflEnrVvsJK2oEXitSoLOBwTbVZY05p4ncS4qxUsG5I1O8lEobFBZ4HAgBFoy9C5XmGkggBC5fJ04U5m832I5a9Qk+tZkoJHO9uJhOJGeZxlq8Q6d4VeUaFjLJYzeVr+LH1nD3HeuYlQlHhL+EWyjQZFp4GJJbHyKcoaMtZkfB/OAvtjMAotIF6WUNPUKw4DU0uc7BnGKvaxLZrlf2/4h+yonGTvpsdYN9DBjw151aIdO3hWQEMX6I7rnKgOIixJr6qT6dGMV5YY8JpUjIvrx4wf6cfrDnGU5qaFIzySuYveYQunZDN26EEKjWU0EiMVQmuEjgjueCfq1FGwHbJnDuLuvgEWJ5NIB9uBVgPriQeJ7ngnpqf/paLpSr6JNPdvqvWYkvI9Siq4UlJS8Nsd6ssVCp0Kpd/5D8j56SSyYZvCOxbjb1W4x2OMSlLe8Q1kktR3sgI1FcPAavSCzWqsg0nEVtNANplIBIFeJ2kKyLRWs7cig1URRFmN8AWmAMYWyJbG8g32WYj6IMyRTB+G4JcczjRG+YPF/fyA9zBWa5kl5WIFPrNeiQ4uu4RHrBTLpsA6s4RlSVy7TWslz97gDBXj4PsNdNwiH65Qsus0Yw8poBFkqPm9FNwmrdAw1l6CZdADILIaeiH/+ZCqU2TzmUn+IHcPH+j5DDfO59k4dIys10RKjdIgpcFEhji2mHxiM1u3nCYOMhzObuaN8WHqspuh2lGUPUyPuAG78ln2rstB9wZcSxKFEdu2ZznesXhioo67MMGJLTfTlxF0tSrIVpNo1/UIDKZvCDE3kazdmZ1AD4whp84R774e5xP/Cz04hpybJO4f/uZOkKssqb70um+m9ZiS8r1KKrhSUr6XCXyOzDUY+dWfooQm21xBCEMwJIgt6GwURBlJ3CMIc5KoIJIdhIrVRYBJdINaMPgjEmOtLo12TDJBWDfY85qwRFK5skiEWt1ATuKOG+KsQWcFogNxOWkrxiVBp6Cwxw31bpvIVeDESCmQrkGYmFrd4c7u57mmcxoEzDaLKBNhRYZPuDcTGcNdmaPUtY0pCIzbjVPKcMLbzIl4O9vCFd4+93kWHYce3SKuC6JIUHI6HAo2EqgCOyoCa7rNSr6HbO8SlgOmlFT7rLvb0GqTa8G7u76KRcT1owcQBZvIdQljByUDwgg+f+TN7B86xs7OOY6d2ELv0DT9QRvjSmbrLj2dJWZnR1nuapKJ3sBYAbrvuQ9sJwnO9xz25Sy2F0rU+3+QoiNxdYh5/EvEjptUl6bOYZSFnBkHIREz45ArYj//OLSbiEYVsZIBy8Lfuv/insRX8j4FPgD2A5+4+q5EeNlF0ldtPaakfA+T/mtISfleo1GDlUXo6kX8/n9h6ODXGTRVRLTqUwLiLIR9EhFBNJCs4Yn6ZWJUNwZ8AbEhcyAmHJPojCDqWr3eAqoGtWiIxyRhKGEZ6F99fhuwBXHZYFUN9iI485r2NknH0QghiMtgHEF1JI+wQ74ibuaGzPPk6WCQGKMoZ1e4rnEQtxPgSIPoSBZaPRTikP/7mo/zmL+TJV0Apx+7Pc5k+TpyZp5WYYzzjS7eW/lrXKfG3rBOzmljzQp6F9qIMRgKK4znXFRPxPBCg5WhLKEqoKgjVlcHxS744za+LxkbmSPyXTynxdTyDor90zRxKRLxF+238+jYzWRPaTJqCqEgaObZcH6Gme29nJ0fJFN06MnlmNxzJ9qyeT7S/HC5H9e5+Bbtx4ZKJCgP9OMogTz0NCZfAsuC0Ef39KO37kXvvA7sJNldTJ4liiOsr30JsgVkZYnJbC/PPPAkJzdc98oJ7atTh3po3Ut2JV5Gukg6JeVVkQqulJTvJU68gPt/fhM5M07c3Yuam2YIqN9hUXgkWgtstxbAH5OIjkGXBXJJE/fItXcM5RvUAkglKD0W09ivMJEGJROvlhToXhITfI9IfFgACxp6BdaCRoYg2mAtGzTgndBoS+KPCogEMoQgY9H2y7Q6kmm3ly1imlh7tCOXaq2fLV6VE70b2VE5xad63sT2kQmyosI7Mk9RtGJw8ryBo9Q7PbiL09ilGrtyTXqjZ9gSzhIgKWaa6BhaxqHod6hO5ohyLpNDg9wYrJDb3o0MIuKSREcWxkoiMSTgr9g0MxlG5BK+YzASHj3Wzffbp/h6uJk3dJ1gmx6HnMWuymm8rI3w28imwIki/qv5QWb7MozlFcM5iz7VxZgHK8amEgkyaMbrEbVA8/xSuBaBcHuv4LrV/YasBrvLhRnifTdjPXUoqUYBvHiQsFolvzQHloM2UDt9hrGeFkub9hFbzuVrfC5BHTuIEQJ58EnMhksCT1M/VkrK34jXneB6/PHH+e3f/m0OHjzIzMwMH/nIR/h7f+/vrV1vjOFDH/oQf/AHf0ClUuH666/nwx/+MDt37vwOHnVKyneYiTOY04fJ/v7/m3h9ALkwTWu3RDuJl6p5rUQGkHlRo1oG0dKoBsTCEPVLRHu1TVgUxEWJ6MSJkX1UEPaJxCgvRBJc6ic+LGLAEhCt7t/xDMSrRnwF1oqhbuWoO1nqYzatgS58ZTOcOY/UBuVLDtf3stmewF0WrPR20bTyiWF+/f34rVnMvCBnmvyLsQU2DE5Trn+VWuxxt36Opt2F244J3QybrSWCfDe3hWdpRAfpyS2Stetk2kFyaP0xYslQXAhZ8HJsqc/i9o4S9AjiZhGTeYGo2UBoCOrJFEGn3+VQ90YyjZAz1RHymRpb2gs4RzT7d4xzvj7IqL3Ms9YdfO3NN7LLepqVaB/bH/g//OaOH+aU28dgOcNUBPm8RaPi847Dn+fpPW/nk2cND08HhNow3Yq5odfh+v5E7Dw2H7L91re/VCSdPLxWjTpTi5id7TA2Ocey00PB2FiDwzSXOpzadSd6dQfiVRPaV6cO5fI8ol4hjl7d1OE3tUz6lXxhKSnfhbzuBFez2WTXrl28733v4wMf+MBLrv/N3/xNPvKRj/CRj3yErVu38uu//uvcf//9PPPMMxQKhe/AEaekfIeZPo/3b/8xnW0XGoarqwc1qGVDuE2h2hAXJfaJGKmTtTRoiIogXAEKjMfF7auxIS5IopLAPmnQYvW6TpKbJasGPbAaXKqBCERVI1aN8nFDoNsWs7k8/3P7+zib6eeNfQdoZ/vYIY+zWOkimBig6M4yH3oUAptmJ8+SF/Ox8k9xY/w49/Qe4UXnXjZXPkdkreMO63G0UkALV0UYHeGON5jNjFB2V6hFEYW6ZOjcp1GDLTqxjSMjYldgjER1YoJBm9pSDr2i2dc9SVtsY8EXIBfw6yOcdO5ir34IJWJWdA6726e/WefTXXeQG5B8bP5mfsH/BNVWma54mYqVxbYM14QLHC44TGibffNfxluneG98hpWB/RQdyWwrphka9k6+QGyf4KYHJvmZre9Hui5FR2JLwXNLIbu7bYpBA+o1VrZsealImpsC1yM+f4rlyRqe41Ad3ADAQhix4Y57eX4ixJS6k2lPrp7Qro4dBAxidepQjJ/EDI694tThN7VMerVd+bK+sJSU70Jed4LrrW99K29961sB+OAHP3jZdcYYPvrRj/KzP/uzvOtd7wLgox/9KFu3buXjH/84/+Af/IO/8+NNSfk7ZdXk7Lc7tJ/4Cl4+S+Yr/41g1GBccVkSvDDgzBg6O1ZlmEwuD1aT42UIWhjinES2QGcF1DVkk+lEUwQ6gnAnSSULEkO8ITHWt0HWDchkbY3sGOKigFBxZnMvz9U2Ut1cZM7N8v1LX8V34EZ3hpy/SM04bGueZNnJMDg7g+1H2FLz4untbL3mBLsHBxHtc2w89xdosYKv1zHRiulfmsAWGtuEBBEUtY8MZ2nZEOjzRLUjiJJKcrEkaCnQUuBbNo1MN3UyNLd55C1o2BuoVDNks8tIYRDVLHO9GbZHeYrOPCUVYUUa0XLojl0OudvZ2zxPLuqQE230rGJ2eYjMXo2qzNC7xabs5hnyx5kKu9nZPMWG6iTLfevoceEO+xBj5imyUQU7s8x76p/hM9671xY/R8bQrNb4oc9/iO65s/jbfxeyQ2svvTp2EFZFVAubxe4RKpv2r11fCzX9XpHr1sMjSxBG+uoJ7WtThwJ9ydRh9ApTh5cuk77AWqsyDl4iqtSxg6/sC0tJ+S7kdSe4Xonz588zNzfHm9/85rXLMpkMt956K0899VQquFK+u5mbwv7Mn7DQ0eSf/hwXPoqDbkHcf3kSvLiw+NcFZ1rjHdd0tkuEA6IJ8bDEFAVyAbDBRElFLP9gTP1dMmkbKgHWajljxYAwiJbAOAYhBM6kTlp1pzRRvyDsGPQexVwnT9Qj2SCXeSo7wI76YQZKCyy2etCZiHalixIzrHQ5uKbFhp45TtuDzLZHaAmLayrn2Li+h55iL7NnH6W02OZ8dx+mUsaWz0PGAS0JFvP4TUOhax43p1iMCsRticjFmBgcO6ahXSbjPj5dvZFrsueY8MbY6kwxOrHEJ+3bKI4Nc7P8HCtyMwJNbxCSaTSQlmFI1GjhIO06e+NzPGHu5t65B5Bhh5HaMs9PbGRXr8F7wwf58vkm12SfZfTcIYSSOIFLGAb8yhf/DR+87zfo6esjPDNPX7aNtxJDzrB9ZpzPdYW4BrIZj/lOzC2HPkfX/DkcHeH87/9E/V//56SFJyPyl3i6csbQU60ymykQW0mVKWp3GHjsk4wI2PrWH3r5KcW/wdTh1ZZJm8Cn2rAYeeyTFz1lsNauxPVSX1jK9xTfVYJrbi4pf/f19V12eV9fHzMzM69435MnT37bjuu1wHf73+/1wLfrNbCW5ig99zgDBx7GCjoMcrHzp4HOHoVc1EghQBhU7eIno/QhezypoGSOJwJJd0PUDXFBYLJAx5A5GBNskMgS2BMx4YBazdsCIpABmNDgLhtEC8I+g2oBGNSK4VhrkE+M3MJ79Ndo2A5eJ2IiyNBdrTMQLoFjMei3KUhJ1DuMX5lDdcc05jLY2Q5LjRwlAsqmze25B3hy/O2sK7osC4dDZpiZlss7p14k3i1wzkPcH2GCgMJIDXICW0CfVSdywVKJpSwMJD9T/ymut86x7twy15fPcX5whE2dWWrtItd3vsbhxk2E2QbDfJkWJabC+xnIbmbTxElMXwsr0HRyHuPzXdhzzxNm82ysniVUDmO6gerewEx9mfX6aSaq/Ww+UCEsa4YXT5HpdHCigH/+7P/ksbv/AVvnZ+kuzhPpACEEvSst9p57mg2tOR7a/hZ+rORzzXPPkQnbICA4fYKPfvZZlgo9OFpzS9dONucuvrbLZcG52aWktRqFvLlzmub5E4Ck+pXP09i8m9o3cZ4F8yvUIiha4FyxIzrQUFm06FjJ81tRyPUvPEgw1c98tULnoc/D5t2cPHmS/OnDuMvLSaUsjvEfSo4l5e+G7+bPgq1bt36nD+EV+a4SXH8bXusv1N+GkydPflf//V4PfFteg0YNFmbJfPTfAXpt9Y4gaZe1dyaG+DgDplsQWeAdNcm/+tXd06tW9rX7YUAEyR9rWhP1CbwJg8hJ8oc0Oi9w5gzhKODrxCQfG+wFjfEEsgORY8CTWEcjGv0en993O79fejOLnsvuxiRPz23hh3KP4nRpdjfOUjRtToh9bMr10StPEM8dY9lVeJkmncGAfDbii1O7+ZW+P0V6gCPYx9ewWM94o4ju7uO6yeN0NerohiL7QkB7xxCZrAW6stov1Ugklr3694zBIeJaM0FjaT3vaH4OF8ldyzO4OYfQdcm3q/xg+Ek6GAyCLC3e2/0USw1JV6cFHYE7rQmHHaYbHruCaT43dCtvmHmeuWwv2bjD17ZsZntmmWu7DAdDl8NveTOZyYCsGGf/2aeplgfZXJ/mSeUwdf3dbDhTYV73EMklKkNF/knnEHrdZv7x5hXy48exlqaQUqIB4oi///U/4jM/+isAnAgHuH1nfq1itRG4vePDX/8x+TMvYHbsQ9kKDBR1m2j9ulddWbrMnxVe3Z8V9168zdZzX2fPUInhpXH0+m0QdDgWhWzZvBn7xScxpYt+WhHUCb+JY0n5m5N+Fnxn+a4SXAMDAwAsLCwwNja2dvnCwgL9/f0vd7eUlNcXjRpUl3H/139GnD6KSD5+L0OuGuKDbQoRg84LVB2EC2GfWPNwXTlHZoCwVxLmkkR52TLIDhhpUFWDv0ERx4AANQ0UDPZy8li6ZQgFhJsVsmWYvaFIoC027TzNoaUf500LLxDlFG8rP4f3oiYegdxURL4f9hSbLIs+3GOayPPJ6zYipxPvlzb8Ztf/pG5ylEUNgyInKkStHZh4FB202B8/h+rViEDjbxSYVoWeKUG1IKGQGMxkrPGFjUCi3JDAl2w6N02ofbZFDeyGRXf1MC8W1hM5HUYLFVTYIYcgVg55JRDZDOWj4+jzGYyxELMOCo8jO+5gqmXzwRf+mIZwQFoE0mPv8QOcze/i9hNP0X17iea6a8m0n6N55DyBEdSEhdSaG7/6R1R+7Od41Hk/4errsjuv2X7yEVSpCJMnsJ5/EtGsE68WsSygb+oEen6auHfoqtOG2RMHscZfTHLXnn8S+odBgFiYfdX+qVf0Z11oRwY++3pctpdtqo0O/ZML2P7yZXsVc+dPwLZtV21Xpmn0Kd8LfFcJrvXr1zMwMMDDDz/MddddB0Cn0+GJJ57gP/yH//AdPrqUlL8dnZMv0IosBj72G6j5SUTQfsXbrxniTRLRYM9rdE6iZi/xcK1iBARDgqBXEKwTaBuwkyD52DaICDobBEGfQK9OK+ouUB2S6AglCPI21ZJLxgmIkZhew7xfJE+H3y3+R8Yy86y0C4yqZdgm2LMcsuL04sRF9ECDFwduYM98hJWPcFpnqWuPjN3AD7Pk3DY0DXY5Kc0JAW7rINd7R/B9C6ceoIdBtCC4FpwH28gQ3IUYP9DQJwGD7cVAjAAcS/P2zQcoVFwKYR4ZSZpSMGaH+Ltd7KkcfjvCjTVKGhAaZbroPvgMolYlNF0gwTk/DzszlDOG/UvH8ZEoHZCzBe6pM8S9HSIpcU4+T354A0Ec4FWmMUJQblUIbI+NU4ch0+ENN65fi1WwXniaplcgi8SyPNrX3cbXh6/FlpLYGI6vRJyzSpys2ejQZzSvLp82DHzE+ROIlUVEuwH1CjqTTdb+NGtw6sir2nN4NX/WZeLukolD13EZOv9Csg7zir2Kubk5iOM0JDXle5bXneBqNBqcOXMGAK01k5OTHDp0iK6uLsbGxvjpn/5pfuM3foOtW7eyZcsWPvzhD5PL5Xjve9/7HT7ylJS/IccPcXpijk1Pf4j88XjtH+03SDlaM8S7xzX1Oy20C0IbwgGJVYkvu78wiXCiX2AQiT9LC6QwSA3ulCEclqiaQeclatkktzEWxlMEmSz1povcUicQHtIzGGNjuYqmKNOlakhLMG9KuGgq+SxiSVHf1IPVbZPN1Llx5uPIHhdrsoPquxl7bpxG/3myqoPQhmI7IvTBthTJkkKfit1FWVaYHOiiZ1cNpQ1YguYtEl+6iLaGvA8Xul8CYgUqSuxnWULcKZ9OT4Q97hINGTL5Gq3CKMujRZyswNUaZfXD0DU4h08QbduJml9ADIzSvvnNPDjRZqS7wKlqxO/e8pNMNyNu6HMYztm4QY2tZz5LJrMOc34e2XyOyHgc33QTHT+J9n9y/S2UsjbvkB5FJRjIKg5M1fGfPISxLBwhGM0rHBPx2HX3U85nCLXhs+fbWAtTCCdP7mLixxrq2EHUycOgFKZYxiCIh8bQd9wLkKTUr1aWaoHmdDWk6EhG89ZlRvqyK7GvONkujZK4bOJw+/6X3au4NDlFMa1kpXwP87oTXM899xz33Xff2s+/+qu/yq/+6q/yvve9j49+9KP8zM/8DO12m5//+Z9fCz79xCc+kWZwpby+CHxq2Cw+8QhbP///Y6sFcZdEjwnC1ViHKz9gr0QbyJzUYEHmWAwSwh6BdsFfL5DBxXgIAFUzyMBgpAFHQBuQAmfCYNUMwahB1QTRIMTKReXyWENvYskyRNbXaPQX6RXLaBQaj5XaRjLlGfKqQURAQ2e5wTtFQ3lM+P0M+TFBzcf0BIQdi3Xt08R+iF1bD2Eb78Q4kS6g6kuEvQI6FvZyFwzOgVWAOCJoufgUsMthMlHZJyAAK6sJJi1KTZ9ON6vBY2BFEAsbIUIU4FsW9Z5+WkMF5jbvwI9adGUF5aU5hNOg3Rkgp7YjwllEphcpfNT816B/BNluYG3dxdiYy/kZn+1ZQzRwE7fmFcu+4YiB2578U0r0YgkJYRexr5FvfguHh1rsP/wgX9/9FnLdA7SMJFPIMteKOV0L+W9HWnSPvgklIK8EK4FmV5fFs0sxe6Im2WyGjcECv/7Iv+X3//5/RvYP04zMZVUneeIQcmYcIxNhJLVBTI3T6RuC3MX3w7883eT3jzeZ72gksL/H5p/uKax5tFwluG3I5cnxGm3LvTxK4sqJw617XnbCMao2092KKd/TvO7O/ttvv51KpfKy1wsh+MVf/EV+8Rd/8e/uoFJSvlUsL1B54SCTjz/Onwzfzocf/g+YoiAYfplYhyuISSYTBVC7x8Y+rckfi3HnDGFZICJBXE4WQ+eej9cexwjojAj8IZGULyIgTAJNRZgY7e1Fg6pqdB7Uygitd93I9FHBmclFtvZI3JFldKzwA5dAFqmHw6iOzeGBO9lf+V28KELEEFRd7DjkXPcYJhSEvS7r1DnagwWyfpXWrgh57jCOXSBztAUZQ7xegwkxuSbGeIhWDhOsUDJVXKMRJiZ42sG6LwAhMUoxXriGjTu7EfEXIPKT6pYW6ECjYiAEpxkiu2v4uhfdX+BA+EZuDh6nOrSFAXMSPfpTiB4XwgD59cdQp48igg5Gx2BZWA99kn33/Rjby/ZlCet+bKit1BhZehFhWdDwwWjs5x4j57nc3ruFGa9IV2WGya4hBjKSj51o0o4NX5v1CYwkW+ghNvDMSsi6ooIc7HEMm5/4FONv/AF++rGPIpTi3Q/9Nz7zo7+CLczFlqJSRHe8E71t32Xnh8kVwHbWEuGlgL8406YaGCwhcJTgyHLEg5Odyzxa+wqG/VNfYu72+ynlvbXLL83+Qlqok4fTXK2UlJfhdSe4UlK+Kwl8mD5P5z/+AkN+hSHg2uMPg5NUnsxoMk9o5OWxDi9BQfNGhS4K4qwg3isIRyzs4zF6WKGLSdK7QNBZL9CL4MyuPp6btBYRq7sPI7AaGhmDiMCeT3YemgM2tj7Fwrjk0bkb2VldpKnz9A9NQyjJiA5u542M5vuZrhR5sHc/Q2aIIT1LiywL4QBfLNxLrWeMoh1ye3mF6dYwuc5nyaoSOlrBzNZZrjtk9jXRrkA7EpEzGLeNFKPI5UnsxgDznRztOUP3xiniskAuKOzn87TfqHBNRNBj05johk5EMVtBBZrQKpGRVbAtIhdWuodZ9DYi0JS14ubDX6D2ln+MG63gFE4QmhLOTIA2beyZ8SShfX4K8iWso88TvfkHcHOFy8zqrhL0FT2iH7m4DUOcPIw6+hxiaZ7NtQrr1m2l3Zol3GjzsbMhWVsSGY1rSebqEQOeItQGFfuo0OKWgw9Q7R1FFV3euPQUY81JfMehe/4ccmGa23auv9gKVBamf5i4f/glp0gycdggNLDYjji2ErLkJ0vDhYCcgoV2fJkBXx07iLBshsZfuCioLgSkXrrP8RWS6FNSvtdJBVdKyneSM8cgCrGfeBD10KdxL4l3kED1HpviF0PsRYM9rwn7xVqsg5FJGOmlqBjsBU1r2ErKXEoQZwz6egtrVmOEQIQCoZP0d9W82FK0FoAxmbjsbYhjRUP3sPTGGHU6pl4tsShzFLc36DJ18u0Z9vQ+R1ySHJsfJe/XOWhfy7bcOPHmN/GZZhdhHxScNp3mEHFkU3JO4WYEXTWfqeE8G3ocNj37FXY//3nm3lFGuwaxNE3sghuEyAVNtNNC+ICMoRVjmAdb4jTK9JdjprpymHAF1RVhj4fEdobWiWGeeOMPIycf4Y5OG0FM3HIQizly+SUo2Aglk32Pcy7tHd1U7fW86St/gtvJUTr4OfRt92KCKtIZQ5x/nJb9KKpQgLFtCCC69a1g20n6+tVwXPSGbcn3gY919ADCUsRz0zS8PNbwRgqew/KLzxO6SQ5V1hI4EnpcSSPUeCbgR898gfL6DQghWHf6GWb6NrPhwT9GWRJbSbSw+IePf5Tott/4hqfblROHRksWOhpbCeTqiVcLDQVHXKyWvVxQ6csEpKYThykpVycVXCkp3wmWF2DyLJn//AtrF10QWvGFKpUL2oHGGxXSB7UU48wn6sgAna0K73j8EvO8d9rQ2gvI1XwBW2BIgkx1SaAqBhEJpK8vq5aplkH6GrGoCJwsxo2Z2LyLkj/NWbqoBSVGjk2TWwoJNipMR7JSsnhK38ZBbzPHvWs46l7Lv9owxcryi+jy96OEoLu2wPZzxympRRq5IkN2jX/R/ATHJiaox1vZeuwxYifG01Xs2j5EY5I4J1HDEaatEBIMBuOAmjZYCwE67xCpSUqTBmtAMJUbZtA7B3UH0dXL4KYNrPjH2efMUTd5utQKcaDRAxp3RUMIQguc2DB67hBzo8M4ls06fRKli8iVeXR1AZP1CJefJtpUQ89D6zoHci2sPf8IUe591Z4kdewgYn6GiXoEi1XaVoeJ9mF6NqxjV7OOt2Er4GFJwZaixdE4ZH+Pw5ZzL7BtwMWdPECoLJx6lR19VVRlAZSFsBIvmjp3gmhhBvqGXvE4rpw4bMYwYhoskieMkpMwb8GOkv3ybcMLcRLKSicOU1K+CVLBlZLyd82zj+J97LcQKwtXnTRUMagFTbjTQnUgLkjsyQgVJ16rcDDZdRh7XLYbEbFa8cqCM6nREqI+AY5IcrK6BfhgzWlUCKp6eQiqAOyzkjDo5+jb30me42RUh0IY0qViuqorjHbm8cZ99IaItp1hNFzm38hbGem2MT3r+cWuk/Q7Aa2gwnDnadqhYuuDXyEOBSInMIGDlArsEtvCZRaefwA5skg4JHH8CB0dBk/iLEbJ7sacQU0bss/GtG5RqBYordGZElbHIJs+oY4phDUix8FEBarCo1itk4lLNIa7yVo1euNlIiwQgtDbQym/AT26AXPoQcTwAvuq8zitE3ixjRAaVXdw/+xR2v/sg8SmSVw/gYo9tBdgdzxEoetViS0/NlQbHQZOHoa5KZYqEZ5XRBhN5OX4H4Ub+aVb+7iFLI/NR6hWje5skZ/bV2Cdq+mfXcRuVjGqThRG2HkLajNE174RoWPi/beAtXocmfxlz3upp+wCV04cDpkWHz38Uf7H3T/Loshhy0TMv2Usk9wgbRumpHzLSAVXSsq3m8BHhEFS1Tr6PJnf/ZVvGOngnTZ0dl9cKu2dTsoSwoBsQjgsiYsC4Scmegx0tiUVL9WCwvMxzWsU+c9FVL/PxiQxVFhVjckLnKMau5p4suadEjqTQ2/fweH8ZrqXpjhZvIHvm52m2d/DnM5RzRRoT8ds4iyWHRPOKsKJLO6miGs3LXLPls3cuyGL1RnCn3mC7Uee4eEtGc6dtdhYm6JYmiMWkpyu0zERzQnJYLZFMThFmAWdM8i2Ji60YVZhdRmwDLpp4S5HmCFB/llo7bLxByRWFCJlH9paoNLMk3uxju7RlJcnqMoMBdFmpOHSHspiS4kVaGpBkWEvTyG/B9WWhENvwPnS1+gMFPBWphGNZVQlh2xWcSyFCOu0jixhvfHNiON/gSYCDJbcgHgVoaEX0tmjOKZr6E5GB67nCxM+xdVWXd0tsGgynFNl9vU4bM/UcT/6X/B/+t/hFlzUoacv5lkZjczlMP3DiDgivOv7wXauut/wwvO2Y0OkDXePeNzQn4ijCxOHFxLhbzvwGfryLm998Yv86e73IAW8Z2OGonOJ+T5tG6akfEtIBVdKyreTlUXsP/5v9BtwT72AfJmq1kvIJhla2WdjWjcoyAKtpMIV55Jdh2FXslbHKIGqJWb4zphAFwWqbpABRBsF1pJGLkO4RWKEQOdAVA0BggPFrTx2909w1551bGz9AW+INhFNWeyeewrlDqBfOMy60m5qPRJva5v57jtYOnmMer3M8lAXp9bfyv6BHt4yIKn4mpI7inPsANoRDI0fZF01YvNNZ+G8QhuQPU083aTdjqnWoVv4RFmJkAK9ugfQqofQ1tAlsbTC9NjE53ya14FuQVxVxLKJHOhFOesIplaQbh67ElB1LCrCofe9P4lXgxeWJjluxhgNxtg5uomNAx46tw2jPKyHPw2WwOoUsKpdBF19dG7ZQTQ3T7S8yLncINVTE5zInuK+pTw99m5CeRx0FXm29bJVHj82zLdivjLtJ8LFlsTeIM91Ys71+pScRKyUGsv84LFPs+6ufwRA7qG/QjkO1lc+SfS2H7pqnlV0xzuvKrQuVLQyluCxGZ9lX3OqFhEbOLhU5+f2sSa69vU4bC/b1FZqDDXPoQaKbGiPs3OnZHSgfFFsQdo2TEn5FpIKrpSUbzG1QDM5u8yortH3m7+IWp6jRwL6VYSVrqJaUHg2WUlz4esForwgdgVoiDyBrBt0LomNMDmJWtbo0urPjiRzVBOMJiJMhAZjBJ31ilPFLfzByI/x70Y/i2s2ocMV1NJfYWUc7MMaUezGmqxhBqfpmeoQ6MNssPZR6ymw2AloD/SwgRabjnyBkwfhiRt+gEJ9hh99/ixuw2P7njPYwwG4AjbGCJvEVxYYrJtryHmL+LCBnIvuSOhEEIFvO1izApHVGC+DLkkW/AKO4yM9zenyVnJLNXashJggpD+oEseabNRiJdvNxuYcLc/jrZuGuSXexng9IpzfwLU7L+6QM8061okXMEphtwEiwnM+B4c1bscibikWB4fpciUjCzN8evCf8CNbcrjqbRhWu7BXqfJcqC4tB5rDSyF7um1G88nbrJKCdw4IvjivsTsNfu7BX6aXAO/oHuJd16HOnQAvizp9jKjTftk8q5eraIUGOpFmsaNZ6GicVRd8G/jyVIe9Pc5ae9FVgqHHP4VabUfatsW+5z9LdN+PvcozNCUl5ZslFVwpKd8KAh/mpvh0JcNXj83wk8/8HrmlM8ionXxArxrcL3C1CcNXi9Bg3CS9QZdAnAfjJguWY8vgzRjaXcnPWhriIYma1zCpiLZqOm2H84PDVDI9/Gj5MFZnnFg3UJ2IWMSIZoTQfcjDT2OyeUL/BFgQl1xk/QzZLZtYFw/Qmz1NdnKSM5WYbtdj5PhT3PLEnyMbDXzP4IyHqG0GFCAloUlEh3ElWinMeZfWrR7upEeuPkitd4IoSLIpytUqs/leertvYGZrP08XFpGWx3rrBJNqjLZj4dx4B2M5yVePzbPrxa/i15eI3CyNOKR8+JcJzH0Uxr6fPT0OJ5cv+QU2auC4BD/8U2sX+bHh6ce/TiYO6K7Ns4ImN3UaMTpG/9xpXhzey0q2fFn0w5VcOgHoKMEpK+JUNWIgq7ClwIsD3j/5Je6/691En/wkw9FKkhn2yOcQE2cuCjjLwvrqp19W/PixYb4dg4GSKy+bOsxagqfnA1xLrAkuBVhSXL5nsVnHOnYQoxSJJGMt4uLSUNSUlJRvHangSkn52xD4ANh//j9QD/81+7ODvLO9RCQk2bhNOJQY3LV70eBuzRr8l5kwfDm0BTJaXcGzYjC2QIYgLAGeSSbujsfU32KhT2rUokErg+5VYFt08jYNlceTEYzEEGUY9Grkw8dYDiSFcBrCAEEWu6aI2i8g8xrVNKiKQ1hsYFyHMFRI0URfO4zV0TTb4wwsnaXWWMctT/wZA9UZlIlR7QDf0kQFBQgwBilFYkqTSRvU9IT4xQxyTGLccWrN3dTHG2wSp5DG0DdVI3JmKNz74zQan0JJhxlG+Zx4HwPiOO/cvgk7k2W9N0j+6b8ikgpnYJJMyYfIJ5r5Mrp2HGvwTaCzyS+yWcf9nV/B/+l/czGyAViptnH9R1FKstK/gYlGhNQxs1veSDbjotQVewqvwqUTgBemDQ8vh8y3Yrpcyb3N4yjLpuvoU1gnn0HGMcbEMD+Ftbyw2rp7ZfFzaCngz0+3OFVNJh2GshJPCbZ3JdEUthRsKlqcqUUoYVDAlpJFRonLj992LhOcl16ekpLy7SEVXCkpf1MCH/uzf4we2Yh88JMIE7O1NoEhqSoIwDQhWk2Jj3MSHRr06OUC7NL1OldiJBgN9VstCo9ESMCuGewVjVECoQXaSMhA6xqJAZp7bIQvEFMGoRWnxm5hYsSiLV3WlUCZiHhykoPeBna5LxCGNog2KrePsq0xsSZebqIaBoMkEC3iQog2BukZ9MoiLJxEShvhvUgc5Cg2Z7BbFZCCprCxtkfEfasCq2nAA8uPMbEiUAq/YuNl2qhYEnW3UUswHC8xO2KTPRgjEdhKM6Fd1v3173DHjgr/t/8LrNen8KXP/o3XUsxkoVFjz0CO8P0fTHKrgqNQfwRjmggTgnIQXj/Z5pcxZjf2g3+1lhB/aQWplLE5uvctZCyJE1c518lxshqxKd9L07YurrJ5Ba6cAFzvxhQHHO7flKXfisl9dRrcxDsmF2bBmOQcadQw/cOE7/qJJNfrAleIHz82PDjZ4VQ1Im9LpIBFXxPGsKlksFcrWhsLFvdvyPDorI8lBZlVo/xlx39pRlhKSsrfCangSkn5ZmnUAFBfexD1yBcxroMySbtQcrlP69KUeKTBXkiWQF9Y06NmX2FNj4T6HQpZNWgXmtdKZADeSY13QhP2CkxWIKTBmjG0tylkW9AZ7SXfHqWRLdPIjTPdt46e+CStUxmWBgfILs0TyjynF/oYHslhNPTGmoNWD3fkA+L4AKK7TKtSoKN9vPYSIpDITh6RaWFPVemUHsNkM2B8rGGNcAKyj3RQGgw2cjkm7lXoAIwNNMA9bWjVRmCdjzslkPubGBVjZIwIFGGuTum8RkoLLUBLGMgeoOP10K9zfHT0M6zoLF2bbqDoeZdVq+zN2+kCtN6Of+h5TKcDcYAwYJqTSN0gmvgycuFZpNef+KSa9bUKkutYXLN1mMcm67yj+R+ZKn+I9+/MMJa31ipDc634JTELl+IqwR098MiSRocBNx/4NN6972Usb6EOHUiyrIIOcmEaEfgYKxFXIk7yPvTACBTLL3vafW3W55EZn7m2xlUxfZ7CswR9GcFyJ8az5Nqew309Dtf3u1eNhkhJSfnOkAqulJRvhke/gPvAX0EcIydPgQT7Ei/WSz7WVncQXkiJVy1DIA2xFAgMwaDEqlzeWlzL2nJAhIJoQCAiiIqSzIkYFYBcTqoja4+7bOjsAKTCGhjE3/qv8f02hdpX2ZdfR27iONZIi3Z4GCNtDlqK/FyNh7pvIlxQvLv8EJvkQeIlByqClRBCdxkqLugSQT5LprpIrmsTqp3Dak0SUEcIoCtANCEatQg02FMRasbg7wLaBqsN1rQme05jMU/HL7FSLlNshbBcJVqviIsKK7bIzy3Rzq7mSRmwKg3CHS7Kt6AzyfDAW7A9L/nVXq1aFdWQXfux7GHkl36X6LZhdGcGrUrIFx5Cag+BeMn94rjN1rnfYTNVYtXiJ/gvyMUSTs8HeG5J8uWpzmXVoguLnS8j8Ln2wGfYeve78V84THE4i1o4Sty9/2KWVRQS7bkRUasQ73/DWoaW6RsCL/Oyp50fG15YCig4yTSoEoKFTsxY3mJr0eL9O/K0I3OZuHKVeEXPWUpKyt8tqeBKSflGNGr4mQLNJ77KyP/8UNIGWr2qc4UZ/kpMBNZ8Io6ceYOxQC4agmsUaiYmHhKo5uWtRWFANMHfqrDmDFG3RIQGIcGeW33mCNTqbkM5Lwg3j2K1AjInIs4PD/DwyVnmi5voiW/i9sYhupsZzNJZ8itFRNc1RPEkde0xfraL250X8I1HKaigzAI0Be1sH1HgIz2LXHOJqN6DfUIRuOD5Pm6nj2DdFHQkeBpnQaJLFsYBazIicsGa1BSPa9rbJeq8IvIB6SPbTda3qxAP0ylXYAHivMGZMcSDQzx03Q/RsTOMzJ1ki67gOifQaERtCW/qPPE9N0IYXD7V16yD7SCdMu7692J96g9RlWGiFzu092WRQQu5MIWq9QNV4HKflFIZZHErevIzWG4Xpj2L7LmB55Ykv3GojpJizQ/12Ix/2WLnC6hjBzHKIvvis+SWZxIBNX0etux51ROHF7gyuLTiJ2uZtpcsGoGmXa1St/L0uoI3jXgUHUkxtV+lpLymSQVXSsrL8bHfgnt/lPAjv8wf3v0v+ae/+/8kYuuStPeX82JdEGTyku+1hPZ2mazsyYBeJ0EKOiMSd0FjX/LYsQXaFnQ2CQig8FCEv03S2anIHokxQNUucKZ7I50b72Dn2DMUns8RjbWpPdPi3fO/xid//Ndo58aonv1rhhvLKCHJnGwRj55jb0+dozrLD8w/y/xAAU8FxE0Hypo4b5MXKzxafCM39jxBcMKhcHyWs7l+BoM5xru3MaZnsdsS9wy0tkmCbpC5AqKhCTeC1gLvVABuFvt0TKRcpNUBy0VbNtJy0H4VLBd71ifep4jGBhFvu507ttxJLRT0PHAGX3UhwyE8s51w8XFMKUAdP4g4c+zyqb7P/hEiVyK8592Xi7EzR1E3vJtGYTvm5g2E7hhCXpKddYlPyhp6B9HEpyD2wcTE/W/ny0eaXFDYSsGpasTeHptKu8NA/pKK1CX7BuXzT2KG162eABbq1OFvGJJ6KZfGPFxoEW4v29gCRvMW62SbtzzxUf7krf+Sn7yx//LcrJSUlNcsqeBKSbmEqeUmR0/PcMOzf8Hwk18kfOphYj/mzX/5IS40Zy6kvUeXeLGs6cu9WJdWwdaWUWtQy4Zgm0LVDGF3kqGFJ7EWLt5ftCDcKSHWCF+gaprOHolVNcRlQXNMIiPDC+5ewt2KqdIU21tnqRY8Kq7F0NMVAiHY+YXf5/n7/jHWXIi14CHLBn+gBeU69voh+jLddJ2epN4pIMMsZTWNaoBZsvGcOjtKZym0KtBjsHIRG4IWiogonkLEM7jzYLIxudMqaWnuDlBNjfYi7BmNFWuMCZBC4vl1QCCkhRMFhMVuVP8g2OcJ12mwS4Qbe5DdLm7GZW6lwcx8h+f23oO0bW7qFuw9EmLcMpw9gXX0OYxtA22IIuxDTxG+7QdfIsaEcnGfPQ473oDc+k7MJa/LSwgWUN3XYW/5R4Snfo9qfY7FTpbxeowEpICCI4nimOLyVzC5+xDiin2DUYRcWcTEEXooEV3fzCqcK5dLA2sVtQsJ8Tc882mMZfMTEw9SfOP7v+FjpqSkvDZIBVdKCsDEGX7tcIfhxz7FD01+lTKdxCNVW0ELm90LL76sGd5Ik/zM5R6uq9mU7RlD83qBbBiEBmfcYAoG1bp4f6tqEAFIV0AssBoCVdVEJQltwVR3N4WZmHzYoR0rdsWHkfUaQaZD1rLJhS0iYdM7fZxnz9fIqX3s3lpB2TZxvERYrOH2rKffr7N47X34potgTiDnV1COBlfRmcvSNTiPldPEokBUiZEFQ8vuw4l8bD8kaWgK3POAFKgWGGWDEyGaGpO1wQiWs910VWcRWoPWKBFhYdDlPqxqhXAwRgYRsWkjy7sJtGTiwHMMFUqMNWaY2HQ9Z44/w45cEUsqcF2iG+5Ab92dvBZf/hRicQY1forYdrCOHsDYDpdGLMgN+77hKaAyg0RbPsCirylv+QCZ2DDVXGYoq1joxBT8GuvEOPfmJDKqEi18DWFlULkdFz1aWhOv24yII+Ib77xYQVsVgC+34/ACVy6XBghNcvm+Hoftjo/zxbPYvXnU7En8S4z/KSkpr21SwZWSMn0e79//FB+IFSUCPPSaWBKAY0Je0rRZNcOrZU3ULcACEb38U1xoFUYeyKbGPavxY0nmXIwuCgzQljZZHYKVLJ8OewU6p4g8h8XKCEV3irbK45qY2M8w5M/xdO06bsy8iFEgrBBnGTqjChMbohXJjz77x/j9o1BOjOiSIvL8s1g9A2wq5flstAsdhdhzAeWFDpkVh6AvRo1VyMYh2rNQdkijlUd6Ma18kWx7ieZSP726RDwoMf0rxH0DqPY00ZJNaMe4pkZT5LCyGbr8OrGyiS1JbLt4UmM27cBYFkqVkbqF6jgwX0Xu62e50aG8NEnkeXQtTjA3vJ2h8SN0hsvknST3TMQd9PB6CAPsqbOQKyKW5mHzLsIb70Rv2oaQFyMWdDu8/PWIA4S63PR0ZStvV5fF+rxipqUp223+5RP/jS/e8z6GrEmk24PxF5C56xCW86o8WldrFV5pvi+L8LJoCUhue2FSMvfQX6FcO0m9vUq8RUpKymuXVHClfO+yGu9g/t9/i4xD+glfEusAiQ/rwiBivPqzXDXD1+60yH81+oYBphfakJQk3iSYjKRwUGN1gI4hlhBmi5hOHYnBqUmQGhHuJLj/beTtQfzZT2EX3on8wkc5MLiF0DiYRoDnRVhRFtPVRtRjoqINcxYFIq5bPsbHb3sPC7sH6csoxNGnUcEmMv/z84z+63/JPxywqbYl5f53YZ3eTPTAbxPfei/aTGDmT2DpHKa5QrlpONF3HZXmMGOdQ3hb9iN0m3igig57UbUahD3UTJOeuRARCRzRouFkKOdymL03EMUGcdOd4DiExS7cP/0o2pG481msZo5opU58a4Oes2c4LZOKkPLbjJ45wOjMMeT3/yvifP7iL1UprM/8BbLTTCprWiNPPIfedg2BPIG1/gfWWn6cPLl2N2M00cwXsUa+b+36q7XyDi1HDGUVm0o21zz6CbpyLrefPkh2UxfoAHSEzI6BEK+4b/AluxVXeYn5PvDJP/RX3H79fTy6qC8TZq4SaTp8SsrrnFRwpXxvsbwA3X0wN4X7vz6MDgPk/Djw0gytSzFAQ7hkTUAoBfFOiB2IyoLWtRIVQOZFjXyFdT1Xa0NCIuaCrQpr0UFECm27YLvYAbA8Ryfj4h1/gMWRDUyPP0dheDOhtYNozxt4x1f+O3KmjO7kieQSrWyeZ3p3cbT/Boazil7Pot4zRGGgD7M4jWq0UEdmkTrG+9zDyH9yC11zn0mO72sPQWhhTj+L6h8hdEJMNcKqabzZFnvdJfxcjBs4hPlF4qNPY0SZyHMQjWXUfIDSNiaOCKQNseFY/w729Odwvu8HsdwMplgmVhYEPsGPfGDtd3OhOCiUhzd+gq0ZmFhcYf/zn2epZ5R8qUT2+Ucvr+Y061gnDqMLXau/R017cBKz9TZ0XF9r+UXFfSwGMBZFWLVDmKiNDioXW4Jd+6n4SetOmgAtnLXXfF+Pw+mZFYbmThE4GXbXTuK470UO3oCuHgHtg/Je9jW/dLfiocWAzUWLzSUbSwq0Di5bt3NhyvGahaNs23XjS1uPaTp8SsrrmlRwpXxvEPjQauD90j+j8/O/jvsbv4iu11BBa61d+LJiKyk2UTQ+EQLbaCIk4YAESxAOSOREYnp/pR2J5opMLmOD3ytoOS4iC+56Rbv/WuxON3r/LbAajGlNniKQbZYmlujvrNCwhtl/5mkeGNmNPHeKphHojUswKeld6jDw/ls4I3YxJzO0OjVu65W49WW8//gzRG+8B7k8h1GKaPFZ/KO/i9FLELTxsydQzQgdz8PyCuTBmmpibGhv0WQmJsgxQXTTXVjHDxNZPtbkHLqQww4sJAGW36Jl5eg4GaSOmRce/vf/feyebnzUqogwuC+XdB5HRLe/gz5g4P/8NiJfYLg+D2PDcEVYKbZD8CMfwBhN3D6BMT5x6wQmPgNxHt2Z44zaz8PTbWYWFM+ZNnd1ldisx9dagjg7EEJRdg02mg3NL3Mm93YQAlvArYMudz3zALro4jgWKs4QP3uc6L6bUOW9r3jKXUiGb8eGVqCZbmkmmz6TLc32ouQW/RAl5z1r5+eFKUcxfR53+34GsleY7NN0+JSU1zWp4Er57ifwsR/4BPrI84jlOfSv/yKd2gqZuP1Sb9YlaMAHuGTvoc2qub1jMFmRrAnMiuRneMUdiUInWVywmskF6KbNM/tupF9EjOUMOXcjRvaCbSdRApUl3D/+rzTvXMdI63msikXv6QWa+R62Hv0KX77rrRTtmKycw9UVooPT7Bzawa5ikVrTZ/j3fiNpiWbzEEeohz6NsW1kq4HlZVBHnibetRlx+hhGB6iOxJnVREWwvH6iwQVkI0PU1UY260hchI6RgQt5hYnaUG2jlnswQpKJA2pOnqVMGYRkV+08belypqJ5bKb9iv4lAJSVtOcqS9iz4xCFiKCFjoLLPUuBf5kAMc0s8fIBZPkaosVnkLIHrTUPV/vIOpK8BVlb8vByHxsKERaJjyue+Etk4RdQ1Rd4a7bObLNKqf4kyAzXrb8Ot9PAO77axgs7wKtv433sRIM/P90CAZWOpseTKAzb/a/jVGI2DTRRy08QWRmciSCZcoQkSuL4wW8qSiIlJeW1Tyq4Ur7rUccOMlttMXTkKQSQXZlena+7OhoIBCyMlumiirgiawsDVhVEAFZVE5UExoJgVKzlconVJdUquTkREK2KsQtDaDHQ6GTY1JomzJWxLQf7hZPo9QLZbhBv34/1Z79D0B/iLE6iWwEqaOK6HUxLMup3eGD/j7JfPoYvMnQvnKTT7WE//r8ouuvJ+QFqZR4Ta3SjQdUr0l2fwA9dHASyEqPmFolGy8hWDekbou4Y94RG79JQj4hkhMlG6Kwh6I9xlsE5+DidvVnUtIM9Z9Ha2SIs7yS45m4eObVAnCuy4hZxbYtQG97quTx27upRBy+3csb+s/+ebEPqNMGAOHUUM7Y5ETu3vxP78S8lmVurUQsyO0a8+DRGR0i3F3vTj7M0fwRT84Hs2uMa49NwN1LonEI3zmL8ZcIzfwgmYtTtYWRkkFZQI9u3lUwxk7Q+/wZtvFqgeWDSx7MEdhRQlxYrvub6LsM75o6yvKWPYr43Md7be1Dnn0imHIPk/t9MlERKSsrrg1RwpXz30qiBEMTnT2M99ZW1HK2X82pdiGUQQM3Y9Far6JfJ2rIqBntOI+tJtcuZh2jg4m2daQ2lbsKRjYTlNk0dkomn6WwBgUVYLdCMBNVyD5mVBl3VDNbQBvSYjzr4BMFP/1uoV7HOHoeig1WrY6ssotNAtywMEd2eYGBuhXDEo9wZx2238a0u8qdOw+Z+1AvPIjodRKOKMRLbDgncHFLH1HNd5LoLyGIJq+vNyPZ5dDFAi5jwdpAdD9u5ntg9RKxm0VJDt0WoHIgrmHqDqGwRZzqIQGK8KRiCvnV38ei8vKyS1ZaK0FycElShT2jsy/xLl1FZwjr5AkbIpDIHCKMJ3vZeKJRRZ17EqMurQCaqo0rbkaXd6OoRhAkp9u1FLDYue2ghPYr91yFXIkz9ODIzgGlPoYbeCq1JBCEFS2MXVoNL/4ZtvPF6RGxg2I5587Ev8F9H3kpb2ty+cgwpehmoTpEZySXG+8J6otvLL30Qla7lSUn5biIVXCnfPTRqkC8m3zfruB/9JUwuR1Cp0V+ZeInICgCHixOIa8GmQB8h1KA1ajBXmNwhqVg55zXOvCHqF1h1Qzh00RAvawYxmCMe24x+023UTz5AdrmLaAzsVhf29d9PRhvc558iW1vEqlUwZ1YQtRWEjlHPPAxITP8I0lLgnMaJOghb4tViCtYiJmtx+/STPDB0J5uOfQ1bBdheiF0Dnv4KstVM0jqjEMsIVGMZhETFPhXlkG0HOAsK68g0zAjaGwQ6E2Nk4lUKb97GiSMZhqLP4WkfHUM0G2E2WDiLkqjsJL8Xu4fY1ljPHWDHNcts3XEv1eDiXj8/NmtRByoK2Pfsp3nymu+j7F4ycXgpbobgx//lSy7WW/Ykk4nHD615ndi+H2PbxHNfXZs6vOCtcmEtLLQRQSHUaxN/uvtGosnPAh3QEaq8D+zcmmD7Rmb4b8S6goUt4ZaFF+nKOdzvn+DLhe1sr0/T8RRbA5vM4NvQ7VMg4lecckxJSfnuIBVcKd8dNOu4v/Mr+P/o56GrF+vzf4po1hHjZ3Ey3lW9WiESiUliHq7IHxe81OSOxdo4nROBmU/ue2FH4mW3dUBncljnTxEW/j52p4bO5ZO8rMx26DTxDIhSEbU4AX4LObECQQC2i3ruSYTrYRwXQh/ViHDO1gmHbISrEH6AiSNK/QN8X9jAnm7gVC3C/jrGOKjFBYQAIyU4HjqKCJ0MRkjsSJLpNLACjYgjqFeJqKOzLrEnEFoS7N1CkBujsvAE5d48gfZQmZDGaJ6BPqBoIZeXELFC00JnBWrqIHpLFrX8BD1WBpXZDyjc1YXPj834jJ45SAfF25vHcdWtV38tM1nifav+pVWv1gXUoafXvE5GSvQLnyAeW/eSqUMhktvs63HYXrY5IGa5bkf+YgszqqF6rscauZdo6rMIEyBXhdo3MsO/GoqO5AfHFJ2jE1SVy7bGFG8ZkFyby5J1bSydwZx4IfVppaR8D5EKrpTvCqwv/gVIifs/fhX/x/4F9sOfxZS7ESZCSEXoZQlM0kw0gM4XKazMYRwH2Wld3eQeXW5yv+w6rkiVv+S2ckHSviaHfMN7EYPrIPax5w1O1xZiMQemgTx1JLnj0jz4PrJWwdRWEG4Gky8gYp9owzb0XfdBHCEqS+jHvoRVW4ZCG+O0IVtAjZ8mu7KAyG2GjMYOOrT227iDGxFIBBDvvpHGc08zbjLkGyt4QZueuI4pd6FzBeTJI8iijayF4JTQwsfky4xbm3lo4E7e6GVZYJBRzlCzXXqCeVwrjyh0o7Iedqeb1rZeAprIbN/FQFBxsSW2r8dhe86gz86RGStiNaaIrhBTL2F12GHNqxX4FxPdg9VU/uklom778iBScXkrzlWCXofL/GLSKeOMvSt5bVe/fqt5r38Sf3uR5VDQLRXZqafRwxugkxi1Up9WSsr3FqngSnn9Mz+N9cwjmFwBOTeB+1v/HnSMqCyA7SIbVUSxjPRyBIUyTugjV5Yglyfefwvqsc9/U093wXAvrrhsqWsI0w9nNu1l60YHb/Fp4o0FVG49S7vuo7RxI2L1tjqOIAyxH/ksYb6Mn++mcPQpjBDoTAZ/IMCbmyTqG0qm4eII/A5ibgp16jAAxvcRjTZifhazbiNhroaxM+iBEp0bb0JID1XYDfkS2WtvYaMfwIOfwlMC++xRkAoxO47wW9hzmrAnaRNaUQF5PmLdmM+x3H42q2k0FufNFkKpUSPrMVJj9b8TIQQRYBVKhFOfQgh9MRD0UgKf7ImDCM9J2pyvYhLvQi7V2u2UekmiuzEGag9fHkT6WmBVHHrKYlgAscYUuy5f9wOpTysl5XuIVHClvL6Zm8L9rX8HAsT8NCCQs+cRjgvtEJMBjEaEEaLkYa3fDKeOIpZmIJvD/vojV33YSxdPX3VHorTQmRxaa4JYMzO2k6fuej+O08Q2Z9gYLaGtBtb0Igy4RIXyS306ccTBG9/FM/M+cRjQP3Q915SmGCzb6GiWljuCaRxFZW9AxDFycRZjWeiNOyAIsL7+KKanH9GooZtNZBgQdrVQ9SwRTVTvbrBL4LgYx8WJI8S9P4iJY8L5m1FPPoQaPwmOB34De1HinW8Q7shjj5/HCT7Jj+x4O89ObeKY3sZeeZjbBl1yO29BV49gCoWLPqe4c5lp/TIPVOBjf+HPIY7Qjo0IEpHxihWeK3KpWL3dlb9DE3dQcue3zHv1clxtFdArchVxCC9d95OSkvK9Q/ovP+X1S2UJ75f+KaLdxnguIgxAG4SBuNiNrFcIt+/D3HA7ZPOYbAGTzaMOPJIsUm62wMQYZaNzBaJmgxYKaTTn8yPsqZ25KLSUTexloNQNYYCwHMJ3vx9fWnxxJqLTN0qj1I8Rkk0rx/AaCxhboeabxIF/1cP3UTzcypPtKiKAhf4RHm6P8+7SMWxrG7EOUE5P0iJT5rIPcPXFj6MHRzGlHszmXZh8CfXco3Ruuw4KXcRGU20W6H/6LzFvfU8iai5kXAU+9qf+ADE3hWy3wHYwysOqWQgl4Oa/h3nksxhlc380wZvuuJXxesS6wpvWVtNc6XMSylu77Mrr1LGDGMtB9w7g9y5h977l4sqdl6nwqGMHX1Uu1Ss977eKq60C+oZc+F2npKSkrJIKrpTXLfYf/Tai3QKlkNrQyZaQ9SrayWItzhFlctiTZ2i//+cgm8d+4BOYcydRs9PJA5gYEGgFMvCxNm0npw1zm69h11NfuCyBXlsWjG0ivPdHoVimEWrOuv3seP4LrLvp+3l00RBGkKHN5tDFlbvRrIAEdfwgeF0XD3zVu1Txk315l/L/Z++94/M6yzzv733f55ynqHfJttxtxSV2Eqc3QkIaIbTQBybAsDsZmPKy87ILs1PYd1lgmcLADEMPM8wwhISQEBLSC4kTJ07cm2Rblq1i9f7U0+73j6PeLNlyS87389FH1nlOuU6xzqWr/K5uuZC0sxdTCnCyRF7ZintzNVll0RcpCjr/MglUc0MQ/Un241cuRO3dis7Nwexw2L3sgzQdeJ7VW/+JhsLFVLy+jSXXjBaoq71vIPp6kB3H8QtL0LmF+IuWBPVel74NYWcQQiAHevCPHyO/ZiPrS06yzsjOQutRnGg3OtGIX16G4x6cVNw+cZuxtVpwduqdtPbwendNOQpoSrtDQkJCZiB0uELOTw7vw9i9FeHa4Ct8ZTAgLChZiG3EKOs8Qm9uKSV5ccyffgv/2lvRA32YW58btxuNxl7mE6lLIXo7UYWlVHgp1EDPuPVkNoMnFeaTD3Dfu/+CB5o8Lmzexr6+FIui2/mDm64LxtZIi5ynbLJWPZZdg/CyiIY6xKpNwY6Sg5gvPIpz8/spjFgjcgnDxESWeFENRu4q2PMbtIJjr2/jsYILR7St7ujdyYpV63ElZGwfK7eQmFSISB7GoR525h/jrp3/SiqxCGH10HboCJWbNhEZ8iDVrlcRmRQ6loMuq8TPzce/8DL8Cy5GR+OY930XzAiivwfKqiZHl8bKb5wAVbsLIU0kubiiE6MnhReZurh9dKOp03EnrHeag12zQQiFiJTiJ7fPWJQfEhISMhtmmmwSEnJu0tdN7OufR2RSI4t8qegvrODlmz4DUjBYUAbah7ZGjG0vop59GPXacyMpQi3ArhJkqwVeFOxqcKwuRGczurQCP3f82BZfShjsQXcc59hLL1MkXNYMNrKu5zDN+w+SzWQpj4Ea3E3mwjK8xQvJrs7D9Rtxrnh7IM9gZ7F+/i9oIVB1u0bkElKOT7/tk3J8rlxQQCyvBuvJX2J2+HhmLm2HjpAnXAosSZ5w6a6toznjciS1j129Pl3PP02/sNBCkI4Pcvu2r6FEmni8mTx1BFd7ZHduxXz6V6idWxA9HZDoB3zo70H29yDbmtE5eagDO5C9XeA64DjIpiPIhrogUgUj8hskB098n4YiVdgZZNpAezZ0t4CTnbm4fSgdN/Frxtqnudg1B2S8Gnz33CvKDwkJOe8II1wh5x3mv/1jUK8FBGJTGuVkGcgvJ2egm9xED75U5GQGMJMDAMi9r48vfNcgk+AskHh5ApGVRI57kE1hvP48MjEIQgZOGyB8D29xDZ2xIsq72oi07KQs0YGHpCTRSd/O7eRfczUiXoGXaUEULIKmQ4hoObLjOESLglRecgDZ04GvFNRsZENJhJpCc2iocyAUqnZvRXS3g1SkKpfjCMWCxj00Ld+ELwSNq6sQ3huUd6XwVlhE+gboH1Tk+VmiyTaKcgbQtgkqgRk1qexqouiNBvSSlagdr+BXL4eKhcF5eR7u1bcEDo3vIRsP4y1eMXqdPJfeTTdytM9ncaFP8TMPjZ9pOBNjIlXayyDSi1E5q0G3zntxu/HEL2dv11zws9M3A4SEhITMgdDhCjm/6GxFHa0Fw0S7LsTz8HPy8ZasQLzt3eS8/ByHllyC5aRYV/vSyGYTQ7m+ADcH7GIgAm4xqH7wqzys/gG8NReDYSC62hBSoZMJdEk5uQWliN5urmh4mRwnhSsNKlNdLGw9APamkZl+uC5+fxdJfyPx5qPIRRHk9penTNVFlBgZcZPNZNFHDpPX14NEkxPLI+oaFLQe4nj1Okq8OrQ5SFGmDR1RVGT38MYlH6XTL+fddj2FbyTRZhI7T4ISSNeltKoX3XQU1Cp0+QLca24ZlSZIDqKrqtH4CCTu2+4Yd50eO5biP/cZZElS4Lbz9b37WViSh6qvxU0OzjzAeULhuGLR0PfyYMGJdLhmg52FVALjjd+hq5fPzq45cCaK8kNCQt4ahCnFkHOfpiPBdztL5B//EmHb4HlBxCqTQuJj9HZzwZJK1n3gg1S+/0OsSR1Hefa0uxQaMnYE6QisRo22BF6hQEfALUiQXZ6He+WN+Fe9A++KtyOqqpE9HUSzSS7K1+A47Ctcwf7iVRir1mItXBLUGA1FRI63VFHbVUj3zq282pZF/O4p1KG9gYMwVaoO2N1t8+zTW3ijT/Na7nKOlyzD2rWFvCuvZcfam+j1FD26iDV5YNoe0nAwMlmOl19Gf+li4m4GmRkkko6T21+BYcTJRxGNNSO8KMah/ejcAmR7c5CmsyJY930PnU7itj6JlmpcCq8/p5j/6AqU0YsikvcefIrGjMDx9Ug06aQZEjVlmg7OuezD/Pm/gJIw0HtKdukZnpdxJAZOav8hISFvbUKHK+Tc5uhBYv/fZ+H4MdTmp5C9HeB56EgMHY2DaWJvuBKND34wk846tAejqX5K9XgAj0BbK96dwUj6oED2+6AFMg1exMVsPI5qbUIrAy0k7oo16PxCvMvextp33sbFa5fwtuoc3r88zrryOLKzNXACVRQ3upruAwcoaMsScTVVXUcpOrQLr7AY34rgLVqGzivAvfKmkULwrKfZ0jRIdWc9RZk+qltrcQ/tBddh3aGXeO8li7mpXPHuNaupTjYRN3JJpYvpSVdT1rCN25J1GJEI3iU3oFa8A7HhFlhVg1tmgpPEy/Nx7Hp0onfE0VPPPIhdkEK/+J2RLjy3Zztae0AwgNkZGjQZzyZY27aHqJMh098HmTTG/p0nXTM1VtT0ZFG1u9BOFqN2F3g+oq8b0smTsmtY+kFrPfOKp6lWLCQk5M1PmFIMOXexs0T+/osIAZF//muE4+Jcci2q8QjeoiUjOk1G42HILaTnNw/wqzXv4fce+SlpDAzpg+9jDY2nHnbAxJCcqWGA7tKIDh9VaeGVabQU6FgMe/GN9Ky/lvzcyLiRMDq/EAB5+wcZTpZ5wx8OOU99jmD3BW/j0rrn6StZgJFN0ll5AbGapeQJF28opTdWBLMv65MViobll/KOR79J05ILqWzcT2bBYrIH63iwsom1+57nwQ038J4WTZm8kJKDvyW9cjmX2E0YHQJtRdGxnMC+9CBGbiW6rxFBDK80B9Wbi3BsnOtvCxymo4dxc/Pwuo8gxQWTuvCGBzAD2Mri55ffTdrx+YtL8nGGPzDnIAY65r5OJWp6MvuQ/b34VdWBGCwav6QCvXLdrO2aq/SDMZcatpCQkJAxhA5XyLlHTyfk5gcRreQAmBaypQldUYUc7MO/9Fp0WRX+BRdBKoH6z3/Bk5Lizb/l+p5BYnYaJxanT+dTluzEwQzkH6w48ahB9+L1uK1NlHQdw+zwkYA/oHAshdktSC6QNA7u5bGFNyMTFtdWRdhQMv4FrnPywIqQ9fS4gneAwrhJeV8L2Vg+vjLI6+vA0R7Rgny07yHbmyeJeBZGJBHtce2zP0b6HkuO7MCVBso06Uxpbtz8b/RUrGBJRwO/XfA+PlH/JJE+C+k6eDe+GxcdOG+OHTgbjo215WncVD9ksujiOCpjIhoOku57mejeQL9MOVGcmEDWbsNbe/G4Lrx8S3LXshgPNqRxfIO+/KXctSxGfEXOkAt7csxW1PSE+0AjersgGodEP7qyGplK4CxYMmsHbk7SD8lB1NGDEI3Pe61YSEjIm585OVz9/f0cPHiQ7u5uhBCUlJSwatUqCgoKTpd9IW81Oo4T+cafM3DRDeS/+kSg7O06CHxEZysIhbt0NbKzFe/CyzHeeBEiEWTdHqxskrW7niZRUEEs049vxdBS4QgDX0gG44XYBfkURCQqJpFKIj0fLUGnbeSSW3AWaw4mFdKyKDQ0rinZ3JqlptAcjXQN1Q5t33RnIHg6pI817JhFPJsrkg00ZAR4Lrk9rZRqGyPZD8qYUsQzogR3dLxOadth0tF84qk+/IISRHszJrmUdByhu2IFhT0tiLxGOLwPojmow3tx3/OJ4MU/Ztizqt0FlomMLsXs98lG80jesgapTPxsL37b69iGgZGKY2gTsylN6qLFk7rw7lqRw83VsSGleWNEaf6kmULUlIY9J4xy+U4CaeaO34cQ+IuWAUE3pTs8p3CO8wlHGh1gRukH45mHRvcdRrlCQkLmyAkdrqNHj/Kzn/2Mxx57jLq6OrTWaK1HRlwIIVi9ejV33HEHH/vYx1i+fPlpNzrkTYqdRf/9/0R3d6K3PAWpPnwk0h9K2vk+mAocG/eaWzGf/GVQx5McQKUH0dpHeR6+EGQiuRRmBknmFCEEuFrQlFPBb1bexicanmJFazPS89BAZpUiUufhbrqOzooVvHIsTb4p8YwgquXoIOU33EmoanfhSEXT69uIr750xPxRx0xReuud5HmagbRDgX0dbS1NFKxdP6olNVy7lc7Qp00KpcuKzQ8ipcZ0k1BQiNAOzpLVHFUV9GX6iUbaUdJh4dE6KExjY2F2ORiP/gz3w/eM1kXt24ZsqkcDVn8Ecgys5gyZlbsRZZejRCXOFZehYhfgRSqDcwRUXuWUkgf5lmT9cITvVDsLJ4ia+r5L9th3sYSYtqDU913sum9jrf0iUsp5nVOY9TR9qRT5uauJFq+fXvohOYhRuwutFJAGwNi/E/fG94ZRrpCQkFkx7W+n2tpavvrVr/Loo49SUFDAtddey1133cXSpUspLCxEa01fXx/Hjh1j586d3HvvvfzDP/wDd9xxB3/5l39JTU3NmTyPkDcB3usvYnUdR6DJT/TQc3EBA91LWNZxEGnb+JEoZG2M+gPopTVoy8I3LVRXK8LXIARaa6LJXhL55cTTAyQiRcSyCbQLpZleLrdeJRWJIz2HbBVoQ+BHwK4W8NjfkvvFB8j2pEmao69/UwQpP2CkdiglIxR2N9GXrsGOBS/cUccskEOwYKTOK+NLdGnluPPd05Yg89gvee2SO7ng0BZu72xHWlGk7+GjEVLBkpWs6uyhwc9DpfspiLRS1tGJH49gdiuE42M+92vc624frYtqa8K98ibk4X24uGTNg2g8SPbjiVfxjSiqcB1qyXX4YnzUzrn5/dM7VLNZZwxTDnwekorwfRun8WG0M4ivU9hH/x1h5mEufi9SBtuMWyfbi13/k9F15mFO4e5um82t2aEI5TKuxWVDyTTSD6aF/eE/nHJ5SEhIyGyY1uG69tprufnmm/nFL37B29/+dgxj5r8cXdfl+eef58c//jHXXnstnZ2d825syJsYO4v12/tQvotTKfAMBRU+bQsWUdaVJd5nIqSBt3AZurwS0d4cKKQ3H4FsBhgqipeKnGwSKy+GLFiG0d2LJyVehYuf61LltBErsehaUUpRZydelUSmwc+RmMf7iLY0cG3VkjEv4iBVOJxOHK4/ikuB1Jprnr2XZ2+5hwQmgjGO2YRzm0jW0xx/dQvllsm65l2saHidtpLFVMUVsqsdTBP3kmsRqUFK33E7edJkIOuR0/UIiBS+aUDOEvTRQwjHwXz4X9GrNgQ7NyxkS0Mg/2BFkRThyMPIDOi4i7HgdpSZOy6SM7ZrcLp6qtmsM8yJBj5LaSFzl+AefxIZLUOnW1BFt444W7Nd52TJeprNrVniYxzrSanjsVgR/KWrT/m4ISEhb12m9aJeeukl1qxZM/sdGQY333wzN998MwcOHJgX40LeIvR0omp3YrU34WsfLyZwyySGnaHa2IGwYpBbCraNqt+HHuwNhla7blBUP4QGtO/jCUV70kGuvZiYcYSDsSo6RZqioh6UlUtZ9x76rSpKnDReRWEgbIrGFMUQzWVDiTVJ/R0YrR1yXYxIlPWpZrr6uuh9fSuvV1/KynyDuj5nfIH9UFRILN847pQHegdYv/sp2lZsoqjzGNncIrrzKihyO4ilkgih0Tk5qMMH0ItXYF18DSVeBj96BZTeAMmjsK0Wojn4BcWoY4dxqxaDFQ2uy5EecB28a25FKAP/yD8gpIFQAqPkiiA1N8bGabsG7SxZZdE/MEB5yzGM6MydhXPp+lPFl+E2PwZkwHdRxZdN2t9s1pmJrKfpS2ewJ1T5TzU4fGLqOCQkJGQ+mbYCdi7O1nxuG/IWws5CXzfRr30eWbsH4jm4OYU4gzm4ORauiGDlgFG4Bl1RjejrRhgmorMd+rqQB3eN001ykGQjMbrLlyEMk6cXXUl8yXI2Li1jZelC8qOKZe378JWg1BZQswZVWIN89zfgpv+C85k/h9IygBH193HRDqVwN1yBqtuNt/5S8qqqaF9yIVfTwa2VkpWFJptbs2S9IZsSAyNRoZxjB4Puy6FoV9nmX6OlQUFPC54ZoaNqJfs23IyqWgQFhcFcw9deANdFvf5i4BSpKCJnJc7evyPywlZUcyM4WYhE0RWLwMniXfY2hJPFL1uAzisKolx5FqryKqyLv4wquRTcgXFRt6m6BofvT9ev7+dfd3fRtOVHbOl0aEm649eZwHDXn852jnT9OUYJHWlGr8sw7gCqZBPW+r9AlWwK7JrIbNaZht3dNj/eP8DO/Y/yyxbF7u5RYdPCiJw0OHxc6jgkJCRkngllIULODsNK442HwVAw2Iv9mS8Fn7kZnMRTmFY5hpXCr/4w/oG9yGMHcXMKEEdqUb6NcD00wUtcE+hrSc9DaY9jyzYSG+im8+o7KM2PscTLkOkoI++Vo3gVEjPTB9EI0UO9ZG6NoYqvPbHNnod1/w8gEsV46gH6F9aQjfrkCI/FzXtpWr5pNEoy2Ebkp/+Id8FGyC0gVn+Q6LP3411xI8473kekfh+lUYPenjZ6IwXEMimuL8lD5Rfhrd6AOH4MmUqii4rRxRX4bhrn+K+Rx+vQTj8ZcxcymiXalYewIoDGaDiEXnoQHc9F1u9HL10d7KdmI1b1ewCC72NrsWBS1+BwF6W7bzttbhuXt/2S0nQLmUiK7n6TivxFmFN0Wg4ztuuvNZHlsb4iHFLjOjkBpFU43q4pmM06U5FxXeqPvs5KlaVADLJG7aT+aCurC64gahgjg8OnSx2HhISEzDezcriSySTpdJrS0tFCVa01//zP/8zDDz9MJBLhwx/+MHffffdpMzTkzcWISvihvVBQjGpvwlm8AgpLML0MqieXyNZaspdfEGhyHdqD3dFByuvAdyA/2Y8QMgjRmiYIge/6CASxZC/5vW0s8nxKdx5H3/4hsErJaTwKV74dpQx8z52zSKbauQXR343OycfoaCGnZAG5KRdlGZS3HuL44gsxhUGhlyL69/8DHctBHdqLd/E1FBzeA+kUcu/rGIaJv2o9ecog5jjkFVZirVhNzrbfoaVEHdwDiQGE50Iygb9oOWb9QbzSBfiJZ1AJHy9qY6bK0Bs34RcUoba/jP3e3w9GBvV0IAb78Fx3Sp2rcbVYay+ZsuMPz8NpbiRJIWXJoxyv3IgQPkf1BZQvX05ZTE0vvzA03sjJXcvru7eRF3PwZFArNmOd1DwwXKjfbwv6ZTFl7m4yqohc3U2HXEO/LYgO/dabNnUcEhISchqYVfz87rvv5uMf//i4Zd/5znf467/+azKZDL29vXz+85/nX//1X0+HjXPm5Zdf5iMf+Qhr1qyhsLCQn/3sZ2fbpJCxDNUMqd2vBU6F9kEpzAd+AAQDg61WN4goNQxgHNgLDbVEOpvIG+igZPA4pu8E22kNjh2ojRcU0Vm2GNuIMBDNp2LxApRlBukvO4tsbkDnFqBjOcFMwVQCfyaRzLHF7nYW46XfgjIQmSR+aSUqm2RpzGPvyqvZuuYmEl4QNcl54heIdALZ2xFoh7U2EenvQroOsrsDdWBnUG8GKNOksLeRnO2/w736ZnRpJTonF+F76KIycOzAiarbhdWiIZtCaxshgE6Dtq4+vF1bIScP9eozoBSiqx18H9F4COzM+JmNE+u1PG/c/MThL3VoL7GIiesXgCHISXbiRCJ0Fawjr6I8GEo9jQTD8MDnfhtazDUjzhaM1kmdDsaO5ymMSFLGQgQeStsofFLGQgqFM25m4pSp45CQkJDTwKwiXFu3buV//I//MW7ZP/3TP/G+972Pe++9F4CPf/zj/PCHP+STn/zkvBs5V5LJJGvXruWjH/0o99xzz9k2J2QCqnYX2GlkewsICX1dYEYx6nbj9HVDPBdRvx/jtefAcfE2Xo7o6kAjUW52aDAPgEajEUIiejqJCkF51ECrXC7OHEe2u/hLgrQaq9ZPHcmZGKUZ1pmaIIGgdm5BdrQGOkzah8E+jH09lK+9mI/k9tG1elMQJckkUG/8DgxzyJkpR+3egqdMtDF0rNQguqwS/4KL0Yl+vIZfYSWqkS1Hgzq1bBYdieJVLEI1N6BNC1m3G+kkMFIGsm0x3YW9dKY96no8lg46FBTlsLajFqekckYx0FmpvA81BwhlUGNlaE8UkOksoL14CddVMGvn5EzVSU1VqK+MGNdVLKOueSUtRg05/mtcX2KT89yjpNfFMJa8d8ruyZCQkJDTxbQO18svvwxANptlcHCQdDo9sqy1tZWOjg42btw4smz9+vU8//zzIz8vXryY6uqpFZtPN7fccgu33HILAJ/97GfPig0hjBfJHOPIyKN1aN/HvfgaAITjopXEv/R6EBK19w2MLc8iUoOQSSHfeBHp2ngIFOChUHi4SAyh8a0YYqAXXVCC6u1Ex3Pwm+rR2odFywPH4tDeE4+PmaDUPpJ2q9mIbGkgu+5Ssp4mogSG66A9F+uF34AVpWLtRlARjN/+ApkcBCVBa0RrI6K3EyEkxOIgQHa1IRrrcRaamI//J3pJAU7UQtbuQuWuwa9ejvHcr8H18NdvgrYmiOXSmTZ5bumfMbDA59FjGQprBPd495M5EqcvpVlWUoXh2rg3f2DklMaJgU6h8j6V6v1YYdEyIN/TDNg+F5aWELFmX/Y5VZ3U9SWzd9hmy3TjeS4sLmJ1yWX0ZX26rCWsOf40ttECbR5ufOaZiSEhISHzzbS/PYfTcK7rArBlyxaOHDkCQF1dHUop6urqqKurA6Crq4tMJsN//ud/orXmXe9611lzuELOASYUZo/8ewqVcHlgB6KvB4TA/N2jiKMHkb0d4HmgNbK/ByElciiuZRAoxBv4CA0imwJApxMMLl5DXcFSKlsPknQi5HQPUJlrTe1YTGBUqf0NREfraNpt5Xp2b7yN1ztGHYebBg6w4pmfgZAYr7+ArrkQb/kajMN78SsWgfZAKER/N96SVaQ8n8iFm6B8AerATryrbsbc/iieTKDaNf7CXFRXCqPu5WCUke8jWo8iFi1DHm/EXbiMTEsT9qYFHE4bxJPbKPL7WdDdTrokhuNIEtkCShsO4VqRqdXPx177sc7wxCjfkDjpMGMFXOfKuDop6ZL77OyFU+fCdON5Ip5NRTzCoPZQ3QlcM4sa0LjJVmT55aGzFRIScsYQfX19+kQrVVdX87nPfY4vfvGLAHzqU5+isbGRZ599dmSdJ554gs9//vPnnAbXwoUL+cY3vsHv/d7vzbjeoUOHzpBFbw1y698g2tVHprQK0ES72siUVpFYsW5kHeHYCNehePcWtGkRaz1KJq+Y0u0vYiV6AYEWILXGZ0jYdOi7T1CA6AmJ0D5iaPnh8tUMFpQyGC9C+h6bV93IbQsFpgQ3J280nTYB4TqUbPsd2rSIth4lW7oAbVrgeSSLyrk3upGoMeTwuQ7Xb/0V1x56YcSerkuup+26O4j0diE8l6K9W+m74BIKD+7AHHIYU8UVWAO9ZMsXki0qo2jnZkRxC/g+6cpqzPoIkcEerN4ulO+B4+LkFaCVQSaezzGRS2dJNU9svJMtxzu53tpDpZsgIl12DS7jD5YWkG9CpqwKjOkbAYTrULb1WTovvwltmKdym+dEbv3eKZ+DOaMdEOPtFn4Ww27CiSwn2rOTbNE68OXIeeYcqyPS04HMrQcfvHicnqUfgzCtGBLypmHVqlVn24QZmVV+4M477+Sb3/wmHR0dJJNJHnnkEf7hH/5h3Dovv/wyF1xwwWkx8kxwrt+oU+HQoUOn5/ymmavnZ5I4R18ktuA2ZDoVvNQWLgI7g7tk8WiN1K9/iujtxF+yChwHpUB3NmMkeof2pBFIECCExK9aimw9irYspK9B+0jXCcQ+LQvP9ch30gyWVNF48e1I18aIllCwtnSymOUE29XurYiKSjQuRouLzgzgFy0GIJnsp6IkQnRoSLvwPZb0NqKtCEZyAJ2bT3FPK7lDsxLV7q2IVWsoSPcgc3MRQjPY10flrs34ZVXoyirE3i3oglycSDWeOUieKMWsWYja8RpSB5E7DIns6wYliaApyI1R2n2EY0U51Lu5iMQ+uiLFRKRH9aqbWHdx4axu2/C5FrsJvDXTpFlPdWbixO3tLMaRXZOfg1ky3H2otY/b8tg0CvbrA123Hz9K5kvvQDXWB+eZ6aP3+DGKKorxRBVKV+DbrRRXVyBiBSd/jiFz4rT9HgqZNeE9OLvMyuH6+te/jtaaRx55BKUUf/ZnfzZOAqKvr4//+I//4H/9r/912gwNOceYYq7e8Ow7ebwOLTJkeRWRSRBJLEUsXj1apL3sAtT+7RgvP4mfW4D0fdSBHfgLlqAaDjIay9LoSBSdk4fwfUgnwPcgmw0KwYVEDA1T19E4IIhk0hxc+zaykTg3P/EdGqvWULj+bkBNb/tQbZOvFLY8AIuXIz0Pb6jgXGRtLn30CQ5e+k7sWB45A51UdjeinGCIsUgmUC1HA2HTguKgC1AZqH3bg3SdVMQ6miCTRna14xsW8sg+MmurIJaDVi6quQ5nmYHZ3YZwHLQQQe2VFBDPxV25nsEr383OHpdu3+CGCp9LlmwkGVvDOuMwJWWTh05Pd9+mVZWf4d6e6rMxq2L9adDaxzn+OCK+CLzMjAr25i++H3S8/uK76KUXjMyW7Fl/OQWrVo9ERwGElTP3cwsJCQk5SWblcOXn5/Pd73532s8LCwtpaGiYN6NCzn2mmqsnpYWMLMAffAopYvheJ5FOgTHYildUDspA7t+O8dtfBHIO2gfHhvbjQUTkeCNoFy0VaA+/oBRy89HLL0ALidq+GaEMtBC4ay8JHJJEH+Tk4l1zG1hRWgYdjscqufj1XyMzKdb1HiJ+aAYdqgsvR0vIbFyE9jP46WqysUUIGUUWlyCMCLHdW1mWKyl65sc8ftM92CrO8ds/zrIn/wNtGOA62O/5fYjlova8ETgWjo3o6cC54V3o5WvQP/pbiMbBc1GH9qKtCCrpkbnxYhAmbv0eDD+Od9HVaCeD8MC74CKMlx6HolJUNsnK1UupjuaO0Y0qGzqjDXO6b5Mcn5qNaCVGBk3PZWbiWIajUJO2n22x/sT9jek+1M4AJJvxU03I3KUjhfHjarD6ulHHDkEkhqrbjTss+WFYRHo60EVXz/pcQkJCQuabN6XSfCKRGCnw932f5uZmdu/eTVFRUVjIPx/YWUTTEYjnTIqSqNLLcYsfRUgD7Tuw6lM4UqJzC8D3sH70f/HtQYy2dojnItNJdKIfDBNhZ/B8jadM0AZpT6JUFOPmu1AvPYEwTXRekALyyxbg3fGREZOGu/GWAp8cHMR6rp6o5SMSPbgNdVCzkQFMmnpS1DQfJRqLIY4Ey4UVgdIV+K2vIAoWaLUpegABAABJREFU4ftZVPE6hBFEv0TzERYcfp2KSA7lfduwrr+ZvGe2QiwWOH2eidq1Be+62zGeexivZgOydhcYJsbeN/DSSXyt0flFiK5WQCM8D5WQ+LEYIp6Pjl2CLn8nNhqn61nM0ndg/O4xKB+qx3JtjOcehjs/cfKz/qZyfA7vQzTUkt6QF0glOPaJI2BTMDKsuuzmydtP0SgRPCzjz2PYYRtmYveh72VBRhDaRY8pjB8miG7JQIPMcVBvvIh3+Y0A5LS3n3qaNCQkJOQUmFYQZ2Bg9jPL5nPb+WDHjh1cf/31XH/99aTTab72ta9x/fXX89WvfvWs2vVmQe19A3VoD7hTzNXTqdG5fZVX45cX4S9djS6tQB49iE70kFpyHJ3NBtGtdAqRSiCyaUQqgXSyZGO5ZHKLyOQV8uiVv0cmpxBj/7bgeBrwfYwD29FWZESoc6wIZ85zDxHNJBFSgpSow/vY8sLL3PNiD488sYX7jmTZdXwA49VnULteBUDqQoxXnoT0YNDlZpQH51q7C9HWgkglMFqPUfbwD4g0HAgiKY6N5w8GQ7UP7UNteQ5/5Tp0XhFCSHRZFWiNUbsbJzcfHYuDPeTpCA0RReT1AxiL34uouAjXq8dxD+EbLk5iF37rK+h0AhL9kElj7N8JycFTuHGB4+NdfTPe1TfjXnUT2VIX22yDtjrczlfwd/8KLYdSujPMTBy53drD7dmO27kF3+5D774PR7YGkhzD2w91PU78GnvPxoqWjkXGq8F3wU6Bm8QouwJj0btRBTXgjxGm7evGOLQncKrSCXQkihzox1t/Kd7VN9N90TXTK+OHhISEnAGmjXCtX7+ez3zmM9x9990sWbJkVjtrbGzk3nvv5d5776WxsXHejJwr1113HX19fWft+G9q7Gwg7DmkZK4rq4P00MJlUFw2OvvOzmJV3DZSy+Nnkni1P0GvSOJFNMlLTYTnEN+rA6/fD160EjCzadoWryMTyUU6Wfp9g5yicvxYLkpJpO8HzssYsp4OUm1eiuj+7TDQM9KB5rceI1L0KOULV7Ch/wieNFC7d+HjYTz3a7yNV2I8+0t0Jg/zQBb7yvWYz9yPe80dyPp9yMY6RG83wnXRSmE+cR/2J/4Mz/NIO/9JvOMKjO5uZMN+9NIajC3PQDSGPHYQf8lq3AXlHF96IctfeQwlRJDS8zWyo4toxiXd34tRtBEv2YjfM6QlZffhve0jqB17ca+4KRhfBLMeQzQlE+QesLOoFLgRO5BKGGzGaO1GyJIRx/BEqb9xUSijAN35GopFCDs1q+2nEi0dV5vlZ1Hx5VhbD5BaPoDMW4UQElV44fgdRWLYv//5yfsvXwixOG5X77TK+CEhISFngml/A/3TP/0TX/va1/jHf/xHLr74Yt7+9rdz0UUXsXTpUgoLC9Fa09fXx7Fjx9i5cyfPP/88O3bsYPXq1fzzP//zmTyHkDOJ76HLFqAXBuk2b+OVIASRH32d7Oe+HOg/DRVN+1WLR3StrC3P4g6mSC92UY6FWyyIHs/Dq1mE7mpDJAYQThYNWNkUVjaJcm0WtR2iZWA9HdEFODEDJaA6T1JuMVKLtLvbHhHXjHg277jtD6hR6SBq4jTQnkpxbKCfVWovjTULaM8sYlXTLhyhsBDQ04lx9AhEKqC+DioWg7CwHvgh3sq1KNcBIdC+D4YBTYdIXBdDY6MHfdLFuxAxl5yGctS2l5AHdwcpVKGhrQnDsfFWbcLoPI5fWDxyKYXnYb//DyASAyZoSUlQbg66tAqRSeKtunyceOx8pMaCeq4SNK2BIGtHM/41vx8U7I9bcebI0KjdEn/5anT5O/HG7mPM9l62BxUZcw2mES0VjguWAmkijtXhGMeR/R5ez3b8qQRLY3G8DbOvNwsJCQk500zrcL3nPe/hzjvv5PHHH+dnP/sZ//RP/4Rt25NasbXWRKNRbrrpJr7whS9w6623hiMzzkdm+RJXB/cGzoRhgGFgPvkAfkERorcL46kHcd/3yaBoGlC7X8Vfshr5+ovII7XIBcsgvxVPSwQe+p1/jltQgtz3BsYzDwejaHzIoEipKFuv+iArli7glUFFyZXvHbGhrq+L91xUjWVZZD3N5tYscXM4Ox7lKWcp1WtyiSiBTi4gp2MbXYdi5Ms+6iIbuLJ2CzEvi6GCon3r3/5hVChUSoyXHkdXLEQk+lF7t6I1yFQKTBNtmMhIHkZTAru0C+E4+GKAaKOL6osgOpoQCMik8GsuBMfFfvcncGwX++4/n3Q9vVXrAwV6GBn6LAvW4XftRNTWQSQ3qIVavgbzhUdxbnhX8P1UxUNHOjM1hsgLpBK6W/FjFngCcvNnv6+xdvfvQ+flgZrcNel5Ntldf0Vk07dRY5ywSaKlRvlIZFQAMhQsDQkJeRMwY4xdSskdd9zBHXfcQTabZefOnRw8eJDe3kAnqbi4mJqaGi666CJM88wJKIbMM7OVARguutaAYSBbGxHd7RgH9wSdYXu24r79ztFxNoN9wfDk403BkOq4hVh+C1b5zThdz+EvrkaqPGRPJ3KwF4TAUJCjfZb1NbFoYC/tlRvINrokY8ELPJbo4d2P/h0D675FqTLoS3k4E6R7hwckV8QVMl5NVG/h9sG9PJe/kqZsLp9q3sGKRDNmJonvZJHpJP6ymiDlNNgX/CxlcI5HDwWDpBUI7QfRn/QgxjEXOy+FziSCeZCqDG2nUdksaD+QsYhEIaaQh/fABVfinUD/ZnjoM4DV6iKGhz5LA+PZh9BWDOPZh9FWdM4dhJMYU8gu7Cy+EIEEhqOJ/OCrZP/oL6dWqz+B3ZNSfYDnpbHrvod2BtDOINm9X0GY+Vg19yBRYKfHOWyq9o2RLkc046Nw7U3IpXed/HmHhISEnCVmXdQQiUS44ooruOKKK06nPSFngUlt/ImB0QjHhBEwzuXXY25+GvfS6wIHrKsNmU6gY3GEncG871/QSy9AdrUHm+x8BTHQDb6H6ughllmBV1KJVfKxYJ+ei3vdO/Grl4+zSXS0oAyLkoY9RNQKIHA+rnzuJ/jSoOKRH+H94ZemHJCclxmgMJIb/OBnMXsESyLr+UCBYtPCPJZ3rMTaPDRZIDWIc+N78C+5FhAYrzyF19WObG9Bx3IQ6RSeY5PdkEdsfxZ/1Xq8a27FMzug87dY7hIc/wgivwQ5WD80VVuD5yIO70cvXomxfydy6eylGyZ1E3ou6tA+vPWXoo7U4a3bNKcOwikZrueys5gvPQ6Ac9uHMB7/BRgGxnMP4975iTnvVns22reRZu7ooVQMmb8Kt/lRhFWETreiSjYhZQT32K+J7Uvj3nxXMEczvhrZ9pugy7GxHmFn8C01GoXrasXPDEAoWBoSEnKeMW2XYsibA+3ZM68wUQizr5vIv/zvoBtuKPKFHXSDaSnxjj2Cn5uP2vYSWBFUWxMik0b094LrYuzbAckBvEXL8KoWI3q7wTDR8TxEOoV67bmR/QHBi39B9UjnnHf1zXiXXh9Em3LysNqPcpt6jpTtYfd0Udp2mFhODLNhf2Dr0IDklOPTb/u4gwN8/Jl/JJJJACA8gdnhYxypJb/LZ12OIHq8IYi4ATKTRmQy+EtW4S+vwbn9w4G9BSWk02l6yyVORZZBSzG4Khc7tx93w6Wo1bcT8apQjkN0MJ9Ii4tMDoDnBhEvEUSOnFs+gP3hP8Q3xnTkneieTOgm1KWV+KvWI9uPg6EQ7c2z6iCcDap2F6K7Hbo6ULu2oI4ehGgcVV87545IrX3slsfJ1n4L3/fHfWZU3R7Ml/SyoD1EpAK3cwu01mEbLfh7foXW3nidMNPEr6zGv/qdiKs+gX/1LXDN3aFgaUhIyHlJ2LbzJma41R5dM+06E4Uwzfu+i+jtwHjqQfSKtWhlIGt3YC+y0JkBRP9xHMNGHa1HllyEjsYCoVLTwqu5COFk8K64MUhHZdKoloYh+Qg5JHTqBEOpx9LTCcVlI52GpXu2EHnlKTJvvwQtPRYOOHxq2W7UGw+SGzeQwkf0dmH+53dwPvvX4wYkVzz1EJGYhTcUoVG1u4JB1L6H6GzDeOE3iObxIr1y5yvw8T8OnL9oHJFN4RaV0ZnyqexvxSuX5PYOks7JJ3a0DTeRQB47gPDLsBpd3JiDH7XwC0oQnhMUxvsakUnhL1wKJeUwNKtzRK9qytE0wzdlTDfhUBRRE6TTEBLZegwvv3BW4qEzMqQxJlKJYAj484/BUOp2LlEurT2c7m24bS+g022Q7iG77+vIvOWYi9+PlBbYnajiSzBX/gHO4R+DkOhEK8agizZdjK4EOpWarBPW2Yq36bpQPyskJOS8J3S43oRMbLWPpHfh9iQmd3ZNTF3ZmcAByytA7X4NzzAgtwDZ2oSovhgaX0LKXLRIIhauhfyFeBuuAssC28a98U6IxEZESMmk0AuXBvsfQnju6OQeCGbf/d//xo4/+ArP28X4js2HH/0Vhqsxag9jry5C9Qh07kFyDhxE6kJEagDha4zdW3H6uqGwhIgSVOgUkWMHg8hbfS1uy9FA1qGzFdl4CBYtRxw5gEwnx10v2dMJzQ2wZBXG0w8Fsxlbm9BYiEGBX20iHZ/u4gqM0nXED+5GtjUjRRF6UQwFiEwaL68MbVlgRZGdrTDQizpai1dSDtrH7dk+vfzBmHsCjEvjutfdDp6Lv2E0na9zC4Luv1PQllK1uwI7hQTPQbU0oAuL0XmFABj7d+Le+N4T1nIJoVCxSlxpITL9yLbj+EYBsuqmwNkCVKwSVfNHwb9r/gitNd7hF9HCD5xJWQKH985KIDUkJCTkfCR0uN6ETGy1V30tiEjp5M6uCQrg6re/CDrmlIEY6EPW7cbfdF0Q+Wpow+lpQ0sDjY+Qxai63fiLVwbF4a4bRCPGFnKbFs4tH5hs4BgtKfMX30dLycIffJm8T/0DEWcQISRJT5CXVPiVCyCWj+xsRq95O25uIWr/dohEgpmK7mi0zHjmIZAC0dqILi4j+o//E+eqm5Cei87ND5yeS65HL1uLsfd1hGGgXRf3sushrzgQz9z6XKAtFouT19aOZ5mIHhBdkgK3j8iGHOTxRtyrbw7Ow7GD75kUmJHAOXBsePkpWLo6iK7Z2WDu41TyBxOcLfOJ+4GgngorMi7apUsrT+GpmICdRdbvQ3S0BA6X9vFLyvGql+Bf+645637JeDUytgDd/RRaatTRetSVl02/QWYAs8tHipV4oh10AnnsMN6aS8JoVkhIyJuS0OF6kzK21V5ob9IYFGB86io5iFG7Pfh3No3IplGNh/FXrAkiNo11sPFWVMFavORBPHMhMjEQOBfD9VATU1wThTYnMjT7zsvaFPX3snL386yqewnDzeBIheg6TuTlLN7d/xdx9KfoJQsxtr8GBUWBc5PrYWx5Mkh7JQcxandBajCYY3i0DpFKY/36p+iyBRCLI/p7EJkE5OfD0pXooZE5Ih6H4hKMh/8NXb4giNDlFlDQeIiUiqP7QViC4k4H/8KrcAuKgzRqLB50d97wLsxXnh7p8lS7t8KwdIbrBrVW0aLJ8gcT7omq3QVdHQihx80hHLme8zmaZsjZFhdfM7JIax87uw1j2WqEEThcvpNA2pz4uH4WlVSoAzbGoIGbn4GGHbBi05SrCysHrrkbH0YGSvtDdoWEhIS8GZm1w/Xyyy9TU1NDaenUL9Du7m5qa2u55pprpvw85AwzRhvJ7nsyGIMyhTbSuE1WrkcrBb4Hto3wPbyLroEhsU41lCpUxeVBd+FU0asTvTDHOA3mL74PaMy+DjLS5IoXf4prRlC+hw8YThpR5+M88QAULALHDboH7TREoujSqtG0l2lhv//TyNd/F4zT2fEyvk6iAL+/BxavCKI6dXsRhkJbESANDKXOrnwH6vB+sCzEQC9+YSnyoiuRl1xPUityTAlSoCsWge8R+e5XcK+/Ha1GJRuGB0FPNahZrNo0Sa9q3D0ZqqeS6UG08BGN9aPaWze/P7hes5HumC3KQJdWBl9jU9Dax+3ZijBiiIJ1OPu/SU7zcrybPzDjcYWKkvuTB1B9AhTQLvC++3dk/+7n0x9/Jmc8JCQk5E3GrB2uO++8k+9///t88IMfnPLz3/3ud3zmM5+hp6dn3owLOXnGaiM50ZWIEzhbRGM4755QIO3YGK89j3PrFC/bk3lhjtX7SiWC2XcDveB5WBpM1+Z43gp8M0KhJSHVhzYNVP0BvDUXgdZ4Cxcj25qD7rV1l+KvWhekvawIIp2EsirkvtfBkEhnaDyNncHv7wXXRiYS2Nfcgr7k6vGnc+xgIEI6FJXS5ZU4N74bI7+QgqEatOHkpfHrn44IpHobrkQ11OGtuzTo8ly1fso6JN3RNV6vKr4a1Og1HS7u10KQLezE6iocp7mFZrx0xyyv97j7No1S/aQh0ek2/Ew3onsHuq+ZjDkA21tRl//pSE3WJI4dQnZ3BOOUhjoUZVc7HDsES2bWHwsJCQl5KzBrWYiJQ2UnYts2UoYqE+ctUwwYlk0NaNMKXvhjpRxmy4Rtxup9EYlh3/VptLLQOfkI00QUFFOV6Wah4ZKb6g3qiHwfv6AYXVaJd9U70IuWByrwygA7g79gyYgTIY/WQaIP1XIU2lsRaJAyqNHv78avuQh30zWYrz6DX1iCv3R18FVaiTzeGDhbEAiedrahc/Imz99LDgbSCXYG0dOBaKoHZSDbmgKphkN7R69hTt7ooGY5oVZrjNwGdhZRvwc3XYtjtuD7SdzMAbyWl9FKIprqEc1HRqU7ZiPXMMUxzKd/BcnB8cuHGBkS7dsINKp4AzrZhLJNfCOB6hdId4bfAXnF2O/7JNn33j3yZb/vk0FtXEhISEjIzBGugYEB+vv7R37u6emhqalp0np9fX388pe/pKqqav4tDDk7JAcxXnwMb/1liKZ6zIa60ULusUxXVzRRvX6i3lfNRkRLI+QXoKVADPQFjkt+IUiFcG38gmKQEjnQA23NEIlDYnB09mBX22jEZ7gBwLbRBaVYP/3mkCESlEJ2d+BZFrL5CCiB+cAPcP7LlwI7X/gN7pU3BZGyCUKvEzGeeQhsB5EYAK1R+7ejKxcF55ZfNFrHxvQpwElCs56Ld9278LtX4aVrQZo47Y2YqUKENBAdjUHgaPFKAKz7vov9iT+bMcU38RjDP49Lf46NlE1Md+aswK/9T3xcQGPIpYiZomvFJXjv+f1p7QkJCQl5qzOjw/Uv//IvfOMb3wBACMGXvvQlvvSlL025rtaaL3/5y/NuYMjZwXjmIVBDIpuui9De5Jf0DCOBpnrhj9X7UrtexTi8F11QHAyGjucjPBf7A5+BSAyRTg5FmIJtdCSG8cpTyM6hrjpAJAeQh/eNFOrrnDwoiuBF47g7XkZ1t+OVVuCvuQS5fxtks4HERV83ytuH09eNaqxHGxby2CG8jVeOK36fRHIQY8/ryGMH8apXgWkg7AzOHR+DWDzohFQGKIXat33qFOBEx3NsnVbJdfiNHQgfZHMGaZRBciA4Z4CiUmTH8cD+fW/gXTxNveQUxxCtjUH93dj055gGh4njefxEO+ZAPiZrcGQd+P3IhtSp6X6FhISEvIWZ0eG68cYbyckJVJ3/+q//mg984ANs2DB+RIkQgpycHC6++GIuuuii02boyfCjH/2Ib3/727S3t3PBBRfwta99jauvvvrEG77VSQ6iDu8D00K2NQdtZMoICrnHvHAnRWqGmeKFP6mQvOkI9nvuRm17KRBKHZIhGEkRTsRzcd/2LsSm68YtDpwcNd75MxTSMNCLVyIzKZxrb8G/8kbUk78ErQOdLcB49uGgm1CA+eCPwbFHz2coSjXOFtPCi+VAQQl+Xi7e+z49tc1TRPOGmeh4jo04uWs3BFGm3Bp8oxIvthSBOaK/pSMxePVZqFqMaGueNro4+RgPQywX0d40kv70K6pnrAeTsRLE1f8PGjC4FQ24EHYRhoSEhJwkMzpcl19+OZdfHvxCTiaT3Hnnnaxbt+6MGHaq/OpXv+KLX/wif//3f8+VV17Jj370Iz74wQ/y6quvUl09hURCyAjq0F78VesDJ6ulARDohUvBNMfJFUxyKsY4YuOiWYemFrSUxw6hSysRmSTeqhMUgisDXVqBLq2Y+uN929FCoOp2IY7UjjoGhoHxwm9wr70do34/IpUIUpapBMa2l3CvvRV1cE9QBP/UL/GufAeisR7z8D5Qxvg0aiqB6m4PhGE723AKS6CwZLItE89/SBZiWPtKW9HxMxI3Xok4fgxRs3E0ylR9LdhZtBUZOecRuQk0IKZ2mKaYw2gc2Im7ej2ytTHQAxuT/nRXrUFE8yY7b2OaIoYnABRGJBElxh3rdES7tGcjlDXlcadbNtDdR35J4Xj75so05zPxmMP2AQzYPo2DLovzDPItOfU2nh38rM2RfYzdLutp9vc4rC02KYupkckL09k1vO+YIei3fdBQHlfjzn1kHd+m0zNIJNMsK80NbLSzZPv7abaKGLB9VhSYRDx7xD7s7Kitng1WZPpnYML1yypr2vWEM36k1cR9zuYYs7JjHpjuvoaEnAqz7lL84he/eDrtmHe+853v8LGPfYy7774bgL/927/l2Wef5d577+Vv/uZvzrJ15zB2Ftl4OHhhey6yP+g69SsXAaNaW1M5FcOO2KRoVuNhvLWXTI4CtbdM6bCdjM2i+Qjq8D68bBqjdhfatBiRfdi7DZHN4lZWowwDDBNsG7IZSCYDOxwb2deLeP6RwNns64GSsnFOjfmL74Ma+uWr1Ggd2MTrN60shAeeh3fZ24Lo4YEdgfaUEOOv4dB+JtbAyaN1aEAd3Iu3ev3Uo30miNkOK9TrWC7+WM2t3Hy0lLgdz2JU3Ib1zENTplJ3d9tsbs3iaDAFXFsVYUOJNWM6+VQYHn10IHoLm9vscccFJtkCsLWhmzse/Tv+/V3/L5cvKwnsmyvTnM+k8680WZN5GmPhu/jVkRQPNqRxfDAl3LUsxl0rcsZtE/Vsbtj5axKOz5ZL34c0LbKuz+tdDo4PxwZdBh2PHFNhSri7LM3/85u/JvOlfwyc+Ql2De/7WNJjX7eNBxSYkpX5Bh9aGWdDiTWyTmtfiqWvPMK9C9/Gx5tf4H+tfSefWJ3D9a89gLH1Of7kqr+hK1ZEIQ5/3PwUjde9l66Ux3V7HuXAFe/BFHDXod/Set37eKlLT34GJly/rl/fz4Or3klGWZPXs7OUvf4crFw57jyG91kRk7Sn/RmPMe2zOM88WJ+c8r6GhJwq0zpcP/95oJ/zkY98BCHEyM8n4qMf/ej8WHYK2LbNzp07+ZM/+ZNxy2+88UZee+21s2TVecLYF/aYcTIjo2QAfG9Kp8Kr2Tj5hT9mv+N+nM5hOxmTh0fUSIXs6cK57Hr0yvUjn4tDexGJAYyGOnRhcZBWNAyENzR+qKQS0d0WjCxK9CPq9iBMEx2xRtOoQzIWeih9CWDU7R4ZLTTl9RuD7uhCHdyLzi1AtjcHel1dbcE1zKTHX0MrMjldO7RfeWAHvuehy6rwLrhocopvCrmOYYX64R7Dcbpb7iB6933YRh+qdgf+hitHtst6ms2tWeLm6F/4m1uz1BSaxKdLJ58kY21ysn0ca3uJpWacjsh6EIoXWjIgxLhow/CyG3b9FmmYXL77t2yOfoiaQnPO0Y+p0uPjzl97lGf3cuxoipVFfaRbX2Zfg0OecSF6qKbwwYY01y+IjrtmVYf30t50nIW5Bmva9nFw8cXc35BmXZGF7WvaUh4CKI+BISUrHr8XV44682PtSq29jM2tWSwlOJ70SLgaNCyIS5pTHi+0ZFiaZ7C5NYupBAVHdtPrST7W8DQyGmNV635quwXX73kNz3H58wP38ZXLP8fyY3tpzMLS5j04/S7drmTV8X2YAg4moPv1bcRXXzpyrYafgbHX2Nu/k/qkYGXrPpqWb5q0nqrdhT/hPIavketrHmxI8/aFUeJSTHmMmZ7F+Yx0Ddg+DzakyR1znAcb0txcHQsjXSGnzLQO12c/+1mEENx1111YlsVnP/vZE+5MCHFOOFzd3d14nkdZWdm45WVlZXR0dEy5zaGh4cJvVk7+/IZ+mfUOjC7yuzAWXTBpTbehYbz8wVi6ekf36DqUv/FK4LwML2s6RoeRix5SOJ+1da5D+daXiLUeQyuF6O0mrSUdCy9AGybCdShpb0cribVgGX0XbEIPyT/IbIbKl36DVgZCGsRcD+F7uAySKavGT6Zx6+sYUI+TqF5O7k0fIqhkGv1vk2hpgc4Ta88J36dr9za0aSG63qBbxlDTXEPh+5SMXXfougjXoeTI4WB5/UG6Cxegx1zXuaDsJJFsLWhJTtMBfG8honM73Wb+yD3osqG1U5E75rdEwoWdXhOr90y271QZtinhmXiDRzmu1tAnuwBozwTrVIyRk2vPQNROUXB0L4NWhMKGvfQuuILtIkLpFIGP6f4PCNeZ8npPPP+sr6nwjtKkDdLOARoT60kYiZH9DDjw1J5eWpPBNobrsKh+L5FUP56jidTvoUFUkMpE6R7IkHDB9RUCSKRdFth91PQeoT/HIq92Dw2vb6GwbueIXQf9XFp7ggvQ3S9J2QIhoGcgjdZw1PV5yWuntU9huA5V7Ufo0AaX99azrXwtS7rqKXBTxBLd2Fqytvcg+V2NLB1oZsA08Q7vo8wV9JtxSur3YCloFzGshgN051biDt3jhAvbRdvINRauQ3TXdrozEXIb9tMdrcA1zJH1yuTo9e3aNXoew9c14ULfoKSxbWDcsrHHmO5ZHLvOfHAwAX2DJv6Yx3nAgZf29bI6d/6OczZ5M7/rVq06tzX/pnW4du3aBYBlWeN+frNyrt+oU+HQoUPn1vl5LqKyfNLi/OGh13Pcl+ptQZSVj4iWRssryV+9OujK270VUVEZfFZaTkFZ8bi0nVy1GgD5wqOI3HxkTzuRVBIj1Qe5CyCboDDdi7OqBr12PW7LYxgL34UQc/uruvWJhygbtsN1KfXTeJdMHRkaZ7PrUuom8NZcPu3yk0HrlTiN7cjWFsjLIaJWIDxv3D4Xe5odOjEuqpDn+Fzq7icyT3ZMZVMRBq1+kr6CjVQMXedY1psU4YplPa569RdY8RyUMlCGwa1Nr3LhzX8wKeox0/+B6a7rpPPX5RT2H6W6PAfXc0ilVpJvjv7RIB2fWy4sor8+RdyULK7fRrWfZMC0iMclVV6KG5w2XorWUJJvkedr6pIZBJAbM/n83gfRyqAgHsHwJTXPPYB/yXUjduXrBNvKqrGU4KjOkkq4oKE438TTmqUlJtddkMuxg0lWHNtOZzzOqvZmPMNkZbYL6Xtc2bkHQylsX2D5Pv97/7/x29JNREyDGp2gw/FpzCticaYDqQV+SRnS87go0z4SucpzfC65IHfkGqvdW/GqKjjW6RFldN3h9eL7XkdUVNLR00NZRdXIeQxf1xJfU+9lWFwZxRyKcE08xnTP4th15oMK2+dn3T3jIlzS8bluXfGbIsJ1zr0L3mJM+3b73ve+x4c//GEWL14MBNGr0tJSYrHYGTPuZCkpKUEpRWdn57jlnZ2dlJdPftGHnGHmc6yL5wWpuQmipZ4X1EtNm/q0ImBF8JeuhuQgVnsL2jDwi8sh30X4LvaQ3IOfk4vbvxutbXy7D7fzFYQRQxVtnDwQfCrsLDnHj0FFxdR2TFh3Spun6vScbh+zwc+i4suJdKRwDR/sPsAct8+IElxbFRlXN3NdqSC69eD82THRpoIazIJ1VLGLgwNp0kQxBdywMIjsjLXlxiKXmo59dLsKpYNSuI3tezEzCcjJm90xp7veNRuJWJFx5x8jQ1XlWmKLN+L37+NDnuT+Y/64Wp+ymOLaqghbmgYpaNxPfm8rpYYkmwEzlaAqWstHN63l1b5gu8q4YtDxiAz2srGrlnjUwMh4gcZbVzv+irUQC+qHoo11XHf5Wl7q0izIUfRmPDwg6fiszDe4YWGUfEtyXanA2XIIU/uUpFvJaijuTxLTDlXpbrQVRfrg+z5regbZV7SSPBGlsK+NuKvR+UXk97SCgLUVZRBRNDYf5EDlOqRpcW1VZNTJGbp+QhnUWC5HBzwKmg9yuGod11bnEfHskeurMimw42POY7Rm665lMdrTPilXj9RnjXWkpnoWJ64zH+RbkruWxSbVcL0ZnK2Qs4/o6+ubUj66qKiIH/zgByOjfIqLi2cc7XOucdNNN7F+/Xq+9a1vjSzbtGkT7373u99yRfNv6r9qPDcQTZ2Azi8EmP6zsZE0O4s8fmzSemPlHrxkI17PdoS00L6NKr4ElbN41jY27NrB8mXLZrZjpvPJyUNMVJh3bHRJ+dyjgic61gS7xnWG4c3ums4DJ+xS9Gzk8WNkPU3C8ck1g/WmkhaZ9v/ALK7BTJ1x03Yp2i6D7Z0U2AMjHXgJxyenqAirtJQBT47rUqxrGWBjXy2F1midJKkE/tIaiMXH2ZVFzdyl6LnYvb0MpF3imX56sx7JrMci0yGv/RjEcrCR9KQcMp5P0doLsWIRkj295JoSHcslOTBArimxCgpABTb2RgoojE+omZpw/bKeZsD2ySstIWIZ4z4/0tAw8n9g7HmEXYpnjjf1u+A8YNrfkBUVFdTX14/8fKLRPucan/vc5/jDP/xDNm3axBVXXMG9995LW1sbn/rUp862aSHzyQmiZbOKpA1HumZAxqvxurYGP/huMApnDja6eYWzs2WG89ETujxHutdm4eiMlTKYzbHGElGCivhwJO/MDZ0ef9wplqngvplA0dDn/lwPMotrMJUdw+RbkvVTdMpFLINIdRVQhQ/jbATIV4zbrmxlEXDVyLzOGe2BEXumdAaUgVVaRnBWVcTHfOQRpAUVUDZhM6u8cvTfCxYCo40WFjClIMuE62cBpdN87nb1jlt37HnAzNd5LuvMB9Pd15CQU2Ha39S333473/jGN3j88cfJz88H4O///u/56U9/Ou3OhBA88sgj82/lSfD+97+fnp4e/vZv/5b29nbWrFnD/fffP5IiDQmZExNH3/hZONFA8NPItKKzUzAstXAytWchISEhIfPDtA7XV7/6VRYsWMDLL79MZ2cnQggSicR5NaD6M5/5DJ/5zGfOthlvbk6T+OW5xsTRN6ebGVMnM4jOjmWc/MMsa8+mjISFhISEhJwy0zpcsViML3zhC3zhC18Agpquv/mbvzlvarhCzgCnSfzyrc6JBB5nq2EmhEJESvGT25GREnS2E5lzyfTOVhgJCwkJCTltzDpc9Zvf/IYbbrjhNJoScr4xNq0VMj+MFXgssCRxU7K5NUvWG6qmGeoKw85AKgF2BtlQNyLGOhEZrwbfBd+etvZMaw+3Zztu55aRSJjbsx2tZ1NRFBISEhIyG2bdVnTttdcC0NfXxwsvvEBjYyMAixcv5oYbbqCwsPC0GBhyjjLLtFbI3OjLBq3yY3F0sLwirmat5D/CLGrP5hoJCwkJCQmZO3Pq4/7Wt77F17/+dbLZ7LiuxWg0ype+9CX+9E//dN4NDDk3mc/RPCGjFEYk5oRsnimC5cCcNcxmW3t2Sl2YISEhISEnZNYpxZ/+9Kd8+ctf5oorruDnP/85O3bsYMeOHdx3331ceeWVfPnLX+bf//3fT6etIecKc0xrhcyeYYHHlOPTb/ukHP+0CDxOYigSZix6N6qgJoiEzRPas+dtXyEhISHnK9MKn07k6quvpry8nIceemhSQa3Wmve+9710dnbyyiuvnBZDQ07ADN2C8y52N0vBzJBR5noPzpTA4+lGa/+kxyHNJ6Hg49knvAdnn/AenF1mHeE6cuQId9xxx5S/NIUQvOtd7+LIkSPzalzILBnqFjxjEaahtNbEr3l3tt7CEbNhgcfT5Wyd7qjTTIX4vpM48Q5CQkJC3mTM2uEqKCjg6NGj035+9OhRCgoK5sOmkDnypuwWTA5iPP3AW9rpOl0Myz+czukRw4X4Ots5UogvIqVorbHrvo3vz1kTPiQkJOS8ZtYO12233cYPf/hDfvGLX4z7Ra215v777+dHP/oRt98+RfdUyOllYrfgm8FBsbOYP/8OWeMQsnbn5HN6M5zjWeBMyz+MlaTQXhancwt2/b/hZ3ux639C9uj9+H5Y3xUSEvLWYNYO19/8zd+wcuVK/uiP/oiamhpuu+02brvtNmpqarjnnntYsWLFW24o9LnAVN2C5yoDts/ebpsBe/rohtYe/o77cWUjOt2D2/I8PPUtdDYVrHCm06enmTNZUD5d1Om0yT+MKcQ3CtciYwvQ6RZktCz4nrsEKUNV+5CQkLcGs3a4iouLef755/nqV7/KhRdeSE9PDz09PVx44YV8/etf5/nnn6eoqOjEOwqZP06mWzAxcObsG8OD9UnuebGH/7VtgHte7OHB+uSU6wnHxTh4BC/mo5IuOnEc2ZPGOLgXOIX06Vk675k4E6m9icxGCHW+GJakEEKiCi/EKLsmOLaXAd9FFV922o4dEhIScq4xqyrndDrNt7/9bS677DLuuece7rnnntNtV8hsmKsIZnKQyPf+D9k/+kvIyTu9to1hwPZ5sCFNrjnq3z/YkObm6hj51nifX+19A9WZxq3w0J6P6OvDSObiN9XD8jUnJ7Z6ls57Ok444/B0zqc8m0O43QFUySaMhXfgtjwG7gBYhWfm2CEhISFnmVlFuGKxGN/85jdpbm4+3faEzIU5dgsazzwEhoHx3MPBgjOUlmscdHEmZBEdP1g+DjuLbDyMt3gpMr6cyGA1RrYAb9kqUBbGsw+dVPp00nmfZWZM7Z3mlOnEqJM4U84WIK1CrOr3IKURfJ+Ls/UmSSGHhIS8dZl1SnH9+vWh7MP5THIQdfQgROOo+lro6575xT6PL7jFeQbmhCfNlMHycSiF+7Y78G/6AOKau6G0Ell5KUJakE1hHNgF6cTcxFYnnndycN7O61SYLrV3vnScZj1Ne8oj45wBR2iMEzp83JHZkiEhISHnCbMWTvqrv/orPvnJT3LVVVdx6623nk6b3lqczvTRGIxnHhpNNRoG5v0/QC9eOfVInqEXnHPz++fFtnxLcteyGA82pHH8wNm6a9nkdOK4sTWei3vLB0Y/8zz8DVegc/PHR/CmS58OYTzxy3HnbTz3MO6dnzjlczplpkrteeK8mE+5u9tmc2sWx/dZn3mKsuXvZkPp6bNz2Ak99vo2Hiu4EEcH446urYqwoSQsug8JCTk/mLXD9c///M8UFRXx0Y9+lAULFrB06VJisdi4dYQQ3H///fNu5Fx45JFH+Nd//Vd27dpFd3c3v/nNb7juuuvOqk3TMs+OzXTITAqjdhdaKSAN2sdorMdZshJxpG7Si31slGUu8xFnUke/a0UON1fHaBx0WZxnTHa2JjLFzEBdWjFrW4AgivfqM/jlVSDSABj7d+Le+N6zXss11YxDtW/rOT+fMutpXj6eYqm/H0NnyBWDHDv6Eqt0EdHSi+a/43FI9sQ1I7QdOkLeZWvwzMDJ2tyapabQPK+V+ENCQt46zNrhqq2tRQjBokWLAGhsbJy0ztkc3TFMKpXi8ssv50Mf+tA5X9x/so7NXPENA/vDfzjyszi0F9nTAa6L8eoz6AWL8S57W/DhRF2vWUZZRqIeM0Qf8i3J+jMYkVBHDuBefA1+eRV65brRD8xzMCoy1HGqlQFDShGyoQ7vHIty9WV9bBQpVUJlZicZVUTU6WZQriR2GuQlhmVPUq4mg6TwyG7aVm7ClAJHB/ZUxE+TrEVISEjIPDJrh2vPnj2n04554yMf+QgA3d3dZ9mSE3CSjs1JYVj4S1eNHNfc/Ro6twC1b1vw8XO/xtt4JViRKXW9TuQMZj3N5tYs8TGFWmc9+mBnEZ1t6KpqhJ3BW7Bk+uubGIDc/DNr30Tm2nF6liiMSEwBCWMhgm3g2fieQzT3NMhLjHFCBxIuHX1ZzN4DbI2uZklxnOKIpDAy+szpzCAieva7UENCQkKmYtZF8yEnwQwF3WdNsHToxe5ddBUIia5aHNiRSZ+crhdBlMGZUMM8HH04W8z6+g5JRpz1YvozNZ/yFIkowbVVEWwnzQ57GT/ofzuH9XLuO9jD7u55FnEdelZTV7yDp5Zcx/GLb+R3q2/CFor9vQ6Xl1sjDr3OpvFf+Dt0NjO/NoSEhITME6Kvr29O7T6/+93vePLJJ0dSiosXL+bWW2/lbW9722kx8GTp7u5mxYoVs67hOnTo0LweX7gOZVufpfPym9CGOemz8i1PDdVUDS3zPDquumXSuqeLspceJdbeAoYC1yNdsYjOa27DmMLxcHPyRp2XKbB9+OVxg6gx+ihlXMEHFricqFTrdDCX61v20qPktB4jWbWUzuvuONOmnrckXPh5i0GhqVFD9/h03fMuG37bocg1wNWQ8cDTcGeFR6npY2UOEm89iJVuxI4tIVW1CjuyDOS5k4oNCQk5/axatepsmzAjs/7zOZlM8ulPf5qnn34arTWFhYUAPPbYY3zve9/jpptu4ic/+Qm5ubmny9ZJ3H///Xz+858f+fmBBx7g6quvPql9zfeNUru3IioqKXYTeGsmpOQ8F1FZPmmb/PzC0xLROHTo0PjzSw4S7WxGmwrQYEoKOpsoXLTwpIvJvdLxNVy3V0VYd7Y6yGZ7fZODRAa7oaSM3IFOChdUnrZi+kn34DynPeWx0E1RMMa76rd9Sqvj09ZUac9GqLk/E4s9zQ6dGJeyTjk+l1yQS0QJvF4FbdsQ+VVod4CiRTXoVB3GwneN1JW+2a7/+Uh4D84+4T04u8z67f6Xf/mXPPXUU3zhC1/gnnvuobi4GICenh6++93v8nd/93f81V/9Fd/85jdPm7ETuf3227n00ktHfq6qqjpjx56RE9VnTdGBd0YxrXFF9GOXnywbSixqCs1puxTPKLO8vhOlMs4ZyYjzgOFarrGYgnE1VWMZHmOkKm9BGnOLPA2nMSc2ZQw/Y2ZjN7bQ2L5D1uvBPLgZo9wcp+AfEhIScraZtcP10EMPcffdd/MXf/EX45YXFxfzP//n/6Sjo4OHHnrojDpceXl55OWde0WyJ1N4fkaxIvhLV8/7biNKnD8dY8nB8VIZnDuSEec0Qw0GJ3KChpk4xsg79D2M8mtRxXOTkJjWobezyGP7OZbKZXtbIZX5WXK69uFaV3GR2YnMuSRQ9nfsM6Z5FxISEjIVs3a4fN/nwgsvnPbzCy+8kIcffng+bDolent7aWpqor+/H4CGhgYKCgqoqKigomKOOk4nw3nS3n/KTPXyGu72Ox9ebKchynciTjalds4wYSblbKKaQiiwivE6fgOAn+nASzaBEKOzI2fJlA69UvRdeQfffLWPeI0ENFfK5+jtTnNBYZS8eDXYWcpeexrz8Hac2z507j+bISEhb0pmXd56yy238OSTT077+ZNPPsktt9wyL0adCr/97W+5/vrrufPOOwH40z/9U66//nruvffeM2PAcBfg1TePfLnX3X562/vP9Jy5qeb9DXf7DY0MymaydPSlzt0RLENRvnFfC5acvuMNpdS0PkevxyyYaiblsBM0UwpZ5SxBqBja7kUYMUCPzo48VZTBUVVIe7SYvngxqVgOddaFPKlvpV2tDBT9a3dh9ndDV8c5PzIpJCTkzcusI1xf+MIX+PSnP82HP/xh/st/+S8sX74cgPr6en74wx/S2trKV77yFTo7O8dtV1ZWNr8Wn4Df+73f4/d+7/fO6DHHcabrs86QWv1YphJsHX4Zm/f/gNaial5/YjPF3U3s3HQnV1XnnfsjWOws5hP3g+fi3PGxebuWwym1SLoe38iMqyuad1X2eWDaKNyEmZRucnD2qVc/iyq9HPrrINsFXmZkduR8MHZWpy2iNIgLMKRPRdVGhOcgmo9gZNJIQ6Gb6s/ZkUkhISFvbmbtcF155ZUA7N+/n6effnrcZ8N/tV911VWTtuvp6TkV+0JOwDjn50y8SKZqCHBs1JEDEIkhGw7gtnSxJv8YfSWLWNm6j83GxXMSQZ1pRNDpQtXugo5WVMsR/KWr8S6+ZvwKJ5kmFUIhIqUobxsyshCdHa0rOl34TgJpzr1beLiwfWx33zCn0mAgVBSVvxohxPjZkSo6ZxunYqZZnWr3Lvz2VrJaEhcC0dk28ofCeZ/iDQkJOa+YtcP13//7fz8nRveEjGGs89NYj9lQd9prVKZqCBCH9iK62iCWi5u1Ke89RF92AVkzSpEy8CvXzXoEy2xGBM07dhbRfATZ3gSOg9z+Mt66S0ev4ylGEWW8GqE98G3w3XmN7kzE913sum9jrf0iUk7TMTjB0ZhY2D4pCjcPDQZTzY6cT6ac1Wln6dyzG+doIxnbIZn1KO4fICd/H+7qC3E7n5nSuQwJCQk5Hcza4frSl750Ou0IOQnGOj+yqw3t+ZM7IuezvmuqhoC63agdrwSOSschpBBYjkOkvwNfROmLl7G8eS+Fyy8CCmbc/ekeETRd5EzV7kK0NiMyGTAM5PFG1L43RqJcpzzz0s9iW0swFt0679GdkUP4Nk7jw2hnED/bi13/E4SZh7n4vUg51rmaHMUajsL5ye3ISMnkKNwcGgzOZtRo4qzOLIpHl91I8cLL6Onppri4hIzn8q4lfai+N8Y7lzkXICLxs2J3SEjIW4Nza25IyOwZ6/ykXURPB0LI8TUqQ5EZsXyedIimmveXTCCyGejrQgvoy3hIyyPrC4pT3dT2J7nOqCX/+4+Q/dyXZ4yIzDQi6FTlJqaNnNlZZP0+5LFacG3wJMJPo157PohywSnPvBQqihNdiRDytER3AKS0kLlLcI8/iYyWodMtqKJbR5ytE0WxZLwar2trsLOJUbhZyojMlJI8G/S5gt68MnyrgnaVh19eQb/tM1DUTWFq56hzaa7HeubXZ7QOMiQk5K1HOEvxfGVMN6QurcRbvhZv1XrQcqQTazgyk3Ps4Dwdc/K8P9nTgV9agfB9dNYhN9lPomQBZk4ucUORU1VJvnAQvZ0YTz044+7nKqY5W8ZGzgosSdyUvNCSoSnhkkXhXvkO9Ip1eOsuxVt7Cd76S6GgGHzv7M28PAlU8WXgu+BlwHeDn4cYjmLpbOeIozGuU9DPogpqMBa9G1VQE0ThZonWHm7PdtzOLSPOnNuzHa29+T7FOTHd85RfsDi4TkMpXrOxeySCGRISEnK6CCNc5yvD3ZB2NkgnGgZ4LurgXnw7hbd8zUhkJtrSdHq0sYaibKLjONg2UjtopZBOBjuehxaC0oF2clv3ghlF7dmKe8td00a5ZiumOVcmRs6aEy57exwGHU1RRHJteSkb3z1FAbjm/NJUcwdQJZswFt6B2/IYuANgFY58PFMUS3jipGusTpiSPEuMfZ4SLuQ5fvA8CRu/oCYo4O/aiaitg0juSUcwQ0JCQmZD6HCd74xJ88kDO/A9D79yEerQ3pHIjD5davdK4V55E8bzj+Dn5KPSSWxfYPb1c2jRRvxojAtb9yKT/ZBXiLAzGE89iPu+T067y9MxImhspMP1NYcHXKJKUB5XmFKwucOlZk3J5GN57uQU6tB5n4tIqxCr+j0AI9/HMRTFmtQpOA/SIjOmJM8iw8/TdtE2MnsRRp1Kq9VFyKF6unNxKkRISMibhjCleL4znObLyUMM9qMLSxC9nciGWrAzkEqgnCyyoW7+BVKVgS4px73lA+glK/E3XE78ossoKS9ho+jjskIo7DiCyKQgnQTPw3jjRUgOzrjb2YhpzoXhSEfK8WlLe2RczcoCA1MKHF/Tm/XpSE+R/poihaqLSk/LgPEzwXCn4HAtmRgq3B/bFHDSnEJK8nQTUYJSi8nP01CEdvj/CXbm9Pw/CQkJCSGMcL1pGFdrpCz8ylL8Cy4GoKehgcJly4LIzHynFpWBzskL0prKAN9Hr1xL1HNxL7kGr+s4WqrgmFqjjh0C24YczugIoOFIR0fK4yEzTb4laU64HO53yXiah46kuGFh9NQlKM6HsUZjOdGg9VlyumUfTgtTNYEMLR9LqNcVEhIyH4QO15uBqeQaOtvwNuWBFcHt6h2p9zotqvTTvLh0Th7OB//ryM/ywA50XhGq8SBeziWBLW+7I5i/eAaIKEF1nsENCyK8cDzL3h6HqCFYX2ySH1GnLkFxFlT/T5VzftD6GDrTHvt7HNYWm5TF5mcs0ImmQpxrnZchISHnL6HD9WZgln+pqz1vnJqe1LTHn/7FpceIh4rBfigqQTQfRXk+2nWxfvE97E/82Rl1UDaUWBRZkgHHpzKmMGTwIp2TBMUUkaxT1us605xHg9a/ubOf+8coyX9oWYzPXzSzrtupRKZOKAYbEhISMkfCGq43A7OpNUoOYrz4GCgjSB2d4TqVkUiK56LqdiO3v4Ta9QpioBe1b9sZt6c8rii25IizBXOQoJhqePfE1Nz5UAd0NgatnwSdaY/7G9LEjSFZD0Nyf0Oazqnq7obQpzgs/IQyGiEhISFzJHS43iIMz8IT7c0AZ1ZzaExxsjx6EPq7UQd2ITvbIJlEbd8cDI4+QTH9yZL1NO0pj6w3+vIdW0jfb/ukhiUDZpFOnKrI/HzS6xrhPGkK2N/j4Pjjlzl+sHwi02mCof1J654IGa8ep9d1rnRehoSEnJ+cW79ZQ04LMpNCHd4HpoVsa4bjx/BTifGpo8TA6aulGk55OjY8+zBmMoFODYJpIXo7IJsGz8e677vznl6caTbjSUlQTFVkznmm13WesbbYxJzwp6Epg+UTmU4TDHESEcfpZDRCQkJCToIwwvUWIN50GH/VevwVa9H5Bfh5RfiVi0a7FpODRP7lf5+2CNNwJEU2N6Dq9uBH4kjtg2GAVIi+LuTxo0F68Y0X5+2wUynMb27NTop0zUWCYspI1tjU3KXXn7OpuflAe/YZP2ZZTPGhZTFS7lA00vX50LLYtIXz8xWZmk5GIyQkJORkCCNcb3bsLDltTeiKCvBcZHIwmLnY2wWZNOazD6PtDKK344SipKdqh9r6PCKTRAz0oaWBFhK0RiDQ2gcE5i9+gLf2EsikoXLRKR1y3mczzlBkPtIF+srT47oU30ySAqfSsZf1NE0Jl4Gsz8pCk3xr9G+92Vyjz19UwMdrcmfXpThVZCokJCTkLBM6XG92lKL7omsoWLYMeWAHniaILCkL46lfIg/th+42iMRQu18LRu+YQy+/+UyH+UGBsy5bgHBstOcjUkmIxdASyKSRh/eDAPNf/wHj0B7SX/4+lFWdtLbVTLMZs56eu5r9mG7QrKcZsH3yLYk1FMma2KU41kGZkvNEs2vKjj1hoEovnVUR+e5um+/sHWRXt4OvoSwm+XRNDnetyEFrn0zLEwyUvJPC6MyRxrKY4m0L1UhN3nT37rzUBAsJCXnTEzpcb3aUgZtXOCpOagzd8mwKtWsLIp1GDPahI1FkdzvGYz9DRHMAcG77UOAQzEN9l9q/I3CwDAM/JxfR0w2AV1iKMAxIJpBOFj8nH2PPawghsX78Dez/9vVRbathZumkTDebsa7Pmbaua+aTCFKju7ttNreN2V74bMgbre3ieANuuUYLd8RBsdI96MEyRF5hsK8TaHadS5GxiXVRfqYDnEFU6YmlL7Ke5pnmDPt6XXKGCrGSjuaBIwluzq2lI5GgrbOTzvYXQMZYseQSNpTGpt3fTDV5I8dMZ+jT5ryNhgoJCQmZD8IarrcKEyQAdGEpxPIQ/T0Iz4GeDtAa86Unob0Z0d2O2vtGUN/1vf9zavVddhbZeBh/8Qr8ymqI5iC0j1AKmRjAW7wSUinQGpQE1wXXQR09hHr56SBqtO8NzCfuD7oZ5yC5sKHE4g/W5PKRFXH+YE0uNYXmCeu6ZmJsXViOIXA1vNCSwdu/c6S2S0gL43jXOEkB7UWJfv9r0N4CzDxO51QlDU4HQV2UgzdYjz9Yj4aRDkCtp5dn6Mv6dKY9xl5eX0PKlTQ6BTR2t+FZxZSJbrxIKZvb3GnvxWxq8va0Jdj9n/fxQF0fPz6QYE9nYr4uQUhISMgpETpcbxXGSgDk5KFqdwZF3Tl5+DkFCC3wKxaCYSETA4hEP8Zzj2A8fh8YBsZzD0/e52wdH6Vw33YH7k3vxa9eDlKiC4rwC4ohnovoake6WXQkCp1tCAhqu5ws5gPfD2rPtm1GtDZDVwdq55Y5nfrYwviZ6rrGMpWUBIzWhTUnXDa3ZXm90+b14wmO79k3biaf0dQNTnakcLtwxx4Aov/wP6CvG9F8ZJJmlx7sm1LSYDqH5owWsPtZVMEFGIvuRBg5SKtgsjZVYmDSZoURSVlMMTbQJAXEDIjlLEb7LkrbCDwSxsIp78UwJ7p3WU/T9PobGJbJmrZ9xA3oaHicjDt3SYiQkJCQ+SZMKb4V8bzA4SkswatchOhsQyYH8csqwHURqSRaCISdRb3xEiytQdXX4vZ2QU4wLmgkJTab0TzDSvR2Fnn8GLK7HS2HfH07g9Hfg19aBZ6HHOwb3c51kK6L+fh96FguOFn04lWoB3+Mt/pCKCwZdfrs7KzSnjPVdQ0zU9qqMCIRWnN4wMUaEk11DYPHl7+dO5fEKBmqQ9JeBiW6kcUX4re9Qbz9RUgkEakk5s++jXRcvPWXjo7TWb6G6Pe/RuqTn8TPNgaRsWQrsvzyKeukzvTImeG6KK01frQMgUaP7QAcioRm/+gvg2dkiIgSvGNRlLo+Z1wN14eWx1mY47HDWkUivoYSuxals5jCmlZ89kT3rj+RobC7mWzEoqzvNdzBNKY/QKL1Zax0H1ovP23CpTPVBJ5L6eGQkJCzR+hwvRWxLNxbPhD827Exn38EH4FsqEUmB9FohFSIxABCCHzXASmJ/OCr+GsuxrntQ0FKzPew/vM72J/8b7OrqxpKa/qrN4wu8z1EQ12QYmw5hmhpCJwxKcBxEYAY7A/GAkGQmhIS84Ef4HzsjzGffRgS/dB8lOOf/ivycyJEYtO3709X1zX8khybthpm7IzFiBJcWGLxSruNp0ABeRGD51J5dLabFEVk4KCVlqIIuiwjW2tJuhKZGAiihbtfx1+xDnn0IH7VYmRDHeLQPjAMrC2vk94QB9dF1e1ALhhfcD9fI2e8bA8qUjzr9UeYRpvKeOahkUioe+cnxm2yocTi29cWT9mluHrJRWxuzdIvLsD0Ru/FVA7Mie5dScNutrmC7oxHrooRb9pFR/lyLvW7GFCnTyV+rIMugA3FBldVRgPHe8gx7iu+nf297vzNgQwJCTnvCB2utyJjZx96Ls4tHwDPC+q5koOIhlpEfy/GrlfQUkHncQBkXw9+STlq3xuI1ibU9pcRqQRq16t4G688sdOlDHTFQryKhaPL7Cxm42E0CtXWjI5EAIE2FMLw0ekkY+MFsr8bIRUc2IX4t78HacD2V2grrKLhgftwDIvYOz/AJQvzJh59hJkET6dLW3WkPSwpKIxIrq6MsGdI5dyU8FqHTVQJyuMKU4rxQ7CTgxi1u4h1tQTaUFogPA/tu/glFXiXvQ0cG+uBH0A0B3VkP+rS92N2+PiiFVn3Bv6Ga0dsmU7Yc07OlmeT3fVXRDZ9GzVHrbApOwCTg6ijByEaDyKhycFxUS4A00+ysiB30v6muhcnJVZrZzGO1mG5LnHbxyVCWbKBtFeF0DE8s2JO5zlbxjrozQmXw/0ur7Rl2dOV5daCOpbFXV5pbOeRHU+S8KPs9dfwgWU5fPbC/Ll3yYaEhJzXhA7XW50xzpcurQgcoKN16IIi3IuvAUDYNtpQ0NaMTCVh+2aEBjHQg0ynMJ78JbK1MehqhLlJHQxLLWTSyO4OtLcafA/V2gjdHUGF9RiE1mjDRPZ1oo8IcBy0Y5PX382Cw6+zbeHF1D37Gv5t13GpMQDFZVMedriuayJTpa060x4PHUmhhRhxAG5YEERaurM+GVezvtjEnGoItmlhv/sT+P/2TfycPERqEG1GUD2d+FYE2d6MOFILRqCaLlSEyKv7IZ6LtJZCayv+BRPkI8yiwHlzXZDMWtjT89LYdd9DOwNoZ5Ds3q8gzHysmntQavrOwOnwnQTSzB0ZGwVMGeXyfRe77tuYyz+Hik8eOD32Xpwowjhx/RGUovPyWzl6LE1MCRw3QzvLOBa/hES0GZGdud7tpGRCGHXQHV9zuN/FUgIP0FKxtS+fInc/L/XkssjoZYe3nqg0+LdDKRwNEUPOrUs2JCTkvCZ0uELGM0Zrahh5YAeqbjfkFgTO0LEjkEkEMg++hzq0B7+oGLVvG7KxHuf622E4gnbC4w05fJ6L8967g2Wei9fZivXdryAFMCHiJLLpwK7uDjTgC0XESZGf7OG6Y6/iGBG27lvMNU/8b7Jf+sfRWq9ZOIIT01ZBAT/kR0Zf8JtbsyMdjx0pj4fM9Dghz3E1YVYEf8Uamt75CZZUVaFeeQo97Jy4LrJuN+rQXrRpAWnwPYztm3GvvCmwd6jGy117EUJZ+Jkk9sF/xKi4ndgbB8lefsGsR84oFUPmr8JtfhRhFaHTraiSTSgVG3GeZsuwE2Ut+RxG7a6hcwrui7F/J+6N78WPRXAaH0Y7g3iZLnjpz3CW34y14oNIObWDcdJitcogr6KcbE8CNeSstbEIw/HJL7uQvsHDkzYZdrKaEi5bO+y5y4Qw6qCnXc1wa4MSEDcE3XohTYM7kbgYeLToKrSGhOvTa/vUxINfv5tbs9TE/RlT4SEhIec/ocMVMp6x6UYICt3bmxFdrTCkDI+TCZwtZYAdRA6MfdvxzAiit4fo9hfJfP7rEM+ddTH7xONqw4TCErTvIwZ7J68vJPjeUJtt8L043U/Gd1nQf5xrnv1nPA3mfd/D+fT/O1rgb2enjXoNMzZtZXuaXx1Nj/t8rANQnWeMRLumqisCwIqQqVqCv3xZEEUci23jXXx1cC3TScwHfoi3ZFUQvUoFkgaioRY7Wg/CRx7eji4D6h8nY2Yxjy9Fl83+RW1U3Y7b9Gu0l8X1PET5baPO09ovIuXMjcu+b484UX62F7vlPrxblmMWvB0px/w6MS2ktBA51bjH7kemkvgyjdF5DL9kL2KamrPZNDVMx4lqvMYynLZMe5ptnTZri0wW5Y5xgMZE1GZzzBeOZ3E8jRKwMt/AkIKYyFJVuZZHj5Zxiagngk1CWwgEC8Y4j75jo594BO74wHkhhBsSEnJyhA5XyMwMRbzEUHoRx8H43WPIQ7uDovbEACAhk0E01SOSg6Ah8v2v4C+9ANl4mOxn/zpQr5+LiGo8F/vuzyN6u6ClAWwb89VnIJ1EZlIgFMK10YaJLxRpLVBoWvKrWJ5spbK3CVP7sGcr/uYn0YD1k28gjzWQ+e9/GziDVmTaF9xw2irr6RM6ALMegj3RmR1CVywAwPj1TyGvCJ1fgHf97Wjt4w3uQ9sJVP1LeDl5OKoTlSrDzzRjGutRbS04NYOI6FDN1IRI3qQOObuT3vhFPMJHuHjwp/hvfJ/FuSYlTi92/U8QZh7m4vdOG4GS0kLmLsE9/iQyWoa226H6Vihdy1TiC0bJFThHf4nODoJSyEQGIfKnrTmbi9M0FbO5F2PTlq72UVJweMClMq4wpJgUUTtRl+HwMS8sNtnTbaOFIOX4XLuggKqSMj64rJ/7G1bh+GAIzcUlJnnW6Pkvb95DNGqOTCgYtjGs8QoJeXMROlwh0zP08tallejSymCZ5+Lk5mM+ZSL2bQtqj6QI0mNtLSAlQhn4jfWolkZ0STnGUw8irAjONbcQ+cHXyX7ur0eLqqdL9Q2l4gC49Dqws+j1l2Ld9118NGgfsllEOonecBV2Wxv1kRLS8QKu3PEblCAQdHUyQdTo4qtQO14FwyTyrb+AghL8Vetx7vjYiMzFVHZM5wAA48bLRFRQUD/2JTlg+zQOuizOm8V/s+HC81gcdbwJ14oE1yiSgT0PIclBt7bhlxro3jaIxTFYjJYe/u5/RV72xwjHxnzi/pEJAVNJR7hWBY+o3yduSuqi/5Xy9BsMDDxLSWEpOt2CKrp1WmdrGFV8GW7zY0AGfBdVfNn0K7sDWO5iIBePTrRwsZq68YtWTrvJrB3YaZiuPm+YsWnLmCFQBN2vKVeTb4lxDvXwNfQq76Df1tPaE1GCty+McnVlZJLdE+dAtqa8kecp6tlc6rRh5ObA8WNQs5Hdg+LkJiGEhISc04QOV8jUTDd6Rhno8iqcG95FdMcW/LwC0DqQPLCz6Jw88BxkNhvIO1gR1K7X8DZdg/nzf0F0H8d4+pe47/3UCcfbjGPIAbM/9ecji8ShvYjuDigsoXCgh415Cq/1IBHPBn803iJTg/DaCwjPDURUW5vRGRshDdTeN/BWX4j5u8dwbn4/WWWNe2FmPU1FTPHx1Tmk3eCFW9fn8OMDCdKexvU1Ny2MYqnxL8ms6/N6l4PjB52MV8ckq1ZNf3rTFZ5LoxxvsBud7Ef2tWHmXkDOK8dIbTBwCvcFg8i7u3Fbf4dqakIc3ofc+zr20viU0hF9WcbVSHVELmHJ4JMMZtLkGv7MztMw7gCqZBPGwjtwWx4DdwCswilXlcSwOvNxDZ+oXYMn2pFH9+NfcNGM9/xEThPMLQqUcGFvt83iPGNc2tKUgpUFBvt7HRxfB5GpqgiW9HF7AvmN1r4edrU9R0bE6LLWcc2C+LQO0HR2D8+BHP73sENZenA/kbyh6yANvP272GysmbFpICQk5PwkdLhCpmTiIGZgNAqkDHT5QuxP/78jy9Xmx1GH9wOgPR3oank6GAmkfdTB3YimBkQ6gdq+BffmD6DqD4w/xokK260I/tLVI8c0d7+GzisAx8ZbvCLomLQkfkEJor87iOp4QSmzdEe71ITnBjVppol4+leoV5/FX7KKxi2v8kT+OtJGBNPOEI1HSTh6XHdiYSQYJ9OT9Tnc7+IBO7oGWZarqCkOXsIZ1+f+hjRriyxyh96RT3Uqfn9o2PUkhqQjpio8V4d3IfwyrH0duBELo6UVCsrI2ddH6g/ejuccQfiL0ZkOjINHEFYUY/drOMveMyqgOkY6ojAyPkXalehlc3Y9idzbuMh+hoqOLtZXls/4bEirEKv6PcEtGfo+lvGOkMK77k4E4BM0IXgw6lyeiDHPxNj9znYeZtbT/Oxggl/VmsSaBjAl3LUsxrVVEV45PkgWi+KI5L9tyKM61xjnvIlIKfbgNurSeRSJbtoiFxEzzXlxgCJKUGG4mI0H0cqAocfTPXwAf8UKMEfr8mbVNBASEnLOEzpcIZOxRwcxi6E0BzA+GhWL420YcsQ8F796OV7LUeRrz6MO7wnqu4RAZNMI30PXHwDHRiAQvR0Yj/8C8gpBqeAYy9dgPvMwzu0fmpOI6rhFT/4SojFkJh283Zl+xh/oQHYinUS5Nl40jvX6G1y96CBPrHknC7c9wberbmZVgcGykhwW5Rpsbs1SFJGkvVEJAICsq6ntd1lRaGJIQXfWx/EDqQA1tI6roXHQZf1UkRHTwv7wH05pojrWgPTzEZEcTJmLSLbiVRYjDQOj28EtMZAH9yJzczH6HDBjiME+zIZ2vJLJ0hFjU6RpT7O9P87aojtYFDdo4g7qunxWlemTdiam1tCaZcfqRMZEQMem2YTWdGR8VhaYI6tO5QTt7rZ5pjnD/fUpcAXVaHJNxYMNab53XYRVBS8zUPJOCoemA0xExqtJO6+B7yNUMHoI5tEBmuIZFp5GHQ/26/qalKsRWs+qaSAkJOTcJnS4QiahaneNDGIeliVAMxqNqtk4Oc1YsRCvtAK/ajHit/ehM6khPa0mQCC624de/hKRzWC88jTuDe9CHT2Et/pCjKceQDYcQu3agrfmkqCwfqaI18QC9OQgxrFDgUxENIrQLmSzoEFM1JUYQtpptJNFSAkHtmPKPCqP7aVmwMYTiuvad3BZSxtP1dxGabSYHtvHdoM04lhXLmIIcPVIDVBJRGJKRnS5AAzBpFqu0YiNRWQ4cjcWz8W97nbkgR34UiI6joNQyO4OKC5D7X8Vc001hrcGvfN34BcF8xx9H7X9edQdt2Btr8O+fN046YjhGqlDfYF4a0l01HE4FWdiNhpaE5lJjmI4yjo2zaacLL2YHO53WZJnTK19NsaWtKsRQiBFUHMXkZqV/l46mxWLRD/FydcQ2Rh6qq5JP0u8qIZD6SVU64MoncUT0Vl3TZ6QKZooLOAaYXP/4RSHB1wAVhYY1PU5YR1XSMh5TuhwhYzHziKP1o1Lc8jD+9CRGMRyEI31mA11I4XZ4xiu73r/p4KfPRcvMRDIHfz7PyEyyaCuSwOug2g5FnxvPIxsOQoFxRi/+Q+Mp39F9mN/jLlvWxBRm420xHCUyHODMUB93RjPP4Ls6QrU6h07GFk0YTOhfZAmVlcb+dEsMTvBdd1t+EqxyVNk8oso62nme+KPcJTFY2aGJbmKXd0OaQLNpZoCg4yncT2f5qRPviH40LLYuBquW8o88i05N+0nZaBz8pBdbWhA9nZCYgCZzeDn5iNTSSKewF+4HGMwhrd8aSAvQZA2NZvT2MYRzNbV+GOlI+wslhKsivu8qATKyeKZwb2MYFMYmb0e11j60plx9WFS2zjamNaBm1GOYijKqi0Du6kBf9EKlJBseOM3bN90JxBoX5lWcEcnOkHDhfHF0WBwdsqDtOtja8iKQrxMPbJwZqV+oaLESjZwLTabWy/AccEU/qRRUPPdTVhTaFIeV5THFTFDTJ5eMAVj7ch6eqRZY8oUdkhIyFkhdLhCxjON8KlIBLMMZVcb2vPH13aN236CnlZpJQz2IeI56PwhlXHtIzJpKCrFX7wCcewQxHMRLQ3BeCGtif2fP8G546OobS9hvPQk2f/6xZkFTMfWdwFkUqjWRlzHRqRTyGOHQPvonk6k68KYmi48F+H75Gb6cYWiJNmNowwqvAz9XoJSWrim6TW6LrmRfEvSk/X543W5bGkeACtKTAkqYpKWlI/wfBCCm6qj/MHavJEXX/ux3pPTfhq+H56Lv+YSjFeewlUKrCiiqxXR2w2LluOt3YQur8S/4OJATqJ3F+LQa2jLxW17Eb8CVPmlCMfFePpB0heY5NQ6XL/hNtJPPcJrl9yJNAzeab6IJd8768dl5D5rn/yepzG5YeQeL00+S8K6ZVI0aJKW1xRyFKp2F1pKbA4QjdSwvHkvUSXwlcHi5r2sLA7mcfbb/pTSEcOF8TFDsLHY4MljAmmABKpKlnA8cYBFuSYG7gmV+qfrmpxpBNGp0Jf10UDBGGdpqsjjVM77nq4sjUmPPDOw865lMe5akXPKNoWEhJw6ocMVMp6phE+72oKIVyaN6OkIOuOa6oPartnUW0Vi2B//E3AcMIO6G3loL/geKAPVcRydSiASCYTjwFAkSr3+EsLOgBBEvvsVsn/6/2G+8OjsuhpNa3TUkDekF9bXQ+Qnf4vvuYisDPYNaN8Ljue7KDw0mojn4gPFmV4GogV8cu8D/Oryq7HJRaUGWFldzDXtz9B+3fuIxiL8x8Ek+ZYciSgMO1DDNVtNPnPSfprqfuiiUpxh4dThoePKgGwaDAPZ2Ya3KS/oDD1q46l0ICchUhjHu9Dl4O/+FbbRgjjYgW2Us27XD9ELqqlJPYq5cgUymRjX1ajdNEJaIzpUEyM6Y4dpS7efW2LbaOlqpkdWIP1+bincgerPG5eyG9Hyan480PKaIEehsym8xhfwlY/2+9H+Ia5M13I4UcWglUdueyMfvvgSVpflTBtdGlurVpVrsDJXs7osypoii1yZpS21isHSiyl1amel1D+x+/Bk0qezZTbir1M571lPs7nNRgClcaiMSR5sSHNzdSyMdIWEnAOEDlfIzIyJeMkDO/A0YBigrOmjXBOxIvgLlowW3QNq92uBE5dOgWEGMxpdm7FzfGTLEYjEQEjEQC/Gr/8NXVwxdR3ZJLuniLSlU9h3/zfUG7+Dnk7U8WNo20amE0Mq+j7atBBOYMfwKyrHSeH5DhtffYgDG9/B7Y9/hxL9HpRhUlW/ndblF4/M00u7mpgx2YEacBmn/YTWJD0YsH2Ko2p2dUFTDR2ftI4KBjk3d+NaNnguGh+jqRt3dQrZncCVKUR7L7oyB7NpALF8OUU7XyddGUVER9NsWmuytd9CFqzHqn43e3qm7gwcO0x7sd9P1bJVZBLHiVuVKHoRkWWTUnYqdwN+xw/Q5dXAeDkKYVj4m27DG9iDkMvxfIfiTsXlSYMUJnGhUJ378Sovn7HWbDgy1ZHysPt7WF4WPC8eUQYja4iZii6xlkIkM7nvU6UNT3oE0Sw4kfjrVMKte3ptutI+vgBTCAT/P3v/HSbJdd734p9zKnWenGc25wgsMrjIBHMGk0QqWr4KlmVL9r26sujrx/5ZkmVZ8hV9SYuWRdGmIkgwACBAEjkDCyw2x5ndnZ2cO4dK5/z+qJnZmd1ZLEiCAWB/ngfPoGuqq6urevt85w3fF6aripaYvHyzRp06dX6k1AVXnddmYZFfiHSZ8x+ZwEOeO3Vl4bNwmKU2E9v2XEhbhgE6Fsd64gFkOb/sOUJrqFVAGmjTjLyyPvLLF+rI9r4rGtPjudETrnQe8QTh7htQvWuxHvsGQdcqzJeeAMsBPzqGmP+5FDP00Qj6Tj7PpsOPYNkxnMe+QXjN2zAfv5+OE6+SXfsJDtQMQsAAelNR/c2COWpMQs1TJOe3lXzNeCUEHdWAfXxD4nuLjFzGtX6B4OY7EdV1GMlNhOXTBPE1GP1HQbagSkcImmexpgKMcBXixEG0TCJPH0TvuAEV1FBTz6FL51Dl86jaLEH+JGdqN5JIXw3z4mkhomMn+ghn9kUvrALibddj1b6GwEerlVN2xskX0LoPU7wDt3l6uZeXYSI6d6K90yBNtK8x51wwNBmiQn/xOj97jiHoS5tc3xhy1lMUPUXalvQkJH9zunzFdODStKEAdjWb3NQZe90jiL7fGq/XMn+92Lh1rBRwvhTMm7dC3NSkwmj/UOvXZ7xbp06dHzr1f4l1Xh8r1HYtbL8iS20mhqJUpE6mFx3eZbmITqTQhoVQlwoetEbMz2w0Dr+Ebu9B52aIvfI0td/5T1hP3A+GubyQ/3K1XoaJbmmP9p2bxnz1WZTtQBhEr1OrRt2UgsjOAolAYSQStFTnsKql6D3PjUG1hBCC2MkDbA/XMNZ1DaGG0HLIFSt86aREC8F0JSSbM8k0KF6d8Sj4mo6Ywe7WyAMKokLpi3FDzVQ1EmXtiZWtC1bEMKG1F4Pe6GFze3Q9hh6hZh5H+xMIBFrPUkkHJI5r6O7DHiwQ3nIHMhgidHMEuUMIwwHtUtM2ebN9UWzBhYhOu+NjNGxGNmxH5Y9FxqhLH1+csvNcjMk5DPsamBjF3vqBS++Vci8cY+4Iwc0tCCOGVh5iwQn/os/eSuJmwe2/EgCGRgsIQsWB2fCKthJLI0kjpYCBfMDzEy6HZ31u74mxt8th38gEZdm0Yh3ZD1rjdTkT1aViL1CanKexhMCU4ClN3oOSH6XJGy0YLAb1Dsc6dX4CqAuuOq+PK0RUXvOpCzYTQYDRfxTd3oWcGo/Si4ZBcNv7ELtuQJw9ifXwvWghEJUS0vcg9BfTfNo0kUNnUTUXY+AoJJNYf/NZjOkJwlXrMY7tjwZBlwpYj33z8p5eC+8llsD7J797YXvgY377XvB9ZGEuqvWq1SKbCcPELE5G+y2YqY6ei8SNUtx96KtsqY7gacHpLXsxjrxI9m3vwUhlOFAJKbqSqxosWuMGz4y73NDhRKlFosLvi1NRh2c97j1TYSA/bw2QiaJg3/fCaRioW94Pc92oqccQwiL0yljVPpSThGQaqRTizHHC3TchlCIcfwQVZgGNk+qhVmpjaaXTQkRHGDGMxp3Ry8z/XIhWLT5eeionD0HgoS0jcvtfkppemFu47JgtkQ+c0opg9FvLRhUtvV4Xi5v+nM9956q4oebcnMXbegOuaXcoeIqBvPuathJwIZLkqwu+ayGAiLoGf3GTzerqH3Ow+z+zrS1GW/xHU+O1NOU4XAowJGxrtqkGisNzPiaQtqHVkZRDwaMjtZVfd4U/SpaOo6rXfdWp88ZSF1x1frgssZkQ40OgFObj9xPuvH5xodWtHejWDli9Eb15F4QhopiD3BzG/qejCFm1DKaNqBRh4jwCja5WMY68jLAdpGEg56YI127Gvvd/ILKzGN19hLtvunzaaal5K0Sdjf1H0EKi5v2sxPgQqnsdsv8Q5szEsqeLMERpEHaM1tw48aNP4jtx9rz6IN9Y/07e8dSXeGjvL+DkSmSlQ7VcRVgOlhT4ShNnZUsDN9Q8OeYyUgoXF72RSsiTo7XFSNj3nKaaF5lGw90ExeeiMTK2QE81YyYdDClASuT5gcgHjSqyaTdmeh1h8Swy3sW7ao/zkPcufAQOHnu709+7ePBc5OnDyJefpHLLKmyxYzE1rS1rxbmFSwvzLx5VJISxorh5dKTGS1MuDbaBKTWmhAMz0SzDxLzQfS1bCbgQSaoGF3zXDAFp4bEz/1ec31ckVsujT/4BL59OU131q9yzqXnx/vywarzgQspxpBRwrhh9TnIuxA3QGnoSEtswqASa6Wp46euuMFbrvjNl7jtXXbQyqXc41qnzxlIXXHV+uCykIn0P87nvotq7kacOg2lecLFfMjx6mbVDGKC2XX2hGy8MkMcOIkvDIARChYhaBdCI6XEwTay///8QE2PIqWHM+7PIkXMXBlRfCcteXojue5hP3A+mhTE+tPJzVIgf+JhBQKowRSAtpFLsHXqeuaZu7vj6f+ZjhUk+vedf03zmER7f+T4qgcF4OUBjrpiKyrlRrdFSc9VQQyHQvDBR43g2+P6tCObnIJ6M3c30mfsZ69qGNjJc1+6wrWk+xWYYCBI4q+9BKR81/TzEOuiKufxS8jClwCbhDZFovmdZlGQhOrXwc+m2BbQET4wh18fRuoy7vQmEg84dBIJL5hbu7TTZ2ZZaVph/sXfWSuJmuhpSDaDBjoxvPQ1oxZyr6EmabMhEX30LthK3dIjLdjo+OebihxpDRJFGYZlMijWsrTxCxWigS07zLLt5bEhx95pofNPrrfH6QXAMwfoGi4+ti3PfuSqeigrNWmICez7daohoduPFr3vx6K6Cp7jvXJXUEtFa73CsU+eNpS646vxwWYisHN6HTjUgJ4chnkBMjaM7ehc7Di87KLul/YIICgOso69EzvF6yWrmukg/QFsWxuGXo6JrP0ROjUP/sZW7KVeq8bo4bRoGBO/4KMxMYj3xwIXnEfVSivn/UJqo2kvjqKjWrKsyTUWbbCkPM2Vn+MNjX+RE60a2TRxn3bZracbj/WvTtFfncFrSy06j0ZGkbYkAaqHGkgJDQELC4blg2QL45JhLky1fd42XtBvR3R/g2RMlEk3vX9z+REWxbnVqPqKk8Ee+hUz0osMaWmv07L4oRONmSSdWofOH8MdasA/tR9/6K5DMEIx/B6P7PYTj38HseR+gCeb/fyEFKFwPYyqP32hhZKv4qoDReRMCcGcumltoGkyde5ha0z04FxXmLy3EX0nctMUN4sWA88WA4XJIxRcEvuJU1qPJlnx8Q2KxKL3BBmPiIbS+NFW5EEna2WxxZDbyupqsBMRb3oVR/jbgIQl5iTvx1YXxTVfqNHy9XCxYV+Ke9Unu7oszVAw4MOPyD2eqTFcVUsDuFou398aWv+6SmspwZJCpVTsZ9SW+Wn5cU5UZKmbqHY516rxB1AVXnR8+C2lFiL7ohUSOnyfMNCLPnQLfv3RQ9gJLRdD0OMb0OBhWlDdRUX2TdmIgJFpohO8vFtgLz0WMnUMMHFucB7kQTbMe/Dv8910h8rW01utXfhemxrAe+kcCrah4IRLQUjJhZWgpTpMOKlgoJJGn16bycOSJ5BWwg0Guyw/wcrPDKbWR9S9+E7P5wzR8/v+m9n/+Z2jvXnxZxxD0JCTfrYVM1aLj7W6xuLrN4fCcv7jfSCng6JxPwVc02/I1o11LC8ovm+6q+bS4R9FBFe0XCMvD6MowMrWWYPwZrIMnCfZchVY+CIE+910CGcP45h/h3/5OwtwJwso42ssR1uaikUlAMPU0wkpjNO3GevTryDCJr0toA+Tpg8h1kV/a4txC6ZMIZsgEo1iqQGn0KYxEHJnZhNG4g3Du0LJC/JXEzdt7Y7TFBP+/V4tIom2bGi3KAXxsfYK2uIHWIS21Q+jSyqnKpWxrsnAMeGbcjeZlliZ5JdjOU8aneD//QCOzZGmmFCgK80PKX6vT8PWgtbpEsF6OjC3Z0WKzo8Xmg2uTDOR8Mo6kL2Ve8roLNZWj5YCzcyHTT+9joO8qqqGiad4MRaqAX5JfZFXy3155qHydOnVeF3XBVeeHz1K39F03LG7WqYZo3uL+ZyEWX55iXMrCF348hffp34JqGXwP48g+QCBnJqIOw0oRoULQCmT00ZbFAsbBF9Cdfci5afzb3otx/FWMl55A9a0lvO72K59/PEF41U3guehNO3FDzf2DFWKGxKtUcJ97jGsDxZZiFU0U/ZKwOEZIAilVASRbjj9D0+BRVs0NkR86SlgpYX/2/2Hs1/+AdGc7jiFwQ81kVfGhtQkKXhR2MAVc02ZzIuvjK03RU5zOB8RMQWc8Mk+9XFH2UpPMQGlu6XRWTnfFLAQXUncqdBFGHBWU0TMniZ9L4yazuNsU0tfo6gxWdhUy7xOeP4jq6CKceR6z7Wa0CkArZKydcOoZzLU/h6hUME8eQhka83wO0+glyGYJizOQTC+bWxgIh4w7QlU2Es8/i2j5eczUarRW6OoINF+17PxXEjcS2N5UxTIkqurRnDbJuorJShgVuKvwNVOVF1+7BYNRX2mO5Js5430at6IYsH6GQGmk0PzpoRKWhA+sjnFHT5xGRy6b7/h6xNeVatauRMaW7Gm/jECa/+MnEAbDUx4JA9ZOD5Bft4ueuEHR87hdPURMl1idKGIP/hXBuUH82/4NBRJv6AijOnV+2qgLrjo/fJa6pbd2Lv/V4X1gztcOyRWiXEuLe1Npwr3vjLaHAeqmt4NbxfrOV9FCQLGIeWI/wq9FtqVKRn5hc9NY932R4G13Y//952B2BiwL4+mHLy2qf62/5udrzCxgU2O0EPdna+xfl2BrmOV9Q0+zY64fdMiWyhgLS6MALECjaChNkyrNYqJITZ2i6qQwJ0ax/ux3+fLP/BE3tVu0ZRL4GhJS0Dw/WDrvKaqBpmPePbzkR5YR17XZmK/RabdQUD5VVZzM+UgpODTr84HVMebmI11L0116SepO+SUIytGEgZpPdbOLKIwg3FbsF16mtiVDoIdw6EZNHUUnNkHgomvTKIisJ9wcOiijysMETOB+/J9iDBzHmJlAtXbBxu2IWAYMZ9ncwiAMWeV+l3UJkGEFXR7CnXkJEe9Cu3MripCLbRRWpU3ipiRlSQrzbiOWjLYvRI+M7veCWjlVuZLB6Ol8ZB8SMyVNtsSKC4quohjCmrRBkyPJuiF/frTE+ZIibUXRN+B1W0QIYSwKQWU1UypOkmi7BvN1iK0rMv/Hz3Q15ND5Kpn5mi0lDba1mExVJK+MdfGB2DMcKTfA4FEavFW89Nir9K/Z84aOMKpT56eNN53guv/++/nSl77EoUOHmJ2d5YEHHuCWW25Zto/runzmM5/hvvvuo1arceutt/Knf/qn9PT0/JjOus6KrDQo+yJDy4uLexdZEHFhgP+Bn1s8nhp/O5QKEPjIY/uRM+PguojAR545hSjMIqfG0J29yLkpjEMvRFEuz43E3VPfwr/tvdGw7NcQXwsRlbM5h1+aDhmSLaSGH2cm00F7YZKlS+NCvZdykgi3SowoFSoB26th6oDm/CR7XryPlqkztGzfRmzzRzB8sThUemEu4GRVcWdPjIKnODDrUfQ1vorqvFYqys65isGCz/OTPlJGr9lgS86XQn59e5pqoJdHLZb4X8n8MUI3h37hL5AVB+UE2HMO7NuPNkNkPkcQC1BNPqLsY546h7cmhrbbMOILjvg1hJVCVUYw2m9GN3XA6aPozj7waqju1cuu8aI7fKmMObebJAWqtQyxygRWejWqMoaujqOsDGbLNQhhXNbKIGNL7lkbFZQXfJC+4p41NvHCywQqQHk59NRTaCEwe96LLpxkplzheN5gW7OF0izaQgQqysHWgsjLy9Yw5yo2N5r4SoAXMl0NSVqC6WokNwOlSVgGT45G46mWntuVLCJkoo+RoRc4U3TRKuBUpYm93d4PLnTm/92kMxp3rkR5SZG8GwQ8NuqStK4mIZ9E6Rq1SolzpT46xQizchehab9h9hZ16vy08aYTXJVKheuvv56Pf/zj/Nqv/dqK+/ze7/0eDz30EH/1V39FU1MTv//7v88nPvEJnnrqKYzXY9RZ50fDlcxUlxqmXi7deFGhe9gRiWrj8D5IZqK01uBpNAI5PgjlIsL30aUCOLHIomLbNViPfQMxMYLq7MX+x7/Ae+fHsPY/e3kvL6KIytYWm0+si/PA6TkmrAawGtlaHY/SpYBOJBFT44SGidAh5nyN1wK2jsSX5VfZcvgRsvEmxPOP8Z7mPmYGBnnuxo8hLZu9XQ7VQKOUh2nFaI4ZbG6wODzrcTbv05UwuL0ndskiGDcFZ4ohUrDoOTXrRoIg7yrsi/a/2FNLzE0TVPKRN5oGZ9RG+yWqOxqQtQphRoOdRrkzGEEOWWtBTT6CWPdPsTtuIhj+BhiNqOIJxOqPYxx9BS2jWZkrRjSBUzmfZ8c150vXsqV0PxknRYvl0q0VfdUzaL+IKJ5B2V18Y7yR+wa9y1oZLBSUP3Msyy3bm0lb4J09CVYmSiP6ecyW65DS4r8OruLec8XFY314TZyCrxkphYRA0VV4SpGyJCVf0eRIDCFImdG1VUAl0CgddQcuRCcLgUZovUxwXckiwvVrvFxdSymzlRbvJGnT59lx8f3bglzESnVv7XFJoCFDif3hLrKjLbzNeJpQV2mMxekeOsLwumsuOffv102/Tp2fNt50guuTn/wkALOzsyv+Pp/P8+Uvf5nPfe5z3HHHHQB84QtfYOfOnTz55JPcddddP7JzrXMFrmCmumiYCpddnFfEc5FnjiGnR6GYg2oFEQSR3YHnRsd0XXRzG8L3MY6+DFNjyPEhqJQQbo34H/xz1JrNGN2rCK+77TWjXb99VQOf3hDnzM5Psjke0PSUwF8QjVogp0YZ61pH9/gZ5NH9hCq4JAIGkHRLpN0ylgjZ8OBfsd52aNu0gcz2nWTSNjUJW2uPM2y/G+aLqKUQxEyx+PhiqoFmbcZkvOJRdgM8BV1xg4lKwNcHo5qz10wTGT5y3TuwYtfi114hHO3HmBDomEuYNFBU0K0SnTNRogpeDoQiHPgf1MrnMLCw+gcJ++IEY48ihg6gzBK2txURhshzpwg2bkXEok7NhTSebQiylQoTxkae9jfygfQ5pnLQk0hgtW1FFc+iX97H/fYqUrELdqwrWRlkbMmmpCJROkgQVKMGi+IZQiOGiLUjE31MV0PuPVclYV543tfOVbm53YrCkxoaY5KumMkdPTGOznnsm/bxQs22JpsWJ+SVGQ8/VPhac12bvWhsm1nh/gjACzVuqFcUKfnAZtTaSoOQzDrbAPAD9YPbgizh4rq3gqf4wokyBTI87t3Gz2YfYESvZkczmH6N9vF+xlbtxBLmYiT1B3XTr1Pnp4k3neC6EgcPHsT3fe68887Fbb29vWzevJmXXnqpLrjeLLyOdONlMQyCW96D2HE95rPfJuxdhxw5B24NbBvV3A5SElyzF71uO/LEq8jxYcTsBLJaQWSnEbUKYmwI86F/INy4A+vRr+F/4Ocv+9ptKZu2rT2RlcRCinOeEMhOTNK29y4s60uIs6cJvBqyXCSKi0SiyybqfBQaVG6aarwB8/FvYt//l8zdvIP0LbewMVGhUnqRso5xIr+JHc0Ovanon/FKqZ5GRxIzBHO1gKla9Dqj5YBSoNndeuG9XC5NJBu6kTf+Fhowc5uxv/qbKNvAmBXgm+hCSOAUscwufDkOYR4CE4wQKuehqAhliFXuIDBOEGzsRYdlXCuNeeQA6sZPEU49htn3QYQQix2UQaDxkZyTWwhCzbCxFS01NfM8tvYx8wE5v5PNs8cZXLtn8XyXWjMsUKnOMuNLes0WjPIBpJVB+SWMnvcgggIol+NzXGKL4IaaUAj2dtpUAk3CFJQDze5Wm9t6YuyZqHF4LkADzY7kZzYkyNiSgq84OOMvenzd3hPDCzWPjdYwpSDrKtDwtcHqiiLFDTWeiqJiSxFaX2IL8prpvdfRXbi07q0tbvDxtXHuPVelFAi+0nsb718Vo7k7zstTkajyQsHeHmexueOH5aZfp85bkbec4JqamsIwDFpaWpZtb2trY2pq6rLP6+/v/2Gf2o+VN937UyFm75ZLNgfnzl2Iel3xGAbm7ltBhVgbczQffgEtDZRlg5TokREqgSBztp/M1DjaqyEqZYQ/byuRn8GVBtXP/gfs0QGmjDj5HRe6LIXvoa3X+de8aXO66mNd/07akZi5WVLnTyGDqK/xYmtJCdi1Ml3jpwkMC+/wKaYyGqOtm92cY4AtrJIlrEqJyUr0nFIAr4oJWpec0pwHx8ZMZmoGJmLRTPV0TvHs2Sm6Ypq4hKq69LmX4FVJ3fXx+QcaWx4CBVZpgMB3wYyBVQVVQ4s4fiGHMZpExGuI0XNUdSvKKKCFhTPzMomps9SOfBa3eS1+9qtoTErONnIzNqYMudZ9lmfC2/CVpGSEEHrMtabIen20nj9CKSjQOlngSOMqtBmduBuAP5Wlfy46y1N5ny2FP+MhfpfvToZ8MDZJW0witKA85oKIwfQwMQ+UZ1NbKroCiFVrzM5EwqcK1ALBjB1QkNADtNlQCCBjgl2KntYG3GZd2H5uSLA/Z+BqjRsKygGsTWlqHtSAr08LjO4AW8KpUrRvgGbOE6ChwdYEoWBrOuRsVVJd8q299J576sJrOsqnbd9jTF9/F9q8dE7n5XhfEm7eBANl2JC0aLZDCEtc07Rw7GnsOeifgxkPxqcNUpc5n5V4030PvQV5K9+DjRs3/rhP4TX5iRZc9957L7/927+9+PgrX/kKN9988w/ltX7Sb9QPQn9//1v6/V2WpX/hhwFi287lf/H7Hi3PPIysFRGOgwj9aHj1PEJrnHKe2NwkOA59B56i/b0fu+DltZJZ62Xo7+9n4+Yt0XmsW4f58L0Yk+fB81FhCKHPxTEBQwfIMMRQIampIv3jU7QVi7Rdcy2i7UaOnq8ti3b0TI2wZ8umxejCfWfK/N1IhRNVb34GIDgSlIZAwYsFh922jaUFvSmDPVsarhyZ2L4LAB3WUMWNiPhqgsEHsZpvISweI3AnUMXjaFXE8qokm69DG3mMsA1fuKjpg4hQEwYzGKkE0p8hkVyLFhNIO421dj0/a7/Eybkq4LPTPUlzPAGNu3lbd4KNLVswDu/joNrIq3lNzXRJDp3lxKqrWJ0y+YW1ca5enyQMq9RO/He8Wpa0rHGP+kuMWBP91i1s2XUTVuk4Mr0KsWSo9s/5ee5dMtrm5zfGuasvvixl9u4uh+0XRaMuNzB7e9rEDTX/cKRId7tJ3BQUPMXzEy4trbHF7tK8p2jtiywXHjlRor1dMFcL2REzOF8KSJkCxxQUpUCLkI4lg87TvmLPltR83dv8efrw3vwRWjo6aQ5KhFtfRxr+Im648i6sCjUHdGkxwuUrDbWQ7RvTK7rT/9R+D/0EUb8HP15+ogXXu9/9bq699trFx11dXVd8Tnt7O2EYMjs7S2vrhfqg6elpbrrpph/Kedb5CeRiQRSGmK88vVwghQHBbe/DyDQhZiYRw2cwj78a+XjNI92ozkl4HnJqHGP/M4Q3vf3y3ZNXYt49P7jrQ4hqCTl2HiplRD6L8KrLdwWCeWcvJTU7T5xiqNbFo6LE2LpJsjWLrIDGdIKm/AS/9Hf/J37ff4HWTgp2ivvOVWl0IquC6ZpC6fmOyXlNZUlBbWGeoL74RJdzsbBYWlxvb/5ZAMy2PqSXI5hswmx7O/qxP0JQwSADuDiHzxDYGvvYKLU1grDJQng+weRhRNMqcBoJp1+kt/IcMr6GE0Ez14tJzsau59o2I0q7eS7umaOcnFQ0GYImG9aGg8yZ2/nPN7YuplcNI041sYHUzIPUjEYa1AzDxjUMx3aT96BjyVDthff2GzszfGxDklemPK5ttxePtSZtrtgF+VoDs30VjRfylcJVgpgh2NNqsXNerFUCTeaiOY45V/HylMvxXNRIYQgwheCj6xOLrztVDSm4IVqIxdcElqX2jMBjvP8sq/symGPncTfuJqfMZaLwjSh0v3iI9vlSSF/a5G9Ol7mqxSJjy/oQ7Dp1lvATLbjS6TTpdPrKOy7hqquuwrIsnnjiCT72sY8BMDo6yqlTp7jhhtfzd1udtwIXC6LFx8f2E149HyU1THQsjqiW0ckU0vfQsQRCBRf0h1uLIk9aIXwP88G/Jdx1A2LwNKQbEENnLrjYL+VKDvZdvfgf/RVEdjaqM6tVEGdOQK2CrFbwDBvLLREgqUmLhloFpxawjnHGjwyyKvcQEqhpSfcH72H1tz6PKTXGH/02es0mRj79bxGei2HF6U1ZTFZc5nzww2ghT1nRgikFrEkZNMWMy3bNfS+F0dJuxO77YBTJu/lfoolq2PA9jKfL2MfHMIoFYv0xKteYiJwLsRq07UD7ecLZfSjhUMr2sxqb3tNHGbv6bqbOPECh6ROkDcHEWptHxXU0OBfO1RI2hXweUhdKCRK976E29A1QIAhwjpYwr3ZpdFLL3tuTozXKvkveNzGloC1uMDZYXcE/y+X6dpu+VBStWmlg9r4pj4wt8ZXmWFahlaY5Hs1pfHXGZ2uTzYYGE7RerPFa8EA7POfy9ISLIwVSCOIGTPvhsshnW9zgw2vj2FIsiqXJSrhsckDP+SMEIhpcXarBK4+8yIlVVxMozV09MWxDvGGF7rtabNakTf77sSLrGyxMKdg/5fLl/jLd8+Om6kOw69SJ+IkWXCuRzWYZHh4mn88DcO7cORoaGujo6KCjo4OGhgZ+7ud+jn/37/4dbW1ti7YQ27dv5/bbb//xnnydHw0X20ms2xo9Nk3MJx8g3LQTkukoCvbkAwQ33gVhiJidRjW3o02JQCAmRzH6j0UhISlBh8jcHMaLT2C+8AjBLe/COH0Y3dQaud17bhQpMg38m98BHa/h+2aY6NZOdFMrfmtHJFCys1gPfBlVqyKlQSWf40zN4IGevfz8wIM0uwXQmi2zA1RVCcMQ5FPNdP7df8EaPhvVnymFPneKzc9+hQ9NGjy37W5w0tzRG6c/57ImbZF1Q0qeR2vCpskxGCyGNMeMyOerEl4SCfm+CqMv6kA1Du9DFPIIr4a2LJQMCCkj7CToMjp3iDDWBmYcP7SIhVnU+R5cZbDp0OdwYhX2qwLrmh2ak5L1qbMII8GA2I4WknitwvpDn0O3/huEMz/yJ5yBpmv4i/LHuGvqT8jWqqTPHuHU6rexq8XGDTX3DlQYLfvcoB7hG4U76IgbvH9NAksKnhytEWgwpSAxf23+7HCRa9psAhVFiDY3XRAq09VwPnIV2Sa4ocYUmqQpKPuaWqgYKwd8fH2CroTB8Tmfbc0WbXGDV6ZcPnukRKih6GscQxMqiMkoDZmejxJF9g3GsvuztMDeCDzaJvpxtYHjao7PeDR4pzkZ20TNsHllukhXXLCr1SExn9L8QQvdq0FkBGtKQS1QHJj1saQgaUUNG185W+WqFhtPXflYdeq8lXnTCa6HHnqIf/bP/tni49/6rd8C4Hd/93f5vd/7PQD+6I/+CMMw+KVf+qVF49O/+Iu/qHtw/ZRwsZ2E+djXIZ5GTgyDYWI+/g2C9/9cFPUybeToYCQQOrvRja2oLVeB72E+9I/o7DQ6VJHo0hrV3o354qPR6zz/KML3sL72RcIN2zEGjqNViEgkMJ74FrX/8AVobLnseUYHWeLCn8qge9Yw6QmGSyFhBrJlj6bSLKYOUSKyF2iuzFEIXCp2inixSDw/GA30VvMrmlsh8cwD7L76fXS9+L/4/HW/ApbNv9iZ4YZG+MKAy6bq43w7uJtqqPFDTcqEvzldviTqcdm5i6/hIXUJ8zYdxuBJCAJ0PIkZBliTitoOiSSNUgG+W8ZyZ7GkTVwpkuogOc9hQ+0Mg+ZauksjjJq9tPf2cVfjHH+T6yGrFDvkET4iBjBMH334HwjX70JmtmLEO2nb8Rt0HZ4jmFpPR2MrnaVRnhkqsrmxmamyh1U4wCZdQwUFrtavUCnHGMjuYWtLjDOFKE22MEh8QfhYUtBgSw7N+mzIuBhGFAlrixskiiHniwHnSwElX6M12CKkISaRAt7eE6Ud//DVApUgsoS4u8dmxtWEOqqvkwJqISRtaI1LLANGSwFxM0pLLrA08jhRCTlXDGi3NRNrb+fO7hjZtMn+cxVO5gIM06Tma86XAs7kYcZTdDqSxlgk3r6n+3kRS4eHz7qKQGtiQmDNd2SeLwX8z1MlYhWTsPUNMG+tU+dNyptOcH3qU5/iU5/61Gvu4zgOf/Inf8Kf/Mmf/IjOqs5PDBfbSYQB5olDBJt2IqbHwTAxTh0huGX2QtTrsW8Sbt4JqQZEIYtOpiNriXd+NNJZS4V6ECImh9EdvYhzp9CZBmShijxzAjk9gUYhsgbajmP943/H/9XPRJGv14NlU7rrHh4YKBOf94Oy3DJ33/9ZkoQow8QMA0wVEA9c8maSnuIERuAvO4wAdLnEppPPsrW7l9WJfhquuZ60pTn79c+Cs4GyM0dX+BLtySRW625KASvaDSxdTJcev+QrvKKmPWFcOTJiGAQ3vh1RyC1eSz09DpUKSuYJKeG6gpxlYoo4STtGQ3UKP1mh80gWb7XDqtoETrHEeGot1UqBq2aOs3HvRxguBvRZvSRefQJpNqCzg8DNhBOPInreR85V9A0foaJNJos+QmlKhw/wfPteNjSYzOpmVvuHKYhGuswsL7jbqZY1axoUE9VIbMUNQS3UTFcjwZUwBaYU9KUknflHGUi+C0sKbm8FR9r8v0dLGEDcgFoAs57GMBQ3tsfYP+3xyJhLNdCUPE0pUByf89iQMZiqalpiBtPVEC+EKRfWZwTZqmLOVwwXA0aLPsezAde32+yb8khYkpFSwHhVMZD3qQXQHEtzYFjygdUxcokYM26ALQTTVZ+YISiEikPTHk/7kTFu0hSsThl8cmPqte7iZVlay2WK6PPRFo/u83Q1xJaC1SmTvBdFS9ekzUsnHNSp81PAm05w1anzmlzsXh+GqF03IEbOEUoDTBOCAPPJByDZgJwYjorX+4+irn7bMoNV3d51YWzQwuG/81VIJKFYiKJKs5HViJHPAiqqt1EhwncxThzCnx7H2vckRuf613HuJtlEM9lkDDUvfmQ8zYu3/TzvHHiM4VJAz+x5rGKWWOjS5heJeRUColmNyw4FmDNjCEuy7vgzBLkhJlpWcWrG4FPOIwz2tlGSaV4qdPEL6x3OFMJlz18axVrqSD5djUbYPD8RicgNGZOPb0i8dtTCMJddyxPTZYJHvkkYD4jPTqFlmZbkBMSSeMIgrE7QVisQ9wNkWuHYFRLTPpVUgtUTR4iJNIhmGo89Q8vMLEFHLzUxiaYHJbKYZ54jbDEJpp8nE5p0T/bTX/Vpsl2qOGyeG+D45FVc09aMkeiF/KuYgGGEzBjdNHk1xsoGazIWaVMwUAgINIRa05M0MIWivXaUFrPCrY0uNziHmK5KSt8+xcTm95KxojqwRkdwZMZjzgWlNEezPlOVgMlKiC2jRgYhIgPUOU+htCBlCqqWIDBgXcbANg1enPIYqUSF9P2FgL2eJuuGxEyJbWgGCgECmKkq2hMGntIkTMn952v86tYkh2Z9ioHGV9CZkBTdMBp1JASmiOrLvjFY4z2rE5cWuL8OLy+Iark2ZTR532R1yuD+8zVmqiG1MDKBjZmSPHC+HPLfjxWJmbJulFrnp4664Krz1mIF93qdacQ6/BLanP+4CzBPHomiXpOjUClhlPKo3AzYsWUGq8uOVS5inu9HS4GcHIFaFbkQvdLLBQuhjyjmsL/wB6jdN7LuK5+DLVvBsi8sYgs/lyxoF0eUlGkz3bsVce169g8UGajmODM6S7NX4G2nn6RVl+mYOg9cKJDR848EUMoViede4kw+IK8H2R6cwF4Tsl0UkLEYFdFBd2wLY3Mu2PHFYyzObqyEbG60ovmG1ZCvnKkwUgoXF+aRSsiTo7XXXdPlhponhk1ab/gQABWvyuTsALdlRomZRbTyedrbxV3JI/TkT2E1eYTj4HbEUYFBh5jAKAUEZhH5wkGCdVsRp1+CFhOjBto0CKZOUm66mVh1Cie1DX/vu3lw3wj/LPgH/tr5RRoTcdpcQTXQfHqDydePbKRfb2Kb2c9HWwJuOfoom2/5JPcOBSQsSWciKkBfnZR0xSV5X2DqJvamxsFuplCeZPiUps12uCl7kieMLdRCjSkkxQBsCU0xA1MKBks+IMl7kdiSImpisA2BG0KDI3CVpDdpYEuB0ppzxYBwvsPUV/DEmEvOU6xJm1gZi1BHtVwaMIQg1FFdl6+gJWbwO7vSfHekBmikEDTFDCphiBSR6anSmkqgLzGMvbjT97U6G7VWGJPfpb3nfXxyY4r3rE5wpuDzxEiN5nj07y7QMFwM2NATWxwzVTdKrfPTRF1w1Xnr81pRLwFi9UYIA3R7D2rbnsXnXIJl433iV8GtYTx+P3LsHAQhcnoMocJLdhdhiDFwHGHaKN9H3v+/ELEk8vRR1NpNyIGTqK278d/7M5G4Cz0cw75kxt3engSplkZ2G408O97ORCrk8FyRjcUR7OIk7dlx8GsoLogtDbiGgxN6uEi6x0/RZMexm+coixi6GKc5M8c7ph5lg30Dq08+yFe3vp+aYWMJ6IjLS2q6OuIG1UCz9J2GOpoVuFIN0EoLdM5VeMKgnI5q2wKlOVpOsjrRRjW5lXj5BK9Uunh/7hUC1UiYDhGjEI8FiLY2dHAeWSkR2j7a8WBmAL+jGaNrN7zyBEPX/ArThVOUZyrY2mPbyAtsv3kL75Ev0Nma4+f9ZznVtJOD5SakgN5MirdvvwZnaBbb2cnOkVdZ1xTHPn2I61ddzb4pb/Ea/MzG5OIonAZ7M8cOH+DRkRoENaqnIdeQoDcc5ppVm3gpJxgrR5MDMg5oLQiVpiVmkjAFJ3MBodIoIGlGxfEb2wy6EyZH53wSpmRNxuTAtIunIiNcT0UCLVBRrVfMEAShwg81ltCkrKhOLBJeoLSmI2HQFjfY2WLz/ITLgWmX5yY1Y+WoOWJB5yRMwaq0uezeuYdeJSMNjFOHONB91YqdjVqHhNlD6KCK8nIE088jzDjppt1c3epgiAsdkXlXsDptLIot+D7qAevUeRNTF1x13vq8VtTLctBWFGGSs5OEyfTlUyi2g1qzKRJnLR2IUh7KRewv/3lUD7YMgU6m0aaJmBxBWQ7O4w+iVm+CYg5jaj5CZkVWFcGGbQT5ZzB73nfJjLsFsbJ0e1wk8bfdQ9sT92HMJdFhHF+BFyiyRoJiogHHNunIjZGTcRq8CqlSAbvmEXZJytpktT+IMd1F82NfxRg/w69s2sTMphuIm4K/OV1eZmj58FCVX96SIm3LZXMgDRHNClyYrbfA5awkLo7gmVKwKpNi0t6K9qFgb2WbNUXj+RxBJY1IlYjrAsmJkDC1mVp4HhVMYLgx0BbmsTHc3hLiWAFlWeRfPsbM9dcya29h27lvcrbise70S1ztnCTE4Cr7eSaCVhLGNr54ssScpxkt1vhN8y95TvwGffkRzgoHcXSAI+ZGru9O0Zda7mHVkTAoVCt8c24Vk+YW7ph9kKoMOJULqCVg9dhxnPV7eP/qOJ89WiBjG5R8RaBACs0/25Hm80dLnC8FjJcUFc/nwBwUfcXtXTFu7XIWRwYlzCjytShydZQ+Xp826EyafGRtnD1tPofnAhKGy9FcgAmczPlsa7L4ypnK4rW/oyfGzZ0Oe9pq/O3pMkeyAUVf0x6TfGzdhfmTh2c9XhgusvPYGbTlsK58hmf8dYSWQ3K+fu1CZMpAOK2o8qvRMHB3GpncgxDGJZ/ZMTPghXD5krPgQXY5dOghjHrKsc5bg7rgqvPTycVRryXbr/xcE93agW7tAM/F+8V/hTjfD7UK+C5idhrh1TDPD0S+Wp6HVa0iAh85eBLiKURhDm2Y6LFzqBf+GvmiQu29hsB+HqFN7PZrV/yr/8LsOwN6u9Dv+TjengvTF/xAcWz/SbaMHiHulpEqJK5dVKBIBTV0VWBWFLYyScdKJKsBxstPobtWET/yAh2bdzBVMRc7EwcLPidzAb7SBLpEV1zSlZCcK0YSYEPG5Pae2DKbgqlKyJNj7mVn/i1E8KqhJlCaD62Ns6nRWjQXHZzt4LHwNwg0WDpk97UutVBzUKS58eRZOv3TGHGPsMkn3AiUy4hsEbe1mY6hfk7pj2CEAeaMYDRMkjncT3x1AWGYOIbPdcEIE+IorXIzPeXvcJMsY6sC7577PAXDxeAqLMtkw/gx9plXs7PFviTlNVQxOaG20B4GJMZrGL4gFZYxPIP10/1M9O1gd2sDn1yf5LNHi4yWFUJoehIms1XFv9yZ5o8PFsi6IZ+IP8sj6i6kkHx9sMpf3tbCTZ0xpqoh+arPY6NRejicvydCQF/aXLSI6EuZ3NSpybkJfKX5wvEiPUmT2HzjxdJr7xiC23vi3NQZY6QUUPAU6xusxXu1YAOyZewYjmWiDMG+uZBC6QDHV+3BENE9T9tyMTIlE32EM/uik1MBMtG34me2YMLeducSIX65dKLWimD8O5g970NcZjh7nTpvJuqCq85PJytEvb4vbAe1ZTds2Q3lIs7n/wNq7WbITqNaOpBDA2itkV4NhIjmNIY5AEQYIIsFzMEaXofCefxRvHc14JwpoN5+FdjGaxctGya6vZuwvXtxU8xz2XHyOGNta+gaPUmuqQtDh1TzBZJBhYoVxxpRGDkPuy+FLGWR2QI68FFKYf/tf6Ojs4+2zB5Op/p4dMQlrjyy2sJTLklTcn2bxR3dMbY2Wcu6FBeiWnOe4uisz45ma9GtfWnqaFeLvWyY8zfOVUFUaYsbWMJlb5fD+2+/ipyrGC4FPDTh8vykR3NY5pYpH2E4cNrC2FhFtRmYcy5hLIT4HJo+dux/kJnOjYRCk696NBVc/KrGdUyqhkOqMkay50763Oc4HHRwk/k8edVIm3ue4eJqMrKKaQrax/s50bl9xZTXqrSJJWHGF3yx/VaybiQe12YMEqZgqqT5b0cK3NEdoz1u0hGHpCWxJNx3rsp/uDbFu9InWecV6bVL3KkPUApjnA+2L6ulGqloEhZoHaUUQxWNZxouhfzilvjitV8QNZOVkNb4BbF18bVfwDEE6xsunbGYcxXKj7y8lDQIPaiVAzaXzjDStxPfsBkoBOxpsS5EppSL0bAZ2bAdNXMQlAtLRiYt5XLR26VcLk0ZZHaR90S9u7HOm5a64KpT5w3CfPTrYNpoz0VmmlDpJlRbJ/LcaZgajUYGKXHBL4toALY56eG1GOD7GC8/iWi+M+qUbOvG2v/MhXFES8TXZQuYDYPWd3+AtBdQzmZJWRI8l9IXP0vZkijTwsyXibklzEIKmZ2CwEcUcgg5jNAKM/D4xUP/wK/e9YfEjAyfOPsYX1rzTryqIN0QJ6Z8BgqS2y6KbC0YpNqGYMAMGMgHdCSimp2lqSM31Oyb8uhImARKc2TOBw2r0ybWknRVoyO576wHQmAZgvcc+w5Z3yLQa2hUg8TOJPA6PeyWKtgC0DRv7CdVPUMwWCLRMkmnWEu2Yy06Z1HatoYwzLKpZYTN1hQNKscNo0dpXDXHlGpkItbI/5e8h+1xn66WBrqTJoZhrJjyytiR7cKfHy0RxpoY8RVKwqnSgpN/iJYeZwoBSkd2Dwv4CgqewI630WWeJ08TbWKO83o7MTMah7PggD9TCwgUpCxBSgg0moQh+Z3dmUUxu/TzEDfFJTYeV0rbLaXRkRiGwclddwNRmvOVKY8NGZNqKPHnfdsWRhRFRrkOTuNO8Fxi+07h370dXiNQfCFKuzJCXJqmHPB38sRY9Q1xx69T58dFXXDVqfNGUC5iDJ6GeAJjahTvY/8HJFJQKeH89X+h2tpN3DJgdhpRyiFMB1CRqaoRYs0orKkQL3sOo3M/Kp8l/uJj+Le/LxJfm3cvdowdLr7GaJb5yJ0N2B2d0bZCjkzSIevE0UpjelUMQ4KVQEgDbWgQElHIIsIAjhVBK/7Ts3/I07fuoeS0cOvsETbmh3hm57u56dBTPHfV+5ZFTZYapJpSsCETFX9PVUKaHLksdbR030qgF1Nl1fm5jgsRGYiiM0lTkPZKbJs4gitMAi+g0SsgDQ15C0wFnTKqFm/0sbs3sKZxNbaOMZJvZcyIczZ/FVviw2TFBnbaPteEh8hPFfETNSZyrfzX2K/y4fjT7Gl2+diTX+aP9/4Lrmtq5PaeGDY+cOnifkdPnJcnXU7mfYZKURRqYZRR1oNjcz6hgpa4oNExFgvULQkbGi1MuY6jhX0Mlz0CAnJmN7+8LoEzP3on4xjsaYsxXq4wVFHEDE3aknxqQ3yZ2Lq4Xq4jLpmsqteVtrsYxxC8rSfBk2MGWTdEWIJMh6K5yeYmpakG0c1KW4K/OlFa9hpXj36f80VXYGmaMgwDnsi1kbhMirpOnTcLdcFVp84bgPno1y/Uf5kWxqvPELzz45BM4336txgZGmJ1Wwv2338ebRhow0RUS4igDAHYU9FC5kwEqNo5jGOHI5PWIy8T2jEM30cbJuHhV3g2tut7G7UTi2P94r+gIdSUagHSzRPWypCdRZ88gHCrUd1ZfhYQiEoJr9sibs6xu3gcVzmsKceRs4KN5wQ0pFk9fARv417cag0nHqPRueDGHjcFvSmTjCX48LrEslE0sNz6ImGKSIjoaJh2wYu8zBYiMpaYL6xvSvCla36erBuS0gE3yVlaLM2eg3+L6rJYHDgYehhrP0hKZRGyjw1WlWdrq5nK+cTsVvbGjmOnr6Vx6iWaRI2wOU1fdhW3tNr0l6/nE4/+OUVp8rYjDyPWfZqdzSbB6LdWrCOKm4LxmsaQBiYhhgGlhRZRoBRE3YReReNNVmmNG7THTT62LkoFdjgBa3ZczZS1GT97jF/tTJOJJ5bNRuxNmfyTbWnO5D2uaXW4sdPBkoLpashkJaQjYSxGFv15QTRaUfzi5uQPZC46Xgo4mQ+wJDQ5koGcT1vCwBIsM11d4IXhIrvGz4PtUB08h9y4Gyd2Zf+uy7IkTZmbPIouuEBi8ddL06SXi/a+EQO669R5I6kLrjp1flDKRcyTh+Zd1KsAmEf3I4IA/70/i1qziZovUKtX4f3C7yDKRVAhZKcxv/s15OQIQgMqMreUuVkAdBggp8bgyCvoiWHUqo0YTz6AdXMPdtzBS2SA19FabztU+zYuLj6mIQg9F+tbfxfZWSyIP98HNAIQpQDdJWhRY+jApmccZmQPzvABXpU34FSHePDENNcf/Bb2+z+J0FGx/EAheg8bGkw+vj5BX+rSr5ilhfO+ht6EwXQt5KmxWvTcjMmpnM+ulgsWGXltcrZxDS0xybmaJtlssUllueHpL+N2G+CGGCWJNsHQzWg1DUB3XPPR7h70N/4N4nf+EJk9hg6qyHKAITM4qhHn0BNsE+20G9+ipZoj6zSwfW6AR84+TbGpEWdJHZHMbEWakV9ZNdD0pU0Gi14k+AQYMqqz0kQ/Y2YU0ZICHCnY0xJdjwvRobVc3w59HbtxiCYGNDoSoTUFTy1xtbdYkzG5f7DKgemoGzFjS1KmoNkWrM5YDOQDQohSfs0Wd/SsXEe1wEqCxA01T47WGK+pRbd4N9Q0xyQfWROnPRENOX9u0lt2rK6hI5zzFGNzLjpQFB55kd6bb/q+037CiGE07gQg07YTMVNa9vuFNOnlumG/l4Hrder8qKgLrjp1flAW/LmWIPqPIrza8vSK7aDWb72wU62CMXwOZZlQqSDKRUTog1uL1m+l0LUqYijqgBSmhWkYfPBbf4q0LB5737+kmm5ZXqOzQpH9iotPo0Fwy3sQV78NceowRqWENOeQ+RlCAUFCo5oFWCAzHtYcdOQmKVlpbjn2EKeufhddBx+gY2KAg08/QcvsCJtv/STr44KisEFrNjdeWpS9wNLiaSngfxwvEjclcVPgK3hyLIra7WqxWZM2+e/HitzdEMeUgpFSwPGsT6ohziPv/FV2ZiboTtjM9/JBugWt54u488eIP/FVapZJ7Kn7cPdeg66VUKVvoUQLcnCI8sY8t5a/RDXuo3cI1lTzHBzfxKbTx5jZuJ6+RAPanUYkriIc+TZi9YcQIireXpsI2ZhJkK2WOZ4LkBoia9P5eedEcxE74pKUY2AakvvOVbmjJ0ZK+AyVJX92uMj1TfC2gw8Se+9H0ZbNVE0xkI/E69qUwR09MZ6fcLEMwYlcSMKUuKGmO2FwJOtTUZCcL5Q3BByZ9bi508HGX9FWYeEzsdApeldPjGvbHXKuorAkzUt0RakGGnu+y/Fiaw8j8Oie6GdKWizo64bpAZ4f3sHmxuYfOLp0sUBf+AwDKw5WX5M2v7+B63Xq/JCpC646dX5QFvy5FvBczFOHIZFGjJ2HzbtXfp5l47/nE4js2zGfeRgxchY9PYF0o0gPQkSO9a5CS4mcHkdUy3TPDTGbauPWB/4r93/4M+ztS0cLyUXO4LC8mH2BaPFJ4bR2RH5krzyNUSmhbYsg1UhYrRJoA19BbMRDZTSyqjFdl5ZaFQ/J1sOP4jlxSg3t7H3mb0EpKh2raMxOcPDGjzCnzCsaWjqGYLIa8vBQlYOzAYGKhj2nHbksSlMNNDFTYs4bZvamTOKm4O29MTbuufsyi2jUuWlYazAH/xFlOxhn+qns3shkboQ2p4xIrMPJjILbitk2RmxSIpIKcxI2l8ZJjrg41XbE4BnC3kaEbECcepHAbqJqpBmSW7hDPsV3vLtojhnc3VpBxDKczNYYLM2nE0NAQ9bVtMbn69IUVP2QDd6jPF64A4Sg5/yrCMticN8rnFt7DRsaLFanTc4UAs4VAmJTLieyAe1xSYDGQaB0ZBURNwXZmkLGo9xsb8KIop61gObspbYKBU/x8FCVagiDhSgqdmCmyM9s8OlImNholl5SA0jbkkZHovwSjpVaJoBsLfBueQ8ncj6ZJZ8zVxhvmKnpSt2NS1OvC/gahorBDz5wvU6dHwJ1wVWnzhuMcfIQyPkv9vnZjMSaVtjRRLd2opta8ZtaEdPj2H/3eUJDIsIQwgAZBgRrtkBDIxgmaI1lmnS4OXwZ8ivuUYz0jYuve3HR8tIC9QWWLT5GFOlSm3YB4AYBTw3M0J4dZUPt24SWQlZCzLxGo8AwUJgYQY14UCOwY2SKs5g64Kpn/pFKYxvN/avJrr/hNaNucEEMNscM4mbA0Ly3V0tcYgixGKVZaYB23BBsbLRwQ01/zmdV2rx0DiBLa+t8Rmpw/qm/I9ds4dghcmo/QcqnVBM0C41u1kilmWzMUM2m+Pvt7+czxVlsdhLkXoWpp5EixcCxl/mOWENBTdHHNOszz9OScLhp7FEe7vgdfB0j4wT05wNqQXS9PaXJexpHKHbKI2wIFGZQYL33MtmaoLfyFCcrO2kon6fasZ2MnUAAo+VIEMVNQcwQzNYUcv5+Kq0pB4pmR3BDuxOZuJZDRisBseJBhi1IOzmYT4caTbs5OlPloZGQ5yZcxsohfSkTUwqOzbm8Mu3S5EiSpqQ9JqnNC9wNDSa3dztYIsQ79Vnsbf/3JQIIGjh4okR5ieAyfbWsO7IUwNFZ77L36kpc3N240ufCEvOWHcK9ZPvr7dSsU+eHRV1w1anzRuK5yMFTaMOE+TIXee4UYuM1l90f24mMVDONeD//LzCf/y4KMM73E0I0JLuYR5SL6FoVhEB6NWw7hvn0g6jJIfxb3o0YPA3phgtRNXtlsbJs8TFMdEc3YUcUETKB9u4S+uv/EzErMcclqgVCG0wvwDMswMCpVdECUlPDmNpHAE1zI0zjkDryEnNtu+ifgh0t9iVRN2BRKFVDTcKS9CQlZ/IQoin7mh3NFlqIFQdoL6SUHhyscN+5Kr6K6qTuWRvnnvXJC290aW1dpcJM1SStSsTaBPkwQZefpZh1SCaq+FUTxwsoYuM3xpjd1c27Gs+Sqnj4tkbOlmHqELXeDWTnkgw1v41OfYZJlWD7uftpcFZhmAHXT36dgrOR/dYWGh1JLC7JeiFKw1g54JExwQdaO4gFR5gJ06wKDrHLC3HsgJ7UMDUfNk0cId94AwOFgDP5KEQWMwSNlmC6plmfNnhl1qMawEQlpCNuEKhoFqIhBQUPJmjmwOhRZhuSbPYn6Ou7DjeEqXMPc756BydyAdVAM1n1aLCg5EPKFsTn05JaCH5vdxolYX1K40x8A2+uiHKzeGf+GmGlsVZ9iI7EhXTl3i6HJ8dcip4ibUtu777QHXnfmTL/65SFM1xY+V59H1wu1Zix5Yrb6+nEOj9u6oKrTp03kss42OupmUv3vTgFaDuodZvxG5pASsLsLMZLjxFed3t06Gcexjy+H601SDNysR85i0o34PzFHyByswR3vn8xqhbuvH5xUXpxqICvQdjO4uJzuS6unW0xjtz+Ib51YieJrWXKoWbV+Gn2nHsBAcQJMYMQlMYI3MUGQRNFT2mSeGMjTB+kenKM8KqNmEIsi7odnvV4djDPtLY4nvXZ2WyzLmMxWgrxFNze7RAzJZUlEZKLIypuqPlPBwqRz9g8952rcnffhRE1S2vrXjk5xD9Mp5iplPnn+qtMhRlqps0fe5/g33Q9SLpaokOPIwKgIBGpEtsrI5jpG3DVq4i580hPYb8wxeSq67gp/ySjDV30lCfxQ5P27DDlpi4ayudx7T1ka5B3NWUZYgjoTJhUfMVNHQ41s5e4e4ADeYXjmVytTjJW7CBjz2KFXewoDHJ/eRdn8lGxfVfCJG4IioHm+nabO7sd/vi5EebMNOVQI4GvD1a5ucNmddri4KxPKHux1EEM7TOY82lvnqIydx7h50kVXuLuZIyHi5vwlWTGhbgJUghMIQi0ZrYa8tXBCq1xkxcE3B3roLd6EhlrQ1dHMZreiZQrFKFrjRbRzwUKnuK+c1USJmTm7+cl9+r75PWMwap3Kdb5SaEuuOrUeSO5nIP9TPbSXVdIARKGmC8/hX/3R5BjQ+jWLoRXI9y2B93YitqzF+OVp9DSABUip8YxxoYRM+No28E49BLh9muQ504Rzke5dqU1u4ceouYG8IFP4cReu4vLxeCZsIXE9jaKREXRRmkctWcvqdF+ZLUMNYvQDzFK0fuad3Yg5ZcJZ0fYuf9BBvp2oV95FsMtEWoNm3fjGjZfO5lj1/4HeGXre/BCkxcmXe7siUXDkzW4Cjw3XDTXXGBpSqk/5+OrZb/GVyxzaV9aW5eoCiZlIyNzs3zHextfLt3KR2NPkmts5LB1LbsHDuBkSthxj1ifz6bgPGWdpBC+ghlOIpMh2tRYlTnaKiOYTkA+TGHkFLVKnIbMFIm4Qvo+1+fn6Ni8mb/vLzNZDcl5GqUCepIGLTGDfLXMN2d7qYY+PbJENpkkF7OpGQbHYu/hl7c28G7TIqdhS6PJqVzAZDXEDTXXtZp868QUv/PsZ/nN3b+JTGVwTEFNwNliwOqMhQZsXIbZQJDeSap6khJpUmqYORppkbNM6F10xC3mXIUXRjVbaUsiBGilKQTQHo9G+KAVQ7OTdNt+5GeqAozm65Zd+4X0cMYxyMwHMhcK1YeKAb5a7oV6yb36AbickeqVDFbr1PlRUxdcder8OPDcaOC1E1uWAlwUYcdeQUyNL/u97ugmbG2PRgcB8sQB9MQoRv9RRHZyvlZJE151U2S6Ou8LZpw8hJyeoGH0LP7GzVR23fyaXVwX130paXBw97tY3esQq81hPP/dKIoxMgSnC4AGIQiJ2vJM5RGr5GkozpAoD0M6g5yZwDh1iKk1e4j3HwLD5KrpExztuYqsq7ijy2H7/OL7wkSNw3MBh+d8TmT9FVv6F0brLMWS0faVSJnwifUJ/ls15G8rd6LQPOC/ne1NJtnhWdJFj5oVRyoLO1SomOSs7MC1Kqya8zBKoEMgr9idOcXj6R1s8k5x1l3P1lyIJkGqqpETR7mGAv1d20mYBs2OwNeatCNIWRIN5AKbw8EWMsEgLcLikNrIuGqkplMM1OIkJ01uOPA1zq16J9OhxemCT8HTWMB4OeAPxx4iMEw+ff4RPrfhw0ghsYRkQ8ai5kdO8CXh0NmwA9MwmHO2kmlOIkePsLMBzudCBsNOYqZgZ9Km4IV0JySn8iHTVYVGk7Ekz09UuTt1it64T1xN4xrNpLv3oiojEBTAbly8vjlXUfQ1WTeYr8m7YGC7cK+W6uOV7lXdN6vOW5264KpT58fASoX14ebdiyJMHnwR3b1q+e/XboFUJoqgeS5yZgLmJhFzEyBNROCja25kuvr+n4ue67mIkbPIyWHwfeSrz5Fftwdfg+G7hFYUjlhaSH9x3ZeWBm66hXR3CkVbNLTb97C+81Wy8TTTFYUGAs8j7pZJBjWkgLXuNLJSRI4NEq7fihw4huzYRF9hlNAy6c0Oc6pjG4YwaZufyeiGmuPZ4LKDrxfI2JJ71sYvqeF6rRTVPeuT3N0X50TWAw3rGiy059Hy6AQVZydngpN4WtNSm+as1YcMBWm3ilkJURKsGYUIgfUhe6wBgsCktdOEdBOlYB3pYy9g1mwqRokT+w5wsvkqDBlFEFWoqQSKuVrIpgaTR0aq7BGnCJRgVjaRkAFP6LexJmYRP32IwarA6T/M8aadlHywjMhqwq6WaBkfQMQSbM+eISgWGfSSrE5JkpbkN3em2T/tcWTWw9cwWQm4qyeGIzxUw2Y2rdrOTv0Kr4z5eMRwDPi1bSnetybB2ZzP/x4og9I8M+kzWtF8t5LiZ1tPIewuYg0CGe/Aar3ukmv7xGiVbwxWgMjIdk+rxZb58UyOIbhnbZz/daRE6KoV71XdN6vOTwN1wVWnzo+ayxTW4/uRCAsCZHYGHQaorkh0yVOHMb/9Fdzf+H8gmY5qxW68C+s7X42ElhUtTqI4h3l0P8GdH4JkGuPkIcT4CKJWA9NEjg3R0v8qKb2WXcce4fB1H4g6H8WFYcSXK0aOBM98yjQM8N/3s6QAK4xMOpv7X8V+9VmYHsdQIVq56CByyCcMUZ29dI4cpyUm6R06xPH2zawfO0b7+h20xy+MCKqGmkBfMP28XEv/goA6U/DJmJLey0S3lpKxJTd0LDEEtS3Ene8nHdYondvI0QM51oujzLkxhNfIluIw2XwzyUqJsDGEPkVgSOLKoyY0uj1Gy9oP8J2TIRte+TZFLJrdIhtnznJ/chuBYZO2wTYlc57mmuaA4sxJfqGlhC4WmPFMjnq9tMRsmvCZyPv4I0OMmzbr3VGSjZvJahsbCDR86vwjeEJiaTAsk38+/gh/v+MjSCEJdHTv7uiJ0YDHI1MaUwr2TXnYhsOulshI9B07r+fGzYqhYjTrUs1HM5vjBq0xgyNzPl0JyXRVMag6mawc5tYGk6qvkU7vJWMSC57i/vM1epMG01WF0vDytMcnNyQWRfI965Os88aw2jOXdCle3rqk7ptV561FXXDVqfOjZqXCet/DfP6RSDgpRbhqPSIMCK+7DSwb4ztfBdPCfPwbUfTKMNEt7fjvuIdw943LDqWTabDsSNidOYY8fxICD0KJUFXi+x7jE6HgeKKPpv79dMyOEHvvRxe9vLCdKxcdL6lVs4FWz8V+8CACBc2tUX3Z7DQIiW5oQuTmkENnidk2b3PHkMVRumpznLc8+oZGcK79JBgOw6WA/dMexrwlQZ/lk0zEiJsrL7yDxYAXJryVa9GWpKgufy8uvI+9mTZuGvkHZv119OcDZoIawVgD51rWc/XcSwRVF3O1jw4EpqGiiJOKUW7dxc1P/w5aaSQBvjB53+w+Xm3ewLcbd6EFCASrEh7T55+kbG1hV2KQcrybZKnKkNtBU9NqDo67vKdwBG1ITCEoIrl25iTjjbuiMZFBmb3Z42AY2NrFVvCu4gmOxFyyZpK4jIRpowwIv/01um/8IKEZXYuLBUzGlijgK2cqi9fu+nabQGk8pYkZkjUZgQp8ys5GvuFtZbXbT+HELDd2N7CrxV68vqOlqEaryTHI2BIvhEqglnlyQZTW3bhC1OqK1iV16rxFqAuuOnV+1KxUWB8GBLe995JddaYRalWMyRGIJzHOnCQoF+ejXCa6o4ewo2fl1wkDghvfjlXIoYwLC5eYmaJFBdxoFfCmD2B29WEMvULYfNOyrsnFomPPBeMKc/HCEN3QhGpuix4rhVEuQyoDjgNBgNaK8Ma30/TN/w2NGVJhSEuDxmhw0Mf2U9myh31TPlenajyXc5jIV7j+9IN8d/cHCGouH97StGyhj5viksjIk6M1mhzJZCVk39QFIbbKF2y84n0xMG9/Lx3AwITLIycL7O+9FtdwGF1zFZmDT9EbG6NZ5IlXfbxSjFaZRMyeJT59FqF9EqHG0Aa7vDneM/kST2e20Gia7HWOsod9qFKS9ePHaVo9S7+8AdCUzB7ubrXRvsfOwTNMBgKBS0xqGotn+W56CzVtk9cW/2nzz/KJDTHmaprT+QABDFUNSjJEIjg043Ht+EF8adI9dIThdZEdycUCZqWo0r4pj+6E5BuDARowEexqibPP28QdcYua3I5NJN68UC9e31BF6dImJ/JPi5sQanHZerqLuaJ1SZ06bxHqgqtOnZ8ELtfdyMWDsc0LUa6Ludhg1DDR7V34H1iyr+9hfu2vEaGPlZ/GUgo9LZHPPATz6b/FrknPjWq1nnzwEh+tS7Btgnd89MLjSgnz9BE0OjoOYJ4fQJ87iaxVEVphoND9RwlvvBPz8W9C/yms3tu5Z/R/cqzhN9gye5SbC/0wdZiuwXEeD+6gtLmHk8OzFGMZaoFiztNsbYwW5pFSwNE5n6ynOJUL2NZk0Ts/a2b/tMHdoX7tFNWSe3BNRvNKkCHQGjRUzNUcb+gi7fXTMT1CT5BlfaNFzOzDfe5psrtvoRQ/z+H+ZrbnzlENyuzNncbSPlebA9juGJ3OJOtLE9Bi4k/7TDU10mrnuLoxYKZcpTvjcPaqd/DqjEfFc6lh4odwdUscxzZR2kawmVqfwwNnq5w3A2ZdTcaD7iT4SvPl41kSYwPkhU3XzDBjq3YSmvYlAmYhquQrjZ/PUY1nCJSm6MM7++KczPoYEiarinUZE0teuG7VUPPYaI2OxIXlozdpkPNClBavq55uKa+dwq5T561DXXDVqfOTzEqDsY8fXKzRWuRiT68F8XWRkDNefQ5ZKYFpQm4GoUGMD4MUmN/9KuFt74u6ItdtxXrsG4iJYVTvuuUibCXXeAxyTtOF9GMyjffpf758J9/HfPRrUJiNBnXXKshyCY7tR1eK2DMv8eGJZyl0N/Lema+zpnKaztocd/Z/h30Nm/nw1/6AP7z1X/GZQ1/kmXv+L8qxJIdma2zMRF9jA4UA2xAIBEJEjzsTBqYUBOjvKUXlGIKehFxWlH9dVx8y7GT1yNeIOX24nuDAcIlVhZeY7eylNZ1ktYDWgRyluRStQZl/6h5hKLGBBm+YNflJLOlheDUIbbYVjvJM6ztpRLK5/Aiq94N8aTqD2aJ5N49yxH4Hp3MBKcfEV5q4KWl1BN8YrNGdMAFBLecTaCgHmpYY7J48Hk0kCKGiJA1nDzOyds8lAqbRkUxXQ86OZ/lXz/45v3ftb6ITaa5qtdnebNOTNKgGmmpwobfQV5pqoHFXEK7bmm3euypGLdDfl5P8W8k3q95tWedy1AVXnTo/yawwGHth+1KWeXpt3o317Xvx3/XxSCClMtFOnoscGiBctR7CEKNUQIdhNEZIK2SpQFgtgRXDfOzriKkJxMQI0olHKcnedVhPP4x/67thiYhbucPModq3cfnCU6tAQzMiO4M2bWS1CgLk+BDasrDGCqQ7JeVyih21w3RNTFEVDXTlxrmtWiKhPf7Vi58n7yTYtO9B9l3zQXqSBrO1aKbeZDXEkYJTeZ/zxZBmR1IJNBlbYCK+pxRVwVMMFAJu7XLwFNgSnh53ubXD4tyed2AKwb4pl73tJtnKGtL2EOPKYuvUUyAyNEsfLJNP9z/EAzf9MVvOfp1E2QOpSJo1fEeyKzxBezhHLtfI+twM8Y42fik5RtnopENX6bUOEisKzqvtaGGA1lSiedYoHZ2jYwi8UKO0IF+qsWFmgHgmhgo1OxssYu4gbLgRJ3Zp7ZTnK+48/jCBYfIzg4/yjV33MFwK2dyosaTAsgXmfG3XNwari8O016QjEdsSuyBeLQF9KXNRYBS8qCj/exFfbwXfrHq3ZZ3Xoi646tT5SebiwdgrcZGnl1GtIAeOY+x/BvO5R3B//TORQFtaJxaGqBvuQD75LYzpUeTsdCTYjr5CuOUqjFNHoFZFeDXE6UOo5lacv/xDQOC88jTu//1nkExftsNsaY3P4sLTaOO/46OIUh7CEFEuwrmTyPP9SN/HGK0gtU9DaYomv0Is62HIHEIpNrhZqnaKlsoc+zt3ETt3nJ6iy0vbP8SH1zTTkTA4OusvLu5dCRgpB1QDhSngmsbwdUcbDs96PDxU5ZVpn6Ql2JCJRMOsq3hywscy0vihJifjbErGqTW2s7E0TbVQIVWawZ6TWEoBgq7yJJtPPc7mcAh5xCHRMotugWS5RrU9oC9fpj0RpwUXOfRdSql30iZm8GQTiXCGOTZjm9HXtCGgwRTkpcBTGqU1cUPgBwpDaKpa8tymuwgAN9AMtNvc1OGwxQgveY8vTNQYnc3z4dxZqmaMq/JneFKVSTlpZmshMVMu3rfNjRbPT7i0x53FztGBnE/Bi+xALk4B3nem/Nojl96i1Lst61yJuuCqU+dNzjJPLw3mMw+Bk8D89legoRnzka8iZPRP3X/XxxdTgjqewJ4cQUuJaoiGawvPQ6cb0OkGZHYG3CpohfHik4hyIbKUFwLzka8SfOiXlnWYLfh6rVTjEy08KZzWjsjHC6I06JljSLcKhRwicBGTilhB46Q8PMsgFios7WNqRcIrIwR05UfwYym2TxzD69vAwdmbeH/KZHXGZLISYvguScthb6fDe1fF2dhoMXR24nVdy6UDtZNmgC0FA4WAa1stCp6iN2liCHCk4HwpwJJgaJcXymv41lQH/WnFjpZBMk6M1riBF5tl4+xTODGXWGuZZNmjGrfAUujAIFFxcYwAaZhQ62fDxn9DduibeAbooEZ3qoNVrQ6u7+JYDuVAs6UZvnq2ykRVYQDdaZMNaZOcpziPTcKUrMmYlBzJIyXFmvFHifW9HyHE4ns8PBfw0TPfQRkmGsiGkluOPMyj13yMT210WN9wwUNrshKihaBhSaSqLWHw4TVxnNBDOA6TlZCCF6Uf7ztXXXHk0luderdlnStRF1x16ryZucjTS4yeQ8xMortXIbPTKCeGcXgfunMV2rSX12KtlK70fYxDLyAKOXQqg/BdBAbk5yCRROSzEItjHHyJ4O6P0hhLYYlo/M+uVx7g8HUfIFASUy7/i36lLrmcK2i6+d3EdlyP+ey3KbsbOFsMaLCyNE0FjKTaMJXPuuwQoZAYOkQJg57aHJ7waShO03RYcO+anSDirE4abEkotu37Lsev/wBVYbLxe4wuLCyaCSnY0GAykA8oB5rJasiORhNfazwVRZu2NUUirIDJN+bW0dts8lzjB3k6NYcbaG5st+nUI+wd/zpuOU7GmoIamDOSfm81nYlxRDzEESHaDxGBxaYzf4yulChc+xliU1+l+aUHOdH0ETb5T3DWfheWgI+uT5LzNBuLATOuQgpB0dd8aE2MgUKIRnC+4IE6gvZrnAln2Rx7HmHGMZp2k3PBqpW4YeY4s6Gk7EeRqrfNHiOX+AAHZx2uab8QsbpcF2G7FXLu61/hjzrupiLsqM6tzb7syKUr9Lm+6al3W9a5EnXBVafOm5mlnl6+h3X2JLq5DTFyHgA5O4l24ojB0+ju1ejhM1FB/Hzn4SXpyjBAN7Ugrr0V0X8UOTeFmBrD6D8GxRwCjQ5cZGEW85Gvwod+ib1dDiPP76esDVrOHmb7nqt5Mbt85Vm68Cyvc0myt72B3R/6BVSoeflklmsPfZtcUzeDrkl7YZwOVaUaT6PCgJbGDEMqRvvMEL7p0Dg7ynUHv0X7jk+zt8th/OkXCaVJx+ARem++CccQ6NC77OW7uMB56aLZmzLpSBjM1UJ+eUuKr5ypYBuCSqBJmFHt1Kc3JTkw7bFvyqPJkYBExTqYqAaU0iakWjkWHGNrcBxDgMwbWCjaMiUaBj10CLoVgt4QoxRD1/qRsVU0nv5z0EnWteWIDX+eucYuWvSL3NyapupfjSEFV7c5+EpzthBwJu8zUAg5kQ2ohVGx+1glw/X2EF8bifMOPcJ1m29CCINGRxOaNs/c8Ut4oebIrI+QgmtbTWKJGNVweYPBxV2E6VqBveva0Mdf5UBOc415kqM9VwHw/KRLqBRZF5IW2FIujvGZnPvBPuo/6dS7LetcibrgqlPnzczSLsRqBd3ehQpDrIlhtO1ArQphgAxDQt2LmJ7AfOwbaDsW1Wvtedulx2vtRGeasA6/hI4nkeUi2jCQJRftOFHFNhLz+CGCu4vsStvsMqepdKdJ+KNY+4dwrnoPr4wWyKVaiQcue1dlFkf3XFLnMhWweWsLjiHYuSnFS+YH8DXkSzWaDj9EUZUITZvmmMSRip5aDqNaQAPJco7dw6+S+LbBrjs+wDXnHqew5VosPcmcGVILQoyJ74DefMmlW6nAeXOjxdYmiyOzHloILAHvXhWnLW4sLqYa8ELN9e021UCzrXl5FE3OpxwbHYNy4CJzCdKHq3hJB5U08HxJslqm4qdJBzXMaZdypwmOQFse8vwggZXCyPkkTc16q4futl3ErCJO6yaCmIUl3MXXGy+HOKagLShRSiV5YrTKjKtRupO32YcJQ4+XJkLWb+mmDTiV85nwDJ7VfSgBxUxIc0wygkBmwQ89djZZ3NYTW3xfC12EhWyB7i/9Of7G32V6cJCq4SyOaPJNm/FKiB9q5rwArQU9Sclv7UiTsSWTr/Exfqt09r2Vui3rvPHUBVedOm8VFrywPBe94zoIfIx9TyAnRwmlAbUqsjICk2OEu67HfOpBws27InuJSzy85iNnYYjafi0iNwtzUxBPgpSQSKHTjZEL/slDCNMkY0rE+CQi9Ln6wc+x59wpxv75f6b18FPo7fcAV65z2dUeZ3PL6mjBMjVi989SnsvSaEWLV8kPML/+14isDVUfJQ3s8fPMda6m+d4vIE0Tf2yYg3YbwbP/QK6jj92xOZzwEP5MFrPlWjwlmaqEPDnmLuugu/dMhfaYRAuBEILdzSY3dV4qOnKuYrgUsG/K47lJD0vAda0WL8/4i4XiH1sX5+hcwEvTPu87OUt7aRJVlhiGIkWIFXqcbVpPtVbGETXEjEKylUT6BFgaOZvFTyqsQgpDelizg6jOHmSiD0cIrm+3+e5IjWKtxnhF0KrK3PnIZ/mvt/1LlDapBdBoehyu9fGit4XrYwNMHZjkvetaeGbCZU3GpCdl8Ny4y2gp4HQBLClodiTtcYMvnipzMudze09sscvOMQRtz34TT1iY//g/aFqzGUO4hMJg8+RxDnTtZqqquLnTQSAWU5VL67dWElZvtc6+t0K3ZZ0fDnXBVafOW4Ul0a6wowfCALVqPaJUWNxF9B9FlIqIqVEw5k1U3/nx5R5eC8dKpsF2LhS5r8TSGrJqgMxOIYp5mJ0CIen6+z9F7b4JPV87tlKdiyCKGC34Oy1bsNo7sds7ATg467G/f5yfHTqPWati+x5CgOOVcUfOo/0CQfdqymOjJHsy2LN5ZLvDQCnOBiOLylc4wlU8O+Ex5ymOzvrsaI7MUX2lGcgHtMedxeLw49mAmzqXn+tC2vG+s96yKB3An7+ticlKSEfCoBZoXp0uMOsKHlh3J6caVmFL6EyYvL9bsvbMfmZooHn8LCWdxhgLCdUMmyou1ZskBB6yIhCuD7qAM5bEW7cOlMsrs4J7T+c4V9bs5XEmqrfxK0PfQRkW7z31XZ7teA+GgBo2G40hnlZbebG2icKswb65fDTWR4OrFP35AKEhZUoyjmSqGrK50SLQgBDLuuyODs/RdOQYvmHTMXKMSqqN61MmR+cCesZP82RmI+0xC1teqP3KupE9xI4Wm1MlwSMnSpdEFOudfXV+WqgLrjp13qospAdb51WD50ZpQkMiZyfBMDFOHUV39C13mF/Y92IRtpLp6ZIaMnniACoMkP1HMWpltGlhjJxF7bwuMlPdvBvHdtjb5fDiUIGq6TBdDUHD1warrxndWEhFppNJHr7zV+nd/106qjO0Khfh1/BLZQYaOqn6cUZbVhNvames7y76gsdZP/4cor0JT22m//Rj9CUacGI7GDAFA/logHM1iMJuiSUzGy/XYbZSlK4aaiYrIbVQ85UzFeY8RX8hJJ2wSDetZmr1Gsq+wmw2cTYneHbDtfzvE0XcTDbytLI07zr3BNqRJCdnaRABQdKgZmdo1j1UW1dxWm8lO1zjL/sL3O3fi9RbaLCKvEs+z5bgAGWzjTVTp9nZt5fWxCieX+Kjiec4H7YSyDjHKtuwDYMGWzJaDpnzFFU/agAItSLjREKsPF+jljAF5eDCGKXCt+6jybCwDEmxqYuJXJUtn/gkfUozWgr5bEsz/9fLxWXXZaF+yw01+3MGq7uXC6smR9Y7++r81FBvn6hT56eFeXGkWztR67fN/7cFefTlRQ+vhTE8S41UgUUBtvD7C8eMomo6mUbOTCBmpxBjQ4AAz4MgxHjlGZAXjrUrrfnV0e9yT69Be0yyodGiwZYkLMmz4y5uGK3Abqg5k/c5MO0yUgrwNZz3LB5ObMCulZmWScIwpCYs2iszJKVPa3mWgqtJzU3gx21kzmKushWdK/HclKTnzFO8OB1jvAobMia1UDNViXyqNmTMZd2Vl+swa3Qkgsjc01eakfmB298aqvJnh4vMuYrOuEHKFuRqKjIRlZGYa3IM4o7Jy0ED2XQbAy3rOdOyniN2B92FCYquJDGoMdE4RZ+yGzA9WOahl/r5jy+MMvvQ/8tHa1/EEJobjMOYYYn35l9Eh3EaTUFTwuZ3il/k/emj/GL6aSwR8Mvpx3h7/AgGinKoSZiQdRXMjy1KWJEzvxcqQGOJC9fCEjBcCvji/nFazx6mWCwTlkqEoaJjvJ88Nqn2djav66K3weGetXFKviLrKkq+Whzxk3MV0YTGC/gamI92LaXe2VfnrUo9wlWnzk8L82lCOTMRpQABOTuFKOQIg2BRFIWbdy8zUmXz7gsC7Nh+wu3XrBzpuvEuzIf/EVGroIVEqCBKOY4PEeZnkdUS4fyxhGmROXMY7WxfdpiF6MZkNeRzR4scmvVRQIsj6E0Y+AgSlsPfXvvzZCsePVRwUGyLuRidPWjDot+PMxEz0a6BmoTOVDOpM4OsWtdG2YCO6RyvmgF7Ox0yluDD6xK0xw1O5XyeHXephppAae5aUjS+lFM5n6lKyEAhQGlNJdTc2O4QNyXGvG9XZ8Jgc4PFbFUxV4tMVzc0mNze7VANNBrY0mQxUg7xlSbE4t4bfp6BrMt1sQI9nGfW7aSSrHAq2cuk1cRtc4+wrvkc3YU5nmy8nl5zghP+OtZXxinkW+hKnaCYzLDarXHe7WaDMcmMTrLOnOBvC+9k2jOwhGa0WKUcGjgCmmJQCzRI6IwbvK8vRoNjoIWg4iuub7fZN+WRTsX5u+t+nmqgma2FdCYN0PDhmqRtybW5Z32Su/vil7jMNzoSk0s7V9sTRr2zr85PDXXBVafOTxMX2UiIJ+5HNbZEY3ekRJ47Bb5/wUhVRiJLTI3ND87+JvLM8Wgg9sWDslvaCe6+B7VxBygF1XL0u3gStW4rxBORw/y8mMtMDxHr2gjEFg9jCYibgkdHahybC0jO1/ZUQ825UkijLQkti0rHetZkTEATSsFkPEoLxk1Bet6ugUMvkelOoI6+SKFg0fvcWY7t3k3P3DlebNrKbM3k3avi9M0PuN7VYuPNm7aaUrBvysM2xLIU50Jqc0OjxZqMyWQ15NCMt5j+MoBQQyXQ9KZM3tUneO/qOLYhaI8bi52aloA1aZO398Y4PudRs2OI9o1MxlxeiJnYxg0YQjBS8hkRPjfKI6ytDtKiixim4lr/KAfFJr5ceh879CSTazdR9tuoNdUI2vroTsewaxJCQUZWSMoytzmHeKa6nevU05zQd+BpQYtpkLZhZ5PJH9zQRFvcWFbYnnMVj426ZJWBt2oDz417BDFNKWWyo9nipRzs6Fo+WzFjS3ZclBZ2DME1jSFDvrpEWNU7++r8tPATJbjuv/9+vvSlL3Ho0CFmZ2d54IEHuOWWW5bt47oun/nMZ7jvvvuo1Wrceuut/Omf/ik9PT2L+wwPD/Ov//W/5plnniEWi/HRj36U//gf/yO2/ebtfKlT5w1hqY1EGERdjUvxPcznH0FbNszbVxkvP4VatQE5MQylQvR4/VbCqy+ylAhDdPcqwu5Vl3/5w/sWxZxpWryrfIpvmTuXLcLVQDNdDQnQOPNREaUhZgnWz4/ZaY4ZxM0oCtPsCO4/X1s2SiaDjzU+gA4DjKlJakVIqFlitQb6Ghw+UjvFO7bftqxL0Z0fR9Qci8SbZYhLCriX1m+ZUtDiSHwFRU/RHDNYkzE5MustjhS6vSfG+gZr2TVY6tfkBpFx6ZqUQSGAlCXpz/soDW1xyV3dNp8/EdKRm0PIEDvwCSyBNR7w3dab+UXzLGarQfrsJIebNrAuPMRJFWeL9ijRTIORpaptfibxNDYuGaNGs1HkEw0HKboG+9Uu+pI2P7MxRVv8gu/WgoD87nCFr5ytsFDa5hiCtpjBNW0WXghF/8pDwRcE3NqE5u4NqUhYCR8nfuH7uN7ZV+engZ8owVWpVLj++uv5+Mc/zq/92q+tuM/v/d7v8dBDD/FXf/VXNDU18fu///t84hOf4KmnnsIwDMIw5BOf+ARNTU089NBDZLNZfv3Xfx2tNX/yJ3/yI35Hder8BLNUfC2wdN4iRFGwUh5qFcTkKKIwh/A85MtPE26/dllB/SVF9hdzkSs+wIbqGf7JNdeQU+ZidMMNNW1xAxOB1hDoSOGoUKOAI3M+4LOhweRDa+Lsm/K4sye2aEg6WVW4GIhb3o3xna9CayeWO0RF23SePcDomqu4wxwkw82w4H8+N00u1sxwKWC8ogiJolVdCclIKaAaaFalzWVdliOlgIFCsCjUUqagEmrWZaKv1evb7cXo2NKoEUBH3OBj6xN88WSJt88LsmcnXBKm5FMbYxQ8Rd5TlAOIK5eG8SwbWsZRoUFYNZBzkk/LZ6lYMSyZpSuVxUsYjJebOdjfhtgyQ9w06dFlnDBgjTnOsWAdt8SOU9ExhJ6kbTjL8d7tgCZ9cSEV8Px4jc8fLwOagq+RwEhZU4kL/uqkT9yUxAxYnZJ8cmNq8XlL3+tCmtbXkJsx+XCrz660xnrk66/5WXmr+HLVqbOUnyjB9clPfhKA2dnZFX+fz+f58pe/zOc+9znuuOMOAL7whS+wc+dOnnzySe666y4ef/xxTpw4wZEjR+jt7QXg3//7f89v/dZv8W//7b8lk8n8aN5MnTpvRi4WYfNRMHniAGp8CMNJoOMp5OQIxrFXFqNcS4vsFzsdLzn2knTmAp6LYxl0GBeiG44heHtvjBcnXQ7M+mitSVmSzgaT7c02mxs1lUCD1nTEjcVRPBk7WpjLgSYXCDpsB/N8P1pKZDpDQzxOyg9I33UbNTuBixHJrdwssT/+HeL/+r9yvsSyOYAvTLoMFAJALEbP9nY5PDla4+icT8wQ3Nzp0BKTPDpS4+7eGDEzev6+KY+dLfYy0bHQldmWMKgFaj46ZFLwFKEGpTWF+WjZkTmfvpSBbVk82nEV75vcx1C2k0Szi1exWXXuHGc3deMUPSxb0zSbo99fwzuSLzOt1iKBhHDxtYEMNcfZzibjJPkgQ09xnJmwk5tzJ2lZs33xXBfEjRtqHh6uooEG2yBhKsYrIQ02ZD2NY0jcULEubXH/+RrvWZ0gY8tlnlpCa6Zqig3zgrJmap4crdFbPUazNC77WXmr+XLVqbPAT5TguhIHDx7E933uvPPOxW29vb1s3ryZl156ibvuuot9+/axefPmRbEFcNddd+G6LgcPHuTWW2/9cZx6nTpvThYK7SdHkOPnQYegNKJcxHjpiSjKBZcU2a8YubhYzHku1vOPRJEOY/lX0eZGi72dDte02bihJmYKXp32CZTGnBdXeU+BeI0ut/DCrMixoSFWr1rF6bzPo7kMrmFjzVXZ2+VwzVe/AIZB8qt/Sd+eX2eyEhJqCLUm52lWpSWxeSFy37kqf3FrnA+vS1D0Ne3zabCFTkdPXahI83W0fcFnKupoDEHAmoxJ0jQ4NOuzriGKzLlejbFadB1C5ZNzAyxDsLbRYcDv5XfF/0GpBdIGJNtDfnbyWdJMk0tnAMVwro3v9N3E5tQcH0zup9EvEwaSqUoTbXoOx5wj7zTzkvUhfqb6twRpmx3GMN3B83wn/O3F1KAbavpzkZg0iUYZ5VxNGPhUhEXKgqaYRGlN0pJUA82Zgk+rY/DkmEvcFASBxtcwkA9YnY7e07kyFEoldo4OYMdjbKqeoe2iz8qKkwjqvlx13iK8qQTX1NQUhmHQ0tKybHtbWxtTU1OL+7S1tS37fUtLC4ZhLO6zEv39/W/8Cf8E8VZ/f28G3rT3QIVYXRtoHx5EiwuRKK0FE/2nSQ4P4MzNgWFAGOI+/jCl9dtf44ARqTNHiWVz1FbYf8aD6VmDlBkl/QIFpZLB+YkC8zXu1AJBwQ5Y5Qv2TxsEaEzmi7PPTswfaX6R7lrNERe+OpcgZuaj5wOPnC+w6/RRfNvBGDhC+6pBMukMtRCKIRwPDGoVdyEDSsGHZ45lWWt5BIUEA1MeJ70YpUAz6wl6ZJGe2IXzO0fA+IxBzIBZF7KVyFLiPHlSJmQC6B8tYsqQ6/xneUTdRrkU2TSUauAENUwD0g4cp4+CH72fBCHDPXez2hjjaHUN22KDnG/uJk+atJXB8/cRlFzG3RbMimI224wsWezbuZO7cvvojM+yKjNDY2yKMG+ww/2fuK7Ng8bd7C84VJTmcEGS0ZrTZQOE4iOxp3he38qUa5CWAQqoVWrMuvAPB4vkA82JooFjQNLUaC2Y8TQvB0WmPclwzWDv9H5y2iWjfQ7kFVsfe5jahgv3fsaD8Wlj8R4DlAJ4VUzQWg9yvSG8ab+HXgcbN278cZ/Ca/JjE1z33nsvv/3bv734+Ctf+Qo333zzj+t0fuJv1A9Cf3//W/r9vRl409+DcANi89ZLNqfiCawzB9EN6cVtwivir161cpSrVIBUBjwX8+wh6OkFr0Zw0f6rQs0BXVoW6bjOKtGUil+YcdjlsL3FZjtw9xVqfvr7+2ntW0ejV1l0kgd423NfxojHsSwbTMmvnv0W//uO38LX0KQ0vX6NxuSFr8lYtcotmzppefLruNvfwav3fo2Hu++matg4Eg5XHFa3J4gbgnfPO6l/95U8/ZUQT8KsCmiNS1Z3xqNInefzqfYzTJdKDE2F7HDOUtYx8vEdnMgrXphwmS2ryJBUaRCQNiHE4JToYUD0oOIwIdoIHNiUEASW4pi8iWtyEzhmjVilxPh4B7uDfvrdPtZ6B+ltGyXwYsTsImjJLuc8ieR6hlQ3RkYzng/wrYDpss97Gk/QbVbZEHPp1qc4W7LY52+lPaaQdoxWSzNpSGpoJgOPjJT8/9u78yi7yirx+9/nnHPHmueqpFKZ56QSAoQ5BmUIYBwY/KFpbEAUfXtpi2/ra69Gf61i49zaLER7/Zxe5RUUhEYJMgYlQAghkHkeKkPN062qO517znneP25VpeaqDJVKVfZnLVbMrVvnPudeqNruZz97ZwUtmuIubdrlvZgiP2DicyNclTyO9lnkWQYpZVAcjRCYWkHS9KczbJbiXR3t9blnpTyWzcuUDNcZMO5/Do1zYxZw3XDDDVx00UXdfy8rKxv2e4qLi3Fdl6amJgoLT2xNNDQ0cNlll3U/56233ur1fU1NTbiuS3Fx8RlavRDnmYEK7CFd49W3LgvS2a6+ou0Efvotkv/0dcwDu6CrEabRv/ar50m+lIaga/NPx1/Af+NtHEkYvXo8dT1/uFNufccKhTqamXp8J1bIB6l0Q9eiqu18apJNazCX3IDB1EyTJw/FSXkQ1jb/Wv8SeXtmoU2LmRv/zHoMro/uZVPZEgylaLc9riz1s7Qw0H0AAJU+Zem4moKggeNpIrZHyFRcOSlMRrAIK3GEg1YeWV4j0eBSTNNiUsjprCdT2J5HJKkxFPh96esmNYTSvUtxvfRrVHVoUAYVwem05l4DR2LMdHdRnZ2PcmFJci/eFJN2fx6lZi2e38BAg9eM7UyiJLGB460WWyNzaU6CoxU77QzuUi8QmbOcbK+VYGYlX51fiHv8WWKFN/Ltd5vwG0E8TbrZq+2h21NkWAaTwhYZfoUJBEMGby24hoSrWVrgw1JwwawMtrZ6rK8/MfKnJGRQF+/fPkKI8W7MAq6srCyysrKGf2IPS5cuxefzsW7dOm677TYAjh8/zp49e7jkkksAWL58OT/4wQ84fvx4d6uIdevWEQgEWLp06Rm9ByHOe4MFYgOwnv8jqqUe66+PowwT48Au3DmLwbQwDu3B7VPP07M/U+HenTSbPta/8hb7pi3Dp5InXUzdN4hLqgDVt3+BmVl92jaEQpR0tkjo2chzVtVmMt0AassGdPkMfIf24JjzmN1xjO3eAhKGL32iUtOrjYTrpQv8tYIcv6IkbHF9eZDZnXVJWk/BYiOzs+BwxOG4V4Yv5TEt20e2P0V5pqIu7lIT9TBUus+V9tIZPaXSLc+UAjQkXaiNaaqyQxRlLmNB25+ooZiEC34DfPUe+eU22D4wwCCEyqlAJ5rwBwsIRpvZE59DSwosU2FomNrQgjm5iY6qAzTkluAPN5Ksrqbc30FD+5vcrDex1v0kfsPqDBDTtWAlIRPbA9fzSGlFUVBRH8wl4Wg6MgOsnBRA5/pYv6t3JrMu7vEPczKIO1pOKYoJ5Zyq4WppaeHo0aNEIukai0OHDpGTk0NJSQklJSXk5ORwxx138L//9/+mqKiouy3EwoULWblyJQDvf//7mT9/Pp/97Gd54IEHaGlp4etf/zqf/OQn5YSiEGMl2o65fRP4ApjbN+OsWIWesQBdVIo374L0c0yz37zGgKkosRyc6iq2dhgU66M0zajEtfwjL6buMY6od5PNTAJmMe4wS8/2GyzK0lgNxzCa61HtrXjHD5MR9jMvUsuBcClzarbzYn4lfqV4/VgbcVdzWWmQkKWo6nDJ9BndxfTHoy4VWdaJdXtJzJy5TK1YSEnzdub7TXLDYZKu5omDMUylKAyaBKwUCQc6bBdXKzJMSHrpRqsq3Swenwm5AYWlFA0pg7VTV6br0RyNBZSHU8yyXsJr0pBbBIk8dGEJZmMtRmkuUzMc9qdKcV2NaXp8wLeVDwfeJOEFKEk55GT7aPaH0VvWUjdrMg3xGhxtkB99G9MXosm/kLBpEDQgmtLkBxQ1MaiJOcSUQWWuwXUVIS4vTWet6mLugLMU446WvlxiwjmnBlatXbuWFStWsHr1agC+8IUvsGLFCn75y192P+fBBx/kpptu4q677mLVqlVkZGTw2GOPYXZuYZimyeOPP044HGbVqlXcddddrF69mgceeGBM7kkI0ZndshNgmig7np6vmFeAamtFZ2Sls2Sui++5P/Sb11j19ju8VudQ1e6yL6rx7XkPODEGqK9k5yDppKu7+4MpJ9X99a7tx5FkTrqu5e58D9CoxjpwHMyDO/El41zm1lKi4yxsOUiJ6XJBjmbaG3/mF9ta+PmOdt5psJmSZWF7mrirsT3NlCyre1g2gDKDmLmLUcogVFBJSVYGAVOR7Te6ZxPuj6SIpyDlQW0sHcxUFlosLTTINKEsBIUhRWlYETRNTAUpQ7FD5WHnFqHzimjKKGCrzqWlqYREagn7muexL1LInrcCRJNTCLSXMLN8IdeXakIWBE2DaU2NzHOP0RrNJyeURDWHyaqJ4ipFS00jmbQRyJrGvIxWWingqrIQH58VpjBoYbsumxtTaGBVRYhluR5lmVZ3sAX9t3lBZimKieucynCtWbOGNWvWDPmcQCDA97///SGbmE6ZMoXHH3/8TC9PCHEqou1Ym98A1wHPQ8WjmB3teIuXQ4/eXeb2TRgHdvbq75Vsa6Np505yLItc18FSCqr2EJu9BJ/y9fvF3LeH002Rbcw0LTKq9sL8BSe17K5reSmbyzdtoyLbR1n59PQ9FBTjXH4d+T4fF+sMfn8wwS2FWaS2bgLTYknDLpi8nG1NNpPDJtMyTZqTHvkBA61HHlDcMjODS0oCfOZvTczIsdBoGuLprcSmpGZBnp+4kyKS9GhPapIeJE2Xva3gMzUlIQNNejakpzUBV2EejVHv81MYzEO5DpOP72KP/yIKrFpC8y/htrlwPNnG/sYYlx7bS2Cyy4Xt+4lmTSHvWAOu2UAkXEyqPgcjp5GiQII8n0GNmsr0bJPf7Y0RtAxMwyTX75HtN5icYdIcT9eb9exM33ebV2q2xER2TgVcQoiJyZu9EN3ZNsKo6jyWHuuAQDBdvzVjPsaWDeAPYLy3Id3fK2WjX/ofts5bQUYoSHXU4XCHSyylmWXDDZPo9Yu5bw8n07Gp272XqdPyCdYcO5E5G6wTfg89r6VMHwcuuI7tjsftszK6X1Nn54JpUeZqcqId6JRNWeQYti9IReQoUS6gTfnIMW1eqNakPAgZNh+enpOu3XJtlNlZg9a5ldq3w3rS1RyIOBhKYaAxDQO/obszZnVxj/q4R45foVOabJ8iaBlMyjCZElZUx9PzJfe2pgdqeyk/e6Zex7ZmhyvLAkw9sg1QOMogpk0a3n6HjTmLuaAowLygQ2lHGWU+B6+qg+ZpUJeZw7y97+BfFqLFrCe03WHrFXeQrY+RjMb5f/fY1MY1PsMl0zJoTrrkBFV3Rm+g7JXMUhTnCwm4hBCjKxhKD7sGcB1URxsAOjOn+zSjuetdjPZIOuBqb8Xc8ibmlregdCqljUdomL2MnKwACz1NU8Ll3jkBCl7tPR6m55xDgCkHNzPp+C5iZcvRhoW5YxNG9ZGhxw916nktbZhEswpoSrjsVUFmZ/euG+vK0lS9/g4tmBhaUxr2U3BsOzsmVTIp/grvn7SKmONRaa9jZ+x6Eo6LWfs81uQPolI2vhf/xOYLV/Nao+7u0p7pU3Sk0oFVQ8JFa0WWqcjyG7QkXSygPubgM9P9wTwNiZSmOGhwWYkf01AsKoBnjyRIehqF4oLiIL7CbJoTCVp8isVtdXimSSAZJxW3aDi+k6zL59PsGGQc2sHWWJBCr40S8xjTksWUqxcx5ndAu00oGCbhh2VHf8xLk/+Vds8j5NO4UZumuEfcdTENiDspJoUsfEnFB4r9AwZUMktRnA8k4BJCjK4+Jxl1YWnvr9tJzM3rwXPBToDnYb38NATC+P21XH38HXbWH+D15bfiR3NTaYC8A1v7jRLqqgdyPE0ykWT6rvWY2iPr+H7ivjD2m69iVswccvxQV4YpZKnua8UcTXPCZW/EAeDvNf1PSFZmaZZ4RzicD7WxBHia7MbXKKiwaYtFWNzxx86bd1nU8Uei+y0yfEDDG5hHjmAbiqNvv4N/1oUcjaSoirocjDjMzvUxN8dieVGA12oTRGwwFFxU6GdRvsXfa5LsjzhYBgRMMAxFW8ojbCk8DWvmZLJ6Wpj/2tbGpAyLUOfYoVnZFp4BG+d/gKaEBxo2WLDHciiNao5GYnyk+QB5kTqyE02kCjz8Nc2o0lxcKwjKw/TZhCfnUkENt2W+w6t2gLXJOVg6RdI1UUoRNKEwZHK4PcUcX3rmpN9UVBb4ZV6iOO9IwCWEGFueCzn5ePmdffJcB3Pr2+mRQkcPku2muLjtIDOTu8ipO4R1IIkOZ0Ioo9cooYCpKAkZPHkojpGMU24WMXf6NPymw2PhuVyS3EGyVTHH7j9SBvrXfyUdj/W1KZKupjrmclGhn4KgieNpnjsSZ1rPXmCmCe+7kWlAmZueh5jp1eKl9vN6LJ+Q1wBKEfMV4UvWETQUZrAUHa3BbOogahSjaqp4IziH3R0KhSLhpuuutjenWDkpQHmmSX7AoCbq0ObAe00OCSfdm8v2NBpoS2ny/Ok+XzdUhAiYiqKQyW0zM1hfkyRie/gUfGxWmLKwydbGAE2NNsVhKx1cukl2Rjx8GLw2/Uo+sO0vGFEDpyyAz02h4g6m68PxuXheCsw4JmFyal4iz38J5cG5zAn8nd+mrkap9IimxriHzzAIqRRhn8H6miR258DvkcxLlMBMTBQScAkhxpbPT+q6W7v/amx7G+PwPnBc6GhF2TZWIk7h1tfSXz+wE3fuUvT0Ob2apiY7a5qunhykdN92Skryqcek0UlxwZF3UIUl+E2T/R0e+Tu3YC49keXqW//leJr1tSmuKgvSnHAJtqZodzRVbQ6HOhyiKc0jO9q5oSKUDhR6ZPH8QCGgdTGpI/uYnaU53JqRbt/g2EzLycPyG+DZGHVHMYyp+JWiwVbMrt7BvtzF+JSiNq451JbC9tJDrWfk+AiZmkmZPvbVJPGbipDPQONhGekeX1l+g7AJd8/LpCh0Youub53UXw7H+M67bXSkNPVxl4uL/FxYHGBWtsWWphQNCTji5HGZ4eNQdhmZqQSza9uwUzY6J4S/yU8qoLDnJlG+METrmJ0H8dgW2gJRPqjfIyMYpspaRGMcsklwofEGTfo2bCfJy8fTQ7u7DNbiQwZZi4lEAi4hxNjqueVoJzGa63FnzseoOw4+P0qDLijBqD0C8RgqFsWo2otbWNyraWqrY5HSkOWlmNZ4AM8wSdgaPJfpNbtpyMxCmwaeA87+XZgLlgxa/xVz0kXuKS89oHpfxMH2NLtaU+mslgX5QXPoXmA9+msVN2wm6miyipdhRbYAGjNzAcaWn4Lq4HgESCYpbd9LmzULfzCIgaY5AR5wLOoSMqEoGOBAJMW+VhulFCk33euqMenRGNe02Jqwqfjz4Rh3z083lu6ZISoJm7TZHk8eipPpMwhb0JbyeLcxxYJ8H+WZFmETDrcb2B1xFrQewjUsdHMALyefYHUtqbJFENb4VArP2wvll+E5DUwpm0tp+24OhUvJaG7jtcQUEo7m/f4t3Fr/Fs2TsgjENzA7uo23Mu7s9VZ1tfjoquNKuppj7Q5/qYpTFDIJG+n3VwZZi/FMAi4hxLnDNHHedxOkbNRLT6EizehwFrS1oCJN4Hro7BxQoPOK8BZd1P19uWa6hku5Drsrr8VwbCLaQrkOB4tnECqfDoZJ3PG4YFZGr/FDfftBhS2FzyBdy2UoZuVYvNuYHmFtu5pZORY+QxFzdK9Aoaeu/loA4eKLCHd9oWBZ+k/XgSv+kbireXlvB9tyHEylmOsYHEppNIrCcHobsSiYDpQ6Uh7bW1K02RqlIOF4uEDKhSy/IsdnELIUzx9LcOvMDA63O/0yRAbpfl6QrgcrCppUdTgcaXeYkmlxQVEA00yRmZvN5mvvxlSKNtslVB6gTMfwSiaDP4B2Exjxwxhly/E69mCHphJv3s70TB8zMnwsz59Pu6OJvt1BwB8nr70NL2BTkBGg2X0HMxGmPrAIlNnr9OLWJps/7I+xoyXF8ZjLpLDJRUV+yjOtfoGZEOOJBFxCiHNHV7bLdXCuuxXVEYFUCuu159B7tqTrvVyN4cYxd27CveTq7ixVALiqUJF49lk2VV7PRTteIXjTrSiteTJlkhsq7A46/H22pQbqB3XL9BB1cY+Yo8kPGPzflVm8VpskP2ji68y4dAUKp1Rn1HmvLTGX9qwgBQGPquYYH9u/lv9v+vWETYsZ2Rad4xgxFczONnnuiEfYZxBNeSil0K7GUmAqRXvKozzTwtOK/a0pNtTb+EyF42h8pmJ9TZLbZobpMUmHvICBqSzumZ9JeWb6V8KulhSmL8C+vBnsjzgkLE2H9rNycrDXlp5JOQA73Lls2Bsh255Ks38uH8g+yK66Np46mOTa3RGmFyuKEgkmhzvwFS1Ed0RYn5hMJKXwKa+791bS1bx6PMGxmEt+0KAl6dGa9NgbcSgJm9IUVYxrEnAJIc49poUuLEEXloDrkMrMxjLNdC+vTsq0wO09mGdp/U7cSWEWV71AsNiPWbMVo7oKY9oSCqaHhwyIBuoHlXTTNU5oKA6bZPrTRd8xR3cHb3taU+kGqZ6NYfhPus6oK7tWnmmxvHYvmVkB7nD3sTankl0RB1eng62FeRaXlASpOJwgaBmkXM2hDgfbBYN0EOZpTdgycbUmO2BwtMOhJpbOgplAWdjA0+lg8o8H48QcTdhSfGRasHMOYjr4XF7s54WjCbY2pQj7FIvyfWQH+m+hJl1Nfczl1eok2f4wCf9CwsCzLTPYUG+zvG4nwQBE7SJ2NU7l45MOQ36MSSHFrbPmErHT8xL9pCcBtCY92hyNq8FvKIpCBsejHpGkR3PC5cbykU0IOFm9eqIJMUok4BJCnNtMC11chtPVy6snf49fknYSVXMEy+cj58h7YCh03TG8sinkHd1LycLhO8337QfVFUz13JL71PzM7qAM4Be7OghbMCO6joMZq066zqgru/bm0XYyG46i/QEudWrZ4l9IItsi6WgClqIoaFIUMpmT6+NYh0ub49GaSLeACPkMOlIellLYnsfHZoQpDpndcxwh3adrb8TBUDA718fyYpeGuIurYXuLQ10ihk9BScigLu5ha03K08zM8CjPTE+C7Lml11XQ3mx7bG9KMS/PR34gvaW5qzXFkeY4N1XvI2KauPEMQjpGqqWd0MU3oRMH8CmbknAQrT2c4+meZLkBg2xL0fXW5QVMgqZiXp6Pz83zEWp6Ga0/iFJnLujS2sOp6eyJdgavK0RfEnAJIc59fXp5DfiU3VvAMDFqj0KsHdCojlZUMESQ/oOxh9P35CKcKNruCsrqojZFya3kOEkCXhuTEhuJuAFaExdTkjHyjEllgZ+FR/eTLA4RDviIJQ2WNe+ifNaF3VmoqKOJO5qPzQzz0rEEf6/xKAubtKXSzVItpbhtRoh7F2aR7Teoi7lMybKoi7k0Jzyakx4ZluK/d7YTd2FWjo9sv8H62iRomJqV/nXw5KE4758cpDzDoqotxaSOl0llfhBfZ41c1xZq13vjNxXvuDYvHUswNcvEABrjLn6fxdoZV6PwmGPuJYcOrOlB3Mg7KF8GWhm4zZvRThzPbsVpeAPTCrFy0nzq4x7729J9z2ZnG9yWtwv/4bfwAvk4DW+grBBm3hKUOvVaLq1d3JYtvV7/TFxXiMFIwCWEGP/sJMbhPWhAHT+cDrSSSXQghFFfjS6qGLLh6UD6nlyE/qfpcoM+kmY+YWcrCTOPsNNAvVVJbtA37PV71X25NtbhPaS0iXKTZADltfuIzKjE6szi+ZTuPmmY5zdoT6WDEr+hsF1w0XjQazD01AyT6Zkmr1YnKQpZuB4ELYNtzTZTO4dou5332DV+J71NmGKxuZPrQjG8aDtmZAMBf5hlU5cRMBV1MbfXe6NJZ9BSLmiVDgAXFAbY2pybPu1pTuFTOe9i5pbT1tGAL7+CeMIk2yrAjL6LEShAJxswMpZRmRFibl6QhtYY2m9RmNiOEa/FSdRju+BPthKYsvq0gyKlTFSgEC+6udfrS7AlRosEXEKI8c80ca66IX3yL5SBaqjFOLwHLB9eMITp2N3tI0aa5ep7chH6zwIMmIrK8hk0H9hMygUfDpXTZgy7ndizv5QCsgwXXbIC3fkaFxcHCC2Ejo70FmHfoc7F4fRWGyhMpQhZYLtgGao7IOzaqnzuSBwzlcQ1g8zKscjpbNYa78ycmQo8T+NoTUvCozrmEmhVRFQ2VwWP4ssu5IL8NrKK5xDKDvV7b2KOJstvkOVTlIZNjsdc2mzNkQ6XgmA642WYFQTUJt6s6aAtafOHQ2GmZLUzNZzHTVaSSZmA52CEp6TfV9dm+oZnSF17M65RxNHGQ0SjFh7NRM0SwkVlVGaO6GMcVNLVtDKJbHdj+hdhj9cXYjRIwCWEGP+6thztJCoeRWdl481Jt2RQrkPL9EpyZ8/p1QpiOAOdXOwZ9HRZnKdpn7GYI2oOFbF3ycrTg1wxred23LEOh72tKfZGHGbnZDI3N90La13M41PzM5kBA55+9JPiA5ODbGlqJ066IH5WjkWWZ5MbyOp+XmWBn2lBj22b/sSeSz+M4U//yJ+Vnf4z6mgCCo7bHq/XJKmOuUzPMvErRTVlNMQ2s2KSRa4PfFkVA783nsb1NHNyLA53pIdWl4YNmhIajcfMHB/zMh3+WjuDGYXLaezYTr6Voi5mMC/T4e34dD44+0J8HTvBS4IZxNy9pXt0U2L+RRyJvEKWL5+YUUizfzY1NW3MzSscMrAd6uRoV8CrvQQlTgVzKipZaO3rfn0hRoMEXEKIiaMr09VHqr5x2BqwgQx0crGvba0G6+umo+ItfPTZJzjyqbksmtLnl3aP+rGurcqUp9kfcUCpdJoLxf7O9gc9ty57FvEnXU1rwiG76a9cOGU1X6rM4uXjCSxDkalT3LzvOQILPwbmiSxe3oGtzCkIETm8jX3TlhHA5vYKP7OLM6mPuSjgYktRF3cJtKTwG4pLiv1oN4E/OY/MqcswU7v7BSM935vLiv08dzROu+2R5TNYmO+nqsMh5cEFBT7AxzpnNlkJzT7mEVIK19O0ewHafPOJ2FDS2bOs6/ADgSCquoq2ybOp9i0gkTGfAns3rb4ZxB3/wP24mhsgv2jIDvU9A17HC1Gt5lNdbTN34SJpqCpGlQRcQoiJY7Di+saWU75k35OLPfX85b3srbUoy0fir38iefenTrROSCTRzz2BuuFWAsFA93Zcu+0RdTWZlsJSCr8Jtpfe6huo39TWxjgHqjaDF6fIbaA09XeW5mWxaHElEVtRuHcTgawges8WYgsuTgeJhkNGzRHK8jK4MVFH/RSDrJa/k7U5jnPtLfhNC016K7I4ZLKvNd2GIuVBdiBMxFhAbtDCzFg86HtTF3d5rynVfRpyWrbF5AyTmqiL34I22+Ngu0tj0mB3xCFma0JhE1OlG8zaru51r12HHwAwLAqO7KM5MJ+wMmgKpE+a+pTXvx9XaxPB736JyP/zY9bX+Ac87BAwVXfAe6zDYX9b5/26msqCBCsnh0b874UQJ0s6yAkhxCnq+uXtT3RQXLOPlD9Iae0+2lragPTW1csvvsnbLR5/fu4NNtUnu4dsb6y3qWp32BdxqMg0cDVoNwnQqxFoXcylzfZYX+vgBgopUk24/nyONNWSsgoIWhYllkOg7igEgtTuO8CvtzXz2IEYL7/4JtUJjdYe2qojZ89jOMd3EzeP4W37Ezl+3V2L1dVR3/XS7SBiKW/ALdSeegacJWGLCwr97G1N0WZ7lGeaFAcN3mtKoYFFWS6eB0nXI2K7lIRNbFf3fo3Oww/YCYh1gJ0geGQPVxUqYimPjmRi0HX5Hv85mCbW4/+d7omm7e6vdWUMIR3IKq27DxyETEXQVGxtdki6Q28HC3E6JMMlhBBDGaKdRFe2atGmv6DN9I9TbVgUrX+G5Op/4M2j7cypO0qVY+E7XsVD787l3sp86uIe15QHORBJcSzqkvKgMtfgOt8GZs37CEHL6LUtlnA8mm1NOGcyincwtY3jObSZkwlxIivkeJr9HTCrZgfVFYuZ0nCAI9qkxEjRbIMdfZ02exL4LAoONVG42O1Vp5YfMPhSZVY6o9fZ7HUofU9ylmdahCzF9eVBEq7m+aNxPA2RpEvCNigKQcAyuGNOBhcXBfpv0w6yJbw4O8jsQkX0yCtkVKwmaPXPbplV+yAQInR0N5Wtz0A4k4OZN4BSvTKGAVOxuMDPG3U2rnmi/k0jY4PE6JKASwghBmMn8b34J1LX3jxg0BUwFStyUpQc3opjWFgK8gOK4J73aLjyQxRXbaXWBstUGKbF4vpdPHd0GbkBk7DPYEGmZk5IY8Z3c20B5DtRjOY3iasgr9fOJOxPt5cIW4otTQnmZTrUW7M4asylhD3k+FJgu+mWGKZFwvYw7BTFNfuoKV/A7sprabcdKvIPsbUhyMLoVjKMFjQGyW1R3OnvULn4Qubmnmjmuqc1xZ8Px9MnKLVmcYGfy0tPZNx61rMNdJIzZCoqsix+tzdKSdgiJ+BytMMh4SimmAY+Q3Mw4nBteah/9myALeGuflmmEyeTNozmN3H69MvyPf5ztKmwc6I4mTGWNb7MoeLZTE9FaPbNZdm0i3q91uWlAbY1p7vbd83LjKUG2KYU4gySgEsIIQbR87TcYD28FpVkkLrz/yIaS5IRTgcmNpDtNyit2c9xR+F309tbcxr3sW9eJY5nYDo2SzY+DVqzY8lycvT+7n5Q7eGl2Jh0VRT5DMXUTJOtrZqa2AwgxazsOcxvN6nMNbqzQoar2bM/SsgycC0/UX+IRMojVaAwm/6GGwuR8sIEIjG08mDDS/iOH4BVH6MkHOh3gnJ/m8MbdTbbmlNMDqc70PctRF9e7O8u3A91nl6MO+leXGFDMTnD5EDEwfY00ZTHonwfWqlhs0k9gzurR7+sVLyejswLyPEMAibQ2oS1bxvaNDEjDk7YIRBrZUZIMzmsCE2u6G5n0SVgKlZOCvQY06SH3T4V4nRJwCWEEAPpc1qOwXp4+QP4Ssooevl/SN3wMbyuYdquQ8YHbuLVXR0YhsIEpmWZhAM+Li4NUv/Wm/ib6zAUXJ5ow8IFzwbPITunAl9NtNfLlGVYOK7H9GwfYUthGaqzGDyTQGdWyA8sVTnpLUKH7sHQBTlTUaZFdckFmJ5NoBUSkwJU2MfQhom5fRPusiu6twgdL13jlOHZuKYfx9M8eSjO1ZOD+EgX9r9ancR2NRvrbSxD4Xia5Z1BWNLVKK1psz2mZZoczzFpaYP3TQoQsoxhs0n9ThmWljDPczgedTjYmuANXy7Zvvb0MO1wCPuT9wGgtcaLv46bqsIwXDJC2fh7tLPoaSQnUIU4kyTgEkKIAfQ9LTdolstO4v/9w6hIK2bFDNwLrui8gEXl7EncmZPszgD5TMUVZQEqszSoWrQvgc8A3XYAO7wIo3ApXmQHPmX36wFWmW+xpdkh238iUOnb+R4GDiS0m6CsbCEvt81gYdUzpAKaGdkhrCob3VSH2rcNd24lucFMfAqSqSSGY3P97rX8ed6NaHykPDjYlqImmh6GnXQ8DrWlWFIYINzZWH9jvc3iAj97WlPUJ7x02wsgx6fIDnnYHughivG7hoW/ejxBduDEPW2oaWNa6Rz+T005gdguDhPFVUHq4x5zL8ohUJn+XLSbQLX6sAwTUOClhuytNdQJVCHONAm4hBCir65RQaYFnYfdButUb27flM6EmRbGextwF17U6zkXFQdYXODvFQCZWzdiNtWgfOlf9l5DE/5aB7fIwOzsR1VZwInASaXAH2BnS0ev1x6ofQT0DySUGWTu1AuYlkjCHo9grg+r7iB4LqpqL+TkY73yNKy+gytLfdQe+Csdx3NIKJMPtO+mo/xiTAXHo15nh3tIuYrjUZc5uelTjSFLkdJQH3NZX5NkVo6ve3wQwFWWw6Sp4UGzSV1ZrZakx7bmFIvy001gAeIE2a/nsr+9nWz/fEzSxe772xzqO2dGdt2nVbBshB/yyGnXRpkjn40pxEAk4BJCiL4GOS3Xr1O9ncTc/Doq5YDjYkSaMXdsOpHl6tQrALKTGAd2oOqPg0oHS0a0Dfbv6BfQBUxFiRfF97dnSV1784g63w8l4DNRH7gJUjZq3TN4WbkYyQSgMPZsw1n2OvN9MD2ngzlZ+2kKB0m2GWxLVnJteYAXjyXRgKlgfq6PDQ1J/ladwGemt0zLM01QdJ9c9BkKn18RsT0SHpSEze5WFz0Dr561Yz5TEYyk68dKw2Y6M6gge7AtyFHeCdTaw6l5HmvyB1FKth3FqZOASwgh+hqsgWrfp23fhDp2CLQLWkFbC+bbf++X5er9TelgTvUJynRmzoABnf/xn+GVTsHcs4XKxcuHrTsaMhvTdV+uQ+q6WzF2vQuhMJgWuA5WTROHM1O0HIoQ0jEct5CyzACXcABnzsVEUxqUImyp9EgfV2P6O9egAA05/oFnUGZbA9RmddZ89Wwv4TMUc7M9trQoauMu+X6DK8sCTMm0mJVjcazDxeVEO4fi0OhsCXadjtROHM9uxWl4A9XndKQQJ0MCLiGEOBV2EuPQbpTfjw6ma4SU56Izs8FzB/8+00IXlqILS4d9CXP7JlRHBNUSAsuCuUsI+AOD1h2NOBtjWuiMLIzG2u7+YZgWHGvhaJFHRUct2tAkkxZNsTgzDu/GXLCElZODrK9JciCSnv+oDIWhNOVhk5k5PqKOJu7oATNxNNKdxerS1QG+V3sJ7XGF+hsZJdfx0elhijsHcQN8bGaYV6uT6RFCfoOVk0bvZKFSJqrH6UidbMDIWCbBljhlEnAJIcSpME2c930Q98Krej2sM7PBdwbqfewk5pYN4AtgtDbhFpYOWrg/XDZmwKzXANumjdEY1dVHqZ12NXnuAdrMClocH9Omhig0TSoLLKZlWTyyo51ry4NsqLfxG4qamMeMnBM1ZSVhs18m7s1aejVJhd5F/1eWWt2jiww3wo2571KWysI0lpDOZ53aycKhhlgPxwhPwW3cmP6L52CEp5zU95/u64uJRQIuIYQ4FaaFLixBF5aMzuW3b0K1NKYzW56HOn4IZScGLNwfKhszaNZrgG3TrGxNU2seYZ9BlCIAkimPrJLMdOEW6ZYQQcsgaBnMyrbY3+YQdTTNCZcbKk40M+1buJ9tgS/V+x57Fv1XFoaY7S8n1vAOYX8pJi2owPR+GaWBThYOFtQMNcR6RLwkZs5cjJyFeJEdQ554HMhpv76YUCTgEkKIc42dxDiyH69iZvdDynVIXfqB/nVenfpmY1RoEk7z5pOqQQp0Ni4dqjC/5/ZfeaZFadikKeHyuYVZvVpW9LwX/AH8BsNeO5hVgdnyNooUeoQZpcGCmp6F+F16DrEeCWUGu0+Ndv05Umfi9cXEIgGXEEKca0wT53039XtYZ+ema60G0icbo7STznpFNp5UDdJw23YDBWU3VIQGDba6RyON4NoDZZSSBAZ9/lBBTd85jzBw37LRMtavL849EnAJIcS5pmu7b4jB2X0NlI0xrGLY8y7e3AvAYNiMUc+tuaGCgpHWUvUcjUQwDxhgS7DHPfa9h3T2qmPQLbmhgpqB5jwO1rfsjOq8nzF7fXHOkk9eCCHORZ3ZIezkKV/C3L0JU5USaC/HzJmbrkEaxNYmm1/s6uCxAzF+sauDrU32kNfuCpwG3R7rMxpJOakBn9PzHrt6dCVd3St7leM3CPsM1tckSbonIqyhgpquTFws5RGxPWJDdLg/Y3rcz5i8vjinSYZLCCHOQSMZnD0kO4lRW4vhnwY1RzHnfQjMgbNlo1Fv1Hc0UkbVXpi/oN9zuu7x3UlLe21Tzs/zDbslN1zN2dmel9j3M5N5jaKnCZnhys3N5X/+53/GehlCCHFq+g7OPoUs10CzIAcz1NbcKekcjYSdgFgH2Akyqg/3vo8e9+geO8ybR9t7ZbO2NdmE4m29LjvQllxlgZ9Pzc/k9plhPjU/s98pwGEzcWfKIJ/ZWXt9cc4bdwHXM888w80338zMmTPJzc3ltddeG+slCSHEGXUywdKABgh4jEN7Bg3chtqa0+6JrcWe/3voG0j3+HIvv7b7n6alV/Q6YdnzHqNaU3Z0e+/XT0ZZ8+J/4rS3Dbsl1zOo6bktebJGfH8DOO3PTEx4425LMRaLsXz5cj72sY/x2c9+dqyXI4QQZ9ZJDM4e1EhnQXYabGvOb2ic4+keXqBHPlNwgB5fTmPLiROWPe5R2xq/sZvy2jYiMypxrXSGavl7fyEnHOCeYy9Rd90nRrQlN5K+V4P17DqtmYln4jMTE964C7huv/12AJqamkb8PT/+8Y/5r//6Lx5//HEuvvji0VqaEEKcvpMMlga+xshmQfbUs94ox6+x2rbiNMRxk824B39HVwxyRmYKmiapK6/Hbd+B9hLoeDn55WVkxbdxxF9J2I6zsPUQZkYQ8/BuSnQMzKze1+hzgnMkdWgDBWSL883Tn5l4EsPOJQA7f427LcWTobXm/vvv57//+7959tlnJdgSQpz7OoOlvv8M2n/rDOramgtaFipQiE42YAaLQDugne5+XipQeHozBU0L8ouhcCaelUTllDMp1+H6OVP5X7OyuOfYi+QEzXRNlGlgvfJ07+8f4ATncHVog516tD2j+15P+f5G8pmdgVOnYnwbdxmukXJdl3/6p3/irbfe4q9//SsVFRVDPn/fvn1naWVjY6Lf33ggn8HYOt/ff5Wy0Scz41FrMtpr0cpEeQ4o0Oo4SrtE4wlQ+zBiHXjhzBFfst9n0PM1tEs0nsRIbqdw8xsk7ThGMomXOorb0MDhaZV4wTAAmQe2E2xpJfHKc3TMXAiA7UFro0XCOhF1JRxFo9+hzYBGG2oaTDJ7/NbrcGCzqqXQ13cd6fs7kwZa81iYyP8dzJ49e6yXMKRzOuD6wx/+wH333df99z/+8Y9cfvnlI/rer33ta5imycsvv0xRUdGwzz/XP6jTsW/fvgl9f+OBfAZj67x//3t2fB/hlpZ2E3jtV2DkLMRtfhdQmPlL8SI7MLIqUIkUgUceIPm5+yEja9jrDfQZ9HyN7uu6CuOOz2O8/Tfw+zFsG+Pi9zFz6qz02u0k1sEtUFICXgpnakX3PbmFvbcMbygLsLCzhqvC1byrO3ptOWalPJbNy8RPsv86TmJm4rC61jy5HOxErzWfTef9fwdj7JwOuG644QYuuuii7r+XlZWN+HtXrlzJk08+yQsvvMCaNWtGY3lCCDEunEpPr55d362CC09cq+uxl/4AloX1ytM4q+84pXUNOKvQBBWPQlFZenC346AS0e4Axdy9BbTG3PUe7qz5ve5pqL5XQ/fsOvWZiSMx0AnGU+qtJsa1czrgysrKIitr+P/nNJDrrruO1atXc+edd6KU4hOf+MQZXp0QQowDfftDnYmTc9F2zMN7IRjGPLAbJ9o+oizXSNc76Ik/SLe7qK8GO4n51jq8ZKLXacB+o4N6GJNGpGfpBKN2bZR5ElvG4qw7pwOugbS0tHD06FEikQgAhw4dIicnh5KSEkpKSno9d9WqVfz617/uDro+/vGPj8WShRBizIxGdsV66akTJ/BOM8vVzzAn/pxLP4D1+gtoQGkPr7D0pE5wDhWQjYozcep0GKfV0kKcNePulOLatWtZsWIFq1evBuALX/gCK1as4Je//OWAz1+1ahW/+tWvuO+++/j9739/NpcqhBBj6yQboI5ItB1r9xZIxKEjAok41s73INre77VPyVAn/kwLo/YYOpyBSsYhIwtj/05w3VO/n9E2iqdOtXZxmjfjNLzZ3dLCad6M1ufw+3EeG3cZrjVr1gxbk9Xa2trr7zfccAO1tbWjuCohhDgHjUZ2xefH/l/3Dvh4t1Mo0h+RzgBS1VdDKgWGgdHSiLljE+4FV5y51xknlDJRgUK86ObulhZGxrLTa9khRs24C7iEEEKM0Ck0QB2WP4A3bc7QL3u6g7cHvbCZ3lJc9wxebkH3w0bVftyFF43ayb/ButOfC4zwFNzGjem/eA5GeMrYLkgMSgIuIYQQZ85oFOl3MS10QTHOdbcO8LXRyeqMZFzQmPKSmDlzu1ta4CXhTLa0EGeMBFxCCCHOmBEX6Z/qmJvRyNoNYiTjgob63rORFRuwtcY57nw9UTnuiuaFEEKco0ZapD9OxtwMNy5oMFubbH6xq4PHDsT4xa4OtjbZo7jK8aXrRKXWevgnTzCS4RJCCHFmjLBIf9RqvM6w3ICBr09yyqfSjw/mdLJiE5nW7ukPCR/nJMMlhBDizBjhEOdeNV7ncJarqzt9LOURsT1iKa9Hd/qBnWpWbKLrOlF5WkPCxznJcAkhhDhrTrsR66nWfp2ik+1OfypZsfPF+X6iUv4NEEIIcXacbiPWMar96upOP5ItwVPJip03Ok9UWuUfwsyZmz5ReR6RDJcQQoiz4zQbsY6X2q8xmdk4DozHE5VnkgRcQgghzo7Taekwgv5e51K7gbM+s1Gc82RLUQghxDlvoNqvns7ndgNifJAMlxBCiHNbZ+2XNi3obGllHNqDO3cJ2mf1bzegLczii86rE3Di3CcBlxBCiHPbELVf/QY4R2sI7GrAu2Yp+CXgEucO2VIUQghxbhumv5cRngKeA56NUXcUZRT023IUYqxJwCWEEGJ862o3UHw9VsQCv3XSTVW1K+N3xOiSgEsIIcS41tVuwNqzDcsoRynfgIX1g5GCe3E2SMAlhBBi/BtJU9U+GS+tXZzmzTgNb3YX3DvNm9HaPcuLP32SoTv3SdG8EEKI8W+4pqqdXepT197c3b+rX8F9sgEjY9m4O93YlaGzJn8QpaTJ6rlKAi4hhBDj3zBNVQfrUj+e5/tp7fZviWGFMPOWjLug8XwgW4pCCCEmtr5d6ntuLY7j+X5dGTqdbOjO0KlAoQRb5ygJuIQQQkxoQ3Wp7yq4V8pI/2kGx2iVp6ZnS4zxlqE730jAJYQQYuIaSTH9eDaOM3TnG6nhEkIIMXENV0w/znVl6IDuP8W5SQIuIYQQE9cwxfRCnC2ypSiEEEIIMcok4BJCCCGEGGUScAkhhBBCjDIJuIQQQohRJGN3BEjAJYQQQowaGYwtusgpRSGEEOIMk7E7oi/JcAkhhBBnmIzdEX1JwCWEEEKMAhm7I3qSLUUhhBBiNHSO3TFyFuJFdqTH7oyzWY3izJGASwghhBgFMnZH9CRbikIIIYQQo0wCLiGEEEKIUSYBlxBCCCHEKJOASwghhBBilEnAJYQQQggxyiTgEkIIIYQYZRJwCSGEEEKMMgm4hBBCCCFGmQRcQgghhBCjTAIuIYQQQohRJgGXEEIIIcQok4BLCCGEEGKUScAlhBBCCDHKJOASQgghhBhlEnAJIYQQQowyCbiEEEIIIUaZam1t1WO9CCGEEEKIiUwyXEIIIYQQo0wCLiGEEEKIUSYBlxBCCCHEKJOASwghhBBilEnAJYQQ4qxYvHgxDz300FgvQ/RQVVVFbm4u77777lgvZcKTgGuCev3117n99tuZP38+ubm5PProo2O9pAltuPdba82DDz7IvHnzKC0t5aabbmLXrl1jtNqJ4Uy8562trXzmM5+hoqKCiooKPvOZz9Da2noW72JikZ87Z5/87Bk/JOCaoKLRKAsWLOA73/kOoVBorJcz4Q33fv/kJz/h4Ycf5rvf/S6vvPIKRUVFfPSjH6W9vX0MVjsxnIn3/J577mHr1q088cQTPPHEE2zdupV77733bN7GhCI/d84++dkzfkjANUFdd911fP3rX+fDH/4whiEf82gb6v3WWvPII4/wxS9+kQ9/+MMsWLCARx55hI6ODp544okxWvH4d7rv+Z49e3jppZf48Y9/zPLly1m+fDn/+Z//yfPPP8++ffvG4pbGvZP9ufP4448zZcoU1q5dexZWNzGd6Z89nufxL//yL1RWVnLgwIGzcQvnDflNLMQoq6qqoq6ujve///3dj4VCIS6//HLeeuutMVzZxDWS93zjxo1kZmZyySWXdD/n0ksvJSMjQz6Xs+CRRx7hK1/5Co899hg33njjWC9nQjrZnz2pVIpPf/rTvP766zz//PPMnDnzbC53wrPGegFCTHR1dXUAFBUV9Xq8qKiImpqasVjShDeS97y+vp6CggKUUt1fV0pRWFhIfX392VvseeiBBx7gN7/5Dc888wxLliwZ6+VMWCfzsycajXL77bcTiURYu3YteXl5Z22d5wsJuIQQQpw1P/vZz2hvb2fdunWSQTmH3HvvvZSUlPDnP/+ZjIyMsV7OhCRbikKMspKSEgAaGhp6Pd7Q0EBxcfFYLGnCG8l7XlxcTFNTE1qfGCertaaxsVE+l1F06aWXopSS+sWz4GR+9lx33XXs2rVLttNHkQRcQoyyqVOnUlJSwrp167ofSyQSvPnmm73qh8SZM5L3fPny5XR0dLBx48bu52zcuJFoNCqfyyhaunQpTz31FA8//DDf+973xno5E9rJ/Oz55Cc/yYMPPsiaNWt6PV+cObKlOEF1dHRw8OBBIH3q5NixY2zdupW8vDymTJkyxqubeIZ7vz/3uc/xox/9iNmzZzNr1ix+8IMfkJGRwa233jrGKx+/Tvc9nzt3Ltdccw333XcfP/7xjwG47777uP7665k9e/ZY3da4NtKfO8uWLeOpp57iox/9KEopvvzlL4/Vkse9M/mz584770RrzZo1a3j00Ue5+uqrz/btTGiqtbVVD/80Md689tprrF69ut/jH//4x3nkkUfGYEUT23Dvt9aa73znO/z617+mtbWVCy+8kB/84AcsWLBgDFY7MZyJ97y1tZWvfOUrPPfccwDccMMNfO973yM3N/ds3caEMtxnsnjxYj7zmc/w+c9/HoB33nmHj370o3z+85+XoOsUne5/B1VVVSxZsoR169ZxwQUXAPDLX/6S+++/X4KuM0wCLiGEEEKIUSY1XEIIIYQQo0wCLiGEEEKIUSYBlxBCCCHEKJOASwghhBBilEnAJYQQQggxyiTgEkIIIYQYZRJwCSGEEEKMMgm4hBDjwqOPPkpubi5VVVVn/bXfffddCgoKOHDgwIBff/DBB3n00UcH/FpjYyNlZWW88MILo7lEIcQ5TgIuIYQYxje/+U0+9KEPMXPmzJP+3sLCQu644w6+/e1v9xqULYQ4v0jAJYQQQ9i2bRvr1q3jrrvuGvQ5juNg2/agX7/77rvZsmULf//730djiUKIcUACLiGEGMLvfvc7iouLufLKK3s9bts2//Zv/8bUqVP54Q9/yH333UdpaSk33ngjhw8f7vXcefPmsWDBgkG3HYUQE58EXEKIUdPR0cH9999PZWUlxcXFzJw5k5tuuonXX3+9+zlvvPEGd911F4sWLaK4uJi5c+fyhS98gZaWlhG9xubNm7ntttuoqKigtLSUVatW9cskjWQdg3n22WdZsWIFhtH7x+UPf/hDHn74YW6//XZuu+027r33Xr7xjW8QCARobm7ud52VK1fy3HPP4bruiO5LCDGxWGO9ACHExPWlL32Jp59+mnvuuYd58+YRiUTYtGkT27dv54orrgDg6aefpq2tjTvvvJOioiK2b9/Ob3/7W3bt2sULL7yAUmrQ669fv55bbrmFxYsX8+Uvfxmfz8fjjz/OzTffzFNPPcVVV44+ryoAAAUASURBVF014nUMpLq6mmPHjrF06dJ+X3vhhRe4+uqr+e53v8uDDz5IRUUFa9as4d577x3wWkuXLuWnP/0pO3bsoLKy8iTeRSHERCABlxBi1Dz//PP84z/+I//xH/8x6HP+/d//nXA43Oux5cuX8+lPf5oNGzZw2WWXDfh9Wmvuu+8+Lr30Up5++unuwOzuu+9mxYoVfOtb3+o+GTiSdQxk3759AEybNq3f10zTJB6Pj/haXdfYs2ePBFxCnIdkS1EIMWqys7PZtGkT1dXVgz6nK9jSWtPW1kZTUxPLly8H4L333hv0+7Zt28a+ffu49dZbaW5upqmpiaamJtrb21m5ciWbNm0iFouNeB0D6doazM3N7fe1NWvWsGHDBm655RY2btxIfX09nucNeq2uazQ1NZ3UGoQQE4MEXEKIUfOtb32L3bt3s2jRIlauXMkDDzzQnTXqcuzYMe6++24qKiqoqKhg5syZLFmyBIC2trZBr93VE+vzn/88M2fO7PXPz372MzzP6w6YRrKOoQzUzuGuu+7i17/+NbFYjNdee41vfOMbTJ8+nW9+85skEolBrzHUFqkQYuKSLUUhxKj5yEc+wmWXXcbatWt55ZVX+PnPf85PfvITfvrTn3Lbbbfhui4333wzjY2N3HfffcyZM4eMjAw8z+OWW24ZMmPU9bV///d/H7DGCtI9sEayjsHk5+cD0NraOuj9feQjH+HBBx8kGo0Si8X40Y9+RCQS4Yc//GGv53Zdo6CgYNDXE0JMXBJwCSFGVUlJCXfddRd33XUXra2tXHvttTz44IPcdttt7Nixg7179/LTn/6UT3ziE93fM1hH956mT58OQGZmJitXrjytdQxm7ty5ACPqbj9//nzWrFlDdXU1Tz/9dL+Aq+sac+bMGfZaQoiJR7YUhRCjwnVdIpFIr8dyc3OZOnVq9+OmaQL9t+weeuihYa+/dOlSZsyYwcMPP0x7e3u/rzc2No54HYMpLS1l6tSpA9aSDZb1chyHYDDY7/H33nuPzMxMFi5cOORrCiEmJslwCSFGRXt7OwsWLGD16tUsWrSI7OxsNmzYwEsvvcSnP/1pIJ3tmTlzJvfffz/V1dXk5eXx4osvjqi43TAMHnroIW699VYuvfRS1qxZw+TJk6mpqeH1119Ha81f/vKXEa1jKDfeeCNPPvkknuf16sW1atUqLrvsMq6++mqOHTtGc3Mzb731Fi+99BJf/OIX+13n1VdfZdWqVd1BphDi/CIBlxBiVITDYe655x7WrVvHc889h+M4TJ06lW9961t87nOfA8Dn8/HYY4/x1a9+lYceegjDMLjmmmt48sknR7T1dsUVV/Diiy/y/e9/n1/84he0t7dTXFzMsmXL+OQnPznidQzlH/7hH3jkkUdYv349K1as6H78X//1X/n973/PV7/6Verq6jBNk4qKCu6//37++Z//udc19uzZw86dO/n2t799Mm+hEGICUa2trTJNVQghhnDzzTeTk5PDr371qwG/3rPx6UC+8pWvsGHDBv72t7/JKUUhzlOS4RJCiGF87Wtf45prruHAgQPMnDnzpL63sbGR3/72t/zmN7+RYEuI85hkuIQQ4jS99tpr5OTkSAd5IcSgJOASQgghhBhl0hZCCCGEEGKUScAlhBBCCDHKJOASQgghhBhlEnAJIYQQQowyCbiEEEIIIUaZBFxCCCGEEKPs/wfmgVKCoxRD+AAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Encoding the category marker into the sales profit scatter plot\n", "plt.figure(figsize=(8,8))\n", "prft_sales_encoding('category',cat_markers)\n", "plt.title('Encoding Product category into Sales Profit Relationship');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Relationship between sales and profit showing product region. \n", "There is much clustering of products ordered to the west in the sale range of \\\\$100 to $1k. \n", "\n", "Earlier on we saw that the highest sale made a loss, here we can see that the product was ordered by a customer in the south region. Later on we would know which segment the customer with this order belongs to." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Encoding the category marker into the sales profit scatter plot\n", "plt.figure(figsize=(8,8))\n", "prft_sales_encoding('region',reg_markers)\n", "plt.title('Encoding customer region into Sales Profit Relationship');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average sales in each category based on region\n", "It looks like all the same average sales were made from the Furniture category in all regions, but the heatmap shows the exact value to clear the air. We can see that the highest sale (average of approximately $508) was made from Technology category in the South region followed by Technology category in the East region. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# A function to create a bivariate barplot of two categorical variable and one numeric variable\n", "def barplot(cat_var1, num_var, cat_var2):\n", " sb.barplot(data = store_sub, x = cat_var1, y = num_var, \n", " hue =cat_var2, errwidth = 0)\n", " plt.ylabel('avg {} ($)'.format(num_var));" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# Creating a function to plot a heatmap of two categorical with average value of numeric variable displayed\n", "# Note this function takes the data to plot from as an input.\n", "def avg_num_cats(cat1, num, cat2, data):\n", " reg_cat = data.groupby([cat1, cat2])[num].mean()\n", " reg_cat = reg_cat.reset_index(name = '{}'.format(num))\n", " reg_cat = reg_cat.pivot(index = cat1, columns = cat2, \n", " values = '{}'.format(num))\n", " heat = sb.heatmap(reg_cat, annot = True, fmt = '.2f', cmap = cmap,\n", " cbar_kws={'label': 'avg. {} ($)'.format(num), 'shrink': 0.8})\n", " plt.title('Avg. {} of each {} in all {}'.format(num, cat2, cat1))\n", " plt.yticks(rotation=0);\n", " for t in heat.texts: t.set_text('$' + t.get_text())\n", " return heat;" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting average sales of each category in each region.\n", "barplot('region', 'sales', 'category')\n", "plt.title('Avg. sales of each category in all region');" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying values of above plot using heatmap.\n", "avg_num_cats('region', 'sales', 'category', store_sub);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average profit in each category based on region\n", "The highest profit (~ \\\\$80) is made from the Technology category in the East region. Products in the Furniture category were doing fine in sales (the second category with high sales), but it did not produce much profit. There is a loss, -$5.97, from the Furniture category in the Central region." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting average profit of each category in each region.\n", "barplot('region', 'profit', 'category')\n", "plt.title('Avg. profit of each category in all region');" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Displaying values of above plot using heatmap.\n", "avg_num_cats('region', 'profit', 'category', store_sub);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Relationship between sales and profit considering only states with loss\n", "Here we are seeing the relationship between sales and profit for a subset of the 10 states with loss. It's no surprise that there is much loss compared to profit." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "loss_state = [\n", " 'Oregon', 'Florida', 'Arizona', 'Tennessee', 'Colorado',\n", " 'North Carolina', 'Illinois', 'Pennsylvania', 'Ohio', 'Texas'\n", "]\n", "sub_state = store_sub.state.isin(loss_state)\n", "LossState = store_sub.loc[sub_state]\n", "\n", "# Creating a column (income_status) that has \"profit\" for positve value in profit column and \"loss\" for negative value\n", "cond = LossState.profit.astype(str).str.contains(r\"-\\d+\")\n", "LossState['income_status'] = np.where(cond,'loss', 'profit')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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ceuqpHHXUUcyZM6fFQMU9vQa/+uorqqqqGDNmDHfccUez+/h8Pr788sv072effTaLFy/m+OOP54wzzuDII4/koIMOYtSoUR1+v8OHD2f06NFNth9++OHceeed6diSTKZOnZol1MCJh9iwYQPFxcVMnjy5yTGpeKrm7q29yciRIxk0aFCT7StWrMAwDBYvXtysK8I0TSzL4uuvv272nslk7dq13HvvvXzwwQeUl5cTi8WyXk8FBneWL7/8kkgkwoEHHtisUEjF8zW31mPHjiU/P7/J9sx7PvVloDP3WVd9nhx66KFN7ntwrssPP/yQ1atXc8ghh7R7PMWe0e8FCjhq/LjjjuO4444DwLIsXnzxRa688krefPNNHn300Sw/bGssXryYCy64AK/XyzHHHMOYMWPw+/1omsb777/P0qVLicfj7Z5bdXU1APfff3+r+4XDYQDy8/N54403uP3223nllVfSQqKgoIDvfve7XH/99fj9/jbPmxIo77zzDgcddBDvvvsuRx55JJqmccwxx3DTTTexZcsWNm3aRDQabRI4u6c0Z+lJfbtKWXU6Q11dHdB8dgZASUkJQDp4buTIkbz11lvcfvvtvPHGG+lAv+LiYn70ox9x1VVXpee1YMECxo4dy9NPP829997LPffcg6ZpHH300dx88817VFNi9uzZvPrqq/zpT3/i3//+d9qCMHLkSH7+859z4YUXpvftimswdd1t3LgxHQDaFqeeeirPPvssDzzwAH/729/SVokpU6Ywf/58TjvttHa/35b+PqmHeOrv2NYxbf29/X4/+fn5zQZL7k1aml91dTXJZLLNv0Fzwd2Z/Pe//+XUU08lmUxy9NFHc8opp5CXl4emaaxZs4aXX365Q59LzdHReyuTlmJ1mrvnO3OfNTd+Zz5POnNdKrqPfUKg7I6u65xxxhl89tln/PGPf+Sdd95pt0D5/e9/j9vtZsmSJVkBpgA///nPWbp0aYfmkvpWsXHjxnZ/Ex86dCj33HMPd999N+vXr+f999/nscce44EHHiAYDKYDAlvjqKOOQgjB22+/zbx58ygrK0uLkNTPt99+O52l0NUCpbtIreeuXbuaFUGprIjMb3P77bcfjz76KJZl8dlnn/Huu+/yyCOP8Lvf/Q7LstJBf7quc+mll3LppZdSXV3N8uXLefHFF/n73//OGWecwYcffrhHVqaDDjqIZ555BtM0Wb16NUuWLOHhhx/m6quvxufzcf755wNdcw2m3v/JJ5/MM8880+45nnjiiZx44olEo1FWrlzJG2+8wSOPPMIPfvADFi9enBX83Rq7du1qdnvKYtjct+1Ml0KKzL93c0QiEerq6rrU+tcZmps7OPNPJBIdcgs3xx//+Eei0SiLFy9u4oq98847efnll/dofGh7rZu7tzpDd99nrdGZ61LRffTrGJS2SGVyZKYhtqW6N2zYwMSJE5s8GGzbZvny5U32T43XUqzLQQcdBDguno4ihGC//fbjwgsv5JVXXsHj8WSlLrbGoEGDmDx5Mv/973/TaYgpE+2MGTMIBAK8++67vPPOO7hcLg499NB2jdsVVpA9IZXWnUoLz6SiooK1a9eSk5PDhAkTmryu6zrTp0/nyiuv5LnnngNocT2Lior45je/ycKFCznzzDOprKzsspo6brebAw88kGuvvZaFCxc2mUdHr8Hm2G+//SgoKGDlypWdSu32+Xwcfvjh3Hjjjdxyyy1IKZtNM22Jbdu2NZuimxJXqay1tsjLy2Ps2LHs2rWrSZwWOOm70LwLoCN013V90EEHUV9f367yAK2xYcMGCgsLm40Ta0mwaprWoRi8/fbbD7/fz+eff05VVVWT11NxbHu61pl0533WHMuXL292TTp6XSq6hn4tUJ577jmWLFnS7AVXXl6eNlEffvjh6e0pZb5t27Zmxxw5ciQbNmzI8udKKVmwYEGzH5CBQAAhRIvj/ehHP8LtdvPrX/86y9+fIplMpj9kwfEzN1cbobq6mkQi0S73Toqjjz6aeDzO/fffz7Bhw9IPbU3TOPLII3nzzTdZtWoVBx54IDk5Oe0aM7V+e/qNsLN897vfBZxvjZnrJKXkxhtvJBKJcP755+NyuQAnhbo5H3Xq2NR6tlTUT0qZ/naVufapWhPtdfusWLGCaDTa5jyg49dgcxiGwaWXXsquXbv4xS9+QSQSabJPVVVVVizI+++/TzKZbNcc28KyLG666aase3Pjxo088sgjuFwuzj777HaP9b3vfQ+AX//611nBz3V1ddx8880AfP/732/3eM3R1udCZ0mlU//85z9n+/btTV6PxWLteiCPHDmSmpoaSktLs7Y/8cQTvPnmm80eU1RURGVlZbPXXXO4XC7OPfdcIpEIv/3tb7O+2JWVlXHXXXchhEjfg52ho/dZV/P111/z6KOPZm3717/+xYcffsiECRNUmvFepl+7eD766CMWLlxISUkJhxxySDqYb/PmzfznP/8hGo0yZ84cLrnkkvQxc+bMIScnh3/+85+4XC5GjBiBEIJzzz2XkSNHcvnll3PVVVdx1FFHceqpp2IYBitWrGDdunWcfPLJTYoi5ebmMmfOHFasWMG5557LjBkzcLlcHHbYYRx++OFMmDCBP//5z1xxxRUceuihnHDCCYwbNw7Lsti+fTsrVqwgHo+zZcsWAJYsWcJvfvMb5syZw7hx4yguLqa8vJyXX34Z27a56qqr2r0+Rx99NA8++CAVFRVp90GKY445Jh201xH3zrHHHsvKlSv53ve+x4knnojX62XEiBGcd9557R5jT5gzZw5XX301d955J4ceeiinn346+fn5LFmyhE8//ZQpU6akMzsAnnnmGf7v//6Pgw8+mLFjx1JUVMTWrVt5+eWX0XWdn/70pwBEo1FOOeUURo8ezQEHHMCIESNIJBK8//77rFmzhoMOOijr22vqwZsSQm1xzz338O6773LooYcyatQo8vLy+Oqrr3jttdfw+XxZLsiOXoMtce211/L555/zxBNP8J///IejjjqKYcOGUVlZycaNG1m+fHm6cBzAr371K7Zv384hhxzCyJEj8Xq9fPbZZ7z55psUFRV1qA7M/vvvz0cffcQxxxzDcccdR01NDS+88AJ1dXXceuutHQq8veKKK3jjjTd44403OOywwzjppJNIJBIsXryYHTt2cN5553H66ae3e7zmOOqoo9A0jYULF1JTU5OOVfjRj37U7looLY17yy23cOONNzJ79my+8Y1vMHr0aGKxGFu3buWDDz5g5MiRvP/++62Oc9lll/Hmm29yyimnpK/5VatWsXz5ck477TT+9a9/NTnm2GOP5R//+Adnnnkmhx12GB6Ph6lTp3LKKae0eJ4bb7yRZcuW8cQTT7B69WqOOeaYdB2UmpoafvnLX3LggQd2ej06ep91NccffzzXX389b7zxBvvvv3+6DorP5+O+++5r0VWn6B76tUD5yU9+woQJE1iyZAmff/45S5YsIRKJUFhYmI4Q/+53v5v1EAkEAjz55JPcfvvtvPDCC+ngtNSH8g9/+EPcbjcPPvggf/vb3/B6vRx66KE88MADvPjii80+HP7yl79w/fXXs2zZMl5//XVs22b+/Plpy81ZZ53F1KlTeeCBB3jnnXdYsmQJXq+XwYMH841vfINTTz01Pdbxxx/Ptm3bWLZsGa+++ip1dXUUFxczZ84cLr30Uo499th2r8/hhx+OYRjpwLpMMn9vLiOmJa655hrq6up45ZVXuOeee0gmkxx++OF7TaAA3HDDDUyfPp2HHnqIf/zjH8TjcUaNGsUvfvELfvazn6Vde+CsfSKRYMWKFaxZs4ZIJMLgwYM5+eSTufzyy9PVc3Nycrj55pt57733+O9//8srr7yCz+dj1KhR/O53v+OHP/xhVhbVZ599BtDu933xxRdTWFjIxx9/zIoVK0gkEgwZMoTzzjuPK6+8MiubpzPXYHMYhsETTzzB888/z1NPPcXrr79OKBSiqKiIESNGcPXVV3Puueem97/mmmt46aWXWLVqVdqFNnToUC677DIuv/zydNZEewgEAjz77LPcdNNN/PWvfyUUCjFp0iR++tOfdrg3ltvt5p///CcPPvggzz77LI888giapjF58mR+9atfpS0se8J+++3HQw89xH333ceTTz6Ztjqcc845eyRQwPmcOuSQQ1i4cGH6vs7NzWXIkCGcc845nHHGGW2OccIJJ/DMM8/wxz/+kRdeeAFN05g9ezaLFy9m06ZNzQqUBQsWoGkab7/9dtq1cf7557cqUAKBAK+99hr33HMPL774In/+85/xeDxMnz6dH//4x1mfVZ2ho/dZV5Nyrd5666089NBDgCPkfvOb33Sp60rRPkTQKcijUCi6kG9/+9vptPZMQbSvs3nzZmbMmMHhhx/eoZgVhaI7eeqpp7jiiiuYP38+1113XU9PR9FAv45BUSh6Atu2+eCDD/jJT36ixIlCoVB0kn7t4lEoegJN09i0aVNPT0OhUCj6NMqColAoFAqFotehYlAUCoVCoVD0OpQFRaFQKBQKRa9DCZQ+RnMVHBXNo9aq/ai1aj9qrdqPWivFnqAESh8j1eRN0TZqrdqPWqv2o9aq/ai1UuwJSqAoFAqFQqHodag0Y4VCoVB0itJqk8WbYmwLWwzP0Zk32svUIndPT0vRT+iXFpRp06Zx33339fQ0FAqFot9SWm1yf2mIoGkzNEcjaNrcXxqitLrj3bEViubokwJl6dKlnHfeeUyePJlAIMBTTz3V01NSKBSKfYrFm2IUuDUCHg1NCAIejQK3xuJNsZ6emqKf0CcFSjgcZsqUKdx22234fL6eno5CoVDsc2wLW+S7s7v75rsF28JWD81I0d/okwLlxBNP5IYbbuC0005D09p+C3//+98ZMWIEL7/88l6YnUKhUPR/hufo1JnZdT7rTMnwHL2HZqTob/RJgdIRHnzwQX75y1/yzDPP8M1vfrOnp6NQKBT9gnmjvdSaNsG4jS0lwbhNrWkzb7S3p6em6Cf06yye3/3udzz++OO8+OKLzJgxo9V9169fv5dmtef0pbn2NGqt2o9aq/bTk2u1PiRYUqVTFhcM8UiOHWAxIXfvdyzxAKfmOXNZ2zCXUwdYeKqqWJ9Rn60vXVcTJkzo6SkoMui3AmXhwoXU19ezZMkSxo0b1+b+feXCXL9+fZ+Za0+j1qr9qLVqPz25VqXVJi+WhSjI1ZhcJKgzJS/W21w5KrdH0nsnAK3ZpdV1pdgT+q2L55BDDkEIwXPPPdfTU1EoFIouQWXOKPYl+q1AmTlzJi+88AIPPPAAf/jDH3p6OgqFQrHHqMwZxb5En3TxhEIhNmzYAIBt22zbto3Vq1dTWFjIiBEj0vvNmjWLF154gTPOOAMhBNdee21PTVmhUCj2mOE5OkHTJuBpFCkqc0bRX+mTFpRVq1Zx1FFHcdRRRxGNRlmwYAFHHXUUv//975vsO3v2bF544QXuu+8+7rjjjh6YrUKhUHQNKnNGsS/RJy0oRx55JMFgsMXX16xZk/X77Nmz2bJlSzfPSqFQKLqXqUVurpyam9X/5nv7+VX/G0W/pE8KFIVCoehPdKTp3tQitxIkin0CJVAUCoWiBymtNrnl4zoqYzbxpM0XQY1Pqkx+MztfCRHFPo0SKAqFQtGDPPpFiA11SfLdGvkejbgFG+qSPPpFiIsm5bbbsqJQ9DeUQFEoFIoe5KNdCfJcAq/uZOZ4dZAuwXs74kSTUODWGJqjETRt7i8NceXUninKplDsbfpkFo9CoVD0K0TT3+sSUhVlU+zTKIGiUCgUPciBA13Um5KYJZHS+VlvSsflo4qyKfZhlItHoVAouoH2ZuZcNCWXHdFaKmOSuoTEowvG5usMzdGpM6UqyqbYZ1EWFIVCoehiSqtN7i8NETTtrPiR0mqzyb5Ti9z8ZnYBJwzzMmOAmxOGefnN7AIumpSrirIp9mmUBUWhUCi6mMymfkDaCrJ4U6xZK0pLtU1UUTbFvowSKAqFQtHFbAtbDM3JNlB3Jn5EFWVT7MsoF49CoVB0McMb4kcyUfEjCkXHUBYUhUKh6AStBcHOG+3l/tIQ4FhO6kxJrWnzvf38PTllhaJPoSwoCoVC0UHaCoJNNfULuDV2hG0Cbk0VWFMoOoiyoCgUCkUHaU8QbHfEj3SkqaBC0ddRAkWhUCjaIFMY+OMG26XJ/gNcWft0dxG1lNWms6XvlbhR9DWUQFEoFIpWcLoNO4XU4pZEJnSiJPAbgnGBRpHSmSDYjoiGjqYu736ePRE3CkVPoGJQFAqFohUe/TzEhjqLSMImGLfYFhVUxm2Wlcf2qIhaR4q5gZO63NnS95niRvX1UfQVlEBRKBSKVvioMoEuoDJuY0mBTwe3BnUJMJN2p4NgOyoa9iR1eU/EjULRUygXj0KhULRBMG5jCIGhQcICQwikDsV+g+tm5XdqzI4Wc9uT1OXhOTpB01Z9fRR9CmVBUSgU+zyl1SYLVtZxxXs1LFhZl+VmObDYRdiSOP+BJcG0nYf7nlggOmoR2ZPU5Xmjvaqvj6LPoSwoCoVin6atANKLJuXyblmcurjEsm0kUOjVmZBv7JEFImURqYpZfBlMsD1sYwFHD3FTWm12qGdPW6TEjerro+hLKIGiUCj2aTJjQXZFknxZa1ERs5m/vJbbDylwug3PyueOT0IkJOTYccYVuTB00WkLRGb2TmmVSdyGArdgkEvweU2SWz6u4zez87tUQKi+Poq+hhIoCoVin6G5tN5ULMiuSJIPKxJ4dcEAD1RGrbQl5fQxOYwvcLF4U4zPyqKMK3B1uo5IpsXGtiUuTaBpUOLTyXVpxCxJZcxuV/qwQtGfUQJFoVDsE7TkyvFpTuzHl7UWXl3g1QUxCwb6GrNqUtaHqUVu1q8vZ8KEzgXGQrbFpj4hQYAbqI7b5Lo0ErZNWdjmHxsiAKqgmmKfRQkUhUKxT9BSoTPTdgJGK2I2AzwQsyBmSaYPcLWaVdOcNSZ1ntYKr2Vm7+gCoklJ0gJNl/j0JJVxiQ4M9qmCaop9G5XFo1Ao9gnWVJusqTJ5eXOU98vi7Io6tUFMS3Dl1FwGeTWqYxKvLphT7KbYp7eYVdNckbVbPq7jlo9r2yy8lsre2RW1qE9INMAGpA1bQjamJcl3a0wsdKmCaop9GiVQFApFv6e02mRzvUVdQpLnFsQsybs7Yvx7c5TVVY4l5JLJfg4Y5GZqkYuBXo2vgwneL4uzpiEFOVNoNFdkrTJmUxmT6W2mLVlfm+Syd7NTl1Mpv6urEhS4BcNydfwugVcHCfgNOGqoh2KfI4xUQTXFvopy8SgUin7P4k0xJgcM1tYmiVuQtGwqYza6Jpg30kvQtHl1a5KTR3hYW2Oxpspkc8hicqHBmHwjbQ05eYSHpZsN3gxGGOxzrBwAXwaTfFWbwK0LdkUdMfHhLhOP5oiO3V01V07N5bJ3a5BAkUfnkGI3xX6D98piVEXttDgBVVBNse+iBIpCoej3bAtbjCkwyHMLvqy1WB+S+AxBriEYnNP4Mbi2xuK6WfksWFnHiDw7K16lKmZxxychpvoEg/0adaZjhQHHguIzBJZ0hIlLgFd3YlwK3CI9TmbA7TdH+hqquzYasof6dGrjTiG1jlaLVSj6G8rFo1Ao+iyLNoaZ+3IFs57bydyXK1i0Mdzsfqm4j2K/wRFDPJT4NYb6dUr8jeIk05XSXO+aHWGLhIR8AyYWGEgc60Y4YQOQYwjyXAIBbA8nkUhilmS/guZdNc1VdzV0wbUzO1ctVqHobygLikKh6JMs2hjmpo/qyHVplPgEOyNJfrY0yCNfRDi8xJOVQbN7Hxu3JqgzbWYMbPwIzHSl7N67ZlfUYl0wgaYJPq7VmOGDOYNc/HuLRcx2rCVHDfEAsK42yfawQCCYM8iguEEE7e6qaa266+ljun/9FIrejhIoCoWiT/Lw2gi5LifLJZSwqTMluoBNdQn2L3SlYz7Aca3UmTZbQxYFLsH0QoMdUZv6uM26YILKmMQl4NqZzv6ZgiZm2Xyw00QKwQC3IG7DhxUJ5gxyMTLX+Qg9okGcALh1jYkBg2jS+X9byixXTXPpycpColA0RQkUhULRp0g94P+7yyQpnSBUAfh1J1YklCQd1/Ho5yGiNhS4NfYvcqWFwkVTcvmqNsEdn4RI2pKBXo2hOTqvbo0zvsCVZd14eUucfLfGlEKDr+ossMGjw+rqJAO9AhDpmJGNtUnWBpOMytNxaZJVFXF2xSQuDQ4tcfFVbYJXt8azisXd8nEdQ30aphRKsCgUGSiBolAo+gyp+iMb6xKkGgELnDoiIQvsmGSAzxEn+W7BqzsTHDbYg2lLPtiZoM60ceuCR78IUex14lEyg1SDcbtJ5dhUYTVNCIq8Fp+WxTGTEiHgN7MDgGOhycz8yTEES3bEqYnbDMvR8Ls0Pq+xWFNVx6yB7vQ5TdtmQ12SypjGccM8qjCbQpGBEigKhaLXk7KavLwlilsXfFGTxCVIW1BSRGz4xkAn9beuQcHELJuPGnrsaAK2h5KsCyYZ7BNMDhiUVkNdwibfpTE+X2dbQmadOzMepdinM7vARsv1EnBrfFWb4OG1EcoiFglbMrFAZ1yBi/fL4iRsidcQhJMwwKsh3JJNdUl2RC3GBRrTk/NcTs0Up56KE/Oi+vAoFEqgKBSKXk5mDx0JSCmJWODTwZAQsxvdPALYL+AiGHfK1x9Y7GJ1VRKvLrBsyY6IBRJyXVATt3l7p8lwv06hR6M6ZrG4JkGRV2PByrq0qyUVj/J1bYIvgglqYjouLUyRV7A1LNEE5LucEvn/rbDJcWnUJWyStsSjC+KWI3g8GmgaVMYaBVCdaePSId9otOKowmwKhYNKM1YoFL2azKqtBW4NIQSGgLgFLh1yDEcg5BmO8MhMz71oUi7VcRuJpDJmpc0txT4NG4EGBE1JKGlTHrOxpCTHIKtM/dQiN0VueG+nSXlMYtkQsWBDSJKQYNtQlwCzYfjl5SbBuE19AqrjjisIIG7DQK+GS5BOLXbrgnqzMRUZVGE2hSKFsqAoFIpeRcqd89qWMBtCNqEEGAIKPTDYbxBK2Azywo4oxJJOwz1NA0vC/Bm5/HR6QdZ4xwx2s7omSTjp1CoZ4NUwNIFLkwz2aeyM2uyMSDwaFOcY2JKswmpvbYvy0NooNs48kjiupTQCkjYYmjOfSFIyPk9Qq0M0CZGEpCpmYUkYm69z/ng/a2sstoUtpg8w2BG2ms32USj2dZRAUSgUvYbSapNrl9WwpipJKMPLYUooj4FlJ8n3aBS4dWxsIklJwoICj8Ylk/xNxAnARVNy0ynDEoloyLoRSLaEbPLcGh5dUOzViNuNFWDz3YKl5XHWVCVIZszDcSQ1khIrSQmaBK8BLkNjTJ5GLGlTGZdUx23mjvBy0ZTcJnVOdk87TtVCUSj2dXqdQFm6dCn33Xcfn376KWVlZTzwwAN85zvfSb8upeS2227j8ccfJxgMMnv2bP74xz8yefLk9D7BYJBf/vKXvPrqqwCcfPLJ/OEPfyAQCOztt6NQKDrAHStr+bQqSaSFEIwqEwo8oAnBcycOBEg/3DeGLK56v7pJum4qZfjRz0O8vdPEq0uktMl1OU0D3ZrjcpFS4jU0hudoPLM+xLawpL2RIBLHgiMEHDvUzZSixrootpTsCNvcdURhs8em5qhQKLLpdTEo4XCYKVOmcNttt+Hz+Zq8fs899/DAAw9w++2389ZbbzFo0CDOOOMM6uvr0/tcfPHFrF69mueee47nnnuO1atX8+Mf/3hvvg2FQtFOShu6BV/xXg2vbTeJtqIKJE7syag8J0bj/tIQQdPG0CTvl5m8X25iCJkVQwKOCLjriCL+elwRRR4dQ9cZ7Dc4ZoibwX4Dv+H0vRni0/hgZ5zNYYndjrln2lI0YJgPhua4svZRMSUKRefodRaUE088kRNPPBGAyy+/POs1KSUPPvggP//5zznttNMAePDBB5kwYQLPPfccP/zhD1m3bh1vvPEGr776KnPmzAHgrrvu4pRTTmH9+vVMmDBh774hhULRLKXVZtqqUeTRGOYXxNpQBW4BfpfGtCJ3VvDs+2UJDOEEvL6yNc6EAoMhPq1Juu7UIjej8wwOG+zUNUlhSzefVSWoTUhqzMZvbpK2EYBbg4MHOfEr75fFSUgY6BUM9ekYulAxJQpFJ+h1FpTW2Lx5M+Xl5Rx33HHpbT6fj8MOO4wVK1YA8OGHH5Kbm8vBBx+c3ueQQw4hJycnvY9CoehZUqnDS3bE2Bm2WFWZ4MUtZpvHBdxg2Ta7Ikn+sSHCmiqTL2pMPq8x2VBvUWfamEmbmCX5PJhgTVX2mKXVJpvqk7y4Mcr7ZXF2NZhr6kzJtAGOeBGAjhN82xoCRzDlGE7w66aQzY6IzeRCg4EeQVXUZm0wyckjPMqFo1B0gl5nQWmN8vJyAAYNGpS1fdCgQZSVlQGwa9cuBgwYgMj4diSEYODAgezatavFsdevX98NM+4e+tJcexq1Vu1nb6zV+pBgSZXO82U61cnUPdqGEsjAg00eSSKhOAVobK2FjysEcemMEW/Y77NKkwKXjdeOs359TfrcT+5wkWNJypMau+phZ51gfI6FrgmOHpqgOq5jCIOoFIhWzSc2LgR5hsSWoCUtgjHBILekMBnHFhBDozoG966M4Q6WMSG3PfaY/kdfugeVhb130acESnfSVy5M5aZqP2qt2s/eWKt7V9dy5+dhgmbnHtQeDU4YmUt9QrItalMvkuw0bRLNDBcHdiV0EgKeqy9k3mgvn9bHGDHAJuDR8FXHWVmVpDYhCYU0JgcMFmz2ErUkLs0iarfm3pHoaCCg3hLoAlxug0HCxmdorIrCJ1VJLOl8wIak4MX6PK4cte+Vr1f3oGJP6FMunpKSEgAqKiqytldUVFBcXAxAcXExVVVVSNn48SKlpLKyMr2PQqHYu9y7upZbVoao7YQ4MQTk6DAiV2NVVZyXtsT4qMKkPGJn1yPJQDYcl5CNRdfWVJnkuwW7Ikm+qrcp9umMzhXUJ+DjqiQJW5LvElitTFEHcoRMixcNJ2A3IcGtCWpiFisrk9gSXAIsnGJtG+sSLN4U6/B7Vyj2ZfqUQBk1ahQlJSUsWbIkvS0Wi7Fs2bJ0zMmcOXMIhUJ8+OGH6X0+/PBDwuFwVlyKQqHYOyzaGObWVSESsn1BpykEjgUi4HZ62Qz3a3xWYxO3wbShPpk9niD7A80QQEPRtQK3xvaoxVvbHYFTHbOwpKQiBpoAryaoMW0qYnY6i8irOcGvesbYLg2iUjil9YVTybbQrSEAU0oqY4540Z1Towvn2FWVTszMgpV16cwihULROr3OxRMKhdiwYQMAtm2zbds2Vq9eTWFhISNGjOCyyy7jzjvvZMKECYwfP54//vGP5OTkcNZZZwEwceJETjjhBK666iruvvtuAK666ipOOukkZWpUKPYypdUmt3xcR7w9ObsZpEWB5vS4mVCgsT1iYzeInOaEzu7bDM0REc9viFBnWtSakOMSWDZIW7ImmsRqOE8s6QiLQo8jRGyc0vR6w/+nziklGEKS5xIkbPAZgvqkJN8tGOlysSMUx9VwjCZASJDCKfA22KepbsUKRQfodQJl1apVzJs3L/37ggULWLBgAeeffz4PPvggP/vZz4hGo1x77bXpQm3//Oc/ycvLSx/zyCOP8Mtf/pIzzzwTgFNOOYU//OEPe/29KBT7Oos3xToUc2IAY/M1yiM2pg25boFtQ75bo7Q6iUenxSJu4IgNCXiFI2zyXbA9ZKUbCibiTeubSEhXig0lGt03qe1ZIbwCvDiF4gwNhvh0ThrpIxh3+v+sqUlQG3dcT5pw+vNY0rHmTCx0ZZXQVwJFoWidXidQjjzySILBYIuvCyG47rrruO6661rcJxAI8NBDD3XD7BQKRWuUVps8+kWIj3YliCZtquI2Ne3waHgAQ3diRmpNp4levkeQ6xKEEpJNdRbRhg7GzWHgiIlcl+NWiSWh0ICQ5fTJSYmOtgw5zdVhSR3r0ZyGhGaDmin2aSRtme6c/L39/OQYkts/CWGIBoHTcPDMAQbFDZNX3YoVivbR6wSKQqHoWyzaGOau1SE21CWJ205w6CAPVMShredwyuKRwPkwEhKCCUmuDoYQ7AhbDPXrBDyC7RFarDJr48SL3Ht4gNPH5PDt1ytZXZMgmbDbVRF2d1w4Aa6pBoFplSKg0C05bqSX1dVJTEsScGvp/jkpq8jDX0SoiUtyXZLJAYNjhjVWxVaVZRWK9qEEikKh6DSLNoa5bkWQiCWIJ8HE+ReOtO94reGfhSM+Am7HNZPr0khKGOrXKfLqxCzJuHyDnZEkNfFU075GbKDQBTd9VAfAtAFuvqq3yDVsqhPtfz+p+JOUOHEL8BhOeX1dgC0hJgVuXWNCgdFsLMlPpxekmxamCtIF4zb5bqG6FSsUHaBPZfEoFIrexa0r66iIOVaB9uamuDKCOjThCAG9oSKracPQHJ1cl4YmJQGP09AvZklmDXRx8ggfI3M1Ct0ZhRhxMm5oKHX/m//WkWNIamIWwU6IEzJ+JiTEk06wbInfKY8vpWM1aU+ga6pRYcCtsSNst/s4hUKhLCgKhaKTLNoYZkO9E+DRkfThVJ0Rf4OoALBsCCcdYVAZtSj0CGqTIMM2I3INphcZFPsNgnGbEr/B8cNd/P3rCLkGJGwnbqXOBJDUmpJbVoYocLUdc5JJajp6g1JJOj9ISkecDPUbDBmgUWjFuW5WfrvHVd2KFYrOoQSKQqHoMKXVJld/EGy1qFlbNFetVeBYVWpN8GoSlyaYWuQi3y3SwagFbkG+W+DRnCJopu2InsyxEhKq2mHSyQwvSeIUhPMZEEk6gbsJCW4dzhvvT7tnjg20HeBaWm2yeFOMbWGL4Tk680Z7lUhRKDqIcvEoFIoOce/qWk5+qYKO1hsTwDGDDYbmaOlCZrtj4MSgNJRCQwjRxD0yrcjNxrokLs2xbtgtWHCaEz8pXC3sE7YccRSzIGI7lh0k6fNPCej8cYOLWc/tZO7LFSzaGG5y3nTciWkzNKex9okq0KZQdAxlQVEoFK2yaGOYh9dG2FyfpDJi09mC7X4dahIQS7bseEkAScsRHX5D4tNFljvlf5dX8/iXUcIW6a7D7XXjZFlYmnk9laqcaOihI2XD7zZ8Y7hj/bjpozpctqAkV1Br2umg3NPH5KTHWbwpRoFbS9c8CXhEeruyoigU7UcJFIVC0Syl1SZ3fFLLG9tN3BqEzOYf7K2hi4ZMGB18hsaGWoto0smS0Wi+KqzEqUeiW3DgQFd6+/8ur2bh2mjWfknaj1s0zf7JJHMsieNqMoRT/+ThtU5aUq5Lw22BJjQKGrTGw2sjWQJlW9hiaE62cVrVPlEoOo4SKAqFIotUsbXXtsSoiEmkhAgdC4RNUegGECSkY0moM+3MkiLQyrhCwNHDPCxYWce2sMXfv446JeQ7MQ+gxcaCu6PhpBYbArw62DaUNZSvLfEJ4hk6I8/V+FqK4Tk6QdNOW05A1T5RKDqDEigKhSJNKn7i00qTmOU81DsbB6sBSNA0wTGDXVTGJFtDVrpHjUXzY+tAvgEul8bfvopQGZME41ZaYHSm8FpHjssxSLtnkjZIIRni1wklbb6qtbAsQY6VZIBXI2nDEH+28Jg32sv9pSEAVftEodgDVJCsQqFIs3hTjI11Cb6otag2ZafFSSobRwjBkByNSYVujhjiYWLAxfh8nXH5WnaPm4zjhucIhuUZCCnZUGcRSTgl87sbDzDC50wimrQxLZtI0salC04a7savQ8x21sS0bDbWJamO21wyOVt4qNonCkXXoCwoCoUizX+2RVlTley0MIHGTsSWhNqERAsl2RlJ4tU1Bno18ApG57moiIUJmo2WjVRMys6oRAgbl5CETIvyWOetJiky04mb2za7SOPAEh+mbVMdsVhWkcC0YXS+zlXTcllbYzF9gIdir8aKnTHitsBvCA4aYGTFn6RQtU8Uij1HCRSFQsH6kODal8tZVdWRsNPmsXEe/i4BAz1QHYd/bogyfYCbSyb7GV/gYvGmGKGkUwE2zyNIJCUhy6kkG7ehNm5T09GI3FZwa042jmyYlymdn4YGcwYaHDzEhy0lO8KCx08Y1OT417fVMDRHI+DxUCzDFA0oaNi/+y07CsW+ihIoCsU+ipOlU8e7O02CcQ+yQzkxrePSoMQLUUuQ65IIYGqRi1e3xrmywMV1s/L5v3UhbClxa4KkBmai0cbRUXHi153aJZlyITNrRwIDvYKELTGEIJyUTC50pSvUQuuBrCrwVaHY+6gYFIViH+Te1bWc8nIF/9ocpyYukc1GhDSPBkzOb35/gZP9MipXQwoNQwNDayi45tEocGss3uRUUjm0xEXchmDcpiq+J04lx/LSnAvHK5yfSRtCDQIoxyX41cxcJhQYuHUNW8p0ldp5o73Njj9vtJda0yYYt7Elbe6vUCj2HCVQFIp9iP9dXk3x/23nho9D1HfShTIqV2NrpKmkMXAyYIb4BXlupwOxlGBaTgNAyK4HcsYYPwUuCHXCcKPTGOsCTbONXMJ50a07c9JFo4i5cKKfn04v6FAga2bga7mJCnxVKPYCysWjUOwDLNoY5uoPgh0uT787UwqcQNeNIRsN5xtOqgqIR4NCj2ByoZvKmKMGLKDQo3HAQOdBXmdK3Lrk9JfLWVaRbLFMfVu4NaeXT0tYsqEpYUMvnSmFBrMGuXFrgnDSkTUdDWRN7b9+fTkTJrS/WaBCoegcSqAoFP2Y/11ezSNfRFutoNpe/BrMG5PDo2udGh8pfSBwhIoNBNw6v5mdz+JNMdZUmWwOWUwuNBjo1QjGbTbVJykLJ/ii1naO6+C8NBxxYspG829z1WhTgbpCQL4LZg10UezTsaVUFV0Vij6CEigKRT8lVRq+q/JMDA0+3hUnaMp035rMarAxG8bmNwaNFnp1SnI0sJ1me6GExSeVcSob0obdAqQGmt2xNOJ4g6tGw7HapLZljpGal0sDG40vay2K/YYKbFUo+hBKoCgU/YzSapM7Vtbyr61d1z1X4IiAT6sS5BgQSzrN9FLWCxvHsoEtub80RIFbY2iO5lRRTdpMCWg8ti5G3Gp0CcWbM320gb3b/8dsR6TsLnBSwiWSBJcu0wGuu1d0La02WbwpxrawxfAcnXmjvSquRKHoJaggWYWiH1FabXL5u1VdKk6gIRNGgiYkxV6BjRN4qgvSsSiHDDLYELLTnXw1IVgXNPn35ig3fhxiW9gm3AW1TUTGT4lT3yQTV0NwrEtLWVkEgqaBramy/kHTZmiORtC0ub80ROmeBuooFIouQVlQFIp+QMoS8NT6ENsiexZw4ml4sJu2Y+0QqX8SgiYIKRmdp1EWsUlK8AgY6teYXOThg51x8t2CXVGLt7ZF2RKWaSHRVrM+nUbrSmvIFn4aOF2TLQmW7ZzP0GD6AIPfzC5oYhlZvCmWFlNAusbJ4k0xZUVRKHoBSqAoFH2c0mqTHy6pZGO9bHfH3pYQQI4O9cmmYiHf7Tz0axNwxBA3Li2BJgS2lEwpdFFr2hxY7GJVhcmnVQkqG2qbtDe+pLOhq7pwsou2hiUDvYL6hKTWlNgSDi1pXpwAbAtbDM3JNiJnpkErFIqeRQkUhaKPsmhjmIfXRlhWbnZJIKwGBAyIWg0pug1IwKuDR9cQlo3XozGuwEUkKalNSArcgnH5LiYX6rzwdYR3ykx00fH0YV3QqbRjQ4N8t840j0SiISMWEwp0Lpnsb7ZPTgpVHVah6N0ogaJQ9DFKq01+vrSGjyv3rKnf7tg4RdM8huPeSblmBBC2wIrb+AwY7te4blZ2HZBUPMe2qMSnO8d3FF1kC6P24G9w6VTFbE4f428yr5SIK4tYDPFni5Z5o73cX+qkTOe7hRPQu1sQrUKh6DmUQFEo+hCl1SZXvFfNp9Wdc0Ok6pUIwCdg93AVEzCTTrl6N06mTUqkCOG4ePy6M4+pRe507MvLW6K4dUGtaeHVmwautgeXcM6/O5lBsXbG74ZwMol04ZTT373s/KKNYW76qI5cl0aJT1Br2tz0UR0Ap4/JSVeHzczi+d5+fhV/olD0EpRAUSj6CD9aUsE/Npl7ZDVJ6QZJU3GSiQ7IlAmFRpFy3BA3g3Nc6X46qZRiKSVVUYttEYnVyeqwLYV+pMbyak6qs9Ywv0TDeQZ7BdfObFp2/uG1EXJdTv8fgAJ34/aUFaWj1WQVCsXeQwkUhaIP8KMlFTy7ae+lvyZldpVXl4AJBQaTijzpaqypLBjTluwIW+kOxF3hdkoVYYtlFGXLdwsmB3TWBi2CpsQr4BvD3Vw7s/kg2LKIRYkvu2NQnsvZrlAoej9KoCgUvZTSapM7Pqnj3R3x9MN/b5FZxj5V7wTgixqTD3cliFmSpO2kEMdsx6WTsrJ0lgyDDV7dCZjNc0GuAaYtCLg1DirxMrHQiRVpq1nfEL9OrWmnLScA9Qlnu0Kh6P0ogaJQ9EJKq01+uTzIR+UJOtHst1UyhUBLGAK8hhPjkbBhsE+wM2KxtsYJzNUkxJs5bk+sJymB42QNCUbm6kicANioJYlYks+qEkwb4G5XrMglk/3pmJM8lyNOQgmbX8zI3YNZKhSKvYUSKApFL+TRz0Osqkg0GzS6J7gzMmVSJep3xyWc1F2fLkjYEo8GlXFJKNn+YmqdIRXAC5CUkq2hJKKhzopPg4OLPelg2PbEjaTiTDKzeH4xI7fV1GOFQtF7UAJFoegllFabPPpFiJc2RdnVnHmiCzAE6JrjPrF2a7DnbrCaJG2IWeDTJTW7KaTujN5IWV904cwlnASPLnFpgsMGuxlX4CIYt9OVXtvTR+f0MTlKkCgUfRQlUBSKXsC9q2u5c02YoNmVlU2y8WlOqvC4fJ2NdVYT60xSOuXsU8Jlb7ekEUCeAZoAicBrwOSAwcRCF8U+J24kVek1VXcl1ZQw1UenrbgUhULRd1ACRaHoYRZtDPOHT0OEujrYJAODxsZ6XwQtdM1J241mmFBsIGI56bs9gd8AvyGwJBT7dOaUuHBrjb1yoLHSq+qjo1D0f5RAUSh6gEz3xOJNkW4VJwBJHMtI2o0iHUtFKqYkJQHsHhInANEk2FIyxK9x7cxcxhe4Wqz0+uBnYdVHR6Ho5yiBolDsZVIZOl/WJKjsJjeKr6GoWcpAkhmACk6ciSUaY0oyM3vak+XTlaREkkuDIX6N38zOT8eNtFTpdXhOTPXRUSj6OUqgKBR7mTs+qePjigTxrujw1wLR3cbe/VRJyFIhFk4XY004nYy7m8x6KS7NKat/3gQ/bk2wtsbi9DHOay1VelV9dBSK/o8SKArFXqC02uTRz0O8Vx7n6zq72y0UKQHQ0nl2t6hoSBKWwOvq3nkVGE5hNyAt0CRwSLFBsU9PV6ltC9VHR6Ho/yiBolB0M6XVJme+WkF5F6YO7y4wdmd3YWIANDT7A6fWSbzh/wXgEoKEBLubrDo6znxjttNsMJJ0zpvvgmOGephU6AiLjrhpVB8dhaJ/owSKQtHNnPNa14oTQdsl5Y2GgmyZQiUzADae8f8y4/dQG8aLtoRRc/sH3I7rKGY5gbpJHLfM2WO9VJtQ4NawpWRjXZK1NUlG5eosWFnX7oJs3UF7aqwoFIruRWt7l97F0qVLOe+885g8eTKBQICnnnoq63UpJQsWLGDSpEkMHjyYuXPnsnbt2h6arWJfpbTa5KoPqpn2bBk7Yl07tqQx86alGzjf5VgqUkLGpvH/9+Smt3GsIe3BAAZ6BTELBII8l8asQW4u3z+P/xnrJ89tcOXUXAJujWXlJu/siBMyLYKmzdd1Ce4vDVG6t4uxQLrGStC0s2qs9MRcFIp9mT4nUMLhMFOmTOG2227D5/M1ef2ee+7hgQce4Pbbb+ett95i0KBBnHHGGdTX1/fAbBX7Ios2hjnp3xX837ooW8PdFwlr03KMSbXp1DRJpxXTmLGzpzMa6IGBHpFlfhU4HyY6TgaRR3PK5dtSOlVrJfgM2C/gHJVKCZ5a5GbeaC81MZsSv86wPIO4DWuDSZK2ZPGmLlZ37SCzxoomBAGPRoFb65G5KBT7Mn1OoJx44onccMMNnHbaaWha9vSllDz44IP8/Oc/57TTTmPKlCk8+OCDhEIhnnvuuR6asWJf4t7Vtfzg7SB7qxxHa8G2ma91RWKOjvOBUW1CjiEp8jrbU+LEbvjn1p0icB4dklLgM6DEp3H0UG+6ImxmrMniTTESEvJdAoHAqzv/doStHqlrsi1ske/OdqKpGisKxd6nzwmU1ti8eTPl5eUcd9xx6W0+n4/DDjuMFStW9ODMFP2Ze1fXMvT/bSfwf9u54ePQHo3VmtsG2o49aYk9zRpK1UZxac78tkegLuH8v8QpoZ9jOKXqLQmGLpha5Obuwwo4fZSPmA2rqxLsjCQJxm1qTZt5ox2Fsy1sMdArstKuPbrTxbgn6poMz9Gp263lgKqxolDsffpVkGx5eTkAgwYNyto+aNAgysrKWj12/fr13TavrqYvzbWn6e61+usWnXu3uOi8dMgmMwg1NaIbSMXYdm96csujy4Z/KREhAGE5P91IXIBPgJROps6UPJtvFkR59vMIebpkhg/WRzTe3AJzCmzOGpLEU1XF+irwxw1yk4JdUY2Y5jQKDDW4pwLRMNe+UUVZXDDEIzl2gMWE3O5dhRlC8GSVi6AuydWdudRbgqOHJli/3vmMUfdg++lLazVhwoSenoIig34lUPaEvnJhrl+/vs/MtafZG2v15/e3d+l4ma4Yl3D64nRTY+PdkHRUZLl155+OQNeEE7wrYXyBzoIjClm8KcYI3U73y5kIBOM2AbfGNw/IT49zwQAnKDU/T7IjalEZk7h1OHecl0+DFgW5GpOLnGJsL9bbXDmqexsCTgBGjmrM4hm9WxaPugfbj1orxZ7QrwRKSUkJABUVFYwYMSK9vaKiguLi4p6alqIfUlpt8rP3q7sktqMl2tPYODP4dW/i1yHX5TT2s23JYJ/O4YM91Jp2uqNwe/vlZBZd8xgaRw52BEFPNgRUNVYUip6nXwmUUaNGUVJSwpIlS5g1axYAsViMZcuWcfPNN/fw7BT9hdJqkzNfqaC8h7NOXcLJlmmrdklXk/rQqE9IXJojUmJJxzKSWc11eI7e7n45zQkC1RBQodi36XMCJRQKsWHDBgBs22bbtm2sXr2awsJCRowYwWWXXcadd97JhAkTGD9+PH/84x/JycnhrLPO6uGZK/oLR/yroqenADjun8ReelbrgLshdThuOSnMXg00ISlwa4wrMJoUM9vTfjkdETgKhaL/0ecEyqpVq5g3b1769wULFrBgwQLOP/98HnzwQX72s58RjUa59tprCQaDzJ49m3/+85/k5eX14KwVfZnSapM7PqllWXmCXbG92ee3bfZG5+Fcw/mgGJKr49YEX9QkEYDXEIzM05k1wIVb15q4Xva0X45qCKhQ7NuIYDDYuz5xFa2igs7aT1esVWm1yVmvVrBz70SqdhiDrqlx0lKQrAZMK9IZ5NX5IpigNiExLTh4kMGhQxoLJdpSsiNs88CRhV0ymxS9seS8ugfbj1orxZ7Q5ywoCsXeYtHGMJe9EyTagxLe05DJ01L1164QJz4BFhJTZgsUA8els7XeImkL/C6dkXmCmphNWVSyK2o1W3itK1HBqgrFvosSKArFbizaGObWlXV8VWfvsftEA7y6E7ORoi23TGZmTnwviCNHgDWKE9EwB61hU8iCI4Z40tk0uyJJ3t9psroqwXHDNOV6USgU3YISKApFAye/WMbyqq7rnWMAHsMpXpYpSlrTHAJHnLiBnkwSEsKx2mg4nZEzS78X+w0OK4GVlQl2hO12x5Ys2hjm4bURyiIWQ/w6l0z2c/qYnO59IwqFos+iBIpCQdeLE4AcF7g1gVuHZExitmN4gVNjxGytE2AXIjL+paw2ErBlQ1SKBnMGGdSZMiubxmtofHOkj+tm5TcZszkWbQxz00d15Lo0SnyCWtPmpo/qAJRIUSgUzdKvevEoFJ3hR0squlyclHhgUoFO3JZUNGT+tBVJoeG4VaKWE3eyN5A4peXBceuksIGAC66bmcvvDi6k1rQJxm1sKZv00mkPD6+NkOtyugJrwvmZ69J4eG2kK9+OQqHoRygLimKfpbTa5PSXK6hMdO24BnDmWB8vb40zMtcgzwVb65Nsj7Zc+dUtINnQ8GZvx+QaOpB0XEo68P2JPi6alF1Ofk/ShQHKIhYlvuwg3DyXs12hUCiaQwkUxT7Joo1hfvlBsMvFicCJO/nb11EG+3UMARVRSdwWeDVJIsNQo9HoWkk2ZOp0pR0n5bpxa6TdS6lkYg0nA0g0bLQAXcAlk3z8/pCi9Bi7p/letn9Op7Jqhvh1ak2bgoxD6xPOdoVCoWgO5eJR7HMs2hjm2mW17OriKFQNRwBEk1Bjwle1FuuCSeoTNrkugUcHTYPchmeyTYMw6NppAE568qmj3Dx2TIDhuXpaDLk152dmerINDHDb/GZWbhNxcn9piKBpMzRHI2ja3F8aorS64wt3yWQ/oYTjGrKl8zOUsLlkssr8USgUzaMsKIp9gkUbwyxYWceXXZA6vDsajvUhFTeSsoIkpbMtGpMYSDw6uDQnANVFowUj89iu4uSRHh4/biAAa2ssPq6I8UF5gt09Km4BMwYY/GRolG9OL8h6rSub9aUCYTOzeH4xI1cFyCoUihZRAkXR7/nf5dX8eW20y8dNpQ4LwGpGYGRusoCwBQUGeF2CeiQJy9mnPV2LO8qy8gSl1SZTi9zMG+1lcyiJSyTS1U4EjiXHYwg21dssqdL55m5jbAtbXdqs7/QxOUqQKBSKdqNcPIp+zaKN4S4VJ6m4DpeA/IYeNRbtjx0JJ6EyJol1c2xoUsq0OybVE0doArfm9NYZ5IUCr4Zbh6glKYs3LXM/PEenbjf1pJr1KRSKvYWyoCj6JY7VxAsEu3TclMUkIR2LCMJx17TmotHIcPt06WyyybTojMjRKXA3NvCbWuRm/0IXXwYTGJrAaPhqYlrg0wVDPE3fQEvN+g4tcbFgZV2v6o+jUCj6H8qCouh3NLp0mloFOksqziSzImwq8LSt+JGurbDSMqlpFLpg1kBXE3fMJZP9uHSIJG1MyyaatInZktF5GscOaGrSSVleAm6NHWGbgFvj5BEeXt0a75LAWYVCoWgNZUFR9BtSPXTW13WtJNAFCNlQpySDpHSyYnThpPHuLSHSEoaAYX7BccO8FPsNgnE7yx2Tiv+4a3WILSELlwbHDXVx7cwCPFV1zY65e7O+BSvruixwVqFQKFpDCRRFn+fe1bX8bmWoW4JNofkAWHAESdJ2+tb0YMNjAM4Z7UbTHbdOvlukq73u3sCvpUDV9VXtO09XB84qFApFSygXj6JPc+/qWm78uPvESVskcSwpPSlQit0wpsDTxB1z5dTcLrdqqMBZhUKxt1AWFEWfpbTa5PerQj1uvUgVaBM4VpW9NR+XAK8ObkNjW9hq4o7pDloKnN3dUqNQKBR7ihIoij7Hoo1hLns7SNdXNukcqeJrmoCAG3bFujceRQMGeQVuXWBLSV1i71kwUoGze9KXR6FQKNqDEiiKPsWijWEufjvYrem6HUEAUkLAAzELTCko8UrKYt1zPgPIc4MmBFJCNCnxaKJDnYVbYve+Oy2lD+8NS41CoVCoGBRFn2LBqrouFScCcOO4S1qiuZtE4BRqm1igo2tQb0IoAdXxPRMnmZVeU+c1gOE5gssn+xieq1Hk0dCEpD5pY0nBT6Z2roFfJutDosv67igUCkVXoCwoil5NabXJr1fUsLQ82aX9anQaG/UlcVw04IiVHLcglpQkG1KLBVDiFWjCsZaksnosW/JlrZXlztm9TkpnXD2pmBZwYkxOGu7h2pn5TC1yM6cknO5nMzpP55LJ/i4pH7+kSqcgV6UPKxSK3oMSKIpeSWm1yaOfh3huQ5T6LspgTYkScOqXBDyCuoQk3GCS0XDESr0pyXMLvLoglrQJW1CXkAgJUjTsZ0G8mXNkaqjOiBOJE8tS4tWYPsDgN7MLsgRCd/WzKYsLJhdlm5FU+rBCoehJlEBR9DpKq03uLw3xaZW5R+LEQGIh0qIh8/GbkJDj0shzSTbV24iGYmsSR1jUmBKfJok2qIzOWkM6igB8utON+KJJXZ8m3BJDPJI6U6YtJ6DShxUKRc+iYlAUvY7Fm2IkbcnmUOfVydT8BpdMxraG1jmA47rZGrL4us5RJbvvC6TFCQ3H7Y1HtQC+P8HHXYcV7VXXyrEDLGpNm2DcxpYyXeitK4JvFQqFojMoC4qiV3Hv6lruWRMibne+nkiRARvCjj9Gp7E2ye7jpSwmFjT6flpAE01L3Xc1GjDUB59W7323yoRcyZWjVPqwQqHoPSiBoug1pKrC7okO8GswaYCLNdUJRnpsdiZ1IgmarTTbkfN0ZYBuc7gFuHWQQlAW6VqBotKHFQpFX0S5eBS9ht91QpwYOOm+xV7B7IEuDhjkpjImKXAJdA1G5xkUZsRVGMI5xhDOP52evwn8Onh0J5MolJQM8XedMykVz6PShxUKRV+jpz+bFYo0HX1kGgIGeR1XTa0p2VyXwKc7NU0mBVzEbYEuBOMKDPIMx0oRcAsn2LVBCbk0yDP2PL6klTIq7cKWDanOUnDJ5K4rG794UyzdfVgTgoBHo8CtsXhTN1WSUygUii5CuXgUPcqijU5dj831HS+/Nr1QY1NYIoRjMfEaGmURm3PHefk8aKGbFvUaVEVtvLpgSkAnZkNNPInEETKGBm5dMNonqIzZhBNOzIqGE5bSkkXHIxrjWoQAXTiVZNuyAOW7wKcLgqYkYTvnEjgiK0eHq6d3bRqx6j6sUCj6KkqgKHqMRRvD3PRRHbUxm5oO6pPRfkhIjTF5gukDXBT7dHZFkqyuTvKPDTEOLHZh6jAwz8WRQ3QmF+q8ujVO0pZUR5NsjzqiwG84D2xLwrRCg0KvxntlJqFEttjwak6RNhsnYDbfJbjj0ALGF7i4vzRE0pI81w6rhFPkTRJwC2riEhsYm29w4EAXF03pnu7DQdNW6cMKhaLPoQSKosd4eG2ETaGOVRfRgTNHu3no2EFc8V4NQ3Mc18WuSJIPKxJ4dJBS4tY0YlJw9f7ZZeDv+CSEz20wzmVRE3esHrlujaum5bK2xuLr2gQDfDpx20KzG4NrY3Zj+fkSnyDPrfGnT0N8c6SPk0d4eGFjpF3zT1hQZ4NLk7g0mD8zl59OL+jQGnQE1X1YoVD0VZRAUfQYK8rbF3WiAVMKBKeMzqHOlGyqT3DVB9WsrkrwRdCxoHxZa+HVHStBgceJuQjqMqtU+9oaiyOGeNLl3AGCcZuAW+P0MTmMLzD58TtRfLpggFejNm6TSDZaUlJF3ExL4tMFpg1B0+Yvn0dZG0y2WsxtlB8G+Q2+rE0SSYBLh/kz2hYn7c3AaYmu7j68p/NRKBSK9qIEimKvk3rIteXVGeQRHFbsYnCuKy0qTMtiQ51FZUwya6CLD8pN3i+LYwMFLkHchukDXA37wstboumH6Zpqk/2LXFnniFk2L2+Jp/cp9GrYtiSWhHLLiVNJuXY8ujNmZRyCZhKvAQNrYF2tRTQBAzxQHW9aUmV6oYZL14lakjPH+hno1dgRttslTu4vDVHg1rIycK6c2jFXUFelD3fVfBQKhaI9KIGi2KukHnIvb4y2up8GHDTITa5HJ9/tuHC+rLVYX5sgnpRsDVlsqEvi1sBnQK0JkYQT9PrGthhISU1Mx+uykDLOF0GNYNzCbwjGFTgiZVfU4oOdJvkND9yv6xKsq0ngNwSFHg0p7XQgrASSNmlRlZCgW7BsVxKXBroGhqYx0GsTTjquI11AwA0uXU9bd74MJnEXudoVA5KZgQM938Cvt81HoVD0b5RAUew1SqtNjn+xgng7ip1MyRdMG+BmVyzJvzdFKYva+HQIJSTpOmZJSQyojTtdf10ujfqEjS4kdaZT+VWzJLrmPEhNS7KqymSA1xE9y3fGqYo5IuQ/22LUmzb5bkFVXBI0k9g4qcxag+8mljFvDScuBZxgW68G0aSNz9AocEviMUmeS3BIiZuv6pwJuzVJZdRmdZVNxIJ/bIgwxN9yR+LeloHT2+ajUCj6N6oOimKvUFptctLi9okTgGH5LiYX6uwIW5RHbQwhkZAWJzpORoyuOYGscRsKPRpeXUMTGpZ01HeOS6M67qQZD/LpCAkBt8ZnVQnKojbFPo1ir8auiEXQlOQYAsuSWNIJik1I0CQtzjtlXXHpjhvIsm3CCYkBzBxgMKnQzZxBLry6oCoONpLNIRvLdoJta02bmz6qY9HGcJOxh+fo1O1WArcnM3B623wUCkX/RgkUxV7h0S9ChNuZsKMDdabNO9vjjM5zUeTV8OrCKWTWQGZzP4kjVmwJY/J1JhQYuLWG+iQaxK2GPQX4DI3rZuUzbYCbcfkGOS4NIZw0Y7cG28MWpoRcQzDYL3ALx1Iid5vf7jVS8gyBXxdYUjAsx+C6A3IZ6DMIxm0G+nSmFrmYNdCF36VR1FAsTRPOz1yXxsNrm2YBzRvt7VUN/HrbfBQKRf9GCRRFt1NabfL2jvbXiZXA+lqLFzbHWFNlkuMSlPgNJhS4MER21VZNOBVidQ3y3Ro1MZstIcc9k5AQitu4NYhZknpTcuBAJ/5kW9hiapFBedTi0yqTqpikIiqpTTiVZYUQ2FLgMWCAR+BKnYemQbBeDSrjEls67qRRuTrhpODkER4CbicgNuDWuHJqLvWmJC87Tpc8F83230ll4Ow+Rk/Fe/S2+SgUiv6NikFRdDuLN8Uo8mhsrG9frIINhJOSXJegLiGJJG2EEATcGjk61CUdYVLgFg3Bq5Iij8CnO8GzSUlDlVZBbRIsJHkum7H5OhdNyQUcd8XHFfEGa4BT8t60HSuMz3DOD6ALgSYkhuYEvUoJmSEXKbHk1iBowgAvbAlblMdifFIl+M3sgqwH+BC/Tq1pU5DxTK9P0GL/nZ5s4NdSSrESJAqFYm+gLCiKbmdb2GJqYfu1sAEgYahfRwJ+wxEmADkuQbFXkGc4rhtDwMyBLn43p4CKhsqsAie41d3wUwjQhOD88Y31P+aN9vJRZYKk3ZBG3OCvkcDWiGPVGJmn49LAloKJAYPjh3my5qnhWFRMG8JJx2ITcAvyXY5s2VBn8ejnoaxjLpnsJ5RwXCO2dH6GEnaX9t/pClSTQYVC0dMoC4qi23ELyeqa1guZZSIEeDSY1eCOWVebZGdEcvZIbzreoblv9n/6NMSkgEFFzCZpS6Rlg65hSzhiiIe1NRanj3HO8da2KLUNAZ+pWBKBI2oSwM6opM5MEmuwqozVYL+Ai/fL4sRs58bRNSdTCOn89GpQ5HWUlFcH6RZ8VJnIem+pbJ2H10Yoi1gM8ev8YkZul/bf6QpUSrFCoehplEBRdBul1SaPfhHite1xYknZaiO9lNVDaxAnRw91HoJf1jpF2Yb4m1YtTYmUrM68AuKW43LJLASXmQ77v8urWbg22mQ+ArAF6A1ZQXHbiUfx6fBFMIlLN9E1QbFbUt2gO/QGcQLOvEMJm1xXg2GyhTd8+piubQjYHaiUYoVC0dMogaLoFlIugvW1SQb7NKKWJGhaWdYKTTjWiSI3XDw5j21hC7cu2RG2cGkaK3aZaEJgCMkQv8b9pSFOHuHhne1x3t5pUuTRmFpkpN0PY3M1Pq+10IVTVM2SYFkwMldPp8Mu2hjm0XWOONndomNDVqaQwBE6pnSsOl8GkwzJ0amOWgwxoDwm0+nHfs05YGvYYniOxKVp1CckRwzpm9YG1WRQoVD0NCoGRdEtpFwEtXGbXTGbqpjtWElwHvwSJ/ZDB0JJmFyo88CRhdx1WBG/mV1AWdSpFVLg1ji4xMO4AhdJS3LHJyFW1yQpbHhwflSRwLQlBW6NIr/O2HydgFsQbRAoATeMLzDS6bAPr41gywZrDdkZQdD0hgglnQq1CQvils2EfAMLgc/Q8GiOKyfHgBG5GnluDR0oa8inHptvcNGk3C5d10Ubw8x9uYJZz+1k7ssVzdZP6QpUSrFCoehplAVF0S1sC1sYmtM5FwEeTeASkpgEF429beyG2I07PgkxvsCVzhIZnWdw2GA3mmiUEDuiFklbYtpO3REhGsvHHzbYzY6wkzWzeJOTnryzLszgAh/j8l3kGJL5y2tZscvEkk2tJyk0MoqvCScAFhxLzEBXY5n89XVJklKQ74ISv46hCZJxiwE5GpVRpzCcLki7n7oibmPRxjA3fVRHrkvLKvIGdLnLqKubDCoUCkVHUQJF0S0Mz9F5cXMECdSbEpcm8RgQTzhBqB6toYaJBqPydKJWdgBmcy6GyphkoFcjbEk21icbiqsJvIZIux8y02DXr69hwoRRWQ92nw6RZNNaJuBYVeyGgm1J28nKSXl8LEBKya6oxZh8g3XBJBMDzu2T6rMT8OhEEjYBj1OYLd8turSh3sNrI+S6nOJuQDpV+eG1kW6JaVEpxQqFoidRAkXRZWTWzdgeMvmyIR5ESIgmHYuFgfMz3+UIiwFeDV0IBrrICsCcN9rL/aVOim6+2xEgLgF+Q7AzahG3QZOSKtMpS//G9ii/mZWfNY/PylzsX1/HPzeGCSedeiouralbB6DQBSPznHiWXJfGhtok0QwTi0+DJIKlZTHy3DpbwxYjczXCCUnAo+PRQCIpi9qcMMzTLdkvZRGLEl/27Fsq8qZQKBR9HSVQFF1CKii2wK1hCMnqGgvRYH5IZbnkGY4LJWo7oqPEpxO3nSqvY3KNrADM5lwMRw9x8f++jJKwnf44dkONkzwXuIXg1a1xAF7dGqfArVHihq9rE2yotwm4nAJsqcJrKdOIX3fiSIQQbA9b5LsEubpMNwIEJ04GIGlJNoUko3IFI3M0bCmQyLTbya0JBno1xuRn31Zdlf3S0SJvbZEpKP1xgwsGmMpiolAoeg1KoCi6hMWbYiQtSWl1gvW1Cerj0mnkZzsVWA0cN4mmCWYGdDbUW+iaZKBXMCbXwNBFkwDMTBfDoo1hrltRT6KhL46JE2Q7yi8YlmtQb0oqo0l+ujQKCArcgsE67LRMkFCbAEMDt+4IFA9OEK2UjstHExIBFHrgk2qnw3Eqi0cAlu305NEarDij83S+qrOcInIuwbQiN7Wmjc9wsl2ay35ZtDGcVf+kpS7GLXHJZH865iTP5YiTUMLmFzM6HohbWm1yy8e1VMYkcUsiEzpbPq5tUvlWoVAoegolUBRdwpoqky9qE0STkuqYdGI8GsSEkE7ciW3BhHydo4Z5GVCdYFqRu0mxtZa4a3WIiCXw6BIpIWY5Y1fEJAN9sCuS5LMax33kQhJJSLaikw6FlRA0JQVuR4iYDYGypt3QVBBHjJRHHdOKX3PqoCTt7OaAA9xgaIKv6izG5+tURG12RmyOHKzxvf2carC7u6ZqTZthfrHHAa5dWeTt0c9DbKizyHdr5LsEtYnGyrd3HVHU4fEUCoWiq1ECRbHHLNoY5p2yOGHLyXxJWR9SZefdhmOBkBKkgH9tijHIq7UpSjLZHLLwaRKpCeoTjRVgIxZ8GUwQaqjKpuGIIYfseA3LhlrTcfUkTNA0pwGgjWNN0RqydjTAb4CddH7PLO7u0kQ6KLYyJpk2wM2RbqdDcormsl/mL6/tkgDXriry9lFlgjx343vxaOBppvKtQqFQ9BRKoCj2iEUbw/xiWTDdQC+RUegslbKbsEHa4NIdkZBZeK292S1uTZCUEp8h8FqSuNWYYZO0yXLJZMaPQKNMEQIG+zUiCYmhSeyGirGiwY0TTjiiJd3N2JZZqcgGsCsmcetJBvs1KmKOdSRlOUnRXPZLbwhwzYw5KY/aFLnB58uo/NJaqV+FQqHYy/TLQm1Lly7lvPPOY/LkyQQCAZ566qmenlK/I1Uw7OJ3glTGm9/Hxnnm2Q2VWA2RXXitwK1ll6nPoLTaZMHKOq54r4YFK+uYUqgTt5yA2kRD92FDwACPE4QrcC5mdzPxoh6twbIiYWvIpibuuHkEjrUlYTvCyQJsG3yGQErJ7m3xkjjunqq4TXVMMsirtVtgDfHr1O9mnNiTANeOsnvzvwFewfaITXXMQiKJ21CfkBxY7Nor81EoFIq26JcWlHA4zJQpUzj//PO59NJLe3o6/YLdU4g/qkw2NstrBb3hX1xCoS7Yr0Cn2Oc8lFvKbsnMCEp10vXogrH5OruiNjHLccnYQHXcEUE6zs9kM9XXEnZj3RMNRyxlphBLHPEhcFw70aQks2mvyNgv3lBo7oBB7g7VNunKANfOsHvzv0OK3byZiBM0bRq8PN1S+VahUCg6S78UKCeeeCInnngiAJdffnkPz6bvkykY6swk7+5MYtOYftsaLt3ZL2lBZVzyxvY4JwyDYr/RYm+X5jrp5sU0dmIz0KtTE0uSwBEbunBEkoVzMctmBFOmBHI1BL82h05DLx4hcBKIHQzhjJsKlA242285SdHTXYx3b/5X7Dc4diisrEwwfYAbfzzKBbPyVQaPQqHoNfRLgaLoWlKCwbQl7+0003EZbYUsGAIKXE5Qq1tzrBb1CcmKXSZTAhJDF03iN6Dpw3RX1OLzmgRJKThttJfPa5wsGS3jPAnZYAWRTqCuV4OwlV3OXuDEpzQ371RQb0LCjICLNdUm0Yaqt8mGMVMl8m85qHMP8p7sYtxcZV6vofHNkT6um5XP+vWVTFDiRKFQ9CKUQGlg/fr1PT2FdrM357o+JHhhvRtbQsgSRBKQcnq0YIhI4xWSkCnSjQE9gBebSCzJhuo4vxibwFNVxfqq7OP8cYMtYUGq3tmntRqJpBO8GqyOYqEDgiRkqQ2BZLRPUh4XmLZomF/jDq0JqlT/nbgtMaNhJvpgVUJHR2DR0NEYyYlFFvsnd9CbL5f1IcGSKp2yuGCIR3LsAIsZAp6schHUJbk6hCyotwRHD02wfn25c1xvflO9DLVW7acvrdWECRN6egqKDJRAaaCvXJjr16/fa3NdtDHMHZtCVFpWgwVEZmXp7E46UFVz4j7QBFaDikk0pPFWmQJDA0vXGDlqSLPf2i8Y4LiUNLdGvltQVR0hbEmkIXhxV8uyyKUJivPcVCRMYhaAREO0KaSyxkDwZUznmMEucnw2H1UlMW0o8WlcMsnPT6cXdGC0vUtptcmjX4R4e4dJkUdjaqGBZmi8WG9z5dRc/ncU6Tii0bvVntmb11VfR61V+1FrpdgTlEBRNMu9q2u57ZMQCdtxoURxaoK0pE8M4JqZeenfP94VZ021SdB04jrSVhTdcZmUR22uXVbDj6fksrbGalKwLVVLZE21SSQpKXALir06G+palhtDvfBVrUkwI1umI5mzXg28BmhIPq5KMnekj8G5ri5p9NfdpOKE1tcmKXQ7Fq6PKhPMGdSYLXWdijFRKBR9iH6ZZqzYM+5dXcutq0JErYYy79KJH2lOGqTSdd06vF8W5+XNUd4vizMsV+eE4X7enDeIgFvg1hxxIoQT2OrXYH2txR2fNKa+pjr/llY7PWGum5XPtCI3Rw/1IIGN9Var1pCapMCW2bVGWhIoebozhxT5BkwKGIzOM/DpgmBcdioYtqdIxwlZEq/hFGDz6oIva60u6wWkUCgUe5N+aUEJhUJs2LABANu22bZtG6tXr6awsJARI0b08Ox6N6XVJveVhtPFz8w2XDpeHRKWYxWJWZI8tyBmST7YaXLEEKdgWaqfjcQRJzkGmEmoiktqzSR1CZtZA11MKnSEQGbn321hi3jSpjru9IzJJEcHXYNIwgmQjSYktuFc1MlW3qOBky48Os9gZyTJIK/GYH/jrZD0wuj87OqwvZ1UYHG+WyNmSby6U/+lLmG3mC2lUCgUvZl+KVBWrVrFvHnz0r8vWLCABQsWcP755/Pggw/24Mx6P4s3xag3ZbOWipQ8SMWaAOQagqAtMcRuO0Ha5DI634UZTGBoTvxJbcymLuMLfWXUZvHmOK9vizuCx4Z/bIgwxK/jEjarayziSdkkPThmOf19Uqe0JYQSbbt1BI67adZAF1MCXh5bF6HWtHukPklnyaxLMzxHx61L6kzJfgGDD3c5RVwkErcmmq12q1AoFL2dfilQjjzySILBYE9Po0+QetCtqTKpTUg21ycxG2JGUqXqMx/4ebrTFTiUdPSH1xCUaBJPg0uhLmGT79KYWuLGbHC3XDLZz/9+WEs4YaMD9Q3iJCUUGvrzEbGcfwCBpMWXtU7V15aKwe3utGjNapKpn5I4GUEp983IPKPH6pN0huYK2e0IW4DN6DyDAwe5KK1OUhOXHDPYxUVT+oabSqFQKDLplwJF0T5SD7qkJdkUSqIJQSyjFGuqv01KH2hAgUcQtyDPDSNydE4e6ePFjRGCpkyLk/0KdNy6hpm0WbCyjm1hi4MGufiiJsnmkI3ECUjNMaBq93ryDefcHoUit8TqSJRrG2QWXvvF9MaHdk/WJ+kMzRWyG40LM2kTcGtsC0tOGObtUDNGhUKh6G0ogbKPUlptMn95LRUxm2jSJtcQFHg0LFsnmLDQZGNQrI4jTjwGeAyNSNImx4CZA1x8HUxQm7BxaQKXgKhl8/5Oi4FeQb5bx204AbB1pgufoTOuwGZ1lUncBq8uqDbtLAuNIRrL2EesbIHUUVJWE7/eaJkxgEsm+Xp1unAm966u5eEvItTEJYUewSWT/GwL21mF7MBpG7AjIfpU3IxCoVC0hhIo+yApy0ll1GKAV/BlTBJNOv1uCr0aA+IWwbjzgC/2Oa6bqAUHDTDI9Ri4dUl1xGJlZYLyqM0Ar8Z+BQaf1yTYHraxJOyIwKGDRNa3fIC1NQlcOpRHJS5NNhEfme4cKdsuBtcaJW6bekvHrQtyXHBoiYtrZxb0GavCvatruf2TEB4dClwQTkhu/yTEQQMNcl2erKqwKhBWoVD0NzokUGpra/nyyy+pqqpCCMGAAQOYMGECBQV949vovkxmUOWm+iRDfBoDfToxS+I3BLGk06U3bgncukahVxJJSgSCwX6DSyb7026QlMA5bLCLpWUx3IZg+U6TqrhE15yy8NEk/LcyQY5LMKnIA0AsaVMRtchxaQzPsdkYat02EtsTdQLoQvDAkYE+5b7J5OEvInh0yHE5Is8xmtisrbMYnOssTr5bUGdKFQirUCj6HW0KlE2bNvHUU0/x0ksvsW7dOqSUSCkRwvn2JoRgv/32Y+7cuXz7299m7Nix3T5pRcss2hjOCvi8ZLKf8QWurKDKj3ZZ1MQtJhQYfFXnuHeiSUl13KbOhIFejTyXxhGDXRiaaFILJDMGosCjUx2zqIw7YsOtOS4aIRzXzMqqZFqglNYkGZJjML3I4Mtai42hZgJQMmhXNk4Lr+UacOUos8+Ik9JqkztW1rKsIkHChpF5OuVhm0G+7P18OtQmSBeyS2XxfG8/f5+xDCkUCkV7aFGgfPHFF/z+97/n3//+NwUFBRxxxBGceeaZjB49mkAggJSSYDDI5s2b+eSTT3jssce48847mTt3Lr/+9a+ZOHHi3nwfChxxctNHdeS6NEp8TnrpTR/VMTpXoz4pMG1JvkvDawgsCZUxyZxiN18Gk0QSNqYNAY9TE2S/gEGxTycYt7PqkgAsLY+zqS5B0JRI6XQHtmjM+gHIdUEsCbWm5PPqOB9VJKmI2RS5Ic9I5Qi1TK7hZAq1RktN/4o8cOpIHycUR9q/eD1IabXJtctqKK1J4tEckbepLkkSqInDgAyRErWg0COYWuRWgkShUPRrWhQoRxxxBN/4xjf4+9//zrHHHothtG5sSSaTLFmyhEcffZQjjjiCioqKLp+sonUeXhsh16VR4HYe/gVuiCZtlu1Ksn+RQZ7hFFELJSW27QiSw7wa7iIXI3J16kyb/YtcaKIxtiHfLXhta5SnvwpTFbOR0nG9GIDWUIAtFTdi44gKHUjazmsuTfLWDhO/LijyCGJJydLyJMNz2xAoLkGopfxiwCMgxyWIJCW2dKw2fpdgbJ7OzAGudIpzX2Dxphib6m28msDbUFBGE5CwbWIWhBM2Pt0RJ3ELfj5NuXIUCkX/p0XV8d577zF58uT2D2QYfOMb3+Ab3/gGa9eu7ZLJKTpGWcSixJf9YI415OkKBEIIvDoE3BqRJBR5NHaE7bSLYPGmGEHTzgq+fHd7jM9qkvgMpxBaKi4kCQjbqSSr0TSYNdVU0ADG5BkkbMnWkJXOptlY33KAiQAK3Ro7oy2XZx9boOMWsK7WSfUZm6dxxGAPxX6DYNxJt+0rbAtbRC1JZoyrrjnZR15DkGOIdBbPz6f17oaFCoVC0VW0KFA6Ik668lhF5xni16k1bQoyLP+hpCTQUH4enH44UkpiFtx+SNOMlvtLQ0Bj8OXqakecWDZZNUlSBdwizWgIC8eKMtADNQkwQ0lqE41pv63hWF2gLNpUwKRcSAI4pMSNaQlmFUt2hC1G57nIdwuCcbsxYLSqHSfsBQzP0fHpjgvO26CrLNuJ75occPHSNwf17AQVCoWiB1Bpxv2ISyb7uemjOoB02XakYFqRwYg8F18Gk9SZNm5dcMxQVxNxktlFOBV8KYTT06WynQJDB3wG5BiCEp9GRY1Fne24LJrz2Og44/pdMDbf4PPqJLqAUbk68WCSTJ2SOvys0W7uOqwovX33su+pgNH1PShQdp9Ta0XT5o328m5ZlNKaJDIp0YVTxj/HpXHJZOXOUSgU+ybtEijhcJhoNMrAgQPT26SU3H///SxatAiPx8O5557LBRdc0G0TVbRNKmMlM4vnnOlePg9auDXBYYPd6ZTUiyY132tm9+DLp78KsyNsNyl53xIWzsM1aUviSYs8F9QlnJomLe0PYNuwPWRhaFDoBkMTHDDQxRc1CYIN4ijHBd8d7+P3hxRljdHbAkabK0V/f2moxc7IU4vc3HFoYTqLx7RhdL7OVdN6d8l9hUKh6E7aJVAuuOACQqEQr776anrbAw88wA033MCUKVOIRCJcddVVSCn5wQ9+0F1zVbSD5sq2t2RhaInM/XN1u0nPm7awpdMt2LThiBKD0uok1YmW99dwuia7pOT4oW4G+nS+rLWoS9hMKnIRcGk8/Y2BLQ/Qy2iuFH1qe0vrPrXIzeMnKFeOQqFQpGiXQPnwww+ZP39+1rb77ruPM844g8ceewyA7373uzz88MNKoPQSOuJi2P24zG//byWaC4F1EDg9daJ2Y02SVGiqV3fSZcOW4Mghbv61peWaJ2PydQ4oclEWtRma6yLg0Sj2O5dmXwt4BSfotblS9NvCHZV6CoVCse/SokBZunQpAPF4nPr6eqLRaHpbWVkZu3btYsaMGeltU6dOZcmSJenfR44cyYgRI7p7/opmyGwCuCNq8d8Kk39vjnLtzLZdBrt/+49ZTuBmoiGOxJaNbplU0GrqUSyAQT7BEL+O3xCURyyq4zYHDvIiMFt0ER012LGaRJIJas2+XyF1eI7eJBtKlaJXKBSKjtGiQHnqqacAp74JwLJly9iwYQMA69atQ9d11q1bx7p16wCorKwkFovx9NNPI6XkW9/6lhIoPcSjn4f4tNKkLGrj0wWDvAIbwR2fOBk6a2usJpaVlMXlHxsiDPZrTCwwKPYb5LoEUkpsnIBWM0NleDRAkM7yGZKjMbTB8hGzJAGPzvQBBgG3xggfbIk2rf46OZ90avC0AW7mjfb2+Qqp80Z7m2RD9UWhpVAoFD1JiwLlz3/+c/r/X3nlFQ466CB+9atfAfDDH/6wyT6vvvoqa9as4YEHHuiuuSraQWm1yds7TaJJuyFlVVIWkQzJ0aiN29zxSYgjhniygjdPHuHh1a1xCtwag30adabkw4oEcwbBrIEu3toRJ8cAvyEImpKkDWPydAZ4dQpcTrbOF7UJKmOSqGWDhPqEZGy+wUWTnMDQ62bl86MlFSzaYpJo8BiN9cO3xuRmpQb3toDXztBcNlRfFFoKhULRk7QrBmXevHncdddd7Nq1i3A4zIsvvsidd96Ztc/SpUuZNGlSt0xS0X4Wb4pR5NHYaNr4dYFTFFZSEZXoQpC0ZZPgzYfXRpha5MR+TCx08eEuEwGsq00yrcjN1EKLSNIRHTMH6FmNA1OUVps8+nmIjyqdaNgjhrjT4iTFQ8cO4qGM/fvzA7w/CC2FQqHoSdolUG677TaklLz44ovous7PfvazrJTiYDDIk08+yW9/+9tum2hneOSRR7j33nspLy9n0qRJLFiwgMMOO6ynp9WtbAtbTC0y2FKfJG5LPLpoKE8vKXBrDPA2Dd4si1gcNth5mBb7dOYUu1lXk2BnxObIwRp3HFrY5sN2apGbu44oanWf3fdXD3CFQqFQtES7BEp+fj4PPvhgi68HAgE2btzYZZPqCv75z3/yq1/9ij/96U8ccsghPPLII5x99tksX768X8fGpAI0Dxvs5oOdJtGExKXBEL+GhmDoboGadaZkiF+nzpRpi0qxT8etCY50a1w3K78n3kafoz1ZU53NrOqK83f3uTOtZwcWuzh6iKfZWCdwmlouWFXHxnrb6aGkw3FD3Fw7q2ll49S8l5ZF2Rx2ekGNyjPSXbqbe0+l1SZ3fFLLsvIEUUvi1wVD/IIcl0GBS6RjnYAW16Sj69Xa/l299t35t1QoehMiGAy2p/5Wn+P4449n//335957701vmzVrFqeddho33nhjD85sz1i/fj0TJkxo8fXMNOGYZTs1SOI2xwx2c/SwxliTzODNzBiUzO0tFRbrK7S1Vl1F5pq3tH7t2ae7zt+ec3d2rUqrTW75uJYNdRZ5bgESKqIWFoLDStyMyTeyzvdVbYJfLKulJu4EXqeCpt0CZg0ysqx1qXlXRpL8tzKBLpz9Ax6NSNJmTL6LaUXuJtfyXz4PUVrjVCSOJpwWDRIY4oN8j86UgIv6pHP20XlGkzUBWl2v3deqtfVta6yu/lv3NvbWPajon7RYYKKurq7Tg+7JsV2BaZp88sknHHfccVnbjzvuOFasWNFDs9o7pAI0A26NpC04YZiXvx5XxF1HFHH6mJz0azvCTn2RK6fmtri9N37g9UYyU7M1IQh4nI7SizfFOrRPd52/u89dGZPkuzV8uobP0EhKQcKSlEXsJud7eG2ESFIiBBgCDM3JDrOATfV2s2u2rs6phJzj0nDrGqYNSSnYWJds8p4eXhtJd4a2Jbh0SDXnrkuCz9Aoi9pUxiSVMbvZNenoerW2f1evfXf+Lfsjl112Geeee25PT0PRSVp08UydOpWLL76YCy64gFGjRrVrsC1btvDYY4/x2GOPsWXLli6bZEepqqrCsiwGDcquzDlo0CB27drV7DHr16/fG1PrEtqaqwc4Kw/Ia9hQRbovTUuvtXZMb8BbvpXAulW4glUkAgMITjyAWEnbrrq98Xf9rMxFiRuqQ43bbAmfmbB+fXm79+mu87f33J1Zq8/KXNRFNHJ1iDYIgXjCEQe76pNUu8NZ59tcp5GwtHTTx1QLBFtC2EzyWVl1kzWrjen4NEg0VCMON/yM2lBdVZ31njbXaoQSAr8GZlKgN9TukUAsKbHjMSqshmaXEqqrIk3WBGhzvTLXqrX1bc9YHaE7r6Puoic/W3/0ox8hpWz3HPqbtWfz5s3MmDGDJUuWcMABB3To2EAgwOOPP85pp53WTbNrmxYFyn333ceCBQu4++67OeCAAzj22GOZOXMmo0ePJhAIIKUkGAyyefNmPvnkE5YsWcKqVavYb7/9uP/++/fme+gS+sqFuS+aTLUtX+P6bDkyJxfGjINImIGfLScxchT2yHEtHre31mr/+rqGwmyNBslg3GZ/t8aECfnt3qe7zt+ec3d2rfavr6Nsu/Pt3as7CsWTSJK0JcV5LooGeLLOVyPiVCdMGurxIQTIhiKAOW6d/YcUNFmzgpoosaTEawiSttOTKWZJ8gQUDSjIek+jEgk21DnndxsSW4ImnYe41xBoHheD9Mbu3kUDvE3WBGh1vXZfq9bWt62xOrPe3XUddQf74ueVouto0cVz2mmn8cEHH/DXv/6VkpIS7rvvPr73ve9x1FFHMX36dGbMmMHRRx/N9773PR544AGGDBnC008/zbJlyzj11FP35ntowoABA9B1nYqKiqztFRUVFBcX99CsFJ1F//hdR5zk5IHQICcPmZOL/vG7PT01wCnMVmvaBOM2tpTpui6pQMz27tNd5+/ucw/0CupMm6hlE03aGELi0gVD/FqT810y2Y/fcDLLkhKStuPe0YHReVqzazYxX8e0JeGEjWnZuDUwhGRMvtHkPV0y2c/oPI2YLdEEJKxGK02+AdGkzRCfxkCvYKBXa3ZNOrpere3f1WvfnX/L/kimi2fu3Llcc8013HzzzYwdO5bx48fz61//GttubOVhmiY333wzU6dOpbi4mBkzZrBw4cL060uXLuX444+npKSECRMmcN1112GajW085s6dy9VXX83111/P6NGjGTduHA8++CDxeJxf/OIXjBw5kqlTp/LMM89kzXPHjh1ceOGFjBo1ilGjRnHOOefw9ddft+s9btu2jfPPP5/Ro0czZMgQDjroIJ5//nkAZsyYAcCxxx5LIBBg7ty5AKxcuZIzzjiDsWPHMmLECE4++WQ+/PDD9JjTpk0DnD58gUAg/fuCBQs49NBDs87/1FNPMWzYsHbNp6O0msWjaRpz585l7ty5xONxPvnkE7788ktqamoAKCoqYuLEicycOROXy9WpCXQHbrebmTNnsmTJEk4//fT09iVLlvS4eFJ0HFFZDgN2a6Tnz3G2dxPalq/RP34XUVmOHFiCNfuoFq017SnM1p3F29oau7vP/ZvZBVlZPCeM8DbJ4tm9CF9mFk9OC1k8mfOOWTKdxTPY33wWT+oc4wtc6Swey2iaxTOuwNVsFk/mmnRkvdpa365ce1UEcM/4xz/+wY9//GP+85//sGbNGi6++GJmzpzJWWedBTiCZtmyZSxYsIAZM2awZcsWtm/fDjgi4uyzz+bcc8/lz3/+Mxs3buSnP/0pmqZx6623Zp3j8ssv58033+Tll1/muuuu48033+T444/n7bff5umnn+anP/0pxxxzDIMHDyYSiTBv3jzmzJnDSy+9hNvt5r777uO0007jww8/xO9vvQL1NddcQzweZ/HixeTl5fHVV1+lX3vrrbc47rjjeP7555k6dSput3Od1NfXc+6553LbbbchhODhhx/m7LPPZtWqVRQVFbFkyRLGjx/Pvffey0knnYSut79NR2vz6SjtSjMG8Hg8HHzwwRx88MGdPtne5IorruDHP/4xs2fP5uCDD+axxx5j586d6Sq4ir6DHFiCCNc7FpQUkTByYEm3nE/b8jWuV/7uWG0GDEKE63G98ncSp5zbqkhpT62Y7nqQtDV2d5+7uRo4p49pfv/mOm63NrYz7+bdF829p6lFbh4/rn2doVsTHR1Zr9b27+q1VzWEOs/EiRO5/vrrARg/fjyPP/4477zzDmeddRZff/01zz//PM899xwnnHACAKNHj04f++ijjzJ48GD+9Kc/oWkaEydO5MYbb+Sqq67i+uuvTwuJSZMmcd111wFw5ZVXcvfdd2MYBpdddhkA8+fP55577mHFihWcdtppPP/880gp+fOf/4xoiOi+++67GT9+PK+99hpnnHFGq+9p69atnHrqqWkrR+acBwwYADjGhJKSxs/Lo48+OmuMP/zhD7z44ou8/vrrnHvuuQwc6HSPLygoyDquPbQ2n47SboHS1/if//kfqqurueOOOygvL2fy5Mk8++yzjBw5sqenpugg1uyjHMEA4M+BSBgRDpE8am63nC/LpQSOS6lhe0qgdMTColAoegf7779/1u+DBw9OhwKsXr0aTdM48sgjmz123bp1HHjggWhaY2TEoYceimmabNiwgalTpzY5hxCCQYMGZW1zuVwEAoH0eT/99FM2b97M8OHDs84XiUTaVV/s0ksv5eqrr+bNN9/k6KOP5lvf+hYzZ85s9ZiKigpuvfVW3nvvPSoqKrAsi2g0yrZt29o8X3fMpyX6rUABuPjii7n44ot7ehqKPcQeOY7EKedmCYLkUXO7TRC05VLqjIVFoVD0PLuHIgjhNEPdU1KWj5bOYRhGk22p2Bfbtpk2bRqPPfZYk3ELCwvbPPf3v/99jj/+eF5//XXefvttTjzxRK666qq0Fac5LrvsMnbt2sXvf/97Ro4cicfj4dRTT82Kp2kOTdOarFeqofCezKcl+rVAUTSlr37zt0eO6/J5trQWbbmUlIVFoeh/TJs2Ddu2ee+999IunkwmTpzICy+8gG3baSvKsmXLcLvdjBnTgj+zHcyYMYPnnnuOoqIiAoFAp8YYNmwYP/jBD/jBD37A3XffzcKFC7nuuuvSMSeWZWXtv3z5cm677TZOOukkAHbt2kV5eXZMn8vlanLcwIED2bVrF1LKtChbs2ZNu+fTUVrM4lH0P1Lf/EW4Puubv7alfdHi/YnW1sKafRQiHIJwvZMDG65HhENYs48CGiws/t1iKJqxsKh1Vij6DuPHj+eMM87gpz/9Kf/617/YtGkTH3zwQTrj5qKLLmLnzp1cc801rFu3jtdee43f/va3XHLJJW0GsrbG2WefTXFxMd/+9rd5//332bRpE0uXLuX6669vVybP/PnzeeONN9i0aROrV6/mjTfeYOLEiYBT+8vn8/Hmm2+ya9cuamtrARg3bhzPPvssX3zxBStXruTCCy9Mi5kUI0eO5J133qG8vJxgMAjAEUccQU1NDX/605/YuHEjTzzxBP/617/aPZ+OogTKPkRvT9fdm7S2FimXkszJg6oKZE5elvtGDiyBSDh7wJYsLPv4OisUfYmFCxdy1lln8atf/Yo5c+Zw+eWXpyujDx06lH/84x+sXr2aI488kiuvvJIzzzyTG264YY/O6ff7efnllxk9ejQ/+MEPmDNnDpdddhnBYLBdFhXbtvnlL3/JwQcfzBlnnEFxcXG6d55hGNx+++389a9/ZdKkSXz7298G4P777yccDnPMMcdw4YUX8t3vfrdJfObvfvc73nvvPfbff/90XM7EiRO58847+X//7/9x+OGH8/bbb3P11Ve3ez4dpd29eJYuXcrEiRPT0b27U1VVxRdffMHhhx/eqYko2seeFD5yP3ybE1shMnSptKGqAvOSX3XRDHsPra3VnqxFVgxKRtBuSsT0xXVWBbXaj1qr9qPWSrEntNuCMm/ePJYsWdLi6++88w7z5s3rkkkpuoe2vvnvS+zJWuyphUWhUCgUbdPuINm2Ip1N08xKv1L0PvZ2um5vZk/XorWgXbXOCoWiqzjkkEPYunVrs6/dddddnHPOOXt5RnuPVgVKXV1dOqgGoLq6utmFCgaDPPfccwwZMqTrZ6joMvZ2um5vpjvXoivGVllACoUC4Nlnn22Sypti94a4/Y1WBcqf//xn/vCHPwBO3vZ1113XYqqQlJKbbrqpyye4L9KdD6euStftDw/Qrkxdbm49Emd0rmqxqrOiUChS7MvFRVsVKMcddxw5OU465Q033MBZZ53F9OnTs/YRQpCTk8MBBxzQ6Wpxikb6wsNJ2/I17ucfgdoaRMJEbt+EvulLzDMv7jVz3Jt09d+suTor7NyG5+7/Bd1AFg4kccIZWHOO6do3olAoFL2IVgXKnDlzmDNnDgDhcJh58+Y1KRWs6FraUwSsp3G9+ATa+lInS8XjAemHndsw3voX5g+ubnuAfkZX/812r2Qrtm1C/+ozEBpy+GhEpB733/+CCUqkKBSKfku7g2R/9avemR7Z3+iJzr0dQdvyNfpnH4Oug8sDpolWX4vUdPQVS3ADJMw+6/bpDF39N9u9kq228QvQNfD4HVHod7a73nhBCRSFQtFvaVGg/O1vfwPgvPPOQwiR/r0tzj///K6Z2T7K3u7c2xL6h2/jeuMFRE1llktB//hd0DTQDbCSiHgUAJFMgEygr12FPWkm9DLXVHfGzHT132z3LCARCTmunbyCxp18OYiayj2at0KhUPRmWhQol19+OUIIzjzzTNxuN5dffnmbgwkhlEDZQ9qTotqSeOgq9A/fxv33v4DPB4GiLJeCqCzHLipBqy5HJBKA049BWhbk5jkP1LItyMkzW3RzdPf8d6e743q6Oq24SRaQPxcMAzy+xp2iYWRh80UTFQqFoj/QokD59NNPAdL1+VO/K7qXtlJUCz7/L+53FzcrHrrqIe964wVn/AZXQpZLYfJMZDKBjEWgphKEACRoGrKoGFxu5xs/NOvmaE38dJdIaTbotL4W95P3Yg8asscWle5IWc7MMEqvWaQefDkQDUM0SuLU73d6fIVCoQCIRCJceumlvP3229TV1fHpp59y+eWXM2XKFO64444enVuLAmXhwoWce+656RQnIQQDBw7E5/O1dIiii2gt/XXQx283iod4FBEJQzSC+5kHiQ8e0SUWAVFTCYGi7I0NLgVr9lFor/wde+wk9C/XQCwChoHMKQBNd+JP/LnOMc24OVoVP90kUJoEndbWoG3d4JSfnzS9Sywq3dFtOYU15xhMyLY6nfr9JuvVH1K/FQrF3uXJJ5/kgw8+4JVXXmHgwIEMHDiQJ598EsNolAfTpk3jRz/6ET/5yU/26txaFCgPPvggBxxwADNmzACcltB/+ctfOPvss/fa5BRNMepqYNBgR5xU73JEgceLiIS6zG0hCwciIvWNIgLSLoVMawHxGFpFGfbw0eD1oX2x2jl+0oR0B+Dd3RytiZ/uYvcYEbFjM2gC6Q80NvNj72dKdURQWHOOaVXA9YX0dIVCsfcwTbNJh+Lm2LBhA/vtt19Whm5hYWF3Tq3dtFibvqSkJKvVc1ul7hV7h2R+IUTDiPpaR5zoBiQTSH8uMicX461FuF74P9wP34brhf9D29J2u+7dSZxwBkSjjktB2s7PaNTZToNL44wfEv/5rcR/fD324BHIpIU1eSbW5AMcF9Bu/WlSyMKBjosik26Op7BmH4UIhyDsvB9RVwNSIodmFEDay5lSKUEhwvVZgqIzfy9QHZQViv7O3Llzueqqq5g/fz6jRo1i1KhR/OY3v8G2bcCxcixYsIArrriC/8/em8fHddV3/+9z7p07M9plyZa8yYvsJLazOQYHQghu4KEFWkLahqQFUlLIAxQaoEDZt7YsXYCSB/oQAoWGtD9CypOFEgqkiUlCFoMTZ/EWWbYsW7L2dfY7957fH987oxltlrzES+7n9UpsjWbunHtH1vne7/eztLS0cOONNwJw7733ctlll7Fo0SI2bNjAP/3TPxX38ze84Q1861vf4tFHH6Wuro43vOENxcc/8pGPFP9+6NAhPv3pT1NXVzenhOUThRk7KK973ev4h3/4B372s59RU1MDwFe+8hVuu+22GQ+mlOLee+898aucB+69916+//3v8/TTTzM4OMhPfvKTYlT0C42T0XLv37SFFQ/9BNIpiMYglwUvj7/qIpSbRe96Cu+ilx3XXfRcRwowv9GG7mzHVNehO54HZ0iKEuOfdD7FFI5ITT2mvgFTW9LJeYGVUifbOwU4reTpIUKcbXhuKMdPOjIcTnosq7T4g5Uxzl9w9I7F8eDOO+/kT/7kT/jlL3/Jzp07ef/7309TUxPve9/7AHF///CHP8zWrVsxxrBjxw7e/va38+EPf5g3v/nNPPnkk3zwgx+kurqad73rXdx+++186lOfoq2tjR/84AfTdlxuv/12Lr/8ct7ylrfwjne846Se32TMWKB88YtfZMmSJfz617+mv78fpRSJROK0DwRMpVJs3ryZN7/5zbz73e8+Zes4WS330fUvJbd4Cc4P/6+QUbUFWmPtehK8PKamfs6b3mwF1NFGCvNF8XrUN+Cd/1J0+05UXxd+83Lca9910v08SgupwlpIjp+yML+T7Z0ChAnKIUKcJDw3lOMbzyWodTRLKjUjOZ9vPJfgfedXndQipampiX/4h39AKcU555zDvn37+Jd/+ZdigXLZZZfx/ve/v/j8G2+8kVe84hV84hOfAGDNmjW0t7fz9a9/nXe9613U19dTUVFBJBKhqWn63xX19fVoramurp7xOScLMxYo8Xicj3zkI8U2T319PZ/97GdPew7KddddB8Dg4OApXcfJdIT1Nm8h27wc5wdfR3fug4gDES28lNEhVFcHZulKefIMm94LzVkovR6mshpv+SpIjsvfN295QaXHp0No4sn0TlGuizrYhkqO4W3YhO5sD3koIUKcQPykI0Oto6mLyg17XVQVHz+ZBcpLXvISlFLFrzdv3swXvvAFxsbGANi4cWPZ8/fu3ctrX/vassde/vKX8/d///eMjY0VpyOnK+bsJPuTn/yEc88992Su5azCyW65+y2tkMtIcaIU2BGoqgHPxdq/h3yhQJlh03uhLfVnux6nQnp8MlU3c0GhoGB8BDU8UOQU5a46tlFXoeiyH7gHvXM7pqoGf/1GsCNEfnYH3vLV2Dsee8G8Z0KEOJtxOOmxpLJ8mlDjKA4nvVO0IkEhO28uKC10TlfMuUC5/PLLARgZGWHr1q10dnYCkrS4ZcuWF5Q4czLQ1tZ2TK+L9R6ibu9TREYGcesaGDl3I5mm5TTrCFZ3N16sovhcK5PCi1fQc4zvNXmt540Ok69tFGdXQGczRMaHUeOjDA4MYmXTWJkkfS97LZlJ77l8fxtuzQLIDE08aAyR3jYOHef6psNs16Pqv/4Doy08ZUMmC8rG0hbef/0H++qXHtf7Huvn+kKgtnklzY/ch/Ly5CuqydXUwUP/TV/OJ9O0/JiO2ewZrJXr5Dp7gOcSP9JF1fZHyNUuwHPiWMOD6H//Bn1Huhld/9Lia0/na3W6IbxWc8eZdK3Wrl07p+ctq7QYyfnFzgnAWM6wrNI6WUsDYPv27RhjisXFb37zGxYvXjxjJ+Tcc8/liSeeKHvsscceY+nSpVRXV0/7mungOA6e98IXX3MuUAC+/vWv8+Uvf5lsNlum6onFYnz84x/npptuOuELnA0/+tGP+OAHP1j8+s477+Syyy47pmPN9QezFLqzncjOx6UTsaoVUkkadz6O27IC/tebpOUei0zwHDwL93+9ierjuHNva2srrjWyaAlOwbwLpAOBB/k8DeQxS5fhbbqC5dO8X2T12qkjhuQ4pnHtMV2Lo0FHZ74e0f/zGZEeq5I7klgURoaOay2l1+p0ROS5R1AXbYbKaiwgCpAcp6r/IO7lVx7TMZ2tLixZUnYtrV1PoCxNtL5BxoBpF3JZVvzqHrIbL8VvaT3tr9XphPBazR1n67X6g5UxvvGcGFLWOIqxnGE05/O2cyqO8srjQ09PDx/72Md45zvfya5du7j55puLNIzp8N73vpcrr7ySL33pS1xzzTU8+eSTfPOb3+TTn/70vN63paWFxx57jDe/+c1Eo1EaGhqO91TmhDkXKLfddhuf+9zneNWrXsV73vOe4rhn7969fOtb3+Jzn/sc9fX1vO1tbztpi52M173udbzkJS8pfr148eIX7L1h9jGJe/UNJ53n4L7mahmNwITDqOeTu+49R23fn2h79qNhNt7HbL4rZzNOxhhwOm6LSiUhVjGrd06IECHmjvMXOLzv/KoyFc/bzqk46Sqea665Bt/3efWrX41Sire97W2zxtBcfPHFfP/73+fLX/4yX/3qV1m0aBEf+MAH+N//+3/P630/8YlP8IEPfICNGzeSzWYZGRk5zjOZG9TIyMicDE4KOuq77rpryuzKGMOb3vQm+vv7efTRR0/KQueLwcFBWltbT6rM2Ln1y7LBlN75Gx8G+8ndeHLSnyffkRwPufR0cR4t46CUWLnnjlPdc7rfvUXu+t70XazKatyrbwDm//mWkZ+DwtN+/AFMRRUqOY5KJ+VnFIWpqCT/8tdgKqvZdf7lp/W1Op1wuv9cnU4Ir9WJwxve8IbTwn7+hcScOyj79+/nhhtumJZYo5Ti93//9+fdNjoZGB4e5tChQ4yOjgJw4MABamtraWpqOuESqdNB2nk8cuBTTRQtYD6+K2c6ygqOikpwYvgr1kzbxToW8vB0narc668jct8PUYlRIVQrJYZ12Qy6qwMSoyzf30Zk9drQHj9EiBCnDeZcoNTW1tLR0THj9zs6OqitrZ3x+y8U7rvvPt773vcWvy7wYj760Y/y8Y9//IS+1ws9JjmbcTJ8V5ofuhdnq3va5NJMKTjSSejrRtXUY9KpKWPAY80tmq7wtB+6D5McQxlAW5hoHDBYzz+LX1VDRTqDNT6E1fE8uT965ym/ViFChAgx5wLl937v97j11lu58MILefOb31zspBhjuPPOO/nOd77Dn/zJn5y0hc4Vb3nLW3jLW97ygrzX6eCnMVdMHueYaFxkp/1HxODNsqGqGr91A/krrzpl53Aixk6FMYflerBkyWmTSzNTwaHGR8j+5eenPP9E5hYpz8MsWw0jA6Bt0Bo1PoLJu1BZjacjEkzdcxj7gXvIvf2v5v0eIUKEOHn46U9/eqqX8IJjzgXKZz/7WX7zm9/wnve8h09/+tOsXr0akNHPwMAA5513Hp/97GdP2kJPV5zoMcnJ4IVMNmXT7buwnn8OU1WNSoyhclkMBkYG0P3d6O4Ocm99/wu+mevOdiJ33ooa6EEnRjC+wX70fnLX3Div7kqBvOxl3FMWBjjd5zjfguNEkocLxzL1C1GJMXBzkM+D7UBVrWQvRaIQN+j2nfM+fogQIUKcaMzZt37BggU8+OCDfPGLX+SCCy5gaGiIoaEhLrjgAr785S/z4IMPnjYJiGcqTnSAXAGTg+R0dydo0MODqFwGMChA+T7k8+iDbdgP3HNCzmk+sB+4G334AHp0CJSFsizU+CjO//d/cb7/lTkHIKqBXhm5leIFzKWZ6XM0FZXzCko8WmjjfFA8lu9hGhZhausxWmHqJskFs1nUyOBxhU2GCBEixInAnDoo6XSam2++mZe+9KW8+93vPqUZN2czSgsJNTqM6j6IGhvGuf1mcm+96Zjv/ifLWVVyDPIe+FONdxQK43mz3kWfLPWP3rcL5efFHdcKDI88Hz06iOlow7/wpXMa1xTJy6U4TvLyfNQ0M8nPaVyM6nheHitRK80UlHgiycPTHcs/9yJ0Xzeqt4tYNoOyLHCzmMbFL0j8QYgQIULMhjkVKPF4nK997Wv8wz/8w8lez4sahUJCjQ6j254Dx4HqWtT4yHH5VUxRGxmDyuemf7Lrgm3DDOLzk5rho4C8C05s4iE3g1Ea5c19XFMgL1uuB6buuMnLR1PTTC7YdEcbZsWktVVUYtIpcte+a14Fx4kkD08+lrVtK87t/weMh1FKohMAf0nLKRuNhQgRIkQBc+agnH/++ezfv/9kruVFj0IhoboPSnESiUIui6muAz+Pc/vNLI9WzlsOOlltZFDMnMJgIO+iB44Q++L7p3QKTlSGz7RdmNYN6MGtwo9wHPDEFZeKSky8auLFRxnXFMjL3i/vhsH+4yYvz6amMc3LpxRserAHPxbDNJfY1QcdnJkKjlPhSaO7DuCvuwg1PEh+ZAgrnYCqGtTYCFQFHbzkOEar00IFFSJEiBcX5sxB+fSnP82//du/8fOf//xkrudFDW/TFahkAjU2LOF/uSzkc5jqWvThA6ixYdyaBfPmphQ2bFNZDYP9EI3iz0K0VAC+QXcfxPn3b2Bt2zrxvRPA75iJo+GtvwR/6UrwfcikwRiME8VEY5glLRMHmMO4xm9ppeeKN5K78WO4V99wXJurGh6YiBMoICC3Tub3UFmNv3QV+nAHJAPuSHIclUzgbbpiXtfjZPM/1EAvpmkp/rqLGT3nYsziFojGUaND6LbnUG42GLdFXpD1hAgRIkQp5txB+cY3vkF9fT1/8id/wpIlS1i5ciXxeLzsOUopfvSjH53wRb5YUCgknNtvRo2PgBPFaAvr+WfAgGlYJCZbx9C1KFUbOd//Ctaz2wLDrhlmOUqBZaGyGSI//Y/iXf+JMKebqQujuw6Qe9v7hSy7bxcoME3LIJvF2JGAKPrCe83MpqaZzq7eNC3Bz2YwldVzkp+/0MnSxXVO+izNkhbU7h2oTBpTXyFjvnwOs2YDxo6Eo54QIU4x3vOe9zA0NMQdd9xxqpfygmDOBcqePXtQSrFs2TKAYppxKc6E+ObTHX5LK7m33kTkzlvRfV2oeKV0FHyDSqewk6PQsOC4VCn5K9+EtfNJjBUp4aIoisQTraUYsGxwDKrvSPG1J8KcrnRTV6NDqO5OVCqBCY6fe/uHyp4/efzxQnvNTJt5FJBbddeBaQs2f8Waol390XAyMnnmgrLP0hiM7eAvWoruPQz5PKaiCrNyLaZ2gTjPvkAqqBAhQoSAeRQozz777MlcR4gS+C2tIgUdH0HlXXH9jFVANEpsoAdaVh2XKsVvacVfuhIdr4DDB1DGiGrGDYoV25ZAOZDiyLbKXnu85nRFrk3eRe/bKV4ctg2oaQm3p9qSfzY1jelcXlawqd5u4XY0NBO563tz4m6cqsiE0s8y0tuGaVxL/pob5bM9xREOIUKECDFnDkqIFxhuDv/Cl+Jtuhz/ws2gFRiw0smjchrmAn/FGrxzLsDb+ApMVbXwPCypV43no1wXNToEqQT+svIN1m9pxb36hmPmdxS5Nh1tUpwoIJlAGR99YA/O7TefdnwHb/MWMp/4Oul//Hcyn/h6ceRVyu9RnfvRhw/gL12JWdE6Zy5J4XrMlbNyIlH4LA+98YbiZ3kq1xMiRIi5IZvN8rGPfYy1a9fS1NTEa17zGh577LHi913X5a//+q8577zzWLRoERs2bOBzn/tc8fv33nsvl112Gc3NzaxcuZLXv/719PX1nYIzmRlz7qAU8Ktf/Yqf//znxRFPS0sLv/u7v8urXvWqE764FzNK76pN7QL8NRtkQ9caU1l93GOOYnu/vgHvklegDrajRgYxuSwqkxJnWcvGxOJgR9Cd7Sesi1Hk2tz6RfAN2DZKKYzWU2TVZwLnodDhidz1PekyzJNLcrpFJpxu6wkR4nTEqU6D/8xnPsPdd9/NN77xDVauXMk3v/lN/viP/5jt27fT3NzMt771LX7605/y3e9+l5aWFrq7u2lrawOgt7eXd7zjHXzmM5/hjW98I8lkkt/+9rcv2NrnijkXKMlkkj//8z/nl7/8JcYY6urqAMkH+Na3vsWrX/1qvve971FVVTX7gULMCVOkwXYEFrdwcMPLWNGyAmv7Q9g/v/OY/2GUbkIMpPAvuhRv0xVCUO1oQ3kuJl6Fqa5DDfbifPuLeJsuP2H/CP2WVrxLLhdZbme78F5KZNWmsmrOpMxT/YuigOPhkpzqMdZkTLee0+U6hwhxqnFS/aDmgGQyyb/+679y880387u/+7sAfO1rX+Ohhx7iO9/5Dp/61Kc4dOgQra2tXHbZZSilWL58OZdeeikAR44cwXVdrrrqKlpaRCG5fv36k77u+WLOI55PfepT/OIXv+DDH/4w7e3tHDhwgAMHDtDe3s6HPvQh7r//fj796U+fzLW+qDBZGmwqq4tGbSdKkjrtqMZ1ZbR0yeWYJSvQPYdQ2TR6dBB721ait3yhTHZ8PJhRVr2kZc4b+6mS6E4H09gEqUlW9mcJd+N0us4hQpxqTGcvULipeiFw4MABXNflZS972cSaLIvNmzezZ88eAP70T/+UZ599lk2bNvHhD3+Yn//85/i+D8AFF1zAli1buOyyy3jb297Gd7/7XQYG5h9CerIx5wLlrrvu4s/+7M/4xCc+wYIFE4FnCxYs4JOf/CTXX389d91110lZ5IsVkwsIgGW/+CG6Yy+6s10MtU7wP4zSTVbt340aHUT1dUM2W+SLOPfedkI2pmIRVlMPiTGME8Vfs0FUIzNs7Lqznchd3ytmxdgP3H1Kf1GU4mzmbpzqX8ghQpxOONV5X7OhoKa9+OKLeeaZZ/jsZz+L7/u85z3v4U1vehO+72NZFnfddRf/7//9PzZs2MAPfvADLrnkktNODDPnAsX3fS644IIZv3/BBRdgZvLUCHHcKNzB2okxcfvMZdH7dgqR9QT+wyh2Ndp3o7s6UOOjqLyLymVRh/ej+ntQwwPYD9x9Qt6vIKv2V54r6qWauhk39unu4q2d28VQrBSn6BfFTF2v020MMrnIm0uxeTr/Qg4R4oXGqe6Wrlq1CsdxePzxx4uPeZ7Htm3bOPfcc4uPVVdXc9VVV/HVr36VH/3oRzz00ENFR3ilFJs3b+ZjH/sYDz74IIsXLz7tmgxz5qC89rWv5ec//znveMc7pv3+z3/+c1772teesIWFKEfhDjZfWYOTd8WXYnwMa/vD+A3N+CvPOSHv47e0kt94GdHb/rnExE3J+6Egm8FEqrF2bj9m4ux0XIa5kDKnNTSrrEEdbMfUlTjjnsKxyunGJZmMmWbnsQ0vg7VrZ3zdqZJChwhxOuJE+EEdDyorK/nzP/9zPve5z9HQ0MCKFSv4l3/5F/r7+3nnO98JiLlqc3MzF1xwAZFIhDvvvJOamhqWLFnCb37zG7Zu3cqrX/1qFi5cyDPPPENXV1dZcXM6YM4Fykc+8hH+/M//nGuvvZYbb7yR1atXA9De3s6tt97KkSNH+Lu/+zv6+/vLXrdw4cLpDhdinigQMDONzVR27YfEmHiH+AY11Ifd14X19GOYhUtmTdqdC6xd28HLo4ppx0GhYgxgUAlJCrYfuIfc2/9qXseejVx2NGOzaV1bV6xF79wuY5XJvyiy/rzW9mLATK61dXufgsuvnPF1p/oXcogQpxNOB6Xb5z//eQDe+973Mjo6yoUXXsh//ud/0tzcDEj35Oabb2b//v0opbjgggu48847qaiooKamhieeeIJvf/vbjI6OsnTpUj7ykY9w7bXHFkh7sqBGRkbmNJepr6+feNEkx9jCaGc6J9mhoaHjWV+IAJG7vodKjjOYcVl0aC9qZFCSf7085HLiAxuJCH/D88ld+65jKlJ0ZzvRr34UlRhD5d2gNpn+R8TYNrk/eif511837/MouxNPjss45CgFykyvJZ/H1NZPUZe0tbWxdpauwIsRzq1fliJPlUx3jc/YgXZiH/rirK8NVTyC8Odq7givVYjjwZw7KH/9138dWtmfQhTuYC1XEn5N/UJIJVCDvfK5GIPKZlHDA/jVtUTuv+uYChRr+0MoA0QcTD6PYuYuhPJ8nHtvxzQ2z/m9jkeKO+Nd/MbL0F0H5vT+pxqnepOfaVTj1jUQO8prT/fxVYgQIc4uzLlA+fjHP34y1xHiKCi0FL1f3o3RQaEYi6N8HwqjmKBQ0WMj+MdIWFYDvZhoDJXNiBJlNhgflU7g/OBm0nMsUI6HyzBdW9U750Lspx4tjox0zyHsW76Av3AxzdUL0NE3nTab6rF4J9j3/VAs9gtdptdcjWlsLrfdn8dIb6Yib2TDy6g+2otDhAgR4gXEnEc8IU4PtLW1cW5UiwdF2zPo/p6S704E/hml8c+5YN58lMhd38N6+gn0QA8qMTpz2nEJDOCtWof75x8+ajFQtkkXNsjebklqdnNz6iqUdiF0/xFMfSOmeRlqdEiyfQC0RdrNE89n8VvWYKrr5nz8k4XSEZUaHUZ1H0SNDWNq6kXJNGlN9n0/xLn73yBiQyQGbgYyaYwTly5USXDhdCO9mbo10z2+N+uHrfg5IhxbzB3htQpxPAizeM5AFDoJ+AYpSgqYKCaUMagjnURv+QLxv7ya2BffPyeDNW/TFVBbD4WUY22V8xWmgQKsA7uJfen9xP/6rTjf/8qM0tXJUlzyLkorIfzOwQBsitR4fAR9aH+w4XeKV4u2Ub1dOGPDqLFRrKcfx352G8qOlB3/WOS2x4OCVFeNDqPbnhN5dIm1/+T3j9x/lxQn0Qpx2o1WoHwfnUlBReBHUlEN8bg8d7brFJy3tW0r9gN3Y21/BN3ZhhodPqnnHCJEiBDHirBAOUPht7TiL2/F1NSCJUnA5TDosWGUl0elU6jUOM4dtxy1SPFbWsn90Tvxm5ZhlMiLse05FSlYFiqbxtq9g8idt85epAQGdKZ2Af7CxXM2ACuoUFTeRe95BhJjqPFhMZVLJyDioIb65LzdLCqTlJTmoT70s9uKx7cfuPsFd0YteCeo7oPgOGLt77pl1v6lUMlx6ZyUHYSJkV4B8UrUcLkL5HTGavgezp23Yu3egfI89Ogw9mP3E/3GZ6nd9ZuTcMYhQoQIcewIC5QzGP7KtXgr1mKUwkSc6Z+kNCqfkyJmmjvtaY/b0kruHR/FX3M+JhqX6kNbR32dGh9FjQyiBvvQRw7OyWV0vgZgaqAX5QYmdbks1DeC56H7ujBKQzqBSicxWmPlMvIaQPk+arAX/fgDqMMd2L/+BdZTv8Z68teoroNlhdHJ6qzMaO1vWVhPPkLkv+8s63SZymoZ65RdAKZ+Fukkpr6x/GnTXFc11A+pBFg2KjEinKVYHJVK0PzIT0Pb+hAhQpxWmHeacYjTB96mK9B9R/AXLUWnxjFjrpBm7Qjk8xRHPkqhervkz57DRP/5k/gr1szKxfBbWsm97f1E7rkN6+nHZDOzIyI9PgqUm4X+I0Tu/gH2L/4fZtFi3Df86bRcmJlIs0Qc4WxM4k+Yxib000/IKMeJQiYl4w83hx7owVTVYCIOKpuZRJ9RKAy67wj0dUt6cmUNKpMS/5j9ezCNzaA1uu/ISQkBK6Y4334zanxEOifxCqyO50Er6YQEna4c4L7mauGgkCpyUIzWwkFJjZdxUNw3Xn/U66rGR2ScNj4i0QUYuXZoGR3NMZxxJkzHbQFCaXKIECGOCSFJ9gzDZNKZ7mwXTsHO7RjfoIf6UFqLR0qRNKuKfzUYaflrDbE4ud9/y1F9TArkTt3ZjtW+Kzj2/GC0xlu3Efe6vyjboKYjzer+IxjfYJqWlClNCmGJ0Zs/DVXVEHRFMAbT0AxuFtO0FHq70D2HAIUKzOUAUBpjfJRlg21jnBgqm5bX2zamsRk1MoS3YROmednE4ufg0zKd2mam61p6ztaTj8galCVE4agUH6aimswnvj4nFU/+4pejsukphcHk62rt2YFJp9HDAyjLkp8B38MYSC9YRGTtBnI3fmzen+3kc1KuizrYhhoZACeKv+o8+SxLPsczuUgJiZ9zR3itQhwPwg7KGQ6/pZXc2z80cff60M/EvAxQXr5YnxTaCQqEV+JJmJ1z57cBZi1SitLU+gaRIB9DgaJ8H3vnk6jbv07ure8vblDTSYf9vCtdoBK3U8ZHcW6/GX/hYtkEcznU+DDYDqZuAWiNidcLn6V+IXp0GJPNiBuuUnIdtAbfYCqqwPekMAAZmbhyTiYaQw31lxcoR/FpKVPbxCtR2VTQ+Zj+upadczIB8UpMbb0UJ1DGKcm//rppj1HoRs3qzDvpuubeeD3OnbcidkZGfg6Mkc6Y5x2Xbf0ENygvSirHkeIwnUQfPoAfnKMJnnsmFyghQoR4YRAWKGcJCiZaxWKisgrr2d+ge7uka8JUGi1I4eDc+R10Xxf5K6f3DCndUBkawDrUjkonpzna0WDQ+3bifPfvheNSUqSUvq9z65ehpm5ijaPD6EP7ZUM970JMPofat1v4MfWN0tHJ5TArzpFuwWA/uT94C/bdt4GHFC8RRzZjbYHxIFYhtZvvSXEScfDXbEDt34Pu7kBlkph4FWZJC8aOzLp5l6ltIPgzReT+u2Ys/ArnbO3egUqNTxQnUOSUWNu2Evl//4oeECm5aVxM7g9vKBuVzWRdb21/CPfqG6Z8nv6jv5Qx1kCPcHYqqjCV1eh0qiyccb6GcgUDPrXnmQkCsBcUh46D6j4oRVgYMBgiRIg5IixQzjKUFRO+j1/fCPEKVH8P5DIzvCiP7miblWtRLCKuvkHs8P/pI+jR+ccYKM/D6nie6Nc+jt+yRoi+kza/yfwJ1X0QtMJU1MmYpnk5PqDbdsL4KKamHrPiHNkAk+OSi/H66+h2fVqe3Io+cggTcfBb10Eui7VrByqblcJEKUwkgrdhk7xXcgwwkPfQPYehs018Sv74xpnPKRnwQUoRicnjM8DatlXGNEc6UakEpqYeGpuKnBJv3SVEb/saJBMo2wIDqvcwzm3/TI6JDsp8nXn9FWuCLlVefFhSCYwdYax5BRXBZ3AshnKFz0ylEhPkXMuWaxlx5HEIAwZDhAgxZ4QqnrMQBRlv/rLX4J9zgXBOHGeGRJ1AGHJgD9a2B3D+5fNHVXP4La1iLFZdd8xr1EP96MPt08p7C2oXkuPiVjs2LDyRJS3F55impfjLW/FXnSfk2ZpaSI6jkoliJ2B0/UvJfP7bZD71DfJbfh8Tr5JOhRMV5ZMVqGF8Dwb7sH79C/RAr/BgervAzcrz7Qj2U4/OeF3K1DbZNGp0CDUsHi/TybqtbVtx7rhFOifNyyRHaGwYeg5jKqrJXfsurINtkM2gbBusiIy8bBuVTZcpseYb+164tsa28c+7EO+8izCLWxjctEU+l852nNtvRnfsRXe2o8ZGjir9Lj9uoE7KZTHRGCYag1QCE6+c8vm80D40IUKEOLMQFihnMbxNV4C28JetwjTMfteqQPgDRzqJffZGop97z6wbh7d5C7nrP4DfuJgSGuo8YFADvdi//H9Yj99P9J/+uvhek83cTE29nEPtgomXp5L4K9eWP6+yetq7/FLfFTU+imlchFl1HmbNBvwVa8B2sA7sRbk54WOggjRnX97TsmbdoN3XXA1uHsZHJek5nwcUpqJqWu+ZyP13QTw+YbbWuBizeDlmcQuZT3wdb/MW4aD4fqCyCaAtlOeXeZ5MLuYmFwGTMeXaBtcs07R8wtxtbBiqalC5QM49OnTU0UzhuP7KcyAxLnYt6y7CX3Wu0F0qq8s+n5mM5MIiJUSIEAWEI56zGKXjHmNHUAuXYP32V9NyUQpQAL6PdWA3prcL07QEvX8v7jU3Ttn4vc1bSG/eIiOff/kb1JFDMEu44LTvFbyfGh0k8pP/wH7sf8j98TvxNm8pvl9hMyM5Xh4SGMSbz4dwqYYHoK6k0InGJWhRKYwTDUjEOZH9ujnU6DB+01LxXtn+tGzSkYisvsQ6Pwc4P/4uKDCWjaltkJFNanxKcOOUNcAUszVT3ygqGN8HKyhSfA9j6TLPk2OJfZ/2mrW1FfkspqZepOJOVNbb3Vnk4czGTRHC9l+VP6d5Oe4b3jLl/WbjzoQE2hAhQkBYoJyVmG0Tif/lH0Jq/KhKHAWQGkP1gxkdxn7gbnJv/9C0z/VbWsn+xWdwfvwd9PPPotIpwGCMmbUYmvKenovqP0L0u39Pftf2Iml38iZMJIKJxrB/fqfwKZauQncdmBOh09Q3ymilosQfJO9iAkWLcXOoYkiiD5kUproW/dxvUXkP9fyzAeekAu/8l0IJP8M8+BNRFJW67k7j8jrdGiabrbmvuZrobV/DJBMo0YeD5xWlxpOv/4nY1At8FrNkBartOXkwEhH/lGQC75wLpVD086jhAdT+3di/fZjcVdeXFWBzWc/xpFqHCBHixYGwQDnLcDSCo/u6N4sEVkkHYDYowCTGUCqB/ej9mNoFM27+BYt8+4F7sJ77LaaqBn2kE2PZAfF0jvA9yGaxfvMrrOe2453/EvJXXlXc9HRnO86PvwOjwzKSObAXtv4U/7wLMU1L0e27iPzPPZiIw5rqOqzfLzeIc19zNc4dt8gXgdGZCQzLlPGnJDgrN4fevxuVFF6HyiRl7JJOoTv24l388uKdf6HrofJ5ubYRR/xVJrm8TreGyWZr3uYtZKFcxdO0bIqK52iYixrH2raVNf/1H9j9R8CJ4q3dgL/2/LIwwwnidR7d1SFGeVW1kE7g3Hsb2ebl8yqSjifVOkSIEC8OhAXKWYajtc4LstfIf/8INTYcGJnNjIJvinFzR1VzTGnxD/agiv4j8xj9GB+VGMPk89iPP4D9xAOY6jq89RtRiTFUz2EZ9VRWiUNuNovuOYyfz2O17wYtBm1WOlV0ZS1s6t7mLeSgzOjMrDgHfXh/UdVT8IwpXBk11C+FRCQC4yJJxvfkcSje+ecvfnl5+nA2hUrkcbf8Qdn5TbcG943XY5qXT3HPzXz5tjlds5lcXGcrVnVnO5F7b8N6ZhuWZWNicdT4MPb2R/CbluKvWItpaCo+3/75ndINKrj4AlRUwdjIvEczRTl8cP1Kx3YhQoQIAWGBctZhcutcjQ7JnfDwICAbQ8H8S3e2i5X9bx9GHZU7YlDDA+h9O4k+/Rhm2Wrc11w97d18odvhL10lnQI3h8qk5n8ymZR0cbSF0lo8Q0YGMQsWic8GSOHjODDUjx4fFWmr44Dr4lXXg8lP4YB4m7eUfe3c+mXMgoVYTz8uXRkAy5JipaoWRodQnguDfdMXW8Gdv8qm8c69AKvrIKRTMgZavWLCEK4Ek9dwLNLeo73WRGMzFqsgxYvVJqZq5PMTxncqL7lFlk3uquuL728am1D7d8s1KcDNYarr5j2amYk7A0wbcRAiRIgXH8IC5SxDaetcjQ6JqydAvALr6SewH/0l3oZNRX5H9i9FVux883Povi7J8pkOvsHa8RhoWzgI+3YS3fsM5vab8S65vDiGKUWxU/DT/0AfagfPmx8npfCn70FiTP5Dii5THWySEQdyWXFHzaTAiYlBWCE8cRoOyHTXjOQ4/up1Mr5wouUeJraD8YLrYgzk0ig3h3GikgtUW0/uijcIJ2bVueRXrys5uD+nzft4SKOTX6vyLupIpwQoLl2FWbpSPGKg2O0pviaXhVgcnU7JdfazRVM7b93F6K4DeGwBpLi1f/swpBPSOXFzYpC3aOkxjWYmc1WOp0gLESLE2YewQDnLUNo6V90HAVC5nBBWq6qhsmaKKZvf0kruvZ/DfuAe7Ef+W7oISpfxMRQmyOApJ9eq0SH0g/diP3o/3gUvwb3qz8o2k0KnQHe2E/3KX6NGBo/53AoFi0mOwfgoVNVgYhWo5Dj+gkWobGoi16auQQRFAfl0Ni7GhJV/I3R1QC6N8b1isWPqGoRHY1mQkW6IsR1M4HZr/GAYFImgn/mNdFu0Jdc8l8XU1Bfl0zOe2xxIo0Vzt8JYKOhglb62WJTaDkpbku7c9hz+2vOlSCl0ewqviVeIHb2Xl8/c91FeHqOUKHkGJjpffksruauux7n3NhgLwg4XLQVtzShrng9CZU+IECFKERYoZxnKWufDg7JRWxkZTUSiIqnNJPEDX4/JElFv/SVE/+Mb4uWRTgrhU6ujckhULoO1ewfkctNKkv2WVrIf+gec27+OPnRAVCzHCIXCpMbFn8SJBpukgsQIZDPiyupEsft7UdkUxrKJ3vIF/GUrMU1Lp9yZl12zkUF0dwfYNtgRTFUNKIW3Yi1qsBc12ItpaMKsXIupXYAaHUZ1PE/0Hz+CSifketm2ON7atqQr1zccvRMQcaS4ybtSCEHxXHRnO6rnkIzL4nGoW1CWemwam9A9h2UEd+QgaBtTWY2/YGGQRQSqqwNj20Weh+QAjeOtPg/rqUcnMpsCDo6pb0QdbMe/6NKyZXqbt5BtXl6enbR0Fdb2h4qqqmMdy4TKnhAhQpQiLFDOQpS2zlVyHGvP0xCNyTfdnDiqzvCL39u8hdxAj9ypp8YxjgPaRmVTRfLotDA+JMew9j6Nuv1mcZqdpkjJvfX9WNsfQh/ch96zA5VOzmvsA5LIrJLjGDcHNfVQU4ffskbOaf9erIPPY3oOY+XzeK3rUdkMeAl0V0cQWrdgyp15sVBhUkK0E8WsWIuJRMSBtq4B07IalJaMoLbnIJNGjQ9LSrLWRXWU8iMYK4JpXg7J8Rk7AbqzHTXYJ/lG2kYN9kmRUFNbLG5UdwdYGpVKwuhwUSEUuf8u3Ndcjf3IL6R4QYHnoob68c/fhKmqKXKQzPqNZR4pkZ/dIedTuwBGBiVc0oniNzRBLI5KjE3bGSn9+TqRY5nZlD3zzQYKESLEmY+wQDmLURxd2BFULgsoyOcwK9fOKOnUne1Yh/bjXfIKdOc+VCqBGuzDRCtEYjsLFEA2jW7fRfTbXyD3xuunkGgnb26xv/0L4UHMA4pAYVO7AD06LEXXkpUYpTGt68g3L0N3tjNS00jd0mXo7Y8IZyKXE9Ox2gWz59VMToge6MXULSjrPFBZLSM0x0H1H0EpJcVJwV8mINOq0UHU889idXVAYgz7gXvwl7VimpaA68qmPDqMaVqC37AQ/cw2ea1tY2IVxeJGHzmEcqJCArYjwufJZSGXQ3cdwF+zDjU8KK6vVkTM1sZG8JeuFJO1dRtxr76h7ByLJn4VVWSiFUSXtqDGRiSfB4V//kvmzX85nrHMTMqegv+KqaxC2RH0NFyqECFCnH0IC5SzGIVNqNSbxLSuk4JlBkln6YZjlqxA7dsJlo3KpURN43tHf2NPnuPcM7s/ht/SSu7qG3B+cvtEmNwcodwc9BySkVU6gbVtK2bBQkxFFWZxC2p4AG/hcgCM1pKt4/sozJwSigvrm27tRY5PclzIuHkXo21ULkdRnGwAxFfF2vuMFG+WBXkPa88OzOED+Je8XDorz/0Wf8MmMXmrqJJ1GSYKworKwKPFAytQL1kW5LOgo1JANS3FNC/HLGmZ4KAkx4vW99N91qUJ2Nkf3YpT1wCVNXCwrRiaeCK4M3PFTMqews+kyufRu55E5TKQz2M99ShqsH/akWKIECHOfIRZPGc5CtyS7E1/i3fRpZi8N2NmDQQbTpBGa2oX4K/ZgFmwSJxWY/E5Ze4o46OOHEZ1dxD74l8S++L7pw3NA8i//jqyN3wYv2bBvPN8lO+Lj4vvy4bquqjEGNZvt6LGhliw4xGsh/5bjM4yGRlDaQu9eweqt/uYiJ2lWTZGK1lzvCIo3ErOwPjyleejPA+0xsSl0FCWhcqmUUcOSyFYVYM62CYvK6hjCqM4kG5XdR3kfQkwNEb+zPuYhYvLAgOLnxnI+mb5rEvPqe9lr4V8Hr1zuzy2fiPYkaPm48w3rPBoKM1Ncq++Ab+ltfgzqfbvDrhLCoyPHhvGeu43RP/xIzP+fIUIEeLMRdhBeZFgrnbok3kApnYB3jnnoxYtRvccgmxGgvSOchyVD/xE0in04f04//6NMsO0UhQyfSL//g0iD/9M/E+OYiA3HXRPJ6AwSomixs2K/4oTlbmQ72Mq4ph4JaZhUdmoaT78htLOQ+Rnd2ASY5BOTVwTpYSuE41LsaEkOBA7Iv4o2hKjt7R0jcyKVvSupyA5Lt2fPTuKjxfD/y68FDXYU+6xsvIc/NXrpo5G0kmUm8NfuLj8+sxynpmm5Zj+g3gXv6yMA3LUcU0qif2rn0rXzHHwlq6ERcvIX/GGE8YbKfxM6uF+uYZ5N+i4KZGXjw8T/dd/IjfQUzQiDBEixJmPsIMSogyFdFzVvgvr4Z9h//w/sR9/AG/1OrL/+5Pk/+AteAuaMCI8nltHJTmOHhkg+q0v4Hz/KzPekbtveR+pb/2UzN98B+/cCzHxymM4AyNdilwWL1YhrrJuDqIxzMLFeC9/Nf6FLy0SWa1tW4ne8gXsbVvR/d3onkNzTtUtdlNicUxtgxijaQvjxDBNyzALFsrIpqJS1DEghVIuC14ekgnxdIlE8TZskq5M3sVbtxFv3cVl3S4TcYTsPDIIvodfUYUeHkB3SMhffuNlmMpq1MF2IQMvW4VpWV0krVrbth41Pbi0e1bELOMa+74fEvnVT2UEaEdQuRzWgb34VTUAJyytuPAzaXwTjPQKHZvga63BUjg/+2Hx+Lqznchd35s1kTtEiBCnN8IOSogy+C2teMtX4/zkdnkgVoFxokT+5x5yjc1CtAzIlrqznejXPg6J0YCEOzuU52I/+BPsB3+CaWwmd+27Z3Sizb31/cKd2f6wWPIfw7lERwcxSktxoCc8TEqVIc69t0nRUFWLyuVQXR34dQ04t9+MH4xPZrvzl07K5SXmeMMTGTbVdbivfB3OL/5TRkzaBTcv4zI7CtE4evcO/EVLZ+VRlBUCSkMuiz60H2/ZSsyKVlRyHPupR3Ffdy0AZmHzFNJq5P675PizkFnnm48Tuf8usfWPVkwUqtkU9vaHoaLyhJFnC4Wg090hMQe+HxR8gSTajoATh1SyzCU3NHwLEeLMRthBCTEF9o7HMA2LMMtbMYuWQF0DxOOyIZXAb2kl9yd/gWlaOudjB9sKeqCH6G1fm5E7UOTOfOSfZFRyjFDGlwDC5Fgxx0clE3ibrpDNLJ8XhY9SMgryDVZHG2pseM53/sWuU88hVHcHanwELJv8xS8X+/uFS0SunU1jLEt8VBqbUIlR+W9sCJj5rr9YCFRUiS9LNIaybazBPjFXq6wG38O5/WbsR+9HH9yHGh2eWGBF4KY7TXfE2vM0sS++n/O++QmsHY+hOtpkrDQygH76Cawdj4uceprzF5JwrPzBSAyVHJ93N+Zo8Ftayb3jo/jnXYRxokVfHmNLgUQ+N9Ult7K6eH1M4PsTIkSIMwdhgRJiCtTwgITjlT1ooQ7vn7J5epu3kP3fn5S72Pkim5lS9EyG39JK7k1/hjneH9VsRiTQbc+R33hZkXxpquvKUp1VOglePpDpjqI729EH9uDcfvOMRYrf0kp+42Xorg7U2AimqhZ/QSOR/7kH3XMIs+4ivM1bMPUL8V7xWvzV56ESY8KlyGXRh9qJff4viH3xL7Ef+QW6rxvdvpvoLV8g+s+fFPddZU28oeeJ3NiVrpUaHUYf2o8aH8HUN6DSCXTbcxNFSkrcdCeTWdWBvVLMpMbJV9aivDzWwBFUV4dwYgB/wyaw7WmLNFNZDW6m/GK4GRlVHSN5drbRTCEx27twM8ayMZYV/Jz64Oalo1RwyT2BxVGIECFODcIRT4gpMPWNopaoCNrz2TSq/wgmGp22Ze63tOJeeRWRX/54XuRWlcuhO9twvv9VUa3MME4pEB+de39Qwj84Brg51GAv0f/7N+S3P4JpXooZG0J3dAahgzFIJcQEraZOTNgcB6prUeMjU8YEpSRQ3X8Ef+kqTPMy+d7uHRCPi0Fa8/LiqMN65GfiNlt2ITTK5CAvf0cp9Ngw2DbW6JBIjpPjGK2FJGpZUlQFgYmq+yBohamowyxpEWn4JPdY9zVXYz/1aJnHiNXxPKamVj7ndBrilRhA93bhXfKKWcmyurMdv3mZuAdnsxCrEBl0Loffshbd0YYe7JFr0rRkTmnFczF981tayb7v89j3/RDnZz+EnHROvJXnQFVdsTOmkuOofF7GbamEyMorKol98f1TogJChAhxeiIsUEJMgfuaq8VWHSRsb7APjI+/ZsNEy5zyDct9y/sAiDx474ST6lHfyUA6hf3If4sxWTSO3vkk7vUfmLZI8c9/KZF7bxNrds+TIL45nlPZ83wf+/H78dacjx4ZFPmvmxOOSt7FW74KNTYixUkkCrms5M6UxANM2Uz370YlxgKn2npRmcQri0oddbgDNTwwtTghGEOhQCmRJI8NyZ8YTNTG1NbJa8ckbRjjY7w83sq1cg3GhkVZZdmo9l3iV5PLoA4fQKeT+GvWY5qXT/EYMVYEaheULyZeiervmbUDUTz3JSvwjUG37xYFUrwSv2k5ZulKqKjEj8XQhw/gZzPiWBuNzmqHPx/Tt8LPw0wqIefH3xG+SrwC7AhquB99aD+mYaGEI3YfJPqdv8d74kHcksTmECFCnD4IC5QQU1BMIS4E0ynwN1yCWbZq4knBhjVZSpr5zP/Fb2nF+f5XsJ5/DjXUJ7LXWd5Pua7cotse1qF2uOffyP7l30x5XuHuOXLX94QY+uC9wiE5BijA2vcc3rJVqMoaSCcwAVdE9x0JjMqU5PFEY+K+W7JJT5iHuag9z6ASo2BAH9iDd/HLMRVVEhUQdKH0gT1BlaQCK9zJnaYgDMcYkWjbjnR1Io6EIo6PofI5CTG0I/iNzZjlrTDYj3GiqGRWisdYwAEZHsRfsAj/kssglSx2IkrdZK3dO8o7ZQCjQ6AU1rZfYWrqMUtWlIUMlp47ldX451yAf84F4nbb2Y4pJeLGKzERB9V9ED1wpNhNmYm0Ol/Tt5mk835LK359I3p0GOW5mHgVOpVA5XOo3i5AYaIxcKLofc+FBNoQIU5ThAVKiGlRSCEGigVBGVJJiERmbMnnr3wTKpvFrN+Icl2sR++HXHpKoSJfGyE5+jHQFtYzT+Dc+uUZ77QLvh9YEdnEjxJkOBMUYB0+gKlrwN94mYT/jQzA4QPitpvPU5CygirbpNVALyqdwmp7Rt5fW5DPCQl3ZEjGZIN90k0wvnRUjJGujOsyrUDb+JALOB2uCxEbU12LGh+FeAVGVZK/8o3y/eS4SJCvvgHn+1/F2v1UkYGsxoZQeRc9OgR7npEiY1I4JEzqlBkNIwOokSG8ltXodAqVGkc9/yz+8tWgreJ4ZsZCYngAzrtQnlOaqpxKYJwF0k0JOkzTdUYk9PCQWPanE5h4Faa+Ab95+fw/XNcVObnSqOefmxSnYFDZtJSElj3ttQkRIsSpR0iSDXFUFFQqJMeDUEAxDwM1o1qizHE17+KvOgfT2IyJVUjWjJ76o6dS47KR57JYu57E/vUviN7yhSlKn8KxvdZ1mKLk9NigAD0yiPXrX6CfehTdtgtT1ygFS30Dpn4hVFahOp4vqn8AiDhYe3ZInRGNyfkYAxEHtX8XfvMycte+SzbXwX4xaovG5M7dzKGgMh7GIKOm0SFUOomprJn4fklnQY0MirKnpwu1fw8qMSZmdcag3KwQZl13SifC27yF3LXvwlRUExkdEIJvRSVK2/jNy6X7Mz6M9duHsH7zK6L//Ans+344MwG2hIirujulC6SQtcSrJLeo++CU9RfgL12F3he4xcYqUKlx9L7d+EtXMV+UrtE6sKe8MA5+XlQ2g4lXhATaECFOU5xxBcq9997LH/7hH9La2kpdXR0PP/zwlOdks1k+8pGPsHr1apYsWcJ1111HV1fXKVjt2YHSYoPB/qJ5GG5uVq5CqW157q03CZESZFOfruthJqzf9FA/uv8I+vB+ot/8HNFPvH2KoiP70a+Su/bd+NX1GK0xSolR2jGco8pl0b2HUf3dqHQSvU+4HBhfxkh5d9IYwICfDwqTkgNpjcpIF8Q0L584/+veg7GdYk7RnNbkZmFsGCwbo23hmZQqcwIvF91/BDIpsC0JLQQhK7tZ1EAfamQQa8djMi6aBG/zFnJvvYnkyvMwdQ2wcHHxWphcDpUYl2NV1aCyKZy7/61IeJ1csLqvubr4uDi9GiGxLlgYkHqdicylaRQ9Enq4XgqjdApTUY2/eDmR+++at+FaWVGdy0qHq4BiXJLBX3XecVnzhwgR4uThjBvxpFIpNm/ezJvf/Gbe/e53T/ucj3/849x3331897vfpb6+nk9+8pNce+21/OpXv8KyrGlfE2J2TDfvn4+xl9/SSu6q64n+4J9l45uli1Ac+5R8bXd1YP3tX5B/xWvLEmzzr7+uqPIp5cOo7oPo/buLvitzQmDkpgZ6MEtXCr9kbAQTi8OCReXPdV3MoqWoroMTtv4Abg6/adkUnkWR1/Nf/44+2DaxpsD2fuoVCM4/74qqyIlKztAj/y2dCa3wlq7C2r0Dv74R6+DzE5fMioDnorTGZFMQq4RsCjXYN234n7X9IbxYpUir3az4wQDWoX3i0hpxpBCLVgBixJb9wBenhPr5La2Y5uXCUQnOw6w9HzAy7slLvpDqOSzFSEMzkbu+VxzjSejhkqISSo0OiZLK8+C8C+dluFYaPIhliaFbNCZBg4UiMeKILPso6qIQIUKcGpxxBcp118lmNDg4OO33R0dH+cEPfsA3v/lNfud3fgeAW265hQsuuICtW7fy6le/+gVb69mOKRkwR5GSepu3kAWc/7wVBvpQlsKgUW4OMwdFjsplsX/78IwJtpOLqLa2Ns6/5ztYzz4xpyKl+Jy8C0cOiaRXg8qk8OsbyzZH09iE2fUkurQ4AelyBEXbZJ5Fgddj3/dDnB99WzoTR5FlK8DkXSESEwQj5lMAWF0BV6aqFhOJoozBZDMoS0tnw7ID11XwFy3FNC0pW4993w+FCD0ywALLhmWrpeMBEImIHb8dEWO0AgIjtlkJqqU5RbYtip6lK9GHO0Br4aIsW4lpWlpWdEwueFV3p+QY1dRPqx47WtZPYS0mGpfOj6UxNQuk25TL4C1ZgamsLhZXIUKEOL1wxo14joYdO3bgui5XXnll8bFly5Zx7rnn8sQTT5zClZ19mGn0M9sve2/zFrLv+xu8jZdhLOkM+C2tspnqo3e31Pgo+uDz2A/cPac1Zj/893gvuWL+Scm5rHQTonFMRTWmeVmZG6m/dBV6qG/a1+quDklMnob3AdL18dZtxDiO5BlN4dCUrlahvLwQbfOupCYbA5YUdiqdhHSiyN0RMm0w6opXBmnJtZjV68rGb/Z9P8S5+99QqQTKKHQui7V/j3QaIlEYH5XRkh2RQq2AwIjtaJjysxGvxFt7PqTGMRFHDNYm8ZYmc53U+Aj4BrNkxcSBKyrRB/fhfP8rRP/Pp7GefkJygGZx/M2//jox+4tWQDqJqagi98c3kv2bW4uJySFChDj9cMZ1UI6Gvr4+LMuioaGh7PGFCxfS1zf9hgJyt32m4LRb6/mXT/w968M064v1HqJu71NERgZx6xoY2fgq2Piq4mO1fd2ovIcyBj0ridRI6//h/2bcg5FzN5Jpmlnl0dbWRmzjFlp3PYWdGp/zuMdg8LRNLlqJb0dIDA6BMUR62zjU1saK/7mX6Cyvzo6PoQe2Mb7iXLqmux6veAOLrAherBIvGqd67w4q+g+XPUcBvlIo30dRek0MJp8H8hilUcMD+NrCOAryeZTnyePpJG6sAmt4APXY/RjbIbFsNZ1tbaz77x/hGYN2XXwFWmnpYnV3MLL+JdC4BHfZWhp3PIJJJvDtCDrvorw8Rza/loG5/gyefzmx3kMsevwXeLFKqtIZfNtD73yK5NLV5KtqJ67r+ZcT2/Ay+ZnobScaiZKrqiWXNzAocQDOUA/x/m783m6wHFQ2i9r1JMllrRgrgvfLu+m54o1T17F2k/xXiuP4d3Ta/Rs8jXEmXau1a9ee6iWEKMFpXaD86Ec/4oMf/GDx6zvvvJPLLrvspLzXmfKD2dbWdsastQDd2U5k5+Oi+FnViurtYtHPbsdfuBh/xRq8//UmzAP3YD27Te7cs+lZj6cAnXdpiEZo3Pk4bsuKae+Ci9dq7VrYtwOz41GRws4BCrCzKayRAYxlU9X5PCC9jdqhXqz+7lmLnVg0Cn6eutpaKqb7vNauRbesmBhRvOLV5Hu6sH/7KxkTKY2xI2g3N/W1TIyjClwe7fsykgEZy9Q1YCIO0b4u4ZDYMaxcjrqeTiqGu3CyGSHUWhboCJ6bw/I1xnjU5nPk3noT0ZZW8sEYyCrIml9zNfWvv476krVMN2oBylx2TX0jpnkZemxAOlMGnNQo/opVQqrNRqi78xtlLq+meTk1P7sDE4tMuN+ODeKvPhfdfVC4NUqBm8VJjuKfdyEM9lN9Av59zDY+OhP/DZ4qhNcqxPHgtC5QXve61/GSl7yk+PXixYuP+ppFixbheR6Dg4M0NjYWH+/v7+flL3/5SVlniNlRauylRofQXR3gZrEOtqF7DmFvfxj3stfiL1sFfUfQ3QdRRxnKKGQTMfWNc/KwyF95FSqbwR8fwXp229wdaCd1XcQ7RcYIBjXtOo0SDoh/3oWB54lguk2v1DgNwNt2uRBpew6L0ZmbCzxojnI9ih4qCsjK2Edr+dr3JZW6aQl4eSL334WprBZ5csQB35MCx/fBsjAVVdOSkKfDdPb0zo+/g/GNvN9kl90lK1Btz0EkImOp5Di6cx+qpwtqaqFuASo1jnPHLeSufdcU91u/oRnTtBQzPCgJ2k4UPA890CkJ0jX1xTHPbPyU2VB6TiqdwNr6GyI/+xH+4uW4b/hTqJ97OGaIECGOHad1gVJdXU119dHn3aW4+OKLiUQiPPjgg1xzzTUAdHV1sXfvXi699NKTscwQR0GpsZfq7gTfoFJJIXIubIaRQZz7fojf0CQGWlYg7zVm1mwffWAPPO9iGUPkv/4/sG385mW4b/jTKRkrpaoONT6C7nh+7uqeyedT+pfJy7NtqKoVaXImM5HNM4ecGZgg0haKmch/34mxrAnuyVFR0M9QkvgbBzeD6u6U8Y9W5Dddgdr2oFj8e/mJc7IsdFcH1rat6K4DM27whfVZ2x8RjsrKc6Qwq6yGfbvk0qw+V96/uk4Kve6D+Osuxl97PqpDOlLkXTG3c3OiANNW0dk2cv9dZD7x9bL3LZgGFjOHctliV0wlx8DNEf3GZ/Fr6sX9d5ZrPROKLsHDA5I1ZNlijz/Yh3PHLdRe8QfSlQsRIsRJxWldoEyH4eFhDh06xOjoKAAHDhygtraWpqYmmpqaqK2t5W1vexuf/exnWbhwYVFmvGHDBrZs2XJqF/8iRak6Q6UTQuxUgBOHbEbupF0XPdCDqW+QEUU6JW6ibm7GQkKVuoPmc5DPYXU8j/7m5zA/bKb2VW8s20iKwYZX3yAk0Z/cDtksynOnOfpcTqxQMExUKsYEHQs3i+46IHfczC9npnSt1u4dqP4jMDwgI5m5mLyVQaEyKfANaCUFFApr3068DS/Bem7bxOqdGDgRyKZx/vM7eBduLtvgJbH5APrgPglHXLayKAlXbc/hrz1fcohc+Sz07h3yGSothUReyL6kk6h8Dj9ehbVvpxB1tSWeL+MjmAWLoKZu2nFcUR1UWYXfug694/FAih3BVNVBJII+0oka6MXPZTCrz8PULpj1Wk+5YkFBrZ/8tRQnTlQKqWwGvDxL/uc/8TdeGpJrQ4Q4yTjjCpT77ruP9773vcWvb7rpJgA++tGP8vGPfxyAL33pS1iWxQ033EAmk+GKK67gW9/6VuiBcopQKkc28UrUQJ+MEgo27qUlSEU12IEaxa1FHenEGCPmn3O0tFeAGuxh6S9/hL94ybSJtf75L8Xf+zSMDmMd2MvRRigzv5mMc8QMX0mxkxgFN4e3fEKKO9+cmQKKdvQRRzbieS/TSHFSKCV8g1nYDLaNymUwi5ZCNo2XyWApwChUJi2KoJJiivFRnHtuw1t3sRSbStRKWDbkcqjkGNb2h/EXt0wUnfEqiAVBjG4eU1OJ6twvxU19I7qrQ3KD3JwouOwIKu9CXxeMj+DX1EvHZBK3xURj6L1PSwpBNA61DYFhni/Blp6H8vLog23QuQ8qq/HOvRDSqbldsaCgVpmUFG15V85HWxCNY6cSmDC/J0SIkw41MjJyjL+ZQ5wKnKmks8JIQHe0Ye3fhYlXQe0CVHeHbPLZDFha0oMD7w3v0i3ovc+ihvtlU0wlAYXy5xYQ6NkOLFtJ5vPfnvK9Yr5QZTW67TmsnduP6bxKeygTJyvGYP7i5aS/9G9T3k+NDqMP7BFDOK3xNr2yzHxuMqxtW3F++H9R46NCMIU5jnumWa8Tk4RfYySl2YlCNIafTGA5jqx9bBhlDPkrXi9BgYDe9RQqMYq3eYuMdSoqIZfDpJPowO0WY8T4rK9HLP0bF0lhNTyAHh7AWBamsgazYCEqnUKNDIrJnZsT8zRVsNUzoDR+ZbWEVDYtFY+d3m6UVvgLF0+QZvfsEF+T+kWowV7IZYKit/DByDFNJIJ34aXThlBORmEcp3dtR3medOp8T+IKfJ+c0ljrL5ZAxoWL581xeTHhTP19FeL0wBnXQQlxZqLU2MvathXnntsgMRpk04BOJzGRwHPDzRWTZ73zLsLbdAXW9oewH/sfVHIUEoFd+tGIo56H6jk0rXtqaUfDX3u+rGvn9ukLjtneY9qTDZxKh/uLDxUDDsdHxW9kfFTu+qvqZIwzg/kcTKRLO3fcAtl0+QY8TyjfC3xGDKaqBqIxdJ8oklTWwhQKjVi8mJujug8KIbmiEjU6LEnNbhYiDnqwB1PXKMnNritFpPFRGIzvi6vv6JAUQnZEYgT2D+I3LJIMo2xailI/UG4ZI+ZsWksXpG1nEDC4QHxRAFaeI39WVuMvXSWfW1p8YFSuVPWkAqdeX6TaAz1HNXeDCb5SJJfBevY34OWloA6UUtmFy6g6fOCYHG5DhAgxd4QFSogXHN7mLWQDS/RCR8WvrUdls3I3rWQUpA934L7hLWXupM6Pv4PeuV3GAkeBNh5kszjf+ltUJi3kykAqO9m11F97vtyl57IwPopKjEnWznFAZTPFvxc2Pef2mzGpBCoaxdQukHyiXBY1PjIrR0JyataJuicxilKBx+J8k5zzJXybZAL8wniKYDTiiclbNIYa7JProJVwUyIRdNtz+IuXo44cAjeHQUE0ism7EI1DRZUUGZlUMcPIVFSCtkXSHHEgm0GPjeA3LYXxETGiU0qM4SKOkKPzLiYaR2XT6H078ddskPHPpM6RaVqCNzyATom5m/G8Yh5RYfyG1hgnhhobmRNRuVDEmFgF3gUvlbDFXFbUTasuRPf1zOpwGyJEiBODsEAJcUpQ2lGJfu0TqHQCRoelQLEjQmysrJ5iXZ77o3cSiThYOx6fGHfMBuML1yH4UmXSOHd+m/zmKyWrBorjAmrr8X0Dy1fB4QOowV7UHHkL05+kj/P9r+Ktv6SoiCGVgIoqIQMXVhVxUOlkGR9l8p2+7mjDrGjFa16OPTwA6SBNODeHazADVD4H41NJyMr3gtxGXzb9ijr8pmXoXjGSU6PD+MtWobsOiBQahaoInGGdKCZeIcdWoBLj0qnx88VxEeMjqEwwilEa42YD3bglRYzvyzjFC4oe20F1d4qr7WSkkvjrLsbddAX2A/dgP/EAJpMX0q1ly/qj8eDE1FGJypPVViaVxF9xTtloye5ok2TqSQ63YSJyiBAnFmGBEuKUw1+5dmroYNDtmPLcllay7/u8jIluvxk1OjTjOKbQGVCTHlW+wd72AN6a89GDSu6MV6whF2QIWdsfgkwGZdmiCDnGIkAB9m9+hb3jUbxzLxJfkK4O1FC/jLOqauWJbg5jR4ohi9NJkvVgD34shmlejrf2fKxdT4JWKBO8XnoZx7TGqY8Y1NgQJlYhBVpyHDU2LN0LN4tKjOOt31hUKEV+dgeqYy9U1Uh3Z2xERjqpBAYDxsPULyymWZtYXMZ4I4PFcZgxSgoIAzQ0w0g/emwEUKiRAfyKKvxV61BayYiqohLV210MHQTxuvHWX4Lz//0LjAyitIeJxCGfx0Rj+JU14rmSTmLiVZglLZiaurLCYlq1VdMSTN4V75iBXvKV1diLl08UXBAmIocIcRIQFighTjnmGzoIMiZKb95C5N+/QeR/7p5wUaXEZXWW91S+jx7qw9t4GSqZKOMiTG73R374L1jPPyub6nxPLpMCL4ruOYQfrxRDNTeH6uvGGCMdgnQSs2hpmQPr5E3SX7oKffgAXnUdZukKvGwaq6MNv6ISlXcCKW9GRjj+0YMXZ0YwQvE86UL4Pjo5jkmMYRYulhEOlF2vwuhKDfSg3KyMPiqrIZ2Qsimfh0xKOiaZFGQywjXK56XroqTQMr4HNQthuA+dGJNuCkp8WhJj+M3L8F75OhkNlkidJ4cOZj/4JSL33IZ+/mnIe5imJeQvvZLIo7+QDla8CpUYQ29/GOPEMA1NRZ7STGorBvuLpnqHH3mANTsfLxZKk39e58JzCREixNERqnjOMJytrPhj/aVubduKc+9tkE6hR4dkRDQPGMvCNLfgnXM+ubd/aNbnOt//Cva2wIo+M4/Rj1JSQMTiMnbwPCGHao2prsO76FLyV75Jzmf7Q9iP3i9W9UtXTtylGx/VuR9/xRrZRCMRQMn5RhzAoEaGUEN90iUwcMzS6QD+4hXowZ7i10ZpzMLF+MtWiSFeiQuu7mwnessXglGNjRodFJVQ/UKRBQ8cgZwbbOjjws+x7GDtgOdhfB9/6QrpWvm+FDHGYIwvScQVNaS/egdQrooqosAxmuTOW3i+7jmMPnxAruXYCBgPlIW3YRNoa8LI7yjHbWtr49yonvbntaz7VVK8vFgJtGfr76sQLwzCDkqI0wKlnJS5Qne2ixpIAQ2L8LVG9/fMy8xMeR6q6yCqvxtgVrlv/so3oQ53YHUfnCBgzgXGoIwnd+9KSVchXolpWAiGYnFS2NhMfYOYl5WYn5FK4q9Yg3v1DeWbYE0tpJKSd+Mb4XFoS0Ync6hPJhxSpkL3d2H8wIPGBNLftedjamqn8C38llb8hYvRQ32o3sPyfNtGJUZRg714F7+86KprP3CPdFFKCa8K6aSkU+JvYtsBwdWCSBwsK7D8D54+T18ZNdCLaVqCH6/EeuYJObYTxzhRWVdyvJioLGqrEdTwgHR9tEXuquunnu80PyeTu18qn0cd6cT59hfxNl0edlNChJgHwgIlxBkLa/tDshFX1QIK6hfiR4RQqebluOqjclns3z5UlPsWjj/5Dtm9/gOYB+7Genqb+LPM19nVGJHgppPg1oGWO3GguLGZJSvExl2B6urA2HbZCGG6EVDBXl55rnQlAgv7o8KOYJSafnyVDyzwC10OFXiUzMC38FesQfd1S2dEKVHdZLMYz0V3PI8XFCh+/UL0+BjKC+z7jUiSsR1MfaN0qLIpiFZMHDybwlRWT/jpdLZBVwdm5VpRQ8GsPJCCasvU1gsBt7FJfFwcyaRWrot+8hEpcHIZ9KH9xQ6XWbAQ+6lHMc3Lj1pclMU6jA6jg9whIJQjhwgxT+hTvYAQIY4VaqAXU11bPtapqpFNpaKKXPWC+R1vfBRr7w6cb34O58ffkTv2EjlqgaeQe/uHSH/tDrJ/8Rn8xSswtj1viqoyPrr3sBBgO9pkY6uoBMDULsBfs0H8RkYGZbxQsqmVPrd4PDcn0tx4lZy/70uXZxYYEC8WwKig86K0/FkKNzBTc12sX/0M6/H/kdDHIJSvAG/TFajhfinCsmkpkLw8yhh0zyGsJx4UH5XV6zAVVRgFJp8XIq2yIBbDfc3VuK+5Gtw8ZFMio86mwM2T3/RKIeQmxzGr14unyu4dqJEBIfIGXKLp4G26ApWUcEITr5RuVj4nmT6jw+g9O8CKyOc92AdK4Z93Mf76jZjmZZjKqmIhOes1bWwKDAXFPwbHAYSITWX1nI8TIkSIsIMS4gyGaWzC5HOorg55wPdQQ/3g5fFWnoM7NIitCbJ+5kZwVdmMZAIBqn5hMQBvOp+LAlEXAg7GP30EPT4yZ28SYwyMDmHt/C2mtgHjRFFBmrBZsgK/ZQ1m3cYpnIrJHi6A+IeAbLgjg9LtKBjGzQTLwm9oQvd3ywjKIAWLZU37WhXIjsnlUAM9U7oBfksrfnUdemRQ4gl8T56vFBiD7jmMGurDNC7GLFuJb9now/uFf7Jw8ZSQx8j9d01417zhail6xobRne3ymcbi4Lqo9j34my4nf8UbZuxMlIZFmspqVCohBNuaOvQzv5Frt3ItKC1dKK2xnnlCPouKKsziFpiDjLiU8K2S40FEQU6ODaEcOUSIeSAsUEKcsfA2XYH+2R34S1eijxxC9XWBtvHWXYJZ0EjWctBv/gyAqEzad6PzcyDR5l3pbvR1Y5qW4p938bS8i1L4La3k3noT0e/8vbi9zmH9xefkXdTAEeloxCuhfiFq91OY5mVF6fPk8y640qqhfnFY9X0ZdaSDroNtg6fEJC2VlHFKCSnFWEJAVW4OqmrxkglsNyuvNUcZDSklzrILFuHc+kW8Sya4Ff76S9CP34/y1QTHJPjTFLgsyTFMQ9OMzrkA+ddfh3/+S2Wcs3uHFCtjw8LhqW2ABY3FzplpbJ6WGDsZpbyRUlI2eRf/vAsnRkXaQo1KF4XGJpSbRe3Zgbdu45zeo1gI6SD/aM2GsjEUEWdKxlA48gkRYirCAiXEGYvSzUB1HcQ0t2BWnlNUvnixSqztD+FefQO5t94km/ruJ9HTpOSWQsEEsfVIJ9ZAL955F+G3rit73nTKI++Cl2I9+ej8XGiDDVwBJp1EZdOYhmb8+saZN65cVizeLUsIwouXQyqF6jkEkQj+4hYJ/auoElv94X5RxURjIu/NZTA1dVBdh/E99PhYyXpm7wCpTEqKMN+DvAdPP4HV8Ty5P3on+SuvwnrmcRmTTJyV/Gk70lHwfXR/N843PwexOCqVxNQ34r7marzNW9Cd7dgP3IP13G+FhzMyBE5E0pC1guF+IdHW1ENyHN25D+fWL0/Z7GdThpUWK0VFUPHjMChjxILfUFLXzU0VVep8HPnZHWIwZ/xyMrNtz+pmGyJEiLBACXGGo7AZFMmJJbwLLxovdj0KxYwdjcKOx0ShMYfjKwA3i7VrO+SyRPhekecwnW16/tIrJSH5UPv8pMil7+f7MDaCGh6c8v2CgkcN9mKal8q4ZbgfnUkLZyWdwnvZ78ioYnRICMPxCozfIF2goBgwgE4lpGCYyzho8jqNgXQKE42jB3pQnfuItj2Ht/l38JuWocZGAmv6wiuMpCd7eVR1Lcb30f1HIBrHLFyMSo3j3HEL7kAP1qH9qCOdUFWN6u6UtemKosus0gqGBzBKo8ZHMBXVUzb7mT6f0kLA2rZVOjP93ai8i7fiHMzqc1FuDlNZA5VVkAlM3Va0gutOfzFmQFkBHRRJft6VQnEWN9sQIUIIwgIlxFmB6XgZVjaNWbqs+HWB4Ko724n+/V+hEkcJ3VOlYwqFwhQ3OhONTmubrrsO4F7/Abjn30TOmssem8NrNoUq2NmXoKDg0XlXRhFjw/L8fA4wqPERVG8Xpnm5xAXULkD1HJqSvGttfwj19BMy4nGi81cjgYymCtk+Ssu1+dV/iTAnGpdrV1ACFeD74lA7PBAYwXnQcwiqazG2TeT+u/AueYWcX0WljKa0JXb4dmQiSyibRg30iEKmqmZKJg5MqKLU4QPoA3tRqQR679PkrnsPEIQvxuPQ2IwZHcJq34WXywrJuL6xKIsGhFxbJyqi5ofuxdnqzmk8M1mO7Nz6ZaipK39SyEsJEWJahAVKiLMC07nRWplksdsxpd3/0ldhDu8XU7NcVja40i6C0jJO8OQxZTx05z5AYeob0Pva8S+5rHwRwUbjt7SS/cu/kW7Hbf+M1fYc6hhM01TPoSmji0KnyFRUSTaOFahvXDdY20L04Q686rrADr4LvW83/pr15Z2ejZeh9+8V3s5xpCMXYfxi90eBdEskpSco9KQAUtqCxJjwRwIFkcJIZyWbgUxSrvPokHRHtJbiyUcC//I5GZFEouKNks1Az2GsHY/hL1yMGh0W5VMshlm9Hg4fkFgAy4ZYBSqdxLnjFhkRxeNQERSYdY1CUoaJceAkp1jvnAuJ3Hkr1QO9WJbGdHWg9++dlUsz5TJNU0iHNvkhQkyPUGYc4qxAoZ1uKqthsB9TWU3fy15b5u5ZKhvWXR2SGVNdJ/9FA9MuVXK/75UULMag0in0oXb0geclpC81qcMxaaMp+KZ4q84tpzLMEWp0COtQO7rnMJGf3YG1bSu6/wjWtl+JoqUwQvI82ezzOfy166VTElwHNTyIv2a9dAMKXYbKKun0XHMj3rqLUWMz5xnNG4Xr53viBosPTlRyeKIx+V42LWOsvBvY8+fBN+DlwDei0KkPSLAqsMr3ffFLiTjCaolXgCcZO8TiqME+rOe2o0YHJYjRiqD37MBqe06KEycqRVK8EuJx9ECv/L0U8UrU8MC0P0vu667F2rUd3dc18VxA93VhP3D3nC9PqdwZ4x9VHh0ixIsZYQclxFmDye30TFsbMIO759iwbKLZjPh12DbemvXiidFzCJXLTH0DpYRX4nlQU4f1zBMig9UWVNfhV1TBslVlXQ8AFrfgNS3F2v0UjI3M2YFWoaD7IFb/EUw0TvTJh6XIyLvBhots4sZIUbL6PAkdDBxnIRgpzOC4Whh5WTufxPQfQR/LmGcuCMYyJl4BJgdB0rFUbRImSDBuM5VV8rhlYRoXo3oPixzbzUmR4kTJb7xMHF4To6JgMkAmDVFJhfbXXyLXb/cOKQSq6wJPFg9T1yDXDiOEYhREnCBx2ROjOKZ3itX7dokDsBdIpwOTN71v15wvxXS8lNnk0SFCvJgRFighznpMtkVX3QchXgGDfZjGZtlo3Cwql8U/9wL81vOwdj0lBmDZjHQXlJYuhe8L72J0SFQwdgTlujDYhzU+jNewsCy8zkRjxeLIi1egdz0l9u/JBEfvqRiUlxci6nC/mMFV1wj3JJeRbo9v8NasQ+Wy6L3PTLFln8tIwdQ3wlB/UEgcZzSXmeb1QeifymUx+TygRSGlVPB24pliQKzu06kJbgtgLBvTug7SSdRAH+Qy0mWpqsHYEdTokKzbiWMiTlHS6593IdajfdKxiVcKiXh8FBLj8vxUGuKialL9RzCRKO4br5+y/CJE3jX5hGdPpZwGxxLrECLEixFhgRLirMfkTVqlElJYYIoGZ0QceTxIrs2//NXY27YKETOwY8f3xf6cgDzrxMGUjCvcPGp4ENO8fII0u/dp/I3CVTG1C/DXb0R1H0T194gMOJcW+exM8H1UUiTASmvI58U4LLBPN5aNHhmUx6exZZ9LUrT7mquxOtvRfh7lE3Q3TmCGaMDxMUGQIBjQkXIptgm8ePPTKGW8PBw+KEVNJo313HYpsGxbCLTVtUIG9j1R9BQOGYniXXgpuqNN+CpjI4APniuJy0pLcenmwInhr91QNIorKnyGB4oSaL91A9bup9DaBmLyunQKf93GMME4RIiTgJCDEuKsx+S5v7EjkE7i1y+csMl3cxg3h/Wr+7Ce+jXWjsfE9MyKTFjCWxYmFgfAaEvGC54nxY6XR2WS6I7nxX59dFgKAkMZV8XULsBvWUP+iteRveFDmIYmTLxy9r5FUUnEBC+mQIx1c3jnXYx36e9Ma8s+E59isiPu4df9KX7TMoxtYZTCODH8aPx4+ykTsG0htmpLOCUa8UXBHLUYUoBKjck1dqIoY+T6DvZhAL91nTi9ptPCPynhdrhX/Rm5a98lhY+Xx0QrpDhZuBhq6vEXLyf/2j8k/6rXifKIICH7jltQqXGoW1CUQPuLlsj1BUgmpG5tXoa3/pIpHKdCNEKIECGOHWEHJcRZj8lzf3/lOWIkVlGBOnxAOBHjY+h0ArQtvhxeHuW5mEhEMm6UkqwWFKambmIEYVkyQih87ebQ3QfhUDumfiH+4uWoZGLaDobf0kq2eTnW9oewf3UfZIX3olLjk84gIGwYD3IeaigrBZO2MPEqUSKlA7+OJS2yvhLZ6lxGCqPrX0rmqj8te0x3tuN883PogR6RFB/zJ4BkA0GgNjIYz0dZOkiFDoquUln3JCgQsquXx8TiEnOgLbyLLpWuRfMy8pteie46MJXb0dKK9/TjRZ8cvXsHys1K1yydkDcoGXtF7r+rXOET/GnveIzcW29i/Jd34/humWR7Osl56G0SIsTxISxQQrwoMHmTLrTkyWQkdG5oAJwYpmERBHfSBhmheKvOQ7fvBAP+mvV46zfh/Mc3hWCbzQR8kqCI8H1UOoWxLVF8pMbxW9eLgmWwfwopssx+PfAr0fueQ/lBZ8GyMJZdTto1RgifyhY1z8gQ1C5AJcbQ2x/GRKKYxuZiuGHp+RYNw5auKtvMYwtXwNq1U65Z7r2fk27AwedhaGBiQ58nlJeHoA4xUAwSNEoJGZhAOjwdObkAT9Q8pqFRCo3+HvxJIxWPLdO+tHTMZ5asQLU9J12ziqpit6Uw9lLDA1A3KWiyROHTc8UbqS65VvbP75yRiBwiRIhjR1ighHhRYnLBEv/IW2RTKk0AjleiRobIvf2vprze2/Uk1vPPovq75YFoFDxPjMXyOVQe6QjYjnRrnNisdubFXKGWVlT/EcilZSe3I0LspGgYP0EuzWdBO0KgTSdRibHAdVXj1zfM6Kqqew5hP/ILkR83LUElx1nU/gt0y4op6ys68D5wt1jrL1iI7jpwbBc9QKETYwCUhVHCPzG2jZolKsmgxMtkbFi6VrGKOdvF+0tX4dxzmyh1qmvx6xvRIwPSdaqsxjvnQulk/fxOKYRGh6CuceIA6WRR4TNlXaG3SYgQJwVhgRIiBKJkUanxibY+FDel6QiQ+SuvkuRj35PN0nXlTtwUWaZylz/Uh59OoocHxExs+epi5kwpSsdQ/sLFWIfaMdW1xc6IUVos3iNR2UAL6cw52dFVLls8lvJ9rH27MIcOEN2/Wxxl6xvEVXV0CN22U7pGbc/hxyswtQuKuUXTbfClDrzW9oewIg66Y++UkU+xgJojhIvrYeLVGMdBJcemHkMp4YbkXeGxWLZ8Tr6PH42Jl03tgllHKrqzHfupR/GXrZJwxbERlG2Te+P1xeyf0gLOX7oCa++zUkDVLoB0EtLpGRU+cyEihwgRYv4IC5QQIRAli3PHLfJFvLK4KeUve+2MmS7u667Fuf1mGMoJJ8U3JTwKJdbsbhadGBVirrZQIwM4d9xCDqYtUvyWVrh6korEiU6YsfneBLF3FiiQ8U/PIcxAD6amDj+fRx/ajxobRhnE5n7XU/jrN5blFh0Npq5BVDOjwxRkt/MtTorrNAayKcDHO+8irH07peiyLPyGZrGFT41LLpEdgVwWozSmqVm6Kd2dIiueZqRi3/dDuYYj8lp/zXr89UEicXIc3XUAjy1TOCRm9To8QHcdhJEhUfEExcx0CL1NQoQ4OQgLlBAhkGIhB+XS0jdej+46MJHpUgjfGx/Buf1mcm+9acIW3c9jbXsIY7yA0GkV3U8hsHhXSmzejcH5wdfJdx0omrlNSUXevKVM8hr9138S6/jZJMkzQOXzMDKEtXM7aC1rMb7IbBOj6AN7sRYuL8stmozSLoNKJ6CmDj8aRykluTiphKQAu/P3UlFeHuPm0CODmHg12NINUtk0JhcvOsh6V/xeOcnVnp7kClKcOHf/G0RskRh7eaw9TwPgrz2/WNDoznasJx9B+QYT8FNMbT1m1bl4NQvI3fixOZ1D6G0SIsSJR1ighAgRoLQoKMC6VdQfanRITNaS45BJoY4cIvaF9+Gd/1Lyl16J7jqArqpCuXmMpUWR4wX5NARZNJ4vXY0AkZ/fif3QfZiFi/Fb1kzNyikhsbqv/D0ij98vjqnzhkEpjUknoXaBjIsyKUw8Ll2ZgV6s6gWz2q3bD9yNOtKJ9lwh5dY3SlBfYgxSCRlxRSKieppDh2cylJvDDA9CNIaprkNlUyIbXhgVnszwoMi1CyTXndslTFGBfvoJTHUd+WtunLi2998lxUm0AjwflA++h96/RwqUVBIijhSXVgQsUG4W1fYc/trzMbaNaWya1g+F+qXH8BmECBFivgh9UEKEmAWmsQlSSUnDHRuU4iSfRxkflclgbX+Y6Hf/Hn24A/d118ldeH2j+HJYwT+vwIEWb6L7oQCVSaOG+tH7n5cuR5CVg+/h3HNbeXZQYozs2z6Ad84FojyZLwqmaF4eojH8hYvFQdfLg1bF3KLpoDvbsXZul2IrVonSGtXXLWoXLy9jmMA4roxkPE/oxGhgc68xFVX4y1bJmrSN+5qrS7xsxHlWkpErxUW39zCRH3+XyF3fQ3e2y7WLBNk/kSim0DHKZoqqHTCYyirMyrUiNTdAJILqeF6k4dH4tH4otbt+c8znGCJEiLkjLFBChJgFRZO3gV4JsvN9hAArRFgVbJbW7qewdu/AffVV4maaSWNq6vGWt0qBMl3OTeCeqvJZ9IE9xYfVUL9wTSqrpwT85d56E96a8/Gra+d3IsGoybgi71XJcZH5OnG8Ta8k07R8xpcKR6MmqKqUcD7yeemUODFMrFLyiIw/fYbRPKBGByAxjhroQw30oDvbyW+8DG/zlqLhnNq/C7+6Dm/dRhnVDPejUgn0cP9ExIATAzcTmNllpZjJ5zCWVTSrw3WholLM89ZskPUfOSRme08+gnPX9+VzqAg+h4pqiMdZuH3rcZ1jiBAh5oawQAkRYhYUCJBoJd0CY8QNVTSywbM0KFDjI6hsmswnvk76H/+d7Ae+iFneiqmqnUrLKKYmKwkh7DuC3r0D68lH0N0dExb8BZQE/LnX3Ij3kiswTmxebA8hzqaEhBp4qeB7eOs3zf66gV7MirXyOjcLsbj4sxgjCdBVNXgXvBSU8GxMxMFEovNYWcl7eR56uB88F3/VOfgtrdhPPVr0dHGvvgG/ZS1mxVrxjRkZlE6Q1qj+I2KqV1mFv3wVZLKQHEN5wgtSKPwlK4qeKYXuWBFjI5DLoiI2KhpD5TJy/LHhiefEK7FLvw4RIsRJQ1ighAhxFEimzSuFz1AYZYiNmxQrSolCZ7AX+9H7i2OGQnHjNy3Fr6wWNQ4lLwehp6DE8C2XFbdUDCo5FoTgBU/r7UL3H8G59ctY2x8if+WbcF9/Ld7LrhQbe23N6VwUwrVAKUnwrawmcu8PaH7o3hmt2U1jEyYSEW5GJCqbeqwC07QM72VX4q+7GLNsFdi2jLdWr5OxTzQ+53VNWWcui7XzyWLBUbDuL6xHHWwDx5HRmWVJh8OJoro7pStSvxDv3AtE+ePlhWS77mL8cy4oHsvbdAWqow1r639hPfJz1FAfyhhMvEpeh0L5HurIIVTnPvFGSSfJ19Qf0zmFCBFifghJsiFCzAH5K9+EOtyBdXh/CQlUyfhGKcjlUE4Ev75hinFY7q03EbnzVnT3AdTQgIwNgjFRsdMQjcLosKhSPA+VGcJ6/EFMwyKM76PTCbxzL5pKpO07grd6Hda+XaKmMT7GiZWRcafA84SIOtSPqW9AobHSqTJjt4KqiIiDGh9FH2zDVNVgVrTiR6Lo/iMY3wgnJPD+EJJs0Plxc5hYfPZ1HA3ZDGr/HszFLytKiHVnO2p0GH3koBi1gXR2FJi6hah0AtXbhRoeFOfXlWsDZU7gDGv84rFUzyGsgSNyvQtW/CbgCuVL+UJGHuvvxsQq6f/d61h07GcVIkSIOSIsUEKEmAP8llbc6z+AeeBurKe3oUYH5W47ViFtiVxOeBkjQ2jaMfUNReOwwljGfuBuePoJ1NgQIKZrfn0jKpPEb16O1fG88FLcrEhr8y6qJyvdimhM/FkKnBRAdx0o+m9gR6QDMD4qpmbZ9My+JL4n4xDfk8C9xcvxYhWYWETUOtmsyIntCHr3U8H5r0EN9aF3PYW3YRO5P3onUC6Pzr3uOiL/cw+kxqUTlElgULLBHwOUMeKSGxQc0a99QnKH3By4Lio3LEWSUmLg5nYJx7a3W/KIUknUUC/s24WprME/5wJMfUNZ5o6pqhFuyUCPKIWMJynTIGM9Hzm+b1CWjamtJ9vQTOSu780YGxAmGYcIcWIQFighQswRBUdVCNxJH7gH3b4T3dctwX11jVBVI5k4Rw6i9z4LUNywSl9burGr0WGsp34tOT7Z9IR3CkixkcvKhtt9EFMbjBdKOCnTbYaxz9yIdbBtxnMRH5EI5DKoroM09PdiRWOoxAimph7T0CRrCRKZVWIU/6JLITmOqawuyxIqhWlsFolvMoHyfExNnZxPOoXKS+dp7qZuBlIprN8+LF+WBhbajpB9IeDT5DH5HEpplBOVjlZybOJQqQTWc7/Bb1lD7m3vl2swPCBmbwM9kEnJonxT1j0xloVZtARq6qW7MtDLosd/gWpeMmNswNFs90OECDE3hAVKiBDHACk4JKMn9sX3T9jkZ9Oo8WEZ49gOuucw9re/gN/QjL9ybbFYmRxcaD/2S1Q2O32abz6PSiUCfopA9YrM17n1y1Pu2nVnuxBZZ0EhsK9g2mZlUqiMEEZVJg2JUfH+WLgEorEJQ7SjhOB5m7dgCgnND/2sYPqPcqL4EQdTU4/qPSxOvbns0QuVfG765+Rzwm/xCwmEgeeM8TFao0YHy56u8jnhAOUyxetkKirRvd0yXovF5XWJcUzhDS0b09gsxQnImpXCi1UWXWfV8CDE43KtmpeFScYhQpxAhAVKiBDHCVNRJUF9bhY1PhI8qkEr9OEDItRJJ2YtVmTEM03Ho6D2SadQKOkmGINKjeOde+G0YXnW9oeErBqdiQMSaFqMAtsCY9D5EnO1bBoSlpBORwcx9QuFOAqzhuAVukrWc7+V0Ul1Lcb3wIC39nxMbT2q5zD68H6IOFBVAyPDEx4tM6x0RhSKEygrVlS6oMwplkcYLeeqSlQ7prEZeg6LmklpeV40hnf+S8hfeqVEH9i2dE6C6AO/oQkvOlH8qXRCQiVTJSnPYZJxiBAnBGGBEiLEccJfsUa6DMMDqHRa7sbjlTI2cByxZB8dFj+VoFiZXFS4b/hT9Le/EFjZqwnfFGWJ4ZtBLPeVgsQoRtsQr5owdxsfwfmXz4v6JzkOSmOqayW8sCRIUDZrDVpLCF86MUEQLSDvosZH8RctRo2IcsWsaC0anJWG4BXGVbqjDT3YIyOSqmopLDIpORfHQXV1YGwb3XUAv64RHQT+mXhF+SjmmD8Eb5oHTfFPpSxMKoVZvGLiu7EKvA2XoNt2oRKjck0WLIR8ftboA6vr8MQx4lWo1Lh43xQQJhmHCHFCEBYoIUIcJ7xNV6B/doe09I2ZGIfYEekU5HIS8FdRKYqRQwewj3RifIPT3UHuHR8VI7K254jcfzfKBMGAKAwGLEs6EK3rAbCefERIoQEnRY0OoZ9/Tjw7KqslgM9zYXQYf8FC9OgQ5F0J2WteJiOjXEZSdycXJxC8r4LEOH7zMvxV54LrYuqqy0LwpuTzAGq4X8ZCMXFxNb4HsThqeBCzfqMEANY1wO6nxCY/EgE0Br/43oHw+sTC9wBfrOoDmMYmVE8OauswDYvks0on0INiEDdd9IHpXI7VfmtRvWTqG1CDfZilq6SoDJOMQ4Q4YQh9UEKEOE4U/E5MZbV4khjwl64UaWsqIXwJOyJZPL2HZeySzaKyafSh/Tg/+Dq6sx33Le8j+55P4a1Yix+rxK+qxrvkcrzzNmJWn1d8Pxm3qOJYQXV3ohKjKNsW0zLLFuMyY1CJMVlXNOjqWLZsrJGorGs6GB+iDsQryb3jo+SvfJNs5gO90i0J/FJKU4BVOikdnWAsBIhE2fj4LWvIX/YaMVlbuRYTieCtvwSzsFm6KJYWO/qGJohXnNjiRKmi/b5pbCorOLxNV6APd8gXjlO0u/eXrirzXSmF39JK38teK5/zYD9+83Jy174Lv3kZDPYXXWpD/kmIEMeP06qDcu+99/L973+fp59+msHBQX7yk5/wyle+suw52WyWT33qU/z4xz8mk8lwxRVX8JWvfIWlSycCvA4dOsSHP/xhHn74YWKxGH/8x3/M3/3d3+E4zuS3DBHihKCU+Foce2SzqFQCf9lK1NAA+kin2KsrJZuw0mApdFcH9gN3k3v7h6a9a4/c9T0Z2wTETLOkBbV7hxQcxhfei+fJpglFkzE8V/xIFixEpRIox8HEK4RPUTAk81yRFRtfkolNwNmIxvHOfwkAzo+/Ix4tbg7T1YHV8Ty5P3qn8CwaFsp7agvV1w1uTki2gUutiTjo/iPkgo6Ct+mKYtfFu+hSVG8X1t5nxCq/pk5CFk8wTLwCqmrxl64EKAsAJDUO0Qrxp3FzEImgLWvWdWSaluO1rCgqsTSE0uIQIU4CTqsCJZVKsXnzZt785jfz7ne/e9rnfPzjH+e+++7ju9/9LvX19Xzyk5/k2muv5Ve/+hWWZeF5Htdeey319fXcd999DA8P8573vAdjDP/4j//4Ap9RiBcjZipW8PJSnBTdVY0UGdk01vaHcVx3Wh+N4qYO0v2wI/iLlspYYrBfTNfGRyfydixLujS+gZgjfJSaOkxljaQYV1Rjlq5Et+3E2NWQGMNkMijbko4Gws+wnnwE+1f/hTLg1zfAwsWooQHU4f3E9jwtcuMlK6CxSYoeNwjcMwaVTmLsCKa2WrxKSq5NwbtFDfSihgfFgC5eieo+KJyZEwnLRuVd8s1L8Veswdq2Feffv4EqBDdmM6LccaIyggOJHUinim7ApZ+jGuhlWSqF47sSuDgNSTlEiBAnBqdVgXLdddcBMDg4OO33R0dH+cEPfsA3v/lNfud3fgeAW265hQsuuICtW7fy6le/mgceeIDdu3fz7LPPsmzZMgA+//nPc9NNN/HpT3+ampqaF+ZkQoSgvFhxvv8V7F//QvgQEQfjxKVoKTiZzrDZTd7UTWMT+WtuLNs8nR98Hd2xV0YteRdAOCexOGq4H2/dxZjlJZun8fGHBtBD/ZKlYwiKmqDr0dcF0TgqIOzqoQFMLidpzkphPA9sG+v5ZzE9h6GqBmNHUP1HMLE4OFH82gX4Gy9D9RzCuf1m2dAjDmCE09LYhEmOixdJ90Hh0BiD0TZqFmXPnKGU+LBk0ujhAdxNV+B89+8l0Tgala5POgWIOZ7RNWKdrzXGjhSlwqVcGxoWEt//CMrPo+oXYkqM80JpcYgQJxZnFAdlx44duK7LlVdeWXxs2bJlnHvuuTzxxBMAbNu2jXPPPbdYnAC8+tWvJpvNsmPHjhd6ySFCFJG/8k2YukZMJCrOsCrI4NGWSF5LkosncyAkD+iKabkgfksr7v/6Q0yVyHqN0vIe9Y34Gy/Db1omI4xSpJL46zeSu/ZdsibbhsoqvPNfitKW/OflkbwhkUyrxChKa9nYFVDXiKlbIJlBqYSMdrQF8QpM7QKU8YXAe/gAamwYZUeKqc/KtlDJcXRXB9Zzv0G5WTFys22wtGz8xwljgJEhSKdgsA/VcwjVd0T4JpYdZCjpiefmXQlBbGhCWVZRKlzKtUFptJcXrkz3wYk3C6XFIUKccJxWHZSjoa+vD8uyaGhoKHt84cKF9PX1FZ+zcOHCsu83NDRgWVbxOdOhrW1m183TDWfSWk81TrdrVXv5G1iy9W50Klnc7L14FeMLmskPBuGAxhDpbeNQydpjvYdY9Pgv8GKVeNE4VtdhrPZb6XvZa8k0Laf52e1YrRdQdXCv+HQoJUF77XvJNDRR3bGHsa7D8tpsGiuTlNfWL4Vr3kfzQ/dipVN4sQoWudvxtS0Osr4pWrEowPMNijxeNI47OoydSmHnXfzRYdzqWiwnhk6nIZkkV9uI374XK+fixSpg/160tmUKtL+NxIpzqctmcZKj+IlxdD6HF4mi7Aj5eBXR8WEZFx3jtVYYKdisCL7nof/ta5BJYbIKY9kYrbGK7rSGdLwaPxrDSiWwMiny2Szj3/0KsZ5OMouWQ0Y+n6ponHQmi04mGQ0+MyuTwotX0HOa/bydDjjd/g3OhrVr157qJYQowSkrUH70ox/xwQ9+sPj1nXfeyWWXXXaqlnPG/GC2tbWdMWs91Tgtr9XatfgbL0VtfwgGetH9R7DqG6ltnuj4kRzHNK4trl13tuM8dA9qbFhs6JeswDQug+Q4Vf0HcS+/EmerC0uWoMcGxMY+EgUTg0ySaONCqKuntrZeRkRLl+FtuoLlJeOIzL2D1KxqBaVRTgydd6XLYCKAD55wUywFxolh1dRjJ0YhkERb+RzWYK9InI2PUZqYmwELUQVp4XYQj2MqawGPmA2Wm5FRUWUljOex8zlMQzOO8TEY1NjwcV1uBSjPRXkulptFGWTEVuCgFKovNPHECMarQo0NgrawNcTan0UND1Iz1CfBjUtWMNLQzIIjBzCVVTQsqINUEj2ewq+qoGHrj8M8nhKclv8GQ5wxOGUFyute9zpe8pKXFL9evHjxUV+zaNEiPM9jcHCQxsbG4uP9/f28/OUvLz6nMO4pYHBwEM/zWLQozCANceoxmUQb+dkdZanApT4aurMd58ffQXV1yGabTsLIoMh0a2qLYwXT2IRKjmNq6tB7nxYuhRXBVNWgkomjEjjdugZJJK6sxlt1HtaeHVJsWDZGR8DP4C9oRqcTwTHHhHCbdyfC+gKzNKO07Psj/fj1C0UdpLTY7+dyqEwvfmMTqrtTRjo6hmlcDFW1qMFeVHJMUpHjFWJ6NpPdPXPP9VEg1wRkLQUyrjEYK5BnZ9Pi52JFRPJs26jBHokESCXE0v75Z9F1jWUkZSKOEIHtCNTUhaTZECFOEE4ZB6W6uprVq1cX/4vHZ88OAbj44ouJRCI8+OCDxce6urrYu3cvl156KQCbN29m7969dHV1FZ/z4IMPEo1Gufjii0/4eYQIcTwo9VCZzkfDfuAeVOd+SfDNpFBjo6i+bqwnH0H1dhcdS71NV6D7j6AP7cdU1QaOs2MShOdmZ1sCACPnbhSn2+Q4Zu16vNbzMFpjjI+pqCJ3zY1kvvpDsjd8WJRHyTGRBldUo+yIrE8F/BQnKj4rlTWovBuEEmaLG73KplG5DGp8BBMNkppzWYjGMTULJrobrotpWiopzjPgmMY/ljXpASO8l8ZmKcp8HzU+Kjk7dlAoYcQt1vg4iVHca24k9/a/InfjxzC19ZimJUWOykw8ohAhQswPpxUHZXh4mEOHDjE6OgrAgQMHqK2tpampiaamJmpra3nb297GZz/7WRYuXFiUGW/YsIEtW7YAcOWVV7Ju3Tre/e5383d/93cMDw/zmc98huuvvz5U8IQ4LTFTIjGA3vWkqGssS9QnhZHE+Bh63y7ym145cYz6RvTosHRZlJLNPRpFDfQe9Y4+07Qct8Tbw9/wEtzr/2rK873NW9BdB2QUpJCRkVWBymWlK6GsQG5sxP4/lcRbez7W3mekW1FVI062wwP4zcsxLWsCwmknKp2QLJxLfwdTuwB721bZ7H0P0snj7qJMXHA/GF8FxYjvS2en5xAAys9jEmNyyMveSAAAMyBJREFU0MpquZZ2BH/dxWB8sgfaiZVclzI/mAJC0myIEMeN06pAue+++3jve99b/Pqmm24C4KMf/Sgf//jHAfjSl76EZVnccMMNRaO2b33rW1jBXZFlWdxxxx18+MMf5vd+7/eIxWJcc801/O3f/u0Lf0IhQhwnVDohrrB5T2zhjRETNHz8xcuI3H8X1tOPy4hneBCzohX17G9l482mMZEIyvfxgzv6ySnKhYKkWUfgf70J9+objr6mgV7MirWofTuLKhi0lo3fGCT7RkEygTE++uA+cY2NROW5uSwG8FeuFZM4O4I578KJ8daVbwLAfvR+VE8neH75WKZsMTM8Pht8Xwq94piHkrwiMauTuAGFSY4LmdmKYD3836AV0YqaMo+UwnitYKQHhHk8IUKcAKiRkZFp8t1DnK4ISWdzx9lwreIffRtqbESIr4W7fi+PiTjCgfA8vM2vglQS65knZIySyYjfiPFlTLKwGe+iS2Gwn9yNH5uSOmxWtDKczFAfsWbtshQKGskCEp6G6u9G9x+RgiiTkjX63oQjreNIDlBzi6QXuznI5/Bb12HyHvnfvabM36VALtWd7UT/5fPonkNFAzqY2i0xSou5m9IiH3bd6YMDlQqyA40cY7rCpnCMXHYiZxAThCtaELHBaMaXrKSieWnxWpX5pJTwiEIOytnxbzDEqcNp1UEJESJEObx1GycKDy8P2pLixIkGm30e66lHxbbeN2I8VihOShHc0Rc2U3Wks5g6rNp3oxqXYepqZzQbK92Ezer16D07UIf34593Id7i5ejDHZiRAeGYFMi1sQohwSZGhW9iW5h4FWblWuma1FXPON6K3HubeLdYtpyLN13RoVGYoIsSdJYKBVIBdiR43JL1uDlwsxh/Gvmy8SGfF46K7xdJtcrI94znY2rr0Xm3yDEprH+KkV5JqGKIECGODWGBEiLEaYz8lVehh/uhvweG+sCOYCoqIZNGjY1gFiwS87DuDkkHRkGlkk6C4wh3pacLy8uTe+P1RdMxnUqIMZrrgtZU5PLQsmJG3kSpWZkB/HUbUR3Po9r34G26HPcNb8Ha/hCR++/C2BEpFECKg3gVZNIwNoIe6MX0HsYsWkrube+f8bz13mfAiUBW1EhkMxMqnCDxuCBnVrYt9v6BzT46KFgCdZG/bBU4MRgbFlM5oKRFUg6v3MHWOLGgQ6OEU+PnsTKpKRyT2XhEIUKEODaEBUqIEKcx/JZWcn/0TnGOPbgPlUpg4pXoQ+3SEYiIvbzKZQEVUCiMWNzncqA8TGUl/tKV2E89Kpk5tXXCbTFIt8XziA72on77MMayiNz1vSk+HpOJoKa2HnPhS2Gwv4y3EvnFj6Uo0UEXws1KEeRmUSnAjqByOVTHXqJf+4R0ZJqWSp7Q8ABqZACVSaPGR1B2JOC2mGI9oQBsqzBBAsBbsgLd24WJBe68yUBiXd8gBYnWkBiXvCIQUuwcYAr/D4IPlZsTg7eGxSHHJESIFwBhgRIixGmO6e7Oo//8SXRfN2pkEJXPBxwLIwTPVAJlwMTEX8RfswFTuwCS4+jBXhgZxFTXiwma70Eug/ZyqJ7D+MtWoXsOoyepfiYTQdXoEKqjDTy3rKDx1l+CtXuH8Di0JTlDbi7o/FTJiMXzUJ4HyVGIxdHP/RbjxMR3JJ0SF1zLwriuEFQLI5wARlvSEdEKE4nirz5PXjPQi9IKv6FJxky2jVm4GLJZVH9XIIOeu95HASaXnVBOGYPK57GTo6jebrxX/p4kTU/iz4QIEeLEICxQQoQ4A+GvWAPRGNauJ8vHEsUMG1/GQL3dkp68+jxJNI5XSmHje9LhyKRRblas7WMVYFnowwfwl60q+ngUuje6q0OURF4eNT6GicbxL9xcZkzmXvVnItkdH0EP9oiJWS4LFVVi5pZOBZk3dlFphNKoxBhgpKMTiWBiFahkAmMMykgmULFEyXugsuBEMZU14Lrk3vHRMqKq2vkkVue+4qjHRGMoJyrvnUnP+TorKCmOVJChBESj2E89WgwQDM3ZQoQ48TijwgJDhAgh8DZdAdrCb2gSkzffk43TnrjnUIDKZdDdneinn0D1dmHqG8Q1NUjtVVpjLBvfiYrTayQKjoMa6kcf3CeE2uQ41NbJmGN0EDU2EsiLDbpjL9bep1FHOrEfuFsIo9fciHfRpZhYJf7iFqiundjkA+8RCJxX0ynwXJSRRGfle6hUEpVKYaJx8U4BTCQq54NCaSWFjO+jUuMQiZQZ3qk9z2B1H8TUN8p7O44EGSYSHJu1mzjhmroFUFWNzrmBW28+NGcLEeIkIixQQoQ4A1HYkP2V52C0hQmUM3jeFAWPUqDGhtH79wIKf9U5mLoFmMZmUQNZFtrNYapr5QURRzggqUSRGKuOHIbqOsyipTKuWbAQlc2gRoYgVokCrJ3bi/4g7tU3kL/sNfgr1uCtvUC6PLkJR1vj+Zi6BilOXLfon4KbC2TKHiqXlscqqzGrzwsccoG8i0qOozJp9OgQqq974ppcfYOMZhoWQV2jqHKcOERjkEtDKjFB4J0rojGMExW59+gwOu+iU0msZ7ahn3p0gngbmrOFCHFCERYoIUKcofBbWsm9/a/I/tWXMTX1FNUtIHf1hf/E+EO6Hm4O07RUeClOFKOUjEqsEq5HKiH8jXil+HoQGMZFHPkP4aBgR4LOTUDOrawp6yB4m66QMU19A966SzCWhcHImKRKHFrJ5wMH2km/igwimwbhkHTuk7yiUkQcTMTBev45ot/4LM6tXxZOSH/3hD1+xJE1RmNiw6+UvK8dwUSiGKXF0r/YeQqyje2IyLljcYzWQkIuyo4nfF706BB63065HiFxNkSIE4qQgxIixBkOv6WV3FtvwrnjFsm5SYwWv2cqqoKiwkgAX8TB+u0jqPER+X5lNbg5crEqHMcRpYu2yF11PbrrQJEYa+JVskkrpHvS1y1+IU5UlDq5HGbNhinS24I/COkU+S2/L6MpJGPI2v4waI2x4+Jnks1MnJTWUgAFviVKIQRXL+gOWbasPZeBXBarbSf5V71OOit5FzM6BHWNmOpa1FAf5IWo6zc2ocZHMZXVmNoFmMUtMDqEqVuAteNxIdfmJiIFTDSOSoxhjC+lSxCOaJwIys2KiZvtCGF4cUsx5DFEiBDHj7BACRHiLIC3eQs5IPLT/0Anx1GB1LiwyZtoHNO0FN3VgRrslaJFa9TIEMa2SS9djd24CLNuY1GNYjqXC/EUMIuXofY8A4B/3sVo10WNDmBsRzoRK86BdBI9PIBz65fLVC3TkUZzb/8rHDeHSiewdu/AWLaMegqJyNEYOFEJFYRiEGHRsM335O/ZDETjMj4KuCDeinOw2nfJ+CpeiYlXSlFSXSvE3nMvAkB1H0TvfRpTU4/7h39O/so3iVPunqfFnr+mFmoXQFDMoYOQQWMCi35b1unmQKuQIBsixAlGWKCECHGWwNu8BW/zFqxtW3HuvBVSCZTx8GsDvkl1HWqwD9OwCDU+JqMcz0O5itjIAPm3vLdsgy3rgAyk8NZdjEqMofbvwuRdqKzFX3UupmkJqrcbvedpTEUVViqB6epA79+Le82NM27aprEJ/XQHpq5RcoNSiaAYUVJgBVwao+1AdTThECucG0vSho1kAFnbH8FUVGEWt+CNDaMTY6j+HkxlNbk/eCv++S/F+fF30M8/K12VQPps6hsmVEhX3wB3fQ9TtwA1PCijLc+Tdfl+MEULTOA8D//CzTIOqqye0YF3Oiv/+eBEHCNEiDMRYYESIsRZBm/zFrLNy6dsavbP7yx6kuC5gemZ5PtEh/sxd946paAo7YAU7O79cy8SQmhvl0iSsxnUcL9wPKIxIdm6OVRfF/YDd5N7+4emX+emK7B//UuoqsZU1wRFShJlW2LuFqsQV1rblm6Ib0SWHKQlGzsi9Jd0Gr+xSdbkZlHPbINIBO+SV8jXB9uJPHAv/v7dmGQClRwToqxlSbERr8LYNvYD92Bq67EfvR9T14BZuhKDwTrcwQS/Z8ITBQwM9mIND+A3NE8xuLO2bcW59zbI5zHVdZi8O8Vf5mgoy/kJ5cwhXmQIC5QQIc5CTDdaMY1N0tkY7hdzt8LIQoEXcbDGR2bM4oFyu3sA07wcr7oOU1mNNdADtfXCSYHin3rfrlnX6J3/EnTH86hUUgzYFi2BTArj++Iwu6QFa+8z4pWSd+WFWkvY30APJlqBqamDyhrxdBkdhsQoxCtQw4Po3kPSZamqxmrbKWMvbYFjiRool0Ht3w2rzkPv3I538cvEgTaVQLU9JwVcxBEVUjGtmcBG38Jq24W3Zr2kSJcUDwDOPbdJPVNTJwVbib/MXIuLyde8EDUwn2OECHGmIixQQoR4kcDbdAVWx/PQ0ykbbhCsZ5wo+coa7Lw7q0x2st09MCGtFUezSa8wR7UdyV95lXRlKqvQnYGVv12Lv/Z8TG09JMcxvV2o5LiMdSIOprEZaupgbETGK63noTvaUP1HpDCKxsD3sQJ+iRRLRngqFVVCIo7Giwof3X8E33UxVTVSACxZgdq3U9Y+1I+pqUMN9UvHRWtM3gOMuNTaNiqXxRS8UGBCyeR7UFULKPGXAdRQv1j4zxGzXvMQIc5yhAVKiBAvEhRyfZzv/r2QZX0/4GA0YnKubPazyGQn290DRWmtH3Gwdj8lnYWII2OYdAp/3cYpxynlVBBxxGr/UHvRJ8Vfda4QVJPjqGQC78LN0kWpqp2wnXezmOo6yCSFpBuNQ9MyIdb2HgaUdEjSSSk83JzkFg30CKckm5ZyyrLAstEjA3ibXyXnWbsAf80G1P496FQSXFecaNNJQAWdnqUQEfddlUoUz025WfT2p1HZDHiuEHerauSbEUcCHtdPvSbHcs1DhDjbERYoIUK8iOC3tJJ7x0dxfvwdVM9hiFcACiubLnJVZoK36YqiqoeKSkglUclEUVqrh/thdFi8TyIONC8jf+VVZcco5VSoTAprx6+FbLpwKWbVuZhUUvxXBvsxjU3FY1ttOyGdEMt8Nyey5kVLMfGVqGQCNdgrIYCBX4mJxVG2LWvsPVy0t1duDuOI8khlUhL+17QUshlM0OUoQGUzmPpG6bgEsmdjR8A3+EtXoMZHUalxTMVEPpHe8wymoBwaHUQN98v1qqyW9dv2rNd4yue1dJWMinxPVEj1jaDtUM4c4kWB0KgtRIgXGQqdFG/dRoyXx+RdEivOmVVxU3hdwU6ewf7/v717D46yPP8G/r2fPeSwOWzIkVMSjBxFCFIjHspEh1LUUQSlg8ZScUTqOFrpr1qdYsdjUasW5UWsfVtE5a20+oK2YkUKFsQClYIoBowRgjEQyGGTzeawu89z//64s5vdZDdsyGE34fuZcWw2u0/ufTDdi+u+7uuCtCX7izWN3AJ4Lv+h6sNSXQnt22+Ak5UQJ78NuoavpkJ4vSoropmAuARojXXQKo8CiTbI1DS4lzzon5Js2rcDMilFNUOrqW7vliuhfVMKQEIffR6EuxVobVZN59IyAIsVhgTgaVXPt8apKcha+3FlTVO9UHJGQR93IfSJ0yBcTaoZnDRUXxMAsCVBDssE4hJV0KV74UlMgnA61NiAlhb18wJeI/PHQY7MByxxqjtvq0vVxUjAff2iHhXImvd/AmPUGMikVIhGB7TvjsE77TLWn9A5gRkUonOQrwutT2VZGcZG8KEXrq+Jdrwclq3/H6L2tJrpo5mhNdbDuu53MPZsVx1ZM7JVf5Hc81RPFSn9tRnwevwzgHw1GoHZFmP8hZD2dGhHjwAN9WpbauwkwGyBZdcW6PnjYKquAtpaIOprILxuSF2HHJYN2JIgTp0AEhIg45Mg3C2Q6dlq8KGzAcLV5C9sNW/bBO2/n6hjyBk5KvOSmqba7EsJNNbDa4mHtb4W+sRp8E6fqRra1VQDugfGhEJVOwPAGDsZ4rtjEI5aeIuKg074mDe/CcvWjaq2xpYMz6x58F6zMOieBhbIypxR6kGXE9p3R6GjuEd/3kSDEQMUIuo1074d0KqrgDhrR9BheCFcLpg+3wuZNQLyu2MQLicM3QPtxHHA3ebfcoE1vkuNhnnbOxAnjkPzelStzIg81Rk3MQnG1EvUXJzj5RC11TA11rcfn/aqbIoQ7QGQVR3zzRrevk1jhWyoU7N1nA7VpK09C6QdL4doa4MxYaq/YFe4nJAms6oj8bghU4ehJSUD1pGj/BkeX7Bg2bhW1Yu0k6lpqpnbpGn+5wIqOLFuWqdqWBJsEG3N6msgKEgRNdUQZhNEaTlESxNkQhLk8FFATXN//lESxQxu8RBRr4maatXV1WzteKy1VW19eL3qgxgAWltgOvJFR/Cge4HmZkizVTWOM3SIhnrErfwVzLu3qb4n7f1NtLIv/K3sRUO9+trTpubuNLvU692q/bzUTKovS3MTYG1fk9sNtDRB2oepTFD+eLhvvbejb0lgxmJEHgBAJtogGuuAZqcqzE1Lh6nVFbKOxDd7yLdNBJcToroKoqHePydIZZo2quAkLlFtP+kGoHtgffd1aMfLOy5osUA7fFCNGIi3QbjboB0+qDI/ROcABihEFDHteDksG9cGfeAC6rQJ4uLVzBsfr0clMkwmVcRaW60CDmmoacPSUA3YBCBqT0LUnIKMT1RHd11O9e+GerXNYolTW0DuNtWgrapCBR6WOPUaqQMet5qw7HGrD3VNAC0udfrZ64Uxaoxaa0JSUP2Mj6ip9g9H9J3kkfZ0NTTQZIb0eCC+q4Bh6QjCAnWu0YHXA6EJ1UsloMmaaHQAlnjVjK7VBaF7IAwJ0eJC3CtPwrT3I9+KOv4lEHBk+wxnt4mGCG7xEFFEuutqqk+fCVPpfmjHvlbZEc0MCQlhtLek13W1BdPsgpAG9Mzh0NraoJ2uAqCG8kl7ugowvF51PHhYpgpcGurUMWIJSCEgk+3qdcmp6tSOSQOs8RCt7Vsf7VOZff1JxMlKSIsF0EdDP/8CFRiE0PlIr0wdpk7tjMhXJ3psSaqIt6oqbDfXwBody8a1MMyWLk3WYDa3F+8aakiit306cvtEZes7r6EtZzTgccOYUAhx4rjqD5OYBDlhrDrFRHQOYIBCRBHprqupZ95iuG/9GSzvvgbtyEFVW5KYrIpfzRYVROi6moasmWD+bLfKbJjMkGazqg/RvaoDbFUFZGKSmhaclAZRfwqi8iik1Qrj/MnwzF0E6xsvqhqSZDtk/lhodTUQmsk/I8fXNE5AQkqpBiUe/QrG+ROB+ARon+2BedeHMPLGqpM2Hreqgak9BZk9IugYtYyLC3rfenwiZLzljN1cwzVZM7JHqRoc3QMY0t8237BnAAlJQFODutcZ2apR3cTCjte7nJD2YX31R0oU07jFQ0QRCdwC8evU1dQYmQ99yiXwzJ4P920/Vx/smqbqPwBVL+KruwDU1oy7VbWg97gBCJUtGJGn+ps01KmJxNkjgfhEfzM39633wsgfr6Yup9jVVpLF2t54zQT/nogQkOmZ0OpOAwkJ0E5WQisvVZskFgtMpfthKt2vTg6ZzRBtzdC++hymf2+Ddrwc3mmXqYzLGd53IN82mFZRBu3gf9Q2lU+zC3rhDLhv+InatjJ0wKTBSM8G0rNVIW5yKkRNdeiaFldTj/qoEA1mzKAQUUS662qqHS+H5bWV0E5XQbjVyRwjcwSMgknqNEr7SRzR1qK2SzShZttAA6wWCENXhbItqlGbTElVtSaaprZ/rHGQ+WMhzRZ/xsY3aVnUVMNIz1ZDAFtbgMQ4iKYGlUOxtG/9OOrUhGSXEyIhUf1sTxuA9pk6n+9VP8/VAJmaAf3Sq4BmF8z7PwHcrRAH/wOheyATkmBOTAXiQ3fdDdwGkwUTVJHrwT3qFJC7DTCb4b5+EfSiYhiTL0bcK0+qFyYkqe973ZDZI1R33oBp0r6hj96Z17IHCp0zGKAQUUS66yRreWcdTN+Wq5M5cfEQXg9M35ZDt1ggh+fCaK/fMP1nB2C1qhk5ZouagixMQGsrZNYwtWWTnqUawWkajIu/D2nP6FiENPyZiy6Tlv/6B2jHy9T2kmZS2QkhAbcbQjNBNtapE0WGoTroeryqBqS+Rg0ghFRDCetPQzQ2qH4mTodqOieE2n5ytyGp5isI3Q3vgiX+Zfna95v++zFgsgD5YyHtGWo4YOkByLZWyJF5kGkZMO//BDJntOpFc/0i1Sm2qUF1is0eAWgd3WbD9Z0hOhcwQCGiiHT3N3rtq4MqOOk8zbjyG7TdfHfHa5LtMDKyodXVACYTZFqmClKkASN/nL81vmnfDuB4GURFOSA0yNT2uoswc2iM3AJ4FiyBedsmmA7tgzSnQWuoVTs9Xi+kpkG0qS0k6F7IFhfUMEOhsjvJdrXFpJkBk1nVwaSmQbQHL8aEQoiqCojmJuhxCTClZwUHR772/YYETID4+pCa5+NsgMwaAXg9HXOJXE5//YpeVIy2nNFB9zSwoduZBM416ulriWIdAxQiiljYv9H7TukE0jT1wdw50/H+BhiJyaprbIsDMnWYf9vDtPcj/+wZWOLUbJ/SAzAmTFHzcwJm/4Ram/u2/+n40N6xGQJC9WeJi1dBisetjv9CqqPDXh1CE+2t9OuBthbAYlVZE6jpwzItUzVda+8Q66ypRXrASZqg/im2ZNWbxWyFqDoO0dKkCoETkzoW2rlu5yyzJN2dqmKQQkMBAxQi6jWZORyiukpthfiOFbtVPUWgoCyM2QI5aZr/b/3a8XJY331NZT2SUv0TiKVmgig/DGP6Ff7gxLJxbdisQeAHvnA5YTrymWp0drIS0uuGsFoBYYJoz6xIa5waFuhxQ7Q2q4xKgg2i2QnR5IQxfHTQezC1tUCOHOX/OvC0jkyxQzv8mdpGMpnaj0K7IfPHd1ygj6YRd3eqigEKDQUMUIio1zzX3oK4//d/AK9X/SMEEB8Pz7W3dHluuIyBad8O9doUOwARsF2kCm498xb3KGvgr5kxWVTmROoQhoRMtLWf9IGaUGyoE0XCYgHibZBed3t/FTP08ydCq6+B7nL66246d5L1FQ8LrxfaiW8hU9IgmhpVUa3Xo5q9mc3qJE6nCdC9Ee4Yc7jTRUSDDQMUIuo1vagYbYAagFdfA5mWAc+sedCLiiO+hq9GRXjcHfN8LFZVx9Fev9GTrIEvW+OvS5HtmZ7WZtUSP2sEjPzx0A4fUBkTpwNISIRMGaGmHVviIM+bAKOiXG3dtGdsTs2YjdEBP8sXCIkTx9vb0AvIlFTVidZsAbyeoNeHO4nT03qS7k5VEQ0FDFCIqE/oRcU9Ckg6kxnZkF4PROVR9YDFCrQ0AZrJn7EIlTUQnjZo+z4L+cEeWJdifeNFiMZ6GNmj1ODB1DTV+MxihTHlYuBwnGqRb40DINUcn2YXjPyxQcP+WsvKgn6+LxCyvvIb9T4Sk9SR6NRhKmtSezro9UDXYMQYOUad7ulBPUl3p6pCYUEtDTZs1EZEMUGfPhPQTDBGjVE9URodAAD33EX+D1KZka0GA7YTDXVqgJ7ZEvTBHjR0D+2Byq33whgzob25W6q/8Zlx/iSVeRiRq2YJudtUhsVsibgxmpFbAH36FdAnTIUxsbDbU0e+bSrhcvrXbH33NcDwqmyI0NoLbpPUtlc3PzNw9k+o+ULd/cxQ94koljCDQkQxobsCWp/OWQNxTGUzZP64jg92dL/l0/mYNAB/XYtRMBGiolwVx07+nv/Yc2BRbnxmHjB2bJf1R5rRCLVNBa9XbY3lBBTkRlBPEukJIBbU0mDEAIWIYsaZPnA7BxnQPTBGjYGoqoD29SG1vTI8FwjzwR7u+r5roqYZxtRLgk4WdS7KzSrfAi0374wBECxWyLg4mD/4a9CWSqhtKplsh3A2BC+qD+tJWFBLgxEDFCKKCZHWSAQGGdZXn4epdL/KWCTaIDxtEIcPQPc1RYvw2t2dLOqcedDjbf6tl1DX7BLYpNiDakpCFbfKYZmq5iXgtFBfnPbxvW+togz47hhk/jh/PxcW1FKsY4BCRFF39k3HZMe/ZMeXAf+jVw3NQmUe9LgEaBVfQzt1Iuia1rf/L4y0DMDjgXb6BGRaRsgtlVBbQdBMcM9dBO27o302dyfkXKDS/TAmFEJaLH123JmovzBAIaKoO+saCY8HxoQpECcqIVqaIBOSIPMK1ATi3l4boY/ymtpaIJqbYGRk+x8XXi/EyUpoDfUwplwM8U0pRFMjjARbR8aifUulu5EBOop7eOfCC+pwi2QYEwshjpVBfPMljIuu4OBBinkMUIgo6s62RkJmZKujwhMLOx50OSHtHQFFb+ovQmU7TK1q4jISbR0/o6pCDRPUPWp2ULJddaJtn+kDIGhLZSCGAHZ+3zJ1GOSUi0MeeyaKRUMyQLHb7Vi3bh3mzp0b7aUQUQTOtulYJCdnOl9bNNSp0z+6B9ZXnwMgAI87bG1K52zHqRmzkXS6IviazU2qK21CEkTlUWgnvwWaGiE0DTIpGXJYVq+3VNjIjc41g64Pyrvvvov58+ejoKAAdrsdO3fujPaSiKiX9OkzIVztRaLS8PcoOVMPkkh6gQReWzhqoJUegGhxQWaOhKn0AEyl+yHMlm57qHjmLYZ7yYPwzFuM1uzRna5ZB+FsgDh5HDh9EqbPP1WzeOITIYSA6Yt9EPU1IWtetOPlsGxcC+sfnoJl49qwfUnOpo/J2d5Tolgx6DIozc3NKCoqwo9+9CP89Kc/jfZyiKgPdFeXEclrIz2arO37DDLBBpk/rn1bxgYIQJw4DjmxMOLalI42+u9AO7RP1XpYrdActRBeLyB1wDAgbcmQ8YkQzobQwUmY4l0g+ISQaKjrcR1Nb+4pUSwYdAHKwoULAQC1tbURv2blypV48cUXsWHDBlx88cX9tTQi6oX+rMvwXdtflyE0aOWHgPj2AKW5ST2xB71BjNwCyNQ06IUzAFsyREMdTDv/ARg6oAvIpBRACJX1aG3uMoE5XPGueds7EG2tQYGL6dA+GJOmQSJgu+YsG7mx5T0NFoNui6cnpJRYvnw5XnnlFbz33nsMTojOcYGt8mVCEuBxq/qTxCT1hB7WaIiaan+xrEwdpuYHWayAyaza75vMgO6FaHF13Z6p+Dqo0BYAkGiDVn6oI3Dxt71PgajotJ1zFvUkbHlPg8mgy6BEStd13H333dizZw/+8Y9/IDc3t9vnl3UaABbLBtNao433KnKD+V7FV38L+5H9sDhq4bGnwzF+GlqzR3d9XmYessq3QI+3QSSkIKmmDICEO8mO+K3vwORuQduwHJzS4tAwKfxfaHz3KkezwFRVBT0+EQCQZomDpa0VUgN0txtC98LkboM3PhF1rR6g1QEAMHl0JNSdRos53v9aADC1NsPW2obGFjfQWud/3GzPRPKxw2j8rhJ6XAJMbS0wtbpwasbsLsMLu5Oz412YPDr0TmvRP9yEkzOvj/g6PTGY/rsaG2KEAUVPTAcof/nLX7Bs2TL/13/9619x2WWXRfTahx9+GCaTCf/85z+RmZl5xucPlv8wy8rKBs1ao433KnKD+V5px8thObRbZR3GFADNLmQc2g1PiHb0GDsWWm5eRzv6KRdDVFchrvxLwBoHmTMa8dJA3o6/wT18RMjpzIH3Sou7QdWRxFtU9iM9Sz0uAM3rgUxIBMwWmIaPQoYZEFXH2/u12CDj4hFvMflfi2YXhG6CvGAa0s2W4NM38RbAnobU1DS1NTNyFPTpMzG6h1sz1o88wIgRKjPjI+1A7Wkk98Of/2D+74qiL6YDlKuvvhrf+973/F8PHz484tcWFxfj7bffxpYtW1BSUtIfyyOiGNDTRmyd6zLif/MzyKzhQGJy0PMsWzeGDFA6XyuwENXIHwstNQ165vCOvimHD0Ba46B9fQgwW4F4G0RzEwQA97TLunSPBRDy6HQknW/PhEePaTCJ6QAlOTkZycnJZ35iCLNnz8Z1112H2267DUII3HLLLX28OiKKBb0dhCfqawD7sOAHE2zq8Qh0Dng6F6G6r18E6zuvAR63OvbrbgU0DXr+OGjfHQ3ZNK2/Tt9EOnE5Eiy2pf4W0wFKKPX19fj222/R0KAmfx49ehSpqanIzs5Gdnbw3wLmzJmDV1991R+k3HzzzdFYMhH1o95mBWRaBkSzMziD0uJSs3TOQqiTM/Kfm6BVHlVfxMVDxidCqz0NmCwRX6Mv9NXR497MNyKK1KALUDZv3oy7777b//W9994LAPjlL3+Jhx56qMvz58yZg7Vr12LxYvW3FAYpRENLb7MCnlnzYN3we/VFgg1ocQEtLfBcvyhkluCsSAmZlh4cBDU7O443D6C+CH56M9+IKFKDLkApKSk5Y02Jw+EI+vrqq6/GyZMn+3FVRBQtvc0K6EXFcEPVnIj6Gsi0DHiuXwSZMzpkliD+ghlADws/ZYINwtUIuNvUMWSPWwUtCbYzvzgG9XZbjSgSgy5AISLqrLdZAb2ouEtBrGXj2pBZAvuR/cAVV/Vsffljgfh4iPrajqnL2SNg5HQ9Cj0YsNiWBgIDFCKiEMJlCSzVPW9qpk+fCe39DSqICtiG6u1cnGgVqvZlsS1ROEO6kywR0dkK7Drr1+yCx57e42tFMtSwp6LZFbY/3g9RZ8ygEBGFEC5L4LhgBlLPInPR1ydzelqo2tfZlv6cndQTPO48dDGDQkQUQrgsAYCYmGcTOAfIL0yh6lCdwTNU3xcpzKAQEYURKktg/3BTTByx7Umh6lA9FjxU3xcpzKAQEfWAxVEbceaiP+nTZ6rOtC4nIA3A5QxbeNuTbMtgMlTfFykMUIiIesBjTw9ZPDvQR2x7UqgaruB3sB8LHqrvixRu8RAR9YBj/DRkHNod8RHb/izijLRQdageCx6q74sUZlCIiHqgNXt0xJmLWCniHKrHgofq+yKFGRQioh6KNHMRS0WcsXIsuK8N1fdFDFCIiPpNuG60WsXXsGxcy94dRN3gFg8RUT8JVcQpqqugnT4R9W0foljHAIWIqJ+EOgqsfXcUxqh8wJYM0eiAdrwc2rEjsL7xIoMUogAMUIiI+kmoIk4jPQcyeyREQx20rw9BuNuApBSIxnpmUogCsAaFiKgfdS7itGxcC+FyQlQdB8xWwBoHeNogU9IgbUnsgkrUjhkUIqIB5Nv2EU4HYLEAnjbA7YYckccuqEQBmEEhIhpAvm0f6xsvQjTWq8xJ3jjI1DTA5QzZBZUTe+lcxAwKEdEAM3IL4L71XhhjJsDILYBMSVWzdKqrIBrqYf3DU7BsXKsKaGOk2RvRQGMGhYgoCnyZFF9mBBYLhCYgzWYgJdUfiMi4uJhp9haIWR3qb8ygEBFFiZFbAM+8xXAveRAydRiMzOEqEBGaCkRsSdC+/jLmJvYyq0MDgQEKEVEMEDXVIQMRCMTcxN6gFv4BwZRp346orYmGHgYoREQxIFTXWTS7YBRc0KXZm3A1QZ8+MzoLRfhgiieQqC8xQCEiigGhus4KVxO8V82NuYm94YKpaGZ1aOhhkSwRUQzoXDQrM7LhnXmtPxCJpQJUffpMVcALqExKs0sFUzOvjfbSaAhhgEJEFCM6d52NVWcKpoj6AgMUIiLqscESTNHgxRoUIiIiijkMUIiIiCjmMEAhIiKimMMAhYiIiGIOi2SJiM4RnJ9DgwkzKERE5wDOz6HBhgEKEdE5gPNzaLARDodDRnsRRERERIGYQSEiIqKYwwCFiIiIYg4DFCIiIoo5DFCIiIgo5jBAISLqoQsvvBCrVq2K9jIGpYqKCtjtduzfvz/aS6EYxwBlENi1axcWLlyIiRMnwm63Y/369dFeUsw4072RUmLFihWYMGECcnJycO2116K0tDRKqx04fXFfHA4H7rzzTuTm5iI3Nxd33nknHA7HAL6L6OHvXHj8naOBwgBlEHC5XJg0aRKeeuopJCQkRHs5MeVM9+aFF17A6tWr8fTTT2Pbtm3IzMzEvHnz4HQ6o7DagdMX9+WOO+7AwYMH8dZbb+Gtt97CwYMHsXTp0oF8G1HD37nw+DtHA4UByiAwe/Zs/PrXv8bcuXOhafwjC9TdvZFSYs2aNbjvvvswd+5cTJo0CWvWrEFTUxPeeuutKK14YPT2vhw5cgRbt27FypUrUVRUhKKiIvzud7/DBx98gLKysmi8pQHV09+5DRs2YPTo0di8efMArC66+vp3zjAM/OIXv8CUKVNQXs6uttSBn3Y0ZFVUVKC6uhpXXXWV/7GEhARcdtll2LNnTxRXFl2R3Je9e/ciKSkJl1xyif85M2bMgM1mO6fvXShr1qzBAw88gDfffBPXXHNNtJcTVT39nfN4PFiyZAl27dqFDz74AAUFnAtEHTgskIas6upqAEBmZmbQ45mZmThx4kQ0lhQTIrkvp06dQnp6OoQQ/u8LIZCRkYFTp04N3GJj3BNPPIF169bh3XffxdSpU6O9nKjrye+cy+XCwoUL0dDQgM2bNyMtLW3A1kmDAwMUIqKz8PLLL8PpdGL79u38m/9ZWLp0KbKzs/G3v/0NNpst2suhGMQtHhqysrOzAQCnT58Oevz06dPIysqKxpJiQiT3JSsrC7W1tZCyY1SXlBI1NTXn9L0LNGPGDAghhnw9U0/05Hdu9uzZKC0t5ZYhhcUAhYasvLw8ZGdnY/v27f7HWltb8e9//zuotuJcE8l9KSoqQlNTE/bu3et/zt69e+Fyuc7pexeosLAQGzduxOrVq/HMM89EezkxoSe/c4sWLcKKFStQUlIS9HwiH27xDAJNTU345ptvAKiK98rKShw8eBBpaWkYPXp0lFcXXWe6N3fddReef/55jB07Fueffz6effZZ2Gw23HTTTVFeef/q7X0ZP348Zs2ahWXLlmHlypUAgGXLluGHP/whxo4dG623NWAi/Z276KKLsHHjRsybNw9CCNx///3RWvKA6cvfudtuuw1SSpSUlGD9+vW48sorB/rtUAwTDodDnvlpFE07d+7Edddd1+Xxm2++GWvWrInCimLHme6NlBJPPfUUXn31VTgcDkyfPh3PPvssJk2aFIXVDpy+uC8OhwMPPPAA3n//fQDA1VdfjWeeeQZ2u32g3kbUnOn+XXjhhbjzzjtxzz33AAD27duHefPm4Z577hnyQUpv/9uqqKjA1KlTsX37dkybNg0A8Kc//QnLly9nkEJBGKAQERFRzGENChEREcUcBihEREQUcxigEBERUcxhgEJEREQxhwEKERERxRwGKERERBRzGKAQERFRzGGAQjQErF+/Hna7HRUVFQP+s/fv34/09HSUl5eH/P6KFSuwfv36kN+rqanB8OHDsWXLlv5cIhENQgxQiKhXHnvsMVx//fVnNdE3IyMDP/7xj/Hkk08GDSYkImKAQkRn7fPPP8f27duxePHisM/xer1wu91hv3/77bfjs88+w44dO/pjiUQ0SDFAIaKz9sYbbyArKwtXXHFF0ONutxu/+tWvkJeXh+eeew7Lli1DTk4OrrnmGhw7dizouRMmTMCkSZPCbgMR0bmJAQpRlDQ1NWH58uWYMmUKsrKyUFBQgGuvvRa7du3yP+eTTz7B4sWLMXnyZGRlZWH8+PG49957UV9fH9HP+O9//4sFCxYgNzcXOTk5mDNnTpdMRSTrCOe9997DzJkzoWnB/1fy3HPPYfXq1Vi4cCEWLFiApUuX4tFHH0VcXBzq6uq6XKe4uBjvv/8+dF2P6H0R0dBnjvYCiM5VP//5z7Fp0ybccccdmDBhAhoaGvDpp5/iiy++wOWXXw4A2LRpExobG3HbbbchMzMTX3zxBV5//XWUlpZiy5YtEEKEvf7HH3+MG2+8ERdeeCHuv/9+WCwWbNiwAfPnz8fGjRvx/e9/P+J1hFJVVYXKykoUFhZ2+d6WLVtw5ZVX4umnn8aKFSuQm5uLkpISLF26NOS1CgsL8dJLL+HQoUOYMmVKD+4iEQ1VDFCIouSDDz7AT37yE/zmN78J+5xHHnkEiYmJQY8VFRVhyZIl2L17Ny699NKQr5NSYtmyZZgxYwY2bdrkD2Ruv/12zJw5E48//rj/5Ewk6wilrKwMAJCfn9/leyaTCS0tLRFfy3eNI0eOMEAhIgDc4iGKmpSUFHz66aeoqqoK+xxfcCKlRGNjI2pra1FUVAQAOHDgQNjXff755ygrK8NNN92Euro61NbWora2Fk6nE8XFxfj000/R3Nwc8TpC8W3V2O32Lt8rKSnB7t27ceONN2Lv3r04deoUDMMIey3fNWpra3u0BiIauhigEEXJ448/jsOHD2Py5MkoLi7GE0884c9K+FRWVuL2229Hbm4ucnNzUVBQgKlTpwIAGhsbw17b15PknnvuQUFBQdA/L7/8MgzD8AcYkayjO6GOBy9evBivvvoqmpubsXPnTjz66KMYM2YMHnvsMbS2toa9RndbVkR0buEWD1GU3HDDDbj00kuxefNmbNu2Db///e/xwgsv4KWXXsKCBQug6zrmz5+PmpoaLFu2DOPGjYPNZoNhGLjxxhu7zUj4vvfII4+ErBEBVA+SSNYRzrBhwwAADocj7Pu74YYbsGLFCrhcLjQ3N+P5559HQ0MDnnvuuaDn+q6Rnp4e9ucR0bmFAQpRFGVnZ2Px4sVYvHgxHA4HfvCDH2DFihVYsGABDh06hK+++govvfQSbrnlFv9rwnVsDTRmzBgAQFJSEoqLi3u1jnDGjx8PABF1r504cSJKSkpQVVWFTZs2dQlQfNcYN27cGa9FROcGbvEQRYGu62hoaAh6zG63Iy8vz/+4yWQC0HULZdWqVWe8fmFhIc477zysXr0aTqezy/dramoiXkc4OTk5yMvLC1kLEy6r4vV6ER8f3+XxAwcOICkpCRdccEG3P5OIzh3MoBBFgdPpxKRJk3Dddddh8uTJSElJwe7du7F161YsWbIEgMomFBQUYPny5aiqqkJaWho+/PDDiIpZNU3DqlWrcNNNN2HGjBkoKSnByJEjceLECezatQtSSvz973+PaB3dueaaa/D222/DMIygXihz5szBpZdeiiuvvBKVlZWoq6vDnj17sHXrVtx3331drvPRRx9hzpw5/qCMiIgBClEUJCYm4o477sD27dvx/vvvw+v1Ii8vD48//jjuuusuAIDFYsGbb76JBx98EKtWrYKmaZg1axbefvvtiLZCLr/8cnz44Yf47W9/iz/+8Y9wOp3IysrCRRddhEWLFkW8ju7ceuutWLNmDT7++GPMnDnT//hDDz2EP//5z3jwwQdRXV0Nk8mE3NxcLF++HD/72c+CrnHkyBF8+eWXePLJJ3tyC4loiBMOh4MTuojorM2fPx+pqalYu3ZtyO8HNmoL5YEHHsDu3bvxr3/9i6d4iMiPGRQi6pWHH34Ys2bNQnl5eY8nGtfU1OD111/HunXrGJwQURBmUIioX+3cuROpqansEEtEPcIAhYiIiGIOjxkTERFRzGGAQkRERDGHAQoRERHFHAYoREREFHMYoBAREVHMYYBCREREMed/AbLAt7GYA5OGAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Encoding income status into sale profit scatter plot\n", "g = sb.FacetGrid(data = LossState, hue = 'income_status', \n", " hue_order = ['profit', 'loss'], height = 4, aspect = 2)\n", "g.map(sb.regplot, 'sales', 'profit', fit_reg = False, \n", " scatter_kws = {'alpha':0.5})\n", "g.add_legend()\n", "g.fig.set_size_inches(8,8)\n", "plt.xscale('log')\n", "plt.yscale('symlog')\n", "plt.xticks([1, 10, 100, 1000, 10000],['1', '10', '100', '1k', '10k'])\n", "plt.yticks([-1000, -100, -10, -1, 0, 1, 10, 100, 1000],\n", " ['-1k', '-100', '-10', '-1', '0', '1', '10', '100', '1k'])\n", "plt.title('States with loss, sales profit relationship')\n", "plt.xlabel('sales ($)')\n", "plt.ylabel('profit ($)');\n", "# plt.xlim(0,1000)\n", "# plt.ylim(-1500,250)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average sales from each customer's segment in all regions.\n", "At this point we should not be surprised why the technology category keeps making the highest sales or profit. Here we see that customer's from the Home Office in the South contributed the most (produce average sales over $1k) to this.\n", "\n", "Surprisingly, the technology category made the highest sales amongst all segments in each region except for Home Office in the east region and Corporate in the west region.\n", "\n", "Office Supplies category made the lowest sale from all customer's segment in each region\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 731.775x576 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Barplot showing average sales made from each category across all segment in each region.\n", "g = sb.FacetGrid(data = LossState, col = 'region', col_wrap = 2, \n", " height = 4, aspect = 1)\n", "g.map(sb.barplot, 'sales', 'segment', 'category', \n", " palette = 'flare', errwidth = 0);\n", "g.add_legend()\n", "g.fig.suptitle('Avg. sales from category in each segment viewed by region');\n", "g.fig.subplots_adjust(top=0.90)\n", "g.set_titles(col_template='{col_name} region' )\n", "g.set_axis_labels('avg. sales ($)', 'segment')\n", "plt.xlim(0,1200)\n", "plt.xticks([0, 500, 1000], ['0', '500', '1k']);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Average profit from each customer's segment in all regions.\n", "If you recall from the slide showing category then regions on sales profit relationship, it was noted that the product that made the highest sale which generated loss was of the Technology category ordered to the south. Looking at the south region, we can see that the customer who purchased this product belongs to the Corporate segment.\n", "\n", "Generally, Home Office in the central region generated the highest average sale amongst all segments in each region with Technology product, while Home Office in the west region made the highest loss compared to other segments in each region from Technology product. \n", "\n", "In the east region, no segment produced a profit from any of the categories." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Barplot showing average profit made from each category across all segment in each region.\n", "g = sb.FacetGrid(data = LossState, col = 'region', col_wrap = 2, \n", " height = 4, aspect = 1)\n", "g.map(sb.barplot, 'segment', 'profit', 'category', \n", " palette = 'flare', errwidth = 0);\n", "g.add_legend()\n", "g.fig.suptitle('Avg. profit from category in each segment viewed by region');\n", "g.fig.subplots_adjust(top=0.9)\n", "g.fig.set_size_inches(12,8)\n", "g.set_titles(col_template='{col_name} region')\n", "g.set_axis_labels('segment', 'avg. profit ($)')\n", "plt.ylim(-300,60);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Sales from product categories across states with loss.\n", "The least average sale is ~ \\\\$67 made in Ohio from the technology category. Generally, there is not much sales made from Office Supplies in these states. Florida made the highest average sales (~ $681 dollars) and it was from the technology category." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Using the function created earlier that take in data and display the average of a \n", "#numeric value between two categorical variable. \n", "\n", "# Heatmap showing average sales of LossState data in each category across all state\n", "plt.figure(figsize=(8,8))\n", "avg_num_cats('state', 'sales', 'category', LossState);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Sales from product categories across states with loss.\n", "Only Illinois was able to make the highest profit, above \\\\$50, amongst these states and it was from the technology category. It is also in this technology category that the least sale was made but in Ohio state. Oregon is the only state that was able to generate profit from at least two category, though it is very small (below $5) " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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eBXkvvcjt27eJjIykTJky/Pzzz7mmMTQ05ObNmwWupyg5JEgUBfa4pfDZLhxjY2O6du3KihUrWL9+vaqFoHTp0rRo0YJ9+/Zx5coVKleuTExMDLt27cLFxUWtZeTx7Oinu6WfVtgzbfPK73H5uc3Wzu2Yx+nyys/IyAgzMzNiY2Nftqqv5EX1s7W1BXjl+kVFRZGRkaEaEJ+Xp1t2PvjgA7Zv346rqyvt27fH1tZWFaQsWLCA1NRUVdrH9Xu6NTQ/8hqzqa2tTWZmZr7yeFx2fpZgCQgIoEWLFsTExFC/fn2aN2+OmZkZ2tra3L9/n9WrV6ud14tERUUBOROPnrc0UmJiIoCqpbYg76NXeY08733ZuHFjypcvr/rxaGZmVqitiPD8vy+Qr79xeno6nTt35ty5c1SsWJFu3bpRqlQp1Xi76dOnF+hvll8jRozA2tqaxYsXs2jRIn7//Xcg54fyxIkTXzgM5WkFeS+9yOPX3L179174fhZvLwkSRYFER0erurSGDx+e68QOyAkkn/4C6NOnD/v27WPVqlX88MMPbNy4kZSUFHr16qXWvfO49TE8PDzXfMPCwgrrVJ6b3+Pyc2udyK076nG6vPJLSkoiLi4OS0vLl63qK3m6frkt2Px41nFu51vQctLT01UzdV/kwoULbN++nWbNmrF+/Xq1AfBZWVnMmTNHLf3jYKAoWnRe5HHZQUFBL1z0ev78+URFRWmMgwRYv369xgznF3n8d1m2bBmdO3d+YfqXeR+96DX8vNdIbu+Jpw0aNIgvv/yStWvXMmDAANWko65duz73uNdp586dnDt3jj59+vDbb7+p7QsJCSnSQMnb2xtvb2/i4uI4e/Ysu3bt4u+//6ZHjx4cO3YMNze3F+ZR0PfSizz+O7dr1441a9YU7ITEW0PGJIoCWbVqFampqVSuXJn+/fvn+rC3t+fSpUtcvHhRdVz79u1RKpWsX7+ejIwM1Xip3r17q+X/eIbdmTNncv31f/LkyUI9n4cPH+a6fMzjpSaqVKmSr3xMTU0pW7YsYWFh3LhxQ2P/4/FnuXV7FkRBWkaeVrVqVQCN24dBTiBx/fp1jI2N8z3LNy+1a9cmPj5eNWzgRR53k77zzjsaMyTPnTun0UVrbGxMxYoViYqK0hjjVtQeLxS/f//+F6Z9fF65BXS5LSUDz//b1q5dGyDPWcnPMjMzw9XVldDQUO7du6exP7f30ePX+qlTp3Jd2uTxMjsv8xru1asXJiYmLFmyhC1bthAVFUWfPn3y7KIuDo//Zp06ddLYl9ffrLCZmZnRokULfv75Z0aMGEFKSgr79u1T7X964sizCvpeejq/3F5zHh4emJubc/78eVnq5j9MgkRRII8nXkyfPp25c+fm+ng8KP7pCSz6+vp0796d8PBwFixYwJkzZ2jQoIHGeEAnJycaNWpEYGAgixYtUtu3f//+PMcjhoSEcPPmTbXZgPmRmZnJpEmT1D507927x6JFi9DV1S3QbOrHy49MmDBBbQJIXFwcU6ZMAWDAgAEFqt+zHrdEPjuT9kX69esH5Ez2eHqtwuzsbL799luSkpLo3bv3Ky9U/Lhl+fPPP+fRo0ca+1NSUtQCncczx48dO6aWLjw8nDFjxuRaxuOZlKNHj9YYT5idnV1krYyDBw9GR0eHGTNm4Ofnp7H/6fPN67wOHDiQ55qAj/+2ubXCtm/fnrJly7JkyRJ27tyZ6/GXLl1SdRFCTmCWnZ3N5MmT1V7fjx49YsGCBRrHOzg40LJlSx49esTs2bPV9l2/fp3Fixejr69Pz549cy3/eczMzOjRowd+fn5MmjQJhUJRaF3NhSWvv1lAQADffvttkZV75MgRtXGPjz1+nxoZGam2Pe818jLvped9nujo6PDxxx8TFhbGmDFjSEpK0kgTGRmZ67ht8faQ7maRb8ePH+fmzZt4eHjQoEGDPNP17t2bqVOnsmHDBr777jvVgPE+ffqwaNEiVcCU17IUM2bMoG3btowbN44DBw5QuXJlAgIC2Lp1K+3bt2fnzp1qszUBJk+ezOrVqxk3bly+l2uBnFmbZ8+epVmzZrRo0YLo6GjVnWOmTZuW6zITeRk+fDj79+9n//79NGjQgLZt25Kens62bdsICgqiV69er9y91qRJE7S0tFi4cCHR0dGqsWBDhw597lqJderUYfTo0cycOZP69evTtWtXzMzMOHToEJcuXaJixYqqGdivWr+pU6fy7bffUrNmTVq3bo2rqyspKSk8ePCAEydO4OzsrPoiq1GjBvXq1WPbtm20adOGevXqERYWxv79+3F3d8917OGAAQPw9fVlzZo11KhRgw4dOmBtbU1ISAjHjx/nnXfe4ccff3zlc3lW+fLl+eWXXxg1ahTNmjVTrZMYHR3N5cuXSU1NVbXUDh48mJUrVzJw4EC6dOmCnZ0d169fZ//+/XTr1i3XxdqbN2/O+fPn6d+/P23atMHAwAAnJyd69eqFrq4uK1as4N1336VPnz7UqlWLqlWrYmxszKNHj7h8+TK3bt3Cx8dH9cX/2WefsWPHDjZv3sydO3do0aIF8fHxbNq0iQYNGrBjxw6N99HMmTNp164d06ZNw8fHh9q1a6vWSUxJSeHXX3/VmMWdX4MHD2bJkiUEBQXRtGlTypUr91L5FJV27dpRtmxZ5s+fj5+fH1WqVOHhw4fs2bOHNm3aFPiHWX71798fY2NjatWqhbOzMwqFgnPnzqmWUHr6M6N58+Zs3ryZzz77TLUqhLm5OUOHDn2p99KLPk/Gjh2Ln58fy5YtY+/evTRp0gQHBwciIiK4d+8eJ0+eZMiQIfnucREljwSJIt8etwy+qDWsVKlStG/fns2bN7Nhwwbef/99ICcgqFChgqprM7fFtSHny3jfvn1MmTIFHx8fjh07hpeXFytWrODmzZvs3LlTbXHlV6FUKvnnn3+YNGkSy5cvJyEhgfLly/Ppp58WeD00PT09Nm7cyIIFC/jnn39YtGgRWlpaVKhQgfHjx6stdPyyPDw8+OOPP5g7dy4rVqxQdSH17NnzhQtqT5w4kSpVqvDHH3+wbt06UlNTcXFxYcyYMXz22WeFdk1HjhxJvXr1WLhwIb6+vuzevRsTExNKly5Nz5496datmyqttrY2q1ev5rvvvmPv3r38/vvvlC5dmgEDBjBmzBjq1q2rkb9CoWDhwoW0bNmSpUuXsmXLFlJTU7G2tqZWrVpq+Re2999/n4oVKzJ37lxOnjzJrl27sLS0xNPTU23JpkqVKrFt2za+++479uzZQ2ZmJpUqVWL58uWYm5vnGiR+8cUXxMXFsWvXLmbPnk1GRgYNGzakV69eAFSsWJHjx4+zYMECdu7cyerVq8nOzsbW1pby5cszcuRIteEChoaGbNu2je+//56tW7eyYMECXFxcGD16tCpIfPZv7uLiwuHDh5kxYwa7d+/m5MmTGBsb07BhQz799NMCTaJ4VqVKlahevToXLlxg0KBBL51PUTE2Nmbr1q1MnjyZY8eO4evri6urK2PHjmX48OG5/s0Kw6RJkzh48CBXrlzhwIED6Ojo4OjoyLhx4/joo4/U3tf9+/fn4cOHrF+/nt9++4309HScnJwYOnToS72XXvR5oqOjw7Jly9iwYQMrV65k3759JCQkYGlpiZOTE6NHj8bb27tIrot4MyhiYmI027mFeEN9+OGHrFu3jjNnzrzS+LnAwECqVq1Kw4YN2bFjRyHWUIg3399//81nn33GrFmzXlu3b1JSEhUqVMDAwICrV6/KPZiFKAFkTKJ442RnZ+d614wjR46wceNGypcv/8oTLIT4L8htfOaDBw/4+eef0dHRoV27dq+tLkuXLiU2NpYPPvhAAkQhSgjpbhZvnMzMTLy8vGjSpAnu7u7o6Ohw48YNDh06hJ6eXp4Luwoh1A0aNIjk5GSqVauGubk59+/fZ8+ePSQlJfHtt98WeL3JgoqNjWXx4sUEBwezbNkySpUqxccff1ykZQohCo8EieKNo62tzeDBg/Hx8eHcuXMkJSVhZWVF165d+fzzz1XLuQghnq9Hjx6sWbOGrVu3EhcXh7GxMTVr1uTDDz/M13qLryomJobJkyejr69P5cqV+fHHH1+4xqQQ4s0hYxKFEEIIIYQGGZMohBBCCCE0SHezyNWjdbuLuwriDXTsUEBxV0G8YeKTC/9+xqLkG7Lks+KugigE0pIohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJAohBBCCCE0SJBYDI4ePYpSqSQyMrK4q/LWcOnQvLirIEqAjt/0Lu4qiDdYzykDirsKQrxRdIq7Am+Dixcv0qJFC2rXrs2ePXtemL5u3br4+/tjaWn5GmonnubSoTnGpW3UtsXeuc+jQ75q24wd7LCu4YWBlZLszCxSIqMJ3Hn4uXlbVHDDqoonOoaGpMbEEup7gaTQCAC09PWwqVEJYwdbdE2MyExJI/5BEOFnr5CZmlao5ygKh3XZ0tTu2QRbd3uys7OJehDBnl82kJqQnGv68s2r4t7IC0snawAiA0M5s+4ooTcfqaUzVBpT17spTtXKoWugR3x4DMcW7yX4xoMiPydRMFraWjTs05wy1d1Q2lmQmpzKgysBHF1xgPiIuDyPc6zoQuN+LbBwsEJHT5f48FiuHLjA2S2+uaYv38iLDqPf487Zm2z+fk1RnY4QBSZBYiFYvnw5gwcPZu3atfj7++Pp6Zln2vT0dPT09LC1tX2NNXw7aevrYVu3Gsb2NugYGeLm3YGUyBiCjpwiKz0jz+Oi/e8SdvaK6nl2RqbaflMXB+yb1CHs7BWCfE6DAgysnh/Qm5V1wq5+dYKPnyMpNBzLCu44t2vC7fW7yUhMQtfIEB1jQ0JPXyI1Jg5dI0PsGtbEoXl97u8+8moXQjyXvokh9fs2x76iC0YWJvSa9RGRgWEcXriD9JTcA3TrcqVpP64nl3ecxnfFAbIyMrFwtCYrMzPX9AClKzhx9+QNTizbT0ZaBpXfqUX7cT3Z8PVS4kKjAdAz0qfLt/0I8X/I7p/XkxKfhKmNkuS4pCI5d/FihqaGNB3YBqdKrphYmjJkwUjCAkLZNXszCi0FtmVLc2rDUcLuhaJvpE/TgW147399+XvUQrKzsnPNMy0ljfM7ThNxP4z01HQcyjvR+uMOpKemc2n3WbW05rZKmrzfmofXAl/H6QpRINLd/IqSk5NZt24dAwcOpHPnzixfvly1LzAwEKVSyfr16+nUqRN2dnYsWbJEo7u5cuXKKJVKjUdgYM6HxoMHD+jbty+Ojo44OjrSr18/Hj160jrxww8/UL9+fTZs2EC1atVwdHSkT58+at3Z58+fp1u3bpQtWxYnJyfatWvH6dOnX9NVKhq29apjaFuKR0dOkRIRTdDhU6RGxYJC8dzjsjMyyUxOUT2y0tOf7FQosKtfndDTl4i+fpu02HjSYuKJu/P8D3CrSp7E3LxHjP9d0mLiCfE9T3pSCpYVygGQGh3Lw/3HSbgfRHpcAkkh4YSduoSxgy1auvJbrSg16N8CWw8HDi3cTkRACIcX7iDqQTgKrbxfJ/X7tcRv33kubPEl+mEEsSHRBJy9SXpy3q2+h37bzrV954kMDCM2OIpji/eSnpKGU9UyqjRVO9YlKSaBwwt3EH43mPjwWIKuBRITJENPikuzD9pi7+nIrjmbCb0bzK45W4gIDENLW4u0pFTWT16B/3E/ooMiCbkdxL6F27FyssbK0TrPPMPuBuN//BqRD8KJC4vhus8VAi7ewbGCs1o6LW0tOox6j2MrDxLz7w8JId4kEiS+oi1btuDk5ISXlxfe3t6sWbOG9KeDDmDy5MkMGTKEkydP0qFDB408Dh06hL+/v+rRtm1bPDw8sLGxISsriz59+hAeHs62bdvYtm0bISEh9O3bl+zsJ79i79+/z8aNG1mxYgUbN27k8uXLTJ06VbU/Pj4eb29vdu3axYEDB6hcuTI9evQgKiqq6C5OETOwsiD2diBJweFkZWaSFBpB+PmrZKWlP/c4s3LOePTrStn32mFbp6pakGZQygJdE2Oys7Io07UNHn0649yuKQZWyrwz1NLCoJQFCY9C1DYnPgrB0LZU3ofp6ZCdmUlWRt6tU+LVWbnYcuu4H8HXH5CRmkGI/0PObThGWlJqrukNzIyw83AgKSaRzhP70v+3EXT6Xx/svVwKVK6WjjbaujqkJqaotrnWcifsdjAtR3am/28jePf7gXi1rvFK5ydejU1ZO677XOHhtUAyUtN5dP0+J9YcVvu7PU3fSB+AlMTchx3kWkYZO+w9nXjwTGthoz4tiAuPwe/w5Zc/ASGKkDRhvKLly5fTq1cvABo1aoShoSE7d+6kS5cuqjRDhw5Ve3737l21PEqVehJI/Prrr5w5c4YDBw5gaGjIoUOHuHbtGhcuXMDFJedLatGiRVSvXp0jR47QrFkzADIyMvjtt98wNzcHYODAgaxcuVKVb9OmTdXK/Omnn9i6dSv79u3D29u7EK7E65ccGoHS3ZWUiPwHurG3A0lPSCIjKRl9CzNsaldB31Kp6vLVMzUGwLpGJUJPXSQ9PhGLim64dGjOnXW7yEjW/OLQMdBDoaVFZrJ60JGRnIKxfe7DCrT0dLGuWZlo/7uQnXuXlSgcoTcf4dHIi4h7IS9ODJjZKAGo+V4jTq0+RERAKGXrlqf9uJ5snLCUqPvh+cqndo/GpKemE3j+tmqbqbWSiq2qc2X3GS5uPYmViy0N328FwLV95wt2YqJQPLrxgIrNqhB6J/iFabV0tGg6sA13zviTEBn/wvRD//wcQzMjtLS08P3Hh8t7z6n2uVQti0fDiiwf/fsr1V+IoiRB4iu4e/cuJ0+eZNGiRQAoFAp69uzJ8uXL1YLC6tWr5yu/Xbt28cMPP7BhwwbKlMnpovL396d06dKqABHA1dWV0qVLc+PGDVWQ6OTkpAoQAezs7IiIiFA9Dw8PZ9q0aRw9epTw8HAyMzNJTk7m4cOHL33+xS3k1AVKVauIbb3q6JubUu69dsTcvEfk1ZuUqlKeUtUqqNI+HhsY4/8kQE+NjiUtPpGyXVpjYGVBSmS0qqs64qIf8QE51yb42FlMHGwxd3cl8vKNV663QkcH5zaNyUhKJuz0pVfOTzyf78qDVO9cj/r9WmBuZ0mPnwbjf+QKV3aeoWqnulTvUl+V9p8vF6H49zVw/eBF/I/kjF2NDAzDvqIzFVtW59iSvS8ss1LbmlRoWY0d369V66JWaCkIvxvCmbU+qnzN7Syo2LqGBInF5PCSvdR9rxHNPmiDhb0VA2cP4+rBi5zbdlJtzKFCS0H7z7qhb6Sf78kla75Zip6BHqU9HGjcvxWxYdFcP3IFQzMj2o3swo6ZG0nNo0VbiDeBBImvYNmyZWRmZlKpUiXVtsddwE8HX8bGxi/My8/Pj6FDh/Lzzz/TqFGjfJWveGrsna6ursa+rKws1fNhw4YRFhbG999/j7OzM/r6+nTu3Jm0tJI7szY7I5Pws1cIP3uFMp1bEeV3C7v6NUChIOrGHWLvPZktmpGUe9dQSngU2VlZ6JmbkBIZTUZSTkthasxTMxezs0mLTUDXxCjXPDJS0sjOykLbUF9tu46hgUbLo0JHB+e2jQG4v+co2ZlZiKKVkZrOmXVHObPuKF2n9Ofa3vM0GNAKhULB9QMXuXvqSeCfFJ2AllbOKJzoRxFq+UQ/isTEyuyF5VVqV4ta3Rux66d1hN9Vb51Kikkg5pl8Y4IiMbEyfdnTE68oIzWd46sOcXzVIfpMH8yFnadpMeQdFFoKzmw6AeQEiB1Gv4e1sw1rJ/5NSh4z3J8VFxYDQMT9MIyUJjTwbsr1I1ewcrLGxNKUHpP7q9I+/jwftW4CSz9bQLSMUxVvAAkSX1JGRgarV6/m22+/pW3btmr7PvroI1auXKnqhn6RyMhIevXqxYABAxgwQH2dLk9PT4KDgwkMDFS1JgYEBBAcHEz58uXzXd+TJ0/y448/quoaFhZGaGhovo9/02VlZhJ7OxBje1uM7EoRefkGWflYWkbfUolCS0sVHKZERJGVkYm+uSnJoU++zHXNTDTGHD4pPIuUiGhMHOyIv/fUjwMHO+KfClS1dHVwbtsEFAru7z5CdkbeM7BF0chIzeDWsWvYe7lg5+nIpe2nNMaexYfHkhgVj7K0ldp2czsLoh48v6u58ju1qfleQ3bPWK+x9A3kdH2bl1afKW9uZ0lCZN7LqYjXJyM1netHruBcuQwO5Z05w4mcySWj36OUszX/TFxGUkziS+WtUCjQ/nf8c8jtIJZ+vkBtf6PezdE3MeTAnzuJDZNJLOLNIBNXXtKePXuIjIzk/fffp2LFimqP9957j5UrV6pNLHme/v37Y29vz4gRIwgNDVU9MjMzadasGV5eXgwdOpQLFy5w4cIFPvzwQ6pWrUqTJk3yXd9y5crxzz//cOPGDc6fP8+gQYPQ09N72dN/I9jWrYaRnTVa/7aiGlpbYexgS0pETK7pdU2NKVW94r+TU4wwcSyNY4v6JEdEq9YzzErPIPrGHaxrVsLYwQ49c1Ps6tdAW1+X2FsBqrzKdX8Hi4puqueRV/1Rurui9CyLntIU23rV0TUyIPrGHeDfALFdU7T09Qg6cgqFjg7ahgZoGxqAlrwNi1L9fi0oXd4JXUM9UICNmz2OlVyJCMj7R9KlHaep1LYmZep4YmarpFrneti62XP94EVVmg5feVPb+8l7sEqHOtTp1RSfP3cTGxyNobkxhubGOeX+68quM9i62VO9S33MbJWUqeNJpbY1pau5GDX7oA2OFV3QM9IHhYLSHg64VC1L2L0QFFoKOo3pTmkPB3bM2kh2djZGSmOMlMbo6D1pY2n3aRfaffrUEKP2tSlb0x1laUuUpS2p1LIatbrU5/q/wxcyUtOJvB+u9khJTCEtOZXI++FkZUgPg3gzSEviS1q+fDmNGzfOdUHsrl27MmnSJA4fPpyvvE6cyOnSqFChgtr2S5cu4eLiwqpVqxg3bhydOnUCciah/PTTT2rdzS8yb948Pv/8c5o1a4adnR3jx48v8Xd8SU9MwrZeNfTMTNHW08WpdUPiAh4Rcckv1/TZWVkY29ti6eWBlq4OGQlJxD8IJvzCNbXJI6GnLpKdlYlD0zoodHRyFtLecVit61hfaYaOwZPu5bi7D9DW16dUtYroGBmQGh3L/T1HSU/IWf/OoJQFRv/OdHbrqT7DPWDHQZKC8zcZQhRcQkQc9fq1wNzOAj1DfdqM6sa9Mze5uDX3hY0Bru4+i7aONvX7tkDfxIDoRxHs+mmd2qQVM1sLEqKeTF7wal0DbR1tWj0VLAD4+1zhyO87AQi/G8KeWRup07Mp1bs2ICEyjjPrj+K370Ihn7XIr7jwWJp90BplaSv0jfTpMs6bW6euc2rDUUytzHCrm9Nj03/GULXjds/dwrVDOWOKzUqZq+1TaGnRuH9LzG2UZGVmERMazdEVB7i0R32NRCHedIqYmBiZWik0PFq3u7irUCAuHZoTuONQcVfjrXfsUEBxV+GVdPymN9unrS7uarxV4pPfnokXPacM4J+Jy4q7Gm+FIUs+K+4qiEIg/VxCCCGEEEKDtCSKXJW0lkTxepT0lkRR+N6mlkRReKQl8e0gLYlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDBIlCCCGEEEKDTnFXQLyZstIzi7sK4g2UkZlV3FUQb5gPf+5R3FUQb6Ds11BG4yqdCy2vo5e3FlpebxNpSRRCCCGEEBqkJVEIIYQQJY5CoSjuKrz1JEgUQgghRImjUEhnaFGTKyyEEEIIITRIkCiEEEIIITRId7MQQgghShwtZExiUZOWRCGEEEIIoUFaEoUQQghR4sjs5qInQaIQQgghShwtmd1c5OQKCyGEEEIIDdKSKIQQQogSR7qbi560JAohhBCixFEU4r9n/fDDDyiVSrWHh4eHan92djY//PAD5cuXx87Ojg4dOnD9+vXXefqvhQSJQgghhBDPcHd3x9/fX/U4ceKEat/s2bOZP38+06dP5+DBg1hbW9OtWzfi4+OLscaFT7qbhRBCCFHiFPXEFR0dHWxtbTW2Z2dns2DBAj7//HO6dOkCwIIFC3B3d2f9+vV88MEHRVqv10laEoUQQgghnhEQEED58uWpUqUKgwYNIiAgAIDAwEBCQ0Np0aKFKq2hoSENGjTg1KlTxVTboiEtiUIIIYQocYpy4kqtWrX47bffcHd3JyIigp9//pk2bdpw8uRJQkNDAbC2tlY7xtramuDg4CKrU3GQlsQitHLlShwcHIqt/LFjx9KhQ4diK/91KtO5ZXFXQZQAXSb2Ke4qiDfAR+O+Ke4qiDdc69at6datG5UqVaJZs2asXbuWrKwsVq1aVdxVe62kJfE5wsLC+OWXX9izZw9BQUFYWVnh5eXF0KFDadOmTXFXT7yEMp1bYuygPsYk5lYgD/cfB0DX1BibmpUwdrBFx8iAjKQUYm8HEnb2KtmZmc/NW8fIANt61TB1tkdLV5e0uASCfM6QFBwGgFkZRywqumNobYGOoQH3tuwnMSisaE5UvJJmH76DQyUXjC1MSE9JJ+TmQ06uOkx0UORzj6vyTi28WtXA1NqMlPhk7p29he+qQ2SkpgOga6BHnZ5NKFvbA0NzIyICQjm2dD9hd9+u1oe3xcPgYGYvWsrFa9dJT0+nfs3qjBk2FCsLpSrNjdt3mLt4GX63bqGtpU3zhvUY9eEgjAwN88z3/JVrrNi4mRu37xAeGcXEUSPp1Fr9h25kdAxzl/zNqfMXiU9MpHolL8Z+/CHODvZFdboljtZrXALHxMSE8uXLc/fuXTp27AhAeHg4Tk5OqjTh4eHY2Ni8tjq9DhIk5iEwMJB27dphYmLCt99+S6VKlcjKyuLIkSOMHj2aq1evvpZ6pKWloaen91rKKmm0DfSxa1AdY3tbdI0N8ejbmZSIaB4e9CUrPSPP46Kv3yH01CXV86yngj99pRkoFAT5nCE1Jg59C3McmtZB20CfoCOn88xTS0+Xst3akBgcTuDOI2Qkp6BnZkJmcsqTNLo6JIWGE3vrHo4tG7zi2Yv8MjA1pEG/ljh4OWNsYUq/OcOICAjlwG/bSU9Jy/WYsLvB+B+9QkJkPPrGBtTu3phOE3qzYuRvZGVm5XqMe8OK1O/TnEN/7CL4xgPMbJQ0/6g9Ono6HPp9JwDNP3oHK2cbDizYTkJkPJ6Nveg0oRdrvviTxOiEIrsGAmJi4/h10RLOXr5CRGQUXT4YikfZMkz64nOMjTQDuuSUFEZ8Mwk3VxcW/DAFgIXLVzF68jSWzJyOlpYW4ZFRDP/6W1o2bsDYT4aSmJTEzN//YvLMOUz/ZlyedUlOSaacizMdWjbn219+1difnZ3N2Kk/oFAomPG/rzA2NmbVpi0M//pb/vl9LoYGBoV2XUoyxWvsDE1JSeHWrVs0btwYFxcXbG1tOXToEDVq1FDt9/X1ZcqUKa+tTq+DdDfnYcyYMQAcOnSIbt264e7ujqenJ0OHDuXYsWMAPHjwgL59++Lo6IijoyP9+vXj0aNHz813yZIlVK9eHWtra6pXr87ff/+ttl+pVPLnn3/Sr18/7O3tmTJlCpmZmYwYMYIqVapgZ2dHjRo1mD17NllZT76sMjMzmTBhAi4uLri4uDB+/Hgyn2n5Sk1NZfz48bi7u2Nra0urVq3w9fUtjMtVLEo3qIGRrTWPDvqSHJ4THKZExcALfl1mZWSSkZyiemSlpav2JTwI5tGhkyQ8CCY9PpGE+0GEn7+GWVmn5+QI1tUrkp6YnFOXsEjS4xNJfBRKakycKk3MzQDCz14l/r60Gr1ODQe0ws7DgQO/bSf8XggHfttG5INwtLTz/vjzO3CR4BsPiQ+PJSIglNP/HMHE0hQzG2Wex9h5OBJyK4ibR68SHx7Lo2uB+PtcxcYtp+VHW1eHsnXK47vqMEF+94kLjebM+mPEhkTj1bpGYZ+2eMbMP/7i8vUbTP7iMzzdyjHpi88o5+qi8Tn52CW/6wSFhjFx1Ke4lXHFrYwrk774jOu3bnPm0hUAjp4+g0JLwbhPPsLV0QEvD3e+GvExB4/78iAo7/d5w9q1GD6wPy0bNch1hu79R0FcueHPuOEf4eXpgaujA+OHf0xqWhp7Dh8tnAsinmvChAkcO3aMgIAAzp49y/vvv09SUhK9e/dGoVAwbNgwZs+ezdatW/Hz8+OTTz7B2NiY7t27F3fVC5W0JOYiOjqa/fv3M2HCBExMTDT2K5VKsrKy6NOnD4aGhmzbtg3IGQPYt29fDh06lOuA2m3btjF27Fi+//57WrRowYEDB/jiiy+wsbHhnXfeUaWbPn06EydO5LvvvgMgKyuL0qVLs3TpUqysrDh//jyfffYZFhYWDBgwAIB58+axbNkyZs+ejZeXF3/++Sfr1q2jSpUqqnwnTpzI5s2bmTdvHq6ursyfP5/u3btz7tw57OzsCvUavg4G1hbE3LpHYlAY2RkZJAWHkxQc/sLjzN2cMXdzJiM5hYT7wYSdvfLclkctPV0yU3NvcXrM1NWRhAfBOLVuiLGDLemJyURfv0PU1ZsFPi9RuEq52nLz2DWC/O6TkZZO8I2HBN94mO/jdfR1Kd+sCvHhscSFx+aZLvjGAzwae2HrZk/o7SBMrMxwrenG/Qt3ANDS1kJLW4vMZ15rmWkZlC7v+HInJ/LN/+493mnelJpVKmOgr0f1Sl5Ur+SVZ/q09HQUCgV6erqqbXp6emgpFFy65kfd6lVJT09HR1sHbW1tVRp9fX0ALl7zw8m+9EvVNT09XVXeY1paWujq6nDRz4+u7Vq/VL5vm6KcuBIUFMSQIUOIjIykVKlS1KpVi3379uHs7AzAZ599RnJyMmPHjiUmJoaaNWuyceNGTE1Ni6xOxUGCxFzcvXuX7OxstdXVn3XkyBGuXbvGhQsXcHFxAWDRokVUr16dI0eO0KxZM41j5s2bh7e3N0OHDgXAzc2NixcvMnv2bLUgsVu3bqrg77Fvvnky0NrFxYVLly6xYcMGVboFCxbw6aef0q1bNwDVAp+PJSYmsnjxYubMmUPbtm0BmDVrFj4+PixatIgJEyYU5BK9EZKCw7HwKENKeFS+j4m5FUB6QhLpiUkYWCqxrVsVAyslAdsP5Zpe18SIUlXLE37e77n56pmZYOnlTuTlG4Rf8MPAyoLSjWsCSKBYzEL8H+LZpBLh90IKdJxX6xo06NscXQM9oh9FsuW71WRl5D0u9bbvdQxMDek6qR8A2jra+PtcwXdVzmsrPSWNkJsPqfluQ6IehJMUk4h7w4rYejgQGxL98ico8qVqxfLsOHCI8m7l8pW+cnlPDA0MmPPX34wc9O+P8SXLyMzKIiI65+9Vq2oVZv25hKX/bKBvt84kp6Qyb8kyACKiXv5v6urkiJ21Nb8tXc43nw3HyMCAVZu3ERYRSeQr5Pu2KcoxiYsXL37ufoVCwVdffcVXX31VZHV4E0iQmIvs7OwXpvH396d06dKqABHA1dWV0qVLc+PGjVyDRH9/f/r27au2rX79+uzatUttW/Xq1TWOXbx4McuWLePBgwekpKSQnp6uGjAbGxtLSEgItWvXVqXX0tKiZs2aqu7ve/fukZ6eTr169VRptLW1qVOnDjdu3Hjh+b6Jgk+cx7qGF3YNaqKvNMXNuwMx/neJuHQD6+oVKFXjSSvB7TU7SE9IIvr6HdW21KhY0uISKPdeWwxKWZASof7hq21ogEvH5iQ8DCHy8guukQJSwqNUYx1TIqLRV5piWcldgsRidnz5AWp2rU/D/i1Rlrak14wPuXH4Mpd2nKZ6l3rU7PpkfOjqL/4kITJniMCtY9d4eOUeRkoTqnWsS9vPu7Lp2+VkpOXe6mxfwYla7zbE5689hN4OwtzOgkbvt6J2j8acWZfTRbh//jaaf9SB9xeMJCszi/B7Idw+7od12ZLXkl/SjPpwEEvWrmfWn4t5EBRMz49G0Kl1S/p068yy9RtZsnaDKu0/C+diZ2PNj1+P5cd5C1m/YxdaCgVtmjamvFtZVRdxORdnJo3+lFmLlrBg2Uq0tbTw7tIRSwslWlovP5pLR0eHnyaMY+rsebTy7o+2lha1q1elQa0a5OPrSYhCI0FiLsqVK4dCoeDmzZf7ci9oE/iz6Y2NjdWeb9y4ka+++oqpU6dSp04dzMzM+PPPP9m+fftL1e9F5ZcU2RmZhJ2+TNjpy5R9ty1RV/0p3agWAFHXbhN7+74qbXpicq55JIdFkp2VhZ65qVqQqGNogGvnlqRGxfLwwIvHbWYkpZASrd4VmRodi1Vlz5c5NVGIMlLTObXWh1NrfXjvu/e5succjQe2RqGl4Nq+C9z2ffIDIDH6yS210pJTSUtOJTYkmtBbjxj81yjK1i3PzaO5T1qr492UWyf8uH4o54dC1INwdPV1aTa0PWc3HCM7K5u40Bi2TFmJjr4ueoZ6JMUk0uazLsSFxhTpNRBgaGDAJ+/345P3+/H+52Px7tSenxf+SVZ2Nu+2b0erxo1UaUtZWQJQr0Z1Ni/+nZjYOLS1tTA1MaFt34G0sXuyQkK75k1p17wpkdExGBroo1AoWLVpKw52mnfqKIgK7m6smvcrCYmJpGdkYGFuzsDPx1LB3e2V8n2b5HbPZVG4ZOJKLiwsLGjZsiV//vknCQmaMw5jYmLw9PQkODiYwMBA1faAgACCg4MpX758rvl6enpqrMbu6+ubZ/qn09SsWZOhQ4dSrVo1ypYty71791T7zc3NsbOz4+zZs6pt2dnZnD9/XvW8TJky6OnpcfLkSdW2zMxMTp8+jadnyQ9ksjMyiLkZQNy9hxiVtiEzNY20uATVI6+f3wZWShRaWmQkPQkidYwMKNOlJakxsTzYdzzPY5+WFBKeMzP6KXrmZqTFJ77aiYlClZGWzs2jV7l39ialPR1JTUwhLjRa9cjOyuNvrVCAQoG2jnbu+wEdPR2N47OysnOdR5WRmk5STCL6xgY4VSnLvXO3XuW0RAEZ6OvRvmVzmtavy8VrfpibmuJkX1r10NFW/zsrzc0wNTHhzMXLRMfE0rheHY08rSyUGBkass/nGHq6utStXrVQ6mpibIyFuTn3HwVx/fYdmtbXLFuIoiItiXmYMWMGbdu2pXnz5nzzzTd4eXmRnZ3N0aNHmTVrFleuXFGtmfjjjz8C8OWXX1K1alWaNGmSa54jR45k4MCBVKtWjRYtWrB//37WrVvH8uXLn1sXNzc3Vq9ezb59+yhbtiwbNmzgxIkTmJubq9J8/PHHzJw5Ezc3NypWrMiiRYsIDQ1V3XfS2NiYQYMGMWnSJKysrHBxceG3334jPDycIUOGFNJVe73sGtQg7t5DUiKjQQGGtlaYONoRfeNOrun1zEwwd3cl/n4QmSmp6FuYY9egOsnhUSSFRACgY2RImS4tyUhMJuTYeXQM9FXHZ6SkqgJG914diLx6S9WVHHnpBmW7tcG6hhextwMxKGWBVWUPtaV2tPX10DUxQls/ZzC6nrkpmalpZCTlzLIWRaPhgJbcO3OTiIAwQIGtmz2OlcuoWvyeZWZrQbm6njy8EkByXBImVqZU71yfzPQMAs7fVqXrPKE3YbeDOLnmCACB529TtX0dwu4Eq7qb6/ZsQsD526rg0alKGRRaCqIfRWJuZ0GDvi2IDorkxuHLRX4d/utm/vEXTevXxbNsGbKz4coNf05fuETnNq3yPGbr3gO4OjlgqTTn8nV/Zv7+F727dsLV8clNEv7ZtoPK5T0xMjTk1IVLzFm8lBEDB2D61KTH7kOH07NTe3p2yrm5QVJysmr2c1Z2FiHhEfjfuYu5qSl2Njl38dh/9DhKMzPsbKy5ExDIL78vomm9OtSroTkcSYiiIkFiHlxdXTly5Ai//PIL3377LcHBwVhaWlKpUiV+/fXXnC6FVasYN24cnTp1AqBp06b89NNPeXbfduzYkZ9++om5c+fy1Vdf4eTkxC+//KI2aSU3H3zwAVeuXGHIkCFkZ2fTuXNnhg8fzooVK1RpRowYQWhoKCNHjgTA29ubHj164O/vr0ozefJkAIYPH05sbCxVqlRh/fr1JXJmM0B6QiKlG9ZAz9wUbT1dnNs1Ie7uA8LPX8s1fXZmFiaOtlhV8URLV4f0hCTiA4MIP3tFFfyZONmhrzRDX2mG54Cuasf7r9hC+r8tg/oW5moBZHJ4FIG7fbCtWxXrmpVIT0gk9Mxloq49aSEydXXAsUV91XOHZnUBCDtzhbCzVwrlmghN8RFxNOjfEqWdJXpG+rwz5j3unr7J+c0nck2flZGBfUVnqnaog76xAcmxiQRdf8DGictIjn3SMmxmq1SNXwQ4u/E42dlQp2cTTKxMSYlPJuDcbU6tPaJKo2ekT73ezTCxNCUlIYW7p/05teZInmsvisJjZ23Nr38u5sGjYBKTkxkz9QeaN6jHB955L1kS+OgR8/9eTlx8AvY2Nnzg3Z0+3Tqrpbnmf4s/VqwhKTkZVydHvh4xjPYtm6vn8/ARMbFPXivXb93m4/H/Uz3/Y8Vq/lixmg6tmjNp9GdAzsSXWX8uJiomllIWFrRv2YwhvXsWxqV4a+S2fJAoXIqYmBgZBis0PFi1o7irUCBlOrfk3tYDxV2Nt57PkcAXJ3qDdZnYhy1T/lu31Spq/aZ1Le4qFNhH477h9+nTirsab7XsUkV/Z5j3GgwutLw2nPir0PJ6m0gYLoQQQgghNEh3s3grSCuiyA9pRRSAtCK+JV7nvZv/qyRIFEIIIUSJI0vgFD0JEoUQQghR4sjElaInV1gIIYQQQmiQlkQhhBBClDgl9W5hJYm0JAohhBBCCA0SJAohhBBCCA3S3SyEEEKIEkeWwCl6EiQKIYQQosSRJXCKnnQ3CyGEEEIIDdKSKIQQQogSR2Y3Fz0JEoUQQghR4siYxKIn3c1CCCGEEEKDtCQKIYQQosSRiStFT4JEIYQQQpQ4cu/moidXWAghhBBCaJAgUQghhBBCaJDuZpGrB3diirsK4g2kp6td3FUQb5g5n68u7iqIN9DIFV8UeRmyBE7Rk5ZEIYQQQgihQVoShRBCCFHiyDqJRU+CRCGEEEKUOLIETtGTIFEIIYQQJY60JBY9GZMohBBCCCE0SEuiEEIIIUocmd1c9KQlUQghhBBCaJAgUQghhBBCaJDuZiGEEEKUODJxpehJkCiEEEKIEkeWwCl60t0shBBCCCE0SEuiEEIIIUoc6W4uehIkCiGEEKLEkSVwip50NwshhBBCCA3SkiiEEEKIEke6m4uetCQKIYQQosRRFOK/Z82cOZPmzZvj5OREuXLl8Pb2xs/PTy3NsGHDUCqVao9WrVq9rtN/LSRIfI2GDRuGt7f3K+ezcuVKHBwcnptm7ty5VK5c+ZXLKinqDOtS3FUQJUCHr3sVdxXEG6z/9x8UdxXEG+LYsWMMHjyYPXv2sHXrVnR0dOjatSvR0dFq6Zo1a4a/v7/qsW7dumKqcdGQ7uZCNmzYMFavXq2x3cfHp9DKePfdd2nTpk2h5fdfoWuoj1vb2pTycMLQwpS0xBTC/QK4ufsU6UmpamlLeTjh1qY2ZvZWZGVmEfconNMLt+aZt1ub2ri3qa22LTUuiYNTlqqeu7etg13VchgoTcjOyCT2UQS3dp8mJjCkUM9TvBqTUmb0mvVxrvtOrT7MlZ2nc91nV96J2j2bYG5niY6+DgkRcfgfucyVnWdUaZQOVtR8txFWrraY2Sg5v/E45zcdL5LzEIVjwrYpuW4/u+MUuxfueO6xdTrXp8Y7tVDaWpAcn8zlgxc59Pc+1f6a7etQu2NdzG2UxIXHcuyfI1w5dKlQ6y9ezsaNG9We//777zg7O3Py5Eneeecd1XZ9fX1sbW1fd/VeGwkSi0CzZs34/fff1bZZWVkVSt7p6ekYGhpiaGhYKPmVZLpGBpTv3ACrcg7omxnT9Ot+xD2K4PKaA2Smpmuk1zc3xsDcBP/tviSERmFgbkLFd5tQrW8bzvy5TZXOxqsMVbybc3P3Ka6sfQQKBeYOpV5Yn4SwaE4t2PxkQ1a22v7E8Bj8NvqQFBWPtq42rk2qUvvDjhz5cSVpCckvfR3E8+mbGFK3T3PsKzhjZGGC98yhRAaGceT3naSnpGmkT4yMZ+WI+WrbXGu502BAa+6d8c+znPSUNK7tPUfUg3Ay0jKwc3eg4aA2ZKSmc/3ARQB09HSJj4gl4OxNanZvXKjnKV6OoZkRrQe1xaVKGUwtTRmxaBQhd4PZOmsjaclpzOr/k1r60u729JrYD79j156bb6vB7XCv7cGBJXsJCwhF31gfEwtT1f4a79Sm5cDW7Ji3lUf+D7H3cKDDiC6kJKRw6zmvM/HE6xyTmJCQQFZWFkqlUm27r68vbm5umJub07BhQ/73v/9hbW392upV1KS7uQg8/mXx9ENHRzMeT01NZfz48bi7u2Nra0urVq3w9fVV7T969ChKpZK9e/fSokULrK2tOXDgQK7dzbNnz8bDwwMHBwc++ugjEhIS1PafP3+ebt26UbZsWZycnGjXrh2nT+feIlJSVOjSEAsXOy6vOUDco3Aurz5AQkgkCq3cX9YJIVFc+Hs3YX4BJEXGEXU3CP/tJ7Byd0RHXzcnkUJBxa6NuLHDl/snrpEYHkNiWDRBF269sD7ZWVmkxSc/eSSmqO0POn+TyNuPSI6KIyE0mhtbj6NjoIeZ/YsDUPHy6vVtga27A0d+30FEQCiHF+4k6kEECq3cv2Cys7NJjk1Ue7jW8uDRtQASwmPzLCcyIJS7J28Q8yiShPBYbp/w49HlAOw8nVRpIu6FcHr1Ye74XicjTfOHjHj92gxph2MFZ7bO3EjwnWC2zNxIeGAYWv9+jiTGJKg9POuWJ/JhBPevBuSZp6WDFbU71uWf71Zx89QNYkKjCb0bwp1zTz5HKjevyoW957jmc4WY0Gj8jl7lwp6zNOjeqKhP+a2hUCgK7fEi48ePp3LlytSpU0e1rVWrVixcuJAtW7bw3Xffce7cOTp37kxqaupzcipZpCWxGE2cOJHNmzczb948XF1dmT9/Pt27d+fcuXPY2dmp0k2aNInvvvuOsmXLYmJiwp49e9Ty2bRpE9999x0//fQTjRs3ZvPmzcyePVvtF098fDze3t78+OOPKBQK/vzzT3r06MGFCxewtLR8XadcqMwcShF0/iZRd4LITM8g+l4w0feCC5SHjoEeWZmZZKZnAGDuaI2hhSnZmVk0+LwHBmbGxAdH4r/Dl7igiOfmZWRpRvP/vU9WZiYxgaHc3HWK5Ki4XNMqtLVwqudFenLqC/MVr8bK1YbbJ64RfOMBmWnphN58SOjNh/k+3tTaHPuKLhyYt6Vg5brYYONuz/lNJwpaZfEa2ZYtzZVDlwi8GkBGajoP/AJ54BeYa1pdAz0qNq7M0TWHn5unZ90KxIREU66mO72+7YdCoeD+1QD2L9lLUmwiADq6OmSkZagdl5GWgb27A1raWmRlZhXK+YlX9/XXX3Py5El2796Ntra2avt7772n+r+XlxfVqlWjcuXK7Nmzh86dOxdHVQudBIlFYP/+/WotffXr12f9+vVqaRITE1m8eDFz5syhbdu2AMyaNQsfHx8WLVrEhAkTVGnHjRtHixYt8ixvwYIF9O7dmw8+yBl0PWbMGI4ePcrdu3dVaZo2bap2zE8//cTWrVvZt29foUymKQ7R90JwqOlJ7MPwlzpex0AP97Z1eHDSj+x/u4aNrMyAnPGDN7YdJykyHpeGlagzrAtHf1pNanxSrnnF3A/l8tqDJIbFoGdiSLlWNak/4l2OzlitNt7RuoIL1fq1QVtXh9T4RM78sU26motY6M1HuDf0IuJe6Esd79msCinxSQSev52v9L1nD8PA1BCFthYXNp3gxsGLL1WueD0eXr9PlRbVCL4T9MK0lZpWRltXm8sHLjw3ndLOAnMbc7waV2bbr5vIzoZWg9ri/b++LBn7J2Rnc/f8baq2rsENXz+CbwVR2s2eam1qoK2rg5GZEQnRCc8tQ7ye7uavvvqKjRs3sm3bNlxdXZ+btnTp0tjb26t995Z0EiQWgQYNGjB79mzVcwMDA4009+7dIz09nXr16qm2aWtrU6dOHW7cuKGWtnr16s8tz9/fn/79+6ttq127ttoLNTw8nGnTpnH06FHCw8PJzMwkOTmZhw/z36Lyprmx7ThlW9SkQueGGFsraTy2Fw/P3ODekUuUbV6dci1rqtIe/Xk1KTFPPnS19XSoOag9KXGJ+O940sXPvx86d/afI+RyzvW7uv4wVu6OONTy5O6h3L8cIm7cV3seExhC06/74VCrPAE+TwaiR915xPGZa9EzNsSxbkWq9W/Dybkb8ww+xas7teoQ1TrVo17fFpjbWfDej4O46XOVq7vOUKVjXap1fvIeXD/+LxIj41XPFVoKPJpU5taxq2Tns2Vn23er0NXXxcbNntreTYkPj+H2cb8XHyiKxb5Fu2nYswlthryDpb0VH80fwaX9Fzi15YTqx+Nj1dvW4uapGyTFPf/9qlAo0NHTZcvMDUQFRQKwZeYGPvn9M+zdHQi6+ZCjaw9jbGHCwJ8+RKGAhJhELh+4SIPujcnOzn5u/iJHUd9xZdy4cWzatIlt27bh4eHxwvSRkZEEBwe/VRNZJEgsAkZGRpQtW/alj3/2hW9sbPyqVWLYsGGEhYXx/fff4+zsjL6+Pp07dyYtTXPgfkmRmZbBrd2nuLX7FPU/fY/AY1eo2K0xCoWCB77XCLn0pOUnNS5R9X9tPR1qDekIwLm/dpCVkamRLiE0SrUtOyubxIhYDJQmBapbQkg0xqXMNbYnRcaRFBlHzP1Qmozrg2PdCtzZf65gJy/yLSM1nbPrj3J2/VE6T+qP375z1O/fCoUCbhy8yL1TT36UJT3TeuNc3Q0jpQk3Dl/Od3mPxy1GP4zA0NyYGt0aSpD4BktPTefw8gMcXn6AD34Zytntp2g7tD0KLQW+G46p0tmWscPe3YFDy/a/MM+E6HgyMzJVASJAVFAkWZmZmFubE3TzIRlpGWyfs5md87dirDQhITqe6m1rkZqUQmKs/GgsbmPGjGHt2rWsWLECpVJJaGhOT4SxsTEmJiYkJCTw448/0rlzZ2xtbbl//z5TpkzB2tqajh07FnPtC49MXCkmZcqUQU9Pj5MnT6q2ZWZmcvr0aTw9PQuUl6enJ2fPnlXb9uzzkydPMnToUNq2bUuFChUwMTFRvejfBpnpGQSdv0no1XtYlClNenKqKhhLioxTtQho6+tS68NOKBQKzv61g8xnxgTFPQwnMz0DYxuLJxsVOd3QydHx5JeWjjbGNsoXthAqFAq0dLSfm0YUnsy0dG4f9yPw/C3sPB1JTUwhLixG9Xi25ah88yoEX79PXEh0Hjk+n0KhQFtXfouXFBmp6Vw5dAn/Uzdwquiitq96u1pEh0Rx7+KdF+bz8Pp9tHW0sbB78jliYWeBlrY2sWExammzMrOI//czyqtJZW6duQnSkpgvRbmY9qJFi4iPj6dLly54enqqHnPnzgVyev78/Pzo06cPtWrVYtiwYbi5ubF3715MTU018iup5NOrmBgbGzNo0CAmTZqElZUVLi4u/Pbbb4SHhzNkyJAC5fXxxx/z8ccfU6NGDRo1asSWLVs4d+6c2sSVcuXK8c8//1CrVi2SkpKYOHEienp6hXxWr1f5zg0Ju3qPuKAIFIDS2ZZSHo48PH091/Ta+rrU/rATOgZ6nF+6C209HbT1ct4C6UmpZGdm5Qxc972Ge5vapMQkkBwdj3PDSuga6hN07qYqr8Zf9ibw+BXuH78KgGfHBoT7BZAcE4+eiSFurWqho6fLw7M5rVQ6+rqUaV6dML8AUuOS0DM2xKVhJQyUJoRcevGXjnh5dfu2IPDcLSIDQ0GhwLpcaRy8XPE/cuW5xxlbmeJQuQxHft+Z6/6mH7UHUO2v2LoG8eGxxAbntELblXekcvvaXN//ZIiClrYWyn+XU9LW1cHQ3BhLZxsyUtKIeyZ4EK9H6yHt8D95g9C7waBQ4ODpSJlq5bi077wqjY6+LpWaVsF347Fc82g+oBX2Ho6snLAUgLsX7xJ8O4iOn3Vj7585r482H7bn4Y0HBN3OGftoaW+Fg6cjD288wNDEkLpdG2DtbMPWWRtzLUNoymOBgkIRExPz3P2GhoYaaym+jSRILEaTJ08GYPjw4cTGxlKlShXWr1+vNrM5P959910CAgKYOnUqycnJvPPOO3zyySesWrVKlWbevHl8/vnnNGvWDDs7O8aPH09kZORzcn3zpUTHU75zA4xLKdEx0KPGwHcIuXqXOwfO55re3NEaC9eca9t0fF+1facWbCbq34HrN7b7kpWZRZVeLdHW0yH2UTinF25RaxU0sbFAz/jJWpUG5sZU7dsaPWMD0hKTiQkMxXfuBlL+7b7MysrGxNYSx9oV/k2TQuyDME7+ton44JL9d3jTJUbGUa9Pc8zsLNAz1Kf1590IOHuLS9t8n3ucZ9MqpCWlEpDHmnUm/05yekyhpaCOd1NMrM3IzswmLiyGM2uPcP2piStGFia8O22g6rm5rQUVWlYj+Pp9dny/5qXPUby82PBYWg9uh6W9JfpGBvT4pjc3fK9z7J8nN0DwalQJPQNdLu3PfUyyiaWpWqsh2dmsnbKCNkPbM+CHwWSkpXPv4h32/bVb1Uqo0FJQt0sD2g+3IjMji8Ar91j65Z8aLY1CFCdFTEyMtGsLDSemrizuKhRInWFdOL2gYEuUiIJ7FFqyZ1x2+LqXBGOFLCSmZL8mntb/+w9Y/vWS4q7GW2Hkii+KvIxvOn9baHlN2zq50PJ6m0hLohBCCCFKnKKe3Sxk4op4S0grosgPaUUUzyOtiEKok5ZEIYQQQpQ4r/Pezf9VEiQKIYQQosSR7uaiJ93NQgghhBBCg7QkCiGEEKLE0cplEWxRuCRIFEIIIUSJI93NRU+6m4UQQgghhAZpSRRCCCFEiSOzm4uetCQKIYQQQggN0pIohBBCiBJHGhKLnrQkCiGEEEIIDdKSKIQQQogSR8YkFj0JEoUQQghR4ihkncQiJ93NQgghhBBCg7QkCiGEEKLEkcW0i54EiUIIIYQocWRMYtGT7mYhhBBCCKFBWhJFriq3LFvcVRBvIJ3D94q7CuINM8dnR3FXQbyBRvJFkZchDYlFT1oShRBCCCGEBgkShRBCCCGEBuluFkIIIUSJIxNXip4EiUIIIYQocWQx7aIn3c1CCCGEEEKDtCQKIYQQosSR7uaiJ0GiEEIIIUociRGLngSJQgghhChx5LZ8RU/GJAohhBBCCA0SJAohhBBCCA3S3SyEEEKIEkcmrhQ9aUkUQgghhBAapCVRCCGEECWONCQWPQkShRBCCFHiSHdz0ZPuZiGEEEIIoUGCxNfkhx9+oH79+vl+XhgCAwNRKpVcuHChUPN9E42eO7e4qyDeQDWHdi7uKog32F9rfi3uKohXoCjEfyJ30t1chIYNG0ZUVBRr1659YdqRI0fy0UcfFWr5jo6O+Pv7Y2VlVaj5llQhkZH0nTol131DO3fGu0VLAH5Zs4YLt24SGReHoZ4eXmXKMKRjJ1zs7PLMe/TcuVy6c1tju4udHYvHfwVARmYmq/btY++Z00TExuJkY8OHnTpTp0KFQjg78bJ0DPUp17o2Vu6OGFiYkp6YQvj1QO7sPUV6Uqoqnal9Kdzb18PM0YbsrGzCrt7l5vbjZKZl5Jm3Y30vHOt6YWhhCkBCaBT3Dp4j4sZ9VRobrzI41KuImb01eiaGnP19C9F3g4ruhMVzTZ0xni493lHbdvn8Nfp1+wQAe0c7dh/P/TN95vcLWPr7mheWUb1WZf5a+ysBd+7zbpsPVNvLubvyyegPqFDJA0dnexbMWsKCX5e+/Mm85WQx7aInQeIbwsTEpNDz1NbWxtbWttDzfVPEJiSwYMtmLt26RURcHH2nTKacgwPj+/bDyMBAI721hQXrpkxV23bs8mXmbFhPk6rVVNs8nJxoXbs2NkolcUlJLNu9m7ELfmPVxG/R0dbOtS6TBg0iIzNT9Tw9I4Mh03+kWbUn+S7esYN9Z8/whXcvnG1tOXvjBt8u/os5n32Ou6Pjq10MoaJrZIBHxwZYlLNH39SYRuP6Eh8UwdW1B8lMS9dIr29mjL65Mbd2niQhLAoDM2PKd2tC5d6tOf/X9pw0pkbU/LAToVfucGPzMXQMdPHs1BCvni24vGJvnnVJjU3k1q6TJEXEoFAoKF3Tk6oD2nFqznoSQqIA0NbTJTYwlJDzt6jUq2XRXBShorQwZ8yET6hdvzrWtlbsOraGG9du883oaSQlJgPge/QsX4+apjom/anXTUhQGM1rdVPLs2Xbxnw99XP27Tz8wvJNzUyYNutrTh0/j61dKbV9BoYGBD0M4cDuo4wYM/gVzlKIwiHdzW+IZ7ubhw0bhre3NwsWLKBChQq4uLjwySefkJSUpEqTmprK+PHjcXd3x9bWllatWuHr66va/2x3c3p6Ol9++SXly5fHxsYGLy8vJk2a9NrOsbD9tnkTfvfuMa5vP9wdHRnXtx9lStuTmZWVa3ptLS0szczUHkcvX6KGhweln2pt7dSwIVXKlcPOygoPJyc+6NCeyNhYgiMi8qyLmbGxWr5X7t4lJT2ddnXrqdLsP3uGXi1bUs/LC/tSpejcqBF1K1Rg3aGDhXdRBB6dGqB0seXa2oPEB4Vzde1BEkKiUGjn3uqQGBrF5eV7CL8eQHJkHNH3grm1wxdLN0e09XUBKFXBhezsbK5vOkpSRAxxD8O5vskH28rlMLQyy7Mu4X4BRPrfJzkyjqSIWO7sOU1majrmLk9apYMv3OTu/rNE+N/PMx9ReMZOHEHVmpX4ZvT3XL96i29Gfc8t/7toP/UDMC0tjcjwKNUjLjZetS8rK0ttX2R4FC3bNeHksXM8ehDywvIn/zyOret3c/n8NY191y7f4JdpC9i5ZT8pySmFc8JvMS1F4T1E7iRIfIP5+vpy/fp1Nm/ezJIlS9i+fTsLFy5U7Z84cSKbNm1i3rx5+Pj4ULFiRbp3705ISO4fVAsXLmTHjh389ddfnDt3jsWLF+Pm5va6TqfQ3X74kFa1alHN3R0DXT2qlCvHB+3bY2pklK/jgyIiuHDrFh3qN8gzTXJqKntOncLGwgLbAnTb7/T1pXb58thYWKi2pWVkoKejq5ZOT1eXq3fv5Ttf8WJm9tYEX7hF9N0gMtMyiAkI5s6+M2Qkp+U7D20DPbIyM8lKz+lK1tLRJjszC7KzVWky/92ndC2dv0wVCmyruv3bcvjiYEIUjQpebuzYtJezJy+SkpzC+TOX+W3mYuLjElRpqteqzOFzm9l6aAXf/jgWSytlnvk5OJWmbsMabFi97YVle/fvilUpC/6Yu7wwTkW8BosWLaJKlSrY2trStGlTTpw4UdxVeq2ku/kNZmpqyqxZs9DW1sbT05OuXbty5MgRRo8eTWJiIosXL2bOnDm0bdsWgFmzZuHj48OiRYuYMGGCRn4PHjygXLlyNGjQAIVCgZOTE3Xr1n3dp1VovMqUZe+ZM7g7Ob3U8TtP+mJubEzDypU19m05dpQ/tm4lJS0NJxsbZnwyHD2d/L1dHoSFcenObaYMHqK2vXb58mw8coRqbm44WFtz/tZNjl2+TFYeLZ/i5cQEBlO6hgdxD8Nf6ngdAz3c2tTm0Wk/srNygsKoO4/w6NgA12bVCTx6CW09HdzfyWkl1jd9/o8SEztLan/yLlo62mSmpXNp+W5VV7N4/S6cvUqn99rid+VmrvuPHznNgd0+PHoQgr2jHSPGDGbR6ll4dxyq1u382Hu9OhIdGcOhvceeW667Z1k+/ux9+nUbJu/5EmLjxo2MHz+eX375hXr16rFo0SJ69OjByZMncXrJ752SRoLEN5inp6daF4idnR1nz54F4N69e6Snp1Ov3pPuTG1tberUqcONGzdyza9Pnz5069aNmjVr0qJFC1q3bk3r1q3R0iqZDcrDunZl1f59LNi0iUcREXzww/e0q1uX7s2as+bAflbt26dKu/irr7C1sFQ9z8zMZM/p07SpUyfXcYYta9aipqcnUXFx/HPwEFOWLmH2Z59joKf3wnrt9PXFysyMehUrqm0f/u57/LJmDYN+/AEUCuytStG2bl12nzr1CldBPMt/2wnKtKiBZ6cGGJVSUn+0N0Fn/Qk8egnXZtUp07yGKq3vzDWkxDxpQdLW06HawPakxCZya+dJ1fbE0Giu/XMIj44NcGtbh+ysbO4fv0JqfJJa62JuEsNjODn7H3QM9LCtXA6vni04+/tWEkMlUCwOM6bOZ8iIfoydOAKXMo5s2v83W9btYtmf/5CVlcXubU+Gf9zyv4vfFX92n/iHJi3qcWD3UbW8tLW16dLzHbZu2ENGRuazRano6uny0/xv+WXagnx1SYv8KeqJK/Pnz6dPnz68//77APz8888cOHCAxYsX8+233xZp2W8KCRLfYLq66l2TCoWC7Bd8IT1Ol5tq1apx+fJlDh48yJEjRxg2bBiVKlVi8+bNJTJQNNTXZ3CHjgzu0JFPZv5Ct8ZNmLthA1lZ2XRq0JBm1aqr0pYyM1c71vfaVaLi4mhfL/dlh0wMDTExNMTR2oYKLq50/forjl66ROvatZ9bp/SMDPaeOU37+vXVAnwApYkJU4cMIS09ndjEREqZm/Pntm1q4yHFq8tKz+DOntPc2XOaOiPe5cHxq3h2aYRCAQ9PXiP08pNZ6Klxiar/a+vpUP2DDgBcXLqTrGe+9EMu3iLk4i30TAzJTEsnOxtcGlchKSruufXJzswiOTInTfyjCMwcbXBpXAW/9YcL6YxFQSQnpzD350XM/XkRK7csZPXSjYyf/CkKhYIlC1drpA8PiyQsJBxnV83JZU1bNcDaxoqNa7Y/t0xrGyvKubsyZcY4pswYB4CWlhZaWlqcv3OA4QPH4Xv0bOGc4H9IUQaJaWlpXLx4kZEjR6ptb9GiBaf+Qz/sJUgsocqUKYOenh4nT56kTJkyQE7r2OnTp+nevXuex5mamtKlSxe6dOlCnz59aNWqFXfv3i3RYxMBDHT1aF27Nudv3uTqvbv0btUKM2PjPNPv8PWlajk3nGxsXph3NpCdnU1aRt5LnTx2/MoVYhMTeeepCSvP0tPVxVqpJCMzk6OXL9H0qRnQonBlpmUQfOEmlm4OKF1LE3DkIhnJqRrptPV0qT6oAwoFnP9rx3OXtUlLyJkBa1+rPFkZmUTdeligOikUCrTymCUvXq+U5BS2b9pL3YY1qFG7Sq5BotLCHBvbUkSEabb8vte7I2d8LxB47/mvgbCQcN5tPVBtm/eArtRrVItRQyfw6KG0Lr6MopxwEhkZSWZmJtbW1mrbra2tCQsLK7qC3zASJJZQxsbGDBo0iEmTJmFlZYWLiwu//fYb4eHhDBkyJNdj5s2bh52dHZUrV0ZXV5d169ZhZmaGvb39a6594fht00YaVq5COQcHssnGLyCAczf9nxugAYRGR3H2xg3G9e2nse9ReDg+ly5R09MTcxNjImJiWb1/P7o6OtT38lKlGzN/HuWdXRjSqZPa8Tt8T1Dd3R37UqWezZrrAQFExMZSzsGBiNhYlu3eRXZ2Nr1ayLInhcmjYwPCr90jPjgShUKBubMtlu6OBJ3JfRiGtp4uNYZ0RMdAj0t/70ZbTwdtvZyPxvTk1JwJK4BT/UrE3A8hMzUdS3dHPNrX59auU2SkPJkQ0+CLXjw4cZUHvlcBcGtXl4gb90mJTUBHXxe7au5YlLXnwtKdqmN0DPUxUJqga6gPgJGVOenJqaTFJ6kCUlF4xv5vOAf3HsPf7zYKhYIq1StSr3EtNq3diaGRIZ+MGsi+XT5EhEVi72jHZ+OGEhUZzYE9Pmr52Nnb0KBJbb4Z/X2u5Uyb+TUA34z+noyMTG7fVJ+gFhURTXpamtp2HV0dyrm7AqCnr4eVtSWeFd1ISkzmQeCjQrwKQuSPBIkl2OTJkwEYPnw4sbGxVKlShfXr12OXx6LPpqamzJkzh7t376JQKKhcuTLr1q3DKJ+zgd80NhYWLNi8iUfh4SSlpjLxr0U0rlKFvq1bP/e4XSdPYmxoSJOqVTX26erocOn2bdYfPkRCcjIWpqZUKVeOuZ+PwtLsyVInQRGRWCst1I59PFt6woD3cy03LSODxTt3EBwZiaG+PnUrVGR8v/6YlNDr/6ZKiUnAo2NDjEqZo2OgR9UB7Qi7epd7h87nmt7M0Rrlv0vSNPyyj9q+pxe2NnOyoWzr2ujo65IYFs31jT4EX1Cf/GBsY4Gu8ZM1OvVNjajUqyX6pkZkpKQRHxzJhSU7iLz5QJXGuqIrlXq2UD2v2L0ZAHf2neHufumCLGzBQWGM/d9wnF0dMTE15tc/vuPAnqMsmr8CBeDmWZZO77bF1MyE8LBIzvheYMwn36rWUHzsXe8OJMQnsn+XT67l2Nm/uJfiWTa2pVi36y/Vc2dXR3r268IZ3wsM7vV5gfN72xVld7OVlRXa2tqEh6tPgAsPD8cmHz1QbwtFTEzMiwe5if+c+BO+L070Bhk9dy4znxk7Igrf9cMla7memkM7c+6PrcVdjbfaF2tefIeRN9Vfa36V4KuIHL1c9O+7ZUPnFVpeA/4YobGtZcuWVKpUidmzZ6u21axZk86dO8vEFSGEEEKI/6rhw4fz0UcfUbNmTerWrcvixYsJCQnhgw8+ePHBbwkJEsVbQVoRRW6kFVE8j7QilmxaRbwEzrvvvktUVBQ///wzoaGhVKhQgX/++QdnZ+ciLfdNIkGiEEIIIUQuhgwZkudk0P+Ckrc4nhBCCCGEKHLSkiiEEEKIEkdB0XY3CwkShRBCCFECFfGQRIF0NwshhBBCiFxIS6IQQgghSpyint0sJEgUQgghRAlUlHdcETmku1kIIYQQQmiQlkQhhBBClDjSkPhEZGQkp06dwt/fn8jISBQKBVZWVnh4eFC3bl2srKxeKl8JEoUQQghR4vzXu5vT0tL4559/WLlyJadOnSI7OzvXdAqFgjp16tC3b1969uyJvr5+vsuQ7mYhhBBCiBJk8eLFVKtWjS+++AJzc3N++OEHdu/ezY0bNwgJCSE4OJjr16+ze/duvv/+e5RKJWPGjKF69eosWbIk3+VIS6IQQgghRAnyyy+/MHz4cPr164e5uXmuaezs7LCzs6Nu3bp8/PHHxMbGsnz5cn755Rc++OCDfJUjQaIQQgghShyt/3Bv88WLF9HV1S3QMebm5owYMYKPPvoo38dIkCiEEEKIEue/PCaxoAHiyx4rYxKFEEIIId5CiYmJpKenv/TxEiQKIYQQosRRKArvUZJdvHiR7du3q22LiYnB29sbZ2dnHBwc+PDDD0lMTCxw3tLdLHKlZ2ZU3FUQb6CbgdHFXQXxhtk+98viroL4j5Lb8uUYM2YM9vb2dOzYUbVt6tSpHDp0iCFDhpCens7y5cuxt7dn8uTJBcpbgkQhhBBCiBLqypUr9O/fX/U8IyODtWvX8umnnzJhwgQATExM2Lp1qwSJQgghhHj7/Zcnrvz4448oFArS0tJIS0vj+PHjhISEABAREUFiYiJBQUFMnz4dgKCgIB49eqR63qhRIxo2bPjCciRIFEIIIUSJ8x+OEXF2dgZyWg0BrKyscHJyAuD69esYGhrSqFEjVfq0tDQUCgXOzs5kZ2fnubbisyRIFEIIIYQoQfr06aP6/3fffUd0dDR9+vQhMzOTpUuX0qBBA7U0GzduxM7Ojt69exeoHAkShRBCCCFKqI8//pipU6dy/vx5UlNTefDgAVu2bFFLs3v3bmrXrl3gvCVIFEIIIUSJ818ek/i00aNHY2try759+9DW1mbmzJk0btxYtT8mJobw8HBGjRpV4LwlSBRCCCGEKMH69u1L3759c92nVCrZtGnTS+UrQaIQQgghShxpSCx6cscVIYQQQpQ4WgpFoT1KGh8fn9dyrASJQgghhBAliLe3N61bt2b16tXExcW9MH1cXByrVq2idevW9OrVK9/lSHezEEIIIUqcEtgAWGjOnTvH9OnT+eyzz/j888+pXr061apVw9XVFaVSSXZ2NjExMQQGBnLx4kUuXLgA5Cyds2zZsnyXI0GiEEIIIUqc//LsZnt7e2bPns3EiRNZs2YNO3fuZNmyZSQnJ6ulMzIyombNmkyePJmePXtiaWlZoHIkSBRCCCFEifMfjhFVrKysGD58OMOHDycjI4OHDx8SFRUFgKWlJU5OTmhra790/hIkCiGEEEKUcDo6Ori6uuLq6lpoecrEFSGEEEIIoUFaEoUQQghR4vyXxyS+Lv+5lsQffviB+vXrF3c1CmzYsGF4e3vn+fy/buT0n4u7CqIE6Dox9zsSiP+WLxbML+4qCFEiFFtL4rBhw1i9ejVff/01X375pWr70aNH6dSpE3fu3MHKyuqVylAqlfz999906dLlVaurqtu8efM4c+YMSUlJODk50axZM0aMGIGLi0uhlJFfP/74I9nZ2a+1zLdBZGwsv/2znrPX/EhMScHRxoY+77SlTf16AGRlZfH1vN+4df8BMXFxmBgbU7NCeYb1eA9rC4vn5r3p4CFW795DZEwsrg72fNrbm6oeHqr9Ww/7sP/0aW4F3ichOZl/fvqB0qVKFen5ioLTNzagTo8mOFUug6m1GcnxyQSev83JtUdITUjO87iuE/viUFHzcyDqQTirx/6pel62jid1ezbF3FZJbGgMJ9ce5t6Zm0VyLuLlhURF0f+H73Ld92GHjvRs1gKAtIwM/ti+lUMXLpCWnk41d3c+7fYe1kplnnmvPrifY1eu8DA8DF0dHSo4uzCofQfK2JVWS/cwPIxFO3dw8fYtMjIzcbKxYXzvfrjY2hbaeZZk0pBY9Iq1u9nAwIC5c+cyaNAgShXil2VaWhp6enqFlh/AkiVL+OKLL+jZsydLly7FxcWF4OBg1q9fz4wZM5g7d+5rrau5uflLlfc2iYmPZ/7adZy/4U9kTAw9vxyPm5MTE4YMxsjQINdjpi1aTFxCIt+PHI6FqSk+5y/w3aLF2FhaUs0zJ6CrUb48/Tu8g5W5kvCYaH5bu55v5v3GH//7Js+6HDh9htmr1zK6Xx+quLuz6dAhxs6aw/LvJmP774+dlLQ0antVpFG1asxds7bwL4jIlYGpIQ37tcTBywVjC1P6z/mEiIBQ9v+2jfSUNI30xhamGFuacmLVQaIfRmBsaUrTQW1p82kXtn2/Js9ydv2yAW2dJ7MItXW16fXTh9w+eV21zdbdgbafdeP0Oh/unvanbB1P2n3+Lhu/XUbo7aDCPXGhJjYxgd+3beXindtExsXR//vvKGdvz5e9+mBkoPl5Ya1UsvZ/k9S2Hb96hbmbN9K4SlXVtgVbNnPC7ypf9+2HmZExC7dtYcLiRfz2+Wi0tXLvrLt05w6dGjTE08kJsrP5e89uxv2+kEVjv8TMyBiA4KhIPp8/l1Y1a/HzR59gYmjI/bBQDPUL97utJCuJd0opaYq1u7lx48Y4OTnx008/PTfd8ePHadmyJba2tri7u/PVV1+Rlvbkw71Dhw6MHj2aCRMmUK5cOdq2bUvlypUBeP/991Eqlarnj23YsIFq1arh6OhInz59iIyMzLP8R48eMW7cOIYMGcLChQtp0qQJLi4u1KtXjxkzZjB16lQAoqKiGDx4MBUrVsTOzo569eqxYsUKtbxyq2t+zvFZz3Y3d+jQgS+++IIpU6ZQtmxZ3NzcmDBhAllZWao0a9eupXnz5jg6OuLm5sb7779PUFDJ/WKau+Yfrt6+w4Qhg/BwceabIYMo6+hIZlZmnsdcvX2Hbi2a41WuLPY21vRq1wYbSwuu37sHgJaWFj3btMKrXDnsSllR2c2Nvu3bcf1eAKnp6Xnmu3bPPt5p2IDOTZvgal+aUX37YGVuzqZDR1RperZpRf8O7ani7lZ4F0G8UKMBrbDzcGT/b9sIvxfC/t+2EfkgHC3t3D/+oh6Gs3vmBgLO3SI2NJqg6/c5sfIgTpXKoGuY9xd0amIKSbGJqkdpTyd09HW5fviSKk3V9rV5dC2Qc5tPEB0UybnNJ3jkF0iVd2oX+nkLdQu2buFaYADjevXB3cGBL3v1wbV0aTKf+ox8mraWFpZmZmqPY1evUN3NndKWOT/8EpOT2X3mFEM7dKKmhyfujo6M692HeyHBnL+Vd+vwjx9+RLvadShjV5oype0Z17svsYkJXAsIUKVZsmsnNT08+bhTF9wdHSltZUXdChWxUT6/R0P8N02fPh0/P78891+/fp3p06cXON9iDRK1tLSYNGkSS5Ys4d6/X9LPCgoKokePHlSpUgUfHx/mzp3Lhg0bmDx5slq6f/75h+zsbHbt2sXChQs5dOgQAHPmzMHf31/1HOD+/fts3LiRFStWsHHjRi5fvqwK9HKzefNm0tLSGDVqVK77lf92K6SkpFC1alXWrFnDyZMn+fjjjxk1ahRHjhxRS/9sXfN7ji+ybt06tLW12bt3Lz///DMLFixg48aNqv1paWl89dVXHDt2jLVr1xIZGcngwYMLVMab5Nb9+7SpX5fq5T3R19OjqocHQ7p1wdTYOM9jKru7cejMWWITEsjKyuLohYvExCdQq2KFXNPHJSSy7+QpKpYtg76ubq5p0jMyuBkYSB2vimrba3tV5OrtOy9/gqJQlHK14+axqwT53ScjLZ3gGw84vc6H1MSUfOeha6hPZkYGGal5/1B4VsWW1bh/6Q4JkfGqbXbuDjy4fFct3YNLdynt4ZjvfMXLufPoEa2q16RqOTf0dfWoXLYsA9u+g6mRUb6OD46M5MLtW3So92RM+81HD8nIzKSmh6dqm43SAmcbG/yeCvheJCk1lazsbEwNDYGcYS8nr/vhbGvLV3/+TvdJ/2P47Fkcvngh33n+FygUhfco6X788UeuXbuW5/6XDRKLfXZzmzZtqFu3LlOnTmXx4sUa+//66y/s7Oz45Zdf0NLSwtPTk2+//ZZRo0bxzTffYPTvG9zZ2Zlp06ZpHG9ubo7tM+M3MjIy+O2331RdtgMHDmTlypV51vHu3buYmZlRunTpPNNAzgron376qer5wIED8fHxYf369TRt2lS1/dm6Tp06NV/n+CKenp58801Ol6ibmxt///03R44coXv37gD0799fldbV1ZWZM2dSp04dHj16hIODQ77KeJNUdnNj94mTeBRgPOiUYR8xaeEfdPx0FNra2ujp6PDtRx/i7uyslm7BuvVsPHCIlLQ0vMqVZfpnI/PMMzY+gcysLCzMzNS2W5ibEeV3PY+jxOsS4v8QzyaVCbsX8lLH6xnpU7dnE/wOXCQ7K3/jgM1LW+JQ0YWdP69T226kNCEpNlFtW1JsIkbKvH/YiMLh5erKvnNncXd8uYB85+mTmBsb08CrkmpbdHwcWlpamD/zw9TCxJTo+BffT/ex37Zsopy9AxVcXAGISUggOTWVNQcO8H7bdgxu35GLt2/xw+qVGOrrU7dCxedn+B8hs5vzLyEhAd08Gjqep9iDRIDJkyfTunVrtQDrMX9/f2rVqoXWU2M76tevT1paGnfv3qVSpZw3bLVq1fJdnpOTk9qYPjs7OyIiIvJMn98JIpmZmcyaNYuNGzcSHBxMWloaaWlpNGrUSC3ds3XN7zm+iJeXl9pzOzs7wsPDVc8vXrzI9OnTuXLlCjExMarzevjwYYkMEkf06sny7TuZt+YfHoaF0e+bibRv1BDvtq1ZuXMXK3bsUqV9PDbwz42biU1IYNaY0ShNTDh64QLTFi1m3rixuDk7qdL3bteWDo0bERoZxZIt25j651/MGPWZfCiVQMeW76dm1wY06t8KZWlLes8Yyo3Dl7i44zQ1utSnZtcGqrSrvviDhMgnX+66+rp0+LInidHxnFh1MN9lerWoRmJUPAEXbhfquYiX91HnLqw+cIAF27YQFBHB4J+n07Z2bd5r0oy1hw6y+uB+Vdq/xozD5qmJapmZmew9c5o2NWuj8wp3r8jNwq1buBpwj18/Gakaw5j172dzfS8vujdtBoCbgwM3Hz5gy/FjEiQKAK5evcqVK1dUz319fcnIyNBIFxMTw+LFi3F3dy9wGW9EkFizZk06d+7MxIkTGTt2bL6Pe/oL2/g5XYzPejaaVigUamP3nlWuXDni4uIIDg5+bmvi3LlzmTdvHj/++CMVK1bExMSEKVOmqAVqBa1rQYKS3M7rcSCYmJjIe++9R7Nmzfj999+xtrYmMjKSd95557ljH99khvr6DH2vW85j6jTebdmC2StXk52dRddmzWhR+8k4LyulkkdhYWw4cJAlkyaqAkI3Zycu3bzN+gMHGf/B+6r0SlNTlKamONvZ4VLajvfGjOPyrVtqs5UfMzc1QVtLi+g49ZaD6Ng4LGWCUbHLSE3n1NojnFp7hO7fDeTynrM0GdgGtBRc3Xee275PWnsTo590Devq69JxfM643x3T/yEzPe+xrk/T0tbCs0ll/A5qtjwmxSRgZK7+/jcyNyYpRr11URQ+Qz19Br3TnkHvtGfEnFl0adiY+Zs3kpWdTcf69Wla9clkFKtnegV8/a4RFR/PO3Xrqm23MDUjKyuL2MRElCYmqu3RCfFUKlP2hXVasHUzhy9e4OePP6H0U6t5mBsbo62lhYutnVp6ZxtbDl+SLmeRY/v27aouZIVCwZIlS1iyZEmuaZVKJX/88UeBy3hj1kmcOHEivr6+HDhwQG27p6cnZ8+eVQvifH190dPTo0yZMs/NU1dXl8zM/H2wP0+XLl3Q09Nj1qxZue6PiYlR1atdu3b06tWLKlWqUKZMGW7ffnFLwqucY37dunWLyMhI/ve//9GwYUM8PDw0gteSTF9Pj3YN6tOoRjUu37qNmYkxjrY2qoeOtjYp/wbDWs/MONTSUjy3tfjxvvR0zV9oALo6Oni4uHDmmvqg4TN+flRyK/cqpyUKWUZaOjePXuXu2ZuU9nQiNTGF2NBo1eNxUKdroEfHr3qh0FKw/ce1pBdgLGLZ2p4Ymhpx/dAljX0htx7hWEX9Pe1YpQzBNx++2omJAtHX1aN1zVo08KrMtXv3MDMyxqGUterx7L1ud54+SZWy5XC0tlHb7uHgiI62Nudv+au2hcfEcD8sjIovuDXa/C2bOHThAj999AnONupDonR1dPB0cuZBeJja9ocR4WotnP91//UxiQMHDuTQoUMcPHiQ7Oxsvv76aw4dOqTxOH36NLdu3aJ169YFLuONCRLLli3LwIEDWbhwodr2wYMHExISwhdffIG/vz979uxh8uTJfPjhhy8cq+fs7MyRI0cIDQ1VBXIvw9HRke+//54///yTjz/+mKNHj3L//n1Onz7N2LFjmThxIpAzDtDHxwdfX19u3rzJ2LFjuX///gvzf5VzLMg56Ovr8+effxIQEMCePXv4/vvvCyXv4jJn9Vou+PuTkJREdjZcu3OHs9eua4wvfMzFzg5HGxtmrliJ3917PAoLY83uvZz1u06TGtWBnNnPGw8c4vb9B4RERHLu+nUm/f4npUtZUdnjSVN936//x4YDT7ofvdu2ZtfxE2zzOUpAUDCzV60hMiaWrs2ejEWNjI3l1v37PAgNBSAgKJhb9+8TlyCtSEWp4YBW2FdwRs9QH1Bg62aPU+UyRASE5ppe10CPzl/3wsDYgAMLtqOrr4uRuTFG5sZqM6K7TOhDvV7NNI6v2LIaD68GEBcWo7Hv8q4zOHq5UqNzfZT2VtToUh+Hii5c3nWmkM5W5GXB1s1cunObxORkssnGLzCA87f8KfeCoTZh0dGc8/enfd16GvuMDQ1pV7suf+7YzvmbN7n96CHT16ykjF1parg/6XUY9NOPbD5+VPV8zsYN7D1zmq/69sPU0JCouDii4uJITk1VpenZrDlHLl1kx0lfHkWEs/OUL4cvXqBLA/XhS6L4RUdHM3bsWGrXro2dnR1eXl6MHj2aqKgotXSVK1dGqVSqPSZNmvTS5drZ2VGtWjWqV6/Otm3bGDhwINWqVdN4uLu7o6Pzch3Hb0R382Nffvklq1evVttmb2/PunXrmDhxIo0bN8bc3Jzu3burArPn+e677/jmm2/w8vKidOnSan33BTVkyBDc3d2ZN28eAwYMUC2m3bx5c8aMGQPA2LFjCQwMpEePHhgYGNCnTx969OjBjRs3npv3q5xjfpUqVYoFCxYwZcoUFi1ahJeXF9OmTeO9994rtDJeN1sry5zxiKFhJKWk8PXc32hSswb9O7bPNb2Ojg4/jfqU39dvZPycuSSnpOJgY8NXgwbSsFpOV5O+ni6Hz53jr81bSElNxUppTp1KlZj88VC12c33Q0KIjU9QPW9ZpzZxCQks27aDyNhYyjjY89Pnn2JX6kkX0pZDR1iydZvq+Ze/zgHgq0EDad+oYaFeG/FEQkQsDfu3RGlniZ6RPu3HdOfOaX/ObT6ea3rrsnbY/TvbuN+vw9T2bZqygiC/nB9+ZrZK4iPVhxiY2Shx9HJl75zNueYdcvMRe+dspm7PptTp2YTY0Gj2zt4sayS+BjZKC37ftpVHEeEkpaYyaekSGlWuTJ8WrZ573K7TpzA2MKBx5Sq57h/WpSva2lp8t3IZaenpVHdz58tefdTWSHwQHkZc4pMfg9t8c157X/6+QC2v/q3bMKBNOwAaVqrM5+/1YPXBA/y2ZRMOpaz5slcfGY/4lDdljHhwcDDBwcFMnjyZ8uXLExQUxJgxYxg8eDCbNm1SS/vll1+qrSpSkOFnz/Ps3IfCooiJiZHbdggNqVc1u8reZCOn/8zccfkfzypezrq5x4q7Cq+k68S+bJ6S90oGouA69an64kRvmC8WzOeXYcOLuxpvNfOmRd/ieXTS8kLLq/Gk/i9OVAB79+7F29ubwMBAzP4d41q5cmWGDh3KyJF5r5aRX8OHD0ehUDB79my0tbUZPvzFr2eFQsG8efMKVM5LtSQePnyYo0ePEh4ezogRI/Dw8CAhIYFLly7h5eWlWjdQCCGEEOK/Jj4+Hn19fY0hY3PnzmXmzJk4ODjQtWtXPv3005e665qPjw9aWlpkZWWhra2Nj4/PC1tWX6bltUBBYnJyMv369VNbmPq9997Dw8MDPT093n//fT788EPGjRtX4IoI8SqkFVHkh7QiCkBaEd8Sb0p387NiYmKYNm0aAwYMUBsL+NFHH1GlShUsLS05f/48kyZNIjAw8KVu6/vs8LlXGU73PAWauDJ16lSOHTvGH3/8wZUrV9RmhOrp6dG1a1d2795d6JUUQgghhHhaUc9u/u677zQmmjz7OHr0qNoxCQkJ9O7dm9KlSzNlyhS1fSNGjKBJkyZUqlSJAQMG8Msvv7B8+XKNCS750aRJE/bvf7K25+rVqwkMDCxwPi9SoJbEzZs3M2TIELp3757rSbm7u7Nhw4ZCq5wQQgghRG6KuiVx2LBh9OzZ87lpHJ+6g09CQgI9evQAYO3atRgYGDz32Jo1awI5d3WztLQsUN2uXbumdhOQ4cOH8/vvv+NSgDuQ5UeBgsTIyEg8PT3z3K9QKEhJyf/9UIUQQggh3kRWVlZYPbXI+fPEx8fTo0cPsrOzWb9+PSZPLa6el8ddxM/eOjg/nJ2dOXjwIB07dsTExITs7OwiCZoLFCQ6Ojri7++f5/6TJ09StuyLV5kXQgghhHgbxMfH8+677xIfH8/KlStJSkoiKSkJAAsLC/T09Dh9+jRnzpyhcePGmJmZceHCBb7++mveeecdnJycXlCCpqFDh/L111+zfv16IKeRbujQoQwdOjTPYxQKBZGRkQUqp0BBYo8ePZg3bx4dO3ZUtSg+jlz/+usvNm/erNEHL4QQQghR2N6UeSsXL17kzJmcBfEfdyE/tm3bNho3boyenh6bNm1i+vTppKWl4eTkxIABA/jss89eqsxhw4ZRvXp1jh07RlhYGIsWLaJZs2aUK1e4d/kq0DqJaWlp9O3bl4MHD+Lm5satW7coX748UVFRhIaG0q5dO1auXKlx2zNR8pS0dRLF61HS10kUha8krpMoit7rWCfR97vCW62g/oS+hZZXcbCwsOCPP/5QjYksLAVqSdTT02PdunWsW7eOzZs3o1AoyMjIoGrVqnTr1g1vb+83dkq6EEIIId4eWhJvqERHRxdJvi+1mHaPHj0KPVoVQgghhMgviRE17d27l71793L/fs7tQ52dnWnXrh2tWj3/9pN5KVC/cNWqVdm5c2ee+3fv3k3VqtL1IIQQQgjxuqSkpODt7U2vXr1YunQpfn5++Pn5sXTpUnr27Im3tzepqakFzrdAQeL9+/dJfOom5c9KTEzkwYMHBa6EEEIIIURBKBSKQnuUdD/88AN79+7lyy+/5O7du1y9epWrV69y7949xo8fz759+/jxxx8LnG+BZ5g872Levn0bU1PTAldCCCGEEKIgivqOKyXJhg0b6NevH+PHj8fMzEy13dTUlC+//JK+ffuybt26Auf7wjGJq1atYvXq1arnM2bM4O+//9ZIFxMTg5+fH+3atStwJYQQQgghxMsJDw+nevXqee6vVq0a//zzT4HzfWGQmJycrLb4YkJCQq5L3BgbGzNo0CDGjRtX4EoIIYQQQhSEQustaAIsJA4ODvj4+DBo0KBc9/v4+ODg4FDgfF8YJA4ePJjBgwcDUKVKFX788Ufat29f4IKEEEIIIUTh69OnD9OmTWPkyJF88sknuLm5ATnDABcsWMC2bduYMGFCgfMt0BI4ly9fLnABQgghhBCi6IwePZrAwEBWrFjBypUrVfNHsrOzyc7Opn///owaNarA+b7UOomQc6/CuLg4srKyNPa9zH0IhRBCCCHy622YcFJYtLS0mDt3Lh9//DF79+5VrTTj5OREmzZt8PLyeql8CxwkLl26lLlz53Lv3r0800RFRb1UZcSb4/7JvP++4r8rI1PzR6H4b3Pu3KG4qyDeQLGxsUVextuwdE1hSEpKwtvbG29vb/r16/fSAWFuCrQEzrJlyxg1ahQuLi5MmDCB7Oxshg0bxqhRo7CxsaFy5crMnTu30ConhBBCCJEbWQInh5GREZcuXSIzM7PQ8y5QkLhw4UKaNWvGxo0bGThwIABt2rThf//7HydPniQmJoa4uLhCr6QQQgghhMhdgwYNOHHiRKHnW6Ag8e7du6qZzY+XwUlPTwdAqVQyYMAAFi1aVMhVFEIIIYRQJ3dceeKnn37i3Llz/O9//yMgICDX+SIvo0BjEo2NjcnOzgbAxMQEbW1tgoODVfstLS0JCgoqlIoJIYQQQuTlLYjtCk2dOnXIzs5m/vz5zJ8/Hy0tLXR1ddXSKBSKAsdoBQoSPTw88Pf3zzlQR4fKlSuzdu1aevXqRWZmJmvXrsXFxaVAFRBCCCGEEC+vW7duRdIiWqAgsX379ixcuJBp06ZhYGDAmDFj6N+/P66urigUChITE1m4cGGhV1IIIYQQQo00JaosWLCgSPItUJA4cuRIRo4cqXreoUMHduzYwdatW9HW1qZdu3Y0atSo0CsphBBCCCFer5deTPux+vXrU79+/cKoixBCCCGEeAkxMTHMnz+fPXv2cP/+fQCcnZ1p27Ytw4cPR6lUFjjPAs1utrS0ZN26dXnu37hxI5aWlgWuhBBCCCFEQcjs5ifu3r1Lo0aNmDFjBhkZGTRu3JjGjRuTkZHBjBkzaNiwIXfu3ClwvgVqSXw8szkvWVlZb8XFFkIIIcSbTcKNJ8aOHUtcXBxbtmyhSZMmavuOHDlC//79GTduHOvXry9QvgVqSYTn3wbn7NmzL9WcKYQQQgghXo6vry8ff/yxRoAI0LRpUz766KOXWmz7hS2JCxYsUJux/NVXXzF16lSNdLGxscTFxdGrV68CV0IIIYQQoiAUWtKU+Ji5uflzG+mUSiXm5uYFzveFQaK1tTXly5fn/+3dd3QU5dfA8e9ueu89IQUSagi9Q4DQe28KItIVFf2BDbChCNhQpLwgooDSFJDeifTeAwmkkEBI773svn9EFtckECAxBO7nnD0nO3PnmWcmm83dpy1AZGQkTk5OODk5acUoFApMTExo0KABY8eOfeRKCCGEEEI8Culuvm/kyJGsXr2akSNHYmZmprUvNTWV1atXM2rUqEcu96FJ4qBBgxg0aBAAvXr1Ytq0afj7+z/yiYQQQgghRPnz9vZGoVDQpEkThg8fjpeXFwChoaGsXbsWOzs7vL292bRpk9Zx/fv3f2C5jzRx5f333+fq1ataSeLvv//OnDlzSE1NZeDAgXz++eea73UWQgghhKgIMlH2vvHjx2t+XrBgQbH9cXFxjB8/XmsCskKhKN8k8fPPP8fOzo5x48YBcPPmTSZNmoSHhwcNGjTg//7v/6hWrRqTJ09+lGKFEEIIIR6J5Ij3bd26tULKfaQk8fr163Tr1k3zfO3atRgaGrJv3z7Mzc2ZNGkSq1evliTxP9CzZ0/q1KnD/PnznyjmWVFzSFeC1++u7GqIp9zAj0by+0erKrsa4j80cuRIVq2S37l4tlXUt909UpKYnp6uNXtm//79dOjQAXNzc6Do21cqKpt9nkRHRzN37lz27t1LfHw8tra2dO7cmXfeeQcXF5cyl7N69Wp0dZ/4S3WeWd4DArDwdCX0z0Mk37il2e47diAGFqZasXdPXebO4XOlluXYrB5W3u4YWpmjKlSReTee24fPkZOYoolxbtUAq5oe6JsZoy5UkRWbxJ1j58mMji/3axNPRkdXhzajOlGzdV109XWJuhLBwWU7yUhKL9PxTfq1ovULHbm46zSHfiz68KLUUdJyWHs8GlbHwsGKvOxcbl+9xdE1B0hPSKvIyxFlsG7dOrZt28a1a9dIT09n//79uLq6avbfvn2bRYsWcfLkSeLj47Gzs6NHjx68+uqrGBoaFisvKSmJvn37EhcXx/Hjxx/4RRNqtZqFCxeybt060tLS8PPzY9asWXh7ez/WuYUoL4+UQTg6OhIcHAzA3bt3uXTpEqNHj9bsT0tLk6TkCUVERNC1a1fc3d1ZvHgxXl5ehIeHM3v2bDp27MiePXtwd3cvU1lWVlYVXNvKpWtkgKt/E8zcHNE3NcZ37ACy4pIJ33kYVX7BA491aFKXB60NH338AnEXgjXPH1aemZsjcReCyYxJQKEA51YNqTm4C1dWbqYwJw+AnOQ0IvefIDc1A6WuLg6Na+MzoBOXV2yiICun7BcuHomhmRFtR3XGrZ47JlZmjP7hNeIjYtjz/Z/k//27+bd2L3fBq4kPuxZsIjs9m3YvdabPe0P57Z0fUase/KUCjt4u1OvciPiIWK3tugZ62Hs5cuqPo8RHxGBgbEjbUZ3o+8Fw1rz9fw8tV5RdUlISc+fO5eTJk8TFxdGxY0dq167N3LlzMTU1LfGY7Oxs2rRpQ0BAAHPmzCm2PywsDJVKxUcffYSHhwehoaHMnDmTlJSUEpeFe//996lduzZxcXEPre+yZctYsWIFX3zxBZ6envzwww+8/PLL7Nq1C1NT00c+9/NCxiRWvEeaYdK7d2+WLVvG9OnTefHFFzE0NKRHjx6a/VeuXClzAiNKNm3aNJRKJZs3b8bf3x83NzfatWvH5s2bUSqVTJs2TROrUqn45JNP8PLyokaNGsyYMQOVSqXZ37NnT634lJQUJk6ciLu7O46OjvTt25dr1679p9dXntzaN8XU2Z6InUfIik0ifOcRshOSUTxk4pSxgw0OjWoTsetoqTGFeQUUZOVoHg9LEm/8vo/EqzfJSUwhOyGF8J2H0TUywNTZXhOTdC2M9MgY8lIzyElMIerQGXQM9DG2k6+yrEjtRnfBuaYru7//k7jwu+z5fguJkfEodUp+negbG1C3YwOOrNpP5KVw4sNj2P39FmyrOeDm6/nAc+kbG9D19X7sW7SV3EztxD8vK5dNn/7KjWNBpEQnEXszmgP/twMbVzusXW3L7XoFzJkzh/PnzzN37lzq1KnDvHnz8PHxobCwsNRjRo8ezYQJE2jcuHGJ+9u1a8cXX3xB27ZtcXNzo3379kycOJE9e/YUi/3555/Jzs7m5Zdffmhd1Wo1v/zyC+PHj6dr1674+Pgwd+5cMjMz2bZt2yOf+3miUJTfQ5TskZLE9957jz59+rB+/Xri4+NZtGgRdnZ2QFEr4tatW+nQoUOFVPR5kJyczL59+xg7dizGxsZa+4yNjXnllVfYu3cvKSkpAGzYsAEdHR327NnD/PnzWbx4MX/88Uep5U+aNImzZ8/y66+/sn//foyMjBg0aBDZ2dkVeVkVxtjemsRrYaTfjkVVUEDGnTiij12gMLfk1iEApZ4uXj3bEbHnOAXZpbfeOTapS4PJQ6kzsjdOzX0fmnj+m46+HgqlstS6KJRK7Or7UJCbR1Z80iOVLR6NnYcD1/+6zJ2gWxTkFhB9PYoT6wKLJXH32Hs5oaOrQ+SlMM22jMQ0ku4k4FzTtcRj7gmY0IObJ65x++qtB8bdo29kAEBuhrQkl6dr167Rp08fmjdvjpGREU2aNOGNN954rMWEHyQzM1Mz3OqeoKAgli1bxrx588q00sft27eJj4+ndevWmm2GhoY0bdqU8+fPP9K5hShvj9Q3bGJiwv/93/+VuM/U1JSgoKBiyY0ou9DQUNRqNT4+PiXur1mzJmq1WvMl3TVr1uSDDz4AoEaNGvz8888EBgZq1rX8d9k7d+5k+/btmjejpUuX4uvry4YNGx5rkc3KlnEnDps61cmKTSzzMe6dW5IacYe0iDulxsSdv0ZWXBIF2bmYONni0rYR+ham3NpzvMzncevQjKy4RDL+Nd7QwssVr57tUOrpkp+RzY2Ne6WruYLdDb5NLf/6xIXdLVO8iaUJqkIV2WlZWtuzUjMxtiy5qxKgbkBDLByt2f3dljKdR6mrpO2oToSdCSnzWEdRNo0aNWLz5s3UrVu3ws5x584dfvzxRyZOnKjZlpWVxdSpU5k5cyYODg5EREQ8tJz4+KL3CFtb7dZkGxubUruqSzr380i6myteuQ0gVCqV5f4pTTzYv98AHR0dNW84/xYcHIxSqaRZs2aabRYWFtSpU4fr169XaD0rStShMzg198WtfVMMrcypO7ovCVduEns2CMem9XBq7quJvbpyC6auDhjbWRG0etsDy409G6T5OTshmcLcPKr3bs/tv85RmJP70Hq5+jfB1MWe62t38u+Bj+mRMQSt2oqukQG2vj549fLn+m87yM+smq25VcFfP++l6YDWtBvdBUsna178ZgJBBy9yfttJmvRtRZMB91twVk9d8oCSSmfpbE2rEe3ZMPNnVIWqh8YrlAq6TumHgYkhW+euf6xzitK9++67LF26lDlz5nDr1i169OjBgAEDePnll1m2bBlLly7VxG7fvh1nZ+dHKj8hIYGxY8fSunVrrXH5s2fPpnHjxnTt2rW8LqXM534uyZLMFU5mmTxFvLy8UCgUBAcH07t372L7g4ODUSgUmpXU9fT0tPYrFAqthTLLqqp+GlMVFHDn6HnuHD1P7RE9iT1/jWodm6NQKIi/FExySIQmNi8jC/NqThjaWNLo9Re0yvHq1Y6Mu/EEr91V4nky7yYAYGhpRmbMg5NEt/ZNsarpQciG3eSlZpRY59yUdHJT0sm8m0C9Mf2x9fXm7olLj3j1oqwKcvM5/tshjv92iKFzXubizjO0H9MVhULBpb1nCTl+/0NBRlI6mSmZKHWUGJkba7UmGluYEH0tssRzOPm4Ymxuwsiv77fsKHWUuNSuhm/nxix6cS6FBUXj4RRKBd3f7I9NNXt+/2gVORnyAaG8GRsbM3XqVKZOncqgQYN48cUXmT17NiqVimHDhtG9e3dNrL29/QNKKi4+Pp6XXnoJb29v5s2bp/X+eeLECe7evcvmzZsBNO/Hbdq0Ydy4cUydOrVYefeGbCUkJGglq4mJicVaFx90biFKU1hYSHR0NABubm6PdKwkiU8Ra2trAgIC+PHHH5k8ebJW131WVhbLly+nc+fOjzVruWbNmqhUKk6dOqXpbk5LSyMoKIgRI0aU2zVUFlVBAUnXwjCv5oSpiz0xp69oZhXfc+foeWLOXNXaVm90X24HniU5tOR//lA09hF4aGufW4emWNf0JHj9bnKSyrikiUKBQkenbLHiiRXkFnD9r8u4+XrgXMuNs1uOFxsPGBd2l8KCQqrV9yT4SNHrxdTaDGsXW6KDb5dYbuipYFaHLtXa1nlyb1Jikjj9x1FNgqjUUWoSxI0friIrJbMCrlL8k5GREf369ePEiROcO3eO8ePHay3l9iji4uIYNWoU3t7efP3118VW8/jxxx/Jz8/XPL98+TLvv/8+v/zyCx4eHiWW6erqip2dHceOHaN+/foA5ObmcubMGaZPn17mcz+PJEkum7CwMJo1a4ZSqSQxsezDs0Aaa5868+fPp6CggH79+hEYGMjt27c5fPgw/fv3R61WM2/evMcqt3r16vTo0YOpU6dy7Ngxrl69yvjx4zEzM2Pw4MHlfBX/Dbf2TTF1dUBHv6hF1cTJFnN3Z7LiSp4Ikp+RRU5iitYDIC89U9PqZ+Jkh0OjOhjZWaFvboqVjzvVAlqQfDOSvPT7/9DrvtwPuwa1NM+rBTTHtm4Nwrb/RUFOLrrGhugaG6LUK3ojV+rr4dy6ISaOtuibmWBsb41H11bomxqTHBxRAXdH3NPupc641KmGvrEBKIqWqKlW37PYEjX35GXlcvXABVq/GICbryd2Hg50mdKXhMhYoi6Ha+JGfjuR+t2aaI5JjIrXeuTn5pOTkU1iVNEQEIVSQY+3BuLo48LObzcBaowtTTC2NEFHX/7hl6fPP/+cU6dOkZ6ejlqt5sKFCxw9epTatWuXekx8fDzXrl3TjCMMDQ3l2rVrmomCsbGxjBw5Ejs7O95//32Sk5OJj48nPj5eM2va09MTHx8fzePeOoteXl6aVsHY2Fi6devG3r17gaJEZ9SoUSxbtow9e/YQEhLCu+++i7GxMb169SrzuYUojbm5OcOGDWPo0KGPfKy8Mz1lPD09OXjwIPPmzWPixIlai2mvWLHikRbT/rdFixbx7rvvMnz4cHJzc2nevDkbN27EyMioHK/gv5OXllk0HtHSDB0DfWr07UjyjVvcPfn4XbfqwkKsanrg1NIPpY6S3PRMEi6HEHP6ilackbUFen/PTAWw/zthrDlEeyxS9LELRB+/CCoVRjaW2Narga6hAQU5uWTGJBC8bhfZCcmPXV/xcOkJqbR9qTOWjtYYGBvQa/pgQk9e5/QfR0o95q+f9qAqVNF9an909fWIuhzOnoV/aq1laO1ii5FZ2SfqmdqYU71ZTQBGzBurtW/PD39y7ZAMOSgvzs7OfPHFF0RERJCZmcmrr75K586dHzjRY+3atSxcuFDz/N534c6ZM4cBAwZw9OhRIiIiiIiIoH379lrH/nvh7QfJz88nPDyc9PT7k5XGjRtHbm4un3zyCampqfj5+bFixQrNmo7ldW7xfHJwcGDx4sWPdawiJSVFVnAVxdxYvrmyq/BI5Gv5/htHT0RVdhWeiHwtX/l7Y8OMyq7CA8nX8lWO1NTUCj9H6IqyrSRQFtXH9C23sp4l0pIohBBCiCpHxiTeFxX14A/wCoUCQ0NDbGxsHum+SZIongnSiijKQloRnz/Siij+Cz179uToUe1v8RowYAArVqzQPE9JSWH69Ons2lW0kka3bt2YN2/eY0+k+qf69euXKfkzNDSkZcuWTJs2jRYtWjw0XpJEIYQQQlQ5T1tD4gsvvMCsWbM0zw0NDbX2jx07ltu3b7Nx40YAXn/9dSZMmMC6deue+NzfffcdS5cuJTo6msGDB2uWygsNDWXjxo24ubkxYsQIwsPDWb9+PX369GHjxo20a9fugeVKkiiEEEKIqucpyxKNjY1xcHAocV9wcDD79u1j165dmi+1+Oabb+jevTs3btzA29v7ic4dGxtLQUEB586dK9Yy+d5779GtWzdycnL44osvmD59Ov7+/sydO/ehSaIsgSOEEEII8YR+//13vLy8aNGiBTNmzNCawX7q1ClMTU1p3ry5ZluLFi0wMTHh5MmTT3zun376iZEjR5bYdW1lZcXIkSNZtmwZULQm84svvsjFixcfWq60JAohhBCiylEon56WxMGDB+Pm5oajoyPXr1/n448/5urVq2zatAkoWgz935NGFAoFtra2pX5H96NISkoiKyur1P1ZWVlaC2k7ODiU6RvaJEkUQgghRJVT0b3Ns2fP5ssvv3xgzNatW2nbtq3W92jXrVsXDw8PAgICuHDhAg0aNKjYigINGzZkyZIldOnSBT8/P619Fy5cYOnSpTRq1EizLTg4uEzfWS5JohBCCCHEv0yaNIkhQ4Y8MKa0hcwbNmyIjo4OYWFhNGjQAHt7exITE1Gr1ZrWRLVaTUJCwiN/f3hJ5s2bR+/evenQoQONGzfG09MTgPDwcM6ePYu5uTlz584FICcnhyNHjtC378PXhpQkUQghhBDiX2xsbLCxsXmsY69evUphYaFmIkuzZs3IyMjg1KlTmnGJp06dIjMzU2uc4uOqV68ex44d45tvvuHAgQNculT0DU5ubm6MHTuWN954Q/ONbYaGhhw+fLhM5UqSKIQQQogq52lZTPvesjJdunTB2tqa4OBgZsyYQf369TVrEdasWZNOnToxdepUvv32WwCmTp1K165dn3hm8z1OTk7MmzevXMq6R2Y3CyGEEKLKUSjK7/Ek9PT0CAwMZMCAATRt2pR33nmHDh06sGXLFnR0dDRxy5cvp169egwcOJCBAwdSr149li5d+oR3ocjcuXMJDQ0tl7L+Sb67WZSoqn13s/hvVPXvbhbl72n/7mZROf6L726O+nV7uZXlNqJnuZVVGaytrYGibudBgwbRv39/3NzcnrhcaUkUQgghRNXztDQlPgUuX77Mxx9/jJ6eHh9++CF+fn506dKFpUuXEhsb+9jlSpIohBBCiCpHoVSU26Oqc3FxYcqUKezfv58LFy4wY8YMsrOzeffdd6lbty69e/fm559/fuRyJUkUQgghhHhGuLu789Zbb3H48GFOnz7N//73Py5evMhbb731yGXJ7GYhhBBCVDnPQC9xhTp37hx//PEHmzdvJj09HTMzs0cuQ5JEIYQQQlQ9kiUWc/nyZTZt2sQff/xBZGQkhoaGdO7cmc8++4yuXbs+cnmSJAohhBBCVGGff/45mzZtIjQ0FF1dXTp06MD7779Pjx49MDU1fexyZQkcUaLUwCOVXQXxFNqw8mxlV0E8ZQpUqsqugngKTfx5aoWf486GXeVWlsvgbuVWVmWwtbWlTZs2DBgwgD59+mBpaVku5UpLohBCCCGqHOltvu/atWvY2dmVe7kyu1kIIYQQogqriAQRpCVRCCGEEFXQs7C+YXmKi4tj1apVXLhwgbS0NFT/GgqiUCj4888/H6lMSRKFEEIIUeUopL9ZIygoiF69epGVlUWNGjUICgqiVq1apKSkcPfuXTw9PXFxcXnkcqW7WQghhBCiCvv4448xNDTk5MmTbNmyBbVazZw5cwgKCmLZsmWkpKTw6aefPnK5kiQKIYQQoupRlOOjijtx4gSjR4/G3d0dpbIotVOrixavGTRoEAMGDGDmzJmPXK4kiUIIIYSochQKRbk9qrr8/HwcHR0BMDQ0BCA1NVWz39fXl/Pnzz9yuZIkCiGEEKLKkSTxPjc3N27fvg2AkZERjo6OnDp1SrM/KCgIExOTRy5XJq4IIYQQQlRhbdu2Zfv27bz//vsADB48mEWLFmlmOa9bt46RI0c+crmSJAohhBBCVGFvvPEGbdu2JTc3FwMDAz744ANSUlLYsmULOjo6DB069LEmrkiSKIQQQoiqRwbMabi5ueHm5qZ5bmBgwHfffcd33333ROXKLRZCCCGEEMVIS6IQQgghqpxnYcLJ006SRCGEEEJUOZIkVjzpbhZCCCGEEMVIkiieCW8v/qGyqyCqmCGfjKrsKoinzPDZoyu7CuJRyDeuVDjpbi4n0dHRzJ07l7179xIfH4+trS2dO3fmnXfeeawv1RblLyYpiZFzZpe4b1zPXgxp3xGAvIIC/m/bnxw8f568/HwaeHvzev+B2Flallp2oUrFqj272X/uLInpadiYmdOxUSNGde6Kjo5OsfhvN65n+8kTjO/Zm8HtO5TL9Ykno9RR0npEBzwb1sDS0Yrc7FyiLkdwePV+0hPSSj2uRvNa+HVtjL2nI7r6uiRGJXDy98OEng7RxNTt4Ee3KX2LHfvt0M8ozC+skOsR5a/rpF406NqEgz/t4dSWYw+MVerq0GpwO+q2r4+ptRlZKZmc2nyMs9tPamIa92pOw25NMbezICc9mxunrnPol33k5+RV9KU8ExRKye4qmiSJ5SAiIoKuXbvi7u7O4sWL8fLyIjw8nNmzZ9OxY0f27NmDu7t7sePy8vLQ19evhBo/G1IzM1i69U8uhN4kMS2NkZ/PprqzM9OHjcD4768l+ic7S0vWzfxIa9vRK5f5fvMftK3vp9m2eMtmjgVd4f0XXsTc2IQlW7cwY8VyFr35FjrKkhvf1x08wJ/HjjBt2Ag8HZ0IuxvN/HW/oaejy4udu2jF/nXpItejorAxN3/ymyAeiZGZEf6ju+BWzwNTazPGLp5CXEQsOxdsRqFU4ODlxMnfDxMXHouBsQH+o7swcOYL/Dx1CWqVusQy3eq6E3U5gqO/HiQnI5va7XzpM30I62f9wp1rkZq4/Jw8lk/+XutYSRArn5GZMR1e7oK7ryem1mZMWPoGceExbP92E3n/SNZqtqyDk7cL6Ymlf2D4pz5vD8LMxpzdi7aSdDcJEwsTdA30NPtrt/Ol/Uud2fXDn0QFRWLpYEX31/qgq6/LzoV/lvt1CvE4pLu5HEybNg2lUsnmzZvx9/fHzc2Ndu3asXnzZpRKJdOmTQOgZ8+evPXWW8yYMYPq1avTtWtXAK5fv86QIUNwdXWlRo0avPLKK8TGxmrKLygo4L333sPd3R13d3fee+893nrrLXr27KmJyc3N5d1338Xb2xsHBwc6derE8ePHNfsPHz6MpaUlgYGBBAQE4OTkRPv27blw4cJ/c5MqwOI/t3D1VgTvDBuBt4sL04eNwMPJiUKVqsR4HaUSa3NzrceRK5dpWMMbJ2sbADKzs9l1+iTje/amsU9NvF1deWf4CMJj7nLuRkiJ5QIE3YqgRZ26tKxTF0dra1rVrUfLOnW5HhWpFRebnMSiLZt4b8SL6JbQwigqVvuXu+Jc05Wd320mNuwuO7/bQsKtOJQ6SvKyctn48WqCjwaRHJ1IzM1o9i7Zho2bHTaudqWWeXDFbk5tOkrMzWhSYpI5vv4vYsPuUqN5Ta04tRqyUjK1HqLydXylKy613Ni2YBMxoXfZvmAT8bfiUOjc//dobmdBwNhubP36d1SFJb+//JNHg+p41Pdk46driLgYRlpcCndv3CHqSoQmxqWmG9HBt7l66BJpcSlEXg7n6sGLOHm7VsRlPpsUivJ7iBJJkviEkpOT2bdvH2PHjsXY2Fhrn7GxMa+88gp79+4lJSUFgPXr16NWq9m5cydLliwhJiaGHj16ULt2bfbv38/mzZvJyMhgxIgRqP5Odr7//nt+/fVXvvvuO/bt24dKpWLjxo1a55o1axabNm1i4cKF/PXXX9SpU4dBgwYRExOjFffxxx/z4YcfEhgYiLW1NePHj0etLrmF5GkXeucOnRo2xq96DQz09PH18mJ01+6Y/ev3UJq7iYmcv3mDni1aaraF3LlNQWEhjX3u/4O3t7Simr09QRERpZZVz8OTC6E3iYwrSu5vxcZw4eZNmtWqrYkpLCzk8zWreSGgM+4ODo94taI82Hs5cu2vy9y+eouC3HzuXIvk2NpD5GbmlBhvYGwAQE5m9iOdR99In5wM7TJ19XUZt/R1xi97k37vD8Pe0/HxLkKUKwdPJ4ICLxF1JYKCvHxuB0Vy5LeDmteEQqmkz9uDOLbhLxJvJ5SpTO/mtbh7M5qmfVsyeflbjFs0hYCx3dEzvN9zdOdaJA6ejjj7FCWFZrYW1GhWk7BzN8r/IoV4TNLd/IRCQ0NRq9X4+PiUuL9mzZqo1WpCQ0MBqFatGp999plm/2effUa9evX4+OOPNduWLl2Kh4cH58+fp3HjxixZsoQ333yTvn2LxjR98cUX7N+/XxOfmZnJihUr+O677zStk9988w1//fUXy5cvZ8aMGZrYDz74gHbt2gEwffp0unXrRnR0dJUcN1nXw4O9Z8/g7fp4n7x3nDqBhYkJrerW02xLTk9DqVRi8a8vQrcyNSM5vfRupqEdOpKVm8vYL+ehVCgoVKkYEdCJPq1aa2J+3rMbcxMTev9jm/hv3bkeRZ329YkNvfvQWKWuEv/RXQg9HUxGYnqZz9GgWxPMbMwJCryk2ZZ0J5HdP/xJfEQs+kYGNOrVjGGfv8wvby0l5W7SY12LKB93rkdSt4MfMaW8JtoMb09WWhYXdp0pc5mWDla41q5GYX4Bm+auw9DEkE7jemBmbcbmeesBuHbkCoZmRoz47GVQgI6uDlcOXuTQz3vL5bqEKA+SJP7HGjRooPX84sWLHDt2rMQkLTw8nBo1ahAbG0ujRo002xUKBY0aNeLOnTuauPz8fFq0aKGJ0dHRoVmzZly/fl2rzLp162p+dnQsasmIj4+vkknihD59+W3/fhZv3UJ0QgKvzJ9L16ZNGdiuPesOHuC3A/s0sT/+7x3sraw0zwsLC9lz+hRdGjctl27fQxcvsO/sGd4b8SIeDg7cjI5m8ZZNOFpb071ZCy6G3mTPmVMsmfq/Jz6XeHyHftpD84FtaP9yF6ycbRi9YBJXDlzg7NYTWmMOFUoFPd7oj4GxAZs/X1vm8r1b1KLdS53Z9tXvpMenarbfDbnN3ZDbmufRwVGM/Go8DXs05eCPu8vn4sRjObBiNy0GtaXjmK5YO9vwyvevcnn/eU7/eRzXOu74dmzAT1OXPFKZCqUCtVrNn1//Tl5WLgB7l+1g6EcjMbYwISs1E7e67rQa4s+epduJvnEbK0drOo3tTpvhHTjy28GKuNRnjvQSVzxJEp+Ql5cXCoWC4OBgevfuXWx/cHAwCoUCLy8vAEz+1UKlUqno0qULs2cXn3VrZ2en6XJ+XP9ebFRPT6/Yvqra3Wykb8CY7j0Y070Hr333DX1bt+WHzX+gUqvp1bIl/n73J6P8e5LI8aCrJKWn0715c63tVmbmqFQqUjMzsTQ11WxPzkinnqdXqXVZtm0rg/zb06FBQwA8nZyJS05m7YH9miQxKT2doZ9+pDlGpVKxfMc2/jjyF7/N+PBJboUoo4LcfI7+epCjvx5kxNxXOL/jFB3HdkehVHB6U9FsVYVSQc+3BmJXzZ51s34mJ6NsXc3eLWvT/fV+7PxuM2FnSh+/CqBWqYkNvYuVk80TX5N4Mvm5+Rxec4DDaw4wct44zu04SadxPVAoFOga6GFqZcZrP93/cKfUUeI/qhNNerdg0divSywzIymdjKR0TYIIkHg7Higa35iVmknbFzpy7fBlLu07B0DCrTj0DPXp/mofjq4LRP2E7/3PA1lMu+JJkviErK2tCQgI4Mcff2Ty5Mla4xKzsrJYvnw5nTt3xuofrVj/5Ofnx6ZNm3Bzc9NK4P7JwcGB8+fP4+/vDxQldefPn8fe3h4AT09P9PX1OXHiBJ6enkBRS9mpU6cYNGhQeV7uU8tAT5/OjZtw/sYNroaHM6xDAObGJqXG7zh1gvpe1XG1s9fa7uPiiq6ODuduBNOxYWMA4lNSiIyLo46HR6nl5eTnofzXcgxKpQLV3wl471attWZQA7y3bCkdGjSiR/MWiP9eQW4+1wIvU83XE5da1TjNMZQ6Snq+NRDbanasn/VLmSeX+LSqQ7cpfdn1/RZuHL9WpmPs3O2Jj4h9eKD4zxTk5XP10CXc63vhWqcaOxf+SfCxIK2YIR++yLXDV7i452yp5dy5HkWt1nXRM9TXLGdj7Vz0gSDt7xZmPQO9YjPm1SqVrNn3KGQJnAonE1fKwfz58ykoKKBfv34EBgZy+/ZtDh8+TP/+/VGr1cybN6/UY8eOHUtaWhovv/wyZ86cISIigkOHDvHGG2+Qnl40DmrixIksWLCArVu3cuPGDT744ANiY2M1n6JMTEwYM2YMH330EXv27CE4OJi33nqL+Ph4xo4d+5/cg8qw+M/NXAy9SWZ2NmrUBN2K4NyNYKo/pOs8LjmZs8HBJSZnJkZGdGvanGXbt3EuJISbd24zd+0aPB2daOR9f9zpmHlfsPnoYc3zFrXrsu7gAU5eCyImKYkjly/x+1+BtK7nCxSNafR0dNJ66OroYG1mhpu9fbF6iIrR/uUuuNZxR9/YABQKnHxccPfzIi48BoVSQe//DcLJx4Xt3/yBWq3G2NIEY0sTdPXvf57u9npfur1+f83Dmq3r0uPN/hxevZ/bQbc0xxia3l+GqeWQdrg3qI6FgyV2Hg50fbU3tu4OXNxdeqIh/hsdx3TFre7frwnA2ccVDz8vYsNiyErNJCEyTuuhKlSRmZxBUnSipoyeb/Sn5xv9Nc+D/rpMdnoWPab0xdbNDpdabgS80p3rR6+SlVr0wePm6RD8ujSmdpt6WNhb4uHnRdsRHQk9EyKtiOKpIS2J5cDT05ODBw8yb948Jk6cqLWY9ooVKx443s/JyYndu3fz8ccfM3DgQHJzc3F1daVDhw4YGBS9aU2ZMoXY2FheffVVFAoFL7zwAj179iQ+Pl5Tzr2JL6+++iqpqanUr1+fjRs3asYdPovsLa1YuvVP7iTEk5Wby0crf6KNry8jOnZ64HE7T53ExNCQtr71S9w/qW8/dHSUzF7zC3n5+TSs4c30YSO01kiMio8jLfN+K9Nr/fqzcvdOvvvjd1Iy0rE2N6d78xaM7NSlpFOISpIWn0r7lztj6WSDgbEBfd8Zyo2T1zj5+2HMbMyp0bwWACO/HK913K7vt3D14EUAzG0ttPb5dW2Mjq4OHV/pRsdXumm2R12JYP2sXwAwMDGky6SeGFuakpeVS1xYDOtm/EzMzeiKvFxRBmnxqXQc0xWrv18T/d8bRsiJaxzfePjhB//N3E77NZGfk8e6Wb/QaXwPRn05npyMbG6cvE7gL/fHSR9b/xeo1bQZ0QEzG3Oy07O4eTqEv1bv/3fxohTS3VzxFCkpKVVzQNpzrm3btrRo0YL58+dXSPmpgUcqpNyK8vbiH/hq0quVXY1n3oaVz07L15BPRmmSOPH4Cp6hVq/hs0fz24yVlV2NZ8LEn6dW+DlSDpU9kX8Yy/Zty62sZ4m0JFYBkZGRHDhwgNatW5Ofn8/PP//M1atX+e677yq7akIIIYR4RkmSWAUolUrWrl3LrFmzUKlU1KxZk40bN9KwYcPKrtpTQ1oRxaOSVkTxb9KKWLVId3PFkySxCnB1dWXXrl2VXQ0hhBBCPEdkdrMQQgghhChGWhKFEEIIUeUoZJ3ECidJohBCCCGqHhmTWOGku1kIIYQQQhQjSaIQQgghqhyFQlFujydx69YtLC0tS3z8c6m6nj17Fts/ZsyYJ70NFUq6m4UQQghR9Twlvc2urq4EBwdrbdu2bRv/+9//6NOnj9b2F154gVmzZmmeGxoa8jSTJFEIIYQQ4jHp6Ojg4OCgtW3r1q20b98eDw8Pre3GxsbFYp9m0t0shBBCiCpHoVSU26M8RUREEBgYyOjRo4vt+/333/Hy8qJFixbMmDGD9PT0cj13eZOWRCGEEEKIcvLLL79ga2tLjx49tLYPHjwYNzc3HB0duX79Oh9//DFXr15l06ZNlVTTh5MkUQghhBDiX2bPns2XX375wJitW7fStm1bzfOCggLWrFnD8OHD0dPT04r9Z8ti3bp18fDwICAggAsXLtCgQYPyrHq5kSRRCCGEEFVPBa+TOGnSJIYMGfLAGFdXV63nO3fuJDY2llGjRj20/IYNG6Kjo0NYWJgkiUIIIYQQ5eVJl655GBsbG2xsbB7pmF9++YXWrVtTo0aNh8ZevXqVwsLCp3oiiySJQgghhKh6nrKv5YuKimL//v0sWbKk2L7w8HDWr19Ply5dsLa2Jjg4mBkzZlC/fn1atGhRCbUtG0kShRBCCCGe0KpVqzA3Ny+2NiKAnp4egYGBLFmyhMzMTFxcXOjSpQvvvvsuOjo6lVDbslGkpKSoK7sS4umTGniksqsgnkIbVp6t7CqIp0yBSlXZVRBPoYk/T63wc2SdPVNuZRk3blJuZT1LpCVRlCgrMbOyqyCeQi62ZpVdBfGUsTA3qOwqiOfV09Xb/EySxbSFEEIIIUQx0pIohBBCiCqnomc3C2lJFEIIIYQQJZAkUQghhBBCFCPdzUIIIYSoep6ydRKfRZIkCiGEEKLKkTGJFU+6m4UQQgghRDHSkiiEEEKIqkdaEiucJIlCCCGEqHKku7niSXezEEIIIYQoRloShRBCCFH1yOzmCidJohBCCCGqHOlurnjS3SyEEEIIIYqRJFEIIYQQQhQj3c1CCCGEqHqku7nCSZIohBBCiCpHIRNXKpx0N/8HJk2axNChQ//z8/r6+vL999//5+etDB+s+bGyqyCeQh3fHlTZVRBPoWaT+lZ2FYSoEp76lsRJkybx22+/AaCrq4uLiwu9e/fmvffew8TEpJJr93Q7ePAgxsbGlV2Np8oHa37kSlSE1rY2tesxrW9REn/5VjgzfltR4rHT+w2lda16Je7bf+kc3+3YVGz7hv/NQl9XD4Bxi74iLi2lWEzj6j7MGjzyEa5ClLfqbX2p1qwmVm526BsbsvW9H8lMTNOK6f35GExsLbS2Be08zaVNRx5Ydg3/+tTq2gQjCxNSoxM5vy6Q+Jt3NPsNzY1pMKgdDrWroWekT3psCtd3n+HWqevld4HikekZGVCja1NsfdwwsjIjLzOH+KAIQnadJD8rVyvW1seNGl2aYu5sg6pQRdqdeE4t+bP0whUKvLs0xbmxDwZmxuSmZxF9LoSbe06jVqlRKJX4dG+GbU13jG3NKcjJI+nmHYJ3nCAnJaOCr7wKke7mCvfUJ4kA7du3Z+nSpeTn53P8+HFef/11srKy+Prrryu7ak81W1vbyq5ChUrLymTFgV1cjgwnKT2dcYu/wtPeiTd7DcTYwKDU4wJ8GzHSv5Pm+b0kDqCWqxsrX5uuFb/t7Am2nT1BIy/vB9bHQE+PpROmam37Z9lfjp6ISqXSPE/OSOetlUtoU0riKR6PvqkhDQf5Y1/LFSMLU3p9PoaUqHhOrNhFQW5+icfo6OsSc/UWdy6E0mho+1LLvrL1BDcDL2qel1bePW5NfGg0rD1n1hwg4WY0NdrXp93r/dj50S9kJaUD0GJMN/SNDTm86E9y07NxbVidFmO6kZWcTvyNOw8sX5SdnrEhtfq0wqa6CwbmJvi//yJpdxK4tHY/hSX8Hg0sTDC0MCV423EyYpMwtDClzoB2NHihC6eXbdXE2df1pP7QDoTsOsnldXdAocDC5cHvvV4dGlKtdT0ur91P+t0kzJxsqD+sI6qCQkL3nUVHXxdzFztC958lPToBXUN9avVuRdNxvTjy1TrUKnW535+qSJbAqXhVorvZwMAABwcHXF1dGTx4MIMHD2b79u2o1WoWLFhAgwYNcHR0pFWrVqxbt05z3K1bt7C0tGTLli3069cPJycnmjdvzsGDBzUxhw8fxtLSksDAQAICAnBycqJ9+/ZcuHBBE5Oamsr48eOpUaMGDg4O+Pn5sWjRIgBeffXVYl3JKpWKevXqsXDhwmLXsnLlSry9vSksLNTaPnbsWIYNGwZAeHg4w4cPx8fHB2dnZ9q1a8euXbu04n19fZk/fz5vvvkmbm5u1KlTh++++65YzD+7mxcuXEirVq1wdnamdu3aTJkyhZSUlDL8Bp5OP+7fyfU7kbzZcyDVHYuSQ3c7B1Rq1QOPM9DTw8rUTPMwMTTU7NPT0dXaZ2VqxrHrV2lXuz5G+qUnngAKFMWO/ScLYxOtfWfCQjA2MCi1dVI8nkZD2mNb3YmTK3aTHBnHyRW7SbmTgEKn9Le7kP3nubbrNPE3ox9Ydn5OHjlpWZrHw5LEWp0bEX4siLAjV0iLSeLc2kPkpGZSw7++JsbGy4kbhy6QFB5DZkIqwXvPkZWcjrWH46NduHig2n1bY+XuyKW1+0m7E8+l3/aTEZOIQlny6yIjJonzP+8iLiiCrMQ0ksKiCd52DBtvV3QN/v7wp1BQp18brm8/TuSxq2TGp5AZl0z0+RsPrIuVhyNxQRHEBd0iOzmduKAIYoMisKzmAEBBTh6n/28rMRdvkhmfQmpUHFd/D8TUwRoTe6tyvS9CPEiVSBL/zdDQkPz8fGbPns2qVav48ssvOXHiBFOnTmXq1Kns3r1bK3727NlMmDCBI0eO0LBhQ8aMGUNGhnaT/ccff8yHH35IYGAg1tbWjB8/HrVarTk+KCiIdevWcfr0aRYuXIizszMAL730Evv27SMmJkZT1sGDB4mNjdUkff/Ur18/0tLStBLVjIwMduzYoUk2MzIy6Ny5M5s2beLIkSP06dOHkSNHEhISolXWokWLqFOnDoGBgbzxxhvMmjWLU6dOlXrflEolc+bM4fjx4yxbtoyzZ88yffr0UuOfdmGxd2lf1w9fd08MdPWo6+bBC+0CMDU0euBxh69d5sUFc3ht+Xf8dGAXWbm5pcZevhVOdHIiXRo0eWh98gryGbvoS8b8MJ9PN6wiLKb0hEOtVrPv4jn86/phoKdXapx4dJZudkScvE5cyG0K8/KJv3mHK38eL9ZF+DhqdWlM/68n0nXmC9Tp0QzlAxJPpY4Sq2oOxATd0toeE3QL2+rOmucJN6Nxa+KDvokhKMDFzwsDMyNir0U+cX3FfeYutkSfCyEpNJrC/AKSw+9yY/dpCrLL/rrQNdRHVVhIYX4BABaudhhZmaEuVNHqzcF0nDWapuN6Y+784JbE5PC72FR3wcTOEgBTBytsargSf/1WqcfoGugDPFJ9n3kKRfk9RImqRHfzP509e5aNGzfStm1bfvjhB/744w9atWoFgIeHB2fPnmX58uV07dpVc8zkyZPp3r07ALNmzWLt2rVcvnyZli1bamI++OAD2rVrB8D06dPp1q0b0dHRuLi4EBUVhZ+fH40bNwagWrVqmuOaNWuGj48Pv/32G1OnFnU1rl69mu7du5fY3WtpaUnnzp1Zv349nToVdXlu374dXV1dTR19fX3x9fXVHPO///2PXbt2sWXLFqZNm6bZ3rFjR8aPHw/AhAkTWLp0KYGBgTRr1qzEezd58mTNz+7u7nzyySeMGDGCJUuWoCzl0/TTrLZrNQ5euUB1R5cyH9Oubn3szC2xNjUjMiGOVYF7iYiL4eNho0uM33PxNJ72jng7PfgcLja2TOnRHw97R7Lzctl65jjvrF7OgjGv4mxtUyz+QkQosanJdPFrXOa6i7JJCI3Gs2Vtkm/Flmu5IQcukBwVR25GDjaejvgNaIOJjTmnV+0rMV7f1AiljpKctCyt7TlpWTjUvj9W+Oj/bafVuB4M+GbS3wlIIceX7SDldny51v95lxweg0vjmqQ+5n3VNdTHu2szok4Eabp7jW3MAfDu2ozrW4+SlZiOe+t6NJvUl8PzfiM3PavEssIOnkfHQJ+204ajVqtQ6uhwc98ZIo9dLTFeoaOkVu9WxF4NJyc187Hq/yyS2c0Vr0okifv27cPFxYWCggLy8/Pp0aMHU6ZMYcuWLQwaNEhrXEJ+fr5WEgdQt25dzc9OTk4AxMfHlxrj6OioiXFxceGVV17hpZde4sKFC3To0IFu3brRpk0bTfyoUaP48ccfmTp1KsnJyezYsYPVq1eXej1Dhgxh8uTJZGVlYWxszIYNG+jduzeGf3d7ZmZmMnfuXHbv3k1MTAwFBQXk5ORo1fHfdb5X739f1z8FBgbyzTffEBISQlpaGoWFheTl5REbG6u5L1XJmI7d2XA8kB/37+BuchKvLvuOgPqN6Nu0FX+cOMzG439pYheOnYKdhSVdGzTVbPOwd8TR0pppvywlNCaa6o7OWuWnZWdxPPgaYwK6PbQutVyqUculmtbzqT/9wLazJxjfuWex+D0XzuDt5IKnQ9W770+78+sDqdOjGQ2H+GPmYEX3j0YRfuwqwXvPUbtbE2p3v/8h6p9jAx8meN85zc+pdxLIz86j9YSeXPzjCHmZOY9d3/p9W2FgasTBrzeSm5GNS4MaNB/TjQPz15NyO+GxyxXarm89ilfHxtTu0xoTO0vaThvG7dPXCQ+8iFeHhlQPuP+B7fD837QmiOjo69J4TA9y0jIJ3n78fqF//+8J3XeWmEthAFzZeAgbb1dcmtQk7OD5Euvi1KAGLk1qcvHXvaTHJGHubEvtfm3ITkrn9qlrWrEKpQK/EZ3QNTLg7E87yut2CFEmVSJJbNWqFQsWLEBXVxcnJyf09PQ4c+YMAL/99htubm5a8bq62pel94/uvHsJ5b2u5LLEdO7cmcuXL7N3714CAwMZOnQoffv21YxLHDZsGB999BHHjx/n0qVL2NraEhAQUOr1dO3aFR0dHXbs2IG/vz+HDh3i999/1+yfOXMm+/bt49NPP6V69eoYGxszceJE8vLySq3zvXr/+7ruiYyMZOjQoYwaNYr3338fa2trLl68yCuvvFKs3KrCUF+fkf6dGenfmf/9vISejVuwbO921GoV3Ro2pU3t+2P9rM3MSiyjhpMzSoWS6OTEYkniwcsXUCoV+Nfxe+S66SiVVHd04W5yYrF9KZkZnLpxnQldej1yueLhCvMKuLz5GJc3H6Pze8O5cfACjYa1B4WCm4GXiDxzf9hG9hPMFE0MvwuAqb0lSeExxfbnZWSjKlRhaK69woChubGmddHUzgKfgIbs+mSVJiFMuZ2AnbcL3h0alNpKKR5dYV4BN3ad5Mauk7R8fSC3jlymTv+2KBQKoo5fJebiTU1sbtr91jodfV2ajC36Wz3743ZUBYXF4jJikzTb1Co1mQmpGFqallqXmr1aEX7oAncvFJ0zIyYJIyszvDo20koSFUoFfi90xszJhpOLN5fLkAkhHkWVSBKNjY3x8vLS2lazZk0MDAyIiorC39+/wutgY2PDsGHDGDZsGJ07d+aVV17hm2++wcDAACsrK3r37s3q1au5dOkSw4cPf2D3rYGBAf369WPDhg0kJibi4OBA27ZtNftPnDjBsGHD6Nu3aC2vnJwcwsPDqV69+mPX//z58+Tl5TFnzhx0dHQAik2GqcoMdPXoUK8BlyLCuBYVycAW7TAzevjyP7fiYlGpVVibFE8i9146Q+ua9bQmtpSVWq3mVlwsHvbFJx8cuHweXV0d2tbxLeFIUZ4K8/KJOHENh1pu2NVw4fruM+SV0z9aKzc7gFK7/1SFKpIjY3Gs7U7U2fsTGRzquHP7XNFzHf2it+B/z1ZVq1TSlVaBCvMLiD4Xgo23K1aeToQdPE9+CWP9dAz0aDK2Fwrg9PJtFOYVaO1Pux1PYX4BJvZWJEf8/UFBUdQNnRBc+phSHT1d1P+aYKdWq7WGximUShq82BlTR2tOLd5CXnr2Y1/vM0vGEla4KpEklsTMzIwpU6Ywc+ZM1Go1rVu3JiMjgzNnzqBUKhk9enS5neuzzz7Dz8+P2rVrU1BQwNatW/Hw8MDgH8usjBo1ikGDBpGfn8+qVaseWuaQIUPo27cvt27dYuDAgVpJZfXq1dm2bRs9evRAT0+PuXPnkvuAyRVlUb16dVQqFYsWLaJ3796cOXOGJUuWPFGZlW35vh208KmNp70TaiD4ThQXIm7SqX7J4/zuJicRePUijav7YG5kTFRiPD8d2ImXgxO1XLWHKARF3SIqIZ5Xu5W86O7M337C28mFUe27ALD2yAF8nN1wtrYhKzeXbWdOEBEfw8SuvbWOU6vV7L14lra1fR86W1o8noZD/Ll94SYpUfGgUGDj6YhDbXfCjl4p9RhDc2MMzU0wd7AEwNzJGj0jA7KS0sjLysXGywkbL0firt8mPzsXaw/Hv88TqtVd3eOTl7hx8AI3DhYtk3N97zlajOlGYkQMCTejqe5fHyMLE24GXgIgLSaZ9NhkGo/oyIWNf5GXmYNLg+o41nbn8KIHrLMnHlmtPq2JuxJOWnQCCsCymgO2Pq7Funfv0THQo+m43uga6nNu5U509HU1SX1+Vi7qQhUFuflEHb+Kd5em5KRkkJ2cTrXW9dAzMiD67P0W67bTh3Pr6GUi/34NxgVFUL1DI7KT0smIScLcxRbPdn7cORsMFLUgNhzVBQs3e86u2IEaNfpmRRPyCrLztFozhahIVTZJhKLJJnZ2dixcuJC3334bMzMzfH19eeONN8r1PAYGBsyePZtbt25hYGBA06ZNWbt2rVZM27ZtcXZ2xs3NDQ8Pj4eW2apVK5ycnLh+/TrLly/X2vfZZ58xZcoUevTogaWlJZMmTXriJLFevXp88cUXLFiwgM8++4xmzZrx6aef8vLLLz9RuZXJztySFft3EZ2cSHZeLp//8SstfeowuFW7EuN1dXS4dCuMbWeOk52fh62ZBU2q+zCsTQd0/tXyu+fiGVxt7Kjt6l5iWTHJSdia3V9YOSMnh0W7tpCcmYGJgSGeDk58/sIr+Di7ah13ObJotvTU3vJNIBUlMymNhoP9MbO3RM/IgDaT+3D7/E2CdpQ+87+Gf33q9b4/kc3/9f4AnPxpN+HHg1AVFFKtSU3q9WqBUleXrKQ0wo5c5truM1rlmDtaY2B6f3Z91JkQDEwMqdujGYZ/L6b91/ebNYmlulBF4Peb8RvQhnav9UXXQJ/0uBRO/ryH6L/HuInykZOcTq0+rTCxtUTXUJ9Go7sTcyWM0P3nSoy3cLXD6u9liPzffUFr38nFm0kKLVq94Pq246gKVdQfFoCOvi6pd+I5tWSL1qQVU3sr9E3uvy6CNh/Gp2sz6g5oh76pEblpmUSdDOLm3qLXk6GFKQ71inrPWk8donXuS2v3c+dM8BPejWeEtCRWOEVKSoqsylkOsrOzqV27NvPmzWPIkCEPP+Apd/eP3Q8Peop8sOZHPnvhlcquxjPvwvGqtbhzx7cHceCrjZVdjWeahXnVaxFvNqkvpxZvqexqPNNazXzh4UFPSBV58+FBZaSsVqPcynqWVOmWxKeBSqUiMTGRJUuWYGRkRP/+/Su7SkIIIcSzT8btVjhJEp/QvTUUXVxc+OGHH4rNOBb/DWlFFCWRVkRREmlFFKJsJEl8Qu7u7lX6q+2EEEKIqkihqHpfAlHVSJIohBBCiKpHJq5UOEnDhRBCCCFEMZIkCiGEEEKIYqS7WQghhBBVjkK6myuctCQKIYQQQohipCVRCCGEEFWPrJNY4SRJFEIIIUSVU57dzfLVcyWT7mYhhBBCCFGMJIlCCCGEqHoUivJ7PKGVK1fSq1cvqlWrhqWlJbdu3SoWk5KSwvjx46lWrRrVqlVj/Pjxxb6M4+rVq/To0QNHR0dq167N3LlzUasrr51TkkQhhBBCVD0KZfk9nlBWVhYdO3bk3XffLTVm7NixXLp0iY0bN7Jx40YuXbrEhAkTNPvT0tLo378/9vb2HDhwgC+++ILvv/+ehQsXPnH9HpeMSRRCCCGEeAKTJ08G4Pz58yXuDw4OZt++fezatYtmzZoB8M0339C9e3du3LiBt7c3GzZsIDs7m8WLF2NkZESdOnUICQlh0aJFvPbaa5Wy5I+0JAohhBBCVKBTp05hampK8+bNNdtatGiBiYkJJ0+e1MS0bNkSIyMjTUxAQAB3794tsfv6vyBJohBCCCGqHIVSUW6PihYXF4eNjY1Wa6BCocDW1pa4uDhNjJ2dndZx957fi/mvSZIohBBCCPEvs2fPxtLS8oGPw4cPV3Y1K5SMSRRCCCFE1VPBY/QmTZrEkCFDHhjj6upaprLs7e1JTExErVZrWhPVajUJCQnY29trYuLj47WOu/f8Xsx/TZJEUaKc9LzKroJ4ClmYG1R2FcRT5kpoQmVXQTyFWv0H56joiRw2NjbY2NiUS1nNmjUjIyODU6dOacYlnjp1iszMTM3zZs2a8dFHH5GTk4OhoSEABw8exMnJCXd393Kpx6OS7mYhhBBCVD1P0RI4sbGxXLp0iZs3bwJFs5kvXbpEcnIyADVr1qRTp05MnTqVU6dOcerUKaZOnUrXrl3x9vYGYNCgQRgZGTF58mSCgoL4888/+fbbb5k8eXKlzGwGSRKFEEIIIZ7IihUraNeuHePGjQNgyJAhtGvXjh07dmhili9fTr169Rg4cCADBw6kXr16LF26VLPfwsKCTZs2cffuXTp06MC0adN49dVXee211/7z67lHkZKSIl9ZKIoJ/3lrZVdBPIXuRqZVdhXEU0a6m0VJxq98o8LPoZtefq+9AjPbcivrWSJjEoUQQghR9VRSF+zzRLqbhRBCCCFEMZIkCiGEEEKIYqS7WQghhBBVTmXN+H2eSEuiEEIIIYQoRloShRBCCFH1lMP6huLBJEkUQgghRNWjlO7miiZpuBBCCCGEKEZaEoUQQghR5cjElYonSaIQQgghqh4Zk1jh5A4LIYQQQohipCVRCCGEEFWOdDdXPGlJFEIIIYQQxUiSKJ4JNQZ0ruwqiKdQs0l9K7sKogoZ+umoyq6CeBQKZfk9RImei+5mS0vLB+4fPnw4ixcv/m8qI54aXn06YO7hQviOv0i9GanZbmRnjXPrhhg72KBWqUkJjST68FlU+QUPLM/G1wf7RnXQMzEiJymFO3+dITM6XrNf19gQ5zaNMHNzQkdfj9yUdOLOXSU5OKKiLlGUgZ6RATW6NsXWxw0jKzPyMnOID4ogZNdJ8rNyAbCu7kzzSf1KPP78L7uJuRRa4j5TByu8uzbD3MUWYxsLbuw5zc09p7VirLyc8PRvgIWrHYYWplxau587Z4LL9RrF42s9vD01W9XBzNYcVUEhsWExHPn1INHBt0s9xrWuO+1e7Ii1iw26+nqkxadyed95Tm85rhXn06IWrUd0wNLRipSYZI6sOcCNk/K7F0+P5yJJDA6+/0e3e/duXn/9da1thoaGlVEt8YR0DA1wadsIU1dH9EyMqP1SP7ITkojcc+yhCZ1dw9qo1cW365oYUb1/ACk3Irl96DRKfT1c2jWmWueWROw4XGp5lt7uuLZrQtShU2RGx2Fb3wevPh25vnor+RlZAFTr0gpdAwPCtx2iIDsXi+puVOvSmrz0LDKj457oXoj79IwNqdWnFTbVXTAwN8H//RdJu5PApbX7KczNLxZvYGGCoYUpwduOkxGbhKGFKXUGtKPBC104vWwrAMkRMez/+Cet4zza1Me9tS/x12+VWhcdfT2yktKJuRyGT7dmJcbo6uuREZNE9Nlg6g8LeIIrF4/DyMyI9i93oVo9D0ytzRi3ZArx4bFsX7CZ/Jw8kqMT2fd/O0mNS0ZXX48mvZszaNYLLJ+8kKzUzBLLzM/O49z2U8TfiqMgNx+X2m50ntiT/Nx8Luw6A4BzTVd6/28QR9ceIuTEdXxa1KLPtMH8+t5P3L1x57+8BVWWQhbTrnDPRRurg4OD5mFhYVFs27Fjx/D398fBwYH69evz6aefkpeXpzne19eX+fPn8+abb+Lm5kadOnX47rvvtM5haWnJypUreemll3B2dsbPz49169ZpxURHRzNmzBjc3d1xd3dnyJAhhIbeb4G4ffs2w4cPx8PDAycnJ5o2bcrvv/+u2T937lzq1auHvb09Pj4+TJgwQbNPrVazYMECGjRogKOjI61atXrk81c1Lu0aY+JkR+SeY2TFJRG59yg5CSkolA9+WRvZ22DXoBZR+44V22fh4QJqNbcPnSI3JY3suERuHzyFZQ139C1MSy3TrmFtkq6FknT1JrnJadwJPENBVja29X00MSaOdiRcCiYrNpG8tAziz18jPz0TYwebx78JopjafVtj5e7IpbX7SbsTz6Xf9pMRk1jq6yIjJonzP+8iLiiCrMQ0ksKiCd52DBtvV3QN9ABQF6rIS8/WejjWr070hRsU5pX+gSQ1Ko7gbce4e/4GhaV8cIm/HknIzpPEXAor8YOLqFgdxnTFpaYrOxZsJjbsLjsWbCE+Mg6lTtHrJSjwMpGXw0mNTSExKp6DP+3BwNgAe0/HUsuMDbvL9SNXSYyKJzUuhaDAy0RcCMW1TjVNTONezYm8HMGJjUdIup3AiY1HiLoSQePezSv8mp8ZCkX5PUSJnosk8UH279/P+PHjGTduHCdOnGDhwoVs2bKFTz75RCtu0aJF1KlTh8DAQN544w1mzZrFqVOntGLmzZtHjx49OHLkCAMGDOC1114jKioKgKysLHr37o2BgQHbt29n7969ODg40LdvX7Kyilqa3n77bbKzs9m6dSvHjx9nzpw5mqR2y5YtLFy4kK+++oqzZ8+ybt06GjdurDn37NmzWbVqFV9++SUnTpxg6tSpTJ06ld27d5f5/FWNkZ01SdfDybgTi7qgkMzoeGJOXqIwN6/UY5R6unh0a03UgZMUZOcW26/Q0UGtUvPP/9aqgqJ/7qbO9iWWqVAqMba3Ji3yrtb2tMi7mDjZaZ5n3o3H0tsdHUN9AMy9XNE1MiQjKqbsFy0eytzFluhzISSFRlOYX0By+F1u7D5d4u+7NLqG+qgKC0tN7KyrO2NiZ0nUiaDyqraoJPZejgQFXibq6i3yc/O5cy2So78dIjczp1isUleJX5fG5GbmEBde9r9be09HXGq6EXX1fquzc01XIi5qf0gPvxCKc03Xx78YIcrZc9Hd/CBffvklU6ZM4cUXXwTA09OTjz76iAkTJvDpp59qpth37NiR8ePHAzBhwgSWLl1KYGAgzZrd70IaOnQoQ4cOBeCDDz5gyZIlHDt2jKFDh/L777+jVqtZtGiRpsxvv/2WGjVqsHv3bvr3709UVBR9+vTB19cXAA8PD03ZUVFRODg40LFjR/T09HBzc6Nhw4YAZGZm8sMPP/DHH3/QqlUrzbFnz55l+fLldO3atUznr2oyo+Oxru1FdlxSmY9x7dCctFvRpN+KLnF/xu0YXNo2xr5xXeLPX0Opp4tz66L7rGtiVOIxOkYGKJRKCrK0/6kUZOWg63b/mIidh/Ho1gbf8UNQF6pQFRYSsfsI2QnJZa6/eLjk8BhcGtck9Xb8w4NLoGuoj3fXZkSdCCr6wFACt+Z1SLsTT9pjnkM8PaKvRVG3Q31iwu6WGuPVxJvebw1Ez0CPjOR01n+8utSu5n+auOxNjCyMUSqVHFv/Fxd3n9XsM7E0JStFu4yslExMrErvsRDaFDLhpMI990nixYsXOXfuHAsWLNBsU6lUZGdnExsbi6NjUZdC3bp1tY5zdHQkPl77H8Q/Y3R1dbGxsdHEXLx4kVu3buHqqv0pMSsri/DwcAAmTpzIW2+9xf79+/H396dXr140aNAAgH79+rFkyRL8/Pzo2LEjnTp1onv37hgYGBAcHExOTg6DBg3SWjcqPz+fatWqlfn8VU304TPYN62HS7vGGFiaU+vFXiQGhRF//hr2jevg0KSeJvb66q2YujpgZGdFyNodpZaZk5TKrb3HcGnbGKeWfqjVahIuBJOfmc2T9gU6tfBDx9CAm3/soyAnBwsvN9w7t+LG73vISUh5orLFfde3HsWrY2Nq92mNiZ0lbacN4/bp64QHXsSrQ0OqB9xvgT88/zdyUjI0z3X0dWk8pgc5aZkEbz9eUvHoGRvg4OvF9a1HK/xaRMU7+NMemg9qQ8eXu2DlbMPL303iyoELnPnzhOZDQtTlCH5+aylG5sbU79yIPv8bxJp3V5CZnPHAsn/7YCV6hvo413Sh3chOpMYmExR4+b+4rOdDeXYTy1CPEj33SaJKpeKdd96hX79+xfbZ2tpqftbT09Pap1AoUP8raXhQjEqlwtfXlxUrVhQ7j5WVFQCjRo0iICCAvXv3cujQIbp06cLUqVN57733cHV15cyZMwQGBnLo0CFmzJjB3Llz2bdvHyqVCoDffvsNNzc3rbJ1dXXLfP6qRlVQSMzxi8Qcv4j3kG4kXArG1b8pCgUkXr5Byo37XTv5mdmYuTpiaG1B/UnDtMrx6NaGzJgEbm7cA0BKSAQpIRHoGhkWdTWr1dg1rEVuasn/EAqzc1GrVOgaa0+A0jU2pCArGwB9C1PsGtTi+q/bNAlhTkIKps722PnVImr/ifK6Lc+9wrwCbuw6yY1dJ2n5+kBuHblMnf5tUSgURB2/SszFm5rY3LT7LTk6+ro0GdsLgLM/bkdVUFhi+S6Na6JWq4k+d6NiL0T8J/Jz8zmy5iBH1hzkxXmvcG77KQLGdUehUHBq0zFNTEpMMikxydwNucPYH16lfqeGHN9Q+mQ2gNS4FAASIuMwtjCl9TB/TZKYmZKBsaWJVryxpclDE08h/kvPfZLo5+dHSEgIXl5eFX6ejRs3Ym1t/cAleVxcXBg9ejSjR4/m22+/ZcmSJbz33ntA0Szsrl270rVrV6ZOnYqPjw8nT56kadOmGBgYEBUVhb+//xOdv6pSFxSSfD0cM1dHTJztiTsbVGxs4t3jF4g7pz2GrNaLvYk+co7UsOLLWRRkF3UfW9epjqpQRUZkyd1RapWKrLgkzKo5aS2lY+bmRGpo0XPl38k6/+q+/PcHDVG+CvMLiD4Xgo23K1aeToQdPE9+CWMTdQz0aDK2Fwrg9PJtD5yM4tq8DjEXQynIKX3sq6ia8nPzCQq8jHt9T1xqV4NNxSe3QdGsWh29R/v3qVAq0NG9f0x08G08/Lw4vfl+i7WHn9cDl9YR2sq1u1neikv03HfoT58+nY0bN/LZZ58RFBRESEgIW7ZsYdasWeV6nsGDB2Nvb8+IESM4cuQIERERHD16lA8++EAzw/idd95h3759REREcOnSJfbt20fNmjUBWLNmDb/88gtXr14lIiKCNWvWoKenh5eXF2ZmZkyZMoWZM2eyatUqwsLCuHTpEitWrGDlypVlPn9V49y2MSYu9ij19UABxo62mFZzKnWMYn5mNjlJqVoPgLyMLPLS7n96t63vg5GdNQaWZtjW98HVvyl3j52nMO/+8im1XuytNXM5/vw1rGt7YV23BgZW5ri0a4KeiREJl4tam3KSU8lNScO1QzOMHWyKWhYb1i5KLMOiKuL2PLdq9WmNtZczuob6KADLag7Y+riSdqfk8YM6Bno0HdcbPSMDLq07gI6+LvpmRuibGaHQ0X6LtPJwxMzRmqiTJU9YaTqhDz7dW2ieK3SUmDnbYOZsg1JXFwMzY8ycbTC2Mb9/fn1dTYxCAUZWZpg522BoKWPT/gsdXu6Ca1139I0NUCgUOPm44O7nRVx4DPpG+rQZ0QEnbxfMbM1x8HKi22u9MbUxJ/joVU0ZPV7vS4/X7y/c3rBHU7yaeGPpZI2lkzW+AQ1o2rclQX/d72o+u+0k1Xw9aTagNdYuNjQf0Bq3eh6c3XryP71+IR7kuW9JDAgIYP369cyfP5+FCxeiq6tL9erVGTFiRLmex9jYmB07dvDRRx8xevRo0tLScHR0pG3btpqWPZVKxfTp07lz5w6mpqb4+/sze/ZsACwsLFiwYAEzZsygoKCAmjVrsmrVKs3klg8++AA7OzsWLlzI22+/jZmZGb6+vrzxxhtlPn9Vk5+eiUvbxhhYmqGjr49nT39SQyOJPXPlico1drDFsbkfSn1dcpPSiDp4kuTr2uM2Da0t0DW6372ccuMWOoYGODath66JETmJKYT9eZD89L+7M1VqQrccxLl1Qzx7t0epp0deSjqRe4+TFi5ropWnnOR0avVphYmtJbqG+jQa3Z2YK2GE7j9XYryFqx1WHkVjj/3ffUFr38nFm0kKvT/JybVFHTJik0iJKHlmq7GNudYYR0NzE9q8NVTz3MTWgmot65IYeodTi7cUnd/NXmuhbu+uzfDu2ozbp69zed2BR7t48cjSElLp8HJnrJxsMDA2oP+7Qwk5cY0TGw+jUCiwdbPDN6ABhmZG5KRnc/dmNGs/+Jn4W/fXNjWzs9AqU6lU4j8yAHN7S9SFKlJikvlr1X4u7D6jiYkOvs3Wr36nzYgOtBnWnpTYJLZ+9buskSieKoqUlBRpZBXFhP+8tbKr8EhqDOjMzT/2VnY1nnl3I9MquwqPpNmkvppkTFSMK6EJlV2FcjP001Gsm/lLZVfjmTB+5RsVfg5j3fJLX7IKZK3Ekjz3LYlCCCGEqILKdQkcaS8ryXM/JlE8G6QVUZREWhHFo5BWRCG0SUuiEEIIIaocRbl+nZ60JJZEkkQhhBBCVD3l2t2sKseynh3S3SyEEEIIIYqRlkQhhBBCVDnl290sSiJJohBCCCGqnnLtbhYlkTsshBBCCCGKkSRRCCGEEEIUI93NQgghhKhyFNLdXOEkSRRCCCFE1aOUiSsVTdJwIYQQQghRjLQkCiGEEKLKke7miidJohBCCCGqHlknscJJGi6EEEIIIYqRlkQhhBBCVDnS3Vzx5A4LIYQQQohiJEkUQgghhBDFSHezKJFSRwYEi+L09eRzpdB2NzWtsqsgnlOpqamVXYVnnrzjCyGEEEKIYiRJFEIIIYQQxUiSKIQQQgghipEkUQghhBBCFCNJohBCCCGEKEaSRCGEEEIIUYwkiUIIIYQQohhJEoUQQgghRDGSJAohhBBCiGIkSRRCCCGEEMVIkiiEEEIIIYqRJFEIIYQQQhQjSaIQQgghhChGkkQhhBBCCFGMJIlCCCGEEKIYSRLFM8GrX6fKroJ4CjUa16eyqyCeYpO/nlTZVRDiqaZb2RV43lhaWj5w//Dhw1m8ePF/U5nnkFe/Tpi6OGhtS7kRQeSeo5rn9o3rYubugpGtFUo9XS79sKZMZesaG+LYsiHm7s4o9fTIS8vgTuApMqPjNDH6FmY4tWyAqasjCqWS3JQ0IvceJTc5rXwuUDyWWv39sarujIG5CYW5+aRGxnBz10my4lM0MbqG+vj0aYNdbXcA4q/dIuTPIxTk5JVabsCciSVuv338CsF/HilzjPjv+LatR8teLXH1dsHU0pQfpi4m9GKoVoyZlRm9J/bCp7E3hsaGJNxJ4MDag5zbf77Ucv3869NxWAdsXWxR6uiQcCeewI2HObPnjCbGwMiA7mO6Uq+NL2aWpty+eYfNC7cQFRxVYdcrxINIkvgfCw4O1vy8e/duXn/9da1thoaGlVGtKknH0ACn1o0wdXFAz8SIWiP7kp2QTNS+Y6jyC0o9LulaKDEnLmieqwoKtfYrdHRIDYsk404sDk3qlakuSn09qg/oQtbdeMK3HaIgOwcDC1MKsnM0MXpmJtQY2IXk4HDCNu+jMC8fAyvzB9ZVPDo9Y0O8e7bEyssZfTMTWk0bQfrdRILWH6AwL7/EY9LvxBFzPpiclEz0jA3wDGhCw1d6c2zeGtQqFQB1h3XC0NKU8z/tAKD2AH/qDOnIpV92lVqXw5/9rPXczNWOBi/1IPZy6CPFiPJjYm5Mn0l9qNGgOua25nyw5n2iQ+/w65y15Gbnom+oT8TVCM7uO8sL740osYwR7w3D2MyYFTNWkpGagW8bX0a8N5yU+FTCLoWVeExmWhZ7V+8jLjKOwkIVdVrUZui0wWSmZnDt5HUAhvxvMM5eTvz2xVpS41No3LkxE+ePZ96Y+aQmyAdJ8d+T7ub/mIODg+ZhYWFRbNuxY8fw9/fHwcGB+vXr8+mnn5KXV9RSsXbtWpycnAgJCdGU9/HHH1O3bl1SUlIAWLduHR06dMDV1ZUaNWrw0ksvER0drYnPz89n+vTp1KpVC3t7e+rWrctHH330n11/eXJu0xgTR1ui9h0jOz6JyH3HyElMQaF88MtalV9AQVaO5qH6V+IQe+oSCReuk5OQVOa62DeqQ0FWDlH7j5Mdl0h+eiYZt2O1WggdWzQgPeoud4+eIzshmby0DNJvRZOfkfVoFy4eyLtXKyyqOXJ1/UHSoxMI2nCAzJhEFEpFqcfcOXWNlIgYclLSSY9OIGzvKQwtTDCyNgPA2M4S25rVuL7pL9IiY0mLjOX6pr+wq+2Bsa1FqeXmZWRrPexqe5IZn0JK+N1HihHlp++rffGo686vX6zlzo07/PrFb9wNi0GpU/S+cXbvOfb8spfrfyduJfGo68GRLceIvB5J0t0kAjcEkhKfSrVabqUec/P8Ta4cvUpcVDyJ0Ykc/uMId8Pu4uXrCYCevi712/mybdkOQi+GkhCdyO6f95AQnUirPq3K9yYIUUbSkvgU2b9/P+PHj2fOnDm0bt2aqKgo3nrrLXJzc5k9ezbDhg1j3759jB07ln379nHy5Em+//57/vjjD003dl5eHu+99x4+Pj4kJiby4Ycf8sorr7Bz504AlixZwvbt2/nxxx+pVq0a0dHR3LhxoxKv+vEZ2VqRHBJBZnQcqoJCsu7Gk3U3/qHHWXq7Y+ntTkF2Dum3ook9ffmJW/PMPd1Ij4ymWpc2mLo4kJ+VRVJQKImX7yf05h4uxJ+7imevDhjZW5OXlkn8hWuk3rz1ROcW2sycbIm5EEJKeDSq/AJSImJIiYgp8/FKPV2cGtciOzmd7OR0ACyqOVCQm0fqrfvlpN6KoSA3Hwt3R7ISUh9aro6+Lg5+1Qnff/aJYsSTcanhwtl95wi9GEpeTj7hl8MJvxz+SGWEXw6ngb8fV49dJTs9mzot62BqYULI2bK/l3o3rIGdqz07fixqiVbq6KCjo0PBvz605ufm41nP85HqJ0R5kSTxKfLll18yZcoUXnzxRQA8PT356KOPmDBhAp9++ikKhYKvvvqKNm3aMG3aNPbt28err75Ku3btNGWMHDlS87OHhwdff/01zZo1486dO7i4uBAVFUX16tVp1aoVCoUCNzc3mjdv/p9fa3nIjInHqqYn2XFlb/FLCYkgLz2TgsxsDKwtcGrZAEMbK8K3Hniiuuibm2JTz4eEi9cJO3cVI1srnNs1ASDxcgi6xobo6Oth37geMScvcvfEBUxdHKjWuRUR+fmk34p+yBlEWaXeisGxoQ9pdx7+geGfXFrUpUa3Fuga6JEZl8z5H7eiLizqatY3MyY/M6fYMfmZ2eibGpepfAc/b5Q6Otw9F/xEMeLJRFwJp0mXxtwOuf3YZfz8ySpGzXyR2Zs/obCgkIL8AlbNXkN06IP/jg1NDPlw/Ux09XRRqVT8sWAT108VtVjmZucSfjWCzi92IiYihrSkdBp1bIhHHXcSohMeu65CPAlJEp8iFy9e5Ny5cyxYsECzTaVSkZ2dTWxsLI6OjlhYWLB48WJ69eqFr68vM2bM0CrjwoULzJ07l8uXL5OSkoJarQbg9u3buLi4MGLECPr370/jxo3p2LEjnTt3pnPnzigf0kX7NIo+chb7xvVwbtMIA0tzfIb3Ivl6KPEXrmPXqA72jetqYkN+3UZ+RhZJQTc123KSUshLy8B7cDeMbK3ITkh+/MooIDsuSTPWMSchGQNLM2zq+fzdmljU1ZkafpuEi9c1MUb2Ntj41pQksRyFbD+GR4dG+PRsjbGtBS3eHEL02WAij1zC3b8BHu0baWJPfLOO3NQMAGLO3yDpxm0MzIyp1tYP3xFdOLNkc7mNGXVpVpv4oIgSk81HiRFPZsvirQSM6EjfyX2wc7Vj+oppnN59mkMbAlGr1GUqo8eYbphYmLD47SVkpmZSr009Rrw7jB/eXER0WOnDBHKzcvlq3NfoGxng3cibPpN6kxSTxI3zRe9Lv875jWHThvDh+lkUFhZy58Ydzh84j6uPa7lcuxCPSpLEp4hKpeKdd96hX79+xfbZ2tpqfj527Bg6OjokJCSQnp6OtbU1AJmZmQwcOJD27duzdOlS7OzsSExMpHv37ppxjQ0aNODSpUscOHCAwMBAJk2aRL169di8eXOVSxTVBYXEnrxI7MmL1BjUlYRLIbi0awIoSLpyQ6sbNz8zu8QysuMSUatU6FuaP1GSWJCVQ26ydpdjTlIatvVNACjMyUVdqCI3STsmNzkVS2/3xz6vKE6VX0DYnlOE7TlFk8kDuH38Mj6926BQKLhzMoi4f0wIyUvP1PxcmJtHdm4e2YmppEbF4j/rZezreRJz/gZ56VnomRSfVKZnYkReGcaUmjrZYO5qT+juU08UI55cXk4eO1fsYueKXby56HUObzrCgCn9USgUHFh78KHH2zjb0HZAW74c+5UmIYz+e2xhm/5tWP/VhlKPVavVJEQnFh0TGo1DNXsCXgjQJImJ0Yn8MHUx+ob6GBgbkJ6UzsiZL5J4t+y9JUKUp6qVFTzj/Pz8CAkJwcvLq9hDV7conz9z5gzz589n9erVODo68vrrr2uOv3HjBomJicycOZPWrVvj4+NDfHzxLjczMzP69u3L119/zfr16/nrr78ICyt5Rl5VoSooJCUknNSwKEyc7CjMzSMvNUPzQF1yC4GhjSUKpZKCUpLIssq8G4+BpbnWNgNLM00SolapyIpLxMDq3zHmWomKKF+q/AJizt8gPigCCw9HCrJzyU5M0zwe1nKk1NEBIDUyFl0DfSyq3V8+yaKaA7oGelrjFEvj0qwO2UlpJN0svYuzLDGifOXl5HN27zkuH7mCp2/Zxv3pG+gBoPrXa0elUj9wclRJFEoFunrF22rycvJIT0rHyNSIWk1rcuXolUcqV4jyIkniU2T69Ols3LiRzz77jKCgIEJCQtiyZQuzZs0CICMjg/Hjx/Pyyy/TvXt3li9fzsGDB/nll18AcHV1xcDAgGXLlhEREcHu3bv5/PPPtc6xcOFCNm7cSHBwMGFhYWzYsAFzc3OcnZ3/8+t9Uk6tG2HibI9Sv+hN29jBBjM3p1JbBPXNTbFvUg8jO2v0zEwwc3emWpc2ZMcnkRlzP5nWMzXG0NYKPTNTAAxtrTD8e83Ee3xG9MLG10fzPOHiNYwdbLFvXBd9C1MsqlfDtn5NrYkr8eeDsKhRDes6NdC3MMW6TnUsa7hrxYgn592zFZaeTugY6ANg7maPdQ1XMkoZ12VkY457uwaYOdtiYGGKRTUHfEd0QVWoIuF6UWt0VnwKCcGR1OrfDvNqDphXc6BW/3bEX4vQTFoxMDehxdSh2NXx0CpfqaeLY4MaRJ8ufbZsWWJE+eg7uQ/V63thaGKIQgHutatRs4kPd27cAcDYzAjn6s44ejoBYOtig3N1Z8ysima6x0bGEX87noFvDqBaLTdsnG3wH+yPT2NvLh+5n8xN/HICPcd21zzv9EIA3o28sXayxr6aPf6D/WnSuTFn953TxNRs4kOtZrWwdrTGp7E3k7+eSFxkHKd2nf4vbo0QxUh381MkICCA9evXM3/+fBYuXIiuri7Vq1dnxIiitbreffdd9PX1+eSTTwCoXr06c+bM4b333qNNmzZ4eXmxePFiPvnkE5YvX07dunX57LPPGDhwoOYcZmZmfPfdd4SFhaFQKPD19WXDhg0YG5dt8P3TJD8jC6fWReMRdfT1cO/hT2poFHFnS/7UrVapMHV1xNavFko9XfIzskiPuEPs6ctaLY0OzepjXbu65rnP0B4AhG7aq1kY29DKAl1DA01MdlwSETsDcWzRAPsmvuRnZBJz6hKJV+4ngGnht7lz6BT2jevi3LYxuSnpRO0/JuMRy1lOSgbePVthbGOBrqE+9Ud2I/5qOBGHSl7oWFVQiKWXM9Xa+qFrqE9eRjYpEXc5s3gTeRn3W5ivrt2HT582NHy5JwDx1yII+cdi1wqlEhN7K63XBYBD/eoo9fSIPlt6AliWGFE+kuOS6TO5D3YuthiaGPLyp6O5fPgK+9bsB6Buq7oMf2eYJn7o/4YAsPvnPez+eQ+qQhXL3vuRXuN68MrsMegbGZAYncDaeesJOh6kOc7W2YaUuBTNcwMjfQa9OQBLO0vyc/OJjYrj1y9+4/yBC5oYQxMjeo7rjqWtJVnpWVw6fJkdP+5E9fcEKiH+a4qUlJSyjdQVz5Vbq7dVdhUeiVe/ToRt3lfZ1Xjmxd9Or+wqPJJG4/pwbtmflV2NZ9r2kzcfHvSUmvz1JBa9Jd9wVRE+3DSzsqsgyoF0NwshhBBCiGIkSRTPBGlFFCWRVkTxINKKKMSDSZIohBBCCCGKkSRRCCGEEEIUI0miEEIIIYQoRpJEIYQQQghRjCSJQgghhBCiGEkShRBCCCFEMZIkCiGEEEKIYiRJFEIIIYQQxUiSKIQQQgghipEkUQghhBBCFCNJohBCCCGEKEaSRCGEEEIIUYwkiUIIIYQQohhJEoUQQgghRDGSJAohhBBCiGIkSRRCCCGEEMUoUlJS1JVdCSGEEEII8XSRlkQhhBBCCFGMJIlCCCGEEKIYSRKFEEIIIUQxkiQK8RCWlpZs2bKlsqvxXFGpVLz55pt4enpiaWnJ4cOHS9w2adIkhg4dWtnV/c8cPnwYS0tLEhMTS3wunsx/eT99fX35/vvvK/w8QjwJ3cqugBBlNWnSJH777bdi2//66y/q169fYecNDg7G0tISgFu3buHn58fBgwdp2LBhhZ3zWRUdHc3cuXPZu3cv8fHx2Nra0rlzZ9555x1cXFw0cXv27GHNmjVs27YNDw8PrKysStxWv3591OqKnXt3+fJlPv/8c86ePUtqaip2dnY0bNiQzz77jGrVqlXouR+mefPmBAcHY21tXan1+C/d+1sszfDhw1m8ePF/UxkhnnGSJIoqpX379ixdulRrm42NzSOXU1BQgI6ODgqF4qGxDg4Oj1x+WeTl5aGvr18hZT+NIiIi6Nq1K+7u7ixevBgvLy/Cw8OZPXs2HTt2ZM+ePbi7uwMQFhaGg4MDzZs31xxf0raKvn8JCQn07duXgIAA1q9fj5WVFVFRUezZs4f09PQKPXdZ6OvrV9jr82kVHBys+Xn37t28/vrrWtsMDQ0ro1pCPJOku1lUKQYGBjg4OGg95s+fT8uWLbXi1qxZo9UyNWfOHFq2bMmaNWto0KAB9vb2ZGZmYmlpycqVK3nppZdwdnbGz8+PdevWaZX1z+5mPz8/ADp06IClpSU9e/YEKLHb894577kX8+2331KnTh3q1KkDFLWujRkzBnd3d9zd3RkyZAihoaHldMeeHtOmTUOpVLJ582b8/f1xc3OjXbt2bN68GaVSybRp04Ci+/T+++9z+/ZtLC0t8fX1LXHbvdh/3ne1Ws33339Po0aNsLe3p06dOnz88cea/Y96r0+cOEFKSgo//PADDRo0wN3dnTZt2vDJJ59Qt25doKh12dLSkvPnz2sd+8/Xzb2YDRs20K1bNxwcHGjatCkHDhzQxN/r6ty1axdt2rTBwcEBf39/Lly4UGr9SuoePXnyJD169MDJyYnatWvz1ltvkZaWptl/9OhROnXqhIuLC9WqVaNjx44EBQWVeo6nzT//9i0sLIptO3bsGP7+/jg4OFC/fn0+/fRT8vLyNMfn5eXxySefUK9ePezt7fHz82PJkiVa57hy5QoBAQE4OTnRvn17rd/BvfeWwMBAWrZsibOzM7169SIiIkKrjJ9++omGDRtqWp5//vnnB15XVFQUL7zwAq6urri6uvLiiy9y584drZivv/4ab29vXFxcmDBhAl988YXmb+Ho0aPY2toSGxurdcynn35Kq1atynRvhfg3SRLFc+PWrVts3LiRlStXcuTIEU2Lw7x58+jRowdHjhxhwIABvPbaa0RFRZVYxr1/6r///jvBwcGsXr36kepw9OhRrl69ysaNG9myZQtZWVn07t0bAwMDtm/fzt69e3FwcKBv375kZWU92QU/RZKTk9m3bx9jx47F2NhYa5+xsTGvvPIKe/fuJSUlhS+++ILp06fj4uJCcHAwBw8eLHFbST755BPmz5/P1KlTOXHiBCtXrtR8WHice+3g4IBKpWLLli3l0q394YcfMmHCBA4fPkz79u0ZMWIE0dHRWjEzZ87k448/5uDBg3h4eDB06NAyvxauXr3KgAED6N69O0eOHGHVqlVcvnyZ1157DShqQR8xYgQtWrTgyJEj7Nu3j0mTJqGjo/PE1/Y02L9/P+PHj2fcuHGcOHGChQsXsmXLFj755BNNzKRJk1i7di2fffYZp06d4vvvv9ckm/d8/PHHfPjhhwQGBmJtbc348eO1fv+5ubl8/fXXLFy4kD179pCamspbb72l2b9161amTZvGpEmTOH78OBMnTuTtt99m586dJdZbpVIxYsQI4uPj2bp1K1u3biUmJoYXXnhBc97ff/+duXPnMnPmTAIDA6lZsyaLFi3SlNG6dWs8PT1Zu3atVrlr165l5MiRT3ZjxXNLuptFlbJv3z6tFsKWLVvSuHHjMh2bl5fH0qVLsbe319o+dOhQTWvUBx98wJIlSzh27FiJEyLudW1bW1s/VjefgYEBCxcuxMDAAIBVq1ahVqtZtGiRpuv722+/pUaNGuzevZv+/fs/8jmeRqGhoajVanx8fErcX7NmTdRqNaGhoTRu3BgzMzOUSqXWPS5p2z9lZGSwaNEi5syZo/mn6OXlRbNmzYCif7KPeq+bNm3K22+/zaRJk/jf//5Ho0aNaNOmDYMHD36s8YhjxozRnGfu3LkcOHCAFStWMGPGDE3MtGnTCAgIAOCHH36gTp06bNy4kVGjRj20/O+++47+/fszZcoUzbavvvqKdu3aER8fj66uLqmpqXTr1g1PT0+AUn8nVdGXX37JlClTePHFFwHw9PTko48+YsKECXz66aeEhYXx+++/s3HjRjp16gSAh4dHsXI++OAD2rVrB8D06dPp1q0b0dHRmveegoICvvzyS7y9vQGYMmUKr732Gmq1GoVCwcKFCxk6dCjjx48HoEaNGly4cIEFCxbQvXv3YucLDAzk6tWrnD9/XjPkYvny5TRs2JDAwEDat2/PkiVLGDFihOZ18NZbb3H48GFu3rypKWfUqFGsWrWKN954AyhKmuPj45+ryV2ifElLoqhSWrVqxeHDhzWP7777rszHOjs7F0sQAU23IYCuri42NjbEx8eXS33/rXbt2poEEeDixYvcunULV1dXXFxcNF2AKSkphIeHV0gdnlXBwcHk5ubi7+9f4v7HvdczZ84kJCSEBQsWUKdOHVatWkWLFi0IDAx85Do2bdpU87NSqaRx48Zcv35dK+ZeUgtgampK3bp1i8WU5uLFi6xfv15zfS4uLnTr1g2A8PBwrKysGDFiBAMHDmTIkCEsXLiw1FbzqujixYt89dVXWtc/btw4MjMziY2N5dKlSyiVStq2bfvAcv75nuDo6Aig9Z5gYGCgSRDvxeTl5ZGSkgIUvRb/OXYWij7QlvZ7DA4OxsnJSZMgQlHy6uTkpDkmJCSERo0aaR337w/Iw4cPJyIigpMnTwKwevVqevbs+VxNbBLlS1oSRZVibGyMl5eX1jalUlmsK7CgoKDYsSYmJiWWqaenp/VcoVA8ctfi49ZBpVLh6+vLihUrisVaWVk9Uh2eZl5eXigUCoKDg+ndu3ex/cHBwSgUimK/2/L0JPfa2tqafv360a9fPz788EPatWvHvHnz8Pf3R6ks+qz9z99/fn5++Va+jFQqFaNGjWLy5MnF9jk5OQGwaNEiJk2axP79+9m5cyezZ89mzZo1mtbLqkylUvHOO+/Qr1+/YvtsbW3LXM4/3xPutTr/8/erq6v9r/NejEqlemC5ZZko9yTH2Nra0r17d1avXo23tzc7d+7U6n4W4lFJS6Ko8mxtbYmLi9N6E798+XKFnOvebNrCwsJidYiJidHaVpY6+Pn5ERYWhrW1NV5eXlqPZylJtLa2JiAggB9//LHY+LqsrCyWL19O586dn+iafXx8MDAwKLWFr7zutb6+Ph4eHmRmZgL3k49//v5L+92fOXNG87NarebcuXPUrFlTK+b06dOanzMzMwkKCioWUxo/Pz+uXbtW7Pq8vLwwMjLSxPn6+vLmm2+yfft22rRpU+LSUlWRn58fISEhJV6/rq4uvr6+qFQqDh8+XKH1qFmzpqY1757jx49Tq1atUuPv3r3LrVu3NNsiIiK4e/eu5hgfH59ik6POnTtXrKyXXnqJzZs389NPP2Fvb0/79u2f8GrE80ySRFHltWnThuTkZL766ivCw8P55ZdfKmzxazs7O4yMjNi/fz9xcXGkpqYC0K5dOy5dusSqVasICwtjwYIFnDhx4qHlDR48GHt7e0aMGMGRI0eIiIjg6NGjfPDBB8/cDOf58+dTUFBAv379CAwM5Pbt2xw+fJj+/fujVquZN2/eE5VvZmbGxIkT+fjjj1m9ejXh4eGcPXuWH3/8EXi8e71r1y7Gjx/Prl27uHnzJjdu3OD7779n79699OrVCwAjIyOaNm3KggULuHbtGidPntQaY/hPK1asYMuWLdy4cYN3332XqKgoxowZoxXz5ZdfcvDgQa5du8Zrr72Gvr4+gwYNKtM9eOONNzh37hxTp07l4sWLhIWFsWvXLt58802gKPH46KOPOHnyJJGRkfz1119cvXq1zEno02769Ols3LiRzz77jKCgIEJCQtiyZQuzZs0CisYG9u/fn9dff50tW7YQERHBsWPHyr21bcqUKaxbt45ly5YRGhrK0qVL2bBhA6+//nqJ8e3bt6du3bqMHz+e8+fPc/78ecaNG4efn59mbOTEiRP59ddfWbVqFaGhoSxYsIAzZ84Ua2ns0KEDVlZWzJ07lxEjRmhauoV4HPLqEVVezZo1+frrr1m5ciWtW7fm0KFDWjMNy5Ouri5z585l1apV1KpVixEjRgAQEBDAO++8w+zZs2nfvj2RkZGMHTv2oeUZGxuzY8cOPDw8GD16NM2aNWPSpEmkpKQ8dNHgqsbT05ODBw9Sq1YtJk6cSIMGDRg3bhw+Pj4cOHCgxAkEj+rDDz/kzTffZP78+TRr1oxRo0ZpZg8/zr2uVasWJiYmzJw5k3bt2hEQEMC6dev49NNPefvttzVxCxcuBKBjx45MnTq11CTxww8/5IcffqBNmzbs37+f1atXa03EuhfzwQcf4O/vT2hoKOvWrSt1qMS/1atXjx07dhAZGUmvXr00y/XY2dlp7sHNmzcZPXo0TZo0YfLkyQwePFiTRFZ199azPHLkCAEBAQQEBPDNN9/g6uqqiVmyZAmDBg3i3XffpVmzZkyePFlriaDy0KtXL+bNm8eiRYto3rw5S5Ys4auvvipx0goUdSn/+uuv2NjY0Lt3b3r37o29vT1r1qzRJIEDBw5k2rRpfPzxx7Rr146goCDGjBlTbF1IhULBCy+8QH5+Pi+88EK5Xpd4/ihSUlIq9usKhBDiOVeWb+o5fPgwvXv3JjQ09LEWiBfPnxdeeIGCgoJia7u+9dZbhIWFsXnz5sqpmHhmyMQVIYQQ4imXlZXFjz/+SKdOndDV1eXPP/9kx44d/PLLL5qY1NRUgoODWbt2LT/99FMl1lY8KyRJFEIIIZ5yCoWCffv28fXXX5OTk4OXlxf/93//p7VawIgRIzh37hwvvvgiXbt2rcTaimeFdDcLIYQQQohiZOKKEEIIIYQoRpJEIYQQQghRjCSJQgghhBCiGEkShRBCCCFEMZIkCiGeO1lZWcyZM6fCv55NCCGqMkkShRDPnezsbObOncuRI0cquypCCPHUkiRRCCGeYpmZmZVdBSHEc0qSRCFElRITE8Obb75JnTp1sLe3x9fXl9dff5309HSSk5OZOXMmrVq1wtXVFRcXF3r27MmxY8c0x9+6dYvq1asDMHfuXCwtLbG0tGTSpEla55gyZQo+Pj7Y29vTrFkzfvzxx2J1iYyMZNiwYTg7O1OjRg3effdd9u/fj6WlZbGu7C1bttC+fXscHR3x9PTklVdeISoqSitm0qRJODg4cOvWLYYNG4abmxtDhgzh559/xtLSkgsXLhSrw5IlS7C0tCQ4OPhJbqsQQhQj37gihKgyYmNjCQgIIDExkZdeeonatWtz9+5dtm3bRlJSEklJSWzZsoX+/fvj4eFBamoqq1atol+/fhw4cIB69epha2vL119/zVtvvUWvXr0031jh6ekJQHx8PJ06dUKlUvHKK69gZ2dHYGAgb7/9NklJSUybNg0oauHr06cPMTExTJw4EUdHRzZs2FDiOMd169YxYcIEGjRowKxZs0hMTGTp0qWcOHGCv/76S+u7mlUqFQMGDKBx48Z88skn6Ojo0LdvX9555x3Wr19PgwYNtMpev349DRs2pGbNmhV014UQzyv5xhUhRJUxadIk1q1bx549e2jSpInWPrVaTV5eHnp6eiiV9ztJUlJSaNq0Kd26deP7778HIDExkerVq/POO+/w3nvvaZXzxhtvsHPnTo4dO4atra1m++uvv86GDRu4du0alpaWLFy4kBkzZvDzzz/Tt29fAHJycmjXrh0hISFs3bqVtm3bkp+fT926dbGysuLQoUMYGRkBcPjwYXr37s1rr73G7NmzNdf322+/MXnyZD7//HOteo0ZM4ajR48SFBSEjo4OADdv3qRJkyZ88cUXTJw4sTxusRBCaEh3sxCiSlCpVGzfvp3OnTsXSxCh6LttDQwMNAliTk4OSUlJFBYW0qhRoxK7av9NrVazZcsWunTpgkKhIDExUfPo2LEj2dnZnD17FoD9+/fj4OBAnz59NMcbGhoyatQorTLPnz9PXFwcY8aM0SSIAG3btqVBgwbs2bOnWD3Gjh1bbNvw4cOJjY3l0KFDmm3r1q1DV1eXgQMHPvTahBDiUUl3sxCiSkhISCAtLY3atWuXGqNSqViwYAErV67k1q1bWvvc3d3LdI6UlBRWr17N6tWrS4yJj48HICoqCg8PDxQKhdZ+Ly8vref3xh16e3sXK8vHx4c///xTa5tSqaRatWrFYjt27IiDgwPr1q0jICAAgA0bNhAQEICdnd1Dr00IIR6VJIlCiGfG119/zezZsxk+fDgzZszA2toaHR0dvv76a8LDwx96vEqlAmDQoEG8+OKLJcbUqlWrXOv8b3p6eujqFn9r1tHRYfDgwfz0009kZmZy5coVIiIimDVrVoXWRwjx/JIkUQhRJdja2mJubs61a9dKjdm8eTNt2rRh8eLFWtvnzJmj9fzfrX//PIeZmRkFBQW0b9/+gfVxc3MjKCgItVqtVV5YWFixOIAbN27QsWNHrX03btwosdWwNMOHD2fhwoVs27aNU6dOYW5uTo8ePcp8vBBCPAoZkyiEqBKUSiU9e/Zk7969nDlzpth+tVqNjo4OarX2XLyTJ09y6tQprW33xgampKRobdfR0aFPnz5s376dy5cvFztHQkKC5ueOHTsSGxur1V2ck5PDL7/8onVMw4YNsbe3Z+XKleTk5Gi2Hzt2jPPnz9O1a9eHXPl9devWpX79+qxZs4ZNmzbRt29fDA0Ny3y8EEI8CpndLISoMmJiYujQoQPJycmMHj2aWrVqERcXx9atW1m9ejW//fYbX3zxBUOHDqVVq1aEhoaycuVKXFxcyMjI0Er8WrZsSUJCAtOnT8fa2hp3d3eaNGmiWQInLi6OUaNGUbt2bVJSUrh8+TLbtm0jNjYWgIyMDFq1akV8fDwTJkzQLIGTl5eniW3Tpg0Aa9euZeLEiTRs2JAhQ4ZolsAxMzPj8OHDmiVwJk2axB9//KE5R0kWLVrE+++/D6B1DiGEKG+SJAohqpQ7d+7w2WefsXfvXlJTU3F0dKRjx47Mnj0bfX19PvvsMzZs2EBSUhK1a9fmgw8+4Pfff+fIkSNaSeKZM2d45513uHLlCrm5uQwfPlzTTZ2QkMC8efPYsWMHsbGxWFlZ4ePjQ9++fRk3bpymjIiICN555x3++usvTExMGDZsGE2bNuWll15i3759WrOwt2zZwjfffMO1a9cwMjKiY8eOfPTRR1rdzWVJEuPj46lduzZOTk5cunSp1K5zIYR4UpIkCiFEObrX0hcUFISzs3O5l5+SkoKPjw9Tpkxh5syZ5V6+EELcI2MShRDiMWVnZ2s9z8nJYeXKlVSvXr1CEkSAX3/9lby8PIYPH14h5QshxD0yu1kIIR7TyJEjcXV1xdfXl7S0NNavX09ISAjLli0r93MFBgYSEhLCvHnz6Nq1KzVq1Cj3cwghxD9Jd7MQQjymRYsWsWrVKiIjIyksLKRmzZq88cYbDBgwoNzP1bNnT06dOkXTpk35v//7P1xdXcv9HEII8U+SJAohhBBCiGJkTKIQQgghhChGkkQhhBBCCFGMJIlCCCGEEKIYSRKFEEIIIUQxkiQKIYQQQohiJEkUQgghhBDF/D8ekYoKBGvbYgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 576x576 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Heatmap showing average profit of LossState data in each category across all state\n", "plt.figure(figsize=(8,8))\n", "avg_num_cats('state', 'profit', 'category', LossState);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ ">**Generate Slideshow**: Once you're ready to generate your slideshow, use the `jupyter nbconvert` command to generate the HTML slide show. . From the terminal or command line, use the following expression." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true, "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# jupyter nbconvert Part_II_slide_deck_template.ipynb --to slides --post serve --no-input --no-prompt" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "> This should open a tab in your web browser where you can scroll through your presentation. Sub-slides can be accessed by pressing 'down' when viewing its parent slide. Make sure you remove all of the quote-formatted guide notes like this one before you finish your presentation! At last, you can stop the Kernel. " ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 2 }