{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "notes" } }, "source": [ "# DeLong and Olney Macroeconomics 3rd Edition ch 1 sn 1.2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up the environment" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;}" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# the above \"magic\" (%%) command is there to keep output cells \n", "# from shifting to autoscroll, which leaves you peering at a \n", "# small portion of a window looking for whatever the computer\n", "# just did in the output cell..." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/delong/anaconda3/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning:\n", "\n", "The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "LIBRARY VERSIONS\n", " \n", "Python version:\n", "3.6.1 |Anaconda custom (x86_64)| (default, May 11 2017, 13:04:09) \n", "[GCC 4.2.1 Compatible Apple LLVM 6.0 (clang-600.0.57)]\n", "\n", "matplotlib version: 2.0.2\n", "pandas version: 0.20.1\n", "numpy version: 1.12.1\n", "statsmodels version: 0.8.0\n", "PIL version: 4.1.1\n", "scipy version: 0.19.0\n" ] } ], "source": [ "# set up the environment by reading in libraries: \n", "# os... graphics... data manipulation... time... math... statistics...\n", "# and reporting version numbers to help at debugging\n", "#\n", "# needs to be cleaned, as contains excess and unneeded libraries...\n", "\n", "import sys\n", "import os\n", "from urllib.request import urlretrieve\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import PIL as pil\n", "\n", "import plotly\n", "plotly.tools.set_credentials_file(\n", " username='delong', \n", " api_key='d6vMMwVn4sEBmR2MLN9H')\n", "\n", "import plotly.plotly as py\n", "import plotly.graph_objs as go\n", "from plotly.graph_objs import Scatter\n", "from IPython.display import Image\n", "\n", "import pandas as pd\n", "from pandas import DataFrame, Series\n", "import pandas_datareader\n", "from datetime import datetime\n", "\n", "import scipy as sp\n", "import numpy as np\n", "import math\n", "import random\n", "\n", "import seaborn as sns\n", "import statsmodels\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "\n", "# report library versions...\n", "\n", "print(\"LIBRARY VERSIONS\")\n", "print(\" \")\n", "print(\"Python version:\\n{}\\n\".format(sys.version))\n", "print(\"matplotlib version: {}\".format(mpl.__version__))\n", "print(\"pandas version: {}\".format(pd.__version__))\n", "print(\"numpy version: {}\".format(np.__version__))\n", "print(\"statsmodels version: {}\".format(statsmodels.__version__))\n", "print(\"PIL version: {}\".format(pil.__version__))\n", "print(\"scipy version: {}\".format(sp.__version__))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# the above cell \"magic\" (%) tells the matplot lib graphics library\n", "# to plot graphs as static figures output cells, rather than in new\n", "# windows (or in the alternative \"%matplotlib notebook\" view, as a\n", "# dynamic interactive figure)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# graphics setup: seaborn-whitegrid to make the output from matplotlib\n", "# prettier and figure_size to make the output from matplotlib\n", "# somewhat larger...\n", "\n", "plt.style.use('seaborn-whitegrid')\n", "\n", "figure_size = plt.rcParams[\"figure.figsize\"]\n", "figure_size[0] = 10\n", "figure_size[1] = 8\n", "plt.rcParams[\"figure.figsize\"] = figure_size" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# import delong functions\n", "# get or download data file:\n", "from delong_functions.data_functions import getdata_read_or_download \n", "\n", "# initialize basic figure:\n", "from delong_functions.stat_functions import initialize_basic_figure\n", "\n", "# from delong_functions.calc_and_graph_functions also exists...\n", "\n", "# NOW COMMENTED OUT: check to see if functions successfully created... \n", "# NOW COMMENTED OUT: getdata_read_or_download? initialize_basic_figure?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2 Tracking the Macroeconomy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.1 Economic Statistics and Economic Activity\n", "\n", "Macroeconomics could not exist without the economic statistics that are system atically collected and disseminated by governments. Estimates of the value and composition of economic activity, principally those contained in the national income and product accounts (NIPA) reported by the U.S. Commerce Department’s Bureau of Economic Analysis, are the fundamental data of macroeconomics. We cannot try to explain fluctuations in economic activity unless we know what those fluctuations are.\n", "\n", "But what is economic activity?\n", "\n", "Whenever you work for someone and get paid, that is economic activity. When ever you buy something at a store, that is economic activity. Whenever the govern ment taxes you and spends its money to build a bridge, that is economic activity. In general, if a flow of money is involved in a transaction, economists will count that transaction as economic activity. Overall, economic activity is the pattern of transactions in which things of real, useful value—resources, labor, goods, and services—are created, transformed, and exchanged. If a transaction does not involve something of useful value being exchanged for money, odds are that NIPA will not count it as part of economic activity.\n", "\n", "In the United States, individual economic statistics are released month by month and quarter by quarter, a quarter being a three-month period: a quarter of a year. Thus you will often hear economists and other analysts talk about the “change in inventories in the second quarter.” Table 1.2 shows a sample of the kinds of economic data that economists, politicians, and others, including investors in the stock and bond markets, use to assess the course of the economy. The sheer num ber of statistics is confusing at first glance, but all the statistics either (1) are direct measures of six key economic indicators that together tell most of the story or (2) are primarily useful as partial forecasts of or as factors that help determine the six key indicators of economic activity.\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Box 1.2.1 (a): The Flow of Economic Data (REV)\n", "\n", "Here are twenty-one economic variables that one of us—Brad DeLong—currently tracks on his \"Brad DeLong's FRED Economic Statistics Dashboard\" :\n", "\n", "\"Brad\n", "\"Brad\n", "\"Brad\n", "\"Brad" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The opportunity to construct such an automatically-updated dashboard of economic variables and quantities — both their most current values and some of the history — is a service programmed, hosted, and maintained by the U.S. Federal Reserve System's Regional Bank of St. Louis: in its Federal Reserve Economic Database (FRED) system: . Register for a free account at and construct your own.\n", "\n", "We are not going to go through all of these — and, indeed, there are some not included here that we will go through — because we are going to concentrate on those that are most salient for the purposes of this particular course.\n", "\n", "----\n", "\n", "**NOTE TO SELF: IS THERE A QUICK WAY TO REPRODUCE THIS TODAY?**: A table of statistics from late 2004:\n", "\n", "\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.2 Five Key Sets of Measures\n", "\n", "You can get a good idea of the pulse of recent economic activity by simply looking at a few—five—key sets of measures of various aspects of the economy. If you want to be able to say more than “the economy is good” or “the economy is not so good,” you need to understand and be able to analyze these five key sets of measures. Together they do not tell us everything. But taken together they do tell us a lot They are:\n", "\n", "1. Real output: national income and product.\n", "2. The employment and unemployment ratez.\n", "3. The inflation rate and the price level.\n", "4. Interest rates and the stock market.\n", "5. The exchange rate.\n", "\n", "The first two are the most important: They are directly and substantially connected to people’s material well-being. \n", "\n", "The other three are indicators and controls that are not directly and immediately connected to people’s current material well-being, but they profoundly influence the economy’s direction. \n", "\n", "Let’s look at each of these sets of measures more closely:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.2.1 Real output: national income and product\n", "\n", "The first key set of measures consists of measures of the overall level of economic activity: How much is being produced? How valuable is what is being produced? What are people's incomes.\n", "\n", "Economic statisticians' best attempts to estimate such quantities are contained in the framework of the _National Income and Product Accounts_. In this framework, the most often cited concept is the framework's attempt to estimate the value of the useful goods and services produced in the economy: the _national product_ or the _domestic product_, which is very closely related to the almost equivalent _national income_ (for how could something be produced and sold without the money paid for it becomeing somebody's income? It coudl not). And the single statisic most cited is the level of real gross domestic product, called _real GDP_, or often just _GDP_ for short.\n", "\n", "**Definition: Real GDP: Inflation-adjusted gross domestic product; the most commonly used measure of national product, output, and income earned through domestically produced goods and services.**\n", "\n", "But be careful, because \"GDP\" can also mean not how much is produced, but how much is produced times the number of dollars it sells for. Real GDP is almost always expressed in per-year terms, for it is a flow: it is not a previously-produced heaped-up pile of stuff. It is, rather, how valuable are the useful goods and services produced over the course of a year.\n", "\n", "It is worth unpacking the name: _real GDP_:\n", "\n", "* “Real” means that this measure corrects for changes in the overall level of prices. If total spending doubles because the average level of prices doubles but the total flow of commodities does not change, then real GDP does not change. Economic variables are either real — that is, they have been adjusted for changes in the price level and inflation — or nominal — that is, they have not been adjusted for changes in the price level and inflation. \n", "* “Gross” means that this measure includes the replacement of worn-out and obsolete equipment and structures as well as completely new investment. (Gross measures contrast with net measures, which include only investment that adds to the capital stock — not investment that merely replaces worn-out and obsolete capital stock. Net mea sures are better than gross measures, but the information needed to construct them is not as reliable.)\n", "* “Domestic” means that this measure counts economic activity that happens in the United States, whether or not the workers are legal residents and whether or not the factories are owned by American companies. (Domestic measures contrast with national measures, which count all the economic activity conducted by U.S. citizens and other permanent residents and by the companies they own.) \n", "* Finally, “product” means that real GDP represents the production of final goods and services. It includes both consumption goods (things that consumers buy, take home or take out, and consume) and investment goods (things like machine tools, office equipment, and newly constructed houses and office buildings, which boost the country's capital stock and productive capacity). It also includes government pur chases, things that the government (acting as our collective agent) buys and uses. \n", "\n", "Real GDP divided by the number of people or of workers in the economy are the most frequently used summary indexes of the economy. It is a measure of how well the economy is doing at its task of producing goods and services that people find useful — the necessities, conveniences, and luxuries of life. \n", "\n", "It is, however, a flawed and imperfect index. It says nothing, for instance, about the relative distribution of the nation’s economic product. And because it measures market prices, not user satisfaction, it is an imperfect measure of material well-being.\n", "\n", "**Definition: Real GDP per worker: One of the best available measures of the overall pace of long-term economic growth: real GDP divided by the number of workers. (Alternatively, average production per hour times the total number of hours worked.**\n", "\n", "\n", "\n", "---- " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Box 1.2.2.1 (a): U.S. Real National Product: Data\n", "\n", "\"Real\n", "\n", "In the year 2016, calculated using 2009 prices, officially measured U.S. real GDP per capita — the total value of all final goods and services produced in the United States divided by the number of people in the country — reached 51,000 dollars a year. The _measured_ productivity of the average American worker had grown seven and a half-fold over the previous century, when the standard estimate of 2000-price real GDP per worker was less than 7000 per year in 2000-value dollars a year. Amazingly, this upward leap in economic well-being was accomplished in a little less than four generations.\n", "\n", "U.S. national product per capita had grown four-fold over the previous century, from 1816 to 1926 — less rapidly than over the bulk of the twentieth century, but still transformative. And real national product per capita in 1816 stood 50 percent higher than it had back at the start of the 1790s in the earliest days of the federal government. All in all, the _measured_ level of production _per capita_ in the United States today stands at 46 times what it was in 1790 — and the U.S. in 1790 was then, in the context of the world as it was then, a resource-rich technology and organizationally-blessed economy.\n", "\n", "The adjacent figure shows this upward trend in real national product per capita. Despite temporary setbacks in recessions and depressions — of which the Great Depression of the 1930s was by far the largest — the principal event of the twentieth century was this sextupling of measured real GDP per worker. Other macroeconomic events visible in the figure include the World War II boom, the 1974-1975 and the 1980-1983 major recessions, the 1990-1991 minor recession, the two-decade-long period of stagna tion from the early 1970s to the early 1990s — a period that saw the 1973 and 1979 sharp oil price increases by OPEC and the large investment-reducing government budget deficits of the 1980s — and the pre-1973 and post-1995 decade-long booms.\n", "\n", "Note that this figure says nothing at all about how economic growth was distributed. In fact, the years between 1930 and 1975 saw the middle and working classes diminish the relative income gap between themselves and the rich. The years between 1975 and the present have seen this gap open much wider once again." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# reading in the previously-downloaded long-run real GDP and \n", "# GDP per capita file from Johnston and Williamson's \"Measuring \n", "# Worth\" website\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping\n", "# that dataframe inside a dict object to append source notes and\n", "# links\n", "\n", "Source_URL = 'http://delong.typepad.com/2017-09-12_us_real_gdp_and_per_capita.csv' \n", "\n", "uslrnp_df = pd.read_csv(\n", " Source_URL, \n", " converters = {'Source': str, 'Source_URL': str}, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "uslrnp_dict = {}\n", "uslrnp_dict[\"Source\"] = uslrnp_df.Source.values[0]\n", "uslrnp_dict[\"SourceURL\"] = Source_URL\n", "\n", "sourceD1 = \"See Johnston and Williamson: \"\n", "sourceD2 = \"'Sources and Techniques Used in the Construction of Annual GDP, 1790 - Present' \"\n", "sourceD3 = \"https://www.measuringworth.com/usgdp/#\"\n", "uslrnp_dict[\"SourceNotes\"] = sourceD1 + sourceD2 + sourceD3\n", "\n", "sourceD4 = \"See https://www.measuringworth.com/aboutus.php; \"\n", "sourceD5 = \"https://www.measuringworth.com/datasets/usgdp/export.php?\"\n", "sourceD6 = \"year_source=1790&year_result=2016&use%5B%5D=REALGDP&use%5B%5D=GDPCP\"\n", "uslrnp_dict[\"SourceDescription\"] = sourceD4 + sourceD5 + sourceD6\n", "\n", "del uslrnp_df[\"Source\"]\n", "del uslrnp_df[\"Source_URL\"]\n", "\n", "uslrnp_dict[\"df\"] = uslrnp_df\n", "\n", "# commented out \n", "# uslrnp_dict" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnEAAAH7CAYAAACjTskbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# generating four simple graphs of Real GDP — total and per capita,\n", "# linear and log scale\n", "# \n", "# this first graph is the version that belongs in the textook, IMHO...\n", "\n", "uslrnp_df.Real_GDP_per_Capita.plot()\n", "\n", "plt.xlabel(\"Year\", size = 15)\n", "plt.ylabel(\"Real Output per Capita\", size = 15)\n", "plt.ylim(0, )\n", "plt.title(\"Real Output per Capita in the United States\", size = 24)\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtUAAAH/CAYAAACYbCGmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nqgEAAAAH/T/Wv6xFqx6q9gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita.plot(logy = True)\n", "\n", "\n", "plt.xlabel(\"Year\", size = 15)\n", "plt.ylabel(\"Real National Product per Capita (Log Scale)\", size = 15)\n", "plt.title(\"Real National Product per Capita in the United States\", \n", " size = 30)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAH/CAYAAACGpREVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uslrnp_df.Real_GDP.plot()\n", "\n", "plt.xlabel(\"Year\", size = 15)\n", "plt.ylim(0, )\n", "plt.ylabel(\"Real National Product (in Tens of Trillions of Today's Dollars)\", size = 15)\n", "plt.title(\"Real National Product in the United States since 1790\", size = 30)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuQAAAIfCAYAAAA48cm/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uslrnp_df.Real_GDP.plot(logy = True)\n", "\n", "plt.xlabel(\"Year\", size = 15)\n", "plt.ylabel(\"Real National Product\", size = 15)\n", "plt.title(\"Real National Product in the United States since 1790:\\nLog Output\", size = 30)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.5310003598678836" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita[226]/uslrnp_df.Real_GDP_per_Capita[126]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "51690.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita[226]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6863.6300000000001" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita[126]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1622.25" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita[26]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "23024.0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita[0]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.2450486448922864" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "uslrnp_df.Real_GDP_per_Capita[226]/uslrnp_df.Real_GDP_per_Capita[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "\n", "#### 1.2.2.2 The employment and unemployment rates\n", "\n", "\"2017\n", "\n", "The second key sets of measures concern the state of the labor market: how many people hae jobs, and how many people who want to have jos do not have them.\n", "\n", "The _employment rate_ is the share of people who have jobs. The _unemployment rate_ is the fraction of people who want jobs and are either in or actively searching for jobs who do not have them. The unemployment rate is equal to the number of unemployed people divided by the total _labor force_, which is in turn the sum of the number of unemployed people and the number of people who have jobs. \n", "\n", "**Definitions: The unemployment rate: the share of the labor force who are looking for but have not found an acceptable job. The labor force: those adults who either have jobs or are actively looking for work. The employment rate: the share of adults who have jobs.**\n", "\n", "The employment and unemployment rates are estimated by the U.S. Labor Department’s Bureau of Labor Statistics. It conducts, over a week in the middle of every month, the Current Population Survey: a random survey of 60,000 of America’s households. The survey results are released to the public on the first Friday of the next month.\n", "\n", "The figure plots the U.S. employment rate for 25 to 54 year olds in the United States since 1960. This series is not \"seasonally adjusted\". By and large 25-54 year olds are too old to be in school, and too young to be retired, so demographic shifts in the age distribution of the population should not cause large movements in _this_ employment rate. Four features jump out from this graph:\n", "\n", "1. Feminism: the jump from 65% to 81% from 1960 to 2000 in the percentage of Americans 25-54 who were at work reflects reduced discrimination against women in the work place and increased desire by women (and by male members of their families) for paying jobs. This is a huge sociological and economic shift that has taken place not long ago, in terms of human lifespan.\n", "\n", "2. The business cycle collapses in employment during downturns: depressions and recessions, of which 2007-2010 is by far the largest in the period since 1960. These declines are accompanied by large rises in the unemployment rate: it is not that people suddenly decide that working is a bad bargain, or suddenly acquire a taste to take a Great Vacation. It is that all of a sudden a large number of people who want jobs like those others in society have on similar terms cannot find them. Why not? Because the spending isn't there to make establishments and their managers confident that they could sell what the additional workers they might hire would produce.\n", "\n", "3. The short-term year-by-year seasonal variations in employment. Employment is extra high in November as businesses are hiring bigtime for the Christmas rush, and then drops with the new year. As the weather improves in the northern states, employment picks up both as construction expands and then expands more as Christmas again approaches. These fluctuations used to be much larger: employment was two percentage points higher in November than in January back in the early 1960s; these days the seasonal fluctuations are only half as large. (Most data and indicators you will see in macroeconomics are _seasonally adjusted_ — the belief is that the seasonal variations are predictable and understandable and straightforward, and that it is more interesting to look at the time series with the \"seasonal\" pattern taken out.)\n", "\n", "4. Since 2000, a decline in the 25-54 employment rate in better and in worse years alike. Is this because the economy has become constantly semi-depressed — that even the relatively good years do not see the market economy functioning terribly well in terms of generating jobs for those who want them, and matching workers to jobs in which they would be productive? Is it because the benefits of having a paid job were oversold in the 1990s? Over and above this decline in the employment-to-population ratio for 25-54 year olds there has been a large increase in the share of Americans old enough to be retired. But a larger proportion of retired persons does not account for the decline in _this_ prime-age employment measure.\n", "\n", "\"Unemployment\n", "\n", "Most people consider unemployment to be a bad thing. It usually is — especially in 1982 or 2010, let alone 1933. When the unemployment rate is high, the market economy is not functioning well.\n", "\n", "Traditionally, the unemployment rate has been the best indicator of how well the economy is doing relative to its productive potential. In recent years, however, some economists have worried that the unemployment rate is becoming less useful as an indi cator of the amount of “slack” in the economy — the gap between production and the economy’s potential. Employment fell sharply in the early 2000s, but the unem ployment rate did not rise by much. This raised the possibility that many adults who were calling themselves “out of the labor force” were in fact discouraged workers — people who would be looking for (and finding) jobs if the macroeconomic news were better — and thus should be taken into account in calculating the economy’s productive potential.\n", "\n", "Yet it is important to notice that an economy with no unemployment at all would probably be a badly working economy. Just as an economy needs inventories of goods — goods in transit, goods in process, goods in warehouses and sitting on store shelves — in order to function smoothly, it needs “inventories” of jobs looking for workers (i.e., vacancies) and workers looking for jobs (i.e., the unemployed). An economy in which each business grabbed the first person who walked through the door to fill a newly open job and in which each worker took the first job offered would be a less productive economy. Workers should be somewhat choosy about what jobs they take. They should decline jobs when they think that “this job pays too little” or “this job would be too unpleasant.” Likewise, employers should be choosy about which workers they hire. Such _frictional unemployment_ is an inevitable part of the process that makes good matches between workers and firms — matches that pair qualified workers with jobs that use their qualifications.\n", "\n", "During recessions and depressions, however, unemployment is definitely not frictional. In deep downturns in the business cycle, especially, the unemployment rate can rise far above the level resulting from a normal and healthy process of job search. The mar ket economy breaks down, failing to match workers willing and able to work with businesses that could put their skills and labor power to making useful goods and services. Economists call this type of unemployment cyclical unemployment. In the United States during the Great Depression the unemployment rate rose to 25 per cent. In Germany during the same period, the rate rose to 33 percent.\n", "\n", "The historical track of the U.S. unemployment rate since 1929 shows a number of times when the unemployment rate tells us that the economy is functioning relatively badly: not generating jobs for those who want to work on the terms and conditions that the employed are working on — consider 1975, 1982, and 2010. But these episodes of high unemployment are dwarfed by the Great Depression, which saw the economy's business-cycle nadir in 1933 and then a renewed sharp downturn in 1937-1938." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# reading in the previously-downloaded long-run real employment rate series \n", "# from FRED: Federal Reserve Economic Data at the St. Louis Fed\n", "# http://fred.stlouisfed.org\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping\n", "# that dataframe inside a dict object to append source notes and\n", "# links\n", "\n", "SourceURL = \"http://delong.typepad.com/lrem25ttusm156n-1.csv\"\n", "\n", "emplpop2554_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "emplpop2554_dict = {}\n", "emplpop2554_dict[\"df\"] = emplpop2554_df\n", "emplpop2554_dict[\"Source\"] = \"Federal Reserve Economic Data: Series LREM25TTUSM156N\"\n", "emplpop2554_dict[\"SourceURL\"] = SourceURL\n", "emplpop2554_dict[\"SourceNotes\"] = \"See https://fred.stlouisfed.org/graph/?id=LREM25TTUSM156N,\"\n", "\n", "Source_Description_1 = \"25 to 54 year old employment-to-population ratio from FRED, \"\n", "Source_Description_2 = \"not seasonally adjusted\"\n", "emplpop2554_dict[\"SourceDescription\"] = Source_Description_1 + Source_Description_2" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAIVCAYAAACqUfXQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/81hFuMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "emplpop2554_df.plot(legend = False)\n", "\n", "plt.xlabel(\"Year\", size = 15)\n", "plt.ylabel(\"Percent Employed\", size = 15)\n", "plt.title(\"Employment Rate for 25-54 Year Old in the United States\\nNot Seasonally Adjusted\", size = 24)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# reading in the previously-downloaded long-run unemployment rate \n", "# series from FRED: Federal Reserve Economic Data at the St. Louis \n", "# Fed http://fred.stlouisfed.org series M0892AUSM156SNBR\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping\n", "# that dataframe inside a dict object to append source notes and\n", "# links\n", "\n", "SourceURL = \"http://delong.typepad.com/m0892ausm156snbr.csv\"\n", "\n", "unemp2942_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "unemp2942_dict = {}\n", "unemp2942_dict[\"df\"] = unemp2942_df\n", "unemp2942_dict[\"SourceURL\"] = SourceURL\n", "unemp2942_dict[\"Source\"] = \"Federal Reserve Economic Data: Series M0892AUSM156SNBR\"\n", "\n", "SourceNotes_1 = \"Seasonally-adjusted unemployment rate 1929-42\"\n", "SourceNotes_2 = \"see https://fred.stlouisfed.org/graph/?id=M0892AUSM156SNBR,\"\n", "unemp2942_dict[\"SourceNotes\"] = SourceNotes_1 + SourceNotes_2\n", "\n", "SourceDescription_1 = \"Unemployment rate 1929-42; \"\n", "SourceDescription_2 = \"http://www.nber.org/databases/macrohistory/contents/\"\n", "unemp2942_dict[\"SourceDescription\"] = SourceDescription_1 + SourceDescription_2\n", "\n", "SourceURL = \"http://delong.typepad.com/unrate.csv\"\n", "\n", "unemp48_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "unemp48_dict = {}\n", "unemp48_dict[\"df\"] = unemp48_df\n", "unemp48_dict[\"SourceURL\"] = SourceURL\n", "unemp48_dict[\"Source\"] = \"Federal Reserve Economic Data: Series UNRATE\"\n", "\n", "SourceNotes_1 = \"Seasonally-adjusted unemployment rate since 1948; \"\n", "SourceNotes_2 = \"see https://fred.stlouisfed.org/graph/?id=UNRATE,\"\n", "unemp48_dict[\"SourceNotes\"] = SourceNotes_1 + SourceNotes_2 \n", "unemp48_dict[\"SourceDescription\"] = \"Unemployment rate since 1948\"\n", "\n", "unemp_df = pd.concat([unemp2942_df, unemp48_df])\n", "\n", "# NOW COMMENTED OUT\n", "# unemp48_dict\n", "# unemp2942_dict\n", "# unemp_df" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAHaCAYAAACn0vVeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "unemp_df.plot(legend = False)\n", "\n", "plt.xlabel(\"Date\", size = 15)\n", "plt.ylim(0, )\n", "plt.ylabel(\"Percent Unemployed\", size = 15)\n", "plt.title(\"Unemployment Rate (Seasonally Adjusted)\", size = 24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "----\n", "\n", "#### 1.2.2.3 The inflation rate and the price level\n", "\n", "\"U.S.\n", "\n", "The third of the sets of key economic indicators are those of the overall price level. \n", "\n", "**Definition: Indexes and index numbers: a number used to indicate change in magnitude, usually of some sort of constructed average of a number of different components, as compared with the magnitude at some specified _base year_ time, usually taken as 100.**\n", "\n", "**Definition: The price level: How much it costs, usually relative to some _base year_ set equal to an index value of 100, to buy a representative market basket of commodities.** \n", "\n", "In any well-functioning market economy prices will be rising and falling, signalling that some commodities are badly-wanted (at least, badly-wanted by those with money to spend) while other commodities are in relative surplus (or, rather, that those who badly want them have little money). These fluctuations in prices and the signals they end to workers, establishments, and firms about what would be profitable to do are the Hayekian magic of the market system, and a major reason why our civilization is more prosperous than any past civilization.\n", "\n", "But on top of the fluctuations in the prices of individual commodities are the fluctuations in the overall price level: how much it costs to buy things in general — a typical \"market basket\" of commodities.\n", "\n", "The major indicator we use to keep track of the overall price level is a measure of how fast it is changing: the inflation (or, rarely these days, the deflation rate). If the inflation rate this year is 5 percent, that means that in general things cost 5% more this year than they cost last year in terms of the symbols printed on dollar bills: it takes 5% more pieces of the right paper with George Washington's picture on them to purchase the market basket of commodities this year than it took last year.\n", "\n", "A very high inflation rate — more than 20 percent a month, say — can cause massive economic destruction, as the price system breaks down and the possibility of using profit-and-loss calculations to make rational business decisions vanishes. Such episodes of hyperinflation are among the worst economic disasters that can befall an economy. But not since the Revolutionary War has the United States experienced hyperinflation.\n", "\n", "Lower, moderate inflation rates — less than 10 percent a year, say — should not do much to derange economic decision making. Strangely, however, even moderate inflation turns out to be highly unsettling to consumers, business managers, and investors. Moderate inflation should not seriously compromise their ability to determine the best use of their financial resources or to calculate profitability: if what you buy costs 5% more than it cost last year, what you sell brings you 5% more than last year. Yet all these groups are strongly averse to it. Politicians in the industrialized economies have discovered that if they fail to preside over low and stable inflation rates then they are likely to lose the next election.\n", "\n", "Since World War II there has been only one single year — in the late 1940s — during which the price level declined. Otherwise, there has been inflation. Post-World War II inflation has come in two varieties: the “creeping” inflation of the 1950s, early and mid-1960s, and 1990s, too small and slow for anyone to pay much attention to it; and the “trotting” inflation of the late 1960s, 1970s, and 1980s — too high to ignore and too tempting a political football for politicians to resist blaming the current government.\n", "\n", "The steep decline in inflation that occurred in the early 1980s is called the “Volcker disinflation,” after then-Federal Reserve Chair Paul Volcker. Alarmed by the accelerating inflation of the late 1970s and early 1980s, Volcker decided to raise interest rates in order to decrease aggregate demand. In doing so, he risked a deep recession, which came in 1982-1983. But his action did push the rise in inflation back below the \"moderate\" and into the “creeping” range.\n", "\n", "In the United States in the twentieth century significant peaks of inflation occurred during World Wars I and II, when overall rates of price increase peaked at more than 20 percent per year (see Figure 1.6). Before World War II, deep recessions like the Great Depression of the 1930s were accompanied by deflation: a decline in the level of overall prices that bankrupted businesses and banks, exacerbating the fall in output and employment. Since World War II, deflation has been absent." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# reading in the previously-downloaded consumer price index series \n", "# from FRED: Federal Reserve Economic Data at the St. Louis Fed\n", "# http://fred.stlouisfed.org series CPIAUCSL\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping\n", "# that dataframe inside a dict object to append source notes and\n", "# links\n", "\n", "SourceURL = \"http://delong.typepad.com/cpiaucsl.csv\"\n", "\n", "cpiinfl_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "cpiinfl_dict = {}\n", "cpiinfl_dict[\"df\"] = cpiinfl_df\n", "cpiinfl_dict[\"SourceURL\"] = SourceURL\n", "cpiinfl_dict[\"Source\"] = \"Federal Reserve Economic Data: Series CPIAUCSL\"\n", "\n", "SourceNotes1 = \"Consumer price index; \"\n", "SourceNotes2 = \"see https://fred.stlouisfed.org/graph/?id=CPIAUCSL,\"\n", "cpiinfl_dict[\"SourceNotes\"] = SourceNotes1 + SourceNotes2\n", "cpiinfl_dict[\"SourceDescription\"] = \"CPI for all urban consumers and trailing 12-mo inflation rate\"" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnQAAAIVCAYAAABYwWIwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSIT7L7+xCdALJNmzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cpiinfl_df.Inflation_Rate_CPI.plot()\n", "\n", "plt.xlabel(\"Date\", size = 15)\n", "plt.ylabel(\"Inflation or Deflation\", size = 15)\n", "plt.title(\"Inflation Rate: Annual Rate of Change of U.S. \\nConsumer Price Index, 1948-Present\", \n", " size = 24)\n", "\n", "plt.plot((-300, 600), (0, 0), 'k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.2.4 Financial markets\n", "\n", "\"Interest\n", "\n", "The fourth set of key economic indicators are the prices of financial assets traded on the financial markets. There are the prices of and interest rates or yields on bonds — commitments by companies, governments, or individuals to pay interest and repay principal in return for loans. There are the prices of and the dividend and earnings yields on stocks — claims to shares of the ownership of for-profit companies. \n", "\n", "**Definition: Interest rate: The cost, measured in percent per year, paid for borrowing money; alternatively, the financial return from saving.**\n", "\n", "Though economists speak of “the” interest rate, there are actually many different interest rates applying to loans of different durations and different degrees of risk. (After all, the person or business entity to whom you lend your money may be unable to pay it back; that is a risk you accept when you make a loan.) The different interest rates often move up or down together, so economists speak of “the” interest rate, referring to the entire complex of different rates. But interest rates do not move in concert all the time. The causes of variations in the yield curve, which describes the pattern of interest rates, are an important part of macroeconomics.\n", "\n", "The pattern of interest rates is important because it governs the redistribution of purchas ing power across time. Those people or business enterprises who think they can make good use of additional financial resources borrow, promising to return the purchasing power they use today with interest in the future. Those business enter prises or people who have no immediate use for their financial resources lend, hop ing to profit when the borrower returns the borrowed sum — what financiers call the principal — with interest.\n", "\n", "When economists think about interest rates, however, they almost always prefer to focus on the real interest rate rather than the nominal interest rate. The nominal interest rate is the interest rate in terms of money — for example, how many dollars’ worth of interest a borrower must pay to borrow a given sum of money for one year. The real interest rate is the interest rate in terms of goods and services — for example, how much purchasing power over goods and services a borrower must pay in order to borrow a given amount of purchasing power for one year. The difference between the two is that nominal interest rates do not take proper account of the effect of inflation; real interest rates do.\n", "\n", "Whenever interest rates are low — that is, when money is “cheap” — investment tends to be high, because businesses find that a wide range of possible investment projects will generate enough cash to pay the interest on borrowed money, repay the principal of the loan, and still produce a profit. Whenever interest rates are high — that is, when money is “dear” — investment tends to be low, because busi nesses find that most possible investment projects will not generate enough cash flow to repay the principal and the high interest. Box 1.6 shows changes in real interest rates in the United States since 1960.\n", "\n", "\"U\n", "\n", "**Definition: Stock market: the notional market on which stocks or equities, which are shares of the ownership of corporations and thus carry with them rights to receive a share of the profits of those corporations, are traded.**\n", "\n", "**Definition: Stock market index: a measure of the overall value of the stock market in the form of an index number constructed out of the values of shares of stock in individual companies. The best well-known index is the S&P — Standard and Poor's — 500: a value-weighted index of 500 companies traded on the American stock market. An inferior index is the DJIA — the Dow-Jones Industrial Average.**\n", "\n", "The level of the stock market is the key economic indicator you hear about most often — you do hear about it every single day, unless you make an active effort to avoid the news on the TV or the raido. \n", "\n", "The level of the stock market is an index of expectations for the future. When the stock market is high, investors expect economic growth to be rapid, profits to be high, and unemployment to be relatively low. (Note, however, that there is an ele ment of tail chasing in the stock market. Perhaps it would be more accurate to say that the stock market is high when average opinion expects that average opinion will expect that future economic growth will be rapid.) Conversely, when the stock market is low, investors expect the economic future to be relatively gloomy.\n", "\n", "At times, such as the end of the 1960s or the end of the 1990s, the stock mar ket appears significantly overvalued compared to its standard historical patterns. During such episodes investors are implicitly forecasting a major boom and con tinued rapid productivity growth. When their forecasts turn out to be wrong, these investors are severely disappointed with their stock market investments. Box 1.7 shows the course of the U.S. stock market over the past century.\n", "\n", "----" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/delong/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:16: FutureWarning:\n", "\n", "convert_objects is deprecated. Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n", "\n" ] } ], "source": [ "# reading in the previously-downloaded interest rate series \n", "# from FRED: Federal Reserve Economic Data at the St. Louis Fed\n", "# http://fred.stlouisfed.org series DTB3, DGS10, BAMLC0A4CBBBEY\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping\n", "# that dataframe inside a dict object to append source notes and\n", "# links\n", "\n", "SourceURL = \"http://delong.typepad.com/interest_rates-1.csv\"\n", "\n", "intr_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "intr_df = intr_df.convert_objects(convert_numeric=True)\n", "\n", "intr_dict = {}\n", "intr_dict[\"df\"] = intr_df\n", "intr_dict[\"SourceURL\"] = SourceURL\n", "intr_dict[\"Source\"] = \"Federal Reserve Economic Data: Series DTB3, DGS10, BAMLC0A4CBBBEY\"\n", "\n", "SourceNotes1 = \"Interest rates: http://fred.stlouisfed.org/graph/?id=DTB3, \"\n", "SourceNotes2 = \"http://fred.stlouisfed.org/graph/?id=DGS10, \"\n", "SourceNotes3 = \"http://fred.stlouisfed.org/graph/?id=BAMLC0A4CBBBEY,\"\n", "intr_dict[\"SourceNotes\"] = SourceNotes1 + SourceNotes2 + SourceNotes3\n", "\n", "SourceDescription1 = \"Three month nominal Treasury bill rate, \"\n", "SourceDescription2 = \"ten-year nominal Treasury bond rate, \"\n", "SourceDescription3 = \"and BAML corporate BBB rate\"\n", "\n", "intr_dict[\"SourceDescription\"] = SourceDescription1 + SourceDescription2 + SourceDescription3\n", "\n", "# NOW COMMENTED OUT\n", "# intr_dict" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApAAAAIVCAYAAABmyM87AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXlcTdv7xz+nOtGkMlxDg6L2yRUaiJsxQ0j5lkumiuK6\nLup7xSVcU+b5Gm5clJAhU8hwVWQumXVRUZ1mlZRUGs/6/dFv72/HOaeBKNd6v17n9aq9hr32Wmvv\n/exnPc+zeIQQAgqFQqFQKBQKpZbINXQDKBQKhUKhUChfF1SApFAoFAqFQqHUCSpAUigUCoVCoVDq\nBBUgKRQKhUKhUCh1ggqQFAqFQqFQKJQ6QQVICoVCoVAoFEqdUKgpQ2pqKgYNGgQAuHz5MrS1tavN\nP3DgQKSlpWHNmjUYNWpUrRtCCMGFCxdw/vx5/PPPP3jz5g1UVFTQunVr9O7dG46OjtDX1691fTXh\n5eWFoKAgODg4YO3atfVS5+vXr6GoqIhmzZrVS32NAZFIhKSkpFr3/alTp7BgwQKZ6XJyclBSUkK7\ndu1gYWGB6dOn47vvvquv5ta5vY2FsrIynDp1CiEhIYiNjUVeXh5UVVWhra2Nvn37Yty4cWjdurVE\nOXYeu7m5Yf78+Q3QcnFKS0uRmZkJHR2dGvOyz4q6YGFhgYMHD35s8xoF8fHxsLGxqXO5OXPmYNq0\naTXmCw8Px/Tp06WmKSoqonnz5ujSpQscHR3Rr18/iTwBAQFYsWKFWF/HxcXBzs4OABAbG8vlHTVq\nFJ4+fVrn53190LNnT+Tl5WHr1q0YNmzYFz33l6Rq39eFefPmYcqUKZ+hRV8OX19frF+/vs7lgoOD\nwTBMjfmWLFmCwMBAqWkqKipo1aoVevXqBTc3N7Rv377O7fhS3L59G66urmjZsiVu3br1xc5bowD5\nJSgsLMT06dMRFRUFANDW1kanTp2Qm5uLhIQExMbG4uDBg/jtt98wadKkBm6tdPz9/bF9+3YcOXLk\nXyNARkdHY+nSpejZs2edhRNFRUUYGxtLHK+oqEBmZiZevHiBFy9e4Ny5cwgMDKwXge9T2tuQZGVl\nYcqUKYiLi4OcnBx0dXXRtm1bvH79Gs+ePUN0dDT8/f2xatWqjxI8vhS3bt3C8uXL4eLiAicnpxrz\nGxsbSwjFBQUFiIuLAwCYmZlJlKnNS6Gxo6SkJPXa0tPT8erVKzRr1gwGBgYS6W3atKnTeeTk5GBi\nYsL9TwhBaWkpMjIyEBoaitDQUMyaNQvu7u51vwjKF0PWfElLS0NmZibU1dXRsWNHifS6zpfGSJs2\nbaRe+/Pnz/H+/Xvo6OigVatWEulKSkp1Oo+mpqbYO4gQgsLCQqSkpODo0aM4c+YMdu/eDQsLi7pf\nxL+YRiFA/v7774iKioKpqSnWrVsnJunn5+dj586d8PPzw+rVq6Gtrc1pRBsTa9asaegm1DuHDh3C\n06dP0bNnzzqXbdWqFY4cOSIzPSoqCh4eHsjNzcWCBQtw9OjRT2kqgE9rb0Mya9YsxMXFYeDAgVi+\nfLmYRjYrKwsbNmzA2bNnMW/ePOjq6koVzBsDu3btQlJSUq3zb9u2TeLYnTt34OLiAgDVzp+vmXbt\n2km9to0bN2LPnj3o2rUrfH19P/k8TZs2ldmHFy5cwNy5c/Hnn3+id+/eYi/pkSNH4ocffqjzS5jy\nedDR0ZE6juvWrYOfnx9MTU3x119/NUDLPj8jRozAiBEjJI7b2trixYsXmDx5cq0+Vmvihx9+wJYt\nWySOl5SUYPXq1Th69Cg8PT1x5coVKCoqfvL5/i00uA1kSkoKLl68CD6fDx8fHwk1cbNmzTB//nzY\n29sDAHbu3NkQzaTUMxYWFvDy8gIAPHz4EPHx8Q3cooYhKioKjx8/xnfffYc//vhDYjn/u+++w7p1\n62BhYYGysjLs2bOngVpK+TdhY2ODkSNHghCC48ePi6U1a9YMHTt2RLt27RqodRRK46BJkyZYvHgx\nWrVqhezsbISHhzd0kxoVDS5AxsTEgBACLS0tNG/eXGa+MWPGAKhUXZeXl3+p5lE+I1Xtr75VAfLZ\ns2cAKpdmmzRpIjWPnJwcfvzxRwCVy/QUSn1gbm4O4Nu99yiU2qCgoICuXbsCoPfKhzS4AKmgULmK\nnpqaWu3gmJiYICgoCJcvX4a8vPxna4+XlxcEAgH+/vtvxMTEwN3dHb169UKXLl1gY2ODXbt2obS0\nlMu/fft2CAQC7n87OzsIBALcuXNHrN67d+9i5syZsLS0hLGxMfr374+FCxdKXfI7deoUBAIBvL29\nERISgiFDhqBLly6wtrbG/fv3uXw5OTlYt24dhg4diq5du6JHjx6YNGkS/v77b6nXxmobJkyYADMz\nMxgbG2PAgAGYM2cOnjx5wuVLTU2FQCBAUFAQAMDPzw8CgYDTGNYXcnL/m37StmS/d+8e5s6di4ED\nB6Jbt27o1q0bBg8ejMWLF4v1W23b+7n6i4Udt6rzoSbY+f/PP/8gJydHZj5ra2ucOXNGpsE3UOnc\n4OHhgV69eqFr166wsbHBX3/9hbKyMqn5hUIhlixZgoEDB8LY2BgWFhZwdXXFxYsXJfKyfWxra4uX\nL19i7Nix6NKlC/r06YOAgAAIBALOhnnFihUQCATYvn17rfvhY3n37h22bt0KW1tbdOvWDebm5hg/\nfjxOnjwJkUgkkb93794QCATIyMiAh4cHunXrBgsLC/z+++8AAEdHRwgEAsTHx+PatWtwdnaGmZkZ\nLCwsMHXqVDx//hwAkJ2djUWLFqFPnz4wNjbG8OHDERAQ8Nmvtz5h54WysrLYcXY8nZ2dP7ruzMxM\nrFixAkOGDIGxsTHMzMzg4OCAHTt2oKCg4JPaXR+cP38ekyZNQo8ePWBsbIyBAwdiyZIlSElJkcjL\n9sfGjRuRnZ2NJUuWoF+/fjA2NoaVlRVWrlyJN2/eSD1Peno6li5dikGDBnHP8D///BOlpaXo2bMn\nBAKBzLL1TXx8PLy8vNC/f38YGxvD0tIS7u7uePTokUTe6Ohobg48efIE9vb23HvrzJkzePPmDQQC\nAYYMGYLy8nL4+vrCxsaGeyYsXboU7969A1D5HJ8yZQrMzc1hYmICZ2dn3Lt374tcc33BKq0+vFeA\nyvfE6dOn4ezsjO7du8PY2BiDBw/GihUrkJGRIZF/9+7dEAgE8PHxQUZGBhYsWIC+ffty83Dt2rV4\n+/at1HakpqZi8eLFsLKyQteuXfGf//wHp06dqrbtV65cwdSpU9GzZ08YGxujd+/emD59Oq5du/YR\nPSFOg9tAmpqaomnTpiguLoazszPc3NwwYsQItG3bViyfgoICvv/++y/WrsjISMydOxcAoK+vDyUl\nJcTHx2PLli14/Pgxt5Tetm1bmJmZ4cGDBwCA77//Hk2bNoWamhpXl4+PD7Zu3Qqg0liXYRikpKTg\n5MmTuHDhArZu3Yr+/ftLtOHRo0cIDAyEhoYG9PT0kJaWxgknT58+xU8//YScnBwoKipCX18fRUVF\niIyMRGRkJEaNGoXVq1eDx+Nx9S1duhSBgYHg8Xho3749VFRUkJqainPnzuHixYvYtm0bBg8ejCZN\nmsDMzAxJSUnIyclB69atoaWlBT09vXrt45CQEAAAj8eTsOur2metWrWCgYEBcnNzkZqaimPHjuHC\nhQs4fvw4OnToUKv2fs7++hR69eoFAMjLy8PYsWMxZcoUDB06VEIbr6ysDCMjI5n13LlzBwEBASCE\noGPHjsjLy0N8fDw2b96Mhw8fYteuXWL5w8LCMGfOHBQXF0NZWRkCgQC5ubm4ffs2bt++jbCwMKxf\nv17iY+3du3eYMmUK8vPzYWBggISEBJSWlsLMzAxxcXEoKCjgDNs/vIfrm6SkJLi6uiItLQ18Ph96\nenooLy/HgwcP8ODBA4SFhWHbtm3g8/kSZX/99Vf8888/MDQ0REZGBrS0tMTSDxw4gKNHj0JDQwO6\nurpITEzEjRs38ODBA+zevRu//vorcnNzoa+vDx6Ph4SEBKxYsQIlJSVfjefrlStXAAB9+vSp13pf\nvXqF0aNHIzs7G6qqqjA0NERJSQliY2Px7Nkz/P333wgMDISKikq9nrc2lJeX49dff0VoaCgAQEtL\nC7q6ukhISEBgYCCCg4Pxxx9/SH0ep6WlwcHBAa9fv4auri50dXURHx+PgwcP4saNGzh9+rSY3ejT\np08xZcoU5ObmQllZGQzD4NWrV9i2bRsiIyNRUVHxxa77woULmDdvHsrKyqCiogKGYZCVlYWQkBCE\nhYVh4cKFUj8YsrKy8NNPP6GiogIGBgaIj48X+0CuqKjAL7/8guvXr0NbWxs6OjpITEzE0aNH8fLl\nS0yYMAG//fYbmjZtivbt20MoFCIqKgqTJ0/GiRMnqn2mNRbevn3LCbwf3iulpaWYMWMGbty4AaDS\nXrVZs2aIj49HQEAAzpw5gx07dnDP+aokJibC3t4e+fn50NXVhbKyMoRCIfbt24dbt27h5MmTYvaW\n0dHRmDp1KvLy8qCiogJDQ0OkpqZiwYIF6N69u9S2+/v7c/4ZWlpa0NbWxqtXrxAeHo7w8PBP99Qn\nNZCSkkIYhiEMw5CUlJSashMrKyvCMAw5efJkjXlZ/P39uXOwP2tra7J48WJy/vx5kpubW+u6asv8\n+fMJwzBk/vz5Uo8zDEOmTZtGsrOzubT9+/dzaY8fPxYrxx6PjY0VO37p0iXCMAwxMzMj58+f546X\nlpaSP//8k0tLS0vj0k6ePMnV5+7uTkpLSwkhhOTk5BBCCMnPzyf9+/cnDMOQRYsWkXfv3nFl7927\nR/r06UMYhiH79u3jjsfFxRGGYUivXr1IXFwcd7ykpIQsW7aMMAxDBg0aJLUv1q5dW6s+rdp2Kysr\nmXkqKipIaGgoMTMzIwzDEE9PT7H058+fEyMjI9KpUycSHBwskdavXz/CMAxZunRprdr7pforPz+f\nvHz5krx8+bLaPvqQVatWic19gUBA7OzsyIoVK0hYWBgpKCiQWbbqfJ08eTLJzMzk0g4cOMClPXr0\niDuekJBAunTpQhiGIStWrCBFRUVc2rVr10j37t0JwzBky5Yt3PGqzwFra2vy+vVrQgghubm5RCQS\nEUIIcXJyIgzDkIMHD9bp+qsSGRnJnac6SkpKyIgRI7h7hL03CKmcI9bW1oRhGLJhwwaxcpaWloRh\nGNKtWzcSHR3N1cXOiTFjxnDnX7t2LSkpKSGEEJKenk569+5NGIYhRkZGZPTo0dw9W1FRQRYvXkwY\nhiG9e/f+6GvfsGEDYRiGuLm5fXQdhBBy5coVwjAMMTExkUgrLi4mL1++5No7bNgwifl18OBBwjAM\ncXJy4o7FxsZKHRcHBweJ5/2SJUu4Z+v79++54wkJCdx9WPVe+1gsLCwIwzDk4sWLtS6zbt06wjAM\nsbCwILdu3eKOFxYWcn1iYmJChEIhl8b2B8MwxNbWVuwZHxERQTp37kwYhiEBAQHc8dLSUm4Ouru7\nc/OroqKC7N27lwgEAq7OqnO3Lqxdu5Z7T1VHTEwMMTY2JkZGRsTX15eUl5cTQggRiUTk9OnTpEuX\nLsTIyIhERUVxZZ48ecK1z8HBgeTn5xNC/vcOysnJ4dK7du1KQkNDubIhISFcmpGREVm2bBl3H+Xm\n5nL37e+///5R100I4er4lGcNIYQb819//VXsuEgkIu/evSNRUVHcM2HJkiUS5ZcuXcrd93fv3uWO\nv3v3jsybN48wDEO6d+9OMjIyuLS//vpLrG/j4+O5tKtXr5JOnToRhmFIUFAQd7zqfPr111+5e7as\nrIxs3LiRq8/S0lKsDV27diWdO3cWm+sVFRXEz8+PGzt2bD+GBl/CBoBJkyZh/fr1YloXoVCIwMBA\nzJ49G71794a7u3udPDw/FQ0NDWzduhUtW7bkjrm4uEBXVxcApKr9pcF6mi5cuFAsBAufz8eMGTMw\nfPhwFBQUwN/fX2r52bNncxoUtn+OHTuGjIwMWFhYYMWKFVBVVeXym5ubY+XKlQAqVeXsMhUbGsXU\n1BSGhoZcfkVFRcybNw+9e/dGr169UFhYWKvrqons7GyMHz9e4mdvb4+ePXti5syZKCgoQJ8+fbB8\n+XKxsrdv34aCggKGDRsGW1tbsTQjIyOMHTsWQO3tUb5Uf6mpqaFjx45SQ2pUx4IFC+Dl5cVpZAgh\nXOiqGTNmwNLSEgsXLkR2drbMOtTV1bFt2zYxJxxnZ2cuHMzDhw+543v27EFJSQn69u2L33//XUxr\n0q9fP+6Ldd++fcjNzZU4l5ubG1q0aAGg8j6pqrX9Uly8eBEvXrwAwzDYuHGj2LPDyMgImzdvBo/H\nQ0BAgNTloOHDh3Nab0VFRbE5AVTapM6bN4/TALRt25abi4QQbN68mXMykZOT477is7OzqzVF+JIU\nFRVxJhXsjzVtCAwMhJ6eHgICAupdE8jeOyNHjkTTpk254/r6+vD09MTgwYPFVmi+FHl5eZyZwbp1\n62BpacmlKSsrw9vbG5aWligqKpLp1bx582axUFK9evXCkCFDAACPHz/mjp8/fx5CoRDt27fHxo0b\nufnFzhVHR8d6vz5ZsGZXkyZNgpubG7eqwOPx8J///Ac///wzRCIRfHx8pJafPn06N17S/BRcXFzE\nVmKGDBnCrf4YGBhgyZIl3H2koaGB0aNHAwBnDtIYuHDhgth9YmRkBHNzczg5OeHx48ewt7fHkiVL\nxMpkZmZyDmibN28W0wKqqqpizZo1MDU1RX5+Pvbu3StxTjk5OWzduhUdOnTgjvXv3x99+/YFIC5j\nhIaGQigUQktLC+vWrePuWQUFBcyZMwe9e/eWqD8lJQXFxcXQ1tYWm+tycnJwdXXF8OHDMXz4cOTl\n5X1Ml1XW9dEl65n//Oc/uHr1KrZv3w4HBwexGFbl5eUICQmBra3tF/OCsrCwEHv4sbCxompjx5Oc\nnIwXL15ATk5OZvw+9qV0/fp1iTQNDQ2p8REvX74MoNKTUtrLu1+/flBXV0dOTg6ePn0KAFxg52vX\nrmHv3r3IzMzk8ispKcHPzw8rV66st5dJaWkpt5RY9ff8+XMoKCjgxx9/xN69e+Hr6yvx8nZzc8OT\nJ09kBnhnBZ7379/Xqi2Nvb94PB5cXV1x/fp1rFu3DsOHD4empiaXXlxcjJMnT8LGxkamE03Pnj2l\nvpRZYbaqIMjOtQkTJkita/DgwWjXrh2Ki4sRGRkpkV41tmBDwY6ptbW11LAanTt3hp6eHt6/f4+7\nd+9KpJuamlZbf9++fSXmCiswtm/fXiJQOitQA6i3j7BPRU5ODmZmZmK/zp07c9chFAoxZcqUev8w\nZz+y165di5s3b4rZjI8cORJ//vkn5xT2JYmMjERJSQm0tLQwYMAAqXnYkDBXr16VSGvXrp3YxySL\ntHcC+56yt7eXOj9l3Xv1TUVFBXct0sLhAP97B929exfFxcUS6TXd79KC0bMmIZaWlhL3EauUaSz3\nCVBpWvbhvWJkZAQNDQ0AwNmzZ7FgwQKxuXzr1i2Ul5fDwMBAanxIOTk5TJw4EYD0+dShQwepGy5I\nm0/sEvnQoUOlzidWKK9K27ZtwefzkZiYiDVr1kjc53/88QfWrl1bq00fZFGjDWRVR4faQP7fGaKu\n5YBKl3lra2tYW1sDqHzA3bp1C+fOncODBw9QWloKT09PXL58uVqP7fpA2q4fADihUpqB/oe8fPkS\nQGVfuLm5Sc3D3rBJSUkghIjdbNICpAL/07wdPHgQZ8+elZqH1aQlJibCxMQEXbt2xZAhQxAaGooN\nGzZgw4YNEAgE6NOnD6ysrGBubv5RYyYLLS0tzsYKqLwZTp8+jU2bNuHt27do1qyZ1K8mFrYfIiIi\n8PLlSyQnJyM5ORnPnj1DVlYWgNqNAfB19BdQ+dVqb28Pe3t7EEIQFxeHmzdv4syZM4iNjUV+fj5m\nzZqF0NBQiYeIrN18WKNv9sFXUFDAaTKrsynu1KkT0tPTIRQKJdJkzcsvCTumwcHBuH37ttQ8rHNC\nQkKCRFpN1yDt/mdXAqoK9x+mAdIdwhqC6uJApqSkYMGCBbh79y6cnZ1x8eLFevt4nDZtGi5fvozY\n2FhMmTIFysrK6NmzJ/r27YuBAwd+dttYWbBzuTq7u86dOwOodLh79+6d2EdZXd4J7JyT5VDHMAwU\nFBQ+e0SR9PR0FBUVAQC8vb05pz1plJWVISUlRUxI5vF4Yqtw0qjuXpH2nmbb0FjuE0B2HEhCCCIj\nI+Hp6YkzZ86goqICmzZtAvC/+dSpUyeZ9bLP2JSUFJSXl4v1v6z5xEbjqDqfWOFP1uqWtHmmoaEB\nNzc3/PXXX/D394e/vz90dXXRp08fDBgwAD/88MMnx7SsUYCsqoWrKn3Lgp2s9RGEVk9PD3p6epg4\ncSLOnTuH3377DUVFRTh79iwmT578yfVXhzTD+6rUZvKzXxCsYX91iEQiFBYWimnjZA0uW29tlnBZ\nTzgA2Lp1K44cOYLjx48jJiYGsbGxiI2Nha+vL7S0tLBw4cJPdgqRhaqqKpycnNChQwdMnToV+/bt\nQ3l5Oef9+iFHjx6Fj4+PmOaPz+ejU6dOEAgE3BdZbfga+4vH43HLKW5ubvD19cWGDRvw6tUrXL9+\nXeK8tX0QVP3qr05gYAVPaVoCWeGGviTsmCYlJdWoQZO2WlDTNUjztmRpiCV7lgcPHmDDhg1S01at\nWiW2HFYdOjo62L59O6ysrLiluPp6pnbs2BFBQUHYuXMnwsLC8PbtW85of8WKFRg0aBC8vb3FtLZf\nAnYu12bes/mrCpB1eSewGn9Z84jd0rXq8+ZzUPX+lRY54kM+bA+fz6/xQ7m6d31D3iu+vr4ICwuT\nOK6hoVHreNI8Hg8//PADli5div/+9784f/483N3doaenV6v5VDWtqKhIbJe6uswndlxkzSdZu995\nenrCyMgIAQEBePjwIZKTk3H48GEcPnwYGhoa8PDw4LSkH0ONAqSmpib4fD7Kysrw5s2bah9QJSUl\nyM/PB1B7LYWTkxPS0tKwZcuWalXltra2uHDhAi5fvvxFbSE/BXawDQ0Nce7cuXqrl33wnDhxAl26\ndKl1OXl5eTg5OcHJyQkZGRmIiIjArVu3cPXqVaSlpcHDwwPHjh37rDudWFpaYtq0adi5cycOHjwI\nMzMzieX9Y8eOYenSpQAqTRv69+8PQ0ND6OnpQVFREYGBgXUSIBtrfxUUFMDFxQWvX7/G8ePHZX6R\n8ng8TJ06FcHBwYiJiZGqFawtVR9ABQUFMm3RWKGrOkGqIWFfWrt27YKVlVUDt+bL8fbtW5kfo3Vd\nEtTU1ISJiQkiIiK4eKT1hY6ODlavXg1vb288efIEERERuH79Oh49eoSwsDDk5ubi8OHD9XrOmmDn\ncnXmR1UFqE+Z+9V9gAGVCgNpy8X1DXuf8Hg8PHv2rN5XTRozSUlJUu+VmjSq0mBNHgghePbsGfT0\n9Oo0n3g83icp1dTV1QHInk/VzSUbGxvY2NjgzZs3iIyMREREBK5cuYLXr1/D29sbmpqaH71Fbo2z\nicfjcSrtmoxenz9/DpFIBDk5Oam2ItJ4+/Yt0tPTcfPmzRrzsgPP2iU0dthddVJTU2Vqb1+/fo17\n9+6JadpqW6+0pTmWO3fuID4+Xmzp8smTJ0hLSwNQaR8xatQobNq0CVevXgXDMKioqMD58+dr3Y6P\nZebMmZwh+vLlyyXioLHbuLm7u2P9+vUYMWIEGIbhtGyvXr2q0/kaa3+pqqpCKBQiMzNT5jJsVepj\n/qupqXEfd7KEBvYhCUBiZ6jGAmukX92Y3r9/Hy9evPgiL+ovhZWVFacJ//BXl48jFtahorbmIDVB\nCEFaWhoiIiIAVC5XmpmZYebMmQgMDOQcNe7fv8/dW18K1rYsJiZGZh7WBlpDQ0OmVqc2sEuNsbGx\nUtMTExNlxmetT9q2bQtFRUUQQpCYmCg1T3FxMSIiIpCSklJv86Ax4O3tLfU+uXXrVp3rkpOT47Sp\nrGaQnU/VyUXsfGrXrl2NGsfqqGnuSnsOFhcX4/nz55wpXfPmzWFjY4MVK1bg6tWrXKgqWWZdtaFW\nnyMDBw4EUBlQtbplbDbIca9evWrtZTd8+HAAlfZp0oK4shQVFXHG/9XZzjUUH04uoNIDTUtLC+/f\nv8eZM2ekltu0aRMmTpyI2bNn1/pc7NfQsWPHpC6l3717Fy4uLhgxYgTS09MBAOvXr8eYMWOkeheq\nqalxWrSqDxBp11Qf8Pl8eHt7g8fjIS8vD+vXrxdLZ18s0mxLiouLOaHtwzhqstr7pfrrY2Dn/86d\nO6v1hsvKysKDBw8gLy8vNaZYXWCN3mXZx4WFhSEzMxN8Pr9O+4p/rvkiDfbhd+rUKanPpPj4eDg5\nOcHW1pZ7iFPEyc/P5zQ09bXqUFhYiOHDh2Py5MmcN3ZVfvjhB26efGlhpVevXmjSpAnS09OlOjUA\nwKFDhwB8emzMQYMGAah8OUsTFE+cOPFJ9dcWRUVFzgP36NGjUvMcOXIEkydPxrhx4+gubzK4fv06\n91xj75XevXtDQUEB8fHx3CYKVRGJRNwz9lNlFnY+Xbx4UarGU1ow8aNHj8Le3l4iyglQ+Q7u0aMH\nAMn3aF2olQDp6uqKVq1acV57H9qS5efnY9OmTTh16hTk5eW5ANxVycrKQnx8PPeCZnFycoKenh7y\n8vIwfvx4nD59WkJj8OTJE7i6uiIjIwMDBgyQCJoZHx+P+Pj4z25PUh2sOrvq9fF4PMyYMQMAsHr1\najFtVXl5Ofbu3csNvCwnG2lMmDABmpqauHfvHhYuXCh23dHR0fD09ARQOelYTY2dnR2AygfXmTNn\nxF7yUVFR3G4sVT3qWPuND8esPjA1NeU8MYOCgsQ8Zdk2BwQEiN0sycnJmD59OmfCUFJSIlanrPZ+\nqf569+4dNxdryy+//ILmzZsjKSkJY8eOxZUrV8ReOCKRCBEREZg0aRKKioowbtw4aGtr17p+aUyZ\nMgVNmzbFjRs3sHLlSjFv9uvXr2PRokUAKsNz1GW5R9o98Lmwt7eHlpYWXr58idmzZ4uFzomPj8fM\nmTMhEonSt5u6AAAgAElEQVRgYmLCbdlH+R9ZWVmYPXs2ioqKoK6ujpEjR9ZLvaqqqpxJgZeXl5hS\noKSkBBs2bAAhBB06dBCbx2lpaYiPj8fr16/rfM7i4mLk5+fL/LHPEA0NDc7Lev78+WJa/6KiIixZ\nsgSRkZFQUlLintsfi52dHXR1dSEUCuHl5cW1gfz/7lYHDhz4pPrrwvTp0yEvL4+DBw9iz549Ys+X\nv//+G5s3bwZQ+S7+VKeKfyMPHz6Et7c3gMrnPbsq07p1a26LZU9PT7HddQoKCrBgwQI8evQIqqqq\nmDZt2ie1oV+/fujWrRtycnLw3//+l1u1E4lE2L17t9Td1IYNGwY+n4+oqCj4+PiIjXt8fDxnQlL1\nHVZSUsK9w2rj81KrnWhUVVXx119/YdasWYiKioKNjQ20tLTQokULFBQUICkpCRUVFVBSUsLmzZs5\nT7aqbN68GUFBQbCwsMDBgwe5482aNYOvry88PDzw9OlTzJ8/H0uXLoWOjg6aNGmCzMxMzmu0b9++\nnAdUVdj1+zVr1mDUqFG1uaR6RyAQ4MGDB/D09ESHDh0we/Zs9OnTB6NHj8aLFy/g7+8PT09PrFmz\nBq1bt0ZqaiqncZo5c2adnDFatGiB7du3Y8aMGTh16hTOnz8PAwMDbizY9rDx/ACgR48ecHV1xb59\n+zBv3jysW7cObdu2RW5uLqfxGzt2rNiXEuvZdenSJdjZ2cHCwgKLFy/+5L5imTNnDsLCwpCXl4dl\ny5bh9OnT4PP58PDwgIeHB27fvo2+fftCX18fhYWFnKd6r169EBkZidevX4t5rstq75fqr9DQUCxY\nsACA7KWrD9HW1sbevXsxe/ZsCIVC/PLLL1BRUYG2tjYUFBSQlpbGzRN7e3ssXLjwE3u9cnltw4YN\nmDt3Lg4ePIiTJ0+iY8eOePPmDXdtw4cPr5NWHKjsw/DwcOzfvx8REREYPnw4fv75509urzSUlJTg\n4+ODqVOnIiwsDNeuXYOBgQFKSkogFAohEomgpaXFxWH9FikuLsb48ePFjhFCUFBQgISEBFRUVKBp\n06YSMXg/lcWLF+Px48d4+vQphg0bBm1tbSgrKyM5ORkFBQVQVlbGmjVrxBws3N3d8fTpU0ycOFEi\n3l5NzJ8/v9r0qjbo7H12+fJluLq6QltbG5qamoiPj0dRURFUVFSwfv36Osdy/ZAmTZpg8+bNmDRp\nEs6dO4crV66gY8eOyMzMRFZWFoyNjfHPP/8AQLWe0fWBqakpli5diuXLl2Pjxo3YvXs32rdvj6ys\nLM50aujQoZ/tXv0aiIiIkLhXRCIRsrKyuA9iPT09rFixQiwP+5F08+ZNTJw4Ebq6utxONO/fv0ez\nZs2wefPmTwqVA1QuoW/cuBGTJ0/GzZs3YWVlBQMDA04+srKykghx2KZNGyxZsgSLFy/G1q1bsW/f\nPujo6KCwsBDJyckQiUSwtLTk4ioDlcvx7P8XLlyo8T6o9czt3LkzTp8+jTNnzuDSpUtITU3F8+fP\n0axZMxgZGaF///4YN26cTEeA6tDW1saJEydw4cIFXLlyBdHR0cjIyEBpaSlatmyJoUOHYuTIkZ/N\n47U+WL16NZYuXYonT55AKBQiKSmJWwZh97o8dOgQHj9+jJiYGKiqqqJPnz6YMGECp56uCz169EBw\ncDB8fX1x/fp1zs6BYRgMGzYMkydPlvAOmz9/PgQCAU6dOoW4uDjExMRATU0Nffv2xZgxYzB06FCx\n/A4ODnj58iWCg4MhFAo/ySZIGs2bN4enpyeWLFmCly9fws/PDz///DOsra1x+PBh/Pnnn5zdirq6\nOnr37o2xY8fC2toaffr0QXZ2Nu7evcvF4KquvV+ivz6Wzp0749y5czh9+jSuXr2K2NhYzh6pVatW\nGDBgAEaNGlWn5eSasLa2xunTp+Hr64vbt28jJiYG6urq6Nu3LxwdHblQWnVh2rRpyMzMxJUrV5CQ\nkCB1CbM+MTIywtmzZ+Hv748rV64gMTERIpEIenp6GDRoEKZOnfrV2Et/DkQikYQTgby8PFRUVGBk\nZIRevXph4sSJEts4fiotW7bEsWPHsGfPHty8eRPp6ekghKBNmzYYOXIkpk6dWu/nrC18Ph87duxA\ncHAwTpw4gZiYGGRnZ6Nt27bo168fXFxcPvllz9KlSxduK7tbt24hJiYGWlpamDNnDgYOHMjFZZQW\nb7i+GTt2LLp27Qo/Pz9ERUUhJiYGioqKMDU1xahRozB69OhvysHmQ3JzcyU2TeDz+VBXV0evXr0w\naNAgODo6SoxV06ZNsXv3bgQFBSEoKAixsbHIyspC27ZtYWVlBRcXl3oLW6Wrq4vjx49jz549CAsL\nQ1xcHNq1awc3NzcMGTJEaoxsR0dHtG7dGocPH0Z0dDRiY2OhoqICU1NT2NnZwdHRUWK72rrAI40p\nGBOFQqFQvklmzZoFXV1dzJs3r6Gb8tl58uQJxowZg2bNmkkNdE+hNBSZmZno168fwsPDuU0HZPHt\nfnJQKBQKpVFQWlqKJ0+efPLScWPB398fI0aM4CJKfAgbhqy6INQUSkNw//59sWgd1UEFSAqFQqE0\nKAsWLICamhoXleBrp1OnTnj58iV27twpYUYQGhqK3bt3AwDGjRvXEM2jUKSSnJyMZcuWYfr06bUK\nO0SXsCkUCoXSoPzzzz/Q09MT24nra2f27Nm4cOECgEo7fw0NDTGnUBcXFy7iAYXSGCCEiPkV1AQV\nICkUCoVCqWdEIhHCwsJw5MgRJCYm4vXr12jevDm+//57jB8/notlSqF8rVABkkKhUCgUCoVSJ6gN\nJIVCoVAoFAqlTlABkkKhUCgUCoVSJ6gASaFQKBQKhUKpE593DyUK5Qvh5eWFoKAgqWmqqqpo1aoV\nLC0t4ebmJnUv6YYuX1diYmIQFBSEqKgoJCcno7i4GOrq6tDT00O/fv3g6OhYr9vTfSo9e/ZEXl4e\nDhw4UK876lRHZmYmAgMDcePGDSQkJHB91KlTJ9jZ2cHOzu6TdmH4FomPj//ssRrZLUk/RF5eHurq\n6tDX18fQoUMxceLEz74N4Kfg4eGBS5cuYdasWXB3d2/o5lAo9U7jvfsolI+gRYsW3Gb3QGVYAnbv\nz0OHDiEoKAh+fn4wNTVtlOVroqCgAN7e3jhz5gyAypeqjo4O1NTUkJeXh/v37+P+/fvYs2cPli9f\nDltb2486z9fOsWPHsHLlSpSUlEBOTg6tW7eGrq4u0tLScPPmTdy8eRMHDhyAj48P2rRp09DNbfQI\nhUIsW7YMzZo1+2L7izMMIxbWp7y8HG/evMGDBw9w//59/P3339i/fz8UFRW/SHsoFIo4VICk/Kvo\n168f1q5dK3G8uLgYy5cvx6lTpzBnzhyEhIRI1V40dPnqeP/+PSZPnozo6GioqqpixowZGDVqFDQ1\nNbk8qamp8PHxwcmTJ/Hbb79BTU3tmwsXsmHDBuzduxd8Ph8//fQT3NzcxLSxV69exerVq/H06VNM\nmjQJJ06cgJqaWgO2uPETHByMiIiIetv/vTb8/vvvUrXV8fHx+Omnn/DgwQP8+eefmD179hdrE4VC\n+R/UBpLyTdC0aVMsX74cGhoanBbqayoPAGvXrkV0dDQ0NDRw+PBhTJkyRUx4BCoDFq9evRpTpkyB\nSCTC8uXLUVFRUedzfa3cvHkTvr6+kJeXx8aNGzF37lyJpfwBAwbg4MGD0NTUhFAoxPbt2xuotZSP\noWPHjtx+2YGBgQ3cGgrl24UKkJRvBkVFRRgbGwOo1GJ8TeWFQiGOHz8OAFi0aJFMOzEWDw8PNG/e\nHGlpabh9+3ad2/o1wgrMhBA4ODhg2LBhMvO2bt0a06ZNAwAcP34c79+//1LNpNQD5ubmAIDc3Fy8\nefOmgVtDoXyb0CVsyjdFeXk5AEBZWfmrKn/ixAlUVFRAS0sLdnZ2NeZv2rQpZs6cCZFIJCZs3rlz\nBy4uLhgwYAB++uknLF++HImJiWjVqhW8vLy4JcqYmBgEBATg7t27yMrKQnl5OVq0aAFzc3O4ubmh\nc+fOEucsLS3F4cOHcfLkSaSkpEBNTQ3Dhg3Df//732rbmpKSgj179uDmzZvIysqCiooKTExMMHny\nZPzwww+17iPWoQgA3Nzcaszv4OCA5s2bw8LCAkpKSmJp+fn52L9/P0JCQpCcnAw5OTno6+vDxsYG\nTk5OaNq0qVj+gQMHIi0tDaGhodiyZQvCw8PB5/NhZWWF9evXw9nZGVFRUQgMDERubi527tyJuLg4\nqKqqwtTUFD///DP3cfEhT58+hZ+fH6KiopCbmwtVVVWYmJjAxcUFlpaWYnk/x/hWnT+XLl2CQCCA\nhYUFDh48yB0vKCiAv78/Ll26hOTkZMjLy4NhGIwaNQo//vhjvTsrsfcRIP1eysrKgp+fH8LDw5Ge\nng5FRUUwDAMHBweMGjVKwnyEHb+IiAjcu3cP/v7+iImJASEEAoEAzs7OGDFihNS2hIaGYv/+/YiJ\niQGPx0OvXr3g6ekps+0FBQXw8/NDaGgohEIh5OXl0bZtW/Tp0wdTp05F69atP7JXKJQvCxUgKd8M\nb968waNHj8Dj8dCnT5+vqvy1a9cAAP379wePx6tVGScnJ5lpqampmDZtGhQUFNCxY0fEx8fDyMgI\nABAUFIRFixahoqICmpqa0NfXR0FBAVJTU3Hu3DlcunQJ+/btQ48ePbj6ioqKMH36dNy5cwdycnIw\nNDRESUkJDhw4gKioKJSVlUltx40bN+Dh4YGioiIoKSnB0NAQb968wdWrV3H16lW4u7tj1qxZtbre\nyMhIAECrVq1q5SmsqakJe3t7ieNCoRCurq5IT0+HvLw8DA0NIRKJ8OzZMzx9+hRnz56Fr68vWrVq\nJVH2t99+Q3R0NBiGwatXr9CuXTux9DNnzuDIkSNo0qQJOnbsiPT0dISEhCA8PBwbNmzA8OHDxfIf\nOnQIq1atQkVFBdTV1WFkZIRXr14hPDwc4eHhmDJlCrecW5X6HF8zMzNkZGQgIyMDGhoa6NChAxiG\nETuXm5sbkpKSoKCgAD09PYhEIjx8+BAPHz5ESEgIfHx86tXZ5cqVKwCAHj16SAjzDx8+xPTp05GX\nlwdFRUUYGhqisLAQDx48wIMHD3D+/Hn4+PhARUVFot6dO3fiwIEDUFZWhp6eHtLT07nryM7OxuTJ\nk8Xyr1+/Hr6+vgAqzUfU1NRw+fJlRERESIw9UGkL7ezsjGfPnqFJkybQ09ODnJwcEhMTceDAAZw7\ndw7Hjh2Djo5OPfUUhfIZIRTKv4D58+cThmHI/PnzxY5XVFSQd+/ekcjISOLg4EAYhiGrVq1qdOWr\no7S0lHz//feEYRhy8uTJOpX9kMjISMIwDGEYhowdO5YUFBQQQgjJyckhhBCSnZ1NunXrRhiGIb6+\nvqS8vJwrm5ycTEaOHEkYhiFTp04Vq3fDhg2EYRhiZWVF4uLiuOO3b98m5ubm3DkjIyO5tJSUFGJm\nZkYYhiF//PEHKSkp4dLCwsK4tNDQ0Fpdm7u7O2EYhri6uta9Y/6f0tJSMnToUMIwDHFyciIZGRlc\nWkJCArGzsyMMw5AJEyaIlbOysiIMwxBjY2Py4MEDrq53794RQghxcnLi+sDNzY28efOGy7N69WrC\nMAwxMTEhmZmZXJ2RkZFEIBAQgUBAdu3aRcrKygghhIhEIhIUFESMjY0JwzDk2LFjYmU+x/hu27aN\nMAxD3N3dxY6Xl5cTe3t7wjAMmT59OsnOzubSXrx4QYYPH04YhiErV66s9RhImytsX7169YocPnyY\ndOvWjXTu3Jk8fvxYLE9ubi6xsLAgDMMQDw8Pkpuby6U9fvyY9O/fnzAMQ+bOnStWjh0/hmHI5s2b\nublYUlJCZs+eTRiGIebm5qS0tJQrc/36dW7M//77b7F+tLW15erbtm0blxYQEEAYhiHjx48Xa9vr\n16+Jo6MjYRiGLFiwoNZ9RaE0JNQGkvKvIigoCAKBgPt16tQJ5ubmcHFxwdOnT+Ho6AgvL69GW14a\nubm53JJdixYt6lS2OmbNmsVpYVhHk6ioKACAiYkJ3NzcxJYedXR0uKXhqjacJSUl3HLmmjVrYGho\nyKX98MMPWLBggdTz+/n5oaCgAPb29vjvf/8rpqEaNGgQ5syZAwDYsWNHra7n3bt3AAANDY1a5ZfG\n+fPnkZiYiJYtW0qE+NHX18fu3buhrKyMe/fucVrhqlhbW3Mhmvh8vlgYGgBo27Yttm/fzjk/8fl8\nLFiwABYWFigqKkJAQACX18fHB4QQjB07Fj///DO37Mrj8WBvb8/1z7Zt26Q6StXX+FZHaGgonj17\nBn19ffzxxx9o2bIll2ZgYIA//vgDcnJyOHLkCHJycmpVJ4uLi4vYvWRsbIx+/fph2bJlKC8vx549\ne9C1a1exMocOHUJeXh4YhsGmTZvE5kLXrl3h4+MDHo+H4OBgvHz5UuKcffv2xezZs7m5qKioyGl4\n3717J9Yve/bsAQBMmzZNzDtdR0cH27dvl7psHxsbC6BynlRtW4sWLeDl5YX+/ftDS0urTv1EoTQU\nVICk/Kto0aIFzMzMuJ+pqSkEAgHU1dUBACdPnsTixYtlLqk2dHlpEEKk/l2V3bt3i71sq/6cnZ2l\nljExMZE4ZmNjg0ePHuHAgQNSy7C2glWdTu7evYvi4mK0adNGatgVW1tbiWVG4H/LkLJsy0aMGAEe\nj4fnz58jOztbap6qsOeoah9XV1ih0M7OTmponzZt2mDIkCEAKsMBfYi0Pq3Kjz/+KNVmb/To0QCA\n8PBwAEBhYSHu3bsHAJgwYYLUusaOHQtFRUVkZWXh6dOntWrLx4xvdVy+fBkAMHjwYDRp0kQinWEY\nMAyDsrIyzsSgtjAMI3YvdevWDR06dICCggLKysrg6emJixcvipVhx8/R0VFqmKzvv/8e5ubmIIRI\nHT9pIa/atGnD9UtBQQEAcEviADBy5EiJMnp6eujevbvEcV1dXQDA3r17ceHCBa4+ADA1NcXu3bsx\nc+ZMqf1BoTQ2qA0k5V+FrDiMhBDcuHEDc+fOxYkTJ0AIwerVqxtdeWmoq6uDx+OBECJTi9OmTRuY\nmZmJHcvOzkZKSorU/MrKyhLasarw+Xzcv38fsbGxSElJQXJyMmJiYpCamgqg0uOZJSkpCQBk2h2y\ntl4xMTHcsYKCAmRkZAAAtmzZgp07d0otKy8vj/Lycs4RpDrY9Nzc3GrzVYdQKAQAdOrUSWae77//\nHmfOnOHySmuDLGQ5yrA2hawTUEpKCsrLy8Hn88U0ulVRUlJChw4dEBMTA6FQKKaNq8/xrQ5WI/f3\n33/j/v37UvO8evUKAJCYmFirOllkxYEsLCzEjh074Ofnhzlz5qB58+ZcvtqO371796SOnywHliZN\nmuD9+/dcv6Snp6OsrAx8Pp8TCj9EIBDgzp07YsfGjBmDwMBAJCcnY/bs2eDz+TA1NUXfvn0xcOBA\nGBgYyGw3hdLYoAIk5ZuAx+OhX79+WLRoEebNm4egoCDMnDmz1stFn7P8rl27pC6HtmrVCtu2bUPT\npk2hq6uLpKQkqctuQKUW5ENNSEBAAFasWCE1f3UODSEhIdi0aZPYC5Z1jLG2tkZISIhYfnbp+ENP\n5qo0a9ZM7P/CwkLu72fPnsks9+E5qkNPTw9A3UIkxcbGokOHDuDz+WLtkuZgwcKmVb0GFmlauKp8\n2A8f1llcXIyysjKubiUlJcjJyV4oYrWZH7alPse3OlgNWkpKisyPFZbajGFtUFFRwfz58/H8+XNE\nRERg586dnADJ9kN1wrOsPgPAzQNZsCsAVee8LKc2aWOtrq6OEydOYNeuXTh//jwyMzMRFRWFqKgo\nbNq0Caampli5ciUVJClfBVSApHxTWFlZAajUsMTExNTZ3uhzlBcKhdxyWFWq1t2nTx8kJSXh8uXL\nmD9/fp3OWRdu3rwJDw8PEEJgZWWFoUOHQiAQQF9fH0pKSrh586aEgMG+KIuKimTWW1xcLPZ/VWEz\nIiKiXvbt7t+/P9atW4ecnBzExsbWGCuzsLAQP/74I/h8PrZt24a+fftywkXVpcUPYYWHjwnl9GE/\nsLDnU1VVBZ/P5wRKVuslS4hky9W2LR8zvtXBjuPWrVurjbv5ORgwYAAiIiLEPkCUlZWRn59f7fjV\ntc+kwZqkvH//HoQQqUKkrLFWV1fH/PnzMX/+fMTExCAyMhI3btxAZGQkHj58CFdXV4SEhFT7QUah\nNAaoDSTlm6Lqi1iWPeGXLr927VrExsZK/FgbQaDS3k1OTg5JSUkIDg6u83lri5+fHwghGDVqFHbt\n2gUHBwd8//333MuMXY6sir6+PoBKbZ60PhGJRBLLhc2aNeOExoSEBKltqaiowO3bt5GUlFSr3XQ6\nduzIaW78/f1rzB8UFISysjKUl5dzcQ/Za3n+/LnMcqy9oayly+qQpUFml/fZ9uvo6EBeXh5lZWWI\ni4uTWqaoqIhbFq66/3p1fMz4Vgd7XlljCFSG1YmLi5MpUH0srJNK1eV2dvyq02qz41fbPpNGu3bt\noKioiLKyMpljKk0Tnp2djTt37nAfW0ZGRpg8eTJ8fX1x+vRpNG3aFFlZWRJL3xRKY4QKkJRvCnap\nmMfjSQ2G3VjLCwQCTJ06FQCwYsUKREdHV5u/sLAQ169fr3P70tLSAEi3ISOE4NSpUwAgJtB1794d\n6urqyMnJ4ZwqqhIWFob8/HyJ46zDwtGjR6W2JTg4GK6urrC3t69Wu1kV1gHh9OnTUtvCkpKSwm1h\n6OjoyAmzbJvOnTsndcn11atXXL0fEwv0zJkzEkI2IQQnTpwAUOmMAlQu07JxGI8cOSK1rmPHjqGs\nrAwaGhq1nksfM74AOA3bh20fMGAAgMr+LikpkagzJSUFTk5OsLOzw8OHD2vVxtrCOsFUtStlx+/4\n8eNSnan++ecfPHr0CADQu3fvjz63kpISV57dIaoqmZmZUneAcnZ2houLC+csVRVDQ0POi/1b2n6U\n8vVCBUjKN8O9e/c4x5XBgwejbdu2X1V5Dw8P9O7dG2/fvsX48eOxdetWpKeni+XJycnB/v37MXTo\nUE5YrU1QbRbWjvD48eN4/fo1dzwrKwtz5szhHCWqCgt8Ph+//PILgErHh6rL8Y8ePcKyZcuknmvq\n1Klo0qQJgoODsWXLFrE6b9y4AW9vbwCVjgfSPKKlYWNjA1tbW4hEIri7u2Pr1q1iW92JRCKEhIRg\n/PjxyMvLg56eHmbPni1WXl9fH69fv8aMGTPENHKJiYmYNm0a3r9/D1NTUwwaNKhWbarK06dPsWzZ\nMu5aS0tLsXLlSty/fx+tWrXC+PHjubwzZsyAnJwcAgMDsXv3bk4gIoTg9OnT2LRpE4DKeVGT7R7L\nx4wv8D8bzQ/nm62tLfT09JCUlAR3d3cxb3mhUIgZM2agvLwcnTp1qtOuQtVRWlqKHTt2cPvJV40y\nMH78eDRv3hxxcXGYO3cu8vLyuLQnT57A3d0dhBAMGzbsoz4Aq8KOz8GDB3H06FFOuM7MzISHh4dU\ngdrW1hZAZbirqh+BIpEI+/fvR2pqKpSVlbmtGimUxgyPfMw6HIXSyPDy8kJQUBBatGghsTQlEomQ\nmZnJef0aGBjA399fzGO2ocvXFpFIhB07dmDXrl2oqKgAj8dD69at0apVK+Tl5SEtLY1b0tPT08Ov\nv/4qtrsJu9WdhoaG1GWyR48ewcnJCWVlZWjSpAn09fVRXl4OoVCI8vJyWFhY4P79+6ioqMCdO3e4\nWHYVFRX47bffcP78ee4agcol2/bt20NBQQHx8fE4cOCAmGftxYsXMW/ePJSWlkJFRQX6+vrIzc3l\nNGWWlpb466+/6rSLSWlpKZYvX85p9RQUFKClpQU1NTWkpKTg7du3ACrjAu7YsUPC8zY+Ph5Tp05F\neno6FBQUYGBgAJFIhBcvXnBb2/31119iHwDsVni7du3i7Fyrwm5laGhoiBcvXqBZs2Zo3749kpOT\n8fbtW6irq8PHx0ci9EtAQABWrVoFkUgEDQ0N6OrqIiMjgxPUJk2ahIULF3L5P9f43r59G66urgAq\n55VAIMC2bdsAVI7xlClT8OrVK66/ysrKIBQKUVFRgTZt2uDIkSNSd2aRBmu7yjCMhDNMSUkJEhMT\nOY305MmTJeKM3r9/H7/88gvevn0rthMNa0bRs2dP7NixQ8zJpabx69mzJ/Ly8iTmb0BAAFauXAlC\nCNq0aYMWLVogLi4OcnJy6N69O27duoVZs2bB3d0dQOXcdHFx4bSx2traUFdXR0ZGBt68eQM5OTms\nW7dOamggCqWxQZ1oKP8qcnJyJELd8Pl8aGhowNLSEoMHD8aYMWNkCiQNXb4m5OTk4OHhgVGjRuHU\nqVO4ffs2EhIS8OzZM6iqqsLAwACmpqYYOHBgnbY9ZDExMUFQUBC2bduGf/75By9fvuT2a7a3t8eo\nUaMwfvx4PHr0COHh4XBwcABQaY+2adMmWFpa4siRI0hISECTJk1gb2+P3377DTNmzJB6vuHDh4Nh\nGPj5+SEiIgKxsbHg8/no0qUL7OzsMGHChFpr11gUFRWxatUqjBkzBidOnMD9+/fx6tUrpKWlQUND\nA/3794ednR1sbGykBnvu2LEjTp8+jX379iEsLAxCoZBrk62tLcaNG1ejt7Usxo0bBw0NDezduxdx\ncXFo0aIFhg0bhmnTpkFbW1siv5OTE7p27Qp/f39ERUXh+fPnaN68OYYOHYrx48fXWav3seNraWkJ\nT09PHD58GGlpaSgvL+ecewwMDHDmzBn4+/vj8uXLnOCoq6sLKysr/PTTTx/lJPWh7SePx4OSkhK+\n++47dOvWDaNHj4aFhYVEOXNzcwQHB2Pv3r24du0aXrx4AWVlZfTo0QMODg5wcHCo1rO9Ljg5OcHQ\n0BB79uxBdHQ0hEIhevToAU9PT1y6dAm3bt0Sy6+oqAhfX1/4+/tzcyszMxMtWrSAnZ0dXF1dP1kz\nSpuOqlsAACAASURBVKF8KagGkkKhUD4zrAZy8eLF1e5RTqFQKF8L1AaSQqFQKBQKhVInGoUA+fjx\nY84Q+vnz53B0dMT48eOxYMGCWu+IQKFQKBQKhUL5MjS4ALlnzx78/vvvnMfajh07MHPmTBw5cgSl\npaVS9yulUCgUCoVCoTQcDS5A6urqcvHYgMr4ZHl5eSCEoLCwEAoK1M+HQqFQKBQKpTHRKJxoUlNT\n4enpiWPHjuHcuXPw9vZG8+bNoaamhoCAgBo9HtnYZRQKhUKhUChfA197vM9Gp95btWoVDh06BEND\nQxw6dAhr167F0qVLayz3tQ/Eh9y/f/9fd03/Rug4fR3Qcfo6oOP0dUDH6dP5Nyi+GnwJ+0PU1dW5\n4LHfffed1C3QKBQKhUKhUCgNR6PTQK5cuRKzZ8+GgoIC+Hw+VqxY0dBNolAoFAqFQqFUoVEIkNra\n2jh27BgAoHv37jh69GgDt4hCoVAoFAqFIotGt4RNoVAoFAqFQmncUAGSQqFQKBQKhVInqABJoVAo\nFAqFQqkTVICkUCgUCoVCodQJKkBSKBQKhUKhUOoEFSApFAqFQvkXs3btWjg7O2PYsGEYMGAAnJ2d\n4eHh0dDNqpZLly7hxx9/xOjRo7F///56r//Vq1fo27cvkpOTuWNXrlzBuHHjkJmZiWXLlskse+rU\nKWzcuFHiuKOjI1JTU+u9rY2VRhHGh0KhUCiUfzt+wU9x63FavdbZu5sW3Ow6V5vHy8sLQKXgk5CQ\ngLlz59ZrG+qbiooKbNq0CSdPnoSysjJsbGxgZ2eH5s2b19s52rRpgzlz5mDhwoU4ePAg8vPzsX79\neuzZswetW7euVoCkVEIFSAqFQqFQvjHu3LmDjRs3gs/nw9HREe3atcOWLVsgLy8PHR0deHt7o6Sk\nBIsWLcK7d++QlZWFCRMmYMKECQgNDcXatWshJyeHLl264Pfff4eXlxdsbGzQr18/XL9+HRcuXMDa\ntWthZWWFDh06oGPHjggPD8fx48ehoaGBw4cPo7CwED/99JNE2+Tl5XHhwgUoKCggJycHIpEIioqK\nOHXqFMLDw1FcXIzs7Gy4uLjg8uXLePHiBebNm4fBgwfj7Nmz2L9/PxQVFaGnpwdvb2/w+XypfWBv\nb4/Lly/j6NGjiI6OxvTp06Gjo4PU1FR4enri2LFjiIqKkuiXqmzZsgU3btxAmzZtkJub+1nGqrFC\nBUgKhUKhUL4Abnada9QWfklKSkpw/PhxEEIwbNgwHD58GC1atMAff/yBoKAgdO7cGSNGjIC1tTUy\nMzPh7OyMCRMm4Nq1a1i3bh26du2Kw4cPo7y8XOY5MjIycOrUKWhqakJVVRXnz5/HxIkTcfbsWezY\nsUNmOQUFBYSEhMDb2xv9+/eHkpISAKCwsBB+fn44f/48/P39cezYMdy5cwcHDhyAubk5tm/fjqCg\nIKiqqmL16tUIDAyEk5OTzPMsX74cY8eORZcuXWBvby+WRgjB4sWLJfpFQaFSdIqOjsbdu3dx4sQJ\nFBUVwdraui7d/9VDBUgKhUKhUL5B9PX1AQBv3rxBVlYWfv31VwBAcXExLC0t0b9/f+zfvx8hISFQ\nVVXlBMWff/4Zhw8fxvr162FiYgJCiFi9Vf/X1NSEpqYmAODHH3+Ep6cnevTogZYtW6Jly5bVts/a\n2hqDBw+Gl5cXTp8+DR6Ph06dOgEA1NTU0LFjR/B4PKirq6OkpAQpKSkwMDCAqqoqAKBHjx64efNm\ntedo3rw5zM3NYWNjI5Emq1/at28PABAKhTA2NoacnBxUVVXBMEy15/q3QQVICoVCoVC+QeTkKv1o\nNTU10aZNG/j4+EBNTQ2XL1+GsrIy/Pz8YGJiggkTJiAyMhLXrl0DUOlssmHDBjRp0gRTpkzBw4cP\noaioiOzsbADAs2fPJM4BAFpaWlBTU8OuXbswevRome0qKCjA9OnT4efnB0VFRSgpKUFOTg6EEPB4\nPJnltLW1ER8fj6KiIigrKyMqKooTkj8GWf2SkZEBADAwMMChQ4cgEolQXFyMly9ffvS5vkaoAEmh\nUCgUyjeMnJwcFi1ahGnTpoEQAhUVFaxfvx48Hg8rV/4fe/cdH1WV/g/8c+9MMumVDgmhCUgVFDsW\nxIKCWBaE3fjTdXd1LV9ccYEFdHURFxXRFcUCKoqiFN0VEFQMCCg9EQQBA4SEhEASCCE9U+79/TGZ\ncmfu9Ekyk3zerxc6t8y9ZzKZ5MlzznnOC1i/fj3i4+Oh0Wig1+uRnp6OyZMnIzY2Fh07dsSQIUMQ\nHR2NmTNnYu3atcjIyHB5rwkTJuCFF17AK6+84vKcuLg4jB07Fr///e+h1WrRt29fjBs3Dl999ZXb\n15GSkoInnngC999/P0RRRHp6ekAThlx9XSwBZP/+/TFy5Ejce++96NChA1JTU/2+VzgSZMfccxjK\nzs7G8OHDW7oZQdUaX1NrxPcpPPB9Cg98n8JDIO/Thg0bkJubiylTpgS5VeGlNXyvMwNJRERETW7B\nggXYtWsX3nnnHQBAVlYWli5d6nTe/fffj9GjRwflnsXFxZg+fbrT/ssuuyzka2GGOgaQRE2stt4A\nkyQjPiaypZtCRNRinnrqKcX2qFGjMGrUqCa9Z5cuXbBs2bImvUdbxQCSqIlNnLUeALD21TtbuCVE\nRETBwaUMiYiIiMgnDCCJWoDRJLV0E4iIiPzGAJKomX2/uwB3TVuLJV8dbOmmEBER+YUBJFEz+8+K\nfQCAr7Yeb+GWEFFbMG/ePGRmZuLWW2/F9ddfj8zMzGadgVxXV4f77rsPx4+bf+ZJkoRnn30WEydO\nRGZmJgoKCvy+9pkzZ3Dttdfi5MmT1n2bNm3Cfffdh5KSEjz33HMun/vll19i/vz5TvsnTJiAoqIi\nv9vUVnASDRERUTNYtu8L7CzMCeo1r0gbhsyh97g9Z8aMGQDMAVNeXl5AxbV9deDAAfzzn/9ESUmJ\ndd/3338PvV6PFStWYN++fZg3bx7efvttv67fqVMnTJ06FTNnzsSyZctQWVmJl19+GYsXL0bHjh3d\nBpAUGAaQREREbcyuXbswf/58REREYMKECejSpQtee+01aDQapKWl4V//+hcaGhowa9YsVFVVobS0\nFJMnT8bkyZOxceNGzJs3D6IoYtCgQZg9e7bL++j1erz11luYNm2adV92djauvfZaAMDQoUNx8OBB\nVFVV4a677sK3334LjUaDV155BQMGDMBnn32GlJQUXLhwAe+//z40Go3TPcaPH4+srCx8/vnnOHDg\nAB555BGkpaWhqKgITz31FFauXIndu3c7vT57r732GrZt24ZOnTrh/PnzQfoqt24MIImIiJpB5tB7\nPGYLm1NDQwNWrVoFWZZx6623Yvny5UhNTcXrr7+O//73vxgwYABuv/123HzzzSgpKUFmZiYmT56M\nLVu24KWXXsLgwYOxfPlyGI1GaLXq4YTaaivV1dWIi4uzbms0GkRHR2P48OH48ccfcc0112Dr1q2Y\nMmUKPvvsM9xxxx0eC4s///zzmDhxIgYNGoTx48crjsmyjGeeecbp9VnafODAAezZswerV69GbW0t\nbr75Zl+/lG0SA0giIqI2qEePHgCA8vJylJaW4sknnwQA1NfX46qrrsJ1112Hjz76CN999x3i4uJg\nNBoBAA8//DCWL1+Ol19+GUOHDoWvKyLHxcWhpqbGui1JErRaLX73u99h2bJlkCQJV111FSIjIxXt\ndCclJQXDhw/HmDFjnI65en3du3cHAOTn52PgwIEQRRFxcXG46KKLfHo9bRUDSCIiojZIFM3zaJOT\nk9GpUycsWrQI8fHxyMrKQkxMDD744AMMHToUkydPxs6dO7FlyxYA5kkqr7zyCnQ6HR566CH8/PPP\nGDFihNf3HTZsGDZv3owxY8Zg37591oDt0ksvxYsvvojVq1dbgz0AEAQhoNfp6vWdPn0aANC7d298\n+umnkCQJ9fX1OHbsWED3aysYQBIREbVhoihi1qxZ+Mtf/gJZlhEbG4uXX34ZgiDghRdewPr16xEf\nHw+NRgO9Xo/09HRMnjwZsbGx6NixI4YMGeLT/UaPHo2ffvoJ9913H2RZxosvvmg9NnbsWHzzzTfo\n06dPk78+SwDZv39/jBw5Evfeey86dOiA1NTUoN27NRNkX3PPISg7O1t1nEU4a42vqTXy5n0aO/Ur\nAMCKuWMQExVh3Qa4vGFz4ecpPPB9Cg9N+T4tWbIESUlJuPfee5vk+qGiNXyvMwNJREREfsvKysLS\npUud9t9///0eJ7/YmzFjBkpLS/HOO+84HSsuLsb06dOd9l922WXNWtOSbBhAEhERkd9GjRqFUaNG\nBXydefPmuTzWpUsXLFu2LOB7UPBwJRqiZhL+g0WIiIjMGEASNZNWMNyYiIgIAANIomYjMX4kIqJW\nggEkUTNhBpKIiFoLTqIhaiaMH4moJezatQtPPvkkevfuDcC8hOHYsWORmZlpPWfr1q04ffo0Jk6c\n6PV1KyoqsG3bNowdO9an9nz55Zd44403kJaWBpPJBFEU8dJLL6Fr167IzMxEXV0doqOjUVdXh0su\nuQSzZs1CUVERxo0bhwEDBkCWZdTW1mLq1Km4+uqrVe+xefNmLFiwAF988YV1RZt58+ZBo9Hg8ssv\nd/taZ8yYgTFjxmDkyJHWfQ0NDbjtttuwadMmn15ra8YAkqiZMANJ1Lad+PAjnNu+I6jXTL3qSvR4\n8P95PO+KK67Aa6+9BgDQ6/W49dZbceeddyIhIQEAFMGSt3777Tds2rTJ5wASAO644w48/fTTAIAV\nK1bg/fffx7PPPgsAeOmll9CrVy/IsozJkyfjwIEDSE5ORu/eva0zsU+cOIEnnngC69atU73+DTfc\ngI0bN2LRokV48sknkZOTg7179+Kzzz5DRESEz+0lZwwgiZqJxACSiEJAdXU1RFHEAw88gLS0NFy4\ncAG33347CgoK0KFDB1RWVuLxxx+HXq/HuHHjsGbNGixcuBAHDx5ERUUF2rVrh8WLF+Odd97BkSNH\nsGLFCowcORLPPPMMGhoaoNPpMGfOHHTu3Nmr9ly4cAEpKSlO+/V6PQwGA5KSkpyOVVZWqj7H3syZ\nM3H33XfjpptuwgsvvID58+cjIiICX375JfLy8vD0009j2bJlWLduHQRBwJgxY3D//fdbn19TU4On\nn34alZWVSE9P9+q1tCUMIImIiJpBjwf/n1fZwqawc+dOZGZmQhAERERE4JlnnsGSJUtwxx13YPTo\n0fjyyy8BAHfeeScmT56Mxx57DFlZWbjhhhug1+uRkJCADz/8EJIkYdSoUSgpKcEjjzyCzz//HBMn\nTsSTTz6JzMxMXHfdddixYwfmz5+PV1991WV71q1bh/3796OmpgYnT57EJ598Yj02ffp0REdHo7Cw\nED179kTHjh1RWlqKY8eOITMzE0ajEYcPH8bs2bPdvua4uDjMmTMHDzzwAKZOnYqePXsqjh87dgzr\n16/H8uXLAQAPPvggrrnmGuvxzz//HBdddBH+9re/Yf/+/di1a5fPX/fWjAEkUTORpJZuARG1VfZd\n2BZLlixBjx49FPsSExPRv39/ZGdn47///S+mT58OnU6H8vJyPPXUU4iJiUF9fT0MBoPiebm5uXj3\n3XexZMkSyLIMrdZ9eGHfhb1jxw488cQT2LhxIwBbF7YkSZg5cyaWLFmCcePGKbqwy8rKcNddd+HK\nK69E165dXd7n8ssvR0JCAu6++26nY7m5uSguLsYDDzwAwJwJLSgosB7Pz8/HddddBwAYMmSIx9fU\n1vCrQdRMLGMgRVGAJMkYdVlaC7eIiNo6QRCc9k2YMAEfffQR6uvr0atXL2RlZeH06dN4/fXXUV5e\njg0bNkCWZYiiCKnxL+OePXvij3/8I4YNG4bjx49jz549Xrehc+fOTgEpAIiiiI4dO6oeS0xMhE6n\ng8lk8uHVKvXs2RO9e/fGkiVLIAgCli5dir59++Lbb78FAPTq1Qv79u3DTTfdhEOHDsFoNPp9r9aI\nASRRM7GMgLx8QCfsOHAaD94xoEXbQ0SkZsSIEXjmmWfw17/+FQAwePBgLFq0CL///e8hCAI6dOiA\n0tJSpKenIzc3F0uXLsX06dPx3HPPoaGhAfX19Zg1a5bbe1i6sDUaDWpqavD8889bj1m6sAEgKioK\nr7zyCqqrq61d2IIgoK6uDhMmTAhobGK/fv1w5ZVXYtKkSdDr9Rg8eDA6duxoPT5p0iRMmzYNkyZN\nQs+ePTn5xoEgt4KpodnZ2Rg+fHhLNyOoWuNrao28eZ/GTv0KALBk1mh0TInBi0t3Y8eB0/j0X7ch\nITayOZrZ5vHzFB74PoUHvk+Baw1fw5DIQO7fvx/z58/HsmXLcO7cOcyePRuVlZUwmUx4+eWXOfuJ\nWoVW8LcaEZHXHn/8cVy4cEGxLy4uDm+//XbQ7pGVlYWlS5c67b///vsxevTooN2HnLV4ALl48WKs\nWbPGmq5+5ZVXMHbsWIwZMwY7d+5EXl4eA0gKaWXn6/DF5qP4/a39EB/jOaNoCSRXbPwNfx4/qKmb\nR0TUIt58880mv8eoUaMwatSoJr8POWvxADI9PR0LFy7EtGnTAAA5OTno27cvHnjgAXTt2tXjOAqL\n7Ozspmxmi2iNr6k1mrN4C06UNOBMSSnGjkh2ed6BAwdxKl6Lc+UVAIA12/IwLE3fXM1s8/h5Cg98\nn8ID3ydq8QDylltuQVFRkXX71KlTSEhIwNKlS/Hmm29i8eLFmDJlisfrhPtYAketYXxEW5CdnQ1Z\n1AFogFYXr/6eLTd/fw8cOBCd28ViTfYOAPUAWt/3baji5yk88H0KD3yfAtcaAnCxpRvgKCkpCTfe\neCMA4MYbb8TBgwdbuEVE7omNZTA8DXGUG+dhR0aE3MeOiIjIJyH3m2z48OHYsmULAGDPnj3Wxd+J\nQp1KOTWlxgDTPtDce7gE4/7xGWZ9+xqKq0qarG1ERETBFHIB5PTp0/HVV1/hvvvuw7Zt2/DII4+0\ndJOI3JLh3ezqDTvynfa9/cV+RKT/hqMVuXhn97LgNoyIiKiJtPgYSADo1q0bVq5cCQDo2rUrPvzw\nwxZuEVHw/W/Lcfz+1n6KfZU1eqC9eSUFg8RVDoiIKDyEXAaSKNycKK70+tyaOuWSXPV6/5fhIiIi\naikMIImCxOMYSADVtQaXk20EeHEBIiKiEMAAkqgZSW6mans7lpKIiKilMYAkakaS5BwkapLOAgCO\nlxegVl/X3E0iIiLyGQNIomZ0tLDCbabx+PmCZmwNERGRfxhAEgWJ4MUgyBXf5zrsUQaTsqdq5ERE\nRCGAASRRMzKZJMUkGiGyXnHc3RhJIiKiUMEAkqgliZJiU4bk4kQiIqLQwQCSqCUJyoBR4EeSiIjC\nAH9bEbWgyB4HFNve1JIkIiJqaQwgiYLEmwkwgqA8T4xTrmLDYuJERBQOGEASBUkw5r+ITEESEVEY\nYABJFCRqAaRaVtJ+j6miveKYIPAjSUREoY+/rYiCRK1AuKespOlCqmKb+UciIgoHDCCJgkQ1A+mw\nXV7ZoNgWBIdC4kFuExERUVNgAEkUAPsuatVJNN5ElS6uR0REFKoYQBIFwD7cM5qci4B7DAedMpAM\nIImIKPQxgCQKhF28t//oWefDHifWcC1sIiIKPwwgiQLgOdxzf4YQXe1wtgy9UY+88pMBtYuIiKgp\nMYAkakLuh0BK0LY77XT+gu2LMWPjv3Gk7FhTN4+IiMgvDCCJAuCpx1ntsCQ17hXVakRKyDl9EACQ\nX1EUYOuIiIiaBgNIoiakNqbxl2ONYyUF50k3JsnU1E0iIiIKGANIogB4GgNZUdXg+qDg/Ox1v2XZ\nrs0JNUREFKIYQBIFwkOMV1hS5fqgSgbyUNlRu0ubL37sXD7e2/MpjMxOEhFRiNC2dAOIwpmnuo3W\n8Y4qz3RchcZRUeUZAMDM718CAAzs2BdXpV/qcxuJiIiCjRlIoiakFj9q044gesS3gMbo9rmxEdGK\nbZPknLEkIiJqCQwgiQLgaZhijM45yR/ROR8AIMaXW/cZTvYFAKQldrHu69++j+J5kdoIP1tJREQU\nXAwgiZpQUrzO5bHIjMPWx7IsAAAKLxRb9/Vr10txfpTW9bWIiIiaEwNIogB4micteTuTWnb+KO5z\nWBqRs7KJiChUMIAkCoSnQuJexnym8x2BEmXGMfvUAcV2raHOl5YRERE1GQaQRAEIWgbSoENdgXLM\nY6WhQrH9+o73fWgZERFR02EASdSEunWI8+n8SzoPsD72OvgkIiJqZgwgiQLgKcb7fvdJn67XOb6j\n/dV9bxAREVEzYABJFBD3Qd6uX894vIJUF2u7ml1EKsvKuo/XZVzhY9uIiIiaBgNIogB47GX2Iolo\nKOxrd7rtCRKUAWRiVLwvTSMiImoyDCCJWlpjDUhAmYF0HAMpcSUaIiIKEQwgiQLgOQHp2zhGRRe2\nQwZS4phIIiIKEc7rrBGR9+xiuviYSKfDeacqXT/VpIGgMQGyAEFXi8g+OdiSr7ce/61uL2Z8V2o7\nn7OyiYgoRDCAJAqAfUjXLinK6bhGIzjtsxA0JvMD0QRNymmIMdVoMCnPyTtvm8XNAJKIiEIFu7CJ\ngkQtvrvrul7OOx0kdKiGVOt5gsxPhXv9aRYREVHQhUQAuX//fmRmZir2rV27FhMnTmyhFhF5xz5o\nNEnOEaRW4/kjNmbYUACuM5UWVQ3VvjSNiIioybR4F/bixYuxZs0aREdHW/cdOnQIq1evZpcdhRW1\n71eVmNJJ39ReAPKC3yA39CYDIjURzXpPIiJqPVo8A5meno6FCxdat8+fP48FCxZg5syZLdgqIu8o\n6jaqRIve/BEkek4++nQ9T8rrKvCH1f+HxXuXB3wtIiJqm1o8A3nLLbegqKgIAGAymTBr1iz84x//\ngE6n8+k62dnZTdG8FtUaX1OrYxfP1dXXO71nJwurPF7i+LHjXt9u/fbv0Cmqndfnq8mtzgcAbDy+\nDcOEvu5PbkX4eQoPfJ/CA98navEA0t6vv/6KgoICPPfcc2hoaMCxY8cwd+5czJo1y+Nzhw8f3gwt\nbD7Z2dmt7jW1Rllbd1kfR0bqnN6zvIpcYN8Ft9e4bNCl+Hj7CdsOWQQE9aLhvS7qhX7te/vfYACG\nQgFoXGHxkmGXQBRavCOiyfHzFB74PoUHvk+Baw0BeEj95hg8eDC+/vprLFu2DAsWLEDv3r29Ch6J\nWorR5HrlGMCLpQ4BiI592C6CRwAoqyn3um2utItJsT5esvezgK9HRERtT0gFkETh5kB+rfWx7NUY\nSOdzBMH7QZBv71nm9bmu2K+p/X3ejwFfj4iI2p6QCCC7deuGlStXetxHFGrq9e4zkI4TawRdndM5\n5vjRuyDSKBl9ap8aXwJWIiIiNSERQBKFK/ugUa1kj+O+iLQjiu32YgZEQfC8qHYQHS8vaL6bERFR\nq8QAkigA9nGfN2V8NCmliu0yKb8JWuVeVUNNs9+TiIhaFwaQRAEwoAG6AdshJpa5KCRuv089zSgK\nArztwg4GSXY9SYeIiMgbDCCJAnA+Mh9ibCV0fbNVM5D2+yLSjzgdv63PDc0+JjEY4yiJiKhtC6k6\nkEThRhDcj4GUZSCi134IWj00ieecjh89dwJCT3g9BjIYwebSn1cFfA0iImrbmIEkCkBynO1vMLVZ\n2BXVDdCmnlYNHgHgWHm+6izsup9vwDWRfwhmU4mIiIKGASRRkKjVgdy0t9Dj81SzigYdYjWJKjfx\np2VERETBxQCSKAAS3NeB9IZT/KiPAgCs3Zbnb7OIiIiaFANIogBU1Zqsj9XGQHoyoMNF5lnYou06\nkDQAAJMko/7XKzBv9D+sh6IjovxuKxERUbAwgCQKQEW1bUaz2ixsT/q26wUAkOtj7PbaUpJyTRJ6\npqTj0RH3AwBu7HGVfw210yE2VbFtlEwuziQiIlLHAJIoEA7dz2q1IN3ZVrAbWo0IWW8LICXJeUxk\nl/iOAABR1PjeRgfdEjortvO4Mg0REfmIASRRAFLjlZWwfM1CpiV0Rmx0hHKn7BxAioL5oxqMIuCO\n16gz1gd8TSIialsYQBIFoHvHSMW2r73YCVHxzjtVrmEJIH3NcKpxnOyjEfhjgIiIfMNC4kQBUJbg\nkX2eiW0LCO2fp8xAHjx+Fqu2HwIig5OBNEgGxXZMRIyLM4mIiNQx9UAUCLuAUZNyRrUWpDtCY7A4\n7rrudpdUfiz/segn/PzbWQBBCiBN5ok/7Rsn08gsLklERD5iAEkUAPvQS4wv97sWpEawTY4xFvdU\nuZE50AxGF7ZJMiFKq8OVacOCdk0iImpbGEASBYsgO4+BFNQzhhnxGQCAxMYxkBq72dVyfazLWwQj\nA2mUjNCKWmsm0rFLm4iIyBMGkEQ+OlZYgeNFFQAcun9FyWkWdtTw71WvMaHPRIzvfwvuvvg2AIBG\nY/dRVEsINmYggxJAyiZoRA02HN0MAFh7RL2NRERErnASDZGP/vb6FgDA2lfvVB4QZKfuYEFUD/ji\nIxMwuc9467aoth628koAlEsn+ssomaC1y3gePXci4GsSEVHbwgwkUQDsM4KC4JyBdMVx2KEo2geQ\nKsGk7Hw/f5kkE7R2Yy4vNFQF5bpERNR2MIAkCoAE+8BLWcbHl8kpggAYy7qanyeprTZj6cIOziQa\njcOKNisPrgv4ukRE1HYwgCQKQLWxzrYhKIM7X2I9URBgLO6FUR3uBIyRTsdl6yzswDOFesmACFGL\nBF2cdd+eon0BX5eIiNoOBpBEAag21to2BFkRNLrLQDoe0ogC5IYY9Ijp7+IZ5gDyp5N7/WyprU11\nhnpAEPDgsAnW/SZ2YRMRkQ8YQBIFILnqYtuGYwDpw3UsK9qYTC4CObv1sYsrz/hwZaUDJUcAAAUV\nRdCKtjl0xVUlfl+TiIjaHgaQRAHQG+zDROUsbLcZSIfw0jKJxmhy8Ry73UUBBJA7CnNU29e/vfAS\nxwAAIABJREFUfR+/r0lERG0PA0iiAETI0bYNQRkW+jIG0lLFxyS56kq2ZSDf2v2R9xd2UKO3dbnv\nPrXf+jhRF+/3NYmIqO1hAEkUgEg5xrbhUAfSXfzoGFx275iAmCgtOiTHuHiCLYCsM9T70VKznUW2\nDKSxcSUaAIjQsCQsERF5jwEkkZ/WbsuDwWiLBAXHWdhe1oQEgCEXtcdnc8Ygo0uCizM8FRr3zT0X\nj1F0o9uPhyQiIvKEASSRn9773wHsyq227RBNfk+iAczjIF0WIg+8/KNC5/gOmDRonHV7a8Gu4N6A\niIhaNQaQREEi6OoUWT21STTGsq5oyB3m8hqux00GNwMpCgK6JHTC22NfBGAuLn4qgMk5RETUtjCA\nJAoSuT5GkSmsazA6nWMovAhSRQeXM7RdZyADDyDtxzzmnjWvf22/JvaPBXsCvgcREbUNDCCJgsRw\nqreip7myrtb5JKPO7TW8WapwSCdXxcbdO36+wPrYMmnGfuyjTuu8Ag4REZEaBpBEwSIou61Nksnl\nqa7CRG+6sDvGtve9bQ5SY5IBKANIX9buJiKito0BJFHQKFeicbc8oCiod0m77MK2Y5Scu8a9UWdo\nsD4e3mUQAGX5nnO15/26LhERtT0MIIl8oJalM11INR+ri1McdxcM9stIcbpu/ulKGF0WErcxusls\nulNnrAMAPHDJ79AxzpzFFAXbj4Dvjm/167pERNT2sPgbkQ/Uenn1ucPRMyMCefUmRde02qoya+aP\ns657bW//0TI88+4O3Dmyl8c2GPzMQB44Y14HWwjyjG4iImp7mIEk8oFqTlEWoZVizUftu7BVAki1\n4BEAaurMQeH5Ks+rzPjbhf193o8AgB8Ldvv1fCIiIgsGkEQ+cOzCFuPPIbLfLhR2XInIfnsUAaY3\nM6qt1xHNgaXR5LoLO1VIN5/joQt747FtWLx3udP+nsnm59/Z/xbF/okDxwIALu92idftJSKito0B\nJJEPnALIxHPQJJgnn2gSypWzsN1MonGkaQwgG/Sug8MhEbcBAIySwe21Fmcvx8bj25zWzO6dmgEA\n6BSnnMV9a5/rfW4vERG1bQwgiXzgPC/GdZbRXRkfJ40929lHSt3cXIAAwetJNHqTXrFd3VADAIjQ\nRCj2axon0kh+Ts4hIqK2JyQCyP379yMzMxMAcPjwYUyePBmZmZl46KGHcPbs2RZuHZGN7BhBCnZL\nF0qCYpLNppNZAID2YncAwM29R7q8rquyPpbMpPleArSiBgaTd2MgHTOK2wuzAShL9wCA2LgaDTOQ\nRETkrRYPIBcvXozZs2ejocFco27u3Ll45plnsGzZMowePRqLFy9u4RYS2TiOaxQ0tmBOrk1QHP/5\n7M8AgCgxFp//7i38afgkn+9nH1dKsgytRuv1JJqqhmrV/RGiMoC0ZiBlWwbyZMUp7GgMOImIiBy1\neACZnp6OhQsXWrcXLFiA/v3NS7WZTCbodO6XfiNqSdoORXZbtlnYkt0MbEEQIIruP2qWQLFnl0TF\nfl2Eba3qDdvzoRW1XpfxWbhzKQCgtPqstfsaADSCRnGepRbkgZLfrPue/vYFvLZ9CeoNnmeFExFR\n29PidSBvueUWFBXZfgl36NABAJCTk4NPPvkEn376qVfXyc5ufdmS1viawl2d3k03ryDj0OHDuFAa\nqQjy6mrrPL6Xx4rNgVp1rXn9bI0ITL6+HfYercHhQrssp1FCjVTr1fdGefV57N67G/OPf4gYTZR1\n/+EDhxQFxO05XnfPz9mK54Yzfp7CA9+n8MD3iVo8gFSzfv16vP3223jvvfeQkpLi+QkAhg8f3sSt\nal7Z2dmt7jW1BlW1emB1sfpBQUa/fv1wUXoyjp3LB/LMu+Ni4zy+l2JcKfDDWeh0UQAMeOTuIbj1\nygwULs/G4ULbH1gxUdEwSZL76x1bAgDQ6XToO7AfcByoNdkyiZddepnL5wwfPhwl1WXAMfPuAQMH\nICUmyW3bwwE/T+GB71N44PsUuNYQgIdcAPnVV19hxYoVWLZsGZKSwv8XF7Uu3qxVDQAzv3/J+viE\n/heP51u6sC1d35aC446Ta7SiFg3GWq/acK72PLYV7PHqXAtJkrAhd7N123EmNxERERACYyDtmUwm\nzJ07FzU1NXjiiSeQmZmJN954o6WbRWRVW+9m/KEgq66V7Q3L8oKWoZOWydeOAWSE6P0kGgD4eN9q\nn9pR0VCJjOQ06/aPJ/f69HwiImobQiID2a1bN6xcuRIAsHs3l1mj0HXoxDnFtqkyBZqEcuiEGNQJ\nspuqkB40xommxgDUmoEUnTOQ/q6F7Y1H1vwD/xj5mHV71cF1uHfAmCa7HxERhaeQykAShZ/GgA8i\nHNfC9oUl06g3mEvpWCZtO5aHNJfx8b/gtzelhOwLoAcQEhMRUSvGAJLIB071vgUZIkRzF7QgQ60H\nO0nbwYsLm/9XUWWuh3q86AIAtTGQGkiypCgTZE/yUAw8LjLWY1PeU1lHm4iIyB4DSCIfCA4BnSDI\nEATzEoOCIDsVGgeAPtFDPV/XYftYUQUAZRd277QkaxFwV+MgPWUnPQWYAFBRX+nxHCIiatsYQBL5\nwGnBQUGGABGCi7qKgG2lF7fXdQhMTZJlLKRtn1YUoG0MIF2Ng/Q0weZsbbnq/h5Jaar7iYiI1DCA\nJPKBY6AHyBAF+y5s5wykq6Ldyusqty0BZGl5ne1OsnkMJOB/BrJncrrq/sSoeNX9gzr2c3s9IiJq\nmxhAEvnAcUyiNQNpCSDVnuNhGUPAVsbHQjKZr7T70BnbPln2nIE0uc9ADu7UX3X/3RffprrfFMCE\nHSIiar1CoowPUdiyjIGU3c3C9hyEOcal/TKSnc6RZRla0byOtatAcc1vG532pSV0Rqf4Drgq3fXK\nEQkuMpBnqstcPoeIiNouZiCJAiHI5vyjYMlAOkeQRnhRt9EhgBx9eXcAwN8mDbPukwFoBHMA6Woy\nzMZjW5323TNgDP5+zSO4Ol1lCcNG2sbrOiqvq8DBkt/ctZyIiNogBpBEAZGhi4ho7IJWL+Ojl+qd\ndzpw7Bq3bN94aRrWvnonYqK0kCVbnOmqOqNa13aCLs7j/TWiegAJAAdLGUASEZESA0giH9hnGKMi\nNUiKE6EVRXMhcUG9C1uA6+DMlQit8qMpCIK5RFBjYOlLge8BHfp6PCdKq3N5zN/lGYmIqPViAEnk\ngw7JMdbH9XoTJFmGKGrMM61ddGHX6T1nIB3HQLZPjlZsi4I5kBMbc5C+BHXOM8edxUbGuDzG1WiI\niMgRA0giH/TLSMEzf7zcui1DhmgtJG4uv1NnUAaMXsRvTrOwHWM2cwYS1j7s5swKMgNJRESOAgog\nt27dirq6Os8nErUiIwZ0sj6WZBkaQdO4FrY52CqrOac4v7c3K9E4xI+OK9oIjRlIp0DTQed487KJ\nt/a5Hi/fPBNvj33R4709+erIdwFfg4iIWpeAAsi///3vKCgoCFZbiMKMjDqpHkWVp63dxJJsgslu\nhrSxJB31tZ7HQHrqZhYEAeYhkO7HQJ6uKgUA3NnvZmQkpyE1xrkckCtd4juiXUyK1+cTEVHbFVAA\n2aVLF5w6dSpYbSEKL1q99aElM2iSZWXxbRk4d8H3MZCOvcaiQwbSU7eyP93O8299Bo9c9gefn0dE\nRG1PQIXEhwwZgilTpmDo0KFIS0uDTqecyfncc88FcnmisGFZrlB2qM8o66NhktRrNtqLj4lUPs+p\nC7sxA9m4XXjhNDKSndevbheTgrO15UiKSvCh9WZaUaOaCeU62URE5CigDGRubi4GDx4MSZJQUFCA\n3NxcxT+i1kwQbYGhJTMoyRJiIqKs+41nu6BzaqzHa7VLisbMB0ZYtx3zh5YyPuX1FwAAC3d9qHqd\ns7XlAGxrZvvqVKVt6cQJA+8AAKQldfHrWkRE1HoFlIFcvnx5sNpBFDZOV5VC0NVYt2/ocRVyT5UA\nMHdhV9RX2k42Rjo+3aVOqbZSOjE65UfTMommwah3fFpQdYnvaH18Y4+rsfLgOq6HTURETgJeC7ui\nogIFBQUwmcy/ZGRZhl6vx4EDB/CXv/wl4AYShZop6/+JqCHAHZ0nYt1pIELUQrDrwn5vr/0fVgJE\n0Ys6PlCOe9RonAuJq41rfHfPp+gQm4q7Lr4Vkhdd5Z4M7tQfM659DP3a9YKxcVUbIwNIIiJyEFAA\nuXbtWjzzzDOor6+3/oKzjKHq2rUrA0hq1TSJ54HT5u7iMkMRAKDGWIMz1WWK87wp5A24n/giCoDR\nJMOxczsr70cAwF0X3wqTHJxAb1iXgQCAWr25RBczkERE5CigMZCLFi3C7bffjm+++Qbx8fFYtWoV\n3n77bXTq1AmPP/54sNpIFJLqjQ0AzBnIBskcbO07t9epUqOX8SNMkusA0lpI3I7RpFz3+kDJEe9u\n5CXL+thGlfW1iYiobQsoA1lYWIhFixYhIyMD/fv3R3l5Oa6//noYjUYsWrQI48ePD1Y7iUKO3mQA\nAEQoJqw0rldtF+xdO6SrV9czmlx3QVvK+NhnKetNDYpz5m1b5NV9vKVtDCCDldkkIqLWI6AMZFRU\nFDQa8y+Z7t27W2deX3zxxcjPzw+4cUSh7GSFuQaqVrQFkAJE9E3tCQCQG6LQt3syunf2rqROVKS7\nv+fMZXy0mgjrHksGtKlYShMdKPmtSe9DREThJ6AAcujQofjggw+g1+vRv39//PDDDwCAgwcPIjo6\nOhjtIwpZx8+bV2GKEG1BXVJkKvq17w0AMJwYBI2XE2gAIGvvSQDAuGt7Oh0TRfPqM71Tulv3bc7b\nbn3cFOtVezt2k4iI2p6AurCfeuopPPTQQ+jWrRvuu+8+vPvuu7jqqqtQWVmJzMzMYLWRKKRpRQ3a\nR3ZBmb4YZ+tL8MOhHADmgM/bIOxCdQPWbM0DANVZ24IgQG+Q0DO5h3Xfql+/tj6W5MBnYBMREXkr\noADy4osvxvfff4/6+nrExcVhxYoVWLNmDTp37ozbb789WG0kChlVtep1GMv0xQCAgxdyrPuEqFqI\nXgaQeoMtAFTLWp48UwUA+GTff1Wfb5JMGNn9cmwt2OXV/bwVr4tDgi4uqNckIqLwF1AXNgDExsZC\nEATs3bsXSUlJuPfee3HHHXew+4tapb2HS5z2bTqxXeVMQK6P9XoGtmw368Zd3chavfq4x+W//A+p\nMckAbKvieOOLTUcxdupXOHTinOpxSZZQZ6jH85tfw8SVjzZJVzkREYWfgAJIvV6PZ599FldffTXu\nv/9+lJaWYvbs2XjooYdQXV0drDYShQyD0bmr2HGt6L7tegEApOpErzOQ9rO2JTflfGSnRQ7N1h/d\njP8e/gYAkJ7o/dKDS78+BAB4a/V+1eM1+lqU11Xg19JcyLKM09WlXl+biIhar4ACyLfeegs5OTn4\n+OOPodPpAAAPPvggTp48iVdeeSUoDSQKJWrB3bAuAzE08Urz46SrEa3VNR4xr1/tDY3GFmj+kFPk\n8jzZi7GO00c+6tU97XVIjvF8EgB9Ey+lSERE4SGgAHLDhg2YPXs2LrvsMuu+Sy+9FC+88AKysrIC\nbhxRKKmpM+Ct1fshS85ZxXY68xrS5/SltrqJsoBfjp316tqJcTrr43q967qLOo3O5TEASEvojHYx\nKV7ds8Fgu09cdISbM22KKk97dR4REbVuAQWQJSUl6NrVuUhyhw4dUFVVFciliULOkYJy1f2iIFrH\n/BbUHoXRsia17P1YRPsxw+6eZanN6EpURJTX99xil+m0DybtTb1auRzpGzs/xOGyo17fg4iIWqeA\nAsj+/ftj06ZNTvtXrVqFvn37BnJpopCjtwRZgrJbeliXQYqxjibJ1Bg8+hBA2j3Wal1/LD2V69Fp\nIr2+p94uaHQVQEaIzoUajp0r8PoeRETUOgVcB/LPf/4zfvnlFxiNRrz//vvIy8tDTk4O3nnnnWC1\nkSgkJMWZs3uO82K0ogaCXWbQJJsg+5B9dLym1s0sbE/VDXRa7wNIxfhMF0M11ZZHXLb/C4ztd5PX\n9yEiotYnoAzkiBEj8Omnn0KWZXTt2hXZ2dlo164dVq9ejWuuuSZYbSQKCVE6DVxFWhrVDKT37AND\ndxnIJF2S2+v4koF0N9vbwnGGOREREeBHBvLw4cPo37+/dXvgwIFYsGBBUBtFFIrMAZd60CXY/S2W\nX1EEQeP/fTSi6wDy3ovuwS8X0nB9xhV4csPzTscjfchAGk2216JWnggA+rfvjRMVhU779Ua9T/ci\nIqLWxecM5O9+9zu89dZbMJlczxQlao0kWYYQqV7I23FcZCAi3GQgN+0sweTB45HSWDTckadJNvZM\nJlvQeOC4+mxxjageCZ+vv+D1fYiIqPXxOYCcMmUKFi9ejAkTJuDYsWNN0SaikCRJMoRoZYH8cR1v\nBAA0SPVBu499TUhHWXtOAgCitOrlfM7XVXh9H71D1lGvMpHGVQD55PrnvL6PJ7Iso6jyNNfzJmpm\nsiyjrri4pZtBYcrnAPLPf/4z1qxZg4SEBNx999147733uLwZtQmyDKexjZaxi27mvfhM66YL237Y\n4vxbZjsd//n0r17fp67BqNjeolLA3FVQZwpisLfh6GY8teFfWJ+7OWjXJCLPilauRs5fn8C5XXta\nuikUhvyaRJOeno4PP/wQc+bMwccff4xJkyZhx44dyMnJUfwjak1MkgzZpD5sWPCh69gTdxlIe+lJ\nXbFo7FyMzLjcr/us3Zan2K6pNzqds+bIRr+u7YtdRfsAAHtPqS+nSERNoyTLXIavaNXqFm4JhaOA\nyvjceeediI+Px//93//hj3/8oyITKQgCDh8+HHADiUKFJMsqs6tlh/8HLjne+2Lg7WJS8PjlD2Br\n/i4AwFXpl3p8TnWtHidLnAv9J8R6txpNsFmynL6M3ySiwAka8xCV6qMcjka+8zuALCsrw9y5c/Ht\nt99i9OjRmDJlCqKivP/FRxRuZFm2TpZJ0iUhOSYePWMay9wEswtb43sg9efhk7E4eznG9LnB47l/\nX7gNRaW2sZz//NMVeH7JTrRP8m49bABI1MX73EZXJMk89tLd7HMiCj7Bboxz9fE8xPXq2YKtoXDj\n10/szz77DGPGjMHevXvx+uuv44033kCvXr3QtWtXxT9v7d+/H5mZmQCAgoICTJo0CZMnT8Y///lP\nSBIH1lNoMJlkCI0B5DXpI/DSzTMRKZqzdkGMH+FPHHVTr2vw8T2v46J2nn8B2AePgK2Ez/FT7ifg\ndIprj0cu+wMA4PK0S3xvpAt2/RZBuyYReSbY/bG6/6m/t2BLKBz5/Ktq0qRJ+Ne//oUbb7wRX3/9\nNW655ZaAGrB48WLMnj0bDQ3m8ij//ve/8eSTT2L58uWQZRlZWVkBXZ8oWGQAEMzBVqTWYXayQ+yj\nL+jn9308rTbj6jmuZmZ7YikbpLacYXJ0ovXx/UPvsQaoDUa9X/dSIzeGkAwfiZqXpQubyB8+d2Gf\nOXMG7777LkaOHBmUBqSnp2PhwoWYNm0aAODXX3/FiBEjAAAjR47ETz/9hNGjR3u8TnZ2dlDaE0pa\n42sKZ3qjhIu7R+E4gLKSUuv7k52djZKSM4pzpcpUAMCgjBiv38eEGA0qa004X37O7XOC/X2x++cj\nAIBPNhxB72RldtJkF1SeOJ6PcxFlAIAt+TtxhXZgUO5fVW0ej1lZWdmk3/P8PIUHvk/Np6FeWX7M\nl6893yfyOYBct24dYmNjg9aAW265BUVFtvIhsixbMzCxsbGoqnIe7K9m+PDhQWtTKMjOzm51r6k1\niE6PwYtbtyGtWxqG9x9ufZ9+aSgB7BZskQ3mVVoG9U3H8OF9vbp2//27sOvXMxjcPwPDh/dRHlxu\n+4wE/H2xXFmuR4pIBFCheu2o0/9FpdEcVA7o1x/92vXG+ye/AAAMGzbMr2ypo5eOLQEAmCKb7nPM\nz1N44PvUvH5ZsRpVOG3d9vZrz/cpcK0hAPc5gAxm8KhGtBsAVlNTg4SEhCa9H5EveqdmYGT3y3FZ\n1yHuT2ycrX3dJd6PBX7yvkvw0y+nceOlzbv+dFpH1xNiIu3W1u6Z0l3x+Sy8UIz0JO9fnyeWyTRE\n1DzYhU2BCLlpjxdffDF27TKXJNm6dSsuvdRzWRKi5hIpROHxKx5A14ROygNO1X3MHy3RhwrjcTGR\nuOWK7m6XMgyU2moz1wzpAgAY3Lud07FIjXmSUKe49n6PsfTEksXs2753k1yfiNRJ+uCNZaa2J+QC\nyOnTp2PhwoWYOHEiDAZDwJN0iAJVW28AAOw/WoZ7ZqzDr3nnPD/JqV5kyys9X4t7Zqxz2m8pnxMf\nE+l07KZe1wIAJg2+0+lYsOo2WgLTSDGgsrRE5CPJqFw8wODlkDEiIMBC4jNmzMDDDz+MHj16BNSI\nbt26YeXKlQCAHj164JNPPgnoetTyqusMOHryPC7p26Glm+K3E8UX8Ox7O1BR1YBpf7gUK7NyAQA/\n7juFAT1TFecOaTcEG06ute1oDCClEFrm81ihepkeS5ZUra039boGV6YNQ2yk9zUifWWy1oFkdxpR\ncxI0yhCgrrAIERf3b6HWULgJKIXw/fffIyKiZVavoND2+mc5ePa9Hdj+S3FLN8VvU/+zFRVV5vJS\n3+0usK60lJzgXDA/ShsFwyn7GozmoCwprmm6ff2REOucYQTsAkhJPdh1FTwaJOelD/3BAJKopSg/\n84aqapRt2eaUmSRSE1AAOXbsWLzxxhsoKCiAkd9wZGfXr+ayNnnFF1q4Jf6zFNgGzEXERwwwj3t0\nzD4CgAABprNdFXsAICYqdP7AUpsxverft8MyTNPkIoB0Zfp3LwajWTA1LmWoZRc2UbOqOZ6n2D7y\n4jzkLngdxV+tdfEMIpuAfmLv2LED+fn5WLt2LQRBUMzQBICDBw8G1DgKX6IASDIQQj24ATEYTdaA\nUqtxDsQEEdaJM6HKaFKu6vTgHRcjKlKLer35j7+W7m7XMgNJFBLObvsJ3e65q6WbQSEuoADy4Ycf\nDlY7qLURBECWrd2+4e5sRR32Hy2DEFuBF/fOwazYJxTLBoqCADmEAkiTSYLGYU1t+4wqYA7wAUDj\noQubiNqWqC6dPJ9EbV5AAeRdd/EvFFIXenOQfWPJylmcvVCPsxfqoWlfiTpjPcpqz+Ei2AJIQUDI\nzLx+/fMcZO0pxOp5d0AXYcvqNeiVJXws4zNFwbcAclDHvjhQ8luQWhsYWZZxuOwYeqd0R6RWfYwn\nEfnm3E87WroJFAYCTpns2bMHf/rTn3DjjTfi1KlTWLhwIf73v/8Fo20UxsI9l5W1+6TqfkFjDiyj\ntcqJNIIgAFJoZCCz9piXxDlbUafY32CwBcX9uidj1GXmguXuZmGrmXLlnwAA7WJSUFbjRUkjN3YW\n5lgf+5Ot3l64F89tXoD39i4PqB1EbVFUly6AGBo/tyj8BPSds2XLFvzpT39C586dcfbsWUiSBEEQ\nMGvWLHzxxRfBaiOFo8ZgIBhL3TW373YV4J3/HlA/qDUHYVGOAaTdfy1GDg3eKi3BYMlAPnrPYLz0\n+LXW90YQBAiC9xnIiMbJLmdry/HYutkBtWnB9sXWx/780ZFXbg70dxTleDiTiBwJoghtXFxLN4PC\nVEAB5Jtvvolp06Zhzpw50DQuifT4449j+vTp+OCDD4LSQApPllikps7Qsg3xUX2DEQtX7nN5XBtX\nCQDQOXSXiqI5AxkvtMf16ebi26LKZJvm5LjqTEPjdkpClNMKOaIg+BxABoNGUYzc9f1Nkgk/ndyD\nWr1DVtVkXknDYAqv7zOikCBLEJiBJD8F9J1z7NgxjBw50mn/DTfcgMLCwkAuTa3ENzvyW7oJPlnx\nfa5iOyLjICL77rHtiCsHACRGKdePNmfzBIzQ3ot7+44HYBtb2FIcxzxaAsjICOfZzqIoeN2FHcx6\njVqNrcyRuy7s17YvwX92fIBXt7+r2L+7yHWwT0TuyZLUOICbyHcBBZDJycmqgeLBgwfRrp3zurrU\n9vhaW7Clrd501G5LhrZDETSJ5wDRCEFXA0E0z2SO0igLhFt+Bkuy3CTlcCzrY0dFeh+8NThmIBsD\nSp3KNQxGCbkn1VeqcRTMYQkdYlKsj2U3Gcjdp8yBouPknYr6Sutjo+S8zjcRuSHLEEQRXe8e39It\noTAUUAA5YcIEPP/889iyZQsA4OTJk1i9ejXmzJnDGdoU/gRb2Rshsh6a5FLrdqRGWSDckm20jx2D\nmYF87s9XAACuG9bN6+d8vP6QYtsSUOpUMpAtpVdqhvVxZUM1iqtKvH6uySFgPFByOFjNImoTZEmG\nIAqISEp0PmbiH2TkXsB1IKuqqvDEE09Ar9fjoYceglarxYMPPojHHnssWG0kahla26xlQWuAVJ1k\n3Y7QqK8wY5+BDGbPUHJ8VOM1vb+oY0ZxzVbzqhNqGchANBj1TmNCvaUVbG357thWfHdsK1ZMWGR9\nnWeqyyAAiI2IRo2hDjf2vBoAkF18AC9tW6S4lkYIncCYKBzIknkMpKAyLEU2mSBo+Jki1wIKIAVB\nwN///nc89thjOH78OCIiIpCRkYGoKOe1gonCiZhYCjHW1j2qaXcKUo3tr3THQE4xKaUJe+09lbrx\nphSOLiK4SwY2GBv8DiCNsnOWwyRL0AoaGE1G/N/XzwIA4nXmmaKWgNMxeAS4kg2Rz2QJgqhVDRQl\ngwFiJGurkmsB/yaprq7G+vXrkZubC0EQMGDAANx6660MIiksaVKLEdnrF6f9Ul2ctUt7ypV/dDpu\nHQMp2UbyOc50DoS3iUfH1WYAYO22PHRuF2vddpeBlCTZ53Zb1rL2h2M3tGWfVtSgUl9t3VfVYH5s\nlE3IOv6j6rXm//QePrhrvt9tIWprZEk2rzurdsxoVN1PZBFQAJmbm4sHH3wQdXV16NWrF0wmE1av\nXo2FCxfi448/RteuoVUHj8id+gajavAIAJAFaDvlAwDO1Z53Omw/BrIplgRUG2Op5oM+r+xTAAAg\nAElEQVS1vyq2ZVnGe/9T1rR0NxFHkmWIPq4jpG8speMPtYkvpsaspNHk/AvMKBnx7t5PVa9Vra/x\nux1EbVJj7WZZ5bMmMYAkDwKaRDNnzhwMHToUW7duxapVq/Dll1/ihx9+QO/evTFnzpxgtZGoWSz+\n6qDLY4IoQW6IAQBkJKU5HxecV3MJahmfxkt56qL++qcTiu3zVQ1O56iV8ena3txF7G3wGx1h62F4\nfvPrXj1HjasMJADoVWo7qp3vi/zzRZi39S2nepJEbZEsy4Aomsv5OB5jAEkeBBRAHjhwAE899RTi\n7CrZJyYmYurUqdi1a1fAjaPQcuZcDaYt3IZVWbl+LTsX6nJPOmcWLSLSfzOX8wGQGpPsdNwSKh44\nftYWRAY1fvQuA+mouKza80mAtYvb27JLdYZ66+OzteW+NcqOqzGQAPB17ianYz+d3Ov3vQBg2ndz\nkXP6ID7Z/yUkScKi3R/jzZ1LFa+HqM1onEQjm5wDSMnAAJLcCyiA7NKlC06cOOG0v6ysDB06dAjk\n0hSCXv/8ZxzOL8fH6w/j0An/g4ZQVXq+FlJ9jGKfRnAe5ZGoi3faZ8lAlp2vs06iCWYG0nIpd7US\nTSq/BM5e8C4w0ljWw27mup0myfmX1MmKUwCATSd+8uoaUo3z++GJIAj4tSwXP5zYga0FuxRLKhK1\nFbJlJRpmIMkPAQWQjz76KJ577jl8+umnyM3NRV5eHtasWYPZs2dj/PjxyMnJsf6j8FfXYPuBUlHt\n3DUazkySCfrkXIhRtdZ9vxtwO94ZN9fp3DhdrNM++9XArGV8gt9MtxlIg10AOXH0RQCAzdnKQv8v\nPHyV6nMtE2eau/C72hjILw5tAAAM6zzQu4vIvv8Y65mcDqNd8HqoNNfN2UStlCQDggBjba3TIX15\n60sSUHAFNInm6aefBgDV8Y7/+c9/rI8FQcDhwyzyG/Y8FMk2GCWIAqDRhN/aqtsKdiMiTRlEGCQj\nEqMSvHq+Wn1GIaizsD1fK/+0rexQjM780Y6NUtar1OnUJ9CIPmYgp13zV7z849vmtvkYKh8pO478\nikLc2ud6GFQG7x8uM68GlF18wOmYGmNZV0TGXfCpDaKg/B41qGRCqWXlLX4fEYmJSJtwb0s3pdUy\nL2UoovOY23Dqi/8qjhV+vhLJwy5poZZROAgogMzKygpWOygM5BXbfklrNM5Bwz0z1kIjivjypTua\ns1lBUV7nvIyf2pKEQzr1V32+fXxnCcKCmYG0XMvd2NOkONvyirpI80f7bIVyskhUpPpHXiNYMpDe\nleQZ1mUgrug2DDuLcnB9jyu9eo7Fs5vMpXau7T4CBsl5ooy30hI6o7DyNExl3WBKPQ1NwnnIsuxV\nsF1cVYKkaOUfB94+l5qebDLh9Lr1AMAAsik1LmWoa5fqdCj1Kt8+19T2BBRAskxP26VRya7JMmA0\nSYo1mNslRTdns/x2vqZKsd23XS/cftGNTuc9fvkDqs+3z8jW6y1laPyvj+jEOgbStapaWzkdy3KF\nh/OV3VBd2jl3vwP2GUjvmiMKIu4feg92FuUouoJ9YZJMfq9fLQoiXr3tWWzJKcL83dmAYP7KyJC9\nyoh+deQ79G/fR7HPIBmdlqiklnH2x+3Wxwzsm455JRr1r62o06nuJ7IIv75GCglqAaRFTZ0tqxQu\nP/ePnDptfSzKEZgz6mkkRzuvD+tNl/b7a8zlgNZvzw9a+wQvIsiXPrbNUK6tV8/sqZXwAezHQJoj\nyM83/obtvxS7bZOmceUXf0vr7CzKQeEF9/ew958xz1sfZyR1a7y3+QuiiTdnkL2dTd0uJsUp8DWo\nlA2illFpN+Sp8hCHPzUVcxe2+bM/4Hnzqk8dbrweACDp/a/vSm0DA0jyi7erlYRJ/KjIhI3pfrvP\nz7f/ehwtdO4OD5R1FrabALKk3DYQfuu+Uz5dv+y8uav7+KkLkCQZn35zBP/+aI/b51gCSLVSPN5Y\nkv25y2OSSio02S54twStx4rMX2tZMn+BLCvWqLHv/k9P6or5P72rOK5Wd5JaRtKQwdbHpjrW7Gwy\njV3YAJA0dAiu/uoLtLv2GgAMIMkzBpAUdCaTXZQTJinIqGhbOzvFdFYcu6fTIwCA4fE3uHx+U3ex\neVPGx15stHNXrNbN5KYDx88CAOZ9tMfrmdiWtafP1gR/tqbapBb7iS+RjWtvr92WBwAwlZmLuze4\nWRXn79/aZtTnqEzQqTUwUAkVssn2R4k2JsbNmeQvWZbNf5GKyp8LlvWvGUCSJwEFkG+++SbqVP46\nrK6uxr///e9ALk0hqFOq7Qe5u+WP7cf+hXL4uKMwGxNW/BXfHt0Ck2zLPiVHtlOcN2HkYCy44WVM\nu+13Lq8VxAnX7nlZZWfS6L7Wx6MuS8PU3w/H29Odx3SqKTvvXNJDjVYwB5B550961yg3buxxFfqk\nZOCi1J4AgKPnlPVlL+92CUTR1v3utNxi49fFXQby5AX3Wdk3dnzgQ4upKRmqbO8jA5km0pjlFxhA\nkp98DiDLy8tRXFyM4uJivPXWW8jLy7NuW/7t3LkTn332WVO0l1pQ51TbBIzS87U4YTcre8XG36yP\n7QPIUF6x5rXtSwAA7+d8jvwqW8DiWDxcEAR06xDvNsvY9BnIxpVoVI49/O/vMXbqV4p9SfG2AfBZ\newpx/bBu6JSqPoHGkcHLyT8RQZxw8siITMwdPR2558wZRfsSPqN6XoOHhk2EVtQgXmde9So5Jknx\nfG0ncxD7rx/+AzXles9lfk5UFHo8h5pH3jvvWR+bGlpXzdlQYf3Z7PCziwEkecvnWdhbt27FjBkz\nrL/Q7r1XvcTC6NGjA2sZhRz7WPCNlfsAAGtfvRMA8Mk3R6zHjHZd2N70htYb6vHFoQ24pc91aBeT\nEpzG+kmfNwiJV0f6/LymTkC6K+NTfLZGsT3zgcsQofW/c8HbWpBNGTTnnS+wPn74st9bH7966zP4\n8tAG3H3xbT5d75OitUFrGzUviQFk07BkIB0DSB0DSPKOzwHk+PHjkZ6eDkmS8Ic//AGLFi1CYqJt\ntqogCIiNjUXv3r2D2lBqeWp1EdUoytd48Zz/HfkOXx35DkfOHsecUU/727ygkCpTFNk7bwWzaLj6\nDcz/8+Yd6JQa63a8o5rLLu6IPYdKAJgLwlt4KqGSlthFtYZmoA6XHVPdnxSVgD8OmwgAKK+0zbiW\n6mIhRteoPgcA6iTXs7NfvGk6Zn7/kp8tpaZmqPCtSDx5x/LHqKBhFzb5x686kMOGDQNgLiTepUsX\n1uhqI7ztjTb5mIE8V3seAHC2tnmXzoqOiHIq+yKb/CuN2vTxow8RJGx1IL11xcDO2HOoBD27JCoC\nyOKzNejaPs7l8zSCqDpj2pXiqhKnfdOvfdT6eGzfm7D2t++9utb/e/5b62P9saGIGvQTjGXOtWk9\ntS8xyve1tKlpdbjxepRu+gEAcOL9D9FlXPgtThDyLJ8LwUUA2cAAktwLqJB4586dsW7dOuzbtw8G\ng8Gpe01tiUMKX94WxvZlDOT2k3uxJX8nAFsg2RwMJoN6zUCT1q8/iEJpFnZKQhSidL59tG++vDsW\nrtyHvOILuGC3znmD3n2JHo2ogcmHMj6HS48qtpOjEzG8yyDrtk6rzP6+fPNM7y5sCfwF5+/Rn8/8\n6vapsRGc5RtqBI3y+9dQVYWI+HgceuHfiIiPQ58pT7RQy1oP2RpAcgwk+SegWdhz587F9OnTkZOT\ngxMnTiA/P9/6r6CgwPMFKKwkxHo3NtB+EoancOf1He8H0CL/qWW59HmD4PvKzmbNlYXf/stpFJyu\nxLyP9yhWnrGX2Lik4atTRgIApv5+uE/3OHPO1hXsaTykRtDA5G5KvoN3936q2D5fp+ye1GmU32MZ\nyWkur9U3Pdn6WJbNP8oE0bm9NXrbrPJuCZ2djsdERuNPw+/DtGv+6qbl1Jzsy/gAwL4pTwEAzu/Z\na81MUoAsXdichU1+CigDuW7dOsybNw/jxo0LVnsohBWcqXTapzZGTm+3lGGozsL+/MAa551S4w9S\nP2JBtaeMHpHu+4VcXd/ua/z4/M0AgA7JMfjj2AGK89I72bpjL0pPxpr543wObu27sD2tja0RbV3Y\n/zv8LQwmA3430P/uRp3WFkAm6Fx3nQNA1w5x+O3kedx2ZQY27Mk1tyfljNP3ZExElPVxcnQC+qT2\nwOYT2xXXuii1FyoblMtZAubvX0mWrEXTqXk4BpD6c+WQDLZSW5LRCFEb0K+vNk+2lvFR/nwQBAGC\nVqv4ehOpCSgDaTQacckllwSrLRTizpxzrg+olqCa++Fu62O1+PFU5Rn8a/PrOFNdhr6Ndf9s1wvi\n+tEu5J8vUt0vm8xBgj85SLUY7frh3Xy+ji/XV1uu0HGJSX8yo9V2S1HqDe7fD1EQIcMcZC3/5X9Y\n9evXPt/PXpRdF3alm5qOALD3sHk85eRb+tmCfwC7T+0zB36NvyC1oq3c0GMjHsBtfa53uta07+bi\nhS1vOH3/vbZ9CSatehz/2DjP59dC/qs7fdppn6nONuQk753FzdmcVkm2/PAWncMAQauFbPRvjXtq\nOwIKIEeNGoX169cHqy0UjjxkGNUykH/b8DwOlv6Gp7+Zg16pGYpjzbGc3Pqjm6yPo7W27JRsNGe/\n/OmNtg/U+meYSxEN7t3ezxaqXF9ln8EoKWpxAoDGx9nXauy7xmtcrKltvZ8Q2HrYjiI1Xg6TMJpQ\nWWNuZ2SECMi2r9DPxQcxceWjuG/VY5BkCevshiskRScgIzkN792pPut6a/4uxfbOohwAwPHyAkVX\nOAVf7clCNLyzGJWHj6A61zxWttsEW5k4Y5UtQ1yy0buJVuSGbCnj4/wzQ4yIYABJHgXUB9CpUye8\n9dZb2LRpEzIyMhAZqfzhz0k0rZ8kA+4699wNodObDKg3Kmu8NRgbFFmoplBSXQYAuC7jCjx82R8w\nedXj5gOG4Ny3oqohoDqMqlSi2k17C7Fpr7L4tTYI08Gz9tiu6XkSjfl1+jIO0l60XfcyAERpvQsg\nZ71t64KO0GoUAeQmu+7pirpK/FJy2LptWQ4xyW5dbXuLdn+MQR37Ib+iCH1SeyiOrfr1azxwievV\niCgwPz/xJADgwIxZ1n1d7hiDopWrAQA5j3LiTDBZJ9Go/MwQtFpIDCDJg4ACyJ9//hlDhgwBABQX\nFyuOsbRP8JyqPIMNuZvxh6F3N3lw5TsPYxwdMpCOJVXqHWZC//mr6RjWeSBmjHwsKK1TExMRDQC4\ntOtgaEUN3h//Cj7amI1v9eZ6hoF+754+57oeob+8jQsDyUCOHpGOjbuVyxKqjXu1ZwnIfCnlY+/1\n255TbNtnIK9Ov9Tl8w7n20o+mYN19S+QXjKgb2pP/HYuD+P736I49sbt/4KhMePdt10v/Hb2OADg\nr2vNM78dJ9z0TA7emFbyToRdjWEKMkl9Eg0AGM6fh+G8eSyqoOH4X1IXUAC5bNmyYLWD3Ji7ZSHO\n1pajXWyK0y/B5qSL1DhlpFz3YEsQIhsgycoae3qTcmbfOZUi1DmnDwbSTI8sy+RZAoJ4XRy+3Wxr\nRzj/7aPV+N/4Xt2SnALIVVlHcf+Yi10+xzK5xJdSPvaSo5UBgtZussrB0lzV56jNDI/Qqv+S0xv1\nKGusL9orpbviWKc42xCDSYPuxHObFyiOF1WeRmJUAi7Um4Po5b/8DyMzLnf1UojCiuyiDqQ9fUUF\ndKmpzdQiCjcB97MZjUasX78eb775JioqKrB7926UlzdvQejW7ny9eZxbraGuxdogy7JidrWFq9Vp\ntF2PI2roFhi7/IxFq/dbx0I6jnG0ZH2ay5ojG62PU6LN6ykfLVTWnwzF+NHbrOj+o2f9vofoT/d3\n49vv6xjIj+9+DSsnvu20v6LelvFM1KkX+K5rsHWtjb+uFwDgg9k3q55bb2zAjGsfRf+4Xrik0wDV\ncwAg0sW63hfs2nNFN04YpFZEVl/K0N6Z9d80V2soDAUUQJaWlmLs2LGYPXs2Fi1ahKqqKnz44YcY\nO3Ysjh1TX4qMPDtfVY9zVbZfkv5VJgwuo0lWzTbKMmBSKTAe0dUcGGrbn8KGHfkoKjXPqHU1SWZU\nz2sU28GalGHvhxM78Mn+L63bluzZl5uV36uhWHioOb4DRD9Sr7tPmddE31GY49PztC4CNvus4OBO\n/VXPsZ+YNWJAJwBAYpz62EmjZMK5ugoIALQa1x0urgJIe2qTDSg46k6fcXns8k8/Umxr49yXdyLv\nWD9HKl3YFkWrv3R5jCign4jz5s1Dnz59sHPnTuh05rF5r7zyCgYOHIiXXvJ/bVmDwYCpU6fivvvu\nw+TJk3H8ePNmqVraA68ux6Ltzr+QW7Kmolr2ETC3yT4jpE62rk6z59R+1TMGdeyrvF8TzMZetPtj\n1f2OK+x4Kp7tyuDe7fx6nleaIYK0Hz4ZH+M5oLL3q113s8GL987VHwgZyWnoGt8JPZPTMWmQen3Z\nbftt4637dDNnkQVBgKGoj9O5Owtz8MOJHThUfRzVDa7Hpuq8mLxjlFp+UkFeeQG+OfpDSzcjqPb+\n+a/IecT1mGdtXBz6zZyBbvfejSs+/wTRXc3LVYZqjdlwIZvU60Daa3ft1c3VHApDAQWQu3btwqOP\nPqqYfR0XF4epU6di3759fl93y5YtMBqN+Pzzz/HY/2fvvMOjKLs2fm9N742EkkILvfciqAioCCJi\nRxREQD8rKmBDXxQsCDbEhopKFaSoNEFEOoQeQgkkIb33bN/9/pidnT47uzsJCdnfdXEx5ZnZJ1tm\nzpxyn2eewbJlyzyZZpPDp9NxaNuehYVMcr7B8wEAo5n/hn8pqxy/7b3Cu49E3TLd0R/7h1PreccE\nsUSj6UbI5ZJrKKvj5kq6Att4XDLmTcey0cw0IBvjfakhitLoIewgf+I33a51qKRjTVbq86oWMdRI\nxPQ+l975NhbfMQ8aAa/g8t+ohxB6y8b7et7CGbsjfZ8jDK2yaXm95YA0+SBTIzAg5+5ejJUn1/EL\n4TdBLAYDDEVFvPsSpk5xLEcM6If4xx6Bys8P1ZcuAQDytv7RIHO8abHnQPL1vA7pTrQXDUpObtAp\neWlaeFREo9frodFwL/JGo9Gjp8PExERYLBZYrVbU1NRALaHjQEpKituv11j569BOxPlFOfIMt1zc\nhWTzjakE/S+VuAkrFEwD661vDnMHK5k3WlV4Ac5fuIDKIh90CWqH1GpuekPuVaa4d8rpkwjWBKLW\nXIcvMlcDAF5rN93t+e/LYM4z89I1FKkIseKSUqZxevrMGQT5Sa88JL971dXVvNvlwGSR/nty93Wz\nMimdQ7PZCK1agdraWknnO5VP9Zs+d+4cAtXi/aUvnBXvTy0V+tzKikp5H4kv2vNsH3yDyOda8DBX\n4F1vMXC2kQwM7YEjFWew99pB9FPyh9Ubmk0XtqO9seWNnobHmPbsY6wrWsRA2TIOqgH9URAZgQKR\n7971vf+goFVcPc/w5sV8gJC7Kv53P6pvYaUQtUsCzp5Ddm4O8gU+g5vxnuvFNTwyIIcMGYJvv/0W\nixYtcmyrrq7GJ598ggED3K9W9Pf3R25uLsaOHYvy8nKsWLHC6TF9+rjW77dRk/4dAKDCX4/RPbrD\nkk55/27U37lg9RYA0rxzCh9msY/SrxYdOnRE58QIfLbxF8740e1uwZCuA7Eye6NjW8fOHREX3AIH\nso4BmcS23r17u++Js7+nJIP6DHTkxK3atw8A9RR+y5B+kl8nJSXF8ZlsPn4IKCx27JPzszKZLcC6\nXKfjBnWLdft1a5U5wGGiAC44KAB6Ux00Wh/x87HeVwDo3r07p7qaJLZgK3RmvWfvzWrqYYN+nrSi\nNEBcdQgAUGqOxKj+bRifsdliBjL4VSUeHnIfjvx5hvN6NwTa+33D5+IBNosFGT+sQvHZc4zt6iGD\n0H/KY6LHHrT/76/VokcTfg9uNBf3/INS+zL7u1RiMOISgNZxLRHH8x7Tr3te3ONmMMA9CmHPnz8f\nKSkpGDZsGAwGA5599lmMGDECWVlZmDt3rtvn/fHHHzF06FDs3LkTW7Zswdy5c2EwCHsIbiY27KFy\nyTb9e7nBq5TlQNuWm+dI5hXqzHrOvid7P4BAbQBj28n888ivLsKB6ycc234+vdHt4pqEUMLr9NzA\nJ7Bu8nJGQQW9knz0wHi3jdSz6cXOB7mN+Jx6J0dj8TND8cqj7l/U6SFsjUoJrVoJk5NWhjEB3LxP\nMUkfi83i6F4jN5Nuaw+r3s/puM/Xn8a/J5keb75e1/d3uQvf3LMY4b6UMXy9wrkR31B8c/zXGz0F\ntylPOYn8bX8wussAEC3oYOPVGvYMY1m54D5S+9FWD8WMXm4ePDIgW7Roga1bt+L555/Hgw8+iIED\nB2Lu3Ln466+/0Lp1a7fPGxwcjKAgQsIjJCQEZrMZFkvz+CL/cSDDsawKKeWYDeYm8INW+nN7GFcb\nq3lGEigUCigUCoesDgCsOr0Rz//1NkMX8I/Le/AQ2TXGRUrriIvl0Pj+nBsPvYjGk5uSm7U3knA2\nrZZRgeiSFCGohygFehW2Rq1ESaUe+aW1vD23SSZ2HsvZJiTtBBAda5QuGAmu4KtVMzrS0LknnDnP\nq7nMFpAKhQIvDJqOwTTx8vu73o1QvxBoaQU29K42DY3RzMxV+/vaAaSXZt6YyXiIRc99kAQAW0Ul\n73Y6bWc9DQCovsSvE+pFGuF9iYdNBU+KGGlA1l7LbMgpeWlieHwlP3XqFGJjY/HWW29h3rx5uHz5\nMk6dOuXROadOnYrU1FQ8/PDDePzxx/Hiiy/C3188p+pmgd4SThlQxZEOMZibjifWUkF5p64VMr1z\nPXgkWlbcswhP9JrM2HYsh1uM5WrXE6PFhGqjcGFHcABlIMjeglAmnJm1vlp5vXpaDXW+B14X7ndf\nbeQ+LFhFHnKsVivUMnkgp93TlbvRZm+tWM7sQ/57OlPV4Mj5fJy7ytTMHNymj6NLkRCrTm8U3V+f\n6C3cYodNF7bXy2uVHT+BClZ4WU58otzvE+8TLV+P+eaMJox4YCcNcjoWHWHgF+/7t0Hn5KVp4dHd\ncvPmzZgxYwauXbvm2FZZWYnp06dj+3b3L2wBAQH49NNPsXr1amzYsAHjxo3zZJpNiiG9mVWvNla1\nqsHMvYk0BQ6U7gQAjG0/EgAwLJ4/R1ZI+48OXWxaCiW1paL76ZXGGg9aAdYrIi7I2MgATBzJlbBx\nlUNn8x3LUg3pUp7qeLG+2BabRTYP5LhhSYz1yhraw5VNAf1pWlW2iulFLSitw/zlBzmtGv/N4CkK\naySsP7eNs01ZT9qUaQsXIfXNBbDUV+qQwPdZ1Z3nocBLveCQ8eG55tksN15xwEvjx6Orz9dff423\n334bU6ZQcgsffvgh3nrrLSxfvtzjyTVHQoKYva6NrB/y2cI0RneMxoWNUYFtrQ2BuYjIPSw156FK\nX+2QbxHS3duStot3e2taX+INqX+6NKuSOuFcHwCoqqGMcrnSqjq0kSZ/IxWxab38cG8E+rmm28gH\n3QA7fC5fZCQFX+6gWJ6qxWb1OAfyyXFdMPfxflCx9OuKy3WwGX0BADaTL2xGPxguDIBV7wdzXlve\nc+0+ymzduOzOBQCAwa2l5ZKW6SoaLIy86+p+zjZbPcje62myOsX//if7+QFAX8AvHK4ICODdLoSx\nohKm6mrYmkmKk6xYSQOS+3tU8PyuvXhh45EBmZeXh4EDB3K2Dxo0CNevX+c5woszDCamp4TtcVx+\nbBXm7FjYkFOSjKbtGfj1/duxbs5rC0slFcbOrMhxGBdCnT/u7DCSd/v0vg8hyF5os+faAclz2nnl\nXyz89zMAwKM97uUds49WUCGXBuQbT8rbM1nMsPUk75FOQlywLOfJqSpAUW0pzhVe5AjCW61WqDz0\nmt07oh2GdOfKtyTEBcOY0RXmgniHqLi1JgyGs7fAWs3fz9fCSoeICojA+ge+wguDmZJRH9wx37H8\nXcoax/KsrfMx/+8PoDfx5/TVN9fK5b/OXv54qWNZUQ/5qubaWlxZ+hljW2C7tui/aqXL5yo9fBjH\nHp2KQxMnOx1rs9mQ9v4HyPtDOCWjOUEa3XwGZOPsx+WlseHR1aFNmzb4919ujsTBgwcRGxvLc4QX\nZxhYeU46E7FOF9quNAgXpNxI1BGUV8FSHQrYlLBWhzu2bb24GxeKCdFxIZ3QYF/+/seV+mrc3/Vu\nl+f0/cm1juU2Ic518+S6bKpkvvGKFfe41cOah6E9+DX1BnUT/i0Pat2bs23lybV49o838L99n+LR\n355j7JMjhL1m1yWcusQVn1arlOge3wqm650AizSPrFTju1VwC8fyrnTKE0h6AKsM3FzQhqDUiXfd\nHQKSEh3LKj9f2c9/9OEpnG09lnwITQi/9BMblR+Vp3ptxbeSX9dSV4eyo8eQ8e33ko+5mSErrL3e\nRi/u4tGVfNq0aVi8eDHmz5+PNWvWYM2aNXj99dfx3nvvYdq0aXLNsVlhMDM9NnoTEVYM1jaC/q8K\nK+LiBL4yClY7wOowYsFCXZzOFqYhr7oQANDKHpK+ve0wxnFCf2fPFp0xnJY36U5nmrigGJePcRe5\njDopyBV2jw6nCtWemtAVy14kcgi1IkZW+4hEThhbrA2l0WJCUU2J4H5n1OlNWL3zIrYfzuTdL2QE\nk8yf2p+xfiy1ABXVzvP8NCoNR2qKzrN/volrZVlOzyMHAVp/TOw8pt7O7xtD/U6MpWX19jruEpTc\n0fkgHmxmKr2mNus6yk8RBXqG0lLYXCzMuxkgcyD5pJP8WnHF9r14YeORkPiECROg1WqxatUqbN++\nHRqNBklJSVi6dCluv/12uebYrMguqgRoNpTOHhoL9AkAaI5Hm83WoDpofTvF4LzvGpRrjFCUDIfN\nyKyKV2iYN2GbyZ7LaeM3OJVKJdY/8BVnu1qlxvK734NSqcTp/FSsOE4Ij/uofew220gAACAASURB\nVBh/7zv7luLTO98RnTO7Wjs60Hmvarn669a3/diuVQjScyrtryXPi4UF+eKzl0cgPNgXIYE+jpxI\ndq9wNgEaP0keuFoj0elGrCLeGQZ7T3a1QLHT6IEJUCqV+GIDfyvVvp1i8Oz9PQAo8MWG08gtrsF7\nPxzFR88Nd/raNbR5VxtqOO035+5ezPudlptFt7+GGmMdNl3YUS/nr8uhtC4zvv8BUbcMk+wddIdB\nv611PoiGQqGAT3QUDEWu6a5m/kgJxZ9+7kUAQJf/LUDqmwvQavIkxD/ykEvna+rYrMJFNIF2L7Qm\nVN5cbi83Fx4ZkGvXrsWoUaNw5513yjWfZktpXTl+OLke6aV60J1wtUaiqwvbRNhz7SBubzsUDYlC\nQ4TTFX41HANS24Glqm8ii2QUMOUnQBObydgd6it8Q4oMIMLedEkVtrGcX12ECn0VQn2DkZJ3DucK\n0hDuH4ZaYx0e6j4eALA/66jTv8laT+KNchl1QqTnVKJ1TCCyC2sQFixfmDExjvpcSCPNmQGpVjIv\nI3oBqSkxz6RU8ooJI06oSlypVKBzYjjvvqcmdIVGrcTogQk4fZkKgV/Mcj0M/HvaTkzpeR9jW4eI\nJIHR7mG1WaEAoZFK7w3fIijaZSUCVyj6ew9j3VBcUm8GZPK8V6HkaYfrDFfDrqaqKhTt/Yezvfw4\n0aggb8u25mdAiuZAAj4x0bCZvNXYXoTxyIBcsmQJBgwYgIgI/gR1L9L56fRvOJZ7Gtp45vY6uweS\nbXCtO7cVQ9v0ha9G/hwlPhiGlo17weGIh9PsJ5uBq+GplnAD0Kr4K7VJjuWcRueo9vjgP2bF/8ik\nwVhzdgs0tG4zAVp+HVEL7e/y1aowdlCC03kJERPuj8IywsvWECHspS+OQGWNQZYKbD7UdiPNZHZm\nQIp/lqS3nOxQEx/qfnhs7pdEAdUlEaOvVXQgAv00qNExDdaBXalcTrrOpTtUGapRrmOKXkv5TrvC\ntN/noHVIHAa17oP4UCJ/t3csIXMjl6ecjtVsxuWPP+FsN9fIl9/JrpZ2NxzNV8Wtyy+AX2wLntFA\n9roNvNutdgNJIVMhWlPCmQFpKCxyjBMa46V541EOZKdOnXDo0CG55tKsqRUI65Eh7GBWuKzSUI0F\n/yzlO6ReYHRrUTvXorSUR1MrVvcuPu0jEjjbnhv4pGP5u5Q1eGnHu5wxH/73FQ5np2B/JuGBfHPE\n8/jh3iX887T/XX2So7Fh0d2Ii3I/1/SxsZSGZUMYkD4aFaLD6k9gX6oHUsjjSELKTpntklRtw9p4\nPDe9UdgzolAoMO2eLo71BU8NRN/2AYz3ql0rz0Jz+zOP4u29zO/UheIrKKmTL2ew1qTDxZKr+OHU\nesdv/WT+eQBg9BrnE9t3h6yff0XpYa7XXpcvTdJJCtWXrzDWVT4+AiPF4QutZv64SnB8vkDlNZkX\nWR/V5o2d7DXrAMBpKkC9aYF6afJ45IGMiIjAwoULsWLFCrRu3Rq+vkxv2MqVrssyNFfYciIkpAE5\nMmkwRweuPiQ8hKAbEcrQYljK+CtzQ/QdUXg1HLDSvlpW94ypIJ9ALB/3HoJ9qMps0gMjRk6V9Bue\n2e6BFMqpcwV62Lq+Q9gtIuq/M5NKqYBSqXDqgXSW/3jg+nHc1eE2h3oAvQ+5uwQ48bp2TiSiIncO\nTkCf5Bigltn7mu2BzMqvQnysuIxRy6AWyK2mPF8FNdwbb3FtKSL9+UPo9cXHB7+WJfcyb/NWxnpw\n506oupAGXXaOwBFuwPpdKNwIXwNA6wcn49qKbxjbyo4chdVkcikkbnUYkM3Xw8aXA0nHq7HpRQiP\n7pq+vr6YMGEChg4divj4eMTExDD+eZGOkCDw6eIzAIR1ExsKi4WanzoyT3BclK43bLXMcLuNVUgT\n4itdbzDSP5zxtwsJkIshFjIlPZByeAzp8ob1Xd/05LiG6dihVik5HsjUa6X4ZXua5DDqqtMbsfLk\nOry552MAgEbp3ne5pELnWHYWgo6LCsS69+7EzIndJZ37q01nnY4hc2vFeHsvNwTcVPFtQVzD8/+U\nr10iu8OJu6HR2LGjebcfnvSgS+epuXzZo3k0ZVqMJSr5A5LEc3etxqbZ/cxL/eORK2DRokVyzaPZ\n4+xmrLnBBmRppQ7gTy9iSPioFXxfKaY1FRvofi9bvs4nzmCH/+nojcTTtTMvmxTohT71XSHfr3PD\nPKAZTRZcya7AibRCXMgoxZQ7OzvyEG/p3QqtY/h1O9nsTKf0YjVueCCz8qvw7MdUEcTALkJfRgp/\nX+m/mfgWzv+O/q16YsHIl7DgnxtnJNIfviL8wlCqk18HEgBiRt/B8EyZqqqgCfZcaJ5elOETFenR\n7yT27jsFQ9NS0eUSD8POvHA3I2JV2HSs3hC2FwE8/tVUVlbim2++wbx581BaWoodO3bg6tWrcsyt\nWVFjlzgRQqvS4MneD2BEwqAGmhGFzWZDSaVOeICKuCn0a9kDnZN4CqpszJvExRLPvh8DWvXy6Hg6\nG/YQHogTaYUen6sBpR9lCbm7wjvfHcGGPVew+yildZh6TbzHuBB1RpHvkgBpmczcwkm3dXDrtYUg\n5YGc0Tna857jnjClB1X57Y4hLka/nyiBbXVgAFqOH+dYNxS7r91Jx6InUnISnpyKvt997dG5Qns4\n9y7rcvMkhWCbowfSUUQjkP8ZezehrmI1eD2QXvjx6C6UkZGBsWPHYuPGjdi2bRvq6uqwa9cuTJo0\nCSdPnpRrjs0CtqZcFyOzpZ9WqcGY9iMwo98jDTktAIDZYgMUbA8pta6w97/20/ji/ts6ICkuBI+M\nSXYIU9sM8laKvzxkBloGO/dAAUDb8HjR/Veuuy5ILkRD6XL+3+SeDfI6fHy2nirY+PK3M5i3XHpb\nSRK+ns7OYBvM7D7Y7vDpSyPw8B1EFfCe49lIy3CvAGZ4grxtKwHhiEQ7WmGZM5UCV9HSClMUKhVU\n/lSebc3Va7i87HNYTe5JMZmqqqAvLEJtJvEAIkeHG2fV4RWnz+Dk7P/D1RXf8IplM2iOOZAivbAB\nQGkvcCKNfi9e2HhkQC5atAijR4/Gzp07obEnLn/88ccYM2YMlizhr3r1wg/9hmGtDcaIRKbhQ+b+\nqZUqhNEkfepDzoONwWjmdJpRBtO8TyriSdZP7QuVUoFPXx6BB0d1dHjkbLpgGC73gvEakbc3pv0I\nj+fEzgkVuon/34Cpguc4cj4f1/IqBfe7Sn0XzpDcMUDcKG5Izl8thb/VuUA7nRl9mQ9BGXmVeOe7\nIyivFr5RqVXyv7dJLUMwvDeVH3sm3TVhapLHe05irLMF7N3BbOWvMqfrQd7V4VbHcnpppsevScdm\nNkMdQHXeufrlVyj+Zx9KDhx063zHHnsCKTNmOSp/9flcGR5XiRgymHc7aeRWnCbyxwt3/Q1YrVAH\nB8OvNX8+dPMMYYt7IJVa4p5Tm5nZUFPy0sTw6Fdz5swZPProo8wTKpWYMWMGLly44NHEmgtmixXj\nXt6C1AwqRGSzKpFmSGOMo+dAfj1+MbrFJAMALNb6r5ArrdQDSubrKAMpz51CRXkg6ShouY/WihhY\nSlph+bj3MLXX/R7PyVfNlP+Y2e8xfDv+A4eY85j2I7D+ga8QJ+KpXP7bGcfySw9zezq7SgM2BmpU\nVOYTuXFKhbTLybB4ZjvBRT8ex4m0QqzZdUnwGCvtQWnulH5uzJIfPx8qDOxMrkiIIJ9APDfwCce6\nM1kjKUz9/WXe7VEBVIrIiEQqnWXLxV0evyYdlZ8fFCqVo5CGvl0O5NCWVPn4oM0jDyFx+pOM7eS5\nc3/fwtgenNwRkYP5U4CaZQibfNAR8L6S4vHGEvdSVbzc/Hj82GXgSbAtLS2FVitveOVm5f0fjwGg\njDAAUAVVIKMulzEur5h5wfWxh68MlvrPT/nytzNQsAxIel6jwo+QZ+GE1HgMqkj/cMmGhhj0yurp\nfR6CWqlCiG8w5gx9Gnd3uA0Pd5/g9Bx0EXFPhaWBhgthNzoU1H8dI9s6NtO1CumwK+lNZuK7ZRYp\nZDKaqH1xUcI9qV3Fn2ZArtt9WdIxc4Y8zdk2lGYUpxZLO48YJoGuPfSHNPr37WjOKY9fk47Sh/iM\nWoxhVjsrJV7XzXU6nJv/JspT+FOZWt7rvKJdCq0nT0LcuLsY24S8m3U5uYKh7OZkQJoqK5H5088w\nVRDRFyHvqzackKPK+W1Tg83NS9PCozv5rbfeimXLlqG2lhLBzs7Oxvvvv48RI0Z4OrdmwfELRPEG\n2SaQpENAAmP96cV7GDlaWnXDGZBpmWUAa342C3Hj7dspBtpEwtt8JJt5s6iqrb+5Te11P57s/QAA\nZgeQUN9gTOk1ieOh5IM+P7UMOXUNFcJuzLx7K+U5axPSkrN/9f1fcLYp7O+9VSQd45cdhEf+nmFJ\njHaLnuKjZRoO6dnOc2JbCKgIdI8hhOTDRNp0esKsfo+J7s+uFJbXYvNb6l9ILeIauuEDiVSQsF5E\noVr5KaZIOSm87YySAwdRlXoBF959jzfNRitz97KgjlRRlVCYXZ+XJxiubU46kFe//ha5mzaj8uw5\nAMIhbG/1tRdneGRAzps3D5WVlRgwYAB0Oh3uv/9+3HHHHdBqtXjttdfkmmMzwMYwIEPREh0CuXlu\nh85RN4iSWsKYlCPfSgraeGZIXaEkXrcu6KJj290db2OMqdV53vtYiJzKfGxI/ROA9NCpGCoZcqDq\n23586eHeWPDUwPp9EbewGwgKBcMrdqaAm8bC1+6PPEasL3llDfH7qK6T96GE7TX+ZvM5p8fQpaRi\naMZkQlhrAJSmq8FsdCqyLpUFI19ihKz5kPpav5zZhPXnt2Fz2g7Ovk7zXsXA9avh34b4W8L79mHs\nT3tvsaSKbGMpFfbk0xFUquWtIG9B04XM/3O74BwFDchmlANZm5HJWBdsZVgiT+W9l5sXj341wcHB\nWLt2Lb755hu88sormD17NlauXIm1a9ciPLxhuzE0aZRMI9CiroWS9tFY9UTeET3k2iWaeOIWap0m\nZ3GNwqcWykAi3DE0bhixzbcWLzzUExmgWp/1bSlNtFkO3vlnKartN0w5DEiNzJ1o6oORfVoTXVUa\nG/Y/W8XzOfSJ6+b0cJX9fRP6ypbSJKTIDjNyMu9xKqcyIsR5dTDdCB7ShjKwyM+f7JH99Na5mL75\nFVnm2Dm6PW+KxOJR8xzLPhKrsrde3A0AyKkqwJt/f8Tp3KTy8cHWi7uxO/0/xIy6jXP8ielPo+Tg\nYcHz6wsLUXMl3bFu5anilTtkHDXiFvjEUO1TT0znphkAwqLYzUmqRp/H/LwVAsa8JoTS/fSKiXvh\nw627Zl1dHfbu3YsDBw6grq4OgwcPxrRp0zBlyhQMGtTwOoVNHiUzLFRnqUFuCbXNZiDkNOg5Yj4i\nIWyjxYQnfn8Zv5z5XZbp+fb4z7GcYM89VEfnwBSSwRjnr5EnwV4K9BxIlQx9bFUyVPnKYMc2OjRq\n6o8SyhO1FBOhanZ1tValwYuDn8LiUXMxu/8U/Hzfp/wvYn/rhULYhWWURuqo/p730WYzuHscvn9j\nFABArXb+IaqV1A03OZLShSRDwh8fJPQN60yE4bs7/T/UF0nhbTA83j0ZodK6clwqvYaXtjP7ydts\nNvxyZhO+TVkNi8BnfunDj2GzWlGbkYm8bX8ie/1vAAB9YRFSZsxm5D4em8IsclEFyJfDSqJQKBD/\nqLjEWfcPFyF7w0befbUZGbzbb0aUrJbDQv3I6WkBXikfL3y4fMu7ePEiRo0ahdmzZ2P69OkYO3Ys\nzp513gbMizAKFbNA5aGuE1BSRW0zphO6f/QqUbJgxWDmGpCFNcWoM+mwVebKTAAY0YGqVmZ7POTw\nBEqFXpWuUnjuzZBDmPtmLKLpGB/mWG7fmtIJXDiTklCx6QPx8S0fOKSUFt5GeN2WjHkTWpUGSeHx\nGJE4SLANpUPuScAD6aulDDY5Ug340KqJ75DJ5DwlhB7Cpot5XynlN0K+TVnt4ezEifAnPiOzBEWG\n3+xpH2L8TgttH8pOERyXt+0PnH7hZWR8txLXf10Dc10d9IXOBfkttJx5OQnrI95gIKhjB4f2YXNG\nqA0kG/9W1EO6TSS9xEvzxeWr8ZIlS9CmTRusXbsW69evR2JiIt555536mFvzgVXh3CEqHnqDDdaa\nEJjyEgELYSyZaAakr/1mbOTxQNKlffQmz54c2aHwIC3lPag2EiHkwS0HYsU4aW0t9UZpSfjOOJV/\n3rHMlg+SCt3ek8OAvBmLaJ6+l0pLoGsx9mgfhV/fHevwUNKrpDtEJmH9A18x8gM9oSHeVq2G+DsO\nnnVeiOJLe3Cih7PpRUNkGFsO6IVJfJAGrZB2JJ315/9wOua/zGOOZbGHwoIdu1nru6AJktbasj5Q\nS/Bstn1mJu92uYt6GiuVqRc48kZSsBq9BTVeuLh81zx9+jTeeust9OzZE927d8fChQuRlpaGujrx\nVnxeuGQXVkPdIgPaJGbifkJoKwT5qWG4MAjmnI6O7TlFVJI8GUYzWbg3DauNupl7WqVNvxGOaXsb\nFAqFo8q0qJZIlB/dcTDC/UN5j+fMTaYn2fHJdziWpXhe2NhsNobHS5YQ9s1nPyLQj/L0kn2v27Ui\nPv/gAK2jh/iFDE+04sTfOIul/r0frsg4+Qo8sCwY+aJjeeMFZo9mV/VaSaNw4W2vIDmqnehY0oi1\n2OTRhB2WQEkSiVV26/OY+7J++tntTjUA8Zs0WOs31y6sTx/e7TZz/RX8NSZS31zg0vjgLp0B8Oex\nevHisgFZW1uLyEiq80Tr1q2hUqlQUSFfS7jmwiuf7YemzSUoA6oY27UqLW9fZbrECOkZsIF7c6Ub\njUYBPTkpnC1Iw8xtRJJ+gDoAU3tPBACU6wmjclc60ZIuKUx6ZxS5IiETO491LMcEutYJBYDD8CHx\neiD5obcMHNwtDm9PH4j/PU2FryffTuRJxUUFco6VjviXgkzd6Nup/gqI3G2NSPfQB/oEIMQ3GLFB\n0fBVM43MrIpc9qGCWK1W9Irtitn9p6BDZJLT8Q4DUqamAnSv6paLu5Cw9D10W/yepGPPvjLX6Zi+\n33/Du/3nM5uw7Noql+SI2PjH8+fIqoOJghB1IL+X0ipRnqipI6UvOJ3AtsT3z9KMioy8SMflu6bV\naoWSVbSgVqthcfGL6QWo1fMbd0qlEt0S/Hn3kTcssssL3dsIEFIeXxz9ybHO3u8KC//9zLH8UI97\nOJ87ic4s/ek0p7Da7fnQ8dP4YuWEj7F41Fy0Co51+fg6PfOGIaZBKJWb0H6EkmZYRYf7o2+nGAT6\nUyHc4ABi2d0uLgCQW0zkxJVV8X+Pdh+7DoBoPVhfuJu/Su8MAwA6kw751UU4lceMKszdLS3FAwDK\ndBU4kXsGy4+tkjSezAF2xxNPQr9OsIvvzOGBCO6UjIhBnvX8bjlxAiKGDIY2gl+h449LfwMATuS6\nn1PfdhZ/9XWLO24HwBRCD0qmojuW2uYXQeux9CMM3vyb6Bjy/bJ54Fn2cvNyE9aNNiFYuY9zh812\nCC0LeUR+/IPQ1nNo57EMn3XntqK4lgonyiXnE+JL5TY91edhxj4/tfQcxHV/e96lgyTQJwBJ4dK8\nn9mF1Th6npKv0BmYBmRIgHPhcWfcjEU0dAMyJpz7UEN6btkeXXeICuWv4t91NAsAsGX/VY9fQ4x2\nrUMlh7KDfQiPK1nAQkJ6/LNZ0jiuYLV7ZIX6u7Mhw901RnEjqEIkL/NicTqsViu+PcEt+CEL9Tq+\n9gqSZkxDm0cekjQvNq3um4jkV192+jvx5HcU3CkZA9b87FhX+voitFdPxI0f5zh3r8+Xoe/KbxE+\ngNlSU1/geX/uxoyxrJyxHhAf7/S9VtortL0yPl74cEvNddWqVfCj9US1WCxYvXo1QkKYHoKZM/kT\nlr3YYbcHhIIRPhrRuxX2ncxhjNi8/yqeGNeFCmHTDESL1YLdV5mSIe56ICevm8VYz8zWYYC9KG9U\nu2FYdWYjDPaev1paRbQz5MqBdJXZH+4FAKxdeCcC/DRYu5vou9w7ORoz7+2O0CDPDcibMYTt7C8i\nDUhPPJAk9HxLPtrWowcSALRqJUxmC2w2m9Mb63MDn5Qt55ANWQyjUUr7XR26fgIAsOL4z7g1abDg\nuHl/fyC4r7SuAmcKL3CuHwBVqKdQKBB7152oSrvIGSMFsj2iM1af3YwJnaRVCvOh9qcedKx6Pbos\neJOxnxRJZ4dzqy9fgW+LFm6/bmPGajLh+BPTmRslyJ8pNcR30GtAeuHDZQMyLi4O27ZtY2yLjIzE\nzp07GdsUCoXXgHSCMoj5RNiJlSzftlUIx4AkDTClghvCTiu+wnkNq5P8MpIvjv6I6xW5+HD067z7\nV28qwqT+VoeMys/3LcP5wouwwTWPAV+omBRIV4Dp8aoPDCYLAvw02HsiGwBw8mIRYiPl0aW7Ce1H\nBPprMX54W3RO5A875hQRKQl7jl/HyD6t63UuT01wLkruCVq1CjYbYLbYoFGLf5jdW3SSdM6u0R1x\nvoh4WLHarJKkrsz2wji+rj185FZRnrM6ow6rzmzEg13HIZTVi7y0rpx9KHWcSYfPj/7Au0/Pkgpz\nt8WdkGA10HAdtejQDU0AqL2Wgajhwxp8Hg1BysxnGet9v/ta0nWbDGF7DUgvfLhsQO7du7c+5tEs\n8WlP9ZltHRLHkaMRMqYMJovjRvTDqfVoGdwC3Vt04jXOpFyYrVYr9mcSHWWMFhPnxuWnawOdVcGZ\nT9eYZKfn5r4Wd44zFv2NorI6tIwKxIq53M4XcsJ+/Wfv7yHbuevb+L1RTB/fVXDfvhTiAefMFc/b\nnvE96tA/L6EQt1yQIuIms4UhoO4JQ+P7OQzIvOpCSfm6ZBGcVF3VB7qNw3cpawEAU39/CQCw99pB\nrH/gK8Fjnhv4BD47QhmM359cyxnzcPcJWH12My4UX2F0maq7nu1Y7v/zj7Do6nDm5ddgrhbPbxYz\nWNhqERnl2Xht1/t445bnJBvrAi8quCvmjtuhy8tD/h9ExXzu71uQMHWK+69VD1RfSUdAfBtG7qY7\nGFltCRUaibd++zVNl+d+SoaXmxdvDmQjwFIejUWjuNWLQpXBk+b+wbgYk8UufDccKcUh+zKPOJav\nV+SiSk/cCNoHdYLu2BiUnesMtUohS44f33SK7J1Gcovl6Rssxtl04kJK/imjBybIdu6bMQfSGdPs\nxmXH+DCcSCvE4XPu32gCeELYR1Mp75orUjvuQPZuP3/NfUmi1iwDMcwvxNE1yShRKmZjKmHQbL/y\nj6TxCaGue34r9FVOx5ChcbK4hYReTKMJDoJvTAySX5sDv5ZxCO7Mb+wlTntC9LXYGpav7XofALOQ\nzxU628PWPZd9LDhGqdEg6alpbp2/ISg7kYKzc15D2vvCqQdS4Kswl9pKsmjPPgDA9V/XeDQHLzcn\n8na09yIZumfQZvDjzSMUkxbhy23kC3mV6SqQENaKs50OWRAAAO/sW4aJncYAAHJqsgEQRSqeeGQU\nCspwbBXtidyL5yxdcxJ5JTWCXU88oRnaj+hg707TJiYI73xHPIhsWzJe8vH0h4aQAK6XpbiCKgzx\n1davAZmWSfSV/+jnE9iw6G63zqEzM8O7ZqsFfeK6IasiB3qJagUnaSL5UkgK40rXdHMSHYgOEJe+\nurvj7dCb9MisIDzMNYZaBPoQqR6kJA6dkG5d0Xv55zAUF+PEdCp1qdMb8xDcKRnqQPHfPZ+erSeE\n9eqJIVv42xY2FcqPEwZ8xanTTkbyU33pMi4v+xwRA/px9kk1IKXmrXppnng9kDcIvYW60Zhy2/KO\nEfNo8Wml8WlCfnnsJ842NmTPXgAwmA2OdmdhaiqhXC3xgkOH9KBOHNEOs+4jQmDxscybz+qd7iXk\ne8K63fJVgtO5GYtonOHvSzz4sGWRpHIunQqt8dn0324mjKleHaIazMOrN7pfHDO5K9PwbBeegBx7\nRfYGCW0E3UGtUjMeAgFudTi9c1N0QAT6teyBCL8wtA6J4z2nv8YXd3ek0knoerJi4VSfqCiGtzG8\nX1+nxiMAmKw3TiaGrNBubJglNucw19Yi5enZOPLgozjx1CwYSggP+tlX50Gfl8fbeYYsjnFG6wfu\nBwBEDhsicdZemhNeA/IGQUpjmEtbABbxHsF8VFZzk5r5dOCqDc7Dwuy2ayZ7OKmb/y2Obc6KCpxR\nUEpcDFdsYmq8rdl1yaPzermx+PsSQQx3O9EcorUOFJOcOnW52K3zu0LXtp63sxuROIixrlaqkGLX\nNUwtqp8HF4DQf6XD7g9/NPuUY/mTMW9BoVDgq3vex5Ixb6J3LDfHValQMgz6t//5BKvPbobVZoVC\noUDPTz9Bvx++45+MG4b+ypPrXD5GLhKeeBwA4BMtT+tNudAEUQ/bhmLhHOOyo8ehLyiERaeDoagI\n+X/+JTiWRKoBqSEF2G9gi0ovjRevAXkDOJF7FldKM4gVq7Bnr6JGuPLtr8PXONvc7URBPv2zw+jV\nFdTXQ632LHx4/qrnRRauUlalx4c/n0B2YTWS4upXAqa5QuYllldTHnVXtEfphiH7sIaWfCL7ft81\nJNGj88QFUR1z1Eo1gnzcS9ugt0Z0FROrA5WG9ttm50oH+/AbB1H+VOV9YU0xNqftxPHcMwCAgIR4\naMPDeI9TSJCHYVOpl6fBgDuQnm1DUXGjrTbW5QvnFitYxmDups0czUc6UbcMl/y6pKFpKK7/Bzgv\nTQ+vAdmAWKw2lNSW4cMDX+Hjg18TGzlakBSlFVRo+d0ZTM9GWDBXt5CdiC6VOiPxOiG+1BPvtN4P\nYs9xqtpS42GrP6nhXTkEqUk2/ZOO/07n4rst550LGsqAXKLtTZ2SCvf65rLfvg17KI9dbIQ8Ukti\nkHm+nmpa0r2QaqUKD3R1L0TaKaq95LFso/BqeRYjIiFmQPpquNcStVIFz3hMZQAAIABJREFUrZob\nGcmrKpQ8J1fwqNJaRvSFRTd6CgAIjUq6J7Fw527BsUot15uY+vY7vGN7frYU7Z9/lnef2LnLj6dI\nPsZL88FrQDYQfx27gEmfLMO2C/8ytltrQgWPaUPLF+zenhleaR/QnbFutVpxpTSTcw6hLjF0Y4fM\ngaR3sBkS35cx3tMK6SCeAgk+hNrZuUNVLeEVyymuaRBvltd8JCgsq3XrOLYB/ssOKj82WOL3xxPI\nnF12lyJXoecUq5QqDGjdy63zuKavyjR6c6sK8NOpDY51eoEd+7xXea4bCvutYUz7EYztiTwFO2x8\nYqIBAAGJ0j25ZI7llFbcAqyGfDBTeBhpkYszc15jrJccOCg4lq8ghi61RCcgvo3kAhqA69304oWO\n14BsIH46sgua1pex/douxnZ1BLcYhqSwlLgRx0UGQKVU4JExVGVlTCAzX8tgMeL3tB2O9dn9CT2z\nfi25Oof/ZhzBA+tn44I9J4uvBVqg1nOPD/0+NeEWolBoQBfxTg8WGQWFY8KJv6GkvE6WXtde+Bk9\nkNlOUurDAhuxT2jOo33cOqcrkB7I/adyUVPnfihzcGtqrkqFEoHaALQIjEKYr/Q0igCN55qXf9O6\nyogZkLHBVMg9QEuIa5O6j/TcSQCwSui+E9anNzq+8hK6vPOm07EWqwWfHV6Jvy4T+sIapRoaJVMc\nxGI3jo0mCxauPIqTl+T3ErYYS3S+aQw9n61mM2qvZUgebzNJe+BJevopl+eiVHsNSC/CeA3IBsIS\nlMu/vSJa8Jhae2Vrnd0j8uCojtRxLI/aqfxUxjpZhbk/6yhKassY+8jK7AX/LAUAHMslZCLmDnsG\nAAQrMz2BLLZw1vVFSPvSHQZ1IzT5rDbgegE3x2rhTOG2b27RTG1UtsST2c00BDFPU4sGCGHTv3vX\n8oT7RjsjIaw1ArT+DENIpVShylgDq80Ko8UkmK+sNxEe+FqaF9NdLDSvJNkWMdSXK8FzT8dRjuX/\n3TYH6x/4CrFBxHWpdxyz+4+zftsAYaBGDh0CTYhzg/lqWRYOXD/uWFcr1I4iPpLj9uvTqr/ScDS1\nAG9/c9jpeV1FYTeULIYbnwN5Zalr2pdldrkflT+3Vz0dd7yrqgDqnN4UHS9svAZkA6H05w8BmwuF\nQ0LkD5Zejb30BaIy2mq14bmBT8Df7qlYdvg7tA2nPEF0QePvUoRFYP/vD8pL0DuuK1be+zE+srcz\ndNab2BVIr4fQNei2foQYssUi30XKmXZlpwT+9nzuQvbTlqOvdlNCw7oxGU3uGpByzMZ96N8XnZuy\nRCTf3LMYP078xLFea6yDxWrBg+ufwaO/PYeHNvDnobE7ssiFzq5B+dzAJzn7vjr2s2NZq2J6j+/r\nMpax/sXRH3lbprpKfnURXvzrHSoX3I5awTVylh76DmuP7cOW/Vcd20oqPDew6dRcJqIxqW8ukPW8\n7kAPVwsJs9NR+RJpSq0nTxId59/GefoBG4VCgeCuXQA0Du+sl8aF14BsIKwG/lxEIQkfgKpCpYec\nyJucxWrD0Pj+GBbf37Hvul0b8oM75iPYl6qsVNrDVzmV+Zi8bhbjNQprmdXRgdoAR5J9XJRnXh9S\n+FmlUjqKaOhPsRZ7sUJMuL/DeDCa3dfgY0O/4ZDMvJfyqMjdejAk0AefvDAcX8wZKet5GztsQz2/\nVFq+LNujwdYxHdqD8IR3SfJcXkcKdA9kjc6zm6VGpWEUrkjp/AIwvYZysjltJwCiKpzN0/0ecSxr\nWfsj/LiV1n9c2uPxfDac/wO51QWc94XPgASADaeZ3XCqauU1tKsvEQakRSevYeop3RYtdCwfHH8f\nDo6/DwBgqqqCxd6TXOVPOBECO7QTPVdwckfR/UJUpV4AAORv3+FkpJfmRqM1IL/++ms88MADmDhx\nIjZs2OD8gEaOr8r1nCbyxhzkTxmZpNHz58EMmC1WnCm44NhHSncEaPwYlZbt7J7Jl3a8K/ha9ySP\n4mwze+gNfPfpwejfuQUm3NLWkQ9Jz0UkDbzCsjrsPUEkff9zgj/52x34tAnvGprkWK4P4e/2rcMQ\nEti8PJDs9/H3fVzDnY9zbGkn2tfNZrOhuJy4mb/woHtFKK6iVlF/x7K1p5BdWL/SMmV1FZxteVUF\nPCPdR2diFqXxdatKCKNaIbI9kHyFPJ5WYhvMRpTUlfHuY+c/kij9mZ+F3ihv55qAtknOBzUwPT75\niHe71WjEsceewLl5bwCgjF91QCB8osQ7DLmF/Zqdt7V+hPC9NF0apQF59OhRnDp1CmvWrMHPP/+M\nggJ5L6r1SXppJg5d50oeWFVU7pClmqi8JjvQTLmTP0zx0B3JGNIjDq9NoSqiVbSb3KGzeWgfwa10\nJPUcyXyncl2lqAdEpVRhMo/UiKeSOu1aheLNaQMQ5K+leSCB/JJaVNcZ8U9KjmPsrX2Jm1jblsJV\n6a7SqwMzv3TMoAQAwPyp/TB7Ug/ZPZBeCPqLFEqlXivFkfOEpt3rXx1i7KOn9e4+dh2XrhNadp60\n0XQFtrH032n+vGW5KNdz8yxL6oT1+8R4aTBVIDE++Q7H8sxt8xjj2BI+bPike9iQBTbu8tjG53Gx\nhP8hQ6VQMfQnSRQapsfRk25BfGhoQtmNJddPE0zMKXL4UMZ2XR7x+6m9SmgBV549BwBQBwWi26L3\n6m9C9eQd99J0aZQG5IEDB9ChQwc888wzmDlzJkaMGHGjpySZ+X9/gGWHv2P0ugYAK6gLnjmvLfSn\nh8OcS4Qc7r+tA++5QoN8MHdKP7SKpi5uKppIb1WtETP6PsKptCa9CGS+0870fzFjC1MW4pOxbwEA\n5g1/Bmvu/4K3F7enenh0HB5Iqw0zFv2NR97ajsx8yqjt0IZflNgT8kqYcjJkZe2gbnEYazcmvcjP\n+r+FO67M/fIA3vvhGP9O+43bbLHi8DlKOFnOwipXqI/vJJ1anoKUH06uBwC0DBZXK2AzoFUvdIxs\niwj/MDzUjZLC0Zn0jIIdIQNyxbhF+Gj067weSnb1uI9a67aRxRY4p/N/A4gWiMMSBjg9j0FmD6Q2\nnDJai/f9KzJSfmw2G3K3bIUuL88RlgYAbSThTWw762nG+NPPv+RYJkPaAOATEQGfqEiEdON2Foq+\n7Va35xd9O9HSMnKot52hFyb88YIbTHl5OfLy8rBixQrk5ORg1qxZ2LFjh6guWkrKjRU6PVWZhlw9\nFdr57/hBBKqpCjargrrgWWtCAQthsA3pFCg4d77tVXXUzeBSehZi/cqRYI3FcZxxbL9wNhUKhQIV\nJv4Q3OS4MSi8kofX2k2HNc+AlDz+18+nGWBx4RqP3uPiSuLGUVhEdDSg33+GdwlCTs51AED61Wvw\nt8rjcT6Rxgy1FZeW1cv35EZ/9240+flcT5qz9+T9b7l5dMfPZ2G1vbVlYgyVBpB6/ix8NJ4bkVI+\np7F9QrE9hQgtX7x0BYq6HCdHuM/Cfz/Dk63vQ5QPYajabDZHsUutrs7l79WE0JFAKHDqFFN65+TJ\nk47li2lpKPURDkGXgLvvibh7YbKZ8HnGrwCA9ef/wMlrZ3Ff3B2csc4wWIVzF69nZSE5MAlnMs8L\njgnwVaJWb8XRU5egNQp3Z3EVa+uWjuUryz5HZlERVO3aynZ+IWw2Gwz/WwQAyFz5E1Q9Ke8u/XOT\nAvl9sQ4eCJxjvocVnZPdvk5ZAolc+Lydu1HWg8ohb+7XPS+N1IAMDQ1FUlIStFotkpKS4OPjg7Ky\nMkRECCfT9+lT/zpxYnywjtkXNrZtS3SIJPJqDGYjkE5sH9iqD/45Rr3trzwxEioeD0tKSgrv31Re\nrQc2ExfOyKgY9OnTGX5FwdiQTyQ4d4pqj759qZD311ncHrOThnHFetnkFFUDIG6erz/RH50TIzwS\nc84trgH+LCQ+w6tMz2CX5ESi082x04hPiEefPq5XC7KxWKzAamL+b00bgF92XMTzD/dB6xh5e7oK\nfU7NibSiNOA882GlS7ce8NXyXF7sn8nhi9xCmyt5VL6exscPAOGN6de3j8dhbKmf0wpax4+I6Jbo\n08eztoYO0vn7Rv9e/De+Hr8YeVUFeNsuqwUAIQHBovO1Wm1YvesihnSPQyJPm85JPvn4LZXIWWvb\nuT1gjxj37t4L0YHu5cmRBiQApNddd+t7X2OoBbhdWAEAt/QcisL0PFyto/KgdcfGwK8/cW3z678D\nUeW3ovaKFnvOVOGFKTIWq/Xpg4M//eJYNa1eh/5bNsp3fgHMNbU4SltXZmU7YlX091dYRpyCPr4k\nJBSXPvzYsd61Sxf4xbrm1SapCQvDmc1bofHzc7yG97rnOTeDAd4oQ9h9+vTBf//9B5vNhsLCQuh0\nOoSGypcbJweFNcWYvG4WjmTzPyW2oWkplumoZPmXhkzHpFupkDWf8SgGPYT9215CToMeftaq5Hkm\n2LKfusoP7BrrcScQ0nfM1q8EiBAlmdspl4zP0VTKi9mhTRg+fWmE7MajFwIy1YEeav7m93OMMZn5\nVfh+K79niazWp1NHk9GhF7fUN3cNoYoplm88W++vR+ZBvrD9HVTS8pSdhbDPpZdg3e7LeG7JPt79\nk7rc6Vg+mX8eIxIGoXNUe7eNRwD48I75bh9LUmPi15Hs37InWoXE8u6jUxi2F6qobCTEcvUsmyLm\nWubDtKncvRxYNpFDBmHAmp/R/cNFiH/sEbeNRwBQBwTIOjcvNw+N0oAcOXIkOnXqhEmTJmHWrFl4\n6623oHKh/VJDsPzYKgDAJ4e+5d2/OY3qOOPoUV1CVEM/fldnTL2rM+4e6rp3Q8VT+EE3IEnBYE+R\nu8qRTD/Yy1NlrVEroVRS8kRyEOhP6/3rLZapV8jPjG7opVxkhkKf/2QfNv/LXzjB56nMKaI8lK60\n9PMUUnxebpIjXQuHPtxNPErgTMZGqVDi/i53AQC+OfErZvZ7FAtufUn0GGf4aphSZGQe5OWSa7hc\nIuBWZFGl50+rmTOUyvMb2qaf6Dm0iakMZQq56Pvd184HyYylzrkwOwB0//gD0f3qIO7DsdrfH0Ed\nO6DVpIluzY1EQ3Pe2GTsFOal6dMoDUgAePXVV7Fx40Zs2rQJw4YNu9HT4XC9QrxCc1Padscy2Z6P\n7j2879b2ePpe16sZVTzeGKYHkmlAkonpAPDhHa8zxI3FqKw2OB/kAmI2gEatdBjGchmQ9PdaTkF0\nL1zIfFb6Z2wyMz9HsV7kGhnyG+UiJtwfXdvKrzs5s9+j6BXbFQtGvoglY5y3+KPruLLZsOcyPvzl\nhGN9/yn+PE0fWkX1wn8/Ey1gkUKLwChGl6qvT/yKz4/8gDf2fIQ39nwkSeuyyuBcGqmj3di21gUK\njpFTL5ZEHVy/EQpjeTkuL/0U+kLq4ar0KH9BWZd33mKsB7Vvh4HrfuUdGzVyBAb88qNs82Sj8qHy\nkQ/de3+9vY6XpkfjuXI3MeitxjLLuV61pNAEx3JxHaFHqPCVJrAsBt0worZR3tkqA/M12kdSXs6E\nsFaOzjVimMwWnLpc7MEsuYhpLnZOjHB4CStkMlxJo/3h0ckN6sFqjnRvT4RFb+tH5a5Wu9BLWs3z\nnb6R9OtEhfu2H86U5ZxxwS0wb/gz6BzdAa2CmV5OPu1HIT1EgGjpR+ejX1Jw7EIBrmQzQ4w+KurG\nf77oEtac2+rO1BnQjd+91w7ivyzKAErJdR7yj+SR6GFTlB4JY1YnGC4JeyIvZZXLLrej1Mrv1SSx\n6PU4PnU6ivftR+qC/zm2Z6/h5qgDQEgPrnOB7DjDJtbex7uhaCwyR15uPI3ryt1EeXXX+5xtGVmU\nIZRemgEAqM1tyRnnKnwhbLo0Ry0rx6jO6HpnhSPnqRvakO7y9MUWM+KC/LU4Zs9ZXLv7EgpKawXH\nSoVsp8f3fnmRl36dYvDVa7di+vhuvPvFvI8AcO9I4Q4acreblMK4YbQ8yN/OiIx0D/ZvYe35bZwx\nKh45HTH+9/1RvLRsP2NbRvl1xnqZmxqTUlE40ZgEgFC/EDzek9ly77mBVJTEYrVh/d/psBTGAybC\nADbltOc9V74M1wk6CoWCIedTcy1DtnOfmEaF6PV54tXjAW2TnD70tnnkIcdyUEd+Gbj6Qpdbv/qo\nXpoOXgPSTW5JGCi63xZCXCRK6srwu72NmM0o0M7QBZRKBR4ZkwwA6NCGyE0J0FJyQfOGPcMYnxDW\nCs8OmIoV4xZJfg16xatc4TwxJ5NKqWD0tn3q/b+FB0vAZrPhne+OOM7tpX5RKBRoFR0ElVKBZS8S\nvdqT4ykNxccWiLdAS4oTLoj438zB8kzSBRpCuPzj0W84lo9mnxIZ6T4+amZHpEPZ8lR9LrztFd7t\nP55a7/TYGVtew0+nf3Os/3DvEgyltWPNKuJGIMz5CTxnsiE9m9vJx2NoF6ozL86RfFjWL6uR9esa\nwf3mGunRp07zXhPc12PpR2g5cQJaTZqIjq+8hP4//yD5vHJhM8mbH++l6eI1IGnU6aXnCOnNzkOt\nFbpKvLKT6gxgq5Mnx+bBUR2x4f27sHAmIezqS7tR7M1gdvdQKpQYnjAA4f7Sq9j9aEUNpZV6kZHy\noFQq8MAo+Z6i6S0YXa1y9+IZbVsR37OLWYS3Kz27wmnBh5i3xUdz44vnxr28Bb/sSHM+0AXahLZ0\n9LFPCndftirIn5nfazBRuYFS0lXcwWLjzz+Uck2kExsYzXj4BYBVe0u4A20qvDxkBmOTIoCrPSoH\nxjJui8X8v3bg4gcfC4Zuy0+eQs6GjchZ/xvvfj5qMzORu4XreQbEczEDk5KQ8PhjUCiViBw6BJrg\nhqlGjxtPdSozSyz88XLz47272vn7WBYeeP0vHDyTJ2n80RznXoMzBWmMbhOj+smkKQegpFKHrHxu\n0vpaGfKc6DchUirIU4SK98jcx7hI4YT505eLXMpFo/fb1rnwUOBFXqpqjQwx+qbMut2Xse+kvKLi\nMYFRAOAoTAnzI/Qc72g3XPI53pvF7A6yhVbpPi75dk+nyItYO0SzVVpxy8x+j0oqJgKAJc8Px4BW\nvVwO67sFz4Xq2tffovTQYRiKingPufDOQqenDe3N7Od++vmXkbnyR8d6t8WUo4FetNJYSHjiccfy\n+flvwrRvv8hoL80FrwFpZ+uRNEBhxa5jWbKd88tjPzmWjVe7QS1jaOyrjWexwB6mpfN030dQXq3H\nFxtOo7TS9fxHADDQ+szKlYNmEbAgyeIadtiQ3of7za8PY/lvZyT35qaPC/D3VmDfKMwWq+DnTodd\nYPX6E4Rnbvmr7rdfqw+WrpZX+NfH3nKUzFN+qNt4vDnieUxh5QiK0Sqa+eBF777kr/HDtN4POtbf\nv104NOoK1QbhcOw3J34VzLu20nopKxVKqFmatWVVVLTjvVlU6kKiPcXhkzFUZbJCq0dIIGFo5VUX\nYvK6WTiQJdAi0wXC+lHi2NG338bwOqbMmO30eJuF34AWk+tR+fsjuFMywvr1QYsxrnf3aQgUCgXa\nzqbyOC37D9zA2XhpLHgNSBDdEQpitkCbfAwnL/I/ZdKx2qxQKVVoH57Au9+YlczZZiltido6+bxh\nZ9NLUKszQW9g5qN0iEzCwpVHsfNIFpatcS+3ykDLcSFv5p5iFQj/kB5IdqiSr9dtrU7a+3fhWqlj\nuW9yjNQpepGJ3snRAACz2Yq/DmWKjn3xoV6UyrydgV1jsW3J+Bsq/N6zQxRnW2SYP89I99HYDaiL\nJUSbKq1Ki24xybx96QXPoVZh2xJKMzIts4zxADW6/S2Y1OUuTOv9INpFJMgy74IanjCznX0Zh/H8\nX2/z7jOaqVQGvusBvYd693bU+08qT8QGRTu2aePTAPspXvhrAQDg2xThHESpJL86B8nzXgUA2Mxm\n6LJd8zoX7NjFu50tGE6HNC47vzGf0/e6MaEJ5nY88tK88RqQAEp1RL6WKohIyp723m6x4ajUV8Ni\ntSCCR5LClJsESxF/TlNUmPw5SRcymDk7ARp/XL5O/B2nr7gnxUP3QMpFVCj/306mKGpYBqTOQMyB\n7gGolRiOpnfNiYsSDo17qR+i7YaWwWSBn6+wHE1SyxDc2rcN235sFMx5hNumrV8neR9Gtl/ZB4CS\n3pKikUj/PUSE8BflTXxtG1JpD1GTu96N0e1v8WCmTHrHdRXdXynwd+gtlAHZM7YzZz+7Wp/sbERv\nBBAdQBT1WfX+HCNUZ9KjSMC41Zn02HFlH3Qm8ZxupVaL4M6dABDSO6ZK13ItK07zV+1b6urgExON\niEHixZeNGa+IuBc2XgMS3LydojLxJGFSKsdgMTg03QxXekJ3bDTMuR0AG/8tMS2Tm6DtLveOIKRP\n2CLMvhrP82foOZD0ZU/QqPnzl8jwJbtamuyEQy/A2HE4U9JrVdYQyfzxLbytC28EWvt38npBtaBH\nf+KIdvjg2aEAGmenIDI8SufPgxmy/R4AQMXKJSyodh79oBeItYgIEBy3ctt5zPlsP9774ajgGHeJ\n9KMq7GODojG7/xTOGHZBzUvb38XSQ1Q/8HA/ZlHfvpRsR55zUkvC0/XLO2Ow8g1mSPfRHkRXFUt5\nDPiCGs/+yZ9X+fimF7Hy5DpHf3AxSL1Fq14vGJIWouzYcd7tFr0eKj8/cTmKRk5gO9e6KXm5+Wm6\n32YZMVm44VIxsdSXtr8LAOganYwFI1/EswOmwloeAyoWxzKGzhKddGZM4NfJc4cAP8Kzw84L9FUx\nb3zuiL4aTNQ51TJWMS9+Zihnm5DxQBqQ9Bv25n+vSsqD/Gz9aQBAVoFzj44X+dHaHxaOpHL17j54\ndijuGBCPh8ck87YwbEwM7MrtH7xfxkIatuE1psNIp8ccOUe9p0+O6+JYnjuFKbp9+XoFLmWV48j5\nAtS4IOouBXru4uJR8zAicZAjn5OEbgzrzQbkVOUjrVi4IO+rTZQI+eTbCUWGAD8NJ2pDFvCoQosF\n02LE2HbJuUSYQqMBlEpY9HpGRXRA2yRYjUan19SqtIuMdZvNBotOD5WvL6/iQMuJEyTO/saiCfWG\nsL0w8RqQAIy00AoUhMEi1FKP3sLQbDUj2DcIwxMGgJPIRZ77ajfY9ISngJQ4kQONvTe42W5QzRny\nNB7tca+jpzRJtRt5l2T+4etP9Ed4sOfalSQ6A9dQFzYgic/ByPL4sNf5cCYb46V+0drTEUoruOHC\nzokR+L/JPRk5r421U9D8qf3x7oxB2PTB3Y5t62h5ep7CltaS0qWF3sKwQxvKEyjWw/uhN7cL7nOH\nOr0FDyU+ic/uehd+9v7Y793+KtqGxzvG0KM6ZtYD+oRO3M4p9PB1cblw8d+FIuL9V4WU4pNzC1FS\n53pU51qZeKGkQqGAys8PFp3OkWcJAKbKKhy+/yFc/XKF6PE16cye7zaTCbBaYbNaUXLwEGe8NiyM\ns60xwu7UU5l64QbNxEtjwWtAghluUccQ3Rv48gArdJWYs5OSbOgczd8hAQD05wfBlNMOllKi+8zs\n+1zvey2GWk3cdE0WwoDs36on7knmVvC5Ex0kvX4x4fIWDdArREnoFbh9kqkkebI4yGhiehyl9MCN\niyQM9uh6yDn14hwfewj73FVmPlqigGB4I7UfoVAo0KtjNCP9otBJeosr+KuZ30+1BJka8rvNRqlU\nYMtH9+CXd8Z4PK/zV0vw4rJ/GVXRdB564y+sXJeH33dSkmdtQlti0ai5mNTlLgCA3kwda7QyH2J9\n1dz0AD3tehsgkjfbO46K4phtZmy//I/o31JtqOF4DOfuXix6DECEsS2sELaxhPg+F+6mvJh83siM\n75ni3qVHiDSCmstXwBd3jxg8yOl8nCFWGS8XCoUCSTMpPc7z899EZeoFGCsqkPH9Dy7ni3pp+ngN\nSDANSGVoETRtT2M3j5zPcVav146RwjkhtroQmPOoFm2JcfK6/8mbGl9It2UUdZMR8qSKUV5FvB8+\nWnl110hDIcCPqjItp/W+vv+2Do7uOifSCvHckn9wvZAZhs4pdH6hJN/rOY/09XTKXtyA7VF8+ZE+\neGRMMl59jP/zaK7dgvy1rj/gkBXufPJaSqWCN3ezRYRrD4Lzlh9EenYFHn9nJz6ieTzZ8FXY+6kJ\nj6SOdk01WZgGZFpxOuc4+negN+1Bkk2HCKaWrlhIeseVfZi2+RVGv26pGEtLYSgscpoDaTMTD7qB\nHShnQng/5vdclyuuLawN449Mncw7j8nrZgkWBpEcun4C0za/gl3p9a/NGDt2NIK7UqkT5+e/ieOP\nT0Pe1j9weeln9f76XhoXXgMSzKdlVXA51BEFOFfKrKYrq6vAtymr3X6NjvHyhik09txEM49Hjm40\nuponZDJbcfAsccGTuwsImU8plMfYJSkCz00mBHf/OpSJjLwqLP/tNGPM/K8OOn0dcv4qVfM0TG40\nv+xg5oCplAo8OKojWkXzFzXJmWfbELiTVyzXef44QPRnnnSrcPSDTTVPSsdzS/7BuJe3YO6XB0TF\n3vefykV1nRGfryd0Zb/YwPw9rvrrAuPv8LMX8dGrndk55hdLmCFegHnNCvLXcvaTaFXC+0iu2kPU\nK0+uAwB8cfRHp8cIQRqIbCwGwkC2Gon3VhNCOQi04cS1vmjvPuRs/B3GckIVI2b0KN5zKVTc62xG\neTYW//clAGCeE4/pgeuEkf+dDDJGUqg6n8q7veLUad7tXm5emtaVu57ga8F1MiOTsZ5exlx/dsBU\nwfP1aB/J2SZ3nhcpSn7kfAFnH71Sky2N4Yw/DlxzLPvIXORAGgpic0rPYfa3JeV86Fwv4HbgAYC/\nj13H+DlbHOtS8iW9yE/HNsyHJbZQOBu6iPxb0wbUy5zkpFYvTy9ghUKBZXcucOtYtoC4GMEsr+TO\nI8TDGQCkXivFjEXihSVfbjiDXUezMPXdXdh5hBmZ2bDnCq7mUqFLX7sHkhHCZnkg72XlQLJbyGpF\nHlzZOd58ODO4AOfGe0gPIuWo5AD/A+uVT78AAFh0xN+p8qO8yaT2bD3xAAAgAElEQVQW5JVPP0fW\nql9QuJNYZ3eYCWzfnmF40nlt1/uO5WqjeDcneuoDPUffi5f6ptkbkDabDSl557jbTcwfO71F4GvD\nZtsLZ4iLX14JM6y6cOYQhAfXbzuqWntl5dFUrgFppel1uRrCpuvH+Wjk/XqMGtAGCgXwwoO9BMd0\nToxwep5nPvrHIdVD59N1p0D/c0k5EC8Ny5xHmRqKg7sLF3gATA9kv87cyufGRhXPd89d4oJi8M34\nD/DNPc6NHoAK70YI6KoCwM8LxuCuIYnY9MHdiAz141wDvtjAr1UoBOnRF8JisSKroIrQ/bQX1ehM\ntBA2Kwfy1sTBjPXZH+51aT5yUOPEKFOqiYdnIWFwbSgRdq67TuTMG8vKEJBEhdf5CkyibxvpkPHp\n8PKL6P7RIvT76XvOuLxqbq64GPT8x8wKedtt8qH0la+w0kvTptkbkNsu/c2bk6NNZLrpowKonKMe\nLQgRXJPZggde/wtPL9rj2De0R5x9X/2KrqpEwn6eeCDpBqmQdqO7xEUGYuvH43FL71aCY4QKX/xZ\nifWPvr1D9LVG9W8Df19vG8MbQXiwr6MQYkiPOKfed3Yby8ZIS5og/cWsclnPHeobjFA/aQ87afbG\nAVqR9yw0yAczJ3aHRq2CRqWETm+GzWaD2WIVvB6YLVb8dyoXn61zvXvVnM/+w7Mf/YNJc/9ASSnx\nYKujeSBrjczCI/bfWlopLu4thXdvfdml8RsviFemK7Xi146SQ0Q1NdkHu+p8KuLG3eXYf34+V49S\n5e+PQRvWoM83XyFq+FAoFAre38b6c9uczt9mszmkzuhh/e1XxIuK5KD/qpW8231beLt+NTca/5Vb\nZqw2K84XXnT0Zf0vU5rQbogPVUFKhgxW77zEGffSw4T3pc4e5lIpFXh/9hCP5sxHuUCFpMViZcjY\nuFNEA9RP1xwpKJUK3qrcp+/tjlkuVLJPHy/eLcNL/UI+JBw8I+69ApqGAfn5nJF4dCzRonTpmpM3\nZA56g9khhSU1JSa/tBbVdUY8vXgP7n11G8a/spV33L2vbsOHv5zA7mPXPZrjlxuIB+8d9i47ALD+\n/B+ix9D/lJ5J7ik/RAdGYnQ7ottOiG8wLFZu+koETQD94HXh4iAAUPkR8wjqxG1LCwCm8grOtqgR\n4t1+1P4BUKrV8I0RLhICgEPZ3J7rZTrm690zZyvun/cnLmSUIplWzHnViUSRHKh8fODz4nOc7Zom\nIkfkRT4a/5VbZnZe+Rfv7vsUy4+uAgBkVUrLGSHzJBeMfMmx7be9XGFc8mZIGm6PjElGt7bcnEhP\nIeV72Px5KIOx7qoHkiRJ5qpxqSgUCkeBEB0frQp3Dk7EqP78bSLZfP07Ny3BS8Px8GjixvvE3dyW\ndWzIEHbbVo035UCjVqKiWr7QtTvkFLsv1SJWKCMrFuLhus5EaTleK6eM0gAt00AsKqtzKNssf/VW\njB/gnhGiVqhwTzJRpFKpr+JtWdgztotjzMhEcemcOnsPbH0eIdyuCeVWShvLKU+0NiIcCif5mSp/\n9x/K3960Gm99fQifrz+N5RupFIS9J7Kd5kjWB4qgQLSaPImxrTrtoiOk76V50OwMyLQSIly9P0vc\n8+ijp9zxVqsVR3IIrwNdLFcK1+upGwo9b4xuJLJ7Y7vqgSQ9j/QuFw2NkSf8T1aE0z2LZgEjGgAs\nFnkqZb24R0igD7YtGY+JI51XCysUCmxYdBeWPC9fv+b64J5hN7aV24tL/5XtXL++Oxbd2wk/2Lqr\nGmEzEvlxCSHxKNdVMopV2obH49t7PmCMX7OLiuK0jAp0u9hQrVQ78i8BYG8Gt/jFZDU50o+0KvEQ\ntbmWMMpM1cT1W+XP9YzWZmYhsD3x/e626D0AQEg34ciHMwNTjEL1OZy6XIxdR7OwnSaftPNIFv6g\nSRmNbe+8m5FcxD/yEGdbyaEjDfb6Xm48zc6APFeQxrtdl3Ir+kdRyd0WUCGQHen7HMtiF54Jt3Bv\nML06RrkxS9dYvIrqv3otlynm6qoH0iHCLbOIuKeQ/ZXp4c57X2XmCgXS9CUbszfLCxdfrbrR60HS\n9RRNEgTtGyuRIb4IDtDivVnCqTWvPMrUMiTD906xEZ9hZmUWnt46F6vPbnbsGtV2OKMNIgCYaQV/\nnvREVylVCNRS+rcZ5dmcMfszjzpaLu65dlC0EjvunrsY65ogbtW7QqlEzRUiClVtM8BoNqLDnJe4\n49RqtJo0UdofAqB9RCJUShUS9bcLjLBBGVYAqIjipBgNFZWRS2LKXfzi4m7o63tpWJqdAVlrYrbJ\n8kMwbCYtYNHi/s5343+3zQGsShjNRkchzJqzlDQM+YTMrrwGmBXEvnYR7tgI6XIbrkDXdzxM648b\nGcIMk6zYdNali8qZK4RobX1r8307X+jiyE+ZXdxcrLDHV6uCr1aFJ+7ugruHJgqO8+LFHRQKhaNl\nIJ+8VFOhhUA3G5JtS8ZzulDRr21fzBmJqDA/jBuWhOWv3so6mmkEbrlIVTG3CmZW2OcUVfO2u3TG\n/OH/x9mmYRmmdSb+dohkwUlpXTnyRaqdzTX2sLDdwPVPICJPob0pBQm6R/HF3QvxbcoajqHZ+qEH\nMGD1KsQ/9ojga7G5UpoBi9WCC2fVMKT15+xXhRfAp/1paNsTBU+FJipsfC3f9daOcmI1UJ9nZWoq\nyo6fwJVPv4AuP1/kKC9NFXmF/poYh66nQIcqKOyOK38fX8SHtYXNqgKUVjy9+G+sfOMOGCxcId46\nHVcLbmBX6gL5+ZyROJteguSEhk0s7pIUwWghl5ZZhuJynVOPYmWNwakenJy0iAjA/be1R1ykNAM7\nSaANHh2zxYbIUD9MHNnO6VgvXtyBfDDUG8wIDnAual0feCoRRtdZHNQtlvEAKqQvSY9kxMcGY+Ub\nVNtUxjlswl7EduEJjPPN+oCS73l0jEQPJ4CesZ2RWPwwMqKoxg5KBfOB91Q+v9i1j5r6zGqMwm0p\ny48zC1la3XcvAuLjETlsKI49NhUAcP6Ntx37jRoF0ssyOaLgbR6cLP7HsDCzin+s1eGwWVRQqCzQ\ndjoCc0ECFD7EvFXBXGPxcu1ZmCwmaJyE6OUicvgwlOz/D9rwcBjLyhyi6QBwfv5bjuWivf9gyJaN\nDTInLw1Hs/NAJoVR7v5lh79j7FOTnUusSkBpQXE5/1MswN/lhJ6/0yIiAHcMiJddQJzE30e67V/L\nEurl41hqgaNyvKEqsKfc2Rm3SyyKadOC34Asq9I7+hObLNYm19XES9PC1/670xnlERN3h3dmDHY+\nyM57s7hjRw+g8rjnT+2PrR/fg94dicrgLkmUp5GMKPfqECXalWr+1P7439OD8MkLwzHlTuGiKboI\n+J7jzGKLNi34uxQJseCpQTDlSstJXTxqLgBg0ai5jBQkIS8lALS8dzxjXenjg9i7xkITLDBPhQK5\nVYQEWrcP3kfHV1/G4E3rJc2PTpWemzOvUBFGpSqoAj7tT0MVTnlOW8UEwmZRwWakHiqulTpXPpCL\n/2/vvuObKr8/gH8yuzctbSm0UGjZoy2zLNl776WiuAX5IaKAIjJc4ADF8VVRcSCCCgiIsmXIKBvK\npkCh0NK9m3F/f6RJ7k1uZrN73q+XLzNukqe9JTl5nuecE//s02j84nOoN3okAOD2j+Z3w1HK5bjy\n4SrkUwcbt1XrPm35svPUfKv30DFKEQRCJUShWTjI6qO6atBizWX2fq3v3+yP394daofRGjaoC/8S\nrb+v/jfPP/brtw5jYxgGv+3T1sI0Fji7AnYm9qOLd+LJZf8gM7sYpeUyZGTxd6khxBZ8qrszVVQ6\nL4AMCTB/BrJ143A8N6aN5vp3i/qjS2vuPjWBQID/m5SEwakN8fgQbfLc6090Qt1QX8wc3w6JsSEY\n0SMe7zzflfd12iZEoEn9EDwsMO+94+x1bn9nS2vO+niJAYX+l+jejfTH1yg0FhvGf4b40FiIWF1b\nzj64pHesWmgn7tKxlJWF3fDJxzn35QVqn7OkshSBTRNRJ7ULb4tCU57Z+hoAQFlheMVI6Kd9j8uN\n3QiBSAFluXbmuKLK9ISBrYh9fVC3T294hZluAKFu+6hWdP4Ccvbtx8U3l9hreMTOalUAyTAMskqy\n9W6vuql601R/yxZ6l0EgrYS08Rms+m+t5rjIAG39LvXMYtuEcIQEeDu8lp23l5i3RIqCJzNZPUNn\nyN9HbyEzW7un09UTUGaOb4dG0UGc4uLs5TBC7EU9A1nh4D2Q7CVkY00E+AzoFItBXeKwYmY3hAby\ndxEJ8lcVH/djJaKlNKuLrxb0RZ1gHwgEAjwxrCVnhpKPOdnbWQ9LsS+N2zGF74uvKcoy1Wxg83Bt\npv+MZP3MYLZgb+1KBjt7WRd75Si4XVvOfUIJd+sCe9X+dqFtZv+E3tr3bHMyqxm59vf3w/kN2HOD\nvwWjvegG3Hz77o+MnajJbgcAhpVAVXCWyq65o1oTQJ69n47xG57j3MYoRCg/NgCKnPomH6+uHwao\ngjR1+y1n7YMCgJE9G6NOkDdnRoKvbE/7ZsY7BOjWiHt2lPkFu51FKBJoltwJcRQfJy1hK1gftpZ+\nWRUIBHh2dBskxoaaPriGurSKhrLU+H7lWR/s07/RiuRhZVEdVF5KwUudntLcZs6WIW+xZXtIq3Jz\nuTfovAQ7gFQw/F8s5Ao5Sir16zXKFDJ8f2ojckpzeR6lMrbFYIP3qYmCcsFU1+C8VXgHnx//gdPS\n1t50f++MjH8WNO/ocd7bL7z+Jsqz9NvyEtdWawLIpftXaS4rClVvpFU3Wmlua2rim3Ogl3aJ4Fqm\ndqPwgVPOa14vEAjg7yvltE3kCyBN1YIc2zuBcz0yzHiWpr19NLsHxCIBvn+zPz55+RHOhn21a3f0\nO0EAQPOG9v+QJLVXefV+Yt09fPbEMAy+3qJNCuErtO8qvL3EYJSGxyeTKzXddNgSGliebNi5VRSU\nRXXAsJayiyq5ewjHtRyi97ggb9MJeWxlt+/gQMZRzfankus3DR679+YR3tsnbXwR0/94Wa9Dzo6r\n+/Dnld14/s+FnP7cygrVPvRflg2Cv5fp92OBWMaZhQQAmdI5X7AZhoHSwDK6Uq69ndEJcIsu6vcP\nJ67Ndd+J7IiRS1F+bACU+dqs6fde7Ka5/FyHaXqPCfTSbp5+edW/9h2gBSRiIafwNl9x7TsPjBcz\nZy9bLXqyE4L8a5blWVPxMcH4/b1hCAnwRmxUIG9ST51g/kQfZ4+deDb1d7FjFw2XgLG1/OJKbDuk\nDVpqUi/RIRj9j5X2vgNx7OJ9bDnAvx/bmp9JXfeVHZAW6iSheIn03w9MLXPz+eTot9h7U9X/OuIR\nbsF7hjUlefDWMVTJ9at2qOmWkfvhzG+ay/P/0RZZrzzbHa8/0RG+3uYt7Vec6Q6hF3d/v0zhuL2Q\nbNdWfYKHh/kDaaFY+/OkL1mu87hPwSjctzxWbVQrA0j5Pf3sPfYUfNtI/b2FQd782XfvswJPZ5CI\nhZDJFZo9J3yFw/edzNS7je3kJe2+UL49lK5o9ZyevB86l285tw4a8Wz9qjOYu7Wp57DXtFMhB/vh\nmYE8sI/Bkq+P4ttttptl8qneA51XqA2cgn24+7dFPN1fYoKirHq9ByWqxJ+ApomIHNhfc7tcJ1em\nTM4N5B6U5GjvM5L5fZ91HCBAuwTzmlC0rpgMptIXFRe47RkdPQNZp7vqszB7zz7kHeNfqr67mb8X\nu1pVnuu/fytlMlxdvQZF6YaTsGqLWhNABkj9wTBA5eVkMOXGS0bw1dAKkPLXR4uP0e+R6khikRAM\now0c5dUt/HomxXCOM9aR5rd92p7eLj+7UW3/qbu8P5O64Dgh9uDnowpazCmNZSvsv3Opg5P1rMN9\nD2nmZbjjTVSYH2ZPTLLqVUrLVeegSqb90sveagQAYqF+JrQ3z6ykMWcbq1Y7dlzdiz/Sd6K4qhTx\nz2j3XUblcgO1Sjn3PUgdeALAjbxbZr8uOzN90SOz8Vi7sbzHxUWoEpsYncztUiN1Lu1B5KNdFZIX\naWeCIwcO0Fwuy7iF7D17UXYnE96R3MLyACAvdeyYrXF23nxk79qNc68ucPZQnM4d3o1qbM3R71Fc\nVQKBAFAWar/VqYsC6/Li2WQdWD0DmVuo/QbZu319h2df6xJXv768+kPmryOqpa5WOn1ub97jtjhk\nU+8/iosK1NSDc3X3c7X7heZMTkaQv/OSmUjt4S0VQyAAyhwYQD72lrabyyYHlwuzhpdEuyex4nQP\nnPzXcLOAL+f3Qa8U00mMfBrUVe1l1N22MyN5kuayUKD/Hi8Vm/deIa2jeg/NC9I+x09n/+CUduNT\noRNAioXa38fHR74x+brlx/shoQF3YqJFRAIGJWi7/sxJ1Qawmi/9Cu7Ex+qja+FQjPY8FF/W9jhv\nMGk8JKwySFc//gSnXpjF2ze8+MoV+46xhuQlJSi9fsPZw3AZtSKA3Jeh3Y/Ru319zJmk+sb7wUs9\neI8XC0WYkjgN8oeqemn1A+shwk/1LW/ZWu2bR7M407Wv7E1cvUQjlyuRX1yhabGmW65j53+Gv/mq\nk3BeHNfW4hIhznI9UxsQ1wnyxqNGChgTYitCoQC+XmKHVQAwVYLLFcmqtDOmTJUP9NKWq42uYceo\n9AxV5vK/Z7iJjH0ba7cV8c1A8t3Gp8XiN3C7bTTON+but/721K9GSwCpk21u5N1GfnkhGFaKeaS/\nagJjw/mtnD7hHIwQK2fxfzapdYxphw3jP8OG8Z8hxEBpJr5+4PZUcpV/f6skMBDtv/1K73alXP/f\n0PVPP7f5uGzp+BNPO3sILsU9ooUayC3L11wuP94PAzvHoWdyfWxdOdxoQd5hbTtDdqM1yo/3xaON\nVd/2GIbBVVb2r7+PY9pFGSMWq96c5Qolbt7VFpitG+qL5c+malqE7TiSwWlxyCavDiCdPZtqCfZM\nsEQs1LyJSo10zCDEFkor5MjIKjK6LcRWZHL3SypQTwgqyw0Xw24WF4rHWEXLreHvo5pJLCw2vG2l\nrn8dg/cBQIaRIMs3ph6uPRIPBU/Xse9Pb0LCyuV4GCTCF6PrYFxL7cywXClHSVUpXv3nbczcvgi7\nrx/U3Nc1tj0AYOOF7fgjfSfv684a3473dgCY1Xk6ZnbiFjLv074BxvZuYuARjiMJ0s9uV/cA5yuv\nlLN3n72HZHPKCst7t3sy94kYrPTs1vkAAEVxMMAIOX/I3ua0A2REuHFPtZ/j041nOHd1aW3dZmxb\nUrfukyuUnJqUAoFqGdvfV3tbfhH/H7+s+h3fndoAsvdN5RVVICkxAlMHNsNHs41/cyfEVopKDWfb\n2oq9WqHalToLW8AfYA/qEoc3Z3Sq8ct0a6tKZGoZbzhIDPc1vkp0r9h4Nr2/gb3vAOAVE40fB4eh\nwkuI4aw6wXKlAgXlqi/zlfJKHLytTSi5kX8bSsZ4omLnVoY/V1IbtEfXWG7RbolYiGmDmhssEu8o\nsY9O0bstcoB+CTZjwjp3rNEY8k6kObSeZG3PGnefiMEKlx9qp9SFvqogsF649g3BVMD0xDDVHo0A\nXwkYhtFbBnaFN3dtAMlw+nOrGwH4sIJkQzMmMjecgWxYT5tt2S4xAkKhAOP6JKB+Xct66hJiqfp1\nVe8hjkikYdd49TKwZ9vVJNSvruloIIDs1DLK7PI0xqjbyRqrc2usXSEAfHTka2SXPOTtnAIAreo2\nNfhYmVKOegGRCPIK4CReLj/wid4+SLW0e+c4q2IAEOEXhkmtRwAA5DfacsqqWUIoFKDqZgtOX+w5\nO95CFaucT6W8CvnlhvfD14R/o0Z6AaDY33AAzjkuUDV7qZRZvzVEXlKC9CXLcfKZ561+DmP4gkV5\nmfttMbEl94kYTDiWeRo7r+4HwzDYdf1f3C26j9d3r9DcX6+oLwQC6P3j3Pz+MGxZMYz3OeuGqva+\nFJdVobiM+2ExeYDhNxZHUi/l3s8thUKh/ybI/tBRGniTdMcA0ou1VO0tNWMmmRAbSW6q6uxk70Sa\njXuuYsFn2pZ0r0xJsevr2YpEpPr3KBAwvPVaA2zUvUtY/YXZWJ1bYx1e1F7Y9jrGb3gOp7Mu6N1n\nbIpAppTjbvF9FFbqv/78Xe/yPELl+T8Xcq5nl+aiU0RXlB8bANlD/cxkcwmFAihy6qPidE/NbXeK\nspBfrt12tXjvh3h6y6ucouW2FP5IT4P3Jb4yh/8xPbsj5X+fAQAq7ls3e8gwDBTl5vVht9adXzdp\nLkf0ViU0yUtKDB1eK7hPxGDCikNf4OuT6zF+w3P48sRPmL1jsea+N3rOgrgyhLcmmFAoMDiTqN5j\nU1ouh1hnH8yEvok2HL31zlxV7Wv8dOMZToAYXL2/syWrd63hGUjVNyt22Qh34U7L7sQzaNoZ8nRU\nsaXvtl3kLJO3b268JamrEAq0S9hDuzbUuz/Q1zYBZEn1l/p/TxvuBhbma36ZteUHPtGr06gwstw8\nc9sbnOtNQuPMfi22Xg27oKBENWNZk9a4Is3nGPezij0DeS0vAwCQU2qfeoshSYb3b4Z16cx7e8Ls\nWRB5q5bfyzPvojQjw+LXvfjmEpx48hmLH2eJOz//orksDlDNrMpL7BOIuwuP//R9r998tKzbFDKF\nEhKxhUvO1Yev/+cyZ8bLFeUXVWhmIHul1EdA9Zs0O8Dim4Cskik0M5DuUWNO64fFA/DjWwNMH0iI\nDflWF7AuLnVcKR+pWOgSW2bMwa4l26JRGIZ2a4S3n9PWgvT3tU3yYUmZ4T2oS3q/jJR6bdAzjj9o\nMeT1Xe9zrlfIzU+aWNBzpkWvpZZSrw1yq4uhj++TYOJowwzV8JUr9Zde15/bbJde2UKJ4XMrEAjQ\n/ruv0WT2LKPPcXrWHFz//EuzX1NZVYWC02dMH2glVWtG7d+aUCrVLM3Li413efN07hUxGNEttgPq\nB0YhJbo1Phq4CBNaDcOqQYsRF1IfDMPgxt1CTYkbc2Xc02Y1u3p5m4oqhWYGMpy1bHSJ1Zll1YbT\nnMc8LCjH6Ff/RFp1Jxp3WsIGVG0LbbGXihBrnLmaY/ogK+l2hBLxZAK7qoTAZgAA+f04SCUiPDWi\nFVrG18HSp7vgqRGtbPZvtmmc4b73iXXi8UrXZyAW8W9vMRSM3ynKwqWc68irXvatUpieZY4NUiXz\n+Er426uq9Ynn71qWHN0KRdUzkDVpxcoOINn7IPn2d57KuoAT985a/VrGtHpnmcH7pMHBkAZr96/X\n7c+fZHN/x04cHjPBrG4v+Wmn9G7jKxFkrYtvLcORsdr2l/5NGmsDyFq+hO0xm8de1CltMKr5QM3l\nYS8bb59kSGiQNqutsES7KfqpEa2sej57aN4wFBdv5qFzqygoqr9Rst9I2iUYLgzOrjEnFLh+kEyI\nK6iUqb6I7k27gzG9muDXPVcxY3hLm5aQYifPAMB3i9xnpr2+X0OUp/UGFBLOCkibhHC0MbM9n1mv\nUzcAUokIYUGWZx+H+YTgYRn/Mu4be1ZAJBTh57GfQK7kzjK3iEjApZxrnKXtema2RhQaCFoFAgEK\nSlQzXDVpiMCZgJRoP68MZX3fyL+Na3kZ6BSThEahDax+XV0BTRMR2qE9gtu15R+nlza4jZ2iDcwC\nW7ZA0XntPlRGJsO5VxcgdfMmGMUz86qsqIDQzAQeY4rSL6HgJDdAjR4+FMoq1d+FvLh2B5AuHTHk\n5uaiR48euH6dv0CpOV5csVdzOTTQsm93nVpq3xgKqmuN9WnfAEO7NbJ6PLb26GBVAe3oOn5Y8Nlh\nANwAUigUYGCXON7HZj3U/vF7USIKIWZRd2vq3b4Bnlj2D/46koHn399j09eQsWYgpw1qxqmm4OpO\nX8nRdEWx9x7lKpkCWQ9LNe/P5qoXaDxZRaFUIL+8EDKdGciGIQ0Q7M3tt63Z8wng6ZTJOsdru+w0\nNrJHUj1LGBFquHamKez3fXasql7CLqnk7tf77eIO/JG+E39fP2D1a/IRCARotuBVRA3i/9IjEGv/\nliWB2tqRcdP0ywABAGNiqV0g0v/iVnbbNkXUiy9d5lyvP34swjp2gNjfDwAgL6U9kC5JJpPhjTfe\ngLe3ed8u1269gH0nM/Vuz8jSLkN/OreX3v3GiIQCNI4JgpdUpCkV4ePtWm/k6lkPdpHwYp29QT3a\ncftiq23co+2Bbe+EAEI8hTooqpJpt8Tcz7VtOQ91cf+ubaIxtrf1++Kc4ZFkbdDkqCQ3Y61a+bzQ\n8VGTxzy95VXIlNz3RSWjRG45twwPe2axflA05765qdrEjtQG+ln06ra5XVpHY2TPxoiuY/2smaE9\nkHV8VWWVMouyeO/fc+MQJ9FG7UFJDhQ8+yfV9t44jBmb56G40rJZOAFPMivAX4gcAHKP/Gf0+UQ8\nMcK51xZandHNlvHt95zr6lI+QqnqC9Ld3zfX+DXcmWtFQyzvvvsuJkyYgC+/NG8z7W/7rgEAdhy4\niLFdQ/X2uDSJ9sbl9HMWj6OqshyVVQqcv3ARAJCTnY20tDSLn8ca5rxOTqHqH75Aod3s/eA+d4yZ\nD7Xfzo+fOIHsAhkigiW4m8P99uSon8vT0O/NPdjqPN3PV31Bu3Mv2y7PDwAFparApaiwwO3+vrLy\ntF9gL144B38fy5b2rfl5j59Oh7LE9q37sh5wg64HDx6gZUATnC/WfvnOy83TjLmKteTdzL8RbqRf\ng1QgQcvAJjh7mrvncHBED8T4ROK/Yyew7BdVJnmTsDL4elkXdFeU83+JyUi/gVuCm8gsNxxQ7fxv\nF6K9tdud7lVkY13mFjTzj8ewyEd4H/PZ8XUAgE2Ht6JVoPlfcpjqWTtBRDjnXDMMA/j5AqXcn+PK\nj+txy9vw6qEyg79Nb9rTz0M68zkIg83PxGeTHz+hd1vW7dt4mJYGZXWxckVZmcG/V2XOQwjqhLlN\n8ps1XDKA/O233xAaGopu3bqZHUCqXbxTjsU/38XWlcOra2lZ+x0AACAASURBVCSqZiXfntnHqkzq\nzScO43ZODhrFNwGQjaioSCQn16wFlznS0tKQnJxs8rj7uaXAtgcIDQ0B7qre7AKDQ5GcrC2n0KJK\njq/+3gYAuFsagq93nMcTw1oA4Ja/MOf1CJe554k4ly3PU0ZWEbAjG5cytV/aOreKsunfwd2cEmDz\nfUTWDUdyMv9eMld1814h8JcquE5OasvphmWKxefpJ9X7u9A7DMnJLS0aJ67p92fWFRQaDBQBj7Yd\ngx/P/oHJXUYjOqAuTtw9ixWHvgAAiPwknDF3bt8J2aW5CPEOhEQkwbrk9toggvWajz4yAQAwdI52\nFqtt2zaaChqW+vnQASA3X+/2965/jQCpH4qN1H5s1rQZGofFaa5nX9kLZALpJdexqN3/Qagza8gO\nmuLi4pDc0LK//fImCZCGBOvPHv60DnnHTyB96duam4IjI9DcyN9EgVgC/QqeKlWr1qD9t19BGhJi\n0fiy9+zF1R1/a66LAwMhLypC2xlPwDsiAoxCgcP/+wb+CU3Qhmds2fv24+pnXyLu8UdRbwR/nWl3\n+2LIxyWXsDdt2oTDhw9j6tSpSE9Px7x585CTY1nG49A5m/HYW9o/AGvL8Fy5rfoHeSJd1fJKZGCZ\nwFnUPxe7R/c/x25zjvGWitGkfjCkEhGOX1R9c/p6i6F/coQQY/gmFCpltm1pduGGqgD230f5Z1fc\nhaOWsHXr9NqKvHoPZJcGKfhp7GrEBEZBKBCiQ4w2qD9z/6Le4yL8wjTdaYzNQP26+wrnuqQGvy9D\nSToAjAaPgPExTvj1ec7yd5HOkvXF7Ku6DzHJJyqSd+kZAEJSVAGZOtkmoKnxph2m2gne+uFno/dX\n5efj2LTHUZmrLTp/9eNPOMd0XLcWqZs3wTtCNUsrEIkg9PIy+NpXP1wFAMhY+x3u/r4Zd3751egY\n3JVLBpA//vgjfvjhB6xbtw7NmjXDu+++i/Bw09l7HVvwb4yOjwnivd0cpRWqN5BNe1VL5Ib2mTiL\npDqAVHekMUQoEIBhGJvVYCOktuJ7B6issm0Aqa764O6F8iUOqp+rfn+2xJQ2I00eo94DKRHaZrHu\n5dSn0TIiEZ8OWQoA+H57Ouf+mvy+arJSaioIPJ6pqrP46dHv8OQfc/EuayZ1X8YR61+Yh0AgQOrm\nTWi57C0AQP7JU0bL5bCDuCazXtQ/wEQSzvHHnoSssAgnpj/Fe79/k8a8t4u8vXnrQOom/WR8+z1u\n/7Te6BjclXu/O+lYOL0jPn+1t97tH83uabPXMPYtzxm8JKpTyC711aG5fiAtFgshkyt52x0SQszH\n13vZ1jOQkWGqLE/VVhP3Ze8Vm5o8va+Em/Es4PlqUClX7ec0VE8SMFzfkU+HmLZ445GXEO4Xxnu/\nrX5fsnuWVQpZd4ZbKkd3RlJ9fX+G8YQWW5IEBgAAitMv4czcVw0ex1R3Uqs/cTwievXUi6Sz9+zV\nf5AFmszk760tKyxEZXYOZEVFnNsVBvpjG+q37s5cPoBct24d4uPjzT5ed//IlIE161k9azy3NZOr\nzUDyzVAkNdWv/aheEmMvdbOlNHOPNmmEOJtulQMAuHanAE8s+8dm1QzUQao71matW4NSNJYa1EW/\nVaK5zmdrS7SsH/cp1o5aqRdEnn2gmiE0NgP5761jVo9BrUvrKHwylz9ZxRryzARUnO7Be9/AJpa/\njnriJMzXsr2EV3Nv4vtTGw3WojRGHBCguVxxjz+DHADy004C0GZ3xz/3NAAgmNVW8dDw0Si9dVv/\nwTrOv6FqgRzUprXmNp969Yw+5tjUx1FwRpsgZai0j7LSslJT7sD93p0MeHVaewCqXqILH++Aod0a\n4ff3hmJ8n5r1rNZd/na1PZACgYATRD6SHIOBneMMHq9bT25wakM8Nrg5Xp5MiSCEmKNOEH/Hkey8\nMrz7/XGbvIa6M0mAG245cWR3qJrM6chYpWuEAiF8JT4GZxpFQsNLy41Cal6E+9Vp7REbyV/Gxly6\n+/wZGX/m8qNtx2BMi0FGn+vva7q1IVWfe53rW/Y5sWDXe/jzym5cyL5i+mAdIh/jnX3UHvyzCwCQ\ns1815sh+fZG6eROaL3yNc9zpmbNNPlfhmbNglErNjGvnjet560zqulAdeAJA4bnzvMccnfyoTTvk\nuAKPCSBT22jrb3VsGYWnRrSyyf6h6HBuXS5Xm4EEuC0IU5rVNTrGuzncvST9OsZidK8m8PNxvw8q\nQpwhOtwfUwaoVjZ0l5jVbUFr6vhFVdKeH7XqNErOKriu5NlaYEyQt37AJuOph2iIerZyRspEE0ca\nFxLgZZNSL7qdkGIi9H++6UnjIRQKEegVwLl9SGIfznXdmpHqn1WutC4AKpeZ31Nc85o6vxN2P2o+\nukk55gR+eSf0M6GvfLhK01ubXfRcl6GWjYYew8jluLXuR5NjciceE0Dai+63OlfbAwlwi4B7G+hY\noZ6V9PHi/jzeXo7Z5E6IJxnfNxFbVw7HiB76G+x1+1hb43R1n2136kDjDOxWrZb2Ju/VsEuNXvv7\n0R/h0yFLERNoXitDQ/It7KJjrugw/aLk6n7d3mLu7KSpTzWmeq63oLxI7z6xGQlG1gaejVn7D9OX\nvWP02KBW+mWckj7nZlMrKrSBbMZ365C+ZLneYx4e+Fdz2VhgL/bTbtXwaxinfUz1bHXkQP1OPPf+\n2IKs7X+Z7K7jLiiAtFB2vm07Ttial5g/IDSUie7uWZ6EuJriMvNnsfjcz9XuofKS0hc8Y7q01gZv\nb3x5BMcumN99JDbY+N42tUh//gogXmKpwWQYS1hb91GXbo5GKE+PcHWw17QON69AaSLBo7iyBDO3\nvYH/Mk/q3SdXyk0miHx05Gt8f9pET2sedXtru8eJ/Px4j/FvrPpZ6k8cr3efl071lssrPgCgWma+\n+9sfFo+Hzae+tuNS6c0MzWWmepnav3EjhHXprPe4G1/8z2M62FD0YIaeydpWgA8LjJfLcYZOLbVZ\n17rLGGrqb1Llldxs0YgQx214J8QTbXxnCOd6UWnNZpRmLN+luRzoZ5vgwlPpzhAt+eao2Y+ViCR4\nv/8CLO71f5rblveZh9jgGLSL0s5m3S+xbGbTXBdvqhIbB3aJs8nz6QaBfDPhmUX3AACRAdxES1NJ\nLpsv/a33e/ASaf820+7pd3nT3ff45+VdeseYo/WKdwFw+2ZzCAQQSqUQeenv+RSKxUj56gvN9fzj\naajMzcPt9RusGgv3ZQXotP4HzXX1c6r3OQrEYjSYNAHe0foz1MbKErkTCiDNcOOuts+qoQDNmfx9\ntP+QDc1YuODWTUI8gu42lwob1oQMDeQvtuzqXhjbRpPY6GiWlEuJDY5Bs/AmmuuNw+Lwfv8FCPcL\n1dzWum4zm45Pbd4nBwEAG3ZZnmDCR70HNDhAFUjJeQLIchn/lxtLs6SfiR2PdWM+1lzXDRYvP7yO\nxXs/1HucNaVsvCNUs4hFF/ibXyjKKyA0UJQcALzC66DJrBc0109Mn4Gi8xf0jtGV/OVnJsfGSfSp\n/tnUM5BCsRi+9WOQ/NknSHxlDudxNZ39dBUUQJqhdbz2j8vUVL8zsIuDSyX8p9ST+3ES4my/vzcU\nQ7paX1LGEHf9d9u/UxwnsdGeEmO5pWU27rG8M4quYFaCTdNw/kLSNcFuX2gr6uBMvS1JoWQwqfUI\nzjHNI5roPQ6wPID0E3EzpKsU3ASXByUPeR9XZUGSkpq6nE/Z7TuaPYx5J9JQdOkyGKUSyqpKiIz0\nygaA8Ed6Gr0/+X+fc4JMACafU5dXdaDLsGYg1eqk1my/rauiANIMg1K1HwyuWAyUvYfG0KZ7d/0g\nIsQdiEVCzUykrd4jKIHGPG89xd1nZqjWrbVEAvf6mFS3dbx4Mw8jmvVHywhtKbuU6Na8j9GdGPES\nGw+edBNndANDvqLsAPDAiu0AAlYf7jNz5iHt2ReRvmQ5zs2bjzu//AplZSWEUuPjNfX5JxAIENGL\nWx/T2KwmW+TA/gCAO9VL2PLqQuJCnSX1pM8/Nev53Il7/ctwEvYykgvGj5xacYZqsOkuYTeOCUKj\neta3eCSEcKk/pGryHsEOPn9YrJ/FSfTpvucdOZdV4yC+rEq71/1o5qkaPZeuChsVmzdEVB1wqffr\n92vcHQDQLLyxwUCK0ZmBbBgcw3ucIbodahgDFTo/PPwV7+2mRFQn05RnZqLi3j3N7XfWb4Ciskov\nWLMWO5NbKDVv/7FfI9UEU2V2Do6Mn4w7P/8CAPDR2fvoExWJLr//Cu9Iz2naQQGkGXy9XXsmgL0H\n0ttQ1qbOG8cHL/XAR7P5OxUQQiyn/iemjl2USgarfjmFI+cMd9HQlcNK0nPF/dauakwv7tLsrmOm\nu44Yw+64ciO/Zs+la+vBG5zrY3vzLytbSyTivtcfvq2qdZiew+0X/tnQ5VjW5xUAwJ6bhzn3Kcxc\n0p7Z6XHNZXbQrlDy7wO+W2x+ljybTz3D2yGUFRUQeZkO9ur27wdAf79jgymTNJfZy9jmrtoFtdDW\nglWyygR51dHfVykQCpH8xRo0nW+4NaM7oQDSDAKBQPMG1allzWp+2UOgv/Yfj8E/ep1v5AKBgJa1\nCbED9XJgZnYx/jl2G8u/Nb/VnbpXPWVfW2bygKb4emFfzfX0jLwaPV9SdKuaDskg3W5mw7ub36rX\nHGLWku+vu69gRFPVTHaHmLac48J8Qzh7PdUYhsHV3JtmvpZ2cuX39L80l9Oy9LOyAaBtZHOznldX\ncLu2Ru83VWQcABpOfxRNZr2A5C/WIHXzJnT5YyOS1qxGzOiRmmO8wsPRYMokNFtgfoAnDtCvtwkY\nL2Qe1tE5CWa25tpTay5k2qBmGNSlIcJDzGuv5EjmZGrK5J5RuJQQV6XbZEBhYWcUANh/KhMAUFbh\nWS3P7E0sEnJKkonFNZsbiWKVuenawLYf9oF+quXWp0e2wpCujWz2vOq/NvYM5Pfb09Eqvhs2jOfP\nKBby7O+8kqudIZ3Z6XH878TPKJdrZ9b8pKzfM6vF4/HMMxjVfCAAIMSbf3tUXQM1NU3xb9QQkqBA\nyAr1C5kDQMm16yafQ+TtzdnnKBAIeGc2648dbdHYxP76AWRAs6YWPYe7ohlIMwkEApcMHs0ls0F3\nDEKIYerkjd3HVUuet+4Xa+4rqzAv+1QdOL44zviMC+E3d4qqV3NUGH/RaWv0a2zbrT7bDqtm965n\nFpo40jq6rWyNNb/gW4XKLdMmIXWN7YCvRrzHuT+1QYrmMnsG8nr+Lc3lxOpC5U8mc9s87ry2Hwt2\nvYfs0lxjPwKvDt+vRermTWjzwftoMGkCglrbb5bYEgKhEG0/Wsm5reETjxs42rNQAOkBosP9kdw0\nArMntjN4zL2cUoP3EUJqrkUjVVeSf47dxsY9VyFnzfo/uninWc+hTrBoUj/Y9gOsBUICVKsxfDUQ\nrWfbzMnYSFVZmq5t7VPmSDckfP8H/X7PGjw/2kdHuIkuEpE2SUkkFKFhsLYDi49Eu/rF3jeqLgsk\nFoowv/sLiGUl5VzNvYkDOkk3lvCPb4T648ei6atzNbc1W/ia1c9nC34N4xD//LMAgPoTxiGgie1L\nP7kiWsL2ACKhAG/O0G+ZxMZOrgkJsE3GGiFEa2CXOKzbkQ4A+G7bRUwZqF3GYhcXv3gzF5//dhZL\nnu6CIH8vyORKjJq3FQDQuZVqj7WkhkuwtVXTuFBMHtAUPdpZlkVsjKGMYmvtPn4HAFA31MZdwKwY\nJt/PNq7lEGw4/yfntvXjPoVcqQDDMPASS5GWpgpKG4fGaY7JLctHhbwS3mIvyKuTaIQCIdpGtUDr\nyGaYsEHb13rD+T8xpsVgywfMIma1NuTrg+1okf36ILJfH2cPw6HoXaqWYH8jj7D1GxchBAG+UqQ0\n05boOHqeP+N03icHcfNeEaYs+gu/7LqM59/fo7lPnbGt292GmEciFmJC30SbvMcNTVQFA7FBNgxG\nWcmMwf7O/yLPXsIul1UgtywfAVL9PX1CgRBSkQReYm5yl0gowtLe2plAdZ1HJaMKINV7JPn2WtpC\nhx++RdLnn0BkZs1GYlsUQNYS7A39V27nO3EkhHiuDi20fen5ClpXybjlTX7YcQlZD/W3l1AJH+eb\n2nY01o/7FL5S2+19z8nXlmkyVLPXWh1bqv72Orcyf2mcnezy7Nb5eHbrfJTKVHsmDRUd1yVlLXGv\n+m8tAKBCrsqKFgq0f8fd4zpqLrMTcWpCEhAAnyj+yijHMk/jysMbvPcR26AAspZg98j2ltLOBULs\n4ZEkw7NVH/58EpfN/PJGAaRrsPXMWXmVNrteN9mlpganNsRn83phZE/zywIJBAIEeQciOqAuymSq\n4Hb9uS0AgEahDcx6DnYAeadQVeT7+9MbAQAXc67o3QcApVWGE3tqQl1/Uq6QY8WhL7Bw9/t2eR2i\nQgFkLTGyR2NNi6sOzSNNHE0IsYa3lxjd29bjvW/PiTuYv+aQWc8jFlGNVk+0/ZAqA3tglzibP7dA\nIEBMRIDF9X29xV6cRBm1+2a2HZSKDNcszcjP1FzWbZdo67bAZ++nY+KvL2DLpb85BcsrZBVGHkVq\nggLIWsLPR4JN7wzF/Mc6YNYEKhFCiL0UllZa9biOrOVvKvLvmbYfzgAA7Kj+v72wC9EnxoYYORKo\nHxQNqVB/VSo+JNas1+IrRq7GnsWc2GoY5z6ZwrzSVuZaun8VAOCHM7+jlNWKUqakmqr2QgFkLSIU\nCtC5VRQkYloeI8Rezlx9aPKYET3iseaVXprrfj4SLHi8AwBVn3rieRZ/pS1dM6KHbbvP6BrbO0Fz\n2dRMX05pLjJ5WgwOaNLTrNcSi8TwYs1Csms89m6Uqrms292nSmnbAJJt86W/NZev5WXY7XVqOwog\nCSHEhthFwJc/l4qN7wzROyYyzA/16wbgl2WDMKx7I3z7Rj8IBAL89u4QvD+zuyOHSxzgyu18nEh/\noLn++JAWRo6uuf6dtLOHphoiCQUC3iDTklnwjwcvBgBEB9TlzCzqPm2f+G6ayzKF/WYGT2Wd11x+\n+8CnKCgvtPmSOaEAkhBCbKonK5EmJtwfXhIRtq4cjg9nazuaDOwcB0CViTtjeCtNYptELIJYRG/L\nnmbOxwc4122dQKOLXUfUVOAkhFBT+NtaoT7BCPDyx73iB/jm5C+a2+U6y8dPpUxC11jVTLutl7DV\n+PZzPrXlVU6vbmIb9E5FCCE2xP7wZs/i1AtX1deLiwq0ewBBajeRUIDEBqq9jwE+hpNcAFULwiob\nBHNV1aV7zj24pLmtUYh+JrePWFX/0havqaZUagNgQ4GpOruc2A7VcyGEEBtiB41SiTaY9PES49s3\n+tm8/h9xbftPZnKuPz+mjd1fUyAQYMWs7sgtLHdYUfpKRZXebUKh/hyVun+27uyk1a8rr8LUTbPM\nOlapVPKOiViHfpOEEGInuh/eYUE+8PGi7+32olAosfSbo/jvfJazh6Kx4kdtL+ph3RphQPX2BUcI\nC/KBv6/xGUhHE1V3p1G3O6ypospis49dfXQtCsoLbfK6hAJIQgixGxHtZ3Soh4UVOHrhvqYlpCtQ\nf2EY2bMxnhzu/J7N5hic0Ntuz61ub6hgbBNAigTmz7Aeun0CT215FbcL7uKtvR85pEbktdwMlFTq\nd5vyBPTuRgghxCMIq7cPKE2lHjtQ344N4OctxoS+CW5T3zM52n6BrjrgU9hoBvJhWR7v7Qt6vGjw\nMS/vXIrz2ZexcPcKm4xB16HbxzF7x2LcKsjE/F3v4vU99nkdZ6MAkhBCbGzRk53w+hMdTR9IbEq9\nvc2VAshjF+6jtELuVntf1cvMNdEgiL8jk62XsFdX99/WlVgnHtPajoFQIMTQxD68x9groP/4yDe4\nW3Qfc3cuAwDcLdKvs+kJKIAkhBAbS2lWl1qGOoE6u13hQjX/7ufap++zPYl5OtNYKi6Evy+8rZew\n2dncc1Kf0lz2EkkxJLE31o/7FCObDeB97K2CTN7bM4uysP3KHk52N9FHASQhhBCP4GpL2NcyC5w9\nBJOeTpmsd1v9wKgaP+/0duN5b7f1EnZJlXZ/YcuIRIiFYvhJfDizi15iyxKJ/m/HW/j21K/46MjX\nNhmjp6IAkhBCiEdQJy25SgD51ebzpg9yMvZydb/G3fHLuDXwlnhb/DwfDlzEue4r9THweqpzJFcq\ncPDWMVzLzbD4tdj6NlZ1bhrbYjD8pL74aexqrB31AecYvuLi5vgv86TFjzGUmPPX1X0eN6NJASQh\nhBCPoK7PrnCRALJVfB0AQI92/Mu5roC9XK1QKq3eF1gvMBJrhqj2/EX5Rxh5PVXAWimvwqr/1mL+\nrnc19/2RvhO/Xdxh0esKBaowpl2U8cSf+d1fxBCe7PJnt8w3+jj1TKm5nXMqeOphAsA3J3/Bx/99\ngz03Dpv1PO6ACpIRQgjxCOo9kCfSH0CpZJze8Wf9P5cBAH061HfK6zMMA6WSMVpOSsyagfSxYuaR\nrY5fKF7p+gwahcYaPEZZvT/1brF+YslPZ/8AAIxqPtDs11QHeKb2bbaNao62Uc1x9sEl3C68q7k9\ntzwfBeWFCPYJ4n3ckTtpCPDyx7L9q/FIwy6YkTKJ8zvT9W/GMYP3HbmThiN30tCybqLRsboLmoEk\nhBDiEUSsgDGvyP41/szlrJyeYS9vwYhXthrth62ewQOAKgOzZ5ZIqdcGoT7BBu8/dPsEANVsoyFl\nVeVmv566o42xoI5tTItBerd9mfaz5rJuX/B/bx3Hsv2rAQB7bx7GpF9fMPr8685sMjmGF/5caM5Q\nXR4FkIQQQjyCkLX8Klc4d7/ZnQfaDikt48OcOBLg/I1cg/exf2cKB+zRM6eF4a8Xtpn9fDfz7wAw\nP4DsVD8Ja0euRFJ0K81tJ+6eQYW8EvnlhZj399uc409lWbaPtUuDFM3lIYl9IIB71P60BgWQhBBC\nPAJ7yfrU5WwnjgR47r09mssSsWP6URsyf80hg/exZyCFDih07i324r2dPUuaXfrQ7Oe7lpcBwLLa\nlX5SXzQM5m4rmPf3cjy95VWDpX3YiitLDN6nfvzMTo9jWtvRmNv1abPH5W4ogCSEEOIR2Akgazad\nddo4svPcp/Yju47imBaD7f56XgYCSPbM5L2iBxY/r6W1Kzdd3M65nlVs/heOMpnhJfbusaoGAs3C\nmwAAogM9tx4sBZCEEEKIDW3+97rmcmKDECeOxLTCCu1Se4iBRBJbah/dmvd2diDbqX6SWc91KUf7\ne/aV8JcNsodd1w8avE8gEKCufziCvAIAAOG+oQiQ+jlqaA5FASQhhBCP0b0dfws9RyooqtRcfuPJ\nTk4ciWnlcscmG6Wy9giqLdj1HjZf+ltzXV0r0hi5Qs5ZcpdaWOtxae+5GNa0r0WPUTOWrX4tLwMP\nSnJQVv17lYgk+HrkCgxo3BMA0LpuM6te0xW5ZAApk8kwd+5cTJo0CWPGjMHu3budPSRCCCFuYO6U\nFAQHeKFeuL/TxiCrTuBZ8HgHBPpZ1gXFngpLKnHxJjehJtI/3KFj4CvqfTX3Jicre8P5Pw0+vrCi\nCON+eRaTNr4IP6mv5nZL61cm1GmEKW1GGbz/k8FL9G5rEtYQALD+3BaDj1OXKdLdTzo9eTw2jP8M\n83sYz+J2Jy5ZB3LLli0IDg7G+++/j4KCAowYMQK9e+sXACWEEEJ0+UjFKK80ne1rL0fOZQEAGscY\nLmfjDLM+2Ifcwgp8vaAvIkJVwVfHmHaY2/UZtAhPcMgYLEl24TNj8zzN5dk7FgMApifxt000R6eY\nJL2OMzGBUYjwr6N3bHaJ6eQedRkgdctGXeykJXfnkgHkgAED0L9/fwCqzCyRyPQfXFpamr2H5XCe\n+DN5IjpP7oHOk3uwxXlSKqpQWi53+jnPuHYBtxyQ2WyOtLQ05BaqllX/O3EG9cK0M6NCAOn3L1r8\nfPb03/GjkJiZGHPm+nmEFwVY9TqSMv3zk1mUhbS0NHQIboVjBec0tw+p0xM/3t0KAHht63KMiuqr\nFxDmF+SrxnT6jMHxz42fbtVYXY1LBpB+fqoNpyUlJZg5cyZeeuklk49JTk6297AcKi0tzeN+Jk9E\n58k90HlyD7Y6TyGHDuBBQT4OXRNi5vh2NhiZhX5SlXJJSdHf7+eMcQDVn5HV15s3b1aj2dEan6dr\nX5k+JlKCZJ1kmrKqcuCa/qGdElOQ3NC68YiyvPHvAf1gODk5GclIRl55Aeb9/TZe7PgYWkc2w68b\n/0KVQobrZXfw/vVv8MHANxATGKV53I7iQ0AZkJyUZLQHt7O/3NiCy86lZmVlYdq0aRg+fDiGDh3q\n7OEQQghxEw8LVGVW/jl22+Gvbazri6O1aaK/DAsAcrlzi6zP7GR6Bq6kqhQAcL84GwdvHQPDMFh5\n+EveY2VmFCc3JLFOvNH7Q32C8b/h76J1pCr5JcSbm6m+cNf7nOvqJWxPWqo2xCV/wocPH2L69OmY\nO3cuxowZ4+zhEEIIcSNVOgHSnhO38eNflxzy2g9cqAbkG090QoCvBEIBcO+htvj13NX/Ys2mM04b\nV/PqGol8YoNUWfS/nt8GuUKOmdsXYdV/azF+w3M494D/HEYFRFg9Fr5ZwjBfw6WXgrwDOdfLZOU4\nlnkaAKBUKnE+W9X/nAJIJ/n8889RVFSENWvWYOrUqZg6dSoqKlynrykhhBDXVVTK7en84c+nsP6f\ny7ifW+qw105KtD6osRWpRIS4qCAoGeC3vdy13x2HM5wzKHDL9IhYgVbLiESMb6VacewY0w6v/L3c\nrOczFpCaHAtPoPd231cNHp9blq9326dHvwMAZLC62FiaFe6OXHIP5MKFC7FwoWc0GyeEEOI87K4w\nM5bvwvszu6FpbKjdXq+gRFUDsnVj/uVjRxNVt3fc+d8tJ49Ei52J/Xbf17Dz2n40CWuIDvXa4Hbh\nXQDAX9f2GXz8mqHL8NzWBZrrNQnW2I8dnNAbj7YzY4AWUQAAFPdJREFUvuqZW64fQA5JVFWJefWf\nt/Xu82QuOQNJCCGEWGvxjM6ay08s+4dz39xV/2LNRvst36qXyoP8+Vv2OZpQpAqQeibF6N2nVDp/\nv2ZcSAyebj8ZvRp1gb8Xt2NLHV/+QN+ccjrW2JdxxKrH/XphG+4U3rPxaFwfBZCEEEI8SlJT48vH\nO45kYOiczVj05RH8749zkNkoqeTOg2LcuFsIAAgOcI0AUj0DWSVX6N03fK7hgtj25C1WdXJpEaFf\ne9JXoi0O/rAsj/fxCWGN7DKupKiWVj+Wvdy+on/tWEGlAJIQQkitdPJyNrb8ewN/7OepDWOFLf/e\n0FyOiwo0cqTjiEWqj/mSMpmJIx1HLBThhzGr8EZP/RJ9cSH6M6Vskf7hEIvE+HbUBwCMtxU01zPt\npwAA+jXubvZj2kW1wLiWQzTXm4c31lyuHxRd4zG5A5fcA0kIIYTURGqbaBw6o1pWXDGzGxIahEAg\nECC/uALT3tzJOba03DbB1V9HMgAA3lIR6gT72OQ5a0pYPQNZwvMzOnOW1NLe1Wr3S3IAAL4SHzzT\nfiqiA+rWeCy9GqWie1wniM3oktMyIhHnsy9jUusRiPCro2m7eO7BZc0xtSGBBqAAkhBCiAeaPTFJ\nE0DuS8tEYnXiTEiA/oxVgK9t+1V/MreXTZ+vJtRL2KXlMggFAHvbY0rTmgdfjtYvXjtL2KtRF5s9\nrznBIwC82u053C/JQYPgejZ7bXdFASQhhBCP4yURaWYhh/fgFoueMbwl/rf5vOZ6eZVt+2bXCar5\nsqqtiFgzkN5eYpRVaH9Wvn2RruiFjo+hjm8Isktz0S22g1PHIhVLjQaP4QYSfzwRBZCEEEI80pxJ\nyXhmZGu9pdph3eMxrHs8Pt14Bn8dyUB5Zc0DSHZmt0jkOukF6pqLpeUyhAV5cwJIWyUP2Vv3uI4A\ngOZOHoc5Ph26zNlDcBjX+SsnhBBCbEgiFhrd5zeyemayvKLmAeSOIxk1fg572HVc287RW8qdM3LV\nALImhcGdadXgt5w9BIeiAJIQQkit5OOlCqjKahBAMgyDxV/9Z6sh2VV+Mbejmyv17WZ745GXsGrQ\nYgDAwCaPOHk0xk1qPQKAqiVipH+4k0fjWLSETQghpFby91VlApdVWJ+FLZMrcSL9geb6mldcJ4FG\nl27A6Jrho6qPdGRABNaP/dTlM5qPZp4CAMgUrlMmyVFoBpIQQkitpN4fKFNYv5Qr1tnvWL9uQI3G\nZE/llQp0bBGpuV5QVOnE0ZgmFApdPoB8peuz8JX44KOBi5w9FIejAJIQQkitJBQKIBYJIK/BXkBX\nncVTe3wIN/VkweMd8OvbgwEAN+4VOmNIHiXEJwjfjvoA0YGRpg/2MBRAEkIIqbXkCgaXbuVzlqEt\nkfWwxMYjsi0/H26NS4FAoCntAwBLvznq6CERD0F7IAkhhNR66kSYeuH+6NgiElMGNoVEbLq4NLtF\n4NSBzew2Pmt5SbTzRPXC/fTuP3rhviOHQzwIzUASQggh1e7mlOC3fdcwat6fUChNL1BnZBVpLo/Q\nKVjuCtg1KRMahFRfcu19hZ7qzoNiDJ2zGVsOXHf2UGyCAkhCCCG11taVwzH6kca89418ZYvJxyfG\nhiA+JggfvNQdUol57fAcScharlYnpLh4XorHOnDqLgBwuiC5MwogCSGE1GqPDm6O394dgnrh/pzb\nTZVJVCoZzFy5D9czC/Ue6ypY8aOm7iXFj85RXFbl7CHYFAWQhBBCajWBQACJWISnRrTSu08mVyK3\nsJz3cezC3OyOL65EyJpunNA3UXWBpiAdTqlksO3QTWcPw6YogCSEEEIAJDWNwNaVw7FyVnfNbWNf\n+xOPvfU3zlzN0QskN+29prnct0Osw8ZpCUH1FOTjQ5pr2jpS+Oh4I+dtdfYQbI6ysAkhhBCWhAYh\naNEoDBdu5GoSaRZ+ftjoY9TLw65GPQPJTgiiCUjHU5qRkOVuXPMvnhBCCHGiwhLzu7S89VRnO46k\nZtQBJHs/p6t3d/E0+9LuaC7PmZSExNhQ3Lt1yYkjsg1awiaEEEJ0ZGZrC4SzM5l1DeoSh3aJEY4Y\nklWquzVCaSojiNjNyp9Oai73TK6PqDr69TjdEc1AEkIIIUZsfn8YSsplAMNg4us7AAD9O8XihbFt\nnTwy09TBL+OBS6juoLxSrrm82IVnqq1BASQhhBCiI8BXguIyGdo3rwsA8PeRAICmj7S31D0+PtXL\n1QqagXS4KpkC4+Zv01xvFV/HiaOxPff4F0AIIYQ40HeL+uPK7QK0aBTGud1dAkc1vj2QxDGuZRZw\nrkvEnrVr0LN+GkIIIcQGJGKRXvDojtQBpLEsYIaiS7tg/1q3rBjmvIHYCQWQhBBCiIdSJ9EYCxI9\nscSMKyirkAEARj/S2CMz3ymAJIQQQjxUWYUqiWPrQcNdUOQUQNpFafXvvm6or5NHYh8UQBJCCCEe\nKjzEBwDQo109g8coFEpHDcfjMQyDiko55Aol8qo7F/lVJ2B5GvfaDUwIIYQQs8VEBOCHxQMQ6Cd1\n9lBqhc0HruPrLRc4t3m7aJeimqIZSEIIIcSDBfl7Gd2DV1ouN3gfsQzfVgGhB+5/BCiAJIQQQmq1\nI+fuOXsIHiM7r4xzvV1COJJcuFNRTXjmvCohhBBCzEI5NLYXFuSNFTO7o06wj7OHYjcUQBJCCCG1\nmDrRhpi258QdnLqcjc6totAwOgh/HcnAo4Ob48LNXMxfc0hz3Ldv9HfeIB2EAkhCCCGklhs6ZzMA\n4P0Xu6FpXKiTR+OalEoGH/58EgCw72Sm5vbf9l1z1pCcivZAEkIIIbWYTK4t4zN39b9OHInr+vPg\nDQyfu8XZw3ApFEASQgghtVibJnU410vLZU4aiev64vdzZh/7xhMd7TgS10FL2IQQQkgttnn/dc71\nCQu3c65/vaAvInS6qdx7WIIrt/LRMDoI9x6WIMBXipiIAIhFAlRUKXDrfhFaNAzzyBqIft5iTZcZ\ntcQGIbh8Ox8A0L55pDOG5XCed2YJIYQQYrZNe43v4Xti2T/45OVHEBsVCAA4db0Ub/602+znX/B4\nB3RqGWX1+KpkChw6ew+praMhlYhw8nI2fKRiNGvI3avJMAwOnr6HVo3rIDjAy+rX08Ve4geArxb0\nxWtrDiEjqwhPDm+J4d3jUVEpx9j52+DrXXvCqtrzkxJCCCHEKi+s2Iv/ze+DL34/hxPp+RY9dtna\nY1g5qzsSGoQgv6gCF2/mIbVNNOeY6Uv/Rk5+Ofx9JCgxsIT+wU8nMWt8O3z8yykAwC/LBsHXW9sm\n8G5OCd774QS6tonGy5OTIRLVbJfe0m+OQiAApwj7iB7x8PeVYvXLj3CO9fYSY/XLjyDEhoGrq3PJ\nAFKpVOLNN9/E5cuXIZVKsXTpUsTGxjp7WIQQQojHCvKXorCkCgDQrW09/N+kJMxfcwjpGXkAgBnL\nd3GO798pFjv/uwUAGJzaEKXlMk52Mtucjw9wri97tgtaNw4HAOQXVyAnX9U32lDwqKYOHgFg/ALV\nUntwgBdCA7whq+7pffDMPRw8oy2Onhgbgvde6Aa5QgmpRASFkoFIqAoKyypkKCqtQmSYHzKzixEe\n4gsviQj5xRU4euG+3us/MaylwbHFVc/Q1hYuGUDu2rULVVVV+OWXX3D69Gm88847+Oyzz5w9LEII\nIcRjffFqH0glIuQVVaBu9Z7HN2d00gRqbHOnJKN7uxg0jQ3Bz39fxqT+TRHoJ8WcycmaYxQKJca8\ntg1yhVLv8Qs+O2yzcRcUV6KguNLg/Zdv5dskg3pcn4QaP4cncckAMi0tDd26dQMAtG3bFufPn3fy\niAghhBDPkdQ0AgE+Uuw/pZ0x9PNRLQfXZSXM+HpL8OvbgzH2tW2a29o28kX3djEAgD4dYtGnA/8K\noUgkxO/vDcVve69h7Z8XTI7pi1d7Izrcn/e+sgqZJpBd+HgHxEUH4cll/5h8Tlua0JcCSDYBwzAu\n18RowYIF6NevH3r06AEA6NmzJ3bt2gWxmD/eTUtLc+TwCCGEEEJqJDk52fRBLswlZyD9/f1RWlqq\nua5UKg0Gj4D7nwRCCCGEEHfikoXEk5KScOCAasPt6dOnkZBA08aEEEIIIa7CJZew1VnYV65cAcMw\nWL58OeLj4509LEIIIYQQAhcNIAkhhBBCiOtyySVsQgghhBDiuiiAJIQQQgghFqEAkhBCCCGEWIQC\nSCc4c+YMpk6dCgC4cOECxowZg0mTJmHJkiVQKpVIT0/H1KlTNf+1atUKBw4cQEVFBV588UVMmjQJ\nM2bMQF5enpN/Es9m6jwBwDfffINRo0Zh9OjR+OcfVVFbOk+OZc55+vLLLzF8+HBMnjwZe/fuBUDn\nyVFkMhnmzp2LSZMmYcyYMdi9ezdu3bqFiRMnYtKkSVi0aJHmPG3YsAGjRo3CuHHj6Dw5mCXnCQDy\n8vLQv39/VFaqOsDQeaqFGOJQX375JTNkyBBm7NixDMMwzMiRI5m0tDSGYRjmgw8+YP744w/O8du3\nb2f+7//+j2EYhvnmm2+YVatWMQzDMH/++SezZMkSB468djHnPBUWFjI9evRgKisrmYKCAqZnz54M\nw9B5ciRzztOlS5eYoUOHMhUVFUxFRQUzYsQIpqysjM6Tg2zcuJFZunQpwzAMk5+fz/To0YN5+umn\nmf/++49hGIZ5/fXXmb///pvJzs5mhgwZwlRWVjJFRUWay3SeHMPc88QwDHPgwAFm+PDhTLt27ZiK\nigqGYeh9rzaiGUgHa9CgAVavXq25/uDBAyQlJQFQ1b9kd9UpKyvD6tWrsWDBAgDcFo/du3fHkSNH\nHDjy2sWc8+Tj44Po6GiUl5ejvLwcAoEAAJ0nRzLnPF2/fh0dOnSAl5cXvLy8EBsbi8uXL9N5cpAB\nAwZg1qxZAACGYSASiXDhwgV06NABgOp3f/jwYZw9exbt2rWDVCpFQEAAGjRogEuXLtF5chBzzxMA\nCIVCrF27FsHBwZrH03mqfSiAdLD+/ftzuurUr18fx44dAwDs3bsX5eXlmvs2btyIAQMGIDQ0FABQ\nUlKCgIAAAICfnx+Ki4sdOPLaxdzzFBUVhcGDB2PkyJGYNm0aADpPjmTOeUpMTMSJEydQUlKC/Px8\nnDp1CuXl5XSeHMTPzw/+/v4oKSnBzJkz8dJLL4FhGM0XLvXvnn0+1LeXlJTQeXIQc88TAKSmpiIk\nJITzeDpPtQ8FkE62fPlyfPHFF3j00UcRFhbG+Ue5detWjB07VnOd3eKxtLQUgYGBDh9vbcV3ng4c\nOIDs7Gzs3r0b+/btw65du3D27Fk6T07Ed57i4+MxefJkPPnkk1iyZAnatGmDkJAQOk8OlJWVhWnT\npmH48OEYOnQohELtR4/6d6/bwra0tBQBAQF0nhzInPNkCJ2n2ocCSCfbv38/VqxYge+++w4FBQVI\nTU0FABQXF6OqqgpRUVGaY5OSkrB//34AwIEDB6gHuAPxnaegoCB4e3tDKpXCy8sLAQEBKCoqovPk\nRHznKS8vD6WlpVi/fj0WL16MrKwsNGnShM6Tgzx8+BDTp0/H3LlzMWbMGABA8+bNcfToUQCq331K\nSgpat26NtLQ0VFZWori4GNevX0dCQgKdJwcx9zwZQuep9hGbPoTYU2xsLB577DH4+PigY8eO6NGj\nBwDg5s2bqFevHufYiRMnYt68eZg4cSIkEglWrlzpjCHXSobO0+HDhzFu3DgIhUIkJSUhNTUVycnJ\ndJ6chO88MQyDGzduYPTo0ZBIJHjllVcgEono35ODfP755ygqKsKaNWuwZs0aAMCCBQuwdOlSfPDB\nB2jUqBH69+8PkUiEqVOnYtKkSWAYBrNnz4aXlxedJwcx9zwZQuep9qFWhoQQQgghxCK0hE0IIYQQ\nQixCASQhhBBCCLEIBZCEEEIIIcQiFEASQgghhBCLUABJCCGEEEIsQmV8CCEer1evXrh7967mukQi\nQd26ddGvXz88//zz8Pf3N+t5rl27hszMTPTs2dNOIyWEEPdAM5CEkFphxowZOHjwIA4ePIjt27dj\nzpw52LZtG5588klUVVWZ9RzPPfcczp07Z+eREkKI66MZSEJIreDr64vw8HDN9QYNGiA2NhajR4/G\npk2bMHHiRJPPQWVzCSFEhWYgCSG1VosWLZCcnIzt27cDAHbu3InRo0ejdevWaNOmDSZMmICzZ88C\nAKZOnYrbt2/jk08+Qa9evQAAVVVVeOedd9C1a1ckJSVhypQpOH36tNN+HkIIcRQKIAkhtVpCQgKu\nXLmCs2fP4qWXXsKoUaOwfft2rFu3DgDw+uuvAwBWr16NevXqYfr06di4cSMA4JVXXsHx48fx0Ucf\nYdOmTejUqROmTp2KmzdvOu3nIYQQR6AAkhBSqwUGBqKkpAQSiQSLFi3C5MmTERMTg9atW2Ps2LG4\ncuUKACA4OBgikQi+vr4IDQ3FrVu3sGPHDrzzzjtISUlBw4YN8cILLyAlJQVr16518k9FCCH2RXsg\nCSG1WmlpKQICAtCsWTMEBATgiy++wLVr13Dr1i2kp6dDqVTyPu7ixYsAgHHjxnFur6qqMjsphxBC\n3BUFkISQWu3ChQto3rw5jhw5gqeeegq9e/dGUlISRo8ejYyMDCxatIj3cRKJBACwfv16eHt7c+6T\nSqV2HzchhDgTBZCEkFrr0qVLOHXqFN5++2189913SE1NxUcffaS5/9ChQwBU2dcCgQACgUBzX5Mm\nTQAAubm56NKli+b2xYsXIz4+HlOmTHHQT0EIIY5HeyAJIbVCWVkZcnJykJOTgzt37mDbtm149tln\n0b59ewwbNgyRkZG4dOkSTp8+jTt37mDdunX47rvvAECzJO3n54eMjAw8ePAAsbGxGDRoEF5//XXs\n378ft2/fxocffoj169cjPj7emT8qIYTYnYChwmaEEA+n24nGz88P9erVw6BBg/DYY4/Bx8cHeXl5\nWLhwIY4ePQqRSITExERMnDgRs2fPxo8//oiUlBRs3rwZS5cuhVAoxJEjR1BeXo6VK1di586dKC4u\nRnx8PJ5//nn06dPHiT8tIYTYHwWQhBBCCCHEIrSETQghhBBCLEIBJCGEEEIIsQgFkIQQQgghxCIU\nQBJCCCGEEItQAEkIIYQQQixCASQhhBBCCLEIBZCEEEIIIcQiFEASQgghhBCL/D9OEUQaKuyIUgAA\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "intr_df.plot()\n", "\n", "plt.xlabel(\"Date\", size = 15)\n", "plt.ylim(0, )\n", "plt.ylabel(\"Percent per Year\", size = 15)\n", "plt.title(\"U.S. Interest Rates: Short Term T-Bills, Long Term T-Bonds,\\n BBB-Grade Corporate Bonds\", \n", " size = 24)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/delong/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:15: FutureWarning:\n", "\n", "convert_objects is deprecated. Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n", "\n" ] } ], "source": [ "# reading in the previously-downloaded stock market S&P-Cowles related series \n", "# from Robert Shiller's website: http://www.econ.yale.edu/~shiller/data.htm\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping\n", "# that dataframe inside a dict object to append source notes and\n", "# links\n", "\n", "SourceURL = \"http://delong.typepad.com/2017-09-25_shiller_stock.csv\"\n", "\n", "stock_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "stock_df = stock_df.convert_objects(convert_numeric=True)\n", "\n", "\n", "stock_df[\"Perm_Earn_Real_10\"] = (stock_df.Price_Real / stock_df.CAPE * 20) \n", "\n", "stock_dict = {}\n", "stock_dict[\"df\"] = stock_df\n", "stock_dict[\"SourceURL\"] = SourceURL\n", "\n", "Source1 = \"Robert Shiller's 'Irrational Exuberance' Dataset: \"\n", "Source2 = \"http://www.econ.yale.edu/~shiller/data.htm\"\n", "stock_dict[\"Source\"] = Source1 + Source2\n", "\n", "stock_dict[\"SourceNotes\"] = \"S&P 500 index extended back using Cowles Commission index\"\n", "\n", "SourceDescription1 = \"Stock index prices, earnings, and dividends; \"\n", "SourceDescription2 = \"with CPI and nominal bond rate, plus CAPE\"\n", "stock_dict[\"SourceDescription\"] = SourceDescription1 + SourceDescription2\n", "\n", "# CHECK; COMMENTED OUT\n", "# stock_df.dtypes" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmsAAAH7CAYAAACTwtg6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "real_stock_price_fundamental_df = stock_df.loc[:, [\"Price_Real\", \"Dividend_Real\"]].plot()\n", "\n", "plt.xlabel(\"Date\", size = 15)\n", "plt.ylim(0, )\n", "plt.ylabel(\"Index Values\", size = 15)\n", "plt.title(\"U.S. Stock Market\", size = 24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### BOX: 1.2.2.4(a) Real interest rates: data\n", "\n", "\"Real\n", "\n", "Interest rates on long-term debt, like the 10-year notes issued by the U.S. Treasury, are usually higher than interest rates on short-term debt, like the 3-month Trea sury bills. Whenever long-term interest rates are lower than short-term interest rates, the yield curve is said to be “inverted.” An inverted yield curve is one of the signals of a possible coming recession.\n", "\n", "Interest rates have fluctuated widely in the United States since 1960 (see Fig ure 1.7). Real interest rates — that is, interest rates adjusted for inflation — have even been negative at times. During the 1970s nominal — money — interest rates were so low and inflation was so high that the interest and principal on a short term loan bought fewer commodities when the loan was repaid than the origi nal principal could have purchased when the loan was made. In the early 1980s — the Volcker years — interest rates increased radically. They remained higher than their levels in the 1950s and 1960s until 2001 when the Federal Reserve, led by Alan Greenspan, lowered nominal rates eleven times to stimulate the macroeconomy.\n", "\n", "For more than a century and a quarter, the United States has had a thick market in equities — the “stocks” of a corporation, pieces of paper that indicate ownership of its shares. One of the major indexes that track the performance of the stock mar ket as a whole is Standard and Poor’s composite index, the S&P 500. Figure 1.8 plots the real value — that is, the value adjusted for inflation — of this stock mar ket index over time.\n", "Over the past century, on average, a share of stock has traded for about 15 times its past year’s, or “trailing,” earnings per share. Earnings per share are calculated by dividing a corporation’s annual profits by the number of shares of stock the cor poration has outstanding. The 15-times-earnings figure is only an average: Com panies with good prospects for growth sell for more than 15 times their earnings, and corporations seen as being in decline sell for less.\n", "In some years expectations of the future of the economy are relatively depressed, and stock indexes like the S&P 500 sell for much less than the 15 times earnings rule of thumb. Consider 1982, when the stock market as a whole was worth 40 per cent less than 15 times earnings.\n", "Since 1997 real stock index prices have far exceeded their standard, conven tional valuation of 15 times earnings. A large part of this was the result of the spec ulative mania — the “irrational exuberance” — of the dot-com bubble of the late 1990s. But a large gap between the stock market and conventional valuations remains even after the collapse of the dot-com bubble. Economists differ over how much of this phenomenon is due to (1) a continued irrational speculative mania that has outlasted even the stock market crash of 2000-2001, (2) an increased tol erance for risk, (3) a reflection of low interest rates, or (4) expectations of more rapid future economic growth." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/delong/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:16: FutureWarning:\n", "\n", "convert_objects is deprecated. Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n", "\n" ] } ], "source": [ "# reading in the previously-downloaded interest rate series plus CPI \n", "# from FRED: Federal Reserve Economic Data at the St. Louis Fed\n", "# http://fred.stlouisfed.org series DTB3, DGS10, BAMLC0A4CBBBEY, \n", "# CPIAUCSL\n", "#\n", "# constructing a dataframe to hold the data, and then wrapping that\n", "# dataframe inside a dict object to append source notes and links\n", "\n", "SourceURL = \"http://delong.typepad.com/2017-09-26_real_interest.csv\"\n", "\n", "intr_real_df = pd.read_csv(\n", " SourceURL, \n", " parse_dates = True,\n", " index_col = 0)\n", "\n", "intr_real_df = intr_real_df.convert_objects(convert_numeric=True)\n", "\n", "\n", "\n", "intr_real_df[\"Real_TBill_Yield\"] = (0\n", " + intr_real_df.Treasury_3mo_Yield/100 \n", " - intr_real_df.Inflation_CPI)\n", "\n", "intr_real_df[\"Real_TBond_Yield\"] = (0\n", " + intr_real_df.Treas_10yr_Yield/100 \n", " - intr_real_df.Inflation_CPI)\n", "\n", "intr_real_df[\"Real_Private_BBB_Yield\"] = (0\n", " + intr_real_df.Private_BBB_Yield/100 \n", " - intr_real_df.Inflation_CPI)\n", "\n", "intr_real_dict = {}\n", "intr_real_dict[\"df\"] = intr_real_df\n", "intr_real_dict[\"SourceURL\"] = SourceURL\n", "intr_real_dict[\"Source\"] = \"Federal Reserve Economic Data: Series TB3, GS10, BAMLC0A4CBBBEY, CPIAUCSL\"\n", "\n", "source_R1 = \"Real interest rates: http://fred.stlouisfed.org/graph/?id=TB3, \"\n", "source_R2 = \"http://fred.stlouisfed.org/graph/?id=GS10, \"\n", "source_R3 = \"http://fred.stlouisfed.org/graph/?id=BAMLC0A4CBBBEY, \"\n", "source_R4 = \"https://fred.stlouisfed.org/graph/?id=CPIAUCSL,\"\n", "intr_real_dict[\"SourceNotes\"] = source_R1 + source_R2 + source_R3 + source_R4\n", "\n", "source_R5 = \"Real interest rates: trailing 12-month change in monthly CPI calculated \"\n", "source_R6 = \"and then subtracted from Three month nominal Treasury bill rate, ten-year nominal Treasury bond rate, \"\n", "source_R7 = \"and BAML corporate BBB rate\"\n", "intr_real_dict[\"SourceDescription\"] = source_R5 + source_R6 + source_R7\n", "\n", "# check; commented out\n", "# intr_real_df.dtypes" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAApgAAAIVCAYAAAB1H4/PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXlcTdv//1/NhiRjqBRpn9KgUpGIQl2zm2Qq49dMpHuv\nObNM15TpmslFkanMKrlESlTSJM2RSJNyTnXW749+e386ztBpEO7dz8fjPGivtdde417v/V7v9V4y\nhBACFhYWFhYWFhYWlgZC9ntngIWFhYWFhYWF5d8FK2CysLCwsLCwsLA0KKyAycLCwsLCwsLC0qCw\nAiYLCwsLCwsLC0uDwgqYLCwsLCwsLCwsDQorYLKwsLCwsLCwsDQo8t/joVlZWRg4cCAAICgoCBoa\nGhLj29nZITs7G15eXnB0dJT6OYQQ3LhxA9evX8fLly+Rn5+P5s2bQ01NDdbW1nB2dkaXLl3qVRaa\n6mX6Gnl5ebRq1Qq6uroYOXIkRo8eDRkZmQZ57rfA0dERcXFxUte3t7c39u3bBwCQk5PDw4cP0bp1\na4n33LlzBwsXLgQAqKurIzg4uP4Zl0B4eDgmT54MVVVVhIeHf9NnAUBKSgp0dHTqlQaHw6n1Pb/+\n+iu2bNlSr+eySObSpUtYvny5yLAmTZqgdevWMDExwcSJE2FhYSEUhx4vDg4O2Lt3LwDx/ZN+9x06\ndAi2trbfpkC1YOvWrTh+/DgCAgJAUZTYeFFRUTh48CCeP3+O8vJydO7cGWPGjIGrqyvk5OSkfp6X\nlxdOnjwJWVlZ+Pr6wtjYWGL89PR0jBgxAlwuF7NmzYKHh4fUz/pepKSkYOjQobW+z8PDA7NmzfoG\nOWKh2bFjB44cOSIyrFmzZmjbti169eqFKVOmQFdXt5FzJz2xsbFwcnKCoqIiYmNjG+2530XAbAw+\nf/6MOXPm4OnTpwAADQ0N6Ovr49OnT3jz5g0SExPh4+OD33//HVOmTGnQZxsaGkJRUZH5m8fj4cOH\nDwgLC0NYWBhCQkKwZ8+eH1rIrCuVlZUIDg6Gk5OTxHi3bt1qpBw1LmlpaVi7di1UVFQY4aGumJmZ\nCV3Lz89HWloaFBUVYWhoKBSura1dr2eySM/XbUAIAZfLRU5ODm7cuIGbN29ixYoVmDx58nfMZcMR\nGhqK06dP1xjv/v37mDdvHiorK6Gurg4VFRUkJibCy8sL//zzD/766y/Iy0s39SxatAh3795FdnY2\n1qxZg4sXL0oUUNesWQMulwsdHR3mA/ZHp2nTpiLHek5ODt69ewcVFRV069ZNKLxDhw6NkT0WQKgN\nCCEoLS1FZmYmLly4gKtXr2Lv3r0/xEfgj8S/VsBctWoVnj59ClNTU2zduhVaWlpMWFFREQ4ePIjj\nx49j8+bN0NDQEKt9rAt79uwRqZV98eIFZs6cidu3b+PChQtwdnZusGf+CMjLy6OiogJ3796VKGBy\nuVzcv3+/8TLWiAQEBODx48dwcHCod1rnzp0TukZrz9q1aycynKXxENcGhBD4+vpizZo12LJlC6yt\nrQW02ZMmTcLQoUOhrKzcmNmtF/fv38eiRYtQUVEhMV5eXh7c3d3B5/OxceNGjB07FkCVlm7WrFl4\n+PAhjh49ijlz5kj13GbNmmHt2rWYOXMmXr16hdOnT2PatGki4165cgWPHz+GrKwsvLy8BD7yf2Q6\ndeoksh/R2jNjY2McO3bsO+SMhUZcG5SXl2PXrl04duwY/vjjD4SEhPxU4/pb86+0wczMzMTNmzeh\noKCAAwcOCAiXQNXXyNKlSzF69GgAwMGDBxslXyYmJsyL1dfXt1Ge2ZiYmZlBXl4eYWFhKCkpERvv\nn3/+wefPn6Gvr9+IuWNhaRxkZGQwfvx4DBgwAJWVlbh48aJAeOvWraGjowM1NbXvlEPp4fF42LNn\nD+bOnYsvX77UGN/HxwelpaUYNmwYI1wCgI6ODrZv3w4AOHHiBHg8ntR5sLGxwYgRIwAAe/fuxdu3\nb4XiFBQUYOvWrQCAqVOnokePHlKnz8JSVxQUFPD7779DS0sLRUVFuHnz5vfO0g/Fv1LATEhIACEE\n6urqEm0B6RdgfHx8jV/mDUXPnj0BAG/evGmU5zUmrVq1goWFBXg8HkJDQ8XGo5fHf/nll8bKGgtL\no/Ozj/Xc3FwMGTIEBw4cgJycHNavX1/jPVevXgVQZQv8NWZmZujWrRsKCgoQFhZWq7ysWLECqqqq\nKC0txYYNG4TCt23bhvz8fHTp0gWLFy+uVdosLPVBRkaGMXH4Wcf6t+JfKWDS9j1ZWVlISUkRG8/E\nxASXL19GUFBQrQzP6wMtyDZr1kxkeFpaGjw9PWFnZwdDQ0NYWlpi2rRpYr+MOBwOTE1NQQjBhQsX\n4OjoCBMTE/Ts2RPTpk3Do0ePRN5HCMHFixfh5OQEU1NTWFlZYfny5Xj//n29ymdvbw+gahOPKHg8\nHkJCQqCtrS1xEwuXy8Xff/+NKVOmwMrKCoaGhjA3N8fYsWNx/PhxIQ3IpUuXwOFwsH79ety5cweD\nBw+GkZER7O3t8ezZM4l53rRpEzgcDszNzRETEyMQVlJSgn379mHEiBHo0aMHzMzMMH78ePj5+aGy\nslIgLofDYTY73b59GxwOB66urkz4smXLhK59K6Stj48fP2Lr1q1wcHCAsbExLCwsMGXKFIk2sh8+\nfMCuXbvg6OgICwsLGBoawsrKCjNmzMDt27dF3hMfHw8PDw/069cPBgYGsLS0hIuLC3x9fYU+7uh6\nojVSX+Pm5gYOhwNvb2/mWnh4ODgcDmbPno3IyEiMGDEChoaGsLW1xb59+8DhcNC9e3d8+PBBZJoR\nERHgcDgYPHiw2HLXlvLycgDCY93b2xscDgdubm51TjszMxOrVq1i3hP02Dh69CjKysrqlW+a/Px8\nZGVlwdTUFP7+/hg3bpzE+Lm5uXj37h2AqnerKGjNYmRkZK3y0rp1a2ZjVVBQEIKCgpiwyMhIXLp0\nCbKysti8eTOUlJREppGeno6VK1fC1tYWhoaG6N27N+bOnYuIiAixz01PT8eGDRswbNgwmJmZwdDQ\nEH379oWbm5vIMjg7O4PD4SA2NharV6+GqakpevbsiZkzZ9aqvLVhx44d4HA4OHPmDE6dOoW+ffvC\n2NgYI0aMQE5OjkBZvnX5ASAsLAxz5sxB7969YWhoiD59+jCmYV9D19eFCxdEpjV8+HBwOBxcv36d\nuXbu3Dnm/XDjxg0MHDgQRkZGcHBwwNGjR8HhcGBtbS30fqbx9fUFh8Np0A1S4sY6zY0bNzBt2jRY\nWlrC0NAQdnZ28PT0REZGhlDc6uX78OEDPD090b9/fxgaGmLAgAFYv3692PdYbm4uNmzYADs7Oxgb\nG2PYsGE4e/YsCCFi816b9qot/0oB09TUFE2aNEFFRQVcXV1x9OhRkcsq8vLy6N69Ozp06NBoG27o\nF2Pfvn2Fwu7du4dRo0bB19cXnz59AofDgbKyMsLCwrB48WJ4eHiIHTSrV6/GqlWrkJWVha5du4LP\n5yMsLAwzZswQEvb4fD48PDywcuVKxMbGokOHDmjbti0uX74MZ2dnFBQU1Ll89vb2kJWVxYMHD8Dl\ncoXCHz16hJKSEonay+LiYkyYMAHr169HREQEWrZsCYqiICcnh5iYGGzduhXz5s0Tee+LFy/g7u6O\n0tJSaGtr48OHDxIF2d27d+P06dNo3rw5jh49KrBLNSsrC46OjvD29sabN2+goaEBNTU1PH/+HKtX\nr8bs2bMFBF0zMzN07NgRAKCqqgozMzOJO20bA0n1ERcXhxEjRuD48ePIycmBtrY2WrZsiSdPnmDR\nokVYvny50IspPj4ew4cPx6FDh5CamooOHTqgS5cuKCsrw8OHD+Hm5obDhw8L3PP06VM4OzsjMDAQ\nlZWV0NPTg4qKCiIiIuDp6YklS5Y0WHmzsrIwa9Ys5ObmQkdHB3l5eRgxYgT09fVRWVkp9kPt2rVr\nAIBRo0Y1SD4IIYydsaixXh9SUlIwZswYXLhwASUlJaAoCm3btkVsbCy2b9+OqVOnMhNefWjdujUO\nHDiA8+fPS+XRID09HUDVSoY4O7ROnToBgMiJtSZGjx7N1OXWrVvB4/FQUVGBdevWgRACV1dXkZtl\nACA4OBgjR47ExYsXUVBQAF1dXSgqKiI4OBguLi5CfRYAQkJCMHz4cJw5cwbv37+HlpYWNDQ0UFBQ\ngNu3b8PV1VXsh/TGjRvh5+cHDQ0NNG3atFHMIQICArB582YoKiqiY8eO4PF4TH03Vvn9/f0xffp0\nhISEoEmTJuBwOJCTk8ODBw/g5uaGXbt2NVh5IyIi4OHhAS6XC21tbeTn52PcuHFQUVHBhw8f8OTJ\nE5H30WOdNpGrL2VlZcyzvh7rFRUVcHNzg7u7O8LCwqCsrAwOh4NPnz7B19cXI0eOREhIiMh0c3Jy\n8Ouvv8LPzw+KiorQ0tLC27dv8ffff2PChAn4/PmzQPzk5GSMGTMGZ86cQX5+PnR1dfHp0yesW7dO\n7Mf6N28v8h3IzMwkFEURiqJIZmZmjfFtbW0JRVHE399f6mecPHmSeQb9s7e3J6tXrybXr18nnz59\nqk8RhJBUJi6XS7KyssjBgweJnp4esbCwIBkZGQJx3rx5Q4yMjAhFUWTDhg2ktLSUCQsNDSXm5uaE\noiiya9cugfvoZ+rr6xMfHx9SWVlJCCGkuLiYuLi4EIqiyJAhQwTuOXv2LKEoilhYWJCIiAjm+qtX\nr4iNjQ2TprT1vXfvXkJRFFm4cCEhhJCJEycSiqLIvXv3hOIuXbqUUBRF4uPjSXBwMKEoitja2grE\n8fLyYvKdlZXFXK+oqBBo1+joaCbM39+fub5w4ULC4/EIIYR8/PiREELIkydPCEVRxNLSkrnn6NGj\nhKIoYmJiQp49eyaQh4qKCjJ69GhCURSZM2cOycvLY8KSk5PJkCFDCEVRZOPGjRLrojq5ubnk9evX\nJDs7W3KFSoAu59d1Ji6euPooKioi/fv3JxRFkZUrV5Li4mLm3sjISNK3b19CURQ5ceKEQLq//vor\noSiKLF68WOCe4uJi4uHhQSiKIj179mSeRwghjo6OhKIocuzYMaZ/EkLIw4cPmT5fvR/SfWTLli0i\ny7Zw4UJCURTZu3cvc41uX4qiyLhx40hJSYlAeU+cOEEoiiLOzs5C6XG5XGJhYUEoiiLp6ekS65UQ\nyW1QVlZGEhISyJIlSwhFUcTJyYlwuVyBOKL6iKj+Scj/3n3BwcFC5d+4caNAPcfFxZFevXoRiqLI\n5cuXayxHXaDrODExUSjs5s2bhKIo4uDgIPZ+Hx8fQlEUcXFxqdPzMzIySI8ePQhFUeTIkSPM+2Dw\n4MEC78zqpKamEhMTE0JRFNm/f79And26dYsJu3//PnO9tLSU9O7dm1AURbZv3y7Qhrm5uWTSpEmE\noigyevRogWeNHTuWUBRFOBwOk15lZSUpKCiodVm3b99OKIoi06dPlyoenVc+n08I+V/fb6zy83g8\nYmFhQTgcDrl79y5znc/nE19fX0JRFOnevTt59+6dUH35+fmJLNuwYcMIRVEkMDCQuUbPXxRFEQ8P\nD1JeXi5Q3tWrVxOKosiyZcuE0svOziYcDoeYmZmRsrIyifVavW6/bgM+n09KSkrI8+fPmXnW3d1d\n6P4///yTGdcPHjxgrpeWlpK1a9cSiqJIjx49yJs3b0SWb+jQoSQ+Pp4JCw8PJ4aGhoSiKHLq1Cnm\nemVlJfNunjVrFiksLGSuHzx4kEnP0NCQuacu7VVb/pUaTACYMmUKtm3bJmCDmZaWBl9fX7i7u8Pa\n2hoLFy5kvrobkoEDB4LD4TA/IyMj2NnZYdeuXVBWVoaPjw80NTUF7jly5Ai4XC769euHVatWoWnT\npkyYjY0NvLy8AFQZyH/69EnomWPHjoWLiwtkZauaVFlZGYsWLQJQpfGovunm6NGjAKqWIs3NzZnr\n+vr6Yr90agO9TH7v3j2B6+Xl5QgKCoK2tjb09PTE3v/06VPIyMhg+fLlUFdXZ67LyclhypQp6Ny5\nMwDg9evXIu93d3eHgoICAIi1wfX19cW2bdvQrFkzHDlyREjzcffuXbx69QpdunTB7t270bZtWyas\nW7du2L17N2RlZXHu3Dl8/PhRbFmq0759e+jo6DBahcZCVH34+fnh7du3sLS0xIYNGwQ0Tj179sTG\njRsBAIcPH2a0YTk5OcjOzkaTJk2wbt06gXuUlZXx22+/AajSQOfm5jJhSUlJAAAnJyemfwKAtbU1\n/u///g9Dhw5tEI0bzYIFC9C8eXOB8g4fPhzy8vJ48eIFMjMzBeKHhoaisLAQpqamTN+ShuzsbIFx\nzuFw0KNHD4wcORKBgYEwMDDA8ePHG3w3M12fjo6OTLsCQPfu3bFw4UI4ODiIXSb+ltCbgJo0aSI2\nDp0vaTYMiUJTU5MxLTh48CD2798PGRkZbNq0SeCdWZ0jR46gtLQU48aNw7x58wTqzMHBgXlPHjhw\ngLkeHR0NLpcLTU1NeHh4CLRh+/btmRUUce8gS0tL9O/fHwAgKyuLli1b1qm8taFp06ZYsGABsxpH\n9/3GKn9ubi4KCwvRtm1bDBo0iLkuIyMDZ2dnODo6YujQoSgqKmqwMi9ZsoQxiaPLS69C3L17V8iU\nKiAgAIQQODg4SOynX/Pw4UOBca6npwczMzOMGzcOT58+xeDBg4X8DxcXFzNuvTZt2oR+/foxYU2b\nNsWaNWvQr18/lJWV4dChQyKf++effwrMlZaWloyHkujoaOZ6WFgY4uLi0Lp1a/z5559QUVEBUNX3\n5syZgyFDhgil3Rjt9a8VMIGqjnb//n14e3vj119/FfAbVlFRgTt37mD48OFiVdR1xdDQEGZmZszP\n2NgYWlpakJWVRVFRkUi7lwcPHgAAJk6cKDLNQYMGoVOnTvjy5YtI1T/9MqtO165dmf/TAmZqaiqy\nsrKgoKAg0rlv7969a3R8XxP29vaQkZFBcHCwgH1dWFgYioqKatzcc+nSJcTExIhcWuTxeMzgEWVr\npqqqWqPz/ICAAKxduxZycnI4dOiQgJBNQ5syDBo0SORkTVEUKIpCeXm52KWYHwFx9UGXb+jQoSLN\nQ2xsbNCyZUt8/PgRcXFxAKqWN8PDwxEeHs60QXWqv7CrCxC00PbHH38gNjZWYNmdXoaxsrKqYwmF\nEWX/17ZtW1hbWwOAgD0XUNUfgNovjysqKgqMczMzMxgYGDDLoXFxcZg5c6aAsN0Q0PW5du1aPH36\nVGCMTZo0CXv37hU5oXxrpLFjp9u+PiZJU6ZMgYGBAUpKSlBYWIhJkyaJdGhPQx/iMGzYMJHh9PXo\n6GjGPKh3796IiopCYGCgyLzSfZ3H44HP5wuFm5qa1q5QDYCenp5Ioamxyt+uXTs0a9YMeXl58PT0\nFNr/4OXlhe3btzeYQ/L27duL/Fjv2bMnOnfujOLiYiF3eHUd6yoqKkJjXV9fH61atQJQpUz57bff\nUFpaytwTHh6OsrIyqKmpiXWDSNvj379/X8gcqX379iIVMfT7vLrS6J9//gFQdTCDKPMUUW4DG6O9\nvosfzOpaDGmgK7629wFVX8z29vaMVi0tLQ2PHj1CYGAgoqKiwOPxsGTJEgQFBdV4+oy0iPOD+enT\nJ2zevBnXrl3D//3f/+Hy5cvo2rUrSkpKkJeXB6BKCyEOfX195OTkIC0tTShMlI1PdcGItt2kNbbq\n6upiv+A4HA6ysrLEF7AGOnbsCGNjY0RHRyMiIoIRHmijYWl2jysqKiIvLw/Pnj1jhOKUlBQkJCQw\nguXXAxKoGjSSKCkpwbJly5iXYmFhoch49GC7deuW2E1C9IaG1NTUGsvzvRBXH3T5fHx8GJukr6G1\niqmpqQJCW5MmTZCSkoKYmBikp6cjMzMTycnJAtqM6pOuu7s7Fi5ciJCQEISEhKB169bo06cPbGxs\nYGtrK1JYrSvNmjUTa/83evRohIaG4vr164y7sOLiYoSEhEBBQaHWQpkkX6SvX7/GH3/8gefPn2PK\nlCkICAgQ0BzVh/nz5+PJkyd48eIFXF1d0aJFC/Tu3Rs2Njaws7MT0LY3JrQGUZTtNQ2tUaqPhlVO\nTg5ubm6YPXs2AEg8rSc/Px/5+fkAquw2xT1XVlYWfD4f6enpUFVVZa43adIEsbGxiI+PR0ZGBjIy\nMpCYmCiw8sXn84XmppreQ9+C9u3bC11rzPIrKSlh3rx52LFjB3x9feHr6wt1dXVYW1ujf//+6Nu3\nb620hjUhqY5HjRoFb29vBAYGMnN/fHw8kpOT0alTJ1haWtbqWZJ8kUZGRsLDwwO3b9/Gly9fGHtW\nel7Q19cX+0FFz/cFBQUoKChgBFZA9JwO/E+4r74fg24PUQ75AdGnwjVGe30XAbN6pqXxh0Z/FYhb\nAqkN2tra0NbWxqRJkxAYGIjff/8dpaWluHbtGqZOnVrv9CXRqlUrbNmyBTExMUhLS8OxY8ewadMm\nAWNdemlPFPQOta+NewHUOHnRwlhxcTEAyXXZEBO+vb09oqOjcefOHVhZWaGiogJBQUHQ0tKq0f9l\nYWEhtmzZgoCAAIGlU1VVVVhbWyMhIUGsAFzTcmRFRQUUFRVha2uLkJAQrF+/HlZWVmjRooVAPPrr\nMDMzU2hJ9WvoOv0REVcfdPkkeVmgqV6+xMREbN68WUhrq66uDkdHR5G7QQcNGoRz587h8OHDePjw\nIfLz8xEYGIjAwEAoKipi3LhxWLp0aYMIYJLaf+DAgWjRogWSkpKQmJgIDoeDW7dugcfjYfDgwQIT\na33p1q0b9u7dC3t7e6SmpuLGjRsNtoGoR48euHz5Mg4ePIjg4GAUFxfj7t27uHv3LtauXYuhQ4di\nzZo1Qn36W0PXn7iPNgCMhoz+mH/16pVIt0NA1cZFcR/c1d9f4nbuAoJaHloTL4nqff3x48fYsmUL\nEhISmGsyMjLo0qULhg0bhsDAQLHpfA8TBVF9v7HLP3PmTHTt2hWnTp1CZGQksrOz4efnBz8/Pygr\nK2POnDkNtqNeUh2PGjUK+/btw/3791FSUgJlZWXmQ3rEiBENuqnX3NwcXl5emDZtGkJDQxEbGwsj\nIyNmnpZmTgeq5vXqAqa0czpQ87wubk7/1u31XQTMVq1aQUFBAeXl5cjPzxdYyv0aLpfL2ABI+1Xo\n4uKC7Oxs7Nq1S6y7DKDKLuvGjRsICgr6JraYopCTk4ONjQ3S0tLw6tUrAIKdrKSkROzEQL8sJL1Q\na4LuaNVV+V9TV/uo6jg4OGD79u24d+8ePD09ER4ejoKCghpdnRBCMGfOHERFRaF169ZwcXGBsbEx\nunXrxuzQHj9+fJ01rHJycvD29oaVlRVGjBiB9PR0bNu2TWiSowfqnj17/pX+Ops2bYri4mJcvHgR\nRkZGUt2Tl5eHyZMno6CgAHp6enBycoK+vj50dHTQqlUr8Hg8se5GTExMcODAAZSVlSEiIgKPHz9G\nSEgIUlNT4ePjA1lZWaxYsULgHlEaakC0aYQ0KCkp4ZdffsGFCxdw48YNAfcnDSX8VUdDQwO6urpI\nSEjAq1evGvQZOjo62LFjB3g8Hl68eIHHjx8jNDQUcXFxCAgIQFlZGfbv399gz5MG+j2en5+PsrIy\nkZNddnY2ADCHXxQXFyMqKkpkeg3x4VY9D1FRURIn++rQ5g3l5eXo1asXRowYAQ6Hg65du0JZWRkJ\nCQkSBcwfhe9R/oEDB2LgwIEoLCxEeHg4wsLCEBwcjNzcXOzYsQMtWrTA+PHjBe5p6LGuqakJMzMz\nPHv2DEFBQRg1ahRu3LgB4NuMdSsrKygpKYHL5eLVq1cwMjJi5mlJh45UD/uW87qkOb0u7SUt38UG\nU0ZGhlnXj4+Plxg3Pj6eUcFLawtQWFiInJwcPHz4sMa49HJSQ2ovaoK2VaKXEVu0aMEIz7TQ+TWE\nECbs65OJagM9CWRlZYnt+NJotWpCU1MT+vr6eP/+PWJiYqReHn/+/DmioqIgLy+P8+fPY/78+ejX\nrx8jXAL/W5quCy1atMCAAQOgpKSENWvWAAAuXLjAnFlPQ9exJMe5z58/R1JSUoMI5I2NNOULDw9H\nSkoKs8rg7++PgoIC6OjowNfXF66urjA3N2e+ukXZGlZUVODNmzd48eIFgKoJz8bGBkuXLsWtW7eY\nzQLVl+np8SFudYM2J6kLtGuSoKAgFBcXIzIyEqqqqiJtmBuCr8d6feHz+cjMzGT6q6KiIiwtLbFo\n0SJcunQJmzZtAlBlEyZqpeNb0rp1a6irq4MQIrABoTr0ddodWK9evZCYmCjy16tXr3rnqU2bNswH\nu7i+Xl5ejsePHyMjI4NZdjx16hTKy8vRv39/nDx5EmPHjoWxsTFjftHQdrXfisYsP4/HQ2JiIqPx\nbNmyJezt7bF27VqEhIQwtp7SjvXKykpmeb8uVB/rcXFxePfuHQwMDASObW0oZGRkGDMJeqzTc218\nfLxYAfrly5cAqual+pjo0XaZ4uQpUXN6Xdqrtny3TT52dnYAgDNnzkhcJqePVOzdu7fUSz60LZWP\nj4/E5c3S0lJmcw29AeBbw+fzGYNcQ0ND5rqNjQ0A0edPA1UTRm5uLhQUFOr14tXU1ARFUaisrIS/\nv79QeFxcHLNLtb7Qu93u3LmDe/fuoXPnzhJtTIH/aTiUlZVFCtKPHj1ifJrW9/Qla2trDBs2DIQQ\nrF69WsB2bMCAAQCqzjcWZVOWmZkJFxcXjBgxAs+fP2eu00sv4l4oPwp0+fz8/ETmNSIiApMnT8aw\nYcMYZ81023Tt2lWkbU71IxHpierly5cYMmQIZs6cKbIe+/TpA0BQAKO/xkXZtmZlZSExMVGqMoqi\nZ8+e0NDQQHJyMs6dO4fy8nL88ssv3+Tc6nfv3jF5rT7W60NeXh4GDx6MKVOmiJzk6foEGk6orQ20\no/qvj8cEqjRoKSkpaN26dYP7BhWHrKwss3v3/PnzIuNcunQJU6dOhaOjI9NH6b6up6cn0va/+rtT\nnG/iH4HGLH9gYCBGjhyJZcuWCcWXk5Nj5q3q/ZLeXS9qrD958kTiSltNDBkyBEpKSnj48CHjr/Nb\naC+B/23E/bIIAAAgAElEQVToAf431i0tLdG0aVO8f/9e4GCA6pw9exZA/eUPehNRcHCwSKH88uXL\nQtfq0l615bsJmNOmTUO7du2QlpaGGTNmCEnYRUVF+PPPP3Hp0iXIyckxLlCq8/79e6SkpAicVgBU\nLZFra2ujoKAAEyZMwJUrV4S0TDExMZg2bRrevn2LAQMGCO0kTklJQUpKSoPa15WUlGDt2rV4/fo1\nZGVlMWnSJCZsxowZaNKkCf755x9s3LhRYGngwYMHWLlyJQBg8uTJ9TbiX7hwIQBg586dAq6E3rx5\n06BOr2nj6rNnz+Ljx49SLTVra2sDqLLVogcfUNXJ7969K5C/2pxnLI7ly5ejRYsWSEtLE1hSHD58\nOLS1tZGeno6FCxcKaM3S0tIwb948VFRUQF9fX2AHNL0E9XWfBMT31+/BxIkT0apVK0RGRmLFihUC\n/Tw2Npap54EDBzJtQv/76NEjgROPysrKcPjwYRw5coS5Rk9UPXr0gKamJoqKirBs2TIB+7z8/Hym\nzqu78KBdRj158kTgNImMjAy4ubnV64UnIyPDTDIHDx4E8G0mnezsbCxevBgVFRVQU1NjxkJ9UVNT\ng6WlJfh8Pn777TcBIbOkpAR//vkngKpdzNU/yDMyMpCSklIvjZA0TJkyBU2aNEFAQABOnjzJfLyk\npKTg999/B1D1DmvIzR41MWvWLCgoKODixYvYt2+fwHsjJCSEcS8zYcIEZpmS7usBAQEC5jgFBQVY\nt26dQL+UtKnpR6Cxyj9o0CA0bdoU8fHx2L59u0C9ZGZm4uTJkwAExzq92/7y5csC75SYmBhmzqsr\nLVq0gJ2dHT5//ozTp09DXl4ew4cPr1eaooiPj2fyampqypgcqaioYPLkyQCAlStXCqyolpWVYd26\ndXj48CGUlJSwYMGCeuWhZ8+esLa2RklJCebPn8+cyEcIwd9//y3WNr627cXj8RjZSJp+/11sMIEq\nDdVff/2FBQsW4OnTpxg6dCjU1dXRpk0blJSUID09HZWVlWjatCl27twJAwMDoTR27tyJy5cvw9LS\nEj4+Psx1FRUVHDt2DG5uboiLi8PSpUuxZs0aaGpqQklJCbm5uYzA0K9fP+alXB3ahY+XlxccHR1r\nVbZFixYJaUTKysqY5UZZWVksXbpUQJuno6OD7du347fffoOPjw/8/f2ho6OD/Px85mtyyJAhcHd3\nr1VeRGFvb4/p06fj+PHjmD9/Pjp37oxmzZohKSkJKioqMDU1FdDK1RUdHR1069aN2V0sjYBpZGSE\ngQMHIigoCOvWrcNff/2Ftm3bIicnB/n5+WjatCl69OiB6Ojoeh9rCVTZ9bq7u2P9+vU4duwYhg4d\nCj09PSgqKmL//v2YMWMGQkNDMWDAAHTr1g3l5eVIS0tDZWUlOnToIOA7Dvjfbr2XL1/CwcEBHA4H\ne/fuBSC+v34P2rRpA29vb8ybNw+XLl3C9evX0a1bN2bsAVVlof2vAlW+Vv/++29kZ2fD2dkZ2tra\naNKkCdLT01FaWgp1dXXIysoiMzOTaRsZGRns3LkTLi4uuHHjBoKDgxk3O+np6eByuVBXV8cff/zB\nPIc+5iwmJgZubm7Q1taGoqIiUlJS0LJlS0ycOFHg46O2jB49Gvv370dpaSk6d+4s9vSXmsjLy8OE\nCRMErhFCUFhYiNTUVBBCoKysjJ07dzbIBkWaTZs2wcnJCU+fPsXAgQPRuXNnKCgoICMjA6WlpVBV\nVRWyKZ46dSqys7OxYMEC5gPzW9CpUyesXbsWy5cvh5eXF06cOIFWrVohKSkJlZWVsLGxadAj+qRB\nX18fmzZtwsqVK+Ht7Y0TJ06gS5cu+PDhA7Ma0r9/f8YfJFD1wX/z5k3k5OTgl19+YZYgU1NTUV5e\nDgMDA2RkZKC4uBjv379vUE8IDU1jlV9FRQWbN2+Gu7s7jh49ivPnz6Nz58748uULM5+bmppi+vTp\nzHOcnZ1x/vx55OTkwNnZGbq6uuDxeEhLS0O3bt0wZMgQsadvScPo0aNx8+ZNlJaWon///mjTpk2d\n0omJiREa63w+Hx8+fGAE8E6dOgn5kXZzc0Nqairu3LmDGTNmQF1dHa1bt0ZKSgpKS0vRrFkzbNmy\npUFcN3l5eWHq1KmIioqCnZ0dKIrChw8fkJuby2xqrU5d2iszM5ORjXx9fSXucQG+sx9MAwMDXLly\nBStXroS5uTkqKysRHx+PwsJC6OnpYd68ebh9+zaznF4bNDQ0cPHiRfz5558YNmwY2rdvj7dv3yIp\nKQkKCgpwcHDA/v37cfToUbFuTerKy5cvERUVxfyeP3+OjIwMaGlpYdy4cfD39xe5Y93e3h5XrlyB\nk5MTVFVVkZCQwDhf9/b2xu7duxvM1cnSpUuxb98+mJub49OnT8jJyYGdnR38/PwE7B3rC6250dTU\nFPmRIIo9e/Zg+fLl0NfXR3FxMZKTk9GiRQuMGzcOV65cYSbI0NDQBlkGnDBhAoyNjVFRUYFVq1Yx\nSz7dunXD1atXMXfuXHTt2hVpaWnIyMhA586dMX36dFy+fFnID1ufPn2wZMkSdOjQAdnZ2YiLi/su\nS5XSYGFhgYCAAEyePBkdO3bE69ev8e7dO1AUBTc3N5w7d05g4lRRUcHFixfh6uoKbW1tZGdnIz09\nHVpaWliwYAGuXr3KmKdUf5kZGxvDz88PI0eOROvWrRm3U9ra2pg/fz6uXbsm4JJDTk4OJ0+exJw5\nc6ClpYXs7Gx8+vQJv/76K65cuVIvG2Sgyo8krTkZOXJkndPh8XgC4zwqKgqxsbH4+PEjjI2NMXfu\nXNy6dUukn9X6oKmpCX9/f4wfPx6dOnVCZmYm0tLSoKamhqlTpyIwMLDBfA3WhV9//RVnzpyBjY0N\nysrK8Pr1a2hpaWHx4sXYv3+/VP4yG5pRo0bh8uXLcHR0hIqKChISElBYWIgePXrA09MTBw4cYBx2\nA1VmIFevXsXIkSOhpqaG1NRUxoZv5cqVOH/+PLOESPuZ/JFprPIPHToUp06dYrRjSUlJyMvLg5GR\nEVasWIHTp08LfGy1atUKfn5+mDBhAvOc8vJyzJgxA76+vvUW3Pv27SvkgL0uFBUVCY31uLg4lJaW\nwtLSEn/88QcCAgKE3k3y8vLYu3cvduzYgV69eqG4uBhJSUlo164dXF1dcfXqVcaUrL6oqanh/Pnz\nmDNnDjp16oTk5GQoKipi0aJF2Lx5s8h7attetUWG/OjGYiwsLCwNCCEEAwcORHZ2Nu7evVur03t+\nZiZNmoQBAwY0mJsYFpYfnaKiIlhbW0NRURGPHj1qVNOMfytlZWUwMTHB1atXJZ7IB/zLT/JhYWFh\n+Zrw8HBkZ2fD0tLyPyNclpSUICEh4ZvsoGVh+VEJDAwEj8fDsGHDWOGygYiMjISioqJUJ/59NxtM\nFhYWlsbi7du3qKioQF5eHlatWgXgf8e0/Rdwc3ODjo6OgME+C8u/kbS0NMjLyyM5ORm7du2CjIwM\nXFxcvne2/hW8f/8ey5Ytw/Tp06UyLWQFTBYWln89ISEhWLduHfO3lZVVg+3s/hlYtGgROBxOg9lw\ns7D8qJw5c0ZgE+XEiRNBUdR3zNG/h/bt22Pnzp1Su0pkBUwWFpZ/PRRFMacN2draYu3atd87S41K\njx49vncWWFgaBUNDQzRv3hwKCgoYPXo04x6LpWGojR9udpMPCwsLCwsLCwtLg8Ju8mFhYWFhYWFh\nYWlQWAGThYWFhYWFhYWlQWEFTBYWFhYWFhYWlgaF3eTDwiICR0dHxMXFSX1UqLe3N/bt2ycyrFmz\nZmjTpg0sLCwwZcqUGp3TAlXOwAcPHozMzEyoqqrin3/+ETp+VNzz5eTk8PDhQ+YEC3HcuXOHORVJ\nXV1d4EQOOr2GOtayodP70bl06RKWL19e6/tOnz5dKyP6n4WUlBT4+vri8ePHyMrKQnl5OVq3bg0T\nExM4OjpiwIAB3zuLPxWVlZXIzMxkzgxnYfkRYQVMFpYGRFlZWcAlBiEEZWVlyMzMxKVLlxAQEICd\nO3fW6CLn2bNnyMzMBAAUFBTg9u3bGDFihFR5qKysRHBwMJycnCTGu3XrllTpsdSeNm3aiDzjPCkp\nCSUlJejYsaPII1lbtGjRGNlrNPh8Pvbu3Yu//voLfD4f8vLy6NSpE5o1a4aMjAzcvn0bt2/fhq2t\nLXbs2NHgx/b+G3nx4gU8PT1ha2sLd3f3750dFhaxsAImC0sD0r17d5EauoqKCuzbtw8HDx7EsmXL\nYGlpCVVVVbHpXLlyBUDVWboPHz7EhQsXpBIw5eXlUVFRgbt370oUMLlcLu7fv19zgVjqRP/+/dG/\nf3+h666urnj69CnGjBnDaI//rRBCsGDBAgQFBaFFixaYO3cuJk6cyJxtXFlZiatXr2Lbtm0ICQnB\n/Pnzcfz48e9yVvnPxKlTp5CYmAhbW9vvnRUWFomwNpgsLI2AvLw8Fi9eDIqi8PnzZ1y/fl1sXC6X\ny2gX3dzcICcnh6dPnyIjI6PG55iZmUFeXh5hYWEoKSkRG++ff/7B58+foa+vX/vCsLBIgY+PD4KC\ngqCsrIzjx49jxowZjHAJVJlyODo64ujRo1BQUMCTJ09w4cKF75hjFhaWhoQVMFlYGhFTU1MAVTZp\n4ggKCkJxcTE0NTXRo0cPWFhYgBCCixcv1ph+q1atYGFhAR6Ph9DQULHxaAH2l19+qWUJWFhqprCw\nEDt37gQAzJs3D8bGxmLjGhoaYvTo0QCqbFBZWFj+HbACJssPR0hICBYuXIj+/fvDyMgIpqamGDJk\nCLy8vJCXlycUn8PhwNTUFIQQXLhwAY6OjjAxMUHPnj0xbdo0PHr0SORzaKHNyckJpqamsLKywvLl\ny/H+/ftvVraKigoAVRt/xHH16lUAYJbAaCHw8uXLqKysrPEZtH3nnTt3RIbzeDyEhIRAW1sbHA5H\n+sx/J9LS0uDp6Qk7OzsYGhrC0tIS06ZNw82bN0XGr2t/qKysxIULF+Dk5AQzMzNYWlpiwYIFSE5O\nhre3NzgcDry9vb9lUYV4/Pgx5s6dCysrKxgaGsLW1harV69m7HOrc+7cOXA4HGzduhU3btzAwIED\nYWRkBAcHB8TExODBgwfgcDhwd3dHUVERvLy8YGtrCyMjIwwePBgHDx5k+ldgYCCcnJzQo0cPWFpa\nYuHChVJp0GmuX7+OsrIyNG3aFBMmTKgx/owZM7B3716cOXNGKOzdu3fYtGkTHBwcYGRkBHNzc0ya\nNAkXL14UGg9cLhccDge9evVCTk4OpkyZAiMjI1hZWTFtZ21tDQ6Hg6KiIvj5+WH48OEwNjaGra0t\nVqxYIbJuaR49eoQ5c+Yw7dGvXz94eHggPj5eKG5N7UETHh6OJUuWwM7ODsbGxujRowcGDx6MNWvW\nCOQlJSUFHA4HN27cAAAcOnQIHA4Hnp6eAs99//49Nm/eDHt7exgZGTHj5d69eyLLxOfzcf78eUyY\nMAFmZmZMP/v9998RFxcnti5YWGqCFTBZfihWrlyJOXPm4M6dO5CVlQVFUVBRUcGbN29w8uRJjBkz\nBp8+fRJ57+rVq7Fq1SpkZWWha9eu4PP5CAsLw4wZM4SELT6fDw8PD6xcuRKxsbHo0KED2rZti8uX\nL8PZ2RkFBQUNXjYul8sIN3379hUZ5+PHj3j48CEAYMiQIQAABwcHyMvL4/3791LZTdrb20NWVhYP\nHjwAl8sVCn/06BFKSkp+Cu3lvXv3MGrUKPj6+uLTp0/gcDhQVlZGWFgYFi9eDA8PD7FCd236Q3l5\nOdzd3bFq1SrExsZCTU0NampquHfvHpycnPD8+fPGKK4Au3btwtSpU5nd/RRFobi4GH5+fhg5ciTC\nwsJE3hcREQEPDw9wuVxoa2sjPz8furq6TPinT58wduxYnDp1Cs2bN0e7du2QkZGB3bt3Y+vWrdix\nYwc8PDyQnZ2Nrl274vPnz7hz5w5cXFxQXFwsVd6fPHkCADA2Npb4MUXTpUsXODg4CHk+ePr0KUaM\nGIHTp0/j7du30NXVRevWrREZGYmVK1di1qxZ+PLli1B6FRUVmDlzJp4/f45u3bqBy+VCS0tLIM7u\n3buxevVq5ObmQldXFwUFBfD398eYMWPw4sULoTQ3b96M6dOnIyQkBHJyctDT0wOXy0VgYCDGjBkD\nPz8/kWWT1B67du3C5MmTcf36dZSXl0NXVxdt2rRBZmYmzp8/jzFjxjBCZtOmTWFmZoZWrVoBADp2\n7AgzMzOBckVHR2PEiBE4deoU3r17h65du6JFixYICwvD/PnzRR6RumLFCqxZswYvXrxA+/btQVEU\nSkpKcO3aNTg7O0tcCWFhkQhhYflBCAoKIhRFERMTE/L48WOBsPDwcGJiYkIoiiKHDx8WCKMoilAU\nRfT19YmPjw+prKwkhBBSXFxMXFxcCEVRZMiQIQL3nD17llAURSwsLEhERARz/dWrV8TGxoZJ09/f\nX6q87927l1AURVxcXASu8/l88vnzZxIdHU2mTp1KKIoi8+bNE5vOiRMnCEVRxNbWlvD5fOb6jBkz\nCEVRZPbs2RKfv3DhQkIIIRMnTiQURZF79+4JxV26dCmhKIrEx8eT4OBg5nnSlKeu1CW9N2/eECMj\nI0JRFNmwYQMpLS1lwkJDQ4m5uTmhKIrs2rVL4L669IejR48SiqJIr169SGRkJHM9MTGRDBo0iElz\n7969dSk+A/38mtK5du0a0z/v3LnDXOdyuWT37t1MWG5uLhNG92mKooiHhwcpLy8nhBDy8eNHQkhV\nndHhNjY2JD4+nrl3586dhKIooqenR/T09MiZM2eYsNevXxMzMzNCURQ5f/68VOUcPnw402515cOH\nD0wbe3h4kMLCQibs2bNnpG/fvoSiKLJy5Urm+pcvX5gyWltbk4yMDEJIVdtzuVxCCCF9+vRh4qxa\ntYp8+fKFibNgwQJCURQZOHAgE58QQs6fP08oiiJGRkbkypUrzNgsLy8nBw4cIBwOh+jp6ZGnT58y\n99TUHtHR0YSiKNK9e3dy69YtgbK/fPmSyefmzZsFwhYvXkwoiiI7d+4UuP7p0ydibW1NKIoia9eu\nJZ8/f2bCwsPDiZWVFaEoipw9e5a5Hhsby9RVSkqKQD2uWLGCUBRFhg4dKrmhWFjEwGowWX4YwsLC\noKCgABcXF/Tu3VsgzNLSEkOHDgUg3n5x7NixcHFxgaxsVbdWVlbGokWLmHuqb3o5evQoAGDZsmUw\nNzdnruvr62Pr1q11LsPTp0/B4XCYn56eHkxNTTF27FiEhYWhf//+2LVrl9j7r127BqBKeykjI8Nc\nHz58OADgwYMHUi3h08vkXy+LlZeXIygoCNra2lL54/yeHDlyBFwuF/369cOqVasENojY2NjAy8sL\nAHDixAmRWm1p+0NFRQUOHz4MANi0aRN69uzJpEFRFLy9vQXa4ltDCGGWcz09PTF48GAmTFFREYsW\nLYKdnR0KCwvF+hRdsmQJ5OWrnISI8oe6YsUKgfafOXMmgCrN/qhRozBp0iQmTEdHhzHXELUULIqi\noiIAkOgpoSZOnz6NoqIiGBgYYOvWrVBRUWHCzMzMmDry9/cXuXw/fvx4aGpqAqhq+6/9yJqammL9\n+vVQUlJi4uzYsQPq6urIzMxklqIJIdi/fz8AwMPDA6NGjWL6g7y8PObOnQtnZ2fw+Xzs2bNHZFlE\ntcejR4+goKCAkSNHwsHBQSC+gYEB4wXi9evXUtXX2bNnkZeXh759+2LNmjUCmmNLS0usW7cOAARM\nIZKSkgAAFhYW6Nq1KxNfSUkJy5YtQ58+fWBmZgYejydVHlhYqsMKmCw/DKtWrUJ0dLRY9y20gFFW\nViYyXJRbmOovTVqgSE1NRVZWFhQUFBihtTq9e/eGhoZGrfMPVE1SZmZmAj99fX20adMGABAaGopF\nixaJ3OGdnJzM2DzRAiXNoEGDoKSkhMrKSly6dKnGfNjb20NGRgbBwcGM3SdQJcQXFRX9FMvjDx48\nAABMnDhRZPigQYPQqVMnfPnyhVmSrY60/eH58+coKChAu3btYGdnJ3SPnp6egND5rXn9+jXS09Oh\noKAgJHjQVP/g+Jr27dujU6dOYtOXlZUVMtFQVlZGy5YtAVTZKH5N27ZtAQCfP3+WqgxNmjQBAIG+\nV1toc5Dx48eLdF1kYmICIyMj8Pl8kcu49IY6cbi6ugp9OCgpKTHuwEJCQgAACQkJyM3NhYKCAsaO\nHSsyrcmTJwOo8l9LC9c04tpj7ty5iImJYQS/r6Hfd6JMAEQRFBQEABg2bJjIcDs7OzRr1gy5ubmM\nYNm5c2cAwN27d3Hy5EkBG/cWLVrgxIkT2LBhg8RDHlhYxMH6wWT5oZCTkwOXy8WTJ0+QkpKCzMxM\npKenIy4ujtFSEUJE3qumpiZ0jdZOAGC+2tPT0wFUnV5DT4Rfw+FwkJWVVev8i/ODCVQ5SF6yZAmC\ng4Mxf/58nDp1SiCc9n3ZtWtXIfdBysrKGDBgAG7fvg1/f3/Mnj1bolatY8eOMDY2RnR0NCIiImBl\nZQUAuH37NoAff/d4SUkJM9l1795dbDx9fX3k5OQgLS1NKEza/kBrxCmKElun+vr6iIyMlDr/9aG6\nxooWXL6mtLQUQNXH0te0a9dOYvrKyspo3ry50HUFBQUAojWetPZN3NgTlYe0tDSx9tLSQLepJFda\n3bt3R2xsrMj2r6keDA0NRV6nD0qgtaJ0HWtra4u1J9XR0YGSkhK4XC4yMjIE0paUD1q7/vjxYyQn\nJyMjIwMZGRl49eoV0//5fL7EctDQ/fj48eNi3T3RaaWmpkJfXx/m5ubo378/QkND4eXlhS1btkBP\nTw99+/bFgAED0LNnz0bV3rP8u2AFTJYfBj6fj7/++gsnT54U2GSjpKQEY2Nj8Pl8PHv2TOz99AQp\nDnpypDcqVF9y/Zrqy3ENhYmJCbZt24ZJkybhyZMniIyMZJbn+Xw+AgICAABv3ryRuLs7IyMDT548\nYYRGcdjb2yM6Ohp37tyBlZUVKioqEBQUBC0trR/e/2V1TZkoYYiGnvBFadak7Q90X5PUH77OQ15e\nHtzc3ETGnTNnjkjtqbTQmtXy8nJERUVJjMvlcsHj8QQ0TNWFaFFIKieABhEotLW1ERERIfXyLlC1\n/K6npwcZGRlUVlYymjtJ7U+HiWr/mupB3Bin06TfE3TakvIhIyODpk2bgsvlCuVFUj7OnDmDQ4cO\nCWgOFRQUYGBgAIqixHo8+JrKykpmZSc5ObnG+NU3ax04cABnzpyBv78/kpKSEB8fj/j4eBw5cgQa\nGhrw9PSsV39m+e/CCpgsPwx79uzBoUOHIC8vDxcXF1haWkJXVxedO3eGvLw8du7cKVHAlBZ6YqG1\nQKKQdlmqtpibm6NFixYoLi7Gq1evGAHz8ePHyM3NBSBa80aTn5+P8vJyXLx4sUYB08HBAdu3b8e9\ne/fg6emJ8PBwFBQUYNy4cQ1XoG9EdU1RSUmJ2CMUaWFMmp3K4qAFLknLv1+HcblcscLfx48f65wX\n4H9lMTAwkMoc4kdkwIABuHDhAqKjo1FaWlpj+yQkJGD06NFQVVXF+fPn0aVLF0YjKOnAAFpQqkv7\nixvj9PPo3dq0YCkpH3w+n+kj0ubFx8cHGzduhIyMDBwdHdGvXz/o6upCS0sLioqKOH36tNQCppyc\nHBQVFcHj8RAQECBwXG1NyMvLY+rUqZg6dSqys7MRFhaGsLAwhIaGIisrC/Pnz4e/v/9P4dKM5ceC\nFTBZfgjKy8sZJ8sbN27Er7/+KhTn3bt3DfIs2g4vKysLJSUlIs8/luQIvb7Q9mTVl75o35fGxsYS\nTzPZvHkzTp06hbt376KwsJCxmxOFpqYm9PX1ER8fj5iYmJ9meRyosv9q164d8vLy8OrVK5HndhNC\n8OrVKwAQckFTG7p16wagSvNDCBGpwftaK6ShoYHExMQ6P1MSdFkyMjJQWVkp0v7w/fv3yMzMhIaG\nhsQPku9Fnz59oKysjJKSEpw5cwazZs2SGJ928dOkSROm/F26dEFCQgLi4+PFOmqnbZZpW8La8Pr1\na5H9KiEhAcD/+kWXLl0AVJnWiBOWk5KSUF5eDhkZGanzcuzYMQBVG4BE1U9t33fa2tpISkrCmzdv\nxAqYjx8/hpqaGjQ1NaGgoIDi4mK8efMGampq6NChA9TV1TF27FiMHTsWhYWFGDduHFJTU3Hz5k1W\nwGSpNewmH5Yfgvz8fEajKGr59uPHj4zRf302DgBVghdFUaisrIS/v79QeFxcHGME39C8ePGCWZKl\n7bRKS0tx9+5dAGBONBEHvcmAy+UyQqkk6E0id+7cwb1799C5c2eJNo0/EjY2NgCqHFaL4t69e8zm\ni169etX5Oebm5lBVVcWHDx9EbprJyMhAREREndOvLfr6+mjfvj2Ki4sRGBgoMs7WrVsxceJELFu2\nrNHyVRuaNWuGadOmAQD++usviQ67IyMj4evrCwCYNWsWY5c4YMAAAICvr69IX6dRUVHMB4Y4v7KS\noG2eq1NWVsbU+aBBgwBU2WN36NAB5eXlYj/+zp49C6BqTEv66KPh8/l4+/YtANE2xp8/f2ZO2/q6\n7HT9fA29jE3X5dc8fPgQU6dOxfDhw5kl+U2bNsHZ2ZkRdqvTsmVLGBgYMPllYaktrIDJ8kPQpk0b\nZun6+PHjAm4x4uPjMWPGDBQWFgKASOfhtYXeqb5z504BVz5v3rzBkiVL6p2+KBITExmBwMDAgNmZ\nfOfOHZSWlkJBQUHsDlAaXV1dmJiYAIBUR0fS7orOnj2Ljx8/1lp7WVFRgaKiIom/2gj8tUlvxowZ\naNKkCf755x9s3LhRwHvAgwcPsHLlSgBVG2HoXc51QUlJCTNmzABQ5eg/OjqaCcvIyMD8+fOlOkGp\noZCTk8OcOXMAAOvWrWM0z0CVpv/gwYOMEEQLcT8is2bNgomJCUpKSuDq6gofHx8BsxQej4dz585h\n5mpr4mEAACAASURBVMyZqKiogJWVlcCpPy4uLlBVVUVcXByWLl0qYDcYFRXFuJwaNWoUo22sDYGB\ngTh69CgjPBUVFcHd3R1v376FkZER45pJVlYW8+bNAwD8+eefuHbtGmO/W1FRgYMHD8LPzw8yMjJS\nvztkZWUZTefp06cFlt9TU1Mxe/ZsZGdnAxB+39EaVDqcxtXVFSoqKggLC4Onp6dAmi9evMDSpUsB\nVK1g0LvaaW8E586dY9wy0YSFhTE70+mPPRaW2sAukbP8EMjLy2P+/Pnw8vLC1atXcf/+fWhoaKCw\nsJDZzd2rVy+Eh4c3yFGO9vb2mD59Oo4fP4758+ejc+fOaNasGZKSkqCiogJTU9M6nd7y6tUroaPx\nCCH4+PEjsyu1ffv22L59O7MUS2tSbG1tpfIb6OTkhBcvXiAxMRExMTESz3nW0dFBt27dmM0WtRUw\no6KiYGFhITHO6dOnpdYg1iY9HR0dbN++Hb/99ht8fHzg7+8PHR0d5OfnM5PrkCFD4O7uLl1hJDB9\n+nRERkYiNDQUzs7O6Nq1KxQVFZGcnIxmzZpBS0sL6enpIpervwWTJk3C69evcfbsWbi5uaF9+/Zo\n3749srKyGA34kiVLfuiJX1FREYcPH8aSJUvw8OFDbNy4Edu2bYOmpiaaNGmCN2/eMB8NgwYNwvbt\n2wW0c+3atcOePXswf/58BAQE4O7du9DR0cHnz5+ZXeN9+/YVOipRWnR1dbF9+3acPHkSampqSElJ\nQVlZGTQ0NLBjxw6BvIwbNw7Jycnw8fHB77//jm3btqFDhw7IzMxEQUEBFBQUGL+R0rJo0SJ4eHgg\nNDQUNjY20NbWRklJCePlonfv3njy5InQ+45eqg4ICEBiYiL69u2LpUuXQk1NDXv27MGCBQvg6+uL\nq1evQkdHB8XFxcy7x8DAAOvXr2fS6tu3LyZOnIizZ8/C3d0dmzdvhpqaGvLz85GTkwOgSnCt7iuY\nhUVaWA0myw/D1KlTcejQIVhYWEBOTg5JSUng8XgYNGgQTp06hYMHD0JBQQHJyckSzwuWlqVLl2Lf\nvn0wNzfHp0+fkJOTAzs7O/j5+Ym0zZKGkpISREVFCfxevnyJ4uJimJubw8PDAzdu3ICOjg4AIDc3\nF+Hh4QCqNDHSMGzYMGbjgSR7TRpai6mpqcksef0s2Nvb48qVK3BycoKqqioSEhIY5+ve3t7YvXt3\njbvFpUFeXh4HDhzA8uXLweFwkJOTg7dv32Lw4MG4ePEi47BbnFurb8GaNWtw+PBh2NraoqKigrEN\ntLGxweHDhzF79uxGy0tdadmyJY4dO4a//voLw4YNg5qaGrKyspCUlISWLVvil19+wZEjR7B//36R\nto29e/dGQEAAXFxc0L59eyQlJaGwsBC9evXC1q1bceTIEZE21NKwbNkyLF++HM2bN0dSUhLU1NQw\ne/ZsXLx4Edra2kLxV61ahcOHD2PAgAFMezRv3hyOjo64cOECXFxcavX84cOH48yZM7C2tmY+bj9/\n/gwbGxscOHAAJ06cgKqqKvLz8wW06uPGjYOrqytatWqFtLQ0AVvgPn36MPWlpqaG5ORkvH//Hnp6\nenB3d8fff/8tVF+rV6/Gxo0bYWFhAR6Ph4SEBHz58gX9+/fH/v37sWrVqtpVLAvL/0eGSOvYjIWF\nheU/ytixYxETE4Pt27dj5MiR3zs7LPXA2toaHz58wIkTJ2qlcWRhYakdrAaThYXlP83nz5/Rr18/\nuLq6ijwlKi8vjzki8WfZIMXCwsLyvWEFTBYWlv80zZs3R8uWLfH06VPs3r1bYFPFu3fv4O7ujvLy\ncpibm9dpMwkLCwvLfxF2kw8LC8t/nhUrVmD27Nk4efIk/P390blzZ5SVlSEjIwMVFRXQ0tLC1q1b\nv3c2WVhYWH4aWAGThYXlP0+fPn1w/fp1HD9+HBEREUhNTYWcnBx0dXVhb28PV1dXsacJsbCwsLAI\n85/e5NMQxw6ysLCwsLCwsDQWtA/lH53/vAbzZ2moZ8+e/TR5/S/DttPPAdtOPwdsO/0csO3UePxM\nijF2kw8LCwsLCwsLC0uDwgqYLCwsLCwsLCwsDQorYLKwsLCwsLCwsDQorIDJwsLCwsLCwsLSoHxX\nAZPP58PT05M5WzU9PV0oTllZGcaPH4+UlBSJ96Snp2PChAmYOHEi1qxZAz6f36hlYWFhYWFhYWFh\nqeK7Cpj37t0Dj8eDr68vPDw8sGXLFoHw2NhYTJo0CZmZmTXe4+XlhcWLF/8/9s48PKr6bP/3ObMn\nkz0hhJ0QkU0EYlldWpSyWLCKLIGy09a+RV+LIKhFKWjEX0TrK26tWhUriIqttgjKIihKgEAEEiCE\nJZAEkpBkMlsy58yc8/vjzDkzk5kkE7Jnns91eTlz1u8wycyd+9nw0UcfQRRF7Nmzp1VfC0EQBEEQ\nBCHRpgIzKysLd9xxBwBg2LBhOHXqlM9+juPw2muvITk5ucFzcnJyMHLkSADAnXfeiR9++KE1XgJB\nEARBEARRizbtg2m1WmE0GpXnKpUKTqcTarW0rEB9teo6RxRFMAwDQJotbLFYglpDR+op1ZHWGsrQ\n+9QxoPepY0DvU8eA3ieiNm0qMI1GI2w2m/JcEARFXDb2HJb1mLE2mw2RkZFBraE9NofNzMzEo48+\nipSUFADS6wkPD8c777wDrVYb1DUKCwuxfPlybNu2LeD+t99+G/v374fZbEZpaalyr/feew+33nor\nhg8fDlEUYbfbsWDBAtx3333Yvn07oqKiYDQasXXrVrz88ssYN24cDh48GPAeH374Ifbt24d33nlH\n2fbwww9jzJgx0Ov1iIqKwt133x3w3Hnz5mHt2rXo16+fsu38+fNYu3YtNm/eHNS/QVtADYc7BvQ+\ndQzofeoY0PvUenQkId+mAnPEiBHYt28fpkyZguzsbPTv3/+Gzxk0aBAyMzMxatQoHDhwAKNHj27y\n+t79MgcHfypq8nW8GXdrdyyeOrjB40aPHo2XX35Zeb5o0SLs3bsXkyZNapZ1LF26FEuXLkVmZqYi\nFmWioqIUEWexWDBx4kRMmzYNDzzwAABJAAfD3LlzsWfPHnzyySeYMWMG/vvf/4LnecyZM6dZXgNB\nEARBEO2TNhWYEyZMwMGDBzF79myIooj09HR8+eWXsNvtmDVrVtDnAMCqVauwZs0avPTSS0hOTsbE\niRNb86W0KBzHwWQyISoqChs3bsTRo0chCAIWLlyIyZMn4/Dhw9i0aRNEUYTNZsPGjRuh0Wia5d5W\nqxWRkZFgGAavvvoq4uPjfXJi64NhGKSnp2Pu3LkYPnw43nzzTbz//vsAoFwrLS0t4GuSKS0txYoV\nKyCKIhISEprlNREEQRAE0bK0qcBkWRbr1q3z2eYdEpXxDokGOgcA+vbtiw8//LBZ17d46uCg3MaW\n4NChQ5g3bx7Ky8vBsizGjBkDjuNQWFiILVu2wOFwYObMmRg3bhzOnTuHjIwMJCYm4s0338TOnTsx\nderUG753VVUV5s2bB0EQkJeXh3nz5t3wtZKSkvDII49g1qxZeOmllxAbG+uzf//+/QFfk8ybb76J\nX/3qV5g5cyZ27NiBLVu23PBaCIIgCIJoHdpUYBJ1I4fIKysrsXjxYiQkJCAvLw85OTmK4HM6nSgq\nKkJiYiKee+45hIWFoaSkBCNGjGjSvb1D5FarFbNnz8bYsWNv+Hq//vWvkZGRgbvuustvX12vSebS\npUuYOXMmACk9ggQmQRAEQbR/SGC2c2JiYpCRkYG0tDQ8+eSTGDVqFNavXw9BEPD666+jZ8+eWLx4\nMb755hsYjUasWrUKoig22/3Dw8MREREBnueb7ZreJCcnB3xNMv369cPx48cxYMAAnDx5skXWQBAE\nQRBE80ICswOQkpKCSZMmYd++fUhKSsKcOXNgt9txzz33wGg0Ytq0aZg7dy4MBgPi4+NRWlrapPvJ\nIXJAyv+85ZZbMHr0aBw9erQ5Xo4P48ePx+HDh/1ek8wf/vAHrFy5Ejt27ECPHj2a/f4EQRAEQTQ/\njNicdlcHoyO1VuhIaw1l6H3qGND71DGg96ljQO9T69GR/q3JwezkbNq0KWBbofT0dJ9QdFP4+OOP\n8Z///Mdv+/LlyzF8+PBmuQdBEATRfnE5HAAAlU7Xxish2gskMDs5y5Ytw7Jly1r0HrNmzaqzrRRB\nEATR+TmycClEpxNjPqFCTEKCBCZBEARBEDeMKIpw2e3KY3lsMxHakMAkCIIgCKLRcKYqVB7NAgye\nsLjLZofaGN6GqyLaCyQwCYIgCIJoNKefTYf1XD5U4zx9krnKShKYBACAbesFEATRPnAKLuw+/z04\nJ1fnMS7Bhcumojr3EwQROljPXwAACBcvKdu4yso2Wg3R3iAHsx2SmZmJRx99FCkpKQAAm82G8PBw\nvPPOO9BqtUFdo7CwEMuXL8e2bdsC7n/77bexf/9+mM1mlJaWKvd67733cOutt2L48OEQRRF2ux0L\nFizAfffd16TXNG7cOBw8eDDgvn379uGll17CZ599pry+DRs2QKVSYdSoUbh69WqdRUSrV6/GlClT\ncOeddyrbHA4HJk+ejL179zZpzaHG1pNf4IszX+NC5WX87rY5AY95NfM9/HD5KNLvWYWUuD6tu0CC\nINoVKoMeLpsdYnm5so2vNLXhioj2BAnMetic/RkOXTnWrNcc3XME5g2b3vBx7lGRMosWLcLevXsx\nadKkZlnH0qVLsXTpUmRmZmLr1q0+9/IeFWmxWDBx4kRMmzatxRK3f/GLX+Cbb77B66+/jkcffRTH\njh3D0aNHsWXLFmg0mha5J+HPhYoCAKjXofzhstRs/7q9ggQmQYQ4Kr0BLpsdcLcoAsjBJDyQwOwA\ncBwHk8mEqKgobNy4EUePHoUgCFi4cCEmT56Mw4cPY9OmTRBFETabDRs3bmw2YWa1WhEZGQmGYWA2\nm7Fy5UpYrVa4XC787//+L8aMGYOpU6di5MiROHv2LBiGweuvv46wsDCsWbMG+fn56NmzJziu7rAr\nADz55JN44IEHcM899+DZZ5/Fiy++CI1Gg+3bt+PChQtYsWIFNm/ejP/85z9gGAZTpkzB/PnzlfNt\nNhtWrFgBs9mMXr16NctrDzV4wQkA0KgCfyzY+WrlsYpVtcqaCIJov6gMBr9tJDAJGRKY9TBv2PSg\n3MaW4NChQ5g3bx7Ky8vBsizGjBkDjuNQWFiILVu2wOFwYObMmRg3bhzOnTuHjIwMJCYm4s0338TO\nnTsxderUG763PCpSEATk5eUpYyPfeOMNjB07FgsWLEBJSQnS0tKwZ88e2Gw23HvvvVizZg0ee+wx\nHDhwACqVCg6HA9u2bUNxcTF27dpV7z2NRiPWr1+PhQsX4rHHHkNycrLP/vz8fOzYsQMfffQRAMnR\nvf3225X9W7duRf/+/fGnP/0JP/30U8Dm8kT9OF2SwFSzgT8WzpTlK485V/1/MBAE0flRGfR+27gK\nEpiEBAnMdoocIq+srMTixYuRkJCAvLw85OTkKILP6XSiqKgIiYmJeO655xAWFoaSkhKMGDGiSff2\nDpFbrVbMnj0bY8eOxfnz5xXhmpiYCKPRiHJ37s2gQYMAAElJSXA4HCgtLcXQoUMBAN26dUNSUlKD\n9x01ahQiIyPxwAMP+O3Ly8tDcXExFi5cCEASwQUFBcr+S5cu4a677gIA3HrrrVCr6Ue7sSgOZh0C\n87rd88XBOflWWRNBEO0XHweTZQFBAE8OJuGGqsjbOTExMcjIyMDf//53xMfHY9SoUdi8eTPef/99\nTJ48GT179sSaNWuQnp6ODRs2oEuXLmjO8fLh4eGIiIgAz/Po168fjh6VcvBKSkpgNpsRHR0NAH75\nmSkpKcjOzlaOLSkpadI6kpOTkZKSgg8++ACbN2/GAw88gJtvvlnZ369fP+V+ubm5cDqdTbpfKMIL\nkmh0CoH/7by3cy4SmARBeAjv2xesXg+nvbrhg4mQgGyeDkBKSgomTZqEffv2ISkpCXPmzIHdbsc9\n99wDo9GIadOmYe7cuTAYDIiPj0dpaWmT7ieHyAEp//OWW27B6NGjMXDgQDz55JPYtWsXampqsG7d\nujqdwrvvvhsHDx7EjBkz0K1bN8TExDRpTQMGDMCYMWOQlpYGjuMwdOhQJCYmKvvT0tLw+OOPIy0t\nDcnJyVQcdANU8zUAABsf+AvCKbiUxyQwCYIQvHLrw3v3Anf9OoQaEpiEBCM2p93VwcjKykJqampb\nLyMoOtJaQ5mO+j4JooA5nzwMQRTQPaIrXp7yjN8x23O/wtaTXwAAZg2ZiumDp7T2MpuNjvo+hRr0\nPrVvspevhM3dC7PP4gW4tmMnBJ7Hz979exuvrPPSkX4nyMHs5GzatClgwUt6ejp69uzZqmvZs2cP\n3nvvPb/t8+fPx4QJE1p1LYQvVs4OQRQAADbeHvAYcjAJgvDG28HUd+kCVq8Hb7G24YqI9gQJzE7O\nsmXLsGzZsrZeBgApbH733Xe39TKIAFTVmJXH9jpD5JSDSRCEB5H3fCZEDBwIlU4PoaYGoii2WN9k\nouNAApMgCFg5m/KYc/HgXTw0Kt88VrmNkXQMtSkiiFBH4DnoErsAixdAGx0FlUEP0eWC6HSCoTz4\nkIeqyAmCAO/yrRwP5GJSiJwgCG8Ejger1SpiktVLfTFd1TVtuSyinUACkyAIH/EIBK4kpxA5QRDe\nCLwkMGVUboEpOEhgEiQwCYKARzyqGOkjwc415GBSiJwgQh2B48B6hcJVeh0AcjAJCcrBbIdkZmbi\n0UcfRUpKCgBpznZ4eDjeeecdaL3+WqyPwsJCLF++HNu2batz/7Rp0zB48GAAUr/LUaNGYfny5T7H\nnT59Gnv27GlUoZDD4cAXX3yBGTNmBH0O4Pu6RVEEx3FYu3YtBg0ahNWrVyMnJwfR0dHgOA49evTA\nhg0boNFoMGTIEAwfPhyiKMJut2PBggW47777At4jJycHy5Ytw7/+9S9ERUUBADZv3oysrCz8/ve/\nr/e1vvrqq4iPj0daWprP9nHjxuHgwYONeq3tDVlgRukjUVFtgsmr6Kf2MQA5mAQR6oguFyAIPg6m\nEiKvIYFJkMCsl4v/eB/lP/zYrNeMGzsGfRctaPA4eVSkzKJFi7B3715MmjSp2daSkpKijIQUBAFp\naWk4c+YMBgwYoBwzcOBADBw4sFHXLSsrwyeffNJogQn4vu7vv/8er7zyCt566y0AwMqVK3HnnXcC\nAB577DHs2bMHkyZN8hltabFYMHHiREybNi1gFePgwYPx4IMP4tlnn0VGRgYuX76Mjz76CB9//DEi\nIyMb/Vo7C7I7OahLf3xfcBhHi0/gtu5DAx4DkMAkiFBH4KXPAFbjkRHy6EgSmARAArNDwHEcTCYT\noqKisHHjRhw9ehSCIGDhwoWYPHkyDh8+jE2bNkEURdhsNmzcuLHRk2wcDgc4joPBYMDq1athMplg\nMpmwZMkS7NixA7/61a+we/duPP/88wCA+++/H2+//Ta++uorfP3116iurkZMTAw2bdqEN998E/n5\n+di0aRMWLFiAp556CpXu+bR//vOffUY81ofZbEZsbKzfdpfLBavViri4OL99VqsVkZGR9bbIeOih\nhzB79mzs378f77//Pv7yl78gMjISmZmZ2Lp1K15++WV89dVXeO+998CyLFJTU7FixQqf+69Zswb5\n+fno2bMnOK7jh4t5t2AcmjgAuaV52HvhIFQMi6Wpacq/pa+D2fFfM0EQN47ASZ8ZjMYrB1MnhcgF\nEpgESGDWS99FC4JyG1uCQ4cOYd68eSgvLwfLshgzZgw4jkNhYSG2bNkCh8OBmTNnYty4cTh37hwy\nMjKQmJiIN998Ezt37sTUqVMbvEd+fr4yElKlUmH+/Pno3bs3AMlJXLhwodKk/ec//zkyMjJgt9sV\nYRUTEwOTyaQIsSVLluDkyZN46KGHkJeXh2XLliEjIwOjR4/GnDlzcOnSJTzxxBPYsmVLg6+b4zic\nOXMGr732mrJPnsleWloKnU6nOK3yaEtBEJCXl6e8prpQqVR44YUXMG/ePNx///0YOXKkz36TyYRX\nX30Vn332GQwGA1auXOkTAv/mm2/gcDiwbds2FBcXY9euXQ3+W7d3ZHdSq9Linn53YNupL/HN+e8w\nbcAEJBoT3MdIAlOn1pGDSRAhjsBLf2SyWo+ZQSFywhsSmO0UOVRcWVmJxYsXIyEhAXl5ecjJyVEE\nlNPpRFFRERITE/Hcc88hLCwMJSUlGDFiRFD38A6R16Zv374+z1UqFSZOnIivv/4a2dnZmDFjBliW\nhUajwfLlyxEWFoZr167B6fRtd5OXl4dDhw7hq6++AiCJwWBeNwBcuHABs2fPxoEDBwD4hshfeeUV\nbNiwAc8995xPiNxqtWL27NkYO3Ysbrvttjrvk5ycjOTkZNx///1++y5fvoyKigr87ne/AyDlwF6+\nfFnZf+nSJQwdKoWPu3XrhqSkpHpfU0eAd4tHNavC9EGT4XA68O8zX+NyVbEiMOVjwtR6EpgEEeKI\nSojcy8E0yALT0SZrItoXVEXezomJiVGcu/j4eIwaNQqbN2/G+++/j8mTJ6Nnz55Ys2YN0tPTsWHD\nBnTp0gXNMV4+UIj5wQcfxBdffIETJ05g3LhxOHPmDHbv3o2//vWvWLNmDQRBgCiKYFkWgiCNHUxO\nTsbChQuxefNm/PWvf8W0adOCXkN8fHyd+5KSksDz/iInPDwcERERAfcFS48ePZCUlIR3330Xmzdv\nxm9+8xsMGzZM2Z+SkoLs7GwAQElJCUpKSm74Xu0F2Z3UqNRgGAYDE6QCswJTkdcxLjAMAz05mAQR\n8sghcm8HU2lTRA4mAXIwOwQpKSmYNGkS9u3bh6SkJMyZMwd2ux333HMPjEYjpk2bhrlz58JgMCA+\nPh6lpaUtsg55dvn48ePBsix69+4Ng8GA2bNnAwASEhJQWlqK4cOHg+d5ZGRk4KGHHsJTTz2Fbdu2\nwWq1NliNLofIWZaFzWbD6tWroXd/aMlCWxaw6enpADwhckDKV73lllswevToG36dsbGxWLhwIebN\nmweXy4Xu3btj8uTJyv67774bBw8exIwZM9CtWzfExMTc8L3aC3KIXM1KHwm9oroDAC5XeQtMJzSs\nGlqVBiaHf5U5QRChg1zkw6j9BSaFyAkAYMTmsLs6KFlZWUhNTW3rZQRFR1prKNNR36etJ/+N7bk7\nsW78YxiQILWJWvT5Y4jWR+KvU9YCAFbueg5ltnJ0j0jERVMhPprxatsuugl01Pcp1KD3qf1iPn0G\nJ1c/he7T70f54IFITU2F+cxZnFz1JLo/8Gv0WVB/LjxxY3Sk3wlyMDs5mzZtUgp1vElPT1ccydZm\n7dq1OH/+vN/2v//974pb2VROnDiBjIwMv+2TJ0/GnDlzmuUenYnaDibDMEgMj0extdTrGCfUrApa\ntRZOwQlBEMCylGVDEKGI0qYo4CQfysEkSGB2epYtW9aoJumtwdq1a1v8HkOHDq2zgInwR55FrmZV\nyjatSqO0LwIkEap2h8gBgBN46Fld6y6UIIh2gafIhyb5EIEh+4EgCKXIR63y/M2pVWsgiAJcbndT\ndjA1ssCkQh+CCFmUIh+Nd5siarROeCCBSRCEV5sij8DUsL5C0uNgSiGx9d++0iwdCwiC6HjIfTAZ\nbwfTIIfISWASJDAJgoAnB1PjJTBlIckrAtMJNavG2J5SgnmBqRBVDksrr5QgiPZAoDZFrFYLMAyF\nyAkAJDAJgoBXiNwrB1PjDpcrDqZLCpHf1n0oftX/bgBAqfV6K6+UIIj2gBAgB5NhGLA6HYXICQAk\nMAmCgCQegVohcq9iHsDjYAJAF6PUBL/MXt6ayyQIop0guqe2MSrfWmGVQU+TfAgAJDAJgoDXJB+f\nELlbYDp5qdhHFBRXMyE8DgBQaiWBSRChiOiS0moYdS2BqdfTJB8CAAlMgiAQuMhHFpi8wCuV5HII\nvYssMG0kMAkiFJEdTFat8tmu0uspRE4AIIFJEASkIh+WYX0ap2u92hHJRUAq1tfBLCOBSRAhieJg\nqnwFJusWmNRhgiCBSRCEUsDjjdymiHfxfkVAerUOkTojSm1U5EMQoYgg52AGCJFDEJRG7EToQgKT\nIAifAh6ZQA6m9zFRughYOJvyXBAFlNsrW2G1BEG0NXU5mPK4SPOZs+RihjgkMAmCgFNw+RT4APCZ\n2BOojZFeo0cN7wmFfZ1/AH/48kkcunKslVZNEERbIdbhYLJugZmzZi3O/fX/Wn1dRPuBBCZBEOAF\nvk4Hk3fxAYuADGo9XKKg7Puu4DAAYFf+/tZYMkEQbYjolBxMNlCI3E3Ztwdgv3ylVddFtB9IYBIE\nIY2BVNUTIncFcjB1AIAaXqoYjQ+LBUCFPwQRCoguuQ9mrRC5Qe/z3FZwudXWRLQvSGASBAFe8C/y\n8W5TFCgH06CWvkiqnZLAjNJFAACuUx4mQXR6BKfcB7NWFblO5/PcZbeBCE1IYBIEEbDIJ1AOpnee\npkHjFphuB5NzcQCkYh9BFFp8zQRBtB2eIh//ST7eOG32VlsT0b5QN3xIyyEIAtauXYuzZ89Cq9Xi\n2WefRe/evZX9e/fuxWuvvQa1Wo3p06dj5syZ2L59Oz7//HMAgMPhwOnTp3Hw4EEUFhbi97//Pfr0\n6QMASEtLw5QpU9riZRFEh8PpcvoV+XiHyK/bKwDU72DWuAUmILmYcjN2giA6H0qIPECjdW9cdhKY\noUqbCszdu3eD4zh8/PHHyM7OxoYNG/DGG28AAHiex/PPP49PP/0UBoMBaWlpGD9+PB544AE88MAD\nAIC//OUvmD59OiIjI5GTk4NFixZh8eLFbfmSCKLDIYqilINZRx/MEmsZtud+BQBQeR3jcTClucM1\nTs/84dzSPHTpO6ZF100QRNshF/n4OZh6g89zEpihS5sKzKysLNxxxx0AgGHDhuHUqVPKvvPnRJij\nogAAIABJREFUz6NXr16IiooCAKSmpuLIkSOYPHkyAODkyZPIz8/HM888AwA4deoULl68iD179qB3\n79548sknYTQag1pDR6EjrTWU6WjvkyAKECGi2lbts/Yyh+Ra5lzNU7YZqzTKMWWmUgBAbl4uxKsO\nXK/0NF3fk/MdIiq0rbH8G6ajvU+hCr1P7RPuuvT7fiLnFBi9XnmfXJcLfI4ruVKISnoPQ5I2FZhW\nq9VHBKpUKjidTqjValitVkRERCj7wsPDYbValedvvfUW/vjHPyrPhw4dihkzZmDIkCF444038Npr\nr2HVqlUNriE1NbWZXk3LkpWV1WHWGsp0xPepxukAzgOx0TE+a79mKQWubIeJNwMAHhm9CLf3Hqns\nt17k8c31H5DUsxtS+6Xi04pvoOE0iNVH4bLjKm4ddqtfZXp7oSO+T6EIvU/tl9z/foVKAMNTU5Gd\nk6O8TyWVVcj3Oi7aoMdAeg+bjY70B1ebFvkYjUbYbF6TQAQBandPrdr7bDabIjjNZjMuXryI0aNH\nK/snTJiAIUOGKI9zc3Nb4yUQRIdHLuBR1VHkI5NoTPB5roTInZ4QuV6tQ0pcH1Q7a2B2WEEQROdE\nqSKv1aZIn5QIAIgcPAgAFfmEMm0qMEeMGIEDBw4AALKzs9G/f39lX79+/VBQUACTyQSO43D06FEM\nHz4cAHDkyBGMGeOb37VkyRKcOHECAPDjjz9i8ODBrfQqCKJjI/e4rKvIRyYxPN7nuV7t7oPpLvJx\nODnoVVro5O0uBwiC6JwoVeS1Gq1HDR6MIenrMWjNk2D1esrBDGHaNH41YcIEHDx4ELNnz4YoikhP\nT8eXX34Ju92OWbNmYfXq1ViyZAlEUcT06dORmCj9ZXTx4kX06NHD51pr167F+vXrodFoEB8fj/Xr\n17fFSyKIDgcfYAwk4Otg6tU6ROh8c5prtymqcToQo4+EXiXlXjqcHAiC6JyITifAsmAYxm9flNu9\nVIeFkcAMYdpUYLIsi3Xr1vls69evn/J4/PjxGD9+vN95S5cu9ds2ePBgbN26tfkXSRCdHIe7vZBO\n5VuUo2U9AjPRmOD3ReJpUyQ5lQ53iFx2MB1OcjAJorMiulx+YyJrowoLA282t9KKiPYGNVoniBBH\ndhplYSjDsp6Ph97R3f3Ok0dFVtWY8XbWFvCCEzq1Djq1JFRryMEkiE6L6HT6hcdrow6XHExRFFtp\nVUR7on2WeBIE0Wp4BGbdbYV+PXCi3zbZwTxS9JOyTa/WKbmZDsrBJIhOi+B0+hX41EYVFgbR6YTA\ncVDVGiFJdH5IYBJEiCMLQb3a/wtgztBfQ6fSokdkkt++QMfr1Fol1E45mATReRFdLr8pPrVRhYUB\nkJqtk8AMPUhgEkSIoziYKn8HM5BzKaNiVegX0xuXqgrhEqSKUr1a76kipxxMgui0iE6X3xSf2qjd\nAtNps0MbE9MayyLaESQwCSJE2Z77FQpMRRieJLX0qp2DGQzpE1ZBFEX89t+Pw8LZIEKE3h1q51zk\nYBJEZ0V0OcFqNPUeo46QOk84LZbWWBLRzqAiH4IIUbae/AI/XslSnEaduv4vi0AwDAOWZRFtkEa6\nmqqroFVRkQ9BdHYkB7P+ELkuXuqd6yi7Xu9xROeEBCZBhDhWTupTp1PdeI5UrFtgVtZUeYp8KERO\nEJ0WIYgqcq0sMK+TwAxFSGASRIhjdkjhK309VeQN8euBkwAA9w2YqFSjU5EPQXRepCKf+gWmLiEO\nAMCRwAxJKAeTIEIQp7soBwAs7pnhN5KDKTO4S39smbEJKlaFa9YyADQqkiA6M2IQbYp05GCGNORg\nEkQIYuNsymOr+3GgKvLGoHKPmqRRkQTR+Qlmko86IgKsVgvH9fJWWhXRniCBSRAhxumyc3hm70vK\nc7PbwQzU1/JGqD0qsqLahFW70vHTtdxmuT5BEG2L6HIBotigg8kwDLTxcVTkE6KQwCSIEGPtvpdR\nbClRnlscbgezCTmY3iiN1l0ctp36Eg//92lcNF3B3478s1muTxBE2yK6pBSbhgQmIIXJnWYzXA5K\nmQk1SGASRCdDEAWUuPMgA1F7LnBz5GB6w7IsNKwaFdUmfJqzA7yLBwDEGKKb5foEQbQtgtMJAGA0\nDZdxyL0wXdXVLbomov1BApMgOhmvZ36Ah//7NC6bigLurx0Kd7gbomtVje+DWRc6tQ5XLaXNdj2C\nINoPolN2MBsWmHIzdpHnW3RNRPuDBCZBdCIsDisOFGQCAK6YiwMeE6Yx+G3TqjTIKzBh6mP/Rs6F\npifkBwq3V1abmnxdgiDaHtHldjCDCJEz7gEOAgnMkIMEJkF0IrKKTyqPHc7AH+ga1t910Kl1eOeL\nUwCAD3eebvI69F5N2/93zGKkxPZBRU2VX3ieIIiOh+xgNlRFDngcTIF3tuiaiPYHCUyC6ETUeE3P\nsbkn9NTGzvvnQulVWpis0rlRxqbnYno7mPFhsYgxRMEluGDxao9EEETHpDEOJuvO06QQeehBApMg\nOhGcy9N70hpAzAmiACvvLzx1ah2q3AIzMqzp1eR9onsojxPC4hAjj5KkMDlBdHgEOQdTHUSIXEMh\n8lCFBCZBdCI4l+dDPJCDWc3XQBRFMGAQ61XVrVNrUe2QvjQcvMvvvMYyqudw5XG0PlK5V2V1VZOv\nTRBE2yLKVeSNCpGTwAw1SGASRCfCW2AGcjDlbXf1GY1loxYq2zWMx7W0VTf9i+CWLgOUxyzLIkYv\nOZgVJDAJosPj6YPZiCpyJ+Vghho0i5wgOhGc13jG85WXcbrsHAYm3KRss7pdTaM2zKctkRp6zzHN\nIDDVKjVenPhnsIz0N2yUPgKAp+cmQRAdF1ksskGFyCWZQQ5m6EEOJkF0IjjB4xKUWMvwzN6XfESn\n7GAadeHQes0e17NhyuPmcDABoFd0d/SISgIAROikZssWjgQmQXR0GjPJh1VTH8xQhQQmQXQivIt8\nZCq8CmsUgakN86n01nkLzJrm/yKQBaaZHEyC6PAIjcjBpCKf0CUogbl48WLk5+e39FoIgmgi3jmY\nMuVeAlOeO27UhvuEyHVM8zuY3kRq3Q5mLYEpCAI2Z3+GCxWXm/2eBEG0DI1yMJUQOeVghhpBCcxT\np05Bp2ueOcUEQbQcAQWmvVJ5LLuZMYYoH4GpgWe6j73GCZfQvA3RDRo9VAyrCFyZrKsn8eXZ3Vj9\nzfPNej+CIFoORWA2ooqcQuShR1ACc/78+Vi7di0yMzNRVFSE8vJyn/8Igmgf8A2EyK+7xWZ8WKxP\nDqbGq8gHAKodzes2MAwDo87o52DaOf+m7wTRXhA4Drnr01Geebitl9K+EAQAAMM2LCGUEHkdk8WI\nzktQVeTvvPMOqqur8cMPP/hsF0URDMPg9Ommj5YjCKLpcC4nGIbBgPh+OF0mpbVkFZ3AmJ4jkGhM\nQLm9AgzDIMYQDZZhlPPUgiQw9VoVajgXbNU8jAZNwHvcKJHacFTU+LYp4gUKmxHtF/vlK6g8mgVV\nmAFxo0a29XLaDaJbYMLrM6QuPA4m/a6HGkEJzNdff72l10EQRDPAuThoVVo8fvsfcL6iAM/u/z+c\nLb+AJ795Ae/c/yKu2yoQq4+GmvXNnWLdAjMmUo+r120N5mGmv3cYR3Kv4bMNU8GyDX/JAFKhzxXz\nVbgEF1Tu+ztJYBLtGM4kuf+8SfrD6OqOnSj5+hvc8kI6VCGcNiY2xsFUU5uiUCUogTlmzJg693Gc\nf0iOIIi2gXPx0Ko0CNeG4ZZET7NzC2eDIAgorzbhptg+fucJTknwxUToghKYP568CgAw2zhERwT3\nRStXkls5G6L0kQB8Z6cTRHuDr6ry+f+Ft/4OQHI2I25KabN1tTmNEJg0ySd0CUpgVlVV4a233kJe\nXh4E9w+WKIrgOA7nzp3D4cOUn0IQ7QFZYAJS3qNOrYPDLeIuma5AEAXEhcX4ncc7pd/rmAjJyQy2\n2XqFuabRAtPi8AjMQOMsCaK9IDuXvKlKac0DQBFYoYooFwE2QmBSkU/oEVSRz9NPP43PP/8c0dHR\nOHToEOLi4mC1WpGVlYWlS5e29BoJgggSzsVDy3pyJzdO/DNGdh8GADhZchYAEB8eq+zfMGE1/t8v\nnwTnlKpCYyIlsVifg2n36pNZYa4Jem2RunAAgNlhUbZZSWAS7RjFwbRYYL9UoGx3OULbefeEyBtO\nj/H0waR0mFAjKAfzxx9/REZGBu666y6cOXMGS5YswYABA/DMM8/g3LlzLb1GgiCChHfx0OoilOdd\njPEYnjQYh4uykVsm/a7GGqKV/cmxvaXz+AoAHgfzp3NlAETcM7K33z3KqzyisrIRAjNMI/XatPOe\nc8jBJNozsoMJQUDlsePKdld18D/3nZJGhcgpBzNUCcrBtNvt6N+/PwAgOTkZubm5AIC5c+ciMzOz\n5VZHEESj8A6RyyRFJAIAzpVfBABEuJuee+Pg3Q6mO9z97bFCvPJxdkCHsszkaS1UYQn+i1bvnhzk\nnXdp46W+mCq24YbNBNHayEU+AGDJy1MeCzWhLTCVKvLGhMipTVHIEZTA7NatGy5dugQA6Nu3r9KW\nSKPRwGKx1HMmQRCthSAIcApOaL1GQAJA14gEAJ4xkRHuULU3Sg5mpG8/zOsm/z6V3tsqqhojMKVr\nO7wEptVhV9YuiKGd10a0P+QQOQBUF11VHrscoS0w4f5dZZhG9MEkBzPkCCpEPm3aNKxcuRIbNmzA\nXXfdhaVLl6J379747rvvkJISwpV0BNGO4ATpA1zD+v5aR+siwTAMRFFKzDdq/QUm53YwaxfslFba\n0b+Xb1FQuZfArLQEn4umC+BgWnlJYIoQwbl46NWh2/qFaH8oIXIAjpIS5XGoh8gb5WCqqQ9mqBKU\nwPyf//kfaLVacByH22+/HYsWLcKLL76IxMREvPjiiy29RoIggkAeE3m1rAZVVgeijJJYY1kWkboI\nVNWYAQR2MGWBGVvLwSyt8HcwfULkjcjBlMWjT4jcKwfT4XSQwCTaDaLLBd5s9nkuI1CRD4BgJ/lQ\nDmaoElSInGVZ/O53v8P48eMBAA8//DCys7Oxa9cu3HLLLS26QIIggoN3C8yikmr87V8nffZFu9sC\nAZ52Qd5w7hB5VLhveL2s0r8I51q5HQwDRBm1jSrykcWjwz3OUhAE2HmPWK3dE5PC5sSN4CgrQ9mB\n75p8HafVCggCNFGRfvtc1SE+4tTdpohRUR9Mom6CEpgAcOXKFaxfvx6LFi1CSUkJtm7diqNHj7bk\n2giCaASygwlBhaIy35nf3gLToPZ1KQHJwdSqWahqfWGUVvp/kV6rsCEuUo/IcB1qOJff/rrQqdwO\nJi8JSbvT99oOp2dogyAK+NPOv+DlH94O+voEAQDZf1qJvI1/heVcfpOuw7nD42G9/TspuKjIR3oQ\nxKhIhmXBqFQUIg9BghKYJ0+exNSpU3Hu3DkcOXIEHMchNzcXCxcuxP79+1t6jQRBBAHndgYhsrDX\n+H6YR+k9rYuYAF8KvFOARuNfyV1ay8HknS5cN1Wja3w4tBoWvDN4ganXuAWmSxKYtR3LGqcDphoz\nckvzUGwpwVVLKTILj6OaD+0vc6JxON2Fp06v8PaNwLsryMN69/JsdIeEhRoKkQPBhcgBqdBHoCry\nkCOon46MjAwsWbIEH3zwATRuu3vdunVYuHAh/u///q9FF0gQRHDIDqYosKh2+ArMaH1U/ee6Hcza\n1K4iL6mwQxSBpLhwaFQsOD74ELZe5VvkU1tg/nlPBp785gWs3fcy/nt2r7L9jSObYXH4OrJE6OK0\nWlGZdazhA4MUP3UhV5AbkpKUedq6OGlIQag7mI3pgwlIvTBpkk/oEdRPR05ODqZOneq3fdasWTh/\n/nyzL4ogiMbjHSKvLTAjA+Rd+pzLu6AN4GDWDoFfK5cczcS4MGg1KrgEES55bFwDKDmY7lC4d0hc\n5rpdavi+58L3yrZDV47h89O7groH0bkQKitRffUaAGk8sf3yFZx8cg1y1z0HS14DQz6aOM5RriDX\nxERDEyX9gaaNjZMuHeJtiuSOFMGKeEatoRzMECSonw6DwQCTV8NZmYKCAhiN9X9xEQTROiiOoKCC\no5YwrN18vTacU4BW4/9x4HQJPgLy6nWpl2ZSXDg0bscz2DC5Vh3YwYzS+xdRAFK7pSn9pcLCS5VX\ngroH0THgzRaYTpz0CJU64F59A8ce+iNEUYTp2HEcf/hR2AsuS/sqKuo919XEMLbsYGqjo6GJlgVm\nNMAwId+mqPEOpoZGRYYgQf10TJkyBRs2bMClS5fAMAx4nseRI0ewfv16/PKXv2zpNRIEEQRWhyT+\nRKe/mFQx9U/KqcvBBACe9whIOSezS2yYl8AMziliGRY6lVZptC4LzEDu6tDEgZh76/1YOHwGEsLj\ncMV81e8YouNSsPlD5KxZi2s7vgrqeEdpqZ9j6d2jMhBNdRnlKT6aqCjFwVQbI8DqdCEfIm9sDiaF\nyEOToH46VqxYgYSEBEyaNAl2ux333nsv5s+fj5tvvhkrVqxo6TUSBBEE8qQe0an125faXWontnjE\nrIDnck4BWrUkMGfeI42FvdndYN3hJTArzZIojIs0KMdzfCMKfdQ6LwdT+pKuXcRzZ59R+PPPH1Hc\ny55R3VBVY4aZ8jA7DeU/SiOGL/7jAwicf6oE4FWpDMB8+gxEp68D1uIOphwij46C1u1gqsLDoNLr\nm3ztjk5jGq0DVOQTqgTVaF2r1eLVV1/FhQsXcPr0aWg0GqSkpCA5Obml10cQRJBY3AITbgdTFEWl\nYjzWEI1ts94IeJ7LJUAQRMWRnDd5IH4zaQBe+ugYzl6u9CnkkRurR0fooNE0zsEEpGk+cu6l3K7o\nnn6345v871BeXQkAiA+L9TmnV1Q3HCs+icKqYgzq0j/oexHtE9HlUhxAkedRU1qKsB49/I7z7jVp\nOXMWAucrULgK6eelMusYCj/djqSp9yJuzGjP+U10GfmqKjBqNVRhYR4HMzwcKr0+5GeRKyHyINoU\nAVKInNoUhR51/vnxyCOP+OVdJicn495778Uvf/lLEpcE0c7wOJiSwKxd6FMXskPpHSJnGEZ5znnl\nWFaYaxBl1EKjZhUHszECU6/WK86l7GT2iEzCG9PSlWN0Kl8HtkdkEgDgShWFyTsD1UVFPuHSmmsl\nAY9z2mzKY9vFS+AqJUH5s39IvVG5igoUfrodueuegzn3NEq+3u0j/JoiAkVBAFdeAU10NBiG8RKY\nYWD1OrgcNag8nt3kXpsdlcY6mKxGA8FJAjPUqPOn49ixY7j33nuxe/fu1lwPQRA3iNU9dlEWmBZ7\ncCEpWSDWLvKRn3uHwCvMNco4SdnxbEyIXKfW+hX5yNXl/WKlhtYJ4XE+5yQa4wEAZfbyoO9DtF+s\nFy4BACIG3AwAcJSU+uyXhYjL5unB6rTawFdWgtXroY2NAavXo+baNVze8jE0MVIqR01JCZx2j+vp\nasI4x5JvdoOrqEDkoIEAAGP/FABAeN++Uoi8uga5a9fjxIpVN3yPjkyj+2CqVIAg+IzbJDo/df50\n7Ny5E3fffTcefvhhrFy5EuYmNq0lCKJlsdUKkVtsgXPbaqM4mGrfIh+d28GU91c7nKh2OBFTS2A2\nzsHUwSUKcLqcyshInbu6/Ik7/oiHfjYP43rd5nOOLDjLbPXn3BEdg+orUkeA2JE/AyAJQ5nK49k4\nNPs3KPx0u4+D6bLbwVVUQhsTDQDQxsaiuqgYotOJhDvGIWLAzai5VgKnxfM91RQH89pXu8BoNOiz\ncD4AIGrwYIze9hEiBw2EKiysyS2QOjzu6v+gBaa7jygJzNCizp8Oo9GIdevWYfPmzcjNzcW9997b\n7FN7BEHA008/jVmzZmHevHkoKCjw2b93715Mnz4ds2bNwrZt25Tt999/P+bNm4d58+bhiSeeACC1\nTEpLS8OcOXPwzDPPQAj1DwAi5LA4bGBFFSBKwtBWXb+D6XIJqHE4lZZGOq2vwFRC5G6BKc8dj3ML\nTHl/YwUmILmXcg6mvC1SH4HxyWP98rqi9ZFQs2pct5GD2REQXS7Y3K2EAlFTWgYAiL51qPTcHSJ3\nVVfDnJMLkedRsPmfKN33rXIOb7GAN5uhdbuV2tgYZV/kkCEwdO8OCAJsbncUaFqRj6PsOvRdE5XG\n6gCg0unc946t67SQodFFPm6BSWHy0KLBIp/bbrsN//73v/H+++/jj3/8I2655RYYDAafY959990b\nuvnu3bvBcRw+/vhjZGdnY8OGDXjjDakQged5PP/88/j0009hMBiQlpaG8ePHIyIiAqIoYvPmzT7X\nev755/Hoo49i1KhRePrpp7Fnzx5MmDDhhtZFEB0RK2eDCjrlOe+qX/j9MWMvispsePnRuwDUJzCl\n65S7BaZfiLwR4yJ1as+4yNoh8rpgGRZxYTEotZOD2RR2n/8Ox67m4J7k2zGi25AWu0/xF//Bpfc+\nwE2PPowuv/i5335HaSnAsgjv20cKdZeUoLq4GMf+8LDPcaW7PdOc5JxNORwefetQmE/lAACiBg9E\ndWEhAMCa78mJvNE2RS6HA06rFcaUfgH36+LjAm4PJURXwyHyMls5tufuxPxh08HKDiYJzJAiqCry\nCxcuKO5l165dodfrm+XmWVlZuOOOOwAAw4YNw6lTp5R958+fR69evRDlTq5OTU3FkSNH0K1bN1RX\nV2Px4sVwOp1Yvnw5hg0bhpycHIwcORIAcOedd+LgwYMkMImQwsrZoRI8v5sN5UYWlUkhSLkYSK/1\n/TiQczDlEHlFlfSF7QmR+wrQYAjTSOdW2E1BC0wASAiLxanSs+BcvNI0/qdruYgzxKBHVFLQ9w9V\neBePvx39yP2Ya1GBef3gDwCkMHNggVkGXUI8GJUKhm5JqC4sQumefZ4DGAZxY8eg3H0db2TnsseM\n6dDGREMUBKiNRhi6dwMAWPM9k+Vu1MHkyiWnXBsXWEjWFpje3RpChiByMP/fd2+goKoIUfoIDNe4\nHUyqJA8p6hWYDocDr7zyCj744AP0798fn3zyCQYOHNhsN7darT6TgFQqFZxOJ9RqNaxWKyIiIpR9\n4eHhsFqt0Ov1WLJkCWbMmIFLly7ht7/9LXbu3OnzSx4eHg6LxRLUGrKysprt9bQ0HWmtoUxbvE+C\nKMDOV0PLhyvbzp47Dx3fcOX1T6fOAADKy64hK8tTWHGtWOo7eTYvH3r+Kk6dlX6nyksLkZVVgWtX\nPfu1XHFQ6zTaJDH5+dH/ooKX8uVOnzwNDVv/37pMtZTztf/wd4jVRoETeLx84X0AwKqUpX7HZ1ed\nQZhKj/7GPnVeM5R+n8oclcrjy+VFLfraOffnsOVKod99RKcTXEUF2D69kZWVBT42BsKFiyj895ee\ng4xGVIWHKU+Z6CiI7p6UZXY7KuVrusVmUVYWBHcep+VKoXJe1fXrN/Q6XZekVK1yzgFzgPNdlZU+\nz7MOHQKj9e8925nhS6V/79zTp8FWSIK89r91QVURAKCouAi93VORTmQfBxsd3YorJdqSOj/Vv//+\ne6xduxalpaVYtmwZfvvb30Klqn8aSGMxGo2weSVyC4IAtdtKr73PZrMhIiICffv2Re/evcEwDPr2\n7Yvo6GiUlZWB9fpLymazITIy8Pi52qSmpjbTq2lZsrKyOsxaQ5m2ep/MNRbgPKBhPekrPXr0Qmpq\n77pP+kj6Mu6S1BNAOZL79kJqqicsaMYV4PAxdO/RC6mpfZB3/QyAKtw6ZABuvSkBla4C4Eg2evbq\njdTUXkGtc5gwDHu/zMSZ6kvoHtEVjJ3BqNtGNugAXTh1FSdz8pDYNwlDuw5EsaUEuCDtq/3vLYoi\nXtgmtbKpq/dnqP0+ZRYeB9zTNi0uO4aPGA6WCS5/rrH8tOUTWAHAbsfQlBSlxQ8AKRQOIL5fP9yU\nmooymx15R48BXm2LDNFR6Dt2DHK/ljqYRPToAbNbYPYdMgRdArxv9sSuOP7u+4Dd8wdSmEaDYTfw\nHpdarDgHoM+QIega6F4JXXD8n1uV50MHDoQ2xETT+cNHcQ3A4CFDENarZ+Dfp3zpdzApKQkJiUAJ\nTmLIgIGK20zcGB3pD+M6P2GWLl2K+Ph4fP7553jooYeaXVwCwIgRI3DgwAEAQHZ2Nvr39zRR7tev\nHwoKCmAymcBxHI4ePYrhw4fj008/xYYNGwAAJSUlsFqtSEhIwKBBg5CZKU2HOHDgAG677Tb/GxJE\nJ8XKS1+srOBxUrggi2/kanP/ELlvFbnFXTRkNEgharUcIm9EkY+KVWFAfApsnB3X7RXQq3VBhRfj\n3M3Xy+2Se1RhN9V5rDyKkvBQbJYcJ51aB6fgRGV1/WMWm4Lj+nXlsb2wSHksOJ3If+1NaR1dEgAA\nkYMG+Z0vOBw+jdf17mMB3+Ieb9RG/3GjNx4il3J9tXGBi3m08fG+9wnBueQNFfl4F9lW1VioyCdE\nqdPBfOKJJzB//vwWzS2ZMGECDh48iNmzZ0MURaSnp+PLL7+E3W7HrFmzsHr1aixZsgSiKGL69OlI\nTEzEgw8+iCeeeAJpaWlgGAbp6elQq9VYtWoV1qxZg5deegnJycmYOHFii62bINobNfK4RZfnV5oP\nsvjGYne3C9IEblMk51ha3cdFhEkiViu3KWpEH0wAMOqkMH5FtQkx+qgGjpaINUQr53j/PxDKRCOE\naH5cAIotksAc1nUQMguPo9R2HXFhgcVaUxB4HrxXCNl7XnjlkSylMMeY3BeAlM8Y87NUqMON0ERG\noPiL/0AdboTWK89R16WL8lhTh1Oo9gqpK2uRpwWJIoo+/zfiRo+EoVvD7llDOZjqMN8iV++JQ6GC\nKLjbFKkCC8zrXgV5phozWLX0/lCRT2hRp8BcsGBBi9+cZVmsW7fOZ1u/fp4Q3fjx4zF+/Hif/Vqt\nFhs3bvS7Vt++ffHhhx+2zEIJop0jF8yIgkck1ld84/SqMLe6nUm9XxW5byN1uXG7MUxCKIPEAAAg\nAElEQVTj3t94BxMAjFqPGJB7YDZErEESorLzJjuZgL+ItDg8AtPhdECvaZ6ixI7EZVMRXs18D38a\nuxTdIhJRbCmBimExpMvNksC0lmNgwk3Nfl9ZnLFaLQSOgzU/H2G9eiKsZw+YT58GAKQs+4PSAxMA\nBv35SQCA02oFZzKh56wZPu+nLsHjGNblYLIajXJPAFCFh8PlriKvOnkKBe9vRsHmf2Lc5580+Boc\nsoNZTzsibVyc8lpDcmxkA6Mi5T9oAKCqxgxGLaWskcAMLVomCYcgiFZFEZhOb4FZt7Mo974EAHMD\nIfIazoX3/pODn86VgWUZGHTScRpV4xutA74C0xCk+KvtYMpzywH/kLjVy8H854l/4WLllUatrzPw\nwvdvoMBUiH/l7oIoiii2lCDRmICkCMkNLLVdb+AKN4ajTLqu8SZp8k3R9n/h+LL/hSiKMJ8+A0al\nQvyddwQ8V2004ubH/qSEx4f9dSM0abOgdhd7Mmq18jgQqnBPgZu+SxcINfLvhFvUBNkbma+qAlgW\nmsi675X61mvoOXsmgKbPPO+INBQi9/4jz1Rj9gqRBzddjOgckMAkiE6AIjBdXgKzHuFXw3mcBKvb\nmdTpAofIj+Rew2f78sE7BRgNGsW10GhkgdnIELnWIwSigwyRh2vDoFFpFAfTOwfTzvt+wVs4q/J4\nV/5+rPo6HRcqfIc4dHbK3E3pI/URsDissHF2dItIRLRecpKqHMF12WgslcezAXiaqMs4yspgu3AR\n4cl9lYblDRHetw9UN/WD2i0c5bngdSEfx+r1UEdGQHS5IPA8nF4jJ4MJZ/NVVdBERtbbgofVaBQB\nGpohcrlNUeDaDHlKFyD9rCmTfKhNUUgRlMA87Q5tEATRPpEFpuCVg3m+0ITDudcCHu/tYNaVgyk7\nmFVWz5dFhDs8DnhGSzamDyZQW2AG1+2BYRjEGqJRUW3CV3n7cLT4hLLPxtt9jvV2T2SOFJ3w29ZZ\ncQme99bp4pVwZbfIRIRppfxBO9f8okjgeZTu3gu10YjEib49iE3HsyE6nTCmpDT6urJwlKf4NHSc\nJsKoiD++ygyn1SOmrRcuNng/vsoMTVTDP5esux90KBb5QKy/DybnJTBdggtORsrZpCKf0CIogblk\nyRKcOBE6H9AE0dFQBKbT8yt9Iv861r+T6ZNvKePg/QWmX4jcLSDl/QBgNHhyJmUHszGTfADJjZQJ\nVmACUh6myWHGp7k7fLbbeV+x5B0il/EOqXd2Lld5epKaHVaPwIxIRLhG+rev/W/WHNguXARfVYX4\n28f6tCYCgKoT0hANQ/fGN8VXuQt4tLH1twJSG90OplariFGushJOi8fRtl24UO81BJ6Hy2bzW3/A\ndeklsR7aIfLAjjLnkqIiCe7uD3ZB+gyhHMzQIqhJPpGRkeA4ruEDCYJoE7xzMHValY9D6XQJUNeq\n9qxxeAvM+ot8fLd5jpFHRTqbkIMZYwguRC4dGw1RFGFxSIJhfPI47L1wELZablwgB1MOqe8+/z2K\nLSUYjD6NWnNH4rLJ0xrIwllRZJZc7G4RiUpbqJYQmJxJ+jfWd+3qF8quOnlS2pfUeIGpS0hAz9kz\n/cLutZHDsIxKpYyUPLFilc8xNSWl9V6DN0tupyaIPsoqg+xghl6IvKFJPrKDOTjxZnx78Udctl1D\nFEhghhpBCcxf/OIX+O1vf4vx48ejZ8+efqMiH3rooRZZHEEQwSELTKeTRZhO7SMwXS7R/3ivHEy5\nGKj2LPLaIXMAsNV4kvRbM0QOAHEGj4N1a9dBSI7phb04CHvtEHktB5NhGJRXV6Kar8Hfjv5T2pb4\nc0SVxyElrk+j1t4R8K7gNTusuGqRRFW3iEQwDIMwtR62FhCYfJU0mSmQ+yfv03ft2ujrMgyDXmmz\nGjxOdKcGMCpVnY3PHaVl9V6Dd0+cCcrBNEgOZihWkYsNCEyHUxKYt/f6GQ4WHME502XcBgqRhxpB\nCcxdu3YhJiYGx48fx/Hjx332MQxDApMg2pga3h0i51kYdGpUWjyV1S4hkMD0D2vr6qgi98ZW7RGY\nsoPZ2BB57SIfew0PvVYNto5wm0yi0dOuJsYQhXA5n7B2iNxh9XneM7Ibymzl+K7gsLLty5Jv8WXJ\nt3VO+unIyIJSxaoUN1er0iBCJzUjD9OGtYiDqYizaEmcMSoVRJfXzwbLQp/YJdCpzYIop4Kwqjrb\nGTnKghSY0cGEyEM3B1Pug4k6iq7kEHm0PhKDu/RHeb40fYYczNAiKIG5d+/ell4HQRBNQHEweRZh\nkb6/1q4GcjABSSyqagk8lmWgVrE+OZze3yeywJTbFImiiGqHE2F6DepDq/Lst1lYzNqwA7+ZNACz\nJtxc73mJRs9El1hDFMI0ksD0DpGLoghTjdnnvLiwGFyuKpLGJYYAxZYS6NU6JEV0QbG5BIIoIEof\nqYStwzSGFmlTpDiY7vDy8Ndegf3yFZzNeAkiz0MbEwNWU//PRlOQxQurVgVsyK7v1i0Igen7GuqD\nQuT1OJjuELlWrYVRGw67+7NFoCrykKJRbYp++uknbN++HVarFfn5+XDSXyME0S6odkouipNX+TmR\ngRxMB+f7u1s7/1LG4G5dpFYxGHFzF6ya72mQLTuccpuiPUeuYNZTO3DsbP15bt75eQeOSF/4H+48\nU+85ANDVS2DG6KMDFqzsu/gDLpkK0TuqOwBAp9IqofW86/4FHk5X63+GVfM1WP/tK3jv+CfgnM2b\n2y6IAq5aS5EU0QWRugg4XBwqqk2I1nl6OoZpDKjma3zG+TUHtcPLhqQkxI0aidifSWN7I27uX+e5\nzYEuQfr50Cd1Dehg6hO7wGmxwmmvWxA2JkTOdpAiH1dNDcynz0AU/T8HbpSG+mDKDqZOpYVGpYHc\nPY0czNAiKAfTYrFg2bJlyMzMBMMw+NnPfoYXX3wRBQUF+Mc//oGuN5BXQxBE8yE7mHCpoFb5OpGB\nqshrh8hri1KZX47qjc/25SM2yoC//G6Mzz4Vy4BlPDmY/9qfDwD47/cXMeLm4EKh2Wek6u5Bfeue\nmiITH+Y5JsYQpbTc8R4bKYfBH7/jD7A4rIg1RGP3he8B+Pbmk6msqUJCeOCRgC3F4cJsnCw5g5Ml\nZxCpM+KBQZOb7drl9krwLh7dIhLBMp4v/yivXNdwt/Nb7azxqehvKk6znIPp6/7d/PhjqC4qhjam\n/irwptJ36WJo42LR/f77lPC1N/L8c0dZGdS9ewW8Rl2vIRCKg9nOBebV/+xAweZ/osfMB9F7blrz\nXNQtVuss8nH/4aRVaaBh1RDcDiYJzNAiKAczIyMDLpcL+/fvVwp8nnrqKUREROCFF15o0QUSBNEw\nNU4HGDCAyPpVjAfOwQzOwZw3ZRDmThqAR2YO89vHMAzCDRqljVG4QQp/ehcC1cWGCauxcszDqDBL\nX87BjJtUeTV1jjVEo2t4AhLC4/DD5aNK5bTFYYNBo0dCeBySY3sj2hCFLuGe3M3ak4PK7XXPNG8p\nvEP1P13LbdZryzOgE8LjlJxLwFdgyqkFzZ2HyVdVQWUwgNX6jv9kGAZhPborfSpbCnWYAb3npkEd\nFhZQ+MgOpxwmN2X/BFP2Tz7H8G6Bqa5nio8Mq9UCLNvuQ+T2K9Ikq8Jtn9br3jaGhop8/BxM92FU\n5BNaBCUw9+/fj8cffxyJiYnKtp49e2LNmjX48ccfW2xxBEH4knnqqjI73JsapwN6tQ4A4y8wA+Vg\n+jmYgQWmimUwe8LNuPWmhID746MNuG6qhiiKSu6lLcD6apMc2xvdwzwukjyuMlgi9RFQq9RYMOxB\nuEQB35z/DoDUlidSa/Q5tk90D+Vx/7i+PvsqWrk/plNw4adruegZmYR+Mb2RV37R4z43A7JgjjPE\nKOM1ASBK7xsiB+DX3qmpyA3Kr1nL8Oqhf8Bcq9jKmwJTIT7N2dGiKQo9Zj6IyCGDledy2NvpbkWU\n88w65Dyzzuccp00qilIbfX+GAsEwDFR6fbuvIldHeP644CoqmuWaDYXIHS5O+vdhVdCo1HCRgxmS\nBBUir6qqQlSAnBSdTgeHo/k+HAmCqJvMU1fx7D8OY3ByHDb88XaffTVOB3QqaQRfMA5mbYFZu8l6\nsMRFGXCx2AxbjROsO7cyGAcT8BWiliAFZvo9q5BXfgFd3GHtEUlDoFPrcKr0rLtHpg29o7v7nNMt\n0pPCkxzTGz9d80wma20Hs4avAS840TWiC5IiEnG+sgBnr5/HrV0HNcv15XSB2LBo6FQeJ9G7HVRY\nHdX3TUEURfBmM4z9kvFu1lZku53Zh0cvCnj8+8c/xanSsyi1Xcf/jJzfbOvwpvfcNIguF85mbETM\nbalgdZ6Qdl35iE6rW2AG6baqDPp2X0Uueon4ZhPDggAwTJ2jOzkXB51KC4ZhKEQewgTlYKampuKT\nTz7x2eZyufC3v/0Nw4b5h84Igmh+Lpe4nZcL5X77apwOaN2CQlUrBzNwH0xfgek9ArIxxEdLYqXc\nVA1rtSQSLTYuqIICb4FZ7XAq1ej1kRLXB1P6j1eeq1VqDIzvhyLzNVyzlsEpOBGp83Wf1F6h9bgw\n3+KP1p7wU+OS/iDXqXW4yd2D87KpuJ4zGkeFXXo9cYZo9I3pqWwP5GB+e/HHZiv0cdnsEJ1OqCMj\nIbjf+/yKS3UeL4fyv734Y4u0TJJhVCoMWP04Eu+526fq21toiYIAgedR9O8v4Si7DlarDbraXaXX\nt/sQubeoa658UdEtMOuCc/JKtwgKkYcuQQnMVatW4ZNPPsGMGTPAcRyeffZZTJw4EQcOHMCKFSta\neo0EQQDKF3cg6nMwnQFERFmlb3PyKKPuhtYUHy19aV+vqlZC9zWcK6iQd+1Qv9V+YxXVQxKl9kaH\nC7MB+PbZlJELW3QqLf581yOY3OVOAICpuuqG7nkjWB02lFil9kB6lRZJRqkQ6qq1/qr7xlAuO5iG\naN8cTJ1/Dua3l37E4aLsZrkvZ5KErTYmWnG1Sq3XIYj+P3uCICjrlI7z/4OpJfAuypEn9sjPL73/\nIS69+x5qiouDCo/LsHpDuy/yEb361DanwKwr/xLwOJiAVOijOJgh2qbIUV6OrD88jIojR9t6Ka1K\nUAKzf//++OKLLzB27Fjcfvvt0Gg0+NWvfoUdO3Zg8ODBDV+AIIgmU5e+FEQBDi8H0z8H0/fEH09e\nxfG8MkRHeERl9I0KzChJrFw31fgIxKvl/uMaayM7mHKBkfkGBWZXt1C7XCUV+kTo/AXCs/c8jin9\nx2Ncr9swtOtADDBKuZjVzZj/2BCL/7UCf9n3MgDJwZT7el6zNJ/ArKg2QcWwiNT7Fql4j+c0aDzv\ntffc8qbAVcgCMwblbhfVJQrKmEpvSu3l4F2ePy7K7K0lMN1thaqr4bR4CUybHeZcT9qEPPs8uGvq\nITgcvg3l2xnermGzhfMbFJi88nmkYUPXwRR4HgLPo/hfX6CmuBhnXnixrZfUqgSdeJWYmIg//elP\nMJlMYFkWkUE0oiUIovkIFOoGPBWbakb6da7dpshVy8E8eloaJfjIzGFY904mgCY4mIrArIbV7hEN\nBVctGNC7/tZDssBMig/HxWKzXx7mm9tPICk+HPfd2a/e68iOpSzUIgI4mN0ju2Lh8BnKcw2jBgMG\nNc7WcZ+stcZX6tRa6NRaxBlimtXBrLCbEGOIVloUvTjxzzhVehY9o7opx6R2G4o7eo/EdwWHcc1a\nf+PxYOErJUdS4yUwASnH1fveABTR2Te6Jy6arqDU2vxN3wPhPXlHrhaXntuV/peAf4FPbmkeekR1\n80u9ALxcUYcD6rDma/nUnPjmYDZTFbko1lngA0hFPrFqqchMo1JDcB8aSjmYoiDgxONPgFGpoU+S\nCqQ1EQ13J+hMBN1o/W9/+xvuvPNOjBkzBqNGjcL48ePx0UcfteTaCILwwu5VPPPFd+dhd0i5jk5B\n+tBWKQKzVoi8ljC95nYXU3p4qoxv2MGMkQRm8XUrOKcAo7tV0aWrDYee5RB51zhJEFq8HEwH78J/\nD17Ex9/kQQhQpOSN7M4V/3/23jvMrrreGl+7nH7mnDnTJ5OZlElPCCGhF0GUYkEQEBARL+DvKt73\nVa8NxYYQKSp6UcGCPywIV4QrEb0oHWkJ6YH0ZDK9z5nT267vH9/93eXUPZOZkIRZz8PD5JR99tln\nl7XX57PWRyNqxRTMfDAMAxfvREY8MgRz72iH5d/E8Q80VdUjnI5MSeC6oiiIZGOWme1t1S344KLz\nLWYMN+/Cf5z6KThYHoPx4WKLqoj8aUlChJBKNeDTQ//J6wr3g/74IADgpFmk+jWSOvIKprlELqXy\nCaZxg9IV6cVtL/0E333x3uLLPAbGRU5HD2Y5BVNVVauCaXaRvwODDd4pRLfvQOpQJ5IHDmDsFZLF\na2cE6fEEWwTz/vvvxy9/+UtceeWV+OUvf4kHHngAl1xyCX74wx/ikUceme51nMEMZgBrz+KD63bi\nC4/fhxvXfUWPuWG0wzmfYOYTtOHxNGoCLvhNxp5glTW70C5CWpm9b4RE0iybVwuGIQpmJdDv06wR\nzDt/twnhGFFYxmPkQphIC+gcKE9W/S7y/pRA+kqrXPYcwB7efcRK5HtGD1j+TfvTaHl/KpTEpJDS\nx0JWAsuyaPLXYyAxPOEJL893vIZ//+st2DqwU3+MEsyUm+x7tR5ipnq9ZzNe79lkef9ggnxX6pwf\nPVIEUyODStZaIs/09UEVjWPL7CCnv0uxUj9gkNajOapItVkil3M52wS0XA9mSkhDURV9H3ewRg/m\nu2lU5PCzzxc8pgj2EjaOF9gimH/605+wdu1afP7zn8e5556L9773vfjP//xP3HbbbXjooYemex1n\nMIMZID9fUkXMcQgpIY1xLWqHBellzHeRmyf5yLKC0WgGjTU+CxEN+ianYHpcPBw8i4FRQjBrq91o\nqvWhazBWkbjQ7zOvxbir37yHqJA0gB0AdhwoX0L1O6ylySpnZQXzxbdiUGQO2SOkYPZpqh2FS1Mw\n54VIRqc5OmmyoGV4v02C3RxoREbKFqiRlfDIjr8AADb0btUfoz2Y4w7ym7bXzAFAguTvW/8QZMXo\nURzWSFt7aA48vPuIKZis2w0wTEGJPHHAqi7zPmP/odWBUjAUzKPXSa7YMPlEt+/Ahqs/gR1f/pqt\nZaqyUrREnhYyuHEdMf4aLnL+XTkqMt3TAz4QQO0Zp+uPibEjP9jhnYQtgplMJrF48eKCx1euXInx\nKQpuncEMZlAeZgWTcRs9ffEcUWMYre/OwbFY2GqUSc05mKPRDBRFRWOt11I2nWwPJsMwCPqceuyR\n3+PAnKYqJNIiYsnyZV9KME9b3oQPn01MN7RMThVMANhxsLy65+Sd+sUMqKxgZgUJr+xMIBKVpjTk\nvBySOWsPppsn6s4ZrWvAsRxe7lp/2LOiExrBLNaDWgx0whGNDKqE7mgf4tkEUlqsEM3TBABRUzD/\nOvA6AODsOadY3hsxlcqHkqOo8VTDyTvR4K/DcHK0qNt8qkGD0eVMtkDBNIPzGt+r0v7Buo/+cZFm\nUldKaR146m+AqiLT12+EqJddaHEFczhl3Aw6ebPJ592XgymMR+CqrcGiL38RrVd/DKzbDSmRfFcZ\nnWwRzEsuuQS/+MUvIIpWefeRRx7Bhz70oWlZsRnMYAZWmF3aXMgwhtCJKYzWSe9ycvj+zWfhA2fO\nBWCd5DMcJmXkphorCanyTa5EDgABEzn1e5wIBchFN5Yqf3FOZURwLAO3k8O5q4mSR40+4bihCO06\nFK6YkWmOJsrPuszHWJQsW5V55GRhyrIgyyEpWGOhqIJZ5fJjdfMK9MYGDrtUTD+jWExTMXi0dcjZ\nINlZMYuvPvN9fPqvhsIVMUU8CZEIGL8PB2O9OG32STi55UTL+8PpCBK5JL730k8wlh5Hk+agb6lq\nRE4WdBV+usG63ZCz1h7MdK+VYJod4eWmEQHWvs6jFZaYohIlcqpAA4BiY3hKqRxMc8+teR658i5z\nkUvpDORMBs6aEFiHA23XXoOak9cAIBOv3i2w5SIXBAHPPPMMNm3ahBNPPBE8z2PXrl3o6enB6tWr\nceONN+qvnSmZz2AG0wOqYLKBMTha9+uPx7LkYkl5pM/jhMfFo72FqJhmk8/QOCEhjTXWsjLHlg5N\nroSgiZzWVbuRzpH1rJSFmcyI8HkcYBgGAS9ZBlUww5qCuaitGvt7otjXPY4V7XUll+V3+jCeicLn\n9FYkWKMRjQxodbuslLOocaWQlXLISTlbPY75KHCRm6bstASasKl/B8KZCBr8pb9jJSQ0MmS3B5WS\n3KwNg5E5t5Ji3PSYEIkCQfK57TVzLOH2ACGYB8Nd2DVC9lsa0dSiTVnqiw+hzlc+dWAqwHk8kNNp\ni4Ipxa0XfHOfYGWCefSbfBQbJh/zCEk5m9WJcymU6sGMZIxt2R0lxJ1neSja6eXdomBSRd8RMvZp\nOqpUjEXhqp3+ff1ogC0Fk2EYfPjDH8aZZ54Jn88Hl8uF1atX47LLLkNbWxsaGxv1/2YwgxlMD2hJ\nmfWTC7scI+MSY1qJXJbIWZyadyhpNCt045qJhgakX3BqG953ijHxZTIwl9cbarwIaISzEsFMZUTd\ndV6V9x7ag3n+GrJub3eUV/d8mpO8wVtbcX1HTQomAIvruRy+/cKP8P/99RZLhqMdKKqCpGhVMKmL\nHABCbnLhmWgvZD4mqmDSMn1OrqxYRfIC6d28S58aBAD17zkb0mkrAAABV2EUy1g6gn3hQ/q/OY2A\ntgSaARjO8nLojPTiqsdu1gP1KRRFwbo9z+iEphw4jxtyNovcaGHbhXdOGwDAWWMo4BUJ5rFQIpcl\nMDzZ14utpyKKFlXN1ndRFDBcIX0wK5i0kuDkHADDQOHYdw3BpITdvC9RB7kYPXLDHd5p2FIw77rr\nrulejxnMYAZlIMmK3ufI8ITgKOkAuGAYcU3BlDSCScc+0jxMs4IZSRAyQcvYn7/6pMNet4DfUOMa\nQ14MaWX4cgRTVVUk0gLqtZgjn9sBlrEqmAwDrFxIlK7h8fLB7YJM3mcnokhXMBVCcuwQTEVVdAIz\nlo6guaqh4nsoMmLh7GsXb5oT7iGKaDRzuASTkCG7BJNOfsrZUDDNxOHTa67Bvzo34FC0F4qqgGVY\ntH/237Fr73PAjp0IFFFQx9Lj2DW8DwBRLS9sP0f7m4gSpVzaZjxz4GUAwAMb/4BTZxsjil/r2YRH\n31qH5w6+gvsv+X7ZZXAeD5RsFtnhEfCBgK5eMjyPFWtvx/DzL2DWRz6svz6RM5ROVVULZm8fGyVy\nCZzXCymRKNqDmU947KixqqKC4QsJJlW1L2g/B5cv+wAAYvIBAJVj3hUlclVVkR0m8V/OGpOCWU0q\nSu8mgmk7B3MGM5jBOwdziDk4cpJWc1qvY44STEJi/B46k5wc3maTD1UGazSCORUwO9Crq1wmBbO0\nMpbKSpBkFdV+sh4sy8DncRomn3gWQb9LJ6Bm008xUPXO56wcdj0aJa+lCmZWrKzg9cUMhW0kNbFg\ncFoep0olYJSnzY9HimRGTuhzclTBtBf4TUmuHaMTLX1+5azP4MIF56LGG4KsyBaFzyjRE5J/1YoP\nw8GSbfz20F4khBTeM+c0/OQD38VcbU56cxUhmM8feg1P7Hq64HNfHNuAX28mect0OlFazFhaDjb1\n7wAA3XxUDlRxhKLAN2+u/riztgaOQBVmX34ZWN7QXczfr1ivqhF9dBQrmJIM1sHrBqd8CHlGXTvf\npVSJnN4kXb3iEl3BdLDkhldl3x0K5tDT/8DBnz0AII9gBsj+KyYqR7gdL5ghmDOYwTEAQTQa9RlK\nMAVCvqiCST14+SVys8knksiC51i9ND0VCJoUTIZhipbIszkJ/1jfhWyOrHssmSt4b8DnQCIlQlVV\njMezqAm44Xby8Ll5XXkthdQECCY1+YASTBsK5t6xg/rfEzXjUPJr7jF0m3owq7WezsMtkScmGFPk\n1nswKxNMqmDSda3RwtzN5px8gnnl8g/hj1f+FA6WR3+CKJTza9ogywoe+tsufOHelyGJwGVLLwIA\n7BzeW/C5m6I78XzHq+iPDyEtGATyxie/gnA6AkmW8NYwiXiixqFyoD2TACwEk/bH5cNMMIeSY/jn\ngZctjvdjQcFUJAkMx+sGp3xQg48jSH5b2yXyoj2YUXAsZ9kHqYKpcAwU4fAHChzt6H7kv/W/zb2W\nvDbFR0qWb7s4njBDMGcwg2MAirnEqiuYGsHULoKidu6m5JHmXOaXyEMBV0Gp73DgclgNHcUI5n2P\nbcMDT+zAY88Tk0dUI4zmeehVXqJgpjIicoKM2iAhAzVBt276KYXrTvwoAOD9888u+7qBsSQ6+mLw\nuVk4WLKedsLWOyNGf99EcxsTWkRRvc/oDzUrmDrBzBymgkkJpt0SOe3BtFEij2jkN+QhRCyoqYlx\nUwk5rn2+eaQiwzC6kQcA2oItePbNbjz58kEcGohhb3cE1668DFUuv25WK4aXOt8oIOC9sUEcHO/S\npzHlG6mKwWxe8c5uQWA5CXv3thb2IauqaiGY333pXjy09TG80vWmsTxtbrmUPnoJJu3BpP2n+aAK\npnsWGelph2CWGhUZycZR7Q7oo0oBwKFFiCkce9wHrauqCsZkcHPWGaY9RxU5LqTEu4dg2p5FXgrh\ncBi1tZUb62cwgxlMHuZpPAwnAQoLVSQEgZbIBUEFyzLwuMhhzVIFUzP5qKqKSDyH+S0Td0GXg4Mn\nJ1Sn1pNlJpjJtIDv/WYD9nYTleT1HQO4/oNLTQqmiWD6nJAVVZ8KRMv4oSo3eoeTECVZ/6x8nD//\nLJw39wywZeYjA8CvnnwbyYyIi9cE8caIAyJga1xkyhQzNNHZ2ZT4NJgIpjm30+1ww827Dt/kk0vB\nxVkzQcvB6MG0oWBmrAomDbM3k7pENgGWYeF1WB3IJzQuQZfWv9pW3YKX+w01uMEbGQgAACAASURB\nVGsghtWLG1DtqrK40gFYlMLdIwcspAUgqqo5wzORs0Ew3YaC6WpsxIo7bkN0x1sWNZMiJaYthi66\nn5h/J95PVamjt+ypShJYngPD85Y4IopcmNwweZqbkNiz1165v4iCqaoqotk45lbPtjxO2yRkjrFM\nTDpeENu5C9Ft21F7xungq/yQEgkEli1F69Ufg9M0GvJY2FemGrYUzKVLlxYNVB8YGMD73//+KV+p\nGcxgBlbQPsoLT5uD2hqeXMS1Ei+9EAuCiiqvQ1cnqcmHvjeZESHJCkJVU9d/CQCnn9CMj71vIf7r\nS+cBANxOHk4Hh3hKwKPP7sPe7gha6v1orvNhMJxC12C8KMGkxLRrkFzAawOGggkAkXiF0OsK5BIA\nugfjqA95cPriKjhYWiI2Lqib+nfguYOvFrwvZXKBT7xETohPndcol+UryNXugIW4JHJJ/HHHkwin\nCwlBuc+xWx4HDBd5VjYUzKHkaNGSeSQbg9/p09Uov8urracp8F9IosrpKyCCK5uW6n8HXH6MjBvb\n8lA/+c5BdwApMWMhdOb1SAopxLJxhDxBfP2czwEghpKdw/vAgMG8UCsyUraiw7/m9NP0vz3NzWA4\nDqHVJ8EZKsxO7Y0NFF2GYNpedG750axKqZKMZE5BX0yEkstBzsu5TO4nY0z9ixYCsGvyKSSYoixC\nUqSCNhWO5cAyLGSOgSIdXwRTVVXsWXsX+p74C/b/10+x67a1AICaU09B9SprFuyxsK9MNUoqmE8/\n/TRefZWcaFVVxdq1a+FyWad99PX1weezf0KbwQxmMDnQEjnHMVBYES64AZUDCw4KSH9mTlAQMPVW\n6iYfrURODT6hKTT4AKTX8/oPLrM8FvA5EYln8Y83OtFU68XPvvJePLuhC7988m30DScR1ab8hPzW\nEjkAHNJmj9cEiRJGieZ4PIuGGnsGlmLIiTLCsSxWLiBlKyfrRBpWIvPD134JAHhf+1kWopQWM3Cw\nPGq9IQxN2ORDCFV9mZzHkCeIvWMdkGQJcSGJW565U1emafnfzudMJEfTlRe0Ppwcxef/9ztYPesE\nncQBgKTIGEtH0Ogzlk2nBVkUzFxKVzjNWFq3AACwSps9PhJJo8rrgCQr6BwkvzUtucdyCZ2Im5Xl\npEDUxFmBRt08Ek5HcHC8C23BWWiuakRnpBeJXAo1XmOKVT6Cy5fhpJ/9F9K9fXDVl99WPVFCMNtD\nc9AR6dYfHzORfpYnvY1Hc1+dLIoYiubQ7WnEGWofIpu3ou6sM8hzuRzie/fBN28eXPX1+mOVoCqF\noyLT2o2ax1F4fnFwDsjs8TeLWxEEvf82owX2MxyHkBaqbgbrdIJ1uY7qfWWqUfKWf/Xq1RgeHsbQ\nEGnOHhkZwdDQkP7f8PAwqqur8cMf/vCIrewMZvBuBS2RcwyDtJiBmycncQdjELRsTtEd5IDJ5KOV\nyKOaAlhTNbmxkBNBwOdEOJaFJKtY1BqCg2d1JTIczxoKpmld2hoJyXhzJznn0B5MSojD8cNz6g6H\nCRlqqiXkyKkpmBnNRS6YehHNhhKAEEyvw4PZwVlI5JK2+iWTuRR+/ubv0BXtBQAEi+RDUrQFW4ga\nMnYQX3z6Np1cZmw4owFAkiVkpKztMZGAYfKhPZh7R8lM7q0Db1tet2f0AHJSDssaFuqP0T5PaiyS\nFRkpIW3pv6Rw8k789qP34itnfxaKomIkkkFjrQ9zm4PoG0kiJ8p6eL25D9McH5UUUsjJAqrdQYQ0\ng9HesQ4Isoi26hYEtJJ9pdxKAPC2teoEqxy6Y/0AgMX17ZbH81VlR5X/qCYNqixDZljsrpoPABh9\n+V/6c4l9+6GKIoIrV5hC423sc0UUzDQdIcoXIZgsr5fI8yO7+p/8K3bfvtbeiMqjDMV+91P/+Ht4\nW2cXeTXA+/3vKhd5SQWzqalJn8rzjW98A9/85jfh91fOmJvBDGYw9dB7MBkFoizCo53EecaJnEoU\nMllidQc5UGjySWQIkfB7Jz8W0i6qzaVvzSleY1Iio0Vc5DTzMj9KqUYr6UcPk2DSfM6mWi+ABNwc\nUUhpiPhAwhi/GcslLOXmtJiF1+HBnGALNvfvQHesH9We4s5jiid2P20xhNDpNea4IorFde145uC/\n8FLnemSlHDy8Gxkpa7svkwa52zX4ACYFUwtaPxDu1J8TZFHv5dzc/xYA4ORZK/Xn6bah6mxSSEGF\nWjKHlJZNx+NZiJKCxhov6oIe7Okax4GeiK58xkzft1h8VNBdhSqnDxzL6SXs1uAsvTSeEKaO6PVE\n+8EyLBbWzrU8nk8weX8VskOVczzz0f3wI/AvWoTa006p/OJJQpVlMKoKhWEx6gqBb52D8Y2bEN2+\nA9WrTkRiL8kmDSxfBs5lP3Kp2KhIqjjn9+ACxEkuaXxUlSQwDuM81fW7PwAAxFisaKvC0QwpSW6w\nfPPnIXWoE6FT1oD3lp6CxFf5i4b8H6+w1YN51113we/3IxKJYGRkBMPDw5b/ZjCDGUwvaIlcYcmF\nlBJMTjWRRZWxKJj5Jh8aEURNQNOJUMDkktbIJlUix2NZRBM5MAz0EZEAGV9pHmFJFUy3SxvpKBhR\nTZPBoKZgNtcRcuTjCNEb1kw7faZpMvmOZqpgzqluAQBbU2PMqPWG4HN68ccr7isaBr5EU8k29m0D\nAHxsxYfgYPkC40spJHMTiygCAJ7lwLEcspKAe1//NZ7teEV/ztx/uHVwJzwON5bVFyqYKU3BpCS9\nGHmmiCVzuGntcwCAhpAXy+aRUvjuznFTVFNxBZOi2h0AwzCoMX1OW3CWTmwTNhRMO+iJ9qNjvAtz\ngi1o9JEbAw/vRq03hHA6YlHh+Co/5EymIERczmRKxvKIiQT6nvgLBv/+v1OyvqVA10nW2j1cV3wC\nYFn0PvY4ACDd0wMA8M2dC3YCU4mK9WBStb1YidzJOnSCqZQw+hyLAeRUwQytPgkrf3AXFn/1y2Vf\nz/v9kFNpy7z74xm2CObWrVtx0UUX4cwzz8S5556L8847D+edd57+9wzefVBVFb/b9riubsxgekEV\nTBnkgkVP4qy5CKGy8LiNf/N5PZiUoB0JgmkOcqdGHmouGtdK5FVep94nSnHqchJpUx/y6D2ZTi0G\nyZwFOhkMjVlL5B6nC6rgxHCqkGCa43ckWYIoi/A63ZijOWS7o/0VP8/cw9kWJMTUyTsL5nQDxABU\n562BoClxjf56hDxB+wRTjyiaWI+qm3MiK+XwpkZsKTojhHiMpsIYTo5iecNi8Jyx37g4Jxwsr5t8\n6HqW63/c1x2BpGWyNtV6sVQnmGGjB9OkYBZz99dp/Ze0TA4QBZOOp7RTIreDR99aB1lVcPUJH0F7\nzRzcdcHX8eCl92Bu9WzkZMFi+uK1yh5VswBCwDZccx3e+tqtRZcvp1Lae6a3tE6JjKJd6qWm2XDV\n1yE7RIShdE8vWLcbrvo6o0Q+SRd5WqQ9mIUKHs/xELXd3tyHaSabgja/O93Xj43/9mlEdxz91xb6\n+/F+P6oWLwLnKt9+pEcVpSonHhwPsHWlueOOO9DQ0ICvfe1rqKoq3Uc0g3cPhlNjeHr/i9g+uAtr\nZp0wpbmKMygEbU9SGHJCpmUoVrUSTJ41fgejB5MQzIymYFJFcDphdqpTgungWQT9TozHM4inBFQX\ncbPfeMlyfPDMuair9ugKLM3ZzB0mwaQzyBtCXsSGyXKVlBfjmQgURcGgqURuLk2ndWXGg0Z/HXwO\nDzb3v4Xe2ABag7NKfl7cpMbVeEoTL4rFdfMx1kPSOhp9dajxVGNf+BBkRdZnd5cC7YWk8UF24eJd\nOjls9NfjhpOuwt2v3o8+bXTjrhGSW7qiYZHlfQzDwO/06cRWJ5hlvidtfWht9OM9q1rg9zrR2ujH\njgOjOGuUkP5iBLPOW6PHEVEDUEugCfvDh1Dl8qPOW6P/dnayMO2gPzGMkDuI1bPIfPX2mjkAgGpN\nOY1lE7qKy1PSkEzosTSUbKY6O1EMUiqtvW6aCWaegpkTZQTq6xHftRtyNotM/wB88+eBYVnTVKLy\nJh9dvS1QMGmJvISCyZD3maOKcmNGIoMYJftQzx8fgRiJ4ODPf4GTH/yF7e/6TsAgmPYqB3pUUSIJ\nR2Bq4+KORtgimAcPHsRf//pXzJ8/f7rX54jjX50bcO6809/p1TjmQKNaBhLD6IsPlr3QzuDwQUvk\nMkMUTEowGZUDKKdUGIsiyHHWST5UwXQ7j6yCae7HrAm40T+ShCApmNtcWE7lORazG6w3sbqCKR2e\nCWA8noWDZ/VZ7S4nB3XcA0WNIpyJ6EQSsCqYdASh1+EBy7C4cfU1+Nmbv8X/7P4HvnjGTSU/L2Za\nBlXeymFJ3QK83rMZAMnMrPFUQ1VVxLKJssogYCqRT1DBdPFOnRye0LgE82vaABh9hjtHSI/eiobF\nBe/1u3z6ew2CWbpEHtEI5r9fdoLeB/yZy1biuw+ux++f6gAWEmLfMd6Np/e/qJ9T6n0GwaQO8htX\nX41z556ORn8dGIYpMCwdLpK5JGq9ha5/T5HpR7qCaYqfEeNGuVfOZi35m4ChYE13ZI0qkWOeEkxB\nlIlbXFURe3snVEmCt42EzHN2S+Ta3W4pk08pF7nAam0+ovEbCWNGIoMQIfuQGCfHDX8MiFn0RoIS\nx0owbkaOXlPYVMJWiXz27NmIRu2Vao413L/x9xblYgb2YA6bzi+vzWDqQUvkklYipzmEjGKQRVVl\n9exLAOBZavKx9mC6nUdAwTT1YAarjD7LmoBbJ4pmg085OB3GxfFwEIlnEQq4dbXd5eD0aUhDiTEL\naTD3YNILp89BtvkZbSSCJF5m8oz5+Y8uvRiXLLmg4votriN9mEFXFdwOtzGO0UaZXFcwJ9CDCQBu\nzkT+PUEEXH44WF4ndJRomqfxUPidPqSFDBRF0UdGllMww0Visk5cVI9PXLwEMe0rxnIJ3PXKz/Fq\n90b8fd/zAKz5oZRgungnljUstPwbAHKygOcOvorP/+93kLURoF8MsiIjJWaKbku3owzBNJEGMWYQ\nzMyA0Xqhf4ZGMIv1bk4laO6kYiGYJJ4pum07AGOKEcNxYByOijmYagmCSXtmK5l8zNN8cqOFBFMI\nj2vrc/QPGpywgqmRZvP+cTzD1i/45S9/GWvXrsVrr72G3t7e487kUypQdwalMZo2ShsbemcI5nTD\nIJjkwqZf/FQTWVTZ4gpmXon8SPdg5iuYxR4vB+cUlMgVRUUkkbNENLmcHNQcIY3PbtttmWhjVh/1\n+BVNmeFZDg6WL2pCMSOWS6DRV4ePr7zU1nSdtuAs1Htr0K65lqlqaYdgTnRMJAUlZgAx6LAMi1pv\nSM96TAppeBzuoiV6v9MLFSpSYtpWiZwG5dfm5bBeft4CeF1OMLIT0Wxc76Ok/zfnh1KSX/A9tNnu\ngiTgwS2PYig5ij2m+fETAZ3aVGxbFpvfXmwEoBg1lfr7BzC+cRM2fuomZAZJ64G5B0+exn483UxS\nMwLGF0VOMAhmfA+Z/e5qMGa4c253xZgiPU6oVA9myZgi7f2mEnm6t1f/O9PfD2E8ojvyzeTzaAX9\n7XibCTsubeohnZ50vMPWleZLX/oSRFHEpz/9aUuvnaqqYBgGe/bsmbYVPBLojvbh1Nmr3unVOKYw\nkiQHyJxgC7pj/RiID2FWEZVjBlMDWSuRiyAn/5AnAGAcqswbR7HK6H2XAMCxVpNPjpbIj4iL3LjI\nmAktNdgA1gzMcnBNgcknnhIgK6qexUmXS8dt7u0fhrdZIP/mBUQzhT2YZmXG7XAXjdGhUFUVsVwC\n80NttteRZVncc9Gt4LXRehMxrtC4oIm4yAHrTHRqnKnz1mDnyD6Isoi0kC5J6uj6xXIJjGdi8Djc\ncBcpj1KMJ0iLgs9jJdscx2J+SxAHBCf644VxP+UmIFE4TQomBd2OE0VcizoqlilqEEzj5sIYAVi8\nRJ7p70fvfz8GgGRQtn38agvBFBNJOILlI68mC1VTCxWHDPfyDUgLp8ClzcdOHSL9oS7TqGfW6bSU\nsIuCKpgFMUWFxwkFCVonr6fGnvFNm9H/l3X6a6Jbt2HLzf9H/7cYiUARRbAOe6NP3wkYJXJ7x52z\njmxrYWyGYOr4zW9+M93r8Y7CjiN0BlaMpsJgGRYXLzwPv9r8CLYP7Z4hmNMIqmDmFHISr/FqDeKK\nSUVQWF21BMyjIskFISMcuRI5JYWA9ULUUm/c6dtVMHWTz2HEFEUSWramyVjkdvKATC5evFNCRsxC\nlXkwKoPB+Che7lyPpfUL9NB184XTw7uKKpiKquAbz92NBl8dZEUuG65eDGbVLDCB6B2jB7P8hS6Z\nEbH2oTdx5fkLcfLSRovaRPsnKaELZ6JIimk0+IpPvKGvH4gPYyw9XtHIlN+iYEZ7SzX2jziBIhGC\nARvbkCqY5h5MeZLB3eUin+iAA/PNBecjBFxKG85yMWbK8xw0SDPDkX3Z7Difzn48qmDK2mkilovB\n1dBqeQ0lPQDAOh2QK5l8SiiYGbHCJB/tfKTkcuhf9xSSHYcAAI0XXYjhZ54lz+X1f+bGwvA0H73X\nFfrbcT6bCqa2rXNjR786OxWwRTBPPfVU/W9JksDz06+AHElMNNNuBsBIKow6b0iPbRlLFc6qn8HU\ngZp8BJWQnWpPFRgGUGVriZw3nfSpC5sGrWdz5GLjOgImHwD4v1etgoO3XoRaGowTcXCCJXJBnLzJ\nJxwr7P9zOTmoEiGYLC8hKeUA2Qk5FUDCOYQHNv4BQVcVJJVsN6/TTDDdGEkXqhBj6Qg6I73ojJDS\nX8A9eaPCRLIdh5MkvLkSwXxxcw92HQpj16Ew/nbvpTipeTk29G0FQMZVAkCdj/Q1jiTHkBGz8BVR\npACjH/JHr/8KAHDe3NJmSUVREU3ksLC1OAldMDsItd8o11+84Dz88+DLAIDZ/tloDTTjPWWWrxNM\nk4KZrdDCUArlHPlUwcyYSuSch2wfc2nZ3GMX371b/5sSCzllkNHpJJi0v5Peh6alLNwNDYQcauMe\nndXGb8I6HBXXp1QPZtlRkSyPnHaqGvj704hs2qw/1/qxK5A82IFUR4f+WPWqExHdvgO50dGjn2Cy\nrB7xVAnOmhqAYSzu+eMZtrto161bh4svvhirVq1Cb28vvvvd7+L++++fznU7IlBybgynxiymlRmU\nR1rMIJKNodFfPyEjwgwmD0ES4Vr+BrpzpB0l6A7AwbFQTARTVZk8BZOWyA0F0+ngLGX06cSFp83B\ne9dY1RIacg7YVzBZlgHPsYdVIo/kTQcCtBK5RjAlJgdBFqAqHJS4oejEcgm9J2/j9hg+94MXIEoK\nPA43slKuYOxdX14/d5O/HpMFLdHGK0ynefStdeiM9sLv9BXN2DQjmbaGXJ8zxxAPKKGt85Lv/2Ln\nGwCMKTz5MCuWzVUNuG7VFSU/l7YohALFL8TzWoKAaOwPly//gP73F3/4Bu79wHdw6dILSy6fYzmw\nDGsZ92nuk5wIaLZnUZNPMRe5l2wf2aJgGgQzN2JMbqF9heYS+bQqmDrBJMd8VsyBdTr1UYaOYFBX\nVQGAcTgqzwvX9nmGLSyRMzAc/WaYS+SZfmvF0BGqxorbv4PmSz6kP1a9mrSs5Y5yj4eUSoH3+23H\n9LEOBxzVQYt7/niGLYK5bt063HnnnbjsssvAaTvjkiVL8OCDD+LBBx+c1hWcbkgDxLm5YcYJbRu0\nT6o10IyguwoMw8wQzGlGNBcB6yNlNxfvgot3wsGzUCTTIayyet8lUJiDmc1J8ByBDMxyMJfOze7y\nyu9jD8vkkz9+EtCUUa1EnlPTUKECCgclVlvw/m+85z/w7EtR9A4nsb8nAo/DDVVVLYoZAPSYCOaZ\nrWtw8cLzJr3OhoJZ2gQykgrjb3ufQ723Bl8689MVlzk8TkgQ5QY8x+PHF38H3zv/S3ow/KktJ2JW\nVSPe0CKT7BDMeaG2suS2f5SQKPOkJjMaQ169HxYA1m8bx1XLL4EUbkImq1b87RmGgUsLjaeYLMFM\n0h7MImMvixFMThsNKKfNCiY5Vqm6SUHHBFoI5jRGFal5CiYdC+qbN5c8njdpiHU4Sk7a0ZdZxuTj\ndrgsAwYonNoscsC6nRzBAFieB+/3I3jCCfrj/nZyXaaB8EcKiiRh+PkXIefs7TtSKq3fYNiFq64O\nubHwMTl7faKwRTAfeughfPvb38ZnP/tZsNpO9fGPfxx33HEH/vznP0/rCk435EgjGDDY2Lf9nV6V\nYwa9MRK7MTs4CxzLIeQOYjQ9PkMypxXGHTLtzXPwnJVgKtaYIjafYAryEcnAtAu7CiZAyODhKJg7\nOzRTWrNRspZkBVBZqDKHHLSLvMyjKVAPtW+5ru4trJmLk5pXgP4Gbx0cM/XiWcuwNJHivg9+D188\n89NF1Ry7cPMu8CxftkT+fMer+sSZFY1LKi6zZ5i441mW1dXX2cFmLDWPgXT58NGlF+v/LmXyMWdz\nzi7Sfy3LCtJZQlYO9RNFr72luJnF7eLhchv77gNP7IBjfDHEDqJk9Y9UJmFO3mkJyC82CcgO4lTB\ntGny4aiCmSHkfez19Yjv3AW+qgp8wNoikRsdg6qqFuf4kenB1BRMjRg7NWNPvoOddTgARSk7ylCV\nC0vk+5Nd6I8Plew55jmH3gcqmiIPnTWGgcvbNlv/262VxTODhaav6UT37x/GwZ/dr5uyKkHOZApu\nIirBVVcLVZIgxuOVX3yMwxbB7O7uxqpVhS7rVatWHfsxRZITPqYG3bH+gnLXVKMvPogv//MO9Bzj\npiJaBmwNNgMgSkY4HcFnn/oGOsa738lVO24hykZ2nENzx/IcA1nOUzBNMUUMQ1zlsikH80hEFFXC\ng7e+H9+/+Ux43fbdoZMlmOmsiHv+sAnbD4xiQWs1aoPGxYAe76rkgMwRcsCAR3tLENmBVly16Crc\nuPpq3HLO5wAYLQfb94/ogdtpqZBgOjkHGksYYyYChmFQ5fLpBLNjvBtdEWu/OO19XtawsOD9+VAU\nFX0awZRkBYl0aaWqwW+ouKUUTDPxLJaT+asn38aNdzyLkfE0OgcIwZxXgmACQDXXSP6fI1OD1v3L\n6MnrHS6fOQoALs5hiZeatIKpbe+iJh+tv9C8bNbpBFgWUjoDVVXR+ZuHAADBFcvA+4xluBoaoGSz\nkFOpI6Zg5vdgCpqC6V9AFMKqxdYAfdZJjsmyKqZeIue0f6p4aexNsAyDm9ZcU/QtTo6HxBWWkc3u\neXdTE+Z88hNY8f3b4QyFwDqdemTRkcLYGxsA2CO2qqJAyWZ1BdsuKLl/NzjJbRHM5uZm7N27t+Dx\n9evXo7m5ecpX6kiDFfzISTlEssXDT/eOHpwSI9Cf3n4KvbEB/GzDbw97We8kerWZzbMDGsE0KRnP\nHPzXO7JOxztkxSBXNPPQwXOQRTPBZAr6KzmOhaQrmBJcR8BBXglNtT6sXDCx3kSng0NuEiaf13YM\n4LUd5Ibo9OVWEnTWylm47Nx2QDKIrpN16JOE+kdTuHjheQi4qzQySrZj50DMIBp5KtloehwNvjq9\n0nO4CDj9iAtJ7Bk9gG88dze+99KPcf+bv8fWgbcBTCz/8s8v7NenOQHAWLR03mG9z0QwS5h8LOkA\nVdZtK4gy/rG+C6mshN8/vRuHBmJw8ixm15d22871LkR21+kI724vWD9bBDNPLa6UU1oKyQnmYDIM\nA87jgZxOI93VDWF8HLVnnIbFt3zVQjB988i4ydzYGKRUGoxmlj0SPZhUwRS0lo7aM07Hoi99EUtu\n/Zrl9QxfmWCq9Fyk/f798SFEpQRWzzoBJzYtK/oeB+uAXOHUwzAMZl95OYIrloNhWbibGpEdGpp2\n4YdCVVW9NzJ/8lIx0IlHEyWYNCbq3eAkt3UWvPHGG3Hbbbfh0Ucfhaqq2LhxI+677z7cdddduO66\n66Z7HacduSTZmYaKTPQZSYXxnRfvxS3P3nXYn0NPTsd6KXkwMYxqd0BXNsw9N5v6d0CSp28yxbsV\nkmJsU+py5XnWSjBhHRUJUJVTgSgpkGQVnqOoRD4RuBwsBGniCub+HhIYvmxeDT5w5jzLcxzH4qaP\nrICLM/VlsmQ+NgD0jRikJifIuhs/k5PhYEi/oNlNLMkSUkIawcNwjuejyuVHRsziey/9FwAytvJf\nXRtw96sPACBkiGd53UVdCqqq4okXDyBU5SKkGsDv/3c3xBLjN2vcxk1jKQWTrh9ATD5mbNtnnEtf\n2daPzv4Y2poDBfunGfUhD9RUNQSxkFD0jthRMK3bYLIKZrHcUwqdYOZloPJeD+RMBpEtxJFfe8YZ\nhHiaCKZ3DiWYYYjRKLgGQjSOjMmH/FtUCXFkGAb1555jcZADJgWznNEnz0W+eeAtAMCa5hNKvsXB\n8TrJtaxfmVK8u7kJcioNKVH5t58KmNVSYbxyKgrtJZ1oidypE8zjX8G0dbW56qqrIEkSfvWrXyGb\nzeKb3/wmGhsbccstt+Caa4pL4scSklEHHCFgMDGCZQ2kPCMpMsLpcfxl9z8AkHy7nCRYJl9MFLTM\nmRBSekj9sYCMmIWbd4FhGKiqivFMDHOrjX4ZnjFuTVNCGiPpMGZVNb4Tq3rcQjIpmCc0kF47B89C\nzlj3IT6vDMWxDGRFRY5mYL7DJp/JgpbIJ3rcHOiJwsmz+P7NZ+kl7nw44AK9nLodLrQ2EoLYPWhc\n2PLLyapEtqO5z48GogfdAdvrVwk08kVRFbQFW9ATs7bXJIUU/E5vxW0iSApygozl82r1qKCt+0bw\n4uZeXHT6nILXmxXYcgTzJxd/BykxA0fepKJt+4mZpbnWh8FwCooKtDaUzwo0G4CWzq3Bni7jIj8S\nKT9dBkDBuXmyBDMjZuHkHEVNSw6WB8ewBcvmvF4I4XEk9u0HAARPJGTLrGC6m8g5MbF3H1RJwk5n\nBAvZIxNTRMmdqJTfJjTUXJXKKZhWk0+XFsm1XLt2FgNRMAv30XLzxt2NL31PGwAAIABJREFUZHtl\nh4bhCEzdMVUKNHgeAAQbk3ZoLBXnmajJh5bIj38F07acce211+LKK69EMpmE0+lEPB7HrFmzDuvD\nFUXBbbfdhn379sHpdGLt2rWYM8c42b344ou4//77wfM8rrjiClx11VUQRRG33nor+vv7IQgCbr75\nZrzvfe/D7t278ZnPfAZz584FQExIH/zgByuuw5olDdjWR1SOweQoeqL9+OmG32IwOQJRth5kvbEB\nLNDGuE0GdK4vAIQzEcuEiqMVHePd+MZzd+O6Ey/HR5ZcgEQuCUmRLA7S61Zdrvcr/fPAyxhPR2cI\n5hSDEsxaZwO+eMZNAAjBFAUG5ks7l1ea5TgWsqwgkztyU3ymA04HB1UlvYMO3h5JzgoSuobiWNwW\nKkkuAcDJukEDZjy8G7Pq/fC5eTz7ZjeWz6/F+Se3Ipmxum0ljWCazR7UYDLRcPVyoNWOE5uW4vz5\nZ+EnbxhDL1RVRVJIo9oGoU1nyLnM4+Zx+opmnLd6Nl7e2octe4eLEkwzHGUm4gTcVUWzPmlJ+/QT\nmvHky2Rk46wy5XEAmG0ioGec0IxUVkT/SAJetwPpjIhwLIMfP7oVn/noCWhrMr6zqqr48wv7ISlW\nApMVs0hmREBV8dDfduGCU+dg6bzK59y0lIGnTFuAm3cVEkyPB1I6jezwMDiPR+8t5H0G+aATc2Jv\n7QQARKp4ZJ0ixGl1kZPjniqYkiqicyAGn9uBhiKOfsZBSHo5BVPVWm7orHCq+BZz3VM4TCYfAGj+\n8AchZ7KYc33pCijdhtNJwM1I9xhjK3NhOwomOWvYzcCkmCmR52F0dBTXXnstfv7zn6OmpgZ+vx9X\nXHEFPvnJT2LchpRcCs8//zwEQcBjjz2GL3/5y7j77rv150RRxF133YWHHnoIDz/8MB577DGMjY3h\nqaeeQnV1NR599FH85je/wR133AEA2LVrF2644QY8/PDDePjhh22RSwC46v2LoGTJgTaUGMHrPZvR\nE+u3kEtVOzK6DrMPM5wxCGZ+s/7Rik39OwAAf9zxFwAoOnO4xlONG1dfrfdkHustAEcjKMFsr1qq\nk3kHz0IS8wllcQUzqymYx26JnM4jt9+H2TeShKKomF/GWAIALtYUoO50weXgcOsNxEG+eQ8xMdL8\nyCovuQCLOS3Tz1QqjWsGk6kskV9zwkewrH4h/uPUT2FutTVTNJaNIyWk4S+jMFKktTn0PrcDTgeH\nL39iDZrrfNi+f9RSJt/bPY6fP74dnQMx/SYxUIY4lELvcAINIQ/mmlz7zbXl+0RPXFiPq9+/CM21\nPpy8tBFfv/4UXPfeOlRXuZDKivjD03vw1sEx3PvIVsv79vVE8Md/7MXuDut5Jyvl8PFvPY2Pf/sf\neG5jD77281dtrXtGzMJbZJ42hZt3F4S4c14voCjI9A/A1VCvK8rmErmzhgTTJ/btAwBEAhyyTmZ6\nFUytl5LmYEqqiM/f+zJu+v5zRV/POnjL+4ov1DoqMiVmwIKBkytt2nOwVpOPb948LPz8f8BZXfrY\npO58yRRKP52gc9G9c+dAyWYtk5mKgSqYE40pctaEAJadKZFTrF27FgzD4PLLL9cf++Mf/4jvfOc7\nuPvuu/GDH/xgUh++ZcsWnHPOOQCII33nzp36cx0dHWhra0NQu4tZs2YNNm3ahIsvvhgXXXQRAHLn\nSnM5d+7cic7OTrzwwguYM2cObr31VvhtDKBPjnXCCRegcOge68VohNxV+DgPUjLZgaSheXC0dGDj\n/q0IRSfWb0GhqArG08YJcOOeLWCGKgTa5mHLli2T+uzDQThi3GVt2bIFB1M9AIBMJFWwPpEUee3O\ng7vgCx+bRGYqMB2/09DwEMAC8UhMX34mlQQU63bu7OgAlzHKqLIkQhSBbTvIsRWNjL0j+9HhIpUk\nBrzNW7ahymNPwdzfT47fbDJc9DvTx5Scqp8JpUwOW7Zs0fstewfJ9trdq43o9AOJNNDfFwZ44EDX\nQdTEyAXm7Tgpj0aHxrElM3Xb+JLguejYfRCqqqLOGcKYQG5Un930ElSokDJixd+0P0wU2ETM2Baz\nQ8DgmIS/P78BbfUuJDIy/uuvg5AVYNueflx/4fsxVjWO8KERhFHYn14KGUFBJJHDgmYXoqPGjXRs\nrBdbtpRPHVnaACy9KISRPrIt5zW6oe6II5ESMDxCzi+DYwk88fTrmNdISOCOTtKTrCrW/SIcjyAf\nmzZt1uO7SiGVS8OtOktuU1VSkFQylucFzfChShKyLpf+nGRSqXb39FiWEwlwyDlZSOEENm/ePC0t\nU9IhMo5R1MgdzcEEip+nRE252/P222AjxcUjZZjsC6PhMKJbtmA8HoGLdWLr1q1FXw8AvckeS4m8\ne3wcfRX2WXmEfM6hPbvR452YSmgXcmcXkEiCW7kCuf0HAJcLuVAI6OrGtldeBVtfOg1C3kOMzwPh\nMYxM9Jzq8yExMHBMnosnAlssYP369XjkkUf08jMAtLe349vf/jb+7d/+bdIfnkwmLSSQ4zh9FGUy\nmUSVqT/D5/MhmUzCp90RJpNJfP7zn8cXv/hFAMDKlSvxsY99DCtWrMAvfvEL3H///bjlllsqrsOp\np5yM1teS6BfcSLuzSEoZNPnr8dMP3Y7vvfQT7BrZD2mkFY6WDohOFWvWrAFgRJzYPSmMp6NQO1TM\nCbagO9YPNsDry7KDLVu2TOj1U4WDbw8A2o3WmjVrMH4wDQwCJyxYjjVzresTGq/D/ww+B0+NH2tW\nH/l1PRowXb/ThvAYEAHq6+r15T+9/U10DFmVlCVLFuHEhYZD2/vs88jkJMydvwDACOa2tWDNmsp5\niUcbXjuwDTu7e7Bk6XI0VVDCKMJSN4AwTljajjVr2izPmX+nZ3sGMSoQAj67sUl/3P/UCBTGiTVr\n1ujLWr5gFrpHuuDz1QE5oK6pDmtWkNf37w0DI8DKxSdgTcvKqfnieTj55JPxzwMv46Gtj+GJwWfI\nOte3VNznuP0jAEYwb85srFlDomkSTB82HdgC1tuINWvasWn3EGSFJESMxCSozrm44vSzJ7yOe7vG\nAQxg+cLZOPfMdvz2eTJn+vxzTobfYz+aCiC/U2NdNfrGRuCvCgLIICMo+P0LY7j3C++B180jvGcf\ngAjMNmWPww3whQW66qZ2LGwNlfw8WZEhHpRQG6wpuU2fCD+HnviA5fmD6zdieDeZstW4cCHma8/1\n9/ajS3vNmrPOwob77tfDzaNVPLJOBlBVrFq2bMJKWCkkD3WCc7ngaZmF3kNd6AEM9ZAzzILFvl/3\n3v3oWw8sam9HcMXyostP7NuPtwA0tbZi7po1+HX/43CpzrL7IDPgxMv7n9H/veL00+Btay35egAY\nV4E9T/4VLbV1mD0N51RVlvHG7XcCANZcew3eHI+gakE7qpcsRu+27VjY1IR0bx+E8XHM/dQnC94/\nEovjAIC5ixahcYLr99asZiQOHMRJK1fqfa92cSyRUlslcoZhkMkUNlnLsgyxQup/Ofj9fqRMeWCK\nouhzzvOfS6VSOuEcHBzE9ddfj0svvRSXXHIJAOCCCy7AihUr9L93m+a/VkJ9tQdKzo2EkEJKSGNh\nLXGb3nLO58DtuRAQXVAVRo+vAIDfbXscV//5c/oYuUqg5fGlDQvBMqw+DedoR9yUK/fD136JB7c8\nCsBaIqeYGRs5fZC1edhm44HTwcIcwA6goNeQxPvIejzN0RS0PhGQ70rc3HZBx0OGqsqrH80ew7BW\n5TYqFEG/C7EkUXySaUIK2jQDUEY7NaVFcw8mOVbs9EQeDhr9VlXFTok8laUlcuP3X6SZfQ70kOO1\nZ4is/+XnLSCP9xYqgHbQOUh6UVsb/ZZtP1FySeHT3jeaZ/QZjWRw8z0v4pVtRLE3K5ghd7Bo0Pru\nzvItXRl9nnbpSpXb4YIoi5boMHNUjavRuMEzT2uhJkkAQEsDJJ5B1kX266nKwlRlGTv+8yvY+rn/\nCwBQtIk0MusAVAZgjXUuFv9DyU65EjmN52FdWhasmK2YYsCbJvkAgLO2ci8sNUhJqdKTrIpBiMZw\n4Gf3W8Z1FkNsl8EREvv2Q5VleFpm6b2fYiyOzt88hP6/rCu6raT05Ew+AFC1eBGgKOhf99SE33ss\nwRbBPPvss3HnnXdiYMAYgzY4OIi7774bZ5111qQ/fPXq1XjllVcAANu3b8eiRYYLrb29Hd3d3YhG\noxAEAZs3b8ZJJ52EsbEx3HjjjfjqV7+KK6+8Un/9TTfdhLfeInEJ69evx/Llxe++iqE+5IUqGBlq\n7TVa07vMIZnQLuIyj5RgnOD+ceAlALBNFKnBp9FXh0Z/HfoSRy7f63AQN00Rof2YgDX7kiLgrgLH\nsBaCmc6KePyF/UikhYLXz8A+6MWMMzn2aablhXPfhyVOchzm52B6XDyyOQkZjWC806MiJwun3oM5\nAYKZIBfXUKD8NJ22OiPzscoUOVJd5dJnaCc1k0xrEyGYiaQWWWR2kWsEs5jpZSqxtH4hTmo2zm/F\nAsHzkdEm6pjD7ZvrfPB5HDqRpFN+zlnVAgDoHpz4pBFZUfG3VzvAsgxWLqgHyzL4xMVLcMOH7Z+P\n80EJZs+wdX0GxvJImWJczjy821IOphiJlBcE6O9ZrgfToz2XKTLNBwDcDUZkkzNEzpNuzRCrasRN\nOIOIITmn1htpow9TiEYRfettC2lVJAnDL7yoq6JJkxNazmb1xyWOAwcHGM44fordrLHOyiYfOUu2\nK+d2Q1Zk5KQcXGx5gunkHJYeTM6GWksJZv60oUoIv/4GRp5/EWOvvVH+dW+s1/9OHiSh/s66OjiC\n5AZRjBsENX+kJmB2kU+8fN969VVwBIPo/58ny0Y1HeuwJWfceuutuOGGG/C+970PNdpop/HxcSxd\nuhQ/+tGPJv3hF1xwAV5//XVcc801UFUVd955J/72t78hnU7j6quvxte//nXcdNNNUFUVV1xxBRob\nG7F27VrE43E88MADeOABkgX34IMP4rbbbsMdd9wBh8OBuro63fxjBw0hD9RDxk4yR4vgGTUF/aqy\nAxmpUMWlDrpiGEuN48XONzAv1KoTzFpvCC1VTRhMvIV4LjGlkSbTgXiJMXXFFEyWYVHtCSKSMQ7M\nh5/eg7+/3onuwQS+ct27s2w+FSimYFLjywVtF+L54R5sQ0eBycfj5qGoQCxFLgrHqoucfteJTPMZ\nt6lgnn3iLPxijwuMM4cqU8By0O+EqgKJlIB4StCX5fM4kEqqQDWQEg3CEstNvYu8GNy8C994z//B\nVY/dDGCCCqbH+P0ZhsHC2dXYfmAUybSA7qE4HDyLeS1BNNV60TkQn3As1Na9w+gdTuKCU9vQXEcI\nwjUXLK7wrvKgyifti6V4+2CeC5clxItnecQSMkRFBAnHN9a/XLg8YBBMGg9VDDQfMy1m9TB2cxai\nb76Rt1p/7nsgJZOoPfMMAMDcGz6F8PoN6Fo1H9i9E1knVTArZz12/fYPGH35X6g57VQsvZW0f3U/\n/AgG1j2FdHcPmi6+EJ3/vzHEI9XZZSiYHAuf041oziCOyYxoOR/IigxoCQ3mmCIxFkOqswvVq04E\nACg5Q8Gk179KBDPfRW5nn+Imq2BqxuNKWZbmOeeUYLpqaw2CGTWuY1IyCc5lvVHVXeSTaG3g/T7U\nnHYKhp99HqnOLn2y0vEGW1ebYDCIJ598Em+88QYOHDgAnufR3t6OM88887Aak1mWxe233255rL3d\n2NDnn38+zj//fMvz3/rWt/Ctb32rYFnLly/Hn/70p0mtR321F6pgIpjBFqSzIl5/iyi2jTVeRCUe\nWZnsUILJYW6efZuPn254CHvHOhDyBHFW68kACMFs8pMSykgqfPQTzKxx4vv3k6/F/NAcjKbDJWcs\n13iqcWi8G4qqgGVYDIyRk0OB2jCDCUEnmJxZwSSHb06U9Xnj+SVy6hqPamqe+yiY5DMZOHWCad9F\nHk3kwLIMAr4K6oqDww2Lb8a6LW/inMWG0hbUZqXHkjkMh8mxX1/tgc/NI50m65E2VTVSQgYOlj+s\nrNzJIJGrfAGmMUVel7VMvbCNEMyf/Pc2dPTFMG9WABzLYG5zABt2DiGayCEUsK/Q7OsmN9Jnayro\nVKBUaf3tDkIwF7eFcN0HluD250gFS8jwGEpK4GsBOHKASNaf5xiEo+Wn+6QnQjCFDKCJxzWnrEFi\n3z40f+gDen4jQMLIZ13yYQwlR/HXTY/gkx+6HC2XfQS73yal0SxVMEuQqOzwCPbedQ/ab/4MUp1E\nnRx/cyNURQHDsohu2w4AyPT1o+u3f0BijzFxL3XoEOQcuTGSeQ5Vbi+yYgxU101mRNRVk++iqiq+\n/tzdaNs/gtWwKna777gLyQMHcMI9dyKwZLFJwZwAwWSLj4osB96vKZgV3Nz5EMbJPljJpW0mkMmD\nJErLWVsDR4CUyM3jIqVkSo+ZopAzZF/hJzjJhyKwdCmGn30eA39/GnM+eW3B8o8H2CqRX3rppdi/\nfz/OOecc3Hjjjbj++utx1llnHTNB4ZVQH/JYCOZTL/fi+u89g0f+SQ7W+S1BqLIDsipBkEWMpIw7\n53IEczBJwoYjmRgGksQRV+sJodZLmszNuZhHA1469Ab+4+/f0sfPAaQHsyXQhAcvvQfvbz8H82va\ncNrsk0ouI+QJQlYVXflUtDYA9jjZV94pGCVy457QZSobS9q88WIlcgCIxCnBPDYVTEqMadxSJciy\ngnA8i2q/q6JrGAA+eOpi/Prm6y0l5GqNYEaTOfSNJlEXdMPt4uHzOJDOyHDxLouCmZNyBeMKpxOf\nO/V6AMDprasrvpbGFHk91t+fGl427iYX0yvPJzPN5zSTG1/al2kXB/tIe8yC2YUVjsnCV4JgUkXz\n05euwKpFDeB4Td2WnFBz2pQxt/H71AQ9GIsZNwRvD+/F28PWEci0SlVsig8FJZ8b+7ejUwsZ98ya\nhSVf+wqCWmuWqqr46Ybf4m97nwdA8oFfOPQaNvQSpzUlZrkKPZj9T65DqrMLe+76AcSo0XpESR4l\nSY5gAKnubgBk5jkAJDs6IWsKpsJxRBTgJFz1ftKKljS1Lb3Ztw3d0T6MCmR5imgcZ8kDB8j/NZVP\noSMS3W6dkNtRMBWOQcenzsGaXz9Q9rUUrNMJhuchJSdIMCOUYJbPmTT3aOY0Z7yztkZXMLOmlsBi\nZXo5Q3MwJ0kwlxGz5ehLL2PrZ/+PPgXqeIItghmJROC2MZvzWEV9yANVMg6Q/352n6U/pb0lCMjk\nxJwWMxhKjOrPlSKYoiwiZnpuz8gBUkJ2B3SCOXaUEcxfbHoYo6kwtg+S5mdFUZAU0gi4qmwrrbrR\nR4tkMtz207DC7yIUUzDNxhdZu9jmj+LzaKaO8YSmzByjJXK/lj+ZP1GnFL7y01cwMp4+rP2OKpjf\n+uUbGItm9KBwn8eBTE6Cl3dbTD5Z+fAmfU0U5807A49d9QBaAk0VX5vSFEyf20rWFrWZBiZ8YAne\ncxJpD2oMEYI2mldSDscy+MYDr+HJlw8W9JCrqoqOvhgaQp6KqvFEYCaYH3nPfHztupMtNw00oN0X\nXQk2E4Jw8ESoOXLRZ7wJgJHBuNKorXYiEs9C1m7G7nj5Ptzx8n36cgRJMErkZXowKfl8Ytf/4pZn\n7yz6GlEW8Vr3Rjy8438AAAfDXQCA/WGiQtLPybi0+KASZIiWuMVIBGLMuJ7Q/j+DJDFgOA6O6mqs\nfuCn5PuEwzrBlDkeQU8AgiwiyhAiSvuKAeBfXRsAGG5zVSzsOcxoOZFmk4/9ErlWSZkVtCi85cAw\nDHifd/Il8jLTeFRFgRiLWXJKAVIi530+gGGQ7jPi3or1yE52ko/+WY2N8LXPB0AU4+HnXpjUco5m\n2CKYn/rUp/CFL3wBjz/+ONavX4+tW7da/jvWEfS5wGVD8KcW4gTmQwCA6z+4VH9+XksQqkROcmkh\njaGkiWBmihNMcx8iQBrCQ54gWJbVJ/gcbQomBe3zSwhJqFAn1FNGCWYkS74/vQYdL2r3OwWjB9Ok\nYDorK5hU+aOO6mO1B5MSlniq8vg/VVVxsI/sf5VC1u18JoVOMDWS5uE9SAtWBdPNHTkFE7B/XKWp\nyctt/f1rg4b6cvqKZv3vmiAhWLSPleKVbf3Y2RHGQ3/bhS17rdmY4/Esoskc2qdQvQSspPjEBfU4\n56QW3Q3fVOvVbz6qnTXI7T4Das4HVRue4ZyzB97Vr8B94itI1GyGogLjces+pKoqXu/ZhOv+5wt4\no5dEwNgpkVPEiogM5t78nCSgM0IyMA+MHbI8P1TrADgWka3bMPrq69h9+1qLg9s8XcYMOZOxlLGl\nZBJSMgXe7wfrcIBxOCCl0rrSqXA8rllxCZycAxvi/wDjTurDAwDo1zQ6UpIqmKqi6OqArmDmDJMP\nTVGpaPJhaR+tvQoEBeedDMEk11UhPF7SSCulUlBlGb55c/XHGJ4HHwiA4TjwVVW6IQsgJfJ8iNE4\nwLIFJp/xTBTPd7xa0cTLMAxW3nMnzlz3BDiPB5n+/rKvPxZh62rzk5/8BADw7W9/u+A5hmGwZ8+e\nqV2rIwyWZVATcEPpW45o0A2ei+Oycxdgb1cEuw6Nob0lCFVXMLMYSxvNw4Ox4ndJVJ1sDTSjN06y\n5eo8RLmsO0pL5BS0xzSsqZATiV0pVDDJ43bKlDMoDVoit5p8tB5MQYZSqgeTlsiP8R5Mg2AKiCZy\nyImyZXa1GZmccRH79EdWTPoz88lpcy35PKqouTg3hsQR3QiTkwTUeY9s/6VdpLLFFUwAuPGS5egd\nTugRTIBBPMMxq4K5fb9xc90zlMDJSw01qktznc9rntq+crOCuWQuuTmnSvY5pl7PgNep32jREjkA\nqBzZ98PsQQALEI5lUFdtkIKslMN96x8CAGzsIz2N3nIE02l9bu9YR0HbkJlgburfDlEh+2RffAhp\nIaM/LzhZKAtakdp3CPt/9GMAZCZ21eJFUGW5LMHMDAzq/xbjcUjJJDyzyE0C7/VCTqcAVSXmGo7D\n3FArPnvKJ/HTDQ/B0bYXyczp2DLwNu551ShZUyMOJbliNKafxFNd3VAkyVAw3S6kRXKed1eKKdIU\nTEGZWKwh7/NBsDG2kUIRRd0wpQgCpEQSjkChQEJbCzyzmklEkSjCWRPSb9gcgQCkuHHjIKWsCqaq\nqkj39sLTMgsMZz2n3vbijzGUHIWTc2JZ/ULU+UpHMtFYKM/sFqQ6u6DKcsHyjmXYIpgvvHD8Sbf5\nqAm4sb83inhKQFtTFRw8i1v/7RQoqgqWZcHIZEdIiWlETepkQijeO0PJ4/KGxTrBDGnRPgF3FTiW\nsxDVowm0B7NPW287JTiKGg+5KNOoImWmRD4lUFRy4XRUUjDzGum9rnyTz7GuYAr43A9eQCItYt0P\nLiloCQCAVIZczM89aXbF+dfl0FLvx+N3fQhfue8VdA8ldNLl1dQzJ+uCoirIyQKcnAM5WTiiPZgT\nQSYrgedY3Sxlxke13EszajRjTzhmKJiv7xjA1n2GaplPPvtHyLlwduPUuujNbR10P5hV58PAWMpC\nMKtMirO5pz4f4VgWkmLchOwYKsxMLpeDma9g7hk9WIRgGtttoxbv5nG4kRGz6E8MWQhoZtkc+PZ1\n6//OjYVRtRjIDA5CEQQEli1FXAtxdzXUIzcyCjmTsZhfcqOjgKKAryL7O+fzQkqnwXLEXMOC/O5n\nzzkFv93yOGLuFJIZAb/e/IhlvWlWJVVHc6PGDYUqSZDiCcPk43IjnbJXIqcKpnkEsx1wPh8UQYAi\nirYCyal6qf87HC5OMLXWAkd1NbxtbUh1dMDdbCj4jmAAGdM05/xxlbnRUcjpNHyrC/0IVA3++Zu/\nAwC0Bmfh1JZVuPqES0qut2f2bCQPHER2aBjOmtCk+zqPNti62rS0GAdxX18fmpqaoKoqHBNMoD+a\nURN0Q+lWISgq5s8iJInj6GEJuDk3JBCnaCQbh6oCataHBFu8CZ4Gqy9rWIhXu99ESszgwnYyFpNl\nWNR6qo8qBVMxZavRQPneGGlybg02F31PMeSHraszJp8pgawRTIuLnJp8BMNFzrFWwpVfEncfozmY\nZoJJ1avtB0axbF5tQV9pmqp1nsMn024nj+/ffBb+ta1Pd0ZTRY1nyDqlhQygXV/dR9hBbheprKgT\nYzuo8jrg4FmMx7MQJQWJtIB7Ht4EALjg1DY8t7HHQj4BMvsdMHoipwqNNV7MaarCWSca16HbP3Mm\nBkaTmDfLUJmtLQ2lzjcqcqKEnGSUl7uihSqhp8yNgoe3XvwHE4VjNM0EskPrv2wNzML+8CFEMjFr\nQP+Jc+Bbx+hKYXaYxOekOgnprDn9NJ1gupuaNIKZBWOqClGVj/cTMsV5vOQxp0sjmMZ5IegKIp4b\nQDIlgM+raFCCqUqEgGdHRi3Pi/G4EVPkdiMdtWfy4VgODBgLsbcDI2w9XXZuOQXtv2R4HqokIRcO\nW8rgFNQw5awOYsUd30Xs7Z2W1zkCVhU+vwcz3U1aHrxzyISwaDYOr8ODQ+PWcaAAuY72xgbQ6K/D\nqbNXFTWQeWeTffvQr3+D6PYdWPmje1C1sPDG71iDrTOOqqp44IEH8OCDD0IQBDzzzDP48Y9/DI/H\ng+997/+x996BcZR3+vgzfftKqy5L7t1gG4OpNs2U0BJKEtrB7yDlSAiESwJcIAEScoZADtIOyFFC\ncimXxORLLwktEJoBY7DBvciWJautpO079ffHO+/MbJNmZa0sYT//2NqdmZ3dmXnf530+n8/z+cGn\ngmg6c5GK5W35RB9iAFJUwVRFGIqErB6Fpmvg2NwHlZLHxkAdfnz6zfBwYo4Bc60vgg09W6FqqhU+\n2J9wKrFUwaTKa0u42fVxrBzMdG6I/CC/3DfoZg6m4AyRWwqmaimYfL4PpoN8MYxNSicavBIPnmMQ\nT9rE4LYH38bS+Q245UtH52xrhYNH2DkmH+GAhM8ut+3TaJiZNwgGVrFcAAAgAElEQVQJSSopi9iL\nw4QK9xcGE1lUBd2rqwxD0oZ6+tO44RevWTmtS+bW4+rPL8LL7+3OqcgGgD09ZAyh/pejBVHg8Mvr\nc+3qGiK+ghSJkN/+fq0NQXRvPB6LDlexLmkbbjNiBrKiI6PaeZi7BzuRj4BUmiTnh8+LeSE7X+sx\nI1WTQo3Y3Lcd0fRATge4NFQsue/n2PHIb9D/7nvImqQutXMnAMA/bSoW3Xs3uv72InytLRj8aB30\nTAYMX/gsU2sf3u8juZLpNBQeYB0NGqq8IbQn2tGfjmNAt8PA1Z4wVI4UG1kKptkP3D9tGpI7dkCJ\nxXJsiujvSBXKUmAYBjzH51j8uYFltp5KAi4IJiWCvtYWJHfshFzCqshSMMNh8H4/ao4+Kud9MZLb\nTjQ/B9NJMFNKGl994kaInDDk97tv9W8RTQ/g/PlnFLznNQnmwFqidu997oVPBcF0VeTz61//GqtW\nrcLtt98O0XT6P/PMM/Hqq6/ipz/9aUVPcKwQcXi9FSOYQdPMOJZJIpoeJJ1/zLxMZ0cHChr+rvFV\no95fU9Ddo8ZXDQMGopmh21mNFZzV8FTBbB/sQFgKIjTEYJsPj+CBV/AgaqYR2CHygwxzX6CBVpEX\n2hTJim4rmFxpBdMj8hP2OjAM8bPsyuvE8u4nXQXblqqYHi1Q4soaZtqMnLYUsbH2wHQDVdMRTymo\nCpTnBBIJeTCQyFrkEgCOXzwJHMciEvYUVTDrqr37LQ3Dubj62bdOxF9uuQhfP/nsnG0YKQVZ1fII\nZgfyERRLk2SfmKtApYq0C04VaVPZEiKRoB39u5GQk9bfSSUFb3MzZn/rmwCAbLepYO4kCqZ/6hQE\npk/HjKu+aimUWjoNPVtY6c0HzBC5af6tx2JQOQYcY48L9QGSE7g7tcPKDQUA0QgUFPnQEDmtdlbj\n8ZwiH9m87wVm+GsusjyUcot8/OR75IeoS4FWdntbiRtCqep8ecAmmMVQd9KJOX87FUzDMBBd/R4A\nIDB9GroThMRScuksxLzwkHPwwDl3QOTIWFHKdSa/sj7TWbjomYhwRTBXrVqFW265Beecc441QZ16\n6qlYuXIlnnnmmYqe4FjBSTCnFklSD3vJgNMZ60NWy8JQJKvwJ6MUaUmW6IVX8FidHvJBrYo6YnvL\nzkupBAYdhupJOQlZldGTjKKljPA4RUgMWCroeA2R9yT7yq5o3J+wcjC5IjmYsmZZr/Bs8RxMYOIW\n+FCE/JKVS0oxqUiOJe1a4xslBTMfFnE187JTStoiLGNdRe4GtJ96OQomANSYleTOW6rVzK+sDXsR\njWWshU0qoyAayxS9HmOFow9pwszWKvzk2uUQeBYMw6DGV41rj74CZ81eAQBgPKkCBdPpCgKQcG6p\nRhJAYQ5mQilGMAtVzZYwyWVf2/kxAGBBPfGjpGom7/OBDwaQ6SLnk9zZBjESyQnX0oplLZ2GTq2E\nHGkxgpmD6TT/VjkmR8Gs8Zl58jpJDVC7W6F0TsWMwDw7RK5QBZOcS2AmIZhEwcyA4XkwHIesRrZz\nkqpSEDih7Lmu3HaRmtkf3NdCCGYpqyLaxUdytPV0IjhrJmqPXw6prrbg8wc+WIv4pk2IHHUkpLq6\nnNbIIifgN+ffY/09u3Y6Ir4q/OR00hzGmZrhhFRXl/M3LfiZ6HBFMNvb2zFzZqFcO23aNESHacc0\nUVBjEszGGl/R0Fq1+VBui+4EABiKBGjkoc1XMA3DQFeyF43+upKKEa0kX/naL/G9F+8ele+wL8hR\nMLNJ9Kb7YcBAvb/W9TH6Yxl8sqMPHjOZHQDM+ceqch4P2B5tw9VPfw//8/4f9vepuIY+RKtIUuRj\nEvkSRuvAxLUoonDm2E1rJpOuwBcr8iGTWKBiCib5HW1niZQ10Y5HBZM6CJRLMBfNqkNt2IOrzl9o\nvUbzKyNhD3TdsMgrVTNLVfaPBVobgrj3uhMwZ0pu1e6yKUfi8OZDAZAQuaJoyBSJOlEERf+QSr+T\nfAZEf043J4piBHOSqVhSCzdKMJ3bSvX1yHZ3Q00kIff2Wjl+FLT4w2lTJEbs78v5cxVMAFB5BpyD\nYFabaUyqRNK4tIE6qLvnQs6yBVXk2Z4ecH4fvGYBjBojCiZn+mLT+76YgqnrBjp6bOVPGCaETBFN\nDeDGF1ZiU+82Rw6mS4JJFcwWqmCWIJide8HwPKTa0t1zZn/rmzj8f+4H5/fnfD7tntT8OaKOR9N2\nLcXc2pkQOAHnzjsdHl7CjMgUACSyBxSPdgJEqXUW9mjpdEH+60SEK4I5bdo0vPfeewWvv/DCC5g2\nbVqRPSYe6qrJxZ0xqbiHW3OoHoYsoj1BSsucCmY6LxwykIlB1hQ0BOoKjtPRm8DDT65HULCl+R1F\nkszHGrRiHCAh8t4kWThQIuwGjzz9Mb573xsQGAEZNQvDMKCbxEdWx89qbGMv8XN7dcdb+/lM3MPK\nwSxa5KNC03RwLFMwMTpJpXeCVpBTOKuETz6iFZGQp2hvclrkk9+1ZrRAu/3oCjl+Qk4haypi47GK\nnKq+1WUSzM8cMxWPfP80nHh4q/Ua/e61Zs46rRzvj7vr+76/UOUlCxJGyEJWdWTylCSO5VBj2sgN\nFR4HSJEmRVOgDllNLoiGFCOYVZ4Q/A71c3r1ZHgFj5WSBACe+nrosmy1LvQ05oZOcwimGSJ3kiSq\nYOYQzDwFs9p0+mB95NoZMrkvMmnDMlrXZQWGYSDT3QOprg68WYmtxGLQ0hmwZl/uoULkr65px7/d\n+RI27CBzicgJrmyKXtr+T+wY2I3vv/QTR4jcHcFUzcp6IRwCHwqVVjA7O+FpbBjSEohhGDAsCz7g\nzwmRU+LnNYufnQ1TTpt5PADgkoXn4rcX/NRSu+miJKsW9/FlGAZCdS73oJ2CnBjOW3O8wdUIfM01\n1+D666/H1q1boWkannzySbS1teGZZ57BXXfdVelzHBM01wXw9c8vwqEziq9oqoMeaLFa8LUkX8eQ\nJTA8GVTyVyVdZsilPlCo/t32P2+jsy8JxpsrzcuaYuVpjDVi2QRe2PIPBKUARE5AQklZRUrUFN4N\ndnfFoesGGF2AAQNZlfgVAoCiuu8hfRCF0DFEiNzsRV7MsidXwZzgIXKHx2Q4IEEUWMhF7qtK52DS\n3tiMQojI1uhO6zkZj1XklGDS1pflgGEYeCUeV5w9P6eI5oh59XjitW34y0ubcejMWqsVaXVo/BFs\nwPbyZQS5IAcTAMJSkJirp4FgGTnnEV81EN2JlJJGiLPz7CnBDEkBxLIJ8CxPxndzARiUAqjz1yAg\n+HIKfqQGMi/ENm4CkKtOAk6CmbH+X3fC8Yib29McTD6PYDrdJao9uXmH1NIplTYcVeQK1HgCeiYD\nT309hCD5/ZRYHHo2Y33OUCHy7XuIUrujcxDzpkWGLYKxfgPHIs1SMIsYnRcD7Q/O+byQamuQ7ui0\nfGoplFgcaiKB4Ly5ro7JBwJI77HzdLM9PWBF0crfpJ7PPz/zB2gMFg+5S5wIhmEKxCgn8skuDfcD\nQLqjAx/f+kMogzGIN37b1XmPB7hSME855RT89Kc/xQcffACO4/Cb3/wG7e3teOCBB3DWWWdV+hzH\nDGccMxUt9cU93KqCEvQBmzAaqSBE06Yk/6ahOT2NeQSzdyCNzj7yoGzdnrvP/vTE/KBjPdJqBufM\nOQV1vggSchI9KbLyqylDweyOkoHSsFIHDhLM0QLNwczp5OO0KdKMgi4+wKcrRD7NUXwXDkgQeK6o\ngklzMEerijwfVMVjMmHU+iJ4d8+HdkeTcZiDSdXFckPkTpx/0iyccqQdrl08ux6LZ9Xhg809+GRH\nn0PBHH/fHwD8gg88wxMFMy8HEyAE0wBRh0rlzTuxbMqRWNQ4H36z+DM/D5MSTJpiRHPQqYjwhQVn\ngWEY+MRcgukxcwKpLVE+wWQ9jhxMM0QemDEdjWd+BqzHA08TyfOkyh8AqDzAORTGGp+tlBk6A5ht\nkpMJHRoL6CKP1O49VgW5U8FUzSpyeh6yKoNj2JwiIopes80o/VfkRMiaDMMwsKZjXcE1oIhl7XqA\nBEueZafn51Bw9gcXa2qgZzLQ8gqEaAGNt6nQ33lPbC+ue/Y2q7UnQEiunslAN62bst09kOpqLdJK\nLQmpg0oxMAwDDy8hXeI7AwCTZzFHw/0AMLD2I2S7e6wCq4kCVwQTAE444QT84Q9/wAcffIDVq1fj\nD3/4A5YvX17JcxtXqApK0KJNmInjIe04CWGmCVMayMO/py+3Erw7SSrX8kPkb6+3w9Afb82tJvvW\ncz/EB53rR/WcP+nejJ397cNuR8nktOpWBKQADMPAzgHStmqoLgROpDKK5U+oKibBVNIWAVDGUYi8\n3ErG8QDdrCIXeHuiEJ05mLpeYFFEtmetIo2RKFjjCUcvsCeE6iBRMIvdV1TBLMf3sRxQJTgr6zi6\n5TCklQze6/gIwPjMwRwYYZHPcLjwVJJD+Pg/tjkUzPEZImcYBiEpCAhZyEqhgtmV7C3aLasUrj36\nCtx8wjVWyDs/DzNtEUwSEaM+tt88+ku46NDPWqHUgOhDWs1Yn00VzPiGjQAAsaaUgmkTTFYUMePf\nvoKjfveoVRDkVDAVjgHvIIBhTwgRDyFDhuJBXbUPtWEP4gkNBssgOX8yst3d+PDbN5Bzqq8DJ0lg\nJQnKYIzkYJoh8qwmQyxxz/cMpMx/KcEUYBgG3m5fgztfvw/3vvkgAJKq9Kt3f2+Ff531ALsVIryU\nm4PJeX1W6kA2L0yeNgmmp7mwgPWpjX9HR7wrp7uRU0XV0mmo8XhOUU40NYCg6C/5O1B4eKkkqQZg\n5bVa3yVPwZyIGJJgPvTQQzj//PNx0UUX4dFHH51w8f/RxNSmECIhL9at9mGgR8LcqRHMaiar060d\nucm4tMVivvq3qY2sdI5a0Ag9T9DTDR0/f/vXo3a+hmHgtlfuxQ1/+89ht+0x8y3rfBE0mCvuj7tI\nyIW2txwOXVF7ldjZTR4ip4JZLJS5v1AsP2q8gyqYoiOMwrIMRJ6FrJAq8mIhcgC48fKl+PLnDsGV\n5ywYk3OtFJzkpSooQeQ5yEqREPko+2DmQ+Rt5XhJM2lFSQnmUNXHY4VoLINr/+sV/Pu9r2JPT8IR\nIh9d8rdgeg1mT67CW+s68cr7JI98vOZgAkBYCpk5mJqVC3fV0ssQ8VbhvHmfsUgg64JgUlAFM5mv\nYMoZCCyPKjPfkT6/8+tn4fz5Z1h5nH6B7k/GJKpgUvIo5RNMD7m/tHQaWtYmmAByOt3k52Dm+zTP\nrJkKAGAYHZGgB5GwB4NxMlb3LbaV6sDsWag+4nAAgBAKWrY/rKPIRyrh/ZqvYAqmekt9Rz8wq+nv\nW/1bvLT9n5aS6+zt3qkRNTNfhSwFSso4rwdiDSGYcp5VETWll2oLU9jotR/Mxi2+Q9MB1ETCsm2S\n6gnBNAwDvel+kioxDLy8B5khQuQzr70awTmzMflfLiGf51BtnSH6iYSSBPO+++7DPffcg+rqaoTD\nYdx9992fmnzLkYDnWJx57FTr73lTI5g3hQwGO7tyw9v0Acnv4b2prR8Br4CFs8iNffm0q/GVwy+x\n3q8rI9+RQtYU6LoOwzDQ0+9Y8eTdyPFsouQCoddUMGt9ETQFyYOTVjMISYFhV2UUe/vshyGRIINp\nyqlgFiEClUR3ohfXP/8jfNK9Bc9segnffPZW6+FOFvGtG+8waA5mnqGxJHJWJ598iyKKYxc243PH\nz0B4giuYAHDfDSfjhn85AtVBDwSehaYblkUTQCpXd+2Ng2OZipnKsyxj/u4qZtdMB8/ytgI1DhTM\nDTuj2NERw9b2QfxjTTs6e5NgGaAqOLrnxjAMvnb+InAsY1Wqj9cQOUAKfRjWQNphK9USasT956zE\n5+adZpHAYuHeUqBFHMk8BTOlpOETvNaCo9TYaxFUmmJRnxv1EiO5NQEMy4L1eKClMzkKZj7yq8jz\ncySpssqIWVxxzgLUhL3QFPK9+5uDmHfzf2DJfb/AorvvtLrMCFXVVp9vmn8oq0pRgqmounVP9DoU\nTKB0jyVayzCQdhBMlYg15SiYDMeBFUVINbaCqSsK1n7rBrT97++tgh0+WJgO15O01c6OOLEyoub1\nWjJpFfhQBTOtZJBVs6gZIjxOQULkpQmmr6UFC++6w+oo5AyRp/fsGfb44xEln6QnnngCt956Kx5+\n+GH86le/wsqVK7Fq1aqxPLdxh7OXTcdpR03BcYuaccKSFtSb4YieeMLygwOIxC9yAry8vZofTGTR\n2ZfE7CnVqK8mD7+c9GBho51oXE5BDQComop/WXUt7nj9l3h7fSeu/NHf8MLbxJx3IGs/pOu6NuJL\nj1+P57a8UvQ4PckowlIQIi+iMWAnKTv/Pxy6nQbYZnV9IpO2OvmMdYj8gXd/h7bBPfjjR49j9Z4P\n0Rnvxi7TUDlfbZgIsKrI87p3iAJn2RSxJRTMTxNaG4JYfhiZ8GiKgDO/99dPf4zegTQiYU9FTeUl\n83cXeRGza2wnjfGQg0mtgwDg5fd2Y8vuARwyo7bg3hkNzGytwglLWqy/i/U6Hy+oNivJ01rC9i3l\nJes+oe1yyyGYgTyCCJBxuTfdj2pveNhj5RNMzuOxyBvDcTm5lBSc15sbIpcKCZ6zE43GMTmV7wCw\ntGURAGDF9GVYML0GM1rCMHQybmdVGZEjl8I7KbeDm6fRng88ZihfLhEi7xu0x/7egQx03ShqNu4k\n3pSkD2TjaAjUQWB57Mn0ASxbFsHkvF4wDAOxliqYfUhu34Hktm1oX/VX9L1J3EOEIgTT6Ym6J7YX\nAOmHDhCSS5VEWt1P8y/d1Cp4BY8lCA0Fp9cpQNTsbHcPgnPnDPsZ4w0l7/6Ojg4cf/zx1t9nnHEG\n4vE4enomvjfTSOH3Crjmi4vxH5cvRSTksVanOpQcv6/BTBxhTyhngqMVdbNaq1BbRVa9PQMp1Plq\nsKSJ+Mz1xnP7nQ4HSiI/3LsBr64huZb/8/g6AEDMYZz+8vY3AABPbPxbwTF0Q0dvqt/KtWwO2rYY\nhzTMdn0ue83iJb9XsOybEtkUwGjgajog68UNZiuFDb3E5qPWH0G7SSxpz2BniFzVx09u6FDQocMw\ncnuRAybRMY3WSymYn1ZQD0xn+sWb60j47YdfPaain02VYwBY2DjPen08VJEPOszoaeoK7aNeCZzo\nIJjjGREzXJ0xUjkEk+LQBrLYnxGZ6vqYPqEwRL5zoB2KpmB2zfQCYpcPSlCdVkURs22hoWlFF0mc\nR4Iuy0MqmJ76esy4+mtQgkF01vA57hMAMK9uFu75zC24YskXAQDzp9YAuvk8acXHame3GUowS4XI\nqWoJkE5SsaRstVF1GpPHs/acl1LS0HUdsWwcEW8YjcF6dCS6wfv97o3W02lwpsm8MweT2j4Btsl6\nvoKp6lqOgplS0ljdvhZb04RoqomElRsbnEPmxlLpcMVA77Wh8jABkj8K2IVNmb17AcOAb3JrUdV1\nPKPk3a8oitUWEgBEUYTX60UmU1riPdDgpT1pORXb9tDWiDoGsrGC8Hi3Gb5ujPhRZxLM3oE0WJbF\nfOY0GDqLHXvLqyR3dt+RVQ2MNw5ZUTGYyOasEmPmQ8wWudyxTByqrqLORx7GiKPC8JB6dzYOANDR\nSwaAX3z7JFT7yIovnkmDn7QN4oyPgKaNY5bD25Pss0KWPcko4mZXofZYJzRdywlnTYR8zNc/2INE\nOgsYbEFHJEm0FcxSOZifVkiWgkmudSwpozuawpK59SXdIEYLHpFDxiSYx00+wj6ncZCDSYt6jphH\nCIFH5HDsoeV35HKLhbPqMLUphLOOG9+eyHRsyxqJogTzq0dcghuWXYVTZixzfUy/SEPkNkHcZPrs\nzq6dbpGqUkqmnYNpE6hpV1yO4JzZaDqnuEMLK0nQstkhCSYANJ52CnZ85XLsapZyqsgpWsJNlqo4\na3IVWNO1MN8jlEJyEEypoR66oZe016PhcboI7BlIWdv1p+2iWBqGBkjDgpiZ+xj2hNAcbEBGzYLx\netwrmKm0VQhl52D2IbF1W+6GDAM+Tx3uTfZBN3TrGU4pafzkjV/hpU7iAa4mkoht3AgxErE6AEVd\nVJBT0HttqDA54CjkMvNJqVm8VF8PsXr4zxlPmNi+JfsZNATOcCp27BnEiUtakJRT0HQN4TyCSVd0\nddVehPwiRJ61quu2tQ8CGgeWK09Ncz6o2xMb4Tl0NZTds7CjYxCDjE0+KcEsthrutfwuyQrMueKe\nXTt9yM9/95O9aG0IorHGj46eBKoCEuqqvYgEA0gCGEwnwfrJCo/xxaFqekXCdPnY0W8b19POSwBR\ncDf2bM1RG1Jyqqxe62MNXTdw1+/eg7TAAAymoFMPz7FQVR0Mj6JV5J9mWAqmmd+7tZ3cazNbKj8I\n0xA5kOsWYS069yMowfzKuYfgpMNbsGROPQK+yimrHMvgF985qWLHHy3Q65Rl4siaRhLOBYHIizhi\n0qKyjhmSyELGudjf1LsdADCndjrCnhA29W7D5+adVnT//BA5QAjGwrvuKPmZrChCNwkmw/MF9jZO\nUMcMYQhDcQDwiDymNobRoXElzcCdpu+e+nrr2MXyjqm631IfwI6OGLqiNsF0Kphbo23W/1NKxnqv\nyhOyyLnuEWF0FzdMd8IwDCtEDgCcJIEPBpDt60O2rw+sxwND02AoCviAv8B3sttUL6dVtWBj7zZL\nfMiIZFxNbNsOpX8ANccdY82ldP50FSLnh+7mQ0HbfNIQuWx2SxQj1RCqqjCRjIpKEkyGKewKUsmc\npokI2v4JrIoPt/aQ1mnmQJOvYFLLhrpqkh9SV+21inLa9sZg1PDghPIKYZwqZZztBA9AaN2CrKJh\n0LAHPGqaXuz60YcoINneb/eecSsyanZI4/eBeBY/fPgdAGSiV1Qd86aaZtMc+V1i6RTAmt9JZyEr\nY0Mwaa4lYNuDUGzq254T0hnvCiZNPQCjEwWzGMHUDTB6cR/MTzNovh8tJNtmEcxwyX1GC5LIIytr\nlonzPWfcgq19O10pGZXGYEIGwwANET+aa8fv4mms0WTmlMtcHGlFIHl6+9jcghZ39KUJCcioWazd\n+zHqfBHU+4lX4neW/VvJ/eni1tkNZjhwkgRDVaFnMkXzL51QdEIC3VgvhQIiOnS2ZAjXGSIXIxHE\nVdvfMh908TW5IUQIZl8KYkNhDiZVewFCstvNvMeWUKN1HrpPgpHJQFeUnEr5fOiyDEPTclouijU1\nSO/pgKFpCM6ZDaV/AJm9e4uGmim5bQk1EYJpRrqyIiHw0bfJfBdeMN/ehxJMNwqmyRcyyjAhcrNA\nyyaY5DPESOTTQzANw8jJwQQAVVVxxhlnFGy7fv3o+jdOFPAsB4ET4Auy2LZpEE+/sR3TZxOLlCpP\n7g1MySRtsVZX5cOenh7EkjLaOuPgqjgYYvEuB7FsAo91/A2+ySHMq5tlve58UMHYRKoj0YFBztFb\n3AwRo0iIulioaFKo0IA2H6msfa60yGJSHRksvQI5VjybBkMJpsGOmdn6rkFScecXvJb9hxNZR45R\nsffHE2jqBRgd0AtD5DzHQtcNKGppm6JPK+wcTDKZ7e4ii6qpTWNAMCm5VXVIAoeWUBNaQqXD0G9+\n1IGPtvbiq+ceWrBIGG0MxLMI+cUDbsExHCK+KkBnofFx9Gc4VOXlyY8EIi8iLAXRmyQkYHX7WmTU\nLM6avcLVsWfVTIPACXh3z4c4ctJirOlcb5mwlwJt06jE4yXD4xSyaQ4uDUHMKHweHobOWfvkw9mS\nkuE4yBnTSqkIwaSLvtZGMifsjabQ2lx4DhsdBDOlpNFnkrzWcDM6YiR8rnlFsCBtKmlleDE4u/hQ\neOrrkdpJVFLvpElgGIYQTH+hmb5FMMPkOabnkjUVTFp9XrV4sbUP3aacEHlmGAWTFQQwPG/ZFFkK\nZnU1vE2NKK9SY/+iJMG8447SEv1B2PDyEkTRQGLOe3jik71QujYDKKZgplEVkCzVpaUhgLVbenDN\nT16BqungdA4aCqubf/DQ29gb/Af6sAu///Bx/OiU6633Nu6xjdsZ0b5pB7NxDLJx5IPmIjpRjGC6\nQTpTOAgFfGQA8QkeQAP64nGANcP+Ojtm/ch3D3TAJ3gxrXoy1ndvAsMwuHThufi/dU9B1YfvGVwM\nv/1gFQYyMVx7zJWVOOWS2G4RTANG0RA5rYA1wB9gBNNWMMnCpW+QPAO1VZUPU9M2nZms6soO6Y7f\nvAsAOPPYqZjcGBpm633DYCKLSHj/h+rHG1iGBaf6oQkJ9KeByVWjU/hU46vG7hhpSbjW9HY8bsoR\nw+xF4BU8OKxpAVa3r8VNL/4YALB00iJMq24tuQ9VLdV4osCIHSB1ADTVySKY/PAE0+8RgAxTMEZS\nMByH6Vd91TJzpwv1YlXkTgUTALr6kpjhIKJ1vgg0Q88Jl7+x6z2rKrs11GxFAxW/CAmAMjgMwTTz\nNJ0Kpm/KZERXk2fPO6kZSj8ha4ZWOBfRlDO6UOxOEP9MqmACxEbKadAeTfUTOyoXqTF2iHx4DZI6\nBWz/n4ex97kXABAFc9L556Ln44+H3X+8oCTBPO+888byPCYswlIQu2OdYMNAHL0wG66g1mc/CIZh\noHcgjSlN9sQyxZxkorEMZrVWoU3jAUaHqqngzYo/VdPx3tY2eA/bCQBIJ+yJTNMNfLBtNzhzfGG9\n9romq8o5IXKKjJpFVpVzcmZGSjBT2cJBaO4UcjI+0Qukgb0DMcAM+xs6yRWsNBRNQWeiG7NqpiFk\nqsiN/jp8du5pOLplCb7xzPdzts/vwFEKT29+CQDwlSMuGdM8u+0dNsGEwSBflHKqlgeaYiWaCiYt\n8ukbTCMcEMckDcPZB74c7O5KVJRgKqqORFrB9EmVV3EnIngtCE2MQ9GB6lFKZ6j1RbC9fxfi2YSV\n312O5dyyyUuxun2t9XdPsm9Igkm76BiqWqBgypqC7714FzcEMREAACAASURBVJpDjbjumC8hq5JI\nk8eFgun18ECahTKEs0bTGadb/8+qDgUzb2inCmY4ICIcEM0cTJv4BUQ/wp5gDsFsj9mCSUDyWxX2\nWQ9nEszcjnn5sDr0OEL51FMSIAST9mzXlcJoIT0XGsGjHfkyIgPU1wDdfYgcdWSOuhzLJhD2uCso\npJG94ULkAFFhsz296HzmWQAAw/Pgg4EJl6Z4YEkeFcCC+kJvKrWrFU8+G0fGJGEDiSwUVbeqxwGb\nYALAMYc2gWfIAODMf0lnVUizPrD+Tsq2StnRk8hRLRnR3k9W5Rz7Byd+/+H/swyFnZ9XtoKZRzDv\nvnY5jl1IVnYBs7JSC3aA9ZgETufGpJtPTyoK3dDRFKxH2EzAn2SGPOr8NZhTOwMzI1Nx2aILAABx\nubyAQ9vA2BreRk1VjmFJDmb+AEPDxMCBRzApkZRV0migdzCDmrB3mL1GB84+8MMhlbEns52dsSG2\n3HfEkrRrz/6vZh+PEHWbDEQ8o0PCaYFHb6ofaSUDhmFKdrcphqV5hUWU2JQCDZEDACvmXucnN/4N\nOwfasa6L2OnIJgn0isPfDz5JAAwGWgkFMx/UzqiYOkqfC1Hg0BDxobs/Dd7RJMIv+koqyFPCk8xt\nSBg7JZkLycGhn53ULlLc6Wu1ybl/6lTr/95JzVYOp6EUfsf+9CB4lkfEWwWe5a2In8EykG+8HIt/\ndg+mXHaptb1hGIjLSQRFd3nOHkvBHF7U4Lxe6A7HHkNVJxy5BA4SzH3G4qbC9ntKxwy8v6EbH20l\nA8WOPeTBaKm3b8QpTfZAN39aDVgUEsyBRBJsYBAepQ6GziKr2zfczo4YIBS3k8iqck6eoRPPb30V\nW/p2WH+PRog85Bcxd0rEegB8kgRtIK8Nl8Faq9pKgvqY1ftrrZVlqxnyYBgGt6/4DlaeeiMW1JNc\n1mh66FUxQFQBiraB4Xu7jyYSZl9tqmDmwxkW5/kD63EWBXPiUXQkMyqysoaaMQoNe0TTlNrFPd3R\nY6emtO2tLMGkbSHD47ijzv6Ez7CVRacl276AqpW9qSjSSgZevjyTf47l8LWll1l/d5mhWcMw8Ozm\nl/H27jWWKPDImj/hvZ4N9r6OIp/uRC/+3wYSTo1nE0jKKWR1s22qNPxz4fPwgMFCM9yN01aIfIgi\nH0ngUBP2QtV0aKr9mwREP+bUzijYb1pVq5WGRBXMlHkrq7HCZ0dNJi3lMt1OFv/eVpu45lS+NzSA\nD5I5mPUUPh/R9ACqvWEwDEPSvBxIqBn4p06x1GPA9O00dASlwnzOYqDHTA3RLpLC2Ut+IuPAmpEq\ngAX1RczIFXIT9g6m8d37/olbHySdA+ZOtQc3n8dezc2eXAW+CMHsSpB8FD9bBagCFMO+MXd0DoLh\nc0mkn6W5MQpkTUG9vwYBcxUYFO2HwPkZ9P/l+vdRBXNSXQB3XbM85z2vxEPefHhuTZGBMSny6U5Q\nglmDpiCpGp3l6LRCQcNjzhBNKSSyNkHYOcYEM5k2r7FZRZ4PzmFNJBxgBNNWMDX0DeQW0VUaVojc\nhYK5x9GEYWcHmSTXbe1FLDn6zQcGE+SY4cD+N3wfj/DDXvhWj7KC2ZfqR1rN5HRwc4uTph+LR8+7\nB4CtYG7q3YZHP/gL7nnzQby64210xrvx/JZXsSdjK5wax+Inb/wKvakoHvvkOSiaggY/+Y5diR4o\nJgn0i24IJlUwXRJMtXSRj5Ng0meF0e3UlYDkx4K6wrnzwkM/i9Zws3nOhGTFBTKRFAuRf3TjTVhz\n1TegJhJI7d4NhufhabSLVBmOQ+MZp6PuhOPBCgImX3oxIkcfhTnXfzvnOLquYyATs4p1aAtQCqdP\nKQVVON0qmPSYbvL+/dNz5yxvy8RoZpCPgz6Y+wiJF/Hzs36I5ze/gmetVoxk0l+7uQfrt9n+XXMm\n53pl/eiqY5GVNQg8B54RkUUu+etNEPITEoPoiQtQeZtgbt3TByaUOxBEPDVIpmKQNQWyKqPOF8Hd\np38PDEjo+NvP3w4gt0/5vobIrzh7vlU9bv0mIk9+A0UEREqQjDFpF9lj9lWv80cwp3YG7jz1PzCt\nenLBdmEpCJZhc7xES8EZRt/qUH8rDVXTkc6avxmjF1UwBaeCeYAV+UgC9cHUrAKfsVIwywmR0yYE\nAGmpurMzhpvufwNTGoP45fUnj+p5UQ/MgyHy4ghyo69gUgUrqaSQVjIFHshu4RO9CIp+q10hdcMA\ngL2Jbutv1bGobE/3YHV7D7JqFrLpS3n6rBPx27WrsDfRC0VXABbwSy5C5B4ehs6aXcOMYVVYGtkp\n5oNJo1WSyFnPCgObYNb6qkmufh5oBTdAimJYhkWMJ8dqX/VXCFVVaDYN6NVEEundZMGf3LET6d3t\n8DY3geVzac2Mq75q/V8IBjHvuzcUfO5ANgbd0FFtdnvKJ5iJbGEBLhUeAq4VTJNgusj7r12+DJ1P\nk/zL+bd+LyeXdCLB1YzU0dFRtAuLruvo6OgosseBhcZAHWr9dlHPv5xBOuC8ta4zZ7tw3qC/aFYd\njlxAVluCmYPpJH/RFCE/YSkEaAJ0VrE71MQLiVG9uXKVNdnqsOAVPPAIHrSGm3GVGYYppmCWXeRj\nhsi9nsI1isdcsRqqY+Bh9bFRMB0hcpZhMT0ypehAybIsqjwhVwpm3KFgtg3uwa4xysNMpGho3jCr\nyIspmPZrB5yCaU5cOzpiVpRg7ELktMhn+Hy1rii5fybVBaDpBrbuJpGJtr2FhXj7CitEfpBgFoUz\nX5CapO8rnMQhrWbh3YduTg2BOvQko9B1HbsH7fkjmh6w0nMU3h7PsqYNXEaVkZCT8AleNJuRm72J\nbssMPeBxHyIHCv2Di0EeKkQu2wqmNS7p9vhE0wquPfrKHOu9WodhOcMw8Ate9At2itKOhx6x/h9d\nvdrx/3ehpdPwtpYujsrHi9v+iZv//mMMpAfRmyTV5XXmeRUQTKWQYNIGJm4bdVBC7UbBpK0oGUFA\n9ZLDIFYPb+Q+HuFqRlqxYgWi0cI2htFoFCtWrBj1k5qIWNJ8CADgi4ecgwtPmYOgzx7IFs6sxTcv\nPGzI/QXzIU04VjdUXQtJIbAafZ9MVmm98IZvCJgEU8/AgFHw4FtVbKNAMKmC6ZWKEUzymqE4jskY\nULXKt4rsSfSCYzlX4a+Itwr96cFhW1jS33xe3UwAwGtt7+z7ibpAgobHeQUMA6II54HPCZFXvnp6\nPIFWkb/7yV7rtdaGsenVa9kUuVAwaRevqc1E2dq0y17UDCZG1zZ58KCCOSREgYW8cz6mhCa78vt1\nA+oqEcsmoOoqvMLI0zTqA7VQdRXRzEBOVXV/etDKL3cqmKpJNnmWQ1JOwS/60Gh2LOpK9EI1CDnz\nlVHkA6CkVZETNERezKyeWoeJgq1gQs9VMAFg2ZSl+MHJ38IPTv4Wbjr+moLe7QHRjyhT/BmJbdxs\n/b/rJRI9DMwszOsshSc2vIAt0Z348ev3OyJfRCgqCJEXsfij80JALFPBdEEwGYbB0t88giMevN/V\nsccrXIXIV65ciWAR5/tgMIiVK1eO+klNRDQHG/C/F/zMethoxfT0SWH86Kpjhw03iKxJILP2zTeY\nJflaYU8IrC5CB8n7CHtCyGpkOy8TQtog2zX4zVZoZjFQvj+ZbfRKHtg1HeutTgojzcF05pJanyNR\nBdPxHqND08dAwUxFUeuLgB2ifRpFtTeMrdGdiMvJIVehVME8YerR2Ni7DZvNVnCVBi3woW4BOYTd\nRE6RzwHWKlI0CTUlcFecvQBzpri3h9kXlBMi7x0g9klUXd24016sb2rrt6IYowErRH6wyKcoBJ6F\n1j0Z31h80j538aGgxIF6OHqEfVAwzShUd6IXuwc7UO+vQVJJI5oasDqyqQ4FM+PhAOjgGEIwm4MN\nljoYTfdbBNONgODzOhRMF3mYWauKXISe118mq6gQeNJ5jC58DcNJMHOfU6eK6YRf9KEnZT8vjCP8\n7czJpB6Y5RDMKm8YXclebOtvs9oL15sEU0eu6FAsRE6dWtwW+Xh4CQwY197LYtXEtxpzpWCed955\nEIt0DJAk6aBfpgMSL1pE8vwTZ6K2yovv/n9LXVUUShwZAJIZ++aLyySEFvGFwRuUgJIHSTbIdiHB\nvgkbgnXmeybBzBtAafJ5Rs1A13Xc+fp/I55NQGB5V63EnHCjYEKz32MYo+I+mIZhIJ5NoMpl6Ism\ndEdTQ4fJaQ5mxFuFOl/EypGqNGiIPGDm2hpyYZiLzwmRH1gKpmDmYOrmXHDYnLohth5dSC6ryJ32\nSSGzH/guRyW55XM6SqAK5sEQeXFQc/58m7V9ASWYdBzx8SNXMGkUakvfTsSyCbSEmxHxhLEnvtcK\nWyuOhWTaY34fNYOsJsMv+rC5LQaO4ZCS09AM8j3dkOlyFUzLpqhoJx/d+q2p24Oh2efttqWqX/RB\n1VVMuerL5Bi6bkWclMFBgGXhnzHd2j4wfXrR4xRDytH/fU0H6UZIie+h9XMgcSKuX3YVqr3hoiFy\nOi+4LfJhGRZeweOqivzTAtdJW3v27EHCbJX09ttv44c//CGeeOKJip3YRMclp8/FI987FY017lc3\nABDL2FJ8QiUEs8YXBg/afjFJLB9YMpFUe+zcjLCH3OhKCYJJPyOtZC1DYOfr5WBogklDIo7bi9Er\nHiLPqFnohm5VHw4HOsj1Z4YhmCapD0oBNAXrMZCJ5eTKVgpUwfQHKcE8qGA6IeYR6rEkVW6ryBNp\nBVlZQ12VFwGTYOqOxyA+ypXkA4ksRIGzn8GDyMG0ZrIgX/XyllE7psgJ4FkevaOgYNI8+vc7PgJA\nLNachvAMw0B1XNp+gYzDe+PdAACJ8+C7970BVWaRUjLQQQnm8K4CtMgHgKtokx0iL15FLlkE01Qw\nNfvEaTOR4UDHct8Jx6D68CWArlv+kMrgIIRQCNO/TGyNpIZ68AF38y0AJBwEk6Yj0BD5GbNPwq/P\nvwdLJy1CQPDZ7ZYdsOcF95/pE7yuFcxPA1wRzOeffx6nn346PvzwQ+zcuRNf/vKX8e677+K2227D\no48+WuFTnLgoxwstLJCVU2eiC7quI6WkkdaSMDQOVX4/RJCH+JUdb+H2V38K1kMejirRJph+0xNN\nMcMV+StLZ4jc2YObLVO9BIh5NMOg6ERGJ19nSASMUfEQedIcMNwSTOqTSVuSlYK9UvWjMUAS6LvG\nQMVMpMwB3EeIZnEF88DNwaQKJkXIP3bWPHTyzMhDKz00fF8T9lgKJgBMbiT3nuVzOkoYjGdRFRAn\npCnzWODEJS1YML0G73y81+pdPxrwCh4oZlV1vodiOaAKJu3R3RpuRpXXrkqfHGrOCZH3cWSsp5Y5\nm3eY5uCagIScgg4NMFhXKUNeiS8vB9MRIi94T3YQTDNXWtfKvycDAhnLE3ISnNk/XE2ScV4ZjEEI\nhxCaPw+L7r0b82+5uaxjJ5RUTs5nUPTndGmjUb2A5EdKTltepB3xLvx27WPYm+i29nOLgwSzCO67\n7z58/etfx3HHHYennnoKLS0tePLJJ3HXXXfhj3/8Y6XP8YBAlRiBobPoSOzFA+/+Dlc9+V3E9F4Y\nsgdeiYfIkLDLex0fYkPvFvANuwAATVV2LotfMjvomASzQMEUaCeBjEXGADtZWdMN1xNeOqvCK/FF\nJzIrRO5UMNnKK5h0ReoX3BHMoJl36awSp9g92AHVzEMazJCQZkDyWwn0nebgUknQa8FKNAdz6BD5\ngaZgekVbBfF7hTG1afK4UDBVTcczbxBbq9oqL4J++3mklmXx1OgpmIZhYCAhHwyPDwGWZXDCEuIp\neO1/vYpfPzU6fZ2dRSGeEfhgUtR4q8E5FvwtoaaccHJrOJdgJj2593w0at6PGk+MwBkVjOFu4cmy\nDHjWbFPsJkRutqEsHiLXLKFBdBT5nDPnFHzTNFJ3g4BECWbKUifVRAK6okBLJiGEiSIdmD4dvjK8\nImVVhqIpmFNrh9Tr/MX7nPtFPwwYFjF8cuPf8fSmF7GuaxMkXkLAZRU5QBYfKSWNj/ZuGH7jTwFc\njcg7duzAueeeCwB4/fXXcdJJJ4FhGCxYsACdnZ3D7H0QbuCVBBjpADpTHXh151tWIY6eDMMr8fAy\nxfN65jWTh4pnefjMPFmNoQSzuIKZVbM5BJMmdN+36kNc/L1nsbevkHDlgxLMYqCTrxZ1FC8wBlSt\nsgpmSilPwaSFPfntItd3bcK3n78dv/ngL1A0BRt7t6M52ACf4LXM2zvjlSWY29oH8PvnSbs3w/Q/\nLRYi5w7gHMyaKq+ljoTHUL0EYIW7hyKI736yFy+83QaAEMyAQ8Gc2VoFlnFaUe073lzXCVXT0RD5\ndHQBqRQOmU6IhKrp+OurW0flmE7Vcl8UTJZl0WxGSQDSF7s5aHejmV07PTcHU8qbwjUBJx/RCkPj\noegKDFYFa7i3u+ZMpVMto8gnv5gUICFymnspOlq6Xrb4Ahw3eanr8/ELtscobymYSShmVx8hPDLP\nUZpTWe0JY17dLHgFDy5YcGbRbW0VlewTNYutAOCao/61rPoFnzk3/egfP8d6s53npxmu7rzq6mr0\n9vZCFEWsX78e1157LQBg8+bNqK2tHWbvg3ADSeCgpwNg/bntsPREGD6Jh48tPmksbJiLa466AnPr\nZoBjORg6S/pWA4glNOzuilvWLRInggGDtJLJycGk+Ns7ZDLc2RkbMne0P57B3r5UTutLJziOxX9+\n7VhUBz1oqr0Ilz12HXRGh1ZhgpkoM0ROFcxYXt/2T3qI/cULW/+BI1sWI6tmrZagDaaC2Z0Yul/w\nvuLF1bus/ytMEobKA3rh4yo4Q+QHmILJsQya6wLY2RlDcIwJJg3HD9WNp3fAztNdNKsup8itpT4A\nv1e0rahGAY889TFEgcMlp88dtWN+GlFq3NJ0Axw7smdotBRMADhv/mfw87d/DYCEn5dPORJNwXo0\nBRuwa2BPjoKZlnLPtz4cxpXnLMA//5fURzB8Fizch3BZcNBQHsHMVzB13YCi6pAEMl6JjoYI5YKO\n5UnZJpixjz/B+pu+DwCWglkuqMASEP34xtFXAEBJohhwnAMA7E30ICQF8MA5d7jOJaVw3ifPbH4Z\nhzR8up9VVwrmWWedhe985zu48sor0dDQgGOOOQbPPvssbrrpJpx99tmVPscDApLIwUgRIljnsHDQ\nk1XwSjx8vAeGTgaTkBCGNlCHen4yWJbF8qlHWvI+4zDjfub1Nnz9rpetvxmGgYeXSA7mEN0ELN+y\nErj9YeIDOVQobuHMOrQ2BMFzPDiGGxMfTCsH06UPXUgsTjCdv82f1z8NADjMJJhWWzgXBu37Asac\n6CbVBaBCzrV8csDZf5w/wBRMAIiY1j+ZUawKdgOPyEHk2SEJ5mCSRBJWfu04REKeHBI8qS6AgE8Y\nNQVT0w309Kcwq7VqzLxAJyoYhsHlZ84z/09SC97b0IVzr38SH24eWW610/tyXxRMADhu8lKcO+90\nfP3IywGQXuVzamcgJAXgFTw5PpgGy1iFOQBQ4w8i5BfBmK4jDKeDY9yTINbstuMmRK5ohT6Y6ayK\nG37xOnndJJa0IQL1xiwHlNw5Q+S7/+/P1vsjJZg0Lcwv+sCz3JAqpF+080BVTUV3sg9NwYayySUA\nK48TIJXr5UTCNF2bcKF1VwTz+uuvx2WXXYajjjoKjzzyCDiOw8DAAC699FJcd911lT7HAwIekYPa\n3YplNafjvz7zfcsuQZDD4DgWEs9aPojVYg3kzYfjlNovFB7ImW+jFz40Hl5COi9ETttjUQy30uyK\nkn2v/eJiV9+NEEy94iFyWrjkVsH0iV6wDGv5mVHsidnG3Zt6t+Hw5kOxoH4OAPL7+UWf5UlXKdDf\n6rv/upRYjRS5loAd0gIOvE4+gG0oTntwjxUYhkHILw5JMGPmOYXMvuAekQPPMfBKHCGcPgHxlDKs\n0b8bJFIyDGNsC50mMr6wYjYWz66DYQCKquMXf/4AAPDsWyNrBesklfuqYDIMg0sWnosTpx1T8J6X\nl3I6+QAkykVRFwwRIYGzF/9lEUyGdvJxoWCqCniWz8kZfe7Nndi0i4yNNAdTsgjmvimYtMjH0Ozj\ncN6RWUI5FczhQLdJyil0JXuhG7qVKlUu9ji6Mxkw8NzmV5BS0rjztf/G+x3rsGtgDx5Y/b/ocMxB\nFPe++RB+9I+fj+hz9xdc3Xksy+Kyy0ibQVUlK5tLLrmkcmd1AEISSAh0uudQeAQP7jrtJlz3s5eQ\nNSvDJYGFkfQAUgZelihvHrHw8jEGZ1vEFiOYgoSUI0T++QVn4ZTpy6A7vFPSQxQu6LqBRErG/GkR\nNNe59f8aI4JpDRruCCbLsAiK/iEJJgBcv+yqnGrDGm+11fmhUqDhVIFjiZpgFJ+0nAqmcID1IgeA\nqU0kB6s+MnLvwZEi5JfQ2ZcoeH1PTwIBr2ApmGE/mewZhsHsydVEYWIYBLwiVE1HVtGKPsvl4KD/\nZfnwOLoxRWPk95sxaWT9yZ2hz9HqcV4MHsFj2RQZHnKttb5mcCFC6hqrCdn08h7QpQ/PuDeUZxmq\nYLoLkUsO9dIwDDz9ht2Egi5+6cJXHoEPcsChHvL+KQXv80H3BTZOlJNOZRcaJa25wZkXWw6Om7IU\nbR/twb8f+2U8+sFf8HrbO6j2hrGmcz3WdW/C6TNPwMs73sTLO97Eb86/16pqzygZrN6zdkSfuT/h\nelR7/PHH8cADD6C9vR3PPfccHnroIdTX1+Pqq6+u5PkdMAibKgftT7x6XRRdXQYWzyYTqMgzgKlg\nigxZURUrsmENHnRocIZOKDy8hGh60CJjx7QuQcRXZfUwBoDsENYryYwC3QCCPvdKCc9yAKNBG6MQ\nuc9lFTlA8jAHMnbea1rJoC/dD45hoRk6rj36yoL2ZTW+auwa3IOUki5oKTZa0EzCz3MsVEMtei3J\n+7aawR+ACuY5y6dDVjScfMTkMf/skF/E9g4NsqJZlbKPvbwFjz7zCQ6ZYVekOtvG3nn1MlDBMmC+\nnkgp+04wTSV1rIudJjLob97WaT//+gjVZIG1r19TYGTqlht4eAlgGLzzlWMxf/IhwIbHYagC5K2L\nwNXvwrzDCQnzS15QC3+eLUfBNAs0XRBMWZVzCkn39qXQ02+nF3X0ksXXaCmYfJVNJgOzZqHxM6eh\nbvmyso8J2ATTjRhBC40Scgpv7V4DAJhd497Q3YnPzjkVx7QuQUOgDm+0vYfVe9bilR1vAiC5rE6x\nozcVRWu4GQCwdu8nI/q8/Q1XM9Ljjz+OlStX4txzzwXHkZtl7ty5ePDBB/Hggw9W9AQPFMybVoOa\nsAfPv7UTX135Iu794xp4JQ5fv2ARAMArsZYPoqD7zNeKEEwUhsgV1X6wvbwHWTWLzX0kFEQf4L5B\ne2BIZ0sPBNQYupxQHMdyYFgdaoV9MGlloFsFEyAEMymnrAG1yyzeWTFjGX57wU+xbEphxWONyw5A\n+wKqYDKsQfJ2jFIE88AOkfMciwtPnYO66v2hYJJn4IL/eBpbdvcjkZLxu+dJjtT6bX1o704g6BNy\nKv0ZhgFr5tcGvCbBHAUvzPxw/EEMD485fjo7KzlJkK4b+MFDb1vXNJaU8ejTH+OBv35kLQApepKk\nnWFLqKmiHqTUCWTQxyArmJ+jc9CiTeB3Hof5Uwi5DUr2GCiwZSiYoFXk7nwwnRXkW3bnpg1R4i7s\nQ5EPreAmVeT2d6pavBANp5wMhhtZ3rndR9yFgmlu83rbanzcvRlLmg7B/PrirS2HA8uyVqFoc4io\noLQznKIpliUegJxmHt3JyhaVVgquZqRHHnkE3//+93HVVVdZhq0XX3wxbr/9dvz5z38eZu+DcAOO\nZXDKUqLCdPYlUR2UcNtXjkFTLVk9Bb0c9Az5v2QQVbM4wXS8Zqpe29oH8ZWVf8fH2/uslVvbQDsA\n2zMyGrNv5qEUzNhICCYt8qlwq0ja+ssnuicbISkAA4alftJ+wrW+SMkOR7TQp7eCeZiUjBuM+ZuV\nVDAP7BD5/oTzGfj7O7vw1rpOqJphqfsD8SxC/tIha7pdYhS8MPPD8QcxPGiIvM8x9imOMSqWlPHe\nhi786e+bsfqTvXjmjR147JWteOaNHWjPM2k/b/5nMK26Fdcvu6qi58wyLCReQkbJWFXc0FlcfuY8\nPHzzqZaSHvbaap/IljlWo5wQuX3szbvIgvvfL14CkWfxzYuWAHAqmOWP/xIvgWNYJOQUpPp6NJ11\nBiZdcB5avnBB2cdyotfsb17tomUlJZg0PH7JwnP36bMp8sPsWU3GTnNeBpBjyN6drGxKVqXgSjtv\na2vD4sWFBR2LFy9GV1fXqJ/UgYovnDIbjTV+HLmgEQGvYCkdACGYWk8LZjZPhl9qArAdHqlw9eYk\nmIapYP73qg+xty+FX/5lLRac2IJdg3usbWgFYN+gPcjSNpA0l8yZ1xUzJ8PyQ+R6wap/tJGUSWcG\nbxlJ9k6ropAniD5z4Kn1VZfcx6okN7etBFSV/FYGTXg4GCIfdwg5nouasAdvrScJ/N++dAlue/Bt\nss0QCzEaIv/PX6/G/TeuQFVw5OSQFjmFDyqYrkGLUJxjn3MRPJCw04b+uXaPbRgOm9BTTKtuxY9P\nu6lSp5oDLy+R3uOmV7JXkPCFFbNztqn2+wHTzjjkc7/gpgRT1twYrefmYG7e1Q+WZXDswiacfESr\n9bpg+WCWr2AyDAO/6ENSToFhWUz/6pfLPkYxdMa7wTEs6kuYqzvhLAQ6onkhJldNGpVzcBLMWTXT\nsKVvR066lrNneW+ycnNNJeFqRmpqasLGjYWmoG+99RaamppG/aQOVEgCh1OOnIyQX8whlwDgl1iw\nYLFuLfDk6ySRupiCSQcIAFaIvL2b5HVUBz24dOF5+PLhF1mb0HCOczDNyBrSWRVX3fkSrv2vV3KO\nb4XiygyRj4XRekJJwS94ywpRUUsoGqagqmTNEASTo/bDegAAIABJREFUks+eShJM+luZCmZLXRj/\nfvGSgu0O9BD5/oTTziudVRGNZeCVOBw+twHNZuRhKMJHi+QSaQU/fPjtfVqAxczndyjF9CByQXMw\nndEbZyHKQNx+vT+eRX/MHiMH42PrWuCExImQNcVSML1i4TWvCdgG5M0R92bktCKcdukpBV3Xoehq\nToh8V1cck+r8BfnE++KDCRCCV6wX+L6gM96NhkBdTgV8KfhFH86evQJnzjoJXzvyslE7ByfBXD7l\nyIL30w4FsyfZB4Fzn+owXuBKwbzyyitx2223oaenB4ZhYPXq1fjrX/+KRx99FN/61rcqfY4HAdLG\nqyooWdWOQHGCyTOFIXJKVqpDEqq9YZw28wR80r3Fah0J5HYkycgquk0rIufnObcrx9haYHmiYFa4\nyCeWTSAklecB2BImC6T2WCemV0/Gtigxm69xeJHmg+bQVLIfOb1mOkMG5dmtNTmqAMVBgrn/4Mxt\nTqQVpDOqNbkeuaARj/9j25CEb+m8Btx/48m4b9VHWLetF7u74lZVfLmwinwOKpiuQUPk0ZwQuX1N\nnYWPA/FszvOVr2COJUReRCKdskigTyyM2NQF7NCvT3K/6KAChTKMginnmaynZR3JtIIF0woVQdrJ\nRxlhipRf9KErQbjHaOS3xrIJJORkTpvIocAwDC4/7PP7/Ln5CEh+cCyHKk8IMyNTC96nCqZhGOhO\nRdEcqMfeCZaL6YpgfvGLX4SqqvjVr36FTCaDm2++GQ0NDbjxxhtx0UUXDX+AgxgVVIc8FuEL+cWi\nKqLTksLIsyliHQ/ndcfmhhriDj+/TFZDV39hpx/AJpjlF/kYI17BuoGu60jISUwq0z6iNUQI5u7B\nDlz99M3QTCPcyBC5ObRfcFcFu/momg6GAfHABEquXnN7kR8kmGOJs46bhrVberB+Wx/iKTmnfepx\nC5vx+D+2WUpmMTAMg5b6IBbNrsW6bb2IDmZGTjAT9rhwEO5gKZiDJRRMh7dqNJbJDZGPse8qQAja\n4//YinhCgwzFaicckAoJ5tGzp+P+j3yQkSpoJDEU3BLM/DaR0TjZvrGmsGiGZRnwHIvsiBVMHzRD\nR1bN5ogiI0VnnKT1NY3Qamg08fDn7gbLMGAdSmq9vwbdyT6kVaJgJuQksmoWdf4aq4ZiosAVwezo\n6MBFF12ESy65BNFoFKIoIhAIQNM0rF+/Hoccckilz/MgYCuW0yeFcdc1y4v2ng4zTejFFvJHXt5e\neohuJ3FHR5G0rKKrz76RFVW3Vu+0yKecHEzB7HigaZUjmAklBcMwylYw6/21EDgBm/t2WOQSKN02\nDCCVgPX+mooqmJpmEIsic6AXS1iNcM5WkQcVzDFFwCfi9n87Fufd8BQSKQXprGp1Fpo7NYKff/tE\nV16xNSGyj9PJwS0GE1ls2T1gVawfaP3o9wU0h91Zxa8WCZHzHINYUgbDkLzNrKztFwXzDy9sxKqX\nt0CcK4MLKUhmyfkFPIU5lhzH4mfnfA+PrPkTPjPzBNefwVsh8uEUTPKbUQWzP0G2byhCMAESJldG\nUOQD2IWoCSU1SgSTdM+ppJ2UWxQrSK3316I72YeU2VGOOhTU+iPomWDFPq5mpBUrVmBggFSIRSIR\nBAJk0Ozs7MSll1464g/XdR233HILLrzwQlx22WVoa2vLef/ll1/GBRdcgAsvvNCqVi+1T1tbGy6+\n+GJccskluPXWW6FX2BJnfyBpDoQhv1iynWOLMMf+I0/BTGWGIpgyOJYBwwBZWbO69QCk93h3fwr/\n9/dNVh5SOUoJHbSUChJM6h9Gi3bcgmVZTAo2lE0WG/y1iMtJaxAYbSiaDp5jrIGcP6hgjkvwHAuv\nxCOWlJGRtZy0lWnN4WHbrgJAJEQmGWeo1i1+//xG/OChtxGNZbBs0egUHxwoKOY9qhQp8pnaTMzL\nDQOY2kgU5th+UDC3tZu2aOa4TpXJkLc46arxVeP6ZVdhanVhak0p0JxEZRibovw+5JRgNtUUV+xF\ngRtRkQ+Q64W5L+hO9OJrT92Exze8AACo9ZfOs98foMVEVOhIqWQ86M8QR9OItwoByX1f+fGAkgrm\nY489hieeeAIAyQG4+uqrIQi5k1xXVxfq6upG/OEvvvgiZFnGn/70J6xduxZ33nkn7r//fgCAoii4\n4447sGrVKni9Xlx88cU4+eSTsWbNmqL73HHHHbjuuutw1FFH4ZZbbsFLL72EU089dcTnNh7BgKhV\nteHSVYEBrweZt48FI6XAs0JOYU06WzpxO5GSEfSLyJoFPl1RO6k6Gsvg4SfWY2MbKYDhORaBESiY\nbrzVRopYltiGhMokmAAwparFsoeQOBFfP+ryYfex8jCTvZgmuh/A3ULVdKJgmr+ZWKLvrVO1PKhg\n7h8EfQJ6zJSSYnnRw6HGVD37RkAwP9pqL4zOOHZq2fsfyKBV5E7IRXIwpzWFsHU3IXeTG4PYtKt/\nvyiYVp68STATchKGziAwioVd1JRdGYYMyqodIpcVDet2kvu/sRTB5Nl9KvIB4Do8rOs6PuraiIWN\nc3OaZPz2w8dyWvwGxZF1AaoUVkw/Dk9s/BsObZiDDT1bLJuigTQhmFWekOs2yOMFjFGiEe7g4CB+\n8pOfwDAMrFq1CmeffTY8HnulxDAM/H4/zj//fMyePbvYIYbFHXfcgYULF+Kss84CACxfvhyvv/46\nAGDjxo24++678fDDDwMAVq5cicMOOwxr164tus/y5cvx2muvgWEYvPjii3jjjTdw6623Dvn577//\nPi64YN/8tMYKsiyD5XgkUgpCATEnn9KJVEZFIk0efo5loTmUXI5lrcksH70DabAsA103CrpZhAMS\n4knZel3gWFSH3IcqYtkEsmoWvO5HdXDfQxzFIGsyBjNxBES/1V7LLbJq1lIDqjwhV9V6aSWDhJxE\nyBPM8YKTZRmiuO95cH2DGRLyD/IYzMTgF31FuwbpuoFeM7RaV+VDBT2eP1UYresEkAUYXch5RL7s\nPEjDAHoGUpAEruxWj72Daei6gbBfKkqYJjpG8zrlQ9V0SzVmwMAAWaRVm3ZR0VgGmmbA7xWsMdXv\nEZDOqmBZBpEyxsDRQN9gBpqug+EVgFXBMCwMw4CPDcLvHZ0K48FkGjJS8PJeq0ViMSi6ioH0IHyi\nD7rCWelX9dXF96HjWW1V+Q0R6Fgb9gRzOgcNt71P9FrhdcB0/XDMbTW+6oIubSNFVtEgcGyB+0u5\nUDQFAiegJ9kHkRMQ9oSQUtJIyimEPSFkNRl/e+p5HH744aNy3pVGyeV2OBzG7bffDgBobGzElVde\nCZ9vdNlzIpGwwu0AwHEcVFUFz/NIJBIIBu18Or/fj0QiUXIfZ4WZ3+9HPJ5rhFsKsrz/7CbKha6p\n8EkMVKW0EqnlWAHZDxPLMNANo+T31Q0DbIkib1lWCHEx6LHK+91ouoJu6BX7vWWd/Ca6pkE2yvwM\nx/fWVA2Gi2p33QxjyIoMJm9hPhrfka77FPNaayW+l9PZRlZkHOSX7jF696J9EXR95Pe4qrnbV9cN\nJLM6WIb8n+cYMNAgy5VLQdmfqNSYkWMLxQCMkXv9NN0AwwC67uzuo1nvjfXcoefZWBmGDoCBrmuQ\n5dFx6NANHWBIq8ihvp9qFh/qmoasuZlf4obYx4BhjOxa0i5rsqIALm5xGr7PKFkIBqE4pBta7m+k\nKIoVFdwXpGUdWUUHxzIIeLicRb5ukM54mg54RJa0fB4GsiYDDAPNvBdpwZWmagXfYbzDVTznG9/4\nBqLRKDZs2GCRBcMkK+vWrcPXvva1EX14IBBAMmmHYnVdB8/zRd9LJpMIBoMl96Edhui2oZC7asyO\njo4RnftY4/3333e1ann5vV24948fAACOObQJb60j5s8zWsLY053AX+44u2CfRFrBxd97FkctaMT6\nbb1IZlTUhj244pwFuPt37+MLK2bhjQ870NFLfvfrLjoMK5a67/38y3cexWs730FTz9n42TfOcr1f\nOfjrJ8/h/9Y9iZuO/wYWNy0oe/9L/3INFF3F/33xv12tancPduDbz9+OFdOX4d+W2nnIbq/TcPjX\nH74Akefwr/9SjZ++9RCuXHIhPjPrxILt4ikZl3z/OQDAE3d/dp9X0AcKRus6AcCdv30Xb3xIxpFz\nT5iBL322/KLHr6z8O2RFx29uPX3I7QzDwC2/egtrt9ih8TOPnYqvmS1lP20YzeuUj57+NK780d8A\nAJPq/EikFYT8Iu67YQXeWteJlY+uxslHtOLkI1rxvQdIv+iHbj4V9/zhfWzYGcX/+/E5OW1AKwlF\n1XD+jU8DAITJG8A3ktoDPePDv864GmcvG1lv7Hzc/diLeFd9DMsnLcc1yy4pud27ez7E3f98AJ+f\n+zn872+zmNXswT3fLn3vfudnr2F7xyD++uNzyj4n+lmXLboA58w9Zdjtf73mz3huC/Fv/vOFJOXu\n4+7N+MEr91rb8CyP33/+56Nie3TeDU/lpKL9+8VLcPIRrTnjAgDUVnnx0M2ngnMxRn/l8RvgF304\nunUJ/voJGd8f+txdCEoBrFmzZp/PeazgimA+/vjjuOWWWyDLMhiGyVELJ0+ePGKCuWTJErzyyis4\n88wzsXbt2pxQ+4wZM9DW1oaBgQH4fD689957+NKXvgSGYYruM3/+fLzzzjs46qij8Nprr+Hoo48e\n0TlNdDhzwJpq/KgOSvj/2XvvODfqO///NUVd2l686911LxjjCraxTTU1CYSDMy2QL4TOwV04IATi\nX3wXCA4hEBIIJCaJQ8iBY44kFwLEFBNCgk0xGHeMu7f3XXVN+/0x8xnNqOyOdiWtdv15Ph482B1p\npY8s6TOveZfXe8lJNWhsCyASkyDJStIH3G/oDA9qjUBfPWMKZk+pAMsA721rQquhq3zGhMyKo3ky\nfiyHRut6wfsQajAB4JmLHkZMEiynTKo9FQBy54UpSjJcDh6C1uRjt9DkQ8XlyFBkqEceSg0mAJQV\nObH3cDdCEQFuZ/p05+GWfmz7ogNzplZg+37VJmsoaUcKTJPQ3E4bojFJH2f4ynsHwTDAv549DbWV\nXnzzyvmYN70S5cUuVJS4oChq2reqLD81ccS9o7bCg3ajO4jMWWokswpp8hmsXp5E1Tp61FrUhsqB\nU9ccxyRk16xDRjUGBWtm68YRizFJgJ2zoTvUa7qPz+HJirgURAmiJKOixIWuvjAURe32P23eeHy4\nSx0tuWjWOBR77Xjzw6P4aHcrlswefDiNy+ZER7BLF5ccw8KbpTXnE0tn05///Oe45JJL8Oabb6Ko\nqAh/+MMfsHbtWtTU1OCWW24Z8pOfe+65sNvtuPLKK7FmzRrcf//9eOWVV/D73/8eNpsN3/72t3HD\nDTfgyiuvxGWXXYbq6uqUfwMA9913H5588klcccUVEAQB558/cCRgrOJ2xE9OXrcNv/2vC3D7ZXP1\nE18khVURKR4no+sAYEpdCcqKnPiXM6fq4nJqfQn+++ZTUVeVmRUQKRwnaZVc0D/ELnJCkdOHCk96\nc/VE7Lwdpa7i3AlMUW3yId2cNjadwBxdG85YxFhzOVSBuWBGFWQFeOujowDUmujVazfjUHOf6X6f\nfaGKyhWnNOjG+1PrBp+nTEnGaahZ9ThViydBlCFJMj4/0o1JNcWor/aBYxmsOKUB5VpzJemUbunK\n7nSZgSA2cg3jfGZ3EJk1+XMOF70hcxDHDyJAe/rUc8f48oEFJs+xkBUMaVqVblMUtdbkY/T9PKI1\nb3aFe0z3safZTzMlHFX/nabVl+CPj1yEC5dORFt3CC9s3AtBlHHmwjr8fzcsxrmLJgCAflE4GG6b\ny9TJLyly1upF84ml3bCxsRHPPPMM6uvrMXPmTLS3t+PMM8/Ed77zHTz55JO49NJLh/TkLMvie9/7\nnunYlClT9J/PPvtsnH322YP+DQBMmjQJv/vd74a0jrGEyxl/S402HG7teCgiJhWE+w3zxW+6ZDbe\n396CmRNUsXXZ2dPw8jv7AQBTxhdjwYzMvcPIVbEk56ZGTFEUHOo5Co5hUZyhD+ZwGOetxN7OAxAl\nEZEs1UARRFkBz7N6BNOWpoucY0ffpjPWqDQ0NgxVYF5w6kRseGsf/rr5CC4+bQqeeXk7Pvm8HbKi\n4MFblur3I13jc6ZW4Iz543Hh0on6d5WSGTzHwuPkEYyIkBUFNhuLQFjA0TY/YqKMqfWphTvplG7t\nCmLutKG7qGRCv9a1Xl/tw8edcUGpSFxWm7vIPjOYTRERmIqk7j8O28D7EMm0SJJsaTyjEb2LXLAm\nMP0GgdnU34pp5ZP0COb4onFo6m+FjOzs1yRg47Rz4DgWK8+ejrc/PIr/3aR6UU/TLv7GV6mBD6O/\n9EAMNVBSaFg6O7lcLr3GccKECdi3bx8A4IQTTkjyrqSMLMYTnPEKnRxPZVVEro59HjsuPm0KfvBv\ny3XLG6Ohum2I9UZ8jgXmjra9aOpvxan1C02zcXNNtadSG+PVhatWvYarVr2WtccWRRk8y8QjmGlS\n5DQtPvKMKxu+wCz2OjB5fDGaOwKQZQW7DqmGykaTD0GUsfNAF2orPKgocYHjWCouhwHDMHj8m2dg\n3vRKnL9kAmw8C38ohg1vqee3dAKzRpvO1NKZxwhmUN2jS3wOOIx7XJZT5DayVw8SwSQpckVW95/B\nTg1kIMRQyqSINc/7Rz/GB42fDnp/YlkHxE3VSQSzUhsBnMY8J2PCMU1gat/7ylIXLj1rmn77FE1g\n+tw2uBy8yf5vIE4ZPycr6xtpLCmG+fPn41e/+hWi0ShmzZqFd95RC2g/++wzeDyjy/hzrOM2RjAN\nJ7u4wEyRItdrMFOLmLMW1gGAPqUkU/S6HiU3AnPLMbXo+fxp1idWZIManxrNPdbXqh/LxsalKAqk\nxAhmmkk+lJHHOL3EmEHIlLJiJyRZwc6DnfpQhY6eeD3Zjv2dCEdFLDxh5EfcjRVqK7148JalOH1+\nnT4z+x9aY8a0NKUHZBziy+/sx8Yt+QmwkAhmkcdhqsdWZC6rKXKeRDAHKWfSI5iKKiEGa1whEUzR\ngkNHIsbX+9g/1w56f380qGeyiMDsDvfCxvL6pLdsCUwSwXQbzrVXnjcDF5w6EXVVXv0ihWEYVJe5\n0dYdsvTcSxtO1n/+1xO/jP8++z+zst58Y2k3/M///E/ccMMNaGhowJVXXolf/OIXWLx4MYLBIL7+\n9cFNqSn5w9ggYIpgaie+e376Hl548EJTZDJgSJGn4s7L52H2lApdaGYKqcGUcxTBbNXqICeVWu9s\nzwYNJerklH1tR8BVqrVzEaF22I9LNmGeZSHIA6fIKSOPsclmqBFMACjTPGLf2xbvPG3tCkIQJdh4\nDu/vUI8vPWnwJgFK5hgHFYyv9GBCmrnwRi/fp17ahvOXTMj52vq1PbrIbQfHGAIBEp/VFDkZ6CAN\nMgmPZFbiEUxrAnMojT6ZNLYIkoCwGMHU8gn4ouswmrW5492hXpQZfC9lZKfhNKLVYBqDORzL4N/+\nNdnVobrMjcMt/egPxgb1u/XaPbhz8fVQoOD0iYuzstaRwNJuOHPmTLz11lsIh8Pwer34/e9/j1df\nfRXjxo3DhRdemOs1UjLAKCpT1WACwJGWfsyeUqH/7teiJekEpo3ncN7ioW+ieoo8RxHMtmAnSl3F\naTutc8WEYlVgHuw6Bvuk3QCAQPiUYT8uSSOpEcyBm3wI2YxiUDLD2Mk/LIGpZQj++VkTAGDWpDLs\nPtSN5o4gqsvc+OdnzSjxOXDCpPLhLZiSEt4gMJ+856y0k7FYlsHMCaXYe6QH9jxNz+rTRlMWee3g\nmfhnTBHSjw0eClanrolasECWVIPkwUrBSTOiMMRO8uvnX451n25AmWvghjZ/VE1B+xw+1Piq0Njf\nis5gN3oifZhfMxsXzzwXfz/yAW45+ZohrSORkF6DOfj33li7a2WgwmkTFw1vcQWA5W+Hy+VCWZla\nv1BVVYXrr78eF154IW2sKTCMV3tGG47T5o7XT4ShhDS50aYoF5BJNzKT3iB+qIiyhM5Qt24blCue\nemkbHvr1B6Zj5e5SuG0uHPUf048FIsMX0eQqn+eYuMAcIIK54eEv48UH6YVeITCccZ1kMow/JMDn\ntmHpHDUavudwN9748AgCYQEXnjrRko8eJXPsprGrA4u21TedilKfA7Y8Xdi1d6vNIVWlbnOKXHBk\nVWDGI5jxfewfRz7Ena9+Fy9u/z/9mKhlVhQp0wjm0FLTF04/C5NK6hEWBh6nahwZXOOrhiAJeG3f\nJgDA3HEnoK64Busv/xkW1GbuVZuKiFaD6XIM/h5Ua7Xabd3Dm6k+mki7GyqKgl/+8pe49NJLcfnl\nl+N//ud/TLd/8cUXuPLKK/H9738/54ukDA3jVVVpkRM3XaJ+qcKRBIEZGrgGc7iQLkAR2ReYnaFu\nKIqCKm9uBebGLUfwwa5W0zQNhmHQUFwLvxi3kukNDf81kqt8zmRTlF5guhw8jWCOMGfMV8tHKoqH\n7klpHD14wsRyLJtTC5Zl8LP//QzrXtkNu43Dl5dNGvZaKakhotJpIeXsddkwrtyDcETIWj3fQLR1\nh+BycPC5baZshiJkd0SojbNBkTj4xX792LaW3WgLdOCPe/6qe0ySC19ZtlaDyek1mENPTbtsToTF\niD7sJRV9usD0YdF4NU39l31vAwDmjps15OdORySDCCYppSHjSY8H0grMJ554Aj/60Y9QVFSEkpIS\nrFmzRheZzz77LC699FIcPnwYa9asydtiKZmRuPGka/Txh2LgOTZns4y9DlVgKlw064/dHlB9xapy\nGME0nkACYbOAbNDS5IS+yPA3D3KVb+OMNkX5Tf9TMuOuqxfgD49cNKyZ0MYmugUzKlFR4sKpmimz\njWew6vpFGc8qp1iHpHGtljl4XDZtFGBu/H0VRcE7W4+hxx9BW3cI1WWq0bbNOI9bcGTXB5NnIQeL\n0BPr1KOFQYM9EDlmTpEP3kXOD6OLnOCyqd+PiJj+PNIVUrvFK9ylWFw3X89sTSqtR60v+81xxAfT\nymemRPvu9vqzfx4sVNL+q7z66qu46667dCP1P/3pT1i7di3a2tqwdu1afOUrX8EDDzygp80phUfi\nhz69wBRQ5LHlbEoAmcQATkg5SWg4tAdVgZnLFLnx36vHHzEZa5NGH0J/dPgCU9QjmIw+Y50KzMKG\nY5lhf67LDRHMk2eNAwDcculJmDe9Esvm1uashIWiIojq986qwDR6Cw80fWmobN/ficdf+AQ+tx3h\nqIgqzW/VaBKuxLIrMDmOhRwsBlfUg4M9R3Fi1XTTZBwiMElmRcpTihxQzccBICSG4banzhR0hroB\nqAKTYzncs/wWHOg+iiX183NyfovoNkWDvwfFPvX7S+ppjwfSXne0t7ebpuF8+ctfxuHDh7F+/Xr8\n5Cc/wY9+9CMqLgucxFRPWoEZjMGbw5MXSZEzvJD1cZHtQdUvsNKTu8aH3kD8ijPx6nOcZ5zpd39s\n+Fen5ETHcyxEafAUOWVsYIx+knqtUp8TF5w6kYrLPED2RbdFqymPJipDkeyX/gDQJ6iREiZih2Ws\nweQVV1Yv2HmWhRxQG2kOdB8GAARjBoEpahFMkiLXSjUH9cFksxfBDBnWk0hnkEQwVW0yoaQOZ09e\nqovTbBPOIEWuRzADNIKJWCwGny8+FcVms8HhcOBb3/rWcTuGcbTw3Orz0d0XSSpUJxunUWBKsoJg\nREhryZENSAST4QW1gSWLV9xkQkOFO7P56JnQ549fcfYkCMxAt9kbNCAMf/Mg49RsnNGmiEYwxzoM\nw+Cpe84aVic6ZeiQfdHlsPZdM0Ywc0FzR8D0O4lgGo3Wsz1YguMYKEH1XLC/S/X4DMZSpci1CKao\nRu4Hiw6SDv3hCEwiEonITQWJYJbl8HxgJP6ZGfw763LwsPEs+oYhMEnwYbSQccvjKacM34aFklvK\nipwpp1CkimCGIgIUJXcNPgDg0SKY4IUhGe0OBJnQUOoqzurjGjFHMM2b254D/ZCjcZEZiA5fYIqi\noclHixTwGY5Xo4xOJtQUocowGYiSPzKNYJK0eDBHEcymBIHZUK0GfIwCM5sd5IAaaVRiLjgYVzyC\naajB1Jt8DCly3oJzQjZT5AN1kneEulHiLMqbZV0kgxpMhmFQ7HUkCUxBlLDhrX042tqf5i9V3vrw\nCC6975WhL3YEGPCTkeqqhKWzj0ctusA0XHHn2qIIUMURq9jAcMKQjHYHoivUg2JnUVYjfJGoiJ+s\n/xRHtC88maIBAD395s1h274OoKte/z0kRfW6nKEiynGborAQgYOz6wbBFAolN5BIpOUmHxLBDOcm\ngtnYHoDLwePWfzkJD92yFPNnqHPPie2bIrPZF5gcC4BBKT8OHaFudId7TU01STWYImPygU0Huc9Q\nfTABwMVrKXIhdYpcVmR0hXr09Hg+iCSMihyMEq8dvYGYqXH00d9txfOv78FvX9sz4N/+5Pfbhr7Q\nEWLAf5U1a9bA6YxHZwRBwOOPPw6v1zyI/cEHH8zN6ihZhWycRh9M/yBTfLIFDwdEXhjWBpOIoijo\nCveivii7k01e33wYb310FFv3tuG3/3WBOYJp+LnHH8Hhln7Mm74El5x2Lh5572kwnIjmjiAmjx96\nRFU01GD6Y0G9C59CoeSOMxbUYcNb+7DE4qQkt1YzG4rmwN9XktHaFcS0+hJ8eflk0212G4/I1tOh\nyDwcldkVmKTbu4SrRqtwCDta95puJ+lpSReYaimP1ccdToBBr8FME8HsDfdDlMW8Csx4Daa196HY\n60CssQ+RmASXg0ePP4LNO1oAAP3B9M0/gpibISW5Jq3APOWUU9Da2mo6Nn/+fHR2dqKzs1M/lqvO\nY0r2IYXIYZPAVDdHbw5T5ABggwNRPjysFEki/lgQgiSgPMN6G0mS8fzre7DilAbUV/uSbo/E1C8z\nqbc0dv1t+vgY5k6rxNS6Yvzbo+8AAOZPr4QZPzJLAAAgAElEQVTHpn0PeAFN7YHhCUzDJJ9AKIhx\n3sohPxaFQrHG1efNwJkL6lLuCakgTT7BHEQw+wJRSLKSslzCbmOhxLR6zJxEMIFipgoA8FmbGlUr\nd5WiK9wTj2BqpTuipNZtDvq47NBnkRMGS5FvOvQ+AGB6Rf68YiMxETaetRTFBaDbjPUFonA5eBxq\niqfFA+H0AnPP4e7hLXSESCswn3/++Xyug5IHWJaBy8GZU+Rkxq0ntxFMG+MEw0kIxaIAshORI55n\n5a7UAlOSFbBM8kXQ2x8fw8vv7McbHxzFCykm4CR2hZLOcY5lIMkKfvvablxyxhT99sWzayDZVLN1\nhhPRmFA7lSlkE2ZYBRExCh+NYFIoOYfjWMviEjA2+Zj3i0AohkhMMs2ozxTit+tN4atqjBhme8AC\nrwlBL6Ne1O5oVQVmhadMFZhiPEXOsRwkUbGWIs9Kk0/6FLksy3ht3yZ47R6smLx8yM+RKeGoaDl6\nCcQ7yW96+C28+OCFONQcH9LR2Zu+tvRwy8D1mYUKLew6znA5eHMEUwvL59KmCACKnKpI+t93d2ft\nMXWBmSKCue9oDy65989444OjSbf1aJMUiLhOpKMnvoFt3duGzTua4XXZsPaBczBveiW6+iL4eE8b\nAOC7NyzG+Epv3JeNE9DcmVpgtnWHLFmakE1YZlRhqzdJUSiUgoHYSiU2+fz743/D9Q++MWA6OBwV\n8ez/7cCHu1tT3h7UBGYq437jeMpsD8cg0UhecaLSU65PxiF7bMjQRW5jeYiSRYGp2RRJA0zhGQyX\nHsFMFpg9kT4EYkHMqZ6pp9LzQTAswOuyfu6c1hBvvt2ysxWHmlXhWFflRTgqpj0/tHQEh7fQEYIK\nzOOMJIGppciLciwwp9WqKZd/7jySNd+4/qgq5IqdyVGHtz5UheVv/rIr6baooKbA2TT+cR298a7J\nX/15J0RJwQPXLUJVqRv/csZUAMBnX6hlIqWaObbHRqyYRF20GxFEGTd+/03c9PBbg74uUkYgaQLT\nRwUmhVJwuHUfTHOKnFygHmtPn8l46Ncf4M9/P4jn0zR26AIzhYG7cd59tlPkvGGk45SyCfpxUtdI\nxJ0oEYEpm9aT9nG1+wjicFLk6Wswu8OqXV2m5VKpCFkc/6koCvwhIaPysuVzx+Ond58JAHjm5c/w\n7qeNcDl4nDhZ9XHu7E3dwEQcBbJoeZoXqMA8znA5eFOTTyBEIpi5rcEkaV6GF7I2ySCipWtSXbHK\n2gbBcQze+vAIvvXke3rHX1SrsUy3ObcbIpjH2gIYX+nFSVPVSUF11eYGN3ICcPIOcCwHxhZNGicJ\nxIu0Byrk1u+rRT4EqALTSwUmhVJwEGu3dKP/9h/rTXlclGTsPKBeoKa7yB0ogmnnjSny7J7COb0Z\nR8HUson6ceIzHNY6ygVZBK8JTN5CDSZJvWcjghkSk0UYyWaVuZLt+TLhn9ubccV3XtMzVAMRFSQI\nopxxg+yk2mLUlHsQ05o5F80ah0qtnKKzL3WavLkziFKfAzUVo+tcQAXmcYbLYUNMkPT0TX+eusi9\nBi9Mo+3PcCDF3k4+eT4ziQJyLIOf/H4b9hzuVi2FEK9vSpVeiglS0gmDiEsgOdJLTgAMw6ChqBas\nKwB/KPn1EfN0K5Aucgnq66M1mBRK4eF22lBe7MTRNn/K2w80phaY3X0RkO0gXXfwgClyg8BMFeEc\nDrpfpaxgaf1C/TgRbsZZ5DynCkzOQoqcCFdxGEbhbs2mKFWTT7YimE9tUK2A3vwwubQqkYCW/RvK\nufPmfzkJX142CY9/83Tc/bUFKC9WBWZXigimIEro6AmhttKrNwmNFiwJzK9//evo708uMu3u7sal\nl16a9UVRcofuhalF8fQvSY6bfIzjIklafriQq2nij2YkJpI0ePwjTiZjkBrMVBHMLu0K8swFdXrx\n9omT4rYXDjtnqjkymjJPKmsAWBkBJbnjL5ONVZJlsCXteKP9DwBoBJNCKVQmjCtCZ29YF4TGusv9\naQRme4/BuDzNFKCgdjy1wIzvW54sZ56MIx0rPGX47pnfxPya2ZhVOQ1O3qGnyNUIJme9BpMffhc5\nz/GwcbaUTT5EYA4nghkVJD34UFY0eB1n3OIv8/fg5BOqceulczCtvhQMw6CiRH2+VBHM1q4QZAWo\nrfCgxDe6BGbaLvJPPvkER4+qKv6jjz7Cn//85yT/y/379+Pw4cM5XSAluxR7VSHZ0ROC11WM/lAM\ndj77hr2JkHGR4LIXwYwMEMEkUUhjBmrdX3bjWFtAtx9KFVUkayvxOfDMfSvw7ieNWD5vvH47wzAo\n8tjQ3R9NEpuTSxuwCf9EmO2Coiim7vVMNlZRlGGf8pn+OxWYFEph0jDOh08+b8eR1n7MmlRuKj86\n0toPWVbAsgwURUGPP4qyIic6DFGqtAJzoC5yQwQzkwYTKyRO3JldPQOzq2cAUEuR9AimJIC3q3rA\nkg/mACny97Y1Yc/hbnT3RVBd5sb1F52Y9nHcvDN1BDOUucD8/Zuf491PG/Hju86Ew8aZShrSlT0Y\n8Yey1yCrRzD7ksUz8V4uK3Jq731ujP1zQVqBybIsVq1apRe7rlmzxnQ7wzDweDy4/fbbc7tCSlaZ\nNakMb354FDsPdGFSbTECoVjOo5eAOYLZH8xOBJNMmEhVg0lEZHfC5J23PjqqX3GGUzQb6U1PHjsq\nSly47OxpSffxuu3o7o/qkzwIelG8qxdRQdJ9R4HM7DliogxIHMCpUViaIqdQCpOJNerc7iOtfsya\nVK4LQwAIRyV09IZRXebGGx8cwVMvfYbVNy4xuVSEo6IuQv/wzhf4n42f40tLJ+qNmIOlyFMJ0OGg\np7JTCEE370J/LKDdLoFn1f3NyqjIgVLkP3z+Y/1nr8uG674yK62/tlHkGukK94IBgxKLI4MFUcLv\n/qqayLd2BTFhXBF6DGOAiaiTtSBEqlpZv54iH/57UF6snsM6UqTIQ4ZyiSUn1aCv7cCwny9fpP1k\nzJs3Dzt37sSuXbtQU1OD9957D7t27dL/27lzJz744APceOON+VwvZZjMnqLWE+7Qisz9wVjO6y+B\neASTyWYNJmnySZEiJzPDUwk7sjGEomJSt2DAwlUp+fdKHClX7VH/bRl71HSiSVzHYPWYMVECDPsZ\nMRimUCiFBfHNbGxX6zATG/zIuNkXNn4OQHWlIClyYqJOmg8/3N2GmCDhT+8eQEunakuTai663Zgi\nz7bAJJHGFPum1+5GMBaCrMiqDyajrsNSkw/pTh9k7wuEBXzvVx9g39GelLe7ba60KfJipw88ay0T\n9+HueBNPb3/yQA1SRvWfP3kXl3/n1dRrJSnyLARo3E4bPE4+ZQ0mKZdwO22YWje8JqZ8Y6kGc9Om\nTSgri9ehCYKAHTt2IBAYnqE0Jf9Ul7lRUeLCroNdkCQZwYiY8w5yAPFxh3wsazWYpIvcmRDBFEQp\n6TkuP2c6Vq4wRyMVJT61h0CangaybUp3xapHUjlRr20lGAVmNCZCkpWU6RAACMXCYGzqOoodPlR5\nKlLej0KhjCzEOJtYk5ELyyl1aiTtSEs/IjFRT6c2tgewY796cT9hnCpOw9qF7tHWeLPQF1q6NlUT\njzFimO29m4jFVCU9XocHsiIjoIlMjiUC0/qoSCu16B/vacN3f/F+yttcNieiUgySHN+3JVlCZ6gb\nlRmMiNx1sEv/mUQu+0xjgNWfDzT2IRqT0pRTZbdBtrzElbIGM97wZW3eeSFhSWA2NTXhuuuuw/bt\n2xEOh/HVr34VK1euxIoVK7Bjx45cr5GSRRiGwYRxPvQHY3o4Pi8RTFsOIphCFDaWT7pq7fUnWwFV\nlboxZXzy1V/yFI7BR2c6bOoXPXHT4VgOrMKD4YSkSIZxRGY4KuIP73yB6773Bj75vD3p8XsF9ep9\ncfUSPHvJD+Hgc//+UCiUzCH7hJ4V0faTEyaqYudIix+7D3VDMAir5s4gfG6bXncXiojoDURNgx/C\nURF2nk05qcdoTZT9FLkWaUwhBH0OteayR2uo4bQKO2sCk0Qwkx83VQQ0GBFNgo+gm62LcSHWEeqG\nJEuo8VUPug4CiVAC8TIqkhavKHYiHBURMdTTJmakAGvnikyoKHYhGBZMPtVA/DPlzrJjQD6wJDAf\nfvhhCIKAiooKvPrqq2hvb8eGDRtw4YUX4oc//GGu10jJMqRDjthr5ENg2nk77JwNDCfAn6UazLAY\nSdngQ9JSRipKnBhfFW9Smz9dHYWWWGTvt3BVShrT5RRXtTxsACcOmCIPR0XdCP61fx5Kegy/JjBp\n5JJCKWxcDh48x+jikHzvJ9cWw2nncKilT49MLp1To/9dTYUHbkd81CS5z4yGuM1OuvS3sYs8200+\nNo5FWZET2/d34JO95ovfIl1gquMNWSaTCGZq4SrLStqSoQ93JU85SmW23uJX0901vqpB10Ho8Ruj\nleYI5gStrra1O97tn2rqm99CtisTyGjRyx941TQNjqTIs30xkQ8sCcwPPvgAq1evRm1tLf72t7/h\njDPOwJw5c3D99ddj586duV4jJcuQ6TNHtPmm2ShStoLH7gZrE7PYRR5NSo8DwGdfqH6XS2aP04/N\nmlSOWoNJ7cRaNYWVeLXot+Btxupjz5I3RhtjB8OLCITNG5JRYEaikr6JpZoxG5LVzaXCYz3lQ6FQ\n8g/DMPC67Xo9XiCsiQG3HZPHF6Oxza/vs/OmxwVQbaUXLq2+MhwV9YviJSfFRWg6gWnPYYqcZRnc\n/bUFkBXg3U8bTbf5tK5xYgmk12Bm0OSTuGeqdfDAnKkVWP/Ql/Cb756HNbcvAwAcNMzpJrj55HGR\nLX5VCA81gtljqMFkmXhdrXFvTjWdTZ8XnyWBaYxM/+/bX+g/xyOYYzRFrigKXC4XJEnCli1bsHTp\nUgBAJBKB3U7Td6ONMs1LK58RTEDtJFdT5Nmb5JOqwWfHgU7wHIubL5mDr10wE79dfT5cDh52G4dv\n/79T8MM7TtO/rIkpcn94cG8zUgifKoJpZ+wAJyRtSIkRTHK12ma4SiZEJXXzIxEDCoVSuPjctqQU\nucfFY2pdCWQF2LyjGQAwd1o8I1Fb4TVEMEW9s3z2lHL9PmSPSMQo6JxZnkUOxAUWGalLICny7qQI\nZgZNPgnNQyTiW1Higsellg1MHq9e/DelGLVJ6tzDpgimKjBrM4xg1mkZLRLB7PVHUeRx6P/uhw0C\ntz9FBLOzNwyeY7PWaDV7cvzz8bdPGvXPUmCAsaGFjiWBOW/ePDz77LP46U9/ikgkgrPOOgttbW34\n8Y9/jPnz5+d6jZQsQyKYR1s0gZkHmyJAFZgKJ6AvEEk7wcIqiqIgLEbhSkiRR6IiDjb1YcaEUlSW\nunDluTP01wsAy+bU4oRJZabN3Yg/GIONZ1NO+SEQ8ZlqqoKDtYFhgN6wWTgai+bDMdGUKgokbF4x\nRROYTmpPRKEUOl6XGsGUZcU0Q3yK1vEbjIjwue2oKY9/n2srPIaLXFH3XSzzOTF3WgXKihy4+ZKT\nUj6fsYs8nZ3PcCCeyLEEgVmkNWpu2PmK+tyafMgsRW6+KE81scjttKGsyInGjmSBSRw1jJ3kTf1q\nKn2ct3LQdQDqOSIcFVFV6obXZdPT5X2BKIq9dlRotbEHGuMCM3GPlmQFR1r9aKj26eb0w+XUk2rw\n1L1n4YJTJ0IQZX0ueWiAqU6FjqWY66pVq3D33Xfj6NGj+Pa3v42ysjI89NBDOHjwINauXZvrNVKy\nTLwGM78pcmJVJHMCWrtC+pXyUBAkAbIiJ6XIu/ojULSpBwNh3NyNBEICfG7bgBv3FefOQCAsYOWK\n6cmPyzsACehMmHxlimBGRNPvfcGYKc0iyFGAA0pcVGBSKIVOkccOWVHTvQGDGJhaF/dkrKlwm/aU\n2koP2rWoZTgq6lG0Ep8D/3XTqVAUs9+lkXTHs4U9jcD02s0ZFUFS904rAjOdv2YwTXSursqL7fs7\nEYmJJj9hV0IN5tHeJuxq34dJpfX6uaDXH8Xv/roHDdU+fHnZpKRRlqSZp8TnQGmREz39EQiijEBY\nwOTxxfpUnQNNceP1RO/m5o4AYoKEibVFg752q7AsgwnjinR/ZXJuCkVE8Fzqhq9Cx5LAnDRpEv7w\nhz+Yjt1xxx34zne+k5MrKEpuIRE9ElXLVg3JYOhm65yA5o7AsARmOg/Mbq22ZrBRX6QjL5iQIu8P\nxVBRPPDfuhw87lg5L+VtPrsDiAItveb6IWMXeSQmmrpKE1PtAtQNsNg19H8fCoWSH0gdZCAU09Oa\nXpcNnjI3SrwO9AaiiAnq972m3IOWriBqKrx6F3IoKqDXrw5usCIici0wOZYBy0BfM6HIMPCBYRic\nUrkYH+KoJYFpS9PkE0gTnRuvCczmjqCeMgfiTT5hIQJREvHs1hehQMEVsy/W7/P+jmZs3HIEgNqw\nM3eaObJJai5LfQ6UFztxrM2PDs2btMQbT5Ebre4Sm3wON6sBhEm11ozdMyHx3BSMCKPSogiwmCIH\ngL6+Pqxduxb3338/urq6sGXLFhw6lNwBSyl8ShPmmWarC24w9HGRvIBmzUh4qJA55E6b+bV0az5i\nZYOIRFIWYKyVFCUZwbAwLMFNUvYdCRFMwVSDKZl+lxPM3kVEoSgMvI7B5+FSKJSRhdSw+0MxBLUm\nH5dTzYLc+NXZANT0JwA89s3T8fS3zobXZYs3+Wg2RVbnTNt4FhNrinDRaZOz/VIAqOLRbuPUgQ8G\nfIaa8EfOfQDVTnWELs8PHmQiUcTEJp/4SEyzgKqrVJ8rsQ7TmCJ/ader+LzzAE6tX4j5NfHxkj2G\n6W2paty7/fEgRLVmdr9P8x0t9jlQ4nMmpb0Ta+oPtagBhElZjGAS9Aim9lkKhoVRaVEEWIxgHjp0\nCF/72tfg8/nQ1NSE22+/HW+88Qbuv/9+/OpXv8KCBQtyvU5KFrHbOHhdNkMXXL5S5PFxkcMVmBFB\nE5gJNZgkglnqG1icFWkC01i8fUxreqqrGnpzjYNVH7cvHIAgSrqliJTQ5CMOEMGUmBgg2sCyuY1U\nUCiU4aN7YQYFBMMCXA5eFyhnLKhDwzgfxmuCyee264KUpIX7gzH0B2Ooq7KWsWAYBk/ec1a2X4YJ\nu41LimB6NC9jAKgvrkFHi+rWYWkWebomH70pynxRT/4tyIQkAkmRtwU68N7Rj1DqKsZti641ZVJ7\nDf6ZnSkm4/T2x8sRyKCNL7TJQcVeOziWQVmx0zTSM7HJ55PP28GxjF5nm03crsQIpojyNA1fhY6l\nM9iaNWtw/vnnY+PGjbDZ1Bf/ox/9CBdccAEee+yxnC6QkhtqDDWK+ewiBzSBmaKAOxNIkXe6FHn5\nIBFMXWAarkz3a1exw9k0nJrABCeitSt+9Wy2KRLNEcwEgSkzMTDy6LxipVCON4oMEcxAREhK906q\nLU6Z+iap2P2NvVCU+FSgQsDOs0k1mCzL4sSq6Vg0fh44ltP3tIwm+SQITN2sPEWKHEBSo0+xQxWe\nbx38B6JiFBfPODcpyGC0ICICU5JkPPq7j7Hp46Po0/b8Yq9Dj2B+rglM8h6UJQQojBHM5s4ADjT2\nYf6Mqpx4U5ILj1BEwCeftyMmSHpT6mjDksD87LPPcM0115j/kGVx8803Y/fu3TlZGCW3TKuPi6h8\nFQ97HeqX2elWdCE4VDpD3QCAcnep6bjVGkw9rWUUmI2awBw/9Loau0lgxqO0xi7yYEQwRTATMuRU\nYFIoowivQWCGwoKe4hwMl4NHkceOQ1o9n9UUeT5QI5jJTh+rz7oL9yy/BUC8IzyxiSYVDMOAZRlT\nLTpgjGCa97vKEhfsPIvGhBR5qct88X9C5dSk5zJGMMm0ugNNffj7p0348Yuf6obqRoEZj2Cq7wEZ\n47v4xHFwOXhTDebftqr+oMvn1g76uocCaUANhAWsXrsZQP6cXrKN5RxcNJpsjt3V1UV9MEcpRoGZ\nL0gEk7eLSTPAM6U1oKZnEq0puvsjYJjBN2ueY+Fx8qYI5oGmPnAsg4k1Q6+rIRFMRuuUJxiv3Lfv\n7zQ3+RgUZkyMAawMVqHfKwplNED2mu7+CEIpIpgDQQQOkFwbP5KoNZgDzw0XMohgkvsJCRHMdq1G\nsrTI/NpZlkFtpRdNHQFThsdlc5qyVokBBkD1uCwvdsLntutp7r2Hu/Xbd2pzyIs9dlRp//7kKUgE\n8+tfnoX6ah9uu2wOSn0Ova4zFBHwl38chM9tw9I5uRGY5PPTYigju+KcZMeS0YClT8bZZ5+NJ554\nAsFg/AUfO3YMDz/8MM4888xcrY2SQ6bWJ38xcw0RmJxNRDQmDnLvgWlLJzD7Iij2OCxtekUeh2mq\nUFN7ALWVnmFFdF2cuvkx9qh+FQzEazBdDg4tnUHsPRLf8IwCMyCoGy5HBSaFMiog5ThNHQHISmZ+\nheMM3piFFcFMTpEnQvY0m4UmH0BNk0sJAvNQc59qF5SiZr6uyotoTEJXnznbVepSM0w8y6PIYa5b\nVRQFvf4oSn0OVJa40NkXhqIo2G0QmGQsp89jR6nPYZqMRCKYZy2sx9PfOhvlxS6UF7vQG4hCEGVs\n3tECf0jARcsnw5WjtDVp6CHR24tOm5yTbvV8YElg3n///ejr68PixYsRDoexcuVKnHfeebDb7bjv\nvvtyvUZKDqjXalwWzrQ+/WC4kC5yxiboEcyYIGHzjuaMjddbAx3gGDbpCrYvg27MIo8d/UEBiqLo\nPmiDNQcNRqW9FDzDgfX2ostQBkCu3E+fXwfAnBY3XqEHY6rA5JXCOdlQKJT0lGvG3ES4ZDJxxRjB\nnN6Q/4v+dNhtHARRhpJYv2MgkxpMcj9jJicQFtDeE8akNBkjIr7be8yd4ERgFjt8STaJ4aiImCCh\nxOdEZakL0ZiEQFgwRTABteaT51gwjBopJRR7ky/syzVfzO7+CJq0mtDZUyuS7pctSIqcNJ0WUmQ7\nUyxJcEEQsH79emzevBl79uyBzWbDtGnTcOqpp+Z6fZQcwXEsXv7BVyzVz2QLEsEEJ0AQZUiygt++\ntgf/9/cDuOq8Gbj6/JmWH6st0IFKTzk4Nh5tVBQF4aho+crS57FDlGSEtckOQOrpPJnAszwml03A\n5/JBdPTErYpI7ZHxhEJIKTCZ0bupUCjHEw7NlYNEnDKJYBobLIdTmpNtyLSgmCjrk30SMaXIB86m\na4/JmjrTySjGdNE50kCTOM6XzERP5bJBJiKV+hz6+7Dt8w509UVw8gnV2LavA6Ik602eAHDCxDJ9\n7niqc0e5Vs/f1RdGm1b2lGofzxakoYdYOg3WsFrIWFIXl112GXbu3ImlS5fihhtuwNe//nUqLscA\ndhuXtTFXVnDyDnAMC4VT6x6jMRG7DnYCAPZpRdZWCAsR9EcDqE5IjwuiDFnBgGMejRg7yfsCpLNw\n+KnpWVXTwDBAe6xJP0au3FP5mRmDBP1RtQzFBiowKZTRglEEZCIwZ05Uo5YXnTa5oIaW2G2qNBgo\nTU6afKxGMB12HlEtc9XcGcDBpoG9JEkkLxhJXU7FMsnPS8Y+lvgcmD1Znev+f+8dAABMqStGVaka\nbTYGEk6YVKb/nOo9IBHqrr4I2rpD4DlGP5YLOI41zZgfrGG1kLEU6lEUhTbzUIYNwzDw2j2IyqqY\ni8Qkvbg6k811d8cXAICGYnORNUm7W41gGgUm8QTNhlXI5NIG9XHFHiiKAoZh9C7yVCcfYwSzJ6Re\nSdvZ0el7RqEcj5SXuHBET5Fbr82bNakcz9x3Nmorhu69mwv0COZAAtMQwUyfSI/jdHDo6gtj39Ee\n3P2Tv+vH05UGkIvxcEIEU1bU52VTnDPIzHCf244Tp1SAZYDPj6jBi0m1xdi2rwPoDJpE8QkTy5Ie\nxwgZHdnVF0FrdxBVpe6cB2bcTpt+PhvzAvOyyy7DjTfeiEsvvRR1dXVwOs0v+KKLLsrJ4ihjD6/d\ng2BU/cJHYqJe45Nqs0jH5mNbAQCL6+abjke0xqGhRDCJDcVwU+QA4NFqTSXEEIyI8Lps+macyjfN\n2OTTG1YFppPJXQqGQqFkl/KioUUwAVg2WM8n8Xnk6XPfpGGH5xkIae8Vx2nnEYlJONAYn/FdXuw0\neTIbSRfBPGX8XHzYtA1nTkzOopL7up02eF02TK4r0f2NJ9cW6+nncDS+4uoyN85fMiGt/zGJVja2\n+9EXiGFyHhpuPC4e3VqFVVkOo6W5xpLAfPrppwEAv/jFL5JuYxiGCkyKZaq8FWjytwJ8DNGYpKeH\nrepLWZaxtWk7yl2lmFo+0XQbSb847dYiCKR4uqc/om9M2UiRk3Fm4ER09YVNAjNVA4BRYPZoAtPF\npd50KRRK4WFMmWYqMAsRPUU+QPOlsQbTmsBURWtvIG4NV1XqTpu9cjtT12CePnExJpXWo664Julv\nQrqvpnoOuOaCmfivZ7cAUIVk/DHjopVhGNyxcl7adZPyh00fHwNg7vzPFWSdNp7NKCJeaFha+d69\ne3O9DspxQkNxLT5t2QnW5UckKuniirWYcmgLdiIohLGwdk5SDQ6JYDotRjDJlWFXf0QXp9mIYBKB\nyXAiuvoimDCuSDdWd7uSv3LGFHlvRBOYPI1gUiijBWMd4WidG20kHsEcKEWeWQ0mufBv7oybp5+x\noC7t/T2uZDEIqIKwoWR8yr8hxu3kPVg4sxoP3bIUkqyAZRmcsaAO/9zejHMWNVhaM6COHZ5UW6Qb\n4s8cJKWeDRbOqMIXx3oxf3pVQdXmZkpG0rizsxMHDhzA3LlzEQwGUV5enqt1UcYoE7SNgXEHEDak\nyK1+h472qY0zDSXJJrekZsVqipyktbr7InqEMRs1mGReLsOrs4mBeEeg086DZeLGvkBik4/WicoV\nVk0WhUJJz6kn1aC6zI227hAqR+ncaCNWUuSi7oNptclHfcyWDrWR8f7/dwpOPSk5Ckkg6exgxEp8\nVCUUVsWoMeo3d3q8GfTUk2qw9v5zMjINMokAACAASURBVOoCZ1kGD9+2DBve/gJT64px2rzU4jab\nXHX+TFx53oxRLS4BiwIzFoth9erV+OMf/wiWZbFx40b84Ac/QCAQwFNPPQWfr/BqSCiFSUOx+uVk\nXX5EYyJkbf+y+kU62ttkehwjkSiJYFq7biKpj237OtCijXXMZgQTnKiviUQweY4Bz5vHsEkGtemP\n+aGIPBze0R8FoVCOFxiGwdPfOhuHW/pRXz36z4fEfNxKk4/VhheSWWruDIBhgEUnjhtw33e7SJOP\n9aEciRHMVKSr+RwIr9uOb1x0YsZ/NxxGu7gELNoUPfXUU9i5cydeeOEFOBzqCfjGG29Ea2srHn30\n0ZwukDK2qPVVgwUL1u1HJCZl3ORztK8ZQBqBqddgWotgelw22G2cLi6ddk4vLB8Ods4GjuHAcCLC\nWtpelOP1SokZJaOZsT/mhyI49C5OCoUyOrDbuIIySx8OllLk5KLZYgSTuHv4QwKKvYNPW3MNIYJJ\nMkZjoQ52LGDpk/H6669j1apVWLBggX5s/vz5ePDBB7Fp06acLY4y9uA5Hk7ODfCCJjDV4/IAEyOM\nHO1rgsfu1qc5GIlmWIPJMIxpSsLqG5dk7arRwTm1CKa6QYuiAq6iEYf6DicZBJPXLskSQmIYimA3\njS+jUCiUfKILzAHmkWc6ycdhyCxZsd7hWAYuB6enva0Q0rvIR29jzFjC0iejvb0dtbXJNW8VFRXw\n+/1ZXxRlbGPn7GBYSU2Ra+JKGKDWhxATY2gNdKChuDalEIzXYFrfXMgV71kL6zB7SvbGfzk5JxhO\n1BuPYnIM9sk78fA/nkhKKZEmH380AEABRDtsw5iHTqFQKMPBWopc3bdslpt8MjcPdzttCEUziGBG\nBPAck3b6ECW/WPpknHDCCXj77beTjm/YsAEzZ1of75dIJBLBnXfeiauvvho33XQTuru7k+6zYcMG\nXHrppbj88svxzjvvAAD8fj9uvfVWXHPNNbjiiivw6aefAgDefPNNnHPOObj22mtx7bXX4sMPPxzy\n2ii5w8E51OieIUU+kB0GobG/BYqioL44+WIHyNxoHYBusF5dll3rCZfNCXCCPoJSkOLWHEkCUwve\nkgYfRbBbjgpQKBRKtskogmkx22IUmFbHH7qdPIIZRTAFuJ22MVG/OBawdCa+5557cOONN2Lbtm0Q\nRRHPPvssDhw4gM8++wxr164d8pO/+OKLmD59Ou688068+uqrePrpp7Fq1Sr99o6ODjz//PN4+eWX\nEY1GcfXVV2PZsmVYt24dlixZguuuuw4HDx7E3XffjT/+8Y/YuXMn7r33Xpx//vlDXhMl9zh5B8BK\nCEcEvcFloCtlwkD1l0DmRusAcPV5M/DCG5/j9PnZ7Qz02FxgOBnBqCosBTl+FZ5oyUQimFFNhCoy\nb7kzk0KhULKNpVGRmTb5GC78S33WI5gtnUF9ItpgBMNiSq9hyshgSWCefPLJePHFF/HrX/8aEyZM\nwI4dOzB16lSsXr0a06dPH/KTb926FTfeeCMA4PTTT9cN3Qnbt2/H/PnzYbfbYbfb0dDQgL179+K6\n667TR1dKkqQ3Hu3atQt79uzBc889hzlz5uCee+4Bzw/8Erdu3Trk9eeb0bTWgZAiAhgGONLciGBY\nFVW9ff5BX99HnZ8AAMKtfmztS77vUW1iw6EDXyDWe8TSWqaWK7h/ZS3aG/ehvTGTV5GerVu3QtRe\nV3NbC7Zu3Yr+oB/QXL0EMWa6/6FDh7CVacfRkCqgIbNoajyGrVuTI/qU7DFWvk9jHfo+5Z8jzREA\nwKHDR7HV05vyPt3d6vEd2z8DzzGDvk9Nx8L6z4HeNmzdGhx0HWIsBFFS8MGHW2HjBxeY/mAUjiKe\nfmYKBEsC809/+hO+9KUvJXWMh0Ih/OY3v8F111036GO89NJLeO6550zHysvLdYsjj8eTVM8ZCARM\nFkgejweBQABFRaqpbUdHB+6991488MADAIBly5bhnHPOQV1dHVavXo3169fjmmuuGXBdCxcuHHTt\nhcDWrVtHzVoH4w3/R2hsa4K72AtR6gGggLc7B319f333nwCAcxedDbc92Wtu88FtAAKYP3f2iFmF\nkPfp/dgOHDx6FDaPAwsXLoTtn0f1+7hcPPqDcZHZ0DABCxdOANfiBJoByCymTpmIhQutmwFTMmMs\nfZ/GMvR9GhncZd34n7+9B19JJRYunJ3yPi9/8E8AUZxy8kJ8+ukng75PjLcdeG8zAGD+STOw8MRx\ng67jzV0f4UBLM2acMBulg9RtipIM4YVGVJYXj+nPzGgSz5bycPfffz8CgUDS8YMHD+Kxxx6z9EQr\nV67EX/7yF9N/Pp8PwaB6FRMMBnXhSPB6vfrt5D5EcH7++ee47rrrcNddd2HRokUA1Jnp9fX1YBgG\nK1aswO7duy2tjZJf3JoReTAaNzi30uTTHwnAyTtSiksgPioykxR5rvA6VCPfsKhetUuKYTQZL4Cr\naIRr0V/BOAN6o1NMUtPoiszBxo38a6BQKMcnE2p8YBjgYFNf2vuIkgyOZSxPYRtKk0+RW81U+kOx\nQe5JO8gLkbTvxG9+8xs88sgjAFSfvmXLlqW838knnzzkJ1+wYAHeffddzJkzB3//+9+TrjrmzJmD\nJ554AtFoFLFYDAcOHMD06dOxf/9+/Md//AeeeOIJvclIURRcfPHFWL9+PcaNG4fNmzfjxBPza4xK\nsYZHE4h9oZB+LGqhBjMmCXBw6WeFx0dFjvwGQ15jRFRTTaISr8FkbDHYxu8BAHCVjXqTj16nqbDg\nLaSDKBQKJRe4nTaMr/Rif2MvZFnBJ5+3Y39jL648d4Z+H0GSLTf4AObmyzKLTT5FHnW/N2Z80hGy\nYLJOyS9pz8TXXnstysvLIcsy7rvvPqxatcqUrmYYBh6PB4sXLx7yk1911VW47777cNVVV8Fms+nR\n0HXr1qGhoQErVqzAtddei6uvvhqKouCuu+6Cw+HAY489hlgshu9///sA1EjnM888g4ceegh33HEH\nnE4npkyZgssvv3zIa6PkDo9D3Vz6wyEAqhATLHSRR6UY7Fz6zSNTo/Vc4rGpEcyIFMFr7x9CZ38I\nDjIVjRMAmQM4CQwn6U0+gqRFOWWWdpFTKJQRZVp9Cd7Z2oimjgD++5dbAABfWT4ZXs3EXJJk8Baj\nl0A8s8Qy1iemEYHZZ0Fg9vqjALIz7peSHdIKTI7jcNFFFwEAampqsGDBgkEbZjLF5XLhpz/9adLx\n66+/Xv/58ssvTxKKzzzzTMrHW758OZYvX57VNVKyD5nV3R+JC8yoFR9MKQafI/WM7t2HurBtXwcA\n67Nxc0mRQ70YiylhPPPydrClBgHNC1BkDgwAsAarJi1FDpmjApNCoYwo0+pL8c7WRry/vVk/FgoL\nusAUM4xgksxSic9hufM8kwhmV7+aLbIaHaXkHkuKcdGiRfjkk0+wbds2CIJgGm0HALfeemtOFkcZ\nmzh59QrTaN0jiNKgVhRRSUB5mgjmUy99pv9cCB5oxU5VYApQazAZ1iAwuRggcfpxEsGM12CyGW3c\nFAqFkm3GlatZmI0fxB05jGMbRVHJ6EKYZJas1l8CQJFHPVf0B6OD3reHCEyLFkiU3GNJYD711FN4\n6qmnUFRUBK/XHEFiGIYKTEpGEIHJcPHGF0VRr4htaWZwK4qCmBgz1WC2dYfw4xc/weUrpuNYm+pA\ncNtlc3K4cusQgSmx6qYHNh6hVbiomiIHAM4wzUiK12AWQhSWQqEcvxCvyo4eg71Q2BAUkOQMBSaP\nmRNKMXdapeW/ySSC2U0jmAWHJYG5fv163WydQhkuRGCCM9ddxoT0AlOURShQYDcIzP/7+wHsOtiF\n1QdV64vbLpuDLy2dlJtFZ0ixliIHr26M0yb4QOIANqcEJaS9TlaCrGlPPaJLazApFMoIU1qUXMsY\nMghMUZLhsFlvqGFZBo/+++kZrSGjFHmfJjAziJBScouls1ggEMAFF1yQ67VQjhOcvLoBMKx5BNhA\nUyPIlBs7HxeYpb74BsgwwKJZg/uq5QtSK8rY1NSOwxFP209p8KC8SE0/MaxksClS/z1UmyIqMCkU\nysiRqhHHmCKXJDnnmZZMBCZJkacSxpSRwdKnY8mSJdi8eXOu10I5TkiMYNq1TWqgubekPtFhqMEU\npXgt8PT6UlSUpPbHHAk4lgMPBxibJozt8bVKjICaSu0qmxMNXeSGCCZNkVMolBGE51j43GZbuEBC\nBJPjclvv7nTwsNs4yylyj5MvCJs6ioqld2Lx4sV4+OGHsWXLFkyYMEEf00igNZiUTNBrMLUIZlWZ\nG43tgQEjmDFtvKIxRR4yXE3/64ppuVjqsHAybgi8OqCAN2SSwkIYMVFdO8PHm+aMNZg0RU6hUEYa\nMp7RaecQiUkIhuNZJyHDJp+hUuSxoz8weJNPd3+E1l8WGJYE5vPPP4/S0lJ8+umn+PTTT0230SYf\nSqa4bOYIZlWpBYGpRzDjAjMcVTe7VdcvwuLZNSn/biQpdRchoPQAkMHz8QhmWIjoYpLhRYhaatxo\nU0SbfCgUykhDskS1FV4cbO7TL+oVRVFtivIkMJs6kicJGvGHYvCHBEweX5zz9VCsY0lgbtq0Kdfr\noBxH6ClyzbqnqkytR4wN4IUZr8GMhwLD2miwqfUluVjmsKkpKcOx4BHAJoDh4+I5LEQgK/HXGpHV\n2qGYbLApohFMCoUywkjaKN8ir3phH9RS5JJW1pOPWvGyIicONvUhEIrB6049ye3vnzYBABbMqMr5\neijWoWcxSt7Rm3w4EYACwdkKQEFsgGk+0VQp8iiZPVuYo8HK3arwZewRsJy6UTt4B0JiJB6tBBCT\n1fSPYDJaH3kvTwqFcnxDhGSx5kdJajBFTXjmo1a8psIDAGjpCqa9zzsfHwPLAGcsqMv5eijWSRvB\n/MY3vmH5QX79619nZTGU4wM7ZwMLFjIvgB//Bd4PHgRfMx0xYUnavyGCzDgqMhwVwTCFMRoyFZNK\n6wEA/3JhGTqlRgBAicOHnkgfbIbXIcmqsNZHRVIfTAqFUgB888oF+MFvP8LKFdPw7qeNeoqcpM6t\nTuQZDsTwvbUzhGn1pUm3d/dH8PnRHsyZWoHy4sJp9KQMIDCrq6vzuQ7KcQTDMHBwToicCK64CwDA\nFnUN0kWuRjBNNZgRES4HXxCTe1Ixs2IKAKBPadUFcrGzCG3BTl1UAoCkqMJSkAVAAaAw4FgqMCkU\nysiybG4tXnnsqwAAu43TU+SimMcIZrkawWzuSl2H+fGeNgDAKQVkU0dRSSsw16xZk891UI4zHJwT\nIS4IRYp/BK00+RgjmKGoAJejcC0pqr2V8No9eP/YVv1YEZnwY6jBFBX1dcdEAQzUOeRsHiIDFAqF\nYhWvi9e7yEmKPB81mCRF3toZSnk7EZiLZtGgWKFBwySUEcHFOwFOAECElDJwk49Wg+ngzV3kbmfh\nCkyGYbCgdrbpmMeWnMIhDT8xWQAUjjb4UCiUgsPttCXXYOZhr6ouc4NhUtdgKoqCnQe6UFXmRm2l\nN8VfU0YSeiajjAjlXh8YTsbEWm2kIjNYBDOVD6ZY0BFMALhxwZU4a9JS/XeXLdmnTVJIDaYARqYC\nk0KhFB4ep023hstnk4+N5zCuzIODTX0m72MAaO4Mwh+KYdbEspyvg5I59ExGGRHcdjWSJ4FsGAqE\ngbrIEwSmIMoQRBluR2F2kBOcNieWNZys/+5OJTCNTT4KneJDoVAKD5eDhyjJEERJb/Lh81TKs2JR\nPcJREX/dfNh0fM+hbgDAzAnJzT+UkYeeySgjgsemdgZ2h3sBqJZF0QFS5HqTj+aDSa6kXQWcIidM\nLZuo/+zik1PkkjFFTj0wKRRKAUL22lBEzGuTDwB8eekk8ByL9z5rNh3fe0QTmDSCWZAU/tmZMiZx\na7WIYUE1GQcvDBjBJKMVSQRTF5gFniIH1GjtBdPOhM/uSZkil0kXuSRAkV3UoohCoRQcpN49HBXz\nWoMJAF63HXVVXjS2+SHLit4Eebi5HzzHYEJNUV7WQcmMtGfn8847z7L9y8aNG7O2IMrxgcdujuQx\nfAzRAWowowk2RaQWxz0KBCYAfGPBFQCAfxz5UD9mZ22IyUK8yUcSANlDI5gUCqXgIAMtQpH8C0wA\nqKvy4nBLPzr7wqgqdUNRFBxr96Omwkv3zAIl7dn54osvzuc6KMcZ7oRuaoaTEY7F0t4/0aYoFBk9\nKXIjLsPrdvJOxGICJEWGJEuq0JTZvFh/UCgUSiaQi/lQRDA0+eTPTq2+Wm0IbWwLoKrUjR5/FKGI\niLnTaPd4oZL27HzHHXfkcx2U44xEgQkAHeIRbDnGYEn9gqTb4k0+qsDs9avjFUt8jhyuMvuUu+LF\n6E7eif6YH7Ii6WMiZZnJ66ZNoVAoViAp8r990oi6KlXU5fNiuL5KFZjH2v1YMLMKje1+9bgmPCmF\nh+Xwz9tvv419+/ZBkuJpzFgshh07dmDdunU5WRxl7JJKYH7OvonP3wdeWPkUeNY8/lGQzDWYXX1h\nAEB50egaDdZQUqv/7OBVcSxBgiCrEVlFok0+FAql8CD17hu3HNGPOez5yyDVVaui9libX/u/OtmH\niF1K4WHp0/HDH/4Q69atQ01NDVpaWlBbW4uOjg4IgkBT6ZQh4bG7094Wk2LgWbNwFDUBxnPqR7ar\nT20OKi9ObpopZFgmLh4DMXWDlBUJomZVpCgMbfKhUCgFh8uZbAnntHMp7pkb6qq8YFkGR1r6AQBH\nWvv145TCxNKZ7JVXXsF3v/tdbNq0CdXV1Xjuuefw/vvvY9GiRRg3js7/pGSOcaLNeJ/5M0SilUZi\nkiowbawqMLv7VYFZNsoEJgBcPPM8AMB4Xw0AdZIPEdBQaASTQqEUHqmmpjnzGMG08Zze6CPLCvYe\n7oadZzGxpjhva6BkhqUzWU9PD04//XQAwIwZM7B9+3Z4vV5885vfxOuvv57TBVLGJnXFtTh94mKc\nO+U0XDXHHAWPpRCYoiTAxvK6swGJYJb6Rp/AvHrOV7H6rLtwZsNyAKrAJGbr1AeTQqEUIqkcOxx5\njGACwKSaYkRiEg429+FISz+mNZTSjE8BY+mdKSkpQV9fHwBg4sSJ2LdvHwCgqqoKbW1tuVsdZczC\nsxzuWHwdbjr5asysnGa6LZXAjMminh4H1BrMEq9jVG4uLMPixKrpsGum8TLiKXIoDJ3kQ6FQCg53\nihR5vn2IJ9Wqfpd/3XwYsgLMmkQN1gsZS2ey0047Dd/73vdw4MABnHzyyXjllVewd+9erF+/HtXV\n1bleI2WM47N7TL8faetJuo8gCbCz6ganKAq6+iOjMj1uxMapV/9qipwITGpTRKFQCo9UKfK8RzDH\nq+lw0mh04uTyvD4/JTMsncm+/e1vo6SkBFu2bMGKFSswceJEXHLJJVi3bh3uvPPOXK+RMsZJNPT/\nx45jSfcRZBE2zaIoGBERjUkoKxrtAlPdsNUIptZFTpt8KBRKAZIqWpnPJh8AOGlKuS5q7TYO86ZX\n5fX5KZlhKb5dXFyMn//85/rvv/zlL7F7925UVlaiqoq+wZTssutQR9IxQRLg4lVB2dETAgBUlowu\ni6JEeK1hSVZkSEo8gklrMCkUSqEx0k0+gNro82//OhePv/AJbrj4RHAs9QwuZCx/OkRRxBtvvIED\nBw7g2muvRTAYRE1NTS7XRjmOcB9ZgWDNP8DYoxDk5BpMQRZRpEUwmzuCAIDaSk/S/UYTvJYiVyCb\najA5jm6aFAqlsLDxydFK5wiM6j1rYT1mTChFTfno3v+PByyFStrb23HRRRdh1apVeOaZZ+D3+7Fu\n3TpcdNFF2L9/f67XSDkOiPS5ILRMBgDIEJNuFyRBTyk3d6r+kbWVo9v/jEwlkkG7yCkUSuFz7qIG\n0+/5TpETaiu8SaVVlMLD0pnsBz/4AaZNm4YtW7bA4VCnjzz66KOYPXs2HnnkkZwukHJ8EIyIgKx+\nHGVIptsURYEgiboHZlOHJjArRvcVLIkIKIYaTCgsrcGkUCgFyb9fMR8XnjpR/51eDFMGwtKn44MP\nPsDtt98Ou92uH/N6vbj77ruxbdu2nC2Ocpwha13VCQJTUmQoUPQmn+aOIFiWQXXZ6BaYdlKDaUiR\nKwoDjqWbNoVCKUzy3TlOGb1YOpNFIhHYbMkeWLFYDIqiZH1RlOMTRYtgKgkpcjLZh0QwWzqDqC51\nj/pIH/H1VBJsiniepn4oFEphkm/vS8roxdIZetmyZXj22WdNYtLv9+Pxxx/H4sWLc7Y4ynEGiWAy\n5gimLjA5GwRRRm8gisrS0d1BDgAcG2/ykYxG6zSCSaFQCpR8d45TRi+WPikPPPAArr32Wpx22mmI\nRqO444470NjYiNLSUqxbty7Xa6QcB9RXe9EU6lJ/YSVIsqJbUAhafaKNsyEaU38eC1fRPGvsIjfM\nIh/lkVkKhTJ2cTloipxiDUtn6XHjxuHPf/4z/vKXv2DPnj2w2WyYOnUqLr74Yr3ph0IZDmtuX44P\nDpfjl7s+AhgZsizrET5jijwqqJG+sVAHxDPxmlPTqEjq7UahUAqUsbD3UvKD5TCQy+XCypUrk47/\n7W9/w5lnnpnNNVGOQ4q9DkwfXw7sAhhWhiQpsGmfzngEk0c0pgqxsZCm0VPkTNxoXZFpBJNCoRQu\nLLUHolhkwLP066+/jtdffx0cx+GrX/2qSUh2dXXhwQcfxMaNG7Fnz55cr5NyHEB8IUmKnEAimHbW\nNqYimCzDAkpyipx2kVMoFApltJP2TPab3/wGd911F/bu3Yt9+/bhtttuw+uvvw4AeO211/ClL30J\nmzZtwh133JG3xVLGNnZOtcFi7FEEo2H9eExSxRfP8YhENYFpG/0Ck2EYQGGBhEk+NIJJoVAolNFO\n2gjmhg0bcM0112DVqlUA1Pnjzz77LLq6uvDQQw9h4cKFePDBBzF58uS8LZYytiERTK6kA99771E8\nddGDAABRGx1p52yICqrYHAsRTACAwph8MNVZ5DQFRaFQCpMabcDF5PHFI7wSSqGTVmA2Nzfjqquu\n0n+/5ppr8Pjjj+PHP/4xvvWtb+H666+no5ooWYUYqQNAe6hT/1mPYLLGGswxIjDBAoxitimi0zEo\nFEqBMmNCGR66ZSkm11GBSRmYtAIzEomgpKRE/93pdMLhcOD222/HN77xjbwsjnJ8YeeSzfwB6PWJ\nds6GaGTspMgBAAprGhWp0FnkFAqlwJk7vXKkl0AZBWR8JluxYkUu1kGh6F3VBGLsH9NtimyIxMZO\nkw8AMEqqCCbNDFAoFApldJOxwOS4sXFipxQ+IUFt9IlP8omnyB220W9TpMJoXeTxGkyORjApFAqF\nMsoZ8Cz929/+Fi5XfCSfJEl44YUXUFxsrr249dZbc7M6ynFNIBaEx+42+2COIZsiQI1gKqwAUYlH\nMG1UYFIoFApllJNWYNbW1uKVV14xHauoqMDGjRtNxxiGoQKTkhP80SCqvZWGST42RGJjrYuchcIk\n+GDSFDmFQqFQRjlpBeamTZvyuQ4KBQAwhT8FB8SPAKgRTCD1JJ+x0uTDIIUPJo1gUigUCmWUQ89k\nlILiBNcSxA7NAmAQmIYI5phLkSfYFNEucgqFQqGMBUa0UyISieDee+9FV1cXPB4PHnnkEZSVlZnu\ns2HDBqxfvx48z+O2227DWWedBUVRcPrpp2PixIkAgHnz5uHuu+/Gtm3b8P3vfx8cx2H58uV0ytAo\nhGUZKKI60ccfNUcw7ZwNUU10joVZ5ADUST6mFDmNYFIoFApl9DOiZ+kXX3wR06dPx5133olXX30V\nTz/9tD45CAA6Ojrw/PPP4+WXX0Y0GsXVV1+NZcuWoaWlBSeeeCJ+/vOfmx5v9erVePLJJ1FfX4+b\nb74Zu3fvxqxZs/L9sijDgGNZQFL9MP2amIyKMQBEYI7BFDkTj9LSGkwKhUKhjAVGNFSydetWnHba\naQCA008/HZs3bzbdvn37dsyfPx92ux0+nw8NDQ3Yu3cvdu3ahba2Nlx77bW46aabcPDgQQQCAcRi\nMTQ0NIBhGCxfvhzvv//+SLwsyjDgOQaKqArM3pAfAOCPBgAAPod3zKXIWUV9HSEhoh5QWNpFTqFQ\nKJRRT94imC+99BKee+4507Hy8nL4fD4AgMfjgd/vN90eCAT028l9AoEAKisrcfPNN+PCCy/Exx9/\njHvvvRc/+9nP4PV6Tfc9duzYoOvaunXrcF5WXhlNax0qLc1+QBOY72zbj4XcVjR2NAMAvti1D51d\nvQCAndu3gWULM9KXyfskCxzgAtr6OtQDCoOdO7fD7RgbArqQOR6+T2MB+j6NDuj7REkkbwJz5cqV\nWLlypenYHXfcgWBQTYMGg0EUFRWZbvd6vfrt5D4+nw9Tp07VDd9PPvlktLe3w+P5/9u7/9iq63uP\n469zTs85Le0pUBStsDZaKVe5ltFW9FouMPEOoohKaWMLdWqghombTCrJlHREopAMZsSwwZKRhpj1\nIiRbFljQqWvlx9g8AboxKgGRqvMHFrCnv87pj8/9o+3htFRXuafnfPvl+UhMen705Pv13ZPPi/fn\n+/l8ky9778DPG0xeXt4Vn1Ms+f3+EXOs/x8fNZ+WOXZBptuhDleL8vLytLNxn7wdXt15+x16/WCN\nPAkduv32/Hgf6qC+bZ28R99Vh6TW7jbJOCQ5lJc7TaMSB79tJqLjavk+jXTUaWSgTrEzkoJ8XOfi\ncnNzVVNTI0mqra297A80JydHfr9fwWBQgUBAp0+fVnZ2tl599dVwN7S+vl7p6eny+Xxyu91qaGiQ\nMUb79+9Xfr41Qwi+nsvp6NkbMjhKjsQWGWMUCLYo1ZMsSWoPddlmelySXMYrqWchk6P368giHwDA\nSBfXRT4lJSVavXq1SkpK5Ha7tXHjRknS9u3blZGRoTlz5qisrEylpaUyxmjlypXyer0qLy9XRUWF\nampq5HK59NJLL0mS1q5dq1WrRHkLpQAAEzJJREFUVqmrq0szZszQ1KlT43l6uAJ99+E27clyJrWo\nKRhQUzCgianpkqRgqMs2C3wkKcEkhn92mJ5gya0iAQAjXVwDZlJSkl555ZXLnn/sscfCPxcXF6u4\nuLjf66NHj9a2bdsu+73vfve72rlzZ/QPFDHjdPaEq+62ZLnGSqe+bFCoq0Op3hR1dXXrYnNQN1yT\nHOejjJ4EJUY8csrp6O3iAgAwgtEqgaX0hSvT3hMi6z49KalnBXnD5wEFQ126eeKYuB1ftPVNkUti\nD0wAgG0wmsFSXK7+AfNk4weSegLmyYYLkqTsjLHxObhh4B4wRc70OADADhjNYCkJvVPkJtQTvP7V\n3LNFUao3Re+f7QmYkzPtEzATHBFT5IbbRAIA7IHRDJbi7OtgdnhljNTW1SZJ8nlS1PBZQAkuhzKu\n833TR4wobkfPeUqSMY7wIicAAEYyAiYsJbzAxTilDk/4+dTEFLW0dyglyWOraeQEp6t3/0v13ibS\nPucGALh6MZrBUiJXUJuOS9PH6Snj1dreqaTEuG58EHUup0Omracj62j3cZtIAIAtMJrBUiI7eCZ0\naYV1um+82oIdGmW7gOlU6PRUPXPHk3J+Mi28yAkAgJGMgAlL+boOptORoLZgl0Z57XULRZfTIdOe\nrElpN6ur07DIBwBgC4xmsJR+m4x39/x5ul1utQc7Jcl2Hcy+RU1dXUad3YZFPgAAWyBgwlJczog/\nSWe3JCnVk6LW9p6AmeS1WcB09AbM7m51dnbTwQQA2AKjGSwl8hrEzn/dJEfbaFXMeEKtwQ5JsuUi\nH0nq6jbq6jasIgcA2AKjGSwlcorcqxS1H79LN47NUFtvB3OUzTqYfYEy1NElSawiBwDYAqMZLCWy\ng5eWmqjubqPW9s7wFPmoRPst8pEuBUxWkQMA7ICACUuJ7GCOG50kSQq0hsJT5HZb5NN3vsHegMk1\nmAAAO2A0g6VEdvDSUnu2KQq0hiI6mPYKmM5wB7NnQRMBEwBgB4xmsJTIVeRpo3sDZktHxCpye06R\n08EEANgJoxksJXKKPLKD2dZuzylyJ9dgAgBsiIAJS+kfMHtuFdncGlKrTTda7+vYBkO9q8gT+EoC\nAEY+RjNYSuQq8sTeLYmCHV32XUXuGtDBdNLBBACMfARMWEpkwPL0dvNCnd1q7Z0it9udfC67BpMO\nJgDABhjNYCmRAdOd4JLU091r751CTvS44nJcw6XvVpHhgOnkKwkAGPkYzWApkYtcPO6eP8+Ozm61\nh3qmyL0em3UwXQO2KaKDCQCwAUYzWErkNkWeAR1MT4LTdtcoDlxFnmCz8wMAXJ0ImLAUZ+QUeUQH\nMxjqDC/6sZOBq8jpYAIA7IDRDJbV18HsmSLvst31l9Ig9yLnGkwAgA3YryWEEW/Zg/+p68aOCu8J\nGersUnuwU2N8iXE+sui7fBU5U+QAgJGPgAnLWfDfWZIU3poo1GHfDqaTW0UCAGyI0QyW5XH3BMpg\nqEsdnd222wNTunyKnIAJALADRjNYlsvpkNPRcy9ySfLasIPZd83lpYDJFDkAYOQjYMKyHA6H3G6X\nmlp6AmaizfbAlCSniylyAID9MJrB0jwJzoiAaccOZl/A7Nlo3UXABADYAKMZLM2d4FJnV0/4sucU\nee81mL37YLoJmAAAG2A0g6X13S5Ski0X+YTv5NPZuw8m12ACAGyAgAlLcydc6lrauoPJNZgAABth\nNIOlRXYw7bjIp28VeWeXkUTABADYA6MZLC3ymkQ7LvKJvPe6xDZFAAB7IGDC0vo2W5ckrx07mAMC\nJavIAQB2wGgGS+u7H7kkJdmwg+ka0MFkFTkAwA4YzWBpkR1MO16D6XQM7GAyRQ4AGPkImLC0yA6m\n12vDDuaAjiWLfAAAdsBoBkvzRGxTNCbFG8cjGR4Dp8gJmAAAO2A0g6W5I7YpunZMUhyPZHgMDJhM\nkQMA7ICACUuL7GDacYX1wG2KWOQDALADRjNYWt99yO14m0jp8oBpxxANALj6MJrB0hq/apMkjRud\nGOcjGR5cgwkAsCNGM1ha41ftkqRrRtvv+kvp0q0i+3AnHwCAHRAwYWmzcydKkub+V2acj2R4RC7q\ncTkdcjgImACAkc+eF7bBNubPuEl33pau8WNHxftQhkXkFDnXXwIA7IIRDZbmdDpsGy6l/ot83EyP\nAwBsIq4dzPb2dlVUVKixsVHJycnasGGD0tLS+r1n586dqq6uVkJCgpYvX67vfe972rZtm959911J\nUlNTk7788ksdOHBAb775pjZs2KD09HRJ0lNPPaXp06fH/LyAoaKDCQCwo7gGzN/+9rfKzs7WU089\npT179mjLli16/vnnw6+fO3dOO3bs0O7duxUMBlVaWqqCggKVl5ervLxckvTEE0+ooqJCkvSPf/xD\nFRUVmjt3blzOB/i2nBGLfFhBDgCwi7gGTL/fr6VLl0qSZs6cqS1btvR7va6uTtOmTZPH45HH41FG\nRobq6+uVk5MjSXrjjTeUmpqqGTNmSJKOHz+uEydOqKqqSjk5OVq1apUSEr75FP1+/zCc2fAYScd6\nNfs2dTLGhH/u6uqgxjHE/+uRgTqNDNQJA8UsYL7++uuqqqrq99y4cePk8/kkScnJyQoEAv1eb25u\nDr/e957m5ubw461bt2rTpk3hxwUFBbrnnns0ceJEVVZWqrq6WkuWLPnG48rLy7vic4olv98/Yo71\nanYldXL977/U1W2UnJRIjWOE79PIQJ1GBuoUOyMpyMcsYBYVFamoqKjfcytWrFBLS4skqaWlRamp\nqf1eT0lJCb/e956+wHnq1CmlpqYqM/PS9jWFhYXhz5gzZ4727ds3LOcCRJPL6VBXt+EaTACAbcR1\nRMvNzVVNTY0kqba29rJ/AeXk5Mjv9ysYDCoQCOj06dPKzs6WJB08eFAzZ84Mv9cYowULFuizzz6T\nJB06dEhTpkyJ0ZkAV65vL0zuQw4AsIu4XoNZUlKi1atXq6SkRG63Wxs3bpQkbd++XRkZGZozZ47K\nyspUWloqY4xWrlwpr9crSTpz5owKCgrCn+VwOLRu3TqtWLFCiYmJysrKUnFxcVzOC/g2em+3rqRE\ntqUFANhDXEe0pKQkvfLKK5c9/9hjj4V/Li4uHjQoVlZWXvbcjBkzwgt+gJEi1NElSbouzb77fQIA\nri7MyQEWcT0BEwBgEwRMwCLGEzABADZBwAQsgilyAIBdEDABi6CDCQCwCwImYBHjRifF+xAAAIgK\n9kUB4uzh/5msppagXE5HvA8FAICoIGACcbZ43n/E+xAAAIgqpsgBAAAQVQRMAAAARBUBEwAAAFFF\nwAQAAEBUETABAAAQVQRMAAAARBUBEwAAAFFFwAQAAEBUETABAAAQVQRMAAAARBUBEwAAAFFFwAQA\nAEBUETABAAAQVQRMAAAARBUBEwAAAFFFwAQAAEBUETABAAAQVQRMAAAARJXDGGPifRDx4vf7430I\nAAAAQ5aXlxfvQxiSqzpgAgAAIPqYIgcAAEBUETABAAAQVQRMAAAARBUBEwAAAFFFwAQAAEBUETAB\nAAAQVQRMCzh27JjKysokScePH9eiRYtUWlqqF154Qd3d3ZKkmpoaFRcXq6ioSD/72c9kjNHFixe1\nbNkylZSUaPny5WpsbIznadjev6vTiRMnVFZWFv7vtttuU21tLXWKsaF8n37zm99o4cKFKiws1Jtv\nvilJ1CnGhlKnbdu26YEHHtDixYv1zjvvSKJOsdLR0aGKigqVlpZq0aJFeuutt3T27FmVlJSotLRU\nlZWV4Trt3LlTCxcuVHFxMXXCJQZxtW3bNjN//nxTVFRkjDHmoYceMn6/3xhjzKZNm8zvfvc7EwgE\nzH333WcaGxvDv9PY2GjWr19vfvnLXxpjjDlw4ID56U9/Gp+TuAoMpU6R9u7da37yk58YYwx1iqGh\n1Omrr74ys2bNMsFg0Fy8eNHMnj3bGEOdYmkodaqvrzf333+/aW9vN+3t7ebBBx80ra2t1ClGdu3a\nZdatW2eMMebChQtm1qxZ5oknnjB/+ctfjDHGrFmzxrzxxhvmiy++MPPnzzfBYNA0NTWFf6ZOoIMZ\nZxkZGdq8eXP48eeff67c3FxJUm5urvx+v44cOaLs7Gxt2LBBpaWluuaaa5SWlqZTp05p5syZ/d6L\n4TGUOvVpbW3V5s2b9dxzz0kSdYqhodQpKSlJN9xwg9ra2tTW1iaHwyGJOsXSUOp0+vRpTZ8+XV6v\nV16vV5mZmXr//fepU4zMmzdPP/7xjyVJxhi5XC4dP35c06dPlyTNnDlTBw8eVF1dnaZNmyaPxyOf\nz6eMjAzV19dTJzBFHm9z585VQkJC+PF3vvMd/fWvf5UkvfPOO2pra9OFCxd0+PBhrVq1Sr/+9a9V\nVVWlM2fO6JZbbtHbb78tSXr77bfV3t4el3O4GgylTn127dqlefPmKS0tTZKoUwwNtU7p6em67777\n9NBDD+mRRx6RRJ1iaSh1mjx5st577z01NzfrwoULOnLkiNra2qhTjCQnJyslJUXNzc360Y9+pKef\nflrGmPA/yJKTkxUIBNTc3Cyfz9fv95qbm6kTCJhW8+KLL2rr1q36wQ9+oHHjxmns2LEaM2aMbrvt\nNl177bVKTk5Wfn6+Tpw4ofLycn3yySdavHixPv74Y11//fXxPvyrxmB16vOHP/xBRUVF4cfUKX4G\nq1Ntba2++OILvfXWW/rzn/+sP/3pT6qrq6NOcTRYnbKysrR48WItXbpUL7zwgqZOnaqxY8dSpxj6\n9NNP9cgjj+iBBx7Q/fffL6fzUmRoaWlRamqqUlJS1NLS0u95n89HnUDAtJqamhr9/Oc/V1VVlS5e\nvKiCggJNmTJFJ0+e1Pnz59XZ2aljx47p5ptv1nvvvaeioiK99tpryszMDE8xYfgNVidJCgQCCoVC\nSk9PD7+XOsXPYHUaPXq0EhMT5fF45PV65fP51NTURJ3iaLA6nT9/Xi0tLaqurtbatWv16aefatKk\nSdQpRr788ks9/vjjqqio0KJFiyRJt956qw4fPixJqq2tVX5+vnJycuT3+xUMBhUIBHT69GllZ2dT\nJyjh378FsZSZmalHH31USUlJuuOOOzRr1ixJ0jPPPKOlS5dK6rk2Jjs7W16vV6tXr5YkjR8/Xi++\n+GLcjvtq83V1OnPmjCZMmNDvvTfeeCN1ipOvq9PBgwdVXFwsp9Op3NxcFRQUqKGhgTrFyWB1Msbo\ngw8+UGFhodxut5599lm5XC6+TzHyq1/9Sk1NTdqyZYu2bNkiSXruuee0bt06bdq0STfddJPmzp0r\nl8ulsrIylZaWyhijlStXyuv1UifIYYwx8T4IAAAA2AdT5AAAAIgqAiYAAACiioAJAACAqCJgAgAA\nIKoImAAAAIgqtikCgK9x991365NPPgk/drvduu666/T9739fTz75pFJSUob0OadOndLHH3+s2bNn\nD9ORAoC10MEEgG+wbNky7d+/X/v379fevXv1zDPPaM+ePVq6dKlCodCQPuOHP/yh/v73vw/zkQKA\nddDBBIBvMGrUKF177bXhxxkZGcrMzFRhYaF2796tkpKSf/sZbDcM4GpDBxMAvqUpU6YoLy9Pe/fu\nlSTt27dPhYWFysnJ0dSpU/Xwww+rrq5OklRWVqaGhga9+uqruvvuuyVJoVBI69ev14wZM5Sbm6sl\nS5bo6NGjcTsfAIg2AiYAXIHs7GydPHlSdXV1evrpp7Vw4ULt3btXO3bskCStWbNGkrR582ZNmDBB\njz/+uHbt2iVJevbZZ/W3v/1NL7/8snbv3q0777xTZWVlOnPmTNzOBwCiiYAJAFcgNTVVzc3Ncrvd\nqqys1OLFizVx4kTl5OSoqKhIJ0+elCSNGTNGLpdLo0aNUlpams6ePas//vGPWr9+vfLz83XjjTdq\nxYoVys/P1/bt2+N8VgAQHVyDCQBXoKWlRT6fT7fccot8Pp+2bt2qU6dO6ezZszpx4oS6u7sH/b1/\n/vOfkqTi4uJ+z4dCoSEvGgIAqyNgAsAVOH78uG699VYdOnRI5eXlmjNnjnJzc1VYWKgPP/xQlZWV\ng/6e2+2WJFVXVysxMbHfax6PZ9iPGwBigYAJAN9SfX29jhw5opdeeklVVVUqKCjQyy+/HH79wIED\nknpWjzscDjkcjvBrkyZNkiQ1NjbqrrvuCj+/du1aZWVlacmSJTE6CwAYPlyDCQDfoLW1VefOndO5\nc+f00Ucfac+ePVq+fLluv/12LViwQNdff73q6+t19OhRffTRR9qxY4eqqqokKTzlnZycrA8//FCf\nf/65MjMzde+992rNmjWqqalRQ0ODfvGLX6i6ulpZWVnxPFUAiBqHYYM2ABjUwDv5JCcna8KECbr3\n3nv16KOPKikpSefPn9fzzz+vw4cPy+VyafLkySopKdHKlSv12muvKT8/X7///e+1bt06OZ1OHTp0\nSG1tbdq4caP27dunQCCgrKwsPfnkk7rnnnvieLYAED0ETAAAAEQVU+QAAACIKgImAAAAooqACQAA\ngKgiYAIAACCqCJgAAACIKgImAAAAooqACQAAgKgiYAIAACCq/g9NeE9MWzeXHQAAAABJRU5ErkJg\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "intr_real_df.loc[:, [\"Real_TBill_Yield\", \"Real_TBond_Yield\", \"Real_Private_BBB_Yield\"]].plot()\n", "\n", "plt.xlabel(\"Date\", size = 15)\n", "plt.ylabel(\"Real Interest Rates: Percent per Year\", size = 15)\n", "plt.title(\"U.S. Bond Market: Treasury Bills, 10-Year Treasury Bonds,\\nand BAML Long-Term Corporates\", \n", " size = 24)\n", "plt.plot((-150, 600), (0, 0), 'k')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Box: 1.2.2.4(b) The stock market: data \n", "\n", "\n", "\n", "FIGURE 1.8\n", "Real Stock Index Prices Since 1997 real stock index prices have far exceeded their standard, conventional valuation of 15 times earnings.\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1.2.2.5 The exchange rate\n", "\n", "The fifth and last key economic quantity is the exchange rate. The nominal exchange rate is the rate at which the moneys of different countries can be exchanged for one another. The real exchange rate is the rate at which the goods and services produced in different countries can be exchanged for one another. The exchange rate governs the terms on which international trade and investment take place. When the domes tic currency is appreciated, its value in terms of other currencies is high. Foreign- produced goods are relatively cheap for domestic buyers, but domestic-made goods are relatively expensive for foreigners. In these circumstances imports are likely to be high; exports are likely to be low. When the domestic currency is depreciated, the opposite is the case. Domestically made goods are cheap for foreign buyers. Thus exports are likely to be high. But domestic consumers’ and investors’ power to pur chase foreign-made goods is limited. Thus imports are likely to be low. Box 1.8 details the effects of changes in the U.S. exchange rate since 1977.\n", "\n", "**Definition: Nominal exchange rate: The rate at which one country's money can be turned into another's; the price of one unit of foreign currency in terms of the home currency.**\n", "\n", "**Definition: Real exchange rate: The rate at which goods produced in a foreign country can be bought or sold for goods produced in the home country; the price of foreign- produced goods relative to domestic-produced goods.**\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### BOX: Details: The exchange rate\n", "\n", "The terms on which people in one country can buy goods and services made in other countries and sell the goods and services they make themselves are summa rized in the exchange rate. The nominal exchange rate tells how many units of domestic currency it takes to buy 1 unit of foreign currency; it is the value of a foreign currency. The real exchange rate adjusts for differences in the rate of infla tion between countries. Thus it measures the relative price of tradeable goods: how much in the way of foreign-produced goods can be bought with 1 unit of domestically produced goods.\n", "\n", "Before the early 1970s, the U.S. exchange rate was fixed vis-a-vis other major currencies in the Bretton Woods system. The U.S. Treasury stood ready to buy or sell dollars in exchange for other currencies at fixed parities determined by each country’s posted valuation of its currency in terms of gold.\n", "Since the early 1970s the U.S. exchange rate has been floating — free to move up or down in response to the market forces of supply and demand (see Figure 1.9). When U.S. interest rates are relatively high compared to those of other countries — as in the early 1980s — the dollar appreciates. In such a case the dollar becomes much more valuable, as many people try to invest in America to capture the high interest rates. We then say that the value of the exchange rate is relatively low. The exchange rate is defined as the value (in terms of dollars) of foreign cur rency: When the relative value of the dollar rises, the value in dollars of foreign currency falls.\n", "When U.S. interest rates fall relative to those in other countries, the dollar tends to depreciate, to fall in value, so U.S. goods are cheap to buy and easy to sell. When the dollar’s value is low and the dollar has depreciated, the exchange rate — the value in dollars of foreign currency — is relatively high.\n", "\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The indicators of national income and product, the employment and unemployment rates, the inflation rate and the price level, the interest rate and the stock market, and the exchange rate—these are the five key sets of measures of the macroeconomy. Know the values of these key variables in context — both their relative levels today and their recent trends — and you have a remarkably complete picture of the current state of the macroeconomy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.3 Tracking the Macroeconomy: Recap\n", "\n", "Know and understand five key sets of macroeconomic measures and indicators, and you understand most of what there is to know about the state of the macroeconomy. The first key variable is the level of real GDP — the real inflation-adjusted value of goods and services. The second key variable is the unemployment rate — the fraction of the labor force that is out of work. The third key variable is the inflation rate — a measure of how rap idly the overall price level is changing. The fourth key set of indicators are the financial market prices—interest rates and the level of the stock market. is the interest rate. When economists think about interest rates, they almost always prefer to focus on the real interest rate rather than the nominal interest rate. The level of the stock market is a good indicator of investor confidence and of the likely future pace of investment spending. The fifth and last key variable is the exchange rate — the price at which goods made here at home are exchanged for goods made abroad.\n", "\n", "----\n", "\n", "**Glossary Entries**:\n", "\n", "_Real GDP_: Inflation-adjusted gross domestic product; the most commonly used measure\n", "of national product, output, and income earned through domestically produced goods and services.\n", "\n", "_Real GDP per Worker_: One of the best available measures of long-term economic growth: real GDP divided by the number of workers (or, alternatively, by the total number of hours worked).\n", "\n", "_Unemployment Rate_: The share of the labor force who are looking for but have not found an acceptable job.\n", "\n", "inflation rate\n", "The annual rate of change of the overall level of prices in the economy.\n", "\n", "interest rate\n", "The price, measured in percent per year, paid for borrowing money. Conversely, the return earned by saving.\n", "\n", "stock market\n", "The market in which the shares of common stock that carry ownership of companies are bought and sold.\n", "\n", "nominal exchange rate\n", "The rate at which one country's money can be turned into another's; the price of one unit of foreign currency in terms of the home currency.\n", "\n", "real exchange rate\n", "The rate at which goods produced in a foreign country can be bought or sold for goods produced in the home country; the price of foreign- produced goods relative to domestic-produced goods.\n", "\n", "----\n", "\n", "**Key Points**:\n", "\n", "1. The five key sets of measures in macroeconomics are:\n", " 1. real natioanal income and product\n", " 2. the employment and unemployment rates\n", " 3. the inflation rate and the price level\n", " 4. The configuration of interest rates and the level of the stock market\n", " 5. The exchange rate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2.3 Tracking the Macroeconomy: Exercises\n", "\n", "**Analytical Exercises**:\n", "\n", "1. Why are real GDP and the unemployment rate important macroeconomic variables?\n", "2. Why are the interest rate and the level of the stock market important economic variables?\n", "\n", "----\n", "\n", "**Policy Exercises**:\n", "\n", "1. What is the current inflation rate? If you find more than one inflation rate listed, are the rates consistent with each other?\n", "2. What is the current level of the stock market? How does it compare to the level of the stock market at the begin ning of 2000?\n", "3. How does the current level of the stock market compare with the historical average, roughly 15 times a stock market index’s trailing earnings?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }