{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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Enter Password:
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\n", "\n", "show code\n", "\"\"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Times Series Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasting Methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forecasting methods can be generally divided into:\n", "\n", "- [Judgmental methods](https://otexts.com/fpp2/judgmental.html)\n", "\n", "- Econometric methods\n", "\n", "- Time series methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Judgmental Forecasts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forecasting using judgment is common in practice. In many cases, judgmental forecasting is the only option, such as when there is a complete lack of historical data, or when a new product is being launched, or when a new competitor enters the market, or during completely new and unique market conditions.\n", "\n", "Judgmental methods are basically nonquantitative and will not be discussed here. Instead, we will talk about some simple forecasting strategies based on Bayes rule." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bayes Rule" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bayes Rule can be simply expressed as\n", "\n", "\\begin{align*}\n", "\\text{posterior} \\propto \\text{likelihood} \\times \\text{prior}\n", "\\end{align*}\n", "\n", "In other words, prediction $\\approx$ observations $\\times$ prior knowledge." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**:\n", "J. Richard Gott III. took a trip to Europe in 1969 and saw the stark symbol of the Cold War — Berlin Wall which had been built eight years earlier in 1961. A question in his mind is \"how much longer it would continue to divide the East and West?\".\n", "\n", "This may sounds like an absurd prediction. Even setting aside the impossibility of forecasting geopolitics, the question seems mathematically impossible: he needs to make a prediction from a single data point. But as ridiculous as this might seem on its face, we make such predictions all the time by necessity.\n", "\n", "![wall0](https://media.architecturaldigest.com/photos/56bd1375202b83b31f120f67/16:9/w_1280%2Cc_limit/bridge-of-spies-movie-sets-001.jpg)\n", "\n", "- [John Richard Gott III](https://en.wikipedia.org/wiki/J._Richard_Gott) is a professor of astrophysical sciences at Princeton University.\n", "\n", "- He is known for developing and advocating two cosmological theories: Time travel and the Doomsday theory. \n", "\n", "- Gott first thought of his **\"Copernicus method\"** of lifetime estimation in 1969 when stopping at the Berlin Wall and wondering how long it would stand." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why it is called the Copernican principle (method)?\n", "\n", "- In about 1510, the astronomer Nicolaus Copernicus was obsessed by questions: Where are we? Where in the universe is the Earth? Copernicus made a radical imagining at his time that the Earth was not the center of the universe, but, in fact, nowhere special in particular.\n", "\n", "- When Gott arrived at the Berlin Wall, he asked himself the same question: Where am I? That is to say, where in the total life span of this artifact have I happened to arrive? In a way, he was asking the temporal version of the spatial question that had proposed by Copernicus four hundred years earlier. Gott decided to take the same step with regard to time.\n", "\n", "He made the assumption that the moment when he encountered the Berlin Wall was not special. My visit should be located at some random point between the Wall's beginning and its end. \n", " ![wall1](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall1.png)\n", " \n", "We can divide that timeline up into quarters, like so.\n", " ![wall2](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall2.png)\n", " \n", "Gott reasoned that his visit, because it was not special in any way, could be located anywhere on that timeline. From the standpoint of probability, that meant there was a 50 percent chance that it was somewhere in the middle portion of the wall's timeline — the middle two quarters, or 50 percent, of its existence.\n", " ![wall3](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall3.png)\n", " \n", "When Gott visited in 1969, the Wall had been standing for eight years. If his visit took place at the very beginning of that middle portion of the Wall’s existence, Gott reasoned, that eight years would represent exactly one quarter of the way into its history. That would mean the Wall would exist for another 24 years, coming down in 1993.\n", " ![wall4](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall4.png)\n", " \n", "If, on the other hand, his visit happened at the very end of the middle portion, then the eight years would represent exactly three quarters of the way into the Wall’s history. Each quarter would represent just 2.66 years, meaning that the wall could fall as early as 1971.\n", " ![wall5](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall5.png)\n", " \n", "So by that logic, there was a 50 percent chance that the Wall would come down between 1971 (2.66, or 8/3 years into the future) and 1993 (24, or 8 x 3 years into the future). In reality, the Wall fell in 1989, well within his predicted range. \n", " ![wall6](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall6.png)\n", " \n", "What if we need a single number prediction instead of a range?\n", "\n", "Recall that Gott made the assumption that the moment when he encountered the Berlin Wall wasn't special--that it was equally likely to be any moment in the wall's total lifetime. And if any moment was equally likely, then on average his arrival should have come precisely at the halfway point (Why? since it was 50% likely to fall before halfway and 50% likely to fall after). \n", "\n", "More generally, unless we know better we can expect to have shown up precisely halfway into the duration of any given phenomenon. And if we assume that we're arriving precisely halfway into the duration, the best guess we can make for how long it will last into the future becomes obvious: exactly as long as it's lasted already. Since Gott saw Berlin Wall eight years after it was built, so his best guess was that it would stand for eight years more.\n", " ![wall7](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/belinwall7.png)\n", " \n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**: You arrive at a bus stop in a foreign city and learn, perhaps, that the other tourist standing there has been waiting **7 minutes**. When is the next bus likely to arrive? Is it worthwhile to wait — and if so, how long should you do so before giving up?\n", "![bus](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/bus_waiting.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**: A friend of yours has been dating somebody for ONE Month and wants your advice: is it too soon to invite him/her along to an upcoming family wedding? The relationship is off to a good start, but how far ahead is it safe to make plans?\n", "![quest](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/relationship_quest.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One thing in common for all these examples is that we don’t have much information, or even we have some information, how should we incorporate our information into forecasting. Let’s hold those forecasting questions in mind, and start with some simple math." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Example**:\n", "There are two different coins. One is a fair coin with a 50–50 chance of heads and tails; the other is a two-headed coin. I drop them into a bag and then pull one out at random. Then I flip it once: head. Which coin do you think I flipped? \n", "![coin1](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/coin1.png)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is 100% change to get head for two-headed coin, but only 50% for the normal coin. Thus we can assert confidently that it's exactly twice as probable, that I had pulled out the two headed coin.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I show you 9 fair coins and 1 two-headed coin, puts all ten into a bag, draws one at random, and flips it: head. Now what do you suppose? Is it a fair coin or the two-headed one?\n", "![coin2](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/coin2.png)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, a fair coin is exactly half as likely to come up heads as a two-headed coin. \n", "\n", "But now, a fair coin is also 9 times as likely to have been drawn in the first place.\n", "\n", "Its exactly 4.5 times more likely that I am holding a fair coin than the two-headed one.\n", "\n", "The number of coins and its probability of showing head are our priors. The outcome of a flip is our observation. We have different predictions when our priors are different.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Is the Copernican Principle Right?**\n", "\n", "After Gott published his conjecture in *Nature*, the journal received a flurry of critical correspondence. And it's easy to see why when we try to apply the rule to some more familiar examples. If you meet a 90-year-old man, the Copernican Principle predicts he will live to 180. Every 6-year-old boy, meanwhile, is predicted to face an early death at the age of 12.\n", "\n", "The Copernican Principle is exactly the Bayes Rule by using an uninformative prior. The question is what prior we should use." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Some simple prediction rules**:\n", "\n", "- **Average Rule**: If our prior information follows normal distribution (things that tend toward or cluster around some kind of natural value), we use the distribution's \"natural\" average — its single, specific scale — as your guide.\n", " - For example, average life span for men in US is 76 years. So, for a 6-year-old boy, the prediction is 77. He gets a tiny edge over the population average of 76 by virtue of having made it through infancy: we know he is not in the distribution's left tail.\n", " \n", "- **Multiplicative Rule**: If our prior information shows that the rare events have tremendous impact (power-law distribution),
![power](https://github.com/ming-zhao/Business-Analytics/raw/master/images/power.png)

then multiply the quantity observed so far by some constant factor. \n", " - For example, movie box-office grosses do not cluster to a \"natural\" center. Instead, most movies don't make much money at all, but the occasional Titanic makes titanic amounts. Income (or money in general) is also follows the power-laws (the rich get richer).\n", " \n", " - For the grosses of movies, the multiplier happens to be 1.4. So if you hear a movie has made $6 million so far, you can guess it will make about $8.4 million overall.\n", " \n", " - This multiplicative rule is a direct consequence of the fact that power-law distributions do not specify (or you are uninformative on) a natural scale for the phenomenon they are describing. It is possible that a movie that is grossed $6 million is actually a blockbuster in its first hour of release, but it is far more likely to be just a single-digit-millions kind of movie.\n", " \n", " \n", "In summary, something normally distributed that's gone on seemingly too long is bound to end shortly; but the longer something in a power-law distribution has gone on, the longer you can expect it to keep going.\n", "\n", "There's a third category of things in life: those that are neither more nor less likely to end just because they have gone on for a while.\n", "\n", "- **Additive Rule**: If the prior follows [Erlang distributions](https://en.wikipedia.org/wiki/Erlang_distribution) (e.g. exponential or gamma distributions), then we should always predict that things will go on just a constant amount longer. It is a memoryless prediction.\n", "\n", " - Additive rule is suitable for events that are completely independent from one another and the intervals between them thus fall on Erlang distribution.\n", "\n", "If you wait for a win at the roulette wheel, what is your strategy?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suppose a win at the roulette wheel were characterized by a normal distribution, then the Average Rule would apply: after a run of bad luck, it'd tell you that your number should be coming any second, probably followed by more losing spins. The strategy is to quit after winning.\n", "\n", "If, instead, the wait for a win obeyed a power-law distribution, then the Multiplicative Rule would tell you that winning spins follow quickly after one another, but the longer a drought had gone on the longer it would probably continue. The strategy is keep playing for a while after any win, but give up after a losing streak.\n", "\n", "If it is a memoryless distribution, then you're stuck. The Additive Rule tells you the chance of a win now is the same as it was an hour ago, and the same as it will be an hour from now. Nothing ever changes. You're not rewarded for sticking it out and ending on a high note; neither is there a tipping point when you should just cut your losses. For a memoryless distribution, there is no right time to quit. This may in part explain these games’ addictiveness.\n", "\n", "**In summary**, knowing what distribution you're up against (i.e. having a correct prior knowledge) can make all the difference.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Small Data is Big Data in Disguise**\n", "\n", "Many behavior studies show that the predictions that people had made were extremely close to those produced by Bayes Rule.\n", "\n", "The reason we can often make good predictions from a small number of observations — or just a single one — is that our priors are so rich. \n", "\n", "Behavior studies show that we actually carry around in our heads surprisingly accurate priors.\n", "\n", "However, the challenge has increased with the development of the printing press, the nightly news, and social media. Those innovations allow us to spread information mechanically which may affect our priors.\n", "\n", "As sociologist Barry Glassner notes, the murder rate in the United States declined by 20% over the course of the 1990s, yet during that time period the presence of gun violence on American news increased by 600%.\n", "\n", "If you want to naturally make good predictions by following your intuitions, without having to think about what kind of prediction rule is appropriate, you need to protect your priors. Counter-intuitively, that might mean turning off the news." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting and Forecasting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have 12 data points that are generated from $\\sin(2 \\pi x)$ with some small perturbations." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5638962bcfad44b9bb9abd37c05fbac8", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=False, description='Original'), Output()), _dom_classes=('widget-interact…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(training_data,\n", " show=widgets.Checkbox(value=False, description='Original', disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our task is to foresee (forecast) the underlying data pattern, which is $\\sin(2 \\pi x)$, based on given 12 observations. Note\n", "\n", "- The function $\\sin(2 \\pi x)$ is the information we are trying to obtain\n", "\n", "- The perturbations are noises that we do not want to extract\n", "\n", "Remember that we only observe training data without knowing anything about underlying generating function $\\sin(2 \\pi x)$ and perturbations. Suppose we try to interpret the data by polynomial functions with degree 1 (linear regression), 3 and 9." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a85de37d68c2437282fbc9bc39e8aad4", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=True, description='sin$(2\\\\pi x)$'), Output()), _dom_classes=('widget-int…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(poly_fit,\n", " show=widgets.Checkbox(value=True, description='sin$(2\\pi x)$', disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With knowing the underlying true function $\\sin(2 \\pi x)$, it is clear that\n", "\n", "- the linear regression is **under-fitting** because it doesn't explain the up-and-down pattern in the data;\n", "\n", "- the polynomial function with degree 9 is **over-fitting** because it focuses too much on noises and does not correctly interpret the pattern in the data;\n", "\n", "- the polynomial with degree 3 is the best because it balances the information and noises and extracts the valuable information from the data.\n", "\n", "However, is it possible to identify that a polynomial with degree 3 is the best without knowing the underlying true function?\n", "\n", "Yes. We can use holdout as follows:\n", "\n", "1. choose 3 data points as testing data\n", "\n", "2. fit polynomial functions only on the remaining 9 data points\n", "\n", "3. find the best fitting function based on the testing data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ec30e1c6b4ff47e0a344d9a1d5b87270", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Checkbox(value=True, description='sin$(2\\\\pi x)$'), Checkbox(value=True, description='Tr…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(poly_fit_holdout,\n", " show=widgets.Checkbox(value=True, description='sin$(2\\pi x)$', disabled=False),\n", " train=widgets.Checkbox(value=True, description='Training Data', disabled=False),\n", " test=widgets.Checkbox(value=True, description='Testing Data', disabled=False));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Occam's razor](https://en.wikipedia.org/wiki/Occam%27s_razor) the law of parsimony: we generally prefer a simpler model because simpler models track only the most basic underlying patterns and can be more flexible and accurate in forecasting the future!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time Series Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time series is a sequence of observations recorded at regular time intervals with many applications such as in demand and sales, number of visitors to a website, stock price, etc. In this section, we focus on two time series datasets that one is the US houses sales and the other is the soft drink sales." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The python package `pandas` is used to read `.cvs` data file. The first 5 rows are shown as below." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
salesyearmonth
date
1991-01-014011991Jan
1991-02-014821991Feb
1991-03-015071991Mar
1991-04-015081991Apr
1991-05-015171991May
\n", "
" ], "text/plain": [ " sales year month\n", "date \n", "1991-01-01 401 1991 Jan\n", "1991-02-01 482 1991 Feb\n", "1991-03-01 507 1991 Mar\n", "1991-04-01 508 1991 Apr\n", "1991-05-01 517 1991 May" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_house.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
salesyearquarter
date
2001-03-311807.372001Q1
2001-06-302355.322001Q2
2001-09-302591.832001Q3
2001-12-312236.392001Q4
2002-03-311549.142002Q1
\n", "
" ], "text/plain": [ " sales year quarter\n", "date \n", "2001-03-31 1807.37 2001 Q1\n", "2001-06-30 2355.32 2001 Q2\n", "2001-09-30 2591.83 2001 Q3\n", "2001-12-31 2236.39 2001 Q4\n", "2002-03-31 1549.14 2002 Q1" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_drink.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are univariate and multivariate time series where\n", "- A univariate time series is a series with a single time-dependent variable, and\n", "- A Multivariate time series has more than one time-dependent variable. Each variable depends not only on its past values but also has some dependency on other variables. This dependency is used for forecasting future values.\n", "\n", "Our datasets are univariate time series. Time series data can be thought of as special cases of panel data. Panel data (or longitudinal data) also involves measurements over time. The difference is that, in addition to time series, it also contains one or more related variables that are measured for the same time periods. \n", "\n", "Now, We plot the time series data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_time_series(df_house, 'sales', title='House Sales')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_time_series(df_drink, 'sales', title='Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### White Noise" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A time series is white noise if the observations are independent and identically distributed with a mean of zero. This means that all observations have the same variance and each value has a zero correlation with all other values in the series. White noise is an important concept in time series analysis and forecasting because:\n", "\n", "- Predictability: if the time series is white noise, then, by definition, it is random. We cannot reasonably model it and make predictions.\n", "\n", "- Model diagnostics: the series of errors from a time series forecast model should ideally be white noise." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.Series(np.random.randn(200)).plot(title='Random White Noise')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random Walk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The series itself is not random. However, its differences - that is, the changes from one period to the next - are random. The random walk model is\n", "\n", "$$Y_t = Y_{t-1} + \\mu + e_t$$\n", "\n", "and the difference form of random walk model is\n", "\n", "$$DY_{t} = Y_t - Y_{t-1} = \\mu + e_t$$\n", "\n", "where $\\mu$ is the drift. Apparently, the series tends to trend upward if $\\mu > 0$ or downward if $\\mu < 0$." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d8ca350173a145e2810e9dab58b7a084", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=0.0, description='Drift:', max=0.1, min=-0.1, step=0.01), Output()), _…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(random_walk, drift=widgets.FloatSlider(min=-0.1,max=0.1,step=0.01,value=0,description='Drift:'));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seasonal Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The datasets are either a monthly or quarterly time series. They may follows a certain repetitive pattern every year. So, we can plot each year as a separate line in the same plot. This allows us to compare the year-wise patterns side-by-side." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seasonal_plot(df_house, ['month','sales'], title='House Sales')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seasonal_plot(df_drink, ['quarter','sales'], title='Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For house sales, we do not see a clear repetitive pattern in each year. It is also difficult to identify a clear trend among years.\n", "\n", "For drink sales, there is a clear pattern repeating every year. It shows a steep increase in drink sales every 2nd quarter. Then, it is falling slightly in the 3rd quarter and so on. As years progress, the drink sales increase overall." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Boxplot of Seasonal and Trend Distribution**\n", "\n", "We can visualize the trend and how it varies each year in a year-wise or month-wise boxplot for house sales, as well as quarter-wise boxplot for drink sales." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "boxplot(df_house, ['month','sales'], title='House Sales')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "boxplot(df_drink, ['quarter','sales'], title='Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Smoothen a Time Series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Smoothening of a time series may be useful in:\n", "- Reducing the effect of noise in a signal get a fair approximation of the noise-filtered series.\n", "- The smoothed version of series can be used as a feature to explain the original series itself.\n", "- Visualize the underlying trend better\n", "\n", "**Moving average smoothing** is certainly the most common smoothening method." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0ed4007e8f4a45048ee69687c419da08", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=6, description='Span:', max=30, min=3, step=3), Output()), _dom_classes=…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(moving_average, span=widgets.IntSlider(min=3,max=30,step=3,value=6,description='Span:'));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are other methods such as LOESS smoothing (LOcalized regrESSion) and LOWESS smoothing (LOcally Weighted regrESSion).\n", "\n", "LOESS fits multiple regressions in the local neighborhood of each point. It is implemented in the `statsmodels` package, where we can control the degree of smoothing using `frac` argument which specifies the percentage of data points nearby that should be considered to fit a regression model." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9b99df72f07d434eb888a03f1bc8f4df", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=0.05, description='Frac:', max=0.3, min=0.05, step=0.05), Output()), _…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(lowess_smooth, frac=widgets.FloatSlider(min=0.05,max=0.3,step=0.05,value=0.05,description='Frac:'));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasting with Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many time series follow a long-term trend except for random variation which can be modeled by regression:\n", "\n", "\\begin{equation*}\n", "Y_t = a + b t + e_t\n", "\\end{equation*}\n", "\n", "**Example**: Monthly US population." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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SudYrwM+NMQZYAayz1rqdPuvwh8aXLvWGRURERETk4lU3d/Lazo/36gsNNiwtSOH2GWlcNzGFiNDgQJco/dCvOYDGmGCgFMgF/q+1dpsxZoy1thbAWltrjElxTk/DP8J3VrXT1uu8/2T72T5VzrU8xphWILFv+zn6iIiIiIjIAOro9rB2Xy2v7qym+Lgb+HivvhunpBIXpb36hpp+BUDn8c0Zxpg44DVjzJQLnH6u8V57gfZL7fPxBxrzIP5HS8nMzLxAaSIiIiIiciFn5/W9urOat/fXcabXy/jEKP7y+nzunJWmFTyHuItaBdRa22KM2Yj/Mcx6Y8xYZ/RvLNDgnFYNZPTplg7UOO3p52jv26faGBMCxAJup33pJ/psPEddzwLPAhQVFX0qIIqIiIiIyPlZazlY28Zbe2t5bdcpalu7iAkP4faZ4/jCrHRmj4/HP0NLhrr+rAKaDPQ64S8SuB7/Ii2rgVXAT52vrztdVgP/ZYx5Cv8iMHnAdmut1xjTboyZB2wD7gOe7tNnFbAVuAvY4KwO+g7wE2NMvHPeDcDjl3vTIiIiIiIjnddn2Xmymbf31/HOgTqqm88QZGBxfjLfv2kin5s0RvP6hqH+jACOBZ5z5gEGAS9ba980xmwFXjbGPACcBO4GsNYeMMa8DBwEPMA3nUdIAR7m420g1jovgF8CLzgLxrjxryKKtdZtjPkxsMM570dnF4QREREREZGL4/H62Fzu4u39taw7WE9TRw9hwUEsyE3kW8tyuX7SGJKiwwNdpgwg41/kc/goKiqyJSUlgS5DRERERGRQOLttw2u7TvHGnhqaOnoYFRbMssIUVkxOZWlBMjERoYEuU64gY0yptbboXMcuag6giIiIiIgMDSdcp3l9dw2/d7ZtCAsO4rqJKdw+M40l+cl6vHOEUgAUERERERkGrLUcbzrN+4caeHNvLburWgD/tg0PLsrhxqljiY3USN9IpwAoIiIiIjJE9Xp9bCl3saGsnvcPN3LS3QlAYWoMj91YyK3TxzEuLjLAVcpgogAoIiIiIjKEeH2WbRUu3thTy9r9tbR09hIRGsSCCUl8fXEOS/OTtVefnJcCoIiIiIjIIGetZVdVC2/sqeGtvbU0tHcTFRbM5yaN4eZp41iUl6Q5fdIvCoAiIiIiIoOQtZb9p9p4c28Nb+6t5VTLGcJCglhWkMyt09NYXphCZJhCn1wcBUARERERkUHidLeH4uMuPjzSyMYjjZxwdRISZFiUl8R3P5fP5yaPYbS2bJDLoAAoIiIiIhJADW1dvLXPvzF7SWUzPV4fEaFBzMtJ5M+XTmDF5FTiosICXaYMEwqAIiIiIiJXWfPpHtbur+ONPTUUV7iwFvLHRHP/giwW5yVTlBWvOX0yIBQARURERESugtbOXtYfqueNPTVsOtqEx2fJSRrFt5fnccv0seSmxAS6RBkBFABFRERERAZIlbuTdQfrWXewnu2Vbrw+S1pcJA8syuaWaeOYPG40xphAlykjiAKgiIiIiMgVYq3lQE0b7xyoY93Beg7VtQOQlxLNNxbn8LlJY5ieHkdQkEKfBIYCoIiIiIjIZSpv7GD17hre2FPD8abTBBkoykrgB5+fyPUTx5CVNCrQJYoACoAiIiIiIpfkVMsZ3tpbw+o9New/1YYxMC87ka8vzmHF5FQSRmnlThl8FABFRERERPrppKuTtftrWbO/jj1VLQBMT4/lB5+fyM3TxpEaGxHgCkUuTAFQREREROQCqtydvLG3hjX7atl/qg2AaemxPLqykBunpOrxThlSFABFRERERD6hsb2bNftqeX33KXae9I/0zciI429vmsjKKalkJEQFuEKRS6MAKCIiIiICtHX18s7+OlbvqWHzsSZ8FgpTY/iblQXcMm2cQp8MCwqAIiIiIjJidfV6ef9QA6/vrmHD4QZ6PD4yEiJ5eOkEbp2eRkGqNmeX4UUBUERERERGlDM9Xj440sCafXWsL6vndI+XpOhwvjwnk1tnjGNmRpw2Z5dhSwFQRERERIa9Ho+PjYcb+P3uU7x/qJEzvV4SRoVxy/RxfH7aWObnJBISHBToMkUGnAKgiIiIiAxL1lr2nWrl1dJqVu+pobmzl6ToML4wO42bpoxlTnaCQp+MOAqAIiIiIjKs1Lae4fe7anh1ZzXHGjoICwnihklj+MKsdBblJSn0yYimACgiIiIiQ157Vy9r99fx+12n2HrchbVwTVY8//vOqdw0dSyxkaGBLlFkUFAAFBEREZEhqavXy8bDDazeU8P6sga6PT6yEqN45Lo87piZxvhEbdAu8kkKgCIiIiIyZHi8PraUu1i9p4Z39tfR3u0hKTqMe67J4PaZaVrBU+QzKACKiIiIyKDX0NbFf20/yUvbT1Lf1k1MeAgrpqRy6/RxXDtBK3iK9JcCoIiIiIgMWrtONvOrzZWs2VeLx2dZkp/Mk7dksKwwhYjQ4ECXJzLkKACKiIiIyKDS4/Gxdn8tv9pcye6qFmLCQ1h1bRZfnTeerCTN6xO5HAqAIiIiIhJw1lp2nmzhtV3VvLm3lpbOXrKTRvHDWyfzhdnpRIfrn60iV4L+JomIiIhIwJTVtrF6Tw1v7a3lpLuT8JAgVkxO5Quz01mUm0RQkBZ0EbmSFABFRERE5Ko60+Plzb01vLjtJLurWggOMlw7IZFvLc/lximpxERozz6RgfKZAdAYkwE8D6QCPuBZa+2/GmN+CxQ4p8UBLdbaGcaYLKAMOOwcK7bWPuRcazbwayASWAM8Yq21xphw5zNmAy7gHmttpdNnFfAD51p/b6197nJuWEREREQC41hDOy9uO8mrpdW0dXnITYnmiVsmcduMNBJGhQW6PJERoT8jgB7gr6y1O40xMUCpMWadtfaesycYY/4JaO3Tp9xaO+Mc1/oF8CBQjD8ArgTWAg8AzdbaXGPMvcDPgHuMMQnAE0ARYJ3PXm2tbb7oOxURERGRq67H4+OdA3W8uO0ExcfdhAYbbpwylq/MzWROdoL27BO5yj4zAFpra4Fa5327MaYMSAMOAhj/39ovAssvdB1jzFhgtLV2q/P988Dt+APgbcCTzqmvAD93rrsCWGetdTt91uEPjS9d1F2KiIiIyFVjreVgbRtv7KnlldJqmjq6SY+P5G9WFvDFogySosMDXaLIiHVRcwCdxztnAtv6NC8C6q21R/u0ZRtjdgFtwA+stZvwh8bqPudUO204X6sArLUeY0wrkNi3/Rx9RERERGQQOd7YwWu7TvHm3loqmk4THGRYVpDMV+aNZ0leshZ0ERkE+h0AjTHRwKvAd6y1bX0OfYk/HpGrBTKttS5nzt/vjTGTgXP9jbdnL3+eYxfq07e2B/E/WkpmZuZn3YqIiIiIXCGnuz28saeGV0qrKTnRTJCB+RMSeXBxDismp2pun8gg068AaIwJxR/+XrTW/q5PewhwJ/7FWwCw1nYD3c77UmNMOZCPf/Quvc9l04Ea5301kAFUO9eMBdxO+9JP9Nn4yfqstc8CzwIUFRV9KiCKiIiIyJXV0N7Fc1sq+U3xSVrP9DIheRSP3VjIHTPTGDM6ItDlich59GcVUAP8Eiiz1j71icPXA4estdV9zk8G3NZarzEmB8gDjltr3caYdmPMPPyPkN4HPO10Ww2sArYCdwEbnNVB3wF+YoyJd867AXj8Um9WRERERC7PvupWXiiu5Pe7auj1+bhh0hi+viiH2ePjtaCLyBDQnxHABcBXgX3GmN1O2/ettWuAe/n0giyLgR8ZYzyAF3jo7CIuwMN8vA3EWucF/oD5gjHmGP6Rv3sBnND4Y2CHc96P+lxLRERERK6C9q5e1uyr5cVtJ9lb3UpkaDB3FaXzZwuzyUmODnR5InIRjLXD64nJoqIiW1JSEugyRERERIY0j9fHh0cb+d3OU6w7WE+3x0deSjR/Mm88t89MIzZSm7WLDFbGmFJrbdG5jl3UKqAiIiIiMrw1tHXx0vYqXtp+krq2LuKjQvliUQa3z0xjVmacHvMUGeIUAEVERERGOGstW4+7eLH4JO8cqMPjsyzOT+aHt01mWUEKYSFBgS5RRK4QBUARERGREaqtq5fflVbzm20nOdbQQVxUKF9bmM2X52SSlTQq0OWJyABQABQREREZQXo8PjYdbeT13TWsO1jPmV4v0zPi+Me7p3PztLFEhAYHukQRGUAKgCIiIiLDnM9n2VHp5vU9NazZV0tLZy9xUaHcMSuNL12TydT02ECXKCJXiQKgiIiIyDBVVtvG73edYvWeGmpbu4gMDeaGyWO4bcY4FuYma26fyAikACgiIiIyjPR6fby9v47ntlRScqKZkCDDkvxkHruxkM9NGkNUmP75JzKS6SeAiIiIyDBwvLGDV3dW80ppNfVt3WQmRPGDz0/kzlnpJIwKC3R5IjJIKACKiIiIDFFtXb28tbeWV0qrKT3RTJCBJfnJ/OSO8SwtSCE4SHv2icgfUwAUERERGUK8PsuW8iZeKa3m7f11dHt85KVE8/iNhdwxM42U0RGBLlFEBjEFQBEREZEh4Owjnr/beYra1i5iI0P5YlEGd81OZ1p6LMZotE9EPpsCoIiIiMgg1dXrZe3+Wl7aXsX2CjdBBpYWpPC/bp7EdRNTCA/Rnn0icnEUAEVEREQGEWste6tb+Z/SKl7fXUN7l4fxiVE8urKQL8zSI54icnkUAEVEREQGAVdHN6/tOsX/lFRzuL6d8JAgbpySyheLMpiXk0iQFnQRkStAAVBEREQkQDxeHx8ebeTlHdW8V1aPx2eZnhHH/3fHFG6eNo7YyNBAlygiw4wCoIiIiMhVdryxg/8prebV0moa2rtJHBXGny7I4u6iDPLHxAS6PBEZxhQARURERK6CHo+Ptw/U8ZviE2yvcBMcZFhWkMzdRRksL0whNDgo0CWKyAigACgiIiIygBrau3ix+CQvbjtJU0c3mQnOgi6z00iJ0YIuInJ1KQCKiIiIDIC91S38enMlb+ytoddrWVaQzKprs1icl6wFXUQkYBQARURERK6Qpo5uXt9dwyul1ZTVtjEqLJivzB3PffPHk5McHejyREQUAEVEREQuh8frY8OhBl4uqWbj4Qb/Sp7psfzotsncPjON0RFayVNEBg8FQBEREZFLUN3cyW93VPFySRX1bd0kx4TzwMJsvjA7XSt5isigpQAoIiIichEO17XzzAflrN5Tg89alhWk8OPb/Ct5hmglTxEZ5BQARURERD6DtZZtFW7+Y9Nx3itrICosmK8tyOL+BdmkxUUGujwRkX5TABQRERE5j26Plzf21PKff6jgYG0b8VGh/OX1+ay6djxxUWGBLk9E5KIpAIqIiIh8wrGGDl7bVc1vd1TR1NFD/phofnrnVG6fmUZEaHCgyxMRuWQKgCIiIiJAV6+Xt/bW8kLxCXZXtRBkYGlBCl9bkM2C3ESM0d59IjL0KQCKiIjIiHaq5QwvFp/gv3dU4T7dQ07yKP72poncNmMcKaMjAl2eiMgVpQAoIiIiI461ls3HXDy/tZL3yuoBuH7iGO6bn6XRPhEZ1hQARUREZMRo7ezld7uq+U3xCcobT5MwKoyHlkzgy3MzSY+PCnR5IiIDTgFQREREhjVrLTtPNvPitpO8tbeWbo+P6RlxPPXF6dw0dawWdRGREUUBUERERIaljm4Pr+2s5jfFJzlc3050eAh3zU7nS3MymZIWG+jyREQC4jMDoDEmA3geSAV8wLPW2n81xjwJfB1odE79vrV2jdPnceABwAt821r7jtM+G/g1EAmsAR6x1lpjTLjzGbMBF3CPtbbS6bMK+IHzGX9vrX3uMu9ZREREhrHDde38pvgEv9tZzekeL1PTYvnpnVO5Zfo4RoXr/75FZGTrz09BD/BX1tqdxpgYoNQYs8459s/W2n/se7IxZhJwLzAZGAe8Z4zJt9Z6gV8ADwLF+APgSmAt/rDYbK3NNcbcC/wMuMcYkwA8ARQB1vns1dba5su7bRERERlOejw+3j1Yx/NbT7C9wk1YSBC3TBvHV+ePZ0ZGXKDLExEZND4zAFpra4Fa5327MaYMSLtAl9uA/7bWdgMVxphjwBxjTCUw2lq7FcAY8zxwO/4AeBvwpNP/FeDnxr/81gpgnbXW7ThSKjkAACAASURBVPRZhz80vnSR9ykiIiLDUG3rGV7adpKXdlTR2N5NRkIkj99YyN1FGSSMCgt0eSIig85FPQdhjMkCZgLbgAXAt4wx9wEl+EcJm/GHw+I+3aqdtl7n/Sfbcb5WAVhrPcaYViCxb/s5+vSt60H8I4tkZmZezC2JiIjIEGOtZUv52S0cGvBZy7KCFL46fzxL8pIJCtIWDiIi59PvAGiMiQZeBb5jrW0zxvwC+DH+RzN/DPwT8DXgXD917QXaucQ+HzdY+yzwLEBRUdGnjouIiMjQdqbHy45KN5uPNbHuYD3Hm04THxXK1xfl8JW5mWQkaAsHEZH+6FcANMaE4g9/L1prfwdgra3vc/z/AW8631YDGX26pwM1Tnv6Odr79qk2xoQAsYDbaV/6iT4b+1OziIiIDG0tnT28e6CeNftr2XLMRY/XR2iwoWh8At9anqstHERELkF/VgE1wC+BMmvtU33axzrzAwHuAPY771cD/2WMeQr/IjB5wHZrrdcY026MmYf/EdL7gKf79FkFbAXuAjY4q4O+A/zEGBPvnHcD8Pil366IiIgMZs2ne1h3sJ639tWy+VgTHp8lPT6S++aPZ1F+MtdkxRMVppU8RUQuVX9+gi4AvgrsM8bsdtq+D3zJGDMD/yOZlcA3AKy1B4wxLwMH8a8g+k1nBVCAh/l4G4i1zgv8AfMFZ8EYN/5VRLHWuo0xPwZ2OOf96OyCMCIiIjL0WWs56e7kw6NNvL2/luLjbrw+S0ZCJA8syubzU8cyNS0W//9Hi4jI5TLWDq8pc0VFRbakpCTQZYiIiMh5VLk72XrcRXG5i+LjLmpauwDISR7FjVNSWTl5LFPSRiv0iYhcImNMqbW26FzH9AyFiIiIDKher48dFW7eK2vgvbJ6Tro7AUgcFca8nEQezklg/oQkJiSPUugTERlgCoAiIiJyxbk6uvnDsSbeK2tg4+EG2rs8hIUEsWBCIg8szGb+hETyUqIV+ERErjIFQBEREblsrZ29FFe42Frufx2ubwcgKTqMG6ekct3EMSzKS9ICLiIiAaafwiIiInLRzvR4KT7uYkt5E1vKXRysbcNaiAgNomh8ArfOGMe1ExKZnh6njdlFRAYRBUARERHplyp3J+8fbmDDoQa2lrvo9vgICw5iZmYcj1yXx7UTkpieEUt4iPbmExEZrBQARURE5Jy6ev2jfB8eaeLDo40ca+gAICsxii/PzWRZQQpzshO0GbuIyBCiACgiIiIAdPZ42H2yhR2VzZSccLO9wu0f5QsJYm52Avdek8HywhRykqMDXaqIiFwiBUAREZERyuez7DvVyqajjXx4pImdJ5vx+CzGQMGYGL4ydzxLCpKZq1E+EZFhQwFQRERkBGlo6+KDI418eLSJPxxtpLmzF4ApaaP5+uIc5mYnMDMzntjI0ABXKiIiA0EBUEREZBhraO9iR0Uz2ytcbKtwc6ju7PYM4SwrSGFxfjIL85JIig4PcKUiInI1KACKiIgMI3WtXWwpb2J7hX8O3/Gm0wBEhgYza3wcj64sZHF+EhNTR2t7BhGREUgBUEREZAjz+Sx7qlvYcKiB9WUNHKxtA2B0RAhzshO4d04Gc7ITmTxuNKHBQQGuVkREAk0BUEREZIhpPt3DH441sfFwIxsPN+A63UOQgaLxCTx2YyGL85IpTI3RCJ+IiHyKAqCIiMggV9t6ht0nW9hd1UJxhZu91S1YC7GRoSwtSGZ5YQpL8pOJiwoLdKkiIjLIKQCKiIgMMi2dPWw+5mLT0UY2HW3iVMsZAMKCg5iSNppHrstjcX4y09PjCNYon4iIXAQFQBERkQDr9frYdbLFvx/f0aaPRvhiIkJYMCGJP1uUzYyMOCaNG014iPbjExGRS6cAKCIicpWd7vawp7qFnSeaKT3RzI7KZjq6PQQZmJERx7eXnx3hiyVEC7eIiMgVpAAoIiIywBrau9ha7mLniWZKTjRTVtuGz/qP5aVEc8v0cSzJT2L+hCRtwC4iIgNKAVBEROQK6+r1sqPSzaajTWw62kSZszVDVFgwMzLi+OayXGaNj2dWRjyxUQp8IiJy9SgAioiIXCaP18fB2jaKj7vYdNS/CXu3x0dosKFofAJ/s7KAhblJTBo7Wo90iohIQCkAioiIXKQzPV52V7VQUulmx4lmdp7wz+EDyE2J5stzM1mcl8yc7ARGhetXrYiIDB76rSQiIvIZPF4fO0+28P7hBraWu9h/qhWPz2IMFIyJ4bYZ45ibk8jc7ATGjI4IdLkiIiLnpQAoIiJyDg3tXXxwuJGNhxvZdLSRti4PIUGGWZnxPLg4h2uyEpiVqTl8IiIytCgAioiIAK2dvZSccLOtws2W8ib2n/Iv3JISE87KKaksK0hhYV4SMREKfCIiMnQpAIqIyIjU4/Gxo9LN+4ca2Fzu4lBdG9ZCWHAQMzLi+N6KApYWJDNp7GiMMYEuV0RE5IpQABQRkRGjoa2L9w838P6hRv5wrImObg9hwUEUZcXzl9fnMyc7gRkZcUSEBge6VBERkQGhACgiIsNWV6+XPVUtbD7WxIbDDR891jk2NoJbpo9jeWEKC3ITiQrTr0MRERkZ9BtPRESGjY5uD6Unmtle4WJHRTO7q1ro8foIMjArM57vrShgeWEKhakxeqxTRERGJAVAEREZsqy1HKprZ93BetYfamD/qVa8PktwkGFKWiz3L8hiTlYC12QlaLVOERERFABFRGSI6fX62FHh5t2D9bxXVk918xmMgRkZcfz50gnMyfZvz6AN2EVERD5Nvx1FRGTQO93t4cMjjR+N9LWe6SUsJIhFuUl8a1kuyyemkBKjDdhFREQ+iwKgiIgMSk0d3awvq+fdA/VsOtZEj8dHXFQo101M4YZJY1icn6zFW0RERC7SZ/7mNMZkAM8DqYAPeNZa+6/GmP8D3AL0AOXAn1prW4wxWUAZcNi5RLG19iHnWrOBXwORwBrgEWutNcaEO58xG3AB91hrK50+q4AfONf6e2vtc5d5zyIiMkg1tHfx1t5a1uyrpeREM9ZCWlwkX5mbyQ2TUrkmK56Q4KBAlykiIjJk9ee/Tj3AX1lrdxpjYoBSY8w6YB3wuLXWY4z5GfA48KjTp9xaO+Mc1/oF8CBQjD8ArgTWAg8AzdbaXGPMvcDPgHuMMQnAE0ARYJ3PXm2tbb7UGxYRkcGltbOXtw/UsnpPDVvLXfgsFKbG8O3ledwweYw2YhcREbmCPjMAWmtrgVrnfbsxpgxIs9a+2+e0YuCuC13HGDMWGG2t3ep8/zxwO/4AeBvwpHPqK8DPjf+3/QpgnbXW7fRZhz80vtTfGxQRkcHneGMH68saWH+onh2VzXh9lvGJUXxzWS63Th9H3piYQJcoIiIyLF3U5Ann8c6ZwLZPHPoa8Ns+32cbY3YBbcAPrLWbgDSgus851U4bztcqAGdEsRVI7Nt+jj5963oQ/8gimZmZF3NLIiJyFfR6feyodLO+rIENhxqoaDoN+Ef6HlqSww2TUpmWHquRPhERkQHW7wBojIkGXgW+Y61t69P+t/gfE33RaaoFMq21LmfO3++NMZOBc/1Wt2cvc55jF+rzcYO1zwLPAhQVFX3quIiIXH0tnT28f7iB9WUNfHCkkfYuD2HBQcyfkMifLshieWEK6fFRgS5TRERkROlXADTGhOIPfy9aa3/Xp30VcDNwnbXWAlhru4Fu532pMaYcyMc/epfe57LpQI3zvhrIAKqNMSFALOB22pd+os/Gi7pDERG5apo6unn3QD1r99eypdyF12dJig7npiljWT4xhYW5SdqfT0REJID6swqoAX4JlFlrn+rTvhL/oi9LrLWdfdqTAbe11muMyQHygOPWWrcxpt0YMw//I6T3AU873VYDq4Ct+OcSbnBWB30H+IkxJt457wb8i82IiMggYK3lUF07Gw41sL6snl1VLVgLWYlRfGNxDismpzI1LZagID3aKSIiMhj0579hFwBfBfYZY3Y7bd8H/g0IB9Y5czbObvewGPiRMcYDeIGHzi7iAjzMx9tArHVe4A+YLxhjjuEf+bsXwAmNPwZ2OOf9qM+1REQkANyne9hR6WbT0UY2lDVQ09oFwLT0WL69PI+VU1IpTI3RfD4REZFByDhPbg4bRUVFtqSkJNBliIgMGz6fZU91C++V1bO+rIFDde0ARIUFszA3iesmprCsIIWU0REBrlREREQAjDGl1tqicx3TRAwREfmUzh4Pm442sb6sng2HGmnq6CY4yFA0Pp7vrShgTnYC09JjCQ8JDnSpIiIichEUAEVEBK/Psv9UK5vLm9hyzMX2Sjc9Hh8xESEsyU/m+oljWFqQTFxUWKBLFRERkcugACgiMgJZazna0MGWY01sLndRfNxFe5cHgIIxMfzJ3PFcPzGFa7ITCA0OCnC1IiIicqUoAIqIjBCujm42HW3iwyONbDrWRGN7NwCZCVF8fupYrs1NYn5OIskx4QGuVERERAaKAqCIyDDl6uhme4Wbbc7rUF0b1kJ8VCiL8pJZmJvE/AmJZCRoM3YREZGRQgFQRGSYaGjrorjCzfYKF9uOuzna0AFARGgQs8fH893r81mcn8yUtFiCtS+fiIjIiKQAKCIyRDW0dbG5vIltx/0jfBVNpwEYFRZMUVYCt89MY15OAlPT4ggL0Tw+ERERUQAUERkyvM5+fO8famDDoQYO1LQBMDoihDnZCXxpTgZzsxOZPG40IVq4RURERM5BAVBEZJCy1nLS3cm2CjfFx118cLgR1+keggzMyvTvx7ckP5mJY0frkU4RERHpFwVAEZFBwuezHGvsYFuFm+3OXL76Nv9KnfFRoSzOT2Z5YQqL85KJH6X9+EREROTiKQCKiARQlbuTD482sulIE9sqXDR39gKQOjqCudmJzMlOYE52ArnJ0QRplE9EREQukwKgiMhVYq2l3Bnh21HhZkdlM6dazgCQFhfJ5yaN4ZqsBOZmJ5KREIkxCnwiIiJyZSkAiogMEI/XR1ltO9sqXOyo9Ac+9+keAJKiw5mbncDXF2WzMC+ZCcmjFPhERERkwCkAiohcIV29XvZUtbCj0s32ymZKK92c7vECkJkQxbKCFOZmJ3BNdgJZiVEKfCIiInLVKQCKiFyi9q5eSk80+wNfhZs9Va30eH0AFIyJ4Y5ZaczJTmROVgKpsREBrlZEREREAVBEpN+aOropqfRvur6j0s3BmjZ8FoKDDFPSYrl/QRbXZCVQND5eq3SKiIjIoKQAKCJyHs2ne9hc3sTmYy62V7gobzwNQHhIEDMz4/jW8jzmZCUwMzOOUeH6cSoiIiKDn/7FIiLi6Or1sruqhT8cbWLT0Ub2nmrFWoiJCKFofDx3zc5gTnY8U9PiCAsJCnS5IiIiIhdNAVBERqyzga/4uIvi4y52nmyhx+MjOMgwMyOO71yXz6L8JKalxRISrMAnIiIiQ58CoIiMGF29XnaebGbbcTfFx13sqvIHPmNg8rjR3DdvPPNyEpmTk8DoiNBAlysiIiJyxSkAisiwVtfaxbsH63h7fx0llc30eH0EGZjUJ/Bdk51AbKQCn4iIiAx/CoAiMqxYaymrbee9snreK6tnb3UrALkp0fzpgizm5iRQlKURPhERERmZFABFZMjr9njZdtztD30H66lp7cIYmJERx/dWFLBi8hhyU2ICXaaIiIhIwCkAisiQ1NHt4b2D9bx7sI4PjzTR0e0hIjSIhbnJPHJ9HssKU0iJ0ebrIiIiIn0pAIrIkNHV62XDoQbe2FPDhkMNdHt8JMeEc8v0sVw/cQwLcpOICA0OdJkiIiIig5YCoIgMal29Xj480siafbWsO1jP6R4vSdFh3HtNBjdPH8fszHiCgkygyxQREREZEhQARWTQOdPj5YMjDby1r44NZf7QFxcVyq0zxnHLtHHMzUkkWKFPRERE5KIpAIpIwPl8lgM1bWw61sgfjjZRcqKZHo+PhFFh3DojjZumpjIvJ5FQbcYuIiIiclkUAEUkIFwd3Xx4tJGNhxv58EgjzZ29ABSmxnDfvPEsK0xhbnYCIQp9IiIiIleMAqCIXBW9Xh+7q1r48Ig/8O091Yq1kDgqjGUFKSzKT2JBbpJW7hQREREZQAqAIjIg2rp62Vfdyu6qFnadbGHbcRft3R6CnP35Hrkuj2UFKUxNi9UiLiIiIiJXyWcGQGNMBvA8kAr4gGettf9qjEkAfgtkAZXAF621zU6fx4EHAC/wbWvtO077bODXQCSwBnjEWmuNMeHOZ8wGXMA91tpKp88q4AdOOX9vrX3usu9aRK64KncnW8qb2FbhZk9VC+WNpz86lp00ipunj2VxXjLX5iYRGxkawEpFRERERq7+jAB6gL+y1u40xsQApcaYdcD9wHpr7U+NMY8BjwGPGmMmAfcCk4FxwHvGmHxrrRf4BfAgUIw/AK4E1uIPi83W2lxjzL3Az4B7nJD5BFAEWOezV58NmiISOPVtXeyodLOl3MXmY02ccHUCkBQdxoyMOG6fkcb0jDimpccSFxUW4GpFREREBPoRAK21tUCt877dGFMGpAG3AUud054DNgKPOu3/ba3tBiqMMceAOcaYSmC0tXYrgDHmeeB2/AHwNuBJ51qvAD83xhhgBbDOWut2+qzDHxpfupybFpGL4/H6OFTXzs6TzZRUNlN6oplTLWcAiA4PYV5OAvdfm8XC3CRyU6Lx//UVERERkcHmouYAGmOygJnANmCMEw6x1tYaY1Kc09Lwj/CdVe209TrvP9l+tk+Vcy2PMaYVSOzbfo4+IjJAunq97Kh0s6PCTenJZnafbOF0jxeAMaPDKRqfwNcWZjN7fDyTx43W9gwiIiIiQ0S/A6AxJhp4FfiOtbbtAv/Df64D9gLtl9qnb20P4n+0lMzMzPPVJSLnYa3lSH2Hf4XOo41sr3DT7fERZGDi2NF8YXY6s8fHM3t8PGlxkRrhExERERmi+hUAjTGh+MPfi9ba3znN9caYsc7o31igwWmvBjL6dE8Hapz29HO09+1TbYwJAWIBt9O+9BN9Nn6yPmvts8CzAEVFRZ8KiCLyx6y1nHR3sqXcxZZyF1vLm2jq6AEgNyWaL8/NZHFeMtdkJxAdrsWCRURERIaL/qwCaoBfAmXW2qf6HFoNrAJ+6nx9vU/7fxljnsK/CEwesN1a6zXGtBtj5uF/hPQ+4OlPXGsrcBewwVkd9B3gJ8aYeOe8G4DHL/luRUYoay3HGjrYVuH+6NHOmtYuAFJiwlmYm8S1E5JYmJfEuLjIAFcrIiIiIgOlP/+1vwD4KrDPGLPbafs+/uD3sjHmAeAkcDeAtfaAMeZl4CD+FUS/6awACvAwH28DsdZ5gT9gvuAsGOPGv4oo1lq3MebHwA7nvB+dXRBGRC6sob2LDWUNbDjUwI5KN82dvQAkx4QzJyuBh3ISuHZCEhOSR+mRThEREZERwlg7vJ6YLCoqsiUlJYEuQ+Sq8/ks+2ta2XDIH/r2VrcCkBYXyfwJiczJSmBOdgLjE6MU+ERERESGMWNMqbW26FzHNLlHZIiy1lLdfIbi4y6Kj7v54EgjTR3dGAMzMuL4q8/l87nJYygYE6PAJyIiIiKAAqDIkGGtpbyxg+0VzWyvcLG9zzy++KhQrs1N4rrCFJbkJ5MYHR7gakVERERkMFIAFBnEfD7Lrqpm1u6r4+0DdVQ3+zdf7zuPb252Inkp0QQFaZRPRERERC5MAVBkkGls7+YPxxrZdKSJD4820dTRTVhwEAvzkvjWslzm5SRqHp+IiIiIXBIFQJEA6+r1Unqi2dmEvYmy2jYAEkaFsTA3ieWFKSyfmMLoiNAAVyoiIiIiQ50CoEgANLR38fb+OtaXNbCtwkVXr4/QYMPs8fF8b0UBS/KTmTR2tB7rFBEREZErSgFQ5CppaOvi7QN1vLm3lh2VbqyFnKRR3HtNJovykpiXk8iocP2VFBEREZGBo39tigygmpYzvL2/jrX7ayk50Yy1kJcSzbeX5/H5aWPJHxMT6BJFREREZARRABS5gqy1lNW28/7hBtYdrGd3VQsAhakxPHJdHjdNVegTERERkcBRABS5TO1dvWw+5mLj4QbeP9xAfVs3AFPTYvneigJunJJKTnJ0gKsUEREREVEAFLkkPR4fm4428urOat472ECP10dMeAiL85NZWpDMkoJk/v/27jzKrrpK9Ph3pyqVBBLIPJIQhkBIAkkgMgkSQQYnQETF4Umr3WqrT31O3b7ufii6FJwVu12tjaK0Ay2KRIQoCIgCQggJGQhDGCRzZSYDqdSw3x/nRIsi83Qr934/a91V9/7OkH1X9r337HN+5/cb2Kt7pcOUJEmSXsQCUNpJL2xu5Q9PLGfqnCX8/rFG1m1qoe/BDbztlBG8etxgTjy8D13rulQ6TEmSJGmbLACl7Xh+UzN3zmtk6pyl3P1EI5ua2+h9UFcuGDuYC8YN5hXHDLDokyRJ0gHDAlDqYMX6Ju54dBlT5y7l3vkraG5NBvbqxptOGs6rxw3m5CP6Um/RJ0mSpAOQBaAEbGpu5bdzl/LLhxfxxyeX05YwvG8P/u70kVwwbggTh/d2UnZJkiQd8CwAVbNa25Jpz67ipocXcevsJaxramHood15/1lH8doThjBmyCFEWPRJkiSpelgAqqZsKfpunb2EW2cvZcX6Jg5qqOOCcYO59MTDOPXIfl7pkyRJUtWyAFTVa21LHnxmFbfNWcJtc5ayfF0T3eq7cPbogbzm+CGcPXogB3fzoyBJkqTq51GvqlJzaxv3zl/B1DlLuf3RZazcsJlu9V145bEDee0JFn2SJEmqTR4Bq6o8s2IDN0xbwI3TF7Bi/WYObqjj7OMG8epxgznrmAEWfZIkSappHg3rgLd6w2ZumbWYX85YxIzn1lDXJTh79EDedNJhvOKYAXTvWlfpECVJkqROwQJQB6SmllbueqyRXz68iLseb6S5NTl2UC/++dWjecPEYQw6pHulQ5QkSZI6HQtAHTAykxkL1nDj9IX8ZtYS1r7QzIBe3bj8tJG84cRhTtsgSZIk7YAFoDq9FeubuOnhRdzw0ALmN66ne9cunD92MG+YOIwzju5PfV2XSocoSZIkHRAsANUptbS2cc+Ty7lh2gJ+P6+RlrbkxBG9ueqS43ntCUPo1b1rpUOUJEmSDjgWgOo0MpPHl61jyszF/OLhhSx7vol+BzfwrpeP5M2ThjNqUK9KhyhJkiQd0CwAVVGZyexFa7ltzlKmzlnKMys20CVg8rED+eyFwzl79EAa6u3iKUmSJO0NFoDa71rbkoefW83UsuhbtOYF6roEpx3Zj/eccQTnjR3EwF6O4ilJkiTtbRaA2i8yk5kL1vDz6Qv53dxlrFjfRENdF84c1Z+PvGoU5x43iD4HN1Q6TEmSJKmqWQBqn2pct4lfP7KEG6cvZN6S5+nRtY6zRw/kgnGDmXzsAAdzkSRJkvYjC0Dtdes2NfPbucu4eeYi7p2/graEccMO4fMXj+OiCUMt+iRJkqQKsQDUXrG5pY0/PLGcX81cxB2PLqOppY3hfXvwgclHc/HEoRw90BE8JUmSpErbYQEYEd8HXgc0Zua4su0G4Nhyld7AmsycEBEjgXnA4+WyP2fm+8ttTgKuA3oAtwIfycyMiG7Aj4CTgJXAWzLz2XKby4F/Lff1+cz84Z68We1dmcn0v6zmlzMWcevsJazZ2Eyfg7ry5knDuXjiUE4c0YeIqHSYkiRJkko7cwXwOuDbFEUaAJn5li3PI+KrwNp26z+VmRO2sp/vAO8F/kxRAF4A3Aa8B1idmUdHxGXA1cBbIqIvcAUwCUhgekRMyczVO//2tC88t3Ijv3h4ITfNWMRzqzbSvWsXzhszmIsnDuXMUQPoWue0DZIkSVJntMMCMDPvKa/svUQUl3feDJy9vX1ExBDgkMy8v3z9I+BiigLwIuAz5ao3At8u93s+cHtmriq3uZ2iaPzpjmLW3repuZXfzl3KDdMWcN9TK4mA04/qx4fPGcUF4wbTs5u9iSVJkqTObk+P2s8ElmXmk+3ajoiIGcDzwL9m5h+BYcDCdussLNso/y4AyMyWiFgL9GvfvpVttB+0thVdPG+ZtZibZy5m7QvNHNanBx879xguPekwhvbuUekQJUmSJO2CPS0A38qLr8gtAUZk5srynr9fRcRYYGs3gmX5d1vLtrfNi0TEeym6lzJixIidDF1b09LaxoPPruK22UuZOncpy9c10VDfhfPHDuaylw3ntCP70aWL9/VJkiRJB6LdLgAjoh64hGLwFgAyswloKp9Pj4ingGMort4d1m7zw4DF5fOFwHBgYbnPQ4FVZfvkDtvcvbVYMvO7wHcBJk2atNUiUduWmcxZ9Dw3Tl/ALbOWsHLDZrp37cLZowfy6nFDeOXogXbxlCRJkqrAnhzVvwp4LDP/2rUzIgYAqzKzNSKOBEYBT2fmqohYFxGnAg8A7wSuKTebAlwO3A9cCtxZjg76W+ALEdGnXO884NN7EK86WLG+iV/NWMSN0xfy2NJ1NNR34dwxg3jd8UM469gBHNRg0SdJkiRVk52ZBuKnFFfi+kfEQuCKzLwWuIyXDsjyCuDKiGgBWoH3bxnEBfhH/jYNxG3lA+Ba4PqImE9x5e8ygLJo/BwwrVzvynb70m5qamnl7seX8/OHFnL34420tCUThvfm8xeP4/Xjh3JoDydplyRJkqpVZFZXj8lJkyblQw89VOkwOpXWtuSBp1cy5ZHF3Dp7Cc9vamFAr25ccuIwLj3xMEYNcpJ2SZIkqVpExPTMnLS1Zfbxq1KZyayFa7l55mJumbWYxnVNHNxQx/ljB/P6CUM58+j+1DtfnyRJklRTLACrzJqNm7lx+kJ+8uBzPL18Aw11XZh87AAumjCMs0cPpEdDXaVDlCRJklQhFoBVIDN5+LnV/PjPz3HL7CVsbmnjpMP7cPUbj+SCcUO8r0+SJEkSCkSFYAAAEaJJREFUYAF4QFv7QjNTZi7ixw88x2NL19GzWz1vmTSct50yguOGHFLp8CRJkiR1MhaAB5j1TS38ft4yfv3IYv7wxHKaW5OxQw/hi5ccz4Xjh3Kw8/VJkiRJ2garhQPApuZW7nyskVtmLeb38xppamlj8CHdufy0kVw4YSjHDzuUiKh0mJIkSZI6OQvATiozmbFgDf8zbQG/fmQxGza30r9nA5e9bDivGz+Uk0b0oUsXiz5JkiRJO88CsJNZub6Jm2Ys4oZpC3iycT09utbx2hOGcMnEYZxyZD/qLPokSZIk7SYLwE5g4+YW7pjXyC2PLOauxxtpbk0mjujNVZccz+vGD6Wn9/VJkiRJ2gusLCpkU3Mrf3hiOb9+pLiv74XmVgb26sY7TxvJW142nGMG9ap0iJIkSZKqjAXgftTc2sa981cw5ZHF3D53GeuaWuh7cAOXnDiM148fystG9rWLpyRJkqR9xgJwH2trKyZpv3nmYm6dvYSVGzbTq3s9rz5+MK87YSinH9WP+roulQ5TkiRJUg2wANxHHl+6jl/NXMSUmYtZtOYFunftwjnHDeKi8UM569gBdKuvq3SIkiRJkmqMBeBetHD1RqY8spgpMxfz2NJ11HUJzji6Px8/7xjOGzvYwVwkSZIkVZQVyR5atWEzv5m9hCkzFzHt2dUAnHR4H668aCyvOX4I/Xt2q3CEkiRJklSwANwNGze3cPujy7h55mLueWI5LW3JqIE9+eT5x3Lh+KEM73tQpUOUJEmSpJewANxJrW3JvfNX8KsZi5g6dykbN7cy5NDuvOfMI7ho/DCOG9KLCEfwlCRJktR5WQBuR3NrGw8+s4qpc5Yyde5Slq9rolf3ei6aMJSLJgzj5JF96eK0DZIkSZIOEBaAHWxqbuVPT65g6tyl3DFvGWs2NtOjax2Tjx3AheOH8srRA+ne1RE8JUmSJB14LACB9U0t3PVYI1PnLuWuxxrZuLmVXt3rOfe4QZw/bjCvGDWAHg0WfZIkSZIObDVbALa2Jfc9tYIf3vcX7nliOZtb2+jfs4GLJw7jgrGDOfXIfjTUO0G7JEmSpOpRUwVgU0sr981fye8eXcrtjy5jxfrN9O/ZwDtOPZwLxg3mpMP7UOc9fZIkSZKqVNUXgOs2NXPX48v53dyl3P34ctY3tXBwQx2TRw/k/LGDOW/MIO/pkyRJklQTqrIAbFy3iTsebeS3c5dy31MraG5N+vds4PXjh3DemMGcfnQ/utVb9EmSJEmqLVVXAD61fD2nfOH3ZMKIvgfxd6eP5LyxgzlxhN07JUmSJNW2qisA2xI+es4xnD9uEMcOcnJ2SZIkSdqi6grAUQN78pFXjap0GJIkSZLU6TjPgSRJkiTVCAtASZIkSaoRFoCSJEmSVCMsACVJkiSpRlgASpIkSVKN2GEBGBHfj4jGiJjTru0zEbEoImaWj9e0W/bpiJgfEY9HxPnt2k+KiNnlsm9FOT9DRHSLiBvK9gciYmS7bS6PiCfLx+V7601LkiRJUi3amSuA1wEXbKX965k5oXzcChARY4DLgLHlNv8REXXl+t8B3guMKh9b9vkeYHVmHg18Hbi63Fdf4ArgFOBk4IqI6LPL71CSJEmSBOxEAZiZ9wCrdnJ/FwE/y8ymzHwGmA+cHBFDgEMy8/7MTOBHwMXttvlh+fxG4Jzy6uD5wO2ZuSozVwO3s/VCVJIkSZK0E/bkHsAPRcSssovolitzw4AF7dZZWLYNK593bH/RNpnZAqwF+m1nXy8REe+NiIci4qHly5fvwVuSJEmSpOq1uwXgd4CjgAnAEuCrZXtsZd3cTvvubvPixszvZuakzJw0YMCA7cUtSZIkSTVrtwrAzFyWma2Z2QZ8j+IePSiu0g1vt+phwOKy/bCttL9om4ioBw6l6HK6rX1JkiRJknZD/e5sFBFDMnNJ+fINwJYRQqcAP4mIrwFDKQZ7eTAzWyNiXUScCjwAvBO4pt02lwP3A5cCd2ZmRsRvgS+06156HvDpHcU2ffr0FRHxl915X9rv+gMrKh2EOhVzQu2ZD+rInFBH5oQ6MicKh29rwQ4LwIj4KTAZ6B8RCylG5pwcERMoumQ+C7wPIDPnRsT/AI8CLcAHM7O13NU/Uowo2gO4rXwAXAtcHxHzKa78XVbua1VEfA6YVq53ZWbucDCazLQP6AEiIh7KzEmVjkOdhzmh9swHdWROqCNzQh2ZEzsWxaCc0v7nB1QdmRNqz3xQR+aEOjIn1JE5sWN7MgqoJEmSJOkAYgGoSvpupQNQp2NOqD3zQR2ZE+rInFBH5sQO2AVUkiRJkmqEVwAlSZIkqUZYAEqSJElSjbAAlCRJUqcVEVHpGNS5mBN7xgJQ+5wfUnVkTqg980EdmRPqoGulA1CnY07sAQtA7RMRMTYiJgOkIw0Jc0IvZj6oI3NCHUXEaRHxc+ArETEmIuoqHZMqy5zYOxwFVHtVRHQBvg2cDTwHPADcnJkPRUSXzGyraIDa78wJtWc+qCNzQlsTEQOB2yhyYzgwDHgoM78XEeFJgtpjTuw9XgHU3tYH6AUcB7wdWAl8PCJ6+iNesw7FnNDf+B2hjnoDPTEn9GLjgScy8wfAV4FfAhdFxDGZmXYTrknjMCf2CgtA7bGIuDQiPlC+PAQ4DTgoM5cDvwBWAR8s1/XDWQMi4pKI+Hr5sh/mRE2LiBMj4pjy5aHA6ZgPNS0ijoiI7uXLvpgTNS8i3hoRn42IC8umGcCkiDgqMzcA04CHgPeB3YRrQUScFRGntGt6hCInjjQn9owFoHZbRPSMiF8AnwBWR0R9Zj4D3At8tFxtCcUZmokRMdQPZ3Ur++P/BPg34CPl//l84H7MiZpTHuT/Bvh34PqIODcznwbuw3yoSRExMiJuA/4L+HFEjCm/I+4BPlauZk7UkCi8H/gU8Czw5Yj4e2A98CPgI+Wqa4A7gIMiYkglYtX+ERG9IuKXwE3A+yKiD0BmrgRuAD5crmpO7CYLQO2SDmdihwPLMvPUzPwp0Fq2Xwe8vDxD0wIsAzYBPfZrsNovtuRERLwC+B7w58ycCHwT2HLm7lqKnDjCnKhuHb4jPgHMzMzTgJuBd5ft38d8qBlbyYkHMvMc4C7gsxExhuJ341R/N2pPWeCfBlxVdu37IDAZOAe4FTg6Il5VdgdeSXHf19oKhav9YzNwJ/AOYDHwpnbLfgGMjohzzIndZwGoXdW93fMTgMMAyi6gV0TEGcCjFGf4vwKQmXOAw4Gm/Ruq9pMtB2iPAudl5rciogE4Gthy/84jwMPAl8CcqHLd4a8H/RuA5rL9EGBeRBxN0UtgGn5H1IotOVFfvp4LkJnfBk4GLqM4yJuG3xE1ISLeWXbv61s2zQOGlT2J7gDmAKcCy4GfAN8ovzvOAQJoqETc2nfa5UTvzGyi6CVwB/AERbfPY8tVHwF+hjmxRywAtVMi4tyIuB34UkS8tWx+GFgSEd+nOHu3BvgX4CLga8DAiPh2RMwB/gKs9V6O6tEhJy7LzBWZuSEiumfmZmA2xYAOZOZq4ErgsIi4xpyoPu3y4csR8ebyrP6fgFERMQO4AKijOJg7C/giMMTviOq1lZxoobi3b2JEjI+I8RQH+kdQ5Mbn8TuiapVdPYdExF3A5RS/D9dExCHAAmAgxYlDKA7wxwH9MvO/gR8D/0xxsuBTmblmv78B7XXbyIl/j4j+mbmpPJa4H2gE3gyQmW2ZeR1wPfBpzInd4jQQ2qHyDMuPgS9QDNH9CYri75vA1RRdNU7NzOaI+F/AmZn53iiG6z0a6J+ZUyoSvPaJreTEx4FHM/MLEdG1zIWzgH8A/k85sAMRMQAYhTlRVbaSD58EHs7Mr5Rnbb+YmZeU6/4bMCgzPxQRg4CjMB+qzlZy4lPAHykO2j5K0T28d/n8Y8CDmfkNc6I6RURdZrZGMRjU/8vMd5RXhL8FHAz8PfCfFN2Cp2Tm2oi4DliUmf9S7qOhLAhUBbaTE18HhmbmG9ut+wbgXIqLC0uAFzKzzZzYffU7XkW1KIp5mSj7V58CTM/Mm8tld1IMv3stxX09Eyn6Z/+E4tL8G6OYu6mR4qyNqsBO5MTXIuK/yv93gK4UIz6u3rKPshBcvl8D1z6xg3y4gyIfrqe44rMgIo7LzHkUB3gfjYjIzGUU93qpCuxETnwV+Hlmfq681+/pctm9/K2rZ2OZF6oC5QH9lUBdRNxK0RW8FSAzWyLiQxQH9GMojiEupri15IsUtxDct2VfHuhXh53IiQ8DiyPirMz8Q9l+U0QcB0ylmDLmlcA8c2L32QVULxER7wIWAp8rm2YDb42IkeXreuAZ4EuZeQ/wDYo5m/6JotvGn8r92G2nSuxETnQFnqK8pwugvI9jEsXw7qoiO5kPT5fL11EM8//hiPgIxVn+O/ZnvNr3dvJ34ymKs/tQ/IYQEe8F3kPRq8Rh3KtI2QtkOsXcn/MpcqMZeGVEnAx/PVlwJXB1+ZvxXeCMiHig3O7uCoSufWQncyIpcuIz7bZ7E8UtRncBJ5QnE7UH7AKqF4mInsB/U3zILgfelpmPRcQ3gEHACIof7qvLx7szc2lEvAw4EZiVmfdXJnrtC7uYE1cB7ylzoivwLuB3mflsRYLXXreL+fAl4NKy7VUUJwS+k5l/rkTs2jd24zvi3Zm5LCI+SnHPzwcyc1plote+EhFnAiMz8/ry9X9QnBh4AfjfmXlSedV4IHAN8MnMfDYiegMHZ+aiSsWufWMXc+JbwD9l5jPldmTmHysUetWxANRLRMSIzHwuIq4CjsjMt0REHUV3vjGZ+aeIGE5x5ub9mbmpogFrn9uFnLiSIiccua+K7UI+fB74B7vpVL9d/N14X2Y2RcRBmbmxooFrn4mIgyi69rWU93q9HRiXmZ+OiJnAtZl5TURMAj6emW/d7g51wDMnOg+7gOolMvO58uk3gCMi4vzMbAXWZuafymXvBzbytyHeVcV2ISdeAFoqEaP2n13Ihw38bX5QVbFd/N1oKbex+KtimbkxM5vKPIBiEI8t94C/CzguIm4BfkrZBVjVzZzoPLwCqO2KiPdRdOc5q3x9MkU/7K6U3T8rGZ/2P3NC7ZkP6sicUHvlleAEfkPRzW9+OUrsCoqpHp6xu2dtMScqzwJQ21SO5NkWETdSjNLVRDF4w5OZ+VRlo1MlmBNqz3xQR+aEOioHhGugmNj7JuDdwEqKA//nKxmbKsOcqDyngdA2lT/iB1HcjDsZuDIzp1Y2KlWSOaH2zAd1ZE6oo8zMiJhIMeDPEcAPMvPaCoelCjInKs8CUDvyAYp+2Oc6sIdK5oTaMx/UkTmhjhZSdAP+mjmhkjlRQXYB1XZt6c5T6TjUeZgTas98UEfmhCR1bhaAkiRJklQjnAZCkiRJkmqEBaAkSZIk1QgLQEmSJEmqERaAkiRtRURkRFzf7nV9RCyPiFt2c3+9I+ID7V5P3t19SZK0uywAJUnaug3AuIjoUb4+F1i0B/vrTTFFgiRJFWMBKEnStt0GvLZ8/lbgp1sWRETfiPhVRMyKiD9HxAll+2ci4vsRcXdEPB0RHy43uQo4KiJmRsSXy7aeEXFjRDwWET+OiNhfb0ySVJssACVJ2rafAZdFRHfgBOCBdss+C8zIzBOA/wv8qN2y0cD5wMnAFRHRFfhn4KnMnJCZnyzXmwh8FBgDHAm8fF++GUmSLAAlSdqGzJwFjKS4+ndrh8VnANeX690J9IuIQ8tlv8nMpsxcATQCg7bxTzyYmQvLidNnlv+WJEn7TH2lA5AkqZObAnwFmAz0a9e+te6aWf5tatfWyrZ/b3d2PUmS9gqvAEqStH3fB67MzNkd2u8B3g7FiJ7Aisx8fjv7WQf02icRSpK0kzzTKEnSdmTmQuCbW1n0GeAHETEL2AhcvoP9rIyIeyNiDsXgMr/Z27FKkrQjkZk7XkuSJEmSdMCzC6gkSZIk1QgLQEmSJEmqERaAkiRJklQjLAAlSZIkqUZYAEqSJElSjbAAlCRJkqQaYQEoSZIkSTXCAlCSJEmSasT/B1Ld9ZffhislAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'Regression1.csv', parse_dates=['Month'], header=0, index_col='Month')\n", "plot_time_series(df, 'Population', freq='', title='')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot indicates a clear upward trend with little or no curvature. Therefore, a linear trend is plausible." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: Population R-squared: 0.997
Model: OLS Adj. R-squared: 0.997
Method: Least Squares F-statistic: 2.467e+05
Date: Thu, 22 Aug 2019 Prob (F-statistic): 0.00
Time: 10:02:36 Log-Likelihood: -7011.3
No. Observations: 756 AIC: 1.403e+04
Df Residuals: 754 BIC: 1.404e+04
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
Intercept 1.565e+05 188.045 832.084 0.000 1.56e+05 1.57e+05
Time 213.7755 0.430 496.693 0.000 212.931 214.620
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 112.704 Durbin-Watson: 0.000
Prob(Omnibus): 0.000 Jarque-Bera (JB): 67.588
Skew: -0.600 Prob(JB): 2.11e-15
Kurtosis: 2.160 Cond. No. 875.


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Population R-squared: 0.997\n", "Model: OLS Adj. R-squared: 0.997\n", "Method: Least Squares F-statistic: 2.467e+05\n", "Date: Thu, 22 Aug 2019 Prob (F-statistic): 0.00\n", "Time: 10:02:36 Log-Likelihood: -7011.3\n", "No. Observations: 756 AIC: 1.403e+04\n", "Df Residuals: 754 BIC: 1.404e+04\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 1.565e+05 188.045 832.084 0.000 1.56e+05 1.57e+05\n", "Time 213.7755 0.430 496.693 0.000 212.931 214.620\n", "==============================================================================\n", "Omnibus: 112.704 Durbin-Watson: 0.000\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 67.588\n", "Skew: -0.600 Prob(JB): 2.11e-15\n", "Kurtosis: 2.160 Cond. No. 875.\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "standard error of estimate:2582.62518\n", "\n" ] }, { "data": { "image/png": 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\n", 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Hmb+bwp7qYL8jVXWOKUs3M/z+N7l94jwikUiSoxQRkaxUn6BatAiefx4uuSTdEYmIiASiJFULUlkT5vdvLk3oMad+Ws4p973JUx+txrnDG5klkk3ueGYBT89eRzjOPFPEQV0EJs5exx1Pz09OcCIikr22boVzz4XFi70E1UUXpTsiERGRwJSkakGmLt1MZU3iR2bsqQ5z9wsfM2HmmoQfW6Q52rq7mmfnrAu8YmZjnp6znq2HsLCBiIi0UOXlXoJqyRJ44QW48MJ0RyQiIhIXJalakFmrth32h+bG1IQdv3tjqab+iQC3TpzPYZZ8+9xtT89LzIFERCS71Seoli6FSZPgggvSHZGIiEjclKRqIbbtqeG1jzcm9Rxb99SokLq0eJU1YT74rDxhx3t/2VYlf0VEpGlbtsA558Cnn8KLL8L556c7IhERkUOiJFWWi0Qi3DZhLifd+ybrdlQl9VwOmLVye1LPIZLpXv94I7VBlvILqDbimLp0U8KOJyIiWWbzZi9BtXw5vPSSVzBdRESkmVKSKsvd8cwCnp6zPmXnq63TiA9pmZxzPPr+Cm6bmPjpeY++vzLhxxQRkSxQn6D67DMvQXXuuemOSERE5LAoSZXFtu2p4dk561J6zjVJHq0lkokikQhX/uV9fv7SYuqSUPjto1Xb+c74WUQiiV/4QEREmqlNm+Dss6GsDF5+2UtWiYiINHNKUmWxv79fdljFmy8f2p1Oxblx9Vm4dofq50iL4pzjqoc/ZO7aXUk9z6sLN3HWA28rUSUiIrBxo5egWrkSXnnFeywiIpIFlKTKYm8tPrQ6Nm0Lc/nlmCH89zUncsdFx8T1Q1JVG2Z62dZDOq9Ic/To+yuZu2ZnSs61ZlsVVz70Ic4la51OERHJePUJqlWrvATVqFHpjkhERCRh4hsmI81GZU2YtTsq4upjwM2jBvDdc46iKD8EwNhhvYmEI/x00iJqAwzg2FMdZsOOykOIWKT5qawJ86e3l6X0nPPW7uSfH6zkpi/0T+l5RUQkA2zY4E3rW7MGXn0Vzjwz3RGJiIgklEZSZalpZeVYnIMt+nQs2i9BBWBmfHlEPxb87EIGd28T8xgOeHPxxjijFWmeppWVU1FdF3e/vh2L+OD/ncOcn4zm2J6xf68O9OCUTzWtVkSkpdmwwRtBtXYtvPaaElQiIpKVlKTKUpt2VlERZOiTLz9k3HL2wP0SVNGK8kPcMKIvFuBYb39azuPTV2lKkmS9TbuqqQnH/3M+enA3enYoomPrfG4ZNTDu/nurNa1WRKRFWb/em9a3bp2XoPrCF9IdkYiISFIoSZWlJi/ZTNCPzrkh4xdjhnD1sF5NtuvarpBWjSSxDvTzSR/z1MzVASMQaZ427KwM/HtWz4Bh/Tp8/nzUoC4U58f3VlwbdmzcqZU0RURahHXrvATVhg3w+utw+unpjkhERCRplKTKQpU1Yeav3RGo7Ul92rHgp+dz7fC+mDU9TmrkgBJyAv7E1EbgnhcWHdJUKJHmYlX53rj7dGqdz1lHdfn8eVF+iFtHD4rrGA6Y+ukmTfkTEcl2a9d6CaqNG70E1WmnpTsiERGRpFKSKgt9+Fk5u6piJ4da5+fwvXOOorggWP38ovwQvTu0ChxHddhx78uLA7cXaU4qa8K8u6w8rj75IeP28wcdNK3261/oz7C+7eM61uuLNnPKfW/y1EerNbVWRCQbrVnjJag2b4Y33oCRI9MdkYiISNIpSZWFXl6wgeq62PWoivJzGTGgU1zHjp6mFMTzc9dptIdkpQ+Wb2FnRW3g9q0LQvxyzLGMPaX3QfvMjAnfGsnlQ7vHFcOe6jB3v/AxE2auiaufiIhkuNWrvQTVli1egmrEiHRHJCIikhJKUmWZvVW1PD9vXaC2x/Vq32ih9MbEm9SqCUdU4FmyTiQS4baJ8wmyNEGOwbfOHMDMH4/mmuF9Gp1Wm5OTwx+vPYmfXHJMXLHUhB2/ff0TJYNFRLJFfYJq61Z480049dR0RyQiIpIySlJlmW88NpNIwJk/vdsXxn38eIs810Vgw47KuM8jkqkikQhn/G4KOyqD1VtrV5TLD887KnBCeEDnVhTmxvfWvHVvLe98ujmuPiIikoFWrfISVNu2eQmq4cPTHZGIiEhKKUmVRbburmZ62fbA7fNy4xtFBYdW5PntpfrwLNnjB0/NZd326sDtzzm6a1wjFkcOKKEgL/7fzWnL46uPJSIiGWblSi9BtX07vPUWnHJKuiMSERFJOSWpssitE+cHbmvEX1+qXrxFnuet2aGpSJIVtu2p4eUFGwO3N+CS4+KrM1WUH+Ky43vEGRnMXLUt7j4iIpIh6hNUO3d6Caphw9IdkYiISFooSZUlKmvCfPBZ8JEUbQpDnHVUl0M6V32R51P7B0tUVdWGVZdKssK4aSsCT6cFKMrLYeQRJXGf566LjybOGX98umkP2/bUxH0uERFJsxUr4KyzYNcuL0F18snpjkhERCRtlKTKElOXbqY2HPzT8+0XHB130fRoOTk5/POmEXRqlRezbUVNmI07qw75XCKZYn2c9dUuP7HnIf2eFRfkctv58U2rrYvAOb9/m8enrcK5ODJpIiKSPmVlXoJqzx6YPBlOOindEYmIiKSVklRZ4t8zVgduO7xfB64f0fewz1mUH+LE3rGnDEYcbNqtJJU0f8s27QncNj9k/OSSwYd8rm+ddQR9OxXF1WdHZR0/nfQxt0+cnzWJKjNrb2ZPm9knZrbEzEaaWUcze9PMlvn3HaLa32Vmy81sqZldELX9ZDNb6O970BpbZlFEJFU++8yb4rd3r5egOvHEdEeUFmZ2of+evdzM7mxgv/nv28vNbIGZnRSrb2PXCTMbbWaz/evBbDM7J6qPrhMiIhlASaosUFkTZsG6HYHaGvDPm4aTqOvuGQNjT2VyQPui2COuRDJZZU2YtdsrArf/xWVDKC7IPeTzmRlT/ussTurdLq5+EQfPzl3H+DgS1xnuf4DXnHNHAycAS4A7gcnOuYHAZP85ZjYYuBYYAlwIPGRm9UPZHgZKgYH+7cJUvggRkf0sX+4lqCoqYMoUGDo03RGlhf8e/RfgImAw8GX/vTzaRex77y7Fez+P1bfB6wRQDlzqnDsOuBH4V9R5dJ0QEckASlJlgWll5YQDTvW7bnivw/rgfKBtFTXkBMh3vb9sS8LOKZIO08rKqa4L9nt208i+XDO8z2GfMxQK8ewtX+CqE3vG1S/i4E+TP232CxaYWVvgTOD/AJxzNc65HcAYYJzfbBxwuf94DPCkc67aObcCWA4MN7PuQFvn3DTnDTF7LKqPiEhqLVvmJaiqqrwE1QknpDuidBoOLHfOlTnnaoAn8d7Lo40BHnOe6UB7/329qb4NXiecc3Odc+v97YuAQjMr0HVCRCRzKEmVBTbtqqayNvaH0YKQ8aNLhiT03N3aFRFkTNZ7y8qpqK5L6LlFUmnN1gp2B/gZ7lScyx0XHZOw0YoA5w3uGuj3LNrOytpsWLBgALAFeNTM5prZ382sFdDVObcBwL+vXwWiJ7Amqv9af1tP//GB2w9iZqVmNsvMZm3ZouS6iCRYfYKqutpLUB1/fLojSrfG3reDtGmqb2PXiWhXAXOdc9XoOiEikjGUpMoCG3dWYmYxP8SeMbAkoaOoALq2LaAoL3Zh6Oqw4/6XFyX03CKp4Jzj0fdX8IuXFgdqf1Lfjoe1KEFDRg3qQkFefG/XVXUuGxYsyAVOAh52zp0I7GXflI2GNPQ26JrYfvBG5x5xzg1zzg3r3LlzvPGKiDRu6VKvSHptLbz9Nhx3XLojygRB3p8P+739oJOaDQF+A3wrjji8jbpOiIgklZJUWaBNQR7hiIt5VT7n6K4JP/fIASWEQsHGeDz+0Vr2VtUmPAaRZIlEIlz10Pv8/KXFBJlRa8DZgxr6svbwFOWHOP2ITnH327grvtUIM9BaYK1zbob//Gm8pNUmf2oG/v3mqPa9o/r3Atb723s1sF1EJDWWLoWzz4Zw2EtQHXtsuiPKFI29bwdp01Tfxq4TmFkv4Dngq865z6LOoeuEiEgGSOywGkmpSCTCrRPn89zc2NdQM+jYuiDhMRTlhzi+Z3veW14eqP3Xx83kqW+dlvA4RJLh1onzmLNmV+D2rQtCdG8f34p8Qf32qhM4+b634urz8oIN3DiyPx1b5yclpmRzzm00szVmNsg5txQ4F1js324Efu3fv+B3mQT828z+APTAK3z7kXMubGa7zWwEMAP4KvCnFL8cEWmpPvnES1A55yWoBh/6yq9ZaCYw0Mz6A+vwFr/4ygFtJgHfNbMngVOBnc65DWa2pYm+k2jgOmFm7YGXgbuccx/Un8A/nq4TIs3JrEfTHYEkiUZSNVPOOcb+dVqgBBWAN9gpOUvSf+XU4AWiZ6zYzrY9NUmJQySRtu2p4fm5G+LqY2aMGBD/iKcgOrUp4OqT4yugvnzLXobd+ya3TZxHJBJJSlwp8D1gvJktAIYC9+N96BhtZsuA0f5znHOLgAl4SazXgFucc/UF+74D/B2vmPpnwKupfBEi0kItWeLVoFKCqkHOuTrgu8DreKu3TnDOLTKzb5vZt/1mrwBleO/f/wvc3FRfv0+D1wm//ZHA3WY2z7/VD4HWdUJEJANoJFUz9ej7K5m1ekfg9q0KctlbnZyVvkYN6kJeyKgNuMLgY9NX8sPzjkpKLCKJsG57JTf986O407q9OxYlvB5VtN9cdTzhcJhn520M3CcCPD17HTjHA2NPTFpsyeKcmwcMa2DXuY20vw+4r4HtswDNrxGR1Fm8GM45xxvO/vbbcPTR6Y4oIznnXsFLREVv+2vUYwfcErSvv30rDVwnnHP3Avc2cixdJ0REMoBGUjVDlTVhHpzyaVx9nHN0bJWcKT9evZySwO3Xbt2blDhEDlc4HObKv7zP6b+Zwqeb9sTdf1ifDkmIap+cnBz+cO3J/M81QwlYCu5zz85dr1GMIiKpsmiRN8UvJwemTlWCSkREJCAlqZqhaWXlcY+KqguTtGlIAL+/+oTAbZeXK0klmaOyJsyUTzbx9Kw1jPz1FOas2XnIxxp5ZPBk7eE4f0g3WhfmxdUn4uD/PihLUkQiIvK5jz/2ElShkDeCatCgdEckIiLSbGi6XzO0aWcVtZH4JiL171yc1GlIndoUMLR3O+YF+IC/bnsllTXhpMYjEotzjvEzVvPnKcuoqA6zt7qOw5kQ26lVHmcdlfiV/RpSlB/isuN78K8Zq+Lq9/HaQ0/AiYhIAAsXwrnnQl6el6A6SuUNRERE4qGRVM3Q5CWbYzc6QOkZA5IQyf6+e/aR5MSYgpRjkGPG9LKtSY9HpDHOOW6fOI+7n/+Yjbuq2XWYCar8kHHHBUenNPF618VHxz3lryBPiWERkaRZsMCrQZWf703xU4JKREQkbmlLUplZbzN728yWmNkiM/uBv72jmb1pZsv8+w5Rfe4ys+VmttTMLojafrKZLfT3PWhmcX50az4qa8LMXxu8YDpA6/wQ5w/pnqSI9jn9yM6UxFjq3oDcHGPbXtXGkdSrn9p364S5PD1nfULWu2ydH+KXY45l7Cm9E3C04IoLcjljYOe4+nzx+OS/D4iItEjz53sJqsJCL0E1cGC6IxIREWmW0jmSqg641Tl3DDACuMXMBgN3ApOdcwOByf5z/H3XAkOAC4GHzKx+WMDDQCkw0L9dmMoXkkrTysqpqg2+lHzI4CeXHJOSER5F+SEuOa4HTWUIHVBVF05aEXeRhjjnmDBzDRc/+C4/eGIOz87dkJDjDurSmpk/Gc01w/uQjtz4768+ocnft2htCnIZPbhbUuMREWmR5s3zpvgVF3sJqiOPTHdEIiIizVbaklTOuQ3OuTn+493AEqAnMAYY5zcbB1zuPx4DPOmcq3bOrQCWA8PNrDvQ1jk3zV+i9rGoPlln065qKmrqArVtlZfD/VccxzXD+yQ5qn2+e/aR5DQx58852F5Ry/E926UsJpGnZq7mnhcWsqK8gt3VwZO8sfxw9MC01lbr1KaAq07uGbNdfignZclqEZEWZe5cL0HVqpWXoDriiHRHJCIi0qxlRE0qM+sHnAjMALo65zaAl8gC6isR9wTWRHVb62/r6T8+cHtD51KAIIUAACAASURBVCk1s1lmNmvLli2JfAkps2FHJeEAc5SO7dGWWXefn/IRHvPX7aB9UV6jtanqQ//L1OUpi0latorqOu6ZtIjKukRM7tsnP2SMGtQ1occ8FL+96ni+dFLjIxhLWufzy8uHpHw6oohI1pszx0tQtW7tJagGJL/+p4iISLZL++p+ZtYaeAb4oXNuVxMJlYZ2uCa2H7zRuUeARwCGDRuW2E+sKRCJRHhs2opAbb90cq+0jJrYvreWwrycpqf8OXhp/npuT3GhaWmZfvniYqoTnKACuHX0URnx85uTk8MDY0/kRxcP4f8+KGP+6h3srQkzpEdbvjCwM2cd1Tkj4hQRySqzZ8Po0dC2rbeKX//+6Y5IREQkK6Q1SWVmeXgJqvHOuWf9zZvMrLtzboM/la9+Kbu1QPRQgF7Aen97rwa2ZxXnHFf8+QN2VMZeg8yAHZW1yQ+qAR1a5VHrD/UyGs4WOqCyNsz0sq2cfXSXBlqIJMa67ZVMnLMmdsM49e1UROlZmTWlo2PrfG6/4Oh0hyEikv1mzfISVO3bewmqfv3SHZGIiEjWSOfqfgb8H7DEOfeHqF2TgBv9xzcCL0Rtv9bMCsysP16B9I/8KYG7zWyEf8yvRvXJGv94fwXz1+8K3L5rm8IkRtO4kQNKcM4Rdo0MZ/NV1ITZuLMqZXFJyxKJRPjPp+Zyxm+nUJe4ElQAnNi7HVP+66y0FEoXEZE0mzlzX4Jq6lQlqERERBIsnSOpTgduABaa2Tx/24+AXwMTzOwbwGrgagDn3CIzmwAsxlsZ8BbnXP2wou8A/wSKgFf9W9aoqK7j169+Erh9Xsjo1i49Saqi/BAn9GrPW59sbrJdxMGm3UpSSeI55xj7t2nMWrUjocc9uW8HHrz2RHp2KErocUVEpJn46CM4/3zo2NFLUPVJ3cI0IiIiLUXaklTOufdpuJ4UwLmN9LkPuK+B7bOAYxMXXWb51SufUBsJXlOnVUGIEQM6JTGipp0xsCRmksoB7YvyUhOQtCj/eH9FwhNUJa3zefwbp6q2k4hISzVjhpegKinxElS9tRiFiEizU1sJezZBXRXkFkAH1RPMRGkvnC5Nq6wJM2lBfCW2vn9Oegs6b6uoIce80VJNeX/ZFr52ut4YJHEqa8L8/s2lCT1mfsi4/fxBSlCJiLRU06fDBRdA585eDSolqEREmp/yZTBnHNTs2bet9wg49koI5acvLjmIklQZblpZOdW1sYul1+tfUszXTu+XvIAC6NauqMnV/eq9vXQLe6tqaVWoEVWSGFOXbqaiJnFFqFoXhLj7ksGMPUUfSEREWqRp07wEVdeuXoKqV6/YfUREJHM4ByvegSWToFUJHH8N5LeGzYth+ZuwczWcUgpF7dMdqfiUpMpwm3ZVUx1H5eeXvvuFtBd07tq2gKK8EHtqmk6uhR18Y9xMnvzWaSmKTLLd9LKth9W/W9t8SloX0rVdIWNO6MHowd00gkpEpKX68EO48ELo1s1LUPXsme6IREQkXutmw+LnodvxMPQrkOvXbu7Y35vuN2ccLJwAp3wTtDBSRlCSKsNt3FkZuO0vLhucEaOSRg4oIRQK9gs+fcV2tu6uplObgiRHJS3BzJXbDqlflzYFfP+cgVw3ok/ak7wiIpIBPvjAS1D16AFTpihBJSLSHFVshY+f9pJRJ38NLGf//V0Hw6CLvCTWpoVeIkvSLid2E0mnjsX5BCmZPrRXO24Y2S/Z4QRSlB/i+J7Bh0ve/sz8JEYjLUVFdR2fbtodd78vn9Kbd24/m+tH9lWCSkRE4P33vSl+PXpoBJWISHPlIjBvPODgxOsPTlDV63cGtOkOi56DuuqUhigNU5Iqw723rDxQu7MGdc6oD9hfOTX4sszTlm+lMsbUQJFYfjbpY+KYGQvASb3bcf+Vx2lKn4iIeN57zxtB1auXt4pfjx7pjkhERA7FivdgWxkcexUUd2q8XU4IjrsaKrfD8rdSF580SkmqDFZZE2b+2h0x24UMurUtSkFEwY0a1IX8gFP+6iLusGsJScsViUT4wROzmTB7XVz9TuzVjqe/c1pGJXdFRCSN3nkHLrrIW71v6lTo3j3dEYmIyKGoq4blb0DJUdDzlNjtOw6A7kNh5XsQrkl+fNIkJaky2NSlm9leURuzXXF+iG7tClMQUXBF+SGuPDHY8PiIc2zcWZXkiCRb3fHMAl6YvzFw+5DBTy8ZzLO3nE5Ojt4CRUQELyl18cXQp4/3uFu3dEckIiKHasW7ULMXBl0cvBh639Ohrgo2LEhubBKTPqFlIOccT85YxS3j51AXiV2RqjAvxIgBTQxhTJOfXjqEIIOpIg427gpeIF6k3tbd1Twd5wiqP4w9ga+f0V8jqERExPP223DJJdCvn/e4a9d0RyQiIoeqtgLKpkDXIdChX/B+nY6A4hJYMz1poUkwSlJloAkz13DXcx8TtLzO0N7tM7KmTnFBLmOGxh5N5YC125WkkvjdNjG+ovv5IeP8IZq+ISIivilTvARV//5KUImIZIOyqVBbCUddFF8/y4Hep8LW5bA3WF1oSQ4lqTJMRXUddz+/MNCKfgAGnD2oSzJDOiyXHN+d4vymf8xyDD78TMXTJT6VNWGmr9gWV59hfTpkZEJXRETSYPJkL0F1xBFegqpL5v49JSIiAdRVe3Wlup0A7XrF37/XKYDBmhkJD02CU5Iqw/zixcXUxLFCWW6O0b19ZhVNj3baESW0K8pv8gfNgLyQqXi6xGVaWTl14fiW87vhtL5JikZERJqVt96CL34RBg70RlN17pzuiERE5HCtm+WNohow6tD6F7WHLsfAmo8gogEU6aIkVQaprAkzacH6uPrk5lhG1qOqV5Qf4syBnZseGWbG7qo6tu3VSgoS3KadVdQGqNlWr1OrPEYN0jQOEZEW74034NJL4aijlKASEckWznmjqNr1iq8W1YF6nQLVO2H7ykRFJnFSkiqDTCsrJxLHh26AkUd2yvjpS2cNKqGpEtXmHLuramlVkNmvQzLL5CWbA7fNCxl3XHB0xv+uiIhIkr3+Olx2GQwa5E33KylJd0QiIpIIW5fD7o3Q74zgK/o1pPMgrz7Vlk8SF5vERUmqDLJ9by3OxZek+t1VJyQpmsQxDGfRz/2bvy3svBtNprJE9qmsCTN/7Y5AbUMG9445lrGn9E5yVCIiktFeew3GjIFjjlGCSkQk26x8D/JaQY8TD+84ecXeSKzNSxISlsRPSaoMUpwfoiYcPEn1pZN60KlNQRIjSowdFbWfp58MbzU/hzciE/+xAds13U8CmlZWTlVt7HpUIeDPXzmRa4b3wQ7nGxUREWneXn3VS1ANHuwlqDplbqkEERGJU+V22LgQ+oyAUP7hH6/LMbBrLVTtOvxjSdyUpMogHy4vD7yq35dO6slvv5T5o6gANu6qJMeM3BwafX3Oee1Egti0s4rd1XUx23Vsna86VFnAzEJmNtfMXvKfdzSzN81smX/fIartXWa23MyWmtkFUdtPNrOF/r4HTVlLkZbjlVfg8svh2GO9gukdO6Y7IhERSaS1MwEHfU9LzPE6H+Pda8pfWihJlSEqa8K8vnhTzHYG3HPJMTwwdig5Oc3jf1+3dt7qg66JgS8OWLOtIjUBSbP3+qLYvysAx/VqrzpU2eEHQPSY6zuByc65gcBk/zlmNhi4FhgCXAg8ZGb1PwAPA6XAQP92YWpCF5G0eukluOIKOO44JahERLKRc95qfJ0GQnGCRsm27QkFbWGLpvylQ/PIcrQA08rKqayJvcxl59b59OvcOgURJU7XtgW0Lcwl1qt7ZeEGKgKMjpGWbU9lDVM/3RKobe/2hUmORpLNzHoBlwB/j9o8BhjnPx4HXB61/UnnXLVzbgWwHBhuZt2Bts65ac4r/PdYVB8RyVYvvghXXgnHH+8lqDp0iN1HRESal21lUFEOvU9J3DHNvALqW5ZCJPZndEksJakyxMYdwaYvYcaIAc2rjsLIASXk58b+Uauqc/z6VWWrpXHOOUb9fmrg9nm5GkWVBf4I3AFEj8Xs6pzbAODfd/G39wTWRLVb62/r6T8+cLuIZKtJk+Cqq2DoUHjzTWjfPt0RiYhIMqydAaEC6JbgUjhdjoHaCti5OrHHlZiUpMoAkUiEX78WLDlzbM92zW76UlF+iIFd2gRqO376avZW1SY5Immu/vbOZ5TvCfbzYcCwfvrWvDkzsy8Cm51zs4N2aWCba2J7Q+csNbNZZjZry5ZgI/ZEJMO88AJ86Utw4olKUImIZLO6alg/D3oMhdwELyhWMggwbzSVpFRuugMQ+P5Tc9lVFWwYYXOdvnRUt9a8H6AwfBg45/dvM6RnezbtqqZr20LGnNCD84d0a3bJOUmsypow//3Wp4HbF+blcNZRXWI3lEx2OnCZmV0MFAJtzexxYJOZdXfObfCn8m32268Fekf17wWs97f3amD7QZxzjwCPAAwbNiz4cqsikhmeew7GjoWTT4bXX4d27dIdkYiIJMvG+RCugd6nJv7Y+a2gTTfYvjLxx5YmaSRVmm3dXc1L8zcGbt9cpy8N69sx8MqFm3bXMuWTLSxav4spn2zmB0/N47ifvcbYv37IH95cyrY9NUmNVTLT1KWbqa4LnjP40kk9ldhs5pxzdznnejnn+uEVRJ/inLsemATc6De7EXjBfzwJuNbMCsysP16B9I/8KYG7zWyEv6rfV6P6iEi2ePZZL0F1yinwxhtKUImIZLu1s71i6R36J+f4Hfp5SaqmVgCThFOSKs1umzg/rvbNdfrSqEFdKMg99BXf6yLw0crt/Gnycobf/ya3T5xHJKI3i5bk3zOCzwcPGdx18eAkRiNp9mtgtJktA0b7z3HOLQImAIuB14BbnHP1w1S/g1d8fTnwGfBqqoMWkSR65hkvQTV8OLz2GrRtm+6IREQkmap2Qfmn0OMkr9B5MnToD3VVsDvYyuKSGJrul0aVNWGmr9gWuH1xfvOdvlSUH+LYHu2ZvXr7YR3H4SWsnp69DuccD4w9MTEBSkarrAmzYN2OwO3vuGAQxQV6e8smzrmpwFT/8Vbg3Eba3Qfc18D2WcCxyYtQRNJm4kT48pdhxAh49VVoE6wOpoiINGMb5gIOep6cvHPUj9DavhLadk/eeWQ/GkmVRtPKyqkLBx8NdNvoQc16+tLpAxO3KqEDnp27XlP/WohpZeXkhYK9XZW0zqP0rCOSHJGIiGSECRO8BNXIkUpQiYi0JOvmQNseXt2oZGlV4tWm2r4ieeeQgyhJlUabdlVTGwlWY6d/STE3fSFJc21T5Gsj+xNK4EjMiIO/v/9Z4g4oGWv73trACd2pt47CkjXkV0REMsdTT8FXvgKnnaYElYhIS7JtBexY5U31SyazfXWpJGWUpEqjjTsrG1wXvSEvffcLzf6Dd8fW+Vx5Us+EHvOtxZtjN5Jmrzg/xJ6aMLHGEd5wah9aF+WnJCYREUmjJ57wElSnnw6vvAKtW6c7IhERSZWPn/buk52kAm/K397NULMn+ecSQEmqtOrYqiDQineXHt+NVoV5SY8nFX5z1fGc2r99wo63dnsFlTXh2A2leTP/N6WJPG2OwWlHJm5KqYiIZKh//xuuvx7OOEMJKhGRlmjhM17yqLhj8s/1eV2qVck/lwBKUqXV1r3VgdoN6Jw9f3zl5OTwz5tG0Co/MT96OWZML9uakGNJ5qqojpCfY4SbyOoW5uZQUaMVH0VEstr48XDDDXDmmfDyy9CqVbojSrrx46FfP8jJ8e7Hjw+271COJyKS8TZ/AluWQI8ULaDVvjdYjqb8pZCWv0qjddsqY7YJGXRrW5SCaFKnKD/EiAGdmPzJlsM+1t6aMBt2xP53lOatOD9EdThCyDgoUWV4vyfV4QittKKfiEj2+te/4Gtfg1Gj4MUXobg43REdtvHj4cc/htWroU8fuPhib3BY9PNx46Ciwmu/ahWUlu7rX1ra8L7rrmv8fPH2ERHJKIufBwy6n5Ca84XyoW1PFU9PIY2kSpPKmjAflm2NWZOqfXEe3doVpiSmVDrvmK4JOY4DpnyyKSHHkszlcOAOTlABhHIgN2TkmEGgCbQiItLsPPYY3HgjnH12s0xQRY9eKinxbmbeoLBVq8A57/7hh/d//te/7kso1auo8BJbP/5x4/sacyh9REQyyqLnoO9pUNgudeds3xd2rgWnWRupoCRVmkwrK6e6NhzzI3VeKIcRA7Kvzk7XdoUJm/I3Y8U21aXKcu8sLSfi9pWkMvNvQF0EaiPQuiCXvdX6ORARyTrjxnkjqM49FyZNSmuCqj7ZZOYlnOqvR6GQd5+b2/B9dDJq61bvBt7zpjS2f/Vq79bYvsYcSh8RkYyxeQls+QQGX57a87btCXVVULEttedtoZSkSpNNu6rZVVVHKMZQqtOPLKEoP9aaZs3PyAEldG2XmGmMe2vCvPOpVvnLVpU1Yd5dtoVQjjdqCrw/2p03uMpLXDlHm8JcOrbSyn4iIlnl0UfhppvgvPOSnqAaP37fCKfGbtdf7yWbYP8EUsT/cj0cbvg+VjIqXn36eLfG9jXVL94+IiIZY5E/1W/wZak9bzt/hfpd61J73hZKSao02bCzkohzjRaCNv/Wq0N21aOqV5Qf4ttnHkH7wqYTcKEAP6ERBzNXKKudraaVlZMb8n4j6hoYYRvK8Qro14ZdVo46FBFpsf7xD/jGN+D88+GFF6Do8P8maioRdf31+0Y4ZRI74AvN4mK47z7vdmDOrn5fYw6lj4hIxlj8vDfVr0231J63TTeveLqSVCmhJFUaOOd479MtRJr4Vi3HIJRjWVc0PdrVw3px18WD6dImf78RZQa0Lcjll2OGMLxfsGVFP9mwOzlBStpt31vLnqo6IlFfQxv7T/cLO8eZA7Nz1KGISIv09797CaoLLoDnn28yQXXzzU2PfmoOiajGFBfDt78Nfft68fftC4884hU5v+4673FD+xpzKH1ERDJC/VS/IVek/tyhfGjdxatLJUmnpbDS4PHpq5i7ZmeTbcIOOhXnZmXR9HpmxjXD+3DZ0J688+lmZq3cDsCwfh0566jOFOWH2LCzimllsUdJLdqwk8qasJIUWag4P8Suytr9krru8/94iSoHjBrUJfXBiYhI4j3yCHzrW3DRRTxx9bN8s6SQvXvTHVTymHnTAfv2PXh1v/vui510ijfBdCh9RETSrn6q3zEpnupXr20v2LosPeduYZSkSrG9VbX8fNKiQG1DOdYipi8V5Ye48NjuXHhs94P29e5Y/HkSoik7K+v4YNlmzhty8DGkeftweXmj02LBG3WYk2MHTYcQEZFm6G9/84YOXXwxF1U8w2tfz54v6+qTUZ38P+22bQuWiBIREfxV/U6HNolZJT5ubXvCullQvQcKWqcnhhZC0/1S7BuPzaQuYPHMzm0KWvzIoK5tCyjOi/1j6oBfvrwk+QFJSlVU1/H8/PVNtgk7aJ2vlf1ERJq7J876K3z727zEJRS88iyvTW0+Caoc/0+VUKjh+7594V//8pJU5eXeLRKBlSuVoBIRiWnzEihfCkNSvKpfNBVPTxklqVJo6+5qppdtD9y+U7FWKhs5oIT8vGCJulXbKlm7rSLJEUkq/fa1T9hdVddkGwPyQqaV/UREmpkhQ/bVirrZHuLL736HSVzKVTxDDQXpDq9JnTrB44/vW202HPbu6+oavlcySkTkMKR7qh94I6lAdalSQEmqFLpt4vy42h/Xu32SImk+ivJDnBNHraFb/j07idFIKlXWhHlmTuyLgAOwljE1VkSkuTvvvH2JqcWLvW038xce4hZe4DKuZmLaE1QHJqAaupWXK+kkIpIy6Z7qB5DfCgrbayRVCihJlSKVNWGmr4hdALyeAd84fUDyAmpGLj6+e+B6Q4vW76KyRtO+ssHbSzexO+AUvmN7tmvxU2NFRDLZ+PFeYmry5P23f5c/8Re+y/OMSXmCqrFklBJQIiIZJBOm+tVr1wt2aSRVsilJlSLTysqpC0cCtx8ztDsdW2v6EsBpR5TQKmACoi4CU5duSnJEkgqPT1sduG3v9s2nbomISEsyfrxXr+n66w/e9z0e5E98n2e5grFMoJbD+7vHDL7znaZHQCkZJSLSzCx6jrRP9avXtifs2QJ11emOJKspSZUim3ZVUxsJVjG9f6di/jB2aJIjaj6K8kN87+yBgdv/e8aaJEYjqVBZE2be2h2B2+flahSViEimOe88LznlGvjz5wf8kQf5Ac9wJdfwVOAE1bnnNp50ikTgoYcS/CJERCR9nPOSVP2+kN6pfvXa9gAc7N6Y7kiympJUKbJhZyUBZ6zx8vfPICdH/2uilZ41gDaFwRIRC9ft1JS/Zm5aWTnhgCMPDRjWr0NyAxIRkUCii6EfOLWv3g/5b/7If/I0V3EtT1JHXszjtm7tTc17660EBywiIplr0yIo/xSGXJHuSDxtunn3e5SkSiZlQlJk3bZKgoyjumJod4oLcpMeT3NjZvz6iuMCtc0LGdPLtiY5IkmmTbuqqQkHG3nYpjDEWUcFL64vIiKJdfPNBxdDb8x/8Xv+m/9iAlfzZZ5oNEFVWLh/vajduzU1T0SkxVn0HFhOZkz1AygugZwQ7FZ5mWRSNiQFKmvCfFi2FYMmE1Wt8nO49ISeqQqr2TnnmG60Kcxld1Vdk+3qwo5te2tSFJUkw4adlYHb3n7B0SqaLiKSJued1/iIqQPdygM8wO08xViu5/H9ElTnnqtRUiIiEsU5WPQs9D8TWndOdzSenBC06qKRVEmmkVQpMK2snOracMyRVG0K8xh5RElKYmqOivJDjDmhe5NtDNhdXUurAiUtmrOgIw9P6t2O60f0TXo8IiJysJtvDp6gup3f8gC38yTXcB3jqSMPs32jpZSgarnM7EIzW2pmy83szgb2m5k96O9fYGYnxeprZh3N7E0zW+bfd/C3dzKzt81sj5n9+YDzTPWPNc+/aZi2SDptXADbymDIlemOZH9tuqkmVZIpSZUCa7ZWsK2iNma7048s0YiQGE4/snOTtb0c4M0SC1oBTDJN9MjDphTnGd89ZyBm+n8tIpJK9Sv2PfxwsPZ38Bt+y//jCa7leh4nTC7nnusVOtcUvpbNzELAX4CLgMHAl81s8AHNLgIG+rdS4OEAfe8EJjvnBgKT/ecAVcDdwG2NhHSdc26of9ucgJcoIofq42chJxeOuTTdkeyvdTeo3KYV/pJISaokcs7xxPSV3PNijAINvq5tC5McUfO3o6KWWDkJ52DbHr1pNFdBRx62LcrXyEMRkRRrasW+htzJr/gNdzKer3AD/2LQ4FyNnJJow4Hlzrky51wN8CQw5oA2Y4DHnGc60N7MusfoOwYY5z8eB1wO4Jzb65x7Hy9ZJSKZqn5VvwGjoLhjuqPZ3+fF01WXKlmUpEqiCbPW8KPnFwVuX1HddK0lgY27KskxIydGourtpfryq7natKuaXVV15FrT4+E08lBEJLWGDAk+vQ/gR9zHr/gRj3MdXw89xrjHc1kU/M8iaRl6Amuinq/1twVp01Tfrs65DQD+fdCpe4/6U/3uNg3VFkmf9XNgx6rMWdUvmlb4SzolqZKkorqOn0/6OFBdnXq5If3viKVbuyKcc0Ri/MPOW7ODyppwaoKShNpYXzTdGl9owIBeHYpSFZKISItVP7UvyMp90X7MvdzHT+CGG7i+bhzVdSFN7ZOGNJQIOvDy31ibIH3jcZ1z7jjgDP92Q0ONzKzUzGaZ2awtW7YcxulEpFGLnoOcPDj6knRHcrDiErCQ6lIlkbIiSfKrVz6hojb4ddKAYf06JC+gLNG1bQHF+bEXpdxVWcu0z8pTEJEkWre2RUScoy7S+EgqM6+diIgkx3nnee+18Uztq3df4S+4l7vhq1+FRx+FkEa9SqPWAr2jnvcC1gds01TfTf6UQPz7mEPsnXPr/PvdwL/xphM21O4R59ww59ywzp0zZMUxkWziHCx6Ho44B4oy8PNxTghad4Hdmu6XLEpSJUFlTZhJCw68vjatMC+Hs47SIiKxjBxQQmFe7B/b6rDj5YUbUhCRJFr74rzPvwat/5rU4PNaZOZv79AqPx3hiYhktfrkVDzT+qLdm/szflR1D3zta/CPfyhBJbHMBAaaWX8zyweuBSYd0GYS8FV/lb8RwE5/Cl9TfScBN/qPbwReaCoIM8s1sxL/cR7wReDjw395IhK3tbNg5xo4NsNW9YvWuqum+yVR7CEpErf6ws/x+NJJPVVfJ4Ci/BAn9GrPW5/Erjk15ZNNVNaE9e/azDgc5tgvURX9IFSftTqsEf0iInKg/Hyojb0YcSMcfyn5GTeX/wJuugn+93+VoJKYnHN1ZvZd4HUgBPzDObfIzL7t7/8r8ApwMbAcqABuaqqvf+hfAxPM7BvAauDq+nOa2UqgLZBvZpcD5wOrgNf9BFUIeAv432S+dhFpxKJnIZQPgy5KdySNa9MNNsz3VvjLLUh3NFlHSaok2LSrmuq6SOD2rfJzuOviA1fblcace0wXJn+yOWaKYk9VHdM+K+ecY7qmJC5JjHeWljf5/9aZ0bYwl73VqjmW7cysN/AY0A2IAI845/7HzDoCTwH9gJXAWOfcdr/PXcA3gDDwfefc6/72k4F/AkV4H3h+4Fy8k5hEstN55x36yCmAokJHxe33wC9/CV//upegytFgfQnGOfcK3vty9La/Rj12wC1B+/rbtwLnNtKnXyOhnBwsYhFJmkjEm+p35GgobJfuaBrXuhvgYM9maN87ZnOJj/6CSILPCz8HkAP89ItDKC5QvjCoru0KKQ4w5a82Ai/FOe1S0quyJsy7y7Y0uaofztGmMJeOmu7XEtQBtzrnjgFGALeY2WDgTmCyc24gMNl/jr/vWmAIcCHwkJnVD+V4GCgFBvq3C1P5QkQyVX7+4SWoenR3VNz2Uy9B9R//oQSViIgcujXTYff6Xe5KcAAAIABJREFUzJ7qB1rhL8my5q8IM7vQzJaa2XIzuzOdsXQszg80EcmA+688lrGnKPsaj5EDSsjLDfaj+9rHG7XKXzPy4Wfl7KysoalxiA6oDTtGDOiUqrAkTZxzG5xzc/zHu4EleMuLjwHG+c3GAZf7j8cATzrnqp1zK/Cmhgz3i+a2dc5N87+Rfyyqj0iLc/PNXt0ps8OZ3gff+bZj3U0/gXvvhW9+E/72NyWoRETk0C14CvKK4agM/y6xVWewHK3wlyRZ8ZeE/035X4CLgMHAl/1v1NPivWXBVpX7zqgBXDu8L2ZNjhuRAxTlhxjcPdjwz4raCFOXauWF5sA5x5/fXkZFTdNTZSMOTjuik2qNtTBm1g84EZgBdPWL5uLf16860RNYE9Vtrb+tp//4wO0NnUdLi0tWy8+Hhx8+9P6DB3sLL7mI46H2P4L774dvfQv++lclqERE5NDVVsGi5+CYS6GgdbqjaVpOCIpLYK/+VkyGbPlrYjiw3DlX5pyrAZ7E+0a9UatWreLFF18EoK6ujtLSUl55xZvSXlVVRWlpKW+88QYAe/bsobS0lClTpgCwY8cOSktLeffddwEoLy+ntLSUDz/8kK27q3l/4XLazXqUvK2fAZBTsY12sx4ld/tKAEJ7y2k3+1FytnufpZYvX05paSmLFnm1HpcuXUppaSlLly4FYNGiRZSWlrJ8+XIA5s+fT2lpKStXesebPXs2paWlrF3rfQabMWMGpaWlbNzoZXY//PBDSktLKS/3kmfvvvsupaWl7NixA4ApU6ZQWlrKnj17AHjjjf/P3p3HR1Vf/x9/nZnsYQsJi+w7iAouqKhtFXHf0LpUi0tt/aLg1tZapdbutq5d1K/bz35do3WvaEEWEa0KKm4gCLIKYZOwk22SmfP7404wYjJzk8ydOzM5z8djnMy9nzt5R0jCnPl8zmcGEyZMoLq6GoCpU6cyYcIE6urqAHjllVeYMGHCnv+XL730EpMmTdrz+LnnnuOaa67Z8/jpp5/mZz/72Z7HTzzxBNdff/2ex48++iiTJ0/e8/jhhx/m5ptv3vP4gQce4Pe///2ex/feey8185/b87jgi+kULnl1z+PCpdMoXDptz+O/3nknf//73/c8vuWWW7j33nv3PP7973/PAw/saX3AzTffzMMPP7zn8eTJk3n00Uf3PL7++ut54okn9jz+2c9+xtNPP73n8TXXXMNzz32db9KkSbz00kt7Hk+YMMGTv3sAGzduZMKECbz33nsAlJWVMWHCBD788EMAVq9ezYQJE/j000+B1Pq7VzpvDYvef4eO8x+BcAiA3A2fOo8jzmy43PUf03H+I/Qqygf8+bt3yy237Hn897//ndtuu23P47vuuou77rprz+Pbbrstbf/utZSIFInIiFY9ybefsx3wAvBTVd0Za2gjxzTG8W8ftK3FTQYLBls+c2rs2Oiu4ItwPpg8GW69Fa64Au67zwpUxhhjWmfZdKjeASN+4HcSd9p1gYr4m3mZ5suUf1E09e75NzR8h7y2NfPbm/Dmkq847JZZhMLxF/sFBYqtp06LdWmfh9sJaOW7a6gLu29kb5KvKhTm7jeWuRss0L1DvreBTLOIyBwR6RBtaP4p8IiI/DVBz52NU6AqVdUXo4c3RZfwEb2v/xdCGdBw/XQvYH30eK9GjhvTJuy3n7O0L9KCX4X1xalZs6IHVOGGG+C225x1g1agMsYYkwifPuM0JB9wjN9J3CnsChXloPY6M9EkEzY3EpFzgRNV9bLo44uAw1T16qauGTVqlM6fPz9hGZ75YA03vbiQOpf/O7u0y+GtXx5rS5ZaqCoU5vA/z2JndV3cse1zg9x9wcGMGdY17ljjj9c/38T/PD6fiIvvn+yA8NDFo+zP00Mi8qGqjmrG+I9V9SARuQzoraq/FZEFqtqqGVXirIV+DNiqqj9tcPwOYIuq3hrtQdhZVX8pIvsBT+HMru2B01R9sKqGReQD4Gqc5YJTgXuiu0I1KdG/J4zxQ1ERRCevNosIPPEEjB/f4KAqXH893HUXXHkl3HMPrt8xMhmlub8nMpX9njAmQSq3wp1D4PDL4cRb4o8HmP+It5ni+XIuLHwGjr0ZChrplTvq0uRnSiGt+T2RKW99NfXueVJUhcLc8doS1wUqgAN7d7ICVSvk5wS5/sShrsZWhsJs3FHtcSLTGlMXbHBVoALICog1TU89WdEZTecBr8Yb3AxHARcBx4rIJ9HbKcCtwPEisgw4PvoYVV0EPAssBl4DrlTV+p0TJgIP4zRTXwFMw5gMd9xxLStQjR3rzLr6VoHqF79wClRXX20FKmOMMYnz2QsQqYWR5/udxL120TfMd9uSv0TL8jtAgnwADBaR/sA6nC3If5isTz5n6VeUVzRv+eCYoTYLpLUuHN2Xp95bw+cbd8UcF1HYtMuKVKmqKhRm9lL3P9yPGGRN01PQH4DpwDuq+oGIDABcrt9smqq+TeP9pADGNnHNLcC33oJT1fnA/q3NZEy6KC2F119v3jWNzp4Cp0D185/D3/8O11zj3FuByhhjTKIseAa67gfdD/A7iXuF0d6lFV8B+/oaJdNkxEwqVa0DrsJ5kfQ58Gz0HXVPVYXCTPtsPX94tXmfKisA+3SynjqtJSKcf2jvuOMUKCqw/l+pau7KckK14fgDo+44e6SHaUxLqOpzqjpCVSdGH69U1bP9zmVMW3bJJe7H1u/Y963ZU+Cc+NnPnMLUtddagcoYY0xibVkBZR/AiPP8TtI8ue0hKw922w5/iZYpM6mI9haJ2V8kgZ+LZz9Yy50zllK+O9T4FlExtMvNsuVKCbK1MkRAiLtUbGtFTXICmWbbtLOGqjp3DQePGtiZ4va5HicyzSUiQ4D7gW6qun90d78zVPVPPkczpk0qKoKwy9r/2LENmqLvTdUpTN1zj1OouusuK1AZY4xJrAXPAgIHnOt3kuYRiTZPt+V+iZYRM6mS7dn5a/ndlM/Y3IICFcC1Y4fYcqUE6d4xn4BIk+uB6pVtq0pKHtN8G3dU4Wb/huwAPHRRm+/Rmqr+HzAZqAVQ1QU4y66NMUmWk+O+D1XcAtU11zgFquuuswKVMcaYxFN1lvr1/x507Ol3muZr1wUqbCZVolmRqhmqQmGmLlzPb/79GVXN6ZLewKg+HfnRUf0SG6wN69Yhlw55WXGLhe8sL6cq5H5JmUmezoW5roq9p4zoQWFetud5TIsUqOr7ex2Lv/WmMSahCgqg1kWLzB49nNcFMQtUV10F997rNEu/4w4rUBljjEm8te/DtlXp1TC9ocKuULUNwiG/k2SUjFnu5yVV5bn5ZTz41grKtlZQ08Jax2kjunP3+Qch9g+9hDliQAm52UGE2piFjtpwhHkrtzBmmDWsTzVbK2oQiFuo6ldckIw4pmXKRWQg0T9GETkH2OBvJGPalkmToMrlpOF162KcjEScAtX998Mvfwm33moFKmOMMd5Y8C/Iyod9T/c7Scu0q2+eXg4devibJYPYTCoXnp2/lj//ZzErNre8QHXUwM7c+8NDCATsf3ki5ecEOXJAcdwCx9aKWjZstyV/qahbh7yY54NAUKB7B9tsIIVdCTwIDBORdcBPgYn+RjKmbXngAXfjxja6L2ZUJOJUu+6/H2680QpUxhhjvFNbDZ+9CPue5jQhT0eF0QkQu60vVSJZxSSOqlCYu2Z8wfbq1q1cOfUAq6x6pWfnfAJN/Bu6/rACbyy1Hx6paNmm3QBN9xULCJ0KsuneMXYxy/gnupvfcUAXYJiqfkdVV/scy5g2xU1vv06dYizxi0Rg4kR48EGYPBn+/GcrUBljjPHOklehejscuPe2smmksH4mlb3OTCRb7hfHnKVfUb67dTvD5WUJ+3SyWSBe2adjPgKNLhlr+PjTsh1UhcLWtD6FVIXCvLlsM1kBQVUJq/NnVv9nKQCqdMzPth0xU5iI/GavxwCo6h98CWRMG5OTE39Mfj5s29bEyUgELr8cHn4YbroJ/vhHK1AZY4zx1kePQae+0P9ov5O0XFYu5HWy5ukJZjOp4pj/5VZX707Gkh0M2AtsD3XrkEtBTuzm6fXFjnkrtyQplXFj7spyIhGla4dcJCAEBYIBCIiQHRRygoKIcMzQrlZcTG0VDW5h4GSgn5+BjGkrcnLiN0vv0QMqK5s4GYnAhAlOgerXv7YClTHGGO9tXQmr3oKDL4J0b4dT2MWW+yWYzaSKS1ztPBbL6AHF9gLbQ0cMKCE/J8iumqaXZCoQqouwtcJ2Xkgl2ypqCUcUVYhEnJlUzjecEg5DVkBon5fF8H06+JzUxKKqdzV8LCJ3AlN8imNMmxEMOjWmeJpslB6JwGWXwSOPwG9+A7/7nRWojDHGeGP+I19/vORVQCCQ/c3j6ahdF1j/id8pMkqaly29N6pfpyb7HbkRELj1+yMSF8h8S35OkBOHd4s7bnt1HQU59lc+lRQVZlMZCrN5dw2BgJAVcApT2UEhO+As+guIUNwu1++opnkKgAF+hzAmU02a5NSS3BSoJja1hUE4DD/5iVOg+u1v4fe/twKVMcYY70XCsPZ96DYc8jr6nab1CkqgthJCTU1ZNs3l6hW7iBwlIoXRjy8Ukb+KSF9vo6WGY4Z0o3NByyacCXD2wT0pbm8vsL02ql9nV+Pe+sLWC6eSkT07sb2qltqwUhdWwhEIR5yPEQiKsLO6lpG9Ovkd1cQgIgtFZEH0tghYCvzD71zGZJr64tT997u/5r77GjlYX6B69FFn9tTvfpeYgMYYY0w8Xy2Cmp3Q+wi/kyRGYYlzX1nub44M4nZayf1ApYiMBH4JfAk87lmqFJKfE+T6E/eluYv1ggHh7EN6ctvZNosqGRas29H07nANPDe/jMoYywJNct37xnIiEWdB7d7LamvDSp1Ch7wsPi3bnvxwpjlOA06P3k4Aeqjqvf5GMiaz9OzZvOIUwNixjRwMh+HSS+Gxx+APf3BmURljjDHJsvodp9l41339TpIYBVakSjS3U4TqVFVFZBzwD1X9p4hc4mWwVHLeob1RVW566TPCMcZ1yMviwN6dOKBXJ35yVH86t3Ox3Y5JEHedw+oU/jJ1MX88y4qHfqsKhfnPwg3fOPatP0VV8rKC1kssRYlI/RTGXXud6iAiqOrWZGcyJhPttx+sX9+8a4YPh1mz9joYDsOPfgRPPgl/+pOzk58xxhiTLLu/gvKlMPQUCGRIz+aC6AZpFVakShS3RapdIjIZuBD4nogEgWzvYqUWEeH8w/ty+sge/PixD3h/1bY9L6YFZ0OCM0buw13nHkgg3XcnSFOj+nbmn2+vdjX2uY/K+NWp+1kze5/NXVlOVSiM4nwfNVpmFKEuonQutIJvivoQ9vwR7k2xvlTGtFppKSxe3Lxrhg+HRYv2OlhXB5dcAk89BbfcAr/6VcIyGmOMMa58+TZIEPpkyFI/gKxcyO1gM6kSyG2R6gfAD4GfqOpGEekD3OFdrNRUmJfNM5cfydbdIR6ft5pNO6rp1jGPi0f3s1lTPjtmaFdygkIoHH9GVXWtMmfpJk4+oEcSkpmmbNpZQ2XIWXrZ1J9aOKIozg6ZJvWoan+/MxiT6a64onnjmyxQXXwxPP00/OUvcOONCctnjDHGuFJX4zRM32ck5Lb3O01iFZZAxRa/U2QMV0UqVd0I/LXB4zW0kZ5UjencLoefHjfE7ximgfycIKP6FvHuSneri556b60VqXy2YUcVERerNEf26miz3tKAiBQBg4G8+mOq+pZ/iYzJDLt3ux/75JMwfvxeB+vq4KKL4F//gltvhRtuSGg+Y4wxxpV1H0FdNfT7jt9JEq+gBDYv9TtFxohZpBKRXTQ+yUEAVdUOnqQypgUuOqKf6yLVgrLtVIXCVvzwiary1tKvXHUSO2pQied5TOuIyGXAtUAv4BNgNDAXONbPXMaku9JSd+ManT0FToFq/Hh49lm4/Xa4/vqE5jPGGGNcUYXVb0H7HlCUgRPxC0ug7H0IhyBoK6xaK2YDJVVtr6odGrm1twKVSTXHDO1Khzx3K1gjqsxbaVMy/fLkvC/5pGxn3HECbK+q9T6Qaa1rgUOBL1V1DHAQsNnfSMakvwsvjH0+O9v5d3+jBaraWvjhD50C1Z13WoHKGGOMf1bOgV0bYMDRIG72ZE8ze5qn2+vLRGhWl28R6SoifepvXoUypiXyc4Jcf+JQV2OraiNs3FHtcSLTmKpQmDumu5sOK0C39nlxxxnfVatqNYCI5KrqEsDdN6MxplFu/g0famrj09pauOACeO45uOsuuO66hGYzxhhjmmXefZDTDnoc7HcSbxR2ce6teXpCuCpSicgZIrIMWAW8CawGpnmYy5gWuXB0X/btHrsRX0Cc5WabdlmRyg9zln7Fruo6V2NzsoTuHa1IlQbKRKQT8G9gpoi8DKz3OZMxactNgWrs2CZO1NbC+efDCy/A3/4GP/95QrMZY4wxzbL5C1g2w+lFFcz2O4039syksiJVIridSfVHnB4jX0R3cxoLvONZKmNaSES4+Ii+MceoQkShWwcrfvhh3sotrnpRAeRmBW1nvzSgqmep6nZV/R1wM/BP4Ex/UxmTnoqK3I2bNauRg6EQ/OAH8OKL8Pe/w09/mtBsxhhjTLO9dz8Ec6HvUX4n8U5OIWQX2EyqBHFbpKpV1S1AQEQCqvoGcKCHuYxpsU6F2QSj70I39ma04symKirI0Ep+ilu/o8r12HEH9rDm9ilMRP4jIuNFpLD+mKq+qapTVLWphUjGmCaUlsL27fHHNTrTqr5A9dJLcPfdcO21Cc9njDHGNEvFFvjkaRhxHuTGXu2S9gqKrUiVIG6LVNtFpB3wFlAqIv8A3K3XMSbZVJCAEJTGt6YEiODMqDLJV1EddjUuKwA3nryvx2lMKz0EnAasFpFnRORMEbEtTYxpoSuucDfuiSf2OhAKwbnnwr//DffcA1dfnfBsxhhjTLO9/yDUVcGRbeD3UmGJLfdLELdFqnFAFfAz4DVgBXC6V6GMaY3KUJj2uVlEYhShVGHaZ9YyJ9mqQmFWlu92NfaCQ3tTkOtut0bjD1V9WVUvAPoALwKXAGtE5P9E5Hh/0xmTfna7+PE4cSKMH9/gQE0NnHMOTJkC994LV13lWT5jjDHGtZrd8N6DMOw06NIG9tMpKIGqbRBx94a8aZqrIpWqVqhqWFXrVPUxVb07uvzPmJRTVJhNu7z4xY0pn27kqqc+JBKJJCGVAZi7spzsrPg/dvKCwuRThichkUkEVa1S1WdU9SzgBOAgnDc0jDEuTZoUf8zEiXDffQ0O1BeoXnnFOXHllZ7lM8YYY5rlo8egejsc1Ub6IxaWgEagaqvfSdKe2939donIzuitWkTCIrLT63DGtMQRA0qorYu4as796oKNnPfgXNTW/iXFtopadlfXNdorrKEzDuxhs6jSiIh0E5GrReQdnB3+ZgCH+BzLmLRRWgr33x97zNixexWoqqvh+9+HV1+FBx5wKljGGGNMKqirgXfvhX7fhd6H+p0mOQpKnHtb8tdqbmdStVfVDtFbHnA2cK+30YxpmfycIIO7um/MN//L7Tzy9ioPE5l6BTlBdtXUkR2UPc3t9yYCY4Z1S24w0yIi8j8iMhv4CBgC/FJVB6jqDar6ic/xjEkbF10Uf8w3dvOrL1BNnQoPPgiXX+5ZNmOMMabZFjwDu9a3nVlU4MykAmuengBue1J9g6r+Gzg2wVmMSZgh3ds1a/ydM5dSFbL1w15TFI0oobB+q2dYMAC5QcgKSOM7V5lUdCRwK9BbVa9W1Xf8DmRMujnuuPgbeXzjZ2J1NZx1FkybBv/v/8GECZ7mM8YYY5olXAtv3Qk9DoJBY/1Okzy5HSCQbTOpEsDtcr/vN7idIyK30vTGacb4blTfzs0aXxmK8OYXX3mUxtR7c2k5EQXB+QEiEr0B4QjUqdAuN4uKGisYpgNVvVRVZ6hqWjR2E5GTRGSpiCwXkRv9zmMMwOuvxx+zZ9e/6mo480yYPh0efhguu8zTbMYYY0yzLXgGtn8JR99Am3rnWcSZTVVprbtby23Tl4Y7+dUBq3F2/DMmJR0ztCs5QSEUdl9L/WDVVk7afx8PU7VtVaEwby3bTDBaGq+LfHP2gACo0j4vi86FOX5ENBlMRILA/wLHA2XAByIyRVUX+5vMtGXHHRd/TH5+tBdVVZVToJo50ylQ/fjHnuczxhhjmiVc58yi2mckDDnJ7zTJV1BsM6kSwFWRSlUv9TqIMYmUnxPk+wf14F/z17m+ZsmGXR4mMnNXlpMVFECo23utH85yP0GoDSujBxQnP6DJdIcBy1V1JYCI/AvnzRYrUhnfuJlFVVkZ/c+4cc4F//d/8KMfeR3NGGOMab6Fz8K2VXD+U21rFlW9wi6weamzy59psZhFKhG5hxjL+lT1moQnMiZBfnP6/rz08XpqXM6mWrRhB1WhMPk5QY+TtU31O/tFGkyfavirqy4CAVG+N7jE/gzShIjEXFerqqm0B29PYG2Dx2XA4T5lMW3cpEnxd/MDePJJnALVGWfA7NnwyCNwySWe5zPGGGOarS4Eb94O3Q+Aoaf4ncYfBcUQqYXqnX4nSWvxelLNBz4E8oCDgWXR24GANY0xKa0gN4vfn7EfWS6L+LVhZd5KW0Pslfqd/Rr+cWiDW/3jY4Z2TXo202If8vXvic3AFzi/IzZHj6WSxn4SfKuCLSITRGS+iMzfvHlzEmKZtua449wVqIJBGH9WJZx+ulOgeuwxK1AZY4xJXR895syiGvvbtjmLCpyZVGA7/LVSzJlUqvoYgIj8CBijqrXRxw8AMzxPZ0wr/eCwPizdtJtH3l0dd2x1bZiNO6q9D9VWibOzX7hB4/S9BWi7v9PSkar2hz2/E6ao6tTo45MBF912kqoM6N3gcS9g/d6DVPUh4CGAUaNG2QYhJqFKS90t8QN48sEKOO10ePNNePxxuPBCb8MZY4wxLRWqcGZR9T0KBqXaPwGTqCDassT6UrWKq939gB5A+waP20WPGZPSRIRfnjSMTvnx269FFDburEpCqrZpe0Ut9SsvG3vlLzh/Btsqa5MZyyTGofUFKgBVnQYc7WOexnwADBaR/iKSA5wPTPE5k2lj3LaSOmRYBec/eZoVqIwxxqSHefdDxVdtexYVQH4RSMBmUrWS2yLVrcDHIvKoiDwKfAT82bNUxiRQfk6QscO6xR2nQNk2K1J55fXPv4p5XgQCApt22my2NFQuIr8WkX4i0ldEbgJSau2sqtYBVwHTgc+BZ1V1kb+pTFvSsyfU1cUf1152M7/rKfDWW05TqvHjvQ9njDHGtFTlVnjnH04fqj5tvN1nIAj5nW0mVSu5KlKp6iM4DWZfit6OqF8KaEw6OGXEPhTkxP/r/s7ycqpC1m4t0apCYT4t2x5zTESdmW/d2uclKZVJoAuALnz9O6JL9FhKUdWpqjpEVQeq6i1+5zFtQ2mpU4Rf/63Fpd9WyG52fucUePtt58ILUu7byBhjjPmmt/8GNbvg2Jv9TpIaCktsJlUrxdvdb5iqLhGRg6OH6ndG6iEiPVT1I2/jGZMYRw4soWN+DlWh6qa3qwRqwxHmrdzCmGHWvDuR3l1Rzs7q+FMI8rMDdO9oRap0E93F71oRaaequ/3OY0yqKC11v1KvHbvY9Z1T4N258NRT8IMfeBvOGGOMaa0d6+D9h2DkBdBtuN9pUkNBCWxbDapte+ljK8Rr1PNzYAJwVyPnFDg24YmM8UB+TpAjBxTzwsfrmhwjwPbKWmuenmCRSITfT/mMmrpI3LF52UFGDyhOQiqTSCJyJPAwTr/CPiIyErhcVSf5m8wYf11xhbtx7djFrqNOhrnz4Omn4dxzvQ1mjDGm+eY/ktjnG3VpYp/PD2/eChqBY270O0nqKCyBumpnGWShva5piXi7+02I3o9JThxjvNOzc37M84qz5GzTLitSJdJ1z33Cmm3u/p8e2LsT+TlBjxMZD/wNOJFoI3JV/VREvudvJGP8t9vFvML27OTN/JNh3nvwr3/BOed4H8wYY4xprc1fwMdPwmGXQ1Ffv9OkjoIS537bKitStZCrnlQicq6ItI9+/GsReVFEDvI2mjGJVVyYG3eMAp3ys70P00Zs2VXDSx9vcDVWgDFDbZllulLVtXsdsuZupk0rLY0/pj07mRE4iYNq34dnnrEClTHGmPQx8zeQXQjfvc7vJKmlMFqk2rrS3xxpLN5yv3o3q+pzIvIdnHfL7wQewGmmbkxa2FpRQ0Cc2VKxPPPBGi45sh9ia4hb7YYXFrgemxUQ9ukUe7abSVlro0v+VERygGtwdtAzps265JLY5zuwgxlyEocH5sOzz8JZZyUnmDHGGONGrOWNm5fCF9Ng2Omw5NXkZUoHBZ2d+62r/M2RxlzNpOLrd8RPBe5X1ZeBHG8iGeON7h3zcVN2+nzjbp6Yu9rjNJmvKhTmvdVbXY/PCoj1o0pfVwBXAj2BMuDA6GNj2qTSUgjHmEvYgR28lX8ihwfnw3PPWYHKGGNM+oiEYfFLUFAM/Y/2O03qCeZAXkdnuZ9pEbdFqnUi8iBwHjBVRHKbca0xKaFbh1zys931O/rDK4uprIm/G51p2tyV5c3a0OKIQcXWjyoNiUgQuEhVx6tqN1XtqqoXquoWv7MZ45fLLmv6XEe2M6/DCYys+wiefx7OPDN5wYwxxpjWWjMXdm2Efc+AoNuFWW1MQYnNpGoFt4Wm84DpwEmquh3oDFzvWSpjPHDEgBKCQXdVkzqFP766yONEmW1bRS2icdZWNnDH2SM9TGO8oqphYJzfOYxJFaWlUN3EXhGd2MZMjmffqo/hhRdgnH3rGGOMSSOhSlg6DYoHQfcRfqdJXYXFsG213ynSlqsilapWAl8B34keqgOWeRXKGC/k5wQZ0bOT6/HPzi+z2VStUJATpKI24mqJ5TkH96C4ffzG9ibwGonsAAAgAElEQVRlvSMi94rId0Xk4Pqb36GM8cMVVzR+vL5ANYIF8OKLcPrpyQ1mjDHGtNay6VBbCcPPpFlLJtqaghLYvdEp6plmc7u732+BG4DJ0UPZwJNehTLGKz88vI/rsWGFW6dZ7+cWE2cWVbxfX6P7F3H7OTaLKs0dCewH/AG4K3q709dExvhk9+5vHytiK7M4jgNYyLvXvQinnZb8YMYYY0xr7P4KVv8Xeh8OHXv5nSa1FUT77NpsqhZxu9zvLOAMoAJAVdcD7b0KZYxXjhnalfxs9+3UXv5kPVWhGN1vTZMqayLkBIRIjDF5QTh3VB8CAWtxl85UdUwjt2P9zmVMKqgvUO3PZ5zFS4y581S/IxljjDHNt/hlCGbDMPs9FpcVqVrF7SvDkKoqoAAiUuhdJGO8k58T5BcnDHU9vqYuzLyV1v+5JQpyglTXNl2iyhKoVSjMtYaL6U5EuonIP0VkWvTxcBH5id+5jEm244775uPObOF1xjKcxYzjZUJjT/EnmDHGGNMaXy2GrxbBoBMg1+aqxFVY4tzbDn8t4rZI9Wx0d79OIvI/wCzgYe9iGeOdH3+nPwOKC1yNDdUpG3c00QHXxPTu8vKYs6gQCIgQrX2b9PYozuYaPaKPvwB+6lsaY3wwaRK8/vrXj4sp53XGsi+fM46Xmc5JzJrlXz5jjDGmRcK18NmLUNgVBhztd5r0kF0IuR1sJlULuW2cfifwPPACMBT4jare7WUwY7wiIrxy9XcIuOj1FwE27qzyPFOmqQqFmb54U8wxdRFol5NFRY0tp8wAJar6LM63DKpaB9gfrGlTHnjg64/rC1RDWcoZTGEGJ1p/WWOMMelpxetQWQ4HnAMBWwHhiggU9YWtNpOqJVw3glHVmap6var+ApgtIuM9zGWMpwrzsjltxD6uxv53Wbn1pWqmuSvj/z8TIDsodC7MSU4o46UKESnm6yXho4Ed/kYyJrk0Oim0hM3M5liG8AVnMIWZnAA0veufMcYYk7IqymH5LOhxEJQM8TtNeinqb8v9WihmkUpEOojI5OjW4ieI4ypgJXBeciIa441+Je5aq320ZjuH/mkmz7y/BlVbmubGpp01VIbqYo6JVjMYPaA4KZmMp34OTAEGisg7wOPA1f5GMiZ5Skud+y58xWyOZTDLOJ1XmMXxe8bcd59P4YxJcSJykogsFZHlInJjI+dFRO6Onl8gIgfHu1ZEOovITBFZFr0vih4vFpE3RGS3iNy71+c5REQWRp/rbhGb/2jaOFVY9CJIEPYd53ea9FPUD7avgYhNdmiueDOpnsBZ3rcQuAyYAZwLjFNV+5tq0to+HfNx+6+P3aEwN7/8Gc9+sNbTTJliw44qIi7qeSN7dSQ/J+h9IOMpVf0IOBo4Ergc2E9VF/ibypjkufbarwtUA1nBabzK63zdRb1HjxgXG9OGiUgQ+F/gZGA4cIGIDN9r2MnA4OhtAnC/i2tvBF5X1cHA69HHANXAzcAvGolzf/T56z/XSQn4Eo1JX5sWOg3Th54E+Z38TpN+OveHcAh2rvc7SdqJt6h0gKoeACAiDwPlQB9V3eV5MmM81q1DLrlZAarrYrb33iMUVm6fvoQzDuxphZU4viyvcNUO/ahBJZ5nMd4Rke83cWqIiKCqLyY1kDE+CW7ZxGyOpT+rOJX/MIcx3zi/bp1PwYxJfYcBy1V1JYCI/AsYByxuMGYc8Hh0p/F5ItJJRPYB+sW4dhxwTPT6x4A5wA2qWgG8LSKDGoaIPl8HVZ0bffw4cCYwLdFfsDFpIVQBi16C9vtAv+/5nSY9FfV37rethk69fY2SbuLNpKqt/0BVw8AqK1CZTHHEgBJys5tXbNpSUcubX3zlUaLMUFlTx8zPYzdNB6cn1faq2rjjTEo7PXr7CfBPYHz09jBwoY+5jEmeTU6Bqh+rOYWp3ypQFduKZmNi6Qk0nKZeFj3mZkysa7up6gaA6H1XFznK4uQwpu14606o2gb7nwMBe3O+RYr6OffWl6rZ4hWpRorIzuhtFzCi/mMR2ZmMgMZ4JT8nyBkjmr8GY+7ycg/SZI7bpy+hMhR/dpoA3drneR/IeEZVL1XVS3FajA1X1bNV9WxgP5+jGZMcGzfyRa8xewpUb+6ZuPG1f/wj+bGMSSONdV7YezJ2U2PcXJvIHM5AkQkiMl9E5m/evLmFn86YFLZxIbx7N/Q6FIoH+p0mfXXs7eyGaDv8NVvMIpWqBlW1Q/TWXlWzGnzcIVkhjfHK5FOGEWxmW8z5a7Y1erwqFGb2kk288GEZs5dsapM7AlaFwrzwYVn8gThFwu4drUiVIfrVv2MdtQmwLWBMZtuwgY37jqFH3RpOZhpvcXSjw8bbXsjGxFIGNFwH0wvYu4FLU2NiXbspuoSvfilfvGnwZdHrY+UAQFUfUtVRqjqqS5cucZ7WmDQTroV/T4L8Ihh+pt9p0lswyylUbVvtd5K0E68nlSdE5A6cJSIhYAVwqapuj56bjLN0JAxco6rTo8cPAR4F8oGpwLWqqiKSi7OT1CHAFuAHqro6qV+QSVsFuVl8d3AX5nzh/p2wLzbuYt22KvKzgzz89goWlu2gfHcN67dXU1MXpi4C2UGhQ342V48ZzPjRfWgrG8TMWfoVu2rcFedysmxnvwwyR0SmA0/jvPN8PvCGv5GM8dCGDTBmDO22l3Ey03ib7zY6rI386DemNT4ABotIf2Adzu+PH+41ZgpwVbTn1OHADlXdICKbY1w7BbgEuDV6/3KsENHn2yUio4H3gIuBexLxBRqTVt69GzYugPMeh8qtfqdJf0X9bLlfC/hSpAJmApNVtU5EbgMmAzdEd+Q4H2epSA9glogMifbDqt9xYx5OkeoknGaGPwG2qeogETkfuA34QdK/IpO27jp3JIf+eZar3egAaiNw1G2zY46piyhVtTX8+uXP+GTtNu44d2SbKFQ9MXe167HHDutmDegzhKpeJSJnAfWdNR9S1Zf8zGSMZ9avhzFjqFi+npN4jXf4TpNDr7giibmMSUPR1wJXAdOBIPB/qrpIRK6Inn8A59/9pwDLgUrg0ljXRp/6VuBZEfkJsAZnd3IARGQ10AHIEZEzgRNUdTEwka/fEJ+GNU03bc3mpTDnVmcG1fBxMP8RvxOlv879nQb0pll8KVKp6owGD+cB50Q/Hgf8S1VrgFUishw4rP6XSRM7bowDfhe9/nngXhGR6A4gxsRV3D6X7x/ck+c/9Gb7pec/WsfI3p246Ih+njx/qqgKhZn/ZeNLIfcWAE49YB9vA5mkiG4BPl1VjwPst7DJbOvWwZgxsGEDJ0Re412Oijn8vvuSlMuYNKaqU3EKUQ2PPdDgYwWudHtt9PgWYGwT1/Rr4vh8YH+3uY3JKJEwvHwl5LSDU+7wO03mKOrnNKCv2g75nfxOkzbiNU5Phh/z9TsVsXbvaGrHjT3XqGodsANodA2RNTo0Tbn97BGce4h3m7jcPn1JxveomrP0K0Jhd7XhdnlBjhhY4nEikwzRma6VItLR7yzGeKqsDI45BjZu5M7jp8ctUI1t9OWxMcYYk4LeewDKPoCTb4d28TbDNK4V9Xfubclfs3g2k0pEZgHdGzl1k6q+HB1zE1AHlNZf1sj4eLt3uN6NQ1UfAh4CGDVqlM20MnsEAgHuOPdAqmsjvLJgQ/wLmmlXdZg5Szdx8gHN300wXTz13hrXY888sKct9css1cBCEZkJVNQfVNVr/ItkTAKtXevMoNq8GWbM4IajRscc3qkTzJqVpGzGGGNMa2xZAa//EYacDAecE3+8ca9zfZFqNfQ4yNco6cSzIlV06UeTROQS4DRgbIOlebF272hqx436a8pEJAvoCFiXN9MiA7oUevbcT723NmOLVFWhMAvWbXc1NkvgxpP39TiRSbL/RG/GZJ61a50ZVOXlMGMGHH44kUjsS7a5W/lsjDHG+CtcCy9OgGAOnPZX2/Ej0Yr6OfdbbSZVc/iy3E9ETgJuAM5Q1coGp6YA54tIbnSnjsHA+9GtzXeJyGhxuk9fzNe7dNTv3gFOb6vZ1o/KtNQlR/T37GfzwnU7MnbJ39yV5WQH3f04ueCw3hTk+rVng/HIM8CHwHzgGVV9TFUf8zmTMa23Zo1ToNqyBWbOhMMPp6go9iUTJyYlmTHGGNN6s/8E6+bDGf+ADpn5ZrqvcttDQYkzk8q45ldPqnuB9sBMEflERB4AiO7I8SywGHgNuDLa7wScHTcextnZYwVf97H6J1AcbbL+c+DGpH0VJuN0bpfD6P5xXoG0UHZQmLdyiyfP7bdtFbXUheNMLQByg8LkU4YnIZFJBhHJEpHbcWa0PgY8CawVkdtFJNvfdMa00pdffrNAddhhFBXB9jiTRq1ZujHGmLSw/HV45+9wyI9gv7P8TpO5ivpZT6pm8mt3v0Exzt0C3NLI8UZ33FDVahpsK2tMaz188aEc9IcZhOLXXJqlLqxsrQgl9klTREFOkN0uZomdN8pmUWWYO3DecOivqrsARKQDcGf0dq2P2YxpudWrnR5U27c7zaVGjeK44+IXqGyVhDHGmLSwfa2zzK/LvnDiX/xOk9k694c17/mdIq2kwu5+xqSUwrxs/njWAWQl+MXGrppaCnMztFm4KBqJvcpWgCMHNbrxpklfpwH/U1+gAlDVnTgzX09pzROLyB0iskREFojISyLSqcG5ySKyXESWisiJDY4fIiILo+fuji4PJ7qE/Jno8fdEpF9rspkMt3q1M4Nqx449BarSUnj99fiXXnGF1+GMMcaYVgpVwNMXQDgE5z0OOQV+J8psRf1hZxnUZeZkBS9YkcqYRpw3qjd/OnN/2iVwB7q6CNTUJnh6VorYXllHnBqVM66qzvswJpm0sR6A0WXare0NOBPYX1VHAF8AkwFEZDhwPrAfcBJwn4jUf6PeD0zA6Wc4OHoe4CfAtugs3r8Bt7Uym8lUq1bB0UfDzp1cMWgWMuoQRODCC91dbkv9jDHGpLRIBP49Eb5aBOf8H3QZ4neizFfUDzQCO9b6nSRt2LobYxohIpx/eF/GHdSLGYs2cNOLn7K7tvXP+6uXFlBTF+HcUb2QDFoXsmFHVczz2QGIKGzaWZ2kRCZJFovIxar6eMODInIhsKQ1T6yqMxo8nIezMQbAOOBfqloDrIr2IzxMRFYDHVR1bjTD48CZOP0LxwG/i17/PHCviIhtsmG+YeVKOOYYdm6o4Oi61/nkg+ZtFT3c2u0ZY4yJRSOwaTFsXgybv4DpvwIEcgqh1yjocwQMP+PrHeES/vkVXrsBFr8Mx/8RBh/vzecx39S5v3O/dRUUD/Q3S5qwIpUxMeTnBBl3UC9OH9mDUX+aydbK1s0EqghF+N2Uz4hohPMP65uglP5bt7Uq5rQZxSn8dWufl6xIJjmuBF4UkR/j7O6nwKFAPpDIDpw/xtlBEKAnTtGqXln0WG30472P11+zFkBV60RkB1AMlO/9iURkAs5sLPr06ZO4r8CkthUrYMwYtqytYCyv8ykHNuvyHj1g0SKPshljjEl/W5bD4n/DjjII5kLJIBgwxjlXtQ3WzIOlU2Hmb2DQcXD4FTBobOKaHarCjF/D+w/BEVfBkVcn5nlNfPVFR2ue7poVqYxxIRAI8MFNx3H2/XP5pGzHt873LsqjbFu1q/VNlbURbvnP54w7sBf5CVxO6JeqUJh3V25BaHp9V10Eiguz6N7RilSZRFXXAYeLyLE4y+8EmKaqLrr3gIjMAro3cuomVX05OuYmoA4orb+ssSgxjse65tsHVR8CHgIYNWqUzbRqC5YvhzFjKC+rYiyzWcDIZl0+fLgVqIwxxjQhEnaKU6v/C3md4MALocdBEAjCqEu/OXb7Wvj4CfjwMSg9G3oeAsdMdopWrSlWheucAtV798Oh/wMn/Ml2+kimdt0hKw+2rfY7SdqwIpUxLgWDQf591XdYt62K26cvYdOOarp1zOOXJw5j6aadTHryI6rr3PWc2lUTZsaijYw7qGf8wSnu3RXl7KgKxS3QZQcDjB5gjdMzkarOBma34LrjYp0XkUtwmrOPbbA0rwzo3WBYL2B99HivRo43vKZMRLKAjsDW5uY1GWjZMhgzhl1bajiW2SxkRLMuz8+3ApUxxpgm1FbDR4/B5s+h/9Ew7FQI5jQ9vlNvGPMr+O4v4NOn4K27oPQc6DkqWqxqwcyqqm3w/I9hxWxndtaJf7ECVbIFAs5sKitSuWZFKmOaqWdRPv84/5u9SjoX5pCbHXRdpAJ46L8rMqJINXXBBipD8b/uowaVZMTMMZMcInIScANwtKpWNjg1BXhKRP4K9MBpkP6+qoZFZJeIjAbeAy4G7mlwzSXAXJzeVrOtH5Vh2TJnF79QiKOqZ7OQA5p1eSAAlZXxxxljjGmD6qph3v/CznVwwHnQ90j312blwCE/gpE/hE9K4b93OTOreh0Kx9wIA10Uq1Th8ykw/dewawOcfjccckmrviTTCkX9nJ5UxhXb3c+YBMjPCXLGiB7NumblVxVUhcIeJUqOypo6pi3aEHecAL2K8r0PZDLJvUB7YKaIfCIiDwCo6iLgWWAx8BpwZXQ3QYCJwMPAcmAFTtN0gH8CxdEm6z8HbkzaV2FS0xdfOLv41dby6nVvNLtA1aMHhNP7x7cxxhivRMLw4aNOgWrUj5tXoGooK8dZEnj1R3Da32DnBnjybHjwe/DuPbB9jVOMaqh6Byx4Dh49DZ69GHLbwaVTrUDlt6L+zkwqe4/UFZtJZUyCTD5lGE9/8CVuJ1PVRiLMXVHOsft28zaYh26fvsTVLKqAQPcOVqQy7qnqoBjnbgFuaeT4fGD/Ro5XA+cmNKBJX0uXwpgxEA7z6nVvcPqN+7m6bOJEuO8+j7MZY4xJb6qw8BnYvARGnA/dvvXPkubLynGKXQeOd2ZWffS402Nqxq+dPlclQ5yZVVXbYetKiNRC+33g1L/CwZdA0F7y+66oH9RWQMVmaNfV7zQpz/7GGpMgBblZ/OKEodz62lJX4+si8J+FG9K2SFVZU8fT769xNTYvO2hN040x/luyxClQRSK8ct0bnHHD8LiXWHHKGGOMa1++DWvfh8EnQp/RiX3urFynWDXqx7BlBSyb6RTDtix3ilRdh8HQk2DYaU4fq4AtmkoZnfs791tXWZHKBStSGZNAlx89kKc/WMOXW6pcjZ+9ZBNVoXBa9mr6y9Ql1NS5m7KaHRRrmm6M8dfnnzsFKoA33mDc/vELVMXFVqAyxhjj0o4yZye/rsNhyEnefq7igc7NpIfOA5z7baugz+H+ZkkDVqQyJoFEhNk/P5pjbn+DtTtq4o4P1SnzVm5hzLD0qqhXhcJMWbA+/sCo/fbpmJaFOGNMhli8GI491nmn+Y036Dl2mKu2EP/4h/fRjDHGZIC6Gmcnv+x2TsNzP3bQm/9I8j+ncadTH5CAMwPOxGVzAI1JsGAwyO/POoD87PjfXlWhMBt3VCchVWLNXVlOTa37rsHD9mnvYRpjjIlh0SJnBlW0QFX64TDWu6ix9+gB48d7H88YY0wGWPxvqCiHgy50mpUb01BWLnTs5fQMM3HZTCpjPHDEgBLysoNU1cZuKh4BNu50tzQwlWzaWUONyw7xAYFD+3f2OJExxjTis8+cGVRZWfDGGzB0KD9ysZFfdjasW+d9PGOMMRmgfBmsmQsDxkDJYL/TmFTVeYAVqVyymVTGeCA/J8j3Bpe4Grvsq90ep0m8jTuqCLicxVxcmMPRQ9JrOaMxJgMsXOgUqLKzYc4cGDqUSZOgri72Zfn5EAolJaExxph0Fw7BgmegoASGnux3GpPKOg+0IpVLVqQyxiN9SwpdjZu6cCNPvLsKddMgJUV075CPm7TZQeEXJwy1flTGmORasMApUOXkOAWqIUOYNAnuvz/+pZWVnqczxhiTKZZOg8pyGHk+BHP8TmNSWecBUL0dKrf6nSTlWZHKGI/s0zEfty0TfzNlMc9+sNbTPInUqSDbVZHq/FG9Oe/Q3p7nMcaYPT791ClQ5eU5BarBgyktdVegevJJz9MZY4zJFDvXw8o50OdIKB7kdxqT6up3+Nu6yt8cacCKVMZ4pFuHXHKz3H2LKXD79CVUhdw3I/eTokiMKlUACAocNbgE8WN3E2NM2/TJJzB2rLNmb84cGOS8aLj22viXDh9ujdKNMca4pAqfPQ/ZBTDsVL/TmHSwp0hlO/zFY0UqYzxyxIAScrPdL3PbUlHLnKWbPEyUOG8uLUehyZliEhA65GdTUZMeRTdjTAb4+GOnQFVQ4BSoBg7cc2rLlviXL1rkXTRjjDEZZt2HTn+hfU+DHHctPkwbV9QPEOtL5YIVqYzxSH5OkDNG9GjWNU+9l/pL/qpCYd5atplgAIKN/AQRAFXa52XRudDW5htjkuCjj5wCVbt23ypQlZbGv3zsWO+iGWOMyTC11fD5FOjUB3of7ncaky6y86BjLytSuWBFKmM8NPmUYbhc8QfAgrLtKb/kb+7KcrKCAgh1kW+fDwYgIEJtWBk9oDjp+YwxbcyHH8Jxx0GHDk6BasCAb5yOt9SvUyeYNcu7eMYYYzLMF9OgZhfsfw6IvZw2zdC5vxWpXMjyO4AxmawgN4tfnDCUW19b6mp8RJV5K7cwZlhXj5O13LaKWnZX1xFpsBuh1P9HoS4CAVG+N7jEdvUzxnhr/nw4/njo2NEpUPXr960h8Zb6bdvmSTJjjMl88x9J7PONujSxz+eFnRtg9X+hz2hnJpUxzdF5AHz+it8pUp6Vfo3x2OVHD6R35zxXYytDYTbuqPY4UesU5ATZWVVLpEHjdMXpH1nfp0qBY4ambqHNGJMBPvjAKVB16gRvvtlogWq//WI/xcSJ3kQzxhiTgeqbpWflwbDT/E5j0lHnAVC5Baq2+50kpVmRyhiPiQhzrjuGDnnxZxVFFDbtSu0i1bvLywlHC1SNbdwXEMgKSKPnjDEmId5/3ylQFRU5M6j69v3WkP32g8WLYz/Nffd5E88YY0wGWv+RszPbsFOtWbppmfod/rat8jdHirMilTFJEAwGue74oXHHKdApP9v7QC1UFQozffEmAkRnTKlzL3xdsAortMvJsp39jDHeeO89p0BVXNyqApUV0o0xxrhWvQMWvwwde0OfI/xOY9JV5+jGLltW+JsjxVmRypgk2VoZIuDiRdE7y8u9D9NCc1eWowDiFNQgutQPp2AFEBTIDort7GeMSbx58+CEE6BLF6dA1efb/UAmTYpfoAK44orExzPGGJOh3viz0yz9gHOtWbppuaJ+zv1Wm0kVi32HGZMk3Tvm4+aN+0/Wpu4Of9sqaqmtC3+jH9XeFGeJo+3sZ4xJqLlzv1mg6t270WEPPODu6WypnzHGGFc2fArvPwR9j7Jm6aZ1cgqgfQ9n2ahpkhWpjEmSbh1yKciJv6FmdW2YeSvjbEflk4KcILuq62KOiSicuF9329nPGJM4774LJ54I3bs7TdJ79Wp0WGnp17M6Y7GG6cYYY1yJRODVn0NBMQw9xe80JhMUD4Qty/1OkdKsSGVMkhwxoIS87PjfcrtrwmzYXpWERM0XqovsaZoeyyF9i7wPY4xpG9555+sC1RtvQM+eTQ51s4Rv+HCbRWWMMcaljx6DdfPhhD85s2CMaa2SwVakisOKVMYkSX5OkJG9OsUdp8DsJZu8D9QCz324Nu4YARau2+F9GGNM5nv7badA1aOHs8QvRoGqtBR27479dGPHwqJFiY1ojDEmQ1WUw6zfQd/vwIgf+J3GZIriQVC1DSpSc+VMKrAilTFJNHbfrq76Ur35xWYqa2Ivq0u2ypo63lu1Ne442zHLGJMQ//0vnHSSs7RvzhynUBXDtdfGfrrCQpg1K3HxjDHGZLiZv4XQbjj1LvsHrkmc4sHOvc2malL8BjnGmITp1jGPwpwgu+M0Rq+NwE8efZ+nJhyBpMgvxT9P/ZxaF2v9RIRR/Wy5nzGmFd58E0491WmOPns27LNP3Eu2xHlD8sEHE5TNGGNM5lv1X/jkSTjqp9B1mDefY/4j3jyvSW3FA537Lcugz+H+ZklRNpPKmCQ6YkAJAZffdXNXbePJeV96G8ilqlCYFz4qczU2JygcPaSrx4mMMRlrzhw45RTo08fpQeWiQBVPYSGMH9/6aMYYY9qAml3w8iToPACO/qXfaUym6dQXAtk2kyoGK1IZk0T5OUF6FxW6Hn/H9CVUxZl1lQxzln5FdW3E1dhD+hTZzn7GmJZ54w1nBlW/fs7H3bvHvaS0NP4qDJtFZYwxxrUZv4YdZXDmA5Dj/t/txrgSzILO/aF8md9JUpYVqYxJsuYshdtVHebNL77yMI0787/ciotN/QAYP7qPp1mMMRlq9mynQNW/v/Nxt25xLykthQsvjP/UNovKGGOMK8tmwoePwpFX21Is453iQbBlhd8pUpYVqYxJstEDil01Twdnp7/5q7d5GceVOhe9qADysoVjhsZ/YWmMMd/w+utw2mkwcKDrAhXAZZfFHzNxYiuzGWOMaRt2rIOXLoeuw+GYX/mdxmSy4kGwdSVE/F8xk4qsSGVMkh0ztCvt89zvWVBb5/8PrzVbKl2NO2JAsS31M8Y0z6xZToFq0CCnQNXVXU+70lKoro4/7r77WpnPGGNM5gvXwvOXQm01nPsYZOf5nchksuJBEK6BHWv9TpKSrEhlTJLl5wS5/sShrsev3e7iVZiHqkJhPlu/w9XY4/eN3z/GGGP2mDEDTj8dhgxxZlN16eL60iuuiD9m7NhWZDPGGNN2zPodrH0Pxt0DXYb4ncZkupLBzr01T2+UFamM8cGFo/tycJ+OrsZ+tm6Hr83T564sR0Ti/rBolxNgn075Sclk2g4R+YWIqIiUNDg2WUSWi8hSETmxwfFDRGRh9NzdIk47bRHJFZFnosffE5F+yf9KzLdMnw5nnAFDhza7QAWwe3fs8506OZO0jDHGmJg++CfMvaKAqCcAACAASURBVBcOuxz2P9vvNKYtKB7k3JdbkaoxVqQyxgciwpVjBpObFftbUABUmbdyS1JyNWZbRS3ZQYm5e5YABTlZjB5QnLRcJvOJSG/geGBNg2PDgfOB/YCTgPtEpH6N6f3ABGBw9HZS9PhPgG2qOgj4G3BbUr4A07TXXoNx42DffZ0CVUlJ/GsaKC2Nfb5HD9jmfzs/Y4wxqe7zV2DqL2DISXDin/1OY9qKwi6Q29FmUjXBilTG+OTIgSV0zM+OOUaB2rCytSKUnFCNKCrMpro2gkKTDd9F4LSRPawflUm0vwG/hG9sLjkO+Jeq1qjqKmA5cJiI7AN0UNW5qqrA48CZDa55LPrx88DY+llWxgfTpjkFquHDnalOxc0rbrvZ0W/dulbkM8YY0zasmA0vXAY9D4FzHoGg+56xxrSKCBQPhC3L/E6SkqxIZYxP8nOCnDg8/g5WO6prKcjx71v1wF5F7KyuJSgQaORlff2hK48ZlNRcJrOJyBnAOlX9dK9TPYGGXSbLosd6Rj/e+/g3rlHVOmAHYNP+/DB1Kpx5Juy/f7MLVKWlkJUVv0BVWNjKjMYYYzLfZy9C6XnQeSBc8AzkFPidyLQ1JYNtuV8TrEhljI+OHFRCMM58jojC3BVbkxOoER+v3UZOMEBtBML6zXMBgWAAigqyWbDOXXN1Y+qJyCwR+ayR2zjgJuA3jV3WyLGmJvrV/42NdW7vTBNEZL6IzN+8ebObL8O49eqrcNZZcMABMHMmdO7s+tJJk5ziVNhFe74HH2xFRmOMMZktEoF374Hnfwy9DoVLp0KhvW9lfFA8GHaWQajC7yQpx4pUxvioMhSmfV78qcWvfbbBt+bpMxZtoioUJku+fqVffx9RaJebTX520NcliSY9qepxqrr/3jdgJdAf+FREVgO9gI9EpDvODKneDZ6mF7A+erxXI8dpeI2IZAEdgUYrv6r6kKqOUtVRXZrZyNvE8Mor8P3vw4gRzS5QlZbC/fe7/1Tjx7cgnzHGmMy3axOUngMzfg37ngYXvQj5nfxOZdqqLtHd3su/8DdHCrIilTE+KirMJjsr2GSvp3pVtWFfmqdXhcK8tWwzwaCQnRUkNytATjBAVlDICQbIDQpVtWGCwQCdC3OSns9kJlVdqKpdVbWfqvbDKTIdrKobgSnA+dEd+/rjNEh/X1U3ALtEZHS039TFwMvRp5wCXBL9+BxgdrRvlUmGKVPg7LPhwAOdAlVRUbMuv+wy92MnTmxmNmOMMZmvtgreuRvuOxy+fAdO/Suc9wRk267Uxkddhjn3m5f6myMFWXc4Y3x0xIASUG183VEDlaEwG3dUJyVTQ3NXlpMdFAIiRDSCqqAoghAIgBCgLhwhVBexnf1MUqjqIhF5FlgM1AFXqmr9NMOJwKNAPjAtegP45/9v777jpKjvP46/PrtXOEB6BxERlIAaFKJgV1CJidH8rIk9JkTEaIomGlOMhvxssUeNvWHBboyJsUTNL2JBRQSVSBAFQSlSpN7d7uf3x8zBct7u7R67O3t37+fjMezsd8p+dpnbmf3MtwB3m9kcghpUxxY16Nbs8cfhqKNgl13g6aehU253rE8/HdZn+dU3dChcf30TYhQRkZZp6Rx450F48y74YiFsNyYYwa/HkKgjE4Eu20KsHJa8H3UkJUdJKpEIVVXE+Wq/Tjz7/uKM6yUcPl21rkhRbbJ8TQ3uUFUeZ8W6GsDDWl8OiaA/KsfYZ3A3jewnBRPWpkp9PgmY1MB604AdGyhfDxxVqPgkjUcfhaOPhhEjggRVx445bZ5LM7+hQ2HWrCbEKCIipckd1i2HLxZB9dq6wvTrJ6ph9eJg/UUz4JM3wpHTDAbuC0fcDAP2KkbkItmJlwcj/C1Rc7/6lKQSidjeg7s1mqQCuPPlDznzgEHE48VLBnVuV87a6gSrN9RQZkGyrK6Hagdqk9CuIsbBw3oVLSYRaQYeeQSOOQZGjoS//z3nBBXAaadlt96ECapBJSLS7LnD/Ndh9l+Dx4VvQs3axrdrSPue0HcEjDwFhv0PdOid31hF8qX7DvDpzKijKDlKUolE7PO11RuTPpmsWJdg/8tf4MWfH0DQ5U7hDe/XmVXra4ibYXHDEk4SBw+b+7lTnUgyfOvc+pgRkRbs4YeDBNVuuwUJqg4dct7F6afD6tWZ11HtKRGRFiBZG/QT9dG/g5pQsTLotTPsckLQHKp9T6hMOY+kuwSOlUG7HrBVL6jqDEW6VhbZIt2HwHt/gZr1UN4m6mhKhpJUIhHr1TH7Ths/Xr6em1+ay/h9tytgRJtMX7CcDm3KWLGulkRNMuW6wEkkIB4zOrUp4+0FK9h/SI+ixCQiJezBB+E734Hddw8SVFttldPmkyfDSSdBopHBTCsqlKASEWn2Pp0J7z4Ga5dC5wFw6DUw7NvQJvebGyLNUvcdwJOwbA70+lKPFa2WklQiEevZoZLKshjra5NZrX/1cx9wwugBRekDavmaGhJJx9031vba7NGdRNL5fE11wWMRkRI3ZQp897swahT87W85J6hOPz37Pqhuu60J8YmISGlI1MDMh2H+K0FNqd3GQ4+hwY/1mQ/n73VGnpK/fYkUwsYR/t5XkiqFklQiERs9sBuV5fGsk1TraxK8MndZUWouta2Is7o6QXk8RjK5eVO/eFiNenV1gnaV+ioRadUeeACOOw722AP++teCJqjatQteSkREmqF1y2HabbByPgw6ELYfBzENviOtVNdBYDFYqs7TU8WiDkCktauqiPOtnftkvX7CYdGK4oz05ziedDbUJqlNOskkJN2pTTgJdzYb7U9EWqf77gtqUO25Jzz1VJOa+GWboAL4859zjE9ERErD2mXw8jWwZgmM/D4M+YYSVNK6lVVC522DmlSykZJUIiXgvEOG0LY8+w4e/zm78dEA8+HF2UtJ+qYmfhgbO6ysSTg1SWhfWcaaDY10ICMiLdO998Lxx8Peewc1qNq3z3kX3/9+9utOmKBaVCIizdK65TD1T1C7HkZNVNMmkTrdh8CS2VFHUVKUpBIpAW0ry/jtt7I/Wb+9YCXrqgubGFpXneClD5YQj0E8/KZwDyfCXJU7W7Upo0u7ioLGIiIlaPJkOOEE2GefJiWoJk+GsjJYvz679SdMgOuvb0KcIiISreq1QYKqZi3sPgE6bR11RCKlo/sOQcfpiZqoIykZSlKJlIijR27NSaP6N7peXXLolbnLChrP1LlLKYsHVaca6i4rHoOYGTUJZ9TArgWNRURKzN13w4knwr77wpNPBh1F5eD004MKWI2N4gdBIuuee5SgEmmpzGycmc02szlmdm4Dy83MrgmXzzCzXRvb1sy6mNkzZvZB+Ng5Zdl54fqzzezglPIXwrLp4aRhi/PBk/DWXUFNqt3GQ6fGr3VFWpXuQyBZC5/PjTqSkqHejkVKhJlx7iFDeWrWpyz5Iv1oeU7Q1K7QI+otX1PD6vW1JH1Tf1NW949DbRJi5uwzuFtRRhoUkRJx111w8smw//7wl79A27Y5bT52LDz3XHbrqvaUSMtmZnHgT8CBwALgdTN7wt3fTVnt68DgcNoduAHYvZFtzwWec/eLw+TVucAvzGwocCwwDOgDPGtm27t7Xcr8OHefVuC33bq8/9egv52djoYuA4v72tNuL+7riTRF9x2Cx8XvbZpv5SKtSWVmZ5uZm1m3lLJ0dzdGmNk74bJrzIKhxcys0sweCMtfNbMBxX8nIvlRVRFn3NBeGdcpi8Hq6lraVRY2MdS2Is6qdTUkU/pEdzZv7ufAfjvoRqNIq3HnnUGCasyYrBNUkycHLQHNgkkJKhFJsRswx93nuns1cD9wWL11DgPu8sArQCcz693ItocBd4bzdwKHp5Tf7+4b3P1DYE64HymEz2bBf5+D/qNhmz2ijkakNHXfIRjh77NZUUdSMiJLUpnZ1gR3Pj5OKUu9uzEOuD68SwLBXZPxbLqTMi4sPxVY7u6DgCuBS4ryBkQKZI9B3TL+YXo4wt7GHswL5OU5S0lkGLQvZlAWM6ywYYhIqbj9djjllKAq1BNPZJWgGjs2aNa3Zk1uLzVmjBJUIq1EX2B+yvMFYVk262Tatqe7LwIIH+vuqDX2ereHTf1+XXdDvD4zG29m08xs2pIlSxp7f61X9RqY8QBs1RuGHRF1NCKlq7wKug5WkipFlDWprgR+zuZj1zd4dyO8W9LB3ae6uwN3sfkdkbo7JQ8BY9KdVESag7XVCdqUp//TTBD84a5eX7jO9dZVJ3j63U8zrpNwaF+hkf1EWoXbboNTT4UDD4THH4eqqkY3yaVZX6qhQ+HZZ5sQo4g0Rw1ds9e/RZZunWy2zeX1jnP3nYC9w+mEhnbg7je5+0h3H9m9e/dGXq4Vm/kIVK+G4cdBXD3MiGTUcxh89k7UUZSMSJJUZvYt4BN3f7veokx3ShY0UL7ZNu5eC6wE1IuzNFttK2NUJz1jPamaJMxYsKJgMUydu5SV62obXa88bhrZT6Slu+WWIEF10EEFT1CNGQOzdCNRpDVZAKQO9dYPWJjlOpm2/Sy8yU34uLix13P3T8LHL4B7UTPApls0Axa+AYMPgo79oo5GpPT12hFWfAzrV0YdSUkoWJLKzJ41s5kNTIcB5wO/aWizBsoau1OS9V0UVc+VZsENd2/0VuBf3/6EddWFqcU0f9laNjQ0pF89DhrZT6Qlu/lm+MEPYNw4eOwxaNOm0U2amqCaMEE1qERaodeBwWa2rZlVEHT78US9dZ4ATgxH+RsFrAyb8GXa9gngpHD+JODxlPJjwz5ttyXoQuQ1Myur6yPXzMqBbwIzC/GGW7zaDTDrEejQBwYdGHU0Is1Dzx2Dx8/ezbxeK1GwJJW7j3X3HetPwFxgW+BtM5tHcAfjTTPrReY7Jf0aKCd1GzMrAzoCn6eJSdVzpeStrU5QVd54p+jL1iU49Jp/kchmDPccPfLWgsZXAvp2rtLIfiIt1U03wfjxcMgh8OijjSao6jpIzzVB1aYN3HOP+qASaY3CVhBnAE8D7wFT3H2WmZ1mZqeFqz1F8PthDnAzcHqmbcNtLgYONLMPCPrAvTjcZhYwBXgX+DswMRzZrxJ42sxmANOBT8LXklzNeRbWr4Adj4SYrhFFsrIxSaXcOEDRGwi7+zts6ryQMFE10t2XmtkTwL1mdgXBsLCDgdfcPWFmX4R3T14FTgSuDXdRd6dkKnAk8HzYb5VIs9S5XTnl8ey6VZuzdA3H3PQKD03YM2+vv646wfuffpHVuoO6tcvb64pICbnxxqBq0ze+AQ8/DJWVGxdNngxnnQXLlm3ZS7RvH7zMccdtYawi0qy5+1MEiajUshtT5h2YmO22YfkyYEyabSYBk+qVrQFG5Bq71LNmCcx9HvqOhC4Do45GpPno0AfadFLn6aGS6sUuvHNSd3ejlk13NwAmAHcAVcDfwgngVuBuM5tDUIPq2KIGLZJnowd2oybTsHr1TPtoBQs+X0u/Lo2PtJWNF2YvpjqL1zegX1clqURanOuvh4kT4ZvfhIce2pigmjwZfvjD3EfqSzVmjJr0iYi0WO8+BlYGXzk06khEmhezoDaValIB0Y7uB4C7D3D3pSnPJ7n7du6+g7v/LaV8WthkcDt3P6OutpS7r3f3o9x9kLvv5u5zo3gfIvlSVRFnSM8OOW0z8d438vb60z76nGzrIp44akDeXldESsCf/hQkqA49dGOCqq4Z3/HHK0ElIiJpLJsT1AIZfCC06Rh1NCLNT68dgz6pko33C9zSRZ6kEpEv22Nwbp2Rz1q4Km+dqNdmWYtrYPd2dGmvkf1EWoxrr4UzzmD+iMPo/e+HsDaVmG15cgqUoBIRadHc4f0nobIjbLtP1NGINE89h0HNGlj+YdSRRE5JKpESdPLobYll1y0VAIkkvPifxY2vmIW2ldl1cnnQ0B6NryQiJWHyZBgwIKhNXlb25ccz7Ro480we5XC2e2MKn36evwS0Ru0TEWnhFs+C5fNg+4MhrhuYIk2ysfN09UulJJVICerSvoJv7Nwrp21e/7DBQS1ztnjlhkbXMaB/l/Z5eT2R1q4ugRSLBY+TJ2deVr/s9NMbfp6aiDrhBPjoo2CfdQOC1j2ekbiKaziLR/g2RzOFGvLzA0Oj9omItAKehPf/Cu26w9a7Rx2NSPPV4ytgMfVLRYl1nC4im1x9zC7MWPACHy1b1+i6Dvzns9Vb/JrrqhO8PHcZFu4znc5ty+jVMfNw9CKt0eTJcP758PHH0L8/TJqUefS6yZNh/HhYuzZ4/tFHwfM69ZedckqQdKqu3lR2ww2b1q//vC4Rla6fuR9zJVfyUx7iCL7DfdRSntsbbkAsFnSwruSUiEgrsPAt+GIR7HoixLKrjS8iDSivgq6DYNGMqCOJnJJUIiUqFovxz5/tx5E3vMyb81c2uv5/PvuCddUJqiqafoEwde5SyuNGedxIJJ2GuqeKARVlcUYNzK3fLJGWLlPCKV2i6vzzN61fZ+3aoLxuPlVNTf7i/QlXcAU/40GO5Lvcm3OCqn17uPHGzEk4ERFpwTwJH/wDtuoNvYdHHY1I89dnF5j7YtRRRE7N/URKWCwWY/IPRtOhTeP55NpkklfmLtui11u+pgZ3aFtR1mCCKm5gMWPf7btvUTJMpCVqLOHUkI8/Tl+eblk+/IzLuYKfMYWjck5Qde0aNOP74gslqEREWrVFM2D1Z8GIfqaflSJbrM8usPpTWLUo6kgipW8TkRJXVRFn7Fca76R8xdoaPl25foteq3O7ctZWJ1i9oYYyC/qegk2PCYc2ZTEOHpZbf1kirUGmhFM6/funL0+3bEudw6VczjnczzFZJ6jqElPusHSpklMiIq1eMgkfPA3teqgWlUi+9Nk1eFz4ZrRxRExJKpFmoF+Xto2uk3D4dFXj/VdlMrxfZ1atryFmRiwWIx6DsphRFjcq4jEqYlCdSDJ8685b9DoiLVGmhFM6kyZB23p/3m3bBuUNLSsvh4om9mtuBj/nEi7lF9zHsZwUu4cEZcTjm5bXSU1KKTElIiJfMvupoC+qwQepFpVIvvTaCSwOnyhJJSIlrmu7yqzW++d7i/F0PSRn4a35y6mIx6hOONWJJIkkJJJObcJJehI3o0ObMt5esKLJryHSUmVKOKVz3HFw002wzTZBkmibbYLnxx3X8LLbb4fbbtu8bMKEhp8DGxNQ22wDbx71v1zCufCd7/CdmrvZkCjDHWprg0RUMqmklIiIZMEd/vVHaNstaJ4kIvlR0RZ6DG31NanUcbpIM/D5mg2NjrgHMGPhKn7ywHSuPGY4llotIkv/mPUZ66oTxC2omZX6erVJ6FRVRlV5nM/XVOe8b5GWri6pk8vofnXbpVsn3bKcE0iTJsGvfhVseMcdUKbTv4iINNFH/w5+RO90lEb0E8m3PsPh/SeDZHATfs+1BKpJJdIM9OpYlfW6j01fyD2vfJTza6yrTvDSB0swg2SaTtPX1SSIx2N0adfE9kYiLdxxx8G8eUGtpHnzSqQ20u9/HySojj8e7rxTCSoREdky/746qEXV72tRRyLS8vTdFdYth+Xzoo4kMkpSiTQDPTtUUlmW/Z/rpU+/z7rqRE6vMXXuUjbUJDbWoDJLmQgSVzWJJNW1SUYN7JrbGxBpAjP7kZnNNrNZZnZpSvl5ZjYnXHZwSvkIM3snXHaNhdUJzazSzB4Iy181swHFfzcRufBC+PWv4YQTghpUcd3xFhGRLbD4PfjgH7D7DyGum5YieafO05WkEmkORg/sRmV59j8uv1if4IXZn+X0Gp+t2sCq9bUbR/VzJ8hWOWDBQ9Jhj+26UlWhH7pSWGa2P3AYsLO7DwMuD8uHAscCw4BxwPVmVndA3gCMBwaH07iw/FRgubsPAq4ELinW+4jU734Hv/0tnHRS0JmVElQiIrKlXr4WytvC174fdSQiLVOPoRCvbNWdpytJJdIMVFXE+dbOfXLaZvIrGca9b8CnK8ORAW1TX1Qb81S+cRH9Omff9FBkC0wALnb3DQDuvjgsPwy43903uPuHwBxgNzPrDXRw96kejB5wF3B4yjZ3hvMPAWOsKZ22NRfuQXLqggvglFPg1luVoBIRkS23aiHMmAK7HA9tu0QdjUjLVFYBvXaEhdOjjiQySlKJNBPnHTKE8lj2v6vf+Hh5Tk3+enWoIulObTJIRjXELFhPpAi2B/YOm+e9aGZ1HV/0BeanrLcgLOsbztcv32wbd68FVgINtlk1s/FmNs3Mpi1ZsiRvb6Zo6hJUF14I3/se3HKLElQiIpIfr9wAnoDRE6OORKRl67MrLJoOydy6b2kplKQSaSbaVpZx7teHZL1+dcJ58T+LG18x1Klt+cYaUw2NIlg3umBndZoueWJmz5rZzAamwwhGn+0MjALOAaaEtZ8ayqF6hnIaWbZ5oftN7j7S3Ud279495/cUKXf4zW/goovg1FPh5pshptO8iIjkwfpV8MYdMPRw6Dwg6mhEWratd4Pq1fDZzKgjiYSuXkWake/ttS279OuY1bruzrR5y7Pe98tzljb8qz1F3CDNb3uRnLn7WHffsYHpcYKaUI944DUgCXQLy7dO2U0/YGFY3q+BclK3MbMyoCPweSHfW9G5ByP4/f738P3vw003KUElIiL588YdsGEV7Hlm1JGItHzb7BE8fjQ12jgioitYkWbEzHj49D3o3r7x2kyeQy5p7YZaHnt7YcZ1HNiqspw1G1pntVMpuseAAwDMbHugAlgKPAEcG47Yty1BB+mvufsi4AszGxXWuDoReDzc1xPASeH8kcDzYb9VLYM7/PKX8Ic/wPjx8Oc/K0ElIiL5U1sdNPUbsDf02SXqaERavo79oGN/+OjfUUcSCV3FijQzsViMX31jaKPrObBT3+xqXV329GxWr6/NuI4B5XGji5r7SXHcBgw0s5nA/cBJYa2qWcAU4F3g78BEd6/LnE4AbiHoTP2/wN/C8luBrmY2B/gpcG7x3kaBucN558HFF8Npp8ENNyhBJSIi+TXzYfhiIex5VtSRiLQe2+wBH0/NreZBC1EWdQAikruKshhxg0Qj31nT5n3OYbv0zbjOuuoET76zsNFGfA5gxqiBDfY3LZJX7l4NHJ9m2SRgUgPl04AdGyhfDxyV7xgj5w6/+AVcdhlMmADXXacElYiI5Jc7vHwN9BgKg8ZGHY1I67HNaJhxPyz7L3QbFHU0RaWrWZFmaG11gq3aNJ5jnjJtPms3ZK4hNXXuUlavy7xOna/260hVhUYKE4mcO5xzTpCgmjgR/vQnJahERCT/5jwLi9+FPc4MhnkWkeLoX9cvVetr8qcrWpFmqHO7csrijf/5bkg4F/0l86gQn63awLraZFavu/8OPbJaT0QKyB3OPhv++Ec44wy49lr9cBARkcL499WwVR/Y8YioIxFpXboNhrbdgiZ/rYySVCLN0OiB3ahJZJdYum/aJ9z98jzS9RM9//O1We2nTbnRu1NV1jGKSAG4w09/CldcAWeeCddcowSViIgUxidvwrx/wejToUx9kooUlVnQ5O+jl6OOpOiUpBJphqoq4uzct1PW61/wl1lMeX1+g8umf7wiq31UxGPqj0okSu7wk5/AVVfBWWcFj0pQiYhIobx8DVR2gF1PanxdEcm/bfaEFR/Byk+ijqSolKQSaaa+u3v/rNdNOFz69Pusq05sVr6uOsGsRSuz2sdX+3VWf1QiUXEPElNXXw0//jFceaUSVCIiUjhL58Csx+Brp0KbDlFHI9I69R8dPLayfqmUpBJppvbboQcV8ex/pC5bU8OL/1m8WdnUuUspz6JvK4Dv7r51TvGJSJ64B037rr12U1M/JahERKSQ/n0VlFXCqNOjjkSk9eq1M7TtCnOeizqSolKSSqSZqqqIM3KbzjltM3XO0s2eL19TQ20WfVttVRlnvx165vRaIpIH7kHn6NddF3SWfvnlSlCJiEhhrVwAb98Pu54I7TVojkhkYjHYbkwwymYyu/6IWwIlqUSasRNGD8hp/WkfL9/seduKOKurE41+ERw+vK+a+okUWzIJEyfC9dfDOefApZcqQSUiIoX38nWAwx4/ijoSERk0FtYuhUXTo46kaJSkEmnG9tuhB93alWe9/vzP123WL5XjeNLJlJePGewxSB2mixRVMgmnnw433AC/+AVccokSVCIiUnhrlsKbd8JOR0On7Ps/FZECGTQGsKA2VSuhJJVIM1ZVEeeccUOy/kN2d16Zu2zj8xdnLyXpkO6nb8ygY1U5a6tbT/VSkcglkzBhAvz5z3DeefC//6sElYiIFMerN0LNOtjrx1FHIiIA7bpBn12UpBKR5uPokVtzwaFDs1p39YYEi1asA4KR/V76YAnxGDTUd7qF01ZtyujSriJ/AYtIeskk/PCHcNNN8MtfwqRJSlCJiEhxrF8Fr94EX/kmdN8h6mhEpM7gA2HB67D286gjKQolqUSaOTPjxD23Zf/tuze6rgPPv/8ZEIzsVxYPUlG1DVSUiscgZkZNwhk1UM39RAoumYTx4+GWW+BXv4Lf/14JKhERKZ5pt8KGlbDXT6OORERSDRoLnoS5/4w6kqJQkkqkhThoWM+0zfZS/euDJXy+uprla2pYvb6WpPvG7czCCahNQsKdfQZ3U6fpIoWWTML3vw+33gq//jVceKESVCIiUjw162Dq9bDdAdB316ijEZFUfUdAVWf44JmoIykKJalEWoieHdvQLotk0oYE7HnJc7z18XK+2FBLecw2NvdzDyeCRJUTdM4uIgWUSMCpp8Ltt8Nvf6sElYiIFN+bd8GaxapFJVKKYnHYfhzMfgpqN0QdTcEpSSXSQowe2I14PLsftutqkkyZNh9POgl3Eg0094sZlMVMv5VFCqkuQXXHHXDBBcEkIiJSTNVr4KXLYZu9YMBeUUcjIg3Z8QhYvxL++3zUkRScklQiLURVRZxhvTtmvX51ZnzTNQAAHDZJREFUwkl40KyvruaUsakCR8KhPGas2ZAoRLgikkjAKafAnXfC734X1KISEREpttduCmpRjfm1avKKlKqB+wVN/mY+HHUkBacklUgLMrx/pyZv63WTB8/LDDYkkrSrLMtLbCKSIpGAk0+Gu++Giy6C3/wm6ohERKQ1WrcC/u8qGHwQ9B8VdTQikk68HIYeBu8/BdVro46moJSkEmlBtu7SNn87s2B0vyB1JSJ5U1sLJ54I99wDkyYFI/mJiIhEYep1sH4FHKBzkUjJ2/EIqFkD//l71JEUlJJUIi1Izw6VlDXxr7p+c7/aJLSvKFNzP5F8qktQ3Xsv/OEP8MtfRh2RiIi0Vis/gZevg2Hfht5fjToaEWnMNntC+54tvsmfklQiLcjogd1o38TmefWb+8UNyuNGl3YVeYtPpFWrrYUTToD77oOLL4bzzos6IhERac2e+x14Esb+LupIRCQbsXiQVP7gGVj7edTRFIySVCItSFVFnDMP2D4v+3LAzBg1sGte9ifSqtXWwnHHwf33wyWXwC9+EXVEIiLSms1/HWY8AHucAZ23iToaEcnWLidAYgO8dU/UkRSMklQiLcwpew1gRP/sR/lLJ+lw8LBeVFXE8xCVSCtWUwPf/S5MmQKXXQY//3nUEYmISGuWTMLT5wXNhvb6SdTRiEgueu0YNPt7/WZItsxuWZSkEmlhzIwHT9uDQ7/aawv3A6O365KnqERaqboE1YMPwh//CGefHXVEIiLS2r15Jyx4Hcb8Fiq3ijoaEcnVbuNhxccttgN1JalEWqBYLMa13xnBPoOb3lSvXXmctdXJPEYl0srU1MCxx8JDD8EVV8BPfxp1RCIi0tqtWgTP/AYG7A3Dvxt1NCLSFEO+CR36wqt/jjqSglCSSqQF+/qOvZu8bUVZTJ2mizRVdTUccww88ghcdRX8RM0pRESkBDx1NiSq4dCrNw3pLCLNS7wMRn4PPnwRFr8XdTR5pySVSAvWs2MbymNNuwBxUKfpIk1Rl6B69FG4+mo466yoIxIREYFZj8L7T8J+50HX7aKORkS2xIiTobwtvHRZ1JHknZJUIi3Y6IHdKIs37c98aK8O6jRdJFfV1XD00fDYY3DttXDmmVFHJCIiAss/gifOgr4jYPQZUUcjIluqXTcYPRFmPgwL34o6mrxSkkqkBauqiDNq26Z1fj6ktzrSFMlZLAbt2sF118EZ+hEgIiIlIFEDD58KOBxxa9BUSESavz3OhKou8OwFUUeSV0pSibRwlx/1VXJt8BePwde2VVM/kZyVlcE998DEiVFHIiIiEnj+omA0v0Ovgi7bRh2NiORLmw6w789h7gvw3+ejjiZvlKQSaeG6blXJESP6ZrVu3KAsBl3bVbLv9t0LHJlIemY23MxeMbPpZjbNzHZLWXaemc0xs9lmdnBK+Qgzeydcdo1Z0COsmVWa2QNh+atmNqDAwRd09yIiIlmbfi/8++qg/5odj4g6GhHJt5Hfg0794e/nQc36qKPJCyWpRFqBS4/YmSN37UO6PtRjBhXxGPGY0aFNBT87aHv1RyVRuxT4nbsPB34TPsfMhgLHAsOAccD1ZlZ3sN4AjAcGh9O4sPxUYLm7DwKuBC4p1psQERGJzIcvwRNnwrb7wiGXRx2NiBRCWSV880pY8j48d2HU0eSFklQirUAsFuPyo3dh2vkHMnH/7dhnUFeG9dmKHltV0mOrSjq1raBz23K27tKWc78+hKNHbh11yCIOdAjnOwILw/nDgPvdfYO7fwjMAXYzs95AB3ef6u4O3AUcnrLNneH8Q8CYulpWIiIiLdLC6fDA8cEofkffBfHyqCMSkUIZNBa+9gN45U9B079mTr3mibQiXdpXcM7BQzY+X1ed4JW5y/h8TTVd2lUwamBX1aCSUvFj4Gkzu5zghsoeYXlf4JWU9RaEZTXhfP3yum3mA7h7rZmtBLoCS+u/qJmNJ6iNRf/+/fP1XkRERIpnwTS4+3+gTUf47hSo6hR1RCJSaAdeCHP/CY9OgPEvwFY9o46oyZSkEmnFqiri7D+kR9RhSCtlZs8CvRpYdD4wBviJuz9sZkcDtwJjocFxADxDOY0s27zQ/SbgJoCRI0c2uI6IiEjJ+vAluO+7wfD0Jz0R9FUjIi1fRdtg9M7bvw73HAEnP9lsE9Rq7iciIpFw97HuvmMD0+PAScAj4aoPAnUdpy8AUtuj9iNoCrggnK9fvtk2ZlZG0Hzw80K8JxERkUi4w9Q/wV2HQ4c+cMpTSlCJtDZ9hsMxdwf9U933HahZF3VETaIklYiIlKKFwL7h/AHAB+H8E8Cx4Yh92xJ0kP6auy8CvjCzUWF/UycCj6dsc1I4fyTwfNhvlYiISPO3egk8eDI8/UsYcgj84LkgUSUirc+gsfDtG+HjqXDnobBqUdQR5UzN/UREpBT9ALg6rPm0nrCfKHefZWZTgHeBWmCiuyfCbSYAdwBVwN/CCYKmgneb2RyCGlTHFutNiIiIFEwyCW/fC0+fDzVrYewFsOePQWODiLRuOx0J8Qp49DS4aT84+k7oPyrqqLIWWZLKzH4EnEHwI+Ov7v7zsPw8guHCE8CZ7v50WD6CTT8+ngLOcnc3s0qCUZxGAMuAY9x9XnHfjYiI5JO7/x/B93pDyyYBkxoonwbs2ED5euCofMcoIiISiWQCZj0KL10WNOvpPxoOvRq67xB1ZCJSKoZ+C7oOgvu/A7eNg12OhzG/hfbdo46sUZE09zOz/QmGBN/Z3YcBl4flQwnucA8DxgHXm1ndUGM3ENxJHxxO48LyU4Hl7j4IuBK4pFjvQ0REREREms7MxpnZbDObY2bnNrDczOyacPkMM9u1sW3NrIuZPWNmH4SPnVOWnReuP9vMDk4pH2Fm74TLrgmbjpcOd1jyH3juIrhqJ3j4VMDgyNvg5KeUoBKRL+s5FH74L9jjDHj7PrhmF3jq58F3SQmLqibVBOBid98A4O6Lw/LDgPvD8g/Dphm7mdk8oIO7TwUws7uAwwmachwGXBBu/xBwnZmZ+hsRERERESld4c3oPwEHEgxy8bqZPeHu76as9nU23aTeneDG9e6NbHsu8Jy7Xxwmr84FflHvhngf4Fkz2z5sNl53Q/wVglYb49jUbLz4kglYNgcWvgXzX4M5z8KKj8BisN0YGHcxDPkmxNTFsIhk0KYDHPR72PUkePFSeON2eO3P0PurMOhAGLgv9Nq5pEYCjCpJtT2wt5lNIuhr5Gx3fx3oS3BiqLMgLKsJ5+uXEz7OB3D3WjNbCXQFlhb0HYiIiIiIyJbYDZjj7nMBzOx+ghvQqUmqw4C7whvQr5hZJzPrDQzIsO1hwH7h9ncCLwC/oGk3xPMrmYR3HoTa9SnTBqheA2uWwOrPYPlHsHweJGuCbSraw4C9Yc8zYYdD1Cm6iOSu22A44mY4+A8wfTL85+/wf1fCvy4PlnfqD50HQMetoV03aNMJ2vcImgkWWcGSVGb2LNCrgUXnh6/bGRgFfA2YYmYDgYaq1XqGchpZVj+m8YSd7/bvryFZRUREREQitPFmc2gBQW2pxtbp28i2PcNRX3H3RWbWI2Vfud4Qzy8zePSHfOnnSqw8+EHYrjv0GAJDvhE04euzC3TbHmLxBncnIpKT9t1hrx8H07rlsOAN+PRt+OxdWPEx/Pd5WLsMEtWwVe+WlaRy97HplpnZBOCR8I7Ia2aWBLoRnBC2Tlm1H8Ew5AvC+frlpGyzIBwFqiPB6E0NxXQTcFMYwxIz+6gJby2TbpReDS7FlB3FlB3FlJ3mHtM2hQykuXjjjTeW5vk8UYrHRS4Uf7QUf7QU/+bydZ7I5mZzU25i5/p6TbrpDaw2s9mNvGYOn/0y4L3sVi2s5ni8K+biaG4xRxjv95q6YQl9xqvg7Ky652so5iafJ6Jq7vcYcADwgpltD1QQvKkngHvN7AqCduKDgdfcPWFmX5jZKOBV4ETg2nBfTwAnAVOBI4Hns+mPyt3z3q29mU1z95H53u+WUEzZUUzZUUzZUUwtQ77PE839/0DxR0vxR0vxF0y6G9TZrFORYdvPzKx3WIuqN1DX/21TbohvJvWmdzZK+LNPSzEXh2IuvOYWLyhmiGh0P+A2YKCZzQTuB07ywCxgCkFb8r8DE8OODCHobP0WYA7wXza1Eb8V6Bq2Kf8pQceIIiIiIiJS2l4HBpvZtmZWQdCp+RP11nkCODEc5W8UsDJsypdp27qb2ISPj6eUH2tmlWa2LZtuiC8CvjCzUeGofiembCMiIkUUSU0qd68GGmzc6O6TgEkNlE8DdmygfD1wVL5jFBERERGRwgkHPToDeBqIA7e5+ywzOy1cfiPBSHuHENyoXguckmnbcNcXE/R5eyrwMeFvhXDfdTfEa/nyDfE7gCqCm+HRjewnItKKRdXcr6XKuupvESmm7Cim7Cim7CgmaUhz/z9Q/NFS/NFS/AXi7k8RJKJSy25MmXdgYrbbhuXLgDFptsnphngelOxnn4FiLg7FXHjNLV5QzFgW3TeJiIiIiIiIiIgUVFR9UomIiIiIiIiIiGykJBVgZreZ2eKwI/fU8h+Z2Wwzm2Vml6aUn2dmc8JlB6eUjzCzd8Jl14QdLxJ2zvhAWP6qmQ1I2eYkM/sgnE5KKf9STGY23MxeMbPpZjbNzHYrckxbm9k/zey98DM5KyzvYmbPhOs/Y2adixVXhpguM7P3zWyGmT1qZp2ijillm7PNzM2sWynEZBEd5xn+7yI7zs2sjZm9ZmZvhzH9LiyP8hhPF1Nkx7g0nZldFP6fTTezf5hZn6hjykWm4645MLOjwr+jpJk1m5FzzGxc+Pc8x8ya1QAxluYaqzlId55qLtKdPyS/inXdkueYC37tV6C4C3oNnedYi3KdViylch5K971sebxWL2DscTN7y8yebA4xm1knM3soPI7fM7PRRYvZ3Vv9BOwD7ArMTCnbH3gWqAyf9wgfhwJvA5XAtgQjDcbDZa8BowEj6Gzx62H56cCN4fyxwAPhfBdgbvjYOZzvnCGmf6Ts8xDghSLH1BvYNZzfCvhP+NqXAueG5ecClxQrrgwxHQSUheWXlEJM4fOtCTr4/AjoFnVMRHicZ4gpsuM83L59uE458CowimiP8XQxRXaMR/2d3ZwnoEPK/Jl1n3tzmdIdd81lAr4C7AC8AIyMOp4sY46Hf8cDgYrw73to1HHlEP+Xrmeay0SG83lzmNKdP6KOq6VNFOG6Jc/xFvzar0Cfc0GvoQsQb8Gv04p4jJfMeSjd9zJ5vFYvYOw/Be4Fngyfl3TMwJ3A98P5CqBTsWJWTSrA3V8CPq9XPAG42N03hOssDssPA+539w3u/iHBSCO7mVlvgh8fUz3437gLODxlmzvD+YeAMWEG8WDgGXf/3N2XA88A4zLE5ECHcL4jsLDIMS1y9zfD+S+A94C+9fZ1Z73XKGhc6WJy93+4e224n1eAflHHFG5/JfDz8P+SlP1HFVNkx3mGmCI7zj2wOly/PJycaI/xBmOK8hhHmszdV6U8bcfm3wUlL8Nx1yy4+3vuPjvqOHK0GzDH3ed6MDry/QR/s81CmuuZZqGR83nJy3BOk/wqxnVLPhXj2q8QCn0NnVdFuk4rlpI5DxXp92jemVk/4BvALSnFJRuzmXUguMl0K4C7V7v7imLFrCRVetsDe4dVKl80s6+F5X2B+SnrLQjL+obz9cs32yb8sloJdM2wr3R+DFxmZvOBy4HzoooprGa6C8FduZ7uvijc1yKgRxRx1Ysp1ffYNIxwZDGZ2beAT9z97XrxRfk5lcRxXi+mSI/zsCrudGAxQYIm8mM8TUypIjvGJXdmNik8vo8DfhN1PFsg9biTwtHfYQnIcI1R0rI4f8iWK8Z1Sz4V49ovr4p0DV1IhbpOK5aSPA8V8PdoIVxFkGRNppSVcswDgSXA7WETxVvMrF2xYi7b8vhbrDKC5i2jgK8BU8xsIEE1tfo8QzlN3KYhE4CfuPvDZnY0QWZzbLFjMrP2wMPAj919VYZEftHiqh9TSvn5QC0wOcqYwhjOJ6j6W19kn5OZRX6cNxDT74nwOHf3BDDcgr4DHjWzTMNRRxaTu8+EaI9xaZiZPQv0amDR+e7+uLufD5xvZucBZwC/LWqAjWgs/nCd+sddycgm/mZGf4cRS3eN0RxkOn9I9jJ9rwBjKPx1Sz7jLca1X84aifmXFP4aOmdNPF9GGnMTRf36X1Lg36N5ZWbfBBa7+xtmtl82mzRQVuzr8jKCpvo/cvdXzexqguZ96eQ1ZiWp0lsAPBJWS3vNzJJAt7B865T1+hFU613A5s0e6spJ2WZBmBToSFD1fQGwX71tXsgQ00lAXaedD7KpumDRYjKzcoIvhMnu/khY/JmZ9Xb3RWGVvrpqw0WJK01MWNDJ8zeBMeH/Y2QxmdlOBO1z3w6/RPsBb1rQuWaUn1Okx3mamCI/zgHcfYWZvUDQvC3SYzxNTDOjPMYlPXcfm+Wq9wJ/pcSSVI3Fn+a4Kxk5fP7NRbq/aSmCdNcYzU3980fE4TQ7mb5XzOwuCn/dks94J1D4a7+cpYu5iNfQeYs5JfZCX6cVS0mdh4rwezTf9gS+ZWaHAG2ADmZ2T4nHvABYkFL79iGCJFVxYvYIOjwrxQkYwOadlJ8GXBjOb09Qfc2AYWzeKdhcNnUK9jrBXYm6TsEOCcsnsnlnd1PC+S7AhwR3MzqH810yxPQesF84PwZ4I5wvSkzhPu4Crqr32V3G5h2oXVqsuDLENA54F+herzyymOrFMY9NnT5G+TlFdpxniCmy4xzoDnQK16kC/kVwcRHlMZ4upsiO8ai/r5vzBAxOmf8R8FDUMeUYf4PHXXObaF4dp5eFf8fbsqnD2mFRx5XjexhA8+w4vdHzeSlP6c4fUcfV0iaKcN2S53gLfu1X4M97HgW4hi5AnAW/TiviMV4y56F038vk8Vq9wPHvx6aO00s6ZoJzxg7h/AVhvEWJuegHVilOwH3AIqCGINt3avgHeA/B3aY3gQNS1j+foMf62aT0Tg+MDNf/L3AdYGF5G4I7K3MIercfmLLN98LyOcApjcS0F/BGeAC8Cowockx7EVTPmwFMD6dDCNpEPwd8ED52KVZcGWKaQ3DSrSu7MeqY6h1z8whPsBF/TpEd5xliiuw4B3YG3gpjmgn8JiyP8hhPF1Nkx7imLTrfPBz+H8wA/kIw0EPkceUQf9rjrjlMwLcJzqkbgM+Ap6OOKcu4DyEYwei/BM1IIo8ph9i/dD0TdUw5xN7o+byUp3TnD00FOU4Kft2Sx3iLcu1XwM97HgW6hs5znEW5TivicV4S56F038vk8Vq9wPHvx6YkVUnHDAwHpoWf9WMEN6yLEnPdgS8iIiIiIiIiIhIZje4nIiIiIiIiIiKRU5JKREREREREREQipySViIiIiIiIiIhETkkqERERERERERGJnJJUIiIiIiIiIiISOSWpREJmljCz6SnTADMbaWbXhMv3M7M9UtY/3MyGNuF1Vucp3rzsR0SkpTGzrinf5Z+a2Sfh/Aoze7fIsQw3s0NSnn/LzM5t4r7mmVm3/EWX02ufbGZ9Up7fUncOjDIuERERaVnKog5ApISsc/fh9crmAdPC+f2A1cDL4fPDgSeBov7gERGRzNx9GTAcwMwuAFa7++VmNoDgezuvzKzM3WvTLB4OjASeCmN7Angi3zEUwcnATGAhgLt/P9JoREREpEVSTSqRDMLaU0+GP2xOA34S3o3fF/gWcFn4fLtw+ruZvWFm/zKzIeE+tjWzqWb2upldlOZ1LjGz01OeX2BmPzOz9mb2nJm9aWbvmNlh6WJMeX6dmZ0czo8wsxfDmJ42s95h+Zlm9q6ZzTCz+/P2gYmIlL64md1sZrPM7B9mVgWQ4Tt8m/B7eEb42D8sv8PMrjCzfwKXmFk7M7st/K5/y8wOM7MK4ELgmPBccUxYI+m6cB89zexRM3s7nPYIyx8L45hlZuMbe0NmdoqZ/Sf8vr85Zf93mNmRKeutDh8bPLeENYjfq//5hPsYCUwO30eVmb1gZiMbiOV4M3stXO/PZhYPpzvMbGb4ej/Zgv8/ERERacGUpBLZpMo2NQ95NHWBu88DbgSudPfh7v4iwZ3wc8Ln/wVuAn7k7iOAs4Hrw82vBm5w968Bn6Z57fuBY1KeHw08CKwHvu3uuwL7A380M8vmzZhZOXAtcGQY023ApHDxucAu7r4zQfJNRKS1GAz8yd2HASuAI8LydN/h1wF3hd+Xk4FrUva1PTDW3X8GnA88H37X7w9cBpQDvwEeCM8VD9SL5RrgRXf/KrArMCss/14Yx0jgTDPrmu7NhDcffgfsCRwIZNMMPdO55Uufj7s/RFCr+LjwfaxLE8tXCM5le4Y1kxPAcQS1yfq6+47uvhNwexYxioiISCuk5n4imzTU3C8rZtYe2AN4MCWHVBk+7smmH0F3A5fU397d3zKzHhb099EdWO7uH4eJpj+Y2T5AEugL9CR9sivVDsCOwDNhTHFgUbhsBsEd8ceAx3J5ryIizdyH7j49nH8DGNDId/ho4H/C+buBS1P29aC7J8L5g4BvmdnZ4fM2QP9GYjkAOBEg3M/KsPxMM/t2OL81QeJoWZp97A684O5LAMzsAYLkWSZGw+cWaODzaWRfqcYAI4DXw8+xClgM/AUYaGbXAn8F/pHDPkVERKQVUZJKJD9iwIoMSS7PYh8PAUcCvQhqVkFwB7o7MMLda8xsHsEPn1S1bF4rsm65AbPcfXQDr/UNYB+CJou/NrNhGfpTERFpSTakzCcIEimNfYenSv0+X5MybwS1jmanrmxmu+cSnJntB4wFRrv7WjN7gS9/72eKKdXG80NYU6oiLM90bmno88k6fOBOdz/vSwvMvgocDEwkqC38vRz2KyIiIq2EmvuJZO8LYKuGnrv7KuBDMzsKgh8D4QU5wL+BY8P54zLs//5wvSMJElYAHYHF4Y+I/YFtGtjuI2ComVWaWUeCO9kAs4HuZjY6jKnczIaZWQzY2t3/Cfwc6AS0z+oTEBFpgRr5Dn+Zzb/D/y/Nbp4GflTXbM7MdgnL6587Uj0HTAjXj5tZB4Lv/eVhgmoIMKqR8F8F9rNgRMNy4KiUZfMIajYBHEbQ/BCyO7fUl+l9pL6fI82sR/ieuljQp1c3IObuDwO/JmjaKCIiIvIlSlKJZO8vwLfDPqv2JkgqnRN2kLsdwY+XU83sbYJ+Reo6OT8LmGhmrxP8MGiQu88i+AHwibvXNcubDIw0s2nh/t9vYLv5wBTCJnzAW2F5NUHC65IwpukEzVniwD1m9k647pXuvqKpH4qISAuR7jv8TOAUM5sBnEDwnd6QiwiSQDPMbGb4HOCfBDcSppvZMfW2OQvYP/w+fgMYBvwdKAtf7yLglUxBh+eLC4CpwLPAmymLbwb2NbPXCJoF1tX8avTc0oA7gBvrOk5PE8u7wK+Af4TxPwP0JmhO+IKZTQ/386WaViIiIiIA5p5NKyQRERERKXUWjO460t3PiDoWERERkVypJpWIiIiIiIiIiERONalERERERERERCRyqkklIiIiIiIiIiKRU5JKREREREREREQipySViIiIiIiIiIhETkkqERERERERERGJnJJUIiIiIiIiIiISOSWpREREREREREQkcv8PDa+KaPGOLycAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.5674603174603174, pvalue=1.6534900647623363e-230)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_csv(dataurl+'Regression1.csv', parse_dates=['Month'], header=0, index_col='Month')\n", "_ = analysis(df, 'Population', ['Time'], printlvl=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear fit has a very high R-squared, but is not perfect, as the residual plot indicates.\n", "\n", "**Example**: Quarterly PC device sales." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_reg = pd.read_csv(dataurl+'Regression2.csv', parse_dates=['Quarter'], header=0)\n", "df_reg['date'] = [pd.to_datetime(''.join(df_reg.Quarter.str.split('-')[i][-1::-1])) \n", " + pd.offsets.QuarterEnd(0) for i in df_reg.index]\n", "df_reg = df_reg.set_index('date')\n", "\n", "plot_time_series(df_reg, 'Sales', freq='', title='')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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QuarterSalesTimelog_sales
date
2010-12-31Q4-2010700.19366.551352
2011-03-31Q1-2011723.98376.584764
2011-06-30Q2-2011821.90386.711619
2011-09-30Q3-2011889.26396.790390
2011-12-31Q4-2011935.33406.840899
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" ], "text/plain": [ " Quarter Sales Time log_sales\n", "date \n", "2010-12-31 Q4-2010 700.19 36 6.551352\n", "2011-03-31 Q1-2011 723.98 37 6.584764\n", "2011-06-30 Q2-2011 821.90 38 6.711619\n", "2011-09-30 Q3-2011 889.26 39 6.790390\n", "2011-12-31 Q4-2011 935.33 40 6.840899" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_reg['log_sales'] = np.log(df_reg['Sales'])\n", "df_reg[:40].tail()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: log_sales R-squared: 0.980
Model: OLS Adj. R-squared: 0.980
Method: Least Squares F-statistic: 1871.
Date: Thu, 22 Aug 2019 Prob (F-statistic): 6.24e-34
Time: 10:02:37 Log-Likelihood: 32.394
No. Observations: 40 AIC: -60.79
Df Residuals: 38 BIC: -57.41
Df Model: 1
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
Intercept 4.1302 0.036 116.035 0.000 4.058 4.202
Time 0.0654 0.002 43.252 0.000 0.062 0.069
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Omnibus: 0.388 Durbin-Watson: 0.415
Prob(Omnibus): 0.824 Jarque-Bera (JB): 0.062
Skew: -0.090 Prob(JB): 0.969
Kurtosis: 3.071 Cond. No. 48.0


Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: log_sales R-squared: 0.980\n", "Model: OLS Adj. R-squared: 0.980\n", "Method: Least Squares F-statistic: 1871.\n", "Date: Thu, 22 Aug 2019 Prob (F-statistic): 6.24e-34\n", "Time: 10:02:37 Log-Likelihood: 32.394\n", "No. Observations: 40 AIC: -60.79\n", "Df Residuals: 38 BIC: -57.41\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "Intercept 4.1302 0.036 116.035 0.000 4.058 4.202\n", "Time 0.0654 0.002 43.252 0.000 0.062 0.069\n", "==============================================================================\n", "Omnibus: 0.388 Durbin-Watson: 0.415\n", "Prob(Omnibus): 0.824 Jarque-Bera (JB): 0.062\n", "Skew: -0.090 Prob(JB): 0.969\n", "Kurtosis: 3.071 Cond. No. 48.0\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "standard error of estimate:0.11045\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "KstestResult(statistic=0.40296611566774143, pvalue=2.228416605814664e-06)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = analysis(df_reg[:40], 'log_sales', ['Time'], printlvl=4)\n", "df_reg['forecast'] = np.exp(df_reg['Time']*result.params[1] + result.params[0])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.subplots(1, 1, figsize=(10,5))\n", "plt.plot(df_reg.index, df_reg.Sales, df_reg.forecast)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exponential Smoothing Forecasts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simple Exponential Smoothing\n", "\n", "The simple exponential smoothing method is defined by the following two equations, where\n", "\n", "- $L_t$, called the level of the series at time $t$, is not observable but can only be estimated. Essentially, it is an estimate of where the series would be at time $t$ if there were no random noise.\n", "\n", "- $F_{t+k}$ is the forecast of $Y_{t+k}$ made at time $t$.\n", "\n", "\\begin{align}\n", "L_t &= \\alpha Y_t + (1-\\alpha) L_{t-1} \\tag{1}\\\\\n", "F_{t+k} &= L_t \\nonumber\n", "\\end{align}\n", "\n", "\n", "The level $\\alpha \\in [0,1]$. If you want the method to react quickly to movements in the series, you should choose a large $\\alpha$; otherwise a small $\\alpha$.\n", "\n", "- If $\\alpha$ is close to 0, observations from the distant past continue to have a large influence on the next forecast. This means that the graph of the forecasts will be relatively smooth.\n", "\n", "- If $\\alpha$ is close to 1, only very recent observations have much influence on the next forecast. In this case, forecasts react quickly to sudden changes in the series.\n", "\n", "Simple exponential smoothing offers \"flat\" forecasts. That is, all forecasts take the same value, equal to the last level component. Remember that these forecasts will only be suitable if the time series has no trend or seasonal component." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Why exponential smoothing?**\n", "\n", "Note that\n", "\n", "\\begin{align}\n", "L_{t-1} &= \\alpha Y_{t-1} + (1-\\alpha) L_{t-2} \\tag{2} \\\\\n", "\\end{align}\n", "\n", "By substituting equation (2) into equation (1), we get\n", "\n", "\\begin{align*}\n", "L_{t} &= \\alpha Y_{t-1} + (1-\\alpha) \\big( \\alpha Y_{t-1} + (1-\\alpha) L_{t-2} \\big) \\\\\n", "&= \\alpha Y_{t-1} + \\alpha(1-\\alpha) Y_{t-1} + (1-\\alpha)^2 L_{t-2}\n", "\\end{align*}\n", "\n", "If we substitute recursively into the equation (1), we obtain\n", "\n", "\\begin{align*}\n", "L_{t} &= \\alpha Y_{t-1} + \\alpha(1-\\alpha) Y_{t-1} + \\alpha(1-\\alpha)^2 Y_{t-2} + \\alpha(1-\\alpha)^3 Y_{t-3} + \\cdots\n", "\\end{align*}\n", "\n", "where exponentially decaying weights are assigned to historical data." ] }, { "cell_type": "code", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "widgets.interact_manual.opts['manual_name'] = 'Run Forecast'\n", "interact_manual(ses_forecast,\n", " forecasts=widgets.BoundedIntText(value=12, min=1, description='Forecasts:', disabled=False),\n", " holdouts=widgets.BoundedIntText(value=0, min=0, description='Holdouts:', disabled=False),\n", " level=widgets.BoundedFloatText(value=0.2, min=0, max=1, step=0.05, description='Level:', disabled=False),\n", " optimized=widgets.Checkbox(value=False, description='Optimize Parameters', disabled=False));\n", "\n", "ses_forecast(12,0,0.2,False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Holt's Model for Trend\n", "\n", "Holt extended simple exponential smoothing to allow the forecasting of data with a trend. This method involves a forecast equation and two smoothing equations where one for the level and one for the trend.\n", "\n", "Besides the smoothing constant $\\alpha$ for the level, Holt's requires a new smoothing constant $\\beta$ for the trend to control how quickly the method reacts to observed changes in the trend.\n", "\n", "- If $\\beta$ is small, the method reacts slowly,\n", "\n", "- If $\\beta$ is large, the method reacts more quickly.\n", "\n", "Some practitioners suggest using a small value of $\\alpha$ (such as 0.1 to 0.2) and setting $\\beta = \\alpha$. Others suggest using an optimization option to select the optimal smoothing constant." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.tsa.holtwinters import Holt\n", "\n", "# df_house.index.freq = 'MS'\n", "plt.figure(figsize=(12, 6))\n", "train = df_house.iloc[:, 0]\n", "train.index = pd.DatetimeIndex(train.index.values, freq=train.index.inferred_freq)\n", "model = Holt(train).fit(smoothing_level=0.2, smoothing_slope=0.2, optimized=False)\n", "pred = model.predict(start=train.index[0], end=train.index[-1] + 12*train.index.freq)\n", "\n", "plt.plot(train.index, train, label='Train', c='cornflowerblue')\n", "plt.plot(pred.index, pred, label='Holt\\'s', c='orange')\n", "plt.legend(loc='best')\n", "plt.title('House Sales')\n", "plt.show()\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Damped Trend Methods**\n", "\n", "The forecasts generated by Holt's linear method display a constant trend (increasing or decreasing) indefinitely into the future. Empirical evidence indicates that these methods tend to over-forecast, especially for longer forecast horizons. Motivated by this observation, Gardner \\& McKenzie introduced a parameter that \"dampens\" the trend to a flat line some time in the future. Methods that include a damped trend have proven to be very successful, and are arguably the most popular individual methods when forecasts are required automatically for many series.\n", "\n", "```python\n", "Holt(train, exponential=False, damped=True).fit(...,damping_slope=)\n", "```\n", "\n", "In practice, the damping factor is rarely less than 0.8 as the damping has a very strong effect for smaller values. The damping factor close to 1 will mean that a damped model is not able to be distinguished from a non-damped model. For these reasons, we usually restrict the damping factor to a minimum of 0.8 and a maximum of 0.98." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Winters' Exponential Smoothing Model\n", "\n", "The Holt-Winters seasonal method comprises the forecast equation and three smoothing equations: one for the level, one for the trend, and one for the seasonal component.\n", "\n", "We use $m$ to denote the frequency of the seasonality, i.e., the number of seasons in a year. For example, for quarterly data $m = 4$, and for monthly data $m=12$. There are two variations to this method that differ in the nature of the seasonal component. \n", "\n", "- The additive method is preferred when the seasonal variations are roughly constant through the series. With the additive method, the seasonal component is expressed in absolute terms in the scale of the observed series, and in the level equation the series is seasonally adjusted by subtracting the seasonal component. Within each year, the seasonal component will add up to approximately zero.\n", "\n", "- The multiplicative method is preferred when the seasonal variations are changing proportional to the level of the series. With the multiplicative method, the seasonal component is expressed in relative terms (percentages), and the series is seasonally adjusted by dividing through by the seasonal component. Within each year, the seasonal component will sum up to approximately $m$ (average to 1)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.tsa.holtwinters import ExponentialSmoothing\n", "\n", "plt.figure(figsize=(12, 6))\n", "train, test = df_drink.iloc[:-8, 0], df_drink.iloc[-8:,0]\n", "train.index = pd.DatetimeIndex(train.index.values, freq=train.index.inferred_freq)\n", "\n", "model = ExponentialSmoothing(train, seasonal='mul', seasonal_periods=4).fit(smoothing_level=0.2, \n", " smoothing_slope=0.2,\n", " smoothing_seasonal=0.4,\n", " optimized=False)\n", "pred = model.predict(start=train.index[0], end=test.index[-1] + 4*train.index.freq)\n", "\n", "plt.plot(train.index, train, label='Train', c='cornflowerblue')\n", "plt.plot(test.index, test, label='Holdouts', c='fuchsia')\n", "plt.plot(pred.index, pred, label='Winters\\'', c='orange')\n", "plt.legend(loc='best')\n", "plt.title('Drink Sales')\n", "plt.show()\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Holt-Winters' damped method**\n", "\n", "Damping is possible with both additive and multiplicative Holt-Winters' methods. A method that often provides accurate and robust forecasts for seasonal data is the Holt-Winters method with a damped trend and multiplicative seasonality" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stationarity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A time series is stationary if the values of the series is not a function of time. Therefore, A stationary time series has constant mean and variance. More importantly, the correlation of the series with its previous values (lags) is also constant. The correlation is called **Autocorrelation**.\n", "\n", "The mean of the series should not be a function of time. The red graph below is not stationary because the mean increases over time.\n", "\n", "![](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/stationary1.png)\n", "\n", "The variance of the series should not be a function of time. This property is known as homoscedasticity. Notice in the red graph the varying spread of data over time.\n", "\n", "![](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/stationary2.png)\n", "\n", "Finally, the covariance of the $i$th time and the $(i + m)$th time should not be a function of time. In the following graph, we notice the spread becomes closer as the time increases. Hence, the covariance is not constant with time for the ‘red series’.\n", "![](https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/images/stationary3.png)\n", "\n", "For example, white noise is a stationary series. However, random walk is always non-stationary because of its variance depends on time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**How to Make a Time Series Stationary?**\n", "\n", "It is possible to make nearly any time series stationary by applying a suitable transformation. The first step in the forecasting process is typically to do some transformation to convert a non-stationary series to stationary. The transformation includes\n", "1. Differencing the Series (once or more)\n", "2. Take the log of the series\n", "3. Take the nth root of the series\n", "4. Combination of the above\n", "\n", "The most common and convenient method to stationarize a series is by differencing. Let $Y_t$ be the value at time $t$, the fist difference of $Y$ is $Y_t - Y_{t-1}$, i.e., subtracting the next value by the current value. If the first difference does not make a series stationary, we can apply the second differencing, and so on." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Y = [1, 5, 8, 3, 15, 20]\n", "First differencing is [ 4 3 -5 12 5], Second differencing is [-1 -8 17 -7]\n" ] }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y = [1, 5, 8, 3, 15, 20]\n", "print('Y = {}\\nFirst differencing is {}, Second differencing is {}'.format(Y, np.diff(Y,1), np.diff(Y,2)))\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Why does a Stationary Series Matter?**\n", "\n", "- Most statistical forecasting methods are designed to work on a stationary time series.\n", "- Forecasting a stationary series is relatively easy and the forecasts are more reliable.\n", "- An important reason is, autoregressive forecasting models are essentially linear regression models that utilize the lag(s) of the series itself as predictors.\n", "\n", "We know that linear regression works best if the predictors ($X$ variables) are not correlated against each other. So, stationarizing the series solves this problem since it removes any persistent autocorrelation, thereby making the predictors(lags of the series) in the forecasting models nearly independent." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Test for Stationarity**\n", "\n", "The most commonly used is the Augmented Dickey Fuller (ADF) test, where the null hypothesis is the time series possesses a unit root and is non-stationary. So, if the P-Value in ADH test is less than the significance level (for example 5%), we reject the null hypothesis.\n", "\n", "The KPSS test, on the other hand, is used to test for trend stationarity. If $Y_t$ is a trend-stationary process, then \n", "\n", "$$Y_t = \\mu_t + e_t$$\n", "\n", "where:\n", "- $\\mu_t$ is a deterministic mean trend,\n", "- $e_t$ is a stationary stochastic process with mean zero.\n", "\n", "For the KPSS test, the null hypothesis and the P-Value interpretation is just the opposite of ADH test. The below code implements these two tests using `statsmodels` package in python." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test on House Sales:\n", "\n", "ADF Statistic \t: -1.72092\n", "p-value \t: 0.42037\n", "Critial Values \t:\n", "\t1.0% \t: -3.45375\n", "\t5.0% \t: -2.87184\n", "\t10.0% \t: -2.57226\n", "\n", "H0: The time series is non-stationary\n", "We do not reject the null hypothesis.\n", "\n", "KPSS Statistic \t: 0.50769\n", "p-value \t: 0.03993\n", "Critial Values \t:\n", "\t10.0%\t: 0.34700\n", "\t5.0%\t: 0.46300\n", "\t2.5%\t: 0.57400\n", "\t1.0%\t: 0.73900\n", "\n", "H0: The time series is stationary\n", "We reject the null hypothesis at 5% level.\n" ] } ], "source": [ "stationarity_test(df_house.sales, title='House Sales')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test on Drink Sales:\n", "\n", "ADF Statistic \t: -0.83875\n", "p-value \t: 0.80747\n", "Critial Values \t:\n", "\t1.0% \t: -3.55527\n", "\t5.0% \t: -2.91573\n", "\t10.0% \t: -2.59567\n", "\n", "H0: The time series is non-stationary\n", "We do not reject the null hypothesis.\n", "\n", "KPSS Statistic \t: 0.62519\n", "p-value \t: 0.02035\n", "Critial Values \t:\n", "\t10.0%\t: 0.34700\n", "\t5.0%\t: 0.46300\n", "\t2.5%\t: 0.57400\n", "\t1.0%\t: 0.73900\n", "\n", "H0: The time series is stationary\n", "We reject the null hypothesis at 5% level.\n" ] } ], "source": [ "stationarity_test(df_drink.sales, title='Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecastability" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Estimate the Forecastability**\n", "\n", "The more regular and repeatable patterns a time series has, the easier it is to forecast. \n", "\n", "The **Approximate Entropy** can be used to quantify the regularity and unpredictability of fluctuations in a time series. The higher the approximate entropy, the more difficult it is to forecast it.\n", "\n", "A better alternate is the **Sample Entropy**. Sample Entropy is similar to approximate entropy but is more consistent in estimating the complexity even for smaller time series. For example, a random time series with fewer data points can have a lower approximate entropy than a more regular time series, whereas, a longer random time series will have a higher approximate entropy." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "House data\t: 0.53\n", "Drink data\t: 0.55\n", "small size random integer\t: 0.21\n", "large size random integer\t: 0.70\n" ] }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# https://en.wikipedia.org/wiki/Approximate_entropy\n", "rand_small = np.random.randint(0, 100, size=50)\n", "rand_big = np.random.randint(0, 100, size=150)\n", "\n", "def ApproxEntropy(U, m, r):\n", " \"\"\"Compute Aproximate entropy\"\"\"\n", " def _maxdist(x_i, x_j):\n", " return max([abs(ua - va) for ua, va in zip(x_i, x_j)])\n", "\n", " def _phi(m):\n", " x = [[U[j] for j in range(i, i + m - 1 + 1)] for i in range(N - m + 1)]\n", " C = [len([1 for x_j in x if _maxdist(x_i, x_j) <= r]) / (N - m + 1.0) for x_i in x]\n", " return (N - m + 1.0)**(-1) * sum(np.log(C))\n", "\n", " N = len(U)\n", " return abs(_phi(m+1) - _phi(m))\n", "\n", "print(\"House data\\t: {:.2f}\".format(ApproxEntropy(df_house.sales, m=2, r=0.2*np.std(df_house.sales))))\n", "print(\"Drink data\\t: {:.2f}\".format(ApproxEntropy(df_drink.sales, m=2, r=0.2*np.std(df_drink.sales))))\n", "print(\"small size random integer\\t: {:.2f}\".format(ApproxEntropy(rand_small, m=2, r=0.2*np.std(rand_small))))\n", "print(\"large size random integer\\t: {:.2f}\".format(ApproxEntropy(rand_big, m=2, r=0.2*np.std(rand_big))))\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The random data should be more difficult to forecast. However, small size data can have small approximate entropy." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "House sales data\t: 0.44\n", "Drink sales data\t: 1.03\n", "small size random integer\t: 2.30\n", "large size random integer\t: 2.41\n" ] }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# https://en.wikipedia.org/wiki/Sample_entropy\n", "def SampleEntropy(U, m, r):\n", " \"\"\"Compute Sample entropy\"\"\"\n", " def _maxdist(x_i, x_j):\n", " return max([abs(ua - va) for ua, va in zip(x_i, x_j)])\n", "\n", " def _phi(m):\n", " x = [[U[j] for j in range(i, i + m - 1 + 1)] for i in range(N - m + 1)]\n", " C = [len([1 for j in range(len(x)) if i != j and _maxdist(x[i], x[j]) <= r]) for i in range(len(x))]\n", " return sum(C)\n", "\n", " N = len(U)\n", " return -np.log(_phi(m+1) / _phi(m))\n", "\n", "print(\"House sales data\\t: {:.2f}\".format(SampleEntropy(df_house.sales, m=2, r=0.2*np.std(df_house.sales))))\n", "print(\"Drink sales data\\t: {:.2f}\".format(SampleEntropy(df_drink.sales, m=2, r=0.2*np.std(df_drink.sales))))\n", "print(\"small size random integer\\t: {:.2f}\".format(SampleEntropy(rand_small, m=2, r=0.2*np.std(rand_small))))\n", "print(\"large size random integer\\t: {:.2f}\".format(SampleEntropy(rand_big, m=2, r=0.2*np.std(rand_big))))\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sample Entropy handles the problem nicely and shows that random data is difficult to forecast." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Granger Causality Test**\n", "\n", "Granger causality test is used to determine if one time series will be useful to forecast another. The idea is that if $X$ causes $Y$, then the forecast of $Y$ based on previous values of $Y$ **AND** the previous values of $X$ should outperform the forecast of $Y$ based on previous values of $Y$ alone.\n", "\n", "Therefore, Granger causality should not be used to test if a lag of $Y$ causes $Y$. Instead, it is generally used on exogenous (not $Y$ lag) variables only.\n", "\n", "The null hypothesis is: the series in the second column does not Granger cause the series in the first. If the P-Values are less than a significance level (for example 5%) then you reject the null hypothesis and conclude that the said lag of $X$ is indeed useful. The second argument maxlag says till how many lags of $Y$ should be included in the test." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=0.1690 , p=0.6813 , df_denom=290, df_num=1\n", "ssr based chi2 test: chi2=0.1708 , p=0.6794 , df=1\n", "likelihood ratio test: chi2=0.1707 , p=0.6795 , df=1\n", "parameter F test: F=0.1690 , p=0.6813 , df_denom=290, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=0.6936 , p=0.5006 , df_denom=287, df_num=2\n", "ssr based chi2 test: chi2=1.4115 , p=0.4938 , df=2\n", "likelihood ratio test: chi2=1.4081 , p=0.4946 , df=2\n", "parameter F test: F=0.6936 , p=0.5006 , df_denom=287, df_num=2\n" ] }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# https://en.wikipedia.org/wiki/Granger_causality\n", "from statsmodels.tsa.stattools import grangercausalitytests\n", "\n", "df_house['m'] = df_house.index.month\n", "# The values are in the first column and the predictor (X) is in the second column.\n", "_ = grangercausalitytests(df_house[['sales', 'm']], maxlag=2)\n", "toggle()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Granger Causality\n", "number of lags (no zero) 1\n", "ssr based F test: F=74.3208 , p=0.0000 , df_denom=60, df_num=1\n", "ssr based chi2 test: chi2=78.0368 , p=0.0000 , df=1\n", "likelihood ratio test: chi2=50.7708 , p=0.0000 , df=1\n", "parameter F test: F=74.3208 , p=0.0000 , df_denom=60, df_num=1\n", "\n", "Granger Causality\n", "number of lags (no zero) 2\n", "ssr based F test: F=108.5323, p=0.0000 , df_denom=57, df_num=2\n", "ssr based chi2 test: chi2=236.1053, p=0.0000 , df=2\n", "likelihood ratio test: chi2=97.3594 , p=0.0000 , df=2\n", "parameter F test: F=108.5323, p=0.0000 , df_denom=57, df_num=2\n" ] }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_drink['q'] = df_drink.index.quarter\n", "_ = grangercausalitytests(df_drink[['sales', 'q']], maxlag=2)\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the drink sales data, the P-Values are 0 for all tests. So the quarter indeed can be used to forecast drink sales." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Components of Time Series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on the nature of the trend and seasonality, we have\n", "\n", "- Additive Model:\n", "$$\n", "\\text{Data = Seasonal effect + Trend-Cyclical + Residual}\n", "$$\n", "\n", "- Multiplicative Model:\n", "$$\n", "\\text{Data = Seasonal effect $\\times$ Trend-Cyclical $\\times$ Residual}\n", "$$\n", "\n", "Note a multiplicative model is additive after a logrithmic transform because\n", "\n", "$$\\log(\\text{Data}) = \\log(\\text{Seasonal effect}) + \\log(\\text{Trend-Cyclical}) + \\log(\\text{Residual})$$\n", "\n", "Besides trend, seasonality and error, another aspect to consider is the cyclic behaviour. It happens when the rise and fall pattern in the series does not happen in fixed calendar-based intervals. Care should be taken to not confuse ‘cyclic’ effect with ‘seasonal’ effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cyclic vs Seasonal Pattern" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A **seasonal** pattern exists when a series is influenced by seasonal factors (e.g., the quarter of the year, the month, or day of the week). Seasonality is always of a fixed and known period. \n", "\n", "A seasonal behavior is very strictly regular, meaning there is a precise amount of time between the peaks and troughs of the data. For instance temperature would have a seasonal behavior. The coldest day of the year and the warmest day of the year may move (because of factors other than time than influence the data) but you will never see drift over time where eventually winter comes in June in the northern hemisphere.\n", "\n", "A **cyclic** pattern exists when data exhibit rises and falls that are not of fixed period. \n", "\n", "Cyclical behavior on the other hand can drift over time because the time between periods isn't precise. For example, the stock market tends to cycle between periods of high and low values, but there is no set amount of time between those fluctuations.\n", "\n", "Some examples about cyclic vs seasonal pattern:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " show answer\n", " " ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hide_answer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Series can show both cyclical and seasonal behavior. \n", "\n", "Considering the home prices, there is a cyclical effect due to the market, but there is also a seasonal effect because most people would rather move in the summer when their kids are between grades of school. \n", " \n", "You can also have multiple seasonal (or cyclical) effects. \n", "\n", "For example, people tend to try and make positive behavioral changes on the \"1st\" of something, so you see spikes in gym attendance of course on the 1st of the year, but also the first of each month and each week, so gym attendance has yearly, monthly, and weekly seasonality. \n", " \n", "When you are looking for a second seasonal pattern or a cyclical pattern in seasonal data, it can help to take a moving average at the higher seasonal frequency to remove those seasonal effects. For instance, if you take a moving average of the housing data with a window size of 12 you will see the cyclical pattern more clearly. This only works though to remove a higher frequency pattern from a lower frequency one.\n", "\n", "Seasonal behavior does not have to happen only on sub-year time units. \n", "\n", "For example, the sun goes through what are called \"solar cycles\" which are periods of time where it puts out more or less heat. This behavior shows a seasonality of almost exactly 11 years, so a yearly time series of the heat put out by the sun would have a seasonality of 11.\n", "\n", "In many cases the difference in seasonal vs cyclical behavior can be known or measured with reasonable accuracy by looking at the regularity of the peaks in your data and looking for a drift the timing peaks from the mean distance between them. \n", "\n", "A series with strong seasonality will show clear peaks in the partial auto-correlation function as well as the auto-correlation function, whereas a cyclical series will only have the strong peaks in the auto-correlation function. \n", "\n", "However if you don't have enough data to determine this or if the data is very noisy making the measurements difficult, the best way to determine if a behavior is cyclical or seasonal can be thinking about the cause of the fluctuation in the data. \n", "\n", "If the cause is dependent directly on time then the data are likely seasonal (ex. it takes ~365.25 days for the earth to travel around the sun, the position of the earth around the sun effects temperature, therefore temperature shows a yearly seasonal pattern). \n", "\n", "If on the other hand, the cause is based on previous values of the series rather than directly on time, the series is likely cyclical (ex. when the value of stocks go up, it gives confidence in the market, so more people invest making prices go up, and vice versa, therefore stocks show a cyclical pattern).\n", "\n", "The class of exponential smoothing allows for seasonality but not cyclicity. The class of ARMA models can handle both seasonality and cyclic behavior, but long-period cyclicity is not handled very well in the ARMA framework.\n", "\n", " $\\blacksquare$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Decompose a Time Series" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Multiplicative Model\t: Observed 401.000 = (Seasonal 479.897 * Trend 0.996 * Resid 0.839)\n", "Additive Model\t\t: Observed 401.000 = (Seasonal 479.897 + Trend -5.321 + Resid -73.576)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "decomp(df_house.sales)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Multiplicative Model\t: Observed 1807.370 = (Seasonal 2401.083 * Trend 0.875 * Resid 0.861)\n", "Additive Model\t\t: Observed 1807.370 = (Seasonal 2401.083 + Trend -452.058 + Resid -141.655)\n" ] }, { "data": { "image/png": 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\n", 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/7py1hds/3Mzce/vQs3mDS55b2m9+q2mllFJKKVW2JbsT6Bzsz60RzS7ZNye/iGve+IW/Ld7HsscG4+5avZm6hUXFrDt0ipHhTXFkb7iWjeoxf2o/7py1hYmztvDx3VfQ18GAXreaVkoppZT6HTpxOptdJ88yrkdIhfp7e7gyfWw4h5Iz+WRDTDWPDnaePEt6bmGZ+ceXEtbAhwVT+9M0wIvJn2xl/eFUh87XAFkppZRS6ndoye54AMZ2r1iADHB15yCu7tSEN1ceJvFcTnUNDYDVB1JwdREGtm1UqfOD/L2YP7U/LRvW494521gVnVzhczVAVkoppZSqBtGJ6Yx+ax2zN8RQUFRc28O5wJLdCUS0aEBofW+Hznt+bDhFxYZ/LN1fTSOzWXPwFL1bNCDA273S12jk68mXU/rRsakfUz/dzvd7Eyt0ngbISimllFLV4OP1MexPTGf6d/sZ+cZafopKwpjaL50GcCApnUPJmRVOr7DXLNCHR69qy/d7k1h76FQ1jA6S03PZn5jO0A5V38+ivo8Hn93fl+7N6vPIvB0s2hl/yXM0QFZKKaWUcrLMvEKW7U1kwhXN+GhyBCIw5dPtTJi5mT1xZ2t7eCzZlYCrizC6a3Clzn9gSGtaN6rH80uiyCus+sYcpZWUdxvWwfH847L4e7kz994+9G3VkCcW7GL+thMX7a8BslJKKaWUky3dnUB2fhG3XtGM4Z2C+PHxIfzj+i4cSclk3DsbeGL+LuLPVm8Ob3mMMXy3J4EBbRrSyNezUtfwdHPlhfHhxKRmMfOXY04eoW33vKb+XnRs6ue0a9bzdOOTe65gSLvGPPvNXuZsPF5uXw2QlVJKKaWc7MttJ2nXxJeezeoDts0s7urXgjVPD+WhoW1YtjeRq/69hld/OEBGbkGNjm3nybOcTMthfI/QKl1ncLvGXNc1mHdWH+FkWraTRgcFRcWsP5zK0A6NHSrvVhFe7q7MnNSbEZ2DeH5JVLn9NEBWSimllHKiQ8kZ7Dp5ltuuaHZBgOfn5c4zozqy+o9DGd01mPfWHGXoa2v4dHMshTW0kG/JrgQ83FwYGR5U5Wv9ZUwnXF2EF74rP9h01PbYM2TkFTol/7gsnm6uvHtnLx4e1qbcPhogK6WUUjWkuNjw9fa4ai+PpWrX/G0ncXcVbuwVVm6f0PrevHFbD5Y8MpA2TXz566J93DRjI0dPZVbr2IqKjW32ukMT/LwqXx2iRHCAN49f3Y6V0Sms2F/xMmoXs+bgKdyqUN6tItxdXXh6ZMdyX9cAWSmllKohqw+m8MevdnPzjE0cT82q7eFc1jYfO82bKw9RVFw3qkKUyC8sZuHOeK7pHERgPY9L9u8WVp/5U/rxzh09iU3L5rr/rmPOxuPVVu1i87HTnMrIq1T1ivLcM7AV7YN8mb4kipz8qi/YW3MwhYiWDZwSwFeWBshKKaVUDZm1LobGfp7kFBRx6webOJycUdtDuiyl5xbwyLydvLnyMM98vYfiOhQkr4xOJi0rv0JbN5cQEcZ0C+Gnx4fQr3VDnl8SxaSPt5J0Ltfp41u8Kx5fTzeuqsTudOVxd3Xh7+O7EH82h3dXH6nStRLP5XAgKcNp1SsqSwNkpZRSvwnFxYYDSel1bkaxxL74c2w6dpr7B7Vi/pR+ANw2czP74s/V8sguP//58SBpWXnc0juMb3bE8edF++pMfeH5204SEuDF4HaO58828ffik7uv4MXruxB5/Awj31zLkt0JThtbXmERy/clMaJzEF7urk67LkC/1g25oWcoM9ce41gV0kTWWOXdhmqArJRSSlXdvK0nGPXmOga98jOv/nCg2nM5HfXx+hh8PFyZ0Kc57YL8WDC1P97urtz+4WZ2nDhT28P7FWNMnQk4S9sbd45PN8dyV78WvHpzNx4e1oYvtp7ghe/21/qYE87msPbwKW7uHYarS+WqL4gIE/u14Ps/DKZVo3o89sVOHv1iJ+eyq17p4peDp8jILWSsE9Mr7E0b3RFPNxeeXxJV6b/FmoMphAR40T7I18mjc0yNBMgiclxE9orILhGJtNoCRWSFiBy2HhvY9Z8mIkdE5KCIjLRr721d54iI/FecXftDKaXUZevLbSdo2dCHjk39+GDtMYb/5xfGv7uBTzcd52x2fq2OLelcLkt2J3BrRLPz2+a2bFSP+VP70bCeB3fN2sKmo6drdYwljDHcOGMjA1/+mVd+OMChOpQGUlRs+MuivQTW8+TJER0QEf44ogP3D2rF7I3H+dfyA7UaJH+9PQ5j4BYH0ivK06pRPb7+v/48dU17lu9NZOSba1l3uGq71i3ZnUADH3cGVdPityZ+Xjw1oj3rDqfy/d4kh8/PL7SVd7uyQxOnl3dzVE3OIA8zxvQwxkRYz/8ErDLGtANWWc8Rkc7ABCAcGAW8JyIl3wPMAKYA7axjVA2OXymlVB0VlXCOffHp3DOwFZ/c04dN067iz6M7kVdQxF8XR9HnpVU8+Nl2Vu5PpqCGSmnZm7PpOMXGcO/AVr9qD2vgw4Kp/Qmp783dn2xlzcGUGh9baauiU9h54iyBvh7MXHuMEW+sZfRb6/hw7TGS052fE+uIL7aeYHfcOf46ptP5Dxoiwp+v68Sk/i2YufYYr684VCtjKy42LIg8ycC2DWkW6OOUa7q5uvDo8HYsfGggvl5u3PXRVp5fvK9SC+Gy8gpZGZ3M6K7BuLtWX/g3sV8LOgf784+l+x3+YBoZm0ZWfhHDqqm8myNqM8ViPDDH+nkOcL1d+5fGmDxjTAxwBOgjIsGAvzFmk7F9PJxrd45SSqnfsa8i4/BwdWG89dVxEz8vHhjSmh8eH8KyxwYxsV8Ltsakcf/cSPr9cxUvfBdFamZejYwtK6+QzzfHMjK8Kc0bXhg4NfH34ssp/WjbxJcH5kbyY5TjM2/OYozhndVHCGvgzaKHBrLlueFMH9sZdzcXXvo+mn7/WsXEWVv4enscmXmFNTq21Mw8Xv3hAP1bN2Rc91+nCIgI08eGM+GKZrz98xHeXnW4RscGsOnYaeLO5Di0OK+iuoYFsPTRQdwzsCVzNsVy8/sbSXdwc5GV0cnkFhRXeXOQS3FzdeHlm7qSlpXPY1/ucmhNwJqDp3B3rd7ybhVVUwGyAX4Ske0iMsVqCzLGJAJYjyXZ2KHASbtz46y2UOvn0u1KKaV+x/IKi1i0K54R4UHU97mwrFZ4SAB/G9uZzc8N56PJEfRtHchnm2O5d/Y2cguqXpLqUr7ZEUd6biH3D25Vbp+Gvp7Me6AfXUIDeOjzHSzeFV/t4yrLpmOn2XXyLP93ZRvcXF1o5OvJ3QNbsfjhgfz81JU8elU7TqRl88evdhPx4goe/WIn3+1OYHvsGeLOZJNXWH3v57++P0BOQRH/uD68zK/fXVyEf97QlRt7hvKfFYeYufZotY2lLPO3nSTA252R4U2r5fpe7q48PzacWZMiOJiUwZS5kQ7987tkVwLBAV5EtGhw6c5V1C2sPtPHhbP20CnecGBGf83BFPq0CqSep1s1jq5iamoEA40xCSLSBFghIgcu0respBNzkfYLL2ALwqcANG/e3NGxKqWUuoys2J/M2eyCS87cubu6MLxTEMM7BfFTVBJTPt3OtG/38vqt3ast37Go2PDR+hh6NKtPr+YXD0wCvN359L6+3D9nG4/P30VuQRG3XVGz/w97d/URmvh5cnPvCze4aN3Ylyevac8TV7djx4mzLNoZz9I9CXxXqspCAx93mvh50cTf8/xjkJ8noQ18GNqhcaW+3t9y7DTf7IjjoaFtaNvEr9x+Li7Cqzd3I7+omH9+fwBPN1cmD2jp8P0cdTY7nx+ikrj9imZOrw5R2tWdg/j3Ld15fP4unlywi7dv73XJBYFns/NZe/gU9wxshUslFw866o6+zdkTd5Z3Vh+ha1jAJT84xJ/N4VByZrXMwFdGjQTIxpgE6zFFRBYCfYBkEQk2xiRa6RMliVdxgP27EwYkWO1hZbSXdb+ZwEyAiIiIurkMVymllFMsiIwjJMDLoa9lR4Q35clr2vP6ikOEh/hz/+DW1TK2ldHJxJ7O5pmRHSsUhPt6ujH7nj5M/XQ7z36zlzPZBUwd0rpGFiztPHGGDUdO8+fRnS4a5IkIvVs0oHeLBvx1TGcOp2SQkpHHqfQ8ktNzScn43+PRlFROZeZRUGT7X/HAtg15945eZc70l6egqJi/LNpHaH1vHr2q3SX7u7m68MZtPSgoKub5JVG4u7pwR9/q/aCxaGc8+YXF3HpFzQR31/cMJTUzjxeXRdPIN4oXxpU9q15i+b4kCorMBakp1W36uHCiE9N5asFu2jzsS9sm5VemKMm/r67tpR1V7QGyiNQDXIwxGdbPI4C/A0uAycDL1uNi65QlwDwReR0IwbYYb6sxpkhEMkSkH7AFmAS8Xd3jV0opVXclnM1h3eFTPDqsrcNltR4Z1pboxHT++X007YP8GNLe+f9j/mhdDKH1vRkZHlThc7zcXZk5qTdPzt/Ny8sPsC0mjddu6V6hXdmq4r01RwnwdncomPRwcyE8JIDwi/QpLjacyc5nxf5k/rY4iuvf3cCsyREXnQm29/H6GA6nZDJrUgTeHhWbnXV3deHt23vxf59t58+L9uLh5lLmrLgzGGOYHxlHl1B/wkMCquUeZbl/cGtSMvKYufYYjX09eXR4+R8eFu+Kp3WjeoSH+NfY+MD2z/KMib0Z+/Z6pn4ayeJHBuFbTvrE6gOnCGvgTZvGtVverURN5CAHAetFZDewFVhmjPkBW2B8jYgcBq6xnmOMiQIWAPuBH4CHjTElSTYPArOwLdw7CiyvgfErpZSqo76xymrd3NvxmTsXF+Hft3SnfZAfj8zbQYyTt37effIsW4+ncc/Alrg5mFbg6ebKO3f0ZPrYzqw7nMrot9ax5Vj1lYE7kJTOiv3J3DOwpdPzP11chIa+nkzo05wvpvQlM6+QG97dWKGKHfFnc3hz5WGu7hTE1Z0r/iEDbMH7e3f2YmCbRjz99W7unxPJ6gMpTt9IZl98OtGJ6dxWC6kBfxrV8XzO9ZdbT5TZJ+lcLlti0hjbPaRWSqeF1Pfm7Tt6cvx0Nn9csLvMMnx5hUVsPJrK0A6Na728W4lqD5CNMceMMd2tI9wY85LVftoYM9wY0856TLM75yVjTBtjTAdjzHK79khjTBfrtUdMbVcEV0opVWuKiw1fbY+jf+uGZVaHqIh6nm58OCkCVxfhgbmRZDhYGeBiZq2Pwc/Tjdsq+bW7iHD3wFZ8+9AAvD1sG4q8tfJwtewUOGPNUep5uHJ3Nefr9m4RyOJHBtEs0Id7Z29j1rpjF61b/PfvojAYpo/rXKn7ebm78uGkCB4a2oZdJ89wz+xtDHl1Ne/8fJgUJ5Wsmx95Ak83F8ZVc3WIsri4CK/c3I0r2zfmuYV7+amMCihL9yRgDIyrps1BKmJAm0ZMu7YjP0QlMeOXCxdPbos5Q3Z+Ua1vL21Pd9JTSil1WdoSk8aJtGxuvaJqX503C/Th3Tt7EZOaxRPzd1HshAA0/mwO3+9NZEKfZvh5uVfpWl1CA/ju0UGM7xHKGysPceeszU6tRxx7OovvdicwsV8Lh3KDKyu0vjdfP9ifEZ2b8uKyaJ79Zk+Z1S9+PpDMj1HJPDa8HWENKl9X2NvDladHdmTjn4bz7h29aNnIh3//dIgBL//Mg59tZ93hU5X+m+cWFLF4VwLXdml6vi5zTXN3tc2Udw0N4NEvdhJ5PO1Xr3+3O4HwEP9aT124b1ArxnYP4d8/HmTtoV9veLLmYAoeri70b9OwlkZ3oQoFyFbub3p5R3UPUimlVN137FQmf/9uP2PeXsfBpOrffe2ryJP4eboxKjy4ytca0KYRfxvTmZXRKbyxsuobTczZeByAuweWX9rNEb6ebrxxWw/+fUt3dp88x7VvrWP1AedsKvL+L0dxc3XhvkHOGWtF+Hi48d6dvXhseDsWRMYxcdaWX9Wlzskv4vklUbRpXI/7BzlnAaWHmwvXdQvm8/v7sfqPQ7l3UCs2HzvNXR9tZdh/1vD+L0cdro29fF8iGbmFNV5tpLR6nm58fPcVhNb35t7Z287vfng8NYvdcefO1wevTSLCKzd1pX2QHzdudL0AACAASURBVI99uZOTadnnX1t9MIW+rQPx8aj98m4lKhQgG2P8jDH+wJvYdrwLxVZF4lngxeobnlJKqbqsqNjwU1QSd320hav+8wtzNx0n9nQ2987eRkpG9e26lp5bwPf7EhnbI6TCC7cuZVL/FtwWYdtoYtmexEpfJzOvkC+2nGB012BC63s7ZWwlbu4dxtLHBhHk78U9s7fx0rL95BdWfmfApHO5fL09jlsjwmji7+XEkV6ai4vw5DXtefv2nuyJO8f4dzYQnWibc3tvzRFOpuXwj+u74OHm/C+7WzWqx3OjO7H5ueG8NaEHQf5evLz8AP3/tYon5u8iKuFcha4zf9tJWjT0oV/rQKeP0VENfT2Zc28fvNxdmfTRVuLP5pwvwTemW+0HyGD7YPTBXb0pLjZM/XQ7OflFnEzL5uipLIbWofQKcDzFYqQx5j1jTIYxJt0YMwO4qToGppRSqu5Kzczj3dVHGPLqaqZ8up3DyZk8eU17Nk67inn39yMtK58H5kRWakvcili6O5HcgmKn1kwVEf5+fTi9WzTgj1/tZn9C5b4gnb/tJBl5hdU2I9umsS8LHxrApP4t+HBdDDe/v5HY05VbYPjhumMUG5g6pI2TR1lxY7uH8NX/9aewuJibZmzko/UxfPDLMW7oGcqANtW7o5qnmyvje4SyYGp/Vj45hDv7tuCnqCSu++967vhwM6sPpJSbfhF7OovNx9K4NaJZnVlY1izQhzn39iErr5DJH2/l253x9GkZSIiTP6hVRYuG9XhrQk+ik9L588K95xdr1oXtpe05GiAXicidIuIqIi4icidQ/dsQKaWUqnXGGLbHnuHxL3cy4F8/89qPB2nR0If3J/Zi/bPDeGx4O5r4edE1LIA3J/RgT/w5nlzgnJze0hZEnqR9kC/dw5xbVsvTzZUZE3sR4O3OA3MjScvKd+j8wqJiPtkQwxUtG9CjWX2njs2el7srfx/fhfcn9uJ4ahZj/ru+QlUh7KVl5TNvywnG9wihWWDlc3ydoVtYfZY8Moh2TXz5x9L9eLq7MG10xxodQ9smfkwfF87GacOZdm1HYlKzuGf2Nka8uZYvtp64YNe6BZEncRG4qVf1lI+rrE7B/nw4OYITadnEpGYxtg6kV5Q2rGMTHh/enm93xvP6ikM0D/ShVaN6tT2sX3E0QL4DuBVIto5brDallFK/Ydtj0xjz9npumrGRVdEp3NG3OSufHMK8B/oxqkvwBWXMRoY35blrO7F8XxKv/njQqWM5lJzBrpNnq23mromfFzMn9SY1M4+HPt9OQVHFUxh+2p9M3Jkc7nNS3uyljOoSzPd/GEyYVRXi4/UxF60KYe+TDTHkFhbx0NDamz22F+Tvxfyp/Zk6pDX/uaU7TfxqNuWjRIC3O1OvbMPaZ4bx1oQeeLm7MO3bvQx8+WfeXHmI1Mw8CouK+Xp7HEM7NKFpQO2M82L6tW7I27f3pF/rQMZ2q3qOfnV49Kq2XN2pCWeyCxhWh8q7lZDfeqW0iIgIExkZWdvDUEqpy5YxhmvfWsfZ7AIeuaotN/QMrVCtXGMMf160j3lbTvDyjV2Z0Mc5C5leWrafTzYcZ/Nzw2nk6+mUa5Zl4c44npi/m6EdGnN7n+Zc2b7xJbcRvvG9DZzOyufnp4Y6vHFJVWTlFfLE/F38tD+Z2/s05+/jwy+6pXNGbgEDXv6ZQW0bMWNi7xob5+XIGMPmY2nMWneMVQdS8HBzoX/rhvxy6BTvT+zNqC4X30JZlS89t4Dpi6OYcmVrOjat2U1MSojIdmNMROl2h5YLikh7YAYQZIzpIiLdgHHGGF2op5RSv1E7T57lQFIG/7yhq0O7rIkIL4wL52RaNn9ZtI9mgT4ObQddloKiYr7dEc/wTk2qNTgGuKFnGMnpecxYc5Q1B0/h4+HKsA5NGNWlKcM6NrlgR7DtsWfYceIsL4wLr9HgGGxVDN6f2Jv/rDjIu6uPEpOayYw7e9OgnN33Ptt8gozcQh4a2rZGx3k5EhH6t2lI/zYNOZKSyUfrY/h2RxxB/p4M71S3FpZdbvy93Hn9th61PYwyOTSDLCK/AE8DHxhjelpt+4wxXappfFWmM8hKKVU1T3+1m+/3JrLlz1eXu03sxaTnFnDzjI0knstl4UMDKrzFcFl+jEpi6qfb+WhyBMM7ObazWmUVFBWz+dhplu9L4qeoJFIz8/Fwc2FIu0aM6hLMNZ2CCPBx56HPt7P+cCqbpg13+m50jli4M45nv95LcH0vPipjS+fcgiIGvfIznUMCmHtvn1oa5eXtTFY+BUXFNV75QzmfU2aQAR9jzNZSeSKFVRqZUkqpOis9t4Dv9iRwQ8+wSgXHYJsl+vjuK7j+3Q3cM3sbCx8aWOnZ368iT9LYz5Mr29fcind3VxcGt2vM4HaN+cf4LmyPPcPyfYn8uC+JldEpuLkI/Vo3ZOPRVKZe2aZWg2OwzXw3D6zH1E8jueHdjbxzZ69fvV/zt50kNTOfh+tI7vHlqLyZefXb4egivVQRaQMYABG5Gah8sUillFJ12qKd8eQWFHNHFfOHwxr48OGkCFLS85gyN/KCigAVkZKey+qDp7ipV9gFiwJriquL0KdVIM+PDWfDn65i0cMDuW9wK06eycbHw43J/VvWyrhK692iAYseHkhoA2/u+WQrszfYFu/lFxbzwS9HuaJlA/q2rju7lilV1zj6MfdhYCbQUUTigRjgTqePSimlVK0zxjBvywm6hPrT1Qnl1Ho2b8Abt/Xgoc938PTXe3jrth64OJCr++3OeIqKDbdE1I2yWiJCj2b16dGsPn8a1ZH8omI83ZyzaYkzhDXw4ZsHB/D4/F1M/24/h1Iy6RISQMK5XF66sWttD0+pOs3RADnWGHO1iNQDXIwx1b+XqFJKqVqxy1qc99INzltmMrprMM+O6sgrPxygZUMfnhrRoULnGWNYEHmSiBYNaNPY12njcRYRqVPBcYl6nm58MLE3r/10kBlrjiIC4SH+DK3BFBWlLkeOfkcVIyIzgX5ApiMnWpuL7BSRpdbzQBFZISKHrccGdn2nicgRETkoIiPt2nuLyF7rtf9KXSuap5RSvyFfbD2Bj4cr47o7d6OB/7uy9fktnZ/+ajcbjqRSeIlawztOnOHYqSyn7pz3e+HiIjw7qiOv39odP083nhrRvs7VnFWqrnF0BrkDMBZbqsVHVrD7pTFmfQXO/QMQDZQUuvsTsMoY87KI/Ml6/qyIdAYmAOFACLBSRNobY4qwlZibAmwGvgdGAcsd/B2UUkpdQnpuAd/tTuT6niH4ebk79doiwos3dMHVVVi0M56vtsfRyNeDUV2aMqZbCFe0DLygTNqCbXH4eLgyuo5uenA5uLFXGDf0DNXgWKkKcGgG2RiTY4xZYIy5EeiJLdj95VLniUgYcB0wy655PDDH+nkOcL1d+5fGmDxjTAxwBOgjIsGAvzFmk7HVpptrd45SSiknWrwrgZyCIm530uYepbm7uvDPG7qy46/XMOPOXvRt1ZCvt8cxYeZm+v9rFdOXRBF5PI3iYkNWXiFL9yQwpltwpStpKBsNjpWqGIf/SyMiVwK3AdcC27BtPX0pbwLPAPbFGIOMMYkAxphEESmpth2KbYa4RJzVVmD9XLpdKaWUE5UszgsP8adraNUX512Ml7sr13YN5tquwWTnF7IqOoWlexKYt/UEszceJzjAi/ZBfmTlF2l6hVKqxji6k14MsAtYADxtjMmqwDljgBRjzHYRGVqR25TRZi7SXtY9p2BLxaB58+qZ/VBKKWcpLjYOVXOobrvjzhGdmM6L13ep0RlHHw83xnYPYWz3EDLzClm5P5mlexJYeyiVDkF+9G7R4NIXUUopJ6hwgCwirsAnxpi/O3iPgcA4ERkNeAH+IvIZkCwiwdbscTCQYvWPA+ynCcKABKs9rIz2CxhjZmIrR0dERETFtwpUSqkalltQxNi31+Pl7spfx3SmT6vA2h4SX2yxLc4b38O5i/Mc4evpxvU9Q7m+ZygZuQWApgcopWpOhXOQrUVywxy9gTFmmjEmzBjTEtviu5+NMROBJcBkq9tkYLH18xJggoh4ikgroB2w1UrHyBCRflb1ikl25yil1GXp/V+Ocjglk8Rzudz6wSYenreDk2nZtTaejNwCluxOYFx35y/Oqyw/L/c6Mxal1O+DoznIG0XkHWA+cD69whizoxL3fhlYICL3ASeAW6xrRYnIAmA/tm2sH7aCc4AHgdmAN7bqFVrBQil12TqZls2MNUe5rlswr93cjQ9+OcYHa4+yYn8yUwa35sGhNb9tcXUvzlNKqcuB2ApCVLCzyOoymo0x5irnDcm5IiIiTGRkZG0PQymlLjBlbiTrDqey6qkrCanvDUDC2Rxe+eEAi3clEOTvyTMjO3JDz9AayVE2xnDdf21VO5c9NkhTGpRSv3kist0YE1G63dEyb8PKOOpscKyUUnXVmoMp/LQ/mUeHtz0fHAOE1PfmrQk9+ebBATQN8Oapr3Zzw3sb2B6bVu1j2hN3jv2J6dzet7kGx0qp3zWHAmQRCRKRj0RkufW8s5UioZRSddLWmDQOJKWTX3jxndpqUl5hES98t59Wjepx36BWZfbp3aIBCx8cwOu3dicpPZebZmzisS92En82p9rG9cXWE3i71+7iPKWUqgscTW6bDXwC/Nl6fghbPvJHThyTUko5xYr9yTww15Zi5eYitGnsS4emfrYjyPYY1sC7xmdLP1ofQ0xqFnPu7YOnm2u5/VxchBt7hTGqS1PeX3OUD9YeY+meBAa3a8wNPUMZER6Ej4dzcpRLFueN7R6Mvy6IU0r9zjn6X9ZGxpgFIjINwBhTKCJFlzpJKaVqWkFRMf/6Ppo2jevx2PB2HEzK4GBSBttjz7Bk9/8qRPp6utE+yJcOTf0Z2z2YAW0aVeu4Es/l8PaqI4zoHMSV7RtX6BwfDzeeHNGB2/o054stJ1i4M57H5+/Cx8OVUeFNub5nKAPbNrpge2ZHLNmdQHZ+EXf0bVHpayil1G+FowFylog0xNqgQ0T6AeecPiqllKqizzfHciw1i48mRzC8U9CvXsvILeBQcgYHrKD5QFIGy/Yk8MXWE9w7sBXPjOqAl3v5M7tV8eKyaIqN4a9jOjt8bmh9b/44sgNPXtOeyNgzLNwZx9I9iXy7M57Gfp6M7x7C9T1DCQ/xd3hW/IutJ+gU7E/3sOrdOU8ppS4HjgbIT2KrU9xGRDYAjYGbnT4qpZSqgnPZBby56jAD2zbkqo5NLnjdz8ud3i0C6d3if5ty5BYU8a/vo/l4QwwbjqTy1u096NjU36nj2ngklWV7Enni6vY0C/Sp9HVcXIQ+rQLp0yqQ58eGs+ZgCt/uiGfOpuPMWh9Duya+3NArlPE9Qgm1WwBYnj1xZ9kXn84/xofr4jyllMLBMm8AIuIGdMC29fNBY0xBdQzMWbTMm1K/Py8t28+s9TEse3QwnUMcC3JXH0zh6a/2kJ5TwDOjOnDvwFZOKbFWUFTM6LfWkVtYxIonrqyWGeqz2fks25vIwh3xRMaeAaBPq0Cu7xHKdV2DCfApO7d42rd7WLgznq1/vlrzj5VSvytOKfMmIrcA3saYKOB6YL6I9HLSGJVSqspiT2cxZ2Mst/QOczg4BhjWoQk/Pj6YIe0b8+KyaCZ/spXk9Nwqj2vOxuMcTsnk+THh1Za+Ud/Hgzv7tuDrBwew7plh/HFEe05n5vHcwr1c8dJKpsyNZPneRHIL/rd0JDOvkMW7EhjbLUSDY6WUsjiaYvFXY8xXIjIIGAn8G5gB9HX6yJRSqhJe+eEAri7CUyM6VPoaDX09+XBSb77YepJ/LN3PyDfX8vKNXRnVJbhS10tJz+XNlYcZ1qExwztdmPJRHZoF+vDIVe14eFhbohLSWbgzniW7E/hpfzJ+Xm6M7hLM+J4hHDuVZS3O053zlFKqhKMBcsm0w3XADGPMYhGZ7twhKaVU5UQeT+P7vUk8cXV7gvy9qnQtEeGOvs3p1zqQx+fv4v8+28GtEWE8Pzbc4e2fX15+gPzCYp4fW/M5viJCl9AAuoQG8NzoTmw8msqinQks3ZPA/MiTAHRs6kePZvVrdFxKKVWXORogx4vIB8DVwCsi4omDaRpKKVUdiosN/1gWTZC/Jw8MKXvzjcpo3diXbx4cwFsrD/PemiNsiUnj5Ru70bdVYIVyk7cdT+PbnfE8MqwtLRvVc9q4KsPVRRjcrjGD2zXmxeu7sDI6mR+ikri5V5guzlNKKTsOLdITER9gFLDXGHNYRIKBrsaYn6prgFWli/SU+n1YvCueP3y5i9du7sYtEc2q5R5bY9J4Yv4u4s/m4O/ldr6SRJ9WDekS4o+b66/nCwqLihnz9nrScwpY+dSVTtvUQymllHOUt0jPof9aG2OyReQ4cK2IjAI21OXgWClV+/IKizibXUATP89qm6XMLSji1R8OEh7iz029wqrlHmCrCPHjE0P4KSqJrTFpbI1JY2V0CgA+Hq70btGAvlbA3C0sgAWRJzmQlMGMO3tpcKyUUpcRh/6LLSJ/A24BvrWaPhGRr4wxLzp9ZEqpOi+vsIjkc3kknMsh6VwuiedySTyXc/4x6VwuqZn5APRpGcj0ceGVqixxKR9viCH+bA6v3dLNKSXZLsbX040be4VxoxWIp2Tksi3mDFtjTrMlJo1//3QIAA83FwQY1LYRo7o0rdYxKaWUci5HUyyigZ7GmFzruTewwxjT6SLneAFrAU9sAfnXxpjnRSQQmA+0BI4DtxpjzljnTAPuw7Yo8DFjzI9We29gNuANfA/8wVziF9AUC6Wqx7wtJ/jr4n0UFf/6X0F/LzeCA7wJru9FcIAXTf29cXMVPlofw9nsfO7o25ynrulAg3oeThlHamYeQ19bQ7/WDZk1+YJvyWrc2ex8th23BcwHkzN5YVw4rWo591gppVTZnJJigS2Q9QJKioJ6AkcvcU4ecJUxJlNE3IH1IrIcuBFYZYx5WUT+BPwJeFZEOgMTgHAgBFgpIu2NMUXYSspNATZjC5BHAcsd/B2UUlW0PfYMzy/ZR5+WgdzQK5SQAG+aBtgC4vIqPEzs24I3Vh7i082xLN2TyFMjOnBHn+a4VnHG982Vh8gtKGLa6I5Vuo6z1Pfx4JrOQVzTOejSnZVSStVJFQqQReRtwGALdqNEZIX10tXA+ouda83wZlpP3a3DAOOBoVb7HGAN8KzV/qUxJg+IEZEjQB8r99nfGLPJGtNcbJuVaICsVA1Kzczj4c93EBzgzft39SbAu2KbSwT4uDN9XDgT+jTjhSX7+euifczbcoIXxoXTp1XgpS9QhsPJGczbcoJJ/VvSprFvpa6hlFJKlVbRGeSSHIX9wCqgGFv6w+qKnCwirsB2oC3wrjFmi4gEGWMSAYwxiSJSUj0/FNsMcYk4q63A+rl0u1KqhhQWFfPovJ2cyc7n24cGVDg4ttexqT/zHujL8n1JvLQsmls/2MS47iE8N7oTTQMcq138z++jqefpxmPD2zk8DqWUUqo8FQ2Q5wEvAfcCsdhqHzcDPgGeu9TJVnpEDxGpDywUkS4X6V7W963mIu0XXkBkCrZUDJo3192hlHKWf/90iE3HTvPvW7oTHhJQ6euICKO7BjOsQxNm/HKU9385ysroZB4e1pZ7B7bC2+PSWzGvO3yK1QdP8dzojgQ6KZ9ZKaWUgooHyK8CvkArY0wGgIj4Y9tq+jXg8YpcxBhzVkTWYMsdThaRYGv2OBhIsbrFYQu+S4QBCVZ7WBntZd1nJjATbIv0KjI2pdTF/bAvifd/OcodfZtzc2/nlFLz9nDlyWvac0vvMF5aFs1rPx7ktR8P0sjXw7bQL8CLkPq2x+D63oRYj418PXhpWTTNAr2ZPKClU8ailFJKlahogDwGaG9fMcIYky4iDwIHuEiALCKNgQIrOPbG2oUPWAJMBl62HhdbpywB5onI69gW6bUDthpjikQkQ0T6AVuAScDbFf9Vlbp8JJzNYXvsGULqe9OsgTeNq7GGcEUcO5XJH7/aTfewAJ4f29np128W6MP7d/Vm87HTbItJI8EqE3f8dBabjp4mI6/wV/1FwBh4945eeLpderZZKaWUckRFA2RTVjk1K2i91AxtMDDHykN2ARYYY5aKyCZggYjcB5zAVl8ZY0yUiCzAlu9cCDxspWgAPMj/yrwtRxfoqd+gtKx8bnhvA8npeefbPN1cCG3gTVgDH8IaeFuH7eeWDetVa4pBdn4hD362A3dX4b2Jvas1IO3XuiH9Wje8oD0jt4DEc7kknM05/+jl7srorlpfWCmllPNVNEDeLyKTjDFz7RtFZCK2GeRyGWP2AD3LaD8NDC/nnJew5TyXbo8ELpa/rNRlzRjDM1/v5kxWAR9NjsBFhJNnsok7k0Oc9bgv/hxpWfm/Oi+iRQPGdAtmdLdgmvg5ttDtUuOZ9u1eDqVkMOeePoTW93batR3h5+WOn5c77YP8auX+Simlfl8qGiA/DHwrIvdiq0ZhgCuwzeTeUE1jU+p3Z/bG46yMTuH5sZ0Z3qn8OrpZeYXEn83hZFo2UQnpLNuTyPTv9vPC0v30bRXI2O4hXNsluMozy3M3xbJ4VwJPXdOeIe0bV+laSiml1OXC0Z30rsK2gYcAUcaYVdU1MGfRnfTU5WJf/DlufG8jQ9o34sNJEQ7nHB9OzuC7PYks3ZPAsVNZuLoIA9o0ZGy3EEaGNyXAx7GSbNtjzzBh5iaGtGvMh5Miqn0LZ6WUUqqmlbeTnkMB8uVIA2R1OcjKK2TM2+vJzi9k+R+GVGnm1xhDdGIGS/cksHRPIifSsnF3FQa3a0zfVoF0DPanU1O/iy78S83MY8x/1+Ph5sJ3jwxyOLhWSimlLgfO2mr6dy01M4/9CekMbteoVisKqN+evy2OIvZ0FvMe6FfltAgRoXOIP51D/Hl6ZAf2xp9j6Z5Elu9L5OcDKef7BdbzoGNTPzo29adTsB+dgv1p28QXNxf59WYgGhwrpZT6ndEAuQLO5RTw4dpjfLwhhuz8IsZ0C+aVm7pRz1PfPlV1C3fG8c2OOB4b3q7MCg5VISJ0C6tPt7D6PDe6E2ez8zmQlMGBxHSiEzM4kJTOvK2x5BYUA+DqIjTx8yTxXC6v3dytSpuBKKWUUpcrjfAuIju/kNkbj/P+mqOk5xZyXbdg2jSqxzurj3AoOYP3J/amdWPf2h6muozFpGbxl4X76NMykMeualvt96vv43FBKbWiYkPs6SwOJGUQbQXOt0Y045aIZhe5klJKKfXbpTnIZcgrLOKLLSd4Z/VRUjPzuKpjE54a0f78bNr6w6k8+sUOCosM/7m1OyPCtRarclx+YTE3zdjIibRslv9hMCG1VEJNKaWU+r3SHOQKKCwq5tud8by18jDxZ3Po2yqQD+7qRe8Wgb/qN6hdI5Y+NpgHP9vOlE+38/CwNjx5TQdcdZX/ZSE9twAvN1c83FxqdRyv/nCAvfHnmHlXbw2OlVJKqTpEA2SguNjw/b5EXl9xiGOnsugeFsDLN3VlUNvyF+OF1vdmwdT+TF8Sxburj7In7hxvTehZrTua1XWxp7OYviSKAW0acWtEszq5uGtv3DnumLUZFxGu7dKUcd1D6Nu6YY1/uFl9IIVZ62OY1L+FfgOhlFJK1TG/+xSLwqJiHpgbyeqDp2gf5MtTIzowonOQQ1Uqvtx6gr8tjqKxnyfvT+xN17Df38KmtKx8bpqxkfgzOeQXFePt7sr1PUOZPKAFHZv61/bwADiQlM6EmZup5+FGn1aB/BSVRFZ+EU38PLmuWzDjuofQo1n9aq9Qkpyey7VvraOJnyeLHh6Il3v1bd2slFJKqfJpHeRyTF8SxeyNx/nLdZ24Z2CrSs8k7j55loc+38GpzDxeHN+FW6/4/Sxwyi0oYuKsLeyJP8e8+/vi7eHK3I2xLNoVT15hMf1aBzK5f0uu6RyEm2vtpDUcPZXJbR9swtVF+GrqAJo39CEnv4ifD6SwZHc8qw+eIr+wmGaB3oztFsK4HiHVEtgXFRvu+mgLO0+c5btHB9G2iS7yVEoppWqLBshlmLflBM8t3Mv9g1rxlzGdq3yvtKx8HvtiJ+uPpHJ7n+ZMH9cZT7ff9uxgcbHh0S92smxvIu/e0YvrugWff+1MVj7zI0/y6aZY4s/mEBLgxZ39WnB7n+Y1mopyMi2bW97fREFRMfOn9i8zKE3PLeCnqGSW7E5gw5FUiooN7YN8GdKuMY39PAms50FDXw8C63nS0PrZx+PiGUrFxYbM/EIycwvJyC0kM6+AH6OSmbn2GK/e1O139SFKKaWUqos0QC5l87HTTJy1hYFtG/Hx3Vc4LQe1qNjwn58O8t6ao9wzsCXPjw13ynXrqn99H80Ha48x7dqOTL2yTZl9iooNq6KTmbPpOBuOnMbDzYWx3UKY0KcZvZs3qNYtjBPP5XDL+5vIyC3kyyn96BR86Vnh1Mw8lu9NZMnuBHbHnSO/sLjMfl7uLjSsZwue/b3dyM4vsguGbUdZxvcI4c3beuhmM0oppVQt0wDZzonT2Yx/dz2B9TxY+PBA/L2cv5jsb4v38enmWL6a2p+IloGXPuEy9OnmWP66aB8T+zXnH+O7VCjgO5ycwdxNsXyzI47s/CKa+nsxqktTxnQLppeTg+VTGXnc9sEmTmXk8fkDfekWVt/haxhjyM4v4nRmPqez8kjLyud0Vj6nM/NJy8rjdFY+aVn5pOcUUM/TDV9PN/y83PD1dMfXyw1/L1ubr5cbfl7u+Hu50S2svlY8UUoppeqAWguQRaQZMBdoChQDM40xb4lIIDAfaAkcB241xpyxzpkG3AcUAY8ZY3602nsDswFv4HvgD+YSv0DpADkjt4CbZmwkOT2PRQ8PpFWjek78bf8nK6+QkW+uxcPVhe//MLjKC7Hy/p+9O49v66rz//86kmXJ+74nju3YWZs2SdMkWAJxhQAAIABJREFUbdM1LRRaKDC/AoUBCoUy0NIyzDC0M4/vbxjmO4/pLL8OZZ/AAO1AB8rSaUtpgaZpumVptibN7nhLbMfyLnmRrOX8/tCVoziSl1TWvXE+z8fDD0nXknV8dX39ue977jnBEPvaBijLdVFVkIHDpL68UZsPd/G5x3dx/eJSNn3i8hn3LR7yB9l8uIvn9nfy8rFI/99kFsv9w2N8dNN22vpG+O+7187ZgxQhhBBCnD8zC+QKoEJrvUcplQPsBj4A3AX0aa0fVko9CBRorb+mlFoG/A+wFqgEXgQWaa1DSqmdwAPAdiIF8re01s9P9v6xBXIorLnn8V28fKybxz+zlqvri2fld456vbGHj/9oB/dcW8ffvnfpef+cYCjMp3/6Jq8e7wEgzaaYV5DBgqIsaooyqSnOoqYoi5riLOaloHg+cGqQD//nNhaWZvHLe658x1NuJyqW37OinFtXzLxYHhwN8PEfbedY1xA/ueuKWf+chRBCCHFhMm2iEK11J9Bp3PcqpQ4DVcDtwPXG0x4DXga+Ziz/hdbaDzQrpRqBtUqpFiBXa70NQCn1OJFCe9ICOda//eEom4+4+cbty1NSNF1dX8yda6v50atNvOeSclZVF5zXz/mXF47w6vEevvruxZTmOGntHaG5d5jW3mF2t/af1dfVblNU5rvIy3CQ6Ugj02knM91OZnrahNvI/SUVOayclz/tAvRU/wifeexNCrPS+fGnrnjHxTFAtjON21dWcfvKKry+AC8dcfPc/k5+vqONn7zeQnG2k3V1hayvK+LKukIWlmQn7M4x7A/y6Z/s5OhpL5s+sUaKYyGEEELMWEonClFK1QCrgB1AmVE8o7XuVEqVGk+rIpIQR50ylgWM+xOXT8tTe0/xg60n+Pi6aj6xfsF5/w4z9bfvXcLLR9189df7ee7+DTMe1eI3u0/xw1ebueuqGu69of6c72ut6R0eo6VnmJbeEVp6hmnrG8HrCzAyFqJveIyTfUFGx0IMj4UYHQsxFjr7orOKPBfvuaSCWy8tZ9X8xGnt4GiAT//kTXyBED//7DpKc10z+l2mI8flOKdY3nLEzfamPp7b3wlAcXY662qLWF9XyLq6IhpKIwWzLxDis4/t4q1Tg3znzlXcsKR0incTQgghhDhXygpkpVQ28Bvgy1przyQXdMX7hp5kebz3uge4B6C6upo9bf187TcHWF9XyNffvzylowfkuBz884dWcNdP3uRbm4/z1XcvmfZr950c4KGnDnBlXRF/d2v8LhpKKYqznRRnO6fdzzYQCkdGXPAH2dHUy+8PdPKz7a38+PVmKvLO9AOOLZbHgmH+4r9309I7zGOfWcuispxp/x7nK7ZY1lrT1jfC9qZedjT1sb2pl+cORArmoqx01tUV0js0xs6WPv7jwyt5z4qKKX66EEIIIUR8KRnFQinlAH4H/EFr/Yix7ChwvZEeVwAva60XGxfoobX+Z+N5fwC+TuRCvi1a6yXG8juN139+sve+bNVq7fizfyUz3c7T915NgUlTQf/1r97iqb3t/O8Xr57WTHtuj4/3fec1HHYbz9y3YdbHDfb4AkY/4NO8cqybsdDZ/YCf2NHGb/e288iHL+NDq+fNalumQ2vNqf5RtjX1jhfNbq+Pb9x+CXeurTa7eUIIIYS4AJh5kZ4i0se4T2v95Zjl/wb0xlykV6i1/hul1HLgCc5cpLcZaDAu0nsT+BKRLhq/B76ttf79ZO+fX71Ez/v0o/z2i1elJPVMZHAkwM3/sZXCrHSeuW8D6WmJL6TzBULc+cPtHD3t5bdfvCrlUzV7fQE2H3bz3IFOthoXzQF85eZF3L+xIaVtmYmxYHjS9SqEEEIIEcvMAnkD8CpwgMgwbwB/S6TIfRKoBtqAO7TWfcZr/g74DBAk0iXjeWP5Gs4M8/Y88KWphnlzVjTo57e8xo1LypL8m83cnw5FhkZ7YGMDf3nzorjP0Vrz1V/v59e7T/H9j682vatAtB+wxxfkz9dVy+QWQgghhJgzLtqJQhYsXqFbjx4wuxnjHvjFXp7b38mzX9oQd1a3H7/WzDd+d4j7NzbwlQRFtBBCCCGEeOcSFchz/nx0SY7T7Cac5evvW05+poOv/votAhNGk3jteA//9PvDvGtZGV+2cFcGIYQQQoi5bM4XyFZTkJXOP95+CW+3e9j0StP48tbeYe59Yg8LS7J45CMrkzrlshBCCCGEmD4pkE3wnhUV3LqigkdfPM6xLi9D/iCfe3wXSsGPPnkF2UmYfEMIIYQQQpwfqcRM8g+3L+eNEz189df7KctxcqJ7mMc/s5bqokyzmyaEEEIIcVGTBNkkxdlOvv7+5bx1coA/Huri7967VKZFFkIIIYSwAEmQTfT+yyrZ2zaAy2Hn01fXmN0cIYQQQgiBFMimUkrx9fcvN7sZQgghhBAihnSxEEIIIYQQIoYUyEIIIYQQQsSQAlkIIYQQQogYc36qaaWUFzhqdjumkAcMmt2IKRQDPWY3YgoXwnoEWZfJciGsR5B1mSyyHpNH1mVyyHpMHjPX5QKtdcnEhRfDRXpH482xbSVKqU1a63vMbsdklFK7ZD0mh6zL5LgQ1iPIukwWWY/JI+syOWQ9Jo8V16V0sbCGZ81uwBwh6zF5ZF0mj6zL5JD1mDyyLpND1mPyWG5dSoFsAVpry20YFyJZj8kj6zJ5ZF0mh6zH5JF1mRyyHpPHiuvyYiiQN5ndgDlC1mPyyLpMDlmPySPrMjlkPSaPrMvkkPV4nub8RXpCCCGEEELMxMWQIAshhBBCCDFtUiALIYQQQggRQwpkIYQQQgghYkiBLIQQQgghRAwpkIUQQgghhIghBbIQQgghhBAxpEAWQgghhBAihhTIQgghhBBCxEgzuwGzrbi4WNfU1JjdDCGEEEIIYTG7d+/u0VqXTFw+5wvkmpoadu3aZXYzhBBCCCGExSilWuMtly4WQgghhBBCxJACWQghhBBCiBhzvouFEEIIIYS4cGitcXv9NHUP09wzTHPPEM09w/gCYbKcdrKdDrKddrJdaWQ508g2vrKcaeQ403Ck2fD6Anh9QTy+IJ7R6P3IrdcXGF+WiBTIQgghhBAipQKhMN1eP6c9Plp7h2nuHqapJ1oQDzMyFhp/rjPNRk1RFplOO26vj2F/CK8vwPBYiFBYT+v9HHZFrstBjiuN3IzIbWmOixcTPF8KZCGEEEIIkRRjwTCDowH6hsc47fHR5fHRNeg7c98TKYp7hvzomNrWpmB+YSa1xVmsrS2krjiL2uJsakuyqMh1YbOpc95La40/GMbrCzLsDzJkfAVCYbKdZwrhXJcDZ5oNpc79Gf/5yfi/hxTIQgghhBAXIV8gxLEuL8e6hvAFQud8P049iS8QZmBkjIGRAP3G7cDoGP3DAQZHAwz543dbKMxKpzTHSXmei+WVuZTmuijPdVGe56S6MIvqwkzS02Z2aZxSCpfDjsthpyTHOaPXTkUKZCGEEEKIOUxrTcegj8MdHo6c9nD4tJfDnR5aeoaZZg+Fs9gU5GU4KMhMJy/TQWmOi0WlOeRnplOQ6SA/00FBVjplRhFcmuvEmWZP/i82i6RAFkIIIYSYQ9xeH9ub+tjd0sfh016OdHrwxFyQVl2YyZLyHG67tJJlFTksKssh2zWhJExQOKen2ch1OeJ2eZhLpEAWQgghhLiA9Q752d7Ux7amHrY39dHoHgIgK93Okopc3r+ykiXluSytyGFxeS7ZTin/piJrSAghhBDiAtI/PMaO5l62nehlW1Mvx7rOFMRX1BZyx+XzuHJhEcsqckmzy5QX50MKZCGEEEIIC/EFQnQMjNI+MEp7/5nbUzGPATIcdtbUFPCBVVVcWVfEJVV5OKQgTgopkIUQQgghUkxrTZfHz+FOD4c6PRw97aW1b4T2/lF6hvxnPdemoDzXRWV+BmtqCrizdD5XLixiRVX+jEd+ENOTkgJZKdUCeIEQENRar1FKFQK/BGqAFuDDWut+4/kPAXcbz79fa/0HY/nlwE+BDOD3wANa6/O4/lIIIYQQIjV8gRDHu4Y4fNrD4U4PRzq9HD7tYWAkMP6cqvwMaouz2LiklKqCDKryM8Zvy/NckgynWCoT5Bu01j0xjx8ENmutH1ZKPWg8/ppSahnwUWA5UAm8qJRapLUOAd8H7gG2EymQbwGeT+HvIIQQQggxKa01b7d7+N2BDrYccXOie3h8xjeXw8bi8lzec0m5ceFcLovLc8jLcJjcahHLzC4WtwPXG/cfA14GvmYs/4XW2g80K6UagbVGCp2rtd4GoJR6HPgAUiALIYQQwmRaaw52eHjuQCfP7e+krW+ENJviyoVFvHt5+fgoEguKsrDP8SHS5oJUFcga+KNSSgP/qbXeBJRprTsBtNadSqlS47lVRBLiqFPGsoBxf+JyIYQQQoiU01pzuNPLcwc6eG5/Jy29I9htiqsWFnHvDQt517JyCrLSzW6mOA+pKpCv1lp3GEXwn5RSRyZ5brzDKj3J8nN/gFL3EOmKQXV19UzbKoQQQggRl9aaQ50eXnj7NM/t76SpZxibgqsWFvP56xby7uXlFEpRfMFLSYGste4wbt1KqaeAtUCXUqrCSI8rALfx9FPA/JiXzwM6jOXz4iyP936bgE0Aa9askYv4hBBCCJN4fAEOd3ho7B5iLBhGawgb19drDRpNWJ+5rzUUZ6dTV5LNwpJsSxSbY8EwO5p7efFQFy8edtM+MIpNwfq6Iu6+ppZblpdTlO00u5kiiWa9QFZKZQE2rbXXuP8u4BvAM8CngIeN26eNlzwDPKGUeoTIRXoNwE6tdUgp5VVKrQd2AJ8Evj3b7RdCCCHE1KLDlh3sGORQh4eDHZHhy9r6Rt7Rz83PdLCwJJu64iwWlp65rS7MnNWRHQZHA7x81M2fDnWx9Wg3Xn8Ql8PGhvoS7t9Yz41LyijJkaJ4rkpFglwGPKWUir7fE1rrF5RSbwJPKqXuBtqAOwC01geVUk8Ch4AgcK8xggXAFzgzzNvzyAV6QgghhCk8vgDbT/Syu7WfQ52RgrhveGz8+7XFWayoyuMjV8xnmTFSQ4bDjk0pUGDcYFPKuB+5BXB7/JzoHjK+hmnqHmLL0W5+tfvMpUhpNkV1YSYLijKpKc6ipigrcr8oi3kFGTOaQS4QCtM/Mkbv0BjbTvTy4uEudjb3EQxrirOd3HppBTctLePq+mIy0u3JWoXCwtRcH0Z4zZo1eteuXWY3QwghhLig+QIhdrf283pjD6+f6OXAqQHCGtLtNhaX57CsIpflVbksq8hlSUUu2c7kZ3CDowGae4Y54R6iqWeIpu5hWnpHaO0dZmQsNP68NJtiXkEGC4qyqCnKpDI/g+GxEIMjY/SPBOgfGWMg5nbIHzzrfRaVZXPT0jJuWlbGynn52GTUiTlLKbVba71m4nKZSU8IIYQQ5wiGwhxoH+SNE7283tjDrtZ+xoJh0myKlfPzue/GBq5eWMSq6oKUzeaWl+Fg5fx8Vs7PP2u51pruIT8tPSO09A7T2js8fn9XSx/DRvGc60qjICud/Mx0irLTqS/NJj/TQUFmOgWZDvIz01lRlUdNcVZKfh9hXVIgCyGEEEQS0hPdQzS6hzjeNcRxt5fj7iEGRgKEtSYc1uMXmIWN2zOPNZpIdwGbAhW9JXIb7UZgs6nx59iUwh59bDMeK2U8J/I4L8NBVX4GleNfrvHHWUlKaLXW9A6PccId6c7Q6B6isXuIvW39eH2RZHVJeQ6fWL+ADfXFXFFbOCvp8DuhlKI0x0Vpjou1tYVnfU9rjdcfJNNhn1G3C3Fxs9YWLoQQQsyyQCjM0dNejp6OFMCNRiHc1jdCtNeh3aZYUJRJQ2k2JTlO7EoZRa9RvNqMgjem2AXOKqB1tHDWxBTUmlC0wA5Hvh8KnymyQ0YRHgpHnjc4EmBHcx+nPb7xmdii8jIcVOZnUJXvojTXRVa6nYz0NLLS7WQa9zON+5nG/fQ0Gyf7RsYPBE50D3Oie+isKY9dDhsLS7K5dUUFV9cXc+XCIoov4BEalFLkumSWOjEzUiALIYSY09xeH3vbBtjT1s/e1gH2tw/gC4QBcNgVdcXZXFKVxwdXVdFQmkN9aTY1xZk406xzMVYorHF7fXQMjNI+4KO9f5SOgcjXqf5R9rYNMDIWYjQQmvqHGYqznSwsyeK9KyqoL8lmYWk2C0uyqMzLkD634qInBbIQQog5IxAKc6jDw962fvYYRfGp/lEgUgwvr8zjY2sXsKo6n2WVuSwozLwgTrvbbYqKvAwq8jK4fEHi54XDmtFAKFIsj4UYCQQZ9hv3x4L4g2Eq8zNYWJJFfqb54wsLYVVSIAshhLhg9Q+Psaetn12t/exu7eetkwP4g5F0uDzXxeoF+dx1VQ2rqgtYXpmLy2GdVHg22GyKLGda0vonC3Gxkr8gIYQQFwStNU09w+xu6WdXax+7W/s50T0MnEmH/3z9AlZXF7B6QT4VeRkmt1gIcaGSAlkIIYRl9Q+P8bv9HWw91s3u1n76jYvJ8jMdXF5dwJ9dPo/Lqwu4bH7+nE+HhRCpIwWyEEIISxkLhnnpiJun9p7ipSNuAiFNbXEWNy0tY01NAZcvKKSuOEsuJBNCzBopkIUQQphOa82+kwP8dk87z+7vYGAkQEmOk7uuquGDq+axrDLX7CYKIS4iUiALIYQwzan+Ef53bzu/3dNOU88wzjQb71pezp+trmJDffEFMcKEEGLukQJZCCFESmmtea2xhx9sPcHrjb0ArK0t5PPX1fGeFRUyqYMQwnRSIAshhEiJcFjzx0NdfO/lRvafGqQ818Vf3rSID62uYn5hptnNE0KIcVIgCyGEmFXBUJhn93fwvS0nOO4eorowk3/+0Ao+tLrKUrPVCSFElBTIQgghZoUvEOI3e07xg60nONk3yuKyHB796EpuXVEhfYuFEJYmBbIQQoikGvYHeWJHGz98tQm3189l8/P5f29bzsYlpTI0mxDigiAFshBCiKToHfLz2LZWHt/WwsBIgKsWFvEfH1nJVQuLUEoKYyHEhUMKZCGEEO9IS88wP3y1iV/vPoU/GOampWV88YaFrK4uMLtpQghxXqRAFkIIcV72tvWz6ZUmXjh4GofNxodWV/HZa+qoL802u2lCCPGOSIEshBBi2sJhzZajbv5zaxM7W/rIdaXxhesWctdVNZTmusxunhBCJMWUBbJSatL5PbXWnum8kVLKDuwC2rXWtymlCoFfAjVAC/BhrXW/8dyHgLuBEHC/1voPxvLLgZ8CGcDvgQe01no67y+EEOL8+YMhnt7bwaZXm2h0D1GVn8H/uW0ZH7liPtlOyVqEEHPLdPZqBwENKKAS8Br3s4F2oHqa7/UAcBiIFtwPApu11g8rpR40Hn9NKbUM+Ciw3Hi/F5VSi7TWIeD7wD3AdiIF8i3A89N8fyGEEDOktWbzYTf/+NwhWntHWFqRyzc/spJbL63AIUO1CSHmqCkLZK31fACl1PeAF7TWzxiP3wdcO503UUrNA24F/gn4irH4duB64/5jwMvA14zlv9Ba+4FmpVQjsFYp1QLkaq23GT/zceADSIEshBCz4kT3EN949hBbj3VTX5rNTz59BdcvKpERKYQQc95Mzout1Vp/MfpAa/2sUurvp/nabwJ/A+TELCvTWncaP6tTKVVqLK8ikhBHnTKWBYz7E5cLIYRIIq8vwLdfauTHrzWT4bDzf25bxievXCCJsRDiojGTArnP6ArxMyJdLv4c6J/qRUqp2wC31nq3Uur6abxPvGhCT7I83nveQ6QrBtXV0+0BIoQQF7dwWPPU3nYefuEIPUN+7rh8Hl999xJKcpxmN00IIVJqJgXyx4B/4EyXhleAO6fxuquB9yul3gu4gFyl1M+ALqVUhZEeVwBu4/mngPkxr58HdBjL58VZfg6t9SZgE8CaNWvkIj4hhJjC/lMD/P0zB9nbNsDK+fn86JNruGx+vtnNEkIIU0y7QNZa9wD3zvQNtNYPAQ8BGAnyX2ut/1wp9W/Ap4CHjdunjZc8AzyhlHqEyEV6DcBOrXVIKeVVSq0HdgCfBL490/YIIYQ4o2fIz7+9cJQnd5+kKMvJv99xGR9aVSVTQgshLmrTLpCVUvVELrCriX2d1vpd5/neDwNPKqXuBtqAO4yfd1Ap9SRwCAgC9xojWAB8gTPDvD2PXKAnhBDnxRcI8ZPXW/jelkZGAyE+u6GWL21sINflMLtpQghhOjXdYYSVUvuA/wJ2ExmfGACt9Y7ZaVpyrFmzRu/atcvsZgghhCVorXnmrQ7+9YWjtA+MsnFJKQ+9dwn1pTlTv1gIIeYYpdRurfWaictn0gc5rLWWLg1CCHGBerOlj//73GHeOjnAsopc/vX/uZSr64vNbpYQQljOTArkp43RIZ4C/NGF051JTwghhDlaeoZ5+PkjvHDwNOW5Lv79jsv44Koq7NLPWAgh4ppJgfxZ4/b/xCzTTH8mPSGEECk0MDLGtzY38t/bW3DYbXzl5kV87po6MtLtZjdNCCEsbSajWMyf+llCCCHM5vb4eHpfB9/Z0ojXF+AjV8znL29aRGmuy+ymCSHEBWEmo1hkAA8AC7TWXzBGtWjQWstIEkIIYaLB0QDbm3p5o7GH10/00ugeAuC6RSU89N4lLCnPNbmFQghxYZlJF4sfAweAa4zHHcCvkKHWhBAipXyBELta+nn9RA9vNPZwoH2QsIYMh50ragu54/J5bGgoZnllntlNFUKIC9JMCuQGrfWdSqnoeMUjSim5wkMIIWaJ1pouj5/mnmFaeodp6Rlm/6lBdrf1MxYMk2ZTrJyfz303NnD1wiJWVReQnmYzu9lCCHHBm0mBPKaUchG5MA+lVC0wNiutEkKIi0Q4rOkZ8tPWN0Jzz/B4MdzcM0Jr7zAjY+PDzpOeZqO+JJtPrl/A1fXFXFFbSLZzJrtxIYQQ0zGTPes3gBeAeUqpx4DrgLtnpVVCCDEHjAXDuL0+Tg/66Bz00eWJ3J4e9HHaE7nt8vgIhs9M2JRmU8wvzKS2OIsr64qoLc6kpjiL2uIsKvIyZGg2IYRIgWkVyEZXireITAd9FaCAr2qt3bPYNiGEsCytNX3DY3QM+GgfGKVzcJSOgdHxxx0Do3QP+Zk4WWmGw05FnovyPBfragspN+7PL8yktiiLqoIMHHbpJiGEEGaaVoGstdZKqd9prS8Hnp7lNgkhhKX0DPk50D7I26cGOdA+SKN7iPaBUfzB8FnPc6bZqMrPoDI/g+sXl1CRl0FlvouyXBcVeRmU57nIdaUhl28IIYS1zaSLxU6l1Gqt9Z5Za40QQpjM7fHxdscgB055IkVx+yCnPb7x79cWZ7GkPIeNS0upNIrhqvwMKvJcFGalS/ErhBBzwJQFslIqTWsdBDYAn1NKnQCGiXSz0Frr1bPcRiGEmBVjwTAHOwZ5s6WPN1v6eevkAG6vHwCloK44i/V1hVxSlcclVXksr8wlx+UwudVCCCFm23QS5J3AauADs9wWIYSYVUP+IHvb+nmzOVIQ7z3Zjy8Q6SZRW5zFhvri8WJ4WWWujBAhhBAXqens/RWA1vrELLdFCCGSanAkwLamHnY097GrpZ9DnR5CYY1NwfLKPO5cW83amkIurymgNEemYRZCCBExnQK5RCn1lUTf1Fo/ksT2CCHEeQuGwrx1apBXjnXzyvFu3jo5QFiDy2Fj5fx87r1+IWtqClm9oEDSYSGEEAlN5z+EHcjGSJKFEMJKOgZGxwvi14734PEFUQounZfPfTfUc82iEi6bly8zzAkhhJi26RTInVrrb8x6S4QQYhrCYc3Olj7+eLCLV4530+geAqAs18m7l5dz7aISNtQXU5CVbnJLhRBCXKim3QdZCCHMorVm38kBnn2rk+cOdNDl8ZOeZmNdbSEfvWI+1y4qoaE0W4ZYE0IIkRTTKZA3znorhBBiAq01hzo9PPtWJ7/b38Gp/lHS7TauX1zCbZdVsnFJKVnSj1gIIcQsmPK/i9a6LxUNEUIIgEa3l2fe6uR3b3XQ1DNMmk2xoaGYL9+0iHctLyNXxiEWQggxy2Y9flFKuYBXAKfxfr/WWv+9UqoQ+CVQA7QAH9Za9xuveQi4GwgB92ut/2Asvxz4KZAB/B54QGutZ/t3EELMnnBYs799kD8dOs2fDnVxrGsIpeDKuiI+e00dt1xSTqH0JxZCCJFCqTg/6Qdu1FoPKaUcwGtKqeeBDwGbtdYPK6UeBB4EvqaUWgZ8FFgOVAIvKqUWaa1DwPeBe4DtRArkW4DnU/A7CCGSyB8M8caJXv50qIvNh7vo8vix2xRX1BTw9+9bxq0rKijNlXGJhRBCmGPWC2Qj4R0yHjqMLw3cDlxvLH8MeBn4mrH8F1prP9CslGoE1iqlWoBcrfU2AKXU40Rm95MCWYgLwOBIgJeOdvGnQ11sPdrN8FiIzHQ71y0q4eZlZdy4pJT8TEmKhRBCmC8lV7gopezAbqAe+K7WeodSqkxr3Qmgte5USpUaT68ikhBHnTKWBYz7E5cLISyo2+tn38kB9rb1s7u1n12t/YTCmpIcJ+9fWcW7lpVx5cIiXA672U0VQgghzpKSAtnoHrFSKZUPPKWUumSSp8cbp0lPsvzcH6DUPUS6YlBdXT3D1gohZsoXCHGwY5C9bQNGUTxA+8AoAGk2xZKKHD5/bR03Lyvjsnn52GwyHJsQQgjrSukYSVrrAaXUy0T6DncppSqM9LgCcBtPOwXMj3nZPKDDWD4vzvJ477MJ2ASwZs0auYhPiCRze3zsaO5jV0sfe08OcLjTQyAU+VOrys9g5fx87rqqhlXV+VxSlScpsRBCiAtKKkaxKAECRnGcAdwE/AvwDPAp4GHj9mnjJc8ATyilHiFykV4DsFNrHVJKeZVS64EdwCeBb892+4UQkemcdzT3sqOpjx3NfTT3DAOQmW7n0nl5fPaaOlauw6hBAAAgAElEQVTOz2fV/Hy5uE4IIcQFLxUJcgXwmNEP2QY8qbX+nVJqG/CkUupuoA24A0BrfVAp9SRwCAgC9xpdNAC+wJlh3p5HLtATIum01pzsMwri5j52NPdysi/SXSLHlcbamkLuXDufdbVFLK/MJc1uM7nFQgghRHKpuT6M8Jo1a/SuXbvMboYQlqW1pqV3hB1NRkHc1EvHoA+AgkwHa2sLWVdbxLq6QpaU52KX/sNCCCHmCKXUbq31monLZZ5WIS4yWmtOdA/HdJnopcvjB6A4O511tUX8RV2kKG4ozZYL6oQQQlx0pEAWYo4LhsIcOe1lT1u/kRD30TMUKYhLc5ysqytivVEQLyzJQikpiIUQQlzcpEAWYo7pHfKzp22APW397GntZ/+pQUYDkW78FXkuNtQXsb6uiHV1RdQUZUpBLIQQQkwgBbIQF7BQWHO408Petv7xori1dwSIjD+8rDKXj1wxn1XV+ayuLmBeQYYUxEIIIcQUpEAW4gLTPjDKa8e7eeV4D6839jAwEgCgJMfJ6up8Pra2mtULClgh4w8LIYQQ50UKZCEsbtgfZEdzL68c6+HV492c6I6MQVyW6+SmpWVsqC/m8gWSDgshhBDJIgWyEBZ09LSXFw938erxbna39hMIaVwOG+tqi7hzbTXXLiqhoTRbCmIhhBBiFkiBLIRFtA+M8sy+Dp7e186R014AllXk8pkNtVzbUMLlCwqky4QQQgiRAlIgC2Gi/uExnjvQyTP7OtjZ0gfA6up8/uH9y3nPinJKc2TaZiGEECLVpEAWIsVGx0K8eLiLp/e1s/VYN4GQZmFJFn918yJuX1lFdVGm2U0UQgghLmpSIAuRAqGw5o0TPTy1t50/vH2a4bEQZblO7rqqhttXVrG8Mlf6EwshhBAWIQWyELNEa83BDg//u7edZ97qwO31k+NK47ZLK7l9VSXraouwyzTOQgghhOXM+QL5eNcQf//021y5sIh1tUUUZKWb3SQxx7UPjPL0vnae2tPOcfcQDrvihsWlfHBVFTcsKZUL7YQQQgiLm/MFcppd8eSuUzy2rRWlYEl5LuvrCrmyLlIw52U6zG6imAMGRwM8f6CTp/a2s6M5crHdmgUF/N8PXMJtl1aQnykHZkIIIcSFQmmtzW7DrFqzZo1+Y/tO9p8aYNuJXrY397KrpR9/MIxSkWG0rqwr4uqGYtbXFpGRLumemFo4rDnU6eG1xsjkHW829zMWClNXnMUHV1XJxXZCCCHEBUAptVtrveac5RdDgbxr166zlvmDIfa1DbCtqZftTb3saRtgLBgmPc3GutpCrltUwvWLS1hYIhMxiDM6B0d59XgPrxlTPPcOjwGwuCyHaxqKed9llVw6L0+2GSGEEOICIQXyJHyBEG+29LH1aDcvH+um0T0EQFV+BtcuKuG6RSVcXV9Ejku6Y1xMBkbG2NPWzyvHenitsWd8uyjOdnJNQzHXNBSzob6Y0lwZq1gIIYS4EEmBPAOn+kd45VgPW4+5eb2xlyF/kDSbYvWCAq6pL+aSqjyWVuRSluuUtHAOGBwNcLzLy7GuIY51eTnujtzv9voBcKbZWFdXxDX1xVyzqJjFZTnyuQshhBBzgBTI5ykQCrOntZ+tx7rZeqybgx2e8e8VZDpYUp7L0opcllbksLQil4aybJxp0o/ZKsaCYQZGxugbGaNveIyBkQC9w2M0dw8bhbCXLo9//PmZ6XYaSrNpKMthUVk2l1TmsVqmeBZCCCHmJCmQk8TjC3Ck08vhTk/k67SXo6c9+AJhAOw2xcKSLJYaF/9dv7iU8jw5BR8VCmv8wRD+QBh/MMxYMMxYKIQ/GPM4ePb3IreaQDBMIBRZHggZy0JnlvnHi+EA/cNj9A+P4fUH47bD5bDRUJpDQ1k2i4xiuKE0h6r8DGwyNrEQQghxUUhUIM/5Yd6SLdflYG1tIWtrC8eXhcKalt5hDnd6xovnbSd6eXpfBwBLynO4YUkpNywuZXV1Pml2m1nNPy/hsKZn2I9nNMDgaADPaJBB437kccx9XwCfUfz6A9HCN2QsCxEIJe+ALN1uIz3NhsOucBj3CzLTKchKp7Yok4KsdAqNx5HlDgqNZcXZTimEhRBCCBHXrCfISqn5wONAORAGNmmtH1VKFQK/BGqAFuDDWut+4zUPAXcDIeB+rfUfjOWXAz8FMoDfAw/oKX6BZCfI06W15ljXEFuOutlyxM3u1n6CYU2OK41rGyKjZFy3uITSHOuky/5giJaeERrdQ5Gv7iFOuIdo6hkaT8jjyUy3k5fhIC/DQa7LgSvdjjPNhjPNhssRvW/H6bDhMm7T7ZHvpadFCtt0uw2nw4bTKHSdaWe+57CryDK7HUdapBhOsynpByyEEEKId8S0LhZKqQqgQmu9RymVA+wGPgDcBfRprR9WSj0IFGitv6aUWgb8D7AWqAReBBZprUNKqZ3AA8B2IgXyt7TWz0/2/mYVyBN5fAFeP97DlqNuXj7ajdu4AOySqlyuX1TKNQ3FrF5QgCMF6bLWmpbeEfad7OfIaS8njIK4rW+EsLE5KBUZxaO+NJuFJdksKMocL4Jjv3JcDtLTLqxEXAghhBACLNQHWSn1NPAd4+t6rXWnUUS/rLVebKTHaK3/2Xj+H4CvE0mZt2itlxjL7zRe//nJ3s8qBXIsrSOTTLx8tJstR9zsPTlAKKzJdqaxvq6I6xYVc+2iEhYUZSXl/QZHA7x1coB9JwfY29bPvpMD9I8EgEg3hdriLKMQzmJhaTb1pdnUFWfLpClCCCGEmNMs0QdZKVUDrAJ2AGVa604Ao0guNZ5WRSQhjjplLAsY9ycuv+AopVhemcfyyjzuvaGewdEA20708MrxHl451s2Lh7sAqC7M5NpFxVzbUMKVC+OPw6y1Nvr7hhkNhBgNhPD6Arzd7mFvWz97Tw6Mj9+rFDSUZvOuZeWsqs5nVXUBC0uyLrg+0UIIIYQQsyllBbJSKhv4DfBlrbVnkv6j8b6hJ1ke773uAe4BqK6unnljUywvw8Etl1RwyyUV490fXjnWzavHu/ntnnZ+tr2NNJuivjSbQCiMLxDGZxTDo4EQiU4CFGals2p+Ph9YWcmq6gIunZcnk50IIYQQQkwhJQWyUspBpDj+udb6t8biLqVURUwXC7ex/BQwP+bl84AOY/m8OMvPobXeBGyCSBeLpP0iKaCUorY4i9riLD51VQ1jwbAxm1s3x7q8ONPsuBx2MtIjF7xlpBuPHdH7NjLT01hSnkN1YaZcyCaEEEIIMUOzXiCrSIX2X8BhrfUjMd96BvgU8LBx+3TM8ieUUo8QuUivAdhpXKTnVUqtJ9JF45PAt2e7/WZLT7Oxvq6I9XVFZjdFCCGEEOKikIoE+WrgE8ABpdQ+Y9nfEimMn1RK3Q20AXcAaK0PKqWeBA4BQeBerXXIeN0XODPM2/PGlxBCCCGEEEkjM+kJIYQQQoiLUqJRLGT4AiGEEEIIIWLM+QRZKeUFjprdjinkAYNmN2IKxUCP2Y2YwoWwHkHWZbJcCOsRZF0mi6zH5JF1mRyyHpPHzHW5QGtdMnFhSsdBNsnReNG5lSilNmmt7zG7HZNRSu2S9Zgcsi6T40JYjyDrMllkPSaPrMvkkPWYPFZcl9LFwhqeNbsBc4Ssx+SRdZk8si6TQ9Zj8si6TA5Zj8ljuXUpBbIFaK0tt2FciGQ9Jo+sy+SRdZkcsh6TR9Zlcsh6TB4rrsuLoUDeZHYD5ghZj8kj6zI5ZD0mj6zL5JD1mDyyLpND1uN5mvMX6QkhhBBCCDETF0OCLIQQQgghxLRJgSyEEEIIIUQMKZCFEEIIIYSIIQWyEEIIIYQQMaRAFkIIIYQQIoYUyEIIIYQQQsQwvUBWStmVUnuVUr8zHhcqpf6klDpu3BbEPPchpVSjUuqoUurd5rVaCCGEEELMVaYXyMADwOGYxw8Cm7XWDcBm4zFKqWXAR4HlwC3A95RS9hS3VQghhBBCzHFpZr65UmoecCvwT8BXjMW3A9cb9x8DXga+Ziz/hdbaDzQrpRqBtcC2yd6juLhY19TUJLvpQgghhBDiArd79+4erXXJxOWmFsjAN4G/AXJilpVprTsBtNadSqlSY3kVsD3meaeMZZOqqalh165dSWquEEIIIYSYK5RSrfGWm9bFQil1G+DWWu+e7kviLIs7T7ZS6h6l1C6l1K7u7u7zbqMQQgghhLj4mNkH+Wrg/UqpFuAXwI1KqZ8BXUqpCgDj1m08/xQwP+b184COeD9Ya71Ja71Ga72mpOSc1FwIIYQQQoiETCuQtdYPaa3naa1riFx895LW+s+BZ4BPGU/7FPC0cf8Z4KNKKadSqhZoAHYmoy3/8OxB7v+fvcn4UbPm+QOd3PzIVjy+gNlNSej0oI+r/nkzu1v7zG7KpO74wRv88JUms5sxqf/vj0e5+6dvonXckySWsPVYNzf8+8v0DPnNbkpC/cNjXP3wS7x63Npnku76yU4e+dMxs5sxqe+/fII7N20nHLbuNrmrpY9r/vUl2gdGzW5KQiNjQa77ty388eBps5syqXuf2MM//u6Q2c2Y1OPbWvjAd18nEAqb3ZSEDnV4uPrhlzjRPWR2UxIaC4a56ZGt/O/edrObMqkHf7OfB3+zP2XvZ4VRLCZ6GLhZKXUcuNl4jNb6IPAkcAh4AbhXax1KxhtuO9HLM291WLqw29Xaz3H3EI+93mJ2UxI63OmhY9DHv75w1OymJOQLhHizpZ9HNx9nYGTM7OYktL2pl81H3LxyvMfspiS0p7Wf5p5hSx9sNHYP0T4wysPPH7HswYbWmjcae/nB1hN0eXxmNyehnc29bGvq5QULF3b7Tg5wsm+U725pNLspCbX2jtDaO8LDzx8hZOGDjW0nevnpGy209Ayb3ZSEdjb3se/kAE/tsW5ht//UAO0Dozz64nGzm5JQl8dHo3uIf3nhCP5gUsqqWfHGiV5+8eZJDnV4UvJ+liiQtdYva61vM+73aq03aq0bjNu+mOf9k9Z6odZ6sdb6+WS9f7c3koB908IbsNto449ea7Zsiuz2Rv6572juY9uJXpNbE1/0sx7yB/mv15pNbk1i7vFt8phlC7toGx/f1mrZFNntibTrYIeHFw+7p3i2OQZHA4yFwowFw3z/5RNmNyeh6Of96IvHLZsiR9v4q10nOdU/YnJr4ou2salnmGffittL0HRjwTB9w2OEwprvWPhgI7ouv73luGVT5Ggbn93fQaPba3Jr4ov+7+4c9PHkrlMmtyY+rfV4O7+1OTW1miUKZDONBcP0Do9RmuPk1eM9lk2Ruzw+SnKcDI4GLJsidxnFSEmOk2++aM3TxdE/sNIcJz95vcWSKbLWmi6Pj9IcJ3vbBiybIrs9Poqz0/EHQ5ZNkaOJbKmxTVrxYCP6d1Oa4+SJnW2WTZG7PH5Kc5wc7fJaNkXu8vjIz3SgUHzPogcbsdvktzYft2SK3D10Zpt8am+7ZVNkt7GfPNk3atkUucvjIyvdTobDzrc2W/NgI3Yf9L0tjZZMkT2+IL5AmNIcJy8cPJ2SFPmiL5Cjydfnr1tIYVa6ZVPkbq+fdbWF3LS01LIpstvroyDTwRevX2jZFDmaKD703iWWTZGjO4JPXVVDZZ7LsoWd2+vnkqo83n9ZpWVT5C6vj3S7jb9+92IOdnjYbMEUOXrQ9je3LCEU1pZMkYOhML3Dfj5yxXwWlmRZNkV2e/zUl2Tz4SvmWTZFdhsF8t/dutSyKXK0jX/1rkWk2ZQlU+RIoujntksrWVGVZ9kU2e31M78wk09eWWPZFDl2m7Rqihxt45durCfHmZaSFPmiL5CjR/O1xZl8/to6I0XuN7lVZ4smimW5Lh7YuMiyKXKXx09Zros711aPJ3ZWE/28r20o4b0ryi2ZIncbBdO8ggzuvbHesilyl8dHWY6L+25ssGyK3O3xU5Lj5EOrqlhQlMk3N1vvYCOa3lxRU8Cfra6yZIrcMzSG1lCe5+L+jQ2WTZG7vJH95BevrwewZIrs9vrJy3DwvksrWVKew7desl6KHN0ml1fm8fF1C3hqbzutvdZKkYf8QUbGQpTnOfnyTQ2WTZHdHh+luS4+d02tZVPkLq8fh13xvksruXxBgSVT5GhXlYayHD69oZYXDp7mcOfspshSII+fWnDxiSsXUJiVzqMp6t8yXdEdQWmOkxXz8sZTZK/FUmS30Q3E5bDzBYumyF1eP2k2RUFmOvdvbGDIH+THFkuRY7fJOy6fT2Wei0ctliKHwpqeIT+luU7qS7PHU+Rei6XIXV4fpblO0uw27ruhnrfbrZcinznl7uK+GxoIhTU/2Gqtwi62jbddWsnCkiy+tdl6KbLbOCCqzM/gI1fM51e7TlpuRIto9ymbTfHlmxpo6h7md/utlSKPd0XLdfIX19VFUuSXrFXYxe4nb1xSyoqqPL6zpdFyKXK0a1JRtjMmRbbWiBZdHh8l2We2yc5BH7+yWIoc2zXp7qtrU5IiX/QFcnfMjiAzPY3PX1vHK8e6LZUiR4+cynJdAGdS5DdaTGzVudxe/3gboynyo5utlSK7jZ2VzaZYUp5ryRQ5+s+pLNdJepqNe2+sZ0/bAK9aKEXuHfIT1lBqfN7RFHnTq9ZKkd0eP2U5kTZ+0KIpcrfXT44rjYx0O9VFmZEUeUfb+ClFKzizD3Jitynu39jAkdNe/mChFHnYH2TIHxzfB42nyBbrHhC7n3zXsnKWlOfwqMX6Irs9fuw2RVGWk9JcFx9ft4DfWixFji3ilYoUdm19IzxloaHKwmFN95CfslwnwHiK/O2XrBXCdXv94/vyDfXFlkyRo/ug0lwXeZkOPr2hluffnt0U+aIvkLtidgSAJVPk8SMn448smiL/8FXrpMjhsDZ2/JE2RlPk7U3WSpHdXt/4jgDg/o0NeC2WIo8nI0Y7oymylfoiR9tYlhP5vMdT5DeslSJHuiZF2mjVFDnafSrqvhsaCIY137dQihzdB0XbGU2RH7VQihxbxAPjKfKTFkuR3R7/+L7cqilyNFG02yIT2FoxRY5eTxLdJsdT5JeskyL3GiOBRNsYTZGfectaKXLsfjJ6sNFhsRS5y+Mj25lGtjMNICUpshTIxpX40R1BZnoa91gsRXbHnEqKslqKHN0RxLbxzrXVlFgsRY6e3oyyYoocveo5uiNIT7PxxRuslSKfOWiLKewsliL7AiE8vuBZbfzgqiqqC62VIk/cJq2YIrs9PpSCoqx0AEumyLHdQKKsliJHh6qKbaMVU+Qu75kiHiJ/5x9bV22pFDn2lDtgyRR5YhshkiK70qyVIke6gZzZJq2YIkfP/kblZTr49NU1s5oiX/QFcuzprqhPrLdWihx7yj3KailyvDa6HHa+cJ21UuR4n7fVUuR4bbxjzTxLpcgT0zqwXorsjhm6KCrNbuO+G62VIsf7vK2WIru9foqzI325o267tJI6C6XI8bZJq6XI/SMBAiF9VhttNsUDG62VIkeGTzt7m/zCdQstlSK7vX4yY4IEsF6K3O09+2wgGCnyVQsskyL7AiEGRwNnbZNWTJHdxvUksT6zYXZT5Iu+QO6KsyPIclorRe7y+MlwnL0jAGulyG7PuTsCgI+ts06K7AuEGBgJnFUwgfVS5MhVz2e30Zlmt1SK3GUkisXZZ7fTSilyl/fsbgFR0RT50c3HTT/Y0Fqfdco9ymopcuwp2Ci7UdhZJUV2xzmrAdZKkSd2VYl693Jrpcix3eWirJYiR8+8KKXGl1ktRU70ed9zTZ1lUuTxIn5CHWS1FDk6Slas/Mz0WU2RL/oC2e09958TWCtFju6sYncEEEmRNy6xRoocOwFHLCulyN0TLnaMZaUUeeLprigrpchur5+irHQc9rN3IfWl2bzPIinyxL77UQ4jRT7QPshLR8xNkaOz6MX7vK2UIifaJq2UIru9fpxpNnJdZwcJlfkZfHiNNVLkeKfcwVopcnQWvXift5VSZHfMhWWxrJQiR89qlEwIEqyUIsde7BhLqcg2aYUUOXbyrIlmM0W+qAvk6I6gLM6OwEopcpfHF3dHAPDATQ2WSJFjZ9GbyCopcqIdAURS5PdcYn6KHO2jODG9AWulyPFOwUZ96cYGfBZIkccv4onTzvG+yC+amyKPX+wY5/OuLsrkQ6uskSLHSxTBWily9GLHiUECwBdvsEaKPHFEolhWSZGjs+jF+7ytlCK7J1zcGhUt7KyQInd5fBRmpZOedm6pZZUUucuTeJu8pqGY1dX5pqfIHl8QfzAct42zmSJf1AXy+HSacXYEYJ0U2Z3gyAng0nn5lkiRuzyRWfScafZzvmeVFLkrzsWOsayQIp+ZTjN+G62SInfF6Q8WZZW+yNFZ9PIzHed8zyopcrwLy2Ldd2O96SlydBa9kgRttEqKnChhAqiySIocPdCJFyRYJUVOdOYlygopciRR9Cf8vDcuLeWSqlzTU+TJ2miVFDnRWQ2IdllZZHqKPNnfDcxeinxRF8huz7kXlsXKcqbxuWsiKfKeNnNS5Oh0mvGOnKKskCJP1UYrpMhTfd5LK86kyIMj5hxsdE+SckMkRf6CBVLk2PGF47FCihydRS9eogiRFHl+YYapKXK8C8tiLSjKMj1Fjs6il6iNdpvi/hvNT5Gn2gdZIUWOzqLncpwbJEAkRV5cZm6KHG/UpFilxmypZqbIQ/4go4FQwm1SKcWXNy4yPUXu9iY++wvWSJHdxix6BZnpcb9vhRR5sjMvEEmR75qFFPmiLpCnShQBPnnlAgoyHTz6ojkbcHQWvUQ7AjiTIps5u557km4gEEmR/8JIkbc3mZMid02xI4AzKfJ/vW5OijzZ6a6oD6+ZR0Wey7SLzIKhMD1D8U+5R0VT5P82cXa9rgRdVaIcdhtfuqHB1BR5qgQZzqTIP9hqzsHG+IVGk7TxfZdVUldsbooc72LHWLEpcodJKXK8ix1j2WyKB0weF9md4OLWWF+4fiF2m+K7Jh1sTGc/GU2Rv7ulkaBJKXKXxz8+Vnw8kXGRF/CsiSlydKACmy1+kBCbIv96tzkpcqKLHWPdvaGWbGdaUg82LuoCebI+qVGRvsgL2WpSijydIh4iKfLASIDHt7WmolnnmOxUUtTHoymySQcbsdNpJjKeIr/WbEqKPNnprqhoX+Tdrf281pj6FLl3eIywhpJJdlYQSZFHAyF++Kp5BxtT/d18cLW5KbLb4xufRS+RaIr88x2tpqTIU51yh7PHRf7jodSnyNFZ9Kb6vMdT5JfNK+ymauMtRor8LZNS5C6Pz5g8K3GQUJbr4mNrq/nNnnbaekdS2LqIqU65w5kUubXXnBQ5ZMyiN9nfDcDnrq3DmWbnOyalyNHp2ScTTZG/+1IjY8HUH2x0xRmyc6JoX+TfHzjNkdPJSZEv7gJ5wix6iZiZIk+niIfYvshNKU+RJ06nmUg0Rd7W1GtKityd4KrnicxMkd1xxs2MJ5oim1HYnbn4bfLPe7wv8rYWU1Jk9xRpHZydIm85mvoUeapuAVFmpshTnd6MiqbI33wx9SnyVF1VoqIp8i/fNCdF7k4walKsaIp8wqQU2e3xTxkkwJkU+TtbzPi/OL1tcrwvsgkpct+EWfQSKTZSZLP6Iie6KDzWWX2Rd59MUcvOcHsjs+hlTRjqdqJoipysvsimFchKqflKqS1KqcNKqYNKqQeM5YVKqT8ppY4btwUxr3lIKdWolDqqlHr3O23DxOk0EzEzRZ6qP1gss1LkidNpTsbMFHmyi3himZkiT5xOMxEzU+R4s+glYlaKPDp27ix6iZiZIk91yj3KzBTZ7fFhi5lFLxEzU+TpnIKNMitFDoejI9RM3UYzU+SuBCOWTGRmijydM21gboo8ne5TUWamyNM5qwHmpshTdZ+KSnaKbGaCHAT+Smu9FFgP3KuUWgY8CGzWWjcAm43HGN/7KLAcuAX4nlIq8XnJaZg4neZkzEqR481Ql4hZKXKiMZDjMTNFnm5aB+alyBOn05yMWSnydNM6MC9Fnsk2GU2R959KfYrs9k7vnxOYlyJ3efwUTZhFLxGzUuTxMy/T+LzNSpH7R8YIhPS02mhmiuz2+BKOWDKRWSlyvFn0EjErRT4zi97Un7dZKXK8WfQSMTNFnm64BclNkU0rkLXWnVrrPcZ9L3AYqAJuBx4znvYY8AHj/u3AL7TWfq11M9AIrH0nbZhsLNeJspxp3L2hlq3HujnVn7qj5S7P9HcEEPknOjAS4PcHOme5ZWckmkUvkY+vq6YwK50ndrTNZrPOEp1Fbzo7AoikyDcvK+OJHa0pLj4TD582kTPNzuevrWN3az9Hu7yz3LIzEs2il8iXbqxnZCyU0gRnuqdgoz64uorKPBc/2566bTLRLHqJLCjK4vbLKvnFm20pHbpqOqdgo+w2xRdvqOfIaW9Kz7YlmkUvkS/eEDnYeHJX6v7Rz3SbvGV5OQtLsvh5CrdJSDzmdTxluS4+smY+T+1tZ2QsOMstO2OyMa8nUkpx3w0NtPaO8GoKz7bN5KwGRFLkNJuNX76Zus873lTYk7mmoZjL5uWldD8JMwu38jPT+cSVC/j9gdPvOJSxRB9kpVQNsArYAZRprTshUkQDpcbTqoDYvdkpY9l5SzSLXiIbl5YBsKOp75287YzEm05zMivn51OUlZ7yNsL0dwQuh52r64vZ0dybsuIz0XSak7lpaSk9Q2Oc6E7dEX286TQnY8Y26fb64s6il0h9aQ4LijLZ0WzdbdJht3Hd4lLebO5L2SntgZHILHqTjQ4x0calZYyMhXi7fXAWW3a2rimG9JvoxiWRXXaqP2+X49xZ9BKpys9gWUWuSfvJ6f3PsdkUG5eWse/kAL5AaobXGp88a0b7oFICIc2e1oFZbNnZpnNhWazrFpWQZlMp/rzjz6KXSHG2k5XV+absJ6ebzioV2SaPnPakrPthdBa9mWyTNy2N7IPebHln69L0AiIwDYAAACAASURBVFkplQ38Bviy1nqyTiPxKsS4/8mUUvcopXYppXZ1d3fH/WGTzaKXyOKyHPIyHOxM4QacaDrNRJRSrK0tTOkfWaLpNCeztraQLo+ftr7UpPHTvdgx1traIiB1/+gnm04zkXkFGVTmuVK7TU6zz1qstTWFvNnSl7LT7tO56nmidbWFeP3BpM/GlIh7Bqdgo66ojVySkdp90PTPagAUZqWzqCw75fug0pzpJYpRa2sL2dPWn7L+lDO5niRqbU0hY6Ew+06mpvgcnzxrBn83ly8owKZgZ3PqusxNty93VEa6nUvn5aW8jYlm0UtkXW0hb7cPMuRPTRo/07MaEPm70fqdF5/T5RmNzKI3k21yRVU+LoftHe+DTC2QlVIOIsXxz7XWvzUWdymlKozvVwDRToGngPkxL58HxO2cpbXepLVeo7VeU1JSEve9J5tOMxGbTXFFTSE7U7RhQOLpNCezrraQ9oHRlHUFmWw6zUTW1xYCqSs+pzNu5kQ1RZmU5jhTVoxMNp1mIkop1tUVsaO5L2Vp/FTjC8ezrq6IgZEAx1PUv849ySx6iaw1tslUfd4zTbkhUlzVlWSlrI2BUJje4bEZHxCtqy1id0tfyvp8Tvdix1jraovwB8McaE9N8Rk9SJ9J8nlFTSFKWXubzHE5uKQqL8VBwuTjC8ezrq6I/acGGR1LTRo/naFPJ1pXW0RYw+7W1HRPOp/Pe+X8fNLttpTVQWfCrem3MT3Nxurqgnf8d2PmKBYK+C/gsNb6kZhvPQN8yrj/KeDpmOUfVUo5lVK1QAOw83zffzpje8azrraQ5p7hlFxJPtV0molEk89UHeGdTxvrS7MpTGFXkJmeSoKYNL4pNcXndMb2jGdtbSE9Q36aelIzq9V0r3qOtW68+ExNghM9BTuTRLEyP4P5hRnsSFEbz2ebhMi63NmSmq4gPUN+tJ75fnJtbSHDYyEOdqQojT+PbfKKmkgan8qD9Mlm0YsnL9PBkvLclG2T570Pqilkb4q6gniNWfTOZ5sMhjV7U9Q33j3FLHrxrF6Qb3QFSdU+KDp51vSDBJfDzsr5qesKcj5nAyHyeR/q9DA4ev5dQcxMkK8GPgHcqJTaZ3z9/+y9d3hbyXnv/x0Q7B0AKXYRhMqqiyqkiN312nHZtWNnHcfJtVPsxMnjuP2S3BQnjuP4Jr6+SfxL+d04WTt2nLgmjssW29lmr73eorbqorSqVGERARaRABtAAPP742CAw0OQPGXmnNHu+TwPn5VAUpg9ZzDnnXfe9/t9C4C/BvBGQshlAG/M/h2U0nMAvgXgPIAnAXyYUmr602jmuAvIZ5nsmBxr2WmuxOamatSUeW0LPtey0ywEIQT7O+tx9LpNC78OF71C9AZ9GI0tYHBSfLe7meMuwN7MZyqdwYQOzWstbfXlaK4tw2GbFlUjjWVqejr9OGpTNj5qoi4eUO53fCHFTQx/NfKa12Y3RHbdb2P9JIDiYraxscq2ddLsnOwN+nD8hj2lIFbWoGQqgzND4mvjoyZOAwFgX7YUxLY1yESWu6LEi+2ttTZ+bhYMlyYByv22qxREj7NjIVgpyPEb5q+lkyoWL1BKCaV0J6V0d/brcUrpBKX09ZTSjdn/Tqp+59OU0hCldDOl9Akr72/2om9rqUFlSZEtE1ivi56WIo+S+bTvWM74QgAox0mDk/O2SC3pcdErRG8Xq0MWH8ibOe4CgK5AJQJV9pSC6HXR00IIUTKfNgWfRpsdGb1dPtyeW7RFaikaW0DNGi56hejNnhDZswaZm5ONNWUIBiptSSQwFz2z9/v4jdu2lIKYnpNBHxYWM+gfER986nHRK0SPjSdEZrPc1WXF2NZiTx1yOmeeZW5Onh6yJxtvtNmR0dvlQzpDccKGUhCzGeQ9HfUoLiKW1iDHm/ScwuxC4C3yYG+nz5aAyUxjGaMn6MPA+Gzu3xBFRqedZiHszHzqddHTsqGhCvUV9jRmml0IWPB5ZEC8KoheF71C9AT9GIsncN0GUwGjzY4Mlvm0I8tktAGX0VJXjrb6cnvmpIlGQoZdjZlGNJC19AT9mEmk8PIt8TKJir6w8THuZ6eWNmS69broaamrKMFdTdW2bIjMZrkB5Zlz8uYUEimxwSdz0TPzuekN+hRVEBtKQcyeauzpqEeRh9i2SdfjoqelrLgIu9rqLH1uXrUBstmFAFAm8KXIDCZnkwJGlsfsURKQr0MWPYGNuOhp2dJcg+oyry2LqpkmHiDfmGnPwm9uIQCUhX9kegFDt8Vm481mFAFVeZLg+rr5ZBpxnS56Wjp8FVhXY0823uycBJA7IRK9IRrT6aJXiJ6gD9Pzi8I1uq3Myd5cyZzYOZmxkFEMVJUi1FBpS+ZTr4teIXqypSCiNbqtrkEJG0pBjLjoadm73r7GTLOnGpWl3mxjpvg5qceefSVYKcisyVKQV22AbGUhYIuq6CY4s008ALC9pQYVNpSCWFkIipgqiC3lC8abeBi9XX7cnJzDrWmxwacR0wgtvV32ZOMjFk41Qg2VCFSVCB+j2fIpgGXj/Thqg0a3UX1hNQeCfkzMitfojsQSCOh00dNi25w0qC+sZl1NGTpt0OhmLnpmTl4AZQ06dv228MbMaMx4PwmjN+jHnA2NmUbNs9T0dNozJ4044GqpLS/G1uYa4WNkLnpm4gtAUaI6PTgtvBQkElswvU72dvmzjZnmlGpetQGyETtNLTvaalHq9Qg/8jJip6nFW+TB3vXWZU7WwoidZiF6gj5cHZvN/TsiMGKnWQi7Go7MlgUAwKZGRaNb9I4+GksYctFTY5dGt9lSFQbT6L4hsBSEUoqxeAINFj43gPhm4YhBDWQ1bfUVaK0TrwrC1g6z63lPUHwpSG5Omg4+7dHoVvSkzd1vptEt+oTIqAaymvrKEmxeJ74UxKi7rBY7NLqNuuhp6Qnao9FtZQ1iGt1m16BVA2RCyJ7Vvky9oyQYsdPUUuotQndHnXAFBiN2moXoDfpwYTSO2wJLQawcdwH5B73IbLzVhWBLcw2qSsWXghix09SS0+i2ITPiryzV7aKnpadTvEa3lQwyYM+GyIyLnpr1WY1u4Zt0C1luwJ5SEKMuelp6gopG96WouFIQKxlFQNFDBsRuiBKptGEXPTWN1WXoCojX6I6akBVV0xP0CdfoNuqip4U1ZorU6Lb67N6XLQURuQZRSpU1yOQYq3KlIObGuNZT7u9W+fpbU+8oAcxFz+yRO6AcJ50fiSG2IM5u0WyHKcMOPWSrC8GO1lqUF4stBbFSqgIopSD7OsVm48246GnpDfpwfWIu9/8rAjOa12rsqI23mkHOaXSLHKOFUhUgn40XHXwaddHTomh0J4VqdLPyKSuJBEDsnDQrK8pgGt0iy9HGLDQ7Mnq7xGt0R0zIiqqxQ6M7YsJFT40dGyKr6yTT6BaZKDTjoqelp9Nn2q591btHKX3dKl8/Y3rEDmPGRU9Lb9CnON5cF9dpauUoCQB2tdeixOsRu/BbXAiKs6UghwUey1npemb0Bv24Ep3B+IyYUhC2EFgaY5f4RdVs1zPjrqxGt9hgxLiLnhpCCHoEK9VYacBl9Hb5hWp0L6YzGJ+xmkgQr8BgdU4yu3axwYg5aTI1Sm28uFIQHuukaI3uXEbRYiIBEL8hshLU2aHRbfWkDRCv0R0x4aKnpbfLj2Qqg9MmSkF0RzWEkO2EkF8ihLyHfRl+N0mwerQAAN0cNPZWw6yLnppSbxG62+uEWkJaHSOgLKoXI3FMzYkpBbGaQQbypSDHBF1LM3aaWrY2M41ucYGdlWZHQCkFEa3RzUwjzGYUAeV+D92ex7Agje7cGsQj+BR0v8dnrAdMwZxGt9jNhpXPjR3Z+Gg8gboKYy56WnqCWY1uQY2ZTF/Y2omB2BMisy56auzQ6Laa3ALyqiCiSkHMuOhpEa3RbUVWlMEcM83MSV0BMiHkkwA+m/16HYDPAPg5w+8mCWaFxtWUlxRhZ1udsIXfrIuelt6szElcUCmIGRc9Lczx5pigbLxZFz01O1prUVbswWFBO3qrx11AXqNb1MPJrIuelpxGt6BSEKulKoCqNl7QtYxabG4F8hrdoh70POZkTqNbcPBp/X4rGt3XBJWC8JiT+Q2R4DlpYdPWKlijm8fJCyBeo9tqBhlQ1iCRGt1mXfTUiNboziW3LNxvptFtJlGoN4P8TgCvBzBKKf0NALsAWLv7DsLjKAlQJvCZoWnMJfnbLUY4LQS9XX6lFESQ441ZFz01u9vrUFLkEZYJUx5OZaY0rxklXrGqIDyOuwCxGt3MRc/qhijnBCcsG2++qYOR1+gWMyeZi56VjKLobHyUw0kboJT+3BKk0T1jwUVPjWhJOh5zssNXgaaaMmEqEWbNs7SIzMZHLciKquntEqfRbcVFTw1bJ8WtQeZlRRmBqlJsaKwSlii0YgKkhpWCGNXo1hsgz1NKMwBShJAaAFEAXQbHKA08FwIrGnurwSPLDQDdHXXwCnK84bUQlBUXYXd7ndCsg9XrCAA9nX68PBrD9Dz/bDyPbB0gtr6OR6kKoNi1i9ToZuovVigSbBBjVqBfS09QnEZ3JG69VwMQK0mXD+KtjVGxaxen0R3NbtKtILoUhJXLWUkkAMoaJEqj22pzK0Oki+vEbCJrnmVtjE21ZVgvUKObx6kGoFxLURrdkdgCqk2aZ6npyWp09w8bKwXRGyAfI4TUAfgigOMATgA4amyI8mDFRU/NvpzGnoCFn1OWu6LEix1t5mVOVsOKnaaWnqAP/SMxzJh0vFkNq008jHwpiJjg06yLnhqm0S1i4ed1vMk0ukUcyzEXPS4boqAPA4I0uq2qQzBEboiizEXPpEINY1NjNeoqioVkmXiUBQBiNbozGZqri7dKT9CHaFyMRjePUhVAnfmUdw0SqdHNxmhWl1uNyFIQHqcagFiN7mh8wbRWvBqm0W10ndQVIFNKP0QpnaKUfh7AGwG8N1tqcUdixUVPTXVZMba11ApZ+Hll6wBlwTozNIX5JF/HGysuelp6u3xIZyhOCCgFsdpYxujuUEpBRAQjVuw01ZR6i7Cno16I9A6v7A0AHOjy42KEv0Y3r1IVQKxjphUXPTVbmmtQLUijO5p10SuymEgQqdFtxUVPS2/QL0Sj+/ZcEqmMeRc9NQcEloJYcdFTwzS6xdxv8+ZZWnoFZeOtal6r6e1SNLovR/lm46266KkRe0LEZ51srC5DV4NxjW4jKhathJAwgA4AdYSQ1xgcozRYcdHT0hv04eTNKSRSvINPvgvBYpri5CDf4DPKMWDa01GPIg/hvqO36qKnpqy4CLvaxWTjeR13AcqCJUKjO2LBRU+LKIMYXqUqALA9q9HNu+bTqoueGpEa3VYcrLSI0ujmmq0TlI236qKnJtSgaHQfFpSU4fG5IYSgt8uPIwP8g88IB3UIhiiNbp73W5RSjVWnPzXNteXo8FWISRRyXoOManTrVbH4GwAvAvgzAH+U/fpDM4OUASsuelp6gj4kUhmcGeIrc8JkYqx0mDL2dmZLQTgfafM67gKAyqzjDe+Hk1UXPS09QR/ODk9jlnMpCM+FX5RG95hFFz01O5ldO/dghF8GmWl08x6jVRc9LT2CNLp5ZbkBcVmmaNyai56azeuydu2c18kIx4wi0+jmvU4mUmncnlvkGnyK0Oge46AOwcjNSUHPRbPmWWra6svRLECjm+dJG5BvzORZCsKkbnmO0ahGt94n3dsBbKaUvoVS+rbs1x0p82bVTlMLc7zhvWDxaiwDgJqyYmxtqRGWGeGxEADAgaAPpwenTTnerATPUhVAOYZNZyhO3OQXfFq109QiSqObh+Y1I2fXzn3h59NYxugVoNEd4fxwYgoMvCXpeEg4MrZm7dp5Z5nYA5RHIiFXCsL5VGPMoouelt4u/hrdYwI+NwD/zKdVFz01wUAlGqr5a3RH4gvwWzDPUsNkEnmXgvA8aQOU+81bozs2n0LSooueml4TGt167+AAAPNq0hwhhDxACLlICLlCCPkTo7/Pw05TTX2lorHH2wmOh9C4mp5OP07c5Ot4Y9VFT0tP0IdkOsNVFYRXsyNjz3qlFIRnYMfDTlMN0+jmfizHqdmR0RP049wIX43uaGwBJV4Pasv5LFesMfMljtn4/PEmn2u5vSVbCsJxTuZd9PiMUVRjpqLlym9O9gZ9uMZZo5uHi56afCkIv883r2ZHxkYBdu08XPTUqBszeQafPJNbgBiNbt4ZZBGNmTxc9NS0ZDW6jaxBeiObOQCnCCH/Qgj5R/ZlapQWIIQUAfhnAG8GsBXAuwkhW438G7wDJoC/403uaIHrh4yVgvALPnlmFAFgX6cPhPDNxvM8cgeAqlIvtrfUcH3Q814IgGwpCGeNbp7HXUC+FOQYx8ZMVkfJI6MIALva67J27fyCER4uempKvB7sWV/H9eE0JmidvBydwQTHUhCrLnpaRJSCROILll301NzVpGh081wnebjoqSGEYD/n2vh4zjyL7xrEW6Obe3JLQG08Dxc9Ne2+cu4a3fl1km8cdPS6/g2R3gD5ewA+BeAgFJk39mU3PQCuUEoHKKVJAN8E8KCRf4D3QgAoF30umca5ET4yJzzsNLWIWPh5LwS15cXY0lTDVYGB90IAKJ3FpwanuJWC8LDT1NLLWaM7lc5gfIbvhmhPRz13jW5e0kUMERrdPFz0tPQG/bgwGsP0HJ9sPO9SFSCvwMAzGx+JLXDbaACKRnclZ41uXp34jCKPUofMNYjn2E/C4K3RLeLZLSTzGeN70hZq4K/RzXS5eSUSlMZMvqUgPHucGAeCfkwa0OjWK/P2FQD/iXxg/B/Z1+ymFcCg6u9D2deWQAh5PyHkGCHk2NjY2JLvRTjXgwHq4JNPYCdiYvgqS7BpXRX3hZ9nwATks/G8SkF42Glq6elUSkFOD/IJPnnYaWrZyzS6Oe3oJ2aToBxc9NQopSB8GzN5qoEwejlrdPNw0dOS0+i+weda8pRwZOxorcs2ZvKZkzOJFGaTfBMJIuzaI5wkHNUwjW52VG6VaHwBXg+Br8KaeZYa3hrdUQHP7o2NVVw1utMZmi1N4jdGERrdvHS51fDW6OYpK8pgsdphnSfAelUsXgvgMpTyhocAXHJI5q1QlLNsu0Ip/QKldB+ldF9DQ8OS70XjfFz01DRWl6ErYFxjbyV4uehp4VkKwstFT0tv0IeFxQzOGnS8WQne9WCA0pjJsxSEl52mGqbRzWtR5d3syOjhrNHNO4MMKJ+bdIZys2vnXaoC5O3aec9JnpmwEq9H0ejmvE7yHCOQb8zkpdE9xsFFT0tOJvEavznZwMFFTw1vjW4RARNvjW5eLnpaejp9XDW6RSUSAL4boupSLypKrCvUMIxqdOstsfg7AG+ilN5HKX0NgPsB/IPJMVphCEC76u9tAEaM/AMRTi56WnjKnPDucmf0Bv2YSaRwnoPjjbCFgPOHjPdxFwDUVhTjrqYarsEnDztNLb1BH04O8tHoFnEECygd+YtpipMcVEHmkinEF1LcMyN717NSED5ZJp6SfgxWCnKYY/DJw0VPS2+XD+dv8dHozs1JzsFn7kHPQc2CuejxXoO2t9Zm7do5zUlOJiFqeGt0C1uDOGp089QXVtPbZVyBYTWU5yLfMYYaquDnqNHNy21UDdPo1lsKojdALqaUXmR/oZRegjOqFi8B2EgICRJCSgC8C0p9tG5ELFaAsvDHFlK4MBq3/G+JKLEA+AafPAX61firSrGhsYpfuYqAjCKgLKrHb9zGIodsPC87TS09QR+SqQxOD1rPxvPuembs5WjXLuIIFlDs2re31nJrzBRRmgRk7do5aXRHYgtcXPS08LRr52lUpIanXftk1kWP9/3mrdE9xslmWktvFz+N7mgsgUpO5llqeNYh5+Yk52u5eV01asq8XNaghcU0Ygsp7ms5KwXhuSHivZYDeY3um5NrZ+P1BsjHCCFfIoS8Nvv1r3CgSY9SmgLwEQBPAXgZwLcopeeM/Bu87DS19OQ09qwHdjxd9NSsqylDp7+C60IgYrPRE/Th2PXbhhxvCsHTTlNLT9CH+cU0+jmUgvBu4mHkNbr5zEnFRY9faRLAV6NbRFkAozfow+kh642ZzEVPzBrk46bRLWpj2d3OT6NbVLaOp0a3qGQHoBy7Xxjlo9Et4qQNUJeCWL+WPDWQ1Wxpruam0S0qy+3xkJwCg1XyyS0x95uXRjdvWVFGXqN77WupN0D+IIBzAH4HwO9m//wBc8OzBqX0cUrpJkppiFL6aaO/L6L2BgBa68rRWlfOZwILOIJl9Ab9eOm69VIQUQ8nQJnAM4kUXrZYCsLbRU8NT1UQnnaaaphGN48xMhc9LwcXPS29QUWj22opiIjGMka+FMRaYyZz0ROxBu3NanTzyDLxlnBklJcUYVcbp+Az66JXzTmRAChz8tzItOVSEBF1swx27G5VFYS56In43Oxo5afRzdNFT423yIN9nXw0utlzMcC5NAlQ5iQPjW5Rp4GA2ozD2maDSd2KeHYzjW49a5BeFYsEpfTvKaXvAPCbAJ6hlPL1NbUB3naaWnjJnIg6ggWUwG5qbhGXotZKQXi76KnJd5pa+5Dx1kBWE6gqRajBemMmbztNLT2cSkGUMYqbk4lUBmct2rVHBDVtAcDe9UpjptXSH1H9BQBfu3ZRJ20AP41uni56WnJ27RYbM6MCN20722pR4vVYVqrh7aKnhmcpiIjafQYvjW6eLnpaeCVl8llu/vd7c5NSCmJ1DZqeX+TqoqeGaXTrWcv1qlg8SwipIYT4AJwC8O+EkL+3OE7bEbkQAMqiOj6TxNUxa443oo6SAH51yCIXgubacnT4KqyPkbOdppaebDbeSikIbztNLbw0ukWdvAD5UhCrC/9YPMHVRU9NTqNb4ocToKxBVjW6F9MZTMwmhW6IUhmKEzesZeN5ayCrYXbtVu83b9dENTmNbounlhGBp4GAcr+tanQriQRxaxA7dreajRe5seSl0S3ypK0oqwpidS0XYeimpifox+DkPEbWKAXRG93UUkpjAN4B4N8ppXsBvMHiGG1HhAaymh4TXt9aeNtpamn3VaC1zpjdYiFEyKep6Q36LJeCiDxKAhTjg/iCtVIQES56anjZ0oqqSQUUje7N66yXgvB20dPS2+WzbNcuMqMIKJ+bZDqDUxY0usc42w5r2dfpg4dYn5Nj8YSQ5lZAZddu9RQr66JX6uWnea3mQLYx04pG95igxjIGD43ueCKFhcWMsDVoR2sdyoqta3RHBTU7Avw0uqNx/uZZanq7rGt0i5IVZeQ3RKtfS70BspcQ0gzglwD8wNLIHGRMYD0YAHRmNfasfMhEuOhp4eE/L7JOGlDGeHtuEZej+hxvCiHCRU9NvgnO/IIlwk5TDdPotrIhEuGip6Un6MPx65OWNLpFlqoAao1u88GnCBc9NfvWW9foFlmqAmTt2ltrLUvSicwgA8qcPDM0bUmjOyKoAZfRE/Qrdu0WssiiGssYTKPbygZYhIueGl4a3aKaHRlMo3vSgkY3bxc9LSxRaEWjW/ScZBrdaxmG6A2Q/xKKcsQVSulLhJAuKMYhdxSiL3rO8WbAfPAZFVg3y+gJ+jA+k8C1cfOlIOIXAuvF/qIXgpa6crT7yi0tqiK73Bms+9lsKcj4DH8XPS09QR9mk2lLGt2iup4ZPEpBIrEF1JYXc3XRU8M0ui3NScHHm4CiwGClFIS56Im836wUxIpGtwjHMjV71tdZtmuPxPi76KlhpSDWPjdiTzUA5X5b0ehOZxSFGtFrObB25nM1RDWFM7a11FjW6BYl4cjIa3SvPka9TXrfppTupJR+KPv3AUrpL3AYp62IsNPU0pvV2Bu6bU7mRJSWqxojMieFEGGnqaXdV47m2jJrWQfBDydACeSPXje/IRLZ5c7ozZaCXDSp0S26VAVQzUkLme6oIN1Mhr+qFBsbrdm1i2zAZVjV6I4KPt4EFAWGZCqDMyYbM0VnFAFgX1aj20qmm23SRVFR4sUOi3bt0Th/Fz0tVjW6RcqKMnqDfksa3ROzCWSo2M/NTg4a3aJkRRk8GjNFuOhp6Qn6cXVsdlWNbr1NemWEkA8TQh4ihPwb++I2UpsQYaephUnvmFVgsCNgCgYqEajSb7eoRZSLnhq1/7zp4FNgUwejJ+jD5GwSV0yWgti1EADmFRhENzsCSnY6GKg0vajOJVOIJ/i76GlhGt1mS0FEduIzerMa3Wbt2qPxhBAXPTX7O+sBwHSNrygXPTXMrt1sJiyTyyiKn5OnLdi1i3DR09LbZc2uXXQjIQB0d9RZ0ugWKX3KYBrdVso4lfstfpNuRaNbhIuelt6utUsk9ZZYfA1AExSL6Z9CsXi2bhlnM3YETBsaqlBfUWw6+LTjyJ0Qgl4LjjeiXPS09AR9GIsncH3CnP+8yMYyhtVsvCgXPTU5jW4LYwTEzklAOXY325hpx8kLoMxJRaPbZDbehgzyfotKNaJc9NTUVSga3WYVGEQfwTJ6gj6cvGnOrl2Ui56W3mBWo3vQXPApykVPzZ4ORaPbyjNHhIuemrJiaxrdolz0tPQE/Tg/Yq4URJSLnpZcHbJJVRBRLnpqtrcoGt08AuQNlNJPAJillH4FwM8C2MFhjLYiysFKjScrc2J24Y/YsBAAysI/PDWPodvGg087jruAfPBpJoPDXPRELwQdvgqsqzGfjRfdxMNgGyIz2XhRLnpaeoI+TM+b0+gW3VjG6LWQjaeUZjMjYu+3VY1u0c2ODCsa3XZk6wBrGt0iddjV7LXYmCm6nwSwrtFtx8kLYE2jW3SPE8OKRnfUhtNAIK/Rbfb0xY45WeL1YM/61Wvj9QbIbKsyRQjZDqAWQKe14dmPHRcdUMosbkzMYXTauMyJSA1kNex4wUzNp10LQaihCv7KElNjFGmnqUbJxvtx5NqEqeBTdGMZo7fLe2YafgAAIABJREFUh4nZJK6OGS8FicbEueipsTIn7WgsA4Cm2jKsN2nXfntuEYtpsaVJjN4uP166Zq4xM2pDWQCgbDbmkubs2iOxBZQXFwlx0VPTY6ExMyrQyVNNbXkxtjbXmPrc5MyzbNikH7Cg0R2NLQhfywHlc2NWo5ttiESPc09HPbwmHTNFy4oyyoqL0G2yMVNJJNizSe8N+nFhdOXGcL1PvC8QQuoBfALA9wCcB/AZ68OzD5F2mlryx+7Gd0+i7DS1bGqsRl1FsakxirTTVGOlDtmusgBAyTpEYgncMFgKItJOUws78lpL1qYQdgVMbfVZjW4Tc1K0bqYas6Ug+SNYe9aguEm7diUYET/G/cFsHbLJ4LOxRpzmNaM+q9FtpqfEjmZHRk/QZ8qufUyw7KCanqxGtxm7drsCppxdu5nnYjwBf2UJigUnEhSN7lpLz257NsBKY2bcYCkIc9GzY0PENLpXQq+Kxb9SSm9TSn9KKe2ilDZSSj/Pa5B2INpFT82W5hrUlHlx6KqJB71NGWSPR6lDPmRi4RfpoqelL+TH8NQ8BieNqYLY0VjG6AspwafRaynSTlNLp78CTTVl5u63DbX7jANdfhweMBN8inPR09IX8mNqbhEvr5J5KIRoFz01B7LNwkbXoGRKrIuemsbqMmxorDK3TgrWQFbTF/Lj2HXjBjH5xjIb1qAuPxKpDE4ZDD7taH5j7A8qBjFG1yDRLnpqqkq92NFaa2pOinTR09IX8uPMkHGDGJEueloOhBSNbqOSdHadUAOKRvd7+tav+H29KhbrCCFfIoQ8kf37VkLIb3Iaoy3YuRAUeQgOdPlx0OCHjC0EokwjtIRDAQxOzmNw0ljm086FIJwNPg9eHTf0e3bV/wFAV6AS62pKDd9vu8oCACUbHw75cfjqhOHg066aVEC535OzSVyMGKtDjmbLp0RnFAHVhsjg/bZzTq6rKUOoodLw54ZJHtl5v1+6Pmk4+LRDwpHRF/JjfjGN00PGgs9ofAH1Al301PR2+eEhML4G5YyKxN/vmrJi7GirwyGDczK2INZFT0s45MepwSnDknTKOmnfszudoXjJ4OlLJL4g1DxLzZ6OepR4PTh4xehz0b51sqy4CH/54PYVv683BfhlKEYhLdm/XwLwe5ZGZjOi7TS1hEN+3JycMxR8irbT1BI2+aAXaaepJdRQhYZqc8GnXQuBEnwGcOjquKFSEDvLAgDlQT8xmzTUBJdKZzAxa08ZCJAPPo3ebzu6nhnNteXoClQaHiM7xbLj6BBQHqJHr00aaoKze06GQ0od8hmjwadgfWE1B4J+EALDD3o752RteTG2m8h8inZ21BIO+XHy5pShJjjRDrhawqEAUhlqOPMZjdt30rZ3fT1KijyGN8Bj2TlpRyKhrLgI+9bXm1rLAfvWoNXQGyAHKKXfApABAEppCoB5/00HsDNtDwDhDQEAxo6T7BC/V7OhsQqBqlJT2Vm7dsos83nwqrEmONEuelr6Qn6MzyQNWWPbIemnJhd8GnjQ51z0bFqsWurKEQxUGs4y2dXsyOgL+XH0mjFrbNEuelrCIT9mk2lDZhx2nmoASpMMMZj5tMNFT01tRTG2t9QaXiftzHIDypw8OXjbkB6yaBc9LeGQPxt86ldgsMNFTw0LPo1sNuxw0VNTVlyEPevrjAefNugLqwmH/Dh/K4bbBqyx7ZJw1IPeAHmWEOIHQAGAEHIAgDkVeuX3/19CyAVCyBlCyCOEkDrV9z5GCLlCCLlICLlf9fpeQsjZ7Pf+kRiMfOxeCDY2ViFQVYLDBiawXVquDEII+gwGn8xFz66FAFA+ZOMzCUMKDLY/nEzUfNphCqOmrb4C6/0VxjZtNh53MQ50+XFkwFjwKdpFT0tfyI+ZRMqQGUfUxiNYwJxpkd2b9PrKEmxpqjH0uYnaWKrC6MtmPo0oMChlPzaOscuPxTTFsRv6M5/sNFCkeZaafet9KC4ixu63TbKijPKSIuzuMBZ85lz0bH0uBnD+VsyQGYdoFz0tLCljpKEwGkugukyseZZe9AbIvw9FvSJECHkRwFcB/D8W3veHALZTSndCKdf4GKDUNgN4F4BtAB4A8BAhhKVbPgfg/QA2Zr8eMPKGdthpqiEkX4esN/i0O2AClOAzGk/g6tisrp9nLnp2Hn+EQ0o23siCZWdjGQC0+yrQ7is3lGWyw0VPSzjkx+GBCd3yX04cd4VDfsQTKZwb0dcEZ5eLnhrWBGdoTsbtKwsAAF9lCbY01xiak5FY1kWv0t77ffzmbd3BpxNzsi/kRzKd0a09y1z07Bzj/k4fvB5ieJ1ssDGoKy8pQnd7vaETIjv7hxjhkB/9I9OYntOnwGCXvrCacEixxjaiTGSHi56anW11qCgpkvrZvRqrBsiEkP2EkCZK6QkA9wH4UwAJAE8DGDL7ppTSp7NlGgBwGIozHwA8COCblNIEpfQagCsAegghzQBqKKWHqBJtfhXA2428px12mlrCoQBGYwu4Nq4v+LS7DARQ1yHrW7DsEuhX0+6rQFt9uaHSgIjN2RsACHcFcHhAv/asHXaaWvpCAcQXUjg3oi/zaWdjGcNo8JkrVbEx+AxUleKupmqDmU97TzUA5fN97Lr+4DMaV/RmRbroaQlv8COZyuCEzuAzapOWq5p88KlvnWQuenZ+bipLvdjdbizzqWQU7V6D/Dg7PI3peX3BZyS2YIt5lppwKKAEnzozn06skyz41PvststFT01xkQc9QZ+xOWljqcparJVB/hcALH8fBvBxAP8M4DaAL3Aaw/sAPJH9cyuAQdX3hrKvtWJpQM5e140dFq9awgYbjuyw09TS4VO0Z3WP0eZmR0Y45MehAX0KDE4sBIDyoJ+eX9StPWtnEw+jz2jwGbfHRU9NQ3UpNq+r1h2MRGwuC2D0ZRUY9GjP5lz0bL7f4ZAi/6VXe9aJObm/04ciA5nP/CbdvvtdVerFLgPBp93NjoxwyI+zQ1O6bYid2KSHs/Jfel31nAiYdrfXoaxYfx1yrtnRxvtd4vVgf6f+4NOJLDeg3O8r0ZlcadRa3DEZZABFlFI2i/8HgC9QSr+btZ3esNovEkJ+RAjpL/D1oOpnPg4gBeAb7KUC/xRd5fWV3vv9hJBjhJBjY2NjAOxv4gGA9f4KtNSW6f6Q2aWBrIbVIesNPp3IcgPKjn56fhHndQSfdrnoackHn/oDO7vnZEN1KTatqzKwqNrjoqeFBZ965L8iNjeWMcKhgO7g004XPTU9QSX41JtlcmJOVpcVY2eb/iY4u1z0tISz2rN6jA+cOGkDlBOiDAWO6jh2t9NFT83uDiX41Hu/7XLRU5MPPo1t0u0eZzjkx+XoTC5xtRp2uehpYSWSenpfKKXZXo07I4NcRAhhq9DrAfxY9b1VVydK6RsopdsLfD0GAISQ9wJ4K4Bfofki3SEA7ap/pg3ASPb1tgKvr/TeX6CU7qOU7mtoaHBsIVCCz4Du4DPq0M4pbMD4wKmFwIj2bMSBxjJAWXg2NOoLPu2009QSDgXw0jWdwacDAROgzMmFxQxODa4dfNqp5aqmJ2t8oOd+O3EECyjB547WWt0borG4fZJ+asIhP07rND6IZJ0d7VKoYfSF/Ir2rA75L7sbyxjdHXUo9Xp03W+7VXQYpd4i7O/06U8cORQwhUMBXIrM5OQZVyMSSyBQJd5FT0su+DS0Btk7J7c016C2vFhXieT0/CKS6Ywja1Ah1rqb/wngp4SQxwDMA3geAAghG2BNxeIBAH8M4OcopWqh4O8BeBchpJQQEoTSjHeUUnoLQJwQciCrXvEeAI/pfT877TS1GDE+cCpgMhJ82mWnqcWI8YGddppawln5r7W0Z+2009RixPjAqTmZNz7Qcb+zLno15fZmFGvLi7OuW/rGCDij7anX+IC56DkzRv3GB3ZqIKsxYnwQcegUq6y4CPs663V/bgCgwYF1si/kx4XReM6YZiVYaZJTazmgL/M5FrfHnl3L1hb9rr1O9GoAzDjNh4MDa89JmTSQgTUCZErppwH8ARSjkHtUmV4PrKlY/BOAagA/JIScIoR8Pvt+5wB8C8B5AE8C+DCllBX4fRDAv0Jp3LuKfN3ymjjRBcvQa3xgp52mFiPGB3a66GnRa3xgp52mFr3GB06VqgDGjA8iDtTuA3njA73ZWScyioBypK3H+MCpDDKg3/hgzGYXPTVGjA/slnBkGDE+iMTsc9HTEg4FcGE0jok1gk+nTl6AfOZzLQlC5qLnxFq+raUG1WVeXRtgO1301Bhx7Y3EF1BS5EGdDeZZWvS69jq5ThZizTQgpfQwpfQRSums6rVLWWULU1BKN1BK2ymlu7NfH1B979OU0hCldDOl9AnV68eyJRohSulHVMH6mkQdapgA9Bsf2O2ip6Uv5MeRgYk1g89o3JmFANBvfGCni56WXp3BpxP6wgy9xgd2u+hpUbRn1zY+sFvbU41e4wO7XfTU6DU+iDp0BAsYMz6wW19YjV7jAyc78VlSZi35r7wpjP33e3tLDapLvWveb7td9NR4izzoDeoLPqPxBUfXID2uvWMxRerWiUSCXtdeJ+dkIew9J3cIu92htCjB5+rGB3YL9GsJhwKYTabXND5wssP0QJc+STq7XfTU1FeWYGtzzZqLqtNHSczydbXg024XPS3hUECX8YHd7lBq9nXWo7hobfkvu1301JSXFKFbh/GB3Y5lWpjxwWrBJ3PRc2pO9unMfDrRWMbY2VqLqlKvrjnp9RDU22SepcZb5EFv19p1yM7PST9uTMxh6PbKwSdz0XPs2a3TtdfJdVKva6+Tp7+FeFUEyHa76Glhxgf9qxgfOL0QHOjyAVh9h2e3naYW3cGngwsBoM/4wGk7TT3GB04fd+3vrNdlfDDmgDQZo6LEmzU+WOtB70wdJSMcCqxpfOBktg7IGx+s5rrl9Jzc2VaLSh3GB05mkL1Z7Vk9waedLnpa+kIBXBufxcjU/Io/41RjGSO8Ye3M58SM/S56aphrr5777VSWmxCCsA7X3rG44qJXXmJ/IqEQr5IA2V4XPS0HdMh/OdX1zPBnjQ9WG2POTtPBAvpwyI9jN9YIPh1cCAAlGFnL+MAJFz01eowPnD7uqijxrpn5nE3Y76KnpS/kR//w6sGnYunr4Jzc4F/T+MAJFz01ely3nNJyZeSND1b+3GQyNGfh7BThkB8D47O4Nb1y8BmN2+uip0XPsXuuudWhcW5qrIa/cvXg08kGXCCvlnXw6viqwWfU8U362q69MmkgA6+SADnqgL6wGj2uW042EjLCocCqrltOaXuqyblu3Vw98+lkwLQ/uLbxgdNj1OO6JcNxV18osKrxQS6Id3RDpBgfrJb5dMJFT82utjqUFxetsQbZ76KnRo/xgRMuelrCoQCujs3mPh9aJmaTSNvsoqdFjzKREy56ajavq4avsmTNNchu8yw1Hg/BgTUyn06fagDKGhSJJTCwgmvvfFIxz3L6cwOsXiLphAPuarw6AmSHFwJgbdctpxcCYG3XLRkWAua6tdLC75SLnpqqUi92rWF8IIOdpmJ8sErwGVuw3UVPS851a4WGo6gEczJvfFB4TualqpwbY4nXg/1rZD5lmZOruW45feQOrB18On0aCABbmmpQV1G8evDp8Jz0eAj6uvw4tErmUwbTiHDIj9HYAq6tEHxGHJQVZazl2uuUA66adl/5mq69MqxBal4dAbLDNamAsntaWMzg1ArBpwwTo6dLMT5YaYfn9FESoHbdWmEhkERHMRwKrGp8IMNREnPdWkl7NhpPIFBlv4uemrWMDyIOapwz1jI+YC56Tt/vcMi/qvGBDHNyLdetaCyB8mJnEwlbmfHBSutkTgNZhuCzcOYzkUpjam7R8fvdF/JjZHoBNyYKN8HJ8uwGVg8+lUSCc+Ps8FWgta58zWe3kzEGq0NeyTiNueg5PSfVvOIDZErhiIuelrVct5zsembUlBVjR9vKx+5OuehpCYf8OD04VTD4dMpOU0uYuW4VCD5lsdNcM/iUIGBiwefKwYhzWq5q+kJ+XIzECwafMpy8AGsbH0QdctFTw4wPVpJJdMpFTw0LPtdaJ52WqgqH/BiemsfNAvJfTrnoaVkr8xlxsAGX0emvQHNt2Yob4EjMGfMsNUodsrIhKhR85srlnJ6TG1Z27Z2ak8tFD3gVBMhM19fphSDvurXyw8npMQKru24pGUVnFwJgdeMDJ1301OxZn3XdKhDYyWKnmXfdkntOMtetQsYH0XgCpQ646GlZzfjA6WZHxraW2hWND5KpDCZnk45vNHLGByu4bjlpVKQmvMGPoduFjQ9yDnWOZ2dXznxGJTh5AYBgoBJNNWUF10knXfTU5ILPFTKfY3FnnB21hEN+3J5bxIXR5a69TrnoaenrWtkaW5Z1Us0rPkBOZSe0E3aaWvpCAZwcvL3MdctJFz0teeODQsGnM3aaWlYzPpChsQxQgs+9HYWDT6c1kNWEQwG8fCuGyQLas0656GlhWaZCxges2dHJjCKwuvGBLHNyNdct5qLndMAEKPd7Jdctp9UhGPnM5/LAzkkXPTWhhko0VpcWDpAlmZO5Y/cCpSBOuuhpCYcCmJxN4mJkefAZcbgBl9G32px00EVPTVNtGboaCrv2yrJOqnnFB8i5DLIEFz0c8ivGBxrXLbYQyJCt27feh+Kiwk1wTtlpasm7bhVeCJxy0dOykuuWLEfugNp1a+n9dtpFT82OVYwPIjHnHKzU5I0Plo8xKklpErCy8YEsZQGAyvhghYeoDJ+bUEMVGlYIPiMSlE8B6uBzeROcTPe7L+THxGwSlyIzS1532jxLTd8qpSCyrEHNteXoClQWzs466KKnJbyCa69Mc5Lxig+QmXudDB+yvOvW0gnstEC/GsV1q3Dm00k7TS3hUADnRmKYmlsafDLTCCkWgg2FjQ9kOkpayXWLuejJMEbF8rVwE5wsZSCAckJ0fWIOwxrjg2g8gboKZ1z0tOSlljRz0mGjIjXM+EA7J2cSKcwl01LMydWMD8YclhVVEw4FMD6TxOWoJviMJ7KJBOcUahgrZT5laCxjtNaVo9NfsWwDnM5QjM/IkTgCsq6915a79spQqsJYybU3LwLg/P1mvOID5MUMddRFT03edWvph8xpFz0t4ZB/meuW03aaWpjrlvbY3WkXPTUrGR/IdJTkzRkfyDtGQFn4CxkfsMyIDKxkfCBL+RQAbFpXVdD4wGlnRzV544OlwadsczIc8mMsnsDVsaXBpyylSYAq+Lyy/JnTUOWceZaatvoKrPdXrLIGyXItAzgysDT4ZC56ThquqAmHAphJpJYFnzI0OzKYcdryTfqCVC56wKsgQE5l5ZVkWAgAZcE6OzyN6fl88Cnb0UI4FFjmuuW0naYWFnwW2mzIkuUuXiH4lM1OMxzyY2BsFqPTee1ZGecksHRRnU2kMJNwVvNaTd74oMCclGSMrOFIG3xGYwkUeYhjLnpaCrluydKJzygk/5XJUIxJlFFs91Wg3bdce9Zp8ywt4ZAfhwcmkM6oN0TOG1OpCYf8iCdS6B/JKzDkNJAlCeIPdPkALC8FcdrqXo2vsgRbmmsKnhjIsk4yXvEB8mI6I83uDlAZH6jkv5y209Syu10xPlAHIzJoIKtZyXXLaTtNLYWMD2TKKAIq4wOVcoBMx5sAcFdTNeo1xgeyzcmVtGfH4vJkuQElsNMaH0RiCwhUlTjmoqcln43Pz8kxyY5g230VaKsvXyJJx1z0ZBkjAIS7AsuCT9n0ZvtCAcQXUjg3ks98RuMLqCr1Oqp5rYZlPtWBnQzOjmr8BVx755NpxB120dMSDvmXufbK9lwEXgUBcipNpdndAWrXrfyHTAYXPTX54HPpGAF5AiZA+ZBdjs7kFinmoifXQrDc+ECWRiNGznVL9aBnLnr+SudLk4Bs8KnpdpdxTvaF/Lg1vYDrWeMDGVz0tBTSno1Ilr1hxgdLxijZqQaAZcYHUo5xgx+xhRTOqzOfks3Jvq7lc1K2IL6huhSb1y0NPmVw0dMSDgWWuPbK4KKnpZBrr0wnbYxXfIC8mJFDHYJRyHVLxqOFcCiwxHVLpsYyhvbYXRYXPTVbmOvWFXnvt9r4gAWfMrjoaekLBZYYH8g5J5dmmZiLnkyb9PX+CrRojA+iMTm0XBmFtGejsQQqJEokAMoaND2/iPO3lOBzTLLTQEAdfCpzkrnoyfS5aaguxaZ1VZoTInn6SRh9If+y4NNpFz0t2uBTttNAQDFOK/KQ3AkRpXL1ODEcffoRQv6QEEIJIQHVax8jhFwhhFwkhNyven0vIeRs9nv/SHTKFCjHXXJddGZ8MJ7VHpXBRU+L1nUrEpNvIWCuW+xBL4uLnhpFe9aXMz6Q0U4TyLtuDU4qTXAyHndpM5+yaLmqyRsf5D83gFxzkjXBLQk+JXw4hUNLXbciWQ1kGRRqGH2axkzZGssAZe5taKxSfW7kKlVhhEMBvHRtEsmU0gQnU2MZIxzyY2Exg1PZ4FMGFz0tPV1LXXtlq90HgOoyxTiNjTHnoifZ/XbsrhJC2gG8EcBN1WtbAbwLwDYADwB4iBDCOpk+B+D9ADZmvx7Q+14y7ZyA5a5bMh4tbGupWeK6JeNCoDU+kPF4E1DuNzM+kNFOE1C7buXvt2xzsitQiXU1pUvutwwuemqY/NfhrOWrvHPSnzM+kMVFT0uh4FO2z826mjKEGiqXfG4AOTSv1YSzmc9kKiOVYomavpAf84tpnB6ayplnyfa56e3yLwk+ZTt5AYCasmLsaKtb8uwG5PCCUKN27WXJLdnut5PRzj8A+CgAtYjkgwC+SSlNUEqvAbgCoIcQ0gyghlJ6iCpnwF8F8Ha9bySDi54ateuWLHaaWhTt2XzwKYudppZwyI+bk3MYnJyTxk5Ti1r+S8ayAGC565ZSBiLXGJXgM5AzPmClKjJlFAGV8UE0LqW2J7DU+IC56Ml2v5nxQX4Nkm/TBigb4KPXJrGYVoJPX2WJ4y56WsIhP+aSaZwZmsqvk5JdywNBPwgBDl6ZQGwhhURKrvJIAKgtL8b21tp8WZ+E6ySg3O+TN6cwl0whKomLnpZwKJBz7ZV1TjoSIBNCfg7AMKX0tOZbrQAGVX8fyr7Wmv2z9nVdyBYw5V23JqSy09Sidt2SxU5TS851a2BCGjtNLRsaqxCoKsXBq+PSabky1MYHi1kXPRlsxbX0hfw54wMZy0AAtfbshFQuempa6soRDFTikHpOSvj57lO5bsl6v8MhP2aTaZwZmpZKA1lNLws+r05IWQYCALUVxdjeUouDV8el/dwAypw8OXgbc8lUdk7Kt06GQ/5s8HlbKhc9NXvX16OkSFHLknVOCguQCSE/IoT0F/h6EMDHAfx5oV8r8Bpd5fWV3vv9hJBjhJBjgHyZEUA50r42PovTg0otk4wPp/CGfOZTFjtNLcx169DVCWkXAnXwKeuRO8BctxJZpQhZx5g3PohKWAYCLDU+iMTkcdHTogSfk7g1JeemDci7bh26OiGNi56WvPHBuHT6woz6yhJszWrPRiRy0dPCMp83siowMn6+w6EAFtMUR65NSuWip2bfel/WtXdcylIVgLn21uGg6mRVtjVIWIBMKX0DpXS79gvAAIAggNOEkOsA2gCcIIQ0QckMt6v+mTYAI9nX2wq8vtJ7f4FSuo9Suo8A0i4EAPDoqWEA8k0MANjUWA1/ZQleuDKO8Rk5M8h5163xbI2ifGME8sYHrOlRxvvddwfMybb6CnT4KnKLqowZJkC530cGJnBrel66rAiDGR88cyECQM5NOjM+kHlO5oPPCSkbcBnhkB8nbkzh5uScNC56WvpCfiTTGTzefwuAfBlFANjfWQ+vh+D7p0ekctFTowSf9bmyPhk/N4Cy2egfmcblSFwq8yyG7SUWlNKzlNJGSmknpbQTSvC7h1I6CuB7AN5FCCklhAShNOMdpZTeAhAnhBzIqle8B8Bjet7PW+SRciFgrltP9Y8CkDNb5/EQHAj58aPzEalc9LSEQ35EYgmcHpySMssN5Bszn+oflXIhAPKuWzLPSUC53y9eGZfKRU9LXyiAeCKFQ1cnpB0jy3w+1T8qlYueGmZ8wOakjEE8kDU+uHFbKhc9LeFQAMl0Bs9eiEq7lu/v9MHrIar7Ld84K0q86O6oy6+TEgbxgDInzw5PY+j2nLxzcoMflAI/PB+Rcp2UR5IAAKX0HIBvATgP4EkAH6aUMquVDwL4VyiNe1cBPKHn3/RKGBwDee3Z2aTyvyfjQgDk6+sAuRcCAJiV9AgWANp95WitK8+OUc57DSiuW7n7Lek4+9RzUtL7zbRnZ5NpabM3gWzwOZtMo6GqVBoXPS2szAKQd06GN/iRTGWQzlBpx7g/qz0r8zpZWerF7vY6zCbTUrnoaem7E+ZkKABKofQ4STrGXW11KC8uknZOOh4gZzPJ46q/f5pSGqKUbqaUPqF6/Vi2TCNEKf0IVXu5roJMsmRa2JG2TC56WljmE5A3iGeuW4C8Y2R1yICcx4YMVncuk4ueFva5AeQ8cgfyxgeAvFlPIH8tZR5jeMn9lnOc+zt9uQ2GrGOsKvViV1stAHk/NwDujHVSPScl/ezsbldcewF5r2WJ14P9QaWMSsY5KW/0yIniIjmzIkD+QybrDhQAOv0VaK5VxifjDg/Iu24B8i4EQD74lPl+s8ynbC56ahqry7CxUQk+ZZ2TQH5zKevJC5Afo4wPJwYzPpDNRU9NdVkxdrLgU+LPd25OSvy5YZrssgaeANDdUYdSr0c68yw1JV4P9ncqwafMz5ywxJt0OZ+AHJH1IQ/kXbdknBgMFnx6JF4IgDtjs9HXJf/Cz1y3ZH6AAupFVeL7fQfMyZ6gEnzKfL+Z8YGMmtdq7oQ16E743LDgU+brWOotwv5OH/yVpVKfUuc3RPJey9znRsJNOtFZqXDHsmXHbvry2VMfTZR3AAAgAElEQVROD2NFXrg8jvISD/au9zk9lBW5Pj6L00NTeHC3bulp21lYTOPrh2/gPX2dKPHKu2A9fGII+zt9aPdVOD2UFTkyMIEMXVrKIBsjU/N44co4fmlf+9o/7BCL6Qy+eugGfqW3Q0qZN8b3T49ga0sNQg1VTg9lRU7evI3YQgr3bWpweigrMj6TwJP9o/iV3g5pA/l0huJrh67jHXvbUFMml168mif7R7HeX4EtzTVOD2VF+oenMTq9gDdsXef0UFZkem4Rj5wcwnvDndLOSUopvnHkJt68vQl+h5JwhJDjlNJ9y15/pQfI+/bto8eOHXN6GC4uLi4uLi4uLpKxUoAsb6rNxcXFxcXFxcXFxQHcANnFxcXFxcXFxcVFhRsgu7i4uLi4uLi4uKh4xdcgE0LiAC46PY41qAUw7fQg1iAAYHzNn3KWO+E6Au615MWdcB0B91rywr2O/HCvJR/c68gPJ6/lekrpsg5gOUUl+XKxUPG1TBBCvkApfb/T41gNQsgx9zrywb2WfLgTriPgXkteuNeRH+615IN7Hfkh47V0Syzk4PtOD+AVgnsd+eFeS36415IP7nXkh3st+eBeR35Idy3dAFkCKKXSTYw7Efc68sO9lvxwryUf3OvID/da8sG9jvyQ8Vq+GgLkLzg9gFcI7nXkh3st+eBeR36415IP7nXkh3st+eBeR5O84pv0XFxcXFxcXFxcXIzwasggu7i4uLi4uLi4uOjGDZBdXFxcXFxcXFxcVLgBsouLi4uLi4uLi4sKN0B2cXFxcXFxcXFxUeEGyC4uLi4uLi4uLi4q3ADZxcXFxcXFxcXFRYUbILu4uLi4uLi4uLio8Do9ANEEAgHa2dnp9DBcXFxcXFxcXFwk4/jx4+OU0gbt66/4ALmzsxPHjh1zehguLi4uLi4uLi6SQQi5Ueh1t8TCxcXFxcXFxcXFRYUbILu4uLi4uLi4uLiocANkFxcXFxcXFxeXNVlYTGNhMe30MGzBDZBdXFxcXFxcXFxWhVKK9335JXzg68edHootvOKb9FxcXFxcXFxcXKxxaGACB69OoLa8GJRSEEKcHpJQ3Ayyi4uLi4uLi4vLqnz2mSsAgOn5RYzFE7a/P6UUqXTGtvdzA2QXFxcXFxcXF5cVOXZ9EocGJvD6uxoBAJciM7aP4QNfP47uT/0Qv/fNk3iy/xbmkimh7+eWWLi4uLi4uLi4uKzIP/74CvyVJfjk27bhmQtRXI7Gcc/GgK1j6B+OoarUi2cvjeHRUyMoK/bgNRsb8MD2Jrz+rnWorSjm+n5ugOzi4uLi4uLi4lKQ04NTeO7SGD76wGa0+8pRV1FsewaZUopofAG/eU8X/vBNm3D0+iSe6h/FU+ciePp8BF4PQV/Ijzdta8L9W9ehsabM8nu6AbKLi4uLi4uLi0tBPvvjK6gtL8Z7+jpBCMGmxmpcjsRtHcPkbBKLaYp1NaXwFnkQDgUQDgXwybdtw5nhaTzZP4qnzo3iE4/2488f68d9mxrw+V/di7LiItPv6dYgu7i4uLi4uLi4LOP8SAw/ejmC990dRFWpklPduK4Kl6MzoJTaNo5ITGkKXKfJDHs8BLvb6/Anb74LP/6D+/D0/3wNPvTaEJ69OIbPPXvV0nu6AbKLi4uLi4uLi8sy/uknl1Fd6sWv392Ze21jY5XtShaR2AKA5QGyGkIINq2rxh/dfxce3N2Czz17FdfGZ02/pxsgu7wiiMYX8LvfPImpuaTTQ1mVx8/ewsjUvNPDcHFxcXFxWZXLkTie6B/Fe8OdqC3PN8BtWlcNwF4li3yAXKrr5z/+s1tQWuzBJx7tN53pdgNklzWhlEpvLfmfRwbx2KkR/PTSmNNDWZHByTl86Bsn8PmfWjv2cXGRHdnXCxcXl7X5p59cQXlxEd53T3DJ6xuzAfLlqH11yKzEorFaX/NdY3UZPnr/ZrxwZRzfP3PL1Hs6FiATQtoJIT8hhLxMCDlHCPnd7Os+QsgPCSGXs/+tV/3OxwghVwghFwkh9zs1dj1MziZtrc8RyV/+4Dzu/cxPbBXoNgKlFI+eGgYAnL8Vc3g0K/Nk/ygA4OTNKYdH4uIijmcvRrHjfz2F6xaONl1cXJzl2vgsvn96BL92YD18lSVLvheoKrFdyWI0tgB/ZQlKvPrD1l/uXY+dbbX41A/OI7awaPg9ncwgpwD8AaV0C4ADAD5MCNkK4E8APEMp3Qjgmezfkf3euwBsA/AAgIcIIebbEwUxm0jhk4/1Y8+nfohHTg47PRzLnLh5G18+eB1j8YQjwuB6ODU4hWvjsyBEaSiQlcf7lV3sy7dimE+6GTaXVybfOHITi2mKo9cnnR6Ki4uLSR76yRUUF3nwW/d2LfueE0oW0diCYem2Ig/Bp9++AxMzCfzdUxcNv6djATKl9Bal9ET2z3EALwNoBfAggK9kf+wrAN6e/fODAL5JKU1QSq8BuAKgx95Rr87Bq+N44P8+h68evoGyYg+ePhdxekiWWExn8KcPn83VHp24edvhERXm0ZPDKPV68ObtTTg/EpMyc39reh4nb05hd3sdUhmK/pFpp4fk4sKdydkkfnIhCgA4O+TOcReXO5HByTk8cnIY7+7pQEN14Zpfu5UsRmMLaNJZf6xmR1st3tPXia8evoEzQ8ZOb6WoQSaEdALoBnAEwDpK6S1ACaIBNGZ/rBXAoOrXhrKvOc5MIoU/e/QsfvmLR+D1ePCt3+7Dg7ta8eLVcWnLEvTwpReu4cJoHH/zCzvhryyRsjRgMZ3B98/cwhu2rkNv0I+J2WSuVkkmWHnFn75lCwDgpKSbDRcXK3zv1DBSGYrm2jKcGXYDZBeXO5HP/fQqPITgA/eFVvwZu5UsIrHEqgoWq/H7b9qEhqpSfPyRfqQz+gN6xwNkQkgVgO8C+D1K6Wrn46TAawX/Twkh7yeEHCOEHBsbE9u09cLlcdz/D8/hG0du4rfuCeLx37kX+zt9uHdTAPGF1B37kBicnMP/96NLeNPWdbh/WxO6O+pwclC+oO65S2OYnE3i53e3YltLDQDg/C35rvkT/aPYvK4aPUEf2n3lUm42XFys8vDJYWxtrsHbdrXg5VsxJFN3boJAFDOJFN79hcM4fkO+9dTF5db0PL5zbAi/uK8NTbUrB6R2KlkspjOYmDUfINeUFeMTb92Ks8PT+PrhG7p/z9EAmRBSDCU4/gal9OHsyxFCSHP2+80AotnXhwC0q369DcBIoX+XUvoFSuk+Sum+hoYGIWOPLyziYw+fxa9+6QhKvR585wN9+LO3bkV5iVIWfXcoAEKA5y+NC3l/kVBK8fFH+1FECP7iwW0AgO6OegyMzUono/bwyWHUVxTjvs0NuKu5BoQA54blqkOOxhfw0vVJPLC9CQDQ3V7vBsgurzguR+I4MzSNd+xpxY7WWiRTGVyy2W1rPpnGwyeGsCjxyd1/nxnBoYEJfOf4kNNDcXFZxr/8dAAZSvHB166cPQbsVbIYiydA6eoayGvx1p3NuHdjAH/71EVEs5Jxa+GkigUB8CUAL1NK/171re8BeG/2z+8F8Jjq9XcRQkoJIUEAGwEctWu8ap67NIb7/+E5/NdLN/Hbr+nC4797L/au9y35mfrKEmxvqcULV+SVHVuJH5y5hecujeEP79+M5tpyAEB3ex0ApSFOFmILi/jR+QjetqsFxUUeVJV60emvlE7J4ulzEVAKvGVHMwCgu6MOo7EF3JqWUw/5Wy8N4ptHbzo9DJc7jO+eGEaRh+DB3a3Y2VYLADhr8wnaVw9dx+9/6zT++LtnkDFwlGon3z6mBMbPXRqTsl/ChT+ziZTTQ9BFNL6A/zx6E+/Y04q2+opVf9ZOJQumgdxUa7wGmUEIwace3I5EOoNP/ffLun7HyQzy3QB+DcDPEEJOZb/eAuCvAbyREHIZwBuzfwel9ByAbwE4D+BJAB+mlNoqBTCfTOOPv3MG7/m3oygvKcJ3PhjGx96yZUWv73s3BnDy5hTiJuRFnGJ6bhF/8f3z2JktbGfsbK+Dh8glUfbk2VEkUhm8vTtfir61uQbnJFOyeKL/FroCldi0rgqAko0H5LqWjMnZJD75vXP4v89cdnooLncQ6QzFIyeHcN+mBjRUl6LDV4GaMi/O2Nyo9+LVCZQUefDwiWH89ZMXbH1vPQyMzeDYjdvoaqjE8NQ8rk/MOT0kF8E8d2kMu/7iaamSSyvxxecGsJjO4EOv3bDmz9qpZMECZL0ayCvRGajEh14bwvdPj+D5y2snL51UsXiBUkoopTsppbuzX49TSicopa+nlG7M/ndS9TufppSGKKWbKaVP2D3mbx8fxH8dG8Rv39eF//6de7Gno37Vn79nYwCpDMXhgTtH7uhvnrqAydkE/s/P70CRJ1/2XVXqxaZ11VIpWTxychid/opcdhsAtrbU4ObknCnNQxFMziZxeGASb97RBOXQRAniS7weKRv1vvziNcwvpnFrWt4Mt4t8vHhlHJFYAr+wpw2A8vDc2VaHfhszyMlUBi9dm8S7etrx3r71+MJzA/gXyUx5vntiCB4C/PU7dgIAXtDxkHa5s3k027j6WcmTDpOzSXz98E08uLsVnYFKXb9jl5IFa7y3UmLB+MB9IQQDlfjEo/1rGho53qR3J3EpEkdNmRd/8sBdK2aN1exdX4/y4qI7ZhE8dn0S/3HkJt53dxDbW2uXfb+7ox6nBqekOLocmZrH4WsTeHt3ay7wBJQAGQBeliSL/MPzo0hnKN68vTn3WonXg+0tNdJlkGcSKXzl0A0Es4vjKcnG5yIvD58YQk2ZF6/f0ph7bXtrLS6MxpBI2XPQd2pwCvOLaYRDAXzybdvw1p3N+KsnLuDbxwbX/mUbSGcovnt8GPdtasD+znq0+8rx3OU7r0fFRT+L6QyeeTmKipIiPHMhinMSy3t+6YUBLKTS+PDr1s4eM+xSsojEFuD1EPg1hiVmKCsuwqce3I7rE3Nrutq6AbIBro/PIRioXBKQrUaptwi9XT48fwcsgslUBn/6yFm01pXjf75xU8Gf6e6oQ3whhYFx5w1DHjs1AkqBn+9eqvSXV7KQI0B+on8U7b7y3LgY3R31ODs8LVWX/38euYnp+UV85p07UeL1SHVa4CIv8YVFPHluFG/d1bIkcbCzrRaLaYqLo/Y06r14ZRweAvR1+eHxEPzdL+3CPRsC+JOHz+JH553XpH/xyjhGYwv4xX3tIITg3o0NOHR1QuqGQhdrHL02ien5RfzFz21DdakXD/1ErhMNxsJiGl89eANv2d6MDY1Vun/PLiWL0dgCGqtL4fHoi73W4p6NAfzcrhY89JOruLaK46cbIBvg2vis7qMHxr0bGzAwPouh23LXmn3x+QFciszgLx/chspSb8Gf2dOhlDKccDizSKlS77inow7r/UvvR2N1GQJVpVLUIU/PL+LFK+N48/bmZZuq7o46JFIZXBh1fpwAkEil8a8vDKCvy4/9nT7saK2VLsPtIidP9I9iYTGTK69g7MieQtlVh3zw6ji2t9aitkIxNir1FuHzv7YX21pq8OH/OIFjDjv7ffv4EOoqinNZ9tdsDGAmkbojalN5MJ9M4zNPXsCVqPMJFrt4sn8UZcUevHVnC36tbz0e778l5f//legM4okU3ryjydDv2aVkEY0lsG4VyTkz/Nlbt6DU68GfP9a/4s+4AbJOFhbTGJmeR6ffaIAcAKDoJcvK9fFZ/OMzl/GWHU14/ZZ1K/5cV6AKNWVexwOn87diuBSZwc9rHsiMbS01UlhOP/NyBItpijdvX77oyNao98iJYURiCXzodYq0T3d7nXQZbhc5+e7xIQQDlbkNNKOtvhz1FcW2OOrNJVM4eXMKfSH/kterSr3491/fj9a6crzvyy/Zls3WMj23iKfOjeLBXS0o9SpZ9r5QAB4CPH/pzijBs8rjZ2/hoWev4sF/egE/OFNQofUVRSZD8fT5Udy3qQHlJUX4zXuCKPV68Lln5csis8/FXU3Vhn7PLiWL0dgC1lls0NPSWF2GP3pg86on/G6ArJPByTlQilx9pl42NlZhXU0pnr8iZ4BMKcUnHutHSZEHn3zbtlV/1uMh2N1R73hz2SMnhlFcRPDWHc0Fv7+1pQaXo3HHg7vHz46iubYMu9rqln2vpbYMjdWljl9LQKmN/JfnBrC9tQb3bFA2dN0d9VJluF3kZHByDkeuTeIdml4AQGnU29FWZ4tZ0tFrk0hlKO4OBZZ9z19Viq+8rwflJUV4z78dceQ07/tnRpBMZfCL+/JS/rXlxdjVXveqqUN+6twoGqtLsbmpGh/5j5P4i++fc3yNFsnpoSlEYgncv01JkPirSvHLPevx6KlhDE7KdaJ8MRJHiddjOAFol5JFJLaAdSZsptfiV3rXr6r37AbIOmF1KkZLLAghuGdDA168Mm7I4tAuHjs1gucvj+OjD2zW1SHa3V6HS5E4ZhzSdUxnKB47PYLXbm5E/QoF+9taarCYprYImK/ETCKF5y6P4YHtTQXrpgghWXdC5zPIT/aP4tr4LD702g25IKebldO4bl+WmJyVy1iHN4+cHAaAJVKLana21uJyJL5mt7hVDl6dQHERwf5OX8Hvt/sq8JX39WA+mcZ7vnQUEzP22tF/+/gQ7mqqXtaLcO/GBpwZmpLOgIk388l0bj385vv78Bt3d+LfX7yOd3/xMEan9Zk23Gk8dS4Cr4fg9XflT2Xf/5ouFBGyZnOY3VwYjWNDQxW8RcZDQtFKFnPJFOILKe4lFgBQ5CH44wfuWvH7boCsk+sTSoAcNLjDApQyi6m5Rek6WKfmkvjUD85jd3sdfrl3va7f6e6oQ4YCZxwK7A5eHcdYPLGsOU/N1mblIeRkHfKPL0SRTGWWqFdo6e6ox42JOdsf1moopXjo2SvoClTmMh0A0FJXjqaaMikC+DuVo9cmse9//xBffvGa00MRAqUUD58YwoEuH9p9hU0FtrfWIpWheFlw0+zBq+Po7qjPOZkW4q6mGnzp1/djeGoev/Hll2zb5F+OxHF6cArv3Nu2LMv+mo0BZKgS4L+See7yGBYWM7h/WxNKvMpp5Wff3Y2Xb8Xw1s8+j4OSnrCahVKKp86Noi/kz9XEA0BTbRneua8N3z42JNXG4OJozHB5BUO0kkVO4o1ziYUe3ABZJ9fG51BfUbxksuvl7uyxtWxqFn/z5EVMzS/ir96xVPN4NXZnNYedCpweOTGM6jIvfuauxhV/ptNfiYqSIkfrkJ/sv4WG6lLsXb+yVrYM7oTPXx7HuZEYfvu+rmVzoLujTpoaaS23pufxrWODUjuRfemFAWQo8H+euOBY7atITty8jesTc3jHCr0AAGxx1JuaS+LcSKxgeYWW/Z0+/PMv78G5kRg+8LXjtkjQfef4ELweUjDLvqu9DtWlXumeDbx56twoasuL0RPMZ/jftqsF3/vI3agtL8avfukIHnr2ihQSojy4HJ3BtfFZvGnb8v6TD94XQppSfPH5AQdGtpypuSQisQQ2mQyQRStZ5F303ABZWq6bULBgNFSXYktzjS7nFruYT6bx8Ikh/NK+dmxprln7F7LUVZSgq6HSkdrZuWQKT54bxc/uaF5Vh9rjIdjS7Fyj3nwyjZ9cGMP929atuvHY0VaLIg9xNAh96NkraKopw893Lw9yujvqcHNyDuMOZrhX4s8e6cdHv3MGj54adnooBRmemscPz0fwP/a1o6bMi9/95knb9IDt4rsnhlFW7MlZqBeiubYMgaoSoUoWh65OgFLg7g3+tX8YwBu2rsNfv2MHXrgyjq8duiFsXACQSmfw8MlhvO6uRgSqltdQFhd50Bfyv6Jtp1NZLeDX39WIYs0R/obGajz2kXvwlh3N+MyTF/H+rx3H9LwcJk9WeKp/FADwpq3Lm97bfRV4cHcL/uPITUdPDxls877ZbAZZsJIFC5BF1CCvhRsg6+T6xKyp8grGazYGcPzGbcwl5fBkPzQwjkQqU1BhYS32dNTj5M0p2xf0p89FMJdMr1pewdjWUoPzt2KOZCR+eimK+cU03rJKeQUAVJR4cVdTNU4OOlPne+LmbRwemMRv3RtEiXf5UsCUNmQzDDk/EsMzF6Io9XrwqR+8LGWd79cPK4HX77xhIz7zzp24MBrH3z19yeFR8WNhMY0fnB7BA9uaULWCLCSQbdRrrRWqZHHw6gQqSoqws0Az7Er84r52bFpXhZ8KVpB47vIYxuIJvHPvyln2ezc1vKJtp5kWcKFsKqAojXz23d34X2/bimcvRvG2z74gXTmiUZ46P4rujroV+3o+9NoNWEil8W8SlF9djJhTsGCIVrLIB8huBllK5pOK9a7ZDDKgCFMvpimOSGI7zdx9ersKN7WsRndHHSZmkxictNeK+JGTw2itK1+xEUfN1uYazCRSGHSgY/3xs6Oor1h6nLgS3R11OD047UgD5+eevYq6imK8u6ej4Pd3tNbC6yHSGYb887NXUFXqxdd+sxex+UX87/8+7/SQlrCwmMY3j97EG7euQ2tdOX7mrnX41QMd+OLzA6+YWstnXo4itpDCL6wS+DF2tNXhcjQuLDnw4tVx9AR9BTd5qxEOBXD02qTQBsJvHxuCv7Jk1ZKw12xkJXjynDDy5KlzihbwfZsaVvwZQgh+/e4g/uu3DyCZyuAdDx3EP/34spSb37UYuj2H/uEYHlhhQwAAGxqr8ObtTfjqwRuOZ8wvjCoOwU0mA1DRShaj0wlUlBStuhEXhRsg6+DGpDkFCzX7O5UFXIZaM0opfnwhins3BnKanEbobs9q+NqY+YzGF/D85TG8vbtFl5vOthal9tHuMouFxTR+fCGK+7c16eoI7m6vx0wiZbt4/KVIHD88H8F7+zpXNIYpKy7CVskssa+OzeDxs7fwa33r0RP04QP3hfDwiWGpgovvnx7B7blFvDfcmXvt42/ZimCgEr//rdOYnrvzj5C/e2IITTVlCOuo+93ZWosMFfNZHJ1ewMDYrK76Yy13bwggkcoI2wBOzibxo5cjeHt367LSAjXr/ZWK7fQl558NvKGU4unzEdy7sWHVBkrG3vU+/OB37sE9GwL426cvoe+vnsFHv3P6jsooP3VOcW28f5UAGQA+/LoNiCdS+OrB6zaM6v9v777jo67y/Y+/zqT3XkgFkkBM6EQ6CIjCWhYVC+qi3rvKuuquuru6q265P+/ddVddd21r3WLvvSCogEgXkFATSEivJKQnk2Qy5/fHzMQxpMxkvlNCzvPxmAdxMpl855jke+Z8P+f9GVh+dQuZ8aE2dwjujzOTLGpa9MSF+jt0fMOlJsg2KK4bfoKFhb+PF7PHRXrEifxoVQtVTfrvxc/YY0JcMIG+Xi6NAPsotwpjP62lB5IRF4yXTrg8yWLr8TpaOw2ssLF0xRKn5uqa7qe/KiTAx4sbrCZx/ZmeHE5ueaPHRBQ+tbkQP28dP14wDoDblqYzLjqI+947REeX+2t8pZS8sKOYCXHBzB3/XU1sgK8Xj141nbrWTu59/+CIrjc92dLJV8dOcsn0RJs290524ka97YWmSWXfBiG2mD0+Ei+dYHuBcxIkPtxfQXePHLS8wsLUdrrujGs7fbCiiaom/ZCTRWvRwX7884azWX/HIlbNTOKj3CoufGwrVzy9nY8PVHr8GK0/XM3EuJAhF9SyE8JYmhnLv7YV0eam2FQpJceqW4Zdf2zhzCSLWidlINtCTZBtUFRnukw/Nrr/KCNbLUiP5nhtq9vjXTbmmd7hLs4c+JLXYLy9dExJCnNpksV735YzOTGM9FjbfpH9fbzIiA3miJPjpfpad6iaUH9vm1bWwNR4JizAx6WrtOUN7Xy4v5KrZ6UMmCVtMT0lgvauHo45OQjeFuUN7bz/bQWrz07p3fDk7+PFny6dTOmpdv7+pftrfPeVNnKoopnr5o49bcVjclIYd543gU8OVPXmB49EH+yvoMcoWTXDtjercaGmpjjOqEPeVlBPRKBPb7SjPUL9fZiSFMZWJ5W9vLW3nEmJoTZtgl6UEU1bV49HXa3RwvrD1XjpBOcOUmIykInxIfzp0snsvOdc7rvgLKqb9dz26rcs/Msmnth43CM3D9e3drKn+BTLs21bfLp1SToN7d28trvUyUfWv8omPS2dBocnyM5Msqhu1rul/hiGmCALIVqEEM393FqEEKOmxVZxXRvRwb6E+Nsf8WZtYYZpQuqsP8i22phXy9SkMGIdyBWcnhLBkcpmpzcAAFOO6KGK5gGbEQwka0yoSy/NdRmMfH6kmmVZcTbXQ37XMMR1K8jPbTmBEHDTonFDPra3YYgH1CE/85XpuH9yzvjv3T83LYqrcpJ5/usiDrmga9tgXtxRTIi/94BXOm4+J41ZYyP5/QeHPa6blq3e3VfBlKSw3t3rtpiSFKZ5Rz0pJdsL65ibFmVT2VV/FqRHc6C8kWa9tmUvRyqbOVzZzOWDROBZ62077QFXGLW04XANs8ZGDvlGfDBhgT7ctGg8m3+1hOevyyEjLpiHNxxj3gMb+cWb+z3izbvFF0drMEpYbuMVxJmpEcxLi+KZLSdcci7tK9/cKdXhFWQnJVlIKalp7hx2fbSjBj2LSylDpJSh/dxCpJT2v2UfoYrq2+xuwdifzPgQooN93fpHsL61k2/LGlkyjHf01makRGAwSpdMSN77tgIvneCHUxPs+rqshFBqmjtdttKw40Q9zXrDkOkVfU1PjuB4bavmJ+n+1LV28vo3ZVwyLZExYQFDPj4lMpCoIF+3r2zVNut5Y08Zq2Yk9Xvc91yQSUSgD/e8e9Bt5SC1LXo+PVjFFTOTB6zr9tIJ/nrlVATwizf3e0zpiq2OVjVzpKqZVTZO/CwmJ4ZTeLJV0+YcxfXtVDXpmTuM+mOLeWmmRh07NW7U8fbecny9dKycZtub+rAAH6Ylh3vEHhWtnDjZyvHaVptXU4fipRMsy4rjpR/P5jv2LtkAACAASURBVItfnMPqWcmsP1TNlc/s8JiW1esP15AUEWDXFY3blqRzsqWTt/aWO/HI+pdnjnibYMeb3f44K8misb2bLoORWE+cIPclhIgVQqRYbs46KE/jSAayNZ1OsCA9mm0FdW4LRN+cfxIpGXb9sUVvwxAnT5yMRskH+ytZkB5NTIh9dUhZ5raurtqot+5gFUG+XizIsO+EPT0lHCnhQJnz32z8Z1sxXT1GfnLOwP3nrfWucLt5Bfn5rUUYeozcPMBxhwf68oeLszlY0cS/3RSd9NquMrp7JGvmDt6VMjkykPsvyeab4gaPazk7lHf2luPjJbjYzjerU5LCkBIOa/iGepv5Stz8YdQfW8xIDcffR6dpJ7sug5H391ewLCvWrpXTM63ttGWz2kDxbo5Ijw3m/pWTeOSqaTS2d7PXhfthBtKi72br8TqWZ8fbtaFsbloUM1LCeXpzocvrq/OrW0gI8ycswLGr485KsqhpcV8GMtg4QRZC/FAIcRwoAr4CioF1Tjwuj9HWaaC2pZNxGkyQARZkxFDX2sXRavdUqGzMqyU2xI/sBMcuAMSE+JEcGeD00oDdxaeoaOzgMhvrHa1ljzEnWbigDtnQY2TDkRrOPStu0CYm/Zma7JqNei36bl7YUczyrHjSY4Nt/rrpKREUnmxzW/pCQ1sXL+8s4eKpCYO+Ub1oyhiWZsby1w3HXF6+0N1j5JVdJSyeGGPT34pLpiVy8dQE/vb5MQ6Uj4y6U0OPkff3V7JkYiyRdl4yn5So/Ua97YV1jAnzd+hvs5+3F2ePjeydbGthU34tp9q6bNqcZ23RhDOr7fSGI9VMTgwjIXzoK1XDNT89Gh8vweZjtU77HrbanH+Srh6jXRsSwTS5vG1pOhWNHbzv4r0J+Rps0LNwRpKFpc20R5ZYWPlfYA5wTEo5DjgX2Oa0o/IgxfXmiDcNSizAVPMGprQDV+syGNly7CRLM2OHXbNnbXpyBPtKnHtyf2dvOYG+XpzXT0eioYQF+pAYHuCSJIvdRac41dY1rMYrYQE+pMcGO33T46u7SmnRG7hliW2rxxa9LbHdNJH79/Zi2rt6uGVx+qCPE0Lwv5dMQgj43QeHXJoU8dmhampbOrl+7libHi+E4P9WTiI2xI87Xt/vMQ2EBvP18TrqWjsHbS09kJgQP8aE+WvWUc9olOworGduWpTD8U/zzZunLQ0JHPXWnnJiQvxYlGHfJuipSZa20yO/DrmmWc+3pY2alVcMJNjPm5zUSDbnuX/M1h+uJjrYl5mpEXZ/7ZKJsWSNCeWpzYUuK7vq7jFSeLKVifHaVMs6I8mipsl9TULA9glyt5SyHtAJIXRSyk3ANCce14CEECuEEPlCiAIhxG+c/f2KNUqwsIgP82dCXLBbas32FJ+ipdMwaGi9PaanhFPdrKeqyTkNQ5o6uvnoQCUrpyUQ6Du8kPDshFCOuGCj3rpD1QT4eLF44vDGdnqyqYzBWZO6tk4Dz28tYkF6tF0dxwCmJIejE7g01s+iRd/Nf7YVcX5WnE0rHYnhAfzq/Ilszj/Jh7mVLjhCkxd3FJMaFThoM4S+wgJ9ePjKqRTVt/HHT4467+A0YDRKnv6qkIhAn2H//ZicGKbZnoWj1c00tHcPK/+4L8uihSUyzhEnWzrZlF/LZdMTbcpBt+btpWNeehRbjtWN6BhAgA1HbMsC1sKSzBjya1qobHRt4ypr+u4eNuXVcl5WnE3Rh31ZVpFP1LVx5xv7eWdvOcV1bU79OThxso3uHjnsDnp9OSPJwvKmNdaTSyyARiFEMLAFeEUI8Sjg8iUPIYQX8CTwAyALuFoIkeXM76n1CjLAgvQYdhc7t4NTfzbm1eLrrWN+uuMnFfiuFbGz6pDf21eOvtvINbMGr+kcTFZCKCfq2py6Qmc0Sj47XM3iibaF4fdnekoEDe3dlDip3eyf1+VR19rJnedNsPtrg/28mRAX4tJYP4uXd5bSrDdw29LBV4+tXT9vLFOTwrj/oyMuqec8XNnEN8UNrJmTaveVmXlp0axdOJ5XdpXy5dEaJx2h4/69vZhdRaf4zQ8y7e5YZzElKYwTdW2abEa1ZBdr8bcsa0wo4YE+bD3ueGmDJQLP3vIKiwUZprbTRebs/ZFqw+FqxkUH2VXKNVyWRQlntw0fzPbCOtq6ehyqt16RHc+qGUlszKvll2/lsvjhzcz8vy+48YVveHJTATsK6zU9j1laTDu6Qc/CGUkW1c16IgJ9htXQTAu2/qVbCXQAdwKfAYXAxc46qEHMAgqklCeklF3A6+Zjc5qiujZiQ/wG3JU+HAsnRNNlMLK7yLVtpzfm1TJ3fJRmryVrTCi+3jqn1M5KKXl1dylTksJ6Gw0MR3aCaXOQZbeuM+wpaeBkSyc/mGxfeoW13oYhTqjp3l5Yx0s7S/jv+eOGdfkPTBP4/aUNLt1cqu/u4Z9bT7Aww75Vby+d4IHLptDY0e2SldkXt5cQ4OPFFTnJw/r6X5w/gQlxwfzxk6MemWpxvKaFv3yWx7KzYrlymK8RTC2nAU1WkbcX1jE+Joj4MMcvvep0gnlpUWwvdGzlVkrJW3vKmZocblcEnrXv2k6P3DSLpo5udhTWc352nEu6n2XEBpMQ5s/mfPfVIa8/VEOwnzfzHNgwqjMn3OT+4Xw+u2Mhf7p0MkszYzlR18ZD6/O5+rmdTP6fDVz0+Nf8/oND7Cl2bP6QX92Ml06QFqvN4p8zkixqmjvdVl4BNk6QpZRtUsoeKaVBSvmClPIxc8mFqyUCZVb/XW6+z2m0SrCwNntcJL5eOpfmIZ842cqJujbNyisAfL11TE4Mc8oK8t6SBo7VtHLNLMfCUixJFs6sQ/4otxI/b51DYzshLoRAXy/Nx7Kt08Ddbx9gXHQQvzp/4rCfZ3pKOM16AydcuLL1+u5S6lq7uG2J7avHFlkJody0cDxv7S1nuxN/zxraunh/fwWXzkgc9k5wP28vfnHeBE7UtfGRC8tCbNHdY+QXb+YS7OfNA5dNcWjCM9myUc/BOuTuHtPigiOTkb7mpUVT1aR3aOX2UEUz+TUtXDHM1WMwtZ1OiQz0iDrkL47UDGsD6aa8WgxG6ZLyCjCVJ5wzMZatx+vcEvfWY5R8cbSGJZmxmqx0eukEmfGhXDM7hYevmMrGXy7m29+dx79uyOGn56QR6u/DW3vKufXVfQ69ocuvbmF8dJBmq7POSLKocWOTEACblhKFEC2A5f+EL+ADtLkhC7m/v86n/YQIIdYCawFSUhybYBXXtzkcidZXoK83M1MjXLpKsDHP9O5aywkymGpnX9pZQpfBOOxLr/15ZVcpIX7edsdJ9ZUQ5k94oI/Tot4MPUY+PVjFsrPiCHZgZd5LJ5iaFK75BPkvn+VR0djBmz+ZO+zyDzDlXoOpYYgrLpt2GYw8s+UEZ4+NYPb44U2E7liWwbpDVdz73kFuX5ZBq95AS6eBVr2B1k4DLXrTrbWzm1bz/bPGRXLfBVmEBdo22X1zTxmdBiPXDRHtNpTzs+LJjA/hsS+Pc/HUhGHVMTrDExsLOFjRxFPXzrA7ZrGvyCBfkiICHG4YklvWSFtXjyb1xxaWUo1tBXWMjxnez/eru0vw99E5/DdrYUY0739bQXePER8765i18o/NBTz4WT4hft68d+s8mzuYgim9IjbEj2l27nVwxJKJMby2u5Q9Jads7mKqlT3Fp6hv62KFE98QRAT5sjQzjqXmucjru0v5zbsHOV7bOuwSibzqlt64Vq1kxAXz8YEqpJSaXD2oadZz1hhtSkCGw9YVZOuGIf7AKuAJ5x5av8oB62t8ScBpSy5SymellDlSypyYmOG1UwbTBqG61i7NV5ABFmREc7Sq2Sm9y/uzMa+WCXHBJEdqs9nQYnpKBJ0GI0c1jFJraOvik4NVXDI90eFyECEEWWOct1Fve2E99W1dDp8UwbRKe7SqmY4ubWrTdxTW8+KOEv5r3jjOHhvp0HONjw4i1N97WBP4po5urnluJw98etTmNuvvfVtOVZOeW4exemxhaUNd1tDBnW/k8rsPDvPgZ/k8u+UEH+VWsqfEFCFoNEJsiD8T40N4Z18Fy/++xaZ6xh6j5KWdJcwZH0mmgzvBdTrBHcsyPGoVObeskSc2FXDZ9ESHyoesTU4Mc3gFeXthPULAnGG+cerP2KhAEsMD2FYwvAujTe3dvPdtBSunDv9KgsXCjBi3tZ2WUvLAuqM8+Fk+K7Lj8fXWcdOLe22OeNR397A5/yTnZcVpkpRkq3nmuLev8l2/8r7+cA2+3joWTxz+XMNeCxwsxWntNFDe0KHZBj0LLZMsDD1G6lrd10UPbFxB7ktK+b4rEiT68Q2QIYQYB1QAq4FrnPXNLAkW4zRKsLC2MCOah9bns62gzu4WyvZq1nezu+gUNy4cP/SD7dRbO1va0Jvn66h39pXTZTByzWxtetFkJ4Ty4o4SDD1Gu3eWD+XD3EpC/Lw1+eM43dKdsLLJ4QltW6eBu9/JZWxUIHctH35phYVOJ5iWEjGsevPnvz7B9sJ6dp6o51/birh0eiJrF40fcFXK0GPkqc2FTE4MsysVoj/z06PZ9uuldHT3EOznTYi/N37eugFXNw6UN/LLN3O5/l+7uWZ2CvdecNaAVwY25tVS3tDBfRec5dAxWnjSKrK+u4c739xPbIgff/hhtmbPOzkpjHWHqmlq77Z5lb6vbQV1ZI0Jdah9cV9CmOqQ1x+upsco7R77t/aWoe82DtkkxhZz06Lw0gm+Pn6SWeMc+ztgjx6j5LfvH+K13aWsmZPK//thNntLG7jmuZ3c9to+/n3D2UP+/dx6vI72rh6XlVdYBPt5c/bYSDbl13KPRr+PtpBSsv5wNQvTozXdpzSUpIhAxkUHsfX4SX68YJzdX59v3pOjVcSbhXWShaPd7+pauzBK3NZFD2xvFHKZ1e1yIcSf6ae0wdmklAbgNmA9cBR4U0p52Fnfr8iSYOGEFeTshDAiAn3Y4oJas63H6zAYJeeepW15BcCYMH/iQv00SziQUvLqrlJmpIRzlh3tOgeTlRBKp8Goef2svruH9YeqOT873u7mIP2ZpmHDkAc/y6O8oYMHL5/qUGmFtenJ4RyrabGrXfCpti7+tbWICybH89VdS7hmVgof5lay7JEt3PjCHvaWnL7R5JODVRTXt3PrkjRNLtPFm5tJxIT44e/jNehzTkkK56OfLeAni8bz2u5SfvDoFnae6H9V8YXtxYwJ8x9WRnd/dDrB7ed6xiryXz7L48TJNh6+YqrDK6LWpiSafsaH2zCkw7yyqlUSj7UFGdE06w0ctvNqk9F8JSEnNaK3IYojLG2nt9i4OmjoMfL0V4Ws+ecudg3wszqULoOR21//ltd2l3LrkjTuX5mNTic4e2wk/7tyEl8fr+OBdXlDPs+GI9WE+HtrurpvqyUTYzlW0+rSuLfDlc1UNHa4/A0BmOIJdxWdGlbd9TFznbDmK8gaJllYIt7cuYJs63LaxVa35UALTk6PGIiU8lMp5QQpZZqU8o/O/F7F5glVaqT2E2QvnWBeejRbjzs/8/LLo7WEB/r0NnzQkhCCGSkRml0O3HGinhN1bVw72/GVGIvsBHNHPY3rkL86dpKWTgM/nOZ4eQVYdSd0cCx3nqjnhR0l3DBvrKYrUNNTwjFKOGDHm6FnthTS3t3DncsmkBwZyP9bOYltv17K7edmsKfkFKue2sHlT23niyM1GI0So1Hyj02FZMQGc36W6086YCrNuOeCs3jrJ3PRCcHVz+3kfz8+8r1YxoLaFrYW1PGjOamaXpVYnv3dKrK7Ei22FdTx723F3DBvrOYTUctGvQMVw/sZ31Nyiq4eo6Yb9Czmmp/T3s3TXx0/SUl9O9fNG6vZsSzMiLap7fTRqmYu/cd2/rwuj/2ljVz17E5ufXUf5Q22x0V2dPWw9qU9fHyginsvyOSu5ZnfexO5elYKN8wbyz+3FvHWnrIBn8fQY+SLo7UszYzVdD+KrSxX8Ta7sMxi/eFqdAKWafQm2R7z06Np7+ph3zAWVPKrWwj09SJR4y6HWiZZVDe7t0kI2F6D/F9Wt5uklH+UUrq/t6OTFde1MSbMX7MVuL4WZURT29KpaSxKXz1Gyeb8WhZPiNG8vMBieko4pafaqWt1vO7o1V2lhAX4cOEUbWoeAfNOXZ3dK0ND+TC3kqggX+ZreLKenuzYm432LlNqRapGpRXWpiebc69tnCDXtuh5YXsxK6cmfC/2KirYjzvPm8D23yzlfy7OoqpJz40v7mH537dw/8dHyK9p4ZYlaS6tYexPzthI1t2+kDVzUvnn1iIueOxr9ptf+4s7SvD10rH67OHHnvVHy1Xk4bQGb+ro5ldv5TI+Johfr8h06Pv3JyzQh9SowGHXIW8rqMfbvLKptdgQfybGhfRmLNvqpR0lRAf7abpJa2FGNFIyYE10l8HII58f4+LHt1LV1MGT18xg933LuHPZBL48WsO5f/2KRzbkD5mb26zv5rp/7eKrYyf582WTWbuo/y6b9114FvPSorjvvUPsHaBh0J6SBk61dbllNRUgPTaYxPAAl8a9rT9czaxxkXa3XtfC3LQodIJhtUnPq25mQlyI5n9jtUyyqO2dILunSQgMMUEWQjwuhHhsoJurDtJdiurbNG0Q0tcCcytSZ0b65JY3Ut/WxRKN0yusWRqG7Hdw5bOutZP1h6tZNSNJk5IFC28vHZnxIRzRcCNhW6eBL4/WcMHkMZq+8XC0O+GDn+VTeqqdB1dNGXb3wYGEBfqQFhNkcwnIU5sL6e6R3L6s/+Ykgb7e3DB/HJvvWsyjq6fhpRP8Z3sxKZGBXDxFm1V5RwX6enP/ykm8/OPZ6Lt6uOwf23hg3VHe2VvORVPHEBWs/R9vLVaRX9lVwtT7N3D1szvZVmD7Var/99Fhals6eeTKaU5bGJicGDbsltPbC+uYnhLutHrPeelRfGNHE6eS+jY25ddyzewUTVdNB2s7vb+skYse/7q3Vv3zO8/hwiljCPD14vZlGWz85WJWTIrnsY0FLH34K97/tqLf//91rZ1c/exO9pc18sTVM1g9SKSmj5eOJ6+ZQXyYPz95aW+/f582mDerObpvYLhMcW8xbCtwTdzbiZOtHKtpddsbgrAAH6Ymh9u9UU9KSX51i+blFRYZccEcr211+Mp4TXMnXjrhlL+xthrqN3oPsBfwB2YAx823aYBr28C5gTMykK0lhgcwPiaIL5zYQWvj0Vq8dMKpf7QmJYThrRMON7l4a0853T2Sa2ZruyoHpjrkw5XNmpWzfH6kBn23UZP0CmuOdCfceaKe/2w3XRofbjTaUKaby2mGGseqpg5e2VXKqhmJjBvid8jHS8fKaYmsu30hr940m3/dkOO0qx3DtSAjms/uXMSqGUk889UJ2rp6uEHDS+rWHF1F3nq8jt9/cJipSWGcqGvl2ud3cck/tvO5uYxlIJ8dquLdfRXcuiRd8/gna5MTw6ho7KDezitOTe3dHKpocmqM1/y0aDoNRpvbqr+8swQvIbhWow3FFpa2019bleDpu3v406dHuewf22juMPCvG3L421XTTtusmBAewKOrp/POT+cSG+rHHW/sZ9VT28m1uvJT0djBlU/voPBkK89dl2PTFbuIIF+evz6Hji4Da1/c+703Ee7arNbXkomxtHX1ONxEYyCtnQb2lzXy9t7y3ppsR7rnOWphuqkUx56rRSdbOmlo72aisybIGiVZVDfriQn2c+tm5UF/kqWULwAIIW4Alkgpu83//TSwwelH50ZN7d00tHc7JcHC2qoZSTy0Pp+C2lan5Mt+mVfLzNQIwgOddwkowNeLs8aEsq9k+CvIRqPktd2lzB4XaVfmpq2yEsJ4bXcZVU16EjSou/oot5IxYf7kDLMz3UCsuxNeYEe0VnuXgV+/c4CUyEDuXqFtaYW16SnhvL23nLJTHaREDfy78cTGAqSU/Gxphs3PbUoScG2GqT1C/X146Iqp/GByPIW1bXZ197NX7yryRvsSLQpqW/npK3tJjwnm5Rtn4+ut4+295Tz9VSE3vbiHzPgQfro4jYumfP85T7Z0cu97h5icGMbP7GjrPRyWzpgHK5p62wTbYmdRPUaJU+qPLWaPj8RLJ9hWWMe8IeqvO7p6eHNPOcuz451SJ7kwI4b1h2soqmvjZEsnv37nAMX17Vw9K5l7LjiLUP/BN0/OTI3k/Vvm886+cv7yWT4rn9zGqhlJXJmTxJ1v7Kel08DLP55Njh3lKhPiQvj76umsfWkPd799gEdXT0MI0btZ7fZzbf99d4Z5aVH4eunYfOzkkP//BiKlpL6ti4La1tNulrpYAB8vwcVTEzSv47XHgowYHttYwI4TdayYZNv5Iq83wcI5E2StkixqmvXEadAp0xG2LtMkANajGWy+74zVm2DhxBILgCtzkvHxEryyq0Tz565s7OBoVTPnOrG8wmJ6Sji55Y3DviS8taCO0lPtmkW79ZU1RruOeo3tXWw5fpKLpyZoXsPl661jUkKo3SvID36WT0l9Ow9ern1phTXrhiEDKTvVzpt7yrjq7GTNc7c9wdLMOG5apH1korXeVeSTbXx8wLZV5FNtXfz4hW/w89bx/PU5hPj74OftxbWzU9n0y8X87aqp9Bglt7++n3P/upnXd5fSZTAipeSedw/Q2mngb1dNdXpzCkvSg70tp7cX1BHg49V7lcUZQvx9mJoUxlYb6pA/zK2gqaPb4SYxA1lkLsH72WvfctWzO+mRkldvnM0Dl00ZcnJsodMJrshJZtOvzuHmc9L4KLeSq57dSVePkdfXzrFrcmxxXlYcvzp/Ih/mVvLUV4UAbDBvVnNGUpI9gvy8OXtcBJvyhleH3Gno4dJ/bCfn/75g9bM7+e37h3hzTxnN+m7mpUVx1/KJPLNmJl/+8hyO3L+Cx6+ervErsM/0lHCCfL3sKrPojXgbZoORoWiVZFHTrCfOweZEjrL1TPpn4FshxCbzf58D/I9TjshDWBIshro87KiYED9+MGkMb+8t567lEzWd3Gwyb1ZwxR+tGSkRvLijhGM1LcOKZ3tlVwmRQb6smOScy1VnjQlBCFOShaOxXOsOVdPdI/mhxuUVFtNTInjZju6Eu6xKK5wdr/RdS+yGAfO7H994HCEEty1x72rSSLc8O56JcSE8+uXx01Z8++o09HDzS3upatLz2k1zTntj4u2l49LpSaycmsiGIzU8uamA37x7kEe/PM789Gi+OFrL7y7KcsrVm75C/X0YHx1kdx3y9sJ6zh4X6fSEhAXp0TyxqYCmju4BI+6klLywvYTM+BCnZRWnRAUyNiqQI1XN/Nf8sQ6dH0L8ffjNDzK5elYyr+4qZfWsFIfObbcsTuNoVTMPrc9nYlwIG47UkDM20q31ohZLJsbyf58cpaKxw+7V3Zd2lLC/rJGfn5tBTmoE6bHBjAnz1yRu0hl8vHTMGR9lV/JKfk0L0cF+Tvt/pVWSRU1zp1viAq3ZmmLxb2A28J75NtdSfnGmKqprQwhcsgK2Zm4qLXoDH+7XNvt049FaUiIDSRtm61R7fNcwxP4yi5pmPV8creWKmUma9YXvK9DXm3HRQZokWXy4v5Jx0UFkJzin0/r0lHA6DUbyqgdf7Tb0GDlW08LdLiitsOhtiT1AkkVRXRvv7Kvg2tkpxLv58thIp9MJbl829CqylJJ73z3E7uJTPHT5FGYOUvaj0wlWTIrnw9vm88J/zyI5IpC395YzZ3wk/+Wkmur+TE4KsysLubZZz/HaVqeWV1jMS4/GKBk0U3hvSQNHqppZMzfVqZOnZ9bk8PHPFvCHi7M1WTxJjQringvOcnjhRwjBQ5dPJTshlNte/Za86ha3bVbr67u4N/tWkZvau3l8YwELM6L5xXkTWDQhhoTwAI+dHFssyIimpL6dslO2Rfs5c4MeaJNkoe/uoamj260RbzB0ikWm+d8ZmEoqysy3BPN9Z6zi+jYSwgI0TVMYSE5qBJnxIby4o0SzTWQdXT1sLahjaWasS37BUyIDiQzyHVaTize+KaPHKLl6kF3UWshOCHM4yaKmWc/OonounprgtHHtb6OeqUFCAy/vLOGedw+y8sltZP9hPef/bQvlDR38xQmpFQMfXzhHKpv73en/6BfH8PXS8dPF/cdFKfZZYbWKPFD50tNfneCdfeXcfm4GK6fZ1pVTCNPG3TdvnsunP1/Ic9fluDRWb3JiGFVNempbbGs9vr3QNFmd74Ia9ekp4fj76AaNz3pxRwkh/t5cYuN4D9fE+JDeHHdPE+DrxbNrcgjyM50jz3dDFnB/0mIscW/2pUM9ubmAZn0397qwE58WFtrRdrrHKDlW0+K0+mMLR5MsLE1CYj28xOIXwFrgr/18TgJLNT8iD1Fc1+b08goLIQRr5qZy33uH2FfaOOgKkK12nKij02BkqQvqj8H0GqYnD7yyOJAeo+T13aUsSI92amIImOqQP8qtdKjN7ScHqpASp5VXACSE+RMb4sdbe8vYV9rA4cpmTpxsxTI/CvX3JjshjDVzUslKCGVmagSpTq6VtzbD3BL7YMX3W2Ifq2nhg9xK1i4aT2yIWj3WgmUV+ZZX9vHxgcrTJsCfHariL5/lcfHUBO5YNrySliwnXQkZzGSrOuSlmYP/rBSebOXf24sJC/BxybH6eXsxa1wU2wr7X0Gubdbz6cEqrps71q2JDZ4gITyAl2+czcHyJo/ZbyCEYPHEGN77toJOQ49NVyXLTrXzn23FrJqRpFkHV1dJiwkmPtSfrQUnh9zDU1LfRqfB6PwJslWSxXA26tU0mxIw3H0VcqgUi7Xmf5e45nA8g5SSoro2zTqk2eKSaYk88GkeL+8s0WSC/OXRWgJ9vZg93jn1cf2ZnhLOl3m1dk1AvzpWS2WTnt9elOXko6O3JOJIVXNv1yx7fZhbSdaYUKckjlgI5PqMEQAAHL9JREFUIViQHs2731ZwqrWLrIQwLpg8huyEULITQkl082W/aSnftcS2niD//YtjBPl6c/MAzQaU4VkxQC3ywfIm7nhjP9NTwnno8ikefynYWnZiGELAgfImlmb2v/JY19rJo18c59XdpQT4ePH7i7NcFvk0Py2KB9blUd2kP+0k/druMgxGyRonbc4baTLjQ8mM96xJ5ZKJsbyyq5Q9xQ02dYN8eEM+Oh388vz+M9s9mRCCBRnRfH6khh6jHPR3xLJBz5klFuB4koUndNEDG2uQhRBXCCFCzB//VgjxrhDCvds3naihvZtmvcHpCRbWgvy8WTUjkU8OVNmdD9qXlJKNebUszIh2Wk1vf2ammiZLP3v9W5vbOr+ys5SYED+HN87ZwrL6NNw65NL6dvaXNbrkjdNfLp9C7u/PZ/s95/L89Tn84rwJLM+OJyki0O0ToehgP1IiA79XAnK4solPD1bz3/PHnpbLqjimv1rk6iY9N774DVFBfjy7JsclpWBaCvbzJi0muN8kC313D09uKmDxQ5t5dXcp18xKYfNdi7kyR/t89IFYJlXbC79/2bq7x8iru0tYNCHGZVcYFfvNSzfHvdlQh3ygvJEP9lfy4wXjGBPmvsg2RyzMiKapo3vIZJi86haEgAwnb8Z1NMmidiRNkIHfSSlbhBALgOXAC8DTzjss9ypyUYJFXz+ak0pXj5E395Q79Dx51S1UNek5d4CVGWeZMz6Sey/IZH9pAxc89jU/f+3b3jSQ/lQ0drApv5Yrc5KcHi0FpoldXKjfsOuQPzJPTi7SsA32QHy8dMMuA3GF6Snh35sg/+3zY4T6e/Pjhc6NPxutrFeRW/Td3PjiN7TqDfzzhhxi3FynN1xT+nTUMxol7+wtZ8nDm3lofT5zxkex/o5F/O8lk4h2cTpC1phQIgJ9Tmv1vOFwDTXNnVyvVo89WqCvN7PGRQ5Zhyyl5E+fHiUqyJebzxm5V74sb+iGSrM4VtPC2Kggp3XJtHA0yaK6SY+/j45Qf/eWMNk6K7HsxrkQeEpK+QFwxi4TWSZ1zq6J7SsjLoS546N4eWfJsPOEATaaMyAXZ7q25acQgrWL0vj67qXcsjiNz4/UsOyRr7j3vYO9RffW3thdigRWn+3czXnWssaE2ry63ddHuZXMTI0gKcIzau3caUZKRG9L7P1ljXxxtJa1i8YPGIulOMZ6FfmHT2zjSGUzj18z3eMubdtjclIYtS2d1DTr2VZQx0WPb+WXb+USE+LH62vn8Pz1OU4tZRqMTmdqWtO3TfcLO4pJjgywq8GJ4h6LJ8ZwvLaV8oaB0x025tWy88Qpbl+WQYiN2dKeKDrYj7PGhPbbmtxafnULE+Kc/zvlaJJFTUsncaHuj9ezdYJcIYR4BrgS+FQI4WfH1444xfVt6AQku2EitGZuKhWNHXZH1Fj78mgNU5PC3LZRKizQh7tXZPLV3Yu5ZnYKb+0pY9GDm3jg06M0tHUBpkuVr39TxjkTYly6uSM7IYyC2tZ+ExgGc6ymhbzqFqduzhtJLLF++0oaeeTzY0QE+nDD/HFuPqozm2UVuaiujd9emDVg7e5IYdmo96Pnd3Ht87to6ujm0dXTeP+W+W7PPwXTZfrqZj0nzAsmedXN7C46xY9mp7q1/a1iG8ubmIFWkQ09Rh5Yl8f46CCnJyi5wsKMaPaWNNDeZej38/ruHorr25joojfVjiRZ1DTr3V5eAbZPcq8E1gMrpJSNQCRwl9OOSkOGYazEFtW1kRQR6PRA+v6clxVHbIgfL+0cXme9kvo2vi1r9IiTZ2yIP/evnMTGXy7mwsljePbrEyx6cBOPf3mcjw9UUtvSyTUu/sOUlRCKwSg5buelnw/3V6IT2NX++UyWGR+Kn7eOf20rYsuxk/x0cRrBo3xHv7PpdIJHr57Gg6um8F/zx7r7cByWlWD6Gapu1nPvBZl8+ctzWDkt0aVxc4OxRMpZ4t5e3FGCn7fOpbXQyvClxQSRFDFw3Nube8opqG3l7hWZLinxc7YF6dF090h2FZ3q9/PHa0xJSM7eoGcxMT6Epo5uKptsi3K0NqImyFLKdqAWWGC+ywAcd9ZBaemUecXSHsX1bS4vr7Dw8dJx9awUvjp2kpL6get3+9PaaWDti3sJ8fNm1Uzn5nPaIzkykEeumsZnty9iTloUf/38GHe+kUt8qL/LYugsvkuysH2jnpSSD3MrmZcWPWLrPbXm661jcmIYe0saiAnxY82cse4+pFEhMz6UK89OdvulRy0E+nrzyc8XsOWuJaxdlOZxGw1TowJJDA9gW0EdTR3dvLevgpXTEtQm1BHCEve2vbCOTsP3rxi2dRp45PNj5KRGsDzb/YtJWjh7bCS+Xjq2DZCHbGk85eyIN4sc86b9wRru9EdKSU2znvhQ959rbU2x+APwa+Ae810+wMvOOigtNbR32bXEL6WkuK6dsVHuqzO9elYKOiF4ZVepzV9jNEp+8cZ+jte28OS1MzyyTnZifAjPXZfDu7fM47ysOH61fCLeLn7nnhwRSEyIHw+tz+fLozU2fU1ueROlp9pVeUUfljKLWxanOX3Th3JmSo8N8dgJpxCC+elR7Cis581vyujo7uG6uWPdfViKHZZMjKW9q4dvir7fwOrZLSeoa+3k3gvPOiPebIKpcUvO2IgBN+rlV7fg561zWTpXZnwIYQE+7LRzgtzcYUDfbRw5K8jApcAPgTYAKWUl4Jq3IQ7qMhjZW2J7d7e61i5aO10b8dZXfJg/y7PjeHNPmc21sn/74hgbjtTw2wuzWJjh2s159pqREsFz1+Vw+cwkl39vnU7w8o9nExPiz49f2MM97x6krbP/mi2Lj3Ir8fXSsXySZ7RS9RSrZiZxVU7yGVG/pyj9mZ8eTbPewKNfHmdGSjiTEj2zq53Sv7lpp8e91TbreXbLCS6cPIYZKY73HPAkCzKiyatu6bdDZX5NCxlxwS6rn9fpBLPHRbLzRP8lHwOpafGMiDewfYLcJU3LsBJACDFiAiB1QvCWHbFpxfXuiXjr60dzUmls7+bjA1VDPvaj3Eoe31jAVTnJZ0RtorNNjA/h/VvncfM5abz+TSkXPPb1gG+ieoySjw9Ucs7EGJXQ0EdmfCh/uXyKx10aVxStzDPXIbd2Grh+3lj3Hoxit0Bfb2aPj2Tzse/qkP/2xTEMRiN3r5joxiNzjoXppsWx/tqkmxIsXLuuOWd8FKWn2qlo7LD5a2o8JAMZbJ8gv2lOsQgXQtwEfAE877zD0k5YgA8fH6gccGdnX0Vuinjra+74KNJigobcrHeooom73s4lJzWC+y/JPmMuFzmbn7cXv/lBJm+snUuPUXLF09t5eH0+XQbj9x63u+gUNc2dXKzKKxRl1IkJ8SMzPoToYD9+MElt0B2JzpkQQ0FtK2Wn2jlW08Ib35TxozmppLrxKrGzZCeY8ru/7lOH3NDWRW1Lp8s26FlY0mjsqUOubrJMkEdIDbKU8mHgbeAdYCLweynlY8P9pkKIh4QQeUKIA0KI94QQ4Vafu0cIUSCEyBdCLLe6f6YQ4qD5c48JG2eCEYE+tHX1sO5gtU3HVlzXhpdOkBTh3o46QgjWzEklt6yRA+WN/T6mtkXPTS/uITLQl6d+NNOlXfPOFLPGRbLu9oVcPjOJJzYVcNlT2yiw6v7zYW4lAT5eLDtL5Z4qymj00OVTeWbNTLekGimOW2LeCL752En+vC6PID9vfr40w81H5Rw6nWBeejRbj38/vzvP3GLaVRFvFpnxIYQH2leHXNti6iQ8klaQkVJ+LqW8S0r5K2CjEOJaB77v58AkKeUU4BjmzX9CiCxgNZANrAD+IYSwzPqeAtYCGebbClu+UZCfN6lRgby917Yyi+L6NpIjAjwi9uWymUkE+nrx0o7TV5E7DT3c/NJeGtu7ee76kdtNyxOE+PvwoPkkWNmo58LHtvLvbUV0GnpYd6iK87LiCPRVEWaKMhpNTgpjZuqZVas6moyPDiI5MoBnvipkY14tty5J99iNoVpYmB5NbUsnx2u/izLNNydYuHoFeTh1yNVNesICfDyidG/QWaAQItS8ovuEEOJ8YXIbcAJTNvKwSCk3SCktNQ87ActurZXA61LKTillEVAAzBJCjAFCpZQ7zLXQLwKX2Pr9Lp+RxI4T9ZSdGrijjkVRXbvbyyssQv19uGR6Ih/mVtLY/l1cnZSS+947xL7SRh6+YirZCWrjiBaWZ8ez/o5FLEiP5v99dIQLH9tKY3u3Sq9QFEUZoYQQLJ4QS3lDB4nhAdxwhteSL8gw1c1bl1nk17QQHuhDrBsW0uytQzZFvLl/9RiGXkF+CVNJxUHgRmADcAWwUkq5UqNj+G9gnfnjRKDM6nPl5vsSzR/3vd8mq2YmIQRDriJLKSmpb3NrgkVfP5qdSqfB+L1j/+fWIt7eW87Pz83gwimqLk5LMSF+PH99Dn++bDKVjR2EB/qwaIJnp4IoiqIoA1uWZco6vmv5RI9YmXSmpIhAxkUHsdWq7XRedQsT40LcskfJUoe8s9C2MouaZj2xHlB/DDDUdePxUsrJAEKI54E6IEVKOWSDbSHEF0B/uVj3SSk/MD/mPkxNR16xfFk/j5eD3D/Q916LqRyDlJQUEsIDWJAezdt7y7n93IwBOzXVtnTS3tXj9gQLa1kJoeSkRvDyzhL+e/44vi6o40+fHmV5dhx3nHtm1lG5mxCC1bNSWDQhhvYug6o9VBRFGcEWZUSz4c5FLk9xcJcF6dG8s6+cLoMRHy/BseoWt8SqAkyM+64OeZUNx1DT3EmGh/x/GurM3235QErZAxTZMjk2P36ZlHJSPzfL5Ph64CLgWvldNXk5YN3HMwmoNN+f1M/9A33vZ6WUOVLKnJgY0+rf5TOTqGjsGLRY3FMSLPpaMzeV4vp2XtpZwm2v7mNCXAiPXDnNY1qynqkSwgNIj/WMX1RFURRleIQQo2ZyDKYyi/auHvaVNlDe0EFbVw8TXFx/bNFbh1w09Apyj1FysrVzxJRYTBVCNJtvLcAUy8dCiObhflMhxApMnfl+aG5jbfEhsFoI4SeEGIdpM95uKWUV0CKEmGNOr7gO+MCe77k8O54Qf2/eGqTMotg8QR7nQSUWACsmxRMd7MsfPjyMj5eO567LIchPbRpTFEVRFOX75qZF4aUTbD1eR745wcLVG/S+dzzjoyg71UF5w+D7wOpbO+kxSo+IeIMhJshSSi8pZaj5FiKl9Lb62JG8kCcwdeL7XAixXwjxtPn7HQbeBI4AnwG3mleuAX6KKXu5ACjku7plm/j7eHHx1ATWHaqiWd/d72OK6tvw8RIkhHvGuxcLP28v1swZi4+X4KlrZ5Ac6XltpBVFURRFcb9Qfx+mJoXxdUEd+TWmCbI7V9DnpFnykAdPs6hp9pyINxi6BtkppJTpg3zuj8Af+7l/DzDJke97xcwkXt1VyicHqvptj1tc10ZyZCDeHhDx1tfPz01nzdxUIs/geBpFURRFURy3ICOGJzYeJyzAh8TwAEL83dcJdkJsCBGBPuwYog652oO66IEdOchngmnJ4aTHBvPWnrJ+P19c1+5x5RUWQgg1OVYURVEUZUgLM6IxSthy7KRbyyvAUoccNWTDEEub6fgwNUF2OSEEV8xMYl9pIwVWIdoARqOkuL7N4zboKYqiKIqi2GNacjhBvqZIu4luniADzBkfSXlDx6D9KGqb9egERHnIYuComiADXDojES+dOC0TubpZT6fBqCbIiqIoiqKMaD5eut4MYo+YIFvqkIsGrkOubtYTHeznMWWunnEULhQb4s/iCTG8u68cQ4+x935PTbBQFEVRFEWx1zkTTTG32QmOZCpoY0JsCJFBvoOWWdQ0d3pMeQWMwgkywBU5SdS2dPJ1wXetGIvqLRnIKiFCURRFUZSRbfXZKbx642yPyPPvzUMedIKsJzZETZDdamlmHJFBvry957syi5L6dny9dSSEBbjxyBRFURRFURzn661jXnq0uw+j15zxUYPWIdc064kP84wMZBilE2Rfbx0rpyXw+ZEaGtu7AFMXvdTIQNWdTlEURVEURWOWmuj+VpH13T00tHcTp1aQ3e+Kmcl09Rj5YL+pY3VxnUqwUBRFURRFcYaM2GBzHfLpG/VOtnhWkxAYxRPkrIRQshNCeWtvGUajpORUO+PUBFlRFEVRFEVzg9UhWzKQ49QmPc9wxcwkDlU0szGvli6DkbEqwUJRFEVRFMUp5qZFUdF4eh3yd130VA2yR1g5LRFfLx0Pb8gHVIKFoiiKoiiKswxUh1zTbCqxiFclFp4hIsiXZVmx5FW3AKgSC0VRFEVRFCex1CHvOG2CrMfXW0dYgI+bjux0o3qCDKbNegD+PjqP2j2pKIqiKIpyJhFCMGd8JLtOnEJK2Xt/TbOeuFA/hPCcJLFRP0FemBFNbIgfY6OCVMSboiiKoiiKE80Zb6pDLm/o6L2vplnvUeUVAN7uPgB38/bS8berpmG0eiejKIqiKIqiaM9Sh7zjRD3Jkaa9XzXNnWR5QEtsa6N+BRlgfno0CzNi3H0YiqIoiqIoZ7SM2GCignx7N+pJKT1yBVlNkBVFURRFURSXMNUhR/XWIbd0Gmjv6vGoiDdQE2RFURRFURTFheaMjzTnIXdQ25uBrFaQFUVRFEVRlFHKOg/ZkoGsJsiKoiiKoijKqJVuVYdc3aRWkE8jhPiVEEIKIaKt7rtHCFEghMgXQiy3un+mEOKg+XOPCU8Ky1MURVEURVFsYqlD3nmi3iPbTIMbJ8hCiGTgPKDU6r4sYDWQDawA/iGE8DJ/+ilgLZBhvq1w6QEriqIoiqIompiTFkVlk549xacI8fcm0NezkofduYL8N+BuwDqAeCXwupSyU0pZBBQAs4QQY4BQKeUOaWq98iJwicuPWFEURVEURXHY3PGRAGw5XudxEW/gpgmyEOKHQIWUMrfPpxKBMqv/Ljffl2j+uO/9Az3/WiHEHiHEnpMnT2p01IqiKIqiKIoW0mKCiQ72pccoPa7+GJw4QRZCfCGEONTPbSVwH/D7/r6sn/vkIPf3S0r5rJQyR0qZExOjGoAoiqIoiqJ4EiEEs81pFrEeVn8MTmw1LaVc1t/9QojJwDgg17zPLgnYJ4SYhWllONnq4UlApfn+pH7uVxRFURRFUUagOeOj+ORAlSqxAJBSHpRSxkopx0opx2Ka/M6QUlYDHwKrhRB+QohxmDbj7ZZSVgEtQog55vSK64APXH3siqIoiqIoijbmpZlWkBMjAtx8JKfzqC2DUsrDQog3gSOAAbhVStlj/vRPgf8AAcA6801RFEVRFEUZgdJignn1ptlMT45w96GcRphCIc5cOTk5cs+ePe4+DEVRFEVRFMXDCCH2Silz+t6vOukpiqIoiqIoihU1QVYURVEURVEUK2qCrCiKoiiKoihWzvgaZCFEC5Dv7uMYQhjQ5O6DGEI0UOfugxjCSBhHUGOplZEwjqDGUitqHLWjxlIbahy1486xTJVSntY0w6NSLJwkv7/ia08ihHhWSrnW3ccxGCHEHjWO2lBjqY2RMI6gxlIrahy1o8ZSG2octeOJY6lKLDzDR+4+gDOEGkftqLHUjhpLbahx1I4aS22ocdSOx42lmiB7ACmlx/1gjERqHLWjxlI7aiy1ocZRO2ostaHGUTueOJajYYL8rLsP4AyhxlE7aiy1ocZRO2ostaHGUTtqLLWhxnGYzvhNeoqiKIqiKIpij9GwgqwoiqIoiqIoNhtxE2QhRLIQYpMQ4qgQ4rAQ4nbz/ZFCiM+FEMfN/0ZYfc09QogCIUS+EGK51f1/FEKUCSFa3fFa3EnjcfxMCJFrfp6nhRBe7nhN7qLxWG4237fffIt1x2tyB63GUQgRYjV++4UQdUKIv7vrdbmDxj+TVwkhDpif50F3vB53sXcchRBR5se3CiGe6PNco/Z8A5qP5ag952g8jqP2fGMTKeWIugFjgBnmj0OAY0AW8CDwG/P9vwH+Yv44C8gF/IBxQCHgZf7cHPPztbr7dY3wcQw1/yuAd4DV7n59I3gsNwM57n5NI30c+zzvXmCRu1/fSBxLIAooBWLMj3sBONfdr8+DxzEIWADcDDzR57lG7fnGCWM5as85Go/jqD3f2HIbcSvIUsoqKeU+88ctwFEgEViJ6Y835n8vMX+8EnhdStkppSwCCoBZ5q/fKaWscuXxewqNx7HZ/BhvwBcYVYXtWo7laOaMcRRCZACxwNfOfwWeQ8OxHA8ck1KeND/uC2CVa16F+9k7jlLKNinlVkDfz3ON2vMNaD6Wo/aco+U4KoMbcRNka0KIscB0YBcQZ/njY/7XcqkgESiz+rJy832KmRbjKIRYD9QCLcDbTj9oD6XRz+S/zZe7fieEEE4/aA+k4e/21cAb0rxcMho5OJYFQKYQYqwQwhvTSTfZNUfuWWwcR8UGWoylOudo9jM56s83AxmxE2QhRDCmSyt3WL2b7Peh/dw3ak+WfWk1jlLK5Zgu/fgBSzU9yBFCo7G8Vko5GVhovq3R9ig9n8a/26uB17Q6tpHG0bGUUjYAPwXewLQKXwwYtD5OT2fHOCpD0GosR/s5R6NxHPXnm8GMyAmyEMIH0w/GK1LKd8131wghxpg/PwbTO0swrYRYr3gkAZWuOlZPpvU4Sin1wIeYLvWMKlqNpZSywvxvC/Aqo6z0QsufSSHEVMBbSrnX6QfugTT8mfxISjlbSjkXyAeOu+L4PYWd46gMQuuxHK3nHK3GcbSfb4Yy4ibI5ksA/wSOSikfsfrUh8D15o+vBz6wun+1EMJPCDEOyAB2u+p4PZVW4yiECLb6pfQGLgDyXPEaPIWGY+kthIg2P6cPcBFwyBWvwRM44Xf7akbp6rGWY2nZ2W7eFX8L8LzzX4FnGMY4KgPQaixH+zlHw3Ec1ecbmzhzB6Azbph2Y0rgALDffLsA027rLzGtbnwJRFp9zX2YdmXnAz+wuv9BTCsnRvO//+Pu1zfSxhGIA74xP89h4HFMq3Zuf40jcCyDMCUuWMbyUfpJZThTb1r+bps/dwLIdPfrGuljielNxhHzbdSkBTgwjsXAKaDVfF7JMt8/as83Wo7laD/naDiOo/p8Y8tNddJTFEVRFEVRFCsjrsRCURRFURRFUZxJTZAVRVEURVEUxYqaICuKoiiKoiiKFTVBVhRFURRFURQraoKsKIqiKIqiKFbUBFlRFOUMI4T4HyHErwb5/CVCiCxXHpOiKMpIoibIiqIoo88lmLJQFUVRlH6oHGRFUZQzgBDiPuA6oAw4iakJQBOwFvAFCoA1wDTgY/PnmoBV5qd4EogB2oGbpJSjpjuZoihKX2qCrCiKMsIJIWYC/wFmA97APuBp4N9SynrzY/4PqJFSPi6E+A/wsZTybfPnvgRullIeF0LMBh6QUi51/StRFEXxDN7uPgBFURTFYQuB96SU7QBCiA/N908yT4zDgWBgfd8vFEIEA/OAt4QQlrv9nH7EiqIoHkxNkBVFUc4M/V0O/A9wiZQyVwhxA7C4n8fogEYp5TTnHZqiKMrIojbpKYqijHxbgEuFEAFCiBDgYvP9IUCVEMIHuNbq8S3mzyGlbAaKhBBXAAiTqa47dEVRFM+japAVRVHOAFab9EqAcuAI0Abcbb7vIBAipbxBCDEfeA7oBC4HjMBTwBjAB3hdSnm/y1+EoiiKh1ATZEVRFEVRFEWxokosFEVRFEVRFMWKmiAriqIoiqIoihU1QVYURVEURVEUK2qCrCiKoiiKoihW1ARZURRFURRFUayoCbKiKIqiKIqiWFETZEVRFEVRFEWxoibIiqIoiqIoimLl/wNOy3tlAKcyQQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "decomp(df_drink.sales)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Detrend a Time Series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are multiple approaches to remove the trend component from a time series:\n", "\n", "1. Subtract the line of best fit from the time series. The line of best fit may be obtained from a linear regression model with the time steps as the predictor. For more complex trends, we can also add quadratic terms $x^2$ in the model.\n", "2. Subtract the trend component obtained from time series decomposition we saw earlier.\n", "3. Subtract the mean\n", "\n", "We implement the first two methods. It is clear that the line of best fit is not enough to detrend the data." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "detrend(df_house['sales'])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "detrend(df_drink['sales'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deseasonalize a Time Series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are multiple approaches to deseasonalize a time series:\n", "1. Take a moving average with length as the seasonal window. This will smoothen in series in the process.\n", "2. Seasonal difference the series (subtract the value of previous season from the current value)\n", "3. Divide the series by the seasonal index obtained from STL decomposition\n", "\n", "If dividing by the seasonal index does not work well, try taking a log of the series and then do the deseasonalizing. You can later restore to the original scale by taking an exponential." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "deseasonalize(df_house.sales, model='multiplicative', title='House Sales')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "deseasonalize(df_drink.sales, model='multiplicative', title='Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test for Seasonality" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The common way is to plot the series and check for repeatable patterns in fixed time intervals. However, if you want a more definitive inspection of the seasonality, use the Autocorrelation Function (ACF) plot. Strong patterns in real word datasets is hardly noticed and can get distorted by any noise, so you need a careful eye to capture these patterns.\n", "\n", "Alternately, if you want a statistical test, the Canova-Hansen test for seasonal differences can determine if seasonal differencing is required to stationarize the series." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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NRERERKTbUEIV547apx8PfecQstOSAPjNS59ywwtLqKmti3JkIiIiIiJdnxIqYeKwXjx22aH0zUwFYNZ7q5hxfy4FZVVRjkxEREREpGtTQiUAjBmczfNXHs6YQdkAvPvFVr75t/fZVFwR5chERERERLouJVSyw5Ce6Tx1+aGcPH4gAJ9vKuFbf/+AjUVKqkREREREGqOESnbSIyWJO847kHMP3gOAlZtLOffu91m3vSzKkYmIiIiIdD0xk1CZWaaZ3WZmeWZWYWYLzOxbraj3lpl5M6+BrSg7e/e2rnMlJhj/e+Z4LpgyDIBVW8v45t/e54tNJVGOTERERESka0mKdgAd6BlgEvBTYDkwHXjUzBLc/ZFm6l0BZIft6wHMBj5y9/ywYyuB88P2FbQ76i4qIcH4zenjSEtK5J53vmRDYQXn3P0+sy6axP5De0Y7PBERERGRLiEmEiozOxk4AZju7o+Gds8xs+HArWb2uLvXNlbX3T9t5HwzgGTgnkaqlLv7Bx0UepdmZvzi6/vRs0cyf/j3craVVnHe3z/gnhmTOHRUn2iHJyIiIiISdbFyy98ZQAnwZNj++4HBwCFtPN8lofM9Hnlo3ZuZceWxe/Ob08diBqVVtcy4P5fXPt0Y7dBERERERKIuVhKqccBSd68J27+wwfFWMbO9gSOBx9y9sYeGRpnZNjOrMbMVZnaTmaW3L+zu48JDR3DbuRNISjCqaur43kMf8fyC9dEOS0REREQkqmLilj+gD8GzTeG2NTjeWpeEtvc2cuwdglGrZUA6cBJwDXCEmU1197qmTmpm/YF+YbtHAZSUlFBUVNSGEKNj6sgsbjt7DD9+ZimVNXX8z2MLKCgu5YwDBrZcWQAoLS3daSvxQ30fv9T38Ut9H7/U991XSUnbJ2Ezd98NoXQuM1sOrHD3k8L2DwLygJ+5+y2tOE8SsBbY6u6tGtUysx8DfwDOdPdnmyl3A3B9Y8duv/12hg0b1prLdQlfFMLdyxKpqjMAzt6zliMHdv//jkREREQkvq1Zs4arrroKYJy7L2lNnVgZodpK46NQvUPbbY0ca8zJwEDgd2249kMECdUUoMmECriTXZ/xGgU8P3nyZPbbb782XDK6pgKT1xVx+eOLKams5akvExkxck++fcjQaIfW5ZWWlpKbm8vkyZPJyMiIdjjSidT38Ut9H7/U9/FLfd99LV26tM11YiWhWgScZ2ZJYc9RjQ9tF7fyPJcAVcCD7Yihydv9ANx9E7Cp4T6zYIQnMzOT7Ozwmdu7tiPHZPPopVlceN9cCsqq+cMbX+IJyfzguL2jHVq3kJGR0e36XDqG+j5+qe/jl/o+fqnvu5/MzMw214mVSSmeBTKBs8L2zyC45W9uSycILeB7MvCcu29tw7VnhLZxMZV6Q+OH5vDopVPom5kCwB9fW85db62IclQiIiIiIp0nJhIqd38VeA24y8wuNbOpZvZ3YBpwTf0aVGZ2b2h2vuGNnGYGwYhdY2tPYWZHmtlsM/uumZ1gZqea2Z3AzcCbwIu7o21d3X6DsnnsskMZkJ0KwO9mL+OZ+euiHJWIiIiISOeIiYQq5EyCW/VuBGYTrD11nrs/3KBMYuhljdS/GFgFvN7E+TcAtcAvCZKnJ4AjgF8BJzc3w1+s26t/Jg9ecgjZacEdpNc8tZD/LN8c5ahERERERHa/mEmo3L3E3a9290HunuruB7j7Y2FlZrq7ufuqRuqPdvc9vYlpD939C3f/ursPdfc0d0939/3d/WZ3r9xNzeo29hmQxT++fTApSQnU1DmXP/QRn+UXRzssEREREZHdKmYSKom+Q0b24bZzJwBQWlXLJf+cx9aSuM81RURERCSGKaGSDnXy+EH85MTRAKzbXs7lD82nqiZu74YUERERkRinhEo63BXHjOIbEwYDkLtqG9c9t4hYWEBaRERERCScEirpcGbGLWftz4Q9egLwxIfruPedL6MclYiIiIhIx1NCJbtFWnIif//2QQzKSQPg5leWMmfZphZqiYiIiIh0L0qoZLfpn5XGP759MOnJidQ5XPnIfOav2R7tsEREREREOowSKtmtxg3J4c/nHoBZMPPfjPtyWbSuMNphiYiIiIh0CCVUsttNGzeIW84cD0BxRQ0X3DuXpRuKohyViIiIiEjklFBJpzh30jB+c/pYAArLq5lxXy7rC8qjHJWIiIiISGSUUEmnufDQEfz85H0B2FRcyUX351JYXh3lqERERERE2k8JlXSqS48cyczDRgCwfGMJ33vwIypraqMblIiIiIhIOymhkk5lZvzylDGcOHYAAO+v3Mq1Ty3Uwr8iIiIi0i0poZJOl5hg/N+3JnLgsGDh3+cW5HHrvz6LclQiIiIiIm2nhEqiIi05kXtmTGLPvhkA3PnWCh6euzrKUYmIiIiItI0SKoma3hkpzLpoEn0yUgD45XOLeWPpxihHJSIiIiLSekqoJKqG98ng3pmTSEtOoM7hykc+5pO1BdEOS0RERESkVZRQSdRN2KMnd5x3IAkG5dW1XPLPeVqjSkRERES6BSVU0iWcMGYAvz4tWPh3S0kVlz/0ERXVmk5dRERERLo2JVTSZVx46Ai+fehwABauK+SGF5ZEOSIRERERkeYpoZIu5bqvj+Gg4b0AeGzeWh6ZuybKEYmIiIiINE0JlXQpKUkJ3Hn+gfTNTAXgl89r5j8RERER6bpiJqEys0wzu83M8syswswWmNm3WlFvppl5E6+BjZQ/3szeN7MyM9tiZrPMrP/uaVV8GpCdxt0XHkRqUgK1dc73H5nPR6u3RzssEREREZFdxExCBTwDzAB+DZwEzAMeNbPprax/EXBo2GtrwwJmdjTwKrAROB24GjgeeMPMUjugDRJy0PBe/GV6MPNfRXUdl/xzHl9uKY12WCIiIiIiO4mJhMrMTgZOAK5w97vdfY67Xwq8BtxqZomtOM1id/8g7FUdVuZWYDlwtru/5u4PA+cA44CLO7BJQjDz381njAegoKya7z74IaWVNVGOSkRERETkKzGRUAFnACXAk2H77wcGA4dEegEzGwJMAh509x3f6t39PYIk64xIryG7+tbkYXzv6FEALN9YwjVPLcTdoxyViIiIiEggVhKqccDSholOyMIGx1vykpnVmtk2M3vGzMLr1H9eGF4xtK8115B2+MmJozly774AvLxoA3e9vSLKEYmIiIiIBJKiHUAH6QOsbGT/tgbHm5IP3AR8ABQB44GfAh+Y2eHu/knYObbtegq2tXANQhNX9AvbPQqgpKSEoqKi5qrHvZu+vhffur+YvMJKfj/7M3qmwCnjut9cIKWlpTttJX6o7+OX+j5+qe/jl/q++yopKWlznVhJqACauw+syWPuPhuY3WDXf8zsZWARcCPB5BOtOVdL96FdAVzf2IHc3Fzy8/NbqC4XDIfblyRSUWtc9+IyVi//lDG9uuftf7m5udEOQaJEfR+/1PfxS30fv9T33c+aNW1fAzVWEqqtND5C1Du0bWxUqUnuvsrM3gGmhF2DZq7T0jXuZNdnvEYBz0+ePJn99tuvLSHGrX33L+R7jy6iqhb++UUy916wP+MHZ0U7rFYrLS0lNzeXyZMnk5GREe1wpBOp7+OX+j5+qe/jl/q++1q6dGmb68RKQrUIOM/MksKeoxof2i5uxzkNqGvwuf4c44FXwsqOb+ka7r4J2LTTBcwAyMzMJDs7ux0hxp9jx2Vzx/RkLn/oIypq6rj6qaU8f+XhDOmZHu3Q2iQjI0N9HqfU9/FLfR+/1PfxS33f/WRmZra5TqxMSvEskAmcFbZ/BpAHzG3LycxsT+BwgueqAHD39UAucEHDadjNbAowmmAdLOkEJ44dyK9PD+YA2VJSySWz5lFcET7DvYiIiIjI7hcTCZW7v0qw5tRdZnapmU01s78D04Br3L0WwMzuNbMaMxteX9fMXjezX5nZN8zsWDO7GniH4JmoX4Zd6lpgX+BJMzs+tGjwEwSjU/fv9obKDhdOGc5Fh48AYFl+MVc9+jE1tXXNVxIRERER6WAxkVCFnAk8SDCRxGyCtafOCy2+Wy8x9LIG+xYB5wIPAP8CrgHeBA52951u43P3t4CTgUHAi8AdwBzgOHev7PgmSXOu+/oYjt03mOlvzmeb+e3Lbb/nVUREREQkEhE9Q2VmWcBJwHAg/CEWd/ffRHL+tnD3EuDq0KupMjOBmWH7ftjG67xGMBomUZaYYNx+3kTOvus9luUXM+u9VYzsl8G3Dx0R7dBEREREJE60O6Eys0OAl/lqJr1wDnRaQiXxKTM1iftmTuL0v77L5uJKbnhhCcN69+CY0d1vjSoRERER6X4iueXvz8B6YDKQ5u4JYa/EFuqLdIjBPdO559sHk5acQJ3DlY98zGf5xdEOS0RERETiQCQJ1XjgOnf/0N2rOiogkfY4YI+e3HbuBABKKmu4eNY8NhfrsTYRERER2b0iSag2d1gUIh1g2rhBXDNtNADrC8q59IEPqaiujXJUIiIiIhLLIkmo7gC+Z/Wr04p0AZcfPYpvHjQUgAVrC/h/T35CXZ1HOSoRERERiVWRzPKXQLAm08dm9jKwNey4u/ufIzi/SJuZGTedMZ4128qY++U2Xlq4gZF9M/jR10ZHOzQRERERiUGRJFS3Nni/fyPHnWDiCpFOlZKUwN0XHsQZd77Hl1tKuf3NL9izXwZnTBwa7dBEREREJMZEcsvfni28RkYcnUg79eyRwn0zJ5GTngzAtU8tYt6qbVGOSkRERERiTbsTKndf3dKrIwMVaas9+2Zw94UHkZxoVNXWcdkDH7J6a2m0wxIRERGRGBLJCBUAZraXmV1mZj8zs0vNbK+OCEykI0wZ2YebzxgPwPayai6eNY/CsuooRyUiIiIisaLdCZUF/gIsA/4G3ATcDSwzs9s7KD6RiH3z4D24/JhRAKzYXMrlD39EdW1dlKMSERERkVgQyQjVD4ErCJKoQ4A9Qtu/AVeY2Q8jD0+kY/zka6M5adxAAN5bsZVfPb8Yd02nLiIiIiKRiSSh+g5wh7t/393nufv60PZK4K/ApR0TokjkEhKMP50zgQOG5gDwaO5a7vnvl1GOSkRERES6u0gSqpHAS00cewnN8iddTHpKIv/49sEMzkkD4OZXl/LvJflRjkpEREREurNIEqpCYHgTx4YDRRGcW2S36J+dxj0zJpGRkog7XP3YAhavL4x2WCIiIiLSTUWSUL0G/NbMDmq408wmAL8G/hVJYCK7y5jB2dwxfSIJBuXVtVzyz3nkFZRHOywRERER6YYiSah+BtQAuWa2yMz+bWaLgI+AutBxkS7p2H0HcN3XxwCwsaiSGfflUlBWFeWoRERERKS7iWRh37XABOD3QCmwZ2h7CzDR3dd1SIQiu8lFh4/gosNHAPD5phIufeBDKqproxuUiIiIiHQrSZFUdvctaCRKuikz45dfH8Om4kpeXriBeau2c/VjH3Pn+QeRmGDRDk9EREREuoFIbvkT6faC6dQPYMrI3gD8a8lGrn9Ba1SJiIiISOu0aYTKzO4DfuPuX4beN8fd/ZL2hybSOVKTEvn7tw/mnL+9z7L8Yh76YA0Ds9O48ti9ox2aiIiIiHRxbR2hmgpkh94fG/rc3KvTmFmmmd1mZnlmVmFmC8zsW62od6aZPWpmX5hZuZmtMrOHzWyXb9Nm9paZeSOv2bunVdJZstOSmXXRZIb0TAfgD/9ezksL86IclYiIiIh0dW0aoXL3PRu8H9Hh0UTmGWAS8FNgOTAdeNTMEtz9kWbqXQvkAzcBK4E9gJ8D881sirsvCSu/Ejg/bF9BB8QvUTYwJ41/XjyJM+98j6KKGq55aiF7989i9MCsaIcmIiIiIl1Uu5+hMrNhZpbcxLEkMxvW/rDaHMvJwAnAFe5+t7vPcfdLCdbKutXMEpupfqq7n+7u97v72+7+EHA8kAr8sJHy5e7+QdhrWYc3SqJir/5Z/N95EzGDsqpavvvghxSWV0c7LBERERHpoiKZlOJLYGITxw4IHe8sZwAlwJNh++8HBgOHNFXR3Tc1si8PWEcwWiVxZuro/vzo+H0AWLW1jKse/Zia2rooRyUiIiIiXVEkCVVz80onAp05Tdo4YKm714TtX9jgeKuZ2YNQaYgAACAASURBVEhgOBB+ux/AKDPbZmY1ZrbCzG4ys/S2hyxd2fen7sXXxgwA4O3lm7n+hSWa+U9EREREdhHROlQ0kjSZWSpwErAlwnO3RR+CZ5vCbWtwvFXMLAm4l2DE689hh98BHgeWAekE7bwGOMLMprp7k8MYZtYf6Be2exRASUkJRUVFrQ1ROsmNJ49izdYSlm0s5eG5a+ifkchFU4ZGdM7S0tKdthI/1PfxS30fv9T38Ut9332VlJS0uU5bp02/HvhV6KMDH5g1OVB1T5ujiUxzwwetGlqwoDH3AkcCZ7n72p1O4n5dWJVXzGwV8AfgdODZZk5/BXB9Ywdyc3PJz89vTYjSyaYPhT9tT6Sgyvjzm1+yfd0XTOwT+UhVbm5uB0Qn3ZH6Pn6p7+OX+j5+qe+7nzVr1rS5TltHqHKBOwlu97sCeArYGFamElgENDezXkfbSuOjUL1D222NHNtJKJm6B7gAmOHuz7fy2g8RJFRTaD6hupNdn/EaBTw/efJk9ttvv1ZeTjrbmImlzHjgE0qranlkRRLHTtmfCUOzW67YiNLSUnJzc5k8eTIZGRkdHKl0Zer7+KW+j1/q+/ilvu++li5d2uY6bZ02/VXgVQAzywBudPfOnHyiKYuA88wsKew5qvGh7eLmKjdIpi4CLgnN9NdWzc5aEJr8YqcJMOpH9zIzM8nObt8XdNn9Ds7O5q4Lkrho1jyqap3/eXopz1x+GCP6tv8XZEZGhvo8Tqnv45f6Pn6p7+OX+r77yczMbHOddk9K4e4XdZFkCoKRoUzgrLD9M4A8YG5TFUPJ1D8Ikqnvuvv9bbz2jND2gzbWk27kqH36cdM3grlNtpVWcdGseWwvrYpyVCIiIiISbZFOSoGZjQP2I5ikYSfu/kCk528Nd3/VzF4D7jKzbOAL4DxgGnCBu9eGYr2XIAEa5e6rQ9VvBy4B7gMWmdmUBqeudPePQ3WPBH5BkLytBNIIJqW4DHgTeHH3tlKi7VuTh7F2exl/nbOCL7eUctmDH/LgJYeQltzcMmciIiIiEsvanVCZWQ/gBeBYgkkf6menaPjEfqckVCFnAjcBNxI8O7UMOM/dH2tQJjH0ajiTxqmh7cWhV0OrgRGh9xuAWuCXQF+Cdn5OMEnHH5ub4U9ix49PGM2abeW8+Eke81Zt5ydPLeT/zp1AQkJzqwiIiIiISKyKZITqlwTJxtHA2wQJTTHwPYJnl86NNLi2cPcS4OrQq6kyM4GZYftGtPL8XwBfb3eAEhMSEoxbz96f/MJy5q3azouf5JGTnsSNp41TUiUiIiIShyJZ2Pd04HfAe6HPa9z9DXf/JjAfuDzS4ES6orTkRP5+4cGM7BdMSvHQB2v4xXOLqavTwr8iIiIi8SaShGoEsCz0fJIDPRocexj4RgTnFunSemWk8OilU3YkVY/mruHnzy5SUiUiIiISZyJJqAqA+nmjNwF7NziW3OCYSEwakJ3GY5dOYVQoqXps3lqufXohtUqqREREROJGJAnVImCf0Ps5wM/N7Agzm0wwUcMnkQYn0tX1z07jscsOZe/+wZoFT360jmueUlIlIiIiEi8iSajuBbJC739BcMvf28D7wHDgx5GFJtI99MtK5dHLpjB6QPDP4en56/jJk58oqRIRERGJA+2e5c/dn2jw/ksz24evplB/z923dUB8ceG5555j3rx5TR4fOHAg06ZN2/E5Pz+f2bNnt3jemTNn7vR51qxZLdaZNm0aAwcO3PF59uzZ5OfnN1tnwoQJTJgwYcfnBQsWsGDBgmbrxGKbvjNqAPdaFsvyi3nm4/VUVJRzcN1nNJz8r7a2lu3bt7NlyxYSExO7fJtisZ+i2aZ169bx5JNP7uj7xnS3NsViP3V0m+r/3ZsZp5122o793blN9WKpn+p1ZJsa+53fUHdsU0vUpsDo0aN3+hwLbYrFfmqsTS+//HKL1woX8cK+9dy9FC1u2y55eXnU1NS0unxFRQWrV69uuWCY1tSpqKjY6XN+fn6L9UaMGLHT54KCgjbHFwttGg48cul0pv/jA5blF/PK0m0sTzQOT15F+IzqpaWlTZ6nK7Wpset2935q7Lqd1aby8nK2bNnSbJ3u1qZY7Kfd1abNmzfvct3u3qbGrqs2BRrWaep3fnduU3Pnbihe2zRo0KCdPsdCm2KxnxprU15eXpvj67CEStpv8ODBDBkypMnjDbNtgLS0NIYPH97m67SmTlpaWrPXbkzPnj13+dzStWK1Tb0zUnjk0ik7kqovavuSkZHJ6YOKSbCv/lLdq1evJkcpulqbwq8bC/0Uft3OalN6enqzfQ/dr02x2E8d3ab6f/f9+vXb5brdtU1NnVdt+srw4cNb/J3fHdvUErUpkJ2dvdMX/FhoUyz2U2NtGjx4cNuCA8y99c95mFkdwS19reHuroStGWY2Fli8ePFixo4dG+1wpANtLank/Hvmsiy/GICzDxrK787an9KSYubMmcPUqVPJzs6OcpTSmYqKitT3cUp9H7/U9/FLfd99LVmyhHHjxgGMc/clranT1oTnRlqfUInErT6ZqTz8nUOY/o+5fLaxmKc+WkdmahI/OmaPaIcmIiIiIh2oTQmVu9+wm+KIay1NSiHd16lZxrbtPdlclcSs91ax+YtP2LMur8kHlCV2tfRwusQu9X38Ut/HL/V997V+/fo219EteV1AWyelkO7lGEvhJfajnGRe2ZTFiSkJDCpdF+2wJEqam5BEYpv6Pn6p7+OX+r772bRpU5vrRJRQmdm+wPXAMUAfYIq7zzez64H/uPucSM4fL1qalEK6v+zyEmat6UmtJzCnei8uHLCdoRm6ezaetGZCEolN6vv4pb6PX+r77ispqe3pUZsmpdipotkE4L9AMcGCvucAk0IJ1a3AMHc/t10njxOalCK+PPvxOn74+CcA5KQn8fB3pjBuSE6Uo5LOogeU45f6Pn7Fe99X19ZRXFFDcUU1xRU1FIW29fuqauqoqXNq6zy0raO2DmrrwvbXOrXu1NU5yYkJpCUnkJacSGpyImnJCQzMTmNIz3QG5aSTnZ5EVloyieHrlXSyeO/77qwzJqVo6BZgIXACUAU0TJ5ygbMiOLdIzDlj4lA2bivmltdWUlhewwX3zuWhSw5RUiUiIl1GbZ1TUllDZU0tVTV1VNXUURl6FZVXU1BeTWF5dfC+rGpHglS0S9JUTUV1XdTakZmaRFZaEtlpyeSkJ5OdnkRqUiIJCUaiQWJCAokJkJWWzIDsVAZkp9E/K23H+4xUPRUjrRfJfy2HAxe4e5mZhY9lbgRanvxdJM5MnzSEzz//nKdXJVJQVq2kSkREOpy7U1heTV5BBRuLKigsr6a4soaSihpKKqspaZAEFZU3SIZC5aIlMcFITDCSdtoGiU9SQgJmUFVTR0V1LRWhZK8pJZU1lFTWsKGwoskyzclMTaJ/dioDstKCbXYa/bOC7aCcNAb3TKd/VipJiQntba7EkEgSKiMYmWpML6AygnOLxKyjBjl77z2SW15bqaRKRETapayqhuUbS1ieX8yqraXkF1awobCC/KIKNhSWd8roUGpSAtnpyWSlBbfZZacFo0JZqV/tywrtqy+XnfbVsbTkhCCJsiCBMmvbbXp1dU55dS0bCitYt72MTcWVXyWGoYSxfjStsLya6to66hxq6uqoqwu2BWXVVDaSmJVU1lCyuYaVm5ueVCLB2JFg9c5IITs9mey0ZLLTk0m1WtZvMvyzLQzsU02vHin06pFMzx4ppCQpCYs1kSRUC4EzgFcbOTYN+CiCc4vEtOmThpCWlsYNL36qpEpERJpUXVvHqi2lLMsvZvnG4h3bNdvKaM9j8IkJRkZKYpAApQdJUH0isCPxSU0iLTmBlKQEUpMSQ9sgecpJT6ZnelA3LTm6ky0kJBgZqUns1T+Tvfpntusc7k5RRQ2biirYWFTJxqIKNhZXsKn+fVEFm4or2VRUSVXtzolXncOGUCLbuEQeWbF0l70ZKYnkpCeTkhT8jDNSk+iZHiRb6SmJpCeHXimJ9EhJZFjvHozql0n/7FQSzEgIJaAJRpuTUNk9Ikmo/g94xMxKgQdD+4aZ2bHAxcDZkQYnEstmHr4nZsb1LyxRUiUiItTU1vHZxmI+XlPAx2sKWJJXyMrNpbt8kQ+XmGAMyEplYE4ag3LSQ9v696n06pFCZmjkKC05QV/CGzAzckKJ4t4Dspos5+4UlFXvGAHMKwi2GwoqyCssp7A8GBlrzW2TpVW1lFbVdlgbEgwSzEhJCibr6JGSSO+MFHr1SKFPRgq9MoLRsay0ZDJTk0L/LYS2oX1ZaUmkJum/jfZqd0Ll7o+b2SjgBuCq0O6ngRrgend/MfLwRGLbjMNGAOxIqs6/J0iqxg9VUiUiEsvcnbzCChatK2DhukI+XlPAJ+sKKGvmi7YZjOiTwT4DMhk9MJvRA7IYPTCLEX166Fme3czMgsQkI4X9BjU/a19tnbNh8zb+/dY7jJk4idqEFLaXVbG9rJqC0mBbFJrlsKqmjpLKGgrKqygsr6a8KnhGrKyqhrpWjkDWOdS5U1NVS1lVLdtKYd328ja3MSnByEoLEq3M1OQGSVfSjkSsV48UBuWk7bjVcUB2WtRHKruCiKYwcfebzewB4ERgALAF+Je7r+6I4ETiQcOkqrC8mnPufp8/nXMAJ40fFN3ARESkw9TU1vHJugL++/kWFqwtYNG6QraWNvUoOuSkJ7P/0JwdSdPogVns3T+L9BR9ee3qEhOM7PRk+qTBmIGZ7Zo23d2pqq2jqLyGVVtLWbGphO1l1dS54+47kqg6D8rW1nloNsZaSipq2F5WzbbSqh2v8uqWR8Rq6pztZdVsL6sGWp+QZdc/Q7fjObmGz9R99cxczx7JDMwJprjvm5ka9antO1K7EiozSwfuBe5093dC76PKzDKB3xKsh9UbWAbc4u6PtaJuf+D3wClAD+AT4Dp3f6ORsscDvwEOAMqAl4Br3L3tyyqLhMw4bAQJCcb1zy+mvLqWyx+ezw+P34erjttLw+8iIt1UXmEF7200Xnj6U3JXF1Jc0fitYAkG+wzIYuKwXhw4rCcTh/ViZN8MEmLoC6e0jZmRmpRIv6xE+mWlMmlE74jOV1FdS2lo5sP6qe6DmRBDsz6G9pdUfFWmpLL6q3KhOo3dflpUUUNRRQ3rC1qfhCUlGAOy0xjcM5gxcVBOOoN7BrepDspJC011H4ySdYd/B+1KqNy93MxOB/7WwfFE4hlgEvBTYDkwHXjUzBLc/ZGmKplZKvAG0BO4GtgEfB+YbWbHu/vbDcoeTTAJx8vA6UB/4HfAG2Z2sLtrZkNptwunDGdor3SueuRjiitr+PPry1m+qZg/nH2A/iIpItIN1NTW8f7KrbyxdBP/+XxzaIa4RGDrTuVG9s1g/6E57D+0J/sPzWHM4Gx6pGjdI9l90pITSUtOpE9makTnKa6oJn/HbJIV5BdWsLWk8qtp+Bss3FxUXk1JZeO3LtbUOesLykNJ2PYmr5ealMCefTMY0SeDQT3TGJidxsAGtxwOzEkjNSn635Ei+de7ABgH/KeDYmk3MzuZYIHh6e7+aGj3HDMbDtxqZo+7e1NjnZcQtOMwd38/dL45BKNUvwcOaVD2VoJk7Wx3rwmV/RJ4l2Aijrs6tmUSb6aO7s+z3z+MS/75Iau3lvHywg2s2VrG3799EINy0qMdnoiIhCmuqObdL7YyZ9km/v1pfuh2qZ31Sk/iyH36c9Q+/Thq7770z06LQqQikQtu4Wt+Ao+G3J3SqlqKK6rZWlJFfmEwiUfDST3WF5SzsaiCmkYyr8qaOpblB7NbNsYMBmSlsUfvdIb26sEevdIZ2rsHQ3ulM7RnD/pnp3bKM16RJFQ/BR40syUNR3Gi5AygBHgybP/9wCMESdF7zdT9rD6ZAnD3GjN7CLjZzIa4+3ozG0IwAvaz+mQqVPY9M1seOo8SKonYXv2zeO6Kw/n+I/N5b8VWFq0v5Jy73+fxyw5lcE8lVSIi0bZ2Wxn//nQjr3+6kXmrtu3yRTApwThwWC8mD88iddsKLjzlCHrmaLIhiT9mFkxokZrEoJz0Jmcyrq1ztpRUkhdKruoXnM4rqODLLSWs3lrGhsKKXZ4Fc4f8omDEbN6qxke6stKS6J+VSr+sVPpnpX31Pjv4HOxPJSc9ud2PWUSSUN0JZAJvmtl2YAPQ8DeKu/sBEZy/LcYBSxsmOiELGxxvKqEaB/y3kf31dccC60PlGu4PL3t4q6MVaUGvjBT+efFkbnhhCQ/PXcPabeVM/8cHPP7dQxmgv2yKiHQqd2fR+kJe+3Qjr326sdG/lqckJXDkXn05efwgjt9vADk9kikqKmLOnBUk6FlYkWYlhp6pau47Tv2aYRuLglsN80MLOq/bXs7a0Da/qGKX9dnqnxlb0cwizQApiQkM7Z1Ov+q2T4sQSUK1lWBWv66gD7Cykf3bGhxvru62RvaH1+0Ttj+8bHPXqJ/4ol/Y7lEAF154IRkZGc1VlxhRW1tLUVER2dnZJCa2PATtQOaex1EyeBKrtpZx+HWP02/JYyRVlez+YKVDtbXvJXao77unusQUKnOGUd5zJBW996I2ddeZ2hIrCknf9jlp21eSWrSG5W/XsBy4LXRcfR+/1PedLwkYYonUpGZRm9qTmtRs6lIyqE3OpDYlg9qUTGqTM6hLycQTk3epX1Vbx8rNpSzb3Pb0JpJ1qI5pb93dpLnZ+luayb8tdZsq29I1rgCub+zAxx9/3EJViWvvvEPvEy4n68CvU9OjL2tHn8umJ2+geotWJxAR6UgJPXLoMfpwMvY9ktShY7CEXb8IV+Z/QfnnH1D2+VyqN38ZhShFJFKW0oPEzF4kZvQObXuRmNmb5N5DscS2p0eRTJv+OsECvq+35xwdbCuNjxDVzzHZ2KhSW+vWT9HTVNnmrgHBLZLhz3iNAp6fOHGiRqjiRHv/YuXliyjIG0jJ4INIyu7HkBl/ou+yZ0grVFLVXeivlfFLfd+1OUZFr1GUDJxARa+RYGEL5NbVklq4hvRtn5O+7XOSqoohARg9JHg1Q30fv9T33UkdsBVqtsKmzyktLaWtN/1FMm36eKDxBRU63yLgPDNLCnuOanxou7iFuuMb2R9ed3GD/a80Ura5axBap2qn/ql/8O3BBx9k7NixzVWXGBHcTz+HqVOntnmhP3fnH/9dyc2vLMOTUik84Hz+9/wDOX7MgN0UrXSkSPpeujf1fde0vqCcx+et5Yl5a9lSVLHTscE5aZw4biBH7dOPySN6k5Havht61PfxS33ffS1ZsoRx48a1XLCBSJ6heh+YDLwVwTk6yrPApcBZwOMN9s8A8oC5LdS908wOcfe5AGaWBFwAzHX3PIDQTH+5wAVm9of6adjNbAowmq9umRbZLcyMy44axaCcdH70xAKqauv43kMfcft5Ezl5/KBohyci0uV9ll/MG8s28tayzXy4ettO6+NkpCRy2oQhnHXgEA4c1qtbLCYqIl1DJAnVj4HnzSwfeMbdo/aUvLu/amavAXeZWTbwBXAeMA24oEHycy9BkjXK3evvlbqPYCHfJ83spwSjSFcQJEnHh13qWuC1UNk7CRb2vYVgdOr+3dhEkR1OPWAwGamJfO+h+VTV1HHlI/P53Vn7882D94h2aCIiXc6Wkkqe+3g9T89fz9INRbscP2BoDudNHhb63arFdUWk7SIdoUohSCTuN7Mydp02vTMXXTgTuAm4keCZpmXAee7+WIMyiaHXjj87uXulmR1HsIjvHUAPgkWLTwpfX8vd3wotInwj8CJQBrwE/MTdK3dXw0TCHbvvAO6bMYnvPDCPiuo6fvLUQjYVV3LFMaPavYaCiEisKCyv5t0vtvDM/HW89dnmXdaJGtk3g2NG9+fMA4c0uS6OiEhrRZJQPU3LM9t1mtAI2dWhV1NlZgIzG9m/kWDkqjXXeY1glEokqo7Yuy8Pf+cQLp71IYXl1dz6r8/IL6zgV6eOITkxoeUTiIjEkA2F5Twxbx2vL93I4rzCXdaiGdGnB2cdOJTTJgxmeB9NBCUiHSeSadNndmAcItIOBw3vzVPfO5Rv35fLhsIKHvxgNZ9tLOav0w+kX1ZqtMMTEdmtauuc/yzfzMNz1/Dmso2EDUSRmZrEKfsP4uyDhnLQ8F4awReR3UI3C4t0c3sPyOLpyw/j0gc+ZEleEblfbuPUO97hbxcexIQ9ekY7PBGRDrehsJynPlzHY/PWsr6gfKdj+w3K5uh9+nHoqD5MHtGb9BRNWS0iu1dECZWZjQJuAI4jWJ9pC8H6VDe6+4qIoxORVhncM52nLz+Mnz+ziGc+Xk9+UQXn/O19fvONsZw7aVi0wxMRiVh1bR1vLN3E4/PW8PbyzTuNRvVISeS0AwYz/ZBh7D9Uf0gSkc7V7oTKzPYlmJgiDXiTYHrywcA5wClmdri7L+uQKEWkRWnJifzxnAPYf2gOv3l5KVW1dVz79CIWrivk+lPHkpKk56pEpHupq3MWrCvglYUbeG7BeraUVO10fL9B2Uw/ZBjfmDCYrLTkKEUpIvEukhGqm4GtwDHuvq5+p5kNJUiwbiJYF0pEOomZMfPwPdl3UDZXPjKfLSVVPDx3Dcvyi7nz/AMZkJ0W7RBFRJpVW+d8tHo7ryzawOzF+eSHLbqblZrEaRMG861Jwxg3JFvPRYlI1EWSUB0NXNUwmQJw93VmdiNwe0SRiUi7TRnZhxd/cATfe2g+n6wt4KPV2znljne46/wDOXhE72iHJyKyizVby3jiw7U8+dFaNhbtvBKJGUwa0ZtzD96Dk8cP0nNRItKlRJJQ9SAYoWrMFiA9gnOLSIQG5aTz+GVTuP75JTz+4Vo2F1dy3j8+4FenjuWCQ4bpr7oiEnVfbCrmX0s28vrSjXy8pmCnYwkW/HHopPGDOHHMAPprhF1Euijz8IUaWlvRbAGwyN0vbOTYP4H93X1ihPHFNDMbCyz+7W9/y5AhQ6IdjnSC2tpatm/fTq9evUhM7Jy/sLrDRwVpvLIxk7rQmtYHZFcwbUAJ6YldZim5mBeNvpeuQX2/q/XlSfxnaw8+K9l1eYehadVM6FnBfpmVZCR1799R6vv4pb7vvtavX891110HMM7dl7SmTiQjVLcD95hZDvBPYAMwCLgAOA34TgTnjit5eXnU1NREOwzpRKWlpZ16vX7ASSkZvFk1inJS+KQojeVFCUxJWcOIxIIW60vH6ey+l64j3vveHdbXZbOkZgB5dTk7HcuxcvZILGCvxK30sgoohC2Fwe0usSDe+z6eqe+7n02bNrW5TiQL+95nZgOA64Cvh3YbUA78wt3vb++5483gwYM1QhUnovkXq+HAvjXFPJuXxcqyFMpJYU7VXozNquCUgRqt2t3018r4Fc997w55FUl8VpLCp8WpbKn66mtHAs6EnAoO611O39Ragq8kA6IW6+4Qz30f79T33VdSUtvTo3bf8rfjBMEI1aEE61BtBd5398KIThon6m/5W7x4MWPHjo12ONIJioqKmDNnDlOnTiU7OzsqMbg7T89fz29f/pSCsmoABuWk8cdzDuCwUX2jElM86Ap9L9ERj33v7vzn8y3c8uoylm4o2ulYj5REzjl4D75z5J4M7dUjShF2jnjsewmo77uvJUuWMG7cOOikW/4ACCVPsyM9j4h0DjPj7IOGcszoflz71ELeWLaJDYUVnH/PXC47aiQ/PmG01qwSkXYprazhzWWbeDR3De+t2HneqnFDsjntgMGcO2kYOelaM0pEYkckC/teBAx39xsaOXYDsNLdH2h/aPHjueeeY968eU0eHzhwINOmTdvxOT8/n9mzW85hZ86cudPnWbNmtVhn2rRpDBw4cMfn2bNnk5+f32ydCRMmMGHChB2fFyxYwIIFC5qtE69tqr8FYMuWLTtuAYhWm9Z9sZQjfAlpA9L416ZMaty4++2VPP/BZ5w1uJh+qbVx20+N6Yg2rVu3jieffLLZ2z+6W5tisZ86uk31/+7NjNNOO23H/u7cpnoDBw7kqGOPZ86yzby8KI83lm6ksuarO19SEuo4vHc5E3IqyEneDCtX8OzKrt+mjvpvr7Hf+Q11xza1RG0KjB49eqfPsdCmWOynxtr08ssvt3itcJGMUF0FzGri2JbQcSVUrdDWSSkqKipYvXp1m6/TmjoVFTsvoJifn99ivREjRuz0uaCgoM3xxVubmntItTPbtGbNavoDp6ak8Z+qPdnqGeRXJvO3L3syKXktJ/rOv4jirZ+a0542lZeXs2VL84/Zd7c2xWI/7a42bd68eZfrdtc21bqRV5dNfl4WP3z3dcqra3c6nkINoxK3MiF5A2mlNRSUQnPT33SFNjV33Uj7qanf+d25Tc2du6F4bdOgQYN2+hwLbYrFfmqsTXl5eW2OL5KEai/4/+3deXxc9Xnv8c+jzdosy1q84X0DG7MYYmPAYMKSGBJKWRKWcAMEkt7QJjRN0+yBktCEJKRtbkN6e8PShhICAULZDAYMCTZGAWO8G+/yJluLbe2SJT33jzMi8ngkzYzW0Xzfr9e8Rvqd3/md3+HhyPPMOec5rOtk2QZgRg/GTirdFaXomG0DZGZmMmnSpJi3E806mZnHPucjfNuR5OfnH/d7d9tK1n2K5ibVgdinScDJXs+ycmN5VRatpLDy6CRqy+GSQ/Uf3ueQLHGKRjz7lJWV1e0Nyom2T0MxTr29T+3HfXFx8XHbTaR9anMobUhnbfUwNlQPo6EtBZoBgmQqd1ga503NI79mB9Oym0lLSQGiK7g0GOLU2bg9iVN3f/MTcZ+6o30K5OXlHfMBfyjs01CMU6R9GjduXGyTo2fPoaoBbnL3pyIsuxJ4xN1z4ho8SagoRfJJhJtU39pWyVcfX82+I8E/BJnpKfzNR6fz+fOnMixNlYrilQixl76R6LHfVVnH79/bxxPv7mbPoYZjzDxdWgAAIABJREFUlmWmp3DJ7DF88tSxLJpZTGa6/kZ0lOixl/gp9omrv4tSrAWuA45LqIDrQ8tFJMGcPa2QF+84n398dj1PvbeXxqNt/PTlD3hy1V7u+ouTWTSzuPtBRCRhVdQ2sWJbJSu2VrB8WwW7q45NotJSjPNnFnPF6eO4eNZocob1uL6ViEhC68lfwX8DHjGz/wTuB/YA44EvAlcDn+359ERkIIzITudn157OtfMm8L1n1rP5QA07Kuq46cESLp0zhu98cjYn5GcN9DRFpBc0Hm1lxbYKlm+tZPnWCjaV1UTsd/K4PD79kQlcfto4CnIy+nmWIiKDV08e7PuomZ0EfBO4scOiNuAH7v7fPZ2ciAyss6YW8tyXF/KfK3byL69sobaphRfXlfH65nL+5sLp3HbeFF0GKJKAymuaWFV6iCXrynh5fRl1za3H9clMT2He5AIWTi9i0YnFnDRGly2JiETSo/P07v49M3sQ+BhQBJQDL7t77OU7RGRQSk9N4bbzpvIXp43jnhc28szqfTQcbeUnL23msT+V8pWLZ3LF6SeQmmIDPVUR6cSB6kbe3FLB8q0VvL2jir2HG47rk5pinD4hn3OnFXLO9CLmTszXFyYiIlHojQf77gT+o+dTEZHBbFReJv963VyumzeR7z2zji0Ha9ld1cDfPf4+//7GNr7zidmcr/urRAaFuqYW3t5RyR9DSdQHB2oj9huWlsLFs0bzyVPHsnBGEcMz9cBdEZFY9SihMrN0gnulLgIKCZ4/9QpBhb+jPZ9e1PPIBX4AfBooADYBP3L3x6JY9yrgU8A8gvquB4DlwF3uviWs7+vAogjDvOTuiyO0iww5Z08r5IU7zuOxklJ+/tpWymua+OBALZ99sIRLZo/mO5+YxaRCFfgU6U8trW2s2XuEN7dU8ObWCt4rPcTR1uOr+OYOS2PB1ALOmDSS08fnc9qEfBWVEBHpobj/iprZCOBV4AygDigDziGo8He7mV3k7tW9MsvuPUWQEH0D+AC4AfiNmaW4+6PdrPt1grnfA2wHJgDfAlaZ2YII5RK3A58Ja+vqeYUiQ056agr/6+zJXHPmBB5asYNfvLaVuuZWlm44wBuby7ntvCn89Uen64OaSB9xd3ZW1vPmlnLe3FrBim2V1DQe/4D4tBRj7sR8zp1exHkzijh1fD7pqSkDMGMRkaGrJ5927gFOBK519yfaG83sGuDB0PIv9Wx63TOzy4BLgBvc/Teh5mVmNgn4iZn91t2Pv9v2zy5394NhY74G7AS+AtwW1r/B3Vf2zuxFEltWRiq3XzCda84Yz71LNvPkqj00t7Zx/+vbeHLVHv7ukplcfcZ40vQBTqRHmlpaWV16mLV7j7BhX3Wn90EBTB+Vy8LpRSycXsRZUwt0GZ+ISB/rSUL1l8D3OiZTAO7+OzObCPwd/ZBQAVcCtcATYe0PAY8CZwErOls5PJkKte0zsz0EZ6tEpBuj8jK579OnceOCidz1P+t5f88RDlQ38fUn1/Iff9jOVy6ZyeKTxyixEonBgepGlm06yGubDvLm1grqI1TiAyjKHcbC6YWcO72IhTOKGDtCjzQQEelPPUmoioE1nSx7n6DqX3+YA2x09/BrHdZ0WN5pQhWJmU0FJgG/j7B4mplVAXnALuAxgjLxkb8qFEkicyeO5Onbz+XJVXv42dIP2H+kkW3ldfzNo+8xoSCLW86ZwvXzJ5KVocphIuGO1B/lTzurKNlZxfKtFazfF/mq+cKcDE4ZP4KF04s4d3oRJ40ZjpmqbIqIDJSeJFR7gYUE91GFOxfY14OxY1FIcF9TuKoOy6NmZmnAAwRnvf45bPGbwG8Jil5kAZcC/wAsNLOPuntbF+OOIkhCO5oGUFtbS3V1f91uJgOprq7umPeh6uMzR3DB1DN57N19PLBiN4cbWthd1cDdz23g/mVb+Py5E7n69DFkpCXPGatkib0cr7PY1zS28Kddh3l752He3V3NloN1HF9GAkZmp7Nw2kjOn1bA6RPyGJWbcUwCVVMT+UG8MvB03CcvxT5x1dZGroraFXOP9Oc7ihXNfkhwWd83gf9090ozKyR4yO+9wM/c/VsxjnkBsCzK7nPdfbWZfQBsc/dLw8YaS5DUfdPdfxTl9g14mKDoxNXu/kwU63wV+Clwlbs/3UW/u4A7Iy37+c9/zsSJE6OZokjCaWqFknLj9f0pVDT++UNg4TDnqsltzCmI72+QSCKqaoL3K401VSnsrIE2jj+zlIIzIRdOGuHMHtnGxFzQY95ERPpHaWkpX/7ylwHmRChOF1FPEqphwDMED/V1oIXgjJcBLwFXuHtzjGOOBT4RZfen3L3KzN4CUt19fthYJwPrgL9y926fkxVKpn4F3Azc5O6PRDnn0QRVAn/s7l/vol9nZ6ieWblyJbNmzYpmc5Lg6urqKCkpYf78+eTkJFdp8dY2Z8mGcn7xh13sOdz4YfuiGQV87aKpTCwY2vd9JHPsk1l9cyuvbyrj+Xe2svdoNtsrG4/rk55qnDJuOGdOGMFHJo3gtBPyyNZlsUOCjvvkpdgnro0bN7JgwQKIIaGK+5I/d28CFpvZx4GPElxaVwm86u5L4xxzP0FSE4u1wPVmlhZ2H9Upofd13Q3QIZm6Bbg12mQqTKeX+8GHxS/CqwkCkJubS15eXhyblESVk5OTlDG//pwRXHPWVB59u5SfvryZmsYW3thSxfJth7hxwSS+dOF0CnOHDfQ0+1Syxn6oa21zDtY0su9wI/sON7DvcAPvlR7m9Q8O0ni0DUgB/pxMTSzI5pLZozl/ZjHzJxfovsIhTsd98lLsE09ubm7M6/TkOVQTgf3u/hLBGamOy9KAce5eGu/4MXga+DxwNcH9Te1uIrjk7+2uVg4lU/+PIJn6K3d/KMbt3xR6Vyl1kSikp6Zw0zmT+cSpY/nhC5t4ctUeWtqch1fs5Ld/2s01Z47nlnMnM7U49j9oIn3J3dl8oIYtB2qpqG3iYE0T2w7WsuVgLbur6mlp6/yKj1RzTh8/goUzR/Oxk0cze2yeCkmIiAwRPSlKsQM4GyiJsOy0UHuff+Xm7i+a2VLgl2aWB2wleLjwYuDGjs+gMrMHCBKgae6+K9T8c+BWgmdnrTWzBR2Gb3L390Lrngd8myCB2w5kEhSl+ALwGvBs3+2lyNBTlDuM+z59GjefM5kfvriRFdsqaTjayq9X7uLXK3ex+OQxfPmiGcwep2/2ZOAcrGnkzS0V/HFLBW9uraC8pinqdfOz07nwxFEsmjaC5tI1fPzi0/RNtYjIENSThKqrr9ZSIWKxor5yFcGDhO8GCgiq8F3v7o9FmFcqx8798tD750KvjnYBk0M/7wdage8SlIR3YAvwPeC+rir8iUjnThk/gv++7SyWb63kV29u5/XN5QAsWV/GkvVlXDJ7NJ89exLnTisiRXfmSx9rPNpKyY4q/rilnD9uqWBTWecV9FJTjEkF2UwflcvU4lxOGJnFCfmZjMvPYuyILPIy0zAzqqurWba3H3dCRET6VU8SKoiQNIWKVVwKVPRw7Ogn4V4L3BF6ddXvZoKiEx3bJke5ja1EXzBDRGJgZiycETyUdOvBGv79je08/d5eWtucpRsOsHTDASYVZnPdvIl86iPjKRri91lJ/2hpbWNXVT1bD9ay5UANb++o4u0dVTS3HP/92PBhaZw9rZDzZhRx5qQCRucNY2R2hpJ8ERGJLaEyszsJzshAkEyt7OIa8FiLS4iIMH3UcH76qdP40oXTuX/ZNn6/ei9NLW3sqqzn3iWb+NnSzSyeM5bPnTuZuRNHDvR0JQE0Hm1lR0VdkDgdrA3d91TDjoo6jrZGvpgixeD0CfmcN6OY82YUcdqEfNJTk+e5aSIiEr1Yz1CVAPcTXDJ3O/A74EBYnyaCynuP9nh2IpK0JhXmcO81p/Kty2bx1Ht7ePTtUrYcrOVoq/Ps+/t49v19fGTSSG47byqXzB5Nqs4USEhbm7N6z2FeWl/GaxsPsq28li7qRXxoYkE2C2cUcf6MIs6eVsSIrPS+n6yIiCS8mBIqd38ReBHAzHKAu919R19MTEQEYER2OrecO4Wbz5nMO7sO8cjKXTy/Zj8tbc47uw7xzq53mVyYzc3nTOby08YN+bLrEll9cwurdh3m5Q1lvLS+jAPVnRePGD8yixmjcpn+4Ws400flKoESEZG49OQ5VLf05kRERLpiZsybXMC8yQV889JZPLxiJ4++vYvqxhZ2VtZz17Mb+P7zG1kwtYArTj+By08dp2f7DGHNLW28s7OK1zYdZOWOSjbur6E1wmmoMybmc/a0QmaEkqapxTlkZ/T09mEREZE/68lzqD7bXR93/694xxcR6cyYEZl849KT+NKF03n8nd08uHwHu6saaG1zlm+tZPnWSr7/3AauPmM8l582lrkTRqp4QIIqO9LIur1HKK2qZ/ehevYcamB3VT27KutpONp6XP+0FOPsaYV87OQxfGz2aEbnZQ7ArEVEJJn05Gu6hztp7/gVoRIqEekzOcPSuOXcKXz27Mm8u+sQL6zdz/Nr91Ne00RNYwsPr9jJwyt2Mmr4MD528mgWnzyWs6YWqLjAINV4tJX3Sg+zevdhVu8+xOrdh7u8dA/+XDxi3uQC5k4cyYKpBeRnZ/TTjEVERHqWUE2J0FYEXAFcC1zXg7FFRKKWmmLMn1LA/CkFfPsTs3h14wEeWVnK8m0VuMPBmiYeWVnKIytLGZGVzsWzRvPxk0dz/sxiMtN1WeBAcHcOVDexvbyWbeW1Hz44t775+LNO7TLTU5gwMpsJBdmMH5nFmZNGsmhmsRIoEREZUD25h2pXhOZdwLtmlk7wTKib4x1fRCQe6akpLJ4zlsVzxnKwppGlGw7w0voDrNhaQUubc6ThKE+u2sOTq/aQnZHKBScW8/GTx3DhSaMYnqmiBL2tvrmF7eV1bK+oY3t5bejnWnaU11HXRfJ0Qn4Wp0/I57QJIzhtfD5Ti3Mpys2gi0d1iIiIDIi+ujP3VeDxPhpbRCQqo4Zn8pmzJvGZsyZxpP4or20+wJJ1ZbzxQTmNR9uob27lhbVlvLC2jIzUFM6dXsjiOWO4eNZoVQuMg7uzo6KO5dsqeWdnFe/sPMTeww1RrVuQk8EFJxZz0UmjmTdlJKOG694nERFJDH2VUE0COv/qUUSkn43ITufKueO5cu54GppbeeODcl5aX8YrGw9Q09hCc2sbyzaXs2xzOSm2lnmTCzhnWhFnTMrn9An5OnsVQVubs7OyjjV7jrCq9BBvfFDOrsr6LtcZNyKTqcW5TCnKYWpxDlOLc5lalMMJ+VkqHCIiIgmpJ1X+zo/QPAw4FfgmwVkqEZFBJysjlcVzxrB4zhiaW9p4a3slS9aVsXRDGRW1zbQ5vL2jird3VAFB5bgzQvfrjB+ZRe6wNLIz0sgdlkZuZhrj8jMZljb078Uqrazn5Q1lvLm1gl2V9ew91EBza1vEvvnZ6XxkUgGnnDAilDjlMKVIJctFRGTo6cm/bK9zbEU/gPavF18BvtyDsUVE+kVGWgqLZhazaGYxP/jLOby76xAvrS9j2aaDbK+oA6ClzSnZUUVJKMEKl5piTCnK4cQxwzlp9HBOHDOcWWPzGD8yK6Hu+XF3quqa2VZe92GxiB0V9RyobuRAdSMHazqvuJeRmsLciflceNIoFp1YzMxRw3XGSUREkkJPEqqPRmhrBHa6+wEzK+7B2CIi/a5jtcDvfnI2VXXNrNp1iDe3VvCHD8o/TLDCtbY5Ww/WsvVgLc+z/8P2EVnpnDhmOONHZlGYmcKRA0batiqmjA4q1qWnptDS5tQ3t1Df3EpdUwsNza1kZqR+eBmcmdFwtJW0FOtRRcLGo61U1TXT1NJGmzu1jS1sKqtm4/4adlfVs/9II3sPN3Ck4Wi3Y52Qn8Wp40cwoSCbSYXZnHpCPieOGU5GmsrRi4hI8ulJlb83wtss+Cr2UjO7FfgkwSWAIiIJqSAng4tnj+bi2aMBKK9p4kjDUeqaWqhraqG2qYXqxha2ldeyuayGzWU1xxRhONJwNHRmq70llce3r496+2bgHa4DKMrN4IT8LEbmZDAiK52s9FSOtjotbW20tDpHW9uobWph/5FG9h9poK2ND5Oc2qaWmPc/IzWFiYXZjMvPYvTwYUwuyuHCk0Zx0pjhCXXmTUREpC/1ysXsZjYN+BxwEzAWaAae7I2xRUQGi+Lhwyge3vX3RNWNR9lcVsOGfdWs33eELQdr2X+4kYM1jbSFXyTdDQ/rX1HbTEVtc0xjdHaPU7thaSlMKcph7IhMxozIYmpRDtNG5TC1KJfxI7NI00OQRUREutSTohSZwKeAW4HzCO6fcuBnwI/cvbJXZigikkDyMtOZN7mAeZMLjmmvPHSY/1n6BlNOPoP6tjSOtrbR1NJGeqqRlZ5GzrBUsjPSyM5IpbrhKDsq6thzqIH01BSyMlJoaG5j7+Hg0rxD9c1UN7TQeLSV9NQU0lKN1BQjPSWFrIxUxuVnMiYvi/Q0o7mlDffgbFthbgY5GWmYBWefZozOZXJhjpImERGRHog5oTKzeQRJ1HXAcKAOeJjgjNRzwLNKpkREjpWemkLBMDhjwgjy8vK67X/W1MJ+mJWIiIj0VEwJlZmtAU4O/foW8CDwW3evM7MRvT05ERERERGRwSzWM1RzCC7rex74hrtv6P0piYiIiIiIJIZYL5z/W2ANQQW/tWb2lpndZmbDe39qIiIiIiIig1tMCZW7/9zd5wLzgf8ATgq97w+9O8c/7FdERERERGRIiqu0k7u/4+5fJCiRfhPwDnANQaW/B8zsq2bWb3dUm1mumf2Lme0zs0YzW21m10W57s1m5p28xkTof3HozFy9mVWY2cNmNqr390pERERERAa7HtXKdfdGd/+1u18AzAR+BGQDPwF293x6UXuKILH7R+BS4E/Ab8zshhjGuAU4O+x1TLVCM1sEvAgcAK4A7gAuBl41Mz3EWEREREQkyfTKg30B3H0b8C0z+w5wGcGDfvucmV0GXALc4O6/CTUvM7NJwE/M7Lfu3hrFUOvc/Z1u+vwE+AC4xt1bQtvfASwn2N9fxrUTIiIiIiKSkHr9aY7u3ubuz7n7Vb09dieuBGqBJ8LaHwLGAWf1xkbM7ARgHvDr9mQKwN1XECRZV/bGdkREREREJHH0ekI1AOYAGzsmOSFrOiyPxnNm1mpmVWb2lJmFr9f++5rwFUNt0W5HRERERESGiF675G8AFQLbI7RXdVjelTLgHmAlUA2cAnwDWGlm57r7+2HjVB0/BFXdbSdUuKI4rHkaQG1tLdXV1d1MU4aCurq6Y94leSj2yUuxT16KffJS7BNXbW1tzOsMqoTKzC4AlkXZfa67rw793FWp9i7LuLv7EmBJh6Y/mNnzwFrgboLiE9GM1125+NuBOyMtKCkpoaysrJvVZSgpKSkZ6CnIAFHsk5din7wU++Sl2Cee0tLSmNcZVAkVsBn4fJR92/e2kshnhwpC75HOKHXJ3Xea2ZvAgg7N7RX/OttWd9u5n+Pv85oGPDN//nxmzZoV6zQlAdXV1VFSUsL8+fPJyckZ6OlIP1Lsk5din7wU++Sl2CeujRs3xrzOoEqo3H0/8KsYV1sLXG9maWH3UZ0Sel8X53QMaOvwe/s4pwAvhPU9pbvtuPtB4OAxGzADIDc3l7y8vDinKYkoJydHMU9Sin3yUuyTl2KfvBT7xJObmxvzOkOhKMXTQC5wdVj7TcA+4O1YBzSzKcC5BPdVAeDue4ES4EYzS+3QdwFwIsGzsEREREREJIkMqjNU8XD3F81sKfBLM8sDtgLXA4uBGzs+g8rMHiBItKa5+65Q2yvAHwgq9bUXpfgHgnuivhu2ua8DS4EnzOx+YBTBw4zXEZRpFxERERGRJJLwCVXIVQSV+u4muJ9pE3C9uz8W1i819LIObWuBa4G/B7IILst7Dfi+u3/QcWV3fz30IOG7gWeBeuA54Gvu3tTbOyUiIiIiIoPbkEio3L0WuCP06qrfzcDNYW1fiXFbSwnOUomIiIiISJIbCvdQiYiIiIiIDAglVCIiIiIiInFSQiUiIiIiIhInJVQiIiIiIiJxUkIlIiIiIiISJyVUIiIiIiIicVJCJSIiIiIiEiclVCIiIiIiInFSQiUiIiIiIhInJVQiIiIiIiJxUkIlIiIiIiISJyVUIiIiIiIicVJCJSIiIiIiEiclVCIiIiIiInFSQiUiIiIiIhInJVQiIiIiIiJxUkIlIiIiIiISJyVUIiIiIiIicVJCJSIiIiIiEiclVCIiIiIiInFSQiUiIiIiIhKnIZFQmVmumf2Lme0zs0YzW21m10W57utm5l28xkTRd0nf7Z2IiIiIiAxWaQM9gV7yFDAP+AbwAXAD8BszS3H3R7tZ93YgL6wtG1gCvOvuZWHLtgOfCWs7HNesRUREREQkoSV8QmVmlwGXADe4+29CzcvMbBLwEzP7rbu3dra+u2+IMOZNQDrwqwirNLj7yl6YuoiIiIiIJLihcMnflUAt8ERY+0PAOOCsOMa8NTTmb3s2NRERERERGcqGQkI1B9jo7i1h7Ws6LI+amc0AzgMec/faCF2mmVmVmbWY2TYzu8fMsmKftoiIiIiIJLqEv+QPKCS4rylcVYflsbg19P5AhGVvEpy12gRkAZcC/wAsNLOPuntbZ4Oa2SigOKx5GkBtbS3V1dUxTlMSUV1d3THvkjwU++Sl2CcvxT55KfaJq7Y20vmUrg2qhMrMLgCWRdl9rruvDv3sXfTraln49tOAm4D1ke6TcvfvhDW9YGY7gZ8CVwBPdzH87cCdkRaUlJRQVhZe+0KGspKSkoGeggwQxT55KfbJS7FPXop94iktLY15nUGVUAGbgc9H2bd9byuJfBaqIPReFWFZZy4DxgD3xrDOIwQJ1QK6Tqju5/j7vKYBz8yfP59Zs2bFsElJVHV1dZSUlDB//nxycnIGejrSjxT75KXYJy/FPnkp9olr48aNMa8zqBIqd99P5Mp6XVkLXG9maWH3UZ0Sel8Xw1i3As3Ar2OcA0Cnl/sBuPtB4GDHNjMDIDc3l7y88MrtMpTl5OQo5klKsU9ein3yUuyTl2KfeHJzc2NeZygUpXgayAWuDmu/CdgHvB3NIKEH+F4G/N7dK2PY/k2hd5VSFxERERFJMoPqDFU83P1FM1sK/NLM8oCtwPXAYuDGjs+gMrMHCBKgae6+K2yomwj+e0Q8Q2Zm5wHfJkjgtgOZBEUpvgC8Bjzbm/slIiIiIiKDX8InVCFXAfcAdxPcO7UJuN7dHwvrlxp6WYQxPgfsBF7pZBv7gVbgu0ARQbGLLcD3gPu6qvAnIiIiIiJD05BIqELPi7oj9Oqq383AzZ0sO7GbdbcCn4hvhiIiIiIiMhQNhXuoREREREREBoQSKhERERERkTgpoRIREREREYmTEioREREREZE4KaESERERERGJkxIqERERERGROCmhEhERERERiZMSKhERERERkTgpoRIREREREYmTEioREREREZE4KaESERERERGJkxIqERERERGROCmhEhERERERiZMSKhERERERkTgpoRIREREREYmTEioREREREZE4KaESERERERGJkxIqERERERGROCmhEhERERERiZMSKhERERERkTgpoRIREREREYlTwidUZjbczH5sZi+bWbmZuZndFeMYo8zsYTOrMLN6M3vLzC7qpO/FoeX1of4Pm9moXtkZERERERFJKAmfUAGFwBeAYcDvY13ZzIYBrwIXAXcAVwAHgCVmtiis7yLgxdDyK0L9LwZeDY0jIiIiIiJJJG2gJ9ALdgEj3d3NrAi4Lcb1bwXmAOe4+1sAZrYMeB/4MXBWh74/AT4ArnH3llDfHcBy4HPAL3uyIyIiIiIiklgS/gyVh/RgiCuBze3JVGjMFuARYL6ZnQAQep8H/Lo9mQr1XUGQZF3ZgzmIiIiIiEgCSviEqhfMAdZEaG9vO7lDP7roOydCu4iIiIiIDGFD4ZK/nioEqiK0V3VY3vG9s76FEdo/FCpcURzWfBLAmjVrqK2tjWqyktgaGhooLS1l1apVZGVlDfR0pB8p9slLsU9ein3yUuwT1/bt29t/zIh2nUGVUJnZBcCyKLvPdffVvbTpri4ZDF/WWd/uLju8Hbgz0oIbbrihm1VFRERERKQfTQDei6bjoEqogM3A56PsW9pL26wk8tmlgtB7VYd+dNE30pmrju4HnghrywVmAuuA5m5nKkPBNOAZgiqR2wZ4LtK/FPvkpdgnL8U+eSn2iSuDIJl6I9oVBlVC5e77gV/182bXAqdEaG9vWxf2fgrwQoS+6+iCux8EDkZY9HZ005ShwMzaf9zm7usHci7SvxT75KXYJy/FPnkp9gkvqjNT7VSUAp4GTjKzD8ujm1kacCPwtrvvA3D3vUAJcKOZpXbouwA4EXiqX2ctIiIiIiIDbkgkVGZ2qZldA1weapptZteEXtkd+j1gZi1mNqnD6g8C64EnzOwGM7sYeJwgSfp62Ka+TlBI4gkzu9jMbgj1XQc81Dd7JyIiIiIig9WguuSvB34JdEySPhV6AUwBdoZ+Tg29PjwP6+5NZnYRwUN8/w+QDawGLnX3Y66ddPfXzewy4G7gWaAeeA74mrs39fI+iYiIiIjIIGc9eyauiMQiVD7/duD+0H11kiQU++Sl2CcvxT55KfbJRQmViIiIiIhInIbEPVQiIiIiIiIDQQmViIiIiIhInJRQiYiIiIiIxEkJlUgvMrMLzMw7eS0I63uGmb1iZrVmdtjMnjKzqQM1d4memQ03sx+b2ctmVh6K712d9I06zmb2JTPbZGZNZrbDzO40s/Q+3RmJSbSxN7OHO/k7sKmTcRX7QczMLjSzB0MxqjOzvWb2jJmdGaGvjvkhJNrY65hPbkqoRPrGt4Czw17r2hea2UnA60AG8GnHcNy4AAAHHklEQVTgc8BM4I9mVtzfk5WYFQJfAIYBv++sUyxxNrNvA/9K8JDwjwP3E/x/9Iven770QFSxD2ng+L8D14Z3UuwTwheByQRxugy4AxgFrDSzC9s76ZgfkqKKfYiO+WTl7nrppVcvvYALAAeu6abf40A5kNehbRLQDNw70PuhV7dxNv5cJbUoFPO74o0zwYf0BuD/hq3/LaANmD3Q+6xXzLF/GKiNYjzFPgFewKgIbblAGfBKhzYd80PsFUPsdcwn8UtnqET6mZmlAZ8EnnT36vZ2d98FLAOuHKi5SXQ8pKs+McZ5MZAJPBQ2zEMEH+D/sjfmLT0XTexjpNgnAI/wHCF3rwU2ABNAx/xQFU3sY6TYD0FKqET6xi/MrMXMqs3sJTNb2GHZNCALWBNhvTXAdDPL7JdZSl+KJc5zQu9rO3Zy9/1ARYflkliyzKzMzFrNbI+Z/ZuZFYT1UewTlJmNAM4A1oeadMwniQixb6djPkmlDfQERIaYIwTXRb8OVALTga8Br5vZJ9z9JYLT/QBVEdavIviGaiSwv89nK30pljgXAk3uXtdJ38II7TK4vR96td87uQj4CnCRmc0LfcMNin0i+wWQA9wT+l3HfPIIjz3omE9qSqhEepG7vwe816Hpj2b2NME3UT8GXurYvauh+mB6MjCijbP+fxhC3P2fw5qWmtl7wO+AzwMdlyv2CcbMvg98BviSu78btljH/BDWWex1zCc3XfIn0sfc/TDwHHCqmWURnLmCyN9CFRD8MT3cT9OTvhNLnCuBTDPL7qRvpG+8JfE8DdQBHR+hoNgnGDO7E/gO8G13/7cOi3TMD3FdxL4zOuaThBIqkf5hoXcHthFU+DklQr9TgK3u3thfE5M+E0uc13Zo/5CZjSGoJLcOGSqMoJJXO8U+gYQ+UN9FUNnxn8IW65gfwrqJfZeromN+yFNCJdLHzGwkQeWn1e7e6O4twLPAVWY2vEO/icBHCZ5LIQkuxjgvARqBm8OGuZkgCe/ueUeSGK4BsoGVHdoU+wRhZt8l+ED9A3f/x/DlOuaHru5i3wUd80lC91CJ9CIzexQoBd4hqNYzA/gqMJpj/3jeCfwJeM7MfkRQQvXu0Dr39eOUJU5mdinBTcntH5xmm9k1oZ9fcPd6ooyzu1eZ2Q+A75tZFfAyMI/gH/BfufuGftgliVJ3sQeKgUeBx4CtBB+SFgF/S1AV7FftYyn2icHMvkpw7C4Bnjezjpdw4e7tH5h1zA8x0cTezCahYz6ptT+cUER6gZl9g+Cp6FMIHvxXBbwJ/NDd/xTW90zgXoInqbcArwF/7+7b+nXSEhcz20nwwM5Iprj7zlC/qONsZl8G/hqYTPDQyIeAe9z9aC9PX3qgu9gTVPt8AJhL8GVKKrCL4H6Kf3L3IxHGVOwHMTN7neADckTubh366pgfQqKJfehKFB3zSUwJlYiIiIiISJx0D5WIiIiIiEiclFCJiIiIiIjESQmViIiIiIhInJRQiYiIiIiIxEkJlYiIiIiISJyUUImIiIiIiMRJCZWIiIiIiEiclFCJiIiIiIjESQmViIiIiIhInJRQiYiIhDGzm83MzewjAz0XEREZ3JRQiYiIiIiIxEkJlYiIiIiISJyUUImIiMTIzDLN7D4zW21mR8ysyszeMrMrIvTNN7MHQn1qzex5M5sauqTwrgGYvoiI9KK0gZ6AiIhIAhoGFAA/BfYCGcDFwFNmdou7/xeAmaUAzwIfAe4CVgFnA0sGYM4iItIHlFCJiIjEyN2PALe0/25mqcCrwEjgb4H/Ci1aDCwEvuju/x5qW2pmzcAP+2/GIiLSV3TJn4iISBzM7FNmttzMaoEW4ChwKzCrQ7dFoffHw1b/TT9MUURE+oESKhERkRiZ2VUESdJe4EaCy/jmAQ8CmR26FgIt7l4VNsSB/piniIj0PV3yJyIiErsbgR3Ate7u7Y1mNiysXyWQZmYFYUnVmH6Yo4iI9AOdoRIREYmdA81hydQYILzK3xuh92vD2q/rw7mJiEg/0hkqERGRzl1oZpMjtL8GXGVm9wO/AyYA3wX2AzM69FsCLAfuM7M84F2CywM/G1re1jfTFhGR/qKESkREpHP3dtI+BcgF/jfwOWA78CNgPHBneyd3bzOzy4H7gG8QlFdfTnDJ4ErgcJ/NXERE+oV1uFpBRERE+oGZ3QD8N3Cuu68Y6PmIiEj8lFCJiIj0ITO7HjgBWEtwid8C4GvAe+6+qKt1RURk8NMlfyIiIn2rhqAIxXeAHIL7rB4O/S4iIglOZ6hERERERETipLLpIiIiIiIicVJCJSIiIiIiEiclVCIiIiIiInFSQiUiIiIiIhInJVQiIiIiIiJxUkIlIiIiIiISJyVUIiIiIiIicVJCJSIiIiIiEiclVCIiIiIiInFSQiUiIiIiIhInJVQiIiIiIiJx+v+w/dqWHUS9zwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_autocorr(df_house.sales,'House Sales')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_autocorr(df_drink.sales,'Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Missing Values in a Time Series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the time series have missing dates or times, the data was not captured or available for those periods. We may need to fill up those periods with a reasonable value. It is typically not a good idea to replace missing values with the mean of the series, especially if the series is not stationary.\n", "\n", "Depending on the nature of the series, there are a few approaches are available:\n", "\n", "- Forward Fill\n", "- Backward Fill\n", "- Linear Interpolation\n", "- Quadratic interpolation\n", "- Mean of nearest neighbors\n", "- Mean of seasonal couterparts\n", "\n", "In the demonstration, we manually introduce missing values to the time series and impute it with above approaches. Since the original non-missing values are known, we can measure the imputation performance by calculating the mean squared error (MSE) of the imputed against the actual values.\n", "\n", "More interesting approaches can be considered:\n", "\n", "- If explanatory variables are available, we can use a prediction model such as the random forest or k-Nearest Neighbors to predict missing values.\n", "- If past observations are enough, we can forecast the missing values.\n", "- If future observations are enough, we can backcast the missing values\n", "- We can also forecast the counterparts from previous cycles." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.interpolate import interp1d\n", "from sklearn.metrics import mean_squared_error\n", "\n", "dataurl = 'https://raw.githubusercontent.com/ming-zhao/Business-Analytics/master/data/time_series/'\n", "\n", "# for easy demonstration, we only consider 100 observations\n", "df_orig = pd.read_csv(dataurl+'house_sales.csv', parse_dates=['date'], index_col='date').head(100)\n", "\n", "df_missing = pd.read_csv(dataurl+'house_sales_missing.csv', parse_dates=['date'], index_col='date')\n", "\n", "fig, axes = plt.subplots(7, 1, sharex=True, figsize=(12, 15))\n", "plt.rcParams.update({'xtick.bottom' : False})\n", "\n", "## 1. Actual -------------------------------\n", "df_orig.plot(y=\"sales\", title='Actual', ax=axes[0], label='Actual', color='red', style=\".-\")\n", "df_missing.plot(y=\"sales\", title='Actual', ax=axes[0], label='Actual', color='green', style=\".-\")\n", "axes[0].legend([\"Missing Data\", \"Available Data\"])\n", "\n", "## 2. Forward Fill --------------------------\n", "df_ffill = df_missing.ffill()\n", "error = np.round(mean_squared_error(df_orig['sales'], df_ffill['sales']), 2)\n", "df_ffill['sales'].plot(title='Forward Fill (MSE: ' + str(error) +\")\", \n", " ax=axes[1], label='Forward Fill', style=\".-\")\n", "## 3. Backward Fill -------------------------\n", "df_bfill = df_missing.bfill()\n", "error = np.round(mean_squared_error(df_orig['sales'], df_bfill['sales']), 2)\n", "df_bfill['sales'].plot(title=\"Backward Fill (MSE: \" + str(error) +\")\", \n", " ax=axes[2], label='Back Fill', color='firebrick', style=\".-\")\n", "\n", "## 4. Linear Interpolation ------------------\n", "df_missing['rownum'] = np.arange(df_missing.shape[0])\n", "df_nona = df_missing.dropna(subset = ['sales'])\n", "f = interp1d(df_nona['rownum'], df_nona['sales'])\n", "df_missing['linear_fill'] = f(df_missing['rownum'])\n", "error = np.round(mean_squared_error(df_orig['sales'], df_missing['linear_fill']), 2)\n", "df_missing['linear_fill'].plot(title=\"Linear Fill (MSE: \" + str(error) +\")\", \n", " ax=axes[3], label='Cubic Fill', color='brown', style=\".-\")\n", "\n", "## 5. Cubic Interpolation --------------------\n", "f2 = interp1d(df_nona['rownum'], df_nona['sales'], kind='cubic')\n", "df_missing['cubic_fill'] = f2(df_missing['rownum'])\n", "error = np.round(mean_squared_error(df_orig['sales'], df_missing['cubic_fill']), 2)\n", "df_missing['cubic_fill'].plot(title=\"Cubic Fill (MSE: \" + str(error) +\")\", \n", " ax=axes[4], label='Cubic Fill', color='red', style=\".-\")\n", "\n", "# Interpolation References:\n", "# https://docs.scipy.org/doc/scipy/reference/tutorial/interpolate.html\n", "# https://docs.scipy.org/doc/scipy/reference/interpolate.html\n", "\n", "## 6. Mean of 'n' Nearest Past Neighbors ------\n", "def knn_mean(ts, n):\n", " out = np.copy(ts)\n", " for i, val in enumerate(ts):\n", " if np.isnan(val):\n", " n_by_2 = np.ceil(n/2)\n", " lower = np.max([0, int(i-n_by_2)])\n", " upper = np.min([len(ts)+1, int(i+n_by_2)])\n", " ts_near = np.concatenate([ts[lower:i], ts[i:upper]])\n", " out[i] = np.nanmean(ts_near)\n", " return out\n", "\n", "df_missing['knn_mean'] = knn_mean(df_missing['sales'].values, 8)\n", "error = np.round(mean_squared_error(df_orig['sales'], df_missing['knn_mean']), 2)\n", "df_missing['knn_mean'].plot(title=\"KNN Mean (MSE: \" + str(error) +\")\", \n", " ax=axes[5], label='KNN Mean', color='tomato', alpha=0.5, style=\".-\")\n", "\n", "# 7. Seasonal Mean ----------------------------\n", "def seasonal_mean(ts, n, lr=0.7):\n", " \"\"\"\n", " Compute the mean of corresponding seasonal periods\n", " ts: 1D array-like of the time series\n", " n: Seasonal window length of the time series\n", " \"\"\"\n", " out = np.copy(ts)\n", " for i, val in enumerate(ts):\n", " if np.isnan(val):\n", " ts_seas = ts[i-1::-n] # previous seasons only\n", " out[i] = out[i-1]\n", " if ~ts_seas.isnull().all():\n", " if np.isnan(np.nanmean(ts_seas)):\n", " ts_seas = np.concatenate([ts[i-1::-n], ts[i::n]]) # previous and forward\n", " out[i] = np.nanmean(ts_seas) * lr\n", " return out\n", "\n", "df_missing['seasonal_mean'] = seasonal_mean(df_missing['sales'], n=6, lr=1.25)\n", "error = np.round(mean_squared_error(df_orig['sales'], df_missing['seasonal_mean']), 2)\n", "df_missing['seasonal_mean'].plot(title=\"Seasonal Mean (MSE: {:.2f})\".format(error), \n", " ax=axes[6], label='Seasonal Mean', color='blue', alpha=0.5, style=\".-\")\n", "plt.show()\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Autocorrelation and Partial Autocorrelation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can calculate the correlation for time series observations with observations in previous time steps, called lags. Because the correlation of the time series observations is calculated with values of the same series at previous times, this is called a serial correlation, or an **autocorrelation**. If a series is significantly autocorrelated, then the previous values of the series (lags) may be helpful in predicting the current value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A **partial autocorrelation** is a summary of the relationship between an observation in a time series with observations at prior time steps with the relationships of intervening observations removed (i.e., excluding the correlation contributions from the intermediate lags). The partial autocorrelation at lag $k$ is the correlation that results after removing the effect of any correlations due to the terms at shorter lags.\n", "\n", "The partial autocorrelation of lag (k) of a series is the coefficient of that lag in the autoregression equation of Y. The autoregressive equation of Y is nothing but the linear regression of Y with its own lags as predictors. For example, let $Y_t$ be the current value, then the partial autocorrelation of lag 3 ($Y_{t-3}$) is the coefficient $\\alpha_3$ in the following equation:\n", "\n", "$$Y_t = \\alpha_0 + \\alpha_1 Y_{t-1} + \\alpha_2 Y_{t-2} + \\alpha_3 Y_{t-3}$$" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_acf_pacf(df_drink.sales, 50, 30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A Lag plot is a scatter plot of a time series against a lag of itself. It is normally used to check for autocorrelation. If there is any pattern existing in the series (such as house sales with lag 1 and drink sales with lag 4), the series is autocorrelated. If there is no pattern, the series is likely to be random white noise.\n", "\n", "As shown in the figures, points get wide and scattered with increasing lag which indicates lesser correlation." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2bb19e14d07d42c485728f27008d6ef6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=1, description='House Lag:', max=43, min=1, step=3), IntSlider(value=1, …" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94a591170ade4dfc91929ccc80e0ebc6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=1, description='White Noise Lag:', max=43, min=1, step=3, style=SliderSt…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(house_drink_lag, \n", " house_lag=widgets.IntSlider(min=1,max=43,step=3,value=1,description='House Lag:'),\n", " drink_lag=widgets.IntSlider(min=1,max=43,step=3,value=1,description='Drink Lag:'));\n", " \n", "interact(noise_rndwalk_lag, \n", " noise_lag=widgets.IntSlider(min=1,max=43,step=3,value=1,description='White Noise Lag:',\n", " style = {'description_width': 'initial'}),\n", " rndwalk_lag=widgets.IntSlider(min=1,max=43,step=3,value=1,description='Random Walk Lag:',\n", " style = {'description_width': 'initial'}));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ARIMA Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ARIMA is an acronym that stands for **AutoRegressive Integrated Moving Average**. It is a forecasting algorithm based on the idea that the information in the past values of the time series (i.e. its own lags and the lagged forecast errors) can alone be used to predict the future values.\n", "\n", "Any **non-seasonal** time series that exhibits patterns and is not a random white noise can be modeled with ARIMA models.\n", "\n", "The acronym ARIMA is descriptive, capturing the key aspects of the model itself. Briefly, they are:\n", "\n", "- AR: Autoregression. A model that uses the dependent relationship between an observation and some number of lagged observations. An autoregressive model of order $p$ (AR(p)) can be written as\n", "\n", "$$Y_{t} = c + \\phi_{1}Y_{t-1} + \\phi_{2}Y_{t-2} + \\dots + \\phi_{p}Y_{t-p} + e_{t},$$\n", "\n", "- I: Integrated. The use of differencing of raw observations (e.g. subtracting an observation from an observation at the previous time step) in order to make the time series stationary.\n", "\n", "- MA: Moving Average. A model that uses the dependency between an observation and a residual error from a moving average model applied to lagged observations. An moving average model of order $q$ (MA(q)) can be written as\n", "\n", "$$Y_{t} = c + e_t + \\theta_{1}e_{t-1} + \\theta_{2}e_{t-2} + \\dots + \\theta_{q}e_{t-q}.$$\n", "\n", "Each of these components are explicitly specified in the model as a parameter. A standard notation is used of ARIMA(p,d,q) where the parameters are substituted with integer values to quickly indicate the specific ARIMA model being used. The parameters of the ARIMA model are defined as follows:\n", "\n", "- $d$ is the number of differencing required to make the time series stationary\n", "- $p$ is the number of lag observations included in the model, i.e., the order of the AR term\n", "- $q$ is The size of the moving average window, i.e., the order of the MA term\n", "\n", "The ARIMA(p,d,q) model can be written as\n", "\n", "\\begin{equation}\n", "Y^\\prime_{t} = c + \\phi_{1}Y^\\prime_{t-1} + \\cdots + \\phi_{p}Y^\\prime_{t-p} + \\theta_{1}e_{t-1} + \\cdots + \\theta_{q}e_{t-q} + e_{t},\n", "\\end{equation}\n", "\n", "where $Y^\\prime_{t}$ is the differenced series (it may have been differenced more than once). The ARIMA$(p,d,q)$ model in words:\n", "\n", "
\n", "
\n", "predicted $Y_t$ = Constant + Linear combination Lags of $Y$ (upto $p$ lags) + Linear Combination of Lagged forecast errors (upto $q$ lags)\n", "
\n", "\n", "The objective, therefore, is to identify the values of p, d and q. A value of 0 can be used for a parameter, which indicates to not use that element of the model. This way, the ARIMA model can be configured to perform the function of an ARMA model, and even a simple AR, I, or MA model.\n", "\n", "**How to make a series stationary?**\n", "\n", "The most common approach is to difference it. That is, subtract the previous value from the current value. Sometimes, depending on the complexity of the series, more than one differencing may be needed.\n", "\n", "The value of $d$, therefore, is the **minimum** number of differencing needed to make the series stationary. And if the time series is already stationary, then $d = 0$.\n", "\n", "**Why make the time series stationary?**\n", "\n", "Because, term \"Auto Regressive\" in ARIMA means it is a linear regression model that uses its own lags as predictors. Linear regression models work best when the predictors are not correlated and are independent of each other. So we take differences to remove trend and seasonal structures that negatively affect the regression model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identify the Order of Differencing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The right order of differencing is the minimum differencing required to get a near-stationary series which roams around a defined mean and the ACF plot reaches to zero fairly quick. If the autocorrelations are positive for many number of lags (10 or more), then the series needs further differencing. On the other hand, if the lag 1 autocorrelation itself is too negative, then the series is probably over-differenced. If we can't really decide between different orders of differencing, then go with the order that gives the least standard deviation in the differenced series." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard deviation original series: 279.720\n", "Standard deviation 1st differencing: 48.344\n", "Standard deviation 2st differencing: 57.802\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "differencing(df_house, 'sales', title='House Sales')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Standard deviation original series: 1283.446\n", "Standard deviation 1st differencing: 532.296\n", "Standard deviation 2st differencing: 661.759\n" ] }, { "data": { "image/png": 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4+2Z3vxX4z3DXEWam4kciIiI9xMxGAh8JN88hGCPmehwVnne8mU2OXCYZhMoXIDw6z7Hkl/j5ZhIm1+Y8KUzN307Yp+TMxJcjh5Jrko42s2kUriv37A5FH4uFoj+3rGNkggydXFLp+ZZnIfo85kWucUqe85J9mJ9jfU8RKSIFPkWkL7meYDH0SuB+MxuR60QzOx24Ltx8mnSFxmL6J1ATvv5mjnOuogPrDhVRdfh8WI7jXwT2LvZNzWyvcO2k9nwu8jq6uP2jpGcr/NTM8n52ZtYdi7bfTfB7Vgr80sxKc51oZiVhhc7kdmU7126MvFaxIxERkZ5zPsGah9XAo+5el+fxMkGxQmg763N++HyamW23/qOZnQwcm6cPyXHjkDzn/Dl83gO4NMc53wufN9G2SM7TwLvh61vMrILCdOWe3aHTY7F2VEdebzdGDoseXZe5P6Im8rrQe6a4+zaCopcA38g2zjWzw0hnt92beVxEik+BTxHpM9z9TYLBWJwg9eVVM7s4I/C0n5n9GHiEoEDOu8Bn3L3o6+O4ez3ww3Dz82Z2UzIQZ2YDzew/ge/QOykqyfWpTjez65ODczMbYmbfBH5O7mJPXXEQsMjMZprZBdGZsGZWbmZHmNntwNfC3XOAfyfPCYscfYlgPaMpwHNmdlp04B4GVy8zsznhuUXl7uuAa8PNM4EnzOz45KDbApPN7GsE63eeFWl+npk9F/YvFVg2s1IzO42g0BHAC+HgV0RERHpGMoD5sLu35D0zcH/4fIGZJYv+/oVgxt5w4F4zGwdgZruZ2ecIihtmpk5HvRE+n2Fme2Q7wd3nAA+Gmz83syuSATIzG2NmvyNYmxLg+kiBSMJlja4gGEe9D3jSzN6XnMVpZoPM7EQzu8fMDizGPbtDF8di+SwEVoSvbzOzVFaWmR0LPAMMzdP+bdJFQi/t5KzP/wZagX2BfyTXfQ8DuGcAjxEUNVoK3NqJ64tIBynwKSJ9irv/iWBws4Zg/Zs/AFvNbJuZNQKLCWZZlhHMyDwmHDx1l5uAB8LX3wA2mtkWgmDnD4A/EsxiBOjWQWKGu4Bnw9ffA2rDfm0Gvk8QGP11N9y3leD/HWcQrGP5npk1m9lmgpT2ecCF4bnzgI9nVvV09xkEszIagMPDvtab2SYzayIIZv8GOJJuWvDd3X9GUBwqDpxEEJxtMLNN4ftYBNwMHJDRByNYO+o3wFIzawrbtITvYxzB727mmmEiIiLSTczsGIIvZyEd0GxP8rzRBME33P1tgnEUwIeBlWa2jWAm4B3AU+RfXulOgvHgvsAKM1tnZsvCR3TNx0uAfxF8if9zoDocx60hPSPz/9z9N5k3cPfHCcZazQTBz2cJxjBbCWY8Pg18Nrx2VKfv2R26MBbLd00HLidYO/MgYK6Z1ZtZPcEyAZOBT+Vp30AwGxWCvwHqzGx5+PP7vwL78CrBOLeF4OezwMyqgXqCDLXdgZXAh929LueFRKRoFPgUkT7H3f9OMGD8EvA4sJpgkflWgm9i/wBMd/fT3L1bF18PCyadSzAgnEOQllNGsFbSpe5+AelUmB6b4ReuB/RB4LsEn0krQVBuDvAfBGtcFT3V2t3/AUwCvkrwB8MigsHpEIJA5hKC2RLnAUe6+5oc1/kjwc/4BoLPsi68RhPwGvALgvWPfpitfZHey48IBsC3AAvCew8J+/IywYD3OOBPkWaPABcQVAydT/AHxmCgluCzvx44yN3fQkRERHpKsqhRNcEX4+1y99cJxjHR9rj7twgCVy8SBKtKCcYmXwQ+QZ7xlbsvIQjiPUJQIGg4MCF8lEXOqyZYA/ISglmItQRV5tcRzMw8yd2/kec+dxGMYX5CMMsxRhDQXAokv2BelNGmS/fsDp0ci7V3zb8BJxAEGbcRfO6bCMZuU9z9yXYucTlBRldy9u6eBD+/nEtwZenDfQSB11sJfiaVBD+j14BvAwe7+6LcVxCRYrJuyA4VEdllhCkwKwhm+l3g7ne300REREREREREeoBmfIqIdM35BEHPGNDeN8giIiIiIiIi0kMU+BQRaYeZ3Wtm50SrzJvZaDO7FvhduOuuXGndIiIiIiIiItLzlOouItKOcFH7weFmA8F6moMjpzwLnOXuNT3dNxERERERERHJToFPEZF2mNkFwOnAEcAogoXgtxEsUP5n4O6w2JCIiIiIiIiI9BEKfIqIiIiIiIiIiMhOR2t8ioiIiIiIiIiIyE5HgU8RERERERERERHZ6SjwKSIiIiIiIiIiIjsdBT5FRERERERERERkp6PAp4iIiIiIiIiIiOx0ynq7A5JmZuuAfsDK3u6LiIiISCeNBxrcfUxvd0Q0vhQREZGdQqfHl+bu3dAf6Qwzq6msrBy4zz779HZXRERERDpl6dKlNDc317r7oN7ui2h8KSIiIju+rowvNeOzb1m5zz77HPjmm2/2dj9EREREOuWggw5i4cKFml3Yd2h8KSIiIju0rowvtcaniIiIiIiIiIiI7HQU+BQREREREREREZGdjgKfIiIiIiIiIiIistNR4FNERERERERERER2Ogp8ioiIiIiIiIiIyE6nTwY+zWyMmd1iZm+bWaOZbTGzV8zsphznX2Bmc8ysLjz3MTM7rp17HBeetyVsN8fMPtdOm3FmdpuZrTGzprB/3zOzqq68XxERERERERERESmuPhf4NLNjgUXAlUAr8AjwIjAc+FqW838M3AkcDMwC5gCnArPN7OM57vFxYDbwIWAB8HdgEnBHeL1sbfYB5gEXAZuBh4FS4HrgKTOr7Nw7FhERERERERERkWLrU4FPM9sdeAyoBD7h7ge5+6fc/Qx3nwgcl3H+ycBVBIHIw9z9Y+7+IeAEIA7cbmZDM9oMBW4nCFqe4+4nuvs5wGTgHeAqMzspS/duA0YCP3P3Q9z9U8D+wEPAscA3i/MpiIiIiLRV3xzjD/9+j6ff2tDbXRERERER2WH0qcAn8ANgCHCNuz+UedDd52Tsujp8vsHdl0TOewH4DTAYuDijzaXh/ofd/a+RNuuBa8LNNjNLzexIgmDqhsg5uHsM+A+CmalfNrPywt6miIiISOFumLmQ//nbQi6642X+PGdFb3dHRERERGSHUNbbHUgKZ2KeC1QDvy/g/CrglHDzgSynPAB8BfgwcHNk/1l52swEmoDpZlbl7k0ZbR519+ZoA3dfb2bPAicDxwPPtNd3ERERkY6Yt3xb6vX1D7/BvqMGMG3isF7skYiIiIjsiBIJJ5Zw4gknlkiEz04i4SQc4h68jic8/dqdRAIS3na/GUyd0LfHpH0m8EkQNKwkWKez1czOAd4HlANvAX8JZ2UmTQ7P3+juq7Jcb174fGjG/kMzjqe4e4uZvQFMI0hjnx8eOixXm8j+k8PznslxjoiIiEinrKtpSr1ujTtfvGcej1xxPLsP2a0Xe7XrMbOpBGvJHwUcDewONLt7pwpdmtkQ4DvAx4ExwDpgBvBtd9+Wp6mIiIjs4hIJpzWRIBZ3YvH069Z4IhXUbI17KrAZD48nvHh9KCu14l2sm/SlwOdB4fN64FmCdTOjbjSzi9z9/nB7z/A5W9ATd683s23AUDMb6O61ZjaIIJU+Z7tw/7Tw+snAZ957RfbvmeO4iIiISKc0tcapbmxts29TXTOX3f0K93/xWKrKS3upZ7uk64GPFuNCZjYceIGgwOa7BAHPgwgyls4ws2PcfXMx7tVdmlrjzFywllmL1lPT1MqgqnKmHzCaMw8dq99LERGRDorFg0BlOpiZoDXhtMYSqSBmNMAZL2YEcyfWlwKfySJEFwDNwCUEFd0HAF8mWHfzHjNb7O4Lwv0ADXmuWU8Q6BwA1Eba5GtXHz5Hz23vXtna5GRmb+Y4tE8h7UVERGTXsa66Kev+11dXc+2DC7jlU4dj1ve/bd9JvEDwxfjL4WNdF651C0HQ86/Ap8K14zGznxGMfX8MfK5Lve1Gsxau55oHF7ClvqXN/sffWMf3H1vETWcfyvQDR/dS70RERHpfLJ4glghmYLaGgcyWeBjUTCRoiSVnZQbHXXHMbtGXAp/Jr4XLgMvd/bZwexNwtZntCZxDUFzo/wHJEX6+X43MvwIK+asg2znt3Ut/bYiIiEi3iKa5jxpYyRmHjOWO55cBMOO1NRwwdhCXfUDfnfYEd/9hdLuzAWczGwN8lqBA5peSQc/QN4DzgM+a2TUZSz31CbMWrucLd8/NmSq3pb6FL9w9l9+eP03BTxER2Sm4eypo2RoNYGakmMcSngp4KpDZN/SlwGdt+JwA7sxy/DaCwOeJGef3z3PNfuFzXUab5LGaAtoUcq9sbXJy94Oy7Q9ngh5YyDVERERk17A+EvgcM7iK/z7zABavq+WFd4Ms6B/8/S32HzOQE/cf1VtdlI47HSgBns4MbLp7s5k9ClwcnndHz3cvt6bWONc8uKDd9cESDtc8uIDnJ52stHcREemTksHM1niQTp4MaLbGk7M0069jcUUxd1R9KfC5LHxel1k5PeN4clS/Inwel+1iZtafIM19m7vXArh7jZlVA4PDdguzNE1eb0Vk3wrgiFz3ytFGREREpMuiqe6jB1VRXlrCLz87hY/84t+s2tqIO3z53ld5+PLj2XtkQavuSO8rpHDmxZHz+oyZC9Zul96ey5b6Fh57fS2fmJJrCC0iIlJ8qaBlLBnYTD9aYm2DmrLz60uBz1fD56FmZu7bTQoeHj4nZ1UuJlgLdKSZjctS2X1K+LwgY/984ITweJvAp5mVAweH112c0eajkWtmynUvERERkS6JprqPGRQUDx/Wv4LfXTCNs3/9PA0tcWqbYnz+rrk8dPnxDKoq762uSuGKXjizp9aQn7WoY5n3Tyxcr8CniIh0STTNPBYPXyfapp0ng5yxeKKoVctlx9dnAp/u/rqZvQfsBRwNvJhxyonh87zw/EYze4ogBegc4CcZ558TPv8tY/9MgsDnOcA9GcfOAqqAx9y9KaPNt4APm1lldEaqmY0G3g9UA/9u/52KiIiIFC4z1T3pgLGDuPmTh/EffwwmDS7dWM+Vf36N310wjdISLT/exxW1cGZPqmlq7dbzRURk15BIRGdjhgHMWNvt9JqZimRK5/WZwGfoh8BvgJ+Z2RnuvgnAzKYCV4fn/CZy/o8JAp/XmdlMd18Snn8scBnBGp5/yLjH74H/Bj5qZp9w97+GbUYBN0Wum+Luc8zsOeD4sI9Xhm3KgF8B5cDP3V0jOxERESmqzFT3qNMPGctXTpnEz55cAsBTb23gTy8t5/xjJ/ZkF6Xjil44s6fWkO/ojGLNQBYR2bXEwsBlSyyRCmy2ZFk/U8FM6Sl9LfD5O+AU4JPAYjN7nuCb7uOACuB37v5A8mR3n2VmPwW+CrxmZk+E551KsGD8Z919S/QG7r7FzC4G/gI8YGb/IqgcP51gTdCfufuTWfp2EfAC8FUzO5kgTf5IYG/gJeD7RfoMREREpA9pao1z7YMLWLCqmhEDKhk9uIoxgyoZM3g3xgyqYszgSkYPqmLUwCoqykqKfv/1Nemlz8dkBD4BrjxlEovW1vDEwiAF+e4Xl/P/jpnQ6Yrj0iOKWjizJ00/YDSPv7Gu4PNPVVV3EZEdXr4iQG2CmjGlmUvf06cCn+6eMLPzgGeAS4GTCb4Jnwv8xt3vztLmSjN7DbiCIODZCjwJ3ODuWVPP3f1BMzsBuA44hiBYugj4pbvfnqPNEjM7Avge8CHg48BK4AbgfzNS40VERGQn8cziDcx4bQ0A726qz3leVXkJ135oMhcev1fR7p1IeEaqe+V255SUGN8844BU4PPt9XXMX1XN4eOHFK0fUnR5i3TShwtnnnnoWL7/2KKCChwN61/BGYeM7YFeiYhIR8TCFPLkzMvWRHr9zNTryBqaKgIkO7I+FfiEIPhJkD7+qw60uQO4o4P3eY4gTb4jbVYSzPwUERGRXcQ7GwqbdNfUmuAHf3+Lzxw9oWgzPzfXtxCLTJ3ITHVP2mtEf46aOIw5y4JEl/teXqnAZ982P3ze4QpnVpWXctPZh/KFu+fmndVTYnDT2YdSVV7ac50TEdlFJRJBwDI1IzN8HYtnrpnpKv4ju5w+F/gUERER6UtWbmlMvT5hv5FM3XMo62oaWVAtHOUAACAASURBVFfdxLqaZtbXNKVmvzW1Jli4tqZoQcfobM/+FaUMzLNe4rlHjk8FPh+dv4ZvnXUgu1Uo6NRH/R1IAO83s1HuviF5wMwqgQ+Hxx/vpf7lNf3A0fz2/Glc8+CCrDM/h/Wv4KazD2W60txFRDptu1mZkfTymNbLFCmYAp8iIiIieazcmi68Pf2AUVyQpXDQ2b9+nleWbwXgleVbixb4bFPYaHD22Z5JZxwyhu888iZ1zTHqmmM89vpazp6aK5NaeoKZXUGwHNND7v5fyf3uvtbM7gU+C/zKzM5z91h4+CZgJHCPuxe+mGYPm37gaJ6fdDIPvLSUq26+g5LK/iSa67nl6gs55+h9tpvp2dQaZ+aCtcxatJ6aplYGVZUz/YDRnHnoWM0KFZGdViLhxBJOwoPneNyJe5BGHg+rlQdVy8OAZkKzMkWKTYFPERERkTxWbU3P+Bw/tF/Wc6ZOGJoKfM5bsZVLKM46n+ui63vmSHNP6ldRxocP25175wTLQt43d6UCn0VmZmcC12fsrjCzFyPb/+PuM8PXI4D9gWwLXV5JsNb82cBbZjYXOAg4GFgKXFXMvneHqvJSzjp4FOfPuDG176zbr9kukDlr4fqss0Mff2Md339skWaHikif5O5BcDIjcBlLJPcnUseTQczo/njCFbwU6QMU+BQRERHJIZ5w1myLBD6H7Zb1vCl7pmd4zgsDoMWwvgOBT4Bzp41LBT7nvLeF9zbVs9eIXIXDpRNGAkdn7LOMfSMLuZC7bzKzI4HvAh8jKJy5HvgF8G1339L17va+WQvX510PdEt9C1+4ey6/PX+agp8iklci4ThBQDLh4Dge/tuS8OC1R17jEPcgaJkIg5Dx1Ot0YDL5Op7wNoHMuKKWIjsFBT5FREREclhb3dimuNC4HDM+p+w5NNKmiTXbGtl9SPYgaUd0JNUd4PDxQ9hv9ADeXh8UZLp/7kqu+dDkLvdDAh0tqOnu3wG+k+f4VuAr4WOn09Qa55oHF7Q74ynhcM2DC3h+0slFT3tXir10VjwMjnkYGAPCwFo6wOYeBuISQZusxzx9jNSxLOdmBPCCNm25dy0Q1x1hvLZd8u32JV+mApMZAcvMzyJ9Xvrzi34mIiIdpcCniIiISA7RwkYjBlTmDJSMGlTFuKG7pdLi563YWpzAZwdnfJoZ504bzw0zFwHwwCur+Nqp+1FWWpwq8yIdMXPB2qzFj7LZUt/CY6+v5RNTirc8g1Lsd03JgjDJdRNjqXUUE+nncF8yqJZ+kJoZKCIiOwcFPkVERERyWBUpbJQrzT1p6oShqcDnK8u3ctahu3f5/tFU99EFBD4BPn7EHvzw72/RGnc21DYze8lGTp6s4I70vFmL1nfo/CcWri9a4FMp9ju+7SpaZxSDiSeiQc10kFMzA0VEJEqBTxEREZEcVhZQ2Chp6oShPPzaGgDmrdhWlPtHU93HFJDqDjB8QCXTDxjN428EBcHve3mlAp/SK2qaWrv1/Fz6Qoq9ZBdPOC2xBC2xBM2xOM2xRJaK1kGgU7MuRUSkGBT4FBERkT6tpqmVR+ev4bBxQzh4j8E9eu9VW9IzPscNzT/jM7rO55urq2lqjXcpmNLYEqemKZbaLiTVPencI8enAp9PLtrAxtpmRg6s7HRfRDpjUFV5t56fS2+n2O/KEgmnsTVOQ0uc5lg8CHLGk4HOIKApIiLSkxT4FBERkT7t63+Zzz8XrqeitIT7v3gsh40f0n6jIlnZJtU9/4zPyWMGslt5KY2tcWIJZ8Gqao7aa1in7x1d37PEYMSAioLbnjBpJGMGVbGupolYwpnx6mo+f8Lene6LSGdEZx4X4tQDRxdcjCjfeb2ZYr8raQoDnA0tsfA5TlNrXKnmIiLSpyjwKSIiIn2Wu/P80s0AtMQTfP3++fztK++jsqxn0lJXdSDVvay0hMPHD+GFd4P+zluxtWuBz0ia+8iBlR0qUFRaYpwzdRy/ePodAO6bu5JL378XZtbp/oh01JmHjuX7jy0qaPblsP4VVJWXctwPnmq3GFF7RYtGd3B2c7FS7HdWzbE4TS0JGlqDAGdjGOSMKxddRER2ACrxKSIiIn3WproW6prT6d5LNtTx01lLeuTezbF4m1mX7RU3ApgyIT0b9ZXlW7t0//UdrOie6dxp41Ov39lQV7R1R0UKVVVeyk1nH0pJO/H2EoPPHLUnV/xpXs4gabIY0f/9YzFfuHtu3vMWravtUD+LlWK/o2uOxaluaGVtdSNLN9bxxupqXl62hXnLt7FwbQ3LNjWwoaaZ2qaYgp4iIrLDUOBTRERE+qzlm+u32/ebfy1l/sruD+Kt2daUStk0g7GD2w98Tp2QXufz1RVb8S7kfK7rREX3qD2H9+PYvYentu+fu7LTfRHprOkHjua3509jWP/sSzUM61/BLz8zhT/NWVFQMaJfPv1O0YvenLqLVXVPJJz65hgbaptYtqk+b4BTa3KKiMiOToFPERER6bOWbW7Ybl/C4ev3z6c5Fu/We6+KrO85dlAVFWXtD5uOGJ8OfG6qa2HFlu37X6jOVHTPdO6R6XULH52/hvrI7FmRnjL9wNE8f+3J3HDWJOoXP0fjsteoX/wcN5w1ieevPZmGlnjBxYiKHYYb1r+CMw4ZW+Sr9h2xeILqxmAW5zsb6liwahsvL9vCglXVLN1Qz9rqJgU4RURkp6bAp4iIiPRZyzalZ3zuO2pA6nVPpLyv3JJe33NcO4WNkob2r2Dvkf1T211Jd1/fxRmfAKcfPJaBVcGS7vUtcWa+vrbT/RHpiqryUs46eBSbZtzIhvuuY9OMGznr4FFUlZd2uBhRsZQY3HT2oW2KJu3oWuMJNtc1896mel5buY2Xl21l4ZpgFufG2mbqm+NFnzErIiLSl6m4kYiIiPRZyyKp7mceMpbqxlbueH4ZEKS8n3bQmG6r8t6mons7hY2ipu45lHc3Bv2et2Jrp6tFr+viGp8QBJs+evju3PPiCiBId4+u/SnSF3RXcaEDxg5kfU1z1tmkw/pXpIolQf4q8X05MNoaT1DT2EpNU4yaxlYaWrp3JryIiMiORoFPERER6bOigc+9RvTngweN5unFG1i+uSGV8v7ol9/XLYGJlZE09XFD21/fM2nKhKHc/8oqAF5Z3vm1SNcXIdUdgiJHycDny8u2snRjHfuMHNBOK5Ge013FhSYO789DXzqeB15aylU330FJZX8SzfXccvWFnHP0Pql/N9qrEh8NkPY2d6e6sZVtDa1UK9ApIiLSLqW6i4iISJ/k7izflA4+Thjej34VZdx09qGpfUs21PGzJ7sn5X3V1nSq+/gCU92hbYGjxetq2lSlL1Qi4WyobU5tdzbVHeCQPQYzeczA1PZfVORI+pjpB3RPUPHUA0fnTbGHIOjZXpX4L9w9l1kLeycdP6muOcayTfXMW7GVRWtrWVvdpKCniIhIART4FBERkT5pS30LtZGg4V4jgrUzj957OBceNzG1v7uqvK9qk+pe+IzPfUcOSK2rmXA61bdN9c3EIgvxdWXGp5nxqSPT6e0PvrKa1nii09cTKbYzDx2bs+p7JivwmoUULWpqjXPNgwsKqiZ/zYMLaGrt2UBjU2uc1dsaeW3lNl5fVc3a6iZaYlqgU0REpCMU+BQREZE+KZrmPni3cob0SwdGrvnQ/kwYHszCTKa8FzMo0dASY1NdegZYocWNAEpKjCP2TM/67EyBo/XV6dmeAyrLGFDZtdWJPnb4HlSUljBmUBXnHTme5pgCn9J3VJWXctPZh1LSTlSzxODyk/Yt6LxCihbNXLC24GryW+pbeKwHioPF4gk21DTx5ppqXl2xjRWbG2jUzE4REZFOU+BTRERE+qRlkTT3icPbBh67O+U9muZeXmodLi40NRL4nLei44HPdW0quld2uH2mof0r+OuXjuO5a0/m66ft3+VAqkixTT9wNL89f1rOmZ/D+lfw2/On8fXT9i/ovELW5OxoNfknuindPZFwNtc18/b6Wl5ZvpWlG+upaez4EhkiIiKyPY16RUREpE+KzvicGKa5RyVT3qNV3s84ZCwH7zG4y/eOprnvPmQ3StubYpZhyoR0pfl5y7eSSDglHbhGm4ruXUhzjyrG5yLSnaYfOJrnJ53cbjGiQs9rT0eryRez+nyySNGmuha2NrQQiyuFXUREpDso8CkiIpJDfXOM/37odWqbYvzvJw7pUoEZ6bhlm6OFjbYPfEKQ8h6t8v6/jy3ij5cejVnHApWZVm6JFDYaWniae9Lh44dgBu5Q0xTj3U117DtqYPsNQ9GK7vq9k11JshjR+TNuTO076/ZrtgtmFnpePh2tJl+M6vM1Ta1srmthc10zrWGwsyWW4MV3N/PKiq00NMfoV1nG1D2Hcszew6koU4KeiIhIVyjwKSIiksN9L69kxmtrAPjeowv55Wen9HKPeo+7dzmY2FHLozM+h2cPPvarKON7Hz2Yz902B4Dnl27m2SWbOGG/kV2698ot6aDruA4UNkoaWFXO/qMH8ta6WiBY57Mjgc82Mz4V+BTpFtMPGM3jb6wr+PxTDxxNU2ucmQvWMmvRemqaWhlUVc70A0Zz5qFjcwZd65tjbKprZlNdCy0Z6+u+snwrt85eSm1T29T2Oe9t4Z6XlnPZCfswdcJQREREpHP0FaKIiEgOr6+uTr3+58J1bK5rznP2zqmhJcYnfvUc026YxbNLNvbYfd2d9zblT3VPOmHSCI7de3hq+4d/f4tEe2Wa2xFd43N8BwobRU2Z0PkCR+u7IdVdRNrqSDX5Yf0rqCov5bgfPMXV98/n8TfW8dw7m3n8jXVcff98jvvBU8yKrAEaiydYV93EglXbWLCqmjXbmrIGPW9+YvF2Qc+k2qYYNz+xuFMF0kRERCSgwKeIiEgOSzbUpl63xp2HXl3di73pHX+dt5p5K7axub6F7z66EPeeWYdua0Nrm2DAxByp7gBmxrWnT05tv7mmhr91sfryyq1dm/EJmQWOtnWo7Tqluot0u45Uk//MUXtyxZ/m5awCv6W+hS/cPZeHX1vNOxtqeWHpZu58fhk3zFzE92cu5JZZbzP77Y2p4GdLLMGts5fS3j+p7nDr7KXbBU1FRESkMAp8ioiIZJFIOO9sqGuz776XV/ZY4K+viM40emdDHW+uqemR+0Znew6qKmNov/xr6x02fghnHDImtX3zPxd3KVAQTXUvxozPdzbUsa0he8AkG6W6i/SMQqrJ//IzU/jTnBW0N5E84XDdjDf42/y1fOlP8/j1v5Yy570tvLGmhjnvbeHX/1rKFffO45XlW3nx3c05Z3pmqm2K8dJ7mzv61kRERAQFPkVERLJava2Rpta2gbMlG+p4dWXHZu7t6OataJti2VOzXpdnVHQvZH3Rr39w/1T19eWbG7jv5RWdund1Yys1kYBEZ2d8Thzer00wpdDfnYaWWJuAiFLdRbrX9ANH8/y1J3PDWZOoX/wcjcteo37xc9xw1iSev/ZkGlriOWd6ZqptivHTJ5e0m74+a9H6rMdzmat0dxERkU5R4FNERCSLaJp71H1zVvZwT3rPprpmlkcqqwM8Mn8NsXj3p1wWUtE9094jB3DutPGp7Z8+uYT65sJmVEWtiqS5V5WXMHJAZYevAUEK/pRounuBgYtomntpiTGik/cXkcIlq8RvmnEjG+67jk0zbuSsg0dRVV7a4SBle3kB7vBuZFZ7IRo68W+ZiIiIKPApIiJ92D/eXMe5v3mB3z/7bo+nmC9Zn05zryxL/+/ybwvWdCqYtiPKFqjbWNvM80u7P+VyWSQosFeOiu7ZXDl9ElXlwc9rU10Lf/j3ex2+98ot6cJG44b261I1+ykThqReF1qgJJrmPnJAZWoWq4j0jpqm1qJfM97BAmz9KsuK3gcREZFdgQKfIiLSJ8UTzrUPLmDOsi3cMHNRjxbWgSCtPemT08YxsCr4o7O+Jc7MBV0rnLOjeGVF9kDdjB5Id4+muhc64xOCQkAXH79Xavu3s99lc11zh+4dnfE5vpNp7knRAkfzV24raLZstKL7aKW5i/S63cpLe7sLTIusGSwiIiKFU+BTRET6pLXVjWxtSM+yueP5ZXznkTd7LPgZDXwessdgPnb4Hqnt++b2XLq7u/P2+lqaWuM9ds+kV5en16Scsmd65uLf31xHQ0v3zXp19zbFjSaO6Fhxocs+sA+DdwuKIdU1x/jl00s71D5a2Gjc0M4VNko6dNwQysIZm/UtcRavz76EQtS66nSgdswgpbmL9JbaplYWrqlh0qiB3XL9QmdzD6wq4+i9hndLH0RERHZ2fSrwaWbPmJnneXwoR7sLzGyOmdWZ2RYze8zMjmvnXseF520J280xs8+102acmd1mZmvMrMnM3jaz75mZpmOIiBRZ5tqSAHe+sLxHgp/uztJI4HPfUQP51JHptSNfWb6Vd3KsAVpsN8xcxAdvmc37b3qaN9dU98g9AVrjCeavSgc+v37a/gwMUy0bWuI8sbBja951xLaGtsWFJnZgxifA4N3KufykfVLb97y4vE0wsz2rtqZT3ccP69qMz90qSjlw90Gp7Xkr2i9wtF4V3UX6hEVra6lubOWYvYenZv0X094j+9PeShpmcNkJ+1BRVkJLLMHstzdyy6y3+f7Mhdwy621mv72Rllj3r7ssIiKyo+pTgc+IB4E7szy2y60zsx+Hxw4GZgFzgFOB2Wb28WwXD/fPBj4ELAD+DkwC7givl63NPsA84CJgM/AwUApcDzxlZpqSISJSRMs2Zy/8cOcLy/l2Nwc/19U0URdZx3PfUQM4eI/BHDg2HcC67+Xun/WZSHjqPhtrm/n0b19kfg9VlV+4pobm8I/pitISpk4YyhmHjE0d/+u87kt3j/7sB1aWtamMXqgLjp3I7mGaeEs8wS1PvF1w25VtUt27NuMT6HCBo2hxI6W6i/ScXP9fqSgr4bIT9mk3SNlRpx4wmqtP3T9nUHVgVRlXn7o/UycM5ZXlW7ni3nn8+l9LmfPeFt5YU8Oc97bw638t5Yp75xW8hrCIiMiupq8GPr/u7hdmebwePcnMTgauIghEHubuH3P3DwEnAHHgdjMbmtFmKHA7QdDyHHc/0d3PASYD7wBXmdlJWfp0GzAS+Jm7H+LunwL2Bx4CjgW+WcT3LyKyy4vO+Dz94DEcNj6dan3XC8v51sPdF/yMFjYaPagylTZ93lHpWZ9/nbe622fZrN7W2CYAW9MU47O/f4m5y7Z0630B5kXW9zxoj0FUlpXysSPS6f7PLtnIxtqOrZ1ZqGjgc+KI/p0qLlRVXsqVp+6X2n7otdUsWlvTbjt33664UVdNiazNV0hwYp1mfIr0uJZYgrfW5f43YuqEoe0GKa88ZVLBM0OT6etTJwzlF5+ewkVH70794udoXPYa9Yuf46Kjd+cXn56SCnre/MRiapuyLzFS2xTj5icWK/gpIiKSRV8NfBbq6vD5Bndfktzp7i8AvwEGAxdntLk03P+wu/810mY9cE24+bVoAzM7kiCYuiFyDu4eA/4DaAW+bGblRXhPIiJC26reh4wbzN2XHNUm+Hn3i90X/Iyu7xld2+2jh+1BRVjhfXN9C08u6r50b4DF67ZPp69rjnHBbXN4fummbr139A/oZIGeo/calppFmXB4dP6abrn3sk3poPeEDlR0z3T2lHFMGjUAAHf40T8Wt9tmc30LjZH1VLua6g5BwCRpxZYGNkQCm9ko1V2kZ21raGHBqm3UNuVfS7m9IOXRew8vaGZoNH0dghmlx04czKYZN7LhvuvYNONGjp04OJXefuvspbT3vzp3uHX2UqW9i4iIZNhhA5/hupqnhJsPZDklue/DGfvPytNmJtAETM9YtzPZ5lF3bzO9JQyYPgsMBY4vrPciItKe6IzPicP7M6iqnLsvOYrDM4Kf1z/8BolEcYOf0fU79w0DZwCD+5Vz+sFjUtvdXeQoWghnwvB+qT+SG1riXHT7y/zr7Y3ddu9XI2tRJmcslpQYH43M+pzxWveku7eZ8dnB9T2jSkuMb5y2f2r7qbc28NK7m/O2ia7vObCyLDXbtyt2H1zFHkPSAdTZS3IHreMJZ0NkJq1S3UW6j7uzYnMDi9bW0hov7P8j+YKUUNjM0GT6eiFefHdzzpmemWqbYrz0Xv5/40RERHY1fTXweYmZ/crMfmFmXzGzPbOcMxmoBDa6+6osx+eFz4dm7D8043iKu7cAbwBVBGnsSYflapOx/7Acx0VEpAMSCWf5lnTwKznrb1BVOXddchRHRCqM3/PiCr79yJtFvX801X3S6AFtjkWLHM1+eyNrtjXSXd6KzPg885Cx3Pa5I6kqD/7X3RxL8Pk753ZLkaF11U2sjryv6B/oH48EPhesquadyOzYYlkWDXqP6HzgE+DUA0e36f9tz72X9/w2Fd2H9etUmn0mM+MD+49MbT/91oac526uayYeCeRrxqdI92iOxXlzTU2bf+uKpZD09UK9sqJj6etzle4uIiLSRl8NfF5HkEJ+OfBT4B0zuz7jnGQwNFvQE3evB7YBQ81sIICZDQKG5GsX2R8Ntua9V442OZnZm9kewD7tNhYR2QVsqG2mqTWdrjchMutvUFU5d13cNvh594vLi5b67e45U90BjtlrOHsOCwKxCYcHXsn1v4auWxxZb27/MQN536QR3HXx0fSvKAWCoj3/cc8rPPb62qLeN7q+5x5DdmN0JPi23+iBbYo8PdwNsz6Xt5nx2bU1Ns2MK07aN7X9zOKN1Dfnnj0VLWw0bmjX09yTTtp/VOr17CUbaY1nT0eNru85sLKM/pXFryQtsqurbmjh9VXVBc+k7Iz2ZoYWqiHPv1fFOF9ERGRn19cCn7OB8wkCgP0IZl3+NxADvmdmX42cm5yC00Buyb+cBmQ852uX2aaQe2VrIyIinRRNdR4xoJIBGcGfgWHw86Dd0wG4x19fV5R7b6xrprqxNbU9aVTbf9pLSoxzp41Lbf9l7sqip9pDUGjj3Y3pz2HymOC9HrXXMO6+9OhUGmUs4Vzxp3nc9/KKnMG0jopWHo8GmJOisz4fenV1Ud//toYWtjWkP/+uzvgEOH7fEQwKP6/mWIKnF+eecRlNdS9GRfd0H4ZTURoMu2qbYjmru6ui+47BzKrM7Ltm9raZNZnZGjO7zczGtd+6zXWWmZnneUzurvewK1u8vq7g1Pbe1q+DX370qyyjJZZg9tsbuWXW23x/5kJumfU2s9/eqPU/RURkl9SnAp/u/i13v8fd33X3Rnd/293/F/hYeMp3zSw5/SKZe5Zv1JKZn1ZIvlq2c9q7V4fy4Nz9oGwPYGlHriMisrMqZMbfwKpyPnfsxNT2k4vWF6XQ0TuRNPcRAyoY2r9iu3POmTqekvBf/lVbG3mhnXUjO2PpxjpiYUCxrMTYKxIAnLLnUO79/DEM6ResP5lw+M8HX+fw7/6TS+54mdv+/R5L1td2+vOIplZmS8n8yOG7t3n/HU3FzCea5j6gsozhWT7/jqooK+HUA9Nrs+YLkkdT3YtR2CipX0UZR+89LLX9VI7gqwob9X3hOvBPAt8i+NL7YWAlcBEwz8w6k8FzZ45HdTH6LDuuZHG5Qo3oX8EV987j1/9aypz3tvDGmhrmvLeFX/9rKVfcO69Tld8VSBURkR1Znwp85uLu/wTmElRjPybcnVz4LN9UkORfy8m/YmuzHGuvTSH3ytZGREQ6KRr8mpCnuM1Jk0elqueuqW5i0drtq6B3VDTNfd9R2SfyjxlcxYmR1OU/v1z8IkfRiu77jBywXXrkwXsM5s9fOIYRA9KBwfqWOE++tYHv/W0hp94ym2NufJKv/eU1/jpvFRtr29Tmy6k5FufN1ekU+ylZ/ugePaiK4/cdkdp+6NXipbsv29R2bddirLEJcMYh6cDnU29toLEle/Xm7prxCXDy5PTvzDNvZS9MFU11H63AZ1/1TeA44AVgP3f/lLsfDVwNjARu6+gF3f3CHI/irmOxi6puaOntLnTaMXsPz1koKdNu5SU8/ua6nCn8tU0xbn5icYeCn68s31r0QKqIiEhP2iECn6El4fPY8HlF+Jw1pcjM+hOs57nN3WsB3L2G9DfnuVKRkvtXRPblvVeONiIi0kmFrvE4cmBlmyrvTy7qeqGfJZGK7pnre0adOy1d5Ogfb65jW5H/sI4WNtp/TPZ+TB4ziL9cdiwnTx6Vdd249TXN/HXear72l/kc/4On8qZ4J72xuoaWMGW+qryEAyPLCUR97PB0uvvMBWtpjmUPJHZUm4ruRUhzT3rfpBGpJRMaW+P86+3tP4tEwlkdCXyOK+KMT2i7zufi9bVZi6qsq04HqMcMrizq/aXrzKwc+HK4ebm7p74pcfcfAwuAE8xsam/0T9pyd1ZuaWDx+h13bkJFWQmXnbAPhX0HZLQ30d8dbp29lJZYot2ZnK8s38rNTywuaiBVRESkp+1Igc/klJPkyGUx0AyMzLGe0pTweUHG/vkZx1PCwezB4XUXF9KmnXuJiEgnLNsUmfHZTvBr+gGjU69nFSPwmaeie9QpB4xKzbZsiSWYUcRZj7B9YaNc9h45gNsuPJL53/ogd19yFJedsHeb4kNJLfEEP/r74nbT36NrTx66xxDKS7MPFU47eEyqwnx1YyvPLM4+g7GjlkcrunexsFFUZVkp0w9IBx4fy5LuvqG2ORX0heLP+Jw4on+bJQuyVXdXqnuf9z6CL9aXuvurWY4/ED5/uOe6JNm0xBIsXFvTZhb3jmrqhKFcfer+OWd+Dqwq4/SDx9DYWtgXULVNMe57eUXemZwvvbuZW2cv7VAgVUREpC/aIQKfZjYSeH+4OQ/A3RuBp8J952Rpltz3t4z9M/O0OQuoAp5096bI/mSbD5tZm+kXZjY67Fs18O/870RERNrj7h2q6h0NfM5fVc2GmqY8Z7fvnQJS3QHKS0v4xJT09253eXfcfQAAIABJREFUvbiceBGL/ERT3SfnCXwm7VZRyvsnjeS/zjiAx776fl65bjo/+/QRfHJquo8L19bw4rtb8l4nWtF9Spb1PZMGVJbxwci6mcUK/L7XJtW9eDM+AU4/ZGzq9ZOL1tOUESSIVnQf1r+iWyqqR2d9PpNlBq5S3fu8w8LneTmOz8s4ryBm9g0z+42Z/dTMvhCOfaWTqhtaeX31Nmoad54K51MnDOUXn57CRUfvTv3i52hc9hr1i5/joqN35xefnsLm+o5lHTz2Rv6U+J88uaTgqve1TTFeeq/4a12LiIgUQ58JfJrZMWZ2kmUs5mVmE4GHCNbXfMTdV0UO/zh8vs7MJkXaHAtcBtQAf8i41e/D/R81s09E2owCbsq4LgDuPgd4DhgF/DDSpgz4FVAO/NzdWxERkS7ZVNdCfWT9xQnD8ge/9hs9gHFD0ynJT2WZRVeozXXNbf54zJfqDnDekeNT6YfvbqznbwvWdPreUdWNrayJVPfON+Mzl+EDKvnIYbvzo08exvsi63He9tx7Odu4e5uUxSlZKrpHfXxKOt39yUUbqG7o+v8Go0HvvYqY6g7wgf1G0q+iFAjWQ312yaY2x6OFjaK/U8V00uR0POu5dzZvF3xdH/m5j1FV975oz/B5VY7jqzLOK9RNBGPXrwC3AsvM7JKOXMDM3sz2ADpTbGmHlExtX7SuhpbYjlG1vSMqyko4duJgNs24kQ33XcemGTdy7MTBVJSV0NDcu0HeuUp3FxGRPqrPBD6ByQQzOFeb2TNm9mcz+zewCDgeeBP4fLSBu88CfgoMB14zsxlm9hgwmyAYebG7b8loswW4GEgAD5jZ02Z2P0Fq+77Az9z9ySz9uwjYDHzVzBaY2Z/DNp8AXgK+X5RPQURkFxcNfA3tV87gsHJ5LmZWtHT36GzPIf3K2xQOymbvkQP4yGG7p7Z/OmsJsXjX0/2WrE/P9hxYWcYeQ7oWhLvkfXulXs9atL7NZxy1elsjGyJFkPLN+AR4/74jUlXXW+IJHnuja3VYqhta2RoJnk4oYqo7QFV5aZsCQ4+/3ra/K7d0X2GjpKP2GpYKvja2xnnpvfQwpb45Rm0keKFU9z4pOQ28Icfx+ozz2vMIwVhyAkGxzIMJvoCvBH5vZh/rZD93SYvX1bJqa2O76dk7o37dMEO9I3o78CoiIpJLXwp8vgT8GlgLHAicTTD4e42gSuaR7r7dNB53v5IgKLkIOJWgyuaTwAfc/cFsNwr3nwD8AzgcOANYShAo/WqONkuAI4A7CCp2fhxw4AbgpIzUeBER6aRCK7pHnRJZu/Hf72zabhZdoaIV3SeNGlBQRfGvnDKJkuSsz031PDK/67M+o4WN9hszsMuVzT+w30j2DmdPusPtzy3Lel50tueE4f0YMSB/cZ2y0hI+HAn83v3C8k5/9tC2sFH/ilJGtnP/zjgjku7+xKL1bYoyrYqkuhe7sFFSZVkpx0dm4EbX+YymuZeWGMO74f1LlyX/Y8wVWuvQf6zu/hV3f8jdV7h7o7u/6e5XA18KT/lhvvYZ1zoo24NgjLtLqCkwNXtnNHXP/F9UdbfeDryKiIjk0mcCn+6+yN2/5O5T3X2Uu5e7+xB3P9bdfxyu6Zmr7R3uPs3d+4dtPuTuedfbdPfn3P10dx8atpvm7re302alu1/k7mPdvdLd93X36/P1TUREOqYj63smHb3X8FTF7qbWBM+9s6mdFtm1Xd+zsPTyfUYO4KORCuc/e7Lrsz4XF1DRvSNKSoyLjp+Y2r5/7kpqmrZPS391xbbU6ykF/hH9iUi6+8K1NXzl3lc7/f6jgc8Jw/t3OeCbzYn7j0wVZaptivH8O+l16aJrfHbXjE/Ivc5nNM191MBKSkuK//6ly5L/ceb6Vib5i9PVMuK/BzYA+5nZXu2dLHLM3sNzFj/qCdPayRAQERHpLX0m8CkiIgKdm/FZUVbCB/ZLr53Y2XT3JRvSAcdJeQobZfryyfumZn0u29zAjNe6Nuuzo4WNCvH/2bvz+Ljqev/jr+9ksjdJ0y3dmzYt6V67UdbSQguIcGUTqHplUW8Vqyi9/q4oF3fxqoAgiFUE9HpvLwiIAiIU6AK1C22BLmnTNk33LUuXNPvy/f0xS06mM5OZZCZJk/fz8ehjes6cc75n0iWTz3yWm6YPJdP7Q3FlXSPPv3/grGMiHWzkNHlob26Z0TxA6c2CY3z7L1tanR4fzN5Sx0T3fvEJPKYluVsEHv/uKHd3lrrHq8cneIKvPnvLqthT4omRabDROWG/93FoiOeHBhzXJtbaJpozNQeFO7Ync/bl7emS3C4Wzs4jDp8XtSojxc2skX07fmEREZEIKPApIiJdSouMzyiCX85y97e3H6epDRPWdx1zlLrnRB74HNW/F9dPbc58/NU7bc/6tNay4+hp/3Z+TmwCn2lJbhbMap638szqvS3usbqukYLDzeu2NtjI6cc3TGKe4+v//IaD/PQfO6K+x5bZvrEdbOTknO7+ZsEx6hubaGhsahF4HNYnfhmfg3untghoLy8sAVoGPtXfs8v6yPs4LcTzvv2bY7CW79OH9maPdjvWWnYfP8ORU+o05TR9RDaL5+eHzPzMSHHz8YkDo7pma3FUY2Dh7DyS3C7qGppYtbOER97ayY9fK+CRt3ayamcJdQ3t730tIiLSVgp8iohIl2Gtpbi0ZblzpObmD/BnXR6vqGXr4VNRrX2qqr7FYJ/WJroH+trlY/ylyfvKqnjpg0NRne9z9HRNiz51Ywdmtuk6wdx+Ya7/Hg+drG6RGbv54EkavMHitKSEqAKuiQkuHv/0NM7P7ePft2TlHpasjK614N4OCnxePnYASW7PW6BT1fWsKSrjyKkaGh3B8vYOlGrN3LFnl7trovs5YTVwCsgzxkwN8vzN3sdX27OIMWYCkI9niFL0nyJ0Y41Nlh1HKyhx/H8tzaaPyObxBdO4c9ZgKgtXU733QyoLV3PnrME8vmAat80cHnFJfEaKm3uuGBM2kLp4fj7TR2Szcd8JFi3dxJMri1hfXM7Ww6dZX1zOkyuLWLR0U4se0iIiIh1JgU8REekyTlbVU+EI+kUT/MpOT2LGiObA21vbz5qHF9bukpaT1HMyoxssk9svnRsDsj7r25D16RxsNDAzpdWp9tEY3Du1RbbP798r9v9+o6PM/WPDeuNOiO4tQkpiAr+7fQbjBjUHah98fQfPbzi7pD4UZ5uD3H7xC3z2Sna3aI3w+tYjLUpmczKTSUlMiNv6QIvp8uv2lFNZ26BS93OAtbYOeNy7+bgxxv8X1RhzLzAZeM9a+75j/yJjzA5jzIPOaxljrjLGTA9cwxgzGfgznmS7p7xrClDX0ETB4dOcrDq7R7E0S3K7uDA3i9KXH+T4c/dT+vKDXJibRZLbFXFJvC+Tc9aovmEDqb6g50PLClt8/3aqqGngoWWFCn6KiEinUOBTRETa7P295fxxzd6gg3Lawpnxl5HiJjvKoJ+z3P2tguj6fDrL3EfnRDbRPdBXLx+D25tReaC8mhc3Hoz6GoUBE91j7a5LmuekvL/3BJsPegYabdoX/WCjQFmpifzhrpmMcAyl+taLm3lj29FWzz1VXU95ZXN8J9LBVm11zaTmAPAb2461CLoOjeNgI5+pw3r7e67WNXoGch093ZzBNjBLE927sB8B64CLgF3GmOeMMWuBh4Ay4M6A4/vhyd4M7NV5IbDBGLPXGPO2Meb/jDHrgI3AOGAlcF8cX8c5paa+kW2HT3GmtudObo+VSErifZmcED6QWtfQxJJVRbTW1tlaWLKqSGXvIiLS4RT4FBGRNvnzhgN86jdreOCv2/jOX7bG5Jr7nBl/bZjqfcW4HP/vC46c5vDJ6jBHt7TLMdE9msFGTsP7pnHTtOaZJ796Z3fUP+TFY7CR07Th2Ux19O98ZvVerLV84Mj4nN6O6bwDMlL477tm0T/DE7hrsvDVpR+wpqgs7HnO/p5pSQn+8+PlinE5JCZ4/n6VV9bx4qbmIPWwOA428nEnuJjtyDpdXni8Ram7Mj67LmttDTAX+CGeUvTrgVzgD8BUa+3uCC/1BvA0cBqYAtwEjAbeA74IXGGt1fQe4ExtA9sOn6KmXkGzWGmtJD7S7wNr95SFzPQMVFHTwLri8N8LREREYk2BTxERidqKwuN866Ut/u3XtxzhVHX7sz6dGZ8j2pDxl9c/nZGOEum3d0Re7u4MfI5uY+ATYNHlo/1Zn4dOVvNClFmfzlL3WA02CnTXxc1Zn698dJj1xeWUObItp0Yx2CiY4X3T+ONd5/uzieoamvjiHzew9VDovqvOjMsRbQh6RyszJZFLxzQHHp0lmPEcbOTkLHd/Z8dxSs44Mj4V+OzSrLXV1toHrLWjrbXJ1tqB1to7rLVn9Xaw1n7PWmustXcE7F9jrf28tXaytbaftTbRWtvXWjvXWvuUtbaxw15QF1d4tIK6hugH1kl44TI5I+VskxKJDSp3FxGRDqbAp4iIRGXLwVPc/T+bWgyCaWiyvLMjutLyYAIzPqNljOGKsW0rd999rDngGO1gI6dhfdL41IzmrM8nlkee9Vnf2ESRIwCbH4eMT4CrJw5kkHd4TkOT5T5HEDuvfzq905Lavca4QZk8fcdMUhI9bzXO1DZwxzPrQ2bh7it1DjbqmMBjqOnGwzqg1B1g9nn9/X32jp2ubfFvSsONRJo5/21I11IVZesB3/GaAC8iIh1FgU8REYnY/rIq7nx2PVV1ZycivbG1/YHP9mZ8Qsty9zVFZVRG8ENZRU09hx1lxu3J+AT4ytzR/jLqQyerIx7ws7e0kjrvQKQEl2n3fYSSmODi9oty/dt7HEHHtvb3DGZmbh9+/Zlp/knypWfqWPjfG6mpP/vvT3GLP/v4DTZymj8+x5+d6zS0A0rdAfr1Smby0LOzazNS3KQlRTZ1WUSkM6UlR/d/VVqyWxPgRUSkQynwKSIiESk7U8vtz6yn9IynJNrtMnzeMShn5c6SoAGtaOyLwVTvGbnZLYbGvLurtNVzikqag26piQkM6d2+wNfQ7DRumTHMv/3E8t3UNrT+tSl0ZJ3m9k2L62TxBTOHkxrk+tPa0d8zmMvH5vCTGyb6t7ccOsW3XtyMDZiE4fyzH9mvYzIue6clcdHofmft76hSd4DL8wectU9l7tLTHT4VeX9m6VzTo/ywrF96UlwmwCuDVEREQlHgU0REWlVd18jn/7CBYkdm4H/dNJn/d3U+vbzZHtX1jazaWdLmNQKnerc14zMxwcVcZ7n79tYzUXcH9Pd0BckCjNZX5o4mKcHzbfbIqRqef7/1rM+Wg40y230P4WSlJXLz9KFn7W/PYKNQbp05nNsvHOHffvnDwzz1bnGLY/aWdnzGJ8A1AeXuCS7jbwPQEeaO7X/WPpW5S0928EQVB8sV+DxXXDCqb8jp8IF6JSfw7q7SqCbARxLQVAapiIiEo8CniIiE1dDYxFeXbuLDAyf9+755VT43TR9KsjuBOfnNgZs3trW93H2/I+MvLSmB/r3aPtXbWe6+fMfxVvvD7Tru7O8Zm/Lywb1TuXWmM+uzqNXMkxaDjeLU39PpjotzW2xnpLgZ3T8+5fX3XzueC0b18W8/+Pp2VnoD5adr6lsMVxrZxmzftrhywkB/KT54si3dCR339mji4Cz6Bfxd10R36akOlFdxQEHPc0qS28XC2Xm0No/OGLh0TH8qIuwJWlHTwHPv7281oLlx34m4ZJCKiEj3ocCniIiEZK3lP/+6lbe2N09H/9cLRnD3nDz/9tWOjLm3th+jvrFtZWV7A3o8tmeq92Xn9ff3biyrrGsRtA1m9zFHxmdO7AJ/d8/N82d9Hj1dw9+3HAl7fGEHBz7z+vdiriNwPXV4dkyyXYNJTHDxxKen+dsINFn46v9uYm9pZYugd0qiiwEZbQ96R6tPelKLgOywPh3T39PH5TItPjwAlbpLz3SgvIqDJxT0PBdNH5HN4vn5ITM/M1LcLJ6f3+IDrkj8fevRsAHNX7xZyBPLd0eVQSoiIj2PAp8iIhLSr97ZzdL1zSXaV47P4Xv/MqFFUHJO/gCS3J5vJ6eq61lfXN6mtfaVxW6qd1ZqIjNzm4NZb7dS7r7LUerenonugQZlpfIvHxvs3/79e8Vn9bb0qaxtYH95cwBwbAcEPgEWX5lPSqILl4HPzBoe17X69krmt5+b7p/0frqmgS/+cQNbD53yH5PbzqB3W9w0rbnkf8aIPmGOjI+5AX0+c1TqLj3M/jIFPc9100dk8/iCadw5azCVhaup3vshlYWruXPWYB5fMI3pI7KjngAfieoIe4tX1DSwrrgs5uuLiEjXp8CniIgEtXZPGQ8v2+nfnj4im8cWTG1RFgzQK9nNJY4BMW9sO9qm9fY6sv5i0eNx3vjmcvdwfT6r6xo5cKJ57ViVuvvcdXHzAKgth06xIUS53U7HYKO0pASGZXfMgJ2JQ7JYe98V/PNbV3DVhIGtn9BOEwZn8YtPTfFv7zp+hh+8WuDfzu3A/p4+N0wdwo9vmMi/X3keX3JkM3eUS8b0O6vcXqSn2FdWyaGTCnp2B0luFxfmZlH68oMcf+5+Sl9+kAtzs/wfjkY7AT7WQn3/FRGR7k2BTxERCepNR7/OUf3SeepzM0JOGb9qQnOQ8c1tx2hqpadmMLHM+ASYN645i27nsTMccGRTOhWVnPGXySW5XTGf6D1+cCYX5fX1b/8+YKiPj7PMfUxORtxKzoPpnZbUoQN1rp08uEW7hKq65oydER000d3JGMNnZo1g0eVj/MO6OlJWaiKfmDQI8AS9Z8RhwJRIV7S/rJLDJ2s6+zakg0Q7AT7W4pFxKiIiXZ8CnyIiElRxaXP5923nDyM7PSnksfPG5eCL0x09XcNmR+lypGKd8TmibzqjHdmb3/vbNqrrzi6Jc050z+vf66yM1lhwZn2+WXA0aBDWOdhobE7HlLl3psVX5rfoL+ozshMyPruCB2+cxK8/M41/3DM77L81ke7k6Onazr4F6UDRTICPh87OOBURkc6hwKeIiATlDESO7Be+/Ltvr+QWPTX/sTW6cvfK2gZKKpp/AM6NUdbfJ6c099d8e8dxPvPUWk4EDFeIx0T3QJePHeCfVN5k4ZnVe886xpnxeV4H9ffsTAkuw6MLpjKqf8tAZyyC3uei9GQ310waxPAYZDuLiHRFkU6Ajxdl04uI9EwKfIqIyFnqG5taDNoZGUEg0tkf8s1tR0MO8QlmnyPImux2kZMRm7LrL84exbxxzWX4m/af5Kbf/LNFxuWuY87BRvEJfLpchjsvzvVvP7/hABU19f5tay2Fjh6fHTXYqLNlpiTyu8/NIMObhZOR7Gb8oMxOvisREYmXSCbAf3xi7PtNZ6S4mTWyb+sHiohIt6PAp4iInOXgiWoavX06XYaI+l5e6ejzuae0skUJeWuc/T1H9E2LWX/LlMQEfvPZaSw4v3la+Z6SSm588p/+SeLO+xyTE5/AJ3gmh2d6f9A7U9vA8xsO+p8rOVNLuSMTNb+HBD7B017gL1+5mC9eOpLffm4GWWmJnX1LIhIH1lr2lET+fUG6r9YmwN82c3jEJfGpia5WM0iNgYWz80hyu6hraGLVzhIeeWsnP36tgEfe2smqnSXUNTTF4JWJiEhXpMCniIicxdnfc0h2Ksnu4EONnIZmpzFpSJZ/O5rp7rHu7+nkTnDxkxsmcu/88/z7Sipque23a3lnxzH2OoKuowfEL+CYnuxuEYB99p/F/uCys8y9X68k+vVKjtt9dEWjB/TiO58Yz4V5ysYR6Y6stRSVnKH0TF3rB0uPEG4CfKQl8cbAV+aOaTWDdPH8fKaPyGbjvhMsWrqJJ1cWsb64nK2HT7O+uJwnVxaxaOkmNmrqu4hIt6TAp4iInKW4NPL+nk7O6e5vOKbCtybWE90DGWP42hVj+NlNk/3Di87UNnDXsxvwDaBPTDCMiHN/xdsvyvWvf6C8mmUFnq+RM/DZk7I9RaT7s9ay+/gZSioU9JTIRVIS7wtotpZB6gt6PrSskIqa4JPdK2oaeGhZoYKfIiLdkAKfIiJyFmfG58gogoHOPp9bDp3i4Imzp5cHs7dFqXv8htvcMnMYT90+g9TEszNYR/ZLJzEhvt8WB/dObdG77On3ioGAwGeOelyKSPfgC3oq01PaIpKApk+4DNK6hiaWrCqitdbj1sKSVUUqexcR6WYU+BQRkbMUlzYHIn3TyCMxekAvRjmOfzPCrE/ncKPcOE/1nps/gP/7twvom57UYv+YOJa5O911yUj/79fvLWfLwVM9crCRiHR/R0/XKOgp7RIuoBmptXvKQmZ6BqqoaWBdcVlbb1dERLogBT5FROQsex2l7rlRBD6NMVzlyGiMpM9nTX0jR07V+LfjXW4OMGVYb1788kUt1nJmjsTTtOHZTB3e27/9u3f3sPOYSt1FpPtpaiXDTqQjbNwfXfn6BpW7i4h0Kwp8iohICzX1jRw6We3fHhVFj09oWe7+/t5yys7Uhj1+f3lzkDUxwTC4d2pU67VVbr90XvzyRXzx0pF8eU4en541vPWTYuTzjqzPv310mJp6T1mdMXBejgKfIiIisVJVG1m2Z1uPFxGRri14t2gREemxnGXnnkBkSlTnTx6SxcDMFI6erqHJwtvbj3PLzGEhj9/rKKsf1ifNP/ynI/Trlcx3PjG+w9bzuXrCQAZnpXDYkekKMKJPGqlJZ/cfFRERkbZJS47uR960ZDd1DU2s3VPGxv0nqKptIC3ZzfTh2Vwwqm9UZfY+sb6eiIhEToFPERFpwTnYaHifNNxRDvxxuQxXTsjhj2v2AfCPbUfDBj47sr9nV+FOcHH7Rbk8+PqOFvtV5i4iIhJb04dns764POLj+6UnsWjpprP6gq4vLudP6/axcHZeVO1xNu47wZJVRTG7noiIREcfL4mISAvFjv6e0Qw2cnKWu7+3q5QzYcrGWk50j39/z67itvOHkxaQ3Zk/UBPdRUREYumCUX3JSIks3yc10cXr246GHIZUUdPAQ8sK2ejtA1rX0MSqnSU88tZOfvxaAY+8tZNVO0v8k+E37jvBQ8sKI76eiIjEngKfIiLSgjPjs62Bz/NH9qF3WiIAdY1NrCg8HvLYnpjxCZCVmsinpg9tsU8T3UVERGIrye1i4ew8TESddAy2laFc1sKSVUWs21PGoqWbeHJlEeuLy9l6+DTri8t5cmURi5ZuYt2eMpasKor4er5gqYiIxJYCnyIi0sLeFhmf0Q028klMcHHF2Bz/9hvbjoVer4dmfALccfHIFj+IjRukjE8REZFYmz4im8Xz80NmfmakuPn4xIFU1zdGdL2KmgYefXtX2EzOX4Z5Ptjx64rLIjpWRESio8CniIi0sMcxbCi3X9sDkVdNaA58/n3LEV7cePCsY2obGjnsmCDfkzI+wZNRe88VY0hJdLHg/GFtzrAVERGR8KaPyObxBdO4c9ZgKgtXU733QyoLV3PnrME8vmAaZZV1UV2vlUTOqG1QubuISFx06cCnMaaPMea4McYaY3a0cuznjDHrjTFnjDHlxpi/G2MuauWci7zHlXvPW2+Mub2Vc4YaY542xhw2xtQYY3YaY35gjIlu7LGISBdUUVNP6Zla//aoNmZ8Asw+rz+Dsjz/NTY2WRb/+SOeWV3c4piDJ6pp8v7kkOAyDMlObfN656qvzzuPgu9fzYM3Tu7sWxEREenWktwuLszNovTlBzn+3P2UvvwgF+ZmkeR2URWmH3lH6Oz1RUS6qy4d+AQeBvq1dpAx5mHgD8BE4C1gPTAfWGWMuSHEOTcAq4Crgc3AP4AxwLPe6wU7Jw/YBNwJlAF/BRKA/wTeMcYkR/PiRES6GmeZe2piAjmZbf9vLSUxgafvmEm/Xs3X+P4rBfzyrZ1Yb8OrfY4y96HZqSRGOUG+u3C5Imo8JiIiInGSlhzZAKTuur6ISHfVZX/CNMZcAdwO/K6V4y4HvoEnEDnFWnu9tfZqYDbQCDxjjMkOOCcbeAZP0PJma+0ca+3NwFhgN/ANY8zcIMs9DfQHHrPWTrLW3grkA38BLgS+3eYXLCLSBRSXOcvc0zGRTQIIadygTP78pQsZ0rs5k/OXb+3iB68W0NRkWwRaR/SwMncRERHpOqYPz279oDiaMaJz1xcR6a66ZODTGJMK/AYoAH7RyuGLvY8/stbu8u201q7xXiMLuCvgnC949//VWvuS45xjwP/zbt4bcE8z8QRTjzuOwVrbAHwZqAe+aoxJjOAlioh0ScUlzYHPke3o7+k0sl86L3z5QkYPaC6bf2b1Xr75wmaKSponyOf2sMFGIiIi0nVcMKpvyOFH8ZaR4mbWyL4A1DU0sWpnCY+8tZMfv1bAI2/tZNXOEk19FxFpoy4Z+AS+C+TRHFAMyttX8wrv5gtBDvHtuy5g/7VhznkNqAHmBfTt9J3zirW21nmCN2D6LpANXBzqfkVEurri0uZAZCwH7QzKSuX5hRcyaUiWf9+Lmw6ydP1+/7YyPkVERKSzJLldLJydRzuLXc7S2uWMgYWz80hyu9i47wSLlm7iyZVFrC8uZ+vh06wvLufJlUUsWrqJjRqAJCIStS4X+DTGTMaTxfmMtXZVK4ePBZKBEmvt2eOCPf04AQInRkwOeN7PWlsHbAVS8JSx+0wJdU7A/ikhnhcR6fKKy5pLz2M9Yb1PehL/+8VZzBrZx7+vyTESVRmfIiIi0pmmj8hm8fz8kJmfGSluvn7FmIgzQzNS3NwT5viMFDeL5+czfUQ2G/ed4KFlhVTUBB9yVFHTwEPLChX8FBGJUpcKfBpjXHh6ep7EUU4exnDvY7CgJ9baSu+1so0xGd41MoHe4c5z7B/u2Bd2rRDnBGWM2RbsF54sVxGRTmGtpdhRej6qf+wzMDNSEvnDXeczb9yAs55TxqeIiIh0tukjsnl8wTTunDWYysIM/urOAAAgAElEQVTVVO/9kMrC1dw5azCPL5jGrFF9I8oM9WVyzhrVN+z1po/Ipq6hiSWrirA2/DWthSWrilT2LiIShS4V+AS+CpwPfNNaWxbB8b6GcVVhjvE1rOsV8BjuvMBzIlkr2DkiIueME1X1nHZkGcQ649MnJTGBJz87nRumDvHvS0tKYFif1DBniYiIiHSMJLeLC3OzKH35QY4/dz+lLz/IhblZJLk9Pz5Hkhnqy+SM5Hpr95SFzPQMVFHTwLriSH5UFhERgM7p3hyEMWYY8CNgpbX22UhP8z6G+2ws8LO4SLq2BDumtbUi7gZjrZ0Q9AKerM/xkV5HRLq3A+VV/H3LEeaOHcB5ORlxX8/Z3zMzxU2f9KS4rZWY4OKhT00hr386r289yp0XjyTZnRC39URERERiyZcZuqLgII//8c+4ktNpqq1k0ec+xZzxQ/1BzUhs3B9d+fqGfSe4dEz/aG9ZRKRH6jKBT+DXQBKegUaRqvA+hktL8jWN8/1EXxHw3OkIzolkrWDniIi0ibWW259ez57SSh5/Zzevf/1ShmbHtwdmcWlzQvvIfumYWHf3D+ByGRZdPoZFl4+J6zoiIrHmHYB5H7AAT5ujcuAfwAMh+s6Hu1Zv4HvADcBA4CjwMvBda+3JGN62iMSYL5Pzey8/6N934QNfiCroCVBVG1m2Z1uPFxHpybpS4PNaPP04nwz4Yds3WX24MWaF71hr7RnANw54aLALGmPS8fTzPGmtrQCw1p42xpwCsrznFQQ51Xe9/Y59+4GpodYKcY6ISJsUl1ayp9TTQaOitoHv/GUrz945M67ByHhNdBcR6U68Qc+3gYuAI8BfgVzgTuBaY8yF1tqiCK/VF1gDjAH24Al4TgC+BlxjjLkgwvZPInIOS0uO7sfytGQ3dQ1NrN1Txsb9J6iqbSAt2c304dlcMKpv1IFXEZHurCsFPsETpLwsxHOpjud8910I1AL9jTFDg3zCPs37uDlg/0fAbO/zLQKfxphEYKL3uoUB53zScc1AodYSEYnaB/tbJvms3FnCXz44xI3TQn320n57W2R8ql2xiEgI38YT9FwDXOn9MB5jzL3AQ8DThH4/G+gRPEHPl4BbrbUN3ms9hqf3/cPA7TG9exHpcqYPz2Z9cXnEx/dLT2LR0k1n9QVdX1zOn9btY+HsPH9/URGRnq7LfBRkrTXBfgEjvYcUOvaf9J5TDbzjff7mIJf17Xs1YP9rYc65Fk+W6dvW2pog51xnjEl2nmCMyQEuBU4B74V/pSIirfvgwNm9nn7wagElFbVxW9OXYQqQ2y++ZfUiIuci7wfkX/VufsUX9ASw1j6M5wPw2caY6RFcayDwGaAeuNsX9PT6JlACfMb7PlNEurELRvUNOSgpUGqii9e3HQ05DKmipoGHlhWycV90fUPrGppYtbOER97ayY9fK+CRt3ayameJJsiLyDmvywQ+2+Fh7+P9xhh/ozhjzIXAQjw9PH8fcM5T3v2fNMbc6DhnAPCzgOsCYK1dD6wGBgD/5TjHjac/aSLwK2ttfQxek4j0cIEZnwAnq+r53ivb4rKetZa9jsDnKGV8iogEcwmeCqUia+0HQZ5/wft4XQTX+jie9+KrrLXHnE9Ya2uBV4AE73Ei0o0luV0snJ1HZB2NDDbcaF/AWliyqoi6hqaIApob951g0dJNPLmyiPXF5Ww9fJr1xeU8ubKIRUs3RR1EFRHpSrpaqXvUrLVvGWMeBe4BPjTGLMMzJGk+njeTn7HWlgecU26MuQt4HnjBGLMSKAXm4Xkz+5i19u0gy92Jp6zpHmPM5XjK5GcCo4B1wI/j8RpFpGepqmtgx9HmOWyfmTWc/1nnaR/82uYj/MuUo1w1YWBM1zx2upbq+kb/tjI+RUSCmuJ93BTi+U0Bx7X3WndFeK2wmqzlVHV8Pps/XdOASU5vue1dq6KmnkrHEJaqusYWx1bVNeIKMqSlpx13LtyjXnP8jxs7MIOvzBnNs//cy5kg5/dKdnPBqD68tf34Wc8FU1HTwJ/W7mPNnrKzrre+uJz/XruPOy7KBeCJFbtDBlN9GaRfmTOajw3rHdHaItJzuBNM3N5jODW19olPGMa24+SOYIzJBYrxlLqPDXPcHcAiYByekqG1wI+stSFLz40xFwP3AxfgCZZuB56w1j4T5pxhwA+Aq4E+wAFgKfATb+l9mxljto0fP378tm3xyegSkXPDuj1l3PrbtYDnTe4HD8xnwW/XssH7afuAjGSW3XsZWamJMVtzTVEZC37nWbNfr2Q23D8vZtcWkZ5lwoQJFBQUFFhrJ3T2vcSaMeZh4BvAI9bae4M8PwX4ENhkrQ1b7m6MeQnPJPd7rLWPBXn+k3iGHb1krb0pgnsL9QYyL7Hv8OTBX/h1a5cQERER6ZIOP3U39WX72/T+sstnfFpr9wKtJv1ba58Fno3y2quJsnzIWnsAT+aniEhcfHCgucx9yrAsEhNc/NfNk/n4o+9S19DE8YpaHvz7dn560+SYrVnsKHMfqWxPEZFQfH1AqkI8XxlwXEddS0RERESC6A49PkVEupUP9jf3UZo6zDORM69/L+65wt/GmP97/wCrd5fGbM3iUv98Dkb2Sw9zpIhIj+b7MD5UyVREHfricC2stROC/QKKormOiIiISHfS5TM+RUR6EmstmxyDjaYOb+6l9G+zR/Ha5iMUHDkNwH0vbeGNr88mNSmh3esWlzYnHOUq8CkiEoqvAXOo/yh9KfNnQjwfr2uFlTcgnbXfvbK9l4nakVPVHCxvVycoEXH4Z1EpT6/e22nrjxuYweIr8zlTcZobL5vq3//Syg/olZF51vGxPi4e1+wux50L96jX3D2/Nu4Ew9Th2UHvIZYu+Fs6O8radq4CnyIiXcjhUzWUVNT6t51N5BMTXPzs5sl88onVNDZZ9pdX8fCyQr7zifHtXteZ8TlKgU8RkVD2ex+Hhnh+aMBxHXWtsFzGxLQvdKTO1DaQnhz/gQciPcVl5w3gzxsPUlETfGBUvGWkJpKe7KapNgFb29wmKS0pgfTks0MLsT4uHtfsLsedC/eo19w9vzbuhI55j+EyURXCtDw3hvchItKtHCiv4vDJjs1UcZa5j+ibRt9eyS2enzgki3+bPcq//fv3ivnQ0RO0LXxBVB9lfIqIhPSR93FaiOd9+zd38LVEpAdIcrtYODuPdvz83y4zRsQ/q0tEJNYU+BQRCeKtgmPM/vlyLvrpO3z+2ffZsLe8Q9b9wFnm7sj2dLrnijH+rMwmC//xwmaq6tr+yf+hE9XUNza3mMvtq8CniEgIq4FTQJ4xZmqQ52/2Pr4awbX+ATQBlxpjBjifMMYkA9d5n3+97bcrIt3N9BHZLJ6fT0ZK8CyvjBQ3H584MObrZqS4mTWyL3UNTawpPkm/6+9jwK0/ot/197Gm+CR1DU0xX1NEJBYU+BQRCeK5DQew3ljg2zuOc/Nv1nDLb9awvPA41oaaQ9F+LQYbheiVkpKY0GKie+GxCu54+n3O1LYt+Flc1lyyMDgrhZTE9vcMFRHpjqy1dcDj3s3HjTH+T4qMMfcCk4H3rLXvO/YvMsbsMMY8GHCtI8BSIAn4tTHGGcX4GdAf+F9r7dH4vBoROVdNH5HN4wumcfecPM4f2YeJgzM5f2Qf7p6Tx+MLpnHbzOEhA6OBUhNdrWaQGgMLZ+ex5dApFi3dxDPrj5CefzGpuR8jPf9inll/hEVLN7Fx34nwFxIR6QTq8SkiEsTmg2eXj6/fW876Z8oZPyiTL8/J45pJg0hwxa7WqLahka2HT/u3PxYi4xPg/JF9uPPiXJ7xNrhfv7ecf/39Op698/yoe6wUlzgmuvdXtqeISCt+BMwDLgJ2GWPeBUYAs4Ay4M6A4/sB+cCgINf6OnABcBOwwxizAZgATMQzjf0b8XgBInLuS3K7uHRMfy4d0z/o8wtn5/HQskLCfV5vDHxl7hgAlqwqCto7NCPFzcLZeQBhr1dR08BDywpZPD+f6SqJF5EuRBmfIiIBjp2u4djp5gFD04a3DEAWHDnNV5d+wBUPreC59/fHLAN0+5EKf5lQktvFuEHBJ/T53P+J8dwyo3kmxgf7T/LZp9ZxsqouqnX3ljn6e6rMXUQkLGttDTAX+CFQBVwP5AJ/AKZaa3dHca1SYCbwKzyZnzcAWXiySs/3Pi8iErVISuJ9QcrWMkgnDcliyaqisEFUAGs9AVSVvYtIV6KMTxGRAJsPnvL/flBWCi/dfTEb9pbz6xVFvLPjuP+5vWVV/MeLWzh4oprFV+a3e11nmfukIVkkucN/NpXgMvz0xskkuV38aa1n6O+WQ6e47bdr+Z8vzDprMFIoe0qbS91HarCRiEirrLXVwAPeX60d+z3ge2GePwF8zftLRCRmfAHNdcVlbNh3gqraBtKS3cwYkc2skX1bvNcMl0G6amdJxJPkK2oaWFdcFjITVUSkoynwKSISwFnmPmlIFgAzcvvw9B192H7kNE+uKOLVzYdp8n7qvWTlHm47fzhDeqe2a91IBhsFcrkMP/zkRBITXP6y9x1HKzzBzy/OYkBGSqvX2OsIfI5SqbuIiIhIt9FaSXwkNu6Prnfnhn0nFPgUkS5Dpe4iIgGcGZ9TAgKQ4wZl8tiCqSz/9zkMzPQEFesam3jsrV3tXveDA60PNgrGGMMD147nS5fl+fftOn6G25as5eipmrDn1jU0cfCESt1FREREJLiqKAdoVtU2aPq7iHQZCnyKiDhYa1tkfE4emhX0uBF907ln3hj/9p83HqDIMSQoWiUVtRwor/ZvTx0eWcanjzGG/7g6n69d0XxPe0oruWXJmhaBzUD7y6v8masJLsOwPmnR3biIiIiIdGtpydEVitY2NsVl+ruCqSLSFgp8iog4HDxRzYmqev+2r9Q9mJunDyW3rydQ2GTh4Td3tnndDw80B1tzMpMZlNV6iXogYwz3zj+Pb17V3G90f3kVty5Zy/6y4MHPYkeZ+7DsVBIT9G1BRERERJpNj6ISCWD3sTMhe4L6pr/7gp+RBjM37jsRl2CqiHR/+glXRMTBWeY+om8avdOSQh6bmODiXsdQo9e2HGHroVMhjw/HOdho6rBsjDFtug7AV+aO5jvXjPNvHzpZza2/XdMiyOlTXNqcparBRiIiIiIS6IJRfUNOhw9kgFaGv/unv6/bUxZRMHPjvhM8tKww4mCqiIiTAp8iIg4ty9xbLze/dtIgxg3K9G///I3CNq3bYrBRlGXuwXxx9ii+/y8T/NtHTtVw22/XnFWOX1zq6O+pwKeIiIiIBEhyu1g4O49IPpdvLejpU1HTwKNv72o1mLluTxlLVhVhW7mwL5iqsncRCaTAp4iIw0fOwGeYMncfl8vwzavO82+v3FnCuj1lUa3Z2GRbrBvNYKNwbr8olx/fMNG/fex0Lbf9di27jlX49zkzPkcp8CkiIiIiQUwfkc3i+fkhMz8zUtyMGdArqmtGkhn6m1VFIYOjgSpqGlhXHN37cBHp/hT4FBHxamqybD102r8darBRoLn5A5gxojlY+fM3CrGtfSztsPNYBVV1jYBnwFC4vqLR+sysEfzXTZP8n9CXVNSy4HdrKTzqCX7uVcaniIiIiERg+ohsHl8wjbvn5HH+yD5MHJzJ+SP7cPecPB5fMI1kd+zDCzX10WVwblC5u4gEiG48m4hIN7antJIztZ5PlI2BiREGII0xfPOqfG797VrA84ZreeFxLh+bE9H5zjL3cYMySE1KiPLOw7t15nASXC6++cJHWAulZ+pY8Lu1/O5zMzh6usZ/nHp8ioiIiEg4SW4Xl47pz6Vj+p/1XLTT3+Ohqjay7FAR6TmU8Ski4rXlUHMAcnT/XqRH8eZt1qi+XHZe8xvAn7+xk6amyLI+AwcbxcPN04fy8C1TcHkzP8sr6/j079b6n09yuxiclRqXtUVERESk+4t2+ns8pCW7I54ULyI9gwKfIiJeHx1onsgeyWCjQN+8qnnC+/Yjp3l1y5GIzvvgQGwHG4Vyw9Sh/PK2qSR4o5+1jjd/uX3TcLnaPkleRERERHq2aKa/x0u/9KSIJsWLSM+hwKeIiJdzovuUYdH32Zw4JItPTBrk3374zULqG8N/snyqup7dx5sHDMVqsFEo/zJlMI85gp8+uX1V5i4iIiIibRfN9PdopCRGFrZITXTx+rajrU6KV/BTpGdR4FNEBGhobGLb4ebBRm0dMHTvlef5y8n3llXxwsaDYY//yJHt2Tstkdy+aW1aNxqfmDyIJz49Fbcj+Dk6yimcIiIiIiKBIpn+/vUrxkScGZqR4uZLEQdTDa3NF7UWlqwqUtm7SA+iwKeICLDz2Bl/6bfbZRg3KLNN18nr34ubpw/1bz/61i5q6htDHu8cbDR1WG9MrD8iD+HqiYP4zWenk5OZzJDeqXz2ghEdsq6IiIiIdG+tTX+fNapvRJmhxsDC2XnMGtW31WDqxycOpDrMe26nipoG1hWXRfuyROQc1flj10REugBnmfvYQRmkJLZ9svo9887j5Q8OU9fYxNHTNTy5ooivzxsTNKj5wQHHYKMObgg/b3wOc/L7k+AyHRZwFREREZHuL9z0d2jODF2yqihoaXpGipuFs/OYPiLbf/zjC6axrriMDftOUFXbQFqymxkjspk1si9PrNgd1f1t2HeCWSP7+ocguZLTaaqtZE3xSeZMyCDJrRwxke5CgU8REWDzoebBRpOGtG/AkC+D8unVxQA8+vYuth0+zU9umMiAzBT/cdbalhmfcRxsFIo7QW/qREQkPrJSE3EnGBoaW6k9FZEeqbVgZmDwMVwwtao2eF/PUI6eqmbR0k1U1DSQnn+xf/8z64/wwuaSFkHXSDmnySuQKtJ1KPApIkLAYKOhbevv6XT33Dxe2XyYkopaAN7afoz1xWV897oJ3DhtCMYYiksrOVVdD3hKeaYM6/jAp4iISLz0SnYzblAm24+cVvBTRIJqLTM0UmnJ0YU29pdXh3zONwRp8fx8po/IjiiguXHfCX/2aqwCqSISG/rYQUR6vJr6RnYcqfBvTx7a/gBkv17JvPTli7h4dF//vtM1DSz+80fc9ez7HDlVzYeOwUaj+/ciMyWx3euKiIh0Jb2S3YwflEliglqqiEj8TI9xyyjfEKR1e8pYtHQTz6w/Qnr+xaTmfoz0/It5Zv0RFi3dxMZ9J9i47wQPLSvUNHnptpzB/wG3/oh+19/HmuKT58yQMAU+ReScVHqmlvd2lVJ6prbd19pxtIKGJk8mSrLbxZic2Ew4H9YnjT99fhY/uWESvRyfQi8vLOHKh1fxzOq9/n0fU7aniIh0U+nezE8FP0UkXi4Y1TfiSfGRqqhp4NG3d4UNaP7izUKeWL5b0+Sl29q470TY4P+GveWdfYutUqm7iJwTrLVsP1LBOzuO8db243x08CTWQk5mMq8suqRF78xoOcvcJwzOJDGGfS+NMXx61nAuy+/PfS9tYdXOEgAqahvY4ugr2tGDjURERDpSerKb8YM9Ze91DSp7F5HYSnK7WDg7j4eWFbYahIxGJJeKdpp8e8v6RVoTab/Z1o7zZTOH+jdVUdPAz94oZMyADOaNz+mgVxc9BT5FpMuqqW9kzZ4y3t5+jHe2H+fwqZqzjjl2upbvv1LAE5+Z1uZ1PjrQHICMRZl7MEN6p/KHO2fy540H+eGrBWd9ctwZg41EREQ6UlpSc89PBT9FJNYimRSfnZbE/vKqTrg7j86eJq8BTN1fpP1mWzvu8xeP5PeriyPKZv5/L27mn2MuJyUxIV4vq10U+BSRLunxd3bxxPKiiD5BfW3LEW4oONbmT5m2HGrO+Jwcg8FGoRhjuGXGMGaP6c+3/7KFd3YcBzxZq+flZMRtXRERka4iLcnN+EFZFBw5peCniMRca5Pin1ixu1MDn/GYJh8pDWCKja4cPI4kQ/OhZYVcP2UIL390KOxxv3x7V8TrllfW8fctR7hx2tA23HX8danApzHmXuASYBIwAEgBjgIrgJ9Za7eFOO9zwCJgPFAHrAV+ZK39Z5i1LgLuBy4AkoAC4Alr7R/CnDMU+AFwNdAH2A/8H/ATa+3ZqWgi0ib7yir5xZs7gz43ZVhv5o0dwNyxA/je37axwdsk/IG/buWCvL4temlGorK2gd3Hz/i345Xx6TQwK4Xf3z6D17ce5b3dpdwyYxgJLvU9ExGRniE1KYEJg7PYdvi0+t2JSMyFmxQ/fXg264s7rydhNNPkoxGLkuW2rh1LXTmoCJ0bPG7ta1PX0MSSVUURZWi+/OGhiNo4RGNZwTEFPiP0bSAd2Axs8e6bAHwOuM0Yc7219nXnCcaYh4FvANXAm3iCpfOBK40xn7LW/iVwEWPMDcCf8Qx3WgWUAlcAzxpjplhr7w1yTh6wBugPbAXeBWYA/wnMM8bMtda2f8qKiLDcmwkJnmFDc/MHcPm4AczNH0D/jGT/cw/eOIlrHnuX+kbL4VM1PPRmId+9bkJUa209dArvXCN6JbsZ1S89Jq+hNcYYrpk0iGsmDeqQ9URERLqSlMQEJgzOVPBTRDrUBaP68qd1+0IOLOpsviFIjy/wtPGKJAgYy5Jl39qdEWTs6hmp0QaPY9Vn07d2a1+bytqGiP9ex6Pe4nRNfRyuGhtdLfD5SWBjYPakMebLwK+Bp4wxw621jd79l+MJepYBF1prd3n3X4gnS/QZY8wKa+0Jx7WygWeABOAma+1L3v05wHvAN4wxr1hrlwfc29N4gp6PWWvv8Z7jBp4HbsATtP1uzL4SIj3YCu8AIIDbL8rl29eMC3rcmJwMvnxZHo+9sxuAP/xzL9d/bAhTopiQ7hwwNHFIJi5lXoqIiHQIX/Cz4MhpausV/BSR+IvXEKRYqqhp4Ln39/Pu7tKI+jS2FoyLpmTZN4Ap1n1Iz4WM1HD3CEScTblkVZE/2NzePpsLZ+cBRPS1Gd2/V/u+AO2UmZLYqeuHY2xX/dcewBizCxgNTLDWFnj3vQZcA3zDWvvLgOMfBb4G/Lu19iHH/m8CPwP+aq29PuCcG4CXgFettdc59s8E1gPHgeHOzE5vwPQAcAbIsda2OcxtjNk2fvz48du2Ba3oF+kRauobmfL9N6n1Zn/87xdmcdHofmGPv+bRd9lTWgnAuEGZ/G3RxRFPZv/q0g945aPDACycPYr7QgRZRUQkMhMmTKCgoKDAWhtdCr7Exbnw/rKmvpHtR05To+CniHQQZ8ApUEaKu0XgqjWpiS5qGpo6NJBqDNxz+ZiI7zEaY3J6cfRUTcivjTPzsq6hiRXbDvD4f7/gDxYu+tebmTNhWNBsxWDXi+ZrnZHi9mekRrJ2rO7xktH9eH3r0ci+gIAhfFalMbTaZ9MnNTEhorkXCS5DY1PnxfcevmVKXEvd2/P+8lwKfO4A8oEx1trdxpgU4CSQDAyz1h4MOP5SPGXsK621cxz7VwKzgX+11v4p4JwkwJf+le3LPDXGfB94APi9tfYLQe7tbeByYK61dkU7XmOXf2MqEm8rCo9zxzPvA5CelMAHD1zZ6qeKa/eUcdtv1/q37/v4WBZelhfRepf9fDn7yjwNzp/49DQ+MVml5yIi7aHAZ9dyrry/rG1opOCwgp8i0nHqGppCDkGKJAsRPAGsxfPzATp8mnxKoqtT/s+M9DVHkq3YFnfPySMtyd3q2oEZlR15j5FoLTh6LumTnsQ/vxXfqe7teX/Z1Urdg/IOL8oHdgJ7vLvH4gl6lgQGPb02eR8nB+yfHPC8n7W2zhizFU/vznzgI+9TU0Kd49h/ufe4FeFei4iEt6Kwucz9otH9IiqluGBUX26dMYznNhwA4JG3dvLxiYMY3jct7Hmnqur9QU+I70R3ERERCS3ZncD4wZlsP1JBdV3rmS0iIu0VbggSeCbEL56fH1GADejwafKd9UGRtfDE8l1hs1wrahr4xZuFpCYmxDyguGz7MXYfPxOTyeXxusdInCtBz0iyV3920+S4Bj3bq0sGPr3l6BPwDDoa5/39YeDT1lrfv+7h3sdgQU+stZXGmJNAtjEmw1pbYYzJBHqHO8+7f4b3+r7AZ9i1HPuHh3heRCK00tHfc05+8Dchwdx3zVje3nGM0jN11NQ38Z2Xt/DHu87HmNA9OzcfOun/fXZaIkOzU9t20yIiItJuye4Exg/y9PxU8FNEuoLpI7LDBjSdSRpdeZp8rFVHGHSNpEQ7WntKKmM6uTwe99hZIi13jzTbtLVWBBkpbu6ek8e88TnR32wH6pKBT+AqPFPWfQ7gKU3f6Njn69wa7mOTSjyBzl5AheOccOdVBlw/krWCnROSMSZUrVFktbki3dS+skqKSyv923PyB0R8bu+0JB64bgJfW/oBAO/uKuVvHx3mkx8bEvKczQebBxtNHto7bJBURERE4i/J7WL8oEy2HzlNlYKfItIFtJYZGomuPk3+XBJpH8tzJaMylkb1Tw+bDQuR9xc1Bn9G89Th2SGD/2nJXTfT0yf6cVwdwFo7z1prgGw8/TgLgRXGmO84DvNFKMJm3bayHck5kaylaIlIDDjL3McM6MWQ3tFlYF43eRCXndf8huQHrxRworIu5PGbDzZnfKrMXUREpGtIcrsYPziTjJSumqMhIhId3zT5zsyzUNCi+5s/LofF8/NDfv/MSHGzeH4+t8wcFtFxvjYOvuD/N+adx3c+MZ5vzDuPS8f0j6gtXVfQpd9NWGtPAu8aY64B1gA/NMa8aa19H08GJ3jK4UPxNfg7432sCHjudATnOM8LtVawc0IK1YzVmwk6PpJriHRHywuP+38fTZm7jzGGH10/kSsfWUV1fSNllXX88LUCfnbTZNxBprwHZnyKiIhI15CY4GLcoEx2Ha/gRGV9Z9+OiEi7RdIzNNrp4ZEOOIqkZHlgZgq7jkcU0ug0nT25vCvLSHH72y9E0p4hmjYO57ouHfj0sdbWG2OeA6YD1wHvA/u9Tw8NdrZd/BIAACAASURBVI4xJh1PmftJa22F9zqnjTGngCzveQVBTvVdb79j335gaqi1QpwjIlGoqW9kTVGZfzuaMnenYX3SuHf+efz479sBeGnTIZbvOM4V43K4cnwOl47pT2pSAscrajhyqsZ/njI+RUREupYElyE/J4OikkpKKmo7+3ZERNqttWATwHu7SyMqifcFMx99Z1dMSpbX7inr1MBnJEN0RvVL79R7vGbiQN4N8efTWnA5UKR9NlMTXWEHSUHzn7EvWBlpe4ZYtHE4F5wTgU+vUu+j70+kEKgF+htjhgaZ7D7N+7g5YP9HeMrnpxEQ+DTGJAITvdctDDjnk45rBgq1lohEaO2eMmobPJ9WpiUlMCM3u83XuvPiXF7+8BDbDnuSuk9U1fPCxoO8sPEgKYkuZo/pz2BHGX1OZjI5mSntewEiIiISc8YYRg/oRbLbxcET1Z19OyIi7dZasGnh7DweWlYYcTBzcYIr4snz4dbuzD6kkWSkLpydR2VtQ6cFPjNS3Nw6czi3zhweNkvSneCK6M8v0j6bX5k7BiDiP2M527kU+LzM+1gEYK2tNsa8A3wcuBn4ZcDxN3sfXw3Y/xqewOfNwJ8CnrsWSAH+bq2tCTjnAeA6Y0yytdb/kbMxJge4FDgFvNeG1yUitOzvefHofiS7294k2Z3g4uk7ZvKfL29lRWEJdY3N5R819U28WXCsxfEqcxcRkUgZYy4C7gcuAJLwfJD+hLX2D1Fe5w7gmTCHPGetva2t99ndDOuTRmKCi71lrU/zFRE5l0VSEu8MdMWqZNnXh7S1oB1AamJCRNPQo8lWbC0jNcntoq6hKeLgbDwzKsMFrqP588sb0CviP+eeUpYeD8Z2kXcOxphLgcHAi9baBsf+ROBLeAKbtUC+tfaA97l5wDKgDLjQWrvLu/9CYLn3+JHW2nLH9foAxUAmcJO19iXv/gHAamA0MM9a+3bA/b0HXAw8aq39unefG3gOuBH4kbX2P9v5Ndg2fvz48du2hRr6LtIxSipq+fFrBTRZuHJCDpePHUBaUnw/J5n7ixX+ie4/vmEin5k1IibXraipZ0VhCW8WHGP5juOcqT37m8q/X3keiy4fE5P1RER6ugkTJlBQUFAQqqf5ucwYcwPwZzwDQlfhqUi6Ak97pUestfdGca078AQ+PwI+DHLIOmvtkzG45271/rLsTC27j59BLd5EpLura2jqlEDXxn0nWg3GARFlNS6enw/ENltx474TMc2ojMc9QuR/fp315xwr7gTDzNw+cV+nPe8vu1Lg8w48b/5KgY14gpn9gEnAIKAGuN1a+3zAeb8E7gGq8ARBk4D5eN6Q3mKtfTHIWjcBz+P5EGCld815eN60PmatvSfIOWPwDFjqC2zB8+n+TGAUsA6YE5Al2pavQbd6Yyrnrvtf3sKf1ja3rE1NTODycQO4bvIg5uQPICWx7dmYwewrq+Syn6/wb6/+1uVRT3SPRG1DI2v3lPPmtqMsKzjG8Ypa0pMSeO1rl5LbL9ycNBERiVR3DXwaY7LxfHieRcsPz3PwVP2MBi631i6P8Hp34Hnv+31r7fficc/edbrd+8vTNfUUHq2gobFr/BwjItLdRBKMiyRA6gsWxjq4F+nanXmPPYUCn1EwxowEvoCnpH0UnqBnHbAXeAdPQHJ3iHPvABYB44B6YC2eDMyQpefGmItpWaa0HU+ZUsiSI2PMMOAHwNVAH+AAsBT4ibW23U2HuuMbUzn3WGu55L+Wc+hk8L/S6UkJXDEuh2snD2L2ef1jEgT9wz/38t2/ef7ejxnQi2X3XtbKGe3X1GQpKjlDdnoS/Xolx309EZGeohsHPr8J/Az4q7X2+oDnbgBeAl611l4X4fXuQIHPNquqa2D7kQrqGlqfZiwiIvHRmcHCnpJR2dWdC4HPLtPj01pbDHynjec+Czwb5Tmr8fQHjeacA8Cd0Zwjcq4pLq1sEfTMSHZT4SgPr6xr5G8fHeZvHx2md1oiP71xMldPHNiuNVcUHvf/fk5+x0yUc7kMY3IyOmQtERHpFq71Pr4Q5LnX8FQnzTPGpLS3Ckhal5bkZuKQTHYcqaCqrvU+cyIiEnudORVck8slUgpvi0gLq3eX+n+fn5PBhv+cx1Ofm8H1HxtMelLL7M6TVfXc/T8bWbp+f+BlIlZT38iaPWX+7Tn5A9p8LRERkTia7H3cFPiEtbYO2IpnSGZ+lNedboz5uTFmiTHm+8aY+Jc9dBPJ7gQmDM4kOz2xs29FREREuqguk/EpIl3Du7uaA5+XjPFMV583Pod543OoqW9kRWEJr205wrKCo9TUN9Fk4b6XtlBeWcfdc/IwxkS13rricmrqPWVqaUkJzMiNrmm0iIhIvBljMvH0ggc4GOKwg8AMYDiegUWRupbmbFKAB4wxK4FbrbXHorjHULXseVHcyznHneBi7MBMDp+sZn95lSa+i4iISAvK+BQRv4bGJtYUNWdfXjKmX4vnUxITuHriQH61YCp//col5GQ298b8+RuF/PDV7TRFOWbVWeZ+UZ4n0CoiItLF9HL8virEMZVBjg3nCPA9YCqegUkDgX8BduDpef+aMUbfFCM0uHcq4wdnql+biIiItKCMTxHx++jgKX8/z8QEw6yRoZsU5w/M4IUvXcTnnl5PcannZ72nVxdzoqqOn908mcSEyH7wWFFY4v99R/X3FBGRnscY8wIwMcrTPmetXQ9EUs4QVcmDtfYN4A3HrtPAK8aY5cBGYDpwK/C/EV4vaLN/bybo+Gju7VyVmZLI5KFZ7D5+hpNV9Z19OyIiItIF6CNREfFz9vecNjybtKTwn40M65PGn790IROHZPr3/eWDQ/zbHzdQHcGggX1llf6gKSjwKSIicZWLp/9mNL/SvOdWOK6TRnC+/Wfac5PW2jPAY97Nq9pzrZ4oMcHFuEGZDOuTSpTdd0RERKQbUuBTRPzec/T3vDSgzD2Ufr2SWfrFC7gor69/3/LCEj77+3WcrKoLe64z23P0gF4MzQ71s6SIiEj7WGtnWGtNlL9WeM89DZzyXmpoiCV8+9s+8a/ZLu/joBhcq0camp3GuEGZJLkV/RQREenJFPgUEQDO1Dawaf8J//YlYyLPvsxISeTpO2by8YkD/fs27jvBLUvWcKA8VCu0lv0955ynbE8REenSfAOLpgU+YYxJxFNGXwsUxmAt36S/dmWP9nRZqYlMGtKbrFRNfRcREempFPgUEQDW7SmjwTuYKDPFzaQhWVGdn5KYwOOfnsaC84f79+08dobLH1rBfS9tPisAWlPfyJo9zYOU5uQPaMfdi4iIxN1r3sebgzx3LZACvG2trYnBWjd5HzfG4Fo9WpLbxbhBGQzNVum7iIhIT6TAp4gA8K6jzP2ivH4kuKL/6SDBZfjJDRNZNHe0f199o2Xp+gPM/cUKvvVicwB0XXE5NfVNAKQlJTBzZHbQa4qIiHQRT+EZQPRJY8yNvp3GmAHAz7ybDweeZIzZ4f01JGD/14wxvQL2JRpjvgt8CqgGno3tS+iZjDEM65PGuIEqfRcREelpNNVdonLkVDXffmkLFvjFp6bQr1dyZ9+SxIhzsNElEfb3DMYYw79flU/egHR+/o9CDp/yJL40NFn+7/0DvLDxIDdOG0K1N+gJnkBrsjuh7TcvIiISZ9bacmPMXcDzwAvGmJVAKTAP6A08Zq19O8ip+d7HwHrrR4GfGmMKgH14MkY/BgwGaoDPWmsPxf6V9FxZaZ7S993Hz3CqWlPfRUREegIFPiViDY1N3P0/m/hg/0kAvv9KAb9aMLWT70pi4eipGnYdb24jFulgo3BumDqUT0wazAsbD/LE8t0cOlkNeAKgz2842OJYTXMXEZFzgbX2RWPMbOB+4AIgCdgOPGGtfSbKy/0AuBAYC4wHDHAQWAI8Yq2NRa9QCeArfT94oppDJ6uxtrPvSEREROJJgU+J2K/e2e0PegK8tvkwi+efR26/9E68K4mF9xzZnsP6pDKib2z+TJPcLj49azg3Tx/KS5sO8vjy3Rw8UX3WcQp8iojIucJauxr4eBTHB62tttZ+N2Y3JVHxlb5npiay+3gFdQ2KfoqIiHRX6vEpEdmwt5xfvbOrxb4mC0tW7emkO5JYem9Xif/3l4yOfRAyye3itvOHs/zf5/BfN01iWJ9U/3NThmYxNDst5muKiIiIhKOp7yIiIt2fMj6lVadr6vn6cx/iHfhNsttFbYOnP+OLGw/y9XljyMlM6cQ7lPaw1vLe7ubp6peMbn+ZeyiJCS5unTmcG6cN5dXNh9l57AyfdkyBFxEREelIvtL3QyerOXhCpe8iIiLdjTI+pVXf/es2f3lygsvwx7vOZ6A30FnX2MRT7yrr81xWeKyC0jO1ABgDF+X1jfuaiQkubpg6lP+4eizD+ijbU0RERDqPMYah2WmMG5RJkls/HomIiHQn+s4uYf31w0P85YPmgaL3XDGGWaP68oVLR/r3/c+6/ZysquuM25MYeG9Xc3/PSUOyyE5P6sS7EREREekcWamJTB6aRb9eei8kIiLSXSjwKSEdKK/i/r9s9W/PGJHN3XPyAFhw/nB6p3n6IVXVNfKHf+7rlHuU9nvXEfiMZ5m7iIiISFeXmOBiTE4Gk4dm/X/27jxOrqrO+/jn13vSSSfphCwkgUAIhBDCGlZRlqgIOIiAyygYERl1xgUdGedxGdxGxVHUedwXUJ4ZUUFBZJMgEdmJEAIkbCEhAZKQPZ3eavs9f9xb1bcrVdXV3VXV1Z3v+/W6r1v33nPuOXW7Ozn1q7PQqi+DRUREhj0FPiWnZMr55G+X09adAGBsYx1Xv/NI6mqDX5nmxjref1JPr89rHlhDe5hWho/uRJKH11Rmfk8RERGR4aK5sY5Dpo7l8BnjMl/2i4iIyPCjwKfk9MOlL/Do2u2Z4y+/bf4eczG+76T9aW6oBWBHR5xfP7KuonUsp2TKSaaGbnb7a+5fw9t/cD+/W7a+rOU89tIOuuLBQlVN9TUcM2tCWcsTERERGU7GNNZx6LQWDpveQssorQsrIiIy3CjwKXtYvn4HVy95PnN87pH78rajpu+RbvzoBv7x+J4VuX/2tzV0J5IVqWM5LX32NRZceSdnffdvrN3SXvHyX3itjS/espLH1u3g0zes4Oq7nsPLtMTofS9szrw+7oCJNNbVlqUcERERkeGspamew/Ydx7xpLYxtUgBURERkuFDgU3rZ3Z3g49c/nuntOH38KL507vy86S895UAawuHvG3d1cVNkIaTh6uu3P0N7LMmzm9pYfM0jbGuv7MJNNy9/tdfxd+9+ni/espJUGXqgRhc2OkXD3EVEREQKGje6nvnTx3HotLEKgIqIiAwDCnxKL1ff9Rwvbe0AoMbg6nceybhR+ec1mtLSxPnH9PQG/dFfXxzSIeKDtWZLO89sbMscr93awQd/tYyueGV6srr7HoFPgGsfWMunb1hBIpkqWVk7OmKseGVn5vh1cxT4FBERESnG+NENzJ8+jiNmjmPauCbqa22oqyQiIiI5KPApGcmU9+qx+ZFTD+K4A1r7zPdPr59NTdjWW7Olnduf2lCuKpbdnU9v3OPc31/azuW/WV6WHpfZHl+/g3XbgsCzGcydOjZz7cbHXuYj//NYyaYTeHD1VtIj6CeNaeCQKWMLZxARERGRXkY31DFrUjNH7zeBg6eMYfzoekwxUBERkaqhwKdkLF+/g63hsO7aGuODpxxYVL5Zk5o5e8G+meMf3LO6bHNSltsdT/UEPiePbcy8vv2pjfznbavKXv4fI709TzhgIr/70IkcHwk+/3nlJj5w7TLauxODLutvL/QMcz/5oEnU1KiVLiIiIjIQNTXGxDGNHDqthSNnjmfGhFE01uujloiIyFDT/8aScfeqTZnXx81qZdzo/EPcs334DbMzr1du2MVfn9tcIHV12rCzk+Xrd2SOf/6+hbzh4H0yxz+7bw3X3r+mbOUnkin+tKIn8HnukfsytqmeX15yHGfMnZw5f98LW3jvzx9mR8fg5h6Nzu/5Os3vKSIiIlISTfW1zGwdzVEzx3PotLFMGtOAvl8WEREZGgp8SsaSSODzjEMnF0i5p3n7tnDaIT1Bwh8sXV2yelXKn5/uef/7TxzN/OktfP89RzNvWkvm/Bf/tJI/5xgOXwoPrN7Klt1BMLO+1njL/GlA0Hj+0UXHcO6RPb1qH1+3g3f++CE27uwaUFnrtnZkhtSD5vcUERERKTUzY/zoBuZMGcuxs1o5aPIYJjRrKLyIiEglKfApALy0tZ3nNu3OHL9x3pR+3+Mjpx2Uef3Imm0sW7utJHWrlOgw9zMPm4qZMaaxjmvev5B9xzUB4A4fu/7xXj1DS+Wm5T3zq556yORePW7ra2u4+h1H8t4T9suce3ZTGyd+/W7O/M69/Pvvn+R3y9azevPuvNMMpFLOKzs6ufe5zfxg6QuZ87P3aWbauFElfz8iIiIiEqitMfYZ28jcqS0cs/8EDtynmZZRdQqCioiIlFndUFdAqsOSVa9lXs+ZPIb9Jzb3+x4LZ7WycNYEHl27HYBr7l/LsbP6XhypGmxrj/Hwmq2Z4zfPn5p5PaWliWvefxwX/PAB2roTdMVTfODaR/nDR05mv4mjS1J+VzzJnZHA69uOnL5Hmpoa48vnzqelqT7To9YdntnYxjMb2/j1I+sAGD+6nqNmjueo/SaQTDkvbmln9Wu7eXHLbrrie64Kf8qcffY4JyIiIiLlUV9bw5SWJqa0NNGdSLKtPcaWthi7SzCHu4iIiPSmHp8C9J7fc9EAenumfeB1PQsi3b96S0VWQi+FJSs3ka7qlJZGjpwxvtf1Q6aO5ccXHUN9bfC1/Nb2GIuveYStu7tLUv7dq16jPRas1t7cUJt3qgEz44oz5/Klcw9jQp45WHd0xLnn2c18+67n+O7dz3PLE6+ycsOunEFPgHMWTCvJexARERGR/mmsq2XauFEcPmMcR+0XLIrUpEWRRERESkY9PoWdHXEeXtMzLH1RP+f3jDrpoImYBT0Rd3TEeWHzbg6eMrYU1SyrOyLzdr75sKk5Vzg/6aBJfOP8BXzyt08A8OKWdi780YP88pLjmNk6uJ6fN0eGub95/lSa6msLpr/4xFm89/j9Wb15N4+t285jL+3gsXXbef613QXzAUxtaeLAfZqZvc8YTj908rDplSsiIiIykqUXRZrZOpq2rjhbdsfYurubeHJ4dCQQERGpRgp8Ckufe41k2N1xYnMDR86cMOB7tTTVM29aC0+/uguAh9dsq/rA5+7uRK8Vzs88bGretG8/egavbO/kW3c9BwTBz7f/8AGuff9CDtt33IDK39kRZ+mzmzPH5+YY5p5LTY0xZ8pY5kwZyzsXBnN/7uyM88T6IAj61Cs7aairYfY+YzLbAfs0M6ZRf/YiIiIi1WxsUz1jm+qZNXE02zvibNndzfb2GMNkMJWIiEjVUAREes3vefrcydTm6O3YHwtntWYCn4+u2cZFJ+w/qPuV2z3PvEYsGQwDHz+6nuMOKNwD8l9OP4iaGuObdz4LwOa2bt7544f4yUXHcNJB/V8d/fanNmTKnzSmgZNnT+z3PdLGjarn9Qfvw+sP1rydIiIiIsOdmdHa3EBrcwOJZIpt7TE27+6mrStBnvUsRUREJKJqJpAxs9Fm9jYz+7mZrTCzXWbWbmZPmNkXzGxMgbwXm9kjZrbbzLaZ2W1mdlIf5Z0UptsW5nvEzN7XR54ZZvYLM3vVzLrM7Dkz+5KZNQ30fQ+1eDLF0md7Ap+Dmd8zLRo4fGTNtryrjOfTFU+yevPuis0PGh3mvujQKdTVFv6zMDP++bSDuOr8BZkg8e7uBIuveZQ/rXi13+XfvLwnzzkL9u2zfBERERHZ+9TV1jC5pYnD9h3HwlmtzJ06ln3HNzGmUavDi4iI5FNNPT7/Efhp+Ppp4A6gBTgJ+CLwbjN7g7u/Fs1kZt8GLgc6gT8DTcAbgTeZ2YXu/ofsgszsPOB3BIHfe4EtwBnAtWZ2hLt/Mkee2cCDwD7AU8DfgGOBzwOLzOw0dy/NSjcV9OiabbR1BStINtTVcMqc/vdYzLYwMmfkxl1dvLy9s+g5MNu7E5z1vb/x0tYOpo8fxYXHzuCCY2YwY0JpVk/P1hVPcs8zPb9ShYa5Z3vHwplMGtvAR/7nMbriKWLJFB/99eNsbuvm/ScfUNQ9Nu7s4qHIavL/cOS+xVdeRERERPZKtTXGhOYGJjQ3AJBIpmjrSrCrK86uzgTtMfUIFRERgSrq8QnEgB8CB7v7fHd/h7ufCRwCPA7MBb4TzWBmpxMEPbcCR7j728I8rweSwDVmNiErzwTgGqAWuMDdT3X3C8L7vwBcbman5ajfLwiCnt9z98Pd/Z1h3f4AnAj8n5I8hQq7K7Ka+8mzJzK6YfCx8H3GNnLgpObM8SORhZP68ueVG3lpawcAr+zo5DtLnueUq+7hvT97mJuXv0JXPDno+kXd9/wWOsLV1Ec31PK6fgZ+T587hf/94AmMD1dYd4cv3rKSr9/+TFE9Xf+04tVMo3Rm6yiOmjm+cAYRERERkSx1tTVMaG5g/4nNHD5jHMfuP4FDpo5l+vhRjB9dT0OduoSKiMjeqWoCn+7+K3f/iLs/n3V+A/DP4eHbzawhcvlT4f4r0Xzu/iDwI2AccElWUZeG5292999H8mwCrggPe/X4NLOFBMHU1yJpcPcE8GEgDnzUzOqLf8dDz91ZEgl8lmKYe1q01+eja4sPfEbnG01zh/te2MLHr1/OcV9dwudveooVL+8oyVD46DD30+ZO7nM19VyO3m8CN3zoJKaPH5U596O/ruZTv32CeDh3Zz7RYe7nHjEd0zglERERERmkutoaWpsb2G/iaA6d1sIx+7dyzP4TOHTaWPabOJpJYxoY1VCrIfIiIjLiVdNQ90KeCPeNwERgQziv5hnh+Rty5LkB+BjwVuBbkfPnFMhzK9BFMHS9yd27svLckj2c3d03mdnfgNOBk4Glxb6pofb8a7tZv60zc3zG3BIGPg9o5TfL1gPF9/iMJ1PcG1nd/LyjprN8/Q7WbGnPnNvVleC6h17iuodeoqG2hn3HNzF9wiimjx/F9PGjM69nTAi2QoHEeDLVK/Dbn2Hu2Q6aPIbff+Qk3veLR3hmYxsAv3/8FV7YvJtvXXgEc3KsbL96826efGVn5vhcDXMXERERkTJpqKuhoa6B8ZEZpJIppz2WoDOWpCOWpDOWpDOeIJbQOHkRERkZhkvg88BwHwfSUbS5BIHQze7+co48j4X7BVnnF2Rdz3D3mJk9RTB35yH0BFyPyJcncv70MN3SvO+iyty1sifod/j0cUwdV7o1mo6PLHD04pZ2Nrd1s8/YxoJ5Hl2zjbbunvlGv3refEbV17Lspe389tH13PrkhsywdIBYMsXarR2sDYfGZztixji+/56j884P+siabezoiAfl1dZw2tzJ/XqP2aa0NPHbD53IZb9axkMvBr+mK17eydn/fR//+qaD+cDrDswshgS9e3vOm9aSMzgqIiIiIlIutTVGS1M9LU29B67Fkyk640kFREVEZNirmqHuffh4uL8j0uNyv3CfK+iJu7cDO4AJZjYWwMxagPGF8kXO7xc5V7CsPHnyMrOnc23A7GLyl0qvYe6Hlq63J8CMCaOY2tITSF1WxHD3uyOLDJ0UzjdqZiyc1co3LzyCRz67iKvOX8Ax+08ocJceT7y8kwt++CDPbWrLef2Op3qGuZ8yZxJjGgf/PUBLUz2/vOQ43rVwZuZcLJHiP297hnf8+MFM71V354/LX8mkUW9PEREREakW9bU1tDTVM6WliQMmNTNv32C4/LGzJjBv3xYOmNTM5JZGxjbV9fpiX0REpNpUfY9PMzsL+ABBb8/PRy6NCfe5u/sF2gkCnWOAtkieQvnS46qjafsqK1eeqra5rZvl63dkjhfNG1xvx2xmxsIDWrnliaBX48NrtvGWw6flTe/u3B0JxJ6RIxA7prGOdyycyTsWzqStK84rOzp5ZXtnsI++3t7Ja21BfHzjri4u/NGD/GLxwl4B01TKuTMyv+eb5w98mHu2xrpavn7+At502BT+7cYn2RzW5e8vbect372Xz5w5lyNmju/VU/WtRyjwKSIiIiLVrb62hnGjahg3qncP0a540DO0IzJsvjuRIlmCOflFREQGo6oDn2Z2KPD/AAM+7e5PRC+H+0L/m2Z//VjM15G50vRVVr++5nT3w3LeJOj1Oa8/9xqoe555LbOa+L7jmpg3raXkZRw3a0Im8NnXAkcvbmnvFQg8o49h52Ob6pk7tZ65U3PX+38efonP3fQU7rCzM857fvYQP3zvMZx2SHDf5S/vyARHa6z0PV4hWPH9rssn8B9/fDozrL0rnuLKW1YytqnnT++4A1rZN7IwkoiIiIjIcNJUX0tTfS2tzQ29zieSKWLJFLFEiu5E9j5JLJFCsVERESmnqg18mtkM4A5gAvBtd/9uVpL0+OXmArdJT+64OytP+tquIvIUU1auPFXtrqzeleVYTfy4AyZmXq/asIu2rjhjm3IvfB/t7XnotJZBBwLfc/z+TBjdwCeuX04smaIrnuKDv1zGf114BG87ajp3Roa5H3/AxD0aaaUyfnQD333XUZx52FQ+e9NTbGuPAdDWlcik0TB3ERERERmJ6mprqKutYXSBpnYy5cSTKRIpzwRKE0knkXTiqeB1+noyPFawVEREilWVgU8zmwTcRTBn5jXAv+ZIti7cz8hzj2aCYe473L0NwN13mdlOYFyYb2WOrOn7rYucWwccla+sPHmqVlc8yd+e71k9fdG80vd2BJgzeQzjRtWzszNOyoOh3qcekrsn592reub3XHRoaYbdn3X4NMaPqueDv1pGeyxJIuV84jfL2doe447IMPczSzjMPZ+3HD6NhQe08rk/PNWr7Ppa46z5+acAEBEREREZ/LXDfgAAIABJREFUyWprjNqa2n7lSaacRCoVBk09OM4ET4NriTCgmk6TSKp3qYjI3qjqAp/hQkS3E6za/nvgg+6e67+oZ4FuYB8zm5FjZfejw/2KrPNPAK8Pr/cKfJpZPTA/vO+zWXnOjdwzW76yqtL9L2yhK54CoLmhlhMObO0jx8DU1BgLZ01gSRjUfGTNtpyBz50dcZa9tD1zfPogV1ePOumgSVx/2YksvuYRtoa9Lb/8p97x7jcdVp7Ab7ZJYxr54XuP5o9PvMoXbn6anZ1x3n3cfkwoU29TEREREZGRaCDBUgjm+Y+HAdNEyvEUpNxJuZN0xz19HKRNv3Z3HMKpwoJ06WPHSaWCPZk0Pdcyx/Rxn17XRESkVKoq8GlmjcDNwLHAncC73T2ZK627d5rZX4C3ABcA38lKckG4/1PW+VsJAp8XEMwfGnUO0ATc5u5dWXm+ALzVzBojK8tjZlOAU4CdwH3FvM+htiTSu/INh+xDY13/Gw3FOu6A1kx5+eb5XPrca5mJzyeNaeCIGeNLWofDZ4zjhg+fxEU/f5iXt3f2unbkzPFMG1e5+TXNjHOPnM4b501h/bZODp4ybNbDEhEREREZ1mpqjMYBBEwryb0nIJrrWs485a1SQdEqZQd/o1IeDfRGgryRALFH00XSpMLXqVTP/VOZ65H9HveIBLZTYUDbPQxql/GhiEhVqZrAp5nVAr8GTgP+Brzd3WN9ZPs2QeDzc2Z2q7s/H97rROCfCObw/HlWnp8BnwXONbO3u/vvwzyTgasi981w90fM7H7gZOAbwCfCPHXAD4B64L/dPd7vN15hqVTW6ulzy9vbceGsnt6kT6zfSVc8SVN978ZGdJj7aYdMpqam9PONHjCpmRs/fBIX//wRnt3UM9VrJYa55zK6oY5Dpo4dkrJFRERERKQ6mRn5l18o/eekvZWHvXmTqZ7AaCIVBEWD+WSDXsDJcOqElHtmKoVkNI0iqCJVr2oCn8C/AOeFr7cAP8iz4M6/uvsWAHdfYmbfBT4OLDezu4AG4I1ADfAed+/VzdDdt5nZJcBvgRvM7K9heYsI5gT9nrvfnaPc9wMPAh83s9MJhskvBA4EHga+OuB3XkFPvrKz12rmp5VwWHku86ePY1R9LZ3xJLFkiifW7+D4A3sWPYonUyx9tifweUYZVldPm9LSxG//6UQu/dWjPLp2O+NG1fO2I6eXrTwREREZOcL5498OHAccDxxB0O78d3f/+iDuew7waeBIgqjG48A33T171JKIiJSImVFrwbQJg+HeEwRNpHoCpenAaTpQmkwHV5OeCaJqsS6RyqimwOeEyOvz8qaCKwkClQC4+yfMbDlB4PSNQBy4G/iKu+cceu7uN5rZ64HPAScQNFpXAd9392vy5HnezI4CvgScGdZxPfAV4D+zhsZXrSWR3p7H7t9attXM0+prazh6//Hc/8JWIBjuHg18/v2l7ewKVzhvqK3hlDmTylqfcaPruf6yE3noxa0cuE8zU8c1lbU8ERERGTHmAL8q5Q3N7GPAd4EEsIRgnvk3AbeY2cfd/XulLE9ERErLzKivNeoHMYNCMlyIKxEu0hVPhsfJYE7aRHgcD6+pl6lI/1RN4NPdryQIag4k77XAtf3Mcz/BMPn+5FlP0PNz2IrO77loXnl7e6YtnNWaCXw+snZ7r2vRYfcnzJ5Ic2P5fyVra4yTDypvgFVERERGnDaCKZQeAR4FzieYPmlAzOxg4FsEwc7T3P3ByPkHgG+Z2e3pqZxERGRk6u9iXamUE4sEQuN5XqeDqCJ7u6oJfEr5bdjZyaoNuzLH5RxWHnVcZJ7Pv6/dRiKZoq62BoC7n4kMcy/zsHsRERGRgXL31cCl6WMzO3eQt/w4QVv8++mgZ1jOc2b2VYI55z8GfHSQ5YiIyAhSU2M01dTusXZGLu7eqwdpLJkikUoRT/TuTZrubZpIec7FqUSGMwU+9yLTxo3inn89lbtXbeLpV3cxe5/KrCh+1H4TqKsxEimnPZZk1YY2Dp8xjjVb2nlxc3sm3ekKfIqIiMje45xwf0OOa78jCHy+FQU+RURkgMyMhjqjoa6m6DzxZKpn+H0YGI1FepTGEhp2L8OLAp97mQMmNXPpKQdWtMxRDbUcPmMcj6/bAcAja7dx+IxxvYa5HzJlLDNbR1e0XiIiIiJDwczGA/uFh49nX3f3l81sC7C/mY1z950VraCIiOy16mtrqK+lqB6lyZQTS6QiQ++D3qSxZJJYovfQe5GhosCnVMRxs1p7Ap9rtvKB1x3A3auiq7mrt6eIiIjsNdJBz+3u3p4nzcvApDDtk33d0MyeznNpdv+rJyIi0rfaGmNUQy2jKBwkzTUvabTnaKZXaSKlVe6l5BT4lIpYOKuVH9/7IgDL1m5nZ2ecR9duy1xX4FNERET2Iun5hjoKpEkHRCszN5GIiEiZ9Gde0vSiTLFkKjPvaPaCTfH0XKVJzUkqfVPgUypi4axWzMAdtrbHuOb+NSTCr3Jamxs4cuaEIa6hiIiIjGRmdgMwv5/ZLnb3R8pRnXBf6OOaFbi2B3c/LOdNgp6g8/pzLxERkaFSV1tDXS199iJN6z3EPjLkPpnScHsBFPiUChk3up5DpozlmY1tAPw07P0JcNohk6mt6VfbXkRERKS/ZgGH9DNPuSYgbwv3zUWUvbtMdRARERn2gjlJa6ChcLpUKljJPp504uEwey3atHdQ4FMqZuGs1kzgsz2WzJzXMHcREREpN3c/dqjrELEu3E8ws+Y883zOyEorIiIiA1RTYzTW1NJYBzQWTptM9e4pGn2diARM00PxNdy+uinwKRVz3AGtXPfQS73O1dcap8yZNEQ1EhEREak8d99hZusIFi46Crgvet3MZhAsbLROK7qLiIhUVm2NUVvknKTuTiLlJJJBj9JEei7SlJOMnIsGT9WjtLIU+JSKOe6A1j3OHX/ARMY21Q9BbURERESG1K3Ah4ELyAp8AheG+z9VtEYiIiLSL2ZGfa1R3495SaPD7tM9SIOAabioUyRYmg6qysAp8CkVM6Wlif1aR7NuW88CphrmLiIiIiOZmT0TvjzD3V+JXPoucBnwITO73t0fCtPPAT4LJIHvVbSyIiIiUna9ht0XIR0ojQZH08Pxg8BoGERN9fQoVa/SHgp8SkUtnNXaO/A5d8oQ1kZERESkeGb2B2BaeJieg/MjZva28PUGdz8vK1t6QaVeQ1zc/Vkz+zTwbeBvZnYXEAPeBIwCPunuz5b6PYiIiMjw0t9AKfQES5OpnqH4ifRxGBxNhAHSeDJFyp2UB/Obpjw4P1LmLlXgUyrq+ANbufGxlwGYM3kM+00s12KpIiIiIiV3FLB/1rmZ4QbwEv3g7leb2QvAp4FTwtN/B77p7n8cTEVFRERk75UOlg5GKuUkI0HQ9Ov0+VTKGQ6xUQU+paL+4Yh9uXn5Kzy3aTefPfvQoa6OiIiISNHcfdYA8lgf128BbhlonURERETKoabGqCGYv3Q4U+BTKqqpvpb/ufQE3B2zgp8DREREREREREREBqxmqCsgeycFPUVEREREREREpJwU+BQREREREREREZERR4FPERERERERERERGXEU+BQREREREREREZERR4FPERERERERERERGXEU+BQREREREREREZERR4FPERERERERERERGXHM3Ye6DhIys12NjY1jZ8+ePdRVERERERmQ1atX093d3ebuLUNdF1H7UkRERIa/wbQvFfisIma2ERgNrB/quoiIiIgM0Eygw92nDnVFRO1LERERGREG3L5U4FNERERERERERERGHM3xKSIiIiIiIiIiIiOOAp8iIiIiIiIiIiIy4ijwKSIiIiIiIiIiIiOOAp8iIiIiIiIiIiIy4ijwKSIiIiIiIiIiIiOOAp8iIiIiIiIiIiIy4ijwKSIiIiIiIiIiIiOOAp8iIiIiIiIiIiIy4ijwKSIiIiIiIiIiIiOOAp8iIiIiIiIiIiIy4ijwKSLSBzNba2ZuZouHui6VYGZLw/d7ZZ7ro83sy2a2ysw6w7RuZkdG0rSa2ffMbLWZdUfSjK/YGxmmIs/q1KGui4iIiEi1MbPFYVtp7d5Yvoj0T91QV0BESsfMRgNvAI4Bjg73+4WXv+juV5ahzMXALGCpuy8t0T2nAZcCbwYOAlqBncBLwBLg5+7+fCnKGinMzHOcjgG7gO3AU8Dfgd+4+wuDLO43wDnh605gU/g6HtalFrgbSAdCd4d1AEgNsmwRERGRopjZBGAD0BieOricbchytIulcsxsFrAYoByfm0RkaCjwKTKyHAfcVuEyFxMEWwGWDvZmZvYp4EvA6PCUAzuACcAkgmDup8zsO8Bn3D052DJHmHaCQCMEvfpbCJ7bHOA84CtmdgfwIXd/Kc891gHPAluyL5jZXHqCnu9y99/kyP9GgqBnHDjd3e8b4HvZWz0b7juGtBYiIiLD33voCXoCXAL8exnLW0wJ28VScbOA/whfX1kg3U6C9torZa6PiJSAhrqLjDzbCXrbfRN4N7BxaKtTPDP7HvBfBEHPh4GzgFHu3krQaD0FuJXgS5t/BW4wM/071tt/ufvUcJvs7k0Egc+zgOsJelyeCTxpZsfmuoG7X+zuc939/+a4fHi435on6BlNs0JBz/4Ln/1cd39kqOsiIiIyzH0g3P93uH9fODJFZMDc/Q9hW+2Moa6LiPRNAQORkeVv7t7q7ovc/Qp3vx7oHupKFcPMLgY+Gh7+D3Cyu9/u7t0A7p509/vc/RzgK2G6twGfrXxthxd33xo+y3cDiwi+pR4L/CkcAtYf6Z64uweZRkRERKRszOxoghEoO4ArgBeBacBbhrJeIiJSWQp8iowggx32bWZ1ZnZZuLjNFjOLm9lWM3vWzH5jZpdE0i4O55VMD+f5j8iiLOltVpHlNgBfCw+fAS4t9F7c/fMEvVoB/t3M9sm6X68Jx83sNDO7ycw2mFnSzK7NSj/KzD5nZivDxXpeM7PbzKzob3HN7FQz+7WZrTOzLjPbaWaPmNkVZtacJ8+1YT2vtcClZnZf+MzLspiSu99DMH8qwBTgkznqtcfiRmZ2ZfjzvjY8tX/Wz/ra9PuhZ2jQG7LSXEmWSj03M3tb+DvwqpnFzGy7md1rZh8ys/o85WSeQ1jOB83sYTPbZWZtZvagmb0395PudZ9Dzez74e9Xm5ntDv+mrjez87N7LVuexY3MbFb0b8vMppjZd81sTfjsNoX3nNtHffY3s5+b2csWLDz1spldY2YHZZfR13sTERGpYunenr9x9y7guqzze8jVBsqR5sowzdLIuX63i82s1swuMbO/WNDu7jazV8zsd9ltgDz1mGlmV5nZ8rD91GnBopI3m9nFZtaUI8+AysxqE9Wb2afMbJmZ7Yi2WayfbfAwzVFm9ouw7h1hO+kJM/uKmU3q6znkuF+9mb3RgkU2l4Vlxyxo399pZu82M8uRby1wT+Q4++d3beRan4sbmdlsM/uhmT0f/mx2mdljZvYFM2vJk+fUdHnh8UHhs1kfabP91Mym9/e5iOzNNMeniACZBWluI5ifMW0n0EywuNDBwDuAX4TX0ovatAL19J5bMq3YQOx5wL7h66+HjdO+fAk4AxgFvB+4KlciM/sY8B3ACN5PMut6K8GCSUeFpxIE7+ctwJlm9s+FKmFmdcAP6QkmQvAcmoGF4XaJmb25wJyaBvwWuIBgKPpOyrgIkLvfYGZPAfOB9wGfLyLbboKf9yiCeUNTwObI9Z3hfhMwhuD9x4FtWfcAKvfczGwM8Gt65iWFYMGncQRTJ5wCXGxmZ7v7dnKrBf4AnEvw+9FB0GP2BOAEM5vj7v+RK6OZ/Rvwn/R80dhF8FwODrd3EsxfuyNP2fkcRvC3OJmeuUAnh/d7i5m93t2fyFGfE4E7w/pD8Hc8jmBOsrfT++chIiIyLIVBv38MD38V2X8BOMfMprj7ppyZB6Zf7WIzGwfcBJwaudZG0CP1AuACM/svd/90rsLM7CLgJ0A6uBkL63BguP0DsAJYXqoyQ00Ec5eeRNAmasuXsK82eJjmiwTt0HQgsoPg+S0It0vCNtrjBeqU7WTgz5Hj7nDbB3hTuJ1nZu9y92i7cTNBGzc9Gir792MnRTKzdxD8vqXnl20DGgg+bxwFXBq2cVcVuMdpwB8J2tVtBG3J6QRttbPM7Dh31xyjIsVwd23atI3gDVhLsEDQlX2ke2+YrpPgm/Ax4XkjCKicB9yQI9/SYu7fR9k/Du+RAsb1I9+WMN/tWecXR95LArgGmBleqwVmR9L+PkzbBfwT0BSe3z+8FiNovDqwOEcdvhNe2wh8GGgNz9cTNCwfC6//HajJyntteK2NIBj2KaAlvDYGmNaPZ+H9+TkA34jkOaDYn2nk2a4tcO8rwzRLC6SpyHMjCFg68DzBnLdjw/NNBB8KVofX/1Dgd3sbQWDyfQRzzgLMIGiMOkFDfk6O/B+OPOObgSMj11oJvmS4Pl33HD/LU7POz4pc2wbcBxwbXqsjmMbg1fD6vTnqMz5yfTVwGmDhtYUEH462RcqYNdC/aW3atGnTpm0oN4JFjRx4Puv8veH5f82TL28bKJImbzunmPxhuhvCdN0EUz2NDs9PBX4e+b/4QznynkXQZvawLfC6dFuJIHB3CkFQdF4Jy0y/r7ZwWxxpE02kpx23mOLb4J8I0+4CPgNMjaQ7hmB0lwPrCT+XRPKmy1mbo67HE0ybdRbB6KZ0W6cV+BhBANOBj+XIe2r6OfTx8ytU/tEEnx/SP58F4fka4K30tMVeyPG+MuUTtMluBuaG1xoIOqHsCq//aqj/zrRpGy7bkFdAmzZt5d0oPvD5gzDdj/t5/6XF3L+Pe9xHjsZpEfmWpBtEWefTjREHbiyQ/7hIuktyXK8F/hZJszjr+nyChmc7cHieMsaGDTYH3pZ17drIvT86yJ9zfwOf/xjJs6jYn2mhhl4kzZUUCHxW6rkBZ4dpNgDT86SZQdAjw4kEJrOegwOn5cjbSLCapwOfzbo2IdIw/TVho7ufP8tTs87PilxbRfiBIyvNWyNpZmRd+xw9H0YOypF3EkFvBwU+tWnTpk3bsN6Av4T/l30+6/yl6f9H8+TL2waKpMnbzikyf7T9eVmeNOkg5WbCL+XD83UEc5U6QRu1ocjnMeAys96XA28tUM7iSLpCbfBJBO3AFHBGnjR1wLLwXp/IU87aAfxuXBDmfSHHtVPT9e/jHnnLB26n50v30TmuH0Xwxb2TFYCnd+DzL2R9+R+m+Wh4vQOoK8ffjzZtI23THJ8ikpYeajt1CMqeGO639jPflqz8uXytwLV3hfv1BN9I9+LBPKNfLpD/AwQ9Ym919ydzJXD3NoJhRQBvznOf7QS9XispOgS9tcJlV+q5pYdtX+d5hgK5+8v0zOeUr5z7PZgbNTtvN8GwcQiGY0VdQBC8jQOfdHcvUM+B+Ja7d+Y4fztBLwOAw7OuXRjuf+PuL2RndPctBNMPiIiIDFtmdiA9AaTrsi7/luALwLlmdlKFq5aWbn++DPwsT5r0NEST6D0N1WnAAeHry909RnEGU2bU0+5+S5FlFmqDv4dgMcxl7n53rgTuniD48hjyt9EG4tZwP9vMppXwvpjZeHrq+k1378hO48Gw/d+Hh+8ucLv/9N5D8dNuDvejgDkDravI3kRzfIpI2m0Ew0z+wcxuJ5iX5q/u/moF69Df4NAeE5Nn6SQYMp3PseF+aYHA1L0EQ3Vy/Xv5unD/FjPbWKCcMeF+/zzXH+1Hw7VU+np25VSp55Yu5zIzu7hAunF9lPNwgbzpv4/s4HH6w9Tf3X1DgfwDlbNO7p4ws80Ec0Bl6mTBAmKHhYd/LXDfpRQ356uIiEi1uoSgnXOvu6+NXnD3XWZ2E0HA6RLggcpXL9P+vCdPYAt3X2VmrxD8f34skA42ptsXG919WYXKjLq/yPL6aoOn22jz+2gLjgr3+dpoOZnZWOBDBHO8H0ow3U+uxSynE4wMKpWj6WljLymQ7i6CYesLzKze3eM50uRrf0Y/m1W684LIsKTAp4gA4O73hQuxfAU4M9wws5cJ/uP+Va5ebyWS7unZ35Ub++opujVf4y40OdznnRjc3bvMbCvBHEHZ0gsyjaEnSFfI6DznXysib6lNiLzub0/bwSr7c7Ngpfb079M4eoKbAykn78T9BEFx2LMxne45nW9hpsHqb51aCaZugN4N5myaJF9ERIYtM6shmJMbehY1yvZLgsDnO83sE+6evQhRufXZ/gy9TBCYmxw5N9D2xWDKjCq2zdpXGzzdFhxFT3CzkHxttD2Y2cEE84POiJzuIBjdlq5Tul3fXOx9ixR9boWe9cvhvo6gjbbHQlvh6Kc9hF9ypw9zBXNFJIuGuotIhrt/k2D4zOUEw4xfI2g0LAb+Yma/CwNKpbYy3M8OV5ws1pHh/uk814tdVX6gw5DTgaTPuLsVsZ06yHqW0hGR16srXHYlnltt5PW7iixncSneXJZSD3EfqGgP30J1GsqewCIiIoP1ZnoCXj8zM8/egDvC62MIet0NlWLbCLnSDbR9MZgyofg2a1/p0u20HxXZRptVZLkQTF81g2CdgwuBie7e7O6T3X0qQWA3rRraPdXSVhQZsRT4FJFe3P1Vd/+Ou5/n7lMI5i5MzwV0AcFK1aWWntvHCFaP75OZvYGeHp9/GWC56W+tZ+RLYGaN5J9DND00J3suxeHgrHD/UvYwsAoo+3Nz9y6CVTvLWk4B6WFTs4ag7Fy20vMhZN8C6QpdExERqXYf6Gf6S7KO06Mmmgrk6c+X9Lmk258z+0iXbp9ujpxLty8OoH8GU2Y5lKUtaGYz6ZkO4N3ufoO7b8tKVs71DKI9YvN+vohcSxDMWS8iZaTAp4gU5O5PuvsH6ZnTJ3uy8/SQkcF8Y3oTPQ2gfwuDjX1Jz0PYSY6FiYqUnhvpDRYZM5Ll9eSfFiT9TM42s2KGbFcFM7uAYGV1CFZIr7RKPbd0OReGQ98qKT1n2LGlnjh/IMK5UNM9o08tkLTQNRERkaplZvsA/xAephcZzLcdF6Y72czmRm6TDkIVChAeX+BaMe3idPvztHztk7BO6Z6Jj0YupdsXU8zsWIo3mDLLId1GO8HM+jV/Zx+iP7fH86RZVCB/Znh+gc8GhTwWuccZBdKl6/BEnvk9RaSEFPgUESDTs7GQ9ArS2UNXdoX78QMtO1wd+/+Eh3MJhibV5ktvZl+ipzHxDXcf6LfSvwn3+9EzH1S0nBrgcwXy/5RgeMp44JuFCjKz+moIjoY9ZdM9eDcC3xmCalTquf0k3B8MfLqPcprDBYBK5XcEfxt1wNUDbDyX2g3h/h3hire9mNlEgoUAREREhqOLCOY83Anc4u67C2yPAs+E+aK9Pp8I9282sz3mfzSz04ETC9ShmHbx9eF+OnBpnjRfCvdb6L1Izj3Ai+Hrq/vRdhlMmeVwHcFni1rg+320+2vC1dKLsTPy+ojsi+GiR4Xa9rsir/v92cbddwB3hoefNrM95iY1syOA88PDX2dfF5HSU+BTZIQxswlmNim90fN3Pjp6Pkcw6SYz+4WZvSXauDCzVjP7HD2Bxtuy8j0V7s8ys+kMkLtfA/wwPHwvcJ+ZnZlu0IWNnpPN7BZ6env+CfjyIMp8GPhjePhDM/tgOgBsZvsRBEZPJJgQPVf+5fQEDj8UzoF6ZDrIZWa1ZnaEmX2eYB7NI3Pdp9zCn+FbzOx/CaYVGEfQsDs7bKBVVKWem7vfDPwhPPy6mf0wnPCesJwGMzvezL5BsEhAvon8B1L2TuCK8PCdwB/MLPM+wr/Ts83sZjNrKVW5ffi/BJPnjwLuNLM3RJ75sQQrjGrRQxERGa7SAcybw5EOfflduL/YzNL///2WoMfeRODXZjYDwMxGmdn7CNoV2UOno/psF7v7I8CN4eF/m9m/pANkZjbVzH5KMDclwOfD6XvSeZPAvxB8gfw64G4ze126F6eZtZjZqWb2/8xsXinKLAd33wh8Jjw8G7grbOfXhnUyM5trZp8keKbnFHnrlcC68PUvzOyY9AUzOxFYSu8FPrM9B6R/dy4d4BfXnwXiwEEE7a3Dw/JrzOwsgs9SdQRt3B8P4P4i0l/urk2bthG0EUzk7UVs12blW5p1fWe4Rc/9DqjJyjeH4BtbJ+gNujGsw1pgxgDq/28EgUaP3HMrQQMifS4BXA3U5bnH4jDd2iLKmwgsj9w7RjDMyQkavh+JPNPFOfLXhnWJPqdOgm/L41nnT87Ke22un8UAf+7pMnaHP4ONBEGuzqw6pIBbgf0K3Cv9u3DlQJ4tcGWYZmmBNBV5bgSrgP466367CT60JLPOTy/2ORT7XoF/zyqngyDoHC13fJ6f5alZ52dFrs0q4t+AXL+vryNYET59n/bI8XaCoYHpa1MH+3upTZs2bdq0VWIDToj8/3VOkXkOj+Q5N3L+S1n/T++ItE3+QPCle87/+ymyXUzwJfTSSBnxsG2Sipz7ZoG6Xwx0RdJ20dN+TW9HZuUZcJnFtInCdIspsg0epv80Qbs+XX43QVswlvVe3lNsOQRB0mhbsj3c0q/PiFw7NUf+n2XlfSn8+f1Xse+T4Evv7sh9dtK7Tb4OODRHvlPTafp4bnnrr02btj039fgUkbSPEgQdbwOeJ5ibaBTwKkGvyPPd/UJ3T0UzufvzwGlhms0EgcT9w63fvcfc/RsE35BeSTCP0RaCuZh2Esyb803gMHe/3N0T+e7Tj/K2EkyC/h8EQ55SBA2wO4A3uvsP+sifdPfLgaMJhlY/S9DQHUfQAL0/fC9Huvv9+e5TQs3AlHCbQNBge56gof5Z4GB3P9vd1+W/RflV6rm5e4e7v5vgd/Q6guFhNQQrub5GsDDWFcAcd39lwG8of/lfIxhq9VPghfC0EbzfXwNvp/ewqrJy9/sIFiy7huBvu47gA90vCH4WqyPJK959gPRWAAAgAElEQVQbWEREZIDSixrtBP5cTAZ3fxJYlZUfd/8CwbD5hwjaUbUEX5J/iOD/7bwrlhfbLvZgZMgZYblLCb6EHEMQKL0ROM3d807T4+6/Ipge6jsEvRwTQAPB/+M3hfVflZVnUGWWg7t/k+B9XA2sIAjgjif4kvpR4CqCdvr/9uOefyKYo/9WgrZMHcHniWuAo9397gLZAf6ZoA2a7r27H8HPb1I/6vAb4DCCHp2rgUaCn9Fygs8c8919Vf47iEgpmbsPdR1ERESkCpjZBwkC0S+6++yhro+IiIiIiMhgqMeniIiIYGZNwCfCwzuGsi4iIiIiIiKloMCniIjIXsLM3mVmXzGz+ZGFw+rM7PUEw/7nEQwz++5Q1lNERERERKQUtHqriIjI3mMqwVyvnwXczLYTzO/VEF6PAe939+eGqH4iIiIiIiIlo8CniIjI3uNPwD4Eq4amJ+qPEyz6dA/wHQU9RURERERkpNDiRiIiIiIiIiIiIjLiaI5PERERERERERERGXEU+BQREREREREREZERR4FPERERERERERERGXEU+BQREREREREREZERR4FPERERERERERERGXHqhroC0sPMNgKjgfVDXRcRERGRAZoJdLj71KGuiKh9KSIiIiPCgNuX5u5lqI8MhJntamxsHDt79uyhroqIiIjIgKxevZru7u42d28Z6rqI2pciIiIy/A2mfaken9Vl/ezZs+c9/fTTQ10PERERkQE57LDDWLlypXoXVg+1L0VERGRYG0z7UnN8ioiIiIiIiIiIyIijwKeIiIiISBHM7Bgz+4yZ/d7MXjEzN7OuQdxvvJl9x8xeMrPucP9dMxtfynqLiIiI7K001F1EREREpDifB84txY3MbCLwIDAHeBG4CTgM+Bhwlpmd4O5bS1GWiIiIyN5KgU8RERERkeI8CDwBPBpuGwdxr6sJgp6/B97p7gkAM/se8FHg28D7BlXbMuuKJ7l1xQaWrNrErq44LU31LDp0CmcvmEZTfe1QV09EREREgU8RERERkWK4+zeix2Y2oPuY2VTgPUAc+Eg66Bn6NPAu4D1mdoW7bxpgdctqycpNXHHjCra1x3qdv/2pjXz1tlVcdf4CFs2bMkS1ExEREQlojk8RERERkcp6C0E7/N7swKa7dwO3ALVhuqqzZOUmLrtu2R5Bz7Rt7TEuu24ZS1ZWZcxWRERE9iIKfIqIiIiIVNYR4f6xPNcfy0pXNbriSa64cQUpL5wu5XDFjSvoiicrUzERERGRHBT4FBEREalyu7ri/OK+NSx99rWhroqUxn7h/uU811/OSlc1bl2xIW9Pz2zb2mPc9uSGMtdIREREJD/N8SkiIiJS5b795+e49oG1ANz5iddzyNSxQ1shGawx4b4jz/X2rHR9MrOn81yaXew9irFkVf+Gr9+1chNvP3pGKasgIiIiUjT1+BQRERGpco+v35F5vXz99iGsiZRIelWkfAPGB7ZqUgXs6oqXNb2IiIhIKanHp4iIiEiV64z1LPrd3q05E0eAtnDfnOf66HC/u9gbuvthuc6HPUHnFV+1wlqa6suaXkRERKSU1ONTREREpMp1RhaIae9OFEgpw8S6cJ9vDPiMrHRVY9GhU/qV/o3z+pdeREREpJQU+BQRERGpcp2xVOZ1e0w9PkeAJ8L90Xmup8+vqEBd+uXsBdNobW4oKm1rcwNnHT6tzDUSERERyU+BTxEREZEq16UenyPNHUAKOMXMJkcvmFkj8Nbw+u1DULeCmupruer8BdT0MQtpjcFV5y+gqb62MhUTERERyUGBTxEREZEq5u69h7rHFPgcLszsX8zsGTP7WvS8u28Afg00AD8ws+i8+1cB+wD/6+4bK1fb4i2aN4WfXHRs3p6frc0N/OSiY1mkYe4iIiIyxLS4kYiIiEgViyedZKpn8e8OLW40ZMzsbODzWacbzOyhyPGX3f3W8PUk4BAg13jvTwAnAOcDz5jZMuAwYD6wGri8lHUvtUXzpvDAnNO54eHVXP6ta6lpbCbV3c7Vn1rMBcfPVk9PERERqQoKfIqIiIhUsc6sOT3V43NI7QMcn3XOss7tU8yN3H2LmS0Evgi8DTgP2AT8X+A/3H3b4KtbXk31tZwzfzIX3dTTofWca65Q0FNERESqhgKfIiIiIlUsOswdNMfnUHL3a4Fr+5H+SuDKAte3Ax8LNxEREREpMc3xKSIiIlLF9gx8aqi7iIiIiEgxFPgUERERqWIa6i4iIiIiMjAKfIqIiIhUsewenx0x9fgUERERESmGAp8iIiIiVawrK/C5W3N8ioiIiIgURYFPERERkSqW3cMzlkgRT6aGqDYiIiIiIsOHAp8iIiIiVSx7qDtAhxY4EhERERHpkwKfIiIiIlWsK8ecnlrgSERERESkbwp8ioiIiFSxnD0+FfgUEREREelT3VBXQERERETyyxX43K2h7iJF6YonuXXFBpas2sSurjgtTfUsOnQKZy+YRlN97VBXT0RERMpMgU8RERGRKpa9uBFAh1Z2F+nTkpWbuOLGFWxrj/U6f/tTG/nqbau46vwFLJo3ZYhqJyIiIpWgoe4iIiIiVawrZ49PBT5FClmychOXXbdsj6Bn2rb2GJddt4wlKzdVuGYiIiJSSQp8ioiIiFSxzlw9PnOcE5FAVzzJFTeuIOWF06UcrrhxRc4vF0RERGRkUOBTREREpIrlmuNTq7qL5Hfrig15e3pm29Ye47YnN5S5RiIiIjJUFPgUERERqWI5A58a6i6S15JV/Ru+fpeGu4uIiIxYCnyKiIiIVLGuHMPa27Wqu0heu7riZU0vIiIiw4cCnyIiIiJ92Lizi0fXbsO9j0kDyyDXfJ7q8SmSX0tTfVnTi4iIyPChwKeIiIhIARt3dvH6q+7hwh89yA+Wrq54+bnn+FSPT5F8Fh06pV/p3zivf+lFRERk+FDgU0RERKSAvz2/mVgyBcCfn95Y8fJzrTjdocWNRPI6e8E0Wpsbikrb2tzAWYdPK3ONREREZKjUDXUFRERERKpZdFj5rq7KBxy1uJFI/zTV13LV+Qu47LplpArMTlFjcNX5C2iqr61c5UREZK/h7iRTjgO5ZksKruTKV8y9+7ge3tsdUh7WIdXzOuWOe1DH7Ppl1yt33QM1BtPGjeq7wkNIgU8RERGRAqLDynd2Vn4RlE4tbiTSb4vmTeEnFx3LFTeuYFt7bI/rrc0NXHX+AhZpmLuISNVLppxEKkUy5ZktEdmn52DPGaDLCuilj4Ngn2de907bk6l3/t5S6cCmB3VMeXojc36kq6s1BT5FREREhrNo78qdnXHcHTOrWPm55/hUj0+RviyaN4UH5pzODQ+v5vJvXUtNYzOp7nau/tRiLjh+tnp6iohEuDuxZIpYIkU86eE+RSLlmetAVu/AnoCjZ/bpnoRZgcas457c+evTE9gs5TuVvY0CnyIiIiIFRFdVT6ac9liSMY2Va0Ll7vGpwKdIMZrqazln/mQuuulrmXPnXHOFgp4iUhWSYW/FaI/D6BBlIuejvQlTqcjrrPO55AocxlNBYDMd4IwlFF2UkUmBTxEREZECsoOMOzvjFQt8RntaRHVoVXeREaMrnuTWFRtYsmoTu7ritDTVs+jQKZy9YJoCtCIjQCyRoiuRpCuepDueoiuepCsenEskFWwUKTcFPkVEREQKyA4y7uqMM318ZeYyyjXMHWC3enyKjAhLVm7KOQ/p7U9t5Ku3rdI8pCJl4umFXcLX6Z6TyZSTdCeVir4mcy69IAxE54WMzAcZ7lMpV3BTpEoo8CkiIiJSQPZ8mpVc4KgrT8/Ojliy4nONikhpLVm5qeDK89vaY1x23TJ+ctGxCn6KFCGWSNHenaA9lqAjlqS9O9Frfshcq1eLyMinwKeIiIhIAR1ZK6hXMvCZr8dnMuV0J1IaBisyTHXFk1xx44q8Qc+0lMMVN67ggTmn6+9dJKIrHgQ2O2JJ2mMJ2rsTmqNSRHJS4FNERKrajo4Y40c3DHU1ZC82lD0+o8Psa4xeQZL27oQCISLD1K0rNuwxvD2fbe0xbntyA28/ekaZayVSGrmGkSdSwUrhiXDu6ngyRSLpkfNOPJXKuVp4z1G4+E94TxGRYijwKSIiVesrf1rJz+5bw5vmTeEnFx871NWRvVT24ka7hqjH5/jRDb0CJR2xJBMrVhMRKaUlqzb1K/1dKzcp8ClVoSueZEdHnO0dMdq7E5mh4xpGLiLVSoFPERGpSsmU88sH1wLw55WbWL+tg5mto4e0TjI07nx6I1+5dSUnHjiRb5y/oOLzWrbnWNyoUqJzfI5uqKU7XpupjxY4Ehm+dnX179+R/qYXKRV3Z1dXgp1hsDN7wT8RkWqnwKeIiFSl3V0J4pFVMLd3xBT43Et9+8/PsX5bJ+u3vcx7jt+fI2aOr2j5Hd1DN9Q92uNzVH0t3Y11mcBnR0yBT5HhqqWpvqzpRQYjnkyxoyPOjo4YOzrjWpVcRIY1BT5FRKQqZQeXKhlskuqyYWdn5vXGXV0cUcGyUymnI14dixuNbqglnkyxOTze3a1eNyLD1aJDp3D7UxuLTv9GreouRUqlnFgyRXciRXciSSwRvI4lUiSjK5zTex7OnmHqTjzpGrIuIiOGAp8iIpJTMuXc8Pf1tHcn+cfj96v4IirZw/p2dap3294olXLaIj0uKznMHKArkdzjw19FA5+RIYVN9bUkIqs5ZPdEFZHh4+wF0/jqbauKWuCotbmBsw6fVoFa5dYVT3Lrig0sWbWJXV1xWprqWXToFM5eME0LrJVJPJlie3uMeMpxz1rkx4OgZc/rIH13PEUsmdTK5iIiWRT4FBGRnO54aiP/duOTQLAS52Wvn13R8rMDXJrfbO+0O5boFXjc1VXZYF97jl6VlaxDr6HuDbW9nkX23KMiMnw01ddy1fkLuOy6ZQVXp64xuOr8BUMWYFyychNX3LhijwDt7U9t5Ku3reKq8xewSL1RS8Ld2dER57W2bnZ0xLRquYhIidQMdQVERKQ6LV+/PfP67y9tL5CyPDTUXQDasoKMbRUOgOeaR3OoenyOqq+lubEn+JG92ryIDC+L5k3hJxcdS2tzQ87rrc0N/OSiY4cssLhk5SYuu25Z3l6p29pjXHbdMpas7N8K9dJbRyzBS1vbeWzddp7Z2Ma2dgU9RURKST0+RUQkp2hwZ8vuvofildqeQ90V+Nwb7dHzt8JTHuRaOX0oFzeqqelZ0b5dixuJDHuL5k3hgTmnc8PDq7n8W9dS09hMqrudqz+1mAuOnz1kPT274kmuuHFFnwG4lMMVN67ggTmnD+mw9+E2HD+eTLF1d4zNbd05/58REZHSUeBTRERyigZ3Nrd1D2n5uY5l75Ad+Kx8j889h5MPVeCzqaGWumQk8KkPyyIjQlN9LefMn8xFN30tc+6ca64Y0oDdrSs2FDX/KAQ9P297cgNvP3pGmWuV21AOx0+mnO5Eku54ingyRcohFS4UlAqjxil3Uh4MZU95MH3Qzo64enWKiFSIAp8iIpJTtGfdlt2VD3xm9+yr9NyOUh2yf+6Vnus1V3AxlkjRFU9WJCjRFQm8jq6vJVnXM0tRrvlHRURKYcmq/g1fv2vlpiEJfKaH4+cLIqaH4xczZYBHApROGMD0dHAzlQlwpldI704kiScVvRQRqXYKfIqISE7RXm0dsSTt3QmaGyv334aGugvk6vFZ2QB4rh6fENSrEoHPQosb5Zp/VESkFPr7JdNQLEA40OH4OzvivLqzk93dweJ56QCniIiMTFUV+DSzY4A3AscBxwP7At3u3tRHvouBfwHmATHgIeAr7v5AgTwnAZ8DTgAagJXA9939lwXyzAC+BJwJtALrgOuB/3T3riLfpojIsJA9nHfL7u6KBj411F0gRwC8Cnp8QvD7OLmlYPOkJKKB16b6WmosOtRdPT5FpDxamurLmr4U+jsc/zePrueo/cYPyb+dsUSKh17cyt/XbaejO8HoxjqO2W8CJxw4kYY6rTcsIlJOVRX4BD4PnNufDGb2beByoBP4M9BEEDx9k5ld6O5/yJHnPOB3BKva3wtsAc74/+y9eZBb133v+T3YG71vpEhxpyjasi1FohRJdkTLKSsvceyKkzjj0ku9lyiVjGbiJXZUyYwTx0kqztOLZ+Qsll+N8jyxk+csfnFsZXHsjOzEpi1Lok2tliOKIptNNkmRvaEbjR24Z/7A9jsX9wL3AudcoNm/TxWr2cAF7gFwgQa++H5/XwCfEULcJKX8VYfLHATwBIBZAN8D8E0At9bW/FYhxFuklMFnQRmGYQxhd9otbRSwd3q4b/vvh5uE6T/2kQeD4vgMSojP28qNImEuN2IYxjxvfe12fPl7r3re/p4+NM/7jeN/6YVLuH77qKHVuHNifhWPHDvd8vfr+NwKPvvUPO4/ehBH9k4Gvi6GYZitwqB9vfQEqo7KdwC4ptPGQogfRlX0XAZwk5TynVLKHwVwFEAFwKeFEJO2y0wC+DSAMIB3SSnvllK+C8BrALwC4INCiLc47O7PUBU9/0RK+QYp5bsBHAbwRQB3AviNbm4wwzDMIFKxJNI2p1vQBUctsx3Z8bkl6ffIAzdxMSjh0x51T8aa31lzuRHDMKb48Rt3YGo45mnbqeEY3vaGHYZX1IrfL0SzfXjNPDG/ioceO+n6pV06X8ZDj53EifnVgFfGMAyzdRgo4VNK+QdSyt+WUv6TlNLLV3gP1H5+VEp5ilzPEwD+HwDjAH7BdplfrJ3+91LKL5DLXAbw67VfFcenEOI2VMXUK2QbSCnLAP53ACUA7xNCBJ/xYBiGMYCTuLS44S1Opgu7sLSeK0PyEK4tR6vzN9jjwE1cDMqBnCuqjs+ReHOuKEfdGYYxRSIaxsd++kaERPvtQgL42E/faHzmcalSLZXL1WaObxTKGPK5z2SA43qAarz9kWOnO84PlRJ45NhpFMtWMAtjGIbZYgyU8OkHIUQC1Xg6AHzeYZP6ae+wnf72Npf5EoA8qtF1Orirfpl/tMfZa4LpNwFMAniTt9UzDMMMNk5utqWgHZ+2NRQr1SbVoNkolPvSas9UsQuMFUsqLkjTuImLa9mgHJ/NY97u+ORyI4ZhTPLWG7bjT//Tra7Oz6nhmKe2dC8UyhWs50tY2ijgQiqHM4sb+PdL63j2fArH51bw3bOreOZcCs+eT+H5hTW8sLCGQ9v8xdZvDThO/uSZZc/jWdL5Mp6aWza8IoZhmK3JoM349MNrAMQBLEopFxzOf7r280bb6Tfazm8gpSwKIb6H6uzOwwCeq511k9tlyOk/XNvu614WzzAMM8g4CZ+LAYt/TmtYC6hJu86ZxQ28/RPfQqli4VM/dxvefP1sYPtmqthnfNZPowKgSdzExTWHdZkgR/Y/FA0rBWMb7PhkGMYwb71hO7596Ifx+adO44MPfQah+DCsQgZ/+MDP4123H3T8m1yqWLiSLqBSkahIWWtNl6hY1Qb1eot6xaqeXypbHZvZnbjjwDQ++9S8J3FxNBHB7fun/e+kB06c8xdf/+78Ku46xO8zGIZhdLOZhc89tZ9OoieklBkhRArApBBiVEqZFkKMAZhod7na6bfWrr8ufLbdFzl9j8v5DMMwmwqnGG+Qjs98qeLo7lzPlbA9gCbtOv/43KVGuc0Xn15g4bMPOB2L6XwJ14wHcxxk+lxuZJ/xOUyi7uz4ZBgmCBLRMN7++m34T48+2Djt7Z/+9RbRs2JJXFrL4dJaHuWK+ZEksUgI9x89iIceO9k2Ti4EcP/Rg4G3p/udKdqPGaQUbp5nGOZqZTMLnyO1n9k222RQFTpHAKTJZdpdLmO7fi/7crqMK0KIF13OOujl8gzDMKZxjLoH6Ph0c28E3ey+nGne5hSXK/UFp8c8yOOAfhAdS0QapVv9mvE5rETdK7AsiVCnIXyMdmojkT4E4F5Uv/heAfAVAB9xSSK5Xc9ZAHvbbPJaKeVLPSyVYYwjpcTl9QIupLIoloOdxX1k7yQeuOewY2s6UHV69qs13e9M0aBnkFK4eZ5hmKuZzSx81t/lt/vrav8k4OWTgdM2nfbFnzgYhrmq6HfU3c1NF5TLrs4qmePodU4XoxfHqHuAjwV1fO6cGML6q2kAwR2LeTLjM2GLugNAtlTBSB8/LG9FaqLn1wC8EcAlAH8PYB+A+wC8XQhxp5TytM+r/XOX09e6XSfDBMHSRgHnV7LKa1XQHNk7iYfvvQVf//4CHv6Lv23E8d/7n38Gd9+wq29uxSN7JnF8bsXz9kHPIK1Tb553c83Wm+cfuOcwi58Mw2xKNvM75XTt53CbbZK1nxu2y9TPW/dwGS/7crqMK1LK1zmdXnOC3uDlOhiGYUziXG5UhJQSQpj/rsfNTeckgpkklW022Ts13TNmkVIi7eT4DPCxoHHyHeMJvBSg8FmuWChW7OVGarQ0Wyiz8Bk8v4Gq6PkEgB+RUm4AgBDiVwE8BODPALzZzxVKKX9e8xoZxihr2RLOb6xho8/x7DqxSAh37hvH75A4/p0f+cW+RrQHfQYp4L95/uF7b+HYO8Mwm47N/Kp1rvZzl9OZQohhVGPuKSllGgCklOtofnPueDly+jlyWtt9uVyGYRhm0+Ik6uRKFdd5h0Hsv93pplglwic7PoMnU6w4Fl4E+VjQVvdrxoca/w9CfM3b5twmo2HEIyFESLR9UESHrYIQIgrgfbVf31MXPQFASvlxAM8DOCqEONKP9TFMUJy8nObXnw7UZ5B2+r64XzNIAW6eZxhma7CZLQInARQAzAohdjnMU7ql9vN52+nPAThaO//79Izam9nX1673pO0yP0Gu047bvhiGYTYlbqLOUroQiLvMbf9Buy5TStS9P47Pr5+8go995STuOjSDD73ttX1ZQ79wPQ4CfCwy5IP9TlKoFIQIby8vGoqFIYRAMhZuxP2zAX0ZwTT4IVS/WD8tpXzG4fzPA7gRwDsAnAhyYQzjh1LFQr5UQb5U/VmsWLBqLesVS8Ky0GhktyyJVCrV7yVvSgZ5BinAzfMMw2wNNq3wKaXMCSH+FcCPAXgXgD+ybfKu2s9/sp3+JVSFz3cB+KztvLcDSAD4Zyll3naZjwB4hxAiLqVsDLoTQmwHcBeqTtJvdX+LGIZhBgc3UWdpo4B9M+0mjOjBbYZj0OVGVPjMFCsoVyxEwsE6Mv7rl1/CS6+m8f1L63jnzdfitTvGAt1/P3F7vIN0fFJhccdEwI7Pour4jNfcQMPxZskSO64C56baz6ddzn/atp0nhBC/hmrJZQHAiwC+KKVc7GqFzJanLmBaUqJYthriZqFcQa5oIV+u+G5dd3LfM94Y1BmkwOZrnmcYhumGTSt81vg4qsLnh4UQX5JSngIAIcSdAO5HdYbn/2u7zKcA/CaAnxBC/JSU8gu1y2wD8DFyvQ2klMeFEI8DeBOAPwDwgdplIgD+G4AogE9IKXkAHMMwVwVuwudiOpiCIzdRKcioe7FstYhKG4UyJpKxwNYAAAurucb/z69kt5bw6TLTNSjnr5QSmaKz4zNTrKBUsRA1KITnSmqje32+Li04srtCGePsqf10a25fsG3nlY/Zfv9DIcT7pZT297HMFkdKiYtreaxlS7Dq7syayFmxAEvKjvMameAZxBmkwOZqnmcYhumWgXrlEkL8OIDfsp0cE0I8SX7/PSnllwBASvlVIcQfA/gVAM8KIR4DEANwD6rzS39WSqlU6UkpV4QQvwDgfwL4vBDiGwCWALwV1ejSn0gpv+awvPtQHWL/K0KIH0Y1Jn8bgAMAngLw+z3cdIZhmIHCTXBaCqjZ3T3qHpzIk8oVW05L54MVPssVVXylM0e3Au5R92COg3zJUgQE6vgEquubHokb278ifJJSo2Hy/40CR90DZqT2M+tyfsa2XSf+AcC/oRqLX0T1feUvoPre9lNCiGUp5aNerqhWkunEQY9rYQacUsXCK1c2lDQCw/TCZmmeZxiG6YVBKzeaBXA7+QcAwnaaMlRESvkBVEXJf0dV8HwjgK8BeLOU8u+cdlI7/SiAfwHwAwDeBuA0gF+QUv6Ky2VOAbgZwGdqa/hJABLARwG8xRaNZxiG2dRQZ+UMEXYCc3ySiPPUcFNoDNLx6fTBMuiovT3SvZLZWh923aPuwdwPGZubcttoHGFSLGT6eMwVVcdnHcXxybHDoKkfAG6eug41JipSyvdLKb8opTwnpcxJKV+UUj4A4Jdrm/xBtwtlri7W8yU8v7DGoiejlTsOTGM04c0L1a/meYZhmF4ZKMenlPIzqAqLxi8npXwc1Zi8n8ucR1VkZRiGuaqhgs5124YbTs/FjWAch3T/uyaHsJKp7jdI4XE103pbg3ScAq3CGjs+25+umyxxUwpRFR/HEhGs1oQH087TvIvjMxlrvn3LcLlR0KRrP92GHSdrPzdczvfKpwD8HoDrhRD7pZRznS4gpXyd0+k1J+gNPa6H6SMXUzmcW8lyhJ3RTr15/qHHTrY9vvrZPM8wDNMrAyV8MgzDMP3HsqQiMB6cHcGTZ6oxqOCi7k1BafdkEs8vrFVPD1D4TDmIa0E3u9tv74qDGHs1Q4XFkXikEfsPqtyIjhlIRsMIhQTGh6IN4dO04zPr6vhs/j/Djs+gOVf7ucvl/F227bpCSmkJIU4D2AZgB4COwidz9VGuWDi9mNlyr/1MsAx68zylWLbw5JllnDi3imyhjGQ8giN7JnHHgWkWZRmGcYWFT4ZhGEYhXSgr3/ofnG2Oqgsq6q44PqeacxXXAoz4pRzclUG2iQMOjs8t9uF33eb8fenVqtkuKAGcFgfVCx3Gh6KN04xH3Uudo+72OD5jnOdqP29xOb9++vMa9lVXGXp1jzKbkI1CGWfW11AoWf1eCrMFGOTm+Ton5lcdxdnjcyv47FPzAyPOMgwzePT/FYxhGIYZKOwx4gOzzURnYI7PPBW8ko3/pwtlWFYwWTt5AHsAACAASURBVL9VB5E1cMenLVq/5aLueVX4rBOUAE1j5PVCobE+CZ8Jl3IjdnwGzuMA1gAcFELc7HD+u2o//6mXnQghXgfgMKolSi/1cl3M5uSlS+ssejKBUm+eX3r0QVz53Iex9OiDuHPf+MCIng89dtL17386X8ZDj53EifnVgFfGMMxmoP+vYgzDMMxAQcWc0XgE28cSjd8X0wXIAIaMUfF1NxG8pAQ2AnK4OYmMQbWJ12md8bm1Si2o8HstaVTPFisoVcwLArQ4qD5XkwqfpmeN5pWoe/Mtm1puxDM+g0RKWQTwcO3Xh4UQjW+GhBC/CuBGAN+SUn6HnP5eIcRLQogH6XUJIf6DEOKIfR9CiBsB/C2qRUmfqu2T2WIE9B0fwww8xbKFR46d7jjjVkrgkWOnUSzzFwYMw6hw1J1hGIZRoGLO2FAUs6PNVvdC2cJGoYzRRNTpolqQUioCI3X6AdW4+5jB/ddJOTSo84zPYHFz/gLARr6MyeGY0f1Tx+eIQ9TdtPBJHZ+00Gg4xlH3PvNRAG8F8EYAp4QQ3wSwF8DtAJbRWoQ5g6p7c4ft9DsB/LYQYh7AaQCLAPajGpePAPgGgA8Zug1MAFiWRKZYbnxZU7Fk41/Z9v+1tVS/l8swA8mTZ5Y9Jz3S+TKemlvGXYdmDa+KYZjNBAufDMMwjAJ1GY4PRTGZjCEkmu6TpY2iUeEzU6ygQqwuk8mYUmwT1HxHJ8dnv2d8ruVKKFcsRMJbI7BBH+trxhMQAg3Hx3q+ZFz4VGd8VuPlQc74pOVGCTLjM6mUG7HjM2iklHkhxFtQFSX/I4B3AlgF8OcAfktKed7jVf0LgN0AbgNwE4BxAOsAvgXgLwF8WkrJD/AmQUqJbLGCTKGMjUIZmUIFmWLZcxN7ucIWT4Zx4sQ5f/H1786vsvDJMIwCC58MwzCMwpri+IwgHBKYHok3io0W0wXsnxl2u3jP2F10Y0NRjA9FG8KnabGpTsohVh5kqzzg7ChM5UqYGYk7bH31QaPu40NRjMYjDTewff6pCaioWHdZUrex6WMx71JuNMLlRn1HSpkD8JHav07b/g6A33E4/QkAT+heG2OWUsVCuSJRrFgolq2G0Jm1fWnHMIwesj5nWfvdnmGYqx8WPhmGYRzIFMr402NnEI+G8Et3HUB0izjsgFbHJwDMEOHTdMER3X8yFkY0HMJoovnnKgjBCwBSucFzfALVZvetInzS0QJjQ1GMJqIN4TOIsQMZZcZn8I7PHJ3xGWu+BtHYO5cbMYxepJS4tJZHoWyhXLFQqsiq2GlV/x/AmGuGYQjJuD/Jwu/2OimWLTx5Zhknzq0iWygjGY/gyJ5J3HFgeiBKohhmq8LCJ8MwjAOf+fZZ/PHXTgEAZkfi+Jlbd/d5RcHhLHw2I8WmhU9lxmjNXacUygQWdXdyfAYrMjntb6vM+bTPeh1LRDA2FMWFVA5AMMcBdVMOO834NLyGnIvjc5ij7gxjjPMrucbrDMMw/efInkkcn1vxvP2teycNrsadE/OreOTY6ZYvyY/PreCzT83j/qMHcaRPa2OYrQ5/7cAwDOPA8wsp8v+1Pq4keJyET1pwVHd+Brn/IAtlgKrolnKc8Rls1N3R8emwrqsRe2y06vgkzt8ARGjamN4Xx2fJecYnLTfKctSdYbSRyhZZ9GSYAeOOA9PK3/92jCYiuH3/tOEVtXJifhUPPXbSNRmUzpfx0GMncWLe37xShmH0wMInwzCMA5fXm+LelXS+jysJHkfhk0SrjTs+qctvqHWuYhDCZ6ZYQcmhaCKomH1zf623dcWhbf5qxO6mHE1E+nActHd8rjm4gnWSd2t1Z8cnw2inUK7glSsb/V4GwzA2YpEQ7j96EEK0304I4P6jBwOPlBfLFh45drrjGAwpgUeOnUaxbAWzMIZhGrDwyTAM4wB1NV4x7HBsx9JGATLggWL9dnyud3B8BlFutOoSJw/a8ekk7m0VxycVmRPREOKRMMaI4yOIeau0VX245visi/EAkC6UYRksM8m6zPgcJvPL6gUrDMN0j5QSpy5vOH7hxTBM/zmydxIP3HPY1fk5mojggXsO9yVK/uSZZc/vSdL5Mp6aWza8IoZh7LDwyTAMY0NKqbg8r6z3R/j88KMv4NaPfhX/6/84Eeh+Vcdls9yozuKGWeFtzXHGZ7ARZ6dGdwAolIMTmaSUjiLvVpnxSR2f/Zr1qpQbOTg+payKn6ZQyo1I1J26PwGOuzNMr5xfyQVeXscwjD+O7J3Ew/fegvtu34nMyceRO/ssMicfx32378TD997St/mZJ875i69/l+PuDBM4LHwyDMPYWM2WFNfHYjp412W+VMFfPXUOAPDY9y9jYTUb2L6dHJdU+Fwy7fi0NXkDwUfdaaM7LXYCgnN95koVlB3chG5uVJNcWc/j2fOpQJ8HSslV4zjop+Ozuu9RciwCZo/HvOuMz7CyXabIcXeG6ZbVDM/1ZJjNQiwSwp37xrH06IO48rkPY+nRB3HnvvG+NqZnfX4B6nd7hmF6h1vdGYZhbNhnehYrFtZyJUwkYy6XMLCG9QKo5rWYLmDXZDKQfa85CE5K1L0Wvxedhi11CY04j/Ur6k4cnzsnhrCSKTYej/V8GdNECDaF2+0MOup+aS2HN3/s6yhWLPzm216LXzp6IJD9qo7PVtExkBmfiuOzKjaGQwKjiUhDeF3LlbDb0P7dWt0j4RDikRAKNfcxf4himO4olCs4vchzPRmG6Z5k3J+k4nd73RTLFp48s4wT51aRLZSRjEdwZM8k7jgw3VcBmWFMwsInwzCMjcsO0fbFdCFY4dMmvgYVb7bHq5uOz+ZtL5YtpAtlxYWpEzXqXis3CjjiTBvdJ5IxjCaijXUF5fh0K1JaMVyoY+dfX7qCYqUqsH3lxVeDEz4dBHB15EHA5UYkXj6WiCrCpylyLuVGQHXOZ6FcPU43WPhkGN/wXE+GYXRwZM8kjs+teN7+1j5F8oFq+/wjx063pGaOz63gs0/N4/6jB/s2MoBhTMKSPsMwjI0r660t7kEXHNn3t2x4rmadTLGCCrGa1oXPyWQM4VDT4Wmy4Mg56k4ErwCa1VdJc/pkMqoM0w9qDpyr4zPgqDvdXypAt+m6w6xX6vgMJOpeoMJj03EZlAM551JuBKjN7lmOujOMb86tZHmuJ8MwPXPHgWnX0iU7o4kIbt8/bXhFzpyYX8VDj510fd1L58t46LGTOMEzSJmrEBY+GYZhbDiJnHYHpvE12MTXpUwwwqtdxKkLPKGQwPRw0/Vpcs6nY6t7Muioe1Pgm6w5Pp3WZxK3/QQtfK4QETiI+76OKoDXnL+J4Jy/UkrV8UmiaVT4NHU8VCzZiLID6oxPQHWgsuOTYfyxminiYirYv+sMw1ydxCIh3H/0IDpNgBICuP/owb7EyYtlC48cO41Oo9qlBB45djqwIk+GCQoWPhmGYWw4Oj4Dbna3i68rATk+10iMOhkLIxpu/plQCo4MrsfJ6UcFr1ypYvwNmRp1jwZeqgOoIuPO8URz/4VyoG9I6X2RypYCKzhSou4Nx2dwj0OhbClzdqnDMgjHJy02AtQZn9X1NO8LbnVnGH/MLWf6vQSGYa4ijuydxAP3HHZ1fo4mInjgnsN9i5E/eWbZ8/umdL6Mp+aWDa+IYYKFhU+GYRgbTjM++x51D8jl5zTfs45ScGTQAbtO3piNO5QbVbcx6/aj5UYtjs+gZnyS/eydHlbOCzJyvkL2VbZkYO5Cx5EHQ2rU3aQIm7HdTmXGJ5k1akr4zNmFT1uTO43eZwocdWcYP5R5rifDMJo5sncSD997C+67fScyJx9H7uyzyJx8HPfdvhMP33tLX2dnnjjnL77+XY67M1cZXG7EMAxjwynWHrTwedkedd8IZv9UbLKLjUE4PssVSxHW6gJTMhZGOCQa80fXcyVlPbpJETFrEByf14wnkIiGkC9VnZ4r2SK2jSXcLqoVe7Q+lS0pQrAp1Fb3VsdnxZLIFiuK81En9rmZ1HEZhOMzZ9t/IuIedbeLtAzDMAzDBE8sEsKd+8bxO48+2Djtzo/8Yt/b0rM+3yf43Z5hBh0WPhmGYWw4Oj4d4u8msZcHBVVupDSq24XPUTLj05AQaxcV62sQQmAsEWk4MdcNi4/2VvegW+UBe9Q7gqlkDBfXqsfhSoBzPldtLfKpbAm7p8zvl97+uuBpj5Ct50vGhE8qwCdjYYRIuZcy49PQsUij7oloSNk/oEbdM1xuxGxxCuUKyhWJUsVCsWKhVJEola3G7ysra/1eIsMwTN9I+nyv5Hd7hhl0+IhmGIYhSCkdG8tNtpg70TLjMyChy2m+Zp3ZERp1N3N/UFExJICRmFooUxfhTJfsUJfjILS6jw9FMTncFD5p67xpWhyfuWCOxbRD1D0eCSvO13S+jB3jZvZP52YmY+rbpUAcn0T4tM/3BNSZo+z4ZLYq6/kS5peyHUdw2EdHMAzDbCWO7JnE8bkVz9vf2sdYPsOYgIVPhmEYwlquhGKltTgmyKh7sWy1CJ3LmQKklBCdKiN7xOuMT1OOT7r/0URUcbmNBdCkDVTj9tTFV53xSYXP4Gd8jg1FMTXcdNyuBDTjs1SxkLYJCqlsULdfdbzWGU1EkS9Vjz+TxwGdm0lFRkA9Fk0JnzRq7yx8crkRs3UplCs4t5w1WrTHMAxztXDHgWl89ql5T1/ejyYiuH3/dACrcqZYtvDkmWWcOLeKbKGMZDyCI3smcceB6b6PDGA2Lyx8MgzDEJxi7kA19potllucXyZwEhVLFYn1fLlFjNRNW+EzCMdnrnW+Z+P3hHmxyem6J5JRZaZlPxyfY0NRTCabwqfdhWmKVQeBNYhiJSml6j4mx+JYItI4/kw+Fu0cn0GI8NShlog5CJ9cbsRsQSxL4kIqh0tr+cbMZ4ZhGKY9sUgI9x89iIceO4l2vZBCAPcfPdg3gfHE/CoeOXa65f3d8bkVfPapedx/9GBfS6KYzQtL5gzDtLCWK+Gj//R9fPyxl1FycD9ezdBiox3jCVCD5RUXUVT/Gpz3E0TcvZ3wOTOqlhuZaNRut//xgOZs0pmWkZDASDyiiK7Bzfi0Rd2TzTUENfrAKVIfhOMzV6qgTEQNev+PBvRYUDFxxOb4DCLqnvfh+OSoO7MVWNoo4NmFFBZWcyx6MgzD+OTI3kk8cM/hlnnpdUYTETxwz+G+CYsn5lfx0GMnXb/UTufLeOixkzjBjfNMF7DwyTBMC//92Bl86ltz+JOvncIXnl7o93IChTo+d4wnMD3cFPuCiru7FSktB9DsrgqP6hsj2qJetMXBdeHU5N34nayHOkN1s5ZTi42EEH2Z8WmftzpJou5BuC4BF8en4fmqQOvjS+//oEYeeJ3xuZ4rGfkSoOOMT9rqzlF35iomUyjjxYtrOHV5A4XS1voylmEYRidH9k7i4XtvwX2370Tm5OPInX0WmZOP477bd+Lhe2/pm+hZLFt45Njptm5UAJASeOTYaRTL/LeA8QcLnwzDtPD0ueY3ac+e31pNqNTxuX0sgW2j5uPdrWtw3k8Qs8wU4TOpCo8TQ1FEyMxNE/eH3eVICWKuIqC6HCdq90FfhE+yn/GWGZ/BuE6dIvVOYqhuqAAej4SQIMIffSxMNaoDwEabGZ/02CxbUpnHqQtF+HSIuifjHHVnrl4qlkSuWMGZxQ28cGHN6JddDMMwW4lYJIQ7941j6dEHceVzH8bSow/izn3jfZ2f+eSZZc/vr9P5Mp6aWza8IuZqg2d8MgzTwtmlTOP/C6vZvqyhXLFwejGDQ9tGlIIb09A4+7bROHKlCr5/qXZe2tmJqX0NfYy6txMeQyGB6ZFYwxW7tFHAddtGtO5/rU2rfFBxcyrsTTaEz1aHn8miqXLFUlqKx4YifZrx2Xo/rwUgurrN9wSCOw7azvi0HZtruZISPddBzk/UnR2fzCbBsiSKFav6r2yhpPysnleqWChXOMrOMAyzVThxzl98/bvzq7jr0Kyh1TBXIyx8MgyjkC9VcHGtKfAtrOYCX4OUEu/+0ydxYn4VP/6GHfjkz94S2L6puLltLKG4rrZG1F11GdqZGYk3hE8jjk+lyTz4QhlAnWE5URMb6VrKlkS+ZDm68HRh/9a7xfHZz3KjIKLuysgDu+gYjPtWaXW3PdaxSAhD0XDj9WEtV8LOiSGt+1eET8dyI9Lqzo5PZkBZyRTx6lqeBU2GYRjGlazPWeV+t9cNN89vPlj4ZBhGYX5ZdXheWM3BsmSgrsvTi5nG4OovvXAJ/yVXMt5mXuey3fFJxId+lBuFQ6JR4rBsWOxqadJOtN7ns0rBkf77o53wap+raAonx6f9vkjnS0aFT+p8DYmqyKU4PgOa8ekksAYxX5TGWlscn/2Y8eng5hwfijaETxPr6DjjU4m6s+OTGUxypYrR0SQMwzDM5sfpfZbO7XXCzfObE5ajmRYsS+KlV9f7tv/PPjmP9/zl0/jeha01W3JQmCMxd6BaYnM5oIh3nfMrqvj6ypWNwPZtd3xuG4s7nhfUGg7ODjf+b1r4zJeq8cM6bo7POiaEz/YR52BmO9J4d11sjEdCiIab4r/J/VevX70fQiGhOD6zxQryJfMuP0fHZxBR9zYlV0HNW80U3R2fgPlmdyp8JjyUG5koWGIYhmEYhjHNkT3+hMJbuXme8QkLn0yDYtnCB/7mGdz2+1/Fj/7RN/sy2/HsUgYffvR7+NILl/CbX3wh8P0zwPxypuW0oOPu523H3umAhE8ppeLq3D4W70+5EVnDa3eMNf5vOupuF2/swiOgOj5NR937VW5kb3UHACFEYLMlq2toFf4mbGVTQbg+nWaJpgy1mFMGYsYncVE6ze80LXzmfZQbWbL6xQXDMAzDMMxm444D08oX2+0YTURw+/5pwytqhZvnNzcsfDINYpEQnr+w1nCVHXt5KfA1nF5sClwvXlxHucIvGEFz1kH4tDswTWPf36kr6UD2u54ro0D+SG0bTWB2NNH4PYgZnxVLKk5KVfg0K3RR8cbepF1HdXzqX0+7ciN71N2U+ObU6g4E2+y+7hD5T0TDivMwiDmfTuVGFUsqxUsmoI7alhmfQ0E5PonwGWt9M07XYcTxSRynSYfn4ohNjOWCI4ZhGIZhNiOxSAj3Hz2ITr2hQgD3Hz3Ylzma3Dy/uWHhk1E4StrRjr28GPj+aYSybElcTAUbsa5z8tV0YOUhg4Y96g4A51cCdnza9ncqIMcnjZhHwwKTyaji+FzJFI1/e7ecKcAiet5rrhkl5wUnfLrNVJ0ZacatjTg+c2qTOYUKoWVLKlFgnTjN+ATUZvd0kI5Pcj9MDtNmd/ORczdXqem4ezvHJ30cTM74pOVG1F3ptC4Tow+yHcqNhqJh5QMCFxwxDMMwDLNZObJ3Eg/cc9jV+TmaiOCBew73bX5mN83z/aRYtnDs5UX84Vdfxu9/6fv4w6++jGMvL25ZJyqXGzEKb75+Fp/59lkAwOOnl1CuWIiEg9PH7a6Zs8sZ7JlOBrZ/APiLJ87iI3//IhLREL72wN24VnNT76BzdqnV3WmPnpvGvr+gZnyqxUYJCCGUaDdQnWupu72ZQmPuyVgYe6ebMz5XMgWjRVNehE/T5Ubto+7qn6y1XAlJByderzi1ugOq45MKtCZwux+mhmON0RMrAUTd3b4ASmVL2D1lbr/tZnwGFXXv5Pg0XbbVacanEALDsUjDfWvahcswDMMwDGOSI3sn8fC9t+Dr31/Aw3/xtwjFh2EVMnjvf/4Z3H3Drr42pm+m5nkuYGqFHZ+Mwu0HphCrCZ3pfBnPnk8Fuv+U7cPjfMARawD44jMXAFTnpf3L914NfP/9JFes4NX1Vpdt0PNe7VH3hdWc0rBsCrXYqCrwJaJhJWprOu5OXZTbxxJKoY0lW58jOln3Inzayo10xs3zpYryLaRd8IpHwkhEm3+2TImPquOzef+P9cvxSfarNLsbdgCXKpbyhilGvgRL5czum+7XLnhTATpfsox9c00dlMk+lBvlO7S629cVxGskwzAMwzCMSWKREO7cN46lRx/Elc99GEuPPog79433VfQENk/zPBcwOcPCJ6OQjEVw2/6m+v+NgOPudtfMvEPs2jQ0Zn0hFWzEu984zfcEgo26r+VKjrHRM4vmjwXV8dkU+LaNkTmfDsKw3jU0r392NI6xRERpE1/JmBNe/To+SxWpVfCxP/+dypWoCGhqriKd8zrZtxmf7o7POqbLjexxduq+d5r9qRN6+0ftjk/bcWFKhFYcnw5vXo0fix3KjezrYscnwzAMwzCMGTZD8zwXMLnDwifTQj/nfKZsH+TPLgfrNMwVK0p890LAbeb95iwRmqmz7tJaDqWAiqbcipSCKDiijs/tROykIqhpxye9/m2jcQghMD1stlCozlqbuYp1xoeiihCrM+5O9x9zKVcyHS+2i4lq1L1fMz6b+6VlS6Ydn/T1OBYJYcd48zmxZlh0bVduNBwLg057MCFCSymVGZv9cHzmOsz4BIDhOHV88oxPhmEYhmEYE2yG5nkuYHKHhU+mhaPXN4XP5y+sBVryY4/xnlsJ1vF5IZW1/d4f4fMfn7uI/+1/nMC3Ty8Fut854vi8bV9zgJ8lgUsBFU0tuIjNQcz5tIuOTv83UeijroHE7WuN8tTlZ7LZ3Yvj0y7ELqb1rafdXMfG6UNm5ztSl+NwLKzEapQZn6Ydn0rUmzg+iRC7Yth1SV/7J5NRJWbfz3IjIYRacGTgOCiULVRIy5i9QR0wL8LnS80vm9yj7s11ZdjxyTAMwzAMY4TN0Dy/2QqYgoSFT6aF11wz2hB6pAS+9Upw4pvdNTO/nIVl6Zsh2Al7pDvo2ZZAVWx44G+fw1defBUf/NyzWmcodmKeFBvR4wAI7r5w28+pywEIn+utoiNgi7qbFj5p3L42Z3SaNKmbjLq3E5soNO6+qNHxSWd2jg85f6NK3X8mXHbU5UjdnoB6nwQ749Ot1d3sl1L2Wac09m9y1qyUsqMIbnrsgN096TSnaTxp1vFJZ3a6CZ9UkGXhk2EYhmEYxhyD3jy/mQqYgoaFT6YFIQTu6lPcfc3mIiqULVxOB+M0BFpFt9VsKfDCiJcurTfmbVxeLxgX2ijU8blvZhi7p5oz/YJqdqdRdyq8vrIYsONzzM3xafZ4dHKdzowEH3V3c3xW19MU35Y0Hp9eo/Z1TJQbrSqN7uoagnR8pj3M+DTtxqf3xdRwDOPJYOaL5ksWSpXmFz72ciPA1uxuQHS0i4hOwuMgzPikEfwMR90ZhmEYhmGMUm+ev+/2ncicfBy5s88ic/Jx3Hf7Tjx87y19bUvfLAVM/YCFT8aRo9fPNP7/zVOLgbkOnT48zgc45/O8Q8w66Dmfc7aCoSBvP53xuW96GLsnhxq/B1VwRB+Dtxze1vj//HLW6ABmKaVSLEQdn7MBzvhcVIRPh6h7n8uNAFWI1er4HICou1uje3VNwZUbuYnAkwGJj4A96h7DBJ1paTDqbn9cnY4FKoaaeCwyNrdlONSaa6LPkULZUlrYe8WypKeo+zBH3RmGYRiGYQJlUJvnN0MBU79g4ZNx5K5Ds435FZfXCzh52XyxjJTSMT4579I0bgKnYp2FgOd8nl2yC5/B3P5MoayIenbHZ1BRd/oYvOnQDCI1waFiSdfWeR2kC2VFaNiuOD5pq7s54VFKqQqfDlH3fs/4BFQhWKfj063JnGK6UEaNutvaxA27DOvYo97tHJ8mv5Si98XkcBSTw8FE3dc9lFyZnvGZKTRFTFogRLEfozrXUbB9yeN0HwBqqzuXGzEMwzAMw2xdNkMBU79g4ZNxZGo4hjdcO974PYi4+0ahrJRJ1Amy2d2pWCdwx2eL8BnM7aeiYjwSwo6xBHZRx2cA94OUUnkMDswMY9/McON3k3M+6XzPSEgozjoae1/aKBibO5vKllCsNAWPRtSdlAktG4w3u4ltdtTovamou9uMT9Ot7s3rtDs+g2p1z5UqatSb7JeKj4WypcShdbOSUe+LiaFg3KaenL+K8GlixmfzOmmBECURDSEWbr6N0nk82h9Xp1Z5QBVl2fHJMAzDMAyzddkMBUz9YuvcUsY3R5U5n+YLjtzcW+cCjbq37ivoZvcW4dPBhWqCs6TYaO90EqGQwO5JMuMzgHUsbRSVD/y7J5M4tG2k8bvJZnelVGg0jhCJttIZn2VLYsWQ6EPn2cYioYb4qLa69z/qHkS5kXvU3XS5ERX73Gd8bhTKxgRw++xSepvtYqzJOZ/22L9S5mMy6k6PAxcBXJm3amTGZ/N1yE10FEIoYwh0Ho/22dJeHJ+ZgOdRMwzDMAzDMIPFoBcw9QsWPhlXjl7fFD6Pn11BznCMLuXyQdpkvJmSzpcc1xCk47NcsXDOJjCeC+j20/t533TVZUmj7lfSBa0z7JygwvNoIoLxZBTXEeHz1BVzIxeo6DhLWtyBanNyItp8uTQVd7eLr6L2dZ0SdTckdBXKFSXq7yY4ATbHZ1rferwIr0q5kQGnH413j7c4Ppv3iSXNCU30fkhEQ4hHmqJXNBxS1rGaMSdAUuFzalid8ZnKlYzF7Adh1isVHkfaDH43JcTT19pYJOQ4YxQAhmm5UYGj7gzDMAzDMFudQS5g6hcsfDKu3LxnovGBr1i28OTcstH9ubl25pezgZQrOcXcgWAdnxdTeSXiCgTp+GwKn/tr8fJrxhOgn7dN3xfUVVp3m17XB8fnduJoBKrOLmXOp6Fmd6dGd0AVGlPZEsoV/SVPdtGmveOTtLprjP4rgpfL/s1H3anL0e74VH83VXDUaeSAMufTYOR8NaPOO6Vu04olkTYUrV53KXaimC6aog3p7RovTc2czRU7FxsBagyfo+4MwzAMwzAMMLgFTP1ia95qxhPRcAhvPNgcePuNk2bnfNKyjGsnmrMlNwplo3HOOm5R7iAdn2eWWoW9MTaLTAAAIABJREFUVLZkJNJrhzo+99Ycn9FwCDvGabO7WRGWis+7p6r7pcLnmaWMEdEPsImOY/GW87cF0OxOBVUqtFKhCzAjdlGxKRoWbcWW2ZHm2sqW1HZ8epkxqjj9jEfd1fu9WrTT/LNpSvikMXInx6PS7G406t5cx9RwrEWENBV3p07eMZeYjmkBnIqIwy5Rd8DmQM7pOx7oyI92z0U16s6OT4ZhGIZhGIaxw8In0xYadz92yrDwST5E751OKh94gyg4ouU9+6abEe/L6TyKZTNimx17o3udIOaczpEZn/tmmre/LkAC5guOnByfB2dHGgOai2XL2Bouk3Kj7aOJlvOpGLpoSvhcdxZfk7GwIriZaHa3x8xFm6nYY0MRpdRFV8GRUm7kEnGmQlPapRCtF1bbtLoDwRQc+XF8mioZKlcs5fGYTMYQDgnlddltPEmveHF8jhp2fGYLncuNAIOOTyp8thFeabmRfS4owzAMwzAMwzAsfDIdeDMRPs8sZrDgUP6jC/qhcSIZVdq85wOYc0lv2w/un2r8X0rg1TUz0WY7bgLv/IrZ25/OlxTxaj+572nB0YJhxyed8VmfL5qIhpU1mIq7d3Z8kqj7upnjYdEl6i6EwDRpdjfhgF7zIDbR9cyQuaO6hGAvpTZ2QVSn+GjZ3Kt2xydgK9UxJHx2eiyCcHymbCLeZE1snQxAdB2EGZ/UPUnFxZZ1JExF3btwfHLUnWEYhmEYhmFaYOGTacvuqSQOEBHMZLt7KkdKRYai2EOKdeaDcHyuNJ2EB2ZHFOFpIRXMnM0zLo5P07efXn8iGlIcj7uo8Gnc8dkadQegNLubKjiiYuY2B8enqSZzZQ0uUXdALTjS5bCkUNGx3XzPOjOa7w/LkoqI6baG0UQE1IyqM16czpdBDaROwueY4vg0NeOy/WNBZ4+amvFJS55i4VAj7m0vODKBEnX30OpuxPFZ7Lfjs7n/to5PZcYnR90ZhmEYhmEYxg4Ln0xHlLj7y+bi7utK1DbWaBYHgnd87pocwrWTTeEtqDmfNOp+cDa42z+3pDa6h0ijkRp1NyfAViyJi6Q8ibo8r9tutuBISulvxqepVneyhlnbGqaJ0y6IqHsnaOGSDsfnRlEVHd2cfqGQUFq2dbr9qIMxJFRxrY7q+DTf6u4041JxXRpqdV/JqA78+ugD2nS/ZsrxSW6/vVCqzpht5IDuAjwqInqf8dmPcqPmeblSRfvoB8YdIURCCPG7QoiXhRB5IcRFIcSfCSF2dXFdE0KIPxJCzAshCrWffyyEmDCxdoZhGIZhmK0EC59MR45eP9P4/+Onl4yVy9B5cRPJKPaSOZumZ3xKKdVincmk4nQMotm9WLYU8fXuw9sa/zft+DxrEz4pu4nz1mS50aW1HMrkQzu9/6+bNSt8bhTKyJJoqZPjc9sYbXXXL3xKKdUZn7Zm+emR4KLuXoTPWbKeJQ1CrF00chId65iKF1Phc3woqnwB4LTvQZjxaar4jd4XdH/UbWpsxqeXciNyv1hSf7EPdXwO96PVncz4TLQRPkdsa+M5n8EghEgA+BqAjwAYAfD3AM4DuA/A00KIgz6uaxrAcQC/AqAM4FEAaQDvB/Cd2vkMwzAMwzBMl7DwyXTkjgPTjSKTdL6MZ8+njOyHfogeH4o2msUB4Jzh2ZKpbAkbZD7a7qmk0iwfhOPz3Eq24XgLhwR+6LoZ5TyTUGGZzlYFVOflqu1+0gkVnmdG4kq889D20cb/X7myod3dRYXMcEgo7so6aqt7Xvsa0oWyInZsH7NF3anjM6NfePVSLESZGdUbvaf7H4lHEAm7/3ky5bJr1+heh0avdcbsKb5mfBpyXdLZobTkiUbdVw0Jn2mf5UaA/mZ3xfHZbsanIeEz77HcKGlbW5ab3YPiNwC8EcATAK6XUr5bSnk7gAcAzAL4Mx/X9YcADgH4AoDDtet6PYBPALgOwMe1rpxhGIZhGGaLwcIn05FkLIJb9002fjcVd1fKjYaiSrP6Sqao9UOlHRrhTsbCmExG1ah7AI5PGjffPTmEg8Tl+Op6XvkgrJuzy9TxmVTO2zYaVxq8TRVcKY3uJF4PqLH/bLGCi5rLpmij++xI3NHpR4XPfMlCWrMATN2ekZDAlE14U2d89t/xqTvqrhQbtXF7Ajbx0VDU3anRHQio1b2D8BeE43PFxfFJo+50LrNOvJQbRcMhJQKuu+Ao43HGpyqEmyk3SrZxfMYjYUTDzdcrU19MMU2EEFEA76v9+h4pZSOGIKX8OIDnARwVQhzxcF3XAPhZACUAvyylpA/grwFYBPCzQojtutbPMAzDMAyz1WDhk/EEnfP5jVNmCo4U4SUZxexoXPlge85g3NsecxdCYNdEsMKnEjefGcbOiQQiNQFOSnOCo9O+KaGQUERgWkCkk/PkMaAxd6AqNu0YbzogdcfdqXC33WG+J1B12UWIIKp7zictNppxEF+DbHX3FHUfpVF3DcJnvrPLr3G+sah7Z8fnaNxsqQ7Q2X07NUxdl0Xt7mPA3f1KHZ9rBhyfUkpbuZO76Giy4Ig2pLdzfAYRdW/n+ARUYTbLBUdB8EMAJgCcllI+43D+52s/3+Hhun4M1ffix6SUl+kZUsoCgH8EEK5txzAMwzAMw3QBC5+MJ44eagqfzy+klBikLuzCixBCmfM5v2Ku4MfJbUjFvkupPCzDpRG00X3/zDAi4ZCyhrNLZoTP9XwJy+Tx3G8TPoFq2VMdU3M+F+hjMDnUcv51tNn9st5mdypizjrM9wSqAvCsLe6uk8UO5UpTI7TcyGzU3a/jU3fUvZPwqUbd9QleKcXx6SJ8Jsy4TSlUxHNudW+urVSRRlx+VFyn+5u0ia66KZQtFMkc6XZjF8YMjTwA1Mi411b3TLGibQY23X+7GZ+AWr7Ejs9AuKn282mX85+2bRfUdTEMwzAMwzAOtM8TMkyN1+4YxexoHIvpAqQEvvXKEt5x005t11+qWMoHtrrosHc6iZderYpcJgt+FhzchnTGZ7FiYXGj0DJ3USdnbcInAOyZSjZu97whwZHuNxkLt5TqAGrB0YKhead03ADdX53rto3gmzW38elFvY5PGnV3c3wC1bj7pVrMXke8m9Ku2AgAZojj00Sre6d4tR3V8VmEZUnHEQFd7b/DjFFTcxXtBWud9h2I49PB8Vj9YqjqBAeqze5u7efdQkVg2iI/MUSj7vqFX7uA2e5YDMzx6VH4BKrFTFMOM4L9osz47CR8EhcylxsFwp7azwWX8xds2wV1XW2xpDQ2Mmg9X4aID6u/1/aVzpeU51O/yBYryhqzxQpCA7AuyqCvcdDXBwz+Ggd9fQCvUQeDvj5g8Nc46OsDeI2USFgYHUtYx+oh5cbCJ+MJIQTuOjSDLzx9AUB1zqdO4dP+RKl/mKQFR/PLBh2fRHSruxuH4xFMJKMNMWRhNWtW+FxuFT73TifxzVPV084Zuv10tuje6WEI0SpeKY5PYzM+1XEDdlTHp17hk5YbOTW611Ecnwaj7k6uUzrjM10oo1CuIB5pL4j4Yb0Hx2fFkkjlSj0JPusdXI4UxfFpaMbnZJ9mfJZtXwI53ReRcAjjQ83XppVsEXumW58zvUAdnzRaP540G3Wnj2csHEI84h5MoQK5zuNASqk6PttE3YdjEYQEGsV0az0+D+rQGZ9DsfbhnCQRPnW32zOO1P8Yuf0xzNi2C+q6IIR40eWsg6evZHDT7/5/Xq6mK/Z84HON/x/9o6eM7acX6Bo/8MWX+7gSdwZ9jYO+PmDw1zjo6wN4jToY9PUBg7/GQV8fwGsMmotXutdDOOrOeObNZM7nsVOLWufKUeEzEhKN6B6Nup816PhUo+7NfVLXpymnI1D9kHuJFPbsqwm++6jwa8zx2bze/TPO4gkVIk1E3QvlCi4T4c9ebgQAh7Y1m91PaW529+r4pIKk7qi7Kr46RN1tYoruOZ9+o+5jiYhSetWrA3a9g8vRvm+ny/WK6vjsHHU34fi0X6eb45GWX5kYPbLqcl9MJlXHp+75omu05Goo4vhFTB1Tj0WxYqFMRpuMxN2Px1BIGHEg53w4PkeIMDsIzrotQP2gdDv4/VjfdV4XwzAMwzAM4wALn4xnfui6GdQ/g15eL+CkxjmL9ohp/cPuvgAcn1JKW9S9KbpdG1DBEXV7xiIh7Kztdw8RYU2VO80rje6t8z2B1qi7brHjwmquEdsNCTRuP4U6PtdyJa3N5p3mazbOU2Z8Goy6O6whEQ0rAozOuHupYilOsXEXtyNFCKG14MiP49RU1F11fHqY8Wki6k2ciyEBjLjErGn83MSsTXqdUy7lRhVLIq1ZaPPS6N4439CMT3tBULJDudC4gXWo5UbtvwigM0hZ+AyE+psf5z+YQP0Pppdogs7rgpTydU7/AJz2cnmGYRiGYZirEY66M56ZHonj9TvH8cKFNQDAN19ewmuuGdNy3W7zBanwd3m9gFyx0rHh1i+LGwUUys1CCsXxSUTQCwYdn0rcfCqJcG1WIo36n1/NomLJxnna9u1F+CT3w0ahjLVcydUR1w200X3H+BCi4dbvZKaGY5gejjWKmE5dSSvCWy9Qx2e7qDsVJHVH3anjdbvLGqZHYo0Y9LJGl1/LXMWEtz8NMyOxxhcCvQqfnZrMKWrUXWe5EW0yd5nxSdaWKVa0Pyfp/TCaiLrOTaXCrG73b8VSZwHSfY3Z5ouuZUsdHy8/0GNxtJMAnjBzHNgLgtqVGwFmmt2VqLuPcqMMt7oHwbnaz10u5++ybRfUdbXl4LZhPPnbP9Lr1fjm0loOC2SUzUZ6HT/15psbv3/hG89gZLT1vaTu7bwy6OvbDGv0c32DvkZ+nDfv+jbDGnXt99nzKXzy66+gnS9FCOA9d1+HH9g9EegaSxULv/b55z2VL47EI/i/3nWj4+dAk2vsdrtOPHs+hc98+6zjbR+JR/Dzb9yHH9g94Wk7AMYeY6D3+yYSFrh5z6Tv/frljn8YxkvL3V2WhU/GF288ON0QPr9/aV3b9aZypE2ZfIjcOTGEaFigVKk+y8+tZHH4mtGWy/cCnS05PhRVPkwH5ficcyg2AlTht1SRuLSWa5Qv6YKWG+1zaHQHqqLjUDTccCGdX8npFT5XWmesOnFw2wiW51YAAKevbOCNB2d63vdGoay4Hds7PpuC5KLmZvXFDo5PoPo41MuudDa7U7EmHBJto70UKjz3HHXPO3/54UQQjk+349su8m3ky54csl6hLfXtnK9TBtvV13Il5Y0VbXIPhwTGEtHG/Z7KlrB7St++qYDZSYBX3LcaZ3yqjeqhjsI2PSaMRN07zPjkcqPAea728xaX8+unPx/wdbUlJISnMSa62SiUMRxvPi+sQhiyoJYqDjv8zdG9nVcGfX2bYY1+rm/Q18iP8+Zd32ZYo479FssW/vyJs20FMaD6hfWfP3EWt+27BbE289N1r/HYy4ueRE+g+vfihQtruOvQbOeNNa6RUixbeO5CGtM/9n6E4sOwChk8dyGNu1834et+OzG/2lao3CiU8cmvv4J33nQtHn3uQtvtHv63VzAUDRt7jL3e5nbbJePhQN5jhNqMwOoEC5+MLw6SuDEV63qFOq3okyYcEtg9lcSZxeq+zi5ntAufCw7FRk6/B+X4pMLnUK1lvR6rnl/OahU+17IlZZbfPpcZn0II7J4awsu1UqHzq1m8Yde4tnV0anSvc2jbCI7XhM9TV/QUHF0hbs+QAKaHPUbd1/XN+MwVK0pk2M11Om2o2V11W7afq0ihBUe9CsFeBT/7+bqixYVyRRG8qNhHGbGJcev5klbhs1Ojex3V8ak3ck8dpNFwqxA+kWwKn7pFVzf3vxOmou4ZIh62a3SvY9rxmfDR6u71wwXTE48DWANwUAhxs5TyGdv576r9/CcP1/UVABaAu4QQ26SUV+pnCCHiAN5RO//LvS+bYRiG6ZZi2cITcynMvPNDDdHnibkU7n7dqC+RSTdPnln2POc8nS/jqbll38JiL5w4t+pr++/Orwa6PsqJ+VU8cuw00vkyhg+/qXH6p49fwuefX8T9Rw/iyN7OrsZi2cIjx057EiofffaC65BvCv1CvB1+H2Ovt7nTdr9890Hctk+jE8IAPOOT8cUBIsrpFD7ph0W702qv4TmXdL6nvU382onm7xdS+mdb1mnnuqQFT/Oabz+NuQ/HwpgdcRf9TBYcLXRodK9ziAjvr+gSPolTcXY03tbdRZ2Y6/ky8h7/CHVeQ1NEFaIaIXeCnr6UMeP49PNtnSJ89uj4tIuv7aAOu0LZ0vI42BvKJ4acHwO7I1an09B+fe0eC2XGp+aoe8rmfLUL4dSVn9I859TXjE9D5UZ0xme7RvfGOgwIsHkf5UZUnM1yq7txpJRFAA/Xfn1YCNH4oy2E+FUANwL4lpTyO+T09wohXhJCPGi7rksA/hpADMB/E0LQF7+PAZgF8FdSylfN3BqGYZj+Q0XFbe/+KGbe+SE8MZdCkYwi6ycn5lfx3r9+Gp8+fgnDh9+EoX0/gOHDb8Knj1/Ce//6aZyY9yfuaV1bF8JikGR9fiHrd3tdx86J+VU89NhJ1/eT6XwZDz120tNj7UeMNqEseH2Mvd7m//md8x23+9i/nMRXv3+56zUHATs+GV9QUW4tV8Jqpqh8AO8WN8cnUJ9zuQhALQHShdrorjo+6YzPbLGCVLak5fbaobdrf4vwOYzvnK2+gM2v6L39dsG1ndPPXnCkE9Xx6R51v87W7K4DtU3dfb4nUBX66HzDxXShrUO1mzVMD8cQcZltM02EzxVDjk8/wqdabtTbevxF3Vtdl51ccZ2gzud4JNR2lvBoItJw1uludvc665QWDq1odl1Sx+eUQ+R/nJy2pnnf9P5s53gF7DM+B8PxqWsdatS9k+OTW937wEcBvBXAGwGcEkJ8E8BeALcDWAZwn237GQCHAexwuK4PALgDwE8DeEkI8V0ArwPwelRLiT5o4gYwDMMMArpcdibX99BjJ13de3Vx6IF7Dvtapy4HqUlhUccakz5HAfjZ3s+x0+62APDs0Hzk2Gk8fG/7KLlfMVo3Xh5j3a5UKYFf/7vn8e1DP9zzZzJTsOOT8cX0cAyj5AXpjCbXZ7tG530GHY8AbI3uqog1mYwqbhsTcz7X82pDeYvwadDxOudhvmcdGvunQqUOVPG5jeNze9PxuZgutLj0uoFG1re3me8JANFwSBGCqFOztzVQ16m7+DpFo+46y40Usak7x2cv0f9SxVKcap3E16FoGNFwU6SnMflu8dLoXmfUkNMQ8N5ub9Lxqc46bV0DLX5a1fAcpKz7KLky9TjQOZmdGt0B/VF3KaUifCajPlrdecZnIEgp8wDeAuD3AGQBvBPAPgB/DuBmKeUrPq5rCcBtAD6BqvPzJwGMo+oq/cHa+QzDbCEG3QGpC50uOxP4EYceOXba8+Oj00FqSljUtcYjPgtvbvUoHvs5djrdlr/5zjnf4wLa4VeM1o2Xx9iEK3UlU8Q/v3DJ49bBw8In4wshBPbPNgWys5qEz5QSdXdyfFbR7XgE2rsNhRCK61O30xFQ78NkbaYnZY9B4Vdxmro0utfZZSjqvlEoK+JJu6j7ttG4Iry/spjuef9q1L2947O6jf5mdyqg2h9/Co266yw38iq22dkx0by/Lq11L3y2tMp3WIMQQrvbL9VB7KOMJszMlgTsMz77U25En49TDg53JequW/j0UW5kbMYnibp7KS2gzlQdwmehbCkfshIdy4241b0fSClzUsqPSCmvk1LGpZTXSCl/Xkp53mHb35FSCinlz7tc16qU8v1Syj2169ojpXyflHLF+A1hGGagMBGrHkQh1ZSoqJNu5md2QrfYa0JY1LnGOw5MK19Ut2M0EcHt+6c7bufn2Pnkv53qeFu+/D1/02Q6Rcn9itG68fQYG3KlPjbAcXcWPhnf7CMCma7oORUdWqPuZM7mak7rH76KJXEx1X6+pOlmd8V1Od0aN6fC77mVrNY5o2eJkErvZyeoKLywqm/eKS2XikVCbYU/IQSu2653zudlH45PANg21hT7rvQ419Lpetrd/mlDjs9uo+70ubGWK3VdrELFrnBIYNiDy053szsV+zo5PtXZkuaEv7aOT7LG1WwJlqXvdYE6SJ1Ge9CoeyrXv3Ij+ka6ULZQKOsR/WhcvB/lRjnbnE4/Mz456s4wDLN5MeGAHFQh1YSoqHuNuudnmhB7dQuLutcYi4Rw/9GD6NSbKgRw/9GDniL0fo6dXMnqeFv80snR6VeM1olX8diUK1V394FOWPhkfEOj2Lqi7mttHJ+7JpOo981YUhXKeuXyeh6lSvPV8NrJ1vmS1xpudlca3WdbXZc06r5RKCvz93rlrEubvBPU8VkoWz23eNc5T4qNdk0MIdSmXAgArpttCp+nLvcufFLXZqcZn9VtiONTU9Sdiq/b2oiv1H2ntdU9611sosyOxBEj80i7fX500yqv2+1HnYtuje51qOPT7IxP9zey9FioWFLrOtTYf/uou37Hp59yI/V8XfdBpuiv3EiZ8alh7IK9udNPqzuXGzEMw7RnEN2P9XXpFsUGWUg1Wcqja42652eaEHt1C4vdrLHTc+rI3kk8cM9hV4F2NBHxNSO13zM0Ozk6/YjRnT/xVBmKhrSKx6ZcqZ3eu/cTFj4Z31CBTFfUXXWcqQ6jWCSEncRZNq8xZk0j2zMjMWVWWh3V8al/xqgifDrEzSeSUeXF86ymuPtqpqjc751mfI4PRRUhhgqWvUAfg10eioLonM9XFjU4Pj3GzOuYiLrTRvTtY+7iK42650oVZRZhL3Tr+AyFhBJ37/b54cfl19iOHIt6hE/qOvcx41PzN6Ze74uxRBT0OwKdBUcrmfbu1wlF+NTt+PRebpSMhREmd4Iu4TPbb8cnET6jYYGoS9lZHSXqzjM+GYZhXBnkdm7dotigC6mmSnl0rlH3/ExTYq9OYdHvGh/798uenlNH9k7i4XtvwS/ffRA/uH8Kr985hh/cP4VfvvsgHr73Fl/FUP2eodkpSu5HjH7nD1zrabv3vOWQVvHYlCv1nhu2G7leHXCrO+MbKpDNLWUgpfTk0HJDStlReNk3PdyYrzm/lKl2o2rgfJtio+bpZqPunVyXQgjsmx7GCxfWAADnVjJa2g3nyJiC0XgE0x7a6ndPJfHixXUAVeetjnUoM1YdHLd2rtum1/G5uO5NdKyjOj41Rd3XvUXd7bHj5Y0iklO9v4x3K3wC1S8G6rNnL6S6c8BSl5/X/atN2rrLjfo349Or8BkKCUwmY42RB6vZIvaj/ZcXXulU9DQxRKPu/XN8CiEwmog0XKe6Hgu/jk/7vFnLkh2d6+2gUfdOMXfAVm7EUXeGYa4ydLVfD3o7dzei2F2HZl3P70ZIbXd9foXUTs3XJkp5dK/xyJ5JHJ/zPmq5kyBmsoG9Liw+NbeM786vIlsoIxmP4Na9k7h9/7TnY9HvGtt9FrM/p2KREO46NNv2OPNCP2doeo2S18Xoeuu80/XUW+cPbhvxtB0ALY8xUHWlfvapeU+vEQLeCo6mhmN42xt2eF5D0LDwyfiGuhKzxQoW0wVl7qFfssWKEjd3KhbZM50Eah2puhyPgBqb3+Uiuu0yGHWXUnpqVt8znWwIn7oKjs7a9utFvN49SYVPXY7PzuIz5dC20cb/L6RyyBTKngpInMgWy4pjr13MvLHNqIkZn03BsF3BUjQcwvhQtCFULmeK2O3BJduJXoRP6sbWE3X36PjUHHX3NeNziM741Oz49CECTw4T4VPjCAwqfDqWG5HX6DWNUfd8qaI4Try4f8cS0Ybwqc3xWeze8Sll1QXs93lEyRPH55CHebcj5PWvVJEoli1fb34ZhmEGlRPzqw1BYPjwmxqnf/r4JXz++UVFEGiHbkFM9/oA/aLYoAupukVFE2v0Iw55EcRMNbDX0SEs6hYV/T6nvOD32NGFnyg54F2M9iNa6xKP667Udl8G1W/zO2+6Fo8+d6Hjdh/76Rs7jmfqJ/zOmPHNeDKqfBie6zHubncMOTs+m+LOOa1Rd1Js5CIgXTvRPH01W9IWLwaAlUxRcau5zdmkcz7PGRI+vUALjnQ1u1PxmV6/G9dODCERbb50nVns/vijTsuQgCfXKxVHFzXM+CyWLUV06xS3nzbQ7N6r47NOt45oP/HmxnYJvfHirlvdNQ7xtrvfO4nAU0Sg1Tn7t1O50URSdXzqKjqz35deRHAa+dH1WNBm9KTPoi2gdyE+69fxaXOlsuuTYZirAZ2R5c3Qzq1bFBsEIbUdJtq+da9R9/xMEw3sujERge6mnKodfo4dP7zt9ddoi5LXqQuVH3zr9fjNH78BH3zr9bjr0GzLseJ1O514HZHwv9y2u+N2v/4fDuOtAxxzB1j4ZLpkvy3u3gvUMTQcCzvOM9troEkesIluLm7DbaNxRMPNv3g6XZ/0towPRV0jtrRxXdeM0zkioO7v0Ohehzoyz2somZJSKgKq22NACYUEDtKCoyvprvdPHZvTI3FEOszSA1RhcjlTRLnS2zB8e0nUbAfhc8ZAs3s3UfM6avlXd8dEN8KrGnXvX6u7jph9nXzJUtzvnR2fzfNXNc3arFiq+Or0mjRB1lWxpLY5p1QAj4aF8gWHG2MGxg7QL7dGPHwQDYcERsl2vQrxdManl2/O7a5UnvPJMFcvg1rMU0fX+nTPp9wM7dy6RbFBF1JNtH2biJLrnJ9pQuzVjSlR0U85VSe8HjuAty+Qger9/e7b9mibQ7pZ8Dp7tdN2t+6b6vMt6QxH3Zmu2Dc93PgGc65HITKVo04rZ8GBCn/nV7KoWFIpteiWBWXGp7PbMBQS2DE+1HCaLqRyOLR91HFbv1C3Yru4+Z6ppvCrK+o+Tx63vQ6lSk6ojs/eBeDVbEmZp+c1tn1o20gjcv/Kle7nfNI29e0eYu6AGnWXsio+epkxc9Q7AAAgAElEQVQN6sYVsobxoWhHoUN3s7u9Edyv8LmLOD4vapjx6T3qrk9oAlTHZ6dW9zGl1V2f49N+Ozq5X+mxQAuJemE9V4JFPsg5OT7HhqIQAo0PfGvZkpYWR/tx4GX8hlI0pavVnXwQ8vrBcWwo2hCAexVg/Ubdw6GqSJwvVT9Yc7M7w1yd6IxV19E1n1L3+nRHlgehnbtTNFV3rFp3lNxETNvPHERd++xme13zM/3Ei/1EqnXidY1+0V1I5PXYAeD7/tYRJd9MeI3P64rZ9wsWPpmu2D/TFKjmeogaA97KPPYQQaxUkbi0lvM0D7IdpYqFS2udo+5ANc5bFz5NOT4PtImbU+F3aaPQ01xLwPtsUTvUkXkxletZgKZuz+FYuGOpTB2l4KgH4ZM6Pre1ma1JGYqFMRqPNESOK+uF3oTPtLdiozq6o+524c5rq3od6vi8nM53NV+wu1Z36vTr7c2UlLIxJxLw2equ0fFJhb9ENIR4pL3oRb8o0jXjk7bDR2xOxjrhkMBYojlrdjWrZ9ZsV8eBZucvoJYbDXsQHuvrqI966Nnx6TPqDlRdn/lS9bHb4Kg7wwwEukVF3cU8OoVK3evTPZ9yENq5vYgKOkWxQRdSG9erSVQ0uUZAn+jjV+zV+Tqic43XjCV8fQYzUUjk9djRKa4zmxcWPn0ihEgA+BCAewHsAbAC4CsAPiKlXOjn2oJk/0xTeOo1ek4FhwmXD7vJWATbx+K4XJvJOL+c7Vn4vJTKN5xNQgA7J9zFq2sNNbsr4mMb1+U1YwnEIqFGVGZ+OYsbdo51vd+VTFF58XebLWqH3g9lS+LV9bwy49EvSqP7VNKTwwsAriMFR6d7ET67cHwCwOxYHOnFmvCZzgMY734NVPj0sIbpkeY2OuY6UpFGCDgKXe24Zlx1wL66lq+WkXW5Bq+Cl86o+0ahjDKxOfppdTfl+PTioFRmfGqKuquzTmOuz8mJZFP4TGkqOKJjA8Z8RMHqaCs3oo5PD+VGADCu0YFMo+5eZowCwHA80hh9kS2w45PZGvRDEPCKTlHRRDGPTqHSxPp0OzQ3Szu3TgfkoAup9rXqEBVNrlEnXgU7Ey5vXWt88syyL+HT1LxSL8eOTnGd2byw8OmDmuj5NQBvBHAJwN8D2AfgPgBvF0LcKaU83b8VBsc+4vg8u5yFZUmEunT+pTzO99s7NdwQPs8uZ/Cm62a62l8dKrptH020dVdRcU9XmzkAzC2ROZuz7uJjKCSwZyrZiHWfW8n0JHxSsXosEfHstEzGIpgZiWGpFrE+v5LtTfj02ehehzo+zy5nUChXOrrjnKCiY7s2dTvbRuONMQW9NrtT8dWL65QWMC1pFj5H4xHfz+N4JIxto/HG/bCQyvoWPrsRvKhA2qvQZBfuOsX9qdiWL1naWrTXfc46pTF0bY5PEpmfahP5nxiKYr72f3tBXbf07vw14PiMe3td0SnE+53xCagCKTs+ma1APwUBL2vT6X7UHavWLVSaiH3rdmhupnZurQ7IARZSTbAZ1link2BnwuWtc42bRWSus9lj2kzvsLztj99AVfR8AsD1Usp3SylvB/AAgFkAf9bPxQUJdScWyxYurnUvBlLRol2bMo1762g2V0p1OrSJ6yhwsSOlVJrV93eYs0mb3Xud86kIrm1mizpBBcpeReDzPhvd6+ydTjYKpywJnLrcneuzmxmfgCpQ0mb4bqCX9+b41Bt1V4qFPArgdtTnh/9jIt1ruVGPzeK0GGgsEelYcmUX5XS5Pv06X6kwqcvxuZrtPHPZfl5K077TigDu7TgYNVA0RcuNvDs+9Qnx3UTdaQlTlsuNmKsc3W3aOjFReqO7mEd3w7nu9QH6i342Wzu3zoZnr+UlXq9LV9GPKTbDGjth4nVENybKqRjGJOz49IgQIgrgfbVf3yOlbCgtUsqPCyF+DsBRIcQRKeWJviwyQIbjavT87FL30XNltl4b4YXOodTR7E5Fu05t4rTARVfU/fJ6QXH2UBetE3s0Nruf7WK+Z53dU0k8ez4FQBWPu8Fvo3udaDiEG3aM4bmFNQDAE6eX8fpr/cfNu5nxWd22KVBWo+7dQy/vzfFpLurut9iozrUTQ3jmXPWY6KbgqJuoO3WGWrLq0vPSwO2E0ujuUOZjZzgWRkigMSojnS8rIwi6xbfj08CMT3o9U22Fz+b69EXd6XHg3/mrY8ZnsWyhVGl+0vDq+KRCrVbh02PUnbqJMlxuxFzFmIhV0+vuNTpvwv2oO1atez6lidi3CTeZTvfjVna7bYbYsJ81DuLIDBOvIybQXU7FMCZh4dM7PwRgAsBpKeUzDud/HsCNAN4B4KoXPoGq67MufM4tbeCHDnUXPff6YX+PRscjoLoN3Rrd61BH25V0QUu0lc73nBmJK3MDnaCOz14cr2eXMvjn711q/N5utqgT9L4636P7VRGffZaj3HVotiF8Hju1iF86esD3/tWYuQ/H5xgVPnt0fPZUblSElNKXY9eOLuGzzoWUv2NCStllq7u63Vqu1LXwaZ9r2QkhBEbikYbDUNdsybWcv8g/bXVP5Uo9l40BqnO0Xbs9ncesTfj0OePUvp2Ox8HulvRaIqc6PntbB/1CzHu5UXO7DEfdmQFlUIVFQF903kTpje5YtW6h0kTs21RkeSu1c5tkM8SGvaxxUEdmmHgdMcVmEMIZBmDh0w831X4+7XL+07btrnoOzA7jqdqgcBqd9ksqR0SHNm3KVKCbX872LPhQt+GuDqLbjvEhCFF1EEgJXFrLYa9PwdAOFT73d3B7AlD2N7/SneP1H5+7iA994QVlBtxrd/ibFUqdmQsr3btfLUsqsWg/UXcAuOvQDB7+t1cAAMfnVpAvVTzPwwOAfKmiRGP9NLPPjvZR+CRiV7FiIV0oexaJnKCN6F0Lnz2Uf+VKFcVh53UN0XAIyVgY2Zq7bT1X6nrerJeCNTujiWjj+NHVJk6vx++MTymr4u+UB8dqO1JkxudkGxF43EDUXZn12oXzV8eMT/t8zKTH1xSaVuh1Hd3M+KQCrV9Rg2GCYJCFRZ2z9Ey4H3UX8+gWKk22fZtwk/WrnZsZLAZhhqYbpsqzTLEZhHCGYQneO3tqP92a2xds2131UCGyl+i5EnVv5/gkUe9cqYLFHgUnP1H3WCSkiFLdzDG0Q+8zL63q9PZfWM35mueSL1XwoS+8gPf99TPKB/ufu3MvfuSG7Z6vB1AFyoUeHJ9X0gUUK83b4CfqDgA375lsuJwKZQvfOev9TTegztYUApgZ8S4Y0Uj64nr3UfeKJZU5nds8iK8TyRioqW9lozfRSbvj0+dzY93mjvMacQb0xYvpXEuvRV9UmOvXjM/ReAQRcjCsahAgqeOznYhK7ycT5UZus7ns6I66Z0lMPB4JdZz3WkfnjM98N63uSrkRR92ZwULnTE7dgoDuWXom3I93HJj2/JroJVatez6l7vVRdM6nNMGgr49xZtBnaJosz2KYrQoLn96p10i7KT0Z23auCCFedPoH4KCOhQYFnQ1J3Yt+8VpuND4UVT5st5tzKaWEZbn/NcuXKorTrlPUHbA1u2uY81lvBQe8zdncNTnUELws6d1Zd3pxA+/85OP46+PnGqeNxiP45H+8Bb/7E6/33eJNBcpL6/mu3wzQmPzUcMxzpLROLBLCnQebb56/eWrJ1+Uvk9ma08NxzwIHoDozFzcKXRfrLG8UQA9TL47PcEgoTrzlTG9fAHQzX9MOdXxeXMu3fe7ZoWJVIhpCPOLdtUtF0l5cdorj00PUHTBTquN3xqcQQnuzu9fYvzrjU5fj03/UnT4OG4Wyr2PPCRoT9/OapLNdPtvFjM9hLjdiBpRCuTLQwqLuoh8TpTe6S0R0C5WmS050Fv2YYNDXx7Si+3mvG9PlWQyzFeFXZO/U/5y7vXXrbbDaJuQAEevOr2RRqnQngK15dHwCatz7rIPY+vLlNN7zl0/j8Ie/gnv/+5OuTizq9gyHBHaMd3baXTupOi57hTo+D3gQPuORMHaMNwWmeQ8u2y8+s4B3fOJbeOnVdOO0G3eN40vvvws/fuMOnyuusmMi0XhzKyVwsUsRWC026i6iTCMVx15e9HVZpU3dx3zP6vbN46VUkUo5jq81EPF9OBb2LLTQOZ9LPTo+u5mraId+KVAsW1jyIcau9bB/pdm9B/FRdXx6Ez51R6yB7u4LWkCko+yKXsdU2xmf6nxRHSjHotdyI3I/SQls9Cj6UdHRq9sSUL800Flu1E3UncuNmEHiX//9ykALi7obyU25H3U2VZsQKq+GJm1m66D7ea8bky5qhtmqsC/aO3XlyE2hqqtiGy7nN5BSvs7p9Jrr8wb/S+sPu6eSjbmXZUtiYTXnKbJNKddmFNbpJHzum242itOCo9OLG/iTr53CPzx3seEqeGpuBf/1yy/h93/yDS3XQyPaOycSntx+12psdq9YUiko8tqsvnc62dj3uTaO13ypgt969Hv42xPqZIZfeNN+/B8/dtiXq85OPBLGNWMJXFqrOibPr2Z9N8MDwHkyH7TTjFU37iKFWi+9msaV9bynuDgAXCYR9e1j/oTPsaEIYpFQw5mymC50NVuRrsHruoF6s3v1paZXsUtH1H00EcVoItL4cHthNeepoR6wi13+9q8v6k5b3ftTqgN0N+OSrldH1H3Vo/vVTKs7LXfydvtHbB8M0vneZt4qjs+Y97dI9Pm/mi2iXLF8ucgp+S7KjZJcbsQMKN96xV8ao9NMTt1t2rqj8yZLb3SWiJiYT8klJ8xmYdBnaG718iyGMQELn96p54R3uZy/y7bdVU8iGsa1E0MN9+TZpYxv4dPu0moXdQeAPUrBTxbzyxn8yddewRefWYBTwvEvnzqHd9y0E3ccUN/4nieOzV0T3kQ3pcClR8fnxVROmW/ptVl973QS3z5ddUO4NdtLKfGBv3kWX3nx1cZpY4kI/u+fuQk/8rprelh1k92TyYbwudDlfUGj7n7ne9bZPzOMayeGGmLwt15Zwk/d4vYUVVFLhbyLjkA1YrxtNN647VfSeRy+ZtTXddjXMOvDdTqlNLvri7p3K3wC1S8G6s7iC6kcbvboyvFb6ENRHJ89Rd39tboDasRam/DZheORCm4rGef7IFes4I+/dgrZYhm//qOvwYiLs9iypHJfTLUVPtVyI8uSvsdm2OlGBNdZcgXYHJ9x718Q0dSAJYHL6ULX6+iq1Z06Pln4ZAaIDZ+vj0ELiyZm6ZksvdFZImJCqOSSE4ZSLFt4Yi6FmXd+CKH4MKxCBk/MpXD360b7KtZthhmaXJ7FMHph4dM7z9V+3uJyfv305wNYy8Cwf2a4If7MLWXwFp+Xpx+ywyHh+oG8zj5S8POv/34ZX37hEso2xfO6bSOwLIkztSj8//l3z+MrHziqRAYXaMzaY5v4Lo2OTzoTded4wnOccc+U2mzvxF8dP6eInjfvmcAn7r0Zu7oUF53YNTWE42er////2bvv+Lbucn/gn0eSZXnLM4lHHNtZTdPMJk060pVSOoBOaLktlFK4ULgUCresy7hc7u9y2aOXPQqFQqFQChQo3TNtmiZkdKSJs3fseC9Z0vf3xzmSvkeWZB1N2/m8Xy+/tM6RjmRLPnrOM/YnyDxNZH8Kv4NoIoI1c2vw6/X7ARh9PpMOfKaR8QnAGvjsTS34qK9nZ6p8TUnmSt0zFfhsrIwEPu20P9BbXZQnWdYTXj5D5cV6xmKyw43KLBmfmS/1TvZ3oQcgY2V8KqXw8d9vwZ82HwJgBAo/c3nswoLe4VHLAaTKBFnMXm37gmaJeTqZlsOjAYxovf3s3FeZxxUOWKYbhB7QSuXH+3+k8xQ4UV3iRqeZgX2oeygzgc+khxvppe4MfNLEEZ2VPZ5cBxazOZF8MmQ/MlBJ2fLS3q7we7Rk3lnh63+2/jDu23I8r0G7bL3vM22yfI4QTQYMfCbvWQA9ANpEZKlSalPU7deYp3/J7Wbl16zqkvBQmVQGHEUHXWSchkPNWuAzuo9ZS00JPrx2Di5fVI9tB3tw5XefRVABezoH8Y2HX8cnLz0lvKydie4hesbn4Z6htDKc9NfKTpm4/vz3nRj7eu842of/+ssr4ctnz67Bz961AgUpllzGowdRH3vtGD5w/mzbw4n030E6QdmzZ9daAp/J/F6UUtio9feZXmE/QKFnieqZm3Yc0wYs2ekzWl0aWbZzApS6A6lPdtezvu0+vqXPZhrBRz1gqPeuTKQsQ48dEggqS9uPTPX4/N1LB8JBT8B4v8YLfOpl7k6HJAxElxcVhFudAED3wGhagc/o4EWyGa+A8VodNQ8ipNtvVc+WtNPjEzD+R4Tejwe7hrBiVmrbMOSLBICTH24UWW6QU91pArlgXh2e2J58D+5cBxYzXTqvY1CRTlYv7e1KmJXdN+zH1x7enre+r9l832caP0eIMoOHCZKklPIBuNO8eKeIhKNVInI7gEUAnlFKvZiP7csXvbR9TxLDdqLpQzG8SQQ9mmOUhDdVFeEr1yzCwx9Zg7csaYDTIVjc5MUt57SGl/nR07uw5UB3+LJeZt2YZLahHtgZDaiUg12ANfBppz2ANfA5aJlgPDwawL/9ehOGR40vzVUlbnz9rYszHvQEgNVa64DXjvThg/dshN/GcKvRQBCHe/Tgc+qlqWfNrg436O/oH7EMcopn3a5O7DEzZkWANXNrxlljrDotS1QPYNphLbe3UepuKW9O/e8wGFSWbMV0Ap/1KWZEpzNVvtxS6p5alps/ELTs+I7XbiPWY2ei1D06a7Qiye1INNV957E+fO6Bly3X7e4YsLz3dHrgtLI48YEoIzCq9fkcSnPIlvb8XQ5JusQbiGo7MJJu4DMSNLTT4xMA6isyUxUwpGVsplTqzoxPmkDeuqIp6R7YFUUFuHD+NLhdjnEH7wCZmaad7YnkRCcbnz+IHzzVnrAVBWAcOP3BU+3hfvm5xPc90cmH72J7vgjgBQBnAtghIveKyPMAvgagE8C78rlx+aAH7XYdtx/4tNvTraa0EBefOg2AUSL+P1edhsc+eh6uPb1pzCCJj6ydGy6NDyrgjvu2hP+5ppLxWVLospTBHuxOrcQbSCfwGVl2eDRoCZx96W+vWYJ+X712ka2BOXasaq3CO1c3hy8/vv04Pn3/Nqjx9nJML+w6ES6pFbFm09rlLXZjUaM3fPnpHeNnlvzGzBAFgDVzalPKONUDlUd6MhD4tFFuX2Pp8Zl6wKnf57eUNqeV8an9Du30fU1nqnx5Bnp8Rk8kT1Terct0j089ACwClCYZdNMnr5/QMleHRwP44D2bLGXTIevaY09N1gOnyfQ6zeSAo+j/BeNl/+syEQAPGdSChnZ6fALW4L+ddg86pVRKPT6tw42Y8UkTh6fAiS9fvQjjFcg4BPjatYuxfFYlljdX5rS0lBPJ80Pv/1j3ti+i5opPYt3u7rwEwihznt/VmfR+Ud+wHy/sjr1Pkm183xOdXFjqboNSalhEzgfwSQBvB3AFgC4APwfwGaXU/kTrT0V60O5QzxCGRwNJ96sErF+Wk820+v4Ny7G3cxANlUUJsxmL3E78z1WLcP2PngdgZCb+4Ml23Hx2iyWzyU7Qq6GyKFwOeqBrCMubx1khDj071k7gs7TQZekjt7dzANMrPHjstaO467k94eVuOnMWLpg/LbWNS4KI4LNvOhVHeofx0MtHAQD3btiPGV4PPrx2bsJ1/7z5ED76u83hy221pWlNmQeANXNqsHm/kdH79I4O/Ou5bXGX7Rrw4e/bIj1Qr1/ZlNJj6i0Knt3ZgRF/wPbzOK5PdbcxYEkvdU+nx2dPVLDKbsalriHFjM90hhvpgdJUy831PsMFTkFJkqXFme7xqQfsyj0FSbfRqCyOnfH53w++ajkQMm9aGbYfNS4/194ZsxduV5KDjUK8RQXYG2PdVFgnutvs9epJPwAeordQsZvxaRmAl2Lg0xcIWg5GJFvqXhqV8amUshU8JsqmtQum4Yc3no47fr8lZkuOqhI3vnz1IqxdENlvif779Ra7kM2Q/lTrpTdRh8qETOT+j5Sel7RWUsnYsLcrb2XcU+19T0TxMfBpk1JqCMBnzZ+TXmNlEVwOgT+ooJQxsGbOtOSnW+uBz2SDHiKSdF/M1W3VePsZM3HPC/sAAN95bKdlXbfLYavEuMFbhG0HewGk8cXWH7QM9rHT4xMAZlYXRwKfJwbRUlOCj/0uMlNr/vQyfOKS+Sltmx1Oh+Bb1y3FDT9+ARv2Gjs533xkB2ZUePC2FTPHLK+UwnefaMdXHtoevs7tdODTWu/VVJ0zpxbfeWwnAGD9nhMY8gXiBgz+sOkgfGZZfk1pIS48JbUA8Xnz6uApcGB4NIjeYT8ef+043rhwetLrK6VwvD/9UveuNCZq61mGZYUuONOYyq0HffqG/egdTq7nY08Kk8xDMjHVvcty8MWddLDI2l80sxmfdl4Ha9sD43Ph79sO4+7n94avv/msFixuqsBtv/knACPjM1ZgTA9eVpaM/7vTs0LTGS4FpDbRPcRa6p5mxqelx6fNwKc3cvAi1YzPYZ810ynZA4n6tiplDEiyu/1E2bR2wTQ8N+cC/HXrYTz8ytHw/4iLFkzDpafNGPdvfe60csBdjD2dgxjyZScEOlV66U30oOJE7/8YMtGDx8DE3MZBm/+H7S6faVPlfU9EiU2MT22atFxOB5qqIhmTu2wOOOqx2eMzFZ+4ZD6mmyXfvkAQn/rD1vBtjd4iWwGjBm/kudoZ4BLy0t4ufPCejeGMHqdDki61D2nWXu89HQO4/bebwwGPQpcD37l+qa2s23R4Cpz48TtPR1ttJHj7qfu34fHXjlmW8/mDuOO+LZagp7e4AHe/eyXOn1+X9nYsnekNZ+r5/EGs3xN7UqNSCr9Zvy98+ZrljSn3QC0tdOENCyKBzj9uOmhr/WN9IxgNRPb67WR81pREgqSBoEo56JROsCnWNuk72ckGfqIzHe3QA4SpvgZdUX0tkxWd8Zlsm4d4Us181TM+e4f92Ns5gDvuixwIWdhQjo9fMs/Sl/dg9xD2nxj7++myTLfPbal733A6fwdZyvhMo9T9YNdQSn8T0a0Jkh2wFD2BnuXuNBF5Cpy4alkjvnfDcvzqllX43g3LcdWyxqT3WbzFbixurEBzdTFcTmY0xxIKKsYrNQ4FFV/aay8rL1MmQ/9HwNxf//VG/Gz9YZTMOwtFs5agZN5Z+Nn6w/jgrzfm7fWbDNtYbHPYqd3liYhSwcAnpc0y4Mhm4FMfiFGRxBftVJR7CvDfVy4MX9Yzguz2lkyllDEQVPj7tsO46rvP4urvPYd/vHI0fNuculLbR2Rnan0+7163F8/s7Ahf/szlC2xl3GaCt9iNu961ErVmxmIgqHDrrzaGS897Bkfxzp+ux+9eOhBeZ1Z1Me6/9Syc0ZqZKYkFTgdWt0UGFD39euw+nxv3dWHHsf7w5etWpFbmHnLl0obw+cdeOzamdDwRPVA6rbzQ3hTrIhdcWsC+M8UBR+kMFormcAjqKyLB22QPDKRT6q4vP+AL2BqwFWIdsJb8Z5Ce8TkaUBhJ88tZT4q9TqOHhrznFxvCGaglbie+c/0yFLqcqCv3YHZdaXi559o7EM0SBE6i16l+sCrtHp/DqWf+ZrLfqt7js8TmlzG93cOAL5BSv1E98OlySNIHZjwF1mEwgxxwRFOUiKDeW4TFjV7UlRcmNQTpZDEZgoqTof/jRA8eAxN7G5fPtJelm8t+vkR08mLgk9I2SwvE7bab8ZlCqXsqLjxlGt6ypH7M9Xq2ajIaojJ6Ehn0+fGLdXtwwdeewPt+uREb93Vbbm+pKcEXr1gYe+UEZmmT3fUg7hsWTMO/nDG2xDwXmqqKcde7VoSzLodGA7j5rhfx9I7juOp7z2LdrsiO68pZVbj/1rNs9TZNhj6Z/ekdY4M6APBrbajR6tZq220Gop09pwbVZoDIFwjir9sOJ7VeMKhwj5Z5+tbTm2z14xMRS8Ar1QFHerCtwmawKZZUDgxkaqo7kFrJud7jM9k+w4A14xNIP9Owdyi1z8Jit9Ny8OT1o5HA/n9feZrlfaZnfT4XY8CR3nsvqR6f2jLd6fb4TGfIVQZ6vYb0a5mSyWZbhlSVuFGo/S5SaYcymMJEd8D4TNB7kvbnuXSQKNvcLgfaaktxWkNF3OEk2TJRh/JMiqBiCv0fc2kyBI8n+jauaq1O+j1Z5nHhjJbMJEEQESXCwCelraU2jcBnDkrdQz57+YIx2VF2y8wboyZXxyplPDHgw9f+sR1nfukxfPaBl7G30zr9feWsKvzwxuV49PZzcfqsKluPDwDN1WO3eXq5B/979aK8DrM4tb4C379xeTgTsXPAhxt/sh7txyN/E1csqcfdt6xMenK2HXpvnu1H+3C01zppvXd4FA9uiQQmr0txqJGuwOnAmxZHAur3J1nu/mx7R/jvwiHAdSvtB6z1AUedMYZFJKMnxWBbPHYHHAWDyhKgsbsNpW6XJdsnleCj3fLuEE+BAwVaqWW6fT5TzfgUkZhBymuWN+IKLSMZAM5si3y5WLerc8znl91hc5ZS93QDv8OpB8DLMthvVe81Zne4kYhY3gOp9Pkc1jI+PTYDr3pp/mCWeiASTTQlhS4sbKjAypYqLJ3pxakN5Zg7rRQtNSVorCxCXXkhKksKUFroykjPw4laXgxM/KAiMPH7P06G4PFE30a3y4F/XdM2bja2CPCva9omTL9UIpra2FSD0taiZXzq08qT0Z3hwEsi1aWF+NybFoQHfADWQGYy9C+1Q6MBdA2OhoOph3uG8KOnduPX6/eN6dPmEODS02bgPee0YnGTN41nAcyssmYpigBff9virAQT7TpnTi2+fM0i3P7bzWNu+/DaObjtwjlZC87Oqi5GY2URDpiZuE/v6MA1yyOTq//0z0Ph34u3uAAXn5r8ILOM0gUAACAASURBVKJErljagLue2wMAWL/7BA50DaJxnID6r56PZHteML/O8neVrJpSPeMzdqm7zx/EvRv248CJQfiDCv5AEKNBhUBAYTQYxCuHesPLZibwaa8Hbt+w35KxYDfTz+EQlHsKwkHDVLL9DmvBqarS5N9DIoIyT0E4SzLdye6Wkn8bmaeAUZZ+RAv0t9aW4D/ffOqY5VZpGZ/H+0bQfrwfs+sirTFO6FPdkyl1t/T4TDfjM/IlrsxmibkeKO1LMwCrBwyLbfb4BIys51Cv61QyPoe04UZ2Mj6BUKDW+CxgxiedbJwOgdPhHLdf6L7OwZSHU070oTwTPagITPz+j5NhIvlk2MblzZX46EXzwkO2opV5XHkfskVEJxcGPilts2oiwY6jvSMYGPEn3RvNkvFp88t+Kt68uB4PvXwEf916BMVuJ1a32Suv8BYXoNjtDH85Ptg1hN6hUfzgqXbc99IBy7AawOix97YVM/Gus2bZLquPp6bUjXKPK5zZdOt5bThT62+Zb1cta8ThnuHwICO304H/veY0XLm0cZw10yMiOGdOLX5tlpA/s+O4JfD5mxcjwcYrlzZkbADU4sYKtNSUhLOdH/jnIXzg/Nlxlz/SM4yHX430ef2XM5pTelxLqXuMjM9AUOG232zC37YdSer+MhH4rNemWifzxXLHsb7w+aICZ0rliuVFrvDnSCoDjrYc7Amfnz/dXn/cMo9LC3ymm/GpD/ex9zpUaRPY3eaAs1ifwZUlbpwyoxyvHjYC3uvaOy2BT2vZv91S9/xlfJZnMONzwJd6xicA1Fekl/GpHzSzHfjUfueDHG5EFFNTVRF6h0dtf2bbLS++8/plOc9km+hBRcDo/7h+d+wBlLHkuv/jZAgeT4ZtBIzg553XL8MLuzuxYW8XBkf8KC504fTmSpzRUs1MTyLKKQY+KW31FUVwuxzhHjJ7Ogdwan3FuOsppSw9PnMR+BQRfPu6pbj29A7Mri1FjVYunOz6Dd6i8ICcT92/FS8f6glPaQ+pLnHj5rNbcMOq5oxnsooIPvqGefjKQ9tx7rxafHjt3Izefybcel4byjwuvLinCzedOStnR3TXzKmJBD53diAYVHA4BNsO9mDbwUh24/UplJbHIyK4YkkDvvHI6wCMcvdbz2uLm9l674v7ETD/YBq8RVgzN7Wj8NXaZPfoHp9KKXz+Ty8nHfQEgLMzkA1g6fGZRMbnRi1rYVFjBRwO+9nAlcXu8ITyw93D4yxt1Tc8il1aK4ZFjfaysa0l1vnp8QkAixu9eHanUcr2H5edkvDz98y26nDg87n2Tty4ehYAo+2AXvafVMZnUfKl7tsO9uB3G/ajotiNlbOMklQ9UGfp8Wmz32wme3zqAUO7U92BqMnu6QY+bZa66z1JBzjciCgmEcGcaaXYeqBnzMHqRFIpL855lt0EDyoCRuXBL1/Ym9RrmY/+j5MheDwZtjHE7XLgnDm1OX8vEBFFY+CT0uZwCGZVF4eHauzuSC7wOTQagE+bwpzuVOlkuZwOnD+vLuX1Gyojgc+tWrYYAMyo8OBf17TibStm2v7Sasc7z5yFd545K2v3ny4RwTtWz8I7zKBKrpzZVgOHAEEFdPT78OqRXpxaXxEOhgLAsplezM3w5PsrltaHA587j/Xj5UO9WNgw9j3gDwQtmadvP2MmnCkE+wCgWi91j5rq/n+P78Tdz+8NX17S5MXixgq4nA64nAKXQ+ByGD0qXU4Hls2sxIpZ6X8BatRK3Y/1jWDEH0ChK/77QO+Flmpw/JTp5dhywHgfbtrfjbeuSL53q/7+LfO40GwzK1sPuKWf8Zl6xuNta+eg3luEurJCvGGcFg6rW6vxk2d2AzD6fIYODvQN+8MBeSC14Uah+4o2GgjiPb/YgMM9kcC00yFYWF+OFbOqsLKlypK1bHu4kfZ6+fxBDI8GUsro9vmDlv9JxSlkfKYy4Es3lOJwI8Ca8TnAUneiuApdTsyuK8VrR/rGzeAMmQzlxRM9qAhE+j8mahkA5K//42QIHk+GbSQimmgY+KSMaKkpCQc+9yQ54Ci6LDXbPT4zJVY/xpaaErz/3DZcsbSBpRt5VFFcgMVNXmza1w3A6PPZUlOCB/55KLxMKoOExtNcXYJlM73YaD7uHzcdjBn4fHz78XDwx+UQvPX01AcsVceZ6v7bF/fjq/94PXx5cWMF7nnPGSkFceyaXuGBCMJfZo70DKO5uiTmskqp8OsFAMtmprZjvqzZi3s37AcAbLL5xTQUMAVSyzjVMz4z2ePTbuCz0OXEDauSa5mwsrUqfHCge3AUrx3pw4L6cnRpZe4OQVJtB/SMz6AC+kb8MT/HN+zpsgQ9AaMVw+YDPdh8oAc/NgOxIekMNwKMIHQqgc+hqIFAybZs0entHlIqdfelnvFpKXXncCOihLzFbjR4I33BxzMZyosnelAxZCL3f5wMwePJsI1ERBMNIzSUEbNq9MnugwmWjNB7whW7nQkzwyaSixZMC5+fP70M37l+KR65/Vy8dUUTg54TgJ5h8fSO4/jLlsPhQR9lhS5cvmhGVh73Sm2C9gObD1my50J+9UIkC/PihdNRW2av1YIu1lT3R189ik/evzV8fUtNCX5604qcBD0B40vXtDKtz2eCL5QHuoZwvC+SqbosxS84esB0+9E+WwHIrZbAp/2hY2V6ifVQel9ye1Oc6m5XuacAp2nP9bn2DgDWwUaVxe6kgsDlRQWWqa09cfp8PqL1tK0qcY87vMju8y8qcMKlbW+q5e79UeXhxSlk7esHxo71jYRbwCRraDSd4UaR5dPNQCY6GTRWFiXdWmOylBeHgorxDl6VeVx5G76kC/V/vPW8NqxsqcLC+nKsbKnCree14c7rl+Vt+ybDRPLJsI1ERBMNMz4pI/TJ7rs7+pNapyeHE90z6bx5dfjrh87BiD+AJU3erE0pp9SsmVODbz+6AwDw4u4uy9/Zm5fUZy0IeNmievznn1+BP6hwvG8Ez7V3WIKw+08M4snXj4cv/8sZ6WWeVkdNdd+4rwsfuGdjOOBaW1aIX9y80hIgzYV6ryc8YfxAgow3vb9nS01JUj0lY2mrLQ0P+1IK2Ly/B2fPSW7Y1+YDkYzTxY3jt+eIZi11Tz3jUyllCZxm+/NwdWs1Nu83nvu69k7cck5r1GCj5B7f6RCUewrC77HuIR9mwtouQCllCXx+5KK5ePvKmXj1cC9e3HMCL+45gfW7u9DRbwTBG7xFaK2NnSUcj4igzOMK9yhNNeinZ2i5XQ4UOO1/WdSznpUysp5nViffQkHv8Wk3a3VaeeSgQyigTUTxiQjm1JVh68Fu+PyJa94nU3nxZBkqM1H7P07kjNSQybCNREQTCQOflBEtWsbnnk77GZ+TKfAJAAvqy/O9CRTH4iYvygpd6BvxwxcIZm2oUbSqEjfOm1eLR149BsAYcqTvzN+zfl+49Ky1pgSrW9MrPdJL3buHRvHuu17EsJktVlrowl3vWoEmmz0rM6Ghsjhcwp6o1Ffv75lqmTtg9BheMrMST5lB5U37upIKfHb2j1hKHE9LKeNTL3VPPcNueDQY1e84u/+az2yrxvefbAcArN99Av5AECcG7A02CvEWRwKfXTEyPtuP92Ov9j9h7Sl1Rn/PhgosbKjAu85qgVIKuzsGsLtjAEuavCkFHMuLCsKP3zvOoKV4BrTy8JIUezQXupyoLS3EMTOb+WD3kK3A57BluJG91+HS02bgW+ZBny0HerD9SB/mTc9sP2OiqcbtcmB2bRlePdKbsDx8spUXT9Sg4mQxGYLHk2EbiYgmCgY+KSP0wOeJAR96BkdRMU7WUM9QJMNosgU+aeIqcDqwuq0a/3jlqOX6hQ3lMftuZtIVSxvCgc+Hth3B4BV+FLtd8PmD+O2L+8PLvf2MmWlnCuuZnEpFgk5upwM/fMfypAaMZYNe6puo1F3P+FzWbD/oqFs20xsOfG5Mss/nFm2wUU2pG/UVngRLx2ad6p564DO6NDubpe4AcPqsShQ4BaMBhb4RP7Yd6kXXgLXUPVneYnc4sKlnjYY8/Mqx8PmFDeWYUTG2R7KIoLW2FK21pXaehkUmgtB6xmc6meH13qJw4NNun0+9x6fdbZg3vQyLGivCvWvve2k/Pn3ZAlv3QXQyqiguGLff52Tpn0mZMxmCx5NhG4mIJgL+V6aMqC0rtGTI7O4cf8CRXoKcbGklUTLOiZHxd92K7GV7hqw9ZVq4f+GAL4CHzeDrQy8fCffhLHQ5cM3yxrQfq8TtRGHUFysR4OtvW4wz25Ir9c6GZKZaD/r8ePVwX/hyOhmf0etv2t8NlcSY3uj+nqkEovUAZap9JQHrZ2Ghy5HSYB47it0uLGmKBJvXtXdahhvZCnxqB62iB9YB1v6ea0+ZNub2TNF/F+3Hk2u3Es2S8VmY+u8gncnu+lCiVP4O9M+W+zcdxGjAXo9RopNVY2XRuAfhJ0v/TCIiIrJi4JMyQkQsA46Smeyul7p7i1Lr70cUS/SR76ICJ96ypD7rj+spcOKS06aHL/9x00EAwC+fjww1unxRPbw2AkvxiIil3B0APnf5Aly+KPvPM5EGbap1vKDP5v094V6kpYUuzJ2WXjnuYi2I1z04il1JfP5s0fp7npZiJrBekp5OqXtvHvodr9aC48+1d1gDnzZL3UO6o0rdO8zesyHZDHzq5flff/h1fOr+rRj02ZzC7MtMxqee9Ww349NS6p5C4PPNi+vhNlsFdPT78OT24+OsQUSA8T91dl0p3K7EB8Em6lAeIiIiio+BT8oYPfCZTODBMtyIGZ+UQc3VxWiqigQfLl80wzKBO5uu0Ka7P7WjA8/v6sQL2kCEf1mVuczT2VrA8P3nteGms1oydt+pavBG+hke7h5GMMZ0ez0YtqTJC2cSE8QTqSgqwJy6SJn0xr2Jy92VUtisZXwubkot8FmWoeFG+mdhea4Cn1qP2Q17unCsdyR8udLG57GeHdoVVer+2GvHwiWh08s9ODWLvZFvXNVsCRTe88I+XP6dZ7BNa2kwnoGRSNCxNI2JzHrbBLsZn0OWwKf9XTRvsRsXLYgEmH/30v4ESxORzu1yYHZd2bjTskPlxR9ZOxefvmwBPrJ2Ls6ZU8vydiIiogmK/6EpY1rtZnxO0qnuNPGJCN6+shkA4Clw4N3n5C4guKqlGjPMwEcgqPChX28K33bKjHIsbUqvn6XuC28+Fdcub8RnL1+AOy6el7H7TYde5usLBMPTunV6YHJZhrJj9HL30HCleI72juB4X2S7FqUw2AjI3HAjvUw+V5+FS2d6w60ShkYDWLerM3ybnYxPfXt7ojI+H9H67K5dUJd2X9tEzmitxl8+dLYle3fX8QFc+d1n8f0n22MG4KMNWHp8plPqHgn+2w58+vThRqltg17u/uirx9AZ4z1IRLFVFBWgsXJsL2IiIiKavBj4pIyZVa1Pdk8i43MST3Wnie9957biD7eeiYc/ci7mT89eplk0h0PwZq2s/pgWYLthVfpDjXSzakrwlWsX4+azW7IaVLKjtNBleT8fiAr8KKWsg41mZiYQrA9I2jTOgKPNWpl7g7cINdqgKDuiMz6T6S0ai/5ZWB6nd1ymeQqclpJMvbdkla3hRlqpu3Ywa3g0gKd3dIQvZ7PMPaStthS/f/+ZeP95beGMrdGAwpf+9hr+5ccv4HBP4iDkgFbqXpJOxqfW7uFQ95CtvwtLxmeK5fbnzKlBXZnxN+0PKvxp86GU7ocoX4ZHA/jz1mOoueKTqHvbF1FzxSfx563HLK0gsqnBW4TW2hI0VhahrrwQVSVulHlc8BQ40q5QICIiotxj4JMyRi913318YNwvexxuRNkkIlg2sxJNVcXjL5xhV2rl7iElbifesmTs9VNRosnuuzsGwhPoAWBpmoONQvSMz9eP9qF/JH4GZib6ewLWIGVQWYfj2KFPhM/lQaAz26pjXl9Zkvw26J/deqn7uvbOcBCvxO3E6jiPlWlulwMff+N83HPLqnDmNQCs29WJN37zafx16+G46w5aJqqnkfGp/f0PjwYtf+/jSbfHJwC4nA5cuSzyWfO7DQdSuh+ifHjklaM480uP4TMP7kDJvLNQNGsJSuadhc88uANnfukxSyZ5togIppV70FRVjLbaUsybXoaFDRVYOrMSK1uqcEZLFZY1e3FaYwXmTS9DY2URvMUFKHAyKEpERDQRMfBJGaOXuveN+MNTrOPpHorczuFGNJXMn16O+dOtA3uuWNqQVt/AyaTeG3+qtV6GPqeuNGOBvrba0nDpeVABm/fHL3ffok90T7G/J4AxfWNT7fOZjx6fgHXAkc7WVHdtWT1z9WFtmvuaubUodGV3Un201W3V+Ptta3DZaTMi2zc0ilt/tRF/2Bg7EKiXuqeT8VlRVIASLXAaHfxPRA++phr4BIBrtXL3Vw734uVDyfc6pfGJyJki8lcROSEi/SKyXkTemcL93CQiKsHPb7Kx/RPVI68cxXvv3oATcfYfTwz48N67N+Qk+JmIwyEodDlRWuhCVYkbTVXFOGVGOU6fVYWlM72YM60U9V4PyotczBAlIiKaABj4pIypLHFbghi7x+nzyVJ3msqisz7/5YzmPG1J7un90aKnWr+k9ffM5PRbh0OwROufGm/AkVLKEvhcnGJ/T8DILizUhln0DsXOMu0a8OHBLYdxpGc45u35mOoOAIsaK2JmNtoKfBaNLXUPBhUe1QKfuShzj6WiuAB3vn0pvnLNIksg8mv/eB3+QHDM8pnK+BSRhMH/RKyl7qnvos2uK7O8H+57iVmfmSIiVwJ4CsAbAWwB8HcAcwDcJSJfT/FuNwP4eYyfJ9Pe4ElieDSAO36/BeO14w0q4I7fb8lZ2btdngInakoL0VxdglPrK7BiViUWN1Vgdl0pZtUYgxfrvR7UlReiptQNb3EByjwuFLudcLtYSk9ERJQNDHxSRrXo5e4JAp+BoLKUd7LUnaaaK5c2hEuh18ytxYIsTrSeaBKVum+y9PfMXOAz+v42xunzue/EoCXDcmEape6ANUMzVsbnvs5BXPSNp/CBezZizVcexxf+/MqYgU+WjE9P7j4LC5wOrGypslznEHtZp3rGZ/egD8GgwrZDPThqTol3CHD+/LrMbHAKRATXnt6EBz54FlxmQOFg9xD+tu3ImGUtGZ8p9tcM0QOf0cH/RIa14KsnjYxPwDrk6IF/HoLPPzbYS/aISCWAnwFwArhGKXWeUuoaAPMB7ATwERE5P4W7/qNS6qYYP9/L4OZPaA9uORw30zPaiQFfwrYVE4mIoNjtQm1ZIWZUFKGxshjN1SVoqy3FnGllOGVGORY2VGBxkxfLmytxenMl6spT6ztNREREsTHwSRnVkuRkdz3DCchteSdRLtSVe/DHD5yFb7xtMe58+9J8b05O6ZPd9Wy33uFRbD/aF76sDyTKBH1C/Kb93TH7DG/Wsj1bakrSzrBMNNm9Z3AU77prfTjQ6fMH8dNnd2PNlx/HVx56LZz1no+p7iGrW629N73FblsZR5XaQaugMtqc6GWoy5srUWVjSny2zK4rw+WLImXvP3p615i/Dz3jM51SdyBxu4dEhjLQ4zPkTYvr4TYzkk8M+PDYa8fSuj8CANwCoALAA0qpP4SuVEodBXCHefH2fGzYZPfIq/bK1x/Oc7l7tjgcgrbaUrTVlTD7k4iIKEMY+KSM0ie7J8r41DOcHAKUnSS9D+nk0lpbiiuXNuY0i28iqI+T8bl5fzdCsaaKogK01pRm9HH10t7uwdGYn0FbtcFGixrTy/YErH0+9QCmzx/E+375EtqPj92GQV8A//d4O87+8mP4zqM7cLwvkgFaXpTbz8Izo/p82s2+L/MUhCeoA0aw9+FXIwG2fJW5x3LLOa3h81sO9GD97hOW2/stPT7TCzomavcQz2ggCL9W51ucZtZpRVEBLj51evgyy90z4nLz9L4Ytz0IYBjAWhHxxLidEui12SPZ7vKTTV2ZBwsbylGURtsNIiIiMjDwSRk1uy4SyNhyoCfuZPfuqJ52Dh7VJpoy9FL3vhF/+Auq3t9z6Uxvxt/3FUUFmKN9BumDlEL0jM9FafT3DNEnu4fadyil8Mk/bMW6XZ3h2249rw3/cdkpluzHvmE/vvbw65bgaK6z3xfUl1ueQ5WN/p4A4HSIJbD/yuEevHq4N3x57YKJE/hc2FBhmWT/o6d3WW4f9EUCn+kGHeu9kbhXsoFPPeMUSD/jE7AOOXp8+zFLkJ1Sssg83Rh9g1LKB2AbAA+AeTbvd7mIfEVEfiAi/yki56a5nZOO3QOEJ8MBxWK3C6c1VKC2LP9Z80RERJMZA5+UUStaIqWmB7uHsO/EYMzlevI0zIOIsq+m1G0Z+hPK+tQDkcsz3N8zJFGfz0BQYdtBfbBR+hmf+pfvUI/P7zy2E7/XJodfubQB/37xPNxyTiueuuN83H7R3LhZ7rn+Mu90CM7Qyt29NgOfgLXcXc8qbK0x+thNJO9ZE8n6fOTVY2g/3h++PDCilbqnmWVVX2G/1D16WIsnjeFGIWfNrsGMCiMIGwgqPPDPg2nf58lKRMoBhI6WxEufDV0/0+bdXw7gYwDeC+CzAJ4QkSdEZOIcOcgyu9nhF02ggyrZ5HQIZteVobW2BMwRICIiSg0Dn5RRdWUeS9bnuvbOmMt1D0Ya2Fek8EWbiCYuERkz4CgYVNbBRhmc6K5bOjP+ZPf24/3hrDqHICMDp6J7fP5x00F8/eHXw9etbKnCl64+DWLWg5cWuvChC+fg6Y+fj1vPa7Nk9YkA0ytyXyGrl0MvbLD/muif4Y9vPx4+P5GyPUPOm1tryQr+yTO7w+ctGZ9ptl/R+9x29PuSmkA9pGV8OgRwO9PfRXM6BFctawhf/t2GA3ErMWhcehQ/9lFdIJS+nWzE/zCAzwNYCqN36HQAbwbwGoBzATwoIklH4UXk5Vg/ANqSvY98uWzRjKT7AVeVuHHpaTPGX3AKmVbuwcKGCngK+NWNiIjILv73pIzTh2XopZ46ZnwSTW3RA452Hu8PD/9xCLC4KbODjUL0gOrrR/ssfRu3aGXuc6eVpV3ODFgDn8/t7MAd920JX26tKcEPb1yOQtfYuIW32I073jgfT91xPm4+qwWz60rx0YvmoqY099N8r1ragM9evgAfXjsH7z67xfb6Xu0zPKD1qLwwj9Pc4xERvEfr9fn7lw6g0xw+NeDLXMbntHKPJTvrcM/wuOtEDzYSyUx619XLIuXu24/2YdvB3gRLT20icp+IvGbzZ2Vo9WQews72KKUeUkr9p1Lqn0qpXqXUUaXUnwGsAPA6gOUA3mbvWU5OngInvnz1onGzGh0CfPnqRfBkoBXEZFNSaJS+V5cyYYCIiMgOBj4p41ZrPdTWtXfGzC4JTTMGrF+aiWhq0Et9D3UPWfp7zptejtIsDTSbXVsaDkYGlTFQKWRLhgcbAdbhRpsP9MAXCAIwyr9/etOKcUvHa8sK8dk3LcAjt5+LD14wJyPbZJfDIbj57BZ8eO1cy/NJVqyBSN7iAizPUlZvut6ytD4cYB7xB3H383sxGgjC5w+Gl0k347PA6cC08kj2rj7kKx5L4DODA01aa0stv4v7XtqfsfuehGbB6L9p56fYXLdPu59ixBa6vj/O7UlRSvUD+LZ58WIb650a6wdAezrbkytrF0zDD288PW7mZ1WJGz+88fQJmU2eKy6nA3OnlaGlpgRVJW5UFBWgzONCSaETngIH3C6ByynI0HETIiKiKYGjtCnjVmkZn8f6RtB+fMBS/g5YhxvZnSJMRBOfnvF5oHsIJwYi7S2WN2cn2xMwgnhLmrx4ekcHAGDTvi6cNduYXJ7pwUaAdbhRiNvlwI/ecTpm1ZRk5DEmusoYwd0L5tXBlYFS7WwodDnxztXN+JrZkuDudXvx9pXWloylGcgGbvAWhTM9kxlwNOzLTuATMIYchQ4+PLD5ED512SkxM5GnOqXU6Wms2ysiPTBK0hsBvBJjsVB67b5UH0ezwzw9qWq61y6YhufmXIC/bj2Mh185it7hUZR7CnDRgmm49LQZJ2WmZyzTKzzjtkYJBhWCSsEXCGJ4NIjh0YD5E8TQaMBysIeIiGgqY+CTMq6qxI3508vw2hEjOWLdrs4xgU+WuhNNbdE9PkODfwDrAKJsWDazMhz4DA1U8vmDlmnj2cj4DPnqtYtx+qyqjNz/ZBDrM3yiZ2TdsKoZ//fETgyPBtE54MMvn99ruT0Tgcd6bxFgBhuTGXCkT3XPxER33WWLZuDzf34Zw6NBdA+O4tFXj510PRIzZDOANQCWISrwKSIFABYCGAGwPQOPFfqgTCt7dDLyFDhx1bJGXKW1aSD7HA6BAwKX04FYxQfBoMKwPxAOivr8QQSUQjCozFMgqBQC4cvG+SDbBBMR0STDwCdlxeq26nDg8/n2Tty4qtlye/cgA59EU5me8bnzWL+l12bWA59aWe+mfV1QSuH1o33h7Ba304H509MfbASMzVj/94vn4c2L6zNy35NF9GvgdjqwZm5tnrYmOZUlbly7vAl3mwHPnz27J3yb2+mA25V+tmq9195k9+gen5lU5inAJQtn4P5NxlT3+146wMBnah6EEfi8BsAvo267HIAHwF+VUuM3dR3f1ebpSxm4L6IxHA5BsdsVMyiayJAvgH0nBi2VHERERBPZxKxDo0lPH3D0/K5OBKMOD/cMaVPdGfgkmnL0jE896Fld4kZzdbz2eJmxRBuc1DU4it0dA9is9fc8ZUZZRgJbgDG1vd4sN3zH6mbcet6EH56ccdGl7qvaqrPWwzWT3n12S7gPXt+IPtE9M0FHPfifTKm7HvjMRjnvNcsj2XPP7OiwVF5Q0n4MoBfAW0TkqtCVIlIH4Mvmxa9Hr6QNSmqIuv5DIlIadV2BiHwOwLUAhgDcldmnQJSeIrcT86aXYWFDgbcFDgAAIABJREFUOcqLJv5nPREREf9bUVac0VoNhxjDRToHfHj9WJ8lw6rH0uOT0ymJpprpFZ7wZ4Bu6czKjE2rjqeiqACz60qx85hRIbpxXze27I/09zwtQ2XugJFJ9/Dt56Kz34eZWQ7oTlQVURmfa0+ZeNPcY5lVU4I3LJiGh14+arm+JAP9PQGgwRvpv5dUj88sDTcKWd1ajXPm1OCs2TW4amkDDzqmQCl1QkRuBvBbAPeJyJMAOgCsBeAF8G2l1KMxVp1nnka/6N8C8CUReQXAXhgZo0sA1AMYBnCDUupg5p8JUfrKPAU4tb4CXQM+7O8axMBIYPyViIiI8oAZn5QVFUXGzlDIuvZOy+16qTuHGxFNPdFTrUNyNel72cxI1ufGfV3YcjDzg41CSgpdJ23QEwC8UQG0C0+Z2P09de9d0zrmuuIMBR31UvdD3cNjKh+iDWWxxydglLXe/e4z8L5z21AX471JyVFK/R5GuftDMIKUl8KYmn6zUuo2m3f3BQDPAKgDcAmACwAMAvgBgCVKqT9karuJsqWyxI3TGiowu64UhQX8aklERBMP/ztR1qxui5S7Rwc+OdyIaOrTy91D9IBkNul9RJ9v78TrR/vClxdnOPB5sltQX47askIAwIXz62L+3ieq5c1VWBr1N1mcoTJ9/XXwBYLoGBhJuPxQljM+KXOUUs8qpS5RSlUqpUqUUqcrpX6WYHkxf/ZEXf85pdQblFIzlVLFSqkipdQcpdT7lFKZGJBElBMigtqyQixp9GJWTTEKnNmt7CAiIrKDpe6UNatbq/HDp3YBAF7YfQLBoILDIRgeDWDEHDICjM0WIqKpoaGyCBvMqdYA4HJIxrMt49EHHO3qGAifLypwYnZdaaxVKEWFLif+fts52LSv23LAa7J4zzmtuPVXG8OXSzPU47PMU4Ayjwt9w0b/0EPdw6gri59pme2MTyKibHM4BDMqilBbWoiOfh/8wSCUgjkN3pgIb5xGpsYHlcKIPwh/gOPiiYgoOxj4pKxZ0VIFp0MQCCr0DI3ilcO9WNhQYSlzB4ByBj6JpqT6qMy/BfXlOctkm11bagk6hSxsKIfTwUyUTKsuLcTaBZOnxF138anT0VRVhP0njD6cxRnq8QkYWZ+vHTGyjQ92DVkGb0XL5lR3IqJccjkdmF5hr6VGIKgw4g9gZDSIEX/QOO8PYmQ0CF8gAJ+fgVEiIkoNA5+UNaWFLixqrMCmfcY05XXtnVjYUGEpc/cUOLIyvZaI8i+65FkvP882h0OwpMmLp3d0WK7PVcYpTR5Oh+B957bh0/dvAwDMn16WsfvWA5/jDTiyZHyy1J2ITjJOh6DY7UK8mafBoELAzBBVClBm9qiCeRoEFIys0hMDPnT2j4wZsEhERCcnBj4pq1a3VkcCn7s68Z41rege9IVv9xZxojvRVNVQGRX4zNFgo5ClMytjBD4zN9Gdpo63r5wJpYCuAR/edXZLxu5Xz3o+OF7gU8v45AFBIiIrh0PgQHIVG1UlbsysKsbR3mEc7R3GKMvoiYhOagx8UlatbqvGd59oBwCs330C/kCQg42IThKNURmfuZroHhJrkBIHG1EsIoIbVjVn/H7tBD6HtcBnpibLExGdrNwuB5qqilHvLcLxvhEc7hnC8Ghw/BWJiGjK4VR3yqrTm6vCkx37R/zYdqgX3Xrgs5iBT6KpqrW2FG21JQCAVa1VqLfZ7ytdS5usgdZyjwvN1cU53QY6uelZz+OWurPHJxFRxjkdgukVHixp8mLe9DKUeZj3Q0R0suEnP2VVkduJpU2VWL/nBADgufYOFDgi8XZmfBJNXU6H4P4PnIWX9nZhxawqiOR2qFBFcQFm15Vi57F+AEZ/z1xvA53cGryRYP94gc9B9vgkIsoaEUFViRtVJW70DY/iSM8weof9gNkX1OgbavQMVayMJyKaUhj4pKxb1VYdDnyua++0lJp6GfgkmtLKPQU4f15d3h5/ZUtVOPCZ6x6jRHqpe9fgKAZ9/rhT4/XhRuzxSUSUPWWeApR54n8HUeYApdDwpEBQmdPmzUnz2tR5nz/IQCkR0QTHwCdl3erWanz70R0AgA17uiyTnr0sdSeiLPrA+bOx42gfCl1O3HzWrHxvDp1k6so8cDkEfnO08KHuIcyuGzs13h8IoqN/JHyZpe5ERPkjIhBBeJhSgTN0QGrs9xalVDgYOhoIxp46b/4PCCoju9QfCKJrcBQBjp0nIsoJBj4p65bO9KLQ5cCIP4ih0QCeev14+DaWuhNRNjV4i/C7952Z782gk1Sot9yBLqPM/WD3cMzA5582H0JHvy+8zrzpY5chIqKJR0TgKXDaztQPBBU6B0ZwvG8EvUP+LG0dEREBHG5EOeApcFqmOR/qGQ6fryh252OTiIiIckIvd4/V5zMQVLjzsZ3hy1csacC08twOAiMiotxyOgR1ZR6cWl+BpTO9aKwsQmEBv5oTEWUDP10pJ1a3Vse8nhmfREQ0lTVqgc+DXWMDnw9uPYxdHQMAAIcAHzi/LWfbRkRE+ecpcKKpqhjLZlZiQX05assK4XRwGCMRUaaw1J1yYnVbNfDw2Os53IiIiKayRBmfwaDCnY/tCF++fFE9WmtLc7ZtREQ0sVQUFaCiqACBoELXoA/+gNEHVMHsHQqjrygQmT6vFOALGIOWRvwB+PxBsH0oEVEEA5+UE4savSh2OzGoTa0FONyIiIimNj3weTAq8PmPV47g9aP9AAAR4IMXzM7pthER0cTkdAhqSgtTXt/nD8IXCGJkNGCeGpejA6kAzICqNbDK4CkRTSUMfFJOuF0OnD6ryjLYCGCpOxERTW0NlbEDn0opfPvRSG/PSxZOx9xpHGpERETpc7sccLscKC1M7et+IKjQOzSKrkEfugZH4fMHM7yFRES5w8An5czq1uoxgU9vEYcbERHR1NXgjQwqOtIzjEBQwekQPPrqMbxyuDd82wfPn5OPzSMiIhrD6RBUlrhRWWJ8VxsY8aNr0IfuwVH0j/jD2aJERJMBA5+UM6vbrAOORIAyD/8EiYho6tJL3f1BheN9I5hWXojvaL09154yDQvqy/OxeUREROMqKXShpNCFxkqjjL57KDoIqpfKG1UNofNERPnGqBPlzML6cpQVutA34gcAlHsK4ODEQiIimsKK3S5UFhega3AUAHCwexDbj/Zh84Ge8DIfupC9PYmIaHJwuxyoK/Ogrswz/sIwgqBBBYwGgvAHFfyBIEYDCv6g0XM0dP1oIIhAUFl6i4YHOYUvR64fDTCqSkTJYeCTcsbldGBlSxUefe0YAA42IiKik0O9tygc+DzQNYS71+0N33bu3FosavTma9OIiIiySkTgFMDpcGb0fkcDQQyOBNDv82NwxI/+ET+GR9mLlIjGYuCTcmp1W7UW+GR/TyIimvrqvUV4+ZDRz/MPGw9iw96u8G3M9iQiIrKvwOlARbEDFVoyTSCoMODzY2DEj4GRAAZ9fviDiuX4RCc5Bj4pp65Y2oDvP9mOjn4frl7WkO/NISIiyroGrc/nk9qQvzPbqrG8uSofm0RERDTlOB2Cck8Byj32KgtD5fhGqb1CIKgQUArBoH4e4eus65qnZkF+6HJAKQyPBjA8GoTPz0xUonxi4JNyqqa0EE/fcQE6+kfQVFWc780hIiLKOj3wqfu3CzjJnYiIKN8i5fjZmT8RCCqM+AMY8gUw7A+aAVEGRYlyhYFPyrkit5NBTyIiOmnUxwh8rpxVhVWtzPYkIiKa6pwOQbHbhWJ37PCLUkrLHI091EmZpfpBMzs1aGafxjofr3pfRdX1h4ZLjfiDGA0YQdggS/9pCmLgk4iIiCiL6r1jJ9/+24WzIZKdzBIiIiKaPEQE1l2C/O0f+ANB+AJBjPoVRgIBjAaMoGoo+AogbpA2Zi/V0GXtfCyxrldQ8IfaDQTjr0s0HgY+iYiIiLKoodKa8bmkyYuzZ9fkaWuIiIiIYnM5HXA5HYAbAOz1Ss22QFDBHwyapwqBgHEaVPEDs8Zl6/UIXx9aTsVdJ7xsjPVCy+n9YUM9YqMzcSm/GPgkIiIiyqKakkKUFrrQP+IHYExyZ7YnERERUfKcDoHT4cz3ZtgW3cog1u1jrou5XJz7j9vcILJOKDgcaoWggpHz0YHjeBsRb5uy1Bo3oxj4JCIiIsoih0Pw8Uvm49uP7sClC6fj/Hl1+d4kIiIiIsqBsa0MxiyRq005aTHwSURERJRlN65qxo2rmvO9GUREREREJxVHvjeAiIiIiIiIiIiIKNMY+CQiIiIiIiIiIqIph4FPIiIiIiIiIiIimnIY+CQiIiIiIiIiIqIph4FPIiIiIiIiIiIimnIY+CQiIiIiIiIiIqIph4FPIiIiIiIiIiIimnJEKZXvbSCTiPQWFhaWtbW15XtTiIiIiFLS3t6OkZGRPqVUeb63hbh/SURERJNfOvuXDHxOICJyBEAxgP353hYiIiKiFDUBGFRKTc/3hhD3L4mIiGhKSHn/koFPIiIiIiIiIiIimnLY45OIiIiIiIiIiIimHAY+iYiIiIiIiIiIaMph4JOIiIiIiIiIiIimHAY+iYiIiIiIiIiIaMph4JOIiIiIiIiIiIimHAY+iYiIiIiIiIiIaMph4JOIiIiIiIiIiIimHAY+iYiIiIiIiIiIaMph4JOIiIiIiIiIiIimHAY+iYiIiIiIiIiIaMph4JOIaBwiskdElIjclO9tyQURecJ8vp+Pc3uxiPyXiLwqIkPmskpElmjLVInIt0WkXURGtGW8OXsik5T2Wp2X720hIiKiiSNb+6QiMkvb/5iVyfvOJxG5yXxOe/K9LUSUP658bwARZY6IVAN4M4ALASwD0AzjfX4cwAYAP1dK3Z/hx7wJwCwATyilnsjQfc4AcAuAiwHMBlAFoAfAXgCPAPiJUmpHJh5rqhARFeNqH4BeAF0AtgF4CcC9SqmdaT7cvQAuN88PAThqnh81t8UJ4FEAoUBov7kNABBM87GJiIiI8so8OPy5qKsVjH2eXgD7AGwC8DiAPymlfDndwAlIRN4A4CYAKwHMgJGEdRTAEQAbATwN4BGl1PF8bSMRTU0MfBJNLUdgfV8PwwhGNZg/bxGRvwG4Rik1mKHHvAnAueb5J9K9MxH5KIAvACg2r1IAugFUAqgBsBzAR0XkmwA+oZQKpPuYU8wAjJ1uwNihLIfxus0BcCWAL4rI3wG8Tym1N8597AOwHUBH9A0iMh+RoOd1Sql7Y6x/EYyg5yiAC5RSz6T4XE5W283TTL1HiYiIKHuOaueLANTD2O9eDeBWAJ0i8hkA31dKxTpQbUc7jP37njTvJ2dEpBDA3QCu1a4Owti/r4eRqHEGgPcD+E8An8/xJhLRFMdSd6KpxQVgPYydrDalVJFSqhRAC4CfmMtcAuAHedq+hETk2wC+CiPo+QKASwEUKaWqABQCOAfAgzCe58cA3Cci/Byz+qpSarr5U6eU8sAIfF4K4DcwdjTfCGCriJwe6w6UUu9QSs1XSt0Z4+bTzNPOOEFPfZktDHraZ77285VS6/O9LURERJSYtt81XSlVAaAAwCIAHwWwG0A1gO8C+KWISJqPdaG5j5DRCq4s+woiQc+fwjg4XqiUqgbgATAfwL8BeAZGwgMRUUYxYEA0tVyglDpDKfU9pdSu0JVKqT1KqVsQCXjeICJN+dnE2ETkHTB2egDgVwDOUkr9TSk1AgBKqYBS6hml1OUAvmgudwWAT+d+aycXpVSn+VpeD2AtjCyBMgB/EZFKm3cXysTtT3MZIiIioinH3GfdqpT6OoCFMA48A8DbAXwif1uWeyJSBuC95sUfKKXerZTarJTyA4BSKqiU2q6UulMpdQ6AL+dtY4loymLgk2gKUUo9Ps4iP9HOj8n2ExGXiLzXHG7TISKjItIpIttF5F4RuVlb9iazr2SozP1zWlN0W83RRcQN4H/Mi68BuCVRCbtS6jMwekgCwCdFpDbq/iyNzEXkfBH5o4gcFpGAiNwVtXyRiPyHiLxiDus5JiJ/FZELk9l+8z7OE5Ffi8g+ERkWkR4RWS8id4hISZx17jK38y4x3CIiz5iveVaGKZl/I7eYF6cBuD3Gdo0ZbiQinzd/33eZVzVH/a7vCj0fREqUzo1a5vOIkqvXTUSuMP8GDomIT0S6ROQpEXmfiBTEeZzw62A+zntE5AUR6RWRPhFZJyI3xH6lLfdzioj8n/n31Sci/eZ76jcicnV01rLEGW4kUYMHRGSaiHxLRHabr91R8z7nj7M9zSLyExE5IMbgqQMi8jMRmR39GOM9NyIiIorPbC31Thj9PgHgEyJSpS9jZ79VEgw30vcfRKRMRL4oIq+JsW/bKSJ/EZEzUnkeYuwrP2Def4eIrEpy1fkwqrYA4IHxFlZKDcV47AoRuU5EfiUiW0XkhLnfs1dE7rGxLTGJiEdEPiQiT5rPzSciR8zfwRsTrFckIh8z9we7xPjedNzc3/u5iFydznYRUeawxyfRyWVYO+/UbxBjIM1fYfRnDOkBUAJjuNBcAG+FUaICRIbaVMEo6dF7S4Yk23/zShg9fgDgS0qp4UQLm74AY4hTEYB3Ic4RYhH5EIBvAhAYzycQdXsVjIFJS82r/DCezyUA3igiH0i0ESLiAvA9RIKJgPE6lABYYf7cLCIXJ+ipKQB+C+AaGKXoPcjiECCl1H0isg1GFsI7AXwmidX6Yfy+i2D0DQ3CGJoVEuo1dRRAKYznPwrgRNR9AMjd6yYipQB+jUhfUsAYOlABo3XCOQDeISKXKaW6EJsTwP0A3gLj72MQRsbsKgCrRGSOUip6wEHo8T8O4P8hcqAx1Hd3rvnzNhj9a7vjPHY8p8J4L9Yh0gu0zry/S0RkjVJqc4ztWQ3gIXP7AeN9XAGjV+9VsP4+iIiIKE1KKZ+I/D8Av4OxD3UFIvvTFuPttyZpBoxhQbNh7HcEYeyvXwbgDSLyJqXUQ8nemRjVQX8GcBaMPvAXK6VeS2G7GlNYBwA+AusgqdD+5Ezz5zoR+bBS6tt271hE5sBoozXHvErB2E+cBmO/7y0i8j2l1K1R65XBGMa0WFuvB4AXRoupU2Akh/ze7jYRUeYx45Po5HKedn5r1G3Xwwh6DsMIfpQppbwwAl3TYARFwv+8lVL3KqWmA3jOvErvLRn62Z/kdl0QulsAf0xmBaXUUwA6zYvnx1lsGoCvA/g5gJna8/kvbZkfwwh6jgB4H4znXQljUv0fAXwLgCWjNMpXYbxeR2H0Vq1WSpWZj3M+jCP88wD8ITqzT3MVjJ3gjwGoNHuaVsAIUGXLX83TJhFpGW9hpdRXzd/3beZV+6N+17eZP9NhvCYA8FzUMl/V7jJXr9vdMIKeO2GUmJWb/beKYezQ7oIxfCDmFxDTB2C8d27S1m+C8SUAAP7D3HG2EJH3A/gSjP+1fwKw1Oy7Ww6j39cbANyL1ILcdwPYAWCFUqoERrD5IgCHYXyp+k6M7fHCeA+XwXjeFwAoMV/3lTD6kE3I/r9EREST3N8RCWKeG2eZZPZbk/F/AHww/8/D2EdYCWN4YgGAHyTYt7IQozXWMzCCnlsBrLYZ9NyGyAHaz4nIChvrhhwB8A0YB5wrtf3FVhj76QDwdRFZGmf9mMz9on/ACHo+BmANjNkCXhgBzNthBFnfLyK3Ra1+G4yg5wkAV5vrVcLIbm0A8A7zvoloAmDgk+gkYf5z/6R58Wml1PaoRc40T3+hlPqJUqofAJThmFLqfqXUNVnavFPN03allJ0plf80TxfGud0D4AGl1LtCQViz71I7AIjIShjZpgBwq1LqB6FsUzPL8FoYQ5aKx941ICILAXwIxg7dRWZv1RPm+qNKqSdg7NweALAMwJvjbGcpgNuVUl9TSvWa6/crpQ4n8yKkSM8GbMvi44yRq9dNRC6DERg9AuA8pdSvlVJ95nLDSqk/mY8zAOAKEVkS53EqAVyplPp5qARLKXUAxt/HIRj/S98a9RwrAfyvefE3AK5QSoX+XqGUOqGUelgpdV1o2206CuO122Den18p9QiAfzVvP0dEojMrPggjC2QYRrbG40oZ02WVUi/C6P+aSmYJERERJWDuV4f678fb70q432qDH8D55v/5oLkv/yIiA4aaYRz0TcjcX3sOwAIATwFYo5Q6ZGdDzP2m/zYvNgBYLyKvisiPxWg3tNysAkp0H99XSt2ulHpBKdVtXqeUUruVUh+GMTjKCeNAtR2fhpHo8BiM/aKnVWS2QI9S6hswApiAcZBb387Q96avKqX+oK0XVEodUkrdrZR6L4hoQmDgk+gkYB7VvRtG0GMEkSFCulCp7fRcbZem2jztTLjUWB1R68fyPwluu8483Q/gZ9E3KqPPaKKj7O+GUYr0oFIqOoM2dB99iGSxXhznfrqQ+0w7vQS9Ku5S2ZGr1y1Utn23UupgnMc5ACDUGzfe4zyrYvTPNXdyQ9mli6JuvgZGZuUojOBspqeUfk3F6IMF4G8wsjwA4LSo20JfeO5VSu2MXlEp1QGj/QARERFlXmjfK9F+V6L91mT9UCl1LPpKc59rt3kxer/FQkTOhlHK3QjgDwDeEAo62qWU+n8wDniHnv98GPuC3wOwAUCHGQhtTeX+YZSqA8DZya4gIgIgNLvga8octhTDH2GUvtcAWK5dH3otZtjYTiLKE/b4JDo5fAuRHoe3qhi9/2CUPn8CwJtF5G8AfgHgSbtHdtNkNzgk49w+BKPHUTyhAU9PJAhMPQXjyHmsz8vQDtYlInIkweOUmqfNcW5/USnli3Nbtoz32mVTrl630OO8V0TekWC5inEe54UE64beH9FfYkKZAC9lKXM35jYppfwichxGVkV4m8QYIBbKrH4ywf0+geR6vhIREZE96e63Jmu8/ZYWJA6+XgmjP7kHRnDyg0qptHrPK6W+IyI/BnApjJZGK2FUbBXB2A97N4DrReRtSqm/RK9vBkVvNddtg3FwOTqJy04P0QWIvAZ3iUii56fvj4Ze27/AaBP2QTGGrN4L4BnzIDIRTTAMfBJNcSLyVRglrgDwEaVUzF6GSqlnzEEsXwTwRvMHInIAxvCfX8TKesuQUKZnjc31xssU7RxnR63OPI2ZDQgYJdEi0gmj71K00ECmUkR2ihKJWTIPYMxR+Ryo1M7bzbRNV9ZfNzEmtYf+nioQCW6m8jh9CdYJZQhET4YPZU7HG8yULrvbVIXIQLNEBzPivheIiIgoLaF9r1T3W5OVyn6L7uvm6YMqaqhPOsxKld+bP6FBlysBvBfGsM1iAL8RkdlKqfCBcRG5EsagykLt7nphtO5RANwwXtsSG5tTr51P1MtfF95PVErdY7bM+jcYFWTXmdu6E0Zvz58qpV6ysT1ElEUsdSeawkTkywA+al78d6XUNxMtr5T6CoyjwB+BUdpxDMbR05sAPCYivzMDSpn2innaJiLJBKhCQj0ZX45ze7L9ClMtQw4Fkj6hlJIkfs5LczszabF23m7vqHTl4nVzauevS/JxbsrEk4uS6RL3VOlZJom2KZ+ZwERERFOSiJTCGMYDxN/vmih9tn9pnl4qIu/L1oOY/cmfM/e/vmBeXYJIKyqISDWAu2AEPR+DMWyyWClVoZSapoyhmtfCPn0/cXqS+4l3RW3/h2EM4vwUjFZD3QBmw8hM3SAiCb93EVHuMPBJNEWJyFcA/Lt58Q5lnagdl9mQ+5tKqSuVUtNg9AD6sXnzNQDen/mtxaPmqSAybCghETkXkYzPx1J83FDGYNzSGBEpRPweoqGj0dG9FCeDS83TvUqpPTl+7Ky/bsoYUhUalJWP30+ovH1WHh47lk5EvlDVJ1gu0W1ERESUmjciEmx7Io/bkYzPwOhxLwC+KyJ2hwalQu/ZPk87fymAchh93d+klHoyRo/zVOYT6K2WUt5PVErtVEr9j1LqUhjfF1Yj0qP+NhGJN6CTiHKIgU+iKcgsb/+YefEOM5MzJUqprUqp9wB41rzqoqhFQiU56WSK/RGRHZCPm8HG8YT6EA4hxmCiJG0wT881m5zHsgbx24KEXpPLzCP5k4KIXAOjrxJgHEXPtVy9bqHHudYc8JVLz5mnp4tI3hvfm71QQ5nR5yVYNNFtREREZJPZZ/tT5sUeRAJjE5ZS6rMAPg9j//5OEbktyw/Zr50f0c43mafblVKDcdZdm8LjbYNRLg9oGabpMCe6Pw8jUWSfeXX09yYiygMGPommGDPoGSpv/1iyQc8kgo2ho6vRZTihnQZvcls4ljkdO7RDOB/Aj0XEGW95EfkCgAvNi/+rlDqe4kPfa57OhNFbKPpxHAD+I8H6P4JRNuwFkPB1FpGCiRAcNTNlQxm8RwDkowwnV6/bD83TuYhkP8d7nJL/z96dh8dV3mfjv5/RaLFWy/KONyzAYMCATWJMgyEUmgXSNJClpCUNaRKSlqRNSGjzvrRJ01B+oXVIUlLivGkCITtLCGsbTACz2CY22MILtpFtybYWax9p9uX5/XFmec7RLOfMObPq/lyXL0mzHksjaXTPd4n/YeKUB6F9b7gB3J0lWC+mh+JvP5xuc2q8naxgLW1EREQzjRBiFrQXmS+Kn3RnvtvRi01K+S9IPQ/+thDii1ZvQwgxVwixLvcldc/D1QVPie6ds4QQDWlu/0IAH7V6XPEt7om9B38V32KfkRBijuHjjH83SSmjABLLN8tlfAHRjMbgk6iKCCG+iVTo+UUp5SYLV39UCPEjIcR7hBDJEFMIMUcIcTtSQeNThuvtjb99rxDitLwOHICU8sfQNkcCwF8CeEkI8e5EGCWEcAkh/kgI8ThS1Z5PQGvFyfc+dwB4LP7hvUKITyWeyAghlkELRjcASPsKs5RyN1LB4WfiM1AvTIRcQogaIcQFQoh/gjbP6cJ0t1No8a/he4QQP4c2VqANWih3TSmefBfr8yal/C2A38Q//P+EEPcKIc5KnC+EqBNCrI9/3/QpXcWkAAAgAElEQVQgtezKNinlBIDb4h9+BMBv4k/OE/fdLoS4RgjxWyFEq1P3m8M9AAahbVD9XyHE5crn/GIAz4BLD4mIiGyJP2c9Lx4U7oO2/RsAHgBwV+mOzDop5R0A/jH+4SYhxG3ZLp/GQmjzLl8QQnxGCLHK8HxvlRDibgB3xy/fg/jyo7jfQesumwPgZ4m/NeLP4T4cPz/bMqds/hXa80w3gP8RQnwxvqEd8ftoi/8tcj+AFw3X3SGE+K4Q4gohRJNyncVCiP+ENusTmP53ExGVAP/AIaoS8aAu8WQkBq1l/B+yXOU/DHM/ZwG4Kf4PQohEJacayjyEVLVgwv3QwtYzAPQKIYagbVkEgHdIKU+Y/T9IKf9GCNED4KsALoE2KDwmhBiPH0fiZ1YUwH9CW9hkd/vlJ6CFgRdAqxD8nhDCC60aUQK4BdrndXmG638ZWhvQ30NrbfkggED8Ntqg/zlbjEU3X1IG0Qtonzf1FXIJ7UnYZ6WUvcYrF1GxPm9/CeC/obUxfQZa0OqF9kp8G/QvADr69ZFSbo5XCHwDwPsBvF8I4Ye2UbVFuWhRXoSUUo7Fxxw8De379XkAPiFEDEAztKH8n4JWrQqkvo+JiIgoAyGEOi+yHtpzL/V3+zCA26WUm1GBpJTfFEJEAPwHgG8KIdxSyn8zefUItOdXG+P/ACAS/zujDfolQ0egzfH0Kvd9WGh7C/4BwHUArhNCTEDbsF4L4Ci0qtSf5fH/GhVCXA3tRfILAGyCFu6OQ/v6qX8DvWW4+mxoG90/B0DGj6kW+s3yd0spf2f1uIjIeQw+iaqHy/D+ghyXN7YPfw7AewBcDuBMaK/QNgDogzYL834p5SPGG4k/IXkngK8AWA9tsHfiZ4vlnzHxJ1cPQAtg/gRaQNMOrdWlB1pI+d9SyoNWbzvD/Y0IIS6FNhP1Bmhb7SMA/gdaOPxstle34+0sXxBC/ARasHY5tGVJbdAGsR+CVkn3qJRyjxPHnEMTUk+6wtAqO49Dq8zdCeDXUkrjk7eiK9bnLT4P6gYhxGZoIfcfAVgE7fF/CsB+aF/r30gpT+b/P8p4/3fGq5Q/D+CdAE6DFvgehNbKlWiJLwop5UtCiDXQqqbfBWAutM/Dr6EFtOrIiopoxSMiIiqxxHNuCcALbZRQL4DXoT1vfTw+a7tiSSk3xcPPbwO4Ix5+ft3E9d4UQiwFcA2Ay6AtTV0O7fleENpzkC5oHVg/jY+/Mt7GPwoh9kErRjgfWsD4FrTA8i6kxgjk8/86Gu96uQHAhwGsg/bcKAotVN0N4PH4P9WfQ/s7ZSO0vx0WQvu7pwfAdgA/kFLmu3yViBwmpCxGARIRERGVOyHEp6BVPh+RUnaW+niIiIiIiIjs4IxPIiIiQnxpwN/HP/yfUh4LERERERGRExh8EhERzRBCiD8XQnwjvnQhsTjMLYTYCOD3AFZDm+35nVIeJxERERERkRM445OIiGjmWAjg/8b/SSHEGLR5p3Xx80MAbpJSHirR8RERERERETmGwScREdHM8QSAeQCugLZcYC60JVhHADwH4NsMPYmIiIiIqFpwuRERERERERERERFVHc74JCIiIiIiIiIioqrD4JOIiIiIiIiIiIiqDoNPIiIiIiIiIiIiqjoMPomIiIiIiIiIiKjqMPgkIiIiIiIiIiKiquMu9QFQihBiAEAjgOOlPhYiIiKiPC0F4JNSLiz1gRCfXxIREVFVyPv5pZBSFuB4KB9CCE99fX1LZ2dnqQ+FiIiIKC/d3d0IBoOTUsrWUh8L8fklERERVT47zy9Z8Vlejnd2dq7et29fqY+DiIiIKC/nnnsu9u/fz+rC8sHnl0RERFTR7Dy/5IxPIiIiIiIiIiIiqjoMPomIiIiITBBCrBNC/KMQ4hEhxEkhhBRCBGzc3mwhxLeFED1CiGD87XeEELOdPG4iIiKimYqt7kRERERE5vwTgPc7cUNCiA4A2wCcCeAIgEcBnAvg8wDeK4S4REo54sR9EREREc1UDD6JiIiIiMzZBmAPgD/E/w3YuK27oYWejwD4iJQyAgBCiO8C+ByAbwH4K1tHW2CBcBRPdvVjy4FBeAJhtDbU4qpzFuCaNYvQUFtT6sMjIiIiYvBJRERERGSGlPKb6sdCiLxuRwixEMBfAAgD+JtE6Bn3ZQB/DuAvhBC3SSkH8zzcgtqyfxC3PdyFUW9Id/rTewdwx1MHcNf1a3DV6gUlOjoiIiIiDWd8EhEREREV13ugPQ/fagw2pZRBAI8DqIlfruxs2T+ITz+wc1romTDqDeHTD+zElv1lmdkSERHRDMLgk4iIiIiouC6Iv30tw/mvGS5XNgLhKG57uAsxmf1yMQnc9nAXAuFocQ6MiIiIKA0Gn0REREQVLhqT+Mm2Y3hgew9CkVipD4dyWxZ/eyLD+ScMlysbT3b1Z6z0NBr1hvDUG/0FPiIiIiKizDjjk4iIiKjC3f/KMXz9if0AgFqXwJ+/vezyMtJrjr/1ZTjfa7hcTkKIfRnO6jR7G2ZsOWCtff2Z/YO4bu0SJw+BiIiIyDRWfBIRERFVuCe6+pLv7+2bKOGRkEmJrUiZGsbz25pUBJ5AuKCXJyIiInISKz6JiIiIKtiEP4zdx8eTH/uCnKlYASbjb5synN8Yfztl9gallOemOz1eCbra/KFl19pQW9DLExERETmJFZ9ERJS3H710FF/41W68dcr03+ZE5LBt3cO6RTNTwUjpDobM6o2/zdQDvsRwubJx1TkLLF3+6tXWLk9ERETkJAafRESUl23dI/j6E/vxm9dP4o4n95f6cIhmrK2Hh3Ufe0MMPivAnvjbtRnOT5zeVYRjseSaNYswp6nO1GXnNNXhvecvKvAREREREWXG4JOIiPLyv/sGku93D3mzXJKICkVKia2HhnSnTbHVvRL8D4AYgMuEEPPVM4QQ9QDeFz//6RIcW1YNtTW46/o1cOWYQuoSwF3Xr0FDbU1xDoyIiIgoDQafRESUlxeUsGWSyytohusb9+OJrj74ilxt2TPiw4kxv+40H1vdy4YQ4hYhxJtCiDvV06WU/QB+AaAOwH8JIdS5+3cBmAfg51LKAZShq1YvwA9uvDhj5eecpjr84MaLcRXb3ImIiKjEuNyIiIgs6xnx4uhwqsrTE4hASgkhynYRMVHB+EIRXH/vK+ifCODys+bh/k+8vWj3/eLhoWmneRl8FowQ4hoA/2Q4uU4IsV35+F+llE/G358LYBWAdP3efw/gEgDXA3hTCLETwLkAzgPQDeALTh67065avQCvnHklHtrRjS9sug+u+ibEgl7cfevH8cH1naz0JCIiorLA4JOIiCx7/qA+bInGJPzhKBrr+GuFZp4/HBtD/0QAAPBK93COSzvLON8T4HKjApsHYL3hNGE4bZ6ZG5JSDgsh3gbgXwD8GYAPABgEcA+Ar0opR+0fbmE11Nbg2vPm48ZHUwWt1/74NoaeREREVDb4FyoREVn2/MFT006bDEQYfNKM1HV8PPl+OCoRjERR7y588BOOxrCte2Ta6b5QlBXYBSKlvA/AfRYu/zUAX8ty/hiAz8f/EREREZHDOOOTiIgsCYSj2HZketji8XPOJ81Me05M6D72FWm50O7j42mrOyMxiWAkVpRjICIiIiIqZww+iYjIkh1HRxEITw9VPAG219LM1HViXPdxsVrNX1QWjF24dLbuPM75JCIiIiJiqzsREVn03JvT29wBbnanmWlgIoBTk0Hdab5QcSo+1fme7zp3IXYrLffeYBQdzUU5DCIiIqKKE4tJxKRETAIxKSHjb2NSQpq8DSkBJK6P1O1IxN8q55kl47eh3kfy9pTLmL69xHEidbuJ06R6mpWD1G4NAFDjEjh7Yau1KxcZg08iIrLkhUPTt0gDrPikmWmPodoTKE7F57gvpKs0vfysefjP3x9Ohq7eEL8fiYiIyD6zIZuUQFRKROOBYjQmEYulTpNSIhoPGnPdZuLsRDCpu34MqduPnw+T0WJMJgJPUxcnE9w15T9TnsEnERGZ1jPixdFhb/LjlXObcCT+MSs+aSYytrkDgK8IoeMr3SPJJ+1zm+tx9sIWNNW7U8EnW92JiIhmBCklwlGJcDSGSFTCWF+YKWOMSolIVCISi8Xf6t+Pxt9nSEiVjsEnERGZ9vzBVLXnmfObccb85mTw6fEzaKGZp8uw2AgoTuj4otLmftmZc+FyCTTXuzEUb7sv1pxRIiIisiYUiSEcjSEUiSESmx5U6ihnhWMS4fh1E0FnOBq/DYaTRBkx+CQiItOeP5ia73nFqnm6sJMVnzTTSCkzBJ+FnfEppcRWZeTEO86YCwBorKtJnlasOaNERETVLhaTCEZiCEaipkNGKSVC8XAzEVIG46ElQ0qi4mLwSUREpgTCUWw7MpL8+IpV83WLjiY545NmmJ4RHyb80wP/Qs/XPDbiw8lxf/Ljy87Ugs+m+tTTOlZ8EhHRTBeNaXMgjdJVWEZjEsFwLBlwBiOx+MdRhKNMKokqGYNPIiIyZcfRUQTCMQBaZdnFK9qxq2cseb6HFZ80w6RbbAQUvuLzxcOpas+zF7ZgfmsDAKBZCT4545OIiGaCSDQGfziKQDiGQDiKYCT1PgNLIgIYfBIRkUlqm/ulnXNR765BS0Pq1wgrPmmmSdfmDhQ+dNx6SD/fM6GJwScREVWYUCQGXyiCqWAEgXDUXBs5gGA4hkAkigjDTSLKgcEnERGZ8oKy2OiKVfMAAC0NtcnTPGlafomqmbrRvc7tQiiiVUQXstU9HI1hW7cafM5Lvt+kzPj0csYnERGVmUA4iqlgBL5gFN5QBL5QBKEIg0siKiwGn0RElFPviC+5vR1IBZ+trPikGSoSjWHvSU/y43XL2pMzcAtZbfl673gy1Kxzu/D20+ckz2PFJxERFVogHMVkwFqFZkxK+ELRtPM2iYgKjcEnERHl9PyhVJv7GfObsaS9EYC+4pNb3WkmeWtoCv6wFkC6XQJvO31OKvgsYLWlOt9z/elz0FCbqvLkciOi6QLhKJ7s6seWA4PwBMJobajFVecswDVrFum+f4houlhMYioUwVQ86JwMhFmhSUQVh8EnERHl9Lza5n5WqrW2dVbq14iHFZ80g3QdT833PGtBCzqa6pIfF7Lacuvh9PM9AX2ru6/AC5aIKsGW/YO47eEujHpDutOf3juAO546gLuuX4OrVi8o0dERFU84GsOEP4xwNGbq8qFIDJOBCLzBCFikSUSVrqyCTyHEOgBXA3g7gPUAFgMISikbclzvYwBuAbAaQAjAdgDfkFK+kuU6lwK4HcAlAOoA7AfwPSnl/VmuswTA1wG8G8AcAL0Afgng36SUAZP/TSKiihIIR/GKMlPwilXzk++3KhWfU8EIojGJGpco6vERlYK60f2CpW1oLELoOO4L6eaKqvM9AUOrewHnjBJVgi37B/HpB3ZmDG1GvSF8+oGd+MGNFzP8pKojpcRUMIJxXxgT/jCmghFTLelERNWorIJPAP8E4P1WriCE+BaALwDwA/gdgAZo4emfCCE+JKX8TZrrfADAgwBcALYCGAbwxwDuE0JcIKX8YprrdALYBmAegL0AXgRwcfyYrxJCvFNKGbRy7EREleDVo6MIhLUKgca6Grzt9PbkeepWd0ALP9tm1YKo2qkb3dcsmY3mIrSZv/zWSPIP17nN9Th7YYvu/GIcA1ElCISjuO3hrpyVajEJ3PZwF14580q2vVPFC0aimPCFMe7Xwk5uOyci0pRb8LkNwB4Af4j/G8h2YSHEldBCzxEAG6SUh+OnbwDwPIAfCyGel1KOKddpB/BjADUArpdSPhI/fQGAlwB8QQjxuJTyOcPd/Qha6PldKeXfxa/jBvBrAB8A8H8AfDX//zoRUXlS29wv7ZyLenfqj0M1aAG0ze4MPqnaBSNRvDmQWmy0ZkkbhqdSrbS+AlVbqvM9N545F0Loq6u53IhI82RX/7T29kxGvSE89UY/rlu7pMBHRWROLCbhCcTDS5N95lOBCHwFnC9NRFTJyir4lFJ+U/3Y+IQ+jVvjb7+RCD3jt7NNCPF9AJ8H8AkAm5TrfBJAG4DfJkLP+HUGhRC3AXgEwBcBJINPIcTbAGwEcArAbcp1IkKIzwK4FsDnhBDfkFJyuwcRVRV1sVFim3uCu8aFprqa5DIXpze77z05gV+82ovmBjdO72jCirlNWNHRhAWt9WZ+RxAVxIH+SYTjlTT1bhfOWtCCQDjVgj5VgFZ3KSVeVOd7njV32mXUGZ9ezvikGWzLgUFLl39m/yCDTyqpUCSGcV8IY/HWdG4/JyJyTlkFn1YIIRqgtacDwENpLvIQtODzfdAHn9dmuc6TAALQWtcblLmdies8bmxnjwemLwK4EsAfQas0JSKqCsdHfTgy5E1+bAw+AW2zeyL49Di42V1KiZsf2IWT4/5p582qrcHyjkasiIeh165ZhPNOa3PsvomyUedsnru4FbU1LjTWpZ5SFaLi88iwV/e98EdnpAk+OeOTCID130VO/u4iMssbjGDMF8K4L+z4C8dERJRSscEngLMB1AMYklKeSHP+a/G3awynrzGcnySlDAkh9kKb3bkKWts9AFyQ6TrK6VfGL/e8mYMnIqoEzx9MVXueMb8ZS9obp12mdZYbia5fJ5+4ByOxtKEnAPjDUbw5MIk3ByYBAJu3dmPrl9+JpXOmHx+R0/Yc18/3BPRjH3yhKGIxCZeDi75ePJRqcz9nUSvmt0zf+8hWdyKNunivEJcnUsViEhP+MDyBsKkFQlGpXT4YNrdhnYiI7Knk4HNZ/G260BNSSq8QYhxAuxCiRUo5KYRoBTA72/Xip18cv/1E8Jn1vpTTl2U4X0cIsS/DWZ1mrk9EVCzqfM8rzppe7QloFZ8Jkw5WzRgrcC5aNhu9Iz6MpJnbJiXwWu8Yg08qCrXic80SrdJY3eoOAL5wdNoMXDte7h5Jvr/xzOnVngDQVJ86hnBUIhiJ6mbyEs0UV52zAE/vzboqQOdqbnUnixJh54g3iDEfFwkREZWzSg4+m+NvfVku44UWdDYDmFSuk+16iZ5O9bK57ivddYiIKlogHMUrSthyxar5aS/Xqmx29/idCz6nlOrRGpfAI5+9FEIIeAJh9Az7cGzEi+88exhvnZrS7pttYlQEU8EI3hqaSn6cqPhsMoSc3mDE0eBz0BNIvr96cWvayxiPwRdk8Ekz0zVrFuGOpw6YWnA0p6kO7z1/URGOiipdKuwMYcwXYthJRFQhKjn4TPSPZfuNY+wxM9Nzlu4yue7LUi+blPLctDeiVYKutnJbRESF8odjo/CHtdmdjXU1eNvp7Wkvp6/4dC58VG+rpcGdXGbU2lCL85e04fwlbfifvQPJ4NPJalMqLyNTQTy46wRWdDTh6tULUONgC7lVe09OJFsZW+rdWDm3CYC25KjGJZILKZxuNVe39TbVpX/6Zjx9KhhBe1Odo8dBVAkaamtw1/Vr8OkHdiLbjhiXAO66fg0aavkCwUwTjWlV8WYEwzGGnUREFaySg8/J+NumLJdJ9DwmSjMmDed5TFzHzH2luw4RUUXb1TOWfH/Dyo6MlWMtSsXnpINhjxp8ZqqcU0+fYsVn1brtoS48+6Y2b3blvCZ87soz8L41i+GucRX9WNQ29/NOa0vO8RRCoKmuJll57PRWdb8SfBrb6hNqXAKzamuSL1hwwRHNZFetXoAf3Hgxbnu4K23l55ymOtx1/RpcxTb3GUPGZ2sOTwUx6uXmdCKimaKSg8/e+Nsl6c4UQjRBa3Mfl1JOAoCU0iOEmADQFr/e/jRXTdxer3JaL4CLMt1XhusQEVW0kanUH4qnz838GlPrrFTFp5Ot7moFZ0uGxRO60JXBZ9Xao4SNR4a8+MKv9uA7Ww7jb995Bv7sotNQW8QAdM8JZbHR0jbdeU317lTw6XDomAgzAWBWhuBTOwYl+HQ4fCWqNFetXoBXzrwSD+3oxhc23QdXfRNiQS/uvvXj+OD6zrKp9AyEo3iyqx9bDgzCEwijtaEWV52zANesWVQ2x1jJJgNhDE+FMOoNIhRh2ElENNNUcvB5EEAQwDwhxJI0m93Xxt92GU7fA2Bj/Hxd8CmEqAVwXvx2Dxqu837lNo0y3RcRUcUa86WCz2ztsoUKH42t7unvuzCLlah8SCkx7pv+tT024sOXH+rCd39/GH97xRm4bu0S1LkLH4CqFZ8XLJmtO6+QW9V9SpDamKHVPXEMw/EXLbjZnUhre7/2vPm48dE7k6dd++PbyiZQ3LJ/MG1V6tN7B3DHUwdYlZonfyiK4akghqeCCHB7OhHRjFb8HjGHSCn9AH4f//CDaS6SOO0Jw+lPZrnOtQAaADwrpQwopyeu8z4hRL16BSHEAgCXAZgA8JK5oyciKn+64LMxW/CpVHw6GD6qbfOtGYLPZlZ8Vr3JYAQRpR3xPecthDri8/ioH//4yBt45388jwd3Hi/osYx6Qzg+6k9+nNjontCkVGJ6Q85VW8ZiUveHe6ZWd+0YChe+EpGztuwfxKcf2JlxCdOoN4RPP7ATW/YPFvnIykswEkXfuB89I96c/44Ne/HGiQnsPj6OE2N+hp5ERFS5wWfct+JvbxdCnJk4UQixAcDN0GZ4/rfhOj+Mn/5+IcR1ynXmA7jLcLsAACnlqwBeBjAfwDeV67gB/BeAWgD/KaVkuRERVY0xb+pHWntj+lZzwLDV3dGKT4ut7gx5qtKEUu0pBHDPR9fi97degQ+tW6JbcnRy3I8vP9SF379ZuIBArfbsaKrDabNn6c4vVMWn2uYOZG9118295fcEUdkKhKO47eGurMuXACAmgdse7kIgPLNGV8RiEsNTQRzo9+D13nH0jPjQNx7I+a9/IsCffUREpFNWwacQ4hohxPbEv/jJdeppQohrEpeXUm4B8B0AHQB2CyEeFUI8BWArtDDyE1LKUfU+4h9/AkAMwENCiOeEEA9Ca20/A8B3pZTPpjm8mwCMAPg7IUSXEOKX8etcB2AHgDuc+0wQEZWe2Vb31gK1m5tZbtTKis+qpz4OWxtqUeMSWDG3Cf/+oQvw3K1X4Ia3L0VtTSoA3Xcy3d5CZ3Sp8z2XtEEI/Xb5xgJVW/oM1aPZKj4b61PnGa9HROXjya7+jJWeRqPeEJ56o7/AR1QepoIRHB32YlfvGA4PTmHcF4bkWE4iIrKh3GZ8zgOw3nCaMJw2Tz1TSvn3QojdAG4BcDWAMIBnAXxDSpm29VxK+bAQYiOA2wFcAqAOwAEA35NS/jjDdQ4LIS4C8HUA7wbwAQDHAXwDwL8ZWuOJiCqe2Vb31llKxae/UBWfnPE5U435MlceL+toxJ3XrYHb5cID23sAABMOLtgyUis+1xjmewJAsxI6OrlYyG8IMBvc2ZYbseKTqBJsOWCtOv2Z/YO4bm2mPauVLRyNYXgqiFOeIF+wISIix5VV8CmlvA/AfcW4npTyZQDvsXid49AqP4mIqpo/FNXNxWpvytzqXqjwUQ1tMrW6F6Otd1fPKDyBCK44a960Cj8qvHElgG/LEMC3zUo9PgoVfEopdRvdLzBsdAeARuXx6HNwq7svnLqtWbU1cLkyPw6bOeOTqCJYnYnt5AztQorFJEa8IYz7Qmnb+CWk4fLa/41VnUREVChlFXwSEVF5UKs9AWD2LHNb3YORGIKRKOqzVKSZZW6ru77VXUrpaDj5SvcwPvr/dgAAvvq+1bjpj0537LbJnPEsFZ8JsxsLH3wOeAIYmgwmP05f8VmYIF6tgMo23xNgqztRpWjN8IKeU5cvtqlgBKc8AYx4Q4hEmWISEVH5YPBJRETTqHPHWurdqHNnHglt/GNsMhBBfbP94NNjKvhM3Xc0JuEPR3VzFu3a1j2SfP/HLx/Dxy9dwarPIjMzcqFVqfgcL1Dwued4qtrztNmzMLe5ftpl1I3qToaOaqv7rNrs31tcbkRUGa46ZwGe3jtg+vJXr15QwKPJLhCO4smufmw5MAhPIIzWhlpcdc4CvOvcBZgMRsqiRT0UiWH7kRHs6h2DLxhBY70b65a145KVHVmfwxARUfVj8ElERNOoVXazs7S5A9qilRqXQDTe0zYZiKQNhawyN+NTf/pkIOJo8OlRQrTeUR92Hx/HRcvaHbt9yk19LKot7Sr1dE+Bgk/9fM/pbe4A0KRUWzoZOqrBZ7bFRtoxsNWdqBJcs2YR7njqgKkFR3Oa6vDe8xcV4aim27J/ELc93DXtOJ/eO4CvPe7GzRs7sW55aX8v7uoZw+at3dOWHL56dBQ/3dFTFsdIRESlw5e/iIhomlGlym5OlsVGACCE0FWZORU86Vvd0wde9W6XbqO305vdPYbbe2xPn6O3T7mNm6j4LMaMT/1G9+lt7oA+dHR2xmd+wScrPonKV0NtDe66fg2yjOwFALgEcNf1a9CQo9o7X8FIFD0jXrxxYgJdJ8Z1/3744hF86oGdGcPZyUAEm545iF09YwU5NjN29Yxh0zMHM/7+L4djJCKi0mLwSURE06hh0+wcwSeg3+zuVPg4ZaLVXQhR0M3uxhDtia7+ZGUrFYduq3uG6mN1xqdaIeoUKaWu4vOCDBWfaig55ehWd2W5Ua7gs44zPokqxVWrF+AHN16MOU3pf8/OaarDD268GFcVoM3dG4zgrVOTeL13HH3jAUwFI/AGo8l/Y94wvvPs4ZxLh6QENm/tRigSy37BAghFYti8tbusjzEhFIlh66Eh3L3lEO54cj/u3nIIWw8NlfSYiIhmCra6ExHRNGp1R6Y/yFQt9bUA/ACcCR/D0Rj8SpVbpopP7Tx38ngdr/g0BJ9Dk0HsODKCS8+Y6+j9UGZmQni14tMfjiIUiTk60+3YiE9X/XtehuBTrXz2FWi5Ua5RDmx1J6osV61egFfOvBIP7ejGFzbdB1d9E2JBL+6+9eP44PpOxys9J3xh9E34c75ItP3IiOnfqZOBCHYcHf+7OFkAACAASURBVMFlZ85z4hBNq4RjBNiKT0RUaqz4JEuee/MUvvW7g/jSg3vw7IHBUh8OERWIbsZnhk3aKrXi0+NA8Dll+ONADZSMCrnMJd3/pdza3T2BMO586gB++OKRqqxGVSs+Z5uY8Qk43+6+v8+TfH/lvKaM25XVUNLJ0NHKVncuNyKqPA21Nbj2vPkYfvROnPrV7Rh+9E5ce958x0JPKSWGJoPoOjGO/f0eU5Xxu3qttYbvLEEreUUcI1vxiYhKjhWfZMkTXf14+LUTAIAFrfX443NKt2GSiApHV/FpotVd325uP2wx3ka24FNtg3e61d3jn/5/eXrvAP7l/eei3l2YeWtWfeWRN/BkVz8AYNmcRvzJuQtLfETOMjPjc1ZtDWprBMJRLfid8Icxr8X+gq0EdebtkvbGjJdTH6feAm11b8wRhDSy1Z2o6oWjMdMt0hP+MPonApZbqq1WrTtZ5V6o+yz2MVptxb/nhrXcQE9EVAAMPsmSRW0Nyff7JwIlPBKiwtvXN4FAOIY1S9pQWzOznoiOqe3FZlrdG5xdbjQZTN1Gc70bNVm2PzgduqrSVXxO+MPYemgYVxdg5ppV3UNTeOqN/uTH+/o8VRV8RqIxXYt5pupjIQTaZtVheCoIAJjw596SbIX6mG7NMG8WABqVre7eYARSSgiRY3OJCT4LW91Z8UlUvWIxib4JP/onAohEC1vh35jlBUcnLu+Ecj/GSmnFJyKqdgw+yZJFs5Xgc5zBJ1Wvx/f04XO/eB2AFiRc2tmBjWfNw+VnzcPSOZkrvqrFmIWt7gB0rb/GTej5mDSx2Ch5vrpR3sHgMxyN6QKni5bNxuu92oKbx/b0lUXw+f+2HtFVkpyarK6fy8aW9WxjF9pmuZXg0+HKXyUAb83Qbg/oQ8dITCIUjTlSGewPpx7XDRa2uociMYSjsRn3wg1RNRqaDKJ31Fe0ZTjrlrXj1aOjpi9/cQlmVJb7MebTis/gk4jIeXwmTJaoFZ8Dnur6A5tIpc6wnQpG8Lv9g7j90b247K7ncOWm5/G1x/bhuYOndC2o1WTMq2zSNjPjs8HZre6Wgk/lfONsUKeOAQBuvGR58v0t+wfhC5W2mu6UJ4BHXjupO23QEyzR0RSGOt/T7RJZRx6ocz6dDj7NPh6N1Zhehza76yo+a80vN9KOgVWfhSCEaBBC/IsQ4pAQIiCE6BNC/EgIscTi7RwTQsgs/84u1P+BKsOEP4w3TkzgrVNTRd0AfsnKjpy/fxNaGtxYf3pHgY9ounI/xnJvxScimilY8UmWLGydlXy/b9zvWBsfUbkZmsocIB0Z8uLIkBf3vXIMrQ1ufP/Gdbi0s7q2fKsVn+0mWt3VKjgnlhupszqzhV2AsdXducBLbW92CeC95y/CVx/bh8lABP5wFM/sH8T7LzzNsfuz6r9fPopQVP9H8GCVvSCltqzPbqzL+vtGF3yaWNxhhb7VPfMLAcaN695gBHNMfP/kYqXVvckYvoaimF39RepFJYRoAPAsgEsB9AP4LYAVAG4CcK0QYoOUstvizd6f4fSJfI+TKps/FMXgwKRu5nYx1blduHljJzY9czDrjEohgJs3dpZkNmW5H2O5t+IbhSIxbD8ygl29Y/AFI2isd2PdsnZcsrKDs0eJqKIx+CRLFiut7sFIDOO+sKlQhKjSDE2mgs/PXN6JYCSKrYeG0D3k1V3OE4jgRy8dq6rgMxCO6oKWTAtlVE4vGNJX2GWvOG1xuNo0wdje3FBbg/ectxC/3qkteHt8T1/Jgk9PIIyfb++ddvqpySqr+LRQeTxbeZyOO97qnnpcZWt1r3EJzKqtgT+sff94HaoKDoTNb3V317hQ73YhGK8MY8VnQfwfaKHnNgB/IqWcAgAhxBcBbALwIwCXW7lBKeXHHT5GqnB7+ybQ3NJW0mNYt7wdt169Cpu3dqf9/drS4MbNGzuxrgRt7gnlfIzl3oqv2tUzlvZz+OrRUfx0R0/Jv85ERHYw+CRL2mbVoqHWhUBY+4OqfyLA4JOq0vBUqsLi6tULkk/2jo/6sPXwEB7b3Ycd8SezAx5/SY6xUMZ95ucqJji9YEhdypKrja1ZDT6DzgVeE2mq/P70gtOSwecLh4Yw7gvpArdi+dn2XkzGP0dul0AkppW6DE8FEYnG4K6SmY66JVs5HoeFbXU3t9wI0FrNk8FnIVrdcwSfgFYlHYxonzsuOHKWEKIWwOfiH/5tIvQEACnlt4QQfwVgoxBinZRyV0kOkspKLCYx4Mm9jGhiwqf7ONcm8GJZt7wd99ywFs/vP4F7fvIgXPVNiAW9uOVjH8IVq5eURSVguR7jJSs78NMdPaaeF5VqXACghZ7ZqmYnAxFseuYgbr16FcNPIqpIpf9NRRVFCIHFbal29/6J6gp8iABtqY3aWja/pT75/tI5jfiL9cvxhavPSp42PFmaNrRCUf/vjXU1aKjNHbTolxvZD53U28hd8Zk638kZnx6/WuWnhV0bOjswt1l7PISjEk/vHXDs/swKhKP40ctHkx9/bMOK5PtS6kP7SqcGmLkC5tYCBp9mW90BoMmw2d0JVoNPdc4nKz4d9w4AswF0SylfT3P+Q/G37yveIVG58gYjeOPkBHpGfDg57s/6r3+ifEeV1Lld2LCiDcOP3olTv7odw4/eiQ0r2soi9Ewox2NMtOLnmgpWynEBoUgMm7d25wzapQQ2b+0u6pxZIiKnlM9vK6oYC5UFR+X8JI0oX8Z5WomgS39aKoQZ8QYhy6U0wwHj6nxPk9WMTrebq7eRq8KuKK3u8bCrxiVw7ZpFydMf293n2P2Z9ZvXTyZHMdS5XfjsFZ26z0E1zfnUzZq1UPHpKWire46KT2XOp1MLsPzK7cyqy92so4ajTlWdUtIF8bevZTj/NcPlTBFCfFkI8X0hxHeEEJ8WQnC1cwWTUuLEmA9vnJzQvXBBM0+iFT9T90pLg7uklZTbj4yYfu40GYhgx9GRAh8REZHzGHySZWrwOcDgk6qQOt+zud6ddqaeGoaGo1JXHVjpRnWLjXK3uQPTw0e7QbD6JDzXciM1GPU4WvGZvsrvTy9cnHx/+9GRogaN0ZjED7YeSX78oXVLMK+lHgtaUz+Xqyv4NF/xOVsJPo3jGuxSHwu5KpDVis+pEra6J7Di03HL4m9PZDj/hOFyZt0F4GYAnwewGcAxIcRfWz88KjV/KIp9fR4cH/WXTbs6lVaiFf+m9YvhPfgy/Md2w3vwZdy0fjHuuWFtSdvHd/WOWbr8zh5rlyciKgcMPskytdW9j63uVSsQjiISnZntLOpGd7WyU9U2qxZuV6p3KdsW+Hx1nRjH7Y++gVfeGnb8trNRwyazFZ9qm3E0Jm1XuEzpWt1zzPisV1rdHZzxqV9ulDqGi5bOxtI52s9BKYEnuvodu89cfrdvAEeHtQVbLgF8euNKAMCC1lQQX00LjsbLYMZnMBJNLgoCzLS6F6LiU1luZGL0hK7V3aFjoKTm+FtfhvO9hsvl8hiA6wAsB9AI4DwA3wJQD+CHQog/M3tgQoh96f4B6DR7G2RP/4QfXSfGHe0+oOpQjq34AOCz+OKY1csTEZUDBp9kGSs+q99rvWN4+x1bcMmdv8fv9hV/hqFZI/FFLk5TKz7ntUxvcwe0ebcdSig67HDwKaXEZx7YhZ9u78XHfvQq9vVNOHr72Yx57bW6A/ZbzvPd6h4IxxB26DGhm/GpHIMQAu9bk6r6fGz3SUfuLxcpJe59oTv58XvOX4TlHU0AgAUtqZ/Lp6qo4nPcQgjf1liY4NP4WLbS6u7EYiEpJXxhqzM+2epeQIlXvDLV8uWY5qcnpfy8lPI3UspeKaVfSrlPSnkrgL+JX+Sb+R4oFU8gHMX+Pg+ODfsQY5UnVZDGHF01di9PRFQOGHySZYsYfFa9+14+Bk8gguGpIG7+6S5877m3ymqGpZQSX/3tXqz7xhZ88PvbEHX4rww1+Ew33zPdeSMOL5QZ94XRF//+isQkvvRgV9EGyqtzFec0mQs+6901qFeqFuwuONIHn+ZnfBqva4f6f1CrCQF9u/ueExM4NuxFoW3rHkHXiVQA/tnLU0Vc85SKz0FP9VR86quPS1Pxqba5u10iZ8WlGjr6HAgdQ9GY7mdcutEb046hjq3uBTQZf9uU4fzG+NupDOeb9UMApwCcJYQ43cwVpJTnpvsHoDvnlSlvpyYDeOPkhONL1YiKYd0ya232F3OrOxFVIAafZNkiQ6t7OQVi5Iy3TqX+XpMS+Pf/PYi/++VuBMLlUTn0yz8cx/3begAAu4+PY8+JcUdvX63ezFTxCeiDT6crPo2t8wf6Pfjec285eh+ZqBWfudqLVWpl5qTt4NPCTMU6t25jqt37TtDN+DQEn2cvbMWqBS3Jjx/fU/glR2q15zvOmIvzTmtLfqxWfA5OVs8LUmqre9ss8zM+g5GYYz+vjCG8yLGet9Hhik+/YWxEY23uahu11d2JYyCd3vjbJRnOX2K4XF6klDGkAstF2S5LzgpHYzg27MWRoamc//b3edB9yotIlM+FqTJdsrIj5wvMCS0Nbqw/vaPAR0RE5DwGn2SZWvEZCMf4CneVkVImZwiqHtvThw99f1vJq3z3npzAVx/bpzvt5Jizs2Z1re5ZKj4L2eo+nGZO4/eee6soLe9qlZ3Zik/A2SVDVio+XS6B5jrnN7vn2uStVn0+tqevoC8C7T05gRcPp2a9fvYK/cg+dbnRqSqq+NS1uudYtGUMp5363aSf9Zr7hYBmh2d8+g0BrpmKTy43Kqg98bdrM5yfOL3LgftKlFbZrR4lk0KRGPb3edA/EcCgJ5jzH58DU6Wrc7tw88ZO5HhND0IAN2/sLPlMUiKifPAnF1k2u7FW19LaN1491UUEDHgCuj+03376nOT7b5ycwPvueQmvW9wA6RRPIIy//flr01q++8adDT7VEHNulorPebqKT2db3dMtS4rEJG799Z6Ct7yP6RbKmA8+W5RQyGPjj8FYTGIqZD74NF7GqeBzIsNW9wR1zufhU1N4c2By2mWcslnZ5H7+aW24tFNfcaFfblQdP5MD4ajuZ1GuGZ8NtfpxC44FnxlmvWbS6PB8TXVRmNslTP3RqR6D3UVjNM3LACYAdAohLkpz/gfjb5+wcydCiHMBrIK2ROlNO7dF5gQjUezrm+D3DM0465a349arV2V8vtXS4MatV68q6fb5hFAkhq2HhnD3lkO448n9uHvLIWw9NFS0cVBEVJkYfJJlQggsnp1qdx/wcLN7NTk6lKr2nNdSj599cj3+asPy5GlDk0F85Afb8chrJ4p6XFJK/MNDXegZmb5I1+ng02zFZ0Fb3ZVjUKus3xyYxD2/P+zofRnpZnxaCD5bHQofvaEI1OLJXK3uxssUo9UdAJZ1NOLCpbOTH/92d2Ha3XtHfHiyK3Xbn7m8c1q7tVrxOTwVcmzBUymp1Z7A9Dmr6RRizqd+7ELuEL7Z4Y3quo3uJqo9jcfAVndnSSlDAO6Jf3iPECI561MI8UUAawC8JKX8g3L6LUKIN4UQd6q3JYR4lxBinfE+hBBrADwIbVHSD+P3SQUUCEexr8+DQLjyf3YS5WPd8nbcc8Na3LR+MbwHX4b/2G54D76Mm9Yvxj03rC2L0HNXzxhu+cVruPeFbrx6dBR7+zx49ego7n2hG7f84jXs6ilNYQYRlT8Gn5SXhcof2f1ccFRVupU299PnNqG2xoV/ef95+LcPnA+3SwtbQpEYvvjrPbjzqQOOLxbK5L5XjuHpvakN88vmNCbfP1nA4DNbxWdBW92VCtKNZ87DX16yLPnx957vxt6ThWt5H/Omgh5rMz7VVvf8QydjaNpsYoNoc4PzQY+uxTlD+PqnF6SqPl84NOTI/Rr98KUjyS3BKzoa8e7zFk67jHEW7VCaUQmVRg3gZ9XWoCHHUiFA/3g1Bqf5MvM4UDU6vFhIrT4zs9Ed4HKjIvgGgB0ALgVwWAjxKyHEdgCbAIwAuMlw+bnQqjeNszo3ANgphDgmhHhWCPFLIcQOALsAnAPgBQBfKeD/g6C9uLCvz4MgQ0+a4ercLmxY0YbhR+/EqV/djuFH78SGFW1l0d6+q2cMm545mPGF9clABJueOcjwk4jSKv1PMapIi2YrwSdb3auKWvHZOS+1tPaj65fhp59cr9usvHnrEfx8R0/Bj+n13jH821MHkh9fduZcfOldq5Ifn3TwMRiMRHWzHUu23GhSv2DpK+85B0vatUrraEziSw8WpuU9FInpgkNrMz7Vqsv8wxb1uvVul6kn3E63ugcjUV3lT7oZnwBw/pLUgqFChY3PHjiVfP+Tl61EjWv6IK6G2hpdteOgp/J/Lo9b2OieUIiKT12re4bHgarZ8Vb31P2roWo26mZ5L9t2HSelDAB4J4B/hdaK/mcAVgC4H8BFUkqzm+j+F8CPAHgAXADgegBnAHgJwKcA/LGUcnqbAznGG4xgf/8E22SJylgoEsPmrd3INUpdSmDz1m5+PxPRNAw+KS9q6y0rPqvLkeHUDoXT5zbpzrtkZQceu+UdOHthapv1k2/0F/R4xrwh3PLz1xGOb0xd0FqPuz9yIZa2p8YtONnqbpzV2ZEl+FODzxGHZ3zq5ow216Gp3o27PrgmedqbA5P4zwK0vKtbtIHccxVV+vAx/9BpKmh+o3u6yznR6m4MTzNV+rXrKgxDji84klLqAtX1ysxdI/2cz8qv+BzPY9Zs4VvdLVZ8Ot3qbqLqFdBvdWfFZ2FIKf1Syn+WUp4hpayXUi6UUn5cSnk8zWW/JqUUUsqPG07fJqX8aynlGinlXCllrZSyQ0r5TinlD6WUTK0LaCoYwYF+D0IRbmQnKmfbj4yYflF7MhDBjqMjBT4iIqo0DD4pLwvbOOOzWh1RKj5Xzm2edv7SOY34ynvPSX58fLRwX/9YTOKLv96dbGWvcQnc89G1mNtcj9OUObMT/rBj7c3qNvXWBnfW9tq5Squ7LxR1ZINzQrp2+0s75+JjyrzV/3q+G10nxh27T0C/0b2h1mV6piCgDwfVKjmrdNvUTcxUBPTt8E5UfKrzPWtcImOLsRrIRWLS8XmKvlAUIWVeZ3uWIF6/2b3yX5BSH4tmRy60FqLiM2BtuZE+dHR2uZHpVncGn0RZeQJhHOj3JF9UJaLytcviUtWdbHcnIgMGn5SXxW1sda9GwUgUJ8ZSXXUr5zWlvZxabdk/4S/YIpXNW4/guYOpuYm3vWsV3rZCq3ib21yP2ppUy2+/Q1WfxhbzbOY01UHdMTM86VzVp1rxqS5Y+od3n42lc/Qt78GIc0VBo97U/8FKtSfgXMWnGlyaWSYDGBYrORD0qGFX26zaacuEEmYbFu44NVcyQf16pLs/lfp4HfRUQcWn3/pjcfas1OUmfM58P+qXXOV+POrazJ2Y8RnmciMipx0enEKEoSdRRfBZ/D1m9fJEVP0YfFJeFhpa3Z1u76TS6B3xJZeouF0CS5UFQqrT2mclA7+YLEz4vePICP7jdweTH191znx86rKVyY9dLoFFSuWxUwuO9C3m2YNPd41LF8gMe50Jm2IxiREl8FIXLDXVu3HX9RckPz40OIXvPutcy7vaXmw9+FQqPm3N+Myn1b1wFZ/Zqk7dNS7dfY85FLalu73WBjfcNZl/basVn9U249NsxWdBZnxafDyqi4X84ajtBXB+pZLcbKu7WhkajMQQKdCLU0SVqliLGYnIvkYTSy7tXN5JoUgMWw8N4e4th3DHk/tx95ZD2HpoiHNHiUqsdD8VqKKpgZM/HIXHH0Gbhe3Pduzrm8Dje/rx3vMXYs2S2UW5z5niiLLRfdmcRtRmCFnq3TVY0NKAgXi4cnzMh2Ud6UPSfESi2tb4xB8mS9pnYdOHLoTLsNRl8ewG9I5qFapOBZ9WKj4Brd09UZU37NBcxTFfSPdHmfE4NnR24OOXrsB9rxwDAHz/hSP487ctyxhUWzGqBp9N1r6n1TZjpyo+zWx0B5yf8Tmhq/LL/nlob6xLHvNYASs+cy2aWtBSXTM+x7zqjE+zwWfq8eLcjE9roxeaDI9ZXyhiOsBPxx9K/bFkttXd+H3jDUXRNouvdVN1GvOG0DOafQfU5MREkY6GiJy2blk7Xj06avryFy9vL+DRZLarZwybt3ZPewH+1aOj+OmOHty8sRPrSnRsRDMdnwVTXtoba1GvbFrumyjOnM9wNIZP3r8T33+hG5+4bycCYc79d5I639O42Mgo0W4NIBk+OqV7yKub6/m9j65NG6wvnu38gqMhCxWfANDRpG52d6baT72dOrcLLWnCv9vevSq5ZCwak9jl0Dwj/SZtO63u+VddTuXR6q5r7XWi4jOgVnzmCj71C46cpPt65Ao+q6zicyyPx6L6c2Lcsa3u5kNwQN/qDuhndObDF1YqPk1vdTcEn2z7oyoVi0kcHfHCH4pm/8fni0QV65KVHaafD7Y0uLH+9I4CH9F0u3rGsOmZgxmf/04GItj0zEHHnq8TkTUMPikvQgjdZveBIm127xnxJrfID08F8dapqRzXICuOKhvdM833TFjanqouPO5w8KkGqcs7GnHB0vSVvUt0waczj0HdbE0zFZ8t6mZ3Z6rsdFWnzfVp50s21rmxZklb8uN+h74HnZrx6bEROpVHq7tS5ZdjrqO64GjM62zwqav4zPH1mK8uN6qCis8Jv/Wt7roZnwVYbmTmD6+6GhfcSnW63Rmb/jyWG9XWuFCnvDjp5OI1onJyctyPYJgtpETVrM7tws0bO5Fh3HqSEMDNGzt1v/+KIRSJYfPWbuSa/CYlsHlrN9veiUqAwSflTZ3zWayKT2PQ+ebAZFHud6bQbXSfN32ju2qJ0lZ9fMzZr3/PiL7lPhO14rMgre4mKj7Vze7DDgWfujmjWcLXhQWo8BvTtbpbCz7VykhvKP/ZhvksN3K61T3fik+nW93Vr0eu8G++8lgZ9YYcXXpVCvqKT+tb3e2E7wnRmNQFl2a2ugshdBWXPpub3fPZ6g4ATcplpxzYLk9UbgLhqGPdHkRU3tYtb8etV6/K+LywpcGNW69eVZJW8u1HRky/6D4ZiGDH0ZECHxERGTH4pLwtVuZ8Fqvi0xh8Hhpk8OkkdcZnzlZ3ZbO70xWf6u2ZDT6d+uNHbTM3N+PT+VZ3ffiaOexaqHwP9jv04sOYruLT4oxPQyiUb8u51Qo74+UcX26Uo71ZDSSdbnXXz/jMfhzzW/WP16EKr/oc9+Uz41O/3Mju4j3jY9hMqztgDB2dq/g0u9Ud0Le7s9WdqtHRYS+4o4ho5li3vB333LAWN61fDO/Bl+E/thvegy/jpvWLcc8Na0s2P3NXr7X29Z1sdycqOi43orwZN7sXAys+C2fcF9KFLLla3dVA8sSYs8FnTx7B58BEANGYRI0rRx9MDvksN0ooRMVntmMoxLgJtcou1zIdo2ZDSOkJhPNaejYVVFvdrQefU6EIYjE5bRmWFR4LC23UkQBOV3xamfFZ765Be2Nt8hhOTQaxpN25pWPFJKU0bHU3OeNTCSbDUQlfKDpt3qUVHkP1sNllW7qKT5tt5ur1G01udQcMc28ZfFKVGZkK6n5GENHMUOd2YcOKNnzt0TuTp234508Wvb1d5bP4O9bq5YnIPgaflLdFs52vNsvlsLHik8GnY9Rqz+Z6d842b3WD+PBUCL5QBI0mF2/k0ms6+EwFf5GYxKnJABYpVZBW+UNRXUBgZrmRvuLToRmfJhcsqctsnHrxwUprtVGNS6C53p38HBpDI7P0re5mZ3ymLicl4LW5SVut+GzLtdW9SW11L92MT0B7TCSDzwpecDQVjCCilHKZXm5k+FpN+MOOBZ8t9W7TL6w0Ohg66lvdzf9f1LZ4zvikahKNSRwbcfYFVyKifDVafJ5h9fJOC0Vi2H5kBLt6x+ALRtBY78a6Ze24ZGVHSQNkokLiI5vytqgAoUs2sZhE95A++BzwBDDBV/wdcVQ337Mp7UId1YLWBtTWpC5zwqE5n7GYxInR1G0t68gcfDbWuXXt2Hbb3Y3BZUeWNvPUZQrc6m6y4nNoKohw1P6w9DGLQZuRfsFRfmFLPjM+jZV4dtvddTM+LbW6l27GJ6B/vAx6KrfV3fh5zFV1m1DndukCP7sLjvRLrswH6c31auhob76muo0631Z3zvikanJyzM/lIERUNtYts9Zif3GJWvIBbfv8Lb94Dfe+0I1Xj45ib58Hrx4dxb0vdOOWX7zGrfNUtRh8Ut4WGtps7c5Sy+XkuB+BNJs7D3LOpyOOKBvdc833BLTqvtNmOz/nc8ATQEgJ8LJVfALAae3qgiN7Aby6Cbu9sRa1Nbl/RKqt7hP+sCN/jKkBaraKT/V7UEr7Mx0j0ZiuxdvsXEVVqwNLhvLZ6l7ndqFeeZXadvDpz3e5USFnfJqr+ExwauFVKaifx9YGN9wmvhcTjHM+7dBVfJoMXwF9Zabd+ZpqcDorz1Z3zvikauEPRYu2UJOIyIxLVnZYGs20/vSOAh9Rert6xrDpmYMZnyNPBiLY9MxBhp9UlRh8Ut7U+Yq+UDTv6i6z3jJUeyYw+HTGUaXVfeXc7BvdE9R2916Hgk/1duY21+ds7VSXbDlZ8WlmvicwPZhUg6p8ma34bKit0YWTdiuvxw0hkdUZn4D9JUNSSt31zM5U1O479blQ54TmY0JX6Wd+xqeTFZ/GOZe5lhsBwILW6qv4zDXb1EgNPu1+PSYD1ja6J+hDR5sVn/ludWfwSVXo6LAXBX6dnYjIkjq3Czdv7ESOZjkIAdy8sbMk7eShSAybt3bn/PkpJbB5azer6qnqMPikvLU31up+cPd7CvsKfPepDMHngMfR+/EEwrj3+W78bEdP3jMKK9ERQ6u7GerilOOjznz9e5W5XcuztLknOLnZXQ0czcz3BLTwUQ057M75jMYkRr3mj2OhgxV+apt7XY3LUsiSoLYDrAPyFAAAIABJREFU5/P9E4zEdLMdzbY4Gy/rcbLVPUfgpYbPU8GIY08WvaGorvrZzJxLteLz1KRzFZ/HR33YcWQEsSKtULYza1YNPj22W93VkQf5zdf02pyvmXeru3oMbHWnKjA8FbRdxU1EVAjrlrfj1qtXZaz8bGlw49arV5Vs8/z2IyOmCxImAxHsODpS4CMiKi4uN6K8CSGwqK0BPfGgqn8igLMXthbs/tSN7uoClUMD6QPRfH3z6Tfxsx29AIA7njyAP7voNHxsw/KC/t+Mfrv7JJ7o6seGlR348NuWWqp6y0csJnUVn2Za3QFg6Ryl1d2hze5mFxslqO32J23OGc2n4hPQ2t0Tj8chm8HnqDcENVuam2PO6KK2BrwZX/Jlt+JzTFdlV5tzzms6dis+jWGplQVFzTbvOyEQjurCy1yzHY2B5Lg/hPktDRkubd6YoXo415IlAJivPG5POVTx2Tviwx9/63mEoxLvXDUP//UX6ywFcPnQbXS3MFsTKFyre/4Vnw5udbew3IgVn1RNojGZfL5JRFSO1i1vxz03rMXz+0/gnp88CFd9E2JBL2752IdwxeolJV0ctKvXWvv6zp4xXHbmvAIdDVHxseKTbFGXq/TbnK+Yixp8/vE585PvHxycdHS+6MtvDSff94Wi+PmOXrz72y/iw5u34YmuPkcWyGQzPBXElx7cg2f2D+LrT+zHhjufxZ1PHbBdzZhN34QfQSXoMR186io+nQ8+l5oIPtWKz5MOVnzm2mqvUqsyR2wuOFLD14ZaV87QWz9r197/X23TN7tF20gffFoPndTA0u0SaKg1/2tKve8pG8GnMXzNFXg11tWgTplB6VS7u/r1aJtVa2rO5Xy1Atihis8tBwYRjmo/Y587OIQb/3tHwauu1IrPdouzZh0NPv3WF20Bzs34jMWkbrZ1vq3uU9zqThXuxJiPrZdEVPbq3C5sWNGG4UfvxKlf3Y7hR+/EhhVtJd+W7rP4XMTq5YnKHYNPsmWRMl/RbuiSjZQSh5Xg873nL0q+P+EPOzbLzhuMoCdDgPfq0VHc8vPX8Y5v/h7f3nIIpwq0OORAvycZMgBaELR56xFsvOs5/N0vX8cbJyYcv0+1zX1ha4PuD+Zs1GDyxJjfkQBa/fwvNxV8poIeJ2d8zrVQ8aluf7fb6q47hub6nFWXC1uV70Gb3wf6sCm/4FMNCfOZ+2vc6G6l6rSl3v5iJUB/3LU1ucNXIYSu3d1YqZkv9ethdt6q2uo+7gsjELbf4nzCUEm9s2cMH9m8rWA/AwFDxaeNVvdxv72vhfo4srLVvalebXXP/2vgN3z98m115x8wVMl8oYjtjgYiopms0WL3oNXLE5U7Bp9ki1ptVsgnpcNTIV3lzttWzNEt8XBqwdGbA5PJoc+NdTW464NrcN5p+hb3QU8Q395yGJf/+/PYeWzUkftVvZVhlmkkJvHb3X143z0v4SObt+GZ/YOOzdvTLTYyOd8T0LeiTwUjjlS6qZWjy0zM+FS3unsCEVuBlxMVn8M2N6ubXWyUsMjBik9d8GlikU46amv6ZB4LhtRKzWYLFXbafTvT6q5WfLbNMtfyrwbFYw5VfOZT9Wh83A7ZfDwCWqWV0ZsDk/jg97ehZ8Sb5hr2jetmfFp7LKqXn7C5dC/fVnen2sx9htA0/+VGnPFJlYsLjYiI7Fm3zNps0YtLNIsU0BYxbT00hLu3HMIdT+7H3VsOYeuhIVb9ky0MPsmWxUUKPtUwcE5THeY01eGsBS3J05xacHSgP3U7Zy9swYcvXorHb3kHHvmbS/GBi07TtbP6w1H8eudxR+5X1a1sr79u7Wn4p2tX6+ZYAsCOo6P41E924qM/3O5I+HlEuU+zbe6AFsaoVUV253xOBsK69l4zMz7nNtXrvi52HodDeVZ86lrdbVb7GSs+c3HyxYcxh1vd86v4TAVNagWnGc022+wTdAttTIZdatimhnZ2jHrVje7mvh51bhc6lMs6seBIrfi8aNns5Pu9oz5cf+827O9zdsEcYJg3a6Pis1St7rrQ0U7Fp+G6DW7zwac6JmOKFZ9UoYYmg3n9LiEiopRLVnaYfh7T0uDG+tM7CnxE6e3qGcMtv3gN977QjVePjmJvnwevHh3FvS9045ZfvIZdPdZmlRIlMPgkWxYqre79BWx1f0sJ5s6Y1wxACyYTDjq04EgNPs9ZpFV6CiGwdlk77v7IhXjlK1fiQ+uWJC+jtog7RQ15L1gyG3/9jtPxwpevwPc+uhYXLp2tu+z2I6N4/fi47fs8oqv4bDZ9PSGErt3d7mZ3db5nvdulW9SSicslsEhpd893zqeUEsOTqcDKUsWncpx2W92tVnyqweegJ2ArCLcTNiWo7cB2Z3xaCZq0y6vVpnYqPpVjMNneXJCKT29+m83Vx40TY0DUFzT++drV+L/vPSf58fBUEB/5wTb8weHq93G/2upuLQBvdTD4VKuWLbW66zaq26j4DKeuO6u2Bi6X+dEP+vCVwRGVjpQy7b9YLPu/cDSG3tHCVJUTEc0kdW4Xbt7YiVxNTEIAN2/sLMlM0l09Y9j0zMGMXVuTgQg2PXOQ4SflhcMbyJZFhmozKWVem6Bz6VbCwM75WjCnVnwecqjVPV3wqZrbXI/r1y3Bg7tOANC3iDvlrVOp2+yMh5DuGheuWbMI16xZhF09Y/jir3cnt5vu65vAOpvtCGqAa6XVHQCWtDcmt4rbrfg8btjobvaxtLhtVvLzke9md28oqpunN7fFfNA0V6mws9taPKwsR7Ja8RmOSoz6Qqaul46u4tNkhaGRk1vdrWx0B4BWp1rddRWf5n5NqqMBHKv4zGPGJ6DN+Ux8Tw7anMM54Q/rPpdL2htx0bJ2zG6sxT8+8gaiMYnJQAR/+cMduPcv1+LKsxfYur8Efau7jYpPm18LtdIs31Z3O/M11VZ3K/M9tWNQw1e2ulNpnBz3o5fb2ImISm7d8nbcevUqbN7anfZ5ckuDGzdv7LT9d2U+QpEYNm/tzjnWREpg89Zu3HPD2pIvjKLKwkcL2aIGn75QVFcp5SS1CvKMePC5aqE++IzabPmOxWQyLADSB58AsFJpBR/xhjDhUHUXAEz4wrqKwcT/VbVueTveuSq11X7vSXvLjgLhKPqUat2VFlrdAWDpnFTVb6/Nze49I/rg0yx1s3u+C47U2ZwuAXQ05VfxabfVXT9nNHfg01Lv1lWXDdhod7ezSTtBt9zIZsWn2dAxwe5G+QS1StBsld9sXcWnM8HneJ7LptT5x3YrPtX5ng21LsyNPyY/dPFS3PsXqSedwUgMn/rJLvzvvgFb95egH7tgdcZn6nNlu9VdF8RbaHWvc6bNXG11n1VrNfh0Zs4oERERVYd1y9txzw1rcdP6xfAefBn+Y7vhPfgyblq/GPfcsLYkoScAbD8yYrpoYTIQwY6jIwU+Iqo2DD7JljlNdbpXW+yELtmkCz7PnN+SLNcPRmK2Q7feUV+yukYIfSu9al5LvS5oOurgcg+1pb+53q0LMFTnLk6FsntP2puvd2wktTSgtkZgSbv5wBEAlrarre72vwYJZhYbJZzmwGZ3db7nnKZ61FhoKVUrLEe9IVvt5mrwbabVXQiBBQ7N+dS1uudZ8amGlfm8EKKGRFaXGzUrM0HthE35LLRp1834dObFEHXe7RwLy6bUze52Z3yq8z2XtOursP/k3IW4/6a3J2dJRmMSdzx5wNb9AUAkGtM9duzM+PQEIpB5bkWRUuqD+Dy3uvtC0byPQQ0+rSw2AvThqz8ctf3iIBEREVW+OrcLG1a0YfjRO3HqV7dj+NE7sWFFW0krKHf1Wmtf38l2d7KIwSfZIoTQVX32FWDO52QgjAGlXTMRfM6qq8FypSrQ7oIjtc19+ZxGXbWMSgiB05V28KPDzswXBQwt/fOaMrZ6n3daW/L9Q4OTCITzb2NU29yXdzRZCvwA6GZ8nsizzTyhdzS/ik91s3vfeH5Bj1rxOddEpaWqQ7l8NCZtVfxZXW4EGDa722htHsuzwlCltqeHIjHLj83JPCvsjJe31+quhl3mjkGtMnQq+BzzqnMuzX891Nm4p2xXfKrB56xp52/o7MCPb3pb8uPeUZ+tn0fA9MDc6oxPNfiMxmTeIbgvpA8LrVQgq78/IjGJYJ6bSH3h/IPPZsPvMB/nfBIREVEZsjoWyM4YISdw83zlYfBJti1UqosKUfHZrQRzjXU1uk3y+s3u9gLIA0qb+9kL07e5J5w+N9WCftTBBUfqRvfONG3uCWfMb06+KheJSVszTtU5pVbb3AF9q/vJMb+takc1+FxuoeJTbXXPd7nRkMVKS1VLvVv3Kqk6p9OKSDSma5U3exwLW1P//4E8X3yIxqSuLXhO3suN9GGL1QBSv9zIWuDlWPCZV8Wn863u+c74nN+qX3hlh1rFnS74BIALl87WDcu3+3tA/fy5XWJagJeLMaDMN4g2jmqw8ng0vnDmy3Ozu18JK63O+Gys11+ecz6JiIioHDVafK5n9fJO4ub5ysTgk2wzLjhy2mEl1DtjfrOuClK32X3QuYrPTPM9E05XAsIjDi44StfSn05tjUt3jHba3dWw1cpG9wS11T0UjWEwz9baSDSmW0yU74zPAU8gr5ZO/WxNa8GnEEJ3nZE8N7uP+kK6od5mKz4XtqUul+/34IQ/rLvv2RZaq1Wzamt0VcNWZ23a2+qun/GZb3uxJ48Zn2qruxNb3aWUNmZ8Ohd8Glvd06mtceke/3Z/D+gXG9VaXpjnrnGhRXlCnO+cT/Wx2FDrstQC1lhrDB3zrzpN3madte+HencNamtSnzs74x+IiIiICmXdMmuzRS8u0SxSbp6vXAw+ybZFSujUn2e1XTbq3MszDMHcWWrwOWBvs7s++Ew/3zOhU2l1P+Jgxaf6f+3MEUKep8757Mt/wZHdis+mejc6lGq046P5PQb6JwKIKIGllVmji9tSj8FoTOYV9lidrWmktrsP5Rl8quFrY11NxnELRguV/3++QZc6T9LtErrgyAohhC6AtDrnczJop+IzdflwNP/2YvWY2/JYbjTuC+UduiZMBSMIR1O3YW2re+rx6wlEbLWeq8uNMlV8AvoXwOyGrWqFptWN7glqYO3JM/jUBeAWH4sul9C1pnvzbDO3s9Ud4IIjIiIiKn+XrOwwXfDQ0uDG+tM7CnxE01ndPM+29/LC4JNsc2q+YCa6uZeGKki14vPYSP6z5TyBsK6yyUrF59Fhr+2QA9C2q6ttpdkqPgH9nM98N7tLKXXB7cp51oNPAFgyx/6CI7XNfWFrAxosbDCeVVejC4byWXA0NGl9tqZKvU6+re7q9awcw6JW+1XX+iq7OstVdio1JLJe8anM+LQYvhqfMOXb7j6pC7zMHYNa8RmxMVcyQZ3vKYT5ABbQHjvqly/fOZ9SSl0V9tIsL0YscOAxmKBWzM628P9WqZ+vfCs+893onqBWaOYbOuqWG1nc6g7oFxzlG74SERERFVKd24X/n703j4/rrO/9P8/s0izad2+yYsuxszi2Y2fBjoE4adkh8AOXFgqlNU0DBXJLG7gs7W1v+yo3pJef2+LSEtpLm5YGKOWymiUxDYmd2EASEsuJrMhLZO3LSJp9nvvH6Mw8z2iWszxHMyN936+XX9ZyZvTMzJnlfM7n+/kcOdCHcocfjAFHDvRVpIiJmudrGxI+Cct0KjzgLUSp8e+NLX54nJndOJXm0ti2Ec6O5NyiQZ+rpLMJADYJwmckkcKoxQIRINOunhba1cuNel/TnRM+z46EkUgZP6s0vZiQRIFeE45PAFgv3F8Xp60Ln0bG3DW6hWZ3Mzmf4/PGszVFxEIks6Pu4yYLljob5JxdM0K82QbxQljJ2rQy6m51zF5DyvjUKbzlC5NWC47EfM+GOreh0jG30yG5sM3GT8xFkpIDV6/j02zOrEa+CG8GsRBpRsGou5FGd42AkLFpNl9z0UKrOyC3y1PGJ0EQBEEQ1crujU2491B/0c//QZ8L9x7qx+5KjbnXWPM8FTDJkPBJWKY7b9RdhftRI5pISYJYvvDpdjokl6LZkh9pzL0zVNbtFvK5JUfeeQXN7oNjcru621n66bm1M5DNb4un0nhh1PgazgtCcUOd29A4rYjY7H7BpONzeDJ3ufVmhM8Ga83uYqu7uVF30fFpTvg0O24vCp+L8ZQkVulFxXixhuj4NDpmLLe6GxObGJOLcMy4LjmXS570jji7nA7JHWq14Ei8vJmiqfag9dFz8SRGndtZ8vVBjFuw7vgUs00r6Pi0MOoOKHJ8JsRyI+OuUxp1JwiCIAiiVti9sQlHD+/Ce/Z1Y2HgMURe+jkWBh7De/Z14+jhXRUTPYHaap6nAqblkPBJWEYUXRZMii7FyHdBbiwgiInj7mdN5nwayffU2Jw37m4Vydmqo2TI63JKrfZmcj7FMffeVr/p8WZxBPaSyYzPiyYb3TV6mkTh09gaOOdSLmfFRt1Njts313uyzmfAXKv2lEWhTcSs4zORSiOayJ2FNDNebLXZPZpIS9ma+S31pWjyi83u1hyf04IDt8nECQkx59OsIz0/37PU64NYsKUy49PMbQdUjbpbdXyKY+bWHZ91Jkbd5TWQ8EkQBEEQRHXjcTlw86YGTPzHn2Ps3/47Jv7jz3HzpoaKjLeL1ErzPBUwFYaET8IyLX5ZdBkx4bYrhigGbmrxw1XABSkWHJ1TInyWzvfUkHI+FRQcScVG7fpGzsVxdzM5n2Ijvdl8TwBY31z5UfeeRvPC51w0Kdn+KzbqbtLx6XAwdFhsdpdcdpZH3QXHp4Fx8/m8N+iAKeHTfL4osHy9Rpx++QVHVhCjB8y4HsXMzTGTo+5yo3vp+I/OkDrHpyh8Gsk2FVHt+DSV8SmNmatodTcufEoFS+T4JAiCIAiCMEUtNM9TAVNxSPgkLMMYk1yfIxbz3UTE8e0tHYVdkKLj85yJce9UmmNAGJHfplP4FIVCFY7PwRJZpsW4pkdodjcjfBpokS+F6Pi8MhdFLGnc3TQ8mbsPTY26C8Kn0YxPMVvT6WCmClXalJQbmXedilm7ZjIWJYeh1VH3OnOuS3FbxoCAidFesRDJaKM8IItdHpfDUMmWKFCK96cZ5HFvM6Puuf3HbLmRKHyWe06KGZ/j8zFTmcMaVm87ADQIj8WsSfet5Pg0MeruV+C2FAv7rLa6z1PGJ0EQBEEQhClqoXmeCpiKQ8InoYT8chVViC7IYuPf4rj35ZmIIYcZkBEttfFaBwP6O/SNuouOz/MWhc90mks5oVe16VuD2Oz+3MgcUmlj+aqiYGu22AjIiI7aFCznxjM2ZxcTkshgZtTdivApC44eOAwUyWiIGZ/j8zFTWbfjFnJGxYzFK7PGhS5xNNuq8GnW8SluG/C4TD0O4geSfAep0TUYFbvE+83yqLtweTPZu+0h6xmf+aPupRDfAziX92WjyPtidbS6G4k80PArcFtadXwGKOOTIAiCIAjCMrXQPF9rBUwrCQmfhBK6hYPelxUKn6ILsq+IC7KnsU46uHvBYMHR2Su5MfdNrX7drhrR8XlhatGSw+nyTETKNtQ7dn51Vyjb9hxNpCUHZzlSaS4VClkZdfe4HOgShJaLBguOhqdyAmy9xyk1UutFbHUPR5OGBLdxk9maIuKoezyZNlWsIzpFja5DatWes+j4NJmrqCGW/MxFzDk+zYwW51/OTManuN4Gg2KX1CRutdzIcsanCuFTHHUvfTLC53ZKt9/KuPus2GhfJeVGRou2gPxiocq0uosFS4uU8UkQBEEQBGGaam+er6UCppWGhE9CCbLbTM2oeyrNJSdlsfFvxhi2CmPwRguOzOR7ApnRT82Qlkpzw2KfiOhs7W7wSQfMpfC5nZIT9hkD4+6XpyOIL4m1jGUyVK0gjsIazfnMz/c0U7LU6veazpo126Yu0lTvgWhQNDrunkilpVzHNoPCpyh0Wc74NCk2aYRM5myKYrEZoSn/clYzPo0W2qh0fFrP+LQ26s65/JpWzvEJ5MctmBc+VbiPReFzJmJOhA5Lo+5mHJ8KWt0FsdJMq3tAyBmlUXeCIAiCIAhrVHPzfK0UMFUCEj4JJXQ1WBNdCnFxajEbuMtY6QzKfgsFR8+P5LbfbkD49LqckgvKSs6nHmdrMXZIOZ9zJbbM+5sTothaZyjLsBCS8Gmw2d1qsRGQKfgRXZ9GCo6kEXOTjk+Hg6HZL+Z8GhObpvIyIVuDxgSfLotxE9MKmrQ1zLouRaHSTLFR/uXMuG5Fl5/xUXch49Oq49NizqUohIdjScNuv5nFhNREXs7xCeS7js29D0QTKUSEXEuzwmdjXe5y5jM+zYvggOz4XFTQ6m7G8emnUXeCIAiCIAilVGvzfC0UMFUKEj4JJdghfIqN7uuaSgtzYi7ngMFRd9nxqS9bU0NqdrcifFooGbpWyPl89mX9js/z42oa3TXEgiPDjs9J68InYD7nU8r4NOn4BORx9wmDGYei+Or3OKURVT10WhCd0mkujWZbLzcyl/FZFaPuosvPoNglt7pXNuOzxe+RMoiMuj7FMXe/x6nLdSpnPZtz/uePpTcqGHUPx5JIG8w/BuTYA1OOT8ltadbxKZQbmTg5JZcbkfBJEARBEERliCfTOHFuHA/84Bz+7FvP4YEfnMOJc+NrqlncbmqhgKlSrB1vqyIYYz4A9wE4DGADgCkA3wXwSc75pUqurZJ0SaPuioRPHcVGGlsFx+fAlTA457rGpWcW45JQa2TUHcgIn4+eGwdgreDoRRON7hpSwdHLc0inua5SmCHB8bnZQrGRxvrm3D5gdOxfdHyaKTbSMCt8qnB8ApkxeS1qYcJgq/e4xXF78eTDzGIC0URKt4t3LpqAqAs1Wy43su74VDHqbrToDJCFN6Nilzzqbt7xyTm3nPHpcjrQGvBm9+3RuSg2GXiey8VG+uInOkO555/ZE2Di/eZzO0w70UXhk/PMfmg0LzRsoegKkEfdzeRrcs6xmLDo+KSMT4IgCIJYE8STaTxxfhKnL0xjMZZEvdeF3RuacNPmloo7EU8PT+PYicFlxwWnhqbw5ZPDOHKgr6Ij4qsFrYDp/uMDKNWzW8kCpkqxdm6pApZEzx8C+CSAAIBvALgI4D0AzjDG+iq4vIoiOn3mY0lT2Xr5GBEDRcfn9GJCEpFK8Zzg9mysd0sZdXroE5ySRoqF8rEifF7dFco6u+ZjSQzrFB1lx6exv1kIedTdYLmR4Phcr8jxaWjUXZHjUyxlMur4nLBYsNQW8EoZo0ZOQIjuQgcz77bUyM/Z1Ntwr8Tx6bVabmR+vFkuNzL/GhiOJZEUlGizDlwx53PU4P4oFxuVz/cEZPHdbKHS9IL1fE8gs/+IWq3RnM9oIoWY4EAwN+puLV8znkojJewHeov3iq3BbMESQRAEQRDVzenhadzz0Bn87aODODU0hWdfnsOpoSn87aODuOehMzhdwfbu08PTuP/4QNHP5eFoEvcfH6joGlcT1V7AVCnI8WmMjwG4BcDjAO7gnM8DAGPsIwDuB/BFALdVbnmVo8XvgcfpyJbljMxGTTu2NF4QxMAt7aVH0FsCXrQGvNmR5YErYbQHy4uYYr7n1Z0hw6U6va05wdDsqPvUQlwSnoyOuge8LvS2+rNC5jOXZ6UR/GKI69WzfTnEUffpxQTmY0kEdAQmx5NpjAhjsVZG3XtMZnxOhM2XComIgqXRjE+rjk+X04G2oBejSyPNI7P6HX5ykY5Hl2O4FKJTMs2BhXhK174QjqkddTeV8WnB5Sc6M+djScSTaVNnUkW3J2Oye9EIHUEfnkXm5M6YQSHy4rSxYiMA6FAQeSJGLjRaED4dDoaQz5118Bptds//cG5mf5QzPo3vi5G8XNB6t5lyIxp1J6qHanYjEQRB1CqasFjMZ6AJi5UQu+LJNI6dGCzpPgQy0znHTgzi6OFd9H5QAr3vo1oB0yPPXcLRf/p3OLx+pGMLuOddb8PB7evW5H1MwqdOGGNuAB9Y+vb3NNETADjnn2WMvRvAAcbYbs756YossoI4HAwdDd5sqc3IbBRbO4zlZYpwzg0X/vR3BjDxYk743L+lrexlxHzPbQbzPQGgV3B8js7FsBBL6m5k1xDdng11biknUi/X9jRkhc9fXp7FG67vLrn9YjwpCRMqMj7bg154XI5sTsvFqUVd0QEvz0SyY9aM6StRKYbs+NQnvKTTPK/V3bzYIrpFJw22uoviqxnHJwB0NtRlhc8rc/qFX1lssnbCAlg+ph6OJvQJn6Lj02TLoOVWdzHXsc7oqLt8u2cicV0nYPIRT4Q01rnhNClEt4vN7pYcn/qek/mOT72xGyIzEfm2W6Ghzorwmdve5WCm8jXrLba6iyVPgFnHpyC+kvCpFJXRR4yxRgCfBvBmAJ0ArgD4DwCf4pzPKFx2xaAxR8IsJJivfmrhMa7WNVa7sPjE+UndE1jhaBInhyZ1HcOvRYy+j2oFTJ/+jz/P/uzmT76vap5TKw0Jn/p5BYBGAIOc858V+P3DAK4D8HoAa074BDI5n5rwabbYQmN0Lia5U/SMf2/tCOKxFycBZIRPPcjFRsbyPQGgK+SD1+XIjkQOTSxImZt6yB9zN+o6BYBruhvwjZ+/DEBfwZHo9vS6HOhu0OfoKoXDwbCusS6bdapX+BRH87sb6iy9GPcIwueVuSiSqTRcztLXNxtJSGPFbQHjQpWGNOpuwfFpWvgMefGLpa+NOO5Ex6eZIp18PC4HfG4HoonM82IukkSXjqeFmoxPq+VGuTUYdVrWuZ2S+D+zmDAnfFrM99QQ/7bR0XMx41PM7y2FGHmSSHFMLsQNu5elNnu/deFTw6jwmV9yZeZ1OSA1qhsfMxcb3V0OZuq1Ucz4XIinTInRxHKE6KNbAIwgE320CZnoo9cxxm7mnA/qvK4WZCaJtgA4j4zguQPABwG8hjF2E+cutMNqAAAgAElEQVR8UvmNWEGq2Y1kJ3YIJdUqvtgFCearn1p4jKt5jdUuLJ6+YGx8/anh6VUlfKp6zV6r76MqIeFTP9cv/X+myO/P5G235hDdPnrddsUQxcC2oFeXALFNKDg6p6PZPZFK44XR3N/ZbkL4dDgYelv92UIbM8Kn3Ohuznm5oye39mcvz5UtdxLzPXtb/coOhNc11+eEz2l94rdYbKRXYCmG6PhMpTnGwjHpZ4UQBUeP02HY5SciOj6NCp9ixqeZUXdALhkbNSB8inmUVsaLRYI+N6KJzG3S67xUkfEZkMaLU7rEbxEp49Og+MoYQ1O9O+u6nTZYcKUhCdEWHo+OkDnhk3NuyvEZ9Lrg9zixsCTYjc5FDe/LKvdF8X3DaOaquB+Y3RfFMqJIIoVUmhty70qN7ibcnoCc8QkAiwl9sRNEWVRGHz2AjOj5NQBv55wnl67rc8hMGn0WwLuVrn4FiSVTtrmRqlkEtEMoqWbxxQ7sOtCv5v1GQ/Uaq/U214KYU+1rrHZh0ei0SaWnU1Q+V1S9Zle7q7dWoE+/+tmw9H+x8aVLedsVhTH2yyK/qulyJNHtY7XZ/cWxnHBZrtFdQxytPzc6X9bZMjSxkM0kdTqY4VIhjXzh0yhWio00dnTnxNbZSAKXpiMlS4LEdaoYc9dY32S82f3CZG4tG5utrcXndqLF78HkknB0eSZSVviUS4U8ppxdGmI+qOFR93l5HWboNJmxOLWoRmgTCfpc2UZxvWei5yXh05zbL1+sXIil0FBvQPjMc/oZpanekxM+TRYcTSvKuRTLjcbm9Avx04sJyW2oN+OTMYaOBl/2xMrIbNTwiSAxdiE/OsAoYou7ccentUZ3AMsExsV40tB+LT4GZhrdASyLXlnQmb1MFEdl9BFjrBPAOwEkANytiZ5L/AGAdwB4J2Pso5zzUaU3ZIX40fNjtriR7BABq9mZs9ZEQLsO9Kt5v7FrjdUqmNeCmFMLa6x2YbHe4GcOo9urROVzReVrdrW7emsFkoL1oylSxdSchbzt1hziuPTLFkfdXxw3LgaKwmckkZLKOQohjrn3tfnhM5HhBsjCYaWEz4Y6t1QK9Ozl0uPuoiNWRbGRhriGS2Xufw3R8bmhxXy+p4bRZnerpUIiLYJgGY4lEU3oH29VsY5OweF3xYDDT8r4tDherCGKRXO6HZ+57cyKM4E8d57evw1knI6y49P4GuRmdwWOTwuPhzjqbiTjUzxpEfC6DI38d0knwIy/D8j5puocn3MWyo3MusDr89yWRsfdxUIkMS/UCF6XQ3KZmskaJZahJ/oIyEQfleNXkfksfiJf2OScxwB8E4Bzabua5L9enDC0/VM6Wn3taAhW1YhsVCjRolFW+jqB6m6BNnOgX45q3m/sWqNdbdrxZBonzo3jgR+cw5996zk88INzOHFuXPe+B9jzGKumFtZY7cLi7g3GRPU9FXb2qniuqH7NNuPqJZZDwqd+tCOHYruwbpsY53xHoX8AdOVBVStqHZ/GxUC/1yWNSpfL+XzOYr6nhtjsfl4QbPUQiadwWRDnjDa6i1wrOKtK5Xxeml7E93+ZO77q7zR/2/MRXaYX9Do+p3K3v5RLVS/dQrP7ZT3CZ9h6tqZGi1++vN5x93gyLY3imi83MvccVDVaLSKOB88Z+NBY6PJGcDqY5I4zkvMZSaSkvFezjk8N847P3OWsZHyKjs/5WFJ3q7c85l5nyAXdGZJzdo2ismjLUsanhcgDDa/LCbdTEB0NNrtLo+4mT8wxxuAXng9mskaJZaiMPlr1MUrzBl6DgfJuJDtEQJUHvHYIJbUiAgJqBDFA/YF+te83dqyx2gVzu8UcFftiLQhOdgqLKu7Dmza36P5MH/S5sK+3Rfd1q1qj6ueK6tfsanf11go076QfTUUrZo/TFBtjytcqokup8JlzThpxQfZ3BLMFSwNXwrhjR2fRbZ8fyQmj1oTP3C5xfmKhbL6miJjv6XE5LDWa7+gJ4VvPjADI5HwW44HjL2RH/DtDPtyxvcP038xnvbD+i1ORsvcF5zxv1L22HZ8el0Nqkp6cj+t6TCcXZIHUfMZn7jk4Ph9DIpWGW0e+pSS0KRI+JcenDtEpneaYF4Qhs2ITkPngpI0J6xX7gOXimBnxVRxNN+v4nFYkRLcEvHAwQNNyx+aiCOg4uSK6tY2+JnU25PZdI3ELGir3RUsZn1HrGZ9Axqmp7VdG3ZYqRt2BjGtXO/lg5PlAFEVZ9JHi6ypJmnPDJwD0MhdNgnn98vdLf8vnNuax8LqcJZ8rPx2cMHRAeeLcOG7ua8FiPCWtcTGegiOWRCKVxucf1XfA+/lHB/GZt15X8n311NCUrrVpnDw/hV1LwkWxNVq5zkKYvc3F1qfx84sz+NJPX1r2OnNqaAr/54lh/OYtm7BzfaOu2xA26tKPJLAQSxZdo9n9phh23Ieq16j6uQJkHuO/fuTFsuO7v3fwqrKPtdnHWFvTSuyLqvdDkUQqjSdfmsIvLs5iMZ5EvceF69c34MZNzbo+u2tct64BAa9L1/t7wOvCtT0Nutao8vn87ps3ldxvAICxzHaJVBqJVFrXfahqjaqfK6pfs70uY58BxfdRPfejClxOZttnDJF0uRfdEpDwqZ8LS/+vK/L7dXnbrTnEYpVwLIlwNGEqp29mMS455bYYET47g/jB82MAgIEyBUdWG901NgvCZziaxORCXLdjTxQ+N7f6DRVf5HONkPP57OXZgqLjwJUwvvaz3PHVhw9tMT3iXwjRcRtJpMreF1ML8WwRCiCPypulRxI+ywsvKh2fmevwZF/49To+J8I5oSvodZl+TMQyG84z4809ZTJOAXUt4iLieLCeDxPz8aT0gciK2BT05QqG9BYrAZn2eQ2f22H4gwYg51JOmx11l3IuzT8eTgdDW9CbvS9G52LYrEv4lB2fRugU3gfMnACTy42sOT4bLTg+pVF3CyJ8wCsKnwZH3RPWy40AOedz0aDrlCiIyugjpTFKpTLkB8cWcP0ff1/P1Zhiw4f+Lfv1gb86afp6Tl+Yxvv+6SkVSwIA/MNjQ/iHx4YAyGv80NfPGb6u+VgSv/vPxcy55si/vVbXWOg6rZB/m82ubz6WxNEfv6hkTYV4/ko4e5tV3IfifmMVVfdhPirXmH99VtbIOWx5rMXHGKjOfdHqfnj6wjS++NhLdiwNQHU/nwvtN1b2QzsfZ5XvK4D69z073leqhZfHjMcKatCou35+sfT/riK/137+9AqspSpp8XuksT6zrk9xzD3ocxlyv8kFR8WFz4n5mCR4Xd0VLLptOZr8HukA3UjO56BwW/tM5ntqiCUikwvxgmOmn/ne2ay41Nfmx127iun45miocyMoHGSXKzgSx+GDPpdloQOQhc/LOprlJ4QSIquOTyDjsstdtz7hc3w+91i1WliDz+2UhDe9z8FphYUyGuJJDz3iY/44ZH5Wp7G/bUx01VBRaKNk1F2hEC2K4WNhffuD7Pg0Jnx2mcyZBTIO8BlFxU6AwlF3E5EHGvXSmLnRUffc9mZH3QE5z4scn0pQFn2k+LoIgiAIgiCIApDwqZ/HAMwC6GOM3VDg929d+v//rtySqguHg0kH2WbGHIHl+Z5G8uW2CXmV58cXimZwiG7PFr9HauM2gzjuPjSuX/iUSpws5HsCQLPfI4l++ePuT740lXXDAsAf3LkNLgOjFHpgjGGd4Nq8WEZ4lIqNmustNaprGB51D6sbdQfkZvcJnc3uouPT6r5o1HHHOVeWKSkSMpjxKQqUPrfD0JhPPmIxkjHHp3WxS0W5kfh4WCk3AoD2oPFmd9nxaXTUXY484QZGUuZjSSlj1XKruxXhU0HeLCC7LY1nfObev6yNulPGp2JURh8pjVFarRnyBEEQBEEQVqBRd51wzuOMsaMAPg7gKGPsDs75AgAwxj4C4DoA/8U5f7KS66w03Q112YPmEZPN7pLwaVAM7G31w+VgSKY5kmmOb/7iZdy1e7mrMX/M3arg1tvqx88uzADI5HzqZVCwa1t1fALAju5QttDn2cuzOLSU38k5x19852x2uxs2NOLOHeqyPUXWN9Vl79+yjs9JWfhUgSh8hmNJzEUTJd17oitT1ah7oesuhZgz2hq0Jjx2Nfiy97+e5+BcNImUJDapKjcy5vgMS5mK1gQv8fEOG3C4iY5PI03mIlYdnxkhWs2oOwC0CyejRnU4MDnnFkfdc39vMZ7CXDSp+77Mz+E0+xhohCyNult3/wKA34LouJgQHJ8mW90BwC9cllrdlaAy+mjFYpT62v144lN3WL0aw4zMRnBpKlI0iw3InKzKz2KbD8/hLbflfAZfe/RnCARD+OnghKFR0N+6tbdkDuLfPjJoqMBk94Ym/O7BvqLrS6TS+IOHn9adt1cuMxSA6esstkazt7kYVq6v2BqB8nmSQCYXUE+epNn9ZqXuQzvWqPq5cv/3B/B8meJYkas7g7j3jv4Ve4wB9c9n1WtU/RjbgR33oWpUr1H1c0X1a7aG0ffRUqheo8vJcIPBoi0z3PSffpwt399XEBI+jfGnAG4HcAuAFxhjPwGwEcA+AJMA3lPBtVUF4kGvacfnuPFGdw2Py4Hr1zdmGwX/28O/wPRiHO/bv1naTi42Mj/mriG2sQ9N6Ou3SqbS0li8VccnkBl3//5zmcb2Zy/nmt1/8PyY1LL4h7+yTYm7shBiM7s4MluIYdHx2aJG+Gzxe+BxObJu35dnIgh1FhYuUmmOSYXlRkD+qLs+x5/kOrUovoquaz2OT9GVyJh1sUnD6Li5ikZ3s39bQ8z4DJlcQ5PfmuNTtRDdERSEz3B5IX5yIY6IkC253qDjs7neA4/TkS1QG52LmhI+gz6XZUe66L6djyWRTKV1X6e0L1h4Toiio9F8zYiiciMrrlOiICqjj1YsRsnBmLLXdyPMx5LwexO49apW3LipGSeHJvHU8DQWY0nUe13Ys7EJ+3pb4HHJz810zAkey31Gqvc44fe6cNvWdvz76Uu6XtuDPhcObG1bdt0ie3ubDR1A79vcDL/XVXR9APD+2/pw//GBskLJ+2/r0x3pYeY6i63R7G0uRixp7KROLJnKXl+p+/HWq1rhcztx7MRgwcc76HPhyIE+7NbRUm12v1mp+9CONap+rgQNvn4E69xlnysqH2PA/L64Umt89uXi5bOFeOblWdy+vaPk+lRjx32oGtVrVP1cAdS+ZmsYfR8txYlz47rjj+ZjSTxzeRb7t7QVXaPLuTKfMRwW9AsadTcA5zwK4JUA/gcyQfRvArAJwD8CuIFzbl9qd43Q1Wi92T1/1N0on3r99uwTj3PgT7/1PP74m7+UxARVxUYaUrO7zlH3i9ORrDjAGLC5rdikm36u6cndlmdfzgifqTTHZ76Xc3se7G/DTZuLn6WyynrBIXZxytiouwocDoZuQYAvNe4+tRCHsFtIbk2ziK7RCR1CE6DWdSo2u+vJWJwS8iQb6tyWCrZEjLa6i85Mq45PWfhc6VF3sdU9YWjUG5DzPR3MmugGAB2h3P6kx/Epuj2DPhcaDI6bOxwMHSab3VU6XYHlIr6eyIXctmpa3cUPrEbzNVW1usuuUxI+FaAy+ui7ANIA9jPG2sVfMMa8AF6/9PvvmF9u9eBxObB/Sxs+fPtWfPy12/Hh27di/5byB5D513HkQB/KHfswBhw50Ff2um/a3KL7OR70ubCvt/znp90bm3Dvof6i1xv0uXDvoX7dYo7q61R9m+sNihtGtt+9sQlHD+/C3Qf7sLe3Gdd0h7C3txl3H+zD0cO7dN+HtbDfqF6j6uvbbdDNtUfnY6PqMQbs2xdVrXHR6OeACrxn2/l8VoXqNap+rgD2vA9oa7X6PgrA0IkbAHhq2Nj21Qg5Pg3COY8A+OTSPyIPsdjiZRPCZySeyo5qA+aEz+vWNeKrv3sz3v3FJ7PX9eBjL2FkJoq/esdOOBiTxFXVwufw5CJSaV5WQBKLjdY11SlpVxcLjkbnYhgLR/HowDjOjWb+FmPAR+/cZvnvlEJ0bl4s4/i8aIPwCQA9TXV4aWmM/nKJZndRcPS5HVI2pFlE8XRyQeeou8Kc0fyMxXKILrtmRWPugBnHpzhabO1xCHgFp18Fy42SaY5wLGnouqbzyn2sCtHtgvA5rkOIl4uNzD0nO0O+7EmPKwYiT1SXbAW8LjgdLHvSazaSQLPODFtVre6i6CgKmXoQHZ+qWt3nKePTMmaijxhj9wC4B8DXOef3Cdc1whh7CMA7AfwNY+wdnHNt5/tLAG0Avsw5v7IiN65G0A4oVTiwtANePc4cvQe82hqPHt6lxJmj+jpV3+bdG5pwamhK9+3QK4hpaAf6+7e0GbpcPrWy36hao+rru2lzC758cli3K06P2Kuh7DG2cV9UscZaEBXtfj6rwI41qn7uadep+n1AFbUgwquGhE9CKXKxivGMz8Hx+ewHCK/LYfrA+6r2IL7+e7fgvV96Mlvy891fXsE7//4k7j20NVug4XYyaUzdLJtacsJnPJXGyzMRaeS7ECqLjTTagz60B70YWxI4zgzP4IHj57K/f+P13djebU/eioY4Gnt5OlJUBI4mUpIjcWOzdcerRneDvmZ3UQhqDXiVjP+bGXVX6fjsNFgwJjo+GxU1ugOya3NOV8Zn7g3VqgBtdtR9VnJ8mltDQ50bjCH7OjazUDpjNh/V4l97UM745JyX3M+t5HtqZN4HMmeGjTg+xfu/QYEIzxhDyOfKZq1mogfKv84kU2nJnWl2XwDkUXfjjs/c9vUWTowFLIzbE0UxGn3UCqAfQFeB6/oQgJsA3AXgLGPsKQA7AFyDTCnRh+24AbWOygNKOw54AXVijh3XWSuCmGpqYb9RLZZUq2BuB9W+L9aCqFjt9yFg3xrtECrteB9QQS2I8Kqp/VtAVBVG3Wb5iG7P9c31ltxO7UEf/u13bsY9/3IGPx4YBwCcHp7Ge76U65+6qj2o5I25zuNEd4Mv63I9P7FQVvgctDjSX4xrehrwo7OZ9vY//dZz2TW5nQz33tGv7O8UQxSrk2mOkdlIQQH70nQk+8HJ6WBSTIJV9Da7TyjO9wTkjM7pxbiuXEFJgLW4DnHUfSwcRTrN4SjxPBKFNr1uOD2IYtFiPFX2fggrGi3Ov7z5jE9zoqPTwRDyubMi3vRi3FB+7dRC7n5QMe4tZr4uxlOYjyVLRgmILmyzwqe4D+oZr9eYlm67GhG+sd6TFT71FhzlC5RWohdEt6Xhs+vSqLv554T4YZVG3dXAOY8yxl4J4D4Av4ZM9NE0MtFHn+CcXzRwXROMsRsB/PHS9bwZwCiAowA+xTnXf5S8xlB5QFnNzhy7WEuCmEgt7DeqxZJqFMztoNr3xVoQFav9PgTsXWO1CpWqqQURXjUkfBJKEd1mc9EkIvGUoRE9USwVD57N4ve68IV37cEnvvEsHjqVOQ6JLZXeAGqKjTR62/xZkXFofB63bS39gik6PlW4TjWu6Q5lhU/RvfXOfRvLirEqqPM40RrwZkXFi1OFhc8LU7ks1O5GX9lWUyP06BQ+VZYKaYit7JwDU4txyXWXTyyZkrIHVY66J1IckwvxkteZP1qtinyxaD6WLHn9crmRuoxPPW7TQttaydZsqpeFTyOIGZ9NCoToFr9HGvcenYuVvH9lx6e514sOg65jDdUZn4C5ZndRAGcMCFo4yy1mcy4YHXVPqBl1Dwjj9kZdp0RxjEQfcc4/DeDTJX4/DeCDS/+ICrFWDnhF1oogZidrbb+p9pME1bwv1oKoCFT3fahRC2usZmpBhFcNCZ+EUloDHjgYsoUxV+aiUv5lOUYUC58A4HI68D/ffC16Guvwv75/Tvrd1Z3qxr43twbw2IuTACC1tReCc265xKkYYs6nht/jxD2vukrZ3yjH+ua6nPA5vYibsfzF8sJkzlmmcswdMOf4tOq01Kj3uFDndmZFi4lwaeFzMm8cvsWi2BX0ueH3OLMiy5XZaBnhU8j4VOj4DHpd0sj3XKS08DkvCZ9WHZ9ym7deVGR8AksC8tL+LWao6kFy4CoQ/xwOhvagN/vaOhaOlny9ETM+1ytwfBpx/s8sqo9dEAuO9JRsAfJ+EPC6SjqmyxGw4LYUHZ91FkbdpVZ3yvgkCMImql0QI9RR7WJvNe+LtSLYVfN9WEtr1Es8mcbjQzNofdN9cHj9SMcW8PjQDA7uUDOdmk+tiPAqIeGTUIrL6UBb0IvRuYygdGXWmPApjkWKeaFWYYzhnldtQXdjHT768NPZjM/dm9S9qUjN7mWEz/H5mPRmp9TxWUD4/O0Dmy1nRxphfVM9fnZhBgBwaapwwdGFKTnWQCXdjXKzebExazscn0DG9amVu4jiaiHENYR8LiUlV50NPgyOZ/bBK3NRXIvl+4TGtE0Znw4HQ8Djyra1l3Neztnk+DQ76p7fCG4EcUzbsONzUa3jE4AsfM4V3x8550ocn1LkiYFR9xlBmGy02GavIT6OekVoVQI4kDdmbqHcyFqru7gGcnwSBGEf1S6IEWuHat4Xa0Wwq+b7UKMW1liO08PTWSHc339r9ucPnhrBw0+P2yaEGxXhS4mzLqf141e7IeGTUE5nyJcVPo3kuwHAiFCIJI7Nq+Itu9ZhXVM9vvCT89i1oQm7NigUPtsE4XO8tPApuj1b/B5lAgeQcVs1+z3Z0poWvwfv279Z2fXrYX1zTrS+WKRcSBx1V9noDsiOzzQHRsMxafxdY9wGxyeQKSjShM9yze52uE67GupywmeZkjHVDkORoE+/8CllfFouN5Idn+UKfTTkUXfzaxDHtKcNOj7FsilVOZftIR+AWQClX5Mn5uNSFEiP2XIj4bV7ZjGhO/JEvK9UvSY2Whx1t+o+FsfMjTo+VY26iwVLlPFJEARBEJVnNQh2hHVOD0+XdF2Go0ncf3wA9x7qt0381CPClxNn7z7Yhxs3NStfn0pI+CSU0yEcZBtx+wDqMz4Lsbe3GXt71T8xNwuOz5dnI4gmUkXde2KxUZ/CMXcg427du6kZ3/3lFQDAB151leWWbKOIze4nzo3jL75zFjf3teDGTU3Zko4LghN0o4HyFz343E60BjzZVvXL05GCwudEOCcyqXR8tviFZvdwacefHa5T0XFXLmNRLJRRmfEJZPIVtdzbcs7LsMJRd3F/T6U5IolU2XIYzrk0Cm151H2JGcMZn+rFv45Qbr8qtT9cFMbcQz6XaddrW9BrKvJkxoa82QYTwmdYUdYrIJcSGS83ElrdLZQb+SXxlUbdCYIgCIIgKk08mcaxE4MlR82BTGzYsRODOHp4l21j76VEeD3i7F9+bwBb2oO4fXuH8vWpojp81MSqwmy+G+dcOijvtEn4tIuexjq4nRlXGefA8GThEW8AWTceoHbMXeO+12zDG67vxgdfvQXvunmT8usvxyZB5JhciOPzjw7i3V88hes+/X3c9bc/xf/63oAkfKp2fAKy6/NrZy6BF3i1Hpda3dWJfuJ1lRt1t8PxKTruyj0H7Wp1B4yNnIdjYqu7ulF3PX8byIwhp4VdxGq5kYZRx6cdDlzxRMTx50aRSKULbqdizB0A3EuRJxp63wfEUXQ7Rt11Oz6F/SWkUIQ3kjebTnNEE7nHycqoeyBv1L3QayFBEARBEASxcjxxflJ3JFc4msTJoUmbV7QcI+LsR7/6NKKJ6j3BTsInoZwO08UWCWnM0i7Hp124nA5JwBuamC+6rV3FRhobW/z43OEb8JFDWy0Vc5hlz8amgq7aZJrj9PA0jv74RemgfoNixycA3Lw5V6j0r09exP/89vPSAX8ilZZEpraAuv1NzFMdN5DxaYfjs5TrmnOe16StLuMTkF2T5YplVJYb+dxOeIRM17COZvf89VlZQ6PfguPThozPN+zshmvpdeDyTATfenqk4HZSsVGztYxlMaP5ylzpuAUg48wVowZUtbpLGZ+6R90VZnwKguViPKVbdIzkfXC0MuouukU5X37dBEEQBEEQxMpy+sK0oe2fGja2vQqMiLNTC3F8+5nCxxjVAAmfhHIkt5mBUXdxW5/bYalcpFL0tuZEzFIFR3YLn5XG5XTgX3/7Jnz7g/vxiddtx+1XtxcVkprq3ZbFhUJ84NVbsHN9Y/b7L/xkCA8cP5f9fmohLp29alXo+BSFz/zW9nwmhN+Xal83gl7X9UI8hUQqdyeozJoF9Ds+OefS7wMWhc/865jT8YYtugHrPU64C5Rh6UV0KxopN0qnueQQVeXA7Wqowxt39mS///yjgwUFOFWOTwDo1DlerzEbSUjPx0a/IsdnvfFWd3FftDrqLrotk2kundwrxWJeEZIqxydgzHlKEARBEARBqMdwBFIFPr8ZFWePPzdq00qsQ8InoRxR+DRSbiQKNJ0hn64ykmqjTyg4GipScDQfS0oir3iZ1YTDwbC9O4TfekUv/v7dN+Lnn7wD/3nPrbjvV7fhYH8b/EsH8nYVLwW8Lvzje/diR3co+7PP/ehF/PWPXwQgOy39HqelDL18WgL6R92lgqWAqkxHOeOzmMtMbHQH1I0Xa4gj66Vcl9FEGklhztyq4zP/OuZ1CJ8qXX5SudGC/lH3cDSJlHA/qHTg/s6B3PPs7JUwHj03vmwbWfi05vjsEhyfozqET1EgdjqY5YIrDXOj7uK+YG0d9Xm3I1/QLEYkbzufy7zw6XM7IBr/KeeTIAiCIAiisuR/RlS9vQqMiq3lymwrCZUbEcoRR93HwjGk0hxOHePWtZzvqSEWeBRyfIajCXzkK7/Ifl/ndqK7wZrAUCs4HQzXrWvEdesaceS2PiRSaUQSKVvcnhoNdW78n9/ah3f83eM4N5px2X7mewPwuZ3YLAjOqpyWGqLjs2zGpzjqboPjM5JIYS6aLOigFsWmkM8FlwWXYyHEZvRSb4T5oqiKfcJIviiQl+toodEdABoFwdLIqLv4eDiYmvtBo6GByOMAACAASURBVL8ziFdta8ePzo4BAI49eh4H+9ulbcRRd8uOTwMFW8DyfE9VJ76kUXedeauiCG41b7Y+r+BuIZbU5eRdTOT2xzq301JkCWMMfq8r+zygZneCIAiCINYS8WQajw/NoPVN98Hh9SMdW8DjQzM4uCNoS2GQHnZvaMKpoSnd2++xodW9HEbFVjuP661Cjk9COaLjM5XmmCwj/Ghcmc25jbpqVAwUhc+hPOHz/Pg83vw3P5Us4L96bWdFMjirAbfTsSIvjs1+D778vn3SY/M//u9z+MKJ89nvWxU2uudf3+R8vGSun+z4VLOOZr9HyrgsNu4+taA+T1JEdnwWF1vCghDjdjJ4FXwACXr1uU01RLHLasyGeF8uxFOI6xxvnpLyVj3KXxuOCK7Px89P4hcXZ7Lfp9NcqePTaOSJ3Oiu7nVBfCwjCX2PRVihCO5wMGlMfSGuT3QUnaFWxtw1/IKjnYRPgiAIgiDWCqeHp3HPQ2fw4KkR+PtvRd2mnfD334oHT43gnofO4HQFsjMB4KbNLbqn3II+F/b1tpTfUDG7NxgTWw9RqzuxlvB7XdKYot6cT3G7mnV8Ci7CqYV49mD+xwNjeONfPyZle75qWzs+/YYdK77GtUh70Id/ft8+Scz56WCuGU+94zMnfCXTvOiIbTSRkkQWVetgjKGjQcxYLFwuIzrgVJXJiAR9eh2fYrGRGrefmPGpJ9NQHm+2OuouX16v63PaZiF6b2+zlHv7d4L4PzEfk0RBy8KnQcfntE37Yr6IqmfcXeW+AGTeEzX0io7iqLvPrUD49BoXXwmCIAiCIGqZ08PTuP/4QFEDRjiaxP3HByoifnpcDhw50Idyhz2MAUcO9FXEmWpEnG32e/Caa7tsXpF5SPgkbMFMs/tIXsZnLdIW8EpFEucnFvA3j7yI937pSekF955XXoUvvGtPVdvBVxvdjXV46LdvKrhvqXZ8NtS54Xbm3sWKjbvn/7zFr24dXSEhY7HIyQfJ8am40R2QRaOSjk9BaMovYjFL0GC50VxEXaFNndspfTiZ1jlibffjwRjD+2/LuT6/8+wIXlpypl8U3J6N9W7LI95i3MLEfAyJVGmnpV2Ozzq3U3ouGhU+rd4PgLxP683XjCh2fIprmKeMT4IgCIIgVjnxZBrHTgyixOAdAIBz4NiJQd0TWirZvbEJ9x7qLyouBn0u3HuoH7srMOYOGBNn//Ku65ScrLcLEj4JWxAPevUWHF1ZBRmfjDFppPoj//Zz/OV3B7IvuHVuJ/7mnbvw3+7s15V7SqhlfXM9/uW39y0TOlU7Phljkog5UaTZXSxYaqhzKz2Tp8dxJ4pN9oy668vZlB2faoTPkM5iJQ2VhTaMMUm41NvsPp036m4Hh7Z3Zl+j0hz4+//KuD7lfE/rUSNiwRbnmbznUkgZnwpvO2Msr+Co/GMhi+DW90dp1F2n43MxoVb4FMvbKtEKShAEQRAEsZI8cX5SV84/kDkWOTk0WX5DG9i9sQlHD+/C3Qf7sLe3Gdd0h7C3txl3H+zD0cO7KiZ6iusrJ85+9M5+3F7FY+4AlRsRNpHfKq0HUfjsqlHhE8jkfD5zeRYA8NJkTkxY31yHv/uNPbi6K1TsosQKsLktgH9+X6bwSHPibWkPKP87LQFPNr6huOMzJ8KoFl+7yriuZxbj+L6QN2uH0CY6J+dKOO3CksNOzduS6HDTVW4ktroraLdvqvdgdC7zuOsedRfEPz0FOGZwOhh+e/9mfOzrzwAA/v2pS/jQ7VvlfM9Ga8VGQGY8u6nenb1NV2Yj6GksLqjKoq9at2uozp19rpVzfHLOpf1R+ai77lZ3odxIRcan11j0A0EQBEEQhB6qsTgIAE5fMDa+/tTwNPZvabNpNaXxuBzYv6WtYn+/HJo4e3JoEk8NT2MxlkS914U9G5uwr7cF9d7qdXpqkPBJ2ILRYov5WFIqOKlVxycAqS1c49arWnD08C5bXHWEcfo7g/jX37kZDxw/h+7GOtyxo1P535Ca3Yu43SakYiO1+0apkw8zi3G88+9P4uyVcPZnr7iqVenfB2TnZDiaBOe8YH5nfsanCkQBdV6H8CkKYirErkbJ8alv1N3ujE+Nt+zqwWePn8PEfAyxZBr/9NOXpJItFY5PAOhsqBOEz8o4PoFMS7xGOeFzIZ5CWhiJUiHE+804PqVRd+trCIgZnzTqThAEQRCEAk4PT+PYiUGEo0n4+2/N/vzBUyN4+OlxHDnQVzHHotEJF5qIKU21i7PloFF3whY6DI66i440l4OhVWHW4UqzrTMoff9br+jFP75nL4meVUZ/ZxCf/43d+OTrt9sSOyA1uy+UH3VvC6oV+4vFTUwvxPFrXziJX748l/3Z7xzYjIP96t/ExPsgnkpjcHy+4HZ2jLpLjfIxg6PuCsabRQet3lF3uzM+NXxuJ95z66bs9//4+DAGBBF8fbN1xycg74PFCrY0ZiL2ZHwCcrP7bBkROt+ZrEKIlx2fxoVP1Y7PRSo3IgiCIAjCItVcHAQA9QZ7A4xuT9QWJHwStiA5PnWMuovbdIR8cNRw/uXtV3fgtdd2YUt7AH/19p34xOu2w+Wkp9paQ3Rw6ik3Uu34LJTxOb2QcXo+N5ITPY8c2Iz7fnWbkib1fBrrPdguRDs8MjBecDtJ+LSh3EjfqLuQ66jE8Zl7PGf0Oj5XIONT49f3bcw6EWcjCZy5MJP9nSrHZ4eB94HpBXta3QFZ+Jwp4/gU95X8kiqz+D3WWt3rlbS606g7QRAEQRBqqInioA3GnKZ7KpylSdgLqTGELYjCp5ZzVwrRDVTLY+4A4HI68Nfv3IXjH7kNb7qhp9LLISqE6HYcD+txfKp1OYvPo9lIAi/PRAqKnn9kk+ipITpJiwufalu0ASBgVPiMqs74FEbdizh+81mJjE+Nhno3Du/dUPB365rUOz7LRZ7Y1eoO5Dk+ywifczbkzfpNtLovKm51NyO+EgRBEARBFKIWioNu2tyi+7Nc0OfCvt4Wm1dEVBISPglb6GjIiTjzsWRZh8lqaHQnCJHWYE64ujS9WHC8VHZ8qhU+2wJeiMbpt33+cVn0vM1+0RMADva3Z78+NTRVUHQRXx/UtbqbLzdqUFRupFFtGZ8a731FL1wF3PU9yjI+9Tk+Y8mUFAfRWKfY8Sk8FmWFT8UlVwDg9xrP+IwkxHIjBTmjwhrmKeOTIAiCIAgLmCkOWmk8LgeOHOhDuUMdxoAjB/oqWsRE2A89uoQttPq90gF1uTHHEcEN1BUi4ZOofUQh8+yVMHb+yXG890tP4qFTFzAWzuzvkuNTsfDpcjrQLuSGXp7JuaqP3LYZf/Qr9oueALBrQ2NWzIyn0vjp4PIzvvaUGwkZn9HSYlc6zaVyNdXlRnpa3dNpvqKj7gDQ3ViHN+zsln7WVO9GQFHcQGeJgi2RH58dQ2xpBMrndmBTqxrHqYYoZOdneOYj7oshGxyfizpb3aWMTwWj7gHK+CQqRJ3biZaAx9C/Zr/H1pxjgiAIwhq1Uhy0e2MT7j3UX9RYEfS5cO+h/ooVMBErByW4ErbgcDB0hHxZseXKbBRXtQeKbj9Kjk9ilbG9KwSP04F4KiPoxJNp/OjsGH50dgyMATvXN+JlYb9XPeoOZErG8keM339bH/7wV/pXRPQEMgLs/i2t+PYzVwAAjwyM4dD2DmkbUZgMKBKbRKEnlkwjnkwXPZM7H09KGUWVKDeaiyakNvHmFRA+gUyx1dfOXM5+r6rYCJBH3cfCUaTTvGB+88Onc3//zh2dSlrMRaSMz3LlRjbELoit7nrzNSOKR93rvTTqTlSGZr/HVHTHjI+cyQRBENVKLRUH7d7YhKOHd+Hk0CSeGp7GYiyJeq8LezY2YV9vCzk91wj0KBO20RHKCTnl8t1GSPgkVhktAS++8v6b8Ybru5edZeQc+NmFGSnoW/WoO7DcPb3SoqfGwa25cfdHBsbB85LQ7Wl1l6+nlOCU7wJU4Xhs8usX2wB5HN7pYMruh3Js6wzhlUIOq6piI0B+LU+kuDTOrjE5H8MjA2PZ79+ya52yv69hKOPTllF3427LSEJtq3vAa1x8JQiCIAiCKEStFQd5XA7s39KGD9++FR9/7XZ8+Pat2L+ljUTPNQQ90oRtiAe9o2WET1EY7SLhk1gl7FzfiM8dvgFnPnEI//y+ffjNWzahp3G5sORxOtCiuNUdAF51dU5wrJToCQC3CcLa5ZkIBsfnpd/P2TFe7HFJmT6lxt3FRveA1wWX0/pbo9TqHkksE3vzmRLzPevdBZ2RdvEHd25DwOuCx+nA/7dnvbLrDfrksflCkSf/+YuXkVyyunaEvHjFVa3K/r6GGDtQTvi0Y9RddLDqzde0s9xI77g9QRAEQRBEIag4iKg1aNSdsI2OkL5ii2giJR30dzaocxwRRDXgdjpw61WtuPWqVnzq9dvx3Mgcjj83iuPPjWJoYgF3H+yDW4HYls9bd61DV4MP9R4Xdm1orIjoCWReC7Z3hbLlSo8MjOOq9mD29/Mx9ePFDgdDwOvKClmlCo5EMUyV2CWOuqfSHHPRZMnSJLHYqHGFxtw1tneHcPJjr0Y0kUKLYudxR8iL+fHMfT8yG8G16xqk33/1zKXs12+6oQdOGwRf863uavZFM/mayoVPryi+kuOTqD08NrxHEgRBVDvxZBqPD82g9U33weH1Ix1bwONDMzi4I1hRt6JWHHT/8QGUOrdPxUFEtUDCJ2EbYrFFqVF30Q3KGNBuQ9YhQVQLjDHs6G7Aju4GfOj2rbb+LYeDYf+WtvIbrgAH+9uywuePB8bwvv2bAQCJVBrRRG7kX+WId1AQPudKOT6j6sebG+rcYAzZD4Mzi/GSwueUkAO6UvmeIn6vSxLHVNHVUIfB8QUAy53/A1fCePbyXPb7t9ow5g7IwmcsmUY0kYKvSGGQ6P5VkfUKAPVmWt3jqlvd5YxPznnFToQQhBnWN9dhLFZ+O4IgiNXC6eFpHDsxiHA0CX//rdmfP3hqBA8/PY4jB/oqWsqjFQdpa8wn6HNVfI0EoUHCJ2EbekfdRTdoa8Bri/ONIIjKcrC/HX/zyCAA4MmhaSzEkvALwqSGqkZxYMmxt/T6Ml/C8SnlOipy+TkdDCGfO+swnF5MYGOJKR+x+V3MB611xPeB/GZ30e153boGbOkIwg7yBefZSKK48BlVvy8EJNGxQqPugvia5kA0kVaSHUoQK0VLwIuYw1HWtU0QBLEaOD08XdJNGY4mcf/xgYo3klNxEFErkPBJ2IbeUXfK9ySI1c+uDY0I+jJCZzyVxk8HJ3Foe4eUvcmYnEVoFdE9WmrUXcoYVeT4BDJZnTnhs3Sz+9RC7n4w04BcrXQWeR9IptL4+s9ybe532eT2BACf2wmvy4HYUpnYbCQhvT+J2LEviMJlJJFCKs3LjvSLre51RURaI+SfUFiIJ0n4JGqO3lY/nr40g3TpyGSCIIiaJp5M49iJwZIj5EBmqujYiUEcPbyr4mPv+7e0Vc2UGUEUgiR4wjbEA97x+RgSqXTB7aRG9yIHowRB1DYupwMHhA9EWpO3KEgGvC6lpT4BSfgsVW4kjrqrE16lgqMywue0VG60ioTPhsKRJz95cQLj4czcqtvJ8Ibru21dh96cz3BEzPhUsy/ki47lcj4551hMqHV81rmdUtmX3pF7gqgm6jxOdFEOPEEQq5wnzk+WPGEvEo4mcXJo0uYVEUTtQ8InYRviAS/nyB7k5iO6gMjxSRCrF7Hd/ZGBcXDO81q01Y54i+U0pQpd7BhvBjKOT43phdLjmWLG52oSPsXXdPG1/qunc2Pur9rWjiabXa6i8DmzqDPvVdG+UJ/nYi437h5PpZESLG35lzcDY0xyU1PBEVGr9DTVweumwxeCIFYvpy9MG9r+qWFj2xPEWoQ+ORC24XM70Sgc+BcrOBIPhqnRnSBWLwe35oTPyzMRDI7PS05MlcVG+ddXctQ9Yteou37Hp5zxuXqET3GkfGQ2Cs45ZiMJfP+50ezP32LjmLuGXsenOOreoMj963E5pEbqhTKOT3HMHVAz6g7IOZ96s0YJotpwOhg2tfgrvQyCIAjbWDR4ctLo9gSxFqGMT8JWOkO+rLtmtEjO58icKHxSoztBrFbaQz5s7wrl2t3Pjkt5liqLjQBZ+JwrmfEpuvzsGXWfLuEyBIApYdS9eRWVG4mOz0gihbloEt9+ZgTxpbzNpno3Xtnfbvs6xJNwxYTPaCKVXRcgO4atUu91Ir6Yue5yY+aRRJ7wqSiLM+P4zExelBNfCaKaafZ70FjvLuneJgiC0EM8mcbjQzNofdN9cHj9SMcW8PjQDA7uCFYsN7Pe4Odho9sTxFqEHJ+ErUgFR0Udn5Hs150hcnwSxGrmoDjufm7MXsen10zGp02j7uUyPoUD+NU06t7s90huxyuzUWnM/Y07e1bkwCKkw/E5l7ePqIw9EMfMy7ktxUZ3l4Mpu3/8Urs8CZ9EbdPb6ofCSGiCINYgp4encc9DZ/DgqRH4+29F3aad8PffigdPjeCeh87gdIVGyHdvMNbSvqeCre4EUSuQ8EnYSmcZ4TORSmNMyP6kjE+CWN0cFNx9Tw5NY1R4/qt02OVfX6lMQ1EIUyl2NfrFUffiwms6zeVR91UkfDLGpLznk0OTUhaVnW3uItKoexERWoxDcDsZfApzBOUxc/2j7iqb142sgSCqHZ/bie5GOllOEIQ5Tg9P4/7jA0WjkMLRJO4/PlAR8fOmzS26zQBBnwv7eltsXhFB1D4kfBK20iEc8BYadR8Px8BzHQ7SATJBEKuPXRsasx/m4qk0vvfLK9nfVSrjUypYUtjqrtfxORdNQOiyWVUZn4B8AuzYo+ezX2/tCOCantCKrEEUkwfHFwpuMyc1urvBmDo7meS2LDNmLjo+VTS6awS8+l2nBFEL9DRS0RFBEMaJJ9M4dmJQOgYtBOfAsRODUgzOSuBxOXDkQB/KfQxhDDhyoK9iI/kEUUvQs4SwlXKOT/FnTfVu+BSVOBAEUZ24nA4c2JIbdz8viFB2Oj51j7orbXXX5/gU8z2dDqY0Z7QaEE9oXZ7JRZvctWudUnGxFHt7m7NfPzY4gUvTi8u2EXNgVT8Gxkbdc+tQ0ehe6LrI8UmsBhwOhl4qOiIIwiBPnJ8seUJcJBxN4uTQpM0rWs7ujU2491B/UVNA0OfCvYf6sZvG3AlCFyR8ErYijq6PzsWW/V5sdBfzQAmCWL3cJuR8iqh2fIoOt/kiH3BTaY5wTGzyVjjqrtPxOZ035r5SYuBKUSjCxMGAN9/Qs2Jr2NfbjN7WjEDCOfCVpy4t20YUx1VmvQLymPmigVZ3VY3umTUIzwcqNyJWCU1+j1SSRxAEUY7TF4yNrz9VqazPjU04engX7j7Yh729zbimO4S9vc24+2Afjh7eRaInQRhgddlKiKpDFDNHZiPgnEsH9SOC8En5ngSxNji4dWWETz2j7vmCqNpyo9zB+GI8hVgyBa9ruZA1tSAWG62eRneNQie19m9pQ/sKnuxijOHtN67HX3znLADg35+6iN9/9RY4hXaUuUhuX1C9L4qOz1J5s4Cdo+6U8UmsTja21EsnF0oxOR+XnmMEQaw9Fg2+BxrdXiUelwP7t7Rh/5bCn50JgtAHOT4JWxFHHKOJtHRgCeQ1ujdQSD1BrAXaQz5s71qe7ahabBLH1ufjSaTTy8OcxCZvxuQmeKvklxQVG3efFkbdV1u+J1D4pNZbdq2c21Pjrl3r4FoSOkdmozhxblz6vbgvqIw8AGS3ZTnRZTFhV7mRsAbK+CRWET63E+ua6nX9294d0i2SEgSxOqk3+FnP6PYEQVQfJHwSttJU75YCl/NzPsnxSRBrk1duW37mOuhVKzYFBCGV88LjvWKje8DrgsOhbsy8zuOEV3j9KzbuLv68eRU1umvkl9YFvS7cuaNzxdfRFvTi9qs7st8/dOqC9PuwjcJnvSC0lHN8RoT9VOmouwHXKUGsVtxOB7Z3hZSfaCMIonbYvcHYiPgeGikniJqHhE/CVhhj6Ah5s9/nC5+jwvedlPFJEGuGg/3ty34WsHHUHSic82mnyw+QXZ/TC4Udn1OLq9vxmS98vva6rooV2b1j7/rs1z88O4axcO49yM5R94BHdFuWEz5z7bEqR92NNMsTxGrG5XTgahI/CWLNctPmFt3P/6DPhX29LTaviCAIuyHhk7AdUdAcnS3u+Mw/OCYIYvVyw/rGZc3Zqg9C3U4HfO7c21yhnE+p0V1xoQ0gFxzNFHN8iqPuqzDjsy3glZyvd+1eV7G17N/Shp7GTKxKKs3x8OlcydGcjeVG4pjcfLlW94Tg+FTY6u6XMj5p1J1Y2zgdDFd3hZQW2hEEIRNPpvH40Axa33Qf2t/+p2h90314fGgG8WS6/IVtxONy4MiBPpTrkmQMOHKgT5peJAiiNqFnMWE7YrGF6PhMp7nk+KRRd4JYO7icjmVB7XY4LoPCdYqjzBqiyy9fiFWB5PgskvEplhutxnZil9OB3799C+rcTrzjxvUVHRlzOhjeticnvP7bkxez2a+SCK7a8Wmy1V2l43NbZwj3vPIq/OGvbMN7X9Gr7HrXIoyxWxhj32aMTTHG5hljpxhj7zZxPb/JGOMl/v2rHesnMjgdDNs6g2jyk/hJEKo5PTyNex46gwdPjcDffyvqNu2Ev/9WPHhqBPc8dAanK9SUrrF7YxPuPdRf9KR70OfCvYf6qTmdIFYJNONB2E5nEeFzciGORCpXNkKOT4JYW9zW34ZvPTOS/d6OscOg14XxcAwAEC4wYmynyw+AdEBdLONTdILmFyKtFu4+eBXef6BPaYaqWd62Zz3+9w9fAOfA8OQinhiaxC19rZIjOKg641NwbpZrVLer1b2/M4j+zn5l17dWYYy9GcC/I2MeOAFgAsCrAXyJMXY95/wjJq72FwB+XuDnJ00vlNCFw8HQ3xHEC2PzmJwv/BpNEIQxTg9P4/7jA+DLOyUBZCZw7j8+UHFhcffGJhw9vAsnhybx1PA0FmNJ1Htd2LOxCft6W8jpSRCrCBI+CdsRBU1x1P2K8HXA61J+oEkQRHVzsL8NHqcD8VQaTfVuW14DRDFVFLaSqTTOjc5LjgM7Rh4bBSGz2Ki7mPG5Gh2fGtUgegJAT2MdbtvahkcGMq3u/3rqIm7pa7VVBA9I+Zqlx8xFx6fKVnfCOoyxJgAPAnACuItz/rWln3cA+C8AH2aMfZNz/mODV/0fnPNPK10soRvGGLa0B+Bg8xgPk/hJEFaIJ9M4dmKwqOipwTlw7MQgjh7eVVGB0ePKTCDlTyERBLG6IOGTsB1R+BQzPUX3p1iARBDE2qA96MNn3nYdvnbmMn79po1w2iCMiWLqf70wjl9ensXPLs7gmUuziCRSedvaMeouOj6Xj7q/ODYvnRBqXIUZn9XIO27ckBU+v/vsFUwvxG2NPRCdm+Udn7nf11eoBIooyvsANAD4hiZ6AgDnfJQx9lEAXwPwEQBGhU+iwjDGcFV7EA42j9G5WKWXQxA1yxPnJwtmqhciHE3i5NAkiY4EQdgOCZ+E7UjlRnOi4zOS/bqroW5F10QQRHXwxp09eOPOHtuuX3TafeWpSyW2zLR8qqapiONzeiGOv/rBOXz55AWk0jlbRFuQTgKtBK++uh2tAS8m5mOIp9L4+s8uSxmwqh2fUqO6oVF3+phWZbxu6f+HC/zuWwCiAG5njPk459EC2xBVzua2AByMSSfqCYLQz+kLxrI7nxqeJuGTIAjboU/UhO2I5UaTC3HEkil4XU5qdCcIwnZKlVa4HAzbuoK4YX0Tbt/egdu2qv/g3ZhXbhRPpvFPj7+Ez/3wBczlOSJee20X1jXVK18DsRy304G37l6Hzz86CAD4l1MXpBF01e5ff96oO+ccrEidrOhEplH3quO6pf/P5P+Ccx5njD0LYA+AfmRyO/WymzH2GQAhAFcA/Ihz/qjVxRLm2NTqR0vAg1KTujP+yrZSE0S1sljm5J7V7QmCIMxAwidhO6LwCQBjczGsb66XMj6p0Z0gCDt4w/U9+NqZy4gl0+hprMPODY24YX0jdq5vxDU9DfDZPEosjrqfH5/HHQ88ipcmF6VtNjTX42Ov2YY7d3TauhZC5u03rs8Kny+OzUu/U+/4zO1nqTRHLJkuuu/ZVW5EWIMxFgLQuPRtMfv4JWSEzw0wJny+Djk3KQB8kjH2KIC3c85Hja6VsE65zOl03u8b610ond5LEGuDeq8xecHo9gRBEGagVxrCdjwuB1r8HkwuZMY8R+eiGeFzjhyfBEHYy819LTj18duRSKXRGlj5MfJ8x6eY8xn0uvCBV1+Fd9+yCV4XCVwrTW+rHzdtbsYT56eknzMGBBSPmPvzrm8hliwqfErlRpTxWU0EhK8Xi2yzUGDbUowA+DSAbwA4D6AOwF4AfwngNgDfYozt45zr0tQYY78s8qs+neshTLK1I4S4w4eXJhel+BKCWGvs3tCEU0NT5TdcYk8FW90Jglg7kPBJrAgdIV9W+NQET9Hx2Rki4ZMgCHuwo61dL00FyoqcDoZf27sBH7p9C1oqIMYSOQ7v3bBM+Ax4Xcob6OvcTjCGbMvtfCxZ9LGnUXf7YIw9DOAagxd7F+f8FAA9O4WhHYdz/j0A3xN+NAfgm4yxHwM4DWA3gLcD+Bcj10tUhvaQD6E6NwbH56WyNIJYS9y0uQVfPjmsq+Ao6HNhX6/6fHWCIIh8SPgkVoTOBh+eG5kDkBE8OeeU8UkQxKqnu7EOjfVuzCw5PQ/2t+Hjr7kaWzqCFV4ZAQB37uhEQ50bsxGh2KjMiKsZHA6GtoAXY+FMW/Tw5CI2tvgLbiu1ulO5kWo2IZO/aQQteDec97O5EtvOF/idbjjn84yxzwE4CuBO6BQ+Oec7Cv18yQm63cqaCH343E5s7wphZDaKi1OLIPMnYSfx5AQLTwAAIABJREFUZBqPD82g9U33weH1Ix1bwONDMzi4IwiPy1GRNXlcDhw50If7jw9kT/YVgjHgyIG+iq2TIIi1BX2iJlYEUdgcnYtiLpKUXC3U6k4QxGrE53bii795I77zzAgObG2j5tIqw+d24s039OBLP30p+zPV+Z4a/Z3BrPB59socDhQo00qnOaKJXGkKZXyqhXO+x8Jl5xhjswAaAKwD8FyBzdYt/X/B7N8ReGHp/y4F10WsIIyx7EmvwbEFzFN5C2EDp4encezEIMLRJPz9t2Z//uCpETz89DiOHOjD7gqNke/e2IR7D/Vn15dP0Oeq6PoIglh7kPBJrAjiKPvIbBQjc5Hs9x6Xo+A4KEEQxGpg14Ym7NpAH+6rlXfsXS8Jn6ob3TW2dQbxkxcmAABnr4QLbiOeEARo1L0K+QWAAwB2IU/4ZIy5kRmjjwEYUPC3tBcNS+5RonLUe1y4pieES9MRXJ6JlHS/EYQRTg9Pl3RUhqNJ3H98APce6q+o+Hn08C6cHJrEU8PTWIwlUe91Yc/GJuzrbSGnJ0EQKwoJn8SKIAqfo3PRZfmejKnNUyMIgiAIPWzrDGHn+kb8/OIMAHtG3bW/o3F2pLDwKTa6A+T4rEK+hYzw+VYAX8773esA+AB8m3Mezb+gCe5a+v+0gusiKgRjDOub69EW9OoqPUovRUFNzsdXYHVEKapxjFxb17ETg2WFdM6BYycGcfTwroqOve/fQtMuBEFUHjrVQqwIHcKo+5V84ZPyPQmCIIgK8t5X9Ga/vn5dgy1/Y1tXLtf1xbF5JFLpZdtE8oRPn4uEzyrj75HJ9nwjY+wt2g8ZY+3INLEDwGfzL8QYO7v0ryfv5x9kjAXyfuZmjH0KwNsARAB8Se1NICqBz+2E3+sq+y/oc2NrRxDX9IRsc58T5Tk9PI17HjqDB0+NwN9/K+o27YS//1Y8eGoE9zx0BqeHpyu2tifOT+oqDgIyzs+TQ5M2r4ggCKL6oXdUYkWQHZ8xvCwIn10kfBIEQRAV5A3Xd4MBmFmM42171tvyN65qD8DpYEilOeKpNF6aWFhWcrWYyB3M1rmdytvlCWtwzqcYY+8F8BUADzPGHgUwAeB2AI0APsc5/2GBi2qFSvl24v8N4C8YY88BGEbGMboTQDeAKIBf55xfVn9LiGon6HPjmp4GTMzHcHFqUcr+XS1Uq6Oy2sfIT18wJro+NTxNjkuCINY8JHwSK4IofMaTaTw/kitDJccnQRAEUWlef323rdfvdTmxudWPF8YykY3PXwkvFz4FxyeNuVcnnPOvMsYOAPjvAG4C4AHwPIC/5pw/aPDq/gTAzQC2IdO6zgBcAnAMwAOccxVZoUQN0xrwornegytzUVyeiSCZWh1BodVazFMLY+SLBsuyjG5PEASxGiHhk1gRQnUu+NyO7BlrLUsNALpCJHwSBEEQq59tXaGs8Hl2ZA5vyBNbxVF3n5uEz2qFc/4YgF81sH1B6y7n/FPKFkWsWhyOTEt8W9CLy9MRXJmLlhXmqtVNCVS3o9LMGPlKuynrvcYO341uTxAEsRqhjE9iRWCMoauhLvv9eDiW/ZocnwRBEMRaYFtnzuE5UKDZPUKOT4IgiuB2OrCp1Y+d6xvREvCgzuMs+O+Zy7P4QJXmUxp1VMaTKzvib2aMfKXZvcGYGLynQq3uBEEQ1QQJn8SK0RHyFvx5pyCIEgRBEMRqRRQ+zxYQPhcTJHwSBFEan9uJrR1B7FzfuOzfRDiGv/jO85gr4lrU3JSVEj+rvZinFsbIb9rcorv4KuhzYV9vi80rIgiCqH5I+CRWjM4iI+1UbkQQBEGsBbZ1hbJfX56JYDaSkH4fiQvlRiR8EgRhgGgihY9+9Wmkq9RNCVS/o7IWxsg9LgeOHOgDK9N9xxhw5EBfxaMNCIIgqgF6JSRWjI4CAqfTwdAaKOwEJQiCIIjVRHeDT3LqnBuVXZ9yuRHlshEEoZ9vPT2CqYW4rm3D0SR+dnHlXZ/V7qislTHy3RubcO+h/qLOz6DPVbHWeYIgiGqkKoRPxpifMfYbjLH/nzF2ijEWY4xxxtgf6bjsOsbYFxljLzPGooyxc4yxP2GMFbURMsZ8jLE/Xto2unTZLzLG1pX5W+9aWt88Y2yKMfZtxtgtZm7zWqSQ47Mj6IXTUeaUJUEQBEGsAhhj8rj7yJz0e1H4JMcnQRBG+MHzo4a2H7gSxtVdQTTUuW1a0XKq3VFZS2Pkuzc24ejhXbj7YB/29jbjmu4Q9vY24+6DfTh6eBeJngRBEALVYifYAuCfjF6IMdYH4HEAbQCeBfATAHsAfALA7YyxV3LOY3mX8QH4IYBbAIwA+AaATQDeA+B1jLGbOeeDBf7WZwF8GEAEwPcB+AAcAnAHY+xtnPOvG13/WqOg8Elj7gRBEMQaYltnCE++lHFaPZ+X8ymVG1GrO0EQBpiLJspvlLd9Y70HjfUeLMSSy6I3ihFPpjExH0MiVWamvgC7NzTh1NCU7u1X2lGpjZGXap0HqmeM3ONyYP+WthVvlicIgqg1qkX4DAP4BwCnADwJ4C4AH9dxuS8iI3p+jnP++wDAGHMB+AqANwP4GIBP5V3mY8iIno8DuINzPr90uY8AuH/pOm8TL8AYexUyouckgJs55y8s/fxmAI8AeJAx9gjnvHI1iTVAIZGT8j0JgiCItUR/iWb3RWp1JwjCJCGfMeemuL3f64LfgLtyY0s9phbiGJ+PYWYxUbalXeOmzS348slhXQVHlXJUamPkx04MFlxn0OfCkQN95KgkCIKoIapi1J1zPsg5fx/n/O845z8DUPbdkDF2I4ADAMYAfFS4riSA3wWQAPABxphbuIwbwAeWvv09TfRcutxnATwN4ABjbHfen7t36f8/1UTPpcs8DuDzABoAvFfv7V2rFHJ8doao0Z0gCIJYO1zdJQufaaGJJJIQy42q5dw0QRC1wO1Xdxja/tB2Y9uLMMbQEvBiW2cIN2xoxIaWel3xHLVSzENj5ARBEKuLWv5U/bql/7+ZP87OOR9ljP0EwKsA3IqMKxMAXgGgEcDgksCaz8MArgPwegCngexo/KuF3xe6zAeXLnO/2RuzFmgLeuFgkNomyfFJEARBrCW2duSEz/lYEpdnIljfXA+AHJ8EUQtEEyl885kxtL7pPji8fqRjC/jmM2N4201B+CoYUfHa67rwZ99+XlfBUbPfg9dc26Xk73pdTvQ01qGnsQ5z0QTG5mKYWogjVaRevlYclTRGThAEsXqoZeHz+qX/zxT5/RlkhM/rkRM+9VxG3A4AtgHwAhjnnF8qcZnryqx3zeN2OtAa8GIsnNOpKeOT+H/t3X+UXGWd5/HPt39W0klDEiCJBAhmsiRBoglhQPwNYXYHcQ8/3JnjeCJ4mGWHOe6iqKxzFFdFdnY5HgF1GWXWkVmcmeMPRA8mskPUIMiMDOKSYACB4ZcagiGEJJ10d3XVd/94nupUKlXVVdVdVbduvV/n3HO7n3ufe596nurnVn37uc8FgG4yN9OvJfNm6devHJQkPf7ivsnAZ/Ecn7OY4xNInM3bd+qaO7Zq98i4hk5502T6tRuf1I1bntMNl6zW+mmMpJyOTH+vbrhkta64/SFViDlKknpMuuGS1U0J0g5n+jWc6Vcu73r1YFb5CvfAL184RxetfY02b39J9z7xknYfyGqgr0frTpqnM09e0Pa5MwEA6dLJgc8T47pcMLI4/cSitBnP4+4jZrZH0jwzm+vu+8rtV8zMfllh07Kp8na6RUdlDgt8MuITANBtViwaPhT43LF38pbTg1me6g4k1ebtO6sGFXePjOuK2x/SrRvWtS34uX7VQt26Yd1kcLbU/KGBlgRne3tM84c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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "differencing(df_drink, 'sales', title='Drink Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall that ADF test shows that the house sales data is not stationary. On looking at the autocorrelation plot for the first differencing the lag goes into the negative zone, which indicates that the series might have been over differenced. We tentatively fix the order of differencing as $d=1$ even though the series is a bit overdifferenced." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identify the Order of the MA and AR Terms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- If the ACF of the differenced series displays a sharp cutoff and/or the lag-1 autocorrelation is negative - i.e., if the series appears slightly \"overdifferenced\" - then consider adding an MA term to the model. The lag at which the ACF cuts off is the indicated number of MA terms. \n", "\n", "- If the PACF of the differenced series displays a sharp cutoff and/or the lag-1 autocorrelation is positive - i.e., if the series appears slightly \"underdifferenced\" - then consider adding an AR term to the model. The lag at which the PACF cuts off is the indicated number of AR terms.\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", "plt.rcParams.update({'figure.figsize':(9,3), 'figure.dpi':120})\n", "\n", "fig, axes = plt.subplots(1, 2)\n", "plot_acf(df_house.sales.diff().dropna(), lags=30, ax=axes[0])\n", "plot_pacf(df_house.sales.diff().dropna(), lags=30, ax=axes[1])\n", "plt.show()\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The single negative spike at lag 1 in the ACF is an MA(1) signature, according to rule above. Thus, if we were to use 1 nonseasonal differences, we would also want to include an MA(1) term, yielding an ARIMA(0,1,1) model. \n", "\n", "In most cases, the best model turns out a model that uses either only AR terms or only MA terms, although in some cases a \"mixed\" model with both AR and MA terms may provide the best fit to the data. However, care must be exercised when fitting mixed models. It is possible for an AR term and an MA term to cancel each other's effects, even though both may appear significant in the model (as judged by the t-statistics of their coefficients)." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "16a8ca0c8e2d4347a9607fab9b012b90", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(BoundedIntText(value=0, description='p:'), BoundedIntText(value=1, description='d:', max…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
ARIMA Model Results
Dep. Variable: D.sales No. Observations: 293
Model: ARIMA(0, 1, 1) Log Likelihood -1538.134
Method: css-mle S.D. of innovations 46.084
Date: Thu, 22 Aug 2019 AIC 3082.268
Time: 10:02:55 BIC 3093.308
Sample: 02-01-1991 HQIC 3086.690
- 06-01-2015
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
const 0.2164 1.823 0.119 0.906 -3.356 3.789
ma.L1.D.sales -0.3241 0.057 -5.724 0.000 -0.435 -0.213
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Roots
Real Imaginary Modulus Frequency
MA.1 3.0859 +0.0000j 3.0859 0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D.sales No. Observations: 293\n", "Model: ARIMA(0, 1, 1) Log Likelihood -1538.134\n", "Method: css-mle S.D. of innovations 46.084\n", "Date: Thu, 22 Aug 2019 AIC 3082.268\n", "Time: 10:02:55 BIC 3093.308\n", "Sample: 02-01-1991 HQIC 3086.690\n", " - 06-01-2015 \n", "=================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "---------------------------------------------------------------------------------\n", "const 0.2164 1.823 0.119 0.906 -3.356 3.789\n", "ma.L1.D.sales -0.3241 0.057 -5.724 0.000 -0.435 -0.213\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "MA.1 3.0859 +0.0000j 3.0859 0.0000\n", "-----------------------------------------------------------------------------\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "widgets.interact_manual.opts['manual_name'] = 'Run ARIMA'\n", "interact_manual(arima_,\n", " p=widgets.BoundedIntText(value=0, min=0, step=1, description='p:', disabled=False),\n", " d=widgets.BoundedIntText(value=1, min=0, max=2, step=1, description='d:', disabled=False),\n", " q=widgets.BoundedIntText(value=1, min=0, step=1, description='q:', disabled=False));\n", "\n", "arima_(0, 1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The table in the middle is the coefficients table where the values under `coef` are the weights of the respective terms. Ideally, we expect to have the P-Value in `P>|z|` column is less than 0.05 for the respective `coef` to be significant.\n", "\n", "The setting `dynamic=False` in `plot_predict` uses the in-sample lagged values for prediction. The model gets trained up until the previous value to make the next prediction. This setting can make the fitted forecast and actuals look artificially good. Hence, we seem to have a decent ARIMA model. But is that the best? Can't say that at this point because we haven't actually forecasted into the future and compared the forecast with the actual performance. The real validation you need now is the Out-of-Sample cross-validation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identify the Optimal ARIMA Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create the training and testing datasets by splitting the time series into two contiguous parts in approximately 75:25 ratio or a reasonable proportion based on time frequency of series." ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d428bf7f0b554a9da3e7b8f46d6317db", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(BoundedIntText(value=0, description='p:'), BoundedIntText(value=1, description='d:', max…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
ARIMA Model Results
Dep. Variable: D.sales No. Observations: 220
Model: ARIMA(0, 1, 1) Log Likelihood -1174.593
Method: css-mle S.D. of innovations 50.394
Date: Thu, 22 Aug 2019 AIC 2355.186
Time: 10:02:56 BIC 2365.367
Sample: 02-01-1991 HQIC 2359.297
- 05-01-2009
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
const -0.2968 2.316 -0.128 0.898 -4.835 4.242
ma.L1.D.sales -0.3200 0.065 -4.936 0.000 -0.447 -0.193
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Roots
Real Imaginary Modulus Frequency
MA.1 3.1249 +0.0000j 3.1249 0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D.sales No. Observations: 220\n", "Model: ARIMA(0, 1, 1) Log Likelihood -1174.593\n", "Method: css-mle S.D. of innovations 50.394\n", "Date: Thu, 22 Aug 2019 AIC 2355.186\n", "Time: 10:02:56 BIC 2365.367\n", "Sample: 02-01-1991 HQIC 2359.297\n", " - 05-01-2009 \n", "=================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "---------------------------------------------------------------------------------\n", "const -0.2968 2.316 -0.128 0.898 -4.835 4.242\n", "ma.L1.D.sales -0.3200 0.065 -4.936 0.000 -0.447 -0.193\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "MA.1 3.1249 +0.0000j 3.1249 0.0000\n", "-----------------------------------------------------------------------------\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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YIyGEEK4kRfYsNmnSJFavXs306dNRShEXF+dIXX3llVfo0qULw4YNA+D555+nT58+BAYG0qNHD1577bUG53JNkVVKMXfuXMaPH09gYCBDhw5lx44djv2uKbJjx47lb3/7G/feey/t2rUjLi6OTz75pME15s2bR7du3QgKCuKOO+7gkUceYezYsSfhnRFCCHEmSs+vDzC1huwjMoophBCnGwkwz2KzZs1i+PDhPPzwwxw+fJiNGzcCsG3bNtavX8/SpUv57LPPAPDz8+Odd94hKSmJmTNn8uSTT7JkyZImzz9jxgzuv/9+tm3bRufOnZk8eXKT7d966y169+7N1q1bmTRpEpMnTyYvLw+A1NRUbr/9du677z62bNlCz549efvttz3wLgghhDhbOI9gAmQVVbRRT4QQQjRGUmQ9YPrXSSQfKjll1+vbOYRnf92v2XahoaH4+PgQHBxMx44dHduVUrz77rsN0lj/+te/Op7Hx8ezYsUKPv/8c6666qpGz//HP/6Ra6+9FoAnn3ySUaNGUVZW1mh67IUXXshf/vIXAKZOncpLL73Ehg0buOaaa3j33XcZMWIETzzxBABPPfUU3377bbP3KIQQ4tyxv6BhgHlARjCFEOK0IwGmByQfKmH9/jOnml2PHj2OCQK//fZbnn/+edLS0igvL6empoaLL764yfMMGDDA8dwewObl5TUaYDq39/b2JjIy0jGCmZaWxtChQxu0HzZsWIO0WyGEEOe2/QUNRywPuhnBLKmqJauwgn6dQ2SdZCGEaAMSYHpA384hZ9T1AgMDG7xOT0/n+uuv57HHHuPVV18lNDSUF154gb179zZ5Hh8fH8dz+y9xm83Wovb2Y+zttdbyh4AQQpzDbDaNTWu8Le5n72ityThmBLPimDYT31rH7sMlvDrxPCYM7nLS+iuEEMI9CTA9oCXpqm3Fx8eHurq6Jtts2bKFgIAAZsyY4di2f//+k921Bnr27Mm6desabNu8efMxQakQQoizi7XOxvyNB5i1bA++Fi++eWAM4UHHLouVW1JNZW3D32euS5XklVaz+7AxZWXNvgIJMIUQog1IkZ+zXGxsLOvWrSM7O5sjR464bZOYmEhJSQlz585l7969PPfcc46CQKfKXXfdxdq1a3nhhRfYs2cP//jHP9i5c6eMagohxFlsb14ZV7/2C08v2kVBWQ2Hiqv4ITnHbVvn+ZcxYQHAsUV+kg/X10PIKJACQEII0RYkwDzLPfLIIxQWFpKQkMDgwYPdthk8eDAzZ87kb3/7G0OGDCEjI4N77733lPazV69efPjhh/z73/9m8ODBJCcnc9ttt7VojU4hhBBnpjdX7iM1t7TBtrX7Ct22dQ4wL+oZBUBxZS0lVbWO7budA0yXirNCCCFODaW1bus+nHaUUv2AXbt27aJfv/r01/T0dAASEhLaqGfnlvHjx9OrVy/eeOONJtvJ5yKEEKeXpUk5ZBVVMPnCeCxejWeiXPvvX9h+sJiBMaGEB/myMjWf6HZ+rH9y3DEZLH9fspu3f0rHx6J4+cZBPPjJNgC+fWA0/TqHAnD//K18vf2Q45ik6ZcT5CezgYQQ4ngkJSXRv39/gP5a66SWHicjmOK08cYbb7B161bS0tKYOXMmK1as4NZbb23rbgkhhGiFvJIqpvx3C899u5sfknMbbae1Jt0clRzQJZSLzVHJvNJqx3Zn9hHM2Igg4iODHNud52E6j2ACZBZKmqwQQpxqEmCK08auXbu44oorGDRoEAsWLOCLL75g1KhRbd0tIYQQrbDjYDFWm5Ed5RrwOSsoq6G0ygpAfGQQoxIjHfvWuEmTtQeYcRFBdA2rr4Z+wJyHWVVbR3p+WYNjMiVNVgghTjkJMMVp48033yQ3N5eKigq2bdvGdddd19ZdEkII0UrOhXaaCvCc51QmRAXRs0MwEWb12HVmgLl4WzbTvkpif0E5WeZoZEJUEO0DfQg2U1/tS5Wk5ZZhc5n1s18CTCGEOOU8EmAqpdoppV5USi1VSuUrpbRSappLG4tS6q9Kqe+UUgeVUhVKqd1KqX8opdq7Oadu5OdxN22jlVJzlVIF5nnXKqXGeeLehBBCiHNFcUUtNdbG1zNuCedRy8yixlNUnUcbEyKDUUoxIjECgLXphazdV8iDn2xj7poMLn/1J2rqjH7FRQShlHJUkrWPYDpf1z59M1MqyQohxCnnqRHMCOAewA9Y1EibAGAakAk8BFwFvGMet1opFeDmmM+BkS4//3FuoJTyA5YD44AHgWuBXOA7pdTFJ3JTQgghxLliT24p589cxhWv/kS1ten1k5vSIMBsYg6kfQTTx1IfLI5MMALMovIa/jRvi6Otc9Brn3/ZLdxIkz1wxJiDaR859fX2YmCM8b21jGAKIcSp56nSaplAmNZaK6UigbvctKkE4rXWzhMrViqlsoAFwG+Bj12OydVar2vm2n8A+gOjtNZrAZRSPwLbgReBC1p9N0IIIcQ55seUPGrqbKQXlLMru4ShsWGtPkdZtZUMp6CyqLyG0qpa2vn7HNPWXsinW3gg3hbj++5R5gim/ViAm4bF8NOeAnJKqrB4KXp0CAagqz3ALKpAa+0IbHt1aEdiVBDbDxyVOZhCCNEGPBJg6hasdaK1rgPcLW61wXzsepyXvw5ItQeX5rWsSqmPgb8rpbporbOP89xCCCHEOcE5MEw+VHxcAWZqzrFFfTILK+jfJfSY7fYU2fjIYMe2+MggOoT4kVtSDcCgru15/vqBlFVZ+WDNfhKigokMNtZH7mqOelZbbeSXVjsCzD6d2hFjFgHKLammosZKoK8sVSKEEKfK6VDk51fmo7u1VW5RSlUqpaqVUpuVUpPdtOkP7HCz3b6tn5t9QgghhHCSVVQ/2pd0qPHqr01JdnOcuzRZa52NrKL6oj12Siku7G5Uk/X2Urzw2wFYvBShgT48NL4nvxnU2dHWPoIJMG9DFiVmRdo+nUKIc1rGRJYqEUKIU6tNv9JTSnUB/gFsAr5x2T0P+BY4AERjpMK+r5RK0Fo/7dQuAihyc/oip/1N9SEaiHLZnNiiGxBCCCHOEhlOBXF2HSo+rnMkHy4FwN/Hi6paY95kZtGxaaoHj1RSW2ckPyU4BYMAf720JzVWG9cM7ETvjiGNXqtnh3aO568uS3M879MphEBfi+N1RkE5fTo1fh4hhBCe1WYjmEqpcGAJoICJWusGZeu01rdqredprX/WWn+htb4KIwh9XCnlGhA2laLbXPruFGCXy8/iVtyKaKW5c+cSExPT1t0QQghhqrbWcbi40vF6T04ZNVYbNptm2ldJPPjJVqpqmy/8Y09THdAllLBAY96lvZLry9+nMvL55axLL2ywREm8S4AZExbIv28ZwhX9OzV5ra7hgfzrpkGE+Df8rrxPxxBiI+rPmVFYQU5xFW+t2kduSVWz9yCEEOLEtEmAqZQKA34AugCXaq3TW3joxxijrsOcthXifpQy3Hx0N7rpbDZGmq3zz7Ut7M9ZbdmyZSh7rXchhBBnrYNHKhusIVlTZyMtr5TV+wqYuyaDxdsOsXBL0+UM6myalBz7PMj6IC+zqJzSqlreXLWPw8VVTP86mX1OS5TERwW5PV9LXD8khmUPX8yvzdTZUYkRhAb6EBrgQ7i5pubuwyX87u21PP+/FKYu2nXc1xJCCNEypzxF1gwulwHxwDittbv5k40ebj46j3buBAa4aWvf1uRvE611HpDn0sdWdEkIIYQ4s7mrtpp0qIRd2fWpsitT87jlgm6NniOjsNyRFtu3UwjFlbVsO3CUrMIK1qcXUWdGsLsPl/DpRqNdOz9vosyiPccrup0/r988mKlX9yHCDCoBYiMCKSqv4avthxzbfk7Lp6q2Dn8fi7tTCSGE8IBTOoLpFFwmAJdprbe28hS3AbXAZqdtXwK9lVKO5UiUUt7A74H1WutDnOPee+89zjvvPIKCgoiNjeXpp5/GarU69r/22mt0794dPz8/EhISePfdd8nIyODSSy8FjIBbKcXcuXPJyMhAKcXevXsdx69cuRKllOOca9as4ZJLLqF9+/ZERUVx8803U1BQcGpvWgghRIs5F8LxMr9j3ZVdzLLkXMf21XsLGqxH6cq5wI/zCObhkiqWpzT4Hpe0PLOCbFSQx77U7RDi71juBCA+4tiR0apaG1uyjnjkekIIIdzz2AimUupKIAiwz7rvq5S6wXy+BGMu5PfAYOAhwFspNcLpFPla633muR4F+gLLgYPUF/m5DJimtXaOVt4H/gQsUEo9jjEaOQXoBYz31P2dyWw2Gy+//DKJiYmkpKRw55130qlTJ6ZMmcI777zD1KlTmTVrFhdddBFZWVnk5+fTtWtXPvvsM2666SYOHz4MQGhoKLm5uc1cDcrKyrjvvvsYMmQIR48e5aGHHmLKlCl89tlnJ/tWhRBCHAd7gBnoa6FHh3ZsP3CUb3ccptBcixKgvKaOTZlFjEqMdHsO+/xLLwW9OrZjrxlEag1fb3f/Xa/r/EtPcp6H6Vx0aPXegkbvQQghxInzZIrsm0Cs0+sbzR8w0mEBzjcfZ7k5/kNgkvk8BfgNcDUQBlQC24CbtdafOB+kta5WSo0DXgReBwLNtldqrVedwP203P8eh5ydp+RSAHQcAFf+o8XN7777bsfz+Ph4HnzwQT7//HOmTJnCc889xzPPPMPkycYKMImJ9QV0w8KMNdA6duzYqu5ddtllDV6//PLLjBkzhrq6OiwWSUsSQghPqrHa+GzTAYbHhzeorNoa9hTZbuGB9O8cwvYDRxsEl0oZgeKq1Hy3wZnWmpWp+QAkRAXj72MhNqJ+GZGyaiPD5brBXfhya/1czgSnNTA9rWeH+nM/fkVvFmw+SNKhEn5JK+DRy0/aZYUQ4pznsQBTax3XgmYtyoPRWn8NfN2Ka+cCd7S0vcfl7ITMX9rs8s1Zs2YN06ZNIykpieLiYqxWK127dqW0tJSsrCzGjh3r0esdPHiQJ554gtWrV5Ofn4/NZsNqtZKTk0OXLl08ei0hhDjX/X3JbuauySAmLICf/3bJcaWc2kcw4yKC6N8ltMG+3h3b4e9jYduBo6xMzeeJq/occ/y69CKSzRHMXw80Cu7EuklR/f2IWEqralm220iZPZECP825tG8HJo2KIyzQl9tHxnG4pIqkQyXsyC6muKKWULPKrRBCCM9q03Uwzxod3dUYOj2uV1paytVXX81NN93EjBkzCA8PZ968ecydOxetm1vB5VheXsb8Fudja2trG7SZNGkSNTU1vP3228TExLB//36uuuqqY9oJIYRoneyjlSzZcZgJg7sQ1c6PwrJq5m/IAoxKsOkF5SRGtW5UsM6mOXDECDBjIwLp17nhmpGX9e2Al5di24GjpOaWcuhoJZ3bBzRo894vRjF4P28vfj/CKAQUGexLoK+FihpjeZN2ft4Mignl3osT+TE1H4uXYnDX9q1/E1rI2+LFtN/0c7we0z2Kt1alozWs2VfAlQOaXgZFCCHE8ZEA0xNaka56qqWmpnL06FFeeOEF2rc3fpEfOHAAgJCQELp168bKlSsZNmzYMcf6+Bjf7jqntkZFGUuQ5uTk0KNHDwB27myYHrxu3To+/vhjxo83psBu3LjxJNyZEEKce55dnMSy3bl8tukA3zwwmg/XZlLtVHhnc8aRVgeYh45WUltnfGkYGxFEzw7t8PZSWM2qr+P7dsCm4dVlaQCs2pPPzcPrq8mm55c5RiSvHxJDhFkVVilFbESQY27miMQIvC1enB8Xzud/HIm3lxddw+vTaE+2YXFh+Hp7UWO18cteCTCFEOJkaZN1MMWp061bN3x8fJg9ezbp6enMmTOHRYsWOfZPnTqVGTNmMHfuXNLT0/n5559ZsGABALGxxpTaJUuWUFBQQHV1NQEBAQwbNoznn3+e1NRUvv76a2bPnt3gmomJiXz00UekpaXx3Xff8fe///3U3bAQQpzFth88ChhVWJ9fksJHazMa7N+Y0dzSz8dyriAbFxGIv49R6AegQ4gf/TuHMrBLqGNdyZWpDSvCvr96v+P5H0bHNdgX6xRAjulRP3dzcLcwBsQ0TMU92fx9LAyPM5bI/mWvVDYXQoiTRQLMs1x0dDRvv/02s+jlpKcAACAASURBVGfPZsCAASxdupTHH3/csf/uu+9m+vTpTJ8+nT59+jB58mRKS0sBiIuL47HHHmPy5MlERUUxf/58wFj2JC8vj8GDB/PPf/6TZ555psE13333Xfbu3cuAAQN4+umnee65507dDQshxFmqtKqW/NJqx+u5azI4UmFMPWjnZyQkbc5s/RIcmUX1a2B2MwvzTB4VR2iAD3/+VQ+8vBReXoqLzABxzd5CbObo5pHyGj7ffBCAS3pF0T26YZGh2Mj6APPC7m1fudXeh8zCCg4UVTTTWgghxPFQxzMP72ynlOoH7Nq1axf9+tXP30hPN+aYJCQktFHPhDvyuQghzgXbDxzl2jdWH7O9W3gg1w3uwqzlRgrrpqnjiTTTVJuSklNCaIAPH6zO4O2f0vG1eLH7/67AYi6EqbVuUDDoo3WZPL1oFwCrHh1LbEQQX2w+yMMLthv7/zCcMT2iGlxjx8Gj3PrOeobHh/PuHcM8tubl8dqVXcw1rxtF+V6+cRA3DI1p0/4IIcTpLCkpif79+wP011ontfQ4mYMphBBCnAH2F9SPNDov93HXmHi6O8273Jx5hMv7Nb281IJNB3j08x2AsfYlQEx4gCO4BI4JBvt2qh+d3H24hNiIIHZmFwPg6+3FiISIY64zMKY9W565FB/L6ZEw1bNDOyxeijqbZl9+WVt3RwghzkoSYAohhBBngHQzIFIKZl7Xn87t/amqtfG787thtdkcgVNzAWaN1cYrP+xxvLZXeY1zs6yIs14d66vLJh8u5Yr+nRwBZp9OIY0GkadLcAlGIBwbHkh6QTn78iTAFEKIk+H0+b++EEIIIRq1zxzBjAkLINDXm0cv783T1/TF19uLQF9vx/Ii9kI/1dY6x1xJZ4u3ZXOouAow5k12DvVHKbiyf9OjnsF+3sSaczR3Hy6hzqZJPmRUiB3Y5dQW7DkRCebam+lOI8JCCCE8R0YwhRBCiDPA/nwjIIqPdL8MydDYMHYcLGZXdjGfbsziuW930zk0gMV/vhB/HyMNts6meXPVPsCoEDvntqH4eHlRUVtHsF/zfxL06RhCZmEFuw+XsC+/jMpaY/RzwBkVYAbD7jwyC8ux1tnwPo1GWIUQ4mwg/1cVQgghTnM2m3bMwUyIdJ/Ker65BEdtneaxL3ZSWmUlNbeUZbtzHW2WJuWQbgaqd49JwM/bgpeXalFwCUYqLMDBI5WscVrqo/8ZFGAmmiOYtXWaA0cq27g3Qghx9pEAUwghhDjN5ZRUOUYL7QGSq2GxYW63f7P9MGBUhX1j5V4A2gf6cPPwbq3uRx+nQj8LzOVJfL296NHB/ajq6SjBqSBSuhT6EUIIj5MAUwghhDjN2UcdofEU2egQf0eq6nld2/Or3tEA/JiaR1m1lZ/SCtiVbcyZnDwqnqAWjlo6s49gAiSZ8y/7NlHg53SU6BRgOleSzSup4vXlafz69V+Y8XUysoybEEIcH5mDKYQQQpzm9hfUB0IJjYxgAnww+Xx2ZhdzYWIkq/cVsCIlj2qrjWXJuczbkAVAkK+FO0bFHlc/YsICaOfnTWm11bHtTJp/CRAe5Ev7QB+OVtSSnl+O1pppXyXx8fos6syiSDuzi7msXwe3S68IIYRo2pnzlaM4LgUFBVx++eUEBgYSFxfX1t0RQghxHPaZI5gBPhY6hvg32i4y2I9LekXj6+3F6O6RtA/0AeCVZXvYsN+oLnvriFjaB/oeVz+UUvR2SpOFMy/AhPp5rPvyy0jLK+PDtZmO4NLu7Z/S26JrQghxxpMA8yw3e/ZssrOz2bFjBxs3bmzr7rTa6NGjmTZtWlt3Qwgh2pR9SY34yCC8vFSLjvGxeHGFuR5mZmEFAL4WL+4aHX9CfXFOk4Uzq8CPnT1NNj2/nB9T8hzb/3PncG65wJibuiIlj7Tc0jbpnxBCnMkkwDzLpaenM3ToULp3705UVFSrjtVaU1tbe5J6JoQQoqXsxWjim0iPdeeagZ0bvL5xWAzRTYyAtoRzgHmmFfixsxf6KSyvYfG2QwDERgRyUc8o7h6TgDJj+Hd+llFMIYRoLQkwz2Jjx47lww8/5D//+Q9KKSZNmsSGDRsYOXIkfn5+dO3alRdffLHBMUop3n33XcaNG0dAQACLFy8GYNmyZQwbNoyAgAB69uzJG2+80eC4ffv2ce211xISEkJoaCjjx4/nyJEjALz33nucd955BAUFERsby9NPP43VWj9/54cffmDw4MEEBAQQGRnJ1VdfDcCkSZNYvXo106dPRyklKb5CiHNSVW0d2UeN5TQSG1mipDEjEsKJDDbSYb0U3HtR4gn3xznAPNMK/Ng5V+JNPmwUKxrb0/gSNj4yiMv6dgBg0dZD5JVUnfoOCiHEGUyK/JzFFi5cyD333IPFYmHWrFkEBASQmJjIhAkTeP/999m2bRt33XUXMTEx3HLLLY7jpk2bxquvvso777xDUFAQqampXH/99bzyyitccsklJCcnc+eddxIZGcnEiROprq7msssuo2/fvvz4448EBQWxYsUK6uqMkvo2m42XX36ZxMREUlJSuPPOO+nUqRNTpkzBarVyww03MGPGDCZMmEBxcTErVqwAYNasWezevZsxY8bwyCOPYLFY2uR9FEKItpRZWIG9oKnzEhst4W3x4p6LEvj7khTuGpNAt4jAE+5Prw7t8FJg02fm/Etw/z6O7RXteH7PRQl8n5RLTZ2NKf/dwisTz6Nr+Im/d0IIcS6QANMDXtjwAilFKafser3De/PY8MeabRceHo6/vz/e3t507NiROXPm4Ofnx5w5c/D29qZPnz5s376dV155pUGAeffdd3PDDTc4Xj/xxBPcc889/OEPfwAgISGBhx56iHfeeYeJEycyb948SktL+fTTTwkMNH4B9+7du8H57OLj43nwwQf5/PPPmTJlCsXFxZSUlHD99dfTtWtXAAYOHAhAaGgoPj4+BAcH07FjxxN4x4QQ4szlvFZjfCtHMAHuHpPAxPO7EeLvmV/5Ab4WHhjXg6VJudw+8viq0ba12IhAvL0UVrOwj6+3V4OKsUNjwxnTI5Kf0wrYlHmEK179if+b0J/rh8S0VZeFEOKMIQGmB6QUpbApd1Nbd6NZqampDB06FG/v+o995MiRzJ49u0G7wYMHN3i9c+dOdu7cyZw5cxzbrFYrnTsbc3t27drF8OHDHcGlqzVr1jBt2jSSkpIoLi7GarU6gsmIiAh+97vf0b9/f6688kouv/xybrzxRoKDz7w5PUIIcTJsP1gMGCmuidGt/3+jUorQAB+P9umh8T15aHxPj57zVPKxeNEtPNBRPGlkQgQBvg2zZN66bSh/X7Kbj9dlUV5TxyMLtjMwpj3dj+MzEEKIc4kEmB7QO7x3841Og+u1dNFo10CxrKyMv/71r9x5550NttsD1abOW1paytVXX81NN93EjBkzCA8PZ968ecydO9fRZv78+axfv54lS5bw8ssvM336dDZv3kxEhKw/JoQQa/cVAEa11mA/+bXtKQlRQY4Ac2yvY4vgBfp689yEAVyYGMl9/92CTcOWrCMSYAohRDPkN5UHtCRd9XTQu3dvFixYgNVqdQSHa9eubZDO6s6gQYNITU2le/fubvcPGDCA//73v1RUVBwTnKampnL06FFeeOEF2rdvD8CBAweOOccFF1zABRdcwFNPPUV0dDTLly/npptuwsfHxzGXUwghzjUlVbXszDZGMEcmyJdunpQYFcyy3cYSJc7zL12N79vBkU67zyldWQghhHtnXuk3cdxuvfVWqqurue+++0hJSWH+/Pm8/vrrPPTQQ00e9+ijj/LNN98wdepUkpOTSUpKYu7cuY7U2ltuuYXg4GAmTpzI5s2b2bNnD2+99RYFBQV069YNHx8fZs+eTXp6OnPmzGHRokWOc+/fv5+nnnqK9evXk5mZyYIFCygrK6NHjx4AxMbGsm7dOrKzsx1VaYUQ4kyltWZpUg6/pBW0qP3G/UWY0wQZkSgBpidde14XIoP9uPa8zk3ObfWxeBFrFkdKzy8/Vd0TQogzlgSY55B27dqxZMkSdu7cyaBBg3j00Ud59tlnGxT4cWfo0KH88MMPrFq1iqFDhzJ69Gg++OADx7Ihfn5+fP/999hsNi666CLOP/98Fi5ciLe3N9HR0bz99tvMnj2bAQMGsHTpUh5//HHHuQMDA9m1axfXXnstvXr1YubMmbz//vuOeaCPPPIIhYWFJCQkHDM3VAghTjdaa6Z/ncTEt9ZyuLjymP3zNxzgno82c/v769ltLo/RlDX7CgHw9lKcHxfu8f6ey/p2DmHjU+OY9bvmf7fYq87KCKYQQjRPtXRe3rlEKdUP2LVr1y769evn2J6ebiy4nJCQ0EY9E+7I5yKEOF18vf0Q98/fCsCNQ2N46cZBjn3p+WVc/dovVNYaaf93j4nnqav7Nnm+q2b9TPLhEoZ0a8/CKReevI6LJv3jfynMWbUPby/F7v+7Ah+LF1uzjpCSU8r1Q7rg5y3LaAkhzj5JSUn0798foL/WOqmlx8kIphBCCOEBlTV1PL9kt+P14m2HyCutAqC2zsZfPt3mCC4Bvtp+iDpb41/yHimvYXeOMco5UtJj21RClJFCa7VpsooqqKixcvt7G3hi4U7+PG8r1jpbG/dQCCFOHx4JMJVS7ZRSLyqlliql8pVSWik1rZG2Q5RSy5RSZUqpo0qphUopt0NPSqn7lVIpSqlqpdR+pdSzSqljaq0rpaKVUnOVUgVKqQql1Fql1DhP3JsQQgjREnNW7eNQcZXjdU2djY/XZQHwrx/2OJYbsQcruSXVrE8vbPR86/cXYk8yGpUYeZJ6LVoiMaq+cuy+vDI2Zx6htNoKwA/JuTz55c4WV2oXQoiznadGMCOAewA/YFFjjZRSvYGVgC9wE3An0BP4WSkV5dL2KWAWsBC4HJgNPAm84dLOD1gOjAMeBK4FcoHvlFIXn/itCSGEEE3LPlrJnFX7AOjXOYSBMaEAfLwukzd+3MubK419vTu245O7R+BjUQAs2pbd6DnXmvMvfS1eDI0NO5ndF81IjKovApReUM769KIG+z/bdJCXvk891d0SQojTkqcCzEwgTGt9MfBEE+1mANXANVrrJVrrhcDVQBTwiL2RUioCmAq8o7V+Umu9Umv9EjAduEsp5Txp5Q9Af+AmrfV/tdY/ADcAe4AXPXR/QgghRKNeW5ZGtdVIk5z2m378YXQ8AEXlNY7AIyLIlzduHUJ0iD8X9zSWxfjfrhyqao9diimvpMqxhMbgbu3x95E5fm2pfaAvEUG+gDGCuc4ceY6PDHJUmH1z1T5ynEawhRDiXOWRAFObmmqjlPIGrgG+0Fo7SudprTOBH4HrnJpfAfgDH7ic5gNAAROctl0HpGqt1zqd0wp8DAxXSnVp/R01TlJgTj/ymQgh2pK1zsb3yTkA/Kp3NOfHhXPVgE50CvV3tGkf6MPHd13gSLWcMLgzAKVVVlam5jU4389p+Vz12s9kHzWq0I7r0/gajeLUsac2Jx0qYfvBowCM7RXFi78dCIDWsCmzfmTz041ZzPw2mR9T89x+iSCEEGerU1nkJxEIAHa42bcD6K6Usv827m8+7nRupLU+DBQ47be3beycAP3c7HMw52/2c/4x+3oMi8VCTU0N5eWyDtbpwmq1YrVa8fKSelXizFFjtfHNjkNkFMj/S84GW7KOcrSiFoAr+3cEjLUT7x5jlBdo5+fNR3deQJ9OIY5jxvfpQLCfNwCLth5ybP8hOZfb399AQVkNADcMjWHSqPhTch+iafYvB5IPl1BbZ3yxOSIhgkFd2ztSnjdnGus178ou5rEvdvLOz/uZ/MFGBs/4gQ/XZLRJv4UQ4lTzPoXXspfAK3KzrwhjZDIMOGy2rdZau/vrq8jpXPbzNnZOXNq6MwV4tpk2AISFhVFVVUVWVhbe3t54eXmhlGrJoeIk0FpjtVqx2WyEhoa2dXeEaLF56zOZ9nUyHUP8+elvl+DrLV+QnMmW784FQCm4pHf9aOPkC+OIjwyiV8d2dG4f0OAYfx8Ll/XtwMKt2azak0+1tQ4/bwsfrslAa/D38WLmhAH8dmjMKb0X0bgEp3mYdsPjwvH3sdC/Syhbs46yJcsY2Vy+u+GodGVtHa8tT+OOUXGnoqtCCNGm2uKvmqbyGXUjz5s7R2vaupqNMQrq/HOtu4YhISHEx8cTEhKCt7e3BJdtTCmFn58fHTt2JCxMCmCIM8fGDGOUI6ekilV78tu4N22jsKyal75PcYz4nGqeTK1fnmLOlezanshgP8d2pRSX9I4+Jri0G2sGo5W1dWzOPEKN1eZIsbxucIwEl6cZ50qyYBRsCjPnZQ7pZvwOSsoupqq2jp/S8s1jgrhtRCwAheU1FJXXnMIeCyFE2ziVI5j2WuzuRhTDMQLBo05t/ZVSgVrrCjdtN7uct7FzgvvRTQetdR7Q4KvGpgJHX19funTx6LROIcQ5JjW31PF84ZaDXNq3Qxv2pm28uXIf7/6yn082HGDtE+NO6Sju3rwybntvPUNiw/j3zYNb9GXh3rwynly4k3F9orn34vpZFJmF5ezNKwNgXJ/WfY5jukeilDF376c9Bfh5e1FVaxQKGpEQ3szR4lRLcAkwRyTU/+kxNDaM937Zj9Wm+SWtgK1Zxhcnv+odzYiECD5alwkY/46Gx8tnK4Q4u53KEcx9QCUwwM2+AcBerbW9/NpOp+0OSqmOQCSwy2nzzibOiUtbIYRoU9XWugZzL5fvzqPYnL93LtmZbawJWVhew48uRW5Otv+szeBwcRXf7jjsKKTTnOeX7GZDRhHP/y+F/67PdGxf5pQK2dpiPGFBvgzsYqT3/5yWzzqnpS+cgxdxeugaFuCYawkNvwSwj2ACvL4iDZs5QH5xz2h6RLdz7EvLq/9ySQghzlanLMA0K7t+DVyvlHL831Yp1Q24BGO9S7vvgCpgkstpJmGMdDqvtfkl0FspdYHTOb2B3wPrtdaHEEKI08T+gnKstvr0zJo6G9/sPPf+N2Uf9QP4YvNBwEhb/XRjFl9tP3nvh9aaZcm5jtepOc3/wX/oaGWDIPjZxUmONSrt8y+7tA+gV4d2bo9vypgexhLQSYdK+HbHYQASIoPoEOLf1GGiDXhbvIiNqJ+HOTy+/kuAjqH+dDFTobcfNL48CfCxMCwujC5hAfiZI/TO/+6FEOJs5bEAUyl1pVLqBuDX5qa+SqkbzJ9Ac9uzQCDwjdn+OuBbjMqw/7SfS2tdBDwH3KuUmqmUulgp9QgwDXhXa53sdOn3gSRggVLqFqXUeOAzoBfwmKfuTwghPME5oLGnhS7ckt1W3WkThWXVFDrNRfsxNY+i8hr+szaTx77YyQPzt7Jk5+GTcu2kQyUcclqrMKUFAeanGw84RqS8vRRWm+a+/27myS93smG/Meo4vk/0cc3Lv6hnlON58mFjBa8LZPTytNWvc4jjMdycf2k3uFv7Bq9HJkbg72PB4qUc8zclwBRCnAs8OYL5JrAAI+ADuNF8vQCIBtBapwBjgVrgc2AusBe4SGvdoNKF1nom8BBwA7AUuB/4B/Anl3bVwDiMtTRfxxgl7QRcqbVe5cH7E0KIE5aWa/yB6aXg1gu6AcbSBpmF586SJa5/ZNfWad5atY8Xv0txbHtm8S6OnISCKD84jV5Cw4A/v7SarMKG0/6tdTY+3XgAgIExobxgrnl4tKKWeeuzHKPRrZ1/aTe4W3vHciV2Mv/y9PXo5b249+IEXrph0DH7nNNkAS52+vKge7QRYNr/+xdCiLOZxwJMrXWc1lo18pPh1G6z1nq81jpIax2qtb5Oa72vkXO+prXupbX201rHaq2naa2Pmayktc7VWt+htY7QWgdorUdqrZd56t6EEMJT7AV+4iKCuHl4N8f2r09iWujpZm9+/R/Z7fyN4Oqtn9Ipr6lfjL6grIYZ3yQfc+yJWrbbfYBZXFHLlbN+Yty/Vjao7LsyNZ+cEmPE8+bh3fjt0Biem9CfxKggIoJ88fX24qKeUYxMPL5RRx+L1zHHXhAvI5inq5iwQJ64sg99O4ccs29obMMA03l0uocZYOaUVFFade7NuRZCnFtk8TUhhDiF9pgBZo8OwfTs0M6xtt76/U0WvD6r2Edx/H28uGNkXIN9NwyNYbxZLOfLrdmsSMl1Pfy4HTpaSdKhEse1Afbll1FjtfHL3gIKymqordM8uXAnFTVWAOZtyAIgyNfCbwZ1BuD3I2JZ/vBYNj99KXueu5L/3DkcH8vx/zp1DkTiI4PoGCrzL89EfTqFOOZadgsPJC4i0LGvR4f6CrSSJiuEONtJgCmEEKdIZU0dWUVGCqa9IMzwOCMdckvmEax1tjbr28n07xVpDJ6xlEVbjbmm9j+wE6OCucFprcfIYD+mXt2H5yYMcIxsTv86mWpr3bEnPQ7Oo5f20WOrTZNeUMaafQWOfdlHK3np+1RmfJ3MCnONy2sHdyHI7+Ss7HVxj/oAU9Jjz1y+3l6MN5ccum5wlwZzcu0psiABphDi7CcBphBCnIAaq43PNh1osPRIY/bmlaHNYjE9OxoB5jAzwCyvqWP34dYtYWCzaRZtzWb7gaPNN24jX249yMtL93CkopZXl+1Ba+1YqqF7dDBxkUHcekE3wgJ9ePnGgbQP9KVjqD8PX9oTgMzCCt7/JcMjfbHPv+wY4s9vh9QHtqk5paxNL2zQ9oPVGby/ej9gpPHePSbBI31wp1tEIL8Z1Jn2gT4N0qbFmeeVm87j2wdG88C4Hg22x0YE4e1lBJwSYAohznYSYAohxAn4v2+S+dvnO7j9/Q3UOS0/4o59/iVAT3ME8/y4+nlbGzMaT5PNKqzgr59tY/Xe+pG291fv56FPt3HDnDXsNJdGOJ3syi7m8S92Ol5nFFawYX8RuSXVQP28tJnXDWDrM5cxtlf9OpK3joh17P/3ijTySqo4EcWVtawzg8hxfaLpHh2MxfyDf9WefNLzjS8IrhnYyREIgFHY59v7xxAfGXTsST3otZsHs/XpSxkY0775xuK05evtRb/OoY5/W3Y+Fi/izH9DEmAKIZxpramqqsJqtbZ1VzxGAkwhhDhOh4srHRVGs4oqWO8yCuYqzQwwfSyKOHM9vW7hgUS18wNgU2bjAeaMb5JZuCWbez/aTEFZNRU1Vt5cadRHq63T3D9/C2XVp88vp+LKWu79aDPVVhvOf2u/vmKv43n36MbXjfSxePHsr/sBxujui9+nnlB/lu/OpbbO+ALgiv4d8fexOObIfbO9fkmUyRfG8eyv+xIZ7McfRsez4I8j6eY0l+5kOp5lTsSZw/6FSZoEmEKc02pqaigpKSEvL4+srCySk5NJTk7m8OGTszxXWzg5E0qEEOIc8PZP6dQ4zZv8cms2o7pHNtrePoKZEBnsWANTKcX5cWEs2ZnDhv1H0FofE2iUVVv5KS3f8fyVH/YQFxHUYC3JjMIKnlm0i39NPM9j93ciFm/LJvtoJQBPXNmHr3ccYsfBYn5xGoF1LnzizugekVzatwM/JOfy+eaD3DA0hhHHuUbkkp05ALQP9HGco3fHEPbllzs+w0BfCwNj2jM0NpzbXIoPCXGiekQH8z/gwJEKqmrr8PextHWXhBAnmc1mo6qqisrKSiorKykvL6eyspLq6mqqq6upra3F19eXqqoqwsPPnjn4MoIphBDHIb+0mvlmhVG773blUFXbeEGaPTn1FWSdnW/OwywoqybTZR1GgFWp+dRY6wPZ+Ruy+PePxkhgQlQQY3oYQe3Crdk8MH8rGzOK0LrpdN3maK15+LPtjP/XqmPWhmyJn/YYgWRUOz/uGhPPlf07NdjvY1HEhjc/Mjj16j6Oiq8Pf7adkuNY4qG0qtYRoF/Wt4Oj4muvjg1HUM+PCz+harBCNCXRHMHU2qheLIQ4+1RXV1NcXExubi6ZmZmO0cndu3ezZ88ecnJyqKqqwsfHh4iICLp27UqHDh2wWM6uL5zkN6kQQhyH937ZT1WtEfTdMTIWgNJqK8t357ltX1JVy6FiYx6hvYKsnT3ABPfzML9PMkbf/H288FJg00YKKsCD43rwz5sGERnsC8BX2w9x45y1THhj9QmlzG7OPMIXWw6yN6/MUeympWrrbI75jmN6RKKU4sr+HRu0SYgMxrsFwVxsRBBPXdUHMKq7Prs4qVV9AViRkucI0K8cUB/ougaYx7uWpRAt0cMpJVzmYQpx5qurq6O8vJzCwkIOHjxISkoKycnJpKSkkJKSwr59+zhyxMhMCg0NpUuXLnTq1Inw8HCCg4Px8fFp61s4aSTAFEKIVsorqeLjdZkADIsN44mr+jiW1fjSXIrD1UdrMx3PXRdp792xHUG+xreXmzKONNhXY7Xxo7lUxrg+HZh4fn2V0YSoIK4Z2Jnodv58cs9Irh7YCR+LkV67/WAxPyTnHPc9frGl/j5WpOQ1OSL60558hs9c5pgTuu3AUUdwax9djYsMom+n+vvu3kx6rLPfj4hlbC9jKY8vt2bz2Oc7+GRDFpsyisgprmq2uNL/zPTYdv7eXJhYn8Lc2yXAHCUBpjiJEqKCHPORk831WJ0dKa/hmtd/5ndvr3WswyqEOH3U1NRQXFxMTk4O+/fvd4xM7t69m9TUVHJzc6mursbX15eoqChiYmLo0KEDoaGh+Pn5nVPz7GUOphBCtEKN1cZ9/60vqPPnX3XH38fCVf078emmA6xMzeNIeQ1hQb6OY3KKq3jDTGnt2SGYi3tGNTint8WLIbFh/JxWwEaXQj9r9hVQal7rsr4dGJUYyfdJORSV1/DIZb0c1Sq7Rwfzxi1DyC+t5uKXfqSipo61+wq5bnAMrVVVW8c3Ow45XmcVVbAvv7zBWn7O3vtlP3ml1fxzaSoTBnfm57T6eZYXOs1JvWpAR5IPG39Yd49qeYCplOLFGwZyxas/U1Rew6ebDvDppgOO/T4Wea8K2wAAIABJREFUxZX9OzHzuv6082/4jXB5tZUfU40A/dK+HRxzXwG6hgUS6GuhoqaOdv7e9Osc2uI+CdFa/j4WBnQJZbvLXGS7zzcfZFe28d/HN9sPc9P5XU91F4UQJndzJysqKhxzJ+vq6vDz88PPz4/Q0FB8fX3PqQCyORJgCiGEqbzayvP/242/t4WrB3bivK7tj/mFMe3rJDZnGqOME4d1dQSLEwZ34dNNB7DaNAs2H+CeixIdx7z4XQoVNcbczGd/3c9tauiw2HB+TisgPb+cA0UVdDXnJ36fZKzd6GNRXNI7mhB/H759YDSFZTX073JsQBTVzo/h8eGsTM1n9d5CR9GgxduyWZdexG+HdGFYXDhl1Vb+vWIv/9t1mFozfbRnx3bMvG4AWzKPUFrVcARlRUpuowFmqjm31GrTzF2TwYb9RpDcu2M7otv5O9pdPbAz//phDzYN53Vt3XIc0e38eef2YTz3bTLJh0qodpqTWlun+Wr7IZIOFfP27cNIdApeV6bmO9pe5TIP1MtLcV7X9qzZV8hFPaKOWVpCCE+7qGcU2w8Wk3SohPzSakcFaYDvkuozDj7fclACTCFOodra2gYBZWlpKVVVVY6A0mKxNAgoz7Y5k54mAaYQ4pxUVF7D4m3ZjO/TwRHMfbB6Px+vMwr3vPvLfmIjApn1u8GOYOjTjVnMW2/sP69re2ZM6OcIQC+IDyc+Moj9BeW8vmIvvx0SQ0SwH1uyjrDQTJu9vF+HBiN6zsb2iuKVZXsAmPZVEu/eMQybhh+SjQBzVGIkIeboXKfQADqFBjR6bxcmRrIyNZ/so5UcKKrE26L4y6fbsGmjQNCYHpHsyS11rEdpd6i4iolvrXX80Rvi701IgA8Hj1SyIiWvQdBsd6S8hhynNSrnrcui3Ezvu8hlpDY+Moh3bh9GTkmVI+W1NYbGhv0/e/cd31Z5NXD8d7UsS7blveMkTpy9IZuQQFgloVCgLaWLFjopLZSXvm2hpS2U0vZtC7QFOoEOoJTRMkNIICEkZED2cLzjvYds2ZIs6b5/XOlash2PJI6d5Hw/H38iXd3xyElsnfuc5xxe+vpy/AGV8uZOShs7qGp189bhOt4taKC4wcU1v9vKrz4xl8tmplPvdPOLN/MBiIkycUFe3+/9z66dzesHarluQdawxyPEcF04JUVv1fNeUYOeYVDndOs3rgB2ljZzrMnF+KSR7b8qxLnK4/FEzE66XC49oPT5fFgsFqKiooiLi5PZyRMgAaYQ4pz009eO8MLuSl7bX8PzX1sGwK5e6x+PNXVy+7N7eOvbK2nt7Ob+V48A2izh4585jyhTzx1Mg0Hh7iunc8vfPqDd7eNXbxXw9VWTuO3pPYDWgP3uK2ccdzxzx8Vz7fwsXtxTxcb8el7dX0NVaxeNHVoQePnM9OMe21t4sZqtxY20dHoJX6YYnsI6J9vB1LRYGjo8bDraQGVLF5UtWnuRq+ZmYjYaeHJbGbvKWmjr6sbd7WdbcSOXzUjHHmUiPzh7GdIeVlhoRT8B3erpaUN+H8djNChMTLYzMdi4/tOLcnhoQwGPvF1Eu8fHl//+ITctm8D2kia9Ku+XVuT22xZifJKdr63qGzgLMRLmjYsnJspEh8fHloJGPcB881Df9dIv7K7i25dOOd1DFOKso6oqHo+Hzs5Ourq66Ojo0NNd3W43qqoSFRWF1Wo964vvnC4SYAohzjmBgMrb+drM4O7yFtrd3dgtJvaUawHmpTPSyIqP5sltZZQ1dfL8h5Xsq2jVg6dfXDeHdIe1z3lXT0/lwikpvFvQwDM7y9mUX69Xjr39kjxykgZuy3HP2hlsKmig2eXlruf36VVqE+2WPlVYBzIjI454m5nWzm62FjXqKay5KXaWTUri2Z0VxNssfPcj07h2fhYGg4Kqqvx83VEe31ysn+e687JxeXw8ua0Mf0Dlj+8W88zOCppdXm5a1saPPjqT/NqeYiXJMRYaO7TenBaTIaI67kgyGBS+fdlUZmQ6uOvf+2gPjjnkU4vG8c3Vk0/LWIQYiNloYNmkJNYfruPdwkYCARWDQWHdQS3AzHBYSY6J4kBVGy98WMntq/MwSOq2EMOiqmqfdNfOzk7cbjdut1tPd7VarZLuOkKkiqwQ4pxzqNpJS6fW5iOgwu7yVkoaXTiD6w5XTU3he1dOIyteS0P9xbp8vajMRVNTuGhaar/nVRSFH66djsmgoKroweUtF0zkaysHnyVLtFu49yptljMUXCbHWPjnLYsjigYNxmBQWJqrzWKuP1xHYbAlwsfPG8f918xmzw8vZdt3L+b687L1D6+KovC/V0zlm6vzAK067vxx8SyamIgtWOH29+8U0+zSAsj1h2pRVZX8Gi14jbOauO3iPH0MiycmnvZG8lfMSue1b65gTnbP2tS1czK4/5rZkt4kxoxQ6nhjh4cjtU6aXV52BNctXz4znY+fr81qVrV26duFEMenqiqdnZ00NjZSUVGhV3YNr+7q9Xqx2+0RrUJsNpsElyNEAkwhxFnvnzuO8bFHt3Kgsg2AdwsbIl7fVdrM7vKe9Nj54xKIMhn51iVawNTS2Y2qgsmgcM/a46e5AkxOjeVzSyfozz+7ZDx3r5k+5ADno3MzuWS6FsBmOKz86ytLmZ4RN8hRfYVaboT6PyoKXDM/E4BYqzmimmqIoih8+9IpbP/eap7+0hIURSHKZOSCftaNVre5KW5w6TOY0zLi+Pj52aQG12+umZ3R55jTISfJxr+/upS7r5zOXZdP5defmCfFe8SYcmFez/rjLYWNbDhcp7fauWJWOlfNycQSLAT2/IeVozJGIcayQCCAy+XSA8pQu5D8/HwKCwtpamrC5/MRGxsbEVBGR0fLzcbTRFJkhRBjSiCgsr2kiZlZDhzR2joIry/Af/dWcf6ERH3d3VBtL2ninv8cRFXh3pcP8uLXl7Old4BZ1kxTcGbOZjEyJdij8dr5WTy+uZiSBhcAX1g+IaJC6fHcedkUuv0B0h1WvrZy0rB+oSmKwm8/tYA3D9VyQV4yyTFRgx/Uj2W9gsJlk5IGLAwUrnf675o5Gaw/XIeiwFcunKSn0W4uaOBonTaDOT09FpvFxAtfW0ZRQwerpgy/iM+pEmUy8qULc0ft+kIMJCfJxoQkG2VNnfx3b087oCS7hYUTEjEaFFZPT+WNg7WsO1jD/dfMItoisyzi3BVqGRJaQ+l0Ounq6tKL8lgsFj3dVQryjA0SYAohRsyxJhePbCzihkXjhrwe757/HuTpHeVMz4jj5W8sx2w0cO/Lh3hmZzlT0mJYf8fKIV/f6e7mzuf2oQYL3Owub2VnabNerVFRQFVhb0WrXkxnbna83kbEZDRwz5rp3PLUB2QlRHPb6rx+r9ObPcrEfdfMGvI4e4u2GLlm/slVNc1NtpMWF6VXir32BPphhnx0biaqqn0wnj8unpf2VFLn9PDPHcf0VN5pwVnWcYk2vSqvEKJ/K/JSKGs6xpGanjXMl81M12fbr56XxRsHa3F5/Ww4UsdVczNHa6hCnHaqqtLV1RURUIbWVHq9XsxmM1arlfj4eCyWoS8fEaePpMgKIUbMPf85yAu7K7n92b2oqjro/m8drtPbgBypcfLUtjKKGzp4Lrj+saCug/p290CniPDjlw9T1doVse2u5/fR7dfGctUc7UObxxegODhLOT8nsj/jxdPSePc7F/HaN1fobULOBIqicMFkbRYx2mzkimEUCervXNfMz2JBTgKKorAimOIXmtkFreelEGJoPjK75/+jxWTg0hlpEYWoLpqWQpxVmwP4796q0z4+IU6nUFGe5uZmKisr9fWToZTX5uZmAoEADoeDrKws0tLS9NlKMTbJDKYQvRTVd/Di7ko+tShHZmJOQltXN+8XNwFasYpD1U5mZTmOu39jh4fvvrA/Yttv3ipgc0GDvj4J4GBVGxdP61vBtfe1H9pQwAu7tfVLK/KSiTYbWX+4Tm9bYTIofHN1Hi/vq444dn5OQp/zZSecmf8O7rp8Kr5AgDWzM7BHnbof9yvykvusDZuSJgGmEEO1bFIyf795ES6PjwvyUojp9f8zymTkytkZPLurgk1HG2hxeYdV6EuIsc7r9dLZ2UlnZydOpzOiyqvJZJKU1zOcBJhChFFVlW88vZv82nbKmzv53Y0LRntIZ6xNR+vxhQWG6w/XHTfAVFWV775wQF8HeePiHJ7eUY7L64/o2QhwoNLJxdP676Woqir/2lXBL948qlc7dUSb+eX1cylp7GD94Tp93/k58UxOjWFcYjQVzV0R288W6Q4rD98w/5Sfd3mv9Z3jk2ynNIAV4lywIm/gdcofnZfJs7sq8AVUXj9Yw6cXjz9NIxPi1AsV5nG5XHR0dNDR0aGnvRoMBr0HZVJSkgSUZwH5RCBEmL0VrXrj+NBMlzgx4cEcaOmvx2savvFIPRuOaPuvnZPBT6+ZRWunl9cPaL3hTAaFuGgzzS4vB6ra+j1HY4eH/31+Pxvz6/VtCyckcP81s0l3WEmLiyIvNUZv2RH6cLdwfCIVzVoKWk6i7YSL6pxLkmOimJkZx6HqYAVZSY8V4pRbMjGJ9DgrtU43/91TLQGmOKOE0l5Ds5RtbW36mspAIIDVatXXURoMsmLvbCN/o0KE+deuCv1xqOiLGD6Pz8/mo1qlVlOwaMWRGicVzX2DdlVVeWhjAQCxVhP3XT0LRVG4Z80MooN9FD+xcBxLg203DvYTYO4ub+GKh7bowWWGw8rvbpzPc19ZytRg8KMoCp9bNkE/ZmWwyunCiT3Fh86m2cuRdkFezyzmtPTht1ERQgzMYFD46DxtnfjOsmbK5aanGOO6u7tpa2ujurqagoKCiHWULS0tGI1GUlJSyMrKIikpCbvdLsHlWUr+VoUI6vD4ItbjNXV4h1SYRvT1fnETHR4fAF8OaxfxVq9ZTYB3jtZzsEqbCfvi8on6OqPM+Gj++aXFfO8j0/jh2hnMDqbX1jrdEYV+uv0B7vjXXv2GwJo5Gaz71oWsnZPZJ83mUwvH8Y2LJvODtTOYO04LJheFBZjnje+7/lL0b2VYet+MTAkwhRgJV8/rqR772b/uoKzRNcDeQpxeqqricrloaGigtLSUw4cPk5+fz9GjR6mpqaG7u1vvRZmWlkZsbCwmkyRPngvkb1mIoNf2V9Pp9evPvf4Azi4fDtuZUzl0rAgFkmajwldXTeK/e6upau1i/eFavnjBRH0/VVV5eEMhALFRJr64fGLEeRbkJLAgWHRndtj6zfBCP899UKGnM3/70incdvHk467fMBkN/M/lUyO2TUqJ4c5Lp1BY38F1C068lce5ZumkJL60YiLOLh8XT0sd7eEIcVaamenQ16Qfa+rkuse28cQXFjInW7ItxOjo7u7W11KGp712d3fraa8ZGRkyM3mOO60BpqIoTwKfH2CXpaqqbh9gv6Oqqk7r57y3AbcCE4Fq4EngAVVVu092zOLc8WxYemxIQ4dbAsxhCgRUPcBcOimZOKuZy2am8cTWMnaVtURUQ9xU0MC+Si3l9QvLJwz4vZ6V2RNghgr9uLv9PLJRC1Cz4qP5ysrcEyoOMNT+lqKHoijcvWbGaA9DiLPeT6+ZRYLNzO/fKabJ5eXr/9zNlu9cJIVQxGkR6kkZKs7jdDrp6uqiq6sLo9FIdHQ0CQkJ0jJERDjdM5j3AY/3s/0VwAPsCtvWBVzca7+uXs9RFOXu4HkfBNYDC4H7gSzgyyc/ZHEuKKhrZ095K6Ctwws9bmj3MvkMnJwJBFTeOFjL7CwHOUkn3mLD5fFxwx+30+Hx8dxXlpISO3gBnH2VrdS3a+mql83Qqr1eOkMLMP0BlY359Vx/njZT+PimYgBiokwRM5v9cdjMjE+ycaypUy/089S2Muqc2rXuuHQKUSbjib1RIYQYoxRF4a7LtXvrv3+nmMqWLsqaOpmYbB/lkYmzld/vjwgoXS4XnZ2d+ixldHS0FOcRAzqtAaaqqsVAcfg2RVFWAsnA/aqq+sNeCqiqun2g8ymKkgTcA/xJVdXvBzdvUhTFDNyvKMpDqqoePnXvQJytwtcGfm3lJL789w+BM7fQz0MbC3lkYyHjk2y8c+cqDIYTu9P95qFaPZh77oMKbr1o8iBHwGv7awBQFC2wBFg0IZEEm5mWzm7eOFDD9edlU93axY7SZgBuWDiOeNvgdz9nZTmCAWYrrZ1eHtus/TjJS43hY/OzTug9CiHEmeAjszL4/Tvaz7zdx1okwBSnlMfj0YPKUOprZ2cnBoNBZinFsI2FWw83Ayrw1xM49grACjzRa/sTgAJcc3JDE+eK94K9FnNT7CwIK/RyJgaY7m4/f3+/DNBarRyucZ7wud48VKs/fiWsANLxBAIqrwYDzEUTEkmL09ZJmowGrpiVDsC7hQ20dXXz+oEa/bir5w0tOAytw6xzevj44+/T2qllwd952VSMJxhECyHEmWBqeixWs/axbU9FyyiPRpzpQqmvDQ0NlJSU6AV6ioqKaGtrw2w2k56eTkZGBvHx8RJcimEZ1QBTURQHcD2wUVXV0l4vRyuKUqsoil9RlEpFUX6nKEpir31mBf88EL5RVdUaoDHs9YHGkKooyszwL2DSib0jcSbq8vr58Jj2y/qCyckk2CyEYpX+AsyntpVx90sHcHf7+7w2Fryyr5qWzp7lx+8VNZ7Qebq8fjYXNOjP82vbKQr2kAypd7r5w+Zi9pRr378PjrVQ69QqvF41NzNi3zWztefdfpX1h2r1gHVCko1ZWUOrQhpe6CfUz3LNnAwun5k2nLcmhBBnHLPRoBf3CS3jEGI4VFWlo6OD2tpaCgsL9TYipaWluN1u7HY7WVlZpKamEhMTg9Eoy07EiRntKrKfAqKBv/Tavi/4dTD4fCVwB7BaUZSFqqqGPuUmAR5VVfur290cfH0wXwfuHe7AxdljZ1kzXn8AgOWTkzEaFBLtUTR2eGhs90bsW97Uyb0vHwJgYrKdW1bk9jnfaFJVlb+9fyxi25bCBr66cvj3TN4tbMDdHYjY9tr+Gr51SR7d/gBPbi3joQ0FuLx+okwGXvvmBXrQaDQofCQ4YxmyJDeRRLuFZpeXv7xXSn5tO0C/7USOJ7zQD8C1C7L4xXVzpNiFEOKcMD8nnp2lzeTXttPp9WGzjPbHODHWBQKBiNTXjo4OXC4XgUAAm80mqa9iRIz2T6abgSbgpfCNqqr+ptd+bymKsgd4HvgSEP76QI0Kh9LE8FHg3722TQL+O4RjxVlga3CGz6BorRcAkmMsWoDZawYzfDbwzUO1Yy7A3FvRqq+ZtFmMdHr97CprocvrJ9oyvDuRofRYq9lAdoKNovoOXt1fzcfPz+aWpz6ISL31+ALc/q+91LRqs5fLJyeTFBNZECiUJvv0jnI9uARYOzdjyGNy2Mwsn5zE1qImPrd0PD+6auYJry8VQogzzfxx2hIOf0Blf2UbS3KHch9dnGtCRXra29tpa2vTi/Soqordbic5ORmzWSrki5EzaimyiqLMAc4H/qGq6lAWur0EuIAlYduaAKuiKP2VyUxEm8UckKqq9aqqHgr/olchInF2cXf7+dv7ZRwNBjlbgusv546LJ86q/cANVUvtHWBuK+4JMD841kJD+9haoxmavTQZFL73Ea3qoNcXYGfZoP8VInT7A2w8Ug/AyikpegGdwvoO1jyyRQ8uc1PsrJ2jBYgHq5w0ubQZ39C23npvz0uNYWpa7LDG9sRNi3j3rov4ydWzJLgUQpxTFuT09L/snSZb3drFj14+xMHgTUZxbvH7/TidTqqqqsjPz+fIkSMUFBTQ2NiIoiikpKSQmZmJw+GQ4FKMuNFcg3lz8M8/D+MYBQjP2QutvZwdsZOipKNVpj2IEL38eUsJP/zvIa59dCs7S5s5EgyWVkxO1vdJjgkFmD0psqqq8n5xU9hz2HCkp/rsaGtxefUKrlfMSuej87L0wjdbwtZSDsXO0mbaurR1nJfPTOeqOT3rKUPrOz+/dDzrvnUhv/rEXKZn9KyhNBsVLp8ZmR4bsnhiEskxPak4w0mPDbGYDCfVekUIIc5UqXFWsuKjAfS17yG3/2svT24r47sv7h+NoYlREAgE+g0qm5ub9SI96enpxMXFYTKNdtKiOJeMSoCpKEoU8Blgp6qqQw0CrwdsQHjrknWAG7ip1743oaXH/uekBirOSqE0V5fXz+f/ulPfvjwiwNSCoIYOD6qqZVoX1HXoM3Qh4VVWh+u1/TXc8Mf3T9nd5nWHavW1pDcuysERbWZutrZmcaiFfgIBlX0VrfxpSwmgzYSunpZGTpJNP5eiwL1XzeDHV8/CYjIQZTLy0CfnYTFqP05WTknFEd3/3VFtbWbPLOZw0mOFEEJo6zABdpe36r+fjta2szPY9ulwtZNOr2/UxidGlqqqtLe3U11dzZEjRyKCSpPJRHp6OmlpaVKkR4yq0bqdcQ1aCmuf2UtFUcYDTwPPAkVogeJK4HbgUPgxqqo2K4pyP3CfoijNwHpgIfAj4M/SA1P05g+oHKjsCei6gpVgbRYj83N62pOEUmS9vgDtHh9xVrO+VhO0gjXbS5rZVtREu7ubWOvw0k2c7m6+8/w+XF4/P1+Xz99vXnwybwuAV/dX62NfHFyXsyIvhd3lreTXtlPvdJMabBvSnyM1Tr745C5q2tz6tiW5SThs2nu775pZ/GlLKdctyGLV1NSIY6emx/KHz57Hf/ZWceelUwcc5zcunkxRfQcLJyYyKSXmhN6rEEKcqxbkJPDq/hoaOzxUtnQxLtHGP7b3FHcLqNrP8/PG9y68L85UqqrS2dmJ0+mkra2N9vZ2XC4XBoMBu91Oenq6BJNiTBmtAPNmtPWUz/bzmhOoA74NpAFG4BjwCPBA74qxqqr+VFGUduBW4H+AWuBB4KcjNnoxZlQ0d/KbDQVcNTeTi3oFPf0prG/H5dWCyliriXa3dpd38cRELKaeCf3ksAI1je0e4qxmtgXTY9PjrHx15SS2l2jVZ9852sBHe7XkGMy/dlbo4/igrIVufwCz8cQTChraPXr67prZGXpq7Iq8ZB7eWAhoa02vOy/7uOd4bFNxRHA5PSOOuy7vCRbnZMfz20/NP+7xF01L5aJpg/8dpMVZeebLSwbdTwghRF/zw9dhVrSSaLfw0p6qiH32V7ZJgHkW6Orq0oNKp9OJy6V9BLbb7aSmpkraqxizRuVfpqqqlw3wWgtw7TDP9whaACrOMY9uKuLF3VVsKWxk5/dXD7qeb29YUYQ/fOY87vz3Pmra3Fw9Lytiv4gAs8NLTmKAHSVaALdsUhLLJiUTG2Wi3ePj3x9UkGy3kBEfzcRk+6Bj9vkDPLmtTH/e1e1nf2XrSX0YeONgDYFgzeSrwtJO546L18f5+3eKuHxWOjFRJp7dWc7DGwv5yoW53LR8Im1d3Xq678opKfzs2tlkBtf5CCGEGDtmZMZhMRrw+gM8tKGA/RWtdHgiU2LDM3XEmaW7u1sPKltbW3G5XPj9fmw2m1R/FWcMufUhzmgHq7QCPQ3tHo41dTJhkABvb4UWYNotRhbnJrHu9gspbXTp6wtDIgNMD4eqnbQHf4EvnZSExWRg1bRUXtlXzZbCRr0S7YPXzuaGRTkDjmHdoVqqWrsitm0vaT6pAPPVfVpxn0yHVS9jD1pj7q+umsQv3zxKSaOL7714gJVTUvjui1p9rAdez2f19DS2FDbi8WnrN2++YKIEl0IIMUZFmYx8/Pxs/rmjnJIGFyUNpQBkxUeTm2JnS2Ej+6WS7BklEAjQ3t6O0+mkpaWFjo4O3G639KkUZ6zRrCIrxEnxB1QK6nr6KX54rGWAvTWhAHNOdjxGg4Ij2sy8cfF9Zj6TY3t+mDd2eNga1p5kWbAY0GeXjMfUq01G7zSl/vx5i/ZhIMFmZlyiFsiFV6cdrpq2Lr0Nydq5mX1ad3xt5SRW5GljfmVfNf/z7336a15/gF+/VcALuysBLf03vNiREEKIsecnV8/i9kvyCP/V9alF45ibraXPFjd09JnVFGNPV1cXtbW1FBQUkJ+fT2FhIU6nE5vNRlZWFomJiRJcijOSBJhiUOVNnVz9u/f4zVsFoz2UCMeaXPqsG8Du8oEDzA6PTw9Iw9ew9CfRZtF/cTeGrW+ckGTTS8QvmpjIrrsv4dXbLtD7O+6paMUdLBzUny2FDXqQ+5kl47lgcgoAHxxrxusLHPe4gYRak0D//ScNBoWHPjmP9LACP1azgXnjtO/BS3uq9OD8Ywt6WpsIIYQYm4wGhdsvmcI/b1lMVnw045Ns3Lh4PLOD2TiqqlWTFWNPIBCgpaWF0tJSvQJsbW0tJpOJzMxMUlNTsdlsw27hJcRYIgGmGNRT75exr7KNhzcWjqkGzkdr2yOeDzaDub+yVV+nGAqujsdkNJBo0+4aVre52RWcIVw6KXJ2L8FuYVaWQ2+94fUF9ACyt4rmTr75zB5A6+X42SXjWZKrpcW6uwPsq+z/uMG8fkALMHMSbczOcvS7T1JMFL+9cT4WkwGL0cBjnzmPX39ibp8Z2OsWHL8IkBBCiLFl2aRktnznIt65cxWJdgtzwpZ77D/B3yliZHg8Hurq6igoKKCgoIDS0lK8Xi+JiYlkZmYSGxuLwSAfy8XZQf4li0GVNHTojx/bVDyKI4mU3yvALKhrp93dfdz9wwO/eYPMYELPOsx38utxd2uzi8smJfW77+LcnvWT20v6pru2u7u5+aldtHRq4/vpNbNIjbOyNLfnfNtPIE22zulmd7Bw0ZWzMwa847lwQiJv37mSd+5axUVTU8lNieFTYetF5+fEMzlV2oYIIcSZxGBQ9KUR6XFW/XfXgTF0Q/hcFQgEaGtro7y8XJ+trKmpwWw2SwqsOKtJkR8xqLKmTv3x6wdrKG10Dala6kjrPYMZUGFfRRvLJyex7mAth2ucVLV04fEHuG5Bll5BNis+mtTrJlBaAAAgAElEQVTY4/eDDEmOtXC0DppcXn3b0uMEmMkxUeSlxlBY38GOkuaI11RV5dvP7aOgTgvUv3xhLh8/fxwAqXFWclPslDS4eL+kidtW5w39GwCsP1ynP758Ztqg+2cn2CKef3N1Hi/vq6atq5vPLR0/rGsLIYQYWxRFYXZWHO8cbZBKsqPI6/XS2tpKc3MzbW1tuFwurFYr8fHxREVFDX4CIc5wEmCKAXX7A5Q39wSYqgp/2FzMg9fNOeFzqqrKY5uLeWpbGV9akcstK3L77POr9Ud5dX8ND98wjznZ/c82Hg2upzx/fAIfBNNjd5e3UNzQwb0vH4rY97X9NfqaysHSY0PCK8kCTEuP7bMt3OLcRArrO9hd3oK724/VrDU9fnlfNW8FA8GLpqbwv1dMizhuaW4SJQ0uPjzWgsfnJ8o09GbJ64OtRdLiovTiDsOREhvFy99YTkVzFxfkSXEfIYQ4083Ojuedow2UNLpwuruJs0pbi9PF5XLR2tpKU1MTTqcTn89HbGwsmZmZkv4qzinyr10MqKK5E39w4WJ0MGB6YXcltW3uEzqfy+Pj1qd384t1R6lzenjwjXyKw1JwQZuZ/O3bRZQ2unh4Q2G/5+ny+ilr0hoOL52UpM+orjtYy8/X5QOgKFq6UEyUdh9FHeL6y5CUXsHk8WYvQ5YE0109vgD7gum4bZ3d3PfqYQCSYyw89Mn5fYrohB/3t23HhjS20LlDxYcun5nep3rsUI1PsktwKYQQZ4k5YWvxD1VJoZ+RFggEaG1tpbS0lKNHj1JQUIDT6SQuLk7WVopzlvyLFwMqbXTpj++4VEvf7Par/GP70AMh0GYttxQ28LFHt/L6gVp9uy+gcn8wAAv5w+aedZ5bChv7XVdZWN+uB4xT02NZkKP1fjxc46TTq1Vx/cfNi9n+/dVsvmsVNy7OwaCAQYFVU1OGNObk2MgAc9mkgYOwxRN7AtAdpVqa7M/fzKexQ0ux/cHaGThsfe8kXzglhSS7tgbjp68f4W/vlw1pfBvz6/AFg//LZ6YP6RghhBBnt/BCP09tK0MN/bIUp5Tf76exsZGioiKOHj2qF+1JS0sjNTUVq3XwpThCnK0kwBQDCg8wr12QzfSMOAC97+JQHK528sk/buezf9mpr0NckZfMVXMzAXjnaAPv5NcDUNnSycv7qvVjvf4A7xxt6HPO8AI/09JjWTA+clbyE+dn6/0ck2KieOBjs3n3Oxex8c5V5KXFDmnc4emwBkVrSzKQlNgoJqVoM6nbiht5ZV81T+8oB+CCycl8NPh+e3NEm3nqi4twRGvB5w//e4hbn97No5uKeL+46bgfDt4Mpsc6os2Djk0IIcS5ITXOyiXTtTX56w7V8sTWMgDya508/2HlgK20xOC8Xi91dXXk5+dTUFBAZWUlJpNJL9pjMsnqMyHkf4EYUCjAjI0ykWS3MDfbwZEaJ0eqnQQC6qBpmS0uL5/603baurRZSJvFyFcunMStF02itaubTfn1tHt83PfqYaamx/LnLaX6rFyUyYDHF2DdwZo+wVmowI/FZGBCkl0/BrRA7+4rZ/QZS+8CN4NJjump7DY7y6EHgANZkptEcYOL7SXNbA8W+7GYDNx/zawBK7zOynLwz1sWc+OftuN0+3htf43e3/KX18/RiwIBBAIqh6qdbC7QAu/V01MxG+VekRBCCM0vr5/Dmke2UN3m5oHXj7DhSB3bgksq3jlaz+9vXDDKIzzzuN1umpubaWxspK2tDb/fj8PhIDlZlpgI0Zt8KhUDCgWYE1PsKIrCzExtBrPd46OipXOgQwH43TtFenB507IJbPnORXzrkjxMRgPJMVF86xIt7bak0cUFP39bT71dkZfMlbO13pLv5Df0ueMaCjAnp8RgMhrIS41lTrYDi8nAg9fO7jcVdbjCZzCXTR7aL5AluZHrNG0WIz/72GwmDKHq7qwsB89+eSkXT0slNSw9NzRTCfD398tY9MBGrvrde3rrFEmPFUIIES7BbuH3n16A2ajgC6h6cAla0bux1NN6rOvq6qKyspL8/HwKCwtpa2vD4XCQmZmJ3T76FfWFGIskwBQD0gPMYIA0IzOseED1wMUDKpo7+fv7WsC4aGIi9141g6RehXM+t3QCq6elAlqbkdBM5NdWTtIDp65uvz5bFxJKkZ2WrqW7Gg0KL35tGTu+t5rV0wdv1zEUk1NjSI6JwmhQWDsnY0jHXDI9jYUTEpiZGcePPzqTHd9fzXXnZQ/5mjMy4/jrTQvZefclXDs/C4AdJc34/AFcHh/3vXqExg6Pvv+ySUlDXlMqhBDi3DE/J4F7r5oJgNVs4IaF4zAFs45+81bBaA7tjNA7sHS5XCQlJZGWlibrK4UYhKTIiuPq8vqpCVaLDQWY0zNiMShaMHiouk2fZezPr9YfxevXZtm+95Fp/aaIWkwG/nLTQg5UtvH0znI2HKljRV4ySycl4e4OEG020tXt59md5WwpbOCNA7VEW4x6kDU1vWc9pcloIMF+6hoWW81GNn57JS6vj8z46CEdE20x8u+vLjsl1182OZkX91TR7vFxoKqNZpdX/35+fdUkblycM+y0XyGEEOeOzywZz4V5KThsZhzRZhQFntlZwcb8evaUtzA/WCBP9Ojq6qKpqYnGxkZaW1sxm82kpqZiNku7FyGGSgJMcVyhNiDQE2DaLCZyU2Ioqu8YcAbzUHUb/9mrFeu5cnb6oL/EZmc7+Fn2bH7GbH1btMXIqqkpvHGwNrLQT8+w9KJDI8VhM5+SdNsTsSysLcq24ibqnVqwbzYq3HrRZOxR8t9XCCHEwHKSem5EfuPiPF74sAqvP8Cv3yrg7zcvHsWRjS1er5eGhgYaGhr0wDI5ORmL5dTduBbiXCEpsuK4wivITgxbQxhahzlQgPn45hIATAaFuy6fdsJjuGJW5PrCC6ekcNXcTObnxPPJ88fplWLPRpnx0fr3/f3iJrYUNgKwICdBgkshhBDDlhUfzQ2LtKJxWwob9Z7N5zKfz0ddXR1Hjx6luLiYjo4OkpOTSUlJkeBSiBMkn1LFcYUHmBN6BZj/3VtNQ7uH+nY3qbGRaxHq292sO6hVQF07JyMiOB2utXMyOVrbjsvj48bF4yNSYs8FSyclUdroYntJk74+9cIpsuZSCCHEifnqykn8LVgfYcOROuaOix/kiLNTIBCgubmZ+vp6mpub8fv9JCYmEhUVNfjBQogByQymiFDT1sXv3ymirNGlB5jJMVHEWXvSRGcOUujnuV0VdPu1YOizSyec1HiMBoXvXDGNH18965wLLgGWT9JmaMPbsFyYJwGmEEKIE5MZH61nIvUuoHeucLlclJSUUFRURF1dHTExMWRkZEhwKcQpIjOYIsJ3XzjA5oIG/rylhNhgUJnbawYy9IsJ4HC1k4umpurPff4AT+8oB7T1kQtyzs07o6fKktzEiOeJdkvE918IIYQYrgunpHCo2smBqjaaOjx9KryfrXw+Hw0NDdTW1tLS0kJcXByZmZkD9qkWQgyfzGAKXUO7hy2F2t3Mls5uypu1PpcTkiMrlcbbLGQFq6oeqo7spfV2fj3Vwcqzn10yXn5on6SkmKiIQkYXTE7GYJDvqRBCiBO3MrjUQlXhvaLGUR7NyFNVlZaWFoqKiigqKqKjo4P09HTi4uLkc4oQI0ACTKFbd7CGsExM3cTkmD7bZgRn0Q5WRabI/n27tq4jNsrE1fMyT/0gz0Hh1WRl/aUQQoiTtSAngZhgsbjNR8/uNFm3282xY8coLCykurqa2NhY0tLSMJkkiU+IkSIBptC9sl8rzJPhsPK9j/RUfp2b7eizbyhNs7y5k0//eTtP7yjn449v0yudXndetlQ6PUVClXRtFqN+11kIIYQ4URaTQb95+W5hA4H+7i6f4VRVpaGhgcLCQsrKyggEAmRlZWGzSf9oIUaaRAACgNo2N7vKmgGt8utXVk5ianosLZ1elobNoIVcMj2NxzYV4/EF2FrUxNaiJv21RLuFLy6feNrGfrZbOCGRF762FEe0hZTYc2OdjBBCiJG1cmoK6w/X0djh5XCNk1lZfW8mn6k8Hg/V1dXU1dXhdruln6U4/dQAaTvuw1a7i6qVv8GbkDfaIzqtJMAUALx2oAY1eANz7RwttXVVWPGe3mZlOXj7f1bxly2lPLurnE6vn5goE59ZMp4vXjChT+sScXLOG584+E5CCCHEEIVXJH/wjXxykmwk2MzcdnEeVrNxFEd2clpaWqiurqahoQGbzUZmpizXEadfwuG/4Sh5VXt89FnqlvxglEd0ekmAeQ7q8vqxmg0RC9tf3V8NQE6ijTn9pMT2Jys+mh9eNYNvrp7Mh8daOH98Ig6befADhRBCCDGqxiXayE2xU9Lg0gr9FGnb/QH4btgymTOF3++npqaG2tpa2tvbSUlJkVlLMSqsjQdJ3v+4/txWt0urqHUOFZQ6rWswFUVZpSiKepyvJb32XaAoygZFUToURWlVFOVFRVFyj3Pe2xRFyVcUxaMoSqmiKPcqiiKRTi+qqvLwhkJm/+hNvvH0Hn17RXMne8pbAVgzJ2PYFdXibRZWT0+T4FIIIYQ4g3xt5SSsZgMWowGLSftI+OS2Uuqd7lEe2fB0dXVRXFxMaWkpXq+XjIwMCS7FqDB4O0jfejeK6te3mV01mDuqALDV7iDlw19jr3wX/N2jNcwRN1ozmN8H3um17WDogaIo04BNwF7gE4AV+AmwRVGUeaqqNoTtezdwH/AgsB5YCNwPZAFfHrm3MDbtr2zlr++V4nT7iLWaiI82s3BiIktyk3jgtSO8uEf7B/7agRq+XNHK3HHx/GtXhX782jkZozV0IYQQQpxGHz9/HNctyMZgUNhe0sQNf9yOuzvAb98u4r5rZo328Iakra2NyspK6uvrcTgcxMT0rXwvxOmS8uH/YXFpWYFtE9fgKH0NAFvdTjrMdjI334nB7yHh6DP4oxw0zfwirdNuHM0hj4jRCjALVVXdPsDrPwE8wFpVVZ0AiqJ8CBQC/wP8b3BbEnAP8CdVVb8fPHZTcPbyfkVRHlJV9fBIvYnRpqoq+bXtNLR7aHf7eP1ADa8dqOmz31PvH+v3+D+/V8qD187WW4ssyIlnZubZs8hfCCGEEAML9VZekpvEirxkthQ28szOcr60IpecpLFbcTVUJbayspK2tjZJiRWjzl75rh5QutKXULf4B9irt2LytGKr3YWpsxGD36Pvb/S0kbr7N3gSpwNnV5eAMdemRFEUE7AWeCEUXAKoqnoMbdbzY2G7X4E2u/lEr9M8ASjANSM72tH18MZCPvLwFj73153c+vRuPbg0GxVmZMQxPsmG1Rz5Vzw/J55LpmvFe14/UMPDGwtp69Km6L98Yb8ZyEIIIYQ4B3zncm3tpS+g8sv1R1HVsdm+JBAIUF1dTVlZGR0dHaSnp0twKUaVweskbdfPAPCbY6hbcg8YjHSlnQ9o6zAdhf8GwJ04nZqlPyZg1DoDJB740+gMegSN1gzm7xVFeRboBN4H7lNV9b3ga5OAaGB/P8ftBy5VFMWqqqobCOVvHAjfSVXVGkVRGsNePy5FUVLpe9tg0pDfySjJr3Xyu7eLIrYpClw9N5NvXzpVv+vo8fnZWdrMpqMNWM0Gbrs4j8K6DjYcqccfUPnjuyUATEiycemM9NP+PoQQQggxNszOdnDl7HReP1DLK/uqyXRY+e5Hpg27NsNI8vv9VFZWUlVVhaqqpKWljanxiXNT6ge/wtSl9YJvWHAHPlsaAJ1pC4kt34DR06bv2zz9s3SMvxRrcz4JR5/BXrcLR/ph4OyZ6DndAWYb8DDa+somYDJwF1pa6xpVVd8EQk0Xm/s5vhltZjIBqAnu61FV1XWcffs2cOzr68C9w3gPoy4QUPn+iwfwBVSMBoXf3zifCcl2UmOtJNoj7+BFmYysyEthRVg58tnZDhZPTGRHac+3+OYVuRgN8gNaCCGEOJfds2YG+yraqGrt4g/vluD1B/jh2hljIojz+XxUVFRQWVmJxWIhISFhtIckBNaG/cSVvQ5AR+ZynLlX6a91pi+M2Ndrz6Rj3EUANM/4HI6iFzH4PUw89hzO+WtP36BH2GlNkVVVdY+qqrerqvofVVW3qKr6BLAMLVj8Re/dBzrVCex3PI+izXSGf109hONGzdM7y9kdrPr6xeUTuGJWBtPS4/oElwO5ZUXPXZIEm5nrF2Sf8nEKIYQQ4sySGR/Ns19eQnZCNABPbC3j80/sorihY1THFQouKyoqiI6OluBSjBlxJa8AoCpG6hd+N6IdSXdMNt22ngzB1mmfBoM2v+ePTqZtkraaL7F1H1H1e0/jqEfWqK/BVFW1FXgVmKMoSjTazCb0P/uYiBY0tgafNwFWRVH6W4WeSP+zoL2vX6+q6qHwL6B4uO/jdPH5A/zf+qOA1ofyjkunnNB5Vk9LZVZWHABfXTmJaMuZ21RZCCGEEKfOuEQbz31lKROCy23eLWjgiofe5bcbC0dlPH6/Xw8ubTYbcXFxozIOIXpTfG5iyzcA4Mpchs/ea7mZouDKXAaAP8pB26SrIl5unvF5AgZtgih+7+OcLUY9wAwKhfoqWnDXBczuZ7/ZQFFw/SX0rL2M2FdRlHQgmbDWJ2eL/Np2Wju1ojy3XTwZm+XEspwNBoV/3ryEl76+TIr7CCGEECJCZnw0L319OTcuzkFRoNuv8qu3CthW1Hhax6GqKtXV1VRWVkpwKUadrXYH49bfTPLe34GqYq/agrFbm913TlzT7zGNc79O08wvUrnqEVRTdMRrflsKbZODNUlVFbydIzr+02W0ivzoFEVJQKsauzcUOCqK8gpwraIo31FVtT24LQe4CPhN2OHrADdwE7AjbPtNaMHqf0Z6/Kfb3opW/fH5ExJP6lwOm5n5OZJiIoQQQoi+EuwWHvjYbG5YOI6PP/4+Hl+Av28/xrLJyadtDHV1dVRXV2M2myW4PMtFNR0mqrUIZ+5aUMbKHFiQGiDx0JMk7X8cBZXoxv34rInYancBWuVYV9YF/R4aiHLQNPdrxz1184ybKImeR9L8NUywjN3WQMNxWgNMRVGeBsqBD4BGIA+4E0hDCwpD7gV2Aa8qivIgWiuSnwSP+VVoJ1VVmxVFuR+4T1GUZmA9sBD4EfDns7EHZijAjLWayE22j/JohBBCCHG2m5Mdz1VzM3n+w0rWH66jts1NusM64tdtbW2luroar9dLWlraiF9PjB6Tq4Zxb30JQ8ALihJRKGekKL4uEo78g870RbhT5va7T1TLUexVW4mp3IS1+UjEayl7HtEft4+/FDXYdmS4/LYU2hzTh1SZ9Exxum8P7AcuB/4MbAB+ChwGlqmquiG0k6qq+cAqoBt4HngSKAIuVFW1IfyEqqr+FLgduB4twLwNeBC4dWTfyugIBZjzxsXrzZGFEEIIIUbSZ5eMB8AfUHlmZ/lpuabT6aSlpYWUlLOrCf25yuSqxVHwHMl7HiF96z0k7XsUAj4Akg78UQsugei6D0/LeJL3PUrygT+StekOFJ+7z+uJh55g/BufIXn/Y3pw6Y0ZR+2SH6IaTCiqH0X1A8dPjz1XndYZTFVVH0QL/oay74fAJUPc9xHgkUF3PMM53d16Fbd54+JHeTRCCCGEOFfMHRfPnGwH+yvbeGZnOd+4eDJm48jOU6iqiqIoGAxjLF1SDMrgacXanE+3PYNueyYJBc+StP8PGPyeyP18btomX0Nc6ev6NmtLwYDnNrlqSTz4Fyzt5Zg661ACPjrTzseVuQyTuwV79VYszmM0zPsGHeMv7f8kAR+xZesAMHa3Y6/aErlvwE98wXP6U0/cRFzZF9I84yYClhgM3g5Sd/8aAG9MFu7kOcP59pz1Rn0Nphi6/RVtqMHGKxJgCiGEEOJ0+syS8Xzn+f3Ut3t47oMKrpqbSZzVPNrDEmONGiD77Vv1QFFVDChqoOdlgwnVYMHg6yTh6DPYq7dGvG5pK0Hxe46bcpqy+9fEVrwTsc1R+hqO0tcitqXt/CldqfPxR/ddM2yv2Y7J01PXJK5sXUSAGd2wF1OXVtCq7vy7aJvyiYjjW6feQFRrEXElr9A884sRrUnE2KkiK4Zgb0WL/lgCTCGEEEKcTlfNycQRrQWUd790kDk/Ws/Sn23kcLVzlEcmxhJb7a6IWchQ8OiNzaFi9WMUfnIrZVc+gz/KAYClXUu59kWnBPf3Y2kt6vfcRncLMZXvauezZ+LMuZSOrAsJGHvWBPus2mpGY7eLlD2/7fc8sWVvRDy312zD4Gnref3YW4DW27J9/GV9T6Ao1C35AUWffA/npI8e5ztx7pIA8wwSWn85LjGapJgTW0gshBBCCHEioi1GvrB8QsS2mjY3D20YOKVxLFP8HqyNhyDgH+2hnDUcRS8CEDBGUbfwezRPu5H68+7k2JVP05V2PigGfDGZVC9/ADVYLVY1mKhd8kP9HNaWo/2eO/bYm/q6x7ql91J7wQNUr/wVxddvoOKSP1J25TOUfOwNOrJXARBX9jrR9bsjzqF0u4ip3AxoayoBlICP2PKN2g4BHzEV2uPO9EUEoo4/qaMaLcP51pwzJMA8Q6iqGlbgR1qLCCGEEOL0+9bqPF7+xnIevmEeK/K01MMNR+qoau0a2QsH/Niqt5K66+fYKzadstOm7bifnPU3RVQEFSfO2NWoB2/t4y+lLe9aGhfcQevUG/qkvHalL6Ju4ffwRSXQOPfrWjBn0tp0RDX3H2DGlbwKaOseu1Lm6dtVYxRdqfPxxk8GRaF+wR0EgtdL3fULDGHpsDEVm/S1oA3n3UF3dCqAvibTVveBnj7b7+ylGJSswTxDVLZ00dihVdeS9FghhBBCjAZFUZiTHc+c7HgmpcSwpfA9Air8c/sxvnPFtFN/QVXFUfAciUf+gdlVA4Cj6CXK1jxHd1zOSZ3a1FFFbNmbAEQ37DnpoQpwFL+szzC2Tb5u0P2dk6/BOfka/bk7YQq2hr1E9TODaWkp1Gc2nRPXDNgr0xeTSfPML5K8/zGi2orJ/c9anBOvpDsmi9hj67V9ohJwZSylfcJlJB75B7aGPZhcNXp6bMBg1mdCxfDIDOYZIjR7CRJgCiGEEGL0zcpycN54Lavq2V0VuLtPfZrphPLnSPvgl3pwCdoaveR9j570ueMLX0BBq55octWe9PnOeQE/jqKXAHDH5+FOmjnsU3gSpgIQ1VqktzAJiSt9VX/snHjloOdqmf4ZOtPOB8Dg9xBf9BIpe3+nrw9tH38ZGEy0j79CP2bcW18itlwLMDszlhKwxAz7PQgJMM8YoQDTbFSYmRk3yqMRQgghhIDPLdX6Yza7vLx+oGaQvYcn9tA/yD32LKAVgKk7/zu052gd7GIrNmJtPAhoM1vm9sphnVvxuXEU/1d/bvK09NsLUQyN0u0i8dATmDu1QL0t77oTqqzqSdQCTIPfg8VZ1nN+v4e4YAprZ+p5+GKyBj2XarRQefGjVFz8ezoyl+vrPQF81kRap35Su2bCFNyJ0wEwd9Zh8Gnp3u3Ha3EiBiUpsmeIUIA5PSMOq9k4yqMRQgghhICPzMrgvpgjNHZ4+L83j1JU38HCiYmsmJyM6WT6ZO75J4k7fwFoqYwVqx+jO248rszl2Cs3Ywh0k/Lhr/FHJxFTuYmAwUzVRb+lK+28IZ0+tmwdRm9k9VtTZy3dcRNOfMznIlUl8fCTJBx6CqPPBUDAFE37hMtP6HTu4AwmaOswvfGTIeAnfdsPMbmbAXDmrhn6CRWFrvRFdKUvAn+3nr6rGi09KbaKQuWqR4grex171XvY6nfjdUykI3vlCb0HIQHmGeMnV89k97EW7FHyVyaEEEKIscFiMnDj4hwe2VhIdZubRzcVw6Zi5mY7ePiG+UxItg//pO42WH8PAN1GG9UX/5buOG2m1BeTSeuUj5OY/zTRTQf0QwyBbjLf+1/KL3+S7pjsgc+vqsQXPKc9DOvRaHbVSYA5AGNnA/GFz+Ozp9E26WOgKNhqtkWkK3fbM6hb+L8EzCeWWup15BIwmDEEurG25NOuXknqB78gtuJtADpT5uEMS2kd3hswo9J/39aANZ7WaTfSOu1GLTVXMUpvy5MgKbJniJmZDj67dALXLhjkh6YQQgghxGn01ZW53HLBRKalx+qfyfdVtnHlI1t44cOhp64GAiq/eauAknYjfP5lumOy2D/rHn1dXkjzzC/gDwtgQuvsjJ42MjffiaG7Y8DrWBv2YW0tBMA5ca2+3dQp6zD7o/g9JBx6gomvXkfSob+StvNnxFS8A6pK8v4/AOA32am68FeUXvUSnZnLT/xiBpM2awnEVG4me+NXiQ+2PfHET6Z65a/B2H+QeMoYTBJcniSZDhNCCCGEECfMZjFxz9oZADjd3Ty8oZC/vFdKp9fPnf/ex8QUOwtytGJAb+fX8W5BI99anUeCPbKH4LuFDTy8sZCHNxby6KcXMPO6l2krLSe21/UCUfFUrXqIuLJ1OMdfjjt1Hsl7HiHxyN+Jaish/f0fU73iF8cNEhzBYjGqYqRpzpeJK3kFBTWikNC5xOB1El2/l86081DNwRlnNUB03QfEHVtPTPnbGLvbI45J/fD/UPxurM1HAGid9ilc2ReekvG4E6ZibT6C2VWj/5147ZlUXvRbApbe/xrEWCQBphBCCCGEOCXirGZ+sHYGF05J4ZandtHtV3liaxkLchKod7r56j924/UFaHZ5eeRT8yOOfXJbGQA2ixGXeSfPlB+h1dlKYlUiRsXY92vCUoyKC2PTdow5i0ltP4y98RCmxvdpP/QoXeMv1fc1KAZMigljwI+9ehPdRgPutEW0WWLosCVj7WzAeJYGmMbOBlL2/hZPQh4tUz+lzdAFmdsryN74dcydtfisSTTOuxVfdArJe3+PtSU/4jweRy6d6UtIOPo0pq4G0rf/GAC/OZaWaTeesvG2j7+M+NyEhokAACAASURBVOL/aNeMm0BX6gJt1jo6+ZRdQ4wsCTCFEEIIIcQptXJKCmtmZ/CfvdW8caCGujXT+fOWErw+bb3jq/urufOyKYxP0mbMihs62HS0AYDrFmSzsfJ3bK3aqp2sbYgXNQMZqdrj9rfh4Nv975fuABxAFez6HKRFAznAQQzvf1wPRvv7s99A9wS+ws8bHgAf71oDjee4r2HEZDCRteNHGGp3EXtsHVGV79Kw7D789nQsrUVkv/0NTO4mAEzuJtK3/yTiW6UaTLgyltE+/nLacy4GxUhUyxFs9Xv0tast0z99SmcWu9IXUnztelQUAlZpzXcmkgBTCCGEEEKccp9fNoH/7K3GF1D53dtFPB+2HjOgwuObS/jZtbMB+Ftw9jJ03M/3nvqemkMRIEBADeBTfYPvfKawAhPGBZ80w/5bMakqRhWMadGY1CwMBgvmgA9zwI8RFSMKiiUerIkYDSaM7ZswHH4Xk2LClJpErJKKUQ1gNJhxm5sxFD48aBDcO8gOD7CP++WpPO5xAx0fuq4YHRJgCiGEEEKIU27euHjmZDvYX9nG37cf07ePT7JxrKmTFz6s5PZL8oi2GPXg88IpKUxOjeFPl/2J0rJSCosLSc9Mx6/69a9QABi+LfzLXvIqtpKX8SkQQKEzNhtn5lJciVNJ/OCXBALddCTNoCV3LX7VT1TVZqLq9+AzGKif+QV8/Vwr/Jrh2/odA378gZ4/w4/v8yeBUfm78SkKPgUgtE7VD0YFjGGhgdoBXccpmGSz9jxu3j5Cozw5Csopm3E+0S8DBkyGQYJoxUizuxlDh4EJTBjtb9spIQGmEEIIIYQ45RRF4fNLJ3Dnv/fp2+aNi+cHa2dw3WPb8PoD3PGvvSTYLLi82ozlF5ZN0PcNzVBZjdbepx7YnCmkerw4Sl7W0ji7CqG+EF9UPCaP1le8asENuDK0ojTx7V2kFm4GoDjlstO61k9V1eMGyr0DVT/+fgNdv6q9Hgh4sZW+jqlxH+7YHLotMVjqP8SvQGvmBbSnzcfQVobSUY6qqnQrKh57Om5bqn6+0LX7vcZxgvz+guc++49CIK2i4lN9Z8xs9EzvTFbNWjXawzglJMAUQgghhBAjYs2cDB54/QhNLi8At108mfPGJ7A0N4n3S5rYVtyk7zsx2c7KKSknf1GDkfrFd9M8+xbiil8mvuhFTF2NenDpt8Thyliq795tT9cfm101pzXAVBRFSzs9yY/kJlctGe99j+img9qG1gb9tW57BmVz70E1RkHWSV3mhB13tlf1DzwbPEJf4UFz6NoDBsn9BPv67DQ9+56MsymlVwJMIYQQQggxIqxmI19ZmcsDr+ezcEICF0/TivDc+9EZfPeFA5Q0dOB0azNMd1w6BYPh1PUf9NnSaJ79JVqmfxZH4QskHn4Sk6eV1rzrI3ophgeYJlctJM8+qevaKzdjr3mf5hk34Qs790ixV2wifef9GD1aNSRvbA5GdxPGbhcADfNu04LLUWRQDBgUA2ZGuIflKFJVlQABfIHIoLO/INqn+noCVdVPXX0dk8dNHu23cMpIgCmEEEIIIUbMl1bksnxyMhOT7SjB3pTT0uP4z63LAejw+PAHVBzRIxN8qCYrrdM/Tdvkj2HuqMIbPynidZ89Q39s7qwd/IQBH9GN++lKmh0RqAIY3K1kbL0bg9+DrXYXFZf+Cb818ZS8j94M3g5SPvw/HKWv6dta866nYcEdgIqtdieqwUJnxuIRub6IpCgKRowYjcOfiXQ4HeTG5o7AqEaHBJhCCCGEEGLEKIrCzEzHcV+PiTo9H0dVsw1vQl6f7QFzDH6THaPPpc1gDiJt5wM4Sl7BlbGEqlWPgNIz6+oofgmD3wOApb2crHe+ReUljxEwx/QzoADm9nL81kQClrhhvRdr/V4y3v8h5mDvTr85lrpF36Vj/GX6Pq6sFcM6pxCnigSYQgghhBDi3KUo+OxpGNtKMLtqUXxu4kpfoyt1AV7HxIhdLf/f3r2HSXrVBR7//rq6q7qrurp7+jozSZxMwk3kIsEoArtggDWyq1xXBd1HVhfWwHIR0GUJkEgSjK4uELmsa5agq4ALC8RFxYCAwkp4JNwSAtEIhDDT0z19v073zPTZP97qoqbSM5npqe6aqf5+nud9quu8p8573jpd3e+vznnPmf0WPd/6GACl0dvp+dafM3fps7Kda8fo+8cPAZAiR6TjdE5/k71/9+t87yfeAW3f79nqHP8Kw3f8Hp3T3yRFjuWhx7K494ksD/0wK/0/SMrlN6xq28osu+55P/1fv6W6DuXi7icw9oQ3cqw43Oh3RtoUA0xJkiTtaEdLeyjMfov2xVF2f/5ayvf/Dcc7ytz3U/+LY93fnxmn/673EKTq86EvvY3FPU/keHGI7vs/TcfyOADjP/LrlA58ju6Dn6M49kXK3/0b5i/+V7B2jJEvXH/CsNZIxymOf4ni+JcAWGvLc2ToMSzsfTJHhh5L++IohZl7KY59kc7Ju6qB5VpbnonHvZyZh/3cCb2oUrMZYEqSJGlHO1bMJuMpzNxL58w/AZA7Os/ez/0X7n/GzaRcno7Z71C+7zYAVnr3U5j9NrmjC4z8w29x6MfexK57PgDA8UIvc/v/NXP7n8n+W59F+8o0u+5+L/P7nkHfP32oGlyu5QrMPPzniONHKR34LPmFbC3QtrVVimNfpDj2xZPWd6X3UkafdD2rfa0zMYxahwGmJEmSdrSjpRGAau9kIggSnVPfYOiO32XyMVcxcNfNBIlEMPrk36b/rpvpue82ug98lod8+BnVsmYufQ6pPVu7c+bhP8/g195N58w/0X3/p+j/+i0ArHZfyPee9q7qBEOHH/9q2hcP0XX4a3Qd/jKlg39Px+LBapmJYLV3P4t7fpzFvU9iefhx0OZlvM5N/mZKkiRpR6udSRbg4L/4Hfrv/mO6Ju+k796P0HfvR6r75vc9g9Xe/Rx+/GvpnPom+fnvVvelyDH70OdVn8887Pn03/1HtB1bYvfnr6lOADT5mKsecMxjpd3Ml3ZnQ2lTIj/3bfKz3+Jo9wWs9uyvBq3Sua5tOw8WEVdExHsi4psRsRgRByLi1oh4fF2+90ZE2mD75knKfXmlzJWI+HZEXBMRrbvQjiRJkhrmaPeF1Z9nHvJcFi96KqNPfgvHCrtOyJcix9QP/TIAxzt3cd8z38f9V7yTiUe/hPmLruDQE950wtqXa/keZioB53pwudL3UOb3Pf3UFYpgtfcSFn7g6dmkPwaXOo9sdw/mVcAA8HbgbmAIeA1we0T8ZErpUzV5l4Er6l6/XF9gRFwNXAfcCNwGXA5cD1wAvKTRJyBJkqTWcmTgh5h6xAtpO7rE4cteBWQ9it+98o/pGv8SudV52o4tsTzwqBPW0Uy5Asu7f5Tl3T960rKnH/4C+u75AG1rRwGYeOxVENvaxyNtq+0OMF+WUhqvTYiIjwP3Aq8HagPMtZTS7acqLCIGgDcAf5hSen0l+TOV3svrI+JtKaW7G1d9SZIktZwIJi77tQckHyvtZn7/M8+q6OPFIWYf+nx23fN+lkZ+hMW9Tz6r8qRz3bYGmPXBZSVtISLuBi7aRJFXAp3ALXXptwA3AM8m6ymVJEnSeaS9vZ1cLsfS0hLFYrHZ1Tkrhx/3ShYu+gmO9D/CJUXU8po+yU9E9AKXcWLvJUBXRBwiG0Y7CnwUeFNKaaomz6Mqj3fWvjClNBoREzX7T3X84coxal26UV5JkiRtj+HhYRYWFjhw4ADt7e3k8/lmV2nz2nLZzK/SDtD0ABN4J1Ai63Fc99XKdlfl+VOAXwOeFhGXp5QWKukDwEpKaXGDcqcq+x/MS4FrNlNxSZIkbY2Ojg4uuugiVldXOXz4MHv27KGtzXsXpXNdUwPMiLgO+AXg5SmlO9bTU0pvrcv6iYj4MvAh4MVA7f50ikOcat+6dwEfrEu7FLj1NF4rSZKkLVIsFrnwwgs5evQo4+PjjIyMEA4xlc5pTQswI+Iasgl6rk4pveM0XvIRYBF4Qk3aJNAZEcWU0lJd/n7gDh5E5b7Q+omHTqM6kiRJ2mq7du3i6NGjfPe732VsbMwgUzrHNWWcQSW4vBa4NqX0ljN5KbBW83z93stH15W/Gxjk+0NsJUmSdJ4aHh7moosuoquri/HxcVI6nUFqkpph2wPMiHgjWXB5fUrpN8/gpc8HikDt0iUfB44AL6rL+yKy4bEf3Ww9JUmSdO4YGRmpBpmHDh1ibW3twV8kadtt6xDZiHgN8GaywPAvIqJ2uCsppdsjYh/wPuADZOtjJrJJfl4FfB24uSb/VERcD1wXEVPAbcDlZAHsza6BKUmS1Dp2795NLpfj/vvv59ChQwwPD9Pefi7MWSlp3XZ/In+68nhlZasXwBwwBrwaGAFywH3ATcBb6meMTSndEBHzwMuA1wKHgBs5cVZaSZIktYChoSFyuVz1nsyhoaHzewkTqcVsa4CZUnrqaeSZBp57huXeRBaASpIkqcX19/fT3t7O/fffz9jYGAMDA3R1dTW7WpI4N9bBlCRJks5IT08P+/fvJ5fLcejQIVZXV+nt7W12taQdz9VqJUmSdF4qFotccskl7Nu3j6NHjzI2NubkP1KTGWBKkiTpvJXP59m3bx/79++nVCpx8OBBVlZWml0tacdyiKwkSZLOa21tbezZs4euri4OHDjA+Pg45XKZnp6eZldN2nEMMCVJktQS+vr66Orqqq6VuT4BkEuZSNvHIbKSJElqGYVCgYsvvphLLrmEcrnMoUOHWFhYaHa1pB3Dr3MkSZLUUtra2ti9ezflcpnR0VHGxsZYXFykv7+fjo6OZldPamn2YEqSJKkllUol9u/fz0Me8hB6enoYGxtjdna22dWSWpo9mJIkSWpZuVyOkZERyuUy5XKZ8fFxRkdHGRwctDdT2gIGmJIkSWp5xWKRiy++mO7u7uoEQKVSib6+PiKi2dWTWoYBpiRJknaEtrY2hoeH6e7uplwuc/jwYQ4ePEhvby/d3d3Nrp7UEgwwJUmStKOs92b29fUxNjbG5OQkCwsL9Pf3k8/nm1096bxmgClJkqQdJyLYtWsXPT097Nq1i/HxcSYmJsjn8/T19bl2prRJfnIkSZK0Y61PAtTX18fhw4cZHx/n0KFDFItFent7yeVyza6idF4xwJQkSdKOVygUuPDCC9m1axeHDx9mYmKC0dFRyuUyPT09TgQknSYDTEmSJKmiVCpRKpXo7+9nfHycyclJDhw4QE9PD+Vy2UBTehAGmJIkSVKd9YByYGCAiYkJpqamDDSl02CAKUmSJG1gfSKgvr4+ZmZmOHz4MNPT0xw4cIByuUy5XKatra3Z1ZTOKQaYkiRJ0inUB5qTk5NMTU1x8OBBuru76enpMdCUKgwwJUmSpNNQG2gODg5Wh84ePHjQWWelCgNMSZIk6QxEBH19ffT29jI0NMTU1BRTU1OMjo7S1dVFT08PHR0dza6m1BQGmJIkSdImRAS9vb0nBJoTExMcPnyY9vZ2ent7KRQKza6mtK0MMCVJkqSz1N3dTXd3N4ODg0xPTzMxMcHMzAzHjx+np6eHUqnkzLPaEQwwJUmSpAYpFosUi0WGhoaYnp5mcnKSubk5ZmZmnBBIO4IBpiRJktRg+XyekZERBgcHmZ2dZWpqiunp6eqEQOVy2fs01ZJa4uuTiOiOiLdFxMGIOBIRX4mIn292vSRJkrSz5XI5+vv7ufTSS3n4wx/O/v37yefzHD58mLGxMZaWlppdRamhWqUH88PA5cDrgH8EXgi8PyLaUkrva2rNJEmStONFBD09PfT09DA8PMzMzAxTU1PMzc0xNTVFuVymu7vbZU503jvvA8yIeCbwDOCFKaX3V5I/HRH7gP8aEX+WUjrevBpKkiRJ31cqlSiVSgwPD1eHz87MzDA6OkqhUKBcLtPZ2dnsakqbct4HmMBzgAXgg3XptwDvA34M+PvtrpQkSZJ0Kh0dHQwODjIwMMD8/Hw12Jybm2NycpJyuUypVLJXU+eVVggwHwV8I6V0rC79azX7TxpgRsQwMFSXfGnjqidJkiSdXO3w2ZGRkWqgOTs7y+joKPl8nnK5TFdXV7OrKj2oVggwB4BvbZA+VbP/VF4KXNPQGkmSJEmbkM/nGRoaYnBwsNqrOT09zfz8PJOTk5RKJbq7u52BVuesVggwAdIm9wG8iwcOr70UuPWsaiRJkiRtUn2v5vpamrOzs0xMTBARdHd3UyqViIhmV1eqaoUAc5KNeyn7K49TG+yrSimNA+O1aX5IJUmSdK7I5/MMDg4yODjI4uJidebZhYUFDhw4QKFQoLu72yG0Oie0QoB5J/CCiGivuw/z0ZXHu5pQJ0mSJKnhamegnZ+fZ25ujunpaRYWFpiYmKgOoc3n882uqnaoVggwPwK8GHge8Gc16b8EHAS+0IxKSZIkSVsll8vR19dHX18fu3fvrg6hXe/dXFtbqwaj7e2tcMmv88V5/9uWUvqriPgE8O6I6AHuBV4AXAn8omtgSpIkqZXVDqFdWlqqBpvz8/OMjY2Ry+WqwWZbW1uzq6sWd94HmBXPBW4A3kx27+U3gReklD7Q1FpJkiRJ26hYLFIsFhkZGWFhYYH5+fnqENqDBw+Sz+er92s674i2QksEmCmlBeCVlU2SJEna0SKCcrlMuVyuBpu192tOTU3R2dlJqVRyciA1VEsEmJIkSZI2lsvl6O3tpbe3l927dzM/P8/8/DwzMzPVyYGKxSKlUonOzs5mV1fnOQNMSZIkaYfo6Oigv7+f/v5+9uzZU52JdnZ2lvn5eSYmJujq6jLY1KYZYEqSJEk7UD6fZ2BggIGBAVZWVk7o2Zybm6sGm8Vikc7OTu/Z1GkxwJQkSZJ2uEKhQKFQYHBwsBpszs3NMTc3x8LCApOTk3R2dlIsFp0gSKdkgClJkiSpqj7YXJ+NdnZ2lqWlJaampigUCtUZaw02VcsAU5IkSdKG1oPNgYEBVldXWVhYYGFhgZmZGZaWlpienqajo6M6G20ul2t2ldVkBpiSJEmSHlQ+nz9hgqDFxcVqsLm4uMjs7Cy5XK46jLajo6PZVVYTGGBKkiRJOiMdHR309fXR19dXDTbXh9EuLi4yOTnJ2tpada3NQqHQ7CprmxhgSpIkSdq0XC5HT08PPT097Nmzh6WlJRYWFqoTBM3OzrK6ulq9Z7NQKHjfZgszwJQkSZLUEG1tbXR3d9Pd3c3u3btZXl4+YZKg9bU28/l8NeBsa2trdrXVQAaYkiRJkrZEV1cXXV1dDA0NceTIERYXF1lcXGRmZobl5WVGR0fJ5XLVfPl8vtlV1lkywJQkSZK05To7O+ns7GRgYIC9e/dWJwlaX/5kenqao0ePVicJ6uzsdCjtecgAU5IkSdK2am9vp7e3l97eXvbu3cvS0hKLi4vMzc0xPz9fnSioo6ODYrFIZ2ens9KeJwwwJUmSJDVNRFAqlSiVSgwPD7OyslIdSjs7O8vy8jKTk5McP368OpTW3s1zlwGmJEmSpHNGoVCgUCjQ39/PBRdcUO3dnJ+ff0Dv5nrAae/mucMAU5IkSdI5qXZW2pGRkRN6N+fm5lhaWqr2bnZ2dlZ7N52ZtnkMMCVJkiSdF2p7N9fW1k7o3VxYWGB5eZnp6Wna2tqqvZuFQqHZ1d5RDDAlSZIknXfqezdXV1dZXFxkaWmp2rs5OzvLyspKtXezq6uLXC7X7Kq3NANMSZIkSee9fD5PPp9n165d7N27l+XlZZaWlpifn2dubo4jR44wOztLRJwwnNbJghrLAFOSJElSS4kIisUixWKRwcFBjh49ytLSUjXgXFhYYGFhgYmJCfL5fDXgzOfzza76ec8AU5IkSVJL6+joqK67uWfPHo4cOXLC2pvr926urq5SKBSqvZvOTnvmDDAlSZIk7SidnZ10dnZWJwtaH067fv/m+tqbx44dq+bt7Oykvd3w6cH4DkmSJEnasdra2iiVSpRKJQCOHz9eDTbXZ6g9cuQI8/PzrK2tnRBwOmHQAxlgSpIkSVJFLpejXC5TLpcBOHbsWDXgXL9388iRI8zMzABUh9O6/mbGAFOSJEmSTqK9vZ2enh56enoAWF1dZWlpieXlZebn51lcXGR5eZmpqSna2tpO6OHciQHntgaYEXEF8IvAE4GLgBngi8CbU0p31OV9L/BLGxRzT0rpERuU/XLgZcB+4CDwXuAtKaWjDTwFSZIkSTvY+nIofX197Nmzh5WVlZMGnLlcrjpDbaFQ2BFLomx3D+ZVwADwduBuYAh4DXB7RPxkSulTdfmXgSs2SDtBRFwNXAfcCNwGXA5cD1wAvKSRJyBJkiRJ6wqFAoVCgV27dgGcEHDOzc1Vl0aZmJigvb29Okttqwac2x1gviylNF6bEBEfB+4FXg/UB5hrKaXbT1VgRAwAbwD+MKX0+kryZyKiA7g+It6WUrq7MdWXJEmSpJOrDThrl0RZDzjXJwxaDziPHz/e7Co31LYGmPXBZSVtISLuJhsyuxlXAp3ALXXptwA3AM8m6y2VJEmSpG0TEXR1ddHV1QVASokjR45Ul0WZn59neXm5pWajbfokPxHRC1zGA3svAboi4hDZUNpR4KPAm1JKUzV5HlV5vLP2hSml0YiYqNl/suMPV8qvdenpn4EkSZIkPbjagLO/v5+UEisrKy21vua5cCbvBEpkvY21vlrZ7qo8fwrwa8DTIuLylNJCJX0AWEkpLW5Q9lRl/6m8FLhmMxWXJEmSpM2KCDo7O5tdjYbadIAZEU8FPn2a2R+XUvrKBmVcB/wC8PL6WWRTSm+ty/6JiPgy8CHgxUDt/nSKY59qH8C7gA/WpV0K3Pogr5MkSZIk1TibHsx7yAK90/Hd+oSIuIZscp6rU0rvOM1yPgIsAk+oSZsEOiOimFJaqsvfD9zBKVTuC62feOg0qyNJkiRJWrfpADOlNArcvJnXVoLLa4FrU0pvOdOXA2s1z9fvvXw08IWaY+wGBvn+EFtJkiRJ0hZq2+4DRsQbyYLL61NKv3mGL38+UARqly75OHAEeFFd3heRDY/96GbqKUmSJEk6M9s6yU9EvAZ4M1lQ+BcRUTvUlfU1LyNiH/A+4ANka2Qmskl+XgV8nZqe05TSVERcD1wXEVPAbcDlZEHsza6BKUmSJEnbY7tnkf3pyuOVla3e+s2Pc8AY8GpgBMgB9wE3AW+pnzE2pXRDRMwDLwNeCxwCbuSBM9NKkiRJkrbItgaYKaWnnma+aeC5Z1j2TWQBqCRJkiSpCbb9HkxJkiRJUmva7iGy54s8wL333tvsekiSJEnStquJhfJn8rpIKTW+Nue5iPgZ4NZm10OSJEmSmuxZKaU/P93MBpgbiIhesllr7wdWm1wdSZIkSdpueeAi4G9TSrOn+yIDTEmSJElSQzjJjyRJkiSpIQwwJUmSJEkNYYApSZIkSWoIA0xJkiRJUkMYYEqSJEmSGsIAU5IkSZLUEAaYkiRJkqSGMMCUJEmSJDWEAaYkSZIkqSEMMFtYRJQj4nci4raIOBwRKSKu3SBfRMQrIuKbEbESEaMR8e6I2LVB3j0R8d6IGI+IIxHxtYj4lQ3yPTci3h8R90bEckR8JyL+NCIeukWnK5rb5jX5nxURfxsRcxGxGBFfj4iXNPhUBUTEFRHxnko7LkbEgYi4NSIev0HeyyLikxGxEBEzEfHhiLjkJOW+vOZ349sRcU1EdGyQb7jyuzEREUsR8fmIeNpWnKsyzW7zutdcX/kbc1ejzk8nanZ7R8RPRMQnKn//Fyp//18REbmtOF9tTZtHxKsq+75d+cx+5iTH9tqtCZrZ5jX5G3rtZoDZ2gaAlwAF4KOnyPe7wFuBW4F/A9wIvBD4RO0/nIjoBT4HPA34DeBZwJeAmyPi1XVl/megCNwAXAm8AXgc8KWI+KGzPjOdTDPbnIh4HfBh4C7gZ4GfAd4F5M/2xLShq4CLgbcDzwReCQwDt0fEFeuZIuIRwGfI2uFngV8GHgZ8NiKGaguMiKsr5X0Y+Emy9ns98M66fAXgb8h+N15J9rsxBnw8Ip7S2NNUjaa1ed1rfhh4LVmba+s08zP+dOCTQDvwYuDZlWO8HfhvjTxJnaDhbQ78KrAP+BRw+BTH9tqtOZrZ5ltz7ZZScmvRDQggKj8PAgm4ti7PBcAx4Ka69BdU8r+4Ju11lbTH1+X9a2AB6KtJG96gPnuBVeDmZr83rbo1uc0fDxwHfqPZ78NO2U7yOesGDgGfrEn732T/YHpq0vZVPo+/XZM2ACwDf1BX5uuBNeCRNWkvrfxu/HhNWjvwdeALzX5vWnVrZpvXtfOXyS6GPgPc1ez3pVW3Jn/G/wQ4ApTq8v41MNvs96ZVt0a3eSW9rebnu4DPnMGxvXZr7Tbfkms3ezBbWKp4kGxPAHLAX9alf6zy+LyatCcBYymlOzbIWyL7tmv92OMb1Ocg8D3gogevvTajmW0O/CdgBfj9M6q0Nu0kn7MF4G4qn7OIaCfrpf4/KaW5mnz3AZ8GnlPz8iuBTuCWumJvIfvy4tk1ac8B7kkpfb6mzGNkF6U/GhEXbP7MdDJNbvN1rwP6gas3fSI6LU1u76NkF67LdXlnyAJPbYEtaHNSSmtncWyv3bZYM9ucLbp2M8DUevf3Sl36UbLeicfU5a3PV/vax2ywr6oyRnwfWQ+Hmmer2vxfAt8AnhcR90TE8Yj4XkTcGBEOkd0mlWHNl/H9z9mlQBfwtQ2yfw14SER0Vp4/qvJ4Z22mlNIoMFGzfz3vycoEcDjVNtnGNiciHkk2bO6qygWQttk2tvd/J/sfcFNE7I2Ivoj4d2QXsr/TiHPR6TnLNj/bY3vt1gTb2OZbcu1mgKm7K49Pqkt/Itm3mQN1eS+MiB+oy/vkyuMAJ1H55uV/kg2rfOuma6tG2Ko2vwB4KHBTZXs68F6y+7Tqvy3X1nknWe/yeI/NnQAABYhJREFUDZXn6200tUHeKbI231WTdyWltHiSvLXtPXCKMuEUfw/UcNvS5hHRBrwH+HBKqX4EhLbPtrR3SukLwBVkAeUBYJrsb/nVKaXfO8tz0Jk5mzbfNK/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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "MAPE : 0.1626\n" ] } ], "source": [ "widgets.interact_manual.opts['manual_name'] = 'Run ARIMA' \n", "interact_manual(arima_validation,\n", " p=widgets.BoundedIntText(value=0, min=0, step=1, description='p:', disabled=False),\n", " d=widgets.BoundedIntText(value=1, min=0, max=2, step=1, description='d:', disabled=False),\n", " q=widgets.BoundedIntText(value=1, min=0, step=1, description='q:', disabled=False));\n", "\n", "arima_validation(0, 1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model seems to give a directionally correct forecast and the actual observed values lie within the 95% confidence band. \n", "\n", "A much more convenient approach is to use `auto_arima()` which searches multiple combinations of $p,d,q$ parameters and chooses the best model. see `auto_arima()` [manual](https://www.alkaline-ml.com/pmdarima/modules/generated/pmdarima.arima.auto_arima.html#pmdarima.arima.auto_arima) for parameters settings." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit ARIMA: order=(0, 1, 0); AIC=3108.202, BIC=3115.562, Fit time=0.002 seconds\n", "Fit ARIMA: order=(1, 1, 0); AIC=3085.720, BIC=3096.761, Fit time=0.036 seconds\n", "Fit ARIMA: order=(0, 1, 1); AIC=3082.268, BIC=3093.308, Fit time=0.039 seconds\n", "Fit ARIMA: order=(1, 1, 1); AIC=3084.181, BIC=3098.901, Fit time=0.067 seconds\n", "Fit ARIMA: order=(0, 1, 2); AIC=3084.182, BIC=3098.903, Fit time=0.065 seconds\n", "Fit ARIMA: order=(1, 1, 2); AIC=3086.179, BIC=3104.580, Fit time=0.110 seconds\n", "Total fit time: 0.330 seconds\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
ARIMA Model Results
Dep. Variable: D.y No. Observations: 293
Model: ARIMA(0, 1, 1) Log Likelihood -1538.134
Method: css-mle S.D. of innovations 46.084
Date: Thu, 22 Aug 2019 AIC 3082.268
Time: 10:02:57 BIC 3093.308
Sample: 1 HQIC 3086.690
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
const 0.2164 1.823 0.119 0.906 -3.356 3.789
ma.L1.D.y -0.3241 0.057 -5.724 0.000 -0.435 -0.213
\n", "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Roots
Real Imaginary Modulus Frequency
MA.1 3.0859 +0.0000j 3.0859 0.0000
" ], "text/plain": [ "\n", "\"\"\"\n", " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D.y No. Observations: 293\n", "Model: ARIMA(0, 1, 1) Log Likelihood -1538.134\n", "Method: css-mle S.D. of innovations 46.084\n", "Date: Thu, 22 Aug 2019 AIC 3082.268\n", "Time: 10:02:57 BIC 3093.308\n", "Sample: 1 HQIC 3086.690\n", " \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.2164 1.823 0.119 0.906 -3.356 3.789\n", "ma.L1.D.y -0.3241 0.057 -5.724 0.000 -0.435 -0.213\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "MA.1 3.0859 +0.0000j 3.0859 0.0000\n", "-----------------------------------------------------------------------------\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from statsmodels.tsa.arima_model import ARIMA\n", "\n", "arima_house = pm.auto_arima(df_house.sales, \n", " start_p=0, start_q=0,\n", " test='adf', # use adftest to find optimal 'd'\n", " max_p=4, max_q=4, # maximum p and q\n", " m=12, # 12 for monthly data\n", " d=None, # let model determine 'd' differencing\n", " seasonal=False, # No Seasonality\n", " #start_P=0, # order of the auto-regressive portion of the seasonal model\n", " #D=0, # order of the seasonal differencing\n", " #start_Q=0, # order of the moving-average portion of the seasonal model\n", " trace=True,\n", " error_action='ignore', \n", " suppress_warnings=True, \n", " stepwise=True)\n", "\n", "display(arima_house.summary())\n", "_ = arima_house.plot_diagnostics(figsize=(10,7));\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can review the residual plots. \n", "\n", "- Standardized resitual: The residual errors seem to fluctuate around a mean of zero and have a uniform variance.\n", "\n", "- Histogram plus estimated density: The density plot suggests normal distribution with mean zero.\n", "\n", "- Normal Q-Q: All the dots should fall perfectly in line with the red line. Any significant deviations would imply the distribution is skewed.\n", "\n", "- Correlogram: The Correlogram (ACF plot) shows the residual errors are not autocorrelated. Any autocorrelation would imply that there is some pattern in the residual errors which are not explained in the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ARIMA forecast**" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Forecast\n", "n_periods = 24\n", "fc, conf = arima_house.predict(n_periods=n_periods, return_conf_int=True)\n", "index_of_fc = pd.period_range(df_house.index[-1], freq='M', periods=n_periods+1)[1:].astype('datetime64[ns]') \n", "\n", "# make series for plotting purpose\n", "fc_series = pd.Series(fc, index=index_of_fc)\n", "lower_series = pd.Series(conf[:, 0], index=index_of_fc)\n", "upper_series = pd.Series(conf[:, 1], index=index_of_fc)\n", "\n", "# Plot\n", "plt.plot(df_house.sales)\n", "plt.plot(fc_series, color='darkgreen')\n", "plt.fill_between(lower_series.index, \n", " lower_series, \n", " upper_series, \n", " color='k', alpha=.15)\n", "\n", "plt.title(\"Final Forecast of House Sales\")\n", "plt.show()\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ARIMA vs Exponential Smoothing Models**\n", "\n", "While linear exponential smoothing models are all special cases of ARIMA models, the non-linear exponential smoothing models have no equivalent ARIMA counterparts. On the other hand, there are also many ARIMA models that have no exponential smoothing counterparts. In particular, all exponential smoothing models are non-stationary, while some ARIMA models are stationary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seasonal ARIMA (SARIMA) Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ARIMA model does not support seasonality. If the time series data has defined seasonality, then we need to perform seasonal differencing and SARIMA models.\n", "\n", "Seasonal differencing is similar to regular differencing, but, instead of subtracting consecutive terms, we subtract the value from previous season.\n", "\n", "The model is represented as SARIMA$(p,d,q)x(P,D,Q)$, where\n", "- $D$ is the order of seasonal differencing\n", "- $P$ is the order of seasonal autoregression (SAR)\n", "- $Q$ is the order of seasonal moving average (SMA)\n", "- $x$ is the frequency of the time series." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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dg4wx4SLyOTDGNiO0GGsmoy3wCtbs0beZ7UXkN6y1MluBU1gpa89jFT84aGv2PdZC/nki8jFWWtZzXJ7G9ydW5brvROQjW7unsNLDisNORDL3OXIGamNtFDsA2Gd7LEn/B/QANojIJKyUQResgPEu4MkcG9PmZiJwH7BGRCZgzUjZ2cZ+B/CpMWZzIcc1GquK3WYR+QCrylw1rFm0EdnXMBXR/4BRwDci8rqt/178EwhnFLN/pZS6pmmApJRS166RWDM/j2OtLXLACngmA+8YY1KytV2J9UZ+ONbsUjRWoPN2ZuEBY0yEiPTBSr2bj7XmZjxQBRib2ZExJlRE7sMqGb4AK2XrW1vb4mzEWgGrHDdYwd4pYCfWzNTcHM+n2IwxJ2wV3t4AxmCltV3AKg2+FMh3VskYEy8it2IFpU8AdWxjP4I1gxdZhHHtFJF2wJtYa8c8sP69VmAFpsViG3NXrODuI6wZwT+wyqgvBs4V9x5KKXUtk0u3Z1BKKaXUjUhEXsUKemsXYOZMKaWuWzqDpJRSSt1gRORZ27ehWJvLdsVKp/xGgyOl1I1OAySllFLqxpOAtQ4pAGu91xHgQ6wZJKWUuqFpip1SSimllFJK2diV9QCUUkoppZRSqrzQAEkppZRSSimlbDRAUkoppZRSSimb67ZIg21X9xpYe1oopZRSSimlbmwewHGTTxGG6zZAwgqOtFSpUkoppZRSKpMfcOxKDa7nAOkCQFRUFJ6enmU9FqWUUkoppVQZOX/+PLVq1YICZJddzwESAJ6enhogKaWUUkoppQpEizQopZRSSimllI0GSEoppZRSSillU+gASURqisg3IhIrIgkiskNEWmc7LyIyTkSOi0iiiKwSkSY5+nAWkc9E5LSIxIvIryLil6NNRRGZIyJxtq85IuJd9KeqlFJKKaWUUldWqDVIIlIRWA+sBHoBMUA94Fy2Zi8Bo4FHgQPA68CfItLQGJO5KGoicA/wIBALfAosEpHWxph0W5tvsapM9LT9/BUwx3ZdiUlPTyc1NbUku1TqqnBycsLOTieBlVJKKVV0F5JSWbonmg51fahVybWsh1MuSD5lwC9tLPIB0MkYc2se5wU4Dkw0xnxoO+YMnAReNsZ8KSJewClgsDHme1ubGkAUcJcxZpmINAL2Ah2MMZttbToAG4EgY8z+AozVE4iLi4vLtUiDMYbo6GjOnTt3+cVKXQPs7OyoU6cOTk5OZT0UpZRSSl2jXl+4m282HUEEujasyuCO/tzWoAp2dlLWQytR58+fx8vLC8DLGHP+Sm0LW8XuXmCZiPwI3I5VQ3yKMWaa7XwdwBf4I/MCY0yyiKwGbga+BFoDjjnaHBeRPbY2y4COQFxmcGRrs0lE4mxtLguQbIGYc7ZDHld6IpnBUdWqVXF1dcWK7ZS6NmRkZHD8+HFOnDhB7dq19fdXKaWUUoWWkWFYuuckAMbA8tAYlofGEODjyiMd/HmgTS28KjiW8SivvsIGSHWBp4DxwHtAO2CSiCQbY77GCo7AmjHK7iTgb/veF0gxxpzNpY1vtjYxudw/JlubnP4DjC3Ik0hPT88Kjnx8fApyiVLlTpUqVTh+/DhpaWk4Ot54f7yUUkopVTzbo85x+mIyHs4OzH/qZuYFH2H+1qNExibwzu/7+PSPA/RtWYPBHQJoXOPG2TansAsY7IBtxphXjTHbjTFfAtOwgqbscubtSS7HcsrZJrf2V+rnfcAr25dfHu2y1hy5umqepbp2ZabWpaen59NSKaWUUupyf+615jQ6B1Wloa8HY+9pwqZXu/Fuv6YE+XqQmJrOd1uiuGvSWh6YuoHfdh4nJS2jjEdd+go7g3QCa21QdvuA+2zfR9sefW1tM1Xln1mlaMBJRCrmmEWqCmzI1qZaLvevwuWzU4CVygckZ/5ckJQjTUtS1zL9/VVKKaVUcfy513rr3qPxP2+73ZwdGNTen4fb1WZLxBm+3nSYZXuiCY48S3DkWap4ODPmzoYMaFOrrIZd6gobIK0HGuY4Fggctn0fgRXc9AC2A4iIE9Z6pZdtbUKAVFubH2xtqgNNsSrggVWMwUtE2hljttjatMeaGcoMolQRREZGUqdOHbZv385NN91UoGtmz57N888/X6IFLYoyjpIUEBDA888/z/PPP3/V762UUkqp69OeY3EMnrGZhJR0XBztcXG0o4KjPS6O9jg72lPB0c467mBPBSfr/G0NqtCrWfWrPtbwUxcJPxWPo73QuWGVy86LCO3r+tC+rg8nzyfx7eYjfLvlCKcuJPPS/F0cjo3nxTsaXpcf2BY2xW4C0EFEXhWR+iLyMPAEMBnAWCXxJgKvikg/EWkKzAYSsMp2Y4yJA2YAn4pINxFpCXwD7Ab+srXZBywFpolIB1sFu2nAooJUsLveRUVF8fjjj1OjRg2cnJzw9/dn5MiRxMbG5nttrVq1OHHiBE2bNi3w/QYOHMiBAweKM+QiOXToEA899BA1atTAxcUFPz8/+vTpUyJjCQ4O5oknniiBUSqllFJKWWaui+BsQirJaRnEJaZy8nwykbEJhEZfYGfUOTYdOsOq/adY+nc0P28/xndbonjm223sjLr6VZUz0+s61PXB0+XKa5mrebowqkcg61/uynPdGgAweWU4L/y487pMuSvUDJIxJlhE+mGt9/k/rBmj540xc7M1+wioAEwBKgKbgTuy7YEEMApIw5pBqgAsBx7NtgcSwCBgEv9Uu/sVeLYw470eHTp0iI4dOxIYGMh3331HnTp1+PvvvxkzZgxLlixh06ZNVKpUKddrU1JScHJywtc3rzoXuatQoQIVKlQoieEXWEpKCj169CAoKIgFCxZQvXp1jh49yuLFi4mLiytWv05OTlSpcvknJUoppZRSRXUhKZXFe6wVJtOHtCGgshtJqem2rwwSs77/59iqAzGsD4vlpfm7+PXfnXB2sL9q480MkLKn1+XHycGO0T0C8fOuwH9+3s2Cbcc4dSGZKYNa4ZFPkHVNMcZcl1+AJ2Di4uJMTomJiWbv3r0mMTHxsnPlXc+ePY2fn59JSEi45PiJEyeMq6urefLJJ7OO+fv7m7ffftsMHTrUeHp6miFDhpiIiAgDmO3bt2e1++WXX0z9+vWNi4uL6dy5s5k9e7YBzNmzZ40xxsyaNct4eXlltR87dqxp0aKF+frrr42/v7/x9PQ0AwcONOfPn89qs2TJEtOpUyfj5eVlKlWqZO6++24TFhaWdT63cWS3fft2A5jIyMgrvh5Hjx41AwYMMN7e3qZSpUrm3nvvNREREVnnhw4davr06WPee+89U716dePv75/12kyYMCGr3blz58y//vUvU6VKFePh4WG6dOliduzYkXV+x44dpnPnzsbd3d14eHiYVq1ameDg4CuOrbRdy7/HSiml1PXm+y1HjP/Li0yXT1aajIyMAl0TezHZtHrrD+P/8iLz6bLQUh7hP2LOJ5mAVxYZ/5cXmWNnE/K/IBcrQk+aRm8sMf4vLzK9Jq4x0XHl+/1IXFycwSr25mnyiSMKm2J33TLGkJCSViZfpoCb9Z45c4Zly5bx9NNPXzaj4+vry6BBg/j+++8v6e/jjz+madOmhISE8MYbb1zWZ2RkJPfffz99+/Zlx44djBgxgtdeey3fsYSHh7Nw4UIWLVrEokWLWL16NR988EHW+fj4eEaPHk1wcDDLly/Hzs6Ofv36kZFRsGnYKlWqYGdnx/z58/Os0paQkECXLl1wd3dnzZo1rFu3Dnd3d3r27ElKSkpWu+XLl7Nv3z7+/PNPFi1adFk/xhjuvvtuoqOjWbx4MSEhIbRq1Ypu3bpx5swZAAYNGoSfnx/BwcGEhITwyiuvaGltpZRSSmWZv+0oAPe39ivwupxKbk681cda9jBlVTh/Hy96lkxhrAg9iTHQtKYnNbyLliXUpWFV5j3RgcruTuw9cZ7+UzYQFnMh/wuvAYUt0nDdSkxNp/H/LSuTe+99605cnfL/pzh48CDGGBo1apTr+UaNGnH27FlOnTpF1apVAejatSsvvvhiVpvIyMhLrpk6dSoNGzbk448/BqBhw4bs2bOHd99994pjycjIYPbs2Xh4WPvxDh48mOXLl2ddd999913SfsaMGVStWpW9e/cWaP1TzZo1mTRpEi+99BJvvvkmbdq0oUuXLgwaNIi6desCMG/ePOzs7Jg+fXrWH6JZs2bh7e3NqlWruOOOOwBwc3Nj+vTpWWWxc1q5ciW7d+8mJiYGZ2drr+FPPvmEhQsXMn/+fJ544gmOHDnCmDFjCAoKAqBBgwb5PgellFJKFZ0xhrmbj5CQksaD7Wrnu06mLB2OjWdLxBnsBPq3zHOnmVzd1cyXnk18Wfp3NGN+3MUvz3bC0b505zCy0usaFW7ZRU7N/bxZ8FQnhs7aQsTpeO77YiPTh7ahbUDuyz2uFTqDdB3JnDnK/qlFmzZtrnjN/v37adu27SXH2rVrl++9AgICsoIjgOrVqxMT88/evuHh4Tz88MPUrVsXT09P6tSpA8CRI0fyfyI2zzzzDNHR0XzzzTd07NiRH3/8kSZNmvDnn38CEBISQlhYGB4eHri7u+Pu7k6lSpVISkoiPDw8q59mzZrlGRxl9nPx4kV8fHyy+nF3dyciIiKrn9GjRzN8+HC6d+/OBx98cEn/SimllCp5O6LO8frCPby3OJRbP1zJ5JVhxCenlfWwcvXTtmMA3NKgCr5eLoW6VkR4u29TvF0d2XviPFNXle57jISUNNYePA3AHU0Kvv4oL7V9XPnpqZtpVdubuMRUBk3fzJLdJ/K/sBzTGSSbCo727H3rzjK7d0HUr18fEWHv3r307dv3svOhoaFUrFiRypUrZx1zc3O7Yp/GmMumgQuS8pczvUxELkmfu+eee6hVqxbTpk2jRo0aZGRk0LRp00tS3wrCw8ODe++9l3vvvZd33nmHO++8k3feeYcePXqQkZFB69atmTt37mXXZS/CkN9rkJGRQfXq1Vm1atVl57y9vQEYN24cDz/8ML///jtLlixh7NixzJs3j379+hXq+SillFKqYOZstHaRcbK3Iy4xlY+X7WfmugievL0ej3Twp4LT1StocCUZGYafQqz0uvta1SxSH1U8nBl3TxOe/34Hk1Yc5M6mvgRW88j/wiJYe/A0yWkZ+FWsQJBvydyjkpsTc4d3YOS87fyx9yRPf7uNN+5uzLBb6pRI/1ebziDZiAiuTg5l8lXQPFUfHx969OjBlClTSExMvORcdHQ0c+fOZeDAgYWqRx8UFERwcPAlx7Zu3Vrg63MTGxvLvn37eP311+nWrVtW6l9xiQhBQUHEx8cD0KpVKw4ePEjVqlWpX7/+JV9eXl4F7rdVq1ZER0fj4OBwWT/Zg83AwEBGjRrFH3/8Qf/+/Zk1a1axn5NSSimlLhd7MZlFu6xZiO+e6MCEgS0I8HElNj6Fdxfv47aPVzJ7fQTJabmvU76aNkXEcuxcIh7ODtzZpOgpa31uqkG3oKqkphvG/LiTtPTSKZ+dvXpdSe5hVMHJni8eac3gDv4YA28t2su7v+8lI6Nga+3LEw2QrjGff/45ycnJ3HnnnaxZs4aoqCiWLl1Kjx49qFmzZr5rh3IaMWIEoaGhvPzyyxw4cIAffviB2bNnAxT5P5qKFSvi4+PDV199RVhYGCtWrGD06NGF6mPHjh306dOH+fPns3fvXsLCwpgxYwYzZ86kT58+gFU4oXLlyvTp04e1a9cSERHB6tWrGTlyJEePHi3wvbp3707Hjh3p27cvy5YtIzIykg0bNvD666+zdetWEhMTefbZZ1m1ahWHDx9m/fr1BAcH57kWTCmllFLF88PWo6SkZ9CsphetanvTr6Uff42+nY/ua05N7wqcupDMuN/20vnjVczdfLhM9+KZb5s96t2iBi4FzArKjYjwbr9meLg4sPNoHNPXRZTUELOkZxhWhFpLIgpT3rug7O2Et/o04eWe1prtaWsjGPn9jnIRyBaGBkjXmAYNGrB161bq1avHwIEDqVevHk888QRdunRh48aNee6BlJc6deowf/58FixYQPPmzfniiy+yqthlFiwoLDs7O+bNm0dISAhNmzZl1KhRWUUgCsrPz4+AgADefPNN2rdvT5dpC3MAACAASURBVKtWrfjvf//Lm2++mTU+V1dX1qxZQ+3atenfvz+NGjVi2LBhJCYm4unpWeB7iQiLFy/mtttuY9iwYQQGBvLggw8SGRlJtWrVsLe3JzY2liFDhhAYGMiAAQPo1asXb775ZqGek1JKKaXyl55h+GaTlV43uKN/1ge2DvZ2DGhbi5Uvduadvk3x9XThRFwSr/28h66fruKHrVGlNuuSl4vJaSzZHQ1Y1euKy9fLhTd6NwZg/J8HCIu5WOw+sws5fJYz8Sl4VXCkXSkVUhARnupcj4kDb8LRXvjj72gOnizZ51HapKAlpq81IuIJxMXFxV32ZjkpKYmIiAjq1KmDi0vhFtLdCN59912mTp1KVFRUWQ9FXYH+HiulricnzydRyc2p1Kt3qfJv+b6TPP6/rXhVcGTTf7rludYoKTWdbzcfYcqqcE5fTAagbmU33unblJvrV871mpL249YoxszfRd3Kbix/4fYSSVkzxjB0VjBrDpyiVW1vfnzyZuztSiYV7t3f9zJtbQT9WtZkwsCbSqTPK1kfdpqLyWnFSj0sKefPn89cguFljDl/pbb6V0gxZcoUgoODOXToEHPmzOHjjz9m6NChZT0spZRSN4itkWe49cOV9Bi/msOx8WU9nOvWuYQUNoSfLvD+i2Xla1txhgFt/K5YiMHF0Z5ht9Rh7Utd+E+vICq6OnLodDwPT9/MmB93ci6hcIWhiiIzve6+Qux9lB8R4f3+zXB3dmDbkXPM3hBZIv0aYy5Zf3Q1dKpfuVwER4WlAZLi4MGD9OnTh8aNG/P222/zwgsvMG7cuLIellJKqRvEhL8OkJKeQWRsAv2nbGBH1LmyHtJ1Jyk1nf5fbODhaZv5z4LdpJfThfOHY+NZfeAUAIPa+xfomgpO9oy4vR5rXurCkI7+iMCPIUfpPn41v+48XmoB4ZHYBDZHnEEE+hexel1eanpX4D93Wet4Pl4WSuTp4n9wEBZzkcjYBJzs7bgtsEr+F9zANEBSTJgwgePHj5OUlMSBAwd44403cHDQCvBKKaVK3/YjZ1kfFouDnRDk60FsfAoPfrUx65NuVTIm/HWAQ6esN9nzgqN4/vsdpF7l9ToFkbn26PbAKgRUvvI2HTl5uDjyVp+mzH+yIw2qunP6YgrPfbedYbODOXYuMf8OCumnbdbs0S31K1Pdq0KJ9/9Q29p0rOtDUmoGL/+0q9jV4P6w/Td1c30f3J31fd6VaICklFJKXUeMMfz7u+10H7+aD5eG8vfxuHKdUjV5pbUpZt+WNfnpqZu5PbAKSakZjJizlTkbI8t0bNeLHVHnmLbmEACP3hyAo73w287jPPVNCEmp5ae6WFJqOj9stYKOIR0LNnuUm9b+lfj9uVsZ3SMQJ3s7Vu4/RY/xq5m5LqLEZs4yMkxWgFQSxRlyY2cnfHhfcyo42rM54gxzNx8uVn9XO73uWqYBklJKKXUdCTl8lt92Hics5iJfrArn7knr6Pbpasb/sZ+DJy+U9fAuERp9nr/2nUQEnupcDzdnB6YPbcPANrXIMPDGL3/zwZLQcrmPStSZBJ6Zu42Jfx3gQDl7XbNLTkvnpfk7yTDWPjvj7m3CV4Pb4Oxgx1/7Ynj8f8HEJ6eV9TAB+HXnceISU6npXYHODasWqy8nBzue69aAxSNvpV1AJRJS0nlr0V76f7GBfSeuuD6/QDZHnOHoWWvvozsal94am9o+rrzcsyEA7y8JJepMQpH6iTmflJW62r2RBkj50QBJKaWUuo7MsaUodarvQ88mvjg72HHodDyTVoTRY8Ia7pywhs+WHySiBNY0FFfm7NFdzapTr4o7AI72dnxwXzNG9wgEYOrqcEb9UP72URn769/8vvsEE/86yB0T1tB9/GrG/3mA0Ojz5WrGbvKKMA6cvIiPmxNj72kCQJegqsx+rB1uTvasD4tl8IzNxCWmlvFI/0mve6SDf4lVbatf1Z15T3Tg3X5N8XB2YGfUOe75bB0fLQ0t1uzZP3sfVb9iIYmSMKRjAG0DKpKQks5/Fuwu0u/XX/usvY9a1PKmmqdWvs2PBkhKKaXUdeL0xeSsPVn+06sRUwe3JuSNHkwceBPdG1XF0V7Yf/ICn/55gC6frOLuSWv5YlV4kT+VLo6I0/H8vus4AM90rn/JORHhuW4N+OSBFjjYCb/sOM7QmVvKxZt4gG1HzrIiNAZ7O6Fzwyo42dsRFnORScsP0nPiWrqNX80ny/az93jZBkt/H49jyiorCH2rT1MquTllnetYz4dvhrfHq4Ij246c46GvNhFrK5VdFnZEnWPX0Tic7O0Y0KZkU9bs7IRB7f3564Xb6dnEl7QMw5RV4fScuIa9xws/mxSfnMaSPSeA0kuvy87OTvjo/hY4O9ixLuw0E/86WOg+/thr/V24Q9PrCkQDJKWUUuo68cPWKFLSM2hRy5umNb0AcHd2oG/Lmkwf2patr/Xgo/ubc1tgFezthL+Pn+fDpaF0/mQVC7cfu6pj/WJVGBkGugVVpXGN3Df3vr+1H7Mea4u7swObDp3hgakbSmWxfWGN/+MAAPe1qsnsx9qx9Y3uTBjYgu6NquFkb8ehU/F8vjKMuyatpeunq/loaSh7jl3dtWCp6Rm8NH8XaRmGXk19ubt59cvatKxdkXlPdKCyuxN7T5xnwJcbiY5LumpjzG6OrbR37+bV8XEv2kb1+anm6cLUwa35cnBrqnk6ExmbwCMzNhc6RXLJnmgSUtKpU9mNVrUrlspYc6pT2Y23+zQF4L/LDxbqv9eLyWlsCIsFNEAqKC1hoZRSSl0H0jMM324+AsAj7Wvn2sbL1ZEBbWoxoE0tzsSnsHRPNAu2HWXr4bOMmb+TKh7OdLoKG2weO5fIgm3WG7xnuta/YttbG1Th+xEdeGxWMAdOXqT/lPXMerRdnkFVadt0KJZ1YadxtBf+3bUBAJ4ujvRr6Ue/ln5cSEplRWgMv+86waoDp4g4Hc+UVeFMWRWOk4MdVdydqezhTBV3Jyq7O1PFw/mSx8ruTlTxcMbd2aFY++p8teYQfx8/j7erI2/2aZJnu0bVPfl+REcemb6Z8FPxPPDlBr4d3oFalVyLfO/COhOfwm+22cTBxSjOUFB3NvGlQ10fhszYzM6jcQyavpkfRnSkTgGr5s0PiQKsALmk9j4qiAFtaxF++iJfrj7ES/N34VexAm0CKuV73ZoDp0hJzyDAx5X6Vd2vwkivfTqDpIpMRFi4cGGp9BUaGkqHDh1wcXHhpptuyvNYeVaSr49SSuVn9YEYjp5NxKuCI/e0qJFv+0puTjzcvjY/jOjI3c2rk5pueHJOSIksYM/PV6vDScsw3FzPp0CfwDep4cXPz3QisJo7J88nM+DLjaw9eKrUx5mTMSZr9mhg21q5BhEeLo70uakmXw1pw7Y3ejDpoZZZa8FS0jI4di6RnVHn+GtfDPOCo/hsRRhjf/2bp+duY8CXG+n66WqajfuDrp+uLvJ+UAdOXuC/tjSssfc0pqrHldec1Kvizg8jOuLv40rUmUTun7qBsJirV3jix61RpKRl0LSmJzfV8r4q9/Sq4Mj/hrUjyNeDUxeSGTRtU4FSTaPOJLDpkLX3Ub9WpZ9el9PLdwbRs4kvKekZPDEnpEAbK2evXnc1A7prmQZI15jOnTvz/PPPX3Z84cKF5e6X/tFHH0VEEBEcHR2pVq0aPXr0YObMmWRkXLr3wokTJ+jVq1fWz2PHjsXNzY39+/ezfPnyPI+VZzmfk1JKlaZvNlmzRw+09sPFseCLxu3shE8faEG7OpW4kJzGY7OCOV6KaWynLiQzL9j6BP7ZLleePcqupncFfnzyZjrUrcTF5DSGztzC+4v3XdUy1evCTrMl8gxODnY826VBvu3dnR24t0UNpg5uza5xd7D2pS78/PTNTBvShvf6WYUoBnfwp1dTX9r4VyTAxxU324L/iNPxPDB1A99sOlyo1Lz0DMOY+btISc+ga1BV+t5UsA1Ma1Vy5ccRHbMFoZvYcyyuwPctqvQMwze28tVDOgRc1fcy3q5OfDO8PfWquHE8LolB0zfnm2KYWdq7U73K1PQu+b2P8mNnJ0wYeBPN/bw4E5/CsNnBxCXkvTYvNT2DFaFWgYYepVht73qjAZIqVT179uTEiRNERkayZMkSunTpwsiRI+nduzdpaf+UFfX19cXZ+Z+c4/DwcG655Rb8/f3x8fHJ81hhpaSkFO8JFULO56SUUqUl6kwCK/dbb4IGdSh8ipKLoz3TBrehflV3os8n8eis0iuIMGNdBMlpGbSs7U3HeoX7W575qf+ANn5kGPhyzSHu+Wwdu4+W/ht5Ywyf2GaPHmnvj69X4SqBOTvYU6uSKy1rV6RH42o83L42z3VrwNt9m/LFI62Z/9TNrBrThb/f6sn2N3pwZ5NqpKYbXl+4hxd+3EliSsECwZnrItgZdQ4PZwfe7de0UAFHVU8X5j3RkWY1rTffD03bxNcbIzmXUHr/71xz4BRRZwo+81nSKrs78+2/OuDv48qRMwk8PH0Tpy7kXqziaux9VBAVnOyZPqQN1b1cCD8Vz1NzQ/Lc9Dc48gxxialUcnOitf/VWS91PdAA6Tq1c+dOunTpgoeHB56enrRu3ZqtW7cCMG7cuMtS1CZOnEhAQEDWz8HBwfTo0YPKlSvj5eXF7bffzrZt2wo9DmdnZ3x9falZsyatWrXi1Vdf5ZdffmHJkiXMnj07q132dDQRISQkhLfeegsRYdy4cbkeAzh27BgDBw6kYsWK+Pj40KdPHyIjI7P6ffTRR+nbty/vv/8+NWrUIDDQKhubkpLCSy+9RM2aNXFzc6N9+/asWrUq67rZs2fj7e3NsmXLaNSoEe7u7lnBXnYzZ86kSZMmODs7U716dZ599tlcn1NkZCQiwoIFC+jSpQuurq60aNGCjRs3XtLftGnTqFWrFq6urvTr14/x48fj7X110g2UUteub7ccwRi4tUHlAq+jyMnL1Qo+qno4c+DkRZ74emuJl9aOS0jNKuX8bJf6RZotcHaw56P7WzBtSBsquztzMOYifaesZ/wf+0lJy/1NYklYERrDzqhzVHC056nO9UrtPgAV3ZyY+khr/tMrCDuBBduO0W/K+nzTqSJOx/PJH/sBeO3uRlT3KvwMRyU3J+b+qz1tAypyISmN//vlb9q9u5ynvgnhr70n83wjXlRfb4wErJnP0i6XnZdqni7MHd6eGl4uHDoVz+AZmzkbf3lQuCXyDFFnEnF3duDOJmU7G1PV04UZQ9vi5mTPhvBY3li4J9eZxsz0uq5BVUusdPqNQAOkTMZASnzZfJVCVZtBgwbh5+dHcHAwISEhvPLKKzg6Ohb4+gsXLjB06FDWrl3Lpk2baNCgAXfddRcXLhQ/J7lr1660aNGCBQsW5Hr+xIkTNGnShBdeeIETJ07w4osv5nosISGBLl264O7uzpo1a1i3bl1WIJN9pmj58uXs27ePP//8k0WLFgHw2GOPsX79eubNm8euXbt44IEH6NmzJwcP/lM6MyEhgU8++YQ5c+awZs0ajhw5wosvvph1/osvvuCZZ57hiSeeYPfu3fz666/Ur3/ldJHXXnuNF198kR07dhAYGMhDDz2UNZO2fv16nnzySUaOHMmOHTvo0aMH7777bpFfZ6XUjSE5LZ0fbClrjxRh9ii7mt4VsqrGbY44w4s/7irRTVpnb4jkYnIaQb4edA0q3kagPRpX449Rt9G7eXXSMwyTVoTRd/L6UllDlZFh+NQ2ezT05gCqeJR+doCIMOL2enwzvD2V3Z0Ijb5A78/W8ZftDW9uY3x5/i6S0zLoVN+HgW1rFfneni6OzHm8PW/0bkyj6p6kpGewZE80w7/eSof3lvPWb3v5+3jxZ+2OxCaw6oC1lqwoM58lya+iK9/+qwNVPZwJjb7AkJlbOJ906Sxq1t5HzUt/76OCaFzDk88ebomdwLzgKKatPXTJeWPMJeuPVMFpFbtMqQnw3tWf2gXg1ePgVLRP/PJy5MgRxowZQ1BQEAANGuSfK51d165dL/n5yy+/pGLFiqxevZrevXsXe3xBQUHs2rUr13O+vr44ODjg7u6Or6/1CY27u/tlx2bOnImdnR3Tp0/P+hRy1qxZeHt7s2rVKu644w4A3NzcmD59Ok5O1v4P4eHhfPfddxw9epQaNax/8xdffJGlS5cya9Ys3nvvPQBSU1OZOnUq9epZnxQ+++yzvPXWW1njfOedd3jhhRcYOXJk1rG2bdte8Xm/+OKL3H333QC8+eabNGnShLCwMIKCgvjss8/o1atXVhAWGBjIhg0bsoI6pVT5Fxp9nuX7YujZ1Ddr49PStnRPNLHxKVT3cqFbMYMOsAoifPFIKx6bFcxvO49Tw8uF/9zVqNj9xienMWtDBADPFHH2KKdKbk58/nArejY9zhsL97D3xHnu/Xwdz3cPZMRtdXGwL5nPgZf+Hc3eE+dxd3ZgxG11S6TPgrq5XmUW/ftWnp4bwrYj5xj+9Vae6VKP0T0aXjIj8M3mw2yJPIOrkz0f9G9e7NfXxdGex2+pw+O31GHv8fP8tO0ov+w4xumLKcxcH8HM9REE+Xpwf2s/+txUs0hB49zNhzEGbgusUuSZz5IUUNmNucPbM/CrTew+Fsdjs4L5elg73JwdiE9OY/Huq7f3UUF1DarGG70b8+Zve3l/SSj+Pm5Zs1uh0Rc4ejYRZwc7bm1Q+tUpryc6g3SdGj16NMOHD6d79+588MEHhIeHF+r6mJgYnnzySQIDA/Hy8sLLy4uLFy9y5MiREhmfMabYf7xDQkIICwvDw8MDd3d33N3dqVSpEklJSZc832bNmmUFRwDbtm3DGENgYGDWde7u7qxevfqS61xdXbOCI4Dq1asTE2Pl+MfExHD8+HG6detWqDE3b978kv4y+wLYv38/7dq1u6R9zp+VUuVPXGIqczYd5t7P19Fz4lo+XrafAVM3cujUxaty/8yUtYfa1S6xgODWBlX46H7r79WXaw4xe31Esfucu/kw5xJSqVvZjbuaXb4nT3H0bl6DP0bdTo/G1rqdj5ft576pG0ukElt6hmHCn9bs0bBb6lAx22arV4uvl7U26NGbAwCYvDKcoTO3ZG3sGnUmgQ+WhALwcs+gEi/R3biGJ2/0bszG/3RjxtA23NXMFyd7O0KjL/DO7/vo8P5yhs0OZumeaNIKmIKXlJrO91utmc8hZTx7lF2Dah7Mebwdni4OhBw+y/D/bSUpNZ2ltr2PAnxcy91ankdvDmBIR3+Mgefn7chak5c5e3Rrg8q4OumcSGHoq5XJ0dWaySmrexeQp6cncXGXT2ufO3cOT89/9oQYN24cDz/8ML///jtLlixh7NixzJs3j379+mFnZ3dZnmpq6qXTyI8++iinTp1i4sSJ+Pv74+zsTMeOHUusyMG+ffuoU6dOsfrIyMigdevWzJ0797JzVapUyfreze3ST6UyMjKwt7cnJCQEe/tLp8jd3f/5xDdnSqKIZL1uFSoUrXJN9j4zA8TMin65BY1luQO7UipvGRmGjYdi+WFrFEv3RJNsW/viaC9UcnPi5PlkBs/YwvynOhZpHUhBhUafJzjyLA52woPFSKnKTf9WfpyIS+LjZft5c9FefL1c6Nm0aIFNUmo609ZaQdaTneuVylqIKh7OfDW4NT9vP8bYX/9mZ9Q57pq0jjF3NGTYLXWKfM/fdh7nYMxFvCo48vgtxfv/VnE4Odgx7t4mtKztzSs/7WZd2Gnu+Wwdkwe14pM/9pOQkk7bgIoMLsVgw9Hejm6NqtGtUTXOJaTw264T/BRylB1R51gRGsOK0BhqeLkwqIM/D7atdcUNXxftOsG5hFRqelegSwnMfJakJjW8+Prx9jwyfTMbD8UyYk4ICSlWOvx9rfzKXdVgEeH/ejfmcGwCqw+c4vH/BfPLs500va4YNEDKJFLiaW6lISgoiCVLllx2PDg4mIYNG15yLDAwkMDAQEaNGsVDDz3ErFmz6NevH1WqVCE6OvqSN+Q7duy45Nq1a9cyZcoU7rrrLgCioqI4ffp0iTyHFStWsHv3bkaNGlWsflq1asX3339P1apVLwkO89OyZUvS09OJiYnh1ltvLdK9PTw8CAgIYPny5XTp0qVIfeQUFBTEli1bLjmWWVhDKVU+HD2bwE8hx/gxJIqjZ/8phR1YzZ0BbWrRr2VNDFgzSKfjGTxjCz+M6EilUpp1yJw9uqNJNap6Fq6qWkE83bkex84l8u3mI4yct4O5w50LtDFlTj9ujeLUhWRqelegX8uClZ0uChGhfys/Otbz4eWfdrPmwCneXbyPP/ZGM/HBloUuy5yWnsHEv6zZoyduq4tXhYKv5S0tfW6qSZCvJ099E8Kh0/H0/2IDxoCzgx0f3d8Cu6u0EN/b1YnBHfwZ3MGf8FMX+XHrUX7YGsVxW1D9378O0rtFdYZ2DKBFLnsbzdkYCcCgDrXLZfGAm2p5M+uxtgyZsYXVtnVSItC/HKXXZedgb8fnD7fk/i82sv/khayNf0WsNDxVOJpid415+umnCQ8P55lnnmHnzp0cOHCAyZMnM2PGDMaMGQNAYmIizz77LKtWreLw4cOsX7+e4OBgGjWycsg7d+7MqVOn+OijjwgPD2fy5MmXBV3169dnzpw57Nu3j82bNzNo0KAizZokJycTHR3NsWPH2LZtG++99x59+vShd+/eDBkypFivxaBBg6hcuTJ9+vRh7dq1REREsHr1akaOHMnRo0fzvC4wMJBBgwYxZMgQFixYQEREBMHBwXz44YcsXry4wPcfN24cn376KZMmTeLgwYNs27aNzz77rMjP59///jeLFy9m/PjxHDx4kC+//JIlS5aUu0+qlLrRpGcYft15nMEzNnPrRyuZ8NcBjp5NxMPZgUHta/PLM51Y9vxtDL+1Lj7uzlR2d+brx9tR3cuFsJiLPDprCxeT0/K/USFdTE7j523HgOIXZ8iLiPDWvU3o3qgqyWkZDP96K+GFTB1MTc9g6mpr8fiI2+viWEJpgFdS3asC/3usLe/3b4abkz3BkWfpPWltoTeXXbDtGJGxCVRyc8pKbysPGvp68MuznbizSbWsOk8v3tGwzNbx1Kviziu9gtjwSlc+faAFzf28SEnPYMG2Y/SZvJ4+k9ezYNvRrKqIO6POsfNoHE72dgxsU7IznyWpbUAlpg1pg5OD9Tt7cz2fMtn7qKA8XByZ8WgbKrs7EX7KqnjYunbFq1JU5HqjAdI1JiAggLVr1xIeHs4dd9xB27ZtmT17NrNnz+aBBx4AwN7entjYWIYMGUJgYCADBgygV69evPnmmwA0atSIKVOmMHnyZFq0aMGWLVsuqc4GVgGEs2fP0rJlSwYPHsxzzz1H1aqFnwJfunQp1atXJyAggJ49e7Jy5UomTZrEL7/8cll6W2G5urqyZs0aateuTf/+/WnUqBHDhg0jMTEx3xmlWbNmMWTIEF544QUaNmzIvffey+bNm6lVq+B/qIcOHcrEiROZMmUKTZo0oXfv3pdUwSusTp06MXXqVMaPH0+LFi1YunQpo0aNwsWl5D8VVkoV3NuL9vLcd9tZe/A0xkDHuj5MGNiCLa91591+zWhRy/uyDzL8Kroy5/H2VHJzYtfROP5lW8dQkn7efoz4lHTqVXGjY92i7Q1XEA72dkx6qCUtanlzLiGVoTO3sD/6QoFTgBduP8axc4lUdndmwFV8MywiPNSuNktG3kbTmp6cTUhlyMwtfL7iYIEq86WkZfDf5dbf9Kdur4ebc/lKuvFwcWTqI635oH8zxtxppRGWNRdHe+5r7cevz97Cwmc60b9lTZzs7dgZdY7RP+zk5vdX8PGyUL5YZa33vbt59Sum4ZUHtzSozLQhbWgbUJFR3QPLejj58qvoyrQhbXC2BXWaXlc0cr2ucRARTyAuLi7usjfLSUlJREREUKdOHX3zqcq1f/3rX4SGhrJ27drLzunvsVKl7/TFZG5+fwUp6RmMuL0ug9r5U9un4OtGdx+N46Fpm7iYnEaPxtX4YlCrEimkYIyh13/XEhp9gbH3NOaxTqX/5jj2YjL3fbGByNgEAOpUdqN7o6p0b1SN1v4Vc31e6RmGHhNWc+hUPP/pFcSI20t3/6C8JKWmM+7Xv5lnK4feNagqEwbchJdr3ilzczYd5o2Fe6jq4czqMV3KRVnna9Hpi8l8HxzFN5sOcyIu6ZJzC56+mVa1y1fBg+vF+rDTLNp1glfvCsLDpexTQ8uD8+fP4+XlBeBljLnifgA6g6RUOfLJJ5+wc+dOwsLC+Oyzz/jf//7H0KFDy3pYSt2w5m05Qkp6Bi38vHilZ1ChgiOAZn5eWSk6f+49ycs/7S6RfYW2Hj5LaPQFKjja07/V1VkT4ePuzNfD2tO5YRUc7YWI0/FMWxvBwK820ebdvxj9/Q4W7z5xSTrh0j3RHDoVj1cFxzLd58bF0Z4P7mvOR/c1x8nBjhWhMfT+fC17juW+l09Sajqfr7Bmj57pUl+Do2Ko7O7MM13qs/alLkx9pFXWbGf7OpVomcvaJFUyOtWvzPv9m2lwVETla75YqRvcli1b+Oijj7hw4QJ169Zl0qRJDB8+vKyHpdQNKTU9gzm2IgiPdgoo8nrAjvV8mPxwK578JoSfth3Fq4Ijb/RuVKz1hZnFGfrcVOOqFg6o7ePK7MfacSEplbUHT/PX3pOs2B/DuYRUFmw/xoLtx3Cyt6N93Ur0aFyNbzdbW0M81ikA93KQojagbS0a1/DkqbkhRJ1JpP8XG3inT1MG5KgAOHfzEU6eT6aGlwsPtiu/a2SuJQ72dvRsWp2eTasTcyEJTxdHXWOryq2y/2ullMryww8/lPUQlFI2S/dEc/J8MpXdnYu9b0+PxtX4+P7mjP5hJzPXR1DR1ZF/dyvcBt6ZTl9MztqwsrSKM+THw8WRu5pV565m1UlLzyDk8Fn+2neSH5PdUwAAIABJREFUP/eeJDI2gbUHT7P2oFX51M3JvlwVOGha04tFz97KqB92sCI0hpd+2sW2I2cZd28TXBztSUhJ44tVYQD8u1sDnB109qikVfXQtHBVvmmApJRSSuVi9oZIAAa1r10ib5L7t/LjXEIqby3ay6d/HsDL1ZEhHQMK3c8P/8/eeYdHVWZ//HPTE1JIII1OAlJC74hIUUFRVASx74oN21rWXV3d5m9Xt+jquvauu4oFsWAFRAXpvYXeExJSIL1PZu7vjzPDJCE9mRI4n+eZZ27uvHdyMrlz73vec873bEzFYjUZ3LU9AzpHtNiuluLn68PohA6MTujAY9P6cTC7mKW7M/lhdyabU/L41QW9aR/i/uaq9RER4s+bvxjBy8sO8Mz3+/hoQyrJ6fm8csNwvt5+nBNFFXSLCmGWl0o6K4riWtRBUhRFUZQa7DiWz6ajufj7Gtwwulurve8t5/Ukv9TCf37Yz58W7iQ8yJ8rm9AXyGozmbdW0tZc2RC0uRiGQa+YUHrFhHLnhMRaG2B7Cz4+BvdO7s3gru2578MtJKcVcNkLK0+p891/QW+3SJIriuJ9nNXf/DNVwU85O9DzV1FchyN6dOnA+FZvwPrAhb1PpZw99Mk2Ptt8jIpKW6OOXb4vi7S8UiKC/blsUMvS/tyBtzpHVRnfO5qv7xvP4K7tyS+1UFBWSWJ0uyY5roqinFm0yEEyDONRwzBMwzCeq7LPMAzjccMw0g3DKDUMY5lhGEk1jgs0DOMFwzBOGIZRbBjGl4ZhdKkxJtIwjPcMw8i3P94zDKNV5E78/aWgtaSkpDXeTlE8QkVFBUCL+0kpilKdE0XlfLUtHYCbXSCfbRgGf7qsPzOGdsZqM/n1/G0Mf+J7Hvx4K4uSj1NSUXdT2fft0aPZI7oQ5K/f/daic/tg5s8dw83n9qBjaCCPX56Er4/3O3eKoriGZqfYGYYxErgD2F7jpYeBXwM3A/uAPwDfG4bRxzTNQvuY54DpwLXASeAZ4GvDMIabpunopPcB0AW42P7z68B79uNahK+vL+3btycrKwuQhqNtYZVLURzYbDays7MJCQnBz08zZRWlNflwnUh7D+naniEukiH28TF4atYgYsID+XRTGieKyvl8Sxqfb0kjyN+H83tHc/GAOC7oG3uqV09qTgk/7ZX71vWjvS+9rq0T6OfL45cn8fjlSQ0PVhTljKZZMyvDMEKBecDtiAPk2G8ADwBPmqb5mX3fL4FM4HrgNcMwIoBbgZtM01xqH3MjkApcCCw2DKMf4hiNMU1znX3M7cAau6O1tzl2VyUuLg7glJOkKG0NHx8funXrps69orQiVaW954zr4dLf5e/rw6OX9OPhqX3ZkpLL4p0ZLNqZQWpOKUt2ZbJkVyZ+PgZjEjowdUAce44XYJowvndHenZs51LbFEVRzmaau/T8EvCNaZpLDcP4Q5X9PYE4YIljh2ma5YZhLAfOBV4DhgP+NcakG4aRbB+zGBgL5DucI/uYtYZh5NvHnOYgGYYRCARW2RVW3x9gGAbx8fHExMRgsVga+WcrivcQEBCAj89ZXUaoKK3Od8kZZBWWEx0WyCUD3FPj4+tjMKJHFCN6RPHYtH7sOl7A4p2ZLE7OYG9mISsPnGDlgROnxntK2ltRFOVsockOkmEY1yJOzohaXo6zP2fW2J8JdK8ypsI0zdxaxsRVGVNbaCerypiaPAr8uW7La8fX11drOBRFUdxEYZmFV5cfpF98ONMGxOPjZXUe7646DMCNo7sT4Of+BQjDMEjqFEFSpwh+fdE5HD5RzOKdGSzemcGWlDx6x4RyQd8Yt9ulKIpyNtEkB8kwjK7Af4AppmmW1TO0pryWUcu+096+xpjaxtf3Pn8Hnq3ycxhwrIHfqSiKoriRv3y1i082yaW5f/xBfju1DxP7RHtFqui21Dw2p+Th72tw3eiunjYHgJ4d23HnhETunJBITnEFwf6++Kn0tKIoiktp6lV2OBADbDIMo9IwjEpgAnCffdsROaoZ5Ymp8loGEGAYRmQDY2Jr+f3RnB6dAiSVzzTNAscDKKxtnKIoiuIZVu4/wSebjmEYEBrox67jBcx5dwOzX1vDhiM5njaP/9qlvS8b1ImYsNaV9m4NotoFEBygGQ+KoiiupqkO0g/AQGBIlcdGRLBhCHAIcW4uchxgGEYA4kSttu/aBFhqjIkHBlQZswaIMAxjVJUxo4GIKmMURVGUNkJphZXHPt8BSIPTFQ9PYu75CQT6+bDhSC5Xv7qGm99Zz870fI/Yl1VYxlfb7dLe9h5FiqIoytlJk1Ls7DLdyVX3GYZRDJw0TTPZ/vNzwGOGYewH9gOPASWIbDemaeYbhvEW8IxhGCeBHOBfwA5gqX3MbsMwFgFvGIYx1/6rXge+bg0FO0VRFMW9PLd0Hyk5JcRHBPHbqX0IC/Ln0Wn9mDOuJ8//uJ+PN6SybG82y/Zmc9mgeB6a0setSm0frkvFYjUZ2q09g10k7a0oiqK0DVyRyPwU0ufoZSS61BmpWaqa8vYg8AUwH1iFOFDTq/RAArgBcZqW2B/bgZtcYK+iKIriQpLT8nljxSEAnrhyAGFB/qdei4sI4m8zBrL01xO4fHAnAL7efpwLn13Oo59t53h+qcvtq6i08f46kfbW6JGiKIpimGZD2gltE8MwwoH8/Px8wsPDPW2OoihKq1NYZuHueZvJK7HQOyaUxJhQeseE0ismlG5RIV5RzF9ptXHFS6vYmV7AZYPiefH6YfWO35VewL+W7OXHPSJkGuDnw9XDuzB9cCdG9ojC1wWqdwu3pnH/R1uJCQtk5SOTPaJepyiKoriWgoICIiIiACLsegV10tw+SIqiKIqHeW7pflbsl/44O9Kq1+4E+PrQs2M7etVwnBKi2xHo575C/7dWHmZnegERwf78eXpSg+P7dwrn7ZtHsuFIDk8v2sv6IznMW5fCvHUpRIcFcnFSHNMGxjOqZ+s5S++sOgJIfyF1jhRFURSNICmKorRB9mQUcOnzK7HaTB65uC9Wm439WUUcyCriYHYRZRZbrce1D/Hn99P6MWt4F5dLax85UczU536mvNLG07MGcfWIpklnm6bJ6oMn+XxLGkt2ZlBQVnnqtY6hgVw8IJZpA+MZ3bNDs52lLSm5zHh5NQG+Pqz63WSiwwIbPkhRFEVpczQlgqQOkqIoShvDNE2ueW0t64/kcHFSHK/eNLza6zabSVpeKQfsDtOBrCIOZBexP7PwlJMxvndH/jZjIF2jQlxm4w1vrmP1wZOM69WB928d3SKHrKLSxqqDJ/h2+3GW7Mokv9Ry6rWOoQFMTYrjUntkqSmphQ98tIUvtqZz1bDOPDt7SLPtUxRFUbwbdZBQB0lRlDOXz7cc48GPtxHk78MPD02kc/vgRh1XabXx5srD/Pv7fZRX2ggJ8OXhqX34xdge+LRybc/8jak8vGA7gX4+LHnwfLp3aD1FOovVxqoDJ/h2hzhLeSVOZ6lDuwAuHhDHpYMajixlFZYx7h8/YrGafHXveQzsEtFqNiqKoijehTpIqIOkKMqZSX6phQueWc6JonJ+O7UP90zq1eT3OJRdxO8+3cF6e3PW4d0j+efMgfSKCWsVG7MKy7jo2Z/JL7Xw6CV9mTshsVXetzYsVhurD57k2+3HWbwro5qz1DE0kEvszlJtAg/PLd3Hc0v3M7x7JJ/eda7LbFQURVE8jzpIqIOkKMqZyeNf7uTd1UdIiG7HovvPb7aogM1mMm99Cv/4djfFFVYCfH24/8Le3HF+Av4tVL+754PNfLP9OEmdwll4zzi3qelZrDbWHDzJN9uPs2hnRrU0vOiwQKYNiOPSQZ0Y0T2SSpvJuf/4kRNF5bxw3VCm2yXGFUVRlDMTdZBQB0lRlDOPXekFXPbCCmwmvHfrKMb3jm7xe6bllfL7z3ewbG82AP3jw3lq1iAGdG5eutn3uzK5/X8b8fUxWHjPuGa/T0txpOF9s/04i2sIPMSEBZLUKZyf9mYTGy7S3i11ChVFURTvRh0k1EFSFOXMwmYzufq1NWw6msulA+N56Yb6+wk1BdM0Wbg1nf/7aie5JRZ8fQzuOD+B+y/oTZB/4yXBC8ssXPTsz2QUlDF3QgKPXtKv1WxsCQ6BB4ezVFjFWfrNlHO4d3JvD1qnKIqiuAN1kFAHSVGUM4tPNqby2wXbCQnw5YeHJhAf0ThhhqZwoqicx7/cydfbjwPQo0MI0wbGM7x7JMO6RRLZLqDe4/+0MJn/rTlK9w4hLLr/fIID3NdvqbGUV1pZdeAEX28/TnF5JU/NGkxEsL+nzVIURVFcjDpIqIOkKMqZQ36JhcnPLONkcYXLRQ8AluzM4A9fJJNVWF5tf0J0O4Z3i2RY90iGd4+kV3ToKfW7jUdyuPq1NZgmzLttNON6dXSpjYqiKIrSFJriIPm5xyRFUZS2S1F5JZkFZVUe5WQWlFFmsTFreBeGd4906e9/5vu9nCyuoFdMKHPG9XTp7wKYkhTHmMQOfLfjOJuO5rI5JY8DWUUcyi7mUHYxn2w6BkBYkB/Dukl06cttaZgmXD28izpHiqIoSptGI0iKoih2ktPy+XJb+ilHKMvuCBVXWOs9bmpSLA9f3JfE6FCX2HT5iyuxmfDB7aM5N9EzzkdeSQVbUvLYdDSXTUdz2XYsj5Ian0vH0ACW/noC7UPqT8VTFEVRFHejESRFUZQmkpyWz6xXV1NmsdX6eligHzHhgcSGBxEXHkRMeBDZheV8vuUYi3dmsnR3FrNHdOWBC3sTGx7UKjbZbCZ/+CIZmwmXD+7kMecIoH1IAJP6xjCpbwwgTWf3ZBSyOUUcpkPZxfxmah91jhRFUZQ2j0aQFEU568ksKOOKF1eRUVDGiO6RTE2KO+UMxYYHERMWSLvA2teT9mcW8tTivXy/KxOAIH8fbjsvgTsmJBAe1LLi/483pPDIpztoF+DLj7+Z2GqOl6IoiqKcbahIA+ogKYrSOEorrFzz+hq2H8unV0won919brMcmw1HcvjHd3vYdDQXgMgQf+6d3Jsbx3Qj0K/pam65xRVMfmYZuSUW/nBpP24bn9Dk91AURVEURWiKg6Sd8RRFOWsxTZPfLNjG9mP5RIb489YvRzQ76jOyRxQL7hzL6zcNJzG6HbklFv769S4ueGY5X2xJw2Zr2mLU00v2kltioU9sGL88t0ezbFIURVEUpeloBElRlLOW55bu47ml+/H3NXj/1tGMTujQKu9babWxYNMx/r10H5kFIpXdLz6cSwbEERchNUxxEZK+Fx7kh2EY1Y7flprHlS+vwjTh4zvGtJpdiqIoinK2oiINiqIoDfDVtnSeW7ofgCeuHNCqToifrw/XjurGFUM6887qw7yy7CC7jxew+/jp1+OQAF/i7LVOcRHy+GlPFqYJM4Z2VudIURRFUdyMRpAURXEJP+7J5B/f7SEi2J/4iGA6tQ+mU/sgOkUEE98+iM7tg4kI9j8teuIOtqXmMfu1NZRX2rh9fE9+f2l/l/6+3OIKPt6YyuHsYjLsEuLH88vIL7XUeUxYoB8//GYCMWEqzKAoiqIoLUUjSIqieJQDWYX86oMtVfoH5dY6LtjfV5ym9sF0ighmWPf2XNAvlo6hgS6z7Xh+Kbf/byPllTYm943hd5f0c9nvchDZLoA7JySetr+0wkpGQRkZ+WVkFJSSkS99l7KLypk5rLM6R4qiKIriATSCpChKq1JYZuHKl1ZxMLuY0T2juGlsd9LzSknPKyM9r5Tj+fJ8srii1uMNA0Z0j2RK/zimJMXSvUO7VrOtpKKS2a+tITmtgD6xYSy4ayxhLZTiVhRFURTF+1GZb9RBUhRPYJomd72/mUU7M4gLD+Lr+86rMxpUZrGSYXeW0vPLOHqymGV7s9mRll9tXJ/YMKYmxTIlKY6kTuHNTsmz2Uzu+WAz3yVn0KFdAF/cM46uUSHNei9FURRFUdoW6iChDpKieIJXlh3kn4v2EODrw8dzxzC0W2ST3yM9r5Tvd2WyZFcGaw/lYK0ij90pIogpSXFM6R/LyJ5R+Ps2vlPBM0v28sKPBwjw9eGD20czokdUk21TFEVRFKVtog4S6iApirtZuf8Ev3h7HTYTnpwxgBtGd2/xe+aVVPDT3iwWJ2eyfF82pRbrqdcC/HxIjA6lT2wovWPD6BMbxjmxYXSJDMbHp3qUaeHWNO7/aCsAz1w9mJnDu7TYNkVRFEVR2g7qIHHmO0imabJsbzbvrj5CQnQ7fju1DyEBqrmheIZjuSVMf2EluSUWZo/owj9nDmp1dboyi5WV+0+wZFcGS3dnkVNHDVOwvy+9Y0PpHRNGn7hQ2gcH8IeFyVRU2rhrYiKPXNy3Ve1SFEVRFMX7UQeJM9dBstlMFu3M4KWfDrAz3fm/TYxux/PXDSWpU4QHrVPORsosVq5+dQ070vIZ2DmCT+4cS5C/r0t/p81mciy3lL2Zhew79SjiYHYRFZW2Wo+Z0j+WV28cflp0SVEURVGUMx91kDjzHCSL1caXW9N5edkBDmYXA9JgcuawLizZlUFmQTkBvj48cklfbhnXwyO9ZZSzD9M0eeTT7czfeIzIEH+++tV5dIn0nPBBpdXG0ZwS9mcWsjejiH1ZhezPLCQ+IpiXbxhGu0CNsiqKoijK2Yg6SJw5DlKZxconm47x2vKDHMstBSA8yI+bx/Vkzrk9iGwXQE5xBQ8v2M7S3ZkATOwTzdOzBhMd5rpeMooC8MG6FB77fAc+BvzvltGc17ujp01SFEVRFEU5DXWQaPsOUnF5JR+sS+GNFYfIKiwHoGNoALeel8CNY7qd1rvFNE3eX5fCE1/vorzSRsfQQJ6ZPZgJ50R7wnyv52RROSa4tCFpa1JeaeWtlYcJC/JnSv9YYsM930B0S0ous19bg8Vq8sjFfblr4umNUBVFURRFUbwBdZBouw5SmcXKGz8f4q1Vh8krsQAQHxHE3PMTuGZkN4ID6q/t2JtRyH0fbmFvZiEAt53Xk99e3IdAP9fWhLQltqXmccOb6yipqGRinxiuGdmVyX1jmiQZ7U7KLFbueG8TP+/LPrVvWLf2XDwgjqlJca3aSLWxZBeWM/2FlWQUlHFxUhyv3DhM0zoVRVEURfFa1EGibTpIVpvJXe9vYskuSZXr0SGEuyYmMmNoFwL8Gj95L7NY+fu3u/nvmqMAJHUK5/nrhpIYHeoSu9sS+zILmf3amlPOp4OOoYHMGt6Fa0Z2pWdH9zscdVFSUcmt725kzaGTBPv7ck5cGNtS86qN6RcfztSkWC4eEEef2DCXOyqVVhs3vrWOtYdySIxuxxf3jDstoqkoiqIoiuJNqINE23OQTNPkTwt38t7aowT4+fCPqwZy+eBO+LUgqrF0Vya/XbCN3BILwf6+/Hl6f64Z2fWsXelPOVnCrFdXk1VYzpCu7XniygF8vf04CzYd40RR+alxo3tGce2orlwyIN7lamz1UVhmYc47G9h4NJfQQD/emTOSkT2iyMgvY8muDBbvPL2Rao8OIUy1R5aGdGnvEsW2J7/ZxRsrDtMuwJeF955Hrxh1vBVFURRF8W7UQaLtOUgv/XSApxfvxTDgpeuHMW1gfKu8b2ZBGQ/N38bKAycAuGxQPP++ZojXppO5isyCMma9uprUnFL6xIbx8dwxtA8JAEQh8Mc9WXy8IZVle7Nw+BthQX7MGNqZa0Z2dbt8en6JhV+8s55tqXmEB/nxv1tHM6Rr+9PG5RZXsHR3Jot3ZvLz/uxqEtdB/j5EhQQQ2S6AyFPP/rQPCSAqxN+5PySAkEBfSiusFJZVUlxeSVGVR3F55an9uSWWU2Igr944jIsHtM55qiiKoiiK4krUQaJtOUifbjrGQ59sA+DP0/szZ1zPVn1/m83kjRWHeHrxXiptJvdf0JsHLzqnVX+HN5NbXMHs19awP6uI7h1C+GTuWGLqEDlIzytlwaZjfLwhlbS80lP7kzqFc3FSHBclxbo8jS2nuIKb3lrHzvQCIkP8ee/W0Qzo3LCDVlxeybK92SzamcFPe7IoKq90mY13Tkjkd5dow1VFURRFUdoGLnOQDMN4FLgK6AuUAquBR0zT3FtljAH8GbgDiATWAfeYprmzyphA4F/AdUAw8ANwt2max6qMiQSeBy637/oS+JVpmtULMOq2tU04SD/vy+aWdzdQaTOZe34Cj07r57Lf9eW2dO77cAu+Pgaf3DmWYd0iXfa7vIXCMgs3vLmO7cfyiQsP4pM7x9I1quE+PTabyaqDJ/hoQypLdmZgsTq/J12jgrmwXywX9YtlZM+oVo3GZReWc+Ob69ibWUjH0ADev200feOafv5WVNrIyC8jt6SCnJIKcosryC2x2J/tj2LLqe2Scishgb6EBvoRGuRPqH27XaAfYfbn0CA/QgP96BYVwoRzos/aVE1FURRFUdoernSQFgEfARsAP+BJYCDQ3zTNYvuYR4DfAzcD+4A/AOcDfUzTLLSPeQWYbh9zEngGiAKGm6ZptY/5DuiCOFoArwNHTNOc3khbvd5BSk7L55rX1lBcYeWKIZ349+whLqkZqcoDH23hi63pdO8Qwrf3jW+VxpmLko+zcGs6cRFBdI0MoVtUCF2jQugaFUxIgOcac5ZZrNz8znrWHsohMsSfT+4cS6+YsCa/T05xBUt2ZvD9rkxWHjhBeZU0tvAgPyb3jeHC/rFMOCe6RWIFGfllXP/mWg5lFxMTFsgHt4/R+h5FURRFUZRWwG0pdoZhRANZwATTNH+2R4/SgedM0/ynfUwgkIlEml4zDCMCyAZuMk3zY/uYTkAqMM00zcWGYfQDdgFjTNNcZx8zBlgD9K0asarHNq92kFJzSpjx8mpOFJVzbmIH3p0zqklKdc0lv9TCtP+sIC2vlGtHduUfMwe16P2qRsBqo2NogDhLpxynYLpEhhAW5EdIgC9B/r6EBPgR7O9LkL9Pq0UlLFYbd72/iaW7swgN9OPD28cwsEvL64hKKipZsf8ES3dl8sOeLHKKK0695u9rMCahAxf1j2VsQgcSo0Mb7fAeyy3h+jfWkZJTQuf2wcy7bTQ9vEhNT1EURVEUpS3jTgepF7AfGGiaZrJhGAnAQWCYaZpbqoxbCOSZpvlLwzAmIyl1UaZp5lYZsw34wjTNPxuGcQvwrGma7Wv8vjzgQdM032mEbV7rIOUUVzDrldUcOlFM37gw5t85lnA3yiSvPXSS695Yi2nC6zcNZ0pSXLPeZ1d6AbNfW0NReSUX9I0hMSaU1JwSUnNLSDlZQkFZ02tggv19qzhO8ugbF86UpFjG9erYKFU5m83kwflbWbg1nUA/H/53yyhGJ3Rozp9YL1abyZaUXL7flcn3uzM5lF1c7fWIYH+Gd49kePdIRnSPZHDX9rXaf/RkMde/sY60vFK6RYXwwe2j6RLZcBqgoiiKoiiK0jia4iA1O//JHi16Flhpmmayfbdjpp1ZY3gm0L3KmIqqzlGVMXFVxmTV8muzqoypaU8gEFhlV9NzqdxAaYWV2/67gUMniuncPpj/3jLKrc4RwJiEDtxxfgKvLT/E7z7bwZBu7YkJq120oC7S80qZ8+56isorGZvQgVduHH5aBCy/xEJqbonTacopITWnlLS8UkrKKymxWCmpsFZTXiu1WCm1WKu9z7Zj+Xy8MZWQAF8mnBPNlKRYJveJJSLk9M/NNE3+9GUyC7em4+dj8OqNw13iHAH4+hiM6BHFiB5RPDqtHwezi1i6K5Nle7PZkppLfqmFH/dk8eMeOZX9fQ0GdI5gRPdIhnePYkSPSPJLLVz/xloyC8pJ6NiOebePJj4i2CX2KoqiKIqiKA3TkgKRF4FBwHm1vFYzLGXUsq8mNcfUNr6+93kUEYfwWqw2k/s+2sLmFJFufnfOSGLrUFNzNb++6Bx+3neC3ccLeGTBdt6+eWSj09sK7P15MgvK6R0Tyqs3ne4cAUSE+BMREtGgApvVZopjVCGPEkvlqe2CMgtrDp5kya5MjueX8V1yBt8lZ+DrYzAmIYop/eO4qH8sndqLU/H04r28vzYFw4B/XzOESX1jmv7hNJPE6FASJ4Qyd0IiFquNXekFbDyay8YjOWw8mkt2YTlbUvLYkpLHGysOAxDg60OF1UbvmFDm3T66yY6qoiiKoiiK0ro0K8XOMIwXgCuB803TPFxlv8dS7OqIIB3zlhQ70zT548Jk3l+bQoCfD+/fOppRPaM8atO+zEIue2ElFZU2/nrlAG4a073BYyoqbcx5dz2rDpwkJiyQz+8ZR+f2ro94mKZJcloBS3ZlsGRnJnszC6u9PrBzBAnR7Vi4NR2Av80YyPWju7ncrsZimiapOaVsPJrDhiO5bDqaw77MIgD6xYfz/q2j6BAa2MC7KIqiKIqiKM3BlSp2BvACMAOYaJrm/lpeTwf+bZrmU/Z9AUhqXE2RhhtN05xvHxMPHON0kYbRpmmut48ZDayljYo0VG0E+/L1w7iklRrBtpS3Vx7mL1/vIsjfh2/uG09idN2qaaZp8tAn2/hscxohAb7Mnzu2Uf15XMHRk8V8vyuTJTsz2XA0h6qn8aOX9GXuhESP2NUU8kss7M4oYFCXCI+q/SmKoiiKopzpuNJBehm4HrgCqOqk5JumWWof8wiS7jYHEXB4DJjI6TLflyEy3zlIT6QOnC7z3QmYa/8drwNH26LM94JNx/iNvRHs49P7c3MrN4JtCTabyS/fWc+K/ScY2DmCz+4+t86+Ps8u2cvzPx7A18fgzV+OYFIf96Wv1ceJonJ+3J3F8n3ZDOseya3nec/nqyiKoiiKongeVzpIdQ2eY5rmu/Yxjkaxc6neKNYh5IBhGEHA04izVbVRbGqVMVGc3ij23rbWKNY0Te6et5nvkjOYOyGBRy9xXSPY5pKRX8bU534mv9TCvZN68ZupfU4b8/GGFB75dAcAf79qINeN8p70NUVRFEVRFEWpD7fJfHvHHxx5AAAgAElEQVQz3uIgAVRabXy+JY2Zw7q4vBFsc/l2x3HunrcZHwPmzx3LiB7O+qjl9l5HVptZpwOlKIqiKIqiKN5KUxwk13cmVfDz9eHqEV291jkCmDYwnquGdcZmwoPzt1JYZgFgZ3o+d7+/CavN5KqhnXloyjketlRRFEVRFEVRXIc6SMop/u/yJLpEBpOaU8pfvtpFWl4pc97ZQHGFlbEJHfjHzEGNlgJXFEVRFEVRlLaIOkjKKcKC/Hl29hAMAz7ZdIyrXl5FVmE558TW3etIURRFURRFacPkH4Mlf4TiE562xGvQGa9SjVE9o7jLLpGdWVBOTFgg78wZRUSwv4ctUxRFURRFUVqdn/4Gq5+H5U952hKvQR0k5TQeuPAczk3sQHRYIG/fPNItjWAVRVEURVEUD5CyRp4PLPWsHV6EdqdUTiPAz4d5t42m0mbW2RNJURRFURRFaeMUZUPOIdnOOQi5RyCyhyct8gp09qvUimEY6hwpiqIoiqKcyRxbX/3ngz96xg4vQ2fAiqIoiqIoinI2krpOnn0D5PnAD56zxYtQB0lRFEVRFEVRWotjm6Ci2NNWNI5UewRp2C/k+fDPYK30nD1egjpIiqIoiqIoitIa7PoS3pwMX93vaUsaprIC0jbL9qg7IDgSygsgbaNn7fIC1EFSFEVRFEVRlNZg95fyvPMLKD7pWVsaImM7WMshOAo6ngMJk2S/ptmpg6QoiqIoZxy7FsLGdzxthaK0nJMHIfeop61oHDYbHFpm37ZA8gKPmtMgjvqjrqPBMKDXBfKzCjWog6QoiqIo9ZKXCuteh8pyT1vSOIqy4JM58PUDkLbJ09YoSvMpyoJXx8Mbk6GixNPWNEzWTijOdv68dZ7nbGkMpxykUfLsiCClb4aSHM/Y5CWog6QoiqIo9fHlvfDdb+HHJzxtSePYsQBMq2xv+9iztihKS0j+FCzFUHIC9i3ytDUN44i8dBkJPv5wfBtk7vSsTXVhmk6Bhq6j5TmiM0T3A7NKJOwsRR0kRVEURamLvBQ4tFy2178BhRmetacxbP/IuZ28AKwWz9miKC1h+3zndvKnnrOjsRz8SZ4HzIRzpsr21g88Z0995KdC4XHw8YNOQ537Nc0OUAdJURRFUepm28eAKduVpfDzvzxqToNk7ZZVax9/COkAJSfhwFJPW9UwZQXw2VyJfikKSO1R+mbnz/u/h7J8z9nTEJYySFkj2wmTYMgNsr19vnfKZjuiR3GDICDEuT/RnmZ38EeJMp2lqIOkKIqiKLVhms4agqE3yvOmd727YHybPXrUewoMuqb6Pm9m/esS+fr2N20n4mWakLUHbFZPW3JmsuMTeU68ADr2EbW13V971qb6SFkDlWUQFg/RfaD3RRDSEYqz4KAXqsJVFWioSvdx4BcEBWmQvdf9dnkJ6iApiqIoSm2krIHcwxAQCpc8BQkTRZlq+T89bVnt2KzOSeXga+UBsPc7KM3znF0NYa10Ku6V5jpTGr2dLe/Dy6Ph+z952pIzD9N0ptcNmg0DZ8m2N6fZHbKn1yVMEkU4X3+xHbxTrKGmQIMD/2Dofq5sn8VpduogKYqiKEptOCY1SVdCQDuYbJ8Ib/sQsvd5zq66OLJCVn2D2kv9Q9wgKbi2lsOuLzxtXd3sWwQFx5w/7/zMc7Y0hQ1v2J/fOusVv1qd9M2QcxD8gqHvpVLTAyIcUHzCo6bVicOZcKSoAQy5Xp73fudd50h5EWQky3bNCBJA4mR59sbIl5tQB0lRFEVRalJRLI0ewVlL0GU49JkmCk/L/uY52+rCoViXNAP8AmUVe/A11V/zRta/Ls/d7KvWu7/2fkn1zF1S6wVSm7ZJe061KtvtkdC+0yAwDDokQvwQUWf0Rme/KBsydsh2wkTn/riBEDsQrBXeFf1K3yyfZXgXUa6rSaJdqOHIKqmtOgtRB0lRFKWtUpAOz/SD92ZIg0Kl9dj9FVQUQWRP6DbWuX/S7wEDdn7unCB7AxXF0hwWYPB1zv0DZwMGpKyG3COesKx+svfB4eVg+MCVL0NoHJTne39qj0MpMDhKnte9DpUVnrPnTMJa6XQmBs527nek2e3wIkfDwWF7WmjsQAiNqf6aI4rkTWp2daXXOYjpJ7VUlaVO4YmzDHWQFEVR2io//AUK02Uy2VbSkjKS4blBsPI5T1tSP470uiE3SCTGQdwAZ7rPj0+636662PON9IuJ7Fl90hPRGXqeL9tVJZO9hQ1vyvM5F0NUT0lnBEj24vPZZnV+lpf+S5y6ogxxmr2drN2w8W3vXlA58rMIGwRHOSWnAZKukueU1ZB/rPZjPYVD3jtx4umvDbxapLTTN4uohzdQs/9RTQzjrE+zUwdJURSlLZK2WWphHCz9P+9PhTBN+Pa3kHcUlv0dirI8bVHt5B6Fwz8DhlPooCqTHgPDF/YvhpR1bjevVhxKdYOuqe7QgfNv2PaRd8n2lhc6V9VH3S7Pjknw3m/BUuoZuxri8HLpHxMcCX0vc9q+5kXv+nxrYrPCh9fB1w/C1vc9bU3dONLrkq4UoQMHEZ2daZje5IyaZnWBhpqERouqJMA2L4gi2WxVHKQ6IkjgdJAOeHk010Wog6QoitLWME1Y/Jhs978CwjpBfoqzlsNb2fO1rP6CyOGuecmz9tSFw9noeT6073r66x0SYai9LunHv3p+UlyY4ZygOWqOqtJvOviHSNH7sY3uta0+tn8MFYXQoRf0nCj7uoyEiK6S3rj/e4+aVyeO82PATKn1GnGLiAlkbIejqzxrW33sWyyqjCBRJG/EUirprVA9vc7BQHv01pv6ZZ3YJ+IovoFO9beaONLsts/3vCz8yf1QlifnbNzAusclTAIMyNrZNhpktzLqICmK4hqOb4eF957VfRRcxq6FkhfuFwxT/w4X/FH2//wv71JKqkplhVMO2VHTs+FN77PXZqueXlcX5z8MvgGiHHdomVtMq5Mdn4hwRNfREJVw+uuBYRLpAGftjKcxTVhvT68beRv42KcjPj7ONDtvTBstL3RO4B21XiFRMMS+7a1OP8Dal53b6VskCu1t7P1OnOaIbrWnf/W/UqK3x7dKI1lvwJFe132sSGTXRu+pkjJYeNw53lM46o86D68eoatJuw7QaYhse3tNoAtQB8nbMM221724rMApF6koAHmp8P5VsOU9+OAamVR4O6YJP/wV/nu52O+tWMqcjsa4+yTtZNA1shJYng/Ln/KsfXWx4U3IOQTtYuD6+RA7QKIE3hb1SlkjKYABYRJ5qYv2XSVyAJ6PIjkU6gbVEj1y4IgsJX/qHWICR1ZC9m7wb1ddVAKcaXb7Fov4hDex+yuwlEjUq/Nw5/4xd8vz3u+8Z+JelYxkceYNX+gxXvZ5YxTJ0cdr4Cyn01yVdh2dKnHeogpXX3qdA78AqUUCz/dEakigoSoONbsDZ18dkjpI3sb2+aJINW+WdyoO1caCW+DVcbD+DU9b0ngOLYejZ6cyi8upKIGProfibPk59zB885BnbWoMW+fBin9JfcF7M7y318a6V2UCHxYP4+6XfT6+MOUJ2d7whvdN0EpynM1VJ/8egsJhvP2cWPuKdznQjpqYATMgIKT+seMfktS1tE1SM+MJMpIhc4dEs5Jm1D2u50QREyjNhf1L3GZenTh6CA2aDcHtq7/WaShE9hBHZN8it5tWL466v8HXVq/16thbogSYck57G+vsNvW/3K7EiDgY3tRAuCTHmVY5qJb0Ogen1OwWeH4x2WoRZx+q9z+qDUea3Z5vPPu5NyTQUBWHSMahn7xb2MMFqIPkbZTmyo3uwFJ4eSysel4kL72VkwfhgP2Ctuh3cHS1Z+1pDAd/gv9dAe9eKhObtkLaJu9LR6qJacLCuyUXP6QDXPWmyPdu/9iZt++NZO8T8QCQtLWT++H9mRId9SaKsiWNDuCCP0nzUgcJE6UQ2FYJSx/3gHH18PO/JOc9pj8MvUn29b8COvSW/Rve8qx9DsqLnMXf9aXXOQiNgdF3yvaPT3pmAuFImTtnqqR61YWvn3Ni6ek0u/w06XUEToGDqhiGM4rkTWp2ealweIVs1xatG2uPIm2dJ/dyb6Eo2yl8MOZu6DZGvouWEu9SNty1EGwWkcqO6Vf3uL6XSr3Pib2Q6eHslWMbJBIe0lHsro/4wfK5W8s9lz5akiM1UyD1fg3RZaRE00tOQoYXtTVwA+ogeRtj7oS7VkP38+Ti9f0f4Y1J3pkrDJJCBSJhaauE+b+U3izeSvEJ+HwuYEqTtM/mSsTD21n3OrwxGV4Z573KXyARmJ2fy/lwzfsw6GqY+Ki89vWvvS+yAZKytmCOfN96ToC5y8W5O75VImHepAz305OSnx8/BAbVoq520V/EId39JaSsdb99tXHyoDONbspfJdoF8jz+17K95kXvUCzb/aVIZUclNG51FSTNMTBCCpndPemxWZ0T39rOh5o41Oz2LvLsYsumd+X6230cxCbVPmaA3UHa/733LFTsmA+YkqLWvtvpr/ecIKmjlhL5G72FTe/IpLzTMJnwGoYzPXTjW56Pwjioml5XH0ER0Psi2fZ0mp2jNidhYu0pgVUxjCo9kT6sf6yrOLZBnjv0lhqjhvD1d7YJOMvS7NRB8kY69oabv4bLX4Sg9rIa/+YFsOgxWeH0FqwWZzrK5S9CTJL0Lpj/C+/sgm6a8MVdUJQJHc+RFKWT+71vtb0mB36Q6BxIz5sFt3hnVHHPN/CjPc3r0mecaj7jH7I7/MXiiHjbubHkD7IKGdIRrnodovvAjZ/KqtmRFd7zeWfuhM3/le2L/177zTimHwz7hWwv/r13THyWPi6rwr0ulEdVBl4tE83ibNj8P4+YVw3H9WzI9adLZddFcCSM+5Vs//SkXBfdxaFl0n8nONIpI1wfcQNlAm+zeE4mubLC6TyMvK3ucbEDZBJnLZe6Hk9jms4oeG3S7yDnjKMWad3r7j0X6qKywtlraszdzvN60GxJD83e4x2NQPNS7QqARsMOEjjHJH/q2evcqf5HDaTXORg4W+rAjq2HE/tdZ1ddnKo/auQCEEAvRz8kD4tLuBl1kLwVw4BhN8G9G2DALFEoWvsSvDxGCle9gf1LxNloFy1yp9e+Lys7xzbAd4942rrTWfeq2OwbCLPegStelP3rX/NehZbsffDJHFltPecSCAiVSfsP/+dpy6qTuRM+u0O2R82F4Tc7X/PxFccjOBKOb5Pmpt7C7q+ctRAzXoOwONnuNBSu+1DOlb3fwFf3efYmbJp2h8cG/S6vW0oWYOJjUviettHzvUKOrpGojOHjrJGqiq8/jHtAtlf9x7PiAblH5LuF0bhoTFVG3yUOds4hp5PlDrbbxRkGzJQi8MbgSA1zHOtudn8pC2mhcfWLYBiGM4rkDWp26ZslNckvWL6DdTFwlgiRFKbDzi/cZ19d7Pxc7tNh8ZLW6iAowulkeINYQ7Jdtrv7OIjo0vD43lPlfpiX4oyKuJvSXDkvoH6BhqqExToXitx5rXDQmP5HNXH0Q0pd6131oi5GHSRvJzQGZr0FN3wqK635qfDBbPjkZijM9KxtjhXfwdfJzTkqAWa+BRgS0veGFWEHx7c5lb+mPglxA+Qi5VjB/OIe78oZB0mB+fAaUSbrOgZm/xeusEvIrn7eO26+AMUn4cNrJQ+75wSY+rfTx0R0hivsErNrXvSO/iZ5qSJDDnDur6B3jehGz/Fw9Tuy2rd1nkSaPOUk7V8iRbK+AZJGVx9hsXCe3elY+rjnInY2GyyxF4MP+0XdNQVDbpDJckFa9ca37sYRHUiYUHvvo/oIDHWmCy5/yj1pmeVFTrnppjh0A68WhzV1nWdSXh1iPiPm1C8xDM46pAM/eP767Dg/+k0XkZG68At01lWtfcnzCytr7feMkbed7kQ70ux2LfS8KM2pVNGrGzc+IAT6TJNtT6XZHV4hi1Ydz5F7XGM51RPpY/f2RLJanHXXTYkgRSVAZE8po3DU4J0FqIPUVuh9Idy9ViZyho+sCr00UlIVPFEYnJ/mVEJypPSA5AU7FHK+eQiOeYEIQnmRPU2qAvpcWj2t46K/QFSirPY5ivS9AasFPvmlrEhHdJN6Hr9A6Q9yrj2dZ+E9nu8xZLVISmVeilxAr35XisFro+80GGWPMn1+p2cbz1kr4dPbRCCg0zCY/Kfax/W91BlpXPMirHzWfTY6sFokegQiCBDVs+Fjxt4jK8Z5Rz2nLpn8qdyMA0Kd14Ta8A+SOh6Qz9cT6Yw2W5X0uhub9x4jboXwzlBwTBaIXI1DbjoqEbqMaPxx4fFOmWR3F+gf3y6r0D5+1aPMdRHTV4rabRanqIMnqKxwNiatK72uKiNuAb8g6TXkyfS1lLWyOOgXBMPnnP56p6Fy/bNWwJb33W+fg8ydUsPn4189ytUQjgjYzs8903y1MfLetdHnEimfKEgT1VR3kZks14ygCHHqmoJDzc5bs21cgDpIbYmAdpKmcvtPUqRdlg9f3S+F5O6eVGz9QFZOuo+TmqmqjH9IHBFrBcy/SRR0PMmiR+DkAQjrJJPdqrUFAe0k/cvwlQJRb1BMMk347mE4/LOkSl33IYRGO1+/4HEpEq4ogo9v9GzI+7tH4OhKqde57sP6VbQALvqr1BaU2MUyPCUbuvwfMlELDIdZb9efnjTkepjypGz/8BfY6IbJb1U2vi21ciEd4fzfNO6YgHYw+Q+y/fNT7i/It5Q600DPe0Ai4fUx/GYRxsg94pl0qpTV4kwGhotT3Bz8g+B8+yLLimdc379ne5V6mMbWSzlwRJy2f+TeCIcjnbXf5c501oZI8oI0u/1LoDRHIp0JExse366jM5XRk41jHdLeg2bXXZDviCJtesdz12OHOEPvKZKK3VgSJomjUZTplNp2Jw5nwZGC1lj8Ap3OnTvFGhzpdV1GNSwoURPH33jw7BFqUAepLdJpCNz2g6Qy+QXBvu9g8aPu+/02G2yxp89VjR458PGBGa9KgW1BmqQDeqpYdccC+8qYATPfqH0C32WEsyfL1w9CwXG3mnga69+w54QbMPNNSQesiq+fTOrDOklO/Bd3eyaNY8ObooDk+Gzrk2V14B8ktvuHSIH5qudcbeXpHFrulMqe/lzjIjLn3lv9HHFXbU9pLiz7u2xPekxW/hrL4OvEGS3Ld/697mLtK5IOHN4ZxtzT8PiAds7i9hXPuH+itsXeuDGpEb2P6mPojRJJLc527cQ4P03OY6i/X0xd9LtMFl9yjziLtl1Naa4zjao2ae+6cNQhHVruuTQwR+rnoNlOFcaGcJzPe76RTAB3k5fiTMEcfVfd4wbMFBXG3CPOiIg7sdmc0bnGptc58AtwRpwcNUzuIuewfGY+ftBjXNOPd6TZ7f5KrtHuoDkCDQ56jJe/NeeQ/O1nAV7vIBmGcbdhGIcNwygzDGOTYRjjPW2TV+DrJ2k0M+3qNOtfd18vkcPL5eIbGFF3sWpQOFw7T9Jrjq501v+4k9wjMpkFWdntcV7dYyc8bI/K5Unqmqfyxqsq1l34uKSl1UZojNQk+fhL0fPqF9xloXB4hVOI44I/ScpAY4nuA5fYm4b++ASkurHAtviEXUzClH48A2Y2/tjJf7SnqZjw6e3ukTxd/pRMLKP7wbBfNu1YH1+R1Qa5PrhrklaUDSvsqYgX/LnxDseo2+Wakr0H9rgxnaq8SGowoHG9j+rD179K5O5pyNzVsverix2fACZ0O1caqjaVgHbSMBTc159s6wdQWSpOe7exjT+uQyLEDRKhmt1fus6+uijJcQojDb6u8cfF9LUX45uw9lWXmFYv61+XLI+eEyC2f93jAkJgiP3v8oRYQ+paWUwJCINzLm768Y5r+K4v3Svy4nAmu4yCwLCmH99pGHTsI98Jd9UTN0egwUFQuNOxOkvS7LzaQTIM4xrgOeBJYCiwAvjOMIxaGhCcpfSbLhM3kBqaQ27IZ3VIDQ+6uv7JT3QfiSQBrH3ZuXroDqwWqTEpL5Av9YQGVPV8/SXVzjdQQsgbPdC4sqpi3eDrYNz99Y/vOkrkngGW/llS8txB7hGpO7JVSsH3eQ82/T2G3iSpM6YVPr3FPStoNpvUPhVlyI3J4aQ1FsMQ+fKkq6Qm4uMbXevcnTjg7B809cm6a7vqI3GyTNJsFljqJuXDZX+XXk2dhsr50ViCImC0vUbt56fdt0ixa6FI0Hfo1byJQ00GzBSFLWuFpJG29qStmtx0Lc1KG4sjBWznZ64XlbDZnLVwI29rekrgAA82jU3+VL4/cYPqdzRqY6w9errlfSjNa33b6qK8CDbZszwckaz6cNQn7f1OopPuxFEH1/9y8A9u+vE9zpPUx7I8907cmyrvXZOqPZHcIU6TnyaOqOEDnYc37z0cf6s6SF7Br4G3TNN80zTN3aZpPgCkAvXEi89Cxj8k2vqmVSaurlQmKj7pLJZtzIp2v+kw3l438eWvpEjXHSz7u0h/BkZIlK0xk8voPhK1AVjyR/cqPNVUrJv+n8ZNIkbeJs6UaRPnytU3t+KT8OF1ko/faShc/kLTJzsgx0x/TpQZ81LgqwdcPyFe+zIc+F6c4KvfkVX0puLjK3LgiZOl2HXeLDiyqvVtBWkSbauUvHxHgWxzcDSP3fWFcwXRVWTvdfa4mfJk0/PcR98lqV8Z2+HA0lY3r1aa0/uoPgwDLn9eaikytouz15pkbIfs3XIe97+y+e/T83xJ0y3Lh/0ubh1x8EfIPSzX4+akBCbNkOejq9yv3nrKGW1C9MhBwiQRmbAUOxcW3cG2D+VeEpXQuP5YMX2lV51pdTZ/dweVFXJdgqYtplTFx9d5frgrzc5mdYorNFWgoSqDrpFrc8oa1883jtmv/bEDRHWzOSTa70OHlntHjy8X47UOkmEYAcBwYEmNl5YApzUBMQwj0DCMcMcDaEbMs41iGDJR7TxCVlE+uMZ1q1XbP5LVtPghED+occdMekxWsStLZdW9sQXjNqtMyJsqQHFouTPF5/L/1N7xvC5G3ykTB0uJpGK5Q/yiLsW6xmAYcOmzEDtQhA9a2qS3skIu1Ad/lHSL7/8sNWSvT4R/9oSnEyBrF4TGwrUfNG/Fz0FQBMx8WwQydn7mWhWltM3OhsAX/w1ik5r/Xn4B8j/qMlK+b+9Ok1TO1oyCHVoOe7+Vz6a2/kFNITbJmTrm6uaxS/4ok6y+lzUvL79dB5F/BvdEkXIOSwpwc3of1UdYHFz2b9le8Uzrqnlus/cv6nMJBLdv/vv4+DprPra5uCeSIxI69IbmLUxE9pD7m2lzpkO6gxP7pZ+Y4du45qU18UTjWJtNev6BLDg0dpHC8b3b9F/3iT4dtMu3h8bKfbe5ONLs9nwLFSWtY1t9pG+R631QhCwUNpfweKf4gatTXU+l1zWj/shB/BAIjpIMgWMbW8cuL8ZrHSSgI+AL1FwuygRqk795FMiv8jjmUuu8Df8gmbCGdxbFqwVzWv8iZ5py8YTaxRnqwsdXojiRPUQp6tNbJZJ0YKkouKz6j0zcPrsD/nclvDIOnu4Nf+0oE/J/9pCoxbrXJe2ovklT8UlnjcmwXzpXlhptq4/06wkMlxvjyn837fim0pBiXWMICIFr3pOLddpGWPxY444rzZUbyuLfw7uXwb8HwJOx8MIweG+GTPpXPSeCBOlbJGoEUoR+7YcQ3qlpdtZG15Ew2S4B/d3DkrLW2gX6ZQUi826zSERzxK0tf8+AdnDjZ84o6sa34aXRUpDdUiylzv/hyFslstlSJv1ehDGOrXfdBPPgTxKJ8PGDC1uQznfuryQ6krrO9cpUjklJ4qSm9TFpDEkz7E2+rZJqZylt+XtaK52KX42Rm24Ih1O4f7FcO11B7hFnS4iqLRaaiieaxjrOj14XNqzEWBcDr5Zm6gXHGvfds1lFmnvdayIe0lSn6sBSUW0NDHfWFjWGftNFKbMwHfYtatrvbC6O9LoBMxsvflEbXUZA++4SqXOH7Y70up7nNy/1uSqONLst70lqpKtoiUCDAx+fKml2Z76aXQv/s26h5mzYqGUfwN+Bqk1KwjjbnKSwWJlgv32xRAAWPwbTnmq9909dDyf2ykSrqeHw4Ei4Zh68dZHY1pQc1opCWU3f+638HNFVpFYTJ0HPiU75UtOEhXc7a0wu/kfTbHTQvitMe1omNcv/IT2oWrJKVB8NKdY1lqiecNWb8MHVoi7XecTpN8eiLElRObpaHpk7qfWr5BcMkd3lhhPZQ7Yje9h/7t68gtT6GPegREwOL4e3LpQbe9wgUWuMHyyrVh0SG38DrSiBnIOy+nvyoEwYcg/LedPclMDaCAqXVKqBs0RuP+eQSO73vwIueVq+j02hKEv+dxvehJKT4vBObCV1yvB4OPc+OZ+//6Oc483NQ68Nm1Ua6YJMgjv2av57hcXBsJvkc/j5aWnY6wqq9T5qoThDXUx7Wr5zJ/dLDdglzbwmOTj0ExRniSR6rwsbHt8Qsf3lu5axXRyPpqjLNZYNbwGmrJR3SGz++/S/Uu5pKWsklbi1Hdqa2GzSyBNa5oz6B8l3YtnfRdlwwMzq16DKcolwp6yGo2tkIlte4Hx9wxuS1tvYhRKHtPewXzTtWu0XKCqMq56Te1K/yxp/bHMoL5SaJ2h+ep0Dw5DPdeWzUjPmcKZdRXP7H9VGn0slcyQ/Ra7Nl7lgUdZSKk43tLzOMvEC+YwP/OAUpDlD8WYH6QRg5fRoUQynR5UwTbMcOJVbZLTWJKitET9YLqbzb4L1r0lusaPPQUvZbC/6TJpRfyfxuogbAFe+IrVIfkGyItcu2vl8ajtGoijtYkSWO3OnXJAO/iQ3j/xUWW3Z8h5gyN+cOEnSL/YtktXnWW+1TK530DUSDdj9JXw2F+Yub1w6maVUlNJKTkrKW0mObJ/ad9K+z/5zsb1H1IWP161Y11jOmQITfieT4K/tvWdKTsoq/NHVMkmrSVzoHnEAACAASURBVIfe0P1c6DZGGk5G9pDj3Pn98fERgYwv7pbJZHmBpD0drRI9CAiFuIH21M7B4jz5BYkDdHK/rJg6HKKCWtZFDF+Y+VbTemw0lp7nw12rYfk/YdXzskp8aJnU4Ay9seHPMnOXdLvfPl8K+0FumJc+03BfqaZw7q/kO5yXAm9MlhvdhIflf99cTFO+m6tflCaEQRENC6I0hnH3Sy3T4eUSVew6suXvWZOjK2VS0pLeRw0REgWXvwjzZsrEtc8lkDCh+e/niGgMmCXCMq3B4GvFQdr2Ues7SJZSZ02Lo0l0c4noLOp3KWukbsUhgOAqjq6Se01gRNNUOmtjxK2S9p2+2al+6XCI0jaBtUZadECYnPNpmyR6/9r5ogg5+s76U+aydsvio+HTvP/l8Jslo+PgD5J+2pgWCM1l99eSdt+hV+ssQDocpP1LpMSgJemn9VFe5ExXa65AQ1X8g6Q/4/8utzum05veV6kh0rdIPWtoXNNKDmrDYVv6FpnLtOY9ysvwWgfJNM0KwzA2ARcBVZuOXAS4MQm5DdL/cpj0B/jpCVG269CrZfm9IGlKjtSGpqTX1STpSnk0hc7D5DH+IWm+eHSN02HK2gnHt8rDwZQnZDLdEgwDLntOOpGf2CvS232ni2NTnC0OT/GJ03+2NKM55IhbG1asaywTHpGb8P4l8H7NVTRD6lG6jxOnqPu5zU8baW3C4uCmzySdJHuvrHYd3yrPGTukKW7KmsZ3pQ+OFOevQy+JZvS6qPE1c83BP1ic3KQZdjGSbfDlvbBjvghuRCVUH2+aMpFZ81L1VIXOI6TnUt/pLU/dqElgKNzyHSz7hzhjB3+QR4/xct70OK/xjnFFsUyo170m3w8HU55onRtm+26S/rX1fVjxL7i+jhoZ05S03ePbnI/8Y7JYYpqA6Xx2jHfsc9SMDbiqZbV0DdH7QlEJ2/SOtBC4a1XT+lk5OLzCKX/eEvW6mgyYJbVjaRtl0tNa0XKrRe4/pbni8DdGLKAhkq6Sa0DyZ653kBzOaNKVLT8/QqNFnGLLe+Is16RdtDh/juty7ACJmBekw8J75Xu6+FHJorjiJYnk14aj9qjPtObJv0f1FEGYA0vlfL3oL40/1maT40pzJMskIESe/UMkJdk/RD7HgHbgGyDXRhCBqdZYkItNgui+9jYB30i9mys4ukrStdt3P/263lwSJsDI2yVauPBXcPfq5l0j6uJUet2oln/W4fEiPJK1S+ZhTWmV0cYwTE/1e2kEdpnv94A7gTXAHcDtQJJpmkcbODYcyM/Pzyc8vBnRjraOaYrMdfIC6TR9+48tS2/Y+LbUpHTsA/esc2+EoT4KM2S1/uBPsiLX83xZsW0t+/Ythg+aqLrk4y+d1EM6yGQxxLHdwb4/yvlzaGzrOyklOfD2VImmxA+WG26P8yT3uC2u9tis0hD3+DZItzvDx7fLiliHRPvD4QzZnz35d1orRTHvp7/JCqlfMEx6VBqm2uw1JGteEiUykNXeftNh7L2tIzPdGHIOSX3d1g/EJpAJ2vm/lRXCur4/uUckLXTLe04HIyBUUtRG3dGy1LqanDgAL40UZ2fuCpkAnTzodJ4ztst2S8QxDB+4/SeJSLqS8iJ4dZx8fkNugCtfbvyxpglrXhTBFNMqCxw3f9O61+APr5PJd0CYtGZoaXpVaZ4IzxxaBhhw1RtNbwJaG4WZ8GxfOSfu3163o9BSKkrgX71lYWbOIujehL5NdZG9F14dL9Gi9t3tkfux8v/skFj3/9M05f675A8iHhQQJkIzQ2+qfkxJDjzbDyrL4OZvmyeSAuJcfHS93J9+vbtxgkFH18CiR5xpXA1h+Mq5DPCrzS2bm1Rl+dOyMJw4GW5yUTPv7x4RR3T4HFFibS0qiuGVc+UaMfRGcYRbC8f3e8qTsgDXUhb/Xq5J3cdJ9Ku1HEU3UFBQQEREBECEaZoF9Y31agcJpFEs8DAQDyQDD5qm2WDDl7PeQQJJb3j3UgnTdzwHbv2++WHn1yfK6mJrfcHaEj8+IWISwZHi4LTrKE6PY7tddPWfA8M970BaLfJoSZqhN+MQcmiqjLQ7yTkktUmO/lQxSVI/4kirDAiVaOzouc1b7W0N8lKl5mDz/5zpfZ2Hw/kPwzlT5Tw2TTiyQqJFe7+VySnITXHUXCkybk7KbWNYcIvku4fGipNRW4TWN0BWNOMHy6NDoghFYNi/h/bvomO76r7QGNdNsmtydA28cwlgishJY1Jqywsl6uQo7h90rdQotPb3uihbHJqjdsn68Q+JsEdzCudzj8C82fZ61XaS7tzSFLWqvHuZnI8X/h+c90DrvW9Vtn8Cn90mjsz921rveu5ow9Cc+qmcQ/D5XdJYFaSp6vTnnbWOK56FH/5Pasrm/tx8m62V8J9BUJAmacn1qfflpUoPvuRP5efAcLl+WErlu1pRIk6dpUS2bTUEJxImwS9asUnqyYMiMmTYpb/bd5VodPtu8r+M6CopbS3hxVFybs/+n9SbtiZHV8M70wATrp8v1+CWYprwdKKk29+6tHXSldM2wZsXiZNr+MjnMO4B1y80tQJnlIPUXNRBslOYIfUGBWlSc3D9/Kan7hzfDq+Nl8jIQ3vECVAUpWFME7bOk+JyR6QjvAuMuVOco9ZMo2gJBcdh9fOw8R2JeoGkqSbNgB2fSiqrg8TJUgvR6yLXO6iZO0XV0pEi5xdsr0Ub7HxE9xXp9bbAkj/K59wuGu5eW/+1NHsffHyDRE99/KUpdHOarDYWqwW+/5NEP0HuFzPfbFo0NnW9rFaXnJAeS9d/JP+j1sSRzRA/WBwBV/DeVZLWNuF3Ev31FmxWWP0C/PSkLGgER8Flz4qs/nODRIHuylebpl5XG8v+Ccv+JhGCOd+e/npFidQqrfqP/XphyPVs8h/rV2G1WpzOUmWppF62dirx2xfXn4odGlvFaeomi1PnXCxp3g2Rnwb/7i9OwcOHXFPTuugxqUkNjYO717Q8G8LhNPoGwqOpjW8h0hApa6WFgUOhEsThPe8B6DnB84vEdaAOEuogVSN9q1w0KkslDeaSp5p28n77W+lj0f9KmO3GZneKcqZQmCnfodj+0O+K1p8UtBZFWZI6sf7N6tEa/xBplDl6buvIjjeFwyukFiN+sKRQtkQO2NNYyuCNSZK/3286zH6v9mvxroUiWlJRBGHxslrtrvTL7Z9IHV1lqay6X/N+4+r3diwQm63lEsW4/uPWaQVQk+KTkv5mWutOz6qsEKc+fYvzkZ9mT2uOqS4GFBpbXRjItMHzQ+T5vi3emT6UuVNUVjN2yM+dhsrf2C4GHkxu+SS4IF3aPphWceRj+sl+05Ro0fd/dorhdDtX1Blb2xFuLqV5Iu6SlyqCNKceR+X7VBuGr0Rrhv1CFn7quj5vmSdKuZ2HS9mCK7CUSirmyf0iFnXV6y17v60fwBd3SQP6W13QEDojWRzl5E+daZPxQ+C8B+Ua52XXa3WQUAfpNHYtlCaiICuDV7zYuJuXpRSe6SOr3zd93vrqKoqieB8lORJJOLZBJgxDb3SdKtTZxvFtEtW3VcKM16sLLlgrJU1q9fPyc4/xMOtt94upZOyAj26QSaVfsAiN1CUMYZoix/7Tk/Jzn2lScxQY6jr73pshIieT/yBtArL3VHeGMpOdKaPNxVUTytaisgJ+fkpW8R1prxMfhYm/a533//hG2P2VpNFOe0o+1+9+50zxi+gqIg5JM7w2WlAN0xTBkGpOU4qIGh3b4BwXGidpw0NvPN35XnCr1HWf/1vXSlwf2ygtUUybtEdpSU3gV3ZF0HPvgyl/bTUTTyP3qCyubX7PmYUQlSjqqYOva3lqYyuhDhLqINXKxndEja2yTIQbLn2m4e7g2z6Gz++QUPj927y75kNRFKUt8PPTUtsYGCFpNBGdpQ5owRyprwGZWFzwuOeijSU58NntokwGklY55Ynq8uKV5fDlfbDdrvg29l6ZNLt61Xjze6ISGRAqaWeOCVlVgiMlsuJ4RPaUCXJxlkRKi7JqbGfLs6NOZtbbbUOh69hGUbqrKJaoRlMbjdfFwR/FEQ0MF2XcLfMAUxzm8b+W89OV6o/uJHuv1GFu+1BqdRz0GC9RpX7TJUXtX70lfbQlIhiNZenjIqTTLvr/2bvvuKyqP4Djn8MGmaIILtx7hVvLnKlZ7tQ0y6xfZuunlVqZqU21+tk0m9qwoWZmuMqBewCKeyIoDlBB2fs5vz/uAwGyp+P7fr2el3Dvueeee+HB+33OOd8Dz+z5d73HolrQ2eixLmmgVVjxV43REnu/Mt5vYPTSdnzaGCJcVvNVC0kCJCRAytPl40bXfEZa7OZD819vZdEAY72QHtONNVOEEEKUTHqakWnyQoAxbr/Ha7D0MWMOiY2jkcGqqMshlAVTurHA6db3je9rd4GHFhuJAeIjjV6GczuNIUoDPii9NfcKkngN/tfMmM8CxkO8V+t/g6EaPsbwwKL2bGT0MqSnFn2h54pmSi/dwNRkMuauXAv5d1vLh4zlDFxqlt55biZpKXByrREsnd5I5txHOxdjYebDvxuJR6aFlv28x7Rk+PJeI9tpcac3JF6HuXUADS+fKt+e6OQ4I9vpzs+M4ZjKwhgSW5ZraxWCBEhIgJSv9FTY+oHxn55ON7qUB31urNeR1dXT8Flb4xd70uGyX7lcCCHuFFdPGXMNMia5o41soyN/Kv95XgU5vtpYMDsl1pgTdd/bRg/YtRAjOHlosbF+Tnm6sM/I7ObVxpgnJKMbSl/g9/DXC0bQ2W8u1O5Y0S0qP9fDjPk7+380FgzO0LAvjFlaPm24uB++7mU8pxWnR/P0BvhpmNF7+t+ggsuXhfRUY35i5Cno9UbFtCELCZCQAKlQLgQa/+lFnjK+bzce+rz179jxf94wJt+V5x8EIYS4U+z5Etaae+abDTI+qLJ1qtg25eXqKWNeUtaFgV1rG5lRMybxi9tPbIQxzOtODUBN6cZ6Xvt/NLI0Dvy0fD8M2PwubJlrDBl9Zk/hezZNJiN76p4vjOUBhn5Ztu28RUiAhARIhZaSYEwKzliB260uDPnSGKLwv6bGuOzyGrsqhBB3EpPJSIZh72ZMDL/ZJ7snxxqZ6o6tgprtYdTP5Z9AQog7SVoKfNPTSJzSeACMWpL/34nLx+Dgb0Y2yoxMgw/ML7/hrzc5CZCQAKnIzvgZ//HFXDCG1DXoA6fWG2lDXzyafWKuEEKIO5PWxqR29wY3b7p6IW4nEUeM+UimVOMD7Najsu+PuWRk1zv427+p38EY/tpiqDEk9mbtmS5nEiAhAVKxJF43stwd+OXfbXdPNiZlCiGEEEKI8rf1A9j0lpH58tndRjKX475GUHRmC5kJJSysoeF90GqEsbbT7ZJpsJRIgIQESCVydBX4TjIm103YWuFZR4QQQggh7ljpacbaSBf3GRka4y5nT29fq5MRFDUfkndWYiEBEkiAVGIpCUYK1UpVKrolQgghhBB3tisnjMyX6cnG9+4NodVIYz1L+SC7UIoSIMkAYpE7GwfjJYQQQgghKlbVxkZilLDd0GSAkeL+Zk/scguTAEkIIYQQQoibXcPeN65ZKcrEHZrYXgghhBBCCCFuJAGSEEIIIYQQQphJgCSEEEIIIYQQZhIgCSGEEEIIIYTZbZ+kISYm3yx+QgghhBBCiNtcUWKC23kdpBrA+YpuhxBCCCGEEOKmUVNrfSG/ArdzgKSA6kBsRbdFCCGEEEIIUeGcgIu6gADotg2QhBBCCCGEEKKoJEmDEEIIIYQQQphJgCSEEEIIIYQQZhIgCSGEEEIIIYSZBEhCCCGEEEIIYSYBkhBCCCGEEEKYSYAkhBBCCCGEEGYSIAkhhBBCCCGEmQRIQgghhBBCCGEmAZIQQgghhBBCmEmAJIQQQgghhBBmEiAJIYQQQgghhJkESEIIIYQQQghhJgGSEEJUIKVUR6XUH0qpc0qpZKVUhFJql1Lqw4puW0VSSi1WSoUWspzO8opXSoUqpVYppR5XStnmcoyfUsovx7Y6SqnVSqkocz0fmbffpZTaopSKNm+fVFrXWBGUUt3N19G9otsihBA3K6uKboAQQtyplFIDgFWAHzAVuAR4Ae2AUcBLFda4W0si0NP8tT1QC+gPfA28pJTqp7U+n6X8M7nUMR/oCIwHwjF+FgDfAZUwfh7XgNDSbnw52wd0Bo5WdEOEEOJmpbTWFd0GIYS4IymltgA1gCZa67Qc+yy01qaKaVnFU0otBrprresUotxwrbVjLvvuA3yBfVrrTgXUcwo4pbW+P8f2VOBrrXVuQVWRKaUsASutdXJp1CeEEKL0yRA7IYSoOO7A1ZzBEUBuwZFSaqR5+F28UipOKbVeKXVXjjLtlFK/moeZJZr//UUp5Z2jnINS6gOlVIhSKsk8tCxAKfVwjnIDzedMUErFKqX+UUp1zlFmlnnYVnPzuaLNQwW/U0q55Cj7rFJqq1Lqsvk6DimlpiqlrItx//Kltf4boxepo1KqW5Y2ZA6xyxhyBjQA+mcZqjfOvN0KmJixPUsdnkqpL5VS55VSKeb7OFMpZZWlTB3zcVOVUq8rpUKAZKCHeb9zlp9BilLqglLqI6VUpRz3TCulPlNKjVVKHTP/LA4opR7Iec1KqSbmn0GEecjmOaXUDxlDDXMbYmcephinlGqglFpj/jpMKfVhziGKSqmaSqnl5t+F60qpJUqp9hn3rJg/KiGEuKlIgCSEEBVnF8bD+yfKmIuUZ5CglHoN+AVjaNQIYCzgBGxTSjXLUrQOcAKYBPQFpmEM2/NXSlXJUu5/wETgE6Cfub5lGEFbxjlHA38CMcDDwBOAG+CnlLo7l2b+DpwEhgFzgNEYQ9eyqg/8bD7fA8C3wBTgy7yuvYRWmf/tlsf+jCFn4cAO89edgbXmfwGWZ9mOUsoT2Itxf9/EGM73LfAqRkCW0wsYQwBfNpc9rpRyALYAj2H8DPoDc4FxwCqllMpRxwDgOeANjPsbBfyhlKqXUUAp1RrwBzqZy/U3t8kWsMnj+jNYY9yrjcAgjKGFkzF+fzLqrwRsxgjwpmH8HkYAvxVQtxBC3Fq01vKSl7zkJa8KeGEEI9sAbX6lYDykvwI4ZilXC0gFPslxvCPGXJnf8jmHJcYcmjjghSzbDwF/5HOcBXABOAhY5DhnBLAjy7ZZ5vZPyVHH5xjzg1Q+57DCCJbSALcs+xYDoYW4h4uBuHz2NzG3bUGWbX6AX45yoYBvLsdr4LMc2xYCsUDtHNtfMpdvZv6+jvn704B1jrKvAOlAuxzbh5mP6Z+jDeGAU5Zt1czHv5Jl20aMeVJV87kf3c31dc9xDzXwUI6yq4HjWb5/xlyuXy73QwPjKvo9JS95yUtepfGSHiQhhKggWutIrfU9QHuMB+Y/gUbAe8ChLD0+fTECiR+UUlYZLyAJoxeie0adSilHpdRcpdRppVQaRuARhxEkNc1y+r0YQ8rmmIdd2edoXmOgOvCjzjLcT2sdh9FT1MncC5LVqhzfHwTsAI8s7btLGRnmIjEe8FOBHzACuUYF3LLiyNkTUxoewOhJuZjj57HWvP/eHOVXaa1Tc6njMBCUo471mAOYHOU3a61jM77RWkcAlwFvMIZMms+7VGt9pRjXpIG/cmw7mFG/2b1ArNZ6XY5yvxTjfEIIcdOSLHZCCFHBtNYBQACAeZjdXIzhTVPNr2rmov55VJF1vtLPQC/gLXP5GIyH3zUYGd4yvACcB0ZiDJdKUkqtx+gFOsW/Q+0ucaOLGL0/bkBClu2ROcplJCKwN19bbYwesxPAfzF6bZKADhi9TTmDtNKQ8YB/sRTrrAY8iBHc5aZKju9zu4fVMOY9FbaOnPcWjPubcc/cMILM87mUK4wErXVSLvXbZfneHaP3MKfctgkhxC1LAiQhhLiJaK1TlVKzMQKkFubNV83/DgfO5nWsOSHCA8BsrfWcLNttgco5zhMPzARmKqWqYcxXmYPRi9CEfx/IvXI5VXWMoOxakS4OBmP0ZA3VWmdeh1KqTRHrKYqB5n/9SrHOqxi9K9Pz2J8zGMstXexVjOGH4/M5R1FEYfTI1SzicUURiRHM5uRZhucUQohyJwGSEEJUEKWUl9Y6t96FjKFwGQ/a6zGGytXXWv+eT5UaY0hZzhTST2L0LuR+kDFca7F5kv8k83CtExhzkEYrpT7QWmtzmythzJPZpbVOyKvOfNpH1vaZkxH8p4j1FIpSqg/Gte/UWm8vxap9gfuBYK11UYPErHW8BkRqrUNK2iCtdaIy0sY/pJSarrUuaoBVGFuAEUqp/lrrtVm2jyqDcwkhRIWRAEkIISrOeqXUeYxem+MYw9baYEz2jwM+BtBahyql3gDeMWctW4fRe1MN4xP9eK31TK11jFJqKzBFKXUVYwjbvRjZ565nPbFSag/GQ/pBc11NMZIlZAY+SqmpwBLAVyn1JUY2tCmAK8acqaL6ByMRxS9KqXkYw7cmYgwPKwkLpVTGOke2QG2MHrERwDHzv6XpDaAPsFMp9QlGMGmHkZThfuBpnX1h2tx8hBFoblVKzcecDMPc9vuAD7XWe4rYrheB7cAepdQcjOQQ1TB60SZkncNUTN9j9Gz+pJR63Vx/f4w5cpB9qKcQQtyyJEASQoiK8zZGSuXJGEPZbDHmq2wA3tNaH8soqLV+Tyl1FGPuzsPmsuEY84wWZqlzNEZgNQ/jb/wOjIf51TnOvQnjwXky4IDRW/QD8E6Wc/6slIrHSBX9G8YQrt1AD631zqJerNb6uFJqmPm6V2AM2foZI+X42vyOLYA9Rsp0MIatXQEOYPRMLdFap5Sg7htorS8ppdoBMzACxpoYWe1C+Dd4LaiOeKXUPRiB5lNAXXPbz2H8/EOL0a4DSqkOwGyMRB9OGL8jmzAC0xIxt7knRnA3D6NH8G+M7HZryBGECyHErUqZR00IIYQQQhSZeY2utzHSnhc3SYQQQtw0pAdJCCGEEIWilHrO/OVxjMVle2JkRPxJgiMhxO1CAiQhhBBCFFYCxrDMOhjDPM9hpKV/uwLbJIQQpUqG2AkhhBBCCCGEmUVFN0AIIYQQQgghbhYSIAkhhBBCCCGEmQRIQgghhBBCCGF22yZpMK/OXh1jbQohhBBCCCHEnc0JuKgLSMJw2wZIGMGRpBwVQgghhBBCZKiJsTh6nm7nACkWICwsDGdn54puixBCCCGEEKKCxMTEUKtWLSjE6LLbOUACwNnZWQIkIYQQQgghRKFIkgYhhBBCCCGEMJMASQghhBBCCCHMihwgKaVqKKV+UkpFKqUSlFJBSqm2WfYrpdQspdRFpVSiUspPKdU8Rx22SqlPlVJXlVLxSqlVSqmaOcq4KaV+VEpFm18/KqVci3+pQgghhBBCCJG/Is1BUkq5ATuAzUB/4DJQH7iepdhU4EVgHHASeB34RynVWGudMSnqI+BBYBQQCXwI+Cql2mqt081lfsbIMtHP/P1XwI/m40qF1pq0tDTS09MLLizEHcbS0hIrKyuMjPlCCCGEuB1FxiWzLPA8Xeq706qm9EUAqALSgGcvrNQcoKvW+p489ivgIvCR1nqueZstEAFM01p/qZRyAa4AY7XWv5nLVAfCgPu11uuVUk2Bo0AnrfUec5lOwC6gidb6RCHa6gxER0dH55qkISUlhUuXLpGQkFDo6xfiTuPg4ICXlxc2NjYV3RQhhBBClIEpyw6wLNBYGaettxvjutShXwtPrC1vr5k4MTExuLi4ALhorWPyK1vULHYDgfVKqWXAvRg5xBdorb82768LeAJ/ZxygtU5WSm0BugBfAm0B6xxlLiqlDpvLrAc6A9EZwZG5zG6lVLS5zA0BkjkQs82yySmvizCZTISEhGBpaUn16tWxsbGRT8mFyEJrTUpKCleuXCEkJISGDRtiYXF7/aEUQggh7nTpJs3G45cBUAoCz14j8Ow1PJ3tGNvZm4c71KZypTvvQ9KiBkj1gInA/4B3gQ7AJ0qpZK31DxjBERg9RllFAN7mrz2BFK31tVzKeGYpczmX81/OUianV4GZhbmIlJQUTCYTtWrVwsHBoTCHCHHHsbe3x9ramrNnz5KSkoKdnV1FN0kIIYQQpSgo7BpR8Sk421mxfnI3ft0bxpI9ZwmPSeL99Sf4ZOMpBrepwbiudWjqdecsm1PUj4QtgH1a69e01vu11l8CX2METVnlHLenctmWU84yuZXPr573AJcsr5p5lMskn4gLkT95jwghhBC3rw3HjP6I7o098HKxZ3KfRux4pSf/G9GaljVcSE4z8VtAGP0/3saor3ax/kg46abCT8+5VRW1B+kSxtygrI4Bw8xfh5v/9TSXzeDBv71K4YCNUsotRy+SB7AzS5lquZy/Kjf2TgHGUD4gOeN7GTInhBBCCCFE3jYeMx6rezX1yNxma2XJUJ+aDLmrBoFnr7FoZyjrDoez+0wUu89EUdPNnlf6N+GBVtUrqtllrqgB0g6gcY5tjYCz5q9DMIKbPsB+AKWUDcZ8pWnmMoFAqrnMUnMZL6AFRgY8MJIxuCilOmit95rLdMToGcoIokQxhIaGUrduXfbv30+bNm0KdczixYuZNGkS169fL7hwGbajNNWpU4dJkyYxadKkcj+3EEIIIW5Ppy/H8dQPASSkpGNnbYGdtSV21pbYW1tiZ22BvY0ldlaW2Jn/tbexoGuDKnSpX6Xc2xoWlcDJiDgsLRTdG3ncsF8pRbs6lWlXpzIXryfy4+6z/LL3HOevJfLcz/sJj07iyXvqlXu7y0NRA6T5wE6l1GsYwU0H4CnzC621Vkp9BLymlDoFnAJeAxIw0najtY5WSn0LfKiUigSigA+AQ8AGc5ljSql1wNdKqQnmc38F+BYmg93tLiwsjFmzZrF27VquXr2Kl5cXgwcP5o033sDd3T3fY2vVqsWlS5eoUqXwb8SRI0dy//33l7TZRXbmbyeVpAAAIABJREFUzBmmT5/Oli1biIqKokqVKrRt25b333+fRo0alahuf39/KlWqVEotFUIIIYSAb7eHcOZqfJGO+XprCGv+ew8NPBzLqFW522DuPWpfxw0XB+t8y1Z3tWdavyb8t1dD5q47zqIdoby9+hhX41KY1q/xbTdyq0gBktbaXyk1BGO+zxsYPUaTtNZLshSbB9gDCwA3YA9wX5Y1kAAmA2kYQZY9sBEYl2UNJIAxwCf8m+1uFfBcUdp7Ozpz5gydO3emUaNG/PLLL9StW5cjR44wZcoU1q5dy+7du6lcuXKux6akpGBjY4OnZ155LnJnb2+Pvb19aTS/0FJSUujTpw9NmjRhxYoVeHl5cf78edasWUN0dHSJ6rWxsaFq1aql2FohhBBC3OmSUtNZffAiAPOGt6JelUokpqaTmJJOUpqJpJR0ktLM36eaSExNZ2fwVQ6ej+a1FYf49alOWFiUX6CxyZy9rnfT3Ga15M7O2pI3HmhGVSdb5q07wcItwUTFJ/PukJZY3U5pwbXWt+ULcAZ0dHS0zikxMVEfPXpUJyYm3rDvZtevXz9ds2ZNnZCQkG37pUuXtIODg3766aczt3l7e+u33npLP/bYY9rZ2Vk/+uijOiQkRAN6//79meX+/PNP3aBBA21nZ6e7d++uFy9erAF97do1rbXWixYt0i4uLpnlZ86cqVu3bq1/+OEH7e3trZ2dnfXIkSN1TExMZpm1a9fqrl27ahcXF125cmU9YMAAffr06cz9ubUjq/3792tAh4aG5ns/zp8/r0eMGKFdXV115cqV9cCBA3VISEjm/scee0wPGjRIv/vuu9rLy0t7e3tn3pv58+dnlrt+/br+z3/+o6tWraqdnJx0jx49dFBQUOb+oKAg3b17d+3o6KidnJy0j4+P9vf3z7dtt4Nb+b0ihBBClKfVBy9q72m+utO7G3R6uqlQx4RFxeumM9Zq72m++qfd+T/zlKaYxBTd4LXV2nuarw6+HFusOn7de1bXfcVXe0/z1U8s9teJKWml3MrSFR0drTGSvTnrAuKI2yjUKxmtNQkpaRXy0oVcrDcqKor169fzzDPP3NCj4+npyZgxY/jtt9+y1ff+++/TokULAgMDmTFjxg11hoaGMnz4cAYPHkxQUBATJkxg+vTpBbYlODiYlStX4uvri6+vL1u2bGHOnDmZ++Pj43nxxRfx9/dn48aNWFhYMGTIEEwmU6GutWrVqlhYWLB8+XLS09NzLZOQkECPHj1wdHRk69atbN++HUdHR/r160dKSkpmuY0bN3Ls2DH++ecffH19b6hHa82AAQMIDw9nzZo1BAYG4uPjQ69evYiKigJgzJgx1KxZE39/fwIDA3nllVewts6/O1oIIYQQd44V+y4AMKhNjUL3BNV0c2BKX2N6/5w1xwmPTiqz9mW17dRVUtM19apUol7V4g3tG9m+NgsfaYuNlQUbjkXw6Ld7iU5MLeWWVoyizkG6bSWmptPsjfUVcu6jb/bFwabgH8WpU6fQWtO0adNc9zdt2pRr165x5coVPDyMyXY9e/bk5ZdfziwTGhqa7ZiFCxfSuHFj3n//fQAaN27M4cOHeeedd/Jti8lkYvHixTg5Gevxjh07lo0bN2YeN2zYsGzlv/32Wzw8PDh69CgtWrQo8Fpr1KjBJ598wtSpU5k9ezbt2rWjR48ejBkzhnr1jAmBv/76KxYWFnzzzTeZY18XLVqEq6srfn5+3HfffQBUqlSJb775Bhub3Bc627x5M4cOHeLy5cvY2hprDX/wwQesXLmS5cuX89RTT3Hu3DmmTJlCkyZNAGjYsGGB1yCEEEKIkjl0PppUkwmf2m4V3ZR8RcWn4HfCGLI21KdGkY59tHMd/gy6SFDYdWb8eZivxrYt8zk9G3LJXlcc9zX35MfxHXjyhwD2hkYx8std/DC+Ax7Ot/baidKDdBvJ6DnK+qZq165dvsecOHGC9u3bZ9vWoUOHAs9Vp06dzOAIwMvLi8uX/13bNzg4mNGjR1OvXj2cnZ2pW7cuAOfOnSv4QsyeffZZwsPD+emnn+jcuTPLli2jefPm/PPPPwAEBgZy+vRpnJyccHR0xNHRkcqVK5OUlERwcHBmPS1btswzOMqoJy4uDnd398x6HB0dCQkJyaznxRdf5Mknn6R3797MmTMnW/1CCCGEKH1hUQkM+2InQxfsZPTXu9l/7lrBB1UQ34MXSTNpmld3plE1p4IPyMLSQjFnWEusLBT/HI1g3eHwgg8qgXSTxu/EFQB6FWH+UV461nNn6YTOVHWy5Xh4LEO/2ElIERNV3GykB8nM3tqSo2/2rbBzF0aDBg1QSnH06FEGDx58w/7jx4/j5uaWLUNdQZnatNY3fEpRmCF/OYeXKaWyDZ978MEHqVWrFl9//TXVq1fHZDLRokWLbEPfCsPJyYmBAwcycOBA3n77bfr27cvbb79Nnz59MJlMtG3bliVLltxwXNYkDAXdA5PJhJeXF35+fjfsc3V1BWDWrFmMHj2a1atXs3btWmbOnMmvv/7KkCFDinQ9QgghhCicX/3PkZJuPFvsDI5kyIKd3NesGi/3bVzkIKSsZQyvG3JX0XqPMjTxdGZi9/p8uuk0b6w6QpcGVXCxL5uh/EFh14iKT8HZzoq23qXTM9fUy5kVE7sw9ts9hEYmMPyLnXw/vgMtariUSv3lTXqQzJRSONhYVcirsN2o7u7u9OnThwULFpCYmJhtX3h4OEuWLGHkyJFF6pZt0qQJ/v7+2bYFBAQU+vjcREZGcuzYMV5//XV69eqVOfSvpJRSNGnShPh441MJHx8fTp06hYeHBw0aNMj2cnEp/BvSx8eH8PBwrKysbqgna7DZqFEjJk+ezN9//83QoUNZtGhRia9JCCGEEDdKTTfxm/95AGY80IzhbWtioeDvoxH0/WgrLy4NIiwqoYJbaThzJY6gsOtYKBjYpviLpz7bowH1qlbiSmwyc9YeK8UWZrfhmDHip3tjD6xLMfNcrcoOLHu6C82rOxMZn8Kor3az8/TVUqu/PEmAdIv57LPPSE5Opm/fvmzdupWwsDDWrVtHnz59qFGjRoFzh3KaMGECx48fZ9q0aZw8eZKlS5eyePFigGKPf3Vzc8Pd3Z2vvvqK06dPs2nTJl588cUi1REUFMSgQYNYvnw5R48e5fTp03z77bd89913DBo0CDASJ1SpUoVBgwaxbds2QkJC2LJlC//97385f/58oc/Vu3dvOnfuzODBg1m/fj2hoaHs3LmT119/nYCAABITE3nuuefw8/Pj7Nmz7NixA39//zznggkhhBCiZP45GsHVuGSqOtnyaGdvPnioNesndaNfc0+0Nnpsen7ox8w/D3MlNrlC27pyv9F7dE/Dqng4FX/ujZ21JXOGtgLgl71h7AqOLJX25bSxlOYf5aaqky2/PtWJLvXdiUtOY9wif9YculTq5ylrEiDdYho2bEhAQAD169dn5MiR1K9fn6eeeooePXqwa9euPNdAykvdunVZvnw5K1asoFWrVnzxxReZWewyEhYUlYWFBb/++iuBgYG0aNGCyZMnZyaBKKyaNWtSp04dZs+eTceOHfHx8eHjjz9m9uzZme1zcHBg69at1K5dm6FDh9K0aVPGjx9PYmIizs7OhT6XUoo1a9bQrVs3xo8fT6NGjRg1ahShoaFUq1YNS0tLIiMjefTRR2nUqBEjRoygf//+zJ49u0jXJIQQQojCWbLnLAAj29XK7OVoWM2JhWPb8uezXbm7QRVS0zXf7zpLt3mbeX/98QrJoKa15o8gI0AqanKG3HSoW5kxHWsD8Nofh0hKzT2Tb3GFRSVwMiIOSwtF90alHyABONlZs+jx9tzf0pOUdBPP/rzvpp4/lhtV2BTTtxqllDMQHR0dfcPDclJSEiEhIdStWxc7u1s7y0ZZeOedd1i4cCFhYWEV3RRRweS9IoQQoryFXI2nxwd+KAXbpvagpptDruV2nr7K3PUnOBB2HQAXe2smdq/P+K51sbEqnz4A/9AoHlq4C0dbK/yn98bepnDzyvMTk5RKn/9tISImmWd71GdK3yal0FLD4h0hzPrrKB3rVua3CZ1Lrd7cpJs0b/x5mHST5r2hLcs8M19BYmJiMqZguGitY/IrKz1IggULFuDv78+ZM2f48ccfef/993nssccqullCCCHuENcTUnhisT8LtwQXem1Acfv6Za+R8bZ7o6p5BkcAXRpUYeUzXfhybFsaejgSnZjKnLXHGfjZdg6djy6XtmYkZ+jXwrNUgiMAZztr3hxkLIny5ZYzHL2Y77N8kWw8bsw/6l0K2esKYmmheHtwC94ZUvHBUVFJgCQ4deoUgwYNolmzZrz11lu89NJLzJo1q6KbJYQQ4g7x9bYzbDx+mTlrj/PaH8YnzqL0feEXzAOfbsvscbkZJaelsyzAGMEyuqN3geWVUvRt7sm6Sd14f3grKley4Xh4LIMX7GDeuuOlPkQtq6TUdHwPXgRgaDGz1+Wlb3NP+rfwJM2keWXFwVJ5T8QmpbL7jDGvqSzmH+VGKYVlIRfNvZlIgCSYP38+Fy9eJCkpiZMnTzJjxgysrCQDvBBCiLIXl5zGj7vOZn7/y95zPLMksEwfbO9E/qFRzF13nMMXYnjkmz0Enr0554SsOxzOtYRUvFzs6NG4asEHmFlaKB5qV4t/JnfjgVZepJs0C/yCGfDJNgLPRpVJWzcdv0xsUhpeLnZ0qude6vXPHtgcJzsrDp6PZtGOkBLXt+3UVVLTNfWqVKJeVcdSaOHtSwIkIYQQ4jZz5GI06w6Hk5CSVtFNKdAve84Rk5RG/aqVWDDGBxtLC9YfieDR7/ZWyKT721FyWjqv/H4QgEo2lsQmp/Hot3vYG1I2gUNJLNljDK8b2b4WVsVIQe3uaMtno334cmxbqjrZEnwlnuELd/HmX0dL/f2QMbxuUJsaWJRBL4mHsx3T7zcy5n7498kSpzXfaE7v3bNJ+fQe3cokQBJCCCFuIzFJqYz8cjdP/xRI27c28MIv+9l4LIKUNFPBB5ez5LR0vtl+BoAJ3epzf0svfniiA062VuwNiWLkl7uIiEmq4Fbm7VJ0IqnpN999zenzzcEEX4mniqMNG166l64N3IlPSeex7/ayM/jmWafmVEQse0OisLRQjGpfu0R19W3uyYbJ9zK8bU20hu92hNDvo22ldr1R8Sn4nTACjtLIXpeXke1r0bFuZRJT05m+8nCx5+ilmzSbze3tVQ7zj251EiAJIYQQt5E/918gLjkNpSAxNZ1VBy7yxPcBdHh3A6/9cYg9ZyIx3SRzfP7cf5GImGSqOdsy6C5jgc1O9dz5bUJnqjrZcjw8lqELdnLmSlwFt/RGywLC6PzeJjq+u5HX/jjEzuCrN+XcqZMRsXzhdxqAWQOb4+Viz7ePtadbo6okpqbz+CJ/tp68UsGtNPxsTs7Qs4kHni4lz5zq4mDNBw+1ZvHj7anuYse5qARGf72H6X8cIjapZL2TvgcvkmbSNK/uTKNqTiVua16UUrw3tCU2VhZsPXmFleaU4kUVFHaNqPgUnO2saFfHrZRbefuRAEkIIYS4TWitM4cozRjQjJXPduXxrnWo4mjL9YRUft5zjpFf7abr3E28u+YYhy9EV1jWOJNJs3BrMABP3l0PW6t/M4A1q+7MioldqFulEheuJzJ84S6CbqLEAslp6Xz490nA6En4ec85Rn+9h07vbWTmn4fxD426KYJQk0nz6opDpKZrejXxYEBLL8BYkPSrsW3p1cSD5DQTT34fwKbjERXa1qTUdH4PNBZ5z1gHqLR0b+zB+sndMutdsuccfedvzewBKo6M4XVDSjk5Q27qVXXkv70aAvDmX0eL1au6wTy8rntjj8x1pUTe5A4JIYQQt4mgsOscD4/F1sqCYT41aVPLlZkPNmfPa71Y8mRHRrSriZOdFZeik/hq6xke+HQ7vf+3hc83nyY5rXyTIvx9NIIzV+JxtrPi4VweiGtVdmD5051pVdOFqPgURn+9my03SU/HUv8wwmOS8HS2Y/Hj7RnZrhYu9tZciU3m+11neWjhLrrO3cRbvkfZf+5ahQWhS/acJfDsNSrZWPLW4BbZUi3bWVvyxSNt6du8GinpJib8GMjfR8IrpJ0AvgcvEZOURk03e7o1LHxyhsJysrPmnSEt+fk/Hald2YGL0UmMW+TP55tPF7muM1fiCAq7joWCgW2ql3pbc/NUt3o083LmWkIqT/0QUOQkJpuOZQyvk/lHhSEBkhBCCHGbyFg/ZkArL1wcrDO3W1ooujaowrzhrfGf3puFj7RlQEsvbK0sCL4Sz/vrT/DysoPl1uuhteaLLUbv0djO3jja5p451d3Rlp//04l7GlYhISWdJxb7s3J/8YYYlZbktHQW+Bltf6ZHfbo39mDu8Fb4T+/NonHtGepTAydbIwj9dnsIQxbs5J55m3lv7TE2HI3gQNh1Ll5PLPM5YZeiE5m77gQAU/s1obqr/Q1lbKws+Gy0DwNaeZGarnlmyT7WHLpUpu3Ky5I9RibDhzvULpOEBxm61K/Cukn3MK5LHQDeX3+C73eGFqmOjN/Bbo2q4uFUPouoW1tasPCRtrg5WHPgfDTTfj9Y6MA7LCqBExGxWFooujeSAKkwJJezuGnVqVOHSZMmMWnSpFKvKzw8nLFjx7Jz506sra25fv16rttuZqV5f4QQt76YpFT+OmA83I7ukPcQJTtrS/q18KRfC09ik1JZdeAiM/88wl8HLlLH3YGX7mtc5m3dfSaKA2HXsbWyYFyXuvmWdbS14tvH2vPysgOsOnCRSb8FcTUumSfvqVfm7czN0oDzXIo2eo9GtKuVud3GyoIeTTzo0cSDpNR0tpy8gu/BS2w8FsH5a4l8ueUMX3ImW12uDtZUdbSlqpMtHk7GvxmvFtVdaFjMuS1aa2asPEJcchp31XblkU55rydkbWnBxyPbYG2hWBl0ked/2U9quolBbcp+6FiGoxdj2H/uOlYWiofa1Szz8znYWDFrYHOc7a35ZOMpZq46grO9FUPuKvjcWmv+CCq/4XVZ1XZ3YMGYtoz9dg9/Bl2kUTUnnu3RoMDjNh4zhk+283bL9sGJyJsESLeYy5cvM2PGDNauXUtERARubm60bt2aWbNm0blz54puXrmaNWsWs2fPBsDS0hJXV1eaNWvG0KFDmThxIra2tpll/f39qVSpUub38+fP59KlSwQFBeHi4pLntptZzmsSQtzZ/tx/gcTUdBp6ONLWu3CTsJ3srBnT0RtrSwumLj/Ip5tOU7uyAw9lefAvCwvNvUcPtatJVSfbAkobwcdHI9vg7mjDoh2hvL36GBExSUzt16Rc51Mkp6WzwDwk65ke9bGztsy1nJ21JX2be9K3uSeJKelsOn6ZdUfCORsZz5XYZK7EJpNm0lxPSOV6QiqnLt+YhEIpmNK3MRPvrZ9taFxhrD0czoZjEVhbKuYMbVXgQp1WlhZ8OKINVpYWLA88z+TfgkhN1wxvW/bBCsDPe43eo77NPcutRwZgcu+GxCSmsnhnKC8vO4ijrTV9muWf4S3g7DXCohJxtLXivmae5dTSf3Wu786sgc15feVhPvj7BA09HLmvef7t2HjcGF7XW7LXFZoESLeYYcOGkZqayvfff0+9evWIiIhg48aNREXdfGsZlIfmzZuzYcMGTCYTkZGR+Pn58fbbb/Pjjz/i5+eHk5Px6VvVqtnHMwcHB9O2bVsaNmyY77aiSk1Nxdq6fD6dyXlNQog7V9bkDKM71i7yA/WIdrU4F5nAZ5tP8+qKQ9RwtadLgypl0VSOXoxhy8krWCh46p76hT7OwkLxxgPN8HCyY+6643y9LYS9odeYP6J1uS16mdF7VM3ZNlvvUX7sbSwZ0MqLAa28MreZTJroxFSuxCVnBkyXY5Myvw67lkjg2WvMW3eCIxdimDe8FZXyGIaYU3RCKjNXHQFg4r31aexZuF4oSwvFvGGtsLZU/LI3jCnLD5CWbmJUPr2RpSE+OY2V+y8Cxu9ueVLK+J2KSUplxb4LPPvzPhY/3p4u9fP+3V+xz0gk0a+FJ/Y2uQfIZe2RTt6cjIjlh11nmfRbECue6UITT+dcy8YmpbL7TCQg84+KQuYg3UKuX7/O9u3bmTt3Lj169MDb25sOHTrw6quvMmDAgMxy0dHRPPXUU3h4eODs7EzPnj05cOBA5v7g4GAGDRpEtWrVcHR0pH379mzYsCHbuRYsWEDDhg2xs7OjWrVqDB8+PHNfcnIyL7zwAh4eHtjZ2XH33Xfj7++fud/Pzw+lFBs3bqRdu3Y4ODjQpUsXTpw4UaQ2FIaVlRWenp5Ur16dli1b8vzzz7NlyxYOHz7M3LlzM8vVqVOHjz76KPPr33//nR9++AGlFOPGjct1W2Hu5axZs2jTpg3fffcd9erVw9bWFq01WmvmzZtHvXr1sLe3p3Xr1ixfvrxI9whg1apVtGvXDjs7O6pUqcLQoUNzvSYw/tB/8803DBkyBAcHBxo2bMiqVatuqK9hw4bY29vTo0cPvv/+e5RSN/1wQiFE/rImZxhaiGFCuXmxTyMebF2dNJPm6Z8COZ1Lr0ZpyOg9GtCqOrXdHYp0rFKKid3r89nou3C2s+JA2HXu/2QbP+4+W+aJELL1HnVvkGfvUWFYWCjcKtnQqJoTXRtUYfBdNXiqW32mD2jGR6Pu4veJXXh3SEusLRWrD11i6IKdnI2ML1Tdc9Yd40psMvWqVuKZQgy/ytmudwa35NHO3mgNr6w4xAu/7GfH6atlNj9t1YGLxCWnUcfdgc713MvkHPmxMAeGfZpVIyXNxH++D+BAHhkTk1LT8T1oDGMdWs7D63Ka8UAzutR3JyElnSe/DyAyLjnXcttPXSU1XVO3SqVy+yDhdiABkpnWmviU+Ap5FfaPuqOjI46OjqxcuZLk5NzfCFprBgwYQHh4OGvWrCEwMBAfHx969eqV2csUFxfH/fffz4YNG9i/fz99+/blwQcf5Nw549PHgIAAXnjhBd58801OnDjBunXr6NatW+Y5pk6dyu+//87333/Pvn37aNCgAX379r2hF2v69Ol8+OGHBAQEYGVlxfjx4zP3FdSGkmjSpAn9+/dnxYoVue739/enX79+jBgxgkuXLvHxxx/nuq0w9xLg9OnTLF26lN9//52goCAAXn/9dRYtWsQXX3zBkSNHmDx5Mo888ghbtmwp9D1avXo1Q4cOZcCAAezfvz8zmMrP7NmzGTFiBAcPHuT+++9nzJgxmW0NDQ1l+PDhDB48mKCgICZMmMD06dOLdY+FEDeXvJIzFIWFheL94a1o6+1GTFIajy/em+dDV3GFRSXge9DoLZjQrfhziB5oVZ11k7rRpb47SakmZqw8zOOL/bkcW3aLyi7L0ns0sn3ZDkEEozfl16c6UdXJlhMRsTz46fYCs/jtPhPJL3vDAJgztFWxgjgLC8Xsgc158m5jbtiqAxcZ880e7pm3mY82nOT8tYSiX0w+fs7S81mWyRnyY2VpwacP30WX+uYFdBft5VRE7A3lNh2/TGxSGl4udnSqgGAuK2tLCxaM8cHb3YHz1xKZ+NO+XBN/ZKT37tVEeo+KJOPT7tvtBTgDOjo6WueUmJiojx49qhMTEzO3xSXHaWZRIa+45Lgb2piX5cuXazc3N21nZ6e7dOmiX331VX3gwIHM/Rs3btTOzs46KSkp23H169fXX375ZZ71NmvWTH/66adaa61///137ezsrGNiYm4oFxcXp62trfWSJUsyt6WkpOjq1avrefPmaa213rx5swb0hg0bMsusXr1aA9nueX5t0Fprb29vPX/+/DzLz5w5U7du3TrXfdOmTdP29vZ51jVo0CD92GOPZTsm57bC3MuZM2dqa2trffny5cz9cXFx2s7OTu/cuTPbcU888YR++OGHtdaFu0edO3fWY8aMyfP6c14ToF9//fVs7VBK6bVr12bekxYtWmSrY/r06RrQ165dy/Ucub1XhBA3l+jEFN3k9bXae5qv9g+JLHF9V2OT9D1zN2nvab56yOfbdWJKWim00jBj5SHtPc1XP/LN7lKpLz3dpL/ZdkY3nL5Ge0/z1W1mr9drD10slbqzSkpN053f3aC9p/nqRdvPlHr9+QmPTtSDP9+uvaf56rqv+OoFm09rk8l0Q7nElDTd4/3N2nuar351xcFSOXfQuWv6tRUHdYs31mnvab7ae5qvrvOKrx7z9W69cv/5Ev9uHAi7pr2n+eqGr63RkXHJpdLmkohNStUDPzPudYd3/tHnIuOz7X9isb/2nuar31tzrIJaeKNTETGZP59pyw9k+91ISzfpu978W3tP89U7T1+twFbeHKKjozWgAWddQBwhPUi3mGHDhnHx4kVWrVpF37598fPzw8fHh8WLFwMQGBhIXFwc7u7umT1Ojo6OhISEEBxsDGuIj49n6tSpNGvWDFdXVxwdHTl+/Hhm702fPn3w9vamXr16jB07liVLlpCQYHxiFBwcTGpqKl27ds1sk7W1NR06dODYsWPZ2tqqVavMr728jLHXly9fLlQbSkprXeQx+DkV5l4CeHt7Z5sPdPToUZKSkujTp0+243744Ydsx0H+9ygoKIhevXoVqc1Z66tUqRJOTk6Z9Z04cYL27dtnK9+hQ4ci1S+EyFtquom/j4QzbflB9oaU37zQ4iRnyI+7oy2LHm+Pi701+85d56VlB0pleNXVuGR+8zd6NyZ2L/zco/xYWCieuLsuvs/fnblGzNM/7ePlZQeITUotlXOA0Xt0MToJDyfbMp+Tk1M1Zzt+faoTo9rXwqRh7rrjPPfzfuKT07KV+2zTac5cjcfDyZZX+jcplXO3ruXKO0Nasnd6bz4a2YauDdzRGrafvsp/fw2iwzsbmLHyMIfOF2/B4Yzeo/4tPalcyaZU2lwSjrZWLB7XnkbVHImISeaRb/ec0PAfAAAgAElEQVRw2bwoa1R8SubCskN9KnZ4XVYNPJz4ZPRdWCj41T+MxVlSlgeFXSMqPgVnOyva1Sn534Y7iSRpMHOwdiDu1bIZb12YcxeFnZ0dffr0oU+fPrzxxhs8+eSTzJw5k3HjxmEymfDy8sLPz++G41xdXQGYMmUK69ev54MPPqBBgwbY29szfPhwUlJSAHBycmLfvn34+fnx999/88YbbzBr1iz8/f0z/wDmDD5yC0iyJivI2GcymQrVhpI6duwYdevmnzq2IIW5l8ANmeQyrnH16tXUqJH9j2jWzHqQ/z2yt79xzYqC5EwQoZTKrC+3n1Fx/kMTQmR3LjKB3wLOsSzgPJdjjSFpqw5c5JenOtGmlmsBR5eMLmFyhrzUr+rIwkfa8uh3e1h98BLelR2Y2q9kD93f7wwlOc1E65oupT7XpFE1J1Y+25X5G06ycEswywPPs/tMJP8b0YYOdSuXqO6UNFOWuUd5Z64rS7ZWlswZ1oqWNV2YteoIqw9dIvhKHF+ObYu3eyWOh8dkzu16c1BznO1KN1mQvY0lg++qweC7ahAWlcDywPMsDzzPheuJ/Lj7LD/uPksTTyce7lCbYW1r5rmuVVYx5hTzkH9a+vLmVsmGH5/oyEMLd3E2MoFHv9vLr091wvfgRdJMmubVnWlUzPTrZaVHYw9e7d+Ud9Yc4y3fo9Sv6ki3RlXZaB5ed29jj3LN9ng7kADJTClFJZtbM2Vys2bNWLlyJQA+Pj6Eh4djZWVFnTp1ci2/bds2xo0bx5AhQwBjPlBoaGi2MlZWVvTu3ZvevXszc+ZMXF1d2bRpE3379sXGxobt27czevRowMjcFhAQUKT1eArThuI6fvw469at49VXXy1RPYW5l7lp1qwZtra2nDt3jnvvvbfY52/VqhUbN27k8ccfL3YdWTVp0oQ1a9Zk2xYQEFAqdQtxp0lJM/H30XB+3RvG9tNXM7e7V7LBw9mOY5diGL/Yn+VPdy7TidGlkZwhL53ruzNnaCteWnaABX7BeLs7MLJ98R5k45LT+GGXkcr56WKkrS4MGysLpvVrQo/GHry4NIjz1xIZ+dUunr63PpN7N8LGqngPiMsCwyqs9yinMR29aVzNiad/2sfx8FgGfraDj0a14aMNp0gzafo2r0a/Fl4FV1QCtSo7MLlPI/7bqyE7gyNZGhDGuiPhHA+PZeaqI3yw/gQj2tfisc518k3C8ef+CySkpNPAw7HEQWxpq+Zsx09PdGT4wp0cD4/l8cX+pKYbHzaW99pHhfXkPXU5ERHL8sDzPPvzPlY+2zUzQOot2euKTAKkW0hkZCQPPfQQ48ePp1WrVjg5OREQEMC8efMYNGgQAL1796Zz584MHjyYuXPn0rhxYy5evMiaNWsYPHgw7dq1o0GDBqxYsYIHH3wQpRQzZszI7GUA8PX15cyZM3Tr1g03NzfWrFmDyWSicePGVKpUiYkTJzJlyhQqV65M7dq1mTdvHgkJCTzxxBOFvpaC2lBYaWlphIeH35Dmu02bNkyZMqXI9WVVmHuZGycnJ15++WUmT56MyWTi7rvvJiYmhp07d+Lo6Mhjjz1WqPPPnDmTXr16Ub9+fUaNGkVaWhpr165l6tSpxbqeCRMm8L///Y9p06bxxBNPEBQUlDk0syweVoS4HQVfiePXvef4fd8FouKNHm+l4O4GVXi4Q216N61GarqJh7/ezcHz0Tz63V5WTOyCh3PZrO1SGskZ8jOsbU3ORsbzyabTTP/jMDXdHOhajPTfv+49R3RiKvWqVCpwzZaS6lC3Mmv/ew9v/nWUZYHn+cIvmC0nrvD5GB/qVinaB6EpaSY+32T0Hk2soN6jnNrVqYzv83fz9E+BBIVd5/FFRhZZJ1sr3hzUotzaYWGhuLthFe5uWIXohFRWBl3g+52hnLkaz7fbQ/huRwi9m1ZjfNe6dKpXOdv/M9l6PjuUXs9naart7sCPT3RkxJe72H/OyGpnoWBgm+oV3LLcKaV4Z0gLQq7GE3j2Go9+u5cL1xOxtFB0byQBUlFJf9stxNHRkY4dOzJ//ny6detGixYtmDFjBv/5z3/47LPPAOMNsmbNGrp168b48eNp1KgRo0aNIjQ0lGrVjAXC5s+fj5ubG126dOHBBx+kb9+++Pj4ZJ7H1dWVFStW0LNnT5o2bcrChQv55ZdfaN68OQBz5sxh2LBhjB07Fh8fH06fPs369etxcyv8+NaC2lBYR44cwcvLi9q1a9O9e3eWLl3Kq6++yrZt23B0LNmntoW5l3l56623eOONN3jvvfdo2rQpffv25a+//irSsL/u3buzbNkyVq1aRZs2bejZsyd79uwp9vXUrVuX5cuXs2LFClq1asUXX3yRmcUu59A/IcS/0tJN/LH/PCMW7qLXh1v4elsIUfEpVHO25fmeDdg6pQc/PtGR+1t6YWNlQSVbK74b15465uxSjy3yJ6YU58NkiElK5a8DRsrhshyiNLlPIwa1+Tf9d27ZvfKTkmbim20hADzVrV6Bi5aWBic7a95/qDULH2lL5Uo2HL0Uw8DPtrPZPIeksLL2Hj18Ew0D83Sx47cJnRiZZS2maf2bUK2MAvGCuDhY81iXOmx48V4WPd6ebo2qojX8czSCh7/eTf+Pt7HUP4yk1HQA9p37t+dzmE/5LEZbHI09nVj8eHsczOsddWtUtVwXsi0qWytLFj7Sluoudly4nghAO2+3Mvnw5Hanbtc5CEopZyA6OjoaZ+fsi2clJSUREhJC3bp1sbO7eX/RhShr77zzDgsXLiQsLCzX/fJeEQJm/nmY783DwyyUMd5/VIfa9GhcFat8xvWfi0xg6Bc7uRqXTKd6lVn8eIdS7YH4cVcoM/48QkMPR/6e3K1MP4VPSk1n7Ld78A+9Rk03e74f34H6hRw6uCwgjCnLD+LhZMu2aT2wtSrfXpiImCSeWbKPwLPXUApe6tOIZ3s0KPB+paSZ6PGBHxeuJzLzwWY83rVk81rLgtaa1YcucSU2mcc616mwNNm5OX05lkU7Qlmxz0giAlC5kg2jO9Tm1OVY1h+JYJhPTT4c0bqCW1qwPWci+dwvmJfva0SrmmU7r7A0HL4QzUMLd5GYms70+5vynxKk1L+dxMTE4OLiAuCitY7Jr6wESPLQJ+4gCxYsoH379ri7u7Njxw6ef/55nnvuOd5+++1cy8t7RdzpouJT6PTeRlLSTDzboz6PdPLGy6XwCVQOX4hm1Fe7iUtO4/6Wnnz6sE+p9KBoren/8TZj3kc5PbxHxacwZMEOzkYaWU0bV3Oib/Nq3Nfck+bVnXMNOEwmTZ/5Wwi+Es+r/Zsw4d7SyV5XVClpJmb/dSRzWFe/5p58MKJ1vskEft5zjtf+OISHky1bp/a4KYbX3YqiE1L51f8cP+w6m9mrkWHFM13wqS3Z1crCruBI1h6+xNR+TQqVNONOUJQASYbYCXEHOXXqFIMGDaJZs2a89dZbvPTSS8yaNauimyXETWtpQBgpaSZa1HDm5fsaFyk4AmhRw4WvxrbFxtKCNYfCmf3XkVLJHlmWyRnyUrmSDT+M78A9DatgaaE4ERHLJ5tO88Cn27l77mZmrTrCzuCrpKX/O590w7EIgq/E42RnxeiOFTdEzcbKgneGtGTO0JbYWFqw7kg4Qz7fQcjV+FzLp6SZ+Nycue7pe2+OuUe3KhcHaybcW58tU7rzxRgfOtQxEjK083bjrjLO8ngn61zfnTcHtZDgqJikB0k+FRciT/JeEXeydJPm3vc3c/5aIvOGtWJE+1oFH5QH34MXef6X/WgNL9/XiOd6NixR26YuP8DSgPMM9anB/0a0KVFdxXE9IYXNJy6z/nAEW05eyRxCBeDqYE3PJh70be7Jwi3B7D93nYnd6zOthGnCS8u+c9eY+FMgETHJONlZ8fGoNvRskn1eaUbvUVUnW7ZJ71Gpu3A9EVd7ayrJw7soR0XpQZLfTCGEECIXW05e5vy1RFzsrXmwdckyVz3QqjpXY5OZ9ddRPvj7JB5OdsUOuMorOUN+XB1sGHJXTYbcVZOk1HS2n7rK30fD2XDsMlHxKazYd4EV+y4ARu/N413rVEg7c+NT242/nr+bZ37aR8DZazzxfQAv9jbmJVlYqGy9RxOl96hM1HAt+jp/QpQnCZCEEEKIXGSs2/NQ25rY25T8IXlc17pcjk1mgV8wr/5xCHdHG3o1zT8jZm7+3G9Mem/o4Uhb74qfv2FnbUnvZtXo3awa6SZNQGgUfx+NYP2RcM5fS2Rclzo3XeYvDyc7fv5PJ970PcJPu8/x4T8nOXQhmg9HtMb34CUuXE+kqpNthQ4LFEJUnDs6QLpdhxcKUVrkPSLuVGcj49ly8goAj3TyLrV6p/RtzJXYZJaZF3Nc8mSnIgU52daP6XjzrR9jaaHoWM+djvXceX1AU67EJVOl0s25jICNlQVvD25JyxouzFh5hL+PRjD48x0kphjDBWXukRB3rjsySYO1tZEPPiEhoYJbIsTNLeM9kvGeEeJOsWTPObSGextVpU4RFxfNj1KK94a2pGcTD5JSTYxf7F+kdYUqIjlDcSml8HCyu6lST+dmZPvaLH26M57OdgRfiedidBJVnWwZI71HQtyxStSDpJR6FXgX+FhrPcm8TQEzgacAN2AP8KzW+kiW42yBD4CHAXtgI/CM1vp8ljJuwCfAQPOmVcDzWuvrJWkzgKWlJa6urly+bCwY5+DgcNN9CidERdJak5CQwOXLl3F1dcXSUj5FFXeOpNR0lgYYa4ONLcXeowxWlhZ8NvouRn+9h6Cw6/T/eBud67tzf0sv7mtWDXfHvHtcftlr9B4NaOUliz+Woja1XPnr+bt5dsk+9oZG8WKfRtJ7JMQdrNhZ7JRS7YGlQAywOUuANA2YDowDTgKvA92AxlrrWHOZL4AHzWUigQ+BykBbrXW6ucxaoCZGoAXwFRCqtX6wkO3LM4sdGA+A4eHhXL9e4nhLiNuWq6srnp6e8gGCuKMsDQhj6vKD1HC1Z+vUHqWyblFursWnMOHHQPaGRmVus1DQqZ47/Vt60bd5tWxzd2KSUun4zkYSU9NZ/nRn2pnTJYvSYzL9n737jm+62v84/vqme9OW0kFLy957rzJkKLLFgYhyVVCRIaJXvRfXz4nr4kBF1KsgCg72KiBXZJdZyiyrLZ3QvZs0Ob8/UmLLks6U8nk+Hnkk+ebkm5PQ0ry/53w/R5GUVUCAFBEQotap8oViNU1zBQ4CUzEHoMNKqWeKR48SgHlKqbnFbR2AZOAFpdQCTdM8gEvARKXUsuI2AcAFYJhSKkzTtJbAcaCHUmpvcZsewG6ghVLq1E308YYB6TKj0YjBYCjzZyBEbWdnZycjR+K2o5Ri5Gc7iYzP5IU7W/BU/6pf2PR8Si4bjiayITKJyPhMy3ZNg64hXgxr48edbfzZfDyJl1cdo2k9VzbNCpUDF0IIUQbVUeZ7PrBOKbVF07Q5JbY3BPyATZc3KKUKNU3bBvQCFgCdAbsr2iRomna0uE0Y0BPIvByOitvs0TQts7jNVQGpOIiVnJfgdjNvxMbGRr4ECiGEACAiLpPI+EzsbXTc16V6zvFpWNeFqf2bMLV/Ey6k5ZnD0tEkDsVmEH4+jfDzaby25jhOxVO+amJxBiGEqE3KHJA0TXsAc8jpco2H/Yqvk6/YngwEl2ijV0qlX6ONX4k2F6+x/4sl2lzpJcznPgkhhKjBzlzMxs/DqUau8L5odzQAw9v53/BcoKoS5OXMlNDGTAltTEJGPhuPJrHhaCL7Y9LJNxhxtKv5xRmEEOJWV6a/TpqmBQEfA0OUUgU3aHrlvD3tGtuu2v0Vba7V/kb7eQf4qMR9NyDuOm2FEEJYwW8H4pj9SwSeznZMH9iUCT0a4GBbM0bx03L1rD1iXoB1Ys/KL85QVgF1nHi0T0Me7dOQ5KwC/nfyIo3ruUpxBiGEqGJlLfPdGagHHNA0rUjTtCKgHzCj+PblkaMrR3nqlXgsCbAvrlJ3ozbXWj3Ph6tHpwDzVD6lVNblC3DzdVOFEEJUudScQt5YdxyA9DwD/7f2OIM+2saqw/GYTNZfc2vZvgvoi0y0re9Bh6A61u5OKb7ujjzQrQFdpTCDEEJUubIGpN+BtkCHEpf9wJLi2+cwh5vBl5+gaZo95hC1q3jTAcBwRRt/oE2JNrsBD03TupVo0x3wKNFGCCHELeTt9SfJyDPQws+Nt8a0wcfNgQtp+cxcepiR83ew43SK1fpmNCmW7I0BzKW95RwfIYS4fZVpil1xme6jJbdpmpYLpCqljhbfnwf8S9O008Bp4F9AHvBj8T4yNU37BvhQ07RUIA3zmkiRwJbiNic0TdsILNQ07Ynil/oKWHszFeyEEELULLvPpvLbwTg0Dd4e25ZODTwZ07E+32w/z4I/z3E0PouHvtlL36Z1efGuFrQO8KjW/v1x6iJx6fl4ONkxon1Atb62EEKImqWsI0g34z1gHvA55tGl+pjPWSo55W0WsBLzOko7MQeoEZfXQCo2AXNo2lR8OQJMrIL+CiGEqEKFRUb+vTISgAe7NaBTA/MMa2d7W6bf0ZRtz/dnUq8Q7Gw0tp9OYfinO5i17DAX0vKqrY+LdptHj+7rEoiTfc04J0oIIYR1lHuh2JruZtdBEkKIW1lkXCbZhQaa1nOjrqt9jZwa9snvp/locxR1XR34fXY/PJyuXWQgJjWX98NOWQol2NvoeLhnME8PaIKni32V9S8mNZd+7/8BwLbn+xPs7VJlryWEEMI6qmMdJCGEEFa2PzqNexfs5vJxLk9nO5r6utG0nivNiq+b+lo3OJ1PyeWz/50B4JURra4bjgCCvV347MFOTAnN4N0NJ9l1NpWvd5xn0e4YQpv5MKK9P4Na+uJSyeXBf9hjHj3q18xHwpEQQggZQRJCiFuR0aQY+dkOjiVk4eFkR1aBgev9d17H2Y5m9dxo4utK1xBPRravj42u6gOTUoqJ34Sz40wKfZvWZdGj3W46qCml2BZ1iffDTnEs4a8DfQ62Ou5oWY/h7QIY2KIejnYVmw6XrzfS453fycw38M0jXbij5bUKqAohhLjVlWUESQKSEELcgn4Kj+Wl5ZG4Odryv+f64+pgy5mLOZy5mENUcjanL+ZwOjmb2LQ8rqyg3TXEk/fHtSekbtWOlqw6HM/MpYdxsNWxaVZouUdnTiVls/ZIAmsiEohO/eu8JBd7Gwa18mVEuwD6NqtbrvWUft53gX/+doRATye2PT+gWoKjEEKI6icBCQlIQojaKzPPwIAP/yAtV88rw1vxaJ+G121bYDBy9pI5OB1PzOKH3THk6o042un459AWTOoVgq4KQkFmnoE7PvqDlBw9zw1pxrSBTSu8T6UUxxKyWHMkgbURicRn5Fsec3O0ZWhrP0a0D6B3Y29sbf6+BpFSihGf7eBofBYv3NmCp/o3rnAfhRBC1EwSkJCAJISovV5bfYzvdkXTtJ4r62f2xe4mwsBlcel5vPDbEXaeSQWgW4gX741rV+mjSS8tj+Sn8Fia1HNl/Yy+2NtWbtFUpRSHLmSwJiKBdUcSuZhdaHnMy8WeYW39GNEugK4hXtcNgIdi0xnz+S7sbXXseekOvKqwEIQQQgjrkoCEBCQhRO10KimbYZ9sx2hSLH6sG32b+pR5H0opluyN5Z31JyyjSS/e2YKHe1bOaNKBmDTu+WI3AMum9KB7I+8K7/NGjCbFvug01h5JYH1kEmm5estjfu6ODG/nz8gOAbSt71HqHKhnlx1m+aF4xnaqz0f3dajSPgohhLAuCUhIQBJC1D5KKR76Zi87z6QytLUvCyZ2qdD+LqSZR5N2nTWPJnVv6MX749rTwNu53Ps0GE0M/2QHp5KzubdzIO/f275CfSyrIqOJnWdTWRORQNjRJLILiyyPhXg7M6J9ACPbB+Dt6kCPt39HbzSx8unedAiqU639FEIIUb0kICEBSQhR+2w8msiTPxzE3lbH78/2I8ir/EHmMpNJsSTcPJqUpzfiZGfDi3e1YGKP4HKNJn257SzvbjiJp7Mdv8/ub9VpawUGI9uiLrE6IoHfTyRTYDBZHqvrak9Kjp629T1YPa13jVw/SgghROWRdZCEEKKWKTAYeWPtCQCeDG1UKeEIQKfTmNgjmP7NfHj+1wj2nEvj1dXH2HA0kffuKdto0oW0POZtiQLgX8NaWv2cHkc7G4a29mNoaz9yC4vYciKZNREJbIu6REqOeRrexJ7BEo6EEEKUIiNIQghxC/h4y2n+syUKfw9Hfp/dD2f7yj++ZTIpftgbwzvrT5JvMJ+b1KORN12CPekS4kX7wDo42V+7lLZSise+38/Wkxfp3tCLpVN61NjgkZGnJ+xYEtkFRfyjd0Mp7S2EELcBmWKHBCQhRO0Rn5HPHR/+QYHBxKfjOzKifUCVvl5sah7P/xrB3vNppbbb6jTa1Pega4gnnYO96BLiSV1XBwA2RCby1JKD2NlobJgZSpN6rlXaRyGEEKIsZIqdEEJUAqUUWQVFJGcVkJxVQFJm8XVWAUmZhRQWGbm3SxAj2vlX6WjJ2+tPUGAw0a2hF8Pb+VfZ61zWwNuZpVN6cDQ+i/0xaeyPTmdfdBoXsws5fCGDwxcyWLj9PAAN67rQOdiT7acvAfBkv8YSjoQQQtzSZARJCCGK7Tidwq8HLpCUVUByViFJmQXkG4x/+7wOQXWYc3dLuoR4VXqfdp9NZfzCPeg0WDu9L60CrPP/mVKKuPR89kWnsT8mnf3RaUQl55RqE+ztTNgzoTjaXXsanhBCCGEtMsUOCUhCiLIJP5/Ggwv3UGS6+v9EDyc7fN0d8HV3xM/dET8PR3zdHbmYXcjX28+RpzeHqLva+PHCnS0qbdHVIqOJ4Z/u4GRSNhN7BPPG6DaVst/KkpGn52BsOvuj0zl7KYdpA5rSNtDD2t0SQgghriIBCQlIQoibF5+Rz8hPd5Caq2dgi3qM6hBgCUO+7o7XLUwAcDG7gP9sPs2yfbGYFNjZaEzsEcL0gU3wrGAVt0W7o3ll1THqONvxv9n9K7w/IYQQ4nYlAQkJSEKIm5OvNzLuy10cS8iidYA7vz7Z64aB6HpOJWXzzoYT/HHKfC6Ou6Mt0wc25eFewTjYln1/6bl6+n/wB5n5Bt4Y1ZqJPUPKvA8hhBBCmJUlIOmqp0tCCFHzKKX4529HOJaQhbeLPV893KVc4QiguZ8b3/2jG4sf60YLPzeyCop4a/0JBn20jbVHEijrwagPN58iM99ACz83xndrUK4+CSGEEKLsZARJCHHb+uKPs8zdeBJbncaSx7vTvZF3pezXaFL8djCOD8JOcTG7EICODeowol0A/h7mc5j8PZzwcXO45ho8xxIyGfHpDkwKlk7pQY9K6pcQQghxu5Iy30II8Tf+d/Ii74WdBOC1ka0rLRwB2Og07usSxPB2/iz88zwL/jzLodgMDsVmXNXO183BEpjM146sPZKIScHwdv4SjoQQQohqJiNIQogqcSAmnXlbonB3siOwjhMBdZyoX+La3cm2StcOupGzl3IYPX8n2QVFPNi9AW+PaVulr3cxq4DFe2I4l5JLYka+eT2l7EKM16iYd5mjnY6ts/sTUMepSvsmhBBC3A5kBEkIYVXJWQU8sXg/KTn667ZxdbAloI5jqeDUOdiTriFe15x2VlmyCgxMXrSf7IIiuoZ48tqI1lX2WpfVc3dk9pDmpbYZTYqUnEISMwtIzMgnMdO8AG1iZgEp2YXc3zVIwpEQQghhBRKQhBCVqshoYvqPh0jJ0dPCz41xnQNJyCggISOf+Ix8EjLySc3Vk1NYRFRyzlWLjXq72DOktS93tvGnZyNv7G0rr5aM0aR4Zulhzl3Kxd/Dkc8ndK7U/ZeFjU7Dt7iMeIegOlbpgxBCCCGuJgFJCFGp3t90ivDoNFwdbPnioc40vMaiqfl6IwmZ+cSn51uC0/mUXLafTiE1V89P4Rf4KfwC7o62DGrpy9A2fvRr5oOjXfkqzF324aZTbD15EQdbHV9N7IKPm0OF9ieEEEKI2kcCkhCi0mw+nsyCbecAeG9cu2uGIwAnexsa+7jS2Me11HaD0cSec6lsPJpE2LFkUnIKWX4onuWH4nGys2FACx/ubOPPgOY+uDnalalvayIS+PyPs5a+tQ30KMc7FEIIIURtJ0UahBCVIjY1j+GfbieroIhHezfklRGtKrQ/o0lxMDadDZFJhB1LIj4j3/KYvY2OzsGetPB3o4WfG8393Gnm64qz/bWP+RxLyOSeL3ZRYDDxRL9GvHRXywr1TQghhBC3lrIUaZCAdAvLzDew/GAcDeu60L95PWt3R9zGCgxGxn25i6PxWXRsUIdlU3pW6rk9Siki4zPZeDSJjUeTOJeSe1UbTYMgT2ea+10OTeZrd0c7xny+i/iMfPo18+HbSV2rtAiEEEIIIWoeCUjU7oCUmWfg253n+XbnebILigB4pGcwLw1rWeFzNIQoj3+viGTJ3lg8ne1YN6NvlVZfU0px5mIOh2IzOJWczamkbE4mZZOSU3jD5zWs68LKp3vj4VS2qXlCCCGEuPVJme9aKj1Xz7c7z/PdzmiyC83BKNDTibj0fL7fHcP+mHQ+e7DTdc/7EKIqrDwUz5K9sWgazHugY5WXptY0jaa+bjT1dSu1PTWn0BKYLoemqORs8vRG3B1tWfhwZwlHQgghhPhbMoJ0C0jL1fP19nN8vyuaXL0RgBZ+bsy4oyl3tvbjz9OXePbnCNJy9bjY2/D22LaM6lDfyr0Wt4PTydmM/Gwn+QYjM+5oyrODm1m7S6WYTIr4jHxcHGzxcrG3dneEEEIIYSUyxY7aEZBScgpZuP0ci3fHkFccjFr6uzPzjiYMaeWHrsR5FEmZBcxYeojw82kAPNA1iFdHtMbJXqbc1RYpOYW42NvWmH/T3MIiRs3fyZmLOfRpUpfvH+0m5/YIIaaiRywAACAASURBVIQQokaSgMStHZAuZhfw1bZz/LA3hgKDCYA29d2ZMbApg1v5omnX/hJaZDTxydYzfLr1NEpBM19X5j/Y6aqpSLe7wiIjr646Rq7eyL2dA+nTpG6psFkTrYlIYNayw9jaaAxoXo+72vozsEU9XB2sM0tWKcXMpYdZHZGAr7sD62b0pa6rrCkkhBBCiJpJAhK3bkDacjyZaT8dtASjdoEezLyjKQNb1LtuMLrSzjMpPLPsMJeyC3G00/F/o9pwb+fAm35+bWY0KWb8dIh1kYmWbQ28nHmgWxD3dg6qkQuHrolI4JllhzGaSv+uOtjq6NfMh2Ft/bmjZb0yrwtUEYv3xPDyyqPY6DSWTelBlxCvanttIYQQQoiykoDErRmQjsRlcP+CPeQbjLQP9OCZQc3o39ynXMHmUnYhs5YdZseZFADGdqzPG6Pb4GKlEYeaQCnFK6uOsXhPDHY2GiPb12fT8SRLJUA7G40hrfx4sHsDejbyrhGjSmsiEpi59BAmBfd2DuThniFsOJrI+shEolPzLO3sbXSENqvLXW38GdTKt0qLERyJy2DcF7vRG03Mubslj/dtVGWvJYQQQghRGSQgcesFpLj0PEbP30VKTiGhzXz49pEu2NpUbB0Zk0nxxbazfLjpFCYFjeq68NmDnWgVUPM/j6rw8ZbT/GdLFJoGn47vyPB2AeTrjaw5ksCPe2M5fCHD0jbE25nx3RowrnMg3laaOrY6IoFnSoSjufe0s4Q2pRQnk7LZEJnIushEzl76a10gOxuN3k3q0rtxXbxd7fF0scfL2R4vF/PF2d6mTKFbKUVhkYnsgiLScvU89v0+4tLzGdraly8f6iwjk0IIIYSo8SQgcWsFpMx8A/d+uYuo5Bxa+Lnxy5M9K3W6VPj5NGb8dIikrAKc7GxYNa03zW6z85J+2BPDnJVHAfi/Ua15uGfIVW2OJ2TxY3gMKw8lkFNcRt3eRsfQNn6M7xpE90be1VaE4Ebh6FqikrNZH5nIhsgkTiVn33Df9rY6vJyLg5OLHZ7O9rjY25KrLyKnsIicAvN1dvF1bmERRVdM7wv2dmb1tD5SNlsIIYQQtwQJSNw6AUlfZOIf34Wz80wqvu4OrHy6N/4elb+OTFqunicXHyA8Oo229T1YPrUXdhUcobpVbIhMZOqPB1EKZgxswrNDmt+wfW5hEWsiEvgxPJYjcZmW7d4u9gxq6cuQ1r70blK3yhblXXU4nlnLDmNScF+XQN4de+NwdKUzF3PYeDSRqOQc0vP0pOXqSc/Vk5qrp7DIVO5+aRq42tvSwNuZD+5tT0v/mvt7JYQQQghRUpUFJE3TXgLGAi2AfGAX8IJS6lSJNhrwKjAF8AT2Ak8rpY6VaOMAfACMB5yA34GpSqm4Em08gU+AkcWbVgPTlVJ/zYO6cV9rfEBSSvHPX4/wy4E4nO1t+PmJnrSp71Flr5ecVcCQ//xJZr6BWYOaMXNQ00rZr8mkyNEX4eZgW+OmW+06m8Kkb/ehN5oY360Bb49pU6Y+Ho3PZMneWNZHJpKZb7Bsd7G3oX/zegxp7cvAFpVXIKFkOLq/SxDvjG1bqedC5euNpOXpScvRk5ZnDk5puXry9EW4ONji6mCLm6Mtrg52uDra4upgY7ntbGdTI87LEkIIIYQoq6oMSBuBpcA+wBZ4C2gLtFJK5Ra3eQH4NzAJiALmAKFAc6VUdnGbL4ARxW1SgQ8BL6CzUspY3GYDEIg5aAF8BUQrpUbcZF9rfED6bOtpPtgUhU6Dbx7pyoAW9ar8NVcdjmfm0sPY6jRWTO1N28CKBTKjSTF1yQHCjiXj6mBLkJczwV7ONPB2poHXX5f6nk7VPmJ1ND6TB77aQ05hEXe29mP+hE7lniJnMJoIP59G2LEkNh1LJimrwPKYnY1Gr8Z1Gdraj8GtfMtdCa+qw5EQQgghxO2q2qbYaZrmA1wE+iml/iwePUoA5iml5ha3cQCSMY80LdA0zQO4BExUSi0rbhMAXACGKaXCNE1rCRwHeiil9ha36QHsBlqUHLG6Qd9qdEC6HFQA3hjVmonXOCemKiilePrHg6yPTKKZryurp/Wp0FSx/1tznG93nv/bdjoNAuo4EeztTJCnM26OtjjZ2+Jsb4OzvQ1OdjY4F993sty3wdnBFl83hzIXrIhJzeWeL3aTklNIj0ZefPePbpU2Jc5kUhyJzyTsWBJhx5I4V6JAgqZB5wae9GpSl24hXnRsUOemKgeWDEcPdA3i7TESjoQQQgghKkt1BqQmwGmgrVLqqKZpjYCzQCel1KES7VYBGUqpRzRNG4h5Sp2XUiq9RJsIYKVS6lVN0x4FPlJK1bni9TKAWUqp/16jLw5AyUP3bkBcTQxI4efTeOjrveiNJh7v05A5w1tV6+un5hQydN6fpOToeSK0ES8Na1mu/VxeCwdg3v0daFPfgwtpecSk5hKblk9sWi6xaXnEpuVZ1nUqjzrOdgxu6cudbfzo07QuDrY3DjoXswsY98VuYtPyaOnvzrIneuBehWsEnbmYTdixZMKOJZU6ZwnARqfRJsCdLiFedA3xomuI51VV8VYeiufZn83haHy3IN4aLeFICCGEEKIyVUtAKh4tWgV4KqX6Fm/rBewE6iulEkq0/QoIVkoN1TTtQeC/SimHK/a3CTivlHpC07R/AZOUUs2uaBNV/Nx3rtGf1zCf+1RKTQtI5y7lMPaLXWTkGRja2pcvJnS2ypfhzceTmbxoP5oGvzzRs8wLfW6LusSj3+3DaFI8P7Q5Tw9oct22SikuZRcSk5ZHbGoecen55OqLyNMXkac3UmAwkqc3X/L1RvL0ReZrg5HcwiIMxr9+Rl0dbBnQoh53tvajf3Ofq0ZnsgoMPLBgD8cTs2jg5cyvT/Wknptj2T6cCkjIyOd/py6y73wa+6LTic/Iv6pNYx8XujU0B6Y8vZFXVh2VcCSEEEIIUYXKEpAqsmroZ0A7oM81HrsydWnX2HalK9tcq/2N9vMO8FGJ+25A3HXaWkVqTiH/+G4fGXkG2gfVYd79Ha32ZXhwK1/u6RTIbwfjmP1LBBtm9sXZ/uZ+HKKSs5m25CBGk+KeToFM7d/4hu01TaOeuyP13B3pWsYgVmQ0ER6dRtjRJDYeSyI5q5A1EQmsiUjAwVZHaDMf7mztx6CWvjjY6ZiyaD/HE7Oo62rP4se6VWs4AvM0wgndg5nQPRiA+Ix89kenEX4+jX3RaUQl53D2Ui5nL+XyU/gFy/PGd2vAW6PbSDgSQgghhLCycgUkTdM+xVxdLrRk5TkgqfjaD0gssb0e5vOQLrex1zTNs+QUu+I2u0q08b3GS/uU2E8pSqlCoLBEH2/uzVSTAoORKYsPEJOaR6CnE18/3AUn+6opE32zXhnRil1nU4hJzeOd9Sd5Y3Sbv33OpexC/vHffWQXFtGtoRfvjG1bpZ+1rY2OXo3r0qtxXV4d0ZrDcRmEHU1iw9EkYtPy2Hw8mc3Hk7HVaQTUcSI2LQ9XB1u++0c3gr1dqqxfN6t+HSfqd6jPqA71AUjP1bM/Jp19xaHpeEIW47sF8eqI1hKOhBBCCCFqgLJWsdOAT4ExQH+l1OlrPJ4A/Ecp9V7xNnvMhRyuLNLwkFLq5+I2/phHe64s0tBdKRVe3KY7sIdbsEiDyaSYvvQQ644k4u5oy/KpvWhSr2Ys1LrjdAoPfbMXgMWPdaNvU5/rti0wGBm/cA+HYjMI8XZmxdTeeLrYV1dXS1FKcSIxm43Hkixr/oB5YdfvHu1Kr8Z1rdIvIYQQQghR81Rlme/PgQeBUUDJkJKplMovbvMC8BLwD8wFHP4F9OfqMt/DMZf5TsO8JpI3V5f5DgCeKH6Nr4CYW7HM99yNJ/nij7PY2Wh8/2i3Gvfl/eWVR1m8JwZ/D0fCZoVes6CByaSYsfQQa48k4uFkx4qpvWjk42qF3l7b2Us5/HHqEu0CPco8jU8IIYQQQtRuVXkO0lPF139csf0fwHfFt9/DvPjr5/y1UOyQy+Go2CygCPiZvxaKnXQ5HBWbgHmh2E3F91cD08rYX6tTSnF54tQ7Y9vVuHAE8NKwFvx5+hIxqXm8vvo4H97X/qo287ZEsfZIInY2Ggsmdq5R4QigsY8rjWtYn4QQQgghxK2nQmW+a7KaNIIE5kVL29Sv2KKsVWl/dBr3LtiNUvDVxM4Mae1neey3A+ZCDgDvj2vHvV2CrNVNIYQQQgghyqwsI0hlW31TlFtNDkcAXUK8mNK3EQD/WhFJWq4egL3nUnlx+REApvZvLOFICCGEEELUahKQhMWswc1o5utKSo6eOSsjiU7J5YkfDmAwKoa19eO5Ic2t3UUhhBBCCCGqlEyxE6Ucjc9k9PydFJkUXi72pOXqaR/owdIpPa1ellwIIYQQQojykCl2otza1Pdg+sCmAKTl6qlfx4mFj1h/zSYhhBBCCCGqgwQkcZWpAxrTt2ld/Nwd+WZSF+q5OVq7S0IIIYQQQlQLmWInrkkphdGksLWRDC2EEEIIIW5tVbkOkrhNaJqGrY329w2FEEIIIYSoRWR4QAghhBBCCCGKSUASQgghhBBCiGISkIQQQgghhBCimAQkIYQQQgghhCgmAUkIIYQQQgghiklAEkIIIYQQQohiEpCEEEIIIYQQopgEJCGEEEIIIYQoJgFJCCGEqEQmZbJ2F4QQQlSABCQhhBCikiyKWITXXC8mrphIjj7H2t0RQghRDhKQhBBCiErw6d5PeWTlI2QWZvLDkR/ourArxy8dt3a3hBBClJEEJCGEEKIClFK8+eebzNg4A4CH2j1EgFsAJ1NO0nVhV36M/NHKPRRCCFEWEpCEEEKIclJK8fzm53n5fy8D8Fq/11g0ehGHnjjEHQ3vIM+Qx4TlE3h63dMUFhVaubdCCCFuhgQkIYQQohyMJiOT10zmw90fAjBv6Dxe7f8qmqZRz6UeYQ+FMafvHAA+3/85ff7bh+iMaCv2WAghxM2QgCSEEEKUkd6oZ/xv4/nm0DfoNB3/HfVfZvaYWaqNjc6GNwa+wfoH1+Pl5MX+hP10WtCJdVHrrNRrIYQQN0MCkhBCCFEGeYY8Ri0dxS/Hf8FOZ8cv9/7CpA6Trtv+rqZ3cXDKQboGdCW9IJ3hPw1nztY5GE3G6uu0EEKIm6YppazdhyqhaZo7kJmZmYm7u7u1uyOEEKIWyCzIZPhPw9kRuwNnO2dW3L+CIY2H3NRzC4sKmb1pNvP3zQdgYMOB/HTPT9RzqVeuviilSC9IJyE74ZqXYI9gXuv/Gh6OHuXavxBC1CZZWVl4eHgAeCilsm7UVgKSEEIIcRMu5V5i6A9DOZR0CA8HD9ZPWE+voF5l3s9PkT8xec1kcg25BLgF8Hyv59HQKDIVYTAZzNdGwzVvp+WnlQpBhcYbF35o5NmIZeOW0SWgS3nfthBC1AoSkJCAJIQQovLEZcUxePFgTqactBRg6ODXodz7O37pOON+HseJlBMV7pu3kzcBbgGlLnWd6/Lx3o+JzojGTmfH+4PfZ0b3GWiaVuHXE0KIW5EEJCQgCXGryNHncCDhAIeTDhPgFkBocCi+rr7W7tYt43TqaWx0NjTybGTtrtRaUalRDFk8hJjMGILcg9jy8BaaeTer8H5z9Dm8+eebnEk7g63OFjsbO+x0dubbOjvsbP66ffnxOo51SgUhP1c/HG0dr7n/jIIMHlv9GMtPLAdgdIvRfDvyWzydPCvcdyFqKqWUHAgQ1yQBCQlIQtREeqOeyORI9iXsIzw+nPD4cE6knMCkTKXaNfduTmhwKP2C+xEaHEqQR5CVelwzKaX4X/T/eHv72/x+/nfAPJVqcKPBDG40mIENB8qX4EqyLmodE5ZPILMwk2bezdg8cTMNPBpYu1s3TSnF/H3zmb1pNnqjnmCPYJaNW0b3wO7W7poQlaagqIAlR5bwnz3/ISo1it4NejOk0RCGNB5CR/+O6DSpSSYkIAESkISwNqUUZ9LOsDd+L/vi9xGeEM6hxEPXPGciyD2Ijv4dicmI4UjyERSl/18KqRNiCUv9gvvRyLPRbXmEUCnF2qi1vL3jbfbE7QHARrNBp+kwmAyWdjpNR9eArgxuNJghjYfQI7AHdjZ21ur2LcmkTLyx7Q1e2/YaAL2CerH8vuW37OjmgYQD3P/r/ZxNP4utzpZ373iXZ3s+e1v+HonaIyUvhS/2fcFn+z7jYu7Fa7bxdvJmcOPBDGk0hMGNBxPoHljNvby+7MJsvo/4ngYeDRjZfKS1u1PrSUBCApIQ1mA0Gdl5YSerTq5i5amVnEs/d1WbOo516Fa/G90CutGtfje61u+Kn6uf5fH0/HR2xO7gz5g/2RazjYOJBzGq0uWQ67vVp29wX3oF9qJ3g960822Hrc62yt+ftRhNRn4+9jPv7HiHyIuRADjYOPB4p8d5rtdz1HWuy7bobWw6u4nN5zZfdV6Lq70r/UP6M6TREPo06ENwnWA8HT3ly/F1ZBRkMHHFRNZGrQVgWtdpfDj0Q+xt7K3cs4rJLMhkytop/HzsZwCGNxvOd6O+w9vZ28o9E6JsolKj+M/u//B9xPfkF+UD5gNtM7vPZGiToWyP2c6mc5v4/dzvZOuzSz23lU8ry+hSaHAoLvYu1d7/jIIMPtn7CfP2zCO9IB2Atwa+xUt9XpL/l6uQBCQkIAlRXfIMeWw+u5mVp1ayNmotKXkplsfsbezp7N/ZHIjqd6NrQFeaeDUp0x+A7MJsdl3YZQlM4fHhpUZLAFzsXOge2J3eQb3pFdSLnoE9q6S0cZ4hj33x+9gdt5vdcbs5k3aGdr7t6B3Umz4N+tC2XltsdDaV9nqFRYUsPrKYuTvncibtDGAOO1O7TGVWz1mlgmVJcVlxbD67mc3nzJeS/yaXOds5E+geSJB7EEEeQeZr9yDztuL7t2N56MjkSMb+PJYzaWdwtHXky7u/5JEOj1i7W5VGKcWCAwt4ZuMzFBoLCXIPYum4peWqxieqjlKKtPw0TMqEQmFSJvNtpUptu3y/rnPdWv/7qpTiz5g/+WjPR6w5tcYy06Czf2dm95zNuFbjrhopNxgNhMeHs+nsJjad20R4fHipKd0ONg7M6jGLV/q9gpOdU5W/h9S8VObtmccn4Z+QVWj+fh7gFkBCdgIA07tNZ96d82rVlMAcfQ4xGTG0rtfa2l2RgAQSkG5HBqMBvVGPs52zHIGpYpdyL7E2ai2rTq1i09lNliN4AJ6OnoxoPoJRzUcxpPEQXO1dK/W18w357Inbw84LO9l5YSe7L+wmszCzVBsNjTb12tArqBe9g3rT1rctPs4+eDt7X/eE9isppYjJjGHXhV3svmAORBHJERSZiq77HDd7N3oF9aJPgz70adCHbvW74WznXOb3mKvP5euDX/P+rveJz44HwMvJi2e6P8O0btPKdH6RSZmISIqwjC5FJEdcMzBd7/0E1wkmpE4IIR4hhNQJ+et+nRC8nbxr1e/a0qNLeWz1Y+QZ8gj2CGb5/cvp5N/J2t2qEhFJEdz3631EpUZho9nwcujL9ArqhbuDOx6OHrg7uOPu4I6LnUut+je+FYSdCWPGxhlEpUbd9HPsdHaMbzuemd1n1rqfWYPRwK/Hf+WjPR+xP2G/ZfuIZiOY3XM2ocGhN/0zmp6fztbzW9l0dhNhZ8OIyYwBoIlXExYMX8DAhgOr5D1cyr3Eh7s/ZP6++eTocwBo7dOaOaFzuLfVvXwW/hnPhD0DwP2t7+f70d/jYOtQJX2pTmFnwpiydgo6TUfkU5GV/n2grCQgIQHpdrM/YT8jfxpJYk4ijraOeDt5U9e5ruVy1X1nb5p7Nye4TrC1u35LUEpxMuUk606vY03UGnbE7ih1FC7YI5jRLUYzqvko+gb3rdbpbiZl4tjFY+y6sMsSmq41te8yV3vXUj8P3s7e1HX663auPtcyQpSUk3TV8wPcAugZ2JNeQb1o5t2Mw0mH2RG7g10Xdl01lcNWZ0sn/070CepDr6BeONo6kl6QTkZBBun5xdcFV1znp3Mx96IldPq7+vNcr+eY0nlKpf1xyTfkE58dz4XMC1zIumC5jsuKs9y/PO3jRpztnC1hKdgjmPpu9QlwC8Dfzd987eqPt7N3jT8aWmQq4sUtL/Lh7g8BGNxoMD/d81Otn3qWXZjNU+ueYknkkuu20Wk6S1jycDAHJzcHN8D8uRlNRopMRZaLUZW+D9AnqA8T2k2gX3C/Sh1hrW1iM2OZFTbLUnWwJA0NnaZD04qvS9zX0Mg15Fra9m3Ql2d6PMOo5qNu+c/7TNoZhv84nFOppwBwtHXkkfaPMKvHLJrXbV6hfSulWH1qNU+vf9pyIOrRDo/y/pD38XLyqnDfARKzE/lg1wd8eeBL8gx5ALT3bc/LoS8zpuWYUv83Lj26lIdXPIzBZOCOhnew4v4Vlt+1W01afhrPhj3L9xHfA+bziNeOX2v1USQJSEhAup1EZ0TT4+seJOcml/m5jT0bM7jRYAY1GiSVv65QWFTItphtrItax9rTa68KHR38OjC6+WhGtRhFe9/2Neooc1JOkjkwxe5kV9wuzqefJyUv5apzmf6Orc6Wjn4dLYGoZ1BPgtyDrvlejSYjkRcj2RG7gx2xO9geu90ybaI8Gnk24oXeL/BI+0esciQxV59LbGYsMZkxxGTEEJ0RTUym+To6I5rEnMSb2o+dzg5/N3/8Xf8KTfXd6zOw4UC61+9u9Z+bi7kXuf/X+/kj+g8AXuz9Im8OfPOW/2J5s5RSLIpYxLeHvyWjIIPMgkyyCrPIKswq8+/L3wlwC2B8m/E82PZBOvp1tPq/fU2hN+r5aPdHvPHnG+QZ8rDRbJjZfSav9HsFdwf3m/qcwuPD+Xjvx/x87GdLMA32CGZ6t+k81ukx6jjWqeq3UekOJh7kriV3cTH3Ij7OPkzrNo2nujyFj4tPpb5OVmEWL215iS/2f4FCUc+lHp/c+Qn3tb6v3D+jcVlxvLfzPRYeXEhBUQEAXQK68HLoy4xoNuK6+918djNjlo0h15BLJ/9ObJiwgXou9cr93m6WUoqswqyb/nm7keUnljN13VSSc5PR0JjRfQZvDnzT6qNHIAEJkIB0u0jPT6f3t705kXKC9r7t2TBhA4XGQlLyUkjNSyUlL8VySc3/6/6lvEucTDlZarqUTtPR2b+zJTD1CupVK4a4yyIxO5H1p9ez9vRaNp/dXOqopL2NPf1D+nN307sZ2XwkIXVCrNfRclBKkVmY+bc/GzpNR7f63egZ2JMuAV3KPS/98hS9y4EpPD4cnabD08mTOo518HS84rrEdk8nTxp7Nq7RX9ILigq4kHmhVHBKzE4kISeBhOwEErMTuZR36Yb7aO7dnEkdJjGx3UTqu9cvd18u5l5k5cmV/HbiN06nnibALYBA90DLOVaXz6sKdA/E18XX8rmGx4dzz8/3EJcVh6u9K9+N+o57Wt1T7n7UJkop8gx5lrCUWfhXcMouzEbTNGw0G2x1ttjqbLHR/XXbVmdreSxHn8OKkyv45fgvZBRkWPbfom4LJrSdwINtH7yt1/Dacm4L09ZPs4yQhAaHMn/YfNrUa1Ou/SVkJ/D5vs/5cv+XpOanAuZzNCd1mMSM7jMqZf2u6vD7ud8ZvWw0OfocOvh1YMOEDdc957Ky7Lqwi8lrJnP80nEA7m56N5/f/flNlfU3KRMHEw8SdiaMsLNh7I7bbfl+0TOwJ6/0e4WhjYfeVPjYn7Cfu5bcRUpeCk28mhD2UFiV/o4cSjzEzI0z2R67ndY+rXm80+NMbDexzCPoSTlJTFs/jd9O/AaYf8e/GflNjTq/UQISEpBuB4VFhdy55E7+iP6DQPdA9jy2p0xfsrILs9kWs81yMvuVlb+c7ZwJDQ5lUMNBDG48mLb12ta6I54FRQXsi9/H7+d/Z23UWg4kHij1uJ+rH3c3vZvhzYYzqNGgGnEESNw69EY9STlJ5uCUXRycchKJSo1ibdRayzRCnaZjSOMhTGo/iVEtRt3UeWKJ2YmsOLmCX4//yraYbVetpXU9tjpbAtwCqO9WnwOJB9Ab9TT3bs6K+1fQ0qdlhd6vuL7CokI2nNnAksglrDm1plS5/56BPZnQdgL3tb6v0kcHaqq4rDieDXuWX47/AoCviy8fDPmACW0nVMrfmXxDPksil/Dx3o85evGoZfuwpsOY1WMWgxoNqvBrVJWfj/3MQ8sfwmAyMCBkACsfWIm7Q/V8jyssKmTuzrm8tf0t9EY9rvauvD3wbaZ2nXrVAauE7ATLuUybz262BNLLQoNDeSX0FQY2HFjmf9Oo1CiG/jCU6IxofF182fjQRjr4dajw+yspJS+FOVvn8NWBr65aWsPBxoGxLccyudNk+of0v2H/L49CzwqbRXpBOrY6W17o/QJzQufc9Dm/1aVWBSRN06YCzwP+wDHgGaXU9pt4ngSkWkwpxcQVE1kSuQQ3ezd2PLqDdr7tKrTP+Kx4tpzbwpbzW9hybstV55/4ufpZ1pUZ1GhQlR/NqgoZBRnsurCL7THb2R67nX0J+9Ab9aXadA3oyvBmw7m76d2ywJ6oMlmFWfxy7Be+i/iOHbE7LNvrONZhfJvxTOowia4BXUv9Yb6QeYHlJ5bz64lf2Rm7s9Qf9c7+nRnXahw9A3tyMfei5XyqktcJ2QlXBalRzUexaMyiavsCJszlxpefWM6SyCVsPb/V8u9oo9kwvu143hzwZq09P1Rv1PPxno95fdvr5Bpy0Wk6pnebzuv9X6+SKnRKKbae38q8vfMsZesBRrcYzWd3fVahkduq8OneT5m5cSYKxbhW4/hhzA9Wmclx4tIJJq+ZzM4LOwHoXr8784fNJy0/jbCz5lGiksETzEVt7mh0h6WEeGOvxhXqQ2J2IncuuZMjyUdws3dj1QOrGNBwQIX2CeZzB7/Y9wWv/PGKZVT3gTYPMKfvHLbFbGPhwYUcTjpsad/EMW800AAAFHZJREFUqwmPd3ycSR0mXbUOXExGDE+sfYKws2EAdPLvxDcjv6n0MFdZak1A0jTtfmAxMBXYCTwBPA60UkrF/s1zJSDVYnO2zuGt7W9hq7Nl/YPrGdx4cKXuXynF0YtH2XJuC5vPbWZbzDbLCZaXtfdtbwlMfRr0KddULKPJWKXTqBKyE8znwxQHomstwurr4ktocCh3NbmLu5redUsGP3FrO516mu8jvuf7iO+Jy4qzbG/l04pJ7SehaRq/Hv+VvfF7Sz2vR2APxrUcx9iWY2no2fBvX6fIVERSThJxWXHEZcXhYufC0CZD5SCAFSVkJ7D06FKWRC7hYOJB4K/Syy/2ebHCoSEiKYL3dr3H6dTTTGg7gcmdJ5ersmRl2Hp+K9PWT7PMVugV1IvPh31Oe7/21fL6p1NP8/Hej1lwYAFFpiLc7N14d9C7PNnlSav/DiilePl/L/PW9rcAeLrr03x858dWnWZsUia+OvAVL2x5wVKSuyQNjS4BXRjaeGiVLcidWZDJqKWj2BazDXsbe5aMXcK4VuPKvb+t57cyc+NMS7hr79ueT+76hNDgUEsbpRQHEg+w8MBCfjz6o6Xqnq3OllHNRzG502TuaHQHC/Yv4MXfXyRHn4ODjQOv93+d2b1m1+g1CWtTQNoLHFRKPVVi2wlgpVLqpb95rgSkWurrg18zec1kAP476r9M6jCpyl+zsKiQXRd2WdZSuPyH/DJHW0dCg0MZ0mgI/UL6UWQqMp/rlHvJcs5Tqevi7ZmFmbjZuxHgFvBX9S/XAMv9ktsv/1EvKCogLT+N1LxUUvNTSc1LNd8vvp2ab74cvXj0mtXcmng1oW+DvvRt0Jc+DfqUeV0iIaqK0WRk6/mtfBfxHctPLLec3HyZhkafBn0Y12ocY1qMIcgjyEo9FVVhf8J+nt/8vKVgRl3nurzW7zWmdJ5Spi+el9fLeXfnu2w8s7HUY/Vc6vFcz+d4qutT1TZl+EzaGf65+Z+sOLkCAB9nH94f/D4T20+0SjCJTI5k8prJlgMOvYJ6sXDEQlr5tKr2voD5wMWTa5/km0PfAPDGgDf4d99/15i/S/FZ8UzfMJ0VJ1dQ360+QxoPYWjjoQxqNKhaKl0WFBUwYfkElp9YjobG3EFzGdViFA3rNLzp34vojGhmb5ptqZDo7eTNmwPfZHKnyTcMoTn6HJYdXcbCgwtLHaBys3ezVG3t06APX4/4usJVBatDrQhImqbZA3nAvUqpFSW2fwx0UEr1+5vnS0CqhcLOhHH3j3djVEZeCX2F1we8bpV+XMq9xJZzW9h0bhObzm6qULWym+Xh4IHBZLhqJOtGdJqO9r7tzYEouC+9g3rj7+Zfhb0UonJkFmTy87Gf+enoT9jobBjTYgxjWoyRn99aTinF2qi1PL/5eUvhgubezXlv8Hs3rP4F5iP+q0+tZu7OueyJ2wOY/w+8r/V9dK/fnY/3fkx0RjRgXldsVo9ZTO82vcoWWM0oyODNP9/kk72fYDAZ0Gk6nuryFG8MeMPqFVONJiPz983nX7//i1xDLnY6O17q8xL/6vuvap3Slm/I54HfHmD1qdXoNB1f3v0lkztPrrbXL4tcfa7V1lk0mow8vf5pFhxYYNlmq7OlsWdjmnk3o7l3c5rXbW65Xc+lHpqmkWfIY+6Ouby36z0Kigqw0Wx4qstTvD7g9TKXMj+SfISFBxbyQ+QPZBRk4Grvyrt3vMtTXZ+y+gjkzaotASkAiAd6K6V2ldj+L+ARpVTzK9o7ACV/q92AOAlItcfhpMP0/W9fcvQ5PNz+Yb4b9V2NOMKklOL4peOWhTjD48NxtXelrnNdfFx88HH2Md++fO3y131PJ08yCjIsJ7Bfrv51uRJYQnYC8VnxpRZiBfMffS8nL7ydvPF29i51fXl7SJ0Qegb1lHMrhBC3HIPRwNcHv+bVP161VEPsH9KfDwZ/QOeAzqXa6o16foz8kbk753Iy5SRgnqb3aMdHea7Xc5YKYAajgSWRS3h7+9ucTjsNmA88zew+k5k9Zlba2jdFpiK+OvAVr/7xqmVR5qGNh/LhkA+tvg7MlWIzY3l6/dOW85Na1G3BwhEL6dOgT5W/dnp+OiOXjmRH7A4cbBxYOm4po1uMrvLXvVUppZi3Zx7fR3zP6bTTNzxY6uHgQTPvZiTmJFqmLQ8IGcDHd35MW9+2FepHviGfLee20NG/I4HugRXaV3WrbQGpl1Jqd4nt/wYmKqVaXNH+NeDVK/cjAal2uJB5gR7f9CAhO4GBDQeyYcIG7G3srd2tanF5fYLEnETsdHZ4O3vj7uB+yxyxEUKI8sosyGTuzrn8Z89/LFMuH2r3EG8NfAsvJy++Pvg1H+7+0PIl0MPBg6e7Ps2M7jOuOqH8siJTET8f+5m3tr9lKensau/KtK7TmNVzVoXWndl4ZiOzN8227Ldl3ZZ8OORD7mp6V7n3WdWUUvxy/BdmbJhhWU/wic5P8O6gd6ts/aT4rHiG/jCUY5eO4eHgwerxq0udByNuzKRMxGfFE5UaxanUU5xKOUVUWhSnUk4RnRFd6lzjBh4N+GjIR4xtObZGHFS2ptoSkMo0xU5GkGqvzIJM+v63L5EXI2nt05odj+64JRe9E0IIUT6xmbHM2TqHxUcWA+YRImc7Z9IL0gFzldFnezzLE12euOlRc5MysfzEct78800ikiMAcLJ1YnKnyfQN7ksTryY09myMm4Pb3+7r+KXjzN4023LOk7eTN6/3f73M509ZU3p+Ov/c/E++PvQ1AP6u/nx616eV+sX6fPp5Fh9ZzJf7vyQxJxF/V3/CHgqr8KiG+EtBUQFn085yKvUUBUUFjG4x2mqFSWqaWhGQwFKk4YBSamqJbceBVVKk4fZgMBoY9uMwtpzbgr+rP3se33NTi7YJIYSofQ4kHOC5zc9ZCjk09WrK872eZ2L7ieVec0UpxZqoNbzx5xvsT9h/1eO+Lr408WpyzUuRqYhX//cqCw4swKiM2OnsmN5tOnNC51j9PKPy+iP6D6asmWKZhhhSJ4RhTYYxrOkwBjQcUOYv25kFmfxy/BcWRSxie+xfq7Q0927Oxoc23nKLjotbV20KSJfLfD8J7AamAJOB1kqpmL95rgSkW5zRZOTxNY/z3eHvcLFzYfs/ttPRv6O1uyWEEMKKlFJsPreZgqIC7m56d6WVglZKEXY2jB8jf+R02mnOpJ2xnEN0PTaaDUZlBGBMizHMHTSXpt5NK6U/1lRQVMCbf77JB7s+KLWor4ONA/1D+jOsqTkwNfFqcs3nF5mK2HR2E4siFrHq1CrL9EgNjUGNBvFw+4cZ23KsjGyIalVrAhJYFor9J+aFYo8Cs5RSf97E8yQgVcBXB74iqzALg9GAwWTAYDRQZCq6+rbJfNvT0ZPZPWdX2uJ+0RnRPLziYbbHbsdGs2H1+NUMazqsUvYthBBC3IyMggzOpp3lTNoZ8yX9jOX25cXEO/p15KOhH9E/pL91O1sFcvW5bD2/lQ1nNrDu9DpiM0svQdnUq6klLIUGh3Iy5SSLIhbxY+SPlvOZwLym2SPtH2FC2wk1bnFacfuoVQGpvCQgVYz/h/6W//xvlrOdM28MeIMZ3WeUe6EwpRSLjyxm2vppZOuzcbV35esRX3N/m/vLtT8hhBCiKuToc7iYe5GQOiG3RdEcpRQnUk6w/vR6NpzZwJ8xf1JkKrI8bqezw2AyWO77OPvwYNsHebj9w3T063jbFwgQ1icBCQlIFTV9/XSy9FnYarbY2dhhq7PFTmd33durTq2yzC3u5N+Jr4Z/dVUp1r+Tlp/Gk2uf5JfjvwDQO6g3i8YsspRoFUIIIUTNkFWYxe/nfmf96fWsP7OehOwE7G3sGdV8FA+3f5ihjYfeMgUqxO1BAhISkKqbSZn49tC3PL/5eTIKMtBpOqZ3m84bA964qQpAm89uZtKqSSRkJ2Crs+X1/q/zQu8XKm1uuRBCCCGqhlKKM2ln8HHxkSqzosaSgIQEJGtJzklmVtgsfjr6EwBB7kF8NuwzRjYfec32+YZ8XtzyIp+EfwKYq9r8MPYHugR0qbY+CyGEEEKI2k0CEhKQrG3jmY1MXTeV8xnnARjbciyf3PlJqZMzDycdZsLyCZYF9Z7u+jTvDX5PqtoIIYQQQohKVZaAVPvPKhRWcWeTOzk69ah5mpxmw/ITy2k5vyXzw+djMBqYu2Mu3RZ24/il4/i6+LLuwXV8NuwzCUdCCCGEEMKqZARJVLmIpAimrJ1CeHw4AF5OXqTlpwEwusVovhr+FT4uPtbsohBCCCGEqMVkBEnUKO392rPr0V18etenuNm7kZafhqu9K9+M/Ibl9y2XcCSEEEIIIWoMGUES1So+K55lx5YxusVoKd8thBBCCCGqhRRpQAKSEEIIIYQQwkym2AkhhBBCCCFEOUhAEkIIIYQQQohiEpCEEEIIIYQQopgEJCGEEEIIIYQoZmvtDlS1rKwbnoMlhBBCCCGEqOXKkglqcxW7+kCctfshhBBCCCGEqDEClVLxN2pQmwOSBgQA2dbuixBCCCGEEMLq3IAE9TcBqNYGJCGEEEIIIYQoKynSIIQQQgghhBDFJCAJIYQQQgghRDEJSEIIIYQQQghRTAKSEEIIIYQQQhSTgCSEEEIIIYQQxSQgCSGEEEIIIUQxCUhCCCGEEEIIUUwCkhBCCCGEEEIUk4B0C9E07SVN0/ZpmpatadpFTdNWaprW/Io2mqZpr2malqBpWr6maX9omtb6ijYOmqZ9qmlaiqZpuZqmrdY0LbDE4yGapn2jadr54n2c1TTtdU3T7KvrvVpTdX3O12h7WNM0pWlah6p8fzVBdX/GmqbdrWna3uL9pGiatryq32NNUJ2fs6ZpzTRNW1XcJkvTtJ2apg2ojvdpTZX4GU8p3p5V/P9AnWu8lqemaYs1Tcssviy+VrvaqLo+Z+02/vtXnT/LJdreVn/7oPo/Z+02/ftXURKQbi39gPlAD2AwYAts0jTNpUSbfwLPAtOArkASsFnTNLcSbeYBY4AHgD6AK7BW0zSb4sdbYP7ZeAJoDcwCngTerpq3VeNU1+dc0ntAQiW/j5qs2j5jTdPuARYD/wXa8//t3F+IFWUYx/HvQ2pl2OaSua0UW0FSSW1ZaYVRiqUhQUHYTaUkBYHdhRfdeFF0UXSjlJEXBeFNeCVhf4gSKgtc+4PURaFE0q5SuhpYWvl08b6HnYaz6+7OmZkzM78PDMfznvfMO+/P2X3OzM4ZuAvYkc+0uk6R+/J7cf3LgcXAN7FPXw7z6iadyng28D4T/57dAQwCq+IySNi3m6ConJtc/4rcl1uaVvugwJwbXv+ycXctFV2AeYADd8fnBgwDmxJ9zgdGgafj8x7gDLA20acf+Be4f4KxngMOlj3nOuYMrAZ+AK6P4wyWPee6ZEwoPIeBJ8ueYzcsOeZ8aVzvskSfObFtRdnz7vaMU++/J77/klT7dbF9SaJtaWxbWPa865LzOGM1sv7lnbFqX745q/5lW/QXpGrriY/H4uNVQB/wYauDu58G9gB3xqbFwMxUn1+BA4k+4411bILX6yy3nM1sPvAm8BhwKp/Nr4S8Mr4FWACcNbOvzWzYzHanL1VokLxy/p3wQedxM7vIzGYQzsAfAYZymUn3mk7Gk3EHcMLdv0qs50vgxBTXUxd55TzeWE2sf7llrNr3P3nlrPqXgQ6QKsrMDHgV+MzdD8Tm1qUsR1LdjyRe6wPOuPvxCfqkx7oG2Ahsy7rdVZNnznHdbwHb3H1fhze9MnLel6+Oj5uBF4A1wHFgj5n1dmQCFZFnzh5OV64Ebgb+AP4iXJq0yt1HOzmPbpYh48noA462aT86xfVUXs45p8dqZP3LM2PVvjE578uqfxnMKHsDZNq2AjcSvg+Q5qnn1qYtrW0fM+snXOP6rrtvn8Z2Vl2eOW8ELgZeyrKBNZBnxq2TQC+6+04AM1tPuOzgEeCN6WxwReWWcyzyrxE+rC8D/gQ2EL6DdJu7D2fY7irpdMbnWsd011N1eecc3tjs+pdnxqp9Y/LMWfUvA/0FqYLMbAvwIHCvux9OvDQSH9NnGC5j7EzECDDLzOZO0Kc1Tj/wCbAXeKoDm14pBeS8nPAdgtNm9g/wU2zfZ2Zvd2AKXa+AjFsfzL9vvRgvVTgIXJlt66ujoH15DfCou3/u7vvd/RnCgdITHZpGV8uY8WSMAPPbtM+b4noqrYCcW+M0tv4VkHHjax8UkrPqXwY6QKqQeNvHrcDDwHJ3P5Tqcojwg7Uy8Z5ZhDumfBGbhoC/U30uBxYl+mBmC4BPgf3Aenc/2+n5dKsCc36WcFeZwbg8ENvXAs93cEpdp8CMh4DTwMJEn5nAAPBz52bUnQrMeXZ8TP+eOEvN60yHMp6MvUCPmd2eWM8SwvcXprKeSiow58bWvwIzbmztg0JzbnT9y6zsu0RomfxCuIRllPBD0pdYLkz02RT7PET4ALODcAvNOYk+rwO/ACsI3xn4mHBL3vPi6/3Aj7F9QXKssjOoU85txh2gIXfyKTJjwi2qDwP3EQrFdsJZuLll51CXnAl3sfsN2En44HMt8DLh7nc3lZ1DRTLuI3xY3BB/DyyLz3sTfXYD3xLOvi8FvgN2lZ1BnXKmwfWvyH05Ne4ADal9RedMg+tf5v+nsjdAyxT+s8IPQLtlXaKPEb6QN0z4ovQeYFFqPRcAWwh3njoF7AKuSLy+bryxys6gTjm3GbcxRaLIjAl3YHslFoWTwEfADWVnUMOcbwU+iH1OEv7isbrsDCqU8eZJrKcXeCfmezL++5y3qa7DUlTONLj+Fbkvp/oP0JDaV3TONLj+ZV0sBigiIiIiItJ4tb42XEREREREZCp0gCQiIiIiIhLpAElERERERCTSAZKIiIiIiEikAyQREREREZFIB0giIiIiIiKRDpBEREREREQiHSCJiIiIiIhEOkASERERERGJdIAkIiIiIiIS6QBJREREREQk0gGSiIiIiIhI9B8o493ewus9KAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " show code\n", " " ], "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(10,5), dpi=100, sharex=True)\n", "\n", "# Usual Differencing\n", "axes[0].plot(df_drink.sales, label='Original Series')\n", "axes[0].plot(df_drink.sales.diff(1), label='Usual Differencing')\n", "axes[0].set_title('Usual Differencing')\n", "axes[0].legend(loc='upper left', fontsize=10)\n", "\n", "\n", "# Seasinal Differencing\n", "axes[1].plot(df_drink.sales, label='Original Series')\n", "axes[1].plot(df_drink.sales.diff(4), label='Seasonal Differencing', color='green')\n", "axes[1].set_title('Seasonal Differencing')\n", "plt.legend(loc='upper left', fontsize=10)\n", "plt.suptitle('Drink Sales', fontsize=16)\n", "plt.show()\n", "\n", "toggle()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can clearly see, the seasonal spikes is intact after applying usual differencing (lag 1). Whereas, it is rectified after seasonal differencing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find optimal SARIMA for house sales:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit ARIMA: order=(1, 0, 1) seasonal_order=(0, 1, 1, 4); AIC=3069.410, BIC=3087.760, Fit time=0.459 seconds\n", "Fit ARIMA: order=(0, 0, 0) seasonal_order=(0, 1, 0, 4); AIC=3317.294, BIC=3324.633, Fit time=0.014 seconds\n", "Fit ARIMA: order=(1, 0, 0) seasonal_order=(1, 1, 0, 4); AIC=3167.461, BIC=3182.141, Fit time=0.279 seconds\n", "Fit ARIMA: order=(0, 0, 1) seasonal_order=(0, 1, 1, 4); AIC=3242.302, BIC=3256.981, Fit time=0.268 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(1, 1, 1, 4); AIC=3068.583, BIC=3090.603, Fit time=0.600 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(1, 1, 0, 4); AIC=3144.929, BIC=3163.278, Fit time=0.454 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(1, 1, 2, 4); AIC=3068.574, BIC=3094.263, Fit time=1.156 seconds\n", "Fit ARIMA: order=(0, 0, 1) seasonal_order=(1, 1, 2, 4); AIC=3212.955, BIC=3234.974, Fit time=0.574 seconds\n", "Fit ARIMA: order=(2, 0, 1) seasonal_order=(1, 1, 2, 4); AIC=3070.429, BIC=3099.788, Fit time=1.276 seconds\n", "Fit ARIMA: order=(1, 0, 0) seasonal_order=(1, 1, 2, 4); AIC=3092.690, BIC=3114.709, Fit time=1.139 seconds\n", "Fit ARIMA: order=(1, 0, 2) seasonal_order=(1, 1, 2, 4); AIC=3075.044, BIC=3104.403, Fit time=1.402 seconds\n", "Fit ARIMA: order=(0, 0, 0) seasonal_order=(1, 1, 2, 4); AIC=3275.870, BIC=3294.219, Fit time=0.476 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(1, 1, 2, 4); AIC=3067.394, BIC=3100.423, Fit time=2.353 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(0, 1, 2, 4); AIC=3067.596, BIC=3096.955, Fit time=2.287 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(2, 1, 2, 4); AIC=3075.797, BIC=3112.496, Fit time=2.674 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(1, 1, 1, 4); AIC=3071.372, BIC=3100.731, Fit time=1.910 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(0, 1, 1, 4); AIC=3066.271, BIC=3091.960, Fit time=1.455 seconds\n", "Fit ARIMA: order=(1, 0, 2) seasonal_order=(0, 1, 1, 4); AIC=3071.461, BIC=3093.481, Fit time=0.649 seconds\n", "Fit ARIMA: order=(3, 0, 2) seasonal_order=(0, 1, 1, 4); AIC=3088.496, BIC=3117.855, Fit time=1.228 seconds\n", "Fit ARIMA: order=(2, 0, 1) seasonal_order=(0, 1, 1, 4); AIC=3071.301, BIC=3093.320, Fit time=0.548 seconds\n", "Fit ARIMA: order=(2, 0, 3) seasonal_order=(0, 1, 1, 4); AIC=3071.104, BIC=3100.463, Fit time=0.785 seconds\n", "Fit ARIMA: order=(3, 0, 3) seasonal_order=(0, 1, 1, 4); AIC=3073.092, BIC=3106.121, Fit time=0.942 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(0, 1, 0, 4); AIC=3195.762, BIC=3217.781, Fit time=0.642 seconds\n", "Total fit time: 23.584 seconds\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Statespace Model Results
Dep. Variable: y No. Observations: 294
Model: SARIMAX(2, 0, 2)x(0, 1, 1, 4) Log Likelihood -1526.135
Date: Thu, 22 Aug 2019 AIC 3066.271
Time: 10:03:23 BIC 3091.960
Sample: 0 HQIC 3076.563
- 294
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
intercept 0.0041 0.068 0.060 0.952 -0.129 0.137
ar.L1 0.1825 0.116 1.575 0.115 -0.045 0.410
ar.L2 0.8102 0.091 8.931 0.000 0.632 0.988
ma.L1 0.5482 0.118 4.664 0.000 0.318 0.779
ma.L2 -0.3360 0.057 -5.890 0.000 -0.448 -0.224
ma.S.L4 -0.9908 0.151 -6.549 0.000 -1.287 -0.694
sigma2 2078.7585 281.748 7.378 0.000 1526.543 2630.975
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (Q): 64.52 Jarque-Bera (JB): 5.87
Prob(Q): 0.01 Prob(JB): 0.05
Heteroskedasticity (H): 0.50 Skew: -0.05
Prob(H) (two-sided): 0.00 Kurtosis: 3.69


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " Statespace Model Results \n", "=========================================================================================\n", "Dep. Variable: y No. Observations: 294\n", "Model: SARIMAX(2, 0, 2)x(0, 1, 1, 4) Log Likelihood -1526.135\n", "Date: Thu, 22 Aug 2019 AIC 3066.271\n", "Time: 10:03:23 BIC 3091.960\n", "Sample: 0 HQIC 3076.563\n", " - 294 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.0041 0.068 0.060 0.952 -0.129 0.137\n", "ar.L1 0.1825 0.116 1.575 0.115 -0.045 0.410\n", "ar.L2 0.8102 0.091 8.931 0.000 0.632 0.988\n", "ma.L1 0.5482 0.118 4.664 0.000 0.318 0.779\n", "ma.L2 -0.3360 0.057 -5.890 0.000 -0.448 -0.224\n", "ma.S.L4 -0.9908 0.151 -6.549 0.000 -1.287 -0.694\n", "sigma2 2078.7585 281.748 7.378 0.000 1526.543 2630.975\n", "===================================================================================\n", "Ljung-Box (Q): 64.52 Jarque-Bera (JB): 5.87\n", "Prob(Q): 0.01 Prob(JB): 0.05\n", "Heteroskedasticity (H): 0.50 Skew: -0.05\n", "Prob(H) (two-sided): 0.00 Kurtosis: 3.69\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sarima_house = pm.auto_arima(df_house.sales, \n", " start_p=1, start_q=1,\n", " test='adf',\n", " max_p=3, max_q=3, m=4,\n", " start_P=0, seasonal=True,\n", " d=None, D=1, trace=True,\n", " error_action='ignore', \n", " suppress_warnings=True,\n", " stepwise=True)\n", "\n", "sarima_house.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find optimal SARIMA for drink sales" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit ARIMA: order=(1, 0, 1) seasonal_order=(0, 1, 1, 4); AIC=809.758, BIC=820.230, Fit time=0.133 seconds\n", "Fit ARIMA: order=(0, 0, 0) seasonal_order=(0, 1, 0, 4); AIC=848.072, BIC=852.261, Fit time=0.006 seconds\n", "Fit ARIMA: order=(1, 0, 0) seasonal_order=(1, 1, 0, 4); AIC=813.870, BIC=822.248, Fit time=0.042 seconds\n", "Fit ARIMA: order=(0, 0, 1) seasonal_order=(0, 1, 1, 4); AIC=813.808, BIC=822.185, Fit time=0.129 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(1, 1, 1, 4); AIC=811.609, BIC=824.175, Fit time=0.166 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(0, 1, 0, 4); AIC=810.383, BIC=818.760, Fit time=0.104 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(0, 1, 2, 4); AIC=811.498, BIC=824.064, Fit time=0.183 seconds\n", "Fit ARIMA: order=(1, 0, 1) seasonal_order=(1, 1, 2, 4); AIC=813.470, BIC=828.130, Fit time=0.246 seconds\n", "Fit ARIMA: order=(2, 0, 1) seasonal_order=(0, 1, 1, 4); AIC=811.201, BIC=823.767, Fit time=0.281 seconds\n", "Fit ARIMA: order=(1, 0, 0) seasonal_order=(0, 1, 1, 4); AIC=813.022, BIC=821.399, Fit time=0.113 seconds\n", "Fit ARIMA: order=(1, 0, 2) seasonal_order=(0, 1, 1, 4); AIC=810.926, BIC=823.492, Fit time=0.351 seconds\n", "Fit ARIMA: order=(0, 0, 0) seasonal_order=(0, 1, 1, 4); AIC=849.704, BIC=855.987, Fit time=0.054 seconds\n", "Fit ARIMA: order=(2, 0, 2) seasonal_order=(0, 1, 1, 4); AIC=813.065, BIC=827.725, Fit time=0.304 seconds\n", "Total fit time: 2.121 seconds\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Statespace Model Results
Dep. Variable: y No. Observations: 64
Model: SARIMAX(1, 0, 1)x(0, 1, 1, 4) Log Likelihood -399.879
Date: Thu, 22 Aug 2019 AIC 809.758
Time: 10:03:25 BIC 820.230
Sample: 0 HQIC 813.854
- 64
Covariance Type: opg
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
intercept 121.9284 50.994 2.391 0.017 21.981 221.876
ar.L1 0.4436 0.178 2.492 0.013 0.095 0.793
ma.L1 0.5287 0.143 3.687 0.000 0.248 0.810
ma.S.L4 -0.2772 0.141 -1.969 0.049 -0.553 -0.001
sigma2 3.487e+04 6857.056 5.085 0.000 2.14e+04 4.83e+04
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (Q): 28.74 Jarque-Bera (JB): 0.83
Prob(Q): 0.91 Prob(JB): 0.66
Heteroskedasticity (H): 1.28 Skew: -0.29
Prob(H) (two-sided): 0.58 Kurtosis: 3.03


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " Statespace Model Results \n", "=========================================================================================\n", "Dep. Variable: y No. Observations: 64\n", "Model: SARIMAX(1, 0, 1)x(0, 1, 1, 4) Log Likelihood -399.879\n", "Date: Thu, 22 Aug 2019 AIC 809.758\n", "Time: 10:03:25 BIC 820.230\n", "Sample: 0 HQIC 813.854\n", " - 64 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 121.9284 50.994 2.391 0.017 21.981 221.876\n", "ar.L1 0.4436 0.178 2.492 0.013 0.095 0.793\n", "ma.L1 0.5287 0.143 3.687 0.000 0.248 0.810\n", "ma.S.L4 -0.2772 0.141 -1.969 0.049 -0.553 -0.001\n", "sigma2 3.487e+04 6857.056 5.085 0.000 2.14e+04 4.83e+04\n", "===================================================================================\n", "Ljung-Box (Q): 28.74 Jarque-Bera (JB): 0.83\n", "Prob(Q): 0.91 Prob(JB): 0.66\n", "Heteroskedasticity (H): 1.28 Skew: -0.29\n", "Prob(H) (two-sided): 0.58 Kurtosis: 3.03\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sarima_drink = pm.auto_arima(df_drink.sales, \n", " start_p=1, start_q=1,\n", " test='adf',\n", " max_p=3, max_q=3, m=4,\n", " start_P=0, seasonal=True,\n", " d=None, D=1, trace=True,\n", " error_action='ignore', \n", " suppress_warnings=True,\n", " stepwise=True)\n", "\n", "sarima_drink.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We perform forecasting using SARIMA" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sarima_forcast(sarima_house, df_house, 'sales', forecast_periods=24, freq='month')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sarima_forcast(sarima_drink, df_drink, 'sales', forecast_periods=24, freq='quarter')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**SARIMAX Model with Exogenous Variable**\n", "\n", "We have a SARIMA model if there is an external predictor, also called, \"exogenous variable\" built into SARIMA models. The only requirement to use an exogenous variable is that we need to know the value of the variable during the forecast period as well.\n", "\n", "For the sake of demonstration, we use the seasonal index from the classical seasonal decomposition on the latest 3 years of data even though SARIMA already modeling the seasonality. \n", "\n", "The seasonal index is a good exogenous variable for demonstration purpose because it repeats every frequency cycle, 4 quarters in this case. So, we always know what values the seasonal index will hold for the future forecasts." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fit ARIMA: order=(1, 1, 1) seasonal_order=(0, 1, 1, 12); AIC=727.512, BIC=739.103, Fit time=0.645 seconds\n", "Fit ARIMA: order=(0, 1, 0) seasonal_order=(0, 1, 0, 12); AIC=730.208, BIC=736.003, Fit time=0.011 seconds\n", "Fit ARIMA: order=(1, 1, 0) seasonal_order=(1, 1, 0, 12); AIC=726.724, BIC=736.383, Fit time=0.260 seconds\n", "Fit ARIMA: order=(0, 1, 1) seasonal_order=(0, 1, 1, 12); AIC=728.526, BIC=738.185, Fit time=0.291 seconds\n", "Fit ARIMA: order=(1, 1, 0) seasonal_order=(0, 1, 0, 12); AIC=732.167, BIC=739.895, Fit time=0.032 seconds\n", "Fit ARIMA: order=(1, 1, 0) seasonal_order=(2, 1, 0, 12); AIC=728.721, BIC=740.312, Fit time=0.606 seconds\n", "Fit ARIMA: order=(1, 1, 0) seasonal_order=(1, 1, 1, 12); AIC=728.716, BIC=740.307, Fit time=0.944 seconds\n", "Fit ARIMA: order=(1, 1, 0) seasonal_order=(2, 1, 1, 12); AIC=728.386, BIC=741.909, Fit time=2.311 seconds\n", "Fit ARIMA: order=(0, 1, 0) seasonal_order=(1, 1, 0, 12); AIC=724.737, BIC=732.464, Fit time=0.335 seconds\n", "Fit ARIMA: order=(0, 1, 1) seasonal_order=(1, 1, 0, 12); AIC=726.630, BIC=736.289, Fit time=0.402 seconds\n", "Fit ARIMA: order=(1, 1, 1) seasonal_order=(1, 1, 0, 12); AIC=728.310, BIC=739.901, Fit time=0.494 seconds\n", "Fit ARIMA: order=(0, 1, 0) seasonal_order=(2, 1, 0, 12); AIC=726.737, BIC=736.396, Fit time=0.536 seconds\n", "Fit ARIMA: order=(0, 1, 0) seasonal_order=(1, 1, 1, 12); AIC=726.735, BIC=736.394, Fit time=0.690 seconds\n", "Fit ARIMA: order=(0, 1, 0) seasonal_order=(2, 1, 1, 12); AIC=726.401, BIC=737.992, Fit time=1.486 seconds\n", "Total fit time: 9.059 seconds\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Statespace Model Results
Dep. Variable: y No. Observations: 64
Model: SARIMAX(0, 1, 0)x(1, 1, 0, 12) Log Likelihood -358.368
Date: Thu, 22 Aug 2019 AIC 724.737
Time: 10:03:35 BIC 732.464
Sample: 0 HQIC 727.690
- 64
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
intercept 7.3118 44.009 0.166 0.868 -78.944 93.567
x1 -0.0394 2.98e+04 -1.32e-06 1.000 -5.84e+04 5.84e+04
ar.S.L12 -0.4401 0.151 -2.921 0.003 -0.735 -0.145
sigma2 7.162e+04 1.95e+04 3.676 0.000 3.34e+04 1.1e+05
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Ljung-Box (Q): 52.27 Jarque-Bera (JB): 2.59
Prob(Q): 0.09 Prob(JB): 0.27
Heteroskedasticity (H): 1.71 Skew: 0.54
Prob(H) (two-sided): 0.28 Kurtosis: 2.74


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." ], "text/plain": [ "\n", "\"\"\"\n", " Statespace Model Results \n", "==========================================================================================\n", "Dep. Variable: y No. Observations: 64\n", "Model: SARIMAX(0, 1, 0)x(1, 1, 0, 12) Log Likelihood -358.368\n", "Date: Thu, 22 Aug 2019 AIC 724.737\n", "Time: 10:03:35 BIC 732.464\n", "Sample: 0 HQIC 727.690\n", " - 64 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 7.3118 44.009 0.166 0.868 -78.944 93.567\n", "x1 -0.0394 2.98e+04 -1.32e-06 1.000 -5.84e+04 5.84e+04\n", "ar.S.L12 -0.4401 0.151 -2.921 0.003 -0.735 -0.145\n", "sigma2 7.162e+04 1.95e+04 3.676 0.000 3.34e+04 1.1e+05\n", "===================================================================================\n", "Ljung-Box (Q): 52.27 Jarque-Bera (JB): 2.59\n", "Prob(Q): 0.09 Prob(JB): 0.27\n", "Heteroskedasticity (H): 1.71 Skew: 0.54\n", "Prob(H) (two-sided): 0.28 Kurtosis: 2.74\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "\"\"\"" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_drink = add_seasonal_index(df_drink, 'sales', freq='quarter', model='multiplicative')\n", "sarimax_drink = pm.auto_arima(df_drink[['sales']], exogenous=df_drink[['seasonal_index']],\n", " start_p=1, start_q=1,\n", " test='adf',\n", " max_p=3, max_q=3, m=12,\n", " start_P=0, seasonal=True,\n", " d=None, D=1, trace=True,\n", " error_action='ignore', \n", " suppress_warnings=True, \n", " stepwise=True)\n", "\n", "sarimax_drink.summary()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sarimax_forcast(sarimax_drink, df_drink, 'sales', forecast_periods=24, freq='quarter')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coefficient of `x1` is small and p-value is large, so the contribution from seasonal index is negligible. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case Study " ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "df_drug = pd.read_csv(dataurl+'drug_sales.csv', parse_dates=['date'], index_col='date')\n", "df_drug['year'] = [d.year for d in df_drug.index]\n", "df_drug['month'] = [d.strftime('%b') for d in df_drug.index]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Python code cheat sheet:\n", "\n", "Analysis:\n", "```python\n", "df_drug.head()\n", "\n", "plot_time_series(df_drug, 'sales', title='Drug Sales')\n", "\n", "seasonal_plot(df_drug, ['month','sales'], title='Drug Sales')\n", "\n", "boxplot(df_drug, ['month','sales'], title='Drug Sales')\n", "\n", "stationarity_test(df_drug.sales, title='Drug Sales')\n", "\n", "decomp(df_drug.sales)\n", "\n", "detrend(df_drug['sales'])\n", "\n", "deseasonalize(df_drug.sales, model, title='Drug Sales')\n", " #set model = 'multiplicative' or 'additive'#\n", " \n", "plot_acf_pacf(df_drug.sales, acf_lag=50, pacf_lag=30)\n", "\n", "differencing(df_drug, 'sales', title='Drug Sales')\n", "```\n", "\n", "SARIMA fitting and forecast:\n", "```python\n", "sarima_drug = pm.auto_arima(df_drug.sales, start_p=1, start_q=1,\n", " test='adf',\n", " max_p=3, max_q=3, m=12,\n", " start_P=0, seasonal=True,\n", " d=None, D=1, trace=True,\n", " error_action='ignore', \n", " suppress_warnings=True, \n", " stepwise=True)\n", "\n", "sarima_drug.summary()\n", "\n", "sarima_forcast(sarima_drug, df_drug, 'sales', forecast_periods=24, freq='month')\n", "```\n", "\n", "SARIMAX fitting and forecast:\n", "```python\n", "df_drug = add_seasonal_index(df_drug, 'sales', freq='month', model='multiplicative')\n", "sarimax_drug = pm.auto_arima(df_drug[['sales']], exogenous=df_drug[['seasonal_index']],\n", " start_p=1, start_q=1,\n", " test='adf',\n", " max_p=3, max_q=3, m=12,\n", " start_P=0, seasonal=True,\n", " d=None, D=1, trace=True,\n", " error_action='ignore', \n", " suppress_warnings=True, \n", " stepwise=True)\n", "\n", "sarimax_drug.summary()\n", "\n", "sarimax_forcast(sarimax_drug, df_drug, 'sales', forecast_periods=24, freq='month')\n", "\n", "```" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": { "01459e0496ef4b63aecc4c34adc96959": { "model_module": "@jupyter-widgets/output", "model_module_version": 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\n", 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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "0b004fc9de5d4680b4af35eb8539dd4c": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_78dd427be94f4e1693eafb7a795393bb", "outputs": [ { "data": { "image/png": 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\n", 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cP36cFi1aUK9ePXbu3Enx4sVZvnw5OUx/Uj///DMLFy4EoGjRohQtWhQANzc3vLy8uHbtGs7OztSuXZucOXPi7u7O5cuXyZs3L4cOHaJNmzZ8/PHHNG3alE8//ZQHDx4wbdo02rZty9ChQ+nSpYtFvw9NFiYiCA5/BC/sgdzlVJhrMfXQ9Fct1aDzeMm2NtoxWp+0PmmSQWpH5E6MgZIdoOqEJ2E+n0L2Akq3Gq1J/HxHRyhZEi5cSFm5mQCtTRlPm/SInD1zeTGUe/tJI+4xBeuCc14I3GsbuzQJsnbtWooVK8aRI0c4fvw4zZs3jxN/9uxZ+vXrx4kTJ3B3d2fJkiWAGsa/cOECpR9P6YjFpUuXOHToEDVr1qRs2bLUq1ePn376icOHD1O5cmWWLVtG7ty5GTlyJKNHj+bnn3/m0KFDTJ48GQAfHx/27duX7nXXZCEC1kH+mk8acY/J5gRl34LLv9nGLk2iaH3SZChS25C7/DuU6xc//JnucGsbRDxIOo8yZeD8+ZSVq0k1WptSjx6Rs2eiQ8HJzXyck5uK15glqd6f9MLX15dBgwYxZMgQWrVqRf369ePEe3p64ufnB0D16tW5ZJqDf/v2bdzd3ePl9/DhQ15++WWmTJlC7ty5AThx4gQ+Pj4AnD59mgoVKgDQoEEDRIRJkyaxefNmHBzUaK2DgwPOzs4EBQXh5pbA9aTRpISoJLQpSmtTYmh90vqkSQapnVoZHQaOueKHZ3MGwxGiwsEpiTzKloXfsl6HlNamjKdNekTOnin8PPxrRkgeXYb7JyGfv/Vt0iRK+fLlOXDgAL6+vgwdOpRRo0bFic+ePXvMewcHh5iFtDly5CA0NO7Db0REBC+//DJdunShffv2gFrUGxoaSt68ebly5Qr58+fH2dkZgGPHjhEQEED27NnjiU5YWBguLi4Wr68mi1L4Ofhvg/me7cu/QZEm1rdJkyRanzQZiuBgNSMp1nWZLAo/b35WQMB6yFkKsudPOo+yZeHOHbh7N2Vla1KF1qbUoxty9ky5t+HaCuUJLtLUM3XvOGxtCxU/SLhHXGMzrl+/jqurK127dmXQoEEcPHgwWeflzZuXqKioGEESEXr27ImXlxcDBw6MSXfy5Em8vLwAOHXqVMz7gIAAunTpwvLly8mZMyd//fVXzDmBgYEULFgQJ6ekuiA1mmTi6gGlOisvug9N60giguDIMLh/Cjy72tY+jVm0PmkyFCEhajTu6eUlSeH9MRwboZanREepPeFubII9PcF3ZPLyK1NGverplVZBa1Pq0VMr7ZkcReD5TXBggBIlZ3fl2ttrEFR439bWacxw7NgxBg8eTLZs2XBycmLmzJnJPveFF15g+/btNGnShB07dvDTTz/h6+sbM51gzJgx3L59O2ZqQI4cOTh48CAnT56kZ8+eTJw4ES8vL4YNG8aQIUNo1qwZAJs2baJly5aWr6wma1N9GhwfBX/VBEc3CL8DRZoqzXLMaWvrNGbQ+qTJUAQHp27rgfz+UH8xHBoM+/qqKZVOeaD6VCjRNnl5lC2rXs+dA389+ym90dqUBkTEbo/q1auLxkTILZEH50Siwm1tid1y8uRJW5uQJg4ePChdu3a1eL7t2rWT06dPWzzf5GDuNwH2ix3oS1oOrU2xiAxV2hR2x9aW2DVan8xjK33S2pQBeOMNkZIl05bHo6siQRdFoqNTeN4jERD5/PO0lZ8B0Npknozy7KRH5DIKLgXUocm0VK1alUaNGhEVFRWz2DathIeH07Zt25hFvRqNxXHIDm5lbG2FJp3R+qSxOo+nVqYF1+KpPM8VihfXUyszAFldm3RDTqOxI3r06GHR/JydnenWrZtF89RoNFkTrU8aqxIcnPaGXFooU0ZNrdTYPVlZm7SzE41Go9FoNBqNfREaatuGXNmyuiGnsXt0Q06j0Wg0Go1GY1+EhaV86wFLUrYs/PcfPHpkOxs0miTQDTmNRqPRaDQajX0RGgq23MNLb0GgyQDohpxGo9FoNBqNxr6whxE50NMrNXaNbshpNBqNRqPRaOwLWzfk9IicJgOgG3IajQWZNm0aXl5e5M2bl3HjxgGwbNkyTp48GZNm/vz5XL9+PeZzr1694sRrNBpNeqD1SZOhsPXUyjx5oGBBPSJnBbQ2pR69/YBGY0FmzJjBmjVr8PT0jAlbtmwZrVq1olKlSoASIx8fH4oVKwbA3LlzbWKrRqPJWmh90mQobD0iB2p65dmztrUhC6C1KfXoETmNxkL07duXCxcu0Lp1ayZPnsy7777Lzp07WbFiBYMHD8bPz48vv/yS/fv306VLF/z8/AgJCaFhw4bs378fgFy5cvHJJ59QpUoVatWqxY0bNwA4f/48tWrV4tlnn2X48OHkypXLllXVaDQZDK1PmgyHPTTkKlSA06dta0MmR2tT2tAjcprMyfvvw+HDls3Tzw+mTEkwetasWaxdu5ZNmzaxcuVKAOrUqUPr1q1p1aoVr7zyCgBr1qzhq6++wt/fP14ejx49olatWowePZoPP/yQb7/9lk8//ZQBAwYwYMAAOnfuzKxZsyxbL41GY120Pmk0SWPrqZUAXl4wfz7cv6+mWmZ2tDZlOPSInEZjRzg7O9OqVSsAqlevzqVLlwDYtWsXHTp0AOC1116zlXkajSYLo/VJY1XsYUTOy0u9njplWzs0iZKVtckiI3KGYcwDWgE3RcTHTLwBTAVaAsFAdxE5aImyNRqzJNL7Y884OTmhbhdwcHAgMjLSxhZlbLQ2aewSrU8atD4lSmQkREfbV0OuVi3b2mINtDZlOCw1IjcfaJ5IfAugnOl4C5hpoXI1GrvHzc2NoKCgBD8nh1q1arFkyRIAFi1aZFH7Mjnz0dqk0SSI1iebMh+tT+YJDVWvtp5a6empGpN6RM7qaG1KHhZpyInIVuBOIknaAD+KYjfgbhhGUUuUnRUICgvietB1Lty9wO3g24iIrU3SpIBXX32VCRMmULVqVc6fP0/37t3p27dvzILd5DBlyhQmTZpEjRo1CAgIIE9WmKtvAbQ2pS8RURHcfHSTf+/9y5X7VwiPCre1SZoUovXJdmh9SoSwMPWayhE5EeFuyF2uPbjGhbsXuB96P3XPTg4OUL68bsjZAK1NycOwVKPAMIzSwMoEpgesBMaJyHbT57+BISKyP7E8/f395bFHmqyCiHDi1glWnlnJxosbOX7zOAEPA+KkcXZwpnz+8tTxqENjz8a8VOElXJ1cbWSx/XDq1Cm8Hk+DyGQEBweTI0cODMNg0aJF/PLLLyxfvtzWZiWJud/EMIwDIhJ/tXI6obXJctwNucvac2tZfW41BwMOcibwDJHRcaewFMlVhBrFa1CvRD3ae7WnTL4yNrLWvtD6ZF/YgzaZyiyNBfUp02jTtWvg4QGzZ8NbbyWZPCo6ij3X9rDyzEq2Xd7GiZsnuBt6N04aVydXfAr5ULdEXV4o8wJNnmmCY7ZkrDDq1AkOHMi0+8lpbbI/UqJP1vJaaZgJM9uCNAzjLdQUAkqWLJmeNtkVIREhLDy2kGl7p3H0xlEAqhSuQrOyzaiYvyLuLu64OLpwP+w+1x5c4+jNoyw6sYg5B+fg5uxGh0odGFRnEF4FM+fNmNU5cOAA7777LiKCu7s78+bNs7VJmQWtTclg77W9TNszjd9O/EZEdAQFXQtSu0Rt2lRoQ3G34uRwykFUdBQBDwM4f/c8u67sYsU/K/hww4fU9qjNuzXepZN3JxyyOdi6Kpp0QOtTupEsfcqU2pTMEbk7IXeYe3Au0/dN5/L9yzgYDtT0qElH746Uz18eN2c3nBycCAwO5OqDqxwIOMCMfTOYvHsyhXMW5vXKrzOw9kCKuiUy0OnlBb//DiEhkCOHBSupSW+ygjZZqyF3FSgR67MHcN1cQhGZA8wB1bOU/qbZlqjoKH488iOfbvqU60HXqVy4MjNazqBNxTYUcyuW5LnbLm/jpyM/sejEIr4//D0dvTsy5vkxPJP3GSvVQGMN6tevz5EjR2xtRmZEa1MinLx1ksHrB7P67GrcnN142/9tOvt2pkbxGmQzEp+Zf+X+FRYeW8j8I/PpsrQLI7eMZFTDUXT07hizKF2TOdD6lG4kS58ypTYl0ZALiQhh8u7JjN0+lofhD2lUuhHjnh9Hi3ItcHdxTzzryDDWnFvDj0d+ZPLuyXy992v6VO/DZw0/I1+OfPFP8PICEThzBqpUSWvNNFYkK2iTtbYfWAF0MxS1gPsiEpDUSZmdYzeOUWNuDXqs6EGJ3CX4u9vfHO5zmLeffTvJRhyAQzYHGpZuyHdtvuPSgEt8VO8jVp5ZifcMb8ZuGxtnvYoI/PWXmiHw3HPw7rt6yrdGg9Yms4RGhjJ43WAqz6zMjss7+LLJl1wbeI2pLaZSy6NWko04gBJ5SjCk3hBOvHOCxR0W4+LowqtLXqXZgmacuxN3itKVKzB0KDRqBG3awK+/QlRUetVOo8kwZF19SsTZybrz66g4vSKfbPyE5z2f52jfo2x8YyOdfTsn2YgDyO6YnbYV27K001JOv3uaLr5dmL5vOhW/qciCowvirKWLjIRVF9RMp1GdTzFsGFw329Wn0dgGizTkDMP4BdgFVDAM46phGD0Nw+hrGEZfU5LVwAXgHPAt8I4lys2oREs043eMx/9bf64+uMrC9gvZ1XMXjT0bp7qnumDOgox5fgyn3z1Ni7It+Hjjx9SbV4+Ldy8CMHgw9O8Pzz8PI0ZAgQKqQffnnxasmEZjZ2htSiFhYZxbNJM57UpS7YOvOPNzfm7/UJgPu87Ezb8ONGgAPXrAV1/Bzp3qKScJshnZeLnSyxx86yDTmk9j99XdVJlVhR8O/wDA/v3g769mLX3yCXTsCBMnqtcs5EFakwXR+pQIZkbkQiJC6LeqH80WNMPVyZVNb2xi2avL8C3sm+piyuYry3dtvmP/W/t5Ju8zvP7H67zy+yvcC71HRITqWPpqRXmijWx0qX6KO3egWjU4diytFdRoLINFplaKSOck4gXoZ4myMjpBYUG8/sfrLP9nOe292jPrxVkUzFnQYvl75PZgaaelLD65mF4relF1dlU+9vqRJUtac+gQuJs6qxo1ghYt4KWX4PJl23v41WjSA61NyUAE/v4bZs8mYtWflA0Joz8Q7FEEVy9fJRouLvDwIQQGwurV8P336tzcuaFlS+jWDZo2BceE/1IcsjnwXs33aO/Vni5Lu9B9eXc2X9rMgVEzmTLFhc6xfqkOHVRH0y+/wOuvp2/1NRpbofUpEZ5qyF2+f5l2v7bjYMBB/lfrf4xuPJocTpZbr+ZXxI8dPXYwefdkhv49lGqzq9HZYTEhIdVYv82FbBU9KRN2iunToXp16NNH9WVpNLbGWlMrNcDFuxep9V0tVp5ZydTmU1ncYbFFG3GxeaXSKxzsc5By+csx5FBbfHpPiWnEPaZmTfD1hbVr08UEjUZjz4jA4sXg7Q1Nm/Jo3Sq+9Q5j6Pu+3A64gOuVAFi3Dn77DX78EZYuhS1b4L//4OZNtfi/Y0eVpmVLtd/S5MmqwZcIxXMXZ0O3DQxrMIz5R+ZzplYTmrwUGCeNszN88AEsWJCeX4BGo7FbYk2t3HllJ/5z/Dl35xx/dv6TSc0mWbQR9xiHbA4MqjOIbW9uIzI6knE369Og10rVP+XlFbMepVs3uHQJzp+3uAkaTYrRDTkrcfzmcerOq0tAUADrXl9H/5r9033B/zN5n2Fr9614BLVjZcT/+N/a/xEt0XHSeHjAncR2scnERESo59K//oJ799Ke371795gxY0aqzm3ZsiX3kjBi+PDhbNiwIVX5J8b8+fN59913E02zefNmdurux8zDoUNQuzZ06IAYMKt/HfK/F8LJkf0Y9dUBChTxTPz8ggXhlVfg22/VgpHFi6FMGRg4EEqXhmnT1A2WAI7ZHBnVaBSfef9KeIH91P2+dsw08MdkZW0COHtWDX6ePGmZ/LQ+aTIUphG5HTf20+THJri7uLOn1x5alW+V7kXX8qjF3t57cb7vxedn2zB7/2zV4fXPPxAejqMjFCmSdfXp4UNYvx42bnwycJoWtDalDd2QswL7ru2jwfcNANj65lYaeza2Wtk5nHIwoNhvVLw3gCl7pjuRmh4AACAASURBVPDOqndiGnMREbBhA9SoYTVz7IYlS9Tz5qBB8OWXajBh+HCIjk7y1ARJTIyikvDcsHr1atyfHjJ9ilGjRtGkSZNU25cW9INSJiEiAkaNUjf9v/8SMWcW7T4uw9v5djLshS/4usXXODk4pSzP7Nnh5Zdh82Y118jPDwYMAB8fNWUzEfo37kjOxX9z69FtGv7QkAt3L8TErVmTNbXpxg1o1kwtR5w2Tb2vXx/+/Tdt+Wp90mQoTCNy72wcSMUCFdneYzsVC1S0WvFFchWh/YMtlM/Wgr6r+rI2139KP0+d4to1NSKXSbdeSxARtTy6VCn44gv49FMoWfLJTPvUorUpjYiI3R7Vq1eXjM7hgMPiPs5dPKd4yvk7521iQ2CgSJGi0fLipKHCCKTX8l4S9DBKevUSadXKJialCydPnkxWuh07RIoUEdm9+0nY9esiNWqIjBuX+vI7deokLi4uUqVKFRk0aJBs2rRJGjZsKJ07dxYvLy8REWnTpo1Uq1ZNKlWqJLNnz445t1SpUnLr1i25ePGiVKxYUXr16iWVKlWSpk2bSnBwsIiIvPHGG/L777/HpB8+fLhUrVpVfHx85NSpUyIicvPmTWnSpIlUrVpV3nrrLSlZsqTcunUrnq3z5s2TcuXKSYMGDaRXr17Sr18/ERFZsWKF1KhRQ/z8/OT555+X//77Ty5evCiFCxeWYsWKSZUqVWTr1q1m05nD3G8C7Bc70Je0HBlSm27cEGnQQAREXntNwm/+J21+aSOMQL7Z843lyomOFvnzT5GyZVVZvXqJ3LuXYPL+/UXqtD8oecflkxKTSsjZ2+dk7VqRAgVETJd1piA5+hQVJVK9usjQoSJhYSosIkJk/HiRcuWehKUGrU9x0dpk3+wfN0AEpOOYanIvJGH9SE8OHxYpUDhM6n/TTir0QwTkwbTvpVEjdY9mFpL77DR3rkilSiIXLjwJO3ZMpGRJkZUrU1++1qb4pESfbC46iR0ZXZBO3TolBccXFI9JHnLx7kWb2nLsmEjlKtHi/vInwgjEpfUH0qGDyP37NjXLoiRXjNq2FZk1K374qVMihQql/mHp4sWL4u3tHfN506ZN4urqKhdiqV5gYKCIiAQHB4u3t7fcvn1bROKKkYODgxw6dEhERDp06CA//fSTiMQXo2nTpomIyPTp06Vnz54iItKvXz8ZM2aMiIisWbNGgHhidP36dSlRooTcvHlTwsLCpE6dOjFidOfOHYmOjhYRkW+//VYGDhwoIiKfffaZTJgwISaPhNI9jX5YshMOHVL/ti4uIgsWSGRUpLy25DVhBDJt97T0KTM4WOTDD0WyZRMpXVpkzx6zycLDRd55RyRXmcPi9El+cRrsKSW8AuTvv9PHLFuRHH1at06kShXVFn6axo1Ffvkl9eVrfYqL1ib7Zd25ddKnjYMISNDZ5P2vpxerV4uUKBUueXu2l4dOyNdFmsr//qc6WDILydGm6GjVN7dzZ/y4338XqV8/9eVrbYpPSvTJWhuCZzkCggJotqAZ2Yxs/N3tb0q7l7apPT4+cPiQwcGDnzNy733+rDaRGk2LkDv3IJvaZQv27YMpU+KHV6wIOXOqKUzlylmmrBo1auDp+WS90bRp0/jjjz8AuHLlCmfPniV//vxxzvH09MTPzw+A6tWrc+nSJbN5t2/fPibN0qVLAdi+fXtM/s2bNydv3rzxztuzZw8NGzakYEHlaKdTp06cOXMGgKtXr9KpUycCAgIIDw+PY3tskptOYwds366ckeTJo95Xr84Ha99n4bGFjH1+LO/VfC99ys2RQ81bbtsWOneGunVh/Hh4/32ItT7YyQmmT4fPblbhl62rGXq6Mfn7t8C/7hYgd/rYZqfs3QvNm8f5emJo0QL27IFXX7VceVqfNPbGwYCDtP21LZ+6FAGukStPAZva06IFXDzvxNYdv3B+QyEqsx7PvqtwdHzRpnZZm7t3lY+rWrXix7VoAV27WrY8rU3JR6+RSwcehT+i9aLWBAYHsrrLasrnL29rkwD1cFC9usEffabQ0bsjg9cP5tfjv9raLKuTNy9cuxY/PCRELV7Ok8dyZeXMmTPm/ebNm9mwYQO7du3iyJEjVK1aldDHnrlikT3WvjkODg5EJrCZ1uN0sdOoTpukScjRznvvvce7777LsWPHmD17tln7UpJOY2PWr4cXXoBixWDXLqhena/3fM3UPVMZUHMAH9X7KP1tqF0bDh9We50MHAjduz/xSBeLQoVgwCs1+OPVJRy/dZyXf3uZiKiEHaZkRhLSJoCrVyFfPsuWp/VJY09cuX+FVgtbUcC1AP0q91KBsa43W+HgAI0aOFOx2StUu5GNDr+9woHrB2xtllVxdYWoKNWge5qrV5V2WRKtTclHN+TM8ehfODsTzsyAh5dSdGq0RNP1j64cDDjIolcWUa1otfSxMQ04ZHPgx7Y/Uq9kPbov757lBKlrVzVQ8LRjk5kz1TNnoUKpy9fNzY2goKAE4+/fv0/evHlxdXXl9OnT7N69O3UFJUK9evX47bffAFi3bh13zahuzZo12bx5M4GBgURERPD777/HsbF48eIA/PDDDzHhT9ctoXSadCYqDC4vhtNT4PpfIIl459m+HVq3VsPLW7aAhwerz67m/b/ep02FNkx8YaL17HZ3Vx6GRo1SWxk0bAi3bplN2qxsM7596Vs2XNjAwL8GWs9GO6BDB1i5UnmsjM21a/Dzz/Daa6nPW+uTJt25ewT+mQbnv4PQ2yk6NSgsiBcXvsijiEesfm01uXFWEXbQkHuMc/Ua5AqNplpoPtosakNAUICtTbIaLi5qcsXEp/42RGDcOLUlQ2rR2pQ2dEMuNhINB/4Ha6tD4D64cwD+8of9AxJ/YIrF6K2jWXZ6GZNemGQVN7mpJbtjdpZ0XEKhnIWynCD17w/376v9ixcvVttg9e4NkyYpL3GpJX/+/NStWxcfHx8GDx4cL7558+ZERkZSuXJlhg0bRi1zcxTSyGeffca6deuoVq0aa9asoWjRori5ucVJU7RoUUaMGEHt2rVp0qQJ1ao96WwYMWIEHTp0oH79+hQo8GRKy0svvcQff/yBn58f27ZtSzCdJh25uR2Wl4azs+DhBTj6CazygSAzmxkdOwatWin3Yhs2QOHCnA08y2tLXqNK4Sr83P5nHLI5WNd+w4Bhw1SD7sgRNdXy4kWzSbv7dWdgrYF8s+8b5hyYY107bUjBgupBqUEDNQt182aYOlV1MH30kdrhIbVofdKkG5HBsLUtbGkFD05DwHr4sxycmZ6s00WEHit6cOLWCRZ3WIx3Ie8no/bOzuloeAqpWhWABZ4fcC/0Hu1+bUdoZNYZ7R0/Hn79Fbp0UV6Fly9XfYVHj8LQoanPV2tTGjG3cM5eDqsv2j09TWRtTZGwu0/Cwu6J/FVb5NSUJE9fdWaVGCMMeX3p6zGLGe2dwwGHxXW0q9SfV18iojL26t3kOjsREQkNFZk3T6R5c5GGDUU+/1zk5s10NM5KhIaGSoRpFfbOnTulSpUqNrVHOxSwEKG3RRYXFLm2Nm74P9+I/OklEh31JOzqVZFixUSKFxe5dElERILCgsRnho/k/zK/XLp7yYqGJ8D27SJ584oULqw8MZkhMipSmi9oLk6jnGTPVfOOUjISKdGn/ftFevRQDgS6dhXZti0dDbMi9qRPWpssyO7eIts7i0SFPwkLuijyR0mRgA1Jnj5++3hhBDJ++/gngR9+KJI9u+VtTQvBwSIODiKffipLTi4RRiB9/uxja6vSTEq06e5dkQkTlPOlpk1FZswQefQoHY2zEvakTSJZ3WvlqVPqKT01LC8rcmtX/PBbe0SWeZp3JWbi4t2L4j7OXfxm+cmj8Ix1Vf905CdhBPLR+o9sbUqaSIkYZVbOnDkjfn5+UrlyZfH395e9e/fa1B79sGQhTk4U2dktfnh0tMia6k8aeCEhah+NXLlEjh41JYmW15a8JtlGZpN159ZZ0egkOHlSNTjz5xc5cMBsksDgQCk5uaSUmlxK7gTfsbKBlkXrk33pk9YmCxF2R+S3PCIh8V21y7m5IptbJ3r6poubJNvIbPLKb6/E7QAfMEAkTx4LG2sBvL1j9m0asn6IMAJZcGSBjY1KG1qb7EubRLKy18rwcOXyy8lJuSV8MQVehaIj4dEFyF8zflz+ZyH4CkSHg0P8+doRURF0XtKZaIlmSccluDq5pqES1qdr5a5s+3cb43aMo17JerxYPmt5Y8pMlCtXjkOHDtnaDI2leXAKCtSJH24YUKCuii/6AvTrp1wfLl0Kvr4A/HDkBxYeW8jnjT6naZmmVjY8Eby8YOtWaNxYHRs2gL9/nCT5cuTjt1d+o/739Xlj2Rssf3V5govNNfaP1qdMyMNLkLMUuJiZJlagLpwcn+Cpt4Nv02VpF8rmK8u81vPi3tuhoXa1Pi4GPz815xn4ovEX7Liygz4r+1CtaDW8CmaxHcIzERlZmzLXGjlnZ5g1S7kYatVKNeRMrkGTxHCA7AXgwT/x44LOgrM7ZDM/V3vE5hHsvrqbOa3m8EzeZ2LC//1XtSfHjVPPVpI8pzg2YWqLqVQpXIXuy7vz38P/bG2ORqOJjasH3D9pPu7BSXAtDvPmqWPYMGjXDoB/bv9Dv9X9aFi6IUPrPVnEEBYGv/0Go0fDggUQHGyNSpihTBnVmMubV3nXPHo0XpKaHjWZ0HQCf575kxn7ZtjASI1GkyA5iqqO7shH8eMea5MZRIQey3twO/g2i15ehFv2J+uRjhyBY/vDeBCePZ7jH5tTtaryPnTzJo7ZHFn08iJyOOXgtaWvERYZZmvrNFmQzNWQAzUid/QofPUVbNumNlD78EN48CDx8wwDyvRWDgSiY7ksjY6CI59AmV5mN/fZfGkzY7ePpWfVnnTy6QSoBttnn0G1anDypHLO9uqryvu2zR6YksDF0YWFLy/kYfhDeizvgdhzq1OjyWo80x0uLYD7p+KGB6yDe8fgkZfy4tO4MYwYAUB4VDidl3Qmh2MOFrRbEOPc5NAhKFsWZs+Ghw/hl1/A01M5ubQJpUrBxo3Kv3WTJnDqVLwk/Wv2p3nZ5gxaP4hTt+LHazQaG5GjCBSsDyfGxQ2PCILjX6hnJzPM3D+TP8/8yfgm46laVDkRiYhQnllffBEigkIJERfq1oUBA+yoI7xGDfVq8pxYPHdx5r40l8P/HWb4puE2NEyTVcl8DTlQI3MffKBG47p2hQkToEIF5fb6aZ/zsfH+BCIewlp/ODVJHX/5Q8Q98Il/gwaFBdF9WXfK5CvD1OZTY8KXLIHff4fTp2HOHOWF7MwZcHNTbUp7pVLBSkxoOoE159bonm+Nxp7IWQqqT4UN9ZUX3XNzYFd32NkVaiyE17sr/9A//gjZlKx/vuVzDv13iLmt51I8t+oVDwtTXsYmTYK//4axY2HVKvjpJ2jfXnlztQmenqoxly2bGpm7ciVOtGEYfN/me3I556LL0i6ER4XbyFCNRhOPGrPgyhL4u4natunY57C6MhSoBaU6x0t+NvAsg9cPplmZZvSv2T8m/Isv4N49OHcOqnmHUbiEGpHbvVs9S9kF/v5q+c6OHTFBbSq2oXe13kzYOYHNlzbbzjZNliRzNuQeU6SImmq0Zw+ULAlvvAH16sH+/ebTO+aARmvAbxw8PKeOKmOg0V8q7ik+WPcBVx5c4Ye2P5DT+cnmhd98owTJtPm7ytoRJk9WewE9fGjpilqOfs/2o3nZ5gxeP5hzd87Z2hyNRvMYz67Q/AA451Xbo7j7wosnYfYmOHAAvvsOTPvT7L22l7Hbx/JGlTdoW7FtTBbLlqk+rQ4d4mb9wgvQqJHSJ5tRvjysXatak82bw507caKL5CrC3Jfmcui/Q3yx9QsbGanRaOKRoyi0OATPvAl3D0P4Hai7CPynx5vJFBUdRffl3XF2cOa71t/FrIuLjFQrY6ZMUX1ShIVB9uzkyaPc3n/zjQ3qZY4cOaB69TgNOYDJzSZTNl9Zui/rTlBYwnuiaTSWJnM35B5Towbs2qUadefPq8+9e8PNm/HTGtmgWHN4doY6irVQYU+x5uwavj34LYPrDKZOibhOCM6ceTL6HpsiRSB/frh+3VIVszyGYTD3pbk4OzjTc0VPopO5f16GJDoCbmxRGyuH30tzdvfu3WPGjNSPZE6ZMoXgWHNvW7Zsyb17abfrabp3787ixYsTTTN//nyu2/OFmlXJWQoqj4Ca34LXB3DmulqE+8YbardWIDQylDeWvUFRt6JMaT4lzulnz5rXJlDhNl+P4uenNic6dw7atFEPc7FoU7ENr1d+nbHbx3L4v8M2MtJKPDgL11YnvDYyhWh90qQrDtnBswvUnAPVJ0OBmmaXo0zaNYmdV3byTYtvYmYKgOq/CQ9X/TmAcnbi4gIobUquuwOrUK8e7Nv3ZK87IKdzTr5v8z2X71/mow0f2dA4KxDxUO0V+N9GiEr7ukCtTWkjazTkQE3ZefNNpQb/+x/Mn68UY+pUNTE7BQSFBdFnZR8qFazEyIYj48WXKmV2zT6BgXD7NhQunMo6WIniuYszqdkktv67lZn7ZtranPTh8hK1ufKhQXDqS1juCUeHJ3vjd3NYWoxWr16Nu7t7qvNLC/pBKQMQGQk9e0K+fGqupInPt3zO6dun+a71d7i7xL1+EtImUOGlSqWnwcmkUSM113P7dujRI97imCnNp1DAtQBvLn+TiKiUaXeGIOQGbGwGGxrAmWmwqRmsrw+P/k1TtlqfNLbmbOBZhm8eTtuKbXnN97U4cblzq3bfv48vc9OIHChtKl3aurYmSt26qtV54EDc4JJ16V+zPzP2z8icUyxF4NRXsLwUnPgCjn4Ky0vC+e/TlK3WpjRibk8CeznSdT+UU6dEmjUTAZFKlUTWr0/2qe+tfk+MEYbsvLzTbPz8+SL+/iIPHjwJi44W6dNHpHv3tBpuHaKjo6XZT80k5+ic8u+9f21tTrJI9l4oN3eILCkicmv3k7Dg6yJra4icGJfq8jt16iQuLi5SpUoVGTRokIiIjB8/Xvz9/cXX11eGDx8uIiIPHz6Uli1bSuXKlcXb21sWLVokU6dOFScnJ/Hx8ZGGDRuKiEipUqXk1q1bcvHiRalYsaL06tVLKlWqJE2bNpXg4GAREdm7d6/4+vpKrVq1ZNCgQeLt7R3PrujoaOnXr594eXlJy5YtpUWLFvL777+LiMjIkSPF399fvL29pXfv3hIdHS2///675MyZU8qXLy9VqlSR4OBgs+mSg96rKR2ZOFHp16+/xgQdDjgsjqMc5Y0/3jB7yqNHIgULiqx7aju53btF8uUTuWVmKyibMWaMqp/pvonNH6f+EEYgX2z5wgaGpY5k6VN0lNoX8NBQkcgwFRYVIXJivMiKck/CUoHWp7hobbIu0dHR0nB+Q8kzNo9ce3DNbJqBA0U6dRKJjBT1ENWihYSEiDRqpOTObrhxQ2nTl1/Gi3oY9lCemfqMlJlaRoLDg21gXMpJ9rPTubkiKyuJBF14Enb3mNr4/erKVJevtSk+WXtD8JQQHS2yYoXIM8+or6JdO5ELFxI9ZeflnWKMMOS91e8lmu0774h4eIgMHSoydqxI9eoitWqJ3L1r6UqkH5fuXhLX0a7y0sKXkn3x2ZJki9GWtiJnZsUPv3dKZEmhVD8sXbx4MY4Y/PXXXzE3blRUlLz44ouyZcsWWbx4sfTq1etJsffuicgT8XlMbDFycHCQQ4cOiYhIhw4d5KeffhIREW9vb9mxY4eIiAwZMsSsGC1ZskSaNGkikZGRcu3aNcmTJ0+MGAUGBsak69q1q6xYsUJERJ577jnZt29fTFxC6ZJCPyylE9evq02/X3xRCY6IREZFiv8cfyk0oZDcfnQ7wVO3bBEpUEA9ME2cKNKtm2rErUz9/3D6EB0t0qOH0uZFi+JFd/itg2T/PLucDTxrA+NSTrL06fo6kVVVYn7TOGxoLHLxl1SXr/UpLlqbrMvcA3OFEcic/XMSTPPokUjTpmrP7RuFfeRExXbyzDMinTuLRERY0djkUK6cyEsvmY36+8Lfwgjkk78/sbJRqSN5nUzRIsvLitw0M4Dx7+8i6+qnunytTfFJiT5lnamV5jAMtSfAiRMwZgz89ZfapHb4cLP7BERERfDWyrfwyO3B6MajE812+nRYsUK9v3ULRo5UM4VsNNqbKkq5l2Jkw5H8eeZPlp1eZmtzLEfgPrUO8mnyVASHnGmewvSYdevWsW7dOqpWrUq1atU4ffo0Z8+exdfXlw0bNjBkyBC2bdtGnjx5kszL09MTPz8/AKpXr86lS5e4d+8eQUFB1Kmj1mi+9tprZs/dunUrnTt3xsHBgWLFitG4ceOYuE2bNlGzZk18fX3ZuHEjJ06cMJtHctNprMRHH6mpPVOmxKxDmb5vOvuv72dq86nkd82f4KkNGqi1cPXrw+XLalna6dPK5bddYRgwc6aaxvTmm3DwYJzoKc2nkN0xO++segf1H5cJCNyrtMncpufFWkDgHosVpfVJYy1uPrrJoPWDeK7Uc/Ss1jPBdK6u6jFs6lQwwsMIN7Lz88/KCZOjoxUNTg716sHOnWb3RWjs2ZhuVboxfsd4Tt6yzBpXmxN+F8JuKk+kT1OshdIuC6G1KWXY261hG1xcYOhQeP11GDIEPv9craH76ivl3s30pzptzzSO3zzOsk7L4mxemRBVq6ojIzOg5gAWHF3Ae2veo8kzTZJVb7vHOS8EX1OOI2ITGaK8bTknLQ7JQUQYOnQoffr0iRd34MABVq9ezdChQ3nhhRcYPjzx/Weym9YKADg4OBASEpKih1fDzINhaGgo77zzDvv376dEiRKMGDGC0FiLt1OaTmMl9uxR2wx89JHaEA4ICApg2KZhNCvTjE7enZLMwt0d+vVLb0MtgLOz2s/l2WeVM5f9+6FQIQCKuRVjTOMxvLvmXRYeW0iXyl1sbKwFcM4LD06bjwu+Cs4JN9BTitYnjbX4cP2HPAp/xMwXZ5LNjPO42BgGPP88kCuUgjVdwEy7wS6oWxe+/x7++QcqVowX/VXTr1h5ZiV9VvZhS/ctSdbb7nF0BYlSDbrs+eLGBV9V2mUhtDaljAx+ZVkYDw/V9bN1q3Iv2amTWnh/9ChXH1xlxJYRvFjuRVpXaG1rS62Gk4MTs1vN5nrQdUZtGWVrcyyDZ1c4+WV8xyZnZ0KB2uBSKFXZurm5ERT0xO1ws2bNmDdvHg9N+01cu3aNmzdvcv36dVxdXenatSuDBg3ioGmk4enzkyJv3ry4ubmx27Qx6aJFi8yma9CgAYsWLSIqKoqAgAA2bdoEECMoBQoU4OHDh3G8McW2JbF0Gisjojb+LloUPv44JnjQ+kGERobydYuvzf7xZGgKF1b7Jty6Ba++qpy8mOjr35caxWvwwboPeBD2wIZGWoiSHeDaSuWxMjbB1+DSz1DafM9xctD6pLEF2/7dxg9HfmBQnUF4FfRK/omxnJ3YJfXrq9eNG81GF8xZkPFNxrP98nYWHF1gRcPSCQcX8GgLpyfGDReBk+PAs1uqs9balDb0iJw56tdXPb/ffguffgpVq3K8qSdu1SOY1mJa5ntQSoKaHjXpWbUnU/ZMoUfVHikTY3ukfH+4vgY2NoVyb4NTbrj8uwp7flOqs82fPz9169bFx8eHFi1aMGHCBE6dOkXt2rUByJUrFwsWLODcuXMMHjyYbNmy4eTkxMyZyjPoW2+9RYsWLShatGiMYCTFd999R+/evcmZMycNGzY0O9WgXbt2bNy4EV9fX8qXL89zzz0HgLu7O71798bX15fSpUvz7LPPxpzTvXt3+vbtS44cOdi1a1eC6TRWZulS2LtXbaXipkbHN13cxMJjCxneYDjl8pezsYHpRLVqapOp7t1VA3b8eAAcsjnwTYtvqDm3JiM3j2Ris4mJ52PvuBSEahOVx8qK/4P8NeDuEfXwVOkjcCuT6qy1PmmsTURUBO+sfoeSeUrySf1PUnayvTfkypWDZ56BVavgnXfMJnmz6pt8e/BbPlz/IW0qtCGPi2Vm+9gMv/FKmx5eUh3i0eFwbi6EXIfn/051tlqb0oi5hXP2ctjFot3AQLnyehuJNJBHuV1FZs0yuVTKWtx8eFPcx7lLkx+b2K3jk2Q7OxERiQwVOTdPZGNzkfUNRY59LhJyM/2MSyeCgoJi3o8dO1b69+9vQ2viox0KWJCICJEKFZSXXZMGRURFiM8MHyk9pXSG8ZCWJt5+WwREliyJE9x7RW9xHOUoJ26esJFhSZMifQrcL7Krh3IgsKOryI1t6WdYOmLP+qS1Kf2ZtnuaMAJZenJpyk/Onl3kww8tb5Qlee89ERcX5aUlAfZd2yfGCEMGrh1oRcNSRoq0KeyuyMkJyvnS301FzswQiUi4/vaKPWuTiHZ2YlEi3XPzYp2LvDioKNn9qkPfvuDvrzyXZCEK5izI540+Z8OFDSw9tdTW5qQdh+xQ5k1otAaabAKfT1VveAZj1apV+Pn54ePjw7Zt2/j0009tbZImvXi8HmPMGHBwAGDOgTkcv3mciS9MJIdTDhsbaAWmTFHr5Xr0gPPnY4LHPD8GN2c3+q/pj/q/y+Dkqw61voOmW6HOT1Conq0tShVan7Iut4NvM3zzcJo804S2Fdum7GQR+x+RA+UhKjQUEhkF8i/mT+9qvZm6Z2rmcHzi7A5eg9QIXON1alaTo6utrUoxmUmbdEMuCb498C1HbxylV/dpOGzeAr/+qnb2rl8fXnsNrl61tYlWo69/X3wL+TJ4/WBCI/VicnugU6dOHD58mOPHj7Nq1SoKFsx4jVFNMggNVa5va9eG1mqN7p2QOwzbNIzGno1pV7GdjQ20Es7O8NtvyiNCx47qewEKuBZgVKNR/H3xb/4886eNjdQ8RutT1mX4puEEhQUxpdmUlC9HiYhQNFlZpwAAIABJREFUr/bekHvuOeVqc9WqRJONfn40btnd+GDdB1YyTJMUmUmbdEMuEe6G3GXYpmE0LN2Ql71efvLwcPq02qJg6VKoUEH1kGcBL1mO2RyZ1GwSF+9dZOruqbY2xyyZojc+k6B/Cwsydy5cuwajR8d40f1s02fcC72XugeljEzp0sqr8MGDMHhwTHCf6n3wKuDFB+s+IDwq3GbmJYa+J+wD/TukL8duHGP2gdm88+w7eBfyTnkGj5+nXFwsa5ilcXGBJk1UQy6Ra6qAawGGNxjO2nNrWXN2jRUNTD76nrAfUvpbWKQhZxhGc8Mw/jEM45xhGB+ZiW9oGMZ9wzAOm47E/YXaCaO3jeZOyB0mN5sc90HJ1VX1jp86Bc2awSefgLe32jguk98MTZ5pQqvyrRi9bTQ3Ht6wtTlxcHFxITAwUAuSHSAiBAYG4mIHf8QZXp/CwuDLL9W+RQ0bAvDP7X+YdWAWb1V7C9/Cvra1zxa0aQPvvw/ffKN0F+Vhd+ILEzl35xzT9063sYHx0fpkH2htSn8GrR9Enux5GNFwROoyCAtTr/Y+IgdqeuXly2o/4kToV6Mf5fKV44N1HxARFWEl45KH1ib7ITX6lGavlYZhOADTgabAVWCfYRgrROTpycDbRKRVWsuzFhfuXuDrvV/T3a87fkX8zCfy9FSjchs2wIAB6uGiWTO1jsPMviKZha+afoXPTB+GbxrO7Jdm29qcGDw8PLh69Sq3bt2ytSka1J+Dh4eHTW3IFPr0ww9qCvd338WMxg3ZMIQcjjkY2WikjY2zIePGwZYtarPwI0fAw4MW5VrQrEwzRm0dRbcq3RLdGN3aaH2yH7Q2pR9/nfuLdefXMemFSeTLkS/pE8zxuCFnB43tJGnZUr3++Sf4+CSYzNnBmQlNJ9D217bMOTCHfjXsZyNPrU32RUr1yRLbD9QAzonIBQDDMBYBbYAMvarz478/xjGbI583+jzpxE2awOHDMGMGfPYZ+Pqqht3w4ZA7d/oba2UqFKjA2/5vM33fdN6v9b7dbEfg5OSEp6enrc3Q2BcZW58iImDsWKhRA5o2BWDLpS0s/2c5YxqPoVDO1O15mCnInh0WLVJbE7z+uupQc3Bg4gsTqTyrMqO3jWZSs0m2tjIGrU+ap8jY2mSGqOgoBq0fRJm8ZdLWUHk8tTIjjMh5eKi1yz/+CB99FNPZZo7WFVrTsHRDRm4ZyetVXid3dvt4PtTalLGxxNTK4sCVWJ+vmsKeprZhGEcMw1hjGEaCk6YNw3jLMIz9hmHst1XvwJ6re/j1xK8Mqj2I4rnNVcUMTk6q8XbmDLzxBkyaBOXLq7Uc0dFJnp7RGNZgGDmdcjL076G2NkWjSQyL6ZNNtGnRIrh0Se1naRhESzQfrPuAErlL8H6t961jgz1Tvjx8/TVs3gwT1R5y3oW8edPvTb7Z+w0X7160rX0aTcJkbG0yw/eHv+f4zeOMazIOZwfn1GeUkaZWAvTsqXwnmDaYTgjDMBjfZDy3gm8xYccEKxmnyexYoiFnrvvh6Ym2B4FSIlIF+BpYllBmIjJHRPxFxN8WXmREhA83fEihnIUYXHdw0ic8TaFCyjHBvn1qs8g331S9NXv3Wt5YG1IwZ0E+qvcRy/9ZzrZ/t9naHI0mISymT1bXJhHVOKlUCVqpmVW/n/idAwEH+KLxF1lju4Hk0L07vPyyauwePAjAyIYjcczmyCcbU7gJsUZjPTKuNpkhOCKYzzZ/Rm2P2so5XFrIKM5OHtOxI+TMCfPmJZn02eLP8qrPq0zcNZHrQdetYJwms2OJhtxVoESszx5AnKtTRB6IyEPT+9WA0//ZO++oKK42Dj+zdERRUey9YG8oVuwx1phPjZpoLIm9GzvYAcFO1KixR409Ro29RlBsiL1X7LFhB6TM98fFCipl2dmF+5zDWZi5O/NbWO7e975NUZRMeri33tlyeQt+wX6MrD4SO0u7xF/I2Vn0mlu8WCTCVqwojLr/jKtASFLoV6kf2dNmZ9COQTJJVmKsmO78tGuXyP0aMAAUhYioCNx3u1PSsSRtSrbRWp3xoCjw+++QOTO0aQOhoeRIl4P+lfqz/PRyAu8Eaq1QIokL052b4mD6oenceX6H8XXHJ72Krql55NKmFcbcihXw4sUXh3vV9iIyOpJRe0YZQJwk3nTpAgMHaq0iwejDkDsCFFIUJZ+iKJZAa2DD+wMURcmqxPxnK4riEnPfR3q4t16Jio5i6M6hFMhQgM7OnZN+QZ1O5G5cvAiDB8Off4pQoClT4LVxlsdOCLYWtoytOZZDtw+x/sJ6reVIJHFhuvPT5MmQJYswToC5QXO5EnIFn7o+mOnMNBZnZDg4iKIw58/DMBHuPaTaEBxsHHDb5aaxOIkkTkx3bvqIx6GP8d7nTePCjXHN45r0C5qaIQfw00/CiFuz5otD82fIT48KPVhwfAEXHl4wgDjJFwkOFtF08+dDVJTWahJEkg05VVUjgV7ANuAcsEpV1TOKonRTFKVbzLAWwGlFUU4A04DWqhG6cJadWsap+6fwrO2ZtPjuj0mbVpQPP30aqlYVO+ylS8O2bfq7h0a0L9MeJwcn3He7ExVtWm9+ScrHZOen06dh61bo3RusrHj5+iVj946lep7qNCjYQFNpRkvduuL39euvsGsX6azSMazaMHZc3cGea3u0VieRfIDJzk1x4LPPh2fhzxhXe5x+LmhqoZUg1nZOTiJnNx5/IjdXN2zMbRixZ4QBxEm+yIIF4u/25AkEmlgUh6qqRvvl7OysGorwyHA1n28+tezssmpUdFTy3mzjRlUtWFBVQVW/+UZVr1xJ3vslM6tOr1IZjbro2CKtpUhMACBQNYL5JSlfyT43de6sqjY2qvrwoaqqqjrOb5zKaNSAGwHJe19T5+VLVXVyUtWcOVX1yRP11etXao7JOdSKcyuq0dHRWquTGDlybko4t5/dVq09rdUf1/6ov4v+/bdYHwUF6e+ahmDRIqF79ep4DR+xe4TKaNTA24HJLEzyWSIiVDVHDlV1cRF/Pw8PrRXFyafmJ700BE8JLDi2gGtPruFV2wudksy/lkaNxI67j4/IgylWTCTqv3yZvPdNJpoXa45zNmdG/TuK8MhwreVIJKbNkyciDPuHH8DBgSdhT5gQMIHGhRtTOVdlrdUZN7a2Ii/5zh3o3x8bCxtG1xwtw78lkmTCy0/keyW6+XdcmGJoJUDbtu/Wc5GRXxw+oPIAEf69W4Z/a8rWrXD7NgwZAmXLilY2JoQ05IDQiFA8/Dyomqsq9QvWN8xNrazEm+biRZEk6+Ul3PIrVsTLLW9M6BQd4+qMI/hpMPOC5mktRyIxbRYtglevoKfowzQpYBJPwp7gWctTW12mgouL6Oe0cCFs2kSHMh0olLEQI/aMIFpNea1gJBKtuBZyjTlBc+hcrjP5M+TX34VNMbQSwMwMPD3hwgWxofQF7K3tGVZtGNuvbMcv2M8AAiVxMmeOyEdv0kT0aw0IiFfRGmNBGnLAzCMzufP8DuPqjEt6taWEkj27+Iffv1+8kb7/HmrUEA3GTYiv8n9FtdzV8PL3IjQiVGs5EolpEh0NM2eKliVly3L/5X18D/rSqngrSmctrbU602HkSChRAjp3xvzJM8bUHMPp+6dZfWa11sokkhTDmL2izcfw6sP1e2FT9cgBfPut2EwaMQIePvzi8O4VupPVLisj9oxANbFN/BTB69ewZYuIgLGwEIZcRAT4mY5hneoNuRevX+Cz34d6BepRPU917YRUqSJ6zc2dC+fOifYF3bvDI6MrUBUniqLgWcuTuy/uMitwltZyJBLTZOdOuHTprTdu/L7xhEaGMqbmGI2FmRhWVqKK5YMH0L8/rUq0ooRjCUb9O4rI6C+HPEkkks9z4eEFlpxcQs8KPcmeNrt+L26qHjkQ7VBmzRJGXNu2YnPuM9ha2OLu6o5fsB+7ru0ykEjJWy5dEmGwzs7i52rVxPtuxw5tdSWAVG/IzTg8g4evHjK25litpQi3fKdOItyyd29h1BUqBL/9Fq94a0Ny757oeX7//rtjNfLWoG7+unjv8+bFa9NxS0skRsPMmaIfWosW3H1+l5mBM/mx1I84ZXLSWpnJ8Pq16At+xqoc6pChsHgxus1bGFtzLBceXeDPk39qLVEiMXnG+o3F2tyawVUH6//ipuyRAyhXDqZNE5XJx31YyfPaNVEU8dmzd8c6l+tMrnS5cN/tLr1yhubcOfFYtKh4tLYGV1eTypNL1Ybcs/BnTAyYSMNCDamYs6LWct6RIQP4+opmwGXLQq9eYmL491+tlfHwIXz3ncjn7d5dpPX98AOEhIjzHrU8ePjqITMOz9BWqERiaty7Bxs3QseOYGWFzz4fIqIiGFFdlqeOLzNnQp480K6dSHcos2Y4L/IUh65d+TZbLcplK8dYv7FEREVoLVUiMVnOPjjL8lPL6e3SG8c0jvq/gakbciCaS7dpI8K8p07l/DmVGjWgUiVxKk8e0Xs6IgKszK0YUX0Eh28fZsvlLVorT128MeSc3tssLVMGLl82mXoVqdqQm3ZoGo9DHxtv2FLx4mJXYM0aePoUatWCVq3gxg1N5ERFQYMGkCuXkBAYKHoopk8P33wj3vOVclaifsH6TAqYxPPw55rolEhMkj/+EP9kP/3ErWe3+P3o73Qo04ECGQtorcwkmDdPbILv3CmKAl+5AuN9rWj2dCHq3bsogwYxusZoroZcZenJpVrLlUhMljF7x5DGMg0DqwxMnhuEhYFOB+bmyXN9Q6AoIqqqWTP45RcOle/J983CuXVLRAycPSvmqT59xPAOZTqQN31eRv07SnrlDMm5c8KqTpPm3TEHB/EefPVKO10JINUack/DnjL5wGSaFG5C+ezltZbzaRQFmjeH8+dhzBjYsAGKFAEPDwg1bFGRrVvF4+TJYGcnvk+XDmbMEB65PTE9d8fUHMOj0EfSKyeRxBdVhfnzRUiHkxM++3yIUqP0X0QghRIVJYrFLVki9r9ATJ3160NTzwpsKDgA5s2j8S1bnLM54+HnIb1yEkkiOH3/NKvOrKKPSx8y2WZKnpuEhwtvnKGLz+kbGxtYtYqD1QfT/tUsuk11wuLPRRARQbZssHKlKFR+5w5YmFkw3HU4gXcC2Xxps8bCUxHnzr0Lq3xDppj3tYnUqEi1hty0Q9N4EvZEv71PkhMbG+GiP38eGjcW3xcrBn//bTD3r78/NG0ae27V6cRxf3/xs0sOFxoWasikA5N4Fv4s9oUkEsmH+PuLpOuff+bWs1vMDZpLxzIdyZs+r9bKTIJbt0SIUoUKsc99+y30CRkDBQuidOmCh8tQrj25xuITXy4PLpFIPmTs3rGktUzLgCoDku8mbwy5lIBOx9g04zkwZrvIf+7YEbJmhY4dsd+2im/L3+LgQTG0Xel25Eufj9F7R0uvnCGIjhatIj425BwcxKM05IyXp2FPmXpwKt84fUO5bOW0lpMw8uSBVatg927hFmvWDL7++l2cbzKSJs2n39ePHr3z0gGMrjGax6GPpVdOIokP8+cL93aLFozfN55oNRo3V9kkNr7Y2sLLl+9Sa97n0SMwT2sjfsdXr1J/cQDls5fH099TeuUkkgRw+v5p1pxdQ5+KfchokzH5bhQWZpoVKz+BnR2cz/WVqEy+cSM0aiQ24Vu1YuHOXDTolhtat8Zi1u/4FOxG4J1ANl3apLXslE9wsIhs+5QhF4/2EcZAqjTkph+eTkhYCKNqjNJaSuKpVQuOHYPp00X5yFKloH9/kUuXTLRqBX/+Gfu9fe8erF4tiqC8oUKOCjQs1JDJBybLXDmJ5HO8eCHyYFu35nbUE+YEzaFD6Q7SG5cAMmcW3riFCz88rqowdapoz0n16tCtG8qvvzIlw/dcf3Jd5spJJAnAw88DO0s7+lfqn7w3SkkeOcT889tv8DpCEUbc4sXw4AFnFh1heNpfsaxZRTSh7t2blo2HcGaOJafG9kI1kRwtk+XjipVvkKGVxs2z8GdMOTCFJoWbmJ437mPMzUVFy4sX4eef4ddfoXBhsfP8hd4liaFwYejaVbTZWLoUzpwR9RmqVRPVl3Ln/nD8yOojeRz6WPaVk0g+x9q1Iqm6XTvG75feuMQydSqMHg1DhohiAv7+omjc0aNifgLAxweyZqWaxx+4OJbFy99L9pWTSOLB2QdnWX1mNb1deuNg65C8NwsPT1EeuW++EcFUdeoIh9zp0zB1hgW1B5fH+Y8+mK1aISrIXboEkyaR2T4bw/4MJiJnNmEBJsN6TsKnDTkZWmnc/Hb4N0LCQhhZY6TWUvRH5swwe7YoI1mokOhFV7EiHDig91t5eMCECbBsGbRoIRwJ06fDsGGxx1bMWZGvC3zNpIBJvHz9Uu9aJJIUwZIlkD8/d0vmY87ROfxY6kfyZcintSqTo0QJOHhQ9JFr104EKJQsKQy69OljBtnbw8yZKCdPsvBiMa6EXGHZqWWa6pZITAFPP09sLWz5pfIvyX+zsLAU5ZEzMxOFTdq3F+unli3FBtOmTfC//703sGBBGDAA+5MX+K6XIyeyIjbrXV1FfQSJfjl3TqyfHT7amMgYEzYsQyuNj5evXzLl4BQaFGxg3JUqE0u5cmLV8uefogxSlSpi5rh7V6+3+eYb2LxZ/A/8849oSfApRtYYyYNXD5gdOFuvGiSSFMHt27BrF7Rty6QDk4mIjpDeuCSQN6/wzJ0+Lfa1hg0TttsHNG0KzZtTdNYamihF8PTzJCo6Sgu5EolJcPHRRVaeWUnPCj2T3xsHKS60EkQAVadO4OcnWg8sXQrlP7EMtTS3om77sbi0fMapiYOEEVexImzfbljRKZ24KlaC+GPZ20uPnDEyO3A2D189TNkNdhVFdOg+fx6GDhW1bQsXhokTxVa1gamSqwp18tVh0oFJhEbE3S4hIsJk+i5KJPpl2TJQVR43a8jso7NpU7INBTMW1FpVymf6dBRra+ZtMufSo0usOrMqzmFRUeJLIknNjPMfh5WZVfJWqnyfFFbsJDF0KNOBnPY56elwEI4fF7tUDRuK3nSINVOErNWUeFT104YciDw5acgZF6ERoUwMmEidfHWonKuy1nKSn7RpwdtbJLLVqgWDB4vYoy1bDC5lRPUR3Htxj/nH5r89pqoi9LtQITFfZ8kCbm4m038xdfPsEjw4AK9DtFZi+ixZApUqMfHBOkIjQqU3zlBkywbjx+N4+DRuV7Lj5e9FtPouD+X4cRF5YG0tvho3FqFQEiPn9VMxNz27oLWSFMPVkKssPbmUbuW74ZjG0TA3TYEeuYRiZW7F4CqD8b/hz96oq7BvH3z1FXTpwl/f/EG2bGJuKlBAlEeQaXQJ5P590QC5WLG4zzs46De0UlUh5CQ8PASR+u0BnWoMuXlB8/jv5X8p2xsXFwULiibimzcLb13DhmJVcumSwSRUz1OdarmrMX7/eF5HCa/goEGiUMrixRAZCfv3w+XL0KSJ3AE3Wp6eg+1VYVcNCOoH6/NDYG+IiqPmu+TLnD4Np07xsuX/+O3Ib7Qs3pIimYporSr10LkzVK3KyH+ecf/aGdadXwfAiRNQr55oJv7kiSgE3KSJ+DkwUGPNkriJjoSggbA+LxztC7vqwFYXCDmhtTKTx2efD+Y6cwZVGWS4m0pDDoBO5TqRJU0WPP09IW1aoteuI8ihLt9u/JnAEeuJjBRBHStXQr9+Wqs1MS5fFo+FCsV93sFBfx65ezthU1HwbwZHusP63HB2ot5C0VKFIRceGc6EgAm45nalRt4aWsvRhgYN4NQpkWm7d6/wzg0bJkqfJzOKojCi+ghuPbvFH8f/4OZNWLAAtm2DypWFfVmoECxfLhZNW7cmuyRJQgl7CLvrQr4foekN+PoQNLkIL65DYE+t1ZkmK1eCTsesPA94/vo57q7uWitKXeh0MGcOlq/CmbM3LZ5+nqiqyujRMGoU9Oghemfa2opqvePGieMSIyToF3hyEhqfg/qHoWkwFO4Be76GV3e0Vmey3Hx6k0XHF9GpXCeypc1muBvL0EoAbCxsGFhlIDuv7uTgrYPs9LeiR9a/0VUoT84BrVCCjlKxogi0Wr4crl3TWrEJERwsHvPmjfu8vgy5x8dg/w9Qbio0uQQNgqDeAbi+FC5MS/r1SSWG3OITi7n17JZcKFlaClfYxYuisYmPDzg5ieIoyZyk9lX+r6iQvQLe+7zZuDmSxo0hQ4YPx5iZiWpzGzYkqxRJYrgyD7J9DYW6gc5cHLPODFWXwc218PKmtvpMDVWFlSuJrOHKuEvzaerUlJJZSmqtKvVRrBjKkCF8e+Q5GQKOsfHiZjZtEjWiPqZtW9ixQ+alGB1h9+HaEqi6AmyyimM6M8jfAXK1gMuy0FZimRgwERWVwVUHG/bG0iP3lm7lu+Fg44CHnwf//APN29uhbNoIjo6idPjjx9jbixpOm2QP8fhz/bp4zJMn7vP6ypE7NwmKD4PsDYTXAiBtQaiyDM6Nh+ikf6CkeEMuMjoSn/0+lM9ennoF6mktxzjIlg0WLRLtCXLkECuUatWSNQlEURTcXd259uQaR0KXv30/x4UsfGKEPNgPOb6JfdwiLTjWgEeHDK/JlDl+HC5dYmd5B0LCQuQmk5a4u6MWLMi8zeZM3j0WFTkBmRSPAsHBBawyxj6Xsyk82Gd4TSmA/178x9ygubQr1Y7c9rm//AR9Ig25t9hZ2tGvUj82X9rMA7NjYu2UKZPo/XT7Nvz4I0RHf3ZNJYmD69dF6wFb27jPOzjA8+dJLxL4YJ+Yhz4mfXEws4UXV5N2fVKQIaeqovL+qFGixsfFi+L4itMruBpyleGuw1HkO/1DKlUSjZfmzxc5cxUqQJcu8OBBstyuiVMTSjqWxB9v/tkYTchHtTKiokTth2/isBckGmORFsI/8b4Iuw/maQ2rx8S4dw98fWHECFi3DqKXr0Q1N6ev7V6+LvA1FXJU0Fpi6sXaGuX338n3MJI6Kw7j0vJfFi+OPWzpUqhbFywsDC9R8hnk3JQkIiNh/XoxN/n6irkKYMqBKbyOes3QakMNL0oach/Qy6UX6azScbvAOJYsEX8zXFzEH2zzZsImTGPdOlECQRJPgoM/HVYJ+msKbpEWwuKYn6IjIOIJmNsl7fqkEEPu5UuRiN65szAG/vtP9E8cMDAa733elHAsQROnJlrLNE50OvjpJ2H59usHCxeKdgXTpsXMFnq8laLDzdWNy0/PUbXT39SvL+xIVRV5pz/8IIptfq4vnUQj8nwPF3+LXdjk4SGxo5Sllja6TIAFC0RhrJMnRXuaSRNV7viu5HKZQlxUHklvnDFQuzZRbX5gyH7Imc+N0aNh1ixRRTc0VFT8dnODsWO1FiqJRaYqEP4I/tvz4fHoCLg4HfL+oI0uE+DmTShdGsaPF3PTqVNirvp17mNmBs6kVfFWFHL4RDGI5OT1a5EKIgEgvXV6elXoxf7Hf2GX7xytWsU4K7p350nVRuDuRu/6l8ifX2ulJsT165835DJlEo9JNeTy/gDnp8QONbv6B9gXB9scSbs+KcSQGzRIhAufOQOenmKT4vx5+OvsOs4+OItbNTd0Sop4qclH+vQwZYpYbVaoAH37QpkysHu3Xm/zXbHvKJSxELfye9K2rUrbtmK+rlwZ8uWDjRtFrpzEyMjRCOyLws4acPNvkcB7diL4fQMVZoGZ/NCNi+PHhQFw6JAw6EaNgn1Tj5Az4jrjHe/hmtsV1zyuWsuUAGZTfYlKY0vPxQeZ+GcAW7aIaTFdOuGx2LLl0w18JRqiMwOXObCvFZwZB4+D4NYG2FVb5MzlaqG1QqPlhx9EZkVAgJib5s+Hw4dh+PrpvHj9Qrt2KNKQi0W/Sv2wsbAhX1sfihYVzgoLS4X6N+aAlRUjrnWUJb/ji6rCjRufzo+Ddx65pLYgKNwHXlwD//+J6pUPD8OxwXDSHZxlsRNAeOOWL4dJkz40ANKnVzGv5YX1y4K0LN5SO4GmRtGiopzkunViO7pOHZFQ+6bCTxIx05kxtNpQjt87TsH6W7l8WfwN798XtVc+Fa4s0RhFB5WXQqEecHEGHOwAT89Aza2Q61ut1Rktv/8OvXt/VOF47Vqizcz4q2QI3+eQ3jijIXNmlAkTqH4Dnq7pwYYN7zxyGzdKI86oyf411NklogMOdoTzUyF/R6i2Rhh6klicOiXWsoMHIwyAvXvh5k2y5HpOVIVfyRvWlBKOJbQRFxEhDbmPyJwmM13KdWHF2T/pNPA69+6JtdPBG9mx/n0ayv79ojmv5Mv895+ojGqQ0Eo7qLsHHGvCyZFwpKtol1LvEGQonbRrx2Dyhty9e6L6YZYsHx7fdmUbV14FYXF4CGZyIk8YiiJKIJ09K1ycmzdDkSIwerReOna3LdWWXOly4eXvhaqqWFoiE3VNAZ0Z5G8nFkwNT0DlRZCxrNaqjJqrV8HZ+b0Dqoq6di0BBS1RVWccn8sCTMaEdefuBJfKQ5slJzhz5l/MzUXImcQESF8SKs4Tc1PdPVDgp3cVdiWxuHJFBN2YmSEWtTVrwooVzA6cTSghZDqnkTcuOlqkdUhDLhYDqwxEp+iYsH8CivLer6htW/j6a5Ho+CbJUfJpvlSxEvRnyAGYp4Ei/aBeADQ4Bs5TwC5v0q8bg8kbclmywOPHwsB+n3H+48hkkZOir9tpIywlYG0N7u5w4YIw7MaMER67NWuSVFrS0sySQVUGsf/mfvxv+OtRsERiXOTLB0FB7x04exbl0iWWFgzF8qAb+fPLHQyjQqcj/YJlpAuHh706aq1GIkk28ucXod/vR+NFRL1mysEpFFTqUtbRRRthb/p7SEMuFjnS5aBDmQ4sOLaAu8/vvjuhKDB9ujDIBxu4VYQp8qUecqC/0EoDYPKGnJ0dtG4t3rtvJiT/YH/8b/hjFTSInt3kZJBkcuWCFSuZX3lGAAAgAElEQVTg339F0sh334mQy9OnE33JTuU64ZjGES9/L/3plEiMjK5dxefrlSvi5+i//iJagf1FC5Iv/FvKSoem0WHvXIV9LStR49/r3Fq/VGs5EkmyUKoU5MwpUuPfhMQE3jrCvRf3eLzena5dNRL2pty7NOTiZEjVIURERzDlwJQPTxQqJApGLFkCfn7aiDMV4uORs7ERuT768MglM3ox5BRFqa8oygVFUS4rihKrVq0imBZz/qSiKOX0cd83TJoEt26JiWnUKGg3bxy60Mw0zdmJH3/U551SOTVqiF5zM2fCiRMiLqNPH2L1EYgHNhY29K/Un+1XthN4JzAZxEokAi3np7JlRaXDN509bsxaxIGc8PDkSFauMPl9tBRLsV+XcTWDglnPXqIUukSSDGi9dlq2TBQ4qfuVMOS2nt2L2Z3KeHWu8WFIuCGRhtxnKZCxAK1LtGZW4CwevfrIyHBzg9y5xbpMFj75NNevQ8aMokz653BwSB2GnKIoZsBvQAOgGPC9oijFPhrWACgU89UFmJXU+76PnR3s3AkzZsCtqCCum2+lT4X+/OZrK3Ov9I25OXTvLmrfdu0qkmsLFYI5cxI8cfSo0AN7K3u893knk1hJascY5qfOnYXzurzDVfLeu8b2Ehm4uuH7z0Z1SLQli2M+tvZrTLbbT3k6VhakkegfY5ib8uQRRU969hILpde6Jyzo4E63bhounKQh90WGVRvGy4iXTD88/cMTtraiatyJE6LxpSRuvtRD7g0ODqkmtNIFuKyq6lVVVV8DK4CP25g3BRargoNAekVRsunh3m9RFKhVC56V9sbeyp7RjXro8/KSj3FwEEZcUBAULy6MugoVYP/+eF8inVU6erv0Zu25tZx9cDYZxUr0iV+wH9+t/o57L0wiqdoo5qfs2aG2bhIAhbv0x8ZKFmEwdhr1mc6qEgq2E31Fo0uJ0ROtRvNny6LsXTNZaynxwSjmJgsLaPo/kfOezS4rP1bSuKu0NOS+SAnHEjR1asq0Q9N4Hv78w5OtW4tm4e7ueilOlyK5fv3zYZVvyJRJrx65eUHz6LmpJ+GR+o3y0IchlwO4+d7Pt2KOJXQMAIqidFEUJVBRlMAHD+Lohv4ZIqIiePH6Bb1cemFvbZ+g50oSSenSIndu+XLRQ6BaNWjTBm7fjtfT+1bqi62FLT77fJJXp0RvePl74Rfsh72VSfyP6W1+SsrcBHCyQi48WjjSvPGgBD9XYnjypM/DgV++45UuitddOyWpwJPEMOzc8TttVp/H7tAxraXEB6OZm95sytXKUxNF6zCmN4achYW2OowcN1c3QsJCmB04+8MTigKTJ4s12NSp2ogzZlT1y83A36DH0MqIqAg8/Dw48d8JLPXcd1cfhlxc//Uff+LFZ4w4qKpzVFUtr6pq+cyZMydIiIWZBVvabGFMzTEJep4kiSiK2AW6cEHsAv31Fzg5CRf/F/JLMtlmoqtzV5adWsa1kGsGEixJLIF3Atl+ZTu/VPoFGwsbreXEB73NT0mZmwCafTsM91V3sTa3TvBzJdrQrclYhtcGy917RcEnidGiqirn54wDoHQPk1gDGM3clD2dsA2LZy6e4OfqHemRixcuOVyom78ukw9MJiwy7MOT1arB//4H48ebRGigQXn4UDQHNXBo5Z+n/uTG0xu4ubrpfbNEH4bcLSDXez/nBO4kYozekH3jNCJNGtF37uxZqFsXhg0TYZcbN352N3tA5QGY6cyYsH+CAcVKEoP3Pm/SW6ene4XuWkuJL0Y1P+kUWeDElHDK5MT99i0IyqEjun8/ePJEa0mST7Dr2i5cDt7iQdHcmOcroLWc+GA8c1PMwtIoZidpyMUbt2pu/PfyPxYcWxD7pJeX6BjuLWsQfEB8Kla+IVMmMecnsXBMVHQUPvt8KJO1DA0KNkjSteJCH/+3R4BCiqLkUxTFEmgNbPhozAagXUwFpkrAU1VV7358IUkKIX9+WLcOtm0T4RFNmkCjRsJjFwc50uWgQ+kOLDy+8MPeKBKj4uyDs6w9t5beLr1JZ5VOaznxRc5PkiQxtLobnRpFw4MHYnNKYpTMWT+SSrchww8/ay0lvhjP3PTGQ2AM4cPSkIs3NfPWpHLOykzYP4GIqIgPTxYtCu3bi1oGN2/GfYHUSEIMOQcH8T+RiMrs7/P3+b+58OgCbtX0740DPRhyqqpGAr2AbcA5YJWqqmcURemmKEq3mGGbgavAZWAuICuRpAbq1YOTJ0Wjmv37oWRJ0efk2bNYQwdXHRx3bxSJ0eCzzwdbC1v6VOyjtZR4I+cnSVIpm60sWas3YE4VK9Tff4cDB7SWJPmIAzcPkGWH+LuYf9dKYzXxw6jmJq3z4t5HNgSPN4qi4ObqRvDTYJafXh57wKhRwhAZO9bw4oyVGzfEY3wMufTpxePTp4m+naqqjPMfR2GHwjQr2izR1/kcevGkq6q6WVXVwqqqFlBV1Svm2GxVVWfHfK+qqtoz5nxJVVVl47DUgoUF9O8v2hW0bSua/hUuDH/8AdHRb4cVyFiA70t8H3dvFInmXA25yrJTy+jq3JVMtpm0lpMg5PwkSSruru4Mcg3jRWZ7UaE3IuLLT5IYDC9/L1peMCeqaBGRn20iGN3cJD1yJkejQo0olaUU3vu8iVajPzyZJw906wYLF8KlS9oINDZu3hQ9y94YaZ/DJqYOQGhoom+35fIWjt07xtCqQ5Mt7csoQqIlqYAsWWDBAjh0SCSZdugAVarAkSNvhwytNpSXES+ZdmiaZjIlcTNh/wTMdGYMrDJQaykSicGpmrsq5QpXp19DnWi85eurtSRJDMfvHefQ8U1UvR6FWfMWWssxTWRopcmiKApu1dw4//A8a8+tjT1g2DDxuxxjEgWAkp8bN0TT9Ph4oW1txWMi2zioqoqXvxe57XPTtlTbRF0jPkhDTmJYXFwgIAAWLRKxyhUrQqdOcP8+JRxL8G2Rb5l+eHrs3igSzbjz/A4Ljy+kY5mOZE+bXWs5EokmuLu6syDvY65XLw2jR7/LtZBoivc+b364aIUuWoXmzbWWY5pIQ86kaVGsBYUdCjPOfxzqx3/DrFmhVy9YtkwUokvtvDHk4kMSPXJ+wX4E3AxgcJXBWJglXzsNachJDI9OJ5JwL16EAQNEmGXhwuDry/BKQwgJC2FW4CytVUpimBwwmajoKAZXHay1FIlEM77K/xXls5enba0QVEWBnj2NY+Gbirnw8AKrz6ymz/UsIqSydGmtJZkm0pAzacx0ZgytOpRj946x9fLW2AMGDxZVxUePNrg2o+PGDciV68vj4J0hl0iPnJe/F1nSZOGnsj8l6vnxRRpyEu1Ilw4mToTTp6FSJejfH+cGPzH0lTOTD0wmNCLxcckS/fDw1UNmH53N9yW/J3+G/FrLkUg0Q1EU3F3d2a/c4Gj3prB5M6xZo7WsVI3Pfh/yvbIi/8mbopepMRXtkCQOacgliral2pLbPjee/p6xvXKZMkHfvrB6tShAl1oJDRXVh+PrkXsTWpkIj9zh24fZcXUHv1RO/p670pCTaI+TE2zZAuvXQ3g43hOOMnv+fVb946O1slSP70FfQiNCGVZNll2XSL5x+oYSjiX4Kfcx1HLloE+fJFU0kySe60+us+TEEiY+dUFRVWhlGtUqjRrpkTNZLMwsGFxlMAE3A9gbvDf2gAEDwN4+dXvlbt0SjwkNrUyER87L34sM1hnoXj75e+5KQ05iHCgKfPMNnDkD48ZR/6qOVq3GEuU2TDS1lBicJ2FPmH54Os2LNadY5mJay5FINEen6HCr5sapx+fYPbQV3L8PQ4dqLStV8qYAU6OgFyKksmhRrSWZNopiXIacRfLlFKVUfir7E1nSZMHTzzP2yQwZRAXxv/+GY8cML84YeNN6IJk9cifunWDDhQ30q9SPtFZpE/TcxCANOYlxYW0Nw4ZxeNdi/ioKZt4+UKQIrFxpHB8yqYgZh2fwLPwZ7q7uWkuRSIyGlsVbUihjIQY9XoHauzfMni0KOEkMxp3nd5h/bD4DsjbH6kiQCKuUJA1jM+SkRy7B2FjYMLDKQHZd28XBWwdjD+jXT5TdT61euTeN0ROaI5dAQ27cvnGktUxLb5feCXpeYpGGnMQoqV71B37tXYGWfbKhZs4kPqhr1oQTJ7SWlip48foFvgd9aVy4MWWyltFajkRiNJjpzHBzdePYvWNsa19N7O526fJuASpJdiYFTCIqOooBN3OKAzKsMulIQy5F0K18NxxsHOL2ytnbixDLDRsgMBW2S33jkcuZM37jE9F+4E0Bpl4uvchgkyGBAhOHNOQkRomiKIyoPoLVGe+ydF5f+P13EXZZrpyoFvdINg1PTmYdmcWj0EcMdx2utRSJxOhoU7INedPnZfTRSagzZoi5aeJErWWlCu6/vM/swNm0KfkDDms2QdWqkC+f1rJMH2MpFBMRIR6lIZco7Czt6F+pP5subSLoblDsAX36QMaMMGqU4cVpzY0boh2DlVX8xltbi8cEeOS8/L2wsbChf6X+iRCYOKQhJzFaGhduTOkspfEM8Caq08+iXUH37iKUqXBhmDULoqK0lpnieBXxikkHJvFV/q+omLOi1nIkEqPDwsyCoVWHcuj2IXYVt4HvvgMPD7hwQWtpKZ4pB6YQHhXOmHRNRV+sdu20lpRykB65FEEvl17YW9nH7ZVLlw4GDRJVdw8cMLw4Lbl5M/5hlSA2N2xs4u2Ru/z4MstOLaObczcyp8mcSJEJRxpyEqNFURSGVx/OxUcXWX12tdhFmjEDjh+HUqWgRw9wdgY/P62lpijmHJ3D/Zf3GVF9hNZSJBKjpUOZDuRImwMPPw+YNk184HfpAtHRWktLsTx69YgZh2fQqngr8m7wEzvr332ntayUgTGFVup0YGamtRKTxd7anr4V+/L3+b859d+p2AN69YLMmVOfVy4hzcDfYGMTb4+ct7835jpzBlYZmAhxiUcachKjplnRZhTLXAwPPw+i1ZgFUsmSsHu36IkSEgI1avCs0ff8Pe0mW7bIVJWkEBYZxoT9E6iZtyaueVy1liORGC1W5lYMrTYUv2A//g07D5MmiU2lefM+GPfihSgUt3z5u+rXksThe9CXVxGvcK80WPxCmzQR1fgkSceYDDnpjUsyfSv1Ja1lWrHR9DF2djBkCOzYwdnf/Vm6FPz9jePPn2yoauINuXh45K4/uc7ik4vp4tyFbGmzJVJk4pCGnMSo0Sk6RlQfwdkHZ/nr7F/vTigKtGjB88PnWOE0CovN62jwSxFudvPCKU8Y27drp9mUmR80n7sv7kpvnEQSDzqV60Q2u2yM3TsWfvoJatUSYUu3bwOwYIFYN8yaBX/99S6QIDJSY+EmSEhoCNMOT6N5seYUP3ZLNPaVYZX6QxpyKYqMNhnp7dKbNWfXcOb+mVjnbzTqzkOLrDzvN4LNm1S6d4fixUW0cork8WNhkCXUkLO1jZdHzmefDzpFx+CqgxMpMPFIQ05i9HxX7DuKZCrCWL+x77xyMfzc25YdVUdjduEc1k3r0+XGcM4qxVjSYj2XLhrBh5IJER4Zjvc+b6rlrkatvLW0liORGD3W5tYMrjqYPdf34H9jH8yZIxaiPXqwa6fKqFGiM8H27bBmDVy/LlJ9U2v176Tge9CXZ+HPGFl9JCxaBJkyQf36WstKORhLsRNpyOmNXyr/gq2FLZ7+H+bKRUVBg+a2HG/oTsWwvSz7aSenTok9qPr1E9X/2vhJaOuBN8TDI3fj6Q0WHFvAz2V/Jme6eFbE1CPSkJMYPWY6M4a7Duf0/dP8fe7vt8evX4c9e0TanGXhvGLLe+dObDLasuT5t0TVqw/nzmmm29SYf2w+t5/fZnSN0SjG8qEukRg5XZy74JjGkTF7x0DBgqLoyYYNHB68Gg8P0QbzDenSwdy5ol5TAlsTpWpCQkPwPeRL86LNKYkjrF8vvHGyabR+kR65FIWDrQO9XHqx8vRKzj14txbaulVEV9Zd2Vl4qNzdUVDp2FFEDaxcqaHo5CKhzcDfEA+PnLe/NwDDqg1LjLIkIw05iUnQukRrCjsUZszeMW+9cidPQsWK73o2AlCnDhw7xvnuvuS8fUjMSgMGwNOn2gg3Ed5446rmqkrtfLW1liORmAy2FrYMqTqEXdd24R/sL5ruli9P5xO9qFvmYazx+fKJtK436wrJl/n10K/CG1djJCxeLGJTO3XSWlbKwphCK6WBrjcGVB6ArYXtB7lyx49D7dqIYkGjRsGRI2JzBHE8RbbrTawh94ViJzef3mT+sfn8XPZnctkn0NunJ6QhJzEJzHRmjKw+klP3T7H23FoAsmSBK1fi+OyxsODfUn35pfEl6NABpk4V7QoWLpQV5T7BgmMLuPXsFqNrSm+cRJJQupXvRpY0WRi9dzSYm8OCBdirTzAf2DfW2JcvRXqXg4PhdZoiIaEh+B70pVnRZpRyLCmKyVSrBkWLai0tZWFMhpz0yOmNzGky08ulFytOr+DsA5EA92btBAjPduHCMHw4REVx5Qo4OmqnN9m4cUO8rzInsC2Are1nQyu998V441y18caBNOQkJkTrEq0pkqnIW6+ci4v47Fm16sNxT58K2615t8wijunIEShQQBQjqFQJDh3S5gUYKWGRYXj5e1E1V1Xq5KujtRyJxOR445XbfW03fsF+ULIkR792J+uuZUSu3fDB2MmToWZNkeIl+TJTD07lafhTkRvn5yeSDKU3Tv9IQy7FMrDKQNJYpnnrlWvRAnbuhGPHEBtPHh5w5gz/TfmTFSugbVtt9SYLwcHCG6dLoNnzGY9c8JNg5gXN4+eyP5PbPoGePj0iDTmJyfDGK3f6/mn+OvsXigJLl0LfvuJzffVqYcCVKwcNGkC9ejFPdHaG/fthyRJR/7tSJejYEe7d0/T1GAtzj87l9vPbeNTykN44iSSRdCvfjax2WRn1r+jN5LxmGNfSlSKkVTcWTglh+XJo1kxEBk6frrFYE+HRq0f4HvTlu2LfUTprabExZ28ve8clB8Yy90dESENOz2SyzURvl96sPL2SM/fPkD69cGzXqweDB8NfSgvuZCtH+NCRTPQMT3D0oUkQHAx58iT8eZ8pduLl74WiKLhXd0+iuKQhDTmJSdGyeEuKZS7GqH9HERUdRblyIlcuf37RVujMGRFBOXXqR59LiiK2mS5cEP1T/vxThBNMmpSqG8+9injFuH3jqJm3JrXyyUqVEklisbGwYVi1Yfx7/V92X9uNRRpLcu9ciEP0fQr+1o+//nqbwpvgwmmplckHJvPi9QtG1Rgl4lFXrxbzuK2t1tJSJtIjl2IZUHkAdpZ2Ivwbsal04IBYGi1dpmNdRR9yRwfzU/gsbYUmF4k15D5R7ORqyFUWHl9IV+eumlSqfB9pyElMCjOdGWNqjuHcw3MsP70cEPHcbm6wdq3YZape/TObi2nTgo8PnD4tBg4aJAqibN1quBdhRMwOnM29F/cYU3OM1lIkEpOni3MXcqbLyfDdw1FVFbMK5dC5u+F6dTFr2m2gZ08xBUm+zIOXD5h2aBqtS7SmuGNxMbm/fg09e2otLWUiQytTNA62DvSv1J81Z9dw/N5xQBTZHT8e/v4bevz9ldhp8vRMecXhwsJEBJYePXIefh6Y68wZWm2oHgQmDWnISUyOZkWbUSZrGUb/O5qIqIjEXaRwYdi4UXxFR4tYzKZN38sATvk8D3+O9z5v6uavS/U81bWWI5GYPNbm1oyoPoIDtw6w9XLM5tDw4WKzqGtXePRIW4EmhM8+H0IjQ0WlyshI0VW9Th1Z5CS5kIZciqd/5f5ksM7AyD0j4x4wfryYo8aPN6yw5OZNDzk9eeTOPzzP4hOL6V6+O9nTZteDwKQhDTmJyaFTdHjU8uBKyBUWHV+UtIs1aiS8c+PHw+7dUKyYcO+9eKEXrcbMr4d+5eGrh3jV9tJaikSSYuhYpiP5M+Rn+B7hlcPSEv74Ax4+hF69tJZnEtx6dovfjvxGu9LtKJKpCGzYIBZjvXtrLS3lIg25FE966/QMqjKIfy7+w6FbcRR9c3aGNm1Ebsob4yclEBwsHhPrkYuKErmbMYz6dxS2Fraa9Y37GGnISUySRoUaUTFHRcb6jSUsMixpF7O0FBm/Fy5Aq1bg7Q1OTrBsmXF8sCUDj0MfMzFgIk2dmuKSw0VrORJJisHCzIJRNUYRdDeIv879JQ6WKSP6Na1YkUK77eoXTz9PotVokRsHMGOGqDjXuLG2wlIyxlLsRBpyyUrvir3JbJsZt91ucQ/w8hLrnuHDDSssOUmKIfcmHzcmvPLY3WOsOrOKfhX7kTlNAlsZJBPSkJOYJIqiMK7OOG49u8XMIzP1c9Hs2UVJuYAAyJZN7ExVrx5TozdlMXH/RJ6HP8ejlseXB0skkgTRpmQbimUuxvDdw4mMjhQHhw4FFxfo0QPu3NFWoBFz5fEV5h+bTxfnLuRNn1d0L96zR/zezMy0lpeyMYaNS2nIJSt2lna4u7qz+9pudl7dGXtAnjzQr5+o8h0UZHiByUFwsGg7kDMRRUlsbMRjTHjliD0jyGCdgQFVBuhRYNKQhpzEZKmdrzZf5f+Kcf7jeBb+TH8XrlxZ9JqbO1d46ZydoVs3ERqVArjz/A6/HvqV1iVaUzJLSa3lSCQpDjOdGV61vbjw6AKLTywWB83NxUZRaKjoaWkMi2YjZOS/I7HQWeDuGlPSe9IksLMTOYaS5EOGVqYaupXvRm773AzbNUyEf3/MsGGi0WX//sbxnkgqwcGQIwdYWCT8ue955PyD/dl0aRODqw4mvXV6/WpMAtKQk5g04+qM41HoIyYHTNbvhc3MRHO6ixehTx9RMa1QIRHiExmp33sZmDH/jiEyOhLP2p5aS5FIUixNnZpSMUdFRv076l34t5OTMEy2bYPfftNWoBFy7O4xlp1aRv9K/cmWNhvcuCHCUTt3hvTGs3BKkRiTIZeYBbck3liZWzGm5hgC7wS+C/9+H3t7Ub3Szw/+iuO8qZHY1gPw1iOnvnrFkJ1DyJ42O30q9tGjuKSTJENOUZSMiqLsUBTlUsxjhk+Mu64oyilFUY4rihKYlHtKJO9TPnt5WhRrweQDk/nvxX/6v0H69ODrK5rVOTuLZPuyZUWojwly4eEF5h+bT1fnruTPkF9rOcmKnJ8kWqIoCt51vEXhjsPvGW3du0PDhqL1ydmz2gk0QobtGkZGm4wMrjpYHPD1FY/9+mknKhkwyrnJmAw56ZFLdn4s9SPFMhfDfbd73NW/f/5ZVNsdNEiU7zdl9GDI+Z3byoFbBxhdYzS2FsbVxzKpHrmhwC5VVQsBu2J+/hS1VFUto6pq+STeUyL5AK/aXoRHhTNmbzL2QitWDHbsELtTL15A7drQsqXYMTYhhu8Zjo2FDSNqjNBaiiGQ85NEU2rlq0X9gvXx9PfkcehjcVBRYMEC0VDuhx9Mf5GkJ/Zc28O2K9twd3XH3toenjwR4e2tWolCJykL45ubZLGTVIWZzgyfOj5cfHSReUHz4hhgJqpXXr8Ok/Uc8WRIIiPh1q3EG3IxoZXzA2bg5OBEx7Id9ShOPyTVkGsK/BHz/R/At0m8nkSSYAo7FKarc1fmHJ3DhYcXku9GigLNmold9DFjRA+6IkVg7NhYfUaMkQM3D7Dm7BoGVB6AYxpHreUYAjk/STRnfN3xPA17ire/97uDWbIIY+7ECVEEJZUTrUYzcMdActvnpkeFHuLgtGli02zQIG3FJQ/GOTcZg0cuIkIacgaiceHGVM9TndF7R/M8/HnsAbVrizXPuHGm247gzh1hzCXRI3f/QTBetb0w15nrUZx+SKohl0VV1bsAMY+fWh2qwHZFUY4qitLlcxdUFKWLoiiBiqIEPnjwIInyJKmFkTVGYmNhw9BdBlgU2djAyJFw/jw0aSLKihctCmvXGscHYRyoqsqA7QPIapeVgVUGai3HUOh1fpJzkyQxlMpSivZl2jPt8DSuP7n+7kTjxiL/9tdfYdMmzfQZA8tOLSPobhDjao/D2twanj4V3oCmTUXrhpSH8c1NMrQy1aEoChO/msj9l/eZFDAp7kGTJ0N0tOluqCSl9QDwKiZds1z6IjQr2kxPovTLFw05RVF2KopyOo6vpgm4T1VVVcsBDYCeiqJU/9RAVVXnqKpaXlXV8pkzG0ePBonx45jGkSFVh7Du/Dr8gv0Mc9PcuUVPqD17IF06aN4cvvoKzpwxzP0TwJqzazhw6wCetTyxs7TTWo7eMOT8JOcmSWIZW3MsOkWH266PejeNHw+lS0OHDnD7tibatCY0IhS3XW6Uz16e70t+Lw5Ony5CK0eO1FZcEjC5uckYDDlVlYacgXHJ4ULL4i2ZdGASt5/FMQflzQtDhoi1zr//Glpe0kmiITf37FIAfnL6HsVYwo8/4ouGnKqqdVVVLRHH13rgP0VRsgHEPN7/xDXuxDzeB/4GZAdiid75pfIv5EyXk/7b+hOtRhvuxjVrin4r06eLx9KlRXL+kyeG0/AZwiPDGbprKCUdS9KhTAet5egVOT9JTIFc9rkYWHkgy08v58DNA+9OWFuLqoyhofD99yZfETcxTD04lZvPbjLpq0noFB08fw5TpgiPZblyWstLNCY3NxmDIffm/S8NOYPiU8eHyOjITzcJHzxYGEK9e4vQV1PijSGXiDzb289uM+P0AgAK2mTXpyq9ktTQyg1A+5jv2wPrPx6gKEoaRVHSvvkeqAecTuJ9JZJY2FrY4lPHh6C7Qe96NxkKc3Po1Uu0K+jcWeR3FCok2hZERRlWy0dMOzSNqyFXmVRvEma6VNVQV85PEqNhSLUhZLPLFnujqUgRmD0b/P1FmHYq4u7zu3jv86apU1Nq5K0hDvr6QkiISXvj4oHxzU3G4G14/Vo8SkPOoOTLkI/+lfqz+MRiAu/EURzV1laEOp8+bXptU+OocuQAACAASURBVIKDIXPmd/3gEsCwXcN4aR4zVxtxHYSkGnI+wFeKolwCvor5GUVRsiuKsjlmTBZgn6IoJ4DDwCZVVbcm8b4SSZx8X/J7XHK44LbLjRevXxheQKZMMGsWHD0qFmidO0PFihAQYHgtwL0X9/Dw86Bx4cbUK1BPEw0aIucnidFgZ2mHV20vDt0+xPJTyz882bat6Fs5bhxs3hz3BVIgw3YN43XUaybVi8nPefAAJk6E//0PKlTQVlzyYpxzk9YeOWnIaYabqxuOaRzpt7Vf3E3Cv/0W6tcXm0337hleYGJJZOuBg7cOsuTkEjpX6ysOvHqlZ2H6I0mGnKqqj1RVraOqaqGYx8cxx++oqtow5vurqqqWjvkqrqqqlz6ESyRxoVN0+H7ty90XdxnnP047IWXLimaay5aJSa9qVWjXTlRQMiBuu9wIiwzja3UKLVqIedjDA/5LhpZ7xoacnyTGRvsy7SmXrRyDdw6OvdE0bZoo7NGmDVy9qo1AA3Lo1iH+OPEH7Qv3Z8bYgtSrB9treKK+egXe3l++gAljlHOTMYRWSkNOM9JZpcOzlif7b+5nxekVsQcoipijwsJEqKWpcPUq5E9Yz9xoNZo+W/qQNU02HIJFq6Zl80OZOVMU0jU2kuqRk0iMjsq5KtOudDsmBUzi4qOL2glRFJH3cv48uLuLZGEnJ5gwAcLDk/32R24fYeHxheS9149FUwrRuLEIcb95U9iZRliTRSJJ0egUHTMazODO8zt4+nl+eNLGRvSpBFE4yYhDeZJKtBpN3619yWCelb/6uWNnB+7fX6XOxVkst/mZsSudtJaY+jAmQ87CQlsdqZSfyv6EczZnBu4YGHc7gkKFRPXKJUtEKLixExkp+uAVKJCgpy0+sZgjd45g5TeerRvTEWVhhXOxV2zbBpUrw8OHySM3sUhDTpIiGV93PNbm1p8OEzAkdnbg6Sn6z9WuLSpAlSiRrCXHo6Kj6LG5B/a6rGQ8PZyAAFEYr1EjmDNHtMHr8tlGIBKJJDmonKsyHcp0YMqBKbH7XubPD0uXwvHj4h9U67krmVhwbAGHbh/i9RYftq5Pi6cn1NgyFDNLc+rtH8Xs2eJXIDEgxmTISY+cJpjpzJjR8BMbTW9wcxOFQ3r2NP7iTDdvCo0JMORCQkMYvGMwWSMrUcexDZs2gZmdLU65Qlm3DmrVguHDk1FzIpCGnCRFktUuK2NqjmHL5S1suLBBazmCAgVg/XrYsgXMzERVtsaN4dIlvd9qbtBcAu8Eku3UZNwHpov1udixI1y7Bpcv6/3WEonkC/jU8cHGwoY+W/vE3mhq1AjGjhUG3dSp2ghMRh69esTQnUMpYuNKtbTtRCrc7t2wejUMHUqmUtnp3Fls+ksMiCx2IgEq5axExzIdmXpwKucfno89wNZWFCQ6dcr4C5+8WeAkwJAbvns4j0If8WrVLEYM14l/CxsbCA1FUWDYMJExo3ENuw+QhpwkxdLLpRclHEvQe0tvbQqffIr69eHkSZHU7+cHxYvD0KGi7PZ73L8vnHeFC0O+fNC1a/wMr/sv7+O2y41aeWthdu77OKvumptDjhzw6JGeXpNEIok3Weyy4FnLk+1XtrPqzKrYA9zdRXjloEGwfbvhBX4BVYXly6F6dciVS3RgWbUqfg6dYbuG8STsCc1tfiNPbkWUM+/TR0xyMU2H8+SRc5MmaO2Re1PaXhpymuJT14c0lmnotrHbpwuffP01jBhhlIVPLlwQtaPcW18BwGd1gXiFQx69c5RZgbPoWaEXzy+VIVeumBO2tm+LnWTNKvYbDJAdE2+kISdJsViYWfB749+5+ewmo/YYWVlvS0sYOFC0K2jTRjQGdnISu/Cqyr17Ihb7+XOxUb11K2TLJmqmnDz5+UsP2jGIF69f8FvD36hQXolzHXjvnjAKixRJnpcnkUg+T48KPXDO5kzfrX15EvZRz0mdDhYtEiHYLVuKsGwjYtAg8PGBAQNg/35hh40d++WQo4CbAcwNmku/Sv34pmJJdu6E6Bm/iYRdX1+x842wXZ2dDfBCJO+QoZWSGBzTODKh7gT2Bu/ljxN/xB7wfuGToUMNL/AzBAWBq6vYDBrw7RWiLa24HpGDKlVEUdxPERkdSbdN3chilwWPWmMpWxZ27Ig5GeORA5EamD//26nKOFBV1Wi/nJ2dVYkkqXT9p6tqNsZMDboTpLWUT3PwoKpWqKCqoKqVK6sTWh5R+/aNPWzmTFX9+utPX2bb5W0qo1Hdd7mrqqqqx46pqqOjqu7b925MSIiq1q+vqr/8oufXEE+AQNUI5pekfMm5SaIPjt45qurG6NTuG7vHPSA4WFWzZFHVfPlU9b//DCvuE5w9KyQ9fvzh8YcPVTVTJlW9fDnu54VFhKlFZxRVc0/NrT4Pf65GR6tqy4rX1VALOzXq6waqGh2tRker6qJFqpo9u6o+eZL8r+VjUvXclDu3qrZvn7jn6ov9+8Vn4LZt2uqQqFHRUWrV+VVVh/EO6oOXD+IeNGSI+HsFBBhW3GeoWVNV582L+eF//1PVokVVVVXV7t1VdeDATz9vcsBkldGoK06tUFVVVVesUNWCBWPms4oVVbVePfX6dVUtVkxVFy5M1pfwST41P0mPnCTF413Hm0y2mej0TycioiK0lhM3FSvCwYOwYAFcucKAVS6MudtZxFe+R8eOYgf86dPYl3j5+iVdN3bFycGJ4dXF1niZMjB/vtjUr1hRpN/kyye+fHwM8cIkEsmnKJetHH1c+jArcBb+wXFUgcudG/75R7jQmzY1il5Ga9aIIIIMGT487uAArVuL83Hhvc+bcw/PMbvRbOws7VBQWWLbBTVapeLRmTT9VqFoUZg0CbZtA3v75H8tkveQHjnJe+gUHb83/p2n4U/pt7Vf3IOGD4fs2aFXL6NIGnv4EI4dgx9/jDlw5crb/LhevUR0U1xcDbnK8N3DaVK4CS2LtwSgVStR5btCBTh2wYaTh0MpU0YUjevQIdlfSoKQhpwkxZPBJgO/NfyNoLtBTAyY+MlxN26IkKEKFUTOx6xZInLAYOh0wlK7eJGZVv1Jt3aRSJD79de3uQNWVqIyc1zx2SP2jOD6k+vMbTIXa3Prt8cbNxYVeL29RSG8s2dh5kxZ4VkiMQY8anuQL30+ftrwE68i4jDUKlQgavGfRB86zIE8rajoHEmvXiIqWwtCQz9tZKVLF3fXhDP3zzDOfxxtSrahQaEG4uCiRVju2Y6Nrw9L9+WlY0f44w8ROl6iRPLpl3wCWexE8hHFHYvj7urOn6f+5J8L/8QeYGcndl6CglhUYyHOztCwociXjY42vN6wMLC2jlnbqOoHhtyn5iZVVem2sRvmOnNmNpqJ8t7/QZ8+Yl2Yo6AtuTO9Ijj4bRqvUSENOUmqoHmx5nxX7DvG7B3DmfuxG6gdPy4MOBCh34MHiwKT9epp0M7J3p7dDSezYthJ4Ubr10+41nbtYvdusQGWOfOHT/EP9sf3oC/dnLvhmsc11iUtLETng6ZNRa6dRCIxDuws7Zj3zTwuP77MiN0jYp2PjITmS//H1PwzqPxwI//k6IpDRpVq1WDvXsPrrV1btLv7eKEWFQVr14rz7xMRFUH7de2xt7Zn6tcxVTiDg6F/f6hWDXr0wMlJ1E+oWNE47IlUi/TIST7CzdWNUllK0XVjV0JCQ2KdX2fdmkMWVfnuhDtzJj2jXTsR7dO5s+HfTtmzC4Nt3z7gv//g5cu3htyaNaJ1wMfMOTqHHVd34FPXh5zpcsY6b2cHjnlsSG8ZSrp0yfwCEok05CSphhkNZ5DWMi0d13eMFWLZs6eYfCZOFEVGGjaEzZshfXrhmTM0w4ZB39lF+bvrVqL/Xo8aFgZ16/K6SXPGd7/+wWLnxesXdFjfgbzp8zKx3qc9jhKJxDipna82XZ27MvXgVPbf2P/BuZUrRZJ+n3PdYcQIHP9ZwJgXA1i0UKVzZ8PvfNeuLTxyXbu+qyz54AH8/LNYSLl+tI/kvc+bo3eP8nvj38mcJrOwTNu0EZbfwoUiEkGiPTK0UhIHlmaWLPhmAfdf3qfftg9DLMPCoEtXBbu5vqR5cR/nLZ60bi0KggQEwM6dhtWq08Ho0dCuHZxeLypWRuUtwJo14OUVuy7L1ZCrDNg+gLr569KtfLdPX/i9YifGiJxBJakGxzSOzG48myN3juDh5/H2eHCwqOD4Nq46Bp1OVGVbtszAQhHewZUrwcNTIVvXbyj8+gyTM3rxVfRWGg0sCqNGvc2XGbR9ENdCrvHHt39gZ2lneLESiSTJTPxqIvky5OPHv3/kWfizt8f//BP69o0JFxozRsT7TJ1Kg4OjMDeHwEDD6tTpYONGYYcVKCCivwsVEvrWrfvQoxZ0NwgPPw/alGxDs6LNxEEPD5HoO3s2FCxoWPGSTyMNOckncM7ujLurO4tPLGb1mXeJZjt3QrFiULx9eZE45usLly+TJg306KHN2umHH0QF3YXDhSHn2qEA48eLaIEyZd6Ni4qOosO6DpjpzFjwzQJ0ymfMoffaDxgj0pCTpCpaFGtB+9Lt8fL3IuBmAADPnolEfXPz2OOzZIm7sIghqFWL/7d353E21v0fx19fs9j35Y7BTdkL5Z7GktB9J2PukEm2REglhFIklLorJdlayHJLRLJlsm93iEhl3/nJWpqElGWW6/fHd6akwZntnOsy7+fjcR5n5pzrXNfHcc5nrs/13fj6a9iwARauzEHvH/sTvG83NG9uM1WlSmwc2ZcxG8fwVO2nUuxSKSLekDd7Xj5s/iHfnf6Onot6/v74mTM2DwH2ZHv4cOjcGfOfl3nm3GDOnPb/yXe+fHZepu++g3nz7DiSceMgb94/tvn14q+0ndWWYrmLMbrxaPvg0qXwn/9Ahw62VU7cw02FnAZwu86AegOICIvgsc8e48iZI8BluenVV20B/txzgH38zJkr7CyTPfQQvNl1P44xTP+yDF999deeAm988QarD61mVOQoSuUvlfKOkqlFTsRdRjUeRen8pWk3ux2nz5+mfHnbNSilxbZjYqBOHf/HmMwYux5KuXJJPZBKlrSXuT7/nIsF8hLe6w02TMvDq0XbBC5IEckQdUrVoX/d/kzaNOn3hcLr1LEtYL/Llg3GjuV864fpePBF6iwaGLAT8Pz57VqUKY0deXLhk+z5aQ9Tmk+hYM6CsHevnT735pvh7bf9H6xcnRsGJ6pFzrVCgkKY0nwKFxIu0H5OexISE6hZE1asSKpxihe3M4HMnAnr1hETY4epBIo5sB9TujSly2f/y3PrDq9j4MqBtLq5Fe2rt7/2ztQiJ+Iu+bLn46Pojzh85jCd5nUie3aHp56yTfKHD9ttHMdOgT10qO1e6TYJde+gce+i9GoaSo0fgwkNj7Bz5Z48GejQRCQdBtUfRK2StXhk3iPs/Wkv3brZ2RwvnQnuxE9BNP1xAutu6UKut16xE4cEYpq4K5i+bToTN02k/539uavsXbZbQ9OmEBRkZ5HKoy7gruSWFjkVcq5UvnB5RjcezcqDK3l51cvcdBM0bGgb2H/+GXj6aZwbbuD7dn1YsdyhU6cABrtv3+8TnVzq1PlTtJnVhlL5SzH23rF/mqXyinLmtGN749y5fJUKOcmSapeqzZB/DWH2ztmMWj+Kvn3tNP233gq1atmrzD162MavatUCHe1fDVo5iBWHPufWwWMJ2rcfuna1awpUqGDHnrhgTRcRSb2QoBA+bvExIUEhPPDJAxQrcY758+1g/XLl4I47oGJFqFo9G7d/PcbOajtyJLRr98eJcADt/HEnXWK6ULtkbV6o/4K9XN+smT2xmjnTLmIp7uOGrpXJJ8oq5Fyr460d6VC9Ay99/hJL9y9lwgTbMn/jjVA3Mg99z7/EDQfWsr7fHAoVCmCglyw9kCzRSaTD3A4c/eUo0+6fRv4cPi5WmSuXvXdp90oVcpJlPVX7KZpVbEafpX1Ye2QNgwbZMR9vvgnTpsGuXXD33YGO8q/m7JzDq2tepUuNLjx868NQqJDtqvTtt3YBpq5dITzcTh0lIp5TOn9pPmz+IZt/2MwTC54gPNxh0ybbmPXaa3DgAAwbBsGh2eCtt+yUu9OmQaNGf0wlGQBnLpyh+cfNyRWSixkPzCAkEbuy7qpVMHmyXaBT3MkNhZxa5FzPGMM7Ue9QuWhl2s5uy4kL3zFuHOzebYfJdVrdESpXpuR7zwfugnJsrL1VrPinh19d/Srzds/jrXveolbJWr7vL2dOe69CTsRdjDFMum8SZQuUJfrjaL479R158tiljWrUcOes2Ltid9FhbgciwiL+mEAgWbVqsHIlTJ9uk1i9enZCgaNHAxOsiKRZVPkoBtUbxKRNkxjx5QiMgapV7de6YMFLNjQG+vaFDz+0c35HRMCOHX6PN/lq976T+5jRYgYlcxSz+ScmBt55B9poHK+rqZATH+UOzc2slrOIS4ij2fRmnL14lmLFbG6qdEuwnZl21y6YMiUwASbnv5tv/v2hhXsXMmjlINpVa0f3iO6p219yi5xLx8m58FRVxH8K5CjAvDbzuJhw8feE5FYnfj1B1NQocobkZOYDM8ke/NdBvBhjr4Dv2gUDBtiVeytWtJfxz5/3f9AikmYvNHiB+yvfT5+lfVi8b/HVN27XDv73Pzh71hZzfp77u9+yfszdNZdh9wyjftFwaNIEPvnEthh27erXWCQN3DTZSUpTSIurVCpSiektprP1xFY6zO1AonPJGN3oaPjHP+yiboHo7r19u71PKuS2/LCFVjNbUf2G6r6Pi7uUWuRE3O3ShNRqZqu/LBbuBufiztFsejO+P/s9MW1irj1dbu7c9qrYjh12NHL//rbbZUxM4K+6iohPsplsfHDfB1QtVpUHPnmAb49/e/UX1K5t1yy57TbbGtalC/zyS6bHOXbjWIauHUrX8K48GRZt105ZtgwmTLATsYg3BPpvw8WLtjXODUWlXFNkuUiGNhzK7J2zeXbps388YYwd1HvwIIwf7//Aduywa6GULMmxX47x74/+Tb7s+fiszWfkCsmV+v2pkBNxv8hykbwb9S4L9i6gS0wXnED/QbtEXEIcrWe1Zv2R9UyNnkpEWITvL77xRpgzB5YssX8gmzaFqCjboV1EXC93aG7mt51PwZwFaTy1MftP7r/6C0qWtF2s+/WzhVTVqrB8eabFN3fXXLot6EZU+ShG5WqBCQ+HnTvtCrwBnbZOUsUtXSvVrdJTetfqTffbuzNs3TDeXPvmH0/cc49dvO0///F/b6Dt26FKFU6e/5nGUxtz6vwp5redT1i+sLTtT10rRbzhsfDHGNxgMB9s/oCnlzztimIuITGB9nPbM2/3PEY3Hk3zys3TtqOGDWHzZruY8Nq1tnXumWcCt2KniPgsLF8Yi9stJi4xjnum3PP7grxXFBxsu1OvWQPZs9tZm9q0sSt3Z6DF+xbTamYr6hapwZwNNxJ8d0M7gG/DBjtTpXiHCjlJA2MMIyJH0PLmljyz9BkmfDMh+QkYPBiOH4dx4/wb1PbtXKxYnsZTG7MrdhezW86m+g3V074/tciJeMfAegPpWbMnw78cTu/FvQNazMUnxvNIzCNM3zad1+9+nW4R3dK3w5AQO1X53r124Zdhw+xyBZMmuWoNKhH5q0pFKrGg7QJif4ulwaQGHD59+NovqlMHNm2CgQNh7ly7rsrTT9uTq3RafmA50dPu48lDJVg+LJbQkW/Do4/aIq5y5XTvX/zMLYVcSEhgY5BUC8oWxOT7JhNZLpJHYh5h/DdJ3SkbNLAzoAwZ4r9WudhYOHGCcee/4Jvj3/DJA5/Q8KaG6dtnciGnFjkR9zPGMLzRcHrV7MXI9SPptqAbCYn+n0L3QvwFWs1sxaRNk3ipwUs8e8ez136Rr4oVs/3WN2ywazp17GhP+L76KuOOISIZrmbJmix9aCmxv8VSf1J99p3cd+0X5cwJL71kJ0C6/34YMcJ+7zt1sq3zaTh5n7tpOpP7NuKrcTB03EGCcuSEFSvgvfcgX740/Msk4NwwLk0tcp6VPTg7c1rNIap8FF1iuvD2hrftZ+qFF+DYMb+NlTv19VoAFoZ+x9ToqTSt2DT9O82eNLGcC9bpTIkKOZHLGGN4q9FbPFvnWd7b+B7RM6L59eKvfjv+z+d+JuqjKGbvnM2IRiMYWH9g5hwoPBy++AI++MAuoBcRAZ07ww8/ZM7xRCTdIsIiWNZ+GWcunKH2hNqsO7zOtxf+/e92iYLdu22L/IwZdnXxcuWgRw+7SN3hwykXdomJtlvm9OnsblKHenXa8MHMBCqGlrDrw23ZYic4EW9zQ4ucCjnPyhGcg9ktZ9OsYjN6LOzBM0ueIbFBfTtWbsgQuHAhU4+//+R+hv/3UQB6dx5Py5tbZsyOk1uJ49w3ER6okBNJkTGG1xu+zujGo/lsz2fUn1Sfg6cOZvpxt5/Yzu3jbmf1d6v54L4P6FmrZ+YeMFs2aN/entw984w90atQwU4Z7tKkJZLVhZcIZ13ndRTIUYB/Tv4nkzdP9v3F5crB2LG2e+WECVClCkycCPfdB6VLQ4ECUL481KxppxCvVAny5LGFYJs2FF22js23Fefcos8I2rMXHnoIgoIy7x8r/uGGrpVxcSrkPC57cHZmtZxF99u78+a6N7n/kxac7dvbrmc7ORV5KpWW7l/K7eNuJ+zQKeJz5+Rf9R/OuJ0nfybVIifiPd0jujO31Vz2ndzHbWNvY87OOZlyHMdxmPjtRGpNqMXZi2dZ2WEl7au3z5RjpShfPnjjDdi61XazfPppu8D4kiX+i0FEfFa+cHnWdV5HzbCadJjbgU6fdkpdz4G8eW33ypgY+OknOzHKO+/YCzvh4XbSkhIloFo1fu7QitcfKkvEI/DGnD7UW32YnI3+bS8EyfXBDYWcWuSuC0HZghjVeBQjGo0gZncM1fY+xdnqVeD11yE+PkOPFZcQxwsrXyByaiRh+cJoF1yD4JurZmxX4eTPpEsvbisLi1xDk4pN+OaxbyhXqBzRM6JpO6st35/9PsP2f/j0YZpNb0bneZ35R/F/sPHRjdxR+o4M23+qVKwICxbYk7u4OGjUyF6pP3AgMPGIyBUVyVWEZe2XMeDOAUzaNImq71Vl0b5Fqd9Rjhy2m+UTT8Do0TBtGixaRPyncxj99J2ULDWDITf/TJ9eHzMkcihB2dQCd91RIScZyBhDz1o9Wd1xNfFOAu0r74L9+zn/0YcZdoxN32+i1oRavLTqJR6s+iDrOq8j154Dvy8EnmGSu1Zejy1yxpgHjDHbjTGJxpjwq2wXaYzZbYzZZ4zpl55jigTCjQVvZE3HNQyqN4hZO2dR+Z3KDFkzhF8upH2x3dPnTzNgxQAqvF2BpQeWMrzRcFZ0WEHJfCUzMPI0MAbuvdeuxfLaa3Zh3ypVYMAA+NV/YwXTS/lJsoLgbMG8/M+XWdFhBSFBITSe2pjoj6PZ8sOWNO/TcRzm75lP9THVeXLRk9xZ+k62dd2WcWNOsjhX5iZNdiKZoHap2mx6fBOFWnZgW1E42O8xJn49nriEtLduHT1zlM6fdqbG2BocOn2IWS1nMbn5ZPL8csGO8a9SJQP/BVz3LXLbgGhg1ZU2MMYEAe8AjYEqQBtjTAa/yyKZL3twdgbfNZjNj2+mdsnaPLf8OcqMLEO/Zf3YfmK7T/twHIctP2yhx4IelBxekldWv0J05Wh2ddtFr1q9yGZc1EiePbtdVHj3bmjRAl55xY6XmT498FdufaP8JFlGgzIN2PL4Fl6+62WW/99yqo+pTpNpTZizcw4X4n2bZODkuZOM3TiWqu9V5d5p93Ix4SKzW85m4YML076YrqTEnbkp0Hldhdx1qVDOQoxvPpHg5wdQ6Xgcc9/sQsW3KzJkzRDfllHBrqm76rtVtJ3VljIjyzBl6xSeqv0Ue7rvIbpytN3om2/sffV0rBmXEpe3yAWn58WO4+wE24R6FRHAPsdxDiRtOx1oBuxIz7FFAqVSkUoseHABG45u4NXVr/Lm2jd5/YvXqVi4IneWvpPwEuGE5QujSK4ixCXEcfbiWfb8tIetJ7ay9MBSDp0+RGhQKK1vaU2vmr24rfhtgf4nXV1YGEyZAl272tnt2rSx04x/9JF9zqWUnySryR6cnQH1BtDt9m6MXD+SMRvH8Nmez8ifPT91S9elTqk6lCtUjuJ5ihOcLZhz8ec4euYo23/cztrDa/ni8BckOoncdsNtTGw6kQerPUhokE6sM5orc5NbulbmyhXYGCTTVOr2As6IKXywOwdNGxbmueXP0X95f2oUr8Edpe7g1htupUTeEhTIUYALCRc4df4Uu2J3sen7TSzZv4Sfzv1E/uz56RHRgydrPkmZAmX+fIAvv7Sf44iIjA3c5S1y6SrkfBQGXFpyHwFq+uG4IpkqIiyCua3ncuLXE0zbOo0lB5Ywc+dMxn+b8nophXMWpm7pugyqN4gmFZtQLHcxP0ecTnfcYdeamzjRznZXuHCgI8oIyk9y3SmYsyAvNniRAfUGsOzAMmbumMmaQ2uYv3d+ituHZAuh6t+q0r9uf5pWbEp4ifBrFRmS+fybm9xSyKlF7voVHIzp04eC3buzuvwq9t9Xgo+2fsSKgysY9804zsWfS/FlYXnDiCofxb0V7iWqfBR5QvOkvP/1622vofz5Mzbu5Fl5vdoiZ4xZBtyQwlPPO47zqQ/HSOmvwRWzhTHmUeBRgNKlS/uwe5HAKpa7GD1r9aRnrZ4kOokcPXOU42ePE/tbLKFBoeQKycVNBW+iWO5i3j85CgqCLl3gkUdcMabCn/lJuUm8JjhbMJHlIoksFwnAqfOnOHLmCMd/OU6ik0iO4BwUy12McoXKERIUEuBory+ey00q5MQfOnaEwYNhyBBumj+fgfUHMrD+QOIS4jhy5gjHfjnG6QunyRGcgzyheahQuAIFYWV0lQAADUNJREFUchS49n4dxxZy996b8TEbYz+XXm2Rcxzn7nQe4whQ6pLfSwLHrnK894H3AcLDwz0xEEckWTaTjVL5S1Eqf6lrb+xlLijiwL/5SblJvK5AjgIUyFGAW4rdEuhQrnuey01uyOkXL/4xHkmuT7lyQc+edvK0LVvsMkdASFAIZQuWpWzBsmnb74EDEBsLtWplYLCXCAlxbYucP2ZW+Aoob4wpa4wJBVoD8/xwXBGRa1F+EhE38n9uUouc+MMTT0CePDBkSMbtc/16e18zk3ofu7hFLr3LDzQ3xhwBagPzjTGLkx4vYYxZAOA4TjzQHVgM7ARmOI7j2xR/IiJppPwkIm7kytykrpXiLwUL2snTPv4Y9u/PmH1++aVt7bslk3obuLhFLr2zVs4B5qTw+DEg6pLfFwAL0nMsEZHUUH4SETdyZW5yQyEXF6dCLqvo1QtGjoShQ2HMmPTvb/16CA+H4EyawzE01LWFnIsWrRIRERERv3NDIacWuayjRAl4+GH473/h+PH07ev8efj228wbHwe2Re567FopIiIiIh7nlslOVMhlHc8+C/Hx8NZb6dvPpk22yMqs8XGgFjkRERERcTG1yIk/3XQTtG4N774LJ06kfT/Lltn7OnUyJq6UXK+TnYiIiIiIxwW6a2VCAiQmqpDLagYOhHPnYNiwtO9j7lzbrfKGlJZtzCAunuxEhZyIiIhIVhboQi75JFmFXNZSqZJtlXvnHfjxx9S//sgR+PpraNYs42O7lFrkRERERMSVVMhJoAwcCL/9lrZWuXlJSytmdiGnFjmRrOfXX21uEhFxk7g4OHXK9mQTAQI/2UnySXJISGDjEP+rXBnatIFRo3AOHebMGbhwwcfXfvopVKhgW/Yyk1rkRLKOVaugfn0oUgQKF4bISNvyLyISSKdPQ7duULQolC4NZcvC8OEq6CSJG1rkVMhlTa+8QkJ8IjHVnqdECShUCNq2hcOHr/Ka06dh5UrbGpfZFyLUIieSNXz+ObRoAU88AWfOwM8/298jI2Hz5kBHJyJZ1cWL0LChvd+xw+anOXNgxgw7C7hkcYHuWpnc2qGulVnS+0vKMC53b5qe/pBfVm7kyBHb0HbnnVcZOrdwof3cZHa3SlCLnEhWMXAgjB4NrVrZCzg5csAjj9jHX3450NGJSFY1axbkzAnvv2/X4gWoUQPmz4cJE+DYscDGJwHmlkIuODhwMUhAXLgAgwZB/UXPQdGimKd6UzB/Ii++aC8+vfdeCi9yHDtBSlhY5i4EnkwtciLXv7NnYeNGiI7+63MPPQQLFvg/JhERsBev27X7aw+kQoWgUSNYujQwcYlLBLqQi4+39+pameV88429uFS5Zj547TVYswZGjQLsudP8+Sm8aMkSu93zz0NQUOYHqRY5ketf8glSSuNN4uP9k2tERFISFPTHufLllJ8k4JOdJJ8kq5DLcv6Umzp1gqZNoW9f2LIl5dzkOLab09//Dp07+ydItciJXP9y54a6dWHq1L8+N368f7pxi4ikpGlT+O9/7brLlzp+HJYts61yksW5oWulCrksp0YNO5/Ahg3YCwrjx/8+28nUd09z332XvSAmBr76yvbH9NeYSrXIiWQNr75qLyS9/bad3js2FoYMgZEjbc4REQmEJk0gXz5o2RK2bbMXl5cssWNQ+vSxM1lKFhborpUq5LKs4GAYOtQOS5kxA87lKcr3b0wmYedunoupw+ORB//YePVqO/FA+fLQvr3/glSLnEjWEB5ux5r8739QvDiUKQPbt9slCSpUCHR0IpJVBQfbC9m33AKNG9seBP362dvzzwc6Ogk4FXISQK1bw8SJ8O67kD8/3NK7Ie82XcyNOY+Rr2FNePxx6N0b/vUvKFjQJjN/Tozj4hY5TQ8kksFuvRVmzgx0FCIif5YzJwwebG8if6JCTgLsnnvs7Q//hF3r4LHH7LS7sbH2KtTUqbaY8ycXt8ipkBMRERHJyjTZibhRpUp2gV6whVSg1hkMDXVtIaeulSIiIiJZnVrkxM0CuVh8aKidKSqlackDTIWciIiISFamrpUiV5b8uXThODkVciIiIiJZmQo5kStLbg1UISciIiIirhLoQi55RWh/zkQo4qvkCwwuHCenQk5EREQkK9NkJyJXphY5EREREXEtda0USZla5ERERETElQLdtVKFnLiZWuRERERExJVUyIlcmVrkRERERMSVVMiJXJla5ERERETElTTZiciVqUVORERERFxLLXIiKbteW+SMMQ8YY7YbYxKNMeFX2e6gMWarMWaTMWZjeo4pIuIL5ScRcSNX5ia3dK0MCgpcDCJX4uIWufSuvLgNiAbG+rDtXY7jxKbzeCIivlJ+EhE3cl9uckMhFxIS+C6eIilxcYtcugo5x3F2Ahh98UTEZZSfRMSNXJmbAl3IxcerW6W4V3Ihdx22yPnKAZYYYxxgrOM4719pQ2PMo8CjSb+eNcbsTsPxigBeubrupVjBW/F6KVbwVrzpifXvGRlIBvApP2XB3ATeitdLsYK34vVSrJD2eLNybgIogjGB/X/2vbjNKp/JQPBSrODPeKOi0ruHDD93umYhZ4xZBtyQwlPPO47zqY8Hv8NxnGPGmGLAUmPMLsdxVqW0YVKiumKh5wtjzEbHca7Y79xNvBQreCteL8UK3orXLbH6Mz9ltdwE3orXS7GCt+L1Uqzgjni9lpvAHe+br7wUK3grXi/FCt6KNzNivWYh5zjO3ek9iOM4x5LuTxhj5gARQIqFnIiIr5SfRMSNlJtExB8yffkBY0xuY0ze5J+Be7ADfUVEAkr5SUTcSLlJRHyR3uUHmhtjjgC1gfnGmMVJj5cwxixI2uxvwBpjzGZgAzDfcZxF6TmuD9LdxcCPvBQreCteL8UK3orX9bG6ND+5/n27jJfi9VKs4K14vRQruDxel+YmcPn7dhkvxQreitdLsYK34s3wWI0TyFmKREREREREJNUyvWuliIiIiIiIZCwVciIiIiIiIh7j6ULOGBNpjNltjNlnjOmXwvPGGDMq6fktxpgagYgzKZZrxfpgUoxbjDFrjTHVAxFnUixXjfWS7W43xiQYY1r4M74U4rhmvMaYBsaYTcaY7caYz/0d4yVxXOtzkN8YE2OM2ZwUa8dAxJkUy0RjzAljTIoD7N30/XIb5abM46X85KXclBSL8tN1zku5KSkez+QnL+WmpDg8k5+Um67CcRxP3oAgYD9wIxAKbAaqXLZNFLAQMEAtYL2LY60DFEz6ubGbY71kuxXAAqCFyz8HBYAdQOmk34u5ONb+wOtJPxcFTgKhAYq3HlAD2HaF513x/XLbTbkpsPFesl1A85OXclMq4lV+8vDNS7kpFfG6Ij95KTel4r11RX5Sbrr6zcstchHAPsdxDjiOcxGYDjS7bJtmwGTH+hIoYIwp7u9A8SFWx3HWOo7zc9KvXwIl/RxjMl/eV4AewCzghD+DS4Ev8bYFZjuOcwjsmjx+jjGZL7E6QF5jjAHyYJNRvH/DTArELjx78iqbuOX75TbKTZnHS/nJS7kJlJ+yAi/lJvBWfvJSbgJv5SflpqvwciEXBhy+5PcjSY+ldht/SG0cnbHVeiBcM1ZjTBjQHBjjx7iuxJf3tgJQ0BjzP2PM18aY9n6L7s98ifVtoDJwDNgK9HQcJ9E/4aWaW75fbqPclHm8lJ+8lJtA+Skr8FJuSkssOnfynZfyk3LTVQSnO5zAMSk8dvlaCr5s4w8+x2GMuQubjOpmakRX5kusI4C+juMk2IsfAeVLvMHAP4B/ATmBdcaYLx3H2ZPZwV3Gl1gbAZuAfwI3AUuNMasdxzmT2cGlgVu+X26j3JR5vJSfvJSbQPkpK/BSbgJv5Scv5SbwVn5SbroKLxdyR4BSl/xeEluJp3Ybf/ApDmNMNWA80NhxnJ/8FNvlfIk1HJielIiKAFHGmHjHceb6J8Q/8fVzEOs4zq/Ar8aYVUB1wN/JyJdYOwJDHNuRep8x5v+AStgFYd3GLd8vt1Fuyjxeyk9eyk3JsSg/Xd+8lJt8jsUl+clLuQm8lZ+Um64mPQPsAnnDFqEHgLL8Mfjx5su2+Td/HlC4wcWxlgb2AXXc/r5etv0kAjtg15f3tjKwPGnbXMA24BaXxvoe8GLSz38DjgJFAvj+luHKA3Zd8f1y2025KbDxXrZ9wPKTl3JTKuJVfvLwzUu5KRXxuiI/eSk3peK9dUV+Um66+s2zLXKO48QbY7oDi7Ez2kx0HGe7MebxpOfHYGcFisJ+yX/DVuxujXUQUBh4N+lqTbzjOOEujdU1fInXcZydxphFwBYgERjvOE6K08IGOlbgZWCSMWYr9kve13GcWH/HCmCMmQY0AIoYY44ALwAhl8Tqiu+X2yg3BTxeV/BSbvI1XpSfPM1LuSkV8boiP3kpN4G38pNy0zWOl1QdioiIiIiIiEd4edZKERERERGRLEmFnIiIiIiIiMeokBMREREREfEYFXIiIiIiIiIeo0JORERERETEY1TIiYiIiIiIeIwKOREREREREY/5fxNNAYgaSkWUAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": "
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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "7db32cbee77f4c53941575d391994d7c": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "DescriptionStyleModel", "state": { "description_width": "" } }, "7e5f43ef98a74b599daf52f6f94300c0": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_9cffae4b2cbe4f9abcc9533f6dc1b95f", "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": "
" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "994017b6298b4cf2ad8129cb304f7d85": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_780089aec93e4f92b927723257bce5a0", "outputs": [ { "data": { "text/html": "\n\n\n \n\n\n \n\n\n \n\n\n \n\n\n \n\n\n \n\n\n \n\n
ARIMA Model Results
Dep. Variable: D.sales No. Observations: 220
Model: ARIMA(0, 1, 1) Log Likelihood -1174.593
Method: css-mle S.D. of innovations 50.394
Date: Fri, 02 Aug 2019 AIC 2355.186
Time: 17:58:10 BIC 2365.367
Sample: 02-01-1991 HQIC 2359.297
- 05-01-2009
\n\n\n \n\n\n \n\n\n \n\n
coef std err z P>|z| [0.025 0.975]
const -0.2968 2.316 -0.128 0.898 -4.835 4.242
ma.L1.D.sales -0.3200 0.065 -4.936 0.000 -0.447 -0.193
\n\n\n\n \n\n\n \n\n
Roots
Real Imaginary Modulus Frequency
MA.1 3.1249 +0.0000j 3.1249 0.0000
", "text/plain": "\n\"\"\"\n ARIMA Model Results \n==============================================================================\nDep. Variable: D.sales No. Observations: 220\nModel: ARIMA(0, 1, 1) Log Likelihood -1174.593\nMethod: css-mle S.D. of innovations 50.394\nDate: Fri, 02 Aug 2019 AIC 2355.186\nTime: 17:58:10 BIC 2365.367\nSample: 02-01-1991 HQIC 2359.297\n - 05-01-2009 \n=================================================================================\n coef std err z P>|z| [0.025 0.975]\n---------------------------------------------------------------------------------\nconst -0.2968 2.316 -0.128 0.898 -4.835 4.242\nma.L1.D.sales -0.3200 0.065 -4.936 0.000 -0.447 -0.193\n Roots \n=============================================================================\n Real Imaginary Modulus Frequency\n-----------------------------------------------------------------------------\nMA.1 3.1249 +0.0000j 3.1249 0.0000\n-----------------------------------------------------------------------------\n\"\"\"" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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G8EUA+wEIAdgC4BcAvq+qQ579XQlgO4DPANgfwGYAn1PVX1Zo/ERERIEbGBjAyMgIJk+ejAMOOGDCB21UFTt37kRfXx8GBgbQ0dER9JCIiIhoHOI5mFs1z8ECCWKp6sF5bHZJAfuLArjG/iEiohqkqhP+P/hy6+/vBwDMmjWLzy2sVPZZs2ahr68P/f39DGIREY1xPHegWsVzMLdqnoNN7Jw3IiKqip8+sg63Ld2KX3zgBJx1+IyghzNuRKNR1NfXT/gUdpPzfESj0aCHQkREBYrEEnhw9U7c/fJ2rNrWi33DUTTW1+FN+7XjjEOn4+IT5uLo2fyCgoLHc7B01ToH4zNOREQVd/sLnegZiuBvK3cwiFVGqoq6urqgh1Fz6urqJnyDVSKisWbZ5h585c8rsanb3TkmEktg9fZ+rN7ej+uf3oTzjpiJL11wBI6ZMzmgkRLxHCyTapyDMYhFREQVNxSOAQDCsUTAIxl/mMKejs8JEdHYcscLW/Gff1mFhD33nd7WiHOOmIm5U1sxOBrD8s59eHlrLwBg0bo9WPz6Hnz0zYfgyxccgZbGUIAjp4mM5xvpqvGcMIhFREQVlUgoRqJxAEAkziAWERERpdzy3GZcfd8aAEBjfR2++PY34V/efDCa6t3Bqc6eYfzmyQ3444udiCUUNz6zCYvWduE3Hz4Jb9pvkt+uiWgcYv4bERFVlBPAAoAoM7GoAIODg/j85z+P2bNno7m5GccffzzuvPPOoIdFRERlsmhdF759vxXAmtzSgDs/eTr+9ZzD0gJYAHDgtFZ87+KFeOjzb8GJB00BAGzsHsL7fvUsHli1s6rjJhrvavkcjEEsIiKqqKFILPk3M7GoEJdccgluueUWXH311XjwwQdxyimn4PLLL8ftt98e9NCIiKhE23tH8Nk7XkFCgeaGOtz2sdNw4kFTc95u/qx23PWvZ+IL578JIsBwJI4r//AyfrVoPfshEpVJLZ+DsZyQiIgqaiRiZGIxiEV5euCBB/Doo4/i9ttvx+WXXw4AOO+887BlyxZ85StfwT/90z8hFGIfFCKisUhV8fW7V2Jg1Pqi6yeXHY+Fc/Nv1B6qE3zu/MOxcG4HPnfncgyMxnDtw+uwZyCMq959NOrq2KuIqFi1fg7GTCwiIqqoobBZTshvSCk/f/nLX9De3o7LLrvMdfm//Mu/YMeOHVi6dGlAIyMiolLd9dI2PP1GNwDgH0+ei3849oCi9vPWI/fDX648EwdMbgYA3PzcZnzlzyuRSPB8g6hYtX4OxiAWERFV1EiU5YRUuNWrV+Ooo45Cfb07afzYY49NXk9ERGPPYNjKmgKA/Tua8c13H13S/ubPmoS7P30mDpvZBgC4++Vt+MZfVjGQRVSkWj8HYzkhERFVlJmJFWFj96r59v1r8OqO/qCHAQA4enYHrn7PgoJus3fvXhx66KFpl0+bNi15PRERjT2/fXID9gyEAQBfv/BIdDQ3lLzP2VNa8KdPnYHLr38er+8exJ0vdqIhVIfvXLQAIiwtpOqppfMvYHyegzGIRUREFTVsNHZnT6zqeXVHP5Zu6gl6GCXJNvHgpISIaOzpGYrghqc3AQCOmzsZ7z1udtn2Pb29Cbd9/DR84LfPY2P3EG59fgumtDbgSxccUbb7IMplPJx/AbV9DsYgFhERVdQwG7sH4ujZHUEPIamYsUyfPt33m76eHuvE0Pk2kIiIxo7/e2YTRqLWecFX3nFk2Ruwz5rUjNs/cTr+8bdLsLVnGL98Yj0OmtaKy04+sKz3Q5RJLZ1/AePzHIxBLCIiqqghVxCL/SmqpdDU8VqzcOFC3HHHHYjFYq6eDKtWrQIAHHPMMUENjYiIitA3EsUtz20GAJxw0BS8ef70itzP/pObcctHT8XF1z2L3uEovvGXVZgztQVnHjajIvdHZBrr519A7Z+DsbE7ERFV1IhRThhmTyzK08UXX4zBwUHcfffdrstvueUWzJ49G6eddlpAIyMiomLctawTA2HrnODfz5tf0ZKkQ2a04XcfPhmNoTpE44p/v/0V7Owbqdj9EY0ntX4OxkwsIiKqKLOxO8sJKV8XXngh3v72t+PTn/40+vv7MX/+fNxxxx146KGHcNtttyEUCgU9RCIiylMiofjD0q0ArADTeUfMqvh9nnrINPzgkoX40l0r0DMUwWfveAW3f+J0NISYx0GUTa2fg/EdHJBEQhHnsq9ENAE4vS+A8gax/rZyB77/wGsYDMdyb0xj0j333IMPf/jDuOqqq/DOd74TS5cuxR133IEPfehDQQ+NiIgK8Mz6bmzqHgIA/PPp88reCyuT9580F5efavXDenHzPvz3I+uqcr9EY10tn4MxEysAo9E43vWLpxGLKx743Nlob+LLQETj15ARZIqUqZxwNBrHl+9agdFoAofOaMMHTj2oLPul2tLe3o6f//zn+PnPfx70UIiIqAS/X7IFANDcUIdLT5xb1fu++j0LsLyzD6/t7Mdvn9yIcw6fiTPnsz8WUTa1fA7GTKwArNreh417hrC1ZxgvbdkX9HCIiCpqxGjsHksoEmXIQh2JxDEatQJiPcORkvdHRERElbGrbxRPrN0NAHjf8XMwubWhqvff3BDCdR86ES0NVgnUV+9e6fqCjYjGFgaxAmBmIkTZ5JiIxrmhiPtEMZoo/XMvYpQlxrniIRERUc366/LtcL6/ujygzOlDZrTha+88AgCwbd8Ifvjg2kDGQUSlYxArAGYQK8Imx0Q0zg0bmVgAEC1D0Mn1ZQD7CxIREdWsv7yyHQBw6Mw2HDt3cmDj+H9nHIxTD5kGALht6Ras6OwNbCxEVDwGsQJgBq64UhcRjXfeIFY5+mK5MrHKkNlFRERE5ffazn6s3TUAALj4+DkQqU5Ddz91dYIfvf9YNIbqoApcdd+asrQ4IKLqYhArAK5MLJYT0gShqvjNkxtw6/Nbgh4KVVl6JlYZgljGZ2eshk5Ab3p2E/75hqXo7Bmu2n2q1s7jrxV8ToiIasO9y7cn/37fCXMCHInlkBlt+NjZhwAAVnT24s8vbQt4RDSW8XwjXTWeEwaxAmBO4FhOSBPFy1v34YcPrsW37l2dXGKZJoZhT0+ssmRimUGsGuqJ9aOH1uKZ9d3J0olKExEkmImWJpFIBPptPxERAYmE4r7lOwAApxw8FQdOaw14RJZ/P28+9u9oBgBc+8g61wI0RPniOZi/apyDMYgVADZ2p4lod384+XfPUDjLljTeDIXLn4kVdZUTFhfEGo3G8dKWfUXf3isWTyRXTPRmn1VKQ0MDYrEYYjGusuRwno+GhuqufkVERG4rtvViZ98oAOC9x80OeDQpbU31+Krd5H3PQBi3LNkc6HhobOI5WLpqnYMxiBWAqKsnVu1kEBBV0mg0NamPxHjcTyQj3kysspcTFre/L921Au//9XP43yfWlzwewP15nqhSenlHRwcAoKuriyntsFLYu7q6AKSeGyIiCsZDa3YBAESAdyzYP+DRuF10/By8ab92AMCvF29A/2g04BHRWMNzMLdqnoPVV3Tv5CtiTHRYTkgThZOhAvC4n0hUFcNRTyZWGYKY4Xjp5YTOqkSv7ezPuM2GPYP49v2v4j3HHoDLTj4w6/4iZRhToSZNmoTW1lb09fVhcHAQoVBowpbRqSri8Tji8ThaW1sxadKkoIdERDRhqSoeXm0FsU48aCpm2eV7tSJUJ/jSBUfgU7e+hL6RKG54ehO++PY3BT0sGkN4DpZS7XOwqmdiicgkEfmxiDwiIntEREXkmgzbnigij4nIoIj0isg9InJohm0/IyJrRSQsIptE5GoRqclaAjZ2p4nIzMRiGe3EMRpNwPvlVDmCmNEyNHYfDMdy3v5PL3biqdf34EcPrc09JuNxVSsTS0QwZ84czJgxAw0NDRP25AmwnouGhgbMmDEDc+YEuwIWEdFEt273ADbvtRY5eceC/QIejb8Ljt4Px82dDAC4+dlNGAqzLIzyx3OwlGqfgwWRiTUdwCcBrABwL4CP+20kIkcCWAxgOYB/BNAM4DsAnhaR41V1j7HtfwL4LwA/BPAIgFMAfBfAHPu+aoq7nJCTeZoYRmNGEIvH/YQxFEk/ISzL6oQl9sRSVQyOWmPLFnAasE9oe4ejUNWs/ymbj6vYEsdi1NfXY+bMmZg5c2bV7pOIiCibh1fvTv5da6WEDhHBp8+dj3+97SX0j8Zwxwtb8fGzffMliHzxHCwYQfTE2gJgqqqeA+A/smz3HQBhAO9W1QdU9R4A/wBgJoAvOxuJyHQA3wRwvap+Q1UXq+q1AL4N4OMicnSlHkixmIlFE9Go0eia5YQTh9+KP+VenbCYoFg4lkhmYGXLxIrZ+44lNOdxa5ZJ8hAnIqKJ7JFXrVLCow7owLzpbQGPJrMLjt4Ph86wxnfjM5s4NyMaA6oexFJbtm1EpB7AuwHcrarJZiWqugXAIgAXG5u/E1aW1k2e3dwEQAC8rxzjLidmYtFENOoKOrD54URRqUysUlcnHBhNjSueJWvKPFZzLcEdiaeuz7ZPIiKi8ayrfxRrdlhTuPOPmhXwaLKrqxN88i1W9tXOvlHcv2JHwCMiolxqdXXCwwC0AFjpc91KAPNFxOkOeIz9e5W5karuBNBtXF8zzG/zI5zM0wTh6onF4O2EMewT+ClLOWGJQdFBo+9Ftibs5liHcgWxjEysYvt0ERERjXWLX092fcG5R9R+mdXFJ87BjPYmAMDvl2wOdCxElFutBrGm2797fK7rgZVhNdXYNqyqQxm2ne5zeZKIzBKRBeYPrCBaxbCckCYiBrEmpuGwTzlhGYL34ZiZiVX48TRoZGJl64llHqvDORq+uhq7M4hFREQT1JPrrCDW5JYGHH/g1BxbB6+pPoQPnmqtQLxiWx9WbusNeERElE2tBrEc2WYBmuHvQvYBAFcCWO35+WteoytSLZUTRmIJ3PPyNqzdlXmJeaJyGI0yeDsRDfuUE5bj9Tezr4rJehoIR/O6vZmllSsTy93YnUEsIiKaeGLxBJ5+wwpinX34DITqxsaKbR849SA4Q73t+S3BDoaIsqrVINZe+7dfFtU0WIGpXmPbZhFpzbCtXzaX6TpYJYfmz0WFDrgQtZSJdd+KHfjin1bgI//3AjMHqKJGXJlYPNYmimqUE2YrB8xk0NUTK/PtzfJvv4Bcpm2zZXcRERGNV6909qLf/j/23CNqux+WafaUFpx/1H4ArPlR33A0xy2IKCi1GsTaAGAEwEKf6xYCWK+qo/a/VxmXJ4nI/gBmwMqsykhVu1R1jflj33/FmBP4oDOxtuy1qjB394e5YhxVlFlOGHTwlqqnUo3d3U3US+uJle327nLCXJlYRnYYA7VERDQBLV7Xlfz7nDfVfj8s04fPmAfAqh64d/n2gEdDRJnUZBBLVWMA7gdwiYhMci4XkYMAnAfgHmPzhwCMArjCs5srYGVs3VvJsRbD7OUSdODIlc3ATCyqoHC0dspoqXr8VvQrfzlhET2x8gxiucsJc2RixZiJRUREE9tiux/WMXM6MHNSU8CjKcybD5uBuVNbAAD3vLwt4NEQUSaBBLFE5EIRuRTAe+yLjhaRS+0fpyzwagCtAP5mb38xgL/DWnHwJ86+VLUHwHcBfEpEvici54jIlwFcA+AGVX21Sg8rb+YEPuiMlLCrJIeBBaqc0Rgbu09EQ76N3ctcTlhMTyyjnDDb7c1j1S8gl2lbfilAREQTzZ6BMNbssPrsnvumsVNK6KirE1xywhwAVoP39V0DAY+IiPwElYn1awB3Afg/+9+X2f++C8AsAFDVtQDOBRAF8GcANwNYD+AtqrrH3Jmqfg/A5wFcCuARAJ8B8EMA/1bZh1GcWmrsXktZYTS+mQEAHmsTx3DUChY1hFKNXaOx8q5OWEzp3kCePbGiRTZ2L6bEkYiIaCxbsnFv8u+zD58R4EiKd8mJc5N/3/0ySwqJalEgQSxVPVhVJcPPZmO7l1T1fFVtU9XJqnqxqvr2q1LVX6jqEarapKrzVPUaVa3JjnxmBkHQDa5LbY5MlK+Jkomlqli0tguv7eSKn0Cqj1R7U31yhaJyvP6lBowGjdUJ8++JlX85IYNYREQ00SzZYAWxmhvqcPxBUwIeTXEOntFNNx8WAAAgAElEQVSGk+ZNBQDc+8p2/n9OVINqsifWeFdL5YRmRgyDWFRJo2ZPrDJk4tSqJRv34l9ufhGX/WZJztXsJgJndcLWxvpkNla5ywmjxfTEyjMTyywLzJ2JldqWJ71ERDTRLNnQDQA45eBpaKoPBTya4r3fzsba2TeKpZv25tiaiKqNQawAhGM1VE4YZYkXVYe5OmHQx30lbeq2VvwcDMewZyAc8GiC5wTyWhtDaAhZ/+WUI3hfataT2dg9W2N4835GcgQlWU5IREQT1Y7eEWzeOwwAOOOw6QGPpjTvWrg/6u3s8QdW7Qx4NETkxSBWAFyZWEGvTuhqRDx+AwsUPHN1wqCP+0oyMxqDzrSsBalMrBCa6q3/csoRxCw1izTfnljm52KuTCyu9kpERBOVU0oIAGceNjb7YTmmtDbizPnWY3ho9W5+MUVUYxjECkC0hia57IlF1RBPqCvoEPRxX0lmgCY8jh9nvlKZWPXJTKxy98QqJgBvZmLl29g9V3moeYwnlJ+nREQ0cTxnB7Ham+pxzOyOgEdTuncdsz8AoHswjGWbewIeDRGZGMQKQKSWyglraCw0fpmlhMD4PtYiNZRpWQvMTKxylhOGy1pOmGdj9wJWJ+SXAkRENFGoarIf1mmHTEN9aOxPMS9YsH9yQRqWFBLVlrH/CTMGmROdWlqdMOix0PiVHsQav8ea2bR+PGec5SsZxGpKNXYvx+tf6mdXvo3d3asT5h/EYiYWERFNFFv2DmNH3yiAsd8PyzGtrRFnHGo9lgdX70KCJYVENYNBrACYk6+gJ7nuckJOuKkyRj3H+XjOUDJL28Zzxlm+huyMp7bGEBrtlYrK8fqX2kR9IM9MLDOjaihnY/fUtuyJRZUgIu0i8jMR2SEioyKyXEQ+kOdtZ4nIzSLSLSLDIrJERN6WYdvz7euH7e1vFpFZGbY9RkTuEpE9IhIWkc0icl0pj5OIxpbnN46fflimdy08AADQNRDGS1v3BTwaInIwiBUAb7mRBviNfThmrBjHSRdVyIQtJ2QmFkbsTKyWxhAak5lY5V2dsNCeWOFY3HX7TN+uqqorGJWrnDCffRKV6B4AHwHwbQAXAngRwB0i8sFsNxKRJgCPA3gbgM8BuAjAbgAPicg5nm3PAfCgff1F9vbnA3jc3o+57XkAXgDQAeBfAVwA4FsARkt6lEQ0prxg94zqaK7HkftPCng05XPBgv1gVxTiwVW7gh0MESXVBz2AiUZV07IQYglNltlUm6skJ48Jt6qifySGya0NlRwWjTMjkYkTxGI5YYqqJrOX2ozG7uV4XkpZnXDIUxYYSyhUFSLuz2FvmWIhjd39MrESCev5mNTMz08qnIi8C8DbAXxQVe+wL14kIvMAXCsif1TVTJHWjwE4BsCZqrrE3t8iACsA/BjAaca21wJ4HcClqhqzt90E4FkAHwXwa/uyVgB/APAEgPeo+xu5W0t9vEQ0drxoB7FOPnga6uqCmdNUwoz2Jpw8bxpe2NyDReu6cNV7jg56SEQEZmJVXTyh8CZeBTnRjRS4wteX71qJE/7rEfx9JRscUv7MjD/AHegZb6Js7J4UjiXgxHJajMbuZVmdMOYOGBWS0TowGk27zC9xyjvOnD2xsjSbV1V84PrncdJ3H8Pyzt68x0pkuBjAIIC7PJffBGA23IEov9uucwJYAGAHqG4DcKqIzAEA+/cpAG51Alj2ts/BCmxdbOzzMgAHALhWg0wpJ6JA7eobRWfPCADg5IOnBjya8nvrUVYl9abuIWzcMxjwaIgIYBArq0pki/g1IA4yKyUcLaw58hNrdyOhwOJ1XZUcFo0zo1H3MT6eM7HMYHB4gmdimeV3Vk8sOxOrHI3dPcdQIdV7A6PpGVV+fbW8x+lQJJY1WJatT9dwJI4XNvUgEkvgOXsFJ6ICHQPgNTO4ZFtpXJ/ttit9LncuW+DZR6Ztzft4i/07JCLPiEhERPaJyB0iMjvLWIhoHFm2pSf596kHTwtwJJXx1iNT7QCfWMv5D1EtYBAri76R9G/rS+WXdRVktka4wEwsZ1LubdRNlI23J9Z4Du5EWE6YZJbftRrlhPmULufiPYYKCYwOhvMNYrkvS2j2Y9fcPu4JdrkCXON4dU6qqOkAenwu7zGuL/W20z2Xe7c172OO/ftuWKWG7wDwdVglj0/a5YYZ2Y3mF5g/AA7Ldhsiqj0vbrI+Lhrr67Bw7uSAR1N+h89qx5wpLQCARfwSn6gmMIiVxb6hSNn36RewCmqiq6qenljZJ1aqmgxGeHscEWUz1jOx+oajWLa5J69m3dEAGrvXaiWPmYnV2hRCY73VJ6PcqxMCha1QOOiTieUXxPc7TrM1d49kycSKeMofiYqU7eDJdWAVcttM25qXO+eQf1TVr6nqIlX9Laz+W/MBZG02D+BKAKs9P3/NcRsiqjEvbrZW7Ttu7mQ02asQjycigrfZJYVLN/b4tiQgoupiECuLfcPVCWLlU8ZXCd6xRHNkYkXjmizZ8WbWEGUzMsZXJ/zQjc/j0t8swT2vbM+5rRkMqUaW5XMbunHK9x7DTx5ZV/H7KtRQ2MzEKm9PLG+AsJDAUL6ZWH4N44d8buuIuprNu8eXLcBFlKe98M+2cup3/LKnCr3tXvt3pm3N+3C2fdiz3cOwgl0nZhkPAFwHqzzR/Lkox22IqIb0j0axdlc/AKup+3h1nl1SGEsonnmDLQGIgsYgVha9w+WPtPuV0QQ1oU+bBOYIppnNub1BCaJsvEHPoAK3xVq7cwAA8NrO/pzbVruc8PalW9E9GMEdL2yt+H0Vyuw9Nam5AY1lKieMxRNpPbC8QaOs48oziOUXhMyaiWU8Lu/uzGM+1xcGRBmsAnCUiHhXll5o/16d47YLfS733na153LvtuZ9+PXNMmU90FW1S1XXmD8ANuTYJxHVkJe37Ev+fzce+2E5zjh0OloarCwz9sUiCh6DWFlUIhPLL2AVVDmh935zBdPMkrCxXE4YT2jgvYoKmXCPB94g1lhatU9Vk1k+3lUW/Zjvo2oEqNfusgJstdhnzAxidTQ3oCHZ2L20sfoFQUstJ/TNxPIJNpl9vtLHlbnHIHtiURn8BUA7gPd7Lv8IgB0Alua47ZEiklzB0A6G/TOApaq6AwBUdTuAFwD8s4iEjG1PB3AEgHs8+1QAF3ru60IAAuD5vB8ZEY1Jy+xSQhHgxIPG38qEjuaGEN4830pQXfz6nppt40A0UTCIlcW+ofJnYvlNNIOa0Kc3Rs7+gWwGIsZqOeHewTDO/OHjeOtPFmPPQDiQMfz8sTdwzDUP474VOwK5/yD4NeEeKycA5vvC29vLf/vq9cQajcaxqXsIQO5MyiD0G30jJjXXJzOxSn1e/G4fLaicMP2z3a8c0a9PYPaeWKntvfEv9sSiUqnqgwAeBfBrEfmEiJwnIr8D8E4AX1XVOACIyI0iEhORecbN/w/AGgB3icgHReR8AH+CFZj6mueuvgbgSHvb80Xkg/a2qwHcZIxnLYBfAfiYiPzE3vZKADcCeMW+DRGNYy9utiqMj9hvEia3NgQ8msp6y5tmAgD2DITx+u7BgEdDNLExiJVF7wTLxMqVHWQGIsZqEOuhNbuwuz+MbftGAiu/+tOyToxGE3hg5c5A7j8I3uNFdez0BTLfs/lkO5nBpEpnR63vGkw+j/msLlptA54gVkPIauxeajlpOJ7++VNIdlO+mVh+ZX9Ze2LFMmdisScWlcklAG4F8B0ADwE4DcDlqvoHY5uQ/SPOBaoaBvA2AIsA/BLA/QAOAHChqj5p3oGqLgbwLvv6++3tFwF4m70f0+cBfAPAewE8AOCbAO4E8FZVLf9JFBHVjEgsgeWdvQCAkw8ev1lYjrPmz0j+/fQbewIcCRExiJVFTyUau9dST6y0xu75Z2KZPbG27RvGjt6R8g6uQpZs2Jv8+48vdlZ9MplIKHb3jwLIrzRtvPArPx0rfbFirkys3K+Z+b6qdJalU0oIWM9nrWW3OeWEdQK0Ndajsb48jd39jp1Cgnj59sTy692VrR+g+bgS6l41MluAiyhfqjqoqp9T1QNUtUlVj1PVOz3bXKGqoqqbPZfvVtWPqOp0VW1R1TNU9bEM9/OofX2Lvf1HVDWtEYyqxlX1R6p6uKo2qupsVb1SVXvL+sCJqOas2dGX/LLulHHcD8txyIw2zJ7cDAB4Zj2buxMFiUGsLCrS2N1n8hVUECvsKY3KNQ4zq8SZyO3oHcF5/70YZ/3oCXzv769m7JXVNxLF6u19gU6yVRXPb0wtrLS9dwRPVfmblL1DkWQp0VjqC1WqUZ+AXdB9yfJlZuPkk1lVzXLCtZ5G87VWptY/Yn2GtjfVo65OkqsTxhKKRAlj9XteC1qd0CcTy+/2fpcNhfMLYgHuwJj52V+LpZ9ERESFeGVrKlY9nvthOUQEZx1uZWMt3dgzZs5jicYjBrGyqERj94hPGUxg5YSeseQsJ3T1xEogkVC8uqMf0bgiocD1T2/CO372VLJHj0NVcemvn8O7f/kMHl6zq3wPoEDruwbRPeiuhLhjaXVLCp0sLGDsBHHKwa+X1FgJ4rnKCfPIxKpqEMvIxAJqLzjiZGJNarb6ZDhBLKC01983iFVIOWFJqxNmLif0jituZmKxnJCIiMYRp5Rwelsj5k5tCXg01XHW4VZfrJFoHC9v3RfwaIgmLgaxsugbiZZ9FbmIT6PgSEATz4Ibu3uyacKxBIY9k/qtPcO4a1mn67KRaBxvdFkNENfscGeOVNOSjalSwpPnWd8YPb62yxVYqrSdfRM1iOVXTjg2Hr+rnLDAnljVDmL59XAKUr8dxOposYJYjUYQq5TX3++2hQSGBnwzsfILjGXLxPJ+lptjirhWLmQQi4iIxjYniHXcgVMgIjm2Hh/OPGx68u9n3mBJIVFQGMTKQrX8fbH8Jl9+fVeqwW/FuKzbe7JpRqJxDPtkNHizbszSnUo3us7G6Yc1o70J//kPRwGwJpn3vrK9amPYZQTMgnwuMtncPYRzr12Er9+9sqz79cvEGitBrEiBmVjV6om1ZyCclllYa5lYzuqEk5rrASDZEwsorSea33unkACek4nV0hBKXuZ3c79jdDiapbF71nJC9sQiIqLxYe9gGFt7hgEAxx84JeDRVM+M9iYcfUAHAOBp9sUiCgyDWDl0D5Q3iOWXmRFUWVX66oSFZWKNROMY8umBlfD0vTKbKAeVfZRIKJ63M7FOP3Qajj9wSnJibWZHFWLtrn58/e6VWLWtL+/b7OpLNcCvxUysR17dhc17h3Hni53JAEQ5jJdMrHxes2qVE67zZGEBuUuCq83JeOqw32uucsISnhu/2xaTiTW5JbUcuF9gyTeIVWRPLHPMtRZsJCIiKsSKbal+WBMpiAUAZ9t9sVZt60VfBfonE1FuDGLl4M10KMaNz2zC2T9+As+u7/bPxKqRIFauTAZvNs1IxJ2JNanJmqh6J4PuTKxgVuRbt3sA++z/aE4/dDpEBE31IXtMxT3/P3nkddz5YieufWRd3rfZ1Zc6nmoxE8t8jZ2m3OXZr18vuLExkTffn87jCMfi+OqfV+CnPq+9K+hVwff22l3ppbm5VhittgE7ENqR7ImVKjcodzlhYT2xrHFNaU0FsXxXJ/QrJ8zSE8s7rliGTCz2xCIiorFseWfqC9zjJlgQ68z5VhArocALm3tybE1ElcAgVg57BsoQxHp6Izp7RvCnZZ2+k9qgMnK8QZRck0BvKdWokYnVGKpDk12a432IZhPloAI3TikhAJxh17M32aVNxT7/O+2sqp6h/I8RV2P3GsuaAdwT7f6RzJP1QjlZfGbLhLGSieVq7G4fK0+93o0/LduGXzyxPi0jKlKlTKzXdpY/EysWT2DIp0S4WE4g1K+csOyN3fMs0YvGE8lgrRnE8l2d0Bij8xgyrcCqqmlBr4SrJ5axOiGDWERENIY5/bAOndnmymqeCE6eNxWhOuuEdqnRb5eIqodBrBxKzcRSVXQPWiWJA6Oxmi4nzBVU8Da1HonGkyt1tTaF4FQKJTwTtIEa6In1Rpc14Z/c0oBDZ7QBSE2oi33+++wJurdXWDY7jXLCfPorVZt5TAyUtZzQ2m+7na0HjJ0glhlwcI7fXqNXnnNsOapWTrjbJxOrhDI1VcWlv1mC47/zSFlW3FHVZADbWZ2wXI3d/d6z+QaGzCDdlJbG5N/ezy3APUbnJN2vhDqfMZm9D9kTi4iIxipVxQo7iDXRSgkBoK2pHgvnTAYALN3ETCyiINRsEEtEzhURzfBzumfb80VkiYgMi0i3iNwsIrPKMY5Sg1j9o7Hk5GYwHPOdZEYDKquKeEr7cq5O6Am6jETiyZW6WhtCCNlpNnFPTyxXJlYBAZ9y6rVLCWe0NyZXUHEm1N7nIV9OHby3V1g2u/tTx1OtZGKp+pe/9fus4FYsJ3vFKSsD8gvw1EKvATP44LwHzPfCxj1D7u2rVE7Y2WMFRKe1pQIxpQRH9g1HsbyzF9G44vfPbS51eBiKxOHEcDpaytsTq5Rywk3dqdfL3RMr+8qxzrZ+i1lYY0q/fcbG7uyJRUREY9Sm7qHkF7knTMAgFgCcdug0AMCaHX1l7SFLRPmp2SCW4RsAzvD8rHauFJFzADwIYDeAiwB8DsD5AB4XkaZS79zJoirWXiMINhR2Z2I5pVVBZaSklRPmmAB7tx+JxjESdTKx6lFnp9Z6MxoGjQ/3oAI3zn+2U1pTE/7GEsoJEwlNNqzPNzA3MBp1BfRqobH7v/3hZbzl2kXY3msFRCqVieX0QnNKsoDcx8KNz2zCcd95BD8poOdYJZh9pmIJRSyewIgriDWY/DuR0IzNvMspkdDkSdPM9tTHXCnBETND6bHXunz7mBXC7KnmZGI11JcnE8svozOeRwBvZ98IrvzDy8l/H3vgZOP22csJc2Vi+a0ym+lYYE8sIiIaq5xSQgA4/sCpAY4kOKcfYrUmSSjw0ubSs9eJqDBjIYj1hqo+7/kZNK6/FsDrAC5V1UdV9Q8A/hHAMQA+Wuqdl5qJZQbBhsKx5MStToyeTGOlnNCvJ5adidXWGErWh2fPxAqmhM7JxJpiZF6UUk44MBqD8zDzneyb/bAA6z++IFeT6xoYxd9X7URnzwieeG03AG9PrPKXE3YYz3+uzL8n1lpjevy1rrKNoxje4EQ4lsBIJHXZRiOzx7s4QqWCWAPh1PE3vT0VmC0lMGQ2LB8Mx/DU63uK3hfgLiOelFydMNUUrZTG/v49sbLvb2A0io/83wvJ1Ui/+s4jcOyc1DfI/o3dU/fj9M8aydDY3e+5Nz8LzetrrQE/ERFRvpwgVlN9HY48YFLAownGyQdPhT3tSa5+TkTVMxaCWBmJyBwApwC4VVWTMwtVfQ5WYOviUu+j1MbuZibWYDieDJg01tcZ5WwBBbHi3iBWjsbunnGOmj2xGuuT5YTeyeSAmX0UcCaWWT5UyvPfZwR48u3zZa5MWOhtK2HUCMQ4QSZ3JlYZG7tHnXLC/HtiOatajgTcO8yboRiOeTOxhpIlmd73UKWOdzPAON3MxCohOOJt6P7Aqp1F7wtwZ/I5mVhNZWrsXkw54f0rduL13db3Hx85Yx4+fc5hycA74P/cRX3KCQvpiRXP0Ng9n6wxIiKiWuQEsY6ZM9nVJmAimdTcgAWzrWzu59kXi6jqxsInz69EJCYi/SLysIicZVx3jP17pc/tVhrXF63UcsLuIXcmlhMkaAjVJTOBaqacsMBMLLMnVltTKhMrvZww+J5YySCWsRpZU0P5gliquYMHuzyZWMXed7mYvbycCbg5aS9XjX80nkgGCCY1N7guz8bJ4BvOkPlSLRFPcCQci7uycQbDsWSw2/seqtTrax5/09vKlIkVdr+/Sy0pNI+fjub0nlh+5Xf5KiYTy/xC4Rv/cBRExBXEypaJVV8naG20HgN7YhER0UQ1Go3jtZ3WwjITsam76bRDrL5Yq7f3uapOiKjyajmI1Qfg5wA+BeA8WL2uDgSwWETeYW8z3f7tFwLvMa7PSERmicgC8wfAYcmdDIVL6l/SbWRyjUTjyd5ATfV1yQldYJlYaT2xcmRieQJQI9GEOxPLKSfMsjphEJlY0Xgi+Z+LuRqZk4lVTDZUn6fULp997DJWJnQE2dzdDFA44zcfR/9Ief5DNu/H1RMrx3PmBFWGM2S+VIs3MDUaTaRlh22wm7t7X89Kvbf7MwSxytUTCyi9pNBdTmj3xCrX6oRF9MQyS/ic9747EytzYKw+JGhrDAEAhqNx36C1/5j8g1jsiUVERGPRmh39yS9tJnoQ6/RDrWlmPKF4aQv7YhFVU80GsVT1FVX9vKreq6pPq+pNAM4EsBPAj72bZ9pNHnd1JaxG8ebPX50rEwr0DBWfjbV3yF1C5vRmqsVMrFwT7rBnFb6RaDxZWtPWFEKdXU6YyNYTq8iVABMJxebuobwynrzMgNPkllQQpZSeWEUFsWotE8sISjrjMI/FgXB5MrHM++lozr8n1lAyE8s/aFAt3vdnOBbHiCegu7F70N42vZywEmPvy1hOWEpPrPT35kOrdxW9P3N1S79MrFICuH63zXU8OUGuUJ0kVyitN4JY3s8tAK7M2dYm6zGouo/p1P3nH8QqpeyTiIgoKO6m7hM7iHXKIdOSi3QtZV8soqqq2SCWH1XtBfA3AMeKSAsA5xPDL+NqGvwztLyug1V2aP5cZG5QSnP37gF3AMwJiDWEUplYuSZfleINKOWaWHknbqPROEbsiW+2TCyznLDYoM1V963Guf+9GL94fH3BtzUn/H6rExZT4pgWxMqj7GpXX3oQq9igXjmYGVLO6xKpYiZWtuCtqmLQzvKLJzTQjDXv+zMcTSSPe8dGOxPLr0SuEu9vs1RvmqucsPj7Mss2j9zfatS6ae9Qps1zMrPFnIb+rp5YpZQT5ggY+XGy1MzAlSsTy+e5c4KCDaE6tNqZWIC7CX62MZmfqWagu5RgYzX0j0YD/WwiIqLa5ASxZrQ3Yu7UloBHE6zJLQ04av8OAMBS9sUiqqoxFcSyObMOhZU1BQALfbZbaFyfkap2qeoa8wfABnObUoJYmTKxzMbuQTX3TisnLLAn1nAklpzMtTaGUJdcndB9uwFXJlZxj9VZoW7ZlsL/k3Cec8DTE6sGMrECbexuvJ7RZE8ss7F77kys13b241eL1rv6DXmZk2H36oSZH7uVfZX6tzdoVE3p5YTxtPfCxj1WJpZfcKISATjz+JvRXlg54aJ1XfjxQ2vTep6ZGZOzOpoBlPa8O+WEDSFJvtfc5YTVXZ3QuT9zDDl7YsWc26R6YgH+z4tfANOdiWU0dq/hnlidPcM49XuP4W0/eTLQTFEiIqo9yzutsrnjD5ySzGqeyE471OqLtXJbb0l9RImoMGMqiCUiUwG8G8ByVR1V1e0AXgDwzyISMrY7HcARAO4px/2WFMTyNIbvGTYysQosJ9y2bxgfvP55fPGPy8tSouSdoBS6OuG+4Wgy0GCtTmj9ndbY3ShLK2ZSNBSOYaedxVRcE/bUazClAqsTAvllVDmrE86alCr/ynTfb+wewEW/eha/e2qD7/XlYL6eyUws41jsz2N1wi/8cTmufXgdfvvUxozbmBl8ZiZWtgCetz9TkH2x0jKxYuk9sTZ22z2xYvn1SiqVc/zVCTDFCMw6QbTF67rw7fvXpAUX4wnFZ29/Bdct3oA/L9vmum7Y7kFWJ8BUe5+lrAzpBEEnNTckT3QbQuK6/uLrnsWlv36u4OfI2b65IfVfWK4gvFlO6KjPtTphwmnsXpfsiQX4Z2LlbOzuysSq3SDWC5t6MBpNYNu+kWSZLBER0d7BMDp7rP6ux82d2KWEjpPnWUGsaFyxcltfwKMhmjjqc28SDBG5HcBWAMsAdAM4HMCXAOwH4Apj068BeBTAXSJyHYBZAH4IKwvrpnKMxVsSWIg9g95MLGtfViaWNYHKJ4jVPRjGh298AZvsyfJHzzoEx8yZXPS4gPQgQq5xeL9hMCfIbU0h1NdZE0pvNoprdcIiJvTOYwaKy2pxZWKZQaz68gWx/HrkmCKxRDIYOm96K7rshv+Z7vu6xRuworMXKzp7cdK8aThp3tSCx5iLq5wwnl5OmCsTazgSw9pdAwCAHb3pTesdI65ywvwysQZqKYjlOZ7DsfRyws6eYYRjcd/HVIkgllPq2dHS4Jvd9LW7V2J3fxhTWxvx2bcdnrx+33Ak+dzu9Cw04GRitTXVJ0vnSnnenSBohxG4bDDKCRev24NXtlplCSu29eKUg6dl3V88oVi9vQ9HHdCRfJ5bG+sxGrU+U3NmYiVSWVWOUI6eWM7z2Vif6okFpAdZrW3HR08s8/2a63ONiIgmDlc/rIMYxAKAkw9OnZ+/tGUfTj0k+7kMEZVHLWdirQTwDgA3AHgMwPcAvArgTFV9zNlIVRcDeBeAAwDcD+CXABYBeJuqFp9ChVTZSbGZWOFY3LVCF2BMikKSdxClfzSK/2cEsAB3YKdYha5OOBrzBrFSwb3WxnrYMSyYc35VdZUpxROaM2PCa8OeVDZAqf2r/HpiFRMY6y8wE8sMZh44rTX5d6b7fnFzqmzymvvWpGW3lcNorkysHD2x3tidel2ypVCb17U2hpLZL9mCWN4gQZDlhFFPdpVZTujEQBIKbN07XLUglnNMT25pQH0oPRvJeW96S1jNRSq8y0E7PbHaGuvR0mAFbEZLKidMZWI5Go2xmp9h+by+P3/8DVz0q2fxlT+vSD6nLQ2p7KhcpZTOc+ME24E8emIlbyOu+/IL7vgF6ONGYMx8bxX6GVhN5msR5PuOiIhqywojiHUsM7EAAPt1NCd7g71URMsTIipOzQaxVPWHqnqCqk5R1XpVnaWql6jqiz7bPqqqZ6hqi6pOV9WPqGpXqWNwSmr2DBQXxPKWEpoa683G7tknNL9evAGv7ux3XcLqm1UAACAASURBVLalhIbLDm8AJdc4vAGkvcaEuK0xlGrsbkzcwrGE74pthdiwp3yZWGZWSGPImpTGE1rwkveFZmKZQa/97H5DgH9QblffKLbtS2XJrNreh7te6ixofPkwm9E7E3DzGIjEE1mDU+t2DyT/zvb4zeua60N5LWiQKcASBG9moVlOeNjM9uTlG/YM+T6mSLz8gQDn+OtobkCDEYiJJhSJhCYD0oOeILr5meQtFx0Kp1YabWm0XqPhaPErQzoBfLOE1MwaMwNs+QT6lmzoBmB90+l8DpjlhPEczdKd5ySUobG7b0+seKqxe2OOpvT+mVjpgeJM91Ur3JlYDGIREZHlFTuIddjMNldlw0TnVEu8tGVfoKtpE00kNRvEqgVT7VW/vCWB+coWxDJXJ8xVYve6XbJ18PTWZBPnLXuHixqTyZs9VGg54b5hIxOrqR51kr46oTcYARSeTeXKxCpixSxnwj+pqd6VtZJrUprPPvMdlxmEmWZkg/kF5czm9U5D7B8/tM63hKkUfuWE3qwjb/Nvk3NcAtl7J5n309xQlyznyvace4MvlSonVFVc+/BafO/vr2bMdvO+RqPRePLxLpjdkbx8894h3/dQJZr3O6+LXyaWWf7oPWZcmVjeIFbELCe0Ak/xhBbUgH319j784IHXsLNvJBm47TAysUJ14gocOfIJTjuB3Z6hSLL3WGN9KHk8xRIKVcWSDXux1efzMRZPLyc0s7J8e2IZtzFXVvR7v/sHsfyvr+VyQvO9VkpPNCIiGj8SCU1mYh1/YPlbXIxlJ9tBrH3D0WSPVCKqLAaxsnAysbqzBKOy6R7KHPwyv9nPFTxyJqz7T27GvOltAMoTxEpfnbCwxu7mlw1mJpbZW8Y7UQaKyMTqSgWxSulfZa5MCJQ5iJUjMOdkuQDuRtx+97tss7XyS2OoDte8dwEAK+vNTOMuBzNDKmJPyr2vjbcc1mRmYmUrO3IHsUJ5HffextmVCmKt2dGPXy3agOuf3oSXt+7z3cb7vjB7Ys3qaE6WFA6OxgIqJ3SXxJlBJ29vsR7jM8nb88xp7N7aGEKzUTpXSEnZt/66Gr99aiN+/NA630wswB1EcuR6jiKxRDJzazgSTwbIGuvrkp87sYTimfXduPz653Hxdc+mBZqcjLr6DKsT+vfESmViuYNYhWdima9LtYNYvcMRPLe+O68yxlFmYhERkcemvUPJDG72w3I7aV6qD9ZLm/3PJYmovBjEymKqnTFTbE+s7ixliFZj99xlVYB7wjpvutVPaUtPZXpiZUqDVdWsGSUtjSGEKpCJlUiou7F7EQEBp5n+lCxBrHCBJV9p5YQFZGKZfbl8g1h2JtbCuZOx0Gjen89qgYUwJ/nOOKKe8Xh7f5leN8sJszx+cyLc1JBfGe1g2L2/SpUTmlmW+4b9H6t3nKPRePK90NKQCviMRuO+7+VCMpnylcxyaqlHg5FNFE0kXMdUWjlhlp5Yzr/bjcbuQGHZOE7p9Qubenx7YgHuvliOXO/rHb0jrqD5zv4Re1+SfPyxuOJ1u0/b3qGIK+vMuR5wr0iYuyeWfRujhyHgH8SK+K5OmPrbPI7iWT5rK+GjN7+ID96wFH9YujXntuZ7bTxnYu3uH8Wq7VxJiogoH8u3pr5IPeFABrFMR+w/Ce324i/L2BeLqCoYxMrCCXr0DEWKaqxtThi92QeNofzKqgBPEGualYm1uz9c8sTebyKWKUMgV0lUW2N9qieWsQ+/crRCegRt7x1x3XcxpVm99vM3paXRdXlTKP9MrO7BMC74nyfxid8vQzyhaY+rkEysqUYwzZstMhiO4dUdVv+zk+dNdWWxlL+c0N3/CgDCnoBNpsBZ73AEu/tTAaBsDcBdPbEa8uyJ5bnfSk2mzfvJlHXiHWevUUbbYmQtjUSrszqhqrpWJ0zPxDLKCSP5lxM6nyetjfWuJuaFfM449729dwRD9jHR0eLOxDKDQY5c5bhmjzgA2N0XTu4rFHI+d9w93LzvSeezzXy+zMpGv55aEVcmVuo58c3E8v08TX+Ppe6vekEsJ7j3SoZsQ9OI8byN58buj766G1/84/Kgh0FENCY4KxM21dfhiP0nBTya2hKqE5xgZ6e9tIWZWETVwCBWFk4mVjyhrv5P+XIysZob6jC9rcl1XWMB5YRmEOvgGamV7bb2lFZSmG9zYiB3kKa1KeQbxPIrJyxk2XazHxaQX0AgFk/gn367BO/932cwGI6hbzj1/JkKKSd8ct0evL57EI++uhsvbOqBN4kiV9nNsHG902sNSJ8ML9/aC+fpO/ngaWhrMoJYZc5GcvXEiiWgqmmvv7fkzPH6bvfrkm9PrBajnDDbc+4N2FWqnNC8n0wBUm8JlrlQQEtDKBnwGY0m/INYZW7sPhpNJAMik1saXJlFsXj+mVjeUtHBZGP3erQUmYnl95p6M7EafDKxcgWnO/e5P+ucx98YqkutdplwZ4t6swOd18bsgyUiyds7C1L87LHX8V9/e9XuB2YEsYwm8mGf58SvTNr8LPQeG9UsKXTG1pXHIiUjkdyB3fHAm01LRESZOUGshXMm+/4/PtE5zd037BnCvqHi2tAQUf74KZTFVKPsq5i+WM6EcXpbE9qaQq7rGuol+Z9Ath5R4Vg8GfSxygnbkteV2hfLP4jlP7EyJ4TeHjeAlYlV57M6oV85YSE9scyVCQFr4pcrg2HNjn4s3dSDldv68MTarvx6YuUYk/k4XulM/5Yl1yR82Lj91CyN3c005JPmTU2mJwPZ+1MVY9QYcySWsMtJ3ds4GT9eZj8sIMfqhPaxE6oT14IG2Z7z9NUJK5SJFc4nE8sTxBpxB7Gc4MZorDqZWObku6O5wRWIiSbcgci0nljG59hgJObKMHUyrtoaQ65MrEKycfw+P9J7YvmUE+Z4/23b5/9Z1xCqSwal4nF1ZXR5A+/O50a9p7G82VNrfdcgfvbYG7jxmU1YunGvqxm8WQbpN16/TCzzs8qvfLucbn1+C975s6fSlvhW1eR957PSrhm0HM/lhNkWrSAiopTRaByv2aukH89SQl8nm32xmI1FVHEMYmVh9i7K5+Tfy+mlNWNSkysYAdiN3UO5M1LMCatVTpjKxNqyN3tfrCfW7sZ7//cZPLF2t+/1TuClzci6yNT415zgm0EYR0tDqidWoow9sTZ6MrGA3EEBc+K1fveAUU6YuTdPrn2aQZRXtqY3WM8VxBoybm9mhHnv12nqftjMNkxra0RTfSrTpBzlhGYfHvM1jcbTs7CALJlYu9xBrJFoPGOPHyfA1WwHDRvtcq7sPbE85YR2gGXVtj78dfn2spViDeRTTpjIXE7Y3BhCs11mNhrx74lV7tUJzcm3cyw5JXKxeMIVYInE3JlZZjmhaiq7L5HQ5DHeVkJPLL/3UYe3J5ZPOWGu95+3nNDclxmEMj9bvK+n2d/KlMwgjSv6RlLPT/dQJHNjd5/PMP/G7mYmlvvYiJe5V9r1T23E2l0DaX2vzGBZPplY5mddIVmzY02mAD0REbmt2dGX/L+ETd39HX/QlGSLgpfyKN0notIwiJXFtLbU5KuY5u5O9taMtkZXWRhgN3bPo5zQbKzd0dKAKa0N6LAzG3JlYv3uqY1Yua0PNzy9Ke06VU1Ods2xZcrEMifi3gbprY0h1NVJajJoBDP8socKy8QqPIhlXr9iW19yIllKOaFZYuMXxMpZThh2+g1ZZZdOYMob4HAe77FzrZMEEUm+Pn4BQa83dg/gi39cjiUb9qZd96dlnTj2mkfw+yWb08Yc9gQ7HJmyFbyZWH6PxeEEQZzeUfk0dvcrJxyNxvHBG57H5+5cjkdf9Q/MFiqfckJvhk1aOaEd8AkiE8s5pp3m5tG4Ihpzv4fNx7jXk+LuHFNmuWtbU8hVTphvFpz5mWLqyCcTK1c5YYbS6cb6ulQAL5FwZWKNevYZTaQCUiYzCBYxnrvhcMx1G5FUc/e8G7sbn4Xe4yjm04OrFM77zFvGYD63fSPRnJ9VZuYdM7GIiMg872Umlr/2pnocuX8HAK5QSFQNDGJl4S4nLDyItde+zfR2nyCWUVaV0MxNfr0TVhFJlhTmCmI5WRe+2VDGxMYdxMqdiTXFk4nV2mjdvi6ZiZW6zj8TK/+JkVNOKEbyRK4m0Oak7WXj25BsqxPmmkSbmVR+x0LOckL7MTvPVVOGvlDO82yWYLUXEMS6bvEG3PPKdnzxT8vTFiO46dnNGAjHcPdL29LGHInFfQMQfkFIVU2uTGi+Lpkmx86kOhlwcYJYscyZKH7lhF394eR4/IKbxTDvJ9Nx6S372ucJYjU75YQZe2KVOYg1nCUTK5FIuz/nMSZ8evs5z6dZ7upt7J5vOWGmAHj66oSStk3RmVhGTyxvJpb39XQ+Y0OeckLn9gn1NsWPJ49RZxGOpizZs7kysbyvS7nLCZ0s2l5PryfvuHL9X2YGrrIt2DDWZVt5lYiIUpx+WDPamzBnSkvAo6ldJx9s9cVasa237F9gEpEbg1hZtDfXJ0vO9hQYxEokNJn1MKO9CZN8glj5BFH8si7mTbdKCjfnKCd0yiX8JqHmhMosHco0sTLLSrxleU6/LyfBwcww8Gvsnu+kvqt/NFnGeYjRCyxXwMjcvxmEmexZndB8/r2r8nnlykbJNxPLea4yNTd3HptZuuQEsfIpJ9zZN2L/HsUyoyZ/OBLDul1WPwMnqGFO8iPxDJlYPhO93f3hZDbS/JntycszZW3s6BsFABwwpRkA0OA89oJ6YsVc74VyNWV29cTKlInlGadZctbSWJcqJ4z6lxNWtCdWMohlPafe1QmB1GPsH42mBcud94f5PLQ31SeDrUD667pqWx++ee8qrO9yBxIzBcC9qxMW2hNrNBrPWAbXWO/tiWU2dvdkYjnlhHXeTCz7ufP0ExsOx5KfZc7z6/Q/8wukO7cV14qH1Wvs7pRLmpmCQPrxl6uksNhMrO7BMD5+y4v41aL1ed8mSAxiERHlxwliHX/gFIikfxFFFqe5eziWwKt2DzEiqgwGsbIQEUxvtwIf3QOFNXbvG0lNGKe3N6VlYjXU17kmc5kmcX4TVieItaN3JOsE2SmX8JuIRDJkYmXqiWVO2qZ6MpqcrA1nMmjuwpkcuzKp8uyzct3iDcm/zzp8hjGW/MsJTWmZWAX1xPIPIDmBxXx7YjnPlV8QS1WTwbCm+lRgsb05/0wscwJ734rtyb9XbutLrno4ZK9CZwYmI7GEbwDGLxPrT8s6k3+fekiqkWWm/jk7e63A2gGTrW/v8umJ5VdO6ApiDVcgiJVnY3fzeWpuCKHZDgKPRKtTTujXE6vBaewe17T7cx6jt5QQSPU8M4O0rZ7G7t4A7tX3rcZtz2/Fzx573XV5pseZlolVYE+s7b3+WViA9R5OlQMm3CWyaT2xnNJAb08s63fcEwAcjMSS43I+K5z3pW85Yczp/ZZ67pz/A2LxBLwxq3L3xHJKH3s92Xbe/1u6+isTxPrbih147LUu/OSRdRk/L2tJf5kXyiAiGo+6B8PJbOgT2A8rqxMPmpr8ezn7YhFVFINYOcxobwJQeDnh3qHU9tN9emJZjd1Tk6lME3q/0iGnnDChmVftisYTycmn3+TcnISZTeczBdNcmVieckLnsTmTwYRPT6xsK/L52bZvGLfbDYrPmj8DZx42PXX7IoNY3p5YTQWUE/plYoXqBNParMeVs5zQWfnNfq5SvXVS+40lNDnRNceW6ollbds/GsWtSzZjc3d6Jp5ZLvbAql3J48r5Fg1INfM2V5xMqH/GnrdvzHAkhpuetXqsLZjdgbON4KJvxl8skcxinD252fXYswex3Psa8QaxypWJlU9j9yzBhpaGVGP3cKZywoquTmgdG8lMrET6GJwgVo9PEMu5zpuJZfbEMp+XeEKxZof17aJ3sYtMr2deqxNmeY7MUsK5U91lDNaXAUY5YZZMrMzlhGYmltkTK57MlnJKDrP3xLIuM5875z79jqFy98RyMrH6RqKuUmLvc5srq9hVTlhAEMspY0xo5VYTLSdmYhER5bbc6Id13FwGsbKZO7UF0+15wSud6f1ziah8GMTKYYaTiVVgEKvfVcbWgPamkOt6s7E7kHkS593P/2fvTcMkucor4XNjy8zau6p6X9WtrSW11I0WJGEkQAuLMYtZjBhssDGLscd4wfBgz9ge85mxzcx8YDxgYzDm84CNwNjAx2IESIAQm5C6tSCppW5JvVevtVfleudHxL3x3hs3lszKqmpJ9zxPPV2dGRlxI+JGVL4nzjkvALVDYUrgMf2CnkYuCKhKrLRgd5qJlQx2ByC7E1ILzXQ1HIcge4BimVh//a1HZVH4rhdeoCiT8kiwNGvgQjKxTMqCwYovyaZcO2FNZGKF+yH2h+4LLYyFbQmAnDvTEaH0d9/Zh//6xQfxu7fuVrbBOVfymk7P1PD9x04CUL+EzNaaiupLgBIZotDXlVj//OODchvveN65MqwdMKs2xibnITjNtVGOgl+gK6feFXG21sQ4sfFlkVjHJ+dx608OFlJrTRcIdk9TJwIhYRFnYsV2wjI5f1lkXScQ+94buJK8kkSOyU4YncNThnuYzMQi87un5MF340YN9L0nTs3I46Sfb3r8tq8Nw003j/QkSCsTiZVFAtNQ98u0QFlFidXkyn1Kv8/kBbsnM7EacXdCTyixxNw12QnDc09VbIIEM92zumkn5JzL9bU4MEXmtU6gnZicT11PrdFSxjXXRndC+nfmbM8C4ZzbYHcLCwuLAhAPQRkDLt04uMyjObvBGJPB97stiWVhsaiwJFYOhBJLVx3kYZYoSXpLniHYnSnFVKoSKypYewJXLr9lNM6H+th39hsVObTIn6uHpAWFQmIpmVj5SqwVuhJLBLuLYlAhscJiaoSSWDkFzv4T0/h8FD5+80WrsXPjkJpflUMYpb0/lJGJlUeMmZQFgxVfkji5SqxoPohjFRiIHDpuxU4oM7HC9/cdD8/3wdOqzWqu3kwUj1/ecxQAcO/BWNbcjBQruv2PWvgE6UjJ0FqjhY9/bz8AYOtoL150yRqlYDcd9yPECrZOI7HSFE6ccyVIX+xbUSXWe79wP979r/fhf3zjkdRlBIrZCdPJhh7fk3OA2glp5l1e3lq7EFl3VFlIOz7qXfKy7ITTMhMr3ve+kgvGGHrEftXi8T9yLO5KqV8T9B72a8/Zgg+9bic+9atXJbZZMtgJs64focTyXYaLInJMIOxOGKvQ6Hr0dTaaqqpKgHYnVEisakOee2HXLGUosUT3QUpAt6QSy0BiddFOqBNilMBtJxNLJybbCXaffQqRWGEThu7aOS0sLCyejthzKCRjtq3sw4AWD2CRhLBcPnlq1qiAt7Cw6A4siZWDlf0hiXVqppbo9paFGapsCNwkiaVlYuWRWLRgXdVfwtaIyPrB/lO4+f/9ruw4J0AVXC2eJGmoYoGOrZbSMY4W+IO6EqukKbEIYSaKZJEtFm4ju8D5zt4T0lb3OzeeD6A9wsn0fuA6ijpGvFZ0TCY120AbSiwxH4QSy2RLUpRYBjuhIJmEIklXg1AVllDmfOPBY3js+DTGtBycmWojMWaq3hCkI51HX73/KI5GIe1vu34rXIflKrHE8kBsJ5RKrNT8tVYigLydYHfR8OD+wxOpywioJFaxYHeKcuBIIm+ekIi+6yid7B44PIF3f34PHigwpjyIfR8g9wSPWOr0uSzmzelpQyZW1dydMNw3Qc7F7z1MSCz9mqDns7fk4eU71yuEuwDNpBIEUtY1fTCyTK8bqsj7sQDtTthsqepCfX5La2AiE0t8XiUABVkYjjk8l/K6NcwVMU9oJlYjg8RK60jbCXRCjKoWE5lYWSSWgTwuCrpstztydopGMyTeb/vZmPJ6t+zIFhYWFk9ntFpcCXW3yMfOjSQX66DNxbKwWCxYEisHQonVbPFE6/IsUFVLb8lTcqeAKBOLqotyuhNSEosxhlvffg1ec/kGAGHB8A9RTpGAnvcxX1PXn2onTFFi0fEluhMGIhMrLqQFhF1psBJACCDyVEviyYXDgAvX9ANQSZ28YHgTITXY4yc6qrRjJ5xJsxMWVWIJO2FGd8I0O6HobDlda4BzLsPb9ULxDHni8wuXrgMQkhS/+el7kvtTbSbGTOesmPfT1YYsth+KOq0EroNX7grnnpqdlDwGRyZiJZawE+YFu1MLoyA8ZmtNZU5nWYHEfh3JCAQHIsVXASVWmu3LYSo5SnPF6PVda7TwP77xCG69+1AhdVgeJk0klhMrsfTjKo6nUGL1Bq6cU8K2SZVv4noWhCslNvYqSiz1mqgTAtxkGTS9JzKuTPY8AaHE2rCiIu3dAoEX2wnrWnfCpBIr/L/endAjdsQ6+QwlOjwt2N1E0ojXAs+R9zqZiWV4ONDNTKy6tq7xDCVWlqpYJ63aIrHOQiXWtx8+jv/nKw/hHZ/+qaJOs1ZCCwsLi3zsPzkjv0NYEqsYLt04KJtZ0SgPCwuL7sKSWDkYJU/+28nFUorCUlKJFQa7UyWWuVA2qS6AkGT4wGsuwyt2hmTFGU2yqj9p1ouRVDthyjhoga/bCaUSy2AnFEqPgbIXF/U5T+lFOPlgxZcWxbaUWIYCSife2l2nSYk1WPFRlsqMvEysKNg9IghMtiSqjqN2QjF3eBSYLEmsRnrh+porNuKKqNXvI2NT0HFmNt1aBqgZZuJ1UfgNVHx57Cp5SqzxUInVX46JXGl9Syl0TWQa3W8gJGbSlCziuByfqirHVEdV68iYRkSmFeQVP7TdUTWaUK75HlNILEGoieOxEIjzoNoJMzKxtGD34b4g7ngZjZcec3E9i3NLbWJ0Lul2wloz/r+pA6EcqxfneK0fEiRW+vV3OFJibRjqwUivpsQiitZmiysEd0KJ1cxWYumZWPQeKo5vfN2m5wwGniOJMqFKpcdGjmdRlVjx2PX5cHwqfQ7qxGQ7we70s1nX3VJCXHf1JscY2W8b6m5hYWGRD5rrZEmsYhgo+9i2sg+ADXe3sFhMWBIrB/TJ/8k2crGoPac38IzB7kXshJMGJRbFiohs0Ekr/UmzXoxUU5RYaeOgJI0+Fl2JJQq3aiO2V/WVvLg9fU5hdGYmHDsly5Rg9w66E5qOHyUR85RUIo9qFSE1ByteISVWaHMK3+/RSCw1EyvbTgiEhISwCrW4GjpOianh3gB//sodifwfgaxOdYBq/xRzSRA0A5V4PFQxZrYThkWkICuAmMRII27pOMTxbrZ4gkTWw98F6LkYm0i/ZilxA2QpsVJIrIj8pSSWGJPvOoptUlg9TxvIw3ZhUmfGHfZa6XZCQWL1lmTHQPGEVSgN6X2pEsRZX0BI5AqrJpC0fdYUJZZ53gHAs88ZBgBcf/5KeezSSOTwvIfjXjNYVsjVcDuOogBVg901JZbWaVAgLRNLJbGK2wkD14EQe4njY7JpdzUTSzt+E2Se6fPh5HQtlQDWr4H2SCxy7M8SJdYsGX9RJWe3wRgL8peysLCwOPsg7HBl38EFkTPCIh+7SLh7O1E0FhYWxWFJrBys7ItJi/2GAPU00AK54hsysdxi3QlNBSuFeH2m1lQKMJrnAmR3EutTSKy07oRRaLHnKBYyILYdOZF+lnNh1Yq32d+BEot2E1Stl9mFlVg/dQ/qnQnD95kxYF1Hq8Xl8btkfdyZpagSiyoUenU7YUp3QkqMCMIBAE5N1xTbHv3MOClcV/T4uGBNP379uVvlaxeSLyAmVaFJAQUQEkuoAkmwZ16w++FIebQ2ysMC1EwsveEAoJJYK/vjz9F8LSA914bOj8MZlsJpjcRKK7zTrglxjlQSK1JiOaqdUJyb8dmacZ/bgZHEcmNLnX59TWnB7iO9gbzmxTEQ557eC3Q74aPHp6APPS0HyRTeLvDynevxg/e+AH/3y1fkXn90/b0lVyFXAaF6Eio0tVnBvHafEGSkp1kdXZKpRTOx6PzwpZ0w/R4mQ+BdFiuxligTq66ti+bj6dtutrhRiQmYwvqTyr40UMLrbLETUgUtJa70v4+LjMOMsf/OGNu0lBu1sLCwWCjujexwl64fyowJsFCxMwp3n5pvtFU7WlhYFIe9I+Vg7VBFZt78yZcexP++/bFCxYewE/YGLhyHSbWSQKh4iFmWNGKnKIkFqE+ac+2EZHs9hboThp8v+y5KnqMQRD2aEgsICyVqT+srxyHoeZlWogCjSqx2QtjF+yv7SjL7Z6jH/DDclE2lgx67S9YNyP1YN1SRSqT5jM/TwlAQgMbuhIqdkCixyNzRSRn6eVq4iv195w3n4eJ1A2AM+E9Xb5bvm5RYNPeLdpOcknZCocSK55wS7G6wXAol1lqixKL7ZrJUzSgkVkymjU3mk1icq7lIRyfSSSyavQVkdSdMtxMCUBoGTFUjJZYXE6RnZmuS4Kg3eYI8awf1ZkvOJ0omii+XjVYrkb8krsPTMyFxOdwboD/6rFCOie6Z9F6g2wlpZ0IBStBSe2jel921gxW4Dsu9/uicqvguegJPIU4Dl3YnTFdicc4TnQYFaDB82rn2pJ1QqEnTlVi+a8jEMnUn7GImlq7EUjKxDNs+PmlWKJqu4aJqrLOxOyEdE73elzjY/csAfhvAPsbYvzHGbljKjVtYWFh0grlaUzZzER33LIqBWi/vPWDD3S0sFgOWxMpBX8nD+15+CQLXQbPF8YH/eAT/67ZkOPO3Hx7DL3/iR/JmJYq7nohEyQt2N+UDpRWsFJTEmsiwS+it0quKwkFVYjVbHAdOzSqKEaFwCAksphSSvVomFhBaCkVBD4T7L604OU/2x6USi9gJCVGQZ1Wh2TS/8fxt2LCiIkPwdcSKqCwlVfzeyv4SPvS6XXjH87bhFTvXF7JIzmjWUrrdtKKb2if7iBLrUJQPJFAz2Al7AzfOrApcfOEd12LPn9yM689bKZc12wnjsYxQJVY05E6DnAAAIABJREFUr6aif6kyzCfd4RKh0CTHap2ixCLkreFcTqeQWLoiylSI1ptcUQtlhbvrdsJ0JVb4uquRH4KQrJiUWOT61gkDSjC0C0pUDxJbpxJOrl1fM9WwIcBpqsQSdsLoGEwblFiVaK4KEsNEYilh3mS7WZlYFHkkFiVQxHioGivwmNz3ar0JyolSJRZ93XXMSqxGi6fmtAW6ndCUiSVILC8m1qSd0ERiddFOqF8bSndCwz6l5WKZLMFFw91nU+bCcoKOSbETLiGJxTn/NQAbAPwRgMsAfIMx9hBj7LcYY9afY2FhcVbi/sMT8m+YJbHawwWr++V3w902F8vCYlFgSawCeM0VG/GFd1yLjcOhmuTWuw8lLEF/8bWH8b1HT+Jj390PICYERGi60U5I1UWGL/0TKQUrRRqJ1Y4SS8/E+oPP7cF1H7hd7gsQF21CeUMLd6HEcog8q9VSg8L7y16mioFCkDErqJ2wjfwqQZIFnoN3PO9c3PmeF+DZW0eMyxaxE1K1SU/g4UWXrMG7X3QhekueVOHoY5qvN/HTJ8+g2eJKISWULrLLGfkcLbopaUeJBdGpTaCm2AnDc66rzkqei4GyLwO7gdhaRjFNiE9KFIi5JJVYGqEq5oLenZB2JlxHM7FysuBMmVgmmEgsnVw4nBGkriuiUjOxIoJAJ6KL2gl1BZmJQCwK5Z7Qk1RimboTTlcbmKo2JNEx3BtgQMvEkt0zFSWWo7xnahCQpr4pajswNThIW7+YZ5RgDVxXklBZ55Mek7Rg92JKrPT7Bc3E0ju1mpbPC3bnnOOOR45j98HxXAuqruqayFFipXUoNCmx8u7X8rNnpZ0wnhOT8/T38PjQ++xignN+hnP+VwC2AXglgIMAPoTQavg3jLELl2QgFhYWFgVBFUS7Nq1YxpE89eC5DnZsCONHLIllYbE4sCRWQVyyfhBvifKFTkxVlYKu2mhi34nQ8yzIARHsLgiiwFNJq8BjucX8ZErBSkGzniYynjRndSekofONZgs/3H8KAPC339knC0FBUAjShhbugqijdWuj1VKKSqrEynpKP19vym2t6KXB7u3bCYMChXQRO6GJhIrHFf6/0eKKpef3b92DV330Lrz/qw8pn6fzQd9ukWB3XYlVVeyEEfnXa54r1JZotBMSJRYlj2ISS3QnVMkcEW6vzzHaiW/toJnEMs2FNDuhDjOJpRFpbWRizdebCbKAcy7JBp3EMtkJxVNL32PyHM5oxEBaHlER0H2mZKIgWUJLXZLEOj2thv7LTCwt2L1XycQKfxfnVdgKaLh6mvqmyLUH5F9/c4oSK1yWWl2pLVs/zvQ4UMJID513ZSi+molFITOxUkhrug+B68BlaqdWU65ani39K/cfxZs++RO84n9/Hy/84HfxmR8dSCWzMrsTGpVYZhJLz8QC2lFixdfT2UJipSuxIuVhYH44tFjgIb4E4D0AvgOgD8A7ADzIGPtXxtiqJR2QhYWFRQpEHtbawTJWD5RzlrbQIcLdHz42ZXxAZGFhsTBYEqsNPJfYsb6396T8/YmTs7IgEV+UZVFIviT3ErIoaSdMFieqEqtdO6EW7J5R4PUEqp1QFPdnZuv40p4j0fLh5wVpQ8PdhWWS2nRaLVWZU/IdkomVfjOnBT4l6GgIe1E7YVa4tEARYs2UaSVAtyHG9cDhCXzl/qMAwidZNGtKZmLlBLsrdsJSeiYWVR6ZssQoyn6c1WNSYk1pwe5i2TOzNczX406TCSVWYD6vlEBaNxR/AQoU8tYU7B6vhwbM62iHxLr/0IQkZ+PtqNdIiyfHQ/+fTmKpcwKIru8UImchdsKThIyix0Z2JzTYCaerDeV8j/TFmVhz9bAhhCAO6f1K7FdoC61J9Q7NephLUWK1aydMsxirmViRnZCQWL7LFCUVBb3/NMl51O2Ewo7YylBiCeIrcGPSWt+ezNzyWEKJ1Ukm1pOnYsJ679g0/vDf7sd39p4wLquvnzZ5oPcYMa5UJZbJTljgy3eLdGDVt7mcoPtDLfbi3kGt2osNxpjHGLuFMXYngLsBbEVIZm0B8DsAngvg/1uyAVlYWFhk4N6oM6G1EnYGcdyaLY77D08s82gsLJ5+sCRWG9gy0oMNK0JFyXcfjYuJR4/HqizZsl4EJRPiiqocaCt7wFzEFSGxBtJILK3A161StODU7YRU0fCpu54A59ygxKLB45ESiwgcmpwrRZrnOJmdvQTOzMTj1smYIqop+n6RQrpdO6FuC6UEhjjGH7njMfnaqZmaDM0GSCaWtH9xqdZIC3ZXSKxMO2EyS4yCsbjBwKmc7oSB68j1nJmtKwXgQNlM5ugFMLUTrqGZWF48UUwqEaEO6g3cBHFEYSSxDETaoTOzePXf3oXXfeyHuOOR44ntKJ9P6WgHJAteQUimklgp828hdkKaZURVar7sTmiwE843lPM93FtSjutMtWG8XwnVYa3ZUmystM22EuzegRKrRK4/k8porp4kgIf7VCWW55i3Rc9lnZzHpBKLZGKlkliqEkuMed+Jafzmp+/BbT8bk3PZJ3bCFs8gsXIysUzvHzw9a1gyaU2k1wYlYkWX0HbshEWUWHonyKIWxMWGosQy2Amz7i/dAmNsPWPszxBaCD8NoAngtQC2cs4/wDk/wDn/MIC3A7hu0QdkYWFhkYOjE3MYi/I8d220VsJOsJMcNxvubmHRfVgSqw0wxqQa68ePn5akxd6xabmM+HJssufQL8y6UsNUzLetxJpt307oMJWQmqk2FIXBg0cm8dMnz8gixZSJVZF2QrU7IV2P57BC3QnHU5RYAM3PyS6qxPtFSKwse5CAKZdHH5NYx2PHp/C1B47J105OVbVMLVfZLhCTeooSi7xf9uOi+Iym4lG6E84ks8R0CJLCHOwejtNzGByHyeM/PltTOnsNaHOxnGMnHO0rKcqyPBvtDLHi6vZNClM4s34eZ2pNfHH3Efn6R+7Yl9gOhZ7rRRWSRTKxBHyXpc6/8QXYCWlIvKLEInZCnZBttLi0OwNhyD4l5KbmG/J+pQS7k/2iJNbGFT3y97QcJL9NJRZgVuXN1ahiNBzPaG+83yUvbiygg95nKCGkk17C+tdsJQlAAUliKdd7E/9w5+P4yv1H8SdffEBexwFpdpCViZVnJzSNJa2rXlKJVZekIL0mRDZdt4PddRvi2aLESrUTRn+n9YcSi4QnAPwBgK8DeBbn/HrO+b9yzvWDtB/A2FIMyMLCwiILwkoIWCVWp1gzWMaayIZpc7EsLLoPS2K1ievOGwUQFgY/eeI0AOAxosSarjbQanGpvukN0pVYtIAzfemnX7p14kCg5LmShBIFDuc8GexeU9dP7YE+KerGDUXSJ+96QhaEoohTM7GiYHdSTLZIlhAQFtky2D2DhKIkTcdKrKYYazoBIteZosT6wj2H8Huf3Y0TGgmVpcSqNlr4yO37lO54M7WmYuWSmViGoHpadNP3QwWVeV/EvjaaLak0SFNi0e2bsm8EiSWOszj+Z2bq6lwsm0ksXe0nlFjUSgjkZ2JNC0Kl7CXsmwCkzbGInRAAPnf3Qfn7jx8/jT3Rl4kpI4ml7gNV8KTZCXViE8i2E55eAIl1IlJUDfcGyv1DEDOhEitJjjxwJJSy9wYuVvaXFDXd1HxD3q+otZgee5rFJhpcAOo86kSJlXcPpNeeOM5i+4wBg5UArptCYpH7jKoK1ZRYCgGYlonFEuOtNlrS/nxkYl7OPd915L2wGW3XdE7ygt3F3AvcWMWq28TlurT1N1pcKmrFefFdJrPu2snEyrJ/C2TZ1ZcTqcHuc0nSdhHx3wBs4pz/Kud8d9pCnPPdnPNzlmJAFhYWFlkQyiHPYbhk/eAyj+apC0EAWhLLwqL7eFqQWIyxPsbYBxljRxhj84yx3Yyx1y3Gtq7dNiqL6O89GuZiPUqUWJyHRbhQefQomViExHIdxdbSqRKLvieWn6s3EwWSbvegljvHYST/KN6m+IJ/24NjmKqKbk6G7oQlYSfMUmI5hfKnaCaWTmIVsSMq+9ZOsDtZZ7PF8Uf/9gC+cO9h3Hr3wZxg93gbJ6er+GKUIUaXO0AsQHF3wmRQvSi6PYfB08beXzaff/FZOleylFi9GUHGNVKE0/Wcma0pBaAe7B7bCdXzcnQiVHusHVRJrDz1jbD59aUosURIfBE7IQA8cUq1YP399/YDMCuxdIKVEjMJEitIWmsFsuyEupquHQgl1kotK0zcSxpNbrw+HozyGDaP9IIxhr5SPEfOzNbkZ3qV7oTx79TGtmk4VmLRY6h2JzQTSzqUDq2GeyAlFQVZesP21fiN523D+1+5Ayv7SwoJr342RYmlja1YJpZQYsXHpNZoKc0Q6LKeltNVMxD3eZlYYsy+y+RDjImUuWNal1D80fuhWI9p3IC5Q2cRJVZW45DlBL13TxmUWEtEYh0AYDwgjLFhxtivLMUgLCwsLIpCKLG2rx0wqs0tikFkiB6dmMexifRu2RYWFu3jaUFiAfgCgDcifOL5YgA/AfDPjLHXd3tDgz0+LotuSt/dewK1RguPn5xRlpmcqxvtOX1asLvrMAjeJ8s6UvadTFXRUCVQlhdPmSn0J+WxWsmR4wFUq9N154/KZQ+enlOWFyoNz4kD1x3NTkiJNLcLdsKgwOeB9jKxSgZ119R8XRZlR8bnlEyrRLA7ITAePzkji9abLlotXxcEgMPi7QWaLSn8Nz2QnjYFoBCfocQI7R6nI8ueJyDGJhRd47OqEksn1ASJM6/NsbHJ8A/2Gq2rTVDUThh4KBvmvSBRiiqxBMR8+toDx3DozGwi2B1I2gkp+ZHIxBJ2QsMYfVftPkpxZgGZWEKJtWpAJbEE6dlIscQJIm/LaHjs+sm+0C9WandCQmJFdkLPYUq+mRLsHh2rwHXAWEESSyOFdFByRIzHdx2850UX4parNgFQbcwUlJBRlFjaeRHke1YmllC66XZCqhQT8D0Gh6kkllGJlZuJ1ZLj1R9U6DCtXzQQkEos0iHXRKoBsfKNPjTRVbzmz52dJNackokVHo9Wi8v72RKRWJ8EsC3lvXOi9y0sLCzOCtSbLRlEbq2ECwNthLP7oM3FsrDoJp7yJBZj7CUAbgLwDs7533HOb+ecvwXAbQA+wBjr+iOE66JcrIePTeE7e08kVE8npqoQLynB7oHo4sciAot03MsgsbJUWPR9YQU0FTr6E3ZBBAUJEiv+7DXbRhPr0TOxKoErC1ZPz8Qi++Q5rKASqy7Xrz/9KfJ5oM1gdwOJRY/fmdmaqsTSxkQJDNqNj4ZfCyVWb+DJY6UrOoCYzDI99UrLbhGfVcm/fDthFgKDEkvJxNK7Ewo7ISmMmy0uPzOojcfPUd8Icqmv7MFxmKIICjxHEjjtklh/+apL5dg+/aMDyj7Fny+uxBLnyXGS+Vc+sYDpWIgS60REDNJQdwDwHRHsnszEotgy0gtAJeTGpiiJlcy6A2Iidrg3QMlz5bU+a8jEKtqZUF/WZDOm117a0+C0TKxGi0siqKHl81HQ7oZpJFbgJe2E83WzEitwHan2kkosw3pzM7FasRIrj8QyEWLiXk6VWHn3UKGmpER4sUws9VqqNZe/nTjnXJmfQk06U2vIv8995SVRGGQxumWEQe8WFhYWZwUePjolv0tZEmth2LFhUH7HuNdaCi0suoqnPIkF4JUApgF8Tnv9kwDWAXh2tzf40kvXyt//4msPJd4XChRAtW+JwpEqUWSXOkMWS1ESS1hExNNl2klOQC9EBGkmihpRdI3PxWTIxesGFMUGEJM2z7tgJVyHKYojJdhdy8Ry3WJKLGEnNFniimRqAXGB1lZ3wqaZxDo1XcNsPc6K0lUcVIlFSawLCYklOgpSQtOUBaTnjlGkKQZqBiVWpp1QWw9jSeuXrsSqNlrKnNbthDLYnRAOtPOfPn/p9kzFtK5ipMTKYMWPC3oDGZQ2N7aM9OCFF6/B9rUDAID7Do1LxRe9HufrLTx5agb/+Z/vxTcePKYoXPRrgZI8ZQOJlWon7FCJxTmXSiydxKLzUlzrpjkjSCy6L2MpSizFThhlYokwebHvc4ZMrKJWQkC7DjKUWIHnpCqu9GuSQnwRV4PdNTshzcRKUUeZlVgtoxKLjrUhlViG7oQ5JJZUYjn5SiyjnTC6l9fkeXGUrqgmiAwpSmKZLIbJz519Sqxas6UQhbVGC/P1pmKN7i1l/23tFIyxTYyx6xhjotvgLvF/8vNCAL+H0G5oYWFhcVbgXqIYsp0JF4aewMMFq8N6gIblW1hYLBxPBxLrEgAPcc71auI+8n5Xcd7qfly+Obyx065fAkdTisKf37EWQz0+funKjfI1Xz4ZTxYKomDRlS869ALH1LUtrcgQxJAo0sZnaIC3h0s3qIGOgrR50SVrce8f34T/+ZrL5HsOsRC1DN0JiyiphHrApCZKC2HXUSXKgzwUUmIZQvoFSooSKz7v562KSSxRrNJ8NFMWkLQTGhQnaSSWICOzssQo9H0oe27iOAkSgq5HqMk8TRkFmIPdKZE6oJE/SndCkxJrXnQnjNV+ApTEmoqaKFBQgnQdsb1de26oKjx/dR8AYP+JGan4GulTC/ZPfv8JfHnPEbzvKz/LzsQix0FXCWUFu5/pMNh9fLYuyYdV/apFk+Y8iWt9RW/yvrFlNCKxSPF+LIV0p/NV2CzFsRLWPkridKLE0kkhHcKimmWDTVNi0XXS86jbPF2aiZVybxH36UQmliEI3XcdaVFs8QwSK0dRKog3jyixTA8owvXnK7FKniP3Xc8sFBCk4WDFlzmJ+t8OExIPSc4CEss07sl51Rq9iHbCXwVwB4DbAXAAH4l+pz9fQ/gQ7kOLNQgLCwuLdiHIlhU9PjaP9OQsbZGHnZGa7f5DE7l/9y0sLIrj6UBijQA4bXj9NHk/FYyxVYyxi+kP0vMrJF5HiChAVSEpGTOk+LpiyzDu+S834U9fdrF8rZyhTpqYS+aTmKCTWKaQ77QiQxScQVQE045tvSUPO9arUmJqnxso+0r2TaYSy4m7EzaJzUeHVGIZCnBBoOV2J8zIltJhIrGopfL0TGwn7DGEopcNSizGwjBzvUCihbje5QyISaBOlFhZWWLqGHQVVVIxpAe7AzGJ1V/2EnlHgmSieVJZTQnygt2FRUuEj/f48ZgpicU5EpZAWjwLwgYAfi4isbaOhiTW0Yl52aGNkljVRgsnotdPT9dUEislEwswkVhJi6GYK9VGqxAxoIN2lEvaCeNtifk6bCAzt0RfSMt+HD5+bDJer6LECpLzUCixxDwydSdMywIzIb87Ybh+UwdIgTSFFhBfU03tXqR8vkAmlrBr6vbHWUOumsg7BGIiSlyn9H6R351Q2AkLKLEy7Oj0vOQp3+TxDtzYJlzITnj2KbFMnRYn5xpLRWLdCuA1AH4JoZ3wjwC8Vvt5GYCtnPMPt7PihTSyib7v/CNj7CRjbJYx9gPG2A0py94YvT8bLf+PjLFVOeu/kTHGo59kHoGFhcVZD9FJb+fGocL5lhbpELlYc/Um9pJGYBYWFgvD04HEAsInnZ28BwDvAPCA9vPFvA3+/KVr0U++AF8U2ZQATdmgfUl2tAKqJPOEkl/6J9vMxJqtNVFvtpQv6aujUG29EBHBviVX2AlNYeIeLtOUWKZObAJOwe6EQLoaq4gSK+spP+e8TTthePzTlVh1TEedGfVQd0BVZhyOSKyhig/PdTDap+4DVbmYuxNmBbunKLGi8yjshJ7DMguzvlJSRaUfJ91OCABPRsHgA4a5KIhNat+hc1D/jKLE0uZBtdGU56/PoMQaqvjK+vSingZWn7cqJKwcBlyzNeSyt66MiS0x10ZJp7/QbhS+PltvKiSbfg7KKZ38xD7qx/WciEADgNMdqLFOEBJrVcJOGF97Qh21Qgv47wlcSX4xxiQpR+2ElGitGEhbMacrBgupblEugpJBkUghyPcsEivLvhgrsdK7E7pOrE7K706oWk9nDQSP77JY3SWVWHHoPc3gykJsJ2RSzTg13zB+rm54LdGd0Mu/B88T0lBaRp+idkITiTU1X1fuGYtFYnHOH+Kc/yvn/PMIVVl/H/2f/vz/nPMnOlh9R41sGGMlAN8CcAOAdwJ4OYAxAF9njF2vLXs9QqXYWLTcOwHcCOBb0XpM6+8D8PcAjnSwTxYWFmcBzszUZLOqXZuslbAb2EXC3fccspZCC4tu4elAYp2CWW01HP1rUmlRfASh5ZD+vDxvoz2Bh5ftXCf/L+yFgG4nzA6OFUWR6Wm3IAJMxAEFVd5MzNWlgguIFRu0EOGcyy/4Qt2kF3ZASLpculFVYmWpmxQlltadkHbmA9JzsTIzsfwk4aSj0eKI6sa27ITVlEysZotLpYrRTuhTZYawXJWUfwVSM7G0YHdTJ8qiSqyhniDzyVmPIZw8VYlF1HAnoywmk7WVKnbEPKbHUP9MViFNs7TEPvek2An17QAqwfkr127BjdtX4Y9fepEkdLat7IMOlcRqycycUOkVr7/iu8ocV5VY+ZlYlEDrJBfrOAlgT5JY8baEkm2w4oNOhc0jvcrcELlYx6fyM7EExJwW9zVFidWGjVcgNxOLKIPS4Drp2xPzkWZG6UqxOBOrlZoVJZah53lyvi7vNRSUqBL3wJhYj0Pxc5VYpDsh/RswZbAUUiWWuM/G3QnjgPiA5tGZlFj12L4p7kPFgt3N3W+XE2Y7YUPJxFqKYHfO+ac456e6sa4FNrJ5M8LvN6/lnH+ac34bgFcD2Avgr7RlPxC9/mrO+W2c808jVI9dAuDXUtb/FwDOAPiHDnfPwsJimXHPAZKHZUPdu4JtK/uk6GG3zcWysOgalqS/9CLjfgC3MMY8LRdrR/TvA1kf5pwfB3CcvlZUPnvLVZvw6R+Fmaw7Nw4h8BzUGi3FTmiyoFEIG5KuLqo2mtLaN9ybnnEEIFHUCyVJb+BKAkF8oZ+ar+O//PsDuO/QRLRMOD5fKwRFwb5usIyR3gCnoqI7rUMYYOhO2IqVBIyxXBVAs8UlKWHKdSqixKKFWbvdCTnnYIwlMsUOR6HWeUosgZHofGUpsUx2wjgTy2AnLGeTWGdmxHHLJjx1Iq7kOXC0Wk8UwaZzoIe6AyrZMVdvorfkKdk9gz26EiueJ7ryhdoD+6O5S0msAY3E0jOC6NzYPNyDj7/xSuX9c4jFUEDPxJoi55+SZL7LUPYcmYNE91vPMQsJA43EItvuJBcr205IMrFEGLrroC/w5H3knFE12yK0a87JTm3njPZi03C8jCmHKg52j+yEtDthB0qsosHuWUqsrEysmMTKsBPKTKx08kUQX0K5CaQTkdROKDLbYoKPwXMYqoiJp/l6EyXPSfzdoeSTfo/Xlao0uH60r4TD43OyW207Sqw5gxKrWLB7uq13uWAK3Z+cUzOxeoNFC3b/YwAf55wfiX7PAuecv6/gqrMa2XwGYSObuzI++wjn/Adkww3G2P8B8H7G2HrO+WHG2HoAVwJ4L/1OxTm/izG2N1rPR+mKGWPPBfBWAFcjtElaWFg8BfGTJ0ISy2FWidUtOA7DpRsH8f3HTkmrpoWFxcLxdFBi/RuAPgCv0l5/I0JZ+48Wa8OXrB/E+1+5A2+9bitevGONJIwoiZVnVxBP9vVC4eR0XCDpBasOWuCMz9YVBVccut1Co9nCqz56F764O1T7j/YFeNv1WwEAvqcWUEKRwRhTwt1NBIsAtUq2SCaWKOgo4WNSYk3OxcoGo53Q6z6JRdVhomgc17reiXPRayAkTco0QYroSixKgpUMxWRWd8I0O2HcnVAo2LIJT309Jd9F4OkEjLATJgu8fkM3L0rgiCJ4kqgB9WB3Su7oQdoqiRV+jtraBiu+ouxKKrHC7bsOM1pkK4GL9UMV5bXR3vg8VRstRamhkliOsq+VNu2EihLL0FmR4ta7D+Kjd+xTguuFnbDiu4n7imlffc9RyM/NIyqBR+3QfSUPf/fLlysET0isqOuUwe7SThgfq25kYu0/MY13/su9uOOR8LmCJLGygt0L2AkpyaMT9nEmVivfTkjuf2mW0MBzEmoreWy0zoX7T0zjyj//Jl710bvANVlXgzwEUIjbuSQ5UydKM/H3QnTvrBXMxGq2uDxeNBOrk2B3fd2tFsdd+04qXU4XGyar5+R8XSG+85TSC8CfAthAfs/7KYqFNLK5hCxn+uzFZDlkLKtsgzFWAfAJAB/knN+TsX0LC4uzHD99MjSvbF87sJiZgc84XLYhVLXtPT4lmwpZWFgsDE/5OxTn/GuMsdsAfJQxNgDgMQC3AHgRgDdwzttPUG4Dr3/2Jvn7QNnDyemq8oQ7q6sWEBM7VZ3EIqqL0b5sEmtAKXDqSldDYfWarzdx4PSsDBV8zrkj+OAv7ZIFj6cVdjQ76dINQ7j9kRMA1GB3Ha6SiQU0RXctSWLRgjV5WtQOewayRKqm0k9ptV0llqsW0YHnpIYnm5VYBhIrIkX089arkFiU0GtGY0+3E/ankVhNYScUWWLZyoJEsLth/IHM/3HRE7iKVShPiSX2QRxDhyWJXN9NV4NQq5RQYvXqdsKeDBIrgwgU2LqyV+aXAUklFi1yKWHgOY6y3jw7oT4GmomVZSf86ZNn8O7Ph/XjuqEyXr5zPYBYibVqoJRQ7ZhyoQLXUY79ORqJJRSeDgM+/PpdOH91v/I+Y2EnSnr+V8pg96SdsNaJnVDLxPr4nY/ji7uP4MEjk3jeBasUZVAaigS7U7tdMhNL5FeZ1WAOo0R8PF7aydV3GVFOOTIfsClJrPg9QTg2Wxx3PnYSU/MN3HNgHEcn5rGOEKz0M1kW2nD/VCUWEN9PTd0Jw/Wr+0ofpFR8Guyer6rKC3b/8n1H8M5/2Y0tIz24/V3PW5KwYKOdcK4hr+newDWSv90A59wx/d4FjADYb3i9SCObok1wRrTX9WX1bbwPgAvgTzK2bURC6F/hAAAgAElEQVQUFL9Sezm3sY6FhUX3MV9vYs/B0KVx5ZbhnKUt2oEId+ccuO/QOK7dZvteWFgsFE8HJRYA/CKAfwLwZwC+jlBSf0uU47Bk6DdkV6UpaARoxzKKExnWIR1pdsLBii9Jp7l6UyGJfv25W5X16kUwVXBQJVaWIoLyYDQTSxSAlFQyFUZUnWJSFJXaVWK1kYlFP5tGYpmUWIyxBFkxnGInpHlUJltPO8HuosAUpE1xJVYy2L2kHSefbF9fnykTq6woscLxiDk4UPENhEt6d8JJoxKr/UysTBJLsxT2l315Pibn66kh/4HHlH1N+x0wdyekJFKWnfDzPz0of/+PB4/J349HKpaVBlJbJ6HD8TrKvNFbZb/luq24dtsIPvi6XXj+BeamYzp5JAg/GfpNSSxBunRoJ6w2mpK8F/taRImVpfySSiylyYQ6H+n/TdY5SnTQ8VIl1nbS2CPwmCTKBIklxuG7VKXVUhSpuv2tQRRUWcQtXRaI7czCTqh0J8wI0qdEVE/gysYFHQW7awTZA4fDwuiJU7Op99duIy/YPa9hylmMhTSyaeezacvK1xljVwH4HQBv45zPpSyfhY4a61hYWHQfDxyekPfuK7ZYK2E3sZPki1lLoYVFd/C0ILE459Oc83dyztdyzkuc88s45/+y1OPQbVOukyQ4dMR2P91OSJVY7WViiWD3gYqndJg6TZQDwxo5oReClLB5zrmjePY5w7hk/QCuOif96QxVYrV43J3Qk8qeZA4UxTgpCk2KIqnEarYS1hsBqvDSc4pMMJFY420osYAkgSHOV5YSy1RMZmViUfLJdZgkE9pVYiU67PlJ2xsdm74+U5MBSnTMa0osE+nlZ4RLUyXWgCETa7DiozeIA9bT7IQmNZvAtlVquHtvyZWKNJo7pa8/ocTKsRPSa8p3GQYqniTm0pRYc7UmvrznqPz/dx45IffpxHSsxNJhstT5LpPbA5J5YJdvXoHPvOVqvOyydfpH4/3S5rwgaLumxNKuPyGzn6o20GrFDSgWrMQidjtdfeO69L5lGCMlscjv9H4lrAJAOPdox0MgJpIUq2GTy3MLxIH8Ag15/2SZFlog7k4o5hkQX0s0q8yUxSdA/waVfReVFKu7CTphVNXUsvQBhX6NLRao1VX8aaJ2wryGKd0CY6wcqcTpa69ljP0FY+zGNle3kEY2RT8rQujTlqXb+AeE3RLvZowNMcaGAJSj9wYYY/36CjR01FjHwsKi+xB5WABwxWarxOomVvWXZZSFDXe3sOgOnvJ2wrMJ/RqJ1RO4ubaJuDthuhIrz06YUGIRAkEQLJwDx0geiR4Wrxd21IZU9l189m3XZI4BMHUnbCmv6wXr3U+cxkhfSRbXeUos8XnOQwVP4CWPbbVdJZaBTNKD3QXSrKE6USmysPTzVkkJdpckVj3LThif48GKT6yVrfAnKlTzMgx0NVnZdxNEEj2u+nnQ5zigdieMM7HS1Q6MhaHntWYrUUibMrGoBXKwJ1R2DVZ8nJ6p4VsPjeHf7z2MK7cM469v2ZVJBApsHVVJrP6SHxKe8w3lugO0TCxPJbGoFTOpxHI0MjDsGjncG2BqvpGaifUfDx5T8hJmak38cP9pXH/+SpyIumSu6i8nPmeyE/quI893T+DmKjpNUEL1y56cm2Iuz9WbaLU4HIcRoqa4VaxEgtKrhMTiHJiuNTBfoDuhrqyq+K5UD4n5QBV/+vJuzj2aEoRepKRqtLhyDl+xax32jk2hr+Rh+9oBiI80uUZiuUySZs0WV+77M1pORl3asYvYCVtyWXFu5usttFpc5s7pc1K3E6pKLE/O6UJKrJxMLEr4jU3OJ6yriwG6PyO9JZycrmJyriEJZBPBvkj4JwAzAN4EAIyx3wbwwei9P2CM/QLn/KsF17WQRjb3k+Uo9M8+QF7Xx7VD28bF0c9rDOvdB2APgJ1pA1pIYx0LC4vuQuRhbVhRwZrB5PcMi4Vh58YhHB6fw55DlsSysOgGnhZKrLMF+pdik/1Mh1RiNcxKrP6yl9kREAgJEVFsUjvhQMVXFAxHSA7QCo3E8rXCLs8GaYKjk1iJTKx4LN9/7CRe/bc/wMs+fKe00YwrmVjpJBaQ3kWMFk95KrjkOlUVkY60Y6ITJoIgHEl0JzQHuxfpTkiVWEMVX4axVxstpYDMKvaBJBFX8tpUYhkKP3pexVikEsuQoQWkNzSgJJawtNI5LIp58e/esWkcnZjHl/YcwcRsvXAmFkVf2ZPj0UksSmj6DpPqvoBkGwHJc6bbCUXGm2hYkGYn/FxkJRzq8SUxddvPjmGuFncrNZFRaXbCHZEV+JqtIx0Vh/TYU1KWziNx7+pEiUWPW63ZUgi8ybl6se6E2vbonBPEcJPaCVMysSjoudNVquI9qqYb7Svhs2+7Bp9405VwHSaVWOIeSC194lw1WpoSS1MzxXZChp7AlfdRvSNnuP5YtaWfmzQllk40qfcRp71g95xMLEWJNbk0SixKYq2O1IsTc3U8MjYFIHkfWERchTDmQOC3AfwfAEMIVUzvamNdC2lk828ALmSMPVu8wBjzALwBwI8450cAgHN+GMCPAbyBMeaSZa8GcEE0ZoHnG34+Fb33CgC/3sa+WVhYLBNaLY67nwyVWDYPa3EgcrHGJqs4OtGJ+9rCwoLCklhdhK5SKdL5qKxlGwmIjnim/BsTRFF/ZqYmiYCBiq+QGoLE8l2mECpAsrDrhMTyNBKrmehOGE+37+87CSC0DR0ZDxViorB3mFnxQ8kSWiR982djePM//gQPHplouzuhbq+pa4U0RVohrYfdp9kJaSaW5zoQh6vWCO2RcZ5Tcjs0o2ywJ85wqjVbSgGpB7cn1pOwE6Z3JwQMmVgmOyEtmqNCWGRbpeXOiHHqOUDCAlXxXTmO9StCCXbgOVg9ED4dNNkmp2uNQnbCNQNl5VyGdsLw/1lKLI+EtetB7gk7oUYYCPJqOBq3icQ6dGYWd+0LnTyv3LUeV28N3Tzf/NlxHJ+KVZRGEisl2P3t12/D599+Df76ll2J94uAnts0EkuQBR11J9SUkNOExDw1XZOWukwSSyOh6JwTSicl2F0j/PTPAyFRLKAT/GIO0HOoX3dit1qREqtGg91pJha5XyUysYgdW6gPgRQlVis+9vq5oeRiFolFt1/xvVSruwmzdXXsSRKLKLGmlqZDoSDlyr4j7xcPH5uUfx9pjtkiYyWAwwDAGDsHwFYAH+acTyLs6pfVUVAB5/xrAEQjm7cwxp7PGPsYwkY27xaNbBhjn2CMNRhjm8nH/wHAgwA+xxh7fWRlvBUhMfUebVPvAXBhtOyNjLHXR8s+AOCTZDx36D8Anoje/j7n/O6i+2ZhYbF82HdiWsZSXL7Z5mEtBpRcLGsptLBYMCyJ1UUklFgFiCBhSZpvNJWcJ1FMjxa0AIkC54EjE/K1IU2JdTQii1ZE1iYKvfDs66D1uEO7E/I42N3UnfCx49Pyd1E8nZG5ToGi6hLQQ6AF/vyrD+FbDx/HJ773uKLQ6oTESrMSAumkpK7CEd0JB8qeUqTrxCEloqo5CjJKPg1VfBnGXq031eIzyN7nHkOwu66cMSmIBPTcN0DLxKqrdsI0y44pUwmIlViUxLzhwlX4ry+9CH/7hmfJeX7LlZsw3BvgMtJ0YKbaKBTs7jhMyYcK7YTh8jqBqdgJ3TjYXVe8JeyEWn6WOI6CFDwzk5xnX3/gGMQt4NWXb8BNF60GENqAb384dtyYSCwTceS7DlyH4Yotwx2R0oB6bqmykL4uSFRJlrQR7O44TN4faCYWENrO5PYyFIa6koqSWOI+Qe2EuvXSNRw7SpLqQfWCIKX5Wfq9wSVqKyA+NuKcAFEmlmInVK8FSQpGy2eSWET1qp+bNCVWZnfCwJXHvKPuhNq6J5ZFiRXOpZ7Ak/ehMbLtJSSxZgGIG9VzAUwDEOTOPEJlVTso0sjGjX7kZOecVwHcAOB2AB8G8GUAawG8mHP+HbqBiIx6SfT+l6PlbwdwQ7QeCwuLpxGECguwSqzFwiXrBuXffxvubmGxcFgSq4swZWLlQdiTOFe/+As7YVEl1gCxVwn83HmjSnF9OFJi6XlYgCHYvYOilxaTLYMSixZQ1DYmijdhJ0wLJy8ZVAS1RgtPnpoBEHYLa7c7YUlTguikBUUlReVEVT+uEysmGGNq4a+TWG6ca5VHYlV8Vyq3VvQEknSpNTU7oZ993gKiBAFCElUnHXzFTqhnYuV1J9TthOZzaepuB8QkElWeea6DN//cOXjBhavla6+9ciPu+a834XduPF++ppBYGZlYQBzu7rBQqaGr6QTU+eCgP7ou9ONQThxDhoDkPQnyKstOKIjdFT0+Ll43iBu2x/v78Tsfl7+vMtoJzZlYCwVVGNG5TF8XBEatAyUWEN8X5usthQwZI6q47O6EWmfVkieDvAUBQ+2EOullysQaqsT7mmYnFGAsqcaUSiwt2L3kOUrnwnkl2F3PxIpyrqLlxbVkItrrROlV0ZRY8XtM2RedaNK7EwoyrNZsKUo2E+ZrOgHH5b5zzpVmGce7oMRqmRL4NdCmACZl74VrFz+XK8L9AH6TMbYDYTe+23n8xGoTgGOpnzSgSCMbzvmbOOeMc/6E9voY5/yNnPMRznmFc34N5/ybKdu5LXq/Ei3/xijDKm98fxpt+2Q7+2VhYbF8+MkTYR7WQNnDeava5dUtiqASuLggyoO815JYFhYLhiWxugi9YM8L2QZUwoI+8RZKrKJhzLpt66K1Azh/db9S0Ahlg4kk0ovgImPXoQS7c65YXIB0i1eciRUWOqY8LCCpmgKAA6dnpSJiptpYkJ1QJ7E2Dvcoy/ak2QkJYbJCU5HRwl/PSBMEZrXRVJRlpq6KjDEZ6L1msKwQYHNa8ZkFxtTMnJLvJkgzRYnVq3cnzFFiNVqYrzfl+Um3E5qVWCLvx0SWmUDJ1plqs5CdEACesy206l2yfhCMsdTcOUoQ+q6DX75mM67YvAL/+QXnKsvpJEuqnTA6nrO1ZsKm9URExm4eCVVi64cquCp6InroTJyfYA52N2diLRTlAplY4vqtFVDBmSAzpjRib2wiJjuy5rWr2QPLfmwPlUos0p1QP1YmAnCQ3CP19/X96/HdhHLU05RYdZJvRVVaihJLtxM2YzshkKPEasWEFz1W09WGJPACV1Vd6k0V6H2k4ruJ6zoLswbLoSDJJucbCom4UCXWe79wP3a97zYZQhxuo47bHz6O//WNR/DBb+7FfL0p96cncBOK0A0rKksZ7P4+ANcD2A3gMgB/Rd77eQD3LNVALCwsLEy4O+pMePnmFUYnhEV3ICyF9x+ayH04ZGFhkQ3bnbCL0AvvvHwiQC0Sw4LLx3w9DnEe7TMTOjp0suAXn7UegEowiILKpMTK6k5YFIqdMEeJRSECjaUKJ2Xbpk6Cj5+cka9NV5sLshPqJNbW0T7sPxGvX7fiCVDCZEQ7trTw1y1HYn+qjZZSzKaRAP/9VTtw28/G8MZrt+BPv/SgHDMlgvKC3YHw+IrMqvxg9/xMLDreuVpTCZ422Q+BrEysRubnkutRC/Yiwe4A8NorNuK81X04d1X4VEzPuNLBWDiPd21agc//xrWJ9012QrpOQV6JTC8gJKbOJU88D5yaBQBsHonJ07++ZRd+57P34of7w4LddVjK9WtSYi38iyg9viNkLtN5NreATCwgnm+nZjQSi9oJ28jEKnkOSr6DuXqTZGJldCfMycTSrw9d5WdSaIp7oVRiETuhsAeGmVjxZ3RCV7cTZimxVDthPB6lMYHHlOtCtxPqDSLo/J2rNTP/Joixi86NQEhilX1XadgBtJeJNVdr4sv3HcE1W0ewcbgHjWYLn/3JAbQ48OU9R3H55mEcPD2Ll/z19xR174qeQI6pJ3AT960ltBKCc/5txth2AJcD2M0530/e/jZCcsvCwsJiWXBkfA4HToffP66wVsJFxc6NQ/jMjw5grt7E3rFpXLRu6f4WWVg83WCVWF2EXngXCXZXutRFBRcNly6qxKJFl8OAl122DoC5+DN2/utCsLuixGplZ2JRzEaVXB6JVVIIv/BYPUFILGonA4rZCfWOh5TEOmdUU2KlkJK02NM7Eop8LNPnxfEoYicEgOdfsArvf+UOrB4oq8HudVVBkQcaMJ+fiRXvD2NAn6lgd+LieL7RxORcXEym2QnTM7GEEqvY/KNzZbZWLBNLjPnyzcOS/M1TbuURM/rnfY9hqCfAS3aswZqBMm6+aA2A2MYIqLlw8/UmjkakjVBiAaHq7jO/fjX+8CUXYqjHx+uv2mQkXYzdCbtgJ6Rk1UrFTqha1hrNllREtqsAE8ufmlYVOscIiZXVoVUn8EpeUonVyLITmkisDCWWflxN93kxppjQiSx9npaJRa573U4oPutLJVY4101KLEog0nNDlw1cR7UT5iix6DHPCndvtrhcFz1u4u8Z7UwIhEosmv+YhQ9961G8+/P34Tc+/VMAwOmZmpxnxyKl3l37TioEFhCGFIv9qQRu4m/zUpJYAMA5f5Jz/gWNwALn/O8451kdBS0sLCwWFT+IGsoAwDWRSt1icbBrYxzuvueQtRRaWCwEVonVRehKLN0+ZoKpUDhJijm9w10aqBLrOeeOYlWk+DApTBZLidVOd0IKocQSRVwa+adaYcLPPH5KJbFqBcigtHXWGi1FRXTOqJoLoAezx9sxq1UAYLTfXPgDJNi90VLthDmECh13td6enRBQ9yPsTpieiUWD3ftKXqrMvBK4qDZamK81lcI5LxMrNdi9VMzqQ9VxIYlZzE6oIy9DS+9Qp0O/zsQx/Mh/uhycc9lIgSqv9p2ISaxDZ2ZlqPtmzcbqOAxvvW4b3vLcrYmGDPH2shshdAo12D3FTlhvasHpnZFYpzUlFrWdZaladZKp7DvyfOrdCT2HJY6hmcRKz8TS55ZpbGKdTc1OGLhqJhZVQyVIrBQ74eR8Q5lTAO1kqNoJqQpKD3ZPdifU7ISGrqMmUBJ9oOLLzrpCFasrscIGGg1p2bz3wBm849P34GWXrcN7X7JdLsc5x1fvPwoAeOTYFDjnOE4e8AhF11FiO92wooJDZ+YwNjkvOyb2BF7iPnTR0uVhSTDGVgHYDKCiv8c5/+6SD8jCwsICwA/2hyRWb+Bix/rBnKUtFoJtK/vQX/IwVW1g94Fx3HLVpuUekoXFUxZWidVFJILdi3QnVEis8Eu/KAKANkgsQjYIK6G+fgHdIgYk1QydKLEowdHinFhcnGgbDkxcgFBiiYD3tG1TokHaCU9QO6GmxOrETjhLSaxeZdk0qx4ly3Q74UXRE/+V/aUEMSg+V9WVWDmECh13rdnSApnzz1uvosQyBbvHJ4nOlawMGaF8mavrdsJsJdZcPYXE6kCJNVNrxrlMBY4hRZbSB0iSvDp0BRwlRynZMFD2ZTD7PqLEeuLkrPx9i6YANK2nyPi6EexO5zyd29RCN1drP4uOItVOOFXUTqjb/WIlliBfKMmT/Hy2EitBYmlzy0Rui7D4Jle7Ewaeo2ZiUSWWbieUmYJqd8Jmi+PR49N4w8d/hI9/LxT2yBB4x1Hm8gRRRQZuse6EJc+Bo3c5zCCxqCWYKoLFPo/PJpVjNNz9S3uO4OjEPD5+5+MKmb/vxIy0uNSbHGdm6zhBHvCIzDRhOx3pDaQVd2yyGge7B27iAdNSKrEYY2sZY98EcBTADxF2+RM/d0T/WlhYWCwLfhiRWFeeM9yV7w0W6XAchks3hkSh7VBoYbEwWCVWF6E/7U1T7lBQBYf4At+JnfDKLcMIXAerB0vSugSYiZfh3iSxUMQikwdXycRCQokFhCoGvSCaroXKAhFs3E4m1hNEiVVttDBHCqp2SawqsRNWfBerB9Rjn24nTM/Eeuml61DyHJy7qj9BNChKrAKZWBRCDVJrdGAnJPtR9rLthANlD67D0GzxVFUVEM+z+XpLyeFJD3ZPZmLViTWyaLB7xXfBWNjdU+lO2CaRkrd83hc7nQQzkSUC21b24fhUFY8RJdaTp2MSa9Nwr+lj2eNbpO6EmyJVWF/Jw9rBWEBCmxzM1pqoNuM5qFuT80BttRSU/KgE6fuiK6lKXpxHJuaDTqhnfR7QuxNm2wlNDyuoEotzrgS7q5lY8T7TayH8HJQx02vpL7/2MO587CR+/MRpvPnnzpH752tKLL27JiXs0pRY4vMKiVXLUGKR9yjpLdZv6sQ5NlnFeVGXJjHGZovj8ZMzuHBNSDDd8chx7TPzOEHUecenqmi1uFRirR4oY3XU9OD45DyENrDHV+2EvYGLjSvMRPEi4W8A7ALwHgD3AVhYsr2FhYVFl3Dw9KxsHHPNVmslXArs3DiE7z92CnuPT2G62ujI+WJhYWFJrK5CvxEVUTNRa0qsxIq/4+oZS2nYvnYAd733BegNPIW4KpqJpRd3HQW7k1XQ7oS0oA88J0FizVabmK01ZdGWmomldSecqzUVKwmg5q8UyQQqufHxqTVashX8YMVX8qyAdKueosTSlHOuw/CiS9YaP0fVVG3bCUnhT4m7IsHulKA02Ql1FdFQxcepmVpm2LogcebqTYXEMnUzBOJ5OV9vodnicB2GaZJrU1SJxRhDb+BhutqIuhMKEqs9EjZPiZUXkp4Ids+Ye+eu6sMP9p/CvuPT0hb2ZETG9gZu4WYOedsLvIUHu9980Wr85at2YNvKPvW+omViUTthu0qsIufKFJ4ukMzEcuQ6YyVW8l4kkJuJlVBiqeM1KrEc1epH863UTKz4uhdKVEBVSXmaEgsAvvvoCQDh9V9rtuL9cxyFpFYysTwHjDEEnhMS5ynB7uLaLNPw/kwlFiWxkkosPRMLUJVYNEPv0bFpSWJ9+2EDiUX+NjZaHKdmajIba+1gWdroj09V5RzVg90vXDuw1N23rgfwLs75J5dyoxYWFhZ5EFZCwOZhLRV2blwBIHz4et+hcVy7bXSZR2Rh8dSE1Y12Ea7D0E8ImCJqJqrEEgWXUGINVvy2ivHRvlKCxDAV50W6m3VCYlElVsuQiQWYFS8ztYaSB5NqJ/RUwomqsATORJYk12G5FjAgvTvhUI+PgYonx+6wdLUOLWpNxzZ126452D2vUx4dd63ZkjYkz2GFCAR6fEsGO6H+f0Gk0gJVR1lmEDVl50Mg304IxAXyVAckFhBfZxNzdTnn2lVilRcY7K6TxXkkFhDaxwQJ+2TUmXDTSG+mbTANJnImcNsj8szrdfBLV25KdCwqebE1eHahdsICy7djJyz7rrT8ieuq3qYSq7/sQZwGnQzX51ZWJhag5kn5WiYWVWDSeyANohcEKr2WKGlYbbTi/XMZyr4jxz4xVyPrCcddIvcdChqEDqjXxHxdXZaCkliUaKtF6jyRiUXP8xhRVE0R+/GjY1PytR8/flrZzvHJqqJSDtczLxsArBksS/Vso8Xl/aSiZWJdtMSh7gA4gINLvVELCwuLPPwwCnXvL3u4eJ3Nw1oKXLYxPs7WUmhh0TksidVl0OK7SD4RJZlEwSWUWJ0oMnS4BmLDpMTSlSYL7U7YMHQnBMwF62y1iSlSwKXaCTUlFu1MKHBaFEwFrVRpJNZAxQdjTB6r3sBLJRdoUdvOOVOD3amdsL2ultQCWQRKsLvBTqgTMG+9bhvOX92HN1y9OXWdsbIqDnYPbV3mMfVoXQUBKFlabZFY0XVGbUvtZ2JlL59lDzR9Pku5da6hQ6FQYm0Z6czmZCLN/C4osdLAGCOW0KaiHOo02D0L2SRWvhKrKZVKBTs7eo6cV/q518drelihklhqx1SxvWaLKwQXJYMaVIkVLZ9m5601YiWW74ZqK3G8qBJL3DP86F89E0sqsYSdsGCwO32P2jCrWibW2sGyvPcoSixCXu8dC6+HOx89qRB5QEhY0c8BwIHTs3L9awbKWB0psSh6AhcjvYFUkj5765K3kP8cgJcu9UYtLCwsssA5l0qsZ58zbHygY9F9rOovY/1QGM+w+4AlsSwsOoW1E3YZAxUfRyJ1RRE1EyUjdCVW0TysPFR8V3nqvsKgFqKFp+ewtpUsgFq4LY4SixJOTew/mcxaEUqsomoQ12Ey86nWjK1wQlEw0hvg5HQ106aXZSfMgii0q42mUgi221VRklgFrISAlolVQIn16ss34NWXb8hcZ8VgJ8zK0Oox5O1MV6kSq1gmFhDPFxoM3nZ3wpxjnkeK6hazIkosICSxrt02IjMpNnVIYpnImcUOaK0ELqarDcyRQH2gOIHczvJZJKObsBO6cvmanolV0E7ouw76SqFNVZ8bRZRYXooSK/DiXKq6lok1Q2zBNYUUTNoJKaqNFsn8Cpet+C5mtU6hYj4EKUosQSb3+J5ch0AndsKqlok11BPAYQyPn5xROk8qSqzjoRLr9igPq+w78B0HU9UGxqbmE0qsPeQpNlViUfQELsq+i39+69XYf2IGL0mxdy8ibgXw94wxB8CXAZzSF+Cc37PUg7KwsHhm48lTs1INfrXNw1pS7Nw4hMPjc9hzyJJYFhadwiqxugxViVXETkiedkf5KLESq3sklkDgOsYMF2q96y2lq46yQIvBMBMraeEJDOTCbK2pEBhpNkxFNdXMUWK1QcLRok481RcF44ooBD/rXApSYqjHx9rBpBIgdbtpSqwCKiK6jOioWGS+ASq5WvbzlVhFIDOxSOGcVnQD6lhFEdypnVCs6/RMXOC2bSfUSChd+ZOnxEosn/FEc1V/SdqOHzsxjSPj8/Ja2TLSfqg7YCZi2iWT2oU47rO1pkq6dNlOGIb3px9PP9GdMKnEqpNMKh1px+5Nz9mC9UMVvHKXSuDqBKnpunPIeOc0O6GaiZViJyR2QXFvHkyx81brTRIcHy4rCG09E4v+m7ATRooxkYVVNNhd6U5oyMQS99QVPXFnTjUTKx7jE6dmMV9v4vZHwsyv52wbxbroifNlFXEAACAASURBVPWYwU5IrRhrBytY1Z+8/4pjcfG6QfzCZeuWOg8LAL4NYBuA3wLwdQA/IT93R/9aWFhYLClsHtbyYefGIQDh37WjE3PLPBoLi6cmrBKry6C5JUUseabckZPTIRHTNRKLFFkren1jQUi7m3XaKcNRuhPmK7FG+0o4OV3FTBTKnbd9xU5YjzOxhGICAM7MhAVROwW8CJtXMrEiAubCNQP44f7T2LqyL/Xz15+/Ep/6tauwfqiSGxBu2p9as4Vqvc1gd7J/41HuTdFtr4mINt9lGOzxEyRCJyq8srQTtqQtMCsIXg8GB1RFRjtKLDFfxLkHOrETqsdu7WAZ+wlJmkfs+S6Dw4AWD89NFunCGMPWVX3Yc3Ac+45P48nT8XY2D3emxGKMwXfZggLW24UgOWY1JVapy3bCPIVhsjthrMSaj8Yl7IQmwipNifX267fh7ddvyx2vicSipCclgHyXyfd0dVO9yVFrtBB4jkpiRePrCzw5xyiqjVb8wCBatxgT7fAoFF3iXzpXwnEKJVbSTkgfMuig+0fVl3p3wqGKL69rkYnFOVfW3Wxx/Pu9hyVZ9YLtq/D1B47hkbEpHJ9MKrHuPzwhf18zWMKqFCXWMuNXl3sAFhYWFjp+EOVhDVZ8bF+z5FmBz2js3DQkf999YBxrd1QylrawsDDBklhdBlWQFOpOSIrtaqOJOaJK6padkBbopjwsQFdidfalX7cTNgw5NLQAvHBNP+58rIrZWrOQndBzYqKg1mzh8YhkuGjdgAwBFseuHSJGjGm62pSFpVAR/d7N5+PSDYP4ufPSu4cwxnD9+SsLb09u143Dp9VMrPYC6cfbVGLdfPFqvPOG83De6j4MlJMkVidKrEpAgt2jbmPZSqz4HM8tUIkl5gsthtsNNdftamt0EsuQm0TBGEM5snDlqbYA4NyVEYl1YhpPRKHuALB5tDMlFhAqHutNVfWzmBDzba7eUDOxFkGJlYVEJpYfZ7EJcrjeTObzpX0eyM40069P0/0qLdg9tBOGn58xEEOztQYCL0C9lQzKdxyGgYqvEFOAbicUSixPvqevJ5A25uxMrMBzMFjxMTFXV8ijVouDMUiidk7JxEpXYg31BPJYH5+aB+ccM7VmgpT76Hf2yd9v2r4a90aZIY+fnJFNLOLjFf9/zWAFJc/FUI96jIpkUy4mOOefWtYBWFhYWGhotTjufOwkAODqrcPLoVB9RuOSdYMyymT3wXG8eMeS29wtLJ7ysHbCLoMqSEy2PR1qJlZLWgkBYGWXlFi0QE8jsWjR1kmoO6B2J2xyjmYzXYlV9h2Z/zNbaygERJoSS7SHB0K1mlCsXWLoqNKOCkWMibZvF9adgbKPX3zWBqNNZaGgHdQWQmLFdsJi563kufjdm87HSy9dl1iX6f9FMNwbztVTMzVp88zMxFKUWOG5n+o02N1AurarJtPVb2u0gOgixJQgW4qQR8KCenK6hvsiS1TgOonttgN9jFlETDdAg90XMxMrT4nlROS2QBjsriqxGprdjsKoxMqYP8lMLEOwewE7oa6EAiBJGlWJFW/P1O1TtRNGSiwD8SeOM1WAUujdCQHIjKmxqAPgwdOzuOr938IbPvEjcB6OUc3Eiv++1Jot1JsteW9f0RNIpVSo2GwoVkIB0alz16YhrBqIc65oALyO/pIn/26s1u7VZ4ESS4IxdgFj7DmMsc7ZagsLC4sF4sEjkzgd5Yhe18FDWIuFoRK4uHBNPwDgXtuh0MKiI1gSq8sYqLTXnZCxOES9Wm/iOHni3c1gd4FhQ6g7oBZ3HdsJE0qsZJiyKMK2jPTK7cxUiymxgJhs2Bu1YgeAHRuSMui2MrEEiUWOfZaKqFvoi+ZHrdGSxVzgZVvRBGjhLzo7tmNlTFsX0Bn58eJL1iTGYyq4Bcx2wvBzAekuVwS9huusXTuhvvxqLdusCDFV7oDEAoCv3H8UALBxuLKg7kD6dpci2B0IyY+FdCdMKJs00qFI101K9JR9V56LZouj0YztdkXthFnEWnK8bSixXCczL03cB+nxpPfPq6POei+4cJV8zWQnNBF/Uokl7IS6EkuQWD4lscLrQJBY//HgMZycruL7j53C4fE55XOMqRZimjEIhFZ22j3wxNS8or7UcdNFqwHA+ABBdHaS4yTXq24pPBtILMbYrzDGDgH4GYDvArggev1WxthblnVwFhYWzzh899ET8vfrzrMk1nJA5GLdf2hC6UhsYWFRDJbE6jJuvmgN+kseXnrp2sJESpwn1JTd9YB0wqld0KJEBJXr8LqQiQXExVsjJRPrzc89B889bxR/8MILiB2pqRQzJhWBgDime4/FJNYFqwcShWhbmVju8pBYtPA6cDpUHxRVEOnd8IDOizV9m50osbavHcDF61QyMesY0sJfkFhCaZGVpWVCj2G+ttudUCcAdUVUEWJPEGFFlr1gdb/8Xez/eav60xYvBJ0cWcpgd5NtrSj0+bdOIyiKdN2kRA9VYgGhGksom0znpqjFMF6/FuxuUALS+5GixPKcRDdFCkFiNYjHjo75L37xUnz796/H7954vnyt2mhJ0iu2EybH5GcosTjnmI3G2ROYSKzw3nhkPA5kFworMX97fFdtvtFoYXw2/ns21BMoD2bGJqsyPw9IkpU3X7QmGkPyYc6O9ar6ljbUWK1duxV/ee2EjLHXAPhHAPcgDHenE+AeAK9dhmFZWFg8g/GdvSGJtXVlLzZ2mMVpsTAIEmuu3sTesellHo2FxVMPlsTqMi7bOIR7/vgm/M3rn1X4M2ViK5uqxl/qs+xY7aBMg93T7ISk+OjUTgjExVuT80RhBQDP2rQC//TmZ+OG7asVIkMQSL2Bm+nNF8XpFFFubRntSag3OrETnppZWhKLEiVPRiH1RckXE0HRKYmVsBN2SH686llqFzeqStRRybATthPqDgB9XbETakqsBImVv7527ISbRnrwzhvOw2Ubh3DN1hG87LJ1eNcLz8/9XBbodj2HLXrGBSWxlED5BQa7J0isAkos1bLsql1f602Sz5dvJ2TMrM6S69dUe3lKrLkaVamxzHy1WWknJEossrzjMGxd2Scz6IAwS1En6Yx2QqnESnYnrDZaiNyByrETBNKJ6SqaLY4j43EXJUG40SwtvYPsGaLEGqr4iqrqxFRVsRBftjEmpraO9kq14iqDxXbHBpXEovdSnfQ6C5RY7wXwSc75ywB8THvvIQAXLf2QLCwsnqmYmq/jnifPALAqrOWEILEAYM8haym0sGgXNth9EdC+nSZWYnUabp2FSoFgd1pYLUiJFVnhWilKLAqqYBAt1/MINL3gXTNQRk8Q5qHQzJRO7ISiiOsJXJy3emGqmCKg6oGDp8PisCj5Ytq/IoqVIuvqtKvdy3euw/u/+pBUkWQHu8dj1YPd2533pjmz0O6EuiXJa8tOWIw8+t2bzsfv3rQw4oqCqpEW20oIxAqXuVpDzcRaYLC7TmIVISE8LXevrDTMSNrtKPT7k5/TXVIn6UyZbFl2wiyCLLYTkkwsw5gp2V2tt2KSLhqb6ZiJOSH+pZZF2mGQflaQQ80Wx6npKo6QVuDiehVdDSuBqxybar0pOxMC4d8emvNI8x8B4PLNK/DD/WGDjpsuXi1f1wll12EyS0SOM0OJdRaQWNsBvCflvdMAbG97CwuLJcMP95+WfxM7aUpk0R1sW9mH/pKHqWoDuw+M45arNi33kCwsnlKwSqyzALIdfL216CRWmkXRU4LdO//SL5VYrdgSk2bNoQoGkQWWR6DpBeSW0VAGrRMZbdkJtSL6FbvWL4jIKwpaeAlrj94lLw0msquIYsWEZCZWZ7eFkb4Snk+yerIysXzXkWSPsDEJVUa7x96YibUAO2F/yUtYGosQU2VfJQmWGvQ6W+xQd4AosepN1Bo0vLy9bevzb+2gbgcrYidUM7Ho+Z+vN0n3vnwSK+/eoROkpuxDL81OmJeJVRN2wuyMsUCxS8ZKON8RmVima0KzExLikY6RHm+qghqbrGpKrPAzsZ3QC5tviK6rzZZsOgEAQz0+Biqe3P9TMzVFifW8C1bBYaES7heiphNAssHJSG+AtYMq0UnvpXqGVqfkfhcxCyDZfSTEegBnlnAsFhYWz3B8N7ISBq6DZ0c5ixZLD8dhuDRSIO+24e4WFm3DklhnAWQmVqMpM0LaDbfOAv0SP9RjJha60Z0QgOwS1uKxEiutsxt9Qi4yV/K2rWdBnTPaZ/ycKTMqDXrR+ivXbC782YWgv+wnbJCF7YQGEqsbdkLGsvOA8vDqy2NLoa5m0iGKZaECERk7XVFitakGKpPl+8teggTIsoAJbBgKCVWdhFkqULIj6NK9Iwt90XniHBgnXebaV2KpYx0oe+gn57TcrhLL15RYdZIZZSCEdIthHgmnX6MmEtUhSq4qVWLlZmKFyyrB7obrkc5vqqIS+2ci/vRMLJpjRjsMVgyZWADw5OkZ2RE2HGvSTkjXX2u0VCVWbwDGGEb6wgcpJ6eqinp2x/pB3Pq2a/DZt16DS0jmVeA5GCEPX1b2lxTSCtAzsXQ74bILzr8P4LeYWd73JgB3LOloLCwsntEQoe5XnrPibLg/PqMhLIV7j08pXdotLCzyYe9eZwHi7oSxEqvdcOsslAsosbrRnRCgwe60I5i5qKXkg8ijylOBlbQi9JxIiaWPuVMl1lVbhnHhmmS3w8XCmsEy9p2Ykf8vaoMzKrE6/DJCz32elSoPN21fjd++4TzUmy3s2rgic9meILSAimI4thO2l4mlE4FAB5lY5BoZqCTJxTQiluL3bz4fW1f24sWXrG1r290CHWOwBEqsYWJNFt3rgPaVaDrp1Vf2MVDxZe5dVqMHAVezEypKrEYzJtQLKLHyxq+P16T0oedCV2JlZ2Il7YSm8dD9o198xXZ1Qtt1mNzPwGAnnE9RYtGsqd0H1CfFU1qwu/hc4DlAVZBYIbnpOUxeU6N9JYxNVnFqpobhiNAK3DCM/4otZlXAqoEyTkVNT1b1l7Cix0fgOlLBunrAbCcMvGz75hLhzwDcCeDHAD4DgAP4RcbYfwNwHYCrlnFsFhYWzyDsOzGNJ0+FjYRsHtbyY2f0PZlz4L5D47h22+gyj8jC4qkDq8Q6C0CVWJ0W8lkokonldSsTyxHt20mmS1omFim0RB5V3rZ1kidWYnUe7E6VIL9y7dKosAR0RcGCMrG6YCdcaEc7x2H4vZvOx3tedGFusDi1owHdzsRq005IjudA2U8QE0WImVUDZbzt+m3YNLI8nX7oNey3SeJ1AkqIH5uISayFBrv3lTxlDhSxg4nzw1hEiGhKrDgTKz/YPe9c02vUd5nxWqTEPSWZSjmkilBiNXJILLrNGbJ+P6U7oXKNG7oTziqZWPGxH+0LIDjtezW7Q0w+h0SVaORQIkos0Z1wqCeQ5PhIZA88OV3F5Fx8zWeR51RdtbK/BMaYovSk9kLaAfEsyMMC5/xuAC8G0AfgfyLsTviHAM4H8BLO+QPLODwLC4tnEL710Jj8/YbtqzKWtFgK0HB3aym0sGgPZyWJxRh7HmOMp/xcbVj+RsbYDxhjs4yxk4yxf2SMPWXuznGwe4t0aOueEmtLVFQPVnzlCz7FppEeSSBdsj4tviMfokCjBVJa0WYiH3KD3VOUWAk7YRtFvMhcWT1QwgsvXlP4c93AmgE122U5uhM6DpMWqk5D3TuBCPafq4VKmdhO2KYSqwvdCT2SVdRf9hBo2UVLkTG1UPhLHOwuVDQAcCyyA3fSFVGfy30lT+nMqofumyDuMSUvVBLqSqy4U2qBTKycuUPXnWbFcAkhM0Gslv1lL1PVJ4ghmomVFkYvzvd0tZlYVr8X+IpKLycTi3Q+9FwHo9H98f7DE8axxkRUeM4oSSbshCuIjX00Ij9PTdcIAZZ9za8mOVfib5hQXAWeo6zfdx2MRnOziIpvKcA5v51zvh3AeQB+DsCFnPMLOOd3LO/ILCwsnkn45s+OAwjrgm0r+5Z5NBYr+0tYHzWz0dXOFhYW2Tjb7YR/COB27TXlqSVj7HoAXwPwFQAvB7AKwF8C+BZj7ArOeRVnOUR+S1VRYnXv1Nx00Wp86HU7sW1lX2pB2FfycNvvXYeZagPnruq8M58o3miBlBrsbiCscoPdSYHpMGDjcIqdsA0S4+3P24rekoubL1qz5KHcen7ScnQnBMLCtt5sLilZ0xN1t5utNRS1SrtWWn0eOR3mepV9F9PVBgYqPhhjqASuvB6XK6y9HVAl1kIVdUVgshN2QoLqc76v7ClNAdrpTigIJjUTK9tOqL+Wdw3QfTRZWQGVGKMkVm/JM5L6DgNaHJipiUwsosRKsR+WPBf1ZkNRYqVlYlG1qTHYvRavQ3SdFFgzUMaJqaqyPBArzCQRJUgslyqxwveoAni0nyixCv69U5RYEam2YUUFP33yDDasqCRUXKv6yzg5XVv2UHfG2EoAb0NoGxRp9UcA3M4Y+xjn/NSyDc7CwuIZhTMzNdz9ZNgB9obtqxcUHWHRPezcNITD43PYc8iSWBYW7eBsJ7Ee5Zz/MGeZDwDYC+DVnPMGADDGHkcYpvprAD66uENcOEThVaVKrFL37ISe6+DlO9fnLqd3fOoEQoVBQ4NTlViGAiPXTkgKyPUrKvLYLaQ74ar+Mn7/5gsKL99NrNZJrILKgW7aCcX6ZmrNJVViiQJzrtZUupQt1E5Y8tyOvpytHSzj0ePT2LgivA56A0+SWCYb2tkGqthZEjshUWKdjvKKOiH7THZCYU0DinYnjJVYgKreqjZakhTqtp2wJ+V+ZSKxSp6Tmom1oifAqZmazMRqNLOVWGJ901XdTii6E+p2wqRKr9HiaLU4HIdpSiz1s6sHSrj/cHL709UGGs2WJN7EdWsKdqcNRURIe7XRwrGJsNthVidTQO2SKH5/63VbMTXfwOuu3JhYftNwD352dFJaF5cDjLEbAPwrgAEATQAnEVoJLwBwI4B3McZeyTn/7rIN0sLC4hmD2x85juh5Dm7cvnp5B2MhsWvjEP4ve3ceJ1dV5n/881RV751O0p09hISEhEAS1rAqi2yyKAiogILAAKL4U5lxV2YEHR1FHZdRUAcFHUfEBUVQGBYNghI2Zd/JAtn3rbvT6/n9cW9V37pda3d1bf19v1716uT2qVvn3Lp9q+qp5zznD0+vZf2OLlZv60xkZolIZuUexMrIzKYDhwKfiQewAJxzfzOzl4GzqIAgVjxrYHcgY6CQmVjFlGo6YfqaWEOYThj4ADmrrSnx7+FkYpXS1JYhZmIVcDohDByvYmYcJWpidQ9kIEL+0wnDU4ZyLY4f9s1zD+SBlzfy3sP39PYbmKZYjELpw5W0OmER+jumLkZN1JKyhgqRiTUmlImVSzZNvAZV/LkP7tO7ruY+nTCfIFY+mVjxa1SqoH5rkxfESqxO2B+oKZghiAXhwu7etvC1Nfi8BP/d3ddPfSQaqomVPKZJLalX22zvCmVQNiRPJ+zq7WfjTi8ROjiNfUIgsLTCLzCc7fUu1eqDC6aN5ccXH5qy/VUnzaWxLpr4Wy42PwPrVmA7cBnwR+dch/+7RuBtwNeBX5vZvsrIEpGRdv8L3lTClvoYi2dlXnhHiuegPQeeiydWblUQSyRH5R4p+Z6Z/QLoAB4Gvuiceyjw+4X+z6dT3Pdp4E3ZHsCvnRVeomPOEPo6ZInC7j19iVWiClnYvZgGphMOfCiKpvlQWBuLDPoQnC2IFaxHs9eEgSBW+MNkpQSxhlrY3cwrKB2c4jOs6YT+4xZjGlpcQ9ogVn6XpVg0Qn1NhN093rHItx5W3MLpY5PqwQU/zFdEJlYgOFKM89/MaG2qZf2OgRnbQzl/wn1tCtXEyiUTK56BVO9fH4L36ezuSxRKT1lfKpS1l20Mwf6mrYkVDGL5U+qa/fM63Aczr14hBGpiBb4ESDud0B9je2AqYE3amlgD+6gLB7FqonQGgljhKedT0gSxdnX1JuphwcA04Pjx29XVm1idMBjEagtk8MWvX9kysd48dwLHz59EQ200sZpTJvOntPCf7z4wa7sRdCkQBd7knFsV/IUfzPqlmS0FnvLbXlf8LorIaNHd288DL28E4C3zJ1VEiYTRYuH0lsT7+SdWbOGMA6Zlv5OIlG0QazvwbWAJsBnYG/gEsMTMTnfO/Z/frs3/uSXFPrYEfp/JlcDnh9XbYYp/qOjs6Uuk+lZqJlaq6YSZ6hM11saSasY0pyjSHRT8AJkUxBrGdMJSGhzEyj0QVRcNBbGGM53QP15FLeyeCGL1hqYT5h/AbaqNsbvHm7qUzzHM3L+Bc6oS3vAF+1is/rY21SUHsYZw/gTvY+Zl1rXkuTphorC7n4kVvB60d/fR42dipToukYglalIB1MQyZ7EFz69UiwpA8jVvpx+YaqpNnYlVF4sk+jswnTD3TKz2YGH3dKsTxlKfGz3+9aMzQyZWsB5V0K6uXnak+LuNP9aabZ2J300KFGafkGKKX7bXu7pYNG3WVZk6GfhxOIAV5Jx73cxuAk5BQSwRGUFLl21OZM6eoKmEZaUuFuWAPcby2IqtPL5ya6m7I1IxRvyTTpaVBsO3AwGcc/9wzl3lnPudc+5B59xNwFHAWlK/2XMptmXaHnQ9XkZX8HZm3gMdhvg334EZJBUbxIp/eOvOoSYWDM6gyms64YTKn07Y2libFHDLZypceIzpskJy25f3PBQz+Bfvb0d3X6IANORf2B2Sz5uhZmKFBT/MV8LqhLEir04IA/WNBh43/+MUPOeaa2NEIpZ3JlY8kyleQLwuNrC65K6u3sQ07XTXomBR/GzHriZqxJO30v3NRQLZXc6/ricysUKZVXWxaOL6lSjsHlidMF1/Uk8n9Gti1aTPxApPJ4SB1QljERv0eOmnE/YlBbHidczi/dqwcyC4mW464cB9KzPzOIN9gYeytoIH/bYiIiPmrmfXAt7r17HzwpNPpNQOmdkKwAtrdyS9potIesWIlLwEXJ5j29fT/cI5t83M7gQ+YGYNzrlOvCwtSJ1x1UrqDK3wfjcAG4Lbir1iR32KwEW26RXlKpLH6oQwuDBy9umEgUystgyZWBUSxIpEjEktdaza6mUt5BOACY+xENMJi5lxFP+g3dXbn5S1Ec5Oy0VSEGuINbEG7TMQoAgHHspRsVcnBK+WU9BwM7HigZ5JgaBH+DFS+cgJc2mqi/G+I2cC3jW8sTbKjt3e6n3xKcs1aa5FkQhe6W2y/w2YGbXRCF29/Wnr0KXKnooHqsLXw7pYZCAr0X/z2tMbyMRK0+d4RlhSYfc00wmTamIFxhe/TsdrYqW6hoSnE45rrGFbRw+7unqTpgHHX7NSZUJmez4r9UubDMYRel+Rxga/rYjIiOjt6+f/nlsPwNFzJya+9JHysXimN02+38E/Xt/K0XMVaBTJZsTfOTrn1gI3Fmh38Xfz8Xf4z/o/FwF/DLVdFPh9WQvXIIHKfVOfqrB7PplY2VYnjE8hnDSmjj3GDxQ/HLxCXfkHHeKmjq1PBLFSnQvpDApiDWM64TFzJ/DUG9s4et6EIe8jX8GpWMs2tQNeRs1QMsqC51GhphM2VFgmVrCPxQrihgMSw12dMP53/Oa9J3DRkTMZ31TL7InNWfexcPpYvnlucg2k5roYO3YnB1rS1TbzAoDeNSuXAODklnpe39KRdkXXVNe8+NiioXOpviaa+F38G9je/uzXz3iwNliUPX78B69OGMg0CxzvHv86Ha/FmOoaMjkUxJo3eQyPLt/Crt297OgMZlAmTycMmhSYklgbizC2oSZpGnml1oDMoA7oydoKeoHsUVoRkSFaumxLYgXh0xZNLXFvJJVDZg7Uenx8hYJYIrmomEiJmY3HW9HnSefcbgDn3GozexS4wMy+7pzr89segbeM9bdK1uE8pAq4VOqb+kiK6YSZsljCAYumLAGM0xdNpS4WYe7kMUkfSMPBr0oKYgU/JObT72DbWMSGFbj42Mn78L4jZyVN+xlpDYHn+tUNuwCYNsRVWUZiOmFTUhCr/M+n5OmExQm6hacTDiUDrC46cJwT2UrRCNeeuTDdXXISPye2dXQntqULCAW353LsvnnuATzw0sZE5teg/aXI5o2PLVyoPSkTq7sP51wic6w2GkmbGZzqPI9fa2ujEaIRS0yjTJeJ1RXKxEqVWTa+sYbaaCTxxcS8yc08unwLnT19oUBUcmH3oLam5OtKW3Nt0n2HMoW4AuxjZtnmhcwvSk9EZNT6wzMDUwlP2k/1sMrR+KZa5kxs4rWN7TyhulgiOSnLd45m9nO8qYWPA5uAucDHgMnAxaHmnwLuBX5lZtcDk4Cv4GVh3VSkLg9LVWVi+Z+3cq6JVZdfJlYsGuGUhYO/SQrvp1KmE0Ly8vH5ZBEFxzicqYRxxQxggVfAO+61jX4QawhTCSH5+S/Uc99QYYXd86nrVCitzYWdTljI6158qnIwWJIuQBVLCmJlH8MhM1sTNSxSSXXNiy9aMaiwe81AYffefkd3X39idcJ0Rd0h9bUiPj4zo7EmmigqHxx30uqEvck1sVK9FpkNTHmujUXYs7Ux8bu123cn/p0IYoXOgdam2kHbJjTVsWxje+C+lfmlTRY359DGyK12p4hI3ryphOsAL8NZUwnL1+KZrby2sZ1/vL6V3r7+ilgVW6SUyjVS8jRwLvABoBmvttVDwIXOuceCDZ1zS8zsNOALwB1AB3An8AnnXBcVINWHkYoNYg1hdcKgdKt9ZTOosHu0MFPKimFKYEpSXjWxAi9w6WrzlLNgn+OZIFPHDTGIVTuymViZggnloqYMCrsPJRMrqSZWliB2PuJBo2AQK11WaCQYxCrA+ZM6iOV9eAifS3WxaNK51t7VR6+fQZXp2pkyEytw/OtrB4JYtbHUWYXxjK/ODJlY4GWLrtrayfRxDUkBp7XbOxP3iz92OGA1MUUhXsvluAAAIABJREFU9wljks+beFH4KnJJqTsgIhKcSnj6/tNK3BvJZPGs8dz6+Bu0d/fx4rqdLJw+ttRdEilrZfnO0Tn3Fbxsqlzb34uXjVWRUhWirtRvplMVdg/XgAkKB62yFXZPv5/KLOwOyYWTh7o64XDqYZVKquyxdDWGskmeTlj4mljFXLVxqIIBjGJNp20NTRMbyt9dNGKJqW9D/ftPJR7YTApi5ZCJVYjnOlXwqSlNJlZ9TSRpgQuvEL13/cwUjEx1rQg+brrVNWszZGKly+h8894TeGLlVo6eOyHpOVqzzcvECi5EEj4HgvWw4sLTCyt1IZN0nHM/KXUfREQ0lbByLJ41kN39xMqtCmKJZFH+n8xGgfoqysSKf0gMFnbPNRMrFrEhf/iuiUaS675UUBBrWiD7KJ8P8cHsioYhFEMvtVQF3KcPuSZWsLB7gTKxAs9FRWRi5TklrhAKUdgdBgIuhZzq0JxiOmG6TKx8a2JlE0mZiZWuJlY0KZOwo7uPXj9DKv/phKkD23Vpro3dfX2JxwzfJ+iqE+ey5OPHcc3bFyQy3ADW+dMJg5lU4SBgykys5uoOYomIlFpvXz/3aCphxZjV1pjIbn9cdbFEsqqcT/pVrD70jXptLJLXKnXlJJKiCHGuqxM21cXSFjHORXAqUiVkzsQdsMc43nHgNN6yz0SOnN2W8/2CH0wrfTph3NQh18QKZGLlkc2WSbB/mRYnKBfBTKySTSccYgDxyuP2Zv6UMZxz8B6F6BYAjX6wJT5lDtIHhaIFDgCmCtw3+19MDKqJFYskBWHbu3vp8VcnzHTepZ5OmC4TK3huDLTp7vWOTWJ1wjTBcDNj1oQmIhFLTIsE2LDTC2KNyZCJNTFVJlaollpzhX5pIyJSrh56dRObtSphxTCzxCqFT6zYUuLeiJQ/vXMsA+GAVSWv1JQqYJXpQ2FwGs1w6+E01UXZ4tcKrqRMrEjE+NZ5B+V9v0qfTpgqiDXk1QlrCz+dMJgpVhsr/0yspNUJi9TfsQ01RAz8Ek5DDgB98Lg5fPC4OQXsWeqsxnRZoYUOYqXKxGpKrLyYKoiVPJ0wnomVKSssVRArmOWVdP6mmWoaz5jt6PZqZzXkEAAOBtziz3vwNSvcr9SZWANBrOa6WMYvOkREJH+//cdqwLsmn7JwSol7I7lYPGs89zy/njXbd7NmW+eQ3xOLjAaV80m/ioXf9FdqPSxIvbR87plYwws+jERx73JWF5w6VJGZWMlBBjOvgPRQJNfEKsxzv3jmeMY31jClpZ59p7YUZJ8jKRjAKFYmYiRijG8cCEiU099dc4qsonSr/STVxCrAGFJmYtWlzsSqr4kmBXS9wu7x1Qkz1cQa/DcfDJAFvxwJFqsPLnqRqImVKOye/YuEVF82BF+zwufApBR/08HphJU6dV5EpFzt6upNrEp48oIpFf25YjQJrnr8mLKxRDLSu8cyEM7EquQ39akyEDLVxGoqYCZW0nTCMvowPVJqK3w6YTjwNqG5bsjPWzAYWqhMrPFNtTz8mRMwK9w+R1IsTfHukdbaVJuYslCIelKF0pjielKTNhMr9XS7oUq9OmG6mliRUE2s3sQ0v/xXJ0w9nTAY1Axm6cULyMcLu+cyjT3VdTqpJlYOmVhtgW2qhyUiUlh3PbOW3T3e9f3sg6eXuDeSq0XTx9JQE6Wzp4+ly7Zw5oF67kTSqf5P+hWgmoJY+WZiBb/5H+7KZE0VWhNrqKptOuFw0qZHoiYWeH+blRDAgtLUxILk4u7lFDxuTpHZme5aFDxchTh2qa6DiUys8HTCmmiifhf40wn7c1idMOt0wkAQK5Y6S6+7t5+evv5E3bBcguGprtOZamKlXJ0wMJ2wkl/vRETK0W1/96YSTmiu4+i9J5S4N5Kr2liExbO8ulhLl20ucW9Eylv5fOIYxQZNJ6yr3G+mwx/QIHNx4uAUQmVi5Sd43lTidMKaaCQp62XaEIu6w8isTlhpSrE6ISQHJIr5uNmkCrak619yJlYBglgZMrHC2VV1sUhSMD+4OmHmmliZpxM2pMnESlqdsLc/kYUFuQXD62KRQWMIZlMFpysCTBwzOIg1pi6W6EeLVswSESmY1ds6WbrcC4CcccC0jNPSpfwc4S/wtHxTe2IFYBEZTFe2MqBMLM/wM7FSZx5Uq0qfTgjJH5qnji1QJlaFZE4VWixNoGKklWsmVlPKmlipr0WxpADg8KcTmhnhy15ThppYwb+Dju6+xDS/zDWxUmRiRVNfE4JjCrbp7utnd3cgiJXDdcTMBq0mGHzNCp4D9TURxqS4rpsZk/0MrWBNNRERGZ7f/WM1zl90Q1MJK88RswfqYj2yXNlYIumUzyeOUSwasaQPGZVcgDFVwCpzTazCZWLFPySaZX7MahHMeKjE6YSQHMScNm7omVgTm+sS515w5bPRJHgNqS1ibarWpoFMm3KaxpsqKJ5+OmHhs9hioUL78eBOqppY0YhR7welOnv66O0f2uqEwete8JpQG0udldXd209Hd36ZWDA4QBjMpgoGsSaNqcdSfLEB8M8nzmPxzPG878iZOT2miIhk5pzjtr+vAmDe5GYWTCv/RWkk2aLp4xKvxZpSKJJe5ab8VJn6WJSePm+Z80rOxIrkvTphMBNreIGYBdPGArDP5DFpPzhVk6SaWDmsKlaOgrWAhlMTq625jq+/a39Wbu7gLfMnFaJrFSdW4ClxuWor10ysFNeTtNMJrfBBrEgE8ONDwcylQTWx/GPWWBtjd083Hd299MYzsTJMxU6VcRi81gavCcFgWMT/0qSnz9HdlzydMNeMzvAXDi31qesRpppKGHf2wXtw9sF75PR4IiKS3eMrt/LaxnYAzjl4j1HxXrjaxOtiPfjKJh5+TUEskXQq85NvFaqribCzy/t3JQexUn3+SzeFB5I/NA13OuHZB01nxvgG5k4eM6z9VIpqmE4Y7PfUYdTEAjjroNH9gTjdlLGRFpxOWFY1sVJNJ0wTUI+NwLHzAlBeMCoYUBtcE8v7XfybV286Yf6ZWDVRS/rAkq6wu9c2Qk9f36BMrPpcg1iDphMOZGIFpzlOyhDEEhGRwrrl0dcB7/XgnENG93uiSnbE7DYefGUTKzZ3sHZ757DKbYhUq/L5xDHKBb9Vr+Qlx1NlXWXKxBrfWMu8yc2YwaGzWtO2y0UkYhw+uy3pQ3U1q6vw1QkBGmuC0wn1Ij0cNSWqiZWUiVVOQawUQfF0mU3Ba1RtrDDfXAcve82BxTrC18N40CcedOrs7kusTpgxEytUEyvctjFNYXcYOD96+vrZHczEynU6YejYjm3IPxNLREQKZ3tHD394ei0AJ+83hQnNuv5Wqnhxd4BHlm0pYU9EylflpvxUmfrAB5LKzsTKb3XCSMT4/f97M1s7uvVNQ55qK3x1QhjodyxiesM1TMGAQTGDB5NaBjLohjsluJBS1djLrbB7gTKxAvtpziETKx50Cq5OmCmLNTydMNw2uSZWKIjl921QTaycpxOGFyMJZGLFlIklIlJsv3tyNV293hcg5x02o8S9keHYf4+xNNRE6ezpY+myzbzjIBXoFwmr3GhJlQmuUFjRhd3zrIkF3tgVwMpfXRVMJ4xPS5oytj7reSKZLZjWwhfPXEBtLMKcic1Fe9w5E5u4+KhZrNnWyTHzJhbtcbOpr4kQMfBrpAPpp+dFRqAmVvB8DmYumRnRiNHndyyeUdUQyMTq8TOxMvVl8HTC5P83JK1OmDoTq7u3UDWxBl6zgmOd3DK8KcIiIpKdcy4xlXBGawNvmjOhxD2S4aiJDtTFUnF3kdQUxCoTwQ8klZyJFclzdUIZuuC0nUoNYr178QyeXrWN9x89u9RdqXhmxoVHzirJ415zxoKiP242ZkZTbYydXb2JbdE0WaEjURMrGNAPB32SgliBwu4AHT299PT6mVgZrp2DMrFCbfeZMobaaIR+55gXqhOYyMTq66eze+D41A9hOmEssLIieNOCLz5qFss2tXPKwik57U9ERIbuyTe28eK6nQCcd+ieKd+LS2U5cs5AXazV2zqZrpIbIkkqN1pSZZIzsSr3aRlKJpYMzd6TvGyb2miEPVubStyboTl23kQe/OTxpe6GVKmmuuQgVrqgUDC4Vai6XsHrXjiIFYsY3f6/E4Xdg9MJ4zWxMmVi1WTOxJo0pp77P3Ys/c4xJbRoQlImVncwEyu3157geFoaagatgFWOQU0RkWoVz8KKRox3qaB7VfCy6V4C4MGXN3LeYXuWtkMiZaZyoyVVpmqmEyoTq2jmTh7Dbz54JA01MRVQFkmhMVS7KV2WVXCWYU2BCrtnC2LFxbOY4kXVOwOrE9bmsTphqvpZM1obU943EcTq66cjMJ0w1wUiguOp5C9dREQq3Y7dPdzxlFfQ/YT5k5LqVErlWjh9LOMba9ja0cNfXlEQSySsfJaSGuWqeTqhMrFGziEzW9lvWkupuyFSllJN40slmIlVsMLuaWpiQXKGVerC7tkzscLF2vP5siA+xp6+fnYHMrHqa3Ibe3A8lbyarohIpfv146sStQ3PP1yBjmoRjRhvnuvVGX3olU2J9wUi4lEQq0zEM7Fqo5Gc65KUo/B0wmjEBk01EREphqbQ9Lh0hd2DAaBCTSeMZMjECgbT4l9gNPh99Qq7Z1+dMNzPfIJvqVYnbKiJ5nytTp5OWLlfulQiM2s2s2+Z2Roz221mT5rZeTned5KZ3Wxmm8ysw8weNrMT0rQ90f99h9/+ZjObFGpziJl9z8yeMbOdZrbezO4zM80RFymC/n7HTx9eAcBeE5o4dm75LK4iw3fMXK9A/47dvTy1anuJeyNSXhTEKhPx7KvxTZX9rXY400FZWCJSKk2h6YTpMpuiI1DYPRgYaw5l19YEg1jx6YR+JlZ3Xz/d/jLpNWkK0YM3luBjZAp4haVanTCfxSGSphPWVfZrVgW6DbgIuBY4FXgMuMXM3pPpTmZWB9wPnAB8FDgTWA/cbWbHhtoeC9zl//5Mv/2JwP3+fuLOBw4Dfuy3uwzo8tu9b3jDFJFsHnh5Iys2dwBw4REzVdC9ygRXfH7wlY0l7IlI+dFXqGXiPYfvyUvrdnJOhRdkDAetVA9LREpl0DS+dNMJLRjEKsw1K2LppxMGg2bxzNtUQaRsgam6WIReP5MqliHgFVaTWJ3QJQq755MB3KRMrJIws9OAk4D3OOdu8Tf/2cxmAl8zs1udc31p7n4psBA4yjn3sL+/PwNPAdcBhwfafg14GXinc67Xb7sc+CvwT8ANfrvrnHMfD/Xxj8DfgX8Dfjqc8YpIZjf/bQXgvX68c3Flf36QwSa31LPP5DG8tH4nf3l5I1edOK/UXRIpG8rEKhPzp7Rw6xVH8u7FM0rdlWFREEtEykXOQazA9ppYgTKxAgGoMYP6EayJFZ9OODiIlC0rrC4QeMon+FaXyMTqG34mlmpiFdNZwC7gV6HtNwHTSA5EpbrvS/EAFoAfoPoZcJiZTQfwfx4K/E88gOW3/RteYOuswLYN4Qfxg2hPAJX9ZkakzC3buIsHXvayc845eA/VJ6xSx8zzphQ++cY2tnf0lLg3IuVDQSwpqEiopkqmwsQiIiMp18LuI1ETK5qhsHs0xeOF63eF+5VKcEGQfDKxklYnjNfEyieIVa/C7iWyEHghGFzyPR34fab7Pp1ie3zbgtA+0rXN9BiYWQw4GnguUzsRGZ6fPrwy8e+LjppZwp7ISIpPKex38NCrm0rcG5HyoXkAUlDhz3+qiSUipRLMLoplWGRiJGpiRZOmE4Zqc/nXxbpYJNGnVEGkbF8CJAWx8sjEimdtBWtiNeQxnbAlEMQa16ggVhG1ActSbN8S+H2m+25JsT1837bQ9nDbTI8BcA2wN/COLO3wC8WHK1HPyXY/kdFuV1cvv35iFQBHz53A3pPGlLhHMlIOndVKY22Uju4+7n9hPafvP7XUXRIpC0qTkYIalImlIJaIlEgwEyuXlf5iEStY4D24n3Dx83hfgnWoUk3nyzZFsC4WnE6YfyZWT6AmVj6ZWG3NdVx05EwOmDGOUxdOyfl+UhBuiL/L977p2qbdh5ldBnwO+IZz7vYsfQG4Eng2dMvlfiKj2m+eWMWuLi8h86IjZ5W2MzKi6muiHOOvOnn/ixvo6esvcY9EyoMysaSgwkErZWKJSKkEp/FlWunv1IVT+e0/VnPKgsIFZJKnE0ZDv/P6EsykSh3EylYTKzidMI/VCaP+SohDXJ0Q4NozM84qk5GxmdSZUK3+z1TZU/ned7P/M13blI9hZpcAPwB+CHwiQz+Crmdwfa85KJAlklZ/v+MnfkH3Ga0NvGX+pNJ2SEbcyQsmc/dz69je2cNjK7Zw1JwJpe6SSMkVNRPLzMaY2XVmdo+ZbTQzZ2bXZGh/sJndZ2a7zGybmd1mZrPTtP2wmb1oZl1mttzMPm9mmudQZCrsLiLlIhiYiWbIatpvWgsPfep4rn7bfgV77OC1MFhDCgLTCQNBqIaa4dXEyicTqyYWmE44hNUJpWSeAfb1604FLfJ/PpvlvotSbA/f99nQ9nDbQY/hB7BuBH4CfMA5ly0jDPAKwzvnngvegNdyua/IaHXfC+tZtqkd8LKw9GVx9Tt+/qTE83zPc+tL3BuR8lDs6YRtwPuBOuB3mRqa2XxgCVALvBtvWed5wINmNjHU9nPAt4HbgLfifbv3WeB7he2+ZBNRJpaIlImk6YR5FD4vhPi1ryZqSdP+vL7Ea2Jlm06YrSZWoOZXPqsTRoOF3XvTPr6Und8CzcA5oe0XAWuAR7Lcd76ZJVYw9INhFwCPOOfWADjnVgOPAheYWTTQ9ghgH7z3WQS2X4wXwPoZcFmuASwRGZr/ftArizemPsZ5h+1Z4t5IMYxrrOXQWeMBuPf59egyK1L86YQrgfHOOWdmE4DLMrT9AtAFvM05twPAzJ4AXgE+DnzK39YGXA38t3Pus/59l/hZWP9uZt9yzj0/MsORsOigmlgquyYipZE0nTCPIE8hxANV4ZUJYSDglG06YbbA1HBXJwTYudsLYuVT2F1Kwzl3l5ndC9xgZi3Aq8D5wCnABc65PgAz+xFeYGuOcy6+hNmPgQ8BvzKzTwMb8GpS7QOcGHqoTwH3+m2vByYBX8HLwrop3sjM3gX8CHgSbyrhYaHFE/7hnOsq0PBFRr2/v76Vx1ZsBeC9h88ctAKvVK+T95vC0mVbWL2tk+fX7mDBtLGl7pJISRU1wuB82dr53w6+DfhNPIDl338l8GfgrEDzU4B6Am+sfDcBRg4r5EjhKBNLRMpFU+3AG/xiX4vii1yk+pAxpaUBgOnjGhLbUq5OmCUwFZyOmE+QLpjh1dvvvSTv2dqY8/2lpM4G/gfvi767gcOB851z/xtoE/VviZPCDyadgPce6r+AO4CpwKnOuQeCD+CcWwKc5v/+Dr/9n4ETQkGp0/HeRx4M/BV4OHTTMloiBXSjn4VVEzUuPmpWaTsjRXXSfpMT/9aUQpHyLew+B2gAnk7xu6eBk8ys3jm3G4hXl30m2Mg5t9bMNgV+L0UwKBOryNkPIiJxwYLq+dSMKoRpfoBqZtvg4NAnT9mH+VPGcOqigULyjbWDX47zWZ0wn2ttMBMLIGJwykLFGyqBc24X8FH/lq7NxcDFKbavx8vQyuVx7sXLxsrUJuXjiEjhrdzczt3PrgPgjAOmM2VsfYl7JMU0o7WRfae28MLaHfzxmbVcdeJcQpmvIqNKuQax4qvipFoFZwvet4vjgbV+2y7nXHuatqlW2Ekws0nAxNDmOXn1VhLC2Q7KxBKRUkmuiVXca9GHj9+bGa2NnLjv4JWjJrfUc/kxyWuURCNGbSxCd+/A8tmxrDWxhj+dEOBNe09g4pi6nO8vIiLF9aOHluMnznL5MXuVtjNSEm/bfyovrN3BKxt28eK6new7taXUXRIpmSF/NW1mx/mrC+ZyO3CID5Np6qFL8+989gFeTYhnQzct7zxEWp1QRMpFY13pphO2Nddx6Zv3YmZbU873CdfFqslrdcKhTScEeMeB03O+r4iIFNfW9m5++fgbABw7byLzpyh4MRqdccC0xL9vf3JNCXsiUnrDycR6Cbg8x7av57nvzf7PVFlUrXiBqW2BtvVm1uic60jR9oksj3U98KvQtjkokDUkysQSkXLRWFO66YRD0VgTZRs9if9nzcSqCU4nzH18weBXXSzCyQsmZ2gtIiKl9LOlK9nd42Xpvj+UxSujx4zWRg6ZOZ4nVm7ljqfW8Mm37jOoFrHIaDHkIJZzbi3essoj4TWgE1iU4neLgFf9elgwUAtrEYHlpc1sCjABL7MqLefcBrxVehI0x3joIlqdUETKRCRiNNVGae/uq4j6fOHi7vmsTpgtayuoNhDwOnG/yYypr8n5viIiUjy7e/r4ycMrANhvagtHzclYJUWq3JkHTuOJlVtZva2TJ17fyqGzWkvdJZGSKMsIg3OuF29FnLPNbEx8u5ntCbwFuC3Q/G5gN4OLi16Ml7H1u5HsqyRTJpaIlJP4lMJKmNocLu5em09NrDwysZrrBx7nzMD0BBERKS+/ePR1Nu3qBuCKY2fri/ZR7vRFUxOfrX7zxKoS90akdIoexDKzU83sncDb/U37mdk7/VtwGafPA43Anf59zgL+AGwCvhFv5JzbAvw7cIWZfcnMjjWzjwPXADc6554vwrDEF/4cVQkfHEWkejUnglhl+Z1NkvwzsYa2OuFhe7Vy5oHTuPCImZywr6YSioiUo+7efn7wl2WAt9Lt6Yu0iuxo19Zcx1v28RaM+f1Ta9i5uyfLPUSqUylWJ7wBmBn4/7v8G8BewAoA59yLZnYc8FXg10Av8Cfg4865jcEdOue+ZGY7gQ8BHwfWAV8BvjRio5CUwtMJlYklIqUUD2LVxMo/iNUUDmJlCbzV1QSnE+ZTEyvKt887KL/OiYhIUd3291Ws3e5VT7nyuDl5ZdxK9Xrv4Xty3wvr6eju4/Yn13DBETOz30mkyhQ9iOWcm5VH2yeAE3Ns+x3gO0PslhRI+ENXJdShEZHq9e7Fe7BycztnHVT+0+bC0wmzrTiYPJ1Q11oRkWrR29fPDQ+8BsC0sfWcddAeJe6RlItj5k1k+rgGVm/r5OePvM57D99T00xl1FFIXwoqnAwQrYApPCJSvS48chZPff7kivgAMHg6YbaaWENbnVBERMrbnU+vZeVmb9H19x8zm9oKyCaW4ohGjHMPnQHA82t38OQb20rcI5Hi0xVRCioa+iYgnxWzRERGQqV8Q9kYCmJlu34OdXVCEREpX/39ju/9+VUAJjTXct5he5a4R1Juzj10RqLu8I0PLi9xb0SKT0EsKSitTigiMjR5Z2LVDG11QhERKV/3PL+OVzbsAuCyo2dTXxPNcg8ZbSa31HOGv7rwXc+uZcWm9hL3SKS49K5XCioSClqpTouISG4aa5JrYuWzOmG2+lkiIlL+nHN818/CGttQo6LdktYVx84BoN/BDx9cVuLeiBSXglhSUOHphMrEEhHJzeDphNlqYgUysVR/UESk4t3/wgaeXb0DgEveNCuxwq5I2D5TxnDC/EkA/PqJVazfsbvEPRIpHr3rlYIKB630wUpEJDeDpxNm/hIguJphfY2utSIilay/3/GNe18GoKU+xiVH7VXiHkm5++BxXjZWd28/37rv5RL3RqR49K5XCko1sUREhiaciRXLcv2cP2UMpyyYwuF7tXLUnAkj2TURERlhdz27jhfWellY7z9mNmMba0rcIyl3i2e1cryfjXXrY2/w8vqdJe6RSHEoiCUFNTgTS0EsEZFcBINYNVHLuqpiJGJ8/8JDuPWKIwdlcYmISOXo63f8570vAdDaVMvFb1IWluTmM6fOJ2Jebayv3PViqbsjUhQKYklBRVQTS0RkSBoC0wM1FVtEZPS4/cnVvLbRW2HuA8fOVi0sydncyWM499AZAPzpxQ3c/ezaEvdIZOTpXbIUlDKxRESGJpiJpZVdRURGh56+fr513ysATBxTx4VHzCpth6Ti/MtJ+zDOn3569e+eZWt7d4l7JDKyFMSSghq8OqFOMRGRXDTUBKcT6topIjIa/OaJVby+pQOA//eWvTU9XPI2cUwd17x9AQCbdnXzb79/DudciXslMnL0LlkKKhyzUjaBiEhukjKxlMUqIlL1Orv7EllY08bWc95hM0rcI6lUZx44jRP8Iu93PLWGnz68ssQ9Ehk5CmJJQYXruKgmlohIbhoDNbGUiSUiUv1+9NAy1u3YDcBVJ86jLqYsLBkaM+Mr5+zPlJZ6AL545/MsXba5xL0SGRl6lywFNSgTS0EsEZGcNNapJpaIyGixcWcXNyx5DYD5U8ZwziF7lLhHUukmjqnj+xceQm00Qm+/4/KfPs6zq7eXulsiBacglhTU4JpY+iAmIpKLxhpNJxQRGS2+ff/LtHf3AfDZ0/bVe2YpiANnjOM/zl4EwM7dvVz4o0d4cd2OEvdKpLAUxJKC0uqEIiJDE4tGqPWnEWo6oYhI9Xp1wy5uefQNAI6ZN5Fj5k0scY+kmpxzyB5ce4ZX6H1rRw/v+v7D/O21TSXulUjh6F2yFFQkotUJRUSGKr4qlYJYIiLV6yt3vUhfvyNi8NnT5pe6O1KFLjpqFlefvi/gZWRd9ONH+dnSlVq1UKqC3iVLQYWnEyoTS0Qkd/EVClUTS0SkOi15aQP3vbAegHcesgfzp7SUuEdSrS47ejbfPu9AaqJGT5/j6t89y0d/8SS7unpL3TWRYVEQSwoqPJ1Q8/tFRHKXyMRSFquISNXp6u3jmt8/B0BzXYyPn7xPiXsk1e7MA6dzy+VHMLmlDoDfP7WGM777EM+tUcF3qVx6lywFNagmlrIJRERypkwsEZHqdeODy1mxuQOAq06cy6SW+hL3SEaDxbNa+cNHjubouRMAWLaxnbO+9zdu/utyTS+UiqQglhTU4OlmdJiGAAAgAElEQVSEOsVERHK1cNpYAPaZMqbEPRERkUJatbWD//rTKwDMm9zMRUfNKm2HZFSZ0FzHzZccxsdOmkfEoLuvn2vueJ7Lf/oEW9u7S909kbwowiAFNbiwu7IJRERyde2ZC/jlFUfy2dP2LXVXRESkQJxzXHvH8+zu6QfgC2cu1AIeUnTRiPHhE+byyyuOZPq4BgDue2E9p377QR5+bXOJeyeSO109peCCgSsVdhcRyV1dLMphe7Xqw42ISBW58+m13Pu8V8z9zAOnccTsthL3SEazxbNa+eNHjuaUBVMAWLdjN++5cSn/ec9L9Pb1l7h3ItnpXbIUXHBKYVR1XURERERklNq8q4vP+8XcW5tq+be37VfiHonA2MYabrjgYL501kLqYhGcg+/86VUuvukxtnf2lLp7IhkpiCUFp0wsERERERG45o7n2eLXHLrmjAW0NdeVuEciHjPjvYfP5Pf/783Mm9wMwEOvbuKcG/7G6/4CBCLlSEEsKbhgEEs1sURERERkNLr72XXc8dQaAE7abzJv339qiXskMtg+U8bwuw+9iZP3mwzAqxt2ceb3HuLxFVtK3DOR1BTEkoILxq20OqGIiIiIjDbrtu/m07c9DUBLfYwvvWMhZvpyV8pTY22M719wCFccOxuArR09vPfGR/jzixtK3DORwYoaYTCzMWZ2nZndY2YbzcyZ2TVp2t7s/z58ezFF2xoz+7yZrTCzLjN70cw+POIDkpSUiSUiIiIio1Vfv+OqW//Btg6vttCXzlrEpJb6EvdKJLNIxPjMqfty3Tn7E40YXb39XP7TxxPZhCLlIlbkx2sD3g88BfwOuCxL+07g+BTbwq4HLgT+FXgMeCvwbTMb45z78rB6LHlTTSwRERERGa2u//OrLF3mTcV69+I9ePsB00rcI5HcvfvQGYxvquVDP/873b39fOQX/6C9q5fzDtuz1F0TAYofxFoJjHfOOTObQPYgVr9zbmmmBma2ALgU+Jxz7mv+5iVm1gZcbWbfd85pQm8RRUyZWCIiIiIy+ix5aQP/ed/LAMye2MQ1ZywocY9E8nfSfpO56eJDufynj9PR3cenb3uGXV29XHb07FJ3TaS40wmdr8C7fQdgwE2h7TcBDcApBX48ySIpEyuqIJaIiIiIVL8Vm9r5yC3/wDmor4nw3fMPprG22DkDIoXxpr0n8LPLDqel3juH//0PL/DdP71S4l6JlH9h9wYzW2dmfWa2ysy+a2atoTYLgY3OuXWh7U8Hfi9FpOmEIiIiIjKabO/s4fKfPs6O3b0AfO2dB7DftJYS90pkeA7eczy3XnEkbU21AHz9npe57u4XKXxeikjuyvmrgaf827P+/48F/hk4wcwOdc7t8re3AYOmCzrn2s2s2/99WmY2CZgY2jxnOB0f7ZILu5d7nFREREREZOh29/Rx+U8f55UN3seTDx43R3WwpGrsO7WFW684kvfeuJT1O7q4fslrdHT38fm376cVN6UkhhxhMLPj0qwemOp2YL77d85907/d69+uBt4HzAcuDzfPtKssD3UlXqAseLs93/7KgKgpE0tEREREql9fv+Mjt/yDR5d736m/dcFkPn7yPiXulUhh7T2pmV9ecSTTxzUAcPPfVvDZ3z5DX78ysqT4hpOJ9RKDg0npvD6Mxwn6LdAOHBHYthkYFCQzsyaglhRZWiHXA78KbZuDAllDFomosLuIiIiIVLeevn4+9sunuOf59QAcvlcr3z7vIL3/lao0s62JX33gSN574yMs39TOLY++QWd3H19/1wHEopp9I8Uz5CCWc24tcGMB+5IrA/oD/38GOM/MpoTqYi3yfz5LBs65DcCGpAdQWuSwKBNLRERERKpZd28/H77l7/zfc14Aa9+pLfz3RYupr4mWuGciI2fauAZuveIILrjxEV5ev4vfPbmG3T39fOf8g6iNKZAlxVFpZ9o7gUZgaWDb7XhTBi8Ktb0Y6ATuLkrPJEGZWCIiIiJSrbZ39nDpTx5LBLAWTR/Lzy87nJb6mhL3TGTkTRpTzy/efyQLp3sLF9z93Dre/z+Ps7unr8Q9k9Gi6IXdzexUoAkY42/az8ze6f/7j865DjObCfwc+AXwKl6Q6ljgKuA5AhlgzrnnzOxHwLVm1gc8BpwMvB+42jmXbTqhFFgsaXXCSouTioiIiIiktnxTO5f+5DGWbWwH4OA9x3HTJYcxtkEBLBk9Wptq+d/LjuCSmx7l769vY8lLG3nfjx/lBxccwnh/JUORkVKK1QlvAGYG/v8u/wawF7AC2AGsB/4FmAxEgZXAd4AvO+faQ/u8ElgNfBiY4u/jo865/xqREUhGwUysWFSZWCIiIiJS+e54ag2f/e0z7NzdC3hF3L957oE01pbzgu8iI2NsQw3/c+nhXPqTx1i6bAuPLt/CO67/Kz+66FD2ntRc6u5JFSv6Fdc5NyuHNluBs/PYZw9wjX+TEgvGrTSdUEREREQq2faOHr5w5/P85u+rEts+9JY5fOykfZK+vBUZbZrqYtx8yWF8/FdPcefTa1m5uYOzrv8r3zn/IN6yz6RSd0+qlOZ6ScFFIyrsLiIiIiKVrb/f8cvH3uAt31iSCGCNb6zhBxcewifeOl8BLBGgvibKf51/EB89YS4AO3f3cslNj/Eff3yB7t7+LPcWyZ9yX6XgIqbC7iIiIiJSmfr7Hf/33Dq+ff8rvLhuZ2L70XMn8PV3HcDklvoS9k6k/JgZ/3zSPOZObuZTv36a9u4+fvCXZSxdvoVvvOsATS+UglIQSwouHriKRgwzBbFEREREpPxt6+jmN39fzf8+sjJRuB1gSks9V79tX05fNFXvbUUyeNv+09hvagsfvuUfPLdmB0+9sY3Tvv0gH3rL3nzguNnUxaKl7qJUAQWxpOCCQSwRERERkXLknGPV1k4eeHkj9zy/nodf20RPn0v8flxjDZcfPZuLj5pFU50+NonkYvbEZm678ii+etdL3PS35XT39fPN+17m9qdW88m37sNbF0xRMFiGRVdjKbh48Er1sERERArHzJqBfwfeDbQCLwJfcc79Iof7TgKuA94GNAJPAVc75+5P0fZE4IvAAUAHcCfwSefchlC7GuCzwCXAVGA58D2tDi2l5Jyjq7efrp5+dvf2sbunj909/ezu6aO9q5dVWztZsbmdl9fv4sk3trFpV9egfew1oYn3HLYn5x++J80KXonkrS4W5d/evh9vP2Aqn7ntGV5ct5NlG9v5wM/+zv57jOWqE+dy3LxJqisnQ6KrshRc1JSJJSIiMgJuAw4FPg28DLwHuMXMIs65n6e7k5nVAfcD44CPAhuADwF3m9mJzrkHAm2PBe4C/gCcCUwCvgrcb2aLnXPBT/zXAxcC/wo8BrwV+LaZjXHOfblAY5ZRrK/fsWZbJ8s2tbN84y5WbO5gS3s3u7p62bW7l51dvXR09yYFqrqGWEh6cksdJ+47mdMXTeWI2W36cC1SAAftOZ47Pvxmbv7rCr635FW2dfTw9Krt/NPNjzOrrZH3HTmLsw+ezrjG2lJ3VSqIglhScBFlYomIiBSUmZ0GnAS8xzl3i7/5z2Y2E/iamd3qnOtLc/dLgYXAUc65h/39/RkvG+s64PBA26/hBcje6Zzr9dsuB/4K/BNwg79tgb/fzznnvubfd4mZtQFXm9n3nXNbCjF2qW7OOTbs7GLZxnaWb2pnxeZ2lm30fr6+uYPuvsKvbhaNGHuMb2D/PcZx0IxxLJ41noXTxipwJTICaqIRLj9mNuceNoMb/7KMHz20nPbuPlZs7uALdz7Pl//4Am+eO4HTF03l2HkTmaSFEyQLBbGk4AYysSIl7omIiEjVOAvYBfwqtP0m4Od4gai/ZbjvS/EAFoBzrtfMfgZ82cymO+dWm9l0vEyvz8QDWH7bv5nZy/5+bvA3vwMw//HD/bkcOMXvlwj9/Y71O3fzxpZOXt/SwYpNXsAqHrTq6E4Xf03WUBNlUksdY+pjNNXGGFMfo7E2Rn1NhPqaqHeLRaiL/7smQn1s4N8NNVGmjWtg+vgGaqJ6nypSTC31NfzLyftw2TGz+fXjq/jJwytYubmD3n7Hkpc2suSljQDMndTMEbPbWDi9hQXTxjJ3crMKwksSBbGk4FQTS0REpOAWAi8Eg0u+pwO/TxfEWgg8mGJ7/L4LgNV+u+D2cNs3hfa50Tm3LkN/pACcc4F/B7ana5O0Pdg+9X6SHyt7+94+R2dPn3fr9n7G601tae9mS0c3W3Z1s6W9m427uli9tZNVWztzzqiqiRoz25qY1dbE7Inez70meP+eNKZOBaFFKlxLfQ3/9Oa9uPioWSxdvpk7n17LXc+sZWtHDwCvbNjFKxt2JdpHI8bUsfXsMb6BGeMbmTq2nnGNtYxrrGF8Yy1jG2torI1SF4tSF4tQF4tQG4tQF4sSjRgRQ9eNKqMglhRcRKsTioiIFFobsCzF9i2B32e6b6qpfeH7toW2h9sGHyPlPp1z7WbWnaU/8ULzE0Ob52S6z3C8+at/Yrv/ASkejxlO4CcpBpRn+1wet9pFDKaPb2CvCc3MntDErLZG9prYzF5tTUwbV09MWVIiVS8SMY6aM4Gj5kzg2jMW8OQb2/jrq5v426ubeXr1Nnb3eIHvvn5vFdFVWztZmvLlKTdmEDHD8H9a6GeBxlVNDp/dxo0XLS51NwZREEsKbupYbx7zlLGazywiIlJAmcIc2UIg+dw3Xdtc2+XSnyuBz2dpUzC7urwi4FIcDTVRWptqaWuuZdrYBvZsa2TG+Ab2aG1kxvhGZrQ2aHqQiCTURCMcOquVQ2e1ctWJ0NvXz/JN7Ty7Zjsvr9/Fqq2dvLGlg1VbO9jc3j2koL9z0Je44yj61mAYOnvK83VTQSwpuA8cO4e2plpO2HdSqbsiIiJSLTaTOrup1f+Z6evpXO+72f+Zrm3wMTYDB4YbmVkTUJulP+CtbBiu7zUHuD3L/YbkvYfvSWf3wHS24MwSS7Ut8J+kb+eT7hdok2J/g7dnb0+ax813P+nGkuah8tpnNBKhsTZKg193qsH/d0NNlPFNNbQ11dFQqwCViAxdLBph7uQxzJ08ZtDv+vodOzp72NrRzbbOHrZ39CRWJu3q9X/2eP/ud9DvHP0O8H/2Oy9ntt85nPNq9vUrppXSXhMaS92FlBTEkoJrbarlimNHbEaAiIjIaPQMcL6ZxUJ1sRb5P5/Nct9FKbaH7/tsYPsfU7QNPsYzwHlmNiVUFyuX/uCc2wBsCG4byZoln3jr/BHbt4iIFE80YoxvqmV8U22puyIlognnIiIiIuXvt0AzcE5o+0XAGuCRLPedb2aHxzeYWQy4AHjEObcGwDm3GngUuMDMooG2RwD7ALcF9nk73nyMi0KPdTHQCdyd68BEREREcqVMLBEREZEy55y7y8zuBW4wsxbgVeB84BTgAudcH4CZ/QgvsDTHObfSv/uPgQ8BvzKzT+NlQF2JF5g6MfRQnwLu9dteD0wCvoKXWXVToD/P+Y91rZn1AY8BJwPvB652zg29+q6IiIhIGgpiiYiIiFSGs4EvAV/Aq1H1InC+c+4XgTZR/5aYm+ec6zKzE4DrgP8CGoEngVOdcw8EH8A5t8TMTvMf4w6gA7gT+IRzrivUnyuB1cCHgSnACuCjzrn/KshoRUREREIUxBIRERGpAM65XcBH/Vu6NhfjTekLb1/P4Kl/6fZxL142VrZ2PcA1/k1ERERkxKkmloiIiIiIiIiIlD0FsUREREREREREpOwpiCUiIiIiIiIiImVPQSwRERERERERESl7CmKJiIiIiIiIiEjZ0+qEqdUCvPrqq6Xuh4iIiIyAwGt8bSn7IUn0/ktERKTKDfc9mDnnCtebKmFmZwC3l7ofIiIiMuLOdM79vtSdEL3/EhERGWWG9B5MQawUzGwscCzwBtBd4u6IiIhI4dUCM4AHnHPbS90Z0fsvERGRUWJY78EUxBIRERERERERkbKnwu4iIiIiIiIiIlL2FMQSEREREREREZGypyCWiIiIiIiIiIiUPQWxRERERERERESk7CmIJSIiIiIiIiIiZU9BLBERERERERERKXsKYomIiIiIiIiISNlTEEtERERERERERMqeglhlzszGmNl1ZnaPmW00M2dm16RoZ2b2ETN70cy6zGytmd1gZuNTtJ1nZr8xs61m1mFmj5jZGSnafcTMlprZJn+fr5vZL8xsQRWM7Wb/8cK3FwsxtjIYX6qxFWyMJR5bzvsc4tiON7Mf+/tvN7PVZna7mR2Sou3BZnafme0ys21mdpuZzU6z3w8H+rzczD5vZjWhNnuY2bfM7AF/f87MLi7EuMpkfCea2b1mtsZvt8HM/mRmp1XB2C7O8Dc3pQrGtyTD+AoyxlKOz2/3VjP7q5l1mtl2M7vDCvR6J5XLzA40sz+Y9x6o08y2mNnDZnZBmvYFPzcrQT5/v3770Xqccnr/FGg/Ko9TKmbWbN57pDVmttvMnjSz80rdr2LI57wZzedMqd9HVIp8XtfK9jg553Qr4xswC9gGPAD8N+CAa1K0+wbQB3wVOAn4KLAdeByoCe1vM/AscC5wOnAn0A+cE9rntcDngXcAxwKXAC8Bu4B9KnxsNwMdwBGh2wFV8tyFx3WEv18H/EeFjy2nfQ5jbL8C/gR80D/v3wk8DPQAxwfazQd2AH8BTgPO9vu/GpgY2ufn/LF8GTgO+ATQBfww1O44YCNwL/Bz/7heXKhzsgzGdy7wLf/nscBZwP/547ygwsd2cfz5YvDf3rDPyzIY334pxnU80A08XAXjO9Nv91t/n+cDLwJbgDmF/BvUrbJu/nnzfeAC4C3A24Bb/L/3q0NtC35uVsot179fHafc3j+N9uOU5njcA2wFrvD/FuPH7z2l7lu5nDej/ZzJ9Tqk45Tb61o5H6eSH0Tdsp5kBpj/7wmpLlrAdKAX+E5o+/l++8sD274PdALTA9uiwPPA60AkS3/29ff5hUoeG14Qa9coe+5u8i8ue1fq2PLZ5zDGNinFtmZgHXBfYNsv8QJOLYFtM/E+1H81sK3NH9sPQvv8rP987BfYFjxHFzMyQaySjS9Nf2qAVcBfKnlsDASxFhfy+SqX8aXpz0X+mC+t9PHhBayewr+uBfbZBfzvSD2nulXuDVgKvB7aVpS/vXK85fr3q+OU/f2TjlPKY3Gaf6zOD22/B+8DdbTUfSyH82a0nzOlfB9RDbfw61o5HydNJyxzzpel2RF4H/j/GNp+p//znMC2NwFPOedWBx6jD7gLmAEcluWxNvo/e7O0y6oMx1ZQ5TQ+MxsDvAt4wDn3am4jSK+EY8tnn0PinNuQYtsuvIDaDAAzi+F9a/Eb59yOQLuVwJ/xMoziTgHq8YKIQTfhvSl5R+D+/cPtfzalHF+a/vTgfbtYiGtKWY2t0MpwfJfiZebemtdA0ijV+MysDdgHuCt4XfP3+SzwDjOLDnd8UnU2EbhuVfK1pRBy+fsFHacc3z+N+uOUwll4rze/Cm2/CZgGHF70HhVRLueNzpmyfJ9UaRKva+V+nBTEqg61/s+u0PYevEj9/qG24XbB++4f/oWZRc2szszmAzcCGxh8ko6UkRxbg5mtM7M+M1tlZt81s9Zh9zg/I/rcBZwHNOE9f8UyEmPLZ58FY2ZjgYOB5/xNc4AG4OkUzZ8G9jazev//C/2fzwQbOefW4r1YLKTEij0+M4uYWczMppnZtcA8vGmiBVeC5+5O/5qyxa8bMKLPb6nOTTObCxwN/MJ/gzgiijS+dNeV+LZG/3FlFAtctyaa2ZXAW/GmtcdV1etCIaT4+wUdp1zpOCVbCLzgnAt/4fV04Pejnc6ZFKr9PfxwZHldK+vjpCBWdXje//mm0Paj8KKfbaG2+5tZc6jtm/2fbQzWDuwGXsCbTnicc+6NYfU4dyM1tqeAjwMX4kWPb8ar+fXXFPcfSSP93MVdipft8psh9nMoRmJs+eyzkL6HFwT8Uqg/W1K03eL3ZXygbZdzrj1N25Hqcz6KPb4/4gUeVwNXAec65/4wtK5nVayxrfMf4zK8+gL/ChwKLDWzA4YzgCxKdW5e6v/8UV69zV8xxrfe/3/SdcXMxjHwxqsc/k6ltK7Hu25tAL4JfMQ594PA76vtdaEQwn+/oOOUKx2nZG2kPxbx3492OmdSq/b38MOR6XWtrI+TglhVwDn3FF7BtU+Y2bvMbJyZHYVXZ6gPby5q3HeBscBPzWy2mU02sy/iBQEItY07CjgSr/jbTuDPVqQVm0ZqbM65b/q3e/3b1cD78ArYXV6EocX7MdLPHf5zdTheXZfdIzWWsJEYW577LAi/H+8F/tk590R4mBnu6tL8O1O7oivR+D6MN0X0TLzC7rea2fk5dDcvxRybc+5u59zVzrk7nXN/cc59Dy9TyQFfyLPrOSnVuemnmF8EPOecW5pLX4eiWOPzp/F+DzjBzP7VzCaZ2d7Az/CysGAEri1SfGZ2nGVeZTN4OzB09y/jBaZPB34MfNfMPp7iYarhdWE4xym+j0x/v6DjlKuKP04FNBrGWAg6Z3zV/h6+AHJ5XSvL4xQr9A6lZN6Fl030S///3XgR1ROBcfFGzrn7zewSvKk7r/mbn8fLGvgyXmZEEufc3/1/LjWz3wOv+m3PLPgoUhuxsYX8Fi/r7IhCdTxHIz2+eMZEMacSxo3E2HLaZyGY2eeBq4HPOee+G/jVZv9nqm8WWvEu1tsCbevNrNE515Gibao390VRqvE5514J/Pf3ZnYX8D0zu7VQdcHK4blzzq0ws4cYgWtKicd3GjCF5KlUBVWC8X0Br/jr1QwEHf+AN3X+MrK/fkhleIncv6h6Pfgf59zrgW1/NDOA/zCznzjnNlIlrwu+IR8nyPj3CzpOuaqm41QIm0l/LCB1tshoo3MmoBzeB5a7TK9rlPlxUhCrSviF7E4zs0l4Hy5W4q0ScCXw61Dbn5jZ/wJzgR7n3Ktm9hm8k/HBLI+z08xexKthUxTFGpvPKPI37iM5PjOrxZsy+YRz7smRHclgIzG2fPY5HP6L3zV4q798OfTr1/zHXJTirouAVwNZb88Etj8S2P8UvBVmni1Un/NRZuN7FG9a70S8qV3DUmZjK/g1pQzGdyle8Ph/htL/bEoxPr/Oyr+Y2b8BewGbnHNrzez/gOXOuVXDHpiUnF+fo1Bf6DwKfACYjbfoTcW/LsQN5zhl+fsFHadcVc1xKpBngPPNLBaqixU/PtUwxuHSOeMrg/dJlSr4uvYE5XycXBks56hbbjeyLMWbov1H8KZYHZyl3VhgOfDbHPuwBbijCsf2br8PH62W5w54p/+4Hyz0mEo9tqHsM48x/as/pi9maHMrXsBlTGDbnniFoL8S2NaK9yJwQ+j+nybDsrPAYr8PF4/Ac1by8QXaGbAE2ArEqmxse+FNwc56DlfK+PACxz3ArYU+L8thfKF2B+Ot0lPw1wTdKv8G/NR/3ZkY2FaUc7Ncb7n8/eo4JY0j4/snHaeksZzqH6tzQ9vvwsuUjZa6j+Vw3uicKa/3EZV2C7+ulfNxKvnB0i2nE+pUvGDEJf4f5S/9/78TaPTbXO7fjgfOBv7bP2k+HdrXJLwpIGfgFR/+IF6g4DVgWqDdWLxo7FV482SPx4vMvoA35W5xBY9tJvBXvLo8p+JlgPyH/8f3LNBUyc9d6D53AR3A2Go4L/PZ5zDG9TF/PHfhTQNLugXazccLUDzgH4uz8L6JWE3gQ43f9nN+H78EHIu3qMBu4IcpHj9+DD/p9+O78W2VPj7gdrypWmf77c7Hq4nlgCsrfGz3Af+Gt4zw8cBH/f3tABZW+nMXaP8pvw8nFfJ6UurxAccBn8BbmecU/7lsB+5kFH040m3wDfgh8HW8L7qOBc4BfuGfq9eF2o7Y316533L9+x3tx8kfU9b3TzpOKY/bPXhfpF+O917xh/7xe2+p+1Yu581oP2dyvQ7pOOX2ulbOx6nkB1G3nE60Ff5Jleo2y2/zfrwaQu3+yfYX4MwU+2rF+9C4AW86yErgO8CEULs6vODA8/7+eoA38KaPFCyaWqKxjQduwwuSdOBFk1/GC6IUNNhTivEF2s/Ai6b/pFrOy3z2OYxxLckwLhdqewhe8KId2I5XV21Omv1+BK9+Rpc/vmuAmhTtcnrsShwfXmDuUbw3ob14y+7eDZxeBWP7Jt7yzTsYWHnxf4B51XJu+m1fwrt2WqHGVQ7jw1tEYqm/r914b9I+lu446DZ6bngfGP+CN2WwBy9rdAlwQZr2I/K3V+63fP5+R/Nx8sezIsOxmqXjlPa4NQPfBtb6Y3wKOK/U/Sq382Y0nzP5XIdG+XHK+XWtXI+T+Q8oIiIiIiIiIiJStiKl7oCIiIiIiIiIiEg2CmKJiIiIiIiIiEjZUxBLRERERERERETKnoJYIiIiIiIiIiJS9hTEEhERERERERGRsqcgloiIiIiIiIiIlD0FsUREREREREREpOwpiCUiIiIiIiIiImVPQSwRERERERERESl7CmKJSNUys2vMzA3hfu8xs6tGok8iIiIiIiIyNApiiYgM9h5AQSwREREREZEyoiCWiIiIiIiIiIiUPQWxRKQqmNnpZvakmXWZ2XIz+3iKNh8ys7+Y2QYzazezZ8zsk2ZWE2izBDgdmGlmLn4L/L7WzK42sxf9x9poZjeZ2cSiDFRERERERGSUipW6AyIiw2VmJwC3Aw8D5wFR4JPA5FDTOcDPgeVAN3AA8DlgPvBPfpsrgR/6bc8KPU7Ef5yjgeuAvwEzgWuBJWa22DnXWeDhiYiIiIiICGDO5V3zWESkrJjZUmAGMMc5t9vfNgZYAbQ65yzFfSJ42ajnAzcBE51zW/3f3QksdM7NCt3nPOAW4Bzn3G2B7YuBx4ArnXM3/P/27hBUzyqO4/j3DyuyoANRk1GNGlxWNEzYYM4sJoPJZFSL0arBJAY1GZwoMhTFpEkwCd4WwnkAAAIeSURBVBbBsOBQGAOHymN43iuXcYV74SrPnZ8PvLxwzuGc55Qn/Dj/8xz7BgEAAFBOCJxsM3O6erT6YC/AqlqW5Xp1+Zaxj8zMhzNzrfqz+r16p/Xk1gOHWO589Wt1eWZO7f2qb6ur1WPHsCUAAAAOoJwQOOnOtAbyVw/o+7ttZu6vvqq+r15sPaX1W3W2eqO64xBr3Vvd1VqKeJC7D/vQAAAAHI0QCzjpfqmW6r4D+va3XaxOV5eWZflxr3FmHj7CWj9X16pz/9B//QhzAQAAcARCLOBEW5blxsx8U12amZduuRPrwv6hu/+bew0zM9XzB0x7s4NPZn3U7uL4ZVm+Po7nBwAA4HDciQXcDl5uPXV1ZWYuzswz1WfVjX1jrrSWAb43M0/NzNPVp63liLf6rrpnZl6YmbO7i9ur3q8+qT6emVdm5tzMPDEzz83M27s5AQAA+Bf4OiFwW5iZC9Vr1UOtd2G92Xqa6tW9rxPOzPndmAdbywLfrT5vDaYeX5bli924M9Vb1ZPVna3vyr05TrXeqfXsbp4/qp+qL6vXl2X54T/YLgAAwP+OEAsAAACAzVNOCAAAAMDmCbEAAAAA2DwhFgAAAACbJ8QCAAAAYPOEWAAAAABsnhALAAAAgM0TYgEAAACweUIsAAAAADZPiAUAAADA5gmxAAAAANg8IRYAAAAAmyfEAgAAAGDzhFgAAAAAbJ4QCwAAAIDN+wsfgOKyS3jHsQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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ARIMA Model Results
Dep. Variable: D.sales No. Observations: 293
Model: ARIMA(0, 1, 1) Log Likelihood -1538.134
Method: css-mle S.D. of innovations 46.084
Date: Fri, 02 Aug 2019 AIC 3082.268
Time: 17:58:15 BIC 3093.308
Sample: 02-01-1991 HQIC 3086.690
- 06-01-2015
\n\n\n \n\n\n \n\n\n \n\n
coef std err z P>|z| [0.025 0.975]
const 0.2164 1.823 0.119 0.906 -3.356 3.789
ma.L1.D.sales -0.3241 0.057 -5.724 0.000 -0.435 -0.213
\n\n\n\n \n\n\n \n\n
Roots
Real Imaginary Modulus Frequency
MA.1 3.0859 +0.0000j 3.0859 0.0000
", "text/plain": "\n\"\"\"\n ARIMA Model Results \n==============================================================================\nDep. Variable: D.sales No. Observations: 293\nModel: ARIMA(0, 1, 1) Log Likelihood -1538.134\nMethod: css-mle S.D. of innovations 46.084\nDate: Fri, 02 Aug 2019 AIC 3082.268\nTime: 17:58:15 BIC 3093.308\nSample: 02-01-1991 HQIC 3086.690\n - 06-01-2015 \n=================================================================================\n coef std err z P>|z| [0.025 0.975]\n---------------------------------------------------------------------------------\nconst 0.2164 1.823 0.119 0.906 -3.356 3.789\nma.L1.D.sales -0.3241 0.057 -5.724 0.000 -0.435 -0.213\n Roots \n=============================================================================\n Real Imaginary Modulus Frequency\n-----------------------------------------------------------------------------\nMA.1 3.0859 +0.0000j 3.0859 0.0000\n-----------------------------------------------------------------------------\n\"\"\"" }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": "
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\n", 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bb+Dn50dMTAz3338/GzZs4C9/+YunQrxw4cLDxrZkyRLuvPNOLBYLvr6+LF26FB8fn8OOa4jZbObVV19l9uzZ1NbWMnHiRG688Ub8/f0b3A5www03cOaZZ9K/f39Wrlx5RN/XxqjWlLg7w4QJE/TGjRs7exhCCCG6uCs+/JA3tm7ls0sv5Wyjz1GIo2Hnzp2MHj26s4chjkBDv4ZKqV+01hMaOl6WxhZCCNEjWI15WKXCLIRobxKYhRBC9AiFRmAuksAshGhnEpiFEEL0CNLDLIQ4WiQwCyGE6BHcLRlFRnAWQoj2IoFZCCFEt1frdFJiLJ8rFWYhRHuTwCyEEKLbO+hVVZYeZiFEe5PALIQQottzt2OAVJhF75Cdnc15553H8OHDGTp0KLfffjs1NTWHHZeTk8NFF13U7PXOOussiouL2zSWBx54gH/9619tOre7kMAshBCi23PPkBHg6ysVZtHjaa258MILOf/889mzZw+7d++mvLyce+65p85xtbW1DBgwgPfee6/Za37++ectXo2vN5LALIQQottzz5CREB4uFWbR43333XeYzWauvvpqAHx8fHj66adZtGgRCxYsYPbs2ZxzzjnMmDGD9PR0xo51LbRss9mYM2cOycnJXHzxxUyePBn34nDx8fEUFhaSnp7O6NGjuf766xkzZgwzZsyg0vj99dJLLzFx4kTGjRvH73//e2xeP9np6ZpdGlsIIYTo6twtGcMiIvg+Pf2w/ZV2OyXV1cQEBXXwyERPd8eXX7L5wIF2veb4mBj+M3Nmo/u3b9/OscceW2dbSEgIgwYNora2lnXr1rF161YiIiJI9/r9sGDBAsLDw9m6dSvbtm1j/PjxDV5/z549LFu2jJdeeok5c+bw/vvvM3fuXC688EKuv/56AO69915eeeUVbr311iN/4G5AKsxCCCG6PXeFeWh4OKXV1Ti1rrP/iR9/5NgXX+yMoQnR7rTWKKUa3X766acTERFx2P41a9ZwySWXADB27FiSk5MbvP6QIUM8YfrYY4/1hO5t27YxdepUkpKSWLp0Kdu3b2+nJ+r6pMIshBCiy9NaU1lbi8XPr8H9VpsNfx8fYkNC0EBJVRXhAQGe/bsPHiSnrIwah4M+Pj4dNGrRGzRVCT5axowZw/vvv19nW2lpKVlZWfj4+BAYGNjgebrePyQb4+/v7/ncx8fH05Jx1VVX8dFHHzFu3DgWL17M999/37YH6IakwiyEEKJLszscXPD224x67rlG/8K3VlYSabF4QnL9PuYD5eVA3ennhOiuTj31VGw2G6+//joADoeDu+66i6uuugqLxdLoeSeeeCLvvPMOADt27CAlJaVV9y0rK6N///7Y7XaWLl3a9gfohiQwCyGE6LIcTidzP/yQj3/7jazS0kZnwCi02YgMCCDMbAYOn4tZArPoSZRSfPjhh7z77rsMHz6cESNGYDabefTRR5s8749//CMFBQUkJyfz+OOPk5ycTGhoaIvv+9BDDzF58mROP/10Ro0adaSP0a2olpbnO8uECRO0+w1OIYQQvcsdX37Jf3/6iRlDh/J1aiobr7+eYwcMOOy4qa++iq/JxAPTpjH9tdf49sorOWXIEM/+yCee4GBlJauvvpoTBw3qyEcQPdDOnTsZPXp0Zw+j1RwOB3a7HbPZTGpqKqeeeiq7d++mT58+nT20DtfQr6FS6het9YSGjpceZiGEEF3Wx7/9xnkjR/LA9Ol8nZpKenFxg4HZarORGB19qMLsVUmurq31VJalwix6M5vNxsknn4zdbkdrzcKFC3tlWG4LCcxCCCG6LKvNRnxYGPHGggppjaxEZq2sJKqRHub8igrP5xKYRW8WHByM/NS+baSHWQghRJdU43BQVlPj6U0OM5tJbyAwa62xNtHD7O5fBgnMQoi2kcAshBCiw2mtOfbFF3l106ZGj3GH20jjrf/4sLAGK8wl1dU4tCbSYiG4Tx9MStWpMEtgFkdDV38HTDSuLb92EpiFEEJ0uPKaGn7NzWVjTk6jx7hX74s02iyGhIU1WGH2Pk4pRZjZXKeH2R2YFRKYRfswm81YrVYJzd2Q1hqr1YrZ+GlUS0kPsxBCiA7nmeatkWni4NDqfd4V5q9SUw9b5az+cWFmM8XV1YfdKz4sTAKzaBexsbFkZ2dTUFDQ2UMRbWA2m4mNjW3VORKYhRBCdLhcI8QWNRFg61eY48PCsNntFNhs9PVaycx9XJQRmMMbqDBHBgQQExTkCddCHAk/Pz+GeE1bKHo+ackQQgjR4VqykEihOzAbQXiIe6aMoqI6x3kqzEawDjOb6/YwV1QQExRERECAVJiFEG0igVkIIUSHcwfmxlbug8ODsHtqufTiYmqdTpIXLuSRVasOVaLdFeaAgMNmyZDALIQ4EtKSIYQQosPllpUBTVeYrTYb/j4+WPz8AOrMxfx9ejop+flsy89nenw8JuNlP4Awf//DZsk4LjZWArMQos0kMAshhGiT7fn5xIaEENrKt83B1SYBrgVGnFpj8nqJz81aWUmkxeJ5wS/Y35/IgADSi4tJLy4m0M+P/sHBrExPJzIgwHON8IAATw+z1tpTYQ7x96e0uhq7w4Gfj09bH1sI0QtJS4YQQohW01pz/KJF/Gvt2jad727JcGpNqdeMFt6slZWedgy3IeHh7D14kA927mTWiBEs+/3v8TWZPO0Y4OphrnY4qKqtpbymBpvd7mnJgLqrAAohREtIhVkIIUSrldXUUFpdTXpJSZvO915MpKiy0tNO4c1qs9UJwuBqy/hw504cWjM7MZEJAwbw+vnnU2G3e44Jd6/2V1lJeU0NADFBQZ4K9MHKSqK9ZtkQQojmSGAWQgjRau4X7dy9yK2VW1ZG38BA8isqOFhZyZDw8MPvUVnJ2L5962wbEhaGQ2sswJk33ww+Plw6fDiceioccwx49TIXV1V5ZtqICQqi1ukEZPESIUTrSUuGEEKIVnOHTu9KcUs5nE4KbDYSo6OBxmfKsNpsdVsyDhwg/pNPAJi1bRuW4mIoK4O33oLZs2HWLMjKItw4p6iqyjM+75YMCcxCiNaSwCyEEKLV3FO+5bYhMBfYbDi1JjEqCmg4wGqtOejdw7xkCYwcyfCvvwZgzs03w6ZN8NNPUFgI//0vfP89jB1L2L59gKvC3FBglsVLhBCtJYFZCCFEq7lbMg5WVlJdW9uqc90h1lNhbiDAllRX49DaFZjvuQeuvBKOOYZTP/mEzy+7jAumTTt0sI8P3HYbpKRAZCThN90EQE5ZGQfKy/E1mYgICJAKsxCizSQwCyGEaDXvKm2eMUVcS7n7nkcbgbmhAOtZjGTJEnj0UbjuOlixAtPIkZw5fHiD09CRkADffMOQmhqGFxdz3zffsOnAAfoFBnrmaVaN3E8IIZoigVkIIUSruQMttP7FP3eFeUhYGGZf3wZ7mD2B+bvv4KGH4MUXwVjApEkJCfT56is++OwzSsvK+GLvXmKCggAwKUW4LF4ihGgDCcxCCCFazbvC3NoX/7z7isPNZk+ArXE4+DU313X9BQsAiJw9G+69FxqqKDcmMZGxzz7LKx99BEA/rynkZLU/IURbSGAWQgjRatbKSs+S1e4X/5bv3k3UE09Q0szCIAfKywn19yfAz69OgH1t82YmvPgiac89h3X5cgAi77ijbQOcOZNLLrmE5z/9lDvz8jybve+3LCWFfUVFbbu+EKJXkcAshBCi1aw2GyMjI1Ecqhj/kJGBtbKSHQUFTZ6bayxVDcYy1kbA3lFQgAbWvvwy1gkTAA5buKRV5s/nD/36cdq990JqKnAoMKcVFXHZBx/w3/Xr2359IUSvIYFZCCFEq1krK+kXFESUxeLpYd5VWAjA3oMHmzz3gFdg9q74pmZlAbAuORnr7NkoaHAFwBYzmeCFF1y9zzfcAFp77vf29u0A7Csubvv1hRC9hgRmIYQQreaeI7l/cDAHjFky2hqYiyorwWpl744dAKybNAmrw0F4QAA+piP8ayo2Fp54Ar77DhYtIsLomX5r2zYAackQQrSIBGYhhBCt5l6Fr39QELllZVTX1nrC555mAnNueTn93S0ZRoB1Xngh+4KC8FGKLQcPklVaWneVvyNx/fUwbRr8+c9E4FoBcEteHmFmM/uKitBat899hBA9lgRmIYQQrVLrdFJSXU2kxUJMUBAHystJLSrCoTWKpivM5TU1lNfUHKowm81U2O1kbN1Kta8vZwwbhkNrVqanH1n/sjeTCZ59FkpKiFi92rVJKW6eOJGq2to2Le8thOhdJDALIYRoFXfPcYRRYT5QXs5O40W/SQMHNhmY87ymlENrwo3ZMDYas2FcnpQEuIJ1u1WYAZKSYN48IoyltafHx3NCXBwgbRlCiOZJYBZCCNEqnkVFAgKICQrC7nTyo/HC3lnDh1NUVdXoXMc5xguCMYGBcP/9RHzxBQAbjjsOgMkDBzIsIsJ1/faqMLs9+CCRxowcl4wZQ0J4OCCBWQjRvGYDs1JqkVIqXym1zWvbk0qpXUqprUqpD5VSYV775iul9iqlflNKneG1/VilVIqx7xmlWjMLvRBCiK7CvWhJpMVC/+BgAFampxMXEsL4mBgA9litDZ67+cABAEY/8gg8/DDh06YBsDE3Fx+lGBQaynGxsa7rt2eFGSAujpNnzeLRb7/lcqUYHBaGQgKzEKJ5LakwLwZm1tu2AhirtU4GdgPzAZRSicAlwBjjnAVKKR/jnIXADcBw46P+NYUQQnSgm5cv55t9+1p9Xv0KM8CWAwcYFRXlqQ431paxbts2BlRWEvf66/DQQ0T87W8A/JKby+CwMPx8fJhytAIzEHD33czfvBnLY49h9vVlYEgIaTK1nBCiGc0GZq31KuBgvW1fa61rjS/XA7HG5+cBb2mtq7XWacBeYJJSqj8QorVep12vI78OnN9eDyGEEKJ1skpKWLBxI+8a8xG3Rp0KsxGYNTAqKoqE8PCGX/zLyoJ581ifksJx+/ejPv4Y7r2XcKPtorS6mqFGi8TxRm9xtNeS1u0mPBxuuw3eew+2bychPFwqzEKIZrVHD/M1wBfG5wOBLK992ca2gcbn9bcLIYToBGuNnuPM0tJWn9tQhRlcgdns60tcaCh73SG0pATmz4cRI8j79FPSwsOZctVVcM45gOvFQTd3YB7Xrx9vXHABF48Z05ZHa96dd4LFAo88IoFZCNEiRxSYlVL3ALXAUvemBg7TTWxv7Lo3KKU2KqU2FjSzxKoQQojmFVdVkZKX5/naHZizSkpafS1rZSV+JhNBffoQ7O9PoJ8f4ArMAMMiIthrtcKSJTBiBDz2GFx0Ees//hiA44YP91zLeyW/oUY7h1KKy5OTCT2SVf6aEhkJt9wCb71FQm0t+8vKqKqtbf48IUSv1ebArJSaB8wCLteHZn3PBuK8DosFcoztsQ1sb5DW+kWt9QSt9YTo6Oi2DlEIIYThyR9/ZOJLL7lW1QPWZrt+6JfZhsB8sLKSSIsF97vb7iqzJzD7+rInPR2uvBISEmDjRliyhHXV1fiZTPyuf3/PtXxMJkL9/YFDFeYO8ac/gdlMwsqVAKRLH7MQogltCsxKqZnA34BztdY2r12fAJcopfyVUkNwvdz3s9Y6FyhTSk0xZse4Evj4CMcuhBCihfaXlVHtcPDhrl1U1NSwKTeXEH9/ympqKDGmWmspq7Estlv/4GBC/P3pHxgIr77KsJdfxurnR9HChfDjj3DssQCsz85mfEwMAUZF2s3dluGuMHeIvn3h6qtJMOaBlrYMIURTWjKt3DJgHTBSKZWtlLoWeA4IBlYopTYrpZ4H0FpvB94BdgBfAjdrrR3GpW4CXsb1ImAqh/qehRBCHGXuF/Xe2raNjTk5OLTm/FGjgNZXma02W53e42mDBzNr6FDUVVfBNdcwPDISgNRzz3WtsodrdcANOTmeKeO8hRvXSujICjPAnXeSUFgISGAWQjTNt7kDtNaXNrD5lSaOfwR4pIHtG4GxrRqdEEKIdlFovKj3bVoaiUar25zERF7fsoWs0lKS+vVr8bWslZWe6eMAHh41Ci64AH7+Gf7xD4bdcAO88AJ7Dx5kwoABAKTk5WGz2zkuLu6w60UEBNAvMJCgPn2O5BFbb7PMlcwAACAASURBVNgw+p5+Oha7nX35+R17byFEtyIr/QkhRC9gtdkY27cvTq1ZsGEDo6KiPIuMtPbFP6vNdqgl4+efYcIE2L4dPvgA7r+fuDDXWlb7vWbgWGf0TE9poMJ8wahRXHvMMW15rCOm7rqLhIMH2bd1a6fcXwjRPUhgFkKIXsBaWclJgwYxtm9f7E4nx8fGEhMUhK/J1KqWDK31oR7mN9+Ek04Cf39Yt85VZQZC/P0x+/pyoLzcc972/HzCzGYGh4Yeds0/TpzII6eeeuQP2RbHH0+8UqTn5YHD0fzxQoheSQKzEEL0cA6nkyJjZotLjLmNj4+Lw8dkYmBwMFmtmIu5wm6nxuEgctUquPxymDzZVWVOSvIco5QiJiiIAxUVnm255eUMDA72zKzRZShF3xEjKPT1hY/lXXQhRMMkMAshRA9XXFWFBqIsFq793e+4KDGRc0aOBCAuNLRFFeY3U1I47pVX+DwlBYDI5cvhhhtgxQpoYPrPmKCgOhXmnLIy+gcHt88DtbPI0aMpDAxE/+tfnT0UIUQXJYFZCCF6uMJ6K/O9O3s2fY1lpweFhraowrx482bWZ2dz8Wefua41dy48/zw08qJe/cCcW17OgC4amKMCA6n28cG2caOrtUQIIeqRwCyEED2ce0q5SIvlsH1xISFklZTg1I0uvkqt08narCyu2L+fK7ZuRQEjrrgCmmiviAkM9ARmrTW5ZWX091pGuytxv8BYGBMD//53J49GCNEVSWAWQogezupVYa5vUGgodqeTfK9+4/o27dxJhd3O2T//zOvz5lE6f75narrGxAQFUWizYXc4sFZWYnc6u2xgjjL+IWGdO9c100d6eucOSAjR5UhgFkKIHq65CjM0MbVcXh6r77sPgKkPPgjnntui+ZLdy2XnV1SQW1YG0GVbMtzfl8JzznFVzV9+uZNHJIToaiQwCyFED9dUhTnOmOYts6SESrudVRkZh3Zu2wYnnMAqi4WhZjMDzj23xfd0B+bc8nJyjdaMrvrSn6fCHBQEZ54JixaB3d7JoxJCdCUSmIUQoocrtNnwNZkI8fc/bN8gIzBnlZZy0/LlTFu8mPTiYnj3XZgyBWdFBWsSE5lqLKPdUu7AfKC8nJyuXmF29zDbbK6ZP3JzYfnyTh6VEKIrkcAshBA9nHuhkYbmQA43m7H4+bF482Ze27IFgK3PPQdz5kByMru++Qar3c7UQYNadU/vwOxuyeiqPczhAQEojNaVs86CgQPhhRc6e1hCiC5EArMQQvRwVmPRkoYopRgUGsqWvDxGRkYCsP2rr+Cyy2DlSlYZ/c8nDR7cqnv28w7M5eWE+vsT4Od3BE9x9PiaTIQHBLgqzL6+cO218NVX8vKfEMJDArMQQvRwVputwf5lt0GhofgoxRvZ2cSVlLB9+nRYsgT8/VmdmUlMUBBDw8NbdU+zry9hZrOnJaOrtmO4RQYEeF6O5Npr5eU/IUQdEpiFEKKHa6rCDHDfSSexbPhwJjz+OGP8/dkeGwsmE1prVmVkMHXQoDYtae1evCS3vLzLvvDnFmWxeBZ4YdAgeflPCFGHBGYhhOjhCpupMJ9oNjP7zjshMZGxU6eys6AAh9NJRkkJ2aWlrW7HcPME5u5QYfYOzAA33ECZ1cofX3iBJUZvtxCi95LALIQQPZjWGqvN5pk6rUF/+AMUF8NbbzFmwACqHQ5Si4pYbUwx19oX/txigoLINVoyuuoLf25RFotn+j2Afccdx/E33shCq5V/y3LZQvR6vp09ACGEEEdPeU0Ndqez8Qrz8uXw0Ufw2GOQlMSY/fsB2J6fz+rMTEL9/Rnbt2+b7h0TGEhGcTEOrbt8YI50v/QHlFZXM2XxYmrDwzl7926+UIqSqipCzeZOHqUQorNIhVkIIXqwplb5o7ISbr0VRo+GO+8E8Cx5vS0/n1UZGZwwaBA+prb9VRETFIRDa6DrzsHsFmWxUFlbi81uZ/OBAxTYbLx22mnc+dNPOLVmfXZ2Zw9RCNGJJDALIUQPVtjEKn88/jikpcFzz4Gx3HVgnz4MCQvj+4wMfrNaOamN7RhwaC5m6Lqr/Lm5vz9Wm41dhYUAJI8dy+TRo/FxOlkjU8wJ0atJYBZCiB7Msyx2/QpzaqqrDeOSS+CUU+rsGtO3L9+lpQEwtY0v/EG9wNzFWzI8y2NXVrKrsBCLnx9xoaEEXXMN4w8c4MetWzt5hEKIziSBWQghejBPS4Z3hVlrVyuGnx/8+9+HnTPWaMsw+/oyYcCANt+7O1WY3YG50Kgwj4yMxKQUzJrFiQUFrC8pwe5wdPIohRCdRQKzEEL0YO4Kc51ZMj7+GL74Av7xD2ggEI8xXvKbEhtLHx+fNt/bHZiD+/QhyGj56KrcFXh3S8aoqCjXDj8/Thg1ikqTiU3btnXiCIUQnUkCsxBC9GDuCnO4u8JcUQG33w5jx7qqzA0YY1SY2zqdnFuUxYJJqS7/wh8c+gdFVmkp6cXFhwIzcMKcOQD8+OmnnTI2IUTnk8AshBA9WKHNRpjZjK97pou774bMTPjf/1wtGQ1I7tePe6dO5frf/e6I7u1jMtE3MLDLt2MARBj/oFiXnY2GOoF5wPjxJFRWsmbfPlc7ixCi15F5mIUQogezVlYe6l9escI1I8btt8NJJzV6jo/JxEP1XgRsqzOHDWNoeHi7XOto8jWZCDObWZOZCdQNzAAnREezXGuKv/2WsNNO64whCiE6kVSYhRCiB7PabK7+3KIiuPpqGDUK/vnPDrv/ovPO454mwnlXEhkQQH5FBQoYHhFRZ9+t559Pqb8/f/jyS7RUmYXodSQwCyFED+apMN9yC+TlwZIl0Niqf72cu485PiyMgHrtKhOHDuXBykreCQ7mtbVrO2N4QohOJIFZCCF6sKySEmILC+HNN+G++2DChM4eUpflnimjfjuG218vvZST09K45ZtvyCkr68ihCSE6mQRmIYToocpraiiw2Rjy+ecwcSLMn9/ZQ+rSopoJzD6/+x3/2L+fCmDrgQMdODIhRGeTwCyEED1U2sGDACQUFLhaMRqZFUO4uF+OHN1IYAaIOfdcAAq2b++QMQkhugYJzEII0UPte+cdAIZccQWMHNnJo+n6mqswA0RdfDEAhd991yFjEkJ0DRKYhRCiJ0pNJe399wFIuP76Th5M95AYHU1wnz6MNVY6bEhodDQ+WlO4axfk53fg6IQQnUkCsxBC9DQOB1x5JWnh4QT5+REZGNjZI+oWzhs5kvy//OXQqogNMClFVEAAhf7+8PLLHTg6IURnksAshBA9zbPPwtq17DvhBIaEh6OU6uwRdQtKKcy+za/nFRUcTGF8PCxcCLW1R39gQohOJ4FZCCG6kT1WK8kLF5JeXNzwAWlpcM89cPbZpAUGktANVtnrbqIsFgoGD4bsbPj4484ejhCiA0hgFkKILqaipobTlyxhw/79h+176ddfScnPZ2Va2uEnag033ggmE/p//yOtuJghYWEdMOLeJcpioTAgAOLjXdV8IUSPJ4FZCCG6mBX79vHNvn28tW1bne0Op5M3U1IASGnohbMFC+Drr+Gxx8iPjMRmt0uF+SiItlgotNngj3+EH36ArVs7e0hCiKNMArMQQnQxn+/ZA8Da7Ow623/IyGB/WRk+SrE1L6/uSV9+CbffDmefDTfdRJrRsjFEAnO7i7JYsFZW4rzmGjCb2frCC6zJzOzsYQkhjiIJzEII0YVorT2B+ZecHKq8Xip7Y+tWgvv0Yc6YMXUrzFu3wpw5kJQEb70FJhP7iooApMJ8FERZLDi1piggAC6/nL9UVDBr6VLKqqs7e2hCiKNEArMQQnQh2/Lz2V9WxnkjR2J3OvklJweASrud93bs4KLERCYNHEh+RQX5FRXw3nswdSoEB8Onn0JQEABpRmCOlx7mdude4KTQZoNbbmFfSAglNTW8smlTJ49MCHG0SGAWQoguxF1d/sf06QD8mJUFwCe//UZZTQ1zk5NJMhbWSLnnHpg9G0aNgrVrITbWc519RUXEBAVhkeWw2120Ma91oc2Gc9w4Mo0q/tPr11PrdHbm0IQQR4kEZiGE6EK+2LuX8TExjIuJYXhEBGuzstBa89+ffmJwaCjT4uJIWrUKgJSffoI774TVq2Hw4DrXkRkyjh7vCvOB8nJqTCZm7tlDZkkJ7+3Y0cmjE0IcDRKYhRCiiyipqmJNZiZnDRsGwPFxcazNyuL79HTWZWfz17598TnuOPpefTV9q6tJue46eOop6NPnsGvtKyqS/uWjxB2YC2w2MoyXK29OSWGk3c6Ta9eite7M4QkhjgIJzEII0UV8m5aGQ2vOHD4ccAXmApuNmz/6iH52O9fMmwcHDsBrr5E0ahQpjfz43+5wkFVaKhXmo8S7wuxeQCZhyhRuXL2aX3NzySot7czhCSGOgmYDs1JqkVIqXym1zWtbhFJqhVJqj/HfcK9985VSe5VSvymlzvDafqxSKsXY94yStVqFEKKOrXl5KGDigAEAHB8TA8DO0lLuWrcO80MPwe7dcOWVJPXty/aCApwNVDPf2b4dp9aMNXqdRfuy+Plh8fOj0GYjo6QEgMGXXMJoY6GZTGObEKLnaEmFeTEws962u4FvtdbDgW+Nr1FKJQKXAGOMcxYopXyMcxYCNwDDjY/61xRCiF5tt9VKfFgY/r6+kJ9P4qWXElpVRbjTyY2vvw533w0BAQAk9euHzW73TB/ndqC8nNu+/JIpsbFclJjYGY/RK0QZi5ekFxcTZbEQOH06cSEhAGRJYBaix2k2MGutVwEH620+D3jN+Pw14Hyv7W9prau11mnAXmCSUqo/EKK1XqddzV2ve50jhBACV2AeERkJ6ekwaRKmDRv456BBPD9nDsEDB9Y51jNThtcCJlprblq+nIqaGhadey4+Jum6O1qiLBZXD3NJCYNDQ0Ep4s53/bWWlZHhOe7i995j6quv8nMDy5wLIbqPtv5p2k9rnQtg/Nf9c7+BQJbXcdnGtoHG5/W3CyGEwBV2d1utjLBYYMYMKCmB1au56aabmDNmzGHHj+nbF0XdJbK/Sk3lo127ePDkkxkdHd2Bo+99vCvM7rmug+fOJayykszNmwHXr+ny3btZk5nJ5Jdf5m8rVnTmkIUQR6C9yw8N9SXrJrY3fBGlblBKbVRKbSwoKGi3wQkhIK+8nBMWLfK83S+6hryKCspqahixdClkZ8Py5TBhQqPHW/z8iAsNZc/BQz8AXJ+djQJumzy5A0bcu0VbLBRUVJBRXOyqMAMkJBBXW0uWMXd2XkUFFXY7j5xyCueMGMFT69fLDBpCdFNtDcx5RpsFxn/dJY5sIM7ruFggx9ge28D2BmmtX9RaT9BaT4iWKokQ7eqX3FzWZmXx5d69nT0U4WW3USkekZIC774Lxx/f7DlDw8NJ9QrMqUVFxIaEYPb1PWrjFC5RFgsZJSVU1tbWWU1xUEQEmUpBSorn1+aYmBimx8dT63RSIstnC9EttTUwfwLMMz6fB3zstf0SpZS/UmoIrpf7fjbaNsqUUlOM2TGu9DpHCNGBCioqANh84EAnj0R42/3KKwCMuPVWOPvsFp0zNDycVK+X/lIPHmRoRMRRGZ+oK8pi8cxQMtgrMMcNH05WaCi8+SZ7jcA8LCKCaPfczcbvPyFE99KSaeWWAeuAkUqpbKXUtcBjwOlKqT3A6cbXaK23A+8AO4AvgZu11g7jUjcBL+N6ETAV+KKdn0UI0QL57sDs9bJYT+NwOvnTV1/Vqb52aW++ye4NG/DXmrg//rHFpw2NiCC/ooIyo2qZWlTEUFmspEO452IG6laYY2KwWizY3nmHvVYrPkoxOCzMs5x2gc3W4WMVQhy5Zn9up7W+tJFdpzZy/CPAIw1s3wiMbdXohBDtzh2Yt+bl4XA6e+RMCmnFxTy9fj0h/v48MH36Ub/ft/v2kV9RwaVJSc0eq7Vmxb59nJaQgEkp17zKN9zA7quuYlh0ND4+Ps1ew80djt2r+uVXVEhg7iDRXoHZ08MMxBmfZ5WUkLpnD4NCQ+nj41NnsRMhRPfT8/6mFEI0yV3hstntnh8Z9zTuH3tv6aAq+kOrVnHvypUtOvar1FTOeOMN3ti6Faqr4ZJLwN+f3cOHMyIqqlX3dbdfpBYVeeZjlpaMjuEOwGFmM6Fms2f7IHdgjo5mb1YWw4xfD2nJEKJ7k8AsRC+TX1FBgPFSWEcFyo7mrqJv6aA+7Z2FhZ57NuenbNcMmws2bIC//x02bcLxyivsLS11zcHcCu5qcurBg55eZqkwdwx3YPauLgOexUsyp01jr9PJMGO/tGQI0b1JYBail8mvqOD4uDh8TaYe++KfO5SkFRdTepRnJThYWUl+RQXlNTXY7PZmj9+Q45og6Kf9+9n05ptwyy1kTJuG3elsdWAONZuJDAggtajI068tFeaO4Q7A3v3LAANDQlDAluRkisxmhhpTo1r8/Ajw9ZWWDCG6KQnMQvQyBTYbsSEhJEZH99jA7F3t3WpU0QsqKliTmdnu99pVWNjgfRuitWZjTg7nDh5MgN3OwjPOgCefZLfVCtDqwAyugLzXqDBHBAQQ5tUeII6eiIAAFIcH5j4+PsQEBeFu0Bn200+efdGBgVJhFqKbksAsRC+itSa/ooJoi4XxMTE9NjAXVFR4Vktyt2XM//Zbpi9ezIHy8na9106vxZWaC8zZpaXkVVRw+nffcenOnSwdNowSOLLAbEwtJzNkdCxfk4klF1zArZMmHbZvUGgoKcb/F0O/+gqM/+eijdUBhRDdjwRmIXqRCrudqtpa+gYGMr5fP3LLy8lr5wDZFRTYbAwJDyfcbGZLXh61Ticf7dqFQ2ve3ratXe+1sxUVZnc7xoSVK7np5JOxORyc+vrrLNy4kTCzuc7MCy01NDyczJISdhYUSDtGB7s8ObnB73mcV19zQm4ufOxadiDKWB1QCNH9SGAWohdxB7q+gYGMj4kBeuaLf+4q+riYGLbk5bE6IwNrZSX+Pj68kZLSrvfaWVhIuNEG0dw/PjZ+8w2+DgfjzziDCTffzD+mT8ff15ey6mrOHTkS17pOrTM0IgKn1uwvK5MKcxfhfvFvYHAwlv79YckSQFoyhOjOJDAL0Yu4A3N0YCDjjMC8KTe3M4d0VBTYbPQNDGRcv36k5OXx3o4dBPj6cu9JJ7ExJ6dO3/GR2llQwEmDBwN1K8yf7d5NRU3NoQM3bGDDL7+QVFGBecECUIr7p03jx2uuIftPf+K1889v0/29Q7IE5q7BPbXc0IgIuPJKWLEC9u+XlgwhujEJzEL0IgVeFeaIgABigoLY0wPnYvZUmPv1o7K2lsVbtnDGsGFce8wxmJRi6dat7XKfSrud9OJijomJIbhPH09gTi8u5pxly3hy7VrXgTk56PPPZ+OAAUyYMgX69GmX+0PdWTGkJaNrcFeYh4WHw7x54HTC668TZbFQXlNDVW1tJ49QCNFaEpiF6EW8WzLAVQnLLCnpzCG1O601BRUVrgqzUUW32e1cOGoU/YODOS0hgTdSUtBaH/G9frNa0cDo6Gj6BgaSZ3x/3VO8Ldu2DW2zwfnnk6oUxf7+TExIOOL7eusfFOSZV1sqzF2Du8I8LCIChg2DqVNh8WJPj7pUmYXofiQwC9GLeFoyjL+4e2JgLqmuxu50Eh0YSGJ0NL4mE74mE7NGjABgblIS6cXFrDcWEDkS7hkyRkdF0S8oyPP9TSsuBlyzX2y++WbYuJENDz8MwMSBA4/4vt6UUiSEh2P29aV/cHC7Xlu0zejoaCYNHMjpQ4e6Nlx9NezeTXRWFiCr/QnRHUlgFqIXKbDZCOrThwA/PwAGhYSQWVLSLtXWzrSrsNATgAu8/lFg9vXlmJgYzhg6lPCAAADOGTkSH6VYvmdPu9zXpBTDIyPpGxhYpyXDpBS+wLL9+9EPPcQyf38C/fwYEx19xPetb1xMDMn9+mFqw0uDov0F9enDT9ddx4QBA1wbLroILBaiVqwAZLU/IbojCcxC9CLu3l63QaGhVNbWYq2s7MRRHRmtNZe89x6Xvv8+cHjbyfLLLmPphRd6jg8zmzk+Lo7P2yEw7ywsZEhYGGZfX/paLHUCc5yvLzN27+btSZNYds45fLp7Nw9Mn46fj88R37e+hWefzfLLLmv364p2EhwMs2cT/dlngLRkCNEdSWAWohdxzx7h5u617M5tGeuzs9mSl0d6cTHlNTWe6p176eLowEBC661+d9bw4Ww6cIDcsrIjuvfOwkJGGxXjvsaUYQ6nk7TsbIakpnKpzUamnx/XfvopU2JjuXPKlCO6X2NC/P2JasMczqIDXX010UYLj7RkCNH9SGAWogd4bfNm/m/lymaPyzdehnNzB+asVgTm/IoKzlm2rFXnHE0LNm70fP5bYeGhmUB8fGDTJli6FN54A9asAWNFvTOHDQPgy71723zfWqeT3VYro6OiAOgXFIRTaw6mppKenU18VRXnPv00Zl9ftNYsOvdcfEzyR26vNXUqYTEx+GgtLRlCdEPyp7cQPcBT69fz73XrcDbTi1y/JSOuBRXmdVlZbPVa3OTjXbv4bPduFnoF1c5SaLPxzvbtnDpkCAA7CgrIN0Jx9LBh8Lvfwdy5cMUVrpkKYmJg7lySs7MZEBzM50cQmNOKiqhxODyB2f0PkczrriMnMJAh551HSHw8/zr9dF497zxPJVr0UiYTpquuIrKigsIeuFiQED2dBGYhurniqipS8vKosNvZV1TU6HHe0625RVss+Pv4NBmYr/74Y6795BPP1z9kZADw+pYtOJzOdniCtnt10yZqHA7+NWMGviYTO9avp2DBAoKrq/GfNQveeQe2b4ddu+DLL+GWW+CTT1ATJ3JWQQErUlOxOxxturd7SWxPS4a/PwAbjH7w+JEjAbh50iQuTUo60kcVPcG8eUTZbBTs3t3ZIxFCtJIEZiG6uR8zM3HXlbccONDocd7TrbkppVxTy5WWNnhOdW0tew8eZGNODnnl5Wit+T49nSiLhf1lZXybltaej9JqL/36KycNHsz4mBhG+Pqy84cfyI+Opm94OLz5JsyeDYmJMHIknHEGPP00ZGfDnXdy5scfU1JdzbqffmrTvb2nlENr+j31FAA/zZ4NwJCwsPZ5SNFzDB5MdJ8+FB444FrMRAjRbUhgFqKbW52ZiZ/JhEkptjTxo976s0e4NTUXc2pREQ6jzeOr1FT2FRWxv6yMe6ZOJSIggMWbN7fTU7ReWXU1ew4edPUjv/EGiZs3syM2loLjjye6qRXvQkLgqac47Z//xNfh4NMnn3RVoVtpl9VK/6Ag1wuFDz9M38WLAfjZ+P7GS2AWDYgeOJACHx9YvbqzhyKEaAUJzEJ0c6syMpgwYAAjIyObDMwFbQjMu4y2A5NSfL5nj6cd4/SEBC4bO5YPd+2iuKqqPR6j1dztJ0P374err2Z0YCCpQUFk1Ws7aUzIeecxMzaWZcOG4Zw2DX79tVX331lQ4Kou//3vcP/9hP/+9/goxc6CAvxMJgbIIiKiAVHDhlEQGAivvtrZQxFCtIIEZiG6sUq7nY05OUwdNIhxMTFNtmTUX+XPbVBoKLllZQ328roD8+9Hj+br1FS+S0sjymIhMTqaq8aPp6q2lgUbNhzxc3zy22+tvo4nMN93H4wcSeKNN+LUmt+s1sOesTFzjz+e/UFB/DB0KJxyCqxb16LztNauKeV27IB//hOuvx7T4sX0DQxE4/qeyowYoiHRoaEcDAjA8d57cITTGgohOo78iS5EN/bT/v3YnU5OGjyYcf36kVFS0mjFt6mWDA3sb+Av712FhcSGhDA7MZGiqire2b6dkwYPRinF7/r35+zhw7nnu++466uvqD2CnszHf/yRf/zwQ6vOSTWq3QlVVbB8OYmDB3v2tTQwnzNyJMF9+vDG7bdDdDScfjp8/32z5+Vu2UJpdTWjV66Ev/wFXngBfHw839sh4eGtehbRe0RbLDiVokhreO+9zh6OEKKFJDAL0Y2tzshAAScMGsS4fv0A6kwB5y3PCMz1F7hoavGSnYWFjI6K4vShQ/FRCrvTyTQjmCql+PDii7l10iSeWr+e67xm0mgNh9PJ5gMHyK+ooKSl7R1WK/uWLiWispKwDz6AwYMZERnpWRq6JS0ZABY/P36fmMh7mZlUfvcdDB4MM2fCo49CTc3hJxQXw333sfPSSwEYfeut8MQTUO++8cb3VIj63L//ChMTpS1DiG5EArMQ3diqzEyS+vUjzGxmXEwM0PhMGaszMxkdFYW/r2+d7XEhIYBXYNYaMjLQ77zDrpwcRqWlEfbEExxvhMJpmZmwbRuUleHn48MzZ57J3ORkPmvjVFm7rVZsdjsAew4ebPS4SrvdNcaSEjjrLFJNJhKio2HCBADMvr4kGJXd6BYGZoC5SUmUVlfzWWkp/PADzJoF99zjmsP58cdhxQrX9HQ33QQJCfDww+ycNg2A0eefX+da/YKCAKkwi8a5/x/JveAC14t/XnOB1zqd7G3i94AQovNIYBaimyqpquLHzExPxbd/UBCRAQENvvhXWl3ND+npzBox4rB9nsVL9u2DP/8Z4uIgPp6c666jHBj12Wfwf//Hte+/z5SsLJIuvhiSklyzTYSHw4knMnb9eqyVlZS1YfW/X3JzPZ/vMRYdaci/160j6X//o2rqVPj1V/aNGsVQrzYMgERjTuSWtmQATI+PZ0BwMI+uWcPnRUXY334bPvnENe3X3XfDjBlw8cWuFQNPOQU2bWLnOecQ4u9PjBF+3Poa95UZMkRj3NMN7psyBUwmeO01z77XNm8m8X//40B5eWcNTwjRCAnMQnRTS7ZupbK2livHjQNcLRLjYmIOBeaaGigshIwMVmzdit3pPDww19Zi+ewzoux2Ml95Bf77X5g4EZ57jl3/z959h0dZZ38ff98zmfSeEFJIg4QAoYMKiCACUlVAESm2dXVd4XT01gAAIABJREFUV3ddy9rW9th2V113XX/2ihUbFhBFEektNENCCqSQ3nudzNzPH3PPmIQkJIEwCTmv6/JKmEz5BhU+OXPucz77DIBhH3wATU1cv3Mnux5/HN2OHfDxx5bq6zXXgKoS+eOPAKRPmAC33gqJiZ3+Pg7k5eHs4ICCpdrcnuPJyVQajRxqbKRpwwYymppsFWWr1lv3OkOv0/HMzJlklJez4KOPCHjuOS6rruZfb7xBVX4+bNoEu3dDaaml53TsWJK0ldiKVnW3svUwS2AW7Qj18sJBp+O4qlp+GHvvPdAuuN2fl4fRbCYuN9fOpxRCtOZw6rsIIXobVVV5JS6OicHBTAwOtt0+xt+fV+LiaFq6FIdvv4WGBgDWXXEFPsOHM2XVKvDzA1dXSE+Ho0ehooKw22/nxMSJ8PrrEBQEQNLevQAMCwoCvd7yGFdXCAmByZNbnCfyxAl45x3SZ81i9OrVlovgFiywVKynT7f1+LblQF4eYwMDya2qarslo6YGHnqI/OJiiI5m1zPPEDhxIk07djCkVWC+OCKCl/ft63KF97oxY7hm5Eh+OHaMr5OT2ZGVxbqUFBKKinivVdsFWEbKzYmKOun2sYGBeDk5MUwL7kK05qDTEeHtzfGyMrjxRsu7Fz//DLNn27ZHHszLa/PdICGE/UhgFqKXSi0pYZCnJy4Gw0lf25qZSWJREW9dfrml53jXLvjgA8YfOkT9nDnEJyQw7uabYehQzC4urM/JYV5NDQ4ODpagXFUFERGwfDnMnUt4XR1HiopsYRksEzI8HB0JatV20JZILSCm33ADPPkkvPIKv370EcNmzcJx7Fi45x4Spk/nnfh4zKqKi4MD90+dipujIwfz81k1ahTujo4tK8x1dfDGG5ZKdm4uBQ89BMBuk4nRWrBuXWGeGxVFxf33n1T57QxHvZ7LYmK4TFtp/dCmTTy9fTs3jh3LxRERtvtV1NeTV11tq2Y3NycqirL77uvW64v+Y4iPD8dLS+G668DbG9591xKYte2RBzsYDymEsA8JzEL0QsW1tcS+/DJDfH15f/HiFlVkgFfi4vA2GLhm7Vq48kpLCHZxYfaVVwLw/SuvME67MG1vdjZFb73FwmuvtUx0aMP03btZm5xMSkkJQ/38AG1CxoABnQp/fi4uuDs6kl5WBv7+5PzlL4w1m5nr5MTa1avJ++MfueQPf6DMxQVng4EqoxG9Tsd1Y8ZQ2dDAhOBgVODjI0dQ09NR3nwT3nwTCgth2jRYs4b8PXuguppdWVnMjIwEYEgbG/3OVFh9aNo0Pj5yhD+uX8/hW2/FUa8Hfuu5biswn8nXF+euIT4+7MnJAWdnWLEC3n6bsvx82yQbCcxC9D7SwyxEL9DQ1ERNszFmGeXlGM1m0svKmPzWW7xz8KDlC2YzBWvW8GV8PNdv24brU09BVJSlD7KggIHvv8+EoCC+S0uzPde6lBT0itJmC4HV4uHDAVh79KjttqTi4k63FiiKQqS3N+nl5YClzUIFNjQ0sOzhh1lw//00Ojhw+KWXqHzoIZZmZvKfzZvZ+MwzAIxfs4boDRsor6+nZORI+Mc/4IILLDORt2zBfOGFFNbU4OXkRFZlpW0deEgPbtNzNRh4af58koqLeXbHDtvtL+zeja+LCzO00C5EVw3x9aW8vp7SujpLW0Z9PUe1mcxTw8LIKC+nrK7OzqcUQjQngVmIXuDO779n9vvv236dXVkJwLoVKxgfFMST27ah/vwzjBvHt//6F0adjhtnzICsLNi40fLWrhYe50VFsTMri7K6OsyqymeJiVwYFoavi0u7rx/m5cXE4GC+TEoCLEtOcqqqiNGqzZ0R6eNjC8yH8vNRgKcvuYSvU1JIbWzky5tuYviePfDiizxaU0O1TscDBgOOTU2M+N//GBoXB0DKgw9CRoZlUoVWJS+prcWkqra+zq+Skoj08enxbXrzo6NZOmIE/2/rVhKLijicn8+6lBTuvOAC3B0de/S1xbnL2nt/vLQUJkyA2FiOaot7VowcCVj+HxJC9B4SmIXoBfbn5XEoPx9VVYHfAvOogACuHzGCtLIyUq++Gqqr+W75cgZ5eDD63nuhVasGWEKeWVX5MS2NL48eJaWkhNu0WcUdWTxsGHtzcsiurOSxX35BrygsHjas099DpLc36WVlqKrKoYIConx9eeCii/hg8WK+Wb7cUpEdPBjuuIPYNWtYNmoUlU5OjAoNxbGmhuj16wFIXbAAQkM5lJ9PQ1MT8NvSlblRUTjp9VQ3Np7Uv9xTXpo/Hw9HR2746iue2LoVD0dHbj///LPy2uLcZG0lOl5WZrkgdtUqjlZW4qTT2d7tkbYMIXoXCcxC9AJpZWXUNTVRVFsLWAKzQadjQHEx8+6+G4DvbryRxkOH+MloZH50dLu9sueHhODr4sL61FSe3raNoX5+XDVixCnPsET7i/qJLVt4bf9+/jhxIsO1ucadEeHtTY3RSHFtLYfy8xmrLVJZOXo0c9toB3l0+nR0isIE7ULDSG9v9IpCSkkJ20+cYNxrr7H68GEA21zaUE9PJmg/JLSekNFTAtzc+L/589mXm8sXR4/yp/POw6eDar0QpzK4eYUZ4OqrOervT4yqEujuToiHhwRmIXoZCcxC2FlFfT0lWr9iptbSkF1ZSYijI7rzzyfy6FGGOTuzYcwYdhQXU9XYyPzo6HafT6/TMWfIED6Oj+dgfj73X3hhp1oXhvn7M9zfn9cPHMDLyYnHLr64S9+Hdfbw4YIC0srKbIG5o9f7YdUqHtbaLgx6PZE+PqSWlvI3ba6zdcxWgRaYA93dmRQSApw8IaMnXR0by1UjRuDu6MidkyadtdcV5yZXg4Egd3dLhRlg8GCOhoQwPDsbgHFBQRxsttBHCGF/EpiFsLM061+aQKa2KS8nJYVBKSmWkVN79jB/7Fh+ycjg88REDDodl5zigrP50dEYzWZCPT1ZOXp0p89irTI/fvHF+HVhWx78tg76K60P+lSBGWDW4MEM0lZzAwz18+PblBR2ZWejgC1QWCvMA93dmRwaCpy9CjNYLmr85MorSb3jDttqYyFOxxBfX9t/33VGIxlubgxPSYFjxxgXGEhScTF12sp4IYT9SWAWws6ONw/MZWVwzz1k5+YyyMUF9uyBmBjmRUfTaDLx+oEDTAsPx8PJqcPnnBsVhYejI49On24bh9YZf77gAp6dPZtbO9Hz3Jq1wtyVwNxatK8v9U1NDPP3Z350tO2HiYKaGpz0erycnLhs6FCenT27w6kfPUGv0520CluI7rLNYsay4VIFhhUXw2efMS4wEJOqEl9YaN9DCiFsJDALcZblV1ez8KOPbBf2WUOhk15P5ocfoj7/PNm+vgxauBC0KupFYWG4GQw0mc0dtmNY+bu6Uvy3v3HT+PFdOluAmxv3TJmCoQsh28rDyQk/FxdyqqoY4OraqYUnrVlnGz8zcyZD/fxI0y4izK+uZqC7O4qi4OTgwD1TpuDsIGPkRd81xMeHnKoq6oxGW+vR8OBgWLOGcVpfv0zKEKL3kMAsxFn23qFDrE9N5ZvkZMBy4Y+fkxNDS0vJLC+n9H//o15RGNRsvbOTgwOzBg8G6FRgBrpUWT5TrG0Z44KCurXAY9Xo0Xy7fDlXxMQwxMeHWqORgpoaCmpqpLorzinWSRlpZWUcLSpCpygMnT8fDh8mPD8fD0dH4gsK7HxKIYSVBGYhOslkNlNRX9/ith0nTpBbVdWl5/kkIQHAsukLSMvMZMiJE4QXF5MxbhzZV10F0KK3F+DuyZP5ywUXdGk28tlmbcsYO3Bgtx7v5ujIwqFDURSlxSSB/OpqBrq5nbFzCmFv1h78tUlJfJaYSKS3N85XXw2KgvLpp4wMCJCWDCF6EQnMol8zmc222cen8vS2bQx+8UVqtQtxqhsbmbl6Nf/Yvr3Tr5dUXMyh/HwcdDr2ZGfDZ59x/PhxBtfWEn7ppWSaTLZWjdaB+aLwcP4zd26vXr1sC8zd6F9urXkFrqC6WirM4pxi/e/74c2bKaqt5blLL7XMVb/oIlizhlFaYO7sn09CiJ4lgVn0ayNfeaVTgVdVVd45dIjSujo2p6cDsCktjQaTiSwt4HbGJ0eOoAC3TphAckkJRTfeyAlPT4ZcdRXhkZFUNDSQUFQEnByY+4KhWvV7vNaDeTrCvbxQsFwQVVRbK4FZnFP8XFy4ZuRI/jppEim3384i65KgZcsgMZFRJhOldXVdfgdLCNEzJDCLfqu4tpak4mK2Z2Wd8r77cnNta5/XpaQAsOHYMQDyOvkXmqqqfHLkCNMjIliUlgbA50uWYNLpGBwSQrhWnd2RlYVeUfpkQFw5ejQ/XXstMdrFe6fDycGBUC8v9ubmYlZVackQ5xRFUfj4yiv595w5LRfhXHkl6HSM2r8fQNoyhOglJDCLfitZuzLd+rEjH8fH46jXMzMyknWpqZhVle9SUwHI02YEn8qh/HySS0pYXlDAeffcg6KqfKQt7Rji40O4lxcAO7OyCPLw6NSykd7G2cGBmdrFiWfCYB8fdmvLHPriDxBCdNnAgTBjBqPWrgWQC/+E6CX63t/IotO2nzhBdWOjvY/RayVpQTm9vJyGpqZ272cym1mTkMC8qChWjR5NdmUlH8XHk1VZSaC7O3lVVafsMzSZzTyyeTMGVWXJ44/juWABIwYMYLsWBgf7+NgqzMW1tX2yHaMnDPHxobKhAUAWhoj+Y9kyfBMSCHF2lgqzEL3EaQVmRVH+qihKgqIoRxRF+VhRFGdFUXwVRflRUZRU7aNPs/s/oCjKMUVRkhVFmXP6xxftyamsZNo77/DeoUP2PkqvlVxSAoBZVTmmLRBoy/YTJ8irrmb5yJHMi4pCAe776ScArhs9GqPZbFtt3Z67v/iCdamp/HvDBvxXrYJPP+WCQYMAy/zlEE9PAtzccNJGwYV4eJyB77Dva77+WirMot9YsgQcHBhVUyOBWYheotuBWVGUEODPwERVVUcCeuAa4H5gk6qq0cAm7dcoijJC+3osMBd4WVGUsz8otp/Yl5uLCpSeIsj1Z8klJbZZxUkdtGV8fOQIrgYDC4cOZaC7O+eHhJBbVcXogQOZGBwM0PaFOaoKhw7xf488wn8TE7kzLo7bly2DV18Fvd4WmCN9fNApCjpFIUxry5AKs0Xz9dfSwyz6DT8/mDWLUYmJHC0qoslstveJhOj3TrclwwFwURTFAXAFcoErgPe0r78HLNI+vwL4RFXVBlVV04FjwPmn+fqiHftzcwGkJaMDScXFzIiIAH6rNremqirfpqSwIDoaN0dHABYOHQrAvKgogrVKcF5VFdTXwy+/wJNPWipEoaHELVjAncDCigqee/FFuOsu0MbCXRASArSsolrbMiQwW1h/b1wNBty1338h+oVlyxiVmkqDyURqO38+CSHOnm4HZlVVc4DngBNAHlChqupGYKCqqnnaffKAAO0hIUDzcQTZ2m2iB8Tl5QFQo80MFi0ZTSbSysqYEBREiIdHu4E5tbSU3KoqZkZG2m5bOmIEA1xdWRYbS5CTEwC5Tz0F3t4wYwY8/DAkJFB90UWsuO02Aj09ee+pp9A3ew6A2IAAfF1ciB0wwHZbuFSYW7DOqh3o5tar508LccYtWsQorVVM2jKEsL/TacnwwVI1jgSCATdFUVZ19JA2bmvzSilFUW5RFCVOUZS4Im0mreg8VVWlwnwKaWVlNJnNDPP3Z5i/f7stGdaZyzOahd0YLy8Kp01j3FNPETRqFAB5hYVw663wzTdQVgbJyfzlmms41tTEh0uX4tt8bJTGQadj/y238Ig2KQMgQirMLfg4O+Pl5CT9y6L/8fZm+Lhx6M1m4vPz7X0aIfo9h9N47CwgXVXVIgBFUb4EpgAFiqIEqaqapyhKEGD90TgbCG32+EFYWjhOoqrq68DrABMnTpQ1R12UXVlJUW0tIBXm9lgDcoy/PzF+fnwYH4+qqidVMTdnZBDs7Ez0e+/Br7/C4cOQmAiNjeDsjMuiRXjr9eTddhssWGB7XFpZGW8fOsR9F17ItPDwds9hDchWE4KCcHFwsC0A6e8UReH8kJCTfp+E6A+crr6aUdu3s/bgQR6dMQOHPjhqUohzxen833cCmKQoiqtiSRkzgaPAN8D12n2uB77WPv8GuEZRFCdFUSKBaGDvaby+aEecVl026HTUSIW5TdYWjBg/P4b5+1PR0EBBTc1vdzCbUd99l1/272fG3r0od98NP/xgmZF6553w0UeQnw8ff0yQjw+5zR8L/KQtJrlx7NgunWtuVBRF995LgFzgZvPt8uW83OyHESH6jcsv5++7dpFQU8Mb2iITIYR9dLvCrKrqHkVRPgcOAE3AQSxVYXfgU0VRbsISqpdq909QFOVTIFG7/59UVTWd5vlFG/bn5aFXFMYFBUlLRjuSiosJdHfHy9nZtpUuWbuN4mK4/nqS9u6l4PbbuXjKFHj5ZUtYbkOQh8dJ2/42pacT7OHR5Uqxoii2iwuFhZPD6bwRJkQf5unJkqgopufm8vDmzVwzcmTLrYBCiLPmtN7fUVX1UVVVh6mqOlJV1Wu1CRglqqrOVFU1WvtY2uz+T6mqOkRV1RhVVTec/vFFW/bn5REbEMAAV1dpyWhHckkJw7SgbP2YVFwMcXEwZgz89BOb77sPgBk33thuWAYI9vBoMVbOrKpsTk9nZmSkXKgmhDgtyvLl/Oebbyitq+PxLVvsfRwh+i1piDrHqKpKXG4uE4KCcHN0lApzO5KLi4nRqr+DPD1xcXAg+fBhuOQScHSEPXvYHB5OqKdni7FvbQlydyevutq27e9IYSFFtbUtJmsIIUS3LFjA2JoaVtbU8OaBA6fcKiqE6BkSmM8xWZWVFNfWMjE4GHeDQXqY21BcW0tJXZ0tMOsUhRhHR5K2bIGQENi+HfOYMfySkcGMTlSJgz08aDSZbEtiNmn9yzMHD+7Zb0QIce5zcYFFixgfF0eN0UhZfb29TyREvySB+RxzQJu/3N8qzE9s2cLiNWs6dV/rhAxrKwaff86wfftICgyErVshJIS0sjKKa2u5KCzslM8XpI08y6uuBiz9y0P9/GQ0nBDizFi+nEEFBYBlCpIQ4uyTwHyOsW6EGubvj5vBQI3R2Cfewnt+505u+Oqrbj9+w7FjrEtJodF06utI47W/eEYGBMC778KyZcQ6OZHu5kaNtjgkQVsUMCogoL2nsQlqtu3PaDKxJTNT2jGEEGfOrFkM0t7pksAshH1IYD7HpJWV4efigpezM+6OjjSZzZ0Kkfb2/q+/8nliYrfCvaqqJBUX02Q2t7uApLn4wkK8nJwY9MQTcOONcMkljLz7bgAStEU51o8jmm3ha491PXZuVRX7cnOpbmyUwCyEOHMMBgZpC46yZZmXEHYhgfkck1ZebrtIzTqerLdPyqhpbCS+sJAao5HCVvOMO6OwpsbW1/erVj3uSHxWFqMKC1Gefx7+9CdYv56RWuvFEa2yfKSwkDAvLzy01dcdad6S8Z/du3EzGLhEArMQ4gwKXLoUndlMtsxjFsIuJDCfY9LKymyB2d0amHt5H/P+vDzMWmX5eFlZlx/fvKrcYWBuakJ94QXiMzMZdfw4vPMOvPQSODoS6e2Ni4ODLTAnFBVZWjY6wc3REQ9HR75JTuazxETunTJFZqUKIc4ow7RpBNbVkZ2SYu+jCNEvSWA+h5jMZjKaV5gNBoA2L/wr0yY69AZ7srNtn6edRmAe4OrafmCOi4MLLiD7sceocHZm1B//CDfcYPuyXqdjxIABHCkstLV2xHaiHcMq2MODXdnZBLi5cdfkyV3+HoQQokM6HYOcnS09zKWlp76/EOKMksB8DsmurKTJbCbS2xtoVmFu1ZKRVFyM/7PPsuPEibN+xrbsyclhkKcnCnC8G38RJBUX42owMDcq6qTAbGxo4Ma//50n77kH8vKIf+EFAEaNGHHS84waOJAjhYUcLy2l0WTqUmC2Xvj3yLRpnWrjEEKIrhoUEkK2hwd8+aW9jyJEvyOB+Rxirc627mFuXWE+qLVA7MnJObsHbMfu7GwuCgsjxNOTtPLyLj8+qaSEGD8/xgYGklddTZHWB62WlnL7nXfyrsHAv6ZPpy4+nl+HDgVos91i5IAB5FVXszUzs937tGfkgAEM9/fn5gkTunx+IYTojEFhYWR7ecHHH9v7KEL0Ow72PoA4c1oH5vZ6mI9pVdzOTJToaTmVleRUVXFBSAi5VVXdrjBPHjSI0dr66vjCQi7R63n2z3/m9XHjmO3kxI8NDXxXUEB8YSGhnp54Ozuf9DzWgLwmIQEFGN6FCvN/582j0WTCUa/v8vmFEKIzBnl6UuXoSOWOHXjm5UFQkL2PJES/IRXmc0haWRl6RSFUmyXcXg/zMS1Y94bAbK1yTxo0iME+Pl3uYa41GsksL2eYv78tMP969Cj7lizh/rFjWRYQwPp77yXAzY2PjxwhvqCAUdr9WrMG5s0ZGUT6+OCq/f51hk5RcHaQnz+FED3Hugwp29MT1q6182mE6F8kMJ9D0srLCff2xkFn+dfaXg9zb6ow78nOxlGvZ2xgIEN8fMirrqa2C2PwUkpKUIHh/v4EuLkx0NmZwx9+yJ0TJhDg7Mzrv/sdBr2epSNGsC4lhaTi4naXkQR7eODt7IxZVbvUjiGEEGeDLTDHxsIXX9j5NEL0LxKY+7h3Dx0iLjcXaDlSDprNYW6jJUOvKBTV1lJSW3v2DtuGPTk5jA0MxMnBwXb29C5UmVusuU5NZfSxY3wyeDA7g4N56tJL8dQuwFs+ciQNJhNGs7ndwKwoii0od+WCPyGEOBtsgXnqVNiyBbQ///69axd///lnex5NiHOeBOY+TFVVblu/nj9v2ABogVmbkAFtt2RUNjRQWFPDVG1Rhz2rzGZVZX9eHucHBwMwxNcX6Nos5qTiYhQgurgYpk9ndFER9Q4OjAsM5IaxY233mxwaSqj2l017LRlguXgPJDALIXof61bR7NhYMJng668BeG3/fj6Kj7fn0YQ450lg7sPK6uupa2piV3Y2u7OzKa6tbVFhdnZwQKcoLVoyrO0YC7VpEfYMzFkVFVQ3NtoCrPXsXeljTiouJtLJCecLLwSTiQtuvRUF+O/cueh1v/3nrVMUrhszBi8nJ0s1uh3Ws3QUqoUQwh6cHBwIcHMj280NIiLgyy8pq6sjpaSEvOpqVG0BlBDizJOrlPqwnMpK2+cPbtoE0CIwK4qCm8HQosJsDcwzIyNx0uu7FZirGxt54KefeHzGDHxPY6NdYlERACO0aq6fiwueTk6dnpRhNho5kpDA8JQUiIyEtWu5MjyczMmTbRc+Nvfo9On86bzzOpxkcf2YMXg7O7fbtiGEEPY0yNPTsrzkyivhxReJS00FoL6pifL6etkyKkQPkQpzH5ZTVQVAhLc3mzMygJaBGSwX/tW0EZiH+vkx1M+PpJKSLr/uhtRUXtq3j++PHevmyS0SWgVmRVEskzI6MYt5744dXHjvvSQAU319YccOiIhA12xKSGsGvd62YKQ9bo6OrBg1CkVRuvbNCCHEWdAiMBuN7N2yxfa1vOpqO55MiHObBOY+LFurMD900UW221oHZjdHR6pbtWQEubvj5ujIMH//blWYd2ZlAZDRjSUjzSUWFRHo7t6iSj3Ex6fjCnN1NUkPP8yUjRtJd3TkncBA/vbii+DqelpnEUKIvmCQh4flz/4LLoDgYPamp2P98T5XK6IIIc48Ccx9WE5lJQpw7ejRhHt54e3sfNLbcW1VmKP9/ADLZIm0sjIampq69Lo7s7OB0w/MCUVFtuqy1WAfH9LLyzG37sUzmeDttyE6mq0bNmDS6dj6u99xwx/+gE6qwUKIfmKQpydl9fXUNDWhLl7MHr2eSdqF0xKYheg5Eph7mf25ucS89BKldXWnvG9OVRUBbm44OTjwn7lz+XuzSrOVm05HdUkJJCeDqpJaWkqUVoUe5u+PWVVtbRqdUWc0ciAvDzi9wKyqKolFRSdNoxji40OjydTyubdvh4kT4aabIDKSg7fdhpeTE9ExMd1+fSGE6Iuso+VyqqrIXrCAAnd3rjCZAMiTwCxEj5HA3MvsyckhpaSEI4WFp7xvTlUVIdofnouGDePuKVMsXygvh+eeg+ho3LdupebwYRg2jOrBg8mvriZKm01snRbRlbaMuNxcmsxmvJycTiswZ1VWUt3YeFKFeebgwQB8lpBgqSo//jir77iDr9zd4eOPYccODprNjA0MlD5jIUS/E6tdkLz68GH2hoYCcPHevXg6OUmFWYgeJIG5lynQLtrIqqg45X2zKytt1QbAEpQfeghCQ+HeeyE4GLfoaGqGDIHXXuP41KkARD32GHz0ETHa3OM3Dhzg1bg4EjoR0ndo/ctLhg8ns6Li5NaJTrJOyGhdYY7y9WVqWBjvHjiAOmcOec89xy2XX859S5fCNddgUlV+LShgXGBgt15XCCH6svFBQVw/Zgz/2L6dNw8fxqCqjFm7lmB3d3Lloj8heowE5l6msKYGgBOdCMw5lZWEeHhAbS38858weDA8/TQsWAD798OWLbiNGkW1szPccgvHHngAgGgPD1i5ErebbuKywYPZlJ7OH9ev54pPPjnla+7MyiLGz4+JwcE0mkzkd/MPaGs4b11hBrghKoqksjL2pqby78cfp0GnI6WsjBMVFSSXlFDX1MS4oKBuva4QQvR1L8yZQ4CbG98fO8YYd3ecy8sJbmyUlgwhepAE5l6mUFtVndVsxnJb6puaKKmrIyQ1FaKi4P77YfJkOHgQPvkExo8HtIv+tCkZ1l7lIV9/Df/v/8FHH/HNM89Qv2QJ90yeTEZ5OU1mc7uvqaoqO7OymBIaSoS2UbC7bRmJRUUMdHPDr/V0i8JClt55Jy5GI8/ffTev1NdznnZBy4/Hj3NQ65+WCrMQor/ycXHhtYULAThR4QdpAAAgAElEQVQ/Jga8vAjKy5OWDCF6kATmXsbaknGqCnNuQQEAIe+9Z1nasXUrrF8PzdZBAy0Wl6SVlTHA1RUPV1d4+GHYuBGKi9FfcAExx49jUtUWy1BaSy0tpaSu7owE5rYmZJCbC9On43n0KFcGB/NZWRk1RiNvX3EFwR4e/JiWxsH8fJz0+g639QkhxLnuspgYPr3qKu6bNg0uu4zg5GRyq6pk258QPUQCs6agutqua6KtrC0ZHVaYi4rIvvZaAAYtWQLbtkEbEzLAUmGub2rCZDaTXl5OZPM5zbNmWSrS48YR8dxzAGSkp7f7sjtOnABgSmgo4dpykO4E5jYnZGRmwrRpkJ0N33/PDXPnApaLGUcGBDBLax3Zn5fHqIEDMXSwrU8IIfqDpbGxhHl5wZVXElxURIPJRHl9vb2PJcQ5SQKz5qGff2bGe+/Z/adzW2Bur8JsNsP115OjBdWQW28FXfv/Gt0cHQGoMRotgVmrDNuEhMDPPxN+9dUAZN56KzzxBLQx1u7TxESC3N0Z5u+Pm6MjA1xduxWYc6qqqGo+IeP4cUtYLimBn36CadOYERnJkzNm8PyllwIwe/Bgimtr2ZqZKe0YQgjR3Jw5BGnvJEpbhhA9QwKzJqeqivzqalK6sSr6TKlvaqKioQFPJyfK6uttrRQt/Oc/sGEDOcuXA9jGyrXHXQvMVQ0NZLYVmAEMBsKeeAKAjAkT4JFHYORI+P57213Sysr44dgxbh4/3rYoJMLbu1uBucUFf0lJlrBcUwM//2zZXgXoFIWHpk2zbS6cpY2bM6uqBGYhhGjOxYXgkSMByO3EBeNCiK6TwKyxLgrZrrUd2EORVl2eoE2AOKnKHBdnubhv0SJyRo3C3dERT22mcnvcDAYAUkpKMJrNtt7j1pwcHAhydydjzhzYtAkMBpg3D269FRobeS0uDp2icPOECbbHdDcw20bKHT9uaSUxmWDLFhg3rt3HBLq7M0qbPyoTMoQQoqXgmTMByDt40M4nEeLcJIFZU6JNp7DOGbaHwlaBucWFf/X1cN11EBAAb71FdlVVyxnM7bBWmK2LUFr0MLcS4e1NZkUFXHIJHD4Mf/sbvPYaDTNn8vaBA1weE9PiNa337+os5oSiIgbodPjPnQt+fpYe7NjYUz5uXlQUzg4OjB44sEuvJ4QQ57ogbWpG7v79dj6JEOcmCcyakl5QYbYG5onaGLUWF/499hgcPQpvvQW+vr/NYD4Faw9zvDUwt1NhhlYVYycny2znNWv4vL6e4vp6/ujuftL9uzyLubqaxF27LNXlWbNg926Iju7UQx+ZPp19N9+Mq1Y1F0IIYeHq64tXUxO56ekgkzKEOOMkMAMms5ny+no8nZxILS21jXY72wq0wDwuKAidotgqzIXbtvHqzz+z6t57WVpZSVVDQ4u12B2xtmQcKSxEAcsV1e0I9/Iiq6ICU/NZzFdfzRs33EBUZSUzlyyBN9+0/WHc5dFyBw6gjh9PAjAiPBy+/RY6CPAnfS+OjozU2jKEEEK0FOTiQh5Y2veEEGeUBGagTBvDM1+rdO48jbaMqoYGPvj11zanbRTW1LA+JaXdx1orzMEeHgS5u1sqzOXlLPjsM/64YAE/DRjA2qNHueaLL8itqupUhbl5S0aIpydODg7t3jfC2xuj2Uxesx8Yimtr2VZSwoqZM9FNmwY33wxLlkBBQecDs6rCCy/ApEnkApXOzsQuXAgdnEUIIUTXBA8cSK6nJ3zxhb2PIsQ5RwIzv/Uvzx48GCe9/rTaMv76ww9cu3Ytv2RknPS1p7dt47KPP253TmZhTQ0uDg64GQyEeXmRVV7OsRtuIM7Pj2eGDCHvnnt4af58vktNpcls7lQPs7Ulo6qxscN2DIBw7euZzQLwupQUzKrKFePGWaZmPPssbNgAsbGEv/02cIrAfOCApfXirrtg/nwS1qwB2l6JLYQQovuCfX3JHTDAEpilLUOIM0oCM79NyAj28OD8kBC2d7PCvP3ECd7SrlBen5p60te3ZmaiQrsLUgpqaghwc0NRFEK9vDiRlsZabaLE8oULURSFWydO5J7JkwHanXjRnLXCDB1f8Nf8+ZoH4K+Tkwn19LSMctPr4Z57LMtOxo/H7f77Ca+oYOO6dZZ+508/ha++gs8/h2eegUWLYMIEywWEr7wCa9eS2NAA0HJpiRBCiNMW5O5OnrMz6rFjEB9v7+MIcU6RwMxvF/z5ubhwYWgoB/LyqDUau/QcRpOJW9etI8zLi4vCwvi2VetFRX09h7V11u0F5sKaGga6u4OqEnbkCFkmE19cfDETgoJs1V+Af86ezc/XXcelQ4ac8lxuzS6QO1WF2drfnKn1TtcZjWw8fpzLY2JQtNnLAAwfblmrHRfHXxsb2eLqyuZXX4Vly2DxYli6FB580NJH99BDlsUkt94KikJCYSH+rq4McHM75dmFEEJ0XoiHBw1AjqcnfPmlvY8jxDlFAjO/tWT4urgwMTiYJrO5y2uyn962jYSiIv43bx5Xx8aSUlLSYgnKzqws2/i1o1rVuLXCmhoCXF3hz38m9PvvqTcY2OPoyJLhw1vcT6cozIiMxKGDDX9Wrl0IzK4GAwFubrYK86b0dGqNRq6IiWn7ARMmcMsLLxDs4cGjDz6I+uuvlhaMQ4egstKy5vrJJ6HZhYaJxcXSjiGEED1gblQUAB9efrn0MQtxhklg5reWDD9XV1tfcF4X1ou+vG8fj23ZwspRo7g8JoYF2sWDzS/w23biBA46HYN9fDjaXktGWRkBP/8ML71E2MUX225fPGxYV78lG71Oh4t2cd2pWjLAMinDGpi/TkrC08mJ6RER7d7fxWDgwalT2ZabyyY3N8vykTFjoI0LElVVJaGwUNoxhBCiB8T4+zMtPJw3hw5FPXIEOrjIXAjRNRKYsbRk6BUFLycngrWgl9vJwPzeoUP86bvvuGzoUN6+4grAEkxjBwxgXbM+5q2ZmYwPCmJCUFDLwGw0woYNmFeupKi2loGFhfDBB4TecQcAw/z9GX6aAdPax3yqCjP8toyksqGBb1NSmBcVhaNe3+Fjfj9+PIM8Pbnpm2/4x/btLS4abC6vupqKhgapMAshRA/5/bhxHDOb2RIRAWvWkFhU1LVZ+UKINklgxtKS4ePigqIoBGrLOToTmBuamrh9wwamh4fz6dKlLYLlwqFD2ZqZSUV9PfX5+ezLyWGawcCwigrSSkup//vf4dJLwd8f5s+nfNMmmvR6Au68E1auJMLHBwW4slU7Rne4OTpi0OlsPwx0xFphvuDNNympq+Pm8eNP+RgnBwc+WLyYYA8PHti0iej//a/N3z/bSmwJzEII0SOuGjECLycn3pw7lw+3b2fMq69y87ff2vtYQvR5EpiB0vp6/FxcADDo9QS4uXUqMO/IyqK6sZG7J0/GuflMYbOZy4qLaTKbeeeKK9g7aRKNZjMXPfMMw//7X8xA6ltvQWEhrFgBa9dSoK0zDdDCpJ+rKz9ffz0PTJ162t+fm8FAuLc3+k70PFu39xXX1vLTtdcyc/DgTr3G9IgIdt10E18tW4bRbD6pT7uhqYk1R44AMlJOCCF6iovBwKrRo1kTGMiqKVPQAb9kZGA0mex9NCH6NNkcgaXC7Ofqavt1sIcHuZ14C+uHY8cw6HTMiIz87caffoLbb2dSSgozfv97/jplCiOmTgWzmQv/9S+yDAbYu5ej33/PqDFjbA8r1OY2D2w2PeLiDnqHu2KQp2en10kvHj6c+MJC7p86tVNj61obExgIQHqztoytmZn87uuvOV5WxrWjRxMgEzKEEKLH3Dx+PK/ExXFFUhJXhoZynasr+/PymDRokL2PJkSfJRVmLD3MvlqFGbTA3IkK8/fHj3NhWJilR7ixEe67D2bPBkD/wQd8/+KL/GHCBBLNZmIHDMDv8suJmTULBUhq1edr3fLXE2HyoyuvtPVXn0qwhwevLlzYrbAMlnCuVxTSy8pst92xYQNGs5mNq1axevHiliPqhBBCnFFjAgNJ/8tf+KKujrmffgrA5vR0O59KiL7ttAKzoijeiqJ8rihKkqIoRxVFmawoiq+iKD8qipKqffRpdv8HFEU5pihKsqIoc07/+GdGaV2drSUDINjd/ZSBOa+qil8LCpgzZIhlhNqcOfCvf8Ef/mAZrbZiBY7Ozry6cCGfLV3KywsWAJa3yyK8vU+alNGTgdnXxQVvZ+cz/rxtcdDpCPPyslWYTWYzycXFLIuNZXYn5kYLIYQ4fWFeXuhXrmRARgYjXV3Z3Mb2WSFE551uS8Z/ge9VVb1KURRHwBV4ENikquo/FEW5H7gfuE9RlBHANUAsEAz8pCjKUFVV7d5YVVJb2zIwe3hQUF1Nk9nc7qzjjcePAzDH1xcuucSyze7992HVqpPue9WIES1+PXzAAFuP74mKChqamiioqUGBFq0hfVWkj48tMJ+oqKDBZGKon5+dTyWEEP3MwoXg6cmMvDzeMhppNJlOOfVICNG2bleYFUXxBKYBbwGoqtqoqmo5cAXwnna394BF2udXAJ+oqtqgqmo6cAw4v7uvf6Y0NDVRYzSe1MOsAgUd9DH/cPw4A11cGHPVVZCQYFkJ3UZYbstwf3+SS0pYc+QIUS++yNCXXuKpbdvwd3Xt1DKS3i7S29vWkpGsLW+JkcAshBBnl7MzXHUVMzZvptZoZF9Ojr1PJESfdTrpbDBQBLyjKMpBRVHeVBTFDRioqmoegPYxQLt/CJDV7PHZ2m12ZV2L3bqHGdofLWcym9l47BiXJiejy8iA778HreWiM4b7+1Pf1MQ1X3zB+SEhvLZwIatGj+bOSZO6/430IpHe3hTU1FBrNNq2Hcb4+9v5VEII0Q+tXMn05GQUkLYMIU7D6bRkOADjgTtUVd2jKMp/sbRftKetK73UNu+oKLcAtwCEhYWdxhFPzbblrwuB+XBaGiX19Vx68CCsXQvTp3fpNa2TJOZFRfH51VfjajBwy4QJ3Tl+r2TdKJhRXk5ycTHezs4MOAdaTYQQos+ZPh1fX1/G1NayOSODv0+bZu8TCdEnnU6FORvIVlV1j/brz7EE6AJFUYIAtI+Fze4f2uzxg4Dctp5YVdXXVVWdqKrqxAE9PLO3pLYW4KSWDGgnMJeVsfeBBwC48L77LBf7ddHE4GDibr6Zr6+5ptPj3voS60bB9LIykktKGOrnJ5MxhBDCHvR6WL6caUeOsCsrC7PaZp1KCHEK3Q7MqqrmA1mKosRoN80EEoFvgOu1264HvtY+/wa4RlEUJ0VRIoFoYG93X/9MaaslI8DNDZ2inByYi4rgkkuIa2rCT68n4uqru/26E4KDMZyjF19YK8zp5eWklJRI/7IQQtjTypWMKCigrqmJnMpKe59GiD7pdKdk3AF8qE3ISANuxBLCP1UU5SbgBLAUQFXVBEVRPsUSqpuAP/WGCRlttWTodToCW4+WO3wYFi2C/Hz2rVjBxKAgqZq2Y6CbGy4ODiQUFpJVWSmBWQgh7GnMGIZq75ymlJQQ6uVl5wMJ0fec1kgGVVUPaa0To1VVXaSqapmqqiWqqs5UVTVa+1ja7P5Pqao6RFXVGFVVN5z+8U9fWy0Z0Grb3xdfwJQpYDRSu3kzCXV1TAwOPttH7TMURSHC25uNaWmAXPAnhBB2pSgM1ZZqpSQn2/kwQvRNfX+GWTc0mkw8sWULpXV1lNTV4ezgcFIvsW3b38svw9KlMGYMxMVxKCQEk6pyngTmDkV4e5OmjZaTGcxCCGFfwStX4trYSMpeu3dCCtEnnW5LRp+0JSODR375heLaWmqMxhb9y1bB7u7sTE6Gxx6Dyy6DNWvAxYV9u3cDcF6I3Sfi9WrWC/8UINrX176HEUKIfk4JD2doYyMphYWgqiAthUJ0Sb+sMCdoW/Ze27+fXwsKWvQvWwXv308x0HDddfDll6DdJy4vjyB3d9skDdE264V/YV5euJyDk0CEEKKvGRoQQLKrK+zcae+jCNHn9MvAfKSwEHdHR0yqyr7c3JPXUf/jHwR/bRnukf/CC+DwWyF+X06OVJc7wVphlnYMIYToHYaOGkW6tzeNq1fb+yhC9Dn9MjAnFBUxISiIm8aNA5qNlFNVePppeOABgrVFIrk1NbbHVTY0kFxSwsSgoLN+5r7GWmGWCRlCCNE7DA0KwqzTkfbjj1Bfb+/jCNGn9LvArKoqCYWFjAwI4MGLLsJRryfQzQ3MZrj7bnjoIVi5kuDHHgNaLi/Zn2vZsyIV5lOL9vXF08mJSYMG2fsoQggh+O0dvxRHR1i3zs6nEaJv6XcX/WVVVlLV2EjsgAGEeXmx5YYbCG1qgquusqy5/vOf4YUXCNF++l6Xmsri4cNRVZU3Dx4EkJFyneDh5ETuXXedk5sMhRCiL4q2BuaICFi92vL3nhCiU/pdYE4otGzqjg0IAFVl0sGDcMstUFICzz0Hd90FioK/qyt3TZrEv3fvRlVV6pqa+DQhgYenTcO/dc+zaJObo6O9jyCEEELj6+KCv6srKRMnwj//CYWFEBBg72MJ0Sf0v8CsTciIPX4crr0Wtm2DkSPh++8ts5abee7SS/FydubRX36x/Hr2bO6eMuVsH1kIIYQ4I4b6+ZHi6gpNTfDJJ5Z3VYU4x+04cYL4wkJunTix28/R/wJzWhqBRiN+M2dCUBD83//B738PbVRDFUXhkenTifb1xcnBgSXDh9vhxEIIIcSZMdTPjx+OHYNx4+D99yUwi37h7o0bOZSfzy0TJqDr5gzy/nPRn6rC//7Hke3bic3JgSeegGPH4Lbb2gzLzS0fNUrCshBCiD4vxs+PvOpqElesYHd+PnXx8fY+khA9KrWkhD05OTSYTGRXVnb7efpHYK6rgxtuwPyXv5AYEMDI+fPh738H6UUWQgjRj1hHfcbW1DD597/nyU8/tfOJhOhZHzb7oTC1pKTbz3PuB+asLLjoIli9msxHH6VWryd28GB7n0oIIYQ46+ZFR/P8pZfyxmWXMaGmhu/Ky8FksvexhOgRqqrywa+/MszfH4DU0tJuP9c5G5jNqso/Vq/m+IwZkJICX3/NkWuuAbQJGUIIIUQ/4+zgwF2TJ/P78eNZEh7OIX9/CjdutPexhOgRe3JyOF5Wxr1TpuDs4MAxCcytmM289/TTPJCezqsTJ8LevXD55cRrI+VGDBhg5wMKIYQQ9jV73jwANskSE3GO+uDXX3F2cOCqESMY4uNjqzCbVZXrv/qK/+zejVlVO/VcfT4wF9bUkFRcTE1jo+WG4mKqLruMB8vKANg1cyYMG2b5PDubGD8/vJ2d7XVcIYQQolcYHxGBj8nEjwUFUFNj7+MIcUY1mc2sSUjg8pgYPJ2ciPbzs/UwJxYVsfrwYf76ww/MWr2arIoKOHGiw+fr02PldmVlMfv996kxGgGI9fDg2S++YKu7O/keHkwPD2dPTg6NJhMOOh07TpyQaRdCCCEEoNfpmBkYyI/V1ahffoly7bX2PpIQZ8wvGRkU19ayLDYWgGhfX75LTcVkNrMzKwuAR6dP5/mdO1n17LNsefbZDp+vz1aY9+fmMvfDDwn28GD1okU87e9PY2Ym8y+9lH9OmcJ1Y8bwp/POo76picP5+SQVF1NWX8+FoaH2ProQQgjRK8w+/3yyvbxI/uwzex9FiDPqs4QE3AwG5kVFAZbA3KiNltuZlcUAV1ce3bWLP2/dyg69nuobbujw+fpUYE4uLubmb77h0vff55LVq/FxdmbTypVc+9FHPHD77Rw5eJBnJ01ialgYz8ycyWQtHO/Ozma7VmqfGhZmz29BCCGE6DVmDxkCwI+FhZCZaefTCHFmNJnNfJmUxMKhQ3ExGACI8vUFLKPldiYlMSU5GeXBB5nu749Jp2Pn3/7W4XP2qcD85LZtrP71V8rr61kQHc3PV1xB6PLl8K9/wR//iONPP3HPnDlsvfFGgj08GOTpSYiHB7u0wBzg5mb7DRNCCCH6u0gfH4Z4ePD9kCHwzjv2Po4QZ8QWrR1j6YgRttuitRnkO595htSGBqaUlMAPPzDl7bfRKwpbMjI6fM4+08NcZzTyVVIS140ezRuXXw5HjsDs2ZYm7TfesKy3bsPk0FB2Z2ejKAoXhoaidHMlohBCCHEuWjZmDM9UVpKwdi2xjzwCuj5VSxPiJJ8lJuJqMDAvOtpyg8lE8Ouv42I08r67OwBTnn8eBg/GHZgYHMyWU7zD0mf+r1ifmkp1YyPXjBwJX3wBkyZBbS1s2dJuWAaYPGgQ6eXlpJWVSTuGEEII0cpdkyfjptPxeEwMbNpk7+MIcVqazGa+PHqUhUOH4mowQHw8TJ6M7t57iTIaOebjg0GnY0Kza9qmh4ezNyenw+ftM4H5kyNHGOjmxsVvvw1XXQUjR0JcHEye3OHjJg0aZPtcLvgTQgghWvJzdeXOSZP4LDaW+A8+sPdxhDgth/LzKaqtZdGQIfDIIzB+PGRkwCefED1+PADjg4Jsvc0A0yMiMJrNHT5vnwjMlQ0NrE9N5er0dPRPPQW/+52lshwcfMrHjg8KwqDT4eLgwLigoLNwWiGEEKJvueuii/A0m3mssRG0WbVC9EWH8vMBOP+WW+CJJ2D5cjh6FJYts/UxT2lVQJ0aFobuFC27fSIwf71jB/VNTVyzbh28+CK8+SY4OXXqsc4ODlwYFsb0iAgc9foePqkQQgjR9/i4uHDXiBF8OWwYH8nFf6IPO7RjBx4NDUQWFMB338Hq1aAF5Wht8EPrwOzp5MS4wMAOn7f3X/RXU8Pnq1cT5ufHpNdeg7lzu/wUa5ctQy71E0IIIdp3/5VX8vNdd3GjyURoRgYXRUTY+0hCdM3mzRw6fJgx7u7ojhwBT88WX54fHc2q0aO5VBun2Nz08HD2d/DUvb/CnJxMkq8vF4wYga4bYRnA29kZL1mHLYQQQrTLycGBtTExRJaVseijj8goL7f3kYTovIMHMV9xBYcDAxk3ffpJYRkgyMOD9xcvxrONLoXFp9gE3fsDs5sbOf7+hISE2PskQgghxDnNd+VKvvniC0qNRj5NSLD3cYQ4pdyqKrJTUmDhQtJCQ6k2GBjbjXdHTjVJrde3ZJiioqgxGglp4ycFIYQQQpxB3t4MnTmTyPJy4rKy7H0aITpU1dDAhW+9hVtWFvEVFRx64w3Yt4+xp+hH7o5eX2FuVFUAQjw87HwSIYQQoh+46SYm5uSw7/hxe59EiA7d/9NPZFRUkODpyb433uCQszMOOh0jBgw446/V6wOz0WQCYJBUmIUQQoieN3065xmNZDQ1UVxba+/TiF7kaFERE15/naKaGnsfhc3p6bwcF8dNBw7gArzr6cmh/HyG+/vj7HDmGyh6fWBu1AKztGQIIYQQZ4GiMHHaNADiNm+282FEb7ImIYEDeXkc1GYd95S43FxMHSwS2ZSWxnUffkhUSQkvBgWxZNQoPj5yhLjc3B5px4A+EJitm1eCpSVDCCGEOCsmrFoFwL6NG+18EtGbbEpPByCvqqrHXiOhsJDz3niDzxMTT/pardHIkjVrmPX++xiKi/kkKwvX//2PG8aOpby+noKamv4bmBtNJvxdXXukvC6EEEKIk3kOGEBMUxNxxcVQVGTv44iz7NeCAl7YtYtrPv/cFlyrGxvZnZ0NQF51dY+99r7cXAD25+Wd9LUvEhNZm5TEI7t3k/jzz0x4910wGJgREUGo1onQbwOz0WSSC/6EEEKIs+y8IUPYFxRk2a4r+o33Dx9mzKuvctfGjaxNSuLujRsxmc1sy8ykSXvXP7cTFeYTFRV8nphIQmGh7bby+nrWpaSgagMd2nJYa/eIb/Y4qyPp6RhMJv5++DDO334LXl4A6HU6bhw7FoNOx5iBA7v0/XZWry/bNppM0r8shBBCnGXnDR/OB5mZ5Lz9NiF33QVtLHsQfd+Jigryqqo4LySErZmZ3PTNN8yIiOD9xYvZnZ3NVZ99xnepqWzJzMRRryfQ3b3DCnNpXR2T3nyT1NJSAHSKwi3jxzMyIIDHtmyhuLaWH1atanPbHsDhggLAUuVuIS2NhPXriXFywvDVVxAe3uLLD02bxrKRI/FzdT2N34329frAbDSbpcIshBBCnGUTg4MBiNPrCfnoI7jxRjufSPSE67/6il8yMgjz8qKivp4oX1++XLYMb2dnLo+JIdjDg1fi4sirrmZKaCjQcQ/zzqwsUktLeXDqVC6LieHj+Hj+b98+TKrKtPBw4nJz+TY5uc3ArKoqhwsKcNDpyK2qorSuDl8XFzhwABYsIGH5cibFxMD555/0WEe9vkfGyVn1+paMJpNJRsoJIYQQZ9nYwED0isKaqVNJfu01VG1qlTh3mMxm9ubkMCMigpEBAYR4erJ+xQq8nZ0BMOj13Dx+PN8fO8ah/HxmRkYS7OHRYUvGwbw8FOD+qVOZNGgQ/503j4TbbuPn667jl+uvZ9bgwaxLTW2zLSNHC8lzo6IAiM/OhocfhgsuoNrJiQwvL2JPscK6p/T6wAyytEQIIYQ421wNBi6JjOTj0FCGzZvHBf/+t72PJM6w5JISao1Gbhg7lvUrVpBw221E+vhYvmg2Q1kZNw8bhk5RAJgZGUmQ1pLRXh/ywfx8onx98WjWwhPj78+MyEgURWFhdDQZ5eUktHExqbV/eVVkJADxf/kLPPkkrFhB4nffARDbg1XkjvT6lgyQGcxCCCGEPXy/ahXJ+fm8cNddvDFsGNmVlfKu7zkkTptIMSEoyHJDVRW88orln6wsMJkIARYtX86miAjOW7qUXbGx1IeFUfGnP+Ht7g6enhAQAIMHw+DBHMzL4/xBg357EVWF48ctbRUHDjA/NRVGj2bdXXcxsqQE/P3B3R10Og7r9eDnx9yZM/G54w7iQ0JgwwaYO5eEgwcBGBkQcJZ/lyz6RmCWCrMQQghx1ukUheFBQfx+4kTeqK5mz8aNDLrqKnsfS5wh+3NzcTUYGDDrxQoAABwrSURBVObvDx9/DLffDqWlMGsWrFgBfn7Q1MTrhYUU5ufj4OVFUGEhhIWRu+n/t3fn4VVV5x7Hvy8hCYQMDIFABmYQCHOACCpSLEpFBgcUr4pKAcfWXpyoXieUYqXVVm1B6sBQh2odaxVFZpFBQBkDgkwhhEBAQAgh07p/nE0MEA9DQobD7/M8PNlZe5+11z5nPZs367x7rZnU3LoVjhwprO+HatXYMno0t82cCY8+CsHBsHUr7N/vOyA4mLjzzqNz48Z8XK8eo9evh5QUyMoC51jxq1/RODycqFGjaFe/PqtatIC+fQFYvWsX1apWpenREfAyVikCZv01KyIiUn46jBxJyPjxLJo+nasreMCccfAgbSdM4L1rr+Wi42ZSkGMtS0+nU/36BD3yCPzhD3DBBfDssyc8VFfb+wcQu2ULTJlC+qef0qZpU8jJgZ07YdMmvk1JgV276BQbC9Wq+fb16AFJSdC5MyQmQmgoV8yezVPz55M5dy7RRWa1WPHii3SIjoYhQ2j3ySdMXbEC5xxmxprdu2kVHU1QlfLJJq7wOcxmVph8LiIiImUvNCKCTsHBLC4ogC+/LPX68wsKGP3FF7T9+9/5sciI5ZmYv20bmVlZrC5mHl/5SX5BAd/s3EnSt9/6guURI2DWrGJnoCiqgfetf+GDfyEh0LAh9OrFNx07AtDp2WfhnXfgww996R3Dh/sCZi+v+YqWLSlwjmkrVhTWm5Wby4a9ewvnUW5Xrx4/5uSw1RudXrN7d7nlL0MlCJhDgoIwL9lcREREykdyx44si40lb8yYUq33h8OHueLNN/njggWs2b2b2Vu2lKi+JWlpAOwvYeAd6NZlZJCVm0vSvHnwzDPw0ku+4PckGoSHA8Wv9vfNzp3ERkRQr0YNv3UkxcZycaNGjPr8cx6ZNYsC51izaxcFztHBW6mvnRc4r8rIYH92NtsPHCi3/GUohYDZzILM7Bsz+9j7vbaZzTCzDd7PWkWO/b2ZbTSz9WZ22anUHxwUVNImioiISAmd37gxWcHBrF61qlRHmYe8+y4zN23ib5dfTlhwMDO+/75E9R0NmPdlZ5dG8wJTXh7LnngCgC433AD33w+nODgZERpKeEhIsXMxf+OleJxMFTM+u/FGhnXsyFPz5xP/7LP0e+MNgMIR5qPB8cqMjMIZNcpzhLk0cpjvAVKAo4nGo4GZzrmnzWy09/uDZtYGGAIkArHAF2bW0jnnd2LHEAXMIiIi5S7Zm/lgcWIiHe+7DxYuPOUg6+cs2r6dz7//nvF9+nBn167857vvmLFp0xnXl19QUDjzw34FzMXLz4dbbmHZnj3UaNCA8+6997SraBAezo7jRpgP5+ayLjOTq05xnuTQqlV5ecAALmzYkDlbtwLQMDKy8KG+yNBQ2sfE8OS8eXzm/RGVWFlHmM0sHugHFF1ofiAwxdueAgwqUv6Wc+6Ic24zsBHwnygDBJdTcreIiIj8pEnNmkSHhbGob19YvNiXo1pCY+fPp3b16tzepQsAfZo2Zf2ePaQenVXhNK3LzORQbi4A+5SScaL8fBg2DF5/naXdu9MxIeGMHqKLjYg4YYR51a5d5Dt3SiPMR5kZt3bqxJRBg5gyaBBP9u59TBrupzfcwODEROZv20aN4GAa16x52m0tLSWNRv8CPAAUFCmLcc6lA3g/j/45EAekFjluu1fml0aYRUREyp+ZkRwXx+Lq1aFdOxg9+pgpxU7Xip07+fi77/hdcjLhXu5sn6ZNAQpHmbPz8sg9jRUGj6ZjRIWGKiXjeAUFvgf7pk5l6ZgxLA8K+mn+5dPUICLihBzmxdu3A9DpDOssTmxEBNOuvJLFw4fz0fXXFy6gUh7OOGA2syuAXc65Zaf6kmLKil0mxsxGmtlSM1tKVtaZNlFERERK0fnx8aRkZpI5bhxs3uybguwMjfvySyJCQri7yKwMbevVo354ODM2bWLrvn00e/55fv3RR6dc55K0NCJDQ0mKjVVKRlHOwR13wGuvMe2xx7jQjJgaNY55709Hg/Bwdvz4Y+FqfwXOMWHpUjrExNAoKqo0Ww5At7g4enur/5WXkowwXwAMMLMtwFtAbzP7J5BhZg0AvJ9H53XZDiQUeX08sKO4ip1zk5xzXZxzXeqVY4K3iIiI/OToCPB5a9bw6B13cGDsWCgyNdipStm9m7fXrOHOrl2pVb16YbmZ8cumTfli0yb6vfEGO378kTdWrfppCrOTWLJjB11jY6ldvbpGmI9yDn7zG5g0iXkPP8xQM7onJPD1iBG0qFPnjKqMjYggKzeXH3NyAPh0wwZSMjO5v0ePgJ3Z7IwDZufc751z8c65xvge5pvlnLsR+Ai42TvsZuBDb/sjYIiZhZpZE6AFsOSMWy4iIiJlKjk+noW//jU9GzXiyZgYBg8ZQsGNN8JpBqdPzJ1LWHAw9/XoccK+Pk2bkpmVxfo9e3jpiivId46Xly8/aZ3ZeXmszMigW1wcUaGhmlYO2HPoEFmjRsHf/gb33cfHPXsSXKUKH19/PXVPMvWbP4VTy3l/yPxp4ULiIyO5NjGxVNpdEZ2NJ+qeBvqY2Qagj/c7zrk1wNvAWmA6cNfJZsgQERGRiuX8+Hjev+46JvTrx+cJCfw1PBzuvdc3knkKVmVk8PaaNfw2OZnotDR46CHo3RuaN4foaPrefjsNc3N5JSaGke3acWmzZkxatoy8ggK/9X67cyd5BQV0i4ujZrVq5/wI8+qdO2k6fjwjt22De+6BZ55h9tatnB8fT41TmG/Zn9gii5cs3bGDOVu28Lvk5ICeCrhUlsZ2zs0B5njbe4BLfua4scDY0jiniIiIlJ/bkpKYvnEjDzpHr5deolNQEPzlL3CSWReemDmTcDPuHTsWZs+GoCDo0gW6doWoKOpt3crWyZMhLQ0efZQ777+fQQcP8p/167nSz5RlX3sP/HWNjWWVtyhHbn5+QAdxP2dnRgb9XniBAyEhvN+uHYcfeoicI0dYnp7O/110UYnrP7ra39tr1rAgNZXI0FBGJCWVuN6KTHO2iYiIyGkzM14eMIC6kZH8bvhweOEFuPlmKG5Jaufg669Ze/fdvLthA7+bM4c6qakwbhxs2waLFsGbb8LEifDpp76yTz6Btm3p98ADxB85woSvvvLbnuU7dxJTowZxkZHUrFYNODdX+8tYsoT+48aRCTxdrRpZZny+aRPztm6lwDl6NW5c4nMcHWGeuGwZ+48c4dUBA4j0lr0OVKUywiwiIiLnnuiwMG5o146/Ll5MzuOPE/L44xz64AOG3nknT9WqReuQEFizBmbOhK1b+fyii+CSSxg5ejT06fPzC59UqQK/+hX07UvVCRMY8d57PBYaytaVK2nUvn2xL/kmPb1wSrOoowFzdjbRYWFn5drL25Z9+4iNiPhp+t0DB/ho3DiG5+dzICKCf7duzWXXXccf//Qn3l+3jtrVqxMaFET3hAT/FZ+CyNBQ/nzppdSrUYPrEhPPiVF8jTCLiIjIGesWF0dOfj4rR4yAlBTmDhvGe2FhTJ4505fb/P77kJQEkyax6I47SIiMJP7SS09tlUAzuPNObh4zBoCpjz7qS9U4zpG8PNbs3l24aMbREebKnse8+9AhsryFWIrasGcPLV94gctff52c9HR4+GGeHDyYgdWqERcczLKbbuKK//kfgoOC6H/eeXy0fj0zNm2ie0IC1aqWzljpqO7dubF9+3MiWAYFzCIiIlIC3eJ8a5AtSUuDVq2Y178/ADOvvhp++AF274Z334URI1iYkXFGI5yNevSgd506TG7SBPfLX8KePcfsX71rF3kFBYUBc5SXHlCZUzKcc/R49VX6TJt2wgOPD8+ahQEzN2/m9rvvZvzcuTzaowdD4+JYPGYMiS1bFh57VatW/JCdzepdu/hFKaRjnKsUMIuIiMgZS4iMJKZGjcJV9uZv2wbA8owM9oaG+h7qwzejwrb9+zk/7qSL/Bbr5osuYlPNmnyZmws33OBb5tnzzc6dwE+rzAXCCHNKZiYb9+7lq9RUnpw7t7D865kzeWftWkbPns0jX37Ja+3b80CfPlyXmMirw4adsELypc2aERYcDKCAuQQUMIuIiMgZMzO6xcWxJC2Nw7m5fJ2WRo+EBBwwZ8uWwuMWeUsnn2kO7dWtWxMeEsLk226Dzz6Dxx4r3PdNejoRISE0rVUL+Clgrsyr/X22cSMAlzVrxlPz5zN7yRIODxnC6KlTqZuVxb3JyTwxZQr3JCdza8eOTLvySoKKmaGkenAw/Vq0oEZwcOG3AXL6FDCLiIhIiXSLi2NdZiYzNm0it6CA+7p3p0ZwMLM2by48ZmFqKiFBQYVpE6erRkgIg9u04e28PPaNGAFjx8IHHwC+EeaO9etTxcuLjgqAEebPvv+eVtHRvHPVVTQBen/6KWGtWzOraVMeufxyIseNw2Jj+Uvfvrw6cKDfXOK/9u3LzKFDCS2l/OVzkQJmERERKZGusbE44LlFizCgV+PG9GzUiJlFAuZFaWl0btCgREHb7V26cDg3lwvat2djz54wdCj5KSmsyMg4JhCPDA3FqLw5zIdzc5m7dSuX1alDRJ8+fPHcc/xx+3ae7tyZVwcM4I7TnEu5QUQEyfHxZ6m15wYFzCIiIlIiXb2v+uds2UK7mBhqVa/OJU2asC4zk7QDB8jJz2fpjh10L2HQ1i0ujs9vuomMrCy69u3L3CZN2HDLLWTl5hbmLwNUMSMiNLTSjjDP37aN7Lw8Lhs7FlJSaPziizwwaRIP9u/PrZ06UfUki8NI6dM7LiIiIiVSu3p1mteuDUDPhg0BuKRpUwBmbd7MyowMsvPyShwwA/Ru0oSvR4wgNiqKftdcw4Q6dQDoFBNzzHGVbXnsTT/8wNh589i/bx/T//53QvPyuDg6Glat8j3keCrT8MlZo2QWERERKbFucXFs3LuXixo1AqB9TAzRYWHc/emnxHkrw51fSmkBTWrVYubQofR87TWeT04mJC+PNlOnwoMPFh4TFRpaaVIy8goKuPadd1iWns6k//6XAufoWaUKYTNmgPKOKwSNMIuIiEiJXdyoESFBQfT0AuYqZrx9zTVcl5iImdGzUSMSoqJK7Xz1w8OZOXQojaKiSMrJIfihh3wrCnoq0wjz+AULWJaezuNff03wkSNsj4risssuU7BcgZhzrrzb4FeXLl3c0qVLy7sZIiIi4kd+QQFpP/5Iw1IMik/Fvuxscg8coO4vfgEZGTBvHrRpQ/833yTtwAGW33ZbmbbndK3ZtYvOEyYwcO1a3l6+nIPvvstbeXlc37YtNUJCyrt55xQzW+ac61LcPo0wi4iISIkFValS5sEy+EaS69arBx9+CCEh0Ls3rFtXKiPM/1y58pi5pEtbzqFD3Pz880QeOsSLhw7BkiWEt2/P8M6dFSxXMAqYRUREpPJr3hxmzfJt9+5NzUOHSpTDnF9QwB3//S/DPvzwhKWpS8X33/PIbbexLDiYfwQFUe+DD8BbeEUqHgXMIiIiEhhatfIFzc4R9frr7D98mJOlnu7Pzmbv4cMnlK/ZvZuDOTls3reP91NSSq+NBQUwcSJfDBzIMy1acHt0NIPGjVO+cgWngFlEREQCR5s2sGQJNWvUIB84NH68L0j9GTe89x6XTpt2QvnC1FQA6oaFMf6rr04aeJ+S1auhd28y772XoQMG0Doqij+PHFnyeuWsU8AsIiIigSUhgahRowDYN3YsXH6574HA4+Tk5zNr82aWpaezPjPzmH2L0tKIDgvjiV69+HrHDuZv21bsqTbs2cPy9HT/7UlLgxEjoEMH3IoV/PrRR9kTFsabQ4YQFhx8ZtcoZUoBs4iIiAScmt4DiPvHjoW5c6F9e5g+/Zhjlu7YweG8PADeWbv2mH0LU1PpHh/PzR07Eh0Wxp+++uqEc2zYs4fzX3mFpEmTuOG999h+4MCxB3z3HYwcCU2awJQp8NvfMvH99/koO5tnfvlLOhRZzlsqNgXMIiIiEnCiqlUDYN+AATw1bRptbryRvH79YNQoOHgQgLneDBht6tbl30UC5r2HD7N+zx66x8cTFhzMrR078smGDRzMySk8JjMri8vfeIMqZtzbvTvvrl1Lixde4K7XXmPT88/DBRfAeefB1KkwfDhu3TreHDaMUQsW0Ld5c36bnFx2b4aUmDLMRUREJODU9ALmH7KzeSk1le2RkUy/5x6ueO45mDYNHniAOTVrkli3LsM7d+Z/P/uMDTt30gJYvHo1AOenpMDChfxi1y7GR0Sw5Jpr6L1+PS4/n6v79CG1bl1mTZ9Oj+ee464qVRiblMQ/OnRgohkjmzXjyf79qXnTTczKzmbMnDksSE0lqUEDJg8ciGmp60pFI8wiIiIScKJCQwH4ZMOGwlSJf3TrBosWQVISuaNHs2DLFi6eMYNrbr0VgHeuvRYaNGDR2LFUKSig629+Aw8+SPfJkzHn+LJ2bejYkTUXXcS8+vV5eu9eerRqBf360eTaa3m5a1e2tG3LXa1b84/mzWlhRtybb3LZP//Jhr17ebl/fxYPH05MeHi5vS9yZjTCLCIiIgHn6AjztJUrqV61KsM6dWLi0qXs6NeP2OnTWT5rFofmz+fipk2Jj4ige14e/7rkEh687joWZmXRzozwVaugQQNqRkTQbuJEFjRvDjfeyCcLFsAXXzD4D3+AyMhjzhsLPA/cvns3j82ZgwFD2rbl8hYtqKap4yotjTCLiIhIwDmaw3wwJ4crWrbknuRk8p1j8rffAjDXG4Hu+cQTMHUqQwcOZCVwXn4+C3Jz6d6qFbRsCRERAFyQkMBXqankFRTw6caNtI+JIe64YLmoNnXr8s7gwbw9eDBXtW6tYLmSU8AsIiIiAada1aqEBgUBcH3btrSoU4dejRvzyjffsP3AAWZv2cJ5depQ30uPuC0piXevvZbosDCycnPp3aTJMfVd2LAhB3NyWLBtG19u28blzZuX+TVJ+dGfOyIiIhKQalarRlZuLr9q0QKAO7p04bp//5uE554DYGTnzoXHmhlXtW7Nla1asXX/fhp509IddWHDhgA8MXcueQUFhXXKuUEBs4iIiASktvXq0aZu3cJ0iGsTE6kfHk7K7t2kHzzITe3bn/AaM6NxzZonlDeMiiI+MpLZW7YQFRpK9/j4s95+qTgUMIuIiEhAmnHTTRy/oHXPRo3o2ajRGdV3YcOGvLV6NX2aNSPYS/eQc4NymEVERCQgmRlVSnG+4wsTEgCUv3wO0giziIiIyCkYnJjI8vR0rmrdurybImVMAbOIiIjIKahXowavDBxY3s2QcqCUDBERERERPxQwi4iIiIj4oYBZRERERMQPBcwiIiIiIn4oYBYRERER8UMBs4iIiIiIHwqYRURERET8UMAsIiIiIuKHAmYRERERET8UMIuIiIiI+KGAWURERETEDwXMIiIiIiJ+KGAWEREREfHDnHPl3Qa/zGw/sKGMThcF7C+jc5X1+aKBzDI6VyC/j4F8bWXZRyBwPzf1kdITqJ+b+kjp0edW+c5VkftII+dc3WL3OOcq9D9gUiCeqxyubWkgXlc5vI+BfG1l1kcC+XNTH6m01xaQ5yqHa1MfqYTnUx85+b/KkJLxnwA9V3mcr6wE8vsYyNdW1gL1c1MfKT2B+rmpj5QefW6V71xlrVSurcKnZEjpMLOlzrku5d0OqbjUR+Rk1EfkZNRH5GQqax+pDCPMUjomlXcDpMJTH5GTUR+Rk1EfkZOplH1EI8wiIiIiIn5ohFlERERExA8FzJWUmb1qZrvMbHWRsg5mttDMVpnZf8ws0isPMbPXvPIVZtarmPo+KlqXVH6l1UfM7DozW2lma8zsmXK4FDlLzCzBzGabWYr3+d7jldc2sxlmtsH7WavIa35vZhvNbL2ZXVZMnbqXBJDS7CO6lwSm0+0jZlbHO/6gmb34M3VWuPuIAubKazLQ97iyl4HRzrl2wPvA/V75CACvvA/wZzMr/OzN7Crg4NlusJS5yZSwj5hZHWA8cIlzLhGIMbNLyqLxUibygHudc62B84G7zKwNMBqY6ZxrAcz0fsfbNwRIxNe3/m5mQUcr070kIJVKH9G9JKCdVh8BsoFHgPuKq6yi3kcUMFdSzrl5wN7jis8D5nnbM4Crve02+DorzrldwD6gC4CZhQOjgKfOcpOljJVSH2kKfOec2+0d90WR10gl55xLd84t97Z/BFKAOGAgMMU7bAowyNseCLzlnDvinNsMbAS6ge4lgaoU+4juJQHqdPuIc+6Qc+5LfIHzMSryfUQBc2BZDQzwtgcDCd72CmCgmVU1syZAUpF9TwJ/BrLKsqFSbk63j2wEWplZYzOriu+Gl4AEHDNrDHQCFgMxzrl08P1nCNTzDosDUou8bLtXBrqXBLwS9hHdS84Bp9hH/Kmw9xEFzIFlGL6vQpYBEUCOV/4qvpvWUuAvwFdAnpl1BJo7594vj8ZKuTitPuKc+wG4A/gXMB/Ygu/rNwkg3qjOu8DvnHMH/B1aTJnTvSTwlbSP6F4S+E6jj/zc6yv0faRqeTdASo9zbh1wKYCZtQT6eeV5wP8ePc7MvgI2ABcDSWa2BV9fqGdmc5xzvcq25VJWzqCP4Jz7D95KSWY2Esgv21bL2WRmwfj+k3vdOfeeV5xhZg2cc+lm1gDY5ZVv59hRwXhgB9Ad3UsCVin1Ed1LAthp9pGfU6HvIxphDiBmVs/7WQX4P2Ci93uYmdXwtvvgGzlc65yb4JyLdc41Bi7El1/Wq1waL2XidPvIca+pBdyJ78FBCQBmZsArQIpz7tkiuz4Cbva2bwY+LFI+xMxCvdSdFsAS3UsCV2n1Ea8u3UsC0Bn0kWJV9PuIRpgrKTN7E+gFRJvZduAxINzM7vIOeQ94zduuB3xmZgVAGnBTGTdXykEp9pG/mlkHb3uMc+67s954KSsX4PusV5nZt17ZQ8DTwNtm9mtgG758d5xza8zsbWAtvq/T73LOaZQwsJVmH9G9JDCdVh8B8EaRI4EQMxsEXHp0kKai0kp/IiIiIiJ+KCVDRERERMQPBcwiIiIiIn4oYBYRERER8UMBs4iIiIiIHwqYRURERET8UMAsIlJJmdnjZnafn/2DzKxNWbZJRCQQKWAWEQlcgwAFzCIiJaR5mEVEKhEzexgYCqQCu4FlwH5gJBACbMS3iEBH4GNv337gaq+KvwF1gSxghLdcuoiI+KGAWUSkkjCzJGAykIxvpdbl+JY3f805t8c75ikgwzn3gplNBj52zv3b2zcTuN05t8HMkoFxzrneZX8lIiKVi5bGFhGpPC4C3nfOZQGY2UdeeVsvUK4JhAOfHf9CMwsHegDvmNnR4tCz3mIRkQCggFlEpHIp7mvBycAg59wKM7sF6FXMMVWAfc65jmevaSIigUkP/YmIVB7zgCvNrLqZRQD9vfIIIN3MgoEbihz/o7cP59wBYLOZDQYwnw5l13QRkcpLOcwiIpVIkYf+tgLbgbXAIeABr2wVEOGcu8XMLgD+ARwBrgEKgAlAAyAYeMs5N6bML0JEpJJRwCwiIiIi4odSMkRERERE/FDALCIiIiLihwJmERERERE/FDCLiIiIiPihgFlERERExA8FzCIiIiIifihgFhERERHxQwGziIiIiIgf/w8JVjZ6qqop4QAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ] } }, "f9ad97edf84d44159efd02051e6e190f": { "model_module": "@jupyter-widgets/output", "model_module_version": "1.0.0", "model_name": "OutputModel", "state": { "layout": "IPY_MODEL_0e326c450358411b8c387db3daafccce", "outputs": [ { "data": { "image/png": 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\n", 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\n", 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