{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating COVID-19's $R_t$ in Real-Time\n", "Kevin Systrom - April 17\n", "\n", "In any epidemic, $R_t$ is the measure known as the effective reproduction number. It's the number of people who become infected per infectious person at time $t$. The most well-known version of this number is the basic reproduction number: $R_0$ when $t=0$. However, $R_0$ is a single measure that does not adapt with changes in behavior and restrictions.\n", "\n", "As a pandemic evolves, increasing restrictions (or potential releasing of restrictions) changes $R_t$. Knowing the current $R_t$ is essential. When $R\\gg1$, the pandemic will spread through a large part of the population. If $R_t<1$, the pandemic will slow quickly before it has a chance to infect many people. The lower the $R_t$: the more manageable the situation. In general, any $R_t<1$ means things are under control.\n", "\n", "The value of $R_t$ helps us in two ways. (1) It helps us understand how effective our measures have been controlling an outbreak and (2) it gives us vital information about whether we should increase or reduce restrictions based on our competing goals of economic prosperity and human safety. [Well-respected epidemiologists argue](https://www.nytimes.com/2020/04/06/opinion/coronavirus-end-social-distancing.html) that tracking $R_t$ is the only way to manage through this crisis.\n", "\n", "Yet, today, we don't yet use $R_t$ in this way. In fact, the only real-time measure I've seen has been for [Hong Kong](https://covid19.sph.hku.hk/dashboard). More importantly, it is not useful to understand $R_t$ at a national level. Instead, to manage this crisis effectively, we need a local (state, county and/or city) granularity of $R_t$.\n", "\n", "What follows is a solution to this problem at the US State level. It's a modified version of a solution created by [Bettencourt & Ribeiro 2008](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0002185) to estimate real-time $R_t$ using a Bayesian approach. While this paper estimates a static $R$ value, here we introduce a process model with Gaussian noise to estimate a time-varying $R_t$.\n", "\n", "If you have questions, comments, or improvments feel free to get in touch: [hello@systrom.com](mailto:hello@systrom.com). And if it's not entirely clear, I'm not an epidemiologist. At the same time, data is data, and statistics are statistics and this is based on work by well-known epidemiologists so you can calibrate your beliefs as you wish. In the meantime, I hope you can learn something new as I did by reading through this example. Feel free to take this work and apply it elsewhere – internationally or to counties in the United States.\n", "\n", "Additionally, a huge thanks to [Frank Dellaert](http://www.twitter.com/fdellaert/) who suggested the addition of the process and to [Adam Lerer](http://www.twitter.com/adamlerer/) who implemented the changes. Not only did I learn something new, it made the model much more responsive." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib.dates import date2num, num2date\n", "from matplotlib import dates as mdates\n", "from matplotlib import ticker\n", "from matplotlib.colors import ListedColormap\n", "from matplotlib.patches import Patch\n", "\n", "from scipy import stats as sps\n", "from scipy.interpolate import interp1d\n", "\n", "from IPython.display import clear_output\n", "\n", "FILTERED_REGION_CODES = ['AS', 'GU', 'PR', 'VI', 'MP']\n", "\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bettencourt & Ribeiro's Approach\n", "\n", "Every day, we learn how many more people have COVID-19. This new case count gives us a clue about the current value of $R_t$. We also, figure that the value of $R_t$ today is related to the value of $R_{t-1}$ (yesterday's value) and every previous value of $R_{t-m}$ for that matter.\n", "\n", "With these insights, the authors use [Bayes' rule](https://en.wikipedia.org/wiki/Bayes%27_theorem) to update their beliefs about the true value of $R_t$ based on how many new cases have been reported each day.\n", "\n", "This is Bayes' Theorem as we'll use it:\n", "\n", "$$ P(R_t|k)=\\frac{P(k|R_t)\\cdot P(R_t)}{P(k)} $$\n", "\n", "This says that, having seen $k$ new cases, we believe the distribution of $R_t$ is equal to:\n", "\n", "- The __likelihood__ of seeing $k$ new cases given $R_t$ times ...\n", "- The __prior__ beliefs of the value of $P(R_t)$ without the data ...\n", "- divided by the probability of seeing this many cases in general.\n", "\n", "This is for a single day. To make it iterative: every day that passes, we use yesterday's prior $P(R_{t-1})$ to estimate today's prior $P(R_t)$. We will assume the distribution of $R_t$ to be a Gaussian centered around $R_{t-1}$, so $P(R_t|R_{t-1})=\\mathcal{N}(R_{t-1}, \\sigma)$, where $\\sigma$ is a hyperparameter (see below on how we estimate $\\sigma$). So on day one:\n", "\n", "$$ P(R_1|k_1) \\propto P(R_1)\\cdot \\mathcal{L}(R_1|k_1)$$\n", "\n", "On day two:\n", "\n", "$$ P(R_2|k_1,k_2) \\propto P(R_2)\\cdot \\mathcal{L}(R_2|k_2) = \\sum_{R_1} {P(R_1|k_1)\\cdot P(R_2|R_1)\\cdot\\mathcal{L}(R_2|k_2) }$$\n", "\n", "etc.\n", "\n", "### Choosing a Likelihood Function $P\\left(k_t|R_t\\right)$\n", "\n", "A likelihood function function says how likely we are to see $k$ new cases, given a value of $R_t$.\n", "\n", "Any time you need to model 'arrivals' over some time period of time, statisticians like to use the [Poisson Distribution](https://en.wikipedia.org/wiki/Poisson_distribution). Given an average arrival rate of $\\lambda$ new cases per day, the probability of seeing $k$ new cases is distributed according to the Poisson distribution:\n", "\n", "$$P(k|\\lambda) = \\frac{\\lambda^k e^{-\\lambda}}{k!}$$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(70, 4)\n" ] } ], "source": [ "# Column vector of k\n", "k = np.arange(0, 70)[:, None]\n", "\n", "# Different values of Lambda\n", "lambdas = [10, 20, 30, 40]\n", "\n", "# Evaluated the Probability Mass Function (remember: poisson is discrete)\n", "y = sps.poisson.pmf(k, lambdas)\n", "\n", "# Show the resulting shape\n", "print(y.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> __Note__: this was a terse expression which makes it tricky. All I did was to make $k$ a column. By giving it a column for $k$ and a 'row' for lambda it will evaluate the pmf over both and produce an array that has $k$ rows and lambda columns. This is an efficient way of producing many distributions all at once, and __you will see it used again below__!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 209, "width": 375 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,2.5))\n", "\n", "ax.set(title='Poisson Distribution of Cases\\n $p(k|\\lambda)$')\n", "\n", "plt.plot(k, y,\n", " marker='o',\n", " markersize=3,\n", " lw=0)\n", "\n", "plt.legend(title=\"$\\lambda$\", labels=lambdas);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Poisson distribution says that if you think you're going to have $\\lambda$ cases per day, you'll probably get that many, plus or minus some variation based on chance.\n", "\n", "But in our case, we know there have been $k$ cases and we need to know what value of $\\lambda$ is most likely. In order to do this, we fix $k$ in place while varying $\\lambda$. __This is called the likelihood function.__\n", "\n", "For example, imagine we observe $k=20$ new cases, and we want to know how likely each $\\lambda$ is:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 207, "width": 375 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k = 20\n", "\n", "lam = np.linspace(1, 45, 90)\n", "\n", "likelihood = pd.Series(data=sps.poisson.pmf(k, lam),\n", " index=pd.Index(lam, name='$\\lambda$'),\n", " name='lambda')\n", "\n", "likelihood.plot(title=r'Likelihood $P\\left(k_t=20|\\lambda\\right)$', figsize=(6,2.5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This says that if we see 20 cases, the most likely value of $\\lambda$ is (not surprisingly) 20. But we're not certain: it's possible lambda was 21 or 17 and saw 20 new cases by chance alone. It also says that it's unlikely $\\lambda$ was 40 and we saw 20.\n", "\n", "Great. We have $P\\left(\\lambda_t|k_t\\right)$ which is parameterized by $\\lambda$ but we were looking for $P\\left(k_t|R_t\\right)$ which is parameterized by $R_t$. We need to know the relationship between $\\lambda$ and $R_t$\n", "\n", "### Connecting $\\lambda$ and $R_t$\n", "\n", "__The key insight to making this work is to realize there's a connection between $R_t$ and $\\lambda$__. [The derivation](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0002185) is beyond the scope of this notebook, but here it is:\n", "\n", "$$ \\lambda = k_{t-1}e^{\\gamma(R_t-1)}$$\n", "\n", "where $\\gamma$ is the reciprocal of the serial interval ([about 7 days for COVID19](https://wwwnc.cdc.gov/eid/article/26/7/20-0282_article)). Since we know every new case count on the previous day, we can now reformulate the likelihood function as a Poisson parameterized by fixing $k$ and varying $R_t$.\n", "\n", "$$ \\lambda = k_{t-1}e^{\\gamma(R_t-1)}$$\n", "\n", "$$P\\left(k|R_t\\right) = \\frac{\\lambda^k e^{-\\lambda}}{k!}$$\n", "\n", "### Evaluating the Likelihood Function\n", "\n", "To continue our example, let's imagine a sample of new case counts $k$. What is the likelihood of different values of $R_t$ on each of those days?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 208, "width": 386 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k = np.array([20, 40, 55, 90])\n", "\n", "# We create an array for every possible value of Rt\n", "R_T_MAX = 12\n", "r_t_range = np.linspace(0, R_T_MAX, R_T_MAX*100+1)\n", "\n", "# Gamma is 1/serial interval\n", "# https://wwwnc.cdc.gov/eid/article/26/7/20-0282_article\n", "# https://www.nejm.org/doi/full/10.1056/NEJMoa2001316\n", "GAMMA = 1/7\n", "\n", "# Map Rt into lambda so we can substitute it into the equation below\n", "# Note that we have N-1 lambdas because on the first day of an outbreak\n", "# you do not know what to expect.\n", "lam = k[:-1] * np.exp(GAMMA * (r_t_range[:, None] - 1))\n", "\n", "# Evaluate the likelihood on each day and normalize sum of each day to 1.0\n", "likelihood_r_t = sps.poisson.pmf(k[1:], lam)\n", "likelihood_r_t /= np.sum(likelihood_r_t, axis=0)\n", "\n", "# Plot it\n", "ax = pd.DataFrame(\n", " data = likelihood_r_t,\n", " index = r_t_range\n", ").plot(\n", " title='Likelihood of $R_t$ given $k$',\n", " xlim=(0,10),\n", " figsize=(6,2.5)\n", ")\n", "\n", "ax.legend(labels=k[1:], title='New Cases')\n", "ax.set_xlabel('$R_t$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that each day we have a independent guesses for $R_t$. The goal is to combine the information we have about previous days with the current day. To do this, we use Bayes' theorem.\n", "\n", "### Performing the Bayesian Update\n", "\n", "To perform the Bayesian update, we need to multiply the likelihood by the prior (which is just the previous day's likelihood without our Gaussian update) to get the posteriors. Let's do that using the cumulative product of each successive day:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 208, "width": 386 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "posteriors = likelihood_r_t.cumprod(axis=1)\n", "posteriors = posteriors / np.sum(posteriors, axis=0)\n", "\n", "columns = pd.Index(range(1, posteriors.shape[1]+1), name='Day')\n", "posteriors = pd.DataFrame(\n", " data = posteriors,\n", " index = r_t_range,\n", " columns = columns)\n", "\n", "ax = posteriors.plot(\n", " title='Posterior $P(R_t|k)$',\n", " xlim=(0,10),\n", " figsize=(6,2.5)\n", ")\n", "ax.legend(title='Day')\n", "ax.set_xlabel('$R_t$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how on Day 1, our posterior matches Day 1's likelihood from above? That's because we have no information other than that day. However, when we update the prior using Day 2's information, you can see the curve has moved left, but not nearly as left as the likelihood for Day 2 from above. This is because Bayesian updating uses information from both days and effectively averages the two. Since Day 3's likelihood is in between the other two, you see a small shift to the right, but more importantly: a narrower distribution. We're becoming __more__ confident in our believes of the true value of $R_t$.\n", "\n", "From these posteriors, we can answer important questions such as \"What is the most likely value of $R_t$ each day?\"" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Day\n", "1 5.85\n", "2 4.22\n", "3 4.33\n", "dtype: float64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "most_likely_values = posteriors.idxmax(axis=0)\n", "most_likely_values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also obtain the [highest density intervals](https://www.sciencedirect.com/topics/mathematics/highest-density-interval) for $R_t$:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Low_90High_90
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13.897.55
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" ], "text/plain": [ " Low_90 High_90\n", "Day \n", "1 3.89 7.55\n", "2 2.96 5.33\n", "3 3.42 5.12" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def highest_density_interval(pmf, p=.9, debug=False):\n", " # If we pass a DataFrame, just call this recursively on the columns\n", " if(isinstance(pmf, pd.DataFrame)):\n", " return pd.DataFrame([highest_density_interval(pmf[col], p=p) for col in pmf],\n", " index=pmf.columns)\n", " \n", " cumsum = np.cumsum(pmf.values)\n", " \n", " # N x N matrix of total probability mass for each low, high\n", " total_p = cumsum - cumsum[:, None]\n", " \n", " # Return all indices with total_p > p\n", " lows, highs = (total_p > p).nonzero()\n", " \n", " # Find the smallest range (highest density)\n", " best = (highs - lows).argmin()\n", " \n", " low = pmf.index[lows[best]]\n", " high = pmf.index[highs[best]]\n", " \n", " return pd.Series([low, high],\n", " index=[f'Low_{p*100:.0f}',\n", " f'High_{p*100:.0f}'])\n", "\n", "hdi = highest_density_interval(posteriors, debug=True)\n", "hdi.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot both the most likely values for $R_t$ and the HDIs over time. This is the most useful representation as it shows how our beliefs change with every day." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 291, "width": 361 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = most_likely_values.plot(marker='o',\n", " label='Most Likely',\n", " title=f'$R_t$ by day',\n", " c='k',\n", " markersize=4)\n", "\n", "ax.fill_between(hdi.index,\n", " hdi['Low_90'],\n", " hdi['High_90'],\n", " color='k',\n", " alpha=.1,\n", " lw=0,\n", " label='HDI')\n", "\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the most likely value of $R_t$ changes with time and the highest-density interval narrows as we become more sure of the true value of $R_t$ over time. Note that since we only had four days of history, I did not apply the process to this sample. Next, however, we'll turn to a real-world application where this process is necessary." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Real-World Application to US Data\n", "\n", "### Setup\n", "\n", "Load US state case data from CovidTracking.com" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "url = 'https://covidtracking.com/api/v1/states/daily.csv'\n", "states = pd.read_csv(url,\n", " usecols=['date', 'state', 'positive'],\n", " parse_dates=['date'],\n", " index_col=['state', 'date'],\n", " squeeze=True).sort_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking a look at the state, we need to start the analysis when there are a consistent number of cases each day. Find the last zero new case day and start on the day after that.\n", "\n", "Also, case reporting is very erratic based on testing backlogs, etc. To get the best view of the 'true' data we can, I've applied a gaussian filter to the time series. This is obviously an arbitrary choice, but you'd imagine the real world process is not nearly as stochastic as the actual reporting." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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i5eWFr68vfn5+ODg4GBynf811Op3SK3Ut+iS/vddsi8aFM5pjaWmJu7s7GRkZyvDT3NxcZRjm559/zueff37N62RnZyvvGT1TU1NlqGBnafzzbVzBVE+n05GZmcmZM2dIS0sjMzNTqQDaEhsbG8aMGUNkZCSRkZHKGorQcLOitLQUS0tL7rjjjo59MkKIm4okaUII0UbTp08nIiKCpKQkvvvuO0aOHEn37t3bfJ7Bgwcrjzujgltb427PAr6Nh9n5+/tjYmJCdXU1586dY8iQIaSkpKDT6ZReH32hjeTkZKUHqT1DHQGloAfApUuX2pSkxcXFERkZCcA999yjnKuyspIdO3bw22+/Gbwepqam9OzZk8mTJxMREdHs8MIFCxbg5+dHcHAwCQkJFBQUkJWVRVZWFocOHcLU1JSJEyfywAMPKMMa2/OaNx7m2Z5rtkVrenr1PU7659Ke51RfX09FRYUylBRQKiR2psbDcN3d3ZXHOp2O4OBgdu3aZTB82MTEBCcnJwIDAyksLFSG9l5p6tSpREZGcubMGQoKCpT3qn6oY0BAAJaWljfiKQkhbhKSpAkhRBvpF5p+4YUXqKio4Ouvv+aFF14wdljX1Na49fNxhg8fzp///OdWXaPxF0s7OzsGDx5MSkoKJ06cUJI0+L/kzMnJCRcXF/Ly8khPT6dPnz5KktbWeVONk95jx441u+ZWS06cOMHhw4cBlHmBtbW1rFmzhgsXLmBiYsKUKVMYNWoUffv2xcnJSUkY9MPTmuPp6cnjjz8ONPSSpaSkkJSURFxcHBUVFYSGhpKRkcHq1asxNzdXemssLCz4+OOPWxX7lYlLW6/ZFs3NobqSvhdJ//5p3AP1xBNPtLowzpVJZHsXdr8ep06dAhr+7/Tr10/Z/vXXX/Pbb78BDQVwAgMD8fLywtXVVUlSP/300xaTtGHDhuHs7Ex+fj6RkZHcfffdMtRRCGFAkjQhhGgHNzc3Fi9ezKZNmzhy5Ei7q+V1trbE7ebmxoULFygqKmr3ELnRo0eTkpLCyZMnWbx4scF8ND1vb2/y8vJISkrC2tqarKwsbGxsmpRwvxYPDw969+5Neno6ERERLFmyxGAIZEt0Op0y/65v375KchAeHs6FCxeAhoqELRW8aO38t549e9KzZ0+mTp1KdXU1X3/9NWFhYZw7d47o6GgmTZqk9OBpNBpUKtV1z1FszTXbQj8csyVVVVVKIufi4qL8rVKp0Gq1XL58+bqGW3amkpISjh49CjQU8dDfgMjLy1MStJkzZ/KnP/2p2eOv9r4wMTFh8uTJ/Pjjj0qSlpKSQnFxMc7Ozgb/P4QQtycpHCKEEO00Z84cpcz2119/zeXLl40cUeu0Nm4fHx+gYQHhnJycFs936tQpli9fzvLlyykoKDDYp59Xc+7cOUpKSkhNTcXW1hYPDw+ljf4LaVJSktKLNmrUqGarSV6Lfl5bRUUFGzdubNUxBw8eVBaNDgoKUrbri5dYW1u3mKCVlpY2O//oiy++4JlnnuHrr79u9jhLS0sefPBB5d/6deMafznXJwjNqaqq4pFHHmH58uWEh4df1zXb4siRI9TU1LS4PyoqSqkyqX//WFpaKu+3uLi4q57/888/Z/ny5bz77rttjq2jffvtt8pzvfPOO5Xt+vcFcNV5nfqqmy0JCgrCxMSE1NRUcnJylKGOkyZNwsTE5DoiF0LcCiRJE0KIdlKpVDz55JOYmppSUlJCcHCwsUNqldbGHRgYiKWlJTqdjs8//7zZL+f19fX8/PPPVFdX4+Hh0WQemJubG7169aK+vp4dO3ZQX1/P0KFDDb6ENk7S9FX92ltmfcqUKcp8t/DwcDZs2HDVpOLo0aNKUuPq6sqMGTOatKmsrDSY96Wn1Wr5z3/+Y1D6Xs/S0pKcnBzCw8NbTIYaJ7T6uYG9evVSehA3b97c4nIJu3btory8nPr6eqWKZnuv2RZFRUV8++23Le7bsmUL0FCoxs/PT9mnryaZnJzMvn37mj0+PT2dyMhIqqur27wYeUfSaDR89dVXSvLr5+fXYpLe0s9n3759SkGX5t4f0NDDqE9kIyIiOHLkCCBDHYUQDUxXr1692thBCCFEV7Nnzx4qKyvp27cvY8eObbGdg4MDdXV1TRZkXrRo0TXvhldWViqLS/v4+Chf2LpK3Obm5lhbWxMfH09BQQExMTF069YNc3NzKioqSElJ4auvviIxMRETExOefPJJg+IdevoCChcvXkSr1XLnnXcycOBAZb+1tTUhISGUlJSQnZ2NqakpK1asaFeRCH3p+oSEBMrKykhNTSU8PJzq6mpMTU2pr6+nrKyM5ORkNm/ezNatW9FqtVhZWbFq1SqDhbMvX76sfHFOTEzEyckJU1NTSktLSUhI4IsvvuDEiROo1Wq0Wi02Njb069cPW1tbunfvTkhICBqNhqioKExMTJR2hYWFxMTE8MUXX6DRaOjWrRuPP/64Mueqf//+HDx4kKqqKg4fPoxOp8PS0pLa2lrS0tL46aeflPfN3LlzlYT2eq55Ldu2bQMaEsHTp09z+vRpbGxslNcjJiaG9evXU1xcDMBTTz1F7969leP79u3LyZMnKSws5NixY2RnZ2NlZYVKpaKgoIDIyEj+/e9/U1FRgZubG48//rjy809KSlKGwv7xj39s83viyufQs2dPhgwZQnV1tfJHX3U0LCyMjz/+mMTERCXu559/3mCupaWlpfL6JyUl4eDggIWFBZWVlZw5c4bNmzeze/du5bXX6XT4+/tjZmbWZPkClUrFkSNHSE1Npby8nMGDB3P33Xe3+zkKIW4dMidNCCGu08KFC4mJiSEzM9PYobRJa+KeMWMGVVVV/PDDD2RmZvLpp582aWNqasqDDz7Y4rpeY8aMYceOHdTW1gI0O9/G29ubw4cPU1tby8iRI6+rsl2PHj1Yu3YtGzduJCIigry8PH744YcW2/fr149nnnlGWXxYLzAwkAMHDnD69GnOnz/PO++8Y7DfxMSEJUuWkJGRQXh4OEeOHOHIkSNs3bqVvn378thjj7FhwwaKi4tb7H3q1q0bzz33nMHcuX79+vHyyy/zz3/+k8uXL/P999/z/fffNzl24sSJBksjXM81W2vJkiWEhoZy4sSJZtcyMzU15aGHHmpSPl6lUvHSSy/xwQcfkJSURHh4uNJT1ZizszMvv/yywZpkHU1f+v5qVCoVkydP5qGHHjJY0Boait3cdddd7Nq1i9LSUj755JMmx48ePZrhw4ezceNGCgsL+ctf/sIbb7zR5EbM2LFj2bhxo1LqX3rRhBB6kqQJIcR1UqvVPPnkk7z22mstDm3qilob99y5c/H392ffvn2cPHmSoqIitFotPXr0wMfHh9mzZ191PTMvLy+6d+9OcXExVlZWzbb18fFRqiu2tapjc2xsbHjmmWe46667iIqK4sSJExQVFVFeXo6FhQUODg54eXkREBCgLBVwJVNTU1577TVCQkIICwsjNzcXjUZDjx49GDp0KLNnz6Zfv35cunSJCxcukJeXZ5DoTZ06lUGDBvHbb79x5swZCgsLqaiowM7ODkdHR3x9ffnDH/5g0HunN3z4cD7++GP27t1LXFwcubm5VFdXY2try8CBA5k2bVqzVRKv55qtYWVlxTvvvMOBAweIjIwkLS2Nuro6evTowfDhw5k1a1aTZLfxz+SNN94gKiqKw4cPk5qaSllZGebm5vTq1YsxY8Ywc+ZMo5Set7CwwM7ODldXV3x9fRk3bpxByf0rLVu2THmd09PTKS8vx8bGBi8vL4KCgrjjjjuorq4mNjaWlJQUHBwcmi0CY25uTmBgIL/99htqtZpx48bdyKcphLiJmOhupm8UQgghhOh0+h67lStXGhRXEdfvs88+IzQ0lPHjx/PXv/7V2OEIIboIKRwihBBCCGEEVVVVREVFATLUUQhhSJI0IYQQQggjOHz4MBqNBkdHxxbndAohbk8yJ00IIYQQopOcPn2a7t27k56erixZMHv2bFQquW8uhPg/kqQJIYQQQnSSzZs3k5SUpPy7b9++zJw504gRCSG6IknShBBCCCE6ibOzM2q1GisrK0aOHMkDDzzQZP00IYSQ6o5CCCGEEEII0YXIAGghhBBCCCGE6EIkSRNCCCGEEEKILkSSNCGEEEIIIYToQiRJE0IIIYQQQoguRJI0IYQQQgghhOhCJEkTQgghhBBCiC5EkjQhhBBCCCGE6EIkSRNCCCGEEEKILkSSNCGEEEIIIYToQiRJE0IIIYQQQoguRJI0IYQQQgghhOhCzDr6hJGRkXz00Ud8+umnODs7G+zTaDTs3LmT8PBwCgoKsLGxwc/Pj3vuuadJW61Wy759+/j999/JyclBrVYzePBgFi1axMCBA5tc99ChQ+zdu5f09HRUKhWenp7MmzcPPz+/Jm0TEhLYsWMHqampaLVaevfuzaxZs5g0aVLHvhhCCCGEEEII0UYmOp1O11Enq62tZc2aNZw5c6ZJklZXV8eaNWs4ffo0gwcPxtPTk4sXL5KcnIytrS1vv/02bm5uSvuNGzeyb98+nJycGD16NOXl5URHRwOwZs0aBg0apLTdvXs33333Hba2tgQEBFBbW0t0dDQajYZnn32WgIAApW10dDT//Oc/sbCwICAgALVaTXR0NOXl5Sxfvpw5c+a0+/kvXrwYgK1bt7b7HEIIIYQQQojbW4f0pFVWVnL+/Hl++uknzpw502yb/fv3c/r0aSZPnszKlSsxMTEB4JdffuHbb7/l+++/57nnngPgwoUL7N+/Hw8PD9auXYutrS0AEyZMYN26dXz11Ve8//77ABQXF7Nlyxbs7e15++23cXFxAWDmzJm89tprbNy4EX9/f9RqNbW1tWzcuBEzMzNWr16Np6cnAHPnzmXVqlVs2bKFwMBAunfv3hEvixBCCCGEEEK02XXPSYuPj+ehhx7izTffJCkpqcV2kZGRmJqasmzZMiVBA5gzZw7du3fn2LFjBm11Oh3z589XEjQAf39/vL29uXjxItnZ2QDExsZSU1PDzJkzlQQNwNPTk/Hjx1NSUkJycjIAiYmJlJSUMHHiRCVBA3BxceHOO+9Eo9EQFxd3vS+JEEIIIYQQQrTbdSdprq6uzJs3T/nTp0+fZttlZGTQs2dP7O3tm+xzcHBAo9FQV1cHwNmzZwHw9fVt0la/Td9G/7ePj0+TtsOGDTNoo+/lu1rbc+fOtfRUhRBCCCGEEOKGu+7hjh4eHtx3333Kv0tKSkhLS2vS7tlnn8XGxqbJ9pqaGrKysnBwcMDMzEw5h5mZGT169GjSXj9vrbi4WGkLDcnilfTb2tNWCCGEEEIIIYyhw6s7tqS5KosAP/74IxqNhtmzZyvbamtr6datW7Pt9dtramoAlN635tq31NbS0rJJWysrK4O2V/PSSy9ds40QQgghhBBCtEenJWlX0mq1bN26lR07duDu7s68efNadVzj+WztbduWcwghhBBCCCFEZzJKkpafn88nn3xCcnIyffv25ZVXXmmx56wrWrduXbPb9SX4hRBCCCGEEKK9Oj1JO3ToEF9//TXV1dXMnDmTZcuWYW5ubtBGrVZTWVnZ7PH19fVKG0CZx6bValvdVr+9Mf3x+rZCCCGEEEIIYQydmqTt2rWLTZs24erqyquvvsrgwYObbWdvb092djYajQYLCwuDffrCHvq1zPTVIouLi5V5ZXr6QiH6tg4ODgbbmzuvvo0QQgghhBBCGMN1l+BvrVOnTrFp0ya8vLxYt25diwkawIABA9DpdCQmJjZ7HgAvLy+Dv0+ePNmkrX6bvs2AAQNa3VYIIYQQQgghjKHTkrT//e9/WFlZ8fLLLzfp8brS+PHjAdiyZQsajUbZnpKSQmxsLL1798bDwwOAMWPGoFar2blzJ2VlZUrbrKwsgoODsbW1xdvbG2hYC83W1pbg4GCysrKUtmVlZezcuRO1Wo2/v3+HPWchhBBCCCGEaKtOGe6Yl5fH+fPncXFx4Zdffmm2jaWlJQsWLAAaerOmT59OcHAwL7zwAiNGjKCiooKYmBgAHn30UeU4R0dHFi1axObNm3n++ecZM2YMdXV1xMTEUFVVxTPPPKPMeTM3N+fhhx9m/fr1vMnztI4AACAASURBVPLKK4wdOxYzMzNiY2MpLS1l6dKlODo63uBXQwghhBBCCCFa1ilJWkZGBtCQrO3YsaPZNg4ODkqSBg2JmJubG6GhoYSEhKBWq/Hx8WHhwoUMGTLE4Nj58+fj4ODAvn37CAsLQ6VS0a9fP+bOncvo0aMN2k6YMAFLS0t27txJVFQUWq2WXr16cd999zFlypQOfuZCCCGEEEII0TYmOp1OZ+wgbhX6Evxbt241ciRCCCGEEEKIm1WnzUkTQgghhBBCCHFtkqQJIYQQQgghRBciSZoQQgghhBBCdCGSpAkhhBBCCCFEFyJJmuhS1qxZw+LFi3nrrbeMHUqb6WMXQgghhBDiekiSJrqM/Px8kpKSUKlUnDx5ksLCwus6X2hoKIsXLyY0NLRjAhRCCCGEEKITSJImuoywsDB0Oh3z589Hp9Nx6NAhY4ckhBBCCCFEp5MkTXQZhw4dwtnZmQULFmBlZUVYWJixQxJCCCGEEKLTmRk7ACEAUlJSyMnJ4e6770atVjN69GgOHTrE2bNnGThwoEHbyspKtm/fTnR0NEVFRdjb2zNw4EDmz59Pv379yM/P56mnnlLaf/bZZ3z22WesXLmSoKAg1qxZQ2JiYrOLjuuP+/TTT5VtGRkZ7Nq1i8TEREpKSrCwsMDT05M5c+bg5+d3g14RIYQQQojW0+l0VFRUUFVVhbOzs7HDEddJkjTRJeh7zcaPHw9AQEAAhw4dIiwszCBJq6ys5PXXXyctLQ0vLy9GjRpFWVkZR44cIS4ujjfeeIOePXsyb9480tLSiI+PZ9SoUfTp04c+ffq0Oa709HReffVVtFotI0eOxNnZmeLiYmJjY0lMTGTdunXtOq8QQgghREc5e/YsmzdvRqvV4uLiwsqVK40dkrhOkqQJo6upqSEqKgpXV1c8PT0BGDFiBN26dSMiIoIHH3wQtVoNwNatW0lLS+OPf/wjy5cvx8TEBIBz587x2muv8eWXX/L+++9z3333ERoaSnx8PAEBAQQFBbUrtr1796LRaHj55ZcZNWqUsv3QoUN88sknJCQkSJImhBBCCKP63//+pzzOy8tDp9Mp35HEzUmStC4qNDRUqUoYFBTUJMnYv38/UVFRAMyYMUPpgdLbvXs3cXFxANx11134+/sb7P/pp584efIkAAsXLmTYsGEG+7///nvOnDkDwNKlSxk8eLDB/osXL9KvX792P7/GYmNjqays5A9/+IOyTT/k8fDhwxw9epRx48ah1WoJCwvDzs6O+++/3+CXj5eXFwsXLiQvL4+6ujrMzDrmrT1o0CDs7OwYPny4wfZevXoBUF1d3SHXEUIIIYRoj5qaGoN/u7u7U1VVhZWVlZEiEh1BkjRhdFcOddQbN24chw8fJiwsjHHjxpGdnU1FRQXjxo1rNglbtGhRh8emT47r6+tJTU0lOzubixcvSuVJIYQQQnQJ1dXV2NvbU1pair29PStWrDB2SKIDSJImjKq4uJgTJ04A8OKLLzbb5vjx45SUlFBeXg6Avb19p8VXWVnJ999/T1hYGBqNBltbW3r27MnYsWPZt29fp8UhhBBCCNEcOzs7nn32WXQ6HRqNxtjhiA4iSVoX1dwQx8b+8Ic/GAwPvNJdd93FXXfd1eL+hQsXsnDhwhb333fffVeNr6OGOh4+fBitVsuAAQOarUSUmZlJeno64eHh+Pr6AijJ2pUqKyupqanBzs4Olap9q0tUVlYaDA9Yv349x44dY/78+dx55504OjoCDeO9JUkTQgghRFdhYmKCpaWlscMQHUSSNGFUYWFhmJiY8NxzzzWbpKWkpPD6668TGhrKjBkzUKvVpKSkUF9fj6mpqUHbdevWkZqaysaNG6+apFlYWAANY7jNzc2V7bm5uVRUVChJ2uXLl4mPj8fHx4clS5YYnKO4uLjdz1kIIYQQQoirkcWshdGkpqaSnp6Ot7d3i+t5DB48GGdnZ9LS0sjMzCQgIIDCwkJ+/vlng3YJCQmkpKQwcuRIpRKkvrCIVqs1aOvi4gJAfHy8sq22tpZvv/3WoJ3+uNLSUoNz6IdAQsOaJEIIIYQQXUF1dTVZWVmkpKQYOxRxnaQnTRiNvnrl5MmTW2xjYmLChAkT2L59O2FhYSxbtozk5GS2bdtGcnIyffr0IS8vj7i4OKytrXnwwQeVY+3s7AD49ddfycrKYvz48Xh6ejJ16lT279/P+vXriY2NRa1Wk5SUhImJCR4eHkqVJDs7O7y9vUlKSmLVqlUMHjyYkpISEhMTcXJywszMjJiYGNzd3Zk0adKNe6GEEEIIIVqQn5+PSqXCysqK999/Xym/v2rVqg6rdi06n/SkCaOoq6sjIiICCwsLxo4de9W2EydOBCA8PBxbW1veffddZs6cSU5ODvv37+f06dOMGzeOt99+W5kzBjB8+HDuuOMO8vLy2LVrF2lpaUDDfLq//vWveHh4EBUVxZEjR/Dy8mLNmjVNxnI/99xzTJs2jaKiIn777TcuXLjA9OnTeeONNwgKCiI3N5f09PQOfnWEEEIIIVpn9+7dfPzxx6xbt04Z4aPT6WRqxk3ORCfjtTrM4sWLgYYFl4UQQgghhLjR/vWvfykJmaOjIyqVCkdHR6ZNm9bidBLR9UkfqBBCCCGEEDcpBwcHdDod5eXlrFixwqAomrh5SZImhBBCCCHETUo/H18/F03cGmROmhBCCCGEEDc5SdBuLZKkCSGEEEIIIUQXIsMdhRBCCCGEuEXk5+dTUFBAYWEhd9xxh8xRu0lJkiaEEEIIIcRNKDc3l8rKSmxtbbG3t0etVrN161by8/MB8PT0pGfPnkaOUrSHJGlCCCGEEELchGJjYzl69CgAs2bNYuzYsTg6OipJWmFhoSRpNylJ0oQQQgghhLgJlZeXK49tbW0B6N27N3V1dTg6OtKjRw9jhSaukyRpQgghhBBC3IRcXFyorq6mrKwMe3t7AAIDAwkMDDRyZOJ6SZImhBBCCCHETWjatGnGDkHcIFKCXwghhBBCCCG6EEnShBBCCCGEEKILkeGOQgghhBBC3EIyMjLIzMyksLAQf39/XF1djR2SaCNJ0kSXEBkZSWhoKJmZmRQXF2Ntbc2AAQOYMWMGo0aNMnZ4123btm1s27aN1atX4+3t3WnXXbx4MT4+Przxxhuddk0hhOiqqqqqMDc3x9TU1NihCHHdCgoKyMjIwM7ODkdHR6VwCEBMTAwnT54EwM3NTZK0m5AkacKodDodH3/8MeHh4XTv3p0RI0bQrVs3cnNzOX78OPHx8SxYsIAlS5YYO9RWyc/P56mnniIoKIiVK1caOxwhhBDAnj17SElJoaysjEceeYTevXsbOyQhrltqaip79uwBwN/fn7vuukvZ5+joqDwuLCzs9NjE9ZMkTRjV4cOHCQ8PZ/To0Tz//PMGdzezs7N5/fXX2b59O3fccQeenp5GjFQIIcTNor6+3uDzpKqqirKyMgByc3MlSRO3hMZrpNnZ2Rns69OnD6NGjcLR0ZG+fft2dmiiA0jhEGFUR48eBeCee+5pMvzE3d2de++9F51OR3R0tDHCE0IIcZMpKipiw4YNnDhxQtmmH+plZmZGVVWVsUITokO5uroybNgw+vXrh7Ozs8E+T09P7r77bgIDA+nVq5eRIhTXQ3rShFFVV1cb/H2l0aNHU1xcTP/+/QFYs2YNaWlprF+/nu+//54jR45QVVVF//79efjhh+nTpw8//vgjYWFhlJeX4+zszKxZs5gxY4bBeWtqavjll18IDw8nNzcXc3NzBg8ezLx58xgyZEiTOM6dO8f27dtJSUmhuroaZ2dnAgMDueuuu7C0tATgqaeeIj8/H4DQ0FBCQ0ObDHusq6tjx44dhIaGkpeXh52dHePHj2fp0qWo1WqDayYkJLBz507Onz+Pqakpnp6e3HPPPU3i02g07Nixg/DwcIqKinBwcGDs2LEsWrSoLT8KIYS46WVmZvLdd99RXV3N7t27cXFxwc3NjREjRjB48GAcHR1RqeT+tLg1+Pr64uvra+wwxA1iunr16tXGDuJWsW3bNqChV0i0Tm5uLomJiZw8eVL5MG38AWppaYmPjw89e/YEICwsjKKiIuLj48nJyWH06NFYWlqSmJhIXFwcZ86c4ciRI/j5+dG7d2/OnTvHkSNH8PDwUIa3aDQa1q5dy6FDh7C3tycgIIAePXqQkJDA77//jrOzM/369VNiiIyM5N133yUvL4+RI0fi4+NDUVERkZGRHDt2jMDAQNRqNXV1dbi7u3P+/Hn69OnDlClT8Pb2plevXiQlJZGUlERWVhbR0dEMGjSIoUOHkpeXx7Fjx6irq2P48OHKNffu3cvHH3+MTqdj9OjRODk5kZSUREhICJ6enri7uwNQW1vL2rVrCQ8Px8nJibFjx+Lg4EBERAQJCQkUFRXh4uJCUFDQjf9hCiGEkVlYWHDq1CkqKytRqVT07dsXFxcXLCwssLa2xsTExNghCiFEq0hPmjCqefPmcfr0aY4fP84HH3yAtbU13t7eDB48mOHDh9O3b98mH6qVlZVYW1uzdu1azM3NAfjwww+Jjo7m3LlzfPjhh0qFo4CAAN577z3i4uIYP348AFu3buXs2bNMnz6dRx99VEkKc3JyWLVqFV9++SW+vr44OTlRUlLCF198gaWlJW+99ZbBkIFvv/2WX375he+//55HH32UuXPnkp+fz2+//Yanpyf33Xdfk+ebnZ3NunXrlKSzsrKSv/71rxw4cIBly5YBDXeCv/32W3x8fHjppZeUnrqCggL+/ve/88UXX/DJJ59gbm7O7t27OXPmDOPHj+fpp59Whozm5uby1ltvddjPSQghbgYWFhYsWbKErVu3MnfuXDw8PIwdkhBCtIskaV3QLwMcjB1Cq805X3Jdx5uZmfHKK68QHx9PSEgIiYmJxMbGEhsbCzSUjV20aBGTJk0yOG758uVKggbg7e1NdHQ006ZNMyhBqx8GUFRUBIBWqyU4OBhbW1seeOABg147Nzc3Fi5cyDfffENoaCiLFi3i0KFDVFdXs3Tp0iZjupcsWUJkZCRhYWE8+OCDTYYrNmfWrFlKggZgZWXF0KFDiYqKoqysDDs7Ow4cOEB9fT0PPvigkqABODk5sWDBAr766ivi4+MJCAjg4MGDmJmZ8fDDDxvM6XN1deXee+9l/fr114xJCCFuVjU1NQafBdDwu/LJJ5+UXrNOVF9fj0qlkte8i7l06RJnzpyhsLAQHx8fhg0bZuyQRBtIkiaMTqVSMXr0aEaPHk19fT2XLl0iKSmJo0ePkpyczCeffEJmZiZLly5VjunTp4/BOfTJzJUTZ6/88M7KyqKqqorRo0fTrVu3JrH4+fkBcPbsWaBhLlrj7Veee+jQoURERHDp0iW8vLyu+Vybq1BpYWEBNAzDBDh9+jQmJiaEh4cTGRlp0LagoACAixcvMmLECHJzcxk4cKBBYqo3cuTIa8YjhBA3q1OnTvHrr7/ywAMPGNz8AlpMFurr65Vy5C4uLjc8xluJTqcjOzsbe3t7rK2tDfZFRUVx8OBBbG1tGTduHGPHjjXYX1xcTG1tLba2tlhaWkoy1wEuX75MfHw8dnZ29OjRo8n3ImhY0DoiIgJoqP4oSdrNRZI0YVRarRZA6dHSF8jw9PRkzpw5nDp1infffZddu3YZrP/R0i/4a/3iv3z5MgA9evRodr+TkxMAFRUVBn83Xm+kMf12fbtrsbKyumabiooKdDodu3btarFNQUGBUqHM1ta22TbW1tat6t0TQoibTXR0NPv27QNgy5YtPP74400ShyslJyfz448/Ul9fj7e3N4sXL+6MUG8JSUlJHDx4kPz8fKZNm8bEiRMN9peXl1NfX09JSYnyud5YVFQUR44cAWDmzJkEBAR0Sty3soKCAkJCQoCGG9d/+tOfmrSRtdJubpKkdUHXO4TwZpGamsrLL7/MtGnTWLFiRbNtfH198fPzIzY2luzs7Ou+pv5DXD/88Ur6X2L6do3bX7kGSePzXOvLQVtYWVlhZmbGpk2brlqFrLq6GhMTE2XtnytVVVVRW1vbYXEJIURXMWjQIEJDQ6mursbMzIzq6upr/h62t7envr4eaJi3K1qvrq5OqV58/PhxJkyYYHBTtPGyBs3dOGy8nldLNxZF2zT+7G/pNXV3dycoKAhHR0fpOb4JSZImjMbNzQ0zMzNOnDiBRqNRhv1dST8MsCMSoZ49e9KtWzfOnDlDdXW1wZwvaPjwAZShi56enkRHR5OQkGBQ8REa5kIkJydjbm7e7DCD9vL09CQ1NZXU1NQmQygvXrzIgQMHmDhxIkOGDMHDw4OLFy9SVFTUpHcwPj6+w2ISQoiupEePHixYsID4+HjmzZvX5Hd5c1xcXFCpVNja2uLk5IROp5Nhd43odDouXbpEZmYmgYGBBvuGDBmiTB/w8PCgtrbWYDrBggULmDNnDpcvX252xIiNjQ2Ojo6Ul5c3SSi0Wi0RERH4+flJAtcGTk5OBAYGUl5e3uLi7Pb29lLd+SYmSZowGisrKyZNmkRISAj/+te/WLlyJTY2NgZtwsPDOXXqFP37928y56A9TE1NmTJlCnv27OGbb77hscceUwpupKen8+OPP6JWq5k8eTIAkydP5qeffmLnzp2MGDFCWa9Nq9WyadMmCgsLmT59uvJhpf/A19+tbY+goCCCg4P55ptvePnll5XXRKvVsnnzZhISEpg/fz4A06ZN47///S9ffvklzz77rBJHQUEBP/zwQ7tjEEKIrkKn01FRUdHk82HQoEEMGjSo1ecxMzPjpZdeavGG4O2straWzz77jOLiYkxMTPD19TWY62xubs6yZctwc3NrMte7cZuWphL88Y9/VB7rdDrlcUlJCT/99BPp6elcvHiRZcuWSeLcSj179uyQ70Wi65IkTRjVgw8+SG5uLkePHuXJJ59kxIgRODk5odFoOHfuHJcuXcLR0ZG//OUvHXbNJUuWkJKSQkhICKdPn2bo0KGUl5dz7Ngxamtreeyxx5RhAd27d+exxx7j008/5e9//zt+fn50796dlJQU0tLS6N27t0GpfRsbG0xMTDh27BjffPMNQ4YMafPY+0GDBjF37lx27tzJc889h7+/P2ZmZpw6dYrMzEwWLVqkzJ2bOXMmR48eJS4ujr/97W8MHz6cmpoaYmNjlTZCCHEzi4uLIywsjBUrVjRJ1NpKErTmqdVqevToQXFxMTqdjhMnTjSZd9ZRI0YaJ2HFxcVkZGQAcP78eU6ePGmwZqgQtzNJ0oRRdevWjddee43w8HDCw8M5ffo0cXFx2NjY4OLiwpIlS5g5c2arCm60lqWlJWvWrGH37t1EREQQFhaGubk53t7ezJ07Fx8fH4P2kyZNwtXVle3bt5OcnEx1dTXOzs4sWLCAuXPnGlSJtLS05N577+XXX39lz549VFZWtmuC9P3330/fvn3Zt28fERERqFQqPDw8ePrppw0+OE1NTXn11VfZtWsXhw4dIjg4GGtra0aNGsX999/P448/3v4XSgghuoCYmBjKy8vZunUry5Yta7EnR1yfESNGkJWVha+vLwMHDuyUa/bv358JEyYQERHBlClTlGVzhBBgomvc7yyui75S1NatW40ciRBCCHHzu3z5Mh988IHy75deeqnZ5VNE6506dYqKigrc3d1xd3dXqgDX19ej0+kwM+vc+/f19fXk5eXh7u7eqde9XWRmZhIdHU1hYSG9e/dm1qxZxg5JtJL0pAkhhBCiS1Kr1cydO5cLFy5QX1/fIQna5cuXyc3NJT8/n7Fjx952c6BiY2O5dOkS0DD8f8iQIQDK/OzOZmpqKglaG+l0Ovbs2YONjQ22traMHDmyxfdxdXU1J0+eBOj0BFxcH/lpCSGEEKJLsrCwYOTIkYwcObJDzqfT6fj000+VkvFDhw41KJBxq9PpdOTk5Cj/7sqFJ5qrBCkaVFVVERsbCzT8Hxk1alSLbWWttJuXJGlCCCGEuC2YmJjg6urKxYsXAcjJybmtkrT6+nqmTJlCdnY2JSUlXTIJqq2t5bfffuPEiRM88cQTdO/e3dghdTmN10hrbg3Xxuzt7Zk7dy6Ojo4tVt8UXZMkaUIIIYS4bfTq1Yu6ujpcXV27ZJJyI5mZmbWrmFVn+umnn0hJSQHgxx9/5E9/+pPRhmJ2VTY2NsyaNYvy8vJrrhFoYmLSYT3RonNJkiaEEEKILudGLTY9ffr0Dj+n6DgTJ07kzJkzaLVa7O3tqaurkyTtCjY2NowdO9bYYYgbTJI0IYQQQnQ5+/btIzs7m379+uHn5ydDtW4THh4ezJgxA7VazahRo267wi5C6EmSJoQQQogu5/z58xQUFJCWlkb//v0lSbuNdPUhmTezuro6qfJ4k5CfkhBCCCG6lMrKSgoKCoCGEu29evUyckQ3v6KiIvbs2YO7uzt9+/bFy8vL2CGJTlJUVMTOnTspLCzE1taWFStWGDsk0QqSpAkhhBCiS7GysuLFF1/k0qVLlJaWKgsud5SioiLS0tLIzc3F09OTgQMHduj5u6LMzEzOnTvHuXPnyMnJuamSNJ1OR3x8PAD+/v5Gjsb49u7dS11dHba2towZMwZra+urtrewsFDWxqupqblh8z1Fx+rwJC0yMpKPPvqITz/9FGdnZ4N9tbW1bN++nYiICPLz8+nWrRu+vr4sXrwYDw8Pg7ZarZZ9+/bx+++/k5OTg1qtZvDgwSxatKjZX6aHDh1i7969pKeno1Kp8PT0ZN68efj5+TVpm5CQwI4dO0hNTUWr1SorsE+aNKljXwwhhBBCtIu1tTXe3t435NynTp0iJCQEaPi+cTskaVlZWcrjm2nxaI1Gw86dO0lKSsLMzIxevXrh6upq7LCMKjExkcuXLwNcdY00PSsrKywtLamurkar1VJZWXnNxE4YX4cmabW1tezZs6fF/R9++CFxcXHKpND8/HyioqJISEjg//2//4eLi4vS9ptvvmHfvn04OTkxbdo0ysvLiY6O5sSJE6xZs4ZBgwYpbXfv3s13332Hra0tkydPpra2lujoaN59912effZZg7HN0dHR/POf/8TCwoKAgADUajXR0dF88sknlJWVMWfOnI58SYQQQgjRxTT+kp+bm2vESDpPQEAAHh4eZGVl3VS9aKamphQVFQEN86nCwsJYvHixkaMynvr6eioqKoCG8vqtSbZMTExYtmwZNjY22NnZoVKpbnSYogN0SJJWWVnJ+fPn+emnnzhz5kyzbWJjY4mLi2Po0KGsWrUKc3NzoKF608aNG/nvf//Liy++CMCFCxfYv38/Hh4erF27VlnHZMKECaxbt46vvvqK999/H4Di4mK2bNmCvb09b7/9tpLozZw5k9dee42NGzfi7++PWq2mtraWjRs3YmZmxurVq/H09ARg7ty5rFq1ii1bthAYGCgLJwohhBC3MHd3d4YOHYqrq2uTkTy3Knt7e+zt7fH19TV2KG1iZmbGwoUL2bBhA35+fsyYMcPYIRnd4sWLKS8vp7q6utXLE8i8zpvPdSdp8fHxvPfee9dsFxERAcDSpUuVBA1gxowZ/PLLLxw7dozq6mosLS2JjIxEp9Mxf/58g4Um/f398fb2JikpiezsbNzd3YmNjaWmpob58+cb9MR5enoyfvx4wsLCSE5OZvjw4SQmJlJSUsLUqVOVBA3AxcWFO++8kx9//JG4uDhZQ0UIIYQwkrKyMszMzLCysrph17Czs+Pee++9YecXHcvZ2Zk///nP2NvbGzsUozM1NWXo0KHGDkN0guvu73R1dWXevHnKnz59+jTb7uzZs6jV6ibjvlUqFT4+PtTV1XHx4kWlLdDs3R79Nn0b/d8+Pj5N2g4bNsygjb6X72ptz507d5VnK4QQQogbKSwsjPfff5/PP/9cPpOFQhI0cbu57p40Dw8P7rvvPuXfJSUlpKWlNWlXUlKCk5NTs92y+rHh+jHHJSUlmJmZNbsmipubG9AwzFHftvE5mjtve9oKIYQQovPpb9jm5uZ2eFXH29WtWs0vNzcXZ2dnmWPVBnV1dZSWluLo6GjsUMQ1dFoJ/traWrp169bsPv2Qhpqammu21W/Xt62rqzPY3pq2lpaW14zhal566aVrthFCCCFE29TW1mJlZUVxcTEqleq2mS92o3333XdUVlbi7u7O5MmTcXBwMHZI10Wr1RIREcHBgwcJCgqS6tytUFdXxyeffEJpaSkqlYpVq1ZJctvFdeo6aR1xF6ct52ip7a14N0kIIYS42anVah555BFqamrIz8/HzOzGfU2prq4mNjaW3NxcampqDEYF3Up0Oh2ZmZloNBpycnIICgoydkjX7fjx4/z+++8AhIaG0r9/f3r37m3kqDpHSEgI2dnZyhpprV1OwczMjPr6enQ6HfX19ZSUlDQ7Yk10HbKYdTusW7eu2e23c0lYIYQQoqOYm5vf8F40lUpFSEiIMhSwrq7uhiaFxlJSUoJGowEa1p6zs7MzckTXb8SIERw7doy0tDQ8PDwMiszd6tLT07lw4QJAm9cRdHR05PLlyzg4OFBVVXUjwhMdqNN+G6nVaurr65vdp9VqAZSqj2q1msrKymbb6s+hH6eu/4WqP0dr2jYXh/54Gf8uhBBC3PrMzc3p0aMHhYWF6HQ68vPzb6pFnlure/fuvPzyy+Tk5FBZWXlLjCZSqVQsXLiQhIQEJk6ceFsN2ysvL1cetzU5XbRoEZaWlrfkzYhbUaf9lOzt7VssyqHfrh8jbW9vT3Z2NhqNBgsLi2bb6tcy01f7KS4ublKuV18oRN9Wf3799qvFIIQQQohbW2BgIDqdDldXV5ydnY0dzg1jaWlJv379Oux89RoN+WEHMO/hSHf/AKMkfvb29kyePLnTr2tsCxcupLS0lPLy8jZ/Z7WxsblBUYkbodNuPQwYMIDS0lLS09Ob7Dt16hSmpqbKL5ABAwagUFhmLwAAIABJREFU0+lITExsti2Al5eXwd8nT55s0la/Td9mwIABrW4rhBBCiM6Tnp5OQkJCszdSb5RRo0bh7+9Pr169pHehFeqrKkn9z+ccnDqSo08uI/LeWYTNGsfFTV9Rd7n82icQ183d3Z0hQ4YwZsyYJh0Z4tbSaUna+PHjAfjf//5nMDQxIiKC8+fPM2LECKUnTN92y5YtyjhqgJSUFGJjY+ndu7cyVn3MmDGo1Wp27txJWVmZ0jYrK4vg4GBsbW2VMbvDhg3D1taW4OBgsrKylLZlZWXs3LkTtVqNv7//DXoFhBBCCNGSY8eOsWPHDj766COioqKMHY5opLa8jHP//ojfJw0n6a1XqM75v+9Ql8+mcOqNFwgO9Obk6hcpP3faiJEKcevotNtG48aNIyQkhPj4eP72t7/h7e1NYWEhR48excLCggcffFBp6+XlxfTp0wkODuaFF15gxIgRVFRUEBMTA8Cjjz6qtHV0dGTRokVs3ryZ559/njFjxlBXV0dMTAxVVVU888wzylw3c3NzHn74YdavX88rr7zC2LFjMTMzIzY2ltLSUpYuXSrrRgghhBBGoC+GAEjp/Q6i0WjQaDT8f/buOzyqMnvg+Hdm0ia9kgTSCJAQQmhJIETAQpEiWEAREBHbqrh2xV3bWthd3LX9RF3FtQCiooAsgoh0BRIgtEBCKGmEFEJ6nUxm7u+PkJFIS5lkUs7neXiSeefe956hhDlz3/ccJyenZi1JrCkuIu3L/5D+5cfoSxre4bTx8MJQXYWhohyA2vIyMpYuJmPpYjyGjyJo9gN4j56AupXvUFZVVZGenk5qaioDBw7Ez8+vVa/X0RmNRkpKSigoKCAoKEjuILdjbfon8+yzz7Jq1Sp27tzJL7/8glarJTo6munTp1+0Wff+++/Hx8eHbdu2sWXLFqytrQkPD2fq1Kn07du3wbG33norrq6ubNiwge3bt6NWqwkKCuLmm28mKiqqwbEjRozAzs6ONWvWsHv3boxGI35+fsycOZPrr7++1X8PhBBCCNGQ0WgkMjKS9PR0cnJyLJKkKYqCoiidqgjF8ePHWblyJY6OjkRGRjb6fY7uXD6pn31A+rJPTUlYPTtfP3r/6XH8b78Lo15P1upvyFj2KeWnjpuOKdi9g4LdO7Dz9SNwxj0ETJ+DrWfr7PnbsmULe/furYvNzk6StKv46KOPyM/PB+Dhhx/G29vbwhGJy1EpiqJYOojOor4E/4oVKywciRBCCNEx1ZfEbytxcXEkJyeTl5fH1KlT6dOnT5tdu7Vt3LiRXbt2ATBq1ChuuOGGKx5flXOGU4v/j8xvl2Csblii3T6gJ70feQq/m6ejPr9CqZ6iKBTs2kH6ssXkbloPf6i4rbaxwXfCLQTddT+ug6PN+uebnJzMt99+C9TdgX3ggQfMNnd7s2fPHhISEnBycmLQoEH079+/yXN89dVXnDhxAqh739rUMv6i7cg9TiGEEEK0G21dKbCgoICMjAwA8vLyOlWSZjAYsLGxoaamhu7du1/2uIrMdE59/C6nV36Fotc3eM6xT1/6PPI0vhNvvezSRZVKhec11+J5zbVUZZ8mY/kXZH77JTWF5wAw1tRwZs0KzqxZgUv4QAJn30+PydPQ2Glb/Bp79uyJn58fPXv2NBWI66wKCgrIy8sjLy+P4ODgZs3h4eFBTk4OHh4e0naqnZM7aWYkd9KEEEKIjmXfvn38+OOPAAwePJibb77ZwhGZl9FopLCwECcnp4uqAZadTOHkR2+TvfZ7lD/0kHUJH0jvec/gM3YSqmYsATXodOT89APpyz6l+MDei563dnXDf9pd9LznIbS+sgexMVasWEFSUhJQV4o/IiKiyXMYjcZOtaS3M5MkzYwkSRNCCCE6lpKSEvLy8vDx8Wl2gY2OpjQ5kRMfvkXOT2vgD28D3YYMo8+8Z/C6dozZfi+KEw+SsWwxZ9auxKirbvCctbMLMUvX4NJ/kFmu1ZlVVlZSUlJCaWkp3bt3b3Iza9GxSJJmRpKkCSGEEE2TlJTE4cOH6dmzJ3369MHd3d3SIXValafTOfbWG2Sv/f6i5zxjr6X3vGfwGDai1RLVmqJCTn+3jIzl/6XydIZp3NrNndjl63AKCWuV6wrREcn9TiGEEEJYzIkTJzh27Bg//fQTR48etXQ4nVJNUSFHF/yVbeOGXpSgdbv+Rq75biMxS9fgGTOyVe8k2ri50+vBx7h+836i/vMV1i6uAOiLCombcysV6aktvoaiKA368QrRUUnhECGEEEJYTHp6uun7oKAgi8XR2aSkpOBgY03lhh9I/fhdastKGzzvPWYiIY/NxyV8YJvHptJo8Bk7CdtuPsTNvhlDRTm6s7nEzZ5C7Lc/oe3u3+Q509LSOHToEKmpqVx33XUMGTKkFSLvHCoqKjh37hwFBQUEBwfj6upq6ZDEJUiSJoQQQgiLmTlzJunp6WRmZl6xAmFb0Ol0VFdX4+LiYtE4WspoMLBl4Wt027sD28qyBs+5DR5K2POv4R4VY6HoLohlYCRDF39D/NxpGHXVVGVnETf7FoZ/sx47r6b178rJyeHgwYMApKamdrokzZytKdatW2cqQFLfa1i0P5KkCSGEEMJivLy88PLyIjo62mIxZGVlsWrVKgoLCwkODubuu++2WCwtlf/rFhIXvID/ieQG4w5Bvej73Cv4jJvcroqjeAwbQdRHy9j7pxkoej0V6aeIv/tWhi//ERu3xu9PvLAkfXZ2dpv322ttJ0+eZNWqVTg5OREaGsro0aObPZeHh4fp+4KCAnOEJ1qBJGlCCCGE6NLs7e0pLCwEIDc3t0O+wS9JOkzywlc499vWBuNGB0cGPPc3AqbPQd1O+2J1u3YMQ977jP1/vgfFYKDseBLxc6cSs3QN1k7OjZrD29ubsWPHEhgYSPfu3Tvcn9/VlJaWUlVVRVVVVYvvOHt7e9O9e3c8PDzw8fExU4TC3CRJE0IIIUSX5ubmho2NDbW1tTg6OlJTU3NRT7H2qvJMJilvL+DMmhUNyulrtPYE3zePoHvnYevS/pez+d44mYFvfsjBZx4CRaEk8QB775/O0M+/x8re4arnq1QqrrnmmjaI1DLKyn5fttrS0vv9+/enf//+LQ1JtDIpwW9GUoJfCCGEaBy9Xo9KpcLKqn18Xnzu3DlcXV3bTTxXU1NSzMmP3ib9y48x1uh+f0KtJuD22YQ8/jx23r6WC7CZMr7+gsQXnzA99hxxPdGffIOmgyTNrUVRFCorKyktLUWr1co+si6gY/wkEkIIIUSncvToUX788Uf8/f0ZMmQIERERFo3H09PTotdvLINOR8ayxZz44N/oS4obPOc9ejx9n/0bTn36Wii6lguccQ+GqgqSFrwAwLnftrL/sblELvqy3S7XbAsqlQoHBwccHK5+V1F0DpKkCSGEEKLNpaWlUVtbS1paGr169brscYqiUJWVgaGqCttuPli7uHa6/UZXYtDpKDlykMJ9cRTu20VRQvxFyZnLgCH0e/41PIaNsFCU5hV87zxqKyo4/u7fAcjbtJ6Dzz7M4Lc+RqXRXPV8RVHIzc2VO06iQ5MkTQghhBBtrrT0975dl+uPVpGeypG/PUv+r5tNY2obW2y7eWPn5YOttw92Xt7YdvPBrpvP+a/e2HXzxdrNvUMmc/rSYgoT9lCUEEfhvt0UH9rfcDnjBewDguj7zCv4TrzF9FozMjJIT0/H19eXHj16dNg7L30efRZDZQWnPnkPgOy136PRahmw4D1UavVlz0tISGDz5s1UVlYycuTIFlVB7MwKCwvJysqioKCAwMDABtUxRfsgSZoQQggh2tycOXMoLS01JRQXMuh0nPrkXU5++PZFCYqxRkdVViZVWZlXnF9lbY2tpzd23j7Yenlj180Ha2dXrJycsHKs+2Xt5Gz63srRGSsHR8pqazlbUEhISEib7E+rys6qu0uWEEfh3l2UHU9uUADkUmy7+dD7T08QOPNe1DY2DZ5LSUlh165dAIwaNYobbrih1WJvTSqVir7P/Y3aygoyln0KwOkVS9Fo7Ql/6Z+XTcC1Wi2VlZVAXb+0zpCkKYqCXq/H5g9/1i1x5MgRtmzZAsDw4cMlSWuHJEkTQgghhEU4OzszYMCABmP5O7dx5OWnqUg/9fugSoV9QE90585iqChv1NyKXk91ThbVOVlNjsuo1pDp7IKNs4spqbN2dELj4ITGzg6NrR1qWzs0dn/4amuL2lZb99XuD19t687Tl5VQlBBPwd7dFO3bTVX21eOzDwzGPSrm/K/hOPTsfdkkJTs72/T9H5PfjkalUtH/lTcxVJSTtfobANK//BgrByf6Pv3iJc/p2bMnKpUKe3t7PD09O2Q7hT8qKSnh3XffxdbWFl9fX+65554Wzym90to/SdKEEEIIYXHVeTkk/f1Fsn9c2WDcJWIwEa+/g2vEIABqy8uozs9DdzaX6rN56M7m1H3Nz6M6L6fu69lcastKL3WZRlEbDdQWF1JbXNii19S8i6tx6TcA96gY3KKG4x4Vg52Xd6NPj46Oxtvbm+zs7Bb302oPVGo1A/65CEN1FTk/rQHg5If/xsrBgd4PPXnR8VqtlkcffRR394653PVS6svv63Q6ampqzDKnt7c3YWFheHh40KNHD7PMKcxLkjQhhBBCWIyxtpaMZZ+S8s4Cast/7wVl5eRM32deJnDG3AbFIqwcnXB0dMKxZ+8rzmuoqjyfvOVSnZeLLj8PfVkpteVlF/3Sl9eNVxUVolRWoGrD7kQarT2ug6Lq7pJFx+I2MBIrx+b3wQoPDyc8PNyMEVqe2sqKwW8vxlBVxdltGwE49q9X0dg70PPuBy86/sK7RJ1BdXU1Go0Gg8HQ4h5p9Tw9PZk+fbpZ5hKtQ/qkmZH0SRNCCNHeVFVVUVtba7Y3dy1VXl5OdnY2AQEBVKUcJfGlJyk9erjBMT1uvoOwv7zepDtI5mA0GlGpVBh11XXJW1l9Ivd7cmfQ6TBWV9V91VX94XE1hupqjDXnv9Y/1ukwVFfV7a9TqXGNGIR79HDco4bjHBbRpUvLN4Whuoo9991BQdyvprGBCxfhP+0uC0bVNhRFMf1bdnZ2tnQ4og3InTQhhBCikzlx4gRlZWUcOXKE9PR0IiMjmTRpkqXDAuD48eOs+24Ffgd34XUisUGRDIfgPkS8+m88Y6+1SGzq81UDNXZaNHZabD27WSQOcWkaOy3Rn3xN/JzbKDqwB4BDf3kMta2WHpOnWji61lW/z050HZKkCSGEEJ2I0WhkxYoV6PV601hycjITJkwwJSGWoigKmSuX0/9/y7GurjSNq23t6DPvGYLv/zMaW1sLRijaOysHR4Z+toLdsyZTmpQIRiMHnnoAY40O/6kzTccZDAbOnDlDamoqPXr0oE+fPhaMWoimkyRNCCGE6ETOnTvXIEEDcHV1paKiwqJLHstOHCPxlaexit/ZYLzbdeMIf+VNHAKCLBNYJ6EoCkuWLMHT05Pu3bszcOBAiyflrcXa2ZVhX6xm98xJlJ9MAaORQ889Qm15GT3n/AmA+Ph4Nm6s278WEREhSdolFBQUkJycTEFBAV5eXsTGxlo6JHEBSdKEEEKITsRoNBISEkJOTg46nY558+bh4uJisXgMVZUcX/QvUj99H6W21jRu692d8Jf/ie+Nk9tVFT6dTkdubi65ubl4enrSq1cvS4fUKEVFRaSlpZGWloa9vT2DBg2ydEitytbDk+FfrSX+ntsoTT4CwNHX5lNbVkrvec/Qs2dP07GpqakduhR/UVER9vb22Jr5LnNBQQGbNm0C6loXSJLWvkiSJoQQQnQiPj4+zJxZt+xLr9djbcGiFMWHD5Dw5zkNGk+rNBp6zn2EkMfmY+XgaLHYLufQoUOsX78egIEDB3aYJO3C/mjdu3fvsAlJU9h6diPmqx/Ze98dpj1qKe8sQF9aQt/nX6N79+74+PjQq1evDp2kffTRR9TU1GBjY8NTTz2FnZ2dWeaVXmntmyRpQgghRCdlyQQtb+tG9v/5HgxVv+89c4uMIeL1t3AObb8l4r29f68omZeXZ8FImqZ3797cddddZGdn4+bmZulw2oyNiyvDvlzFvofv4tzObQCk/ncRteVlPPD62w3aN3REF/ZGMxqNZr2b5urqyrBhw/Dw8Oh0bQs6A0nShBBCCGFWmSuWkPjikygGAwDWzi6E/fUN/KfOQtXO90l5e3vj4+ODj49Ph2oGbWdnR+/evend+8r94zojKwdHohd/y4En7iN3448AZH77JbXlZQz6939Q29hYOMLmq66uxs3NjbKyMpycnMx6N1Cj0TBhwgSzzSfMS/qkmZH0SRNCCNEe1dTUcPz4cVJTU5k8ufX2gCmKwon3F3L8vX+axrQ9/Bn2+Ur07l789ttvBAUFERQU1G76tonOw1hby6H58zjzw7emsW7XjSPygy/R2GktGFnLKYpCTU2N2felifarfX+cJYQQQohGy8zMZNeuXaSlpVFdXQ3UvblbtGgR33//Pfv37+fMmTOtcm1jbS2H//p4gwTNOXwA13z/C469QkhLSyMhIYGVK1eydu3aVolBdG1qKysG/esjgmY/YBo7u20j8fdOQ19WSke+L6FSqSRB62IkSRNCCCE6iWPHjrFx40a+/PJLdu/eDdS9ubtwCdzRo0fNft3aygr2/Wkmp1csMY15jbyB2OXrsOvmA0BaWprpuQsr74mWMxqNlg6h3VCp1YS/8ia9H3nGNFYYv5O142PZ+uP/LBiZEE0je9KEEEKITuLCCn++vr6m7/v160dWVhbh4eGEh5u3aIfuXD577r+DksQDpjG/W+9kwD/eR31B4ZL6AgXp6emSpJnZpk2bSEpKwtfXl2HDhhEUFGTpkCxKpVLR9+kXsXZyJnnhywDY5GZR8sZzVA8dip2371Vm6DpKS0v57bffKCgowMbGhunTp1s6JHGeJGlCCCFEJzFo0CDc3d3JyclpkKT16tWLRx55xOzXq0hPJX7uVCozf79L1vuRZwh96oWL9r35+fnh5+dn9hhag8FgICkpiby8PEpKSpg6daqlQ7qinJwciouLKS4uZsCAAZYOp93o9eBjGG3tOPbac6gA63N57LzjRmKW/q/DNE/Py8tDrVbj5OSEra1tq+wn3bOnrn2BnZ1dh25V0NlIkiaEEEJ0EoMGDbpkE+PWeNNVdHAfex+YTk3h+f5KajURr/6bwJn3mv1abU2lUvG///0PvV4PwPjx43FwcLBwVJemKAr5+fmmxxcm5wL6zHmQrPx8Kj55GwwGqrIy2XXnBGK+XI1Tn76WDu+q1q5dS1ZWFgBz584lMDDQrPM7OTlhbW2NXq+nurqaqqoq7O3tzXoN0TySpAkhhBCiSfK2bCDhz3MxVlcBoLbTMuS9/+IzZqKFIzMPtVpNt27dTEVW8vLyCA4OtnBUl6ZSqXjyySfJz88nNzcXFxcXS4fU7lz/zAvkDYkkYd4cjDU6dHk57JoxkWGfrcR1wGBLh3dFZWVlpu9boyKqSqVi4sSJaLVaPDw8zNYoW7ScJGlCCCFEF2MwGNDr9c16Q5bx9RckvvwUnC9WYe3mztDF3+I2OPqSx9dX1OtoS6gGDBhAcHAw3t7eDRpct0cajcbU201cmvcN4xn6+ffsfXAGhopy9EWFxM2eQvTib/AYeo2lw7skRVHw8PBAo9GY+qS1hsGD23ei2lVJnzQzkj5pQggh2rOcnBzi4uJISUkhKiqKMWPGNPpcRVE4/u7fObHoX6Yxe/9Ahn6+Eseel2+gfO7cOb744guCgoIICQmRPVPCoooOJbDn3mnoi4sAUNvaEfnBEryvH2fhyK5M9op1PVKCXwghhOjgFEXh66+/ZuPGjSQmJl62JHtpaSmHDh2iurqapKSkRveNMur1HJo/r0GC5tJ/UF0PtCskaADp6emUl5dz5MiRVin/L0RTqIN60++jr7D1qrs7atRVs++hmWSuWNKu+6hJgtb1yHJHIYQQooMrKSkhJSUFqKvQ1r9//0se16tXL2xtbdHpdBiNRioqKnB0dLzi3LUV5STMm0P+r5tNY16jxhC56AusHK58LmAqegB0+dLw5lZfNMTT0xO1Wj53v5JTp06xfv16CgoKGDBgADd+u4G4u2+mKisTpbaWw395jJwNaxmw4F20vj0sHa7FyB279kOSNCGEEKKDy8nJMX3v6+t72TdZVlZW3HTTTXh4eFzxuHrV+Xnsve8OSo4eMo35T5tFxBvvNuiBdiVTpkxh2LBhpKenExIS0qhzROMUFRXx4YcfYm1tTXBwMDNmzLB0SO2WVquloKCuEmlqair2t95K7LcbiL/nNspPHAMgf/svbB8/nH5/fQP/O2Z3mWTFYDDw3XffUVBQQFlZGfPnz+8yr709kyRNCCGE6OACAwOZPn06OTk5uLm5XfHYiIiIRs1ZmZVB3F1TqDydYRrr8+fnCHn8L016A6dWq/H19e2QpeGPHTtGcnIyeXl5jBo1in79+lk6pAbqm5fr9Xpqa2stHE375uvri1arRa/X4+3tTXV1NVqf7oxYtZlj/36N9C8/BqC2vJTDf32M7PWrGfD397DvEWCxmHNzc6moqMDJyQlXV1dsbGxa5ToajYbMzEwqKyuBumXRUiXU8iRJE0IIITo4e3t7wsLCCAsLM8t81fl5xN196+8JmlpNxOvvEHjnHLPM31GcOXOGQ4fq7iJmZ2e3uySttrYWJycnysrK6N69u6XDaddUKhVz587F3d0dK6vf3/5a2TvQ/+WF+E64mUPzH6UyIxWAc79tZfuEWPo9/xoBd96DygLLSffs2cP+/fsBmDRpEtHRl66gag4eHh6mJK2wsFCStHZAkjQhhBBCmNSUFBM/51bTm1W1jQ2Ri77Ee/QEC0fW9i4svZ+Xl9fsecrKytixYwc33nhjgwShpeqbl5eVlcnytEbo1q3bZZ/ziI7l2nW/kfLOAlI/+xAUBUNFOYkvPUX2utUM+Mf7OAQEtV2wNOyR5uzs3KrXuvHGG9FoNLi7u2Nra9uq1xKNI0maEEII0QUZjUYyMzNJT0/nuuuuA6C2soK9991BWUoSACqNhiHvfdasBO3XX38FYPjw4WZNTNpSQEAAEydOxNvb+4pv8K/kxIkTrF69msrKSlPjYHNrrf5ZXY1Ga0+/vy7Ad/zNHJw/j4rUEwAUxP3Kjomx9H32FYJmP9Bmd9V8fHzQ6/WUlZW1epLm5+fXqvOLpuuYPzWFEEIIATSvGpuiKLz//vsUFdX1igoPD8fd2Zl9D99F0YE9puMG/nMRPuNuanJMBQUFbNu2DYPBwMGDB5kzZ06rv8lsDc7OzgwdOrRFc5SUlJiWke3du5ehQ4fi6ekJ1O0l0+l0V62wKdqW25ChjFq7g+Pv/ZNTn74PRiOGqkqOvjafnA1rGPiPRTgEBbd6HKNHj271a4j2S+q1CiGEEB3Yjh07+OCDD1i1ahXp6emNOkelUjXYw3Tk8GEOPHk/537bahoLf3khfrc1r1pgfHw8BoMBqGsJ0JXv9ERGRhIWFoaTkxN33323KUHT6XR89dVXLFmyxJTEidanKArnzp1jz549HDly5LLHaey0hM1/ta4XYJ++pvHCPbvYPukaUj/7AOX833EhWoMkaUIIIUQHdubMGfLz8zl8+DAlJSWNPq9fv344OjoSFRmJ7eql5P681vRcyBN/peecPzU7pvHjxzNhwgS0Wi2TJk3qMvulFEUxJaf1VCoVU6ZM4eGHH6Znz56m45YtW0Z6ejpnz55l2bJlTa7OmJ6eTmpqKlVVVWaLvytISUlh0aJFrF+/nvj4+Kse7zYwkpFrttP7kWdQaTQAGKurSFrwArumT6D8/JLIzkJRFMrLyzEajZYOpcuT5Y5CCCFEB3ZhQYumVPgLCwujb9++HPvHi6T99INpvOe9j9Dn0WdbFJNarWbYsGEMHjy41cqGtzVFUdDr9Zd9PdXV1fz4448ATJ06tUFiqtVqGxyrUqkYOnQoWVlZKIpCeHh4k/ftbd++nbS0NABmzpwpPegaKSAgAJVKhaIonDlzhurqauzs7K54jsbWlr5Pv4jPuJs4NP8R057NogN72DFpBKFPvkDwffNMSVxH9fXXX5Oeno5Op+PRRx813fUVliFJmhBCCNGBzZs3j7y8PHJycvDw8Gj0eWq1muPvLyTt849MY/7TZtHvrwvMduerMyRoRUVFrF27lry8PFxcXHjwwQcvOqa6upqPP/7YtMevV69eDB48+IrzRkREUFNTg6IoREVFNSkmRVEaNDBvblGTrsje3p6goCBsbW0JDg5u0t9114hBjPxhGyc+eouTH76FUluLsUZH8sKXyV6/mh5TpuESMRiXfgOwcmjZPsP8/HxOnz6Ns7Mznp6euLq6tmi+xqitrUWn0wGQlpYmSZqFSZImhBBCdGA2Njb4+/vj7+/fpPPSvvgPx9/9h+mxz/gpRCx4r9kJmsFgQNPB7yRciq2tLampde0IdDodRqMR9R+q+9nZ2REcHExCQgJQ14S4MSIjI5sVk16vJzw8nOzsbMrLy6WnVRPNmdP8fn9qGxtCH/8LvuNu4uD8eZQePQxASeIBShIPnD9IjVOvUFwiBuESMRjXAUNwDuuPxvbKd+wudOrUKTZs2ABAdHQ0kyZNanbMjRUaGsqpU6dwd3fvFB+wdHSSpAkhhBBdTNaqrzn6+vOmx14jb2DQW5+gNDNBq99j5ebmxpgxY7C3tzdXqBZnb2+Ps7MzpaWlqNVqSktLL3lXY/z48Zw9e5aYmBjCw8ObfT1FUUhJSSE0NPSyCbONjQ2TJ08G6lopdJU9f+2Jc1gEI1Zu5tTH73J80Zsoev3vTxqNlJ1IpuxEMlmrvgZAZWWFU0gYrhFD6hK3iEE4hfRDfZlk6MIeaW1VeGfAgAF4eXkRFBQkf6faAZWiKIqlg+gs7rjjDgCyFsr9AAAgAElEQVRWrFhh4UiEEEKIS8vd+CMJj84xVaZzjBhMzf1PkXwqlSFDhjBy5Mgmz5mYmMjKlSvr5nN05LHHHutUn8RnZmbi6OiIm5sbKpWKzMxM/P39L3oj25x2CH88f8OGDcTHxxMbG8vYsWPlzXIHUHk6nbPbfqE48QAlhw9QdioFGlF4Q21ji3NY//NJ22Ace4WgtrVFbWPLyYwM0k9nUV6tIzImhr79I1B30H6DonnkT1sIIYTooEpKSnB2dm70G/lzO7ez//F7TQmaU99wXJ57gx82/gJAUlJSs5K0C0v/R0REdKoEDeqKTUDdnp1NmzYRFxfH2LFjueaaaxoc19KE6uDBg6aKg7t27cLX15eIiIgWzSlan71/EEGzHzA9rq0opzQ5keLEAxQfrlsGWZF28qLzjDU6ig8lUHwogYxLzGsNuAGp53+hVqOxtUNtY4Paxrbu6wWPNba2OAQG0+OW6XgMG9FmTbdF65AkTQghhOiAKisreeedd9Bqtfj7+zNjxowrJglFB/ex96GZGGtqALAPDCbmy9Uojs5oNm/BYDBQWFhIZWVlk5crTp48mZCQEHbu3Ml1113XkpfVru3bt4+4uDgANm/eTFBQED169DDb/AMHDuT48eMkJycTHh5Ov379zDa3aKisrIzDhw+TmpqKq6urafmoOVg5OOIeNRz3qOGmMX1ZCSWJBylOPEjJkQMUH95PVVZm0yY+31TbUHX5vnqFe3dz+vuvsA8Iwn/qLPxum4G2u19zX0qL7w6L5pMkTQghhOiA6qv7VVVVUVFRccU3UqUpSey5dxqGygoA7Hx6ELP0B2w966oCjh07Fnd3d4KDg5tcCr5eaGgooaGhzTq3o4iOjubIkSNkZWXRp08f3NzczDq/Wq1m6tSp7Nu3j6FDh15UoATq7p7GxcXh6+tLjx49mlTRU/yurKyMX36pu4Ps6OjITTfd1KrJiLWTC56x1+IZe61prKawgOIjBylJrEvaqs/mYqzRYdTp6r7W1GDUVWOoqcFYo2vUEsp6lZnppLyzgJR3/47XyNH4334X3qMnoLG1veq59e0J9u/fT2FhIffcc09zXrJoIUnShBBCiA6osrISrVZLVVUVvr6+lz2uIiON+Dm3oi8pBsDG3YOYJaux7xFgOiYmJqbV4+0MNBoNU6dO5eTJk0RFRbXKm3orK6sr/nlkZWWxe/duoK7U/+zZs80eQ1fg4+Nj+vdTXl5OQUFBm5ect3H3oNuo0XQbNbpRxxtrazHqquuStxodBlMyV5fY1VaUk7tpPdlrVqAvPd/YXlHI37GJ/B2bsHZzx+/mO/C//S6c+/a/7HWqq6v54osvTA3Wc3JyrvgzRrQOKRxiRlI4RAghRFtSFIXi4rrk61J3darzctg1fTyVp+t2vFg5OhGzbC2uEYNafO3i4mJcXFxkKVQbSU5OxtramrS0NHbu3AnAiBEjGDNmjIUj67ji4uJM/dLaUxuDsrIy9u/fj5OTEx4eHgQGBjbpfEN1Fbkb13H6u6Wc27X9kse4RAzG//a76DF5KtbOF1crXbVqFYcP17UXuPbaa7n++uub/kJEi0iSZkaSpAkhhGgvaooK2TVjIuUnjgGgtrVj2Bcr8Rh6zVXOvLqqqiref/99fHx8mDhxojS9bWWHDh1izZo1aDQarrvuOnQ6HTk5OQwdOpQ+ffpYOjxhZqmpqSxZsgSAwMBA5s6d2+y5KrMyOL1yOVnff0VVdtZFz6tt7fAdPwX/2+9qUGwkMzOT/fv3ExkZiZ+fn3wYYwFS9kUIIYToZHQF54ifO9WUoKmsrIj8YEmjErRz586xf//+Kx6zefNmKisrSU1NZfny5RibsFdGNI1er2fr1q0YjUb0ej1JSUlcf/31zJo1SxK0TurCHmnOzs4tmsveL5DQx//CDdsOMezL1XSfdFuD3mxGXTVn1qwg7q4pbL1hMMfff5Pqs7kEBARwyy23XLLVhGgbsidNCCGE6ERKU5LY++Cdv1eOU6kY9O+P8b5+3BXPMxqNLF682FSQpFevXpdcAqYoCtbW1qhUKhRFYezYsZcscCHMw9ramtmzZ/P555/j4OBw1SqeouPz8vJi5MiRlJaWmto/tJRKo8FrxPV4jbiemuIizvzvO05/t5TSpETTMZWnMzj+7t9J/e8ihn2xCrdBUWa5tmieNl/uWFJSwqpVqzh48CD5+fm4uLgQGRnJtGnTcHX9fU2sXq9n9erV7Ny5k/z8fLRaLf379+eOO+64qNyt0Whkw4YNbN68mdzcXKytrQkNDWXatGmX/JRpx44d/PTTT5w+fRq1Wk1wcDC33HILgwa1bI2+LHcUQgjRFnJycqitrcXHxwdra2vTeN6WDex/4n4MFeV1AyoVEa+/Q+CMexo179KlSzl16hQAN954I8OHD7/ssbm5uRw5coTRo0dL0tAG8vPzcXR0RKvVWjqUTkmv11NVVdXiO1cdTcnRQ5z+bhln/vedqbgQgLWzC8OX/4hzmPTps5Q2TdLKy8t5/vnnOXv2LOHh4QQEBJCVlUViYiJeXl4sXLgQR0dHABYuXEhCQgI9evRg4MCB5Ofns3fvXrRaLf/617/o1q2bad7PPvuMDRs24OnpSVRUFGVlZaY+Jq+++iohISGmY9euXcvSpUtxcnIiJiYGvV5PXFwcOp2OJ598skUVriRJE0II0RZWrlxJYmIiKpWK2267jf79+5P630Uk//NlOP/fusbBkSHvfor3DeMbPe/+/ftZv349ffr0ITo6muDg4NZ6CUK0C1lZWWzYsIHs7GxCQ0OZPn26pUOyCIOumtyff+To6/OpKSwAwMbdk9hv1uMQ3IeMjAxKSkoYOHCghSPtOtp0ueOqVas4e/Ys06dPZ+rUqabxFStW8P3337NlyxamTJnC3r17SUhIICwsjBdeeAGb82tnN2zYwGeffcaXX37Js88+C0BaWho///wzPXr04LXXXsPJyQmoq3i0cOFCPv30U958800AioqK+Pbbb3FxcWHBggWmRG/8+PG89NJLfPbZZ0RGRjb4VFIIIYRob7Kzs4G6pYcujo4cfv5RTn//lel5bQ9/ohd/g3NoeJPmjYiIoH///qb/d4Xo7GxsbMjKqiuokZmZ2WWbN2ts7egxZRqOvfqwe9ZkastKqSk8x65Zkzl100zyahXs7Ozo16+fvE9uI226iPz06dMAF5XxrL97Vf98fWnZGTNmNPiPYty4cXTr1o0DBw5QXV0NwK5du1AUhVtvvdWUoAFERkbSr18/0tPTTevr9+7dS01NDePHj29wJy44OJjY2FiKi4tJTk4298sWQgghzEZRFHr06IGXlxe2eh2nn3+4QYLmFhnDiFVbmpygQd3+p8slaMePH8dgMDQ7biHaIy8vL9MSUgcHByorKy0ckWW5hA9k2Gffo7F3AKAmPw+flZ9jXVFGdXU1SUlJFo6w62jTJM3Lywuoqxx1oYKCutuqHh4eAJw4cQJra+uL9pOp1WrCw8Opra0lPT3ddCxA//4XN+WrH6s/pv5rePjF/3FFREQ0OEYIIYRoj+qXOM4ecz1Df11H0b4403N+t80gZukabD29zHrNzMxMli9fzkcffURaWppZ5xbCklQqFbNmzeK5557jkUcewcHBwaLxGI1G1q5dy9atW0lISMASnbLchgwl+pOvUdvaAWBdWkzfzauJCulD9+7d2zyerqpNk7SJEydiZ2fH4sWLOXHiBDU1NZw8eZIlS5bg7OzMuHF1laeKi4vx9PREo9FcNIe3tzcAhYWFpmOtrKxwd3e/6FgfHx+gbplj/bEXznGpeeuPFUIIIdqrvK0b2XXHjVSd+b2CY9/nXmXgmx+isbU167WMRiPr1q0D6j5kjY+PN+v8Qlian58f9vb2lg4DgMrKShISEti+fTubN2+22NJLz+GjiPxgCarzSxttSwpxWvYBLtZSGL6ttOnvtJ+fH88//zwLFizghRdeMI3b2tryt7/9zZRo6fX6y1Yvqv9HVFNTc9Vj68frj62trW0wfqVjr2T+/PlXPUYIIYQwN0VRSPv8Q5L+8RKc702msXdg8DuL8Rkz0WzXKS0t5ejRoyQlJdG/f38GDx5s6tU1fnzjC5EIIZqmtLTU9P2F23gswfv6cQx591MS/jwXjEbKUpKInzuVmCU/YO3UtapgWkKbJmmnT5/mnXfeQa/XEx4ejp+fH5mZmSQnJ7NgwQJefPFFUyUpc3xy0JQ5uuImUSGEEB2HsaaGxFee5vSKpaYxbXe/ugIhfS9e8t8SKSkp/PzzzwBoNBruuecewsPDyc7ObtAuRwhhXs7OzkyaNImysrJ20W7Bd/zNDHrzQw4++zAoCiWH97P3gekM+3wlGm37uPvYWbVpkrZo0SJKSkr485//zMiRI03jmzZt4pNPPmHRokW8/fbbbRlSsyxcuPCS4/Ul+IUQQghzqiksYN+82RTu2WUacxowhJjF32Dr2e0KZzZPWFgY69evR1EUTp8+TXV1NU5OToSGhpr9WkK0FxUVFWRkZODq6mqxvVeOjo5ER0db5NqX43frnRiqqkh86UkACvfuJu6BGcT8d4XZl1eL37VZkpaXl0daWhphYWENEjSAMWPGsH37dlJSUkzNqC9XQcp4fnlHffUpa2vry1biqZ+jvlSolZVVgzmudKwQQgjRHpSdOMbeB++kMjPdNHYuOIyM66ZwbSskaFD3RjE2NhYPDw9CQ0Oxs7NrlesI0V7Ex8fz008/ARAVFSUFMv4gcOZcqkuLOfGvVwEo2r2d/Y/NJXLRl6jlvXOraLPCISUlJUDdvrRL8ff3B+rW4rq4uFy2gEf9eP1yCxcXFyorK9HpdJc91s3NzXTsheMXqi8qUn+sEEIIYWlnt/3Czmnjfk/QVCqyBl9Deuw4fP0DWvXaY8eOZciQIRavdidEW7iwNVNGRoYFI2m/us+6n+xBw02P8zat5+CzD6NIa45W0WZJWn1SlZube8nn6xsJuru706tXL0pKSkx90y505MgRNBoNQUFBAPTq1QtFUTh69OgljwXo3bt3g6+JiYkXHVs/Vn+MEEIIYSmKopD6+YfseWA6teV1hQQ0WnuCXn+X4Acfp2dwMAEBrZukCdGV+Pn5YWNjQ0BAAH379rVI6fv2zsnJCaeps8kJjzSNZa/9nsMvPoFyiVVqomXaLEnr1q0bAQEBJCYmEhcX1+C53377jWPHjtG7d288PT2JjY0F4KuvvmqwNHHnzp2cOnWKgQMHmqo81h/77bffNribduzYMfbu3Yu/vz89evQAIDo6Gmtra9asWdOgek52djabNm3CycmJfv36tc5vgBBCCNEINcVFHHr2YZLe+KupgqOdrx+xKzbQf8Ycxo0bx5w5c4iKirJwpEJ0HtbW1syfP597772X0aNHW6yg3Lp161izZg1bt25tl421R4wcybA33iFg5r2msdMrlnL0jb9IYmtmbVo45MEHH+T111/n7bffJiIigh49epCdnc3hw4fRarU8+OCDAAwfPpwtW7awf/9+nnvuOfr160dBQQH79u3D1taWOXPmmObs3bs3Y8aMYdOmTTzzzDMMHDiQiooKUx+X+++/33Ssh4cH06ZN4+uvv+bpp58mOjqa2tpa4uPjqaqq4rHHHjPtdRNCCCHakqIoZK1cTvLCl6kpLDCNuw6KIuo/X2HndXGPTyGE+VyqP29bO3r0qCk5a28FRKBue5K/vz9K/39j1FWTtXI5AOlffoyVvQN9n3nZwhF2HiqljdPeM2fOsGrVKo4cOUJpaSmOjo4MHDiQadOmmZpPQ12/slWrVrFz507OnTuHVqulX79+TJ8+3bR/rZ7RaOTHH39k27ZtpsIjISEhTJ06lb59+14Uw9atW9mwYQNZWVmo1WqCgoK4+eabW/ypZH11xxUrVrRoHiGEEF1L2fFkEl9+isK9uxuM97jlDgb8/f/Q2ErhDiE6u9raWt544w0A1Go1L774Imp1my16azLFYGD/E/eTs361aSz06Zfo88jTFoyq82jzJK0zkyRNCCFEU9RWVnDi/TdJ/ewDlNpa07i2ux/hLy/EZ+wkC0YnhGhLBoOBkydPUlZWhk6n45prrrF0SFdlrKlh37zZnN3ys2ms34v/IHjuwxaMqnNo0+WOQgghhKiT+8s6jrw6n+qcLNOYysqK4Psepc+jz2Jl37Cq4q+//kpRURG+vr6Ehobi7Ozc1iEL0ekVFRWRlpZGRkYGkZGRbVqgR6PRdKhehEVFRezfvx+7WQ/jUVVFwe4dACS98Res7B0ImH63hSPs2CRJE0IIIc7Lz88nMTGRwMBAevXq1SrXqMzK4Ohr88nbvKHBuPvQWCJefQunkLBLnpecnEx2djZQt8dakjQhzG/37t3s2bMHqGvdJFVULy0zM5PPPvsMqOur+OcPl7Lvvjso2l9XEyLxpSdxGxx92Z9n4ura70JXIYQQoo0YjUZ+++03/vOf/7Bjxw62bt2Kwcy9f4w1NZz86G223RjTIEGzcfdg4JsfMnz5usu+oTEYDOTl5Zke+/r6mjU2IUSdwMBA0/eZmZkWjKR98/Pzw8nJCYDy8nLSsnMY+tkKnMMHAHX71aTiY8vInTQhhBBdnsFg4MCBAxgMBoKCgpgxY4ZZK72di/uVI688Q/nJlAbjAXfeQ99nX8HG1e2K56tUKu666y5ycnIoLi5Gq9WaLTYhxO8CAgIICQkhMDDQ1JNXXEytVjNkyBCys7OJjIykT58+aDQaBr35ITsmjwKjkXM7t5H3yzp8xt1k6XA7JCkcYkZSOEQIITqu+uU7vr6+zJgxwyzLCXXn8kn6x4uc+eHbBuPOYf2JeP0d3Aa3vxLbQgjL2LRpEzk5OTg5OTFs2LB2f8dcUZRL9pNLfOUZMpZ9CoC9fyDX/hwvFWqbQZY7CiGE6HJ0Ot1FYwEBAdx999088MADFyVoTV36qBgMZCz/jG1joxokaFaOTvR78R+M+GGbJGhCiAaysrI4deoUBw8ebJeNrP/ocg2/Q5/4K9YurgBUns4g9b8ftGVYnYYkaUIIIboMRVGIi4vj7bffJjc396Lng4ODL+pLlJGRwfvvv99gT9iVlCYnsvP2cSS+9BT60hLTuO/EW7n253iC5z6M2kp2GwghGiotLTV935ELA9m4uRP65Aumxyc/fIuqnDMWjKhjkiRNCCFEl/Hzzz+zYcMGdDodP/zww1XvkJ08eZKlS5dSXFzM0qVLKSwsvOyxiqKQ9sV/+O220RQfSjCN2wcGM+yLVUS+/zlan+5Njll2JQhhOYqitNm/wenTpzNz5kwmT56Mi4tLm1zTnM6dO2f6MCtgxlycQvsBYKiqJPnNv1kwso5JPsoTQgjRZURHR5OQkIBer0dRFMrLy6/4ZsjBwQGNRkPt+UbTer3+ksfVFBZw6Pl5Dao2qm1s6PXQk/R+6MkW7cc4e/Ysy5Ytw9fXl+DgYGJiYpo9lxCicfbv309KSgqZmZnMmTMHHx+fVr+mt7c33t7erX4dc8vJyWHDhg1kZGQQEhLCzJkzUVtZEf7yQuJmTQYg+3/fETTrPtyj5OdXY8mdNCGEEF2Gh4cHY8eOZdSoUTz44INX/bTa19eXmTNn4uXlxb333nvJN1AF8b+xY/LIBgmac/gARq3bSejjf2nxhvmcnBzKyso4fvw46enpLZpLCNE4p06dIiUlhaqqKjIyMiwdTrtma2tr+j06ceIEJSV1y7w9Y0biO+Fm03FHX5uPYubWJp2ZJGlCCCE6HUVRSEhI4NSpUxc9N3ToUG644YZGl9gPDAzk4Ycfxt3dvcG4sbaWlHf/zu67plCdm20a7zn3Ya757hccg/u07EWcd+HeufZe7U2IzuLCfmk5OTkWjKT9c3d3N+3nDQsLM608AAj7y+uoz39QVXL0EJnfLbNUmB2OlOA3IynBL4QQlldWVsYPP/zAqVOncHZ25pFHHsHOzrzln6uys9j3+H2U7I83jdU3pfa+/kazXstoNFJQUEBOTg4+Pj5069bNrPMLIS5WVFREamoqgYGBeHh4XLaSoaiTn5+PVqvF0dHxoudS3vsHJ/5vIVD3c/L6zQlYO7u2dYgdjtxJE0II0amo1WrTJ9+lpaXs3LnTrPPn/rKO7ZOuaZCgecSMZNSPv5k9QYO61+Pl5cWAAQMkQROijbi5uREZGYmnp2ebJGhxcXF88MEHLFmyhCNHjrT69czNy8vrkgkaQO8HH8fO1w+o2797/HzCJq5MkjQhhBCdioODA5MmTUKlUhEbG8uoUaPMMq9BV03i355l30OzqD1fWl9RqTBOmErMkh+w85aliEKI5ikoKCA/P5/U1FTKy8stHU6LXVgVU6O1p99fXjc9l750MWUnjlkqtA5DkjQhhBCdTnh4OPPmzWPcuHFYW1u3eL6ykyn8dttoMpYuNo3pHJw4MX46vR95GlUj97cJIcSllJWVmb53cnKyYCTmER8fz9KlS8nPzwfAd+ItuA+7BgCltpajb/xF2otchexJMyPZkyaEEJ2LoihkrfyKI397DkNVpWnc58bJnB09hZCBg+ndu3erXb+srAx7e/tGFzkRQphfbW0tubm5+Pn5tdo1qqqqKCkpoaysDF9f38suHewIKioqeP/996murkatVjN79mx69uxJaXIiO6ZcC0YjAFH/+QqfsZMsHG37JX3ShBBCdGg1NTVs27aNmJgYnJ2dzTavvqyUxJeeInvt96YxtY0t/V78O4Ez722TfSorV67k9OnTeHt7M2XKlDbp1SSEqKMoCsuXLyctLY3a2lqeeuops/6MuZBWq0Wr1XaKf+OpqanodDqgbm9fQEAAAM5hEQTOmEvGV/8FIOnvL+A1anSL25R0VrLcUQghRIe2d+9edu3axXvvvcf27dvNMmfx4f38OmVUgwTNsXcoI1ZvJmjWfZdN0AwGg9l6mSmKQk5ODgaDgezsbLRarVnmFUI0jkqlora21lRSXvqlNU5ERAQPPfQQQUFBTJgwocFKgNAnX8Dapa6yY2VmOmmffWipMNs9SdKEEEJ0WHq9nl27dgF1CVJLlwgpRiOnFr/PztvHUZmZbhr3v+NuRqzegnPf/leMZcWKFSxZsoRjx1q+Kb6iosKUmNnb27faJ/hCiMur75fm4eGB8fwyPXF13t7ezJkz56Ll4DZu7hjG3WJ6fOLDt6i6oM+k+J0sdxRCCNFhWVlZccstt7Bjxw5KS0sZOHBgs+dSDAYOPvswZ9b8vq/YytGZAQvepftNt131/I0bN5KSkgLAd999x0MPPYSXl1ez43F0dOSJJ56gqqqK4uJi6dMkhAVERUURFRXVqnvEFEXplP++L/Wazp49yz47V/q6emBfXIChsoJjb/6NwW9/YoEI2zdJ0oQQQnRYKpWKPn360Lt3b8rLy7Gyat5/a4qicPjFJxskaK6Dohjy7qfY+wc1ao5rr72W1NRUCgoKiI2NxdPTs1mx/FH9XhUhRNtriwIeKSkprF69GicnJ/r27cuYMWNa/ZqWkpSUhBE4HX0dob+sBODMmhUEzroP98hhlg2unZHljkIIITo8lUrV7LLViqKQ9PcXOL1iiWks4M57iP3mp0YnaFD3Zm727NlMnDiR0aNHX/QpcmpqKnq9vlkxCiE6r1OnTqHT6Th37hyVlZVXP6EDu+6665g1axZ2EUNwu/5G0/jR1+ajGAxSlv8CcidNCCFEl3b8vX802Lzud+udRLz+Nip10z/HdHV1ZejQoReNFxcXs2zZMrRaLcOGDWPkyJGdcnmTEKLp3NzcsLW1RafTERoaaulwWl396oeqMzexbdd2jLpqSo4c5PT3X7FHY4+XlxexsbFm6XHZkcmdNCGEEB1OamoqOTk5LZ7n1OL3OfH+m6bHPuOnMOCfi5qVoF1JXFwcRqORiooKUlNTr5qgVVZWcvLkSSoqKswahxCieaqqqkhJSSE+Pt7sc8fGxvL4448zfvx4QkJCzD5/e6RSqbD3C6TXg4+Zxo4ufIXk/fvYunUrH374ITU1NRaM0PLkTpoQQogOxWAwsHbtWoqKiggJCWHSpEm4uLg0eZ6M5Z+T/M+XTI+9Ro1hyDufom7mvrYr8fT0xMXFhZKSEq655pqLnjcYDA3KVGdkZPDtt98CEB4ezu233272mIQQjaPT6XjzzTdRFAW1Ws3gwYOxsbEx6zXs7e2JiYkx65wdQe8/PcHp75dTnZOFoaQI38PxZEVdS8+ePc3+e9zRyJ00IYQQHUpiYiJFRUUAZGVlNauoRtYP35L48lOmx+5DY4n6cAnqVnpTEBUVxWOPPcb06dMvKkkN8PXXX7N8+XIyMjJQFIXs7N9LUru6urZKTEKIxrG1tTVVajUajWRlZVk4os5Do7Wn3/OvmR77HD+MNwZGjx5twajaB0nShBBCdCjdu3enX79+qFQqYmJimvxpa87Pazn03CNwfoO6y4AhRH/yDRqtfWuEa6LRaAgLC7toqWNOTg4nT57k+PHjfPHFF5SWluLs7Iyfnx/W1tb4+vq2alxCiKvr2bMnPXr0YPjw4c0uUnShc+fOUV1dbYbIOj7fSbfiPjS27oHBwOC0I9jbt+7P445ApUgZFbO54447AFixYsVVjhRCCNFSZ8+exdnZGTs7u0afk//rFvY+eCfG83sdnEL6Mfzrddi4urVWmFe1e/duNm7ciKIoFy1tNBqNKIrSYCmkEKLtmbOXmaIofPLJJxQXFzNq1Ciio6Ob3T6ksyhJOsyvN18H5xuGR328HJ8xEy0blIXJnTQhhBAdUrdu3ZqUoBXs3cXeh2aZEjSHoF4MW7LaogkawPDhw5k3bx5DhgxhxIgRDZ5Tq9WSoAnRDpizGmtiYiI5OTlUVVWxZcsWqqqqzDZ3R+XSbwCBd95jepy04AUMOh0AJSUlForKsiRJE0II0ekVHz7A3vunY6yuezOk7e5HzNIfsPPytnmVk4UAACAASURBVHBkdTw9PZkyZYosbRSiC7Czs8PNre7DoZiYGLMsn+wMQp98AWvnuiJQlZlpJLz1BsuWLePdd98lLy/PwtG1PUnShBBCtHuKopCamtqsRqdlx5OJv3cqteVlANh6dmPYkjVou/ubO0whhLiqkJAQHn30USZOnHjJaq9dlY27ByFP/NX0OG/pJ6QnHkJRFOLi4iwYmWVIkiaEEKLdS0lJYcmSJXzyySccP3680edVpKcSd/ct6IsKAbB2dWPYkh9w7NmrtUIVQnRS1dXVHDp0iLVr17Ju3boWzaXRaBg6dGiTlmx3BYGz7sOxT18AVDU6uh+OR6VSodfrm/UhXUcmSZoQQoh2TVEUtm/fDtRVQkxPT2/UeVXZWcTNnoIuv26ZjJWjE8M+X4lzaL/WClUI0YlVVFSwevVqEhISSExMxHi+yIUwH7WVFWHzXzU97nbyCPdPnsS0adPMui+wI5AkTQghRLtmMBgIDAzEysoKKysrYmNjr3qO7txZ4u6+harsun5Gajst0Yu/wXXAkNYOVwjRSbm7u+Po6AjU3VU7e/Zso88tLy839XcUV9btunF4xIyse2A0krP4XcsGZCFdu96nEEKIds/Kyorx48czYsQIzpw5Y3qTdDk1xUXE3X0LFWknAVBZWxP10TI8hsreDyFE86lUKoYNG4aiKAQEBODp6dnoc7ds2cKhQ4eIiopi1KhRODg4tGKkHZtKpSJs/mv8duv1AORu/JHCfXG4R8VYOLK2JXfShBBCdAiOjo6EhoZe8Zja8jL23DuNspQkAFQaDUPe+y/dRo1uixCFEJ3cyJEjGTVqFEFBQY3ubZafn8+BAwcwGAzEx8d3yUqFTeU6YDDdJ08zPU7+58soimL61RVIkiaEEKJTMFRXsffBGRQfSjCNDVz4Ab43TrFgVEKIrs5oNOLvX1dNtlevXgQHB1s4oo6h79MvoraxAaDowB7iP1nEp59+SkZGhoUjaxuSpAkhhGiXSktLqa2tbdSx+tJi4udOpSD+N9NY/1f/jd+td7ZWeEII0Sje3t7MnTuXGTNmMG7cOEuH02HY+wcRNPsB0+Osj94i+3RmlynHL0maEEKIdumHH37g//7v/9izZ88Vk7Wq3Gx23TmRwj27TGN9n3uVoLvub4swhRBdlKIo1NTUNOpYlUpFaGgo3t7erRxV59L7kWdMDa7tyorxPHGEU6dOUVlZaeHIWp8kaUIIIdqd06dPk5qaSmlpKRs2bKCsrOySx5WfOs6u28eZ9qABhD3/Or3/9HhbhSqE6GKys7NZsWIFb731FuvXr7d0OJ2ajasbvR9+2vQ4KHk/j95/H/b29haMqm1IkiaEEKLdKS8vN1VxjIiIwM3N7aJjig7sZef08aYy+yorKwb9+z/0euDPbRqrEKJrMRgMJCUlUV5eTmZm5iWPMRqNZGVltXFknVPQnAfRdvcDQCkrIWfZpxaOqG1IkiaEEKLdCQsL4/HHH2fChAmMGjXqoufztv7M7rumoC8qBEBj70D0J9/IHjQhRKvr3r27qbJjZWUl1dXVFx2zf/9+Pv30U77++mvy8/PbOsRORWNrR+jTL5ke/z97dx5WVbX/cfx9zuEwCYKK4gQiiDIpmpJjmQ1e71Bmmpa3+Vq3rKyumQ3a4K3MJus2mmVm+Su9XpvTykxNVJxzAsUBZ0QmFWQ+5/cHspNAU4SzGT6v5+nBtfZ3r/M99DzA96y119o94y3yUg+ZmJFr6Jw0ERGplex2Oz179qzQv3/ebDY9PgZnSQkA7k2bEff+XJrEdnd1iiLSANlsNoYOHUrTpk1p0aIFFoul3PXCwkKWLFkCwPbt22nbti3Nmzc3IdP6o80117P7gzc5vm0zjvw8drw+mdjJb5idVo3STJqIiNQJTqeTne9O5dfx9xoFmlfbYPrM/V4Fmoi4VGRkJIGBgRUKNICioiJjm/3GjRvTq1fDOoS5JlisViIf/bfR3j9vNiv+N4ddu3aZmFXN0kyaiIjUGoWFhbifOhfndE6Hg63PPkbKR9OMvsaRMVw8Yx6eLVq6MkURkbNq1KgR1113Hb179yY3Nxe73W52SvVC876X0fzSKzm6bBE4HOx+fTJJt40hLCzM7NRqhGbSRESkVkhLS+OVV15h0aJF5ObmGv0lBQVseHBUuQKtWc9+9P70WxVoIlJrtWrVig4dOpidRr0SOf5pODV76X8whayEeA4ePGhuUjVERZqIiNQKy5Yto6CggOXLlxvbWhedOM6aUcM59O18I67Vnwdz8Yf/w+7rZ1aqIiJA6U6PBw8eJDMz0+xUGoTGETG0ve5Gox29exMBzZqZmFHNUZEmIiKmKy4uLrcDWt++fck/eoSVf/8b6SuWGv3tbr6Ti16fgc3Dw4w0RUQMa9eu5YUXXmD69OmsW7eOvXv34nQ6zU6r3uv00BNYPTwBKN6dTPoP35icUc1QkSYiIqZzc3Pj7rvvZvjw4fTu3Ru/wnxWDP8Tx7duMmI6/WsCMU+9iMVmMzFTEZFSPj4+FBUVAbBy5Uo+/PBDpk2bxs6dO03OrH7zatWG0DtGG+2kVyZRUlBgYkY1Q0WaiIjUChaLhaioKHq2akH89QM5uS+l9ILVSpfJ/yH83ocr3UlNRMQMwcHBAPj5+eFwOABITU1l3bp1ZqbVIIT98wHsTZoCkHdgH3s/mW5yRtVPRZqIiNQaR5f/zMq//43CzHQArB6exL07m+Dht5icmYhIed7e3owdO5YHHniASy+9FLvdjtVq5YorrjA7tXrP7utHx/seMdo73nyZfdsTTcyo+lmcWjxbbYYPHw7A3LlzTc5ERKTuOfjVf9n4yGicp5YP2f38iZs+h6bdKx5oLSJS25w4cYKUlBQ6d+5sdioNgqOwkMUD48jfvxeAY937MXLO1/VmxYVm0kRExDTFxcUsXryYLdPfZMNDdxoFmmfLNvSZs1AFmojUGb6+virQXMjq7k7HhyYYbd8NK0lasdzEjKqXijQRETFNcnIyW2a+x54XTvtFGx5J33k/4BseYWJmIiJS2wVdMwzalR5mbXWUkD7rXZMzqj4q0kRExDTbPptF+xXfU7Y4xS86lt6ffYdXqzam5iUiIrWfxWKhy8QXjPaxRd9ybOuvJmZUfVSkiYiIKdKW/IjHZ9OxnHo02iusIz0/+hx3/yYmZyYiInVF8ICrCLzyz0Y78YUn68V5dSrSRETE5dJXLmPt6JuhuBgA75Aw+s7+GvdTWyqLiIicq8hHnjHO0ExfsZSjy34yOaMLpyJNRERcKnNdAmvuuhFHQT4AXm2D6f3xl3g2DzQ5MxERqYt8wjoSdNpRLdtemIizpMTEjC6cmxkvumbNGr766iv27duHu7s7oaGhjBw5knbt2hkxRUVFfP7558THx3P06FG8vLyIiYlh+PDhtGlT/lkFh8PBwoUL+emnn0hNTcVut9OpUyeGDRtGeHh4hddftmwZCxYsYP/+/VitVkJDQ7n22mvp2rVrjb93EZGGLHvzRlbfcT0lJ3MB8GzZml4ff4VX67YmZyYiInVZ+JjxHPj8Mxz5eeTsSGTf/P+j3fU3m51Wlbl8Ju2bb77hpZdeIj09nb59+9K5c2c2b97MhAkTSE1NNeJeffVV5s2bh9VqZeDAgURERLBy5Uoef/xx0tLSyo05c+ZMZs6cSV5eHldccQXdunVj06ZNPPnkk+zYsaNc7Ndff82bb75JWloa/fv3p1evXuzevZvJkyezatUql3wPREQaouPbt5Fw2xCKc44D4N6sOb1mfUGj4BBzExMRkTrPvVlzjsTEGe1tL02iJD/PxIwujO3pp59+2lUvtm/fPl599VXCwsKYPHkyPXv2pGfPnoSHh7NkyRJOnDhBz549WbNmDfPmzSMyMpJJkybRvXt3+vbti6+vL2vWrOHo0aP07dsXgD179jBt2jTatGnD888/T69evejVqxft27fnl19+Yffu3Vx11VUAZGVl8dJLL+Hj48Pzzz/PpZdeSlxcHLGxsSxdupStW7cyaNAgbKfWtJ6v//73vwBcf/311fMNExGpJ3L27GTV36+mMDMDAIenF4eH3o6jRSuaN2+Om5spCztERKSesFqtHPdrSu5P32ErLsKZdxKbhyfNLu5rdmpV4tKZtIULF1JSUsKoUaPw9PQ0+rt06ULnzp3JyCj95R0fHw/AjTfeiLu7uxE3cOBAWrRowYYNG8jPL32WYcWKFTidToYMGYKvr68R2717d6KiokhJSeHw4cNA6TLLwsJCBg0aRIsWLYzY0NBQ+vTpQ3Z2NomJiTX3DRARaYBOHtjLqpsGU5BeugrC1siHpAGD2V8CixYtoqSOPzcgIiK1Q4++/bAPvsFo73hjChkJdfOAa5cWaRs2bKBZs2aEhoZWuDZhwgSeeeYZoPRwU7vdXuF5MqvVSnR0NMXFxaSkpBixADExMRXGLOsriyn7Gh0dXSG27IT4shgREblweamHWHXTNeSnHgTA5uVN4MSXKGxZ+gxaaGgojRo1MjNFERGpJxo1asRfJr2IX5eLAHAWF7PuvtvIO7Tf5MzOn8vWl+Tn55ORkUHfvn1xOp1s3bqV5ORkHA4HYWFhxMbGYrGUHmeanZ1NQEBApcsOAwNLd//KzMw0Yt3c3GjatOK2zS1btgRKlzmWxZ4+RmXjlsWKiMiFKUg/SsIt13Jy/14ArO4exE37lIC+/YnKzycpKYnGjRubnKWIiNQnVjc3erw1i1+uHUBhxlEKM9NZe8/N9JmzAJunl9npnTOXFWnHj5c+KN6oUSMmT57Mxo0by13v1KkT48ePx8fHh6KiIry8Kv8ment7A1BYWAhw1tiy/rLY4lPn8VQW//vYsxk/fvwfxoiINGSF2VmsuvVacnaVbt5ksdvp/vYsAvr2B8DT01M76oqISI3wat2W7m99xKqbrsFZXMyxLRvZ9MQDdH15mjEpVNu5bLnjsWPHgNLt7/ft28cjjzzCzJkzeeutt7j44ovZvn0706ZNM+Kr4xt4PmPUlf9hIiK1XdGJ4yTcPpQTSVtLO6xWuk19n8ABfzI3MRERaTD8ul1MwJ0PGu2DX8xlz8x3TMzo/LhsJq2sCMrPz+fRRx8lKioKKJ0Z+9e//sXYsWNZvXo16enprkqpyqZMmVJp//Dhw12ciYhI7VJ8Mpc1o0ZwbNP60g6Lha4vvUPrPw82NzEREWkw8vPzee2118jPKyKkQzQBO0s/NEycPJHGnaIJ6NPf5Az/mMtm0nx8fADw9/c3CjQjCauVuLg4nE4nu3fvxm63n3G3L4fDAWDs+mi3242+3ysbw263AxhbPFcW//tYERE5PyUF+ay9++9krl1p9HX+91TaXjsCgCNHjpCQkEBOTo5ZKYqISAPg6elJ8+bNwWJh78UDsHeIAMBZUsK6Mbdz8sBekzP8Yy4r0vz9/bFYLMYzZb93er+fn98ZN/Ao6/f39zdiT548SUFBwRljmzRpYsSe3n+6sk1FymJFROTcOQoLWXffraTHLzH6oiY8T7sbbzPa69evZ8GCBbzyyiusWLHC9UmKiEiDERMTQ9OmTel32QA6v/YBHs1LNwksyspk7T03UZJ30uQMz85lRZqnpychISEcOXKEkycrflP27NkDQOvWrQkLC+PYsWPs319xu8wtW7Zgs9kICQkBICwszNgtsrJYgA4dOpT7unnz5gqxZX1lMSIicm6cJSVsGHsXaYu/N/o6jZ1I6O2jjbbD4TB+TjudTmP3XRERkZrQo0cP7r//fq644gpaR0bT/a1ZWE6tmDu+bTO/PjYGp9NpcpZn5tJz0gYMGEBJSQmzZs0qt+Rw27ZtJCQk0KZNG9q2bUufPn0AmD17drm4+Ph4du3aRWxsrDHzVhY7Z86ccrNpSUlJrFmzhqCgINq0aQNAXFwcdrudL7/80thtEuDQoUMsWrQIX1/fCksxRUTkzJxOJ1smjefwd18YfR3uGUv46LHl4hwOBwMGDCAkJARfX1/jgzYREZGaYLPZym0M2LR7T2KeesloH/p6Hrvff9OM1M6JxenCEtLhcDBp0iS2bdtGUFAQERERZGdns379emw2GxMmTCAionTN6HPPPcevv/5KcHAwUVFRZGRksHbtWtzd3XnxxRdp1aqVMe57773HokWLCAwMJDY2ltzcXBISEnA6nTz55JNERkYasZ9//jmffvopfn5+xMXFUVxcTEJCAnl5eYwZM4Z+/fpV+f2VbRwyd+7cKo8hIlKX7Jr+BokvTDTa7W+7m6gJk8+6Y25hYaHxXLGIiIgrbXriQfZ9NrO0YbXS88P/0bzfAFNzqoxLizQo/eU8f/584uPjyczMxNPTk+joaK6//nqCgoIqjUtPT8fLy4uoqChGjBhRLg5Ki79vvvmGJUuWkJqait1up2PHjgwdOtQo+k73888/s3DhQg4cOIDVaiUkJITBgwfTo0ePC3pvKtJEpCE59O3nrB9zu9Fu/behdJs6HYvVpYs0RERE/lBJSQkOhwOrw8Gqm64ha30CAHY/f/p9sYRGwSHmJvg7Li/S6jMVaSLSUGSsWUHCLdfiKCwEoOnFfeg583NsHh4mZyYiIvKb1NRU1q5dy7Zt2+jbty99+/YlPy2VX64dQMGRwwD4doqi77wfcfNuZHK2v9HHnSIidVhWVhbr1q2rdEOmmpKzO5m1/xxpFGg+YR3p8c7sMxZoRUVFLstNRETkdGVF2smTJ41NBT1btKTHW7Ownlp6f2L7Nn4df1+t2khERZqISB1VUlLCzJkz+frrr/noo4/OeGZkdSpIT2P1HcMoOlZ6bIlHQAsunvFf3P0rP76koKCAl19+mdmzZ7Np06Za9QtQRETqv4iICGw2GwC5ubnk5eUB0KRbHDGTXjHiDn/3Obvee92UHCujIk1EpI6y2Wz069cPd3d3jhw5YnxCWFOKT+ayetQITu4vPQTU5uVN3Ptz8W7b7oz3JCUlUVBQQHJyMitWrDjrhiIiIiLVzdPTkz//+c/cfvvtPPTQQ3h5eRnXgq+/mXY3jTLaSS89Q9rSRWakWYGKNBGROiw3N5fCU8sOU1JSaux1HMXFrH/gDo5t3lDaYbVy0Rsf4t+561nvS01NNf7duXPnGstPRETkTHr06EG7du0q/aAw+onnaRrXu7ThdLLhwX+Qm7LbxRlWpI1DqpE2DhERV8vPz+eLL76gd+/etGt35hmtC+F0Otny1MPsnf2B0df531NpN/L2s9z1m+zsbLZs2ULnzp3x8/OrkRxFRESqqiA9jV8GDyA/9SAAvuGR9J33A24+vqblpJk0EZE6zNPTkxtuuKHGCjSA3dPfKFeghd390DkXaAD+/v7069dPBZqIiNRKHgEt6PHOx1jdSzfAOpGcyMZHRpv6HLWKNBGROiYhIYHNmze7ZKOQQ9/MJ3HKk0a79dXDiBg78Sx3iIiI1E5Op5MDBw6wZMmSCgWYf5eL6PzsVKOd+v3X7Hz7ld8P4TJupr2yiIict5ycHBYtWkRRURHLli3jlltuwde34nIMp9N5wZt0ZKyOZ+O4u4120559iZ3ylg6rFhGROsfpdDJt2jTjWemOHTvSunXrcjFBQ0dybOuvpHw0DYDtU5/DJyycVoMGuzxf/aYVEalDVq5caZw7ZrPZ8PHxKXd93759zJo1i23btl3Q65zYub38WWgdOp31LLTfS0xMZOvWrTojTUREagWLxUJgYKDRPtOOyFGPPUuznv1KG04n68fcwaFv5rsixXI0kyYiUof069cPm83GqlWruOyyy8rNlq1fv56vvvoKKJ1xi4qKqtJsWv7RI6z+x/UUHT8GnDoL7YO5uPv5n/MYS5Ys4ciRI7i7u3PTTTcRHBx83nmIiIhUp5iYGLZv305kZCSdOnWqNMZqt3PRGzNZMfxP5KbswllSwvqHRuEoKqTtkBtclquKNBGROsTLy4vLL7+c3r174+npWe5aREQECxcupLCwkKNHj3Lw4EHatm17XuMXn8xlzagR5B3YB5zbWWi/l5aWxpEjRwBwOBzlPrkUERExS1hYGA8//DBubmcvgTyaBdD7029ZdfNgcnZuB4eDjePuwVFYSPCIW1ySq4o0EZE66PTDOMt4e3vTu3dvjh07xiWXXEKzZs3Oa0zjLLQtG0s7zvEstMpyGzBgAJs3byYwMBCPc1wiKSIiUpOsVivWc3yu2rNFS3rP/oZVtwzmxPZt4HSy6fExOAoLCLn5zhrOVOekVSudkyYiZqvqhiEXehbamcYsKirC3d29ymOIiIiYqTArk4TbrvvtA0wg8rF/Ezbq/hp9XW0cIiJSy2VnZxMfH0/hqU08zqaqOzrueu/1CzoL7Uy5qEATEZHaquzDxLNxb9KUXh9/gX+3OKMvcfJEkt96uUZzU5EmIlLLLVu2jB9//JHXX3+drVu3Vvv4B7+aR9KLTxttnYUmIiL12fHjx1myZAlvvfUWCxcu/MN4e2N/es2cT9O43kbf9lefZfurz9bYgdcq0kREarGsrCw2bixdYpGbm4u3t/c53+twONiyZQvz5s074y+R9BVL+XX8aKN9IWehORwOiouLz/s+ERERV8rOzmbJkiWkp6ezbds2SkpK/vAeNx9fLp4xj4A+/Y2+5LdeJvGFJ2ukUFORJiJSizVu3Ji//vWv+Pn5ERISQvv27c/pPqfTyfvvv8+8efPYsmUL27dvrxBzbOuvrL3npiqfhfZ7KSkpvPzyy3z55Zfs27evSmOIiIjUtKCgIPz8/AAoKSnh6NGj53Sfm3cj4qZ/RovLBhp9u99/g63PPILT4ajWHLW7o4hILWaz2ejevTuxsbGcPHnynO+zWCyEhIRw6NAhoPQQ7IiICON67t49JNw+jOKcEwB4BLbi4hn/Pa+z0H5v8+bN5Ofns2HDBtzd3XU2moiI1EoWi4XLL78cNzc3OnbsiN1uP+d7bZ5edH/7Y9Y/cAdHfvwWgJSPp+MoLKTzs1OrtBKlMppJExGpA9zc3GjcuPF53dOnTx98fHy49NJLGTFihNFfkJ5Gwm1DKMwo/eTQ3tiPnh/+D+82VS+qnE4nqampRrtz585VHktERKSmxcbGEh0dfV4FWhmbhwfd35hJq78MMfr2zfmIXx8ZjaOalv1rC/5qpC34RaS2KSkpwWazGe2iE8dZ+fe/cXzrJgCsHp70mvU5TXv0PtMQ58zpdHLw4EGSk5O57LLLqrzTpIiISF3gKC7m1/H3cvCLOUZf679eR9dXpmGtQvF3Os2kiYjUQhs2bODEiRMXPM7pBVpJQQFr77nJKNCwWrnoPzOqpUCD0uUjbdu2ZcCAASrQRESk3rO6udH1pXcIGn6L0Xfo2/msu/82SgoKLmzsC01ORESq15EjR/jqq694/fXXWbhwIY5qeBjZWVLCxof/ScbKZUZfl+deo+WVf7ngsUVEROqyrKwsli9ffk7nkf6exWqly3OvEXLznUbfkR+/Zd3omykpyK9yTto4RESkllm6dClOp5Pi4mKysrKwXuBDyE6nky3/fpTD331h9HUaO5Hg0z75q6qMjAz2799P165dL3gsERERV5s/fz6bNpWuMPH39ycmJua8x7BYrUQ/9SJWdw92f/AmAGlLfmDNnTfQa9YXf3B35VSkiYjUMt26dSM7O5tDhw5x2WWXXfB4O996mb0fTzfaud37Enb3Qxc87vbt25k/fz6FhYU0btyY0NDQCx5TRETElZo1a2b8e8uWLVUq0qB0yX/kY//G5ulJ8lsvA5Aev6TKeWm5o4hILRMeHs6dd97JnXfeSatWrS5orL2ffcT2qc8Z7cx2HUmM7MGePXsuaFyn08mKFSsoKCjA6XTyxRdf6CBrERGpc2JiYrBarYSHh1e5QCtjsVjo9K8JdHroiQvOSzNpIiK1kMVioU2bNhc0RuoP37B54mkzZp1iyLx8MH+7bADt2rW74PyGDRvGtGnTcHNzY/jw4bi56VeKiIjULc2aNeORRx7B09Oz2sYMv28cVg9PEl+YWOUx9BtVRKQeylgdz/oH/gGnNh3xi+lKtxnz+LN/k3I7Pl4IX19f/v73v+Pn54e3t3e1jCkiIuJq1VmglQm7836sHh5Vvl/LHUVEaoG0tLRyh0FfiONJW1hz1404Cku3//VuF8rFH/wXn2YBVSrQnE4n69atIzk5ucK1Vq1aqUATERGpRPtb7qryvZpJExGpBb7//nt27dpFZGQkV111FU2bNq3SOCcP7CXh9mEUnzgOgEfzQHp9NB+PgOZVGq+oqIjvvvuODRs24OnpyV133VXl3EREROoCh8NxwTsrXyjNpImImGzfvn3s2rULgKSkJJxOZ5XGKchIJ+G2oRSklc7Iufk05uIZ/8U7KKTS+BMnTrBy5cqzvl5RURG7d+8GID8/n59//rlKuYmIiNRmBQUFrF27lpkzZ/LJJ5+YnY5m0kREzObt7U1kZCSJiYnExsaW2w74XBXn5rB61HBy9+wEwOruTo9ps/GL6lJp/A8//MDq1aspLi4mMDDwjNvne3t7M3z4cGbMmEF0dDRXX331eecmIiJS2xUWFvLtt9/idDqxWCycOHECX19f0/JRkSYiYrKAgABGjBjB4cOH8fLyOu/7HYWFrLv3Fo5tWl/aYbHQbep0AnpdcsZ7CgoKjC3zly5dSvv27bFYLJXGtmnThrvvvpuAgIAzxoiIiNRlvr6+tGvXjpSUFAD2799PVFSUafmoSBMRqSWqciaa0+Fg4/h7OfrLYqOv86RXaDVo8Fnvu+SSS9iwYQOtWrWib9++QOlyxm+//Zb+/fsTEBBQLr5586o90yYiIlJX9O7dm8jISKKiokydRQMVaSIidVriC09y6Kv/Gu2ODzxKu5F3/OF9/v7+3H333TRv3hyLxcKRI0eYM2cOmZmZpKamMmrUKDwuYOtgERGRuqZTp05mp2DQxiEiIibJz8+/oPsPzP+U3R+8abTbZEiFuwAAIABJREFUjbyD8PvHn/P9LVq0MJYvOp1Ojh8v3RHy6NGjbN++/YJyExERkapTkSYiYoKcnBxefPFF3n//fZYvX37e9x/bspFNEx4y2oFX/ZWYp1+q8jNjLVu25Oqrr8bd3Z3hw4fTpUvlG46IiIhIzdNyRxERE+zcuROHw8GBAwdwc3OjX79+53xvYVYma0ffjKOgdCbOJzyCbi+/i6UKB1WfLjY2lrCwMHx8fC5oHBERkbouPz+fpKQkQkJC8Pf3d/nrq0gTETFBZmYmFosFp9NJeHj4Od/nLClh/YP/IO/gfqD0LLQeb3+Mm0/1POCsAk1ERBq65cuX8/PPP1NSUkKfPn0YOHCgy3NQkSYiYoLLL7+c3r17s3PnToKCgs75vqRXnyV9+W8HSnd95V18Qs+9yBMREZGz8/f3p6SkBIA1a9bQu3dvl+/2qCJNRMQkXl5edO7c+ZzjDy/8kl3vTjXa4feNo+WVf6mJ1ERERBqsqKgogoODyczM5IYbbjBlO34VaSIidcCJndvZ+Mi9Rrt5/6voOOZREzMSERGpn6xWKyNGjKC4uBg/Pz9TclCRJiJSyxWdOM7ae26iJDcHAO/gELpNnX7BG4WIiIhI5Ro1amTq62sLfhERFzp+/DgbN24kJyfnnOKdDgcbH76b3N3JAFg9vejxzie4+7l+pykREZGGrKCggNWrV+N0Omv8tTSTJiLiQklJSXz33XcA9OrVi0GDBp01fue7Uzmy6DujHTv5DRpHxNRojiIiIlJeVlYWn376KWlpaZSUlNC7d+8afT3NpImIuNCOHTuMfzdr1uyssWlLF7H91WeNdvs7RtPmmmE1lpuIiIhUbtWqVaSlpQHwww8/kJGRUaOvpyJNRMSFwsPDadeuHVar9azno+XuS2HDQ6Pg1JKKpj37EvnIM65KU0RERE5z1VVXERQUhM1m49prr/3DD1ovlMXpikWVDcTw4cMBmDt3rsmZiEhtl5+fj6enZ6XXSvJOEn/9QI4nbgHAs2VrLvlyCR4BLVyZooiIiJwmJyeHrKys8zrftKr0TJqIiAnOVKA5nU42PfGgUaBZ3d3p/tYsFWgiIiIm8/HxwcfHxyWvpeWOIiK1SMpH0zj45W+z8dFPvUSTrj1MzEhERETOxOl0kpiYWO07PqpIExGpJTJWx7Nt8gSjHTziVtrdcKuJGYmIiMiZFBQUMGfOHObMmcPq1aurdWwtdxQRcYGEhARSUlIIDw+nU6dOFQ7JzEs9xLr7bsNZXAyAf2x3op960YxURURE5BzEx8eTlJQEwMKFC2nbti1t2rSplrE1kyYi4gJbt24lMTGRr776ip07d5a7VlJQwLr7bqUw4ygA7k0D6P7mR9g8PMxIVURERM7BpZdeahRlvXv3plWrVtU2tmbSRERqWF5eHvv37wfAYrHQoUOHcte3PfsY2RvWlF632bjojQ/xat3W5XmKiIjIuXNzc+OGG25gz549dOnSpXrHrtbRRESkAk9PT0aPHk1ycjJZWVnlljru++/H7P2/GUY78tFJBPS6xIw0RURE5Dz5+vpWe4EGKtJERGqcxWKhefPmNG/evFx/9qb1bHnyYaPd+m9DaX/7aFenJyIiItXs0KFDtG7dusr365k0ERETFJ/MZf0Dd+AoLADAt1MUXSb/B4vFYnJmIiIiUlVOp5PFixfz3nvvsWbNmiqPoyJNRMQEO157npP7UgBw821Mj3dm4+bd6Ow3iYiISK2WkJDAsmXLAFiwYEGVx1GRJiJSg7Kysig+ta2+0bdxLbs/fMdoR0+YTKN27V2dmoiIiFSz7t27G8scQ0NDqzyO6c+krVmzhpdeeonRo0dz2WWXGf1FRUV8/vnnxMfHc/ToUby8vIiJiWH48OEVzh9wOBwsXLiQn376idTUVOx2O506dWLYsGGEh4dXeM1ly5axYMEC9u/fj9VqJTQ0lGuvvZauXbvW9NsVkQZmzpw5ZGZmEhoayqBBg2js7c2mR+8HhwOAgH4DaDt0pMlZioiISHWw2+3ccMMNrFu3jv79+1d5HFNn0nJycnj//fcrvfbqq68yb948rFYrAwcOJCIigpUrV/L444+TlpZWLnbmzJnMnDmTvLw8rrjiCrp168amTZt48skn2bFjR7nYr7/+mjfffJO0tDT69+9Pr1692L17N5MnT2bVqlU19l5FpOE5fvw4qampFBYWkpycjJeXFzvffZUTyYkA2Lwb0eW51/QcmoiISD3SuHFjBgwYgNVa9VLL1Jm0WbNmkZ+fX6F/zZo1rFu3jsjISJ544gnc3d2B0pO8Z8yYwUcffcS4ceMA2LNnD99//z1t2rRh0qRJ+Pr6AtCvXz+mTJnC+++/z4svvgiULjuaM2cOfn5+PPfcc7Ro0QKAQYMGMXHiRGbMmEH37t2x2+2uePsiUs8dP36cpk2bkpmZSbt27ShI2UXy268Y1yPGTsS7bTsTMxQREZHayLSZtI0bN/LLL78wYsSICtfi4+MBuPHGG40CDWDgwIG0aNGCDRs2GMXdihUrcDqdDBkyxCjQoHQ9aFRUFCkpKRw+fBgoLf4KCwsZNGiQUaBB6XrRPn36kJ2dTWJiYo28XxFpeNq2bcv999/PfffdxxUDBrDpsftxFhUB0KTbxYTcfKfJGYqIiEhtZEqRlpeXx3vvvcc111xDSEhIhevJycnY7fYKz5NZrVaio6MpLi4mJSXFiAWIiYmpME5ZX1lM2dfo6OgKsZ07dy4XIyJSHSwWCwEBART8+BXZv64DwOruXrrdvs1mcnYiIiJSG5lSpH3yySfY7XaGDh1a6fXs7GwCAgKwVfIHTGBgIACZmZlGrJubG02bNq0Q27JlS6B0mWNZ7OljVDZuWayISHXJ3ZdC0ivPGu3we8fhGx5hYkYiIiJSm7n8mbStW7eyaNEinnzyyXJLGU9XVFSEl5dXpde8vb0BKCws/MPYsv6y2LJtsCuL/33s2YwfP/4PY0REoPRQy02Pj8GRnweAb0Q0YXc9YHJWIiIiUpu5tEgrKCjg3XffZcCAAZUuOTxddex2dj5jaHc1EalOP//8M0FBQbitWU7GytJDLbFaiZ38JtYzfEAlIiIiAi4u0j777DMKCgq4+eabXfmy1W7KlCmV9g8fPtzFmYhIbZSRkcHSpUuxn8wh5uuPKVu4HfqP+/Dv0s3U3ERERKT2c9kzaTt37uS7777j9ttvp1GjRmeNtdvtlJSUVHrNceoA2LKlkna73ej7vbIxyrbUd3NzKzfG2WJFRKoqOTkZnE6CExZjKywAwLtdKJ0eeNTkzERERKQucNlM2o4dO3A6nUydOpWpU6dWuP7222/z9ttvM27cOPz8/M64gUdZv7+/PwB+fn4cPnyYgoICPDw8Ko1t0qSJEVvWX/ZsW5myTUXKYkVEqio4OJieHhZKDuw2+ro8/zo2L++z3CUiIiJSymVFWmhoKNdee22F/vT0dJYvX85FF11EcHAwrVq1IiwsjISEBPbv309QUFC5+C1btmCz2Yyt+8PCwkhMTGTr1q1cdNFFFWIBOnToYHxdtmwZmzdvpk2bNuViN2/eXC5WRKSqArw8sX3+CWXrAYJvvJ2AXpeYmpOIiIjUHS5b7hgREcHIkSMr/HfllVcC0KtXL0aOHEnbtm3p06cPALNnzy63NDE+Pp5du3YRGxtrzISVxc6ZM4eCggIjNikpiTVr1hAUFGQUZHFxcdjtdr788kuOHz9uxB46dIhFixbh6+tLVFRUzX4jRKTe2/rsYxRmpgPg2bI1keOfNjchERERqVNcvgX/uejduzeLFy9m/fr1PPLII0RFRZGRkcHatWvx8PDg1ltvNWI7dOjAlVdeyaJFi3j44YeJjY0lNzeXhIQEAEaNGmXENmvWjGHDhvHpp58yduxY4uLiKC4uJiEhgby8PMaMGXPGYwFERM5F2pIfOfjFHKPdedIr2H39TMxIRERE6ppaWaQBjBs3jvnz5xMfH8+PP/6Il5cXcXFxjBgxglatWpWLHTVqFC1btmTJkiUsXrwYu91OdHQ0Q4cOJSKi/IGxQ4YMwd/fn4ULF7J06VKsVishISEMHjyYHj16uPItikg9U3TiOJsmPGi0W189jMAr/mxiRiIiIlIXWZxOp9PsJOqLsi34586da3ImImKGhHGjOTr//wCwNfbn8kVr8WgWYHJWIiIiUte47Jk0EZH6LGPNCqNAA8j/6/Uq0ERERKRKVKSJiFygkoJ8Nj02xmhnt2lP6PU3mZiRiIiI1GUq0kRELlDyGy+Su2cnAFbvRjQfPY7w8HCTsxIREZG6qtZuHCIiUhcc2/oru9573WhHP/Ys7W4YaWJGIiIiUtdpJk1EpIocRUX8+uh9OEtKj61u2rMvwTfc+gd3iYiIiJydijQRkSra/cGbHN+2GQCrhyddnvsPFqt+rIqIiMiF0V8TIiJVkLM7mR2vv2C0W4+6n0YhoSZmJCIiIvWFijQRkfPkdDrZPPFfOAoLALAEh/JFdgGvvfYamzZtMjk7ERERqeu0cYiIyHk6vPArMlb9AoDFZuPwZX8Dp5Vjx47h7u5ucnYiIiJS12kmTUTkPJTknSTx+SeMdvBNo/CP7oKnpyc2m43QUC15FBERkQujmTQRkfOw873XyTt0AAD3ps2IePAxOjf2p6SkhPT0dM2kiYiIyAXTTJqIyDk6eXAfu6b9diZaxMNPYW/sD4DNZiMwMNCs1ERERKQeUZEmInKOEidPxFGQD4BfdCxBw/5uckYiIiJSH6lIExE5B+krlnJ4wZdGO/rJKVhsNhMzEhERkfpKz6SJiPwBR3ExWyc9arTbXDucpj16kZCQQEFBAR07diQwMBCLxWJiliIiIlJfaCZNROQP7J39ASeSEwGweTci8pFncDqdrFq1isWLF/Puu++SkpJibpIiIiJSb6hIExE5i8LMDHa89rzRDr9vHJ6BrUhPTycrKwsAd3d3goODzUpRRERE6hktdxQROYukV5+l6PgxALzbhdL+tnsAaNy4Mddddx07duzAbrdj0/NpIiIiUk1UpImInMGxrb+y77OZRjt6wvPYPDwA8PDwoEuXLnTp0sWk7ERERKS+0nJHEZFKOJ1OtjwzHpxOAJr3v4qSiC6UlJSYnJmIiIjUdyrSREQqcejreWStWwWAxW7n2OV/Y/r06fzyyy8mZyYiIiL1nYo0EZHfKc7NIXHKU0bb+8/XsWLnHpxOJ8uWLSM1NdXE7ERERKS+U5EmIvI7O9+ZSn7qIQA8mgfS5+kpxu6N7dq1w9PT08z0REREpJ7TxiEiIqfJ3buH3e+/YbQjxj2Fh58/gwcPZvfu3fTo0UOHVouIiEiNUpEmInJKcXExSx+6E0dRIQD+XXvQdsgNADRr1oxmzZqZmZ6IiIg0EFruKCIC5OfnM+vxh3H8utboi3nqRSxW/ZgUERER19JfHyIigLvVSsCyBUa7JK4f/l0uMjEjERERaahUpImIACkfv4f16BEALF7e/OmND0zOSERERBoqFWki0uA4HA42bNiA89RB1flHj7DjP1OM65H/egLP5oFmpSciIiINnDYOEZEGZ+XKlfz44484nU4uuugitr88ieKcEwD4hHUk5Oa7TM5QREREGjIVaSLSoDgcDhISEgD4/vvvaZZ7jP3zZhvXoye+gNVuNys9ERERES13FJGGJTMzk6KiIgAswL6pzxrXAq/8C80vudykzERERERKaSZNRBqUgIAAxo4dy/bt28n6/iuyf10HgNXdg6gnnjc5OxERERHNpIlIA+Tm5kbH4CDy5nxo9IWOup9GwSHmJSUiIiJyioo0EWmQkt98iYL0NAA8W7amwz0PmZyRiIiISCkVaSLS4OTsTmbPzHeMduT4Sbh5NzIxIxEREZHfqEgTkQbh8OHD/PTTT2RmZrJt8gScxcUANO3Rm9ZXDzU5OxEREZHfaOMQEWkQ1q5dy7p169g49//otPj70k6LhegnX8BisZibnIiIiMhpNJMmIvVeYWEhW7ZsAYeDoHXLjP62192IX3SsiZmJiIiIVKQiTUTqPZvNxpAhQ4g+mYV31tHSPi9vOv1rgsmZiYiIiFSkIk1E6j2bzUaH4CD8Vywy+kJH3YdXy9YmZiUiIiJSORVpItIg7P7gLQqOHAbAo3kgYXeOMTkjERERkcqpSBORei8/LZVd771utDv96wncGvmYmJGIiIjImWl3RxGptxwOB5mZmRyc+jwlJ3MB8O0URdDQv5ucmYiIiMiZqUgTkXorOTmZL95+g6hvZ1O2yX7UY89isdlMzUtERETkbLTcUUTqrQ0bNtB23TIsTicAzS+9kuaXXG5yViIiIiJnp5k0EamXnE4n9p2J+BzeV9phtRL12L/NTUpERETkHGgmTUTqJWdJCQHLfzDawcNvwbdjpIkZiYiIiJwbFWkiUi/tnzebE8mJANga+dDxwcdMzkhERETk3KhIE5F6pzjnBDumPme0O9z1AJ7NA03MSEREROTcqUgTkXpn13uvU5CeBoBny9aE/uNekzMSEREROXcq0kSkXjm2dw87pv12cHXE2InYvLxNzEhERETk/KhIE5F6Ze0z47EUFwFQGNiGNteOMDkjERERkfOjIk1E6o1jWzaSt/S3HR0D/jEGi1U/5kRERKRu0V8vIlIvOJ1Otj0/wWjndYii+w03mZiRiIiISNWoSBOReiFt8UIyEpYDYLHZ+PPbM2nUqJHJWYmIiIicPxVpIlLnOYqK2PbCk0Y7eOQd+IR1NDEjERERkapTkSYidd6+z2aSuzsZADefxnS8f7zJGYmIiIhUnZurXzAnJ4d58+aRkJBAdnY2TZo0IS4ujmHDhuHr62vEFRUV8fnnnxMfH8/Ro0fx8vIiJiaG4cOH06ZNm3JjOhwOFi5cyE8//URqaip2u51OnToxbNgwwsPDK+SwbNkyFixYwP79+7FarYSGhnLttdfStWvXGn//IlK9ik4cY8d/XjDaHUaPxaNZgIkZiYiIiFwYl86k5eTk8MQTT/Ddd9/Rtm1brrrqKnx9fVmwYAGPP/44J06cMGJfffVV5s2bh9VqZeDAgURERLBy5Uoef/xx0tLSyo07c+ZMZs6cSV5eHldccQXdunVj06ZNPPnkk+zYsaNc7Ndff82bb75JWloa/fv3p1evXuzevZvJkyezatUql3wfRKT67Hz7VQozMwAoaNSYjY1b4HA4TM5KREREpOpcOpM2b948Dh8+zLBhwxg+fDhQuiPbzJkzWbBgAV988QU333wza9asYd26dURGRvLEE0/g7u4OwMKFC5kxYwYfffQR48aNA2DPnj18//33tGnThkmTJhmzcf369WPKlCm8//77vPjiiwBkZWUxZ84c/Pz8eO6552jRogUAgwYNYuLEicyYMYPu3btjt9td+W0RkSo6eWAve2a+Y7QPdOuLX0EBVm27LyIiInWYS/+SWbFiBY0bN+a6664z+iwWCyNHjsRqtbJhwwYA4uPjAbjxxhuNAg1g4MCBtGjRgg0bNpCfn2+M6XQ6GTJkSLnlkt27dycqKoqUlBQOHz4MwJo1aygsLGTQoEFGgQYQGhpKnz59yM7OJjExsea+ASJSrZJemoSjsBCAwlZBZIV05KKLLjI5KxEREZEL47IiLScnh+zsbDp06ICbW/kJPA8PD7y9vcnNzQUgOTkZu91e4Xkyq9VKdHQ0xcXFpKSkGLEAMTExFV6zrK8spuxrdHR0hdjOnTuXixGR2i1r41oOffM/o33Za9O5Z/RoIiMjTcxKRERE5MK5bLmju7s7jz/+OE2bNq1wLT09nZycHKMoy87OJiAgAJvNViE2MDAQgMzMTCPWzc2t0nFbtmwJlC5zLIs9fYzKxi2LFZHa6/cHV7ccdA1Ne/QyMSMRERGR6uPSIu1Muyd+8sknAAwYMAAo3dnRy8ur0lhvb28ACk8tcTpbbFl/WWxxcXG5/rPFns348dreW8RMqd9/Rda60o1+LHY7kY88Y3JGIiIiItXH5Vvwn66oqIjp06ezYsUKIiIiuPzyy41rFovlgsc/nzGq4/VEpOY5CgtJnPK00Q65+U4atWtvXkIiIiIi1cy0Im3v3r288cYb7Nu3j5iYGMaNG1dndmSbMmVKpf1lO1aKSM3ZOe01Tu7bA4DD04strTvgnpxMWFhYnfkZIiIiInI2phRpX3/9NZ999hlOp5MRI0YwZMiQcn9c2e12SkpKKr237Pyjsl0f7XY7J0+erDS2bIyyLfXLNiyp7Ayl38eKSO1zbOuvJL/5otE+EBNH2t597DjwGWPHjjWWQ4uIiIjUZS4v0mbMmMHChQtp3749999/P23btq0Q4+fnd8YNPMr6/f39jdjDhw9TUFCAh4dHpbFNmjQxYsv6f//HXNmmImWxIlK7lBQUsPHhe3CeerbULTyStE6lz7lGRkaqQBMREZF6w6VrgxYvXszChQvp0aMHzz33XKUFGkBYWBjHjh1j//79Fa5t2bIFm81GSEiIEet0Otm6dWulsQAdOnQo93Xz5s0VYsv6ymJEpHbZ8drznNixDQCblzf93vmE+8aMoW/fvvTo0cPk7ERERESqj8uKtOLiYubOnUtgYCAPPvhghbPSTtenTx8AZs+eXW5pYnx8PLt27SI2Ntb41Lwsds6cORQUFBixSUlJrFmzhqCgINq0aQNAXFwcdrudL7/8kuPHjxuxhw4dYtGiRfj6+hIVFVV9b1pEqkXm2lXsmv4fox05/hl82ocREBDAVVddZXxoIyIiIlIfuGy5Y1JSEpmZmYSEhDBv3rxKY5o1a8af/vQnevfuzeLFi1m/fj2PPPIIUVFRZGRksHbtWjw8PLj11luNezp06MCVV17JokWLePjhh4mNjSU3N5eEhAQARo0aVW78YcOG8emnnzJ27Fji4uIoLi4mISGBvLw8xowZYzzrJiK1Q/HJXDaOuwecTgAC+l5Gu7//w+SsRERERGqOy4q0AwcOAJCSkkJKSkqlMeHh4fzpT38CYNy4ccyfP5/4+Hh+/PFHvLy8iIuLY8SIEbRq1arcfaNGjaJly5YsWbKExYsXY7fbiY6OZujQoURERJSLHTJkCP7+/ixcuJClS5ditVoJCQlh8ODBWjIlUgslTnnK2M3RzacxsS+8iUW7OIqIiEg9ZnE6T308LResbAv+uXPnmpyJSP1wdPnPJNw6xGjHvvg2mR2isdvtdOrUCZvNZmJ2IiIiIjXD1MOsRUTOpOh4Nr+Ov9doB175F1oNHs6c114jJycHX19fbrnlFpo3b25iliIiIiLVT2uGRKRW2jrpUfJTDwHg3rQZXZ57jaSkJHJycoyYpk2bmpWeiIiISI1RkSYitU7qD99w4PPPjHbnf7+KR0AL2rVrR//+/fHx8aF79+5a7igiIiL1kpY7ikitUpB+lE1PPGi02wweTqtBgwHw9fVlwIABXHrppZSUlJiVooiIiEiNUpEmIrWG0+lk88SHKMxMB8AjsBXRT71YIc5ms2kWTUREROotLXcUkVrj4JdzSf3hG6MdO/kN3P38TcxIRERExPVUpIlIrZB3+CBbnh5ntINvvJ0W/a8E4OjRoxQVFZmVmoiIiIhLabmjiJjO6XSy6bH7KT5xHADv4BCiHvu3ce2zzz7j5MmTdOvWjUsuuQQvLy8z0xURERGpUZpJExHT7f2/GRz9ZXFpw2Ih9sW3cWvkA8Du3bvJyMggLy+PdevW6Vk0ERERqfdUpImIqXL37iFx8kSjHXrHvTSL62O0i4qKaNKkCQBdu3bF3d3d5TmKiIiIuJKWO4qIaZwlJWwcdw8leScB8AmPoNPYCeViIiIi6NSpEzt37iQgIMCMNEVERERcSkWaiJhm9wdvkbVuFQAWNze6vvQuNg/PCnEWi4Xw8HBXpyciIiJiCi13FBFTHN++je1TnzXa4fc+jH/nriZmJCIiIlI7qEgTEZdzFBWxcdzdOAoLAfCL6UqHe8aWi3E6nWakJiIiImI6LXcUEZdLfusljm/dBIDV3YOuL7+L1W4vFzNr1iyaNm1KXFwcLVu2NCNNEREREVNoJk1EXCp703p2vv2K0e40dgK+4RHlYg4dOsSePXtYt24d06dPJy8vz9VpioiIiJhGRZqIuExxzgk2jrsHZ0kJAE3jehN6++gKcUlJSca/o6OjdXi1iIiINCha7igiLlGSn8eau24kZ+d2AGzejYh98R0slRxOPWDAADp06MDq1au5+OKLXZ2qiIiIiKlUpIlIjXMUFrLu3lvJSFhu9MU8NYVGwSGVxlssFoKDgwkODnZRhiIiIiK1h5Y7ikiNchQXs+Ffd5K25AejL+KRpwkadpOJWYmIiIjUXirSRKTGOB0ONj12P4cXfGn0hd/7MB3++aCJWYmIiIjUbirSRKRGOJ1Otkwaz4H5nxp97W+7m44PPXHGe5YvX87evXt1RpqIiIg0aHomTUSqndPpJOmlZ9j78XSjL2j4zURNmIzFYqn0nszMTH766SecTictW7Zk1KhRuLnpR5SIiIg0PJpJE5Fqt/PtV9g17TWj3fpvQ+ny7GtnLNAA1q5da8yg+fr6qkATERGRBkt/BYlItdr94Ttsf/VZox14xSC6vvxupVvtny42NpaCggI2bdpEXFxcTacpIiIiUmupSBORarNv7iy2PfuY0Q7o05+L3piJ1W7/w3sDAwO5+uqrueqqq3B3d6/JNEVERERqNRVpIlItDn79PzY9/oDRbnJRT3pM+z9sHp7nNY6n5/nFi4iIiNQ3eiZNRC7YkZ8WsPHhf8KpZ8r8omO5+IM5uHk3MjkzERERkbpHRZqIXJCj8UtYd99tOIuLAfAJj6DnzPnYG/uf0/2pqak4HI6aTFFERESkTtFyRxGpssy1q1j7z5E4CgsA8A5uT6+PPse9abNzuj83N5fp06fTuHFjevToQe/evbFa9dmRiIiINGz6a0hEquTYlo2s/sdCllbkAAAgAElEQVRwSvJOAuDZsg29Pv4Cz8BW5zzG+vXrKSkpISsri8TERBVoIiIiIqhIE5EqOJGcxKrbrqM45zgA7s2a0+uTL/Fu2+68xrHZbHh5eQFo230RERGRU7TcUUTOS+7ePay65VqKsjIBsPv502vW5/i073DeY/Xp04e4uDi2bdtGdHR0dacqIiIiUiepSBORc5Z36ACrbr6GgrRUAGyNfLj4w//ROCKmymPa7XZiY2OrK0URERGROk/LHUXknGRv3sjKkX8l7+B+AKwenlw8/TOaxHY3OTMRERGR+kVFmoicldPpZPeHbxN//VWc3L8XAIvdTo93PqFZz35VHlNEREREKqfljiJyRoVZmfw6fjRHflpo9Ln5+NL1lWkkYmfVV1/RrFkzoqOj8fc/t3PRCgsLmTZtGtHR0XTv3h0/P7+aSl9ERESkTlKRJiKVylizgg0P3kl+6kGjzy+mKxe9PoNGIaF8OW0ahw8fBiAoKKhCkbZq1SqsVisBAQEEBQVht9sB2LRpExkZGSxbtozExERGjx6NxWJx3RsTERERqeVUpIlIOc6SEna+8yrbX58MDofR3/6O0USOexqruztOp5OMjAzjWkBAQIVxfvnlF3JzcwF46KGHjBmzpKQkI6Z79+4q0ERERER+R0WaiBjy01LZ8K+7yFi5zOiz+PiSevlg+o4eh9XdHSh9pmzEiBGkp6eTnZ1tnHVWJi8vzyjQ3NzcaNy4sXFt5MiRbN++nfXr19O1a1cXvCsRERGRukVFmogAkLbsJzaO/SeFmelGn1d0V1ZHxlHg1Yj333+fW2+9lRYtWmC1WgkLCyMsLOyM41155ZVkZGTgcDjKzZZZrVYiIyOJjIys0fcjIiIiUlepSBNp4BxFRWyf+hy7pr32W6fFQvjosRRfdQ0lX34FxcX4+fmd8+YgXl5e9OtXtZ0fRURERBo6FWkiDdjJg/vY8MAosjasNvo8mgfS7dX3COjTH4DG/k1YsGABI0eOxP3UckcRERERqTkq0kQaqMPff8WmR++n6Pgxo6/5JVfQ9eV38QhobvQFBQVx5513aoMPERERERdRkSbSwJQU5LNt8kT2fjzd6LO4udHpXxNp/497sVgrnnGvAk1ERETEdVSkiTQgObuTWT/mdo4nbjH6vNoEcdHrM2jSLY4FCxaQmZnJsGHD8PDwMDFTERERkYar4kfmIlLvFB7L5v/bu/eoKK9D7+O/YRhuYbiIgooKKng3KPGKl0SPtVlNE41HMdrkTU6T8/YkOenKSVZMa1bSpNb25KRJT5sTT6+e9ywTY4lNmtI0RhNFI15AQRQVBVFERQVkGAaEAeZ5/1CmTkCDiToP8P2s5RL23s+e/XjZm988z7Pn2O/e1Ofz7vIJaH2/ea9mZH6u6PETtWvXLu3evVvFxcX6n//5H128eNGPIwYAAOi5uJIGdGPOwwd0Ys3vderDDHka/x66AoKCNeqFlUr4zqPeWxmvDGUxMTEKCQm55eMFAAAAIQ3odjzNzTq78a86sea3upC7s139bYOTlPqr1YocdbtP+axZsxQVFaWCggLNnz+f59AAAAD8hJAGdBON58/q5Lr/p7J3/5+azp9tVx8xcowSH/q/ip+3SNaQ0A77GD9+vMaNG0dAAwAA8CNCGtCFGYahmr27dWLN71Sx4UMZLS0+9ZbAQPW7e54SH/pnRd8x2Sd8tba2ymq1tuuTgAYAAOBfhDSgC2q92KDTmet1Ys3v5Dx0oF19cJ84JSz9Jw164BGFxPZtf3xrq959913FxcVpzpw5BDMAAAATIaQBXUj9yRMqe+cPKn9vjZprHe3qe02YqsSH/ll9535bAUFBHfZhGIb+9re/qaSkRCUlJaqpqdGiRYsIagAAACZBSANMrLXxomoP7pdjf56qtm/R+a2bJMPwaRMQEqr4+xYp8aHH2m0G0hGPxyOXy+X9vk+fPgQ0AAAAEyGkASbhaW5W3dFDcuzPl2N/nmoP5Knu6GEZra0dtg8bmKCEBx/TwIUPKigqutOvY7VatXjxYm3cuFH19fW66667btAZAAAA4EYgpAF+YHg8cpUWq3Z/nhz78+Q4kC/noQPyuJu+9Ng+M+co8f/8s2JnzlFza6saGxvlunBBYWFh7T7brKysTNXV1WppadHQoUMVExMjSQoICNDdd98tj8fDVTQAAACTIaQB12AYht555x3V19crPj5ew4YN07Bhw66vj9ZWNZw6qdrCfZevkOWr9mCBWlx1nTo+oN8AuePilXjnbCXdu1Dhg4d66z7+61+Vn58vSbrvvvuUmprqc2xubq4KCwslSf/4j//oDWnevgMCrutcAAAAcPMR0oBrsFgsio6OVklJiSoqKmQYRruQ1tDQIJvNJkuzW/XHS+Q6VixX6VHv7/XHj8nT1Nip1wuNH6io21MVOTZVUbeP1+fHy1VwtFiSFDthhk9AkySbzeb9urm5uV1/gYF//y/e8oXt+QEAAGBOPTak1dfX67333lNOTo5qampkt9uVmpqq9PR09erVy9/Dgx9UV1ertrZWQ4YM8SmfOnWqcnNzJUkDBgxQ47kKuY4dlau0WK5jR1WWu0uNJ48ruL5zV8baBPeOVVDSCF0Ij9L50HANvWuO/mH+Ap82A217vCHt1KlT7foIDQ1VeHi4bDabT2Brk5CQIIvFosDAwHZX0QAAAGBOFsP4wlZxPUBra6uWL1+u48ePKykpScOGDVN5ebkOHDigmJgYvf766woLC7vuftPT0yVJGRkZN3rIuInq6ur00V/+opLCA4qyBWrJvHvV4qxVc22Nmh01arpQrXNFhaovLZHlfIVa611f3ukXWKNjFDYkWbETpyrq9vGKGpuqkH7xOnz4sPffS2Jioh555BGf46qqqrR9+3YNGDBACQkJ6tOnz404ZQAAAJhYj7yS9sknn+j48eNKS0vT97//fe9zOWvWrFFmZqYyMjLa/bAM82ttalJLnVMtrjo11znVUld76evLgcvtcHiDl/vy75fKaxRe59S4y/3sfOe/vtLrGxaLbksYInvScIUPHabwIckKHzpM72zarKqGi4qNjdWdTzzhc8zAgQO9X1dWVsowDJ+NPHr37q358+d/pfEAAACga+qRIS07O1sWi0UPPvigz8YJixYt0qZNm7Rz505C2g1mGIaMlhZ53E3yNDWp1d0kj9stT1PjpTK3Wx53k1qbmv7+fVOjWhsbLwcv5+Xg5VSzq+5S2ZVfu5zyuN235FwC7RE+ISx8SLJsAxJUawvRkORkn7b19fWq+vAjSZdCWGNjo88OjHa7XfPmzVPfvn0VFxfHTosAAADoeSHN4/GopKREcXFx6t27t09dSEiIkpKSVFhYqOrq6q/8DE/17u0yPB7JMGQYhuTxyDAMtTS7deb0abmbmiSPR0MGD75Ub3hkeAw5a2v1+bZtshiGQkJCdNedMy/3c+n4xosXdWD/flktFoWEhGjEsGFXvI5HTY2NOldRIYvFouCgIPXpE+szrvqGeu/mF7eF3ab+/fv71DtqHSo/WS7DMGS3hyshPv5ScHK7ZTS75bxwQVVnK2RpbVVokE0RYaGXw9WlX431LjW5XFJriwIMj6wej/d4T1Njuw9hNhWLRVZ7hIKjeskWFa2gyGjZoqIvfx2lkLh+uu1yKAvuHdthmOroX0tLS4vGjRuniooKhYSEqL6+vt02+ePHj79JJwUAAICuqMeFNKfTKcMwFBcX12F9XFycCgsLVVNT85VD2s6l3+5UuwsdlPW74ut9mWvb1Qdf/r1FUuE1+q6TVHWN+trLv76o7R9Eo6QjHdS3RZOLl39djefyGG8pq1WeoBApNExhvWIUFhMjmz1CgeERchnSoRMn1RIcooBwu+YtWaqw3rGytYUxe4QsN2E7+sjISG5XBAAAwHXpcSGtbZvyL17NaBMaGipJcl/j1rnnn3/+xg+sJ7Ba1WoJkBFgVWBoqMIiIhQQFKyAoCAFBIfI2dCgmjqXDGugevftq7j4AQoIDpHNblegPUIHjx3XqapqtQYFK232P2jY7SkKtEcoMNwumz1Cf/rwLzp0+LAkaeHChRozZoz3pT0ej/L/67904cIFxcTEKHBMqqJiY682UgAAAMBvelxIa3O1Z39uxDNBdbHxkkUaOChBgTabZLFcukpjCdDZs2dlsVplDQxUn9g+sgRYL9dZZLEEyN3SrIAAq2SxKCgkWBZLgPf4Vo8hp6tOhiFZbYGK7hVz+bhL9Y1NblWcrZBhSMEhIRowYIDPuBqbGlV5vlIWi0UhIcHq3dt3p8CmpiY5nc5Lt0uGBCsyOkYBwUHeINXQ5FZNXZ0Ma6AiesWob3z830NWULAqL9To1NmzMqyB6jdwoIYOH66A4BBZL9efPX9ep06dUmBgoOLi4trdbul0OuVyuWS1WmW329vtsOkpKlJURYVcLpcGTZyoqL59fepd9fXer8PDw33qAgICNHfuXEnS8OHDefYLAAAAptVjQ9rX8eqrr3ZY3rYF/6wPPlNoaKjsdrvPxiTdXS9Jw69R369fP/Xr1++q9REREYqIiLhq/YgRIzRixIir1s+bN0+1tbVyuVyK7eAq2bWOBQAAAMyix4W0tg/8bW1t7bC+rbyjDwburL5fuMKDWyMmJoYPbAYAAECX13Mu81xmt9tlsVjkcDg6rG8rj46OvpXDAgAAAABJPTCkWa1WDR48WCdOnJDL5fKpa21t1eHDhxUVFcUVGQAAAAB+0eNCmiSlpaWpublZ7777rk95ZmamampqNHnyZDaWAAAAAOAXPe6ZNEn61re+pa1bt2rTpk0qKyvT0KFDdfr0ae3fv1/R0dFavHixv4cIAAAAoIfqkSEtMDBQr7zyijIyMpSbm6tjx44pPDxcM2fO1AMPPNBu+3YAAAAAuFUshmEY/h5Ed9G2BX9GRoafRwIAAACgq+qRz6QBAAAAgFkR0gAAAADARAhpAAAAAGAihDQAAAAAMBFCGgAAAACYCCENAAAAAEyEkAYAAAAAJkJIAwAAAAATIaQBAAAAgIkQ0gAAAADARAhpAAAAAGAihDQAAAAAMJFAfw+gO0pPT/f3EAAAAACYQEZGxnUfw5U0AAAAADATAzfMsmXLjGXLln2tPqqrq41FixYZ1dXVXboPM4yBPm58H2YYA32Ybwz0ceP7MMMYDIN1zWxjoI8b34cZxkAf5hvDjerj68yhXEkDAAAAABMhpAEAAACAiVhffvnll/09iO7i008/lSR94xvf+Fr9BAYGavTo0bLZbF26DzOMgT5ufB9mGAN9mG8M9HHj+zDDGFjXzDcG+rjxfZhhDPRhvjHciD6+zhxqMQzD+Eqvinaef/55SdKrr77q55EAAPD1sa4BwFf3deZQbncEAAAAABPhShoAAAAAmAhX0gAAAADARAhpAAAAAGAihDQAAAAAMJFAfw8A/lFfX6/33ntPOTk5qqmpkd1uV2pqqtLT09WrVy9vu+rqav3pT3/S3r175XQ61atXL02aNEmLFi1SWFiYH88AX2bHjh36z//8T7311lvq06dPu/rDhw/r/fff17Fjx2QYhhISEpSenq5Ro0b5YbS4FpfLpfXr12v37t1yOByKjo7WxIkTtXDhQtntdm+7hoYGvffee9q1a5ecTqdiY2M1fvx4zZ8/XxEREX48A3SkpqZGf/zjH7V37141NjYqLi5OU6ZM0be//W2FhIR42zU3N+uDDz5Qdna2KisrFRoaqjFjxig9PV3x8fF+PAN0pLPrq8Q83FVda31lHu5aOru++mMe5nPSeqDW1la99NJLys3NVf/+/TV58mRJ0u7du7Vz507Nnj1bNptNZ86c0QsvvKAjR44oJSVFY8eOVV1dnXJyclRQUKC77rpLVqvVz2eDjjQ3N+v3v/+9qqurdc899+i2227zqd+xY4dee+011dXVadKkSYqPj1dhYaE+++wzjR07Vr179/bTyPFFLpdLL7zwgvLz8zVs2DClpKSorq5Oubm52r17t2bMmKHg4GA1NzfrRz/6kXJycrztGhoatGPHDu3YsUMzZ85UcHCwv08HlzmdTi1fvlyHDh1SSkqKRo4cqerqamVnZ2vfvn2aNWuWAgIu3ezy85//XJ999pkiIyM1bdo0hYWFaffu3dq2bZumTZvW7v83/Kez66vEPNxVXWt9ZR7uWjq7vkr+mYcJaT3Qhg0blJWVpbS0NP3whz/U+PHjdeedd6qxsVH79u2T2+3WuHHj9MYbb+jUqVN65plntGjRIo0bN06zZ89WVVWV9u3bp5CQEI0YMcLfp4MrNDQ0qKioSL/5zW9UVFQkSe0WkdraWv3kJz9RdHS0Xn31VU2fPl0TJ07UhAkTtHnzZp06dUqzZ8/21yngC9auXav8/HwtXLhQjz/+uMaPH685c+aovr5e+/btk2EYSklJ0SeffKKsrCyfdrNmzVJzc7Py8vIUEhLCu/Mmsm7dOhUUFOiJJ57Q0qVLvX+vZ8+e1f79+9WvXz8lJCQoNzdX69ev18iRI/XjH/9Yd9xxh6ZNmya73a7c3FxVVlZq2rRp/j4dXNbZ9ZV5uOvpzPrKPNy1dHZ99dc8zDNpPVB2drYsFosefPBB7zu1krRo0SKFhIRo586dcjgcOnjwoJKTk73vBEpSQECAHn74YdlsNm3ZssUfw8dV5OXl6ZFHHtGKFSt06NChq7bbvHmzLl68qAcffFBRUVHe8oEDB2ratGlyOp1qbW29FUNGJ+zYsUMRERFasGCBt8xisWjp0qUKCAhQfn6+JGnv3r0KCwvT/PnzfY6fM2eOJKmkpOTWDRpfau/everfv7/uuusub5nFYvH+YN7295WdnS1JWrJkiYKCgrxt586dq9jYWOXn56uxsfHWDRzX1Jn1VWIe7mo6u74yD3ctnV1f/TUP80xaD+PxeFRSUqK4uLh2t1KEhIQoKSlJhYWFqqiokCQlJCS06+O2225T//79VVZWJqfTyT3WJhEXF+ezMOTl5enkyZPt2u3bt082m03jxo1rV/fEE0/c1DHi+rhcLjkcDqWmpiow0He6Dg4OVlhYmOrr6yVJVqtVY8eO9VlAJKmlpUWS2h0P/woKCtLo0aPblbf9YN52K3lxcbFsNpuSk5N92gUEBGj06NHasmWLTpw4wV0NJtDZ9bW6upp5uIvp7PrKPNx1XM/66q95mH8tPYzT6ZRhGIqLi+uwPi4uToWFhd575q/2zkDbP9xz584R0kwiPj5eS5cu9X7vcDg6XEROnTqlwYMHKzg4WCUlJTp06JCampo0aNAg3XHHHSwiJhIUFKTly5e322xAkqqqquRyubyLxvLly9u1MQxDf/nLXyRJkyZNurmDxXX5+c9/3q6spaVFH330kaS//305HA717t27w+d/2+bxCxcu3MSRorM6u77W1NQwD3cxnV1fmYe7jutZX/01DzML9DDNzc2S5LNz2JVCQ0MlSW63W0FBQSooKJDL5VJ4eLi3zZEjR1RVVSVJunjx4k0eMW4kj8cjl8ulyMhI/fd//3e7W1bj4+O1fPnyDneDxK0XFBTU4TvtkvT2229LkmbNmtWurrCwUDk5OTp8+LBOnjype++9VzNnzrypY8VXt2vXLhUWFqqgoEBVVVV65JFHNHLkSEmX5uy2efmL2nbYdbvdt2ysuLrrWV+Zh7s/5mFzu5711V/zMM+k9VAWi+VLy2fPnq26ujr9+7//u0pLS9XQ0KA9e/boF7/4hTe0eTyeWzJe3Bht7/QeOHBAu3fv1r/+67/qD3/4g377299q7ty5On36tN544w1/DxPX0NzcrFWrVmnHjh0aMWJEh5sLHD16VBs2bFBZWZmsVqucTqecTqcfRovO2LdvnzZu3Khz584pKChI586d81nwrzZfw5w6s74yD3d/zMNdz7XWV3/Mw1xJw1V95zvf0fnz55WXl6cf/OAH3vIJEyYoLi5OH3300VXfMYQ5tT3I3tjYqCeffNLnXb3HHntM586dU0FBgQ4fPux9Jx/mUVZWpjfffFMnT57UmDFj9Nxzz/lsTtDmvvvu03333afz58/rz3/+s7KysnTmzBmtXLnSD6PGl3n00Uf16KOP6vTp01q3bp0+/vhj1dbW6umnn/b30HATMQ93b8zDXUtn19dbiZDWw7Q9a3a1XaPaym02m4KDg/WDH/xARUVFKioqUktLi4YNG6axY8fq17/+tSR1eC8vzKttq2CLxaKpU6e2q580aZIKCgp07NgxfjgwmczMTK1bt06GYWjx4sW6//77r7qAtD3P0r9/fz3++OM6e/asioqKVFJSoqSkpFs5bHRC27ycmJioZ599Vs8884x27typRx55RDab7arzddudDF/cpAD+cT3rq8Q83N0xD3cdX7a++mseJqT1MHa7XRaLRQ6Ho8P6tvLo6Ghv2YgRI9rtWHP69GkFBQXxYZtdjNVqVWRkpBoaGrw/KFyJD8U1p9WrV2vDhg0aPHiwnnrqKQ0YMMCn/syZM1q3bp1uv/1271bPbSwWi26//XYVFRXp3Llz/HBgAkVFRfrb3/6m6dOnt9tIwGazadSoUTp37pzOnz+vyMhI1dTUdNhPW/mVW7jDf65nfWUe7n6Yh7umL1tfJfltHuaZtB7GarVq8ODBOnHihFwul09da2urDh8+rKioKMXExGjZsmU+tzm2cTgcOnbsmEaNGuX3S8G4fsOHD1dzc7NOnz7drq60tFTSpXf+YA6bN2/Whg0bNGHCBK1cubLDBSQwMFC7du3S559/3mEfbbtO2e32mzpWdE5ra6t27dqlnJycDuuv/PsaOnSoamtrVV5e3q5dYWGhrFarEhMTb+Zw0UnXs74yD3c/zMNdT2fWV0l+m4f5CbsHSktLU3Nzs959912f8szMTNXU1Gjy5MmyWCwaNGiQSktLtWvXLm8bwzC0Zs0atba2drhhAcyv7e9tzZo1PpsTnDp1Sps2bVJ4eHiHn9+EW6+lpUUZGRmKi4vT008/fdVtuWNjYzVo0CAdPny43Q/+R48e1datW2W32/ksLZNITk5WRESEduzY0e7DbXNycrR//34NHDhQ/fr1U1pamiTpnXfe8dmoKTs7W8eOHVNKSop3dzH4X2fXV+bh7od5uGvp7PoqyW/zMLc79kDf+ta3tHXrVm3atEllZWUaOnSoTp8+rf379ys6OlqLFy+WJC1cuFB79+7VL37xC40fP159+/ZVUVGRSktLlZqaqsmTJ/v5TPBVpKamavr06dq+fbueffZZjRkzRhcvXlReXp7cbreefvppBQcH+3uY0KXb4i5cuKDExEStX7++wzYxMTH65je/qccee0wrVqzQ66+/rpSUFPXt21fnz59Xfn6+LBaLvve97/HskkkEBQXpu9/9rn75y1/qxRdfVGpqqmJiYlReXq6DBw8qODhY3/ve9yRJU6dO1ebNm5WXl6dly5Zp1KhRqq6u1p49exQcHKyHH37Yz2eDK3V2fWUe7p6Yh7uO61lf/TUPWwzDMG5KzzA1l8uljIwM5ebmyuFwKDw8XCkpKXrggQd8njOrqqpSRkaGDh48KIfDoZiYGM2cOVPz58/nwzZNbtWqVcrKytJbb73V7vN2PB6PPvroI23ZskXnz5+XzWZTcnKyFixYwLt8JrJhwwatXr36mm2Sk5O9u4WdPHlSf/rTn3To0CHv5xuOGDFC8+bN4xkIEyoqKtIHH3yg4uJiXbx4UZGRkRozZowWLFjgc6ub2+3W+++/r+zsbFVVVSk0NFSjRo3S4sWLNXDgQD+eATrS2fWVebjrutb6yjzcNVzv+uqPeZiQBgAAAAAmwjNpAAAAAGAihDQAAAAAMBFCGgAAAACYCCENAAAAAEyEkAYAAAAAJkJIAwAAAAATIaQBAAAAgIkQ0gAAAADARAhpAAAAAGAihDQAAAAAMBFCGgAAAACYCCENAAAAAEyEkAYAAAAAJkJIAwAAAAATIaQBAAAAgIkQ0gAAAADARAhpAAAAAGAihDQAAAAAMBFCGgAAAACYCCENAAAAAEyEkAYAAAAAJkJIAwAAAAATIaQBAAAAgIkQ0gAAAADARAhpAAAAAGAihDQAAAAAMBFCGgAAAACYCCENAAAAAEyEkAYAAAAAJkJIAwAAAAATIaQBAAAAgIkQ0gAA6IFeeeUVpaen6yc/+Ym/hwIA+AJCGgAAPUxlZaUOHTqkgIAAHThwQNXV1f4eEgDgCoQ0AAB6mK1bt8owDN1///0yDEPbtm3z95AAAFcgpAEA0MNs27ZNffr00YIFCxQWFqatW7f6e0gAgCsE+nsAAADg1ikqKtLZs2d13333yWazacKECdq2bZuKi4uVnJzsbbdq1SplZWXptdde05YtW7R7927V1taqV69emj59uubPn6+QkBBv+yeffFIRERFasWKF1q9fr+3bt2vy5Ml66KGH/HGaANClcSUNAIAepO2qWVpamiRpypQpPuVf9NZbb2nLli0aPXq0vvGNbygoKEjvv/++VqxYIbfb7dPWMAy9/vrr+vjjj5WUlKQRI0bcxDMBgO6LK2kAAPQQbrdbO3fuVFxcnIYMGSJJSklJUWhoqLKzs/Xwww/LZrP5HFNdXa0VK1Zo0KBBkqSWlha99dZbys7O1l//+lctWLDA2/bEiRO6ePGifvnLXyoqKurWnRgAdDNcSQMAoIfIzc1VQ0OD9yqaJO8tj/X19dqzZ0+7Y+69915vQJOkwMBAPfroowoODtZnn33m09bj8Sg9PZ2ABgBfEyENAIAe4ou3OraZOnWqT/2VUlNT25WFh4crKSlJlZWVcjqdPnWTJk26UcMFgB6L2x0BAOgBampqtH//fknSc88912GbgoICORwOnythERERHbaNjIyUJLlcLm8bu93e7nZJAMD1I6QBANADfP755/J4PBo6dKj69OnTrv706dMqLy/X9u3b9e1vf9tb7nQ6O7x9se0KWmpfg2kAAAziSURBVFhYmLfsyt0eAQBfHSENAIAeYOvWrbJYLHrmmWc6DGlFRUV66aWXlJWV5RPS8vLyfJ5Jk6SGhgYVFxcrOjqa588A4CbgmTQAALq50tJSlZeXa9SoUR0GNEkaPny4+vTpo5MnT+r48ePe8szMTJ04ccL7vWEYevvtt9XU1KQ777zzZg8dAHokrqQBANDNZWVlSdI1Q5XFYtH06dP1wQcf+GwgEhcXpxdffFETJ05URESEjh49qpKSEg0cOFD333//zR46APRIXEkDAKAba2lpUXZ2toKDgzV58uRrtp0xY4Ykafv27d6yJ554Qvfee6+Ki4v1ySefqKamRvfcc49WrFih0NDQmzp2AOipLIZhGP4eBAAAMJdVq1YpKytLb7311lVvkQQA3BxcSQMAAAAAEyGkAQAAAICJENIAAAAAwER4Jg0AAAAATIQraQAAAABgIoQ0AAAAADARPswaAIBuxOVyaf369dq9e7ccDoeio6M1ceJELVy4UHa73duuublZH3zwgbKzs1VZWanQ0FCNGTNG6enpio+P9+mztbVVH3/8sbZs2aKzZ88qJCREo0eP1sKFCzVo0KB2Y9i2bZs+/vhjlZeXKyAgQEOGDNH8+fM1bty4m37+ANAd8EwaAADdhMvl0gsvvKCKigqlpKSoX79+OnLkiI4fP664uDj99Kc/9Qa1V199VXv37lV8fLxSUlJUWVmp3NxchYaG6rXXXlNsbKy33zfeeEO7du1SQkKCRo0apYqKChUUFMhms+mll17SsGHDvG0zMzO1Zs0a2e12TZkyRc3Nzdq1a5eampr0b//2b5oyZcot/3MBgK7G+vLLL7/s70EAAICvb+3atcrPz9fChQv1+OOPa/z48ZozZ47q6+u1b98+GYahlJQU5ebmav369Ro5cqR+/OMf64477tC0adNkt9uVm5uryspKTZs2TZKUk5OjjIwM3X777frRj36kO+64QzNmzNDAgQO1fft2lZWVac6cOZKkmpoavfbaawoPD9dPf/pTzZw5UxMnTlRKSoq2bt2qgwcP6u6775bVavXnHxMAmB7PpAEA0E3s2LFDERERWrBggbfMYrFo6dKlCggIUH5+viQpOztbkrRkyRIFBQV5286dO1exsbHKz89XY2Ojt09JevDBB2Wz2bxtp0yZouTkZB07dkxOp1OSlJubK7fbrbvvvtvnStyQIUOUlpYmh8Ohw4cP36SzB4Dug5AGAEA34HK55HA4lJSUpMBA30fOg4ODFRYWpvr6eklScXGxbDabkpOTfdoFBARo9OjRamlp0YkTJyRJp06dUnBwsBITE9u9ZnR0tPe12/qVpNGjR7drO3bsWJ82AICrY+MQAAC6gaCgIC1fvly9evVqV1dVVSWXy+UNZQ6HQ7179+7wtsO4uDhJ0oULFyRJ3/3udzt8PcMwVFZWJqvV6n1Nh8Ph00dH/dbU1FzvqQFAj0NIAwCgGwgKCrrq7olvv/22JGnWrFmSLu3sGBoa2mHbsLAwSZLb7ZYkjRo1qsN2n376qc6dO6fp06crJCREktTS0iJJHfbdVtbWLwDg6ghpAAB0U83Nzfrd736nHTt2aMSIEZo9e7a3zmKxfOV+N27cqNWrVysyMlJLly7t1DFf5/UAoKchpAEA0A2VlZXpzTff1MmTJzVmzBg999xzCgj4eo+i19XV6Te/+Y1ycnLUp08f/fCHP1Tv3r1v0IgBAG0IaQAAdDOZmZlat26dDMPQ4sWLdf/99/sENJvNptbW1g6P9Xg8kuSz66MkFRQUaNWqVaqpqVFaWpoee+wxhYeH+7Rp27CkrY8rtb3elTtEAgA6RkgDAKAbWb16tTZs2KDBgwfrqaee0oABA9q1iYyMvOoGHm3lUVFR3rIdO3boV7/6lcLDw7Vs2TJNmDChw2MjIyO9fbQ929ambVORth0hAQBXxxb8AAB0E5s3b9aGDRs0YcIErVy5ssOAJklDhw5VbW2tysvL29UVFhbKarV6t9w/c+aM3nzzTfXp00f/8R//cdWAJklJSUmSpAMHDrSraytrawMAuDpCGgAA3UBLS4syMjIUFxenp59+ut1npV0pLS1NkvTOO+/43JqYnZ2tY8eOKSUlxXslrO22yeeff77D7f2vNHHiRNlsNn344YfeD7iWLgW9Tz/9VHa7/aq7RQIA/o7bHQEA6AaKiop04cIFJSYmav369R22iYmJ0Te/+U1NnTpVmzdvVl5enpYtW6ZRo0apurpae/bsUXBwsB5++GFJl7bL37t3r8LCwrRt27arvvbixYtltVoVExOjhQsX6t1339Wzzz6riRMnqqWlRbt379bFixf1/e9/v92zbgCA9iyGYRj+HgQAAPh6NmzYoNWrV1+zTXJyslauXCnpUgB7//33lZ2draqqKoWGhmrUqFFavHixBg4cKEkqLy/Xs88++6Wv/c477/hsCLJlyxZt2LBBp06dUkBAgBITEzVv3rxr3ioJAPg7QhoAAAAAmAjPpAEAAACAiRDSAAAAAMBECGkAAAAAYCKENAAAAAAwEUIaAAAAAJgIIQ0AAAAATISQBgAAAAAmQkgDAAAAABMhpAEAAACAiRDSAAAAAMBECGkAAAAAYCKENAAAOqGyslLp6elatWqVv4cCAOjmCGkAANxkWVlZSk9PV1ZWlr+HAgDoAghpAAAAAGAihDQAAAAAMJFAfw8AAAAzcblceu+995STkyOn06nevXtrxowZSktLa9e2uLhYmZmZKi4uVm1trcLCwjR8+HDNnz9fycnJqqys1JNPPultv2rVKq1atUpPPPGE7rrrLkmS2+1WZmamtm3bpqqqKtntdk2YMEEPPPCAwsPDb9VpAwBMhJAGAMBlTqdTL774oioqKjR8+HBNnjxZDodDf/7zn5Wfn+/Tdv/+/frZz36moKAgjR8/XtHR0Tp37pz27NmjwsJC/epXv1JYWJjmz5+vkydPKi8vT6mpqRo0aJAGDRok6VJAW7FihY4cOaKRI0dq7NixKi8v18aNG3Xw4EGtXLlSYWFh/vijAAD4ESENAIDL1q5dq4qKCt1777166KGHvOWlpaVauXKlT9vMzEy1trZqxYoV3tAlSevXr1dGRoYOHTqkqVOnaunSpcrKylJeXp6mTJnivYImSe+//76OHDmixx57THPnzvWWb968Wb/+9a/1xz/+Uf/0T/90804YAGBKPJMGAICklpYWbd++XREREVqyZIlP3ZAhQ3TPPff4lI0bN05LlizxCWiSNGDAAElSU1PTNV/P4/Fo48aNSkxM9AlokjR79mwlJydr27Zt8ng8X/WUAABdFFfSAACQdObMGbndbk2YMEGBge2Xx9TUVK1bt877fVtoc7vdKisrU0VFhUpLS7V169ZOv57L5VJ0dLTWrl3brt7tdqu+vl7nz59X3759v+JZAQC6IkIaAACSGhoaJEkREREd1kdFRfl8f+HCBa1Zs0Y5OTlqbm5WVFSU4uPjNWnSJG3ZsuVLX8/lckmSysvLVV5eftV2VVVVhDQA6GEIaQAASN6dFGtrazusv7Lc4/HoZz/7mc6cOaOlS5dqxowZ3nB38ODBToW0tg1BZs+erX/5l3/5usMHAHQjPJMGAICk/v37KzQ0VAcPHpTb7W5Xf+XujmVlZSorK9O0adN0zz33+Fx9q6mp6fTrBQcHq7i4WIZhtKvfuHGjfv/736ulpeUrnA0AoCsjpAEAICkgIECzZs2S0+nU//7v//ps2HHixAllZmZ6v2+r+2IgczgcWr9+vU8bSbJYLO3KAgMDNXPmTJWXl+vDDz/06efMmTN6++23debMmQ6fjwMAdG/M/AAAXJaenq4DBw5o06ZNKikp0ciRI1VXV6ecnBz1799fdXV1kqSEhAT169dPBQUFeuWVV5SQkKALFy6ooKBACQkJOnPmjDZv3qyoqCilpqZ6r7R99NFHOnPmjNLS0jRkyBAtWbJEhw4d0tq1a7Vnzx4lJSWprq5Oubm5slgsevjhh/35xwEA8BPryy+//LK/BwEAgBnYbDbNmDFDLS0tOn78uA4ePKi6ujrNmDFDixcv9m6ZP3nyZKWmpqq2tlbHjh3TkSNHZBiG7rnnHj366KMqLS3V0aNHlZycrKSkJMXGxqq8vFylpaU6dOiQhg0bpsTERAUFBWnGjBnyeDwqLS1VYWGh6urqNHbsWD311FPttvcHAPQMFqOjG+EBAAAAAH7BM2kAAAAAYCKENAAAAAAwEUIaAAAAAJgIIQ0AAAAATISQBgAAAAAmQkgDAAAAABMhpAEAAACAiRDSAAAAAMBECGkAAAAAYCKENAAAAAAwEUIaAAAAAJgIIQ0AAAAATISQBgAAAAAmQkgDAAAAABMhpAEAAACAiRDSAAAAAMBECGkAAAAAYCL/H2hr49TVsfi+AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 332, "width": 436 } }, "output_type": "display_data" } ], "source": [ "state_name = 'NY'\n", "\n", "def prepare_cases(cases, cutoff=25):\n", " new_cases = cases.diff()\n", "\n", " smoothed = new_cases.rolling(7,\n", " win_type='gaussian',\n", " min_periods=1,\n", " center=True).mean(std=2).round()\n", " \n", " idx_start = np.searchsorted(smoothed, cutoff)\n", " \n", " smoothed = smoothed.iloc[idx_start:]\n", " original = new_cases.loc[smoothed.index]\n", " \n", " return original, smoothed\n", "\n", "cases = states.xs(state_name).rename(f\"{state_name} cases\")\n", "\n", "original, smoothed = prepare_cases(cases)\n", "\n", "original.plot(title=f\"{state_name} New Cases per Day\",\n", " c='k',\n", " linestyle=':',\n", " alpha=.5,\n", " label='Actual',\n", " legend=True,\n", " figsize=(500/72, 300/72))\n", "\n", "ax = smoothed.plot(label='Smoothed',\n", " legend=True)\n", "\n", "ax.get_figure().set_facecolor('w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Running the Algorithm\n", "\n", "#### Choosing the Gaussian $\\sigma$ for $P(R_t|R_{t-1})$\n", "\n", "> Note: you can safely skip this section if you trust that we chose the right value of $\\sigma$ for the process below. Otherwise, read on.\n", "\n", "The original approach simply selects yesterday's posterior as today's prior. While intuitive, doing so doesn't allow for our belief that the value of $R_t$ has likely changed from yesterday. To allow for that change, we apply Gaussian noise to the prior distribution with some standard deviation $\\sigma$. The higher $\\sigma$ the more noise and the more we will expect the value of $R_t$ to drift each day. Interestingly, applying noise on noise iteratively means that there will be a natural decay of distant posteriors. This approach has a similar effect of windowing, but is more robust and doesn't arbitrarily forget posteriors after a certain time like my previous approach. Specifically, windowing computed a fixed $R_t$ at each time $t$ that explained the surrounding $w$ days of cases, while the new approach computes a series of $R_t$ values that explains all the cases, assuming that $R_t$ fluctuates by about $\\sigma$ each day.\n", "\n", "However, there's still an arbitrary choice: what should $\\sigma$ be? Adam Lerer pointed out that we can use the process of maximum likelihood to inform our choice. Here's how it works:\n", "\n", "Maximum likelihood says that we'd like to choose a $\\sigma$ that maximizes the likelihood of seeing our data $k$: $P(k|\\sigma)$. Since $\\sigma$ is a fixed value, let's leave it out of the notation, so we're trying to maximize $P(k)$ over all choices of $\\sigma$.\n", "\n", "Since $P(k)=P(k_0,k_1,\\ldots,k_t)=P(k_0)P(k_1)\\ldots P(k_t)$ we need to define $P(k_t)$. It turns out this is the denominator of Bayes rule:\n", "\n", "$$P(R_t|k_t) = \\frac{P(k_t|R_t)P(R_t)}{P(k_t)}$$\n", "\n", "To calculate it, we notice that the numerator is actually just the joint distribution of $k$ and $R$:\n", "\n", "$$ P(k_t,R_t) = P(k_t|R_t)P(R_t) $$\n", "\n", "We can marginalize the distribution over $R_t$ to get $P(k_t)$:\n", "\n", "$$ P(k_t) = \\sum_{R_{t}}{P(k_t|R_t)P(R_t)} $$\n", "\n", "So, if we sum the distribution of the numerator over all values of $R_t$, we get $P(k_t)$. And since we're calculating that anyway as we're calculating the posterior, we'll just keep track of it separately.\n", "\n", "Since we're looking for the value of $\\sigma$ that maximizes $P(k)$ overall, we actually want to maximize: \n", "\n", "$$\\prod_{t,i}{p(k_{ti})}$$\n", "\n", "where $t$ are all times and $i$ is each state.\n", "\n", "Since we're multiplying lots of tiny probabilities together, it can be easier (and less error-prone) to take the $\\log$ of the values and add them together. Remember that $\\log{ab}=\\log{a}+\\log{b}$. And since logarithms are monotonically increasing, maximizing the sum of the $\\log$ of the probabilities is the same as maximizing the product of the non-logarithmic probabilities for any choice of $\\sigma$.\n", "\n", "### Function for Calculating the Posteriors\n", "\n", "To calculate the posteriors we follow these steps:\n", "1. Calculate $\\lambda$ - the expected arrival rate for every day's poisson process\n", "2. Calculate each day's likelihood distribution over all possible values of $R_t$\n", "3. Calculate the process matrix based on the value of $\\sigma$ we discussed above\n", "4. Calculate our initial prior because our first day does not have a previous day from which to take the posterior\n", " - Based on [info from the cdc](https://wwwnc.cdc.gov/eid/article/26/7/20-0282_article) we will choose a Gamma with mean 7.\n", "5. Loop from day 1 to the end, doing the following:\n", " - Calculate the prior by applying the Gaussian to yesterday's prior.\n", " - Apply Bayes' rule by multiplying this prior and the likelihood we calculated in step 2.\n", " - Divide by the probability of the data (also Bayes' rule)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def get_posteriors(sr, sigma=0.15):\n", "\n", " # (1) Calculate Lambda\n", " lam = sr[:-1].values * np.exp(GAMMA * (r_t_range[:, None] - 1))\n", "\n", " \n", " # (2) Calculate each day's likelihood\n", " likelihoods = pd.DataFrame(\n", " data = sps.poisson.pmf(sr[1:].values, lam),\n", " index = r_t_range,\n", " columns = sr.index[1:])\n", " \n", " # (3) Create the Gaussian Matrix\n", " process_matrix = sps.norm(loc=r_t_range,\n", " scale=sigma\n", " ).pdf(r_t_range[:, None]) \n", "\n", " # (3a) Normalize all rows to sum to 1\n", " process_matrix /= process_matrix.sum(axis=0)\n", " \n", " # (4) Calculate the initial prior\n", " #prior0 = sps.gamma(a=4).pdf(r_t_range)\n", " prior0 = np.ones_like(r_t_range)/len(r_t_range)\n", " prior0 /= prior0.sum()\n", "\n", " # Create a DataFrame that will hold our posteriors for each day\n", " # Insert our prior as the first posterior.\n", " posteriors = pd.DataFrame(\n", " index=r_t_range,\n", " columns=sr.index,\n", " data={sr.index[0]: prior0}\n", " )\n", " \n", " # We said we'd keep track of the sum of the log of the probability\n", " # of the data for maximum likelihood calculation.\n", " log_likelihood = 0.0\n", "\n", " # (5) Iteratively apply Bayes' rule\n", " for previous_day, current_day in zip(sr.index[:-1], sr.index[1:]):\n", "\n", " #(5a) Calculate the new prior\n", " current_prior = process_matrix @ posteriors[previous_day]\n", " \n", " #(5b) Calculate the numerator of Bayes' Rule: P(k|R_t)P(R_t)\n", " numerator = likelihoods[current_day] * current_prior\n", " \n", " #(5c) Calcluate the denominator of Bayes' Rule P(k)\n", " denominator = np.sum(numerator)\n", " \n", " # Execute full Bayes' Rule\n", " posteriors[current_day] = numerator/denominator\n", " \n", " # Add to the running sum of log likelihoods\n", " log_likelihood += np.log(denominator)\n", " \n", " return posteriors, log_likelihood\n", "\n", "# Note that we're fixing sigma to a value just for the example\n", "posteriors, log_likelihood = get_posteriors(smoothed, sigma=.25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Result\n", "\n", "Below you can see every day (row) of the posterior distribution plotted simultaneously. The posteriors start without much confidence (wide) and become progressively more confident (narrower) about the true value of $R_t$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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VxOU7jWudc13v/QOb7PufsLqAl9VMf98m29wUo4XF/h/ilYGfBnzROfdG4nKUEXEc4t8Sv00AeL33/u7RuZFz7l3Ejuk/Av7SOfcHwK3EjuoVxHMGrAToB1OC+1zw84845zzQtajGqPLSbwH/etTOlc653yZ2f2uj/v4a8YTMDlOsmLSZ53K+2EF9vDpjW94E1o9kbHuyc+4J3vs7U9vDgcJuXdxOiKkjh16IC4c3Av93uzuxRVjN9fDPfcRl9/4zq2L+T4nz8VmZ4dcAy6OfX0ksFu4FbiQWhSvE1Vr6o2P+GHjTZjs+qs3+wdHX/cBnc/p3XvHev5m44s+AuOrOu4iz1ncQv1V4PLFT/ibv/b9Pnf5a4C9HP7+AuFrP14B7iHP0Lyd2h28AXpE692usivq3EP8O0vX0f43VeMV3AP+DOFt/O/GzvJr4d/kTo3jP1NjkczkvbHcfnXN/i/HysEamAB8Nim/O2DXm0o/evIRv0CTohRghQS/EBcLIBX0J8T/kFwJt4tVE/4Z4MPMM7/2P5JXu9N7fROz+/QGx8GkTV0e5iVigPsl7/1ni2M5p4mor0xog/WHw83ZOhh3De/8G4mfyDmJBuEQslL9BHNN4hvf+32act0Jc+tMRD6JMpJ8D7iR2ZH8K+G7v/enUuUuj875A7LBn9WvovX8lsZj/I+AI8e+rTfw7eStwlff+wxu++QI2+lzOJ9vcx6y4zSLx7z6PLJc+naO/mvGomwS9ECMqUaT1GIQQYjtxzj2XeHJsh7h6y+kJpwhxweGc+3niOQLGRd77U3nHC3EhoQy9EEJsPz87+vxfEvNC5DKT+v67zrmbiecGvDVdt16ICwlFboQQYhsZLaxj1W3etZ19EWKH8zeM18b/Z8BvAb8kMS8udOTQCyHEeWZUAnOOWJz8FjALfJXsetxCCMB7/3nn3IuJKxx9M6sVu764fb0SYmegDL0QQpxnnHM/RVwW0+gD3+e9/+T29EgIIcRuRpEbIYQ4/xwnrnG/xKj+vcS8EEKIjSKHXgghhBBCiF2MHHohhBBCCCF2MRL0QgghhBBC7GIk6IUQQgghhNjFSNALIYQQQgixi5GgF0IIIYQQYhcjQS+EEEIIIcQuRoJeCCGEEEKIXYwEvRBCCCGEELsYCXohhBBCCCF2MRL0QgghhBBC7GIk6IUQQgghhNjFSNALIYQQQgixi5GgH+Gci5xz0Xb3QwghhBBCiPVQ3+4O7EAk6oUQQgghxFZTmVZDcuiFEEIIIYTYxUjQCyGEEEIIsYuRoBdCCCGEEGIXM5UMvXPuIPA64EXAY4ATwEeA13nvHyhx/jXAa4HvAmaAO4B3AW/z3g9Tx9aAXwJ+Bvgm4Cjw18Cvee+PT+N+hBBCCCGE2C1s2qF3ztWBjxGL7IeBtwO3Ai8BPuucOzDh/GuBTwEvAP4ceCewH3jr6E94bAX4EPAWoE0s+r8O/Bzwcedcc7P3I4QQQgghxG5iGpGblwNPBz4IfIf3/lXe++8nFt2PA14/4fx3AA3gR7z3P+G9/0XgGcDXgFc4554eHPsvgH8I/J73/m9773/Re/+DwBuBpwI/OYX7EUIIIYQQYtcwDUH/48SlHn81FY95A3AOcHknOueeDDwNuM57/xHb7r0/AbyZuJzPjwanvAp4BPiVVFNvBe4GvmXDdyGEEEIIIcQuZFMZ+lGe/VnAnd77e8N93vtzzrkbgec75x7rvb8/o4lrR58fz9h33ejzmtG1Hk8s2N/vvV9JXesEcZ5eCCGEEEKIC4rNToq9lNjlvytn/53A84HDQJagf/Toc8353vv7nHO90bkATxl9fto5Nwv8/dG2JeCj3vsvb+gOhBBCCCGE2MVsVtC3Rp+LOfvPjj5nN3G+nfuo0ec88FXgCeGBzrnfB17hvS9c6dU594Wi/UIIIYQQQuwmplWHPk9EF4rrdZ5vgv7fEZeqfDYwN/q8FXgZ8QRdIYQQQgghLhimUof+PGETbnvAD3nvT4++3+Sc+3vA7cSTZn+vqBHv/TOztjvnyg4+hBBCCCGE2DFs1qHvjD7zBga2fSVnf5nz7dyTo8+/CsQ8AN77u4EvAo93zh0q6rAQQgghhBB7ic0K+uPEzvljcvbb9ody9h9NHZfgnJsDDgTnPjj6PJPT1umc7UIIIYQQQuxZNiXovfd94EvA05xzF4X7RivIPpd49dj7cpq4afT5fRn7vpe4Dv2No+83An3iRazGGF3r24Fj3vtT67wNIYQQQgghdi3TmBT7QeJqNW9KbX81sfP+Ie995Jybdc49yTn3JDvAe38LcBvww86559j2kTv/G6OvHxodewL4U+DZzrn0irD/mri85YencD9CCCGEEELsGqYxKfZ3gJ8EXuqcu5rYdX8K8ALiuMxrR8c9G7h+9HMlOP+lwMeA65xzHyKOzryQeKGod3rvbwqO/VfAc4D3OudeDPxf4OrRtjuB/2cK9yOEEEIIIcSuYdMOvfe+C3wPcXWZxxGXj7waeB9wrff+ZMHpeO8/BTyPWOz/EPASoA38yqit8Nj7iFeXfR/wZODngCuA3wWu8d4f2+z9CCGEEEIIsZuoRJGqNcJq2Urv/XZ3Zc/T7Xbp9XrMz89vd1eEEEIIIbaLyuRDyjGthaWEKM0NN9zA9ddfz8pKXjVTIYQQQghRFgl6cV45e/YsZ86cYTgccuLEie3ujhBCCCHErkeCXpxXHnzwweTnkycLp1cIIYQQQogSSNBfQAyHQ44cOcLi4uK29UGCXgghhBBiukyjbKXYJTz88MPccsstAFxzzTU86lGPOq/X73a7LC0tUavVGA6HLC4u0u/3qdf111AIIYQQYqPIob+ACJ15E/bnE5sEOzs7S6PR4Bvf+AZ/8Rd/IadeCCGEEGITSNBfQJw7dy75eXl5mfNdsrTT6QAwMzPDyZMnOXHiBMeOHeO+++47r/0QQgghhNhLSNBfQISCPooi2u32eb2+OfStVoterwdAr9djaWnpvPZDCCGEEGIvIUF/gRBFUSLo9+/fD7Btgn5mZoZ+vw9I0AshhBBCbBYJ+guE5eVlhsMhMzMziaBfXl6eWvu9Xo9HHnmkMMZjkZtKpUK1WqVWqzEYDFhZWUkE/sMPP8yNN95It9udWt+EEEIIIfYyEvQXCObOLywsMDs7C5QT9A888ECpMpe33347n/vc5/jc5z6XK+rNoR8Oh9TrdVqtFrVabawvX/va1zh69Cj333//5JsSQgghhBAqW3mhEAr6ubk5YLKgv+222/jABz5AFEU897nP5YUvfGHusY888ggAx44d46677uIJT3jCmmPMoR8OhzQaDWZmZpKSlefOnaNarSaDh2PHjvH4xz9+nXcphBBCCHHhIYd+BzAcDscmrG4F5o7Pzc0lgn5Shv62227j9OnT3Hnnndxwww2Fx5pYBzh16lRhHwaDAY1Gg1arRbUa/xVcWlrioYceSo49ceIEw+Fwwl0JIYQQQggJ+h3A1772NT7+8Y9z5MiRLbuGCe5Wq1XaoT9x4gSnT59Ofj579mzmce12O8nAF7Vrfej1etTrdWZmZqjVakRRxNLSEkePHgXijP1gMEiuLYQQQggh8pGg3wHcddddQLzY01ZVfLEykRZ1qVQqrKys5Lrgg8GAe+65JxHqZ8+eHXPQQ0zoF0227fV6DAYDarUa3W6XSqXCwsJCUvFmeXk5idscPnwYiAcRQgghhBCiGAn6bWY4HFKpVJLvd99995Zcx6rGNJtNqtUqzWaTKIoSoZ/m1KlTnD17llqtxtzcHP1+P1fQmxC/+OKLqdVq9Hq9Ne2Gi0pZ1Gffvn3U63V6vV7i8lerVS666CKg3KTdxcVF7rzzzrE3BEIIIYQQFxIS9NvMuXPnxlzyaZaSDAkFPcROfbg9zUMPPUSv1+PQoUNccsklpQT9/v37c/P5YeTHxP78/Dz1ej1x6CEW/DMzM2PnFHHrrbdy2223cd111yUZfSGEEEKICwkJ+m3mzJkzAKVz7RslLejtM8+hP3bsGL1ej/3793P55ZcD8OCDD2aWpCxTQceuU6vV6Pf7VCoV5ufnE0ff2piZmaHVagHlBL3FcrrdLvfcc8/E44UQQggh9hoS9NuMCfrHPOYxwNas3jocDhMRbWUizaHPE/SnT5+m3++zsLDAZZddRq1WY3FxMdPRN2d8dnZ2oqC3eJFVubHFpTqdDoPBYMyhn+S4dzqdsbcbWnFWCCGEEBciEvTbjAn6Sy+9NDd/vlnCCbGhoA73pTl79mwi6B/96EdTq9U4d+5cpmseuv95i1alM+7NZjN5S2Bt9Pv9NQ590cqz6QWvturthhBCCCHETkaCfpsxR35+fj4Rw9N26dNxG5icoV9cXGQwGDA3N8cll1xCvV6n3W6v6Vu/32c4HFKr1ZIJtJDv0JtAbzQaSR+q1Sq9Xo9+v5/Upm80GoWTdq2PAJdddhkgh14IIYQQFyYS9NvMRurDr5ciQZ8lmKMoSsTyoUOHmJ+fp9Vq0e/317ji6bZtUJKOy6Sv02w2kz5UKpVE0Fvcxlz6otiNlcu85JJLqFardLvdqb/dEEIIIYTY6UjQbyOhu33s2DG+/vWvs7i4eF4c+qJJsb1ej+XlZarVKvv372dmZoZms0m/31/jgpedbGuRm9Chtzx/pVIZi9wApSrdhNV15ufnAcVuhBBCCHHhIUG/jZhYPX36NDfddBPLy8s88sgj59Whz4rcdDod2u029XqdhYUFZmdnE4d+kqDPazcduWk2m4WCvkylG6uMs2/fvkTQ58Vuzp49q7KWQgghhNiTSNBvIyZWzWlutVqZOfXNst7ITafTYWVlhVqtljj0tqJrWjCHkSGAer1OpVJJ3j4YWZNirQ/WjyyHPk+ED4dDer0elUqFZrNZGFc6ceIEn/jEJ7jpppsy2xJCCCGE2M1I0G8jJrRN7DabTdrt9rZn6JeXl+n3+zQaDebn55PKM/1+P3HF89quVCpJ26GIt+uYyA8jN8PhkOFwSBRFybZJDn26ck+eQz8cDrn55puB+E2IMvZCCCGE2GtI0G8jVkd9OBxSqVRYWFggiqJksue0KMrQZ0Vuzp07x2AwSEpLhoJ50qRYyI7dZFW5MfE+GAyA1Rr1MDlDn34zkOfoP/LII2Mi//Tp05ntCSGEEELsViTot5Fut0un06FerzM7O8vFF18MrNamnxahm20UOfQm6GdmZpLj9u3bB+QLehPWkD0x1tx6E+9h5MZc+7DmvLWRJ+jLTsZN9/fkyZOZ7QkhhBBC7FYk6LcRy6rX63Xm5+e56KKLgHgCZ96CSrfffjuf//znx/Lpk9iIoB8Oh7RarTWC/ty5c2N9M8G9Xoe+2WxSrVapVqtJ3CZsd9LCV2mHPu+Ng8WXbLB06tSpzPaEEEIIIXYrEvTbiAl6y6ofPHiQWq3G0tLSmkmkEAv9r3/96zz00EPrEqbWlkVcIF7MqVarEUXRmmstLS0lDr0J5fn5eWq1Gp1OZ0xkl8nnh7Eic+jtmHq9TrVaTban28h6DlnXnSToL7/8ciCO3BStPiuEEEIIsduQoN9Gut3umEM/NzdHrVaj1+tlOtN33HFH8vPx48dLXydL0EPstt91111rcufLy8sMh0OazSZHjx6l2+0yMzNDtVql0+mMxWDK5PPDNwTptwX1ep0oihLRb1hfJzn06XKZvV5vTLCHDr1dP291XCGEEEKI3YgE/TZi4rjRaLCwsECr1aJer2cK+l6vx4MPPph836ygHwwG3HnnnRw/fpy777577Ph2u81wOGRlZYWvfvWrXH/99czMzFCv10s59Ok8u12/VqvR7/fHKuGEgj6cFFvWobfITdhmGO+xEqBzc3OlFqsSQgghhNhtSNBvI6Ggn5ubSxZb6vf7a0SnOc2zs7NAHB1Jx1TyyBL0999/P7VaDYCjR4+OHb+0tJREccyVP3r0KNVqlW63OyaYi/L5aYfeBHvYj0ajkWTow+hNmK/Pus8ybwZWVlaIoih5u1BmsSohhBBCiN2GBP02EUVRsjpqvV6n1WolojOKojW16O37gQMHOHDgAMPhsFSOfjgc0u/36Xa7iYAHOHLkSPL92LFjmTGVcNvZs2epVqvJAlCwOlCwWvBG2pQnB24AACAASURBVKG3z2o1/usWCvp6vZ4IdhvMGJMWv4Ls6jom6O0+bNGpSYtVCSGEEELsRiTot4lwJdVqtZqIXBOf6QWSQnG6f//+sW2TrnP33Xdzyy238PDDDwOxyF9cXKRWq9FoNFhZWUlq3w+HQ9rtdiLmTagPh8NEfNt1TWins/lphz4dm0kLeovhWCQn3U5W7CZ06O+55x4+85nPJNvyBL0ceiGEEELsRSTot4ler8dgMEhEtQlni9TkCfrZ2dl1Oc39fp/jx49TrVa56aab6HQ6Sa7cKusMBgNOnDiR9MveHDSbTQ4ePJhUuAHGBH3eZNu0s17k0FvkplKpjLn1We2EmCi/++67+cpXvsLJkyeTGvN2vBx6IYQQQlwISNBvE/1+n16vR71eH8uB24qseZGbcHKnCfMibGVUE+T33nvvmrYGg0HSlk3INUF/6NAh5ubmEhFuk2XtHmA8Pw/5k2KNLIc+iqKkwk/6uLSgD7P74eRguwdz6NOxHDn0QgghhNiL1CcfIrYCE83VanVM0OdFbsJqLUYZYWqC1wT9uXPnxmrL93o92u32mEjv9XpJ2cp9+/YxHA6p1WpJHfm0oC8bucmaFLuRDL2122g0xgY+Ngk2Hb2x+5WgF0IIIcReRIJ+mzDhXKvVxiZ2TnLoZ2dnk+x9meiICfpLL700acdiPQsLCywtLbG0tJS0ZQ59FEU0m01mZmaSibtWK94E8aQMve03wW65/HTkJl3W0rDj0g5/2O5wOGRmZoZKpUK1WmVlZSVX0CtyI4QQQoi9iAT9NtHv9xOhnOXQh4K+0+kwGAxoNBo0Go11CVMT9IcPH6bX67G0tDQm6E+dOjUWubH8PJAIeovDRFHEYDBIBH2eQ28TXAeDAYPBYGLkxgS/nWPkOfRhlZ1qtcq+ffuo1WrJKrty6IUQQghxIaEM/TaRF7kxhz7Mx2dVa6lUKnQ6nbHVVdNEUZREdx71qEclNeWtos3CwgLNZjPJxUdRxMrKCoPBIBHxMzMzzM/Pjy0AZX3LE/Thtn6/X+jQhyK+bJUbE/gm2BcWFjh48GASwUlPxg1Xk61Wq2N9EkIIIYTY7UjQbxMm6NMO/cLCAjAu6M1RNme+UqmUcpvTde5tsGATZefn55MFnCx7boK+Wq0mbwTm5uaS/HtYIz9rUSkjFPRFDr1hGf3Qjbd2T548ybFjx5Lt1l4o6Pft20e9Xqfdbq9x6MP+KXYjhBBCiL2GBP02YUK3VqtNFPRZq6KWEaYmzpvNJrVajfn5eYbDIadPn6ZSqSTXsgmzKysrSQa9VqslQt7eIoRuvt0D5At0O6bIobdt4fGG5fa/+MUvcsMNNyRvFrIc+pmZmaRKjg2WbDJvuKCWYjdCCCGE2GtI0G8TJjzTgn52dpZKpUK3203E7mYFvTnt8/PzdLtdOp0Os7OziXNtgteq3Vg5TXP07dqtVovhcJjEeMpGbuy4LEFvkaEsQd9oNDh79mxyj3fffffYMaGgb7VaiaC3CcfWRkhRbXshhBBCiN2IBP154tZbb+WjH/3omCjNcujr9TrVapXBYLAmC77e6Ejo0JtA7/f7rKysJNvsmna8CXpz6I1Q0FvePq8OfdhmVl49S9DbtvSk2JMnTybbHnjggeS5WZ4fYtfdBL2JeXPgw2cb9lWCXgghhBB7BVW5OQ9EUcRdd90FwFe/+tWkFGRWhr5SqdBoNJJ6781mM9OhLxMdWVlZYTgc0mq1qNfrSYnIbrc7JujDyE2n00kWlUo79KEYDp339Tr0YQTGsFVkQ4e+Wq1y6tQpms0mc3NzLC8vc/z48eT6NhiqVCrJvIJKpUK/308iSxL0QgghhNjryKE/D5w7d27s+8mTJ3Or3MCqWE+vfBoeZz/bvixWVlYScW4Dh3AVWBPWJqYtcjMYDKjX62sc+rDqTBhr2UyVGyNL0Pd6vaQvl112GRAvuBWushvW8A9jNzZxN0/QpyfqCiGEEELsVuTQnwesqoyxuLiYlJwMnXLDRKrFabIEfRmnOczQm6C3uvDhdU1MW1QlK0PfarVoNBpJ1MYGBrC5DH3o2kdRNHY/YZWasD6/zT+oVqu0Wi16vR733XdfElfqdrsTHfqigZAQQgghxG5Cgv48cOrUKQCuuOIK7r33XhYXFxNBGTrMhonQaQj64XA4JuhNYDcajWQBKKsFb0LYBgF5Dn06clM2Q5/Oy9t+K5E5HA7HMvR23+HbguXl5WRQYZGb2267jXvvvZdOp0O9XqfX6yXPLm9SrBx6IYQQQuwVFLk5D5igv/zyy6lWq7Tb7aRSjE1uDclz6ENxWkbQ2wqz5sbbqqxWzhFIBP1wOEyiKvbmIB3xscWlzKEvE7mxaj3VajVT0A8GA2q1WiLoQ6G9srKSzCmw57S8vDwWuanVajzwwANAHGWyWvaTIjfK0AshhBBiryBBv8UMh0MWFxcBOHToEPv27QPgzJkzQLFDbxNe0yuehj/nCdPhcJjEesyhB5IFogybLGtVdcIoUDiASGfoLd8O2ZNc7Xp2D+EqsFkOvQ02QkHfbreTWI3d7/LyMt1uN4ncnDlzJulHpVJhaWlpzKFPC3q7tgS9EEIIIfYKEvRbTKfTIYqiZMLmvn37GAwGLC0tZU6IhXGHvtfrEUVRkg83JmXBQyFt0RrIFvTm0NuiUlEUZQr6ZrOZ5NzNAa/X62vatO1Z/bP+GGHkJooiBoNBkqtfXl4eK+tpC1u12+2kQpC9/Th06BCNRiMR9KpyI4QQQogLBQn6LcacYouMhIK+VqtlxlXs2E6nk5mfh/GMugngEBsI2CAgy0W3dsIKM+12myiKksWoDKuKU6lUElEd9iOrXbsHWB1IpI+3yE3YP3Pp2+02tVqNVqvFYDBIcvTnzp1LauXbsVdeeeVYWU67rhaWEkIIIcReR4J+i0kL+tnZ2aTGfJ6gDx36PEFvMZVwgaeQbrebZOWr1eoaFz1dccYy7u12e6ymuxGWuYyiKJkDkDUhNmw37dCn79cc+tC57/f7yRsDc+j7/T5zc3NEUZRUurG8PMAll1ySCPpwYan09STohRBCCLHXmEqVG+fcQeB1wIuAxwAngI8Ar/PeP1Di/GuA1wLfBcwAdwDvAt7mvR+mjj0D7M9p6pu993du9D62grSgn5mZYTAY0Ol0mJ+fzxTEoUOftUqsEQrY9P5er8dwOEwmw6axCaphLfrBYJDk1mdnZ8eOt3bSCzcVOf92D7bwU9bxg8GAarWa/LFt1v7s7CyVSiVx6O3ZWfSnXq8zMzPD7Oxs8ty63e5YhZz0M4PVNxtZcSEhhBBCiN3EpgW9c64OfAx4OnAj8GHg24CXAD/gnPs27/2ZgvOvBT45+vonwHHgHwJvBZ4A/GJw7OOIxfyfA1/JaO50xrZtJS3oLT7S6XQSlz1NuApsnkMPsThtt9uZbrMJ+jDOYqUeTbwDY5NlTUhXKpU1gt7uwWIuYYY+i9ChDyf+Zjn06ciNTdAFklr4/X4/eXbm4NugyKI4+/btS6oI5Tn0lUqFer2elNMM9y8tLXHPPffwxCc+MffNgxBCCCHETmMaDv3LicX8B4GfMEfdOfdbwKuB1wOvKjj/HUAD+Hve+4+Mzn0D8GngFc6593jvvzQ69qrR529576+fQt+3nCxBPxwO6Xa7m8rQQ3F8JHToTSx3u93ke9rBtsiNlYoMa9Abs7OziaDvdDrJRN8swmuG8Z308Ra5CSf8WvvhsxgMBomg73a7VCoVut0u+/fvT0T/wsIC9XqdbrebPPe8kpph6Uvjy1/+clL68ilPeUrmfQkhhBBC7DSmkaH/cSACfjUVj3kDcA5weSc6554MPA24zsQ8gPf+BPBmoAL8aHCKCfpbp9Dv80Ja0Ierrdr3NOZoh7Xe8yI3dlwaKysZCnqL5jQajVxBbxGZLEE/MzOTiOEiwRxuX0+G3jDRHj4LW902nH9gsSHr6/z8fCLobfCSFanJem4nTpzg5MmTANx///2ZE42FEEIIIXYimxL0zrka8CzgTu/9veE+7/054gjOYefcY3OauHb0+fGMfdeNPq8Jtl0FHPPeH9t4r88vaUEPsagdDoeJg54mdOizarcbRbXow0mxobi2LHxY1hJiQW8DiGq1mrvgla0qa/c1KUNv1XaKMvQWAwq3maC3fpigN/fe+gGrgn5ubo5ms5nMPcgbbGQJ+jvvXJ16sbKywokTJzLPFUIIIYTYaWw2cnMp8aDgrpz9dwLPBw4D92fsf/Toc8353vv7nHO90bnGVcDXnXO/CfxT4DLgbuADwH/w3mcXZd9GsgS9uctWXz6N5de73W6hk19Ui74ocmMutvUFYkFvMZRarZYr6MNoDuQ79LZvOBwmwju8nhE69HZcKOhnZ2dZXl5OVrwN40r2bEJB32g0kqjSegS9LfT12Mc+lvvvv5+HHnqISy65JPfehBBCCCF2CpsV9DbbcTFn/9nR59oZluXPnwVwzlWApwD7gMuB/w0cAL6fON7znc65H/LeD3LaYtTOF4r2T5N+v58I1jADb6uiDgaD0lVussTpeiM3thhTrVZLzkk79JZ5zxP0tqrsJIfe+mxvIrIcettnDr0J9HTkZnl5OXHoLRYUHh8K+larlbxpKCvoLUJUrVY5fPgw999/P+fOncu9LyGEEEKIncS06tDnBY7LBpHLnP8YYAn4n8BTvfcv997/M+Bbgb8BfhD45yWvd15IT+w0zOVOV1kxZmZmkhrreeUXoVjQh5GbdJWb0N1OC3o7JkvQ1+v1ZA6AVbmZJOht4GKks/KwdsKvLQ4Fq28rLJoTriZrGXrL2duAw87Pq1STfm5WU39+fp6FhQWA5P6EEEIIIXY6U6lDfz7w3j9ILOrT2086514OfIl4gu4fTWjnmVnbnXNTnwVpgj4s2wirznVe5MYca3Oj7Zw0ZavchHn2arVKo9FIBhQmsK1spb1RyBL0NqE2jNwUCXqLFoWCPryPvDhRXobe2rR+zszM0Gg0Eve/0WjQarUSQT9pwq71KxT0NoBot9sMh8OxbL8QQgghxE5ks2qlM/rMGxjY9pVNnJ93boL3/svEsZ1vmXTs+SSv5GQodLNcZBPdk1ZkLZoUa5GbtEMfnmduvF3Toiq1Wm3NIARiIdxsNomiqFSG3sS3DV5sm5F26O2YdIY+7Ls9u7x+LiwsEEVRkrPP61fYpsVrFhYWkkW1oihKFrcSQgghhNjJbNahPw4MyXDOR9j2h3L2H00dl+CcmyPOyH9p9P2K0XFf8d63U8dWgNroz44hr+Skue95VW4gFrkrKyu02+2kXGSatDA1bBXV9KRYO85cbxPFdo5l/vMiN6FDb6u1TorchNGYsM9hf0zQm9MeCnrLx5v4t2dn/UwPlmwAkDXICfsVXj906O2z3W6zvLycbBNCCCGE2KlsyqH33veJBffTnHMXhftGK8g+F3gYuC+niZtGn9+Xse97ievQ3zj6/pPADcDfzTj224E5dlh9ehOVadEZ1jjPqpMenmMucd4CSbBW0Nv3arVKpVIZq0MP47Xd0wJ7MBgkLnXW9cKYT9GABMYd+nBbup/pAU+n00ny/+HbBDvfKt3U6/U1Dr0NACxelEX6uYUOfdiGCX0hhBBCiJ3MNALCHySuVvOm1PZXEzvqH/LeR865Wefck5xzT7IDvPe3ALcBP+yce45tH7nzvzH6+qHR51+NPt/onLskOHYe+O3R1/dM4X6mhrnMacFqgr4on22Rm6IMfZ6gt+ta+2mHPly4KszQh5VxsgR9o9FIJqaaoC+boS8TuTHhb3GeZrO5Ju9erVYZDAaJYC9y6PMGS2Fd/s9//vPccccdwKpDb4JeE2OFEEIIsRuYxqTY3yF2z1/qnLua2HV/CvAC4qjNa0fHPRu4fvRzqLReCnwMuM459yHgNPBC4JuAd3rvbwLw3t/knHs78HLga865jxBn8H8QuAJ4v/feT+F+pkaeQ2/COk9w2jmWFc9b8TRP0Nt17Zz0cTMzMywtLY059BaNsRKTkxx6c/MnOfTWZrgt/RxardaYG26DmGazuWYwYpEbey7pZ2tivN/vTxT0jzzyCIPBgCNHjiQTamFV2MuhF0IIIcRuYNMO/Wgxp+8Bfg94HPAy4GrgfcC13vuTE87/FPA8YrH/Q8BLgDbwK6O2wmNfAfwI8A3gHxNXtXlodM6LN3sv0ybPoTeBWyTorRJOUT31SYLexHA6cpOVoTfX23LxeVV1woo5ZR36cFJs2G7epNiyDn3WpNgwcpP3fK3PR48eTZ7d/fffn/xe5NALIYQQYjcxlbKVI9H+C6M/ecd8gnFnPtz3GWKnvcy1/hT40w1087yT59Cb2LSMeZYoNofeFoPKolqtjtW0Twv39GJO6UmxYdsmkrP6a4R16MMqOnmEC0tlRW7Sk2KNTqeTuO8bcehtgm+RQz8YDDh+/Djz8/NUKhUqlQpLS0vs27cvGSRkrcArhBBCCLHTUJHtLSTPoTd3udFo5FZjCQV93gJJkO3Spx37oio3lrMPF4DKu54Jesvbl5kUa4Le3O+sDH36eqFDH75BsEFBUZUbi8sMBoNCQX/27Fl6vR5zc3McPHiQRqPB4mK8YLEJeov+CCGEEELsZCTot5CsspXmblerVer1+kRBXxS5gWJBb2LdnHITuaGgr1QqyXEmYIsGEM1mc2wC7XoXlsqrcmMuebiYlm0PRb0dMyly0+/3x6oJpZ9Zu91mMBgki0k1Gg3Onj2bPDcruVlU/lIIIYQQYicgQb+FZEVYTOBaffg8wWj13osiN1As6MOYi4nqcOXYsBQk5C+EFTIzM0OlUkkmxa43Q5/l0NviV9VqNVkUyp5B+h7NqY+iKLPKjQ047NllUa/XWVlZSeYApAU9yKUXQgghxO5Bgn6LCN3dUJD3+/2xBZ/yctrTiNyEGfqwL2Eteds2GAxy68KHWPWbokhLFkWRm3q9PjYfwJ6J3Vvo0JugT0+oNZrN5ti8giyq1SrdbpcoiqhUKszNzSUxHEM5eiGEEELsFiTot4gwbhMKXxOljUaDarU6MXIzqTRklqBPt1mr1cbEepZDb9eyuEkeoQMelqPMwqI85tCbaDfSDn24aJT11fbbfZmgr1aryTMMsec9KS5j+6IoYmZmhlarRbvdXjNRVw69EEIIIXY6EvRbRFEN+jKCvtVqbThyk3am6/V6sj/LoTchHR6TR6vVSkpHThL0RlbcJuyniXkb+FjbaYe+2+0yHA6TFXCzFuaKoii5P1tlN40NqiqVSvJ58OBBAE2MFUIIIcSuQ4J+i8ircGNi1VZd3YoqN1ZP3ggHDunFoWA1Y2/itigXb5EWW4iqDKFwz9tu4jzM56cd+m63m7xFMFGfdS3rY56gX15eTirk2DEHDhwAxivs2DVDut0u119/PZ/5zGdK3bsQQgghxFYjQb9FTHLoLTe+VZNibcKnOd9ZkZssh75SqRQOIKxCTljmchJlHfpwuw16wvNM0NugI0vQhwOgvJVel5aWqFarzMzMJIJ+3759wKqgz3LooyjipptuYnFxkZMnT3LyZOGaaUIIIYQQ5wUJ+i1isw59q9VKJqpuVtCH+/Mc+rCsZdH1LCpU1p23e7br5G23fRaDyYrcdDqd5L7KOPQmztOEDn2326VareYK+tChP3HixJiIf+CBB0o/AyGEEEKIrUKCfovIqkEP68vQWzWXaQj6MHKTtcJsmKGfFLkBSkVuTHDbcen7CK+XJejzJsVa/7My9KFDPylyY1GjZrOZvHlIR25Ch/706dMAXHTRRQA8+OCD6xrYCCGEEEJsBRL0W0TeBNONZOiLBPZGHPr0eekMfVHkxibFlqlyY2SVrITsDD2sRnRsW+jQWx+tkk2aMhn6lZWVsRVyW63WGkGfFbk5c+YMAI973OOYn5+n2+2OlboUQgghhNgOJOi3iLya7qGgL1O2cisiN+nzrA79cDicOCnWykJOW9CHteaBsThNnkOfl6FvtVpUKpXcyE2n00kGEfa2xAR8UeTGBP3BgwfZv38/kJ/TF0IIIYQ4X0jQbxFZi0rB6mTSZrM5caVYi7UULeCUFvThyqzVanWNUE4Leovc2CAgTygb5tCXidyEfc9aVTZL0FuboWOfV+UmC3Pcq9VqbsnJTqeT3KcNrmzBLBP0NhCzBaj6/X4ymXZhYYGFhQUAzp07V/gMhBBCCCG2Ggn6LaJM5MZWLM2iXq/nxkrSx4XXs890XCWdj09HbkzQW5wlj7BsZfhWIAsT3yb+Q0EfDgjW49BbHyc59ECuQ9/tdpMqOfa7sN9Hv99fU+2n3+8n7vz+/fupVqvMz88DcuiFEEIIsf1I0G8RkwR9vV6nXq/nRldqtVoieotEfZ6gN7Frwj7dn1Dopx36PPfbzluvoDfhnC5NGfYj3c/w2KyFpYoc+qIqN8PhkF6vN/aGwibAWo7enP1wAS7LylvURg69EEIIIXYKEvRbxKQqN9VqNRGSWfXczUEu69BbG3kO/aTIjUWBJkVubCBiFXiKCGM2kwR9kUMf1s0P92c9m36/z8zMDJVKJfPth4n12dnZNQtYpSfGhoLeJtjOzc0ByKEXQgghxI5Bgn6LyHPow/r06XrwIVEUJaK2yAlPLxKVdujLRm4szlKtVpNJsnnXMzE9yaG39mBthn6SoM/K0KcnxWYxGAyYmZlJ4kzptx8m6GdmZtaUxywS9LbNsvbNZpNGo0G/38+N9gghhBBCnA8k6LeIMoI+LcZDwlr1eZM7Ya0QLuvQ50VuarVaoaC3vHsURbn5//AerB+huA/7k47cFE2KNUFvGfo8hz7Mw6fvI+3Qh4I+Xaoyy6E3QQ+rsZtJLv2ZM2fk5AshhBBiy5Cg3yLyIjfh9qySk4YJ7UqlUlrQR1GUtG+COC9DH17b3OwoiqjX64nAz8L2AxPz/da2HVvGoU/3P70vy8EPSVcQKhL0FjOy35FFoNKr/IaC3lx8KBe7OXPmDJ/61Kf49Kc/PfGNhhBCCCHERpCg3yLW49BnCT2LqBTVqgfG6sbbyq+2HdY69OnITbpspa0kW+TQh5VrinL0JuKLJsWm3xiYQ59V5SacuGu5/zRW5cae23oc+jxB3+1210RuYO0k2jRRFHHzzTcnbzOOHDmS+6yEEEIIITaKBP0WYG55VtbbxHmz2Szl0BeVtjRCwZsW/3kZ+nB76NBbXCVPqIeLOk0S9OmylUWRm3Q/88pWdrvdwpy/Oe5WQSgtttMOfRlBv7S0RBRFyUDBmFQe8/jx45w5cyb5Pd91110TJxILIYQQQqwXCfotIM+dh/IOfZgFnyToQ7c9a1JsuNCUCdK8OvRh/jyPdF34PNIZ+jJlK4smxXY6nUSw24TUNLbNxHY6DmOCfm5uLrlnE/KhIx9+t9KUYdwm/J7n0J8+fRqAK664gn379tHtdpPyl0IIIYQQ00KCfgswUZnOz8OqQ99qtQqr3JSN3MC4u50Vucmq7Z4W9J1OZ0zQFznJVunGMuh5rEfQl3Howz6GK+mmrwn5gt7EulW5GQwGybMwYZ+e/2CCPozbhNfIc+hN0B84cIADBw4ASNALIYQQYupI0G8BJggnOfRpERtiQjOvnnpImJMvEvRhf9IZ+nCgUalUSpXKLCvo1xO5MYEeTrZNLyzVaDQS8Z3uZ9qhX15eHttvz9LOD1fGLYrcwFpBP8mht9VlDxw4kCxIJUEvhBBCiGkjQb8FFEVubJ/VMQ+3pY8r69BnCWwTxKHbniXowww9rArhIqFu/coqCxlS5NCn3xqUidx0u91koJMn6O18E995gj5dBQjWCnp7Ribo05GbIoe+2+3Sbrep1WosLCxI0AshhBBiy5Cg3wLKRG7CSbFZgr3f7ycVZzYSuQn3ZUVusurQ28TP8B7We70QqxlfVOUmL3ITYqLbqtYUCXr7buLbyk0a9iytX2G1HBuo2GRfu4YNCtKC3lbNHQ6Ha35HoTtfqVQSQb+4uJj7vIQQQgghNoIE/RaQ59APh0OGwyGVSiURg+HxIeGKqOtx6NNtlYnchFVuTLROytDb/ZQpW2n3XUbQZ02yNeFtk3BrtdpEhz696mvYX1vpNqtaTujS233aoMAGOyHpxagMc+JNyLdaLZrN5lhNeyGEEEKIaSBBvwXkZeitTKLVUS9T5aZSqZR26LMiN6EDnRe5CTPzZRx6e3NQNnKzngx9Uf17u16j0ciMBoUDJovchEI7nOza6/WSVW/Dew0Fvf1sgwL7HpI1cIBVV98WnwIUuxFCCCHEliBBvwXkOfTrEfRhlZtJK4xupMpNerEmGwBMcuijKBoT30V9C0V8eF7Yvj0Di7qYIE9jsR1b/CrLoQ8HCWkxDuNxp16vN9Ghtzcklt3PEvR5Dr258OFEWhP3cuiFEEIIMU0k6LeAvAy9OehlHfqyGfqiqjN5Dn1alFu/rM95gt4y7CbAi/qWnhSb5dDbNovmAElJzJBQ0OdFbsL7zKpAE1avscnA6RVnsyrd2PPJitzkOfQm2ufm5pJtJu4l6IUQQggxTSTot4BJkRuLepRZKXazkZvQ4Q8dcsvxw2o5SKCw8g6QlI00AZ7XN2uvVqsRRVHyxiF8Fuk+hYtfZQl6i+7UarXMaFDYZlYFmnTkJkvQ2/2Hk2fDZ5lmPQ591kTdM2fOcPTo0TXtCiGEEEKURYJ+C8iL3Fi8pWzkZjNVbiZl6MPzbMGmSqUysWxlGAUqitxkCfYwSpO1Pzwma3JsuOLtJEGf5dCHkRsbMBVl6EPS/Sw6vt/vJxn9MKaTduj7/T6f/exnufHGGzly5Ehm+0IIIYQQk5Cg3wLyBHQ6Qz9ppdhw8mkRZavcpEVplkOfVz0mq1+DwSB30StrL8zQZ+3PEvTm6oeiPozchII+HHiE95nlnG8kcpPXz7zjIdudD7/bW4N77rknGWTccsstSalLIYQQQoj1IEG/BeQJ6DByqgtHbAAAIABJREFUY9GSUKim2yi7sFTaoQ/FczggSA8w0oK+jENvk1InRW7SGfn0RNesBaTS95Pugzn0ZSI35tCHQjuM3OQJ+nTkpihuA9mC3irc5K0su7KywmAw4M477xzb/sgjj2ReQwghhBCiCAn6LaCsQx8ek1VPvV6vj5WUzCNrgapKpZIMGDYSuZnk0JcV9HaNtEOfF7kJt6UHOWH5y6x+hm56mcjNVgn6PIfeIjjD4ZATJ07Q6XSYm5vjqquuAuDEiROZ1xBCCCGEKEKCfguY5NCHgj4vdrOeyI21ZaIyLFlZ1J9wIGALLpXJ0NtAYzgclo7c5O1PT4oNt2U59EWCPhwkmJgOBxxh5CavDn2eoM+L3KSPh3xBD6tuvE2EPXToEBdddBEAp06dWjPwEUIIIYSYhAT9FlC2Dj2sFd3hseHk06xJosYkQT/JoQ8jN2Uz9PV6neFwWHpSbF7kJkso2yAgT9Cfj8iNtTtpYGLPq9frJWK8SNDbtmPHjgFw4MABZmZmmJubo9/va9EpIYQQQqwbCfoUk9zw9bSx2ciNLXw0HA4LV2RNR27yBH1aPKcFPUxeWCo9KbZM2cq8dmBcKNs5dj9ZkRs7x/qZJeir1WpS/z1L0BdFbtLPMqyNn4WV/4yiKOmLxXysjyEm6I8fPw6srh5rLv3JkyczryOEEEIIkYcEfYpPfvKTaxYJWi/rydBnxUtCJ9qy6kWCPu3Qh4s1QX7kJjzPxHKr1cqdqGt9M4c+iqKJGfpQCIdxko049Dbht9FoZC6AlRW5CQV9OnJTJkNfNHnXSOfoTdDnLUQVRVEi3A8cODD2ubi4mHsdIYQQQogsJOhTLC0tJdVHNoIJYZuUGlLk0KcFPcTi0lZkXY9Db6SFcZ6gX1lZGVvUKS/DbtssClQmQ2/9SC8WVRRlyXomoQPebDYz32ykIzc2IdiuFS74Fd5H2EbYblg6M8+ht/7AqqC3z7AGvdFqtVhZWaHT6TA7O5scMz8/D6xWyBFCCCGEKIsEfQaWb94Iee48rIpEE5KQnaG3NsIVWdfj0JeN3FgfTURav7IEddi3arVKo9EgiqI1K6Sm76FSqSSDGxPHoeud5eDnXT/M+U8S9M1mc83iV+lIUrPZHKsCZPvSon4SoasfRdFEQd9ut+n3+0ncBlYF/dLS0sTrCSGEEEKESNCnqNVqLC4ubjh2kxdvgVXBHYr9LDc8HBSUceitjXBiZlbbeQ69ifKiQUbYt1DQT8rQW7uhcM7L11vf81aLtchNq9WaKOhbrdaYoLdzw4GFCe70sw0nxpYR9KFDb/ElG1BkHdvtdun1eknOH0h+brfbhROghRBCCCHSSNCnuPjii4HVSYvrJW9CLIxHPowiYWqiMIyb5GFOvrnYti1sL0/Qm0Nv1yqK3FhkyERvGYc+HbnJy6UXla2Moij5bmI9nfUP7zN8u9Hr9cYq3NjPeSU67d7CycJFhILenkeWO2/X7HQ69Hq9sSo41WqV2dlZoihKquQIIYQQQpRBgj7FpZdeCmxc0E+K3MCqYIRih75Wq+Xm49NYNZxQ0JtAz8urpzP0tVptTeQk6/4qlUpyD3lvMuwerF0T1+n7CykS9OaWh5GgdDQnbDesPmMRFzsnzOJn3ae12263k74XvSFJO/SQPSHWju12u/T7/TGHHrY+djMcDnMHYEIIIYTYvaxVnRc4Bw8eBDZebaRM5CYU9JOiI7Y/b/KpkefQh/GW9MRO66M5wrVajSiKcstGhn0zwZon6IsiN5MEfdb1h8PhGkFfq9Xo9Xr0+30ajcaadu05Ly0tJf21GvSwWr4yz6FfXl5OJgkXDajCDH1RhRu7N3P+08eYwN+KibH33XcfN998M1EU8eQnP5knPvGJU7+GEEIIIbYHOfQpFhYWADh37tyGzi8TuVmPQ5+1EmkWeYK+qDxkOkNfVErTMJFtYrTX6xUK/yiKkthNOkOffmOQriiTdujt3kJBHx6XJ+jzHPq8mvvh2wcbVBVFnrIiN3mCvuj+t9Khv+uuu5IB05EjR7QirRBCCLGHkKBP0Ww2Exd3IxNjy0RusjL0m43cZFXDCUV0lqC3tvMmxeZVuYHVevUmtNOE4jwvQ5+36FRebf71RG6sjxAL86wMfd6k2LD6TzgBOC92s57IjdW/z5owu1WlKxcXFzl79iyNRoO5uTk6nc6mKjkJIYQQYmchQZ/BZlz6oshNkUOfF7kJJ2gWsVmH3qI2kybFhhN2K5UKvV6v8DhYf+Qmy6EP7y39JsGeXbpdE9orKyuFGfr0gCR09mFVnOe59FmRm7xJse12m3q9nkyODbE3Bptd2CzNgw8+CMBjHvMYrrjiCiCO4AghhBBibyBBn4EJ+o1EH4oiN2khCdON3NgiSiaMw0WTJgl6E8qhoM+bFBveQ7fbLRT05qqHef68spXp7aHQtkmxRZGb9PlhFj6ckJz+PRRFbqC8oO/3+xMjN8vLyzQaDZrN5nkT9EePHgXg8OHDHD58GIATJ05M9RpCCCGE2D40KTaDzTj0RZGb9Zat3EjkZiMOvdVOX0/kZmZmJhkwFGXty5attH7bn/T1wzryeavs5jn0VibSzrFnbeUv7blZfzYq6MtMil1eXk7WF0i/dbFz7I1J0eq0ZYmiKJngfejQoeTvVKfTodPpFGb9hRBCCLE7kEOfwXZEbiY59FsdubF+lalDD+M13IuEvwnlSZGbwWAwtoJu+vr25iHLoc+L3FgfrUyk3WP4FiXrXq19E/TmnOcJ+nDQVbRKLMTPOs+hr1arNJvNsdVmN8u5c+cYDofMzc1Rr9epVCrJCrVnz56dyjWEEEIIsb1I0GcwDUFfNnIzyaHfSOTGmDQpNqxDb5EbE9ZhP0LSDn1ehj7dj0mTYq2+fdq1D/enHfr1VLnJcuitxnz6XtOLZpmgz/sdWJ/CRaHyBP3Kygr1ep1Go5Ep2qcduzHRbiI+/FmCXgghhNgbSNBnYCt4bkRU5Qn6cLXXjTj061kpNtxWpspNr9ejUqnQbDYZDoelBb1VuSkzKXZS2cp+v58cZ3MAshaWCifF5kVurN08hz58JnZslqAv69DbObZwU/gWIY059I1GI3ORp0n1/deLxW327duXbDtw4AAAZ86cmco1hBBCCLG9SNBnYEJ6OByuO/qQl6E39zx0mMPj0uLV+rGRDL0xyaE3R7zX6yVVbiY59Nb+7OxsYdnKrDr0RSvFDgaDMac7ff3QoU9n/a0P4bVgPJOe5dBPityUrXJj5wwGg2SRq7z8e6fTSRz6rN+pDR6mtaKrHHohhBBi7zOVSbHOuYPA64AXAY8BTgAfAV7nvX+gxPnXAK8FvguYAe4A3gW8zXu/Vi2On/tW4JXA3/Le37OZ+wiZnZ2l1+vRbrdz4xNZ5GXow4mXoTM9qWylXXsjVW4mOfS2PYwCrSdyY7n4SZEbc8InRW7SzyZ09Pv9/pg7H54f9iHcb+I4dOhNeNuxRYI+rCm/uLiYW4ceVrP5g8Fg7A1MGhP0NpBKcz4iN+bWW74+qya+EEIIIXYPm/6X3DlXBz4G/BLwMPB24FbgJcBnnXMHJpx/LfAp4AXAnwPvBPYDbx39KTr3O4Ff2OQtZLJRYZUnoE1sp0WpTRiNoijTwd7KKjdAIsptwaaykRtz6CfVoQ9d9bzyknZ8OnITlrkMq+aE92fnZt1nlkNfZlJsWP0Hykdu+v0+/X4/dwAYRRGdTif5vW51hn4wGNBut6lWq8miVRDf38zMDFEUTb1EphBCCCHOP9Ow5l4OPB34IPAd3vtXee+/H3gL8Djg9RPOfwfQAH7Ee/8T3vtfBJ4BfA14hXPu6VknOedawB8C65+5WgITVha7KEtehj4vchMem+Vgh/Xei9jISrFAEpuB1So3WWUjgbFBRxi5yRK66ehPpVJZM2BJu/HpZxM+DxuohOeEz63Ioe90OpkO/aTIjZWPtHYmOfTWzzyH3mI0c3NzY1GnkGlm6O3vrv2uQubm5oDpr0orhBBCiPPPNAT9jwMR8KupeMwbiMW2yzvROfdk4GnAdd77j9h27/0J4M1ABfjRnNNfD7SA/7KZzuex0YmxeQLaXOYw5mEUlV/cykmxwJjQNjGZJ+jDyaxhDfeswUa6bOWkyE3RpFgT7Cbo0w59ODE3y6HvdruZDn1e5MauYwK9rEPf6/UKHXoT9LOzs7m/12lm6ENBn0aCXgghhNg7bErQO+dqwLOAO73394b7vPfngBuBw865x+Y0ce3o8+MZ+64bfV6Tcd1nAq8GXgqsfznXEmzUoS+K3KTLLhpF5RdNHE4S9CaE7Y9tmyTo7ZgoitYI0bSgT0eBTNBnxYHyBHK6nfB4iyOFiz3ZvnDhKaNshr7T6YzFnSY59NZn+ywzqDLnfzAYTBT0rVYrd32BaUZuTKybeA+RoBdCCCH2Dpt16C8dtXFXzv47R5+Hc/Y/evS55nzv/X1AL32uc64BvBv4b977/7PeDpdlow59UeQmK1YSHpvl0JfN0KevZedPEvR2vJWthHyHPv3mwLL/WX0zMV6Uoc+aAGvthvGh9KRYG7CsJ3Jjx4fzDMLfRZGgz6pElCbM0E+K3ISCPv3sykasymBiPcuht23rHbBuF71ej9OnT6+JKAkhhBBi81VubN34xZz9VhdvraIof3763NcQi/zvK9PBNM65L5Q5bisc+kmRm8049CHhpNOyk2JDh35S5Mb6VavVxuIs6eOsLVuhdJJDD7EwtnatYo8Jdnt26Um1YenMdOSmUqkkDn26Bn34mSfoQ9FfZlJsFEWlBL39nH52do9WAjOvnn0Z7O/uXnDob7zxRk6ePMn8/DzXXHPN2CRfIYQQ4kJnWvXq8myzsnZaqfOdc08Ffh34Je/98ZJtb4iNOPThZM/0JMTNToo1sZiH7QuFc9lJsSaGbRCTvp/091DQZ2Xo0+eZwA2r1qT7VFTu08StVeJJ31NRlZuwVn56Qmx4fFYtfaOo6k94j5bl30zkBlZd+s3m6Isc+t0k6B955BFOnjwJwNLSEt/4xje2uUdCCCHEzmIqdejPB6O8/nuAj3vvP7DRdrz3z8xpf0wt1+v1ZBGiXq9XWFvcKBLPYR369UyKDTPlg8FgomMbVqJJ58WL+l2r1ZJJpFkLO4Xfq9UqjUYj6VfaubbjLJJTNGBJn2PPOXxLYII+KwMfHpNu0/rY6/USQZ8eOEwS62HkpoxDD+QKehscFkVubH+73abb7W7KiS5y6G0dgZWVlR1fi/72228H4Morr+See+7hwQcf5KlPfWphjEwIIYS4kNjsv+JmIeapRdueZ3OXOd/OfRXwFOKJsOeFsI55GYoEfZFDnxaVoSBPC/pJpPPpZSbFhqUow+3h4CDdlkVjTGxn9cFEuYnXtKDPytBnxX7CyE2WQx9WuQnbbDabSa18izul5zhMEvT2VqDoGGtv0sJS4UJVRQuGTSNHPxwOWVlZoVKprHnzAvF9bTRWdj7pdDqcPn2aWq3GVVddxcGDB+n3+xw9enS7uyaEEELsGDbr0B8HhsSrw2Zh2x/K2X80dVyCc24OOAB8abTpu4B54IhzmZUw7x5tP+i9PzOx5yVotVosLS3R6XRYWFiYeHzehFgoF7mxaIhNJLWJm+sR9OEqsXbd8HuasJqMDWBMPNs1TSSnM/QW10mL0nQ/TexmLZyVPift0Fv/LHKTlYMPHfrw2TebTarVKt1uN3m7kZehL3Lfy2bo04OSNCbQm81mqcjNZgR9UQ16Y3Z2lna7zcrKyo7NpFvU5qKLLqJWq3H55Zdz+vRpHn74YQ4fzptrL4QQQlxYbMqh9973iQX305xzF4X7RivIPpd49dj7cpq4afSZNcH1e4nr0N84+v5h4D9k/Pn0aP87Rt83X8B7xHqF1TQc+izBuRFBX9ahD6u+2P2aoA/PD3+2OvQm+osmxcJahz5vpVjIrw5kgj5rUmwY+wnbtEFHmKEv69CHcxLWE7kpWlgqS9AXOfSbydBbvCfLnTemWSJzqwgFPcDFF18MwOnTp7etT0IIIcROYxoZ+g8CzwTeBPzLYPuriZ33t3vvI+fcLHAFgPf+9tHnLc6524Afds49x3v/aUjc+d8YtfOh0bHvz7q4c+51wHOAN3vv75nC/SRMM3ITZujTeeVQMOYJ+nBfFiZA02J3kqC3uvWhoLd4Snh+ui3Lp2eVrQwz9DA+Kdaq1sB4PCZcrTYcQA0GA3q9XvKmIHTZrS+DwSA5JytDH1aMyXPoy0yKtf5nOd7Wj3DOQJpQ0BdFbsIFsTZKmNfPY5qr0m4VaUG/b98+qtUqS0tLpee2CCGEEHudaQj63wF+Enipc+5qYtf9KcALiKM2rx0d92zg+tHPoSJ6KfAx4Drn3IeA08ALgW8C3um9v4ltYpqC3oRbrVZbIwjLOPShEM7ChKbFYMoKehON1WqVZrOZxFMmCXpblCmKojXPJ93PsBRj+KYhL3LT7XbHMvSh8x1W7oHVBZ3C+wj3We15E/TrzdBbP+zcvDrz4cJXWaLf7sHeMmx15MZ+J2Uc+mmsSrsVDAYDzpw5Q6VS4eDBg0D8+92/fz+nT5/m7NmziWMvhBBCXMhsurSF974LfA/we8DjgJcBVwPvA6713p+ccP7/z967x1hy5edhX91X9/T0dPc8ydkZcpfPXa64u6S1y11pLa0eFmREiSEJ8gXsBEYSBYqgh2EDlhH9I1kwjMiAAliQBBuCARsOEkfXWSSAI0MJsrKF1YJZUSsuJXJJijvL15DD4UzPo9/3Wfmj+6v+3dPnnDpVt6ruvd2/DyB62LfqnFN1u/t+56vv9/2+CuAHsE/2fwzATwPYBfBLB2NNDVkJvc9DT3JmI4M+hT7UQ09LCgtZTcuNK8VEvi6LP9MIPXB4f8yiSlPtlk8lGL/J+gBzbPP+0NJD5VtabuRa5IZJvsaNRL/ft+byp1luzHlc74GM1bRZc7g+kvUQy03ZCv2sW242NjYQxzHOnDkz9ju1uroKALh/v5BSGYVCoVAo5h6FxFYekPZfPPjPdcwfYVyZl699DcCP5pz71wD8Wp5z05DVy+xTw6WlxESaQi8LVH1zs5CWCr0ssPUReqrL0hpjI7CmnYfHuxR6qtS8hn6/b1XS5TlmQSnVd3rgaT8y753NcsMiWm4K8njoiUajgW636/TRc8PAJB3zOqTdRn4tK4c+RKHPumGtGltbWwD2bTYSJPTqo1coFAqFYh+zGz49A8jqZQ6x3PgUehuhJxm3edXNuU1Cn2a3kesi+eVYaUWxgNuDTeIvC3R9xBs4uuGRKTcyR17GbAKH986m0PN1Nr/yNZYqQqG3bTgIk9D7Cm2L9NDPc1EsCb2ZwENCv7GxceQchUKhUChOIpTQe1Ckh57kzGbHseWpm8WdgN2eIeeWxZshXWI5J5CN0PM1klOTELo89HI+c02+lBtabqSFRo4NuDcKrVYr2QzJHHq5YbKt2bQNpSXdpFlubISeXX3NuYr00IcUxc66Qm9GxvL/t7e3vd2TFQqFQqE4KVBC70GRHnqfQu+z3MhzfAQvr0LPYs08lhuZ1CJJqdlYShL6PJYbjm8rivV56DkeCX0ehZ5f05pLDQaDMcuNCZPQyzHN45vN5ljcZh6EeOiZ088UoVmDy3LTaDSwsLCQNM9SKBQKheKkQwm9B1mJVRmWG/nvEMsNkF+hz1oUK++P7Ti5fq7NRryl19+m0NNDT0KfxXLTarUwGo3Q7XbH1PO0olgTac2l+ASABNmEjdCXVRhLm5KMInVhVqMrR6MRdnZ2ABy13MjvbW9vV7ouhUKhUChmEUroU5BFpZ+0KHYSyw0tH7RxZFHoSaazNJYCDhs3mQqvLeXGZ42R6+T3TQ99muXGZeVZWFiwKvRphN6sAwix3DDO07Y5yKLQA2HvuQvSbuPqEkvManTl7u4uRqMRTp06Zf35XVpaAoCE9CsUCoVCcZKhhD4FRRF6l4IMpCv0WSw3ADJbboBxD31IYyngkJyaTzBCPPS2yEp5HIl0qOUmzUNPwm3aorgJYtwn55SZ/vL4EMvNtBX6ELsNMasK/ebmJoCj/nlCFXqFQqFQKA6hhD4FWYhViIfeZoEIVehd6jAwmeXGtLtkyaG3ebB9OfS2jY1U123eeh+hN1XuUIVevkfmtUq1nR1+Qyw3fBIxqYceKEah9yXcELOq0PvsNvL7SugVCoVCoVBCn4oshL6IHHobMZXFp765TYXeRXJt63IRekk2XTn0JqHnv6myS+XdRuh9lhvekziOsbCw4LTcpHnozRx6W40CxzU3X8PhsJSi2LIU+pCEmyLmKRNsVnbq1Cnr60roFQqFQqE4hBL6FBRF6H1FsVEUeYkpyWQWy02oQk/yV6/Xx3zroR565q6HWm5k7r15PHPcJUajUTK+LYc+hNDzdbkZSFPogfEnI2kKfZEpN3LuST30aSiiiVUZCCX06qFXKBQKhUIJfSqyEKu8Cr08x+YFD82hzxNb2e12EUXRGMENtdwsLi5aU25My00ehd700MdxjEajYVXo6ZEHjsZhymx9wG7N4b+5bh5DQsymUeb9kDA7xdpel+uR//Yp9HkIvW3z4EIRTazKQBqhbzabyROXWVu7QqFQKBRVQwl9Corw0Mdx7MxZJ3yE3oxmtCFvUSwJvSSaLkLvyqGXxbzyHFunWBuhDvXQ84mA6aE3fe4SstBXri1EoZdFvyEKPWsFzGNGo1FSaCvnDVHo85DVLIR+1i03TLOxgWR/1gp6i8TOzo52xFUoFApFKo5WbyrGUITlhoRTWmtMmLYam4feVxRLQsm0llDLDeeThD405WZxcdFbFCs99L6iWJdCz6cNw+EQcRyj1Wol94nXWK/Xk2PSEoTk+yA3DiGEPiS2stFoWDvFuuxWPoX+JFtu2DcgiiLvNSwuLmJzcxO7u7tYWVmpcIXV4MUXX8T169cBAJ/61KfwsY99bLoLUigUCsXMQhX6FBRB6KlgS6XaRIiHPk2hl9aRUIVeNiCSNpcQD720s9g89LZOsWkeenOt/X4/OYeEWZ5DQp+m0MunJOZxWQh9HsuNi9D7Ngkn2XIj7Ta+HP3jrNBvbGzg+vXryfW/9tprM/UeKRQKhWK2oIQ+BUUq9D5C71Po02IrJSHOotDHcYxer2e13NgIrMtDn5ZyI687TaE3LTccm2s0yTc3Li5CL21IvLemJcpF6KWHPrQo1ma5cRHsEIW+bMuNnIfv17SR5p8nGLnJ448TXn/9dQDAI488ggsXLqDf7+PatWtTXpVCoVAoZhVK6FMQan3wKcAknCEKfR7LjY3Qhyj09KeTLFNlt1luZOMlkmR2ImUsJOErik3z0JtFsYPBAIPBwEno0zz0snGUTPQx1yfHzGq5kfPX60cbS+VR6Cex3PBnKMRyIxuK5ZmrDDC5Jo3QH1eFvt/v4+bNm4iiCI899hiefPJJAMAHH3ww5ZUpFAqFYlahhD4FoQq9LBg1bQIhhN601eRR6EnKae9JI/TyWG4GSH5lDry8PhJkzkfLi1ybeY5U3m2E3qbQk9DTckPiaSbSMOXG5aG3EXpToeecIQq9zXLD46kYF+Ghz2u5YQGxLQLUhSzdkKvASVfo19fXEccxzp49i8XFRZw9exaNRgNbW1vH7loVCoVCUQyU0KeAxMj0iZvwNXHKotDbCH3apsIk9FkUeqrf7KLKY01C7+pgG6LQ21JubB56qdBzfkZiUqE3yXeah57JMz6F3rQXZY2tlI2oZGGy+bqL0Ns2anKDl8UKk8VuQ8xa0g0V97ROt8dVob99+zYA4OLFiwD2f4YvXLgAAPjwww+nti6FQqFQzC6U0AcghPD4yLMk9C7VNEShZ9qLa252Rc1D6JvN5lj0pTm2GVkJIOncahL6vJ1ipaocxzHiOEa/30/W2Gq1JrLclOWhl3GltgJmF8n2FTvLuoYsKj03LfNM6HkNaYT+uCr0t27dAoCExAPApUuXACihVygUCoUdSugDEFKg6CPPIUWxPsLLjQAtMq65pUIfarlh3CUJva2g11UfQIWeXnxzPbIoNtRyw6/yeuUabZYbX2xlFEVHCH2oh14Seqn0m08gbIReEn+fh573z/b0J4/tJo9CP2uWm1CFns2lzJ+/ecbe3h62trZQr9extraWfJ/k/u7du9NamkKhUChmGEroA5BFoTfVX74WQuhdHU9Nguuam9GTWRR6qvKmQm9GV5qRlZzPptDLTQUVcp/lxiT5cgMji2JtCj3Jug+0BU3ioZfr83nksxB6uZaimktlKYglZlWhD7mG46bS379/HwCwtrY29juytLSERqOBbrc7MxsvhUKhUMwOlNAHIITwFOGhl9YRWVgrCb1NyeXcWRX6Xq83RuiltcRMunEp9FwXSatcnyTyvpQbm0IPYGzsWq1mJfScR36VkE8HslpuzCJXF/nOq9D7xpTHnyTLjax1yELojwvJZVfY1dXVse9HUZQ0z9LOsQqFQqEwoYQ+ACHEalLLjc8LLu0ePoXeHMP31ADYJ3AybtFU5eW/bR56FoHKlBuzqRTJtC0/3rZ+22vS52+q6SHgWmjlyGO5sR1HhBJ6G8kuulvsvBfFdrvdpCtwSErPrNmFJsXm5iYA4MyZM0deI8mniq9QKBQKBaGEPgBFFsWmKfQ2L3io5abZbGZqLMWIQ64rq+WGnnbpTzfXJ9V2zmmuyVynmYDDtdhy6IFDwm6z3sRxnJzjstwUpdC7LDe8N1Uo9L7NgwuTdKUtGqEFscRxI/RU36nGS/B7SugVCoVCYUIJfQCyKPQ2NZzRg76UG1/8Igm9JNa2uWnVMY9NI/T1ev1IbCWzzDm+bSyZX09CRSWfJNtlufF56CWxZ2wlnyKYRbFyLhu4YQEOfdahCr2L0JvvAX8u8lhuQhR6V/8BG/Io9JN0pS0afIoSWgPA445DdOVoNMLW1haiKPIq9Gofq+BfAAAgAElEQVS5USgUCoUJJfQBCCH0Pg+9j9ARIYQ+TaEHDmMaB4PBkc6uJnq9HuI4TohoiEIv18aNgCT05vo4XpaUGxldyacbJPNZLTdZFXqm+tCzb1tfVR56X6ylC5NYbuZRoT9OHvrNzU3EcYzTp09b/46cOXMGURRha2srk+VMoVAoFMcfSugDMKmH3lR4bfAR+lAPPdX5Wq3mjGiU6Ha7Y2k0pkKf5qGnQg8cKqQuhZ5rs3V1dXnoa7Ua+v1+cnyj0chsueH1RVEU5KGXartJ4F0KvbTcmKp6mt2qaA99yOaxiHnKQmhkJXGcLDf0z9vsNsD+78PS0hIAYGdnp7J1KRQKhWL2oYQ+AJMSele6ioSvKDZNoSd5zEPoeX0moQ9R6IGj9QUuDz3/LRVwIk2hT7Pc+CDvJ8miT6GX5N3cSOVR6NMIts9WU7XlJmtX2jKQJeFGHnccCP3W1hYA4PTp085j+Nr29nYla1IoFArFfEAJfQCK8NC7XiOKKIqVx4YSelpuSOizFMUCh8SR/nSX5cYEVXVJ8E1Vn+NJy40racYFeR1pHnp5f/leSYLussf4PPRSvbfBZ6vJarlhZ13ffDZEUZRYp7JsHsrASVboqboroVcoFApFViihD8C0PfS2xkwSkmxnUej39vYQx7FVoQ/JoQcOCb1ZFCuvS16H/CrXbir5vB4W7pIs+yw3NgyHw2TDklWhl19lRr/PcmOS8LTNXJGWm8FgMLZBy4JZ8dFnVehbrRaiKEoiWOcZJOkhhJ5qvkKhUCgUgBL6IBRluclL6OW5tiQSsyiWRNi1HrkuEvooirwKvc1DD2Sz3NiIt20j5LPc2IpiaRMx7SK8n7y+EA+9j9DnaSyVtpkrMrYy5OfMhVlJusna6ZYdhOW584oshF4VeoVCoVBIKKEPQIjHOKQodhJCz+/ZyJ0t5SZLUSyb+IR46E3ll8SLmwOzKFYez3sXqtDLtB6q81ksNzzGfIqQR6Gn0m+bO8RyM4lCH2qDyZNBT8yaQp/lGo6D7abf76Pf76PRaHg3M0roFQqFQmGDEvoA0GMMuMmVz0MfQuhZfBnHsVXJ9vmpzZSber0erNBzbDaWymO5iaIoSaPxKfQ2G4jtvrkUemm5sdkrzM0W77tJ6G0pQlEUYTQaHbHISKtTWlGsrbHUJAp9Vg99noJYYhYUem6oarVapqcM9NvPcxY9CTpTbFxYWlpKnjZpdKVCoVAoCCX0gUizP0zqoQf8XnDf/JIMZlXoablhUSSRJeVGKuk+Qm+7Tp9Cz9dpm8maQ282iHIp9HJO85g0yw2fqtDqVKRC32g0EitUiD88T0FsyDqqQt4NyXFQ6EPsNsD+7w5Jv6r0CoVCoSCU0AcijfBMarkJnd/noZexlSEKvSyiNAlnqEIvbSE24umbn+eZx5G0y42CL4eecCn0i4uLiOMYvV4vuUcm+D0zYjTNcuPz3AOTKfQhr0tMotDPguUma0EscRw89KGEHjhU8ZnapFAoFAqFEvpATELoJ1FOzfl9KTdAtqJYqdBzfJJiM3fdVxRL4i2JP8eR5Nn2BMKn0MtOsSEeepPQ85iFhYUkktGllLsU+jTLjWnRyarQp9lqsijn814Um7UglpB1HPMKRlamWW7kMUroFQqFQkEooQ9EKKH35dBPQuhDPPTAUULvy76XKTdcG0m36af35dDTQ0/7iRwn1HIj1+kqipXdVs2Ng/lv4KhCL1N8THBcl0IvNwM+hd5sRhWq0A+HQ2vBdRZCP0lR7CxYbvIUxMrj55nQk5yHEPpTp04B0G6xCoVCoTiEEvpATOKhD7XchHjofQp9VsuNJK/m2rIWxfIYn0JvI6y2cWVRLG1BJG1mUSz96yxqleC9ooI7HA6d9ziN0Ls6xdreW7kJSHvv0wqu8yj0J9VyM88eehJ6knUfeIwq9AqFQqEglNAHoggPfR6ilTY/oyKjKBrruBpquQH2CZRJlLPk0MuUm5DGUhK2jZD8N6NCWdhqFsVSdWfspm1s3nfeJxtMQs//t1lu5Dy2JyGSoIc8KUkrjJXX4kMRRbHzaLk5Tgp9SIdctdxkx3A4nOsUJIVCoUiDm2UoxuAjXTJ/3eeh95E6czwTLsuN3EhQVY/jGP1+H61WK0ihl4SeCFXoFxYWrAo9kUbofQo9cJSUm6SaGw8boZceev5/KKHn+53VcmOeE0KyVaHfx0m13LAfhIw99UEV+mxYX1/HCy+8gH6/j3PnzuELX/hCarG+QqFQzBtUoQ+Ej1j51Hn6yqW1YpL5TdIn55ZqdV6F3lYU62sstbi4OBatyI0Nx5Hzh1pu5FpouSEplyk19Pbzml358FQ9syj0k1hu5HuVVhQrj5+0udS8K/QnNeUmi90GOPyd29vbC4ozPcnodrv4sz/7M/T7fdRqNdy5cwevvPLKtJelUCgUhUMJfSBCCL2NtJHoyoLOIueXlpWshJ4EaHFx8chxWXPoXY2lXEWoch7A31hKEnr5OufjvfVZbuixz1oUK0m83ExwLp/lht0/gTCF3kfosxTFznsOfVZC32w2xwqo5w1ZCmKB/U0tN6mq0vtx7do17O3t4dy5c/jiF7+IWq2Gt99+G5ubm9NemkKhUBQKJfSBCGnsZCPPWQi9ryiWKqRPoZcNjkIIPY+xKfSm5cZlKTItN1k99D6FnmNGUTRGUs3X0zz0TLkZjUbWpwRyTPO+mXYY03aTZrnJotDbojizdIudpN8BI0FtzcGqQl7LjTxnHlX6rAq9PFYJvRuj0QjXr18HAHzyk5/E2toaHnroIQDAu+++O82lKRQKReFQQh+IvJabLITeRTYBt886r+VmNBolx0iFfhLLTZ6UG19RLC08jNa0vW4SerPbrbnGNMuNr1OsPM6XM89j9vb2EMfxWIdbG4pQ6OXPWdpTERemrdIXUQOghF5B3Lp1C91uF8vLyzh79iwA4OrVqwCA69eve//eKhQKxbxBCX0gqiD0hM024CpatBH6kJSb4XCY2EhcRbFm91SOLSEVejaXAibz0EtbC33vPoU+iqIjKT3A0djKNA89PfuA3UNv+3+bzYXHhDZ6CimKTfPQT5JBb841DVLM91o2D8uCk0roNbnFjffeew8AElUeAM6dO4fTp0+j2+3i9u3b01qaQqFQFA4l9IHI66GXRbFFeOhZJGqbWyq0PhsQzyOhl2k4UqHnWLwG21hs+DQajdDr9byWGyK0sdRoNDpCyoGjHnrgkNDZEmhIfnz+am6I2MTKXEsWhZ7/JtlKK4b2kfZQy03WJCUbppl0M0mXW+B4EPqQyEqCxyqhd+PWrVsAgAcffHDs+5cvXwYAJfQKheJYQQl9ICbx0MvCTRdI+pknb8LsQCrH59y2xBfXnFTTTYVeKvMk8T5C32q1EkKfptDLa7WtX14rj/NZbqRn3xYpKS03MlrUBhehN8c1YzNDCH0RCn0ooZ+kG/E0FfpJnzDMM6GnzUsJfXHY3NxEr9fD4uIilpeXx147f/48ACX0CoXieEEJfSDog7YVDRZhuZHquq0o0TV/3pQbNmyq1WpoNptjRFUq4JLQ27zZktD3+/0jsZVpfm6fh56pJdx0mK/Le2FTuaVCzzX6imJ5nS6FPo7jI+TbZ7kx/fguFOGhL4LQq0I/HSihLx4k6yTvEufOnUMURbh//35QHKxCoVDMA5TQZ4CLXKXl0LMw0kfofWktHNtG6F0pN2kKfa/XS+ZsNBpjhN78t0+h52bAVOjluomsHnr5NMJGsqXlxpYUY6a+mE83zHXaFHrTnz8thT7UQ1+EQj9NQn/SFHra1JrNZqZiZiX0fpDQX7hw4chrjUYDa2triOMYd+7cqXppCoVCUQqU0GdAGqGfJIfe1yAJGCf0LstKFssNCT0LTm0KfYjlhpuBOI6xt7c3VqgaQlBcmyHzyYCraNZVrCr/zacIPtuNi9DLtdm6xfoIfVaFPs1D70vlOOmWGz7BmTdCT0KeNXufx3e7XU1rsYBE3abQA4dEf319vbI1KRQKRZlQQp8BIc2dTMikFh/BTVPoZYGqz0NPRZnH+Tz0JOkmoTfJvc9ywycPcRwnLexdTyRIPFxFveb18r6a9y6rQk+SmJfQS8LtKor1WW7SSLZPhZcdhn0qvVpu5lOhz2O3AfZ/PxYWFpLfO8Uh9vb20Ov10Gw2cfr0aesxa2trAID79+9XuTSFQqEoDUroMyCP5UZ2HvU1jiKRntRyY67DNWev10uId7PZHFOesyj09XodjUYjUejN19LgU+hllKG8jhBCz0x61ghQofd56NMI/XA4HPu33OjIDUeRHnr5etmEfpoKfVGWm3kjt3kVekBtNy7cu3cPwCFpt2F1dRWAEnqFQnF8oIQ+A/IQ+tA4wUk99I1G40jzJ98GggWstqJY89/0ntuuj3YYSeg5r4vQy260JN3mWuv1enLvzCcDtqJYs5OutMLIDYGLFLuKYjkGz5UKveu9LTKHXp7vU87n3UM/6frnVaHn70xWhV6eo4R+HCTpJO02nDp1Cs1mE71eT5tzKRSKYwEl9BmQx0NfFKFPi60kYZVqsY/QsxgvhNCHKvT8YHQl3JgJOD6rEu+DTQG3eehtCj1wmJPPONBJPfTy3tj88/L4eSP00yTFJ7UoNq/lRp6jhH4cIYQeUNuNQqE4XlBCnwF5PPShRCuvQm+SwBC7DXBI6EnI8xbFckMAHJITnu/y0PPfvicb9Xo9iYq02XG4Vhehl+8JFfq0lBve2xDLzWAwcBL6rJYbeT02S1BI0s1xUejzEnq+z7IZ2TxALTfFI5TQr6ysjB2vUCgU84z8bSUF2u32GoBfBfCTAC4DWAfw+wB+tdPpvBdw/ucB/AqALwJYBPAGgH8J4Lc6nc7IOPZzAH7t4NgRgNcA/BaAf9vpdEqNe8hjubEVTdqQJeXGptDL41ykVUJ2MZUFrC6FHrBnysuizZ2dHQDuplJxHCcFrvI6bIRX3ocQy42L0EvLTZ7YSjmfqdC7SLS03JhNsWzgPeQmwTVeVQr9PBbFAvvr393dRa/Xm6hjbpVQhb5Y9Ho97O3todFoYGlpyXssCf/GxkYVS1MoFIpSMbFC3263GwD+EMDfA/ABgN8B8AqAnwbwfLvd9sok7Xb7CwC+CuBHAPwHAL8LYAXAPzv4Tx77fQfHfhHAvzv472EA/wv2SX2pyEPoQ5NOSOjpRzetIaGE3uZHt4FxdyTzPoVeFqfaQHXR9NBLIs5rsqX1uBR6WdialnJDMmqz3EiV30VWQ1NupFrvUuj5PZfib8Ok3WKLIPQs3OaTkSoxqeVGnjtPtptJPPQyulKxj83NTQDAmTNnUv8OUqHnOQqFQjHPKMJy8/MAngXwewC+p9Pp/P1Op/PXAPwGgIcA/KOU8/85gCaAn+h0On+70+n8XQB/BfvK+y+02+1nxbG/CWAI4Hs7nc5/1+l0fgbAJwD8JYCfa7fbHy3gepzI46H3kT7bGLb4RSDcQx9quSGhp8c8rSjWZn0hSKR8KTe26/NZlaTlxlTobR56V1EsiTpVehf5kZ790KLYNELPRlshJNtH2quy3ABhTwPKwLzXAOQFfx7zWG6U0B/F1tYWAGB5eTn12NOnTyOKIuzs7DhraxQKhWJeUASh/1sAYgD/0LDH/BqALQBt14ntdvsTAJ4B8JVOp/P7/H6n01kH8E8BRAB+6uDYK9jfOPzPnU7nFXHsJoD/7eDYzxZwPU6U7aGXx9msIWZ6iu24LB56Enqq/1EUJZn5HNts8GSDS6GXazEjNSUZd3nzZaZ91thKSbZpY4miyEn25BMBcz1SlbcVxdreW6YOVaHQx3EcvHFMwzRsN2yaxc1lXswboe/3+8nPVJ73TQn9UUiFPg21Wg1LS0uI4zjZCCgUCsW8YiJC32636wA+B+Bap9N5R77W6XS2APwJgI+02+2rjiG+cPD1P1pe+8rB188ffL2IfdX+q5ZjyahKZSGTxFYWSejl/LaUmyyWG1kQy68yVjKtKBZwEwubQi/JcZrlJi220me5kQSXKrmP0PsgVXlJvH0JRrTc2BR/G0K7xdogNxYh733IOqom9MDkTxfmrVvsJP55QLvF2pBFoQcOib8SeoVCMe+YtHLsIvY3Bd9xvH4NwA8B+AiA65bXHzz4euT8Tqfzbrvd7h+ci06n800AT5nHtdvtBwH8HQB3APynbMvPhkmKYie13LjmL8JyIwn9YDAYU+ibzaa1YZWEVEZ5rNnd1ST0IUWxkujJ+xFSFCvHJhHnmK6nDa64zTSF3rZ+2cQqRHWeRKEPjUYNwTSSborwz8vz54XQT5JwAxwmTPX7ffT7/Ynv33FAFoUeOCT+6qNXKBTzjkkZAD+JXH8NGR9waoLzree22+1fAvBdAH4cQA/AT3Y6nVLjClxe5pAc+qwKfSix88VW+kB/uk2hJ6RC7xubnVgHg8EYWbZZbrIo9JIwS4+r9NDz+yRFLoWetiL62n0k29bkimPaYitt762tMNiHkPfd5aEvSuGWY0xDoT9phH5ShR7Y/7nv9/vodrsnntD3+33s7e2hVqvh1CnXR844SOhVoVcoFPOOorLdXM97Q58D5zn/ZwA8fvDvdwB8CsAfpU3Ubre/EbimI5B2BEYwArNhuSFCCaSMVHRZbszYyjTLDdVv2wYhT1Es73Or1bIq9DYPva0olsWs/LerUJXXbRJ6W1GsjK30KeOhFphJLDdlEPoqs9yLiKwEDgn9vHjKJ0m4IRYWFrC1tYVutxusSh9XSLtN6O+dWm4UCsVxwTw3lvoU9uMtfxTADoDfarfbP1vmhDJznYSHPmnTYkJkJfSmF1zCJHY8hgWkAJJUmjTQckN1nefyOjm+bLjk2iy0Wi1EUZQQesLnoU+LrZSWG6rs5rgk/LK5lc1yw8JUFr66suizEPrRaFQKoc+TclMGoa9S5VbLTT7LjTx3XjYxZWJ7extAuH9eHru1taV1CAqFYq4xqULPTxHXOPy+q/NJyPnWczudzt7Ba/9Pu93+GwBeB/CLAP6Fb8GdTue7bd9vt9tBf83NBkA+UgockrA0siKVZqrIJswEEjl3mopuwky5kefaimJ9sZUsxjTzy30eekmsbYRY+vlNy420wHAeqZzL1/h+ScuNjRhzU8YGVBJyzXLM0B4DITjJCn1R6583Ql+U5UaOdZJBQn/69OngcxqNBlqtFnq9Hrrd7kTvhUKhUEwTkyr0t7HfrfWy43V+/4bj9ZvGcQna7fYSgFWe2263//t2u/3v2u32E+axnU7nDQBvAngsfOn5YHqMQwl9kUWxHFPOLdX6EFVY2hxsnneOnyWHvtfrWZV0udZQD73sFGtabrhevgdmYyzAnkMvLTcmBoNBkvXvigI1LUKy264LRXjofWQfmH8PfVEK/TTWPglUoS8WeQi9PJ7nKxQKxTxiIkLf6XQGAF4E8Ey73T4nXzvoIPv92O8e+65jiBcOvv6w5bUfxH62/J8c/P9l7GfS/1XzwIO5LgFYz3gJmeEi9C5SF1rwF1IUaxJLG6EPVehtDW18RbG+2MrFxcWxolgq3D4P/Wg0CvLQ8xybQi8Jvamimwp9muVG+uzN120KPXBIRItIl0lT6KMoGisCllBCj7Hz54XQq0JfLHZ2dgAooVcoFCcTRXjofw/7aTX/xPj+P8A+Cf9yp9OJ2+32qXa7/fF2u/1xHtDpdF4G8C0AP95utxOifqDO/+OD//3ywdd/f/D1l9vt9iVxbA37TaiWAfwfBVyPFz6V3Iaslhufh973dCCrh54kykbozaJYEsk0Dz0bM5njAflSbuQmwOWh5//7LDcy5UYW40pQobcRepdC7yvmzOrHTbPV+Aj/vBP6otbP909uFmcZRRXFAkrogUNCvrS0lOk8Hs8NgUKhUMwjiki5+U3s58D/bLvd/gz2VfenAPwI9u0yv3Jw3HM4zImXnpCfBfCHAL7Sbre/DOAegL8O4BEAv9vpdF4AgE6n8412u/3bAH4BwCvtdvsPsN+J9vsBfBLAXwL41QKuxwuTePlUZlkwG2q58RF6l4deFo0WQejl+kP8+a6iWJuHXlqK0nLoZSykvB8sQJZPDszvmX53M7bShI/Qm2RaKvTNZrP0lBveA1fe+LwT+qIUeo6xu7uLfr9fyJOTssCNpSzozgMl9Pvo9/vo9Xqo1+uZN0iq0CsUiuOAiRX6TqfTA/AlAL8N4CEAPwfgMwD+DYAvdDqdOynnfxXAD2Cf7P8YgJ8GsAvglw7Gksf+IoD/BvsNq34CwH8LoA7g1wE81+l0pma5sZFdqWynWWHyNJYyfeLAOIn2EXuSKPnh51Lo4zhOtdywKDYt5UZabnz3joo/zzGtJiahl+PIwlfeG8Zz+iw3Lg+9TDCSyT/9fj85x4RssBWCNEJ/EhT6Igj9NFJ68qAI/7w8/6QT+rz+eXmOEnqFQjHPKETCOiDtv3jwn+uYP8K4Mi9f+xr24ydD5vrXAP515kUWBJflxqYG5iH0JDUhxZEuD30WhT6E0Kel3MimTiGxlf1+PzWHnpsIPt2w2WBshN4cWyr0vE9ZLTccp9frJWPxWl0qsM3r7kNauoyPaBdJ6NOsP2WgqBx6YH6SbmxPyPKA58/69ZaNvHYb4JDQq+VGoVDMM+Y5h34qcGXBp1luilDoTbKfFlvpIvYyQ112VLRZbhjj6NskLCwsJMp2aFFsmoee85vXJ9dKz75NoTc3OyFFsXyffD0AWGDLa00joaFe+llR6KsuLI3jeO6fMOSBrSg9D2jZkb/TJxF5C2KB/Z95Cg3zujG6efMmXnrpJbz88svJ0x+FQnGyMLsm0xlFXsuNL76QJNjWIMk2N/Pe5dwkCLVaLSGRLjJJr7vp37Up9DzOl3RDld9MufF56NMsN7w+rtG8H7xOPkWQ4/BDmd56U6HP6qEHxot55ThpCn0RjaWA6hR6/qzy/QlNTcoLufbQe+XDvCTdFF030O/3sbe3V8jPwDyChD6PQs/zNjY2sLu7W8h7UiXefvtt/Pmf/3ny/9evX8f3fu/3YmVlZYqrUigUVUMV+ozw+dhNhFpuJLE1IxIlSLZIZKWNJUvKDfPiTULPuWVjKR5n85YTVOglSedazGsMLYo1C4pDLDcch5sbk4Q3Gg3EcWxV4XidLkIv1X+p0LsIfdqmyoR8ipM1i75IQi/HqYIUF+mfl+PMutJalEIvxzjJPvrd3V0A+Qk9n1RynHnB3bt3EzL/+OOP4+LFi+j3+3jxxRcz2/4UCsV8Qwl9RmTx0JNwZiH0ZvyiBJNaSJzTcuiLUOhDCD2bU5mP/Sex3NBOIxVj8164imLNfHiZJuIi9DIJp0iFPgt8pN1FskN/xrKgym6xRfrn5TizTuiLVOiV0B8q9NJCmAU8b9589K+99hoA4NFHH8VTTz2Fz33uczh9+jQ2Njbw5ptvTnl1CoWiSiihz4gsHvo8Cr1PpQ0l9GnqcLfb9RJ6gnnePqIr183jbR56EtzQxlIk9C5fu61Yl19JbOS9lF5jF6EPVehlUayLiHLtURQFk/u05lK214omxHKsKkhxkcQWOHkeeuDQ8nZSCX0cxxMr9DxvnhT627dv4/bt22g2m3jyyScB7P+devrppwEA3/nOd1SlVyhOEJTQZ0QeD70k6jbkVehtsZUAvMo2sE+iSOilwiznpv/dF+coz5N2Fp+H3uyyWqvVrN7pIhV6Xk+r1RorwpRIu05bUaxLoeccvg2CDXkUejMbvwhUqdAXbReaF8uNKvTFgQLFwsJC7qdU82i5efvttwHsq/Py9+fixYtYXl7G3t4ePvjgg2ktT6FQVAwl9Blhki6fytzv98dIqQuhhF6SW7Oo1CzC9HnxGe1Yr9fHCIWcm/+WWetpCj0JPY+XRN2M5ZRdXl33RBYU24pisxL6SRR6m+XG5aGX9iIW5YbApy67yH7RHvS0dRSNohX6eSmKVQ99cZjUbiPPnRfLTb/fT8j6Qw89NPZaFEV45JFHABySfoVCcfyhhD4jXAq9jdiF2iFCi2JDLDeEbxyp0NssN7SV8Ng0Qk+lXzZbMom66aFPU5blRsk2tyTVZlGsTLmRpJ8eep9Cb4vIlGOHFMWaJDuU0OdR6Pn/ZSj080jo581DXwSh5707qYR+UrsNMH8K/Y0bNzAajXDhwgXrRubKlSuIogjr6+sz/7ugUCiKgRL6jJCkOi16MdROMGlRrEyBod3FF3+ZVhQrLTchhF4q9N1u1/pEwiT0aQq9fLoBHC0yJfGWa7Up9HJe2oLSCL2rfoHH8ZjhcGh9bzk+yVoRhP64KvRlWW7mRaEv4n076R76SSMrgcOkLiaAzTref/99AMDVq1etrzebTVy4cAFxHOPmzZtVLk2hUEwJSuhzQBbGhhD6NPVUjkGrisxzJ/i6GVtpU5UnUeil5YYNl0IIPY+XY5nXaHqcfYSe12Ej9dzY+Ipi2SUWOCT0RVhuOI5LoeecqtCn4yQq9Nysyp/tSaCWm8ktN1EUzY1KPxgMsL6+DgB44IEHnMddvnwZwL6ar1Aojj+U0OeAJDw+D30ey438ahI7qZRLQi+LRvk1zUNPG4rLQ59FoScRNptd2a7RJLkuQi+LZm1PLXxFsZLkynm5xkmLYtM89HkVel8xquu146LQF7V+2r/iOK6kqDcPivTPy3FmeRNTJkjAJyH08vxZJ/Tr6+sYjUZYW1vz/t48+OCDAIBbt25p2o1CcQKghD4HJOHxeejzKPTyq803bku5ka/b8t5N7O3tJQqhK+XGtJikKfR8csBrntRyI6MnbZsTG6G3eehNhd5F6GVjKduHn7wfMuXGtlkrQ6F3dZItQ6FP61pbJOY9djMPin4qYdawnDTs7e0BODmE/sMPPwQAXLp0yXvcwsICVlZWMBqNcPfu3SqWplAopggl9Dkg1dIQy03aB3deQs/XmSYjCb1Poe92u9ZH/pyXdmXmEkkAACAASURBVBzgUKH3xS/K+Eub8h7H8ZEceubVu4hot9tNusSa94njuyw3Ng99q9UaI/SmnSlUoQ9JueH7Tm9zVkLvSrmJoiiJ8zTnKoMQz6PlBpj9LPqiFXo51qxuYsoECT1/3/JiXpJuQgk9AFy4cAHAfma9QqE43lBCnwNZPfRZLTcuMk7CaXro5eshCr0k9Oa6+f8kjSGxlXI+G6EnmWd9gC1y0sTe3l5C6LlhsRF6+TTBZrkxFXquUarwJMnc4JikmWPx3DRCzzmLLIp1vT7vhL6M9c96Fn0Zm5iTmnQzHA6Tv1GT3s95UOj39vaws7ODRqOBtbW11OOV0CsUJwdK6HNAktcyPfQ+hV4m7NgU+hDLja3hFf+fY4Y0lgLsdhff9ZmRkyao0DPLHbAXxabl0MsnFpKwS1IsSb8vVYfHytjKkJSbIhpLydcl0Z5nQs9uwXyfi8KsJ92oQl8cilLngfkg9Hfu3AEAnD171tqQz8S5c+cQRRHu3r07szUlCoWiGCihz4EyU27kV5MIRlE0pkLnJfRZFPper4d6vZ7YPVww57N1iZXXZ9plbGs0CX3WoljpoWcOPRs9ybFkJr7r3kuyHUUR4jgei9WUyKvQp3Votb0+z4S+jLXL8WaV3KpCXxyKJPSMvZxlQs90m/Pnzwcd32w2sbKygjiOcf/+/TKXplAopgwl9DlAwkBi7OoEm9dy40q5AQ6JJdudA4fkO5TQ93o9xHGMZrNZiULPdZqE3mVZ4fWFWG58RbGmQk8F3iT08pg0Qm/WLtgKaCfNoXcR6aoVetY5lIUyiK0c7yQq9Ero80Mq9GX+3E8CKvTnzp0LPufs2bMAoIWxCsUxhxL6HCDh4YdJWpZ6UUWxtrklaQ310JPQ+xR6eQ1pOfTyGulPT7PcpHnobXYlOb8vh14q7qZC77Pc+Ai9HJs+eleh8KRFsWkKfdmEnhspGUNaBsqI3ARmX6EvsqkUMet1A2WBanoRhL5Wq2FhYSFpkDdrGAwG2NjYQK1WC/LPE0roFYqTASX0OWAShkkJvenD9yXU2DYTkjBnIfStVuvIkwUboQ9V6GUKS1Ee+larlahlcn7aXmQij81yYyr0k1puuBnwdZWtqihWRnAWbVupIrqyjMhKYPbJLdelCv3kKCqykpjlpJt79+4BAFZWVpx/N21QQq9QnAwooc8Bkp1Qhb6oolg5lpxbWlpMQm+zhIRYbuQ1pMVW8jwSekmy5XVI4p2m0KdZbghZGGYrinUp9FkJPZ9SUL0rQ6EP9dBzfLnukAK5LKjCtlKW5WZeYitVoZ8cRVpugNkujCWhz6LOA8Dp06fRarXQ7XZncqOiUCiKgRL6HJAeeiCd0KcpcXkIvZxbEuaQpkZ5CH1obKWNqLssNzJy0rZGKvQ+Qm9bu61TrM9DH0Lo+TqwTyJCFPqshJ73mffQNT/HK0udl3OVSYrLWv8sk9s4jkvZyJx0hf4kEHoWtWYl9PIcbgoUCsXxgxL6HDAtN67CTkkUfTCbQfmKYm12n6yWG6kQplluQotiTYU+1HLjujck9C4PPSGVaRk5SduPLeUmj4eerwOHhF5uGCRIVEkOssTF+Ww3LoW+DEJfhcp9Eoti5SbGVkifF7O8iSkTJ4nQ51Xo5TmadKNQHF8ooc8BmTQDFO+hD1Ho0wg950wj9CZshJ7592mEnvNlKYpNI/RyjXL+tBQKU9WXHnoZ+clr5Lp8956v0XIjn4jIdeVV6LlOwN0tVo5XpkJfBaE/iUWxZSTcAOOEflYTWopGHMeFE3qOw3FnBb1eDzs7O6jX61heXs58/urqKgAl9ArFcYYS+hwIsdxIYpc15cZXFGtuJhqNxpiH3pzTR+hthWQcn6QgVKGX6rfLQ5+lKDYvoee8/CrJeqvVSuYuynJjHifH8j0lcSGLQj/vhL6sothZ9tCX9VSiVquh2WyOFUofd/iK+/NiVgk9ifjq6mquehkl9ArF8YcS+hyQeeeu5kiS2KYlEmTx0JuP1k0PvanQu4piAbtK6PPQ28YiZMqNSdSz5tDLDqJZPPQ2mAS7CMsNm23ZLDdyrFqtlmTV++6dbQ5fDwJV6P2gHWoWyW1ZCr0c86T46IuMrCQocswaod/Y2ACwn3CTB6dOnUKz2USv15u5a1MoFMVACX0OMH2FhZ02UpqF0Jte+6xFsb6UG3MMSXJsCn1eDz3XbusAm1Whp4JO1dEch/Owc66NLFOxs1luQhR625jScsN7YhJvk2SnRVGa8CXdHFeFvmhCD8yuSl9Gwg1x0nz0RdttgPFN0SxZlzY3NwHkJ/TAoUqvhbEKxfGEEvqcaDab3qQWSeh9RbEkjlRzgWKKYvnBZFOQqX6HKPQ8loqnS2mWRbEk4/JeyLHTYiuZQkMV3KbQcw5zo8EPYdnplnPy0XyeTrF8HYA3ttIsVM1K6E+SQl+W5QaYXXJbRgY9cdIU+qIz6IHZbS5Fhf7MmTO5xyCh51gKheJ4QQl9TjSbzYS82kgpyX6aQm8WxMp/20glP7RdhD4ttrLf7ycbDRuR4txxHCd1ADJtxpeRLu0lNoXelkNv2+x0u91kjHq9bm0s5SL0hKsolnNLopfVckOFXubcEzIyU37NSuhtRNql0KelKOVB2vtdBMqy3MgxVaE/vihDoZfjzYo1JY7jRKGfhNDzXI6lUCiOF5TQ5wQtN0yBMRFquTHVa44tX5OQ3U5Jen0eenOMXq8XTOglOfcRXXPNaZYbdnmN49hazMY1Sh86MG6DkVYg+X0eaxJ6qv3cIEiiF0rozZSbk6DQl0UO5ZOcNEtaHsxq0o0q9MWhbEI/K9GV29vbGI1GiQ8+L5TQKxTHG0roc0Jabibx0NsIfRqpJKGP43gs5SaU0Nv86ebcJqH3bTI4NxV6Fo36rhGAM62BxcaSgJtzD4fDpHura01cP4/jdRSl0Nvmdin0oQW9oYRebkrKJPRlKfRlqvNyXFXojy9OikJfhDovz+cGQaFQHC8ooc8JJpyEeOhDLDdyU5BG6OkDNxV6EmTp26diTnS73WTNoYReXoOP4MlOrSGE3gXagszmOzbLjamS81ol2ZbFxpMo9DLlxtUp1iTZIffNNofteNYy8PV59tCX6Z+X484auVWFvjiUkXIDzF7SzaQJN0S9XsfS0hJGoxF2dnaKWJpCoZghKKHPCSr0g8HAqtD3+/3EeuLLSPYp9DZSZxJ6GZ1I1YWFpLJzqlwXVWvbuvMq9NJmQzuM6xrT0iOYMEHLjTkO/52WvmNr2OVT6EMbS4XGVsqvRaTcmK+XSeh9Xv4icNIV+jIIPa/5pBD6MopigdlT6Isi9IDabhSK4wwl9Dkhi2JtxDhUgcxjuSGJJdk2H5+aDaokOZSWm7ROsXKONA89NxA2y42ZQ2/63E2wk6uc15zb5aGXm4WyFfoyYivTiLR8vWxCL61dReMkKvSj0ajU98wsmD/OYFqXyzo4CWaN0BdluZFjVE3oR6MRbt++jZs3b56YDadCUTWKj8c4IUhLueGHaloCiY/QM9NdEl+fQm+ebyOnVOjTLDdmoWmadYQKPcmyL+WGBNFFFKnQmx0gTYVebm5MkIya94MKPYmVPEZeZ6jlpsqiWDlu2Qo9n+Bw41C0kl5mBr0cd5bIrbzmPN0+03CSLDdlqfPAbBXFDodDbG9vI4oiLC8vTzzeNAj9+vo6XnrpJWxvbwPY/xx4/PHH8fGPf7yyNSgUJwGq0OdEWlFsKNmyeegBt0pvU+htlhvXGEyQSSP08hxpz/EVd0rSLwmLqZTLcW3ghzUTfbIUxaYp9HzfSK5sx7iuk/eaNiufQj9pbKXreFmYy3tQRmwlUK6PvmzLzSw2lirTPw+MX/NxL3osqyBWjjkLCj2J9/Lyste6GYqqCf36+jq+/vWvY3t7G6dPn8b58+cxGo3wl3/5l3j55ZcrWYNCcVKgCn1OUBl3xVaGKpCuglFZdGsWzIYq9DZyKHPofZYb15g+hd4WLynHsnn6bTA/rEnS5RMLV1GshEuhl5abLF16ZXdgNp8pWqEP9dBTPSzLsiLHLoMUl225mUWFvsyEG2B/g9xqtdDr9dDv90vbOMwCyiT07FcxHA7R7/dL/R1LQxEdYiWo8m9tbSWfA2Wh2+3iT//0TzEcDvHwww/j05/+NKIowocffogXXngBb775JtbW1nD16tXS1qBQnCSoQp8ToQp9HsuN/H8bsWa6SpqH3qfQp8VWUv0FkGpFIcl2kf6sKTf8sJbdbs35ZVFsFg89CT2fcNhIv+s6uXkajUbJ2qal0MunGGVBFfpiUbZCL8c+7rabshJuiFlR6YvoECvBpJs4jhMLTFn4i7/4C/R6PVy4cCEh8wBw6dIlfPrTnwYAvPzyy1O/xwrFcYES+pyQaq1PoQ8tinVZbkxiN6nlZm9vD3Eco9lselNuTELvs9xItZzdZW3XmCXlBtj/UKWCZDaKkkWxck1m8yk5r0wc4tMPU6GXr9vuzWAwSBR6zievp+yiWI7L2LkqCH0ZWfRVKfRMm5oFlK3Qy7GPO6EvU6EHZie6ssiCWKIK282dO3dw48YN1Ot1PPPMM0fslQ899BAuXbqEfr+PN954o7R1KBQnCUrocyIktpLH+WCSTsJFoE1Cn9Vyw4JTM0GGcMVd+iw3JqE31+Mi9NIfL8EP0VardSQZh2vKEltpptzQsmMj9CGWG95327Gu2MrQxlJyTNu9kR56YH4V+rKLYrkJtW0wp4UqFfpZshqVgTKLYoHZUeipohdREEtUQehff/11AMBjjz3mfI8++clPAgDeeeedmShAVijmHUroc6JWqyVZ7bbizlBC7/PQA0cJNIsxSUhlMykzHtJlubFlvEuY56VZbmjhsZFX3iOuka/b7DKEVOhNQm9ablyNpUjaec/k/YuiCP1+P4m+k8eEFMWy6ZX5HknyaI4XSirN5lEmpqHQz6PlRo49K+S2zAx64qRYbspW6GeB0A+HQ+zs7CCKIiwtLRU2btmE/u7du7h9+zaazSYeffRR7zquXLmC0WiEa9eulbIWheIkQQl9TqQVE01K6F3EUkY/mmQ5JLFFWm5cnnZbdGWa5UZeqySicn2SlPsKWiXxMdcY6qGXTwrkGOw+S+uMScBdTyh4DbTYyO650gbEOXitWS03aefI6EzOVRbmuShWjj0rPvqyn0rIsWdlE1MWqiL001SOqc4vLS0VWrxaNqF/6623AAAf/ehHU3+/H3/8cQDAu+++OzNP0hSKeYUSegOhflsq81IJlpg0ttJH6iSpl6TVtO+4GktRoc9C6NMsN3I+SSZspNrlf5drBMYJvUuhd3nopVou52YGuIvQy+Nd+fb8am5ybIXQeQi9z7t+XFJuTrJCX+Y1nwSFPo7j0p92zIKHvgy7jRxvZ2en8PqSXq+H999/H8A+oU/DysoKzp49i8FgkJynUCjyQQm9gVDixXQbSaQlilLobWNLL7q02Zhj+Sw3IQq9tK/4SK5PobddX5pCL9U3U5mi5YU2H0no5SbLZn/hv30Kveu+EbZ7wjFs7/kkCr2NSJse+rIy6IHyCL1MaCozNk8Wxs4CqvDQz9ompgywDmhhYaG0n59ZsNxsbW0BKJ7Q1+t1LC4uYjQaFf4E4vr16xiNRrh06VKwTehjH/sYAODtt98udC0KxUmDEnoDocSLKnO9XrcShlAFMquHXh5rxi6aSrnNJpNXoQ+x3PBa0wh9qELv8tCbGwhpeZFFwzayzu6z9M9nJfQSLoW+KEIfotCXqfamJe7kRRXqPHB4r2aF3FbpoZ+Vay4DZUdWyrGPI6GXY3KOovDee+8B2E+xCcXly5fRaDRw79690qM0FYrjDCX0BrIQeqq9NsJTRGMp+bqE9Hj7LDc2lZ/qlk+h59yhlhseJwm9bAZlXl9aQo3NciPP9RF6qfzbyDr97VTobYWzIYQ+zUMvj5MF1CEI8dDPc8pNFf55Of4sKPTcfJfZ2Rc4GbGVZfvngf2/PVEUodvtTq3rbpmE/vTp0wBQKIHe3t7GvXv30Gg08MADDwSfV6/X8eCDDwKA2m4UigmghN5A6Ic/8+fTLDdphN7loQ+13EhCH2K5kYQ+NOVGri/NchNF0dhGw+ZjN4m3Cd67U6dOeQm9ufHguIyXtHnapUKfx3JD+Cw3Wd5LG0I89MeB0Jet0M+S/UResy0VqyicBA99FYQ+iqKp30sSepLvIlGGQk91/sEHHwxuIkhcuXJlbAyFQpEdSugNZFHoae+wER6bWmvDJJabNELvs9yEeOjleaEeepnxDrgVemmNMZEWW2lafFwKOUmUqdBLS45twxFK6M33yFU3UWS3WKnQ830sC2UR+qosN7Pkoa/CbgOMP4GalrJcNsrOoCemabvpdrsYDAZoNpul/MyUodB/8MEHAICPfOQjmc+9cOECms0mNjc31XajUOSEEnoDWRR6n+WmqBz6LJYbV2ylJIbsnJnFcsNGVOZY5jXI82QajVwzx/Ap9DYPPS08aZYb+X1b4SgVUlcOPRBWFCvP4Rh5Eots8HnXuZHgfZhHQl+15WbWFPqycdx99FUo9HL8aRD6Mu02ctyiyPPu7i7u37+Per2OixcvZj6/Vqvh0qVLAA43BgqFIhuU0BvIqtC7imI5TqiHPo/lJtRDbyr0XFea5YaEPqSxFMc0LTe+lBuXQs/rcFluTOJuEnpTmbVZbkyFvghCX4VCz9dpGSqTFPMpClOFisJJVOirJPTH3UdfFaHnxmiahL4Muw2w/7c1iiLs7OwU8rtNEn7p0qXcyUP00SuhVyjyQQm9gTwKvUm8ZGSi7wNcWmbMP4I+hZ72E5dC77PcSDuLCzZC6SvulJsS03KTlnJju3c2D70v5UZ66OX3bQo9o+44TtkpN/K4Ijz0HK8KhV6upUhSfBIV+qosN3KOWbjuMlBFyg0w3Sz6shX6Wq2WxEoWodLfvHkTwCEpzwNuBu7evXtsf3YVijKhhN5AEbGVzEpngaYLkuyahXIhjaUkoSfJk+eaKr8sFPVtNEyFnqq0i+j6PPQmoeeGwKXQU3mu1WpotVqZU26AfUIjU0XkZolWo9FohF6vl5nQ26I8TctN2Qq9bG5VZoGlXEsZhP6kFsWWDVXoi8E0FfqymkpJFGW7GQ6HWF9fB4DENpMHjUYD586dQxzHuH379kRrUihOIpTQGygitlISel+1v8s/L7/nI/SS3Iak3FCRjqLISyxcTwdcazKLVH2WGxv5l2CxZ71et2blhxbF8jiblSmN0Mv7ayLEclOUhz6E0JeNMmwrVefQs25kmpiGQn8cCX2/30+K6st+wkOFfhr3sWyFHji080yadHP37l2MRiOsrKxM/Dt94cIFAFBCr1DkgBJ6A0XEVpLQTkLoi8yhl4SXhN5HLIpU6M2UG5f/nej1ekkXUf4n1yCv2UXo2QVxNBpZCX2z2UQcx9jb27O+B77rrNVqSZ3AtDz0RBWEvkyFvmxCFkVRqn2pKkxDoZ+FJxNFoyp1HjjcGBXdTTUNo9EIOzs7AMrz0MuxJ1Xob926BQC5imFNcAwl9ApFdiihN1BEUWxWhd5my/GROhI56dWPoghxHI9ZTGyEk6Q0jdBLrzzJtGuTweNI6OW6fAq9bSxJ6F0KvVTVZT2BVH59Cj1z6kkOTMuTi9DzPae9KavlJs2Tbx6fRqLLansvUaaHvgpyOys+elXoi0FVkZXA4aah6vu4u7uLOI6xtLRU6u94UVn0JN9FEPrV1VU0m01sb28nmxqFQhGGQloWttvtNQC/CuAnAVwGsA7g9wH8aqfTSe0U0W63Pw/gVwB8EcAigDcA/EsAv9XpdEbGsd8F4B8B+EEAywfH/isAv9npdMIYkwdZi2JlEad8LYTQ2zLQibTCTP6hN4mKJLAk91S1SZZrtZpXHSXh5TzmOl2WGxLj4XCY3BMXoTfVdYKdGU2FXs4lx+STCUn0sxD6ZrPpTBiyEXpZzBtqucnaWCqrol8myiD0oZGuRaDVamFnZ2fqSTeq0BeDKhV6JmJJm08VoGLOotWyUIRC3+/3ce/ePdRqNZw7d27iNUVRhPPnz+ODDz7A7du38fDDD088pkJxUjDx9r/dbjcA/CGAvwfgAwC/A+AVAD8N4Pl2u72acv4XAHwVwI8A+A8AfhfACoB/dvCfPPbzAL4O4L8A8AcA/g2ANQD/E4D/fdJrAfI1lrIR3Ek99CSOtsjAOI6dhN4cS5LTXq8X5D+lx5zzmE8SXJYb3g/g8DG1meITYrmJ4zhR53meLYdeEn5J6FkU67LccCNGBcjleTfX1u/3kznlB3zRlptQm8g8KvRyA6wKfTk4CQp9FYRezlNlYSwJdpl2G+Cwz0e32839+011/uzZs4VteNRHr1DkQxGM4OcBPAvg9wB8T6fT+fudTuevAfgNAA9hX0334Z8DaAL4iU6n87c7nc7fBfBXALwG4Bfa7faz4th/gX0F/z/vdDr/VafT+RkAnwDwPIAfb7fbPzbpxYSSLumhN/8Yyg6lPp+zj9DL7/uiK8250wh9FoXeJPRpCr3MqzcJfahCzw9OZtr7FHppyWGqDc/lpsp2P5rN5pjlxiT0rqLYfr+fJBeZCv1wOEzulyuCNPRnK03R5+amikLPogn9YDBINmzzWtSbFTJxyZd6VRSOs0JfVWQlcZwJfRRFE6v0RdptCPXRKxT5UASh/1sAYgD/0LDH/BqALQBt14ntdvsTAJ4B8JVOp/P7/H6n01kH8E8BRAB+yjj2/+p0Ov+vOHb7YC4A+M8mvZjQD37poSdJIUKL/lydRQkXEaRXnh1PJVwdZweDQfLoOKQoVlpuXKSckIWvJLNUB12bAZdCzw9Ovu7rFCvnkwr94uJiQujTimLlXPIY29pkVKlJ6H02kqyEnnPIPgU2VEGIiyb0VVpPgNlQ6OU1V/GenQSFvgoPPXC8Cb2cIy+hZ0EsVfUisLy8jMXFRXS7XWxsbBQ2rkJx3DERoW+323UAnwNwrdPpvCNf63Q6WwD+BMBH2u32VccQXzj4+h8tr33l4OvnD75+8uDrH1uOff/g69mQdfuQxXIjibE8Tyr0PoQq9K7oSkYvSvj84N1uN8hyw6LPrJYbOR8/AM1NS5pCTwWOr/uKYl2Wm1arldQN2O4HG2TRghTqoZeWG27omHhD8lQEoZfn2Ih0kV1b01A0oa/SbiPnmSahr9JuAyCJ05Wb3+MCtdwUi0kI/e7uLra3t9FoNLC2tlboutR2o1Bkx6QK/cWDMb7jeP3awdePOF5nW7kj53c6nXcB9MW5/x+Avw7g31rGeebg69sp601FaJt7k5hKwhNa9JdG6F0E2qbQm9GStjFkyk1aY6k4jpM8eNpv0iw3smbAZbkJVehJftIUepeH3qfQk4j3+32MRqNMCr1MuQEO729ZhN52TpWZ6mUp9FUUxMp5pmm5qfqpBHB8VfrjTujjOE7+dpZdFAtMRujv3LkDADh//nzhT55I6DmHQqFIx6SGTkpOm47X+bzM9Xw05PxTANDpdN7HoRKfoN1uL2M/IWeI/SLZidHv971qmrRCLC4ujjUoAsJJSyiht1lupMos1+ry0NMWMhqNsLCwEFQUK8muLAK1EV3ZDEoq1pN46OV5aYReeuhJ6H0KfRRFifc9i0IvLTfA/nvU7/eTD+GsEaQuHFdCrwp9NWi1Wtjd3UWv16uEGFYB/l1JswwWiaoJ/e7uLkajUVKwWjZI6PNERJJsnz078YPxI+CYSugVinAUVaHlYhihzCPX+e12+zKAfw/gcQC/3ul0Xk2bqN1ufyPtmMFg4P3AkOqszRoRqtCneehdirhMueHmw6XQm5YbFsX6rk8my0iPus9yI7Pj9/b2EhJjXqO0xdjGMsmPj9DLolgW/PLDPk2h572zHeNLuWFBMTd1PNblx7ddewh8STfTKIotKkKzaoV+FopiVaEvBvJvQxW1CED1hL5Ku42cJ08WPcl2EXGVJpaXl9FqtdDtdrGzs3NsNqUKRZmY28ZS7Xb7pwD8BYDvBvAbnU7nl4saO+3DX3q4bQpm0Qq9JJayWFVGAJrNn8wxBoPBGKEPJVRyDT7LDYkxyW4ZCr3cxPA1vs75SPLTFHpex3A4dFpuzOvkvPyQl4WxIZabLH5m3yZgGh76ohTuk1wUW7VCL+c+Dqg64UbOVRWhr6JDrMTCwgJqtRp6vV6mTe9gMMDm5iZqtVrh/nlCVXqFIhsmVegp/7jG4fddfw1Dzh8798Bi81sA/msAN7Efd/l/hiwWADqdznfbvt9utxO5M02NlAqxjdAX5aG3EUt64GmLyRJb2e12Eccxms1m6uNcKmD8Sv+4XDeApKMsiXEaoc+q0NMeIyMoSVIkoZeFyLT9uAi9PMdG6F0EXFp6+P881me5ydpYSo4z7aLYoptcVdlUCpgNhZ4/06rQT4aq/fNyrqoV+qoUaUZXbm5uYmdnB6ur3rYxCe7evYs4jrG2tlaaNejcuXO4efMm7t69i6tXXbka6bh//z7u3bsHAFhZWcHa2lplT3gUiioxKaG/DWCE/e6wNvD7Nxyv3zSOS9But5cArAJ4UXzvDID/G8D3YL849uc7nc7d7Mv2I49CX0bKjY1YmoTeJFo+Qr+3t5dkgKetjX/w5Pmu9fB4eT9MQm9LuYmiKNkQmI2yJPmhZ53JHf1+P5nPZnlh0arNTsMscKpSWT30cm1MvZHXayOqskmYfNLhg49I82fA7FhbBvizxqLjSec6yQp9lYT+OCr00yD0/JvW7/fR6/VKfw+rttxwrs3NTWxvbwcT+jL98wStPHkV+vX1dbzyyiu4f//+2PdPnz6Np59+GpcuXZp4jQrFLGEiy02n0xlgn3A/0263x4x0Bx1kvx/73WPfdQzxwsHXH7a89oPYz6H/E/G938E+mf/lgyZUhZN5IJtCb1NSQz/A8+TQk9iStJIgmsTZNgYJjU+m+AAAIABJREFUfYhCT0gPveuJAXC4AeA1s7iLvnazU6yZUEPYcqbNRk02y43cRHGz4yLPzWYzaeluI/3yqYBUwzkv1yYJrs9Dz3XJ60+Dy7vOAmS2pS9KOQ9ZSxEq97QIfb/fr7SYWGIaRbGq0BcH3ssqVPppEXo5dwju3t3/6C3DP0+srq4iiiJsbm5m/jt37do1PP/887h//z4WFhZw9epVPPTQQzh16hS2t7fx9a9/Ha+99lpJK1copoMiPPS/h/20mn9ifP8fYF95/3Kn04nb7fapdrv98Xa7/XEe0Ol0XgbwLex3ef2r/P6BOv+PD/73ywffexrAfwngf+10Or9ewLqdCFXo0yw3aaQlr+UmiqIka51WGEmUbWOwUywV+lDLjc1DLwk45+Xx8hG17fpsBa1yPBvh4xqo6Ns2BdJD71PogUNC77LcmNdtXqvNcuNT6OV4oR9MruNtTwnKRpGEvmrLTRRFU4+unKZCfxwJfVVNpQj+TSv7XsZxnHjoqywCzUro4ziuhNDX63Wsrq6OzReCb3/72/jWt76FOI7xxBNP4Id/+Ifx7LPP4plnnsEP/dAP4amnnkIURXjjjTfwrW99q7T1KxRVo4hn9b8J4O8A+Nl2u/0Z7KvuTwH4EexbbX7l4LjnAPyng39LA9vPAvhDAF9pt9tfBnAP+3nzjwD43U6nQxX/b2J/A7Lcbrf/R8da/qjT6fzBpBeURrrSimKLIvQ+i0ur1cJgMEgIvWssSZqpmmfx0EuFnh9stvUQaYQ+j0Ivz6dqzntjEmraaZidb6r7wCGhZ5Gwy/fe7/cxGAyOvMeLi4u4f/8++v3+mEK/uLiYueuvCy4PvVmYO2+Eflrktt/vo9/vVzovMU2FXi03k4PzsU6mLLDxX6vVqmzDC2Qn9BsbGxgMBlhaWir9Z/rcuXO4d+8e7t69i4sXL6Yef+PGDbz66n7Y3bPPPnvEe1+r1fD444/jzJkzeOGFF3Dt2jWcPn0aH/3oR0tZv0JRJSZW6DudTg/AlwD8NoCHAPwcgM9gPxP+C51Ox2uA63Q6XwXwA9gn+z8G4KcB7AL4pYOxCHaK/RsA/gfHf1+a9HqAdOJSVFFsXssNsE9SqFaHWm4kmUrzQtOekNVyww8/qt/mmlxNoQiuUSpUNkLP79ksNxK24ifaVdhoK6tCb0u5SUs2ykqKQxX6ebPcVJ1DD0zXR8+naKzdqApquSkOVSn007DbyPlCs+jLjKs0kcVHv729jW9+85sAgO/6ru/yFtI+8MADeOaZ/X6UL7/8MjY2NpzHKhTzgkI+YQ5I+y8e/Oc65o8wrszL174G4EdT5vibk6wxC4qKrUxTL/Jabjg2lZJQyw0V6VarlUuhTyuKBQ6JuIxBsyn0LssNPzRtCj197XJzITPlWVsAHG5IQgh9SDKNbJ4lybTtCYENWfPc0wg97888KfQyZrVKcjvNpBu5ia4yWeM4FsVOI7ZSzle2Qj8tQr+4uIharZY8VU37bGBiTBWEnkW3TNVx/Q7FcYyXXnoJg8EAly9fxqOPPpo69tWrV7G+vo533nkHL774Ir7v+77P+kRXoZgX6E+vBUV56MvIoZc+bhKkUMuN9HmHFsXK830eeoK5xv1+P5nP5qFPU+gloZckXTaxkq9JQs3UHG4ATEhC7rLcmPee18kUHQBjlptQD30oqXRtAHi+9PGXjaIIvfy9qJLcTlOhn4bdBjj8/bIlYc0jZAF7lZtB4Pgr9FEUJUJMiO2GhL6s/HmJxcVFLC4uYjAYeNf27rvvYn19Ha1WC5/+9KeDx3/66aextLSEjY0NvPXWWwWsWKGYHpTQW5DFcmNTwkzSlTZOHoU+q+WGRbGhHnqCxCvUcsNrZsybuaY0hd5G6E2FPs1ywyQgVwoMCaUvz928VklGJdkOJfRFW27mUaGfhn9ezjcNQj+tawaOl+1mWuq8nLPslJuqm0pJhProB4MBtra2UKvVcObMmSqWlmwcuJGwrYmJNU8//XSm37V6vY5PfepTAIDXX3/9WPyuKE4ulNAbYM552jFAuuUmtCg2zUPv8nHL5klplhupmIdYbszzSZJldry5Nq4riqIxz77s9upT6OM4Ts5ZXl4+sgbOK1V1eX3APvnkJkdudCS4GfJ1bjXvvbSKSLLNJwLMxi+6KNY8nvdnGkWxkyq90+iYChRbA5AV01LogeOVdDOthBugOkJfdVMpiVBCz0z3M2fOVGZPSSP03/72t9HtdnH27FlcuXIl8/iXLl3CAw88gMFggDfeeGOitSoU04QSegMhhF6qzI1GA1EUJVYQIEyht2W0m7CROumhl7GVaZYbpnxEURSkcpkedFeDKEnGgf0PoyiKrJYb3h9uDExCz+ZF5hql5cZU6M2iVNmEStYWSDAJJ45jZza5T6GX9hnee5d1h8ir0LtSblShD8dJV+iPg49+WgWxwPiTjjJ7GUzLciPnDCX0VdhtCB+h7/V6+M53vgNgvxA2Lz7xiU8AAN5+++3SayUUirKghN5AFkJP0icJj0y18H2Ip9lt5Gu2lJvFxcVEZWbuOuC23LBINYqiTGqhLIqVazK95ST+p06dSqwupkJvpvqYY9ESJK1M8jgea7PcSMuLVOhthL5eryeE3mW7CfHQU6Fngy9fzURWlTvNQz+PsZXTJvQnTaFXQl8MarVaUrNU1tOObrebROROY/MXSuir9M8TnOv+/ftH/l5fu3YNw+EQly5dmqhr7crKCq5cuYLRaJRsEBSKeYMSegNUiX1KjEmeJeFhoSUVYhfSIivlayEKvWs86TEnoc/ygWEq9CY5N20rVOgloTevw0XomcJTr9fHrsPmoTfHkGPznrg89Hyq4iP0LoVeFkKbhD7kvQwllawBSOtWWwVJzbp2F6ZF6KdZFDtNhf44WW6m6aGX85Zlu5lGQymJ0KJYKvSrq6ulr4loNps4ffo0RqMRNjc3k+8PBoOkkPXjH/+44+xwPP744wD2VfppNaFTKCaBEnoDVKR9v9CmQi8f6ZPcyQhF3xi+Y6RVhRsMnnfq1KnEQ0+ia7Pv2Ah9Fh9qmkJvI/Qk0vwQDlXo9/b2EkIvN0Nmjr0kz7aUmywKvWvj5vLQ21Jusij0WT4obE9oeD4VtSpIalEK90lU6KdVNyDnVIV+cpRN6KdptwEOhRjZENDENApiCZvt5p133sFgMMD58+cLeWKwsrKCixcvYjgcauKNYi6hhN5AFkLvU+hNldlEWkEsYarbPI9JLUy6cY1FpZce+lqtFkSobI2l5BwmoaeKTMvNaDRKPvxCCT1VKjOz22e54fr4VEWm3Pg89PV6PZNC77Pc8D33EfqsRbGcyzznOCj0VXbBlPNNM7ZSFfrJMM2iWOD4E3oZXelqMEV1fmVlpfK8dtppSOjjOE5Id0jmfCgee+wxAMCbb77pTUFTKGYRSugNkEj6yIvPckPCGWq5SUubcRFoqm/SkuHaHNTr9WSzIRsj+a6vXq+PkepQy82pU6eSQlF++LksN+a18UPNVDNNQi8VehbXysLUEIUeONy02P5wh6bccPPCzYQLeRR62yaA5/PDVz306TjpCv1xIvSq0JeHNB89yXSVdhvCVOhv3ryJ7e1tLC0t4YEHHihsnosXL2JlZQXdbhfXr18vbFyFogoooTcQQuhdlhtmr8dxjGaz6VUxQiw3cg6bUiw7p/rGkoQ+RKGnZYhk1bZes1iUWFxcTBrahFpu+H0eb67PtNyYiTKcj9/nhsSn0BP0+5vwpdxws2ZGX/qaJeWJfrQp46blpt/vl5q8wXXwPk2iWk2L0Mv7WPa9MjELCv28W25GoxF6vV7m+p8ioYR+Ogk3xMrKCqIowubmJobDId58800AwCOPPFJ4kzqq9Gq7UcwblNAbmESh7/V6Y15uH0IJfYhCnzYWiS2JbprlQSrcJEBpCj2J3sLCAprNJuI4Th7dugi9eW0k9D6FXmbvE7QexXGc+PfTimIlsfMRelvKjVy7JIm+py15bCumMi7tXNLSVXYn0CiKClHpp6VWF7X+rJCJV1XbjIDjo9BLdb7KDsMSx70oFghX6KdB6Ov1Os6cOYM4jnH9+nXcvn0b9XodDz30UOFzXb58Gc1mE/fv38fGxkbh4ysUZUEJvYE8Cr0kC6GK3KQKPT+szWZNNjQajTGFPqSDLRV6c71pRbELCwsJYeaHVJrlht/n8S5Cb2ssJcH3Ls1DL++TS6E31yYtN+brZma/DdxgmKk1PphrMBXuKklqEWrvLCS+VKlWT9NuA4xfc9VPJorEtO02cu4yCD2f7Nbr9aleo4/Q9/t9bG9vo1arjTX9qxLcSLz66qsAgKtXr5ayUa7X60mDqnfeeafw8RWKsqCE3kAaoR8Oh4kSTMIriVVRXWIJV1Esx8+i0Id66HkcibncNLjWQ5LaarWS7qmhRbH8vuuD25ZyY9u8yALZLAq9LdXBl3Jjuw+An9DLc0IJuEnYZ4HQ550rpJtumZiGj36adhtg//eBT8vKfopTJqYdWSnnLoPQz4LdRs5vI/TTLIgl1tbWxnLiH3744dLm4tjXr1/X4ljF3EAJvYE0Qm9aL4BxsiAbHPmQtyjWbCxEgiuPtY0hLTchCj3Pq9VqyRyy8NN8YkAsLCyg1WohjuNUD31ey42p0PM9kwp9moc+jmNEURTsoTffd7OZGIDUD7q8zaX4nvMrf96qVJ0nTYqRG6Jp2CamkXQzzScSxHFIupkFhZ61Mww+KBIk0NO02wD7gQZRFGF3d/cIiZ2mf55YXV3F/fv3ce/ePSwvL5e6ltXVVaysrKDf7+ODDz4obR6FokgooXcgjdBLQinJQuiHeFYPPa0dzJu3WW7SimJJ6EPXxvhIGV1pU+hlBj5jHeM4TlXozbF4vIvQ0z8fYrkhobd9+MragDTLjS3lxlw7P/yqUuhtm4qyMenmYdrkdpoK/bQsN3JuJfSTQf7NLVqlp9Vw2gp9rVZLYkHN6MppJtwQZ86cwe3bt7G3t4ePfOQjpc9HlV5tN4p5gRJ6A6EKvY3QZ7Hc5PHQy3MkyU0bS3rosyj05jUwd12uXzbSok2Hj/mpuId2iuXxZta09NCbOfT8PhDuoZdWIrku25wk7GzglddDD2Qn4LNkuZl0rmkT+mko9LNA6I9D0s20M+gJbiiK3hzNiuVGrsG03cyCQj8cDpN7v7KyUvp8V69eRa1Ww61bt0orhlYoioQSegMkZy7iYiq1gL0oNs1yk9VDPxwOx2w6kpSmEfpms5lYQ5rNZvDaeByJqk+hZ2fcRqOBVquF0Wh0JPEnTaHn8eYHN4/j9bKGgeD6TA99SFGs3BDZ5pT33fae51Ho81puZsFDP+8K/Ukj9KrQF4eyfPSzTuhnoSAWAN577z0sLS0lOfFlo9lsJhn377//funzKRSTQgm9A1kUejOHHkj/EC9CoTdz6F1+/Hq9jl6vlxDy0EhNXpdUsm0WINkZV8ZipjWWMq04/CNtfnDTzuPq7GomeNBaRP+/+brcAJhZ8kStVkvur22TxmvodruJFz8NeRV6WxZ+nvEmwbwT+mnEVrosZFXiOCn0SujLh43QU51fXV2dWkEssF+gurS0hAsXLiRrKhu09rz33nuVzKdQTAIl9A5kIfS0d8hkl1DLTWhR7GAwOFJYyPx121MDc4xer4fRaIRWq5U6p2m5sSn0UrkmOO6pU6cQx3FCdqVyLtfJLq8cj8TZVhzG+8tiVknS+W9zHhIpc53cmJDwuxRzrpPvqY3Q7+3tee09EpMWxZqkuEqyVhShn3aEY5WEftrXLOeeV4Ve1uIcR0I/GAzQ7XZRq9Wmfn2AndDPgn9+Z2cH9+7dw8rKCtbW1ioj9A888AAajQbu3bt3pK5AoZg1KKF3IAuhBw7JF33goSk3aWq5JIHSpkNyXavVjnjVTdBDT8tNVoVefl9uMLgeEmm+durUqUTZlnPZrlmq9C7LDY+TxbeSFJsKfAihbzabYx10beA6be+pfArhs/fYxgsllebx6qHPj2ko1bNAROddoacQwd/XaaIMQi8LYqfVNEuChF6S11nwz9Py8sgjj6Ber2Nzc7OSOMl6vZ7YblSlV8w6qg+EngNI1duELbaS/7+3t+dsjuQaJ0vKjTxH2kr29vawurqaSuiHw2HS+MkHqdCzGJTft62H4Acur73f76cSej49SFPoec0k9K7oOFqBaP3pdrtH1sl1yWJhG0yF3lw3sP/Bx7mqVujn0XIzjY6pct5peOinGVs57wr9rBTEAuUQ+lmy2wCHf3t3dnaS2iifQh/HMT788EPcuHEDd+/eHXu/zp49i8uXL+PixYsTb1ZI6B9++GFsb29ja2sLm5ublTw1uHLlCt577z28//77eOKJJ0qfT6HICyX0BuirZrGpSX5dRNzMe86S9e6DVGmltYYqcxRFVsJpjpFF6ZIKPdVpft9G6PnHmq+xcCqU0PO1EMsN/+1S6OWGy1WEmlWhT/PQ+yIybePlSbmRm8xpeujnVaGv2kMfx/FMWG7mXaGfhaZSRBmEfmtrC8D0M+gJRlfu7u5id3cXrVYLOzs7qNVqOHPmzNixN27cwKuvvmptRLW5uYnNzU288847WF5exlNPPYUHH3ww15q2t7dx//59NBoNXLp0Ce+//z62trZw//79Sgj9xYsX0Ww2sbGxgc3NzSP3QaGYFSiht4CkPguhJ2GgQl9UbKVUdU2Fns1OzDQZE1Si4zhOOrn6IBX63d3dxLeeRuhND70kyiyelb55ec5gMEhIh02tImG2KfQyNlJuelyEvt/vJ4ReNuay3Tcg3XLDhJ9QhT6UVDImk/d6Fiw381oUWzWxler8NK0UqtAXhzItN9NMjzFx+vRp7O7uYnt7O1nf6urqWKTzSy+9hBs3bgDY34w8/PDDuHTpUrIx2d7exq1bt/D2229ja2sLL7zwAq5cuYJPfepTmZ/SUZ1/8MEHUavVsLq6ivfee68yH32tVsPly5fxzjvv4MaNG0roFTMLJfQWkDD2er0jypCrANX00PtUOUl2sxTFSlVfFnaaDZxMkIxn9dCb18C8eaa/kByZCv3CwkIyp7TryGPM6+v1euj3+4iiyGu54XWamwWuQ6rYZnMoeX3ScuMixCGWG3roOZYPWWMreR0k87yf/FmrstBTPoWwbXTTMG1C32g0xn4Pyk7rcCU2VQ25keHGfJ7g6k0xDfBvBgMKirCPzUqXWInTp0/j9u3b2N7eTv520j+/vb2Nr3/969je3kaj0cBTTz2Fj370o0d+rtbW1rC2tobHHnsMb731Fl577TW899572NjYwHPPPZfpeknomThDVb4qQg9gjNA/+eSTlc2rUGSBFsVaIBsUmUhT6EMsN5KYZukuKjcTsig2zXIj191qtVLJjK+xlJyH10qFXCr0HMe8l+amg/+/t7fnbXwli2JNe4vNcsMITfk9eQw75jKNxwa52QDcKTecq2iFXp5Dpcy2Bj59KRuTPBGYNqGPoqhSlX4WMuiB6q+7aMxCYbFE0d1iZ81DD4wn3Uj//MbGBv74j/8Y29vbWFlZwZe+9CV87GMf836G1Wo1PProo/jSl76EM2fOYHNzE1/72teCE2O2t7exsbGBZrOJixcvJmsB9gl9FX/3AODChQtoNBrY2NjQtBvFzEIJvQUkvLYPwDQPfcgHUKjdRh7jstxEUZRquZFzhnww+hR6OQ/nNRV6qi+S4LqebEhiTAXatkZeM5tK2RR602fus9zUajU0m82xJw22Obk2c+1myg2bd/mQtShWzskPfkmIpVo/y4WxbN4l1zsN8Of5JBF6YL599LPkoQcOxYoiCP1wOEwse7PwBIKQhJ4qeKvVwvPPP49er4eLFy/ii1/8YiaV/fTp0/jiF7+Ic+fOYW9vD88//3zQPfzggw8AAJcuXUo+l5vNJpaWljAajZIahLJRq9Vw6dKlsTUpFLMGJfQWhCj0tpSb4XA4RhZdCC2IBQ5VfEk8peUmiiL0er0j3nTXurMQeh4rG0vJdZt/kDk/z5NNnVybGJ6zubkJwP0EwZdyI+PL5Dwustvv9xOFfjQajRX+mnMC9rQSrlsWxRYdWwmk12bMA6GftjpPmIXrZWKWCP08++hnyUMPFKvQS7vNLFmhSNSZvR7HMV555ZWEzD/33HOZLXfA/t+q5557Dmtra9jZ2cHzzz+f+nfr5s2bAJBERxLTsN2wqFcJvWJWoYTeAv5xzaLQS0Ivu6XaEOqfJ0xiKRV64NDb7gK7oUZRFEQwTIWepNzciJj3h99fXFxErVYb62Lr2gjxnI2NjbE5TTQajaSxlCTPTCTiv0MUemntkWkkJqQdyFy7bCYVx3Gi9vuSbiax3HDTMU1Cn3euWSH0VRLbWSL0qtAXhyIV+lm02wCH61lfX8dwOMT777+f2Gw++9nPTlR/0mw28fnPfx5nzpzB1tYWvvnNbzptM/1+H3fu3EEURYk6TkyD0PMpwZ07d+byd0lx/KGE3oI8HnqqvYPBIEk9cSGL5QY46s+nQk9lmN5y33w8Jguh54cXFXCXh57g95nsEcex81zzHCr0rvVJ37z8t3kf5DxplhsSelumvlybq/sv34fhcJgQDp9KX6vVkgSltIhLIq1hmSr04Tiplpt5Vehl1G4eRbgMlKHQzxqhr9frWFxcxObmJt58800MBgMsLi7mVuZNtFotPPfcc2g2m/jggw9w7do163Effvgh4jjG+fPnj/zdY5EuPf5VoNls4vz584jjOHlyoFDMEpTQWyDjuUz4Um6YRkKC6YJLrXbBptBz40Al3Kea7O3tJQkXaX+QJdk0VTGXh56QjaVoi+E5Zoa6eQ4JvUuJo0LPc3gPSc75usyMT7PcsAaByS22OeV12p4ukNBz8xPqo8+aRZ9muamCpM47oT+plpsqr7tIzFpBLFBsdOWsEnpgf003b97Eu+++i+XlZXz2s58t1Pa0tLSEZ599FgDw2muvYX19/cgxtLaYdhsAWFlZAbD/ZLeqwlhAbTeK2YYSegv4B8IkLpLsmoS92WwmilJa9rRrU+CCrTiTyjQVX9983W43If1pj0ttCndWhZ6xlcyet51rnkPC6iP0sgusaeUxSUuaQi9tUbRKmTCfjLjqJkIVenm9WbvFuiw3VUZX5p1rVgj9SVfo580mMEuRlcRJIfTNZhPXrl1Dv9/HZz7zGZw9e7bwOR544AE88cQTiOMYL7744pGgg1u3biXHmVhYWMDi4iIGg4G1sVVZIKG/detW8FNWhaIqKKH3wOa9Bg4zrSVarRb6/X5C6EPGzWq5MYtiSejpLXeBCj3z0kPXlkboSezM2EppueGaXQo9x2JagevDW6bcmAo95+S1ch6XGt7r9VCr1ZJzXAq9zF2nZ972uiT0RSv0XOMseehVoU8Hfw5nidDPm0I/a/554OQQ+jfffBN7e3tYWFjAZz7zmdLmefLJJ7G6uord3V28+uqryffv3LmDfr+P5eVl5/2h7aZKH/3i4iLW1tYwHA6TDYdCMStQQm+BS6H3EXE2FpLFqi64yK0LIZYbn8Wn2+0mcY9phbjyGjm+aZ8xi2J5v/h95rLHcZx88KWl3KQ15JIpNz5Cn0Whl08SXJYbXreNjHLTImsTio6unKWi2LyWm1lRq6sitqPRKGmSNu1NDDC/RbGzlnADjBN6ma6VFbMaWQkAN27cwIcffphkyJfZhK1Wq+GZZ55BFEV46623EusNPepUxG2YRmEsoLYbxexCCb0FrqJYH6GXin0WFTwEjUZjTO0moSVBT/tgIYGhop9lbc1mM9k0mOk8ZmMpnsMaApk6k6bQ03LjUmNcnWI5rknWQj30gNtyIwm9b/MlaxOKjq40FfppFsXmnWtWCH1VxFY+kZiFOEJV6ItDrVZL1jPJ/aQ6f+rUqZn4GSH6/T5efvllDAYDXLhwoZLNxsrKCp544gkAwEsvvYTRaOT1zxPTIvSXL18GsE/oq/TvKxRpUEJvgUuhT1PWTeuJC3mKYkksZQt7ZtSnefno7U9L35FrM9V2Fn/KdZuWG36f6rjswpoWWxnioc9C6F0K/XA4TJIzJKF3KfS+py7ygziU7Jal0M9yUeysEPqqiO2sXC+hCn2x4Hpc/StCwL93y8vLhaypKLz++uvY29vD4uIiVldXkxqtsvHEE0/gzJkz2N7exksvvYSdnR20Wi2vd39ahJ42oH6/j7t371Y6t0LhgxJ6C/ISeirlaYpL1qJYFl+ORqMxkiqV8JCi2LTmUxxXro3WGxa4yjXIcdnwiedwXaaH3tcpFoCz+yD96rQXcZ1mZr5U6G2EnutYXFxM7kWaQp9WFyE7oBat0MuOtMBsFMXOK6Hnz7K0j5WBWfLPA0jSnFjjMy+YxaJYoBhCP4v++fv37+PNN99EFEW4fPkyWq0WTp06VUi9QBpqtRqefvppAMA3vvEN9Ho9XLp0yfu5tri4iIWFBfT7/WSDVBX45EDjKxWzBCX0FlDNNhsFhSrrWUlzGmzWD6nQp31I8w9yHoWe80kbkvTQs6mVHJeEHjgkc2mWm7QP7zwKPS1JzJqXx0tCT8+zbU4+mfDdN2m5KSu2knUQs2K5yaLazQqhl2soU6WfpesFMOblnyeVfhZjK4HD9RRB6F0CxjTwyiuvAACuXLmCWq2GpaUlLC4uVpYic+HCBVy+fBnr6+t49913vf55YloqPRtdffjhh5XOq1D4oITegn6/b7UypCnrJDmhPvWslpvB/8/em8U2sqZZYofBnRQXLdS+b7lfKfftZlZ2uardBbvQ04Yhw37wi1/G8AIYGBvwg2fcMAzY8INtGMYYbgMGDPfDCJ7pfpkGGuiqunVvLsqbNzOVNyWlUmtq5Sru+xZ+0P3+/BmKCJISKTKreAAhUyIZ8UeQjDj/+c93vnz+BKGniYca6IJcyf7kFHqglNDz54YUc37bvKpP569cbCVi9/PIAAAgAElEQVSRICXFimoFRFFkmfM8ETeZTOwc8bUCUpWenwCQfSmbzcoq61T0Csi/p/QYr9DXmtDTfmkVRjqO87TcVHOcBD4lqNLPez1xHsSWPsvNRES/NEJPVjfeOtcsqKVC3yyWG4/Hg6OjIxgMBkZWu7q6oNFozjUWcnJyEolEAsFgsKJO6o0i9J2dndDpdIhGo2f6HLTQQi3RIvQS8IWdQClxqdRyUw6nyaHnLTeUh1+NQk/qbrnnVkroqUhWzpvPE79KFXoao5JiRdYePqmH7/BqNBpP2JL4/UkJvV6vZw2wcrlcWYKqdnOhSQa/HyWcxiJD515uUnGelht+f5USQ3r/myHtBfjjVOiBL68wtlntNoAyoc9ms0gkEohGo4jFYqrXgmZS6IvFIlZWVgAcx0iSfYWI/XkS+lgshr6+PthsNqyvr5d9fqMIvSAI6OrqAtBS6VtoHjSX9NEEoI6vRJ7kFPpaFcVW66EnMs03U6KiJTWiTjcemgxUMzbpsVIbcBoPkU3+WPiYR7o5qB2zXq9nqyJKihWf6sNPLnjFnS94JUitMEqEXunmy6vwSo/R9vjtK+E0ijrtW24MUl94JarWWWAwGJBIJCqeQDQbuT1Phb5Zjhn4cgl9M61yEIjQx+Nx7O3twePxIBKJyCq1RqMRHR0d6O3tRU9PD7uWp1IpaDSapiD0Ozs7SCQSaGtrw8jICF6/fg3g2Cd+eHh4roTe6/Wir68PkUgEwWAQXq+3oqSbcDh8XkNk6OnpgcfjgdfrxcjIyLnvv4UWpGgRegn0ej272AKlN/5yVhnyeJcriq3WckMknpag5RpcqalBPKEvByWFnpDL5WCz2U7UF/DPy+fzjCynUinWEEqpUy2lyRSLRUXLDUVNSgk9vT9ms5mdI/68ShV6PlLQaDRCq9WqKvTVEvpyCv1ZPO9KnyuDwYB0Oo1sNlt3RbPaCUmzkdvzILbNVhQLfB7LeRQ41gLNmnADHCvaW1tbiEQiJWRXq9Wy2hwi7ZlMBm63G263G4IgYHh4GC6XC8CxOt/oyMpCocCU8EuXLkEQBEaOe3t7z5XQU3dYrVaL27dvY3NzE6urq6rFsRaLhXVpp3Se8wKtYAQCgXMRU1pooRxahF4CIqZqCr0SMa5Xyo20KFaum6tSagdFR5INplqFXjpGKoolQk/HzD8vl8vBZDJBo9EwogkoT2AEQWD7VVPo5Qi91EMvJfRqCj2NUU2hJ8i9p/yqSKVFsWexyCjVZpwnoa9W4abnNQu5PU9C30zqci07nJ4HaGWvmQh9NpvF6uoqdnZ2cHR0BFEU4XQ6MTw8jM7OTlit1pLrhCiKSCaT8Pl88Hg8CAQC+PTpExYXFxGNRjE7O9vAoznG9vY2MpkMnE4nent7kclkkE6nodPp2MQjmUyWTVKrBY6OjpDP52G323Hx4kUcHh4iGo3i4OAAg4ODiq9zOBwIBAIIh8MVFdLWChTtGYlEcHR0xAh+Cy00Ci0PvQTSVJdae+jLqdVyMBgMzC8uJfQ0TiVCT+ozJbHUwnIjvWnxz6d9mkwmCIKAbDZbkjyjBDovSiRIWuzKHxtwfHGtRKGXWm5oCVyJ6KhN0s7LckNQU+hPu81qUe2+mo3cnse5arZjBr48Qk+ris1gSQGOi0a/+eYb7OzsQKPRYHBwEDMzM7h+/TpGRkbQ1tZ24vup0WhgtVoxNjaG+/fv48mTJxgaGkI6nYbH48Hy8nJDu43m83lsbGwAAC5evAjgsxfd4XDAYDDAYDCgUCici1WLbyYlCAIuXLgAAFhbW1O9bzmdTgDn76MHWvGVLTQXWoReAimBrcZDX4lCX61/np7Le6T5bRDBVSKSpGJTBn0timL532kiIbXckL8/m80qdjklUHqNNC1HOi4qvuVXT2iCwVtu+AJMNYVep9OxAt9yNyy595T2LQhCRdYn2i+No9LoRzXbD3C+hL5ahfuPrSiWkp+aLZ3lSyP0zaLQF4tFvHv3Dq9evUImk0FnZyeePHmCq1evwmg0VpVwYrPZMDs7i8uXL6OtrQ2CIODVq1dYWVlpSH+Ara0t5HI5dHR0MDWe7DbkTScL5HnYbogUE0keHByE1WpFIpHAwcGB4usa6aMnVb5F6FtoBrQIvQRShf40Hno1VOuf58dC/6dt8EWiSkQyl8shk8lAq9UytaWS8UkJPZFK6X7kLDe8h74SQk/qvFarVSRBvIeewG+Xz4yXs9zIKfQ6nQ4GgwHFYlGR6KiR7mw2y4gbTbb4zHs5VNOESjqGZiD0p025aRbLTb3PVTOq88CXR+ibQaFPp9N4/vw5dnd3odVqcfXqVdy/fx9tbW1njq68dOkSZmdnodFosLm5iRcvXpxrpGgul8PW1haAz+o88FnlJtX7vAg9xT8ajUa2b41Gg6mpKQDA+vq64rW4kQq90+mEwWBAKpVCLBY79/230AKPFqGXgMhWtR56Upmpa6rSxada/7wUPHmnhjGCICgqjrlcDtlsFoIgsK56aiS1UkJP54cmCDyJzuVyMBgMjOjSzUDpmPnurkqklU+5IRA50ev1zDqjZLlRU+iJhEsnO/x7KgVl4BOhp2MGypPFam035ZT8L0GhbxZCX2+FvlmLOYnQU4OyZgZNsDUaTcMmRrFYDN999x1CoRDMZjMePnyIsbExdi04C6GPx+PQaDS4evUqHjx4AJPJhGAwiKdPn55bx9PNzU3kcjl0dXWhs7OT/b1RCj2vzvPX24GBAVgsFsTjcbjdbtnXUmFsJpM590x4jUbTst200DRoEXoJpCpypR56aoSi1+uZMi2H01hugM/qLK8AU7Y8JbXILdvm83mm0BOZUVPpy3nopdYeJYXeYDAwe1C5xlY8MVcbl7Qoli7eBoOhJAlITaHnU27ovaJJkvTYeAVeqqbTdvjC2no1lyq3HN8IQt9S6OXRrAo92dn4Zm/NCj6yshEpMOFwGM+fP0c6nUZHRwceP37MCC7htIQ+m82y64rJZEJHRwcePXoEu92ORCKBZ8+e1V3pzeVy2N7eBgDmUwdQUhBLRP68CD3vn+chCAImJycBqHvpG6nSt7rGttAsaBF6CaREm25+1JlUqhITiFATwS5H6M/SNVNquSElXI4gZrNZ5HI5CILALs5qRFKJ0BOplBJbuQkKkVsaF92glCYxRILUfNY8oZe+jt9XOYWeJ/RE1inHXfqeZbNZdn7lyD7wmbhls9mKiXq1pLJcbUYjLDeVKtzNlnJD7yffZbiWaFZCD5Sq9M2MRtptgsEgs7/09PTg3r17stel0xL6eDwOoLQjtslkwoMHD9DZ2clsPvS8euDTp0/I5/NwuVzo6Ohgf+fVebrW0HtQT0KfyWQQDochCALz8vMYGhqC2WxGLBZTLCImQt8IH73L5YJGo0EwGDy3Bn8ttCCHFqGXQHrxJkJSzipDS9l8uoscTmu54ckcr9CT8qZE6JPJJLOr0A1drYlSJbGVPNQUehpXOYW+XLExPUdK6HmrjrSbLkFahCq13JDvXe78VULo6YZXT4WeVCklpb5ZLTdEmvm6gWZAPc9XMzdEojE1e6v6RhXERiIRvHz5Evl8Hv39/bh165ZitvhpCT1dC6XxvHq9Hvfu3YPL5UI2m8WLFy/qQqILhQLzzpPyTQiFQgCA9vZ29jcaZz2tQGRV6erqkj3fUpVeDo0sjNXr9ejo6IAoivD7/ee+/xZaILQIvQRSRVqOCMpBehNSIjyntdwQqZMWXZYj9JlMhmXH0w1dLRGHxsZ3gKWagGKxWJFCT/uTeuiVFPhKbBm8Qk/vDW+54cFPfvjc93w+D1EUmSpPhP6slhvafqUZ89UQykKhwOoylKxS50no+fegXFEv/742uoEOj3r66FsK/dnRCIU+Ho9jYWEB+XwefX19uHHjhmqs8FkVerl+G4Ig4Pbt2+jq6kI6ncaLFy9qXsS8t7eHbDYLh8OBrq6ukseIDJPaDXyuTyLrZj1AhF4tQ354eBgmkwnRaFTWq95Iyw3Qiq9soTnQIvQS8KSMV1LLEXrpTaicQl+NYklWHyLWSoRejmBRp1beF6lEOOXGRvn11P2wEoWezp3RaESxWEQ0GlU95kosN1SAynvoeYUekC8e5QtQebsNjZkmLEoKPRH/ahT6SotiK1HoM5kMK95VKmg+T0Jfzf6azT9PqOf5+hIIfUuhL0U6ncbCwgKy2Sy6u7tx48aNshNQunZUW5OgRugBsC6p7e3tSKVS+P777ytOwyoHURSxubkJ4KQ6D8gTeqC+PvpCocBUbal/nocgCBgfHwcAdgw8zGYzDAZDSaraeYLG7vP5mr7ovIU/XLQIvQQ82eKVvHLed7qRE8FTS50BqsvlJsuMIAglXU0rsdzQ2LVaLbtBKt0glI6Rikfl9iFnIaL9EaGnm9hZCT3VDNAkQonQ8zdj/v2UI/S0xKum0BOZlj4GfCYd1VhuqukWS11++YmD0vbOi9BXqnA3K6H/Y1fomz268jwV+kKhgFevXiGVSqG9vR23bt2quOHfaVT6coQeOL4u3blzB1arFZFIBK9fv64JSXS73Ugmk7BYLOjr6yt5LJFIsHuedCJVT0IfCARQKBTgcDjKfmdGRkag0+lwdHTE7EE8Gmm7aWtrg8ViQTabbcj+W2gBaBH6E+DJEf//ct53uqjTxU+JLBDpqkahl8Yj0liI0FO+vBzZO41CLz1GKvSlbrU85CYBNF6j0QhRFMsSeikxL3cOCPxEgLem8Dc/XoGXThzIRw9AVmnjPfTS46Yx8ysylRL1amIrpRMHuddQB91KbDC1wJeu0NN4ak1s6TOk0Wia7piBL4fQn5dCL4oi3r59i3A4DIvFgjt37ih65uVA3/1KCX2xWGTHxhfFysFgMODu3bswGAzw+XxYWVmpeFxKoK6wExMTJ1YglNR5fqz1IPTSZlJq0Ol0GB0dBSCv0jeyMBZo2W5aaDyap5Vhk4BUYGoUBBwTk0otN3Txq6XlhveP84QeQFlCzyv0FotF0ZqjNjaKoKTXiqJ4olCTvxHS/kwmE0RRZDcxJQW+kkkOXxRL++RTbqSTHh56vR7ZbPbEOGiiQmM+TVFsW1sbgsFgScpNrS03QOnKj5y6R10raVWhnvjSFfp6EVvaXrPVDBC+BEIviuK5Zfmvr6/D7XajWCxiZGQEnz59QiqVQjqdZqlmdH01mUyw2Wyw2+2w2WwQBKHqBJhUKoVisQiz2VzRxMFqteL27dt4/vw5tra20N7ejv7+/lMdayAQQCQSgcFgwNDQ0InHG03o1fzzPMbGxrC1tQW3241EIlEyMWoGH/329ja8Xm9Js64WWjgv1OTOPzc35wTwzwD8OwD6ABwB+NcA/tn8/Lxyz+bPr78L4J8CeAjABGAdwP8F4H+bn59XDOGem5v75wD+bH5+fuzMB8GBOr/x3WLLWWXoJkRkq5zl5jQKvZTQ06TDaDTKqufAsdpVKBRgMBhgtVoRjUar8tADpYWxtF8AJTc9fpma7DFms7kiyw2dK6VzS0XJRK5pHPxEgCf80vNQCaFX89AbDAaWhEPPl3ro6xVbWYlCD3wm9JlMpu5WhS9doa9XcWizNpUifAmEPp1Ol6SF1QPFYhGrq6v4zW9+g3A4jLGxMXz48KHi1+t0OnR1dTGxpNIEmErsNlJ0dHTgypUrWFpawuLiImw2G2w2W8WvJ5A6PzY2JjuZIELPJ9wQ6hVdGYlEkE6nYTKZTuT8K8FkMmFgYAB7e3vY2trCtWvX2GONVug7Ozuh1WoRjUbZcbXQwnnizIR+bm5OB+C3AK4D+B7AvwJwDcB/BOBP5+bmrs3PzytOmefm5u4B+PanX/8/AAEAfw7gfwEwAeA/V3jdMIB/D0DNp+N6vR6pVKpEoScSW47Q22w2FAqFmhN6XimWK4rlVxF4JJNJiKIIo9HIUgKqVejpd5rgkEpPnVSlz+c9+6IostWLcoReifjReOlxIvSpVAqiKLJiKCU1nfZLN16+GzDfCKwSn7yU0PM2pnoQejo3VqsVoigqvqbafPiz4EtX6OtluWlm/zzweeUgm82yQvtmQz3tNul0Gjs7O1hbW8Pr169RKBQwODiIrq4uOJ1OOBwOWCwWmEwmJlLk83lWaBmNRhGJRJBIJODxeBAKhbCxsYFoNIrBwUFZMszjNIQeOCbh4XAY+/v7ePXqFR49elTV/SMajcLv90Or1TLLCo9ischUbTliTeONx+OKnbNPA6VmUuUwMTGBvb097O7u4sKFC+zaZzKZYDQakclkWK3AeYJy9D0eD7xeL0ZGRs51/y20UAuF/j/BMZn/FwD+A1LU5+bm/icA/wTAfwvgv1B5/T8HoAfwb8/Pz//rn177lwCeAvhP5+bm/u/5+fm3P/1dC6ADwJ8C+O8BtKMOhF4ui54IfbnCTpvNhnA4XFPLjZKHnl8SVsuhJ9JbaWylEqEnkE+YFHr+cfobefapjTsfhSkFr9DL3TBovCaTCel0minlfCOpRCLBVjHkFHo6F7QfgsViqYjQS1dAaMykllXjoa+m2yrtp62tDbFYTFWhr3SbZ8WXTujrrdA3K6Enb386nUYmk2nKlYR6FMQmk0msr69jf38f+XweKysr0Ol0uHz5Mn75y1/C6XRWRVJTqRT8fj/W1tbYdp8+fYqOjg5MT0/LNkcCTk/oAeCrr75CNBpFNBrF4uIibt++XfFrSZ0fGRmRFaTi8TgKhQKsVqvs4waDgRHldDpds89NNf55HjabDT09PfB6vdje3i7pdutwOODz+VhdxHmjp6enRehbaBhqIdH8+wBEAP+VxB7zlwDiAOaUXjg3N3cRwCyA3xCZB4D5+fkjAP8jAA2Af5d7yf8AwAfg/wVQt28Lr+ACpR76ShR6jUbDOsdKcRpCT+qzVqst8Y1T+o1UCedBlhuTyVSiNMtBrSgWKFXG6TnSzqz8Nmw2G/PEKh0v+fKp8ZXc6gF/7mm/lB1PdiK1iEl6z+Ry641GI7MyyRXFAjhx3nil3Gq1srGQel+O0NPkRukzwoPe73K1GfVMbjntvpqV0PPjr2XEXDM3lSI0e3RlLRX6XC6HpaUl/Pa3v8Xu7i6r5xkeHsb9+/fxF3/xF2hvb69acTabzRgeHsaTJ08wMzODzs5O6HQ6BINBLCwsYGFhgUX18jgLoac4S71eD4/Hg+3t7Ypel0qlcHh4CI1Gw2IfpVDzzxNozNT1+6xIp9OIRCLQarUn8vArwcTEBIDjrrd8f45m8NEDgN/vV+wb0kIL9cKZCP1PivltAJvz8/O7/GPz8/NxHFtw+ufm5gYVNnHvp39/J/PYb3769y73t9/hmNTTT12+tXIKfbnCTb54UclSUSwWWRpLNYWLvEJPNzyeuCol60ijGtWiD/m/yxXFAp8tN8lksiRZRVoQS+Mjm0gmk1EtJqZJAXnd1cZF26GLJSXbqEVMqin0VKAmbZxC6j/fYZe2m81mmdWIPPbAyWZkStBoNFX70OmG2gyEvlIvdrMSerJaqVmYToNmV+iB5vfR10qh393dxW9/+1tGfAcHB3Hx4kW0tbXB6XQycnwWkGgxMDCAR48e4dKlS9Dr9fD7/fj222+xvLxcIlAQGT4NoQeOz8nMzAwAYGVlRXbSIMXW1hZEUUR/f7/iJIkiINUIPa1E0qTkrCB13uVyVZUsROjs7ITT6UQ2m8Xe3h77eyOjK4Hja53T6USxWEQgEGjIGFr448VZFXrXT9vYUnicsqWUSvOptP3E6+fn5/cA5PjXzs/P/938/Px/TT8ATobR1gBSApvJZE5kmEvB38yVyNVp1Hngs0JPZJVsLlJCL1XdiNATgTxt0yvp5IOOVe5CzNt2SKGnIlk50AoCFajKTTbUCD1tVy1ikl4jl3ev0+mYZYknOfz7Ta+n7dL7SuSIf7zWPno5a48cms1yQxYwfsLTTKiH7aZF6M+Osyr06XQaL1++xLt375DNZtHZ2YnHjx/j4sWLzHpy5coV2O32moyXv6ZOTk7i5z//OcbGjjMatra28M0338Dv9yOdTrM6m7N8Pvr6+jA8PIxisYg3b96oqsDZbBY7OzsA5BtJESpR6On6UyuF/rT+eR6k0m9ubjIBhS+MbVSDp1Z8ZQuNwlkJPUlvSt9ykhCUrs6VvP7cjZ5ynvFyZJxX6JXI1VkIPVDq5SZ1XBAEpvhIb9JShb5cDr2Sh15KyKSEnl+ypv1Jc++VlrUpyo2iMdUIPW+5oRsZX6RarihWznLDTxKy2ewJ0m40Gtk+abtS5Zkn57Uk9DwpLme5Oc+iWL1eX9Yy1Ozkth7EttlTboAvh9CfRqHf39/HN998A5/PB71ejxs3buDBgwew2Wx48+YNcrkcenp6ZAtDTwsaJ7/6d/XqVTx69AgOhwOpVAoLCwt4/fo1isXiqRJqpLh69SqsVitisZhqPj3ZUbq7uxUnMIVCAbFYDBqNRjVpppaWm3w+z9TrsxD6vr4+WCwWJJNJNkEga2k+n6/ZakK1aBH6FhqFWgVWK02FK50in/X1FWNubu51uecQOZLGI/KP8SBbCfC5BTVwklyVU/mVQOTQYrEgEokgn88zgswrPtKbdDabRSaTYT57nmyqFZ8qKfS8h56ep7QKQRMI6jCrpCRRcgLvZVc6frLU0LEBp1Po+ePjm0sRgdbpdCWkXUq+1Qi9wWBAMplENptVbR5TCaFXG4MU52m5qaS4stn95PU4X80+iQGam9AXi0UWF1wNoS8UCvjxxx+xv78P4JhQffXVV+xYNzY2EAwGYTKZMDs7W9Mx03dcGl3pcDjw6NEjrK+vY21tDSsrKwgGg3jy5MmZ96nVanHz5k08ffoUnz59Qnd39wliXCgUmN2IlGw5RCIRiKIIu92uan2ppeXG7/ejWCyivb39THY8qgtYWlrC5uYm637rdDqRSqUQDodrMoGqFtT1luoEKo3kbKGFs6L5csuaALyFgk+QkeatE6g4kxJnlGLxynWbVQJP6KVpK3q9HmazGRqNBplMpkQxJUJPN0gqGhVFUbX4VDq+cgq93DZoXOU6mFLxkpq/X06hp+PkewWoKfTUOIqScPjHqEiVby4lR6YrUegrtdJUS+jLEdDzVOhpTGr7a3ZyW+voSoqC5HsbNCOamdBTIhddNypBIpHA06dPsb+/D61Wi5mZGdy5c4cdZygUwsePHwEAs7OzNbd/SRV6HhqNBtPT03jw4AHrx7G6ugqfz3fm/TocDta8iOxFPPb29pDNZuF0OlWLTiux2wDH3xeyeZ71s0NqeqXNpNQwPDwMvV6PUCiEYDAI4HOWPtUGNAItlb6FRuCsCj3dzZW2Q39XugJU8vqa3nnm5+dvyv19bm6OrQZICVosFkOhUFBctszlcswHrtPpFP255ZJylEAXa5PJxFJhiMgaDAYYDAamhNMkhPZHCj0tmfLkVqrEl8uhl3ZolSMu/CoENYehIlI50BKumh2IL0iWWlp4Qs+nx0jHT8csVYR4hZ4yp4FSMi1dFZA2wuI/L5V62Ssh9DwppokIvcfSSRe/31pmRSvBZDKxxjDlxt6MqDWxpRWJZrbbAJ/H14wpN9S4SG1li4fP52NWGuqqyiuyhUIBb9++hSiKmJiYUIyTPAsqabrU0dGBCxcusGjd77//HpcvX1ZMnakU4+Pj8Hg8CAaDWFpawo0bNwAcr6Rubh6Xr6mp84B6QykpbDYbgsEgYrHYqb/XoihW3R1WDZStv76+jq2tLXR0dDQNod/Z2YHX68X09HTDxtHCHxfOqtAHABRx3B1WDvR3t8LjXsnzGObm5iwAHCqvrRt4AmcwGJgqrpbUAnxu3FJOoa/WQy+n0BNBJpJLVhOezKbTaaZc001SjUjyCTU8+N/LNYrij9FisbC8eiWFnpIa1Ai9XFEsba8Shd5gMLBJl3QyJVXo6bzwExMlhZ5uanIKfTmlvBLLh3QlQO011STn1AJfukL/h0zoi8UiYrEY/H4/9vb2sLGxgQ8fPmBlZQVbW1vY39/H5uYmPn36BL/fz3LIG41qCP329jZevnyJXC6H3t5ePHr06IS9YnV1FYlEAjabjanZtYaaQs8jlUphcnISX331FURRxPLyMn788ceysbVq0Gg0mJ2dhVarxcHBAdzu41ul2+1GMpmE1WplNhQlkKpdTqEHamO7CQaDbAJ22rQfKUZHRyEIAtxuNxKJBBwOBzQaDWKxmOJ9p97o6uqCVqtFOBxuytWwFv4wcSaFfn5+Pj83N/cWwOzc3FzH/Px8kB77qYPsYwAeAHsKm3j107//BoD/Q/LYn+A4h/77s4zxNODVTofDwUi0krJONyIiCeUU+moIPR+faLFYTpBjKaHnvduJRIIp8XRMSkWbNEmQsxWRVYcU4lQqxVYFAJSo7/wqBBVPkqosB1LoyWdYjtBLC1Rp/2SJ0mq1LB6UVhCI0Ofz+Zoq9FLLTS6XKxsvSajWckP/JpNJZDIZWdJDefyZTKbuUZFfOqEn4l2rm209O5yWQyKRgN/vRygUQjQaRTweVyWKPp8P+Xwer1+/Lrmm2Ww2OJ1OtLe3o6Oj49z9x5UQelEU2cQEAC5cuICpqakTK1JHR0fY2tqCRqPB9evX69YV12QyQaPRIJ1OK3bfTaVSyOfzMJlMuHbtGjo6OrC4uIidnR0kEgncvn27ahsmwWq14tKlS1haWsKPP/6Izs5OluYzMTGhulKXTqdZT5FK3utaFMbW0m5DMJlMGBgYwN7eHra2tnDt2jXY7XZEIhFEIhF0dnbWbF+VgvL1vV4vfD4fhoeHz30MLfzxoRZFsf8CwE0cd279j7m//xMcK+//+/z8vDg3N2cGMAwA8/PzH3/6d2lubm4FwD+am5v7en5+/inA1Pn/7qft/MsajLEq8KRXzaJCkBYA1lKh519DqwXSsRIpLRQKJQSRIiF1Oh0jGkpEUinhhkApNPl8Hul0Gg6H4+GI++YAACAASURBVESxLL9dIvPkoVcirtJs5koVet5yQ5MR8i9TRBxP6JUmZfQaqUJfjYdeuqLDnwclVGu54fenRKKNRiPi8fi5NpcqZ7lpBsVaDrVusHSeCr0oiggEAnC73fD7/bLqsNVqZYlbNCkVBIEpl+FwGC6XC3q9HslkEqlUCrFYDLFYjOV6m81m9Pb2oqenB52dnXUjxYRyhJ4sNG63G4IgYGZmBoODJ1uc5PN5LC4uAgCmpqbqWpRIgQN0DuXGTtc4Is0DAwOwWq34/vvvEQgE8OLFC9y9e/fU/v7R0VF4PB4EAgF89913SCaTMBgMsueGB+85r8SiV4voynoQeuB48rK3t4e9vT1cuHAB7e3tiEQiCIVCDSH0AFg3W6/X2yL0LZwLakHo/1cA/yGAfzw3NzeDY9X9EoBf4tgu809/et4dAN/89H/+6vGPAfwWwG/m5ub+JYAwgD8DMAbg/5yfn3+FcwbZF6j7KBG9cgo93cxrqdBLFW9aGley3PAEMZVKIZfLlXSJVVLoyzXOooJUIvTAyfQb6TFqNBpGqpWIH507WvKtVKHnJza8PUYQBGY1oveBJhWiKJ4gJbVU6DOZTN2KYqX7kUM9stWVUG5fza7Qkz2OCsnPSlbPErdYKaLRKPb29nB4eFjyfdLr9XC5XOjs7ITD4SibWBIMBuF2uzExMYGBgQEAxzadSCSCcDiMUCiEQCCAVCqF7e1tbG9vw2g0YnBwEMPDwzWzSkihRujz+TxevnyJYDAIvV6PW7duKRZ7fvjwAclkEna7HVNTU3UZKw+KTkwkErJjJ1shr4I7nU48fPgQCwsLCIfDePbsGe7du3eqCaFGo8HMzAx+//vf482bN3C5XHj48GHZ4mzymHd0dFS0n7NabmKxGJtsVOLZrwY2mw3d3d3w+XzY2dlBe3s7Pn361HAfPfC5a2wzF8u38IeBMxP6+fn57Nzc3M8A/CWAf4TjzrFBAP8PgP+Gt+EovP67ubm5Jzgm/v8WABOADQD/JYD/+azjOy2MRiMj9JRyU47Q082c1DBShYkwnia2kifapDSLoshINBFOilrkCTHfhZXGJlWbCeUKdonQp1IpRuKIBPHL+9Lt6HQ6FItFRUJPNwe6wJ9GoZcSeqXt8GMm0DaVFHqph57vLkp/5y1alRL6Sopnq1XozzPBRE2hF0Wx6Qm9IAhlozerQb0UelEU4fF4sLW1xRRV4Jj0DgwMoKenh3mGK4VcYawgCGhvb0d7ezvGxsYgiiLC4TC8Xi/cbjfi8Tg2NzexubmJjo4OTExMoKenp2bF1xRZCZycFGWzWbx8+RLhcBgmkwn37t1TtIj4/X58+vQJgiDU1WrDo5yPXqrQE6xWKx4+fIiXL18iGo3i6dOnePDgQcVFwdIxDA0N4fnz50in02W98wBOpMKUAxXnU+f0alcU+GZS9SjaHx8fh8/nw/b2Nu7fvw+gsYWxJpMJDocDkUgER0dH6O7ubthYWvjjQE1y6H8i7f/ZTz9Kz/k9SpV5/rFnAP7NU+x3rNrXVAr+YlXOciPnnzWZTMzvfBZCzxNkitAURZGRaFLu5RT6ZDLJohqlCr2USFai0POWm2KxyIpJpVGZ/Ha0Wm0JwZOCzl1HRwdCodAJIi4l0FLCLH2cL5KVg/RGwscMFgoFZDKZkm2Skkv1AxStx08eeKJdbcoN7U/uBqdk5VKz3Kg9XkuoTR4oaYc/R80IyopOpVJNR+iLxSJ2dnawtbXFviM6nQ6Dg4MYHBw8k8JZSdKNRqNhBP/ixYsIhULY3d3FwcEBgsEggsEg2traMDk5iYGBgTO/z6lUSjayMp1OY2FhAbFYDBaLBffv31dcBcnn83j37h0AYHp6umbdYMvhtIQeOP4MPnjwAN9//z2CwSCeP39+alKfzWZht9thsViwurqKW7duKT63UCggEomw97lS2Gw2VquhFocph3rZbQgulwt2ux3RaBShUIj1SanF9/u06OnpQSQSgcfjaRH6FuqO5r3bNhhEjgRBQC6Xk408JMgpS3IKptRCUQnkFHq+QydP6KUeeiqOMxqNjICVs9yoKfREOvP5PCOvdH4IUlsRbU8p1o3OHfkclVYOSEUn21GhUIBGo1Ek/HITAznodLqSCRf9SI+ZjoduzrzyzBcM842u1CAIAvR6PSvolYLqDvjUpGZS6HnLjfTcNlPiixpqVRhL3ztS/c8CIvK/+c1vsLS0xNJKrl69il/+8pe4du3ame0KdJ2qpn6gvb0dMzMz+NM//VNcuXIFZrMZ8Xgci4uL+O1vf4v9/X3F71glkLPbpNNpPH/+HLFYDG1tbXj48KGqpWl5eRmpVApOpxOTk5OnHku1UIuuFEVRldADx9eWe/fuobOzkx2zWgymHJLJJA4PDzE+Po6BgQG43W6WeiOHcDgMURRhs9mqKsilSRLZiCpFOp1GOByGVqutS3wogWI6t7a22PeEX9k6b9Dkxev1nun70UILlaBF6BVAN2YiXGqWG1Jm+JuRnMf4LAo9WUOoiRVdHNQU+kQiAVEUYTKZThBsJYVejdADx+eDCIzRaCyJiaR0GY1GwyYYdB7lfJfkdaflfv54lcZFkxpq4kOTC/5cyB0fQaqEU9MtrVaLTCbDUmKA0okX7V+O0POP0/Hzky4lqNlWeMsKjbmc+n+ehJ7IK98lmfClEPpanS9+he4sVoKDgwP87ne/w48//oh0Og273Y7bt2/jT/7kTzA2NnbqJBQpzpJFr9PpMD4+jp///Oe4fv062trakEql8PbtW3z77benbpokJfTZbBYvXrxgMYQPHz5UtW/5fD7s7u5CEATMzs7WvQ8DDzVveTKZRLFYLLkGy0Gr1eLu3bunJvVbW1sQRRHj4+OsG+779+8VrxVEciv1zxNOS+hJnXe5XHX1kvf398NkMiEWi7F7ZCMJvcPhgNlsZhOaFlqoJ1qEXgFSy00lOfRqCj3FTRLZrRQ8uaRIRj66kqwwBoOhxNpC1hgi9HQ8Z1Ho6Tio0yzZVchbLvXPZzIZ1qFW7gaQSCRYNrzJZGL2HLmCVz5Rhgi9dLJAqxhyx6emjpjNZjYh4msE5Ag97UtKLuR89Eo+foJaYamcB72ZLDeAMiH+Ugh9rZosnfV4qSjyzZs3SCaTsNlsuHXrFh4/foze3t6ak1MaZ7nsdDUIgoDBwUE8efIEs7OzMJlMiEajePnyJV6+fFm1wswT+lwuhxcvXiAej8Nms+HevXuqIkgul2NWmwsXLpx73CZNQsiOx4M6YVdi/zktqc9ms9jd3QVwrFCPjIygs7MTmUwGy8vLsq+ptiCWQMdBx1UpaLWgXnYbgiAIGBs7duLSGBtJ6AGwega1FZMWWqgFaiP5/AGCJ2h0Q1UihXRDV1Po5WwclYB/XT6fZznxqVSKEXngJDnhrSN8UstZFXpK2SElmvbL749Xya1WKwRBYKsF/LFTQxur1cpWIKgAWa3ugC8IBkr7AJAqzh8f/Y0sOnLHZjAYWFGxHGlXs9zwYyFCn8lkyubBqxFwqX++3PP5555XIxOlbrFfCqGvtUJfLuEmnU6zpI90Oo14PI7V1VUcHBygWCxCq9VicHAQVqsVa2tr2NjYgE6ng8FgYPGTFosFVquVfWdOAz6xSq02qBJoNBoMDQ2hv78fnz59wvr6Onw+H7755htMTk5icnKyIkWWvsNGo5EViVqtVty/f7/siubKygrS6TTa29vLdkatB7RaLcxmM1KpFLNIEUjIqDQ6k0j9y5cvcXR0VJGnfnt7G4VCAd3d3YxwU+rN/v4++vv7WeIKcHz9rLYglkDbJztnJbUTmUwGR0dHEASh7oQeAEZGRrC+vs5WgAGc+XN+FvT19WFrawtutxuXL19uyBha+ONAi9AroJqum2qEnsjCaew2QKlCn81mS4iu3W5nF1Spj5MIJe2zHKEvF6kpVZ1JRecJvXQb2Wz2hJ2FJ7iJRIIp7USq6SJM2+WPQWlMRMCNRiObcPDqeDabZbYkOdWcCA4l3ciRdmktgBKhrya6Uo2gy+W48+lJcjFovJf/PG5gSlnujWyyVA1qlUUv5/+Ox+MsAjIcDiMWi5V0Yz06OsLu7i5yuRw0Gg16enrQ398PnU5XsbptNBrhcDjgdDpZQ6hKry8WiwXRaBTJZLImOe1arRYTExMYHBzEysoK9vf3sba2hv39fczOzpbNAqdrwerqKitivH//ftmaBL/fz6w2MzMz52q14UHWo3g8XvI5IJW4mnMsJfULCwuKlqN8Po/t7W0AKInotFqtuHjxIutI++TJE3Y9iMfjLM642phVnU4Hq9WKRCKBeDxe0cqDx+OBKIqs70G9odfrMTw8jK2tLcTjcZhMJgSDwZJJzXmivb2dNQWMRCJ17YvQwh83WoReAbz6S0RJjqDxNhc5Qs8r5sDpCT3l4uv1ellPvzRpIZvNIpVKMY+4HKHnFfNKFXoi8qR60zFnMpkSGxBtkyYT2WwW8Xi85AYdi8UYoeftMvx5VhsX/x5RN1wi7Pw2KGmIUg/kjo3Popcj9PzN0GQynRuhl9tPKpVCOp2WVe1MJhMSiQQymUzdb55KRaVfikJ/muJQOSSTSWSzWYRCIbx58waBQEDxc6bX63F4eIhUKoX+/n50d3djZmaGZcfztjqy1lFdRzqdZnnn9B77fL4S37rD4UBXVxfLpVdSUInQk0e9VjAajbh+/TqGh4fx/v17xGIxPH/+HGNjY7h06ZKsWl8sFhGPx7GxsYHJyUlG5st9fvhUm0ZYbXi0tbXB7/cjHo+XEMfTEHrgmNTfuXMHL168QDgcxsLCAh48eHDiOrizs4NcLoeOjo4T9pmxsTEcHh4iFAphZWUFMzMzAI4nkwBO3XDJbrcjkUggGo1WROgPDw8BHPvbzwtjY2PY3t5mAlEjCb1Go0Fvby92dnbgdrtbhL6FuqFF6BXAK7JE+ORu0rRsrdVqS8iXlOycltDztplwOKxK6CmTneIX0+k0BEEoaQRDSTG5XK5EMa+W0NO/RIpov8Bn8pvJZFgxWD6fRzweL7mJ0M2OtiFHcOXGxSf8AGAqI0VMAqUKfTqdZoRejmTzKxhKlhv+81CO0FfqZVcripWz3ABgS/vlCH06na5bAyB+X8CXS+ip4JhiWKuNXkwkEnC73VhYWIDP50Mul2PvidFoZLGPTqcTdrsdbrcbKysrcDgc6OzsxOXLlzE8PHwqVVkURaRSKYTD4ZKVAGp3v7m5CZ1Oh+7ubvT19aG7u7ukdqdc1OJZ0dnZicePH2N9fR3r6+vY3t6Gz+fD7OzsCeKZTCZZPKfRaMS9e/cqim1cWVlhqTaNsNrwoO8aXxhLPQ74PiDVQKfT4e7duyzp5+XLl7h//z57H4vFIra2tgBANtVHo9FgdnYWv//977G7u4v+/n64XK4zE3qHwwG3241IJFK2G+15220IFosFfX19CAaD8Hq957pvOfT19TFCf/HixYaOpYU/XLQIvQKk6q9er1ckXqIoluSZA/KedqB2lhspoadJBxF1IvRarfaEckVKdjWEnggvJezQ861WK9sfEW3eckPqey6XO0EeiNDTzbBahZ4KgYnQ0+/SbRChp1UOue1QLGYul0MsFiuJ+uT3n0gk0NnZqZhyk8lkmGpVjtBXUhQrJcXlfN+NzqKvZYRjvaHRaGAymZBKpZBKpSoikel0Gvv7+zg4OGD+6EAgAEEQMDw8jL6+PrhcrpLJVCaTweLiIrxeL4DjwsBr166dqekWrbxZLBamfBYKBQSDQQQCAfh8PkSjURweHuLw8BBarRa9vb0YGhpCV1dX3Qk9cFygeOHCBfT29mJxcRHRaBTPnj3D+Pg4Ll26xCZQ33//PY6OjtDe3o579+5VpPoGAgHs7Ow0JNVGDnKE/rTqPA+DwYB79+7h2bNnCIfD+P7773H37l1otVrs7++zNCQl9bmtrQ3T09NYXV3Fu3fv8OTJEwQCAQCoOkeeUE3SzXnbbXhMTExgd3cXW1tbODo6qklH6NOis7MTer0e8Xgc8Xi87mJLC3+caBF6BRDBS6VSTN2VW5pX8lRrtdoSJfw0GfSU5kJL8WS5ocd4kksRkrRiQE2ttFrtCaJiNBoRj8eRyWRgs9lKEmqULrp8bnqxWGTPt1gsrCCWCD0/SSB/fC6XO+ENliZAVEroeYWejpeaGMml+FSq0BOhTyQSJwi90WhEsVhEMpmERqM5McHgiXSlxZansdyU23atfOGVQG5fcnGbzQyLxSJbzMijWCyyWESfz8cmjTqdjhVidnZ24sGDByde6/F48O7dO/bdvXbtGgYGBupyLJTx7XK5cOnSJSSTSXg8HrjdbgSDQRwcHODg4ABmsxlmsxmZTKauhJ7gcDjw6NEjptYTwbp58yYrpNVoNLhz5w6cTmfZ7UkbSDXSakNQI/RnbXBlMplw//59PHv2DEdHR3j9+jVu3ryJjY0NAPLqPI+JiQmmqP/www/IZrMwmUynal4FVJd00wi7DcHpdKK7uxtGoxFerxfhcLjqVJ9agVYo9vb24Ha7S+odWmihVmgRehWQki0IAnQ6nSyJIpIqZy8wm83I5XJIpVKnUuilkwCe0JdT6BOJBCuMlF64pcRZ2rxJCZTQUygUmOWmra0N4XC4RKGXklsqdpUSelJ46CbOq9wEufNG1h6DwYBYLIZ8Ps/2qdPpIAgCCoUCU2SI0NP7KVVqeA89WW46OjpOxFbmcjm2L+l5OovlRvq8YrF4akJfq2ZJlUBuX19KQSzBYrHg6OhIdgKUyWSwvb2N3d1d9h5pNBr09fVhaGgILpcLkUgEfr//BKnM5/NYXl5mcYJdXV24fv36mVT5amGxWDA+Po7x8XEkk0ns7+9jb28PyWQSwWAQ79+/h8/nw9TU1KntF5WC1Pru7m68efMGkUgEf/3Xfw2dTodsNoupqSkMDQ1VtK0PHz6wVblGW20IJpOJHQvVDhHhrWSSUg4Wi4Up9V6vF//wD/+ATCYDq9ValizTKsa3336LpaUlmM3mM00qzWYzE6vS6bTiZzqbzeLo6Ih5yBuByclJvHnzBm63G36/v2GEHji23bQIfQv1RIvQq8BkMrG89XIKvZxHkrKZT0vopa+RKvRSwkkKfSaTQTweZ2OXjk1KJCsdGx9dSZMAviiWb3ZFfzMYDDCbzUgmk6zYlEC/k+Ij1zhJLbaSbipy54L8q9TUQ6PRlDStkdppaDKTTqfZqgJP+snylMvlZMmqdFUCKE+qaYJEqxu0P75/gHSJuFJCfx4KPa160CTSYDBUHOGoBOoCTEk+ZPHSaDRsEkW9HCi56CwrAXKZ7NFoFFtbWyxOEjieuA4PD2NwcLDksybXVC4ej+PVq1eIx+MQBAGXLl3C2NhYQ1csLBYLpqenMTU1hWAwiE+fPmFpaQkejwfPnj2Dw+FgXUbraUtob2/H48eP8Xd/93fY29uDRqOBw+GAzWaryIZwdHSET58+MX94oywUciBxgwSBWin0BMrkf/HiBd68eQObzYZf//rXFX2u7HY7pqamsLa2Bo/HI7uaVA0cDgcCgQAikYgioXe73RBFEd3d3Q2LjKQaEp/Phw8fPuDChQsNGQdw3FRLp9MhEokgmUye+hrZQgtKaBF6FZhMJqZyK3noyyn0wOeOqEB9FXq9Xs+sNolEgsVGyllu+O1XOjbqDEo2F+DzUrPUckM+e1oh8Pl8J5ZoidBTFrKc5UZ6DmjFRKvVMouMEqGn+Et639ra2pj6LUfoAbBkILmi12w2i3w+L3sDo0hJPi6ynEJP1h2KGJWScaVJItAchJ72RxavcoSeLEvxeByJRILlsdPxU3FqtaDvp8lkgtlshsViYZF8NptNdbWAT7rx+/3Y3NyE3+9nj/f29mJ8fFxRwZZO6A8PD/Hu3Tvk83m0tbXh1q1bTWEJIWg0GnR2dqKzsxMejwd7e3sAjicxi4uLWF1dZc2J6tXR8/DwkDUA0mq12N7extLSEh49eqT6ukKhgMXFRQDHVptaEeVagSf0FGOp1Wpr6pd2Op0YHR3Fixcv2OpvpZicnGSCz9HREWvAdBrY7XYEAgFEo1FF/z41UqLGSo2ARqPBjRs38O7dO3z48AG//vWv69qpVg2CIKCnpwcHBwc4PDwsa5VqoYVq0SL0KiCFnqIV5RqxkGdS7qLNk6taKvTkYZd66ClNRmq5kY5NSpwrHRs1bqLOufxxSy03pNjThKJYLJYUUVFUnUajYcug0nGRQkuWJ9qPTqdjyiyp5jyhl05YiPzabDZEIpETRJtvvJVKpRg55EE2HiqAloImAdTqnY5D2kxL7pwSmZWqxXJEtNkIPcUfUtoIEVydTscmceFwmD1HrWMvADZZo6hYep9FUSz5oe8i/StXdE3Q6XRoa2uDzWaD3W5He3s7HA4HBEGA2WxGJBLB/v4+S+zQarUYHh7G2NhYWZ8xff/NZjOWl5dZ6sjAwAC++uqrqrpCnzfa29tRLBZx584dZLNZbG1tIRqNYnl5GRsbG4zY1/IY9vf38eOPPwIAfv7zn6OtrQ1/9Vd/hWw2i5cvX2JmZkbRDkJWG7vd3pRkiPfR07XObrfXfGUmGAxiYmICmUwG6+vrMJlMGB0dLfu6ZDKJoaEhbGxswOPxIBQKVd1YikCFvuFwWPbxTCaDQCDALGqNxNjYGNrb2xEKhfDhwwdcvXq1YWPp7+9ntSzN+Blu4ctG895tmgCk0OdyObhcLgDHRIondKQyyxF6vmhQyROtBiWFnopYpSozFYmmUimW8U6qJY+zKPQ0mRAEAYIgsDHwCr3BYGDEzmazwWKxnCD0iUSCWYKUUm7kxsUXuBKxkyr0/PEVi0XW7VeJ0FMCDgDW1EbufaLjU1J4iNCT/YT8tGqF0EQoeYJ+FoWerEIUI1pvNcpsNkMURXi9XmQyGbx9+xZut1s2yYGSWdra2mC1WpmSbjKZWCfUaskjfQao7wL/k0gkEIvFkM1mWbwjQRAEFItFeDweLC8vw+FwYGxsDBMTExgdHa3YIkArYR8+fEA+n4cgCLh8+fKZ1M/zgtVqxdHREZLJJMbGxjA4OAiv14u1tTVEIhGsrKywbPixsbEz21s8Hg9T2C9duoTR0VH4/X5cunQJ4XAYhUIBb968QTAYxJUrV0r2FwwGsb293ZRWGwJP6Ok7X+vM8UAgwDLVp6ensby8jPfv38NgMJT10gcCAbS1teHy5csQRRGLi4v42c9+dqpzSXUBSoT+4OAAoiiip6enYXYbgkajwVdffYXf//73ePPmDa5cudIw+xvZj6LRKGKxWFOt3rXw5aNF6FVANotsNgubzYZkMolUKlXyJSSFTu6LySuuRCpPo9DzhJ4IGqXfEHgPfTweL8kClxJKqVe90gQevqiULC+895x+5wuILRaLrJoTjUYZEaf9Spte0Tb4cZFCbzAYmJe/UCicWK2g5/LHplYwSoVe6XT6xOoHgdRlpRsgT7ZNJhNLNypH6IFSRV3NtiJNT5KOk18pSKVSdYtHS6VS8Pl82NjYwOLiInZ3dzEyMoKDgwMUCgVYrVZ0dnbC4XCwH6vVWnMiRp85ueJvQjabRSwWQywWQzgcxs7ODlZWVhCPxyGKIsuQp6LyUCiEzs7OiiZDBwcHWFtbw9WrV2Gz2XDr1q1Tq57nDfps0OSbihd7e3vh8/mwtrbGmhJtbW3hwoULGBoaOhUZ8vv9eP36NURRxNTUFFMnY7EYtFotbty4AYfDgaWlJXz69AmRSAQ3b96E2WxGPp9nE4HJycmmbczDE3r67NR6rB8/fgRwnFwzPj6OQqGA1dVVvH37Fnq9nglPciAr2Y0bN/Dp0yfE43Gsra2dKhfdarWy66VcYez+/j4AlM2pPy9cuXIFz58/h9vtbmguvSAI6Ovrw+7uLg4ODlqZ9C3UFC1CrwJeoXc4HMzzy4NXoqUgskbecbl0FDXwXWKLxSJLd9FqtSVt5IHjmzHtLxwOM3sDFXjykKbJVErotVotszwIgsAKFcmzzhee0jZNJhMjOLyHntJprFYr26+06RW/DQLFiFLqDJFs/rzyhJ5fGVFLn+FXOPL5vGJHSzoPcuBXZPjCWDWvr1z0Y7mkGPpcptNp2YkHFSHXktAXi0WEQiF4vV74fD62MhWJRJgVqbu7G0NDQ3A4HBUX650HDAYDy4H2eDwQBAHT09PIZrPo6OhAV1cXgsEggsEgUqkUNjc3WQRkT08Penp6Tnw3RFHEysoKVlZWIAgC+vv7cePGjar7TDQSclGLhO7ubnR3d7Niwmg0infv3mFzcxOXLl2qihAFg0G8evUKxWIRY2NjJSSGt6aMjIzA4XDghx9+QCgUwrfffosbN27A7XYjkUjAbrdjenr6jEddP1itVmg0GiSTSVZjVMtUFb/fj2AwCIPBwFaApqammF3q1atXuH//vuyEslgssvz5vr4+OBwOPHv2DBsbG+z3aqDRaOB0OuH3+xEKhUpsNfF4HJFIBDqdruENnQgulwv9/f3Y3d3Fhw8fGjqugYGBFqFvoS5oEXoV8G3Y6eYn9SYT+ZK7IJrNZmg0GsRiMVmlvBx4MkoklLLWyUrCg8ZIhJ5IvlJmOr2+UjuQEkEjcs03E+K36XQ6WaY/qTm8JUia906EXk6hT6VSEAQBFoulJD9fmkgDnCT0anYV8tHTxEmN0CudB377lUZXyq0aqFlu6DWxWAypVEp2slArH32xWITf74fb7YbH4ynJ9tfpdOjq6sLo6CisVitcLhcuXLgAn89XF9/wWZBKpbC6uspUQ51Oh4sXL2J8fJw1XvN4PJienoYgCMz77/F44PF4ABz7zfv7+9Hf3w+tVou3b99ifX2dKc53795tqmOuBDT5lsbJ8uju7obL5cLh4SFWV1dZgk9HRwcuX75cdjUiEong5cuXKBQKGBoawpUrV0oe5wk9cGzlePz4Md68egIb4gAAIABJREFUeQO/34+///u/RyKRwODgIK5fv96UVhuCIAjMxpRIJNiqVK3Aq/O8Ne3y5cvIZrPY39/Hy5cv8fDhwxMCUzAYRKFQgN1uZ9fC8fFxbG1tYXFxEY8ePar63La3t8sSevqe9ff3N837pdPpMD09jYODA+zt7cHn86G7u7shY6HGhMlk8kx1DC20IEWL0FcIOZJEXUoBeYWePObBYBBarbbqDGqejNL/ScUuFosnyCIR+mg0WqLySj2MVGhI9plqm17x8YE0vlwuB41Gc4LIGo1GtLW1saZO0WgUJpMJoVAIhUIBFoulZHy87UZJoQc+EwCalPAEnJ+wyFmP5Eg239FWuvpB29JoNGySJwee0NONvFx0pXSSIYpiyZjlIBe1KPd4uX3Te09+eyow9Xq9bGk6n8+zVRCy0dAP2Z5SqRTcbje6u7vLWozOE7lcDuvr69je3maxoKOjo5iamiqZ5FqtVvb9HB8fx8WLF5FOp+H1euHxeBAIBBAKhRAKhfDq1Sv4fD422Zqenm6oJ/cssFgsTFFW66Kp0WgwMDDA2tevra0hGAzi6dOnGBwcxKVLl2SvbbFYDAsLC8jn8+jv78fMzEzJeRJFka308NdPg8GAu3fvYmlpCX/zN3+DXC6H7u7uLyLmz263Y2dnB8ViEaOjozX7XPh8PoRCIRgMhhMFsBqNBjMzM+y7u7CwgK+//rrk+uHz+QCgxJJz8eJFeDweRKNRbGxsVL36QUQ0FAqxv4mi2HR2G0JPTw/6+voQjUbx8ePHhhF6jUaD/v5+Fo3bIvQt1AotQq+CQqEAjUZTojxLu2KS91aJrFsslhPqdaXgCT0ti/OEXkrYTCYTtFotEokE83HKqaVEvPnIQKA8oaft8LYb2i+l3hBR4sdutVqZih+LxdDd3c3sN9KJEG8Hkls5oPNvs9mYB1pqQeK3wU9s1BR6ynwny430nFH6DdVVyIEn0rTUXo5USyeKahn0BD5qUWmbhUIBPp+PWcXIgkPvN6UDEeLxOAKBAI6OjkrOpcViQUdHB9rb25mf2ev1wuv1sudsbGygWCwiGAyyiUAwGGR2L6PRCIvFAovFwmIlpRO5WqJYLOLTp09YW1tjxzgwMICLFy/KkkI5pdpkMmFkZAQjIyPI5/Pw+Xx4/fo1Pnz4wCaiJpMJhUIB4+PjDW0rf1rQSlcikUAikShboEdRk5SUsrm5if39fdYoZ2Jigp2DRCKBhYUFZLNZ9PT04Pr16ye+U4lEAsViUfazoNFokMlkMDo6Cp/PB61Wi++++w63b9+uW11ILWC320+kd9UCpM5PTk7KFo4LgoCbN29iYWEBwWAQL168wNdff82uheSf50msVqvFzMwMXrx4gfX1dfT19VVVpEmFsZFIhH3+ybZmNpsb2sRJDl1dXeju7sb6+jrC4TA8Hk/DrDeDg4OM0F++fPmLu3a00JxoEXoVZDIZVnBHCjB/0yd1iaw1crBYLIwAVqPQk1JMEY08MTQYDCVKLoG6FRKh1+l0it5IUv35BJ5yhJ4mLxThKFXoKd4TKFXobTYb9Ho9MpkMW2InVUfaRZHOkdJEg8Zqt9vZNijLncCPgbevlFPoBUFgarSUtCeTSej1+hP7khs7H0FZjUIviiKbuKmpkbxCn06nEYvFEI/HWeHn/v4+lpaWYLPZStQzKahYlDr9CoIAu90Ou92O3t5e9PT0nLAMUIQkRYoWCgX09PQgHo+z4mSLxYJCocAmEkrQ6/WsoZDNZmM/Z+mm6vf7sbS0xM5jV1cXLl26pNqtk861kvVEo9EwQjQzMwOr1Yq2tjYsLCwgEolgY2MD8Xgcg4ODGB4e/qKSK6xWK7teVDpusiwNDw9jZWUFbrcbq6ur2N3dxZUrV+BwOPDixQuk02l0dXXh5s2bsoRFarfhcXBwALfbDZfLhV/96ldYXl5GLBbDd999h+vXrzeNN1sKu92OWCwGnU5XM+XV6/UiHA7DaDSqxlNqtVrcuXMHz58/RzQaxcLCAh48eIB8Po9oNAqtVnuCZHd1dWFkZAQ7OztYXFzE119/XfGqgsFgYJ+fWCwGh8PBOiMPDg423apVe3s7DAYDnE4nstksPn78iJ6enoaM0+FwwG63IxqNwuv1Njzas4U/DLQIvQqo6JA6etLfSI2gG5KaT9JqtbLizWoUeqk6zZNIKpKVU+gNBgNTSfR6vWJBptlsZk1QKOu9nGJKExxSxHlCT5095Tz0bW1tMBgMSKVSjGgR0ZTe9HiCKz0HhUIB2WwWgiCgra2N2WCkTb942w7f+ItyzeX6CfAkUhCEE6SdzmelhJ7+r0ZoaV+U208NwQD5GNREIoFwOIzd3V2srq5idXWVNW+RbpNWllwuF1PESQklf3gwGGT2GaPRiMHBQQwODlbdsIfiH/P5PEZHR/HgwQM4HA62EkATRyL49JPL5VgxKg+9Xg+HwwGn0wmn0wmHw1HWbpFMJrG8vMw871arFVeuXFFsesODvr9y71UymcQPP/yASCQCQRBw69YtDA0NAThWJg8ODtDd3c0KE7e2tuB0OjE8PIyBgYGmzqEHjle6qMi5WlJhsVhw69YtBAIBLC0tIRaL4fnz5zg4OEBPTw/6+/tx+/ZtxSJyun5KJxKpVArv378HcJxO4nK58PXXX+Pdu3c4PDzEq1evMDU1hQsXLjQdabRaraxwX20SWSlEUcSHDx8AHKvz5ZKX9Ho97t27h6dPnyISieDVq1fsfXW5XLITq8uXL8Pn8yEcDmNzc7OqfPT29nYkEgmEQiFYLBYcHh4CAIaHhyvexnmBroe0UhyNRuHxeBpGpoeGhrC8vIy9vb0WoW+hJmjuu02DwRN66uRJGddWq1U1g55AlptCoVCV8igls1LCSt5lHiaTCXq9HolEgqWrKKlutF26qVYyNiL0ZE0hLzlFNPKEXqrQGwwGRKNRtj+y3HR1dcmOi+xAcueAirr4ffDnhyYnuVwO0Wi0JAGI7EvSfgK0D0rukZ7bRCIBg8FQUs8ghSAILH+ebrzlFHraN1mMiNAbDAb4fD4Eg0GEQiFEIhFmH6Hjojx+Xt2mjHc6njt37kAQBCSTSezu7mJ3d5edN61Wi97eXgwNDcHlcp2aHNHn/+joCD09PWhra2MrS2qT3Uwmw1YV+J9cLodAIMBSOeh8OJ1OdHR0oKOjA06nk00s19fXsbm5yeJUp6enMT4+XvEyNk/oeeuM1+vF27dvkcvlYLVacevWLTbZIWtWX18f/uzP/gyRSIQlV1Dm/crKCoaGhjA6Otq0NhG6PtC17DTo6urCz372M6yvr+Nv//Zv2YrRhQsXVF9HMbb8KqIoiuyc9/T0MGKo0+lw8+ZNOJ1OfPjwAevr64hEIrhx40bDc8550EqXXq9nK6xnwf7+PgtVqKR5FHB8Pbx//z6ePn2KQCCAjY0NOBwOxUhLnU6HmZkZLCws4OPHj3C5XBWn3jidTuzv7yMcDkMURRSLRSYiNCN6enrg8XjY5/7jx4/o7e1tyMRwcHAQKysr8Pl8stGfLbRQLVqEXgVE6PV6PZLJJCwWC1MarVarapdYAllu+ILRSkCEUkmhLxQKsgo9T+i7urpULTfAZ0Jfydh4hZ4vliRCT6k11NCJnku+6Xw+z9IWYrEYa0MvNy7ye9Px8ueEClyJ4FJsJg++RsBms7Hj4wk9P9mhpll0THKEnjrIkj1G7iZgNpvZ5KbSBk9msxl+vx+bm5v4+PEjdnZ2EAwGTyyPm0wmplwnk0mYzWb84he/kCUN5I3e3t5GIBBgRXHAMYkbGRnB4OBgTcgQrUKR7aTSzzn1IJBO6tLpNMLhMOsyGw6Hkc1m4fP52HEIgoBcLoejoyMYDAZ2TEoFmmqgjrE0WbdYLPj48SPW19cBAL29vZidnVVsKEcRfk6nE1euXIHb7Wbv4fb2Nra3t+FyuTA6OtqwJX4l1ILQA8cTHI/Hg6mpKQSDQbS3t2N3dxc+nw9Xr16VVSBpUs9fo9bX13F0dASj0YiZmZkTr5mYmIDD4cDr16/h8/nw7bff4vbt21WvKtULwWCQrYZFIpEzFV5Sxjxw3IirGp+1xWJhSv3m5iY6Ojrwi1/8QvH5LpcLY2Nj2N7exuvXr/Gzn/2soj4MfGEsvZ/NqM4T6P2gldFYLIbDw0PF7sT1hMFgQG9vL9xuN/b391udY1s4M1qEXgUUP2gwGBihp86KgHqXWAIp9ER2q9k3cFKdJqKcz+dPEEveQ09Nh5RudLRdOoZKSBh1qiUyRcWTUkIvTWmhwthCoYBwOMy6d5K6rDQuURRZ51OgdJJD3WjJ1nF4eIjd3V2mnB4eHuLg4ADZbBadnZ1YWFhAsVjE2toaPB4P0uk0uru7mapUKBSwtrYGv9+PYrGIV69eMauVIAh4/fo1K26OxWJYXl6GxWJhmfhU/CntOJtIJGTz4EmF9vv9eP/+PSPegUAA6XQaFosF7e3tJYo0//k5ODhgDcSk5zCbzSIYDOLDhw+IRCJwOp2socno6GjNi9XIZpDJZGoS02cymViDI0IqlUIoFEIwGMTu7i6zeADH37HR0VG2CuFyuVhUaqVoa2tDKpVCIBDA4eEha1t/8eJFTExMnNiWXDoLcLzqQdalaDSK7e1tHBwcwO/3w+/3M6V1ZGSkKZRlGj8VqJ6mOC+fz7N6AofDgV/96ldIp9N4//49wuEwfvjhB7hcLly7do19PlKpFLtGkZobDAaxtrYGALh+/briNamrqwuPHz/GDz/8gHA4jKdPn+Krr75qilSVUCgEq9UKq9V6ZkK/tbWFdDoNh8NRtgusHOx2OyYmJrCwsIBEIoHd3V3V3PNLly4hEAggFothaWlJdkIltw9BEODxeGA0GmG1Wpu2vgH4HKMcDofR2dnJ4lj7+voaUpg6NDQEt9uN3d3dFqFv4cxoEXoV8Ap9KpViREhK6NWKyfimUNVcMJQ89JTqYrVaWRY9rz5rtVqk02nk83mmFMmBV+ilWfBqY9JqtSzphYoi+SZPRqORKTW0b/LRF4tFRCIRhEIh5PP5kuQZ/nxlMhnmqzYYDFhZWUE6ncba2ho2Njbgdruxvr6O5eVl5pOnVBUC5aeTDYiKGlOpFBKJBAKBwIl9p9NpFt8YDofh9XpZohClutCE5f3797ITud3dXXi9XgQCAeYVb2trQ29vLxtrLBZDOp1mnwdS8KkxjdVqxZ//+Z+rNikym82Ix+NIJpPs80cEkpJHaAJy5coVDA4O1q3pkdVqZZahellLqAbi6OgIxWKRNdRxuVysLoD8+B8/foRer0dnZydrDqUUAUqw2WzY2trC7373O1ZTcPPmzRMrSAT67qspw3a7HTMzM7h8+TL29vawvb2NZDKJDx8+YG1tDUNDQxgfH69pVnm10Gq1sFgsSCaTFSXdSJHP5/Hy5UuEw2FYLBbcv3+fXU++/vpr1sjH7/fjm2++weTkJCYnJ0/YbXK5HOskOzk5qdrxFDj+PDx8+BA//vgj9vb28PbtW4TD4YYmhoiiiGAwyIqm+c7Y1SKbzWJjYwPAscf9tKs66XQaU1NTSCQSWF9fh8FgwPj4uOxztVotbt68iW+//Ra7u7vo7u4u6+0WBAEdHR3Y3NyE3W7HxYsXmz6xpaenB+FwmPWgiMVi2N7exsTExLmPpbu7GyaTCYlEAkdHR4rXmxZaqAQtQq8AKjolNTiZTLJiOCL0RFzVip9I5c/lckgmkxXbEXhCL4ois7EAKLkQ8V1J9Xo9i3sjz74SUSeCE4/HS7qoqoEUcvJu0zjJLy2K4onsdxov2SrI/pFIJNDW1obDw0N4vV5GKNLpNH788UfEYjFYLBY4nU5GEr1eLzKZDFPFabWio6MDFosF/f39bJWCbDiiKOLGjRv46quvIAgCDg4OsLy8jIGBAczOzjLPPAAsLi4imUyiv78fk5OTuHHjBmw2G6LRKMLhMAwGA8xmM7xeLwYGBtDR0cE6CdNKgdVqZfnamUwGu7u7CIfD0Ol0Jfn1ZNPo7e2Fy+VCPp9nSTsOh6Ms+eaTWTweD7a2tnB0dMQep/HNzs4q3sBrBbJZ0THUGqIoYmdnB6urq6zfwfT0NKanp9nnkOw3pITTefF4PHj//j3sdjvr+iqn3geDQayurqKjowNTU1O4efOm6iS3ksk8Qa/XY3x8HGNjY/D7/fj/2XuP7rbOLGt4IxM5AwRAgiSYgyhaoixLtmVXuWpQVb16Uj+g/1gPe9Sj6kl1dS9XUBYlRosZJAKRc87pG2id0wAJBkmUyn4/7rWwKAYBF/de3Lufc/bZ2+PxIJFIwOfzwefzYXBwEOPj4/80mz+1Wo1yuYxCofBehL7VauHNmzdIp9OQy+V48OBBz8JJIBBgZGQEg4OD2NvbQyAQwOHhIYLBIJ8ndO3c3NxEtVqFXq+/VHtPEAqFWFpagl6vx/b2NrxeL3K5HJaXl/8pWQg0/0Gk7GMI/eHhIZrNJiwWyxlJ2lXR6XQQjUah0+mwvLyMo6Mj7OzsQCwWnyuLUavVmJubw/b2Nra2tqDT6S5dDGs0Gp53+TnLbQhWqxUHBwdIJBK4ffs2VlZWeIH9uZOeBQIBnE4nDg8P4fV6bwj9DT4KN4T+HBAp1el0bH9IFzYaXKSb+kU3Yvp/QqEQxWLxylZm3YS+Xq+ztpv0vgqFgiu93SALyW6v7H7olraYTKZLK/TdunihUMi6barak5UmOZrQ9kajUR6Sy+Vy2Nvbw3//939zEJHf7z8jPVCpVKjValCpVHC5XKyLJtnIt99+C4vFgs3NTbTbbSwvL6PRaGBmZoarnTKZDEdHR2i1WnA6nVzxa7fb8Pv9EIvFPdXVZrOJgYEBKBQKaDQa1ssbjUY0m00YDAaYzWYOIRoaGjpDlDudDtxuN0qlElfdJRIJe7lLJBLuSnTfOCqVCkuGxGIx1Go1L9pOP7oXb5FIpCfxUCwWY3h4GGNjY8jn81hdXb0wBfRT4Lqrc6lUCtvb2zzrYTKZsLCwcIZ4SiSSHplOpVJBIpFAPB5HIpHggWy32w2ZTAaLxYLBwUFotVp2muh0OtDr9Xjw4MGl7+M8h5aLIBAIYLFYYLFYUCgUcHx8jFAoxAsPvV4Pl8sFm832WXX2arUasVjsvXT0JEujTteDBw/O7QbKZDIsLS3B6XTyYn19fR0ikQjz8/PweDyIRqOQSCS4c+fOe59DIyMj0Gg0WF1dRTqdxpMnT7C8vPzZA3uoCzg0NMSyvg8JWisWi/D5fADeyWA+FOl0mosMs7OzkMlk2NnZwdbWFoRC4bkSJVp40lD4gwcPLjwf6XovEol+tsPf3dBqtTwLJZVKYTabkUgkcHBwgFu3bn327RkZGYHb7eZz5mY49gYfihtCfw6ICKnVaq48E4ktlUo9KYcX3TjK5TJX2WmI9irornKfJu3dUpXTw5skf2m1WpDL5edWHIhsUjjWZVUY2obuqju9PgU41et1vH79Gl6vF5FIBJlMhhc7tVoNAoEA1WoV6XQaQqEQFosF09PTUKlUUCgU7M5iMBiwubkJnU6HxcVF1hbu7u5CLpezj7BIJOLFRKPR6ElolcvlvAjpvskQ6ThtUUhDr0qlkmcE6G/oXFAqlWf85ZvNJt/8YrEYW0KSDSTwrmX+q1/96syNnWwqC4UCUqkUwuEw5HI51Gr1uZaOzWYThUKBfbotFgtGRkbgcrngdDr5HKX5hs9F6Kn7cF2EvlKpYHd3l23wFAoF5ubmrmzvJpfL4XQ64XQ60W63kUqlOPm1UqkgEAhgf38fHo8HMpkMer0eY2NjV3L7IaJGi7UPgVqtxtLSEmZnZ+H1euHz+ZDJZLC2tgaFQoGxsbGe4/kpQQtb6jheBqrMJxIJSKVSPHjw4EqyIYPBgEePHsHr9bKTzbNnz1CtVmG1WrG0tPTB+1Ov1+PRo0dYW1tDKpXCixcvMD8/f2VnmOsAVanNZjMqlQpSqRSy2eyVrFO7sb29jU6nA6fT+VHDvmRpS58ZCkDb29vD5uYmJwD3w+3bt/H48WOkUikcHh6e2zWhQDmRSAStVttT+Po5w2q1wu/3IxqNYn5+Ho8fP4bf78fY2NhnX5QMDAzAZrMhHA7D5/NdOOdwgxtchBtCfw6IzNFQK2nGyZYwHo+zrOWiCkylUsHAwADa7faVCT29nlAoxMDAAN9oqepNiZv0/N0gMgrgUusxqv43Go1Lb6SVSgWtVoutBsvlMra2thCPx1lj3ul0WGLS6XSg0+lgsVigUqlQKpWwsrICjUYDg8EAi8WCxcVFzM/P992uWq3Ws1302rRPyN2Ego6AXotIci0hTXr3z+lvuweKyZaSXq87lKqb0JN8yuv1olAoIJlM9khpdDodrFYrDAYDfvWrX2F1dRVarbbvOUIuLwaDARMTE2g0GrDb7VheXsbg4GCPlWMgEIDb7WaCT6FQ9D4DgQCHu2i12p7000+dYkrnKtmZfgxarRaOj4+5uyISiTAxMYHx8fEruW70A/lPm81mLCwsIJ/PY319HXt7e3yOqNVq7O3tIZVKYXx8HGNjY+cuhvvZLX4oZDIZZmZmMDk5iUAgAI/Hg1KphJ2dHRweHmJkZARjY2OftGrXnfh5GZrNJl6/fs2fvwcPHrwXAaKF/Pz8PILBIHw+HxqNBqRS6QcfX4JMJsNXX32Fvb09eDweHsq9devWRz/3ZSBiC7zrIuXzeaRSKWQymfci9JFIBIlEAhKJ5KOq851Ohwl995DqxMQE2u02Dg4OsLGxAYFA0HfgViaT4YsvvsCrV69weHgIvV7fd8A3EomgVqvBarVCq9UimUyyNPXnDLvdDr/fj1AoxCFpfr8fu7u7+PLLLz/79oyOjnKXdmpq6mc/h3CDnyduCP05OE3oc7kcDzim02mEQiEAl7fcyV6w2WxemdB3p5t2f0/kk6rZwNkKLLnNdP//80CEnjz2u1GtVpHL5ZDP55HL5XBwcID9/X12UOl0OsjlctDr9SxNkUqlGBsbg8FggFgsxu9+9zsmRSShaTQafKM5TxtK21Wv18+keCoUCggEApTL5R4HHHoNAoU1CYXCHkLfHeTUnehaKpUgk8mgUqnOzAKQK08qlUIymcTm5iaUSiVmZmbQbreh1WphMBhgNBohl8uRyWRQqVQQi8U4sKXbUYfsMekraV2JzA0ODqJYLPJCKRgM8vwFyUS0Wi3evHmDarWKRCLBXQ+BQMABWl6vF1KpFPv7+3A6nTx0e92ghYVCoXivLtRphMNh7O7u8n632+2Ym5u71opfs9nE8fExCoUCZmdnYbPZYDAYEI/H4ff7kcvlsLKyArfbDaPRCJvNhsHBwR5C3c9u8WMhEonY/SYWi+H4+BjpdBpHR0fweDxwOBwYHx//JCm05NZ0mUSEBmDT6TTLbD6kmplOpyEWi6FSqWA0GrmT9+rVK9hsNszPz3/wMachcJ1Oh62tLQQCAeTzedy7d++TVo6z2SyazSZUKhV3GY+Pjy9Maj6NVquFnZ0dAMDMzMxH6bmz2SzLN07PeE1NTaHT6eDw8BDr6+sQCAR9O19msxnT09M4ODjA+vo6Hj16dOae4vV6AQALCwvIZrO/GEJvNBoxMDCAcrmMbDaL6elphEIhxGIxJBKJS4eyP8X2UHJsJBL5p9ho3uCXjxtCfw5OE3r6GRF6kgJcdlOnoVVyOLlKtbS7Ity9LVSJJvLU/TsCJdmKRKJLq3oikQidTocHCsnzm24G3cjlchzQZDKZoFKpYLFYsLy8zE5A5FzTrasnkO0iDS5KpdJzLd2oQl+v1/kmTO+zeyEjk8l6Km/d3Ypms8nklvYbgeQ41B5uNBpIJBI8q5DJZFAsFrG1tYVYLIYff/wR2WwWY2NjTAhVKhXbI5ZKJZRKJQQCAQCAz+dDsViESCSC3+9Hp9NhXfx5SKfTiMViaLVaCAaDePv2LeLxOFe8JRIJrFYrLBYLyzBobkEul6PT6aBUKrGzTqVSQTAYRKlUgs/ng06ng1QqZR97vV4Po9EIpVLJtpv9HlepFOXzecjlcsjl8g/yM8/n89je3uahXo1Gg4WFhWsfECsUClhdXeVj02116HK5IJPJsLGxwecc2Yi+ffsWBoMBDocDNpvtSsPwHwqBQMCzAJlMBh6PB5FIBIFAAIFAABaLBePj4x88KHnea2o0GqTT6XOtFhuNBl69eoVsNouBgQE8fPjwg915MpkMTk5OMDAwAKvVij/+8Y8IhUI4PDzkuZDJyUmMj49/cKXS4XBArVbjzZs3yOVyePLkCe7cufPJiBrlI9C+6/ZnPy+z4jQODw9RqVSg0WgwMjLyUdsTDAYBvFsU93vt6elpnvlZW1vDnTt3+lbqJycn2fFrdXUV33zzDR8TCr2TSCS4desWnj592hMG93MGdSY8Hg9CoRDm5+cxOTmJvb09vH37Ft9///1nr5KPjY1ha2sLR0dHN4T+Bh+EG0J/DroJPZGqYrHImkaKmL9M41gulyESiaDX69HpdHhRcNXX7v6ecFGFnhxuxGJxX0LfarU4sIcm6wuFwpmbuFgs5kowPRwOB6rVKuLxOBQKBdrtNprNJltDCoVCrkidroaRTj4SiSCbzcJut59L2GQyGZrNZo8lZ3eFnr6nhQShe18QsSQJh0QiQa1WQ61Wg8fjQTgc5uPZbrexu7vLhCYYDKJarSIYDGJkZAThcJgHvrRaLZrNJsRiMVsmisViropT+mo6nYbJZOKqp91uh1qtZl97+kr/FovF2NnZYWIuFotht9uh0WgwNDTEx4cq/GQBSlZnBoMBrVaLj0m1WsXOzg6Oj495KJuCk+jcBd4tntRqNTQaDVQq1ZnqLA0Hy2Synq/d/85kMpw1UC6Xef9chnq9zkFalDlA7e/r7iT4/X7s7Oyg1WpBrVbj7t27Z6rdJpMJZrMZdrsdi4uLiMViCIfD3AFJp9PY3t7hjbv7AAAgAElEQVSGx+Ph8/lTQq/X4+7duxwQRkFN8XgcWq0W4+Pj1+afrdPpziX0tVoNKysryOVybE35Me+d0jEXFhawvLwMuVyOiYkJOBwO7OzsIBKJYH9/H4FAALdu3fpgEq7RaPDo0SOsr68jHo9jZWUFMzMzn8Tvm2xtad+RJ3upVEI+n7+08JPL5XB8fAwAWFxc/Kjzv91ucwf5omr5zMwMOp0Ojo6OsL6+jlardebvBQIBvvjiCzx58gS5XA5v375lf3oKXhsdHYVOp+Mwv2Kx+IsYjiVCHw6HMTc3B5fLxcm8brf7ym5L14WhoSHs7+8jn8/3mB3c4AZXxQ2hPwfdpJokLMVikasYVIm46ELd6XS4amw0GpFMJpHP5z+Y0FPlXS6XQyKRQCKRsGUiabspwVUgEEAqlbLvO1Xei8UiV6yTySTbAOr1ek671Ol0Z+QZfr8fAoEAzWaTkzkTiQTK5TLLWAQCAbLZbI+Gm0DuMd1yovP2Q/frdmvcAbD/fjKZZLlQKBRCLpdDKBRCtVpFtVqF3+/HyckJJBIJXr9+3VNNpUp2LpeDSqXimYh8Ps8zBVKplC30LBYLXC4XvvvuO0gkEjx58gT1eh2//vWv+1YpzWYz9vf3MTIywnIOp9PZN3Cl0+mwbz2RKavVisHBQbhcrkutDD0eD1wuV1+SMjMzg83NTSaoxWIRiUQCyWQS6XQaqVQK9XodzWYT+Xyeh9sov4A6LI1G48LK+87ODmq1Gp9vJpMJVquVZz1OD2d3Oh34fD4cHBzw+Tc2Nobp6elrD1uq1+vY2triRczw8PC5mmr6LOdyOUgkEg6IohTUUCjEIVHpdBrPnj2D1WqFw+GA1Wr9ZDptpVKJhYUFTE1Nwe/3sz3j+vo65HL5mYHoD0H3e+8Gzb6USiUolcoz1pTvi5OTE+zv70MoFOLBgwc9hgJyuRzLy8tIJBLY3t5GsVj8aBmORCLBl19+icPDQxweHmJvbw/ZbBZLS0vXNnBcrVaRz+chEol6ihQGg4EzMi67T2xtbaHT6cDlcn20O08sFkOj0YBGo7m04DQ7OwuRSISDgwNsbm6i2WxibGys528kEgmWl5fx7NkznJycQKPRQK/XIx6PQywWs9uXyWTiz8cvgdDr9XrOYEilUjCZTFhcXMTz589xdHSEoaGhz5oRIRQK4XK5sLe3h6OjoxtCf4P3xg2h7wPyFqcQJUJ38EoqlcLAwMCFF19yWSFySIT+stS/04S+UqnwokIgEHDlXalUIpvNsvwklUoxSet0Onjz5s2ZIUVqr+t0OojFYgSDQczMzOCbb765cJuq1SonO5LtF7nbAOCOgN/vh1wuP3NBp+RT6iBcVOEkGVCxWMTJyQnK5TLW19cRi8VQqVSwvb2NtbU17n5kMhkezKRWJc0FqNVq6PV6jI6O8hCq3W7H5uYmV5prtVqPXaVKpYJSqcSdO3cwPT2NYDAIp9PJiwKdTodkMskk5zTovReLRf79aW15s9nksCG66QuFQphMJvz617++UgX0vOcm0LlaLBYhkUig1+uh1+sxNTUFAD1VfqpAk7yMjgPNINDxEovFqNfr3Hkol8scyKVUKpHJZLC3t3em9U4L0Wq1img0ygPlDocDd+/e/Sg3j/OQSCTY35xkARe1slUqFYRCIUqlEhqNBi8uxGIxk3u/349MJsPzD2Q5SZ0Zu90Oi8XySdr1UqmUpSjBYBDHx8coFovXMkBL53a35pvmCWq1GrRaLe7fv/9R/u6FQgGPHz9Gp9PB/Pz8uZ7lZrMZ3333HTwez7XIcAQCAaanp6HT6bC+vo5IJIJCoXBt5x3JbUwmU8+2GQwGBAIBpFKpMyS5Gx6PB7lcDnK5/FqqwiT9u6qWfWpqijuE29vbaDabmJyc7PkbrVaLpaUlrK+vY2dnhz8bo6OjvFi3WCysQ7/o/f6c4HA44Ha7EQqFYDKZYDAYMDw8jEAggK2trUstO68bo6OjODo64oHqz229eoNfNm4IfR+clnfIZDKuhpNMIpvNwmw2X1hB7Sbm51XALnp9pVLJ0pNGo8ESB6FQyOmz0WgUL1++hEwmQzAYhNvtRrPZZEtKpVLZU33XaDRcSWy323zzv0jnSf7yNNhKGnQKvOp0OuxlTzaWpwk9uVt0dxSouk66b3r4fD6cnJxApVJhdXUVEokEJycnvP9J0mEymSCVSln+IRQKcf/+fWg0Gqyvr0MsFkOpVGJiYgLT09PIZDKIRCLw+/3w+XxM4pvNJsxmMyYmJqBWq5nE1Ot1bqV33/iVSiUT+n6g994tZaK/rVQqLJ8g8qxQKDAyMoJ4PP5e4SZE2M+rnncvLPodX6FQyCSfjjNZaBLJJ1cjeg1KYDWZTDAajWi1WjwnYjQasb29DavViqGhIVQqFdbz53I57OzssH+7TCaD0+lEsVjEkydPWEamVCrP/Pt9CVy73cb+/j5LGAwGA+7cuXNphVcoFEKtVvMweD9JWLFYhMViwdTUFMuxwuEwMpkMV/AlEglsNhvsdjtMJtO1EwKhUAin04nh4WHE43EcHR199ACtUqnka0alUkGxWMTq6ip/NpaXlz+qol2r1fD69WsegL1z586l73FiYgJDQ0PY2dlBOBxmGc7c3FzfbtdlsFqtePToEd68eYNCoYCnT59ibm7uo8lnPzcZAHz+pFKpc6+vhUIB+/v7AN5JbT62a1Cr1RCPxyEQCM71me8Hl8sFkUiEn376Cfv7+2i1WmfsEx0OB4rFIjY3N7G3t4eFhYWeLA6LxQKBQIBUKtWzIP45gwh9OBzGwsICRCIR5ubmEI/HkUql4Pf7P6v1qVgsxujoKNxuN9xu9z/FcecGv1zcEPo+6JcCqVKpkMlkOOGU9NcXtcWocqpSqZgQEqE5D90yHYVCwUSwXq+jWCxCJpPh2bNnyOVyODk5QTgcRrPZZGkAbbdGo8H09PSFwz31eh0SiYRTVc8jPN0dAiKBJGHotoYkDWWtVmNpDA2MFotFToMtl8vwer1YXV3tu220Ld3uMYlEAkqlEn/4wx9QLBYhFouh1+tRKBTQbDZZr0oEv1AosAxpc3MTJycnPS44EokEOp0ODx8+RCqVwsHBAUZGRlCr1dhlp1qtIplMQqvV9pwL580vdP+enHhowUTHKRKJsOTJYDDA5XJhcHAQf/vb37gzUCwWrzRw2X1O9SMMYrGYW8rFYvFSgkfdG41GwySHIsnpQRp8Ov5U2Z+enmaSr9FoOKClUqlgf38f1WoVTqcTrVYLg4OD0Ov1qFarKJVKqFQqfJ702ybqENBDrVZDpVL1JT/5fB4bGxvI5/NcmZ2YmLgyqdZqtcjlcsjlcn0JPVkTGgwGDAwMwOVyweVyoVwuIxQKIRwOI5/P4+TkBCcnJ9wRstvt0Ov110ruBQIBp99mMhkcHx8jGo1+0AAtye7i8Th2dnYQi8XQbrc5UfljOg40UFsul9Fut9nv/yoYGBjA3bt3MTIygrdv36JYLOLNmzcwmUyYn59/7wq7UqnEt99+i+3tbZycnGB7exvxeBxLS0sf1H1oNpvcjTptT0m5FZVKpa+Ovt1uY319He12G06n81okFsFgEJ1OB4ODg+/tkjMyMgKxWIyNjQ243W5Uq1VO2CZMTU1hZWUFrVbrTBKuVCqFwWBg44PLOtE/B1AHlxbkTqcTUqkUt27dwurqKnZ3d2GxWD75vEw3xsbG4PF4EIvFbqr0N3gv3BD6PiAi3o/QF4tFCAQCdqu5qOpHCwOSK4hEoh7pSj9UKhUOhvL5fDg6OsLGxgaT1cHBQa68Go1GNBoNOJ1OPHr0CEdHR1hZWYFWq+Xq6UVDuLRAkMlkKJVK574X2h90YSd7LdJMi0QiDkk6OTlBKpWCzWZDq9XqcZipVCo9Q7Sk1SfNNj1++ukn1Ot1GI1GTExMYGBgAGazGXq9HnK5nMmkWq3moCXatkKhgHw+j4ODA65UUcVXoVDAZrPBZrOxlahSqYTf7+fnI5kVhWCVy2VotdozFXrgfEJPMpVcLodAIIDt7W00Gg188cUXHObicrmYtNfrdZTLZdacFwqFKxF6Sp4lQtzvOGu1WrZm+xDLQ6qUkzyC9KbkAJPJZNj1qVqtYnt7G3q9HoODg8jn8wiHwyw7m56exuTk5JnKHZ2ntNgjck/fF4vFvrKigYEBJvkKhQLJZJIr5AqFAnfu3Hnvm6FOp+MshdOggXIiv91QKBSYnJzE5OQkCoUCwuEwQqEQD7R6vV7I5XIm99ftkKPX67G8vPxRA7R6vR7r6+vw+/0cVjY3N/dRi5BWq4XXr1+zxtzpdGJgYOC9LT9NJhO+++47+P1+HBwcIJlM4vHjx3A6nZienn4vmZFIJMLt27dhtVo5S+Mf//gHbt++/d6Vf1r4GI3GvgsCk8mEQCDAhYFuHBwcIJ/PQ6FQ9M3jeF90Oh2+ln2odaTD4YBYLMba2hoCgQCq1WpPdyadTkOj0UCtVsNgMGBlZQUPHz7k31utVqRSKUSj0V8EoQfeyVwymQx8Ph9f52w2GxwOB0KhEDY3Nz+r9EYmk8HlcsHtdmNvbw8PHz78LK97g18+bgh9H/Sr0Hfrlev1OgBcWtHpXhgIBAJotVp2kuiuUJVKJWSzWWQyGbjdbmxsbECtVkMqlSIajbKeX6vVYm5uDgsLC9DpdCgWi3j27BlXLWnBIZfLWa9+nuMAkSiSq5x20jn9PhqNBldTlUolTk5O4Pf7EY/He4YeU6kUms0m20YSISR9MjnYLC4u4rvvvuv7euS5Tj7BJE2h40FdDo1Gg1qthmw2i3Q6jZOTE8RiMchkMq7ot9tt6PV6fPvttz0kivYXBcCQZ32r1eJ9Q1Veh8OBRCLB7jLkFZzJZKDT6fjntIApl8tYWVmB1+uF1WpFJBKBQCDA5OQkHA4H6vU69vb22IM+nU5jZ2eHJUfZbPbCNm/3jcXj8bD2nVre3U46gUAAJycnKJVKmJqa4t93/0339yKRqO9XeohEIqjVauh0OkxNTfFCcGxsjI/T/v4+wuEwxGIxZDIZJiYmsLy8jKGhob5teHrOfguOVqvFHZ5CocDkvlgs8gD0yckJPB4Pn8PkXx8IBJDL5fi5r1KxJKJ+OqEXAAemaTSaC6URarUa09PTmJ6e5mHtcDiMSqWC4+NjHB8fQ6lUMrm/zvmBDx2gbbVa3PFTKpWYn5/vkVN8CNrtNlZXV9m3fnh4GG63+4NlSEKhEGNjYxgaGmKHrpOTE4RCoQ8KHxscHIROp8Pm5iYSiQTevHmDkZERzM3NXVn6QvbF5y0EzGYzE/rx8XH+eSKRwNHREbvIXMeAbiwWQ6lUgkKheO902m5YrVY8fPgQKysrSCQSeP78Oc9P7O7uQiQS4fe//z0nY79+/Rr379+HSCSCzWbD7u4uz8l86kCv64Ddbsf29ja7v9F9YmFhAclkEqlUCkdHR2fmCj4lxsfH4fP5uNvxuX3xb/DLxA2h74PuyjqhW69MHu2XaQS7JTfAOwKaSCTg8XiYwNNAJ4EGrMxmM0ZGRria1W63oVQqcfv2bdbtdw89ttttJBIJJtwGg4Gr5v1APzcYDBAKhSxdIfLU/XV7exvhcJi177QAILIlk8lgs9kgEolgMplgs9nwq1/96oz+udPpQCwWc4ejH5rNJvvDE6GnmQH6PhqNIpvNcrVub28PQqEQ1WqVLTbb7TbsdjtyuRz7j4vFYibsh4eHiMfjLFGgbSONeygUQrFYxMDAAEwmE9bX13kbW60WAoEABAIBdDodp9Vms1nE43Hkcjkkk0muipvNZn7P/WYowuEwE+NyuYx4PH7lyjIdg2g02vd8rFaryGQyaDQa1+7Y0Gw2OZjGYrEgmUxyZZikOxaLBYFAAOFwGEKhkMOESIcvl8shFov5QTag9G+RSNTXrYPsPcnBhjowg4ODUCgUyOfzZ+RtMpmMq4vdVp3dZEqtVkMikaBSqXAwDyGRSADAe/nj0/k4OzuLTCbDmvtSqcQ6WZVKBYfDAbvdfm3uIO8zQFutVvH69WuWsg0NDX10OFCn08Hm5ibi8TgnylJo0seQTeDddXd+fh6jo6NMHsn+dHp6GsPDw1deMAwMDOD+/fvwer3Y29uD3+9HIpHA4uLipSSq0WhwF/C8ajTJnZLJJBPcarXK15PJyclLnayuCo/HA+CdZONjq8k6nQ7ffPMNVlZWkM/n8fTpU9jtds4hmJ2dhcvlwvPnz5FKpbC2tobl5WUoFArodDq+FvYLrPq5gWZSjo+P4fP5sLS0BODdZ4jScg8ODtge+HNAIpFgcnISu7u72Nvb+ySzODf4fw83hP4UqDpL1WVC91Ar/V4qlZ5bhSCiVavVkEql2LHhp59+glarZacRAOyCQzZaVqsVd+7cgdPpxIsXL1hrDPQuMmjos1QqsYNOrVaDxWKBwWDg4bZutNttlMtlDqwhXbfH4+EbwmlQEA9V/m/fvs2VoGq1CofDge+//x6JRAIvX76EWq3uIfOtVguNRoMHTDudDoLBIDweD1fz6ZHNZrG7u4tGo4FQKAS3281V8Uwmg+fPn+Ply5coFApwuVwoFouIxWKc0KhQKFhCRAObxWIR0Wi0p+UtkUiYhBPRJIJHLjbUwSD3ku5KdSKRQLPZhNVqRaFQQCQSQb1eh8FggMlkwuzsLLLZLEZGRiCTyRAOhzE5OYnR0dGeqrhAIMD6+jo0Gg2mpqbgdrshlUrx6NEj3tbTwVjdiEaj2NjYgNlsxt27d88k0JLTElUC6Ryg39Oj29+e/Oy7/93vZ8lkkhdJu7u7qFarkMlk0Ov1mJmZwfz8PEqlEsugyFGHZAHA/9mZEsk+XakUCARnSL5EIkGhUIDH4+FB6enpaczOzrLNLFXvSb9cKBRQq9WQSCSYmJ+3DVKpFLVaDel0uoeokVb6Q6plAoEABoMBBoMB8/PzSKVSCIfDiEQiKBaLODg4wMHBATQaDZP769Dtdg/Qnk6gPT4+7skRUKvV+Prrr1GpVJBMJj+YjLXbbWxsbHCX5v79+5DL5bz/rsuOT6lU4t69e0ilUtjZ2UEul8PW1haOj48xPT0Nm812JRIkEAjgcrlgMpmwubmJXC6HV69ewel0Ym5u7tzCTSQSQbvdhtlsPlfyQ9LCbDaLRCIBi8WCtbU11Ot1mM3mnvvAx4A+W2Kx+Fz3oPeFUqnEN998g9XVVcTjcfzpT3+C3W7HDz/8wPa2X331FZ4/f45YLIatrS0sLS3B4XAgm80iFAr9Igg98G5+4Pj4mEOm6JibzWaMj4/j+PgY6+vrbF38OTA6OsoOSMFg8BeRwHuDfy5uCP0pdFfVu6vLJCshz3KJRMJacqqmNhoNrrwHAgGsr69zMM9pjI2N9ZB4AoUYdXcEuodXT8sG1Go1SqUSD+ORtEelUiEQCMDtdkMsFnO1vVwuM6EOh8MwGo3cdSDtN0lk6KtYLObtIB06SYFisRgEAgHcbjdXvavVKv785z9DKpWi0WhwNf7Nmzeo1Wqctvr27dszmt5kMskDnCSxIFIIvLv50tDt6OgoVCoVQqEQdDodms0mS3W0Wi0ePnzIpGlhYQFjY2McAJVMJvnGSo4rFJhCA6YejwdqtRq3bt3iIU/6fSAQwP7+Pg4PD9lBSKFQYHR0FMPDw2g0Gvjb3/4GiUSCiYkJVCqVvum4nU6HI+NnZ2fZX18qlV7Jd1sqlcLtdqPVap1b1bfb7ahUKmeGez8G7XYbf/3rXyESidiLXa1Ww2g0wu12Q6FQ4OHDh2i1Wjw30Wg0kE6ne/T3lJ2QTCYRj8c5kIcWaMC7GQPqYjUaDZ7TAN5VWEdHR9lv/jRo4T0wMIBOp8PPRRkGZHfaHQ4Wj8cRi8WQTqdx+/ZtqNVqyOVylnN9bIKtQCCAyWSCyWTitj6dp9RZ2Nvbg16vZ1nOh1hRnn7N7gTa4+NjrK2tcaKozWbDb37zG/5sfiihb7fbWFtbQzQahVgsxldffQWdTsdacwoguk4YjUZ8++23CIfDODg4QLFYxNraGrRaLWZmZq68gNBoNPjmm29wfHyMw8ND7jYtLi727SqQPeRlqZ5Wq5XTVikDYmBgAHfu3Lm2qis5On1sHsFpSKVSfPXVV/iv//ovtpztHsJXq9W4f/8+Xr58yefSzMwMdnd3EYvFLpwX+zlBqVTCbDZzB73bPnRmZoaT1NfW1nD//v3PUi0XiUSYnZ3FxsYGdnd3MTg4+ItwDrrBPw83hP4UqE1/3oBhIpFAOBxm7fn29jY0Gg0ymUyPfWAqlUKr1WIJCpF3sqIkMtqNTqfTo7snwkFyidN/T/7ftE27u7tIpVI9hF4qlUImk6HT6bDcRCqVotlsYmBgoKeaQ/7ZjUYDyWQSkUgE1WoVr169QrFY7PFqbzQacLvdyGQyUCgUrGmlgd5EIsHtZqFQ2POazWYTQqEQVquV/fCpCuvxeLjSfXBwwFIUq9XKQ6VOpxMTExP4/vvv0Wg08Je//IUr59VqFe12m7sgYrGYk1e7ZRtGoxECgQCRSASjo6M9ZFitVmNgYACNRgP1ep0XJOVyGScnJwgEAvD5fPzeZ2dn4XQ6WVoDgFNsKXCp+9zqRqFQQKPRgFwu53Z1PB5HNpu9EqGnjgTJq/rJavR6PSqVCtLp9EcT+larBb/fj+PjY16gUUfJbrej0+mwJScFoHWju8rUbreRyWSY4Gez2R4pVndmgkqlQi6Xw+HhIQwGA3Q6HZxOJxwOBy8W6EGfmXq9jlarxQnBBKFQyBkEVM2vVCooFApcnfZ4PAgGg0xMK5UKLxxrtRp0Oh1X3E0mExQKxQfrwi0WCywWCxYXFxGPxxEOhxGNRlmSt7OzA71eD5vNhsHBwY+WTikUCr420cCy2WzGwcEBKpUKYrEYhEJhzyL2Kmi1WlzNlUgkTOaBy7XmHwuadbHZbAgEAjg8PGQffYPBwC5Ml0EoFGJychI2mw2bm5vIZDJ4/fo1BgcHMT8/z8WXYrGIdDoNsVh86cJncHAQBwcH2Nragk6ng0gkwt27d6+N6JbLZYTDYe40XDcox2J0dBRKpZLnMu7evctZLPfv38fKygqCwSBarRYHKYZCoV+MJ/3U1BQSiQS8Xi9cLhdfu4RCIZaXl/HkyRMkEgns7e1hbm7us2zT0NAQFzD29vawuLj4WV73Br9M3BD6UyB3i9MuFEQS3G43+wbThY3apkKhEFqtFnq9nq31bt261bPaN5vNPFB5mqCXSiW0223WFWezWU7ppMr6y5cv2Se7Xq8jmUzi+PgYhUKBdbK1Wo0juMltQ6lUcqVSIBDwUCGRHWr7n3ZioNclUk7e+1KpFPv7+9Dr9VyhpSq/zWbD7OwsFhYWIJVKIRQKOejKYrFAJpOxfGd6eportCQfSSQSrNXvdDpQqVS4d+8efvjhB65GU8WMOiBkdZlMJrkaSVIa4CyZpgVZNptFtVo9Q+hJlgIAPp8PlUqlR6phNBohEok4vr4fdDodD9MC78j7aXtJkiFQ1ZcIfSaTuXKFlGxE0+l0X7JnNBoRDoeRSqUwMjJypec8jUajAZ/PxwsuSnidnJzEv/7rv7LsjBxgyObyIgInFApZTz89PY1Wq8UJtkTwc7kcp/5SZ2ZsbAwPHjyAw+G41E6x3W6fIfn9iH/312q1CpFIhEqlAoPBgGaziXA4jEKhALFYjM3NzTOvI5VKWevfnftAnT3qHMlkMl7s9dsfVEVvtVqIxWIIh8NsX5fJZLC7uwuNRsPk/n0HamOxGDY3N1Gv16FUKvHHP/4RJpMJ0WgUXq+Xj1s8HodCocDU1BQGBwcvHW6s1+vsM0+aedq2drvNzlSf2vlEKBRiZGQEQ0ND8Pl8cLvdSKfTePnyJfR6PSYnJ6+k4VepVPj666/h9XpxcHCAaDSKeDyOqakpjI+Ps2yMXGEugkajQb1ex9HREaanp/Hdd99dqxZ7f38fnU4HQ0NDH5Xi2w/dKbZfffUVbDYb1tbWkE6n8fjxY3zxxRewWCwwGo148OABVlZWEIlEeO7p5OTkF0PoySI5lUrB6/X2yKEoxfjly5c4Pj6GVqu9tDNzXbh16xYeP34Mv9/fE3B4gxucxg2hP4VMJoNOpwORSMRVWPKfT6VSODw8RD6f54EyqVSKubk5GAwGaLVaJhjPnz9nPXE3tFotV3lVKhUajQY7qrjdbmxtbUEqlcLj8cDv9yMQCKBcLkMikcBisfTcwMViMYRCIQf3UCV/ZmYGw8PDrI2lym/3oCElh05OTrIrjNPpxPj4OOuUJRIJIpEIBgYG2Hd/cXGRSeHx8TGCwSDMZjMkEgkMBgMUCgUGBgY4CZRA+4882nO5HN68ecM+5kR6s9ksZDIZ5ufnUa/Xsbq6ioGBAUxOTkIsFnOSZfd+ValUvJggvT/9ni5+/YZRyW/+dBCWSqVCPp9nR6KNjQ3cvXuXFyuki//73//OmQH9QB0d6m6Uy2UUCoWeY0jSEaoe0vb2s008DwaDgQl9P51ld8DN+4IyA05OTjjngCrmYrEYZrP5DNmjm+JlhP40RCIRzGYza9QzmQxevnyJfD7PC0qyHN3c3MRPP/3EFXKj0QidTneG4JOz0vvKPPR6PcLhMGZnZ2E2m/G///u/qFQqWFhYQLVaZUeMbDbbs7juTsgVCASQyWRsx0pdGKlUyvaoFz00Gg13fRKJBCKRCGKxGMtyDg4OoFQqmdzTgHY/0JyDz+cD8O58W1paYgJI0p58Po9yuczx81SddTgccDqdfe0mi8UiVlZWUC6XIZfLcf/+/Z5OUDweR7PZhFarvfbB7PMgEokwPj6OkZEReL1eeDwerrZrtVpMTk5icHDwwq4KVbztdjt2d3cRCoWwv78Pn8+HZDIJlUp1pQVyNptFMpnk4sT7BD5dhnw+j1AoBKFQeCYI6jpwdHTEg7DT09MQi8V49OgRF15WVlYwPl9zPjEAACAASURBVD6OmZkZ6PV6PHjwAK9evUK1WoXH48Ho6CjS6fRnGyb9WExPT+PFixfweDxwuVw9izWj0YiFhQW8ffsWm5ubkMlkV+r6fCzUajXGx8dxdHSEzc1NfPvtt78I96AbfH7cEPpTWFlZ4Up594dGJBJhaGiIB1EfPXoElUqFUqnEXuhkH1iv11mfrVKpsLOzg2q1yimc29vbaLfbGB0dRbVaZaJEUguTycQDfDT0R5pxs9nMw3tUyX/16hXevHmDTCYDk8mEhw8fwul0coT90tISbt26xTevbDbLdpbLy8swmUx4+/YtD+R1g4gy/d/Tkg0iSpFIBCKRCHa7Hel0+gwhJT0qJb1GIhGsrq5Cq9XywKBGo0GlUoFGo8G9e/cQCATw+PFjtp6kIVbgLKEnIkWBUnQDoaporVZjr/fTIOcdujnu7e1x18NoNGJgYAATExOYmJjgyiot+ig3oF/FtZucGwwG9nDvrlwSye6u0NP/oayDy0DvlRY7p6FSqTgF9Lx9cBo0yB2LxbhTYTKZMDExAbPZjLW1NQ42Og2TyYTDw8Mecvs+KJfLODw85JCc8fFxTE1NweFwIJPJcAU/n8/3kGgKPSMpjMFg+GA9sc1mYztTsoy12+148ODBmb8lqRyl69KD5k7I8pU6bu12m7tURPL7yZMI3YsSkk9R+FUqlUIkEoFEIoFarcbQ0BCsVit3kIB3XaCtrS12jJqZmYHL5epLZjUaDR49egSZTIZWq8VBWz6fDz6fDxqNBk6nky1IU6kU3rx5g0ajAa1Wiy+//PKM3p+01f8MX3KxWIzJyUmMjY2xVCyXy2F1dRUqlQrj4+NwOBwXEiTSu1O41dHREfx+P0vMLkKhUMCrV6+g0+k4Ufmqn+urYG9vD8C7Acrrrs5nMhkcHBwAAJaWlvizJJPJcP/+fRwdHeHg4ADHx8eIx+P44osveHbp1atXGBgYwM7ODsxmM7755ptr3bZPBXKySafT8Hg8Z4aWR0dHUSwW4fV68ebNGzx8+PC9MxU+BFNTU4hEIigUCpzSe4MbnMYNoT8F0p2TPpq0tiKRCM1mE6FQCOl0GoFAAAqFgtMzqU1eq9V6LoT0M/LoJrlLq9VCtVplDTTZ5TkcDty/fx/Dw8PY399HsVjk+PU//OEPfW8E6XQab9++hUgkgsViwe3bt6HT6dgDmdJcCadlRfT1PO/tbl0zEXpyR6EbVDQahcPhwODgIEqlEqrVKoLBIEtVfvzxR4TDYdZEkyPPF198AavVyt0AuVzO20OhSTTom8/n0Wq1eJ8R6O/JdrPVavVUhLRaLS+WuskszSgkEgn84x//4BmI7oGvW7duYWRkhI8PgX5PFdp+g5K0Del0GnNzcwgGg0in09yCpgUgBSMB726WlERMC4HLQJ0hcnI5XY0WCAQwGo2IRqNIJpPnumC0Wi2Ew2GWkgHvyOTQ0BDGxsb4xtVut9letV8FXq/XQyQSIZ/Pn7F+vAjVapWHEekYjI6OYnp6mvXGJEkB3sk8iNynUileMNMiiY4R3aQp3fUqoC5BIpHg436eBIpeR61W9+QHtFotFItFrqiT20+tVuNhYZL/ZDIZCIXCnu4YdeDa7TYqlUpPN4i6UIVCgcO9SAZFMjS9Xo96vY5mswmFQgGDwYC7d+/CbDafKVh0w2KxQCqVot1u4/79+6jVajg5OUEwGEQ+n8f29jY7UeXzeS4E3Llz58xz1mo1RKNRCASCa61Mvy/EYjHGx8cxNjaGk5MT7j5sbW1hb28PIyMjGB0dvfD8oOHbQCDALi9k5zgzM3Om+1AqlfDy5Us0Gg1Oxy2VSojH49cyS0CD5LRouU40Gg2sra3xgvq0sxPJ7UwmEzY2NlAoFPD06VNMTU1hYmIC3377LTqdDiKRCP76179idHT0n3r83wczMzN48eIFjo6OMDw8fGahND8/j1qthnA4zMFa12U3ex5o7uLp06fwer08d3ODG3TjhtCfAlWZu1tp3T7xNCRJN85SqQSfz4d2u41mswmxWIxcLscSlOHhYZa6kMY2EAggm82yewoNiv7lL38BAPzmN79Bp9OBx+Ph6rXJZDq3qkNkrl6vc4WSBlhrtRqTL8Jp2YpGo4FIJGKbTSKEZBdJrXSq9AL/F/6kUCjQbDYRj8dZqhIOh7ktTTcC8muem5uDQqFAqVRiIkTPeXq7arUaBAIBRCIRWq0W//40ye0OA6KFRjexIEKfy+Vgt9s5yfP169fw+Xw8aCuTyWC32yESiXB0dIRIJMLkOpVKnbkhabVaDrXqR+hpoVYoFHhB1S17IRvP0zd3s9mMYrGIRCJxJUIvFAphMpkQj8eRSCT63jjNZjOi0ShisdgZQp/P5+H3+xEKhXjhKZVKMTo6itHR0TMLBAoP02g0fav9QqGQXy8ajV4YkgWAA5f8fj9/toaGhjA1NXWhRIMkOES06/U6V/CpS0Rk2uv1Ang3ENpN8M+7EVMCbT6fx+7uLrs7vQ+osn+6glev13sIPn1ttVp9n4cyGahKL5FIIBQKWS5GD1rckMvWxsYGWq0WD4yOjY2hWq1CpVJBIBBw8Fe3vp8edE0hLfHCwgLm5uYQjUbh8XhYLw+8G9wbGRlBOp0+45dNGQ+Dg4Mf7dRzHRAKhRgdHYXT6UQ4HGZbQLfbjePjY9jtdrhcrnOrrpFIBDqdDg8fPsTQ0BC8Xi8PMQ8PD2NychJyuRz5fB6vXr1CrVaDyWTC8vIyfD4fdnZ24PP5PprQt1ot/PTTTwCAiYmJa3WSoQyBSqUCnU53oZRHr9fju+++w/7+PjweDw4ODhAOh3Hr1i38+te/RjQahdvtxp/+9Cf8/ve//yRDu9cNo9EIu92OcDiM7e1t3Lt3r+f3ZAHcaDSQSCTw4sULPHjw4NocxM4DuTbt7e1hc3MTjx49+ll8pm7w88ENoT+FkZERLCwswGKxcBWNbO5SqRQTeSITVH2yWq0Qi8VQKBQIh8NQqVRYWFjA/Pw8lEolD6MC7wap1tbW0Gg0+ANJKZRarRYikYg1l0ROLxqEIbeQVqsFu93OJMhms0EsFiOVSvU4oJyu0JNUgSzViLhQYFWr1YJYLO4hl0TqhEIhIpEI25nRABg56oyMjEClUuHVq1cwm824c+cOJBIJnj17hnQ6jWAwyDfP09uVTCahVCo5YZeGUk+TXKVSCYlEgpOTE4jFYmi1WpYfAe8uhFSNi0ajKBaLKJfLqFarUKvVXGGbnJyEUCjE+vo6VCoVbDYbE5t+8hGj0Qi/349UKnVuhcxkMrEtKPmb07GgQcHTshWTyQSv14tkMtkzUH0RLBYL2y32I/SDg4N4+/YtEokEJ9qGw2H4/f4eeZROp+OhwvMWkKFQiJ/zPAwODl5K6PP5PI6OjhAOh1m6YLfbMT09/UEVL6lUCqvVyvuz1WrxgiuVSiGTyXAaL1kO0iyJTqdjJypaYNrtdl58Ly4uXtswmlQqZdtKQqfT6fHMp4UIpTOfntUga1uNRsNyNbVazTMfkUgE6XSarWYBcKW90+lAoVBApVJBq9X2nS9IpVI4Pj6G1+vl4XaZTIZ6vQ6Px8MD5waDAXK5nF2ulEolu83odDrW7H/oMPanAnWehoaGWF4RjUYRDAYRDAZ7XJRIatJut7nzOjs7i+HhYYyNjeHg4ACBQICHt7VaLVKpFM+E3Lt3D0KhEMPDw9jb20MikTjXkeqqIAcw0ldfJ/b29jio7s6dO5fKg0QiEebn5zE4OIitrS0UCgW8ePECQ0ND+N3vfodCoYBYLIaNjQ0kk0ksLS397K0s5+fnOXgwHo+fqYYLhULcu3cPb9686SH115n63A/j4+NIJBJIJpN4/fo1vv766xs9/Q0YN4T+FGhwsd+wo8/n66mQTUxMoNlsolar4datW6xL/fHHH6HVarG0tNS30mM2myEUCpFKpViSQJXb03poqtqdF2bT6XSQy+V4GLSbPBmNRq4QEzluNBooFosQCoU9Fx+DwXCG0NM2UPCQSCTiYJrXr18jGo1CKBQin8+jUqlAIpHA6XRibGyM3UsWFxdxfHyMfD4PpVIJp9OJgYEBaDQa5HI5HB8fY35+vqcCTxV3Shwltxgi9KcJMCW2ZrNZXvyQB3IsFkMwGOTIcqp2djodTE9P49atW5DL5RAIBCxvoKAqrVbLgVHlcpkTbAlEyGiot9+Nr5uc0/BqMpnkYeh+g9NkqUk+7VfxHrZardje3kYikTjjpAOA9/nJyQn+9re/sb0o8I7UDg0Nwel0XnpDIscXABe20K1WKwQCAVKpVM976HQ67MxEx5MqyBMTE9d6QxSJRHweTk5OotPpIJ/P92jdqYPV3cVSKpVM7MmC81PLBQQCAQ/Pdi+U2u02CoVCD8mnBSIN5QJgW81CoQC5XA6tVosHDx5gYmKCw+dowUchdd2SH3LlUigU6HQ63PGhuYtWq4WjoyOeqVAoFDxQX61WuTtQr9e5I1mv11EqleBwODAzM8M5Ed2dhp8DqFtTLpfh8/lwcnLC+3ZnZwd2ux1Op5NDBbsHW+VyOZaWljAxMQG3242ffvoJr1+/BvAuBbZ7gJEklYFAAB6P571tQQmZTIa7t0tLS9emxwfAcwYCgQDLy8vvtegwGo34/vvvcXR0BLfbzbavDocDCoUC0WgUUqkUjx8/xp07dz46z+FTgoaAd3Z28PbtW3z33Xdn5nFEIlEPqX/+/DmWl5c/KHjuqhAIBLh79y6ePXvWY9hwkyJ7A+CG0J8BtaIHBgbOhCzFYjHMzMzwcKDD4YBcLsf+/j5yuRwEAgEvBsiloh8kEgmsVisikQhCoRDGx8dZfkGVAKqukeTkPOlFOp1GJpNBu93m7SSQ8w5JMUZGRphE6fX6nhsBPT8tLOr1Ovb39xEIBBAOh9mfnqp5qVQKEokEt27d4iHixcVFLC0tod1uIxAIMPE4PDxEuVyGxWKB1WqFWq2GxWJBLBbDwcEBp45S8IxUKmX9tdFohFwuZ8mERqPp22aUSqWs+w4Gg4hEIj3VbQq0oUr848ePIRAIMDY2Bq/Xi0QigampKXbksNvtqFar8Pv9kMlkKJfL7AREuIrevZucT09Pc9WabDQdDseZizHJtVKp1LkV99OgiivJg2ix0el0kE6nOXWXOgrj4+MwGAwYGRmBzWa7cpUnEonwjMJlchiTyYREIoFQKMTVbr/fz4RSJBJhZGQELpfr2gf6+oFmMbRaLbf+K5UKO1kRiSuVSjwHcnh4iEajgfX1dVSr1R5f/OskUueBrHBPFwZIvx6LxbC9vQ2v14tKpcLXAYvF0jMwTMP85J9fq9VQqVSYrFOyLvDuM2YymfDll1+ynKxSqcBkMkGn08Fms2FoaAiNRoPlPmazmRcZtGA6OjpCvV5HtVrFf/zHf0Cr1fI1ieYDzpP8nP7556hCKhQKzM3N8eeUPitEwN1uN3Q6HX7729+e+cwqlUpekJHsSKvV4unTpzAYDHC5XBgcHMT4+DgCgQBOTk4wNTX13u5LjUYDGxsb6HQ6mJiYuFYLw1AohLdv3wIAbt++/UEOLkKhkAfYt7e3EY/HOfXbbDZDLBajWq3ixYsXGB0dxczMzM9mYXcao6OjCAaDnEB89+7dM38jEonw5ZdfcjLyysoKFhcXry2ttx+kUim+/PJLPH36FJFIBDs7OzdDsjcAcEPoz+CHH37AnTt3zqzGqXIrFApx584d5PN5RCIRuFwu7O/vc3IqEebukKF+cDgcTOgdDgdyuRxEIhGHvaRSKeRyOb65nkceotEoB12dXkCQlMDn8yESiaDT6XAlsruFSJXaeDzOw2J04yBnjG7tMVXlNBoNvv/+e2xtbfFzUDIgaajJ6q1cLmNoaIh96EdGRrC9vQ2/3490On1mu6gKPD4+jkgkAr/fD4fD0VOdL5fLSCaTSCQSePbsGfx+P28fDQ3abDZYrVa4XC54PB52JCkWi5BKpZicnITP52MHEpJijI2NsbVop9NBJpNBJBI5c6E2mUxMovsReolEArPZjHg8zpXzWCzGBOW8OG+73Y5UKoVQKHTl6rDdbsfh4SFr0UkzT0RNq9Uy8X/06NEHuTOQhOIqMeRDQ0M4Pj7Gjz/+CJvNxsPVcrkcIyMjGBkZ+ae33slphhxYqCKeyWSwsrICs9nMWvLuRYdQKIRarWayrdVqeRblc6BSqeDk5AShUAhyuRzz8/MsEWk2m3yO06Ner7MzTjdI1kfknPT9iUQClUoFjx8/Rr1ex9LSEoaHh/H9999f6L/dbrfZc/3FixcoFAqclEods1AoxInAFIJ3WYWxW+9/3gKAbIQ/dqElEongcDjgcDhQKpVwcnKCv//979zZ3NnZQTAYhMPhgN1uh0AgYDmJXC7Hv/zLv2BwcJDtXqkbJJfLOcQuk8ng6OgI8/PzV96uTqeDtbU1lEolaDSaMw4sH4NgMIjNzU3uXF7l830RlEol7t+/z0FM8XgcwWAQ5XIZt2/fRrFYhM/nQzQaxcLCwgelEn9qCIVC3L17F0+ePOFU9X7yQeIECoUCR0dH2NraQiaTwcLCwie7HpBD3evXr+H1eiEQCN7rXLrB/5u4IfSnMDEx0dfq7uTkhDXXt2/f5tXx/Pw8TCYTx7efrrSfB3J2ofRL4P+kOLFYjPX7MpnswhZeOBzGyckJlEolrFYru7yIRCLWiZJuk0gpVc43NzfZwpKkO5lMBqFQCBqNBnK5HDKZDA6HA3Nzcxyg5PF4MDAwAJPJhFwuxy3+Wq2GZDIJu93OGuqdnR2Ew2FIJBKMj49zdX16ehr/+Mc/eGiqXC7zful0Omx1Nzo6yh725FSxtbWFZDLJ/4e2XSqVwuFwcKLh1NQUHwez2QyPx9MT9GSz2SCTyTjV0Ov18qJteHgYjUYDwWCQ9ddkI9pdUTKbzfD5fAiHw+fq6B0OB+LxOJLJJPR6PQ4ODiAUCuFyuc7t4thsNpbQXCU+nRxO3G43NjY2sLi4yDcTuVzOBMXhcHCM+fsSegp7ov18Hsj+MxAIcBCYSqXC2NgYRkdHYbFYfrYtYqqIS6VSqFQqfPvttzxDMzQ0hHa7jVwuh1KpdIYgCwQCqFQqHn4njft1dR/OkysNDQ1henq6Z0D5tCytXq+jWCyiVCoxye8OrCNS3Gq1eEg0EAggEon0JFX//e9/h1arhc1m48Remvuh/UeOVTabDb///e8xNDSESqXC3SmSqNE1rlarseSHOh8UjkcdgGazyS5Wl4Fcfs6r9tNDKpVeeh6S/MrhcECn02F0dJSPey6Xw/Pnz5FIJKBSqWC1WvH111/z9Xp+fh7T09MIBALwer0olUrY29vjxVg6nYbT6bzyMCVdx6VSKe7du3dtZNHr9WJ7exvAu+vydS4UzGYzTCYTnE4n/vM//5M7N4ODg6hUKpwubDabMTs7+1ksIN8HSqUSt2/fxtraGnZ2dnhm5TQEAgFmZ2ehUqnw008/sWzriy+++GS6erPZjOXlZayurnKxan5+/md7bb3Bp8cNoT+F03pmAjkKjI+PQ6fTcVAQ2QAmk0kcHBygVqtxnPtFILcFt9vNCap0E6abKPDuQnFe9YKIUyqVgk6nw8LCAlsKDg4OcnW9Vqthc3OTtfRSqbTnJiIQCKDRaLCwsIBgMIjh4WHWPRIJ7R5qo6FIm82GUCgEo9GIRqPBUd92u5011BsbG8hms7BYLD3V7bm5OZhMJgSDQbx69YrJPg2U0cKEKlnUBen2spZIJNy9IDeJoaEhKBQKVCoVRCIRPg5Go5HnFmhgjbbH4XAgmUxibW0NKpUKdrsdMpmMkzgDgQAkEgk/Z/f7sFgskEgkyOfz7O1/GlarlV97bGwM4XAYMpkMv/3tb889Pyi0JJFIIBAInBl8a7fbSKfT3KEgLTVpomu1GpaWljA4ONhzkxwZGUEqlYLP54PT6Xyvi7/b7QYAuFyuM2Qin88jGo0iEon0pPIODw8zGb5///6VX+ufjb29PbTbbTidTkilUni9XjSbTXa8aDabPcSO5lhI706fEeBddZlsLYnkq9XqK8starUayzS65UpOpxMul+tKuQJSqZS14t1ot9sol8soFovIZDI4PDxEKpWCUCiE3W7H2NgYkskkfxbD4TA759CgrFwuh9FohNlshsViYa05EWHg3aJybGwMY2NjaDabnEZLA6Jk3UlheEajEcPDwzAajVCpVEz86dFN9k8/6DNANrTnofs9EMGn7+nfjUYDq6urAICvvvoKLpeLE1CfPHmC4+NjtNtttNttmM1m/PTTTzyYbTQaIRaLeSGbSCTg9/sRi8UglUpxdHSEf//3f8cPP/wAm83G16h+IBce0rZf5Zhfhna7zV1S4N2g78TExEc/72mQ/ey//du/4c9//jOi0SjUajWUSiXS6TSq1SrbG59nAfrPBGWreL1etqk8b+ExPDwMrVaL1dVV5PN5PH36FJOTk5iYmPgkEj2r1cqk3uv1olwu91UY3OD/H7g56qfQj+A0m03WFpKOzul0slXXvXv3IJPJ4PF4oFAosLCwcCVd4OjoKN6+fQu/3w+9Xg+73c7SHiLpZrP5XGsqn88Hr9eLWq2GgYEB2Gw2HB8fIxAI8I2TXHpowM1qtcLpdGJ4eJhj6kkq0Gw28T//8z9sI1ipVDimngaYSC9Orjebm5usp97b20MoFGIXA5VKxfaV1LInUCqtz+fD69evoVAoMD4+jrdv3+Lly5cIhUKw2WzY29vjjgWRXIoap1Cq169fY2BgAAsLCz0V00gk8v+1d+/hcV93ncff0kjWzbrZlqyLZcs3+R47duy4qZsmzeZC27RJC6cUtkuB7gJLC2QXdoFlW6DQpbDlYRco9AIUWG6nLbTkSdoQiu3GiV0n8T2W7ciKLetiybKlkXUZaTQz+8fMOf1pLPkiyR6P/Xk9zzzSXHVGv7l8z/d8zzls2LCB3NxcQqEQNTU1HDhwgFgsNmHVktraWg4cOMCJEyfYsGGDXyfeddyKi4v9ykNu+23H7R7ryh8mW5UmPz+furo6v4KG66xdKxu1dOlSLly4QGtrK4sXL/abl7nJy8FlDnNzc5k3bx4PPvggHR0dVFZW0tTUdMXruba2lsLCQh+AX+9Qd3d3N729veTn59PY2Og7FC7rGpxE7p6v61x95zvfoa+vj8uXL9/0pd1mg5tz4DZhys3Npa2tjfPnz9Pf3+93XXYTbp1YLOYnrQaXpHR7U6Rv/JWfn+/nvbjstJu3k0gkfHlKcFTJlSs1NjbOSu2xe2/09fVx5swZcnNzWblypX/9FBYWsnfvXr+p1JIlS3xtvsv4u8m2kCyDa29vJxQKsXHjRtra2vz/qbq6mvLycoqKiiYkMNz8lJ6eHr9QQEdHh+8Uuc8fNyJQXV09ZcCSSCSuWM5zqg5A8HaTGR8f9xn1yspK8vLyaG5u9uu/u/dcTU2NX6rS/T+am5spKCjwgf2CBQt8h8etFPTss89y6dIln9DJz8+npqaG2tpaP1oLcOLECd+Z3rhx46xMJh0aGuLgwYN+/4NNmzZdddRtNixcuJCtW7fS2trKyMiIL7WKRqN0dXX5oL69vZ1Fixb55NntILj2/N69e3nggQemzLy7zdmam5s5c+YMJ0+epKOjg7Vr1066Ed9MLVy4kO3bt/Pqq6/S3d3Nnj172LJlS1Z81srsUkB/HY4ePeonaLpM9ZIlS3jzzTfp6elhaGiIZcuW8b3vfY+8vDyeeOKJ63rcwsJCcnNzSSQSDA8Pk5eXR3t7u1/asKamhoaGBr+knVtyz+06+eKLL7Jr1y6//KWr9Y7H48yfP5/Kykqqqqq49957fanAsmXL+OAHPzhpJjkvL4+6ujqOHj3KwMAAxcXFVFVV+eUbAV9j7oLYWCzml8d0k1E7OztZsmQJkUjEByNr1qyhtLSU0dFRH/BUVFQwNjbGwYMHge+vtNPe3k5ubi7Lly/3pUT33HMPa9asoa6ubsJoQV9fn69J37JlC7t372ZkZIRQKEQ0GqW7u9sHrbW1tXR2dhIKhSash+xW5IjH40SjUT9K48oZLly44DPPLsMf/FKtr6+nra2NtrY2v/RlOtd5OXz4MOXl5VRUVPDWW29NudJFJBIhFov54MGNhASVlZVRVVVFVVUV8+bNIxQKkUgk2LlzJ0NDQ360JcgFbEePHuXkyZPU1NRcM0vvOrRDQ0MsXLiQ119//YoOhRvRqKmpuWLOx+LFizlz5gzHjh2bdKfV28n4+Lh/Pa5YscJnQpcuXUpLSwtHjhxhx44dkx5jN28jfZRvbGxsQoDvTsGstPvb4XCYS5cu+c6029iuvr6elStXztq8A9dhcDs4B3cDdhsGOQ8++KBfhraxsZEHHnjAZ/aHhoYYGBjwNdJ79+719fGDg4N+mUcnPz/f72nhJsi6pMKCBQv8HAD32C6D6zqOzty5c325T7DsJycnx2fcr8XV+0ciEV9W5U7Dw8McOHDAH9MVK1bQ09NDZ2en75C7EQj3t8rKyvxnc39/P8PDw36RhVAo5Mv73Gnr1q0cOXLEl9Hk5eUxMDBAa2urH1Hp6+tjaGiI4uJi7r333hkH3YlEgjNnztDc3EwsFqOwsJCtW7fessB57dq1/jUeCoV429veRkdHB4WFhQwPD9PR0cHZs2dpbW3l6NGjLF26lJUrV1JTU3NLJqFPxa097+Ymvfzyy2zevHnKAD0vL48NGzZQV1fH4cOHGRwcZP/+/VRVVdHU1HRd+4vcCLfp2f79+7l8+TLf/e53r7ojtNyZcq61dfX1MMZUAJ8CPgDUAheB54BPWWs7rnbf1P3vBz4JvB0oBN4Evgz8obU2nnbb1cBvAI8ApcBZ4G+B/2WtnTzVcn3PIQHwkY98ZMLl8Xic5557jnA4zKZNmybMJj9z5gw9PT1UVFRQWlrK7t27yc3N5R3veMd1ZT5HR0c5ePAgHiXCcwAAHxpJREFUra2t1NbWsmLFCtra2nzJjVsebXx8/Iotxi9evMibb77JW2+9RXl5OY888ogvpxgYGKC6upo1a9YAEA6HeeGFF2hra2PVqlW8973vnfJNPjw8zLe//W2GhoZYsGAB8+fPZ/369RQXFxONRjly5AixWIympiZOnz5NLBbzG4/s37+fnp4eVq9ezYoVK/jWt77FgQMHKC0tZdu2bSxYsIDx8XH/twYHB3nxxRfp6emhvr4eYwzhcJhoNOrLCU6cOMHAwACFhYVEIhEKCgq45557yMnJIZFI0NzczODgILW1tTQ0NPhj4pagdCMm7njt27ePvLw8HnnkER94Xb58mcOHD3P27FmWLFnCtm3bfNA0NjbG4cOHaWtrIz8/30/oTd9s5dixYwwPD7NkyZIpP+R37tzpA/N58+aRm5vLhg0byMnJYWhoyAcxw8PDPmgIh8O+w7J27VrKy8t92cZUGdre3l5aW1v9KkSTTfA+evQoo6OjLFq0aEIZkxOLxXy9tSt3csuSutdOcXGxD8hKSkqmfE1Fo1GOHj3K+Pi43zHzdpRIJGhpafG7RK9du9YHEbFYjGPHjjE6OupHH2ZqbGxsQtlUOBxmbGyMaDRKIpHwgW9paemEY+iCw/STKxO5WvbajfK4JVEhGaxUVlZSU1Mz5fr/3d3dnD171r8O0+cFRKNRTpw4wcjIiM/kX7582W/u5Toxrh4+fROtUCjk2+/2+ZgzZ45fUjYWi/lSmmg06kcWXLDsVswpLi72E53dErU3GghGo1FOnTrly5sWLFhAX1+fb3dhYaHPyrulP4M/3SkSifhVz4LvacftGh6NRv08l+Ck/XA4zPj4OKFQyE/ud+/9kpIS8vLy/GpB7v8QPKW/H8PhMOfOnfNzj1yC6laXZ0SjUZqbm4lEIhQVFbFq1SpCoZB/L7hObjgc9u+D8vJyGhoa/D4rmQpS4/E4p0+f9p3w4MToq93HJWXc6760tJSamhoqKipm9bnEYjHa2tr8HJvi4uLrWo5YMufJJ5+ctRfAjN/Jxpg84N+Ae4H9wD8CG4CfBB4zxmyw1oavcv/twHdTZ78G9ALvB/4AWA78XOC2S4HvAWXAN0gG84+R7ExsBt430+eTrqWlxU/8TC+ncBMML168yPnz56muriaRSNDR0eFXFHFZX5f5Cf7e2trqdzft6OjwawuHw2EWLFhAYWGh/xJwwWRBQYFfBnFoaMgH3A888IAvKzly5AiXL18mHA77drgPeFfrPlVQ5XbFdZuWuLIT+P6SheXl5fT29vos4vDwsN9Myk2+PXjwoB8ynzNnDpcuXfJBqPuyramp4dSpU0QiEUKhEF1dXX5ZyoaGBnp7exkYGCAUCvkd8tzE26qqKrq6uhgcHCQ/P993oGpqaujp6fEfnMPDw/7Dt6enx2+E4zaAicViPiPmsp9tbW2+ltRlylxwMjIyQmlpKb29vROymHV1dX6TJFc7G9Td3U08HvdD/a7u2pUWpX+oh0IhSkpKqK2t9e0sKyu75q6rkPyi7unpYXBwkLNnz15Rf+/mb7ih4KKiInJzc/0IkNvIyC152dvbS25uLosXL6a6utpP+rzekg/XEWhtbeXs2bMUFxffVjWy8P3MZV9fH6FQiOXLl08IBEOhEEuXLuXEiRN0dnb6uvEbEewkuZPr4AaXx3XLYsZisUlrxGOxmD9Wk3ETU91nhctCu2Oan59PKBSisLCQ6upqFixYcM1juXDhQgYGBnyd/erVq31menR0lFOnTvl9GpYvX+7f58G5RK4cxu314eaduBp6tzeCG51y/xu3rr07uZ2jI5GIr613m9wFg3wX8LqyOVfOVFJSQlFR0aSTYgcGBjh16hR9fX1EIhG/4R4kg7Da2top51lNJjj5d3h4mP7+fsLhsJ+QXFZW5j/HTp06RWVlpd8rxB2r8vJyxsfHJ8zLcJ269B2Eg8/HdXRGRkYIh8NEIhHf8Vm0aBFFRUV+sYFgp8D9H93P2Zafn8/q1at9B/CNN95g+fLlfrRxdHTUf+50dXURDofp6uqiq6vL77i+cOFCFi1axPz582/pxkpuhLOzs5P29nY6Ojro6+ujsbFxys5wbm4uNTU1zJ8/n+7ubrq7u30H1y3v63Z3nyn3OeVWtxseHubEiRN+IrsC+zvbjDP0xpifJxl8/wPwIy6jboz5PeAXgT+w1j5zlfsfBDYB77XWPpe6bD6wB1gFbLHWHkxd/k/AU8DPWms/n7qsCHgBeAfwlLX2m9N8HgkAa62/rKenhy996UtEIhGefPJJtm3b5pd4c0H5qVOnePbZZwmHw2zYsIG5c+f6kpGVK1dO+WHjMl4uS9vW1uZLXdasWcP69et5+OGH/ZePe5xYLMbLL7/Mc889x5EjR1i8eDHPPPPMhIxxS0uLr+HcsWMHx48fp7m52a+usmnTJh5//PErgqpoNMpLL71ES0uL3y31fe97n98R99VXX/WTT9va2vxSWe6DaGhoiH379nHy5EmfVd+yZQuNjY2UlpbS1NTkJ0bG43H27t1LS0sLzz//POfOnaOyspJ3v/vdPPXUU5SWlvLyyy8zPj7Oxo0bWbx4MR0dHRw4cIC8vDxWrVrF8ePHSSQS3H///RMCh0OHDnHu3DlGRkYoLCxkfHycvLw8cnJyaGpqorOzk8HBQZYsWUI4HPYrvmzevJmXXnppwt+EZKdg165dfnOqWCzGunXr2LFjh69TdKUu3d3dfojeBV1nzpzxbS0oKGB0dNRnHV1wvX79+glLIAY/3N3kqng8zvr1632N/9UMDQ2xe/duYrEYK1euZNWqVX4EwAVRhw8f9qsjrF69+oovFBfAzZ07lx07dsx4wpw7LgUFBWzfvv22+XKJRqMcOnTIb5S2ffv2KYP106dPc/z4cb+pz1SZerf8Y/op/fO2qKjI11ZfT2ANyQDavbaCnbDh4WEuXbo0IVBOD/oLCgr85NjKysoJk0Jdlj/9d5f1j8fjvPLKK/T39/tSjeHhYY4cOeI3p9q+ffsNb0efSCSIRCK+k+Neoy6zHyyFCWbp3cltCuc2wHPlQS6j7gLVYLCbm5vLnDlzfIDv6rgvXLjA+Pg4FRUVrFq1itLSUurr61m2bJmv3Z+tjKrbybi3t5ddu3bR3Nzsl78tLS1l3rx51NfX+/ImV/Pv9g4IPi83x8Idr2BJlJvE7DL9N1q+4jpGk3WW0s9PdV366EFubi5jY2O89tprfu+TRYsWsXbt2gnlUm6p05aWFk6dOkV3d/eEkQ63O7TbGO9WZqMvXLjA4cOH/fyh2tpali9ffs0OXzQapa2tbcKeHIDfnby6upqKiooZlxi5ZFVLS4vvHJeVlbF48WK/8IPcFmYtQz8bAf0+YBvQaK1tC1w+F+gCBqy1kxb+pcpnmoHvWGv/Xdp1HwX+AviMtfZ/GGPKSGbvzwJN1tpE4LYPATuBv7XW/ug0n0cC4DOf+QzRaJTz58/zzW9+k3A4TE1NDe9617v8sK8Tj8d56623OHr0KMPDw6xYsYJVq1bR0dHB4OCgX2Zx4cKFvha2qKjIz5jPy8tj69atNDQ08Morr/iOwfLly/nwhz98RWbVrbjwrW99i7179zJ//nyefvppjDETvmTi8Tj79u3jwoULdHd3+2HokpIS9u3bx+DgIKtWrfLberua/aNHj9LZ2cmFCxcoKioikUhQXV1NXV0d58+fZ3x83K8gA/jZ+25TlZKSEvbs2cMXv/hFzp8/T1NTE8888wwbNmxgz549xONxli9fTlNTE4cOHaKrq4vCwkK6u7v5whe+QF9fH1u2bOHjH/+432G0rq5uwoYe+/fv58iRI/T09LBq1SrWr19/xchJNBpl586dRCIRWlpa6O/vp6SkhIceeoj777+f3t5eXnzxRU6fPk1tbS2NjY3s2LGDgoIC2traOHz4MDk5OWzcuJHa2lo/BP/aa69x/PhxYrEYc+bMYdGiRTQ1NZGfn+931Dx27BjxeNxPbmtvb/fDnytWrPClSm7TsIKCAt/ZmWwSq9Pe3u5ru1euXElTU5P/wHeZT7c5kMuwu7WlR0dH/ZB1sIMZj8d58803/WTVTZs2+TkAblk9gHvuuWfCvIXpisfj7N+/nwsXLpCXl8e6detoaGjI2PC5Gxlzw//5+fls3br1mpn35uZmv+FUdXW132TJbUjlgq90OTk5PlBzAfV0snLBAPjy5ctXlGi48o+xsTHGx8f9+7OoqIi8vDxGRkYmbd+1uAxwS0uLH4lzo0h1dXVs2rSJ4uLiCQFd8DSd4xyPx/17K9hxcafR0VESicSEXW+DJTDus80dE7dD88jIiH+vuLIY1zFwG99VVFT4YxQcJQh+lhcVFVFcXOwz5a5kKBjEThbY5uXlkUgkuHjxot+P5PTp0/T29vrvjcbGRnJzc31ZTlDweQ0PD/v/kQv6XbIgJyeHoqIiGhoaaGxs9Jl81waXhXcdIHcKdohuFtcZ6e7upqurC8BPDK6vr/fzIlwHwI02dHZ2cu7cOdrb2xkaGiInJ8efIDna5SZhuzk9VVVVfvR3tktc3ApErlNVUVFBfX09tbW1V12y1i1D29nZOWFlO/e/cZ8TZWVlfjL5dIyNjXHmzBnOnDnjJ4C7MjuXSCgvL8/oHIW73O0R0BtjQsAY0GqtvWIRbmPMd4B3AQ3W2vZJrv8oyaD916y1v512XQPQRirYDwTtX7bW/se02+YDA0CHtXZaaUQX0D/44INcunTJf2GXlZXx2GOPTcg65eXlMTQ05N+EbnjbDXXX19czPDzsM8PV1dU0NjYSCoX8ZhqQDPBKS0vZs2eP31XRZRxcpra+vp65c+fS29vL3r17eemllzh79iwVFRXcd999PP300+Tm5voPYPeF1tPTw+7du30JwebNm/1E3hMnTvhgZM2aNRQUFHDu3Dm6u7sJh8MsWbKEuro6v1xff3+/X3930aJFfltst5FFIpGgq6uL3bt3s3fvXk6cOMHg4CBLly5lx44dPProoxQXF/Paa6/R19fHwMAAlZWVhEIhqqqqGBwcZNeuXezfv59IJEJ5eTn3338/jz76KA8//LB/fufPn+fkyZPs27ePkZERlixZwuOPP059ff2ED6Px8XHeeOMNnn/+eb8iR2NjI+vWrWP+/PkMDQ1x/Phxny2+7777aGxsJC8vj2g0SktLC2fPnvWZutraWubOnes3imlvb2dkZISSkhJqampYunSpv83w8LBfGSORSLBo0SIWLFjA5s2bfQctGo2yb98++vv7/QY+8+bNo7q6mqVLl1JZWUk8Hp/wBTs+Ps5bb71Fc3Ozf81VV1f7FVGmcvHiRZ+FLykpYfny5SxevJiqqio/+nPq1Cna2toYGBjwr9mysjKKi4vZvHnzNZdgvRHxeJxDhw758oHS0lIaGxtZuHDhLdkt1i2/6HawdceptLSU9evX+6UKgyfXWQqultLW1sa5c+dIJBKEQiE/CX3u3Lk+CHGlScHT1eqV3YpUwRHAsbGxCcGn+32qY15UVOQD0YqKCioqKiYdJQyuBhNc7WWy310Q7CbAulIIt0JKVVUVy5Yt85nlqZ6jK+uY7BQM3NIzuVe7zu1gHfxfXb582bfVdXQGBwcZGRmZMHIxMDDAyMiIn7PgPuNcqaMr5ZmsHM4F/y5odr+7wN/9dAG+G5Fzn9GRSGRCOaXbVLCoqMgvt5mbm+tLE91KZO75uZN7bsEgfGxszI8GFhUV+b+fk5Pj2+ZGXdz59E5KsKMS7KAEj637v6R3AiY7Hxw5icViPvh1IpGIX7vdKSgo8O8p15b017BbVejChQtcunTJd2on4553cFffYDIqOP/Cdc6CHR93nNN/utEGtzKTGxHJycnxnQu3gVppaakvcQw+DuA3WLx06RKDg4P+cvdYbuU413bXXreh2rX2VXATejs6Oujp6ZlwDNzS1W6OlvufuCSA3FS3TQ19FZALtE5x/WmSAX0dcEVAD9Skfl5xf2vtOWNMNHXfa902aow5B8x4ptonPvEJ/7t7w33lK1/xl7kv0uAXajCYDF6f/qV7rc5TMNPg7j/VfXJzc9m5cyef+9znpvy7wd+/9rWv+fu6dZPTH9utyBDM/Lrbur8Z/BKb7DbudqFQiIMHD/L1r399QnuCfzeYtQtOfAPYtWsXn/3sZyfUcV5vZiX491ymyv3d4P84/fGCl7m2Tnad+3JKF3y84P/WBQDpf2+q45D+eOmPe7XbB/9O8LUUfC7u/umjOunccQ7ebrayW+7YTPYcZuPvpL9Pr/Xem052arJjMdVr61qPMx2THe/ZEGzP9fz/0l9bN7M9N3Ld9XKf81M99o1+jsvVXe11of+t3G1m8zU/04DeFWFNtYOH22FmqtTb9dy/aBq3nZIx5vVr3caZKuhIN1kwNB1XC9Ym+5s38nev57ZufsBMHuNGXM+w/40+z8kEj+GN/I9v1FSPO91h6+sNRoO3v5Hndq3bzvbxvh6Z+kLPxHv4TnWjr9tMu97PeZkd2fK6EMk2s1U0NdU79HrfuTdy/5n+LRERERGRO8ZdVxxlrd0y2eWuhl7ZAxERERHJJjPN0LuNnKbqGLjLIzO4f2QatxURERERuSvMNKDvBeIkd4edjLu8a4rru9Nu5xljioHywH2nvG3g8qn+joiIiIjIHWlGAb21dhw4CGwyxswLXpfaQfZB4DxwboqHeDX185FJrnuY5HI++1PnDwLjk93WGLMOWBi4rYiIiIjIXWE2JsX+A8kVaH477fJfJJk1/7q1NmGMKTLGrDLG+F2ArLXHgOPAU8aYHe7yVHb+06mzX0/dth/4F+A+Y8wPB24bAj6bOvv9tRlFRERERO4CszEp9v8A/wH4aWPMRpJZ9zXAoyRLYD6Zut02YFfq9+BCtD8N/BvwHWPM14F+4AlgKfBFa+2rgdv+AvBO4G+MMR8iubb9O4ENwAvWWgX0IiIiInJXmXGG3lo7RjKo/iOgAfjPwEbgr4Dt1tpL17j/S8BDJIP99wA/CYwAv5R6rOBt3wS2A98gWc7zU0AJydGBp2f6XEREREREsk2OlmlMcstWWmsz3RQRERERufPNzpbazN7GUiIiIiIikgEK6EVEREREspgCehERERGRLKaAXkREREQkiymgFxERERHJYgroRURERESymAJ6EREREZEspoBeRERERCSLKaAXEREREcliCuhFRERERLJYXqYbcLsxxmS6CSIiIiJy50tYa3Nm44GUoRcRERERyWLK0KfMVg/pTmWMeR3AWrsl022R2afje+fSsb2z6fjeuXRs72zu+M4WZehFRERERLKYAnoRERERkSymgF5EREREJIspoBcRERERyWIK6EVEREREslhOIpHIdBtERERERGSalKEXEREREcliCuhFRERERLKYAnoRERERkSymgF5EREREJIspoBcRERERyWIK6EVEREREspgCehERERGRLJaX6QZI9jDGfAj4e6DRWns20+2RmTPGzAM+CXwAqAG6gG8Av2mtvZjJtsnMGGNqgU8D7wVKgdPAV4Hft9YOZbJtMvuMMe8n+d79qLX2LzPdHpk+Y8w/A09OcfXHrLV/divbI7Mv9X79JWADEAFeB37ZWntkuo+pDL1cF2NMAfDzmW6HzB5jTCWwj+RxPQ58AbgI/BzwPWPM/Aw2T2bAGLOA5LH9CWAP8OdADPhN4CVjzJwMNk9mWeq9/CeZbofMmnXAMeB3JjlNO+CT24Mx5r+Q7HwvBv4O+FfgEWCvMWbFdB9XGXq5KmNMOXAf8D+Bt2W4OTK7PgWsBH7DWvvrAMaYHOAPSAb1v0wygyDZ51dJfln8uLX2K+CP7f8DfgT4EPDXGWudzLbfB0oy3QiZOWNMMdAIfNp9LsudwxizHvgssB94lxstNcb8BfAvwK8D/346j60MvUzJGPMeoJ9k7/GdGW6OzL4PAReAz7gLrLUJ4FdIZnPfnaF2ycw9CZx0wTz4Y/vl1NltmWiUzD5jzOPAj5JMukj2W0MyNnsj0w2Rm+ITJJPpPxMsfbTW/ivJWGvxdB9YGXq5mtMkh/ic95Cs95Isl6qdrwGes9aOBa+z1g4bY8JAZUYaJ7NhBNg5yeX5qZ/RW9gWuUmMMaXAF4HfAw5nuDkyO9alfh7LaCvkZvkB4Jy19kD6Fdbax2bywAroZUrW2hMks7UAGGNqUEB/pxgGngA6068wxjQA80jWYEsWstbek36ZMSYfeCZ19p9ubYvkJvldYJTk5Of7M9wWmR3rgDHg7caYrwJNQC/wHPBJa21XJhsn02eMKQEagL9LlUA+TPJ9GwJeA15IjaROiwJ6kbuQtTYCvDDF1b+b+vnnt6g5chMZYz5IcsLVYySHc3/BWvtSZlslM2WMeQj4T8Aj1tqIMSbDLZJZsg6YA3yO5MTJl4F3AB8DHjfGbLPWns9g+2T6qlM/+4HnSSbVgl42xjxpre2bzoOrhl5EgORKRqmJOT/M91dGkez3BPAzwHKSy6MtM8YUZbZJMhOpiZNfBv7cWrsrw82R2bUAOARsttb+mLX2p0iOjP8Ryezu71ztznJbcwH9R0ge0/cD5SQnQf8j8HbgS9N9cAX0IoIx5h7gVeCjwL8B77bWxjLaKJktHwcKgXuB75JcwegvMtoimanfIrmqjVahusNYa7dba++11p4OXBYjeazPAz+YKp+T7BNP/ZwL/Ii19p+ttQOpfX0McAL4gDFmWhNjFdCL3OWMMf+V5BJaq0iulPGotfZyZlsls8VaO5o6HQI+CLQCxhizMMNNk2kwxmwjuXfEz1lr+zPdHrk1UmWSr5HsyNVluDkyPZdSP89ba78bvCLVafsGkANsmc6Dq4Ze5C5mjPlDkhncg8CPWmubM9wkmSFjzA6SAd/fWGu/EbzOWjtqjNkFLAOWAt23voUyQ28jmYyzU9TNf8UY8xXgKWvtN29lw2RmjDEVJBMrZ6y1k703XcwWunWtkll0nmSWPjzF9TPqoCtDL3KXMsb8BMlg/p+B7Qrm7xh5wA8CT09xfX3q58Vb0xyZZa8x+Q6if5u6/rnU+Tcz0jqZifUkVxf7tfQrUrs73wsMAm23uF0yC1Lrzh8mOY+pfJKbbE79PDmdx1eGXuQulPpy+E2S5RcfSl+LXrLaPpIbhv2wMeaPrbX73RXGmKdJrnbzhrVWAV8Wsta+THLlkwmMMe8kuQvwV621f3nLGyaz4VWSHe2fNMb8lbX2VfC7PP8GsBD4E2vteAbbKDPzZyQnOP9vY8xPu7lqqffvB4ET1trj03lgBfQid6e3k8zUHgI+NcXQ/Tlr7edvaatkxlJLGH4c+DtgjzHmOeAcyezfwyT3IPhYBpsoIpNIlcT9LMnRlleMMc+S3CtkO8m66qPAr2awiTJzfwr8EMnP4O3GmD0kN3l8D8n9B6b92aySG5G709rUz03AL09x+khmmiYzZa21wDuBF4EHSS5b2QT8FXCvtVabhonchqy1/0Cy9OJ5kh3wj5F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" ] }, "metadata": { "image/png": { "height": 293, "width": 378 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = posteriors.plot(title=f'{state_name} - Daily Posterior for $R_t$',\n", " legend=False, \n", " lw=1,\n", " c='k',\n", " alpha=.3,\n", " xlim=(0.4,6))\n", "\n", "ax.set_xlabel('$R_t$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting in the Time Domain with Credible Intervals\n", "\n", "Since our results include uncertainty, we'd like to be able to view the most likely value of $R_t$ along with its highest-density interval." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MLLow_90High_90
date
2020-04-170.600.450.71
2020-04-180.290.130.40
2020-04-190.120.000.24
2020-04-200.290.120.42
2020-04-210.400.230.54
\n", "
" ], "text/plain": [ " ML Low_90 High_90\n", "date \n", "2020-04-17 0.60 0.45 0.71\n", "2020-04-18 0.29 0.13 0.40\n", "2020-04-19 0.12 0.00 0.24\n", "2020-04-20 0.29 0.12 0.42\n", "2020-04-21 0.40 0.23 0.54" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note that this takes a while to execute - it's not the most efficient algorithm\n", "hdis = highest_density_interval(posteriors, p=.9)\n", "\n", "most_likely = posteriors.idxmax().rename('ML')\n", "\n", "# Look into why you shift -1\n", "result = pd.concat([most_likely, hdis], axis=1)\n", "\n", "result.tail()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 366, "width": 500 } }, "output_type": "display_data" } ], "source": [ "def plot_rt(result, ax, state_name):\n", " \n", " ax.set_title(f\"{state_name}\")\n", " \n", " # Colors\n", " ABOVE = [1,0,0]\n", " MIDDLE = [1,1,1]\n", " BELOW = [0,0,0]\n", " cmap = ListedColormap(np.r_[\n", " np.linspace(BELOW,MIDDLE,25),\n", " np.linspace(MIDDLE,ABOVE,25)\n", " ])\n", " color_mapped = lambda y: np.clip(y, .5, 1.5)-.5\n", " \n", " index = result['ML'].index.get_level_values('date')\n", " values = result['ML'].values\n", " \n", " # Plot dots and line\n", " ax.plot(index, values, c='k', zorder=1, alpha=.25)\n", " ax.scatter(index,\n", " values,\n", " s=40,\n", " lw=.5,\n", " c=cmap(color_mapped(values)),\n", " edgecolors='k', zorder=2)\n", " \n", " # Aesthetically, extrapolate credible interval by 1 day either side\n", " lowfn = interp1d(date2num(index),\n", " result['Low_90'].values,\n", " bounds_error=False,\n", " fill_value='extrapolate')\n", " \n", " highfn = interp1d(date2num(index),\n", " result['High_90'].values,\n", " bounds_error=False,\n", " fill_value='extrapolate')\n", " \n", " extended = pd.date_range(start=pd.Timestamp('2020-03-01'),\n", " end=index[-1]+pd.Timedelta(days=1))\n", " \n", " ax.fill_between(extended,\n", " lowfn(date2num(extended)),\n", " highfn(date2num(extended)),\n", " color='k',\n", " alpha=.1,\n", " lw=0,\n", " zorder=3)\n", "\n", " ax.axhline(1.0, c='k', lw=1, label='$R_t=1.0$', alpha=.25);\n", " \n", " # Formatting\n", " ax.xaxis.set_major_locator(mdates.MonthLocator())\n", " ax.xaxis.set_major_formatter(mdates.DateFormatter('%b'))\n", " ax.xaxis.set_minor_locator(mdates.DayLocator())\n", " \n", " ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n", " ax.yaxis.set_major_formatter(ticker.StrMethodFormatter(\"{x:.1f}\"))\n", " ax.yaxis.tick_right()\n", " ax.spines['left'].set_visible(False)\n", " ax.spines['bottom'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.margins(0)\n", " ax.grid(which='major', axis='y', c='k', alpha=.1, zorder=-2)\n", " ax.margins(0)\n", " ax.set_ylim(0.0, 5.0)\n", " ax.set_xlim(pd.Timestamp('2020-03-01'), result.index.get_level_values('date')[-1]+pd.Timedelta(days=1))\n", " fig.set_facecolor('w')\n", "\n", " \n", "fig, ax = plt.subplots(figsize=(600/72,400/72))\n", "\n", "plot_rt(result, ax, state_name)\n", "ax.set_title(f'Real-time $R_t$ for {state_name}')\n", "ax.xaxis.set_major_locator(mdates.WeekdayLocator())\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%b %d'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Choosing the optimal $\\sigma$\n", "\n", "In the previous section we described choosing an optimal $\\sigma$, but we just assumed a value. But now that we can evaluate each state with any sigma, we have the tools for choosing the optimal $\\sigma$.\n", "\n", "Above we said we'd choose the value of $\\sigma$ that maximizes the likelihood of the data $P(k)$. Since we don't want to overfit on any one state, we choose the sigma that maximizes $P(k)$ over every state. To do this, we add up all the log likelihoods per state for each value of sigma then choose the maximum.\n", "\n", "> Note: this takes a while!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "states.loc[('MA', pd.Timestamp('2020-04-20'))] = 39643" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date\n", "2020-04-17 2221.0\n", "2020-04-18 1970.0\n", "2020-04-19 1705.0\n", "2020-04-20 1566.0\n", "2020-04-21 1556.0\n", "Name: positive, dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "states.xs('MA').diff().tail()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done.\n" ] } ], "source": [ "sigmas = np.linspace(1/20, 1, 20)\n", "\n", "targets = ~states.index.get_level_values('state').isin(FILTERED_REGION_CODES)\n", "states_to_process = states.loc[targets]\n", "\n", "results = {}\n", "\n", "for state_name, cases in states_to_process.groupby(level='state'):\n", " \n", " print(state_name)\n", " new, smoothed = prepare_cases(cases, cutoff=25)\n", " \n", " if len(smoothed) == 0:\n", " new, smoothed = prepare_cases(cases, cutoff=10)\n", " \n", " result = {}\n", " \n", " # Holds all posteriors with every given value of sigma\n", " result['posteriors'] = []\n", " \n", " # Holds the log likelihood across all k for each value of sigma\n", " result['log_likelihoods'] = []\n", " \n", " for sigma in sigmas:\n", " posteriors, log_likelihood = get_posteriors(smoothed, sigma=sigma)\n", " result['posteriors'].append(posteriors)\n", " result['log_likelihoods'].append(log_likelihood)\n", " \n", " # Store all results keyed off of state name\n", " results[state_name] = result\n", " clear_output(wait=True)\n", "\n", "print('Done.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have all the log likelihoods, we can sum for each value of sigma across states, graph it, then choose the maximum." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 276, "width": 384 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Each index of this array holds the total of the log likelihoods for\n", "# the corresponding index of the sigmas array.\n", "total_log_likelihoods = np.zeros_like(sigmas)\n", "\n", "# Loop through each state's results and add the log likelihoods to the running total.\n", "for state_name, result in results.items():\n", " total_log_likelihoods += result['log_likelihoods']\n", "\n", "# Select the index with the largest log likelihood total\n", "max_likelihood_index = total_log_likelihoods.argmax()\n", "\n", "# Select the value that has the highest log likelihood\n", "sigma = sigmas[max_likelihood_index]\n", "\n", "# Plot it\n", "fig, ax = plt.subplots()\n", "ax.set_title(f\"Maximum Likelihood value for $\\sigma$ = {sigma:.2f}\");\n", "ax.plot(sigmas, total_log_likelihoods)\n", "ax.axvline(sigma, color='k', linestyle=\":\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compile Final Results\n", "\n", "Given that we've selected the optimal $\\sigma$, let's grab the precalculated posterior corresponding to that value of $\\sigma$ for each state. Let's also calculate the 90% and 50% highest density intervals (this takes a little while) and also the most likely value." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done.\n" ] } ], "source": [ "final_results = None\n", "\n", "for state_name, result in results.items():\n", " print(state_name)\n", " posteriors = result['posteriors'][max_likelihood_index]\n", " hdis_90 = highest_density_interval(posteriors, p=.9)\n", " hdis_50 = highest_density_interval(posteriors, p=.5)\n", " most_likely = posteriors.idxmax().rename('ML')\n", " result = pd.concat([most_likely, hdis_90, hdis_50], axis=1)\n", " if final_results is None:\n", " final_results = result\n", " else:\n", " final_results = pd.concat([final_results, result])\n", " clear_output(wait=True)\n", "\n", "print('Done.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot All US States" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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weKZpynVdBQIBr0sBgD4RwigwiURCNTU1XpcBAACALHBdV4lEQrW1tV6XAgAAilgsFlMsFusNXAxGMBhUS0sLNzMAAIAvpFIpVVZWel0GAPSJkQsFJh6Pe10CAAAAsogl5wAAQC4lk0l1dXXJsqxBBzCkbdMz6FsAAIBfsCQJgEJGCKPAmKYp0zS9LgMAAABZYpqmbNv2ugwAAFCELMtSJBLJ2vFisVjWjgUAAJBLhDAAFDJCGAWIpw4AAACKC/0dAADINsdx1N7eLtd1s3ZM0zS5oQEAAHyBB5oBFLIyrwvArhKJhOrr670uAwDgoWXLlunmm2/WZZddpqOPPnq3+69bt06PPvqo3nrrLZmmqVGjRunYY4/VSSedpGCQzCXgNcMwVFtb63UZALALeg7An1zXVSQSycm0rXg8roqKiqwfF0Dpot8AkAuO48iyLJWVcasTwDaF1HPwN1MBsm1byWRSlZWVXpcCAPBANBrV/Pnz097/7bff1vXXSZ4+fwAAIABJREFUXy9Jmj59uurq6rR8+XItWLBAW7Zs0QUXXJCrUgGkKZVKybZthUIhr0sBgF70HIB/dXV15WxixfaHg7jRCSAb6DcA5FIqlSKEAUBS4fUc/M1UoOLxOCEMAChR999/vwzDSHv/+fPny7ZtXXPNNZoyZYokadasWZo7d66eeeYZzZgxQ+PHj89VuQDSZBiGampqvC4DAHrRcwD+FI1GFY/Hc3Z813UVj8eZ4gUgK+g3AORSKpVSdXW112UAKACF1nMQaS9QhmFkdU1PAIA/rFixQi+88IJmz56d1v6bNm3Shg0bdPDBB/c2CpJUV1en0047Ta7raunSpbkqF0AGEomE1yUAQC96DsCfDMNQd3d3zs8Ti8Vyfg4AxY9+A0Cu5WoyGAB/KcSegxBGgXJdlwv1AFBiEomE7rnnHp166qkaN25cWq9Zt26dJOnAAw/cZdtBBx0kSVq/fn3WagQweNuXJAEAr9FzAP5kWZY6Ojryci7btjN6igwAPo5+A0A+WJYlx3G8LgOAhwq15yCEUcByOVoSAFB4HnjgAZWXl2vmzJlpv6azs1OS1NzcvMu2pqYmhUIhRSKRrNUIYGi4mQGgENBzAP7jOI7a29vzOjWVaRgAhoJ+A0C+MA0DKG2F2nOUDenVWdDW1sbF6AFYlqVQKOR1GQCAAdxyyy39brvxxhvTOsbq1au1ePFizZ07VxUVFWmf2zRNSVJVVVWf26urq/ki8g/t7e1elwCou7tbjY2NXpcBwKfoOQpfa2ur1yWgCLmuq0gk0vvnMJ9SqZTKyjy/fAggz4bac9Bv5F5bW5uSyaTXZQAFwTAM1dXVeV0GgAwV+zUOJmEUOJYkAYDil0wmddddd2nGjBl9jr9KRyAQyHJVAHLBNE3GZALwDD0H4E/d3d2eBDAkrksByBz9BoB8I5wFlKZC7zk8j7I3NTXxhW4AZWVlGjlypNdlZJXjODJNU5WVlV6XAgBZkW4qsz8PP/ywksmkzjnnnCxVhL4wfQCFora2VjU1NV6XAcCH6DkKX7F9f4f3otGoTNNUdXW1J+cPBoNqamrihihQYobSc9Bv5EdTUxMTxoF/CAQC9CuADxX7NQ4mYRQ4y7KKLsVnGIYikUjRvS8AGIz169frqaee0vnnnz+om7Ll5eWSJNu2+9zuOE5GY7gA5B4XygB4gZ4D8B/DMNTd3e1pDY7j8PAUgLTRbwDwguu6nk0NA+ANP/Qcnk/CwO4lEomiai4Nw+hdz7SxsbH3NzoAlKK3335bruvqtttu02233bbL9jvvvFN33nmnrrzySk2dOnWX7cOGDZMkdXR07LItmUwqHo9r3LhxWa8bwOAlk0k5jqNgkDw0gPyh5wD8xbKsPv+8eSEWi3k2iQOAv9BvAPBKKpUqqvtoAAbmh56DEIYPJBIJ1dfXF8UoJdd1lUwmJW1LEbW3txPEAFDS9tlnH51++um7/LytrU0vvviipkyZorFjx2qPPfbo8/UTJkyQJK1atUonnHDCTttWr14t13U1ceLE7BcOYEgSiQRLkgDIK3oOwD+2Xy9xXdfrUiRJpmlyYwNAWug3AHiFyetAafFDz0EIwwccx1EymVQ4HPa6lCFLpVI7XUTYfmGhqalJZWX8dgRQevbff3/tv//+u/x8zZo1evHFFzV9+nQdffTRkrb9HdrW1iZJGj16tCRp7NixGjNmjJYtW6a1a9f2HiuZTGrhwoWSpGnTpuXhnQDIhGEYhDAA5BU9B+AP2yeH9jcW1yuxWIwQBoDdot8A4BWWIwFKix96Du56+0Q8Hi+KEEZfa6DvGMQIhUIeVAUA/rB+/XrNmzdPkrRo0aLen1900UW64YYbdMMNN2jatGmqqanRihUrtHXrVh133HE8JQIUIJYkAVDI6DkA73R1dRXkk5yGYdC7AMgq+g0A2WTbtmzb5h4TgF141XMQwvCJYrlQ31cIQ9r2AdnW1kYQAwAGYfLkybr++uv12GOP6bXXXpNpmho1apTmzJmjU045xevyAPTDMAzWVwfgK/QcQG5Fo1HF43Gvy+iT67qKx+Oqra31uhQARY5+A8BgpVIpVVVVeV0GAJ/Idc8RcD1eYLKjo0OJRMLLEnxj2LBhvh5bbZqmWltbB9ynrKxMjY2NBDEAAFm3efNmr0sAdlJZWanGxkavywAAAAXAMAxFIhGvyxhQKBRSS0uL12UAACRFIpF+H3gESlVNTY2GDRvmdRkAIEny91iFElOoT0OkK5lM7nYfy7LU3t4ux3HyUBEAAIB3UqkUPQ8AAJBlWero6PC6jN2ybbsgl0oBAACQRJ8CoKAQwvAR0zRlWZbXZQxauslcy7LU09OT42oAAAC85bouTy4BAFDiHMdRe3u7PB5UmzZ6FwAAUKhM0/RNTwWg+BHC8Bm/TsNwHCejFGIikeDDEgAAFD1uZAAAULpc11UkEpFt216XkjaWFAYAAIWMaRgACgUhDJ/x65fdTG8wOI7DTQkAAFD0kskkS5IAAFCiurq6fHejgCVJAABAIaNPAVAoCGH4jG3bSiaTXpeRscHU7NepHwAAAOlyXdeXvR0AABiaaDTq2+sePDQDAAAKFSEMAIWCEIYP+e1L+mDXO08mk74ayQkAADAYfuvtAADA0BiGoe7ubq/LGDS/TmkFAADFzzRNr0sAAEmEMHzJMAy5rut1GWlLpVKDrjcWi2W5GgAAgMKSTCa5SAAAQImwLEsdHR1elzEktm3TuwAAgILkOA59CoCCQAjDh1zX9dVTB0MZU+mn9wkAADBYBE8BACh+juOovb3dVw/W9IfrNQAAoFCxJAmAQkAIw6f89GV3KOuc27bNWqMAAKDoJRIJOY7jdRkAACBHXNdVJBIpmmVXuVYDAAAKFSEMAIWAEIZPJZNJX3xxtyxLlmUN6Riskw4AAIqd67r0PAAAFLGurq6iuiFgWRajvgEAQEGiRwFQCAhh+JgfpmFk48kIwzB8ETgBAAAYCpYkAQCgOEWj0aIMW/rhuhQAACg9lmUxbRSA5whh+JgfvsBnazwlX+wBAECxs22bngcAgCJjGIa6u7u9LiMnWJIEAAAUqmKaQAbAnwhh+JhlWQX9QeI4Ttbq80PgBAAAYKiYhgEAQPEwTVMdHR1el5EzLEkCAAAKVSHfOwNQGghh+FwhPy2ZTCazdizLsrJ6PAAAgEKUSqW4mQEAQBFwHEeRSESu63pdSk4xDQMAABQiQhgAvEYIw+cSiUTBfqHP9hdxpmEAAIBSwDQMAAD8zXVdRSIR2bbtdSk5V8gPBwEAgNJlmmbB3jsDUBoIYfic4zgFOyEi23UZhiHHcbJ6TAAAgEKTSCToeQAA8LGurq6SefrSsixZluV1GQAAADtxXZdJowA8RQijCBTihIhUKpX1mweu6/KEBQAAKHqu6zINAwAAn4pGowV5nSaXuFYDAAAKUamEYgEUJkIYRSCZTBbc05K5WhO01C5kAACA0hSPxxmbCQCAzxiGoe7ubq/LyDtCGAAAoBARwgDgJUIYRaAQJ0TkKoRhmiYfnAAAoOjZtp2zfgoAAGSfaZrq6OjwugxPsCQJAAAoRNxLAuAlQhhFopAmROT6y3chvVcAAIBcYUkSAAD8wXEcRSKRkp5iVWgPBwEAADiOI9u2vS4DQIkq87oAZIdpmrIsS2Vl3v8nzfUX70QioWHDhikQCOT0PAAAAF5KpVJKpVKqqKjwuhQAANAP13UViUR8e4G/p6dHTz75pN5Zu1aO42iv8eN15syZamxszOg4hmGorq4uR1UCAAAMTiqVUlVVlddlAChB3t+xR9bE43HV19d7WoNt24pGozk9x/blV6qrq3N6HgAAAK/FYjFCGAAAFLDOzk5fjrpOJBL6wdy5euzxx/WvgYCmJBIKSFoTDuvW//5vHXfMMfrPm27SiBEj0jpeIT0cBAAAsB0hDABe4ZtREUkkEp6HMLq7u/MyfjMejxPCAAAARc8wDNm2rVAo5HUpAADgY6LRqC+X4YjFYjrr1FO197vv6i/JpEbtuNEwNFfS//zxjzr1+OP1+NNPq7m5Oa3jGoah2traXJQMAAAwKH4MywIoDkGvC0D22LatZDLp2fmTyWTeLj6kUinfjvoEAABIl+u6isfjXpcBAAA+xjAMdXd3e13GoFz1ta9p0rvv6icfD2D8Q4Ok6y1LZ7a26qKzz077YRs/BlIAAEBxM00zLw8OA8DHEcIoMl594XVdV11dXXk9J1/uAQBAKYjFYlwwAACggJimqY6ODq/LGJQPPvhAzz73nP4rmVRgN/t+07bV/u67Wr58eVrHNk2TB2YAAEDBYRoGAC8QwigyiUTCk4v0sVhMlmXl9ZyGYeT1fAAAAF5wHIdpGAAAFAjHcRSJRHwbkHxwwQKd6ThKZ4HXoKSvJBK676670j6+lxNaAQAA+kIIA4AXCGEUGdd18x5OsG1bPT09eT2nxJIkAACgdESjUd/e7AEAoFi4rqtIJOLraxEr//pXfcY0097/aEkr//a3tPfnJgcAACg09CcAvEAIowjl+0nJ7u5uz24KsCQJAAAoBbZt0/cAAOCxzs5O31/ET6ZSqsxg/wpJqQxCG2YG+wIAAOSD3/s3AP5ECKMIJZPJvD2VkUqlPL0hwM0IAABQKqLRqNclAABQsqLRaFFcg2geNUrvZbD/e5JGNjamvX++l6oFAADYHdd1CYoCyDtCGEUqXxcGurq68nKe/pimyRd8AABQEizLKoqbPwAA+I1hGOru7va6jKw47ctf1kM1NWnv/1A4rDPOOSft/bnJAQAAChHTMADkGyGMIpWPJUlisVhBfLE2DMPrEgAAAPKip6fH6xIAACgppmmqo6PD6zKy5rjjjtNHFRV6KY1910t6VtIXZs3K6ByFcK0IAABgR4QwAOQbIYwiZVlWTr/0Oo5TMDcBeCIUAACUCsuyCKACAJAnjuMoEonIdV2vS8maUCikm3/6U10WDuv1AfbbIOnscFhz/+u/VF9fn9E5CGEAAIBCQwgDQL4RwihiuZyG0d3dLcdxcnb8TLAkCQAAKCWFEoQFAKCYua6rSCQi27a9LiXrjj76aH3zuuv0pcpKfau8XG9Icv/xv/WSvhcK6eTycn12zhydfsYZGR+fEAYAACg0tm0XzD0tAKWBEEYRSyQSOXlaI5VK5WW5k0wwDQMAAJQK0zSVTCa9LgMAgKLW2dlZtE9Mdnd3a7/99tMtP/2pgmeeqQsaGjQuENA+waDOrKlR7LTT9KMf/1jHn3ii3nnnHTmOow0bNmj16tX64IMPdnutiRAGAAAoRMXa2wEoTAHX45mKHR0d3EDPoREjRigcDmf1mG1tbQX3YVVWVqbm5mavywAAFLDNmzd7XQKQNRUVFWpqavK6DAAAilJPT0/RTp5yXVdvvPGGotGoJKmpqUmTJk1SMpmU4ziqqqpSLBbTypUr1d3drb8sXqy//OEPchIJ1YVCiliWGpuadO5ll+kLs2apurq6z/M0NzerrKwsn28NAEpKJBJhqUogQ7W1tRkvswYAg8W3oSIXj8ezGsJwXTenAYxIJKLW1laFQiHtueeeqqqqSut1lmXJsiy+4AMAgIKxZcsWdXR0qKqqSmPGjMlqn5JKpZRKpVRRUZG1YwIAAMkwjKIJYHR1demRRYv024cfVkdHh8IVFTrg0EM1/TOf0dixYxUMBjV27FhJUmVlZe/rampqZBiGrvnGN3REMqm7UikdIimgbUuWvPjBB5p/ww26/+679cvHHtMee+yxy7lN0+QaDQAAKCiF9nAxgOLGJIwiFwgE1NLSomAwOyvPJJNJtbe3D+q1a9as0XPPPadoT4/q6ut1zDHHaNKkSXJdV88//7wW3HGHXl62TM3l5bJdV52OozNmztR5F1+siRMn7vb4dXV1qqurG1RtAIDixyQM5EMqldJvfvMb3XfHHXp340Y1lZcrZttyKys154ILNOfcc7M2waKyslKNjY1ZORYAANgWHGhra8vJ0q759ov//V/d9IMfaEYgoC8ahkZLSkj6YyCgX5aXa/ykSfrBrbfqwAMP3OW1H374oT5/3HG6srNTs/s5vivpx6GQfjt6tH6zeLFqa2t32s6TpgCQW0zCADIXCAQ0atQoBQIBr0sBUAIIYZSAYcOGqaamJivH6u7u7h1Zma4XX3xRN8+bpw/efVcnW5YaLEuR8nL9PhTShIkTVT9ihN5ZtkyXJhI6XdL2QZabJD0YCumX5eW64aabdMbMmQOehyVJAAADIYSBXOvs7NR5s2cr9M47ujiR0LH659i5VZLuq6zU4spK/eKhh3TIIYdk5ZwjR45UeXl5Vo4FAEApcxxHra2tsm3b61KG7M6f/EQP//jHut8wNK6P7aak68rKtHL8eD321FO7LCly3VVXqfzhh3X9bv5duJIuDoc19cordfGll+60jbAoAOQWIQxgcJqampgqCiAvCGGUgGyuGd7W1pbRyKbHH31U/3n11fq+YegkSTveIkhJOl9Sp6RFkvqLiayVdFY4rJvvukvHH3/8gOfjRgQAoD+EMJBLqVRKZ516qiavXav/Mk31N4PsGUlX1dbq8aee0oQJE4Z83nA4rBEjRgz5OAAAlDLXddXe3l4UI6rffPNNnXXKKXr6H9Mv+uNK+lplpUZ9+cv63ve/3/vzWCymqf/yL/qjYWjPNM63TNK/Nzfr+Vdf3WkKazAY1KhRowb7NgAAu0EIAxic+vr6XSZ4AUAuZGeNChS0VColy7KGfBzXdWWaZtr7r1ixQvOuvlqPGIY+r50DGJL0nqQ3JD2k/gMYkrS/pJ8YhuZddZUcxxnwnAR6AABAPliWpffff1/r169XJBLR7373O7nr1w8YwJCkEyVdFI3q/+1ws2MoDMPISp8HAEAp6+zsLIoAhiQtuPtunZdKDRjAkKSApKuTSS18+OGdrqW89NJLOrisLK0AhiR9UpIbjWrt2rU7/dxxHHoUAABQcIql5wNQ+Mp2vwuKQTweH/JanKlUKqN1Ue+69VZ90zA0qZ/t90v6kqR0qjpSUnU0qhdffFFHHXVUv/sZhsGaowAAIGe2bNmiB++7Tw8sWKBQKqWqUEhbUylVh0L6kWGklXA+R9L0555Ta2urRo4cOeSaenp61NDQMOTjAABQinp6eormgY5kMqlf/+Y3em43D7BsN1bSIYGA/vCHP+iMM86QtC2Q0pzBkiwBSc2hkDo7O3fZZpqmysq49AgAAAoHIQwA+cIkjBKRjQsKmXw4bd26Vc+98IK+MMA+T0ualebxApJmxeP6/WOPDbifZVkZTesAAABI18svv6wTjjpK7XfdpYe6u7XcMPRCLKY/maYShqHj0jzOMEkzgkEtXrw4K3UlEgmeNAUAYBAMw1BPT4/XZWRNe3u7qgMBtWTwmgMTCW3cuLH3n6uqqhQNZna5MOa6qq6u3uXnXJ8BAACFhmldAPKFEEaJsG1byWRySMfI5PUrV67UoRUVA0656JAyujDQIqmztXW3+xXLEywAAKBwrFq1ShfNmaM7YzH9MJXS/jtsi0tqVmYj5lpSKXV0dGStvvb2dtkZPLUKAECpM00zq5/FhSAQCCj9+aXbuJKCO4QuPvnJT+qvlqVomq/fKGmz42i//fbbZRshDAAAUIjoUQDkAyGMEjKUcILruhl9MBmGoV2fgdhZlaRYBjXEJFXV1u52P0IYAAAg277/3e/qGsPQkX1sy7SnkaRYWZmqqqqyUNk2tm2rra2NpzkAAEiD4ziKRCIZLbnqB42NjUpJ2pTBa16vrtb48eN7/3mPPfbQp6dP1yNpvv6XZWX64uzZffY13OAAAACFiCVJAOQDIYwSkkgkBn2BwTTNjF7b2Ni42y/90yQ9k0ENz1RXa9qMGbvdz7ZtPkQBAEDW/P3vf9fq1av7XWZttKSQpNfTPJ4paXEgoGnTpmWlvu22BzG44QEAQP9c11UkEinKCVIVFRU68wtf0AOhUFr7r5e0NhDQCSecsNPPL7/qKt0aDmvNbl7/vKSFFRU6/5JL+tzuOE5R/nsGAAD+xv0jAPlACKOEuK4rwzAG9dpMlzL55Cc/qY+CQb05wD7nSlogpTUq8z1Jr7quTj/99LTOP9j3CQAA8HFPP/20TrVthfvZHpL0FUn3pXm8/5M0dp99dMABB2Slvh05jqP29naCGAAA9KOzs7OoL7yfe9FFeqC8XO/uZj9b0g/CYc0591xVVlbutO2QQw7RD269VWeFw3pI0sfnjXZLukvS5VVVuuf++7XXXnv1ex56EgAAUGgyfegYAAaDEEaJicfjg3pdphcoysvLdfb55+tnFRX97nOkpHpJP9TAQYy4pK9VVenCSy5Je2w3S5IAAIBs6Wht1R67Webjy5KelfS73RzrfUlzw2F949prs1NcHxzHUVtbW1HfYAIAYDB6enqK/nrBxIkTdfXcufpiOKxV/ewTk3RFOKzo/vvrG9/5Tp/7nHraafrfhx/W7w8/XFMrK/X1cFjXlZfrknBYU8vK9JcpU3Trz36mI444YsB6CGEAAIBCxDUTALlW5nUByK9kMinbthVKczSltG2CxmA+kC685BKd+sgj+p8tW3SF4yjwse0BSf8r6URJmyVdJWnvHc8r6a+Srq+s1EEnnKCvf/vbaZ/btm2Zpqny8vKM6wYAANhRVW2tdhdjHSHpfklzJL0t6bx//Gw7U9IfJM2tqNBF3/ymZqSxxNpQuK6r9vZ2jRgxYpenWwEAKEWJREI9PT1el5EXc849V/FEQrNvvlkHSfqSYWi0tk20+GNFhZ4IBHT8ccfp/h//WBUDPDwzdepUPfDEE9qwYYOWLFmiWCymieXlOnXkSDU0NCgYDO722gshDAAAUIhSqRTXSwDkVMD1eOZOR0dH0T+FUGjq6+tVW1ub9v6pVEptbW2DOteHH36oc2bOVNPWrbogkdCx2jay25L0R0n/W12t7pYWfXL6dP3m17/WQYGAJqZSsoJBLQkElKqu1skzZ+qrF16oMWPGZHTuTN8nAKC4bd682esS4FPPP/+8bvjqV/XHeHyXUOnHbZD0XUmvSDq2qkqjLEuxUEh/cl217LGHTjv7bE2fPl2HHHKIgsHcD6ULBAJqaGhQONzfYioAABQ/0zTV1tZWMmOnLcvSa6+9pkQioZdffllvvPyyerq6FA6HddiRR2rO+edrzz33HPTxV65cqWg0Kknae++9BzxWKBRSS0vLoM8FAOhbJBJhSW5gCCorK9XY2Oh1GQCKGCGMElRWVqbm5ua0949Go+ru7h70+QzD0IMPPqgH775b723ZorqyMvXYtg7cd1+dd/nl+uxnP6vKykolEgn96U9/0ocffqiysjK1tLRo2LBhCgQCKi8v15QpUzKa4MGHKABgR4QwMFiO4+gzn/ykbvnoI01LY//zqqv1qSuv1PDhw9XR0aGqqipNmTJF8Xhc1j+WNRk7dqxaWlrU3t4uSRoxYsSAT6IORSAQ0PDhw9Ne1g0AgGJi27ba2tpk27bXpeTNpk2btHHjRklSVVWVDjnkEAUCu4uSpm/r1q1av369JKmiokKHHXbYgMcfNWpUXsKnAFBKCGEAQ0ePAiCXWI6kBFmWldFSHclkckjnC4fD+sxnPqPJkycrFoupoaFBkyZNUn19/U77VVVV6ZRTTun9Z9d19dprrymZTMo0TW3ZsiWjJzVSqZRc183qhQYAAFB6gsGgvn711frOtdfqScPQQBHPhyStra7WnXPmqLq6eqdtH374od59911t3rxZ9917r158/nmVadsSbUlJZ5x+us69+GLtt99+Wa3fdV11dHQolUqpvr6e3ggAUDJc11UkEimpAIbjODuFj0ePHp31z/6mpiZt3LhRpmkqlUopEokM+BBMKpViKhcAACg4iURCNTU1XpcBoEgRwihR8Xhcw4YNS2vfVCo15PNtH1NZU1Ojfffdd5cARl8CgYDGjBmjd955R9K2J5hHjRqV9jQM13WVTCb5og/AFzo6OrRw4UK9+uqrMgxDLS0tmj59uk455ZS0/h5bt26dHn30Ub311lsyTVOjRo3Sscceq5NOOolEN5AFs2bP1jtvv63P//zn+mEqpaMk7fgnq13SvcGgHq2v18OPPbZLAEPa9oTFgp//XA/On68vW5a+5zjavtjah5J+tWiRZj35pK74znd00b/9W9bfQywWUyqVUkNDg8rK+BoAlCp6DpSSzs5OmabpdRl51dra2vueKyoqNHLkyKyfIxgMqqWlRR988IGkbUHTgUIYpmlybQYoMfQbAPyAEAbgf4Xcc4TmzZs3b0hHGCLDMHrHMiN/bNtWTU3Nbp+GME1TsVhsyOfasGGDpG3BivHjx6f9G7empkatra2ybVu2bWvt2rVasmSJli1bpvfee09jxowZcHR3MBjkiz6Agtfd3a1rr71Wa9as0Sc+8QlNnjxZ7e3teumll7RixQrNmDFjwL833377bV1//fX66KOPNHXqVO2///567733tGTJEkWjUR166KF5fDeFq6enx+sS4HOj9txTqqvT3Rs26B7L0t+DQb0k6cGqKs0LBjX6c5/TT+bP1957793n65947DHNv/lmPZ5M6lTX1Y6R1DpJn3Jdfd6ydN0rr6hy+HD9yyGHZP09OI6jeDyuYDCYs+VPABQueg6Ukp6eniFfz/Ab13W1bt263utsY8aMSfsBnEyFw2Ft2bJF0rYJqg0NDf32FsFgkGXRgBJCv5EfiUSC+yrAENm2rerqasJdgE8Ves/BI3AlynGctKZEDHUpEumfUzAkqbq6Ou1JFtI/p2Hcf//9+t3ChUpEIjoqEFDYcfR8ebmutW2dccYZ+vdrrlFTU1NO6geAXHviiSfU1tamyy67TEcffbSkbRdQf/KTn+jFF1/UkiVLdNRRR/X7+vnz58u2bV1zzTWaMmWKJGnWrFmaO3eunnnmGc2YMUPjx4/Px1sBilY8Hte8ghavAAAgAElEQVTWrVv16U9/Wp/61Kdk27bWr18vwzC0X2OjbjrxRA0fPrzf1ycSCc397ne1yDA00J/GMZLuNwx9/oYbdPrMmaqtrc36e3FdV11dXUomkxo+fDgXG4ASQs+BUpFIJEoigLt582Y9uGCBlr/wggzDUP2wYTroiCM0ffp0VVVVqaWlJWfnrqysVFNTk7Zs2aK//e1vuvPmmxXt6lJ5ebkOPOwwzbngAk2cOFGSSm4aCVDq6DcA+EkikcjJtRcAuVfoPQdXXEtYPB7f7T7ZXIpE0qA+zH5+99168mc/0/UffqilyaRuMQx9P5XS/bGY/mgYCjzyiE49/vjeMZg7siyrpNZ+BeBPr776qkaPHt3bKEjbQmjHHHOMJGn9+vX9vnbTpk3asGGDDj744N5GQZLq6up02mmnyXVdLV26NGe1A6Vi48aNvb9uaGjQUUcdpQsuuECXXXaZZs+ePWAAQ5J++9vf6hOSDkjjXBMkHRkI6NFHHhlSzbtjGIZaW1sJrQIlhJ4DpcA0TXV2dnpdRk4lEgl969/+TccfeaS67r1X/7Zypa59+22duWyZlt9zjy6/4AKtXLky58uPbdiwQd+46CI9ffvt+twrr+iat97SFatWKfzAA5p54ok6b9YsdXR0yLZtOY6T01oAFA76DQB+kkgkvC4BwCAVes/BJIwSlkwm5TjOgE8/ZiOEsePTJ5mGMH71y1/qD/fdp98mkxrRx/Y9JX3fsnR3W5vOmTlTz7zwwi7jL5PJZJ/rsgNAoaioqNCBBx64y8+3h8gGmiC0bt06Serz9QcddJCkgZsNADtzXVcvvfSSFi1YoE0bNyoUDGrv/ffXlOnTe5cZ6W+5kYH87qGHNDuNAOx2sxMJ3fnQQzrv/PMzPlcmbNtWe3u7amtrVV9fv/sXAPA1eg4UO9u2FYlE5Lqu16XkTDKZ1LmzZqnpzTf1SjKpj69ifoZhaJWk83/0I9VUVelLZ5+dkzr+8pe/6FuXXqo7DEMff7bsKNvWv9u2/nvZMs08+WQ98cwzamxsVGVlZU5qAVBY6DcA+IlpmrIsK+fhVQDZV+g9B3+rlDDXdZVIJFRT8/Gv7NuYppmVJxV2DGHU1dWl/TrbtnX7TTfpbsPoM4Cxo0scR3+MRPT000/rtNNO22kbIQwAhe6WW27Z5WeWZen3v/+9JOnwww/v97Xbn/Jrbm7eZVtTU5NCoZAikUiWKgWK2+uvv64rLrxQZZ2dOice12xJtqRX1qzRjb/5jUaPHavrb7qp395pIO3t7dozg/1HS2rP45/daDQqx3F2O9EDgL/Rc6CYua6rSCRS9NMwb7/5ZtW8+aZ+Yhjq75LiQZIeNgydNneuDp8+XRMmTMhqDV1dXbrioov0C8PQ1H72qZQ01zR13ZYtuu7b39Z9ixYRwgBKBP0GAL9JJBIZ3bsCUBgKvefwPITR1tYmwzC8LqNkdXd3q7Gxsc9tsVhsyGuoGoah9vZ2SVIwGFQ8Hk97vNPzzz+vEYahQ9I813nxuO65/XYdeeSRO/08EAjIsqxMygaAjPT1Yb/djTfemNGxli5dqlWrVun1119XW1ubzjvvPE2ePLnf/bevr1xVVdXn9urq6qxMNSoG2z+PgL6sXLlSV1x4oX5kGDpFUmCHbUc5jr6RSul//v53ff3CC3XfI49o5MiRGR2/LBRS+nMwpISkirKyvP6+bW9vV0dHB2uhAgWMnqPwtba2el1Cyers7Cz660vJZFK/vO8+PTFAAGO7CZK+ZJq69847deW112a1jgd++Usd5br9BjC2C0i60jQ1ffFirVy5Uvvuu29W6wCQO9nqOeg3cqetrY2lJYEs6ezszPg6D4ChK/ZrHP2vQ4GSsH3UUl+y0dDGYrHeX9fU1CgQCAyw986WL12qkzIY232CpNfeemuX6R2u6/b+YSo2yWRSra2trK0KFJEVK1bo//7v//TRRx+poqJCH330UVp/H2fy9yuAnSWTSX378st1m2Ho89o5gLFduaRvO46+0NWleVdemfE5Dj78cC3OYLTl4lBIB0/d3a2N7ItGo4pn0H8B8C96DhSTaDRa9AEMSXr22Wc1WdLENPf/im3rN08+mfVrIo8/8IDOTfPf93BJnw0G9dgjj2S1BgD+QL8BwA9s2y7ae0hAqSjEnsPzSRhNTU1pT0ZAbtTW1vY5asm27SHf3O/p6eldX3zMmDH9Tt3ok2Upk+cwKyRVhEKqqanZZfmR+vr6onuqs7u7W6Zpavjw4aqpqSm69wf4SaapzIF89atf1Ve/+lVt2rRJDz/8sJ5++ml1dXXpm9/8ZtbOUaoy+gxCSXniiSe0r2nq+DT2vcK2NXX1anV1dWmfffZJ+xwXX365PvvII7rGstR3vvqfUpJ+VV6uRVdc4dnv27q6OoXDYU/ODaB/9ByFjyfo8i+RSMg0zZJY6qK1tVWHZnANbS9tC5IGAoGs9RSu62rDRx+lPbVUkg5NJrVy40Y1NTVxYxXwiWz1HPQbudPU1FQSAUQgX2pra3vvZQHIj2K/xsEkDPT5tKNlWVmZrhCNRnt/nWlIYHhzsz7K4Mt5pyRXfY+OKabRbJZlqa2tbad/t7FYTK7relgVgGwpLy9XeXm5xo0bp29/+9tqaWnRyy+/3LtGWV/7S+p37WvHcVRRUZGzeoFi8OBdd+kraU5/CEs6y7b1q/vuy+gcY8eO1dEzZujqykoN1GG5kq4rL9ehU6dq0qRJGZ0jmzo6OhjzCxQ5eg4UA9M0+/09W4wcx1Egw+/+gX+8Lptc1+1zctjuauAJU6D00G8A8AseFgf8rRB7DkIYkG3bu1xkz0ZowXXdIYUwTv7c5/REZaX6XixlV49KOvnYY/t8qiKVShVFSCEej6u1tXWX/162bZN8Bnxq7dq1uvXWW/XKK6/ssq28vFwHHHCAXNfV1q1b+3z9sGHDJG27YfpxyWRS8Xhcw4cPz27RQJF5Z+NGTclg/0MtS39fsybj89z805/qg0mTdHE4rHf72P6+pMvLy7WspUVXXHWV7rnrLp3/hS9o9kkn6eIvf1mPP/543oKlrusqEon0u2wdAP+h50CxsW1bkUikKL7rp2vs2LFa87HJnwPZIslwXY0YMSJrNQQCAe3V1KRMOqE1FRXaa8IEQhhACaDfAOBXfd0nA1C4/NBzEMKApF2nYWTjwyYWi/U+bVFZWZlxYuiggw7SHnvvrd+lsa8haUFVlc699NI+t7uu6+sPUNd11dHRoc7Ozn4vMO0YeAHgH7Zta+nSpX02C5IUiUQkqc9loyRpwoQJkqRVq1btsm316tVyXVcTJ6a7ajRQmjJ9mjMoyR3EE6VVVVX61ZNPasK55+rU6mqdVV2t/5Z0o6Rzqqt1Ujgs+5hjtP+BB+qsM8/Uiptv1hdeflmXvfGGTnjuOS265hpNPfhgPfzQQxmfezAcx1F7e3vWn54F4A16DhST7WHB/p5aKlYnn3yyXnUcvZ/m/r8KhXT6aadlfamWL51/vn6Z5rJlMUlPSpp11lm+vi4DID30GwD8jGkYgH/4oecghAFJ2z5cdry5n42nLHt6enp/3d9v8t353o036nvhsF4bYJ+kpCvCYR346U/r8MMP738/ny5JkkqltHXr1t02AKZp+vY9AqVs3333VX19vZYsWaL169fvtO2VV17RypUrtddee2mPPfZQKpXS5s2btXnz5t59xo4dqzFjxmjZsmVau3Zt78+TyaQWLlwoSZo2bVp+3gzgU3vtsUdGT3OuDgY1ZpBNeDgc1nfnztWyN97QWTffrMrvfEcV3/mOzrjxRi1dsUKJaFRbnn1WL5qm7jQMfU7SZyR9QdLDsZgWxmL6n+uu0z133jmo82fKtm21t7eX1FPGQLGi50Ax6ezsLMmpCtXV1Zo1e7ZuqqjQ7j6ZN0u6r7xcX7nooqzXcdbZZ+tpKa3+6aehkD51xBHac889S/K/GVBq6DcA+NnH75MBKFx+6DkCrsd/o3R0dJAuKxANDQ2qqqqSZVn9jmfJxPr163uPM27cOI0ePXpQx1m8eLG+eemlmm2aOseyNO4fP09KekrSz8Jh7TVtmu74+c8VHuBJjLKyMjU3Nw+qBq9YlqXW1ta0P/jD4XBWx4wCyI8lS5bo9ttvVzAY1JQpU9TY2Kj3339fq1evVmVlpb73ve9p0qRJWrNmjebNmydJWrRoUe/r33zzTd1www0KBAKaNm2aampqtOL/s3fn4U2V6f/H39mTpulK2RQUAUHcFxRFUdxxGRBBdhHFZXCdGcdRcZ9Rf+7fcRRRUHbBERQZUXDDZdwQBRdGBBcG2bRtkqZZTnJycn5/1GZS2jRJm7ZpuV/XNdfU5jknTxGbc57zee57wwZ+/fVXTj/9dK644oo2+slyS+JFlhCJFi1cyFt3382cPSqDNSQKHGe3M3/FCg4++OCszmPBvHksuecelioKjkbG7QDOs9t5bulSjjzyyKzOIRmbzUZJSUmDbd+EEO2HXHOIjqC6urrOpo+9TSAQ4MJhwzj655+5OxLB3MCYbcBEu52x11/PtOuua5F5LF++nHv+9CfmKQqHNvB6DHjKZGJBcTEr3nwzvh7TrVs3uZ4QooOT643W4Xa7pT21EC2gpKSk0edMQojckevXHA3dq4m9VDAYxOFwZK08ZOKiSH5+fpPPc/rpp/PaO+8wf/Zszlu8mELAajCwKxym9/77c/bw4VxxxRUpPxij0SiapmEymZo8l9ZU24Ikk5yUoihEo1HMZvlPW4j25IQTTqCkpISXX36Zb7/9llAoRGFhIUOGDGHkyJEpQ2wHHXQQd955J8uWLeOLL75AVVW6du3KxIkTOe+881rppxCi/bpg5Ejuv/tuPgMGphg7z2CgR+/eWQ9g6LrO7Cee4P4UAQyAfYArwmHmzJjBkbNmZXUeyYTDYcrLyzEakxfSMxqNEgYVIsfJNYdo70Kh0F4dwABwOp3889VXuebSSzl2/XomhMOcqes4qKl+scRuZ42uc9MttzBl6tQWm8eIESMwm0yM+8MfONpgYHwwyAFABPg3MN9up3i//Xhp4cI6G2JUVc24XW2mAoEARqMRhyPVVZUQoiXI9YYQoj0LhUISwhCincj1aw6phCHq6NKlCz6fr9n/TqLRaLwPT22CqLFF+3SFw2G2b99OJBLB6/XGAwrdu3dn//33T3l8UVEReXl5zZ5Ha/D5fPj9/oyPy8vLo6ioqAVmJIQQ7ZtUwhCNWbNmDddPncosRaGhQnM6sBh4qKCAl19/Pa3rjkysXbuWP0+YwLvBIOnsDXUDg202Plm/nsLCwqzOpTm6dOnSbgKvQggh2hdVVamoqJAS0Qneeustnp8zhy3ffEM0FqNzp06cP24co8eMabXrg1AoxPLly1k2dy47d+3CaDDQo1cvLpo8mREjRtSrelFYWIjT6Wyx+SRWSrHb7RQWFsq1iRCiQ5JKGEK0DIPBQNeuXaVylxCi2WS7vKgjFAplpRJG4s4Up9OZlQAG1JTC7t27N1BzoVnbp6e8vJz99tsv5QdjOBxuFyEMRVGaFMCAmn+HBQUFWfszF0IIIfYGQ4cO5fFnn+XyK69kQCzGpGCQfoAGfAbMy8tDLS5m6eLFWQ9gQE0bt6NjsbQCGAAlQHeLhZ9//jmnQhjt5VpLCCFE+6JpGm63WwIYe+jatStTr74agP79+7dJRSqHw8G4ceMYN24cPp+Pb775BqjZINLQGo2qqi02lz03syiKQjgcpqCgoEWDH0IIIYToOHRdR1EUqaglhGg2CWGIOgKBAJqmNfs8iTe9zWlF0pji4mIsFguqqqKqKh6PJ+WCQzgcbpG5ZJOmaXi93iYfr+s6gUAAl8uVxVkJIYQQHd8pp5zCZ199xcqVK5k/ezY7du7EZDLR98ADuf33v+fEE09ssZBjLBYj0zObfjsul0gIQwghRLbpuo7b7c7KWkVHUnvvXysXQgaJcwiFQg22hA0Gg8RiMfLz87PalqSqqqrOn0ctXdepqqoiFApRVFQk7VuFEEIIkVIoFJIQhhCi2eTOQ9SRrUWNxBBGS4UBDAYDnTt3ZseOHUBNNYxUIYxYLIaqqlgslhaZUzZ4PJ5mP1AJBALk5+dLySwhhBAiQzabjZEjRzJy5MhWfd99992XJRmUyg4B21WVbt26tdykmqA9BF6FEEK0L16vt0WrJ7RXtSEHAIvFgs1ma+MZgclkwuFwEAqF0HWdYDDY4JqQoigoioLNZiM/P7/Zc/d6vQSDwUbHRCIRysvLyc/Pl/USIYQQQjQqHA7XbJaRauNCiGaQ3yCiRbRGJQyAzp07x792u91pLczk8sOB6urqrLSDicVihEKhLMxICCGEEK3hxBNPZLfFwjdpjl8OHHv00ZSVlbXktDJWG3gVQgghsqG6ulrubZNorXWXTCXOJVWb1XA4TGVlJRUVFSiK0qT383g8KQMYtXRdp7q6mvLycqmsIoQQQoikaluSCCFEc0gIQ2RdKBSKL76bzeYWLdvkcDjiuyp0Xae8vDzlMbkawgiHw1RXV2ftfKkWO4QQQgiRO8xmM5Muu4yH7XZS1cPyATMcDiZPm9YaU8tYrl5rCSGEaF9CoVBW75E7mlwNYSS2JGmoPUhDIpEIbreb8vLyeBWNVGrb1DQlpBONRtMObgghhBBi7yRBYCFEc0kIQ2Rday8EJO4ATSeEEYlE0rqhb02xWAyv15vVc0ajUXkIIoQQQrQjV119Nb6+ffmTzUayulhuYKLdzpARIzjllFNacXbpk+sPIYQQzaWqatbvkTuaxIBDew9h1FJVFY/Hw65du/j1119xu934fD6CwWCdtZzaAEZzdqjK7lYhhBBCNCYcDhONRtt6GkKIdszc1hMQHU/iTpWGen9mW6dOndi6dSuxWIxAIIDf7290AULXdSKRSE70S63l9XozKoXpdrt5YckSvv7kE8LhMGXduzNizBiOO+64On1N/X5/Tv2cQgghhEjOZrOxYNkyrps6lUFr1zJBVTlH03ABvwIvms28bDBw2mmncdPtt+dsL/PahyS5Oj8hhBC5TdM03G53zm2eyCW6rreLEEYwGGxyP/VoNNrggw+TyQTQ7HYiqqqiaVr8fEIIIYQQe6qoqKCkpASr1drWUxFCtEMSwhBZ19oLAWazmdLSUsrLywmHw/zrX//C4XCQl5fH0UcfTWlpab1jwuFwzoQT/H5/2jswwuEwd99yCy+9/DJnGY2crihYgW3ATf/6F+bSUh544gkGDhwYHx+NRjGb5T91IYQQoj1wOp08u3gx3377LfOeeYYr33+fkKJQ4HRy7Mkn89CQIZSWlrJt2zYOPfTQtp5ug3RdR1VVWaQQQgiRsdoKB819wN7R1YYboCbEabFY2nhG/1Pblra2rUggEMjqBp1s/t0IhUI5FWARQgghRG6JxWJUVlZSXFyM3W5v6+kIIdoZeTIrsmLXrl0sWbSIzV9+iaeykqKuXTn5jDPiYYDWMH/2bN579136Go10NxqpNhi4LhLh9FNPZdqf/sSAAQPiY3OlTHYsFku7x20kEmHyRReR/803fBSJULLH678PhVi1fTuXjh3Lk3PmMGTIEKAm5FFUVJTlmQshhBCiJR100EH8v8ceq/O9UCjEl19+Gb9+qKiooFOnTsRiMQwGQ05VngiHwxLCEEIIkTGPx4Oqqm09jZzX2m1gM+V0OuN91P1+f6tUSW0KRVFy8s9PCCGEELmjNiRcWFhYp+KXEEKkknk9QCESVFVVMe2SSzht8GDKn3ySM995h3FffskBb7zBA7feykXnnccPP/zQonPYsmUL4y+4gLK33mJ1OMyKUIiZgQCL/H4+jkQ4ZNUqLjr/fN588834MaqqxneNtCVFUdIusfrQvffi+OYbnlaUegEMAAMwDJilKEy77DLcbjdQ88AmF35WIYQQQjSPw+Gga9euAOzcuZM7br6Zww48kJ49erB/z56cP3QoL774Yk70OM+VwKsQQoj2o7q6Oic+w9qDxM0cuRgiSHxAkVgtNddEIhGpuiKEEEKItFRVVeHz+dp6GkKIdkRCGKLJqqqquHDYMIrffZe14TD3RSJcAAwHbtJ1PotE+N033zDynHP47rvvWmQOHo+HCSNH8iePh79qGj33eL0YuApYoCj84aqr+Oqrr+Kv5cLDgXQXmEKhEIsXLeKvikKqbqWDgNNiMV5YsgSoSWrW7kARQgghRPu2zz77sGzxYu668Ua6r17NK4EA24BNsRjXbt7M8ltvZcixx/Ltt9+26TwjkYiEQIUQQqQtFAqlXSVS1A025OKOzMRgSC6HMCD9dRkhhBBCCL/fj8fjSXtjrRBi7yYhDNFkN11zDYN27uRvqkpD+y4swBTgdr+fKWPHEo1Gsz6H5xcs4PhgkLEpxh0J3Kgo/P2+++LfCwaDWZ9PJnRdTzsIsmLFCo4G9k3z3JMVhQXPPBP/57b+WYUQQgiRHf/34IN889prvKuq3BaL0YuaC3oHcCawKBjklspKxl1wAT/++GObzjUSibTp+wshhGgfIpEIXq+3rafRbsRisTr3+LleCSMYDOZ0MFNCGEIIIYTIRCgUorKyss2ub3RdR9M0VFUlHA4TCoUkFCJEjjK39QRE+7R9+3b+/eGHfKaqpOo+PgqYHwjw1ltvcfbZZ2dtDpqmMX/WLJ5J84Z5NPDgp5+yc+dOunfvTjgcJhqNYja3zX8GkUgk7Q/HzRs3clwG1SyOBHZUVBAOh7HZbKiq2qY/qxBCCCGab8uWLSx47jneURQ6NTLuAuBXv59brr+ek88+m01ffEFUVenasyejxo9nwIABrTLfcDiM3W5vlfcSQgjRPmmahtvtloXjDAQCgfifl91uz8n7fLPZjN1uj7dgDQaDORkWgZrrlVgshtEo+9SEEEIIkZ5IJEJFRQWlpaWYTKlql9cXi8WIRCJEIhGi0WjKa+Ha4EUsFmtwrN1up6SkoSb2Qoi2lHt3aqJdeH7ePC6MxchLc/zkQID5Tz2V1RDGTz/9hCEU4vA0xzuBk81mPvzwQ0aPHg3U7MgoKCjI2pwykcluC1VVU7YhSWQAzEZjnd6moVAIl8uVwVmEEEIIkUvmzZrFRFVtNIABEAQ26TrrvviCbhs3cmI4jBn4wWhk0uLF9DjgAB6aMYO+ffu26HxzofWbEEKI3KXrOm63O6erJOQiv98f/zqX7/Hz8/Pj6x5+vz9nQxhQsz6Tl5fuCpcQQgghBESjUX755RdMJhNmsxmz2YzFYol/nRjw1DQtHrqIRCKoqprVuSiKkvPXW0LsjSSEIZpk05dfcmEGHxSDgPu3bMnqHAKBAIUZ7vgo0rQ6CxbBYBCXy4XBkKqeR/Y1FsLYvHkzLy5ezM6tW7GYzbgVhYDVCmmW9d4O2CwWHA5H/HsSwhBCCCHat5eWLePNhIBlQ4LAWKAXsA4oTgxCxGLcoCgs+c9/uPDcc3n+pZc45JBDWmy+0WgUTdOatCtECCFEx+fxeLK+AL03CAQC8a8T237kGqfTSUVFBVA3OJKLJIQhhBBCiKbSNA1N0+ptRDEajZjNZmKxGNFotMXn4fP5sFgs2Gy2Fn8vIUR6JIQhmkRT1Yz+8pgANcVDg0y5XC7cqooOKVui1Ko0mepUvojFYoRCoVa/2a59KLGnH374gb9ccw3fb97MGFVlqKYRBd612VgeiXAXkE6MYoHZzOiLLqoTLolGo0QiEaxWa7Z+DCGEEEK0EkVRCITDdE8x7g5qAhj/R8PXRxZgElAUCDBl3Dj+vW5di96gh8NheaghhBCiHp/Pl1F1SPE/iYGGXN7tmBgQSQyO5KJwOIyu622yQUcIIYQQHVNty5HW5PF4KCsrk80wQuQICWGIJum2//58/9lnnJVm39bvgW5lZVmdw/7774+9sJB1isLANMZXAR9oGvcOGVLn+4FAoNUfDjS02LRp0ybGDB/ODX4/E4DEqMTYcJjLgCeBm1OcexfwvNnM8qlT670WCoUkhCGEEEK0QxaLBU3XiUHSFmWVwErgI1IHVM8HFoZCPPjggwQ9HnxuN/mFhZxy9tmcccYZWesvLyEMIYQQewqFQjlfGSFXaZpGMBgEwGAw5HQljMSASDAYJBaL1SnLnUt0XUdRlDrVRIUQQggh2ptYLIbH46G0tFTCpULkgNy8+xE5b/TEiSyy20m3c+tCu50xl16a1TkYjUYmX3UVs+z2tMYvBoaefDJle4RBVFVt9UTiniEMVVW5ZMwY7vT7mULdAEate4FlwDONnHcHMM5u56prr6V37971Xg+FQk2ftBBCCCHajMlkon+PHnzcyJgXgLOB4jTOtxzYHArxztNP0+uFFxj65pscuHQpM6+/nkGHH87iRYuyMu89y3EKIYTYu0UiEbxeb1tPo91KDK84HI6s73IsLCykuLg4K1WyzGYz9t/Wa3Rdj4dHcpVUZhFCCCFERxCJRPD5fG09DSEEEsIQTXTUUUfh6tqVZWmM/Q/wPnDhqFFZn8eYcePYVFLC0ylSfR8ATzocXH9zw3UkWrM0ZkNlqFatWsU+wSAjGzmuK/AS8DwwBFhCTdULN/AlcKPFwqkWC6dffDHTrr8+6XvLwoIQQgjRPk266irmNbJDcxMwKI3zPAfcD8wC1ug6VwCjgMuAVwIB5nq9zLjjDv7+yCPNnnMsFkNV1WafRwghRPunaRputxs9zYqaor6WbkXicDhwOByUlpbSuXNn8vPzm1W9IrFSR65XP1EURf5uCiGEEKJDCAQCOR+AFWJvICEM0SQGg4FHn36ae/LyWNXIuG+BSXY79z/yCAUFBVmfh8vl4vmXX2Zh165ca7XyzR6v7wDuN5mYlpfHMwsW0K9fvwbPoygKsVi6dT2ap6EdoQtmzGByGh+KPYC3gX3NZmbtuy/D8vM50W7nms6d0YcP59Enn+S0M89sdNepVMMQQggh2qcLR41incXC6iSvR4TmWsAAACAASURBVAFLinN8BjxBTXWtY5KMOQRYpig8P2MGa9asadpkE0g1DCGEELqu43a7W+2+u6NK3ECS7VYkNputTuDCbDZTUFBAly5dmlwdIzEo0pKbX2KxGO+88w6TR41iQO/eHNCzJ8ccfDB3T5/Ojz/+mNY5dF2XaxYhhBBCdBhVVVWyKUaINiYhDNFkBx98MAuXLmV6YSGj7XZeByqoqczwKXC13c5Iu53bH36Y4SNGtNg89t13X/711lv0ve46phQXM9TpZIzLxVkOB6dbrWw97TRWvPEGxx9/fNJztGZpzIYqUfzn++85Ic3jTcCoaJR+/fuz4bvv+M8PP/DB+vVMufxyiouL0XWd7du3N/r+srtDCCGEaH/y8/OZs3gxN+blsRDYs5laN+D7FOeYBVwL7JtiXGfgz4rCM4891rTJJmjttm9CCCFyj8fjkUXgLGjJShiOJNW2DAZDneoYmVTGSAyKtFQIY9euXQw75RQeuPJKzv74Y95XFL7RNJZ4vZgXLmT46afz19tuSysAJJVDhRBCCNFRSAhaiLZn0Nv4aazH45Gd+e3cjz/+yD//+U/eWbGCHb/8Qgzo3qkTY6ZM4aKxYykqKmq1uWiaxtdff01VVRU///wz3bt3x263M2DAgJTzMJlMdOnSpcXnuHv37noffP179+ZjRUmrhzvACuDVIUN4ZvHi+PeqqqrYuHEjULNIcsQRRyRdRCkqKiIvL68p0xdCiHZr586dbT0FIbJi06ZNTL/hBn7YsoXRqsr+mkYYWGm3s0lR2EDDFTF+BU6hJizrSuN9FGCgzca/3nmH/fffv97rmqaxZs0a5j35JOu//holGqXU5WL46NFMmjKFHj16ADXXJV27dsWQon2cEEKIjsnn8+V8K4r2IBqNsnbtWqDms/W4445rVquQPXXt2jWt8wUCAaqqqtI6p6qqfPbZZwAYjUaOPfbYrM7Z7XbzuzPO4KLycq7VNBq60vAAl9jtHDZqFH994IFGz2c0GunatWvW5ieEEC3J7XZLeEwIkZLdbqekpKStpyHEXsnc1hMQ7V8gEGDIkCEMGTKEPn360Llz5zabi8lk4ogjjgDgp59+YteuXUBN2CdVCEPTNBRFwW63t9j8wuFwg8nDriUl/LhzJ0eneZ4fDAa67rdfne8VFhZSUFCAz+dD13V27NhBnz59Gjw+FApJCEMIIYRop/r378+yVavYvHkzL7/4Il/s2IHNbmfUwIEsmT2bJZs2MamB47YAB5FeAAPADgwwmXjogQdwGI2YzGb6HnIIF44aRTAYZPLo0VgrKrgkEOCx38Zvd7tZ8txzDJs7lymXX84fb74ZqHkIY7Vas/HjCyGEaEdCoZAEMLIk8c/R6XRmNcywZyuSxuTl5REIBIhGoynHWiwWbDZbfC0kGAxmtYLHA3ffzSkVFVynaUnHFAPzFYUzly7ld6NGMXDgwKRjY7EY4XC4Sa1XhBBCCCFykaIoVFdX43KluxokhMgWCWGIZolEIlRXVwM1OzGKi9Ot5dDyiouL4yEMt9tNr169Uh4TCARaPITRkNGTJrHo73/n6DTSyxrwvM3GcxMm1HutR48ebNy4kR07djBv1izWf/YZnkAAp9XKoOOO45Jp0zjuuOPiCyDZXLQRQgghROs68MAD+cv06XW+d8wxx3DhuedSFAhw/h7jozRcIaMhO4DpwIZgkFErV3KQpqEB6159lQfvuw+rwcA1qspVe1b3Au5SVa4GJs2ejRqNcvPttxMOhyWEIYQQe5lIJILX623raXQYie08Ett8ZEMm6yAGgwGXy4XH40lrfH5+fnwtJBAIZC2E4fP5+Nerr/JuGmGQQmCUonDz9dcT9PuprK7GbrFw9BFHMHnaNIYMGRJfH1EURUIYQgghhOhQqqursVqtco0jRCuTJ7CiWdxud/xrl8uFxZLu0n7LKygowGQyATXhh3Ta3oTD4bR2czRVshJxYydM4HVd54c0zvEi0KVHDw499NB6rzmdThbOns09N91Ez7fe4nmPh88jEV7z+zn27bf5y6RJjDrnHNxut7QBEkIIITqgvn378vxLL3FPSQlj8/J4jZoy3P7f/n8TkKob6H+B4cDhwAbgXk1jIjAZ+IeicFokwkXhcL0ARqIyYJGi8M+5c/nmm2+SBlGFEEJ0TJqm4Xa7aeMOuB1KYiWMbFaTAJK2Mm1sfLrhysS5ZrMqymuvvcZgo5FUtVh14AFgHnDcf//Lc5WVrItEeCMQ4IwPP+S+yy/nnFNOYffu3UDydRshhBBCiPbM4/GgNVI9TAiRfRLCEM2SGMLIZl+p2vBEcxiNxjotSBLn2phgMNjs925INBpNGvAoLS3l9nvuYZzN1mgQYxVwb14eD86YUe81Xdf5y3XXUf7ee3wUiTA9FqMPUAB0By4F1gSDHP7tt4wbPpxff/21+T+UEEIIIXLOIYccwr/XrWPMgw8ya8AATrDbOcJi4eHOnbEWFfF+I8fGgCnA1cAfgD0fybiBNcA1acyjFJgciTB35kwikYg8iBNCiL2Eruu43e4GW3GKpqutQgrZDWFYrdYmVcksKChIa1xiK9TEah7NtXv3bg5IY3PJvcB7v/3vPmpasxUAXYHxwOpgkHO2bmXUuefidrvRNI1IJJK1eQohhBBC5IJYLCYhaSFamYQwRJNFo1F8Pl/8n7MVwigsLKSsrCwrQYzE9ijplsoMBoMt8kGUajfFueefz/mTJ3OOxcKfLBa+BAJAFfAGMCEvj+lFRSxcupQBAwbUO/6dd95h3RtvMFdRkvZ6NwK3qyp9t2/nkQceaNGqH0IIIYRoOzabjQsuuICX33yTb3/4ge+3buXf69dz/S238LjdTrIrgPeoaVlySZLXVwCnA+le9Y2PxXhl5Uqi0ahUwxBCiL2Ex+NBVdW2nkaHEolE4sEAo9FYJ9jQXJlWwahltVrTamOSGBjJ5nqLxWJBSxEe+QJ4BVhITTi0IQbgOk1jaEUF9995JyDVMIQQQgjRMamqSlVVVVtPQ4i9hoQwRJN5vd74zhan05lRD9GGGAwGSkpKcDqdGI1GSkpKMBgMzTpnYiWM6urqtBaCYrFYi7TqSHzwEIlEWL9+PR988AEbNmwgHA7z448/ctoZZ/DYjBk4J0zg6s6dOdRkYqDVyhMHHsiI++7jw88/5/DDD2/w/HOffJLfh0Kk6gxrAG6IRFiycKH05xVCCCH2MheNGYPjsMO43majoT2e86kJYCS7AtsF9Mng/coAK1BVVSUhDCGE2Av4fD55gJ0l1dXVzJ0zh7NPPJGjBgzgikmTuPvGG/nkk0+y+pnanLWcdKphWCyWeP/xWCyWteqj/fv35+MUc59HTYWvdMKj10ajvLpyJVVVVdK+VQghhBAdVjAYzGp1MiFEcua2noBov7LZiqQ2dJHYU9RisVBcXJx2G5GGWK1WXC4X1dXV6LqO1+ulrKws5XGBQCCrO0tisRiRSIRff/2VubNm8fyCBXTSdYoNBtyxGBXA0DPP5Kxzz6W0tJTpd9zBPffem/b5KyoqWLd+Pc+kOb4P0M9gYOXKlUyePLkpP5IQQggh2iGLxcLs55/n2qlTOfnTT5mkKFyg65RQU33rc+Duxo6HpFU0konqOmazWUIYQgjRwYVCIfx+f1tPo0NYvXo1f5w2jcEGA7eGQhwE6MDn//0vc//xD+Y/8wyzFy7kqKOOatb7WK3WZlUhNZvN5OXlpQxWmM1mVq1axX+//548u539+vThggsvZP/992/ye59yyincYrXyZSBAQ1tVFOA14M40z9cZGGI08tprrzFu3DhUVcVisTR5fkIIIYQQucrn82GxWOo8jxNCZJ+EMESTxGKxOlUUmhPCMJvNlJSUYDbX/+tot9spKCio0/YkU8XFxfHeqR6PJ60QhqqqRCKRrH0IhcNhNm7cyKTRozkrGOTFSIS+Ca9/B8z+17+45c03eeLZZ+O7RNL1yy+/0M1qxZFB39I+qsr27duz+nMKIYQQIvc5HA5mLVzIhg0bmDdzJme8/TY+RSHfZkNTVSyalvTYftTsKk3XN4DL6cTlchGNRtE0LSst54QQQuSWSCQilRaz5I033uCmadNYqCgcucdrw4BhisKbisLFF13E8y+9xGGHHdbk92pqK5JELpeLUCjUYJuRaDTKw/ffz4K5czkCGKIoWIEfzWbOe/JJjjj8cO555BEOOOAANE3j22+/paqqCqfTyUEHHVRvbWT79u1s374do9HIfvvtx+XXXMPtDz3EC4rCnj+JG8gn/RZqAH1CIXbu2AHUhIokhCGEEEKIjkjX9fizMmOK9m5CiKaTEIZokqqqKqLRmn2QNpsNpzNVE4yGWa1WSkpKGv1Fn5+fTzQabXLJyuLiYrZt2wbUtFDRdT2tNieBQCBr4YQff/yRiaNGcUdVFSMaeL0f8FA0yj/9fm648kpeW7OGzp07p31+s9lMNMO+qqrBgNlsJhQKSQhDCCGE2MsYDAaOPPJIjnz66TrfP2vwYLZu3Uq3JMedBdwObIE6gdJk5ttsTLz00vi1XigUqtMbXgghRPunaRput7vBh/AiM6FQiD9efTXzGwhgJDoDuDcU4rqpU1nz6adNbuXa3LayACaTCafTWa8KiqqqXD5xIuq6dbyuKPRMfDEa5dZolAWffcaIYcMYMWoUr7/yCnmRCKVGI9W6zi+6ztiJE7lk6lS++uor5j7xBBv/8x8O+G39Yks4zDFHHUVs//0Z++OPPBmJsG/CW1iA1A1p61INBpy/BS8CgQB2u13WS4QQQgjRIWmahsfjobS0tK2nIkSHJREn0STZaEVit9spLS1NK2lXWFjY5Btfp9MZPzYajaZdVSMUCqGqmd6yN+wfjzzC+YFAgwGMRBcBZwUCzJ45M6Pz77vvvpRrGrvTHK8Da41G+vfvn3THihBCCCH2PhdOmsSiRh7IWIFLgNuAVPW3PgNeMxoZP2lS/HvSY10IIToWXddxu93EYrG2nkqHsHz5co4G0mky8jtA93j45JNPmvRezW1Fkig/P7/e2s5D995LdN065u4ZwPiNAzhL17H4/fwydy7PeTy8FwjwUnU1b/r9vBwIEHz2WU47/njuv/pqxq5fz7pwmFeqq3mluprPIhHO+OQTdv/wA+H99uMMm40pDgeLgJeBJdS0JNmSwc/xaV4e/fv3B/63Q1T+bgshhBCiowqHw82qQi+EaJyEMETGahdZajUlhOF0OikpKUl7t4bBYKCkpKTJCwTFxcXxrz0eT9rHZaOcqtfr5Z9LlnBpNL0O6lNUlSULF2bUN93pdPK788/n+TRLR30ImEtKOOaYY4jFYtKjXQghhBAAXDR2LG/rOt83MuYaasp7T4IGA6A6sAq41G7nH7Nm1anupapq1kKuQggh2p7H45Hf61n04pw5TEizCqgBmBQM8s95mTQK+59sVMGoZTQacblc8X8OBAIsXLCABxSFZA09vMB44GrgaeDQPV7vDVijUQ6MRnlNURgBJDYncVJzLbJKVQlt28a0667j9Lvu4vPzz+eNU09l99ixnDt8OHPTbCmyEdhhsXDaaafFv1db5UUIIYQQoqPy+/0oitLW0xCiQ5IQhsiY3++PL7JYLBYKCgoyOt5oNFJYWJjx+xqNRkpLS5tUZrOpIQxVVamurs74/RK9//779DaZ2C/N8X2AfQ0GNmzYkNH7TLnqKuZYrY0+NAEIAH+127n8+uvjf5byISuEEEIIgKKiIu7429+YYLfzQ5IxZmAy8KXJxMlWK1fY7SwBlgNPACfa7fy/7t2ZtWgRQ4cOrXe8VMMQQoiOwefzyb1klu3YuZMDMxh/ILBz69YmvZfD4WjSccnk5eXFN84sf/lljjMY2KeR8QuBI4FLk7y+k5pqFnOpCVwk0wmYGw4z8x//4IKRI3l05kyeWrCAex95hJumT+cVk4kvU8w9DNxhtzPliiswm+t2bo5EIrJDVAghhBAdmgSrhWgZEsIQGUvcBVBcXJxxKMKS5i6EhpjN5jqBinQVFRXV6UWeyeK/3+8nmmYVi4ZUVlaSaa2QUqCqqiqjY/r378/t997LGLudT6jZhbqnbcBYh4PDzz2XsePGxb8vC2dCCCGEqDVu/Hiuv/tuzrfZuNlqZSMQpeYBxYfAFXY7VzudPLdkCeu++orjb7uNj4cN45Xjj2fDqady2fTpPDV/PoMGDWrw/ME0d/gKIYTIXaFQCL/f39bT6HAsZjOZrD5EAVMT1lgsFkvWWpHUMhgM8U06X69bx5BG1l00YD5weSPnex64AEhnBagXMNBgYPny5XW+v88++/DIjBlMstt5m4bXSXYDk+12Sk84gauuuabB8/v9fgmRCiGEEKLD0nWdyspKNE1r66kI0aGYUw8Re7vKykqWLFrEK4sXU+H1YjIY6N2nD2cMH06/fv0yPt+euwoyZbfbKSgoyGgngtFopKioCLfbjdfr5YMPPqCsrIwePXrQqVOnRo+t7QNaVlaW8Vw1TcNut5PpngkfNT1VM3XR2LEUFBXxh7/8hcJQiNGBAJ0BP7DSbudzXefiiy/m5ttvrxOeicViRCIRrFZrxu8phBBCiI5n/MSJDD3tNJ5fsIAp8+ezy+vFAPTdZx8mXnUVj4waFS87PmXKFJgyhVAoxPr164Ga3dG6rjcY1o3FYiiKktUy6EIIIVpPJBLJSutOUd+B/fuztrycPmmOX2sy0e+wwzJ+n2xXwUg8r9/vRw2H67QO2dMmalqLHN7ImDeA+zJ47wtCIZa/9BLjx4+v8/2zzjqLvLlzue2Pf+RvXi9jgkG6AyHgDZuND3Wdi0aP5s577200mOL1erFYLM1e0xJCCCGEyEWxWIzKyko6deoU39AshGgeuXMQjZr11FM8+tBDDDMY+JuisC81N6prPv+c5zZuZMXixcx6/vk6vb5TycYNa35+PoFAIKNk3qZNm5j31FN8+9137GexYDSZ2BoOM3jQIKZccw2DBw9Oeqyqqvj9/oyDEX6/nyOPPJL/RKPsBrqmccwO4PtolCOOOCKj96p19tlnc+aZZ/Lee++xctkyPq6owGA00n/AAC4bPJjOnTs3+EBEURQJYQghhBAirlu3bvzpppv40003oes1e0cbq4DmcDiw2WyEw2E0TcPn8yVtQRcKhSSEIYQQ7ZCmabjd7vjngsiuSVdeyf/7/HPGBYOkqjkaBhZbLCybMiXj92mpEAbUbJwp22cfthqNEIs1OMZHTQXQxqQzJlEnoCpJOOikk07i3bVr+eijj/jX0qV8vmsXMWCfvn154uST6dmzZ8rKILqu43a7KSsra1KbXCGEEEKIXBeNRnG73ZSWlsr1jhBZICEMkdSMv/+dFx5/nDfDYfbd47XewGWKwqNbtjDq3HNZvno1JSXpNd1oTjuSRPn5+Wm17NB1nb/dfjuvLV7M1YrCSCDvt/5WfuCl99/nD2vXMmrKFP48fXrSD5fq6mrsdntaIRJd16mqqiIYDFJQUMDw3/2OhUuXcmOSBYhE800mRo4aRV5eXsqxyRiNRoYOHRrvwx4Oh/niiy/i82po92k4HG7y+wkhhBCiY0v35ruoqIhffvkFqGmtliyEoSgKsVhMdlcIIUQ7UvsQOpbGfa1ompNPPpm7iopYEgwyLsXYx8xmDjv8cPr0SbduRo2WaEWSyGq1csHo0YydM4c/KwoNrQDlQ8qKoU6gOoP39QFOpzPp6waDgcGDB8c34ASDQTZs2ADUtN2NRqMp13ui0Sgejyft9S8hhBBCiPYmEonI9Y4QWSKrnqJBmzdvZubjj7P4t+oXDTEAf4pGGVJezr233Zb2ubNVujEvLy+thYO/P/IIHy5ezGuKwkQgMdqQD1wMvK4ovDFnDjOffDLpeXRdT6vkau3CVGK/8yuvu455djvvpzh2DbDYbufyq69O+T6ZsNlsdR6ClJeX1xujqqr0/BJCCCFEsxQVFcW/buy6Sdd1FEVpjSkJIYTIEo/Hg/rbhgbRMoxGI88uXswDLhfPGgw09KcdAu41m1lZVsb/zZqV8Xu0ZBUMqAl59OvXjwP69OGfScb0AyqBLY2c5yTg1Qze91W7nZOGDUt7fF5eXjy0EYvFcLvdaR2nKAp+vz+DmQkhhBBCtC+Kokj7QSGyQEIYokHzZs1ioqrSPY2xN6gqr61aldYvZZPJlLUdjwaDodFdDlCzm+HpGTOYqygUNzKuFJirKPzjsceork6+1yISiRAIBJK+rmkaFRUV9apK9OrVi1kLFnB1Xh6PGQxU7HFcOfCI0cj1TifPLlpEz549G/25miKxZcyvv/7aYPlYeRgihBBCiOYoLCyMV83w+/1EIpGkYxMDq0IIIXKbz+eT+8VW0qdPH15+/XVWHnwwx9ntPGw08iqwArjLYmGgzcb3xx/P8tWrKS3NpGFHjZZuB2Y0GjGbzdz797/z//LyWN3AGCswHpjTyHkmAYupCZ2k8ivwjq5z0dixGc21U6dO8a8b2qySjM/nk2qiQgghhOjQgsFgo8/KhBCpSQhD1KNpGsteeokJaVZF6AQMNRhYsWJFyrHZqoJRy+l0NhrqeGHJEs40GOiaxrn2BYYYDCxdurTRcT6fr8GKEaqqUlFRkXRn0KBBg1i+ahXfnnoqgy0WxtjtTHM4GJefzxCbjd0jRvDK6tUMHDgwjdn+j9VqTWtcSUlJ/M8/HA7j89Uv/imLakIIIYRoDrPZjMvliv9zY63jIpGIVOESQoh2IBgMys7/VtarVy9eWr2aRa++in/SJJafdBKvDhmCY+pUXnv3XeYsWdKkAIbFYsn6ukxDrFYr/fv3Z8GLL3JLYSGXORy8D2iADvwM+I1GXgBWJjlHb2AocA00WBGkVhC4wm7nkilT6lTkSkdiCKOqqiqjYIXH42lwc4sQQgghREdRXV3d6KZkIUTjWv7OS7Q7Pp8PQyzGPhkc009R2L5tW8px2b7Zr62GkSyRt3rZMv6YQbBgZCjEcy++yJQpU5KOqW1LkrjgEQ6H8Xg8KXvjHnDAAVx+7bWMmjiRb7/9lrKyMkpLSxk0aFDSnumNMZvNlJaW4vV6CYUa3x9iNBrp1KkTu3fvBmqqYez5npFIBF3X0+77LoQQQgixp6KionjY0+v1UlZWlnRsMBisE9oQQgiRWyKRSKOBOtGyDjroIO66776sna+lq2DUslqtBINBjjjiCD747DNeWraMvz71FN9u24bRYMBlt3PhqFH8Y8gQbv3jH/k6EOCSWKzOBhovcCDwhMHAGIuFv0QiHEtNa1yAGPAu8IDDwSFnnsmfp0/PeJ61rVtr/45XVFSwzz7prYbFYjEURWnx9i5CCCGEEG2pqqoKk8nUateRQnQkEsIQ9RiNRrQM0/waNa1GUrFYLE2cVXJOpxO/39/gDoQqn49ODRyTTNlvx6QSDocJBAI4nU5CoRBerzetHRDBYBBVVcnPz+eEE07gmGOOaXLgwWAwUFJSgsFgoKCgAEVRUs6hc+fO8RBGZWUlvXr1qhOM0XWdcDgsH6hCCCGEaLKioiK2/RbOrb1GSna9IyEMIYTIXZqm4Xa7Zbd/B9KaIYxaTqeTSRdfzKSLLyYWixGNRuu8fuihhzLjsccY+sorHG42UxaL4TMaWauqnDZ0KC/ecAOfrV3Ln2fMwOTzcRCgGwysj8Uo7NqVy667jtGjRzd5baVTp05NCmFAzXWMhDCEEEII0dF5PB7y8vIaHWM0GsnPz5cNvkIkkBCGqMflcuF0ONikqvRP85jP8/K4sF+/lONaouyl0WiMBzH25HQ4yKRrVTWk/DCpVduWJJOyrF6vN/51Ys/0piguLo7/eZpMJvLz81P26MrPzycvL49gMEgsFqOyspIuXbrUGaMoioQwhBBCCNFkTqcTi8WCqqqoqkowGMTpdDY4VtM0IpFI2u3VhBBCtA5d13G73SmrPYr2w2AwtMjGmIaYzWaMRmO9vz9Go7HeZ36PHj24/9FHufXuu/noo4/w+Xw4nU4eOfbYeLuQQw89lCmXXsq6dev4+eefMRqNTOvdm0MOOaTZC/2lpaX89NNPxGIxAoEAwWAw7XWhcDiMpmlpbUoSQgghROuoqKhg9+7dWCwWevTokfbnukhO1/W02pKEQiFKSkpapf2dEO2B/Jcg6jEajUyYPJn5Tz/NfZFIyvFbgS+BZ885J+XYlvrlm5+fTyAQqLdDZ/AZZ/Datm0cpzbWQfR/VtpsDD7jjLTG6rqecV/cxDKuTWk/Uis/P79eUCI/P59gMJiyt3rnzp3ZunUrAOXl5fVCGJn0QBVCCCGE2JPBYKCwsJCKigqgJoSaLIQBNbtIJYQhhBC5xePxoKZ5Hy3ah9YKYNSyWq0oGbSHdblcnHXWWUlfNxgMDBw4kIEDB2ZjenFms5ni4mIqKyuBmgc3PXv2TPt4qeolhBBCtD1d13n77beZ++STfL5hA92tVlRdp0LTGD58OJdceSX90thELJonGo1SXl5OQUFBo+tAQuwtjG09AZGbJkyezAqjka9TjNOAu+12xk+cmLJ6gslkwmhsmb9yRqOxwUTjpClTWGo0kjqjB1XACl1nwsUXZ31+UNMvNLFSRVNDGDabjYKCgnrfr21LkkpZWRmaprF27Vqm33ADQ448kiFHHcXkCy9k9erVRCIRWWwTQgghsmhv3B1ZVFQU/9rj8TQ6Np2WakIIIVqPz+fL6OG5aB/aIoTRXpSVlcW/Li8vz+i6JBgMtsSUhBBCCJGmaDTKH37/e+696ip+t3YtX0QivO33834gwNuKQqelSxl9zjm8+MILbT3VvYKu61RVVUlVPSGQShgiiW7duvHg448z8brreFJROLGBMVXAX+x2ggMGcOMtt6Q8Z0uXIKqtBJF4s7zvvvsybNgwrl21iqcVhWRLDmHgarudkSNG1KsMkS3V1dXxKhV2u71JLT9MJhPFxcVJX3c4HPj9/kZDFBs3KTkimAAAIABJREFUbuSGq66im6IwRVE49Lfvf/XLLzz59dfcYbez6KWXGDJkSMbzE0IIIURdRqORLl26EIvFiEQihMPhvSLwmBg2rb0GShZGicViKIoiPdWFECIHBIPBjCs+ivZBQhjJFRUVYTabCYVCfPjhh6xevRqrxcK+PXpw7rnnNlrpQtM0wuEwNputFWcshBBCiFq3/fnP7H7zTVYqCntu0+0G/EnT+J2mMebWWykoKmq08pbIHkVRKC8vp6ioSK6TxF7LoLfxtjOPx0MoFGrLKYhGrFmzhpuvv56iQIDxikIPQAHesdlYCZx/3nnc8+CDaQUKnE5ns1pwpMPr9dbbhRCJRLhi0iT869bxF0XhGKC2Y6gOfArcZ7PR5YQTmDFnTostTGzbto3t27cD0KVLF3r37p3R8QaDgdLS0pQLGZFIJF7+e09ffvklEy68kIdDIc5OcvxrwM15ebzxwQccddRRGc1RCCFy2c6dO9t6CmIv5HA4GgxQ6roeD2WEw+EOGcr48ssv4z1D+/fvT0lJSdKxdru90deFEEK0vEgkQmVlpVQn6qDKyspaNYih6zq7d+9uF3+fIpEId916KytefpmDgIGKggn41uHgI11nxIgR3HznnUmrjya73hNCiJbkdrulcpXY623evJnRw4bxoaKQn2Lsh8Cfy8r49xdftFjFdtGw/Px8XC4XBoMh9WAhOhCphCEaNXToUN75+GPmzJnDG2+/jd/joaRTJ44cPJj3J06sU7Ixlda42Xe5XPVCGFarldmLFjH3uef4w8yZ2Px+DonFwGBgfSxGJC+PM4YP5w9//GOLzrGqqir+dWKJ7nQVFBSktZPEarXicDjqhZs0TeOqyZN5oJEABsA5QDQYZMz55/Pdzz/LBYkQQgjRDMnS/gaDAZvNFn89GAzi8/k6VKnGwsLCeAjD6/U2GrJQFIVYLCbXHUII0UY0TcPtdreLB+aiaVq6OumeDAYDFouFSCTSqu+bKUVRuGTMGKxff80r4TB1tsuEQuwCHl22jBEffcTSlSsbvJ6pba0mDxaEEEKI1jV/9mwmqGrKAAbACUB+IMD777/PKaec0sIzE4n8fj/hcJiSkpK9smWv2HtJCEOkFAqFOOqoozjqqKMoLCzk4IMPbtJ5WuOG32QyNRhAMJvNTL3iCi6dOpW1a9fy3//+F4ChNhtlZWUYDAZ2797dYjswo9FonZKuyXZPJJOXl4fT6Ux7fEFBQb3+6u+++y5FwSDnpnH8+cBTVVW8+eabUp5LCCGEaIZ0Sy7m5eVht9vxer0dZjdTUVFRvAKN1+tNOT4YDJKfn87SiRBCiGzSdV16NndwFoulTQICVqs150MYt//5zxR+8w0zwmEaeiTQDXhQVblv1y6umDiRF1eurPdnqes6oVCIvLw9i6ALIYQQoiWtWrmSF35rAZ+KARgVDPL6yy9LCKMNqKpKRUUFJSUlrd4mT4i2IiEMkVJieKA5C+OttevC5XIlbXFjNBoZNGgQgwYNAmoCJuvXrwf+18qkJW6afT5fPBCRn5+f0YeMxWLJuI2LyWTC6XTW+Xe3ePZsLv5tN2oqBuCSQIBn//53CWEIIYQQTWQ2mzNK+BuNRkpKSlAUhaqqKrQ0FxJyVUFBASaTCU3TUBSFUCiEw+FIOj4UCkkIQwgh2oDH4+mQbbHE/7TVQnc61Tzb0q+//sqrr77Kp5FIgwGMWgbgFlVl8ObNrF+/vsHWrS21niSEEEKI5Dx+P10yGN8Z+Ly8vKWm06o2bdrEu+++SyAQID8/n1NPPZW+ffu29bQapWlaPIiR7qYlIdozCWGIlAIJD+6bujBuMplarby02WzGbrentYvU4XBQWlpKZWUlADt37qRPnz5Zn1Pi7s9MAxVFRUVN2rFSG0apfYDz89atDMjg+AOBRVu2ZPy+Qoim8fv9LF26lE8//RSv10txcTEDBw5k1KhRuFyulMdv2bKFpUuX8t1336GqKl27duW0007j7LPPlvL+QrQRu93e5ONsNhs+n6/OdVh7YzQaMRqNrFixgnVr1hBSFPKdTgaeeCIXT51K7951Cn6jqiqqqsqOCCFamFxziEQ+n6/DVGASyUkIo2HPL1jA+QYD6dQqNQKTFIV5M2dy1DPP1Hs9EokQjUZbve2LELlKrjeEEK0hz2rFH42m1Y4EIADkpfE7KBcoisLu3bvRNI2ysrJ4dfWPP/6Yh+66i5++/55zNI1iVeW/FgujH3yQA/v148a77uLYY49t49knV1uFr7CwUAKsIity+ZpD7gxEo3Rdr7P4n0lLjEStfRPqcrnSXkjq1q1bPIRRUVFBz549s75QUFVVFf86kxCG3W5v8mKJwWDA5XLFAyAGo5FMuvvGfjuHEKLl+f1+pk+fzq5duzj88MMZOHAg3333Ha+//jpffPEF9913X6MXDJs3b+bOO+8EYNCgQbhcLtatW8fcuXPZvXs3l156aWv9KEKIBM1J9RsMBgoLC3E4HHi9XqLRaBZn1jqeffppHnrgAYYAfwmH6UbNgscb27Yx4oUXGHziiTw6c2adm+5QKCQhDCFakFxziETBYLBO9UTRcbXVZ6vRaIxXxcpFX3zwARPC4bTHn67rLFm3LunrwWAw4/azQnREcr0hhGgtxx93HKvWrOGSNMe/npfHeUOHtuSUmu37779n7jPP8PKyZbiMRkxARTTK0JNOos+hhzJ/5kzuURTOBeJXeKrKXarKq19+yWXjxvHA449zzrnpNKZvG7qu4/V60TQtrYfkQiST69ccEsIQjVIUJb7ob7FYmryjs7VDGBaLJe3eowUFBbhcLqqrq4nFYvzyyy/06NEja3MJh8Px9ihGozGjG/LmfgDl5eURCARQVZUDDjyQ9Vu3ckSax64HevXr16z3F0KkZ+nSpezatYtRo0Zx0UUXATUXo3PnzuX1119n+fLlTJo0Kenxs2fPRtM0br755nhp3NGjR3PHHXewevVqhg4dSq9evVrlZxFC1DAYDFkJdVqtVsrKyvB6vUnbreWifzz2GC8+8QSrw2H22+O1Y6JR/hiNcvO//82ECy5g8SuvxK8x5eGFEC1LrjlErUgkUmezgOjY2jLgaLVac/YaJqwoJG+UVp8DCDWyzhQKhdrldYyiKE1e7xOiIXK9IYRoLZN//3umf/opFweDpNqv/hOwQdeZNXx4a0ytSV584QXuufVWJqkqb2ga+/z2fR/w+Ntv88zbb/MKcFADx1qBkcCBisLY665j/169GDAgk9rora+6uhpN0ygqKmrrqYh2KtevOaR2l2hUNqpgQNvc8GdyA9mtW7f41//+9795+umn+b//+z/mzZvHrl27mjWPxIUtl8uVdvma5lTBSFRbeWPC1KnMz8tLqxqGDsx3OBh/2WXNfn8hRGofffQRBQUFjBw5Mv49g8HA+PHjMRqNrF+/PumxO3bsYOvWrRx66KF1ehO7XC6GDx+Orut88sknLTp/IUR9Vqs1axWlDAYDxcXFTW4L19q++uornnviCf6pKPUCGLXswKPhMMXff88/Hn00/v1YLCZl8YVoQXLNIaCmF7Pb7UbXM6mVKNors9ncplUuc7klSWmXLuzIYPwOoLSRhwSaprW76xhVVamqqpLfByKr5HpDCNFaTjjhBIoPOID7zOZGn3v4gWl2O1dNm4bDkUkEs/WsWrWK+2+9lZcUhZsSAhgABcBO4EYaDmAkOgT4fTjMrMcfb6mpZlUwGKSyslKuRUST5Po1h4QwRKMSS5M2Z+G/LXpiZhLCKC0tZcOGDUy//noenT6dbfffT+jhh/ninns4bfBgLh8/ni1btjRpHokhjEwSfdkqw2S1WrHZbJxwwgkYSktZksYxiwBbly4MHDgQVVWzMg8hRMP8fj9er5c+ffrU+11ps9niFW2Sqf3ddPDBB9d77ZBDDgFqytgJIVpXS+wmLCgoyKitWVuZO3Mml4XDdE0xzgjcoigsnDevTvWyYDDYovMTYm8l1xwCanYFVVZWEovF2noqopW0dZuvXA5hnD92LEsy2HC0xG7nd+PGNTomV6t+JKMoCpqmtbt5i9wl1xtCiNZkMBh4dvFi3u/Rg+utVn7Y43UdeB8YbrPR/fjjuez3vycajbJjxw5++uknfD5fG8y6Pk3TuP3GG5mpKPRt4PVyYA0wJs3zjdV1Xn/jDdxud/Ym2YLC4TAVFRVyjyIy0h6uOaQdiWhUew5hmM1mzGZzWj3UZ8+cyZxHHuE+ReFUwFT7gqLgB55/7z0uPOcc5ixZwtFHH53RPLxeb/zrdB+cZKsKRq28vDzC4TDPLFzIqPPOQ6uuZjz1U1gxYAHwmMvFsvnzMRgMKIrS5os2QnRkVquVW2+9lZKSknqvVVRU4Pf76du3ocvvGrW/Yzp37lzvtU6dOmEymdrNBbcQHYnNZmuR8zqdTkwmEx6PJyd3CQSDQVa+/jofpTm3vsCBus7bb7/NsGHDgJqb71gslnb1MCFEeuSaQwB4PJ607pFFx9HW9/MWiwWDwZCT1y1nnHEGt1ssfAYMTDF2O7Ba15lw7LE899xzBAIBXC4Xp556Kj179oyPUxSlXV3H1FbuqK6uxuFwtGnVFNExyPWGEKK1lZSU8NKqVTz+6KNcsHAh/YDe0ShRg4FPDQZwuTj7wgs59LDDuPO223hz5UpQVWxGI5WqyonHHsvkadM4+eSTW+1z0O12s3r1aiorK7FaraiqSpdIhGOTjP8KOAJId1tOKTDAamXjxo2cdNJJWZlzS1NVlYqKCjp16tRurqNE22oP1xxtHsKoqKhod6X69ha6rrNz5854+kxRFCorKzM+j9FobLObfr/f32jSCeC9997jmYcf5hVFoXsDr+cDVwAHBINMGTeOf65YQVlZWVrvX1tKCcBkMqEoCuFwOOVxpaWllJeXp/Ue6dB1HbfbTXFxMc8uWsTN117LjF9+YZKicBg1idCvgHlWK65u3XjuiScoKiqisrISn89HaWlp1uYiREf08MMPJ33tgQceaPRYq9XKEUcc0eBrCxcuBGDo0KFJj6+tVpOslF5eXl6dHeZ7s6Z8hgnRFK1x7ROLxXIyiLFt2zaKTCYyuXIYEA7zn//8h2OP/d9yg6Io7ab9ihCtSa45cl827+Oyrbq6OuX9seh4YrFYm1c58Pl8Ofv74S933cUVN9/MYkWhf5Ixu4ELzGaK8/OZ+v/ZO+8wp8q0D98nPZnGdHoRVFTETwVlUXAVFBFYsYMIggUU+9pW7GWxrO6urgUUVIqKUsResLCCIIuiKKIiq4C0qZlkUk7aOd8fMdkJkzqTmUlm3vu65hJz2puZ5LzPed7f83suuIDTgAKfj1/0eh69914GDhzIlTfdFO677vF4mtXSt7UIBAIR9yxZlrFYLG04IkEm0dSYQ8QbrUd1dXVSeWaBoKMw46qrmHrZZaxdu5bKykq0Wi2nH3ww/fr1Y8WKFfzl+uv5UyDAK35/eM53ASs//5y7v/qKQ4YO5b5HHmlRF699+/bx9GOP8cnq1Zyk0dDD68Wt1fKW38+NcfI7HiCVJip+wOnz8fCdd3K/LKPVaul72GGcP2VK1Kr/TKKmpoaioiIhxOggtPccR5uLMASZS0i9D0FXiaZWdLaFC0YIo9GYMMk0//HHuS+GAKMhI4FRPh/LX3uNK666KqnrN7Szys/PT0pJmW4XDAjacpnNZlwuF7179+aVN99k8+bNvP7yy7z/yy/4fD4KSkuZMnIkQ4YMoVev/3Vw9/l8WVXFIRC0B3w+H8899xzr1q2jf//+nHLKKQmPERVLAkHm0FIuGA0xGAyUlJRQW1tLIBBo8eulQqrCkGh7CxGGQNA6iJij4+ByuYQAo4PS1k4YEIxbWnPRNJTDUhSl0c+Bccopp5yC+667OOfeezk3EGCK30/f37ftB17SaHgW0CoKf62pYQwQXprxeHADS7/8kiunTmX2P/7BCSecgNvtzgoRxoGLtw6HQ7hhCFoEEW8IBILWwmg0MmLEiIjXvvvuO+Y/+STPezwMOWB/C3AhcJYsM/3zz7l31iwe+NvfWuQe9MsvvzBjyhQucDhYpyiEa/cVhd8gbkvXImBvktf5HLgOKJJlLv75Z/oRFGVs2LmTGz/9lM69evHwk09SXl7e1LfSovj9fqxWK0VFRWIuEKRMpsUcbS7CKCkpaXNFviA6VVVV5OfnA9CpU6cmuyHk5OS0af9ynU4Xc3Hi+++/p2L3bk5N8lxTvV6mLFnCrbNmxRSXbN68mUXPPce2LVtwu910Ki5m+OjRnH322Un9DsvKylpEuNKpU6eICocRI0aEAxKr1coPP/wQ3nbgOPPy8kQ1hEAQh0SqzFTYuXMn//rXv9i1axcDBgzg5ptvFiKoNCFcfQStRVFRESaTqVWuVVZWRm1tbcZUg1ksFuyqSiXQ2MwvOt8ZjVwxYECj72inTp0yYuFIIMgkRMyR+STrmtiaeL1e/H6/iIU6IFqtNiMS7Pn5+a3mSidJEqWlpXHzKoqiUFdXF3bmnXLxxZx8yikseuEFxi9ejOr3IwFe4IQTT0T/2Wes8Pk4JMq5zMAU4DBZ5pI//5k3PvyQgw46KCvimNra2kZjzM3NFfkfAZC+mEPEGy1HSUmJcBgXCJLg8dmzuTeKAKMhZuBZj4eTP/uMXbt2ccwxx6R1DC6Xi2suu4xb7HYmRNluIejKEYtBQBXwA3BYnP0+A64CngKGH7BtsKpypSzz1PbtXDJxIm+uWhW1DUOmoNFoKC4uFkKMdk57z3GIiEcQE4fDEf53cyoR2/qhM94iyMaNGzmZ5NVIRwAar5c9e/Y02rZ3717OPPVUpp99Nn1WruTOn3/mod27OXvzZt755z856/TT2bhxY9zzm83mFnMO0ev1Ma20CgoK0Gq1QLASwuWKnPJFQC8QtA5vvfUWs2bNYu/evVxwwQXccccdMe2wQoTusbHEZoqitKiNnkAgaExrfudCD6V5eXmYTKY2dSCDYCwzbuxYXk7yIecHYKdWG1WZfmA8IhAI0oeIOToOgUCA2trajGtfJWgd2jofE6I17w35+fkJ4yGNRtNIaNCjRw9m3XUX3/zwA//euJFPNmxgy08/ofH5uDmGAKMhg4HJXi/Pz5kDZH4co6pq1DYG9fX14n4hSBsi3hAIBG3NDz/8wK7//pfxSexrBi72eFjw+1yeTla+/jr9nc6oAgyA44AP4xyvAyYBz8TZx0lQgPEcjQUYIbTAtYEA51qt3DxzZoJRty1er1c8xwiSJlNjDiHCEMSkoVVpc0QYbb0YEE+EIcsyFr8/pfOZNZpGooR9+/YxftQoTvvxR9bJMlepKoOBY4GJwPuyzOzaWqZNmMAXX3wR89x5eXkpjSVVYlUzaDQaOnXqFP5/q9Uasd3j8YjJTiBoYZ5//nkWLVpE9+7deeSRRzjnnHOSUmqGnIYO/N7C/0RVDb/fAoGgZTEYDK2uspYkiby8PIqKiigrK6NLly6UlZVRVFREXl4eZrMZvV6PTqeL+9Pc6oLQ8VNnzOAFg4HdCfb3A7NNJi665JKoi0Rut1vEHwJBCyBijo6DqqrU1NSE24wKOh6ZIsKQJKlVxmI0GpNuA2I0GqPe+7RaLcXFxZSWllJVVcX6DRs4N8nrTwoEWLF8OU6nM+PjmFh5nkAgIByLBWlBxBsCgSATeOettzjL6026CPcCVeXtDz5o9hyuqiq1tbXs2bMHh8PBgqefZmqc+fVcYDVQEeeclwKbgceJ3tb1dYKi0HiOHyGuCgT4atMmdu7cmcTebYfH48FqtWZ0TCVoezI55hAiDEFUVFWNEGE0p5dlW4sw4i2GFBUVsS8FJZMfqPb5KCwsjHj9z1dcwYU2G1cpCtoYx44EnpZlZkydGvWBtiVdMBpeI9YCS1FRuAsZtbW1EdtUVRUP4QJBC/LJJ5/w/vvvM2jQIP7617/SvXv3pI/t2zfYsXjLli2Ntn3//feoqkq/fv3SNlaBQBAfo9HY1kNAkiR0Oh0mk4m8vDwKCwspLS2lrKws4U8ilXis6+Xm5lJWVoYkSRxxxBFcfdNNnG8y8XOMY5zA1SYTvgEDuPq666LuoyiKcOMSCNKMiDk6FlarFX+KRQeC9kWmiDCg5d0wDiwuSYQkSQnbx3399dccp9eTbEasG9BLp+PHH39EUZSoThPppqnf8XhjS9UNw+/3i8URQQQi3hAIBJlCbUUFXVMQJBfRvFyE3W7n+fnzOWnwYIYecwx/Gj6cow4/nB937IjpTgGQD0wGrgFiXbkAeAVYAJwjSXwEhOr3/QQdMC5Ocpxm4LxAgCWLFiV5RNshy3LURXKBADI/5hAiDEFUZFkOW7Do9fomLyhotdo277kjSVLM8Y8cOZI1gQC1Ubc25gPgkH79Inplbd++ne+/+44rY1jWNGQ4cGQgwFtvvdVoW0u7YEDwdxFrcaVTp05hgUZ9fX2j3vKZbqUpEGQrfr+f1157jfLycq6//vq4Yiyv18vevXvZu3dv+LWePXvSvXt3Nm7cyI8//hh+3ePx8OqrrwJw/PHHt9wbEAgEEWSCCKOpaLVaCgsLKSkpSXqhxGw2U1ZWRn5+PlqtNnzc5VdeydX33MNZZjNTLRbeBTYBa4DbdToG6fVohg/nxVdfjXstEX8IBOlDxBwdC7vdLoRsgowSYbT0WDp16hRus5osicSnbrcbS4pOMjmSFC5iaeliFofDQU1NTZOOjXd/SMUNw+v1Ul1dLWI2QRgRbwgEgkzCnJNDKjOUD/ArSpNyOz/99BMjhg5lw+zZPLJvHz/4fHwly6wNBDCTeDH2VqAEuIBg/uRAeeNO4GGDgcKePRl3//38vW9fDtPrGWw2c5hOx27gyBTGO9DvZ8dPP6VwRNshhBiCaGRDzNG2FgWCjMXhcIT/nc2tSEKYTKaoD5BFRUWcNnIkL7z7LjcmUO0HgGfNZqZddVXE60sWLmSC30+y0/IUl4un5s7l/PPPD7/WGi4YISwWS9SHY71eT15eHna7HQhWTZWXl4e3e71efD5fRiVxBIL2wI8//khtbS29e/dm2bJlUfcpLi5m1KhRbN++nXvuuQeA1157Lbz98ssv57777uO+++7j+OOPJycnh2+++YbKykpGjhwpqkQEglZCo9G0i/7EBoOBkpIS3G43drs9am9Eg8FAfn5+o/drMpnClZUXTp7MWeeey8qVK3lpyRKstbXoNBp6H3EED40aRb9+/RJWoHo8HgKBQMqLKgKBoDEi5ug4uFyuiGd6QcdEo9Fk1PzZkjGS2WxOGFNEw2g0otVqY/aBLioqYn8KhUUqsC8QCDuNhlp+NLflWzRCcVro36m4mfl8vpjvOUR9fX1cN9XQdevq6lBVFYfDgcViaZH3KsguRLwhEAgyicFDh/LMkiVc3cD1PR4fAUcfemjKhcV79uxh4llnMctma9TGrATwAA4g3kqbFngSeJ6go0WpXs9QQKeq/GQ08p2icP6ECbzxl7+Qm5vLtGnTsFqtOBwO8vLy+MOxx0IKIuxsm7HdbjeSJImWVL8TWu9MV4vhbCQbYo7MWCEXZBztUYQhSVJUe8Sb7ryTP61ZQ1+7nfExjg8At+h0GPr3Z8yYMRHbfv3pJ85OwgUjxEBgx+7ILumt4YIRwmAwoNPpolpWFhUVhR/ia2trI0QYEEzmhfokCQSC9LD79/vBjh072LFjR9R9Dj74YEaNGhXzHIcddhh33303y5cvZ9OmTfh8Pjp37sxFF13E2LFjW2LYAoEgCtnsghGN0IKG0+nE4XCgKAparZb8/PyYiX6TyYTNZos4x8SJE5k4cSIQXIz46quvALDZbMiynHDRxO12NyseFQgEQUTM0THwer0R92FBxyXTCih0Oh0ajQYlRWeJRGi12mblKcxmc0zR0h/+8AeuVRR2Ar2SONeXgCYvj/79+wNBO3Ov15v2GNHj8VBXVxf+f4fDkZIII+SCERJyGI1GCgoKIpL3ITcMi8US9RwOhyOcP0pmf0HHQcQbAoEgkxg5ciR36PVsAQYksf8Ci4WpV1+dcD+/3x+eizt16sRjDzzARLu9kQADQE+wVf1yErcL0QAXAY8bjUyfPRuHw4Hf7+eYrl15/tRTG833hYWFFBYWAtCrSxe2/Ppr3LYnDflOp6PHwQdjtVrxer0UFBQ0SdTamrhcLrRabauup2UaiqJQV1fXyNVMq9Wi0+nQ6/VhYYZer2/X4oxsiDkktY2b9lmt1ha35xOkzpYtW8IPU/379w+r+FOlU6dOGfMAVlNTE7Pn5datW7n4/PM5zu1mqiwziKAS0Au8B8w1maBHDx558kkGDIicri857zzOWbeOMVHOG40K4LTcXDb/bvVkNpvDE2Vr4XQ6oybm3G43X3/9NRCsmhk8eHBE5YxGo6G8vLxd37gFAkH7paHdmEDQEmRS3JNuQj1RE1VEAlRWVsbtT75169ZwsqJHjx706NEj7vl0Ol1EKziBQCAQRCcQCFBVVZX2RW5BdpKbm0t+fn5bDyOC2tratLfJKS4ubpbIwefzUVVVFXP7/XfeibxwIX+NE9tA0AXjMpOJIbfcwuUzZoRft1gsaa3Y9Pl8VFdXNyoySradnKqqvP7668x7/HE+/fxzcvV65ECA8uJiplxxBeedf35Y1KLVaikrK2sU+9lsNpxRKoq1Wm2jYh6BQNBytMQ9VSBoj7wwbx4vP/ggy2WZeJHRC8D8zp157a23WLduHXV1deTk5HD88cdz0EEHAcHW9AvnzWPZ0qVofp+LFUnC5/WyQVGItYq2Frgd+BASOqq/BLx97LG88uabqbxNFi5YwGf338+8JNZb9wInaTQUFhRgdzgwarU4/H5O++MfmTpzJscdd1xGrwG15/xbPEJC3ESOZiG0Wi25ubnCrawNESIMQSNUVeU///lP+Is8aNCgJttGptJTvKVxuVwRlQIHUldXx2tLlrBg7lzsNhsabdUbAAAgAElEQVQ5Wi21Ph9HHHIIJ44axXHHHYeqqlRUVPDhihVUV1ZiNBpxBwIM2bqV25JMdH0MPH7IIbz56acAlJWVtbpjiKIoVFRURHUG+eabb8LtSqIJcAoLC1OqsEgnLWXjKRAIOgZChCFoacrLyzPK9rutsNvtcW3wq6ur2bZtGxB0DznmmGMSzu+ZFFMKBAJBJqKqKlVVVXFFcIKORVs+u8fiQPeE5pIuoUlVVRU+ny/qturqasaOGMEVNTVMjZFCVYFHtFo+7tmT1z/4gJycnPA2jUZD586dmz1GCAqtqquroybeTSZTwgIqj8fDlPPOY9NHH3GZ283ZQM7v498IvGgy8YXRyIJXX+XII4Nd5RsucqiqitVqjbvom4mfO4GgvSJEGAJBcqiqyj233cbapUt5QJYZQmQrjmpgjiTxmsXCoYccwpatWxmm1VLq9+PQaPhEVRkwYACHDBzIildeYZLPx+RAgG6/H/8MsAF4Md4YgBm///dJYgsxPgOuMpt5ZeXKRsXAiXA4HAw5+mhecLkYHGe/jcAU4I/AdODo31+3A8uA+WYzQ0aN4uHHH88Yp/toFBUVZbxzRzpJlGuLh0ajCYsxUm21I2geQoQhaITL5eKbb74Bgq0rBg0a1ORzde7cOWO+1IqisH///qT2q6qqwu12U1BQQGFhIVu3bmXVqlXMf/JJ+igKk2SZHoAMrNDp+MjvZzOQzNLAxWYzp99/PxMnTkSv11NaWtrMd9Y0Yn33du7cyZ49e4CgQOTAnkdGo5Hi4uJWGWNDXC4XNpsNs9lMbm5uRgcAAoEgMxEiDEFLItwa/ofX66W6ujrmdkVR+PLLL8MLhUcccURCG/F0V5EKBAJBeyOe86OgY9IWBR+JSBQjpIJOp6O0tDQthRqJxCE7duxg0tlnc5jNxjRZZijBxZsA8AnwrNGIvVs3Fi1fHjUeTIeYVFEUqqur4wqt4v3NVVVlwpln4ly1iidkmVhLFu8As3JzWfHuu/Tt2zfshqGqKrW1tXi93rjjFDGxQNB6CBGGQJA8qqry6pIlPPP3vyPV1THc58MYCLDTaGSNonDIoYfy323buFyWmQI09C2XCbpYfAK8AfQ84NxzgP3APQnGIANXAzuBy4FxQEi2uBVYYDTynk7HswsXMmTIkCa9z9WrV3PNpZcyR5Y5Icr2LcC5BIUjJ8c4hxO41GSi+xln8LcnnsjYolhJkiguLm73BTuh1jeJYrBk0Gg0WCwWcnNzM2bdtr0jRBiCRlRWVrJ9+3YgqCYL9bJMlUy0Iayurm7SzWr5smXcd/PNzPN6o6oIzyGoHLwmwXnWA9NzcvjP5s1hMUFb2YN6PB5qamoavV5fX893330HBHvIDho0qNFE29qVvvX19dTX10e8ZjabycvLy7ikkkAgyFyECEPQkmSi5Xdbsn///rh2+L/88ktYHBtN9HkgkiTRuXPnjH34FwgEgrakOVVRgvaJJEl06dKlrYfRCFVV2b9/f1RXzlSQJImSkhL0en1axhUIBKioqIi7j8PhYNnSpSx45hmqqqvJ12qp9XrpWlbGiPHjmTBhAn379o16bE5OTkLBaTxUVaWmpiZhPivedVatWsV1Z53FR1HaiBzI08Cm4cOZ98orQDDOlWU5aaedjlaZKhC0FUKEIRCkjqqqrF+/ni1btuDxeCgtLeXYY4/l3LFjecThYFSUYxzAcQQFGAdH2f4C8CPwcBLXV4CPgD9LEl6tlmKDAY+iIBmNTJo2jUlTpjR7TW3NmjVcN2MGvfx+Jjud9AP8wBeSxNPAzarKxQnO4QBOMZmYu2wZRx99dIK92w6NRkNJSUm7XSMKFSanexlfkiQsFgt5eXlCjNHCtM9PpqBZNEze5ObmNvk8mXjjM5lMKYsw9u7dy9233sprXi+Hx9jnCeBMgk4Y04m0swrxGXCVycTT8+eHrRmb07e0uRiNRrRabSMby9zcXPR6PT6fD5/Ph8PhIC8vL2Ifp9PZagtNdXV14fYoDXG73bjdbkwmE3l5eWlLvggEAoFA0BTack7PRIxGY1yhdVlZWViEUVNTQ58+feIKPFVVxe12d8ienwKBQBAPl8slBBiCRmTq87EkSej1+mZV8ul0urTnALRaLUajMa6bTG5uLlOnTePiqVOprKzE4XDg8/mora0FwGazxTxWluVmiTCsVmtSvzOXyxUzmf7M3/7GtU4nEkEr9HhMAZ7csIG9e/fStWvXlO8x9fX1QoQhEAgEgoxEkiSGDh3K0KFDw689+uCDnOH1RhVgAKwA/kB0AQbAIIICxgCQqGxVA/QADHl5/HvtWmw2G0ajkfLy8rStpw0bNowNmzfzwQcfsPT559m3dy86vZ7OPXvC558zIUYLtobkAlM9HhbOncvRc+akZVwtgaIo1NTUUFJS0u7aA8daF0sHqqridDqRZZni4uKMXMttLwiJi6ARzgaq+OYkujPxi9uUh8CXXnyRMxUlpgADoBvwOrCU4KT7LLCZoL3TCuCsnByuLyhgzsKFDBs2DAhO+G1tlRTt7ytJEoWF/zPcCiUUGtIa7jWhSo9EE40sy1RVVSVVFSIQCAQCQUuQCXN6ppEo5gr1ooT/9TdPREs9fAoEAkG24vV64y78CjoumSrCAJoUM+n1evLz8ykrK6OsrCxc2JJOkj2nJEmUl5fTt29fDj744HDuS5blmN/HQCCAL4kFj2jYbLakK91VVY1ZxPLB6tWcR2IBBgQXXkYD7733XipDDePz+UR7JIFAIBBkBT6fj5cWLGBqnHWFt4AJcc5xJFBO0OEiGRYaDEyaNo3i4mIOOuggunXrlva1NL1ez9ixY1mwYgUffvEF765Zw8BBgzhXUUi2hGiCqvLme++l3YUh3QQCAWprazN+nKng8/laJQcWysc1NU4VJCbzVskFbUpIARWiOU4YmfjQr9Pp0Ol0SVsoqqrKy4sW8WoSi/s9gFXAeKOR9w4+mBUOB36/n27dunHZpZdy2mmnRfxO9Hp9m1tqWyyWRm0+IGgdWVlZSWVlJevXr6e0tJROnTpx0kknUVBQQCAQQJblFqtsCE2cqdz8PR4PHo+HgoICcnJyWmRcgtRQFAWn09nISUUgEAjaGwaDoc3n9EwjGWeQ0tJSdu7cCUBVVVVCy02v10sgEGh31Q2ZjM/nQ5ZlMZcLBBlIe0w2CtJHJuZjQpjNZhRFifrTEIPBgNlsxmQytcrcbzKZkCQppe+UVqulpKQk7O5VWVkZ0/HC7Xan/Hfxer0RObpkcDqd5OTkRMSmVquVfJ0Onc9HstKIbh4PNVVVKV27IfX19cIpTiAQCAQZz44dO8gJBDg0zj41BItw43ENcBdwFNA5zn6rgXcNBj68OFFDkPRTs28fPQ9wRY9HEcDvAs9MX28JuZMVFRW1i/xcazodhtxEiouLM/oZIlsRIgxBBC6XK/zgazAYmlXVmYlOGBB8sE72JuZwOHC4XByS5LklYITHg2PYMGbdcUfcfTPhYVSr1WIymRpVVfz44488fNdd/Lx9OydqtewDqrRabvX7GTt2LNfdcgsmk6lFRBh+v5+amppGbVKSJdQjqzkCIkF6cDgcuFwucnNz20XwIxAIBLEQdsuN0Wg0CW29S0tL2bVrFzt27ODj997DUV2NpNHQq18/Jk6bxlFHHdXomJDNtqB1cLvdOBwODAZDRsSuAoEgSMg18MBFa4EgRCYnUPV6PZ06dYq6LSTG0Gg0rd6fOhS7JOs6EaK8vLxRi7Vo+TBZllNu6xqtaCYRgUCgUQs3k8mEOxAgFU9TtySR1wx3XK/Xi8fjEfFDG6GqqsjDCAQCQRI4nU5yEog9jUCi6GAU8F+CLesfAk4isg2BC3gF+KfFwvOLFycsQmkJjDk5Cd9HQwKANxDImrnc4/FQV1cX4fKejYRiudZEURSqq6spLi4WTr9pJjNXyQVtRkNxQnMXsTNVhGE2m5MWYSiKkvJDiwQoSQgIMmXyslgsEUmGZa+9xv233cZfZJnxgLmBG0Ul8MLrrzNu1SpeWr6ck08+Oa0VKR6PB6vV2uxkot1uR1VVsUjThiiKEhZ1ybLcInaxAoFAkClkypyeaSQSYVRVVfHAbbexd+dOLvL5OPr3ytPvv/mG6W+9RUmPHjwxfz59+/YNHyPEfa1LyP6yrq6O0tLSVl8QEwgE0amtrU3a3VHQ8ZAkKWPzMYloC/FFQw7MjyRDTk4Oubm5OBwOFEWhqqqKLl26NNrP7/fj9/uT/tuERAxNwel0RogwCgsLKS0qYsP+/QxO4ngV+MRs5u7/+7+4+1VUVLB+/XocDgd5eXkMGzaMoqKi8HaHwyHi5FbC7/fj8Xjwer1h9zi9Xh92k8nWe4JAIBC0NIWFhVT5fChEiiYacgzwye//jcdMoCdwC4BOxxhVJTcQYL/RyHvAcYMGsfS+++jfv3+6hp8SxwwezLMvvcQ1Sbps/Rs44qCD4s4hiqKwYcMGduzYAUCfPn04/vjj2yxn43a7MZlMWb0W0ZouGA0JCf2LiopE/JZGRAQmiCBdrUi0Wm3GJmn1ej1arTYpp4W8vDwMOh27fD56Jnn+rSYTf+jTJ+4+Go0mYxRlJpMJjUaDoiisX7+eB267jeWyTL8o+5YBtyoKh9rtTDnvPNZ/8w29evVKyzhcLlfYxSId1NfXo6pqypUmgvTgdDrDYhqn05nVgY9AIBDEQ6vViqRmDEwmE3a7Peq23bt3c9bppzPNZmO6okQ8lJyiqsyUZV76+WfOGTOGZW+/Tb9+wcgkEAjgdDoz0vFKVVV8Ph9erxefz5f11ReyLIfn8kAggNVqpbi4uI1HJRAIbDZbkxdmBR0DnU4nxIpNxGg0hvMjqVBWVhZOmFdWVkYVYUBwYSDZYpGmuGCE8Pl8ES4UkiRx6TXX8OL99zM4CZHJfwBffj7Dhg2Lun3Lli386+GH+WztWk7U68kPBKjVavmL389pI0dy7a230rdv37AoIFPyX+2J0N84JLqI9pn1+Xz4fD7sdjs6nS4syMhkpxyBQCBobXr27ElRaSlrf/uN4TH2mQJMAK4FEs1oI4C/GAw8+MQT/Pbbb7hdLg4rLOSG00+nW7dETU1altNOO407dTq2Aocnsf+LFgsXz5wZzsOYzebwHOL3+3nx+ed58ZlnMDmdHPn7PPScJOHPz2fazJlMmTq1TdrJ2my2cJu5bCNU2NpWqKpKbW0thYWFwvU3TUhqGzcQtVqtrW6tImjMb7/9xpdffsnPP/+MXq/nqKOO4uijj25y8thoNGZ0ktZmsyXdV/O+229Hu3gxtydRaVQFDDca+eLrr2P2AYXgokTD6oC2xm6343A4mDBuHOdu2sS5SRxzg8nEITfcwP2zZzfr2qqqYrfbU+5zmiw5OTlx/xaC9KOqKhUVFRFJgNLSUvGgL2hz9u7d29ZDELRDMm1OzzQqKyujVmufOXIko3/6iSsSLHK8Aszt1o1PvvgiLPDVaDSUlZW1ueBXVdVw4tvj8eDz+SLEpCUlJVm96BDtOS0/Pz8jBTACQUfB5XJRV1fX1sMQZDgWiyVmuw9BYurq6lJOfvv9fr788svwM/DAgQOjzpd6vZ7S0tKE5/N6vVRXV6c0hgM5MEbdvn07Jxx7LH+12zkjznF1wHiTiSseeIAJEyc22v7xxx9z3fTp3CDLnA80lJTUAosliXlmM/NffpnBgweLWLkFaO7nQ6vVhgUZ2RyrCoLOWKm69wgEgsYsWriQD+69l0WyTKxl+6lAV+CvEHMfBbjJaMQ9fDjPvPhi+geaBp575hmWP/ooy2WZnDj7vQo8kJvL4KOP5pPPP0ev0eAJBDj60EOZNGMG7yxbhvOrr7hVlhnE/34nKrAReNBkouj445mzYEGbrAnk5uZmZXFufX19s4S46UKSJCHESBNChNHB2bhxI08+/DBfbdrECTodJr+f/ZLEZkXh7LPP5pqbboqp4I9Hpi98ezweampqktr3119/ZdzIkbwrywndMG7T6/GPG8ff/vWvuPsVFBSQkxNvmmtdvF4vGzZs4KzTTmOjLJOM2dBm4PLCQrbt3h1hc5kKiqJQW1uL1+tt0vHJIpJQrYvD4WhU+Sz+BoJMQIgwBC1Btj7YtRYhoWdDvvnmG6afcw7rZZlENREqMNJi4e758xk+/H91KS0Za3o8noQPvSHXi3hk89ynKAoVFRWNHMokSaKkpEQIKwWCNsDj8VBbW5s250BB+yXT8g3ZRlMXuLdv305lZSUQdMbo2rUrOp2u0SJ3eXl5wqrQmpqahI43qqoiyzKSJMVMkJeVlaHT6VAUhf379/Ptt98y+bzzuNLhYDJELL6owJfAjUYjp110EXfcd1+j8/3www+cN3YsC2SZY+OM7VPgupwc3v3kE7p37y6KMtJMMp+PZNFoNBGCjGysGu7ICBGGQJAe3G43Z40axfAdO7gtEIgqsrADYwg6SNwFHOhpsQt40Ghkb9++vLxyZcbGYqqqctuf/8w3b77JQ7LMgY3H7MBcYL5GQ6lOx6VeL+cCuYAf+Ai4R6ulTyDAQiDW7O4FLjOZ6H7mmcz++99b6u3EJRQHZQvRClvbmk6dOjV57U8QJDP7RQhahWWvvcZlEyZw+vr1bPR4mOt08rjHw6uyzCdeL+alSxk3ciQ///xzyufO9Icrg8GQdPVknz59uHHWLC4wmdgeY58AMFuv54vycu544IGE58y0nkoGg4H//Oc/nAJJCTAAjgJUt5sff/yxSdf0er1UVVUlFGAEAgHWrFnDq6++yooVK9iyZUvK13K5XFit1iaNU5AaqqpGdTVxu90ZFUCkm/b83gQCQXzawloxm4gW87w0fz5TPJ6EAgwIVlNc7HKxeO7ciNedTmdUh43mIstyWCAa7yeRACN0rmxdLI019pA1Zba+L4EgW/H7/VitVvHdEyRFpudjMh2DwdCk+K6srIxdu3bx/DPPMHrkSI7s359+Bx3E8EGDmPfcc9hsNoCEhWghh61Y7N69mwfvv5+j+vfn8EMOof/BBzN4wAD++dhjYRFIiJAQNnS+gQMHsvydd1gzeDDH6nTcqNPxD4JVvaeYTFxVWMhpU6dy1Q03RL320489xswEAgyAk4HzPR7mP/NMxDgEzcfj8aS1JZWiKDidTmpqaqioqMBqtWZ1DCsQCARNwWw2s3jFCtb06cMkk4nVBF0tQmwB7jUaceTnYxg7ltNMJqZZLDwGPApMtlg4w2ym64UXsuTNNzNWgAHBwooH//53Lpg1iyuKizndYuEh4B8Enc+P0+tZkpvLHzUaPvZ6mUpQgAGgA44E6gMBniO2AAOCbVuelGVWrlzJ/v37W/ItxSQUe2ULLpcr49YY6urqqKiowG63t3ghdXtFOGF0UNatW8fMyZNZJsv0i7PfEuAfxcV8uGZNStWG2WC/nOpn76VFi3jgnnsYLklMdLvpDniATyWJhUYjvfr3Z+6iRQltFrVaLeXl5c0bfAswe/Zs/nvPPdyfxKJCiFNyc3lq5UpOPvnklCzBXS4XNpst7kOdLMs8N2cOC+fNo9jr5RBVxQ9sVBTKunfn8htu4Mwzz0xJpW8ymSgsLBTK/hbE6XTGDHDas4V5XV1d1lY7dySEE4agJSguLs44cWWmsX///ogHybNGjuTmH35gaJLHbwGu69aNj//zn4jX093+zu12p120WVRUlJX2jdXV1XEfsM1mc5PbFgoEgtRQFIXq6uoWEZ4J2iddunQRz7zNJJqTVzxUVeXR2bNZOG8ek/1+LlIUuvI/S+4XTSY+1+mYt3gxJ5xwAiUlJTHPFc/l4KWFC5l9zz2cqyhM9vno9/s1vgcWGo28I0n87YknOGPMGCC40FJeXo7NZovIf3377bfs2LGDDRs2oJUkikpK6NKlC926dUOj0ZCXl8eRRx7ZaFwnDh7MOo+HZCKAXcAZZjMbv/sOs9mcddWomUqiGC1dCPez7EA4YQgE6cXtdvP6ihW8+NRTVFRUUKrTUR8IoJhMTL70UiZNmUJxcTEul4u3336bXTt3AtDnoIM444wzMJvNbfwOUiMQCLB69Wq+++47PG43peXl6PV6Xr33Xl53u6OKLB4GHMD9SV7jNoOBkiuu4PqbbsLj8WA2m1s1Ti0sLMyav0tFRQWBQKCthxEXrVaLyWTCZDKJXGiSiOi3g/LPBx7g7gQCDIAJwGdOJ68tWcLlM2Ykff5seLDKyclJSYQxafJkxp15JsuXLeMfixdTXVOD0WDg/wYP5tnp0/m//zvQvCk6mXpzKi0t5QudDpIUYShAlc9Hfn4+brc7KYWnqqrY7faoTgkNqa+vZ/K551K4fTvzZZmBDbYFgE+2b2f2TTexaf167n3ooaQnblmWcTgc5OXlJd5Z0CTiJapcLle7FGG4XK60VqIIBILsQjhhJMZoNEbEXEogkJQLRggtoEQRbno8HmRZTovIweVyUVdX1+zzRDtvtokwAoFAwuS+2+3GaDR2OFtKv9+fFc85gvaF1WoVAgxB0uh0OiHASAMWiyUlEcbfH3mEj55/nk+9XhrKKyTgOOA4WeZT4JKJE3n59dcZOXJk1BgyngvGa0uW8Pi99/KWx8NBB1xjAPCIx8NkYPK112I0mRgxYkTYqbLhOX0+Hw6Hg5KSEsaOHcvgwYPR6XR4PB6+/vprFEWhvr4eq9UaIbj88ssvOVavpzDJZ9+eQA+tlu+//55BgwZhs9nSKp7tiMiy3GpVqKqqCjcMgUDQ4TCbzVw4aRITL7yQPXv2UFdXh8VioWfPnhHPgRaLhfPPP78NR5oetFotI0aMYMSIEeHXzh41iitiCDAA1gKzkjy/F+jk9bJo7lz++a9/oddoUIHRI0Yw9corGTx4cIvHrXa7HZPJlPHxsdvtzngBBgTzRU6nE6fTiUajCbcz0+v14jkkBiKD1AH5+eef+emnnxiT5P7TZJkb5szh0ssvT8rtQKvVpuSK0FYYDAYMBkNKDzD5+flMu+QSpl1ySZOvm6kijHHjxnHTNddgA5LxPPk30LVrV7p27YrL5UoowggEAlit1oS/b1VVmTl1Kgdv28bDXm+jnkla4FTgOLeb85ct47FOnTDn5PDNunV4PR5KunZl/IQJnHjiiVFv+g6HA7PZLBLoLYDL5cLv97Nu3Tpef/llqvbuxWA0MnDIECZMmkRpaSkejydjvwNNIRAIYLfbRYAhEHRgxHySGJPJFCHC6N67Nz9s28bxSR7/I9Ct24EdV4OEHqibQzwXp+bi8XhQFCUrYuMQLpcrqf1sNhsGg6HDfAdkWcZqtVJQUNDhxCeCtsNmswmxryAlRNV6etDpdOj1+qTaj+3YsYMX5s7lU4+H2P4WwRYdd7nd3H7ddZz41VdRcyj19fVRj3U4HNxz++2slOUIAcaBHAnMkWWuvvZavti8GZ1Oh8PhiFhMbyg6zcvLC8/jRqORsrKysGX47t27I0QYTqeT/BQX5fMkKRxXeDweXC6XmEObQazPh0AgEAjSiyRJdO/ene7du7f1UFqV/fv3s+3nnxkVZx8XkEx5627gIqAI+KvHw2mAPhCgDlj24Yf8ec0ajjzxRP4xZ06LFq4EAgHq6+vJz89vsWukg2yc4xVFweVyReSQtFotOp0u/BMSZ2RTTizddIyMmSCCzz//nFMJ9mVKhkGAw25n3759MRPgDcmmRGxubi61tbWtes1MXYDu3Lkzp558Mi+9/z4zE+yrAs+ZzUy96iokScLn81FfX4+qqiiKEvUnWb7++mu2b97MC1EEGA0xAv1kmWeefJIzjUbGejyYgN+Aez78EF9BAQ898QRDh0aanauqKiowWohVq1Zx48yZaOvquNDl4lSCLXs+27iR4U88wZjRo/nbk08mdR/JFmw2G4qiiEp4gaCDkk0xT1tyYOxzwbRp3Lt2LRe7XCQjYVuYk8Oll10WdZvf78fpdDa556rD4cButzfp2GRQVRVZlrNqwSFZEYaqqtTW1lJaWtohxIgulwtVVamrq8Pj8VBQUNChEwmClidUYSQQpIIQYaQPi8WSlEhz0fz5XBAIUJrEOc8CHtm5k40bN/LHP/4xYls8F4xlS5dygiRxSBLXGAJ08/lYtWoVo0ePbuRm0FCEcWBLzW7dulFZWRl2w1i/fj0VFRWoqsr+/fupTHG+r1KUiNbGdrsdo9Eonp+bgNvtTkoUJBAIBAJBU6murqazXo8+jgi8AKhOdB7gPGAaMP2AbZ2Ay4CL3G6uXrOGqy+9lGcXLWrRZ2un04nFYsnYHJ4sy+3G+TAQCBAIBBrFtBqNJkKcERJodISYMDM/dYK0sm3bNpYsWMDO7dsBqPN4GJhC4C4B+Vpt0gnZbHroN5lM6HS6VrvJ6fX6jE7W3vnQQ4z47DMOdbkYEWMfFXhIq6W2a1fGjx8ffj1dar0Fc+YwWZbj3pw8wBSgEPgSGtlhXupy8YnLxYzJk/nns89GWGqBqMBoCd566y0umTCBR2WZ0yBiUe1PsswdwKz33+e8MWNY9fnnTV4syyTcbrfovSkQdHA6wsNCOtBoNBHuYyeeeCK+ggLedLk4M8Gx/wZ26nSMGhW7FqO+vh6z2ZxyjFVfX98q1QZutztrYg6v15uSBabf78dut0cssLRHFEWJSCK43W68Xi+FhYUYDMlK2wWC5PF4PC3m0CNo32RTPibTycnJIRAIJGxLsnL5cl5NMqekAy7weHjtpZcYPnx4ROwSLyZZuXgx16bQTvdCp5PXFy1i9OjREa+HxIQhDhRhGI1GSktLWbp0KR8sX059TQ3H6nRoge8Vhd1uN7uBZOqCvwMcBgMDBgwIv6YoCjabjaKioqTfiyBINlbICgQCgSC7MBgMeBK4Xo0ClgN/jLPP34GRNBZgNMQEPCXL/GnDBj788ENOP/30FEebPJlelJtKC7xsRVEUvF5vI5d8SZIwGAwZ+7dJB5m7GixoNrt37+b8MWM4fwEeJvQAACAASURBVPRojIsWcfbatZy1di3Gr77itxSSqwGg1u9P2rIn2x76c3NzW+1ameqCEWLgwIG8sGQJf87N5Xa9np8bbFOBNcAko5F/9+7N4hUrMJvNaR/D52vXMibBZP83IBd4mqAQ40AkYATwgixz3YwZVFc31mfa7faUHDoEsamurmbqxInMl2VGQdSq5k7Ak7JM0U8/cesNN7TyCNNPKHkkEAg6Npmqos9EGtpLajQannrhBe4wm3k/zjGfAVeZTDz9/PNx48tQtWYq2O32VktmezyerOjtCcm7YDTE6XS2Wn/ytsLtdjeqJA4EAlRXV4tFEUHa8fv9WK3Wth6GIEvJtnxMppOfn5+wgKDSbqdnCufsoapU7dkTIeiP54IBUFVdndI1egJVFRWNXnc4HGE3Bb1e3+i9qarK3Cee4P1nn2XW3r1s8HiY63TytNPJarebU4FnkxzDPKORiy65pJFoWZbliDZ1gsSEWr8mQlVVvvnmG9544w3eeOMNtmzZ0ih+EQgEAoEgFj179sSqquyMs8/5wEfAvhjbHcDrwJVJXM8IzHC7efGpp1IbaBPweDwZWUwZTZjQkVBVtd24gMRCiDDaKbt27WL8qFH88dtv+Y8sc2sgwBhgLPCoorCO4A0xGT4FenbvTnl5eVL7Z9tDv9lsbrVK1kyvlJMkiaFDh/L+6tXkX3YZ5+bmMjwnh9F5eRxjNPKX0lIOmTyZZxcvpqQkXrfT1AndbB0eD/HkPm5gCXAvkOivNggYpSi8snhxo22KorSo/XhH4tk5cxgRCHBcgv00wN2yzOJFi7J+wSLUhkQgEHRshBNG8hzY4/PII49k8fLl3FlUxFk5OawEfgV2AO8A55pMXGWx8OyiRQwZMiTh+Z1OZ1IPbj6fj9ra2lavNMiGxYZQ65Sm0N6FifHEKfX19VRXV2eN0EaQ2SiKQm1trYgzBU1Cq9VmtPNmtlJQUBDX0cqo0xFbPtEYL2AwmSLm3ETPx0aDIeVrGKPknxq6YBQWFjZqJ/b4o4+y9e23edvj4VQicy4ScBfwNsEK2HjMkyS+7NSJKdOmRd0unqeTR1XVhJ+PQCDAooULGTFkCFefey7v3nwz79x8M5eNH8/pw4bx6quvCjGGQCAQCBJiMpk4/4ILWBSn4KgQmAlMBWqjbP8IGAx0TfKaY4DNW7ZQXV2N3+9v0fnKZrNl3HzYEVwwOjqifK8doqoql0+axEybjUui3FS6AkMJLmRH767d4FzAPLOZi6+6KqlrS5KUdVWhkiSRk5PT4gvykiRlvBMGBEUpXbp04dY77uCGW27hl19+we12h6s4JUlKy+9KURTWrl3Lgqef5tN16/AEAhi1WsySRDXRHS4A3gKOAXokeZ2LPR4umzePa66/vtE2l8uF2WzOir9LJvPcv/7Fv5JctOkGDJEkFi1axMyZM1t2YC2E2+3OisU0gUDQ8mRbzNOW6HQ6tFptxEL1UUcdxbpNm/jwww956dlnefjXX1EUhZKiIoaPGcM1Q4ZwyCHJdD8PYrfbY9pbe71eHA5Hm1U+uN3uVnVfawqyLDd5QcTn8+FwODL+PTYFn8+XsAe71+ulsrKSwsLCRoIjgSAVrFZru68EErQcIi5pOTp16oSqqlGfAwceeij/3rKFsUmea7XZzB+POw6Px4Oqqvh8vkYuGC6Xiy+++AK73Y7FYqH/gAH8e98+jkhy4WC1Xs+Rxx/f6PV4rUjq6+t5ds4cVskysWbzrsBLwGRgNXAFcMTv21RgE/CcwcDXubksXbmSwsLomR1FUairqxNtSZLA5XLFFXr6fD5mTptG5fr13CvLnMj/3EkVYPWvv/LI7bez/tNPeeypp4SIXCAQCARxufjyyxmzZAmj/X6OjbHP1UAFcArwZ+AcIOSt9RvJr9tAsBDHoCgMO/546mUZjSRx1MEHM2XmTMaNG5fW5+tQm7m8vLy0nbM5+P3+jHTnEKQX8YTWDtmwYQPu/fuZFufh7CbgPOBQYFiMfVTgQa0We/funHlmoo7dQbLNBSNETk4ODoejRZX4er2+UZVBJtJwYjMYDPTv3x8IJpe/+uorVFXFbrfjdrub3I7Ebrdz+aRJVP34I1NdLv4O5AP2QIDpwKvAHTGO3QYJHRcaMhCostlijtdms1FaWpoVf5tMpL6+nt+qqjg6hWMGu91s2bSpxcbUkog2JAKBoCFisSM1TCYTTqcz4jW9Xs+YMWMYM2ZM+LXffvuN3377DYD9+/cn7b4lyzIejydCXOnxeHA4HHEtvluD0EJ+JsfKzRUY1tfXt6rDXGuRbIsWVVWpra2lqKhICDEETcJms7X5vUqQ3QgXjJalsLAwqmvUlCuvZOEttzD2gBgnGnuB9arKE+ecEz5Xw3lm7969zHniCZYvXcphBgMlgF2S2OhysUGSuEJVE1oau4GlGg3vXnJJxOs+ny/sqCBJEgUFBRHbly9bxgmSRLcE5z8M+ACYAZyn11Os11Og1VLj9+M3GBgxdiwPnHpqwjYuobYkLdHmtr0QywVDUZTw9/3Om2/Gs349r8kyB5YXaQgukP3B7WbyqlU8eM893HH//Y3OIRAIBAJBiF69evH43LlMnT6d+2SZsUDDLIYKfAmsNpk4efRo/l1dzYMbNtDLaERVVba73YxTFEggHFWAvxJ015ro93OR3083wKuqrN62jQWzZvHo/fezaNmylIpzEuFwODCbzRmRzxMuGB2Dtv+kCdLOorlzmepyEW9JuT/wHDAdOAuYBvT+fZsKrAOeNZmo6NaNxcuWJZ1IzOTEcjwkScJisbTojS9b3BY0Gg0Gg6FRLyqDwUBhYSG1tUGjqcrKSnr16pXy+WVZZvK553LYtm287PNF2FsWAA8QFAjdwP8UlA1RSL2PklajiVk54Pf7M0oBmW3YbDa0koSUgpWXjuCiWKYvRkVD2KYKBIKGtLfF5pYmmggjGmVlZezevTss/HS5XHFtwBtis9koKytDlmUcDkdG9dZ0u90ZO+8pitLsCgxVVbHZbO2qqjVW1XM8rFYrRUVFWRP7CzIDp9OZ1P1RIIiHiEtansLCQqxWa8ScecYZZ/DIvffyitPJxDjH+oCbTSYmXXRRWKBQX18fdr/54YcfmHTOOYz3ePgA6N7AhalWq+VMn48HgdvjXEMF7jIYOPHEE+nZs2fEtobFBLm5uY1ikjXvv8+fkpzzioH7gBmFhTz3yivU19dTUFCATqdj//79QLBNclFRUdyCF5vNhtFoFGKAGISKxVRVZdOmTSyYO5cPPv4Yhyxj1Ok4+ogj2Pr992z0+xsJMBpiBp6WZf6wcCFfb9zIpq1b8QYC5JtMnDF6NFNnzODII49srbclEAgEggxnxIgRPL9kCX+dNYsHfvmF8V4vZYqCA3jfYsGVm8v1f/kL511wAQDV1dXs3r0bCD4Pz7r8chS3O+4azv3AV8CnRDqiG4FRwCiXi6UuFxeceSZvfPBBo7imqaiqSl1dXdLFPi1FIBAQTtsdBCHCaIds27qVK5PYbwjwLjAbGClJ9LRYyNFo2O/zkVNUxNSZM7lgwoSUVOmZmlhOhpycHJxOZ4v1hcqmRKzJZIq6aFFWVhYhwujZs2fKDhKLFiwg/7//ZbbPF3UiPhg4lWBVxXMEHxYb0hX4PoXr7QKQJO69/Xbqqqqw5OYy5OSTGT9+fPiznUkKyGxClmU0Gg05JhM7XK6wkCsRPxmN9OvdG6fT2cgCNZMJVeoIBAIBBBc6hItSahgMBiRJShhrGY1GioqKqKmpAWDfvn307ds3qWv4/X4qKiri2ja3FW63m/z8/LYeRlSSdXtIRHuram1Ki5aGjhjZFP8L2g6PxyOc1gRpQYgwWh5JksLFKSHnGoPBwMKlSzn/T3+iym7nUlVtVFDyKzDLZMI0eDC33nln+PWQAKO6uprJ553HnW43Z0X5OxZJEitMJsbKMvXALcCBksf9wP16PTt69+bVp59udI54rUgAnPX1FDR6NTYFgMvjCbunQtBto6qqKrywUF1dTWlpacxzhJwmY7Ut6cgoioLT6USWZW648kq+XruWiyWJO81mSsxmHMC133/PeL8/ZvuYEHuAKcDBqsrkX35hUX4+ZqBCVXlt1Sou+eADhp92Gg/9859ZndcVCAQCQfoYPHgwK1etYuvWrbz/3nvsqarCkp/PHSecwLBhwyIElCUlJWFRg6qq5JeX8+8dOzg5xrm/A94EPgbirQycB+yvr+feW25h/pIl6XljBB3f7XZ7m+VnQjmDllqHFGQWYsWxHRJQlKSdAroTdMHYedBBPPz007jdbgoLC+nbt2+TFhayOVjXarWYzea0JaEbIkkSBoMh7edtKUwmE3a7vdHrhYWFYZcMn88XrvRLFkVRWDB3Lv+Q5bif0dnAdcA44FrgdCD02zsZeAS4m/iTNMCHBFvvdNNqOWTVKsq1Wpyqyvvr1vHXu+7i8iuu4JobbkCj0WSEAjKb8Hq9WK1WAC6YMIHFCxdyRxL9q+0ExV+rzzknvBiVDVUvog2JQCA4ELHQkTqSJCUda3Xu3DkswqiurqZXr15JiyUzUYABwXEd2C4lU0inyNBut2MymdqFSKmpv5dQUqW4uDirngEErY/f7w/H1AJBc8mG56r2gCRJYbFoqHilX79+vPHBB9x9880M3rCBP6kqB/l8+IA1JhPfAhMvvJDb7r47ajyz4PnnOUWWowowQpRKEu+ZTFzs8TAYGGM0crgsB23BjUbWKgrDhg3j6QceIDc3clleVdWIe0000UN+p07UpPB7qAHyD2g5otfr6dq1a7it3I4dO9ixYweVlZXodDoOO+ywRpWsIfGmaOUVicPhwOfzMfOSS9Bs2sRqoxFTg9gqD6hQlIRFeDUEF7EuMpm40myOiM86SxLXGgxcqqpM//hjbrz6ah6fM6ddxHACgUAgSA+HH344hx9+eNL7S5LElTffzN033shRstxINAqwALiYxGs7ANNUleM2bGDv3r107do16XEkwuFwYDQa2yQ/Y7Va8TVwPBO0b4QIox3SpWtXft67l2RvjduA7j17MmDAgGZdV5KkrHcSyM3NbRERRiYm2+Oh0+nQ6XThqowQkiSFLcIBKioqUhJhbN68Ga3DwaAE++mBJ4F3gFmSxCy9noOMRvzAr14v5QUFPFlTwx1xFlmWAw9IEs8UFzPUaIx4iJwI7DIauWrePHbv3Mkjjz+O1+tNye68I+P3+yPUmpMvvZSxL7/MtN97t8XjGa2Wk4YNo6ysDFVVcblcjRJEmYjdbs/YRT2BQNA2ZHvM01ZYLJakYq2CgoLwvoFAgKqqKrp06dIKI2xZ3G53xsWFPp8vIgEQCAT46KOP+Oidd6i3WsnJy2PYaadxxhlnJCUoCAQC2O32Rr3ms41AINCsFi2qqlJTU0NJSUlWC9UFLYeiKNTW1opWd4K0IQSirYckSRQXF1NRURH+Dvfo0YPnlyxhz549vLFyJb/t2oXH5+Oo0lKuHDqUbt26RY0ffT4fL734Ii+rKiRY/C6SJBYbjRynKPS99lr2VVSgkST+r3NnJh52GBaLhZqamkaupU6nMzzX6/X6cDuUhpx61lms2LiRc5LMia3Q6zl13LhGr3fp0oVdu3bxzttv89Hbb2P2++lrMuFXVTbV13PUwIFMv/56TjrppPAxNpsNg8EghES/E3LBeOedd9j31Ve8oddjiPLZcKhqQveSR4FTjEZmxsl15UgS83Q6Rq9ezerVqzn55Fi1ywKBQCAQJGb8+PH8sHkzZy9cyOOyzFENtinASmB9kufKBcYCb7zxBldemYz/f/JYrVbKyspaNf6w2+3NbgUryC5E9rgdcv4ll7D4hx84M8mesossFm6eNq3Z19XpdFmvltbpdJhMprTfCDMt2Z4MJpMJh8PR6PWGIoy6urqUKjorKyvpLUkk8ynREHTCWJaTw6i77+bggw9Gq9XSu3dvAoEA40aOpKi2lisVpdH5fibolLGirIxDYiS9e+p0vJqby9mrVvHKSy9x4UUXhSs3xYN/bAKBADU1NRHJ4t69e3PtjTcy4bHHeEmWidahTQXmajQsLyjgrUceCb9ut9txOBzo9fqw+Cf0kylJRI/H0yLiLIFAkN1kyj0q2zAYDFGFntEoLy/n119/BWD//v3tQoQhyzKqqmZUzNzQ7eH15cuZfc89lKsqZ+t0FGm12AIBXlqzhrtvu40bbrqJiy+5JOH4nU4nZrM5q10g0uEOEhJiFBcXCyGGoBFWqzWpe6FAkCwiNmldQg5fzgNyb926dWPmVVcBwSrLb7/9FiAsujow37Bt2zbyAgH6JxkbFEgSQ00m+vTpw3XXXQcECyU2bdqE3+9HluWwCDDEga1Ios3j48aN495Zs9gO9EswhnpgmUbDe1FyibIs89A995C7Zw9P5eUxqIE7ljs/n7d37uTm6dOZ/LszKfxPwJlN7UpbErvdjqqqLHj6aWZCVAEGBD8LNXGszOuBN4CPk2gTZ5YkpisKC+fMESIMgUAgEDSb2+6+m559+nD5I49Q4vVyutNJDrCToBAjdrOyxvT2eqnasyftY1QUBavVSnFxcdrPHQ2XyxV1vU3QvhErje2Q0aNHs12r5fMk9l0F2HJy0hJgt5fEYktU5WejCCNWL2+TyRSubFRVlaqqqqTPqdfr8aa46OCRJLp27crgwYM55phjKCoqorS0lOXvvssbffpwqsXCIuA3oBL4ErhSo2FSXl5MAUYIi0bDXQYDzz7xBKqqipYTCVAUhZqamqiOENNnzmT8jBmM1Om4Tq9nI8G/x25gMTDSZOLlzp15/f33KS8vb3Rej8eD0+nEZrNRU1NDRUUF+/bto6qqirq6OhwOB7Ist3qiWlXViISVQCAQhBBOGE0nWdepsrIytFotPp+PDz/8kGtnzGDmtGncduONrF69Oiurx0Nz3v+zd97hTZbrH/9kNqt7sjfIkL1ki6AoyEaWZQrIASe40OM5Io4jKKiIKMiWqVABQUFEQGXJkFGQPVvobpM0O+/vj9L8OpI0KS3Q8n6uy+uSvOt5kzTv89z39/7e9xK5YoNFX3/NB2+8wVcaDZsjIhgTEkLfwEBGhoSwLjycNSEhLJ01i4/ee8+n85b1OVVJCTBz509isl0kL5mZmffcb4FI2UcsJrjzuHOUyItOp3PFg+x2u9tno9FoJMRPAU2o05kviC+Xy4mJiXH9+9q1a/n6jBcUYbhDpVLx6rRpjFGpSPJy7WxgnEpF3wEDqFKlSr5tgiDw7KhR1L15k28jI2lVoP2FWiplUFAQmyIjWTN/PqtXrvz/82Zni89KcLm0Xr9+nX/OnqWHl7hWN6WSDV7OtQ1oI5dTwcffhn4BAfx54IAYAxERERERKRGGjxjB3r//5qUvviBr3DguDBmCauJEBIkEzxLCwqQDJ+LjeWHCBCaNGcN706dz9uzZEhmjxWK5I8IIq9Va5mMkIsVDjB6XQ5RKJZ99/TXPjhrFQrOZNh722w28pFKxeMGCElmslxcRhlKpRKlUunp73i4ymaxMJmoUCgUymcxtwj06Opp//vmHX7Zu5Y/ffyfdYCBAoaBJ/fqMfPZZevTogd1uJy4ujuVff80/ly5ht9uJDgsjMzsbI+A9VJGDAThmsVCvXr1C2ypVqsTW337j999/Z+m8eXx2/DgWm42w4GASkpIY5aOY5qGAAAS9ngMHDtCmTRtMJhMqlcqjCOV+Jbe3uaegiMPhoGOXLjR48EF+/eUXXtm9m7TMTALkcqpUqcKAPn1o3Lix296z3q5Z0CIdciqOcv+uFAoFAQEBpVZpK7YhERER8YRYbVp8NBoNer0+X3LAHVKplJ2//MKKJUuor9HQKzCQIJmMpH/+4f1t25imVPL2jBn0ePzxOzRyz9jtdrZv387S+fM5fOIEZquV8KAgevfty4gxY6hVq5Zr3+zs7Hum77nZbMbhcPDXX38xd9YsNkZGUtnDnP6BgAC+j4jgyRUraNqqFY899pjXc9tsNgwGQ5loO1YQq9VaoomgXCFGeHh4mVwXiJQsRqOxUOW8iMjtIpVK7ymXpfsFuVxeZPwoPDychIQEAFJTUwutiQMDA0n185mTKpUSFBSU77UKFSqQmJiIw+EgOzub9PR0wsLCsNvt6PV6137e3CZGjB5NeloaPefN4zmzmf7k2IADWIGtwOdqNQ0feYT/fvBBoeMPHjzIpRMnWBIdjdTL9zFaLmdeaChj3n+fgU895Xo2ZmVl+dXytjySm6BJSkqiskqFwsv7OFStprPZzBuAu3ftJlDDj3mHWiIhQqkkJSVFdCURERERESkRZDIZ3bt3p3v37kBOvP+nDRv468YNWhVxrAH4t0TCRqDXlSu0S0lBBpyNj2fQihXUqVeP/336KTVr1rytMWZlZblygqWBw+HI19r9drl69SpnzpzBbrdTsWJFGjVqlG8dYDKZOHToEAaDAa1WS4sWLXwuhhIpecQIUDmlY8eOfLF4MWPHjqWVIBBrMtGInJYAR4FlGg0nZDK+WbqUVq2K+rnzjbJsN1wQnU5HWlpaiZyrLLpg5KJSqQoFCAVBYNFXX7F00SIGR0TwfY0aVFGpsDid/JaRwZK33+adt97CZrXSTKtlanAwbZo0QSaRcNZkYpJez/cOByN8uP56oF3bth7tx6VSKZ06daJTp06u186ePcuY3r2p4GNyTCKR0FYu5/Tp07RpkyNZyu1HKibY/p+MjAyvgaUbN25gt9sJDg5m6PDhfDRrluvhf/r0adffU2JiYr5EVHEQBAG73e6yWjUYDISFhZX431quO4eIiIiIO8REavGRSqUEBAQU2f5t+ltv8ccPPxBXpw61CywYxwsC+/R6Jr/4IhkZGQwZOrQ0h+yVK1euMGLwYIJNJkYFB/NVo0aoZTKuWSys+fVX+q1dy1PDhzPt7beRSqVYLBa3duR3g6ysLAC++eILJmu1HgUYuYTJZLyu0/H1nDlFijAA9Ho9arW6zM2pSqMNWW5Lt6CgIFHsex9jsVjECiiRUqGs/c6WJ7Rarc8ijPT09EJtyerWrYs1IIC/jUaa+DA3SBUE9lsszGnfPt/rCoWC6OhoEhISsFqtLF68mISLF8nKzAS5nIc6dqRly5ZFFlC9MGUKrR56iEWff86H+/dTW6lEClyw2ahXty4vTppEz5493Yp+lsyfz0i1GrkPgqDGKhUVDQZ++eUXevToAeSIQ202W7kp8vKX7OxsVxGKQqHAVkSyJkoiYYRKxWizmRVAYIHtSsDiZ8LHKgjlKr4rIiIiInJvIZFIiB0/niUffUQrLzEhAzBIIqF+WBiHatQgpMDcYErFiixPTqZ/r16sjYujbt26tzWu9PR0IiMjSzxOk1vYWhJOrr/99hsLPv+cv48do0loKDKJhHMGA6rgYEZNmECnzp1ZvGAB361bR+3AQMLkctLsds5lZTFg0CDG/+tfVK5cuQTuSsQfJEJJyW+KSXp6eon02xVxT3Z2NnEbNrBqwQIu31r01ahSheETJvDkk0+WaACwQoUK5aryIjk5uVAFfnEIDQ0ts4FWi8VCampqvtf+N2MGO9esYUXNmkS4WRgfNxh4Kj6ez+vUoZsb14P9WVk8Gx/PJkHA20/+NaC3SsX8Vato3bq1z2M+deoUEwcM4LfAgstPz7xpNFLzpZcYO3as67WAgIA71g/sXiczM9OrGMHpdHLo0CHX30utWrXytRzJzMzk5MmTQE5wsEWLFiWevJRIJISHh5dYsEAQBJKSknx2wZDJZIXarIjce+QGP0VEbhepVJrP8lnEf9zNMfISFxfHnDff5IfatQn2Eog/bzLR/+xZVm7YQMOGDUtjqEBO5erqlStZs3w515KSkEql1KlWjScHDWLxV1/xbFAQYz08B9JsNkZdvEjzJ5/kv7daeYSEhNz1SgSDwUBWVhYpKSl0bNOG/ZUqEeRDwMEmCLROSGDd1q3Url1U1/iyN6cSBIEbN26UWJWKO2QyGTqdDo1GU67WTyLesdvtpKSklMlWSiL3PiqV6r53ELhbCILAzZs3Pf5tC4LAoUOHXEKNBg0aFHIZ+OKzzzj9+ed87sOz51Onk8s9evDJvHmFtpnNZt564w22bNpEs+BgHgsKQiOXk2CxsCYlBXlgIO9/8gntCwg4PJGUlMSlS5dwOBxUqlSJqlWret2/YZ06/BodTbSP6/2F6emc7dqV/82e7XqtrM0bSgqn00lSUpLre2Q0GmnVuDG/qlTEeJmfOQWBaUYj+6xWngd6ArnlKbuANyUS9oSE+DTfuOBw0Nfh4K/jx1EqlURERIiCjHuctLS0IoXtIiIiIvcaGRkZdG7ThtkGA1097PO8RIIyPJyZtWt7fYZ9l5zMJ0Yju/ftu+18g1qt9svF2xdK6nf6k5kzWbNoEVMrVaJXVBTqWwJsQRD4PT2d9y5f5oLBQGzlyoyKiaFKnnzkNbOZJYmJrEtLY+nKlTRt2vS2x1OSlPe8iljCV87RaDQMGz6cYcOHl+p1FApFuQsg6nQ60tPTb/s8ZXnBolQqkUqlrkVgfHw8q5YtY0f9+oS7SYgIgsDU8+eZUb26WwEGQJugIJ6vWpV+V67wmSDQFsj7zRGAfcDzKhXPTZvmlwADclql3DCbMWm1qH1ULp4D2hdw28h1QSiqx2t5x2AwFOkGcfPmTZcAQ6lUEhkZmW97cHAwWq0Wo9GIw+Hg5s2bVKpUqUTHKQgCqampRERElEjVjNiGRERExBtitentExAQ4LHtGcDXn37Kv2NivAowAGqp1YyNjGTxV18x67PPij0ep9PJrl27+GXrVrIyMtAFBtK5e3e6devGxrg43nrjDXrExDCnenUeePBBnILAX+npTJszhyeDgz0KMADCFAqW1ahB9++/p/eAATRv3pzs7Oy7KsJwOp0ua/Lz589TV6v1SYABoJBIaKHTcerUKZ9EGBaLKR5QUgAAIABJREFU5a7frz+YzeZSFWBAjitGZmamyx5Uq9WWu7WUSH6cTmeJVUCJiLjjXnBXul+RSCRoNBqP/cRzCwYSExOBHGFnQRHG8BEjeGLxYhZnZjLay2f5q8PBNwoFG6ZMKbRNEATeePllzv/xB1ubNqVagWKg56pWZXtKChNHj2bm55/75GgVFRVFVFRUkfvlYjCbCfHjuxgik2HIyMj3msViwWKxlGlX2eKg1+vzPSO0Wi29e/dm5ZYtvOwlriiVSPhAq+VDqZTpwH8EgdpKJQJw1mJBIpGwz27nIR/iJMudTgYPG1am45giIiIiIvc+ISEhLFyxgjFDhzLNZGIgkPcpdQPYDhyoUaPIdfLAyEiWZ2ayfft2Hr/NVrUmkwmlUlli+aCsrKwSEWAsW7yYuKVL2dy4MZEFntESiYSaGg03jEY+rVePx93M2yqrVLxVowatdDpGDhvGvAUL+H3XLhKuXEEul1O3USMGPfWUKOguJcRVmkiJUB6tAtVq9W0v+uRyeZlO1EgkknzvwbJvvmFEeLhbAQbAEYOBLIeDfgWS8AUZXbEib9euzXiplM4KBZ8Dy4HPgG4aDa9GR/P27NmMzuNM4SthYWG0bdmSOB8ddi7a7cRbrXTtWlh3mZWVVaL9wMsaJpPJZVOeF71ezx9//MH27dvZv38/V65ccW2rWLGi2wBg3orx0qouzRVi3K6DjdVqFduQiIiIeEVsRVIyeErKHz9+nLQbN+jiYy/qoRER/Pjjj26fWb6waeNG2rdqxYdTplDl+HE6JiVR6/Rpvvz3v2nSsCHT33iDDS1b8kmDBjQPDUUjl6NTKGgcEkK62czkihWLvEaIQsHo8HCWLVwI5Dxr7qbYLzMz0/UsttvtyPwUAChuHefP9crKnKo0WpF4wuFwkJWVxc2bNwslX0TKF+np6WXmb0CkbFKW4w7lgaKEhnmdHdz1BA8JCWHlhg18qdXygiBwssDz4IogMEMQeEmp5Jtvv3Xb4nPJokWc+eMP1jRsWEiAATnxnUcjI1levz5TnnuOa9euubaVVLIhUK0mzY9nWZrDQZCbgH+uUPR+wWazuY1BjJk4kcUOB6eKmDOmA1tkMmZ8+ilbdu3ilUWLeG3xYrb9/jtvzpjBv51O9EXEYI7Y7ayz2xkxZszt3IqIiIiIiIhPtGrVitU//MC6Ro1orVLxnkzGMmAB8JRCweMREQT6GHsbFRzM0vnzS2RcWVlZJeKOn52d7VGg6w9Wq5WPZ87k6zp1Cgkwcllw5QoDoqPdCjDy8oBOR5DNxrjYWGw7d/JQYiItrl4lftUq2rduzdQXXrij8ZD7BTGCLFIilEcRBuS0EklOTi52kLw8uCioVCpMJhNOp5P1cXHs9mL1/X1yMsOiopD6EMh/MiKCaKWS55KSSOvVi8vp6QSGhvLfxx6jQ4cOt1UNOHLiRP4zcSK9nU60XqowBEFgjtnM4GHDUKlUbrenp6cTERFx31UnCoJQqF/1+fPn+XrePDZu3Ei98HB0SiVJRiM3srN5pHt3evXp49E6KjIykitXrmCz2bBYLKSnp5eKutLpdLocMYqTJBUEgYxblTg3b97ku7VruXD2LDidVK1Vi0GDB1PRh2SbiIhI+UZMdJQMGo3GbZA9Pj6eNkFBPgsDIhUKKmu1XLlyhUaNGvk1hqWLFzN35ky+aN6cVgWe94OrV6fV5s18164d9YKCCh27KSGBR0JDCfNxHjwkIoI2P/3ER1YrSqUSo9FIkJvzljZWqzVfO8iYmBguZWfjCAnx+T0/b7NRoYCLmDdyn68RERF+j/dO4nA4sFgsd/y6uc4kuc4YOp1OrGovR2RmZt6V75XI/YU4N7m7yOVyAgICPP6tBwYGolAosNls2Gw2srKyCA4OzrdPdHQ0786axbYtWxi2dSvhEglRcjmZTidXbTYGDR7MjxMnuu3l7XQ6+fqLL5hbrZrLntoTTYKC6B8VxfIlS3jjrbdQKpUEBQVhNptvWyDatUsX4g4eZGKBe/NEnMPBSz16FHrdarViNpvdxmnKIwVjL7nUrVuXd2fNYsiUKXwil9PVjQvxCbudyQ4HPWNj6dWrFwBVqlRxbR8ydCgnjhxh4MaNfCaTUa/A98MhCPxks/G63c7s+fPzHSsiIiIiIlKaNGzYkPU//8w///zDD+vXc/z6dQI0GkKPHqXzrTZuvvBQcDDvnD1bImPKzQdFRkYWOx9kt9s9Ptv9ZcuWLdTTaHhAp3O73eRw8N2NG2xt1crrec4ZjQw6epTx9eoxpk4dAvLMB4YBaQ0bMv3oUZ7q25c1GzaUi7zmvYIowhApEcqrCEMqlRIWFkZKSorflfs6na5c/FipVCokEglGoxHB6STGiy3hDauVdj4utiHHQtxgNPKfGTNKYqguunTpQuvu3Rm1YwffeLDXdgoCM4xGToaGurXyzMVms2EwGAgMDCzRMd7rGAyGfNWYu3fv5l/jxzO6Vi129uxJTJ5Kn9Pp6Xx1/DjTfv+dtRs2UK1atULnk0qlREVFcf36dSCnylkikeBwOKhQoQL16tUrMaFLrhAjPDzcbyGGXq8nOTmZN199lZ07d9KrenWa36rEPnHmDN3mzaND+/a8P2vWPZ9IEhERKT1EJ4ySQSaTuU1Y2O12vxcpcqnU72qFQ4cOMeejj/ihQwequlnQfnfpEp0jI6nvQShx02Siph/JgTCFApVMRkZGBlFRUWRnZxMYGHjHhZ4FgwG1atWiYpUq/KLX85gPc9cjZjNZcrnfLeOsVit6vf6enlMVrPo4ceIEyxYtYvu2bWRlZ6NVqejYoQOjxo2jZcuWJf7ZCYLgagWn0WjQ6XRiYrWMYzQaRYc1kTuC+Ftx99FoNB5FGLktSW7cuAFASkpKIRHG9evXCQwMZMDgwYwcO9bllqTRaGjUqBFqN+4WuezZs4cgp5PmPoo7R0RF0f/bb5n62muuuUhQUNBtt+QdOWECk3ftYmxQEMoinpGHTCZSpFK3rqSQsza/H0QY2dnZWL0kmh555BESpkzhPwsW8LZez0CJhChALwhsVSq5LpPxwmuvETtqlNvjJRIJMz76iAU1ajD488+p7XDwqNWKViLhBrAOCI6JYcHMmbRt27Y0blFERERERMQr9erV49U33nD9e8yQIchv3vT5eIVEUqKug3a7nYyMDEJDQ/0+VhAEt65nxWXnTz/R28v87khWFjU1Gqp4mSfanU5GHTvGqw8+yNCaNd3uExYQwOxmzZh69CjTXnmFT+fNu+2xi+QgRpBFSoTyKsKAnHsLDg52Vcf7glqtviuVjaVBbksSuVyO3eFAEASPAWeFRILND+tJmyCUyndHIpHwvzlzePv11+mwfj1D1WoGKZVEy2QYBIGfzGYWW62oYmKY+emnRSYD9Ho9AQEB901fTKfTmc8u69SpU0waP56F7drRNk9bkVweCA1l9kMP8c2pUwwfNIgtv/zi9vsfExPD9u3b2frDD8SfOkXDmBjkUikX0tIIjYxk1PjxDBo0qESSmw6Hw+WI4WtA0mq1cuXKFfr16kWXwED29+lDUIGWRG82bszn8fH0fvxxNmze7NH5Q0REpHwjijBKDncJi5iYGM77UfVgdTq5ajD4/Zu88IsveK5WLbcCDIDvLl/mtbp1PR4vl0qx+7mwtjudrrmP0+nEbDZ7TaqUNEaj0a1YZeTEicz97395WKPxmjRxCgKzDQZGPPtssZwaDAYDKpXqnl075IowLBYLU198kT937+bpunWJe/xxwtVqsqxWfrxwgZeeeYaqdesy/5tvSmXOLwgCRqOR7Oxs1Go1Op1O/N0pg1gslhKrgBIRKQrRPefuo1KpkEqlHltL5RVhpKWlUbNmTVdsxWQykZyc7Nq3evXqfj1f4uPjaafV+iwOrK3VIhcEkpOTXU6ParUao9HoVRBQFM2bN6d+ixa8fOIEc0JDkXsYz3W7nX+lp/PGBx94XK/bbDZMJtMdnSfdaZxOZ5Ht9C5fvkzTpk1pMncuiYmJxP/9N9dSU9EEBfFs58507969yDmCRCJh/L/+xahnnmHr1q0c/OMPTAYDoZGRfNm3L02bNr3v3F9FRERERO5dKlSpwoU87c+L4rzJRExkZImOwWQyoVAo0HmIF3mipFuxGjIzCfUSP9Hb7V63A/ySkkKYSuVRgJGLRCLhPw0b0ubnn7l586aY9yghxEiOyG0jl8vL/WRdo9FgtVp96okUEBBAiI89zMsKKpUKtVpNxchIDhkMtPQgWmig1fJnVhZ9fXzo/ZmZyQN16pTkUF3IZDLemzmT0RMmsHzRIoZu3Ei60YhGqaRFs2bEPvIIDRo0wGw2YzQai3QtycjIuC0bqrKEXq/Pp9ac89FHPP/AA24FGHkZW78+B9PSWL1qFeMnTCi0fdHChSz84gtebNKEZcOGob0lanEKAruuXuXTTz/lp40bmb9oUYkEWnKFGOHh4UUKMXJt0iePH8+jwcG82ayZ2/10SiVvNG2K+sQJJowezYYff7wvvhMiIiL5EatNSw53CYuOHTsyxWLhTHY2dYvosQ6wJTWVBvXr+9UuKiUlhd927+Z/jz3mcZ8bJhO1vCy4GwQH8+WtZIovnDAY0Gk0+SpfjUbjHUsu5La8cEf//v3ZsmED/zp+nLmhoajcJPPsgsBraWlcvzXP7dapE9cSE5FKpdSpUYPhY8bw5JNPer2fkrD2LA2cTicmkwmHw4HD4WDS+PE4L13i94EDUecJaOiUSsY1bszoRo14888/iR08mNXr15faZygIAtnZ2fnEGPeqgEUkP3a7/bYrykVE/EGcm9x9JBIJGo3GY//voKAgjy1Jrl+/7lqDBwcH+y3wK66LmMPhyPdcCQoKIiUlxc8z/T8SiYS5Cxcydvhwhpw9y/NqNR00GlfLWoPTyXd6PZ9mZTF4zBj6DRjg9Xx6vb5cizD0er1H0Q7kiHVyRRpSqZSePXsycODAYl9PqVTSp08f+vTpU+xziIiIiIiIlDYDhw1j4ubNTKpQwae29yvS0+kbG8vBgwcxGAzodDoaN25MQIHiSn/JyspCoVD4fB6TyeRT/tAbgiBw8uRJUlJSCAgIIECtJt2L62ugXO51O8CyhARG+piDC1IqebJKFVatWMGLXtzjRXxHFGGI3Db3SyAwODjYtVj2hEKhICws7J4KKpcEuS1JYseOZenixR5FGEOiouh89ChvVatGkA/VekszM3n29ddLerj5qF27Nu+8/z7vvP9+vtdPnjxJZmYmgiBw6NAhTpw4weXz5wGoVqsWAwcOJCoqyrW/3W5327e1vGG32/NZJt+4cYPde/Ywq29fn44fW7s2Ly1cyDPjxuWrxlqzahXLv/qKzb17U6FAQksqkfBw1ap0qFSJybt28dKkSQwbNYpft29Hn5WFLjCQLo88QufOnV3nvHbtGt+tXUvCtWvIpFLq1K9P/wEDCgmg7Ha7a9IilUpd/8lksnz/1uv1nDhxglMnT7K0d+8i7/P5hg1ZvWkTR48epZkHwYaIiEj5RCKRiImOEsRdwkKpVDI8NpY533/PF9WqeZ1XmR0OvkxL4/lXX/XrumfPnuWB8HCCvLhcyYtw+OoWFcWbx49z0mikoQ9tPJampTF81Kh8z0er1YrNZivWfNput2O323226s7KyvIY6JfJZHy5aBFTJk+m3c6dxOp0DNDpCJfJyHQ62WgwsMRoRB4aSnJiIic2bmRGixY8EBGBUxA4lJDA0nnzeH/6dBYuWULLli29jvtuz6mcTicWiwWr1er6DHLZuHEjiadOsf6JJwjwMJ+VS6V80L49Y7dvZ9HChUx67rlSH7PJZMJkMhEUFOR3NY7IncXpdJKWluY1sSYiUpJIJBLRCeMeQavVehRhSCQSwsLCuHz5Mr///jsrly9HFRBAWGQkdevVc4lJq1Sp4vd1o6OjOepH1WWWzUa62UyFChXyva5UKlGr1ZhMJr/HkItGo2HZ2rWsWb2a6fPnY7h5kxoqFXZB4KReT8MGDZg8eTINGjQosiDGbreTnZ2NxgdRblnDZrPli71kZ2fzww8/cOLoUSwWC5HR0TzQoAGRt4qcoqOjy7UgRUREREREJJemTZsSEh3N+pQUBhZR7LsvM5OtKSnsnD+fTStXEqbVkmY0kqjXM2ToUMaOG3dbjg65RSRFxQEdDsdtuSCazWZWrVzJkoULsWVnUzUsDLPdzvGrV7mm1fJ0pUpuj2sWFMSF7GyumExU9TBPiDcY+DhPnqso2oWG8tPx48W6D5HCSISSak5TTNLT029rci9y97mfAoEOh4Pk5GS3ATWZTOZX64OyRnp6OgkJCXRu1465lSrRyYPbx4tnzyKRSPikVi2vSZM1ycl8ZjSya9++u2KvbDKZ2LNnD4sXLODw4cP0atCAxrceRseSk9ly6hRdu3bl3Q8+ICwszHVcWFhYue5LWvA3ed26deyYN4/5Dz3k0/GCINB640bWbNpEzVsWVzabjTbNm7O0a1ceLGLiFHf2LK/v2UOF0FD6P/AAYRoNGSYTG8+eRe90Mm7iRHbv2MGBgwfp16gRdUNDcQgCBxMT+fXcOfr17cvb06cXKzjx5muvEXriBFObNPFp/3knT3K2cmVmf/EFMplMtOgqAyQkJNztIYiUA+RyeT6RnsjtY7fbSUpKyvea0WhkQK9etDWZeLtSJbfVD9kOBxMuXULXrBlfLFzoVwJq9+7dzH3tNdZ66X09es8eHo2MZGjVqh73mXfuHNuuX2d1/fqovMwB92dlMfbyZX7ds6fQ90ej0RTLRS01NRWLxYJarSY4ONjr/VutVp8qWzMzM9m8eTPbN2/m8KFDGK1WtCoVnTp0oEKNGqxdvpxv+/ShkYe/gV8vXuT5X37h2zVraFLE8zQ8PPy2K1P8wWQyuYQX3uxB+/TowcSKFelRhFUnwLGkJJ7Zs4e9f/11x9YAWq223IuCyzomk0l0wRC5o4hrkXuL3OdzQWw2G+/+97+sXbOGNtWq0blqVRQyGRczMlh7/DhVq1bl+SlT6NGjh9/XzMrKok3z5uxs3pwYH56ti69dY3/16qyJiyu0dnY4HCQlJfnVyzwwMBCz2VyoaEkQBE6dOsWNGzdQKBTUqVOH1NRUV5IiKCiIihUrcubMGaxWK9HR0dStWzdfLEkmkxEVFVXuip1SUlJcc5JZH37I8hUraFWlCh0rV0Ypk3E5M5O1x49TqXJlxkyYQJ8+fe54i9yIiIj7pi1vWSUtLQ2z2Xy3hyEiIiJS4pw4cYKhAwYwq1IlHsuTm8nLT6mpTL54kaeaNOGZVq2omWe/82lpLD58mK3nz7N81SoaNGhQ7LEolUrCw8M9zkUEQSA1NbXYLd0yMzMZMXQogWYzk1q1om21auRe6abBwMNffsn3TZpQ30Nh9H/PnEEqkfC2B7eLRnv28NvjjxPhY05ry7VrrASemzoVi8VCREQE9evXL7W5WHlfy4hOGCK3zf3ihAE5PwihoaGkpqbme10qlfrU8qAso9FoCA0N5evFi3lmxAim22z0iYhAVuDHd3KlSgw4dYpJ584xo3p1wgp8PyxOJ0uTkpiXlsZ3Gzfetf7W2dnZvPPWWzxcqRLzJ00iuMBD6O0uXfjkjz/o26sXGzZtIjw8HPj/tiTl8bO2Wq2FRHEGg4EwPxbdEomEMI0mn9359u3bqarTFSnAWHbiBJ8dOcI3AwfSrnp18n6z/tWuHZvi43l5+nT+1a4dX0yahCbPd2s0kGw08s7OnQzu35/V33/vd7VM/LFjvFJEy5W8tI+O5gdRFSoict9xt55b5Rm5XI5Sqcy3YNVqtaxav55nYmPp+s8/jAwNpWdoKIEyGck2G+tSUliRkkKTVq2YPW+e3xXAMTExXMzKwikIHu0tY2vX5n/HjjGkShWPi81na9XiRGYmT58+zZzatalcIPHhFAR+TE1lWkICXyxY4FbAk+tu4M89WCwWV4InV1wQFBTk8dnna0VGSkoKNWrUYPxzzxETE+MSVBqNRlo3b85qLwIMgK41avB+p068MGkSO/fs8bpIz51TlXb1dm4LFF8C1BcvXuTKlSt0a9fOp3M3jooiVC5n//79tPPxGBEREZGSpjyuTcsyWq22kAjDZrMxdsQIhJs32TF2LJUKiOle69yZlUeO8OrLL1O5cmUaNWrk1zWDgoLo3bs3c/ftY0atWl731dtsLEhKYtZ777kVQ8pkMq+OHgXR6XQEBgaiUChIS0vLt00ikdCgQYN8iY/g4GCOHj3KuXPn2LJpE0cOH6ZepUoEyOVcSkkhODSUkWPH8tTgwSiVShwOB9nZ2UW2kC1LmEwmlwBj3OjRWK5d46cRI6hSQJT7aqdOrDp6lHfefpu6desWKXAVEREREREpLzRq1Ihlq1czNjaWZZmZjAoOpnVgIHKJhDMmE18lJ7M9NZXZTz5JbzcCi1phYczo1o2WFSoQO3QoP/78MzF+xP3zYrVavbp56vX6YgswHA4HY0eMoFFAAO/27FkoPhWt0zGta1fG7dnDhmbNiHSTpxlXtSq9/vqLlsHBPOEmXhMdEMAFvd4nEcbJjAzm/fMPp/V69K+8QoBCwdW0NAK0WkaOHcvQoUPLdYFyaSBGkUVum/tJhAEQEBBAUFCQqy9jrqVkeU/KBAQEIJfLadu2LSvWruXNl1/mw/h4BgcHU0WpxOx08pvFwr70dIY8/TSZGRm037KFR8PDaR0QgEwi4ZzVytrUVBo0bEjcihVUr17drzEoFArsdrtfFRmemDRhAj1r1mRap05utwerVLzzyCNodu/mX888w5oNG4Ace+HU1FQiIiLKneVr7nc6L1qtlgw/JhGCIJBmMuVzx9mxdSt9q1XzetxfiYnMPnyYH0aNoqqbamCnIDB7zx7e7NqV0R4sziO1Wj7v1YuXt2xh2iuvMOeLL3weN+QExpR+BDAVUilWPyxfRUREygdioqN00Gg0hRatoaGhfLdpE3/++SdL5s/n4/37ybZYCNJqadGiBa88/zzVq1cnIyPD62Labrezbds2li1axKnTp7Hb7URHRSFTKtl14wYPF7DizqVLTAzTjx5lxeXLxHqYs0glEj5r1ox+e/fy8LFjtIuMpKtKhVoq5arVypr0dNTBwSxYtoy2Hlw3BEHAZDL5lVwo+Mx2Op1kZGRgMpkICQnJ9z3Nzs722k4v7znyJk8iIiJc/79h/XraVKnCgz5UJzxZrx6z/vqLffv28ZAXJ61cu87Q0NAiz1lc7HY7aWlpXp0v8nLjxg2qhYYi92OOVyskhOO3RJlSqZTq1asXO7gjIiIiUhzEucm9hUqlQiaT4XA4XK999OGHCDdvsrh/f7fPmACZjNEtWxKl0zHq6afZs3ev3+6Or731Fr0fe4y5V68yqXJlt0LITJuNMWfO0KlHj3ztPgsSGBiIyWTKdw/u0Ol0BAUFATn3rVAoipxzqNVqDh86xPy5c5ncsSPzXn6Z0FsiUqcg8Pu5c8xdtIiN69ezeMUKtFoter0ejUZTbtwwcotWPpk5E/PVqywbOBCFm89CKZMxskULYgIDGR0by569e8uVGEVEREREpGTIfZ6Xt3aIzZo144+DB9m4cSOfLVjAmRMnsDudVIyIILJKFWJr1HArwMhL34YNOZyYyMKvvuKt//yn2GMxGo2utm15sVgsPgtX3bFz5070N28yPTbWY4HQ0y1akGw08sTBg0ytUYPeUVGob83/nYLAeaORKK2Wl/75h4NGI6NjYvK1JnkkLIwl587RuiiH8suX+ffffzOuUyeWtmxJ+K05hyAI7L14kS++/Za4detYunJlsdxc71fEdiQit0V5t4rxRq7lW3lvT5EXg8GQL+h/7Ngxfvj+e5ITEwlQqWjSqhX9+vd3LQrT0tJYt2YNZ06exG6zUbFqVQYOGUKtIioz3JFrvZzbwzu36rM4P2EnT55k5ODB7Hv22SKD7Hank7bz57Nk9ep81ShF2VCVNcxmc6GqFchp39Ctc2cO9OmDzgdHjENJSUw+epQ/DhxwTQDHjxxJL4mE3rVrezxuwrZttK1Vi9GtWrndvuPcOWbt3s3WMWOKHEOW2UybL7/kt99/9+v3aezTT/OY1cpTXsaZlx8vXWK5ycTqDRvu69/CsoTYjkSkJAgODhaDn6WAIAjcvHnT56DB9evXuXz5MpDzTG7evLnbRMKZM2cY9fTTRGk0jGrThodq10YulXIhOZl3N2/GmpHB5kce8TgfuKjXM3DnTkZVq8a4mjULtRzJtFr54Px5DkskLF+7ll9//ZXDe/dizs4GhYKWbdtSu3ZtatasWajvel78aXNTVKsDiURCYGAgOp0Op9NJUlKST+9rWloap0+fBnLe0xYtWrjmOX169OCF2rXpWqOGT2NccPgwp8LC+OTzz4vcNzQ0tFR6nJvNZjIyMvwKRB08eJDpzz/Ppp49i9xXEAR+vHCBd/bvx+R0UqdyZQRB4My1a7Rp3Zox48fTsWPH27kFt4jtSO59xHYkIneavIlwkXsDvV7vSrQbjUZaNW/O9lGjCjlguGPE+vU88cwzDBkyxO/rJiYmMnLwYORZWYyMiKB7RAQaqZREi4W1ycmsvHGDPgMH8p933yUkJIRAD7bWkCPizMjI8Ljd3fPIU1whL9u2beP1l19m3ahR1Moj+MyLQxCYGhdHikbDspUrkUgk5aYVssViITU1FZPJRKtmzfgxNpZqPghSx8TF0TU2lqdjY+/AKHMQ25Hc+4jtSERERGQymStHkZ6eXmxHhrJE7jN0y4gRbos5C3IpPZ1eK1Zw8PDh24o9SCQSIiIiXEXpDoeD5OTk2xK/xA4ZQs/gYIb44Ha18/x5nouLQwAah4cjl0g4ZzCgDQ1l5PjxdO7ShcVff826tWupGRhIqFxOht3O2cxMrHY7Pz/yCLU8rBn23LjB5IMHWTNuHA94yHE4BYF/b9nCaavQiCwsAAAgAElEQVSVtevXl5gQvLznVcp36b5IqXM/T8ZDQkKwWCz3jQADcqpU9Xq9S/jQuHFjGjdu7HH/sLAwJkycWCLXzV3cS6VS1Go1arUaQRDyCTJ8feAtX7yYYY0b+1TlKJdKebpJE5YvXsz/Pv7Y9brVaiU9PZ0wDz3Jyhp5xTWJiYlcuXIFgMqVK9PuoYdYe/48Y+rXL/I8i8+fZ8SYMa5EmEQiQRcYSIaXPvRJRiO7r11jVr9+HvdZdugQI1q08OleglQqejdowKpvv+XFl1/26RiAAcOG8dU77/gswvj2yhUGvviiz+cXEREpH5R356u7hUQiQa1WYzQafdo/JiaGhIQEbDYbVquVxMREKlWqlG+fixcv8tSAAbzZoweDCrgohet0rJ80icFz5zLhzz/58qGH3LohVdVqaVexIosSEvj66lWeqlSJehoNDkHgkNHIj9ev0717d76fOZPAwECGDh3K0KFDgRxXhQsXLgCQlJTkVYRht9uxWCxubcHzIgiCW+cqd/uYTCZkMpnP86O87fYiIiLyCU0TbtygduvWPp0HoHZoKDuuXfNp38zMTAICAkrUYSxv8ssfatWqxbmUFDLN5kKt6vLicDqZumsXxzMzeWvQIB5v1sz1/cm2WNhw4ABTnnuOwcOHM+WVV4p9HyIiIiK+UN4cGssDmjwtOuPi4mhTrZpPAgyAkY0b8/E33xRLhFGhQgW27tzJzp07WTJ/Pv85eBCT1UpYUBC9evfmuzFjqHOrX3hRcw6NRoPRaHTrbJE3RpOXotwwBEHg/enTmdOnj0cBBoBMIuGjPn3o9uWX7N27l3bt2mEwGFAoFEilUtd/pVEUIwhCqRbbZGdnA7Bx40aaVarkkwADYFTjxsz45ps7KsIQEREREbm3USgUhIWFuZLhERERxV4LlyUOHTpEzYgInwQYANVDQ6kRHs6RI0duq41obqvTXId0f4s+CuJwONj1xx98PXWqT/s/XKsWw1u0wFinDo9064bdbqdChQo0bNjQNXf5z4wZvPrmmxw+fBiDwYBOp6N58+bEbdjAsPfeY9VDD1HTjQj3w/h4PujXz6MAA3KcYKc/8QQ9Fyzgl19+oXLlymRkZKBWq6lfv36pFNeUB8Qosshtcb+1IslLrhjgfkIqlaJSqe6oe41arfZobySRSFCpVKhUKpcgIzMzs0jLzJPHjzPAx4Q+QIfq1fnPgQOFXjebzWRmZpb5asTs7Gzsdjs7d+5k0ddfc/jIEWpXrgzA+evXqVmzJrNOn6ZxeDgtvVTprjhzhkN6PTOGDQNyVIw6nY7O3buzYuZMRnjoa3s6LY1GUVEEegkCnbx5k/d69PD5njpUrcoPR4/6vD/Ao48+ytuvv86fiYm085IoAziSnMzx1FQW9erl1zVERETKPqLld+mRG+z3BZlMRuXKlbl48SKQswhfs3o1KcnJKJVKHmzShFXLlzO5U6dCAoxc5FIpK559lrELF9L6xx8ZX68e/atWJTwggAyrlc1Xr7Lk6lUq1KzJb5s3k5qayrrVq9lz6RIymYw6DRqwe8gQIj1YOkZERHDp0iWcTidGoxGj0ejVRcVoNBaZEMnOzi5ynpOLzWbzqQ0J5Cz+81auFrwnuVyO3Y/ggs3p9Hmd4HQ6yc7OLpHq1tygSHErAsPCwuj68MOsO3uWZx580ON+7+zdy3WHg42vv46mwGemCQhgeMeOPNa0KYM+/ZTQsDDGjB1brPGIiIiI+II4N7n3kMlkqFQqzGYzJ//+m44FhKLe6FCjBqPXrfNZDKBUKvNVvcpkMrp160a3bt08HiOVSn0qqgoODialQEGFtxgN5LQy8eSGsW/fPgSLhY4+FD4opFJGtWzJ0oULadeunas1bF4kEkk+UYZarUZzq7VJcbDb7RgMhlKz2HY6na45ysljx+hwK+7iC+1r1CB+9WqcTqcovBIRERERISAggLCwsEJzhcDAQAICAkhPT/c5dlDW0Ov1hPv5vA/LI5C9Hex2OxkZGSgUCiwWy22dy2g0EqBUovYjxxquVpMNPPzwwx73UavVtG/fPt9rQ4cNQ3A66fXOO/SqXJnYatWoExiIQxBYffEi10wmHiuitQuAyWqlZlAQLz//PKFBQUSFhmI0m7mWnMzAgQMZO24cVatW9fl+7gdEEYbIbXE/izDuV7Ra7R0TYahUKp/7hOcKMhQKBampqV57f1utVpR+LFqVUik2D1ZeRqMRqVTq1cbzXia3Wvbdd97hp82bee6JJ/g6Nhb1rYSCyWpl84EDvHf5MsN27GByo0YMr1OH8DzVoecyMlh49iw7U1NZ9d13roCFVqtFo9HQs2dP/vPmm5xOTeWB8PBCY7A5nSiKqCy3Ohwo/ag+V8pkHj8zT8jlcj6ZO5dnx41jcceOtPAgODmRmsqY339n1pw595UTjoiISA5ioqP0UCgUPvUSzyU6OpoDBw7wzddfc/78efp37Ejt6GisNhvL58/n9IULrHzqKa/nUCuVfDtxIqMXL2azzcYXv/5KZnY2gWo1nTt04MM336Rt27ZIJBKCg4N5bdo0n+9HLpcTFhbmSl4kJSVRw0s7D7PZjMPh8PgdczqdpVbRkjdAo1arC4lFHnjgAfZfv05NH+dlBxITqdesmc/XLwkRht1uJy0tzesc0BfGPvtsTouyatWo4saq81pWFt+fOcOf779fSICRl4jAQL4ZP57es2YxdNiw+068LSIicucQ5yb3JhqNBrPZjNVqReHHZ6SQSnEKAk6ns8jPVqPREBQUxM2bN/1q1VqU6DMXpVLpEpOAbzEab24Yv2zbRr881ZpF0a9xY2bMnOlxuyAIOBwO1xzGZrOhVquL7WRhNBpdc5LScL/Lzs52fU42P+NSUokEqUSC3W6/r12JRURERERynv/eBINKpZLIyEgyMzPvaDHtnUKr1ZLhZ+FFhtlcYq2FzWZzibSC0mg0mK1WLA4HAT7OFTPMZnTFzEMNe/ppHunenZUrVjB+5UoSkpORy2QE6XQMbN4cWRHzpxtZWQxbupSalSqx9KWXaFG7tmvOdTU5meW//UbPJ57g87lzSU5OZuXy5Vy6fBlBEKhWtSrDYmPp3bv3fRcbEUUYIreFKMK4/1AqlTnVkLcZ4C6KgIAAnwUYeZHJZERERJCWluaxB1p0dDQX09JoUrGiT+e8lJ5OlBcrJr1ej0wmu62Ki7uF0Whkzief8PuOHWx+6y1CCyRA1Eolgzp04NFmzej73ntsNhiYt3EjjaOj0cnlJJlMXDEYGDJ0KD9OnEjELUtRiUSCRqNBIpEQEhLCy1OnMuHTT1n/xBOEF3jQRms0XE5PRwA8PeqjdToupqUR5eNk6XxqKma7nXffeQezxUJERAS9+/ShVq1aXo/r0KEDk6dM4emPPqJLxYqMrlOHxrf66p1MS2PZhQtsu3qVmZ98wmOPPebTWERERMoPMpmsVO2JRXIWoZmZmT7te+rUKf795ps816cPsa++iirPvDQtM5NWMTFuW4wURCKR8GK3bkz+7jtOnjlT7LG7IzIy0iXCSElJoVq1al6rF41GI0EeenQaDIbbsrr0Rt4q1wg39uCxY8bwv9dfZ0ijRh6f1bmY7HZWx8ezefZsn69vt9ux2WzFXls4HA5SUlJK5P1p3rw5z0+dSv9PPmF+ly60iInJt33F6dP0b9uWYB/mfTWjomhRsyZxcXGuNjUiIiIiJY1YFX9volKpcnpcV6jApb/+8vm4y+nphIeEFCnAkMvlBAcHu9bevrqJ5Y7NV4KDg7FYLCiVSp9jNJ7cMLIyM6nmR9wkWKXCeqv1nC/Cg1z3seIIO3OduSCnXWtptJ7N+xlFVajAxfPnfT72emYmgVqtKMAQERERuc8JDAz0qRhUKpUSGhpKQEAAmZmZfok173WaN2/OPzdvkpCVRUUP8ZO8XM/M5FxSEs2bN78Do/MduVxOu5Yt2XLqFP08OIjnRQA2nT3LLD/arxckOjqal6ZM4aUpU1yv/fftt4m4ft3rcSabjaeXLePJhx7ixb59C8VGq0RGMm3QIKICAxk7ejStGzbk2W7daHwrF3P84kWWr1zJe+++y5dffVXIqaM8I67URIqNTCYTF/v3KSWlGvSEJzstX5FKpYSHh3tU1fUfMoSV8fE+n2/lyZMMvNViwxMZGRklooC8kzidTq5evcqXX37J4ueeKyTAyEuwVsuaV1/lakICW7ZtY+KMGQx49VXemD2bg0eOMO3f/86XtNFoNK7fB61Wy4hRo+g9dCi9Nm5k/ZkzWPKIeBqEh4MgsPfyZY/X7//gg6w8cqTIexKAefv2MfvPP7Ho9YRardRUqcg8f55+ffowZNAgTp8+7fH4hIQEGjVqxKfz5hHesSOvxsdTb/Vq6qxcyQt//03d/v35fd8+eoptSERE7ktKoyJOJD++Vi+aTCZGjRjBu6NGMa5nz3wCDICElBTqehFQFqRuTAyJycl+j7coQkJCXMFym81Genq61/3zVkjmxeFw+JVc8YdcO81c3IkwunTpglmhYNWJE0Web+a+fbRq2ZLq1av7NY7cxEdxMBqNJSpQGT1mDK//978889tv9IiLY9Hx48SdPcuyEydY+c8/9G/b1udz9WvRgu1bt5bY2EREREQKIjph3Luo1Wr6DRjAdydPYvHREvzbY8cYMGCA130kEgmhoaGuOZNOp/MrfuKrEwbkfL9CQkL8itHkumEURBcYSJYfFbkGiwW5TOaXSNNoNBYr0ZT3OLPZ7LMzm69YLJZ8tvD9+vdnfXw8Jh8LnL79+2/69+9fomMSERERESlbhISE+O3GrdFoiIyMLFfF1Dqdjn59+7LMx1bkS48epX///vdkAe3IceNY/Pff+DJz2XPhAgqtltatW5foGHSBgWQWkdf67sgRKkZGuhVg5HLwzBnmbNrE4ldfZdW0aTzWujUVwsOpEB7Ooy1bsvy11/jy+ed5dvx49u7dW6L3cC8jZtBFik15+uEW8Y/bsXcsCqVSeVsCjFxygxLuKiCeeOIJzqSk8FcRCj+AQ9evcyo5mccff7zIfdPT00t8oV6a6PV61q1dS9emTanoQ5VHVEgIPVq04KetW3n44Yfp2bMn7du3dxvAyfu+y2Qy1Go1U159lRlz5rDWYKDV6tWM3LGDMb/+ysNxcRikUj754w8cHoIlg5s0YdvZs1zw0FsWcgQYU7dsYdOlS2z++GPi/vc/Jg8axNjevfnvuHEcXLyYns2aMWjgQA4dOsTp06f5+OOPeevNN3n/vffYunUrl28JQXQ6HZMmT+a3vXu5dPkyl69cYc+BA/xr0iS3FTFi4FNE5P5A/FsvfaRSqU/VmXFxcTSsUoU+7dq53S6XSj0+U9xhdziQlYK4WCKREJWnvVVSUpLX/fP2Cs+LXq8vtcqVtLQ0l4BBp9O5FbFKpVIWLVvGzL/+4uvDh7G6SSQZrFb+vWsXP1+/zseff+73OEwmU7HuURCE2xJweKJd+/Z89uWXPDFiBHs1GrZKJByNiECqUBDuR4VteGAgWT66u4iIiIj4i1QqFV267mHUajW1a9fmgXr1fCoqSDIaWX3sGLGjRnndLygoKF9MLnfN7QsKhcLvgqrixIDcJYk6P/wwm06f9vl5v/nECTq3b+/XtR0Oh9/W64IgFBK7ZmVl+XWOoih4/urVq9OkcWNW+PC9SMnO5tu//2bE6NElOiYRERERkbKBRCIhPDy82CICuVxOREREuWqrPWHSJFYeP86Oc+e87vfLuXOsOXmS8RMn3qGR+cejjz6KQ6fjg927vQoxrmRk8PJPP/HqtGklPvfv3KULm0+dwulhfiYIAksPHOCZHj08XtvhcDB5/nzmTJpEpyZNPF6rfaNGzJ00iecmTSp1p/17BVGEIVJsRBHG/YtUKi2V3k0KhYLwW60fSoqgoCCCg4PzvaZUKpk5ezbPbNjA8cREj8eeuHGDMevX88FHH+X8+8QJDh48yNmzZ90GDQRBIDU1NV91w72K1WrFaDSybetW+vmhnuzXpg3bfvrJ6z5qtbpQojLXPeWRRx5h9fr1/LB1K8Nef50BU6Ywe+FCDhw6BOHhvPrzz9jdVLKGqdVMe/hhnlqxgkseqogXHDhAfFYW62fOpJ6b6tsAhYLYJ55gcv/+xA4fztDBg8m+eZNqISGobTbmzJrFC889x44dO9BqtcTcsh+XSCRev5MSiaTQd0xERKR8Ijph3Bl8CSwsXbyYkY8+6nF73apVOXDhgs/XPHDxInWLaFlVXCIjI13/n5GR4bFdWi4Fg/R2u71URAa5JOdxAAkPD/e4X61atYjbvJntBgOtlyzhwz//JO70ab6Pj2farl20XLiQf2Qy3n73XcxmMyaTiePHj3Pw4EHOnz9fZMLF6XRisVj8Hr/JZCqVNi0pKSnIZDJatmzJ9Pff56slS/hk7lxCQ0N9ruIVBIHDFy9yPTGRh9q2pXmzZnTr2pVP58wpUpAjIiIi4guiO+m9jUKhQCaT8d7Mmczev58fvbgyJhmNPL1uHWPHjaNGjRoe91Or1W7dSX1twXGnEjDu3DA6deqE3m7nr6tXizzeKQgsOXSIkc884/e1DQaDX/u7m0tYLJYi52y+4nA43Ipsp3/wAXMPHiTu5EmPx6ZkZzN83TpiR46kTp06RV4rt01NdHQ0kZGRhISEoNPpUKlU4lpGREREpAyS23rdHxcrd0gkEsLCwkrd4fxOUbVqVRYtXcpLP//MzN27uaHX59t+Q6/nw127eHHLFr7+5huqVKlyl0bqHblcztJvv2X79es8+8MPnLh5M9/2bJuNlUeO0HflSp6bMoUePhQK+0vLli1RBQay24OgJSEzkySDgQ4NGng8x6/HjxMRHEy3Fi2KvF7npk2pFB7O9u3biz3msoQ4+xIpNqII4/5Go9GUaEKgpBww3KHVapHJZKSnp7sSAN27d+f9WbMY/NJLPFa3LiMaN+bBChWAHPHFkiNH+Omffxjy9NPs+OUXXn/9dcJDQ9FptdxMTkalVjNq5EiGDB2aL1nkdDoxGAz3dFLe4XC4+rNm6fWE+2FjFh4UVGQ1p7vJnFKpRKFQuJxCatSoUSiwtOTbb5kwdiyPLFnCqMaN6dOwIaFqNZkmExvj41ly7BiasDCeWLqUfg0bEtu0KXUiInAKAvsuX2b277+z7qOPUHuZlO4+coTPv/uO6S+9RJ/u3fP9jr00dixHTp7khenTcdjtNPGi2syLTqcTfw9FRO4TxMDlnSEgIACZTOZR1Oh0OjkRH0+Ht97yeI6nHn6YjuvX8+/evQn1QdSxZN8+YseMKfaYvaFWqwkKCiIrKwtBEEhOTqZSpUoe97dardhsNtezpaQrMc1mM1u3biX+5Ekst67Vrl07wsPD3bYiyUu1atVY98MPnDlzhrWrVvHTpUtIZTJqderEirffxmq1cuPGDaa/8w579uwhJioKjUZDwo0bhIeHM3LkSAYOGuQxgJSdne13cqg02rSYTCb0t4I4Eokk3/vSqUsXNh0+TKMigjipBgPjFyzgcloa44YOpVv79qhVKhKSklizeTOdO3Vi0qRJTJo8WaxiFxERKTaiS9e9j0qlonbt2qxcs4ZRTz/Nmvh4RjZuTIcaNVBIpVxOT+fbY8dYfewYY8eN40Uvfb5lMpnHWINcLkelUhXZJvV2kzj+EBgY6Io9QI5o6JU33uC5d95hw9ixVPDQx10QBKb//DPq8HA6d+7s93Xtdjtms9nnOYUn0UZWVlaRcyNf8BQ7q1WrFl/Mn8/kZ59lzcmTjGnWjE41a6KQSrmSkcHKY8dY9fffjBg1iqmvvebx/BKJBJVKhVardbXBg5zvS8FYhSAIOBwObDYbdrs933+l5bomIiIiIlI85HI54eHhJTrfCw4ORiaTlXic4W7QsmVLNm3Zwpeff87D33zDgxUrEqpWk24y8fe1a7Tv0IF3P/jAa7HJvUBQUBBvT5/O5k2bePr774nWaqkWGorZ4eDQ5cu0btWKeQsX0taPtqj+IJFIeOWNN5g6dSrrx4yhagEX8CyzmTCdzqv4e83u3cR6KZQqSGzXrqxZudIn9/myjkS4yzOs9PR0v23iRO4NoqOjxQX/fU5ycnKJtN9QqVT5+pmWFlarNZ/lNkBqaiprVq3i22XLuHLLFaNqhQr0HzwYlUrFl19+Sd8ePRg9dCi1brkrCILA/kOH+HrFCq4mJrLi22+JztN3XiKREBMTc08G1HPdOnIrOgb06cMLXbvSqVEjn47fe/o072/ezCYPvc2VSqXHIEV2dna+nvOexrd3716WLlzIjl27MJnNqAICeLhjR0Y+8wwdOnQgISGBlcuXs3b1ahJTUnLe78hIIoKD2Tp7tsdzX09OpseLL7Lwgw9o06yZx/3SMzPpM2ECL02ZQr8ieq4qFAoiIiLuyc9apDAJCQl3ewgiZZzy1kfzXiYrK8tjQNxqtVK7dm0ur1rl9ff35blzwWTi48GDve637eRJXouL48/9+0vF6Qty2pD89ddf7Nixg4MHD2I0GlGr1bRq2ZKRo0bRtGnTfPtrNBpCQkKwWq2kpKSUyBjsdjufzpnDkqVLaVivHu1btUIul3Pu4kV+3L6dps2a8fHHH3sViHjD6XSyePFiPvn4Y4b278/Ip56iyq1zOZ1Odv/5J/OXLcNkt7N06VJCQkIKnUMikRAdHe1zZXdJvj95uXbtGleuXAEgNDSU+vXru7adO3eO/n36sP/dd1F7+D3IMpnoO2sWXbt0YdqkSW7vJzEpiRFTptCjVy+mTJ3q89i0Wu09LfYVyRHxpHtwbhMRKWlynxci/8feeYc1eX5v/H6zEwIkhI1bHNRZJ7j3QKm4ah2tq1p367ZqVVTc1bY4fypuqVXrqHuPOlFcaLVV0SrKDitkJ78/aPIlZr1BkIDP57p6XTXvDIE85z3nPvdxXgquVXK5HIcOHcL2zZsR//gxdHo9JCIRevfujS+HDLHpgAEAnp6eJkV2W9eyBIPBMDo+fijS0tLMHCXWr12LzevWYVq7dgirUwe8AkLnB4mJ+OnSJSTI5dh38KDFcaB0sJWbKIhSqUR6errV7RKJ5L2FK8nJyRbFxTqdDnFxccjNzcWVK1dw6cwZ/PX0KXR6PTzc3dGrVy98OWQIqlpxa2OxWHBxcQGfzy8SV5x3xRlCoZCI0J2cjIwMu8IrAoFQOjE0rBaX65lcLkdmZmaZEeDl5OQgNjYWOTk5cHV1RfXq1Y3P9ABQt25d2q5hH5rnz58jKSkJQL5YVqlUIi0tDVwuF7Vr1y50jsZRtm3Zgp9//BFT27RBeL16xnzHvxkZ6LFpE+J++cVqbi103jwsHD4cDapXp3WtB8+fY9LmzTh9/jyYTKZJba2sQUQYhEJREg9uBOdDJpMh6z1nXH/oRLKtpKhBnMFgMPD06VOEh4fjl4UL0a5lS4v76/V6rFy3DicuXsThP/4wKdy4u7s7pb1XVlaWScfozz/9hMS4OCwbPJjW8bN27oSoZk1MtdKFIRaLrRaw9Ho9kpOTHbIM12q1NsVeOp0OFEVhxfLlYKSkYPKgQVb3Xbp9O2R6Pebb6CwycPH6dURu2ICTp0/bLNyRgmzpgogwCO+Ln58fEV19IDQajc1xDbWCgnBy8WKU8/a2uo9MoUDfuXPxibc35oSFwe2d9Umr0+FAXBwijh3D9p078akNgd77oNfr8dNPP2H9+vXo3rUr+vfpAz9fX+Tl5eH0uXPYtns3KlepgvXr1xsLaQYxQkZGRpFYYWs0GowcMQJ5OTmI/P57o7DUQE5uLjbu3Ild+/dj7759qFKlisPXuHv3LgYNGoQtq1ahcYMGFvfR6XT4YckS/PX8OX7bu9diYt+RGCozM7NYRrXcuXPH+IxavXp1syLOt+PGIe/VK6wdOhRsC3HKrD17oBQKsdzOvNbU9HR0HjIE23bsQJ06dWjdGxFhOD9EhEH4kLi6usLVAWdDQsmQlJRk9hys1+uh0+loNze5ubnRKh5YEj0Y4PP5EIvFtK5XVCgUChM3DAOXLl3ChjVrcP/+fTSqVAlcJhMJ6elIyc1F+06dENqtG+rVq/de3av2RCtAfmOOrXFobDbbZLSco1h7/wCQmJiIly9fGq/ToEEDMBgMu78XFEVBIpHYfW+Esg8RYRAIZRM+nw+RSFTs+SelUgmpVFos4z2dgb/++sv4XKbVavHkyRO8ffsWTCYTNWrUQGhoaLE14tBFoVDgzp07RjFMzZo1Cy1ALQquXbuGDatX49bt22hcuTK4TCb+lUrxLCkJu6dNQ8PAQIvHhUVEYM7QoWhcowat69x9+hQzduzAidOniQijuCEijNIJl8t1ehsfQvGj1+uRlJRUaMUk3SRCUUPnIWXsmDEIqlQJ44YPt7mfXq/H4PHj0bFrV3z51VfG11ksFrxtFIZsoVKpkJeXBzc3tyJVu1pKCKekpKB1y5a4umwZxHY+ixy5HE0nT8aZ8+fh7+9vtp3OgpmTk2O09y5KFi5cCJFcjnF9+1rcrtZo0GjIEOxftw6B7xSeLKHT6dCyXz/8vHo1GjVqZHEfoVAINyv2qe/L1atX8dNPP2HNmjW0Ez7//PMP9u3bhydPnkCtVsPX1xft27dHly5dyKzo/yAiDML7QASoHx5bRYRZM2dCJJNhar9+Ns8hUygwfcMGHL9xA72aNEHzKlXAZjLxLCUFu2/dgkgiwYqffkJtmo5QhWHpkiU4e+YMtm/cCF8L66RWq0XE4sW4cfs2fv/9d6MAwdABURQsiozEw/v3sfXnn22KB3ft24d127fj/IULDosM+3/xBT7r0AH9e/a0uZ9Op0OPr77CqHHj0K1bN7PtdDtXdTodkpOTi7xzJzc3F/fv3weQH9s0atTIrBCiVCrx9ZAhkKemYnLXrgiuVs2YIMvKy0OTWbNw/tdf4U8jkRC1bRteSKX48ccfad1fUcVzg3QAACAASURBVIswSMxR9BARBuFD4qzif4Ip7ysadCQHZ6voLxKJTMapfihsxXQvX77Ew4cPoVKp4O3tDW9vb6MQl8vl4tNPPy302sLj8WwWMuyJfg14eHg4PC7NQMH809u3b5GcnAwWiwV/f388ffoUGo0GQP7IVr//RuTaozQKMkm8UTwQEQaBUPYoznyzJTQaDdLT062Ogy3NyOVynD9/Hjt27MDt27fRtWtXVK9eHVqtFtevX8f9+/fx5ZdfYtKkSR+syVKlUuH58+fIy8uDWCyGRqNBamoqgPxaWXHmphzh9evXePDgAZRKJTw9PXH/3j08vHQJa0aOtLj/5I0bUbVCBYwJD6d1/o1Hj+K+VIqotWuLXIThbDEH8RQjFAqitiYA+ep7Pp/vcDKBoiiIRKISUxq6u7tDpVJZVXmmpqbi3PnziDx61O65KIrC1wMHYv6qVRj05ZfGBLxGo4FSqSyUbWVOTg6USiUUCgXc3d2L5Oek0WgsjgLx9vbG5337YvT69dj67bfgWQk4lBoNxqxfjx49elgUYACgJahxcXFBbm5ukRdMvLy88PTmTavb36Slgcvh0BJgAPnF1tZNmuDBgwcWRRgsFqvYOs7UajWOHTvm0DF///035s6dCwAIDg6Gq6srbt26ha1btyIpKQnDhg0rjlslED4qiBXvh0cgEFhN2A8eMgR9e/XC8NBQeNj4Pnbh8dCoRg0kKhQICA7GiYcPodZo4Ovvj/VbtpiNASlq4uLisHfvXpw8eNBq8YTJZCJi1ix8O3UqflyxAnP++z4vKgGGTCbDzl27cGbvXruJhYF9+mD/sWM4efIkunfvTvsaz549w8OHD7F15Uq7+zIYDAwfMADbtm61KMJQqVTQaDR2/+by8vKKxTrVkAABYHX+LpfLxZYdO7Bj+3ZM37wZlEaDoIAA6HQ6XH38GJ/Wrk1LgAEA/cPCENKnDypUqIDs7GzweDw0atQIrVu3LvYCA4k5CITSDxkRWzooTN7EAJPJdMi9gsfjgcViGYv7724rCYRCoVVhSMWKFVGxYkXjvzUaDaRSKdRqNZRKJf7880/cvXsXWVlZEAgEaNGiBZo0aUKrO1ihUNiMKayNvnsXw/rsKFqtFnl5eThx4gS2bduG+Ph4lCtXDhqNBomJiQgODkbnzp1Ro0YN2mJviqKc1k7dGiTeIBAIBHqUhLiWxWLB09MTGRkZRTJ23plIT0/H3LlzER4ejnXr1pmM8JswYQISEhIwZ84cDBkyBFu2bCnWmmdSUhK2b9+O3bt3w83NDS4uLkhJSQGPx0OHDh3Qpk0blC9fvtiu7yjlypVDuXLljP+uXbs2Om/dipiLF9G/dWuz/Qe1a4fRa9di1Gef2c1j6HQ6bDt9GqvWrCny+3bGmIPIRgmFgtjvEww4GhgwGAxIJJIStXpiMpk2FaUXLlxAq+BgiGh2FrRo2hRpaWl4/fq1yeuFSbKoVCpj0UWn00EqlSIjI+O91Kh6vR4ZGRlWCxU/zJsHga8vei5ahEvx8SbiFL1ejz8fPcLnS5eC5+2N+ZGRFs/BYDBoddQwGIxiSfyEhYXh6JUryLXyM1epVOA6+L3F5XCsdhQUhyVcXl4eHjx4gMjISPz9998OHbtp0yZotVpMnToV3377LYYNG4alS5ciICAAJ0+eREJCQpHeK4HwMUKKHB8ePp9v9bu2evXq6PfFFxi0eDEybDgsHb9xAyt//x1Lly/Hd5MmYf3mzdi8bRsiFy8udgEGAGzdsgVfDxlit3uVoihMnjABv+3dW+Qugb/v34+QRo3gTzO5P/jzz7Ft61aHrnH69Gl079iRtvi0a/v2uP3fDHRL0ImhCo5XKyr0ej3S0tKM/7blyMFisTB02DBc/PNP/LhmDbp89RW6DxuGz3r1wqe1atG63l9Pn+LbBQsA5M+L9/DwAEVRWLJkCZo3b45du3YVi9CExBwEQtmBxCelAw6HU2hhnUgkcvhYS0V6NptdYu4BPB6PdmGDxWKhXLlyePz4MSIiIjB+/Hikp6dDIpFArVZj6tSpaNeuHY4cOULrfNZiDZ1OZ3QuWr9+PUJDQ9G0aVO0bt0a3377Le7cuWPcV6PRFCq/k5WVhXHjxmHVqlX44osvEBcXh5MnT+Ls2bO4dOkS6tevj8jISNy9e5d2foHP55eav3sSbxAIBAI9KIqCh4dHibmbMZlMeHp6lphYszjQ6XQYMmQIhg8fjlmzZpkIMAxUrlzZKL5Y8N9zeXEQFxeHzp07IzMzE7/99hsuXbqE48eP49atW1iyZAn++ecfzJ8/v0hG0RYXIpEIu2JisPLIEczdvRuvCjSvAEBVPz+wmUysPXTI7rm2nDgBoUhk1X28MDhzzEFa+giFgogwCAbYbDbYbDYtpSSTyYREInGKbmKBQAC5XG6xyzQ7OxueDszeYjAY8PTwQFZWloliUS6Xw83NzaEHZEujOhQKBZRKpVEl6ShSqdRiF4wBiqIweswYnDh+HLN+/RU6tRp1K1cGADx8+RIsPh9Dhg3DwEGDrL4XgUBAO2kgFAqLvMDk7++PkJAQbD161OJIEolIhFSpFAqlEjyaBaKXb96gVnCw2etCobDIlbFxcXFYsmRJoY5NTEzEixcvUKdOHTRo0MD4uqurK3r06IG1a9fi+vXrqPzfZ0ogEAqHM6xdHxv2HLdmzJyJJQDaTZmCQe3bo3+7dvCXSKDT6XAlPh5bz5zBvefPsXP3blSvXv3D3jzyHwJPnjqFeTNm0Nq/YoUKqFe7Nk6ePIlwmhaOdLh37x7ahITQ3r9Ns2aYGhHh0DWys7IgcSB24nK5cHdzQ3Z2tsVCkSGGsoZCoSgWu9TMzExjTMtms2lZfVMUhUaNGhkTCAkJCZAlJdk9Lvb+fQybPh2TJ0/Gph07TATKkydPRlxcHKZMmYKEhATMnj27kO/IHBJzEAhlC2LJXzqgKApcLtfh52Aul1sod00+n4+cnByTtbKkCysikQipqam0xIUPHjzAypUrMX/+fISFhZnkIKdPn47Lly9jypQpePPmDfr3748//vgDL168AIPBQJUqVRAWFmZcV+VyOVxdXc1yGTKZDJs3b8by5cvRtm1bTJo0CQEBAVAoFLh48SJGjRqFihUrYv369fDw8EBOTo5NgbAlxo0bh5ycHBw+fNisEcnb2xvfffcdunfvjs8//xwBAQHo3Lmz3XMWlyNnUUPiDQKBQKAHRVGQSCQl7jxvEIIU1yjxD82FCxfAYrHwzTff2NyPxWJh+fLlaNmyJSZPnmxRrPE+PHv2DEOGDMGKFSvQqVMnk20URaFly5Zo0aIFlixZgkGDBuHgwYMl2rxsi8DAQBw5fhxrV69G1/nzEVS+PHzEYsjkctx48gQNGzRA9KlT0On1GPXZZ+C8k0dVaTTYdOwYok+dwoFDh4qswdXZYw6STSY4DIPBKDWqa8KHwcXFxeKoCwMMBgNsNhsikcipfndEIhFSUlLMkgACgQA5DnZXZufmWnSCyMvLo/2QXNAF4130ej2ysrIgl8shEoloFwNzc3PtzodMSkqCWq1G+w4d0KVrVzAYDLx69QoAMKJCBXz66ad2F0VHxCFsNhscDqfI1Z1z5s1Dj7AwBHh6omfbtibbPNzc0KBmTRw5exZ9QkPtnislPR3X4uLw0/r1Jq8X1xgSHx8fk4JbXFwc/v33X1rH/vPPPwCAWha6bg1z5J4+fVoEd0kgfNwQEUbJIBAIrIowGAwGZs6ejd59+2L71q3oMG0a5P8V52tWq4bBQ4ciqlevEusmSU1NhcjdHR4OWIgH1aiBxMTEIr0PR8ej8bhch0ehuAiFSPsvdqCDTqdDTm6u1c9Gq9XavO/icMEAYOaCUZikQLVq1bDpzBmb+6RLpfh6xgz8EhWFtu/ELEB+MqZhw4Y4cOAAevbsiWrVqqFfv34O34slSMxBIJQtnOn5mmAbPp/vsAijsM+eFEXBxcUF2dnZxtcKI+YoSgzP0gXvyRLPnz/H5MmTsXPnTouuZRRFoVWrVti1axfCw8Px448/olmzZqhWrRq0Wi0OHjyI+fPn4/PPP8fUqVPB5/Mhk8lMxJ16vR7Lly/Hrl27cPDgQTP77xo1amD48OH48ccf0adPHxw8eBBubm7Iy8ujHVfeunUL58+fx+XLl20WUwIDA7F69WpMnToVHTt2tCmsKk0uGCTeIBAIBHq4urqWuACjIK6urmCz2cjMzLQ6yr00sG3bNgwePJjWM72npyfat2+P3377DSNHjizS+1i1ahVGjBhhJsAoCEVRmDFjBuLj4/H7779j4MCBRXoPRYmPjw8iFizAjJkzceXKFWRmZoLP52Nxw4bw9fXFmzdvMOnbb7F5zBj0b9sW9apUAQA8ePECMefOIbBaNRz64w8EBAQU6T05c8xBsskEhyEuGIR34fP5yMrKAoPBAIvFMv7HZrPBYrGctjvHMJYkKyvL5PWQkBBERkZCrlCAT6Nb5N7Dh9BqtThz5gzS0tLA5XJRr149tG3b1iERBh2VqUqlQmpqKgQCgd2fsVKptJvgUKvVJsWe8uXLw9fXFw0bNqR1z0DhEgEuLi5FLsKoWLEifv3tN3z15Zc4ePkyBoeGovWnn4LJZCJVKoWnmxt+io5GWPv2dhNQG3bvRvfu3c26cItjDAkABAQEYMCAAcZ/Z2Zm0g4WDAIob29vs22enp5gMplW5+8SCAT6lJaEZ1mDw+GAyWTadD2oUaMGIhcvRuTixVAoFGCz2U7xeTEYDIeTFlqt1mbcpNfrcfv2bVy5cgW5ubkQiUTo1KkTqlWrZvUYLy8vvHJA2PEqMRFeNsZwWKJ58+YYNXIkZk+aROtnf/HqVVSuVMmm24VcLre4Xms0GodFItbQaDQ4c+YM4uPjjWLY4OBguLu7w8vLq1Dn7NChA2Z+/z2ePH+OGv8lHN4l5vBhtG/f3qIAoyAikQiLFi3C9OnT8fnnnxdJDEJiDgKh7OAMax2BPlwuFxRF0R4zxeVy36so4+LigtzcXOh0OjAYDKco8AiFQiiVSpvreHR0NAYNGmRzbJxUKsXo0aPRpk0bjBs3zmxdSkxMNI4AiYmJAUVREAqFxhjr9u3bWLt2LQ4cOAA/Pz+L12AymZg6dSqys7OxaNEiLFmyBLn/Nd/QWY/XrFmDAQMG0BrbGhISAhcXF1y+fBmtLcxZN1BaXDAAEm8QCAQCHTgcjkVnyJKGx+PB09MTGRkZNt21nZm7d+865I7Qtm1bnD17tkjvIS0tDWfPnsXChQvt7ktRFEaMGIFFixZhwIABxVJ/KEr4fD46dOhg9rq/vz9+3bsX//zzD2J27cJv/413q1ipEvbs318sLrXOHnOUuAjj6NGjTj3rhmAOj8ej9RBB+LjQ6/VOvzhYIzs72yygCAgIwI9r16Jdy5Y2j01JTcX8lSuRmZWFU6dOGeeU7t+/Hzk5OejSpQvCwsLsWn+q1er3svqiKApMJhNMJtPoViOTyUwSPNnZ2bh8+TJu374NmUwGDoeD8uXLIygoCF5eXuBwOMjKynL4c3RzcytUh3hxKWpnzpqF2NhYzN60CS9fvQKLxQKTwUDjxo3Bd3XF5xMmYNLQoVYFZccvXsShM2cwc9YsnDhxwvg6l8u12vVy7do1q/ezdOnS93tDdjDYplvrrhEIBGSd/Y+CnyeB4CiFmcdNKBrkcnmRj7H6EKjVamRmZeHQ0aPwkkhoHXPu0iV0DQ21+H11+/ZtHD58GAqFAvXr1wefz8fDhw8RFRUFf39/9OnTB1UsFP29fXywds0aNGnYEEwav8Pb9+xB3Xr1HP7OZLJYWBsdjYY2iiYGVq5fj0aNG+PkyZM29xOLxWZxSV5enl2XLyB/ZMn169dx7do1ZGVlgcVioXz58mjXrh2qVq2KkydP4vTp0/D09ES1atXAZDKRnJyMnTt3IjAwEEOGDIHYAReTgjRr3hzfzp+PmWPGgPVOkVSn12Pjnj2YMm0arl69avdcer0ecrkcP/30E4KCgnD//n2rYlISczgHhw8fLja3FgKhICwWy6aYjeB85OTk0BrlCvyvE/V9MKyZzlTk0Wq1yM7OtihGUSgU2LNnD3788Ueba+T8+fNRvnx5dO/eHS9fvsTLly/N9unbty+2bNmCgQMH4ptvvgGfzzeuX1FRUWjRooXVYwvSokULTJs2DU2bNjWeg8fj2cybaLVaHDhwAJGRkbTWegBo0KABNmzYYDXmZbPZH1yEUVJ5DhJv0Ofo0aO0v1MIBILz4e7u7tSiWr1ej9zcXNrfM4VpRCkuZDIZ7t+/j4SEBFr7v3jxAq9evSrS3PGVK1cQFBSER48e0dqfxWLh1atX2LVrFzwdbIxxRpoEB6NJgVHvz58/x/Pnz832i4uLs1pzKQs5jhIXYRBKH868MBBKjtIqwADyO0TedcPo3r071qxejcDKlVGhXDmLx/37+jXmLF2Kdu3bo3Xr1iZf1p999hlevnyJmJgYvH37FuPHj7f5M3rf4pJer4dGo7GoTtXr9Th69CiOHz+O2rVrIzQ0FO7u7lAqlYiPj8e+ffvg7++PYcOGOfw5GlxPCkNhZuLSgcfjoWXLlmjZsiW0Wi3UarWx60ilUmHz5s2YGBmJrq1bo01wMFz4fGh1Otx+8ADHL11CqlSKKVOnmsyAYzAYTi8+K81/gwRCaYAIMEoODodTKkUYbDYbISEhOH3uHAb07Wt3/xcvXyI9IwN16tQx23b69GmcPHkS/fv3xyeffGLynd+rVy/cunULP//8M4YPH466deuaHFupUiW4ubvjyo0baBUSYvMeMjMzcf7qVcycOZPmu/wfYZ99hg07dmBhQAC8bbhIHDtzBonJyRjepIndc6pUKhPBgV6vp+WCcePGDezYsQNVq1ZFq1at4OXlBY1Gg6dPn2LTpk1Qq9Xw9PTE2LFjzWww8/LycObMGURGRmLatGkWOyLs0a1bN0Q9e4YV//d/GPvVV3AtkFDIzsmBQqVC1apVaZ2Loig0aNAACQkJCAoKcvheigMScxAIzgH5Wyx9cDgcWoUMg+vl+8Llco0uYc4Ck8mEQCCwKFZLTk6GRCKxWXhISEjA69ev7eZYGAwGBg4ciKlTpyI1NRXe3t7g8XhQKBS4evUq7aS+SCRCrVq1cOvWLbRs2dIoDi7oAvuuO6lSqYRMJnNorrxYLMaTJ0+sbnfW+fDFCfmOIxAIZRkXFxenr7NRFAVXV1erjTEFXbpZLBYoioJarYZcLi9xBw03NzekpqbSFjCmpKQUudgxLy/PoViAwWDA3d0dMpmsTIgwShPFGXOUuAijW7dupTKp+jHj7e1N5qITyhwymcxEiNGlSxeUL18ec374AdPGjkWvbt1MivAJL19ixKRJmDxlCkJDQy2es2HDhujSpQvGjRtnnGtqCZVKZTKDvKhZvHgx4uPjsW3bNjNr7bCwMKjVaqxcuRL79u3Dnj177Lp2FMTDw8Oh/Qui0+mQnJxM2461qAgLC0NsbCy2btmCkTNngslkQqlUon7duhg5Zgy6detm9p4kEonNESYF544RnJcuXbqU9C0QSilsNrvQowkIRUN6enqRjaD4kAQGBiI8PBzfjR2LQCujKYB89f3Pa9di9KhR6Natm8m2S5cu4dy5c4iOjrZqmd20aVO0bt0aU6dOxeHDh80cMfz8/DBw4EA0a9zYqhAjLT0dA8eOxcgRIzB48GAH32n+d6yfry/mr1yJmRMmoHunTibr6avERKzbtg0nL1zA5s2b8emnn9o9J5fLhaSAi0heXp7RLtIa+/fvx4EDB/Dzzz8jMDDQbLubmxvu3LmDNWvWWF3bW7Zsib1792Ljxo04d+5coYpXHTt2REREBL6dPx9d27RB+5AQ8Hk8PHv5Emw2G82aNaN9rsuXL4PNZqNLly7o3bs33N3dHb4fwofjs88+g1QqLenbIHwEuLi4kO+DUgbdZ+D3ec5+l8zMTLi5uTmdoFgqlZrlg2/duoU//vjD5hppmJUeXKCz0ha9evXCv//+iy+//BLu7u549eoV+Hy+1TyOJWJjYwHYfp5ksVjGETJZWVlwdXVFrVq1aIs5nz59iipVqli8xrvx0IeC5Dmcn27dutFyiCMQCM4Fj8eDh4dHSd+GQyiVSuTl5YHD4YDD4dh9Rja4fpfUd1R8fDwePXqEQYMG2d1Xr9djxowZWLp0KULsNK44QkZGBm7evOnQs79Op0PHjh0tupyWVbp16wYfH5+Svo1iw7kicEKpwNkVegRCYXBxcTGbkRoeHo4tW7fi7I0baNy5M0ZOmYLJc+di4Jgx6NC3L6rXqGH3wV0gEGDGjBlYsWKFVQXo+4whsUdsbCz27t2LpUuXWi0gstlsTJ06FXw+H6tXr6Z9bjab/V6JIQaDUSLdHBRFoUmTJli7bh2ePXuGu3fvIiEhAX8cPYrevXubvSeBQGBTgFHSGIJerVZrcbtOp3OK+b8EQmmGxD4lj7O7EVkjMDAQP8yejS8GD8bt/2ZhvkuGVIrhY8ZAIBTim1GjzLavXr0ao0ePtirAMFC7dm306NED0dHRZtvq1KmDadOmYcz06RgzfTpi79wxFoCSUlLw47p16NC3L9q1b49JVkSjdBg8ZAh+iYrC/pMn0bhzZ4yeNg2T5sxBv5Ej0eWLL5CRm4uFCxdCo9HgxYsX2Lx5M5YtW4aoqChcu3bNrCilVCpN1jd7Ix5SU1Mxe/ZsLF261KIAQ6FQ4NChQ5g/f77dtb1v375wd3e3OzLFGhwOB5GRkbhy9Sqq1a2L3y9exOaDB/Hw1SvI5XLk5eXRPtfr16+dohOGxBwEgnNB4pPSB4PBsPs9+b7P2e/ijAIMwLIFu5eXFxITE62uM0D+jPcWLVrQvk7z5s1x7949APm5F41G47BVuk6ns/sz1Gg0kMlkkEql0Ol0CAkJwbFjx2hf49ixY1aLNB96DElJQ+INAoFQlmEwGA65IzgLXC4XYrEYLi4utJoU2Gw2PDw84O3tXSL5/4EDB+LgwYN4+/at3X1PnToFBoNBW+BJl+DgYJw9e5a2EOX+/fvQ6/WoWLFikd4HwTofIuYgdgYEhzDYChEIZRGRSITU1FSTAkDDhg2xZcsWJCYmIjY21mgjlZSWhv79+9M6b/Xq1eHt7Y3Dhw+jV69eJttUKhWUSiXevn2LnTt34syZM8jNzYVQKET79u0xaNAg+Pv7F/o9RUdHo3fv3naDOwaDgaFDh2L69On49ttv7QZTTCazSBS77u7uEAqF0Gq10Ol0Fv/TarXFZmHGYDBszsZlMplO311muD9LHZcGlXKlSpU+8F0RCGUL4gBW8vB4PKeaL+oI/b74Ai4uLhgxfjwqlC+Pfj17ws/PD3l5eTh++jROnjmDsLAwLFmyxOx37dmzZ/jrr7+waNEiWtfq0aMHhgwZgtGjR0Mmk4HNZsPf3x/JyckIDAzEjytX4tKlS/hu7lwkJiYa7bN79+qFmF9/tTjugqIoh1yrWrRogRYtWiAhIQF37tyBQqFAZ4kEzZo1w5MnT/D8+XOsX78ejx8/RnBwMDw8PKBUKrFr1y5wOBx89913JvGSXC6HUCiESqWya+G+a9cutGrVyuq6d+7cOdSuXZt2bNWrVy9s3boV3bt3p/3+30UikWDM2LEmrw0dOhQHDx7EgAED7B6fmZmJM2fOYO7cuYW+h6KCxBwEgnPhjIV1gn34fL5Ndy9bz6eFwVl/TwxFqPT0dONrFStWhJ+fH86fP48OHTpYPE6pVDokUjGMIAHyE+nu7u5gsVh4/vw57S7Te/fuoV+/frSvCQCDBw/GDz/8gK+++sruZ/D06VM8evTIYrxh6Dj+mCDxBoFAKMuIRCKnXZuLAxaLBbFYDDc3N+Tk5DjUjPA++Pn5YcyYMRg0aBB2795t1WkhNjYWkydPxsaNG6FWq/HmzRsolUp4enoWyoUqNzcXSUlJAABfX1/Url0bf/zxB/rSGFG7detWfPnll0Ro/QH5EDEHySgTHIIUIQhlGRaLBVdXV2RnZ5ttCwgIMM4MV6vVGDVqFJo2bUr73CEhIbh8+bKZCCMzMxNz5szBnj17EBISgh49ekAoFCI3NxexsbFo27Yt+vTpg4iICIf//rKzs3H27Fns2rWL1v6VKlVCQEAAzp07h86dO1vdj6IoeHh4FElAQFGUcW6cLfR6PbRaLdRqNTQajcl/xTnORCQSOb3wzDBTPj4+Hp06dTLZ9vDhQ+j1eovdwAQCgT4k/il5KIoCn8+364TgrHQPC0PnLl1w6tQpHD1yBBkZGWAymQgoVw5RUVHw9va2KIC8d+8eGjVqRMuRSa/X49mzZ6AoCq1bt4ZEIoFGo4FcLkfr1q3RuXNneHt7Y/z48YiMjIRCoYBarYZQKLS61rHZbAiFwkKNVqhcuTIqV65s8lpeXh7mzZuH8PBwfPvttyZFlIEDByI+Ph6LFy/G8+fPMWXKFOMxQqGQ1mcfExOD2bNnW93++PFjh6xAQ0JCaAtgHGHw4MGIiIhAr1697BaStmzZgrZt2zqFEwaJOQgE54IkaEsntr73WSxWiXSLlhRcLhcuLi4ma/zgwYOxbt06tG3b1uLvuIeHB968eUNbQPHmzRuTIgqTyUS/fv0QExODWbNm2T3+5cuXiI+Px9atW2ldz0Dz5s0hFouxYMECzJkzx2qslZWVhbFjx2LcuHEW472PzQUDIPEGgUAouwgEgiJ1uypNMJlMiEQiCAQCSKVSm65XRcXYsWOh0WjQqVMnDBo0CAMHDjQ2ZNy/fx/R0dE4deoUvvzySxw4cAAjRowwjlqRSqWoV68ehg8fjk6dOtkVzty7dw+bNm3CyZMnjYX9rKwsNGjQABEREahXrx6qV69u9fhDhw7h4sWLtGITQtHxIWIOklEmOAQpQhDKOkKhEAqFAiqVyuo+SqUSHA7HIdUqj8dDbm6u2XlG2Hu8gQAAIABJREFUjx6Nv//+G8uWLTPreKlRowZ69uyJdevWYcKECVi9erVD10xOToZEIoGbmxvtY6pUqYJXr17Z3EckEhVqNvr7YEusoVAoIJVKi1yM4YxjSFQqFdLS0gDAGDRWqFAB5cqVQ2xsLB4/foyaNWsCyP/92rNnDwA4JBgiEAjmkCKHc1CaRRhAvqChW7du6NatG4B8u8Nbt25Bq9VCLpcjOzvbbM1WKpW01iKVSoX58+fj77//Rt++fdG0aVNj12RycjLOnTuHGTNmYPLkycYZpzwez24CiM/ng8/nQ6PRvPf4tIyMDIwbNw6jRo1Co0aNzLZTFIU6depgwYIF+OGHHxAYGIjw8HBoNBoolUqLFp46nQ5v376FTCaDq6ur3aKMSqVyaG3ncrlQKBTQ6/VFKsps3bo1atSogdGjR2Pt2rVWC2779+/Hjh07cOjQoSK7Nl1IzEEgOD8kPimdGEaSWMo5FLULRmnAzc0NSqXS6H7Zs2dP7Nu3D9OmTcPSpUvNcgDh4eE4ePAg7ZEkhw4dwuDBg01e++qrr9C1a1f07t3buJZZQqvVYsmSJRgwYIDDRTOKorBp0yb0798fY8aMwaRJk1CtWjXjdp1OhwsXLmDBggVo1aoVRowYYXYODofjdDmJoobEGwQC4WOhNLgtfwg4HA68vLyQlZUFuVxerNeiKArfffcdunbtiu3bt6Nt27bGRk+JRILw8HAMGzYMmzZtQkhICGbMmGEcA6vRaHDz5k0sWrQIv/76K9atW2f1uf2XX37Bxo0b0alTJyxbtswooMzJycHly5cRFxeH8PBw/PDDDwgPDzc5T2pqKrZs2YKYmBjs3LmzUO4bBHqUVMxBKuoEhyAiDMLHgFgsRkpKitWivkAggF6vR2ZmJu0ZbklJSahQoYJJMWXbtm24e/cuvv/+e6sP1i4uLpgwYQIWL16M/fv307KuMuCofThgf9apq6ur03Xm8Hg8iMXiIhViMJlMh8QrH4qnT59i3rx5AIDffvvN+PqIESMwf/58zJ8/H02bNoWLiwvu3r2LlJQUdOjQgXSJEAjvCYl/nAMOhwMWi1VsI6qKCgaDAS6XazehwGQy4enpieTkZABASkqK2drj4eFBa4bpokWLkJ6ejjlz5phZVvv4+KB///5o2rQpVq1ahTp16tCedWpY811dXaFWq2nPMrXE7t27Ua9ePYsCjIK4ublh2LBh+Pnnn9GjRw9QFGW2xmdlZeHXX3/Fli1bkJubCz6fj6ysLOh0OpuxgEgkovXzNJCcnAwPD48id8WiKAo///wzJk6ciE6dOmHYsGHo3bs33NzcoNPp8Oeff2Lr1q148OABYmJiUL58+SK9Ph1IzEEgOD9EhFF64fP5ZiIMJpMJgUBQQndUclAUBbFYjNTUVAD58V50dDRGjBiB0NBQDB061Fiw0Gg0EIvFuHTpEl68eGHXHvrBgwdISEhAaGioyevly5fHggULMGzYMERFRaFhw4Zmx+bk5GD27NmQy+WYPHlyod6bh4cHoqOjsWzZMvTs2RNVqlRBtWrVoNVqcf36dYhEIkyYMAHh4eEWY42PQZRD4g0CgfCxIBaLnd5t+UPBYDAgFovB5XKRlZVVrC7XQH6ja2RkJBYsWIDc3Fyj89jdu3cxYMAATJgwATVq1DA5hsVioVmzZmjSpAk2bNiAcePGYdOmTWafYXR0NHbu3Im5c+dCLBabbHN1dUVoaChCQkIwf/58bNy4EZGRkWjVqhWEQiFSUlJw48YNdO/eHYcPHy6R5/6PiZKKOT6e4UOEIoEUIQgfA/aUqQwGA926dcORI0donU+pVOLUqVP47LPPjHPPVCoV1q1bh7CwMLudDRwOBz169MCmTZvovwnkzz6TSqXIyMigfcyTJ0/MrMMN8Pl8p7XC5PF4tAUxdHB3dy9V8/mCgoIwd+5c1KpVC3FxcTh37hw4HA4GDRqEr7/+uqRvj0Ao1VAURYocToQzFyc4HA7EYjF8fHwgFotpxc0F55KmpaWZCUxatWqFp0+f4s2bN1bP8ejRI9y+fRtjxoyxOTO8SpUq+OqrrzBnzhwa7yb//RT83ReLxYV2wtLpdNi2bZuZvaM16tSpA5lMhlu3bhmPN/D06VO0b98ex44dQ3h4OGbPno0pU6YgIiICEokEjx8/tnreNm3a4Pjx47StT48cOYIePXrQ2tdRuFwu1qxZg2XLluHGjRuoV68egoKCULVqVcyfPx9t27bFhQsXzJJBJQ2JOQgE54CiKJLIL8VYclX4GAru1mCz2Sa5BldXV+zatQvTp0/H8ePHERQUhE8++QSBgYHYvHkzwsPDMXbsWCQmJlo957NnzzBp0iQsXLjQYnzUs2dPzJo1C2PHjkXfvn2xd+9eXLlyBWfPnsXs2bPRqlUrKJVKrFu37r3cKHJzc9GvXz+sXbsWffv2Rf369REcHIwNGzbgxIkT6Nmzp8W/ZTab/dFa1gMk3iAQCGULoVBo81n9Y0UgEMDLy+uDOW4zGAy4ublBIBCAoijMmzcPX3zxhc1nbhaLhW+++QYPHjzA9evXTbbl5ORg6dKlmDhxopkAoyBisRjff/89EhMT8dtvv6Ft27aoVasWevbsievXr2P58uVEgFGCFHfMQemLW2ZkB6lUWuy2M4Siw9fXt1QVJgmE9yEjI8Nqx+edO3cwcuRI7Ny5025B6Pfff8e1a9fw66+/AsgvuNy8eRNhYWFYsWIFreKeVqvFtGnT8Ouvv9q0y3yXSZMmwdXVFQMGDLC77+PHj7Fw4UJcv37d7J7YbDY8PT2dPtEnl8sLNbe+IHw+32bgRCi92CpiEgjWYLFY8Pb2LunbIPyHTqdDcnJysXdK0IXBYIDP58PFxcVMdJGTk0NrhMe9e/eMY1YqV65stL80MG/ePGRkZGDq1KkWj4+IiICrqyu6d+9u91parRYzZsxAdHQ06tevb3Nfd3d3uLi4mB2fmppqIoqgQ3JyMtq1a4eNGzfSPmbr1q1o0KABRo0aZXwtKSkJoaGhaNu2LZo0aWJ2zMWLF5GdnY0ffvjB6nnHjBmDgQMHomPHjjavn5WVhf79++PAgQMfpNtSrVYjJyfHOALGGi4uLsTG1skpiniUQLAHiU9KP6mpqVCr1QDy4wkfHx+nf94uTvR6PZKTky3GGCqVCrm5uRAIBEZhQnR0NFauXImePXuib9++CAgIAAAkJCRgz549OHLkCObNm4d+/fpZvWZ8fDykUiliY2Nx9+5dyGQy8Hg8VKxYEc2aNYOHhwckEkmhBZFKpRJxcXHGuLV+/fq0BcVisdjpXEgJzoetvCWBQHAOSktOvSTR6/XIyckxG+VenDx58gR9+vTBihUraDXQnD59Gunp6SY5jS1btuCPP/7A2LFjaV1zzZo1CAsLw9ChQwt932URJpNp0qBU1iDVdAJtKIoiAgzCR4VIJLL6O1+/fn20atUKM2bMMLpbWOLKlSvYuHEj5s6da3wtKysLz549Q4UKFRzqrnZ1dcXEiRPRpk0bdOjQAWPHjsWtW7dsFqKGDRuGAwcOGK3OraFWq7Fp0yYMHTrU7J6YTGaxWHEXB3w+/70cMRgMBilsEAgEE4gLmHPBYDBKtFPU4IzC5XKNrhfu7u4Wf0/oJtkLFtFSUlLMto8fPx6xsbGIiYmxePyFCxdoz0VnMpkICQmx6+ZFUZTFxH9hYwKFQuFwNyeHwzFLKkdFReGTTz6xKMAAgMaNGyM2NhYPHz60et5x48ZhxYoVuH37ttV9srOzMWXKFPTt2/eD2V2z2Wx4eHiQgguBQKAFcekq/RT8vhcKhaXiebs4oSjKqvMmh8OBh4eHSSwxbNgwHDp0CAwGA1988QVatGiB5s2bY8iQIZDL5Vi8eDGaNWtm9XoymQzZ2dnG2Gjjxo3Yv38/du3ahVmzZsHDwwMAkJ6ebhTLOkrBMbeGzls6GGzSCQQCgVC6MYzc+tjXeHtQFAU3NzdIJJIPVn88evQomjZtSjvn17x5c5w6dcpELHrkyBGbsYalc/zxxx8O3yuhdEMq6gTakCIE4WODwWBYLehTFIWlS5carb337Nlj7HbV6/V48OAB5syZg8jISGzduhVBQUHGYw0FBbpdvI8fP8bEiRMhl8tRqVIltGzZEk2bNkVubi5GjBiBLl26IDExEXq9Hjdv3sSGDRsQFRWFmJgY+Pv7Y8CAAZg4cSJevHhh8fw5OTmIiIiAWCzGyJEjzd6nh4dHqUryCQSCQgspStsYEgKBUPyUpu+/jwWhUFisn4thLJlYLIZEIoGXlxd8fHzg5+cHPz8/+Pj4QCKRgM/n20ymMJlMWpajXl5exrVHJpOZdX9IJBJERUVh3759mDBhAv7880/jOI28vDzI5XKH1j2RSGS3S5/L5VpdDzkcjsOCR7FYjKysLKhUKtrHZGRkQCKRGP+dl5eH/fv32xScCAQC9O/fH7NmzbIqsggMDETdunUxefJkLFq0yGR8SWZmJrZv347BgwejSZMmmD17Nu37JRAIhA8JeWYp/RgEBQwGw8x56mNFIBA49LtdtWpVRERE4MGDB7hy5QquX7+Oc+fOYcCAAfD29kZSUpLVEWRv3741/r9EIjEZOeLi4mIUYQDA69evHX4ver0eSUlJxn/7+vrSPtbNzc3h6xEIBALB+RCJRKSm5gBcLheenp4fJA+XkZHhUF5DIBCAxWKZ5GukUqlD5xCJRMjMzHToPgmlH/INQKANWTAIHyM8Hg8uLi4WOx9YLBZWrFiBmzdvYtu2bQgLCwOfz4dSqYS7uzs6duyIqKgoNGzY0OzYSpUq4eXLl9BoNDb/th49eoSoqCh89tlnqFKlism2gIAANGnSBLdu3UKHDh0gFoshl8tRoUIFMBgM5OXl4YcffkCjRo3QsWNHfPfdd6hRowY6deoET09P5OXl4dq1a7h48SLCw8OxYMECs3sRiUQfbC5bUeLi4gK9Xo/s7Gzax/B4PNJtQiAQzCDxj/Nh6JIoDrt/JpMJiURSZJ87n8+3KzxgsViQSCRITU0FkD+6o6Dbh0qlgk6nw7Jly3DlyhVER0dj9uzZEAgEyMnJAUVRUKlUtOeVKxQKu+sdne0ajYbWuBUgv5jQqFEjXL16FW3atLG7v0wmw+3bt/Hzzz8bX7t8+TIqVKhgd2RYUFAQBg4ciMWLF8PV1RW9e/dGQEAANBoN7t69ixMnTqBRo0Y4deoUjh49ipkzZyIrK8vovNGtWzds3LgRn376Ka33RiAQCCUBEYmWflgsltHxgHTI5mNww8jKynLoOINTF5Avfnj16hWUSiXUajVSUlLMRr2p1WqkpaUZ//3udgAoX748MjIyAOS7YUilUuTl5UGn08HT09NurJSRkWEcN2Nwu6IDl8t12D2MQCAQCM6HQCAgeeZCwGKx4OnpifT0dGg0mmK7jkAgcEgQodVqoVKpTD5THo8HpVJJ+xyFcQgllH5IVplAG1KEIHysuLm5QalUWlz4KYpC06ZN0bRpU6hUKmRlZYHNZuPvv/827i+VSs0euKtUqYLAwEDcunULwcHBFq+rVCqxevVq9OzZExUrVrS4D0VRyM3NBYPBQOPGjVGhQgWT7XK5HHFxcThy5AiWL18OuVyOI0eOQCqVgs/nIzg4GAsWLLA4T1goFJbqYFEoFBpnytnDlusJgUD4uCFFDueEz+cjNzfXmNwuChgMRpEKMID8+8zOzrbrfuXt7Y3U1FRotVqcOHECFEWBoihUqFABlStXhkajAYfDQWhoKL7//nvI5XLIZDK4urpi4MCBiIuLQ0hICK17unfvHr777jur2ymKopUYcHV1hUajgVwup3XdYcOGYeHChWjRooXdn/GJEyfQtm1beHl5GV/LyMiwalP+LtWqVcPMmTOxcuVK3LhxA0qlEmw2G7Vr18bhw4eNwtYJEyZg/PjxyM7OhkqlKrXiUwKB8PFB4pOygUAgoD2i4mPBIDItaPftCBRFwd/fHwkJCQCAN2/ewNfX10TokpycbDy/UCi0GF8Y3DAePnyI48eP4+LFi2Cz2WAwGJDL5ejcuTO+/vprNGjQwOJ9FHTa8PX1pe3wQVwwCAQCofTDYrHIuOv3wNAcU5xCjJCQEMyZMwfh4eG0xLD37t1DrVq1TPIFzZo1w507d1CzZk1a17xz545D40sIZQNSVSfQhogwCB8rFEVBJBKZdEpYgsPhGIsF3t7eePPmDYD8OaCWuh5GjhyJiIgI1K1b12Li5fr16/D397cqwACAu3fv4vHjx+jfv79FwQSfz0fz5s3h7u6OiIgIXLp0CX379rX5PoD8QhTdQoczY3gP786UfxehUEgsfQkEgkVI/OO8uLu7212b6VIcAgzDeblcrt11SCAQ4ODBgzhy5AgEAoFxDEd2djYyMjLQvn17fP755wgKCjLalhusy4cPH45Vq1YhODjYbvLg33//RWpqKjp37mx1Hx6PR7sjVyQSQaPR0BLDdOjQATt37sSaNWswduxYqz/rK1eu4PTp0zh8+LDJ63w+3yHRDYPBAIvFwuzZs1G3bl2r+1EURTtBRlEU7XFyBAKBUJwQEUbZoKDzFSGfwrphFMTb2xuvX7+GWq2GUqlEWlqaMVfz7pgQSy4YBm7duoV58+YhMDAQXbp0MeYXlEolnj59ikGDBmHAgAGYNWsWgPwGnNzcXDCZTKMrJ0VRFpteLCEQCIgYlEAgEEo5FEVBLBYTl6v3hMlkGh0xirL5xkDr1q2hVCrx7NkzBAYG2t3/zJkzqFmzJsLDw5GZmQk+n4/69evj8uXL6NWrl11nUqVSiStXrmDOnDlF9RYIpQSSVSbQhhQhCB8zHA4Hrq6utG23fXx8jCIMqVQKpVJpthh37doVf/75J5YvX44JEyaY2WufP38ejRs3tnoNvV6PK1euoEuXLnYdK2rXro2XL1/i4MGD6N+/v937FwqFZSZYdHV1LROCEgKBUDKQIofzwuFwwOfzaTsxWIOiKHh4eBRb0pvP59sUYSiVSnz11Vd4+fIlWrVqZSbczMrKwr179/D48WMzYQIAdOrUCcuXL8fx48cRGhpq9ToymQybN2/GhAkTbL5XR1ywDAmm1NRUu+IEBoOBDRs2YNSoUZg5cya6dOmC5s2bg8vlQq/X4/Hjxzhx4gT++ecfxMTEoFKlSibHN27cGDNmzIBKpQKHw7F7b+np6cjMzES1atVovx9bGKzEc3JykJeXVyTnJBAIhMJCBOSEsoxAIEBubi60Wm2hjmcymfD19cWrV68A5I80y8rKglwuB5vNRvny5eHm5gY2m20Uvr7L8ePHERkZiU6dOpm5ZnK5XNSqVQtVq1bF/v378fTpUyQkJOD169fg8/nIy8uDv78/unXrhrCwMFoj4wzj9ggEAoFQujGsL4T3x9Ask5GRYXfMa2HOPXHiRKxatQozZ860WTuIiorCX3/9ZRwD7+XlBY1Gg7i4OGg0Gqxfvx7jxo2zmj/UarXYsmUL2rVrZ+ZiTij7UPoSbuWRSqXvnTglfBj8/PzKTFGWQCgsqamptNWX8fHxxu6H8uXLo3z58mb7KBQKfP/99zhy5Ajq1auH4OBguLi4IC8vD2vWrMHo0aONna7v8uzZM5w7dw6DBg2idT8JCQl49OgRzp07Z3M/JpMJb29v8vdOKHMYhFEEAl2YTCZ8fHxK+jYINtBqtUhJSSm0OwFFUZBIJLSK+oXF0HFp7R4nTpyI27dvo1mzZlaLanq9HrGxsfDz88OOHTvMticmJqJPnz6oWbMmQkNDTYQcer0ejx49QkxMDDp27IiIiAirazyDwYCPj4/DMUB2djZyc3Np7avT6XDhwgVER0fj2rVrEAgEUCgUEIlE6NSpE8LDw62KUAcNGgQvLy+ro9wKcuTIEVSpUgUREREOvRdruLu7G2MytVqN7Oxsh+a/FhUuLi7E2tbJkcvlkEqlJX0bhDKOj48PEYoSyjQymey93DDUajX+7//+DzExMUhLS4Ofnx+YTCYUCgXevn2LTz/9FJMnT7Y4zk2j0aBBgwZo3LixzWeB3NxcnDp1ClwuF0FBQcaxJzqdDm/fvkVCQgJcXFywd+9ekxFrlnBzcyPOKASHycjIsOu4RyAQPhw8Hs+iGzbh/dDr9UhPTy9yIQYALFmyBPv370f//v1Rp04dk5xMZmYmoqKi8ObNG3Tq1MmiWFIul+PEiRMoV64cBgwYYCay+Pfff7F//37w+Xxs3769VI9+Ly7Keu6ViDAItCjrfwgEAl00Gg2tbk8ASEtLw99//w0gv1u3YcOGZkWNZ8+eITk5Gbm5ubh69SoePnyInJwcuLq64u7duxg5cqRVEcbFixeh0WhozxLT6/WIiorCkydPbM56L1hkIBDKEkSEQXAULpdrtTuO4Dw4IgAoiMEBg0534vuSmZlp0T0hKSkJLVu2RI8ePewKQbRaLQ4fPoyDBw+iRo0aZtszMjKwfPlyHDhwANWrV4eXlxe0Wi0ePXoEPp+PsWPHom/fvjYFFgKBwKzbkw56vR6pqakOz2vNy8tDZmYmKIrC8+fPQVEUKIpCgwYNLH4usbGxGDx4ML755hv4+vpaPa/BTePEiRMWRbCFwdI8d4VCgezs7GKbU2sJIsJwfogIg/AhIE0yhLKOXq9HSkpKod0wNmzYgFWrVqFOnTrw9/c3WcMN9uOvX7/Gnj17ULt2bZNjT5w4gTlz5qBDhw5Wz69UKnH06FFUrlzZ6ix4vV6Pv/76CwqFAseOHbOaZyGNMITCQkQYBILzwGQy4eXlRdzKigm9Xo+MjIxiaYQ4dOgQfvnlF2RlZaFWrVpgsVhIT09HfHw89Ho9wsLCLI6SN6BSqXD8+HHodDoEBAQYcxCvXr1CWloaBg8ejLFjxxZr809ppqzXnokIg0ALUoQgEP6HQqFARkaG3f10Oh1u375tdM6oWbOmiRpWLpfj7t27RkFHUFCQyUiSrl27IigoyOpcstOnT4PL5docWfIu69evx82bN81GnxggD/+EsgwRYRAcpbAFacKHRa/XIzk5GTqdjvYxhjEatkSJRYlSqUR6errZ68uXL8epU6dor+X37t1DrVq1sGzZMqv7yGQynD59GsnJyeBwOKhduzYaNWpEa22XSCSFFqVYe490efjwobHjtUKFCihXrpzF/fbt24c5c+age/fuqFevnsnIRIVCgZs3b+L8+fPYtGkTbaGqPex1NMlkMuTk5Dj0O1hYiAjD+SEiDEJxw2AwbArRCISyQmHdME6dOoXvvvsOLVu2tFk0efXqFZ48eYKLFy+arPMjR45Eenq6RdGrgdu3b0Mmk9mN4QxuZgMHDsSYMWMs7iMWi0lnLKFQEBEGgeA8eHp6kiJ7MaPX6yGVSovle0+v1+POnTu4d+8eVCoVPD09cezYMaSlpaFWrVp2j09LS8PNmzexdOlS4zi0ihUrom3btiY5C4I5ZV2EQT59Ai3IFwWB8D94PB7c3NyMo0aswWAw4O3tjcTERAD53a4FH+wTExONAgw3NzczYcTgwYOxadMmqyIMgUDgUEJCqVRCrVbbnHHm6upKBBgEAoHwHyT+KR0YZmhnZmbSPuZDCjCAfEEzk8k06+a8cuUK/Pz8aJ8nICAA165ds7mPi4sLwsPDHb5HBoPxXq4gXC4XfD6/0AJ7Hx8fY1yTnJyMgIAAizFJr169kJOTg5iYGBw+fBh16tQBl8tFXl4eHj58iGbNmmH//v0ICgoq9Ht5F3uFERcXF/D5fGRnZ1t0PCEQCISihIwhIXwsCAQC5ObmOuyGsXz5ctSuXdumAAPIHxubmpqKmJgYjB071vh6WlqazdEgWq0WT58+RevWre3eC0VRqFKlCqKjozFq1CizDmkOh0MEGAQCgVDKcXNzIwKMD4ChmaY4HDEMjpwNGjQAkO+4On36dPTo0YPW8Z6enmCz2eByufj666+L9N7oQFEUGAwGmEwmGAyG8T+tVguFQlHoEb6E94dklgm0IEUIAsEUoVAIjUZjN9FuEGG8fPkS69evN3bq+vn5ITg4GHXr1gWDwTCbFwYAPXr0wIIFC/DixQtUqlTJbHvNmjWxbds2tGrVilYi7q+//rKpvmSxWHaTFAQCgfAxQYocpQeBQACZTGZ0n7IGl8uFq6triSRI+Hy+2dgUuVzu0MxYFotVbN1uRVEAcHd3h1KpLJQjhIeHB9hsNtRqNZRKJTIzMy06d6WkpKBGjRqYN28eUlJSjM6K7u7uWL16Nfz9/d/7fRSEwWDQEuwwGAyjcw4RYhAIhOKExCeEjwWKoiAUCh1qPnnw4AHevHmDTz75hNb+FStWxObNmzF69GijQILH49mMKZOTkyEQCGg7U0kkEqhUKjx8+BB16tQx2UbcrQgEAqF0w+VybQr3CEWLYaxscY0mMfD27Vu4uro61Kji4eGBhIQEtGnTptjuywBFURCJROBwOGAwGDabavV6PZRKJRQKBRQKxQdx8CT8D1JZJ9CCiDAIBHPc3d2h0WigUqms7pOTk4N58+bh2bNnEIvFRpHD48ePcevWLTAYDMydO9eiXTafz8fGjRsxbNgwdOvWDVWrVjXZLpFI4OPjg0ePHpk9yL+LRqNBfHw81qxZY3UfWw4ZBAKB8DFC4p/Shbu7O9LS0ixu4/F4EAqFJdqdYkmE4eHh4VDBXi6XF9uInKIQYTAYDIddSQoe6+npibdv3wLIF1u8K8LQ6/Umo6UaN26MgICA97tpO/B4PIdcwkQiEfR6PRm5SSAQig0iwiB8TDjqhnHjxg34+PiYOU5Yw8PDAzKZDElJSUYhZ/PmzbF//35UrlzZ4jEKhcKhBhaDmOTdsW18Ph9sNpv2eQgEAoHgXLBYLKsjvwnFh0GIkZ6ebrMu8z4UxjniQ7lNGN4/XYEIRVHg8XjG5pKCggxH3cYIjkMvIiV89JAiBIFgjmHBs5YES0tLQ2hoKKRSKapTUnKZAAAgAElEQVRVqwZvb28IhUIIhUJ4enqiYsWKEIlE+P7773H9+nWL52jWrBm2bduG8+fPY9euXbh//z7evHmDxMREXL9+HZmZmbh48SL+/fdfq/ep1Wpx6tQpNGjQACEhIRb3YbPZxAKTQCAQ3oEUOUoXHA7HzLGAz+fD29sbHh4eJW4PymazzWLqXr164fXr17TP8fLlS/Tq1auobw1MJrPIfj4CgaDQ5yo4BzQjI8OsC7Xg3GsWiwVfX9/C3yhNCuMSRma7EwiE4oRucZlAKAsYBAx0kcvlDv2NUBQFDodjIp7s378//v33X6vuYywWy+GihUajMYkNDOP0CAQCgVA6YTAY8PDwIHFZCUFRFCQSSbGJGf38/JCTk+OQ20ZmZiYqVqxYLPdjwFEBhiW4XC7c3d3h4+MDDw8PMpq+mCHfEAS7UBRFihAEghUYDAYkEonFxWr8+PGgKApeXl4WAzLDQ7efnx+GDh1qtWOyadOmuHnzJubMmQOZTIarV68iNjYW7u7u2LlzJ3bv3o0zZ87g/PnzSE1NNR6nVqsRHx+PvXv3okKFClizZo3VRZW4YBAIBIIphvmJhNKFu7s7KIqCQCCAt7c3xGKxU4mJ3y3oh4WFIS0tDVKp1O6xubm5ePXqFfr161fk91XUggGRSFSoB3mBQGCMSfR6PVJSUky2JyYmGv/f19e32J9RWCxWoQUlIpGI1hgTAoFAcBSSnyF8bAgEAtq/92Kx2O54uoJotVrk5eWZdDJ7eHjg888/x82bNy2KLTw9PR3qvpXL5cjIyEBQUJDxNaFQSP6WCQTC/7N393FS1vX+x9/X3N/szN7NsgsqkGCgeBMqkiRgoGkmZSbE4zw8lVl2Uk+drESrI96cU8fOqU51olNZmWmd0KjEPGmHe0gUIZJUYAEFXG+AZRfYm7nbuX5/8NuNZWd3Z3evmeuamdfz8egRznVdc312YGc+c33f1/eLIua0aw3lKJ9BjMrKSs2ZM0e7d+/Oaf/uvmD27NmW19KtexxqJAGMkwUCAcViMa5/5hGvLAbFhwkwsGxTj+3bt0/PPfdcTuu8RyIRBQIB/e53vxvwHFdccYV+/vOfa+XKlXr66af13e9+V1OnTtXFF1+sVatW6d3vfreefPJJ/fjHP9ZDDz2kH/3oR+rs7NRXv/pV/fjHP+53ICDbncMAUO7of4qT2+1WQ0ODqqqqHPl3eHLYIRAI6J577tG6det07Nixfo/r7OzU2rVr9bnPfS6n3mKkdY2Ux+NROBwe1rGjRo3q+fObb76p1tZWHT58WIcPH+5ZzsXlchVkFoyRvC6GYai6utrSCyQAIBHCQPkZymwYl19+uZqamnIOSDQ1NenMM8/s01/dc889Gj9+vNauXavDhw/32hYKhRSLxbR3796czvHqq6/q6quv7pn5wu12D2l2DwCAs1RWVvI9zyG6gwn5uP7zyU9+Uo2NjYMuNZrJZPTXv/5VN9xwQ9769O6fMx8zvHq9XtXV1TnyGlop4FXFoPjlAwYXCAQUjUZ19OhRSdLDDz+s6urqnD94w+GwfvSjH2nhwoXDOv+oUaP0+c9/Xp/97Gd14MABJRIJ1dTUqLKyctBjmQITAPpigKN4OXkqxe5lP04cGPjwhz+sjo4O3X///Zo4caImTpzYM2NGPB7X7t271djYqBtvvFGf/vSnLa/J4/Hk5c6RSCSieDyudDo9pONisZg2bdqkJ598Uk8//bS6urpkGIYMw9CsWbN01VVX6fzzzy/I8jLDWYrkRIVYqxZA+eFONZSjUCikrq4udXV1KZPJ9PrfiWuw19fXa9asWdqzZ48mT5484HNmMhnt27dPd911V59tXq9XDz74oJYsWaIHHnhAwWCwZ6avjo4OtbS0qLm5WaNGjRrwusvhw4f1yiuv6Dvf+U7PY5FIxNH9KgCgf+FweNg3HCA/ugMKzc3NQ77+MJBp06bpox/9qH7xi19o1qxZWQOUqVRKzz33nBoaGnTzzTdbdu4TuVwuxWKxvI7Tut1uxWIxHT58mGsXFjPMEztVG7S0tAyaJIK9IpEISxUAOWptbVVHR4c+8pGPqLGxsc8MGf1Jp9N69dVXtXPnzjxX2Jvf71dtbW1BzwnY5fXXX7e7BBQR+h/kS3t7u44cOdLn8ZdfflkPPPCAHn/8cfn9fhmGoc7OTr3nPe/RTTfdpHe84x15qSef/9YTiYSam5uHdMxvfvMbfeELX5Db7ZbH4+kJRGUyGaVSKaXTaX3+85/XLbfcko+Se/h8PsViMUueyzRNy4IY4XA4p5At7NPZ2ZnTEkPAcDU0NBDEAE5gmqYymYw6Ozt19OhR7d69W1dffbXOOeccnXLKKVmPyWQy+stf/qLKyko99thjAwZS0+m0VqxYod27d6urq0unnHKKrrzySj355JP68pe/rLPPPlunnnpqr9/Lrq4u7d27V9u3b9d3v/tdvec975F0fCClvr6eEAYscfjwYcXjcbvLAMoG19GdraurS4cOHcq6lNhwmaap73//+/rWt76lU045RWPHjlUoFFIqlVJTU5P27NmjuXPn6pvf/KblM4xKx8MR+ZrpIxvTNNXS0lLQzxa32636+vqCna/QCGFgUNXV1Xl5AwFKkWmaOnTokBYuXKhdu3YNKYSxZ88e7dq1K88V9lZXV5eXu18BJyKEgaGoqqoa8V3wQDaZTEZvvfWW+vsa1tnZqQMHDiiTyWjUqFF5v8tm1KhRef1CP5Tve3/4wx906623yufz9TsbTXcY484779QNN9xgZam9WP0ekMlk1NzcPKR16rMhhOF8hDCQT4ZhaPTo0XaXATiSaZp66623lMlktHXrVl1//fWKxWIaP358z7WZTCajpqYm7d27V2PGjNHPf/7zXsuEhEKhAZeIO9mGDRv01a9+Vbt379aYMWPkdruVTqfV1NSkKVOm6Ctf+YouuOCCnv0rKiqYjRSWIYQBFI7H41EsFiMI63DpdFqHDh1SJpOx9HmPHDmiRx99VMuWLdORI0cUDAY1c+ZMfexjH9O4ceMsPVe37tkp7Jip98iRI2pvby/IuQhh5BkhDOdjkBYYms7OTn32s5/VE0880Wtd84F0r3G+du3afJbWSyAQyMu68oBTEcLAUMRisYIsd4Dy5JQLpt1rf+ZTJpPpCZUMJJVK6bzzzpNpmoOGQjKZjOLxuLZs2ZKXQIJhGGpoaLD8LtVMJqO2tja1t7f3G8IZDCEM5yOEgXwq9YuUwEgdO3asJ0TR3Nyshx9+WD/96U+VTCbl9XrV1tamSZMm6VOf+pSuuuqqXtc7o9GowuGwDhw4MOS7aLdv3661a9fq2LFjqqys1Lvf/W5NmDChz375Dr+ivDjlOwVQ6gqxHASs09/so8XG7p6hra1NR48ezft5Sv37De8aGBQfLsDQBAIBfeQjH9EjjzySc0K2ra1Nn/nMZwpQ3XGGYXD3BQAMwI6kOcpHMBh0xAXTQiy543K5VFlZOeig9FNPPSUpt+8eLpdLfr9fjz76qD7xiU9YUueJAoFAXqYJd7lcikajqqioUHt7u9rb2y2/QwdAaaM/AQYWDofV1tYm0zRVW1urz372s7r11lv1xhtvqLOzU9XV1VmXG3O5XAqHwzIMQxUVFUMevJk8ebImT5484D5+v59rrABQhKqrq3n/LiLhcFgdHR0jnoXSToFAwPZ/cxUVFfJ4PGpvb1cymRz2jSTljrlzMCC32806hcAQGYahc889V2eddZYOHz486P7t7e1qa2vTddddV4DqjquqqrL9gxwAnMowDAY5kFeBQMD2aUwDgYACgUBBzhUMBgc91y9/+Uul0+mcnzOTyegXv/jFSEvLKt9LEblcLkUiEdXX1ysajdr+bwFA8aA/AQbmcrn6LKnsdrt16qmn6owzzsgawJCOf/Z3X/8MhUJ5+V1jqUMAKD6VlZXy+/12l4EhKvbZI/O9LG2uAoGAamtrNXr0aNXV1SkajTrielYx4ZXCgBikBYYnFAppyZIl6ujoUHNzc79Jwba2Nr3++utasmSJKioqClJbJBLpc1ECAPA39D/IN8MwbP0stmNGrMrKygG/qB84cGBIX+RdLpeam5utKK3P8xbqIlv33bb19fWqrKxkcBXAoHifAAY31Gsr3Z/HJ/631bOFuVyugoVfAQAj5/P5FIvFHDMYjqHx+XxFO/7h8XgcGfzxer2qqKhQTU2NGhoaNGrUKFVVVSkUCsnn8xHM6AdXmDEgBiGA4fF4PDr99NP15JNP6vrrr9e+ffsUDod7preMx+Pq6OhQIpHQD37wA82ZM6fXsYFAQG1tbZbXFQwGCzL1OAAUMwY4UAihUEjt7e22nLt7WslCcrvdikajam1tzbo9EAgMeXrLfFyYsOMuVcMwevrEjo4OtbW1DWlWEADlg4ubwOC6By8SiURO+weDwT6/W6FQyNLP4xNn2gAAOFf399ZiHcDH30SjUcXj8aJbRqNQN+qOlMfjkcfj6XUNJZPJKJVKKZ1O9/pfV1eXjZXaixF2DIgQBjB8oVBIY8eO1Zo1a7Rx40b98Ic/1Pbt25VOpzV69Gh97GMf0/ve974+AwjdM1UEg0G1trZatn6Z1+tVVVWVJc8FAKWM/geF4PV65fP5lEwmC3pet9tt25f6UCikzs7OrIMi73znO9XY2Jjzc6XTaV144YVWlidJtl9sC4VCPa9TW1tbUa9jC8B6BEWB3FRUVOQcwuivL4pEImppabGkHu6kBgBnc7lcqqio6LmBEsXP7XYrEono6NGjdpeSs2zLqhWT7plFTx7vMk0zazijHG4+4QozBsQgBDB83etjZTIZXXzxxbr44osHPcbr9fZ80Hq9XtXV1amtrU3Hjh0bUWrT7XarpqaGJhIAcsAABwolFAoVPIRRWVlpaz9QVVWlAwcO9OlrPvaxj+nHP/6xPB7PoPWZpinTNPWpT33K0tq8Xq+8Xq+lzzlc3YHceDyutra2gv87AeBM9ChAbvx+vzwez6AX9wOBQL/XPoPBoCWBSL/fz+8uADhYOBxWJBJhxrES1D3bZLEM9pfqzFmGYcjn88nn8/V63DTNkp8lg3cVDIgQBjB8hmEMeUrrbEuFVFRUqK6ubthTbhuGoZqaGr70A0CO6H9QKNmmv84nv99v+3rkbrdblZWVfR4/5ZRTdNlllymdTg8YPDVNU+l0WpMnT9Z5551naW1OvOMkEAgoFouptrbWkevCAigsBgeA3OUy89dg+1ixnCuzYACAM3m9Xo0aNUqVlZX0WCXKMIys1x+cqtx6BsMwSv4aLO8s6JdhGAzaAiM0lA9On8/X78CIx+NRbW2tqqqqhtwUVlVVOeauTgAoBqX+BQDOYRhGwQb+nXTxIRQKZQ0UfPvb39b48eOVTqeVyWT6bO9eX7S6ulo/+9nP8lKXU/n9ftXW1loyGASgeHGNBsjdYGHXbHdkniwQCAy6z0DcbrftAVgAQHaRSITrP2XA7/c78oaLkwUCAXr9EkQIA/3iAwgYObfbnfNdi7lcVA+FQho1apTC4XBOv6ORSKQomgwAcBK+9KCQhnung8vlGtK/1Vx7h0KpqqrqM81mMBjUb3/7Wy1YsEDJZFKZTEYdHR3q6OhQV1eX4vG4rrrqKj311FOqqamxrJbu9X+L4e6nYqgRQH64XK6SnJ4YyBfDMAbss3INNkaj0WHX4OSAJwCUM4/HQ0iujESjUcf30bnM4IXi45yrcHAcJ12kBYpZOBxWIpEYcB+/359zWMPlcvXcyZrJZJRMJpVIJJRMJnutVRoMBrlbEgCGiP4HhebxeOTz+ZRMJod0XDQaVSAQ0LFjx9Te3j7gvm6323E9gdvtVjQa1ZEjR3o9HggEdO+99+rOO+/UE088od27d6urq0vjx4/XvHnzRjQQciKXy6VgMNhzh6vTL8gAACEsYOjC4bDa2tr6LHXm9Xpzvgbj8/nk9/sHva6TDSEMAHAmBrzLS/c1kaNHj9pdSlZer3dEM2/BubjKjH4xCAFYo3sqqa6urn73Ge7AiMvlUiAQ6EnumqapZDKpZDJJMwkAw8AsGLBDOBweUgjD5/P1XNSvrKxUMBhUa2ur0ul01v2detdHOBxWZ2dn1p89GAxq/vz5lp7P7Xb3Cl4AQDGhRwGGzuVyKRQK9QmsDvV6STQa1cGDB4d0DNOKA4AzdX8vRHkJh8Pq6Ojo97qJnYY7Qyqcjxg9+kUIA7DOQHc/WDkQYBiG/H6/IpGIIwdbAMDp6H9gh0AgMKQ7nLtnxOrm8/lUV1eX9fPf6eufZluWxGoej0exWEz19fWKRqMEMAAUJQZzgeE5eWBjOINvXq93yNPWMwsGADhTOBzmunkZMgyjz7UUJ+iepROliRAG+sUXfMA6A335dtr04ABQzuh/YAfDMHK+UB8Oh+X1erM+RyQSUV1dXa+QgRMvMpzI4/Hk9YJDIBDo85oAQDGiRwGGx+Px9ApQDHfW0KEsieZ2u4cc2gAA5J/L5WLWgTLm9/sd9/kcCoUIBZUwQhjoF3eCAtbp7wt4MBjMOpACALAH/Q/skksIw+VyDRre7J71obKyUpFIpCj+TefrTtFIJKKamhouaAAoCUOZMQlAb90Dbt3LkwzHUIKjzIIBAM7EgDeqqqocFW4mFFTa+AaHrFwuF1/wAYtl+xLOLBgA4CzFMGCN0uTxeOT3+wfcJxqN5tyjh8PhoukzfD6fpb97hmGopqamaH5+AMiFky4WA8XG7/fL6/WOeAr66upq1dTUDHoXLSEMAHAewzCGPRsSSofL5VJ1dbXdZUg6foMuPX5pY5QdWTEAAVgvEAj0+lANhUL8rgGAw/DlB3Ya6IK9z+cr6Qv6Vv1sHo9HdXV1jptiFABGih4FGJlIJGLJ3aaBQEA1NTWqr69XJBLp87t58rUfAIAzhEIhbjyGpOPXV5xw0wazYJQ+3nGQFQPDQH50DzB0r9sOAHAOt9vNtJSwVSAQ6PeiUGVlZYGrKaxcp/ceSCAQUF1dHd9lAJQkBnWBkRmozxoOt9utSCSi+vr6XrNjMKACAM7E+zNOFIlEBp2NNJ+8Xq98Pp9t50dhEMJAVly4BPKjO4QRCoW4iAYADsP7MuxmGEbWGSFCoZC8Xq8NFRWO2+0e0QWQSCSimpoaglQAShZ3bgLOdeLsGHYO6AAAsgsGg4x5oY+qqirbemyWxikPfINDVnwgAfnhdrsVDAaZBQMAHIj+B05wcgjD5XIpGo3aVE1hDXdJEnorAKWOoChQHPhdBQBnYsAb2bjdblVVVdlyXpZQLQ+EMJAVgxBA/tiZsAQA9I+LpnACj8fT6w7KSCRSNn3DcKcJJ4ABoNTRowAAAAyP3+8v+ZklMXyBQKCgIR2Px6NYLMYsnmWiPK7mYUgMwyCEAeQRH7AA4Ez0P3CK7rVqvV5vWa1baxiGgsHgkI4JhUL87gIoeeUSxgMAALAas2BgMJFIpCBBne4ABgHr8sG3OPTBGwAAAChH9EBwikAgILfbrcrKSrtLKbihLEliGAazYAAoC/QoAAAAQ+f1envNNAlkYxiGampq8nrzrNfrVSwWI1xdZvjbRh/cSQYAAMoRPRCcpKamRj6fz+4yCs7r9eZ8B0o4HGZgEkBZ4L0OAABg6JgFA7lyu92qqqrKy3P7fD7V1tYSwChD/I2jDwYgAABAuXG5XHwZgqOU85q1ucyGYRgGF9QAlA1CGAAAAEPjdruHvNwlylswGBzS7Jy58Pv9BDDKGH/r6IMQBgAAKDcMbgDOEQwGB50GtKKigosYAMoG73cAAABDQ2gfw1FZWWnZrKR+vz/vy5zA2fgWhz4IYQAAgHJD/wM4h8vlGnDdXpfLpXA4XMCKAMBehEUBAABy53K5LJ/RAOXBMAzV1NSM+DphIBAggAFCGOiLQQgAAFBuGNwAnGWgC2bMggGg3NCnAAAA5C4cDjP4jWFzuVyqra0ddg8eDAYJYEASIQychPXQAQBAOSKECjhLIBDI+r2EWTAAlBvDMLiACwAAkCPDMPjOiBFzu92qra0d8nhpNBpVdXV1nqpCsWG0Hb2wThYAAChHhDAA58k2G0YkEmEwEkBZYRYMAACA3IVCIW40hiU8Hk/OM1p0z57BGCtOxDsRevj9ft4gAABAWWKAA3Cek0MYbrebdX0BlB16FAAAgNwxxgUr+Xy+QWe28Hq9qqurk9/vL1BVKBaEMCDpeEqLKXIAAEA5MgyDAQ7AgTwej3w+X89/MwsGgHLEnZwAAAC5CQaDXN+B5QKBgCorK7NuCwaDisVi/LtDVnyTgySpurqaL/YAAKAs8UUJcK5gMCjpeCCDWTAAlCP6FAAAgNwwCwbyJRwO9/n3FY1GVV1dzc0i6BeLX0MVFRVMkwMANmtvb9ejjz6q5557Ti0tLYpEIjr//PO1YMEC1dTUDHp8Y2OjHnvsMe3YsUOpVEoNDQ2aO3eurrzySkJ2wCA8HlpiwKmCwaCOHj2qSCRidyklg54DKC6EMAAUK3oOAIXk9/vl9XrtLgMlLBqNqqurS4lEQtXV1YyrOoST+w333XffffeInmGE4vG40um0nSWUtVzWMwIA5FdXV5fuuusubdq0SWPGjNH06dMlSc8++6yeeeYZzZkzZ8AvETt37tTixYv11ltvadq0aZo8ebL27dunP/3pT2pra9PUqVML9aM42rFjx+wuAQ7l9/sVCATsLgNAFoZhyDAMhcNhu0spCfQc+ZdOpxWPx+0uAyUkHA4TGAVQdOg58q+zs5NxFeAEVVVV9EzIu0AgoFAoRODHIZzebxDCKGMul0u1tbUkhwHAZn/4wx+0evVqzZgxQ3feeaemTp2q2bNnKx6Pa+vWrUomk3rHO97R7/H333+/WlpatGjRIn3wgx/U1KlTNWvWLG3evFlbt27VhRdeSOBOhDDQv1AoJJ/PZ3cZAPrB76d16DnyjxAGrBYOh5kNA0DRoefIP0IYwN/4fD5Fo1G7y0AZMAyDMVUHcXq/wb+UMlZVVcUXeQBwgA0bNsgwDF1//fW9mrj58+crEAjomWee6ffYpqYmvfrqqzrnnHN0/vnn9zweiUT0gQ98QKZpauPGjXmtHyh23CkBoFzQcwDFh+s2AIoRPQeAQqqoqLC7BAA2cHq/QQijTIXDYabdBgAHyGQy2rVrl+rr6xWLxXptCwQCmjhxolpaWtTc3Jz1+MbGRknSlClT+mw7++yzJUm7du2yuGqgtDC4AaAc0HMAxYk+BUCxoecAUEgej4exLqAMFUO/QQijDHm9XqZmAgCHOHr0qEzTVH19fdbt3Y+3tLRk3d7a2ipJGjVqVJ9tsVhMbrdbhw8ftqhaoDQxuAGgHNBzAMWHqY4BFCN6DgCFxCwYQHkqhn7D9rmXDx06xHqpBWQYhmpra3Xo0CG7SwGAkvEf//Ef/W67//77Bzw2lUpJUr+J7WAwKElKJpMDHt+938lCoVC/x5ab/lKvKG8ul0ter9fuMgAgJ/Qcznfw4EEdOXLE7jJQIjweD2FRALag53C+Q4cOKZFI2F0GYCvDMOTxeNTe3m53KQCGodT7DVtDGIsWLVI8HteiRYuybu/s7NQf//hHXX755f2+CIPtM9LtxXKOXJ/jT3/6k6677rp+ty9fvlzz5s0b8BwD7TPS7U55jlI5R7HU2f0eMNCbqhPq5O+ssOcoljo7OzvV0tKiysrKEd2pZhjGkB4f7n7latGiRTp27Ji+8pWvZN3uhM9yJ/UL5XCO7n1Wr16tv/u7v3P0ewzvt9adoxA9R7G8FqVSZ7m9FvQczrZo0SKlUil94Qtf6HefYviMpCcp7DkG2icQCKimpqak3sdKoc5czjFYz+GUOovhHMVSZ6m9FvQczrZo0SJ1dnbqjjvuyLq9VD4j7f4cLrdzFEudJ26vr6/POhNGMb3fMq5SPOegTuvPUfL9hmmj22+/3bz99tv73d7c3GzOnz/fbG5uHvY+I91eLOcoljp5LQp7jmKpc7D3AqfUyd9ZYc9RLHXmco6BHDhwwJw/f775jW98I+v2hx56yJw/f7754osvZt2+dOlSc/78+ebmzZuzbv/4xz9u3nzzzcOqrZSMtOdwyr8lJzxHqZyjWOrktbD2HIXoOYrltSiVOnktckf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" ] }, "metadata": { "image/png": { "height": 2800, "width": 1072 } }, "output_type": "display_data" } ], "source": [ "ncols = 4\n", "nrows = int(np.ceil(len(results) / ncols))\n", "\n", "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(15, nrows*3))\n", "\n", "for i, (state_name, result) in enumerate(final_results.groupby('state')):\n", " plot_rt(result.iloc[1:], axes.flat[i], state_name)\n", "\n", "fig.tight_layout()\n", "fig.set_facecolor('w')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "# Since we now use a uniform prior, the first datapoint is pretty bogus, so just truncating it here\n", "final_results = final_results.groupby('state').apply(lambda x: x.iloc[1:].droplevel(0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export Data to CSV" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Uncomment the following line if you'd like to export the data\n", "final_results.to_csv('data/rt_old.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Standings" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# As of 4/12\n", "no_lockdown = [\n", " 'North Dakota', 'ND',\n", " 'South Dakota', 'SD',\n", " 'Nebraska', 'NE',\n", " 'Iowa', 'IA',\n", " 'Arkansas','AR'\n", "]\n", "partial_lockdown = [\n", " 'Utah', 'UT',\n", " 'Wyoming', 'WY',\n", " 'Oklahoma', 'OK',\n", " 'Massachusetts', 'MA'\n", "]\n", "\n", "FULL_COLOR = [.7,.7,.7]\n", "NONE_COLOR = [179/255,35/255,14/255]\n", "PARTIAL_COLOR = [.5,.5,.5]\n", "ERROR_BAR_COLOR = [.3,.3,.3]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 202, "width": 945 } }, "output_type": "display_data" } ], "source": [ "filtered = final_results.index.get_level_values(0).isin(FILTERED_REGION_CODES)\n", "mr = final_results.loc[~filtered].groupby(level=0)[['ML', 'High_90', 'Low_90']].last()\n", "\n", "def plot_standings(mr, figsize=None, title='Most Recent $R_t$ by State'):\n", " if not figsize:\n", " figsize = ((15.9/50)*len(mr)+.1,2.5)\n", " \n", " fig, ax = plt.subplots(figsize=figsize)\n", "\n", " ax.set_title(title)\n", " err = mr[['Low_90', 'High_90']].sub(mr['ML'], axis=0).abs()\n", " bars = ax.bar(mr.index,\n", " mr['ML'],\n", " width=.825,\n", " color=FULL_COLOR,\n", " ecolor=ERROR_BAR_COLOR,\n", " capsize=2,\n", " error_kw={'alpha':.5, 'lw':1},\n", " yerr=err.values.T)\n", "\n", " for bar, state_name in zip(bars, mr.index):\n", " if state_name in no_lockdown:\n", " bar.set_color(NONE_COLOR)\n", " if state_name in partial_lockdown:\n", " bar.set_color(PARTIAL_COLOR)\n", "\n", " labels = mr.index.to_series().replace({'District of Columbia':'DC'})\n", " ax.set_xticklabels(labels, rotation=90, fontsize=11)\n", " ax.margins(0)\n", " ax.set_ylim(0,2.)\n", " ax.axhline(1.0, linestyle=':', color='k', lw=1)\n", "\n", " leg = ax.legend(handles=[\n", " Patch(label='Full', color=FULL_COLOR),\n", " Patch(label='Partial', color=PARTIAL_COLOR),\n", " Patch(label='None', color=NONE_COLOR)\n", " ],\n", " title='Lockdown',\n", " ncol=3,\n", " loc='upper left',\n", " columnspacing=.75,\n", " handletextpad=.5,\n", " handlelength=1)\n", "\n", " leg._legend_box.align = \"left\"\n", " fig.set_facecolor('w')\n", " return fig, ax\n", "\n", "mr.sort_values('ML', inplace=True)\n", "plot_standings(mr);" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 202, "width": 945 } }, "output_type": "display_data" } ], "source": [ "mr.sort_values('High_90', inplace=True)\n", "plot_standings(mr);" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 200, "width": 182 } }, "output_type": "display_data" } ], "source": [ "show = mr[mr.High_90.le(1)].sort_values('ML')\n", "fig, ax = plot_standings(show, title='Likely Under Control');" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 197, "width": 168 } }, "output_type": "display_data" } ], "source": [ "show = mr[mr.Low_90.ge(1.0)].sort_values('Low_90')\n", "fig, ax = plot_standings(show, title='Likely Not Under Control');\n", "ax.get_legend().remove()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }