From c3d09baa0b5677c0f19ef5a4a6adf0817a2797f2 Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Thu, 8 Aug 2019 23:08:22 +0200 Subject: [PATCH 1/7] Added questions to chapter 1 NB --- exercises/Chapter1.ipynb | 130 +++++++++++++++++++++++++++++---------- 1 file changed, 96 insertions(+), 34 deletions(-) diff --git a/exercises/Chapter1.ipynb b/exercises/Chapter1.ipynb index 40474ae..617b863 100644 --- a/exercises/Chapter1.ipynb +++ b/exercises/Chapter1.ipynb @@ -17,15 +17,8 @@ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats\n", - "import arviz as az" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ + "import arviz as az\n", + "\n", "az.style.use('arviz-darkgrid')" ] }, @@ -41,19 +34,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "We do not know whether the brain really works in a Bayesian way, in an approximate Bayesian fashion, or maybe some evolutionary (more or less) optimized heuristics. Nevertheless, we know that we learn by exposing ourselves to data, examples and exercises - well, you may say that humans never learn, given our record as a species on subjects such as wars or economic systems that prioritize profit and not people's well-being... Anyway, I recommend you do the proposed exercises at the end of each chapter.\n", + "\n", + "*From the following expressions, which one corresponds to the sentence \"the probability of being sunny, given that it is the 9th of July of 1816\"?*\n", + "- p(sunny)\n", + "- p(sunny | July)\n", + "- p(sunny | 9th of July of 1816)\n", + "- p(9th of July of 1816 | sunny)\n", + "- p(sunny, 9th of July of 1816) / p(9th of July of 1816)\n", + "\n", + "\n", "There are two statements that correspond to the *Probability of being sunny given that it is the 9th of July of 1816*\n", "\n", "1. p(sunny | 9th of July of 1816)\n", - "2. p(sunny| 9th of July of 1816) / p(9th of July of 1816)\n", + "2. p(sunny, 9th of July of 1816) / p(9th of July of 1816)\n", "\n", "For the second one recall the product rule (Equation 1.1)\n", "\n", - "$$ p(A,B) = p(A|B)p(B)$$\n", + "$$ p(A,B) = p(A|B)p(B) $$\n", "\n", "A rearrangement of this formula yields\n", "\n", - "$$ p(A|B) = \\frac{p(A,B)}{p(B)}$$\n", - "Replace A and B with \"sunny\" and \"9th of July of 1816\" to get the equivament formulation" + "$$ p(A|B) = \\frac{p(A, B)}{p(B)}$$\n", + "\n", + "Replace A and B with \"sunny\" and \"9th of July of 1816\" to get the equivament formulation." ] }, { @@ -68,22 +72,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's assume there are 6 billion humans in the galaxy and there is only 1 Pope, Pope Francis, at time of writing. If a human is randomly picked the chances of that human being the pope are 1 in 6 billion. In mathematical notation\n", + "*Show that the probability of choosing a human at random and picking the Pope is not the same as the probability of the Pope being human.*\n", + "\n", + "Let's assume there are 6 billion humans in the galaxy and there is only 1 Pope, Pope Francis, at the time of this writing. If a human is randomly picked the chances of that human being the pope are 1 in 6 billion. In mathematical notation\n", "\n", "$$ p(Pope | human) = \\frac{1}{6,000,000} $$\n", "\n", "Additionally I am very confident that the Pope is human, so much so that I make this statement. *Given a pope, I am 100% certain they are human*. \n", "Written in math\n", - "$$ p(human | Pope) = 1$$\n", + "$$ p(human | Pope) = 1 $$\n", "\n", + "*In the animated series Futurama, the (space) Pope is a reptile. How does this change your previous calculations?*\n", "\n", - "In animated show Futurama the human pope has been replaced by a reptile pope. As is such.\n", + "Ok then:\n", "\n", "$$ p(Pope | human) = 0 $$\n", "\n", "And \n", "\n", - "$$ p(human | Pope) = 0$$" + "$$ p(human | Pope) = 0 $$" ] }, { @@ -98,7 +105,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The priors in thie model are\n", + "*In the following definition of a probabilistic model, identify the prior and the likelihood:*\n", + "\n", + "\\begin{eqnarray}\n", + "y_i \\text{~} Normal(\\mu, \\sigma) \\newline\n", + "\\mu \\text{~} Normal(0,10) \\newline\n", + "\\sigma \\text{~} HalfNormal(25) \n", + "\\end{eqnarray}\n", + "\n", + "The priors in the model are\n", "\n", "\\begin{eqnarray}\n", "\\mu \\text{~} Normal(0,10) \\newline\n", @@ -106,7 +121,7 @@ "\\end{eqnarray}\n", "\n", "The likelihood in our model is \n", - "$$ y_i \\text{~} Normal(\\mu, \\sigma)$$" + "$$ y_i \\text{~} Normal(\\mu, \\sigma) $$" ] }, { @@ -121,9 +136,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the previous exquestion there are two parameters in the posterior $\\mu$ and $\\sigma$. In our coin flipping model we had one parameter $\\theta$.\n", + "*In the previous model, how many parameters will the posterior have? Compare it with the model for the coin-flipping problem.*\n", + "\n", + "In the previous question there are two parameters in the posterior, $\\mu$ and $\\sigma$. \n", "\n", - "It may seem confusing that we also had *alpha* and *beta* as well, but remember, these were not parameters we were trying ot estimate, or in other words we really don't care about alpha and beta, they were just values for our prior distribution. What we really wanted was $\\theta$ to determine the fairness of the coin." + "In our coin flipping model we had one parameter, $\\theta$. It may seem confusing that we had $\\alpha$ and $\\beta$ as well, but remember, these were not parameters we were trying ot estimate. In other words we don't really care about $\\alpha$ and $\\beta$ - they were just values for our prior distribution. What we really wanted was $\\theta$, to determine the fairness of the coin." ] }, { @@ -138,6 +155,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "*Write Bayes' theorem for the model in question 3.*\n", + "\n", "$$ p(\\mu, \\sigma | y) = \\frac{p(y| \\mu, \\sigma)p(\\mu)p(\\sigma)}{p(y)} $$" ] }, @@ -153,32 +172,34 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Formalizing some of the statements into mathematical notatoin\n", + "*Let's suppose that we have two coins. When we toss the first coin, half the time it lands on tails and the other half on heads. The other coin is a loaded coin that always lands on heads. If we take one of the coins at random and get heads, what is the probability that this coin is the unfair one?*\n", + "\n", + "Formalizing some of the statements into mathematical notation:\n", "\n", - "The probability of picking a coin at random, and getting either the biased or the fair coin is the same \n", + "The probability of picking a coin at random, and getting either the biased or fair coin is the same:\n", "\n", "$$p(Biased) = p(Fair) = .5$$\n", "\n", - "The probabiity of getting a heads with a biased coin is 1,\n", + "The probability of getting heads with the biased coin is 1,\n", "$$p(Heads | Biased) = 1$$\n", "\n", - "The probability of getting a heads with the fair coin is .5\n", + "The probability of getting heads with the fair coin is .5\n", "$$p(Heads | Fair) = .5$$\n", "\n", - "Lastly remember that after picking a coin at **random** we have observed a heads. Therefore we can use Bayes rule to calculate the probability we picked the biased coin\n", + "Lastly, remember that after picking a coin at *random*, we observed heads. Therefore we can use Bayes rule to calculate the probability that we picked the biased coin:\n", "\n", "$$ p(Biased | Heads) = \\frac{p(Heads | Biased) p(Biased)}{p(Heads)} $$\n", "\n", - "To solve this by hand we need to rewrite the denominator using the *Rule of Total Probability*\n", + "To solve this by hand we need to rewrite the denominator using the *Rule of Total Probability*:\n", "\n", "$$ p(Biased | Heads) = \\frac{p(Heads | Biased) p(Biased)}{p(Heads|Fair)*p(Fair) + p(Heads|Biased)*p(Biased)} $$\n", "\n", - "We can use Python to do the math for us" + "We can use Python to do the math for us:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -187,7 +208,7 @@ "0.6666666666666666" ] }, - "execution_count": 3, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -200,8 +221,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Question 7\n", - "***" + "## Questions 7 & 8\n", + "***\n", + "\n", + "*Modify the code that generated Figure 1.5, in order to add a dotted vertical line showing the observed rate of $\\frac{Heads}{Number-of-tosses} $. Compare the location of this line to the mode of the posteriors in each subplot.*\n", + "\n", + "*Try re-running this code using other priors (`beta_params`) and other data (`n_trials` and `data`).*" ] }, { @@ -260,8 +285,45 @@ " plt.yticks([])\n", " \n", " \n", - "plt.tight_layout()" + "plt.tight_layout();" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 9\n", + "***\n", + "\n", + "*Go to the chapter's notebook and explore different parameters for the Gaussian, binomial and beta plots (figures 1.1, 1.3 and 1.4 from the chapter). Alternatively, you may want to plot a single distribution instead of a grid of distributions.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 10\n", + "***\n", + "\n", + "*Read about [Cromwell's rule](https://en.wikipedia.org/wiki/Cromwell%27s_rule) on Wikipedia.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 11\n", + "***\n", + "\n", + "*Read about [probabilities and the Dutch book](https://en.wikipedia.org/wiki/Dutch_book) on Wikipedia.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -280,7 +342,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, From 741d739a07f81fce04ab76804a1c3eb981c29b1b Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Thu, 8 Aug 2019 23:10:03 +0200 Subject: [PATCH 2/7] Started adding questions to Chapter 2 NB --- exercises/Chapter2.ipynb | 65 ++++++++++++++++++++++------------------ 1 file changed, 36 insertions(+), 29 deletions(-) diff --git a/exercises/Chapter2.ipynb b/exercises/Chapter2.ipynb index 3086bc4..30fd06b 100644 --- a/exercises/Chapter2.ipynb +++ b/exercises/Chapter2.ipynb @@ -11,15 +11,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -35,7 +27,9 @@ "metadata": {}, "source": [ "## Question 1\n", - "***" + "***\n", + "\n", + "*Using PyMC3, change the parameters of the prior beta distribution in `our_first_model` to match those of the previous chapter. Compare the results to the previous chapter. Replace the beta distribution with a uniform one in the interval [0,1]. Are the results equivalent to $Beta(\\alpha=1, \\beta=1)$? Is the sampling slower, faster or the same? What about using a larger interval, such as [-1,2]? Does the model run? What errors do you get?*" ] }, { @@ -120,7 +114,7 @@ } ], "source": [ - "az.plot_trace(trace_baseline)" + "az.plot_trace(trace_baseline);" ] }, { @@ -192,7 +186,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Match prior for previous example" + "### Match prior for previous example" ] }, { @@ -220,7 +214,7 @@ " θ = pm.Beta(\"θ\", alpha=1,beta=1)\n", " # likelihood\n", " y = pm.Bernoulli('y', p=θ, observed=data)\n", - " trace = pm.sample(1000, random_seed=123)\n" + " trace = pm.sample(1000, random_seed=123)" ] }, { @@ -287,7 +281,7 @@ } ], "source": [ - "az.plot_trace(trace_uniform_1_1)" + "az.plot_trace(trace_uniform_1_1);" ] }, { @@ -371,14 +365,14 @@ "metadata": {}, "source": [ "### Discussion\n", - "Both priors are produce identical results. This is to be expected as a $Beta(1,1)$ prior is exactly the same as a $Uniform(0,1)$ prior. I encourage you prove it to yourself by plotting both. Furthermore the model sampling time is identical as well." + "Both priors produce identical results. This is to be expected as a $Beta(1,1)$ prior is exactly the same as a $Uniform(0,1)$ prior. I encourage you to prove it to yourself by plotting both. Furthermore, the models sampling times are identical as well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Replace the beta distribution with a uniform [-1,2]" + "### Replace the beta distribution with a uniform [-1,2]" ] }, { @@ -442,7 +436,7 @@ } ], "source": [ - "az.plot_trace(trace_uniform_prior_minus_1_2)" + "az.plot_trace(trace_uniform_prior_minus_1_2);" ] }, { @@ -526,17 +520,27 @@ "metadata": {}, "source": [ "### Discussion\n", - "Looking at the mean, sd, and HPD values both results look identical which is great. However there three items that raise concerns. We will cover these all in depth in Chapter 8 but will note them here as part of the exercise.\n", + "Looking at the mean, sd, and HPD values, both results look identical, which is great. However there are three items that raise concerns. We will cover these in depth in Chapter 8 but will note them here as part of the exercise.\n", "\n", - "The first is that there's two new warning messages that look something like _There were 1179 divergences after tuning. Increase `target_accept` or reparameterize._ Here the sampler is warning us that something is going wrong with sampling.\n", + "The first is that there are two new warning messages that look something like `There were 1179 divergences after tuning. Increase target_accept or reparameterize`. Here, the sampler is warning us that something is going wrong with sampling.\n", "\n", "The second is the black bars at the bottom of the traceplot. These also indicate divergences.\n", "\n", - "Lastly when looking at eff_n, which stands for effective number of samples, the $Uniform(-1,2)$ prior has a much lower number than the $Beta(1,1)$, meaning that the number of useful samples was much less than the total number of samples drawn\n", + "Lastly, when looking at eff_n, which stands for effective number of samples, the $Uniform(-1,2)$ prior has a much lower number than the $Beta(1,1)$, meaning that the number of useful samples was much less than the total number of samples drawn.\n", "\n", - "This makes sense when asking the question _Can a probabiity be less than 0 or more than 1?_ The answer is no, but in our prior we're asking the sampler to \"test\" prior probability values less 0 and greater than 1, and when it does so the likelihood function is unable to compute a value.\n", + "This makes sense when asking the question \"Can a probabiity be less than 0 or more than 1?\". The answer is no, but in our prior we're asking the sampler to \"test\" prior probability values less than 0 and greater than 1, and when it does so the likelihood function is unable to compute a value.\n", "\n", - "Again we'll cover MCMC diagnostics, and what to do, in much more detail in Chapter 8, but for now it is sufficient to be able to recognize these warnings when they appear." + "Again, we'll cover MCMC diagnostics (and what to do) in much more detail in Chapter 8, but for now it is sufficient to be able to recognize these warnings when they appear." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 2\n", + "***\n", + "\n", + "Read about the [coal mining disaster model](https://docs.pymc.io/notebooks/getting_started.html#Case-study-2:-Coal-mining-disasters) that is part of the PyMC3 documentation. Try to implement and run this model by yourself." ] }, { @@ -544,7 +548,9 @@ "metadata": {}, "source": [ "## Question 3\n", - "***" + "***\n", + "\n", + "*Modify `model_g`: change the prior for the mean to a Gaussian distribution centered at the empirical mean, and play with a couple of reasonable values for the standard deviation of this prior. How robust/sensitive are the inferences to these changes? What do you think of using a Gaussian, which is an unbounded distribution (goes from $-\\infty$ to $+\\infty$), to model bouded data such as this? Remember that we said it is not possible to get values below 0 or above 100.*" ] }, { @@ -589,7 +595,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Next let's create a model with a prior parametrized by $\\mu \\text{~} N(53, \\sigma)$. Since we want to test the effect of various $\\sigma$ values. We'll assume that values of [1.5, 3, 5] are reasonable priors parameters. We'll also add one unreasonable $sigma$ of 100 for comparison.\n", + "Next, let's create a model with a prior parametrized by $\\mu \\text{~} N(53, \\sigma)$. Since we want to test the effect of various $\\sigma$ values, we'll assume that values of [1.5, 3.0, 5.0] are reasonable priors parameters. We'll also add one unreasonable $sigma$ of 1000 for comparison.\n", "\n", "A benefit of Python is that we can create a loop to run three models and compare results." ] @@ -633,7 +639,7 @@ "for sd_prior in sd_priors:\n", " with pm.Model() as model_g:\n", " # Modified prior to Gaussian\n", - " μ = pm.Normal('μ_prior_{}'.format(sd_prior), mu=empirical_mean, sd=sd_prior)\n", + " μ = pm.Normal(f'μ_prior_{sd_prior}', mu=empirical_mean, sd=sd_prior)\n", " σ = pm.HalfNormal('σ', sd=10)\n", " y = pm.Normal('y', mu=μ, sd=σ, observed=data)\n", " trace_g = pm.sample(1000)\n", @@ -785,9 +791,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Looking at the summaries the combination of model and inference technique seem quite robust to the changes. Even with a prior that is 300x larger than the empirical prior the posterior values converge to approximately the same result. Computationally there seems to be very little difference.\n", + "Looking at the summaries, the combination of model and inference technique seem quite robust to the changes. Even with a prior that is 300x larger than the empirical prior, the posterior values converge to approximately the same result. Computationally there seems to be very little difference.\n", "\n", - "Logically however there could be some question of the choice of an unbounded prior. Since it is not possible to values that below 0 or above 100, it doesn't make practical sense to have a prior that exists for those values. Luckily though with modern inference methods such as NUTS, the samples can \"bypass\" questionable priors and still get a good approximation of the posterior." + "Logically however, there could be some question about the choice of an unbounded prior. Since it is not possible to get values below 0 or above 100, it doesn't make practical sense to have a prior that exists for those values. Luckily though, with modern inference methods such as NUTS, the samples can \"bypass\" questionable priors and still get a good approximation of the posterior." ] }, { @@ -795,7 +801,8 @@ "metadata": {}, "source": [ "### Question 4\n", - "***" + "***\n", + "\n" ] }, { @@ -2902,7 +2909,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.7.3" } }, "nbformat": 4, From de7d1a559a836e1431999d9824928e12be10a8f1 Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Fri, 9 Aug 2019 12:01:13 +0200 Subject: [PATCH 3/7] Added questions to Chapter 2 NB --- exercises/Chapter2.ipynb | 185 ++++++++++++++++++++------------------- 1 file changed, 97 insertions(+), 88 deletions(-) diff --git a/exercises/Chapter2.ipynb b/exercises/Chapter2.ipynb index 30fd06b..77d1f86 100644 --- a/exercises/Chapter2.ipynb +++ b/exercises/Chapter2.ipynb @@ -540,7 +540,7 @@ "## Question 2\n", "***\n", "\n", - "Read about the [coal mining disaster model](https://docs.pymc.io/notebooks/getting_started.html#Case-study-2:-Coal-mining-disasters) that is part of the PyMC3 documentation. Try to implement and run this model by yourself." + "*Read about the [coal mining disaster model](https://docs.pymc.io/notebooks/getting_started.html#Case-study-2:-Coal-mining-disasters) that is part of the PyMC3 documentation. Try to implement and run this model by yourself.*" ] }, { @@ -800,16 +800,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Question 4\n", + "## Question 4\n", "***\n", - "\n" + "\n", + "*Using the data in chemical_shifts.csv, compute the empirical mean and the standard deviation with and without outliers. Repeat the exercise by adding more outliers. Compare those results to the Bayesian estimations using the Gaussian and Student's t distributions from the chapter.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's first compute the mean and standard deviation without removing any data" + "Let's first compute the mean and standard deviation without removing any data:" ] }, { @@ -838,16 +839,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Then let's let's identify outliers by using the _2x standard deviation_ methodology" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "empirical_mean,empirical_std = np.mean(data), np.std(data)" + "Then let's let's identify outliers by using the _2x standard deviation_ methodology:" ] }, { @@ -875,7 +867,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Removing those two values let recompute the mean and standard deviation" + "Removing those two values, let's recompute the mean and standard deviation:" ] }, { @@ -905,14 +897,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Notice that the mean has dropped from 53.49 to 52.9, and the standard deviatipn has dropped from 3.42 to 2.19. Logically this makes sense as the data is \"less spread out\" when we don't include outliers." + "Notice that the mean has dropped from 53.49 to 52.95, and the standard deviation has dropped from 3.42 to 2.19. Logically this makes sense as the data is \"less spread out\" when we don't include outliers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's repeat the exercise but add more outliers. We can do this by repeating the previously identified outliers a couple more times" + "Let's repeat the exercise but add more outliers. We can do this by repeating the previously identified outliers a couple more times:" ] }, { @@ -973,24 +965,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The mean and the standard deviation both go up in this case. This intuitively makes sense because the the distribution needs to \"stretch\" to include these additional data points that are farther away from mean." + "The mean and standard deviation both go up in this case. This intuitively makes sense because the distribution needs to \"stretch\" to include these additional data points that are farther away from the mean." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Question 5\n", - "***" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "tips = pd.read_csv('../code/data/tips.csv')" + "## Question 5\n", + "***\n", + "\n", + "*Modify the tips example to make it robust to outliers. Try with one shared $\\nu$ for all groups and also with one $\\nu$ per group. Run posterior predictive checks to assess these three models.*" ] }, { @@ -999,6 +984,7 @@ "metadata": {}, "outputs": [], "source": [ + "tips = pd.read_csv('../code/data/tips.csv')\n", "tip = tips['tip'].values\n", "idx = pd.Categorical(tips['day'],\n", " categories=['Thur', 'Fri', 'Sat', 'Sun']).codes\n", @@ -1032,10 +1018,11 @@ ], "source": [ "with pm.Model() as comparing_groups:\n", - " μ = pm.Normal('μ', mu=0, sd=10, shape=groups)\n", - " σ = pm.HalfNormal('σ', sd=10, shape=groups)\n", - " ν = pm.Exponential('ν', 1/30)\n", + " μ = pm.Normal('μ', mu=0., sd=10., shape=groups)\n", + " σ = pm.HalfNormal('σ', sd=10., shape=groups)\n", + " \n", " y = pm.Normal('y', mu=μ[idx], sd=σ[idx], observed=tip)\n", + " \n", " trace_normal = pm.sample(5000)\n", " y_pred_normal = pm.sample_posterior_predictive(trace_normal, 100)" ] @@ -1071,7 +1058,7 @@ "source": [ "tips_normal = az.from_pymc3(trace=trace_normal, posterior_predictive=y_pred_normal)\n", "axes = az.plot_ppc(tips_normal, figsize=(12,8), mean=False)\n", - "axes[0].set_title(\"Posterior Predictive Check for Normal Tips Model\")" + "axes[0].set_title(\"Posterior Predictive Check for Normal Tips Model\");" ] }, { @@ -1104,6 +1091,7 @@ " μ = pm.Normal('μ', mu=0, sd=10, shape=groups)\n", " σ = pm.HalfNormal('σ', sd=10, shape=groups)\n", " ν = pm.Exponential('ν', 1/30)\n", + " \n", " y = pm.StudentT('y', mu=μ[idx], sd=σ[idx], nu=ν, observed=tip)\n", " \n", " trace_nu_shared = pm.sample(5000)\n", @@ -1142,14 +1130,14 @@ "tips_nu_shared = az.from_pymc3(trace=trace_nu_shared, posterior_predictive=y_pred_nu_shared)\n", "axes = az.plot_ppc(tips_nu_shared, figsize=(12,8), mean=False)\n", "axes[0].set_title(\"Posterior Predictive Check for Student T Shared ν Tips Model\")\n", - "axes[0].set_xlim(-4.5,10)" + "axes[0].set_xlim(-4.5,10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### $\\nu$ per group" + "### One $\\nu$ per group" ] }, { @@ -1179,6 +1167,7 @@ " μ = pm.Normal('μ', mu=0, sd=10, shape=groups)\n", " σ = pm.HalfNormal('σ', sd=10, shape=groups)\n", " ν = pm.Exponential('ν', 1/30, shape=groups)\n", + " \n", " y = pm.StudentT('y', mu=μ[idx], sd=σ[idx], nu=ν[idx], observed=tip)\n", " \n", " trace_nu_per_group = pm.sample(5000)\n", @@ -1217,31 +1206,24 @@ "tips_nu_per_group = az.from_pymc3(trace=trace_nu_per_group, posterior_predictive=y_pred_nu_per_group)\n", "axes = az.plot_ppc(tips_nu_per_group, figsize=(12,8), mean=False)\n", "axes[0].set_title(\"Posterior Predictive Check for Student T ν per group\")\n", - "axes[0].set_xlim(-10,10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Question 6\n", - "***" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To calculate Cohen's D using 3 steps\n", - "1. Fitting a distribution of parameters to our data\n", - "2. Generating a posterior predictive distribution of our groups\n", - "3. Picking data points at random from each group and comparing from the datapoint in group" + "axes[0].set_xlim(-10,10);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "## Question 6\n", + "***\n", + "\n", + "*Compute the probability of superiority directly from the posterior (without computing Cohen's d first). You can use the `pm.sample_posterior_predictive()` function to take a sample from each group. Is it really different from the calculation assuming normality? Can you explain the result?*\n", + "\n", + "The goal is to calculate Cohen's D numerically. We'll do that in 3 steps:\n", + "\n", + "1. Fit a distribution of parameters to our data\n", + "2. Generate posterior predictive distributions for our groups\n", + "3. Pick data points at random from each group and compare the datapoints in each group\n", + "\n", "### Step 1: Estimate model parameters per group" ] }, @@ -1251,7 +1233,6 @@ "metadata": {}, "outputs": [], "source": [ - "\n", "tips = pd.read_csv('../code/data/tips.csv')\n", "tip = tips['tip'].values\n", "idx = pd.Categorical(tips['day'],\n", @@ -1281,6 +1262,7 @@ "with pm.Model() as comparing_groups:\n", " μ = pm.Normal('μ', mu=0, sd=10, shape=groups)\n", " σ = pm.HalfNormal('σ', sd=10, shape=groups)\n", + " \n", " y = pm.Normal('y', mu=μ[idx], sd=σ[idx], observed=tip)\n", " \n", " trace_cg = pm.sample(5000)\n", @@ -1434,10 +1416,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Step 2: Get posterior predictive values per group\n", - "In our case let's see if Sunday is superior to Thursday in regards to tips. \n", + "### Step 2: Get posterior predictive values per group\n", + "In our case, let's see if Sunday is superior to Thursday in regards to tips. \n", "\n", - "In our code recall a couple items\n", + "In our code, recall that:\n", "* We have 244 items\n", "* We encoded the string labels of days into \"codes\" or integers\n", "* Sunday was encoded as 3, Thursday was encoded as 0" @@ -1449,7 +1431,7 @@ "metadata": {}, "outputs": [], "source": [ - "# Get our models predictions for possible tips for Thursday and Sunday\n", + "# Get our model's predictions for possible tips on Thursday and Sunday\n", "posterior_predictive_thursday = ppc_cg[\"y\"][:,idx==0].flatten()\n", "posterior_predictive_sunday = ppc_cg[\"y\"][:,idx==3].flatten()" ] @@ -1458,7 +1440,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Just to get a sense of the distributions let's plot the two distributions. From visual inspection it's hard to see the difference between the two groups." + "Just to get a sense of the distributions, let's plot them:" ] }, { @@ -1490,7 +1472,7 @@ } ], "source": [ - "az.plot_kde(posterior_predictive_thursday)" + "az.plot_kde(posterior_predictive_thursday);" ] }, { @@ -1522,13 +1504,17 @@ } ], "source": [ - "az.plot_kde(posterior_predictive_sunday)" + "az.plot_kde(posterior_predictive_sunday);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "From visual inspection, it's hard to see the difference between the two groups.\n", + "\n", + "### Step 3: Pick data points at random from each group and compare\n", + "\n", "Let's numerically simulate Cohen's D by drawing random samples from both posterior predictive distributions and naively calculating probability" ] }, @@ -1564,9 +1550,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - ".394 is very similar to the calculatio nwe obtained in Figure 2.18. This means that if given a tip on thursday there is only 39.4% chance that it will be higher than a tip on Sunday. In other words this means you should sign up for Sunday shifts if you're looking to make extra money! I encourage you to try changing the idx values to compare other groups.\n", + ".397 is very similar to the calculation we obtained in Figure 2.18. This means that, given a tip on Thursday, there is only a 4 in 10 chance that it will be higher than a tip on Sunday. In other words, you should sign up for Sunday shifts if you're looking to make extra money! I encourage you to try changing the idx values to compare other groups.\n", "\n", - "For reference another more efficient way to compute Cohen's D is possible with numpy broadcasting. The code below is functionally identical to the code above, but by using numpy broadcasting we can write less code and the computation is completed more efficiently." + "For reference, another, more efficient way to compute Cohen's D is possible with numpy broadcasting. The code below is functionally identical to the code above, but by using numpy broadcasting we can write less code and the computation is completed more efficiently:" ] }, { @@ -1596,8 +1582,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Question 7\n", - "***" + "## Question 7\n", + "***\n", + "\n", + "*Repeat the exercise we did with `model_h`. This time, without hierarchical structure, use a flat prior such as $Beta(1,1)$. Compare the results of both models.*" ] }, { @@ -1612,7 +1600,7 @@ "\n", "group_idx = np.repeat(np.arange(len(N_samples)), N_samples)\n", "data = []\n", - "for i in range(0, len(N_samples)):\n", + "for i in range(len(N_samples)):\n", " data.extend(np.repeat([1, 0], [G_samples[i], N_samples[i]-G_samples[i]]))" ] }, @@ -1638,8 +1626,10 @@ "# Baseline model\n", "with pm.Model() as model_h:\n", " μ = pm.Beta('μ', 1., 1.)\n", - " κ = pm.HalfNormal('κ', 10)\n", + " κ = pm.HalfNormal('κ', 10.)\n", + " \n", " θ = pm.Beta('θ', alpha=μ*κ, beta=(1.0-μ)*κ, shape=len(N_samples))\n", + " \n", " y = pm.Bernoulli('y', p=θ[group_idx], observed=data)\n", " \n", " trace_h = pm.sample(2000)\n", @@ -1685,7 +1675,7 @@ } ], "source": [ - "az.plot_trace(trace_h)" + "az.plot_trace(trace_h);" ] }, { @@ -1719,7 +1709,7 @@ } ], "source": [ - "az.plot_forest(trace_h)" + "az.plot_forest(trace_h);" ] }, { @@ -1862,7 +1852,7 @@ ], "source": [ "baseline_model = az.from_pymc3(trace=trace_h, posterior_predictive=ppc_h)\n", - "az.plot_ppc(baseline_model, figsize=(12,6), mean=False)" + "az.plot_ppc(baseline_model, figsize=(12,6), mean=False);" ] }, { @@ -1887,12 +1877,14 @@ "# Flat model\n", "with pm.Model() as model_h:\n", " μ = pm.Beta('μ', 1., 1.)\n", - " κ = pm.HalfNormal('κ', 10)\n", + " κ = pm.HalfNormal('κ', 10.)\n", + " \n", " θ = pm.Beta('θ', alpha=μ*κ, beta=(1.0-μ)*κ)\n", + " \n", " y = pm.Bernoulli('y', p=θ, observed=data)\n", " \n", " trace_non_h = pm.sample(2000)\n", - " ppc_non_h = pm.sample_posterior_predictive(trace_non_h, samples=500)\n" + " ppc_non_h = pm.sample_posterior_predictive(trace_non_h, samples=500)" ] }, { @@ -1930,7 +1922,7 @@ } ], "source": [ - "az.plot_trace(trace_non_h)" + "az.plot_trace(trace_non_h);" ] }, { @@ -1964,7 +1956,7 @@ } ], "source": [ - "az.plot_forest(trace_non_h)" + "az.plot_forest(trace_non_h);" ] }, { @@ -2085,14 +2077,14 @@ ], "source": [ "flat_model = az.from_pymc3(trace=trace_non_h, posterior_predictive=ppc_non_h)\n", - "az.plot_ppc(flat_model, figsize=(12,6))" + "az.plot_ppc(flat_model, figsize=(12,6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Summary comparison" + "#### Summary comparison" ] }, { @@ -2241,16 +2233,19 @@ "metadata": {}, "source": [ "#### Discussion\n", - "Note that in the hiearchial model we get three estimates of $\\theta$, one per each group. By using a hiearchial model we're able to obtain the range of $\\theta$ parameters per group, and not just the average $\\theta$ parameter for all groups" + "In the hiearchical model, we get three estimates of $\\theta$, one per each group. So, by using a hierarchical model, we're able to obtain the range of $\\theta$ parameters per group, and not just the average $\\theta$ parameter for all groups." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Question 8\n", + "## Question 8\n", "***\n", - "Refer to Question 6 for non pooled version of model" + "\n", + "*Create a hierarchical version of the tips example by partially pooling across the days of the week. Compare the results to those obtained without the hierarchical structure.*\n", + "\n", + "Refer to Question 6 for the non-pooled version of the model." ] }, { @@ -2275,11 +2270,11 @@ "with pm.Model() as pooled_mu_tips:\n", " \n", " # Pooled Expected mean of tips\n", - " pooled_mean = pm.Normal('pooled_mean', mu=0, sd=10)\n", - " μ = pm.Normal(\"μ\", mu=pooled_mean, sd=1, shape=groups)\n", + " pooled_mean = pm.Normal('pooled_mean', mu=0., sd=10.)\n", + " μ = pm.Normal(\"μ\", mu=pooled_mean, sd=1., shape=groups)\n", " \n", " # Unpooled Standard Deviation of tips\n", - " σ = pm.HalfNormal('σ', sd=10, shape=groups)\n", + " σ = pm.HalfNormal('σ', sd=10., shape=groups)\n", "\n", " y = pm.Normal('y', mu=μ[idx], sd=σ[idx], observed=tip)\n", " \n", @@ -2334,7 +2329,7 @@ } ], "source": [ - "az.plot_trace(trace_pooled_tips)" + "az.plot_trace(trace_pooled_tips);" ] }, { @@ -2762,7 +2757,7 @@ } ], "source": [ - "az.plot_forest(pooled_tips_dataset)" + "az.plot_forest(pooled_tips_dataset);" ] }, { @@ -2796,14 +2791,14 @@ } ], "source": [ - "az.plot_forest(flat_tips)" + "az.plot_forest(flat_tips);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Question 9\n", + "## Question 9\n", "***" ] }, @@ -2811,7 +2806,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To generate graphs you may need to install grapviz using the command `conda install -c conda-forge python-graphviz`" + "*PyMC3 can create **directed acyclic graphs (DAGs)** from models that are very similar to Kruschke's diagrams. You can obtain them using the `pm.model_to_graphviz()` function. To generate DAGs, you may need to install graphviz using the command `conda install -c conda-forge python-graphviz`. Generate a DAG for each model in this chapter.*" ] }, { @@ -2891,6 +2886,20 @@ "source": [ "pm.model_to_graphviz(pooled_mu_tips)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*A last note before finishing up: besides the exercises you'll find at the end of each chapter, you can always try to (and probably should) think of problems you are interested in and how to apply what you have learned to that problem. Maybe you will need to define your problem in a different way, or maybe you will need to expand or modify the models you have learned. If you think this task is beyond your current skills, note down the problem and come back to it after reading another chapter in this book. Eventually, if the book does not answer your questions, check the [PyMC3 examples](https://docs.pymc.io/nb_examples/index.html) or ask a question on [PyMC's Discourse](https://discourse.pymc.io/).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From dbf247d3af1dd68d428c8d8ef8d65df5f92a05b0 Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Fri, 9 Aug 2019 21:48:51 +0200 Subject: [PATCH 4/7] Added questions to Chapter 3 NB --- exercises/Chapter3-Part3.ipynb | 54 ++++++++++++++++++++++++---------- 1 file changed, 38 insertions(+), 16 deletions(-) diff --git a/exercises/Chapter3-Part3.ipynb b/exercises/Chapter3-Part3.ipynb index 0a41526..c3d943a 100644 --- a/exercises/Chapter3-Part3.ipynb +++ b/exercises/Chapter3-Part3.ipynb @@ -38,7 +38,9 @@ "metadata": {}, "source": [ "## Question 11\n", - "***" + "***\n", + "\n", + "*Think about a model that's able to fit the first three dataset from the Anscombe quartet. Also, think about a model to fit the fourth dataset.*" ] }, { @@ -53,13 +55,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A model that might fit the first three models is a polynomial regression of form\n", + "A model that might fit the first three models is a polynomial regression of the form:\n", "\n", "$ y = \\alpha_2 x^2 + \\alpha_1 x + \\alpha_0 $\n", "\n", "For the more linear datasets the model could have a low value for $\\alpha_2$, and for the second dataset the model would be able to fit the non linearity.\n", "\n", - "For the last dataset there seems to be two distinct patterns, a cluster of points at x=8 and one at x=19. We could model this one with two groups as follows" + "For the last dataset there seems to be two distinct patterns, a cluster of points at x=8 and one at x=19. We could model this one with two groups as follows:" ] }, { @@ -143,6 +145,7 @@ " mu = pm.Normal(\"mu\", shape=2, sd=10)\n", " \n", " y = pm.Normal(\"y\", mu=mu[idx], sd=sd, observed=df[\"y\"].values)\n", + " \n", " trace_4 = pm.sample(draws=10000)\n", " ppc = pm.sample_posterior_predictive(trace_4)" ] @@ -188,7 +191,7 @@ } ], "source": [ - "az.plot_trace(trace_4)" + "az.plot_trace(trace_4);" ] }, { @@ -196,7 +199,9 @@ "metadata": {}, "source": [ "# Question 12\n", - "***" + "***\n", + "\n", + "*See in the code accompanying the book the `model_t2` (and the data associated with it). Experiment with priors for $\\nu$, like the non-shifted exponential and gamma priors (they are commented in the code below). Plot the prior distribution, to ensure that you understand them. An easy way to do this is to just comment the likelihood in the model and check the trace plot. A more efficient way though is to use the `pm.sample_prior_predictive()` function instead of `pm.sample()`.*" ] }, { @@ -238,6 +243,7 @@ " # ν = pm.Gamma('ν', 2, 0.1)\n", "\n", " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", + " \n", " prior_v_exp = pm.sample_prior_predictive(2000)\n", " trace_v_exp = pm.sample(2000)" ] @@ -280,7 +286,7 @@ } ], "source": [ - "az.plot_trace(data_exp.prior, var_names=[\"ν\"])" + "az.plot_trace(data_exp.prior, var_names=[\"ν\"]);" ] }, { @@ -310,6 +316,7 @@ " #ν = pm.Gamma('ν', 2, 0.1)\n", "\n", " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", + " \n", " prior_v20_15 = pm.sample_prior_predictive(2000)\n", " trace_v_20 = pm.sample(2000)" ] @@ -352,7 +359,7 @@ } ], "source": [ - "az.plot_trace(data_20.prior, var_names=[\"ν\"])" + "az.plot_trace(data_20.prior, var_names=[\"ν\"]);" ] }, { @@ -424,7 +431,7 @@ } ], "source": [ - "az.plot_trace(data_2.prior, var_names=[\"ν\"])" + "az.plot_trace(data_2.prior, var_names=[\"ν\"]);" ] }, { @@ -432,7 +439,9 @@ "metadata": {}, "source": [ "# Question 13\n", - "***" + "***\n", + "\n", + "*For the `unpooled_model`, change the value of `sd` for the $\\beta$ prior. Try values of 1 and 100. Explore how the estimated slopes change for each group. Which group is more affected by this change?*" ] }, { @@ -461,7 +470,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's loop through a couple standard deviation values for the slope parameter of each group" + "Let's loop through a couple standard deviation values for the slope parameter of each group:" ] }, { @@ -551,7 +560,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As we increase standard deviation of the beta prior, for the slope parameter, we can see that for most of the groups the effect is neglible. However for group 7 the prior has a strong effect on the posterior estimation because group 7 only has one data point and the unpooled model doesn't consider the datapoints in the other groups. There simple isn't enough data to \"wash out\" the prior distribution in this case." + "As we increase the standard deviation of the beta prior (the slope parameter), we see that for most of the groups the effect is neglible. However, for group 7 the prior has a strong effect on the posterior estimation because group 7 only has one data point and the unpooled model doesn't consider the datapoints in the other groups. There simply isn't enough data to \"wash out\" the prior distribution in this case." ] }, { @@ -559,7 +568,9 @@ "metadata": {}, "source": [ "# Question 14\n", - "***" + "***\n", + "\n", + "*Using the model `hierarchical_model`, repeat Figure 3.18, the one with the eight groups and the eight lines, but this time add the uncertainty to the linear fit.*" ] }, { @@ -623,7 +634,7 @@ "outputs": [], "source": [ "# Get 20 random samples for chain\n", - "chain_length =1000\n", + "chain_length = 1000\n", "random_draws = np.random.randint(0, chain_length-1, 20)\n", "\n", "_, ax = plt.subplots(2, 4, figsize=(10, 5), sharex=True, sharey=True,\n", @@ -658,8 +669,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Question 15\n", - "***" + "## Question 15\n", + "***\n", + "\n", + "*Re-run the `model_mlr` example, this time without centering the data. Compare the uncertainty in the $\\alpha$ parameter for one case and the other. Can you explain these results?*\n", + "\n", + "*Tip: Remember the definition of the $\\alpha$ parameter (also know as the intercept)*" ] }, { @@ -713,8 +728,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the non centered model the alpha parameter changes to compensate for the position of the points. In other words alpha needs to compensate $beta * X$ distance up or down since the x values are not longer centered around the y axis." + "With the non-centered data, $\\alpha$ changes to compensate for the position of the points. In other words, $\\alpha$ needs to compensate $\\beta X$ distance up or down since the $X$ values are no longer centered around the $y$ axis." ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From c0e247d56dd27d292d67d5e6d1e9cdeacd4e9f1e Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Fri, 23 Aug 2019 18:03:22 +0200 Subject: [PATCH 5/7] Added questions to complete chapter 3 NB --- exercises/Chapter1.ipynb | 3 +- exercises/Chapter2.ipynb | 6 +- exercises/Chapter3.ipynb | 2579 ++++++++++++++++++++++++++++++++++++++ 3 files changed, 2585 insertions(+), 3 deletions(-) create mode 100644 exercises/Chapter3.ipynb diff --git a/exercises/Chapter1.ipynb b/exercises/Chapter1.ipynb index 617b863..dcd9469 100644 --- a/exercises/Chapter1.ipynb +++ b/exercises/Chapter1.ipynb @@ -13,11 +13,12 @@ "metadata": {}, "outputs": [], "source": [ + "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", + "\n", "from scipy import stats\n", - "import arviz as az\n", "\n", "az.style.use('arviz-darkgrid')" ] diff --git a/exercises/Chapter2.ipynb b/exercises/Chapter2.ipynb index 77d1f86..922068e 100644 --- a/exercises/Chapter2.ipynb +++ b/exercises/Chapter2.ipynb @@ -13,12 +13,14 @@ "metadata": {}, "outputs": [], "source": [ + "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", - "from scipy import stats\n", - "import arviz as az\n", "import pymc3 as pm\n", + "\n", + "from scipy import stats\n", + "\n", "np.random.seed(123)" ] }, diff --git a/exercises/Chapter3.ipynb b/exercises/Chapter3.ipynb new file mode 100644 index 0000000..cc08eeb --- /dev/null +++ b/exercises/Chapter3.ipynb @@ -0,0 +1,2579 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Chapter 3 Exercises" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" + ] + } + ], + "source": [ + "import os\n", + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pymc3 as pm\n", + "\n", + "from IPython.display import SVG, display\n", + "from pandas.plotting import parallel_coordinates\n", + "from scipy import stats\n", + "from theano import shared, tensor\n", + "\n", + "np.random.seed(seed=0)\n", + "az.style.use('arviz-darkgrid')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 1\n", + "***\n", + "\n", + "*Check the following definition of a probabilistic model. Identify the likelihood, the prior and the posterior:*\n", + "\n", + "\\begin{eqnarray}\n", + "y_i \\text{~} Normal(\\mu, \\sigma) \\newline\n", + "\\mu \\text{~} Normal(0,10) \\newline\n", + "\\sigma \\text{~} \\left|Normal(0,25) \\right|\n", + "\\end{eqnarray}\n", + "\n", + "The priors in this model are:\n", + "\n", + "\\begin{eqnarray}\n", + "\\mu \\text{~} Normal(0,10) \\newline\n", + "\\sigma \\text{~} \\left|Normal(0,25) \\right|\n", + "\\end{eqnarray}\n", + "\n", + "\n", + "The likelihood in our model is :\n", + "$$ Normal(\\mu, \\sigma)$$\n", + "\n", + "And the posterior will be a distribution over $\\mu$ and $\\sigma$, but the posterior is not directly specified in the model (it is the result of Bayes formula!)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 2\n", + "***\n", + "\n", + "*For the model in exercise 1, how many parameters will the posterior have? In other words, how many dimensions will it have?*\n", + "\n", + "There are two parameters in this model: $\\mu$ and $\\sigma$. So the posterior is 2-dimensional." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 3\n", + "***\n", + "\n", + "*Write Bayes' theorem for the model in exercise 1.*\n", + "\n", + "Without expanding the denominator:\n", + "\n", + "$$ p(\\mu, \\sigma | y) = \\frac{\\Pi_i\\; \\bigg( Normal(y| \\mu, \\sigma)\\quad Normal(\\mu|0,10)\\quad HalfNormal(\\sigma|0,25) \\bigg) }{p(y)} $$\n", + "\n", + "Expanding the denominator:\n", + "$$ p(\\mu, \\sigma | y) = \\frac{\\Pi_i\\; \\bigg( Normal(y| \\mu, \\sigma)\\quad Normal(\\mu|0,10)\\quad HalfNormal(\\sigma|0,25) \\bigg) }{\\int \\int\\; \\Pi_i\\; \\bigg( Normal(y| \\mu, \\sigma)\\quad Normal(\\mu|0,10)\\quad HalfNormal(\\sigma|0,25) \\bigg)\\; d\\mu\\; d\\sigma} $$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 4\n", + "***\n", + "\n", + "*Check the following model. Identify the linear model and the likelihood. How many parameters does the posterior have?*\n", + "\n", + "\\begin{eqnarray}\n", + "y \\text{~} Normal(\\mu, \\epsilon) \\newline\n", + "\\mu = \\alpha + \\beta x \\newline\n", + "\\alpha \\text{~} Normal(0,10) \\newline\n", + "\\beta \\text{~} Normal(0,1) \\newline\n", + "\\epsilon \\text{~} \\left|Normal(0,25) \\right|\n", + "\\end{eqnarray}\n", + "\n", + "The linear model is:\n", + "\\begin{eqnarray}\n", + "\\mu = \\alpha + \\beta x\n", + "\\end{eqnarray}\n", + "\n", + "\n", + "The likelihood in our model is: \n", + "$$ Normal(\\mu, \\epsilon)$$\n", + "\n", + "The posterior will have three parameters:\n", + "\n", + "$$ \\alpha, \\beta, \\epsilon $$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 5\n", + "***\n", + "\n", + "*For the model in exercise 1, assume that you have a dataset with 57 data points coming from a Gaussian with a mean of 4 and a standard deviation of 0.5. Using PyMC3, compute:*\n", + "- The posterior distribution\n", + "- The prior distribution\n", + "- The posterior predictive distribution\n", + "- The prior predictive distribution\n", + "\n", + "*Tip: Besides `pm.sample()`, PyMC3 has other functions to compute samples.*\n", + "\n", + "For this exercise we will generate 57 datapoints from a distribution of $Normal(4, 0.5)$:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data = stats.norm(4,.5).rvs(size=57)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [sd, mu]\n", + "Sampling 2 chains: 100%|██████████| 2000/2000 [00:01<00:00, 1084.35draws/s]\n", + "The acceptance probability does not match the target. It is 0.8806704207811868, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "100%|██████████| 1000/1000 [00:00<00:00, 1292.64it/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as model:\n", + " mu = pm.Normal(\"mu\", 0., 10.)\n", + " sd = pm.HalfNormal(\"sd\", 25.)\n", + " y = pm.Normal(\"y,\", mu, sd, observed=data)\n", + " \n", + " # Compute both prior and prior predictive\n", + " prior_predictive = pm.sample_prior_predictive()\n", + " \n", + " # Compute posterior\n", + " trace = pm.sample()\n", + " \n", + " # Compute posterior predictive\n", + " posterior_predictive = pm.sample_posterior_predictive(trace)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Inference data with groups:\n", + "\t> posterior\n", + "\t> sample_stats\n", + "\t> posterior_predictive\n", + "\t> prior\n", + "\t> observed_data" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = az.from_pymc3(trace=trace, posterior_predictive=posterior_predictive, prior=prior_predictive)\n", + "dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot the prior distributions to get a sense of the Bayesian model's estimations without data:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([,\n", + " ],\n", + " dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The plot_posterior method can be used to plot priors as well\n", + "az.plot_posterior(dataset.prior, var_names=[\"mu\", \"sd\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's plot the posterior, to check the distributions after update:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([,\n", + " ],\n", + " dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare above plot to posterior distribution below, as well as to original parameters in distribution\n", + "az.plot_posterior(dataset)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The exercise also asks for the prior predictive values. We'll need to do some data manipulation to get the data into a format we can use with ArviZ:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Dimensions: (chain: 1, draw: 500, y,_dim_0: 57)\n", + "Coordinates:\n", + " * chain (chain) int64 0\n", + " * draw (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n", + " * y,_dim_0 (y,_dim_0) int64 0 1 2 3 4 5 6 7 8 ... 48 49 50 51 52 53 54 55 56\n", + "Data variables:\n", + " sd (chain, draw) float64 0.5084 33.7 19.04 ... 79.27 4.737 33.71\n", + " y, (chain, draw, y,_dim_0) float64 3.632 2.833 1.979 ... -33.26 11.49\n", + " mu (chain, draw) float64 3.025 -6.343 -3.627 ... -6.78 12.98 -23.64\n", + " sd_log__ (chain, draw) float64 -0.6766 3.517 2.947 ... 4.373 1.556 3.518\n", + "Attributes:\n", + " created_at: 2019-03-16T02:34:03.270827\n", + " inference_library: pymc3\n", + " inference_library_version: 3.6" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.prior" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 500, 57)\n" + ] + }, + { + "data": { + "text/plain": [ + "(28500,)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(dataset.prior[\"y,\"].values.shape)\n", + "prior_predictive = dataset.prior[\"y,\"].values.flatten()\n", + "prior_predictive.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_kde(prior_predictive);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then compare this to the posterior predictive distribution:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([],\n", + " dtype=object)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_ppc(dataset);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 6\n", + "***\n", + "\n", + "*Execute `model_g` using NUTS (the default sampler) and then using Metropolis. Compare the results using ArviZ functions like `plot_trace` and `plot_pairs`. Center the variable $x$ and repeat the exercise. What conclusion can you draw from this?*" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(1)\n", + "N = 100\n", + "alpha_real = 2.5\n", + "beta_real = 0.9\n", + "eps_real = np.random.normal(0, 0.5, size=N)\n", + "\n", + "x = np.random.normal(10, 1, N)\n", + "y_real = alpha_real + beta_real * x\n", + "y = y_real + eps_real" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as model_g:\n", + " α = pm.Normal('α', mu=0, sd=10)\n", + " β = pm.Normal('β', mu=0, sd=1)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + "\n", + " μ = pm.Deterministic('μ', α + β * x)\n", + " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [ϵ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 2000/2000 [00:07<00:00, 316.12draws/s]\n", + "The acceptance probability does not match the target. It is 0.8790052122255555, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 3.09 s, sys: 565 ms, total: 3.65 s\n", + "Wall time: 12.9 s\n" + ] + } + ], + "source": [ + "%%time\n", + "with model_g:\n", + " trace_nuts_non_centered = pm.sample(draws=500)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "nuts_non_centered_dataset = az.from_pymc3(trace=trace_nuts_non_centered)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_pair(trace_nuts_non_centered, var_names=['α', 'β', 'ϵ']);" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n", + "CompoundStep\n", + ">Metropolis: [ϵ]\n", + ">Metropolis: [β]\n", + ">Metropolis: [α]\n", + "Sampling 2 chains: 100%|██████████| 2000/2000 [00:01<00:00, 1594.40draws/s]\n", + "The gelman-rubin statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.31 s, sys: 249 ms, total: 2.56 s\n", + "Wall time: 3.26 s\n" + ] + } + ], + "source": [ + "%%time\n", + "with model_g:\n", + " step = pm.Metropolis()\n", + " trace_mh_non_centered = pm.sample(draws=500, step=step)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α2.100.530.051.133.03143.01.02
β0.940.050.000.851.03140.01.02
ϵ0.450.040.000.390.52503.01.00
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" + ], + "text/plain": [ + " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", + "α 2.10 0.53 0.05 1.13 3.03 143.0 1.02\n", + "β 0.94 0.05 0.00 0.85 1.03 140.0 1.02\n", + "ϵ 0.45 0.04 0.00 0.39 0.52 503.0 1.00" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.summary(trace_nuts_non_centered, var_names=['α', 'β', 'ϵ'])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α2.740.430.152.213.471.03.27
β0.880.040.010.810.931.03.14
ϵ0.450.030.000.400.51109.01.00
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" + ], + "text/plain": [ + " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", + "α 2.74 0.43 0.15 2.21 3.47 1.0 3.27\n", + "β 0.88 0.04 0.01 0.81 0.93 1.0 3.14\n", + "ϵ 0.45 0.03 0.00 0.40 0.51 109.0 1.00" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.summary(trace_mh_non_centered, var_names=['α', 'β', 'ϵ'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's standardize the variables and take samples again. We don't need to redefine the model, but we'll do so for clarities sake:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "x_centered = (x - x.mean())/x.std()\n", + "y_centered = (y - y.mean())/y.std()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as model_g_centered:\n", + " α = pm.Normal('α', mu=0, sd=10)\n", + " β = pm.Normal('β', mu=0, sd=1)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + "\n", + " μ = pm.Deterministic('μ', α + β * x_centered)\n", + " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y_centered)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [ϵ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 2000/2000 [00:02<00:00, 770.39draws/s] " + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.59 s, sys: 218 ms, total: 2.81 s\n", + "Wall time: 4.43 s\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "%%time\n", + "with model_g_centered:\n", + " trace_nuts_centered = pm.sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_pair(trace_nuts_centered, var_names=['α', 'β', 'ϵ']);" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n", + "CompoundStep\n", + ">Metropolis: [ϵ]\n", + ">Metropolis: [β]\n", + ">Metropolis: [α]\n", + "Sampling 2 chains: 100%|██████████| 2000/2000 [00:01<00:00, 1409.95draws/s]\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.14 s, sys: 192 ms, total: 2.33 s\n", + "Wall time: 2.96 s\n" + ] + } + ], + "source": [ + "%%time\n", + "with model_g_centered:\n", + " step = pm.Metropolis()\n", + " trace_mh_centered = pm.sample(step=step)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_pair(trace_mh_centered, var_names=['α', 'β', 'ϵ']);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking through the plots there's a couple things to note.\n", + "\n", + "Metropolis Hastings is less effective at sampling than NUTS. This is indicated by:\n", + " 1. The Metropolis Hasting trace plots looking \"square\" when compared the NUTS traceplot. This is due to the sampler getting \"stuck\" at a value.\n", + " 2. The kernel density estimates of each chain have \"squiggly\" topologies\n", + " 3. The effective number of samples for Non Centered Metropolis Hastings is 1\n", + " \n", + "One thing to note though is that Metropolis Hastings does sample faster than NUTS. While the results aren't great, credit is due where it's deserved!\n", + " \n", + "Diving into the problem further, we can see that $\\alpha$ and $\\beta$ are linearly correlated. Metropolis Hastings does not sample well when toplogies have such shapes. We'll talk more about this in Chapter 8, but for now note how centering x helps somewhat with the Metropolis Hasting sampler, as centering decorrelates $\\alpha$ and $\\beta$ parameters.\n", + "\n", + "The biggest takeaway is the effectiveness of NUTS, regardless of topology in these two cases. This is not to say NUTS can handle anything you throw at it, there are some topologies that are hard, but by and large NUTS does quite well in many situations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 7\n", + "***\n", + "\n", + "*Use the howell dataset to create a linear model of the weight ($x$) against the height ($y$). Exclude subjects that are younger than 18. Explain the results.*\n", + "\n", + "Let's import the dataset and create a mask for people older than 18:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " height weight age male\n", + "0 151.765 47.825606 63.0 1\n", + "1 139.700 36.485807 63.0 0\n", + "2 136.525 31.864838 65.0 0\n", + "3 156.845 53.041915 41.0 1\n", + "4 145.415 41.276872 51.0 0" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "howell = pd.read_csv(\"../code/data/howell.csv\", delimiter=\";\")\n", + "howell.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "age_18_mask = howell[\"age\"] > 18" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A good first step before diving into statistics is to look at the data and ask if it make sense. In my experience, taller people tend to weigh more than shorter people. Let's check the data to be sure." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "howell[age_18_mask].plot(kind=\"scatter\", x=\"weight\", y=\"height\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When looking at the plot above this is with consistent our expectations. As weight increases, height increases as well. From visual inspection, it looks like a linear fit with some noise is best. In this case we will assume constant variance. Let's create a model:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "height = howell[\"height\"]\n", + "weight = howell[\"weight\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [ϵ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:14<00:00, 347.37draws/s]\n", + "The acceptance probability does not match the target. It is 0.8949160386428021, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "100%|██████████| 2000/2000 [00:02<00:00, 105.64it/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as over_18_heights:\n", + " α = pm.Normal(\"α\", sd=10)\n", + " β = pm.Normal(\"β\", sd=10)\n", + " ϵ = pm.HalfNormal(\"ϵ\", sd=10)\n", + " \n", + " weight_shared = shared(weight[age_18_mask].values * 1.)\n", + " μ = pm.Deterministic(\"μ\", α+β*weight_shared)\n", + " \n", + " height_pred = pm.Normal(\"height_pred\", mu=μ, sd=ϵ, observed = height[age_18_mask])\n", + " trace_over_18_heights = pm.sample(tune=2000)\n", + " ppc_over_18_heights = pm.sample_posterior_predictive(trace_over_18_heights, samples=2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(trace_over_18_heights, var_names = [\"α\",\"β\", \"ϵ\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking at the traceplot it looks like the inference engine was able to explore the posterior adequately. Let's plot the regression and the hpd." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Weight vs Height fit and posterior predictive checks')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "\n", + "ax.plot(weight[age_18_mask], height[age_18_mask], \"C0.\")\n", + "μ_m = trace_over_18_heights[\"μ\"].mean(0)\n", + "ϵ_m = trace_over_18_heights[\"ϵ\"].mean()\n", + "\n", + "ax.plot(weight[age_18_mask], μ_m, c=\"k\")\n", + "az.plot_hpd(weight[age_18_mask], trace_over_18_heights[\"μ\"], credible_interval=.98)\n", + "az.plot_hpd(weight[age_18_mask], ppc_over_18_heights[\"height_pred\"], credible_interval=.98, color=\"gray\")\n", + "fig.suptitle(\"Weight vs Height fit and posterior predictive checks\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From visual inspection the average parameters of the fit look quite good, and the 98% interval of the posterior predictive checks covers most of the distribution. Overall, it looks like a linear fit is great for height vs weight for people over 18!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 8\n", + "***\n", + "\n", + "*For four subjects, we get the weights (45.73, 65.8, 54.2, 32.59), but not their heights. Using the model from the previous exercise, predict the height for each subject, together with their 50% and 94% HPDs.*\n", + "\n", + "*Tip 1: Check the [coal mining disaster example](https://docs.pymc.io/notebooks/getting_started.html#Case-study-2:-Coal-mining-disasters) in PyMC3's documentation.*\n", + "\n", + "*Tip 2: Use shared variables.*\n", + "\n", + "Using our previous fit, we can generate predictions for the height of people with various weights:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "weights = (45.73, 65.8, 54.2, 32.59)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 2000/2000 [00:02<00:00, 885.08it/s]\n" + ] + } + ], + "source": [ + "weight_shared.set_value([45.73])\n", + "ppc = pm.sample_posterior_predictive(trace_over_18_heights, samples=2000, model=over_18_heights)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ppc_first_col = ppc[\"height_pred\"][:,0]\n", + "az.plot_kde(ppc_first_col);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The reason we take the 0th column is that, in the current version of PyMC3, `pm.sample_ppc` returns an array of size $samples x observed values$. This makes total sense when you want to do posterior predictive checks, as you want to check that the simulations/predictions have the same size/shape as the observations. But when you just want to make predictions at values other that the input data, that restriction does not apply. In summary, I consider this a limitation of the current implementation of `pm.sample_ppc`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 9\n", + "***\n", + "\n", + "*Repeat exercise 7, this time including those below 18 years old. Explain the results.*\n", + "\n", + "Let's take a look at the data again, now without the age limit:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "howell.plot(kind=\"scatter\", x=\"weight\", y=\"height\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By removing the age limit we notice a different trend. At lower weights, a single unit of weight generally corresponds to more height. At higher weights however the height still goes up, but by a lesser amount. There also seems to be more \"spread\" in the higher weights, than in the lower weights.\n", + "\n", + "Intuitively again this makes sense. Weight is a proxy for age, and when born the variability in height and weight is smaller than for adults. Additionally children tend to grow in both height and weight. Once humans reach adulthood, the height is mostly fixed, and the weight unfortunately changes all too easily.\n", + "\n", + "Another thing to note is the shape of the distribution: it no longer looks linear throughout, but instead looks more like a curve. We could use a square root linear fit, like earlier in the chapter, but we instead will use a logarithmic fit. We will also model the noise term to be correlated with weight, as heights seem to vary more when weights get higher." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [δ, γ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:15<00:00, 332.59draws/s]\n", + "100%|██████████| 2000/2000 [00:02<00:00, 947.82it/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as heights:\n", + " α = pm.Normal(\"α\", sd=10)\n", + " β = pm.Normal(\"β\", sd=10)\n", + " γ = pm.HalfNormal(\"γ\", sd=10)\n", + " δ = pm.HalfNormal(\"δ\", sd=10)\n", + " \n", + " weight_shared = shared(weight.values * 1.)\n", + " \n", + " μ = pm.Deterministic(\"μ\", α + β * tensor.log(weight_shared))\n", + " ϵ = pm.Deterministic(\"ϵ\", γ + δ * weight_shared)\n", + " \n", + " height_pred = pm.Normal(\"height_pred\", mu=μ, sd=ϵ, observed=height)\n", + " trace_heights = pm.sample(tune=2000)\n", + " ppc_heights = pm.sample_posterior_predictive(trace_heights, samples=2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(trace_heights, var_names = [\"α\", \"β\", \"γ\", \"δ\"]);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Weight vs Height fit and posterior predictive checks')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "\n", + "ax.plot(weight, height, \"C0.\")\n", + "μ_m = trace_heights[\"μ\"].mean(0)\n", + "\n", + "order = np.argsort(weight)\n", + "ax.plot(weight[order], μ_m[order], c=\"k\")\n", + "\n", + "az.plot_hpd(weight, trace_heights[\"μ\"], credible_interval=.98)\n", + "az.plot_hpd(weight, ppc_heights[\"height_pred\"], credible_interval=.98, color=\"gray\")\n", + "\n", + "fig.suptitle(\"Weight vs Height fit and posterior predictive checks\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's also plot the noise as a function of weight:" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.plot(weight, trace_heights[\"ϵ\"].mean(0))\n", + "az.plot_hpd(weight, trace_heights[\"ϵ\"], credible_interval=.98);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that in lower weight ranges there tends to be less variability in height than for bigger weight ranges (i.e when people are older). This makes sense intuitively, as humans start out roughly the same in their earlier years, and tend to become more different in physical dimensions as they grow older in age and weight." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 10\n", + "***\n", + "\n", + "*It is known that for many species the weight does not scale with the height, but with the logarithm of the weight. Use this information to fit the howell data (including subjects from all ages). Do one more model, this time without using the logarithm but instead a second order polynomial. Compare and explain both results.*\n", + "\n", + "We did the logarithm bit in the previous exercise, so let's directly fit the model with a 2nd order polynomial that follows this definition:\n", + "$$\\mu = \\alpha + \\beta_0*x + \\beta_1*x^2$$\n", + "\n", + "Note that we could have used the dot product like in the `model_mlr` example, but in this model we chose to explicitly split out the terms." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [δ, γ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:31<00:00, 161.01draws/s]\n", + "100%|██████████| 2000/2000 [00:01<00:00, 1282.82it/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as heights_polynomial:\n", + " α = pm.Normal(\"α\", sd=10)\n", + " β = pm.Normal(\"β\", sd=10, shape=2)\n", + " γ = pm.HalfNormal(\"γ\", sd=10)\n", + " δ = pm.HalfNormal(\"δ\", sd=10)\n", + " \n", + " weight_shared = shared(weight.values * 1.)\n", + " \n", + " μ = pm.Deterministic(\"μ\", α + β[0] * weight_shared + β[1] * weight_shared**2)\n", + " ϵ = pm.Deterministic(\"ϵ\", γ + δ * weight_shared)\n", + " \n", + " height_pred_polynomial = pm.Normal(\"height_pred\", mu=μ, sd=ϵ, observed=height)\n", + " trace_heights_polynomial = pm.sample(tune=2000)\n", + " ppc_heights_polynomial = pm.sample_posterior_predictive(trace_heights_polynomial, samples=2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(trace_heights_polynomial, var_names = [\"α\", \"β\", \"γ\", \"δ\"]);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "\n", + "ax.plot(weight, height, \"C0.\")\n", + "μ_m = trace_heights_polynomial[\"μ\"].mean(0)\n", + "# ϵ_m = trace_heights_polynomial[\"ϵ\"].mean(0)\n", + "\n", + "# ax.plot(weight, μ_m, c=\"k\")\n", + "az.plot_hpd(weight, trace_heights_polynomial[\"μ\"], credible_interval=.98)\n", + "az.plot_hpd(weight, ppc_heights_polynomial[\"height_pred\"], credible_interval=.98, color=\"gray\")\n", + "fig.suptitle(\"Weight vs Height fit and posterior predictive checks\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For weights up until around ~50 units, the polynomial fit looks good. However past that point the curve starts dropping. Inuitively this does not make sense. This phenonemon is not a property of our data, but of our model choice. Polynomial functions always have to make N-1 turns, where N is the degree of the polynomial. This doesn't necessarily make our model useless, it seems to do a good job in certain parts of the domain, but as a statistical modeler, it's up to you to understand the tools in your toolbox and the tradeoffs of each." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 11\n", + "***\n", + "\n", + "*Think about a model that's able to fit the first three dataset from the Anscombe quartet. Also, think about a model to fit the fourth dataset.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below are all four datasets from Anscombe's Quartet \n", + "![title](images/640px-Anscombe.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A model that might fit the first three models is a polynomial regression of the form:\n", + "\n", + "$ y = \\alpha_2 x^2 + \\alpha_1 x + \\alpha_0 $\n", + "\n", + "For the more linear datasets the model could have a low value for $\\alpha_2$, and for the second dataset the model would be able to fit the non linearity.\n", + "\n", + "For the last dataset there seems to be two distinct patterns, a cluster of points at x=8 and one at x=19. We could model this one with two groups as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(os.path.join(\"..\", \"code\", \"data\", \"anscombe.csv\"))\n", + "df = df.loc[df[\"group\"] == \"IV\", [\"x\", \"y\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "33 1\n", + "34 1\n", + "35 1\n", + "36 1\n", + "37 1\n", + "38 1\n", + "39 1\n", + "40 0\n", + "41 1\n", + "42 1\n", + "43 1\n", + "Name: x, dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx = (df[\"x\"] == 8).astype(int)\n", + "idx" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/canyon/.local/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " rval = inputs[0].__getitem__(inputs[1:])\n", + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "/Users/canyon/.local/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", + " rval = inputs[0].__getitem__(inputs[1:])\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [mu, sd]\n", + "Sampling 2 chains: 0%| | 0/21000 [00:00,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XSqdMyjk+eYRjqHXGlnn0GKRS8FJuWTfV7BKR81Xw6B5WPfsxahwJXvTfyqZP/h3eJfP3osi84i1EbvsKaWNxxwU/5eC3v0tP7+K48BcRmSnW2BkwBscsFKbO7XwPDMDRY4Zk0p5JMhrV+Xi2HD4CoXBBJ0ZmVywIiWhVmzATAXDjWXLuC1mAXB3P4ew9gBXoB2B42LBl6+wHjF0dz+EcOIZj+OSsrqdSVmhQkxScx1SgXkTOS9EzLTT+5iPUOqPsGftj1n30qyxpcle7WVO74u0E/+gzAHz4wm/x+wd/rnQIEZn3THgUUmUrDy9Ih45Adw+0tdlBmOe3sWhGHs03qUU2SGTe1yVKRHF1bMV18g9zvurcbWOMRlCeKys2BsC+A5BIzl3A2Ir6ZniJZ3ccOM/swtm9r+qB27k0PGzo69f3phoU7BKRqkuNDWD99G68zgCHx65hyYe/zrKV83dEVyHHa/4M3yv/CwB3b/wCP3lwN6mUftREZP4ybVtwnnxm9leUjGOl57amYSQKA3bJHk6fntNVi8wKKzZzeZbnEtjr6YU/PItGsVdDMo4VGprTVToGT7AsuHfGo8FjY4bdu2IEg9U/juaiZte+A3DoMNnRxme6DDt3GWKx8p/fGFN5jbx0Eis4MKu1MRcqBbtEpKpMLEj4B3ez3NXL6dAmEu/+Dus21Ve7WdPmuvUvGV13G25Hkg83fJKffFdFUUVkfrNmoIZLd88ks9mlk7janpo0fSaRsC/6OztnrtMz70fpnA2TtlN/5stovHlU1DkUMkUzfhWaTod2dNSwb78hFKrwQIqO4eg7NCszmWXNkyranePB4yNHq9uOklKJir4f7R0zObPk3HG2b8F5ZieWv+fsFnAWJ0bHcBt1iT5qkiMzsrzMe06fgWDIYsfO6S9iIYuPH57HT4A/AO0d5V+7/wBsfR78/qm3s7NrL86u3TgGjs1QS2dWNX+TFewSkeoxaYZ/eB9rOcZIbBkdr/1fvPyq+TPr4rRYFu53fwlf3eUs84zypsGP8dTvgtVulYhI5RJRrNFOMJUFwXw+w9Fj9mx2JcXDRQ9ZgV6cbU9D2O48dZ62L/pb2iZZUTIO8VBFbVqsHEMtOLv34Tyza87XPTZmiETmZ3CgvcOw/UU4McUEYlN1tnKf3rMPhkfg4EuVtcF16gUcvtM4ew9W9Ppw2K4rN5tGRw0dp6YOAlZiIQSPHV17cLU+iav1qUkLsY+OGk622zNLTsYYw4s7DQdfmj8f3kon7P8G++d+3UxvxJA/YNi9Z5IbIZWIBSE6dvbvXwAmSwcfHo8vdlUwp4EVtkf8OXzzfyizanaJyHmj/+ff5cLwkyTSLp5f9w2uf9Omajfp3LjrcH/wW4Ss5WxuaqF5y2c4dWqRFTYRkUXL2fkCzv7DLI1Udnc4EpnqFcVXtc7ufVjJGK4z9i39dAV9KFfbU7jat1Q14GWNtNszmlVr/eOzuFlz3PkLhw279sAL2+d0tRU7edJQkxzlzJmZT9+JTnOgVmjEz9bnDL2TpPgFAoZtO+CFbRUsMK9XOL2RXXv2QdtJ6B+Y1tuyurtNRSNKKpb3Wc5xasjwCOSmRsdDOHIDQIniIHtGrMJ96huDQHAiHXoqlYwuXIjONs1w3z57G5a9EVIBV8dWXKdesG92zLD5sq8qacb0mjo/Ptdkkik4+NLkKZwzScEuEamKoW1PccmZbwHw6/T93HLndVVu0cwwjWsx7/kmCePm5tVPc+S73563d8RFRHJZ42lYtQm7hzyrZy6Thnio7IX86Kjh6DFDIjHxAisy0wWWK5RO4hw4hnPg2Kx0vCriOMtLdmPyekv+gKG1rfKRRf7A2a22lHjcHikzOFjZujOzak6mKXKMVYHtNIcnH6pzNlmA033LqU6LeAIOT5LiNzhecikxRRk7y9+Nq+UJuw7POQiXiftMtl2HhgxHj8PO3ee06llh+U7hOr0D55lJ8t8qjA5MVWi/Lt6LMzV1gD07uvBERaudd5JJexTWqYJU8sFBQ8epyd5ZfvvlHt+nOnNnnDyLX5XkLBeyz3zR4yGc7VuzNxamFA+dfUrpNMyTuNyMGhiEY8fnZl0KdonInPOfPs2KbfcB8JT/A9zyqTuw5kk9ihmx4Vr8r/sbAN63+rv8/ptPVblBIiKVs3I6JOm04UTL5AEKZzqC8/SLWIG+aa3HeWZn2Qv5PfvsmRVbJ0tvzGGZBO7kLI16ypuObnqjdXfvMTz1B8PpM9XpsTg7tuA8+YfsZ9i5C0512jNWZiXjWKEKh7CMm+wXe2TE8NzzhqHh/M/cdtLu5ByoID0wGDQ8uxV2TRFwaYzZRW+88XOrk3lWHcpkPK8gdCWLqPRSx9lzAEwaZ9fMR5w6O2HLVsrOHB2cDxnD8VDJkZwO3xmgIPBdtPMK/i6zc7dNMlrRGehheWgfa/1bpmzqyfEBn2cqjJGcsxmOfnR326OwCs+1Q8Mzs/zWtmnOOJlKzNxIwDJKbUJn70GseBBn74GKluFq34KzZz9W4OzTShdjIKtS0TmajFPBLhGZU4lojNhP7qHBFeBo8Bou+8T/wO1eRIGucZ4b30XXhrsA+FPzObb++kyVWyQiUqmJK/CeHruY8GQBiqXhI1jhYZzd08tZsRLFeZCplF0cPKPcyBRSCayxrmxB6rVjW1gdeAFPIn+2ssnSJI0xnD5tGBsz2XWfaDGMjhb0QPLaWXnvJBYz+Mbjb1PVlMqTTmXTtJJJU5xKlIyRPrMXIqNTLseKh+0Re/EQ1lgXy4N7WB7ckxfocHZswXlmV+UjGqawdz/E4naB5VzxaQyKy9Sp8QeY9fpWZyUewtX2FM6O56b1trO+r3cWb7RMInsc5XaqT3bYqUTljsnCDviMdMinM7GCSeNq32KnLp/NJBoFDXYMtZZ8WWGaajJp6OoyRKMGR3SK71YVpNOGgUFDOGwgMorln5nva6rMOdI3G/cOppqZNxHG1fokzjMvTjw2VxGhs5ywxYqe/Yjjch+tvWMenvNmSyx4TgHDqSjYJSJzqvU7X+EizxF88aU43/MQS5fVVLtJs2bpu/+KXtc1NLoDXLT3U5w6OYszNYmIzILIJHdfDYBJ4TDFHdnDRwzHT1RSkCT/z97eicK8k3H0HcLZexBX9x6c6Ui2DXWJ/IvmojS8nE53Xx+caIVde+y/T3Xagb09+/Lf4jr1fE57iz+TMXbKZdlaTQXTwYfDdjpfyZpIqTiulidwtfwex1Ar23fAjp0QzJnvxNF3CEZP4+qcopBWToDEMdyKs/cgdYl+6hL9LBt9wZ4oIBnHStmFrx2jp3AMtuDoO4RjqDgSUjhSa9pytoM12oE1OslUZDmrqrTO0rnw+eDIUUM8XtlnzIxitPJGH00dkCr1imTS4PNNpGwODc1APRuTZr3vSZZ2/76iYIExdqrZbNXRcbU9nbuyvPW2thmGc4+tVE5AZKrgSAUcw6WDXblSKUNbGxw7YadvWrnBOVMcDTLGsH1HnKPHJt9eiUSJ4Pk0RKOGHTsN3d2G4RHo74ejRw2uzu326L+pAt7TtG9/TorzVM3O2Y+u47/BCvRjzOTHkGMwN9ez+NvgyNQmDOf+CJRfXjhs6Omdfr20Ui+3Yv5pLaNQV5dh2/bxYGQ6aY9QO0snc8pDFrZ1toL/oZAhlZqdZed+BnfKz4rgTlYP/gbX8d/g6tiKs3tP6dHFkVEcXbvPqV6ngl0iMmcO/stvuZGfAtB+1YOsv2xdlVs0y5xuvH/2VYLpJi5vOkLHD76q+l0iMq84256GWH5EyBq/Mp2q/+AOnGKD7wk8yfwOVyxm6O2zg0nTvXiebHaqXI5Ar93WyCjLQvsrXr7z9MSIgVDBqLHhYaadpgjQ22enXJaq1eSNnWaD73fU5gThDr5kp/OVqomUW6PJMdRCYjzXYyynH2bFpz/TrxXM70i4kn6sZAyH7xRgz6wZHh7FMdyKw3cax1Arfl+M0Zxdu/+A3fmG/IFGPb0VpGlGx1jR/zuWRI5jpeM4+4/i7D96Th3CaTGG5tBBGmKnSj7dPwA9vdCSExdJpqCzcwZ+s00aR9/hsqMX9u2H3XvH08l8hv0H89tRSjw+eQffmc6JUhce0yaNM50/qvL0aTvV7MUSpbBmamBNLGYHwHt6M+cXw7HjdpB5X84owHTa5BR8Hz/QElG7nlJs6iJyJSdxSJaPmPqGwmx/aiCbhhiPkz/Kp0Swa2QERn2G7sKSTQUpeNtftIPnff2Tb8SuruKbA6OjhiNH7UD30eOl076sEjPeTjpCKR7CGuko+5rhEXh2K2cV9HR272HXbnjuhfKvsfy9UyxleuvdtgOOHLW/u+fCKpjFMJ029PVXGPwenxDh2AkIR6C11eBq+T2u1ichlag4EJd9XcSHI116JGS0p4NDv9nF/v2VBYFTqfHg2xROnzG0d8DRCuamcfTsx9m5/axPDCuCu6gtGIFtL7c4fdTVuR1HcGDao8bzlnvW7xQRmYb2vR1cffp+APbU/QWXvu0NVW7R3HA0ryf85i8D8CcrfszT3/p9lVskIvPVr371K+6//35uv/12rrzySjZv3sxjjz1W8rX33nsvmzdvLvm/2267reJ1WskYzr7CgiqVzWxXO3yk5OPTuQae7KVNkWPUh3IKyZQZOONOVX5HfrLOsulvsYN3JS7Eo1HDyEjp1iYmydDKFE5fHpwYLlY2NbOEJdGpR6WUNb4jkknDiRaLgYES7Td2x/ZMF7QXDLTavTtdNO19qRk4jxy1U+LK3cyxQoM4u+3PvyR6Mq8mXKlAwniziiXCGGN46ZApm+bT1188wi6VMnSfGMIb72JpuPQxm1H4+VrK1YwrkVZY7ri3RjsZbjvFqed2lwzmZgKZ3T35I/jK8fkMW58vMaNjhXWOVgeeZ+3YM7gSE0GhTOH8eGG5JPJHmZyLnl5IJCaW13aS4mAR9gi79o78mSQdQy3FQV5jp/MVjv5y9h8uWqYVLJ8m5dv5DCuCu6mLVx4xKbV1nanQeAreRMQwk7o7OEVJvGMn4EwX2XNMX79hzz4YyQk2lzr99fWm2blrIijj6D+Cq+WJMiO+DK72LaS7j+AYKl9NvzYxQN8zv2NJsHg7Fi6v0NlMaJFOG/r67BTywmMvnTa0tJgpg4VjY+RNZjKV3PVYgBnqYGR0YkKU9g44dBh275l6WY7cIvUmjTs4EThztT45aXr4wCD4/fZouC1boe3QCK7Obawd+0PJtvpPHKE2MUi0p3PKD2iNdPD80z627WDKmVVLpjSnUyWDog5/D1ZkFDLpmyZtjwSucJShM1068GxNlupcouRBpVxn/U4RkQqNDkbx/vZTNHhDtCZu4NJPfLzaTZpT9Ve/kTMtH2bjmf/NO9L/k33PXM51t1xQ7WaJyDzz9a9/ne7ubpqbm1m1ahXd3VPXZLnzzjtZsmRJ3mPNzc3TXPN4UCRliEUn/p5TJm0PpcENgCsVojHaTr0DWDXezUun7JETTnfeW61ptNcYQ8vBEbxNdUBt3nOZwNLSyBHg5rznMsWbg72GdZsmHk8mTYWj0Qx79xmuv86yOy/GjKde1k76rlKfzYqHwO2tZKWAHciIxdJ5wYMJ6bK1tKyS6Vvjz5XoeZfaDlZwoKjIusnttlcYGbVGO3H2H2bE2kj/wCvpH4CLLypcv+HQeP98xQqTrQfa2Qm9vXGWT7b8dJzVgRdwOdfi47KK2lQpKxmhb3zuhsTx/VBzDVgW/f0pLCs3pS//fX19huZmGBk0rPRObLPMsZhXc8oYnKeex7hqSW+8ceLhEu1xp+ygUbPvRWDqwHhhwBOwR54kAZcn73FjTHbCISs8jGPwOKnVV5b8fKfK9NcHBmEdMDQEK7ILLj64rNEOnAPHMM6py2FYkVHM0smvuzzJYSI1a0u2tRLeeCYF7+wruyfH43ZDxfH2ktraDWGPHUC87BWQ6Ovg1CloDp9g2XWvKXr92Jjh9BloGBlhVZPB47GKDpIVwd2EAQflAyrdnTGiR+NceCH2MsZ5EoMknE2kHeX2SYkAmR8OjcegVwErc54b9UFvADqH4ORJw+bNsLTJTjdfsxpqE/040xG6ey4k3PYSF63ysfzG14FVYjxPiciWs+wAACAASURBVN+O7OfpAf8A1Hrg5S+HgfFzZTgCw8OG5cunTlGui/ewLHQAy2dILgWX036PXfB+fdn37dwNmy6wf/6GOwfhZWBNccPJYfJHxIZC9g2LtWuhYXwkVDqVYnUAuprfTk8PFFwmTM4Ye2QahuSlbyWVto/N3H2d+ZJYo6dwDLXiGGol+Yq3T7LMVPbcA+dQv3CaFOwSkVmVTBqOf/urvHnJCXyJZTR96Ks4XKV/bBaz5ts/Sdc39rHBfYDVz9/D6NU/oXm5Z+o3ish544EHHmDTpk2sX7+e73//+zz00ENTvueuu+5iw4YN016XMfboGJcLNl5qP9baal/QZgIs9X3bccQs4KZpL7+UdNowNgYNDWQDEZlO5erA87jaQljum4F6LFOcpuHsOwR9h0he+paczzG9NgQCkDq9HT/gvnaSC/NxHacMS4cmVtLdRTbYlUrZMwaWEvEHMcn8z5A7SmNFaDe1iUEIvxbqlwH23XfjM/lBmfEPGIvlBxKykrGigEMhky7uHFWiVKCtvd1A71E8sWUEWTP5AkwKR+/BEgvO/Qyld6AxUBvvY0VoL86xK3EE7aEHTt9p4JVl35NxqhNefmEc0gn8gfrJ2wk0xDpxpSPUh9vBkx/sSiYNLldxz2xo2GBZ0NgILicVvccT7cHj2EDMvZI9+5KECkrRWBicKXvo3+AQDAxZdA/B9a8wrBp/TakaZo7uvVixAFYsUKKbXLpXWeo7VhFjWDf2FK42i+Slt4HD/vBdXYZjJ6DBa7jpNVY2ZXi6M0pauYGtSTrEjlE7GJM7IiQSMYQjsHxZ/hsdY12k11496XobYp1E3KuJuVbkPT56pp/mTeWDFRmudGV1hUIh2D1Fra+Ssh9pYg97UqOEzXpSKTu4091jj87r6oyy7LriRQyMjzAbGTEcfwE2rjfUnEXp3MH9e/Ek7dF6F1048fjK4C6Sjjr6mm4pek8l6XyJBJDzXco9hYYjdir1+nX252xvh/VBe+hV3LUMb+wMA2dgxeX9mMa1xGL2Z7MsazwY00Jq3TWYJfn7MhSGoWGLGvIDyM5UCAvYt7+W2172Isa7ivTKS8u2fXlOOn1fH2xYn/ncU37s8RsgaZxmkiKZOXXMagpKB5zqtCdj6TwNVy2xv2+5Nx/OdEP/gOFVN0B9fc53IxHBivohe3YZr9/XF8d/LMUFG8GTivPC9hriCXjdHxkaxl9npZMYGH+/zTF4gvTKzSWbvzK4s6jkQSViMUMwCp6oobZ2+hEypTGKyKz6/Xe28uYlPwHAd/OXqV+9usotqhKnG++fPYQ/2cTmxiO0/K+vT7ugpogsbq997WtZv37qTtVMiEYNoZCd/pGR7VhY4ExHcMZGccdG7FndpmGgTMpOX789SqTj1MRjxtizxmXu+Loj+elGpVL+TCxIJGLo6TFl076Who+wMrAdKx3HikzMlpXbAagJTp4KEo8b2k6SHZUDkPJNpKyUmzo9EjGcenILnc+UL15Tm7A3kmP0VPaxnbvh8JHS6Th+v92RKeRqexoiZz8bWDSSJl5m99YlinPMYgNd9B/roNm/1x5tM8nv2AbfE6VTUypMt1sRsuu0uAcPV1L7Pc+pTnC0PImrfQuOVP6O2rajuCaRO20fSOFwYftKj1hLJAy9vfZspSdOFKf6Hcmt31Y4O2CpINN4gKducDdr/VuKng5MkqlrBXpxFKTp5W+u8gHFqVijp/Ak8r/QFjntH9+/fr8d6AIIFgbwxutlTaxvYgbUovWFh1nrfzb7t7N7L46BEsXw7IYA9ojUjLaT9j7x+cp/OHfKXzZ9dmVwFxt8v8WKT5wYnT35NQFHfYaREpNo1Mcnvi/WcFu2GLsrFSLefiB7zLWetGcrnUz+VyTN8uDebIy4LjExRNMbO8Oy8EF6++xzeuZ97lRw6qLeJpWtUzZdnuRIcTvHudKlU87aTtoBkkLTmaUV7MkkIP+oduSmxpk0vtEULz15mCM77e+FY6iFeNzQt+8lIpH8dMnCOlWRiCGdTrPWv4U1/i00xk5hRcfsiQ5iQZynXywavVdYmzL3M+UGtNNp6O4ufWyuDjyPNzYxc7s3ln/Cd53ekf13bTJ//ZPNOpxtU6K4FqDr5DM4u/ewIjBRy/L4CTh82L4eyIy+zPxG5E4e4xgoTgl3DLcRjRpaW022viOAKxU4q0BXIGBoaYWuLrv+XTBYWQ2yvDZNe60iIhV6/olBbg19DoCO1X/Gile/vsotqi73inUMvOaLALyp9ofsf3zHFO8QEZnc1q1b+f73v88jjzzCjh07SFVY4T33cnGssJ5zwbXk8mDlxWGDQZOt/9EQzw8mDY9fnxeOTGmKlK8fk9csYwgGDYeP2B2n4ZHxFKsS174NsVN4kqOsDm4vW2S43jdRk6bUzYdSHYjVplRxk3yj04g9pVJpursNu/dk1m/yRjPkprMEytTDcYzZHaRweHodgXTacOAlOzhQSqk0xmxH1oL1vidZ63+m9JvHgzd+vyGesGvhZNpfySizs7kXZEV9RW80xmAi+Qd4PG4fP3nvzf2sBaPnjh2H7TsmZipznt6Joz+/hxyNTqRnOtMRImdaITl1RMOVCuJKhdjge4Im/wFckdKR4kRikqLhhUXKI6OsCjxf+rUFfCNx2ttN3jGbSXd1J8dw9h9hZXBXwbvsz5lOG3tURypB6OjOvA7zVHaVqYWUO4EE2LPyOUY6Sr8Yi+ERw7FjMDiUv23KBaJdwW5W+59nxfhnMqnSo9scyYkFBIPw4k6Tra20Z2/pwHPe5xg8gWO4DWcqxIrgLurj3RNpm4W7cfw4AHCG+uhtHaAvJ3bpjXdRl+ijnEyQ7fmCGm5WaIiBAZNfq2/8nzWpMTb4nqA+dgZPoAN3cizblskMDU9MMAD5I68KP1NmhGJGubTVgzklI61J1l+b6Med8k95bnD2HCCy93c0xDpxdk0caB2n7JTE/cV10MkND7edhGhk4ne0KXJ8Ytnde7HCw0XHaeEyEzmnuNz2dnXbkw2UkpviB3a9x9pE+VpzAwOGjlP5G6PUaNzMKLDGaCuNYyU/fF7wLHefTratk6EQnZ2GZMHNmf0H4NTp/G2yYvS58guaRO4EKamUPTPxth2VjRLMUBqjiMyKjo40TVvvY/nKYQYdl7LyfX9V7SbNC2te/2YOH34PV0Z/xiuOf5bBM4+zcuN06+uIiNi+8IUv5P194YUX8vDDD3PFFVdUvIy2drjkokk6Gclh6uPd7Ni5nhtvAKez/DCbHeO1mR3peN5d6nKMsdOHMsqNMgI7rau/H4YbYbIxwqEQ1I3/25UKcaIF6usNF1+U388Mh4HxFJ5nnrXrBNmsssWOXTlXzoXX27WJfqzRCHBh0fsynZDCaeO7u+FYQawid7n18R4SjgYKhSNpIhFDXV0mHdSwbYc9wsGTHKJu1Vquv9Z+baRExz8crnzmy3wTQSGLdP6sf0wUQs50wDNBgdqc0mRr/VsIBKCx0cKKhzDJONQtzVtOJAKZqmTJJBAHT0GqYChUMDrr9DYaYpcTrJ0o5tV2Evyu4oFhhfsuL5hgTF7AK1O8faDf4HImiB4dZNVKyloV2IYzHcPVVlzDxrJgWfgA3e41LA3swfJ3ZINktbFuKNrV9nPdvZAIwObNpY7L/Mdcp3fgGA/eGQOOE0/idq/Dkd5M2pFfI679+QMEal8GronrkMxoyUlTqrC37aWOPWBZ+LrS1GIff2mHh5cOGa6bZsWKcNiQyJkEYuqaPlY2UNvXBytzsg8NcKrTTmNbt3ZiQe6Afa7JdO6d3XunDJ6MjUHAYXfer7nK0BQ+RtzVDN6XTfmZckfpZUb7eGJ9rIr1MeK9hqTDy1r/szjTUQK1F1M70M7AGWDp27IbIBMcnm4ClxUZofWgk2Uh+/znLZHNuyz8EnVjZGs7LQ9NfmMjE8DIJM6XSqkF2OD7LQDD3muJ1EycWXt6Tc7+KPhExlBuchR3ys+K8ZTFkYbJ089HRkrXUYzH7VWGwmASMSbOMCWUOSjKzYQ7OprKW1ruyC7LsmuZxdwrGR2FungvnuQwvrrLS9cWy2EH90r/2mWChD6fyav8ODxi8tJ43akx4q5mmiIteFxAeFM2db4iZbZF52nodPmw0t1cfJE9AYrbDcHx37PCEZ6FIpEyqfklFN4gaTsJL5/66wco2CUisyAcNrz4rZ/wF+ufJ2FqqP33fz9lTZHzyYb/+Gl6vr6bdbWn2POjz7P8M1/D4dRAWxGp3Kte9SpuueUWrrrqKpqbm+nq6uLRRx/lxz/+MR/+8If59a9/zeop0sY9Hvu87HDV4E47sn8by4m3vp76+nocDoPHk2Zt8hjD8eXEE6tZt8KOOqTq6/F47F6F1+se/68XV8LHCt9z4PFQV+fK1ufyeCYuWOMJJ2NjaerXN8L4er1eN6O9dfYykkk8cU/esiOnk3g8hnqvN/scYPcmMjMP1tWRcHmznyUjlQKXy0ldLdk2J5PgbZ7oonhC9nucrlp27/Vy+WUuvN4knvDEsupqLZqbmzHJGK6YD693IkizZvAQS4JugvUXEPUU/+Z5vV527YF6L9llGmN/3uzyHbVYjnrCYVixwsLjSbLKdJLy1ONMJfF63Zw+nWR4JAV4uOqVLpyNjaQam/F646wcfgFnOkrQl8LtvoJ6r5dUKkGJ5uD1uqir9eAxnpzHJiIUdXV1pLz5HcI66vAYD7W1Vvbueqb96bSLw0eTeL2wPDGAO2elxpDXht4+WLPGDSN2Kox12W1Y7rrs8/FEjGXjb+jugbSjhgs3uKj3gtfY66uvd+ft545OWEkXxmsXRB/11WFMmvo6uwacJ5k5nrw0NjpobnbTUBfAmY7kLcfr9eZFWpypICtHn2FZn4Mj/qtZmvAwMmrh8RSMIqupxev1Uh8G8OD1unE0NzNwZuJ4dLrAlYRl7iC1/p68jVJba1Ff78genwDGcuD1enEnonjiHiJhBw11HhxO1/g2qKEmsQQTnthPqZTB47GHZyQSFm1thuXLh1mXbmG08abssVdXa7E0NcbS+F6GvG8k6cqvYO2J1QN1eDwpVtOJZdIEGq60t2Vk4ruZNhPr89bXkXbWEQyBd33+sVNbmySVMtTX1eOoLQ40HHgJ1gx7spvE6cg5Hhsb6euupbbOYmnT+PVSbSMez0RUwet1Z88x6bRFPG6IxyeW4WhuJtnQiMcTzu7nBsIY4yn6ftTVO/P2Q+YYH+7sZQU9kOyhj5flfXc9YXufh0JpXC4Lj8fKO+dl2tjoiuNOGRpj43cG3AAePKYbr9c+p3q99WA5cKSirAp3gMdDbZ0DjyedXY7J2e4NdS4cJkWdVZsdgdiYGmNtcgg8HtxuJw2NjXhqg5iC4Gg0Zh/La81J6h0+Sp0s6uvrcNXkf9bcz5R9vODzrqSbYe/Ls38HBz3Z/VTvrSdt1QAG46hhue85lib8eJtyzod1KeqtepypcPY7tCbVQr/32rx2LKlJZp8fGs60xf5vc3Mzaa8XjyeBsRyscA7T3H+IxtCF4LVvCtXGa3HnjOZb6okXnBPcdJ62t/WmC4rDJ+vTJ4p+czLbJZVKs6HvIH1N76CuzkXTqH3Oc7nWEKm1C0AOj8CanN/BzHasq6unsbGRpUtdDITrgHT2vLPc5SPqWU8kCk056x4ehnXrXNTUgMeTZKXpAu8VeMIeaj0Wx495qFvZwDVXu0mPH7+F+63e68UT9WBZsLR5KV6v/Z1ranLhTWXO9wk2xveQxIPlcOIbG78WWFn83c49XnLF406WLZvo/ziam/MCYCN1tUTHR7SuTx0hVrOaSO0mBofg+usqKzanYJeIzChjDD96uIVPrPkqAMHX/Hfcq8sXdDwfueq8RN/29ySf/PfcUP8UL/z4Ma65645qN0tEFpB3v/vdeX9fcsklfPazn6Wuro7vfe97PPLII3z6058u+35jIJa5LR/rJ3nsX7N36Q0OQqEQYUeYeGzi7n3S38uYr5a68SKx4XA4+1xLa4wGL4RCITaMPknmhv/AYIylTfbrc9OwToxnLnbFAmwYX0h3d4xIOEIoHcKdDGXbFwrZHdpo1O68RoO+ibZjp49lRk5FiRCyQnnPZ7S0Zu4mTzwWCoVwpkI4TSz7nkQySigUYt/OMMZy5S0r4obRkWGcrU8TC8dJj06MXIjFYoRCcYKxgZLrT/k6SFs1NEWOEhuvYzQ2HCFUP3ELvHl0F23jnbVINHfkRIwkMDAQo6fXDlTGYjH8/hg10SPEIxAKbqQ5MmZPkhc/QseJpTQOBMuOvgiFYrh8x8h92u+PZUfuRSJhQuTfnndGIrhjMSxrom2h8aI0O3el8SSHibmW0Rj2ky4zxfzE+icCFcmBnrzRBqGQyduGacvQ2hrngo1gRluIuZbh89Xlb+fY+P+NHCXk2UTPqJ1yGY6EcZgkdeOvre3fSn9iM6MXLGFJ7+9wmFTeNgiFQnnBrnW+p4mZOB0dUGd2EMMOnhamcDkSMSKO4bzjNjk6yoEDQRrGH3Mm7fdGwn6aIa/9lgWRcP5oGYODcNBHfbyfWCxmz6Tnfow0qxhueBXHd7ZwUX0rVmJieODpMya7jMx/7RFQZ6iNJoglxtvinHjeM/QiadcqQp4L8MbPEKrZQCoV5tixMMkUuGN2ym8y2UDc1Zxt98mTsezIN4Cm3n8l4WxgrHYzoaX5x040arcr4goTTpUe9lH4vckcj139Y4x22vuzoWF8Jr6ljrzXh0Lx7DnG4cg9Pu3jLDk6Sig0cW6whg8RXBIq+f0o3A+hUIiGaDuxSH76aiinIFMsFmN4OJadLfPKK4pHPp08GWNskvprvjH7PZ7BbSScjTRFWrLHZjSS/5kikYn9XDu4ndrEIJH6/Ndktkc4DDWBALFotKhNmb+dseOU+8aGwxGS0QHW+rcwVndp0XYHO621cNmJZKRoG2XaFQ6FWOO3R4D1N/4R6WAf4SUQCk189+wJB8I40+Hs97dmtJVo3UZSjonvvye2r2zbR0dHcYVCxGIGg0VNbA/B5Um84Tb6xkfheqNR0qmJJXgHtuYtb8wfo7fX/nfTkokJVjIsf7Bo/ZntEg7b2yUc9JNK1VA73uaYNUoo2Uxdop+oa0XeeSOz3yKOMAPtATraYqwbyx8CXDe4jWDDq1kSbc3+nmQEA+PrGD8nhgOjxGIxBmMwGA0R8wXYdIFFsCeYd1xNtN3+nlgW+EZ9hMZvBPl9KZaGQvbMzTnvCfiLfw9cqSCWSZJwLS35ewj2qNncGR7b/u/jDJkLuPZNF9HTC8H+iQCkFTtFLacYaraHcI6MhFi5cuoRahpKICIz6pe/iPGnyf+BxxlndMXrcb/2A9Vu0ry06qorObjiEwBc1/8lBk6Uq0khIlK5O+6wA+f79++f9HUtLfl5HumCTIUlsbaStbDsIJn9RG5dkpERezr4coWfy8ktLHyma/LXZuIPK4M7J32dK1W6uFU4XJyRUZMcYa1/C6sCEzUU3akAG0Z/w1r/s6wbe6q4zd37sNL2h18e2p+tt5NRN1A6FWhFcDerAtvyCvXWxvpwJzMVl/P3SalaWuUKETv7D9MYnShEZZk0gQPPl63HVU7u5AJLoidpjLaWfF2yRLrp0sgxVgZ35c1KViln30sQC2L5TuM8+UzRNnUYu+M45odloQOsHStTKwxoDh8u+xxAXaKfxv7nxpdbOpezPtZFQ7Qjb925x065WkXrxv6Q93dhbZlMt85d5hgtYsHasS15nymRsIuUu1JBQicO5AW6gLKTNkB+umY6d7KGpI+maAvrxp6mKXJi/HNYJAs2T03Sl027BPICXRnuVDA7ucC5ytT5Gz3Vm30sGLTrP0UildftCQQM+w8YEsmJti8tCFzlKpW5Ndnrs23LieGVqlFVanvlynyv6uO9NEXK1weMxfJr+9UmStd6yxM9+4ksPOPnSaCoXenxH4+BgcJ3TS63HuHqgF1wrPB8ZQzUx4t/GNypSSKGJWRGu9k3RXJSZU2Chmg7NanCwpX5cicpqbSgfrrgR3VV8MW82R4BlkaOszy0n5WhiRlLC4vdA6zJmbQhlz3DYfFsCYVLKFXLC+DMmdLHZF2yYFIKk8CZCtN4+gliMUNrwc+Cr8Shtca/ldWBbTjS5dOhM7/pxhhOnTJExoJ4/UcZ9dmF8meCgl0iMmMOHzE4tz7EpUtaiDiWU/Puv62k6MJ56+Uf/I8ci76KelcEHvs0JjX9qeFFRHI1N9u1dyKR0jNilTOY01GxSJett3X4KDz3gj3yptTlc8mZ5iaxusJC2pPJvZB3pQKsDpSfBbHQkjLBnMkUzny3xr81++/RUYNv8n5TkdWBbTSHX2KD74kpX1u47FHfRKeqKTp18fypBIPkFblvirQUBZ6AoiAI2JMCgB1McqVLTKNZIJ5TF82Kh3B2bsPZdwgrEaE5fKjke3InUyicJa+cFcE9LAuVKMycLh3ocqVDLAsfZGnkKGsmCaoVKl/7qfiJJdGTRY+VK6qeCbYVcpaZ9a7SWmyFHe9CK4K7ix5rirZU/J3pPG0YGp747JmZVT2Jgt71JAHycm1MJqfXGT7VCYkzR8969sFSPLE+VgRexBs7TUO0PduujMmCjueqpbV8wfdSYnEwZavJT21JtK3sc5lz0miZyfaaQwdZEdzJ0sIgdJkvjD1ibeK5htjp/OpeBpaF9hfNElqOo/9Idr8YLBwmlQ1YrfM9VVEQM/eztXfYxeEzQaly9R0zNw4y3SB3KsCSgslYMoG8muREtChvdsjxRZcLyp8NT3KUxmgr8Vj5713e+TKdHJ+MxA64dZwqDvbnTnDhLBi16SozijO7+LSh8zQEcr8vk8SxHek4tfE+fL7Kbqwp2CUiM2LUZ/j1157jP1z0YwDMOx/AeFdM8a7zm8PlouY9DxJINHKx5xAnf/yP1W6SiCxwBw8eBGD9+vXTel+5wvDlrjn7+ksXTPYU3BH2+6G3z5SdPclZkOpWkyq+RRwMVj6CozY5XHIWwbKvL+x4VygQMEUz+oE921ZoisK8pVRSzB+K76APDJCd/XK6St2LikbhZHv+qJlVgR1gDJ7EYMkgDVA0Kq0SJ07Ys7sNDRkCAYOVtms62eueep8Pt5cftuZITz38IrDzdyUfzw1eusoElCp1+MXBvAkYSgUJc3WdYzAmEDiLaSynqewxUMDvJ5v6FY1OtMubM1Jnlf951o/9HqvM/hobm94IroxS56bGWEfR973cd7WSgGGzfye1yWGaw4cqCphUYqqi3tNxomViuw0OTi84Nh2RiB3kL3dse+Nd1CaG8r4Hk2k7aQfzchUGqx0mVWKW0NIco6ey/87cGGnvyP97uvoH7KBUNGrKBjUHB+HECUPHxOonDRqW4kmN5I1+rlTh8b80ciSnDa00RVrY84fKJpBxdWzNeywxxX353EkZYPJzqIU9sqxwpuHJAlkrgztYEdpL24uVnYcU7BKRc5ZKGR7+0jD3XHQfAOEr/gPpi2+uapsWitUvX8e+1fZ2u2LwO4weP1rlFonIfDc4OMjp06eLHu/v7+eBBx4A4B3veMc5r6e7p3R6wmSWF3RKxsZgaIhJ69Tkyszi50lN3ErvOGV3pubDOGE7hcpwqjN/YMJUd69nUzJZSWhoenIDeQ4TZ4Pvt5N2LnPTQKejt9cuVp/piB89Zq87N9WznMlGJpVKPy10roGlQqXiua7uyjrk5yIzQm5gwMxaQONc2PXX8h+rSQxTF++lJuXHMmm88fI7o1RQGWCyM0JuBlm5QDuUD/L39Ob/7U5Oc7jmWZrmgNxJFabbnU0QvhIjI2f3XWqOTJ5uHAiYkunSk83YW8rRY4bh4ky/GdHaNnnwZ7ptLVSbGGJtQWr02aiP9xY95kpXdkCUG7k2mZWB7dl/LwsfLPu6MX/pYz50aBu18b7iJ7DTpAHqE5Xl6KtAvYics0d+lOad5n5W1A4TbbyE9C3/vdpNWlCu+eCfsPtLT/Oqhqexfv0ZzCX/F8ut2StFzjc/+9nP2LvXrnXT0tKSfWzXLrvDfOutt3LrrbfS3t7OXXfdxfXXX8/FF19MU1MT3d3dbNmyhXA4zLve9S7e+ta3zkibctMVHCZTwd7giE2v8zedDBp30petl5Thr7DE0VwovAsN0DRDIzvOVrh6sTaAKWveVCI3dUlslYxS9PvB7TL0T7Nm0lxp74ALNuY/VpMOUBef6KwujRzNpsFWqqagblNuUCs3JXSSWBeJMgMAC2vjTSc1uprCU2QPz4dv2MCg3Yrc1L1SZipwm0pN1H6bDWf7vav0nHk2o88MpUc35mocT72dSm7QdKTCoGElNytg/LqgxMerSflnrO6fgl0ick527DT4t/6MN179LCnLTfrffRXctdVu1oLidDloeN/nGXlsHxs8LRz/6bfYcOdfVbtZIjLH9u7dy+OPP5732L59+9i3bx9gpybeeuutXHDBBdxxxx289NJL/P73v7dnCmto4Nprr+WOO+7gbW9726y0b0n0JEHPhawb+wONbohMI7uit/jGclmZYsW5/P6JqeTno7pE/9QvmkWdxQP9pjRVOspcK0xdksll0sIsa/7ty0KFteaWho8QczXnPVZJnbfJ9J3FV3CqgvHTNZtlamdidFK5mVlnT3Eko7+6p8p5YzZ/M06fnrlRgu05953CMzjyMCMwi7XtQMEuETkHfX2GH/3DSf7/674CQPL195Be+Yoqt2ph2rh5Bc+v+mveOvYJXj74vxk8fgsNr7i22s0SkTn04IMP8uCDD075urVr12bTFedaZra5wcpqA8+oue+oLW7l0sOma7ojcs4Xhw7P7jiaTGe5pweWLZvVVZ0zf4k05kpHf1RqqEzgaqpZXmX2uEtMbiGzbybTYRc61ewSkbMSjxs+//kY9136P6hzRUlsfC2J6+6sdrMWtJvuupWtvnfiXPsNJQAAIABJREFUtNI4/vUzkDi3u5wiIiKzzVth4WmZPZWmF52PSgXaZsvAPE0lFVlsHKay4awKdonIWfnGtw23Or7JZUuPkfIsJf7WL4OlU8q5cLkslr7/s/RHVrPK2cngvzxc7SaJiIiIiIjMG4UzOZejnqmITNvvnzR0b3uRu172QwDib/kipmFVlVu1OFxyeRMvLP8iABcN/oTose1TvENERKR6lKokIiLzkYJdIjItJ9sN3/vGKA9c+1kcliHxyveSetmt1W7WovLGD/8xvxt6HwDO334OYvNoGjIREREREZF5TsEuEalYKGS47/40n7v8s6yu6ye19EJiN3+62s1adGpqLJa/779xJrSRZquXsZ99udpNEhERERERWTAU7BKRihhj+PJXDG/0/Ig3rNmKcdYQ+5N/AHd9tZu2KF1+dQNblv4taWOxfuBxEkeeqXaTREREREREFgQFu0SkIo/+DIYPHeQvL/sHAGI3f4b0yldUuVWL21v/4gYe7/8QAK4n7ofIzE7TLSIiIiIishgp2CUiUzr4kuHHP/Dxlev/Gy5HksSlt5G86n3VbtaiV1trseq9n+Ck/xIarWEiP/8bMKbazRIREREREZnXFOwSkUkNDxvu/5s0n7/qc6yr7yHdtJHYm78IllXtpp0Xrr2hlqeXfJlE2sXKwd+TPvSbajdJRERERERkXlOwS0TKSiYNn/+C4S1Lfswb1z6DcbiJvuMfwNNQ7aadV95195X8tOe/AOB++otYgf4qt0hERERERGT+UrBLRMr6/g8MnNnHPVd8FYD4Gz5NevUVVW7V+ae+3mLDe/8zh0evpA4/icfuUzqjiIiIiIhIGQp2iUhJzz1vePKxQf7+hk9l63QlrvkP1W7WeevG19TwlPfLRFMelg5vg33/Uu0miYiIiIiIzEsKdolIka4uw1e+EuPvb/gUK2uHSC1/ObH/7wHV6aqy9330Ev7x1D0AeLb+Pdboqeo2SEREREREZB5SsEtE8kSjhvs+b/ivF/0d1y7fj6lpJPrOb0CNt9pNO+8tabS45P0fYOfgq3ETwTz+GUgnq90sERERERGReUXBLhHJMsbw0D8YLo//kvdf9FMAom/7Cqb5wuo2TLJe9zonT9Y/QCDRQIPvAM6dP6h2k0REREREROYVBbtEJOvX/wYdLx7lvqu+AED8NR8ldfEbq9wqKfShj6/nmyc/C0DNjm/hGDhW5RaJiIiIiIjMHwp2iQgAhw4b/s/3BvjajR+n1hkjefHNxG/6SLWbJSU0L7W4/L1/yh96b8VJEutXn4ZkvNrNEhERERERmRcU7BIRhoYMX/jrCF+97uOsqesjtexiord9BSydIuarN73J4unazzMcW05doBXnC9+odpNERERERETmBfVkRc5z8bjhs/8zzV9u+hyvbD5E2tNE9E+/A7VLqt00mYRlWXzknuU83PbXANTu+984uvZUt1EiIiIiIiLzgIJdIucxYwwPf83w+vR3uG397zAOF9F3fgPTvKnaTZMKNDdbvPZDb+KXp9+FhcHxr5+BeKjazRIREREREakqBbtEzmO//DUkD/6Guzd/B4DYrX9NeuON1W2UTMsbXmdxYPW99ITXURvpwvmHr1S7SSIiIiIiIlWlYJfIeergS4Y//J/9/M01nwMgfv2HSV757iq3Ss7G3R9v5KGOL5E2FnXHfoazfUu1myQiIiIiIlI1CnaJnIf6Bwzfe7CDf7jho3iccZIXv5H46+6pdrPkLDU0WLzzozfy4/Y7AXD+5nOY4GCVWyUi0/WrX/2K+++/n9tvv50rr7ySzZs389hjj5V9/eDgIPfddx9//Md/zCtf+Ure8pa38K1vfYt4XLOzzrR162D5smq3QkRkast0rlpQtL9mj4JdIueZWMzwlc8P8OXL/gvNHh+JlVcSfftXweGsdtPkHFx/nUX35r+kxX8pNYlhoo9+HEy62s0SkWn4+te/zqOPPkpPTw+rVq2a9LWDg4O8973v5Rf/j73zjo/kru/++zcz24t21Xu/k3S6ouu9uBIbA8HEYB7gMTbGSQyYnvCQh2AIoUMgmCcxJYSQmIAxxhBMsTHYBoyNz9jGNlddruukO9XVarU7M88fsytt16qu7u73fr3utDszO7/vzPym/D7zLXfdRU9PD9dddx2lpaV86Utf4uabb8Yw5Pk/n3jcxbZg6RAMFNuC3NTWFtsCiaT4CFFsCyQzwTSLbcH5ixS7JJILCNM0+eLnR3lnxduo9xxjwtvAxGv+FWzyKf584K03Ofni8c8QjjnRXvwV2t5/L7ZJEolkBnzsYx/jgQce4He/+x3XXntt3mU/+9nPcuLECf7+7/+e2267jfe9733ccccdvPrVr+bhhx/m7rvvnnH7hpAvPYqJeo7s/rKyYluQmxI/VFcX24rZs2qlVCkKpb5uZsvXzXB5iSQXi3mvNJHXhLkgxS6J5ALiO9+Jcvnge+gOPMuELUj0mq9gupfwU6tkRjidghvev4zP/+lvAbA99E8ovc8W2SqJRFIo27Zto66AEdno6Cj33nsvDQ0NvP71r5+cLoTgPe95D4qicOedd86o7V7/Tvq8W1OmKefQU6LbVWwLLJrnUMy4vHz+7JgrTmexLZglYun0BYATJZcU24Tzjopy6OwATZvZ70qD+UWDigoILGGvxZmQzbNrRdfczw2nY26/X2rMJjS937OeiDa/F2tdh5Xd4PFkzjtRcum8tnWhcQ49xkgkkrnw0EMG5b+7lR1VvyYmnMT+4l8wg83FNksyz3QsF9Rc8VruP3EpKjHUH7wHJkLFNksikcwjTz75JBMTE2zbtg2RNqqprKxk+fLlPPXUU0QikZzraGqcejOtKw6iqn9BYl98PmhqnPfVZuBaIg7KcxIIFymUZUItmXaZ2prC1+f1QkPD0gidWigTWlsKXzZsq0r6tgR2yjyhK06OB16Gz1fY8toCOb+oGthsYt5DvwIlUFkxv+uE7MKx0wnjtvyCyZBz+azbtGURAlVVoNlmvUrg3PaazMZscmVFtezXz3Fb7s4znYg6PGy9rMrq3TuLC6umQlXV9MtdCEixSyK5ANi/3+Ds9z7LnzfejYHCxCs+h1GzpthmSRaIa64R/ML9cU6OVeMIHUG772PFNkkikcwjL730EgDNzc1Z5zc1NWEYBkePHs25jtJSBZ83dVpU8aIrTiZU/3yZSnOTwO8XWd9YL9RgeD6JqtZOstsLW342gk8wOPtcU50dlqBYMwNx6rR/B2Fb/pxwqgqjjmYMMb37TF0dBEoEXZ2F25DObDzJJlR/Qfal4/NZxzObF17ieCdob4OODnAUaN+JkksZsxcWLzfsXZny3Zt2ProW2EOtpdkK+yyE2lpYtdJk82aN8uXNeZc1hEZDPQWLYrNlNufa8mW559lrWhDzPDKurITyHAEU/d7NOb12Bt3djLhyGzvdtgeDhVo4M86VUOsEfj/UpV1bB11dk58Lva4noysusonYzmjuwlAN9anLz+a6NRNsdqisSG3TliR09nk3E9Hmp5MsdQ/whd3TEomk6PT1mTz5/77CW5q/AcD4xbditF9cZKskC4kQgg9+pJ4P3fBpPrfyzTj3/4Dxlq3EVryy2KZJJJJ5YGRkBABfjtGkNz5qTiyXC6fTyUTURFeceOJq1LDnFda6+3+IqoA+gzz3Ho8gFDLTpllP2F1dJocO6YTD1vyuThVHeTVP/vp44Q3kweVScDiyG1tXp3L8uD6r9aqqg6qAjs+nMjik52wjgdut4nCkttXRoTI4aNLbm/23HcutfXTqVO71ny3ZQunQ71KmORwOSko0AgFrUHP2bLSgbfJ4PLhiThxK7pgkj0dFL12FOWbHMW6Jq6Pu5XjHDuBK20aPW8NuF3GbprdBUSC9foLTKTALdNUxFDshVzshVxuBkb04IieS7NZQFDPjGCRTUa5SWWmN0E6eSrV3sPxyqvp/PPm9pETDZit821y+UhyRcRwxa9963G4c49n386gWxO+YmudxCzwebbKdYFBgGKn7xOUShMMmuuribMl2Ks7en2X7FPr6M/vRkK+HkpEnJ79XVdmoqoI/PDn9djU22EBzEmgsZdS9EsczJwHo7FAJheDosan93Vd6GTU1v8Qw4OhRnbMjGopRWN/MhWDK8dHtUvF4FNxuk5OnYgWvw+Ox4fGA2x1Fz9I9/KWVRCbGcDgGC16nI378Qq5WPOHnJ4+PodhQjCh+v4oiyOiPoZZX4hkRgCdr/zBLu/EAjrHUeaoK3Ss0hICnnk7d9oZ6laPHdJoaVTwegcOROt/jseF0xohEZu8S56qoxHH89LTLLV+mEg6n9ovZsnqVxtN/LPw4J7Oiy7q29p+x+t+YsxnTtwpH3/MA+HzerOd1cn9LxumxM+D24NRdVJc5GRgobF96PLaUdkKuNlzhwxnLuLIcH4/bgyOc2g9y2ZfAbk+9lgCsWa1x7LjBmTMGWqCJMZrw992T9fc9azSef0FneHj67VvRpfHcnzKPz5izGVtsEFus8PNpIZBil0RyHjM2ZvKLz9zBjU1fBGB4y/tReq4pslWSxaC0VOHqWzbwlX/9a/6648toP78Vo7ILozzPa02JRHJBER4fJxIBXRGEQqnhzpFIJKsokcBEQWDN9PvB5bS8CfadTV0uFJqY/Ox2mwzGn3tjOIiULCcSeX5etiUyDtmiNsfstbQ6TmCa4PPCmbOZy6Qz6mjCG7EEnpiqoYgwoZBgPGxmbSOZUCjTDtMQuF2Zv+33rKc8tHdyH7nc2dc/7GxjOOrFE59pCgWn3UYkEmGodhe2Q5bgkTxI6vVtp2rkNwCEbZW4olMD1FAohHN8HKLZN8ZEYbBiCyNHDGzhEOqEtVxYjGOLRAiPpW5jaCxCNCoybMjVf1Z0QSwGBw6Ssux0+zbBseCl1khvLExYtOMVKv7xQ/FtizCeoy8kGAtDKCTQ69YRieydnF6/dT2H90UIJP04FIpMil2FiAShUAhjYgy/HiEWg9BYaDKcOORowBNJ9rY0U0KNw+OWXYl29Bi0tlr7cP9+axkhrG07FrwUxsGfZUNLSuDg6UrOenqoG/z55PR+VynOlG2byLpdp71bqBydElZLS61lTS2GPjDA2NDQpN0j9iY8xhGcDpOh4fh6x8YYtldiG3qRyko4ctaFIzY67b7LhxBTFesSxw+gvc1keBiOHpt+HYntra0xOXQ4c/7Q8DD62Gje8O9kHA7H5LKnXE3UR/5EbQ0MDsKxwCXUD96LTYNwOLU/lrXW0js6RuKSm629xPX4tGhCM8MoxgSuaC/dK2B8PPtxc7kE7W0mimK9dEhfbSg0QbiAa1g+hrRqXK6jDA5a3kEVo49mLGMVsBC4XIWdM9MRCkVy2hxTPWh66r0r+dqX3sdPutogFGIk5sCnRQiFQhyzbZrcju4V1rEaGMh+ryjtbiP0QghnOExFY4RTpwrbvlBogpPaGkpDltg8JibQ0jYqFJpgfDzLcUu6hiRYvgxGQ3DiROqyuuJANSI4nanXEoBweAKvx+TECat/9ayG/mPZd+zY2AQOe/a+knzvBxgfz358QkInqtZSFulNOX8LobY2c9tmyxJ3PJNIJLNF101+8pkfcmO1FcJ2pvuvULbdUGSrJIvJurWC8Q1/ySOnt6EZYdS73ynzd0kk5wEJj65cnlujo6Mpy+UiETYVVX1ZEw/nfzidmmnToLJSTIoCuQgGrATJFRWg128Aoc46fC+ZinJQcoTX6MKBqlj5DGtrC4t7Ss25VHgi7ELD1xKM21MT4GiqoKMjdZkBdzfDrtT4wOmqcxnCRlQL0OfdRK9/JyPO9hnZ1V+yFdMe9w50tgKp2+ZI6yu6J3sMpapmD3FRVYHDMT+5rAzFzrBraqcJYYXwJGhvyx1mY9o8k3mRDKHhq5tBLChkhAFPrhcxmfhaJJ0nJvljwBIhVXV11rrLyqw+kRzuW2gYmSlUTDEVtzTk6iBbjJ7pqSCYlk9IV1MT4E3mb5u8ICQfO+tz+qqNyhWTn6NJYdGzDXkqLcv+Q0URMw6BdbnErHI1QZ4CFOnV+YSgewVomsDns/bRad92RhwtVK5ZmWUF2RlxLWPAvZoRZxt+v7W9+cg23+OBxob4lxkIDn3ezZwouSxlmhasZLBiN8cCVxDJknPslH9PSohlvjxWCdKvt7mY0DITX+kiMw7RzFcpMUv8Z/L1VFEELlfufRys9NLWCu0zu6QC1n02yZAZ/DJzWYdDUFaafR1hW9XkOZsoepItZ9hMijF0r4CG+hzW5dmUsK0atxtWdmdfKD1sPEEwAGc86wo3MA9S7JJIzkNM0+Rnt/2CN3j+DoBTjf8Lx+W3FNkqSTG4/nqNb419ilPhahwjL2D7yd/N7PWKRCJZcjQ1WSOuF198Mev8l156CUVRaGhoyDo/QXkZVHc10nHRGrZvm5peXWWJBOk4nVN5P2JqliRcWTD8UyKJogja2gTVVQJcVr6QslKR9WE5VxJ1f1qOoVUrBdXVuZ+2TaFiBPLvh+lIDFbzMeSafTLpZNJbMoSlLK1KGh+L5Gu4UNFrewArf1dyMYCIrYKKej/OEl8WkSH3NsVsgcnbRFT1czxwOWc9Pfh9lldWxoDaOXWs0vPjzDRvk54ntLJQ7DZBc5OVVN7lEhnbnrz7RlzLOOXfPZk7acumwgeBzhnm1Bqz5c/unUiOXhoUNDcLVNXaz4oiWL7M8uYoJE9V8jKB9TsYcHfnFDxNJVVwHna2ZTwjJIpgGFWWgFXoE0SseQdGWZsltBVARY587TYbVOQRiGaadN3w1+Z5DMq/gwu5FiRIPk+qq60cc0PuFaDmTxQ16FqRMW1CC1KzJ3t+r3RRINmDP6a4qK+HkhLLlkAATvl352x7zD4l+Ea0IIaSaqvTKTBs3qzCKWTeF/o9G3O2laAQQQwsET8XyYKwyNJDy0qh35vdlmn0wwxaW8Rk6PhsSX9hMZlPa4arTX9ZFFX99KyxRFaAmmrBym6o3bxhlpZaKIq1zcuXQVVlan5BVRW5KwkLhcHAppzrHXG0pnwfdi6bbC+c1Bc9ntkXbJBil0RyHvKr/3iUV028F03RORJ8Jd7X/N3SKJMkWXQ0TfDe/1vGP+z/HFFDw3H4Z2hPfKvYZkkkkjnQ09OD3W7nt7/9bUaeo9OnT3PgwAHWrFkzmU8mF0IIgt2rcfudKQOzmhpwVGV6Kdnt0NlhLXfGs44xew0D7lVMOLN7xJgo+UOns9yXuuPjvNP+HRnVymw2aFwemBQjkgWmbLe4qOpjxNGSc/yQzUtmJh4fy5L0g+m8duaS+XrDOqiuEvHwIDCUpEGfUDD9dcSWvwybTcS9rqwtXrMKulcINm+x4Vy2tuD2bBq43VMDmoSHUFuna1KAScbw12KUtqLXriXQVMNZT8/UupJMHXStyJkQOpGM/WSWhN3TDYY3b8wc8Pt8Ao+nsOeemOpl1Up18nfVORxNypISjS9fVmBfSREmc/cBp4Os+zaBwzE7bzjhKiHkaAbAboNe/84M+5LP/ajqy5k824wL12NjBbQrAGcJRkVniodZPlTNElPTCTlbUPI8w85kr8TaLsao6ckxN7+Ml0j63t5mDfgz1l3gC4DpGHVmL/2p2FNd2Do7rJDVZFHAdOSvOBAICGI5vGkAxm1VHAtcybHAFZnearNBCEYcLURVLyF7DtegafZ7IcOXtrSXMzHF8k4049fK2lqB8GcvypFNHEvGyOI9Nh1lpbm9GH0+Mjpt4toyUHkJJ/0XZfzGnaPacHqRlwFX96TQlUAIgalld3+MaKWT7U9XEMMoacDhEJR3LyfiTe2jyUUYErYmjnc+kdIUSorAOuxsY0ILYJRZN9dEMYG6Dd1pnnGFI8UuieQ849EfPMXFvW/DoU7wovNiSq/7xzk9ZEvOfaoqBde+Zy1feO79ANgf/AzKiT8U2SqJRDJbvF4vV155JUePHuXb3/725HTTNPn85z+PYRhcc83M8zMub7dClspKwXSmelalP7DqipOznnWEHI2YOUYjxwN/Bvb8A0C9smtyEOnx5A7T6VgO7Rsa0Ju2U11lhUO2rJh6wi7NUliq178LU8k9UFm+3ApLqlzTPTmtqgo8bssjAlK9cUwExwMvAyyPMqdz/l8ipe/KCdVPMGhNrK6y9pHLY+NMYCe9vh2IxIhKyRQoUgZIBTwHGMJGn3cTFeXWAGnLJksgSWCvzOEhJwRGZRemvxajbn1KyGNlhTUgB2sQf7LsCkxb5qjKOwedQAhrwH8scCWmP9XVwVRtYE4N6qyJUz+87BLBnl2keAfmGlwnD14dDoHdJujqmtq+BMkhO7riwtQcxBRXRnhVwkPP6YRpnDBnjWla3n7VVbB7l0Bx5RdDwrbavOcMpO6fuTiKp4ellZVmF/xm0kZDfaq3y5jd+lKR0EttrngCsOy/zyes1NdZM10uQWVl/nC4dOxp4/1AdsfVGWGzZa9ym0y6UJMQEZLp86Z53giR93rhStJNqqosj7zkfR51TIlKba0w5F5Br383A541BOvLac2u5WUlOYQ8XwVZTUt9eeFctYvKLdsxS5sLbywHZtK+SL8v5iObsD9uK0cRMGavx4hfD9paobStAb1uHYbqzAgjNlFoaS6szXzCUjpCTHlLaWp2ATdl3dWriLXsxixrzzhRkk+nulrrvNMLEH/DtppUm4XKad92jArLG3TU2crxksugtJnW1dXEqlbR69sBQH2BWQNkgnqJ5Dzi2V/uY/2+v8RjH+NFZTPlN30+6wOw5MJjbY/g4BVv5Ge/+wMvq/sp6t3vxnzz9zA9uXyPJRLJYnPnnXeyd6+VMPvAgQOT0x577DEALr30Ui691PJ8ee9738ujjz7KRz/6UR555BGam5t5/PHHeeKJJ9ixYwevfvWrZ9x+U1PuwVqvbzsBfjX53SzkEbKAV/JmaSs11c/h9aSGRgDoYmpUZbOB4fJjCis3WFsbxKoEHLHmW4PkzBFs9wpyjpY1VeDzgasMRlzW4ERTBRvWwf2PbMMZ7YsLN1YSfbtdYEamttsINhMMvMBAUrGp5E0es9finrCy7FpCh5XUt9+zPl6+PpPk35/2bU0ZMCiKoLUFRqPQGyolquXPwTjdm/pkDGHnRMDKz9PSkrAlbZ/mPJ65j7OqChob4I9D8fXM8OWb2w3hePL76mo4dSrPwkJgpj3z6M27GH7+KINKPbVDv8j6s+lyzeVDUwVCpPYvh8/LeJJN3rUXs/+gQDMyk7QrCixrz92+XtGB2rd/RjZZx21qncuX5Qnz9VTAaG/yjwHrfItGM/OzWTOnOtZ0+eMgVSSsqrTEvRdetPLppS43d/HY7bbO0xMnrGNSWQHNgalQzNlSyM/Putdgqr9nwJ0ZblVSIlhWJSaF0WXt1r6tqoQjP5mTaVlJ2DvgXonieQ5TD4FQMUozlaaYVkJJCQwNpU73uMEwQTdbUAdfoN+zHrCErZOnLLGhMjy1YxL7PFS6BsP3J8ySOlrccPq0JURt3CBQjttRRnLXEjQRKZ5Wyd6TY/Y6gmPPTr/xpsmyZRoQxBhXUPoPTnp4JXDYoaYy0TGnV1OPBy5HMWN0aYWHWZeVwfHjTAqSwQCcVjbRvFZHf3LqOuV2C2I1awAyriWDrhWW927jJvQXX0Id6yUfOfOV5bB7wlbGsLMNb9CLa/yp/BskBDhyewUmsNmgpVXlbMLUfNf8Au4HpmJHCKirE9TWNrJvP9SeZfIl0HTIUbBEcp7w0mP76Hj0egL2IY7oqyi9+bacFzfJhck1fyH49P6PsmzkAK08j/H9W9Bf/++gzdxFWyKRzD979+7l7rvvTpn2xBNP8MQTTwBQV1c3KXZVVlby3e9+ly984Qs8+OCD/PKXv6S2tpZ3vOMd3HTTTSizzQSdhSHXckt0iVeRj2ilKaO/XAncN6wvbP2KIjK8Y6x2u1DMGFHVg1EmMINp2aHT7nHZBmy1NQKmq+rkq6Jt5QlEeEq1MhQnYw7L3UavWYN66mkCazbQdAoa47aadg91dZbXyNEoGGGwJ5k06miaErtUOwPuTkyhpiSmP+vpwXS9lNJ2ggkte5xcvqFZLq+b6bxjJuIhIls2MW/J43OSZEyfdzNloT8AExmLuV3Q1ipocMB4nxX+YxpwLDqDtmxORpztGNEcZUVnQKAE+vqYPiG6w8NwxVZOjVv31to6hf2HZtemWdYOSWJX+pFZ0QVnzkDv6dTpuUIRM9YfaMSIhYFUA0tLLQ8eV7bwKVWL5zgTNJO5YWZa4ND2rTB6fB3B0SeS+pbJuK0cVzT/4D0bhs0HTAmHsdY99B8NUT76e6trCYXExcpUtKmcY0n5AxM9MGyrxhWdUlBj1Wsw/vgoQ64OgmPPTop+Cc9D0+FDr1uP9vyvMuyKagHU7ssIxav4GWXtKGem9k9zk5g8QTVNTHo4DbhXEhx7Zsb7IR+WMG5S3eiCiu3W3jDNePtm2rLQWCsw600eenFq+ratAtM0efSxFYzQOSlMOJ1iKsfjvmyN2zHieQQFsGXzfG1VNm86JcvcpO1zlhBr3QOqHeeIVRkTrPBur6YSKrBmkylsbNqSLJhl2uJyTa0frNx7Lqc5KRivXgW6TaBpNsBEV9woevYiM/3eDdj0kcmQVtNbia+7grHf/zjVrqTP47aKrKGnet26FIE6nWFXJxUeIIvYFdFKccSylKWc5oZSVgbET+2Y5scoqQeOZixnt4M6njE5J0IIujpB21f4PUqKXRLJeUDfM/upe+AGAvZBXpjoJvj2r6I4p1ffJRcWQgje+T4v//Cef+YfHP8Lf98fGP/5h4ld8XGZ000iWQJ88pOf5JOf/GTBy1dWVvLxj398wexJPM/GlNT7SXLYQVkpVJcDWQYNwRxJfGNtl6R81yu7UE//KWM5Q7FzxmspZkbFlHeGXr8R9ImMEMmGesuT49Dbg9wTAAAgAElEQVTh9Gfx7A/melU3pq8WNDt63Ua0Q/dNzquqtASEslIwS+qJ+esQQrDcl/ygLRDCypPV0iAQ4wJjIGk7k/ebCSGHlT3eYYdIXNsZs9ehN9Wj7bMGMYlLcd5E7XnVruyTo84KdMWZM/F/YwP4AjNLwD3ZZBaPnJC9noB5LPsP7G6IWSOciK2cAfdK2tQnJmcbwo5iTolfmk3g91ttVFbCzmZ4+DfT22XaLKVmRRc89XRWy6dfSRJOp6CzwyyoIqLuKCUWX07TBIESk9Gz1uBuYnLTpg6kXrcO0+5DGTmB0n/QmluAZ76qCkjyBjnr6cF0H2XYOX1SeMNXY4Wgli0DDqWEvIXLeqhUsnt6CMDI0z/T5zmdAmdbLdq+qfQJZz09jNlqcUb7Kbf3EmxrBuOlaW0GCJevhejDk98Vp4dxm3Ut0LRE2FlcmRcqesMmQKR4sg9W7GYwcppRRxP1gz+dWrkrwImSy0EI2pzPUlEBgwNp+dnsnhSPlERYFVheZbt2WH3E0DowXUHUY7/Puz0hR9Ok2NXeBr4K+NPMnPmmSHqW83gEjmTvlxzPeYmw1Wzeb5PenUsgHUqyF+Goo4mY4mZ12yBayBL3GhtNjhyFFZ1pP4zfJ7pXmOzbHy/ikfxSJPkFgc2NiKYnpTMpLwOvN0+Yqh3a2wR/fCb14pxc2VEIMZlPKxiAM/p6SsJ/ItaUGVo6bqti3FbF6lWWh51lRRbiE/u8m4ho5RmVVQFMX2FVZtMPv6moDDuXUTH6aMayfh+cyeNlK5KlRxOMmjVkE7t27xT84d7UaR1xx8j2Nutens22mVD8niuRSObE2f0HCP74egL2AQ6Hu/Hc9DU07zwkA5Cclzidgrd9qJVb//Q5YoaKc98P0B7/t2KbJZFIljD5QpV61uRPrJ0VW5prTNpAamW39RY8l2eY6a3ELMlMdizEDPNoCXXKszXNw3VFF6xckVQFsYCnbSPueRZVvZzy70mrZJZdoUpO7AvxQVuDlcskF/leqtttAq/XWm9KomKhctJ/MWe82atyVVZYg7UMCtid6UmSAQY8a3Iur9f0YHirOO3bOjnN6xWUlUJXB5ws2UOvb0dOTS/9GOdaTm/ZBUBlpeDiPbntLwQz7kVos4mMcLtsx6M2fvjK4iLJhvWwbTMpOZaSRSFTc4LDi1E+fcWxZK8tvWEzbu/U9zF7HXrj1owqetkwPfFEVorK8cDLOFEyJUJHPXX5i0tMriT75OlOF1d1HQhBpGodjRftwtfUPKNG9OrV1t/KFQgh2LrZGhxnzfnlqchI2eCv8DLqbM2ehD1ufMxWgt0mqGguSzqX4l5igamyp1Et9Znb4RAZScILxeUS1NeLrIn6F4JCPQAXi5xheGmMOloYdbamFKLweARdndnzqYG1b9f2CEpLU+enhNPm6LgZk7MI0UawuSDbwbpmxFSPdT12ZUk4GaeqUkyKbDXVlh3JFYkTXmMRWwUIqwrtbMkQ8fMci6pqqKuzCnUAWa8DiZxlOSs1xkm+Dl68BxobrO315fHZ0OvWFyzASrFLIjmHGTp0AP8PridgG+BgqBv79V/DXVpgzWzJBUttjeAV79jO55/7WwAcD38O9flfFtkqiUSy1MgVnphOIQP0BHptlkpo6Ym7haCqUky+0U5Mm3bdFdN7s6SXas+KoqJpgpoaMbN8Tq4g0dZL6fXtyqjMlkug6smiCZWUZA/rTDBdGF1rqzWoy2CBPHjTxZ9E8u1gtjGcCdhcGPUbksI0rZ1TW2sN9E1hSxMQCrc7ZROVqX6lqlNDnmmKlKYcq1j1GkxXAL1pB0agEb1qRUF2uFyCi3bDurUibpfAkSTSDbpWENP8VOWo/JhiT1q4brIgYHrKEXUr038yOXBNPwap5/TUhppCSxk8iqT/89qWtK/G7DWc9m5hx7bpz9dVK6FjGaxbq4Azf9L89KqsAGaggVjnyzHjOai8XpHiRTMdtTWWoO6M71p/FhNGSjeiV3ah1xYYjz0dMzj/6moFndNfzrKS4hG4xPL2ml6rwyeLbAI4615NRAsy7MwusGZ6uuZzb51Z1YSY5mfAvZJ+78aC12BUdGC6Apx1r576jbssT8VJ8oYSJsh33Xc4LBG0qXGqH7lcqQJXet7LFJvjxQkSNqZ3R5dLpBUbMIloQQxhw3Smji2FEJQG81eI3bLJOs+nE+BGnS2EbdWc8azN+eIs/Xpi+qqJLf+z/CuOs7TOAIlEUjAjLxzA8/3rCdjOcjC0Au3NXyNYK4UuSWFs3CDovfoN3PnzQ1zT/F20e96H+aZvz2jQKpFIzmM0B81NcHyafFdCMG3FxQRGsBnTn1lCyfTXYg4fQ4yl5gax2wVre0zUAl7NmoqG6S7LPs8VgGFrQ5x5hA6jfBlMhDBd2XNlFYTmyKoRGEmDheTn9lyiQHMTnD2VfaBgs8HFe+yMjBSYcAZmOv6bGUqqWLm2x8qdVh5rgYEXp/15egWx5e1w6HmrqlcuUsMBC6O9DcLjlpgIFOat569Hr7BytxnVq6yJvc+lLFNelpkrDsjq3ZNoctTRzFW77ehP5bMhHrbbvGsqxDbL4slV32ri6eB27YBYLNMLbtVK6OufvvJaoSQ7V5z1rAMoSHSy2QSNjUkTshyLEyWXYNNHMO0VQHJIbOGiUa5wS0tQh9KgSfhxKPFnmmGqDszS1oLbytHQrH9aSL5+rwcIpzWTfFCUwjylFgvTX4uu2jh11E/t0P2T08ccDYw5GlCZoCS8jwktmJIrathpCTWNDXAm6TZhukth5OScbFq+DPbtb6KhHiAznD4rmgO9aTtjh0witnJ8thFMXxWQGdsXa78MTB3U6Ssl1tfBvjwhrNmKOPh8gl2rrdxy6ee7XjUlhBvly4moVQz05RaXk6vSWvnvVE6UXEp3U9pNOEnljjVtg4OZceUOh6A6Sczv9e3Arg9m5KczhW0yXUGOJrJT4LklPbskknOQ4ef34brzBgLaWQ6OdiHe9DUqGqTQJZkZV12lcGL1B/l9/0Zs5hjiOzcjRk9P/0OJRHLu462wHlJzYPpqcblE9tC2GZIIl0oO/UlBUdEbt2adVV4mCqq6ZHpzj97NQDN6VTd6TQ+RitU5lzPKl2PUrp3dADX+ZJ7+01P+3Rhl7WgN3YCVDLqQ6AunU7Bls0gZfCTjcs3M6yx93DCTEvXZaGmGs6U7Kdu8K2NArWmCsjKBWdWd+cMkkxMhfmWNFRilLejximRNTVbY4aRoki2X0Cxsdrksb4Tp0MutpD+jjuaCukK6p13OnF7JFeGEwO1OWnk+DxzNnjd/l6IIuldYlUdXdk8lQM8W0uvzCZYvE1OCX64mbWDmyvGU9DkRQrYQPoOG4iRiq6CjgGjKdPq9Gxh1NDLubc67nM1m9YkZh2In0dxoJfNflaW7LzQOh2D7Vuhcbb1wMPy1mP46TM0RTwq+sMwkdA+wKqZ6K3OKkKawczzwMvp8Wznt3QJY/buq2kZ1ldVvUwTJQBN69WorCX0CdWZFlxrqBTu2QWdHmtCTRL56L7riImLLox5r9gyvrlzXldlWDXU4RNacYilFXYTAdJRMNj5dU6YaP0ZCyb+wK0ikbgsn/XvyrjeqlRByzCHOcpZIzy6J5Bxj/OgBtG+/hYB2hoOjXehv+Dr1zbnjvSWSfNzwFjuf//gXqBp9PY0cYey/b8J807fA4Su2aRKJZAFRWnfAwEDuBVLdj/IsVoB4UL8RjOiMByEzJterYCEw44MyezhH0vTZNukKIMKDmP7sObZiqhejogMFuHiPZd/vMvP9FtaWuwwxdmYyN1jGfNWG0KMZ+YnA8pJ66YglMJ05C0OuTjQjhCOWpw/kwesVbN8wfX5Q01mCGB+ivg5Ox2B1UsTd6lWWLeVlYKip4YHp/crwVaOMnMIINMXnz8rsVHKtpKKNk/5qdNWTdZBrBBpRBo9k/WlrS55qljYn/uXdHHpaozKeLkuv6ETExrPfc2ewjQmPj7nXnLS8w2qqgRxdIxGm6p4+KmvO7N5peXia0YqkqYW4PFUxGKmivYAwUaO0BTHSixlonJUHpM8Hy5YtTIhwLhLnOmCJpq3b0cOD1osFIdDbLin4JJnLuWRUdWMEmlBPPsmgK+6KOYf1NTXBCy9aarGZJA63twlMv4D9VoEPYvEZQmAG4lVz69ZDLFKwp3EyGd6Iaf1g+TSCqyt+Loi0H5ruHBV18/Qzkdn8vDGtt1RiOU8FY64VqYn88y3vKkNfWk6Ek0ixSyI5hxh//o847norPm2IgyOdTLzu6zS1SaFLMnuEENzyN0E++X++wvu1N1DOfsJ3vg392q9a4TgSiUQSJzEcaGyAMzPRSIRYMKErUT3L9E3FvPl9MDQcD/FJw+USNDXGvW/mQTHRG7eBESsoRGXKe2R2Qxm9fiNERsCZXWTSm3cghk9gBjLFMI9HsGeXiabB/Q9Y4V19vm3UD1hVIE1H/rxJs8Xw16GODxEMCnZ3pu5vTRMFh9MZNT2YgbOToaoz9ozIOj27u4amCTpWeiY/Z9hStRKMGKYrgNr7XMoAsnaawmeu+hY2V5uT6zXL2vL0hsL6p+mtxrR7MPMkui6UivIp77BcaJrg4j2mJQT2zbnJvNjtcVuSVEezgN2ydQuMj+evoJfAqFwBlXGxNZaUx2whQ3+TaGuBSIHX01jbRYhoGHHmMCKUtPNVe6p362JW2HZ40Zt3MHp47jssGIDGnfDgw2kzkjanqsrSYCrSIuJNX/Wc20805Ejy1gyUZIYHJti4Ho4czS6G6dWrZmWTUMDMoVobpS0oZ1/IvwKnH0Z7Z9xusgF6wybMEzM/nlZF14nJ3GzZ0BUnqjHOhJr/njNf558MY5RIzhHG9v0e913X41OHeG54FaHX/BtNnVLokswdm03wrg838o9Hbmc06sF1+vco97wfDL3YpkkkkiVIZZVKTbUVvpNAr7BCv8w5PFqa8Tfyud6GZ0Nv3kGsaXs8X4pFXZ2VZHfd2uy/8funKnjNGSHyCl358k7NGEUFVyD3QNbmxixrz2mPzSYyxKBe33ZGnK0Ll6+xgKTM0yNAUeNeK8rkpNliqjYr6XueFzp1tYK62tzCmVG7FjPYkm3WtBRcqW+alSXCQFFU9NY9GDW5K2BmZQ6jSVXN7EvTkUiQrWcLb50HEtcNs6QeTcse1jVnsm1zvmYK2MelOS53vmwO9jZ3ztyEhZJc+GOpYZIkcOZAVQXL2iEQWDhBr6wUzPi1JmrLPdYKBASrV02FDCcn3jcDjTlf8uQ7dfLlajMqVxDrfHkey8EobUOv6CDWvDNjXnJ3zG2DmfJnJpz07ybWuC3lfpzOae8WRhwtOSsDzzdS7JJIzgFCTz9Myf/chFsN8YfBjTjfeiftK6XQJZk/fD7B2z6ygo8c/BITug33S/fBTz66eK82JRLJEibtqVgorOwWKaE7ZlkbsWWXM2afvbqjN2zGKF+OXruu8B+pNksAgsmnd1UVlJVmrxQ1P2//SWkvF1s3w4quxQ1vmilRLcCQq6sgz7TZYPqqrWPasGn2K5lBzi7TlnskH2u/jFjbJejtl84ozGsm5hVawTQfifCt6USNRKXHcwWjooNY28WTIcXzjV63Ab1uA0Zl16zXkSxE5itmkcxcxaNAwPJwbEhLseX3iwUJFe1ZA4GllOY36TkzT8B83rkzbtJrhcWaORL4K4qg17eLYWc7I/5VBa932LmciFbKSGCGwnMSPT1g02BlnsKvsRw5LgHrxUBZ+7RVTsHqc3Y71Cf3vTk895uKHdz5x6e66mHIvQJdsTq3bWFuPZNIsUsiWeKMPv5zSn9+Mw5lnEcHdmF/8+10rFxKdynJ+UJ1leAtt27hEwc/jWEKvPu/i/HAF6XgJZFIAHAnwgJziQRzFUxsLqsi4kKGUCcPbvIlBZ/t6pOerB05NsMz85Qy5zRG+bLJIgULQtItygw2YwSbs4trmh1szukTLs8QRRG0tVr5ugr22sqD3rwdvaLDCpdMYzGj02ZCMD6+DUyXxm2+PP2yodosj5JCKkDMA50dKs1N1svCuVJZKbJ6KpXlcnKdQ0dwuwUNDXGvpWlCySBPwYV5pLEBSoO5vdzm+55glC1D1PWgt+zOuUxM9TDs6rAEnELXq9jp821lwp2/OEB6UYtkggHBnt2Cmpo8x9hdmrvgS4EIIejsEOzaEc+Lp1lGJTwk851GieIH8xE6vWa1VQ11XU/q9PkaecicXRLJEmb0of+m4vf/gKoYPHTmZVT95aeoa5R5lCQLR3294Jr/+zK++MkP8e72j+J/6nZGBIiL3rl0n7IlEsmCsnG94EwUygpJVlvM60SBwrxetcJKKp8nr8hsURTB+rUmhknOaoldnWB/3iozLymEzP3Y2Aj79mcRAxQVY4HC5PKRqKwYm2a5grB7LM+MrO3A80bhniaLhccj2LXS8hKZD8K2POfmEnkWcbkUDEPMyzE3PRWpObjilFfA0eOWp898EmveyeiBFxl2tjOdltXZAU/90cottlB0LM9/TE1X4aHtBaGoiGBL/iItC0gix9d0Of4Wg0Q4st60FWXwCEY8PLuqEo4fnxKyU3CWEGu/dDJMM1kQnenp6fUKNm2cjeWFIcUuiWQpYpqM/OgL1Bz6Cgj4Wd9raLvlVqpr5CkrWXgaGwWX/s213PaZcd7e9ml8T97OKDpc9J4l85ApkUgWD5cL6ioEYjhx/p/b1wEz2IK5gJkASkvz7x+HQ7Bi9pFWc6azA86csULuTp4qnh0Fk+W+01AvKCkx8XpgdLQINhWJslJoaa7K7QEzn8zQayNnFcpCSDrGIXs9A+7Vs1/XfDHHXFxg5YcraDmhZG2uvEywaYOJe77zbDl8DLotz8HpxC6fT7Bj2zy3XwjpCaYWI8pgkZ5x7XbBysXX5PN7S9ncGPHcm2ClA9iYL61WkredwyHo6jBR1cIqNC8mMoxRIllq6BMM/+cHLKEL+Hbv2+h470el0CVZVFqaBTvf+2b++eD/AcD75Ncw7vuMDGmUSC4gzPjDrOlKC51fYg+zkpnRUC/oWWMlefZ6LfErF4l5zfECj6bda/1doOqaySTyb5n+7Hng/D6Bki+b83mFde9VFEF9vZj0JJuPdeac6y6bVqwx3eXzYEcqMcWd9xrj8857k1nJd5lLJOA2pwvLdAUxytrQq2fvjVdSInJ6iUokM8GxgJft+vppQi+LhBw9SyRLicgII/92C7Xh3xEzVL419BGu+NDVC1NRRiKZhrZWgfGeN/FPn1N49/J/xP/MNzgbNbBf+bdysCuRXADobRdbVVnTB7w5kvpeKJjOEsT40IKEQU62MZ+J9HPgcAi2bs6/TFWlYM8uc3KwrTdsRDlzGKO0dcHt01t2wsRYQYmWlwIZovBSJe4lU4hQZfpqEINHcs/3VqI3bMK0ZysdOEvzcohw7W0QmQDvAlbhS7EjazPWRNNTgSi7CD00Me16kr1lJIVjpieNks+dc8bhEKxeZaKdA7fw+Xq3LsUuiWSJYA4cYfzf306NeZCxmIvvmP/Eqz+8a16SnUoks2XZMoHjg2/gnz+jckvLRynd/036xkK4rv77BaveJZFIlghCAXVqwKFXrUQZPoaRI58QgHmOhzgWgt60HUx9QRLcG8FmjJKGJSXwpHiV2NwYc/BSmRGKtqT2QzZiTdsQ4YF4hcGF6/umtwoxfALTPvfqBrH2y0CfgHlYFzBPxQem33cul8Dlmqe8aAWQnH9Mr+hA7T+AnpQPTrgCMF6cnE9LMZTc67VCiqtn/A4gu6oRU31MuOswSrPkKpZRBrOmqrK4fcdus3J8tSxgDrhkpNglkSwBYgd/i+2H76FCDNE3Xs4D1f/KX1y/YsnFPUsuTBobBa/88LX8yydUbqr9CBVHv8eZ/ziF4w1fmLeHZYlEsvQxg03owaa8yxjiAhDBhQCxQI/Q54DAI0nCFZyXimTTYVStxHQFMX3zkNFatRX+smrJiAqL9zy8qhsGBqEmybnSLGsnVtomvYvysHkjRKNzzN2WRri0B6PI4sxsWDKnzRLE7YaNGxbvmMqcXRJJMTFNRh/4D3w/vAmPGOKZwVU8uuZOXn5DtxS6JEuK8nLBqz9yDV8+80XCMSdlA78m9rU3IEZ6i22aRCJZQow42xi3VXC2GAmmkxLmms5zJKRMMmdc06RNOi9QbZb3mCYrci801dWCrk6R+Rwun8vzoihiXoWuvNjnO2P/Ocj5Hl0xT4KhFLskkmIRizD4nx+k+slPoAqdn59+JcOv/g/2vHzh83RIJLPB6xW88dZLuH3i3zkTKSMwvh/9q9ein9xfbNMkEskSwRQ2+r2bGHM0LH7jdg96VTeGrwa9fgFrmUuWFDabYOd22L2z2JZI5gfpFjMdiZx+5gUmfsaWXUas/dIFCSE/1zBK2zA8Feg1PcU2ZUkjxS6JpAiY/c8zdtu11Pf9AN1U+K8zf8Py932C1WudxTZNIsmL3S644YOr+X7pHbww0oKfU9j/6w2EHv9ZsU2TSCQSzGAzRt060Ba+WuBCYF7gyf9ni9MpsNul5825y9Sxm1BLssyXAlgyZkk9esNm9OZdxTZl1ow6mokpLkJ5XoxkHHXVvrDejVniD4MLH6U8O1QbRsMmzJK6YluyIJSXg9MBVZVzW48UuySSxcQ0GX/0+9j+/S+oNPYxEAnwHe1fufLWN1NeLk9HybmBoghe/5eNHN79X/xhYAMuJUTVQ+9i8Lsft5LeSiQSiWRG6FUrMT0V8UTnEsmFi81vqQtemRI0L6an/JwV9QEG3d2cKrkYM0+eR2XRh0ZTYtf2rdC9AhrqF9sGCYCmCXZsh9Wr5vYSQ46uJZLFIjLK0DffT/lv/g6nEubxM5t4ZM0PeOU7d6ZWOpJIzhG27AnieuvXuaf/egDqj32L0JffiDlwrMiWSSQSybmFGWxCb9gkw3MkS4zF96jq6RE0N8LanNFZ8pl5PhGCyXxkEa20uMbEaWsFn7cYQtNUf3e7BbU1WXK3SRaN+dj3UuySSBaByIHHiNx2NXVnf0zMULmj953Y3/J1dl054/q8EsmSor7Rzva/fz/fjN7G0ISfqtgfUb72GkYev7/YpkkkknOMWCzGXXfdxV133UUsFiu2ORKJpAg4HYJlywROpxQZFotY+2XE2i5GV5ZGtYfWFsGWzQJNW+Q+IKNlzzuk2CWRLCTjQ4z+94co+5/rKBNHOTFWy53eb3LFx/6S1lb59lZyfuB0Cq7+m4t5qPMunh1ahUcdpuahd9D/1fdhjp4ptnkSiUQikUhmgekuL7YJFwbF9h5SbWBbPKGrrWXRmpohUu0635Bil0SyEJgmkSd/hvnlq6g+8T0A7j39Wo5eeTev+Kv1MmxRct4hhOCiP69Hu/Fb/HjwenRToXnkx/AvVzH40D1Zk35KJBKJRCJZupj+WvS6dcTaLlq8Ri/ER+QL7BmptVVQvwTzqifEXVPNnUesoPVcWIdzSSNdSySS+ebMCwx+7zPUh34JAl4YaeEX7o/wyr/fgNt9Id7BJRcSdQ0Oqj/8fv7nv6+g6+CHWO7fj+/xD/D8Ez/Cc82H8NQ1FdtEieS84eKLL+b48eNZ573uda/jox/96CJbJJFIziuEwPTVLEJDUh240HAvjYjJFIzKLkyHD9NXXWxTJPOEFLskknlCjJ0h9JMvU/bid/EKnaih8YP+t1D3ur/i2rXOYpsnkSwaqiq45A2rOHn8u9z99W9wpev/0cpviH77Kg6WXEvd6/4K1V9WbDMlkvMCn8/HddddlzF95cqVRbBGIpFI5op8MVws6mrh+AkWxeuq2JGbWVFtmKVLNsZSMguk2CWRzJXoGOFffhP/H79GpRgDAb/u203vqvdy2bvaFz+5okSyRKips1P9oZt4/MHLcT34j6zz/YYVI//J2O13c7TxLdS++n8j7LK2uEQyF/x+P+94xzuKbcYkdjtMTFiVtCQSiaQwLnDPriWi/HR2QE0NlPgXvi0Z6idZDKTYJZHMlvAAkV//F86n/4sKMQgCnh3s5iHH+7jivZvpKV8aN65zmVgsxj333APAq171KjRNXrLONYQQrNnTQmzHV7n/e4/QsP/zdPiepeP4PzPwT3dwvPE66l/5WjTPIjxZSSSSBWfjejhyFJplxLJEIpkN0wk/S0QYOl9IFp0URRAMFM8WiWS+kSNHiWSGiKFjxH79Ddz7v4+XcRBwNNTAz6LvoOf1V/KmLrXYJkokSw5NE2y5dhuh0c38z7d+Ss+ZL1LvPkrw5OcIffl2Xix/LbWvehO2MpknQSKZCRMTE9x999309vbi9/tZt24dnZ2dRbPH7RZ0dhSteYlEMgeKpiOluPlkMeJ89wIqopuTbhSn3fP9kEqWBlLskkgKQZ9APfwrwr+7m0DfQyjCujM8O9jNr6I30PO6y7i2Z26VOySSCwGPV2XPX7+c4YFL+cWd/0Nr7zdo8Ryme/DfiH7jPzjguBLvrtdRtnqtfHsrkRRAX18fH/jAB1Km7dy5k09/+tOUlpYWyarZIYTAZrNNfpZIJJILg8WXflZ0wb790LN60ZuWSBYNKXZJJLkwTZT+Ayh/vBvxxx/i0AdwgZWTq3cHv+EGNl+zmf+9XsiHcolkhviDDjbf9BrCY3/O/d9/mMpDX2e1/3G6oz+EX/yQ4z9t40zTX1D/Z6/EHji3BuwSyWJx9dVXs2nTJtrb27Hb7Rw+fJjbbruNhx56iJtvvplvf/vbee9PwWBwEa0tjGzJ9iXZWYrHTzIzlsox9HgiAPh8CsHg4r+8NSN2TI+Vw1MEgwglNUrCNAzMk/H5ZRUZ84vFfB0/Y9ALZggAZZH6RDAI3SvMoo1hzpyN4fHocVscRbFhvs+/xHnkL9J5tJRpb4ty8pTBmtUaweDinb9S7JJIkjENlFN/RD1wH8af7sc19tLkrNPjFdx7/E07bdIAACAASURBVFWcaXw1F7+1hbe1S4FLIpkrLrfKljfuIRbbzUM/exr1D//NOsdPqbMdpu7Ep4h+7XMcEHswu66g/qLdaC6Z0F4iSfD2t7895fuaNWu4/fbbeeMb38jevXt58MEH2bNnT87fDwwMLLCFM0PXdX784x8D8PKXvxxVXRoD2qVIMBhccsdPMjOW0jEMhSzPopERGBgozvOtIrygaBhDw9kXqNxg/c01f5GZz+OnjowgQpbYFVsifWKhGRoyiW8yAwNji97+Qpx/ifNouIjn0VKlucmktgbsdsF87fZCxEopdkkk4UHUo4+hvvQbOPgr7OOnJ2dN6DYePr2bBwavpnbHDl55s0YwIC9eEsl8o2mCdS9fAy9fw8kj/4cX7r2XhtPfY7n3Wbq5H/bdT/hZFwfFbsyuP6Nhzw7sHil8SSTpKIrC1Vdfzd69e3niiSfyil1LDdM0iUajk58lEsmFg1G/If8CjvO4xOsFeL1z2IttwcJxAR7OaRFC4CiCA58UuyQXHuEB1JNPox7fi3jxEbS+ZxFJsfKhmJuHe3fz6zOXonXuZM+1Xv6mB1RVilwSyWJQ2ein8q+uRddfx2MP7yPyxL20hn9Gnesoq/kp7P8pkefsHIxtZrRmN+Vbd1O1vE6GE0skcRJvO8PhcJEtkUgk5xJLJKrygsMob0c90o/hry22KYtGTY3lpHeOpZaUnGNIsUtyfqNPoPTtRz35FMrJpxEnn0IbOpKx2KHhdh7r38LjA9swmrdw0cudvGsbOJ1y8CyRFAtVFazY0wV7utBj7+YPv32O8N57aQnfR43zGCvVh+Hsw/Djj/Hine2ccG7BbNpM5caNVDf5pfgluWB5+umnAairqyuyJRKJ5Fxg2xYYGAB5ySgOpruM2LLLQD2P3Z3SUBTBiq5iWyE535Fil+T8wDQRoT6U/oMoZw6i9B9A9B2wvhsTGYs/P9LKHwdW82j/Fl4Sm+lYX8nWKwR/1wMOhxwgSyRLDVVTWLZrJexaiWm8jz89dZjhxx8k0P8gbbY/0Ow+RDOH4Oh/oh9ROBTq4oR9E3rtWgLdPfRsDxR7EySSeeXQoUNUVlbi9/tTpj/++ON84xvfwG63c/nllxfJOolEci7h8QhkZoAicwEJXRLJYiHFLsm5hT6BGDqOMvgiysBLKIMvIfoPQ99BtInBrD8ZiAR4ZnA1Tw+s5pmB1fSqK2ntLmHNRYLXr4HmJlniXCI5lxCKQsPaZbB2GXAjAwODnPjNIxjPP0rV2GPU2l+gw/ssHTwL/d+AB+HovQ08H+1h2LcKra6LkuWdNC3zUFIiz33JuclPfvITvva1r7F161bq6uqw2+0cOHCA3/zmNyiKwkc+8hFqay+ckBiJRCKRSJYCbnexLZAkkGKXZGlh6IhQH2LkJMrwCcTISaLjZxHHDqIMvoQjfAIFPetPdVPhyGgTh0aWcWh4GQdHlnEs2oG7roH2dkHXJYKXrYaqKiluSSTnE65ggLarrgCuAOBs/yn6fv8o0Rf2Ehx9khr1EA2eozRwFPgRnALjpODIvU38PtzFkKMVI9iCUtmKt6GJ6gYXNdXSy1OytNm8eTOHDx/mueee47HHHmNiYoKysjKuvPJK3vzmN7N69epimyiRSCQSyQXDhvXQ3wdNjcW2RJJAil2Shcc0IDKCGB9GjJ2x/oX6mRjsJzpwBmPkDMpYP/bxU7j106jEMlaR7Fkdjrk4EmrkSKiJI6NNvBhq5sj4cmLBVmoanDSuFLS2wMXLoKbaigmXSCQXDvbyauqueBXwKgDGIiOYxw7R+/ivUXqfJRjZR1Dtpdn7Is3eF60f6cBJ69+JX9VwINRCb6yZsKMO/NWowRpsZVW4qyooK9MoL4dAwKoiKZEUg02bNrFp06ZimyGRSCQSiQQIBgRBmTVjSSHFLkl2jBhEw4hoGKJj8b+J7yFENIw5MUYsHEYPh4mFQhhjw5jhEURkCDU6jBYbxm6M4DBHUERmDVZnjqajhsbpcBUnwzWcSvyL1DJsaybma8JZUUFVs6CqStBWBXsaoKJciloSiSQHDh+lGy5GtK2dnBQaO0P06HOMHNxHrPd57CMvEoi9gEcZotZ9klr3SeC3U+sYsf7pLyj0j1fQG67ihYlywgSY0AJEbUF0ewDDGUC4A2hePw6/B4ffg8vvwe3VcLvAFf/ndEqhTCKRSCQSiUQiWSiWlNil6yZmXBNJ/5v+OX2aaU59MU0zaeH4NMOc+pz4jZG8TPxz0jTTYOqzGf871RiYIBLzzJksB6ahI0wdjCiYOsKIgWF9j7pdjA0PghkDPYZp6KDHP+vWcqYewzRiiOT5RhShR628VsYEIumvYlifE39TppkTqObUX42JnKGCsyI+ngvHnAxMBDkTKedMpIyzkTKGjXLGtTJ0ZzlRdxX4arCXVxAsVQmWQmUQtrWVoKpDqKocGEokkvnBdJehdewk2LFzahowGh5AOXOY8RMvMn7sRfSBk6ihU7iip/BzGlXEqHL1UuXqzb3ycPxf39SkiG4nFPMwFvMwrLs5FXMzbriJ4UAXDgzFjqnY0RUHhrBjKA5M1Y6pWn/R7KDaUTUVRdOsfzbV+q6qCFVFaJr1WVNRVA2hqqiagtA0VE1FtakoqoKqClRVECkdIzQ2iqpZ34UQCMX6p8T/Tk5zuBGKghAyDFwikUgkEolEsvRZMmLX3idMPvBBk/D47H5/UfX9fHzd3+LSZrmCJUaw2AbE0U2FcMxFWHcRjrmtv/HPY7qbcMzFuO4iqriZUP3EVD+Gw4fpKEFx+1DdfjRfCQ6/H0/Ajs8Lfj80+GBVSWE5cYJBlYEBObiSSCSLgCuIUb8Be/0G7GkRYmHTsMKwR05hDp0kcvYs42cHiI4MwdgAamQAbWIQhz6A3RzBzhg2EQXAoU7gUCcodQzMzi49/i+zuOycKCtwucPDbbzuwbuImTaEMFEEIEBRQCT+AkIBRVh/0zWx5K/J82pr4QufE7jd8jovkUgkEolEIpkfhGlm85eSSCSS4hOLxbjzzjsBuOaaa9C0JaPPSyQSiWSekdd8iUQikUgk84UUuyQSiUQikUgkEolEIpFIJOcNSrENkEgkEolEIpFIJBKJRCKRSOYLKXZJJBKJRCKRSCQSiUQikUjOG6TYJZFIJBKJRCKRSCQSiUQiOW+QYpdEIpFIJBKJRCKRSCQSieS8QYpdEolEIpFIJBKJRCKRSCSS84ai13T+6le/ymc/+1kAvvOd79DT01Nki4rHfffdxx133MFzzz1HOBymvLycnp4e3v/+91NTU1Ns8xYN0zS57777+Na3vsULL7zAyMgI1dXVbN68mbe+9a00NDQU28QF45577mHv3r0888wzHDhwgGg0yic+8QmuvvrqrMv39fXxhS98gQcffJChoSFqa2t5xStewU033YTdbl9k6+efQvfH2NgY9913Hw888AD79u3j5MmT2O12Ojs7ufbaa7nqqquKtAXzz0z7SDJPPvkkr3/96zEMg/e+973cdNNNi2DxwjKb/bFv3z6++tWv8thjjzEwMEAgEKCzs5Mbb7yRLVu2LKL1889M98ezzz7L7bffzjPPPEN/fz9lZWV0dnZyww03sHHjxkW2XrLQPP3003zpS1/iySefJBqN0t7eznXXXccrXvGKYpt2XtLb28tPfvITHnroIZ5//nn6+/spKSlh3bp13HjjjaxZsybjN6Ojo3zpS1/i5z//OX19fVRUVHD55Zfzjne8A6/Xm7G8YRjccccdfOc73+Gll17C7XazefNm3v3ud9Pc3JzVrocffpivfOUrPPvss5imycqVK7npppvYuXPnfO+C845Cxi3yGC5NCh1nyeO3tJjpuHBiYoKvfOUr/OhHP+LEiROUlJSwe/du3vWud1FRUZG1jR/96Ed885vf5NChQ9hsNnp6erjllltYtWpV1uXlvfTcQb311ltvLVbjhw8f5t3vfjcOh4NoNMo111xDdXV1scwpGqZp8uEPf5jPfOYzCCG45JJL2LhxIyUlJezdu5ctW7ZQW1tbbDMXjU996lN8/OMfZ2JigksuuYQNGzYwMTHBT3/6U+666y4uuugiysrKim3mgnDzzTfzyCOPEIvFCAQCjIyMcOmll9LV1ZWxbF9fH6997Wt57LHH2LZtG3v27GFwcJB77rmHZ555hquuugohRBG2Yv4odH888sgj3HLLLfT397N27Vp27dpFbW0tjz32GD/60Y8YHBxk9+7dRdqK+WUmfSSZ8fFxbrzxRiKRCNFolG3btrF+/fpFsnrhmOn++MEPfsBNN91Eb28vO3fuZOfOnVRXV/PSSy/h8XjOeYFnJvvj/vvv5/rrr+fYsWNs376dHTt24PP5ePDBB/nud79LXV3dtP1Kcu7w6KOP8v/Zu/Pwpsq0f+Dfk6QttGUpS0WQRcBUQQEVAUEHcVBfl8ENcR10xt/lgrvjIDiO8+rMq44zKriMyDg6OKMOgqg4goLKTmlLy1poS/e9TZc0+3qe3x+nSZMmaVPaJl2+n+vyop6cnNw55yTnPHfu53nuvfde1NTU4Nprr8XFF1+M7OxsbNy4ETExMZg5c2a0Q+xz1qxZg9WrV0OSJMyZMwdz585FfHw8fvzxR2zcuBETJ07EOeec413fYrHg7rvvxg8//IBp06bhqquugizL2Lx5M/bs2YNFixYhJibG7zVeeOEFvPfee0hKSsKiRYuQnJyMbdu2YdOmTbjyyisxbNgwv/U3b96Mxx57DBaLBYsWLcKUKVOQkZGB//znPxg/fjxSUlIism96o3DaLTyGPU9H2lk8fj1PR9qFsizjwQcfxMaNGzF+/Hhcf/31iI+Px7fffoutW7fi+uuvR0JCgt/216xZg5deegkajQY33XQTJkyYgN27d2P9+vW4+OKLcdZZZ/mtz2tpLyOixOVyiVtvvVUsXrxYPPPMM0Kr1YpDhw5FK5yoWrdundBqteLFF18ULpcr4HGn0xmFqKKjtrZWnHvuuWLBggXCaDT6PfbRRx8JrVYrVqxYEaXout++fftEeXm5EEKI999/X2i1WvHFF18EXXf58uVCq9WKTz75xLtMlmXx7LPPCq1WKzZu3BiRmLtTuPvj5MmTYvPmzcLhcPgt1+l0YsGCBUKr1YojR45EJObu1pFzxNfLL78sLrroIvHuu+8KrVYr3n///e4ONSI6sj+OHTsmpkyZIm6//Xah1+sDHu8L37Ud2R/XXnutSElJESdOnPBbfvz4cZGSkiKuvPLKbo+XIsPpdIqFCxeK888/X2RnZ3uXG41Gcf3114spU6aIoqKi6AXYR33//fciIyMjYHlGRoaYOnWqmDVrlrDb7d7lq1evFlqtVrz22mt+63uWr1692m95amqq0Gq14q677vLbzv79+0VKSoq4++67/dbX6/Vi5syZYvbs2aKystK7vKamRsybN0/MnDkz6Hcjhd9u4THseTrSzuLx61k62i7cuHGj0Gq14qmnnhKyLAcsX758ud82ioqKxJQpU8TVV18tDAaDd3leXp6YPn26WLhwod/5wWtp7xO1Mbv+/ve/IycnBy+//DLUanW0wog6m82Gd999F2PHjsVzzz0XdF9oNFHvbRoxFRUVkGUZF110UUCp8BVXXAEAaGhoiEJkkTF37lyMGTOm3fVMJhO2bNmCsWPH4s477/QulyQJTz/9NFQqFTZs2NCdoUZEuPvj3HPPxS9+8YuAX9tGjBiB22+/HQCQkZHRLTFGWrj7xFdmZiY+/vhjPPvss32uerYj+2PVqlVwu93485//jCFDhgQ83he+azuyP8rKypCcnBxQvTV16lSMHDmyT3/X9jcHDhxAaWkpbrjhBkyZMsW7PDExEcuWLYPL5cKmTZuiGGHfdPXVVwf9lX/mzJmYPXs29Ho9cnNzASjVJxs2bEB8fDweeeQRv/UffPBBDBkyBBs3boQQwrvcc51/8skn/YYuuPTSS3HZZZchIyMDRUVF3uXfffcdDAYD7rnnHr9uW8nJyVi6dCkMBgO+++67rnnzfUw47RYew56nI+0sHr+ep6PtQs/x+M1vfuPXu+XWW2/FpEmTsGXLFphMJu/yTZs2weVy4eGHH8agQYO8y8855xzceOONKC0txYEDB7zLeS3tfaKS7MrLy8M777yDhx9+2K98uz/at28f9Ho9Fi5cCFmWsW3bNqxduxafffYZSkpKoh1exI0fPx4xMTHIysry+zICgF27dgFArx9TpyscPnwYDocDc+fODeiqmJycDK1WiyNHjsBut0cpwp7DcxPTX5PqVqsVK1euxKxZs7BkyZJohxM1BoMB+/btw5QpUzB+/Hikp6fjgw8+wD//+U9kZWVFO7yoOOecc6DT6ZCTk+O3/OTJk9DpdJg9e3aUIqOulp6eDgC47LLLAh6bN2+e3zoUGZ5rk+ff4uJi1NbW4qKLLkJ8fLzfunFxcZg5cyZqamr87g3T0tIQHx+Piy66KGD7nmPt+0NPW+eBZ6wgngeBwm238Bj2PB1pZ/H49TwdaRfa7XYcOXIEZ599dtAf/ebNmweHw4EjR454l3n2tec66MtzPMI9fryW9kwR/xnb5XJhxYoVmDRpUp8YHLmzjh8/DkBpiC9atMgv+69SqXDffffh2WefjVZ4EZeUlISnnnoKr732Gq677jpceeWVSEhIQF5eHlJTU3H77bfjnnvuiXaYUee50IYa+HL8+PHIyclBWVkZJk+eHMHIeha3242vvvoKkiRh7ty50Q4nKl5//XXodDr84x//iHYoUZWdnQ1ZljFq1Cg89NBD2LFjh9/j8+bNw+rVq/1+2evrVqxYgQcffBB33nknFi5ciFGjRqG6uhrbt2/HzJkz8dJLL0U7ROoixcXFAJRrQ2tDhgxBUlJSv/yBLVoqKyuxf/9+jBw5ElqtFkB413XPehMmTIDFYoFOp4NWqw36Y45nO55j7/t3sPPAd/vUoiPtFh7Dnqcj7Swev56nI+3C0tJSyLIc8vj5Hg9PYqq4uBjx8fFBB673HI9wjx+vpT1TxJNda9asQW5uLj7//POALkf9UX19PQDgo48+wpQpU7BhwwZMmjQJJ0+exO9//3t8+OGHGDt2LO66664oRxo5999/P5KTk/HCCy/gs88+8y6/8MILgw4M2R8ZjUYACNkw95T6etbrr1avXo28vDzceuut3gZFf5Keno5///vfeO655/r0LKbh8JS579y5E0lJSXj33XcxZ84c1NTU4K9//St++ukn/P73v8eqVauiHGnkzJo1C5988gmeeOIJbN682bv8zDPPxC233ILk5OQoRkddyfOLeFvXjOrq6kiG1G85nU4sX74cDocDzzzzjLeR7LleB5vtzXe5Z71w1/ethmjrPIiPj4dare739w2tdaTdwmPY83SkncXj1zOF2y5s73h4BqZvfTxaTyDg0dHj53kOr6U9S0S7Mebk5GDNmjX49a9/jalTp0bypXssT7/vmJgYvPvuu5g2bRoSEhIwc+ZMvPXWW1CpVPjoo4+iHGVk/e1vf8PKlSvx4IMPYteuXTh06BA+/fRTuN1uLF26FNu2bYt2iNQLrF+/Hu+//z6mTJmC3/3ud9EOJ+IsFguee+45zJgxg9WQUGboAZRqvxdffBELFy5EYmIiJk2ahNWrV2P06NH47rvvUFVVFeVII2fXrl345S9/iWnTpmHLli04cuQItmzZglmzZmHlypV45ZVXoh0iUZ8iyzKee+45ZGRkYMmSJbjpppuiHRK1ge2W3o/trN6P7ULqjIgmu5599lmMHTsWjz32WCRftkfzZI3PP/98nHHGGX6PnXPOORg7dixKS0thMBiiEV7EpaamYvXq1bj77rvx0EMPYdSoUYiPj8fFF1+M999/H3FxcWyAoeUXhVC//rT3y0Nf98UXX+APf/gDtFotPvzww4BphvuDN998E7W1tXj55ZehUkVtLpIew/NZUKvVmD9/vt9jsbGxmDdvHoQQyM7OjkZ4EafX6/HMM89g/Pjx+Mtf/oJJkyZhwIABmDRpEv785z9jxowZ+Pjjj1FaWhrtUKkLtFftazKZ+u31IlKEEHj++eexefNmLFq0CC+++KLf457933pcGo/W1/Vw1/etcmjrPLBYLHC73TwPfHS03cJj2PN0pJ3F49fzdKRd2N7xMJvNAAKPR3ttqXCPn+c5PH49S8QruwoLC3HBBRcgJSXF+9+XX34JALj99tuRkpKCH374IZJhRdXEiRMBhE5KeJbbbLaIxRRNnsEGgw2MPGzYMKSkpKCysrLfzxIWrB+5r5KSEqhUqn7ZdW3jxo14/vnnMXnyZKxbtw5JSUnRDikqcnJyYLfbce211/p9365cuRKAMpZXSkoK/u///i/KkUbG2WefDQAYMGBA0K4o/e27NisrCwaDAbNmzQpIhkqShNmzZ0OWZZw4cSJKEVJX8oxVEmwskaamJjQ2NgYdg4S6hqei64svvsANN9yAV199NeBzF8513Xc9zzgz5eXlcLvdAet7tuM7fk1b50Hr7VPH2y08hj1PR9pZPH49T0fahePGjYNKpQp5/EIdD8/Ya60FG8ON19LeJ6LJrsWLFwf9z3PiXHnllVi8eHHY06b3BZ4Pb2FhYcBjTqcTpaWliI+PD9mfuK9xOp0AEDKZ5VnuO71vfzRjxgzExsZi//79flMgA0BtbS3y8vIwffp0xMXFRSnC6PAkuiZOnIh169b1m89NMPPnzw/6fXvJJZcAAC644AIsXrwYF154YZQjjYxx48Zh9OjRMJvNQcdTKCgoAIB+c/3hd23/4vnc7927N+Cxffv2AVDGcKOuJ8syfve732HTpk247rrr8Nprr4UczDo5ORlZWVmwWCx+j9ntdhw8eBDJycl+DalZs2bBYrEEnVHWc6w9x97372DnwZ49e7zbJEVH2y08hj1PR9pZPH49T0fuVeLi4jBt2jQUFRWhoqIiYN19+/YhNjYW06dP9y7zHA/PddCX53iEe/x4Le2hRA/w7LPPCq1WKw4dOhTtUKLi17/+tdBqteLzzz/3W/7OO+8IrVYrnnnmmShFFnn//e9/hVarFddff70wGAx+j23atElotVpx8803Rym6yHr//feFVqsVX3zxRdDHly9fLrRarfjkk0+8y2RZ9n6eNm7cGKlQI6K9/fH555+LlJQUce211wqdThfh6KKjvX0SzBdffCG0Wq14//33uzGy6Ghvf6xZs0ZotVrx29/+Vrjdbu/ytLQ0kZKSIhYsWCCcTmekwu12be2P6upqcd5554lp06aJkydP+j2Wl5cnZsyYIc4//3xRX18fqXCpGzmdTvHzn/9cnH/++eLEiRPe5UajUVx//fViypQporCwMIoR9k1ut1usWLFCaLVa8fjjj7f7/bJ69Wqh1WrFa6+9FnT56tWr/ZanpqYKrVYr7rrrLmG3273L9+/fL1JSUsTdd9/tt75erxcXX3yxmD17tqisrPQur6mpEfPmzRMzZ84Uer3+dN9uv9FWu4XHsOfpSDuLx69n6Wi7cOPGjUKr1YqnnnpKyLIcsHz58uV+2ygsLBRTpkwRV199td/28/LyxPTp08XChQv9vrd5Le19JCFalYVEwYoVK/Dll19i/fr1mDFjRrTDibjS0lLccccdqK+vxxVXXIGJEyfixIkTOHDgAMaMGYP169cHnRK1L3K73bjvvvuQnp6OYcOG4corr8TgwYORm5vrzch/9NFHmDlzZrRD7RYbNmxAZmYmACAvLw/Z2dm46KKLvL8iLVy4EAsXLgSgVHAtWbIE1dXVuOqqqzBhwgQcPHgQWVlZuOyyy/D3v/+914/VFO7+SE1Nxa9+9SsIIXD77bcH/bycd9553n3Xm3XkHAlm06ZNWLlyJX7zm9+0O416b9CR/eFwOLB06VIcOnQIU6dOxSWXXAKdTodt27ZBpVJh7dq1mDNnTtTeS1foyP5YtWoV3nvvPcTExGDhwoUYM2YMqqqqsH37djgcDixfvhz3339/1N4Lda0DBw7g//2//4eYmBjccMMNSExMxLZt21BeXo4nn3wSDz/8cLRD7HPefvttvPPOO4iPj8fSpUuh0QROgr5w4UKcd955AJQxe+666y6cPHkS8+bNw9SpU5GTk4Pdu3fjvPPOw6effor4+Hi/5z///PPYsGEDJk+ejPnz56O+vh5btmxBXFwc/vOf/2Dy5Ml+63/99ddYvnw5kpKScP3110OSJGzduhV1dXV47bXXcOONN3bfDukj2mq38Bj2PB1pZ/H49SwdbRe63W488MAD2Lt3L6ZPn45Zs2ahrKwM27ZtwxlnnIENGzYEtBHee+89rFq1CqNHj8Y111wDi8WCb7/9Fna7HR988EHAfSGvpb0Lk109RFVVFd566y3s2bMHer0eI0aMwJVXXolHHnkEw4cPj3Z4EeVwOLBu3Tps3boVhYWFcDqdGD58OC655BI8+OCD0Gq10Q6x23g+C6E8+uijfgOl1tbWYtWqVdi1axeampowevRoLFq0CA888ECf6H4U7v7wJHDacvPNN+PVV1/t6hAjrqPnSGt9LdnV0f1htVqxdu1afPvtt6isrERCQgIuueQSPProozj33HMjEXK36uj+2Lp1K9avX48TJ054B1Y9//zzcc8992DBggWRCJki6OjRo3jrrbdw+PBhOJ1OTJ48Gffeey8WLVoU7dD6pPY+jwDwyiuv4JZbbvH+v9FoxDvvvIPvv/8edXV1GDFiBK655ho8+uijQccdkmUZn3zyCdavX4+SkhLEx8dj9uzZeOqpp7xjFba2e/durF271jshx9SpU/Hggw/i8ssv78S77T/aa7fwGPY8HWln8fj1LB1tFzocDqxduxabN29GZWUlhgwZgvnz5+PJJ59EcnJy0NfYvHkz1q1bh/z8fMTExGDGjBl4/PHHMW3atKDr81rae/SIZBcRERERERERY4kx1wAAIABJREFUEVFX6N19nIiIiIiIiIiIiHww2UVERERERERERH0Gk11ERERERERERNRnMNlFRERERERERER9BpNdRERERERERETUZzDZRUREREREREREfQaTXURERERERERE1Gcw2UVERERERERERH0Gk11ERERERERERNRnMNlFRERERERERER9BpNdRERERERERETUZzDZRUREREREREREfQaTXURERERERERE1Gcw2UVERERERERERH0Gk11ERERERERERNRnMNlFRERERERERER9BpNdRERERERERETUZzDZRUREREREREREfQaTXURERERERERE1Gcw2UVERERERERERH0Gk11E1CVSUlKQkpICANi+fTvuuOMOXHjhhZg7dy6effZZ6HQ677pffPEFbrnlFsyYMQOXXnopXnjhBRiNxoBtvv3220hJScHbb78d9DU3bdqElJQUrFixonveFBEREVE/xPs6IurtmOwioi71r3/9C48++iiqqqowbtw4GI1GfPXVV7jvvvtgt9vxpz/9Cc899xwMBgPOOussGAwGrF+/HsuWLYMQItrhExEREVEz3tcRUW+liXYARNS3vPHGG3j99ddxww03AACqq6uxdOlS5Ofn4+mnn0ZaWhr++c9/4tJLLwUA5ObmYunSpUhPT8fu3bsxf/78aIZPRERERM14X0dEvRUru4ioSy1evNh7QwQAo0aNwv333w8A+OGHH/Doo496b4gApUx+yZIlAIA9e/ZENlgiIiIiCon3dUTUWzHZRURdavHixQHLzjvvvLAeLy8v777AiIiIiKhDeF9HRL0Vk11E1KXGjRsXsCwpKQkAMGzYMCQmJgY8PmzYMACA2Wzu3uCIiIiIKGy8ryOi3orJLiLqUgMHDgxYJklSyMd8HyciIiKinoP3dUTUWzHZRUQ9ludmKdRsPlarNZLhEBEREdFp4n0dEUUSk11E1GN5fjFsaGgI+nhJSUkkwyEiIiKi08T7OiKKJCa7iKjHGjt2LADg2LFjAY9ZLBZs2bIl0iERERER0WngfR0RRRKTXUTUY82ePRtxcXE4fvw41q9f711uMBiwYsUK6PX6KEZHREREROHifR0RRRKTXUTUYw0ZMgQPPfQQAOCFF17Az372M9xyyy24/PLLkZmZ6X2MiIiIiHo23tcRUSRpoh0AEVFbli1bhiFDhuDTTz9FSUkJXC4XrrnmGjz99NPYv39/tMMjIiIiojDxvo6IIkUSoabDICIiIiIiIiIi6mXYjZGIiIiIiIiIiPoMJruIiIiIiIiIiKjPYLKLiIiIiIiIiIj6DCa7iIiIiIiIiIioz2Cyi4iIiIiIiIiI+gwmu4iIiIiIiIiIqM9gsouIiIiIiIiIiPoMJruIiIiIiIiIiKjPYLKLiIiIiIiIiIj6DE20AyCi/qesrAypqak4evQojh49ivz8fLjdbjzxxBNYtmxZtMMjIiIiojDxvo6IeiImu4go4j7++GN8/PHH0Q6DiIiIiDqJ93VE1BMx2UVEEZeUlIQFCxbgggsuwAUXXICNGzfi+++/j3ZYRERERNRBvK8jop6IyS4iirjWJe1btmyJUiRERERE1Bm8ryOinogD1BMRERERERERUZ/BZBcREREREREREfUZTHYREREREREREVGfwWQXERERERERERH1GUx2ERERERERERFRn8FkFxERERERERER9RlMdhERERERERERUZ/BZBcREREREREREfUZTHYREREREREREVGfwWQXERERERERERH1GUx2ERERERERERFRnyEJIUS0gyCi/iUzMxPLli3z/r/FYoHD4cDAgQMRFxfnXf7VV1/hzDPPjEaIRERERBQG3tcRUU+kiXYARNT/uFwu6PX6gOVWqxVWq9X7/263O5JhEREREVEH8b6OiHoiVnYREREREREREVGfwTG7iIiIiIiIiIioz2Cyi4iIiIiIiIiI+gwmu4iIiIiIiIiIqM8Ie4D6xsbG7oyjRxgyZAiampqiHUavxH3XOdx/ncP9d/q47zqH+69zIrn/kpKSumW7X3/9NTIzM3H8+HHk5eXB6XTilVdewS233BJ0fZ1Oh1WrVmHXrl1oamrC6NGj8Ytf/AIPPPAAYmNjO/Ta33zzDdatW4f8/HzExMRgxowZePzxx3HBBRe0+1xZlnnu9mL87un9eAx7Nx6/3o3Hr/cL576OszH6UKlY6Ha6uO86h/uvc7j/Th/3Xedw/3VOX9h/q1evRkVFBZKSkpCcnIyKioqQ6+p0OixZsgRVVVVYuHAhJkyYgMzMTLz99ts4fPgw1q5dG/Y+WbNmDd58802MHj0ad9xxBywWC7799lvceeed+Mc//oHZs2e3+fy+sO/7Mx6/3o/HsHfj8evdePz6Bya7iIiIiE7Tn/70J4wfPx5jxozB2rVr8frrr4dc969//SsqKyvxhz/8AXfddRcAQAiBlStX4ssvv8SXX36JW2+9td3XLC4uxttvv40JEyZg48aNGDRoEADgl7/8JW677TY8//zz2Lp1KzQa3uYRERFR/8SUJhEREdFpmjt3LsaMGdPueiaTCVu2bMHYsWNx5513epdLkoSnn34aKpUKGzZsCOs1N23aBJfLhYcfftib6AKAc845BzfeeCNKS0tx4MCBjr8ZIiIioj6CyS4i6rUcDoGKCoHiYjfq6gSEENEOiYgoqMOHD8PhcGDu3LmQJMnvseTkZGi1Whw5cgR2u73dbaWnpwMA5s2bF/DY5ZdfDgDIyMjogqiJupDDDMmsi3YURETUT7C+nYh6DSEEjh0HftohkJYBlJcDSn5LDwAYOACYMkXg0jkSrrkKSEqS2tweEVGklJSUAAAmTJgQ9PHx48cjJycHZWVlmDx5cpvbKi4uRnx8PEaOHBl0O551iHoSTeFOAIBr3KVA/LDoBkNERH0ek11E1OMJIZB6APjgI4G8PP/H4uKA2FgJFrOA1QZkZgGZWQJr/w78z/8I3H+fhOHDmfQiougyGo0A4Nft0FdiYqLfem0xmUwYNix4ssCzHZPJ1O52umuGSoqM3nb85IQEAICkcULqZbF3l952DMkfj1/vxuPX9zHZRUQ9Wm2twGuvCxxIU/4/Nhb4+QLgsssknD8FGDYMGDZsGHS6BpSVAxkHge0/Cpw8CWz+BvjxJ4GHHgBuWoSArkNERP1ZY2NjtEOg05SUlNTrjp/GbAYAyE1NkGN7V+zdoTceQ2rB49e78fj1fuEkK5nsIqIea/cegVdeEzAaAY0GWLIYuOsOCUOHBiatNBoJZ08Azp4A3HYrcPQY8Pa7Ajm5wOtvCmQcBFYuBwYNYsKLiCLPU9EVqnLLU4kVqvLLV2JiYrvb8VR4EfU8HF+TiIi6HweoJ6IeRwiBj/8t8NzvlUTXuSnAxx9KWPaQKmiiqzVJkjB9moS170l4/BEJGg2wew/wyOMCNbW8ySaiyGtvLK2SkhKoVCqMHTu23W1NmDABFosFOl3gYN/tjQ1GRERE1B8w2UVEPYosC7yxWmDtB0pSavEtwJp3JYwb1/GKLJVKwpLbJKx5R8Lw4UBhEfDQMoGycia8iCiyZsyYgdjYWOzfvz9g5tja2lrk5eVh+vTpiIuLa3dbl1xyCQBg3759AY/t2bPHbx0iIiKi/ojJLiLqMWRZ4C9vCHz5FSBJwNNPSnjycRU0ms51PTz3XAnv/03ChAmArg544imBikomvIgochITE3HdddehrKwMn332mXe5EAJvvPEGZFnGbbfd5vcco9GIgoIC1NbW+i2/5ZZboNFo8N577/l1Zzx16hS+/vprjBs3DnPmzOneN0RERETUg3HMLiLqEYQQePc9gW/+C6hUwO9WSLjm6jaSXG4nJGM1INwQA1SAEEqGLIRRZ0h4+03gsScFikuAp54RWPs3hNUtkogolA0bNiAzMxMAkNc8XeyGDRuQnp4OAFi4cCEWLlwIAPjNb36DtLQ0vPTSS0hNTcWECRNw8OBBZGVl4bLLLsPNN9/st+3t27dj5cqVuPnmm/Hqq696l5999tl49NFHsWrVKixatAjXXHMNLBYLvv32W7hcLvzxj3+ERsNbPCIiIuq/eCdERD3CJ58B6zcofz8XLNHldkBdegCavO+hLk2FZKqBJGQAgAtAgjoW7tEXwT1xPlyTF0IMOSvgNZKSJKx6A3j4EYHKSmDl8wKrXgfi4pjwIqLTk5mZiS+//NJvWVZWFrKysgAAY8aM8Sa7kpOT8fnnn2PVqlXYtWsXduzYgdGjR+Oxxx7DAw88AJUq/IL7hx9+GGPGjMG6devw2WefISYmBhdeeCEef/xxTJs2reveIBEREVEvJInWA0eE0B+m5uQUpKeP+65z+vv+27Vb4HcvKF9Fjz0i4fbbfJJPLjtijv4HMWlrobI2+D1PqGMBlQaS0+K/HBJc514Px5yHIYZNDHi94hKBh5YJmMzAL64Hnv1t/+3R3d/Pvc7i/uucSO6/cKao7m947vZevfG7R5PzLQBAHj4Z8siUKEcTfb3xGFILHr/ejcev9wvnvo6VXUQUVfkFAn98uWUwet9ElzpvG+J2vQqVsQoAIMePgOucq+CevBDyiHMg4ocDkgpDEweiqeQ4NCV7oS7YAU1ZGmJy/gtNzrdwTVsC+89+C8QmeLc7YbyEP74IPP1bgW++BaZdIHDt/7C6i4iIiIiIqC9gsouIosZqFXjhfwVsNuCSmcCjy5oTTg4z4na8jJjsTQAAOSEZjksfgWvqzYA6JmA7UswAiOGT4Bw+Cc6L7oWq9gRiU/8GTcGPiDm6HurSVNiufQ3ymdO9z7lkpoT7fwV88KHAX98UmHIeMH48E15ERERE1Hl2u4DFCiRxfFiiqOi/fXeIKOrefEugtAwYOQL4w/MSNBoJUkMh4v99K2KyN0FAgmPWA7D8+nu4pi0JmugKRk6eAtuN78C6+CPIiaOg0pdi4H/uhubYBr/1lt6jJNnsduCPLwu4XJyhkYiIiIg6b89e4GAmUF/P+0uiaGCyi4iiYtt2gS1blZkXX3hewtChElSVhxD/n7ug0pdAThwF623/hOOyp4CYAaf1Gu5xc2BZ+jWcKddCEm4M2P4CYve/rczcCEClkvDcsxIGDQJycoF1/+LNCBERERF1nueusr6hzdW6l7URqsrDgMsexSCIooPJLiKKuPJygb+8odwC3LdUwoUzJKgLdmDghl9BsjXBPWoaLPd8AXnsrM6/2IDBsF/3OhyzHwYAxB74G+J++APQPJPjyJESnnlKKS//+N9AQSETXkRE1PdZLKxoJurrNCX7oTJUQFV9NNqhEEUck11EFFFut8BL/ydgtQIzpgP3/hJQF+7CgG8eh+S2wzXxClhv+wiIH9Z1LypJcMx7HLaFL0JIKsQc24DYna96K7x+fqWEyy8D3G7gz38RcLt5809ERH2X0SiwLxXYvTfakRBRJEgOU7RDaJfbLVBSImAy8T6cugaTXUQUUV9sAk6cBBISgN//TkJsZQYGfPMEJNkFZ8p1sC16G4iJ75bXdk1bAvs1/wcAiD30L6VLY7Onn5CQkKDE9vU33fLyREREPYKnW5XbHd04OktVdRSqykPRDoOo5+sF+aOSEiAvH0hNAyBkqMvSIdXnRzss8mVthPrUNkiGimhHEhYmu4goYiqrBNb+Q7naLntIwpniBAZ89XBzRdcC2P/nVUDVvZPEuqbcBPuVzwMAYtPeQ8zhTwAo3RkfuF/pzviPDwUMxl5wV0BERNRfCRmqpjKoDJWA0xLtaIh6uJ5/X9tkaPlbaqqAZNZBrcuNXkAUQF2eAcnthLrycLRDCQuTXUQUEUIIvPZXAZsNuHAGsGh+jZLoclrgGjsHthveDHu2xc5yzrgb9nlPAABid7wCdWkqAODGRcCECcrFdt3HPf+mgIiIiOAdloC6RkmJQF0d9ylFkXBFO4IeJ79AoLqGn8uOYLKLiCJiy3fK9MuxscCKJ62I3/wIVGYd3MMnK10XNXERjcc560E4z1ukzNL4zVOQ9KXQaCQ8/ohS3bVxE1BaygsKERFFgN0EyVTb9jpy1/U5ZG6IQmnUC+TlA4eOdMPG+/uJF8333wv2fS8IMWoaGgSKioFjx6MdSe/CZBcRdbvGRoG331WuYPffB0w69juoa09ADEyC7ab3gLjEyAclSbBf9RLco6ZBsjdhwNfLAKcFsy6RMHeOMo7JO+/xqktERN1PU7QL6vIMwNoY9HGpvgCavO8gGasjFpPZLNDU1PnrYKOeQwP0JnZ792xXVZEF9antgNvRPS/Qw6kqMpvfv7PN9SRzHbvlAr2h12VEOXw/Ni4HJEOld2b5yJKi8Jqnj8kuIup27/9dwGQCzpkMLJ28DppT30OoY2Bd9DbEkLOiF5gmDrZFb0NOGAl1fQHidrwMAHh0mQS1GtifCqRn8GpLRESRIdmagi5X63IAKAOyR8r+A0D6QcBuP/3roN0ucDATSEvvwsCoV1IZqyDJTkiGKu8yvV4g65CA2dz191oqXR6k+oIu3abFosTb0NDxeFXGauX9t5WwtjRAXZYGTcGOgOX9NUlICt+qN3VpKtSVh6CKxnhmEpNdREReJ3MEvt2q/P3CvYcxYP8bAAD7FSshj7k4ipEpRGIy7Nf+BQISYo5/AU3Otxg3TsKtNyuPv7tGQJaZ8CIiCsbtFnC7+R3ZIdZGSGZdiAd7XkPCYu3gE2Q3VHV5gM0Aa0efe7q6uP+TwyFQUChgsfS/czuSbdmMTGVm0MNd3WXSaYWq/pSSJO7C6pdjx5V4Mzs1AWjoc0oKUtkpGSqgKU2FunhvZ160V+hleZSokRwm5V9jVTtrEpNdRNRtZFngzdUCQgA3X9WIqSd/A0l2wZlyHVzT7oh2eF7ucbPhnPMwACBu+wuQGktw31IJCQlAQQGwc3eUAyQi6qF27wF+2ole86OAZKpVuglFkaZkP9Rl6UrVSYhui6FFfj93tP2pqj8FVd0paIr39NoxeAoKgcIiIPtEtCPpH7o8KdpN3bu6q4tnWzyVcJIzUplj6jWi8gUb4YykzQBV1RHgNM9/JruIqNt89z1w4iQwcKDAb8/5PVSmashJE2C/6qUe9/ONY87DcI+5GJLTggHfrcDgRBm336bE+OFHrFwgImpNlgVczWOmm0zRjSUsLgfU5RlQl6VFOxIAStdETcn+aIfR5SSbwfu3HI0hZbpAbfNcAfrgvUoDNDQI1Nf3jfuEnnV31gdFcJylunpl9j7RK7POvTFm6mqakn1QNZVDXZF5Ws9nsouIuoXJJPDeWuVC9efFGxFfvgNCHQPbDW8CsQlRji4IlQa2a1+DiE2EuuowYjI/wpLFwKBBQHEJ8ONP0Q6QiCgy7Pbwum/5/maR7zM0To+t8vId86YXNf78Z2nsmrgj9fZ7a7Kr9f6xWARS0wSqqgJ3nCwLZB4Csg4DLlc37liXHbAbu2/7zaLxW2S3no6+B9PtgLp4H6TGotPbVBeEo9KXdvMrtDh0GNDpAL2+67dNp6+6WmDvfgEjJ+5oX3NyONR4lu1hsouIusXHnwg0NgKzJ5fgcvOfAQCOeU9BHnlulCMLTQweDfsVKwAAsfvfwmBbPu68vbm6a53o3ptYIqIeYvdeIG2vGc6G8McDMZuVf0tKBH7coVQUdAnZ3TXb6WGcToHaWgGns/39pC7P8P4tRSlJl5MrkJPb8dd2RGxM7Q7E5nZ2uEtMTq5SvXg8SLdG34Ses+2J9jpFk/8DNEW7AYe5+16kB7BYBDIOCtTVdfB8EzIgu9pcRdVQCEdTI+Ty7E5E2DlSkIRlo17gYGb3jRHXnedlV+pFv0F0yrFspetusO+TUILvmn6ywzqByS4i6nLV1QIbNwJqyYXXZj0LyWWFa+xsOC++N9qhtcs19Ra4zv4ZJLcTcd+vxOKbXBg6BCgvB77fHu3oiIgiY5RhJ+SizDZne/JtmHj+zstX/u2KsY4kYxU0ed91+YxqAFBfL0Oni2xDwWwW3tcsLQNqapXK4Z7O6QTKypX/wknO+a6himZLQwioak+0qowDNKe2QVPwE+C0hb0pdxs5V99KqK5urAfb36db4dBbHM9Wuo8e6uCg9eqCHdDkfQ/JUAl1+cHAFRxmyDX5yDulJC97koOZQKMeyMnp2u3GOUNNhBF9qurjyqD7obp19oPMV3f3aDUaBQz9vHqMyS4i6nJrPxBwOIGVl3+EIaZjEHGDYf+fVwCpF3zlSBLsV/0RIm4I1DXZGJLzL9x1p3In+09WdxFRP6Oqzw/+gJBRX9lSodD6m7ErekKpqpTWrlrXRS1An6xE1mHg8FGly2akHGp+TbNZwGJRltlsgNTQkS5V4cUrWeoDkjynqzO9UmOaTgXZYNvVN11F0pdC1VAEdXkGqqsFKir934hk04d8rjMyIYYmu6FvcGLnbuDosf513+E4zSokyaUkL9WVh7yz1flSl6V1foD50zwU4eZt7KdbCekwQ1V52L+bq60JI03pp7nBlm1IhsrObSMElb4EwqKHZKppWSi7MNBRCUn0sFI0p61DyXFfqqqjUFUf69JwwhkqwO0WOJAOpKUjvHGH3Q6oqo50bAIX2aWc3DZDj01O9oKWJxH1Jjm5Att+ACYNysctw94FANgXPAcx6MwoRxY+kZgM+/zlAIDY/e9g8ZXlSEoCqqqB7T9GOTgioh5AXZYOdeFuxDsqAISR3HLaIOnLOtgtMbyUmdstkHqgo93slHVdEUxqWG3+/3qoa8Mvg6upAU7mhNH1sfSA0v2xIw00pw2qulPK2FCd4ZNUjGvMQ6xLmXHSM0i2qrE4+NPMutOu4pOCzGrpSX4IIXAsW5kwJ5zkZiQToEEJAU3edzAf/B4QMmo6k7PsoQ3QaAiYzTDM81yIru1eKCeeEfa6krEaKt9kEAA4zJAaCv2+S9Xl6VAZKqAuSW157mmO75abJ1BYpLxfTfFeqCsPncasse2zWgWyTwAF+S3lTYONxzDcfAjDzYe6/PVOm5ChKfgRmoIfO16K5bJD1VSmjNPm7lwCz/ejnJsXZGHrl3YF/zsUlS5PGQi+AxO4SPpSqHQ50BTvgaoD17FIYrKLiLqMEAJ/WyOgllx482e/g0p2wjXxCrjOWxTt0DrMNfVmuM6aBcllxeC9f8SSW5Xln3wqeu7gy0REYRKtRg53OgUqKvzHkGqrnSxZ6gEACfbg/fBaD3KtLt4DdfVRaPK+g7o0NehzTld1DWAyK93swhGpmcnq6gRstiDd0DpR9lZTK1BeAZhMYTa63OEnrtRlaVDV5Z32rFehqOTwYlCXpUOtywmrIk2WBerqW2ZKDkhk+PAbnzyMXKstnPygT6NXsuox1JINSXZ0TW6pufJNAqAWLfvO6RSobxBwtVGlITUWQ124S0kuG6uhPrUNkrEm5Pq9it0IWENX47UmhEBRscDJEElwdeXhsLaTfQLYlwpUVITe7+qydKjKwqyiihvU7ipOp1KJKJUFdsfUFO6EuvYkVHXNfTGFgORQSkUluXMJFbNZoLQMKCj0Xy7Z/SvlWt8Hm0wdvzeuaT4tK6tblsXZlCqyAU4dWpfRSfpSqMoPRmwcR6mhEJqcb/2/jzpaler7PdFUDnVZul/S63SvBd3yI43T0uGnSLIbqgblZPH8iNHR8+BUvkBmVvfNes9kFxF1mdQDQNYh4L5z1mGc+jhE3CDYf/6/0Znap7MkCfar/hdCHQtN8R7cef4WJCYo46vs2Rft4IiIOkdkb1a6CbqdkMx1OHpU4ESOMl5Od5B8ZkKULA2Aq/3+OlK4DQufe2SXSyAry43qAl2bv8JL3Tywb0ODwKEjp3G9aOd66Yk7nFkOq6oFDh9upxEq3JDMOkB2e7t+SdbGkAnBcC7nqs52nwxj8Pj8AuDQYaVhrui6+4x2E1ZuBzR530NdqlRAaEr3IdFejKG2HL/nNjUFT3aGrdVbKiwCKiuB4oLQnx11TTYkhwkqXQ7UFZmQZBfUFUrCxO0+vR/rJEMlVJWHoj5ZhKZoNzQl+8KuyLJalUkFyitCrNBGN1ZfVc3JmMKilnNDkh0QxlplgcsByayDyqxTzolWFVUDHVVQuTo2qUBBoVKJWN1GnlKyNEBdsg/qwp3hbbTViS0Zq6DO/1H54cJpBexGv2SwLAdPQDgcAjt2AUeOKo9VVQmkpgGHW42xZjYLHM/Uw3HsB0hNoQ4CMNh2yvuZb+tTrK4+BpWpBlKbs1kqExxkHRJoaOjcd7y69qTybxcl/9W1J5TzpEPd1ltYOp6LAoTACFMaNLoQVVduZ5dOeHEyR5mgpnUlZH29wJ69AvVBJq4pLgEaGoGfdnbPbLZMdhFRl3C7Bd57X2D0wAo8dO7fAAD2+SsgBoVfrt3TiKSz4Zj9EABgcNprWHKTckH49yciYpUBRETdQgily0LpAajL0uCoUSq06ur9VmlXqKRRt/zGIYTyK3uIRJnGbUZpqQy54jgaD6XBcPIoMrM6mXBoMx4ZsDQE3VENrXr9SI3FGG462H0jElv1qDpRir37BKxWJZ66OmWg74OZzWO2yC6oC3dAVX3c+7SRpnSoy9IhVR+Drq7luV1FoOUc8dtNzdUNDsfpvZ4ngWFqLjgRA4eGeHXFqKafIMldMzWkZNKhuNiNslxl8G/P+9K4W6pfTCaB9INBkp2eRI3dCLn8UIe6mXpmtpTLs3E8W+DUKf9916gX0Dc1L2t1nsmywM7dwJ694b3WQEcFRhr3A04b1JWHoDJUeis42tKoF9i3X3TdbKzBhFmB0tW3ab7bO8O0H6JoHyR9sV+GRrLU+XUljHPqMNychSE1O3231O5reWZPNLbuieibmBACklUPyWmB1drx+1J1RRYklw3q0gPQFPwETdFuCGdLIvFAmpJwczgEGvUtia/qaiXZXqtTvlc8MwrWN/hv//ARQC49jIJcG9RVQaromvdbjNukTBjhsvvtmaL2+3fhAAAgAElEQVRCOfgEDe1Ur2WfUGLJDNUT0mmFqiYbss2ExsYojMV7mtV3wSczCYy9rr5lfMI4Vx0GOOug1gdPsGnyt0NTuFM5r07rou3/+p7v5daxZh0GbHblXw+poVC5Hskt34E6n/kUXC4BYxcMrs9kFxF1ie0/AkXFwHMzXkYMbHCdNQuuqTdHO6xOc868H/LQcVCZdbhv/BrExgInc4DMrGhHRkTUOU6ngE2vzOwWb2+jD6ClQRnLKUhjKtal97tZVctWnGHYhXhbiZJQq8vzdnkMV9DGh80ATe4WqMszoC4JbLEPcNZglGEn4qsPIMGulPtUnChHQ6PSYAvUsZvo6mqBo8f8Kx1UVUegKU2FKsgA+hpNy9/79gug8jgGOmuQ4CgLWLc9NbUC+QXBG2UGg8CRowLuvL3QnzgK2ajDKb85BQSaDEBZvhkqXS4khwUqfQkglORMnEtpoeqLy1FdrVRMAcETBeF2R2xtkE0JqLoaKChUqos0p7ahskpg1x6lG0tb9PrA9946vnq9yjvOUDAa2YoER9j9XJVqnBDv12qVYTQCTU2hu+w0+U6YKGRl5rmCHdDkK1UumuI9QEMxNAU/QmoogtOpJBTC4XIp1UbFrQpcDmYCZWUImty12QC1Qw+3zRxWdddw82HEuRr9x+Fxt58szMoCLFZlMgaXS6C8XASMgabStzMFqZBxhmEXhnX7uE3BG/dSY7HSXS5YYlrIGG7KhMatJJ1UhqqA7fgmY2Jd4VWPScKJBHsx1O18xvzHU1L2a61OIL8gSAVbiOSX0xn6BwDfgf3NzTnF3DwlgXSy+Wuusqpl/ZI2iqwsVkAS4VUDCiEgW/xnGa2uDdE1XSjjfTU0CKXasNX7bN0NWVV7EurCHd4Eu7oiE6rGYlSn7sTBLODI0bBCDI9VD8lYA5Uup90KNABdWZDqdeiwcs1rXQmmqj4OVUVWQMIUaK62buZyC6Ttt6KouHuTgOrak5AcFgyx5QV9PC0dOJCOTie8mOwiok5zOgX+8ZHA/DN+wmUjd0KoNLD//IXe2X2xNU0s7FesBAAMOvEv3Hed8uvIvz5hZRcR9W45uUpyo70BuTWlqUrSKsTN+xBrLuwOoLpGYIg1FzFuE4aYjkNqKoeq7hTUpQcAKA2atqoPdDqB7T8qXWRaz5ynLs/w/u0dn8ntUJII9kaMMCldtTSOwIGU7Q4lYRSsSqA9FotS7XQsG6iphU+3OUDVPEuZqqFQaeQYWlqbnqufJFxwG+q8VQ8q4Qqjm1xLY9nllFFbq3TJOumTUxNQfsFPy1AqLDxxxbhNQbcfU7IzYGD4UYZd3r9bNxD1rdroCfYSjG76AbXHctrej/bAWfBi3QbEuPSob1AaYEajUi2S3ZxHKS4W/kkVz72DEKgq1iPjoEBGOz2Jjh1Xun7pdIGxeXI7KuFEbMnOtjcEQN1UiOHmLJxh3NPuugGv5cmP+Fb7NJZApS+B1FyRpNKd9Gugq2tPIOOAFQczlS5h4RhqOQa124zGRoHcPSfhzNvnTc44gxWOOK04w7gPZxp24mRO+BV1ku+g2mF0K5YFMMBZixiXHjm5wMlcZXgLv22GGDjdk7gVRh1i3CbEO7pmFkAJImiiLtQ+UNdkN3eXa/mwa9xmxDpqMcBeiYFOn0GmIBAscW4yKQnqoMmM1h9QIWOk8QCSLNlItBe3/V6CdPH1jH3l/cxa9UETdQ06O059txupP+qwZ59y7240+ifw2zorPN05jT4fcZsNYVWr6uoCk56+VWun8oG9+/27Z8c7qmAN0aN5734gK8sF+6GtSiILgGSsgTr/R8Q4lB9X1G4L1Pk/QtVQCMlhgdScZJVsSlKttkr5PDY0KgkxKdTMw0FUVwtU1wTuLU3JPqgrDkJVXwB1qBkYg3xB2+1KYvh0q8wMxsB47A7/ZKNKXwKVsco7ZmZxiUBlZeDr1dUBA2vSvT98+HK7lSSj9xoglGW5uUr8LSs6IRmrIaqycfy4f8Iz4B7A5/99m42W5mOv98+BtghjKASAyS4i6gKb/ws01lrw3PSXAQDOi38FMXxSlKPqOu6JV8B19nxIshP3nvEq1GqBzCzgxEkmvIio97PZ0OaPE/UNSpcppzkwkQEoSQRASTgAPgPyOv3HAskvAPLyQlfDHPb5hb11NZZnZj2/1609CZW+BPHV+0PGDgAmo4zStGM4uEsHWRYQAoh1NSHBXgpNXegZpNxugX2pSsNKEk4MtRyDMDUEXVdTsg/qysMBVWzJxv0YaUrz3s8n2Eshu0PvbnX1MWhObQPsJkhVR2DI/CnoeuXlMg75dAlxhLjvlwBACDgcQFl5SzdFZzt5C8msg0p2INbVAMhuDLUo+6mpoACFbQw5oynaFXS55xxpDsevOmSgszLoODb2sjzYs/ciyXLU212xZSPBX7+uVRGh2y1wsvlcSnCUwdTgU9nkCt6SVpuV7IGnyqatrp1So3+VUrAx76RWryO5PNuVUVCoJBwS6zIw1HIcjYXFwV+n1XmVaC/FSHMGDmbKkGsKUHGqEQOdyk4NluyMK245jyqrlEQ3AEj1+ZB89v3RY8Lvc1hZ7VPJ2FQOyehz4FqpqxMY6KjACFMGzjDuQ22t8l1gMoeo1rTqcWbTD94ZXT2J23D6H0qm2pYZAq2NfonmoIKM8+XZB8G43QI2S8uHZJRhJ4YbMzDEGljFGUxqmtLbwTfb5Tnv3K0mV1BVHUGs2xAiDuVfuz0wWS+7ZZjNwRMuqopMyK32Y2Ul4DIZMNKkDKRfWqp0N/PtcqZq8iml8nm+Rg7eddSpK8NZ+q0Y4KgO+rhHdXXbFVT25sPjW40U427JhqnqTqFWJ9DYKGBorvSJcRuU6rHmBKC64iAklw1JeqX67UzDjqDXDUAZT8zdfHjVbjNUDYVQ63Kh0uUFjLnWmtMpUJRZhOKDp/yuZU5nmN3AfbsxNq+edVhJDOfk4rT636alK9dffa3B+/zYxlyMMAf+StBQa0NpqcCpfDT/ACFQVd2y793uln3vWwFYXS3w006l2s6bCHM7UFEBOJxAoyfZKtwYVr0N6opMNJ4qgjpnK5IsLQe/op2PajhUNdnQ5G8Pb93OvxwR9WdWq8C6jwUe0K7BGQOqIA8eDcech6MdVpezX7ESQh2DhKq9eOJq5VekTz9jsouI+oZYlx5xTh1Usg1nNv3o91hlpTLeRmWhHqLqBMpKnX4NrxjZNxPR0rhT1bf8NCyEgM2m3BRnnwBs7VSThUNymCDLSje9tiTaS5BoL8VQS7a3+mGkKQ1JlmPQ6IuUcbeC8K2QGWLNRaK9FIPqmsfjsQX/udlTxQYAQywn/BpsgNJoHDCg7XgBJWlUmV2GmvLgjbXiEv9fyz0VEQNcOiVh4KXsZ5tNqfwoKARKS4VfhVrQ1y9Px+im7Ug2piKh5DtIPknMyjZmpQOUbie1taHXKSv3r+rQyP7vUXKYYco/hsL0U7BaEVb3Q43cklCSGou8iZDWXXmqqoCK5oIhdc0JqHR5qK6SUVtc71dR5zHSuL/NRnpj9nG///d0/VLZ9UA7XbjKK2RYLEqyIcZtRKK9BFJVdtABo1VBqkQ0bjPONChJLKcTkJobuSWlQGl+24NOm0xQxuPS5UJde8JbnVNfZfar1Kms8h9sWlUVoloFwKkCpfujh+85s2NXYHckdeUhqGU7hjU/J8bVhJHG/d6utQAAW+CHW3JaoC7PgKZESXJrSva3O7NiR8azcrsFTpxUJkCw56XjrMZvmzfSsa68GrcZQ6xKRq2+XvneMxoFjme3dDUDWipEg8eiJArzTimJkLo6geISgaYmgSPHgg9g73IJmKtqsN9n0tvW717jNnorZzyfkfoGgfLjoT5rwfdfbK3y4QhIqsguvzHsAPh9T0sdHKTdUZ6Lmhqlq6anInSgT4LNkwx2OPwnYTieLbwJQWtJLmxW5ZzU1fnE4vPeVPWnoCnaDZtV9ktIutzKPofuFNwOB4ZaT2CINQ+ozVW+891O7NytJIGqqts+13yPt8kMpKYJbzK/rtIMTd5WqGpCzBTTxnmcaCuElL8bSZajiHPqENvkX6nmcgsczxaorARyT7Us91wXPOejb3XdUZ+P+zGfkDyzQZrLigOuvzE+x92znmdoAQCw+nzdy7JQ9n/zd6XJHFhpHuwtW8uL/CvJ2qBpfxUiotA2bgKGOvOxdNI6AIB9wfNAzMAoR9X1RNJ4OC/+FWLT1+KOIa/iXdVc7NozAOXlAmed1Qe6axJRvzfSlA5T3Dio5eAJFo2tEZXHGtFkqoArFhgyuHm52wyVbIcsxYb9WgWFwNQLlEbo0WPAiOGh13U4lV/hBw70/64tKASsrYcDC/J1rBYt7yfY7bHT6oDNLTBokASLRSDjIDB5ksBITRli3EPhVA+GRlaSB54KBCnEwOJOp4AEwC0Dg+wtDTrfG3ZXc2VXe+3v1l0Jg1HJdiRZWhIuA5w6QLQ0+OIdlVBrWhJBQjQ3OpPa3q7v+D/qVj+Nj27cAqlhCsSwiUGf66kUiYsT4Q2NJmTY7QJmC5A0VOkWamnVvWakMRUlOeehpHYwLpluBZDgfczpFBhmOQJIEhJcKqhrlNawHKLCXK8HzkgWsFiBOGseCqvikGQ5BmNeIiZeNd8v5jhXI+oNdgxOivMui6ltyX7V1ALDh7esO8BRDanJjcTqw0g2DkHt4MuQlycwAgIjRkgoLhFQq4GxZ0khx03SlIQ/had3jCcBxLpbErBGXRPkkYBK1cb9iU8yTjJUASo1RhkOwq4Z5rea7wx9AYODW/VQVx+FnHwegBF+D6nsTUBMywe7ugYYNMj39f27vw2zHEaM24Q4V0tXZE3xHjgGnw2behgSZQG3G1D5dOVzNelQkKdULsYPBCZOBKTmssmWRruAxQIMCdgBwfeNp/JkiDUH5rYLlpqDcMDlVj73anXLNpONgRWnxSWANU5ANcCG6poBuOD89jdv98mvebsSGgGoA5O5paU+yf/40NsMFltlQM7t9H+QUBftwShDYMK1qkrAUKXDmfbAZI5aBJanSpKSfDQFyd36fr96fmSobt4/iTZlMgUhlFk0J08SKCoEGqorcNn49t/XqR2Z0FiUfT9mNFBUqPzgk2wvQtLIlpNCXZ8PSS2hMecEBluV619dHXDmqOb4TS3ZSIdDoKgYSDrL/3PiW7WaaM1XxrpsLIZ8xlS/9QZbc5BoL0PN4MuCxjzYdgoSlB8HEhzlkAf7P15WFiJxZIPy/alE7HdONRmUa7QUohTZHOS4JNqLYZGUxGwwNhtQWSVwplMgJxeIRwXiHRWoGHIViopjUVQMXPXzoE+FKe2/0DnPgi2cz2UzJruI6LQZDAKffCpj1fQ/QaNywTXpSrgnLYh2WN3GMesBaE58jVhTBZ6/4kP8/qdl+M8GgWeeYrKLiHqXUF0JQ82u6GEwAGrYYbO1JLsAYHTTD7DEjg779VUuC4A4HD2mdF3yr0Zq0dgovIkX7TkCcXHK963ZLKBvAuKCPy1sDgdwMAOwaWScN9GKk4XxgCSh6GgVzjzrGM4wAOVJ13vXNxoBs8EOtU0gsXmZEAIVlcqv2EYjUNso4HACZ/m8ju8sUxUVgKor+lYIgSTLMQx0BpZ3eMa6SbQXtzsOUHuqgjQs1LUn4WpOdhmMAuXlwKSJ/g0Lh7Ol8dkWtXAgz1NpIIBhwwLXiXM1wHJ8H0ZABd1+GTHSHNg1ygyMnu5og2z5GBw3GghjTOxcnzGR4zXKCeYwmGDU2xFnDxz3zTNujNptbjNLOcKcCXfdMOjqWpJPDY2A0w4kJAhvRdtZY0RYqYQRpnToEi/1q7YIpfVxPpkDDB8mYDYDo1t9NM0W+CWb1FWHIVQxAOBfWRVERaVAQjwwdKikzOQpO6EuS4fJdB1858RMNh1A1eAFcKuVrIsQQGWlQHw8kCAEGhr994DGHdhVzmoVyD9eCLtGj7jmKpGJScKb6jQcSfN24bVYlc9zXPOXgmecvBiXAUBgIl4lHLAc2QkASBwzBvKQs4CYgX6VKjW1ofeD7JkNMX+ntyrmgvNbKuFUQZI3gJKkGWQvQl3iTMCeEHQdAN7zLNSxD/Zd7Rt7nDvwPPZQCf9+zOXtVGsOthXAMEALdWkGBluTYBioDdymbAeglK1KIWbMPH4CSLSbEaxX5DBzYHWe2x1qgpHgPO9iqNX/SZ6kjFq2ercXF6dU35rjxgdsR2NRvlMbGpRkl6054ajXA8OSWpKtjY1KUr+6pAy+uaVT+QKjzwQSfCq0qqqV87OoPBZIULphDrUch37gVDjVg6CWQwxQ1mywTamU9kz4Eci/LVJR6f9QQFdwz0M+T2tsFAFd4n0/U+3RuM1IcJTDDuX9+l7nxui3wqVKQLW4HDXVLlhbnQMDXHWwBruHEMr9ikoloawMAMKcaMQTU4fWJiLy8clnAvOTvsHMERkQmgGwL3gu2iF1r9gEOH72WwzY8gyuG/wB/jbwJmzZOhr33yeQlMSEFxG1b9OmTVi5cmWb68yZMwfr1q1rc520tDQsXbo05OPr16/H/2fvvuPkqsvFj3++Z3rdme09u9nspvdkSUgFDCpVQdGr4r12RaJ4sV286lWvP69gl58C14YVKeEHggiKIFUQCYSeEBJSNm2T3WwvM+f8/jg7u1POlC3J7Gaf9+vlSzJ7ZuY755w5M99nnuf5LlmyJO3fX905EhFIXjI+V8mTMO9Ay3DAS9fhtV0GwQAUF6uU+EDo6KPAeWmDXL7+3WbT3rgMo54e89fxgUFoef5u7Np4Q11DWUh+KOn6O51Pt1EN9DlKGLSNpKC4Bo/gjMs2eeWBbXS7ami0m5m97e3mpCfGbHydefKYbf2WXFbMK+18NCGbZ6wOJpXdJD93f5rKrUjE4Kl/mg2rNX2A9l0tLC6K7/GS/bldg0cSgjQ9PWawK92rV+gYBngH9xFNOv6aMcjrzx/kQNRg4YLUHaxyKGXr/MdfOJJhzmkVYGhLysDb/bqy3GfxfcoyDSU2sQOzJKig96WMq96BmS2Y+jgj5VrHk06TQN+rdG19BZsNAoGhTKjBzA2fo1EzQ2rn7iP0O0pYt8bAP5TpFd/kPJ5D7xoOdvX3m/87egzCddC6F2yZX5Zlk+y2NgOfGZfL+C6LvZzSrr/T3bWeAhJLqABe32FGAPwHXqEnsp+aMzdkHE/8Ne/ZZyOUFBsJgYDDRwwOHQKvN/uEPNC3E22vdYYoQNXxPwGJJXejEV86lk2bZVwsce8G+15F9Rwl2NdKr6NsuNdaTHHXk8D67E82hp5UiePYgb8/y4qeOQr07yJiyxBwJHMJrNUPAWBmL722i4TMveRgU1mHuQBGWecjDNiCOKMdRDQvLQcMBgehak5OL2FYfF/ErAydwFDwLL5cP/7z1t+3i35HEeg+1NHdOKIlDNpGQnoDg0ZKZleoN7GsO/79ogwdR7STQN+rFPRtxyKPz3Koxzvg+Ivmj11jIcEuIcSYtB41uPfO49y89hoABlZdhhGsyvOoTrzI7HOIbvs9tn3/4MurruGjD3yXLf/P4APvk2CXECK7uXPncvnll1v+7d5772XHjh2sXWtdpmClubmZ5ubmlNvLy8sz3i++sXH8F9b41Zv6B2D38+m/YCZP8uNFohDpNh97MGJQVpq6jdG+H7DOBgv3vGBZuhLfTNlm0T9nrIsAx5dOuQePMGAL8spQxlCsoXP8tu7BI7QB1dWpgYZQ7wtZJ2NWw2w5YGb+zGpIbbRuJVOgyz6Kb/hHWhOzqV5I37M/wet7zECXd2D/cFbGHuuEDkvB3lcIpslSyDYftus9CatJgnk+2DDPic5OA19RckDWOuUrPpOpw6L/W1nnw9j0fo57ZtPrSH1fHUjq2d7ZaZVHlFpylk5rK5TGvV9sRj+dbX3jarScHDst6H2FvUPxmJJig/4B69ceE+tjBVDCkxwMbuDhR/2cVWowOGBeCwp6cjxxIGufvUy6uyEhhSxO/Pu/L7787+ltHM2w0p0ZiOjimQd3p63wtQoo7ttvZjTGxFZGHCkLy+zYoV6KixKvBrFgsxrKvMslqy+bwxky1FIYOqjUs00ZkeEG7GWdj6T8PV2T/eG/R9rwDBxAV45RDMZauqy5dGIrSLqiqb/shHuep6/PzOIqLCRlBci9cTFDpcZW3Pn6HiPuOKZe/WP7zq73cHTo2h/oMAgGFarzEKTJlNOjZo+r2AIB/TnuFn//6xT0memt6RY3CfW+CL1w/LUmfLYdlHW8nJDl/IrFAg/uweyR2djzZvLqztS9fCTND2PZSLBLCDEmN/7K4MMzv0+h6xjRwgYGl/9rvod0cihF/xlfwPPri1gVuI+lhf9ky+3Ledc7jZR+MkIIkWzu3LnMnTs35faBgQF+/etfY7fbeetb35rz4zU3N7N58+YJG593YKT2IXkSnzzpilpM/qxKMVpbwW/x4/mex7aCywx22aLdeAcP0uWqxRiaDKX2kDmZ0l/P4ydavb1GSgbTWLIOdN0YnuS0tWefnNojmSeWVsdmoug6HDxk8NqgOSm2Kj9Kllw2BaQNdIF1L5iYnh5wkTkdMRqFg8+9mpC1qGVpGJ9OLKha0PuK2XC8LPP2rsjR4QmxTe9NWsDBdOgww6vBJetOLu8ZHOMsL17c3DH5PZpL5lBfUgKSZ+AAKEVPN8NBswCpTceNofeRK2kSvGePTnVcb0BN7yNTGMERF0jpbXl9ONiVHBQ9dBhqqlObXDsjOTTAwwyyj9bgKBJqkh04AF5P4liPJWVZJQdfYuzRzIsQjFV1+z3sC59rmcWYLfCmtWxFr1yasv/Buk/YeB08CA6HgdMBXm/6a3YsqypdMGbH0KXIKss5OTDbnr46NEUscBkfSFZGhGBv9oDP8y/AssqXMA7vTFjUJP64vPiSGXCtHFrtsDXNezk5adOhZ15xMt7Rl7YTtm5/eEJ4BvbT+lIPeBoTbs/041omshqjEGLUWg4Y7HxoG2+ruxmA/rO+BLbcGxNPdXrJbCIL3gbAVUu/SUeHzh/vyfOghBBT2l/+8hfa29vZuHEjxcXF2e+QB51Jc3ar7Jv4DKl4uy3iPz09UN12N87IMco6H6Wg92VCPS+mTIxj0pU8JmyTFCQK9TxHYKhZMZi/3r+SNM/Q9NSftp3R3L5ZW5VZ5SI+S6SlxUjIpkoOMloJH3884993vpbxzymsy5jSO3IEKjoeSGkyno4jx3LLtnbYviO1b8xodfeMvTx3IlUc/6tlsCrdpBTMifmu3UZK6eF4xJ9vo1lREMzG8q8lxbEK+rYPrzSYi5KuJxL+nZwZVHn8/oz9AuODpTa9n5deNujoSN2+vd1csKAlh/fQRMm2smk2ye/VcVb5TZjk46swUs6DZFpHCx2dxkgPvpNg715zH1oF2CZaf3/q52AmL7yYminrGTxEsC/7Durv7GTXP3ay+/WRvoQwkn1tGAaGHgEjmrWEMflzyhEZ3cUlPtCUbgGb8Yr90FbU/QwFfdsTWgeMhwS7hBCj9otfRPj8gq+hKYPBuReg16SW0JzqBk7fjOH00eh7gXOr/8BNtxhEMqTICyFEJrfeeisAb3/720d1v927d/PLX/6SG264gbvuuotjxybBDD8H8SsNlnY+Pvxl3R1pTZkYx4wlAOLvT2x21Nc3shx6TKg3tfwql3KMiTLaoIxnYH+WCcfo657GMsG26X1Ut+f2S0+suXIu0vUIG40T+TaYyCBUOumaSY9V/JgL+nIPUrkHW1OyuuLtHV2v6GGOaO6ZJVYiEbOMdsDiXHn5lYnffydCuh8Gcul1d6J5+/emLHigLLIzkx1pNdi768QEQ7I5WQG2XMuRx6u84yHL22NBoedfMEtdq9v/NOrHzlZymuxkfK3wDB4cyvA0lXY+lpDROVZSxiiEGJXdrxsU7LiJeQteJGIPMrD+M/keUl4YvmIGmj+C65Hv8Mn53+P8v2zibw/5OOvMfI9MCDHV7N+/n8cff5yysjLWrVs3qvvedddd3HXXXcP/drvdbN68mQ9+8IMTPcyT5OT/aGBVYjeZFXU/k3F5rFwmP7EeL2L0jmbppzZZMnPSOZmBXLveg5bUyHwijaf3l0ivcKgsLp5vIHtk8+BBUAcfOBFDykmmvnNi7GLXNN8ELQyQTsXxxHOnOKlf5lhIsEsIMSo3//wwn5n9AwAiG67A8E3OcpuTYXDZe3Fs+z0lHfv514Zf8NubLuPMM0CNtUOyEGJa2rJlC7quc9FFF2GzZVufzFRYWMhnP/tZNm7cSGVlJR0dHTzxxBN861vf4pprrsHv9/POd74z42O4cl1P/KSbrOOaXMZz/Koiz+e+nrxIYZugGdTkfQ9OjPLoULrNKfo6T/Xjd6qT4zc65dEdeXgvj+/5JNglhMjZ9h0GqzquIRDsoie0EH3hJfkeUn7ZXQysuxL33f/Ov836Gbf/9WK2PlPOsqX5HpgQYqrQdZ0tW7aglOLiiy/O+X6NjY00No40cPV4PFxwwQXMmTOHiy66iB/+8IdccsklaFr6jhX9E1EvJvLC5XLJ8Zvi5BhObXL8pjY5ftOD9OwSQuTsoV8+zjnVd6MbGpz7ZdByy0A4lUWa3kS0chkeey+b536P3/xuktcvCCEmlUcffZSWlhZWrVpFTU3NuB+vqamJxYsX09rayuuvn9iSAyGEEEKIyUqCXUKInDz3bD9vcXwNgOON70Qvm5/nEU0SStG/8fMAnF9zJ52vPM/O1yTgJYTIzVgb02cSDocB6MvUWVoIIYQQ4hQmwS4hRFaGYdBy68+o8++m0yjC8cYr8j2kSUUvX8jg3PMBuHLB1fzu96NfCUsIMf20tbVx//33EwqF2LRp04Q8ZiQS4cUXX0QpRUVFxYQ8phBCCCHEVCPBLiFEVs8/spdzg9cD0LP2c+AK5HlEk8/A2k8R1dwsL/on0ef/zLsbmHgAACAASURBVKHDkt0lhMjsjjvuYHBwkPPPPx+n02m5zbFjx9i5cyfHktb+3rp1K0bSsm+RSISrr76a/fv3s3btWkKh0AkbuxBCCCHEZCYN6oUQGRm6jvuBr+P297NLraKk+bx8D2lSMgIVRFe+D9sTP+YTc77DTbds5GMfd+d7WEKISey2224DMpcw/uY3v+Haa6/l8ssvZ/PmzcO3X3nllQAsXbqUsrIyOjs7+cc//sGuXbuorKzkK1/5yokdvBBCCCHEJCbBLiFERjvuup9l/ocY1O24Lv4iKJXvIU1aAys/gPH0rdT49uJ57td0dn6AQED2lxAi1bZt29i+fTuLFi1i9uzZo77/O9/5Th5++GGefPJJ2trasNvt1NbW8tGPfpT3v//9FBQUnIBRCyGEEEJMDcpIzoFPo62t7USPJe/C4fC0eJ0nguy78Zms+y/a28Xg98+n2HmQvzs/zILLP5XvIVmaTPvP9vwWPPd9gc5BP7dV/Ym3vaco30PKaDLtu6lI9t/4nMz9F2vaLkz//OXNsuz6FOZyueT4TXFyDKc2OX5Tmxy/qe/0D12adRvp2SWESOvQrT+m2HmQlt5qat/90XwPZ0qIzn8Lbe55BBxdhJ/9IQMD0rtLCCGEEEIIIU4mCXYJISzph7Yz8/AvAXi67AsEw548j2iKUBr2cz4HwHnlt/D3u3fkeUBCCCGEEEIIMb1IsEsIkcrQ6dvyFewqwkOtb6D5XRvyPaIpRdU1s8v9BmxKp/zZq9F1ye4SQgghhBBCiJNFgl1CiFTPbKG092l6Ix5aFv4HXq80WR8t/4VXMqjbWRZ8lB1/ejjfwxFCCCGEEEKIaUOCXUKIBKrnKPYHrwHgl/suZ9NFFXke0dTkqapjq/M9AJRvuxr0SJ5HJIQQQgghhBDTgwS7hBAJ1J+/gdvo4KX2uRS9+VJcLsnqGquyiz9K+0CIKudOjtx3c76HI4QQQgghhBDTggS7hBDDbLsfwbvzbqKGxs+P/hebzrbne0hTWlFVAQ9pHweg5PkfQl9HnkckhBBCCDH9HPMuot8ezvcwhBAnkQS7hBCmwV5s934FgJteexdv/NeF2GyS1TVedRe/g52dM/Fr7fTff12+hyOEEAB4PXJ9n+7c7nyPQJxM3mm+qPaAPUyHuynfwxBCnEQS7BJCAOD8+49xdu/jYG85j3k+QfPKfI/o1DCzwcE90c8CEHrlV6j2PXkekRBCgM+Xn2CXBFgmj4Kg+f89zqr8DuQUUjVJdmWFRbtVu+Pkj2Myidj8gKyOPVEOB9bkewh5N6sh3yMQ2UiwSwiBdmQ79qd+DsA3tn2BD3zEj1Lyq/9EWXzReh49vAYbEbQ//0++hyOEECeUrtKXwNtsif8uKz3BgwEqK0/8cyTrdZSf/Ccdpdi0v807P6/jOFUUFMBk+eZUXDQxIykrm5CHEaegQc2b7yHknWeCMqSnwufFVCXBLiGmO0PH9ZcvoRkR/tLyBtyLzqSpcbJ8XTs1LFkMt/d8lkHdjmfvA9h2PpDvIQkhprkTmd8QyTAJKipM/Hdh0egfX1fOnLd1u6CoUDFvLgSDo3+usepw5/cn/wFb7i/WUA40V24T16g2sal5mTL9vFNsLl1bk/rdyZn7qTqh9KLU82+0v2HW1EBpiWLhgsx3dLtye7yT+f6baH32MVyoxAmljTGK0e2sps9RPLGDOQXEfzbrypZ+wylGgl1CTHOOrb/CduBZugZ9fOflq/jQByTQNdGUUmy8uJFf73wvAI77vw6DvXkelRBCmIoyzOOqq2BBjok/R31LOO5uosdVY/l3TYOCgpHPmLJSsNsUJaOcdxwMrs9526hu/r/NpphRq4YDKL2O0aWs2HNYryWq5Tjrz9FxTxMDtgK6XDNGfd/DwXWj2t5Ik5NkqJGpQpdrBl2uurSPoWmwP3T2qJ43k4pTINnB74c5s7Nv1+mqJ2Lz5fy4mbInAfSSOSm3jTbYFSrI7Q7FxbllTzrsuQfGMmlqHP9jjFrSzisphro6W87Xxpjjnia6XHV0uGcl3J6voGgujvib8z0ES4HA2O7nrp1NX9lpHCo6h5aCs+hy1Y7pNc6dO7bnn2g11RPzOPHBwx6n9Wd4vHbv/An9zNOVnWO+JRm3MVCjLruXYJcQ05hq24Xzke8B8N0XP82Gc8soL5dg14mwfh38JfJRDvSUY+/aj/PJ6/M9JCHENGbEpXY5M/TyMTAD9k2N2YMP81dV0elppMtZS7cz9Rt48mRbG/rxONvnzvGkptL6KL5gO5JjAkOv+6h/RUIgJ5u6pHjTvLngS4pNtHkWDP/3oK0g58dOp9PVwOHg2pSm2tmOw9G4CUO6IJ3fn9sYDgfWsC90DocCa2j3ZJ7Zz5kNSks8mQrGsBucTqitAa9XpezjqUaReAxccaeu2UPKdNw7j8P+1Sn3j01A4+/n9cLB4Aba05SfpsuIy/btrt8eps27MMtWqQIBM3uyKk3AK+A390FJyej7hllllTkcWF5fctFvL8y+UQ7KyxXhkJa25UdFOYQtFn7sdDfS7p1Ph2f2cIZqWRnU15t/73CPRPKqc5zTJ18f03G5YP687NsdTQo49DtKiGqulICcoSZnE7hM53Cvo5wFSzysXqUwNAe65ua4dyH9jpJRP499jIt4WQWqjXG0jgmFxj9vS87GzpbJOGAP0eWqY8AWyvrYXa7anMYwYA/R46ziqG8ZR31LLbdpCZ1Nm3c+3c7qnAOUEuwSYrrSo7jv/QIq0sffj6zmvmNv59J3S6DrRNE0xaX/5ufq5/8DAMc/foo6tivPoxJCiNy4XIrC2elTKszJ3dBniNI47knNLLGiFyU+pt2R+tW009NIjzOx43YsCJKt1K0mww/U3rJyaof+Hh84OBjckLKtx6MS+hfZbColkNPnLOdAcCP7QueMPo0mA11LmmWGMs+CI9pIEGX20Dw4OWsouZH6oN06KjVoC4JSDNpDWV+TzaZobIRW3/Lh26xK+9xuM7CSLJZt5/FAYOjA1NaYzdYb56avd0wORFrJlpkXyj5ny0ovqLbcRfEBkVDcbu7wJ07KrYK4s5tgZj00zDTLAKurzH8vWeamrMk64DNQmyarL8spedS3jG6LianuSx8ImNUAdrv5wIWFipn1qdtUNC9h7hyFw5E4gOT+faMxY/XiUW0/XKKlbOwLvYlo6bzRZQ4aBuFQ0mMlP/YQrxeKixXVVbldA0pLFE6HorYmMdiVHFxKF/jt9DTSUvCGnJ5L01LHZCgtoXdir0XmzKC7gsZZSTcqlZDZM5b+bmPJqDrmXczhwGrKLZ5v0ObHXV5NUSHD1/bYZ1GPs4LgguUp96mvtw7+Z8syiikpNq8vmYKT8ce11d/MQNKPIc6gRWR0iNd7kkqAVfx/Wjc6iF3KYtf4du/84c9YXdk4NJRRfNwzks4a0XwZWxsk63VW0OuspM9RgoGiPO59aig7hnLQ5lucc4BSgl1CTFOOp3+JrWUr3REf//XMV/ng+zWCQQl2nUhrToeDobN4+NB6lB7B9devJqZXCCHESdJdmnklrVhwKf5TwXAH6UvzBTOXJKmUTxgD9BIzGhPLYPE1vzlhkwPBjUP/lfgEFeVm1kfDzMyfW05n+r/PnKmGJznxV+L4jJvh2+rXp2SJWT1y1OazDAo5HGYQJ9lYYmJ9RfPpd6bO1GOBP2e0ffg2q8ktgN2W+PHT5Unt8RRbbS1bFpjb76ZqbjnRsgXU1igMi34v3c5qqirNErSSEjjqWzE0PvNcOxDcSJt30fDY9GJzsmS3K4qLFK40sz1n0I+zIH2kKtabx+/PnGHgcI0/S0UvtUibURAtmZ2SUZQuKyvhrsp8/T6fGi7DDYcVSimKiszA0ty5ZpZhLFjR6ygjVGa9r5SyDjKCGajQx5Cp40gKyDiSHqLkjHOxFY4E5WLZTl2uWg6HNuac9RF/3YnWrqKkRLFgvhkMnJ1DYlPZ3Liot7LRsCCc0C8uVkqdKahQXW32L6usTHxPFZfEX6cSWb3n0ykoUKAUA3br8zlTCaiuueh0jUQarYK3lRYrdIL5Pi8tVRlLUZcvV2iaSgnsxfdPdCWdC1bZN1HNNRzk7HLNsLxWpCurH7T5OeJvpsdVja5cCdf2HmcV+0NncyiwHpsNKisVBQWKWQ2wcE0FBwrO5JjXOlsoHIL5cSWJdjscDG6kx1nFoG2kVjK+RDs+eF5erpgz2/yxJ1t/u5j4rOJ5c2HB+hk0bZhvGZSPBT3HWyI+1rLwLtcM+u1hInbzgyCiedGHejdGNQ+eofeRwmDQFmRf+Fw648t0R5FBHa/V38z+0JvoKj19+LaxlPtKsEuIaUgdew3no98H4FvPfxZfRSUXnp/nQU0DSik++H6N/3nuKvqiLux7/o79lT/me1hCiGko6s7eKKvTPTOlgXirv5ljviUcSlp2PpaxsnK5OflcOFLRx1HfMusnGJoX6P5SmhrNDJ2Kcuh1mDP3du98KmeY6QzJE0DNlTrzczpJ+BXYSrqfF7JOUexuCgrMUqDYhD0502Jd5vgh9XWpZX31danbBeKCS+myXwYcqUGLkcBZ6quM78nV1GgRBEt6Il3ZGbCHqKmG1adZ7512zzx8PkX9+mUE56/ACJspVgP2cMJkrqwMguWFhMNmhmD8ozkc5uNEbb7hUZdaZGwYjAQkYiU23c5qjoXXM1ibfsfHzj3DyNyHJjlIEzPWfkWxMjtNA8NbxFFfYkaJ2fts/D922W1mIKwkLgYdC7D0OCvQlZNuZzUd7gZsMxbT6l+ZcP9ZDWamWGmJIvYu6HEmRj2MUGrqXFOj+b9MpVyzm1JXhRzpA6bMwHCOEnrF+czjr5TC6VQZA9pgvkYjXJdwm+EOoRc3cdS3hH2hcygrM7PnkjMec+F0KFat9Vku3pApe622lpRsKU2Z79Xk87G6ilEt9VlTnbqx368w7K6UPkuDQ4tZFBVmf4LkQF86Nq+f0Nx5aMGSlABFLIu03ZPa9CocJiVjq7bGvIa4qmYNZ/PU1Sfu2AF7yCyrTPr1wOMxg8VRzQNKJfz5jA1Oli0xMxKDQZUQuItlwsZfN+PLNpN/ALAqZ40FrswAqjEcTI4PoIGZEas0G7aSeuwZzpfRlI22+ldSUz1y/h0MbqC4eOQ60e2sztIjcOTa1LBmAb0Vp1Ozfi1t3kUcDpjBpyWLYFWGy2OHu5EBW3DMJcfAUKBsZN+OJSUjh3abQohTih7F/af/QEX7eezwGm7fczE/+K4aTkMXJ1bzSiicWcNPd3yIj8+5FuffvkmkfgO4cmygIoQQJ4mjei6u0gHo2A+A4TC/HFs1iFXK/HocCilCITh6eORv/bH+H0MfM8XF0NVp/qJuADh9OBzmBC+iFEd9y3FEOxi0FVA0FDPpcs7AAPrtxcyfB85uBZHEMdTWmJObnh6Djo6R26MVizHcIey7/pbzaz/sX0Wo9yWc0ePmDZodzWajqVEf3sblUoBBVHMxYAulrA7W66nB07t3+N82m6Km2hjOwCpMU7kSDsNefX6GX8QV3Z5Z9Hj66XOUUDfwEIODZubGjldHJgTxjbyjyoWDrrhxkxBrmd0InR3g9cHgALR1Gsysx6IsbeROXe56HHPrwJs4TkPZ2V/wRup8u4BXKC1RFDaUonZafM8wGB6woTnpcVaghUB3pAYOiovhSKs5kXNGjzNgCxOymGQe9q+itOvvQ2NxcCC4kUCjDV7pG96m11GOZ/Dg8L/DYYP+Hjh6LPGxRtXLR6mU2VjxUIBO15xmEEm1jGye5eFC42z7VrdmGU8/EzeWBsUCv0E4MpeW3V30eOpwzI5i3/N4wv2OeRfjGxwZpxEo42BwI+GeZ3FF2gAzOJgcMNX9pdi62oABwJzs66STuq9iepwVeAcOpL/nKNMhPR5FBEXjLPP9EeOta6JSN3B7QPcuxaUPQsvzlo/hsI+c95GGs7DtfYL494LXq2j1ryTc/SxeOhLu228vxBVJOrEws69UNPG1NK+Eg9sKqfe3EYkkbtt3KLfXW18HeqACaEn5m1FQS1Qdwkb/8G3xvdasMtuKixhVFUKrfwXu4jJWNipmNYLtJYhE4OVXhv5esJaBQfO/B2xh+u3h4fPKKhMutqhJQZniyIug61Bd5ybaMRt42WIEyeeH9fni9ZoZkjFG7EMs6Z5eL/T0mP8uKjSzGdNdu+NVlJvBJp8Pju43aHG/AUUUQ9kJBhQBW+b3+ICtgEF7kBB7U3a/zQbRqDk2PTSDTpci0D/SGsVVVEoooNjfYt4xlq0cC361+cwy4Oq2u4deqMLnhSMW4ygsVKw+DcBOj7sGfehNXVJi7rtImlOjw9NEh6eJ2Y1w/Kn0rzPZGRvMjNY/3z/0wPHllWOYqkpmlxDTjOOfP8d2cBs9up//euarbFyvWLZUAl0ni1KKD31AceOr7+f17hlo3UdwPvaDfA9LCDHdZJm76MpFKAR6+UIMmwPDVwLuDDU+tqRfnS0eP9bTpaJc0dhoZqSYkj6DlJbaI0opul11RGx+KiuSskVC5oQiloVWVWmWwsxqgGhNM0ZBNbj86MHMS8bNqDUbOM+bCwOOIgL1MxOeP9KYWEZiOH3UnbGKgbozqV+/IqUEpX51aqNkpcyyvOIiBUX1w2WcMZ2uehwLz8q46mHAZ4DS6HLPJGILUFwEc+eA2x2LGpk7Pz47pM270LIXWUxhoaKhQVFRrqitVSxaAA0z1XBgYcUy6yljRWXqVGLNapgzR2PmMjMoaniLISl4FWvSHA4nlkId8y1Dr0rMgkru64ayMWAvBKWw2RJPk9mn1VBQUcThwOm0FJxF8wpYsMRHcXni8x/zLkwITipllqc1NY70+rEqJ0teRS9pYAn/KinOnPkUVa7hTI6aKvD7YNbCkfK6ijRlZ4Y9twUaiooUy5Mqt8rLFK6qBurXLGb+soI0AVWVMrmev8RHoChzJpZetQLNNtJjjJL0Pf4MlGXWkxkctNpn6S9YhivIzPr0Pa0AUMpy1bqZMxWVFQqjoAojXIfhtH6Qhvq453e40UtSl9gctAU5HFxHZyCxRPWI/zS6XTUp2bBWryMQUDSubsJeO5++mvTv15jSUvB5YeN687pXWWlmcKWPCoy8Dk0zj1X8aqHVVUPBrSFNjbAkx/ZosUfutyVGgpQaOdbJWb6FhYoZG05PuC1asYh2T2pJsN2mWLtGsX6d2f/NKBp5L05oQ5CkB4vtozWrzcy2kuL4zy4w3KkRqwFbkEh4FoGAWf6plHnNNpSDMzZAY6N5rfV4Eo9T71D7gDbvAg4H19JvLzLfDUljapjJcF8yw1vIcW8OKw9g/c4qK4X6GRAIjG0uaFVauCB+OEkP6/OZGZQppbZDF53k5AsDjaJC83nSXRMzkWCXENOI1roD52M/BOCbz36edr2cj39MAl0n27KliiXLXXxj238C4Nj6a7SWrXkelRBiutLiJp2tvuX0Oso57m4050uajWjj2URrrOsVQiHzS3embIuVK2H2bCgMj/7zJlOfmpiaasXM+pHAjN1uTmA9HmUG6YYYodT+QMPDNsyMK01TVFUqNp2lmLmonMa5bmavHPqGrSWV+pXMwVNUzLJlNsJhc1Kzfm3cY8dlvli9cr24yQwEDalYv5Flb56H0zuS3hCNpjZgd7kVGzeMzDD0Gacl7P/oUEN7w2b+/4A9RNTms+xFNsyeFIxK6j8VDqucJxper6KmWmFzeYg0vZFo7WkJfw8EFD6fhj57E56lZ3P6ag1vht5GVsGd2Y1mueecpJiDYRjMnQPBsjCLl7kpKFCUllo05dac1DW4cLuhtmkkiOtymb1+wiHQMY/3rIaRJuTxwa45s8nY56i0qQrDEwJ3bFaniE+GMlwhGtbMpXbNMubMUaxepXDMWsmsBjPoarMpomUWvb2cQ2VQNsdw8/j44x8fqNJHFQVI//40ezplef8OjcHnU3i9yjIgBOYEXQuWsMhi0byKNCuzDmrmay62qr5WZqnazHqVMIFODJionLJCIlUrh0s/Y2Ve8+eBL5y95DLWsypQW4c+dK3x+wGl0eZdZAbwM4n9YKDZMML16M6R96tSKuXo1NdBWani9NVm8KemOrdSxBinE9z18xIy9Gw2RWnpSPauo2Lm0LllfSL1OOIuCrFN0uzoPnsRA/bChPNz+TI1srAJYNi9EKqhy12f6aEsZEr/ye1BAn5zYIVJPcOUMvev16uIzFiTGnzXRn7l0H0lHAxu4HBwHQPh+PN/5EXb7YposfV7w924lIPBDXS7Ei/6waR4mstlvh9jiz7Mm5O4YutoOByQ2vbQ+njbLCJHmqaYNxfmzjaD9s0rSCirhpHFR8C8loZmVKf0kFPoQxlkiXRnkIrGUhpX1oxpUQsJdgkxXQz24br7SlR0gL8fW88de9/Cu/8FKiok2JUPl1+mePLo6fxh7wUoDNz3fREiA/kelhBiulBwKLiO4545+JdupN9eRKt/BX3Oco76l2MkrwA4xJNUXVZTnX0SHPQrHBlWm8o0o/F4YPHC8Zd0gdk76XhgpOeIEawyg1t1HmbNSv1FGc2Gfd5ZaDNSV/BKZ7hEMOdBxU0qnL6UMXjc0DhLMTt+bqTZ8XnNrJ05s6GgsoRoQjbUUHlJ7eno4bqE1RHTig/kKW24/9a4aakdUzQNTl+tmL/QBXYnPp+yXMksWrUcPTQDI2SmWsXvqvJyWHWaOQGNnwDZbOYxWLpEJfSLMgyIqsRz2rVgIzPXLMQ3bxV6uRl50YsTF0wAswxueL4c11BbKbOcaUbtSNDNGZdNp1cuJTpjDSjFjFrwekb6vQEsWmRHK23AVxEXMbM50auWoWmKaMns1F5TnhDRipEokV7TTGTOufFbkHgHRi/N+3Ew3JSySbRqObq/lGhZ5sySWOAVzLK0FRtKCY4ikyRq8zJYu5aSNWdl3VZXTloKNiWu4Jpj1MTu9dMS2mSWeQ2dcJqmwOEhWnMakbrYSpepj3das3mtqo2Lqcc3dA9niXXpocSeckb6GlBzBGP4+m7YHDQ1mtk1tTVgFM602AiODfVm0ktS+2r128MjPelKGzjqW8bhwOlp+94lmzn0lFWZE20BCMS1t7LKoIoZtOX2AZFpjHUzzABiaclI4DJlcQ5PCL2kCcORJjqvlOWPCrHzwBdblNBbiOFKzZSuq0u8f6xnWDgEDSkl5SOqqhRNjTmcEOOc8i1ZbO6b5EC1zWa2IZgzRw2XncaLrc44s36oLNXmSMiOA5i/NGhmJSYxDDNDW68Y3QqsMdKzS4hpwvW3/8F2dAddFHHVP75GdbXiPe+SQFe+zKxXXHCewTX3fI51FY8SOrYT5xM/YmDNFfkemhBiGmicZef114OUVQXR3IrWwKqc5sUrlsPDj5r/bTZkNnu/GAWJ0YpRLTSbYbUmn8/MFOrsMmg/ntvD6b4SVG87hi81DaTXVTPcL8bwlxKpW0vQ4UUd3wuHUzbPMqMcxWeo5aYGhkUwKNP94psbFxYqCocmUYbfoqu704deNh9dGzkYuUxIDXtqv6yUh3aSsjJbziz2qdVuNgLlGAHrFQfig1F2u6JhpvkYmkrfJypq83LMt2Rk1UGbYzioZwQrifhKwOZAHd+HQTe98Y3arc5nZWZ9xPocRZQZfKusNNCS9k1To0LzgdahKCs16A1AeZnGcYtz2ghWEvGXpgQKDafXDJ5lEd/3qLDQDLIFAum3H3k9IwehzbsQeJ5odVxDe7ubQVsAR7QTpRSRmRvB6Ut7jOJF69Zi3/lX83VkPb+sLx4RRwE4rN5ISWVPSqFrTjS932Lb3KmkM8nqehLP5TKzouLHFJ81Zbcz3DescRaggtBzFIBI3VpICub4/bA7vrdc0ktPXjwkefTJdH8ZRmgG/o4WAvVDAXGLe9odgNIYsIdHzom4C/qRwEjZ4eLFGtueq6DI34WPWAZY5utiOGSWXTosjyUJmWSx0vBo9UqwKDGtWL+eXS93s3hRiH/8M/1zzpsLR49iGVSP0TQ1HGxZuQJaDkBdBMsLSrR29fD5rBfUYBs6julUVhjYq5NK97TUNCXzfBnZ18ZQXpJSinAhHEy5R2ZOJ/SNtCok4IdXXTUoRj52faNoGRwKKdavy75dPL+P4R8JfD6L81I56HLNwFGduiLwRJBglxDTgG37fTi2/R6Az/z9GxzrL+bL/65G/wu0mFAfeJ/ivr+E+OrWL/KdlVfgePInRGZtQrcqWxBCiAnk8Zj9T6zYbRCJWgczzL5Q5pfxI/5V6AU7MdxByxXbEmjpoyx6uB7VeQg9aGZizKiF1/fA0iVmoCt227FjI32/MkbTbA6ijZtyS30YmmAa7ixpF2Pg8cAx/wqCPS9iq5wDWJSru4N0uGcR1VxYVQnmXsUT69NjmJNUUl9+wA9NcU8y1rIXMHv5ROeO7TuEoVIneYEM7eBiHA5FUaGBVp2ahRc7T7Ikw1gurjBsqIwsWreGnt7jdB8sSr9tBkWFCr0gOVQCsaNZWqoonKNSV8SMly0IamHeXNB9oOL2jaYp1pye4U5xE+uFC+C5of7s3a5aInMS39PJPemsgg/pWb/W+F1QMRQzi2hey23TljBl2I1W/YRyddS7hAXev2fdzkjuV5iGUlA3Q1FRbuByKaKDS9Bat6OHZ6QEugCcTsW8Ny7HtedvoHdTXGQGbAJ+s+dRcmZMgrjzx1Aana6Z6NVzAIiWzsO+53H0Iuv+c6Ul5rHIJZvW5VKsXIH5m8dQf3QjzQFRxAfd03z2JJ1jsfJmw1+aujEQKg2ytDR28Rh5/GjJbGxHhjriK7M0PWsmmcMLUbPCwuMxA+j0LcbY8wR6cv85h4dI05tgoMs8dgeeSX28OJoitZw6zedTOARt7eZ/x1auhNxK+pPV1sDBQ3DaSqDFPF4LVoSxFQ/9OPCSuZrocAZZGAYGwFsNPa8QF7wd1RLNTAAAIABJREFUnfj3akGB2fMxuCd1uxm1sPOgn/rm2ZB0Pvt90NVt9hQbDwl2CXGKUx37cf/5iwDc0fp+Hj+8hjduMuvkRX6Fw4r3vgeuu2ETf2t9IxuK78X1p8/R++7bIMcGtEIIMdHWrR36wuvN/Dmh231pSwsMm4u+2CqMdifRsvnYWraiF87Eltyj0OYgWj/yc3FTo0pYSRDM4MbKFXGPH65DtW7H8JWgui3WkBptjY+3kGj1yrQNqmOiZQuwHXo+43OsWW2uPuZyKZasK+PgoTJqy3vB4su+UtAxVOKhkib+Bw5arYaYXmTWJg7sGSSqWZfYOJ2JmSahEER1qFqU+3OMjHvs3yH0kjkpt4VDiiWLRlaqTKeyUlHaNPrnTgnUZGJzUjOnmA7dLJfU1Sz0/TvodtVkv28e2WwKzQbRMd6/vEzx3PPpg8her6K2BhxjfQJLI88XXnoaek8bva+XEuzbOXx7dRV0OVL7s8XTQzPQ2l8HQA0HwtVI9lOG7NF0BhxFlOawGGe0bn3Gv4cKoP34SNne8A/NDjd6ReY3n9utsDnt0GdeA+fn1ofcDKCxG4BDgXWJpXXeQjNQE5dZZDi8qMEeUGbvwwWj/c01oeYy8762unTMqIXePrPELQqsPR26W5YQGsgcREp4XMyzqbBwqDwzFuzKMXAcrVyCdvgl9PjSTndB+h9ONJtlkHK8Fi8yg5rPvQBRzUN7yQbKZznx2BWlp52Ow+iCnudyeiyXyyyhjgTV8OKcHo/CGAo22pOCjtVV5r+jFYqoYQZcrbL/slFKsX6t+T602RThMNgPpe7DYFCxuBR0i76KpzWbn6NO5/jmq9KzS4hTmR7B/cfPoPo7OOxcyNce/wR+v9kvSkwOb7/YnNR8+akv0qWKsB3difOR7+Z7WEKIacxuV1kDXbloDayiNbDK/IfTR7RuLUaWFRFzpRfNIlK7OqlXVUz6sceavVtNYg1/adZslVx6WXm9imBwpFl3w0yVcz+bmPnzYN2auL6aDjMKlNAQOpnNkRDoSp6fpf7b7Gs1qt5JagJ+iEnT76akRFmWuUwEh0OxcEHu29vtisWLFGWlCr24ifbidbR5EhvVWBRjxj2ARY3ZOAKEk0VRkXVPnolg+EpSVicF84fBlSsyVSMo9HLrgxuf2aVpivIyc7XBXK5vwUCOQV1H5mO9fJkZAC8uHtt+04fKRA1HlkhwvIQSOUUguVQtqYQuWtOMHignkq5M1qLkLjHzN+61qdwWA4gXDJrvtRiPR1FS6hhVUH3tGjM7sboKUBqRmRvNUluLsVty+tCrV4A3KaV5NC/Gnu76m6YO2oLDoSiPW6ghavcP/wBeVFNIsDZ1oRUrsRL5rKXyse2diefXqINMSdnWLlduFURKsw5HaZoad6ALJNglxCnN+fi12Fq2EnX4+chfriFiOLjso4krn4j8crkUn/yEon0gzBee+BoAzqdvxLbn8TyPTAghrMUyFGZa9DY+aZQyJyWazVzxLl6GyU15uWLN6tQGuydcDk3MVMJ8UQ2VjJoGatZw1LeMTnfufU2sJop60ayEFSoThji03wyXdYOnslLocVbT759BtGpZzuNIfaKxdE3P+cHT/qW8TI1pNS+UImIPDh+gQ8H0TWuiVSvQg5XoRSem/8yUZYubcMe9PzvdjUQ0L8c9I9l+etLiGPErlubGPAcqK+OD2uaxW7jAXLwgk9lN4LCbZaFpjSIAomnj+/HAKGwgWrU8p35tIxKf7zTrxXRHOH3oVcvTZirpxY0YnjDR8pELZ3l8qzZ3ED1YlbBaaSrzuJyomK/brSgvG1mVF6dvlKW2YxetXmm+70uaqKo0S02L4qqgMzXXzybX/RWZtQldOWjzmoHfaO0qdF8J0drVOT5TXFgox9Lcky2n3oNJpIxRiFOUbc/jOJ64AYAf7/svdrXXsGI5nH9u5vuJk2/t6YozNho88OAG/tx2CZvCN+P603/Qc+nt4MmwgpkQQkyQJUvg2W3mEubZzJ1jlp2cqCyc0YrWng56BPuO+3LafiKy1kbN4cWwu1CRDE2zMw3L5qTXmSGrK0d6iVkLZn/5biDx13y9ajnasV3opdaz/OJiRfNK8HoXDJfBTDUTEWcbtJk9glImoUphBMowAhaLBYB1ttdEO6GBxFykOS/is0viSgptbg8H1RkJm0Y1D8e8i9CVg0hDKPt+SxMNmDtHYdsx+vO0tsYs14wXv5rkSadUTosAJKushJYWmDdvfGXHANicRGeYzd/qag3a2lN7KemVS+h4KX1AS1fZ92HKDxdThOEvHe4rFh8kjdRvQPUewyhILYHWC2di6zmKbrW4yGieOxZIsztpCZ0NQKkLcBeg12SLcsYkLfLgK0EvrB9VL8tsmYfR8kXYDm7Ladt0iosUC+cbPPdC7veRzC4hTkGqowX33VeiMHjFezE/eeLNeL3w+c+o8X/giRPiis0Kvw++9NinabfXoXUdwn3vVZPgi6sQYjooLlKcuTGubC4DpbKXm+Vy6crWHytnSiX+Ej2G/jwnnFJEG85ED9eN3HYCLu+ZlqePFxtHtHpkMmT4SojWNGfMhigoUGmbS5/KJuKjWC9qQA9Wpim9Hedjx46nRRlgRkkvLFaaVpEutpJlR8R6+EXTBEyTLVls9rRavnTktqpK6HHVUFRXbpa8pvnearjMoKMeF0gwK6KGxhgfYLOPLVgVrVyCHqzMqXw5YWwnoJcTQLRqOXqoNqdst6JCs8dXmUU/pPFobFQ0r1SZG+THiVYtx/AW0u41G4FZHc5I/Qb04kb0srhy1FNhvuLyY4RqLV+L4S8l0nCWmVGXgce66ntE3PV62RIzmzFTf7v4z0c9ZJZE6iWzMQLmjymG3Q1KoZfOy6ntQGTG6ej+0sSVWy0YoRqzXLawftTvp3jl5TksNhBHMruEONVE+nH/4ROo3jZ6Q3P54M1XAbD5ssQacDG5FBUpLvsYXP0tH5sf/hY3rnkX9tcexPH0jQwu/7d8D08IMQ2crB9DInVr0Y7uHM4ymijRsnlox/ejFzVm33gcdH8ZaqATwzfK8iqloRfNQmvbbf3n8Q+Nujro6TVX1cpEL5s/LVf+DYfg6LHRr9Lns4j/jfrtotnRK5dm324M9LL5ZuP/XPsTxcRKVocmwIsWQutRs6+VpSwv2vCXEpn95iwB55HHCAQSF54Ac6JeUW6u4pZJdMZq6O8czoDXw3WUDu7isH0O8xrM1xSZ9Qbz+cYYADeCVRjBDCt4ZrhfVB/E8FgsaTsORqAcI1COtu8fWa4X5l81zWpV0BMv/jQxAuVEvWVEd6bfHpcf3ZUYqDV8xRiuwHBQ85Rk1e9tyPKlcKSVlCxDMPtwKT21dXxRkUoon4ynF85E9RxLyBLUyxeiF88Gu9PMTnP5Rl827AmjZwl0DY/bV5K2jH405s1VNMzM7RcICXYJcSoxDFz3fxXboRfQ3SE+t/X7dPa5aV4J50n54qR33jlw35/hmWfn8uvWz/Hewq/hfPg7RCuXpl3xTAghphx3Afp4ej6lYYTriYZHsXzhGOnVK8wMl7EEB23OoZ5YCuzOoSlp9i/t8asJpunnO/S3MaykNhXkuK+zTdQWzIc9e6FylBWhM2rNQx4OwT+3Qq+jDKUOj+5BTrTRBroAbA4ijZtAmfe1280m7ulEKxZj2/dU5kB11sBS5vNd01TWYK25oT2h1YNeNh9VOJOF8Qsg5Gtla6UwTsK1aKqIv2blvFiH0ojWZ17p8lRWWKgoTBMr1auWoR14Fr0896V005WnD2c9Km1Mgd18yaX5PUiwS4hTiuPpG3G8sAVDadymvsVDz1Xh98HnpHxxStA0xec+A+//oMF3HnkHa97+BA399+H+wyfpffeto88iEEJMSmeeeSb79++3/Ns73vEOvvrVr+b0OAMDA9xwww384Q9/oKWlhYKCAjZs2MAVV1xBScn4fz0VGYz1M1UponXWDc4zPaTdrjit2UBhflZMN4a3CLrSB5ciDWegetuHS3HScToVs8bQO95mUzQMLciwZrWBpi9E7945nKWnT0C2QjaGM3lJvQkymn5U7gKis84a3/MN9ozv/pmkWelzwk3GUul4iatd5G8cw0NQNK8w0A2mZRn0RDN8JURnvSHfw5gSJNglxCnC9tqDOB+6BoCdMz/D//meufrGZz+jJrxeX5w4NdWKT30S/s834X13fI17L34VT9druO+6gt63/Wx0X0qFEJNWIBDgX//1X1NuX7BggcXWqXRd52Mf+xiPPPIIixcvZtOmTezZs4ctW7bw2GOPcfPNN+c14DUJ5leTV5qd487ShzsYGN9OncrHxAjXEdUcGN40qQ4O75ibHo+WucCBG90/Hz1ch+rvHFMD8VxFZqxBa98z4WW/+aL0aL6HMG6GtwgGStAd+foR0qIH1CQo96usgJYDUGfRkqmgYApfgMQJdGLPCwl2CXEK0Fq34/7jp1GGTlfT2/nIzy7FMOCC8+HMjfLhMtW8+U3w5FPwl/v9bH78B9yw/J3Y9v8T54PfZOCsL+Z7eEKICRAMBtm8efOY73/77bfzyCOPcO655/Ltb397OHv3tttu46qrruJb3/oW3/zmNydquKNWXGyWfAXzP/+a9DauB103s7dOhLJSOHTYLMWbspSGEbJoXpNvTt/ELbSQjieEPkVXqTtlKYU2cy16W1u+RzLMKKgmakQs+oSdvHnA/HmKxlkGTqfMPcTkMMlzMIUQ2ajOg7i3fAQ10E2kupnPPXwVR48p6uvgEx+XD5upSCnFpz+lqKiAp3bX87Pj/wOA89nf4tj66zyPTggxGdxyyy0AXHnllQll6hdffDENDQ388Y9/pKurK1/DQynFiuWKpkb5HMrG4VA59x8Zi0ULFRvWQTg8WY6FrDIsxISL9QlzF3AyA1zJJNAlRsM4wRUrEuwSYirr68C95cNoXQfRC2fys+7v8egTTpxO+MqXFG63fOBMVX6/4r++qLDZ4Nq/nMFj3k8B4HzwG9h2/jW/gxNCjNvAwAC333471113Hb/97W95+eWXc75vf38/zz77LPX19VRVpTaUXbNmDQMDAzz77LMTOWQxhckEVAghxGQRrVqG4S1CL513Qp9HyhiFmKoi/bjv3Izt6A50Xwl/q7meH33NXKf5369QzJwpX2ynuvnzFP9+BVzzbYPLbvoA/+99+6g7egvuuz9N7yU3opcvzPcQhRBjdOTIET7/+c8n3LZu3TquvvpqCtMtwTRkz5496LpOXV2d5d9jt+/evZs1a9akfZxwTkueiclqqh0/3WeW+6mCAlTB1Br7iTLVjuF4xI4/gHaKvO58HT/DcxrG9r+iSmahLMZgRPoxYu+3UAjlPDn97Kaa6fT+m3TCYag9sYEukGCXEFNTdBD3XZ/Cvu9JDKePV5uv46qrKgF420Vw3jkS6DpVXHi+Ys8eg9/foviX336BP727hYLWR/Fs+TA97/gVRtGsfA9RCDFKF110Ec3NzcyaNQun08nOnTu59tpreeihh7jsssv43e9+l3EF3c7OTgD8fuvV2XxDk5xsZYxtk6jfjBidcDg85Y6fvbsbgOjx4xj6SVo1bxKbisdwPGLHHyByCrzuvB+/6nXmqpBWY4gODO/vSHs7OPpP8uAmv7wfPzFuuQQrpYxRiKlGj+L60+ewv/YAhs3F0Tf8Xz51zRx6e2HZUrj8Mgl0nWou+6ji9FXQ2+/gXXd+l97Chai+djy3vh/VvjffwxNCjNLll19Oc3MzhYWF+P1+Fi9ezPXXX8/y5cvZunUrf/vb3/I9RCGEEJOZkmm8ENnIu0SIqUSP4vrzF3G8cg+G5qDzTd/jyh+tZH8LVJTDV7+sTthqTiJ/bDbFf31J0dAA+1t9XPrn6+gvaETrPoLn1vehOvbne4hCiHHSNI2LLroIgKeffjrjtoFAAEifudU99It+uswvIYQQQohTnQS7hJgq9Ciue6/C8cLtGEqj501X84VfrefZbeDzwTe+rgiFJNB1qvJ6Fd+5WlFbA6/uD/G+B/+XAX8tWsd+PL+/FNX2er6HKIQYp1hKfm9vb8btamtr0TSN3bt3W/49dnu6nl5CCCFOZTIfEAIk2CXE1KBHcN3zORwv3YmhbPSd8y2+effZPPwIOB3wP19XzGqQD7ZTXVGR4gffVVRXw4t7S3j/I79gIFCH1nkAz82Xoo7uzPcQhRDjsG3bNgDLFRbjuVwuFi1axK5du9i/PzWz89FHH8XpdLJ48eITMk4hhBBCiMlOgl1CTHaDvbjv3IzjlbsxNAd9532XHz/8Ru78AygFX/6iYukSCXRNF8XFih98R1FZCc/vKeM9f/0FvYFZaN1H8P7+3WgtW/M9RCFEBq+++iodHR0ptz/11FP8/Oc/x+l0cvbZZw/ffvjwYXbu3DnclD7mkksuAeDb3/42hmEM337bbbexc+dOzjnnHCljFEIIIcS0JasxCjGZ9bbjueMybC1bMWwues/7Lj9+YAO/+rX55ys/pdiwXgJd001pqeKH34MrP2Ow/fUSLr77F9x07scIdj6H55b30XfONUQbN+V7mEIIC/fccw8/+clPWL16NVVVVTidTrZv386jjz6Kpml85StfobKycnj773znO9x+++184xvfGO7pBfCWt7yFP/7xj9x9993s27eP5uZm9u7dy3333UdFRQWf/vSn8/HyhMiBkX0TIYQQYpwks0uISUq178X7+/eYgS5XkN6Lf8IP7h0JdF1+meItF0iga7oqK1X86FrFksXQ0h7mnFt/Rov/DFS0H/cfPonjyf8FQyYUQkw2p512GmeccQavvfYat99+O7/61a949dVXOeecc7jpppt4+9vfntPj2Gw2fvzjH7N582ba29v5xS9+wVNPPcVb3/pWbr75ZkpKSk7wKxFCCCGEmLyUYeQ2G2prazvRY8m7cDg8LV7niSD7bnyS95+2/5947rgc1deO7iul56038L2bGrl1i/n3T31ScfFbJdAVM53Pv4EBg69/w+D+B8CmIlx3/v9hJb8HYHD2m+k/+7/B4U17/+m87yaC7L/xOZn7L9b8XYyYbOduJBLhjjvuAODCCy/EbpcChHSm4rXH/vLdAESrlmEEKvI8mvybisdwPGLHHyAy59w8jmRiTOrjFx3EvuM+ACINZ4LDk+cBTT6T+viJnOTyvU4yu4SYTAwD+3O34Ln1fai+dqKl82i/+Pf857Ujga7PXCmBLjHC6VR8+YuKf3svRA07H7rzS/zk0JcxlB3HK/fg+d2/SON6IYQQQgghxLQiwS4hJovBPlz3/SfuP38JFR0kMmsT+9/wSz7+xVIefAjsdvjiVYoLz5dAl0ikaYoPvl/j6m8oAgG49olL2Pz0z+i3F2Fr3Y73N2/H/vxtUtYohBBCiLzQC+sBiNSty/NIpgElcwUhQIJdQkwKxuHteG76FxwvbMFQGv1rP8Vzc77Lhz/p4aWXIBiE731b8caz5cNLpHf6asVPb1A0NcEje5dzzt23sUM/HRXpxX3ff+K+czOq+0i+hymEEEKIaUYvnWeWL7qD+R7KqU+zowcr0QMVUsIopjUJdgmRT4aB/ZnfEvnx2diOvIzuKaT3ov/lpv0f4iMfVxw8BNXVcP2PFEsWS6BLZFdZobjuWsW7/gWODZRwyV3X8/N9V6ArO/ad9+O98XzsL94pWV5CCCGEEKcovXIpetWyfA9DiLySYJcQeaKO78O95YO4//o1iPQRmbGGwxfdzud/sorvft9gYBDWnA43/EhRUy2BLpE7p1Nx2Uc0fvBdRWmZxvef/hDveOBm9htzUX3Hcf/pc7hvfT/q2Gv5HqoQQgghhBBCTDgJdglxskUHcTz1c7w3XoD99ccwbC60N3+Ve0uu5z0fL+ahh83+XJ+4XPE/X1cEg6duoCsSiXDbbbdx2223EYlE8j2cU87SJYobf6p4ywWwo2M2F971O36y6xNElQv73r/j/eVbiN7zZeiV1WiEEEIIIYQQpw4JdglxEtl2P4r3V2/F9dDVqEgvkepm9p13O5+6+Z184UuK1lazbPG6axWXvE2hpMGkGCe/X/Hpf9f48bWK2joH1z73ES748x1s612P0gfRH7se30834Xj8/8JAd76HK4QQ4lQnZfRCCCFOAgl2CXESaIdfxL3lw3i2fBDt2E4MT5iODV/lxz0/55LLZ3D/A4PYbPDe98CNP1XMmSNBLjGxFi5Q/Ox/FR/5kOJIpIb3/vlHXP7E9RxU81AD3bgevxbvT8/GsfXXEBnI93CFEEIIIYQQYszs+R6AEKcy7fBLOJ68Acf2PwFgaHb6F72LO9ov4/r/DnBsqHps8SI7/35FlIaZEuQSJ47drrj03XDmGXDtj+DhR9by5jtO57z6e7lyyQ8I9e7B9cDXcTx5PYNL3s3goneAJ5zvYQshhBBCCCHEqEiwS4iJZujYXn8Mxz9/gf31R82bUPTNOof/d/xyfvqjWlpbzU2rKuHDH1Jc/NYg7e3teRy0mE6qKhXf+G/F1mcMrrvBwR9efDP37H4Dl86/nQ81XYe3+xCuR7+P84nricy7kIFl78UonJnvYQshhBBCCCFETiTYJcQEUd1HsL94J45tN6Md3wOAoTTaKt/MLQc+wI3Xzaanx9y2qAgufbfiwvPB4ZDeXCI/li5R3PSbAm65tY3r/tfBz5+/hF+98BbeNvc+PjT/Ror6X8Sx7fc4tv2eSO1qIvPeQqRxEzg8+R66EEIIIYQQQqQlwS4hxkH1HMW26yHsL/8R257HUIYOQNQR4BX3hfzfrZfy6B3Vw9vX18G/vEOx6Q1mkEuIfNM0xdmbFBvWwx13wm9+5+SmF8/jphfPZWPdP/nEihupH3gA+57Hse95HOP+rxBpehOD8y5Er14BSlo/CiGEEEIIISYXCXYJMRqGgXbkJWyv/Q37aw+iHXwOxciqQgfti7lj38X8/J9vpi/qBcDhgHVr4bxzFCtXIFlcYlJyuRSXvB0uvAD+cDf85rfw4O4VPLh7BXUF+9i89k7W+O/A3bsPxwtbcLywBd1fTqThDKINZxGtWQk2Z75fhhBCCCGEEEJIsEuIjAb70A6/gK3lGWwHnkFreQatpzVhkxZjLg8cOJObXjqXvd0zAFAKFi2EMzYqzn4DFBRIgEtMDS6X4m0XwYXnwwN/g5tvMXj5lWquvPsyFB/lTXOe5r2L7qApci+2roM4n/0dPPs7DKePSN06ojM3EK1uxghW5vulCCGEEEIIIaYpCXYJAWAYqO4jaEd3oLXG/rcd7cgrKH0wYdMBPDzTsZp7XtvAI4fWc6S/FDAzuFadBuvXKdaeDoWFEuASU5fDYQZqN50Fzz0Pd91t8NcHNe55eQX3vLwCl/YFLlz4BBc0PUATD+Dsb8Wx/U/DK4/qBdVEq5uJ1qwkWrUCI1hlRoGFEEJMb5pMP4QQQpx48mkjpo/oAKrrCKrzANrxvWjtr6Pa96K170Vr34PqP255tw69iGfblvLUwcU827aEF9vnM6C7AGiYCWcsg2XLFEsXg+//s3fn4VGVd//H32dmkkDCIruAIApGWQRUBBUpgogVFRW3Vq1L3S320VattdX+7KZ1q3sV9aHWFkVEHjdQwCr7vsoaSEJWSEL2ddb798eQkJBtJiSZyeTzuq5cSc45c+Y75z4zc5/vuZc4XcxLZLEsi5FnwsgzLR76peG/38PiJYZt2zrw8baJfLxtIhZPMabvDq4b/h2ju66lt2cntsJ0bIX+Lo8ApsMJePsMw9d7ON4+w/H1Hobp2l9jfomItBPeE8/EqijCdOod6lBERKQdULJL2j5jwFXqb5lVkoVVcgirOAtbySGskmys4kNYJVnYynIb3I0PG9mek0koGMKu3NNILBrCzsLhZJb1ByzsdjhtCEy/CM4cYXH2WdCtm5Jb0n7ExlpcMc0//lxhoWHValix0rBlq40NB0ey4eBI4H+ItZdyVo/NTDplA2O6r2dA1G7sFQU4UlZDyuqq/RlHB3zdBuHrfiq+7qdiug3C1/UkTJd+mNieagkmIhJBzAkDq41yKiIi0rKU7JLwU5m8chZiVRRhledjleVW+8nDKjt85PeRZV5XQLt2m2jyvX3ILB9AYv4AUooHkFY6gPSyAaSWnIzT1wHwX2MPOAmGjoOr4i1GDIfT46FDB118i4B/HLppl8G0yyy8XsO+fbBpC+zcZdizN45V2RNYlT0BgCibi9M6JzDshJ0MO2EnQ7vuYkiXfUR5KrDn7MGes6fW/r1WNM4OffHE9cPE9cTWqTu2zv4f4npgOvbAxPbAdDwBomKVGBMRERERkSpKdknTGAPGC14P+DyYMoNVehh8HnBXYLnLwF2O5akAdxmWuxw8Ff7fR/63nMW4iooozikiylNElK+QaG8R0b5ibHiDDqnUE0dWeR+yK/qQVX7kp+JEssv7kFXhX17gOgE4elFst0HfvnDSUBh1EgwaaDFkiL97YseOungWCYTdbnHGGXDGGVD5/srLM+xPhLR0SE+PJi19BGvTR7BgB3i9YLc89I/NYFCnJE7tnMSgTskM6pRM344H6dUhGzsuYstToDwFDjf49PiMjQoTi9N0wmXF4rI64bF3wmOLxWuLxWePwdijMPYYsMdg7NHgiMaKigFHDDZHNERFYXc4sDkcWHY7lsOBzW4/+rfDjs1ux+aIwubwL7c5HDg9ZXhLS7BHOfzj0Njs/q6Zls2fgLPsR/8WEREREZFWETbJLis3kZhv/4jlKq69st42z/WsMPU9oI7l1bZ12+109Hrr37aB5VZLxhjs9sHG0tBz+rzg8/gHaT/yt/9/T41NPUBcfU/bgKgGHuf0RlPk7kKh6wRynT3Ic3Ynz9mDPFePmv87e5Dn6k6Ft+PR/UZB507QpQt07g29u8KwntC7l0WvntCzJ/TpA/36gsOhi1CR5ta9u8XY7jD2XKjT55HGAAAgAElEQVSeYPb5DIVFkJsbRV7eIHJzB5FfMJnEEsO2EigpgfIcF9EVWcS6M+nsPUisyaOzPY/u0Xl0j8mjW0we3aNz6R6TR4zdhc3yEWuVEEvJ0QB8R35aQdcAt/MaG8bY8GFhjA0vlf/bMMbCYMNnbBgsfMZetdyHDctmo0cPC7vDBpYdY1nHJNVs+I9zEz/PjicZZwxHv0dMtWXV/697ndtup0OnflRc/iI4Ypoeg4iIiIhINZYx9WZRRERalMfjYd68eQBcf/31OBxhk38XEZFWpu8EERERaS5KdomIiIiIiIiISMTQnO8iIiIiIiIiIhIxlOwSEREREREREZGIoWSXiIiIiIiIiIhEDCW7REREREREREQkYijZJSIiIiIiIiIiEUNzOh/xzjvv8MILLwAwd+5cRo8eHeKIwt/kyZPJyMioc92NN97IH//4x1aOqO1ZsmQJc+bMYdeuXZSXl9OzZ09Gjx7No48+St++fUMdXlj69NNP+e1vf9vgNueddx7vv/9+K0XUthhjWLJkCR988AHJyckUFxdz4oknMm7cOO6++24GDBgQ6hDDms/nY86cOcyfP5+kpCTsdjvDhg3jjjvu4OKLLw51eGHjs88+Y9OmTezYsYOEhATcbjfPPPMMM2bMqHP7nJwcXn75ZZYtW0ZhYSH9+vXjyiuv5J577iE6OrqVo49c27dv57XXXmPr1q243W6GDBnCbbfdxpVXXhnq0CJSVlYWixYtYvny5SQlJXH48GG6du3K2WefzV133cWoUaNqPaakpITXXnuNxYsXk5OTQ69evZg6dSoPPvggnTp1qrV95WfS3LlzSUlJITY2lnHjxvHwww8zaNCgOuNasWIFs2bNYufOnRhjGDFiBPfccw8TJkxo7kMQcQK5XlAZhqdA69wqv/ASbL3V5XIxa9YsvvjiCzIzM+natSsTJ07koYceolevXnU+xxdffMH777/P/v37iYqKYvTo0fzyl7/kzDPPrHN7fZe2HZYxxoQ6iFBLTEzk6quvxuFwUFZWpmRXgCZPnkxRURG33XZbrXUjRoxg0qRJIYiqbTDG8Ic//IG5c+cycOBALrzwQuLi4sjOzmbDhg08//zzjBkzJtRhhqXdu3ezdOnSOtd988037Nu3j0ceeYS77767lSNrG5599llmz55Nr169uPjii+nUqRN79uxh1apVxMbG8tFHHxEfHx/qMMOSMYb/+Z//4ZtvvmHgwIH86Ec/wuVy8e2335Kbm8uTTz7JLbfcEuoww0LlzZBu3boRGxtLRkZGvcmunJwcbrjhBg4ePMiUKVMYNGgQmzZtYvPmzUyYMIFZs2Zhs6kh+vFat24dd955J1FRUVx++eV07tyZxYsXk56ezsMPP8x9990X6hAjzgsvvMA777zDwIEDOffcc+nRowcpKSksXboUYwwvvvgi06ZNq9q+rKyMm266id27dzN+/HiGDRvGnj17WLFiBUOHDmXOnDnExsbWeI4nn3ySjz/+mCFDhjBx4kRyc3NZuHAhMTExfPTRRwwZMqTG9p9//jmPPvoo3bp14/LLL8eyLBYtWsThw4d5/vnnmT59eqscm7YokOsFlWH4CabOrfILP8HUW30+H3fffTcrV65k1KhRjB07ltTUVJYsWcKJJ57Ixx9/XCvh9dZbb/H3v/+dfv36cemll1JWVsZXX32F0+nkvffeY9y4cTW213dpG2PaOY/HY6699lpz3XXXmUceecTEx8ebLVu2hDqsNmHSpElm0qRJoQ6jTXr//fdNfHy8efrpp43H46m13u12hyCqts3pdJqxY8eaYcOGmZycnFCHE5ays7PNGWecYSZNmmSKi4trrJs9e7aJj483jz/+eIiiC3+LFi0y8fHx5ic/+YkpLy+vWp6bm2smTZpkRowYYdLS0kIYYfhYtWqVSU9PN8YY8/bbb5v4+Hgzf/78Ord97LHHTHx8vPnPf/5Ttczn85nf/OY3Jj4+3nzyySetEnMkc7vdZsqUKWbEiBFm586dVcuLi4vN5ZdfboYNG2aSk5NDF2CE+uabb8yGDRtqLd+wYYMZPny4GTt2rHE6nVXLX3nlFRMfH2+ee+65GttXLn/llVdqLF+zZo2Jj483N910U439rF692px++unm5ptvrrF9QUGBGTNmjBk3bpzJzMysWp6VlWXGjx9vxowZYwoKCo7rNUeqQK8XVIbhJ5g6t8ovvARbb/3kk09MfHy8efjhh43P56u1/LHHHquxj+TkZDNs2DAzdepUU1RUVLU8ISHBjBo1ykyZMqXG+aHv0ran3d8qfeedd9izZw9//etfsdvtoQ5H2oGKigreeOMNBgwYwBNPPFHneedwqIdxsJYuXUpBQQEXXXQRPXv2DHU4YSkjIwOfz8fZZ59dqyn+RRddBEBeXl4IImsbKlsU3nfffXTo0KFqeffu3bnttttwuVx8+umnoQovrFxwwQX079+/0e1KSkpYuHAhAwYM4Kc//WnVcsuy+NWvfoXNZmPevHktGWq7sHbtWlJTU7niiisYNmxY1fJOnTrxwAMP4PF4dO62gKlTp9bZSnvMmDGMGzeOgoIC9u7dC/hbn8ybN4/Y2Fh+8Ytf1Nj+3nvvpWvXrnzyySeYah0yKt8bDz30UI3uvueffz4XXnghGzZsIDk5uWr5119/TVFREbfcckuNblu9e/fm1ltvpaioiK+//rp5XnyECeR6QWUYfoKpc6v8wk+w9dbK8vj1r3+NZVlVy6+99loGDx7MwoULKSkpqVr+6aef4vF4uP/+++ncuXPV8tNOO42rrrqK1NRU1q5dW7Vc36VtT7tOdiUkJPD6669z//33c9ppp4U6nDbJ5XKxYMEC3nrrLebMmcOePXtCHVLYW7VqFQUFBUyZMgWfz8fixYuZNWsWH374ISkpKaEOr8365JNPALj++utDHEn4Ovnkk4mKimLz5s01vuwBli1bBvjHO5O65ebmAnDSSSfVWle5rHqlSBq3detWXC4XF1xwQY2KKfgr//Hx8Wzbtg2n0xmiCCPD+vXrAbjwwgtrrRs/fnyNbaR1VF5gV/4+cOAA2dnZnH322bW6ScXExDBmzBiysrJq1BPWrVtHbGwsZ599dq39V5b1hg0bqpY1dB5UjhWk86C2QK8XVIbhJ5g6t8ov/ARTb3U6nWzbto1TTjmlzptt48ePx+VysW3btqpllce68nuwusryCLT89F0antpt8xGPx8Pjjz/O4MGDueeee0IdTpuVk5PD448/XmPZhAkTeO655+jevXuIogpvO3bsAMButzN9+vQad3xsNhu33347v/nNb0IVXpuUkZHBmjVr6NOnjwb3bEC3bt14+OGHee6555g2bRqTJ08mLi6OhIQE1qxZw4033qgxpxpQ+ZmWnp7O4MGDa6xLT08H/JVlCVzlRUN9g/iefPLJ7Nmzh7S0tFrjnkjgKs/Lk08+uda6rl270q1bN91saUWZmZmsXr2aXr16VY01E8h7oXK7QYMGUVZWRk5ODvHx8XW2VqncT/XPpIbOg+r7l6OCuV5QGYafYOrcKr/wE0y9NTU1FZ/PV2/5VS+PysTUgQMHiI2NrXPg+sryCLT89F0antptsuutt95i7969fPzxx0RFRYU6nDZpxowZjB07liFDhhAdHU1iYiKvv/46y5cv54EHHuDDDz+sdadejrYOmT17NsOGDWPevHkMHjyY3bt38+STT/K///u/DBgwgJtuuinEkbYdn376KT6fjxkzZqg7ciPuvPNOevfuzVNPPcWHH35Ytfyss85i+vTp+jxswIQJE/jyyy+ZNWsW5513HjExMQDk5+dXzf5ZVFQUyhDbnOLiYoAa3Qeqq+y2ULmdNE3lHfGGjvOhQ4daM6R2y+1289hjj+FyuXjkkUeqvrMqz/G6Znurvrxyu0C3r94aoqHzIDY2FrvdrvfaMYK5XlAZhp9g6twqv/AUaL21sfKIi4sDapdHfY0zgi2/ysfouzS8tMtujHv27OGtt97i5z//OcOHDw91OG3WzJkzGTt2LN27d6dTp06MGjWKt99+m3POOYctW7ZUNS+Vmir7+kdFRfHGG28wcuRI4uLiGDNmDK+++io2m43Zs2eHOMq2w+fz8emnn2JZFtdee22owwl7b775Jr/97W+59957WbZsGVu2bGHOnDl4vV5uvfVWFi9eHOoQw9YVV1zBuHHj2LhxI1deeSV/+tOfeOqpp7jiiiuqKkVKtopIfXw+H0888QQbNmzghhtu4Oqrrw51SNIAXS+0fapzt32qt8rxaJfJrt/85jcMGDCABx98MNShRBybzVY1tfzmzZtDHE14qrwoHjFiBH369Kmx7rTTTmPAgAGkpqaqhUiAVq1aRWZmJueddx4DBgwIdThhbc2aNbzyyivcfPPN3HfffZx44onExsZyzjnn8PbbbxMTE8MzzzwT6jDDlsPh4N133+XBBx/Esizmzp3LkiVLuPjii3n11VcB1H07SJV3R+u7k93YXVQJTGMt5EpKSnSMW5gxht///vd8/vnnTJ8+naeffrrG+srjf+y4NJWOfS8Eun31Vg4NnQdlZWV4vV6dB9UEe72gMgw/wdS5VX7hJ5h6a2PlUVpaCtQuj8bqH4GWX+VjVH7hpV12Y6wcRP3MM8+sc/2NN94IwBtvvMGUKVNaLa5I0a1bNwDKy8tDHEl4OvXUU4H6L94ql1dUVNClS5dWi6ut0sD0gatsbTlu3Lha67p3787pp5/Oli1byMvLU9KmHtHR0cycOZOZM2fWWL5u3TrAX6GWwNU1JkZ1KSkp2Gw2JbKPU+VYJSkpKbXO0cLCQvLz8znrrLNCEFn74PP5+N3vfsenn37KFVdcwbPPPovNVvN+cyDvherbVY4zk56ejtfrrdWqtHI/1cevGTRoEDt27CAlJaWqrlbf/iX46wWVYfgJps6t8gs/wdRbBw4ciM1mq7f86iuPLVu2kJOTU2vcrrrGcNN3advTLlt2XXfddXX+VJ7AkydP5rrrrgto2nSpbfv27QA6fvWo/MBOSkqqtc7tdpOamkpsbKySDQHIz8/n22+/5YQTTuCSSy4JdThhz+12AzWnaa6ucnn16bMlMF988QUA06ZNC3Ekbcvo0aOJjo5m9erVNaZzB8jOziYhIYFRo0ZVjY8mTXPuuecCsHLlylrrVq1aBcDYsWNbNab2onqia9q0aTz33HP1Dmbdu3dvNm/eTFlZWY11TqeTjRs30rt37xoXwmPHjqWsrKzOlvSVZV1Z9tX/rus8WLFiRdU+xS/Y6wWVYfgJps6t8gs/wdRbY2JiGDlyJMnJyWRkZNTadtWqVURHRzNq1KiqZZXlUfk9WF1leQRafvouDU/tMtn1l7/8pc6fykzsvffey1/+8heGDh0a4kjD1/79++vsZrdx40Zmz55NdHQ0U6dODUFk4W/gwIFceOGFpKSkMG/evBrrZs2aRVFREVOmTKmajlzq99lnn+F2u7nyyiuVoAlA5dTY//znP2s1wV6wYAEpKSkMHz683sE9pe7m8V9//TXz58/nzDPP1OdekDp16sS0adNIS0urMfCsMYaXXnoJn8+nVpvN4Pzzz2fAgAF8+eWX7N69u2p5SUkJb775Jg6Hg2uuuSaEEUam6omuH//4xzz//PP1jutnWRbXX389ZWVlvPHGGzXWvf322xQWFnL99dfXmPjnhhtuAODll1/G5XJVLV+zZg0rV67k3HPP5ZRTTqlaftlll9G5c2f+/e9/c/Dgwarl2dnZ/Otf/6JLly78+Mc/bpbXHgmCvV5QGYafYOrcKr/wE2y9tbI8XnzxxRo30ObPn09iYiLTpk2rUcedMWMGDoeDf/zjHzX2v2/fPj777DMGDhzIeeedV7Vc36Vtj2WOvZXajj3++OMsWLCAuXPnMnr06FCHE9Zee+013n33Xc4//3z69+9PdHQ0CQkJrFq1CpvNxtNPP60LlAakpqbyk5/8hNzcXC666CJOPfVUdu3axdq1a+nfvz9z586tcxpcqenKK68kISGBzz//nNNPPz3U4YQ9r9fL7bffzvr16+nevTuTJ0+mS5cu7N27t+qO1+zZsxkzZkyoQw1bl112GX379uXUU08lJiaG7du3s379egYMGMD777+vFq1HzJs3j02bNgGQkJDAzp07Ofvss6vuiE+ZMqVqmIDs7GxuuOEGDh06xCWXXMKgQYPYuHEjmzdv5sILL+Sdd96p1eVLgrd27VruuusuoqKiqiZVWLx4Menp6Tz00EPcf//9oQ4x4rz22mu8/vrrxMbGcuutt9Z5E2vKlClVyZKysjJuuukmdu/ezfjx4xk+fDh79uxh+fLlDB06lDlz5hAbG1vj8b///e+ZN28eQ4YMYeLEieTm5rJw4UJiYmL46KOPGDJkSI3tP/vsMx577DG6devG5ZdfjmVZLFq0iMOHD/Pcc89x1VVXtdwBiRANXS+oDMNPMHVulV94Cbbe6vV6ueeee1i5ciWjRo1i7NixpKWlsXjxYvr06cO8efNqXV/94x//4OWXX6Zfv35ceumllJWV8dVXX+F0Onn33XdrJLtA36VtjZJd1SjZFbj169czZ84cdu3axeHDh3G5XPTo0YNzzjmH22+/nZEjR4Y6xLB38OBBXn31VVasWEFBQQE9e/Zk8uTJ/OIXv6BHjx6hDi/sbd++neuvv56RI0fWulsn9XO5XLz//vssWrSIpKQk3G43PXr04Nxzz+Xee+8lPj4+1CGGtddee43FixeTkZGBx+PhpJNOYurUqdx1111qEVdN5fdpfWbOnFlj0Ofs7Gxefvllli1bRmFhIf369WP69Oncc889arXZjLZv386rr77K1q1bcbvdDBkyhNtuu43p06eHOrSI1Nj7AOCZZ56pmtgH/AMfv/7663zzzTccPnyYnj17cumllzJz5sw6xx3y+Xz85z//Ye7cuaSkpBAbG8u4ceN4+OGHa7QoqW758uXMmjWLnTt3AjB8+HDuvfdeJkyYcByvtv1o7HpBZRh+gqlzq/zCS7D1VpfLxaxZs/j888/JzMyka9euTJw4kYceeojevXvX+Ryff/4577//Pvv37ycqKorRo0fzy1/+st7rWX2Xth1KdomIiIiIiIiISMRQvwAREREREREREYkYSnaJiIiIiIiIiEjEULJLREREREREREQihpJdIiIiIiIiIiISMZTsEhERERERERGRiKFkl4iIiIiIiIiIRAwlu0REREREREREJGIo2SUiIiIiIiIiIhFDyS4REREREREREYkYSnaJiIiIiIiIiEjEULJLREREREREREQihpJdIiIiIiIiIiISMZTsEhERERERERGRiKFkl4iIiIiIiIiIRAwlu0REREREREREJGIo2SUiYW/dunWcfvrp/OxnPwt1KCIiIiJyHFSvE5HWoGSXiIiIiIiIiIhEDCW7REREREREREQkYijZJSIiIiIiIiIiEUPJLhERERERERERiRiOUAcgIpErIyODt99+m1WrVpGVlUVUVBTdu3fnjDPOYNq0aVx++eU1tl+yZAnvvfcee/bsISYmhtGjRzNz5swQRS8iIiIilVSvE5G2RMkuEWkR6enpXHfddeTn59OxY0dOOeUU7HY7Bw8eZOnSpaSnp9eoFL3zzju88MILAPTq1YvevXuzfv16brrpJu6///5QvQwRERGRdk/1OhFpa5TsEpEWMXv2bPLz87nmmmt48skniYuLq1qXmJjIxo0bq/7ftWsXf//737EsiyeffJKbbroJy7IoLS3l97//PW+++WYoXoKIiIiIoHqdiLQ9GrNLRFrEgQMHALj99ttrVIgABg8ezI033lj1/+zZs/F6vVx66aXcfPPNWJYFQFxcHM8++yxdunRptbhFREREpCbV60SkrVGyS0RaRN++fQH45ptvMMY0uO2qVasA+OlPf1prXUxMDNdee23zBygiIiIiAVG9TkTaGiW7RKRF3HzzzURFRfHmm29y8cUX89RTT/H555+TlZVVY7uioiJyc3MB/53ButS3XERERERanup1ItLWKNklIi1i6NCh/Pvf/+bCCy8kKyuLuXPn8uijjzJx4kTuvPNOEhMTASgrK6t6TPfu3evcV48ePVolZhERERGpTfU6EWlrNEC9iLSY0aNH895771FaWsrmzZtZt24dX375JStXruSOO+7gyy+/JDY2tmr7vLw8evXqVWs/lXcIRURERCQ0VK8TkbZELbtEpMXFxcUxYcIEHnnkERYtWsTAgQPJyspi+fLldOnSpeoOX1JSUp2Pr2+5iIiIiLQu1etEpC1QsktEWlXHjh2Jj48HIDs7G4ALLrgAgI8++qjW9i6Xi/nz57degCIiIiISENXrRCRcKdklIi3iD3/4AwsXLqS8vLzG8g0bNrBmzRoAhg0bBvinsbbZbCxatIgPP/ywapafsrIyfvvb31JYWNi6wYuIiIhIFdXrRKStsUxjc8eKiDTBVVddxZ49e3A4HJx88snExcWRm5tLRkYGANOnT+f555+v2v7tt9/mpZdeAqB379707t2b5ORk3G43999/P6+88gpjx47lgw8+CMnrEREREWmvVK8TkbZGA9SLSIv47W9/y7fffsumTZs4ePAgqamp9O7dmwsvvJCbb76ZSZMm1dj+3nvvZdCgQbz33nvs3bsXp9PJmDFjePDBB2vM7CMiIiIirUv1OhFpa9SyS0REREREREREIobG7BIRERERERERkYihZJeIiIiIiIiIiEQMJbtERERERERERCRiKNklIiIiIiIiIiIRQ8kuERERERERERGJGEp2iYiIiIiIiIhIxFCyS0REREREREREIoYj0A3z8/NbMo6w1LVrVwoLC0MdRsTS8W05OrYtS8e35ejYtqz2fHy7desW6hDCis/na7fnQiRoz+/lSKEybNtUfm2byq/tC6Rep5ZdDbDZdHhako5vy9GxbVk6vi1Hx7Zl6fhKJZ0LbZvKr+1TGbZtKr+2TeXXPqiURUREREREREQkYijZJSIiIiIiIiIiESPgMbvk+OXlGfbuA7cLbHY4bQj06W2FOiwREREREZGQsYoPgs+H6do/1KGISIRQsquFeTyGL7+Cz780JOyrvb53L8OPL4UZ11j07KHEl4iIiIiItCPGYM/YDIAnric4YkIckIhEAiW7WtCWrYYXXjKkpB5dNmgQdIqD8go4kAzZOfCvf8OHcw03Xm+44zaLmBglvUREREREpD0wR//0eQAlu0Tk+CnZ1UI++8Lw0t8NXh907QK33WoxZTJ07340kVVRYVi7DubOM/ywA/49B5atMDz1Oxh6hhJeIiIiIiIiIiLB0gD1LeCd93w8/6I/0XXJFJg7x+KG66waiS6ADh0sLppo8Y/Xbfz1TxY9ekBaGvzil4Yl35p69i4iIiIiIhKBjK6BRKR5qGVXM/v0/wzvf+D/+66fW9z2M7CsY1ppGYNVnInlLAZ3OUTF8qPxQzhrtI0//dWweg08/SdDZibc9jO18BIRERERERERCZSSXc1o1WrDy6/670bcfadVK1Fl5SURtetzHPu+wZZ/oMY6E92JDv3O4oWbL+eNky/jPx85eOc9g8djuPMONcATEREREZFIp5ZdItI8lOxqJlnZhj/9xeDzwRXT4NZbqq10lxG9+nWiNv8Ly3gBMDYHpsMJENURqzwPy1WC48AKHAdW8OuubzLmZ/fxqw+uZPb7Nux2w+23qoWXiIiIiIiIiEhjlOxqBj6f4a/PGkpKYehQeORXVlXXRVvGZjosehRbUSYAnlN+hGfodDynXgTRcUd24MV2eC/2pGVEb/4XtsJUJvEEn12/iNs++wvv/m8PevWCyy9TwktERERERCKUxuwSkWai/nHNYMH/wabNEBMDTz5h4XD4k1L2pGV0/OTn2Ioy8XXuS/nV/6DimrfxnHH50UQXgM2Or/cw3OfdT+ldS3Fe+CuMPYaBzhV8cdkMxvRYz3MvGNZv0Ie/iIiIiIiIiEhDlOw6TodzDW/N8iehHrjPYuAAf6LLsecrOnw+E8vrxHPKRMpu+wLvqRc1vsPoONxj76b8po/xdR9MJ3OYty64m4m9l/DU04b0dCW8REREREQkQqg1l4i0ACW7jtOsdw3lFTB8GFxzlX+ZPWkZMQsfxfJ5cJ9xBRXTX6vZkisAvl7xlN08D89pl+KwPLww5ldcdMJn/O4pQ3m5vhBEREREREREROqiZNdx2LPXsOhr/98P/sLCZrOw8pLpsPARLAzu4dfgvOxvYI9q2hNEdaTi8hdxD5+BzfLx57OfYKjrM55/0WB0B0REREREREREpBYlu5rIGMPrbxqMgalTYMRwCyqK6PjZA1iuErz9z8E55f+BdZyH2GbHOfVPuEbfDMD/G/0URdtW8/U3x/0SREREREREREQijpJdTbR5C2zdBtFRcO89FhhDh2+ewJZ/AF/nvlRc+QrYo5vnySwbrklP4D79chw2Dy+MeYgv3ttFappad4mIiIiIiIiIVKdkVxP981/+RNMVl0Of3haOPV/hSPwWY4uiYvprmNgezfuElg3npX/Fc9JYOkWV8sLoB3jlmRw8HiW8REREREREREQqKdnVBNu2G7ZsBYcDbr7Jwio9TMx3fwbAdd59+PoMb5kndkRTMf01XF1PpXfHbO7s+igffeRpmecSEREREREREWmDlOxqgvc/8LemuuzH/lZdMf/9E1ZFId5eQ3Gfe3fLPnmHLrivfhWP1ZGxvdbTYc2rHEhR6y4REREREWmLdC0jIs1Pya4gJSYZ1m8Auw1uucnCnvhfHPsWY2wOnJf+pekzLwbB9BiM+zJ/S7LbB7/LN699i9erLwkRERERERERESW7gvTJfH9SacIE6N/HTcyy5wBwn3MHvt5DWy0O7xnTKDzjZwDc0eMpvvw4p9WeW0REREREREQkXCnZFYTCQsM3S/x/X3+tRQ7qP4gAACAASURBVNS2j7AVpOCL7YFr3L2tHo996iPkx5xO95h8Bm3/PWlpvlaPQUREREREREQknCjZFYQvvgKXC+JPg5GnFRC95k0AXBf8EqLjWj8gRzTRNzyH20QzvtcK1r/1ET6fujOKiIiIiEgbYXT9In4VFQaj80GaiZJdAfJ4DJ/+n/+Nd/21FjHr3sJyFuLtGY9nxLUhi8v0iqfgnF8DcEPX51n5ZUrIYhEREREREREJ1uFcw4pVsGVrqCORSOEIdQBtxfoNkJ0NXbvAlHMPEfXvDwFw/egxsNlDGlvHibeQvuM7TmItfTc+RdFFs+nSJbQxiYiISN0mT55MRkZGnetuvPFG/vjHPwa0H5fLxaxZs/jiiy/IzMyka9euTJw4kYceeohevXo1Z8giIiItKi3N/zs3L7RxSORQsitAX3zlb9X14x9D3NZ3sbxuvCedi3fQ+BBHBlg2Ov/kaSpmX81ZJ2zgi/fmMenhn4Q6KhEREalH586due2222otHzFiRECP9/l83H///axcuZJRo0ZxySWXkJqayqeffsrq1av5+OOPlfASEZE2Q70Xpbkp2RWA3FzD6tX+v6+elE3U4nkAuM77RQijqsnecyAZp/8Pg/c/yyTXCyRuncjg0X1DHZaIiIjUoUuXLjz44INNfvyCBQtYuXIll19+OS+++CKWZQEwf/58nnjiCV544QX+9re/NVe4IiKt48hnmYjI8dKYXQFY9A14fXDmCBh88D1/q67+5+AdMDbUodXQ54pbOOAdTaeoUtyf/0mD1YuIiESoefP8N95+/etfVyW6AK699loGDx7MwoULKSkpCVV4IiJNE6nNeyoKsYoyQx2FSLuiZFcjjDF8eaQL43VTc4j64WMAXOf/IvzuPNjsRM34Ix6fgzGdvmPz3O9DHZGIiIjUweVysWDBAt566y3mzJnDnj17An6s0+lk27ZtnHLKKfTv37/W+vHjx+Nyudi2bVtzhtziSkoM69YbDudG6MWuiLRbjgMrsWdugfL8UIci0m6oG2MjduyE9Azo2BGmxL2P5XXh7Xc23gHnhTq0OnUdfBq7ut7GyOL3OD3pLxTnjaNz99hQhyUiIiLV5OTk8Pjjj9dYNmHCBJ577jm6d+/e4GNTU1Px+XwMGjSozvWVyw8cOMD48WEwtmiAtm2HsnL/TFyXXBzqaESk9VRLcIdbY4JmZjlLMB27hToMkXZBya5GLP3W/+E7dUIxsbuPtOoae3dYfxAPvPk+cl79ir4dM1jx/izOevihUIckIiIiR8yYMYOxY8cyZMgQoqOjSUxM5PXXX2f58uU88MADfPjhhzW6Jh6ruLgYgE6dOtW5Pi4uDqDRbozduoXXBVd0jBPrSJ+Dbt1iQhtMGxBu5SfBUxn6GY8Lc+RzyzrhBKwOXUIcUWCCKT9f5evr2hVL5V6nzp3dVDh9QOt8B+j9F/mU7GqAx2P49jv/3zefMR/rQCm+7oPxnvKj0AbWCEdsJ9LPeoJeO3/JOM//cmDHVfQbcUqowxIRERFg5syZNf4fNWoUb7/9NrfccgubNm1i2bJlXHTRRS0eR35+eHWnKS0xuD3+v/Pzy0IbTJjr1q1by5SfxwWO6Obfr9TSYmUYrowPfB6w13F+eV04SksB8BQUQIy3lYMLXrDlV/n6vIWFGKsdlXsQiosNRw5Ti38HtLv3XwQKJFmpMbsasHadm4IC6NHNzZDDHwDgOud2qm47hrFBU6ew0zWBaLsbzxd/jtzBHkVERCKAzWZjxowZAGzevLnBbTt37gzU33Kr9MjVQn0tv0TqYju8D8f+JVj5yaEORSKQPXkZjn1LwF0e6lBEpJ0I/6xNCH21yAXAL370DbaSQ/hie+AZemWIowqQZRFz9e9weqMZFrOaxK++DnVEIiIi0oDKu5Tl5Q1fDA4cOBCbzcaBAwfqXF+5vL4xvcJVGI8Q0S7YDicAYM/aFeJIJBJZLn9LHaskO8SRiEh7oWRXPZxOw9JvnYBhaqd/AuAefTM42s4YEieecTIbYu4G4KQdz+Ip0xTkIiIi4Wr79u0Adc6wWF1MTAwjR44kOTmZjIyMWutXrVpFdHQ0o0aNapE4W4oaoYuIiEhzUbKrHqvXQFkZXDx4M52Kd2McHXCP+kmowwrakFvvIqN8AD2is0n7zxuhDkdERKRd279/P0VFRbWWb9y4kdmzZxMdHc3UqVOrlmdnZ5OYmFg1KH2lG264AYAXX3wRUy1LNH/+fBITE5k2bZq6MYpI+FETThFpJRqgvh5LjszCePeoD8EDnjOugDY4TWynEzqwfvDv6Z95L0ML/01uyrXEnTwk1GGJiIi0S4sWLeLdd9/l/PPPp3///kRHR5OQkMCqVauw2Ww8/fTT9OvXr2r7l156iQULFvDMM89UjekFcPXVV7Nw4UK++uor0tPTGTt2LGlpaSxevJi+ffvyyCOPhOLliYgET606RaQFqGVXHYqLDWvWQs+YHE73LgHAPfqmEEfVdOdcP4H1RZNx2DyUzv+r+gmIiIiEyLhx45g0aRJJSUksWLCADz74gP379zNt2jQ++ugjrr/++oD2Y7fb+cc//sGDDz5IQUEB//znP9m4cSPXXHMNH3/8Mb169WrhV9L81OBDAmWMIb/A4PWqTtvmeF2hjkBE2gm17KrDshXgdsPd532CZTx4+52Nr/fQUIfVZHa7BVN/g3PVSk61r+HA6qX0HH9JqMMSERFpd8aOHcvYsWMD3v7ZZ5/l2WefrXNddHQ0M2fOZObMmc0VnkibkJgEyQegdy8YNTLU0Ugw7Dl78fRQLxMRaXlq2VWHpd8aHJaLK/vOBdp2q65Kwy4YyHeuOwDotOpvGE37KyIiImFEDc+PnzGG7T8YDqRE9sFMTfP/zs4JbRytxlmMPfE7rMLaE1KIiEjdlOw6Rm6uYfMWmNz3W2K9OfjieuI5LTJaQZ36s3s4VH4iPR0ZZC14L9ThiIiIiEgzys2FrGzYtz/UkUhzsmduxXKXYT+4NdShSBtjFaRhy9gMPm+oQxFpdUp2HWPZCvD54PZh/lZdnjNvAHt0iKNqHv0GxrLuhMcAGJD6Lt7c9BBHJCIiIuJXfcyu4mKDxxPZrZNagkfXs5HJqGClaeyHtmMrPohVmBrqUERanZJdx1i23DAw7gDDYjeAZcN95nWhDqlZnXfbpWwuGEuMzUnex8+HOhwRERGRWtauh/UbQh1F26NB/kWkLpbHHeoQguLz6WaHHD8lu6opKDBs3QozTv4EAOu0yZjOfUMcVfOK62Tj0Kgn8PjsnFK+mPJdq0MdkoiIiEgtpWWhjkBEWocSG1Jz3Mbvvge3W+eFHB8lu6pZuQos4+KaQZ8BYBtzS4gjahnjr45ncf5PADBf/xW8bSvTLyIiItKoZh7xXi0NROT4hepzpG19fvkMZGeHOgpp65Tsqub75YZJJ35HV0cevrheWPFTQh1Si7DbLU64aiZ5zm70JpGi/84JdUgiIiIizcaWsQl74n+bbVDm1FTDt99BXl54XzA22ouxohCrOKs1QhGpk9dryMg0arUjjdL9BTleSnYdUVxs2LjpaBdGz4gZWHZHiKNqOSPHnsA3nocA6LbtdShpL3M3i4iISKSzFR/C8lTgKag7sWOCbPW1d5//985dxxtZaDkOrMSesRGcxaEO5bg0c6M9aUXpGbBrN2zbHupIQiX0A+uVlbWNN5DxhToCaeuU7Dpi1RroHZ3O+b39Y1i5R0TWwPR1Ofv2GewqHE5HWwmF//dyqMMRERERaTapqYa16/xjslaXmGT473dQUhL8BV+4DwAfaHyWq7RlAxGpR1GR/3d+QT0bKJPZQvzHNWGfYdUaSErScW4RPi+2tPVY+SmhjkRQsqvKsmWGGQPnA+A5+QJM15NCHFHL6z/AwebeT/j/zv4Uk74txBGJiIiINI/CIxfVKak1lycl+7vH7Nvf+jFJ8wj3pKNI/UKUZDqSRKz8PExMDk0Ykc4qSMFWmoM9a0eoQxGU7AL8TTk3bvQwfeACANxn3hDiiFrPlNvO4uus6QBU/N9f1F5UREREpD4Rk2Rp26062l/jn4g58UQimuX1hDoEqUbJLmDNOhjXbTm9O+Tg69gd7+BJoQ6p1XTqZFF63q8pccfRy/UD7o0LQh2SiIiISLuRlGTYm9DusjcSlAg/P1ooe2kVZWCVRtC4xO4KKM8PdRRho7jYsG27obQ0wt8fLSjY8SvbGiW7gGXLDTMGHhmYfvjVYI8OcUSta8r0XnyS+wAAUSv+3uYHLRURERFpTKvX8X3eOmeHTEyG1LTWHjRaLYUkwrlKsWduxZ62vkkPLy01rFtvyMkJn2SAI/FbHCmroaIw1KGEhY2bIDsHNm0OdSRt0+49hmXLwekMn3O8ubX7ZJfTaUjcfJDxfVYA4D4z8gemP5bdbnHqDTeTXHwKncil4pvXQx2SiIiISLMrLz9aqW/tZJdj32IcCV/XO2RE68YTuRc3kUnJyaB5nMf18O07oKgYtobhrJFWeV6oQwgLniP3Dpyu0MbRVqVngNsDGRmhjqTltPtk17r18OM+C7BbPjwnjcV0OyXUIYXE2WNiWGh+C0C3ff/BytWorSIiIhJZjjeh1OSUg/EdTXK5y+veRPknkSpW6WHsqWuhqTOHHpnFwOk0LF9hSE0L7g3mbscJlN17DKmp+kCStq/dJ7uWL/dwdeUsjGdeH+JoQuviuy7ku0MXY7e8Rwar14eciIiISEsJ3Xgpaikk4c2etg6rLBd7RhP7qB15b2Vk+lv+7E1oxuDapMA+awoKDOkZsHdfC4dTB116SnNr18kut9vg2buKvrGHcEd1xXPaJaEOKaROOsli78mP4vRG06NwLWb34lCHJCIiItL2BXAVZ7Vq/klXldJGeCpCHUHEOnzY4PPV/Czw1B5WsMUZYyJ+oPRm53WHOoIa3G7DDzsMhw8HWY7uCqzCjHq79x+vdp3s2rgZpvXxD0zvG3EVOGJCHFHozbhjIB9n/hwAs/hv9Ta1FxEREQlImFXKw5Wu9USg2RKxrZs9bpO2bIOEY1pwtfZRM8aweg2sWdvKT9yWVRTh2LcYW1NbPbaAxCQ4lOU/p4JhP7Ac+8Gt2FpoCKV2nezatCybH/X5HgDPyPbdhbFSbKxF12l3c7DsRLr4DuL67p1QhyQiIiJthDGm5sxOZXn+SvnBIGvAYUrXz03jchmysmu3IhHx03kRKhmZIXpiY8D4cLmgrBxKy/yDpUvjbPnJ/t/FB0McyVHOJs4H4Spz4XIZrJKc5g3oiHab7PJ4DD1SF+CweSnschamx5BQhxQ2Jk3pyPzSxwDo8sM7GqxeREREanE6DctWGPbtP3qhunMXLF8J2dn+ZfYjdQhbYXpIYpSWczjXsHqNoaio8UTFpi2w/QdITGyFwFrY5i2GDRuVnBGpwevGlrEJK9AEzIHVHPzv1+RktZ+WvxmZhu0/RGbSvyktkz0eQ8K+lh1Pr90mu7Zu9XFZH//A9I5xatVVnWVZ/OiuS1meNRGH5cH96VMt1o9WRERE2qakZHC54EDK0WUHD/l/Jx8ISUhBUbfB47Nlq781xpatjW9bUuL/fSirZWNqaR6PITcPCgqhoqL9nkCpaaYqod3i2nBzyqIi/6yGDY5H5XVBeX7LB9PCH3i23H3Yig8FPKFAXlo+Bfk+DuxsmRY94WjXbsjKhszjbU0XIV9eFdWG4zMt1Lqz3Sa7Upat5aS4dMpNZ8wZPw51OGHn1ME2tg94klJPLCcUb8HaPDfUIYmIiEgbExlV8qPa8HV3i/G0Rtcj48PKTwFXaSs8mRzKMpSU1P3uLS427E2AbT8c//N4PIaVqwx7EyLtk8Jv3Qb/rIaVNwGqKysz7Npt8OxehiNlNVZxHRu1JZ7g+rEd7bJ49EO1vXy8BtJd0+czlJW1nfeFuwkN9Kp/n7ZU/q5dJrs8HsOgw/7kTW7/KyGqY4gjCk/X39GP2Sn/A4Bj+UtYxW38dpyIiIi0LmWHjmg7Fy2VCgsNh3ObMW7jxfI1rcuSlZeMPWsHjqTvayy3e0uhLK8Zgmt7srMNKSnNf17l5hp+2AFr1tW93uVqvuc6dAjKK1px3CivG1vmVqyS7FZ6Qr/Klo3Vbdvuf91J+/xJooC7/0m7sG4DrFoD+QV1vMfD7HvVGENBYfCPq/EylOxqPjvX5TC+x38B6HLRDSGOJnzFxVn0u/omtueNJMaU4P3qz6EOSURERFqTzwteF06nISdH08O3J+s3+rsolpfXLHMrL7lJyYKTCr7mxPzFTZqd0yqvO6HVt+h7HKlrwFkc9D7r5XVhy0mo0YrMGH9iqbAJF3TH8nj8XQC93uN7L237ARL2Q0FdF8NNUFZmSD5gyC9olt0FpL7IW2pMI9vhBGxFGdjTN9S7TVmZobi48ec3vsCHeKkrNVFy5PTyegPeTVDsqeuwZWwK+nFhlkdptyoTpAfryoE28/fw8e4tiLdCAzG0zInXLpNd5Wvm47B5STFnYTvx9FCHE9YumWJngfdp3D4HXTKXYt+3JNQhiYiISCuxJ36LY98S1q5ysXV7U8YaCd8rJ+XtAlNRrXeSVZaLPXtXvckCKz/ZX1d01tGU5YjKmcSKigzbtgfYVaeRwrIqihrfR4BsWTux5e7DkbysatnBQ/7E0uYAxidrzI6d/kTVjp2B9/+0XPUfz+ZqabVuPexPDP14e4eyDN9+B/n5Qb5BKwqxZW4Bd1mNxR4PR88fd3mju1m1Btaub+S4el2YnV9gS1tf93pXKfak74l1ttDEHI0dGmcJVtlhbMfRNbJTRTK2rJ1Nfnygqic52vpHcmmpISsrAm4KGYMte3dEtDZsd8kuj8vDCNc8AMqG3hjiaMKfZVn89Jen858DP/cvWPSn5r17JiIiIqF1TMX84EF/Cw8A60grHJvLP4Dy4dwg9x1pzQSa+nLa+sVPJXdFg6vtWbuwvC7sWTvq36jC3zxq3QbIzqk5wP3eBH8CrLl4vYa0dBPUYPJWZbdIY6omaCqtb6iw8nxsOXuDmsgp57D/d3pG60z+5HQa0tMNHk/9xyAp2eAJsIVRi7ylq70/9uzx/52eccw2Pk+Dx9lxYCW2okwcid/BkeSn12twVh9KqpHgqx+jhs4Yq/gQGB+20roHV7cf2oHlKqV72bYGn6/lHP976ITyXdjyD0B5Kzb1a+NWr4WkA5B3ZL4BqywXK/9Ayz9xRSH2tPVVn60AbrfhQIrB6Qz+XLBKDmHLSwp4soGm0phdLSD1u5Wc2OEghe6u9J18aajDaRP69bXwXXg/KSUn09GTg1nyfKhDEhERkWZgy9mDY+/CGjeyduzyt/Cob4DqupSVNW+SIhIVFJparVWsnAQ6V+yvc/vSUsPmLabJ3dRqtC7wuLCnrG7Sfpqm/pitY65qyqo1tklN8yfAigLoRhaI/YmwZy+srWf8qcbY938L1J8jcaSsxpa7HysvqcH9pKYZ1qxr2oXn8Vq/AXbvhf11n2YAJDYcfoupldCqj8+Lfe/XWHsWB7S548AKIPhWbxUN53KPaiy5aY7JHDZ3grAV7yFYx76WZlBWZsgL06H2rNIc8Liw8g/4E9lNUHakcaE9dS32rJ1YZcHeJQqCz4M9dQ1WaQ721DVVi3fugn37YUOAPVnLygwu15HPpyAnGwg0UXVsizclu1pA9I6PANjpuBpHhw4hjqbtmHFdDLNz/x8AnRPmYU9eHtqARERE5LjZchP9v+uo1AcyY1Slbdv9SQqpmzGGtDT/xX1VwsNdge3wPrqW190yaOs2yM0L/GKlIbbDe7HK849/R80hgKuaIBpKNSj3yDVmMOdydZbXny1prDWTLT+lwfV7E/xj8CQlNy2O41HZDbWyRVlT+XyGH3aYpg0mX0+Z1zVwe51cJSQfgF07PU1KGHapSAj6MQ2xtUZrHQBXqT+R6jsm4RQu9xWqlautKPATY9fulgjm+FmFGdjT1mNP/h571k5sufubp0dTPbPIBjI2XWMfl46Eb7COnB9WtfPk8JH3e3njPXdxOv3dd5etaHzbptq127Bylf/77+DBaom1Ftaukl3e/AxOw1+KjnEamD4YDofFFQ+MY07SLQDYvvwdhEulSURERFqV231M65yyejYUoOYFi3V4/5EuctUvYGtX/ANuZRKIYweF91T4WzAEoDkbkfiPw/Ff4LX2xX5dx6B6AszyBFZYAQ9GHkQzh5bsKVx9JrhDWUd/QqGyK2lWEHMjVB6bLhX7sYyb5jqbrXqSF83NkfQ99uzd2A4H28KoBU8Kr8ufvCnPx7F3IVZeMniCa0JXo8VdjeY9DT8uP9+wN+H4J3eo5PHUbG1plfhPbqv656WviZnyBliWv+Xut9/5k0DNuu8mtCIrboURijIy/Yn35Sv9rcc3tWwPySrtKtmVt3Q+dsvH5oKxxJ93SqjDaXPOON0iY+jDJBYNJsZ9GPuiP0TOGBQiIiISkKQkw/fLa3ZBaqHJ04Jiy0nAvn9pg+NKHW9ioOkPP3qA7EXpWEWB9t8KjreBFlEer6GoyODzGexZu7CnrfePPRRJjMEqSK3RGsMybhze4K7mMjMNuXmBjd9UqTx5J2vW+mdarDu2o5kuy+fC4al7akerOAtHwtdhMTh0WbWcjif4STSDEMQHSI3uuc4Gk7Y13u9hfs1iK8qst8ytsmZoYBBAc8m8PMOmLUf/z80zlB0zG6tj3xIcSUdmQQXs2buarylmIzZu9nd1Tmm4IWXAvlvmT74cTXjVcY404byp9T1Rxz4OHHkNTWop2QB76trm3WELKSmteVjUjfF4ed30SP0EgMQTbsThiLABU1vJHXd25JWMv+H2Oeh4YAmO3Z+FOiQRERFpRYkh6IoVCFvuPiyPE1vuvlCH0ijLFUBTuCZUVXc2MHlacjKkpNbszhZo667m1fgLa+p1j1WYjv3QDziqDbdxYtFyTixaHnCLh5ISQ25e8DOPZv6QTEmpf6bFYzm8xZxU8DWdCvwDlvcr+pae+d/X2UvCnrERjK/FB4euZBUfJMYdWB9Hh7cUm68p0z+2zJWsPel7f9K2sGWSx82lsSS70+lvrdRYmXs81Wb6CzLBZCtIbXSb6oku8L8H1tc98eox2Qn/34WFhoOHGp+NsL7jUXOXvtpjnx2RmAyJSc13TlW1bGrBhGi9SXBpUe0m2WXt+44uVg65zh6cOPHiUIfTZnXoYHHTQ8N4a+9MAOyL/xz2XzAiIiLSjgTY7SSm4iC27F1h3+IjGL4G7pRXdossaKXJ1Ww5e7Flbml8wwAEmvezKmq+OMsCu8//wgNtxVZ9VkJjDBmZpv7ZGKvxNZB76FLhHxuvQ3m6P5bKREVxiAe6c5Viz9hMr5LGR/C3POWcWPQ9/QqXtHhYdm9DB7xat7Mj73WrNMC+jWE6O2zCPti9p+FtSkoMu/dAUhLYCtNx7F3ULK3/LMuf9Lbym34XIzPTUF5uSE3zjxUVTFfT+vQt+i9d0hfXm9Q7nvHvbDl78SUsPdK1tXH2lNXH+Vlm6kyCN7fiYkNKanNMhFH/+6SsrPm+L2u07Gq2vdbUbpJdFavnAvB11gxGjo4OcTRt24jhFu5zf87WvNFE+Uqxf/l47YETRUREpM1pzopsS9uz15Cwr3a8gQ6U3LVwM7a8ZKySpnfls0oPY+U2MM1dgw8+ekFhBVDVz8gw5OS0nfKx5e73l0VZE6Zdq/YyDx407NxV8wKu/m6zx5/MqL6HggL/YNrNcfFel8ZmpCssNLVmpvR4mvEcCGLWNburdpa0sRY8TRHtLaRv0ffNvt/m5vUaXNXHLvS4sArSmjzGU0OH0lOcT9Y+f2KrrBzK8/1dYO0Zm/H5DPkFjbemaog9bT32rF1Eu5sy3pNhz17D/sSjy4qKgtnD0XdcabUGr3af05/octY/i0HXsl10KfePZ1ZYGPgxsOXuh4piOjkbb+1mVRRilecHNQB/bTXj8nkhswV6KR9I8R/7PXvB7i2je+lWorw1CyMvz5/ArztMgy1zC7Y6Ep8+nyE1zbBqjf+795iH1csqzWlwaIFKxUU1xwhsLo5m32MYsgpS6VGwGp+xOHzyddjt4ZnVb0tuv93B73/5LM93mUFc1kYqNs3Gc+5doQ5LREQkrGVlZbFo0SKWL19OUlIShw8fpmvXrpx99tncddddjBo1KqD9rFu3jltvvbXe9XPnzmX06NFBxxfIzE3BaZk6l9NpSPM3kuHUU0yThqeoqlYHcMFv87noUboRm6M/Vq4HqywP30ljsKf5W8R4o+MwnfsG8GTV9lltBswO7izsBS7odGqdDy8rM+w60vLjkhbuoOB0GlKS677osFyBTp9X7THHOZ7Pjl3Qs8J/cXjKoOPaVdDK6nk/2H3lODKOaapR7ZA5nYbsHOh7IkfOzbqPZ0MD1nu9hvUb/X9f2tdgs1mUlBhWLIMBJ1Vr3RTgqV/h9E8sERV1/O9Ju7cUrz0u8AcEkYjp6GosC2COdP8M7fXcDzs8VFTAKacZOnSwsGdswCovwFd2nNNeHsPjNezZC3C0i2NiEpw5wv/3zl3+SQMGDYTTTqt/P4cOGXY1kix3mAqO7aRqN05wl0NUxzof45/ts+Z+U1IhvoFYAi26hqK1+Sro7PQnZYo6DGH9RjunDIIhgwPbd93PUNczNn8CJvlA4NtmHoT406q9bwP4vnI6oUfpJqK8RcS6MoArqtZVdlXt3Ln26+rgySYvKYOePWsWUG6uYfPWo/+npcMZpzceu1Wc5e+WDcC0BrdNSYOcArh4kv+zrtKhLINlQZ/eTXu/t49k18Y5AKzJuYBxPxsQ4mgiQ3S0xd2PDOSlPz/OkyOfInrlK/hOOhdf38Aq6SIiIu3RBx98wDvvvMPAgQO54IIL6NGjBykpKSxdupSlS5fy4v9n773D5DjuO+9Pdffkmd2dzQkbsFhgEZnBnIOi+O0+mQAAIABJREFUJYezTq+kO/t14DmIZ1mydT5nWZatsyyffJIs2ZbtO/nV+e5syaaPigxiACNIAiRyDpvj7OTc9f7RE3fCBgBcAKzP8/DhokNVdXVVT9e3f+Hzn+fd767/UljK7t272b17d8X2zs7OZc89fkJinJAMbSxZe5hZWiKvk7C1AQMrbkc1wmGJMyGpvkRaGYmEtZAsRYTG0ecnEfIapLgYr7KVljNLxTNf4iSOTABXJIA+a+2TpS5E6VWqhIlFtOgseRmoJbof2xzQ4geXHygXMZJrCZO0Rk6chNGm6vu0Eiu21vBLBF1bydoaKw+UVoD3+Xnoalm92FVNG6nnJlhKMikZGwdvW3khqTTEwxKfr/qiyTStRdZy4pEzNUVr9DW0KFBDOHr5FeueRSKwdWRl7V5KQQiTZqE/pqahyTzA6OiONbnkPf0sPHCfRKz03LLDiv3ZFXqaMf97Vl3/xUCYGYxzL1x4QdkUIEC3ren0/D1ZDEKnE0TcsnzTQhPI3BzOcyHek8lljGLy2THPnofhoQxo1Z+Js3OQ9FfdVaCarNMS3YdxSpAZfmj1fSUlIjaPdDXVbJcsGWS2zCItsf0sOq1JMzUFtZpcKqILJBI4e3a1YlehgNqUPIz08y+S3XDL8jd06e4lHbvahC4nTsK2raBNvoEWHENq+rLn2JZJypGo8pMlZIbJKWhtLd9++MhqWltS3hLhtyF+HHdqjBnf7Ziao+o5pglazvdwbl5y4KD19333yDUZLF39Ylcqiu3gNwF4PPQRPrFtndtzFTG8SdB830/w+Jt7eLD7B9ge/VWSP/UtcNV4Q1IoFAqF4m3Orl27+MY3vsGNN95Ytv3VV1/lp3/6p/nUpz7FAw88gN2+spALu3fv5pFHHllTW86dh94kBBahOadXGOHzuNIzuNIzrFXsEjKDZ+EN3tjTiSsNN2/O7ZAmiNVF0Dh0GG64vnybPrGfbFriTTQQdtUzH1g9J05Kzp6Da3dJ2tqKL9ZatdguJSEcRHwRIjOknW0rsjITyeoLEZGOIW1uMKovBC46VVQlKcGeWSBlNNc91ZmZxx55iSn/O6ruzwd43/sasAY94fRpWebWVA99cj9M7kd62jg/asUnO74fGp3F2E+v74OgG267ReJwgK5TEH2SSclze6CtTbJpSdmamcLUivOxNfrasu3Ji5Nzyxj5rGTN2xYpz67mTZ4nYWsnYetYwdlUzDspVyG+LNPAsrJqFDw3L7HrkvqjqUilS6+gVD1YW4D8SowTVuyxzMjKRDtt+hDS7kb6Byv2iUhtP1d7ZgGSzktuiGZkIxjHn8X0dmC2b615nJAZHOk564OGWF40AcsqzNMRw+WvImwDTfFKNeToMUm/+yS+6HGky0+2/7Zl62mNvoZuJsrmWDxu8tprkr6+pRdSlmpzJZdhUcctUppWzCuPB1pbKm+YiC1AImhZudV5Rlc+Vi/MOiweB232KFowF/NvReGDaluUQnn35dub35TJSLJZcDgq+8CbOJ2Lg7i94vzlaEhYyWOa4ocJuLYDtd9zMhnJiZdO4xEaUccApmk9s1fLVR+zy3bon7GZEc5GBmjZfefKv2QoVsRHPiz4VuYPOB/pwxabxP7d//yWpZ9VKBQKheJK46GHHqoQugBuvPFGbr75ZhYXFzl27FiVMy8hJS+qYo3xZkrxJs6gR6Zoie4v224c+y5iYXVRheN1rBp0mcIXP2FlX7yQ2EElp+bTwR9bmtAx9/5Y6y1SC08SO/IKzz0V5eSpC4idM7Ef4+QT1oKqhPELyQW0hr5pD7+4TJBwC02ufrxkzcoAyieqxF47daZotVIPKWVOpJSI6CyZXJNsmUXaFp6uOH5yCn74DOzbD6NjkoOHJOPj1jCYWRIvPhSE1hUEb4cVLmdXsQzJ3zZHpjJjo2aWiK+1ykxG0E8/Te/id/ElamQoXc26qMqh+dhM2vQh9BM/qIjNE4tJ9u2HV15dJjtfyd+OzJJAZtJkMViZ+W/Z5i6ZQwK54oycFcQX0QJn0acPV92tj9VKWWjNpdShH3I65xq8kjaEQpKpqdXNW2/SenhpkfqTpjm6n9boa7REVx5wfXYOTrx4vGr2UABXurLO0TE4+WpOnIkHiESK8eci4erXJqpkXzx12vodOHa8fhu9iTN4E6fqHiPCkxhnnqm5f37BGtOTdTxp9ck3ME4+YSW8kLKqW+HiIqu+f8uRnjjJgYPykmR1XBq+4MhRK2lCtUD3TfEjlvtoYlWB2cpwpyboWSbRRSqWpCl+BH/sUM2snCvh6ha7pIn26tcB+J+nP8JDD13dl7se6Lrgk7/VwB8c/TOSWTv2s09j2/u19W6WQqFQKBRXHIZhlP1/JZw9e5avf/3r/NVf/RWPPfYYC8tFvF4lS4Nhr2RtrMvalhf6zOGc+9CFo8k0jYnjiJnj6CfqvzibJX4jmplEMxMlGtDaFg9LrbMmJkE3Y5w5CwcOSkKhYrmrDR6tLY6WCQCB6mvM+sQCGMe+i3766WUXC6ZpLaKi0WI72yMvrqFSC1GyKG6J7sORLpo4vXHEybN7yo8/uyRO9Gq6K5Gw/gsvMZbrCD+fiydUTn4hO79gBXKenIK5Ev2h1LIokwV7du2LuuUw4rOIsX2QXVlWuFWVffZZRMoSLBvjRaVAhCcJHdzLzNQK5uEyxjP5mGZa4CzCzKAFTpftT9QSq1dxg0U2RbZMU13Zufr0obJ/N8UPI1YRkL+sDav9CFDlQZnP6FkIdC4lzioiEcDLe+HAIcrmYzVqJSvIZq3siNXIC1Ou9DTu5Fjd8kuxxaaruo/WsnHQzXhBvJJS8uLLlnvvahMs+Of3FLImulPjuRhU5Qhp0hQ/TGP8KGRqj2stUD0gvRafg2QYM1ts28KCJaKnU+UXmI9bqM2dQJu0Pk7kLfvsmQCutJXwZHbOEtOBi5Lx93hOr15rsgwRnUM//yJGFffGTI2fh0jdpKjVT3KlJojPXnhGD1HyIWUlCVxqcVWrP/rpZ7CFRwmlGjjtex893cqq61LQ1ib4t/9xG//lwG8CYN/zBfQzz65zqxQKhUKhuHKYmJjghRdeoK2tjc2bNy9/Qo7HHnuMz3zmM3z+85/nE5/4BPfeey9f+9rF+eg0Pm594T1wsI4rhMzgSo2XpXCXy5iv5GPbVMOWDWHPLOBIz5a97Nbj6DGYnqi9wIlE4MkfwtGjErIpuoNP0B18sm6ZNQOH5y7NNCVa4GzN86emrQVrNUwTRGa57FQXuDiSWYzzL4A0EelYzT4X8QXIphifsBZRp0sM73RzZcKAKWFsrHZ7NZmmrcQ6KiqXCRy0SlYayyuPMzmJZ0kWtnqB4i8l02cDHH91HDFXabZSel0rEZmjUcnBN5PEZ3IWJzUW2GLsdcaPTnN27wmyywgP8biV6KuWm97K1/DlB/Ysfm91mf9KxcAVVJpOS2bnZMHKDyxrEut0yYGDkvPnL46FjJaqHxupFp7UKK2RV+seEw6Xz8lSzo9KjuSSVtgzAbzJs4V9b7xhZUcMBOpfY1P8UN39y5HNyqrii5GN0BV8KufuVn7LUikoHQ+u9BQN8WM0xGubbnmSYwiZpjm6n+bofnyJkzTGixbQguJkOXJkdcKkno3imnwZ48yzZfNsfMISa8/VSdiYFy7zsQzbwy+UxcpaLDx269+HS5GFsIxkBH30ZURsoeAiWvFMkVm8iZVbXuuzxwqu/Pn7q2djtET3ET/yCtUrWVJlncte+h4hhDV3VyuWXtUxu2yv/w8AvnX+J7jv3d51bs3Vza23CPbt/0n+8fBhfnLg/2B/7NdJfOR/I/0D6900hUKhUCgua9LpNJ/85CdJpVL82q/9GvoKAlM0NzfzyU9+knvuuYfu7m5CoRAvv/wyf/qnf8rnPvc5vF4vH/zgB+uW4fF4cMQcuNw6Pp8Pze/H9PlwOKxYJFNhD525v90uN7rDg8+nEYmaCDONJ34SR3oaWyaIaZ5mpuWdALikEwfWedLhxOMpz9ommpoQPj+nz2SJxSQ7tluvo63aMVzJNwrHJUUnSc8t+P3FuB6Liyazcw7aWjWcTgcOYdUTCsPQUHlgKIcjjcvtJql58HhgYRGGWkOF63M6BR6PgfD5EH5/rk+KAo/fn7uGRIhmZsDhwOkUhMOCySmTTUM6Pl/xu7HTmcHtdGPYPRVlZBLxQr3BoKC11bpm05Q4HNbizO3Wcbly5Xm9OJweqxelxOXS0A1ZVqbfXyka5dsvzCQej6eY1cpwkKseu9267gIzrzOhP1hoX3l5HnwNNvx+q12mx0MqJbHZKLTb4/Fwfgx27nRgltxrh6PSWslmE7icbnBWZvJbDBp4PFaZjU02PJ7i+c6ME6fNicdjoPn9het0xByMT1C4tkxGR9ezVWO7ZFwuMh4PXYuHSWUls86+QkZBrzcf4ho8Xg9Lu6J0DDtijtw2o5AhzZQSmy1TMdZdToHfb8eVG6sul8CjeQpl5PvcTBo05+5nvg8npzKFOerxGGiawOnIYJoSt9uFyPXh8RPQ32fntddTNEy9wOx4jF0PGshcOfn7kG+by+nB4chgOjV8vkZsHg8OR5qe7CEWG8qTXSxMBklHTtLSrBHy3UCipGM8Hg9S6vj9RqHNwtdAxGgkGpP4mzSypsTjSVvPiyXt6c4eYbbJivemZyVutxshRNm48XisOe1PTxDM1d3o8+FJlveztEHKcONwCAKLJmfPWovwaFTgcMiy8sbHszgcJomk9W+hxZGBc2BzYUvb8XgqI5w3NmWRC1admt+fu940DoeD1sVX8TQtGc8eH4hkxRzIX4/m99NkHKyYcx6PrWx8h2YdFWMxTyJhjXuPx0Pn7BPgcDAzI7DZBemMmyaHg3hc0NtrFPrd67IVxh6AFAZej6dwb9wuN1puXJUet7T94bCJyyWYnjZxOCrV5maj+Jz1eGyYUhbqaGqy4/EkcMRzc4DpghYkHQZCltviuFwCl+EEp6twTrt51vrwkP99cntwJKy/Z0Ie/P4my5o2FUU4ihqAuegDES8p24VhWGPP49HwCHfFPXE4PRXz2jrZC0ZOJTcEU4mGqs9Qt9tAa2ioXkaOM2cEG+8rj19V+lvk9WrYyuae1adaiZiUyRR/S6TXi8PpKJjdNc7th/w9tln3orHRRrMxii96iKS9A3t6DpuRKItFpmsafr8fjydV+P0pPP+Io6VnEJ3bSCYlHk8KWzqFI+nA5dLweptIzHkL151/lpXS1OBlOnddwubC4/Hg99sxDIEdO1P5MeR24vH4+OEz1kete++243avzIjpqhW7tKmDGKMvkzF1Hp34EH9533q36Orn4Z8TPPLIf2bT/Amua9mH419+mcSH/hc4fOvdNIVCoVAoLktM0+Q3f/M32bt3Lx/4wAf40R/90RWdNzw8zHBJnnmXy8X73vc+RkZG+PEf/3G++MUv8oEPfABNq23EH41GSSaTxGMQDocwAwEi4TDJpPWS7Zn8Psms9XcsHiORiRIOW+44/ugb2FJjmIB1RBIWDhN19GPEExi5MuIyQTRa7guRnR1HZuy8+pr18tygLdAUeg37bIpkqYVN8hwxz2YCgeIL8uNPSnoDCQIBSMgEWqq4IIhGU5imJBQGr8dKvx6PxYhnivW/sjdMc65tQliL4WwoxOT8AppWdDUCCASs6OjyyA9I5iKO6zrkPUUPHQa3C/oHwNAFiYQkZsZIpqMImUEKg7OHz+HPnMHUnIV+nUtBR4dl4WCzWe0EiMXANK0X+LQIEo1GsWcWaQ8/j80Gi667yOg+AoEYfr+fQIlvYywmOXIwiVyYJWbvQsgs0Wi0IHZJPV2oX0rruktGAhE9RDZZackVjUY5fBh27rCOj09FOHsOvN5iu/P3d2Ehii33t2lKqhRHNgtxM0a0Sjyw115J0RF+lpitm+DitrJ74UokSGQTRKOCTCBQcO9KLqkkb+lSjThxoiJKIpkgnYZkeI6kYQVvFxTv/XQqWlFu6RjO7ztyNElXJ7jdgiNHLSuiirGegUBAEE8kEKkkiQREpVW+w+EolLVvX4jr+6z7aeTKiEQk0ax1bDSaRNMEiaTVrzE9TqykD/ftj7IQAHcsQAYIjx9DxKO59sqya4h6oiSTkJBxFheDuKNRkkmJSJ4lqheDTgN0Lz7FuYU0TocgIoNl/RKNRjlyFHrbYoU2x+f28/RCT+GYDT1WvwqZLtSfb09WK7bJyMaYmYkyNg7pEn1obi6JyyUIhYv9HgoFacoUx1k4DIvBCKEQ2O15y6H8vSq7HKLRFPMLsmTspsgceBIjl+UtHpfEIi0gJW2RV4jZe4g4B5mbC+DMtTU2vUB8NAJY9y8WA/uSrJxSOhCxaEXMo2jUalwmECARjyPS5Q2MRJJk64zvauSf41B0cYs1xEgmk+h6ca4nk5Js8GxZmabIEIlGC/chFo8Rz+bvU7XnQYrFRcnoGBhG+XOglIQIYc+3aTrJ6BhEfVa5i4tRotFs1fIlosJlLZGARCpGNBur2R+xWLEPYrEogYBEm9hXsLzKdu5CNm1AD0cQ+TFnuInH46R0OzFXDF0XxGLOijqysQhRR+XzSmZ0YgsR7Haw2aKcmAtiq9K+8fEkje5gxbOhlHTaslD2eSmIOKUurA47uEvKHh1NMj4BfRugsVEwOiZLrMhgfCJCbzJZELui4eKkSCUk0WiUF16E9tlnyQJGbL7kt7zI6Bh4AwHmF4ptyffPufNJWrQxTEcXyaQkGgV7JoY3mSQeh29/N4BrMcy2tghNTaJsnOZJvP6/C+MnmbXeFQKBKIYhmJ8sHu+aeZbvff+2grvl0WNRBgdE1Q8+S7lq3Rjtr/wVAN8dfw87bu9esfqnWDuGIfjd33XwqWP/lel4B0bgNM7/+7FLEodAoVAoFIorHSklv/3bv82//uu/8r73vY9PfepTF1zm5s2bueaaa5ibm+PcuXM1j5udrfwan05LDpeIBfZssOKY4r5Kt7hSN5pSlsar0qcPI8LFCMC2sRcRZvV3hY6FxxE5F5FSrHfgSneGmRkYHYUzK/DGSCQsF83RMcmBQ3Bof8TKnAZoZgIRHAdpcv50bRfJWLwy4543cYaexe/jTo4x8fzLaNFZtGC5L8zZc5ZFzmKNLs4n2/LHipZupa6A2awV5D2/mD639xju80/QHHujIjOaaUoSiWpZF63zTVPWzHDXG/h2Iei4lJL5nOdZpHZCMwIByaHqcbzr4k2eQTeT+JJnqtxZCbJ6wOS10hZ5ma7QU0D5gn1mmQyKeWIxK3g2UHSXW2MgZVs2zDPPSp56uhhrqZoHUK3VzPwSj8BAbU9h0nVCddkyxRONbLg8C2mNyrXgaOHvSJSyIE6j+fBKVf2Vygs8c7Zc6AIr7tHsnOR8WWgpWbb//GgxUH5qleEA5xckR45YdRSLlzQkT2HPBmmKH0Yzk7zwIgSDksWg5JnniplGwbrcaFSuKi5fLbe1ixDaqS5Lk4ZALmeflGSzksZaiQxKyPd1po63YENJoPgzZ8uP1eeO0RmqFe6mSgZEQZmbfFWWdNzLr0hmTxZje+lTb1accuxY5QXUig2VTlduD4clp89YIlU90jX6Sc/G6Ag9gzs5SioFbx6A51+0np8vv1J/IIznxt/53NRbXDLfNTNVNg+z2cryUitcntdyGwyW/HbNzlbuz8/F0TFYCEjcydGKY+qN99E3ivH/HJlAzbhiy3FVil1i/hTGSStQ6d+d+Fl+5L1K6Hqr6OoS/OpvtvOre79MLOPCOP8Cjqc+femf3gqFQqFQXEHkLbq++c1v8t73vpfPfvazda2wVkP+a2eiZnRomJysfHMcrXwXLcOVGqch8GrNhYctG8GenrcyNZVQrRmTh1YZG6QKQi61AJDM5oSKpYHJHek5NLN6f4yNWfGNOkPPFLIQdoT3oE/uR5s7WQjCXYt8M1IpcKcnaYpbSk9ziVC19Pi8WFQqUkSiRWEwO18ZODofQ8s0Jc88m+bZPfDsHsjGIzhCRUEwHyA5f+yhw3DyWMmX/ZQl8h08ZAlu586Db7Yy8HQe49STTE5KnnoawnVErnw/jNXJHFlrgWyNqdrvirqZJBa32js5efHeKXUziSs1jhavslpbiszSFq7dTwANiUphdmVInKFjNC++UIgRtJpEiUsDSdeK87Tcvo7w84W/xdLI4+YygexydAefoD30XO1KciwX2y/P1NSSDSXtCtbW41dEXrQqrUNQfu1tkZeRCCanrGdkQ7z8eTQ2bvXpSgOHx+OSV1+rvi8vuurZWN0YVsvRGbIyDi43hgTWs+/cOTh8BIwVZGC9EDQzhRE4iWHGarSn8iPM0vuxEsLBFDO5+5FKS6ZnyjPASinJ5ooszQCZqaIA5RNZlGcEhdhCMXGFlBJp1n4uVRObmuKHsWUjNMfKhbhXX7fc8i+ExkS5ietSMXw11I1nmPtgciQ3JfJxNpde7fQUFddZi3yyEEek8mOdN3EaV2qiYns9rkqxy57LBvjk5AOI9k1sHVnnBr3NuOF6wUP/fhu/8drnyEoN24F/VBkaFQqFQqHIYZomv/Vbv8W3vvUt3v3ud/Mnf/InK4rTtRIymQyHDx9GCEFXV1fN43zj36kIRlvnXR2wrALsiWl8idM1j2mPvLRki+DkqUqLnJlJa1HRGFuDCVCOUlEH4EQNncGRnqUt8jLdwSfRs9UXWS3R4urTMGMFYUlElq60K5mbg3O5YNeeKl+vU2m5bN+ClSVwIeeZeGpJF5euWVMpiJdYap34ztNVXYmkrCIUVCESsYI01+Pg4dUHgq+FtkQs1c04PYs/KLMGyWSshbcrZVkAlgZ9PnN2jRXnVv5L180t0f20RV6hJfIaLXUChntS4zgylWkxY7HivbBl66iBsCSrYDkNiZM4MoGqi8vKb8ZVBlTJon0l2ct0M1E/21q+rNzgcy0cqL4/ainM8bhkasq6v/ZsqKqVW7BEMDDMOEjTytpH9RV1NTGr1HrrrTBnyI+9/D2oJWiuVFCI1xHPz4+CNrqXrtAPaViBldVyRKMwM1vb6kxIk+7Ad8pEbHumtllgMinLRtbqbRnWIFQLEGTpCO+pc0jJ2JcmPUHL6CUalZw+bVn8vnmgWHtpJt68wJbJSqaqfATKnzRTR8w8eszq52qYJrz6euW+0gQsRjZiJc24SMYhmpkuEzov1rO7GqXWmHnr43p9tRwHDlbfbsuGaIofoSW6b1XlXXVilwiNYxx9DIC/PfFzvO9HBGI1n0YUF4Wf+DFouOFe/vTgfwLAsefPMA5+c51bpVAoFArF+lIqdL3zne/kc5/7XF2ha2FhgVOnTrGQDxSVY9++fRULmEwmw5/8yZ8wPj7OHXfcQVNTU81yhZkuWCBJLIuF8ZMBGhPLWBMI0OQqfYWotO6yZcP4EifLrMDquilIiQiO4UytQL1ZgjNdtNqpdX2u9HTV7SJZ/ok9Vl0rK7j2VOPYMTixwnVrLUuVvMGBLRMsWw/Z0/N110e13CTXk8b4UcuCJKc6uat8qT9wQNIZepqW6OsFwStPtMY9WBFS1hxnrvQUrvR0nSyU1VeMpWPblZ6iK/hEwUImf2/yVojB0NoE3tk5y22qKlLSED9K7+L3CpvygkXpM8K3RDxxZBZqLiyXFM/UtGRyydRriB/HlgkiElZdJ0+V7y+13hFYou/CEq2wM/QMXcGn6FiBJVie0VHJwsLFEQVKKfZV5X3WWF2Gv7WSycDJ/dWfRWtlepqKfq9He/j5mplwK0STVd8GsWo9RwjwJs9b4mgNHJmi0lgqpp8+UxRjqj0LG0us586dY81iUyZT3SoNcrEYs5ZVUvfiDxA5l/FSQboz9Az+2AG6QiVZgqW5vPsmtV27Sy9FYlk+T0ys/vr2PjVeeJ440iv08b5Q0pVW2FrJc9keOYs++sqKirrqAtTbX/lrhJnhpdlbOZfeybvesd4tensihODjH4Nf+fhH+LsT0/y/w3+L4/HfRTobyW56YL2bp1AoFArFuvDlL3+Zb33rW7jdbgYGBvjKV75SccwDDzzA1q1bAfjGN77Bl770JT760Y/yyCOPFI75xCc+AcB1111HR0cH4XCYvXv3cubMGbq7u5eN/1X6HXBqCpJGmvZMfRetwrnIZS1YllL6ip2PAVKaOn5srPZLuGlKxOQb6KFxWqOrf1lfakm0HtSLb1MLb/JsRT+3RV7h3LkHC/+2Z2urbMHgMi4oJVyM78KrWSd2hp4mYWtjzru76n5nifjoS5yqesxq0c04tjpx6JajVhctvWzdTNIYP8y89yaSVXThpW6+VtnFUvKCQjIJuaSmzM7CLFZChFL80TfwpCpdXqvRGD9O2Dlcts2dqvQ5bQu/QNA1gjsnMqZS1WPyNCRO0JA4gWlWCl1l5AbGRBX31lrubEspt1STTM9AczMX1bRrfBxaWqA7+GTFPndqYtk5XDr+RWyh9oFQ06Uaqgd8r8dKXA+TtaurSs/i96tun50rF/bruTW/lfhqxItcyviEoMsjWRoxIJOxRCmDC1LSq27NZAAhC7EUe4KPE7X34shUjhHdTCJkGilsdIWeQjeTBNw78UyP1dQVj6/gQ8rcnGV5uBYtLx/nbcz/nrK4kfF4MZaZPT1PVnOWn1jqHlrjd2hpe9zJURoSJxHJHXXb5Jg7RDgGDbuWb/9VJXaJwFmMA/8EwFeP/SI/8l5UYPp1xG4XfOYP4OFf/DhN5xb5sf5v4fz2J0i8/y/IDty+3s1TKBQKheItZ3zcWvHFYjG++tWvVj2mp6enIHbV4oMf/CDPPfccr7zyCoFAAMMw6Ovr4xd+4Rf4mZ/5GRobG+uev/TtqNqL98UgH2tldNTKLtfSXH1hXCugtpTkgp2PsWlobW1YqRiQpy2ysi/Gl5qm2KGKbZpMMXUuSAcHyMjOqucJKUGIQhDjlbA0wPGqkSavP7e4wXC/AAAgAElEQVTArdWbVJW8xZ0jU2kt0LrErbQUYaaQmn3VKzd3arIg4KwWZ3q66v2ohcDEH3sTeyYA5p2rri8clmSzFKxA8uTjxzXFjywbA8c05bIipjd5jqVPA0cmQHv4xRW3dWqqukCj5wSdjvAeUnojacPKZnrBXKI4wIFFS+xaKytp1vyCFamsO/gkprCtqYyldIaeXvaYlQYjX46llqeX0j1uNZQKfka2dsCrySnIOKC/r3x7vTiDK/1Y4qkiHBf3jS75d53fJClBFGM0+mMH1uL8iRBLrLtKLYIzC6SM5lWVtzTsAcCBA7D5zmCV8AWUWZrWonT8CJktPNPm91X+BpfGwMzH5uypOKqSq0rssr/wRYTM8uzU3RxYvIHf/nEldK03zc2CP/ucxkcf+T0a7UHu63oS56O/TOLHvgr+d6138xQKhUKheEv57Gc/y2c/+9kVH//II4+UWXTlefjhh3n44YfX3pBVviKVWRitYkVWGlcrELD+Ww2l8UDOnl3duSulMV49AP78gizLunYpWLpYjEat4PH16AjvweFw0JY8T9gxWLF/LW6mq81iV4qQabqCT6HJDAfW4OXiXMY1Zulisz3yItMNd6++ogugtU4sr+pCoSjEbxORaZbz99KXWPrkY2npsrqZz0oW4HNzVnDt5ViskRlwpdSqo1Q0dmQCJC7EE7DkmWMzi2JGnRwcNYqpf621nk9rCdyez6pZysQE9HRbf7+VFqfhOgHP3yrBSs9G0WVq1YLeai3daonARjaCzYwQja5OVKxmiVmNemJ4bdfo6tirxAZc1fnZ+uc3x95kquGeVZWZD3tQigS0xNqtZUstRktdhaerePKutg+L5V4laDOHsR37DgBfOvofuesu6OxQYtflQF+f4I//2MbvHvxTnpm6G5FN4vyXX8Q88/zyJysUCoVCobjozM6uboXTGD+6/EFrZKUBx9eaenytXGqhCy5MZII6C7FLYf1So0xXahqtRoyfS8FqXWgvNdXiuJXGiRPhyZox4WqRdxVrjlbP6LkSpmdW5j47ujrDx3WiOPYaLyBL4eEjtePuQW3hzr5C99d8TKRoVNZ07ax3T67m5PWt0VdpXyabaTWiFylBZGfomYJoWS/GYi2SSTh8RDK/IInHJekVPvJW7ZYqExfsur1WYWi1ONOzxE5WT1yxEt6K3/SrRuyy7/kCAN8Zfw/HQyN86INK6Lqc2L5N8Hu/7+A/7fsCe6bvRGQSZP/+w+hna2fWUCgUCoVCobgQLod4XevBStO8rwb3Kt1BV0JXlfhI1Ujr3ipbrwxlQAuvPqlCXgRdqciyUhzpKsG3rgCqBSfPZld//y+1FVNeLAvWEVOmLyBT3ZVMXqQO1bEye6uYWJs3M9ms9RHk5KmL4Ppdg47Qc6sWx9dCU2ztIlUpFzKeS8XdtVhProSrQuzSTz+DcfY5stLgL458lNtuha0jSuy63Lj1ZsEnfs3Bx/f+Oc9O3Q3pBM5/+UX0E4+vd9MUCoVCoVCsgGBw9TGw1hP/RXqhv9K4FIulpa52eQRr/zxfq8ylXG7WXKshH8T5cuByiUd3oWQykL1M4kUtZXxCrtqa5+3E3FuU0G+l1MvyeCVTz0rQyEbxJs+/dY2pwWrdkNfClS92pRM4fvgZAP7n6Q8zFuvjZ35aCV2XK+96h+Cj/9HJx/d+gR+MvwNhZnA+9quFxAIKhUKhUCgUisuMOiunahn9LjXN0X00JE6+5fWuhalLb6TxtuStcDNeCwsLELlytdlLznq7akpZbuF3KV30FevPFR+g3r73r9GCoyyaHXzl6C9zx+0wskWJXZczP/6jAl138Buf/xyxrJsf7ftnnI//DqnwJKlbP3px8l8rFAqFQqFQKC4K3uTZmvscFxhMeS24U5ep0lGFS+Xu9HanXtB1xeXLeotdircXV7TYJQJnse39awD+8LX/RFJ6+PmfVULJlcD7f0TQ2NDA7/z+p5lNtPHzm/8K+0t/gQhNkHzgU2DY17uJCoVCoVAoFAqsTFwRR/96N0OhUCgUihVz5YpdZhbnD34bkU3zWuh2nph8iA/8GxjaqMSuK4Uf+1EnyWSMz3z2V5iKd/Fbuz6N7fC/oAXOknjff0N62ta7iQqFQqFQKBQKwJs8t95NUCgUCoVixVyxMbtsL38Vffw1UsLN777yO7Q0CxWr6wrkHQ8JPv0pwWNTH+CXX/oKkWwD+uR+XN/4ANrU2zOorEKhUCgUCoVCoVAoFIq1c0WKXdr4a9hf+gsA/uD132M8toFf/iWB16vEriuRu+8UfOnPBcezd/Chp/+B87FBtMgUrv/1YWz7vqGcuxUKhUKhUCgUCoVCoVCsmCtO7BKxeZzf+XWENPnBzPt4bPS9vOMhePD+9W6Z4kLYOiL4y68IbB0DfOjpf+CH0w8gzDSOH/4hjm9/HOIquqdCoVAoFAqFQqFQKBSK5bmyxK5kBOe3HkYLTzKZ6uP39/42AwPwa78qECqD3xVPZ4fgL74o2Hmjj199+Qv86cFPkpUGtuPfw/3196Gffma9m6hQKBQKhUKhUCgUCoXiMufKEbvSCVyP/hL6zGGCmWb+w3NfxfB4+MNPCVwuJXRdLXg8gv/yR4JfeFjjH87+FD/13N8zGh9Ei87i+pdfwPGD34FUdL2bqVAoFAqFQqFQKBQKheIy5coQu+IBHP/yS+hje4lkvDy856+IOvr50hcEA/1K6Lra0DTBRz4k+PIXBXOOXfybJ/+Jb5z+dwDYDv4T7q+/H/38y+vcSoVCoVAoFBcT0zQ5deoUp06dwjTN9W6OQqFQKBSKK5jLXuza971DxP/bT2IbfZF4xsmvvPwlks1b+dJ/E2zcqISuq5kd2wV/9zXBbXc5+dzB3+Dnnv87ppI9aKFxXP/00zi+8+uI8PR6N1OhUCgUCoVCoVAoFArFZcRlK3aJ8CT2H/4RNx/8EG22cUajG/ilfd/gjg/t5r9/TbChVwldbwd8PsGnf1/jjz4tOK/t5sef+Gf+z9l/iykFtqOP4f7v78b28l9CJrneTVUoFAqFQqFQKBQKhUJxGWCsdwMKmBmMY99DmzmMNn8S/fxLCDMNGkw13EPo3X/Mf93UiGEokevtyF13Cm68Af7m7zx89pu/yz+f+wl+Y+cfcU3zfhzPfwHbwW+SvPuTZIfuB5WsQKFQKBQKhUKhUCgUirctl43YZRz8Js4nfr9sW6Z3N+mbH8bbdxteJWC87XG7BY/8suAdD0m+/JXt/NSe/49393ybj23/PO2M4vrXR8h27CB1yy+R3XiPEr0UCoVCoVAoFAqFQqF4G3LZiF3Z/jtIb30f0tmI2bwRs2sXZvu29W6W4jJk87Dgz/9M8Oprkr/82nt5/5P38rPDX+PDG/8e1/RBXI/+Etn2bZboNXSfEr0UCoVCoVAoFAqFQqF4G3HZiF2ysYfku/7LejdDcQVx4w2CG66H5/Z4+R9//yt844mP8O+H/jv/dvAfcM8cxvWvHyXbuoX0DT9FZvO7wOZc7yYrFIoVkslkePTRRwF4//vfj2FcNj9XCoXiMiTkHMKZnsOeDa53UxQKhUKhUFwGXLYB6hWKlSCE4K47BV/7S8GnP9fKa82f4D1PPs7fHP95ohk3+twxnN//TVx/eQ/2Zz6HWBxd7yYrFAqFQqF4i7DbL045M75bL05BF0h7+3q34OpFvgXLosnG+y55HQqF4sogafgveR0pvfGSlT04sLrjO9bh90uJXYqrAiEE114j+OxnNL78tWYmt3+MD7z4OH9++GNMxLrQU0Hsr/0t7r99B8Y//geMY9+FdHy9m61QKBQKxWWFzVb+74H+9WnHakkaLRXbenqgb8PKzm9rK/7t9VaKZGndt6r2pHUvMXtP3WNampcvp6ur/N9u1/LnDG8CjwfaWpc/drXMencTcm6qe0zYMUhKb7igerzetZ2X1epb8U813EXYMVjlPAfjTQ+trdJVkNUqb2DjCrpqpcbN0w13rrJFF5cNK5xvpSSMFjKam4B7+8VvEJA0VjDRLhLaGlfWQddmsprj4jamBst9APA3QXf3xauvlqDT0w1OJxj6xaurlJTeSKptFzPeW8q2v1WCS8C9s+7+lma47vrlv8bE7JU3I+jaUrHN7ap8TqT0Rua8u5eto5TNwys/1utdXaigpe8XeZb+ztXD37SqKpXYpbj66Nsg+NgjGl//X376/p+H+Z357/MrL3+R52duRyBxjj6L89sfx/HlOzD+76+jn34asun1brZCoVAoFOtOY8lH4L4N4O1oZd5zXcWCxWaDmL2LBfeuFVsbSWq/GGc1B1F79ZXy9m2wcRDSPbsZrqGzJG1tZf/ePAzNfoHLJaqKCVMNdxX+FgI6O4pts9spq2fadweyJPLHZMO9ZWVtGoKGkjokGvOeG1jwXMumzTY2D8OM77aKNnR3C4Y2lm8zhYFE0LcBdmyH1pbyPvP5RGFhsOjaStRR2WdOp2DjoKCzUzDQX18oyX/1d7trH5MnqzlJ2trqigez3psJurcRdI0UtuVDp4ac5auo6YY7mW64k7itg7ito2xfbw9sHWHVLLivKfzd0e9l5J1FizyJRkb3EXRXxgTODt1fUX+eTUOgD+0us+5bTsjMM9b07sLirJrIBtDXJ3DW0egMHbaOlI+DDRusds34bi1bzKc1T9lxQ0MaEccAAPOea5nx3Upi8EHG/O8pO25L5doZgKmGe5j3XFuxvb3dEnSX0tRYbKfbbQkapZjCTsC9g5i9C93tZarhHuZ8tzDVeC+4mtmY66K88OV2l8/FRMk8b+xqYsZ3K5MN95TVMd70UNn9mV0idlwI077bmfdcV3VfV9fyQkrTkoW6c+utRAbeg94xTOdd9zHW9M4Ltv5LGn4ijj4Atm6t3N/ZUbkt6NrM1hEY2QK9vYKWZsHGQevfeWa9NzPnuaFu3QH3dkxRrmike25movHBwr+FgI4dm2navIXhTYKREejvs+qKOPotkcpoorGRiuf9rPfm+hdfQsLWSt+uDWUC88gWaG+3rm3TULnKNt70EDNNdzPe+CBp3UvIOVTYN9VwF2ndS0Yvn1+Fa9R9JGzFrwtB1wi29j6a2mur9t3dArECJWbBcx1jTe8q9Kv1IUHidMKWzcXj/M2Q7Sqfq7O+WzA1O3P+u5hsuIfZEuErrfuY9t1eUZ/DUfk7PZWbYysRJvMfKiYai89U2bqJwSGDpqbyjzApw5oQzbnXi5BzE0HXFkLOoZoWafoqo5qoICiKqxaHQ/Dg/fDg/TYmJu/nyafu5x/2nOU6vsU7u79Lj2cc24nH4MRjJPVGMoP3oG+5m0z/7eC8sC+SCoVCoVBcaYS6H2D4ekn86CSt/gzu3kGyuo1NDsmBAx3c0vhDbCLJfNhJ5/YhQrYBHA5oOH+AYFCSTELQuZmk0UzKaOIu//c4fcYqu6UZ3jDfRVfoSXQzWagz7BjE3eRmJtFBl34crWOBqemimGK3gaYJPB7YtdMD2TvQz+whmy22O2rvLfzd1WUJRGbzICxYlff1CRIJyYmTuet0Dluih2sLjfFjaJ4GIMzgAAQWoaPDqrOlRRIMwk23ODk3IZg070EAWd3NtO8OOsJ7sNvB5RL098GBg5KgawvhnOVTUyPYdj4IUqKFNca1B3Fm5mmJvl4QgNxuwbatkplZaPDBGeNW7L4GPL0xxOmnAUvYGB2FBfcu4ACtLYK5RTsRxyAIwaJzhKHE4ySK3VrA5xNsHYGjxySJrBPdTBT25QWP+9u/jc2ANw8bzHpvQQqdEe0ZFhet+5PWffiSp5nz3ARYwuK851paovsBawGUyd2Pbbtc7DtiHTPZcA8d4efYMZLl5Mniwqa727JCGN7ZQCQCjY038uJ3z+NKTxfaZjb04IhPELX34EmNMbIF4hkX4UCc9jaQ/Tczu2Bw6nAIf+wAYC1I82Nr61Zgy21g2MloLgwzTtLWwsZBCmMyj6blhVhr5elygd8vEJrE7L0BW2cLjfM2zi0Uz0npjaR9rTSG36js9BK6uwU9whpX+UV3VnOUzQGA4U2Cc+clEaOXbDLJhvYIi7NxIhFozhktOhyQTFr95915G7ibST0pAUvkk0KAKF+N2rfewfW7fDz91CbMnOVQRzdccx2c+zYkklZ7DL8fmKpof0b3cP2OKC0hweycJBSyrD1jG9/DwrOLbEg+TyplHZsXfLe+9y6Ms88VylgMSqJRa3/PQw+RyUh0vZ9YDM69VKxrx/UuPFM6O3YKvjfaT9Tez0ZzD4YRAqx5HnRtoTv4pNW3N12HN+EmGoXMGxCJWOVIYSPg2oY9EyBu7wQhmGi8H3s2iIlBRvew+9oEo2fTdNvO4EjPMpftJTw2jkCWXb9EkNE92LJW4cM7mjh8tIlJw0939giDt23gzA9fAaz5rmnWXMhkIBCoMiB0B4vuTdgzCyy4r2FHs85NXXlxQae/XzI15cIz8h6anFGOvXSaiGOAnux+MrEIvQMuEsEo8wtVys4RdI2QMpqJ2brZqb/Mju2SU6dhXFyDYcbweE/Q1gpTCw5cO+5i7EyMLZtMjHS5yOHxWP/u7JTMzcKOGxp47U07s2I3fdlXiOccZDYPQywGUbOBscQAUccAd209i56cx9iwCwyDx58sjssd2wWZLcPIhVOA5Z3T0ADS3UrQNYIUljyxdeMbEBwra1NGq67KB9w7cKcmmPfcQHfwcTo7we504/cLsrqbhNGCFAY220zh2jyecqVJChsbt9jY0CvIZO5mYd5k/rlTuX0GW99zF08/C72L3wEsq7REwhKfZnx3cPedkkw8zkv7PWSzMNQM3b2tNHsi2O1w9Fhlu6WnnebmaRZK7mdXF4TD1nju2rmJwAL092ucPv0Q2ViItOblmq5TdOv5+2WN2UTzdgYHepgP7UdKOJfZWejLO+7zMToGi5NpyM2T6ZIPPktxOmFcv57m6D6CrhFuutVN+g3r9/jYVEfZs3qgHw4m72LLLh/NE1bfvHFIx9ScLLivwWeE2HXPCCR7EWeeobMTzoT7sWcCLLivZUR7Gk0TdG+wMxYpqqshF/RmXmVn/wxSSg5NbiDauB1n63mYO1zz48FSlNileFvQ3SX4dx8GPjzImbMf5/888TFGX36TGx3f4aHu79LqnMdx8lE4+SgmOrHW67CN3E124DbM1i2gXSIbW4VCoVAo1oGoayMLtkbs2RC39h8msAgbr7dhOHX6ri03N+rsELS36WjcC0KjJ/c5Om/rJe1eIEzM3kPYNcyD9+dews80wxnrLb6lBXZ2ClzOB/A6U+gnH0cTsNi7Da8XdmgCc9LG/jGJzVa0tu4vdaO0ucDuYWBnJ4tRGy2MkkrBoSmNrk5oau6g2RFEGg7M9m2Y/kG04ChmUz+GbmNzw15mFx2MBazP4bbOIWZm/WzZ6YPwE3i9ovBV2vR10tHTS4fMIhucbPZIxiesr/q33wqTU420RLtp1ieQjgbIpugcaWFsehNeD0hpWaQhNBBgGJKEZidu70Lr2M1G8UrhsnRd0NVp/T0yIMApAA9m80a0hdM0NkBw81Y6ejeQdbgRwVFm/TdCPAPA9ddpRF8Fkpbgs3VAos0dR4vMFOpo9sPrqbvxJs/iS5wqs7zSN94MM0founUnE0esr+k9Ax4cE1GmY92kjSZuuG8DWwQkUxAOQTTWw3BiP6ZpWcIFE15cjjR6l4f7OuDIUZic8hDofCe6/h0GBiQJ0cBmWbQcyBiiYOkSs/fgTo3hyFgKQbZlmIxrB9duMtCOjGGzCcTwjbgNJ+h2hBCYUUnU3oAjM8f263xkgj4CY5aIZOiCjGG5CC14rsebPE3IuYXrNgpOnykXNDzNPqImIARTDXezs3EfEKahrw+z4F9Tfg5CsPWWXhaefaMgMiaNZnYOLmC3QyplCR62EeCMmw0bYrib/LT3QXL+Gjzx04SnIvhKDD/6htxkB3da75xmloYzzxM2m/G2eGDmMEMbrXJdLkEmd86ObTA9A7NzvSwl6NoCzgZ0KAhdVt9YYm6TH6amrIWtbOxlqdhlCp2Ng9DY1Y6p9dHS6qQlk8Bs6sPlFNxxrxf7STh02LLo2d57yLIscTaQGbofbfYoSJO+vglCIfBtsNpoGNb993jg2l2S/W9a9TU02sm47wY0WmKC+QXw93ciUyGympOA5xo0YYk5QmbB7qHBboloRlBw6rQkEresX6RmJzVwL52tEDkNWZwkci6u990Duu5iWxtAO6SibLC5OTw2Xrj2qYZ7GOhN4vI30hbcw6kjkM1aQnhPj2B83EVH530YepAd2635rmnWdbUP9xA6P1YQu4Sw2tjWCmNsJmL2gWOAwQHo7Cy/Z5uHRYkbmZfFnCuca+sd9HSDpmv4zzxHKh3ENGEh2YwjYz1jzc4dmPEoKc36WJCytZAZeQ+k4yzEbcQCubXMlkFatxm0AgiNoc0OSMfgVMUQAqCtVdDWCpkW6/ykrQ1hFvfruiUOu4buoP2IdU2O9kGgKEZsGYbjxx5koHGczKYeEALZ1AezlgKU7b0J6W2nIySZmobWFrBv2EYGk1nvBqQw2DhoYp4vd/vraIdgEGKOfm55Zz8TE9BqvxG3nMffblm3NfthjlvwuCHbt4A2dwKzZQji4+SVn7ZW8I9Y9xesMdreoZMd3sTMVJZtO13Y7AKEJGn4cWQCOBu8dF4/yPOHu0AIbHaB3eHltlsk8wvQ1QmSEVyGnYynk/jpY2UiUWbofsim8DfBwoJlaRWzd7N9Y5zG1mEyOLHZBHmb4GRCcupMA3Z7zjpvztqeMFqIOTbQ4u/B4RD0XL+VmXMBogtFq18hLGvhvg1+zL5NvHnMy1AfnDqdv16Yct5IwtbBtt5Z+jvSnHy9i3FbB0NDGl6fwGgVhMMSU7PnxmpulLY1cVO/zxroE9Y2mRPd7e29bMz/1JT4+C6WuCxv6LHmTXOXF9coxHPfYzo7oH/DduRiCulpZ2RrfmJsZOJ4T6Edy6HELsXbjsEBwc//nI782Ws5dvxa/ufzn2ThjdcYTD/LHR3PMOQ7jXfuVdjzKuz5PCmtgXTX9RhDN5HtvQmzfStoauooFAqF4sqlacs1TB0P42xuQWuco6XZhums/WHHWshV/+3L9t1C+PwkgcwSn6X+3WRmFpGmib7VQ6c9/yXaAcP3YgpBg61oTWA2bySueUm1NmPo1sLD1redrMOLdPnJ+3zYN91IOyAWfNgXz3PDtcMImwC5CRnxYbpylmE2F2Zr0c9D33gznYA7LInHob1NEI+34HYLsoHtiHTcCmugG5gtm0AvvkyXxuKx22FoowDzGmS0G9PTCpqBH7h3RBYW86VkMsW/t1zfjghsx0wnkIYT6WnFOPNsxTlm2xa0hdMIIejZtgEMgaQV6Wlli8vNzHSI4WHQhSCaO0eigdOL2XsT2tFvW9tcfpqv28S2iMHc3Cb6BjYxPgHRnNGE9LSRHWyjGbizWWK3g8lduFrjpF+1BD6bzRLlHA7LAg3AOGpdpzSceEfuBiQIga7D9m2SgX4rpksm8yC6mWa73VU4Zyl33aVjmrcxMZ4FM43da1lBGQAjD5DJxMFZ7tbS1gYul4a983qcGwQ7N8BiVwO+cmMQUkYTC8b1ZdvmvDfijx3EObSL9pFWGlMw/wpkdC/ObbeT1QJId9HCUM9NjbBjEFdmhqi9h8ZGQcuwIB6XTM8Iem67Fce4ZdngcFj/ZTRBtu82vN0JvC5L2XP1tgPtDDqfJhoVSHcz2b4lCRA0HTl0FwUtbOYwui5w5TyyBBIJdHVZbq2PP7lEjAOamivna0tzMT5d85bNOB3HsW/aASUuxpPND6GnQmR0LwMAQmB2VsYfMuw2zKG76e+CfocX09ELes6FzebE7L4WETiHEZ6k2Q+ZrhXE5LJZljvXXWvNUbdrE+l5D9NTlnnb4CCcOj1E0xIPp2zXNfSZB3j+3M7c+UUX4N5eiWnCzKwlauj6kjFoz7umCUDS3Q2bb/ag59w09aSNkS2WoCVzc7unR+D3awQCIBt70ELWKj+z5d0gBO7QPIzFMXTYfOsA2D2IZIiOhl5OvmS1Y9PQ8vGOtgzD3LxlIajl2p3tvZE+92lM/wCeoIPJ534Ijka2395PKARTr1rn3pD3trS5GBmR7NtvuQtiVBEJbG6yvTeBzKKPv27V03cLSBNSEatvNIO86Kvr1ljKGl40fwOm3YNh07hmV/Xr6OsTtLTYcbsHi37Nup1s1zWIdBzptfw/t45Y47O1xWqnMXg9/ZrEMKw+97ZLRt/YzoDtEFnTakN7u2BwJH+vAToxKaqIO3fA2LjlUisdLWT7rLEkGpsA62Hh84Gjs/J+dF0zQlfRM5o7boPn99yIMzNH01AHzi4dz6hl8SRy1+V0ihL3XQOzdTMaMHL/tThOfZ/pmVzcNJsTNB23W7BxUBLsvRN/s8C0CQSwNLzVwIDl1uv3g4wUf5Dad99CKFSc17JliGxaQk5svXWJ56fWOcK1ue6x2yTxvZZ11uAA4ANptKMBD9wnSaW0wseJbO9NGPEUmZkYUPxoke2/vXBPsz03os0eYcsD17LJbvVFAZsbs2UTUrdhn4FUGlxOyPTfhhY4i9k2gnu+KHbt3CEAN9nGSlfL2+6wY5oVm6uiVuyKty1CCEa2wMgWG3AL0zM388KLv87fvDRK08yz3Nr6HNc1v4bXFsI+/jSMPw1ARrhINW9F79+J7NpFtnMXsqGn+PBWKBQKheIyZ9s2A8OwLK5M++oC2FZgOBi6sZ/YQWsxWkAz2HlzjSjp9iqxT3QbUy4rTsrm3T0YyQDZxpIF9BJk80ayzRuLy3ShIX3LR7pt8ImCYJOPVSX9A0ttd8rQNMFtt0ikLFqmoOlIX7lpRjWhCywrr337YXg4X99gWX2mrwuRTYKjJBC+0CzLjCoMbTRo9ufqypp4vZbbi1aiymX6b7MWkhc7T/0AABuqSURBVA3WyqvbB9257tk0ZIlaS2MMFRcnOtJWPT5NofzhBxHBMaSvO/cOVLx2IYpWctbiuv5XeHtOCN04ZFCxPLE5rf+WYBiC22+ThUUmQFOLAxoeIFPSD9u3WdZH1+T0mm1bYWKig+GdHYUFm90B99wlSafB7daRlI/blmbLUmNyahtBtrEpF84n27kT19QBNtx2I9InMFuG0eZPrKj9eFogGsVs6qvbNwDS5kZkEpb4AEi9PJj5QD+cPZdrU/s2+ppmcY8ULTtuvdkSXJuain0l2zbjatkImoGMB9g8DLNz0H+LjedfrEz4UBWHD3ehKZXzVDZtwIzNIz1tVedxPkagfckuIURubgpsrT20tEuEgI2DgpZmWZHAQDb2Ihp6GG6FTLo81p2mCTStOPZrEXH040uewebvKBPEsl3XoE/sQ7ZWDxhodmwHuwezZC2gbbyFTe4zaO2DSKc1jyTgBu69WxbE0+Xo6xP0LR0eNpdVJ9DSBi0/9kChXsMoPlWam0vjpwlurwwbWEZecMp2XWuNCXduDHiKcdJE7jq8HmhtFUi7JNtzfWVhVci7RZbV2dhb9hw0DFERU6y/v3iev0ngv3sQ/fwUIlbHl7MEu10UYsGVInztbBqyrCU9nqK1ZD1cLsFtt9sJBrvp7LTG6S27y59BtXB7bWg9W+hzHAew6tNtZAbvxiEE7fb6Abw0TRQsAaXRjwxNIn2d9LSKith4HR0QDFnzq14Q+d5egRHJWdo6HWCUP8MdJY8Z6W3H5oVddyVxToxjNrZito2UrX+lr4OsrwMb1Z4G1gccgBtvkJw5a8XixOXHdFl24tu3SY6fgA2VhqpluFwrX3MLKWW93/YCgaqOx1c3fr//bXndbxWXc//G45I3D8C+19MEjh6lJfIq1zfv5frm12mwhyqOT+kNZJo3o3cNI9s2Y7YOY7YMr1vsr8u5b68GVP9eOvJ9m8lkePTRRwF4//vfj7HSVFSKurydx67ff+lTfF9pXG5joWLe6/pV9SHJNGXB1elCKZvL0kQ78h3+//buPaipM+8D+PckJIGAXBWtilc8VESxitAWXStl9B1x1bW27mhHfW2rtVVHZq263XZ33J1dO7Q7rUp3vXTXcfYtinjZ2lZbbHdbFbVi1dqKiBYEAUVAuRkCuTzvHzFpYqKARXLx+5nJGJ88nPxyfoHn5JfnPKe+HlDF/w/8tZ3z99JkEvjPV5b7qSlo1we6tijLvoGkq4FQB8E0aPzP3l57dda+v3hJoLHRMnPItj+EGQ4rTQsBRe1FCG3ETwUDF0JDglFXVd6+Y0VhBoSApKsFjHrLKWB3uFkncOWKZdFqV4tMt0VRUwShDoQI7oMv/yNgFsCY0Y4FsgfBYBBQKFzMuOpiDfUm6GtrETkgvF1ncHjqePpjsaWQHdW38/enXi9QVwc8orwIZe1FmKKSIAIfwGVf29LSBGXFtxDaCMv6jK6+PGlDWFgYGo/9HwDL7FdT/zaqgZ1BmCHdKLEUfz1kfWiprgySQWcpXHmZ9hzX8dMDkQsBARKSEoGkRDWAEWhqGo7vzv4v3j9tws1Ll6Gt+x6PBn2PuNDvERNSCDUaoK4+CVSfdNiOTtULhtAhUPYcCL8eURCh/WAOjbLMBFO271xjIiKih5IPFboAdFqhy4mkgHlIKroBgKrzDu2VSglP/cIyo6YzCl0AYOr9GKT6K5bjoC7UWft+SLSL7dx5STVJcjh99m4khbL9H3hvr/1mnX3jSlioZLvy4/2wj3ncWMvi28HBD/53UKXyjN/z4BAlgkPaeWlZDzZ40IPbn/7+ltlFAjKMEYPdt6axpnOL5fanLD9QkgIiYnDb/bqQCO13z1nN3o7FLqJ2CAqyTP9NftIPQDSMxsG4XDodP1wA9ha2oPFyMfzrL2KgtgjRwZcQ3a0Ij2ivQWu4BlRfA6oPO2zPDAWalI9A7x8FY3AUlKE9oeneE+rukUBQT5iDIgH/UJ870CciIqIHwNVpcp2x2c4uRPipPe7DHjlTqyXLukJEd+MDF+8yDvwFpKYqiLD2XdmPvA+LXUT3wc9PQvRgWNZsmOwPIBYm01BcqwLKyoBPSoHrZfUwV12C9tYldJdKERV4BX0DryBKewUBfs0INlUg+FYFcOs4cNX5OQxCjUZEQqfoDoMqDGZNCMwBYVBoQ6EMDoM6OBTq0FCougXDTxsEoQ60TOO9y9omREREREREBEDTDcJ+nUTyOSx2EXUSpdKyQGCf3sATjwNAKIAEAAnQ6wWqqoArVcCJqwKN16phri2Dv+4KAg0VCDRVIVRZjUj/KvTwv45wzU2opFaEoxzhohxoheXW2HYcLWYNasxBaBaBaEUgWqUgGBSBMCq0MCkCYFb6w6zwh9kvAPDzt1zKXeUPqP2hUAcAan8oNQFQ+vvfvgXAL8AffgH+UGtUUGss3/Y9sNMxiIiIiIiIiH4GFruIuoC/v4T+/YH+/QHLtUx63r6NsfVpbRW4cRO4WAvU1bRCV10NUV8FSVcDNNdB2VIHlaEOGnMdAsRNBEr1CFHdRJCqCVrlLQT4Wa7VqlG0QKNoQQhqnQMx374BQEvHX4fRrESrWY0WkwZ6oYbBrIZBqGGEGgahgfH2fSPUMEENIzQwSSqYoIFZoYZJstyEQg2hUFmmQCuUkJRKQPKDpFRAUiohKf0sa1kolIB0+1+l8qf+CiUkhQSFJEFSSJCUdvcVEhQKCZJ0u936fwUASWFplyQISIB1HZLb7ZaFSaxrk0iAQgEJ9u2W7NUE69HU1AhI0k9nmt6+b+nj3H77rmU7Cgk/PWz/nPhpbZTbz2W/XWubZN2mZN3oT22W/9rFYleUtLXZP5fC/uftA7X9lIs2IiIiIiIiz8ViF5GHUKstl9u1XHJXA6Dv7dvdGY0Cej1wrRlovmVAa9MtGJpuQS0EGmuvw9TcBKG/BehvQWG6Bcmoh8LUDIVJD4VJD6VZDz/RDD+hhx/0UIlmqCQ91NBDLemhUeihUTbDTzIBAPwUJvgpmqH1a+7cF2+yvqDO3Sw9eGZhKYIJu0vOC+FcLLNf/NJ1X8u/TQD8IMEPwCwAQgB498+wv26w/c/btm/3nA7bd3guxzYJgEotIcC61I3k/FruRWprSc82L3bcjiVB2+zSsecwSBICHXbmz4yxfRd0vidzSF80z/oQ0AS13ZmIiIiIqB3aXex6WC/Z/bC+7q7C/UtErhiNRuTk5AAAnn32Wfj58bsZX/ZgltamtnjaGGw0GhEYaLmEfFhYGH/v2+Bp+aOOYw69G/Pn3Zg/3ycJ0QlfyxIREREREREREXkAhbsDICIiIiIiIiIi6iwsdhERERERERERkc9gsYuIiIiIiIiIiHwGi11EREREREREROQzWOwiIiIiIiIiIiKfwWs62/noo4/w7bff4ocffkBRUREMBgPWrl2LGTNmuDs0r1dVVYUDBw7g0KFDKC4uRk1NDUJCQjBq1Ci8+OKLiI+Pd3eIXq2hoQHr16/H999/j/LyctTX1yMsLAwDBw7EnDlzMHHiREiS5O4wfcaWLVvwzjvvAACys7MxcuRIN0fk3VJSUlBRUeHysVmzZuGPf/xjF0fkew4ePIisrCwUFBSgubkZ3bt3x8iRI/Haa6/hkUcecXd41EXOnj2LDRs24MyZMzAYDIiOjsa8efPwy1/+0t2h+aT7OfZpamrChg0bkJubi+rqavTo0QMTJ07E0qVLERQU5NTfbDYjKysL2dnZKC0thVarRVJSEtLT0zFgwACXcR0+fBibN2/GuXPnIIRAXFwcFi5ciHHjxnX2LvA57Rn/mUPP1N5xkPnzLEIIHDx4EP/6179QUlKCxsZG9OrVC0lJSXjppZcQFRXl0L+1tRWbN2/Gxx9/jMrKSoSEhGD8+PFYvnw5evTo4fI5Pv74Y2zbtg2XLl2CSqXCyJEjsWzZMgwfPtxlf46l3kMSQgh3B+EprB+4wsLCoNVqUVFRwWJXJ3nnnXewZcsW9OvXD2PGjEFERARKS0vxxRdfQAiBv/71r5g8ebK7w/RapaWlmD59OuLj49GvXz+EhoaitrYW//3vf1FbW4vnnnsOf/rTn9wdpk/48ccfMX36dPj5+UGn07HY1QlSUlLQ0NCAefPmOT0WFxeHCRMmuCEq3yCEwB/+8AdkZ2ejX79+GDt2LAIDA3H9+nXk5+fj7bffRkJCgrvDpC7wzTff4IUXXoBKpUJaWhq6deuG3NxclJeXIz09HS+//LK7Q/Q5HT320el0mD17Ns6fP4/k5GTExsaisLAQhw8fxtChQ5GVlQWtVuvwHG+++SZ27tyJ6OhojB8/HrW1tdi/fz80Gg127NiB6Ohoh/779u3Da6+9hrCwMKSlpUGSJBw4cAA1NTV4++23MXXq1C7ZN96oPeM/c+h5OjIOMn+e56233sLWrVvRo0cPPP300wgKCkJhYSHy8vKg1WqxY8cOyLIMwFJ4fOmll3DkyBHEx8cjMTERZWVlOHjwIHr16oWdO3c6Fbw2btyId999F71798akSZOg0+nw6aefoqWlBf/4xz+QlJTk0J9jqZcRZJOXlyfKy8uFEEJs2rRJyLIsdu/e7eaofMPnn38u8vPzndrz8/PFsGHDRGJiomhpaXFDZL7BaDQKg8Hg1N7Y2CgmT54sZFkWRUVFbojMtxiNRvHMM8+ImTNnihUrVghZlsXp06fdHZbXmzBhgpgwYYK7w/BJ27ZtE7IsizVr1gij0ej0uKu/G+R7DAaDSE1NFXFxceLcuXO29sbGRpGWliZiY2NFSUmJ+wL0UR099lm3bp2QZVlkZGQ49Le2r1u3zqH92LFjQpZlMXv2bIftHD16VMTExIg5c+Y49K+rqxMJCQkiKSlJVFZW2tqrqqpEcnKySEhIEHV1dT/rNfuq9o7/zKHn6cg4yPx5luvXr4tHH31UTJgwQTQ2Njo8tnXrViHLsli9erWtbdeuXUKWZZGeni7MZrNT+8qVKx22UVJSImJjY8XEiRNFQ0ODrb2oqEjEx8eL1NRUh/cHx1LvwzW77Dz55JPo06ePu8PwSRMnTnQ5eyAhIQFJSUmoq6vDhQsX3BCZb1AqlfDzcz4rOSgoCGPHjgVgmf1FP8+WLVtQWFiIv/zlL1Aqle4Oh+ie9Ho93n//fURFReH11193+Z519XeDfM/x48dRVlaGKVOmIDY21tYeFBSEV155BUajEXv27HFjhL6pI8c+Qgjk5ORAq9Xi1Vdfdei/aNEihISEYNeuXRB2J2Tk5OQAAJYvXw61Wm1rf+KJJzB27Fjk5+ejpKTE1v7ZZ5+hoaEBzz//vMNpW5GRkZg7dy4aGhrw2Wefdc6L9zHtGf+ZQ8/TkXGQ+fM8FRUVMJvNGDVqlNMppE899RQA4MaNG7Y2az5+85vfOCzf8swzz2Dw4MHYv38/mpqabO179uyB0WjE4sWL0a1bN1v7kCFDMG3aNJSVleH48eO2do6l3ofFLnI76yDDD12dr6WlBcePH4ckSU7TqKljioqKkJmZicWLF2PIkCHuDsfntLa2Yu/evdi4cSOysrJQWFjo7pC8Xl5eHurq6pCamgqz2Yzc3Fxs3rwZ27dvZ/H7IXPixAkAsH35YS85OdmhD3WNO499Ll++jOvXr2PUqFFOp0lpNBokJCSgqqrK4Xf3m2++gVarxahRo5y2b811fn6+re1e7wPrWkF8Hzhr7/jPHHqejoyDzJ/n6d+/P1QqFU6dOuVQpAKAr7/+GgDw+OOPA7B85vnuu+8wcOBAl5NXkpOT0draiu+++87WZt3X1nHQnjUf7c0fx1LPxOoCuVVlZSWOHj2KHj162M63pvvX0NCAbdu2wWw2o7a2FocOHcLVq1exZMmSuy6SSW0zGo1YvXo1Bg8ejIULF7o7HJ9UXV2N1atXO7SNGzcOGRkZCA8Pd1NU3u2HH34AYJn5OXXqVIdvlxUKBebPn49Vq1a5KzzqQpcvXwZg+eBwp5CQEISFhbEA2oVcHftY9//dxmpr7kpLSzFgwADodDpUV1dDlmWXs1Ws27Hm3v6+q/eB/fbpJx0Z/5lDz9ORcZD58zxhYWFIT09HRkYGJk+ejJSUFAQGBqKoqAjHjh3DrFmz8PzzzwMAysrKYDab75o/+3xYC1OXL1+GVqt1uXC9NR/tzR/HUs/EYhe5jcFgwMqVK9Ha2ooVK1bwtLBO0NDQgMzMTNv/VSoVVq5ciQULFrgxKu+3ceNGXLhwATt37oRKpXJ3OD5nxowZSExMRHR0NNRqNX788UdkZmbi0KFDeOWVV7B9+3ZeTfQ+1NbWAgC2bt2K2NhY5OTkYPDgwTh//jzefPNN/POf/0RUVBRmz57t5kjpQbN+I25/moa9oKAgXLt2rStDemjd7dinsbERAFxe7c2+3dqvvf3tZ0Pc632g1WqhVCpt2yWLjoz/zKHn6cg4yPx5phdeeAGRkZH4/e9/j+3bt9vaH3vsMUydOtX2e9lWPgIDAwE45+NuX6h2NH/Wn+FY6ll4GiO5hdlsxuuvv478/Hw899xzmD59urtD8gl9+/bFhQsXUFBQgC+//BLLli3Du+++i6VLl8JoNLo7PK9UWFiIjRs3YsGCBRg2bJi7w/FJS5YsQWJiIsLDwxEUFIT4+Hhs2rQJo0ePxunTp21T1aljrOuKqFQqvP/++xgxYgQCAwORkJCA9evXQ6FQYOvWrW6OkujhwWMf78Lx3/txHPR+f/vb3/Db3/4WixYtwtdff43Tp08jKysLJpMJc+fORW5urrtDJA/GYhd1OSEE3njjDezbtw9Tp07FmjVr3B2Sz1Eqlejbty8WLlyI5cuX4+DBg9i5c6e7w/JKq1atQlRUFJYuXeruUB4qCoUCM2bMAACcOnXKzdF4J+u3knFxcejZs6fDY0OGDEFUVBTKysrQ0NDgjvCoC905I+FOTU1Nd/2mmjpHW8c+1v1/57o0VnfOKGhvf/tZDvd6H+h0OphMJr4P7HR0/GcOPU9HxkHmz/McO3YM69atw5w5c/Dyyy+jV69e0Gq1GD16NDZt2gSNRoO1a9cCaDsft27dAuCcj3uNi676AxxLvQmLXdSlrN9q7t69G1OmTMFbb70FhYJvwwfJuogiF0y8P4WFhSguLsbw4cMRExNju+3duxcAMGvWLMTExOCLL75wc6S+JywsDADQ3Nzs5ki806BBgwDcfbq9tV2v13dZTOQe1rVKXK0lUl9fj5s3b7pcg4Q6R3uOfVytD2PPmjtrP+s6M+Xl5TCZTE79rduxX7/mXu+DO7dPHR//mUPP05FxkPnzPNaZ/UlJSU6PhYeHIyYmBpWVlbhx4wb69esHhUJx1/zdLR/Wtdfu5GoNN46l3odVBuoyZrMZv/vd77Bnzx5MnjwZGRkZXKerC1RVVQEA9/V9mjlzpsubdcBLSUnBzJkzXV75hX6es2fPAgD37X2yHhwWFxc7PWYwGFBWVgatVssLADwExowZAwA4cuSI02N5eXkAgMTExC6N6WHR3mOfAQMGIDIyEqdOnYJOp3N4rKWlBSdPnkRkZKTDB6nExETodDqXs1+tubbm3v6+q/fB4cOHbdski46O/8yh5+nIOMj8eR6DwQAAuHHjhsvHre1qtRoajQYjRoxASUkJKioqnPrm5eVBrVYjPj7e1mbNh3UctGfNR3vzx7HUQwlyadOmTUKWZbF79253h+ITTCaTWL16tZBlWSxbtkwYDAZ3h+RTCgoKRENDg1P7zZs3xbRp04Qsy+Lf//63GyLzXatWrRKyLIvTp0+7OxSvdvHiRVFfX+/Unp+fL4YPHy7i4uJERUWFGyLzDQsWLBCyLIudO3c6tGdmZgpZlsWKFSvcFBl1JYPBIJ5++mkRFxcnCgoKbO2NjY0iLS1NxMbGiuLiYjdG6Js6euyzbt06IcuyyMjIcNm+bt06h/Zjx44JWZbF7NmzRUtLi6396NGjIiYmRsyZM8ehf11dnRg9erRISkoSlZWVtvaqqiqRnJwsEhISRF1d3f2+3IfGvcZ/5tDzdGQcZP48yyeffCJkWRZpaWlOn3P27NkjZFkWv/rVr2xtu3btErIsi/T0dGE2m53aV65c6bCN4uJiERsbKyZOnOiw/aKiIhEfHy9SU1Md/m5zLPU+khC3V+4j5OTk4NtvvwUAFBUV4dy5cxg1apStgp+amorU1FR3hui1NmzYgMzMTGi1WsydOxd+fs4XAk1NTcXQoUPdEJ33+/Of/4xdu3YhKSkJvXv3RkBAACorK/HVV19Bp9Nh0qRJeO+993jKaCdavXo19u7di+zsbIwcOdLd4XitDRs24IMPPsATTzyBPn36QK1Wo6ioCHl5eVAoFFizZg2effZZd4fptcrKyvDrX/8atbW1eOqppzBo0CAUFBTg+PHj6NOnD7Kzs11ecpt8z/Hjx/Hiiy9CpVJhypQpCAoKQm5uLsrLy7F8+XIsXrzY3SH6nI4e++h0OsyePRvnz59HcnIyhg0bhsLCQhw6dAhDhw5FVlYWtFqtw8+/8cYbyMnJQXR0NMaPH4/a2lrs378fGo0GO3bsQHR0tEP/jz76CCtXrkRYWBjS0tIgSRIOHDiAmpoaZGRkYNq0aQ9uh/iIe43/zKHn6cg4yPx5FpPJhPnz5+PEiRMIDw9HSkoKgoODceHCBdtMra1btyIhIcHWf+HChThy5Aji4+ORmJiIK1euIDc3Fz179kROTo7TMc/f//53vPfee+jduzcmTZoEnU6HTz/9FC0tLfjggw/w+OOPO/TnWOpdWOyyYx287mbJkiVcpPo+tbVvAWDt2rW2BampY06ePIndu3fjzJkzuH79OvR6PUJCQhAbG4vp06fbBlPqPCx2dY4TJ04gKysLBQUFqKmpQWtrKyIiIjB69GjMnz8fI0aMcHeIXu/q1atYv349Dh8+jLq6OnTv3h0pKSl49dVXERER4e7wqAudPXsW69evx5kzZ2AwGBAdHY158+Zh6tSp7g7NJ93PsU9jYyMyMzPx+eefo6amBt27d8ekSZOwZMkSl+sOmc1mfPjhh8jOzkZpaSm0Wi2SkpKQnp6OgQMHunzOQ4cOYfPmzTh37hwAYNiwYVi0aBHGjRv3M17tw6Ot8Z859DwdGQeZP8/S2tqKbdu24cCBAyguLobBYEBERATGjBmDRYsWQZZlp/6bN2/Gvn37UFlZiZCQEIwfPx7Lly9HZGSky+fYt28ftm3bhkuXLkGlUmHkyJFYtmzZXY9BOZZ6Dxa7iIiIiIiIiIjIZ/CcJiIiIiIiIiIi8hksdhERERERERERkc9gsYuIiIiIiIiIiHwGi11EREREREREROQzWOwiIiIiIiIiIiKfwWIXERERERERERH5DBa7iIiIiIiIiIjIZ7DYRUREREREREREPoPFLiIiIiIiIiIi8hksdhERERERERERkc9gsYuIiIiIiIiIiHwGi11EREREREREROQz/h/Il3z/0TSG/wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(trace_4);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 12\n", + "***\n", + "\n", + "*See in the code accompanying the book the `model_t2` (and the data associated with it). Experiment with priors for $\\nu$, like the non-shifted exponential and gamma priors (they are commented in the code below). Plot the prior distribution, to ensure that you understand them. An easy way to do this is to just comment the likelihood in the model and check the trace plot. A more efficient way though is to use the `pm.sample_prior_predictive()` function instead of `pm.sample()`.*" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "ans = pd.read_csv('../code/data/anscombe.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [ν, ϵ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:16<00:00, 308.57draws/s]\n" + ] + } + ], + "source": [ + "x_4 = ans[ans.group == 'IV']['x'].values\n", + "y_4 = ans[ans.group == 'IV']['y'].values\n", + "\n", + "with pm.Model() as model_t2:\n", + " α = pm.Normal('α', mu=0, sd=100)\n", + " β = pm.Normal('β', mu=0, sd=1)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + " ν = pm.Exponential('ν', 1/30)\n", + " # ν = pm.Gamma('ν', mu=20, sd=15)\n", + " # ν = pm.Gamma('ν', 2, 0.1)\n", + "\n", + " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", + " \n", + " prior_v_exp = pm.sample_prior_predictive(2000)\n", + " trace_v_exp = pm.sample(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "data_exp = az.from_pymc3(trace=trace_v_exp, prior=prior_v_exp)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(data_exp.prior, var_names=[\"ν\"]);" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [ν, ϵ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:14<00:00, 355.57draws/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as model_t2:\n", + " α = pm.Normal('α', mu=0, sd=100)\n", + " β = pm.Normal('β', mu=0, sd=1)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + " # ν = pm.Exponential('ν', 1/30)\n", + " ν = pm.Gamma('ν', mu=20, sd=15)\n", + " #ν = pm.Gamma('ν', 2, 0.1)\n", + "\n", + " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", + " \n", + " prior_v20_15 = pm.sample_prior_predictive(2000)\n", + " trace_v_20 = pm.sample(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "data_20 = az.from_pymc3(trace=trace_v_20, prior=prior_v20_15)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(data_20.prior, var_names=[\"ν\"]);" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [ν, ϵ, β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:11<00:00, 453.04draws/s]\n" + ] + } + ], + "source": [ + "with pm.Model() as model_t2:\n", + " α = pm.Normal('α', mu=0, sd=100)\n", + " β = pm.Normal('β', mu=0, sd=1)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + " # ν = pm.Exponential('ν', 1/30)\n", + " # ν = pm.Gamma('ν', mu=20, sd=15)\n", + " ν = pm.Gamma('ν', 2, 0.1)\n", + "\n", + " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", + " \n", + " prior_v2_01 = pm.sample_prior_predictive(2000)\n", + " trace_v_2_01 = pm.sample(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "data_2 = az.from_pymc3(trace=trace_v_2_01, prior=prior_v2_01)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[,\n", + " ]],\n", + " dtype=object)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "az.plot_trace(data_2.prior, var_names=[\"ν\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 13\n", + "***\n", + "\n", + "*For the `unpooled_model`, change the value of `sd` for the $\\beta$ prior. Try values of 1 and 100. Explore how the estimated slopes change for each group. Which group is more affected by this change?*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "N = 20\n", + "M = 8\n", + "idx = np.repeat(range(M-1), N)\n", + "idx = np.append(idx, 7)\n", + "np.random.seed(314)\n", + "\n", + "alpha_real = np.random.normal(2.5, 0.5, size=M)\n", + "beta_real = np.random.beta(6, 1, size=M)\n", + "eps_real = np.random.normal(0, 0.5, size=len(idx))\n", + "\n", + "y_m = np.zeros(len(idx))\n", + "x_m = np.random.normal(10, 1, len(idx))\n", + "y_m = alpha_real[idx] + beta_real[idx] * x_m + eps_real\n", + "x_centered = x_m - x_m.mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's loop through a couple standard deviation values for the slope parameter of each group:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sd_values = [1, 10, 100]\n", + "all_traces = {}\n", + "\n", + "for sd_value in sd_values:\n", + " with pm.Model() as unpooled_model:\n", + " α_tmp = pm.Normal('α_tmp', mu=0, sd=10, shape=M)\n", + " β = pm.Normal('β', mu=0, sd=sd_value, shape=M)\n", + " \n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + " ν = pm.Exponential('ν', 1/30)\n", + "\n", + " y_pred = pm.StudentT('y_pred', mu=α_tmp[idx] + β[idx] * x_centered,\n", + " sd=ϵ, nu=ν, observed=y_m)\n", + "\n", + " α = pm.Deterministic('α', α_tmp - β * x_m.mean())\n", + "\n", + " unpooled_model_trace = pm.sample(2000)\n", + " all_traces[sd_value] = unpooled_model_trace" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "all_traces[10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "all_summaries = []\n", + "for sd, trace in all_traces.items():\n", + " summary = az.summary(az.from_pymc3(trace=trace))\n", + " summary[\"group\"] = f\"sd_{sd}\"\n", + " summary.reset_index(inplace=True)\n", + " #summary. = summary.index +\n", + " all_summaries.append(summary)\n", + " \n", + "summaries_df = pd.concat(all_summaries)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "beta = summaries_df[summaries_df[\"index\"].str.contains(\"β\")]\n", + "beta = beta[[\"group\", \"mean\",\"index\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "beta_p = beta.pivot(index=\"group\", columns=\"index\")\n", + "beta_p.columns = beta_p.columns.droplevel(0)\n", + "beta_p.reset_index(inplace=True)\n", + "beta_p" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "parallel_coordinates(beta_p, \"group\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we increase the standard deviation of the beta prior (the slope parameter), we see that for most of the groups the effect is neglible. However, for group 7 the prior has a strong effect on the posterior estimation because group 7 only has one data point and the unpooled model doesn't consider the datapoints in the other groups. There simply isn't enough data to \"wash out\" the prior distribution in this case." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 14\n", + "***\n", + "\n", + "*Using the model `hierarchical_model`, repeat Figure 3.18, the one with the eight groups and the eight lines, but this time add the uncertainty to the linear fit.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "N = 20\n", + "M = 8\n", + "idx = np.repeat(range(M-1), N)\n", + "idx = np.append(idx, 7)\n", + "np.random.seed(314)\n", + "\n", + "alpha_real = np.random.normal(2.5, 0.5, size=M)\n", + "beta_real = np.random.beta(6, 1, size=M)\n", + "eps_real = np.random.normal(0, 0.5, size=len(idx))\n", + "\n", + "y_m = np.zeros(len(idx))\n", + "x_m = np.random.normal(10, 1, len(idx))\n", + "y_m = alpha_real[idx] + beta_real[idx] * x_m + eps_real\n", + "\n", + "with pm.Model() as hierarchical_model:\n", + " # hyper-priors\n", + " α_μ_tmp = pm.Normal('α_μ_tmp', mu=0, sd=10)\n", + " α_σ_tmp = pm.HalfNormal('α_σ_tmp', 10)\n", + " β_μ = pm.Normal('β_μ', mu=0, sd=10)\n", + " β_σ = pm.HalfNormal('β_σ', sd=10)\n", + "\n", + " # priors\n", + " α_tmp = pm.Normal('α_tmp', mu=α_μ_tmp, sd=α_σ_tmp, shape=M)\n", + " β = pm.Normal('β', mu=β_μ, sd=β_σ, shape=M)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + " ν = pm.Exponential('ν', 1/30)\n", + "\n", + " y_pred = pm.StudentT('y_pred', mu=α_tmp[idx] + β[idx] * x_centered,\n", + " sd=ϵ, nu=ν, observed=y_m)\n", + "\n", + " α = pm.Deterministic('α', α_tmp - β * x_m.mean())\n", + " α_μ = pm.Deterministic('α_μ', α_μ_tmp - β_μ * x_m.mean())\n", + " α_σ = pm.Deterministic('α_sd', α_σ_tmp - β_μ * x_m.mean())\n", + "\n", + " trace_hm = pm.sample(1000)\n", + " ppc_lines = pm.sample_posterior_predictive(trace_hm, samples=500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "alpha = trace_hm.get_values(\"α\")[369, 1]\n", + "beta = trace_hm.get_values(\"β\")[369, 1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get 20 random samples for chain\n", + "chain_length =1000\n", + "random_draws = np.random.randint(0, chain_length-1, 20)\n", + "\n", + "_, ax = plt.subplots(2, 4, figsize=(10, 5), sharex=True, sharey=True,\n", + " constrained_layout=True)\n", + "ax = np.ravel(ax)\n", + "j, k = 0, N\n", + "x_range = np.linspace(x_m.min(), x_m.max(), 10)\n", + "for i in range(M):\n", + " ax[i].scatter(x_m[j:k], y_m[j:k])\n", + " ax[i].set_xlabel(f'x_{i}')\n", + " ax[i].set_ylabel(f'y_{i}', labelpad=17, rotation=0)\n", + " \n", + " #We add this one line to plot uncertainty. At least two data points must be present in group\n", + " for random_draw in random_draws:\n", + " alpha = trace_hm.get_values(\"α\")[random_draw, i]\n", + " beta = trace_hm.get_values(\"β\")[random_draw, i]\n", + " ax[i].plot(x_m, alpha + beta*x_m, 'C1-', alpha=0.5)\n", + " # ax[i].plot(x_m, alpha + beta*x_m)\n", + "\n", + " \n", + " alpha_m = trace_hm['α'][:, i].mean()\n", + " beta_m = trace_hm['β'][:, i].mean()\n", + " ax[i].plot(x_range, alpha_m + beta_m * x_range, c='k',\n", + " label=f'y = {alpha_m:.2f} + {beta_m:.2f} * x')\n", + " plt.xlim(x_m.min()-1, x_m.max()+1)\n", + " plt.ylim(y_m.min()-1, y_m.max()+1)\n", + " j += N\n", + " k += N" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 15\n", + "***\n", + "\n", + "*Re-run the `model_mlr` example, this time without centering the data. Compare the uncertainty in the $\\alpha$ parameter for one case and the other. Can you explain these results?*\n", + "\n", + "*Tip: Remember the definition of the $\\alpha$ parameter (also known as the intercept).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(314)\n", + "N = 100\n", + "alpha_real = 2.5\n", + "beta_real = [0.9, 1.5]\n", + "eps_real = np.random.normal(0, 0.5, size=N)\n", + "\n", + "X = np.array([np.random.normal(i, j, N) for i, j in zip([10, 2], [1, 1.5])]).T\n", + "X_mean = X.mean(axis=0, keepdims=True)\n", + "y = alpha_real + np.dot(X, beta_real) + eps_real" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as model_mlr:\n", + " α_tmp = pm.Normal('α_tmp', mu=0, sd=10)\n", + " β = pm.Normal('β', mu=0, sd=1, shape=2)\n", + " ϵ = pm.HalfCauchy('ϵ', 5)\n", + "\n", + " μ = α_tmp + pm.math.dot(X, β)\n", + "\n", + " α = pm.Deterministic('α', α_tmp - pm.math.dot(X_mean, β))\n", + "\n", + " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y)\n", + "\n", + " trace_mlr = pm.sample(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "az.summary(trace_mlr, var_names=['α', 'β', 'ϵ'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the non-centered data, $\\alpha$ changes to compensate for the position of the points. In other words, $\\alpha$ needs to compensate $\\beta X$ distance up or down since the $X$ values are no longer centered around the $y$ axis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 16\n", + "***\n", + "\n", + "*Read and run [this notebook](https://docs.pymc.io/notebooks/LKJ.html) from PyMC3's documentation*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 17\n", + "***\n", + "\n", + "*Choose a dataset that you find interesting and use it with the simple linear regression model. Be sure to explore the results using ArviZ functions and compute the Pearson correlation coefficient. If you do not have an interesting dataset, try searching online, for example [here](https://data.worldbank.org/) or [there](http://users.stat.ufl.edu/~winner/datasets.html).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 997c650365cd5e3fc2d68d206a817e76362fdced Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Sat, 24 Aug 2019 16:42:20 +0200 Subject: [PATCH 6/7] Added questions to Chapter 4 NB --- exercises/Chapter3-Part3.ipynb | 763 ------------------ .../{Chapter4_part2.ipynb => Chapter4.ipynb} | 732 ++++++++++++++++- exercises/Chapter4_Part1.ipynb | 656 --------------- 3 files changed, 690 insertions(+), 1461 deletions(-) delete mode 100644 exercises/Chapter3-Part3.ipynb rename exercises/{Chapter4_part2.ipynb => Chapter4.ipynb} (85%) delete mode 100644 exercises/Chapter4_Part1.ipynb diff --git a/exercises/Chapter3-Part3.ipynb b/exercises/Chapter3-Part3.ipynb deleted file mode 100644 index c3d943a..0000000 --- a/exercises/Chapter3-Part3.ipynb +++ /dev/null @@ -1,763 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Chapter 3 Part 3 Exercises" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "from pandas.plotting import parallel_coordinates\n", - "from scipy import stats\n", - "import arviz as az\n", - "import pymc3 as pm\n", - "from IPython.display import SVG, display" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "az.style.use('arviz-darkgrid')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 11\n", - "***\n", - "\n", - "*Think about a model that's able to fit the first three dataset from the Anscombe quartet. Also, think about a model to fit the fourth dataset.*" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below are all four datasets from Anscombe's Quartet \n", - "![title](images/640px-Anscombe.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A model that might fit the first three models is a polynomial regression of the form:\n", - "\n", - "$ y = \\alpha_2 x^2 + \\alpha_1 x + \\alpha_0 $\n", - "\n", - "For the more linear datasets the model could have a low value for $\\alpha_2$, and for the second dataset the model would be able to fit the non linearity.\n", - "\n", - "For the last dataset there seems to be two distinct patterns, a cluster of points at x=8 and one at x=19. We could model this one with two groups as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(os.path.join(\"..\", \"code\", \"data\", \"anscombe.csv\"))\n", - "df = df.loc[df[\"group\"] == \"IV\", [\"x\", \"y\"]]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "33 1\n", - "34 1\n", - "35 1\n", - "36 1\n", - "37 1\n", - "38 1\n", - "39 1\n", - "40 0\n", - "41 1\n", - "42 1\n", - "43 1\n", - "Name: x, dtype: int64" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "idx = (df[\"x\"] == 8).astype(int)\n", - "idx" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/canyon/.local/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "/Users/canyon/.local/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [mu, sd]\n", - "Sampling 2 chains: 0%| | 0/21000 [00:00,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(trace_4);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Question 12\n", - "***\n", - "\n", - "*See in the code accompanying the book the `model_t2` (and the data associated with it). Experiment with priors for $\\nu$, like the non-shifted exponential and gamma priors (they are commented in the code below). Plot the prior distribution, to ensure that you understand them. An easy way to do this is to just comment the likelihood in the model and check the trace plot. A more efficient way though is to use the `pm.sample_prior_predictive()` function instead of `pm.sample()`.*" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "ans = pd.read_csv('../code/data/anscombe.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ν, ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:16<00:00, 308.57draws/s]\n" - ] - } - ], - "source": [ - "x_4 = ans[ans.group == 'IV']['x'].values\n", - "y_4 = ans[ans.group == 'IV']['y'].values\n", - "\n", - "with pm.Model() as model_t2:\n", - " α = pm.Normal('α', mu=0, sd=100)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " ν = pm.Exponential('ν', 1/30)\n", - " # ν = pm.Gamma('ν', mu=20, sd=15)\n", - " # ν = pm.Gamma('ν', 2, 0.1)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", - " \n", - " prior_v_exp = pm.sample_prior_predictive(2000)\n", - " trace_v_exp = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "data_exp = az.from_pymc3(trace=trace_v_exp, prior=prior_v_exp)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(data_exp.prior, var_names=[\"ν\"]);" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ν, ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:14<00:00, 355.57draws/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as model_t2:\n", - " α = pm.Normal('α', mu=0, sd=100)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " # ν = pm.Exponential('ν', 1/30)\n", - " ν = pm.Gamma('ν', mu=20, sd=15)\n", - " #ν = pm.Gamma('ν', 2, 0.1)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", - " \n", - " prior_v20_15 = pm.sample_prior_predictive(2000)\n", - " trace_v_20 = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "data_20 = az.from_pymc3(trace=trace_v_20, prior=prior_v20_15)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(data_20.prior, var_names=[\"ν\"]);" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ν, ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:11<00:00, 453.04draws/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as model_t2:\n", - " α = pm.Normal('α', mu=0, sd=100)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " # ν = pm.Exponential('ν', 1/30)\n", - " # ν = pm.Gamma('ν', mu=20, sd=15)\n", - " ν = pm.Gamma('ν', 2, 0.1)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", - " prior_v2_01 = pm.sample_prior_predictive(2000)\n", - " trace_v_2_01 = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "data_2 = az.from_pymc3(trace=trace_v_2_01, prior=prior_v2_01)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(data_2.prior, var_names=[\"ν\"]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Question 13\n", - "***\n", - "\n", - "*For the `unpooled_model`, change the value of `sd` for the $\\beta$ prior. Try values of 1 and 100. Explore how the estimated slopes change for each group. Which group is more affected by this change?*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "N = 20\n", - "M = 8\n", - "idx = np.repeat(range(M-1), N)\n", - "idx = np.append(idx, 7)\n", - "np.random.seed(314)\n", - "\n", - "alpha_real = np.random.normal(2.5, 0.5, size=M)\n", - "beta_real = np.random.beta(6, 1, size=M)\n", - "eps_real = np.random.normal(0, 0.5, size=len(idx))\n", - "\n", - "y_m = np.zeros(len(idx))\n", - "x_m = np.random.normal(10, 1, len(idx))\n", - "y_m = alpha_real[idx] + beta_real[idx] * x_m + eps_real\n", - "x_centered = x_m - x_m.mean()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's loop through a couple standard deviation values for the slope parameter of each group:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sd_values = [1, 10, 100]\n", - "all_traces = {}\n", - "\n", - "for sd_value in sd_values:\n", - " with pm.Model() as unpooled_model:\n", - " α_tmp = pm.Normal('α_tmp', mu=0, sd=10, shape=M)\n", - " β = pm.Normal('β', mu=0, sd=sd_value, shape=M)\n", - " \n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " ν = pm.Exponential('ν', 1/30)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α_tmp[idx] + β[idx] * x_centered,\n", - " sd=ϵ, nu=ν, observed=y_m)\n", - "\n", - " α = pm.Deterministic('α', α_tmp - β * x_m.mean())\n", - "\n", - " unpooled_model_trace = pm.sample(2000)\n", - " all_traces[sd_value] = unpooled_model_trace" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_traces[10]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_summaries = []\n", - "for sd, trace in all_traces.items():\n", - " summary = az.summary(az.from_pymc3(trace=trace))\n", - " summary[\"group\"] = f\"sd_{sd}\"\n", - " summary.reset_index(inplace=True)\n", - " #summary. = summary.index +\n", - " all_summaries.append(summary)\n", - " \n", - "summaries_df = pd.concat(all_summaries)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "beta = summaries_df[summaries_df[\"index\"].str.contains(\"β\")]\n", - "beta = beta[[\"group\", \"mean\",\"index\"]]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "beta_p = beta.pivot(index=\"group\", columns=\"index\")\n", - "beta_p.columns = beta_p.columns.droplevel(0)\n", - "beta_p.reset_index(inplace=True)\n", - "beta_p" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "parallel_coordinates(beta_p, \"group\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we increase the standard deviation of the beta prior (the slope parameter), we see that for most of the groups the effect is neglible. However, for group 7 the prior has a strong effect on the posterior estimation because group 7 only has one data point and the unpooled model doesn't consider the datapoints in the other groups. There simply isn't enough data to \"wash out\" the prior distribution in this case." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Question 14\n", - "***\n", - "\n", - "*Using the model `hierarchical_model`, repeat Figure 3.18, the one with the eight groups and the eight lines, but this time add the uncertainty to the linear fit.*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "N = 20\n", - "M = 8\n", - "idx = np.repeat(range(M-1), N)\n", - "idx = np.append(idx, 7)\n", - "np.random.seed(314)\n", - "\n", - "alpha_real = np.random.normal(2.5, 0.5, size=M)\n", - "beta_real = np.random.beta(6, 1, size=M)\n", - "eps_real = np.random.normal(0, 0.5, size=len(idx))\n", - "\n", - "y_m = np.zeros(len(idx))\n", - "x_m = np.random.normal(10, 1, len(idx))\n", - "y_m = alpha_real[idx] + beta_real[idx] * x_m + eps_real\n", - "\n", - "with pm.Model() as hierarchical_model:\n", - " # hyper-priors\n", - " α_μ_tmp = pm.Normal('α_μ_tmp', mu=0, sd=10)\n", - " α_σ_tmp = pm.HalfNormal('α_σ_tmp', 10)\n", - " β_μ = pm.Normal('β_μ', mu=0, sd=10)\n", - " β_σ = pm.HalfNormal('β_σ', sd=10)\n", - "\n", - " # priors\n", - " α_tmp = pm.Normal('α_tmp', mu=α_μ_tmp, sd=α_σ_tmp, shape=M)\n", - " β = pm.Normal('β', mu=β_μ, sd=β_σ, shape=M)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " ν = pm.Exponential('ν', 1/30)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α_tmp[idx] + β[idx] * x_centered,\n", - " sd=ϵ, nu=ν, observed=y_m)\n", - "\n", - " α = pm.Deterministic('α', α_tmp - β * x_m.mean())\n", - " α_μ = pm.Deterministic('α_μ', α_μ_tmp - β_μ * x_m.mean())\n", - " α_σ = pm.Deterministic('α_sd', α_σ_tmp - β_μ * x_m.mean())\n", - "\n", - " trace_hm = pm.sample(1000)\n", - " ppc_lines = pm.sample_posterior_predictive(trace_hm, samples=500)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "alpha = trace_hm.get_values(\"α\")[369, 1]\n", - "beta = trace_hm.get_values(\"β\")[369, 1]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get 20 random samples for chain\n", - "chain_length = 1000\n", - "random_draws = np.random.randint(0, chain_length-1, 20)\n", - "\n", - "_, ax = plt.subplots(2, 4, figsize=(10, 5), sharex=True, sharey=True,\n", - " constrained_layout=True)\n", - "ax = np.ravel(ax)\n", - "j, k = 0, N\n", - "x_range = np.linspace(x_m.min(), x_m.max(), 10)\n", - "for i in range(M):\n", - " ax[i].scatter(x_m[j:k], y_m[j:k])\n", - " ax[i].set_xlabel(f'x_{i}')\n", - " ax[i].set_ylabel(f'y_{i}', labelpad=17, rotation=0)\n", - " \n", - " #We add this one line to plot uncertainty. At least two data points must be present in group\n", - " for random_draw in random_draws:\n", - " alpha = trace_hm.get_values(\"α\")[random_draw, i]\n", - " beta = trace_hm.get_values(\"β\")[random_draw, i]\n", - " ax[i].plot(x_m, alpha + beta*x_m, 'C1-', alpha=0.5)\n", - " # ax[i].plot(x_m, alpha + beta*x_m)\n", - "\n", - " \n", - " alpha_m = trace_hm['α'][:, i].mean()\n", - " beta_m = trace_hm['β'][:, i].mean()\n", - " ax[i].plot(x_range, alpha_m + beta_m * x_range, c='k',\n", - " label=f'y = {alpha_m:.2f} + {beta_m:.2f} * x')\n", - " plt.xlim(x_m.min()-1, x_m.max()+1)\n", - " plt.ylim(y_m.min()-1, y_m.max()+1)\n", - " j += N\n", - " k += N" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 15\n", - "***\n", - "\n", - "*Re-run the `model_mlr` example, this time without centering the data. Compare the uncertainty in the $\\alpha$ parameter for one case and the other. Can you explain these results?*\n", - "\n", - "*Tip: Remember the definition of the $\\alpha$ parameter (also know as the intercept)*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(314)\n", - "N = 100\n", - "alpha_real = 2.5\n", - "beta_real = [0.9, 1.5]\n", - "eps_real = np.random.normal(0, 0.5, size=N)\n", - "\n", - "X = np.array([np.random.normal(i, j, N) for i, j in zip([10, 2], [1, 1.5])]).T\n", - "X_mean = X.mean(axis=0, keepdims=True)\n", - "# X_centered = X - X_mean\n", - "y = alpha_real + np.dot(X, beta_real) + eps_real" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "with pm.Model() as model_mlr:\n", - " α_tmp = pm.Normal('α_tmp', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=1, shape=2)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - "\n", - " μ = α_tmp + pm.math.dot(X, β)\n", - "\n", - " α = pm.Deterministic('α', α_tmp - pm.math.dot(X_mean, β))\n", - "\n", - " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y)\n", - "\n", - " trace_mlr = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "az.summary(trace_mlr, var_names=['α', 'β', 'ϵ'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With the non-centered data, $\\alpha$ changes to compensate for the position of the points. In other words, $\\alpha$ needs to compensate $\\beta X$ distance up or down since the $X$ values are no longer centered around the $y$ axis." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/exercises/Chapter4_part2.ipynb b/exercises/Chapter4.ipynb similarity index 85% rename from exercises/Chapter4_part2.ipynb rename to exercises/Chapter4.ipynb index 2c24865..2e66837 100644 --- a/exercises/Chapter4_part2.ipynb +++ b/exercises/Chapter4.ipynb @@ -4,32 +4,650 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Chapter 4 Exercises 6 - 10" + "# Chapter 4 Exercises" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "import pymc3 as pm\n", + "import seaborn as sns\n", + "import theano.tensor as tt\n", + "\n", + "from scipy import stats\n", + "from scipy.special import expit as logistic\n", + "\n", + "np.random.seed(123)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1\n", + "***\n", + "\n", + "*Re-run the first model using the petal length and then petal width variables. What are the main differences in the results? How wide or narrow is the 95% HPD interval in each case?*" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "iris = pd.read_csv('../code/data/iris.csv')\n", + "df = iris.query(\"species == ('setosa', 'versicolor')\")\n", + "y_0 = pd.Categorical(df['species']).codes\n", + "\n", + "varnames = ['α', 'β', 'bd']" + ] + }, + { + "cell_type": "code", + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1391.68draws/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature sepal_length summary\n", + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 0.31 0.32 0.00 -0.32 0.96 1731.0 1.0\n", + "β 5.40 1.00 0.02 3.55 7.43 1531.0 1.0\n", + "bd -0.06 0.06 0.00 -0.17 0.06 1788.0 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1170.33draws/s]\n", + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature petal_width summary\n", + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 0.61 1.83 0.06 -2.77 4.65 645.0 1.0\n", + "β 18.41 5.61 0.15 8.65 29.26 446.0 1.0\n", + "bd -0.04 0.09 0.00 -0.22 0.13 814.0 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1104.36draws/s]\n", + "There were 22 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "There were 36 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature petal_length summary\n", + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 3.37 4.10 0.15 -3.53 12.31 582.0 1.0\n", + "β 12.98 5.64 0.08 3.76 23.78 371.0 1.0\n", + "bd -0.28 0.28 0.01 -0.81 0.22 704.0 1.0\n" ] } ], "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "from scipy import stats\n", - "import arviz as az\n", - "import pymc3 as pm\n", - "import seaborn as sns\n", - "import theano.tensor as tt\n", - "np.random.seed(123)" + "for feature in [\"sepal_length\", \"petal_width\", \"petal_length\"]:\n", + "\n", + " x_n = feature\n", + " x_0 = df[x_n].values\n", + " x_c = x_0 - x_0.mean()\n", + "\n", + " with pm.Model() as model_0:\n", + " α = pm.Normal('α', mu=0, sd=10)\n", + " β = pm.Normal('β', mu=0, sd=10)\n", + "\n", + " μ = α + pm.math.dot(x_c, β) \n", + " θ = pm.Deterministic('θ', pm.math.sigmoid(μ))\n", + " bd = pm.Deterministic('bd', -α/β)\n", + "\n", + " yl = pm.Bernoulli('yl', p=θ, observed=y_0)\n", + "\n", + " trace_0 = pm.sample(1000)\n", + " \n", + " print(\"Feature {} summary\".format(feature))\n", + " print(az.summary(trace_0, varnames, credible_interval=.95))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the results, we can see that the `bd` variable's HPD is the smallest with sepal length, and increases with petal_width and petal_length." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2\n", + "***\n", + "\n", + "*Repeat exercise 1, this time using a Student's t-distribution as a weakly informative prior. Try different values of $\\nu$.*" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:06<00:00, 442.69draws/s]\n", + "There were 660 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The acceptance probability does not match the target. It is 0.5723934984887481, but should be close to 0.8. Try to increase the number of tuning steps.\n", + "There were 172 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature petal_length nu 1 summary\n", + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 4.95 13.41 1.15 -10.62 27.76 126.0 1.00\n", + "β 137.73 450.93 81.03 3.59 598.05 41.0 1.03\n", + "bd -0.17 0.25 0.04 -0.73 0.17 49.0 1.01\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:03<00:00, 879.48draws/s] \n", + "There were 20 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "There were 37 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature petal_length nu 10 summary\n", + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 4.03 4.56 0.14 -3.52 13.52 434.0 1.0\n", + "β 14.50 6.94 0.40 3.71 27.74 334.0 1.0\n", + "bd -0.29 0.28 0.01 -0.83 0.18 543.0 1.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1032.88draws/s]\n", + "There were 55 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "There were 48 divergences after tuning. Increase `target_accept` or reparameterize.\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Feature petal_length nu 30 summary\n", + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 3.94 4.30 0.20 -2.79 13.68 327.0 1.00\n", + "β 14.01 5.98 0.38 4.00 25.55 369.0 1.01\n", + "bd -0.28 0.28 0.01 -0.83 0.19 329.0 1.00\n" + ] + } + ], + "source": [ + "for nu in [1, 10, 30]:\n", + "\n", + " x_0 = df[\"petal_length\"].values\n", + " x_c = x_0 - x_0.mean()\n", + "\n", + " with pm.Model() as model_0:\n", + " # Priors have been changed\n", + " α = pm.StudentT('α', nu=nu, mu=0, sd=10)\n", + " β = pm.StudentT('β', nu=nu, mu=0, sd=10)\n", + "\n", + "\n", + " μ = α + pm.math.dot(x_c, β) \n", + " θ = pm.Deterministic('θ', pm.math.sigmoid(μ))\n", + " bd = pm.Deterministic('bd', -α/β)\n", + "\n", + " yl = pm.Bernoulli('yl', p=θ, observed=y_0)\n", + "\n", + " trace_0 = pm.sample(1000)\n", + " \n", + " print(f\"Feature {feature} nu {nu} summary\")\n", + " print(az.summary(trace_0, varnames, credible_interval=.95))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3\n", + "***\n", + "\n", + "*Go back to the first example, the logistic regression for classifying setosa or versicolor given sepal length. Try to solve the same problem using a simple linear regression model, as we saw in chapter 3. How useful is linear regression compared to logistic regression? Can the result be interpreted as a probability?*\n", + "\n", + "*Tip: check whether the values of $y$ are restricted to the interval [0,1].*" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [sd, β, α]\n", + "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1139.65draws/s]\n", + "100%|██████████| 2000/2000 [00:01<00:00, 1088.84it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", + "α 0.50 0.04 0.0 0.43 0.57 3075.0 1.0\n", + "β 0.57 0.05 0.0 0.46 0.67 3047.0 1.0\n", + "sd 0.35 0.02 0.0 0.30 0.40 2519.0 1.0\n" + ] + } + ], + "source": [ + "x_n = \"sepal_length\"\n", + "x_0 = df[x_n].values\n", + "x_c = x_0 - x_0.mean()\n", + "\n", + "with pm.Model() as model_0:\n", + " α = pm.Normal('α', mu=0, sd=10)\n", + " β = pm.Normal('β', mu=0, sd=10)\n", + " sd = pm.HalfNormal(\"sd\", sd=1)\n", + "\n", + " μ = α + pm.math.dot(x_c, β)\n", + "\n", + " yl = pm.Normal('yl', mu=μ, sd=sd, observed=y_0)\n", + " \n", + " trace_linear = pm.sample(1000)\n", + " \n", + " posterior_predictive_linear = pm.sample_posterior_predictive(trace_linear)\n", + " print(az.summary(trace_linear, credible_interval=.95))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([],\n", + " dtype=object)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = az.from_pymc3(trace=trace_linear, posterior_predictive=posterior_predictive_linear)\n", + "az.plot_ppc(data);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the posterior predictive checks, this model is not very useful. We are trying to estimate the probability of a species given sepal_length, but a number of the posterior predictive check values are below 0 and above 1. As such, the result cannot be interpreted as a probability." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4\n", + "***\n", + "\n", + "*In the example from the \"Interpreting the coefficients of a logistic regression\" section, we changed `sepal_length` by 1 unit. Using figure 4.6, corroborate that the value of `log_odds_versicolor_i` corresponds to the value of `probability_versicolor_i`. Do the same for `log_odds_versicolor_f` and `probability_versicolor_f`. Just by noting that `log_odds_versicolor_f` - `log_odds_versicolor_i` is negative, what can you say about the probability? Use figure 4.6 to help you. Is this result clear to you from the definition of log-odds?*" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", + "y_1 = pd.Categorical(df['species']).codes \n", + "x_n = ['sepal_length', 'sepal_width'] \n", + "x_1 = df[x_n].values" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "NUTS: [β, α]\n", + "Sampling 2 chains: 100%|██████████| 5000/5000 [00:17<00:00, 287.70draws/s]\n", + "The acceptance probability does not match the target. It is 0.8848631965762076, but should be close to 0.8. Try to increase the number of tuning steps.\n" + ] + } + ], + "source": [ + "with pm.Model() as model_1: \n", + " α = pm.Normal('α', mu=0, sd=10) \n", + " β = pm.Normal('β', mu=0, sd=2, shape=len(x_n)) \n", + " \n", + " μ = α + pm.math.dot(x_1, β) \n", + " θ = pm.Deterministic('θ', 1 / (1 + pm.math.exp(-μ))) \n", + " bd = pm.Deterministic('bd', -α/β[1] - β[0]/β[1] * x_1[:,0])\n", + " \n", + " yl = pm.Bernoulli('yl', p=θ, observed=y_1) \n", + " \n", + " trace_1 = pm.sample(2000)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α-9.244.590.11-17.84-0.471504.01.0
β[0]4.710.880.033.036.341370.01.0
β[1]-5.221.010.02-7.25-3.561567.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", + "α -9.24 4.59 0.11 -17.84 -0.47 1504.0 1.0\n", + "β[0] 4.71 0.88 0.03 3.03 6.34 1370.0 1.0\n", + "β[1] -5.22 1.01 0.02 -7.25 -3.56 1567.0 1.0" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "varnames = ['α', 'β'] \n", + "summary = az.summary(trace_1, var_names=varnames)\n", + "summary" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-5.219999999999999, -0.02387657278569843)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x_1 = 4.5 # sepal_length\n", + "x_2 = 3 # sepal_width \n", + "\n", + "log_odds_versicolor_i = (summary['mean'] * [1, x_1, x_2]).sum()\n", + "probability_versicolor_i = logistic(log_odds_versicolor_i)\n", + "\n", + "log_odds_versicolor_f = (summary['mean'] * [1, x_1, x_2 + 1]).sum()\n", + "probability_versicolor_f = logistic(log_odds_versicolor_f)\n", + "\n", + "log_odds_versicolor_f - log_odds_versicolor_i, probability_versicolor_f - probability_versicolor_i" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The value of -5.22 is consistent with the summary and our \"hand check\". A log odds value of -5.22 means that as $x_2$ increases by one unit, the probability that the species is versicolor decreases. Or, equivalently, as sepal width increases, the probability that the flower is versicolor decreases.\n", + "\n", + "We can verify this with a quick plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "colors = df[\"species\"].replace({'setosa':\"blue\", 'versicolor':\"green\"})\n", + "df.plot(kind=\"scatter\", x=\"sepal_length\", y=\"sepal_width\", c=colors);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that, as sepal width increases from 3 to 4, we get further away from the green dots, reducing the probability that the flower we're seeing is of the versicolor species." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Question 5\n", + "***\n", + "\n", + "*Use the same example from the previous exercise. For `model_1`, check how much the log-odds change when increasing `sepal_length` from 5.5 to 6.5 (spoiler: it should be 4.66). How much does the probability change? How does this increase compared to when we increase `sepal_length` from 4.5 to 5.5?*" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sepal_length_i 4.5, sepal_length_f 5.5\n", + " Log Odds Change 4.709999999999999\n", + " Probability Change 0.7080309252764029\n", + " \n", + "sepal_length_i 5.5, sepal_length_f 6.5\n", + " Log Odds Change 4.710000000000001\n", + " Probability Change 0.26467417655124303\n", + " \n" + ] + } + ], + "source": [ + "# Values for sepal length are directly added in the log_odds_line\n", + "x_1 = 4.5 # sepal_length\n", + "x_2 = 3 # sepal_width \n", + "\n", + "for i in (0,1):\n", + " log_odds_versicolor_i = (summary['mean'] * [1, x_1 + i, x_2]).sum()\n", + " probability_versicolor_i = logistic(log_odds_versicolor_i)\n", + "\n", + "\n", + " log_odds_versicolor_f = (summary['mean'] * [1, x_1 + i + 1, x_2]).sum()\n", + " probability_versicolor_f = logistic(log_odds_versicolor_f)\n", + "\n", + " print(f\"\"\"sepal_length_i {x_1 + i}, sepal_length_f {x_1 + i + 1}\n", + " Log Odds Change {log_odds_versicolor_f - log_odds_versicolor_i}\n", + " Probability Change {probability_versicolor_f - probability_versicolor_i}\n", + " \"\"\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the calculation above we see that while the log-odds change stays constant, as it should in linear regression, the probability change is not as large from 5.5 to 6.5 as it is from 4.5 to 5.5. Looking at the graphic this intuitively makes sense as well. When sepal length is at 4.5, the chance that the species is versicolor is very small. When sepal length jumps to 5.5, this probability gets a lot bigger. This means that subsequently going from 5.5 to 6.5 still increases the probability of versicolor, but not as much - because, well, at 5.5 there is already a good chance that the species we're seeing is versicolor." ] }, { @@ -37,7 +655,9 @@ "metadata": {}, "source": [ "## Exercise 6\n", - "***" + "***\n", + "\n", + "*In the example for dealing with unbalanced data, change `df = df[45:]` to `df = df[22:78]`. This will keep roughly the same number of data points, but now the classes will be balanced. Compare the new result with the previous ones. Which one is more similar to the example using the complete dataset?*" ] }, { @@ -49,7 +669,8 @@ "iris = pd.read_csv('../code/data/iris.csv')\n", "\n", "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", - "df = df[22:78] \n", + "df = df[22:78]\n", + "\n", "y_3 = pd.Categorical(df['species']).codes \n", "x_n = ['sepal_length', 'sepal_width'] \n", "x_3 = df[x_n].values\n", @@ -139,7 +760,8 @@ ], "source": [ "idx = np.argsort(x_3[:,0]) \n", - "bd = trace_3['bd'].mean(0)[idx] \n", + "bd = trace_3['bd'].mean(0)[idx]\n", + "\n", "plt.scatter(x_3[:,0], x_3[:,1], c= [f'C{x}' for x in y_3]) \n", "plt.plot(x_3[:,0][idx], bd, color='k')\n", "\n", @@ -153,7 +775,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The decision boundary in this plot looks more like the unfiltered dataset as the blue datapoints are largely not contained in the 95% HPD. This indicates that the balanced model, even with less data points, is better able to distinguish between classes." + "The decision boundary in this plot looks more like the unfiltered dataset as the blue data points are largely not contained in the boundary decision's 95% HPD. This indicates that the balanced model, even with less data points, is better able to distinguish between classes." ] }, { @@ -161,14 +783,11 @@ "metadata": {}, "source": [ "## Exercise 7\n", - "***" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lets run the model to have data points for a discussion" + "***\n", + "\n", + "*Suppose instead of a softmax regression we use a simple linear model by coding `setosa = 0`, `versicolor = 1` and `virginica = 2`. Under the simple linear regression model, what will happen if we switch the coding? Will we get the same or different results?*\n", + "\n", + "Lets run the model to have data points for a discussion:" ] }, { @@ -197,7 +816,7 @@ "\n", "with pm.Model() as model_s:\n", " α = pm.Normal('α', mu=0, sd=5, shape=3)\n", - " β = pm.Normal('β', mu=0, sd=5, shape=(4,3))\n", + " β = pm.Normal('β', mu=0, sd=5, shape=(4, 3))\n", " μ = pm.Deterministic('μ', α + pm.math.dot(x_s, β))\n", " \n", " θ = tt.nnet.softmax(μ)\n", @@ -222,7 +841,7 @@ ], "source": [ "print(trace_s['μ'].shape)\n", - "print(trace_s['μ'][:,0,0].mean())" + "print(trace_s['μ'][:, 0, 0].mean())" ] }, { @@ -255,7 +874,7 @@ "metadata": {}, "source": [ "#### Conceptual Understanding\n", - "Note that the shape of the trace. The dimensions should read as follows. We have 4000 estimations of the 3 softmax class values for each of the 150 rows in the dataset." + "Note the shape of the trace. The dimensions should read as follows: we have 4000 estimations of the 3 softmax class values for each of the 150 rows in the dataset." ] }, { @@ -263,7 +882,7 @@ "metadata": {}, "source": [ "#### Discussion\n", - "If we changed a softmax model to a linear model regression model a couple things would change. First would be the interpretation of the final output. A softmax prediction estimates the probability of each class, whereas a linear regression would just provide one number as an estimate for the class. The other problem is that a liner regression would output a continous value across all real numbers, and how to define when one class starts and another ends is unclear." + "If we changed the softmax model to a linear regression model a couple things would change. First, the interpretation of the final output would be different. A softmax prediction estimates the probability of each class, whereas a linear regression would just provide one number as an estimate for the class. The other problem is that a linear regression would output continous values across all real numbers, and how to define when one class starts and another ends is unclear." ] }, { @@ -271,7 +890,9 @@ "metadata": {}, "source": [ "## Exercise 8\n", - "***" + "***\n", + "\n", + "*Compare the likelihood of the logistic model versus the likelihood of the LDA model. Use the `sample_posterior_predictive` function to generate predicted data and compare the types of data you get for both cases. Be sure you understand the difference between the types of data the model predicts.*" ] }, { @@ -322,7 +943,8 @@ " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", " bd = pm.Deterministic(\"bd\", -α / β )\n", " \n", - " y1= pm.Bernoulli(\"y1\", p=θ, observed = y_3)\n", + " y1= pm.Bernoulli(\"y1\", p=θ, observed=y_3)\n", + " \n", " trace_logistic = pm.sample(size=2000)\n", " ppc_logistic = pm.sample_posterior_predictive(trace_logistic)" ] @@ -381,7 +1003,7 @@ "Setosa_{sepal\\_length} \\text{~} Normal(\\mu_1, \\sigma)\n", "\\end{eqnarray}\n", "\n", - "In the logistic regression we are not estimating the properties of the sepal length. Were are merely fitting parameters of the inverse link function. In the LDA model we are estimating the sepal length distributions directly." + "In the logistic regression we are not estimating the properties of the sepal length. We are merely fitting parameters of the inverse link function. In the LDA model we are estimating the sepal length distributions directly." ] }, { @@ -441,7 +1063,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "When comparing the posterior predictive it can be seen that the logistic model is binary, estimating either 0 or 1, versus the LDA model which has real numbers that generally look like sepal lengths. This follows our understandings of the models, the discriminative model can only make predictions as to which class a particular sepal length belongs to, whereas the LDA model can make predictions about the sepal lengths directly." + "When comparing the posterior predictive, it can be seen that the logistic model is binary, estimating either 0 or 1, while the LDA model has real numbers that generally look like sepal lengths. This follows our understandings of the models: the logistic regression makes predictions as to which class a particular sepal length belongs to, whereas the LDA model makes predictions about the sepal lengths directly." ] }, { @@ -449,7 +1071,9 @@ "metadata": {}, "source": [ "## Exercise 9\n", - "***" + "***\n", + "\n", + "*Using the fish data, extend the `ZIP_reg` model to include the persons variable as part of a linear model. Include this variable to model the number of extra zeros. You should get a model that includes two linear models: one connecting the number of children and the presence/absence of a camper to the Poisson rate (as in the example we saw), and another connecting the number of persons to the $\\psi$ variable. For the second case, you will need a logistic inverse link!*" ] }, { @@ -507,7 +1131,9 @@ "metadata": {}, "source": [ "## Exercise 10\n", - "***" + "***\n", + "\n", + "*Use the data for the robust logistic example to feed a non-robust logistic regression model and to check that the outliers actually affected the results. You may want to add or remove outliers to better understand the effect of the estimation on a logistic regression and the robustness of the model introduced in this chapter.*" ] }, { @@ -531,12 +1157,14 @@ "source": [ "iris = sns.load_dataset(\"iris\") \n", "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", + "\n", "y_0 = pd.Categorical(df['species']).codes \n", "x_n = 'sepal_length' \n", "x_0 = df[x_n].values \n", "y_0 = np.concatenate((y_0, np.ones(6, dtype=int))) \n", "x_0 = np.concatenate((x_0, [4.2, 4.5, 4.0, 4.3, 4.2, 4.4])) \n", "x_c = x_0 - x_0.mean() \n", + "\n", "plt.plot(x_c, y_0, 'o', color='k');" ] }, @@ -544,7 +1172,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's take the robust logistic regression from the chapter and make it non robust" + "Let's take the robust logistic regression from the chapter and make it non robust:" ] }, { @@ -573,9 +1201,8 @@ " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", " bd = pm.Deterministic(\"bd\", -α/β)\n", " \n", - " π = pm.Beta(\"π\",1,1)\n", - " \n", - " # Short Circuit Robust regression \n", + " # Short Circuit Robust regression\n", + " # π = pm.Beta(\"π\", 1, 1)\n", " # p = π *.5 + (1-π)*θ\n", " p = θ\n", " \n", @@ -692,13 +1319,13 @@ "source": [ "theta = trace_rlg['θ'].mean(axis=0)\n", "idx = np.argsort(x_c)\n", - "plt.plot(x_c[idx], theta[idx], color='C2', lw=3);\n", + "\n", "plt.vlines(trace_rlg['bd'].mean(), 0, 1, color='k')\n", "bd_hpd = az.hpd(trace_rlg['bd'])\n", - "\n", "plt.fill_betweenx([0, 1], bd_hpd[0], bd_hpd[1], color='k', alpha=0.5)\n", "\n", "plt.scatter(x_c, np.random.normal(y_0, 0.02), marker='.', color=[f'C{x}' for x in y_0])\n", + "plt.plot(x_c[idx], theta[idx], color='C2', lw=3)\n", "theta_hpd = az.hpd(trace_rlg['θ'])[idx]\n", "plt.fill_between(x_c[idx], theta_hpd[:,0], theta_hpd[:,1], color='C2', alpha=0.5)\n", "\n", @@ -715,8 +1342,29 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Compare this plot to figure 4.13. Note that the HPD for the decision boundary is wider, reflecting the additional uncertainty. This is also reflected in the slope which is more gradual. This is reflected both in the plot, but also the beta parameter (15.77 for robust model versus 2.38 for the non robust model)" + "Compare this plot to figure 4.13. Note that the HPD for the decision boundary is wider, reflecting the additional uncertainty. This is also reflected in the slope which is more gradual. This is reflected both in the plot, but also the beta parameter (15.77 for robust model versus 2.38 for the non-robust model)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 11\n", + "***\n", + "\n", + "*Read and run the following notebooks from PyMC3's documentation:*\n", + "\n", + "- [GLM: Linear regression](https://docs.pymc.io/notebooks/GLM-linear.html)\n", + "- [GLM: Robust Linear Regression](https://docs.pymc.io/notebooks/GLM-robust.html)\n", + "- [GLM: Hierarchical Linear Regression](https://docs.pymc.io/notebooks/GLM-hierarchical.html)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -735,7 +1383,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/exercises/Chapter4_Part1.ipynb b/exercises/Chapter4_Part1.ipynb deleted file mode 100644 index ebc2fec..0000000 --- a/exercises/Chapter4_Part1.ipynb +++ /dev/null @@ -1,656 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Chapter 4 Exercises 1-5" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "from scipy import stats\n", - "from scipy.special import expit as logistic\n", - "import arviz as az\n", - "import pymc3 as pm\n", - "np.random.seed(123)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 1\n", - "***" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "iris = pd.read_csv('../code/data/iris.csv')\n", - "df = iris.query(\"species == ('setosa', 'versicolor')\")\n", - "y_0 = pd.Categorical(df['species']).codes\n", - "\n", - "varnames = ['α', 'β', 'bd']\n" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1391.68draws/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature sepal_length summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 0.31 0.32 0.00 -0.32 0.96 1731.0 1.0\n", - "β 5.40 1.00 0.02 3.55 7.43 1531.0 1.0\n", - "bd -0.06 0.06 0.00 -0.17 0.06 1788.0 1.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1170.33draws/s]\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_width summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 0.61 1.83 0.06 -2.77 4.65 645.0 1.0\n", - "β 18.41 5.61 0.15 8.65 29.26 446.0 1.0\n", - "bd -0.04 0.09 0.00 -0.22 0.13 814.0 1.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1104.36draws/s]\n", - "There were 22 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 36 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 3.37 4.10 0.15 -3.53 12.31 582.0 1.0\n", - "β 12.98 5.64 0.08 3.76 23.78 371.0 1.0\n", - "bd -0.28 0.28 0.01 -0.81 0.22 704.0 1.0\n" - ] - } - ], - "source": [ - "for feature in [\"sepal_length\", \"petal_width\", \"petal_length\"]:\n", - "\n", - " x_n = feature\n", - " x_0 = df[x_n].values\n", - " x_c = x_0 - x_0.mean()\n", - "\n", - " with pm.Model() as model_0:\n", - " α = pm.Normal('α', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=10)\n", - "\n", - " μ = α + pm.math.dot(x_c, β) \n", - " θ = pm.Deterministic('θ', pm.math.sigmoid(μ))\n", - " bd = pm.Deterministic('bd', -α/β)\n", - "\n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_0)\n", - "\n", - " trace_0 = pm.sample(1000)\n", - " print(\"Feature {} summary\".format(feature))\n", - " print(az.summary(trace_0, varnames, credible_interval=.95))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the results we can see that bd variable HPD is the smallest with sepal length, and increases with petal_width, and petal_length." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 2\n", - "***" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:06<00:00, 442.69draws/s]\n", - "There were 660 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The acceptance probability does not match the target. It is 0.5723934984887481, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "There were 172 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length nu 1 summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 4.95 13.41 1.15 -10.62 27.76 126.0 1.00\n", - "β 137.73 450.93 81.03 3.59 598.05 41.0 1.03\n", - "bd -0.17 0.25 0.04 -0.73 0.17 49.0 1.01\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:03<00:00, 879.48draws/s] \n", - "There were 20 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 37 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length nu 10 summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 4.03 4.56 0.14 -3.52 13.52 434.0 1.0\n", - "β 14.50 6.94 0.40 3.71 27.74 334.0 1.0\n", - "bd -0.29 0.28 0.01 -0.83 0.18 543.0 1.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1032.88draws/s]\n", - "There were 55 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 48 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length nu 30 summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 3.94 4.30 0.20 -2.79 13.68 327.0 1.00\n", - "β 14.01 5.98 0.38 4.00 25.55 369.0 1.01\n", - "bd -0.28 0.28 0.01 -0.83 0.19 329.0 1.00\n" - ] - } - ], - "source": [ - "for nu in [1,10, 30]:\n", - "\n", - " x_0 = df[\"petal_length\"].values\n", - " x_c = x_0 - x_0.mean()\n", - "\n", - " with pm.Model() as model_0:\n", - " # Priors have been changed\n", - " α = pm.StudentT('α', nu=nu, mu=0, sd=10)\n", - " β = pm.StudentT('β', nu=nu, mu=0, sd=10)\n", - "\n", - "\n", - " μ = α + pm.math.dot(x_c, β) \n", - " θ = pm.Deterministic('θ', pm.math.sigmoid(μ))\n", - " bd = pm.Deterministic('bd', -α/β)\n", - "\n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_0)\n", - "\n", - " trace_0 = pm.sample(1000)\n", - " print(\"Feature {} nu {} summary\".format(feature, nu))\n", - " print(az.summary(trace_0, varnames, credible_interval=.95))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 3\n", - "***" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [sd, β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1139.65draws/s]\n", - "100%|██████████| 2000/2000 [00:01<00:00, 1088.84it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 0.50 0.04 0.0 0.43 0.57 3075.0 1.0\n", - "β 0.57 0.05 0.0 0.46 0.67 3047.0 1.0\n", - "sd 0.35 0.02 0.0 0.30 0.40 2519.0 1.0\n" - ] - } - ], - "source": [ - "x_n = \"sepal_length\"\n", - "x_0 = df[x_n].values\n", - "x_c = x_0 - x_0.mean()\n", - "\n", - "with pm.Model() as model_0:\n", - " α = pm.Normal('α', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=10)\n", - " sd = pm.HalfNormal(\"sd\", sd=1)\n", - "\n", - " μ = α + pm.math.dot(x_c, β)\n", - "\n", - " yl = pm.Normal('yl', mu=μ, sd=sd, observed=y_0)\n", - " trace_linear = pm.sample(1000)\n", - " posterior_predictive_linear = pm.sample_posterior_predictive(trace_linear)\n", - " print(az.summary(trace_linear, credible_interval=.95))" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([],\n", - " dtype=object)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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RHudHnD5SgxPiDDObzfTo0YPevXtz3XXXMXnyZN59993E8rVr1zJy5EgsFgt5eXnccccdhEKhpOUXXnghDocDl8vFyJEj2bp1K6tXr+aGG27A6/UmaokPPPAAAJFIhPvuu49evXpht9u54IILWL58eWKfq1evRtM0PvzwQ0aMGIHJZGL58uXNNsHNnz+f/v37YzKZ6N+/PwsWLEharmkazz77LNdeey12u53f/va3zZ6HsWPHcuutt3L77beTkZFBRkYG99xzT6LWCVBUVMT999/PjTfeSHp6OpMnTwagtLSUn/70p4ntxo8fz65du5L2/+ijj9KjRw8cDgc///nPaWxsTFreXBPlokWL+Pa3v43ZbCYvL4+pU6cmygEwYcIENE1L/Hz0+dm5cyeaprFly5akfb744otkZ2cTDocB2LZtG+PHj8fpdJKbm8ukSZOSZlj/pu9+97vHND+63W5sNltieiLRPAk40emsWbOGlStXpsywTVarNfHhV1payg9+8APOO+88/vWvf/HSSy/x+uuv85vf/AaIB9XVV1/NJZdcwpdffsn69eu5/fbb0ev1XHTRRTz11FPYbDbKy8spLy/n9ttvB+BXv/oVa9as4bXXXmPLli1cf/31XHXVVXz55ZdJZbnvvvt48MEH2b59OyNHjjymrO+88w4zZ85k1qxZbN26ldtvv53bbruN999/P2m9P/zhD/zHf/wHW7ZsYcaMGcd974sXLyYWi/Hpp58yf/58XnzxxWNmZn/iiScYOHAgGzdu5OGHH8bn83HZZZdhsVhYs2YNn376KT179uSKK65ITCT7l7/8hf/3//4ff/jDH/jiiy/41re+xRNPPNHi72H+/PlMnz6dG264ga+++ooPP/yQc845B4ANGzYAsGDBAsrLyxM/H23AgAEMHz6cxYsXH/MeJ06ciNFopLy8nNGjRzNkyBA+//xzVqxYQWNjI//5n/+ZFOxHu/nmm3nttdcIBoOJ115//XUcDgdXXXVVi+8p1UkTpeh0br75Znbt2sWKFSu4/PLLW73dqv99kcoDZ/Z+SG5hXy6bestJb//555/z2muvJd7nc889R8+ePXnuuefQ6XQMGjSIP//5z0yfPp0//vGPBAIB6uvrueqqq+jXrx9A0jQ4LpcLTdPo0aMHAF6vl0OHDvHWW2+xf/9++vTpA8DMmTNZsWIF8+fP57nnnktsf//99/P973//uOWdO3cuP/vZzxI1igEDBrBp0yYeeeSRpA/biRMnMm3atBO+/549e/L000+jaRoDBw5k586dPPHEE9x5552JdcaMGZM0SevChQtRSvHyyy8nml7nz59Pbm4uH3zwAT/5yU946qmnuP766xMzEsyePZtVq1axe/fu45blj3/8I7NmzUo69rBhwwDIyckBID09PXFumzNlyhSeeOIJ/vSnP6FpGiUlJXz88cf8+c9/BuD5559n6NChPPLII4lt/u///o/MzEw2btzIiBEjjtnntddeyy9/+UveeecdfvrTnybOwc9//nOMRuNxyyKkBic6oddeew2Ajz76qINLcnosW7YMh8OBxWJh1KhRjB49mnnz5gHxObBGjRqV1CnkkksuIRQKsXv3bjIzM5k6dSrjxo1j/PjxPPHEE5SUlBz3WEoptm/fjlKKwYMHJ+47ORwOli5dyp49e5LWHz685Sm2iouLufjii5Neu+SSS9i2bVub9tPkwgsvTLo/OGrUKEpLS3G73cfd16ZNm9i3bx9OpzPxXlwuF3V1dYn303Qej/bNn49WWVlJaWlpm75QNWfSpEmUlZXx8ccfA/FruW/fvoljb9q0ibVr1yb9Hnr37g1wzO+iidls5mc/+xkLFy4E4k2cn3/+OTfeeOMplTUVSA1OdDrDhw9nxIgR/POf/2zTdqdSkzqTRo8ezYsvvojRaCQ/Pz/pW3hLo440vf7yyy8za9Ysli1bxnvvvcfs2bN59913GTdu3DHbxGKxxFiUGzZsOOYb/zc7SNjt9hOWv7nyffO11uyntb65r1gsxrnnnssbb7xxzLqZmZkndYz2ag7Pzc3liiuuYPHixYwePZrFixcn7htCvOzjx49n7ty5x2ybl5d33P1OmzaN73znOxw8eJCXXnqJUaNGMXjw4HYpc3cmNTjRKQ0ePLjF5qSuzGaz0b9/fwoLC48JnMGDB/Ppp58m3Y9Zt24dJpMp0SQJMHToUO677z5Wr17N2LFjWbRoEQAmk4loNJpYTynFt771LZRSVFRU0L9//6R/BQUFbSr7oEGDWLduXdJr69atO+kP2/Xr1yeFy2effUZ+fj5paWnH3eb8889n9+7dZGdnH/N+mgJu0KBBfPbZZ0nbffPno+Xl5VFQUMDKlSuPu47RaEw6t8czZcoU/vrXv7Jp0ya2bNnClClTksr+9ddfU1hYeEzZnU7ncfd5zjnnMHLkSBYsWMCrr74qtbdWkoATnVJRURFlZWVJN9ZTwW233UZZWRm33XYbxcXFLF26lF//+tfMnDkTm83Gvn37+PWvf80nn3zCgQMHWLVqFV999VUiYIqKiggEAvzjH/+gurqaxsZGCgsLmThxIlOnTmXJkiXs3buXjRs3Mnfu3Db3wrvnnnt45ZVXePbZZ9m1axfz5s1j8eLFSffI2qKsrIxZs2axY8cOlixZwmOPPcYdd9zR4jaTJ08mLy+Pq6++mjVr1rBv3z7Wrl3LXXfdlehJefvtt7No0SIWLFjArl27+NOf/sT69etb3O/s2bN56qmnePLJJ9m5cyebN2/m8ccfTywvKipi5cqVVFRUUFdXd9z9XHPNNYTDYW666SZGjBjB2WefnVg2Y8YMGhoamDhxIuvXr2fv3r2sWLGCW265BY/H02L5br75Zh599FG8Xi8TJ05scV1xhFKq1f+GDRumhDgTFi1apAC1c+fOZpdv27btDJeofVx//fVq/PjxLa6zZs0aNWLECGUymVRubq6aNWuWCgQCSimlKioq1DXXXKPy8/OVyWRSvXv3Vvfcc48KhUKJ7W+99VaVlZWlAHXPPfeoDRs2KLfbrebMmaPOOussZTQaVV5enrrqqqvUxo0blVJKrVq1SgGqqqoqqSwvv/yystvtSa89//zzql+/fspgMKh+/fqpF198MWk5oP7617+e8FyMGTNGTZ8+Xc2YMUO5XC6Vnp6u7rzzThWJRBLrFBYWqscee+yYbSsqKtTUqVNVTk6OMplMqqioSN1www1J5X/44YdVTk6OstvtatKkSWrOnDmqsLAwsXzOnDnqnHPOSdrv//zP/6hBgwYlztENN9yQWPbee++p/v37K4PBkNhPc+dHKaV+9rOfKUA9/fTTxyzbuXOn+vGPf6zS09OVxWJRAwYMUDNnzlTBYLDF8+X1epXD4UgqU5MxY8aoGTNmtLh9V9PS3ziwUbUiszTVhrbn4cOHq40bN56WoBXiaGvXrmXMmDEsX7682V59xcXFDBo0qANK1rVUV1ezf//+xLNdncnYsWMZMmQIzzzzTEcXpUsoKyujT58+rFmz5piOPt1RS3/jmqZtUkqdsCeTdDIRnVLTvaHy8vIOLknXdqpDdYmOFw6HKS8vZ/bs2Zx33nkpEW7tRa560Sk19Sg7fPhwB5eka2tqoZHZBLquf/7znxQWFrJ+/fpjRo0RLZManOiUHA4HNptNAu4UdeYa3OrVqzu6CF3C2LFjU2ZUn/bW+a56IY7Izc2VgDtFUoMTqUwCTnRaeXl5VFZWdnQxurSmh7wl4EQqkoATnVZeXp7U4E5RLBbrlM2TQpwJcuWLTis7O5vq6uqOLkaXploY+kuI7k4CTnRaGRkZLY4YIU5ManAilcmVLzqtjIwM/H5/yg3X1Z6kBidSmQSc6LQyMjIApBZ3Ck61BtfcjN5d1dy5cxMzcUPzM3q3VXc6P2dSe5z71pCAE51Wdwy4qVOnJno1Go1G+vbty913343X622X/X/zA1cpdUoBN3HiRPbuPbOTyJ4pd999N2vWrGn1+pqmsWTJkqTXuvP56Q7kQW/RaXXHgAO44ooreOWVVwiHw3z88cdMmzYNr9fL888/3+7HanpM4GSEw2GsVusxc8a1VSgUwmQyndI+Tse+miYcPRXtcX7E6SM1ONFpddeAM5vN9OjRg969e3PdddcxefJk3n333cTytWvXMnLkSCwWC3l5edxxxx2EQqGk5RdeeGFiJuuRI0eydetWVq9ezQ033IDX603UEp9++ml0Oh2hUIj77ruPXr16YbfbueCCC1i+fHlin6tXr0bTND788ENGjBiByWRi+fLlzTbBzZ8/n/79+2Mymejfv/8xw0dpmsazzz7Ltddei91u57e//W2z52Hs2LHceuut3H777WRkZJCRkcE999yTNBdeUVER999/PzfeeCPp6emJyUNLS0v56U9/mthu/Pjxialymjz66KP06NEDh8PBz3/+cxobG5OWN9dMtmjRosTA1Hl5eUydOjVRDoAJEyagaVri56PPz86dO9E0jS1btiTt88UXXyQ7O5twOAzEZ+QeP348TqeT3NxcJk2aREVFRbPnCGD//v1omsYbb7zBmDFjsFqtnHfeeXz11Vds3bqViy66CLvdziWXXMK+ffuStn3//fcZNmwYFouFs846i9mzZyddS6+++ioXXHBBoiwTJkygtLQ0sbzpuli5ciUjR47EZrMxfPhwvvjii+OW94EHHmi2+fHiiy/mV7/61XG3Oy1aM+WAkulyRAfYsWOHAtQrr7xyzLLuNF3OL3/5S5WVlaWUUurQoUPKZrOp6dOnq23btqn3339f5eXlqTvvvFMppVQ4HFbp6enqrrvuUrt371bFxcVq8eLFatu2bSoYDKqnnnpK2Ww2VV5ersrLy9Xnn3+udu7cqa677jo1cuRItWbNGrVnzx41b948ZTQa1ebNm5VS/54uZ8iQIWr58uVqz549qrKy8pjpYN5++21lMBjUvHnz1I4dO9TTTz+tDAaDeu+99xLrAConJ0ctWLBA7dmzR+3du7fZczFmzBjlcDjUzJkzVXFxsXrzzTdVWlqaevzxxxPrFBYWKqfTqR555BG1a9cutXPnTuX1etXZZ5+trr/+evXll1+q4uJiddNNN6k+ffoor9erlFLqzTffVEajUb3wwgtqx44d6sEHH1ROp7PF6XJeeOEFZTab1eOPP662b9+uNm7cqB599FGllFKVlZUKUAsWLFDl5eWqsrJSKXXsdDnDhw9X9913X9L7HD16tLrtttuUUkqVlZWprKwsde+996pt27apL7/8Uv3whz9UF1xwgYpGo82ep3379ilADRgwQC1dulQVFxersWPHqnPOOUeNHTtWffTRR2rr1q1q2LBh6oc//GFiu2XLlimn06kWLlyodu/erT766CM1YMAAdddddyXWeemll9TSpUvVnj171Pr169XYsWPVpZdemljedF1ccMEF6qOPPlLFxcXq+9//vho4cKCKxWLNlrekpETp9Xq1fv36xGvbt29XQOJ6a26qom9qj+lyJOBEp1VVVXXcObWOd/H/5IVPjvn3f5/sU0op5QtGml3+lw0HlVJK1TQGm13+3uZSpZRSpXW+Y5a11TcDbv369SorK0v95Cc/UUop9dvf/lb169cv6cPu5ZdfViaTSXm9XlVTU6MAtXr16mb3/80P3C1btqiVK1cqTdPUgQMHkta9+uqr1S9+8Qul1L8/yJYsWdLi/i666KJj5iO7/vrr1cUXX5z4GVAzZ8484bkYM2aMOvvss5M+KP/4xz+qgoKCxM+FhYVJH9pKxT+U+/fvn7RdJBJRmZmZ6s0331RKKTVq1Cg1bdq0pO0uv/zyFgOuoKDgmHA6Gs3Mc/fN8/PUU0+pPn36JMp28OBBpWma+uST+LXyu9/9Tn33u99N2kdtba0CkgLhaE0B98ILLyRee//99xWg3nrrreOW5dJLL1UPPPBA0r7eeecdZbfbjxtOxcXFClAlJSVKqX9fF8uWLUuss27duqR1mjN+/Hg1ffr0xM/33nuvOjo/zlTASROl6LTS09OB7tdEuWzZMhwOBxaLhVGjRjF69GjmzZsHxOfAGjVqVFLHkEsuuYRQKMTu3bvJzMxk6tSpjBs3jvHjx/PEE09QUlJNa01iAAAgAElEQVRy3GMppdi2bRtKKQYPHpy47+RwOFi6dCl79uxJWn/48Jan2CouLj5mupZLLrmEbdu2tWk/TS688MKke4SjRo2itLQUt9t93H1t2rSJffv24XQ6E+/F5XJRV1eXeD9N5/Fo3/z5aJWVlZSWlnL55Ze3qtzHM2nSJMrKyvj4448BeO211+jbt2/i2Js2bWLt2rVJv4fevXsDHPO7+KbvfOc7if83zbbx7W9/O+k1r9eLz+dLHOuhhx5KOtZ1112H1+tNNIl+8cUXXH311RQWFuJ0OhPn+uDBg8c9dn5+PkCLw+jdfPPNvPHGG/j9fqLRKK+88go33XRTi+/vdJBOJqLTMhgMOJ3ONgXcm9OP/yFmNelbXJ5pN7W4PD/d2uLy1ho9ejQvvvgiRqOR/Px8jEZjYplq4bm1ptdffvllZs2axbJly3jvvfeYPXs27777LuPGjTtmm6b7WZqmsWHDhqRjAcd0kLDb7Scsf3Pl++ZrrdlPa31zX7FYjHPPPZc33njjmHUzMzNP6hiqnUbrz83N5YorrmDx4sWMHj2axYsXJ+4bQrzs48ePZ+7cucds2xRax3P0767pfDf3WtPvPBaLMWfOHCZMmHDMvnJycvB6vYwbNy7R6Sk3N5fq6mouvfTSpPt0JzpOc8aPH4/NZuOtt97C5XJRX1/PpEmTWnx/p4MEnOjUuuNoJjabjf79+ze7bPDgwfzlL39Jen5t3bp1mEwm+vXrl1hv6NChDB06lPvuu48f/OAHLFq0iHHjxmEymYhGo4n1lFIMGTIEpRQVFRVcdtllp1T2QYMGsW7dOm688cbEa+vWrWPw4MEntb/169cnhfpnn31Gfn4+aWlpx93m/PPP5/XXXyc7OztRy2+unJ999llSOT/77LPj7jMvL4+CggJWrlzJ9773vWbXMRqNSef2eKZMmcIvf/lLbrnlFrZs2cJbb72VVPa//OUvFBYWHvNlo72df/75bN++/bjX2pdffkl1dTUPP/wwZ511FgBvv/12uxzbYDAwdepUFi5ciMvl4tprrz3u7+p0kiZK0allZGRQW1vb0cU4Y2677TbKysq47bbbKC4uZunSpfz6179m5syZ2Gw29u3bx69//Ws++eQTDhw4wKpVq/jqq68SAVNUVEQgEOAf//gH1dXVeL1e+vXrx+TJk5k6dSpLlixh7969bNy4kblz57b5A+2ee+7hlVde4dlnn2XXrl3MmzePxYsXc++9957U+y0rK2PWrFns2LGDJUuW8Nhjj3HHHXe0uM3kyZPJy8vj6quvZs2aNezbt4+1a9dy1113JXpS3n777SxatIgFCxawa9cu/vSnP7F+/foW9zt79myeeuopnnzySXbu3MnmzZt5/PHHE8uLiopYuXIlFRUVLX7puuaaawiHw9x0002MGDGCs88+O7FsxowZNDQ0MHHiRNavX8/evXtZsWIFt9xyCx6PpzWnrNV+//vf89prr/H73/+erVu3sn37dpYsWZL4XfXp0wez2cwzzzzD3r17Wbp0Kb/73e/a7fjTpk1jzZo1fPDBBx3SPAkScKKT6441uJYUFBTwt7/9jX/961+ce+653HjjjUyaNImHH34YiNf+du7cyYQJExgwYADXX389kydP5r777gPgoosu4tZbb2XSpEnk5OSwaNEidDodL7/8MjfccAP33nsvAwcO5Ic//CFr166lsLCwTeX70Y9+xLx583jyyScZPHgw//3f/81zzz3HVVdddVLvd/LkyUSjUUaOHMnNN9/MTTfddMKAs9lsrF27lr59+zJhwgQGDhzI9ddfT11dXeLRkokTJ3L//fcze/ZszjvvPLZs2cKdd97Z4n5/8Ytf8Oyzz7JgwQKGDBnClVdeyddff51Y/vjjj7Nq1Sp69+7Neeed12L5rrnmGr788kumTJmStCw/P59//vOf6HQ6rrzySs455xxmzJiB2WzGbDaf6HS1ybhx41i6dCmrVq1ixIgRjBgxgj//+c/06dMHIHF9vPvuuwwePJg//OEPPPHEE+12/L59+zJmzBj69OnD2LFj222/baG1pe15+PDhauPGjaexOEIku/baa9m5cydbt25Ner24uJhBgwZ1UKm6BqUUmzZtIj8/P9ExoDMZO3YsQ4YM4ZlnnunooojTZPDgwUyePJnZs2e3eduW/sY1TduklDphTya5Byc6tVSrwbWnpk4AMpuAONMqKyt5/fXX2b9/P9OnT++wckjAiU5NAu7kNbXOyGwC4kzLy8sjOzub+fPnk52d3WHlkIATnZrL5cLv9xMOh097r7PuprPX4FavXt3RRRCnSXs9dnGqOueVL8QRTV2LGxoaOrgkXU9nDzghTje58kWn5nK5gOYDrrN8S+ysJOBEV9Vef9ty5YtOrakGV19fn/S60WjE7/d3RJG6DAk40VX5/f52uSUhV77o1I5Xg8vNzaW0tBSfzyc1ueOQgBNdjVIKn89HaWkpubm5p7w/6WQiOrWmgPtmDa5pKKeysrLEPFsimd/vp7q6GoPB0O4PEQtxuhiNRvLy8locrq21JOBEp9ZSJ5O0tLR2+SPorv7617/yk5/8hC1btshD8SIlSduF6NRa6mQiWtY0bYrNZuvgkgjRMSTgRKfWVEP7ZhOlOLGmTjjfnBJHiFQhASc6Nb1ej9PplBrcSZAanEh1EnCi03O5XBJwJ0ECTqQ6CTjR6aWnp0sT5Unw+/3o9XoZ4kykLAk40elJDe7k+Hw+qb2JlCYBJzo9qcGdHAk4keok4ESnJzW4k+P3+6UHpUhpEnCi05OAOzlSgxOpTgJOdHpNTZQy5mTbSMCJVCcBJzo9l8tFJBKR2QPayO/3S8CJlCYBJzq9402ZI1rm8/nkHpxIaRJwotOT8ShPjjRRilQnASc6PQm4kyMBJ1KdBJzo9KSJ8uTIYwIi1UnAiU5PanAnR2pwItVJwIlO73izeouWScCJVCcBJzq9lmb1Fs2LRCKEw2FpohQpTQJOdHo2mw29Xi8B1wZNzwxKDU6kMgk40elpmiYDLreRzAUnhASc6CJkPMq2aarBSROlSGUScKJLcLlcUoNrA6nBCSEBJ7qI9PR0qcG1QWNjIwB2u72DSyJEx5GAE12CNFG2jcfjAcDpdHZwSYToOBJwokuQTiZt0xRwaWlpHVwSITqOBJzoEqQG1zZSgxNCAk50ES6XC7fbTTQa7eiidAlutxuQgBOpTQJOdAlNo5k01UxEy6SJUggJONFFyIDLbePxeNDr9Vgslo4uihAdRgJOdAkyZU7beDwenE4nmqZ1dFGE6DAScKJLkBpc27jdbrn/JlKeBJzoEmTKnLbxeDxy/02kPAk40SXIlDlt09REKUQqk4ATXYI0UbaNBJwQEnCii5AmyraRe3BCSMCJLsJkMmG1WqUG10pyD04ICTjRhciUOa0nTZRCSMCJLiQjI4O6urqOLkanp5SSgBMCCTjRheTk5FBdXd3Rxej0/H4/0WhUmihFypOAE11GdnY2VVVVHV2MTk9mEhAiTgJOdBk5OTkScK0gASdEnASc6DJycnKoqakhFot1dFE6NQk4IeIMHV0AIVorOzubWCxGXV0dWVlZx11PKUXsyLxxekPrL/FoJELQ5yUSCqFiMZSKB6nBZMJgNKM3GDCYzW0awDgaiRCLRtDpDW0qy6mQueCEiJOAE11GTk4OAFVVVc0GXDgUxFdfRzQSDxQgES5WZxpmm63Z/YZDQby1tSgUZpudaCREfUUFXncdKhJDxWLoDHpsznT0JhM2VxrOrBw0TSPk9xMJBVFKodPpMZjNGExmwgE/oYAfvcGITq8nFokQi8VwZGRgsjZfjvbS9ChFRkbGaT2OEJ2dBJzoMpoC7ps9KZVSeOvrCAf8OLKyMZrMScsj4TC+hnq89XU4MjMxWazx7WIxPLXVxCJRjBYrlQf2UPL1VsLBACaLGYsjHYPJhNFiwuZMJxoJo8dEw+HD7PzsE9DA7srE4nRgtTlRmiLQ2IhOr8Oa5iK38CzMNnuiHNFIhMbaGgKNjTizc07bVDa1tbUAZGZmnpb9C9FVSMCJLiM7OxsgqaNJLBal4XAFZruDjJ4Fx2wTCYcJehuJhIKEg0EO792N2W4nLScPb10tJosVT30luz77lKDPgyM9G4vDgcFoJBIOEfA04Gv0EAkGCfq9NNbVEQkGsWdkYrFYORTYhoaGwWTEbHeSW1iENc1FwNNIbWkpNlca6Xk9sbnSMVmsWJ1O/I2N1JUdIqNnAZqu/W+DS8AJEScBJ7qMo5soAWLRKPWHK7CnZyQ1P0bCYfzuBoI+LyGfD3QaFocTk8VKOBSkYs8udnyyDoPJxOH9e6kvK8Fod2K2WnFX16DpdYT9flQsht5gRDPo8dbVEvQ0ogw6jEYT1SX7QIHNmY6m06HpobG2hsMH9mC1Osjo1Qeb00nF7h3ojSYsdjto8XI4MzPRGYwc2rGN9NyeWNNc6A16NJ0Oo8mM2W7HaD75mbhra2vR6/VyD06kPAk40WUcHXBKKRoqK45pcmysryUSDGJ1phHy+zBYrQTcbg7s+RcN1Ydx19Tiqa48UhPzg6Yju1cfNL2eUCBAJBwi6PEQDgWJhkOEAgE40mEFnR40jaBOh95oQm8y4G2oRdMbiEQi6PU69GYzAbeHwyUHMBoMWNPSQVPojQacGdmYzFZKoiFi4TA2RxoNlZW4cnJI75FPRn4vQNFYW0skFEJvMKA3GuPBZ44Hn06nP+F5qq2tJTMzU2bzFilPAk50GWazGafTSXV1NZ7qKiwOJ0azhWgkQiQUpLGuFqPZjKemli9X/h139WF8DQ0EfY0EfT7CgSDBgB8VjUI0BsR7SR5qaOXwX7F40KkoRMIhIr7kxZFvrB4FAu5/j51ZzR5AQ282YbTYMdmt6PbosDocpOf1JL1HPtm9+hAJBomEg4CGwWgis3cf7Lp0GvbtwWAyY7RY0TQNg9GI0WzBaInX9pp6bNbUVEvzpBBIwIlOTsViREIhotEIOp2O7KwsSg8eoLr0ILFIlJDPi7vuSK2spoaGmkpCjR7C4SixaJhQIAiRcEe/jaMoosEg0WCQwJGJEeqB8h3FoOmxpKfRo98AvjPmezgzM6kqOchX//iQoN9PwcCBpGX1wGg2kdWrDzGlqCk7iLeuHr3RiDMzC6PFStXhStIcDvyNHqwOaaYUqUsCTnQqkVCIUMCPr6GehsMVBAM+NDSikQh+txsTMbZ/uZnNf/8Qk9VKwOvFU12Nv7GBSChCOOD7d5NiV6OiBOrq2L9xPfs3rgfA5sogo6AXNpeLnZ9+CsTIyO+D0fQ59owMsgr6kJ7Xk1gs3kPTZLdTW1dHQX4+kVCQ+sNeXDm5p6UzixCdnQSc6HAqFsPf6CHQ6Il3pa+pIRIOoTcaCQWCeOtqqCsvxVNVid1goKKujrrDh/FUVxINBADV0W/htPE11OFrakI1GDCaTFTs2Y3eZMaalobJZMFoMZGV35vMXr0IB0OUl5ZS2COXPZs+x2K3U1deSu5Z/bA6na26hydEdyEBJzqU3+PGXVVFNBahtqSEuooyoqEgnvp6vPW1hPxeQv5A/P5ZyI9dr1HT4KauZH/qdaKIRAhH4nf6opEY0WgUW7oLndlM6a4dlOzYRmZBb+rcDWSkOdEb9IT9QTy1dTRUVmLLcGG1p5HRoydmmx1Nr8dgNLZrEVUsRigQiI/6YjK1676FaCsJONEhIuEQVQf2EfL58Lrd1B8uJ+TzEfT7qC0rwVdfRzgcIuQPEvY20lRLc1lMBCNRAuEIVlP7fjh3KbEwUX8Yj9+L53AFljQXzuwcSvbsIhKJgtfLvi8348jMxmQ24a2vxu9pwGyzsWfTepTSsKbZMRotWB1OHDk5ODIy4x1XLFbMVhs6fetre9FIGG99HZFQCJPVht7gOI1vXojWkYATp8znbkDFYpis1lY9v+WuqaZy325QULl/H566aqr278fracDXUBcfBzISBXXsoMrptvj+63z+kw64oGaiwZiGT2/DHvWSE6ohpBlZlT2GgM5MWGckrBkJ6wx82/0157m/wqezsiT/GkChKTCoCCYV4tvurQzw7sGvM/OF61xsUf+Rfz7sUR/OiAej+mb/ynYWixGoryNQX8fhRj8Amr+R6gP7aag8jMliwWA2o6JR0vJ6UHjOUCw2B566aiwOJ6CoO3SQmkMlZPToiSsnF7+7AdCwpqVhsTuOW1tWSuFrqCfo8+LIzEo8siFEZyABJ06Z0WIhGg7j97jx1NQkPZvWRCmFz91AyddbqDq4j7qKMmpKDhLwNhIO+AmHQq3qHJJuje+33ucnP/34E3rG0Kg3uoihIztciwLe6vkj6ozpBPT/Ltu33VsZW/MxehXlsDkHSzSIUYWxRIMYVJi0SHxkfh1R8oKHAQ0FRDQDIZ0JiH/w+/VWNruGEtOSaz3frVrNOY3F1BrT+TjzYtIiHtIibtLCbtIiHjLDde0agB5f/NkFCzHqykoAMNkc6MwmXNm5BPbuprbkIK68XNLzeuFvqMPmSqf3d4YR9jVSd7gCd/U2Mgp6Ynek46uvw1tXi82VjtWZlhR0sWiUhqrDmCzW+KgsqdZkLDo9CTjRakGfLzHCfvzDLP6Bpmt6ENlmJxaN0lhbg9/txupyEQkEcFdXUbLtaw4Vb6W2rBRvQz3RcJBYLNrmHo8ZtqaACxyzrNjxLcrNeVSbsqkxZRLRGSn0HeA/D3+IBjgjjWSGakk/EjCOqBdnJD7yvp4YPz/0+nGPa4mFGFe18rjLM8P13Lb/RUI6E169Db/eildvIy9YCUBIMxHQW6g05xLQ/7uWe1XFUor8B6kw5/G1cxAZoToyw/F/zoiHtkaGJxAEwGn593icIV8j+CBQV3vkFY3qkgOYbNtIz+uBiim2rP6IrF69saWnY7LaKNuxHYPBiDM7F71eh7u6CpPFSmZBb2xpaYSD8d+rMytbam2i05KASzEhv49oJIKm06HT6dAbjegNrWvqi8WiqGgUpeL3w2LRKEG/j7DfTzQcIhaLoel0hAJ+vPX1eKqrcNfWcHjfbtyVhwkHAomHpU+W02JGp2nsi5iJZYwiqDdxefUaIB5w1aYsckI1DPFsIztUQ+6RgAEYV7XilI59IhpgjoUwx0IQrk9a1iNUycSytwAIaUYajGm4Dc5EALoNDvbZitjmHJTYxhAL89PSv5IRaaDWmE5AZyE7VINJHf+5vnpfvImyqSm3eYpgo4dgowdPZUW87CYT5Xt2YHNlYLU7MZgMZOYX4PXUk92rCKvDQSjgo2TrZmLRGLb0DHIKzzqlIcWEON0k4FKNpqGUQkUiRKJRoh430UiEcDBILBrFYrcnBgZuenYqHAzgd3uIhIOY7Q70JjMhXyORYCgejuYYRouF+spKqg7spa6inMMH9lFXfggVDLZb0bc4B7PZNRTNuYGd0TTqXd+mR+Awini4/PDw3zCqcJtrPWeaSYXJCdWQE6pJvDbAuydxL6/OmEGtKYNaYybOaCMAXx957yhFeqSB7GA1OaFqzm/YjO6oxyQafAEsRgOWNvaOVKEQCmisrKCReOiV7ygGgwGT2YLNlYEjIxOrMw1bugtHRiY+dwO2tLT4fTqHE6PJjNV5/Gbj1opFo4SDgSPDlRmxOKTDijg5EnApxmSxJpqUmiYF1TSNaDRK0NtIoNFD5f69KBXD5krHmZkdr7FpChWLUb5rB7VlpfFnsCxWYtEoFbt2cmhXMY3VlQS8PmLhUwu1sGagzNKTEksvDlkL+M+KpdhifjQU6eF6Mq1mzNXF3Lr/f9Dz744oLdVsugprLIg1WEF+sCLp9WH1/6KX/xBV5hyqTNkcNudSbunJ8IZ/AfBx5iga9Q72h3dhtzsJacb2OR+RCKFIIyFvI/VlJaDpMJjNGK1WjGYbruws0vN6YnWmkdm7D7l9ijCaLeh0uvgXJE0DFHZXRqJXplLxaykWjRKLRTGazAQDPrx19fjdDdgzMjBZrPGJZuVRA3EKJOBShL/RQzjgR9PiHzx6g4GAx4PSNDQNVEwBilgshk6vx+tupKb0EOFgGIvdij09k1g0gsXuwGi2sH3dGir27ybk8bRbGatM2azNupgKcx4xTY9ORekZqMCvt2CL+RniKWaIp5hGi2J3ZX1SuHV3tpifs/wHOct/MPFaWPv3n69CR6U5l8pAFH1mP+YXTaOvdy/jK5cDUG3MxBVxn3qHFhUjEvATCfjxU4v7cCmHdu7AYrVistnQG42kZWaTlpOLIz0DS1o6FoedtMxsLE7nUfduFSF/fFJYNB0aCnt6Btl9+mCy2tGd5MgrKhYjGokQjUTgyAS2InVJwHVTAW8jKNB0GppORyQYRNP0aDoNNAgF/dRXltNYX4evrp5IKIjOZMKW5sJg0BOJRHBXV+Gtq6e2/CCe6hpCAT8Rv+/EBz8BBVSbshI1tAGNuxjo3YUpFiSiGTi34St6Bw7RM1DR7AdyrtPBpgOlBMIRLMbUvYSPPjeja//JpTXr+F3tQfqnmxlctx5zNF6TVsBb+T8irBnJDNeRG6wiN1hJr0Apmd+4V9hmSqFCAfyhAP4jI67UHi5Ht12HMyOLrN59yMjrQfXBAxiMRtJ79CQtO5dYJEzQHx/42uJwYHOlU1t6kANb69FQ5A8YTHafPgS9XnzuBnR6/ZEh28KEQyEsDgchvx9HenzW8nAwEL+3rGnxWdQNBvSG1L02RJxcAd1Q6EjHj9iRb7MBn5dgYyPhYAAURCIh/J4GPLU1EFOY01yYnS6Cfi/7Nm+gsaaWUDBAwOuNd0ppp+GwYmgsz7mCQ9aCRFf99FAdMS3+bd0V8SQ6YrQkNy1+T6bS00ifzPTWF0CLT2eDBjpNF2890wzYnDbsGbnYM9Ljz4VpGmGfN95rNBohpuI1W2IxlE6HikVRkRh+dwPhSAhNgdFixmi1YbLYUbH4INABr5dIOEg0HCEWixIJBVHR2Cl3tDmexmCIQDhMXytcUP9F4nWFxvcrV3LYnEulOYf9tkKKnQO5oG4jF9ZvIKQZWZd5EbmhSvKCVWSGak+tdhwMEgMayg/RUH4ocd7NNhuaXk8sGsFstWF1OOOhFQ1jMJrILuyPMzsDo8FMddkBKg/sQa8zkN6jJ1ZXOn53A4HGeIuB39OAptOj6fSYLRYcmVmt7iwlUocEXBcS9Pnw1tfFa2WaDk3T0Bn06PUGgn4feqMRg8lMyOfF19CApmlEQiE8dTXEImHqqqoIuhuor6zA72kgFlVEQiECHjexaIxwOIgKh9qlrA0GJ6WWfA5ZCjCoKN+tWYMORUhnosh3kF6BQ/T2l+KIetu877wjAVfR4Gk54AwGzDYnmQX52J1p6E0mjGYLZqudtKxscgqLsLniNYBYNEoo4CPQ2Ego4EPTdOgNRhSKSDBELBoBDfQ6A3qjgWgsRiwaQ0PhqatFAwxmM2aLDaPZjKbXARrhkJ9wIISKxdBpGsGAH3d1FfXlh3A3NOCrqyMaDsWn8FExIqfQKafSE++Q0vQFoIkOxVn+A5zlPwDEv6o06u2Jzilug5Pd9r58nTYYAH0sQnaohovrPqUgUE5E0xNDw3SyzZsqRjTgxxfwJ17yU0u87qjHYDNjMlsJ+H0YTRYMRj1pOT2w2h1oOh0V+/eiotH49W00YrbZiMVAqSjpuXnxWpvJhMVmJxZTWJ1p6PR6jGZzfHZ2k/mEz+gd3bElGgljTXNhNJlb3EZ0fhJwXYjZZsNktcabhZQiHAoSOPJwtbe2lhhRAh4PgUYvZbt2xJ81U4pwMICnuoqA15u4uR9//qz9Byne6DqPrc7BeIzx3nTWqJ+zfPsTy68+vPSUj5HttGM26DlU18CIs3qDTofZao83daWnk9e3P7lF/UjLzsVkiX+4maw2TDY7JoulVc9tRSNhIqEQkVAo/nhETMW/UOj16AwGTBZLosaglCLgbcRTVUkkEgEFOp2GzmBI3O9U6sh8bZF4bS4aCFJfU0noSC3R7/fjPzI8WdDrobGmFl99LcEjH7qteV6w0h0PuBxny/edNMB51BeL7HAtNx98GbfBGa/lmeI1Pf2RmuY+WxHLcr6HK9JAdqiW7FA1WaEaevsPnXzoJUSJ+HxEfD58dTVHvb4V9IZ4SLkyMJqMaEqh6TT0BjN6vQ6TzUbQ14jFkYYzK5tIOISnuprokWmUorEYeUVnYbE7yCkswpGRFb/+YzE0XXyGimBjY/w+IKA3mkCpeOcWo3Ru6Q4k4DqRQGMj9YfL8Dd6AUXI68PX2IBeZ0BnNGAwmohGIoT8fg7v300sEkanNxyZSqaBkN9HMOAnGo7g93iIRsJEA0Fo584YEU1PpSmHCnMeFZYeVJqymVL6BgYVRUORG6ri/IbNFATKyAzXtVu3fZMzDXtGFkajgb69tlAdjnHZDbeS3bs3BpMZV04P7OltaLJsgd4Qfz6wNZ0UNE3D6nBidTjjvwOfL94cjIbeoAc0YtEomtEIRiMGkwmzzUavc4ag6XQEvI14a2sI+nyEggGCfi+RQIhQwEfQ56exoQFvXfx+aCQUIOBtJBIKEgmHiYZjKBVBhcMcqmvAajImHoZvC414E7Er4mGAd0/SsqxQLSPrN1BtyqLalMUe21mgaVxf8iqmiIfdtr4cshaQHaohO1RDVqimfUZniUYI+yKEfc3U8g1GjEYjZTt3oDQwmy3xmrNOj8Foxmg14cjMQVMKqyuNutJDYDRgNlvwezyEg36MFluihmc4MnN6LBrFZLZgdtQQi0Swp2eQlp0j0w11URJwnYim0+HIyKKxtg53XTUhf7zJLOBxx5/1UuDzePB7GvB5Ggj7fURjimgoRDQahXZqXjxaDI0Gowt7xItJhdluP5uVOZclhqRKC7vpGawgqDNhiPoZ1rC5XY5rsFgxWm1Y7Q4sDidpOTmJma+zehfxRWOUZ194gex+Z5Od1/0Vzy0AABMPSURBVOOYYaQ6islqw2S1AfGaXSwaQSkS3eabK6PF7sBidxAJhwk0egj54zWKpm7yBqORaDRGyOelrqKMgNdLoDE+C4O3oY5Ao5egz0PZqs84Ky8Ho91OJBgCpdrlfl9muI4R9ZsSP4c0A7WmLJxHhjGrM6azw3E2W3RDOPLGyQjXc13pm+hQVJqyAcgI17ffsGSRMOGjJrINNx7dm1cDnQY6feK8601mzBYLJrsTW1oaRoORtLy8eFO+XodebwAt3qZhNpnR6fW4evz/9u4+WK66POD49znn7Nn33bs3997cmxiQkAJiICixGqAaqLHYWAeU1rSORaTaVikd22mFmc6oM23pjFMrzrRVh8G3ysiI9Q0qUAXqCygGSwB5KZiQkJCX+7bvu+f11z/O5pKEQEJybzbZPJ/Jzuaesy9PTu45z/m9TxB4HvWpPVQmlpIrlxGxMCbWZYdOELJ3VorDsXr1arNx48YFDOfEZHrVgELSQxFJ2sgs2zroiZDU93s0Z2eY2bGdPc9upl2vEQZdGtPTtKtVuu02xkTEYUjg+0RBMG8XrJfTsdJszi1nMj3CpDvCtLuIwErxu7vv5PT2FqZSwzxVOINxbxfj3m7yUefQH3oIVi5HoTCEnbKwHZfS6Aijpy4nUygyPLGE8uJxHCdFFCbVqmJZ/PRnP+f3Ln8Xt99+O+vXrz/6f/hxxsQxYeAnpTQ/mSXG9B5eu0WnWcey7KRrvpNi584dvO6CN/NX13yEaz/0QSa3b2Vq+zaa08mNEmITxSHdWo1WrUrQbh90MusjjhdoOMW5Ul7bzrJ2+icAfGfxerblTgFjevNvzjDe3c0baklHmAjr2A75mCuNSe98kmS8nmUjtkU6kyaTK5LKZ8nlCwwtXUZlbBzLdrBtm1xlKOncksthWQ5uNsPQ2ARxFM7d3KiFJSIPGWNWH+p1WoKbD8bgtVtg6E1jZTCxIY4jgq5HY3oP9akpuo0GsYmo7t5F5AeEgU+7VsX3uoS9drFkResuUffou+O/FF9SzKaGmHErzKYqzKaGWNHazJmtp+laGe4ZXUsq9hn1pzi78QSj/tTclFIjwQwjsz878i9PJdV+pZExhscnEIEwisnlCyxbeS5Lz1qJCQP8bpd8pZI09PfG6lm2M1cCeuulb6dUKnHbbbcNZIITyyKVzrzsVFih7+P1envecfcPieOYyy+/jHylQmF4mBXnvxETR7RrNRrTU7Tr1WQwf7tNc2aG6p6deK0mXtej22wSe0d+syLQm0i6wfJ92lwB3jz9E6Ybi3qzsySPOGNBLdl/69Ir6FppykGdclijHNQZ93azrLvjiON5WfGBydQkN49RjImg63t06/W5vVsfSWolJJXCTWewMxlsK1lLL1caIpXLk8lmSRcKDI2MYadcSqOjZApF8uWhpAduT65cJpPXmVmOFS3BHYHA92hXq0RxSKdaSy7AlmBZFqEf0K7VsGzB73i0mjWCbofa1CRBp0u7OkO33aRbq9HpdonnYVzZgWKEppOn4RSpO0UaTpGhoMoZrV8TiMPnTv2T3gwTYJmIclDnvPojrGw8jgHqTolSWD/qtjNJZ8nksrhumlQuS3F4lEXLTiGXLxBHMYaI3PAoE6edTq5UJuh2ieOY/NDQYbV9XX311dx6661s27aN4eHho4z2xLZmzRra7TabNm16ydckHWeCpP2u19nFa7WY2r6VxuQk3XaLdnU2GRvZqNFtNvGarQW52do7vRrAL0urmHGHqaVK1JwyLSfPmc2neNvkPRjgK696L27sUYhaFMIWhbDJ0u7zLPF2YYBIbByzsDUbh0Us0oUi6UKBTLHE8MQSgLl2PTvlkHLTFCqLKFQqFBeNIVYyu5CTTlMaGUN6U+kdD9Xtx7PDLcFpgnsJYRDQrs7gdzu9qaosOvU69T278NpJZ452rUprtkocBbQbdbxOB6/VIPR9giDA+P68VQPte0GYdBfRtAu0nGTW+raVoxg1eX2v/evmZX9My9k/Qbym8SRvnboXgE3FlRSjJpWgSimoz1v1kLguuXwRN5fDddM4mSzZUolCuYJbLGJbIGKTKRYpjYxRrAzjpDPYjkMqkyGdy7+iwbmPPfYY55xzDtdeey033njjvPwbTkRbtmxh+fLl3HDDDVx33XVH/DlBt0un1STotOm2WnitFt12g6Dr4Xc7RFGUnAOTe2jVZujUG3RbDbrtFgTzN01aIA6hOGTjLhEWP150IQ2nQNMu0HTydO0s51d/yQWzP8ezXL5w6tWkYp9sby2+bNTlNc0nOL39LL44bM4vx4190rE395yLOv1Liuk0hfIw6VyWVCZLKu1SGErW0kvn8mRLBYbGJrB650VlbByxbLAg9kOiKEza3eOIOIyScZm9miOAkVNOw828skmwk96lUTJ9WhTPTay+dzq1OIrBmGS1ieNg9YjjuooyCsPeuKJeKUIssARLLMIw6N3FxER+SBj5CEk7lliCiSMQwerNymGICTt+8ndj8DodxLKJ4wAxgGXRrdeJAcd2MBakHAev3WXX5l/TaVaJogi/6+F3mlR37cYPugT1Bt0gJAp96HjAi0+G5FdKMAixWHMN6J7l4otLbKeIsYjExojFqD8FwM70YupOiVAcQssh7N2Brqo/CsADld9kZ3oc33LxrDSe5VIO63ODoO8ZWcue9NhcHOmoyymd5+Z+Xl19CIuYUtCgGDYoRs39TuZVjceO+P8ulc3hFgqkc3nypTLZUpFiZYR0Lp/MUeimyeTzOJksmVyeVCaNnXKTk7eQx3Uz89YjbeXKlVxzzTV89rOfZdWqVXzgAx+Yl8890dxyyy0AbNiw4ag+J5XJkHqZC+O+JUCv3SbotOm023jNBu1GnfbsNK1GA7/dJvQ9Ou0mXrNNs1HFazThMOcoTZlw7lyyiVk7/eP99gfiYPbe7hlYM/Oz5EbPztKxszScAr6VjGFrOCX+e/S3X/QdF0/dx8rGE0y6i7hj7FLc2O99b4ATh5xf+18mvN1UnTKPF8+a254yIU4csKy7nXzUoW1lmXEr2CbCMnHyTEwpbOCYiFBsImxskv2CQTyP5p6dNA/raByE7YAxyXRmtp18pmVhYeFkk7GYhcoihicmKI6OEkeGKAyIowjbTeOmUliuS6FSwUmlk31xBEbAxLj5PE7KJQwj4tAn9AOiMOkHEPpBsniuiXHdNJbtEIb+XKIFKI8voVBOJk0wxiRLbBkoDC865iXTvpTgHvjVVj5+x/9hMPT+AIa/eH2ZZdEeNu0O+OKzKaIoShrXTVJHviG7mfFwlsejCneGpyUJZp/4rwgfYrgzxWPOUn6Ufu3c9uQlhnfP3k0paPBo7gweLJz7wv7e83t2fJNc3OGXpVU8XH5hPwixCFc+9zVSJuQnlTVsKp+z3+KWYmKuefbzAPxwZO1+y54AuLHHn269GYDvj67jmcKK/fbnwhZXP/cVAP5n+EIm06OkY4907OPGHuWgzuvqjwCwyx1DMOSiNrmoM08lMMHJ5ciXSuQqixgeX8qiiQkKo4vJlcrJat2u2xvMnMXN5pJxXn2uSgmCgHXr1rFx40bOPvvsvsbSL48//jgXXnghd911V79DwcQxge/RqdfpNJKH73nJjDBxnFwowyiZy7LRpNNq0KrWaNZn6FYbNJs14k5n3jpTRVi9hLf3ZjG5YVzi7aISVJl1ymwcOh/PcgmsVHLTKQ4XzdzPsu4OtmaXcfvit79oIdvLdn6XZd0dPJ0/nTvH3vai7/3957/JuLeHXxXO4p7Riw84SIb37riV4WCWR4qv5f7hNSQrxZve4HvDH+74BoWoxcOlc5IVNHoltL23hhum7yAnEQ8VVvJoZkUyBR9gSdJh5q8Lm3Ashx/4S3nYT6rvk1NVSFmGv1u6A4PwrdkKj7Vz7K0fEoG8bfjYq2exHZtbdpV4spVCROYeYzmHf1i7CNtx+MzGOk9M+8m7e/tPHc7yz5e/Bsu2ue47T/HMZIuLVgxz3fqV8/J/mnzVcVyCGxqusGwsGa/0wvVRePVZK1i17E1Yz1V54N5n5vYLSSeD9esu5TcWF3lwywzT9z+7X7FcMFxxyTpeVXa5/9czRA/v7CXG3sBOY7h89d8wnIHxrXWszS1kn04hYmJ+Z/1HKKQMxe0Bucm4lxmTz7fFsPaSD5IWQ2HKcFpNsC2DLaZ3ZwYXrLkKE8eUazFrui2s3vemMNgScc5Z74AoZrRrCMLNuBYYv4NrAhxCGHsjguFUQsTag20JdtrFstJIagmus5yUmyFdyCbj4pwMmVwGJ5XGSrtk0pnkDs1NY2yLdDqN2ILEgrEEyxYEC7HAcdJYjj03I8qJKpVKcdNNN3H99dfTar3yWVEGwaWXXsoNN9zQ7zCApHPM3hUrymOLD/oas7fThey9qB7e79/cKgRxTBSFhJ5H4Pn43RaRF9DutAg67aRK1e/itxoEnofX6hAGSeetoN3CC3xifwlhOMoiW1jBdkCQ3hJSlm1hxlIQn8JQFLPS/z4x0EUIIxvf2BTLQqq4mDPtgBHvAYwlxFaKyLKILZsVyxaTs0bB5MjJFkIcjGNjLBvLsjl32Woq2TSFoEC2HSDigGWDWMRGuOQt76OYsShOW6T3JE0kkQHTO1bvuOIasmmbzDYP6/m9w4Ok90e4YO0GbMti6ukW/o7OXO9uRHBtmze98y04jsOWh3YRPVdHeivVI0Ix43DxH5wHwKYfPk24vdo7/sm3jBbTLD8vKQBMbH+SGvtPuD42lCVXKgMwXMwy5scMFfpTraltcEoppU4oh1uC0+H5SimlBpImOKWUUgNJE5xSSqmBpAlOKaXUQNIEp5RSaiBpglNKKTWQNMEppZQaSJrglFJKDSRNcEoppQbSK5rJREQmga0LF84JZQSY6ncQA0yP78LS47tw9NgurBEgb4wZPdQLX1GCUy8QkY2HM1WMOjJ6fBeWHt+Fo8d2Yb2S46tVlEoppQaSJjillFIDSRPckftCvwMYcHp8F5Ye34Wjx3ZhHfbx1TY4pZRSA0lLcEoppQaSJjillFIDSRPcPBCRD4nIvSJSFREjIq/ud0wnKhH5sIhsEZGuiDwkIr/V75gGhYi8WUS+KyI7er+n7+93TINCRK4XkV+ISF1EJkXkeyKyst9xDQIR+YiIPNI7tnUReUBE1h/OezXBzY8ccDfwiT7HcUITkfcANwL/CLwOuB/4voic0tfABkcBeAz4S6DT51gGzVrg34ALgEuAEPiBiAz3M6gBsR34GPB6YDVwD/BtETn3UG/UTibzSERWA78ATjPGPNvncE44IvJz4BFjzAf32fY0cJsx5vr+RTZ4RKQJXGOM+VK/YxlEIlIAasBlxpjv9TueQSMiM8D1xpjPv9zrtASnjgsi4gLnk5SE93U3yV2xUieSIsn1dbbfgQwSEbFFZANJbcT9h3q9s/AhKXVYRgAb2H3A9t3AW499OEodlRuBh4EH+h3IIBCRc0iOZQZoApcbYx491Pu0BPcSROTvew3xL/dY2+84B9CBdeZykG1KHbdE5NPARcC7jTFRv+MZEE8B5wFvAv4d+PLhdOLREtxL+wzwH4d4zbZjEchJYgqIgPEDto/x4lKdUsclEfkXYANwsTFmc7/jGRTGGB94pvfjRhF5A/BR4OqXe58muJdgjJlCl7w4Zowxvog8BKwDvrHPrnXAN/sTlVKHT0RuJElua40xT/Y7ngFnAelDvUgT3DwQkXGSkscZvU1ni8gQsM0YM9O/yE44nwa+KiIPAj8F/gxYAnyur1ENiF7PvhW9Hy3gFBE5D5gxxmhtxFEQkX8F3gdcBsz2rgkATWNMs3+RnfhE5J+AO4DnSDrv/BHJsIxDjoXTYQLzQEQ+AXz8ILuu0m7Yr4yIfBj4W2CCZMzWR40xP+pvVIOh12Z870F2fdkY8/5jG81gEZGXupB+0hjziWMZy6ARkS8BF5MUImrAI8CnjDF3HfK9muCUUkoNIu1FqZRSaiBpglNKKTWQNMEppZQaSJrglFJKDSRNcEoppQaSJjillFIDSROcUn0iIveJyG39jkOpQaUJTiml1EDSBKeUUmogaYJTagGIyHoRiUXktAO2n9bb/s5+xabUyUITnFIL407geeDKA7a/H5gE/utYB6TUyUYTnFILoLfQ5ZeAK0VEAHrPVwJfNcaEfQxPqZOCJjilFs7NwKkkS3tAMiP6qcAX+xWQUicTTXBKLZDeis73AVf1Nl0FPGiM+VXfglLqJKIJTqmFdRPwbhFZCrwLLb0pdcxoglNqYf0n4ANfJznfvt7fcJQ6eWiCU2oBGWO6wNeAi4BvGWOqfQ5JqZOGJjilFt63e8839zUKpU4yTr8DUOok8DZgG3DPvhuNMWv7Eo1SJwlNcEotEBE5Ezgb+HPgk8aYuM8hKXVSEWNMv2NQaiCJyH3AG4HvAu8zxvj9jUipk4smOKWUUgNJO5kopZQaSJrglFJKDSRNcEoppQaSJjillFIDSROcUkqpgaQJTiml1ED6f409gpsJVGpAAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data = az.from_pymc3(trace=trace_linear, posterior_predictive=posterior_predictive_linear)\n", - "az.plot_ppc(data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the posterior predictive check this model is not very useful. We are trying to estimate the probability of a species given a sepal_length, but a number of the posterior predictive check values are below 0 and above 1. As is such the result cannot be interpreted as probability." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 4\n", - "***" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", - "y_1 = pd.Categorical(df['species']).codes \n", - "x_n = ['sepal_length', 'sepal_width'] \n", - "x_1 = df[x_n].values" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:17<00:00, 287.70draws/s]\n", - "The acceptance probability does not match the target. It is 0.8848631965762076, but should be close to 0.8. Try to increase the number of tuning steps.\n" - ] - } - ], - "source": [ - "with pm.Model() as model_1: \n", - " α = pm.Normal('α', mu=0, sd=10) \n", - " β = pm.Normal('β', mu=0, sd=2, shape=len(x_n)) \n", - " \n", - " μ = α + pm.math.dot(x_1, β) \n", - " θ = pm.Deterministic('θ', 1 / (1 + pm.math.exp(-μ))) \n", - " bd = pm.Deterministic('bd', -α/β[1] - β[0]/β[1] * x_1[:,0])\n", - " \n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_1) \n", - " \n", - " trace_1 = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α-9.244.590.11-17.84-0.471504.01.0
β[0]4.710.880.033.036.341370.01.0
β[1]-5.221.010.02-7.25-3.561567.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", - "α -9.24 4.59 0.11 -17.84 -0.47 1504.0 1.0\n", - "β[0] 4.71 0.88 0.03 3.03 6.34 1370.0 1.0\n", - "β[1] -5.22 1.01 0.02 -7.25 -3.56 1567.0 1.0" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "varnames = ['α', 'β'] \n", - "summary = az.summary(trace_1, var_names=varnames)\n", - "summary" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-5.219999999999999, -0.02387657278569843)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x_1 = 4.5 # sepal_length\n", - "x_2 = 3 # sepal_width \n", - "\n", - "log_odds_versicolor_i = (summary['mean'] * [1, x_1, x_2]).sum()\n", - "probability_versicolor_i = logistic(log_odds_versicolor_i)\n", - "\n", - "\n", - "log_odds_versicolor_f = (summary['mean'] * [1, x_1, x_2+1]).sum()\n", - "probability_versicolor_f = logistic(log_odds_versicolor_f)\n", - "\n", - "log_odds_versicolor_f - log_odds_versicolor_i, probability_versicolor_f - probability_versicolor_i" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The value of -5.19 is consistent across the summary and our \"hand check\". A log odds value of -5.1 means that as $\\beta_1$ increases, the probability that the species is versicolor decreases, or equivalently as sepal_width increases, the probability the flower is versicolor decreases.\n", - "\n", - "We can verify with a quick plot" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "colors = df[\"species\"].replace({'setosa':\"blue\", 'versicolor':\"green\"})\n", - "df.plot(kind=\"scatter\", x=\"sepal_length\", y=\"sepal_width\", c=colors)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As sepal with increases from 3 to 4 we get farther from the green dots, reducing the probability that the flower were seeing is of the virginica species." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Question 5\n", - "***" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "sepal_length_i 4.5, sepal_length_f 5.5\n", - " Log Odds Change 4.709999999999999\n", - " Probability Change 0.7080309252764029\n", - " \n", - "sepal_length_i 5.5, sepal_length_f 6.5\n", - " Log Odds Change 4.710000000000001\n", - " Probability Change 0.26467417655124303\n", - " \n" - ] - } - ], - "source": [ - "# Values for sepal length are directly added in the log_odds_line\n", - "x_1 = 4.5 # sepal_length\n", - "x_2 = 3 # sepal_width \n", - "\n", - "for i in (0,1):\n", - " log_odds_versicolor_i = (summary['mean'] * [1, x_1+i, x_2]).sum()\n", - " probability_versicolor_i = logistic(log_odds_versicolor_i)\n", - "\n", - "\n", - " log_odds_versicolor_f = (summary['mean'] * [1, x_1+i+1, x_2]).sum()\n", - " probability_versicolor_f = logistic(log_odds_versicolor_f)\n", - "\n", - " print(f\"\"\"sepal_length_i {x_1+i}, sepal_length_f {x_1+i+1}\n", - " Log Odds Change {log_odds_versicolor_f - log_odds_versicolor_i}\n", - " Probability Change {probability_versicolor_f - probability_versicolor_i}\n", - " \"\"\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From from the calculation above we see that while the coefficient stays constant, as it should in linear regression, the probability change is not as large from 5.5 to 6.5 as it is from 4.5 to 5.5. Looking at the graphic this intuitively makes sense as well. In the region of sepal length of 4.5 to 5.5, it's hard to differentiate among the species. However when moving from a sepal length of 5.5 to 6.5, only the virginica species has sepal lengths in that range." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 2930c73f78ba6bfdef5bf9b9107fbb45e7302e2c Mon Sep 17 00:00:00 2001 From: alex_ndorah Date: Mon, 2 Sep 2019 08:52:59 +0200 Subject: [PATCH 7/7] Deleted chapters 3 and 4 NBs that caused merge conflicts --- exercises/Chapter3.ipynb | 2579 -------------------------------------- exercises/Chapter4.ipynb | 1391 -------------------- 2 files changed, 3970 deletions(-) delete mode 100644 exercises/Chapter3.ipynb delete mode 100644 exercises/Chapter4.ipynb diff --git a/exercises/Chapter3.ipynb b/exercises/Chapter3.ipynb deleted file mode 100644 index cc08eeb..0000000 --- a/exercises/Chapter3.ipynb +++ /dev/null @@ -1,2579 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Chapter 3 Exercises" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" - ] - } - ], - "source": [ - "import os\n", - "import arviz as az\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import pymc3 as pm\n", - "\n", - "from IPython.display import SVG, display\n", - "from pandas.plotting import parallel_coordinates\n", - "from scipy import stats\n", - "from theano import shared, tensor\n", - "\n", - "np.random.seed(seed=0)\n", - "az.style.use('arviz-darkgrid')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 1\n", - "***\n", - "\n", - "*Check the following definition of a probabilistic model. Identify the likelihood, the prior and the posterior:*\n", - "\n", - "\\begin{eqnarray}\n", - "y_i \\text{~} Normal(\\mu, \\sigma) \\newline\n", - "\\mu \\text{~} Normal(0,10) \\newline\n", - "\\sigma \\text{~} \\left|Normal(0,25) \\right|\n", - "\\end{eqnarray}\n", - "\n", - "The priors in this model are:\n", - "\n", - "\\begin{eqnarray}\n", - "\\mu \\text{~} Normal(0,10) \\newline\n", - "\\sigma \\text{~} \\left|Normal(0,25) \\right|\n", - "\\end{eqnarray}\n", - "\n", - "\n", - "The likelihood in our model is :\n", - "$$ Normal(\\mu, \\sigma)$$\n", - "\n", - "And the posterior will be a distribution over $\\mu$ and $\\sigma$, but the posterior is not directly specified in the model (it is the result of Bayes formula!)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 2\n", - "***\n", - "\n", - "*For the model in exercise 1, how many parameters will the posterior have? In other words, how many dimensions will it have?*\n", - "\n", - "There are two parameters in this model: $\\mu$ and $\\sigma$. So the posterior is 2-dimensional." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 3\n", - "***\n", - "\n", - "*Write Bayes' theorem for the model in exercise 1.*\n", - "\n", - "Without expanding the denominator:\n", - "\n", - "$$ p(\\mu, \\sigma | y) = \\frac{\\Pi_i\\; \\bigg( Normal(y| \\mu, \\sigma)\\quad Normal(\\mu|0,10)\\quad HalfNormal(\\sigma|0,25) \\bigg) }{p(y)} $$\n", - "\n", - "Expanding the denominator:\n", - "$$ p(\\mu, \\sigma | y) = \\frac{\\Pi_i\\; \\bigg( Normal(y| \\mu, \\sigma)\\quad Normal(\\mu|0,10)\\quad HalfNormal(\\sigma|0,25) \\bigg) }{\\int \\int\\; \\Pi_i\\; \\bigg( Normal(y| \\mu, \\sigma)\\quad Normal(\\mu|0,10)\\quad HalfNormal(\\sigma|0,25) \\bigg)\\; d\\mu\\; d\\sigma} $$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 4\n", - "***\n", - "\n", - "*Check the following model. Identify the linear model and the likelihood. How many parameters does the posterior have?*\n", - "\n", - "\\begin{eqnarray}\n", - "y \\text{~} Normal(\\mu, \\epsilon) \\newline\n", - "\\mu = \\alpha + \\beta x \\newline\n", - "\\alpha \\text{~} Normal(0,10) \\newline\n", - "\\beta \\text{~} Normal(0,1) \\newline\n", - "\\epsilon \\text{~} \\left|Normal(0,25) \\right|\n", - "\\end{eqnarray}\n", - "\n", - "The linear model is:\n", - "\\begin{eqnarray}\n", - "\\mu = \\alpha + \\beta x\n", - "\\end{eqnarray}\n", - "\n", - "\n", - "The likelihood in our model is: \n", - "$$ Normal(\\mu, \\epsilon)$$\n", - "\n", - "The posterior will have three parameters:\n", - "\n", - "$$ \\alpha, \\beta, \\epsilon $$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 5\n", - "***\n", - "\n", - "*For the model in exercise 1, assume that you have a dataset with 57 data points coming from a Gaussian with a mean of 4 and a standard deviation of 0.5. Using PyMC3, compute:*\n", - "- The posterior distribution\n", - "- The prior distribution\n", - "- The posterior predictive distribution\n", - "- The prior predictive distribution\n", - "\n", - "*Tip: Besides `pm.sample()`, PyMC3 has other functions to compute samples.*\n", - "\n", - "For this exercise we will generate 57 datapoints from a distribution of $Normal(4, 0.5)$:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "data = stats.norm(4,.5).rvs(size=57)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [sd, mu]\n", - "Sampling 2 chains: 100%|██████████| 2000/2000 [00:01<00:00, 1084.35draws/s]\n", - "The acceptance probability does not match the target. It is 0.8806704207811868, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "100%|██████████| 1000/1000 [00:00<00:00, 1292.64it/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as model:\n", - " mu = pm.Normal(\"mu\", 0., 10.)\n", - " sd = pm.HalfNormal(\"sd\", 25.)\n", - " y = pm.Normal(\"y,\", mu, sd, observed=data)\n", - " \n", - " # Compute both prior and prior predictive\n", - " prior_predictive = pm.sample_prior_predictive()\n", - " \n", - " # Compute posterior\n", - " trace = pm.sample()\n", - " \n", - " # Compute posterior predictive\n", - " posterior_predictive = pm.sample_posterior_predictive(trace)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Inference data with groups:\n", - "\t> posterior\n", - "\t> sample_stats\n", - "\t> posterior_predictive\n", - "\t> prior\n", - "\t> observed_data" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dataset = az.from_pymc3(trace=trace, posterior_predictive=posterior_predictive, prior=prior_predictive)\n", - "dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's plot the prior distributions to get a sense of the Bayesian model's estimations without data:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([,\n", - " ],\n", - " dtype=object)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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SpO0lJQXObgvNToPXB0S8+RbMnAVd74w4tDZcdgk0Oj72uqwWRRHzF8CMGfDdjIjvZsCcX2LT2f3FX2UuVakc0eBYOOfsQJXK9k8kSZKUtxgGSVIu8MyzEZM+g4IF4bFHAhUr5L4BioMOCvTpDc88F/HeEHj1PzBjZkT3buTYqe4kSdLuSUkJdLoycN45EQMGRbw7BL6fDXffG1GqFDQ7LaJFs0DNmvvvnL9xY6zq+Lvfw58ZM2DN2h1fV6oUlC0L5cpCmdKx/lSGNWtj4dX8+TDv95+334lodFzEeecG6h8T/+omSZIkaX8wDJKkHO79DyLeeS82lUn3ewJ16+TeAYmCBQO33Rz4R92Ix5+KmPY5dLwq4sH7ydWfS5IkxRxwQOD6awMXXxgx8M2IEaNg1SoY9BYMeiuiYoWI+sfAMccEjjkKSpTYvfN/FEUsWhyr+pn+e/Dz88+Qlr796woWgNq1oW6dWN+iTh0oU/rv32PNmojp38GwERGTJsOkz2DSZ7FKoXvuhNK7sQ9JkiQpJzMMkqQcbNHiiKd6xaYv6fDPwElN88ZARLPTA4fUiE0bN28+dL4povN10O5s776VJCkvKFUq9tzAqzpGTJkKo8ZETJwECxfFfoYMi/VvypaJqFIFqlaBcuUCBQvGAp2kArByJSxcFLFwIcydFwuV/qxcWahbF+oeHgt+atWEAgX2vC9RokSg8QnQ+ITA/AURg9+JGDocpk6Dy6+M6HYXNGxgH0WSJEm5l2GQJOVQ27ZFPPRIxIYNcETd2Jz7eUn16oGXX4BHH48Y/xH0eiZi+nS4oysUKeJgiyRJeUFSUuCERnBCo0BqasRXX8MXX0Z8/kXseT7Llsd+vvgS/vj8np3vKxb2HFEX6tQJ1D08FiDtb5UrBbrcGGjbJvbMxp/nwK23R1x0QUSnq0K2PP9IkiRJ2t8MgyQph3r9DZj+HRQpAvfekzcHHooUCTx4H7xVF557PmLsePjp54iHH4RqB+e9zytJUn5WpMj/giGAtesi5s2LPa/n17kRK1fClq2wdSts2QIlS0LFCoGKFaBiRTikBiQnZ1//oNrBgRefj/VR3nkPBgyCJb9F3NeNPNkvkyRJUt5mGCRJOdB3MyL6vRq7O/bWLoEK5fPugEMIgfPPhcMOhXvvj5g7D66+JuL2rnD6qXn3c0uSlN8VLxZ+f7YPQM485ycnB27pEjiqXsSDj8SqmdPSIh7ovnfT0UmSJEnxkhDvBkiStrd5c8TDj0akpcNpp0Kz0+PdouxxRN1Av5cCxxwNGzfBAw9F9Hw6na1b/3rKGEmSpKx28kmB/3soULAATPgk9tzDLVvso0iSJCn3MAySpBzm1f9ELFgApUvHqoJCyD93nZYqFejxRMh8PtLgd+H6GyOW/OZgiyRJiq/jjws8+kigYEGYOCkWCKWl2UeRJElS7mAYJEk5yI8/RbwxMLZ8a5dAsWL5JwjKkJgYuPrKBB5/NFCsGMycBR2vipg6zcEWSZIUXw0bBB5/NJCcDJMmw0t97Z9IkiQpdzAMkqQcIi0t4vEnI9LSoGkTaHJi/guC/qjR8YFXXgzUrgVr1sKtt0f0+Xcq6ekOukiSpPipf0zgrttj/bTX34CPPrZvIkmSpJzPMEiScojB78Cs76FoCtx8Y/4OgjKULx/o0zvQtjVEETz3/EZuuyNi9WoHXSRJUvycdmrgwvNjy488GjHnF/smkiRJytkMgyQpB1i8OOLF36cZufaaQJkyhkEZkpMDXW9N4J67AoUKwdRp0LFTxMxZDrpIkqT4uebqwDFHw8ZNcPe9EWvXpse7SZIkSdIuGQZJUg7w7PMRmzZBvSOh9Znxbk3OdEbzwIDXS1CpEvz2G1x3Q8Q770VEkaGQJEnKfklJgfu7Bw48EBYsgIf+b0O8myRJkiTtkmGQJMXZV19HfDwBEhLglpsCCQlWBe1KrZpJ9H0h0LQJbNsGPXpF3PdgxPr1BkKSJCn7lSoZeOj+QEICjBy1hclT7JNIkiQpZzIMkqQ4Sk+P6N0nNmjQphVUr24Q9HdSUgIPPxC44fpAYiKMGw9XXB0x63sHXyRJUvY7/LDAeefGlp/qEZGaap9EkiRJOY9hkCTF0egx8MMPkJICHa8wCNpdIQQuOC/w/LOB8gfBokVwbeeIAYMi0tMdgJEkSdnryg6BChUSWPIb9H3VvogkSZJyHsMgSYqT1NSIF16ODRb889JAqZKGQXvq8MMCr7wUOOn3aeOeez7i5tsili51EEaSJGWfwoUD3bulAPDW2/C9FcuSJEnKYQyDJClO/jsgYsUKqFgBzj0n3q3JvYoVCzz0QOC2mwPJyfDFl3DZFREfjnUQRpIkZZ8TTyjI6adBejr868mIbdvsi0iSJCnnMAySpDhYtixiwKDY8nXXBAoWtCpoX4QQOKttoN/LgcMOhfXr4f6HIu57IJ1Vqx2IkSRJ2ePG6wPFisGPP8HQ4fFujSRJkvQ/hkGSFAf9/xuxZQv84whocmK8W5N3VKkce45Qh39CYgKMHQ+XXh4xdnxEFBkKSZKkrFWqVOCqjrGbfPq9FpGaav9DkiRJOYNhkCRlsyW/RQwbEVu+8opACFYF7U9JSYGOHRJ44flAjeqwejXc90BEt/siVq50QEaSJGWtNq2gUiVYtQoGDLLvIUmSpJzBMEiSsln/1yO2boWjj4KjjzIIyiqH1g68/MLvVUKJ8PEEuOTyiPc/tEpIkiRlnaSkwLVXx/p4AwbB8hX2OyRJkhR/hkGSlI0WL44YMSq23LGDQVBWK1AgViX08r8DNQ+BtWvhwYcj7uoWOTAjSZKyTJMToW4d2LQJXnnVPockSZLizzBIkrLRf16P2LYN6h8DR/7DMCi71KwZeOnfgSuvCCQlwacT4ZJ/RowabZWQJEna/0IIXNsp1tcbPgJ+nWt/Q5IkSfFlGCRJ2WThwoiRVgXFTVJS4PLLAn1fDBxaG9avh0cei7j9roilSx2gkSRJ+9eR/wic2BjS0+HfL9rXkCRJUnwZBklSNnmtf0RaOjRsAEfUNQyKlxrVA/9+LtDpqkCBAjD5M7i0Q8TwEVYJSZKk/euaqwIJCbGq5B9+tJ8hSZKk+DEMkqRssGRJxJgPYstXXG4QFG9JSYFL2wf6vRyoczhs2ACPPRFx6+0RS5Y4UCNJkvaPqlUDp5wcW379DfsYkiRJih/DIEnKBgPfjEhLg2OOhjqHGwblFAdXDfTpHbj+2kDBgjB1WqxK6L0hEenpDthIkqR9d8nFsb7fRx/D/AX2LyRJkhQfhkGSlMVWrY4YNiK2fGl7g6CcJjExcNEFgVf7Bv5xBGzcCE/2jOhya8TCRQ7YSJKkfXNIjUCj42LPDnpjgH0LSZIkxYdhkCRlsbcHR2zeDIfWjlUGKWeqUjnw7NOBm24IJCfDl1/BP6+IePsdq4QkSdK+ufSS2A1Bo8bA0qX2KyRJkpT9DIMkKQtt2BAx+N3Y8qXtAyFYGZSTJSQEzmsX+M8rgXpHwqZN0OuZWJXQ8hUO3EiSpL1zRN1Y32LbNhj0ln0KSZIkZT/DIEnKQkOGwfr1UKUynNg43q3R7qpYMfBMz8AtXQKFC8WqhDpcGTHtcwdvJEnS3sl4dtDQYbBmjX0KSZIkZS/DIEnKIps3Rwx6M3ah3/7iQEKCVUG5SUJC4JyzAn1fCtSoAatWwS1dI/r2SyctzQEcSZK0Zxo2gFo1YeMmMivHJUmSpOxiGCRJWWT0+7BiJZQrC81Oi3drtLeqVA682CfQpjVEEfR7DW6+zWnjJEnSngkhcPGFsZuD3hsSsXWrfQlJkiRlH8MgScoC6ekRA3+vCrrg/ECBAlYF5WbJyYHbb02ge7f/TRt3xZURn3/hII4kSdp9JzWFMmVg5SoY/1G8WyNJkqT8xDBIkrLApMkwfz4UTYHWZ8a7Ndpfmp0W6PtioEb12CDOzbc5bZwkSdp9SUmBs9vGbhJ66x37D5IkSco+hkGSlAUyqoLatoEiRawKykuqVAm8+Hygdavtp41b4bRxkiRpN7RpDQULwKxZMGOm/QdJkiRlD8MgSdrPZs6K+PobSEqCc88xCMqLkpMDd9yWQPd7/jdtXAenjZMkSbuhVMnAqafElt+2OkiSJEnZxDBIkvazjKqg00+FsmUNg/KyZqcHXn4hUL3a/6aNe/U/EVHkwI4kSdq1dr/fMDT+I1hudbEkSZKygWGQJO1HixZHfPRxbPnCCwyC8oOqVX+fNu7M2LRxL78S0f2BiI0bHdiRJEk7d2jtwBF1Yds2GDLUPoMkSZKynmGQJO1Hb74dkZ4ODY6FGtUNg/KLQoUCd3RN4M7bA0lJsbt8r78x4relDu5IkqSdy5hOeMhQ2LLFPoMkSZKylmGQJO0na9dFjBgRW77IqqB8qVXLwNM9AiVLwg8/wlWdImZ97+COJEnaUdMmUKZMbKrZjz+Jd2skSZKU1xkGSdJ+MmIkbNwENapD/WPi3RrFy5H/CLz878AhNWKDOzd2iZj2uYGQJEnaXlJSbJpZcKo4SZIkZb2keDdAkvKCtLSId96LXcSfe04gBCuDcot169bx8ssv8/HHH7NixQpKly5NkyZNuOqqqyhWrNhe7XP16tlUPOgNfv7xS9atXsMNNxSjerWDufjilrRq1Wr/fgBJkpRrtT4z8Fr/iK+/gblzI6pWtQ+5P6xevZqPP/6YmTNnMnPmTObMmUNaWhoPPfQQp59++i7/Li0tjcGDBzNixAjmzp1LYmIitWrV4oILLuCkk07aq7Z8++239OvXjxkzZrB161aqVatGu3btOPPMM/fy00mSJO0dK4MkaT+YPAUWL4ZixeD00+LdGu2uNWvWcMUVVzBo0CASExNp0qQJRYoU4c0336RDhw6sWbNmj/f51ltv0bFjRz76aCy1a5XnwIOaEsLBzJnzI/1fH73/P4QkScq1ypULNDo+tjx0uNVB+8s333zDo48+ypAhQ/jxxx9JS0v7279JS0vj9ttvp0ePHsyfP5969epx2GGHMXPmTO6880769u27x+346KOPuPbaa/nss8+oUaMGxx13HPPnz+ehhx6iV69ee/PRJEmS9pqVQZK0Hwx+J3bx3vpMKFTIOzpzi169ejF//nxOOukkHn74YZKSYqfFp556irfeeounn36a7t277/b+Jk2aRI8ePahQoQJPPPEE1atXJy0tokeviPeGbmPBojm81j/iskuwekySJAHQtnXg04kRI0fD1VdGJCfbR9hXBxxwAO3ateOwww7j8MMPp3///owaNeov/2bgwIFMnDiRChUq0Lt3bypWrAjAL7/8QufOnXnppZdo2LAhdevW3a02rF27locffpi0tDQeffRRTj75ZABWrFhBp06dGDhwICeeeCLHHOP80pIkKXtYGSRJ+2ju3Ihpn0MIcFZbL95zixUrVjBmzBiSkpLo2rVrZhAEcMMNN1CqVCnGjBnDihUrdmt/aWlpPPHEE4QQeOyxx6hevToAiYmB224JXH5ZEiGhFi/1jej9XER6unf/SpIkaHAsHHggrFsH4z+Od2vyhiOOOIKuXbvSqlUrqlevvls34bz77rsAdOrUKTMIAqhWrRodOnQAoH///rvdhqFDh7J+/XqaNGmSGQQBlC5dms6dOwPwxhtv7Pb+JEmS9pWVQZK0jwa/GxvUP6ERVCiftWHQokWLOOecczjqqKPo0aMHL7zwAuPGjWPNmjVUrVqVq666ihNPPBGAsWPH8t///pc5c+ZQuHBhTjvtNK6//noKFSq03T5TU1MZMGAA48aNY8GCBSQmJlK7dm0uvPBCmjZtukMbJk6cyPjx45k+fTrLli0jPT2dSpUqcdppp3HxxRdTsGDB7V4/fPhwHn74YTp27Ejr1q3p06cPU6dOZePGjVSrVo2OHTtmtjk7TZ48mfT0dI4++mhKly693baCBQvSuHFjhg0bxuTJk3frOT9Tpkxh8eLFNGzYkJo1a263LYTAVR0DJUpEPPNsxJtvw5o1EXfdEXt4tCRJyr8SEwOtz4SXX4kYMjSiRbMd+wb2AbPW+vXrWbBgAQBHH330Dtsz1n322Wds3bqVAgUK/O0+J06cCLBdEJThhBNOIDk5mc8//5zNmzeTnJy8L800efWMAAAgAElEQVSXJEnaLVYGSdI+2LAhYtSY2HK7s7NvUH/btm107tyZ0aNHU7NmTerUqcNPP/3EnXfeydSpUxkwYADdu3cnMTGRhg0bkp6ezltvvcX//d//bbefFStW0LFjR1566SXWrl1LgwYNqFOnDt9//z133HEH//nPf3Z470ceeYRx48ZRtGhRjj/+eOrVq8fSpUv597//zS233LLLOdkXL15Mhw4d+PbbbznyyCOpVatW5vtMmTIlS47TX/nxxx8BqF279k63Z6z/6aefdmt/n3/+OQANGjRg/fr1DB48mMcff5yePXsyevRotmzZwvnnBu69O5CYAGM+gLu7RWzaZIWQJEn5XauWkJgA07+DOb/sum9gHzBrbNy4MXO5WLFiO2wvXrw4AJs3b2bevHm7tc+MPuShhx66w7YCBQpQvXr1PdqfJEnSvrIySJL2wcjRsHEjHFwV6mfjdN/Tp0/n6KOP5s0338y8OM24+/Lxxx9n7dq1PPfcc9SrVw+AZcuWcdlll/H+++9vN/XFww8/zC+//MIll1zCNddckzlV2sKFC7npppt44YUXOP7447erdLnjjjto0KABhQsXzly3YcMGunfvzsSJExkzZgwtW7bcoc0jR47kvPPO46abbsp8n0GDBtGzZ0/69etHw4YNt3v9WWedxZIlS/bouLzzzjtUqFBht16bse9y5crtdHvG+t1tw5w5cwDYtGkTF110EcuWLdtu+4svvshTTz1F82bVKFYM7r0/YtJncPNtEY8/CsWKWSEkSVJ+VaZM4IQTIiZ8AkOHRXS5cef9AvuAO7cnfcCdKV68OImJiaSlpbFkyRIOPvjg7bb/sT2LFy+mRo0af7m/DRs2sG7dOuCv+5qzZs1iyZIlO1SVS5IkZQUrgyRpL0VRxLvvxe7cPOfssFtzke8viYmJ3HXXXZmDAAAtW7akVKlSLFiwgPPOOy9zEACgbNmyNG/eHICvvvoKgB9++IHJkydzxBFHcP3112/3zJyKFSty4403kpaWxtChQ7d776ZNm243CACQkpJCly5dAJgwYcJO21yxYsXtBgEA2rVrR/Hixfnuu+/YunXrdq8/5ZRTaNmy5XY/Z5999g7r/vhTpEiR3T6GGXeA/nnKlAwZ6/94p+hfybjgf+WVV0hOTqZ3796MHTuW/v37c+yxx7Jo0SJuvfVWNm3aRKPjAz2fDBQtGrsDuPNNEctXWCEkSVJ+1rZ1rC85+n3YvHnn/YL82gf8uz7hnvQBdyY5OZnDDz8cgBEjRuywffjw4ZnLqampf7u/P75mV1PA7WlfU5IkaV9ZGSRJe+nLr2DefChcGFo0y973Ll++PJUrV95uXUJCAgcddBCrVq3i2GOP3eFvKlWqBMSmBQGYOnUqAE2aNNlpkHXkkUcCMGvWrB22zZs3j8mTJzN//nw2bdpEenp65rb58+fvtM1HH330doMAAElJSVSoUIHvv/+eNWvWUKZMmcxtN9544w77KFWqFKtWrdrp/vdUFMUGWXYV4mVs311/PAZPPPEE1apVA6BmzZo89dRTnHvuuSxatIgxY8bQtm1b/nFE4Nmn4dauET/PgWs7R/R6EipWtEJIkqT86Nj6UK4cLF0Kn06CU3d81Ey+7QP+2f7sE2a47LLL6Nq1K2+88QYlS5akRYsWpKenM2zYMIYOHZpZObQ7N4DtTj9yT/uakiRJ+8owSJL20ntDYxdwzU+HIkWydwC/bNmyO12fcYfhzqajyNi2ZcsWIDbFBcBzzz3Hc889t8v3Wr16deZyFEU888wzDBw4cJcXsLu6W3JXU2Rk3GGa0a79ZciQIXzzzTfbrStZsmTmAEPGHaS7uhtz8+bN27Xv72Tsr06dOplBUIaCBQvSrFkzXn/9db788kvatm0LwCE1An2ejU0Vt2gRXH9TRK+n4OCqBkKSJOU3CQmBM5pHvNYfRo2OOPXkHfsD9gGzzoknnsgNN9xAnz596N27N717987c1rx5cxYtWsT06dO3q8ralZSUlMzlzZs37xCGZayH3e9rSpIk7SvDIEnaC8tXxOZ0Bzirbe4cuM+4k7NevXp/Ocd6yZIlM5c//PBDBgwYQLly5ejSpQtHHHEEpUqVIikpia1bt3LiiSfut7scn3nmme0GISA2zUbGhfPO3HjjjZnt/eabbxg5cuR22w866KDMMOiggw4CYOnSpTvdV8b6jNf9nfLly//l6zO2//ku1ooVAs/3jgVCc36BzjdG9HwSatbMnd8rSZK0985oHnitf8TUabB8eUSZMvu/P5Ab+4B/9uc+4R/7gPuiffv2NG3alHHjxrFo0SJSUlJo2LAhDRo0yHwe0p9v+tmZlJQUihYtyvr161m6dOlO/2ZP+5qSJEn7yjBIkvbC8BGQlgZH1I1Vd+RGGXeWnnzyyVxwwQW79TcfffQRALfffjuNGzfebtvChQv3a/vGjRu3xw8PvvLKKzMHArp370737t13+dqMB/XOnj17p9sz1h9yyCG79d61atUCYO3atTvdvmbNGmDnd3+WLh3o3Qtu6Rox+we44eaIJ/8Fdevkzu+WJEnaO5UqBf5xRMS302HMB9D+ov3/Hnm9D7ivKlWqxGWXXbbdup9++omVK1dSqVKlXVY6/VnNmjX56quv+P7773cIg7Zt28acOXMoWLAgVapU2S/tliRJ+juGQZK0h9LSIoYOj9352LZN7h2sb9CgAS+++CITJkzY7YGAdevWAXDggQfusG3s2LH7tX3vvffeDuv25/zwxx13HAkJCXzzzTesXLmSAw44IHPbli1b+PTTT0lISOD444/frf01btyYnj17MmvWLDZu3LhD6PPll18CULt27Z3+fYkSgad7QNc7I6Z/BzffGvGvR+Hoo3Lvd0ySJO25li0C306PGDU64uILd/18w72VG/uAf5YVzwz6KwMGDADgrLPO2u2/adSoEV999RXjx4/njDPO2G7bp59+yubNm2nUqBHJycn7ta2SJEm7khDvBkhSbjN5SuzBvsWLw8lN492avVe3bl3q16/PF198Qa9evXaY5z09PZ0pU6bw9ddfZ67LuHPxvffe224qkK+//pr//ve/2dPw/aRMmTKcfvrpbN26lSeeeIJt27Zlbnv22WdZtWoVzZo1o3Tp0tv9XZ8+fbjgggt46623tltfoUIFTjvtNNasWUOvXr2229/QoUP5/PPPSU5O5swzz9xlm4oWDfR4IlD/GNi4CW67I2LyZz5cWJKk/OTkkyA5GX6dC7O+3//7z+99wF3ZuHEjv/7663br0tPTef311xkxYgRVq1bl/PPP3+HvOnfuzAUXXMCMGTO2W9+mTRtSUlKYMGEC48ePz1y/cuVKnn32WQAuuigLSr8kSZJ2wcogSdpDQ4bGLoBbtoDk5NxdtfHAAw9w0003MXDgQEaOHEmtWrUoWbIky5YtY968eaxatYouXbpQr149AM4//3xGjBjB4MGD+fLLLznkkENYtmwZ33zzDRdffHGuGwy4+eabmTFjBuPHj+fCCy/k0EMP5ZdffuHnn3+mUqVKdOnSZYe/Wb58OXPnzt3pXPa33XYbs2fPZsiQIUybNo1atWqxePFiZs+eTWJiInfeeedO76j9o8KFA//6P+j+QMTESXBXt4j774WTmubu75okSdo9KSmBk5pEjPkARo6OOPyw/d8HyA99wI4dO2YuZ0xl98ILLzBw4EAgVq19++23Z75m1apVXHjhhdSoUYNKlSqRmJjIzJkzWbJkCeXLl6dnz54ULFhwh/dZsGABS5YsYdOmTdutL1GiBPfccw/dunXj7rvv5qijjqJkyZJMmzaNdevWcf7553PsscdmxUeXJEnaKSuDJGkPLFoc8dmU2HJuniIuQ+nSpXn55Ze56aabqFy5MjNnzmTChAksXbqUWrVqcdttt9GiRYvM11epUoVXXnmFxo0bs3r1aj755BNSU1O54447uOGGG+L4SfZOyZIleeWVVzjvvPPYunUrH3/8MevXr+fcc8+lb9++ezz3fIkSJejXrx/t27cnhMDEiRNZsmQJJ554Is8///wOU4TsSnJy4JEHA6eeDNu2xYKhUWOsEJIkKb84o0Wsn/nhWNi8ef/3AfJDH3DGjBmZPxk38SxYsCBz3S+//LLd60uUKMHZZ59Neno606ZNY9KkSRQpUoSOHTvy3//+lwoVKuxxG0455RSef/55GjZsyI8//sikSZOoWLEi3bp145Zbbtkvn1OSJGl3heiPNd5ZYFfz+Gb3HL/K+fxO6M9y4nfihZfT6f861D8Gej1lnp7dcuJ3IiulpUX868mIkaNiv992c+Cstrk/hNyf8tt3Qn/P74RKlSoVt/fOad89/z9kr/15vNPTI869MGLpUnjgvsCpJ3v+/yO/29nL4529PN7Zy+OdfTzW2cvjnb3idbz39NrHkUxJ2k3btv1vUL5tay/IlfUSEwN3dg2ce07s9yd7RgwYZIWQJEl5XUJC4IzmseVRoz33S5Ikad8ZBknSbpr8GaxYASVLQuMT4t0a5RcJCYGbbghc2j72+3PPR7zyakQWF/ZKkqQ4O6N57OajqdNg+XLP+5IkSdo3hkGStJuGDY9dhLdsAQUKWBmk7BNCoNNVCVx9Zex798qrEU8/G5Ge7sCQJEl5VaVKgX8cAenpMOaDeLdGkiRJuZ1hkCTthqVLIz6bGltudaZBkOLjsktiVUIAbw+GBx6O2LrVQEiSpLyqZYvYeX/UaKuCJUmStG8MgyRpN4wYFbsrs96RUKWyYZDi57x2ge7dAomJMHYcdL0zIjXVwSFJkvKik0+C5GT4dS7M+j7erZEkSVJuZhgkSX8jLS1i2IjYYHubVgZBir9mpwWeeCxQuBB8/gXc0CVi1SoDIUmS8pqUlMBJTWLLI0d7rpckSdLeMwySpL8x9XNYuhSKFYOmTeLdGimmwbGBZ3oFSpaA2T/AtZ0jFi5ykEiSpLzmjN+nivtwLGze7LlekiRJe8cwSJL+xrDhsYvu5s0gOdnKIOUchx0a6PNsoPxBsGAhXHt9xA8/OkgkSVJecvRRUK4crF8Pn06Kd2skSZKUWxkGSdJfWLEiYuLvF91tzjQIUs5TpXLg+ecCh9SAlaug800RX3xpICRJUl6RkBA4o3lseZRTxUmSJGkvGQZJ0l8YORrS0qDO4VC9umGQcqYypQPPPh04qh6kpsItXSMHiyRJykPOaB7rh06dBsuWeY6XJEnSnjMMkqRdSE+PGD4idrHdprVBkHK2okUDT/4rcOopsQDzkcciXn4lnShywEiSpNyuUqXAP46A9HQY80G8WyNJkqTcyDBIknbhq69h4SJISYFTTop3a6S/l5wcuK9b4NJLYr+/+h948JGILVsMhCRJyu1atojdnDRyVOTNHpIkSdpjhkGStAtDh8cusk8/FQoXtjJIuUNCQqDTlQnc2TWQmAgffAg33xaxZo2DRpIk5WannAyFCsG8+TBjZrxbI0mSpNzGMEiSdmL16ogJn8SWW7cyCFLu0+rM2LRxKSnwzbdwTeeIBQsMhCRJyq2KFAmc1DS2PGKU53RJkiTtGcMgSdqJMR/A1q1QqxbUrmUYpNzp2PqB558NHHggzJ8P11wf8e10B48kScqtMqaKGzceNm3ynC5JkqTdZxgkSX8SRRHDfp8irs2ZBkHK3apXC7zYJ3BobVi9Bm66JWLIMJ81IElSblTvSCh/EGzYQGYVuyRJkrQ7DIMk6U+mfwe/zo3NyX76afFujbTvSpcO9O4VOKlJrOLtiaciHnsiYvNmAyFJknKThITAGb9XBzlVnCRJkvaEYZAk/UlGVdApJ0NKipVByhsKFw489EDgmqsDCQkwYiRce0PE4sUOJEmSlJuc0Tz275dfwZIlnsclSZK0ewyDJOkP1q2LGPdRbLlNK4Mg5S0hBC65ONDjiUDJEvDDD9CxU8TUaQ4kSZKUW5QvHzjmaIgiGP1+vFsjSZKk3MIwSJL+4IOxsHkzVDsY6hwe79ZIWaP+MYGXX4w9R2jtWrj19ojX+kekpxsKSZKUG7T8faq4kaM9f0uSJGn3GAZJ0u+iKGLosNjFdOtWgRCsDFLeddCBgeeeCbQ+M3Zn8Ut9I+65N2L9egeUJEnK6Zo2gSJFYNEi+ObbeLdGkiRJuYFhkCT97vvZ8NPPULAAtGgW79ZIWS85OXBH1wTuuC1QsAB8MhGuvCZizhwDIUmScrJChQKnnhxbHjXa87YkSZL+nmGQJP1u6PDYhXTTplC8uFVByj9atwr06R048EBYsACuvi7iw7EOLEmSlJO1PCPWXx3/EaSmet6WJEnSXzMMkiRiF9Afjo0ttz7TIEj5z6GHBvq+EKh/DGzaBPc/FPHMs+ls2+bgkiRJOVHdOlC5MmzcBOM/jndrJEmSlNMZBkkSMHYcbNwIlSrBUfXi3RopPkqWDDz1eODS9rHf33wbbr09YvVqAyFJknKaEAItW8RuYho5ynO1JEmS/pphkCQBQ0fELqDbtAqEYGWQ8q/ExECnqxJ45MFA4ULwxZdwZaeIH390kEmSpJymRTNISIBvvoUFCzxXS5IkadcMgyTlez/9HDFrFiQlwRnN490aKWdo2iTwQp9AxQqw5De4pnPE+I8cZJIkKScpWzZwbP3Y8qgxnqclSZK0a4ZBkvK9ocNiF86NT4BSpawKkjJUrx546YVAg2Nh82bo/kDEm2850CRJUk7S8oxY/3XUGEhL8zwtSZKknTMMkpSvbdwYMeaD2HLb1gZB0p8VLxZ44rHAOWdBFMEzz0X07pNOerqDTZIk5QSNG0HRorB0KXz5VbxbI0mSpJzKMEhSvjZ2HGzYABUrwDFHx7s1Us6UmBi4+abANVfHAtNBb8L9D0Vs2WIgJElSvCUnB04/LbY8bITnZkmSJO2cYZCkfG3I71PEtW0TSEiwMkjalRACl1wc6H5PICkJxo2HbvcZCEmSlBO0aRXrx348AVau9NwsSZKkHRkGScq3Zv8QMet7KFAAzmgR79ZIuUOz02PTxhUsCJMmGwhJkpQT1DwkULcOpKXBiFHxbo0kSZJyIsMgSflWRlVQ0yZQqqRVQdLuOrZ+4F//94dAqLuBkCRJ8da2Taw/O3RYRFqa52VJkiRtzzBIUr6UmhrxwYex5batDYKkPbVdIPRZrEJo2zYHniRJipdTToJixWDxEpj6ebxbI0mSpJzGMEhSvvT+B7BxI1StAvWOjHdrpNzp2PqBxx/9X4XQEz0ioshASJKkeEhODrT8ferjIUM9H0uSJGl7hkGS8p0oinjv9wvktq0DIVgZJO2t+scEHrwvkJAAI0bCK686+CRJUrxkVLxPmgy/LfWcLEmSpP8xDJKU78ycBT/9DAULQIvm8W6NlPs1PiFwS5fY4FO/12DocAefJEmKhypVAkcfBenpMHyE52NJkiT9j2GQpHxnyLDYhfHJJ0Px4lYFSfvDWW0C/7w0tvxUj4hJkx2AkiQpHtq2ifVvhw7H5/lJkiQpk2GQpHxl3bqIseNiy2e1MQiS9qcrr4g9qyAtHe57MOKnnx2AkiQpuzVpDKVKwYoV8PGEeLdGkiRJOYVhkKR8ZcwHsHkzVK8GdevEuzVS3hJCoOutselpNm6EO+6OWLnSQEiSpOxUoEDg7Laxm54GvhkRRZ6LJUmSZBgkKR+JooghQ2MXw23bBEKwMkja3woUCDz8QKBSJfjtN7j73ojNmx2EkiQpO53dNvZ8zFnfw/Tv4t0aSZIk5QSGQZLyjenfwS+/QqFC0Pz0eLdGyruKFw88/migaFH4bgY89oR3JUuSlJ1KlQo0bxZbHvSW52BJkiQZBknKRzKqgk49BYoWtSpIykpVKscqhBIT4YMPYfC78W6RJEn5y3nnxvq7Ez6BhQsNhCRJkvI7wyBJ+cKaNRHjP4otn9XGIEjKDvWPCXS+Lvb/7bnnI3780YEoSZKyS/VqgYYNIIrgrXc8B0uSJOV3hkGS8oXR78OWrVCrJhxaO96tkfKPc8+BxifA1q1w34MRqakORkmSlF0uPD92U8aIkbBunedgSZKk/MwwSFKel54e8e57sYvfNq0DIVgZJGWXEAJ33R4oWwbmzYdezzgQJUlSdql/DFSvBhs3wrAR8W6NJEmS4skwSFKeN2UaLFgIRVOg2Wnxbo2U/5QoEejeLZCQACNHw/sfGghJkpQdQghc8Ht10JtvR2zZ4jlYkiQpvzIMkpTnDf59jvQzW0KRIlYFSfFwVL3APy+NLffoGbF8hYNRkiRlh9NPhXJlYflyGDkq3q2RJElSvBgGScrT5i+I+GwKhABntzUIkuLpn5cGDq0N6zfA070NgyRJyg4FCwYuvijWD379jYht2zwHS5Ik5UeGQZLytHfejV3sHtcQKlUyDJLiKSkpcPttgcQEGP8RTJrsYJQkSdmh9ZlwQClY8huMfj/erZEkSVI8GAZJyrNSUyNGjo4ttzvbIEjKCWrVDJx3bmz5qV4RqakGQpIkZbXk5MBFF8b6w/953eogSZKk/MgwSFKeNfp92LABKlWCBsfGuzWSMnTsEDjoQPjtN+j7qoNRkiRlh7PaQMkSsGgRfDgu3q2RJElSdjMMkpQnRVGUOUVcu7MDCQlWBkk5ReHCgVtvjv2ffOttmP2DgZAkSVmtcOHABef/Xh3UPyItzfOvJElSfmIYJClP+uJL+HUuFC4MLVvEuzWS/uz44wKnnAzp6dDrmYgockBKkqSsds5ZUKwYzJsPY8fHuzWSJEnKToZBkvKkwe/EBpbPaA4pKVYFSTnRDdcFChWC6d/BuI/i3RpJkvK+lJTABefF+sYvvhSxebM3Y0iSJOUXhkGS8pzFiyMmTo4ttzvbIEjKqcqWDbS/KPZ/9Pl/OyAlSVJ2uPB8KFcWlvwGb74d79ZIkiTp/9m77+gqq7Tv49+dQugQUUDFBmLHLtiVJoqIigVEERXFrjP2eZzRxz6OBUV9HQsCigUBRSnSrSB2BZUmig2xIiA9yX7/uJWRRx0pSe5zku9nrVmzPUlOrmSRc657//bed3kxDJJU4Tz9TKSkBPbcA7bYwjBIymQndHZCSpKk8lS1auCsnj/fO2hA5LvvXYwhSZJUGRgGSapQli2LDBuRjI/tZBAkZbr/OyH1vRNSkiSVuTatYfvtYelSeKCP772SJEmVgWGQpApl7DhYtAg2bgj77J12NZLWhBNSkiSVr5ycwIXnJYsxRj4HM2f5/itJklTRGQZJqjBijAx+OrmQPfqoQG6uO4OkbPDrCakRz8Hsj52QkiSprO20Y6B1K4gRet8didH3X0mSpIrMMEhShfHeFJg9GwoKoEP7tKuRtDZ22jHQ8uBkQqpPXyejJEkqD2f3DFSpAu++B88OT7saSZIklSXDIEkVxpCfdwUd0hZq13ZXkJRtepwaCAFeehlmzDQQkiSprDVsGDijR9I333VP5PMvfP+VJEmqqAyDJFUI876OvPRSMj7maIMgKRttuUWgbetk7O4gSZLKR+fjYPfdYNkyuO6GSFGR78GSJEkVkWGQpAph8JBIcQnssTts3cQwSMpWp54SyM2BSa/CBx86GSVJUlnLyQlc+bdAzRrw4TR4eEDaFUmSJKks5KVdgCStr8WLI8NGJOMuxxsESdlss0aBdodERo5Kdgfdfot/05IklbUG9QMX/RWuvT7S/+FIi+aw4w6Z/R4cY+TzL2DmTPjpJ1i6DJYuhZwc2HRT2Hwz2KwRVK+e2T+HJElSeTEMkpT1ho+ExYthi82hRfO0q5G0vk7pHhg9NvL6GzBlamTnZk7iSJJU1g5pE5g4KTJ+Avzj6sj/uxsaNsic9+AYI5/MgVcnw4cfLuTd9yILFv751zVpEmnbOtCmVXKPJEmSpMrKMEhSVisqigwanBwl1fn4QE6OF3hStttk48Dh7SPPDkt2B915u3/XkiSVh4v/Gvjoo8inn8FFl0TuuQsK66b7Pjx9emTU2MjESfDVV788uhKAKvnQtClssAFUrwZVq8LKIvj88+R/Py6A2bNh9uzIv++HnZtFuhwfOGB/CMH+QpIkVS6GQZKy2osvw7yvoW5daNc27WoklZaTTwqMGBl56234cFpkh+2dsJEkqazVrhW4/VY4+7zIZ5/DpZdHevcq/6PWiooiL70CgwZHpr7/n8er5MPuu8NBB1anSeOlNN0a8vP/uLb58yOvTISx4yPvvAtTpv6y6xjOOQt22tH+QpIkVR6GQZKyVoyRJ55MdgUdfSQUFHgxJ1UUDRsEDmkTeW40PPp45IZr/fuWJKk8NKgf6HULnHN+ZPoMuOLKyC3/LJ9ee+GiyPARMOTpyNdfJ4/l5UHLg6HlQYG99oRq1QKFhdWYP3/Znz5fYWHgiA5wRIfAt99GnhoaGTgoCYXOOjfS8uDIJX8N1KljnyFJkiq+nLQLkKR1NfV9mDYtWSHY6Sgv4KSKpusJyd/1Sy/Dp5/GlKuRJKny2GKLwG3/ClSrBm+/A2eeE/nss7J7L/7ss8jtd5RwzHGR//fvJAiqWxdO7Q6DBwau/nsOBx4QqFZt3Xv+jTYKnHlGDk8MCBzeHkKA51+A08+MzJxlnyFJkio+wyBJWevxJ5KLtnbtklV/kiqWrbYM7L8fxAiPDXSSRpKk8rTddoFb/hmoWxc+mg09ekZGjSm99+PlyyNjxkXOu7CEridHnhoKS5dBk8ZwxWWBIQMDPU7NYcN6pdvn168f+NtlOfS5P7DJJvDVvGSX0OhS/NkkSZIykWGQpKz0yZzIyxOTFX0nHG8QJFVUJ3VN/r5Hj4Fvv3WSRpKk8rTrLoF+DwZ23y0Jaq6/MXL1tSXMWY8du5/MifS+u4Sjj4tce33k3fcgJwf22xfuvD3Qr0+gQ/tQ5sfSbdM08OB9gb1bwIoVcN2NkXvuLSFG+w1JklQxec8gSVnp0ceTi7SDDoDNNzcMkiqqnXYM7LJz5L0pMHBQ5JoLce4AACAASURBVLxz/HuXJKk8bbhhoNet8Mij8FC/yPgJMH5CZO8Wkc7HBfbcA0L47+/P338fmfw6DB8Rmfr+fx6vXx+OODxw+GHJjp3yVrtW4OYbk5+r/yPw+EBYuTJy4fl//jNJkiRlG8MgSVln3rzI2HHJ+JddA5IqrpO6Bt6bEnlmGJzcLVK7ln/3kiSVp9zcwCknQ4vm8MijkZdfgcmvweTXIjVrwDbbRLZpCltuGcjNgeISKC5OdgG99RZ8MudXz5UD++4LHY8INN8zee405eYGzugR2HjjyM23RAY/BWAgJEmSKh7DIElZ5/GBkeJi2HOP5CxzSRXb3i2S+wfM/hiGPgMnn5R2RZIkVU7bbxe48brAl19GBg2JjBgJPy2Gt99J/ge/f8RaCNB0azj4oED7wyj1+wCVhg7tk5r++S8DIUmSVDEZBknKKvPnR4aNSMbdTvTCTKoMQgh0OR5u+Gdk6DORrl0gL8+/f0mS0rLppoG/XBA475zIJ5/AjFkwc2bkiy+T4Cc3B3JyYcMNYY/dknsO1amT+e/dHdoHiPDPn3cIVa8e6Xl65tctSZK0JgyDJGWVQUMiK1bA9tvB7rulXY2k8tKqJdxzL3zzLUycBAcdmHZFkiQpLy/QtCk0bQq0rxihSYfDAyUR/nVr5OEB0KRxpHWrivGzSZKkyi0n7QIkaU0tXhx56ulkfNKJwSMbpEqkoCBwRIdkPOTp3z+CRpIkqTR07BA4oXMyvvHmyIyZ9h6SJCn7GQZJyhrPDEvOJN9iczhgv7SrkVTejuwYyMlJ7knw8SdOykiSpLJzVs9Ai+awfDn87e+RH36w95AkSdnNMEhSVli+PDLwyeQC7MQTAjk57gqSKpuGDQIH7J+MnxrqhIwkSSo7ubmB//1HYLPN4Jtv4O9XR1autP+QJEnZyzBIUlZ4bjR8/wPU3wjatkm7GklpOeboJAgePRp++skJGUmSVHZq1QrcfEOgRg2YMhUe6m/vIUmSspdhkKSMV1QUeeyJ5MKrS+dAfr67gqTKarddYcstYemyJCSWJEkqS5tvHrji0uT6Y8Cj8O57BkKSJCk7GQZJyngvvAhz50Kd2nDE4WlXIylNIYRVu4OeGhopKXFCRpIkla2WBwfaHwoxwnU3RhYtsv+QJEnZxzBIUkaLMTLgseRi69hjAtWquStIquzatYUaNeDzz2HyayvTLkeSJFUCf7kgsMkm8PXXcNsdhkGSJCn7GAZJymiTX4OPZkO1qnDM0WlXIykTVK8eOKRtMn5y8PJ0i5EkSZVC9eqBq64M5ObAuPEwZqyBkCRJyi6GQZIyVoyRRx5NLrI6doTatd0VJClx5BHJ68HzL6zg+++djJEkSWVvpx0Dp3RPepDb74h89509iCRJyh6GQZIy1uTXVjJlKuTnQ5fjDIIk/cfWTQI77gBFRTDiubSrkSRJlUW3E2H77eCnxXBbr0iMBkKSJCk7GAZJykgxRnrfvRSAIzvCRhsZBkla3VEdk9eFYcMjJSVOxEiSpLKXlxe44rJAXh68PBEmvJB2RZIkSWvGMEhSRpr0KkyZWkRBAXTrahAk6bdatYTatQJfzYPX30i7GkmSVFk0aRzodmIy7nVn5McfXZQiSZIyn2GQpIxTUhJ58KHkguqYTlCvnmGQpN8qKAh0PKIAgGeGOQkjSZLKz8knBRpvBT/+CL3vtg+RJEmZzzBIUsZ58SWY9RHUqBE4sYtBkKQ/dtyxSRg0aRLexFmSJJWb/PzA3y4P5OTAmHHw6mT7EEmSlNkMgyRllOLiSJ++yYVU925VqVPHMEjSH9u6SR47N4PiEhg+Mu1qJElSZbL9doHjj03Gd/SOrFhhICRJkjKXYZCkjDJ2PMz5FGrVgpNPqpp2OZKywJFHJKHxsBGRkhInYSRJUvk57ZRAvXrw5Vx4cnDa1UiSJP0xwyBJGaOoKPJQv2Qit2uXQK1avkRJ+nMHHwQ1a8DXX8Nbb6ddjSRJqkyqVw+c1TNZmNL/kch337swRZIkZSZnWiVljJGjYO5cKCyEYzulXY2kbFFQEGjTOhmPHOUEjCRJKl/t2sIO28PSpfDv++1FJElSZjIMkpQRli+P9OufXDh16xqoVs17BUlac4e3T14zXnwJFi1yEkaSJJWfnJzAXy5IepFRo+GDD+1FJElS5jEMkpQRho2Ab76FjTaEIzumXY2kbLPdttB4K1ixAsZPSLsaSZJU2eywfaD9ocn4jt7ex1CSJGUewyBJqVu2LPLwI8nFUvdugYICdwVJWjshBNoflrx2jHjOyRdJklT+zjwjUL06TJsOE55PuxpJkqTVGQZJSt1TQ+GH+bBxQzi8fdrVSMpW7dpCbm4yAfPxxwZCkiSpfNWrFzihc7I45cGHIkVF9iOSJClzGAZJStXixZFHH0sukk47JZCf764gSeumsDCw7z7JeMQoJ18kSVL563wc1K0LX3wJI0elXY0kSdJ/GAZJStWgIbBgIWy+GbRtk3Y1krLd4e2TQHnMWFyNK0mSyl316oGTT0z6kb79IsuX249IkqTMYBgkKTULF0YeH5hcHPU4NZCX564gSetn7+awQSHMnw+TXk27GkmSVBkd2RHq14dvv0uOxJYkScoEhkGSUvP4wMjixdCkMbQ8OO1qJFUEeXmBdock41FjXIkrSZLKX0FB4LRTkoVuAx6NLF5sTyJJktJnGCQpFfPnRwYNScannxbIyXFXkKTScVi75PVk0quwYIGTL5IkqfwdekhyFPaChfDEk/YjkiQpfYZBklIx4LHIsmWw3baw/35pVyOpImncOLBNUygqgvHPp12NJEmqjPLyAqf3SBaoDByUHJEtSZKUJsMgSeXu228jT/98dvYZPQIhuCtIUulqd0jyujJqtBMvkiQpHQcfCE2awJIlMHCQPYkkSUqXYZCkctd/QGTFSti5GTTfK+1qJFVEbVpBbg58OA0++9zJF0mSVP5ycgKndU8WqAwa4u4gSZKULsMgSeVq7leR4SOScc/T3RUkqWzUqxdo3jwZjx7jxIskSUrHAfu7O0iSJGUGwyBJ5arfw5GiIthrT9h1F4MgSWXn0J+Pihs9BkpKnHyRJEnlLycncNop7g6SJEnpMwySVG4++zwyanQyPv00gyBJZWv//aBGDZj3Nbw3Je1qJElSZXXAfrD1z7uDnnjSMEiSJKXDMEhSuenTN1JSAvvtCzvuYBgkqWwVFARaHZyMR3lUnCRJSklOTuDUn3cHDX4KFiywL5EkSeXPMEhSufhodmT8hGR8+qkGQZLKR7ufj4p7/gVYtsyJF0mSlI5f7w56crA9iSRJKn+GQZLKRZ++yQVPy4OhaVPDIEnlY+dmsHHDZOJl0uS0q5EkSZVVTk7glJOT66AhT8HixQZCkiSpfBkGSSpz06dHXn4FcnKgh7uCJJWjnJxAm9bJeOw4J10kSVJ6DjwAttgcfloMTw1NuxpJklTZGAZJKnMPPJRMwLZtA1tuYRgkqXy1bZ287kx+DRYuMhCSJEnpyMkJnHRi0pcMHBQ9wlaSJJUrwyBJZeq9KZHXXofcXDitu0GQpPLXuHGgSWNYuRJeeintaiRJUmXWtnVyhO2PP8LwkWlXI0mSKhPDIEllJsbIA32S1W6Ht4dNNzUMkpSONj/vDho73hW4kiQpPXl5ga4nJH3JY09EVq60N5EkSeXDMEhSmXnrbXj3PcjPh+7dDIIkpad1q+T/334HvvvOSRdJkpSe9odCvQ3gm29g9Ni0q5EkSZWFYZCkMvHrXUFHdoQG9Q2DJKVnk40DzXaCGGHC82lXI0mSKrOCgkDn45ProwGPRYqLXagiSZLKnmGQpDIx6VX44EMoKIBuXQ2CJKXPo+IkSVKmOKoj1KoFX3wBL7+SdjWSJKkyMAySVOpKSiIPPpRMth7TCerVMwySlL5WB0NuDkybDp9/YSAkSZLSU7164Ogjk/FjT0RitDeRJEllyzBIUql78SWY9RFUrw4ndjEIkpQZCgsDe+yRjMeNT7cWSZKkY44O5OfDh9NgytS0q5EkSRWdYZCkUlVcHOnTN1nV1vk4qFPHMEhS5mjb5uej4sa5AleSJKWrXr3AoYck4ycG2pdIkqSyZRgkqVSNGw9zPk3Ov+58nEGQpMxy4P5QpQp89nmyg1GSJClNnY9PrplemQSffWYgJEmSyo5hkKRSU1QUeahfcgHTtUugZk3DIEmZpUaNwH77JuOx45xwkSRJ6dpyi6Q3iRGeGGRvIkmSyo5hkKRS89wo+HIuFBbCsZ3SrkaSfl/b1klQPW48lJQ46SJJktJ1QuekNxk1CubPtzeRJEllwzBIUqlYsSLS9+HkwqVb10C1au4KkpSZ9m4BNWvAt9/Be1PSrkaSJFV2u+wM228PK1bCkKcNgyRJUtkwDJJUKoYNh2++gY02hCM7pl2NJP2xKlUCBx2UjMeOd8JFkiSlK4SwanfQU0Nh2TL7E0mSVPoMgyStt2XLIg8PSC5YuncLFBS4K0hSZvvlqLjnX4CVK51wkSRJ6TroANh4Y1i4EEaOSrsaSZJUERkGSVpvTw2F73+AjRvC4e3TrkaS/txuu0K9DWDRInj9jbSrkSRJlV1ubqDLcclilYFPRoqLXawiSZJKl2GQpPWyeHHk0ceSC5VTuwfy890VJCnz5eYGWrdKxh4VJ0mSMkH7w6B2bfhyLrz8StrVSJKkisYwSNJ6GTQEFiyEzTeDQ9qmXY0krbm2bZLw+pWJsGSJgZAkSUpXtWqBo49Mxo89EYnR/kSSJJUewyBJ62zhwsjjA5MLlB6nBvLy3BUkKXtsty1sugksWwavTEq7GkmSJDjm6ECVfPhwGkyZmnY1kiSpIjEMkrTOHn8ysngxNGkMLQ9OuxpJWjshBNq2ScbjxrnyVpIkpW+DDQLt2iXjJwban0iSpNJjGCRpncyfHxk8OBmfflogJ8ddQZKyT5vWyWvXa2/AggVOuEiSpPSdcPzPR9lOgs8+sz+RJEmlwzBI0joZ8Hhk6bLkmKX990u7GklaN1tuEdimKRQXw/Mvpl2NJEkSbL55YP/9IEYYOMgwSJIklQ7DIElr7dtvI08PTcZn9AiE4K4gSdnrl91B48Y72SJJkjJDl593Bz03Gn780R5FkiStP8MgSWut/4DIihWwczNovlfa1UjS+mnTCkKAd9+Dr79xskWSJKVvl51h221gxQoY+mza1UiSpIrAMEjSWpn7VWT4iGTsriBJFUH9+oFddk7G4yekW4skSRJACIHOP+8OeurpyIoVLliRJEnrxzBI0lrp93CkqAj22hN229UgSFLF4FFxkiQp07Q6GOpvBD/Mh3Hj065GkiRlO8MgSWvss88jo0Yn49NPMwiSVHG0PAhyc2HmLJjzqYGQJElKX15e4NhjkuuugYMiMdqjSJKkdWcYJGmNPdQvUlIC++0LO+5gGCSp4qhTJ9CieTJ2d5AkScoURxwO1arC7I/hzbfSrkaSJGUzwyBJa2T2x3HVvTROP9UgSFLF07ZN8to2dhyuvJUkSRmhVq3A4Ycn4yeetD+RJEnrzjBI0hrp0zcSI7Q8GJo2NQySVPHsvy9UrQpfzoUPp6VdjSRJUuK4YwI5OfDa6/DxJwZCkiRp3RgGSfpT02dEXnoZcnKgh7uCJFVQ1aoFDtg/GXtUnCRJyhSbbhI48OceZdBgexRJkrRuDIMk/akHH0ouONq2gS23MAySVHG1bZ28xo2fAMXFTrZIkqTM0Pn4pEcZPQZ++MEeRZIkrT3DIEn/1ZSpkcmvQW4OnNbdIEhSxdZ8L6hTG36YD2+/k3Y1kiRJiZ12hB22hxUr4elnDIMkSdLaMwyS9IdijNz/YHKh0b49bLqpYZCkii0vL9Dy4GQ8dpwTLZIkKTOEEFbtDnr6GVi+3D5FkiStHcMgSX/orbfh3fcgPx9OOdkgSFLl0LZN8nr3wktOtEiSpMxx0AHQoAH8+COMGZt2NZIkKdsYBkn6XTFGHuiTTIIe2REa1DcMklQ5NNspmWhZsgRenZx2NZIkSYm8vMBxxyTXZQMHRWJ00YokSVpzhkGSfterk+GDD6GgALp1NQiSVHnk5ATatErGYzwqTpIkZZAjDofq1WHOp/Da62lXI0mSsolhkKTfKCmJPPhQMgF6TCeoV88wSFLl8stRca9OhkWLDIQkSVJmqFEjcESHZPz4QHsUSZK05gyDJP3GSy/DzFnJirMTuxgESap8mjSGrbaElSvhxZfTrkaSJOk/jjsmkJub3ON1+nQDIUmStGYMgyStprg48mDf5IKi83FQp45hkKTKJ4TAIW2T17+xHhUnSZIySMMGgTatk/GAx+1TJEnSmjEMkrSa8RNgzhyoVQuOP9YgSFLl1frn+wa9/Q58950TLZIkKXP8coLDiy/BZ5/bp0iSpD9nGCRplaKiSJ+fdwV17RKoVcswSFLltcnGgWY7QYww/vm0q5EkSfqPxo0D++2b9CneO0iSJK0JwyBJqzw3Cr6cC4WFcGyntKuRpPS1ae1RcZIkKTOdeELSp4wa7S5mSZL05wyDJAGwfHmkb//kAuKkroFq1dwVJEmtWkJuDkyf4REskiQps+zcLLBzM1i5Ep4cbJ8iSZL+O8MgSQA88yx88y3U3wiO6ph2NZKUGQrrBvbaKxm7O0iSJGWaX3YHDX0WFi2yV5EkSX/MMEgSS5ZEHn40uXA4tXugoMBdQZL0i7a/HBU3HmJ0kkWSJGWOffaGxlvBkiVJICRJkvRHDIMk8eRg+PFHaNQIDjs07WokKbMcsD8UFMAXX8CMGWlXI0mS9B85OWHV7qAnB0eWL3fhiiRJ+n2GQVIlt3Bh5PGByQXD6acG8vLcFSRJv1a9emD//ZLx2PFOsEiSpMzSuhU0aADz58Nzo9KuRpIkZSrDIKmSe/TxyOLF0KRJcqN0SdJvtW2TBOXjJkBxsYGQJEnKHHl5gRM6J73KYwMjRUX2KpIk6bcMg6RK7LvvI4OfSsY9ewRyctwVJEm/p8VeUKsWfP89vPNu2tVIkiStrkN7qFsH5s6FF15MuxpJkpSJDIOkSuzhRyLLl8NOO8K++6RdjSRlrvz8QKuDk/HoMa62lSRJmaVq1cAxnZLFfY8+HonRfkWSJK3OMEiqpOZ+FXl2eDLueXogBHcFSdJ/c2i75HXyhRdh6VInWCRJUmbpdBRUqwqzPoLX30i7GkmSlGkMg6RK6qF+kaIiaL4X7L6bQZAk/ZmddoRNN4Gly+DFl9OuRpIkaXV16gSO6JCMBzzmwhVJkrQ6wyCpEvr4k8joMcm4Zw+DIElaEyGEVbuDRo12gkWSJGWezscH8vKSexy++579iiRJ+g/DIKkS6tM3EiMcdCBst51hkCStqXaHJP//1tvwzTdOsEiSpMzSoH7g8MOS8YMPee8gSZL0H4ZBUiUzbXrkxZcgBDj9NIMgSVobm2wc2HUXiBFGj027GkmSpN/q3i1QJR/efQ/efCvtaiRJUqYwDJIqmQf6JCvD2h0CW21pGCRJa+vQQ5LXztFjXG0rSZIyT/36gY4dk7G7gyRJ0i8Mg6RK5O13Iq+/AXl5cNopBkGStC4OPgiqVIE5n8KMGWlXI0mS9FvdugYKCuCDD+HVyWlXI0mSMoFhkFRJxBhX7Qo6okNy1JEkae3VrBk4YP9k/NxoV9pKkqTMU69e4Jijk/GDfd0dJEmSDIOkSuPVyTD1fSgoSM6QliStu0PbJa+j48bDypVOrkiSpMzTtUugWjWYORNeeiXtaiRJUtoMg6RKoKQkcv+DyWTlMZ1gw3qGQZK0PvbaA+rVgwULYeKktKuRJEn6rbp1A8cfm4wf6BMpKnIBiyRJlZlhkFQJTHgePpoNNWrAiV0MgiRpfeXlBQ5rl4yHj3RiRZIkZaYuxwdq14Y5c2DUmLSrkSRJaTIMkiq4oqLIgw8lE5UndA7UqWMYJEmlof1hyevp62/AN98YCEmSpMxTq1bg5JOSnqXPQ5Hly+1ZJEmqrAyDpAruuVHwxZdQtw6rjgiQJK2/zTcL7LIzlJTAc6PTrkaSJOn3HX0kNGgA334Hg4akXY0kSUqLYZBUgS1fHunbP1n51e2kQPXq7gqSpNJ0+M+7g0Y8FykpcaWtJEnKPAUFgTN6JD3LgEcjCxfas0iSVBkZBkkV2DPPwjffQv2N4KiOaVcjSRVPy4OhenWYOxfefS/taiRJkn5f29bQpAn8tBgeedQwSJKkysgwSKqgliyJPPxzk39q90BBgbuCJKm0VasWaN0qGY8Y6cSKJEnKTLm5gbN7JteEQ56CefPsWyRJqmwMg6QK6snB8OOP0KgRHHZo2tVIUsX1y1Fxz78IP/3kxIokScpMLZrD7rvBipVw9732LJIkVTaGQVIFtHBh5PGBSXN/+qmBvDx3BUlSWdlxB9hyS1ixAsaNT7saSZKk3xdC4MLzA7k58MKL8PobBkKSJFUmhkFSBfTo45HFi5MzoVu1TLsaSarYQgh0aJ+E7sNGOKkiSZIyV5PGgU5HJ+NevSMrVti7SJJUWRgGSRXMt99GBj+VjHv2COTkuCtIksraoYdAfj7MmAnTZzipIkmSMlePUwMbFMLnn8PAQWlXI0mSyothkFTBPPBQZPlyaLYT7LtP2tVIUuVQt27gwAOS8bDhhkGSJClz1awZOOfsZNFg/0ci8762d5EkqTIwDJIqkFkfRZ4blYzPPTsQgruCJKm8HHlE8po7ZhwsWeKkiiRJylzt2sLOzWDZMrj7HvsWSZIqA8MgqYKIMXLPvZEYoXVL2GlHgyBJKk+77QqNGsHSpTB+QtrVSJIk/bEQAhf9JZCbAy+8BBNeMBCSJKmiMwySKojJr8ObbyX3rDizp0GQJJW3EAIdOySvv88Mc0JFkiRltq2bBE46MRnfdnvku+/tXyRJqsgMg6QKoKgo2RUEcGwn2GRjwyBJSsNhh0JeHkyfATNmOqEiSZIy2yknB7ZpCgsWwr9uicRo/yJJUkVlGCRVACOegzlzoHZt6HaSQZAkpaWwbuCgA5LxsOFOpkiSpMyWnx/4+/8EquTDpMkwfETaFUmSpLJiGCRluSVLIn0eSiYcT+0eqF3LMEiS0nRkx+R1eMy45DVakiQpkzXeKnB6j6R/6X1PZO5X9i+SJFVEhkFSlnv08cgP86HRpnBUx7SrkSTttmvymrxkCYwdn3Y1kiRJf67zcbDLzrB0KVx9bWT5cgMhSZIqGsMgKYt9803kiSeT8dlnBfLz3RUkSWkLIXDUkcnr8VNDPXtfkiRlvtzcwN//FqhdG6ZNg9vvtIeRJKmiMQySstiDD0WWL09WcB24f9rVSJJ+0f4wKCiA2bNhytS0q5EkSfpzG28cuOaqQE4OjBgJQ59NuyJJklSaDIOkLDVrVuS50cn43LMDIbgrSJIyRe1agUPaJuMhT7uqVpIkZYe99gyceUZybXlH78h7U+xjJEmqKAyDpCwUY+TueyMxQpvWsMP2BkGSlGk6HZW8Nr/4Enz7rRMpkiQpO3TtAq1aQnEx/OPqyNy5xWmXJEmSSoFhkJSFXp0Mb70NVfLhzNMNgiQpEzXdOrDLzslEyrPDDYMkSVJ2CCHwt8sCTRrDD/Ohx5kL+e57exlJkrKdYZCUZVaujPS+J2nEjz02OddZkpSZOh2dvEY/82zy+i1JkpQNqlUL3PLPwMYN4bPPSvjrxZEFC+xlJEnKZoZBUpYZ8jR88QVsUAjdTzIIkqRMdtABUK9esqr2hZfSrkaSJGnN1a8fuOO2wEYbBT6ZAxdfFlm82EBIkqRsZRgkZZH58yN9+yfN95k9AzVqGAZJUibLywsc1TF5rR7ylJMnkiQpu2y6aeDB+2pTtw5Mn5EEQj/+aE8jSVI2MgySssj9fSKLF8O228Bh7dKuRpK0Jjp2gLw8eP8D+HCakyeSJCm7bN0kj9tuCdSskfQzPc+JfDLHnkaSpGxjGCRliZmzIsNHJOO/XBDIyXFXkCRlg3r1Am1aJ+MnnnTiRJIkZZ9ttwnce09g441h7lw469zIa6/b10iSlE0Mg6QsEGPkzrsiMULbNtBsJ4MgScomXY5PXrdfeBG++sqJE0mSlH222jJw/72BnZvB4sVw2RWRRx6NFBfb20iSlA0Mg6QsMOEFeG8KVK0KZ/c0CJKkbLN1k8Bee0JJCQwa4oSJJEnKToV1A3fcFjisHRSXwH0PRM67MPLFF/Y3kiRlOsMgKcMtWxb5f/9OGuuTugbq1zcMkqRs9MvuoGEjYNEiJ0wkSVJ2qlIl8D9XBP52eaB6dZj6PpxyeuSpoe4SkiQpkxkGSRnu8YHw9dfQoAGc0DntaiRJ66r5XtB4K1i6NAmEJEmSslUIgcMPCzz8UGD33WDZMrj9jkiPnpE33jQQkiQpExkGSRns628iAx5LGulzzgoUFLgrSJKyVQiBzj/vDho8JFJU5ESJJEnKbg0bJsfG/eWCQM0a8NFs+OslkYsvK2HWLHsdSZIyiWGQlMHuvS+yfDnssjO0OjjtaiRJ66tta6i3AXzzLUx4Pu1qJEmS1l9OTuDYToGBjwWOPQZyc+G11+HUMyLnXlDChBdcBCNJUiYwDJIy1JSpkXHjIQS48PxACO4KkqRsV6VKoNPRyev5gMciJSVOjEiSpIqhTp3AX87PYUD/QOtWkJsD702Bq/43clyXyAN9SvjiC3sfSZLSYhgkZaCSksiddyVNcofDYZumBkGSVFEcfRRUrw4ffwIvT0y7GkmSpNK1WaPANVflMHhgoHs3KCyEb7+D/o9Al5MiZ59XwjPDIgsWGAxJklSeDIOkDPTcaJgxE2rUgJ49DIIkqSKpXStwTKdk3P/hSIxOhEiSpIpno40CZ/TIYcjAwP/+I9CiOeTkwNT34ZbbIh07JfcWGvlcZNEi+yFJkspaXtoFSFrd4sWR++5PGuFTuwcKCw2DJKmi6XxsYPDgyMxZ8Opk2HeftCuSMqeDXgAAIABJREFUJEkqG1WqBNq0hjatA999FxkzDsaOi8z6KLm30GuvR/Jvh+Z7RVq3DOy/H1Sv7nWwJEmlzTBIyjD9B0R+mA+bbQbHHJ12NZKkslC3buCoIyOPD4R+D0f22RvvDSdJkiq8DTcMdO0CXbsEPvs8MuF5GD8h8skcmDgJJk6KVKkCh7SJHH9coPFW9keSJJUWj4mTMsjnX0SeHJSMzz8nkJ9v4ytJFVWX4wNVqsCH0+DNt9KuRpIkqXxtvlnglJMDj/TL4eG+gVNOThZFrlgBw0fCyadGLrq0hDfe9FhdSZJKg2GQlEHuuTdSVAQtmsM+e6ddjSSpLNWrFzjyiGTct7+THJIkqfJqvFXg9NNyeOzhwL13Bw4+MLm/0OtvwF8viZx5TuTVyfZLkiStD4+JkzLE629EXpkIublw/rnB44KUkd5//3369+/PlClTWLp0KQ0aNKB169accsopVK1adY2e47zzzuPNN98EYMSIEdSrV2+1jy9fvpzevXszbtw4li9fzp577snFF1/Mxhtv/Jvn+umnnzj++OPZY489uO6669bqZ5k7dy6dOnWiYcOGDB069A8/79prr2XkyJH8/e9/p0OHDr95/NcKCgpo2LAh++yzD926dVvtZ/vl+/1afn4+NWvWpH79+my//fa0bNmS5s2b+/dfiXTtEhj6bGTKVHjnXdh9t7QrkiSpdNg32jeuixACzXaCZjsFvpwbGTQkMmx4spP60isi220LZ/SAFs0r1s8tSVJ5MAySMkBRUaT3PckKp2OOhi23sLFV5hk1ahTXXXcdxcXFbLfddjRo0IDp06fTr18/Jk6cyL///W9q1KjxX59j+PDhvPnmm4QQ/nBVX69evRg6dCjbbrsthYWFTJw4kS+//JIBAwb85nPvv/9+li1bxvnnn18qP+O62HnnnWnUqBEA8+fP54MPPuCJJ55g7NixPPDAA2yyySarfX61atVo2bIlACUlJSxatIiPP/6YoUOHMnToULbbbjuuvfZaNt9883L/WVT+NtoocMThkaeGwgN9Iv/vLu8dJEnKfpnQN+bm5q72ufaN2WfTTQJ/OT9w8omRxwdGnn4Gps+Aiy+L7Ldv5PxzAo0a2TdJkrSmDIOkDDD0WZgzB+rWgVO628wq83zzzTfcdNNNFBcXr7bSccWKFVxzzTWMHz+eu+++m8svv/wPn2P+/PncddddtGjRgk8//ZR58+b95nO+++47hg0bxj777MPtt99OCIG+ffty33338eKLL3LMMces+tzZs2czZMgQzjrrLOrXr1/6P/Qa6tix42orP+fPn89FF13EtGnTuOuuu7jppptW+/w6depw1VVX/eZ5Zs2axZ133smbb77JWWedRd++fWnQoEGZ16/0nXxSYPjIyNT3YfJrHhMqScpumdI3tmrVatXn2jdmtw02CJx7dqBrl8iAxyKDn4KJk5LTNY4/NnJq90DVql5HS5L0Z7xnkJSyH3+MPPhQstLt9B6B2rVsYpV5hg8fzvLly2nevPlqF7BVqlThkksuoWrVqgwbNowFCxb84XP06tWLZcuWcemll/7h58yePZvi4mLat2+/anfEEUckN1WZOXPmap9766230qhRI0444YT1+dFKXWFhIRdccAEAkyZNoqioaI2+rmnTptx55520aNGCH374gdtvv70sy1QG2XDDwDFHJ+MH+kRKSjwLX5KUvewb15x949opLAycf24ODz8UaL4XrFwJjz4Op50RmTnL/kmSpD9jGCSlrE+/yE8/QZMmcMThaVcj/b4ZM2YAsPvuu//mY4WFhWy11VYUFRUxadKk3/36yZMnM2bMGLp3777qaIzfs2jRIgBq1aq16rFfxgsXLlz12OjRo3nnnXe46KKLyMvLvE2u22yzDZCcY//jjz+u8dfl5uZyySWXEELgpZde+t1VsKqYTjwhUK0azJwFL76UdjWSJK07+8a1Y9+49rbYInDbvwL/vDGw0Ybw2efQ8+zkKDkX1UiS9McMg6QUzf448syzyfjC8wK5ue4KUmZaunQpsPrF9q/Vrl0bSI6s+L+WLVvGzTffzBZbbEG3bt3+6/dp2LAhAJ9//vmqxz777LPVPrZkyRLuvvtuWrZsSYsWLdbyJykfS5YsWTXOz89fq6/dbLPN2G677Ygx8s4775R2acpQdesGOh+XjPv0jRQXO5EhScpO9o1rx75x3YQQ2H/fQL8+gQP2h6IiuOfeyCWXRxYssI+SJOn3GAZJKYkx0vvuSEkJHHwg7L6bQZAyV926dQH+cMXhL49/9dVXv/nYfffdx1dffcVll132pxe4TZs2ZcMNN+Txxx9n9uzZfP/999xzzz2EENhnn30A6NOnD4sWLeLCCy9cnx+pTL3yyisAbLTRRtSpU2etv75p06YAzJkzpzTLUobrcnygVi2Y8ymMHZ92NZIkrRv7xrVj37h+6tQJ3Hhd4NKLAwUF8PobcPpZkY8/NhCSJOn/yrw90lIl8fIr8NbbUCUfzjnbIEiZbffdd2fMmDGMHTuWnj17rnZx/v777/Ppp58Cq69sBJg+fTpPPvkk7du3Z4899vjT71NQUMB5553HNddcw4knnrjq8U6dOtG0aVM+/vhjBg4cSI8ePVat+IRkFWlBQcGq8+LXxrx589h7773X+ut+z/z585k4cSJ33333qrrXxS+TKL8+4kQVX82aga5d4L4HIn36RloeBAUFvj9IkrJLpvSNn376qX1jJRFC4MgjoNmOcPmVka++gjPPjVx1JRywv72UJEm/MAySUrB8eeTue5OVSl06wyYb26Aqs7Vr145+/foxb948Lr30Ui644AIaNGjAlClTuOmmm8jNzaW4uHi1i+ri4mJuuukmatasuerGuGvi0EMPZdNNN2X8+PGsWLGCPffck5YtWwJw/fXX07Bhw1UX/GPHjuWee+5h3rx51KxZk2OPPZaePXuSk7PmG1+rVau26vl/z5QpU/jiiy/+8OPXX389119//W8eb9++PSeffPIa1/FrMSavD+sySaHsdmwnGPI0fPUVPDkYup34518jSVImyZS+8bbbbrNvrGQaNw48+G/4x/9G3n4H/vb3yJlnwEld/f1IkgSGQVIqnhwMc+fChhvCSV1tSpX5qlWrxq233soll1zC5MmTmTx58qqPNWzYkBNOOIEBAwasOgMe4IknnmDGjBlceeWVq1YsrqlmzZrRrFmz1R6bMGECEydO5LbbbqNKlSpMnz6dq666ihYtWnDRRRfx9ttv069fPwoLC+ncufMaf686depw1VVX/eHHr7322v96Ub/zzjuvurlxQUEBDRs2ZJ999ll1M+B18cvNg3/9+1TlUK1a4Jwz4dobIv0fibRrC/Xr+z4hScoemdI3vv766/aNlVCdOoHbb4G77okMeTrZcf3DD3D+uZCTY08lSarcDIOkcvbdd5GHH0lWb53dM1C9ug2pssPWW2/NE088wYQJE5g2bRrFxcU0bdqUQw45hL59+wKw1VZbrfr8V155hRACI0eOZOTIkas91w8//ADAFVdcQV5eHmeeeSa77rrrH37vZcuW0bt3b1q2bMl+++0HwGOPPUa1atW44YYbqFGjBgceeCAzZszg0UcfXauL+vXVsWNHOnToUKrP+csNlX/9+1Tl0bYNPP0MTH0f7r0/cvXffZ+QJGWXsu4b/9vunF/6xv3339++sZLKywv89cLApptEet8TGTQEflwQ+Z/LIT/fvkqSVHkZBknl7L4HIkuXwY47JBN+UjapWrUq7du3p3379qs9/sYbbwDJGfG/FmPknXfe+cPnmzp1KgALFiz4r9+3f//+zJ8/nyuvvHLVY3PmzGHLLbekRo0aqx7bYYcdeOedd1i8ePFqj2eTzz77jBkzZpCTk8Nuu+2WdjlKQQiBv1wAp58ZGTsOjuoY2WVnJy4kSdkl7b7xr3/966rH7Bsrp+OPC9StCzf8M+mpFi6MXH9NshNbkqTKyDBIKkcfTos8NzoZX3h+cJu6KoS3336bGTNm0LhxY3bZZZdVj997771/+DVHHXUU8+bNY8SIEdSrV++/Pv8XX3zBo48+Srdu3dhss82YP3/+qo8tW7Zstc/9v/+dbYqLi7ntttuIMdKqVSvq16+fdklKybbbBI7oEHl2GPS6M9LnfsjN9T1DkpTdyrNv3HTTTVf7mH1j5XRI20Ct2vCPqyOvvQ6XXhH51014QockqVJa8zslSlovMUbuvCs5Hu7QdrDD9jafyi4zZ86kqKhotcemT5/O1VdfTQiBiy++uEy+b69evahXrx7dunVb7fHGjRvzySefMGPGDAAWL17MK6+8QsOGDbNydeesWbO48MILee2119hwww258MIL0y5JKTujR6BmTfhoNjwzLO1qJElac/aNZcu+ce3s0yJwx22BGjXg3feSQGjJkph2WZIklTt3BknlZOw4+OBDqFYVzjrDIEjZp1evXsyZM4emTZtSt25dvvrqKz744ANCCFx++eXssccepf49J06cyMSJE7n55pupWrXqah878cQTGTNmDOeeey577LEHM2fO5Ouvv+byyy8v9TpK04IFC7j22msBKCkp4aeffuKTTz7hyy+/BJIjS6655hpXd4rCuoEzToNevSP3PRA5cH/YcEPfPyRJmc++sXTYN5aenXYM3H4LXHRp5L0pcMnlkVtvdoeQJKlyMQySysHSpZF770tWHnU7KTiZp6x06KGHMmrUKGbNmsWiRYsoLCykTZs2nHTSSWyzzTal/v1WrFhBr1692HvvvTnooIN+8/GmTZty8803c9999zFx4kTq1avHOeecw9FHH13qtZSmpUuXrroxcl5eHjVr1qRBgwYcddRRtGzZkubNmxOCrxFKHHUkjBoD06YnodAN1/pvQ5KU+ewbS4d9Y+nacYdAr1vhoksiU6bCxZdFbvuXgZAkqfIIMcYy3Rv763s7/FphYeEffkyVU0X+N/HgQyX0exg2bggD+gcKCmw210RF/jehdeO/Cf1fleHfxEezIz16RoqL4YbrAgcd4HvIf1MZ/k3ovyssLEzte2favz3/HsqXv+/y4++6fFW03/f06ZG/XBL56SdothPcenOgRo3M6a8q2u870/n7Lj/+rsuXv+/yldbve22vfbxnkFTG5s2LPPZEMj73bIMgSdLa2bpJoOsJyfj2OyI//eQZ95IkSetqu+2SewjVqgVT3092CC1ebH8lSar4DIOkMnbvfZEVK2DXXeCgA9OuRpKUjU7pFmjUCL7/Hv59v5MVkiRJ62O7bf8TCL3/QXIvIRfcSJIqOsMgqQy9NyUy/nkIAS48L3iesyRpnRQUBC6/JHkPGfosvP2OkxWSJEnrY9ttAnfeHqhdGz74MAmE3CEkSarIDIOkMlJSErnz7qSRPKIDNG1qECRJWne77RroeEQyvuGfrl6VJElaX9s0Ddx5WxIIfTgNLr0ismSJPZYkqWIyDJLKyMhRMHMm1KgBZ5xmECRJWn/nnR3YZBP4+mu48y4nKiRJktZX06aBXrcGataEKVPh8v+JLFtmnyVJqngMg6QysHhx5P4HkubxlJMDhYWGQZKk9Ve9euAf/xPIyYHnRsMLLzpRIUmStL623SZw+y2B6tXhnXfhiisjy5fbZ0mSKhbDIKkM9B8Q+WE+NGoEx3ZKuxpJUkXSbKfAiV2T8S23Rb773okKSZKk9bXD9oHb/hWoVhXefAuuvCqyYoV9liSp4jAMkkrZl19GBg1OxuefE8jPd1eQJKl0ndY9sE1TWLAQbvxnpKTEiQpJkqT11WynwC03BwoKYPJrcNU1kZUr7bMkSRWDYZBUyu6+N7JyJTTfC/bdJ+1qJEkVUX5+4B9XBqpUgdffgP6PpF2RJElSxbDrLoGbb0z6rFcmwjXXRYqKDIQkSdnPMEgqRW++FXn5FcjNgfPPDYTgriBJUtnYasvAJX9N3mce6hd59TUnKSRJkkrDnnsEbrwukJ8PL7wE191oICRJyn6GQVIpKSqK9L47aQ6PPiqZpJMkqSy1PyxwVEeIEa69PvLlXCcpJEmSSsPeLQLXXxPIy4PxE+Af/+s9hCRJ2c0wSColw0bAx59A7dpw2ikGQZKk8nHBeYEdtodFi+DvV0WWLXOSQpIkqTTst2/ghmsDVfLh5VfgiivttSRJ2cswSCoFCxdFHuyTNIQ9TgnUrm0YJEkqH1WqJKtW69aFWR/BTTdHSkqcpJAkSSoN++0b+Nc/A9WqJvdqvOjSyE8/2WtJkrKPYZBUCvr2iyxYCFtuCUd2TLsaSVJlU79+4NqrA7m5MP55eKCPExSSJEmlZc89ArffGqhZA6ZMhfP/Evnue/stSVJ2MQyS1tOnn0aeGpqMLzwvkJfnriBJUvnbfbfAFZcm70GPPArPDHOCQpIkqbQ02ynQ+45AYWGyG/uscyJzPrXfkiRlD8MgaT3EGOl9T6S4GPbbF/ba0yBIkpSeww4NnNo9Gd/eKzL5NScoJEmSSss2TQP/vjvQqBHM+xrOPi/y3hT7LUlSdjAMktbDpFfhtdchLw/OO8cgSJKUvtNOCRzaDopL4B//G5k23QkKSZKk0rLppkkgtOMOsGgR/PXiyKgx9luSpMxnGCSto5UrI3fdkzR8xx8HmzUyDJIkpS+EwOWXBPbYHZYuhYsvi3z8sRMUkiRJpaVu3cCdtwcO2A9WrITrb4zc0buEoiJ7LklS5jIMktbRoCHwxZewQSF0P8kgSJKUOfLzAzddH9hhe1i4EP5yceTzL5yckCRJKi1VqwZuuC5wysnJfw9+Ci68KPL99/ZckqTMZBgkrYPvv4/0ezhp8M7qGahRwzBIkpRZqlcP3PqvwNZN4If5yeTEvHlOTkiSJJWWnJzA6aflcNP1gerV4b0pcNoZ3rdRkpSZDIOkdXDfg5ElS2D77eDQdmlXI0nS76tdK9Dr1sDmm/H/2bvvMCuq+4/j77O77MLCwtKRIkWqlaLYQNRE7Am2aEysWKIComLvxoZKQOyiYq8xP40GRaMoTSKKBREQ6b1Ibwvsnt8fw9IUBYWt79fzzLN3Z7hz546z3u89nznnMG8edO1uDyFJkqQdrX27wBOPBho0gB8WQo+rI7365LFqlXWXJKnoMAySttPYcZEB7ySPL+0aSEmxV5AkqeiqXDkZ075uHZg9By66JDJ2nA0TkiRJO9KuuwaefCxw8knJ7//3BpxzfuSrr627JElFg2GQtB3y8iJ9+iaF3JEdYc89DIIkSUVf9eqBRx4MNGsKi5dAt+6R/31qw4QkSdKOlJER6N41hd73BapXgxkz4JJukZtvy2POXGsvSVLhMgyStsP7/4Ux30K5snDRBQZBkqTio3LlwAN9AvvtC6tWw1XXRt4eYKOEJEnSjrbfvoFn+geOPw5CgA8+hL+cGXmyfx4rVlh/SZIKh2GQtI1Wrow88nhStJ15RqBaNcMgSVLxkpkZuOeuwBG/h9xcuPueSN8H81i3zkYJSZKkHaliVuDqHik8+Xig5T6QkwP9n4GTT4v0fyaybJn1lySpYBkGSdvouRciCxZA7drwp5ML+2gkSfp1ypQJ3Hhd4Nyzk5saXv0nXHlNZOlSGyQkSZJ2tKZNkt7Zf78lUH9XWLYMnuwfOfm0yCOP5TFzljWYJKlgGAZJ22DmrMjLryaPu14cyMiwV5AkqfhKSUnCoNtvDZQtCyM/gwsuikycZGOEJEnSjhZC4LBDA8/2D9x6U6BRQ1ixAl54CU49PdL9ijw+GBRZs8ZaTJK086QV9gFIxcGDD0fWroX99oV2Bxf20UiStGMc2iFQpw5ce31kxswkELrqCjiyozc9SJIk7WipqYHfHQ6HHQpDh8Eb/46M/Aw++xw++zxSoQIc2XE5HdpHWu6T3MAjSdKOYhgk/YJP/hcZMhRSU6Bbl0AIFmOSpJKjSePAE4/BbXdEPh0Jf78z8s23ka4XB9LT/cyTJEna0VJSAoe0h0PaB2bPjrw9IDLgHZi/AF7/Vw6v/wuqVYN2B0UOPjjQphXWZZKk38wwSPoZOTmRPvcn3bRPORkaNrD4kiSVPNnZgXvvhqefjfR/Bv7vDfj228j110Kjhn72SZIk7Sy77BI4v3Pg3LMjX30NHw9JZ+B7OSxYAG/8O+k9VK4s7Nsmsm+bwL5tYNdd8UZVSdJ2MwySfsaLL8PMWckdOfkTbUuSVBKlpgY6nxPYvUXktjsi47+DzhdEOp8Dp/0J0tL8HJQkSdpZUlMDrVvB7w6vwCV/W8PnX8CwYZGhw2HBAhgyDIYMS25WrV4NDtg/ctCBSThUrpx1miTplxkGSVsxc1bkuReSQqvrxYHMTIsrSVLJd+ABgef6wz29IsM/gUcfjwweAtdcZS8hSZKkgpCeHjhwfzhw/8AVlyU36SRzC0VGj06Gk3vrP/DWfyLpZaB168hhhwbat4OKWdZrkqSfZhgkbcX9D0TWrIE2reHwwwr7aCRJKjjVqgV63gnvDkw+D78dC+ecF/nzqZGzzwyULWsjgyRJUkEIIdC8GTRvBmf8JZCTkwwnN3xEZNhwmD0bRvwPRvwvcm8v2G/fyO8PD3Q4BGs2SdJmUgr7AKSiaOiw5G7otDS4/NLgWLySpFInhMDRRwWe7Z/cZZqbC8+/CGecHRn+SSzsw5MkSSqVMjICbfcLdO+awqsvJrXaeecGdmsE69bBJyPg73dG/nhS5N5eeXw7NhKjtZskyZ5B0o+sXh3p0zcplE77E9SvbxAkSSq9atQI3HV7YOiwyD/uj8yeA1ddG+lwSOTSLoEaNfyclCRJKgwhBBo1hEYN4ewzA1OmRj74MPLuQJg9B958C958K9KiOZx2KnRo7zyQklSa2TNI2sJzL0TmzIUaNeCsMyySJEkCaHdw4PmnA6efBqkp8PFg+MtZkVdei6xb592mkiRJha1B/UDnc1J45cVA396BI4+A9HQYOw5uvjXy579G/vmvyJo11m6SVBoZBkmbmD4j8uLLyeNLuwTKlTMMkiQpX2Zm4OK/pfDUE4G99oRVq+CBhyLn/y0ydpyNCpIkSUVBSkqgdavAjden8PqrgXPPDmRXSnoL9ekb+ctZkQ8GOXycJJU2hkHSejFGet8fWbsW9m8Lh7Qv7COSJKlo2q1R4KG+gat7BLKyYML3cOHFkfsfyGPlShsVJEmSiorK2UkY9PqrgR6XBapVg9mzk55CF14c+WaMtZsklRaGQdJ6Hw+GT0dCmTLQvVsgBHsFSZK0NSkpgeOPC7z4bKDj7yEvD157Hf56VmTIUBsVJEmSipKMjECnPwZeei7Q+ZxAubLw7Vj42yWR+3rnsXy59ZsklXSGQRKwcmWk74NJ4fOXP0O9ugZBkiRti8qVAzfdkMI/7g3Urg3z5sO1N0SuuzGP+fNtVJAkSSpKypULnHNW4KUXAscclax7481kLsiPPnboOEkqyQyDJODJ/pF582GXWvDX0w2CJEnaXm33CzzXP3DGXyA1FQYPSRoVXv9XJC/PRgVJkqSipFrVwHXXpNC3d6BuXfjhB7jh5sgtt0WWLbN2k6SSyDBIpd7YcZHXXk8eX3FZoGxZwyBJkn6NjIzAheen8FS/wJ57wMqV0Ltv5JJukWnTbVSQJEkqalq3CjzzZOCsM5Ibej4YBGefF/nqa2s3SSppDINUqq1bF+l5byQvD474PRywv0GQJEm/1W6NAg8/ELjiskC5cjD6Gzi7c+TFlyPr1tmwIEmSVJRkZATO75zCIw8G6tSGuXOha/fIk/3zyM21dpOkksIwSKXay6/C9xOhYkXodolBkCRJO0pKSuCEPwaeezrQdj9YswYefjTpJTRjho0KkiRJRc3uLQL9nwgcfSTk5UH/Z+DKayJLHTZOkkoEwyCVWjNmRJ56Oiloul4cqFzZMEiSpB2tVs1Ar3sC110dqFAexnwL55wXeettJyiWJEkqajIzA9dfm8JN1wcyMuDTkXD+hZFJk6zbJKm4MwxSqZSXF7n3H5E1a2DfNnDUkYV9RJIklVwhBI45OvD0U4FWLWHVauh5X+S6GyKLF9uwIEmSVNR0PCLw6IOBXWrBzFlw4cWRjwdbt0lScWYYpFLpjX/D56MgIwOuvDwQgr2CJEna2WrVDNz/j8DFfwukpcGQYUkvoS+/smFBkiSpqGnSJNDv0UCb1snNPDfcHHnlNes2SSquDINU6syYEXn40aR4uejCQJ06BkGSJBWUlJTA6acF+j0S2LUezF8A3S6LPP1sdIJiSZKkIiY7Oxny98ROECM88FDk/gfyrNskqRgyDFKpkpsbubNnZPVqaN0KTuxU2EckSVLp1KRJ4InHNk5Q/MRTkcuvdNg4SZKkoiYtLXDZpUnvboDXXoebbo3k5Fi3SVJxYhikUuXVf8LXo6FcObj2qkBKir2CJEkqLPkTFF9/baBc2WQI1/MujEz43oYFSZKkoiSEpHf3LTcGypSBjwfDVddGVq2ybpOk4sIwSKXGlKmRfk8kRUrXSwK77GIQJElSUXD0kYHHHw3UrQNz5sJFXSIffmTDgiRJUlHz+98F/nFvoFy55EaeK6+JrFxp3SZJxYFhkEqFnJzILbdF1qyF/dvC8ccW9hFJkqRNNWyQBEJt94PVq+GmWyKPPZFHXp6NC5IkSUVJq5aB3vcFypeHL7+Cy6+MLF9uzSZJRZ1hkEqFRx+PfD8Rsislw8OFYK8gSZKKmopZgXvuCvz51OT3556Ha663cUGSJKmo2XOPQJ9egQoV4JsxcNmVkaXLrNkkqSgzDFKJN2x45LXXk8fXXROoVs0gSJKkoiotLXDJRSncdH0gPR2GfwIXXBSZNt3GBUmSpKKkRfNA396BShVh7FjofnlkyRJrNkkqqgyDVKItWBC5q2dSiJxyEhx0oEGQJEnFQccjAg8/EKhRHaZNhwv+Fvl8lI0LkiRJRUnTJoG+fQLZ2fDdBOh2WWTRIms2SSqKDIOlwTpcAAAgAElEQVRUYuXmRv5+Z2TxEmjSGC660CBIkqTipHmzwBOPBfbaE5avgCuuinwwyMYFSZKkomS3RoEH+gSqVoGJk6DrZZEffrBmk6SixjBIJVb/ZyKfj4KyZeHWmwLp6YZBkiQVN1WqBO7/R+DQDrBuHdxyW+Sf/7JxQZIkqShp2CDwwP2B6tVgypSkh9DChdZsklSUGAapRBr+SeTpZ5PHV14e2HVXgyBJkoqr9PTArTcFTuwEMUKfvpHHnsgjRhsYJEmSiopd6wUevD9QowZMnQaXXh5ZtNh6TZKKCsMglTgzZ0VuuyMpNk7sBEd2NAiSJKm4S00NXHZp4Lxzk8/1556Hu++NrFtnA4MkSVJRUadOoO8/AtWqweQpcNkVkaVLrdckqSgwDFKJkpMTueGmyPLlsMfu0PUSgyBJkkqKEAJnnxm4ukcgJQX+MwCuvymyerUNDJIkSUVF3bpJIFSlMnw/ES7rEVm2zHpNkgqbYZBKjBgj9/4jMuF7yM6Gv98SKFPGMEiSpJLm+OMCd9wWSE+HYcOTBgbvOJUkSSo6dt01cH/vQHY2jP8OLr8qsmKF9ZokFSbDIJUYTz0deXcgpKTArTcFatQwCJIkqaRq3y7Q+75AhQow+hvo2j2yaJENDJIkSUVFwwaBPr0CFSvC2LHQ4+rIypXWa5JUWAyDVCK8+Vak/zPJ4x6XB9q0NgiSJKmk22fvwMN9A1WrwMRJ0PWyyPz5eYV9WJIkSVqv8W6b38Bz1bWRVasMhCSpMBgGqdgbNjzSq3dSSJxzFvzhOIMgSZJKi0aNAg/cH6heDaZMgbM7L2H+fBsYJEmSiopmTZNAqHx5+PIruOb6SE6O9ZokFTTDIBVr34yJ3HxbJC8Pjj0Gzj3bIEiSpNJm13qBB/sGatWEKVPzuOTSyJw5NjBIkiQVFS2aB3rdEyhXDj4fBdfeYCAkSQXNMEjF1rdjI1dcFVm9Gg7YH668PBCCYZAkSaVRndqBB+8P1KubwqxZcMmlkZmzbGCQJEkqKvbcI3Bfz0DZsvDpSLjx5sjatdZrklRQDINULI0bF7m8R2TFCmi5D/z9lkBamkGQJEmlWa1agaefqki9ejB3LnTpFpk23QYGSZKkomKfvQP33BVIT4fhI+CmWyPr1lmvSVJBMAxSsTP+u0j3HpHlK2CfveGeuwLlyhkESZIkqFUzlQf6BBo0gPkLoOulkclTbGCQJEkqKlq3Ctx9RyC9DAwZCrfebiAkSQXBMEjFyldfR7pfEVm+HPbaE+69O5CZaRAkSZI2qlY18EDvwG6N4IeF0LV7ZOIkGxgkSZKKirb7Be74eyAtDQZ9BHfcHcnNtV6TpJ3JMEjFxgcfRi67IrJsGey5B9zX0yBIkiT9tMqVA317B5o2hcWLoVv3yHcTbGCQJEkqKg48IPD3WwKpqfD+f+HueyJ5edZrkrSzGAapyIsx8vyLkZtvi6xZC+3bQZ9egfLlDYIkSdLWVaoUuL9XoEULWLIUul0W+XasDQySJElFRft2gVtvCqSmwDsD4d5eBkKStLMYBqlIy8mJ3HNf5NHHk0LglJPg9lsDZcsaBEmSpF+WlRXoc19grz1h+XLofkVk9Dc2MEiSJBUVh3YI3HB9ICUF3vpPEgg5ZJwk7XiGQSqyZs6KXNQl8tZ/IATo1iVwadcUUlMNgiRJ0rYrXz7Q655Ay31g5Uq4vEfkiy9tYJAkSSoqjvhd4PprNgZCd/aMrFtnvSZJO5JhkIqkIUMjnc+PfDcBsitBr3sCfzrZEEiSJP06mZmB+3oG9m0Dq1ZDj6sjIz+zgUGSJKmoOLJj4OYbkiHjBr4Ht91hICRJO5JhkIqUlSsj9/XO49obIstXwJ57wJP9Am33MwiSJEm/TdmygZ53Bg7YH3Jy4OprIyP+ZwODJElSUfG7wwO33RpIS4MPB8GNN0dycqzXJGlHMAxSkTHif2s585zIG28mv//pZHigT6BmDYMgSZK0Y2RkBO78e6D9wbBmLVx7Q2TocBsYJEmSiooO7QN33R5ILwNDhsGV10RWrLBek6TfyjBIhW7p0sg9vfLofMFS5syFWjWhT69Aty4plCljECRJknas9PTA328NHNoB1q6F62+MfPSxDQySJElFxYEHBO67J5CZCaO+gK6XRRYtsl6TpN/CMEiFJjc38sabkdP+Gvn3W8m6EzrBs/0D+7YxBJIkSTtPWlrglhsDR/wecnPh5lsj739gA4MkSVJR0bpV4IE+gexs+O47uLhbZM4c6zVJ+rUMg1TgYkwmbO58QeS+3pGlS6FRQ3j6yYpc0T2FzEyDIEmStPOlpQVuuDZwzFGQmwd/vyPyzrs2MEiSJBUVzZoGHn4gUKsmTJ8OF14cGTfOek2Sfg3DIBWYvLzIkKGRCy6OXNYj8v1EqFABLusWeKpfYL99yxT2IUqSpFImNTVwzVWB44+DvDy44+7I6/+ygUGSJKmo2LVe4JEHA7vtBj8shEsujXw8xHpNkraXYZB2ulWrIm++FTnr3Mi1N0TGjoX0dDj5RHjp+cBJJwbS0uwNJEmSCkdKSuDKywOnnJT83rtv5OlnIzHayCBJklQUVK8eeOSBwAH7Q04O3HBT5KVXrNckaXukFfYBqOSaNj2ZE2jAO7B8RbKufHk48QT400mBypUNgCRJUtGQkhLo1gWysuCppyNPPJUMZdvl4mSbJEmSCldmZuDuO6DPA5E33oSHHolMnQqXd4f0dOs1SfolhkHaoZYui3z4Ibz7XuSbMRvX16kNJ3QKHHs0ZGX5AS1JkoqeEALnnp0MY9v3wcir/4QlSyPXXAllyli/SJIkFba0tMAV3aFe3SQMensATJ0Wuf1WqFrVek2Sfo5hkH6zdesi//sU3hkYGTYc1q5N1qekwAH7w4mdAm33865aSZJUPPzp5EBWFtzdMzLwPViwIHLHbVChgrWMJElSYQshcOopUH9XuOW2yOhv4Py/Re78OzRvbr0mSVtjGKRfJcbImG/hgw8j//0QFi3auG23RnDUkYGOv/euDEmSVDwdfWSgcjbceEvk81FwSbfIvXdDjRrWNpIkSUXBAfsHHn8UrrkuMm06XNw10rULdPpDEhhJkjZnGKRtlpcX+XYsDPooMuhjmDdv47bsbOj4+6ThpEkTP3AlSVLxd8D+gYf6wpVXRyZOggsvjtzbExrvZq0jSZJUFOxaL/D4I/D3O5PRanr1joz6Aq7uYa9uSdqSYZB+1mYB0Ecwb/7GbeXKwcEHwRG/C+zfNhm3VZIkqSRp2iTw2MPQ4+rIlKlJD6Hbb4X99rXukSRJKgoqVAjcfQe8+k945LGk/Wr8d5Gbroc997Bmk6R8hkH6kfwA6MNBkY8+/ukA6PBDkwAoI8MPVUmSVLLVqhV4+EG47obIl18lwdA1VyU9oiVJklT48ucR2mtPuPnWyKxZcFGXyEknRC44L5CZad0mSYZBApIAaMy3SQ+gnwqA2h0Mh3UwAJIkSaVTxazAP+6FO+6OfPAh3HFXZO5cOOsMx6SXJEkqKnZvEXiqH/R9MPLOQPjnv2DwkMjll0G7g6zZJJVuhkGl2LYEQIcfGmi7nwGQJElSenrg5hugVs3ICy/BE09FJk+B6662VpIkSSoqsrIC118b6HhE5N5/JL2Errkuctihke5dA1WrWrdJKp0Mg0qZ/AAofwi4+Qs2bsvMhHYHwWEGQJIkST8pJSVw0YWB2rUj/+iT9BKaOTNy1+1Qvbq1kyRJUlGx376BZ5+Cp56JvPIKDPoIRn4WueRvcNyx9u6WVPoYBpUCeXmRb8Zs7AFUEgOgVatW8dFHHzFmzBi+/fZbJkyYwNq1a7n44os588wzf/I5/fr148knn/zFfT/yyCO0atVqu45n5MiRvPbaa4wePZrly5eTnZ1N48aNOeGEEzjkkEO2a1+SJBV348aN49NPP93wOT1//nzS09MZPHjwVp8zb948+vfvz/Dhw1m4cCGVKlWibdu2nHfeedSuXftXHceKFSt44YUX+Oijj5g1axapqanUrFmTVq1acckll5CZmbnN+/rj8YF6deHGmyPjxsN5f4vccZuTFGvnycnJ4dlnn+W9995j7ty5VKxYkQMOOIALLriAGjVqbNe+li1bxhNPPMHHH3/MDz/8QNWqVTnkkEM4//zzycrK2knvQJJU1CxZsoTTTjuNRYsWUb9+fV555ZVtel6XLl347LPPAPjPf/5D1apVt+t1J0+eTP/+/fn8889ZunQpVatWpV27dpx33nlkZ2dv9/v4OWXLBi6+MPD7wyM9742M/w563hd59z3o1gUO2H+HvpwkFWmGQSXULwVA7Q9OAqD99i2+AdCmpk+fzq233rpdz2natCnHHHPMT26bP38+I0eOpGzZsjRr1my79vvQQw/x3HPPUaZMGfbee2+qVKnC/Pnz+fLLL6lWrZphkCSp1Hnqqad+NvjZ0sSJE+nSpQuLFi2idu3aHHzwwcyYMYMBAwYwePBgHn30URo3brxdxzBt2jS6du3K3LlzqV27NgcddBBr1qxh2rRpvP7665x11lnbFQYBtG4VePzRZNiRyVPgkm7JnaannOydptqxcnJy6NKlC6NHj6ZatWq0b9+e2bNn8/bbbzNs2DD69etH3bp1t2lfS5Ys4bzzzmP69OnUqVOHQw45hMmTJ/Pqq68yfPhwnnzySSpVqrST35EkqSi4//77Wbx48XY95+233+azzz4jhECMcbtf87PPPqNHjx6sXr2aBg0asNdeezFx4kT++c9/MmTIEPr167fdNzlsi6ZNAo89nMwh9MRTka++hvMujPzh+OWcfUa0h7ekUsEwqARZsyYy6gsYMjQydDj88MPGbeXLb+wBVFICoE1lZmZy/PHHs8cee9CiRQsGDRrE008//bPP6dChAx06dPjJbQ8++CAjR46kQ4cO29Uw9Prrr/Pcc8+x++67c9ddd1GzZs0N21avXs3MmTO3eV+SJJUUe+65J02aNKFFixa0aNGCY489dqv/NsbIzTffzKJFizj++OO5+uqrSUtLStaXXnqJ+++/n5tuuonnn3+elJSUbXr9VatW0b17d+bPn0+PHj046aSTNgtrJk6cSMWKFX/Ve6tTO2lYuOueyKCPoO9Dka9HwzVXQYUKJaveUuF55plnGD16NHvttRf333//hvr0xRdfpG/fvtxxxx088sgj27SvPn36MH36dA499FBuv/32DX9fvXr14rXXXtvwNyZJKtlGjhzJgAED6NSpE2+88cY2PWfRokU88MAD7L///kydOpU5c+Zs12uuXr2am266idWrV9O5c2fOP/98APLy8ujbty8vv/wyd955J3369Nnu97Mt0tICp/0JDjsUHns88t5/4c1/5zDwPTjlpMippwSys63fJJVc2/YNWkXWsmWR9/4buenWPI7rFOlxdeTNt5IgqHx5OPIIuPvOwFv/F7jx+hTaHRxKXBAEULduXa6//no6depEs2bNSE1N/dX7ijHy/vvvA3D00Udv8/OWLVvGQw89RGZmJvfcc89mQRBA2bJl2W233X71cUmSVFydeeaZnH/++bRr1+4XhxH56quv+P7776lYsSLdu3ff0FAN8Oc//5ndd9+dSZMmMXTo0G1+/eeee45Zs2Zx2mmncfLJJ/+o185uu+1G2bJlt+9NbSIzM3DbzYHLugXS0uCjwdD5gsg3Y7b/bllpS+vWreO1114DoEePHpvdqHT66afTuHFjvvjiC8aNG/eL+/rhhx8YOHAgaWlpXHnllZv9fXXt2pXKlSszcOBAftj0rjJJUomzevVqevbsScOGDTn99NO3+Xm9e/dm9erVXHnllb/qdQcNGsTChQupX78+nTt33rA+JSWFiy++mOrVqzNixAgmTJjwq/a/rWrWCNx0QwqPPxJo2TKN1avhuRfglNMijzyWx6LF1nCSSibDoGJm3bqkYeHZ5yOXXp4EQLfdHvlwEKxcCdWqQac/wH09NwmADgqkp5e8AGhnGTVqFHPnzqVq1arst99+2/y89957j5UrV9KxY0eqVau2E49QkqSSa/z48QA0b96c8uXL/2h7/jx+Q4YM2ab95eXl8e9//5sQAqeddtqOO9AthBA46cTAIw8GatWEmbPg4q6Rx/rlsWaNDQr69b766iuWLVtG3bp1f3L44sMPPxzYtr+JTz75hLy8PFq2bPmjYDY9PZ127dqRm5vLJ598smMOXpJUJD355JPMnDmTq666arMbA37OiBEjeO+99zjrrLO2eWjSLeXXeS1btvxRD+/09HT22msvYNvrvN9q9xaB55+uyF23B5o2gVWr4YWXklDo4UfzWLTIGk5SyeIwcUXcunXJ5HajvoAvvoyMHp18OG2qQQNo3w7aHxxo3gxSUgx+fot3330XgCOOOGK7ehjlT57Ytm3bDXddTp8+nczMTPbee2/atWv3m3osSZJUGqxatQpgq5PY5w/ntq13jE6ePJkFCxbQqFEjatSowYgRI/j0009ZtWoVdevW5bDDDqN27do75uCBFs0D/Z+APg9EBr6X3GU6fETkxuug8W7WaNp++df61uaxzF///fff75B9vfXWW9u0L0lS8TRhwgRefPFFjjvuOFq1asWsWbN+8Tn5PYnq16/PGWec8atfe0fXeTtCCIH27QLtDoZhn0D/p5N2uBdfhn+9Een0h8ifTw1UrWodJ6n4MwwqQpYsiUybDpMmw8SJke8nwoTvYf1n5QaVKkKrltCqZaBtW6hX1w+kHSUnJ4dBgwYB2zdEHMCkSZMAmD17NnfeeSfLly/fsO2FF16gadOm3HfffTtlIkRJkkqK7OxsgK2OQZ+/fvbs2du0v/zP51122YWrrrqKwYMHb7b9kUceoWvXrpx66qm/9pB/JCsrcON1gUPaRe7tFZk4MZmguPM58OdTk/HqpW2Vf81Xr179J7fn15bbMm9D/r/ZWj26PfuSJBU/eXl53HXXXWRlZdGlS5dtft5jjz3G7NmzeeihhyhTpsyvfv0dXeftSCEE2h0EBx8In4yA/s9Exo6Dl1+F1/8vcsTvkzmFdmtkHSep+CpVYVBubuTzUbB0KaSkQkqAlJSNS0iB1BQIAVJTk59lyqxf0qBM+vqfZTZfkn+78cMgLy+Slwe5ucmSl5cM4bZ0WfLaS5bA/AUwf35k3nyYPRumz4Bly376uLOyoOU+0LpVoHUraNjA3j87y5AhQ1i+fDmNGjXa6h2TW7Ns/X/Ahx9+mCZNmtCjRw8aNmzI5MmTueeee/juu++47rrr6Nev34/mKpAkSYn8YeDGjh3L5MmTadiw4YZtK1eu5MMPP9zweFvkfz6PGDECgC5dunDUUUcRY+Sdd97hscceo3fv3tSrV4+DDjpoR74VOhwS2GtPuLdXZMgweKxfZOgwuOE6b+bRtsu/i3pr81rlr1+15R1kO3lfkqTi57XXXuPbb7/lhhtuoFKlStv0nHHjxvHqq69yzDHH0KZNm9/0+q1bt+aZZ55h+PDhLF68eEM4BEkQ9PnnnwPbXuftDCEEDjoQDjwARnwKzzwb+WYMDHgHBrwT2bdN5NQ/Bfbfz7Y5ScVPqQqDhg6H62/c8eN9hgBpaUkAlJcH8Te8RI3qybBvjRtD40aBxrslv/sBUzDyh4g76qijtvu5eXl5AGRkZNCnT58NRc2ee+5Jnz59OOmkk/jmm28YOXIkbdu23XEHLUlSCVK/fn0OO+wwBg0axJVXXsm1115LixYtmDFjBr17997Q83bLcea3Jv/zOTc3l7POOou//vWvG7adeeaZLFmyhBdeeIGnn356h4dBAFWqBO68Hd4dmAwdN+ZbOLtz0kvoTyfbS0i/LK7/crG1m4nidnz52JH7kiQVL3PnzuWxxx6jVatWHHfccdv0nNzcXO666y4qVKhAt27dfvMxtG3blhYtWjB27Fguu+wyrrzySho0aMCECRPo2bPnhrqtKNxAG0LgwP3hwP0D34yJvPJa5OPB8Nnn8Nnnkfq7wp9OgaM6QkZG4R+vJG2LUhUG7dECDj8MFi9mQ3Cz2RIhL3fzx2vXwbq1sHZt8njt+sebfk+KMVn3c1JTk+HdKlZMevpUr54sNaoHataAevWgTm0oW9YPkJ9y2223/Whdhw4d6NChww57jSVLljBixAhSUlI48sgjt/v5mZmZLF68mPbt2292dwtAlSpVOOigg/jggw8YNWqUYZAkST/juuuuY8mSJYwaNYpLLrlkw/qyZcty0UUX8eCDD251rPktZWZmbnj8Uw0fxx13HC+88AJjxoxhzZo1pKen//Y3sIUQAkcfBa1awV09k57qDz8aGfAuXNE9GfpX2pr8a3hrvXVycnIAKFeuXIHuS5JUvNxzzz2sXbuWq666apuf8/LLLzN+/Hiuv/76H7Vz/BohBO6++24uv/xyxo4dy7nnnrthW6VKlejcuTOPP/74hrmDioo99wjsuUdg9uzIP/8v8tbbMHVa0vv7sX5wzFGRPxwf2LWeNZ2koq1UhUHVqgVuu/m3/485xkhuLqxbB2vWrg+L1iXDzqWmrh92LjUZci7/9zJlisadDcXVgAEDfrRul1122aFh0Pvvv8+6deto06YNNWvW3O7n77LLLsyaNYtatWptdTvAokWLftNxSpJU0mVlZfHQQw8xYsQIPvvsM1asWMEuu+xCx44dmTx5MsBmw8f9nPzP3y0fb7kuNzeXJUuWbHVelh2hVs1A7/vgnYHwyKORKVOga/dIx99HLrnIiYn10/Jry/nz5//k9nnz5m3277ZlX/nP+S37kiQVL8OGDSMrK4t77rlns/Vr1qwBkmHaLrroIgB69epFZmYmQ4cOJYTAgAEDftQus3DhQgCuueYa0tLSuPDCC2nZsuUvHkfNmjV55plnGDx4MF9//TU5OTnUr1+fI488csNwwNta5xW0XXYJdL04cO5Zkf8MgNdej8yek8wr9PKrkdatIscdE2h3MGRmWtdJKnpKVRi0o4QQSEuDtDTYynDb2sHyx/nfmQYOHAjA0Ucf/aue37RpUz7//HOWLl36k9uXLFkCeKelJEnbIoTAgQceyIEHHrjZ+ldffRVIxpzfFo0bNyY1NXVD2FO1atXNtm/6ub1pL6KdJSUlcOzR0P5gePyJyJtvwXv/hWGfRM47F074o0PHaXNNmjQBYPz48T+5PX9948aNC3RfkqTiZ9myZXzxxRc/uS0nJ2fDttzc3A3rY4xbfQ7A6NGjgY1tHtsiLS2Nww8/nMMPP3yz9SNHjgS2vc4rLOXLB/50Cpx0Ioz4H7z5VmTE/2DUFzDqi0hGBhx8UOR3hwcOaOswcpKKDsMgCZg5cyajR48mIyODww477Ffto3379rz00kt88cUX5OXlbTaXQW5uLl999RUAzZo12yHHLElSabNkyRIGDBhAmTJlOPbYY7fpOVlZWeyzzz6MGjWKUaNGccQRR2y2PX+i4rp161K+fPkdfsxbU7FioMflgWOPifTqHRk3Hu5/IDLgHbjsUth7LxsNlNh7772pUKECM2bMYPz48T+qJfPvoj744IN/cV8HHHAAKSkpfPXVVyxcuJAqVaps2LZmzRqGDh1KSkrKj0JYSVLxt7WbbGfNmsWJJ55I/fr1eeWVVzbb9sgjj2x1f506dWLOnDn85z//+dHNNr/GtGnTGDZsGJUqVeLQQw/9zfsrCKmpgYMPgoMPCsyZG/nPgMj7H8CMGfDhIPhwUKR8eTikXeT3vwu0ae1NP5IK17bNvCuVcO+++y4AhxxyyC82BN16662ceuqpfPTRR5utb926NXvttRdTpkyhf//+m2178sknmTZtGpUrVy42RY0kSYVl2rRprFixYrN1Cxcu5JprrmHJkiWcddZZ1KhRY7PtY8aM4dRTT+Wss8760f7OPPNMAB599FFmzZq1Yf2MGTN4/PHHATjhhBN29NvYJi2aBx57OAmGsrJgwvdwcdfIzbflMWdO/OUdqMQrU6YMJ598MgD33XffZvP9vPjii3z//ffss88+7L777hvWv/baa5x66qn06tVrs31Vq1aNI444grVr13Lvvfeybt26DdsefPBBFi1aRMeOHXdIo54kqfTKr8u6dOnyo22TJk3aMEddvhkzZnDNNdewdu1aunXrRtliOAxPrZqBzuek8NJzgScfD/z5VKhRHVasSIYIvuKqyB9PjNx+Vx4fD46sXGmdJ6ng2TNIJcbVV1/NggULgI3jnb/++ut8/PHHQPLlt2fPnj/53O0ZIm7OnDlMnTqV5cuX/2jbzTffzPnnn0+/fv14//33adiwIZMmTWLq1KlkZGRw6623OkycJKnUGTZsGE899dRm69auXUvnzp03/H7uuedu6NkwcOBAnn/+eVq0aEH16tVZunQpX375JTk5ORx77LGbTTacb/Xq1UydOnWzxu18BxxwAKeffjovvvgif/3rX9l7772JMfL111+zatUqDjzwQE477bQd/K63XWpqoNMfoMMh8Hi/yNsD4IMPYcjQyGl/ivzlz4Hy5b2LtDQ755xzGDlyJKNHj+aUU05hn332Yc6cOYwZM4ZKlSpxww03bPbvFy9ezNSpU39ynqHLLruMMWPGMGjQIE477TSaN2/O5MmTmThxInXr1qV79+4F9bYkSSVUfl22ZegD8PzzzzN48GCaNWtG1apVWbBgAV9//TXr1q3j3HPP3ebe30VVCIFmTaFZ08BFF0ZGfwP//TAy6CNYvBjeHQjvDoyUKQNtWkfaHRxod1Ayz7kk7WyGQSoxxo8fz5w5czZbN3fuXObOnQtsfSLcMWPGbOi107Zt2990DHXr1uX555/niSeeYNiwYQwZMoSKFSvSsWNHzj77bBo1avSb9i9JUnG0aNEixowZs9m6GONm6xYtWrTh8b777suECRMYN24cY8aMoVy5crRs2ZITTjjhV/ew7datGy1atODVV1/l66+/Jjc3l8DombMAACAASURBVPr163Psscdy0kknkZqa+qv2uyNVzg5cfWXgxE6Rvg9FvvgSnn0e3vh35C9/hhM7QblyNhSURhkZGTz00EM8++yzvPfeewwePJisrCyOOeYYLrzwQmrWrLnN+8rOzuapp56iX79+DB48mI8//pgqVapw8sknc/7551OpUqWd+E4kSaVdhw4dWLhwIRMmTOCrr74iKyuLgw46iFNPPZU2bdoU9uHtUCkpgX32hn32DlzaJQmGhg6PDB0KM2cl8w2N+F/kvn9A82aR/faD/doE9twD0tOt+STteCHGuFP7JW76xX5TlStX3uo2lU5eE9qS14S25DWhLXlNaEsl5ZqIMTJ4KDz2eGTa9GRd5cpwxumBP/7BiYh/TuXKlQvttYvatVdS/h6KC893wfFcFyzPd8HyfBeswjjfMUamTIWhw2DY8MiYb2HT1tmMDNh7L9i3TWDfNtCkcRIsFXde2wXL812wCut8b+93H3sGSZIkSUVMCIEO7eHgA+H9D6D/M5FZs6DvQ5EXX4GzzoDjjoEyZYp/w4AkSVJpEkKgYQNo2ADO+Evghx8i//sUPh8V+exz+GEhjPwMRn6WJEQVK8Jee0ZaNA/s3gKaN4OKFa0BJW0/wyBJkiSpiEpLCxx9JBzxOxjwLjz9bGTePOjVO/LCi/DX0+GoI6FsWRsEJEmSiqOqVQPHHA3HHB2IMTJ5Cnw+Cj77PBk2eOlSGDY86UWUr26dSPPmsHvzQLNmSbBkQCTplxgGSZIkSUVcWlrgD8fBUR3hrbfh2Rcic+bCfb0jjz8Jfzw+ctIJwcmHJUmSirEQAo0aQqOGcMpJgXXrIuPGw7djYey4yNixMGPmxuW/H2wMiKpWiTRokARDDRqs733UECpmWR9KShgGSZIkScVEenrgpBPhuGPh32/Dq/+MzJ4Nz70AL74c6XBIpNMfAq1aJo0JkiRJKr7S0gJ77gF77gGQ1HZLlyYB0dhxSUD0/fcwZ24yvNwPC5NeRbAxJMquFKlbl2SpE6hXF+rVg7p1IDPTelEqTQyDJEmSpGImIyNwyklwYqdk8uFXXot8PRo+HAQfDorUqwd/OA46/j4ZekSSJEklQ8WKgbb7Qdv9ID8gWrkyMmUqTJ4CkycnQ81NngLz5sHiJcnyzRjYNCSCpDfRpkHRrvWSx3VqOwyxVBIZBkmSJEnFVGpqoMMh0OGQwHcTIm/+O/Lef2H6dHjokcijj8F++0WOPjLQ7uAkRJIkSVLJkpkZ2L0F7N4C8gMiSEKiGTNh+gyYMQNmzNj4++LFG3sTffU1bBkU1ai+MSiqVzfQoAHs1hCqV7cHulRcGQZJkiRJJUDTJoErrwhcclESCL3zbmTMtzDifzDif5FyZeHAAyOHdQgcsD+UK+eXeEmSpJIsMzPQtAk0bZK/ZmP9t2zZj4Oi6TOTm4qWL4d585Nl1BewaVCUlQW7NYrJ3EaNArs1SuY4Kl/e2lIq6gyDJEmSpBIkMzPQ6Q/Q6Q+BadMjA9+LDHwvGUs+fxi5jAxo0zpy4AGBA/eHWrX88i5JklSaZGUFWjSHFs3z1yT1YIyRJUvYJCiKTJsOkycnQdGyZfDlV8myaUi0S61Io0bQqBE0bRxo1gx2qWUvIqkoMQySJEmSSqhd6wXO7xw479xkouFBH0cGfQSzZ8PwT2D4J8kX+Pq7Rlq1glb7BFru4zxDkiRJpVUIgexsyM6GPfeATXsT5eREpk2DiZNh0qTI9xNh0mRYsABmz0mWYcMhPyTKyoKmTSLNmkHrljnUrROpXRtSUqw1pcJgGCRJkiSVcCHk3/kZuOiCyMRJ8MkI+GRE5JsxMHVasrzxZvLFfZddIs2bQfNmydAiu+4K1av5xV2SJKk0y8gINGkCTZrApiHR0qVJfTlpEnw/MfLdBJg4KelF9PmoZHnxpeUAVCgPTZpEmjWFpk0DzZsm8xJZZ0o7n2GQJEmSVIqEEGi8GzTeDc74S2DpssiXX8KXX0W++BK+n5j0HJo9GwZ9tHHoj/R0qFM7UqNGcpdnxSzIzg4cczTUqumXd0mSpNKqYsVAq5bQqiXkh0Rr10YmTYbvvoPx30UmTkpj/Ph1LF8BX3yZLPk9iMqVW9+DaH1A1Kwp7FoPUlOtMaUdyTBIkiRJKsUqZgUOaQ+HtE++bC9bltzNOW48jBsfmfB9EgytWQOTpyTLRpH5C+DqHn5RlyRJ0kZlyiShTrOmcDyBypUrMX/+QiZPge8mwPjxkfHfJTcirVoFX32dLPkBUdmy0KTx+oCoSTIHUf1dIS3NulP6tQyDJEmSJG2QlRVo0xratIb8OzvXrYvMnZtMIrxwISxdlgwHkrMGjjvGL+SSJEn6ZWlpgSaNoUljOPbojXXmtGkw/jsYPyEyfjxM+B5Wr4bR3yRLfkCUng6Nd0vmIGraONCoETRsAJmZ1qPStjAMkiRJkvSz0tICdepAnTqbrvVLtyRJkn6btLQk1GnUCI4+Kqkvc3Mj02fA+PHw3YSkB9F3E2DlSvh2bLLkB0SQzHfZqGGyj0YNA40aJsPMlSljvSptyjBIkiRJkiRJklQkpKYGGtSHBvXhyI5JoJOXF5kxc30PovVDGU+ZAj8s3Djf5bDhkB8SpabCrvWSkKhhw/U3NtWGunWSOY6k0sgwSJIkSZIkSZJUZKWkBHatl/T4OeJ3G8OcxYsjkybD5MkwaXLyeNJkWLFik/kuB8XN9pWVFalTm00Coo294KtWgRAMi1QyGQZJkiRJkiRJkoqd7OxA61bQuhXkD2McY2TefJg0KQmGpk6NzJwFM2fBggWwbBmMG58siY1hUdmyUKd23BAU7bJLoFZNkqWW8xOpeDMMkiRJkiRJkiSVCCEEataAmjXgwANg07kuV6+OzJoFM2Ymy6xZyfBzM2fB3LmwejVMnJQsiR/3KsoPh2rWglo1w4agqFZNqFTJnkUqugyDpPVyc3NZtGhRYR+GNrFu3ToWL15c2IehIsRrQlvymii9KleuTGpqamEfhlRk5ebmMn/+fP8fWYD8TCo4nuuC5fkuWMXxfFuXqTgpWzbQqBE0apS/ZmNws3ZtZPacJBiaORNmzozMmQNz5ibLsmUblwnf5z8rbrF/qFUzUqMGVKsKVapAlSqBqlWSx/k/y5c3NCqK1qyJLF0KS5bC0qWwOgfWrEmWShVh3zbJkIXFlWGQBLzxxhtcffXVzJ8/v7APRZIkbYPq1avTs2dPOnXqVNiHIhU51raSpIJkXaaSokyZjfMSJTZv9F+xIjJ37sZwaM6cuP5n0qvoh4VJz6IpU5Nlo80DI4CMDKhSJVK1ClSuDNnZyVK5UqBSpY2/Z2dDdiXIyCi+AURhizGybBnMmw/z5iU/58+PzJ8PC36AxUtg6ZIkAFq16uf39VDfwD57F8xx7wwhxvjjq3EH2lpPi8qVK9sLQ5spzGuiQYMGLF26tFBeW5Ik/ToVK1ZkypQpm62zxlTlypUL7bWLyrVnbStJKmg/VZcVB9aOBac0nOucnGSuojlzksBh4UL4YWFk4cL8x8nPFSu2f9/lyiWhUHY2ZGVtvlTMCut/blxXr14l8nKXULZsye6BFGNk+fLkfM+dm4Q9c9cHPfPnw9x5yc+cnG3fZ0rK+nNZMTnvGemQng41a0K3SwIVKvz4fBbW9b29333sGSRJkiRJkiRJ0m+QkRGoVxfq1d107Y+Dg9WrIwsXbR4QLV4MixdHFi9Z/zj/52LIzU16rKxaBbPn/NQr/1Rfj2S4yTJlIKtCTMKiipBVYX1gtP5xxYpJkJQ8ZsPjrCxITy/cECkvLxmybdHi5BzNm5eEO3PnxQ2P582DlSu3bX/Z2VCjOlRfv9SsEahWNZnnqWLF5GelSlChfPEeCu7nGAZJQJ8+fRxKQ5KkYiR/OBJJP2ZtK0kqSNZl0vYpWzZQexeovcuWW34cQOT3fFm8BJasD4g2zF20PAlLksds9njZMli3DtauJQmettppZeuDhpUtGzfrbZS/VCifDHOXnh7W/0yWjHQok775u9h07zHCurXJPDw5q5Ofq1dHctYkvy9fAYsWJe9x0aLkPeflbds5rVQRatRIeu9Urw41qgdq1sh/DNWqOdQeOEycipDCviZyc3O9JouY7OzsYjdxpnYurwltyWui9NraRMWFXU+o8DlMXCI3N5cYo/+PLEB+JhUcz3XB8nwXrOJ4vrdWlxUH1o4Fx3NdsLKzs5k1axFLl20SHq1fknVxi983Pl6+PAluioqKFaFydhL21KiR9OhJfrIh8ClXrnCDHoeJk4qZ1NRUqlWrVtiHoU1UrlyZtDT/N6WNvCa0Ja8JSfppqamp/j+ygHm+C47numB5vguW51vSjhBCIDMzkJkJtWr+5L/Y6nPz8iIrVvw4JMp/vGJFZM2aZB6eNWuSJWfNxsc/p0wZKJsB6RlQtmzyOKMslM1IjrVyNlSuvHHJrgRpafbo2VH8dJEkSZIkSZIkSaSkhA1Dwv00w5niKqWwD0CSJEmSJEmSJEk7j2GQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIIZBkmSJEmSJEmSJJVghkGSJEmSJEmSJEklmGGQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIIZBkmSJEmSJEmSJJVghkGSJEmSJEmSJEklmGGQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIIZBkmSJEmSJEmSJJVghkGSJEmSJEmSJEklmGGQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIIZBkmSJEmSJEmSJJVghkGSJEmSJEmSJEklmGGQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIIZBkmSJEmSJEmSJJVghkGSJEmSJEmSJEklmGGQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIIZBkmSJEmSJEmSJJVghkGSJEmSJEmSJEklmGGQJEmSJEmSJElSCWYYJEmSJEmSJEmSVIKFGGMs6BddtmwZn3/+OW3atCErK6ugX15FkNeEtuQ1oS15TWhLXhPakteEtJF/DwXL811wPNcFy/NdsDzfBcvzXXA81wXL812witP5LpSeQcuXL+fjjz9m+fLlhfHyKoK8JrQlrwltyWtCW/Ka0Ja8JqSN/HsoWJ7vguO5Llie74Ll+S5Ynu+C47kuWJ7vglWczrfDxEmSJEmSJEmSJJVghkGSJEmSJEmSJEklWOott9xyS2G8cHp6Og0aNCAjI6MwXl5FkNeEtuQ1oS15TWhLXhPakteEtJF/DwXL811wPNcFy/NdsDzfBcvzXXA81wXL812wisv5DjHGWNgHIUmSJEmSJEmSpJ3DYeIkSZIkSZIkSZJKMMMgSZL0/+3deVCU5x0H8C8oMK4kiBwaCXjhq6IRgwhRsQoh2EFgEAUsOtEmEXPgjLRGSSJNbcfISA5UdATbEHKgCGJjO2QEawsRQS6VGsFN1YAcEUS5spFd2Ld/OLt1s+sR95LN9zPjZPb3PBufff3xe5bneQ8iIiIiIiIiIrJg3AwiIiIiIiIiIiIiIiKyYNwMIiIiIiIiIiIiIiIismDcDCIiIiIiIiIiIiIiIrJgw035l2VmZqKiogKXL1/GrVu3MGLECLi5uSE8PBwrV67EiBEjtN4jl8uRmZmJv//972htbYWDgwMWLVqEjRs3wsXFxZTDJwOTyWQoLi7GyZMn0dDQgLa2Ntja2mLatGlYuXIlwsLCdL5PqVQiJycHubm5aGxshEQigb+/PxITEzFhwgTTfggyuKqqKpw8eRIXLlzAxYsX0dfXh2XLliElJeWe72GdsGx1dXXYs2cPzp07B4VCAU9PT6xZswbh4eHmHhoZ0ZdffomamhpcuHABUqkUCoUCO3bsQFRUlM7+HR0dSEtLQ0lJCbq7uzFu3DiEh4cjPj4etra2Jh49Gdr169fx1VdfobS0FFeuXMGNGzfg4OAAHx8fvPLKK/D29tZ6T19fH/bs2YOioiJ0dHTAxcUFISEh2LBhA+zt7c3wKYhMg/Om4XFOMh3We9Pp6enB7t278Z///AfNzc3o7u6Go6MjJk6ciFWrViEkJARWVlYa72FuG9aBAwfw/vvvAwByc3Mxe/ZsrT7M70cXFBSElpYWnW2xsbH405/+pBFjfhtGcXExcnJycPHiRfz4449wdnbG7Nmz8eabb+Kpp55S92NuP7qCggK89dZb9+3z3HPPITs7W/2ax/vRiaKI4uJifPbZZ7h69Sp6e3sxduxY+Pv7Y926dXB3d9fo/7ivUVqJoiia6i8LCgqCo6MjBEGAk5MTZDIZKisr8e2332LatGk4dOiQxoaQUqnEunXrcOrUKXh7e8PPzw9NTU0oLi7G2LFjcfjw4cfiINKjKS0txbp16zBq1CjMmzcP7u7u6OzsRHFxMXp6erB69WokJydrvS85ORmHDx+Gp6cnFi1ahM7OThQWFsLOzg6HDh2Cp6enGT4NGUpSUhKOHj2KESNG4KmnnsKVK1fuuxnEOmHZzpw5g5dffhk2NjZYunQpnnjiCRQVFaG5uRmJiYl49dVXzT1EMhLVL2+Ojo6QSCRoaWm558JbR0cHYmJi0NbWhuDgYEyYMAE1NTWora3FwoULkZmZCWtrXgw9lL3//vs4cOAAPDw8MHfuXDg5OaGxsREnTpyAKIr44IMPEBoaqu4vk8kQFxeH+vp6LFiwAF5eXmhoaMDXX3+N6dOnIycnBxKJxIyfiMg4OG8aB+ck02G9N53GxkZERkbC29sbHh4eGDVqFDo7O/Gvf/0LnZ2diImJwZ///Gd1f+a2YV2+fBmRkZEYPnw4ZDKZzs0g5rd+goKC0NPTgzVr1mi1zZw5E4GBgerXzG/9iaKId999F7m5ufDw8EBAQABGjhyJ9vZ2VFVVITU1Fb6+vgCY2/qqr6/HiRMndLYdP34c3377LTZt2oR169YB4PHWV0pKCrKysuDi4oLnn38e9vb2aGhoQFlZGSQSCQ4dOgRBEAAMkTVK0YRu376tM/7mm2+KgiCIn3/+uUY8Pz9fFARBTExMFJVKpVZ88+bNRh0vGVd9fb147NgxUS6Xa8Q7OjrEwMBAURAE8fz58xpt5eXloiAIYlxcnNjf36+Onz59Wpw6daq4atUqk4ydjKeurk6USqXiwMCAePbsWVEQBHHLli337M86YbkUCoUYHBwszpw5U/zmm2/U8d7eXnHp0qWil5eXePXqVfMNkIyqrKxMbG5uFkVRFDMyMkRBEMQjR47o7Lt582ZREATxiy++UMeUSqW4ZcsWURAEMT8/3yRjJuM5fvy4WFVVpRWvqqoSZ8yYIfr5+Wl8L9i1a5coCIK4c+dOjf6q+K5du4w+ZiJT47xpPJyTTIf13nQGBgZEhUKhFe/t7RVDQ0NFQRBEqVSqjjO3DWdgYEBcvny5uGLFCnHTpk2iIAji2bNntfoxv/UTGBgoBgYGPlRf5rf+srOzRUEQxG3btokDAwNa7XfXG+a2cfT394t+fn6il5eX2NHRoY7zeD+69vZ2cdq0aWJgYKDY29ur0ZaVlSUKgiAmJSWpY0NhjdKk29p2dnY640uWLAFw58yUu+Xl5QEAfv/732tcnrx8+XJMnjwZhYWF6OvrM9JoydimTZuG8PBw2NjYaMSdnZ0RGxsL4M4tw+6myomNGzdqXKY7b948BAQEoKqqClevXjXyyMmYnnnmGUyZMgXDhg17qP6sE5aroqICTU1NCAsLg5eXlzpub2+P119/HQMDAygoKDDjCMmY5s+fDzc3twf26+vrQ2FhIdzd3fGb3/xGHbeyssLvfvc7WFtbq+sEDV0hISHqMwnv5uvrC39/f3R1deHSpUsA7pyVmJeXB4lEgjfeeEOj//r16+Hg4ID8/HyIprs4nsgkOG8aD+ck02G9N51hw4Zh+HDtJwfY29sjICAAwP/XaJjbhnXgwAE0NDTgvffeu+fvvcxv02F+6+/27dvYu3cv3N3d8fbbb+vMa1W9YW4bz4kTJ9DV1YXFixfD2dkZAI+3vlpaWqBUKuHj46N1O73FixcDAG7evKmODYU1ysfiGseSkhIAwJQpU9Sx/v5+nD9/HhMnTtT5xXvBggWQy+U4f/68ycZJpqOaJH46gZw5cwYSiQQ+Pj5a71F9Yf3pBhJZLtYJy1ZZWQng/z/bd1uwYIFGH/rlOnfuHORyOebPn691X3tXV1cIgoDz58+jv7/fTCMkY1N9Z1D997vvvkN7ezt8fHy0bndgZ2cHX19fXL9+XeskJKKhjvOm+XFOMi7We9Po7+9HRUUFrKys1LdgZ24bjlQqRXp6Ol577TWNNbCfYn4bhlwux9GjR7F//37k5OSgoaFBqw/zW39lZWXo6upCcHAwlEolioqKkJmZiYMHD2rlKHPbePLz8wEA0dHR6hiPt37Gjx8PGxsb1NbWam3iqPYznnvuOQBDZ41S+zQQE/jkk0/Q29uLnp4e1NbW4sKFCwgICEBkZKS6T1NTE5RKJSZMmKDz/6GKf/fdd+pfbsgyDA4O4m9/+xusrKwwf/58dVwmk6GjowOCIOg8y+DunKBfBtYJy6b6WR4/frxWm4ODAxwdHfmFhdQ5cK86MH78eDQ0NODatWt8ppwFam1txenTp+Hi4qK+T/PD5ISq3736EA1FnDfNj3OS8bDeG09PTw+ys7OhVCrR2dmJ0tJStLW1ISEhQX3cmNuGMTAwgKSkJEyePBnx8fH37cv8NoyOjg4kJSVpxBYuXIidO3di9OjRAJjfhnDhwgUAd07ojoiI0Lhjj7W1NdauXYstW7YAYG4bS0tLC8rLyzFmzBgsXLhQHefx1o+joyMSExOxc+dOhIaGIigoCCNHjoRUKkV5eTliY2OxevVqAENnjdIsm0GffvopWlpa1K8jIiLwxz/+UeN2Yb29vQCgdQmWysiRIwHA7JdWkeHt2rULUqkUy5cvV3/RBx6cE6o4c+KXg3XCsqn+3Z544gmd7fb29vj+++9NOSR6DKnqwP3y5O5+ZDkUCgU2b94MuVyOTZs2qU8UedjvC8wJsjScN82Pc5JxsN4bV09PD9LT09WvbWxssHnzZrz00kvqGHPbMPbv349Lly7h8OHDWrfL/ynmt/6ioqLg5+cHT09P2Nra4vLly0hPT0dpaSlef/11HDx4EFZWVsxvA+js7AQAZGVlwcvLC3l5eZg8eTLq6+uRnJyMjz/+GO7u7oiLi2NuG0lBQQGUSiWioqI0TqDn8dbfyy+/DFdXV/zhD3/AwYMH1fFnn30WERER6no+VNYof/ZmkOo+vQ/r008/hb+/v0bs5MmTAO7s0J85cwapqamIiYnBX//6V4wdO/bnDonMzBA5oZKbm4uMjAx4eXnhnXfeMdQQycQMmRNEREQ/pVQq8fbbb6OqqgoxMTEaV5cTEZHlYL03vqeffhqXLl3C4OAg2traUFhYiI8++ghnz55FWlqazucK0c/X0NCA/fv346WXXsKMGTPMPZxfhISEBI3X3t7eyMjIwOrVq1FTU4OSkhL1Mz9IP6rnzdjY2GDv3r0YM2YMgDvPe9u9ezciIiKQlZWFuLg4cw7TYimVShQUFMDKygrLly8393Aszr59+7Bv3z4kJCQgMjISTz75JOrr65GSkoIXX3wRaWlpCAkJMfcwH9rPntXDwsLwww8/PHR/1QOrdHFxcUFYWBg8PDwQHR2NlJQUpKWlAfj/jvy9dstUY7jXbhuZjqFy4siRI3j33XchCAI+/vhj9Y6pyoNyQhVnTpifIevE/bBOWLYHnaHS19d3z7O36JdDlQP3y5O7+9HQJ4oitm7dimPHjiEiIgLbtm3TaH/Y7wvMCbI0nDfNj3OSYbHem9awYcPw9NNPIz4+HtbW1khNTcXhw4cRFxfH3DaALVu2wN3dHRs2bHio/sxv47C2tkZUVBRqampQW1uLxYsXM78NQPUdZObMmeqNIJUpU6bA3d0djY2N6OnpYW4bQVlZGVpbWzFv3jy4u7trtPF466e8vBy7du3C2rVr8eqrr6rjc+bMQUZGBp5//nns2LEDISEhQ2aN8mdvBiUnJxt8ELNmzYKDg4PGA009PDxgbW19z+e/qOK8n6H5GSIn8vPzkZycDE9PT2RnZ8PR0VGrj0QigYuLC5qbmzE4OKj13CDmxOPDGHVCF9YJy3b3Pcpnzpyp0dbd3Y1bt27h2WefNcPI6HGiusfxvepAY2MjrK2ttb4U09CkVCrxzjvvoKCgAGFhYUhJSYG1tbVGn4fJibv7EVkKzpvmxznJcFjvzSsgIACpqamorKxEXFwcc9sAGhoaAADPPPOMzvbY2FgAwN69exEcHMz8NiLVetOPP/4IgLXbECZNmgTg3hsKqvjt27eZ20aQn58PAIiOjtZq4/HWT0lJCQDovJvR6NGjMXXqVJw9exY3b94cMmuU1g/uYnw//PADent7NRb37ezsMGvWLFy9elXj+UIqZWVlsLW1hbe3tymHSkaQn5+PrVu3YtKkScjOzlY/xE8XPz8/yGQy1NbWarWdOnUKADB37lyjjZUeL6wTlk31s6z62b5bWVkZgDs1gX7ZZs+eDVtbW5w+fVp9ewKV9vZ2SKVSeHt7w87OzkwjJEO5e2EwNDQUO3fu1DoxBLjz5drV1RW1tbWQyWQabf39/aiuroarqyt/4SGLw3nT/DgnGQbrvfldv34dANTHnbmtvxUrVuj8o1oUDAoKwooVK+Dm5gaA+W1MdXV1AKA+1sxv/akWyq9cuaLVplAo0NTUBIlEgtGjRzO3DezWrVv45z//iVGjRuGFF17Qaufx1o9CoQAA3Lx5U2e7Km5raztk1ihNthnU0tKC5uZmrbhCocB7770HpVKJX/3qVxptMTExAIAPPvhAoyAfOXIEly9fRmhoqNkvrSL95OXlaWwEOTk53be/KifS0tIgl8vV8fLycpw6dQpz587FxIkTjTpmerywTlgu1SXO//jHP1BfX6+O9/X12QkiHAAABaJJREFUYd++fRg+fDiWLVtmxhHS48De3h6hoaG4du2axsMcRVHEhx9+CKVSqfMMKRpa7l4Y/PWvf43U1FSdC4MAYGVlhejoaMhkMuzdu1ejLSMjA93d3YiOjoaVlZUphk5kMpw3zY9zkv5Y702nvr5e522xurq68NFHHwGAeo2Gua2/7du36/yjumJz/fr12L59O6ZPnw6A+a2v//73v+jp6dGKV1dXIysrC7a2tupnfDC/9efh4YGAgAA0NjYiLy9Poy0zMxM9PT0IDg7G8OHDmdsG9uWXX0KhUCA8PBy2trZa7Tze+vHx8QEAfPLJJ1pz5tGjR9HY2IgZM2ao1x2HwhqllfjTbW8jOXHiBDZs2ABfX1+MHz8ejo6OuHHjBsrLy9HW1oaJEyfi888/13h2yODgIOLj43Hq1Cl4e3vDz88P165dQ1FREcaMGYO8vDy4uLiYYvhkBOXl5fjtb38LURQRGxur899y+vTpCA4O1oht3boVeXl58PT0xKJFi9DZ2YnCwkLY2dnh0KFD8PT0NNVHICOorq5WX+J68+ZNlJSUwMPDA3PmzAFw5/Lj+Ph4dX/WCctWUVGBV155BTY2NggLC4O9vT2KiorQ3NyMjRs34rXXXjP3EMlI8vLyUFNTAwCQSqX45ptv4OPjoz5jKTg4WD0/tLe3IyYmBt9//z1eeOEFTJgwAdXV1aitrUVAQAAOHDigdWsZGlr27NmD9PR0SCQSvPjiizofZh0cHKxeQJHJZIiLi0N9fT0WLFiAGTNmoKGhAaWlpZg+fTpycnIgkUhM/TGIjI7zpnFwTjId1nvT2b59O/Lz8+Hv749x48ZhxIgRaG1txb///W/IZDIsWbIEaWlp6nxlbhtHUlISjh49itzcXMyePVujjfn96Pbs2YO//OUvmDdvHtzc3GBrawupVIqysjJYW1tj27ZtGhs8zG/9NTU1YeXKlejs7MTixYsxadIkXLx4ERUVFXBzc0Nubq56bYa5bTjh4eGQSqU4duwYpk6dqrMPj/ejGxwcxNq1a1FZWYnRo0cjKCgITz75JC5duqS+0icrKwu+vr7q/o/7GqXJNoNaW1uRnZ2NqqoqtLS0oLe3FxKJBJMnT0ZwcDBWrVqlM/HkcjkyMzNx7NgxtLa2wsHBAYsWLcLGjRvh6upqiqGTkRQUFOCtt966b59ly5YhJSVFI6ZUKvHFF18gNzcXjY2NkEgk8Pf3R2JiIq8KsgAPygs/Pz989tlnGjHWCctWV1eH3bt349y5c1AoFPD09MSaNWsQERFh7qGREal+Mb6XhIQEjQfwtre3Iy0tDSUlJeju7sa4ceMQERGB+Ph4nWdI0dDyoHwAgB07diAqKkr9ure3F+np6Th+/Dhu3LgBZ2dnLFmyBAkJCXxAKlk0zpuGxznJdFjvTae6uhpHjhzBuXPn0N7ejtu3b8PBwQFeXl6IjIzE0qVLtc4UZ24b3v02gwDm96OqrKxETk4OLl68iBs3bkAul8PJyQlz5szB2rVrMWvWLK33ML/119bWht27d+Prr79GV1cXnJ2dERQUhDfeeEPrTkDMbf3V1dUhOjoas2bN0roi66d4vB+dXC5HdnY2vvrqK1y5cgUKhQJOTk6YO3cu1q9fD0EQtPo/zmuUJtsMIiIiIiIiIiIiIiIiItPjNY5EREREREREREREREQWjJtBREREREREREREREREFoybQURERERERERERERERBaMm0FEREREREREREREREQWjJtBREREREREREREREREFoybQURERERERERERERERBaMm0FEREREREREREREREQWjJtBREREREREREREREREFoybQURERERERERERERERBaMm0FEREREREREREREREQWjJtBREREREREREREREREFoybQURERERERERERERERBbsf79e5FOJDzSJAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# The plot_posterior method can be used to plot priors as well\n", - "az.plot_posterior(dataset.prior, var_names=[\"mu\", \"sd\"]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's plot the posterior, to check the distributions after update:" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([,\n", - " ],\n", - " dtype=object)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Compare above plot to posterior distribution below, as well as to original parameters in distribution\n", - "az.plot_posterior(dataset)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The exercise also asks for the prior predictive values. We'll need to do some data manipulation to get the data into a format we can use with ArviZ:" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - "Dimensions: (chain: 1, draw: 500, y,_dim_0: 57)\n", - "Coordinates:\n", - " * chain (chain) int64 0\n", - " * draw (draw) int64 0 1 2 3 4 5 6 7 8 ... 492 493 494 495 496 497 498 499\n", - " * y,_dim_0 (y,_dim_0) int64 0 1 2 3 4 5 6 7 8 ... 48 49 50 51 52 53 54 55 56\n", - "Data variables:\n", - " sd (chain, draw) float64 0.5084 33.7 19.04 ... 79.27 4.737 33.71\n", - " y, (chain, draw, y,_dim_0) float64 3.632 2.833 1.979 ... -33.26 11.49\n", - " mu (chain, draw) float64 3.025 -6.343 -3.627 ... -6.78 12.98 -23.64\n", - " sd_log__ (chain, draw) float64 -0.6766 3.517 2.947 ... 4.373 1.556 3.518\n", - "Attributes:\n", - " created_at: 2019-03-16T02:34:03.270827\n", - " inference_library: pymc3\n", - " inference_library_version: 3.6" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "dataset.prior" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 500, 57)\n" - ] - }, - { - "data": { - "text/plain": [ - "(28500,)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(dataset.prior[\"y,\"].values.shape)\n", - "prior_predictive = dataset.prior[\"y,\"].values.flatten()\n", - "prior_predictive.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_kde(prior_predictive);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can then compare this to the posterior predictive distribution:" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([],\n", - " dtype=object)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_ppc(dataset);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 6\n", - "***\n", - "\n", - "*Execute `model_g` using NUTS (the default sampler) and then using Metropolis. Compare the results using ArviZ functions like `plot_trace` and `plot_pairs`. Center the variable $x$ and repeat the exercise. What conclusion can you draw from this?*" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(1)\n", - "N = 100\n", - "alpha_real = 2.5\n", - "beta_real = 0.9\n", - "eps_real = np.random.normal(0, 0.5, size=N)\n", - "\n", - "x = np.random.normal(10, 1, N)\n", - "y_real = alpha_real + beta_real * x\n", - "y = y_real + eps_real" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "with pm.Model() as model_g:\n", - " α = pm.Normal('α', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - "\n", - " μ = pm.Deterministic('μ', α + β * x)\n", - " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 2000/2000 [00:07<00:00, 316.12draws/s]\n", - "The acceptance probability does not match the target. It is 0.8790052122255555, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 3.09 s, sys: 565 ms, total: 3.65 s\n", - "Wall time: 12.9 s\n" - ] - } - ], - "source": [ - "%%time\n", - "with model_g:\n", - " trace_nuts_non_centered = pm.sample(draws=500)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "nuts_non_centered_dataset = az.from_pymc3(trace=trace_nuts_non_centered)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_pair(trace_nuts_non_centered, var_names=['α', 'β', 'ϵ']);" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Multiprocess sampling (2 chains in 2 jobs)\n", - "CompoundStep\n", - ">Metropolis: [ϵ]\n", - ">Metropolis: [β]\n", - ">Metropolis: [α]\n", - "Sampling 2 chains: 100%|██████████| 2000/2000 [00:01<00:00, 1594.40draws/s]\n", - "The gelman-rubin statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 2.31 s, sys: 249 ms, total: 2.56 s\n", - "Wall time: 3.26 s\n" - ] - } - ], - "source": [ - "%%time\n", - "with model_g:\n", - " step = pm.Metropolis()\n", - " trace_mh_non_centered = pm.sample(draws=500, step=step)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(trace_mh_non_centered, var_names=['α', 'β', 'ϵ']);" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α2.100.530.051.133.03143.01.02
β0.940.050.000.851.03140.01.02
ϵ0.450.040.000.390.52503.01.00
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" - ], - "text/plain": [ - " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", - "α 2.10 0.53 0.05 1.13 3.03 143.0 1.02\n", - "β 0.94 0.05 0.00 0.85 1.03 140.0 1.02\n", - "ϵ 0.45 0.04 0.00 0.39 0.52 503.0 1.00" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "az.summary(trace_nuts_non_centered, var_names=['α', 'β', 'ϵ'])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α2.740.430.152.213.471.03.27
β0.880.040.010.810.931.03.14
ϵ0.450.030.000.400.51109.01.00
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" - ], - "text/plain": [ - " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", - "α 2.74 0.43 0.15 2.21 3.47 1.0 3.27\n", - "β 0.88 0.04 0.01 0.81 0.93 1.0 3.14\n", - "ϵ 0.45 0.03 0.00 0.40 0.51 109.0 1.00" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "az.summary(trace_mh_non_centered, var_names=['α', 'β', 'ϵ'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's standardize the variables and take samples again. We don't need to redefine the model, but we'll do so for clarities sake:" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "x_centered = (x - x.mean())/x.std()\n", - "y_centered = (y - y.mean())/y.std()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "with pm.Model() as model_g_centered:\n", - " α = pm.Normal('α', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - "\n", - " μ = pm.Deterministic('μ', α + β * x_centered)\n", - " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y_centered)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 2000/2000 [00:02<00:00, 770.39draws/s] " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 2.59 s, sys: 218 ms, total: 2.81 s\n", - "Wall time: 4.43 s\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "%%time\n", - "with model_g_centered:\n", - " trace_nuts_centered = pm.sample()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_pair(trace_nuts_centered, var_names=['α', 'β', 'ϵ']);" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Multiprocess sampling (2 chains in 2 jobs)\n", - "CompoundStep\n", - ">Metropolis: [ϵ]\n", - ">Metropolis: [β]\n", - ">Metropolis: [α]\n", - "Sampling 2 chains: 100%|██████████| 2000/2000 [00:01<00:00, 1409.95draws/s]\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 2.14 s, sys: 192 ms, total: 2.33 s\n", - "Wall time: 2.96 s\n" - ] - } - ], - "source": [ - "%%time\n", - "with model_g_centered:\n", - " step = pm.Metropolis()\n", - " trace_mh_centered = pm.sample(step=step)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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XXtRc9yOYvpMEvApCazyLHgMgNPvkPt8eFkpoty/jfeMBPKtfQ7WsQTdMKvgYhBBCDBFueZeUeZU11bIWc/MHCe/Thul8ORZb3jcURWNdscGuSIN6PTyObx2J8qgifD4tJiljFLkUDmsWvAc9Pf3vq6iAObuDx5P9e2yIn4GF6O/B39jccpsT6DrqCPjj7xRHHaHiAl0OpRSzd1PcfYfixusVo0bBmrXw7fM1j/5NR//AifwxPlmM2bQcbfoJ73JcUcag6ydiTTkIAO/CR4oyBiGEEENF5OLY7XckypIKO1dl2leDXT/R+amb4NxnW8OjjC96DPcPdmEN7dcfDmteeU3z3H/huf/C2+8Mr2uC+EsgKWMUg9HSAs0t0N3T/6e5BVpbB7ZcCXaJYeWpf2h+8zvn3984A665SmXUfF4pxaEHK377K8VBB0IoBHfP1dx5t8ay5OyeT97FfwMgPO0IqKgr2jhCs08GwLN4HoSDRRuHEEKIMhe9SpTPD2UtEujRteOwt9vd+Rk/p/d+ezgEMxP07DKHR8+u9g7o7u79fVuzEwAbruT7fzEYbkZXYwPsu3fvT021c/tAjy8Jdolh490FmtvudN4p3zgDzv6GkXXKcUOD4qYbFBecp1AKHnscrrxG09MjZ/i8CPXg+fAfAIRnnVjUoVg7fBq7egxG9zbMj14o6liEEEKUMTcbRj46lDe3DDWuVFG7mU3DoIxPpZyNcWj37HJ3f011b16bNfR3eVS/KsbhENsVeROI5BFUV0N9vYr+eNzTyQCPLwl2iWFh0yeaq3+kCYfh8M/AWWcOvK5eKcVppyh+cq3C54VXX4NLLtN0dcmn1lzzrPwPKtCOXbsd1qT9ijsYw0N45hcB8H4wr7hjEUIIUbaUZHYNDZFglnYbsrvc34d4ZhMQcwj3b1Cvhvjrdy++DQNMtyf/cAp2xTeoL84wsmMFUds+hnCg2CMRcdzMLn+SCYoHenxJsEsMeZalueGnmtY22Hk6XHm5ykkTyc98WnHn7YrqaljwHlx0iaa9vSxO9WXDsyhSwjjzhJJo8hqa4QS7zI9fRnVuKfJohBBClKfIZwVJhShvSTK7eoNdwyHy0b+MMZrZpfWQPsbdHlWG0bvLw8Nhl7vKcDZGY8MCzM0fYK57q9hDEXECkfijv6Lv7Ubk9CpljEIk8fCjTjCqsgJ+cm1mPboytftsxV23K2prYfEHcOEPNK2tZXC2LwOqbT3mmtcBCM08ocijcegRU7G2m4PSFp4lTxV7OEIIIcqSZHYNBb0lfHGZXZHfh8dshAmOYcPb++8h3KTejWWa5vDM7IpXFsGuyBfVqqelyCMR8dxgV4W/7+1uHH2gcXMJdokhbflyzf2/cs6+F35XMWFC7qcF3nUXxT13KhoaYNky+O73Ndu2lcEZv8R5Fj+OQhPe/lPo+onFHk6UG3jzLJ5XHn/ZhRBClJZozy75G1LW3GBW0jLG0oh8BIOatvbsfzKagClRzy6len8fwn27EpUxlsguL4h+ZYxyOhODEM3s8ie+f6CzfXoG9jQhSp9ta26+1enTdfBBcOzn8reunaYpfn43XHix5qOP4YILNXffDmPG5D64NixoG+9ipy9WeGZxG9PHC08/Bv38TzGblmNs/gB77MxiD0kIIUQ5iSZ2Ffnq0LYg0AaeCvBWFncs5chOltnldlQufuQjENC88trAmjvX1cKn9k3zIJ2gjBGnSb+ygqjOrWhfddKnq/ZNqO5t2Q8uS7pyJLp2bE6Xace8dM8wLGPs16Begl1igCxLE4okgcYHu9wyxoEmQkuwSwxZz/wLli5zZnW49OLc9OlKZcpkxS/udkoZ1651Al733AHbbScBr2yZa9/EaFuP9tUQ3unIYg+nr4o6wtMOx7v0aTyL5xGUYJcQQohsROsxint1aK75H6qnFYDw1EPAX5u/lYUDqI7NpHvNuqIBKuryN45cchuwG/GzMZpOu/YSaNDe3uEEugwFXm/6x4Ozh4JBaG8HrXWGn5/jHmN6wQpifrIIy1+DrhrZ/ym2hbnhncJESdQqwtOPyWn/10RljCUQ3yyYfpldQ7c9m8gzN6vLMMDr7XsuiZYxSrBLiF6dnZr77nfeFWd+XTFiRGECThMnRgJeF2vWb4ALvqe5+07YfqIEvLLhWRxpTL/z50ry2+bwzBPwLn0a74dPETzkh+BJMnWIEEII0Y/boL7IqRDBjug/jZY1ec1UNja9j9HxSdrHacOLtdOR/TKFSlLk6l7HZ3a5ZYyD6NmlOrdibF3a5xixt9ZgdnRgN0xCN0zKaDnd3c7/R41y+sxmwrY1/3neOUpDIfCl+ogTLWPsu2x75E6YGxc4v/S0QpJgl/v67BE7ZDS27GmMbR/3NsvPYbDLinnpw7JnVznOxiiyEgxqVqx0zgP55C4/vl8X9J5apIxRiBi/+6NmWzNMnAgnFbgKbtw4xS/ucQJeq9fAd76nuesOmDqlDD64lYJAO55lzwIQmlVaJYwua9L+2NVjMDo3Y370Atb0o4o9JCGEEOXCDWAUORVCxQRSjOZVaH+t0yMzD7MfK8v56l5XNKA9iZuyGB2foOwQWKHy+BIpWc8ut0G9HR5wAEC1rEF1xzXRNsOonk6MppVYWQa7KipSPy6WYSi8HqesKBhMF+xyX2FcGWP9BOxgO0bTSlSwK/F2iDn+7TG7Zj7AbGjbCXbFrS8ni468KNMAPRyDXXGKHbsXubd5M6zfULj11dT0vy0aR5dglxCODRs1j/7V+fd3z1f90iELYdQop4fX9y/RrFwJ371Qc+dtsNNOEvBKx7P0GZQVwBq5I/a42cUeTmKGSXjGF/C9+QDeD+ZJsEsIIUQWSqOMMX795qb3sQwPum58HlYVyeAZtRO6ZkzCh6hl/0LZ4UhT8zIIdiXr2RXN7BpEcCUSSLMbp6CrRzurqfLCsteyKo90g12VWSbJe70QCmeS0eHsV50gE097qwBQoa4kz03Q3D7nYsaV47ebW7KoDHCPgOEU7IoPbg2kL5wobe7x3FAP243L77qUcjJQE90OUsYoRNSDv9aEQrDXnnDA/sUbR2OjYu6dcPGlmg+Xwncv0txxK8zYVQJeqXgXRUoYZ55Y0mUMoZlfxPfmA5gfv4zq3BL9MCqEEEKkVOwYlyty9WCNn4O5IVJyFsnAyte6UjI8TiDHCgLJm5qXCqUT9+zCGHyDejfrTvvreoODVU4AUA0k2JVFZhc42Vxd3RBMF+xKNBujKxLsItSZ5LluoCyPwa7Yz5E5zuxyy6pid3+5Bru2Nmm6YmKStbXQ2JD6M3jsO7q2ezmNm9diViR7jsIeuWPG5beiNLilutXVTqueYhhsGWM+Q+lCFNzyFZpnn3P+fd6389+UPp26OsVdtyt2mwUdHfD9H2jeW1gqn3JLj2pagblpIVqZhHf9fLGHk5IesQPWdrujtIVnyVPFHo4QQohy4V50l0hHZ101CrtugvNL3tIz3KnrUlx6mJFgjpXnBjG5oHXMTITxZYyR1ziYBvU6wfaKzRjLMM1hoJldbuliMJjpMxJkdkVmYVSh7sTjTdLvK+cGWweVhPtWMQ3wROKb5Rjs6uzUvLvAmdTL/Xn7bQiF0kwmEXN3beBjVKg7xU8XRsvaPL8SkWvuPjaKeDntBpMHmtklwS4xpNz3gEZrOPwzsMvOpZEVVFOjuP0WxZ57QFcX/OCHmpdfkYBXIt5F8wCwdvg0ujpBLmuJCc08AQDP4nnSrEAIIUpMOKwT/hRf8RvU6z7rVtGgispXAC6TwIYZmS7QLodgV8x2UvGzMQ4+s6u3xC9mexkxBTkZNL8PhTThyMMGGuwKpQt2RYNyCe7zVDjj1xrC3QmeW4gyxpjMsVxndsUM370gD5dhsMsNaHpMGDvG2ZXu5AQpuacQrTF0CA1YE/chPPmAPj/WmBmRx5VGcF9kzj3G49sSFlI0VC1ljGK4e3eB5vX5zowo3zy7NAJdrqoqxa03w1U/csZ4xdWac86CM75G0bPPSoYVwrPk70BvEKnUhad/Fv38TzGblmNs/iCvM1kJIYTI3PIVmlWrE983eZJmejF7aOoS6NkVe+WgyE2fqdQrjPw3+XbXpte5txwyu2IDWUbc5VQOZmNMGByMveK0LZauMPkkxQSX7h72+cA0szvevZG4Y9rMrujxkiBgpRTaW4kKdqHaP0FXNkBFQ0wTnsIEuxJH4gYvNrPLXUU5Zna5pWqVlTB7N8XzL+isgnaK3gxGXTWyf2QkmuFYCl80iGzYBUq+TGmQPbsks0sMGQ/+xnkXHH9c8eqKU/H7FTffqKKzQ/7q15of/VjT3S0nfwBz1csYXU3YVSOxph5S7OFkpqKO8LQjAPAsfrzIgxFCCOHa2pT8vrVrnSnVi8ZNhilqRnB8ZldcACJfq0t11WQ4EZbyKGN0u5Or/q/JcGdjHEywK7qw6E1KKXRk2doKsWYtBILJf9xAVWND9quPljFm2KA+6X71OqWM5uYP8Kx+DbVtZcxT0zw3V/J0bEezXgzni3Yoz2CXe5i6ryHThuDRErdI7zqNkSQFaJDRinyRTLO0dMwxXizGIBMzJbNLDAnvvKtZ8J7zTdTXv1J6gS6Xx6P4/vcUO+6guf0uzfMvwLp1mptugHHjSnfcheBd9BgA4V2/0FvKUAbCM0/Au/RpvB8+SfCQS8tjunQhhCgUbWOuehXtq8aesGfBVute6O+7d9/pzN98C9o7YPkKaKjP8OJLwaiRzpdWuVH8Msa+mV2qt+9UvssYU2XZmG75XzkEu5zXo+P7dQGoHJQxJiv7VCZgYYV6l73v3smToxR9j/9M+SIfw9KVsvUGbBPvV7txCoYVhFA3ygqigp29cc9UWWE5lZ9gixU7G2PkMCjHGQnjG+1HW86leS29+9EJdlnJwgp56pk2aHY42idQJGYXKB6dymCPHgl2iSHhN79z3gLHHQtjxpR+0Oj44xSTJsHV12qWr4Bzvq25+krY71OlP/Z8UJ1bMT96AYDQrPIoYXRZk/bHrh6D0bkZ8+MXsHY6qthDEkKIkqG6m1GBNlSgjUJdB2qto72GKir6lnBNnKBZshQ2bHR+MjVyBOy5R27Gp0qhjLHQmV3pMoAA7V54lkNmlx0T6YjnZrcMqkF9kmCX4QErSCjgLNswoL4+958dMy9jTD3xgK4Zg1UzBrXtI8zNS/oeX4UqY8xTzy73pZuG0+8KyjSzK+5QyzS44L5+D877VavEYYXenmmlFuyyoYi9qMpBn1LdIsk0+JqMBLtE2Xt3gTOLiNcLXz29fIJFu89WPPBLuPIazbJlcMllmtNO0XzrHIXXWz6vIxc8S55EaQtr3Gz0yGnFHk52DJPwjC/ge/MBvIvnSbBLCCGKLBTqvVDzxiUKjx/vzI7cE8h8WS2t0NOTyxG6mV1FTAOJy+zKVxPvfutLFdiIlDGWRbDLLWOM79cF0VLDwW3LJNsrsmw3s8ubpyu52NkYY0t+TTO+/1eKBvWxEh1fmRwTuZDn2RhViZUxdnTojM9XSkE4EpONL2NMt7miwb5Izy47bVihyMGu+EzLwfTUGybsAsWjUxns21eCXaLs/fb3ztF/7OdgbBlkdcUaN1bxf3Ph3l9q/jYP/vwwLFioue4amDC+vF7LgGmNZ/HfAAjNOjHpw7Zt07z4Mixbrlm50ulHYRowYgQccrDi0IPz8+1mJkIzv4jvzQcwP34Z1bkFXT26KOMQQohS06chudYFqYdwS6+8HjDi5kw3DMUuu2S+rPZ2zetvQGgQSTr9RANNpZTZle8yxtTlbkC0hYEqgzJGlSqzS+UisyvS0D9JsCscdJYdH8xNKdiJCrQlvk+ZzizYkfXF9ux68eWY1Ruw796a2tr4K9A07+uEwdQCdb/OtAlVlmKzXkol2NXZqfnf/IE9N1rGmOXm8ijn/WqR5GDMdyA9U/HBrUHNljo8RPuyFbOM0T0eB/h8CXaJsvbhUs3b7zh/ZMopqyuW36+46ELFXntqbrpFs2QJnPVNzQ8vgcM/U56vKRvGpoWYTSvRpp/wzp/rd39np+ZPf9E8/Gjyb9Zfn6+5/U44+ijNmV9XjN+usNtNj9gBa7vdMTe+h2fJU4T2/kZB1y+EEGWqLxsTAAAgAElEQVRB272BgDxyS698OWjH4gYTwrmKv8ReQRY11hXfs6v4ZYzRfp1lkdnldm5OcDzncjbGeJFSsXAks8uT6ZWc1pirX03Z/N8etRP2qOmA895pbIDmlrjH2NDWBrW1ceNMl/qh3Kb9RShjjATiFDqnb7lSbFDfHfmcbBhQU536saFQ7+Pd5wCZtzhzAyFuGWOCLMfsFphn8XVwktmVlns8J5x3oEDcPxlSxiiGpT//xTlxHnG4kyVVzg45WDF9Ovz4es37i+DaH2veeltz4XcUFRXl/dpS8S5ysrrCOx0F/to+981/Q/PTmzVN25zfd54O++4LO01T1NZA2IIVK+C/zzu9z55+Bv71rOakEzXnfquw5aChmSc4wa7FjxHa68wiz9MrhBAlSNsUoklKIBLsyirrJQk3mGBrsCwdV8I1ELHBrmJmOsRdeEazkfJzAaiS9aCKHVE5ljEm7NnlHDSDmo0xSRmjNj0owA5lmdllBaOBLl01ou99oR5UqAuCndGblFLsvVffh723ULN5S2/T6thhps/scu+POeYzqJEKBJxWJWl7h6Wws6GYMJK8zcZYSmWM7iFXVwv77J16n3yyWbPw/d7fo5ldkd8zjHVFyxgtnSyzq0Qa1McFt5RtFXtEJa8UMruMQcZKJdglCse2MFe9jGfp03hWPg+hLjA82I1TCM88gdCML0BlY8aL27BR8/yLzr9PO2VoBBbGjVXMvQt+/VvNHx6CJ5+CRYs0N/wYJk8eGq+xj1AXnqVPAxDe7aTem0Oa+x7Q/OUR5/eJE+G8bykOOdj5ABZr/0/B176iWPyB5le/1rz5Fjz8qJP1d8OPobGxMNstPP2z6OdvwmxagfHJYuxxswqyXiGEKB+FubRwyxhzkdnl8ahoRkg43HtRO2A6YaSg8HRcplUk4KDyln2RRRmjNYjIRqFEIx2JZmOMCd7Y1sDSIpJlPam+PbsyzuwKO03qtOnFmrR/30W2rMXctDBl1hf0BkP6xowynK4tYc8ud0bL5M/dssWZPXUwNne4wa78lTG628bWzgQZ8Z9VkwmHNS2tzr/9PmLKQwc4pjS7Q7VvxPhkMSgTr393oPe6q18ZY7rZGN2eXSrSsytJg/qSyeyKf0HFLqssA6XUs0uCXaKkqZY1VPzzCswN7/S9wwpibl2G+eLP8L16D4HDryE8M7PZ+B55VGPbsO8+MG3HoRMI8ngU3zpHsecemutv1Hy8Cs45V3PV5fDpQ4fO6wTwLPsXKtiJXT8Ja+I+AHR1aa6+VvPGm85jTvwiXHCeSjvl+8wZijtvU7zyqub6n2reW+hstztvhUmTCrDdKuoITzsC79J/4Fk8j6AEu4QQoq8CXey4WSD+HM0q7/E4PbtCIfD7B7mwRA26iyIu+BSNZOQpNSWLnl1oG9Wxuf8VuzLQlSNKI3M60o9LJyxj7L28Mle/lvWVovZVxWSFJZiNkd4yxkwzu5QVmZHBTHAAZzgLZrScqE+8NsO+WwmnVEvfoN59L48ZDVOnpl5Fv+cG4N33QOv8zAaYqIwRoKsLPB5NT48mEEi+zkCQfllr++ylaWgY+PGtY8aUiGrbgIoEPn18QsJgV5abq7dBfYlndsVnWg6mp94wET3Gi3nKlWCXKHWeD57A/58fo0JdaG8VoVlfIrzzZ9F1E5xg16pX8C58BHPLEir+dSWhdW8ROOwa8FYkXWZrq+YpJyFoyGR1xdt7L8VvfgXX/sRJ4b76Wme2xm9/U+HxDI3X7JYwhmadCErR2qq59HLNB0uc6eJ/dJXikIOze60HHai47164/CrNunVw4cWaX8ylIH28wjNPwLv0H3g//AfBQ38InsFeFQkhRHlTCTI58s29ePTmKtjldYJd4VxcG5VMZlfkf9EL0fwEBPrJZDZGwFz3ZsKH2COnYY/eOdejyl6qnl1Kob1VqFBX8obwKaiemEZZ8UGkyPrcMsbMM7sib4oEn0u0G2S0U2fUGQnjVYNoUJ/BbIxuSXJNDdRlmfUU8EWa/GdcmJedvsGu3gzQ1153bq+uDtLZmfTpUT6fE4cJW9DdDQ0NgxhTukS7mICPQd/zcdZljG6Jm440qE+W2RUZTP6yRjMkmV1Zc4+nZMHTQpAyRlHSPAsfoeK5awEIT9yXwNE/RddP6POY8O6nEp59Mt759+H738/xLn4M1d1Mz+fvSTilM8C8vzvNyneaRr+eAkPJiBGKO2+D+x7Q/PlhZ7bGJR9qfnKtc185U9s+xlz/NloZhGd8kZYWzYUXa1Z+BHV1cMtNilkzB/Yap0xW/N/P4bvf16xaBRdepPnFPTAmz7N1WpP2w64Zh9GxCfOj57GmH5PX9QkhROkrfI+qXDaoB2dWx25yFOzqsz2GSWZXn2b4KR6nFPaonVDtm/rfZ4VQ4R4IDrKmLVdS9ewCrMkHoLpbEt6XirH5A6d/livJbIxuGaM30yu5SGmoTvQlXIYTAyS+6MysjDGaAdcn2JV6G8Lg3su9s7jlZ/IFOy6Latw42BRz6CrShgCpr4fZu8GSD2HL1oE34XalzeyK2QaGkSTYlWXTLo8KEwbspGGF0piNUclsjFlLdzwVgpQxipIVG+gK7vE1gp++PPkfNGUQ2u887O1mU/H4BXg+eh7/v68lcNQN/f6ABgKav81zjvjTTlUZ18WXK49HccF5ihm7an76M82C9+Csb2luvgF22aV8X7ub1WVNOZgWewzf/4ET6Bo5Eu68TbHD1MG9tsYGxV23w3e+p1m3Hn7wQ81990JVVR63mWESnvEFfG/ch3fRYxLsEkIIXbjgTleXpq3dKSOC3DSoh97smVAu+qaXTGZXXLArUeZNztYVu8zUf4PtUdMhMiNgLNW2HnPDgrR9pQpFperZBeDxo2vHZr/gpuXQ5yX23V7ujHdWONKzK+syxgRRI8PtlRZyjoskn6sTVyJGsqfSlmr2DzipDGZjDESGPZCS5Nhgl21rcvl+01r3y6KaNVMxa2bvYxob/TQ3d/V/csKxOguzBznEtJldOnlmlxnfsyvNWNy73dkY05cxFpnMxpi1tMdTIchsjKIUmR+/jP+56wAI7nkGwUMvy+idYk0+kJ5jb6fiye/hXfwYdt14Qvtf0Ocx/3wWmpth7Fg47NO5H3up+synFTtMhat+pFm1Gs7/nuaqK+Dwz5TIH5FsWCE8H/wdgPZpX+KiSzQrVsKIRph7p8pZj61RIxV33QHfPt/pfXb9jZobrwcjj8XnoZlOsMtc/SqqYzO6Zkze1iWEECVPFyazS2tngpJgTKBg0P21ItxgVzgn10aFL+tMzL2KifyWbaOegawLBt7pOJuZGm0L1bklvxezbqlhrlMe+jWkT9yg3g6Fwcgis8ttUJ8qswucPkZm4qBFwjLGTANI0cyumH2SwUyOucjsyroJVQZit8GgJ60gWfP/7KXNxIkZuGlolB1kVOdbmHaAuk1ghhT17Q20Mid9sMstcXNnY0waVojZvymCqXknszFmzU1+G8gcG7ky2Es2CXaJnFPNq6l4+hIUmtCskzIOdLmsaYcTOPxaKp67Ft/r92JNOQh7u90BsG3NXx5xTk2nnDR0eldlavJkpx/VtT/RvD4frv2xZtUqzVlnlleGm/nxixhdW7ErR3LZbw5h2XJobIS7cxjoco0bq/jp9fDdCzUvv+rMdHnOWfnbVrpxKtb4PTE3vINnyROE9jknb+sSQojSl6AhdR5YVm+gq7EBqqqgoT43y3YzxHKe2VXMMsakmV35LmMc2N/f3r5S6WtJjaaVGE3LB7SerCVptzFg/YJbiddnhS3wZZ7Z5Qa7Emd2mc56te2UO6YJdukEmV1pg5gJA07pm9tHM7sGELiOzezSOn7dgxMb7MpFvNNdhjXIYJeVLtgVm9mlLPzhbfjDzc7vFqiQoqKnE78xAc3olOuK79llq0wyuzTpizvzpF/PLsnsSie6j4t4iTnYWLUEu0RuhbqoeOI7qEAb1nZznEbzA/hgE559MqF1b+L98Ckq/nk5XV99DGjklVdh7VqnUeVxx+Z++OWgulrxs5/Cvb/UPPwo/OZ3sHqN5srLoKKiPAJebgnjS+2f5413vFRWwu23KKZOyc/4Z85QXHoJ3HiT5re/h52naw4+KJ/ZXV/E3PAO3sXzCO19dumkcAshRKEVKLMr9uJzrz3J6RdA0cyuodSgPr7XUl7LGGNf5wD3SzaZXZG+XtpXDZ7Kga0vA9r0YNdNSP/AbKTL7HIb1EeCXZlmdqlIz66EszHiBBNVOJAymJhyNsYMG9T36ZuUJm0kFOotFRxIsKs34KOcEEsOj+2+wa7Bn2tyltmVLjgR27NL2SicfRA06+kZPwvbtwal1lLfswxPaxfKm/y1+Ts11QEwvc6xlbRnV+y5WNsDz+4crH6zMUqwK534vnTFED3vSBmjKAX+l27FbFqBXT2KnuPvBs/Au8MGDrsac+0bGM2r8L1yJ5x4K39+2DmLn/CFPPdeKnGmqfjuBYqpUzS33qH57/OwcZPm1psY1JTFhaA6NmN+/BIAd710IqYB11+nmL5Tfsf92aMVy5ZpHv2bE/R68H6YMCE/6wxP/yz6+Z9ibPsIY+N72OPn5GU9QghR8gqUyRRNMCG3gS7IcbCrT4P6XCxvgArZs4vBZ3a52UbKTt1XCnr7U9mjdnJm/i5RW7Zounv63la1ReHp7t1ebesURPo5tbZadGw2qG7S2JGDMeO+dNEyxiSfyw0vEEBZwaSHZcoyxnT7NVF6RvTfia+k3awur2dgASXnPOBkEmnbDXnlRjQIkKNTTcJA4gBEW8klLWPsDfAoNEbk/W4ZfqhswG7wodRafOEWfFtbMK3kL7C6RdPYBUYkg9Yi2TVfXBljscSf28IBCPSd8EL3ePrdljHTl9V1bzgc2RZWEKNtPcoOD6IkVmHXjgN/7UAXkFBJBLsG+XwJdomcMVe9gve9vwAQOOZng+9VVFFP4OifUvnYOXjf/SNLGk/l/UVT8HrhSyeWdkCnUI47VjFhgtPHa8kSOP+7mjtuhXHjSnf7eD54HKVt3m3ag1UdO3D5pYr9PlWY8Z5/rmLJh5pFi+HqazW//AX4/XlYt7+G8E5H4V3yBN73HyUgwS4hxHAV15A6X5c6VvqJ3QYsb2WM5C/TLS0dV0IWzbzJY2bXYIKQffpKhRKX47nCbhZTjqbjzIPWVs2Chf1vH9FpUBXs/X1dt4pe7VVXhwm1ehjTDsoIo7SNxwR0+u0abVCfqGcXZDQjY8LZGDPou+XcnSC7J/4YjOP26xpM7z1FfvrRRTOocnS+MRMGErOXTWaX0jam0ZuZZ5iAr5r22ln0BLYQrgK7JkWJaYWm2wtVldASHIGlkrzf+pyUixfsUnFZi0b7Roz2jX1u09XVeDo7B7gCRXjKIeCvSfvQD5dq1q5z/l3XvYq6HqfsesIEGNE4sPOkat+ENfXgAT03mVJoUJ84yJ45CXaJ3Ohpxf+vqwAIzvkq1uQDcrJYa8qBhHY5Hu+HT+L591Uo/sDRRxqMGlm6wZxC22OO4v/mwkWXatashfO+o7nlZthpWgluI9vCevNRAB5f8yXO/LoTsCsUr1fxk2vhrG9qlq+AufdqLrkoP+sPzT4F75In8Cx9msChl0FFXV7WI4QQpa1QDeqd/5t5CHZ5It+2p8zssi1U+yYnEJOMryY6mx6AKmaWA/GZXW4DcZ2HJtIZlrqlooyYvlJpgl2RwI5OUrJXCnoisSef1+lZ6qppMajodv6tlWLs2N5tVltr0OXzUK8AuplU9Qz+FVlu06RljD5n76QIdiWcjTHjzK6YlBXbirxR3Zkcnee2tWs2bep9L7uzqg6kOX3fMUd6duUw0GLluHF34m2bvXSZXX0CPjHBLq3MaIAsUD2Zpp7JjB0NjeOT79f2dk1TN1SMhI4AGMk2b59AZ/H7FOqqERDugXCCY930oo3sp/F1M05VsB2dQbBra1Pvvw3tRHWDZj1bwvXZV+jYYYy2DajgADPSki02Js2wmJldJAqyZ0GCXSIn/C/ditG5GbtxCsGDL87psoOHXIKx4j9MYQHHbf8Ep5xyQk6XPxRMnqz45c/h4h9qVq1yMryuuwYOPKC0Al6bX36WHQLraAnWY+16NGd/o/DjGzNG8aOr4eJLNY//HfbbV3PQgbkfhz1+D6yRO2E2Lce75AlCe3w15+sQQoiSFxvgyuOFTtrynUFwM7t6emDbtsSvwdO6Gl/TB0mX4fc7X7hY4/fovbGYszHG1n1CgsybHE6/pfsGNQa8mAz6SqE1yg3YJMtiKgFusKS2Fmbv1rtdjI0GRqsbgFRM2Ln3vsZGL81N1ZgfV6NCXVmvU1eNTB6diU4AkCKzK0GClEqTndX7wJg3pruA6HOdMS1bBs0t/Z9aOYi2a4aKbVCfo/eb1tC5lcpgED+g2hK/dq06UW2tie/zVvXJADK0Bm2iM8jSSzc0SJLZFX/+1RrTcA5EjRHdv9FdmelEm9k8vqjBLue8oSvqscfsn/AhRmMjVnNz1os217yO6mrKOFrplugesB9Ut1h0roP3t46ly7cTO2ZbnaNtjLYNzvEd6gFvRZajTyzXkzAMVDSjdIDPl2CXGDRj/dvRhuM9R90I3tw2A9U1Y/hP6FyOUndw6e53YIw7CkgfNR9SQl3Oh4EUH9zGjFHcOxeuuVbz9jtw+VWaiy6EE79YGgGvTZtswi/8GmrhpZ7T+MFV1UWbQXLffRSnnqz5yyNw8y2a3/6a3GcLKkV491Mw/3sDnoV/ITTnK9KoXggxDBWmIXs+Z41ye3Z1dcPb7yZ+TH13D7U9EDarCRn9+6ZU2ZvZdbrtZBSUlLieXRAJCuR+rvlQSLHqYz3g693azR7McA8ddpBwReKFKCtI/WbnvhavB8PUbDeu9CbwcbME+/XoidkPOlHk1jCxdvh0RrNS9pNklsXY+5QVSt6zK2Gj6LgMwWTig6mx/4/c55YJjxsLFZHrddOA8eNTLzrtaiPLV1rn5AykOjbjW/8mIzvBFwJzQ5JgV2s1ZoYlcY1bNeNbvejRBzKYa5xoj6VEb9/42Qe1hancQLQRfU50Fss0Gyt+Is6U/caUijwhwz2gtTOjaqg7s8dnQHVHgli5DORHaGU474AMAqrhsI7uJ78fDKXx+0Fj0jOQl6sMtLcSFep2rheHWLArejxKGaMoCiuI/7nrAAjNOgl7wp45X8W2bZrr/vU1ph/0GFNqVhF8+zcED/huztdTcgIdeBc/hmfFcxjr33Z6nfhqsEfvTGi3kwlPP7pf8KuuVnH7LXDH3ZonnoQ77tKEw3DyScX9kNfervn19W/x0x0XEbR97HfBV/CmmOGlEL51juLtd5xyxhtv0tx+S25m1IkV2vXz+F66HbNpJcb6t7En7p3T5QshRMlLOHNb7uUzs6uuDsaM7i2rSqRKayo0dFSNI1C9S5/7OjvB0/Yi4XAHXisuSJHzksFsJQt25VBkeRs/UawcRLRhdLsXfxiaOkN0Jylt81gBxrWBrbxsCDmvqbMTZs0c+Hrzwc3s8sRfifU5gJPVoqnUgauBiJRuqa4mjK3LEz7E36ap7YGKdjC2KrRh9o94pKANE2VbvUEX3fdNa0V+3X5i7iZbUoaTtWTb5C6rKNyFbYOtfIT9NehkE2ZV16J1gi+ptYZAe5+SQgUYOoQZaCYnwa5EQ4rPOtI2pnIzu8x+z0m3tRL1LdNaJ/wiWyvDmYkz03NLd3PS43CwdD4yPqN94dLP8Oj2ojMM8HgUaBuv19lGYcuZhTTrayRvFYS6UaHunH2llM9JX7IiZYyimLxv/w6zaQW6spHAwT/Iyzr+Nk/TFfTxROfFfK/me3jf/i2hOac76dhDkW3hWfwYvlfvxuhq6nOXCnZgrn8bc/3b2C/dSuDIn2Dt+Jk+j/F4FJdeDPX1mj/8Ee75ucay4LRTinOi6uzU/OCHmm/X/hqA7ulfoGr0qKKMJZbPp7juGjjrW5o334JH/gqnnpzjlfhrCe9yLN5Ff8W78GECEuwSQuTBwoULmTt3LgsWLCAUCjFt2jTOOOMMjj/++IyXEQwGuf/++3nyySfZsGED9fX1HHrooXz/+99n9OjRAx9cgcoY85nZZRiK3WenecwmjdGisEea2KP7DuLlV3TMBXd8Ro4zW1zBxTeNV6o3+yLnwS5nXeGwAhNGNEJ1VfaLqWny4gtARX2IQHXix3gCQeo8YHn89NTAtubei8vBCAR0whI704CRI7P/sswNdvXP7IpZTgEPCzcAoHpaUT2JS+/8rZr6bqhSTrCrr0wGawBW9HhQcYGyXPfB6h1Vb53d6tWaj1cN7lRU02NT2wk93tGEG+dgTUr82lOWxMW9z6zud4FN6PhgeJZSBv37ZXZpTMOZNESr3jLGaLlqhqcBI65CNXFcJLuD2Q0Eao8fu3FKVs9NyfCi6yfmbnnR5cb0PEwjOvGCG7DXNqap8HqcDdndk8Usq+4ivFUomlChzpwFu/L5BVI2Ek6MkQUJdokBUx2b8c3/JQCBQ34IlQ05X0d3t2be351/7/blz2MtvR/zk0V4599H8DNX5nx9RRfspOLJ7+FZ/RoAduMUQrufRnjHw9D+OlTnZjzL/4134SMYHZuo/Pv5BHc/jeChl/XJ8lJK8a2zndTY3/0BfvF/mpYWzbe/qXKevZRKd7fmexe10b12JYce9iIahefgbxR1tvVYkycrvnsB3HaH5r4HNHvtATvtlOPsrt1Pxbvor3iW/4tA1xVQNSKnyxdCDG/z58/n7LPPxuv1cuyxx1JbW8uzzz7LJZdcwvr16zn33HPTLsO2bc477zxeeeUVdt99d4488kjWrFnDY489xmuvvcYjjzwy4IBXn9n9yjSzKyORC0mdoN7D43UaQIfD4Lf7X3AWI9aVqPws6+yLLNdl206wa+JEGDsm+xdtbPBitCmsMRZ6ROLnq7Ygpl+hK32YlU6wy0qfbJHWO+9CR5KKtB2nwg47ZLe85GWMMTcU8GDWtdthh7p6Z7JMwELTuRnwg67s7C0LgwxjXYYzV0G/zC7nye5bI5eTTBhG355dGzdBaHDxJCzLcmJVyqB+oHMPKdV3X3vSz4aZiZRB/37nHgtD2Ti3GtFjMesyxkz6z2e60OiCIseGtxI9clpmzymmAWR2uRMvqMgfL3+lCUHo6Ya6/pXwqbkthILZ9/JLxv2bmo9JX7KR7aETT4JdYsB8r96NCnVhjZtNeMbn87KOfzwDbW0wcQIcfpifzjEXU/nXs/C+9xdCe56Brp+Ql/UWRXczlY99G/OT99HeKoIHfJfQnNP7zDikK+oIjZxGaO+z8b16F763f4PvvT9jbPuIni/8Any9X3UqpTjnLOdk+sCDmof+DJ9s1lx5mZPVlG9dXZrLr9K8826Y6/f6HQDWjoehG6fmfd3Z+MLxMH8+vPwqXHe95sH7c9vbwx47E2vsLCdIu3geoX3OztmyhRDDWzgc5uqrr0YpxUMPPcSMGTMAuOCCCzj11FOZO3cuxxxzDFOmTEm5nHnz5vHKK69w7LHHcvvtt0dLFv72t79x5ZVXctttt/Gzn/1sgKMszGyMKct3CkEnj7Z5TKeUyrLp32spT/2x0krUWFy5mTf5KWO0bGdd/QI8mYp8HkrVVwrLuZLUHn+0RDDlLJoZ6o60Wquv681k6QlAd3fvzIrZyCizq5BRUNOLPXqXlA8J+zXN6yFUA3bDBsw+wa4MrohVXMpQ3HsmenGdy7dDpGeXOxuje8E8cwY01A9skWaTxrMNrHoD35RclVs6B6uOD0hlKXVmV/8yRkNZWPTN7IrenWZdicsYkz0628ZLmZfHloTIOJW20263+GCXO1utz6+cYNcA2jpqn5MqqwJtqI7N2S8g0TK7PaAbUEX7o+pwT4kpe8KlIMEuMSDGJ4vxLJ4HQODTV+TlZBQOax5+xDmyTzlZYZoKa9L+hCftj2fN//C9dg+Bzw70w3eJCXRQ+cgZmE3L0RUNdJ94P/a43ZI/3uMjeOgPsSbtT8U/LsKzdj6VfzuH7hPug4rer5mUUpzxNafXyM23ap77D2zYoLnhx05D+3zp6NBcernm/UUwsWELx058AjQE9z4rb+scKKUUl10KH3yoWb0Gfn6v5pKLc5zdNfsUzH8vwrvwEUJ7f6N8/ngLIUra66+/zpo1azjxxBOjgS6Ampoazj//fC666CIee+wxLr449SzJjz76KAA/+MEP+vTm+NKXvsSDDz7I008/zTXXXENNzQB6yfS5+snjbIwJLrwKKkXvIq8XbOVxEiv6NRYvUq5zorSM+GBEzlcZCXYNdB9FAgKpsl+Um5lk+qJBk1wEu9xNMnu33i/EVq/WLFuR8QRsfSTr2dWnKX2JfVaINiK3SFBrmMHnpviAQPTcYKC1zst72JmNsXcaSXdfVVZCVbJeW+mW2WFj+BV2lUmu3inKPRAGWcaYKADVe2f/rFIjcv7RmP1mY8w0k8bIJrMr4wb17pYtrfdAUqr3GEunX7Ar8lorKgxohy1bAZXZdjIUjBkDPq8b7GrHXPdmNiNPyt+tqQrOxq7YPifLG6hsD514ZXIEiZKiNf4XbkahCe1yHPb4OXlZzYsvwcZNzjcvnzum9/bgQc6Hds+SJzG2LMvLugtK21T883LMpuXY1WPoOvWh1IGuGNbUg+n+0q/R/nrMjQuofPxcCPf/ivGzxyhu+5mithY+WOL0qXrn3fx8wG5u0Vx0iRPoqqmB337rrxg6hLXdnLxMYJALDQ2Kq69wzqaPP+H0V8ml8C6fQ/tqMFrXYK7+X06XLYQYvt544w0ADjrooH73HXjggX0ek0wgEOC9995j6tSpTJjQP1v6wAMPJBgM8t577w1wlLGZXXns2eVmdhW5jDFhZpcHQGHZ9GlK7Twv7yNLIsEsem5ZVZ56dlna2TYDzdzR7oyBPS2obcIycDgAACAASURBVB8n/una6jzY7M3sykUZo50iNjiYYFfqMsbSmkGyT++c+GBXJmNNmtml8jbzmzMst4yxdzbGQSWrpMjiHChlRg7WgcyyGSNVhquy3VJrZ985JeaR25TKOtiVKL6fPrMrwxOenSDztJRlU8YYidVHg12R11pR5eyXbc2wdFlmP0uWwoqVQEUDdt0EdEV9bn5MH7YNXrujuDF3O4xBGKXDznujz09mJ3bJ7BJZM5f/G3P9W2hPBcGDU39bPFBaa/74J+eEeOIJCr+/92Rnj5tFaPoxeJf9E9+rd9HzxXvzMoZC8c6/D8/K/6BNLz2fn4sekV3jB3u72XSf/DsqH/k65oZ38T97jZPxFvcHYp+9Fb+6D666RrNiJVx4seaMr2nO/LpyZgPJgY8+0lx2pWbjJifV/+6fdTHqhT8CENz7GzlZR77ss7fitFM0f34Ybr5Fs+suMGpUjv7IeqsIzfgCvgUP4X3vz1hTDszNcoUQw9qqVasAmDx5cr/76uvraWxsZPXq1SmXsWbNGmzbTlrq6N6+atWqaAAtK4Xq2ZUgGFFI8c22Y3k8EFCmE+DoNxtjdtvEtjUbNybvO1RdBaNHZ7AREmZ2Rdp5Z1CKkw23b9ugy9TM3ibqZpIm6q5cljHaMfUzsYEYcxDBruQ9uxJE00pEbHBPG/2mkcxuAdAnaBQbkMxlGaNSTiDH7dllJ49JZy6Pwa5cNahPnNnl3ulxAgXajr43NWY0qzfbTBoV+YnEE5M8yB1QpmeWSMZZib0Hksoi8t0/s8s5KEePUWxvZT6hRiAALa2RWYKVymnyibF1Obp1KYYdLFrPLnPNfFTXVvwBzYSWyOyVy+LOM/t/Ne1yJNglshMO4n/5VgBCe30DXbtdXlYz/w1YvgIqK+BLJ/S/P3jA9/As/zeej57HWP829oS98jKOfDPWvoHvtbkABA6/Fnu7NNM9JWGP3pme4++i4rFv4f3wSewRUwntd16/x00Yr/jlL+COuzVPPwO//T289bbmskth6iD7Dvznec3Nt2i6u2HCeLjlJsW0LY9Cdwt2wySsHQ8f1PIL4ZtnK95+R7NsudO/687byH763yTCs0/Bt+AhzI+eR7WsRTcUNy1YCFH+Ojo6AKitTdzNtqamhk2bNqVcRnt7e/SxiVRXV/dZVzKNjY0Jb9fdtejI1HmqtgaV5HGD1d5hUV0dpr7eoLExy6mscsDeVgVUoxoaUQ19X+PIkWHClTX4fJXUVFeAp/fKXjXUo3yZT024dp3F6rWpL4gnTPRRnaZES7d0OPu2pg4jsk/s2jroAVVXi6rN3X7SnhB6WzVeXyXV1dWMHOmjsjL7v626rhZ8NjpBBnssZfpg7K5Uay/V1c6VY12dD9Mc2N/zcFhHlzNihC/6BWFnp3PMVVVlf8xVVgUJhTWjRnppbOy9mtS6Fd0R6b9aWRvdN65k77NC8HhsqqtD+LzQ0Giit7p9YhXGiPST79jb6sEMo+prUfWN2DVVENCoxkZ6jEaqq4MoYMQIf9plZaq2Nki4s4rKyipqa2upqqrG44URjV5qawd2FW931ECoGlXfkPZ8lun+0i3tNPn9mD7PoPZxdXUQy9Y0NPY9rgC00YWurgZ/DQSc83l1pQ/t91NZVR1db11dmOoWi5pak8bG5KGCmpoQnV029Q0eamrC2Brq6xO/t+3aGggoVH0dqjr969N2M7q9Gurq+70H8m0g218HG9A91VBbnXa8fn+I6mqb0aM9NDaa2NXV4IWaUSMZNTnzSayammxefyOE16tobPSlf0IWtD0a/claqio82HU1OV9++vVbaNUN1dV4vRq/P4xhQHV17Hk2s/O5BLtEVrzv/h6jdR129RiCeWy07WZ1ff54qK/vfzDrEVMJzzoR7/uP4nttLj1f/m3expI3oS4qnr3aKQed9SXCs740qMVZk/YncNg1VDx3Lf7X7kE3TiG882f7Pa6iQnHlZYp999bceodm0WI482zNKV92sryy7WHQ3Ky5/S7NCy86v+8xB274saK+qhvvMw8CENz3W7mdSzpPfD7FtVfDN8/TLHgPbr1dc8Vl9OlhM1D2qJ0ITz4Qz+pX8b77h6E5m6gQYthqbm5OeLvR2orR6UxjZ7e2YvsSP27w69d0dkJnJzQ3Fz69y2xvRXV3YrW1o3Xf19jdpenqCdJBNx1tGhUTrAm3NIM38w7n69c7r7OmBmrj4pNbtkDYgs2fdNLQkHobNKDp7OxE60qsyL4zO7tRPZ1Yzc3ocO4ublRHM0ZHB13dJp3eTtraOunpGeA+qszwi6L2TrR2thXAli2dfaoEshEK9S6ntbUzOqt1e4dzu8+b/THX2qLp6ob2Dvpk16u2dszIyrTlje4bcC7Ck73PCqGry3m9ARNa2rrwuBtFKcIZjMvs6ER1dWK1NKPtKsz2dlSom3BrG13aoLPTmcyhuTl3M8p1dWnC3QE6O7sw2lpob+8kbDmTX4XDA+zZ1daC0dmJ1d6J9iZ/3dnsr/aubgKBAMpsH9Q+bmvTdHZBext44oK7qrUZs7MTbXtR3c6+C3QZBAIBujyB6Ho7Isd1a2vq47q93XlcWxt0dTuludu2dSa8jjA7ulDByLklmP56QLW0YHZ2Ypsd2AU85gf6HmtZ0077ig56/C20Ld2W8rGtbc626u5ytq/Z3ooKBwi3tkEw8wBsT4+z/Xt6cv83T3V00dHRRbCrjWBnR+H/poa6o+eXzslHsfJjhQKmTOg7jkzCkmWSGyhKgercim/+LwEIHnxRn5n/cmnRYifQ4PHAKV9O/uYKfupctOHBs3Y+xsaB9hIpHt8rd2G0rsWu3Y7AoZfnZJnh2ScT3OtMAPz/vAJj48Kkjz3icMXvHlQcdKBz0v3TX+DEL2vue8Bma1P6NOOmJs2999mc8hUn0GWacObX4Y5bFfX1Cu97f8HoaoLGSYR3zc9snfkwebLiJ9c6vQue/if88U+5W3ZoL6eU07vob5CmBEMIIdJxs7Hc7Kx4HR0dSbO+XO79yTK3OiMfOAfUnB7oW7YylHt2JS9jND1OOU7CBvVZ9jHr7nb+v/0EmDVT9fmpqHDuy6xHVfIyxkz6zmTFbQyuBjkbY5aUUngi6xpM366+/aR6t1efHlZZCmcyG2OJ9Sty31u2pneyACDTDAudQRljrr8Xjfbsivyek3LnRDOZDpLhzU2D+pSvz31fG95+t8WWC2Zaxhh73KfdElk3qM9FvWnhrF1v0tEBbe0225pJ+WNZzvaqchN6o3+8sjv43TJIy3KyT3PK9KEBQweL8zfVnVXX9DnnGmWilelso9ifDEhml8iY77V7nKj82Fl5DV64WV1HH5V6xkBdN57wrsfjXTwP3xsP0POFn+dtTLlmrH8b77tOL6vAkT9xUopzJHjwJRjNq/B89AIVf7+A7q/8FV07NuFjx41T3Hyj4tXXND//P83/s3feYVJV5x//nHvvlO277C5diiCCSDUCVlDU2Ihi7zFGURM1FowpGg3RWH4WokajsRvBhg1Fo2hEBQUUQUUR6Sx9l91ly+y0e35/3JnZ2T59ZpfzeZ55dnbmzr1n5t577jnf+77fd/NmeP4FeGG25KCxkkkTBfv0hW7drBzy3bth7TpYslTyzbfgDZgsDtkP/vB7wZD9AvvLW49tqRXVpU+8FvTUp5TEw4Txgt9dDQ/8Q/LYvyX99oGJR8Y/qPH3PxR/yRD08tXYvn0F78GXJqC1CoVibyXop7Vx40YOPPDAJu9VV1dTWVnJmDFj2l1Hv3790DQt5P/VnODrbXl6dche4tnVnhmQzbA8cSyD+pYV0aKhPhD0kpXV8r2gcBKRh5Rs8sciZFCfaFHSErsk1t35WNMJY0HXLWEpHt+uUIW7Zs3W4hDSQtUYW4hd4dUYM0vsCjbHNGk60Yz0vG7ToF5r9HNL8MQ66NlFwLMrIaJ46FxPnDIX9OxqUcAiSsz2RMOgsKUZIXFKk9ZAXobFv0QqS4Xb/mka4IcvvwLRSiXB0j3Qu1BS0DeyvqU9D8RMxOcXGECfniZ9WlpotiA7u7Gqa3s3StrDMAS6LvEHfL6aV3aNB6nbkKZ1fKRD7BIBsQvD0WT7Usqos22U2KWICG3nDxjfvgqAe9Ifk9b5rFsv+Wyh1XGef07HB7Pn4EsxVr6BsfZDtPLVmCVDktKuhOJ14fzvn0Ppi/4BLatoxYWm03DivWS9eB56+Wqc827AdeYzze7CNeWwQwWHTIDPFsLsl6xKiku/hKVftn9RGn4AXHiB4NAJTe922pbPQnPtxizYB2P0mbCnfa+XTOT0qYLNmyWvvgYz7pD8szsMHRrnwFMIvAddjP7fP2H7+j94x14Eemrz4BUKRdfh4IMP5rHHHuOzzz7jpJNOavLewoULARg3bly763A4HIwcOZLly5ezZcuWFhUZFy5ciN1uZ9SoUbE1MkViV9ojuwgYPbdVjTEY2dWCyIUlKWUosiu7FZsvPSrxpaU6KIUlRiU8sisgdoFIuaOBYYDbk5jIrua7VhNN348UKWVk1RgzLAGnyaQzlra1ELsaJ/ntGqvHQZNqjGZj4YV4dMRkCDGhaoxxRna1JcwCTQ9koYE00QLimmxSBbTpujoiGKXkqbbOtdZwuwUVu6Eg0pV2MrHLa+o4gaICE0eP6A4uEUcUm8NupZC63a1fE2JGt1mRXaY3PZp7UOzS7U22b5rRRwZ3jiNIkV6kxP7xXZY4s/8JmH3GJm1Ts160OreJR0C/fh2fXbLbvvj3OxYA29InktauRGJf9CBa1UbM3B64J96UpI3k0DDlH0h7DvqWr7Av6jjqTdMERx4hePRhjZdeEEy7VDB2DPTvZ3mDFHeDwYPg8MPgd1cLZj0n+Nc/BYcfKpoIXbgqsS95HADPhCsRnSyqK5yrfiOYMN66iNz0Z8n2HfHf7fbtfxJmTgla7Q6MH99LQCsVCsXeyiGHHMI+++zD22+/zQ8//BB6vba2lkceeQTDMJg6tbHKy86dO1m7dm2LtMezzjoLgPvuuw8ZNhmZM2cOa9eu5cQTT4wjjTGMhEcMNZL2yK7WqhsGMGzWZNLXmuAShQDY0GB9T00QSlkMJygURCTshPZFWHuDSlSiRUlphiK7UpXCGCS4vaREdoWn9UVBu5UHMziNscmkU8bQtmZilwhLB/QnUeySaIFKga1X1YyaUDpg4hqrBcJypDTjOv/aEw1Dooqmh0R5ERTpwyO7IhS7wru8sWNg/MGtPw4YFkjjNq0tRfhNIlwuMwj6v+laDO2OQ9hzBGo5uCO3fYwMzYaU1vGhiUTf/IgAX2MaY3i/E8sQQkV2KTpEX/shRtkSpG7Hc8QNSdvO9u2SD+Zbz88/L/KLqGfcNIyf3sdYNQ/PodcgC/omqYXxo239GttXzwLgPuav4GjfSyUeZNEA3Mf+Dec712Nf8hj+3mPw7zsxos/26SO46AK46ILoBzP2xY8h3DX4S4Z0Kq+u1jAMwV//AldeJVm3Hq66RjLzPujbN44BqGHHO/p8HAv/gW3ZM/iGTcm4Aa1CoegcGIbB7bffzqWXXsp5553HySefTG5uLu+//z5lZWVce+21DBw4MLT8/fffz+uvv86dd97JaaedFnr91FNPZd68ebzzzjuUlZUxbtw4Nm/ezPvvv0+vXr2YPn167I1MVRpjuiO72kltMnRrMtmqCBXF6D0Y1ZWV1XrhlFBkV0Q/c2ueXUExIsGipCTk2ZVqsSuY2hOP2NVmZFdQ7IpyLti+2BVWmTHDxgbh51a00WxA6LsJ6beOvlB/0Bj1mOjjw2qzFdklw1TJhHh2JTBmJBjZJSVWdJcRW9R/+55d4ZFd1gIlJVBZBT16RO/Z1fgBKzU5P7/1tzVNsovgeRJpZFdsPlbpwDQlfmm1M2qxK/yamElil25DSg0wMfCQaslItBHZpcQuReLxuXEsuBuwzLVlfp8OPhA7L75shXUfNBaGRZEuZvYYHqpyZ//ySdyTb01aG+PC9OP4cIYVIXfAqRELT/Hg2/8EPGVLsa+YjfPdG6k/72Vk0YCkbU9Ul2Fbbjm6e468sVNcpDoiJ0fwf3fD766XlJXBb66WPHAfDNo39pGSd+TZ2Bc/hr7zB/TNS/D3G9/u8lJKqqph61bYtg22boPtOyTl5VBeAQ0u8PqsAUp+HhQUQEE+5BdAaYnlu9a/H/Ttm1qvFIVCkXwmTJjArFmzePDBB3n33Xfxer0MHjyY3/3ud/ziF5HdcNB1nUcffZTHH3+ct956i2eeeYaCggKmTp3KtddeS2lpaewNbDI6tZ6LyvVo5WuIfDbVCkLH7HFgyJMy7WJXO3fnbYHILimtiZHLZfXdUkJVrcRni+x3aGiw/rbm1wVRpjG2FtkVaLtWsxXpqet4HYYds9ugjq/1gcgu0hDZFRS74klj7CiyK9oJWHgKY3PRskkabIalcFlR/NaXjUns0sI84Zq4mycvjREaRUMzrNHxRXYlvrGaLjCFjib9mD4PWoxiV7tNCzf0EjrgxekUHDBMIvdrlASCR2RHEYuRHveGERD7TYj4hkdo5Zl1DrSG10voXNU1f3QxaeFKeTxiVxvpo/HgFzbAHfJ1SylK7FKkCttXz6BVl2Hm9sAz7rKkbaeySjL3Hev5hedHPxn3jJuGsXEhxnev4ZnwG2ROHAPzJGH88Bb6rlVIRx7uib9P2XY9k/6AvutH9K3LyHrzKurPeylplTQdn9yLML34+h2Cv/9hSdlGOujRXfDIg3DdjZK1a61Ir5tuhMlHxVo6vQjv8KnYV8zG9tXTrYpdO3ZKFi+BLxZLli2D2gjmHQBbW7zSeGXIyoL9h0iG7m8JykOHQu9erUcIKBSKzsPIkSN54omOU/nvuusu7rrrrlbfs9vtXHXVVVx11VWJbVwrkV1a9ZbGO7cx40XUbA2JXe161aSEtiu0BSd7YJmll5WBJzB/qMDEE+VovK0Cm0Fz78gM6lsJAQl4SApXFcJVFVFbpD0Xmd+7o6UCaYxaS0P2JBNKY0yGZ1cwbTRK4SfYllZ/iyYbybxrsyYsESSm4L8m1T5lk9eTlcYYiuwyGyO7BHGOe2QbB0QcaBpIYYD0I2MMQ5RStu9J1iSyq7Htui7whX0g0gDPdjK3m2B5FlrRdX5/hG5vobZGsnB68futvk3TwvzcIqWZ6BstjoAmWrEb1q1LbESuqLPELp0kKGkdEazGaNgRQiCQgVTk6FelxC5Fm4ia7dgXPwZYFf6SJZAAzJotcbth2FArsitazL4H4+89Bj2QJug5Mo6Ui2TgdWH/bCYAnvFXQFZR6rat22mYMpOs/5yBtnstzndusCpXtmNYHwvGj/MwfvovUuhWVFcXE1C6dRM8NBP+dLNk+Qq49a+SFSskV0wTZGdH/129Yy/CtuJFjPULEBVr8eTvyzffWuLWF4th/YamywsBJcXQuzf06gW9ekJpqaC4G+TkWIMJ04Q9NbCnGqr3QHW1ZMdO2LQJNm6yUmCWr7AewYFmQT4MHSoZNtQy4B+2PxQXd619p1Ao0keT3iQ4UjUtpcffazTS2UbuSztoe7ahVfzUREhrS5BIFaKdNEYhBFpAdVmzxpoc2WzQvRSKekj8rfhvtYWuW6lHbb0HURrUh2F22xep2xARqGWiZivCUwf+CO76S9koRqZ4/xgp8OyKNju3TXN6yOhqjBBonj/WNMawyK5mES3JNKgPenYFd2TcfYRsuxhFrGgamMKGjhvT5yMWTTh8n7Qe2dVoRt9C7AvrtyL17Aot38H71nFuLeX3mlGJXYn8jZOFz2e10/rNo01jDF43REznuzMQ5Vtbaz0SSWmdDQdg11If2RWexgiB8zhGkV2JXYo2sX96H8Lnwt97LL6hJ3X8gRipqJC89ob1/JJfidjutgiBZ9xlZL3xG2wrZltRaM6CxDY0DmxfPYNWtxMzvw/e0RekfPsyp5SGXzxE1ssXYaxfgGP+bbiP/VvCBlKidieOD2cA4B03DbP7sISsN9PIzxPMvA+efFry/Avw2huw4FPJtEvh+OOiSxGURQOo6zuZ3LL5rHz8X/xuwd24Ghrf1zTL1HPCeMH4cTBoX7Dbo91fjcv7/ZKNG+GHH+GHVZJVq2DNWksUW7zEegQnP91LJSNH1DBokBUFNvwAYhL0FAqFolXPrkDFMenIi8m7UtqrgTCBiTRHdkVwdz4nT4M9jUJHr55QUCAo6AkyJzGNDmaJReQh1Voao+FAFg+OKLlU89ZZYldESk8gsktoqTeoT6JnV3AIZUU6yYjHr5GLXZk30dcE+AkcPsEZaKSEVBSzZRpjkjy7hBXG1cSzK+4+IgmRXUIIK7ILYq7IGP6Ttip2hSvOzUX58MiuKLfX0WEvhEALNMjvk0RUtir0G2e+HYrPFxa1GnVp1vhEvdISGDQQPEkIvsrdbcfhgYIeaUhj9DUVuwhkUCuxS5EwtC3LsK16G4nAfdSfknp36T+zrKiu4QfAhPYrpLeLf+Ak/CX7o5f/iG35LLwTrkxcI+NA1O3CHqgU6Tni+phNJ+PF7DWShpPvx/nW1di+m4PM6Y7nsGviX7E0cXxwC6KhGn/3YXgmXBH/OjMYwxBcfplg9CjJ/TMlW7bCnXdLnnwajjtGMulIwb5tCFMej2TFN43RW1nVl/PixPkcZJ9HqX4ltUUDGD/OErgO/hnk5yfuvNN1q1377gsnnSBC7Vm7Dn5YBatWSX5YBRs2ws5dMP8jD/M/sj5rs8HoUZJDJggOmQD7xGPQr1Ao9jLCRqfBKmyBCIOYfR1Dqk7jpDCtkV1NTIZb7x9HjtTxBSK4NA0cjmhdoDsmupS9OMtXhnKdItiYlF3Ssyv8u/j91o2kYBGB9vB6W34+RJP9kXnX2uBut8RLHSEjF2ZCE3rT3+Kc8futHzkZBvUSLVAkwQy9FhdmkoQY3QAfmK494Ioi3DPYLI/EFuxa3S2PHeEL3FEVeivKbfSRXdEID7oBuMHnj9SgPtg/Rb6NdOH1AUKzLkvRhnnGKZxqmjW2TwbaNjtatcDU3ZjRVuGIBCHa/t5+y3FfBsQuTVgxc0rsUiQG04/jf3cA4BtxBmaP4Unb1M6dkjffsp5fekmMUV1BhMA77jL0edOxL3sO70G/BFt2YhoaB/ZFDyO89fh7jsQ35IS0tsU/6Gjck2/FOf9W7IsfxcwtxTfq3LjWaV/4IMb6T5C6DffxdzWq8F2c8eMEzz8Dr74Gz78g2bkT/jPLEm91Hfr3kxQVQV4uNLihogI2lzUaDAPo2gEsq5vE2JyPefqix7CdeVfAADY12O2CYUOt9OHgiKK+XrL6J9i4MYtlX9ez8nvYvgOWfglLv5Q8+DD07Ss5aiIcO1mwbxxG/QqFYi8gbPAvgnkIIRfliO7xt0S0DGFKb2RXeP5Q6xNgoRtkZbXSuARWPozboD4aAvtAmGYEcl36xa5ERHY1F0nC/6+stK6V0ZDTqjtIZkd2BX3hrMiuKNsXPGbce9Aq1wVeC0T8tG15FxfhkrIMpjHGuQ0RnnqWSAL2IkbFaozan6L+uOmV9KixmmVsbKdtQm/Z9iYRhdafiNMYIzgMdCOQxuiLshpjnAb1GzdKyrZEvnxurofa2sY2GgaMOLD97AYrsku3+oMUi11JRbeuz1r5T2jl0R+PHSIEZn4fsLWsuCKC6fFhaYygxC5FgjC+m4O+83vLSP2wa5O6rednSTxeGDUSfnZQ/OvzDfk55sIH0ao3Yfv2VbxjL4p/pXGglf+E8d2rAJYpfQb4L/hGnoW7bheOzx/G8eHfkNkl+Pc7NqZ1Gd+/iX2J5evmPmYGZsmQRDY147HbBeedA6dPhUWfw/sfSJZ/AzU1sG49sL7lZ4qLCUVv/ewgKKy/Cl74mG5b36a++sqkVsuMhOxswehRcNSkLE75RQNSSjZvhs8Xw6LPrci0sjJ4/gVL5NtvsGTqqYJjJ9P6RE6hUOzdNK/GaIalROixDUNl0HMyLKrEH1ZoLOVEUj6+rdcTKHZpYVE3HRNnZFfIsCoCFSlQjVEiUu7ZFRTXKnZb17BoEMIq4uJwNv4fTnh1wmAaUXYWDNkvgnVrUFTYyhvhP1AGjBmbE2yS3yT6CXpg8izcNQh3DdB4LgeP2YSnMQYiu6QJMhBVFPcxmKQUO5ezL5qnBr/mRxrR73vTL/FrgWi2tj5vOJE5JVC9ufG1Zn5RyYjs0jQNkxjErjhFoA2bokvxE5qkvll05vbttBs95fdZfZuugYhZ7Mq8dE2ZXQKVGxJ6jWq6AYlWXdb2+0KEsqFEVNe2piixS9GU+t04PnsAAM8hv4Xsbknb1PbtkrlvW8/jjuoKohl4Dv41zvm3YvvyabyjzklrpJH903sR0sQ3+FjMPglQ8xKEd8Jv0Gp3YPv2FZzzpuM+/i58+0cXdaavmY/jg1sAqxqmb/ipyWhqp8DhEBw1CY6aJJDSMoXfsAH27LGEL4fDErl69oQB/WlyrJt5w/ENnIixfgH2zx/BfeI9afserSGEoF8/6NcPzj5TUF8v+WIJfDDfSsX8aQ3cc6/kkUfhjNMlZ50hEpp+qVAoOjnhA2VpNkZjtZfC0BGtmFNlRGRXe+OYNlW4WJy+Wye6yK7gk/giuyKZfQgpMQMeT6mO7MoNRE/5/VBXH/3nN26C/QZbz1sTSYLVCYPVNZ1Oq3hMzISfE8maZMZBE1P+KFUjmdsDs3gw+NyNr+X1BMLEriQY1AfPy4REdsVZPa89fM4ebKcH/fqBvSD6RrrrJNu2g80A/+D2Py+F1hj11kxo0SIVuwJ/I2mpboioxK5QVcM4lEm/X4aErrGjIxNSCwttVAUK0W7fDpu30EL8ao5lUK9b649S7BKRXDvShMztjm/I8dFHq0WIaKhG1Gxvc/0ypyR0jsWT9K/ELkUTHB/fhWiowl8yBO+o85K6rWf/I/H5rOqLY0Yn7iT3HXAqbp0R2wAAIABJREFU5ucPo9Vux1j5Br6RZyVs3dGgb1xopfdpBu4jrk9LG9pECNyT/4Jo2IPx039xvnM97uoyvAdfGlGHa6yYjeOj2xHSxDvkeDyH/S4Fje4cCCHo2QN69oj8M55Dr8ZYvwBj1dt4D74UszRzI+SyswVHT4KjJwn27JG88y688ablXfbMc/DSK5Jzz4YLT9hIzk+vo2/5ClFdhqivQOaUIvP74BtwGL4DTg0NchUKRVcmXOySjRXB4qkIHPxsmNiVCZ5d7ZoMt3XnPpFpjIHNR1WNMRWeXUGD+jSkMebnCw47xPKGjQa3G75daf2W7VUK1DTrMAz6cBnxzqyaHEOZJ3aFm/JHHY2i2zBL92/1rWRFZlrt1az2JsKzq0nKcmI7mya/bQxE1Qe2V/Uz0pSxKLoQXRd4Ab8vUuEkuFzs88PgOa9pkVcZLyrSQttscEs2b6FDHz5vWGQXYB0jkV6I2qnimxEILWkXVZldjMwujmjZ0Kmm0hgV8aCv/wTbqrlIoeE+7vZQuHEy2LJVMu9d6/mllyRYzTbseA++FMfHd2Jf/C98B5yaelN404f947sA8I46N+2paa2iGTScdB/2T3pgX/Ycjs/uR9+4EPfRNyOLB7f6EVFfgX3BPdh+sIzWvCPOwj35lszMNe9EmD2G4x1yPLbV72FfOJOGUx9Jd5MiIj9fcO7ZcPaZ8Oln8PSzElv5Sg5eNZOi3YtaLC9qtkHNNvQtX2Jf9BC+/Y7DM/EmJXopFJ2cD+a78XolY0ZbkaxV1eDzWpeGEp/ZONiUZqOpfKx+XRDmF9WYQpcZkV3tXAvbnBgn3rMrolSPOEW2xlTSCDYmg20KVCxLMdnZguwoLVwbGqzfxzQbxYfWJvWaBvg7MJ2PhgwfTzWJ7ErgBL09QTEehAicYRLMhER2hYm7Cd5XUVVTbYWo+sAmYlfT/RitP1Ikv6cRSKuM3KA+/rsXQY9cpyO2zwf7jPoOIkKDkV2hY9f0Rx6iGDLiz+zzPu0EhWCVxqiIGU8djvm3AeAdexFmzxFJ3dyzz0n8fsu7aMSBiR+ZekechW3pk2g12zBWzonbhD1ajG9eRq9Yg3QWWumgmYqm45n0R8zC/jgW3IOxeTH681Px7X8CvuGn4+95oFVhpPwnjHUfYVv+IsJdjUTgOfRqvOOvyMjQ286I59BrMH76AGPd/9C2LMPsMzbdTYoYTRNMPLiS4+ruCgmhphQs2nk4W7udwMTT9iW3ewmibidaxRpsP8xFL1uKbfV7GBs+xX349dY5qo4lhaJT4vFCXZ1ViENosPL7xvf2R7Jvn8A/0mw0no0rsis81cu6i+5P0mQ5IiKZmLUZ2ZW4ZgS/e2RpjHGmz4RX1uuQ9Hl2xUpIOJSNX7GtyC5IoNgVTgamMTaJPkrgzkxWGqMmAKFZp5mZAM+uJKYxRpo+2BZR9YHhbW/2gUh7hKg8u/SgQX2UK49H7ApEdjmjL2wJWP57YF3ffD4ZEuyaYxW/0BqjEqP5YWQ7nYsiROjciOGzSuxSAGD/bCZazTbMgr54Dr06qdtat07y3vvW81//KkmTW5sT7/hpOD66Hfvix/ANPw2MGKX9aGmoxrHoIQDch14NzoLUbDcOfKPPwz/wSBwf34mx9iNsP8zF9sPcVpf1dx+Ge/JtmL1GpriVXRvZbSC+4VOxffcqjk/vw3X2fzqN+KNtW4Hz7evQarYB4Bp8Mo+tuZpnl/RFSvjnQph+veCoSX0we4/BN+JMtF2rcMy/DX3bCpwf/Q3vzu9xT741qRGlCoUiORQVCurqrElBKJ1LB58fXK7wW7EyLLIrDlUgXCgzfaDbGws8plXsauc7tdWfJ9APJeTZFbZKl0vy4+rG/RKkh+lBlkvqtgvqNkU/hXC6NPJrJB67n6rt7X8+t9ZErweMxBuQJ4vw48jXTvE90UzsSkfkWioJ7j9pgpnbA71+d3wpyQGSFdmFsERWqxBsAiO7khCJExKrY+wSouoDm7S/mdgVrUF9BL+nZgSqbkYd2RX7zgpFdsUodhmGwG63fL/qXZCf1/pyfj8BP8LgDxfFDgz9iErsag8Rw08bRIldCrStX2Nb/gIA7mNuA1uUsd5R8s9/Wd4Nk46EA4YlbzLvPfBMbEueQKvdju2bl1JWmdH+xSOW71nx4LT5hcWCLOhLwyn/RNu2Att3r2H8OA/hqbXes+fgG3AE/sHH4Bvy8/juyCvaxHPIVRir3kHfugzjx3n4hp6U7iZ1iPHdazjm34YwvZiF/Wg44R7MXqO4FJjwc8n/3SdZuw5uuU0y9VTJVVcKHA6BWToU1zmzsC17Dvsn/4ftuzmImm00THkQ7K3WY1coFBlKUZFG2Rar6lVw0t+jB2zZCma4R4tsDJOJa4IstEB+UmB9evupZskmUpNhqRlNUi8DryasHa0Z1G/dBrvKWy7rlBKjHmpMwZ4Y0qayPBpGPbg9fqo6+M1lvSTPD9KmkdWyynxGYk1crX0TPKZbExGCkUhBI+zEinmZG9nlN0EWDcSvO5AJKGaVLM8ua59pltiVCM8uMwJ/vhhpkiIaA1H1gU0iu5r96EkwqA9GRUXs2ZWANEZ3nJFdYEV3eTxQVQm61voP4g6c+5agZ0boYxhABq+HSuxqlziiHtWMdW/H78HxwS0IJN4DTsXf/7Ckbm7JUsniJZaB5xXTkjwiNex4JlyJc/6t2L94FO8Bp4IzP6mbFLvXYVs+CwDPpD90SlHI7DUKd69RuCf/Bfwe64JjODrld+lsyLweeMZPw7HwH9g/+T98g45KuvgcD7Yvn8bxiVU90rffcTQcdzs4Gm99HThc8OTj8OTTkudfgNffgJXfS/7+N+jZw6rE5j3oYsyi/jjfvgFj4yKyXr8c12mPZ/T3VigUTXE4rOu519s46c/Ntf76TTBNiaaJpp5dcUZxSmEgpLdRPMuIyK4ONt7a+8mI7AqbawXNlXv1hNLSxteL3RrureApFHiKYthWvU7WDvA7THr1bn9Ze4XEvgcoFeQUdo6IZQiYz5vBNKXWvZCCwkLCDOoznKaeXQJZ0Kfd5SMlmWmMEhIY2ZW8ShjxGtRH1QeGL9TsB0mGZ1eob4qwGmNw4/GIisG+L1bPLoCsLMuD8sefgJ/aX1bXg2JXNGmM6ays0nlQaYyKmLEvehi9Yi1mVjfcE3+f1G35/ZJ/PmodpqedCn37Jn/A4zvwNMxlz6HtXot9yWN4jrwxqdtzLLgbYfrw7Tsp6cJh0tF00DrJLdguhPegX2H7bg5adRn2JY/jOezadDepVeyLHsb+xT8B8PzsEjxHTG91xGMYgssvE4weJfnbHZLVq+GyKyR3zICRIwJ3+vY9CteZz5A159foW77C+cZvaTj1UbDFcTtOoVCkDEegBozH03iXOzvbGqAKaeLzgd2O5dllJsCzC6xrlOkNiWfpjOyKuAyapkOLm/6Jj+wCa8yl6yI04SspgR7dG3+cgjpBXZ3ALBaYJdH/aKJOR28QSIdJfvf2P6+ZoAmBmaeROGkv+Rg6eMxG8bC13Rv8zb2+pv8nhAz27PL6wOtNXPv8ybIuCnh2IUmQZ1fyxIngsbNjh5V+HC21VjJG9JFdzdKvI/UOiybTUA+kMXo8kh07O/5u2VV+NJ+kvlxgOmI7zuoDfZ8jjqFkr55QWdmxD2J2NmRlB46zqCK7lNgVCSqNURET+qbF2JY+AYD7mFshK4Zbe1Hw7nuwdh3k5cHFF6VoNKoZuI+cTtYbV2L7+nmrMmJB36RsSl//Kcb6T5CakXThUNGFMRy4J95E1ltXY/vyKbxDpyCLB6W7VU2wLX0yJHS5D78e77jLOvzM+HGCJx6DP/xZsmYtXHOd5C83w9GTrL7A7DUS12n/JmvOrzE2f4Fz3nQapvwj8TkNCoUi4djt1nns9jRGdtntAYEL2ThRkAny7Ar7vJB+a36Rzsgu4onsSlwrwr+7aVqT56DYld3i3lU0SUgtkcEJckQTu3QqkbHT3Hy+vciuIF09jTH4m6xZaz2Stf5EIYKeXSQ4sisJHU0wKrC8wnrEii2ioNlwsSs2z65oCKYxuhsk33zb8fK9qiW6CTuqBd44z6msOMSu4mLBEYdHtqy2VgcvUXp2KbErEuKJelRi196KqwrHezdZ6YsHnoF/v+OSurn6esm/n7SO0IsvEuTnp27A4x84EV+/CRibvsD+6X24T34g8RvxunB89Dfr6ejzkUUDE78NxV6Df9BkfAOPxFj/Cc73/4zr7BcyRvQxvnkJx6f3ApELXUF69hQ8+jDccafk40/gthkSdwOccHxA8Oo9GtfUf5E151KMtR9i//Q+PEo4VigyHueuJXSrq8XmBocPTHScDMJuz0VghtLALIP6YAhHnEPQoNgSWJ8/iiiDhBPphMWWDZ466yOGA+Fzk0hBQ9MEmpCY0opE0DQZirRr4VsT2KyM9QfTmv7+7SKDPkedU+wKHr+t7d7mmkdXT2MsKbYij2JNtWuPrKzG9OdEYQmUQc8uCTKQUh0jIX++JBiKDxxgCVVmHOGPQkCfDtKKAWRY8SzpLGy2ksDrCTSoz80TFBWC0CW0YfTeZHmPiZCQn6/hj+OcysuDnJwU9TuBDkJIM+JeXUQaFbyXE7x0+LxWdCBErjd38S5Z0SpS4nz/ZrTaHZhFA3Af9cekb3L2S5KK3VYHfNqpSd9cU4TAM/Em9P+cjm31e/jWT8U/8MiEbsK+6EG06s2YuT3xHHJVQtet2AsRAvcxf0V/dgr6thVWVOJBF6e7VRir3sEx/68AeMZNi0roCpKVJfjrrXDv/ZK578Add0lcDXDaqQHBq+/BuH/+d5zzpmP/6mnMogGdqtCDQrE3YndtJdtTBx4IBhXYawQ220iQjSleQvqRgcguqcVZeTUktgTWF/T8Scd9gQgnLP5eoxH15aDbEXu2IKrLEurZBQGfKb8ldgUj6gy9MfqukfgiuxrFxgjaH82sOIMIHkvteXY1n3B1lmqTsdKzp6BHj+REnIlkiKHhnl0AyPi2E4rsSvyOzs4WDNkv4attFZnXA9/gY6zIzGYeqcFfp6O9HM1ZLYRG376C3oVg9uz4E/pqiTAF/ffVoEXflaEE+/+o+nQldkVC8JT9fhWwqvH1s87o+LPql90LsX31DMbaD5G6jYYT7026EfSuXZJZL1rPr7xcYLOlvtMyS4eGqjE6Pvxr6M5qItC2rcC27DkgkA7qSPBtKcVeiczrGUqHtX82E7F7fVrbo6/9H453rWhQz6hz4/IS03XB76cLzjzd+v/+mZJZLzYOq3xDT8IdEI0dH92Otu2buNquUCiSi9FvFJXZw6nMHk69vQ+GDprfjd1O08guKcGfKM+uwOdNP1LKxolXGiO7OjRTNuzI/N7InBKCU0SRYF+mkBG0GWbQ3Jr9ZnC7MUd2BaMYoklj7FzTjuZiVySRXfpeEEYghEjKIxloQc8ugqepTJBnVycRYNrDcLQ6BxRRql2R/BShqM4IhSDRGdP7gm2NJjTPbMcQUBGitKSlqBrpGah+2b0MbctX2D+9DwD3pD9h9hie9G0+/oTE7YYRB8LExAZURYXnkKsw83uj7dmKfdFDiVmptx7nf/+EkCbeoVPw7zspMetVKADfgWfg638owu/G+e6NVnXMNKBvWozz7WsR0o932BQ8R98c90BPCME1VwkuusD6/5F/SZ582gx5angn/Abf4GMRphfn29eCqzLer6FQKJKEXjoId/YA6hwDqLf1xDBA+L04bNb53JjGCCJBnl0y+HnpazK3yGjPrnAinlFGR1Cg2bIFtmy1nrf06wrfbpyRXZFMXkPCWmybShfN0xgjiewyEhDwIx1W5XCZn5hKh3szlje9CEV2CcxW92PEBMVd0XVD+JLh2dUY9RRdNcZOJQKF2hqNZ1fwe3bd4ykR9OsnmHw0HBP2mHx0ZJ/tREeQIl5E7U6cb19nTViHnoxv5NlJ3+Y330re/a/1/KrfJO/OTUTYc3BPvhUA27Ln0Dd9EfcqHR/dgbZ7HWZOSUrSQRV7GULgPu7vSGcB+o6V2Bc9nPImaFuX43zzNwi/B9+gybh//veEDT6EEEy7VOPyy6x+4eln4eFHpSV4CUHDz+/ALOyHVrMN57s3JTzdR6FQJA57oCKjqTms6Ba/B7u9pdiFJ1AyLIGeXeHzp/REdsUQJRXsR/1e8LkT9nDobjTTzdbNbsp3WM9zHK3cKIlXgAq/DnTo29W50xhDrY8ksisBc1Z//0PxDZyIzO0e/8r2ckQTzy5AyviGMHuDx1KEZuDRdXtRiPvhY73OFEEXvCZF02cHqxN3pu+ZJmKNBt0Lgm0VAPjcON+6Gq1uF/7iwbiPuS3pJ5bPJ7lvptWpnXwiDD8g/Seyf+CReIefhm3lazjm3YjrgjkxDyaM79/EtvI1pNBwn3Bv0qtZKvZOZF4PGo6ZQdbbv8O29An8/Q/B3++QlGxb2/UjWa9fjvDW4+t3CA0n3Rf/BLUVLjxf4HTCPx6SvPQyNLgkN1wHmiOPhin/IGvWORgbPsW25HG8469I+PYVCkX82O1WqXdT2C2Tbr8Hu9OknqZl20UgjVEacZTIglBfJEwz7ZFdwow92kOr3IBWuSFhbRlhSKr0xomopkGpB0TlCGRR/7Al4xSgwiPzpB9o57t3xigNWh5LrUZ2JaMao6YrS4wEYaUxWsZdVmSXjDOyK8KU5U6MFqEuFZXYFVpntGJX5/mdpRAIQN+xEnasjO6zGVKEqiuixK69ASlxzL8Nffs3SGcBDac8AvacpG/2tTdg7VrIz4crpqVf6AriPvpmtB3foZevxjlvOq7TnwQ9OqNcbfu3OD6cAYBnwm/w9xufjKYqFAD4hxyH98DTsX03B+fca6k/dzay275J3aYsX4tzzq8R7j34e4+h4ZSHLX+HJHHm6YIsJ9x9r+TNueD1Sv7we6B0KO7Jf8H5/p+xL3oIs9do/P0mJK0dCoUiNoKRXX5hs9IYTR92myUC1dXB4u1jsfmqrGX0bFyVecSTwpdXp5HjktSVeakO2M5Y89o0jDdiEHNkTimyuqwxrTNB5OQIcloZ4pmu3U3FrnhN45tEdpntal2Nk9fMGQtGQnPhqtXIrmbLdHWD+s5GyEZJCqQpKaldQn65ht6Bf7DMKcUsHdLKO10/sivSNMboeu9YI7s6z+8s83pCfUXUWQhStyGzi5PUKoUSu/YCbF88gu37N5BCp+HkB5CF+yR9m+Xlkieesjq0yy8TFBZm0ADHlkXDlJlk/+cM9LKlOOdeQ8NJ94OtVVOLFojd68h6bZoV7dL/UBVpokgJ7qNuRqtYi75tOVmvX47r3BeTdnEUe7bge+WXaPUV+EuH4Tr1X0kvZAFw8kkChxNuv0My7z0QmuSm6eA78DS8W74KRGROx3XBayq9Q6HIMHr1hJoaENgoyLKu+XlONzuxJk27fT1A9LQWNoH6+LanNRgYbmjAjyswxGhN5EkN0ZtWy9zu+If8PEntaURUbkTf8V0rqYZxGtRjRSMI09/oY9RWG0JPMmgsGAF6BJFd4V9J19MktiraJLg3fHo2kjrs/j3YvCAa2t9PoqEK/B6kI6/p6/W7A086jwgTNZGKXVFFdkVRqbBJXnrn+Z1lYT98hf3S3QxFM5TY1cUxvpuD43PL58d99M0pSX+SUnLvA5L6ehg2DKaclPRNRo0sGkjDyQ/gfOsajHUfk/Xqr3Cd8ghkd2v3c9qOlTjfuhrRUIW/xwgapjyYlPLDCkULbE5cp/yT7NnnoFVvxvnaNFxnPAXOgoRuRlRuJGvOJbBnK2a3fXGd/gQ48xO6jfY4drIVBj7jDsk780ATkhtvAPfRt6Dt/B591yorIvOMp5KSUqlQKGKje3dB9+4AAv0nO/g9ODQ3++8PHq+g576JFQGMKh17BfhyfXhKLbElLxcw0yA2BIWkTBwPBNokmk8y443sgsBE1N/xBDbeyo9povnubG3eHS6IqaiuzCN4yFXkH4LMqqLcA7ml4O/T9rEoGqrRKn5Cq9rY9oq78Pgj2tIZUXl2RZPG2Mn6C0Vm0nXPVAX6+k9xfGAZsnvGXY5v1Dkp2e5HH8NnC8Ew4I83CrS4kuOTh3/gkbjOeIqsN65E37aCnGdPxn30zfiGnNCyg3XXYl/8KLavnkVIvyUCnPZYStJBFYoQ2d1wTX2MrJcuQN/5PVlzLrXScBMkRmnlq3HO+TVaXTl0G2ituwMBOBkcM1lgSrj975K57wBCcuP1DhpOvj8UkWn//J94DvtdytumUCgiQLfELnxu7DaB3S5wJjjCW0gDvUGA3AY7t1kv7kzoJmIgA6MQQhEViY/ssjzKvBEY1HfONMZIPLvCBbBEVGJUJJZQHQjhwOPoQYMNZA7IvLaPRZnXA2k4EHW7Wl9A0zGb+N91LSIuFBtNHmNgR0TUA+wFvmiK1KHEri6KtmMlzrevtSovDvtFyiaF1dWSB/5h9X4Xng/7JvhObqIx+4yl/pwXcL5zg+Xh9c4N+Jc+iW/wZMziwQhPPfrWZRir3kF4rZwL7/4n4j7qz8qQXpEWZLeBNJzxNFmvXoy+4zuy5lxCwymPxJ3WZ6x6B8f82xCeWvwlQ3Bc8irSF52XXSI57hjLUPb2OyVz37YivG64bgDuY2fgnDcd2+LH8Pf5Gf4Bh6WtjQqFog0MO3gAvxtIzqRFZhUhNSPhnlcxIzRkdgaOC0JVK5MQ2RVQg4T0tz/v7aSRXc0jtVorfqAiuzKbcN3GjEJzlUX9mxV02HuI2LMrJoP6aNIYldiliB8ldnVBRHUZztevCFVQcx/3t5QMMKSU3P8PSVUVDBxgVVjrDMjiwbjOfwXbkn9jX/wY+s7v0Xd+32I5s9sg3EfcgH/QUWlopULRiFk6BNcZT5P16q/Qd6wka9ZZNJzyT8wew6NfmbsWx8d3Ylv5GgD+Pgfh+sXDOPO6Q2VlglseHccda0V43XGnZVovNMkN156IvnkJtm9fxvHu73Fd+Lry71IoMgyp2y2zeJ878EoSxgPOfPz7HRtBVFGK0PTM9JcJ5uK15asVz64JCWkd7YPOOXlt7tnV2lDaGVZUNCsy61dFCtHCrKJCFUo7x/QkbQSPczPdBvWdTBxXZCZK7OpiiJrtZL36K7T6cvwl+1ueUro9Jdv+YD58+JE1OPjjTVbaQqdBt+M95Lf4Rp6Nvu5jjHUfI1y7kfZcZG4PvAecgtnnINXxKjIGs3R/6s99kaw3foO2ey1ZL56H92eX4Bl3WcRm8vq6j3HM/yta7XYkAu/4y/Ec8tuM8qI4/jiBNOHvd0veeNOK8Lrut39A27YCvfxH5d+lUGQiwXFHUOxK1rVTaC0VCUUTQiXtmwtSCYnsCgppXdSzq3kaYyuHWmkpHDQGvD7oloGBfXs74cKN2fULKSaESCO7mi/f/kJB1TEasUvtKEX8qNlBF0LU7bKEruoyzIJ+NJz2ODhyU7Lt7dsl9820OrCLfyk4YFjnGtAEkTkl+EacgW/EGeluikLRIbKwH/Xnzsb57k0Y6/6HffG/MFa+jvdnl+A98PTWPeWkRN+4CNuSxzHKlgBgFuyD+7jb8e8zLsXfIDJOOF4gJdx5j+S1N0DTHFx7/v3kzDoz4N/1MJ7Drk13MxUKRZCA2CV8DYEXOueYoEuQdM+u1tbdfFPRxYBkCs3TElv7qYQQdEu9taUiQsL9p4KHodLH2ycSzy4Z9TkdjYIW7JvUjlLEjxK7ugquSpyvXoJWuQEzrxeuM59KWWqP3y+5/U5JXR0cONzy6lIoFCnCkUfDKf9EXzMfx4K70fZswfHxndgXPYS/3wT83Q9AZhUifG608p/QN3yGVme5OEvNwDvmQjyHXg22zM6/OPEEgQTuukfy6msgxACuP+Y2st79PfbFj+EvPQD/kOPS3EqFQgFWGiOAcAVSodWkJX0k0bNLCs36dPN1t1wysKnOdRw0r8aYicU2Fe0TjMYzTRXZFSmRRHaFvxdZZFfkaYxCpTEqEogSu7oCDXvImvNr9Io1mDndcZ35DDK/T8o2P/slWL7C8iq45U8Cw1Cdk0KRUoTAv9+x1A84AuP7N7Avew6tcj3GmvkYa+a3WFzasvGOOAPvQRcj83qlocGxcdIJVkrjXf8neWUOCHES08d8i/3r53G+9wdcRf0wS4emu5kKxV6PzCps+n+CKsYqYiDMRL4JMgEVEgPqj1a9Cena3fZyXldgU51rfNjCoL5zNV8RhhkW2aV2Y2REGrsVldgVkUG9UiUViUOJXZ0dbz1Zr09D3/kDZlY3XGc+jSzsl7LN/7ha8sRTVnd47TWCPn3UJUShSBs2J75R5+AbeRba1q/Rt3+LtvN7hLcBaTiROaX4BxyKv8/PwHCku7UxcfJJlmn9PfdKXn4VXPXT+cvANdg2f47zzd9Sf94rkK1yShSKtJJVhG/wMeD3Wv+3llKtSA0iMNQPOnQ3j7CIR4AyLHd24apCuKo6XFymyEM2UURiUK/IbEI+axL8Ab1XRei1T/hxLqVEtHLgR5+ZHEUao+yckaCKzESJXZ0Z04fz7evRt61AOgpoOOMpZLd9U7b5hgbJjNslPh9MPBJOPD5lm1YoFO0hNMw+B1lFFbogvzhZoGmW4DV3noH78Hu5c8A56Hs2k/X2tbhOfxJ0W7qbqVDs3RiOTiuqdynCXdWl2ZjWmADM4v2QtuyOPbvAEjwdeQnbdipobkivxK7OR3hKXqgmqNqP7dJU7Gr9uE9mGqOqxqhIJErs6qxIieODWzHWL0AaTlxTH8Us3T9lmzdNyd/vlmzcBMXFcOP1olXlX6FQKJLByScK8vPgthmS9z8rxHA9zO0DzkMvW4rj47/jnnxrupuoUCgU6Sdc3DL9YRUUExHZZUd2Gxj75zOc5mJX87RGReYTErtojOxSAUPt01zsimb5tpCBH1146tBbsddogjJXUyTCA2q9AAAgAElEQVQQdRR1RkwfjvdvxrbyNaTQaDjpfszeY1LahKeekXz0PzAMuO0WQWGhEroUCkVqOfIIwf33CnJyYN5Xg7l7zd1IBLYVL2Jb+kS6m6dQKBTpR4iwGX94BFb8BvVdnUiqMSoym/B95gpax6WnKZ2GSMSuqNMYbdkh8Ur43O0/TCv9XTqU16MiflRkV2fD58b5zg0Yaz9ECh33z2/HP+iolDbhvfclzzxnPf/9DYIxo9VlQ6FQpIfRowQP/wOm/17y0oqjKOYGpvW/F8en9yHtOfhGnZvuJioUCkVakUJHSF9Tc+hERHZ1cex2S/Dy+8FmWDd4FZ0Lm01Q3E1SEaifkJMNubnpbVOmE63YFVEXYjjwDZoMvobIG2FXO0oRP6rb7ky4a8h687foZUuRup2Gk+7HP3hySpuw6HPJnXdbPdwF58GJJ6hBkkKhSC/7DRY88jBMv0nyyIpfYXj3cMngx3F+OIMGzYZvxBnpbqJCoVCkj2A6kNkyskuqOJc2MQzBIeMldfWQmwOaMnvqlIwdo/ZbNESfxhjh72vYrYdCkUJUGmMnQdRXkPXKLy2hy56D67R/p1zo+nq55OZbJX4//PxYmHapungoFIrMoE9vwb8fFRx5BDz4/TXMWncBAM4PbsG27Nk0t06hUCjSiBasyBgmdoWyGNVYrj2ysgQlxQKnU/1Oir2DcPEqYWmMCkWaUGJXJ0BUbyHrxfPQd/6AmV2M66znMPcZl9I2fPud5KY/STweOOxQ+ONNQt3hUigUGUVuruCOGYLfXKFx3/d/4Nk1vwLA8fFd2BfObJrCo1AoFHsLQa+c8MiuUH+oxnIKhaIpkfYKqvdQZDpK7MpwtPLVZL14HlrVJsz83rjO/g9m9wNS2oblKyTX3yipr4cxo2HGrQLDUN2bQqHIPIQQnHeOYOb9Gs9uu4GHf7gaAPvix3C8fQN4I/SLUCgUiq5CqAKj8uxSKBQdE6pp0UFkl+o+FJmOErsyGH3DQrJeugCtbif+4sG4zp6FLBqQ0jYsWSqZfpPE5YKDxsI9dwocDtWzKRSKzGbMaMFT/9b4Ou8Kbv36b3hNA9tP72G8cAGianO6m6dQKBSpI+jZpaoxKhSKSAh0C2ZHAfGq+1BkOErsykSkxLbseZyvT0O4a/D3HovrrOeReT1S2ATJnNckN94kaWiAcQdbQldWlurVFApF56CkRPDAvYKBU0/n6i+foMpTgHP3SuzPnIa+6p10N0+hUChSgwhEdpkqskuhUHRMR041HYpgCkWGoKoxZhp+D46Pbsf27SsAeIdPxT35tpRWr3C7Jf94WPLWXOv/438Ov79BYLerAZFCoehcaJrgjNNg3MHjuOWeV7kk//eMKf4a27zpVC17D9uUm1N6I0GhSCS7du1i5syZLFiwgOrqanr37s2UKVOYNm0adntk4waXy8Xs2bNZuXIlK1euZMOGDUgp+fDDD+nbt2+Sv4EiFUhNtwIwTF/4q4G/amynUCia0lEaY/PlFIpMRYldGYSor8D59nVWxUUEniNvxHvQxSntSTZtlvzlNsmatdZmr7xccO7ZUZSVVSgUigyk3z6Cvz3Qh9mzn+XLRY9y8aB/U7h9Pg2Pf07dmGk4jrgQbFnpbqZCETG7du3irLPOYtu2bRxzzDEMGDCAr776ioceeojly5fz+OOPo2kdB/BXVFRw9913A9CnTx8KCgqoqqpKdvMVqUR5dikUiiiIWOxKflMUirhQaYwZgr5xEVnPn2oJXfYcGk59FO/PfpXSQcj7H0h+fZkldBUWwr13W0bPSuhSKBRdAcMQXHihjUl/uZoH3a/wze6ROEUdxcsfgIePx/fFC8rAXtFpuPfee9m6dSt/+ctfePjhh5k+fTqzZs1i6tSpfPrpp7z++usRraeoqIinnnqKxYsX89FHH3HggQcmueWKlNOuZ5dCoVA0QxnUK7oISuxKN34v9k/vxznnUrS6cvzFg6g/90X8+05MWRNcLsmd95jMuEPiarAqLj7zhGD8ONWDKRSKrkevXoLL/zwU9/mzeGzXXWyt702u3EnhotsRDx+D+fGjiD1b091MhaJNamtrmTdvHvvssw/nnntu6HUhBNdffz2apvHKK69EtK6cnBwOO+wwCgsLk9VcRboJeHYJ5dmlUCgiINgreL2WvU3zh8cbWE51H4oMR6UxphFRXYbznRvQt38DgHfk2bgn3pSyVJo9eySvvwmvviaprLQ6rF/9UvDLC0HXVe+lUCi6NsOG6Qz9+y9Y+MnxvDP3FU4qfIre2dtg2YPIZQ/h7nkwYugx+AYfjczvk5pGSYlw7UZUbULU7kKr34Wo24WoK0e4a8Drwizsh+eoPzVGayj2OpYvX47H4+HQQw9tEX3dvXt3hgwZwooVK3C73TgcjjS1UpExBNNZpfLsUigUHRO8rHz1dXrboVDEixK7AL9fIoRlZJwqjB/n4fjgVoSnFunIp+HYGfiH/Dzp2zVNyYpv4O15ko8XgNttvd6zB/zpD4KxY9SgR6FQ7D0IITh8ogPziPP57NOzmPPWPCY4XuPgkqU4ty+B7UtwfPx3zML++PcZj7/ngZglQzCLB4M9J7aNSomor0BUb0ar2oRWtRlRtQmtcgNa1QZL1OoA7/grkDklsW1f0enZuHEjAAMGDGj1/f79+7Nq1So2b97M4MGDU9gyRUYiAsP9JpFdoTdT3RqFQpHhdO8OmzZHtpxCkcns9WLXyu8l102X1NeD3SaxO8DhgKws6FYExcWBRzdBaaklCvXsCSXFlv9LtIi6cuyfPYBt5WsA+HuPoeHE/0tq1EB5uWT5CliyVPL5YqisbHxv0CA4/xzB0UfF9n0UCoWiK6BpgiMn2jniyFNY+PkpXD2rjP71HzCp5/8YU7wMvWojWtVGbN++DIBEIAv2wSzeF5nXEzO3B9jzkI4cpD3XEsI89ZaoVV+OqN+NVrsDUbUZrXozwlvfZlskApnfC5nbA5ldgplTiswpQToLwJaFWbyfErr2cmpqLEE0Ly+v1fdzc3ObLJcKioqKUrYtRXRIbyGyIQdyc9AC+8ncLMnJyUEUFSFszjS3UBEp6jzrXHTW/TVhvPXYG+ms+0zROnu92AWNxWk8XutRW2v9X1bWZKkmn9E16N5d0rNnowDWs6egV0/reffSZuKRqwr7suewLXsW4a1HIvCOn4bnkKtAS8xu8Hgkm8tg/XpYt16yfj2sWQfbtjVdLicHjp4EJ50oGH6AqrSoUCgUQYQQHH4oHHZIX7797lfMfu1ibvhvDSOLvuJnxV9yQPGPDOu2mlxZjqjehFa9KabtSIQlkhX2Qxb0xSzsj1k0AFk0ALOwHxgq9WxvYPz48VFVPnzuuecYPz4zZyCV4XfSFBmFqKlDr6vD1KswKytBSgqAuro6fFXVYLjS3URFBBQVFanzrBOh9lfnQ+2zzkUkwuReL3YNP0Dw9ptQ77JS+jxuaHBDfT1U7IaKCqiokFTshp07YfsO66/PB9u2W49GGgUxTYOSEsmBfbZwas8XmGB7GTvWYKImfwTbRtwI/X5GTg04HBLDAF1vFJ78fkldHdTUQE2tJcDV1kJtHdTVQW2tpLIKdu2CXeXW37bOTSFgv8GW8fyhhwhGjgCbTQlcCoVC0RZCWH3lyBGCXbvyeeOtSTw9dxJV31vvF9l3c/yY1UwevZlhvbZhd+9CeOrAU4fw1IKnFmzZyOxiZHY3ZHYJMqcUs6CvJXDl9wHDnt4vqUg7J598MnV1dREvX1JiRfQFI7raityqDdy1ayvyS7GXEfD302q2I9Z8aL3m0APvpalNCoVCoVAkmc4vdrmq0LetAN2GNJxgOJCGA5yFyKwi0PQOV+FwCNr3b206EvD7JRUVlvC1fbv1d9t2yY4dlvhVs6uO8d0W8It+b3BI6SI0YYlgP1YP4fHVV/LhtmMD62waLSYE2AyJroOrIbqfIUhuDgwcGHgMEAwcAPsPgbw8NZpRKBSKWCgtFVz2a8HFF0kWLoJ33pUsXtKN2YsnMHvxBLKzYfLRcPxxVrSsSglXRMott9wS0+f69+8PwIYNG1p9f+PGjWiaxj777BNr0xRdCOkIiJ7SRPgCA0xHjjVe1mzpa5hCoVAoFEmk04tdWXOvQS9b2up7UmjIrCJkVjdkTjEyuwR/tz7Y7EWYeb2R+b0x83pBVlFUtVN1XdC9u2XKN3IE4Peglf+EXrYUfdPn6Ju+QPg9oeU32w9lgeciFroPp6pA0M+worPq6qEhTNSS0kqjxNv4mtMJebmQk2v9zc210hBzcyA/H7p3F3QvhdJSK3UyP1+lJSoUCkUysNkEkybCpImCnTsl7/7XEr62boW5b8PctyU5OXDQWMm4gwXjD4ZevVR/DODzSTweq4y502ndZFLEzujRo7Hb7SxatAgpZZPr/s6dO1m9ejWjRo1SlRgVFtnd8A06CnyNY1NRWIi/3hvV+FehUCgUis5Epxe7vMOmgLcB/G7rbpXPjfA2gHsPQpqI+gqor4CKnwAwgeZDP2k4kXm9MPN7IfN6I3O7I21ZYGQhbU4wnGB6wduA8LrAW49oqEbbsxVRXYa2ex3C9DZZp1nYH9/+x+MdfjpFhftwKnBqK+0PTgB8PmsS4PWB3wfZAUFLpRsqFApF5tG9u+CXF8KF58PyFTDvPcmiz2HPHvjkU/jkUytyt3dvyeiRMHqUYNQo6N2ra9yQ8PsllZVQXg7lFVY6fXm5tJ7vgupq64ZOfeDGTrDyL0CWE558HPr16/y/Q7rIzc3lxBNP5I033mD27Nmcd955AEgpuf/++zFNkzPPPLPJZ2pqati5cyd5eXl0VyW09j5s2dYjgMguArfyplEoFApF16XTi12+EWfiG3FmyzdMH6J+N8K1G1FXEaiIVUGWrxp3+UZLqKrZilZXjvA1ICrXo1Wuj7kd0pGPv/doqzR9/8MxS/aL6G6ZYQiMTr8XFAqFYu9E0wRjx8DYMQK/X7L6J1i8xKp+u3IlbN1qPea9Z4lfpSWw336SAQNgYH9B//7Qvx/k5GSG8COlpKYmKF4REq/KK6T1f+C13bvBNGPbRm4u2JVdWdzccMMNLF68mBkzZvD5558zYMAAvvzyS5YtW8bhhx/O1KlTmyz/wQcf8Mc//pGpU6dy1113NXnv7rvvDpnyrl69GoB77rmH7GxLHLnssssYNGhQCr6VQqFQKBQKRWLoujKLZlgRWrndobTx5dyiItzhTu4+D6J2e0D82obYsxWtbhf43OBrsKLFvA1WxURbINLLlo2051hpkPl9MEuGIPN6qVBwhUKh2IvRdcGwoTBsKFx8kaCuTvLtd7DiG8nyFfDDqkBBkXJY9DmE+zbm5somKenFxZCfL8jPh4J8yMuD7Gxw2MHhsMQiu9267EjZ9GEYJjU1VtSwy2U96gOP4P81NbC7UlK5G3ZXQmUVVO62/vp8EX5fDbp1g5JSKCmGkhIoLRGUFENRkZVyn5MD2VlW251OAsVY1LUyEXTv3p2XX36ZmTNnsmDBAv73v//Ru3dvrr76aqZNm4amaRGv67///S9btmxp8VqQqVOnKrFLoVAoFApFp0JIKWXHi8VHJpXwVCVFOy9q33VO1H7rnKj9lngaGiSrfoT1G2DDBsmGjbBhg1X5N9MoLIDiEkvEKi2xhKySEmH9DbxWWJi5wlUk5agViUX1F50L1cd3PtQ+61yo/dX5UPuscxHJWC8lYpdCoVAoFAqFQqFQKBQKhUKRCiKPcVcoFAqFQqFQKBQKhUKhUCgyHCV2KRQKhUKhUCgUCoVCoVAougxK7FIoFAqFQqFQKBQKhUKhUHQZlNilUCgUCoVCoVAoFAqFQqHoMiixS6FQKBQKhUKhUCgUCoVC0WVQYpdCoVAoFAqFQqFQKBQKhaLLYKS7AYlg165dzJw5kwULFlBdXU3v3r2ZMmUK06ZNw263R7QOl8vF7NmzWblyJStXrmTDhg1IKfnwww/p27dvm5/75ptveOihh1i+fDler5fBgwfzy1/+kilTpiTq63VZErHfgsydO5dnn32WNWvWYLPZGD16NNdccw0jRoxosezRRx/Nli1bWl3P2WefzYwZM2L6Pl2NRBzbHo+Hxx9/nLlz57J161YKCgqYOHEi1157LaWlpa1+Jpp9qWhJqvdbWVkZkydPbnNd999/PyeddFLM32dvId79tmnTJt58883QNWznzp306dOHjz76qN3PqfNNEStq/JNe3nzzTb766iu+++47Vq9ejdfr5c477+S0005rdflox1yxXL8VbbNjxw7effddPvnkE9atW0d5eTkFBQWMHTuWSy+9lFGjRrX4TG1tLQ899BDvv/8+u3btorS0lOOOO46rr76a3NzcFsubpsmsWbN46aWX2LhxI9nZ2YwfP57rrruOAQMGpOBbdh327NnDgw8+yLfffktZWRnV1dUUFRUxcOBAzj//fI477jiEEE0+o86xzOPf//439957LwAvvfQSo0eP/n/27jw+qvJe/PjnnNmyh7DLEkAgCqK4ggIWRRQrLojKdanXVlvr1tbtqm3t/dWq1aq41H3ptXaxKgpXVG7BtloFRJBNUVlEQtgDISHLJJnlPL8/zsxkJrNkZjKZJfm+Xy8lmTk588ycOec853u+z/cJW0b2s+5NU0qpTDeiM/bv38+cOXPYs2cP06dPZ/jw4axevZo1a9Zw6qmn8sILL6DrHSewBV+wDR48mKamJurq6mIGuz799FOuueYabDYbM2fOpLi4mCVLlrBz505uueUWrrvuupS+1+4kVdsN4LnnnuOxxx5j0KBBzJgxA6fTyXvvvUdrayt/+MMfmDhxYsjy06ZNo76+nquuuipsXePGjeP0009PyXvMZan4bhuGwY9+9COWLl3K+PHjmTBhAlVVVbz//vsMHDiQN954I+xknui2FKEysd38x84jjzyS6dOnh61vxowZVFRUpPR9djep2G7z58/n5z//ORaLhZEjR/LNN99w2GGHxQx2yf4mkiX9n8zz37grKyujoKCAXbt2RQ12JdrnSub8LWJ75JFHePHFFykvL+ekk06iT58+bN++nX/84x8opZg7dy7nnHNOYHmn08nll1/O119/zeTJkxk7diwbN27k448/ZsyYMbz66qsUFBSEvMavfvUr3njjDUaNGsXUqVOpqalh0aJFOBwOXnvtNUaNGpXut52ztm/fzqxZsxg/fjzl5eX06tWLmpoaPvjgA2pqapgzZw733ntvYHnZx7LP1q1bmTVrFlarFafTGTHYJftZD6By3B133KEqKirUX//618BjhmGoO++8U1VUVKg333wzrvU0NjaqpUuXqtraWqWUUldffbWqqKhQO3bsiLi82+1W06dPV+PGjVNffvll4PGGhgY1c+ZMNXbsWLVt27bk31g3l6rttm3bNjV27Fh11llnqfr6+sDjmzdvVuPHj1fTp09Xbrc75G9OP/10dfrpp6fmjXRDqfpuv/nmm6qiokLdcsstyjCMsMfvuOOOkOWT2ZaiTaa2244dO1RFRYW68847U/ZeepJUbbeqqiq1du1a1dzcrJRSaty4cTGPc7K/iWRJ/yc7LFu2TO3cuVMppdTzzz+vKioq1FtvvRVx2UT7XImeB0THFi9erFatWhX2+KpVq9RRRx2lJkyYoFpbWwOPP/HEE6qiokI99NBDIcv7H3/iiSdCHv/kk09URUWFuvzyy0PWs3z5cnXEEUeoK664IsXvqHvzeDwRz4ENDQ3qnHPOURUVFWrz5s2Bx2Ufyy4ej0dddNFF6uKLL1a33367qqioUGvXrg1bTvaz7i+na3Y1NjayaNEihg4dymWXXRZ4XNM0br31VnRdZ968eXGtq7CwkMmTJ9OrV6+4ll+xYgVVVVWce+65jB07NvB4UVERN9xwAx6Ph/nz5yf2hnqIVG63+fPn4/F4uP766ykuLg48Pnr0aC644AKqqqpYsWJFyt9Dd5aq77Z/G952220hqd4XXXQRI0eOZNGiRTQ2NgYel23ZOZnabqJzUrXdhg4dyrHHHkteXl5cryv7m0iW9H+yw6RJkxg8eHCHyyXT55LzQOqdddZZnHjiiWGPn3jiiUycOJG6ujo2bdoEgFKKefPmUVBQwI033hiy/I9//GNKS0t58803UUGDc/zb7Oabbw4ZMnfKKacwZcoUVq1axbZt27rirXVLFosFqzW82k9RURFTpkwBzOwvkH0sG7344ots3LiR3/72t1gslojLyH7WM+R0sGvdunW4XC4mTZoUNm66f//+VFRUsH79elpbW1P+2itXrgQIHPCCTZ48OWQZESqV283/Gfs/82CnnnoqAKtWrQp7zuVysWDBAp577jleffVVNm7cmMxb6ZZS8d1ubW1l/fr1jBgxImJnfPLkybhcLtavXx/2uoluS2HK1Hbzq66u5tVXX+X5559nwYIF7N27N5m30eNk6lwi+5tIlvR/ckuifa7OnAdEcvxBFf+/lZWVVFdXc/zxx4cNoXI4HJx44ons27cvEGwBc2hxQUEBxx9/fNj6/fuqHNM7r7W1lRUrVqBpWmC4muxj2WXz5s089dRTXH/99YwePTrqcrKf9Qw5XaDe/+WLVgxu2LBhbNy4kR07dqR8/GxlZWXgNdorLS2lrKwsZOcQbVK53SorKykoKIg4rt2/bfzbKtj+/fu56667Qh479dRTeeihh+jdu3cc76L7SsV3u6qqCsMwom5j/+OVlZWBi6Nkt6UwZWq7+S1btoxly5YFfrdarVx55ZXccccdcdff64kydS6R/U0kS/o/uSXRPldnzgMicbt372b58uX069cvUN8ynm3mX2748OE4nU72799PRUVFxCyW4G0mElNfX88rr7yCYRjU1NTw0UcfsWfPHm666abA5yr7WPbweDzcddddjBw5kmuvvTbmsrKf9Qw5HexqaGgACBmCEcw/g4J/uVTyp5bGem3JbIgsldutsbExanDKv572acCzZ89mwoQJjBo1CrvdztatW3nqqaf46KOPuOGGG/jb3/4WdmemJ0nFd9u/7SLNYgLmsOHg1/L/nOi2FG0ytd3y8/O56aabOPPMMxkyZAgul4t169bxyCOP8PLLL2Oz2bjtttsSfj89RabOJbK/iWRJ/ye3JNrnSuY8IJLjdru54447cLlc3H777YEL6I62QaLbTI7pyauvr+epp54K/G6z2bjjjju4+uqrA4/JPpY9nnvuOTZt2sQbb7yBzWaLuazsZz1DVgS7/GPV4/WnP/1JZonKArm63W666aaQ38ePH8/zzz/P9773PVavXs2///1vTjvttMw0Togc06dPH37yk5+EPDZt2jSOPvpozj33XF5++WV++MMfUlpamqEWCiGEENnFMAx+8YtfsGrVKubMmcOsWbMy3SQRwZAhQ9i0aRNer5c9e/awaNEiHnvsMdauXcvjjz8esa6XyIyNGzfy3HPPcfXVV3PUUUdlujkiS2TFHnruuefS1NQU9/J9+/YF2iLo0TKAOrr72BkdZR81NjZ2yetmk2zYbkVFRR2uJ1oEPpiu68yePTswTXBPDnal4rvtfz7a3Q3/9yZ426RqW/ZUmdpu0fTr14+pU6fy9ttv88UXX0Ss7yMydy6R/U0kS/o/uSXRPlcqzwMiMqUUd999NwsXLuT888/nnnvuCXm+o22Q6DaTY3rnWSwWhgwZwrXXXouu6zz88MO88cYbXH755bKPZYk777yToUOHht2AjUb2s54hK4Jdv/rVr5L6u47qimzfvh1d1xk6dGiyTYsqeJz2uHHjQp47dOgQtbW1HHfccSl/3WySDdtt+PDhrF27lv3794fVnuloLHZ7ZWVlADQ3N8e1fHeViu92eXk5uq5H3cb+x4O3TSq3ZU+Uqe0Wi3+famlpiWv5nihT5xLZ30SypP+TWxLtc6X6PCBCGYbBL3/5S+bPn8+5557Lgw8+GFbXMp5tFrycv/7izp078Xq9YfWEZJul1pQpU3j44YdZuXIll19+uexjWcI/2djRRx8d8fn/+I//AODpp59m+vTpsp/1EDldNfjYY4/FbrezfPnykGlBwZwZbPPmzYwfPx6Hw5Hy1z7ppJMAWLp0adhz/iLNEyZMSPnrdgep3G7+7RBcGNvv448/DlmmI59//jlAXFN5d2ep+G47HA6OOeYYtm3bxq5duyKux263M378+LDXTcW27Ikytd1ikX2qY5k6l8j+JpIl/Z/ckmifK9XnAdEmONB1zjnn8NBDD0UtdN2/f3/WrFmD0+kMea61tZXPPvuM/v37h0wSMWHCBJxOJ2vWrAlbn39flWN6auzbtw8gsO1kH8sOF198ccT//MGnadOmcfHFFwf6pLKf9Qw5HewqKirinHPOYceOHfztb38LPK6U4tFHH8UwDC655JKQv2loaGDr1q1UV1d36rVPOeUUhg4dyrvvvsvXX38deLyxsZFnnnkGq9XKhRde2KnX6K5Sud1mz56N1Wrl2WefDUkf3rJlC2+//Tbl5eWcfPLJgce/+eYb6uvrw9r02Wef8fLLL2O32znrrLNS9VZzUqLf7erqarZu3RqWvj1nzhwA5s6dG3Lyf+utt9i6dSvnnHNOSKpvottShMrUdvv8889xu91h7Xn55ZdZs2YNo0aN4sgjj0zZ++xuUrXdEiX7m0iW9H9ySzJ9rkTPA6JjwYGus88+m4cffjhioAtA0zQuueQSnE4nTz/9dMhzzz//PIcOHeKSSy4JmUzJv80ef/xxXC5X4PFPPvmEpUuXctJJJzFixIgueGfd09dffx3xPFtXV8djjz0GwHe+8x1A9rFscf/990f8z59p/OMf/5j777+fMWPGALKf9RSaah+CzjHV1dXMmTOHvXv3cuaZZzJ8+HA+++wz1qxZw5QpU3jxxRdD0oPnz5/Pz3/+cy688EIefPDBkHX97ne/o7a2FjCj6tXV1df3/ecAACAASURBVMyYMYOCggIAfvSjHzFy5MjA8itWrOCHP/whNpuNc889l6KiIpYsWcLOnTu5+eabuf7669PwCeSmVG63Z599lscff5xBgwYxY8YMnE4n7733Hq2trbz00kshF2xPPvkkL730EqeccgqDBw/GbrezefNmli1bhq7r3HPPPWEnpJ4oke/2XXfdxYIFC3jggQeYPXt24HGv18u1117L0qVLGT9+PBMmTGDHjh0sWbKEAQMGMG/evLDhU4lsSxEuE9vtyiuv5Ntvv+Wkk07isMMOo6WlhXXr1vHVV19RWlrKyy+/LIVCO5CK7Xbw4EEeeuihwO9vv/02eXl5zJgxI/BYZ46dQgST/k/mzZs3j9WrVwOwefNmvvzyS44//vhAFsL06dOZPn06kHifK5nzt4jtySef5KmnnqKgoID//M//jFjYfPr06YELcafTyeWXX87XX3/N5MmTOeqoo9i4cSMfffQRY8aM4dVXXw1cn/jdfffdzJs3j1GjRjF16lRqampYtGgRDoeD1157jVGjRqXlvXYH999/P2+++SYTJ05k0KBB5Ofns3v3bj788EOcTiczZszg8ccfD+w3so9lL3+/6fXXX+fYY48NeU72s+4v54NdYB5gHn/8cf79739z6NAhBg0axPnnn8+1116L3W4PWTZW0GTatGkR00n9Is0m+Pnnn/P73/+edevW4Xa7GTVqFFdddRXnn39+6t5gN5Wq7QawcOFCXnnlFb755htsNhvHHnssP/3pTznmmGNCllu5ciWvvvoqX331FQcOHMDlctGnTx9OOOEEvv/974ct35PF+92OdvEN4HK5eOGFF1i4cCG7d++mtLSUqVOncvPNN9O/f/+IrxvvthSRpXu7zZs3j8WLF7Nly5bAzYJBgwZx6qmncs011zBw4MCufcPdRGe3286dOznjjDNivsamTZvCHpP9TSRL+j+Z5T8WRHPTTTeFFGpOpM8FyZ2/RXQdbS8g7Lje0NDAU089xeLFizlw4AB9+/ZlxowZ3HTTTREngTAMg7/+9a+8/vrrbN++nYKCAiZOnMgtt9wi2SYJ+uyzz3jrrbdYt24d1dXVtLS0UFpaytixY5k1axYzZ84MyfgB2ceyVaxgF8h+1t11i2CXEEIIIYQQQgghhBCQ4zW7hBBCCCGEEEIIIYQIJsEuIYQQQgghhBBCCNFtSLBLCCGEEEIIIYQQQnQbEuwSQgghhBBCCCGEEN2GBLuEEEIIIYQQQgghRLchwS4hhBBCCCGEEEII0W1IsEsIIYQQQgghhBBCdBsS7BJCCCGEEEIIIYQQ3YYEu4QQQgghhBBCCCFEtyHBLiGEEEIIIYQQQgjRbUiwSwghhBBCCCGEEEJ0GxLsEkIIIYQQQgghhBDdhgS7hBBCCCGEEEIIIUS3IcEuIYQQQgghhBBCCNFtSLBLCCGEEEIIIYQQQnQb1kw3QAgh/BobG3nmmWd4//332bNnD3a7nVGjRnHxxRdzySWXoGlappsohBBCCCGSIP08IUQ6aUoplelGCCGEy+Xi0ksv5csvv0TXdcrLywGoqqrCMAwuu+wyfv3rX2e2kUIIIYQQImHSzxNCpJsMYxRCZIX58+fz5Zdf0q9fP+bPn8/ixYtZvHgxr732Gg6Hg9dee41t27ZluplCCCGEECJB0s8TQqSbBLuEEFnhww8/BOCHP/whY8aMCTw+fvx4ZsyYgVKKlStXZqh1QgghhBAiWdLPE0KkmwS7hBBZYceOHQAcd9xxYc/1798fgNra2rS2SQghhBBCdJ7084QQ6SbBLiFEVmhubgagd+/eYc/t3LkTgKKiorS2SQghhBBCdJ7084QQ6SbBLiFEVmk/E8/BgwdZsWIFAKNGjcpEk4QQQgghRApIP08IkS4S7BJCZK1t27bx05/+lLq6OgYPHswJJ5yQ6SYJIYQQQogUkH6eEKIrWTPdACGEaO/dd9/loYceorq6GqUUpaWlPPLII9hstkw3TQghhBBCdIL084QQ6SCZXUKIrHPgwAH27duHUgoAt9vN3//+d5qamjLcMiGEEEII0RnSzxNCpIOm/EcZIYTIoGnTprFr1y7++c9/MnjwYFpaWti9ezcrV67kD3/4Azt27GDcuHG8/vrrWK2SlCqEEEIIkSuknyeESDfJ7BJCZB1N08jPz2fkyJFcdtllzJ8/n0GDBrFhwwbefffdTDdPCCGEEEIkSfp5Qoh0kGCXECLrlZSUcPbZZwOwYcOGDLdGCCGEEEKkivTzhBBdQYJdQoic4PF4ADAMI8MtEUIIIYQQqST9PCFEqkmwSwiRVSorKyM+/sUXXwBQXl6extYIIYQQQohUkX6eECJdJNglhMgqt99+Ox988EHgd8MweOGFF1i7di0Wi4Uzzjgjg60TQgghhBDJkn6eECJdZKoLIURWqa2t5brrrmPAgAH07duXXbt2UVdXB8DNN9/M0KFDM9xCIYQQQgiRDOnnCSHSRTK7hBBZ5d5772XixIk4nU42btyIpmlMnTqVF154gWuvvTbTzRNCCCGEEEmSfp4QIl0ks0sIkVUmTZrEnDlzMt0MIYQQQgiRYtLPE0Kki2R2CSGEEEIIIYQQQohuQ4JdQgghhBBCCCGEEKLbkGGMQgghhBA56u2332b16tVs2LCBzZs343a7eeCBB5g9e3ZC63G5XLzwwgu888477N69m9LSUqZOncrNN99Mv379uqj1QgghhBBdQ4JdQgghhBA56oknnmDXrl2UlZXRv39/du3alfA6DMPg+uuvZ+nSpYwfP54zzzyTqqoq5s+fz/Lly3njjTck4CWEEEKInCLBLiFEVvjXv/6V6SYIIUTOue+++xg2bBiDBw/mhRdeYO7cuQmvY8GCBSxdupSZM2cyd+5cNE0D4K233uIXv/gFjzzyCL/73e9S3XQhRA8i/TwhRLpJzS4hhBBCiBw1adIkBg8e3Kl1zJs3D4DbbrstEOgCuOiiixg5ciSLFi2isbGxU68hhBBCCJFOEuwSQgghhOihWltbWb9+PSNGjIgYNJs8eTIul4v169dnoHVCCCGEEMlJyzDG2traqM+VlpZy6NChdDRDdIJsp9wh2yp3yLbKHbKtckdpaSm6Lvfy4lVVVYVhGAwfPjzi8/7HKysrmTx5csRllFIhGWFCCCGEEJmW8Zpd0iHNDbKdcodsq9wh2yp3yLbKHbKtEtPQ0ABAUVFRxOcLCwsBYg5j1DQt5o1NkX3Kyspkm+UY2Wa5RbZX7pFtllvKyso6XEZ6hEIIIYQQQgghhBCi25BglxBCCCFED1VcXAxEz9xqamoComd+CSGEEEJkIwl2CSGEEEL0UOXl5ei6TmVlZcTn/Y9Hq+klhBBCCJGNJNglhBA9QGOj4pMVikX/p/j2W4VhqEw3SQiRBRwOB8cccwzbtm1j165dYc8vW7YMu93O+PHjM9A6IXoerWk/+p714HVnuilCCJHTMl6gXgghRNc5UKOY+6hi2SdgGG2P9yqFn9wIM86SGdSE6Cmqq6tpaGigf//+geGLAHPmzGHdunXMnTuXuXPnBmZWfOutt9i6dSuzZs2SYYxCpIllx0rzB2s+Rr+KzDZGCCFymAS7hBCim1q6TPHA7xSH6s3fhwyGvn1h0yaoOwT3/laxcpXitls0Cgok6CVELpo3bx6rV68GYPPmzYHHVq40L5inT5/O9OnTAXj00UdZsGABDzzwALNnzw6sY9asWSxatIj33nuPnTt3MmHCBHbs2MGSJUs47LDDuP3229P8roQQeFoy3QIhhMhpEuwSQohuaPESxX0PKJSCitFw9881Dj/cDGh5PIq/vAov/1Gx+H1wNit+ey+BbA4hRO5YvXo1CxYsCHlszZo1rFmzBoDBgwcHgl3RWCwWnn32WV544QUWLlzIH//4R0pLS7nwwgu5+eab6devX5e1XwgRhSU3LtP2VStao8TlbDYYOFD6F0KIzNCUUl1euKW2tjbqc2VlZTGfF9lBtlPukG2VO7pqW33woeL//UZhGHDeuXDrzzRstvCO5tp1ilv/S+F2ww3XaVx+qXRGo5H9KneUlZVlugk9kuwfCWiuRT+4DaP/GLDlZ6QJckzLUkph3bQIAKPP6JBhjNm4zerrFZ+uir3MMUfDgP49r3+RjdtLxCbbLLfE09/LjVsGQggh4rLhS8U995mBrpnnwH/dqqHrkTuZxx2r8bOb4JHHFM+/oBg7Bo4d3/M6pEIIkU56bSV6wx5Ufhmq9wgwvOjVX4G7OXTBvFKMfkdkppGZZHihtQFQYHWArSDTLUqfoKL0SrdksCHxcbnMf21W6NMn9LmmJmhohP37YUD/9LdNCNF1DEPhdILdDnZ79l47SLBLCCG6iUOHFP99j8LjganfgTtuix7o8rvgfPjiS1i8BB58WPGn/8nuk5YQQuQ85ZstRHkB0Jw16HVV4cs17ccoGQSO4vDnujHLzpVozoOB3z3DJkF+D8nY9LqCfsn+WZP944MKCuDocaF9h4MHFavXQs3BCH8ohMhp69ab+7YGTDpFZW3tXz3TDRBCCNF5hqG4/wFFdTUMGQK/uFPDYun4xKNpGrf8VKN3GezcCW+8mYbGCiFET+YLdmmBoJf5r7IX4B14DN6Bx6B82Uyay5mRJmZUa0PIr1prY4YakgFGW2aXFjyFcpYyfMGuSCW5evUCXTezv9Z/rnC5sj94J4SIT4PvMK2A+vqMNiUmyewSQohu4H8XwvIVZjrxvb/WKCyM/w5LUZHGDdfDfb9VvPInxVnToX8PrK8hhBDpoPnTYQL/+oIa1nxUr6HmQ0370dxOcPfAYJfvc1H2QjRXE53JcDIMxdZv24bbRWK3w4jhYLVm/ryneYIbmv3BLhUj2KXrGn16K/YfgOr9UFJifs5CiNznDTo8tbZmrh0dkcwuIYTIcXv3Kp593uxx3nCdxuhRiXfYZ5wJR4+D5hZ4/kW5+yqEEF2mXUZXW8QgqFtu92V29cBgl+Yb3onuuyffibm09u2Dyu2we0/0/yq3w4GaFDQ8FYKHMRrezLUjXjGCXWDOBu3ndkdeRgiRe4IPTy0S7BJCCNEVlFI8NFfR3GzOeDR7VnLr0TSNn/3E7K2+/0/YtUsCXkII0SXCgl3mVYMKihgoq2+WRldTOluWeUq1BbcCBdqTPx8d8g2v6V0Go0aG/1foq33vzZa4UnCwqxNBvnSJldkFUFCgBbK5cmBUphAiDkqpkKOyZHYJIYToEn9fDCtXmcMw7rqj44L0sRx5hMbECWaH9NXXsr+TLYQQOSnaMMaQzK5C86Geltml2iIiSvMFuzoR9PHXkhk8CEYM18L+Kyz0v1jSL5FSWlDNruDPIlvFqtnlp/u+1hLsEqJ7aH9zQIJdQgghUq62TvHkM2ZP8+rva5QP7Xy9kSuvMNex6O9woCZLev9CCNGdxDGMUdnMzC7N7cyJDJ+UUUFXUf5hjElGogxDBYool5R08LLZ8hEH1+xS2ZJuFkMcwS6rL2aZNdlzQohOaR+4bmnJTDviIQXqhRAiRz31tKK+HkaOhEvnpGad448xa3d9sQFef0Nx4/WZL9grhBDdSvtgVyCYE3S89c3GiFLo+zaEZn1FW21+L1TJ4JQ1MyOCo07+9+wvWK8U+6pjF5sP5nKZmUc2qzmcLhJ/kMbIlmBXyDDG7E+F6mgYI7RtRsnsEqJ7aL8vt7aax2ct1oEgQyTYJYQQOWjVZ4rF75sdzDtv11I2i5SmaVx5Bdzxc8U778I1P1Dk5WXfyUsIIXJXaJBL81f6DQ5oaRrKXoTmakSvq4pvtbXgKewHFnvqmpoGe/eZdScBygo99AXzs/B9HpoyUMD+/eaNmETFyuoKXJt1dbDL8KA1VneYQqa5Gtt+yYFgVyLDGCWzS4juwR/s0nXzMKUwby44HBltVkQS7BJCiBzT0qJ4+FGzh3nRbBg7JrXBqJMnwmEDYc9e+PAjOPuslK5eCCF6tva1uiLNxgh4DxuP3riPeCIxes1W8wfDC5bYy2aThgYVEsByYHDaYQrNagmLRDX6avXn50NJcXzr13UoL4/+vP8lunoYo35gC/rBbxP6Gy0XUqHiCHZZfN/HXHg7QoiO+QPXVquZj9zqguZmsFp9N3A0OlVDOJUk2CWEEDnm5VcUu3dD/35w7TWpP5nousbMc+Cl/1G8+57i7LOy44QlhBDdQtgwRn+B+nbH2vxeGPm94lqlfnCb7xZ7bkUU3L567DareQFleAzcbrDbNALDOn0BFX8R5IEDYNTIVGUzh7xE1/GYRW2UvQCsBbGXbTnkK1Sf/dsynmGMepoCikKI9PDvyxYdbDYz2LVqdegyo0cphg/L/PWDBLuEECKHbPlG8drr5s+33qJFrUPSWeecDf/zR1i3HqqqFOXlmT9hCSFEt+ALSGmxZmNMdJWajpZjgS5ou2hy5AEKXIcMXC6wF4VndvmLIOelcKhMoGZXV390vjdqlA1HlY2I3aaGvVh2rc6JwGU8wxj9mV0eGcYoRLfgDRrG2K8f1DeEPq8ZLlq//gyLJ8I0jbYCvENOAj09KcgS7BJCiBzhdit++6DCa8Bp34Epk7ouANW/v8bJExXLP4F3FyluuE6CXUIIkRJxDmNMTG6mz/hbq2tgd4Crzmtme2l6UNqV+Tm1+K6b8vJT9/ppq9kVaRKCaHKoontcmV3+tyPBLiG6heAyk4eP0BhWrgLHApcLVn9Ui9FYi9ECFku7g4O7GVoOQUHvtLS1M2dVIYQQafTyK4ot30BpCdz8s64PPp0303yN/1sMHk9uXUAJIUTaKYXWWI12aBfaoV0Q6a42tGVgtf+3MzNZBf40t47VwW89Pw80DFz+YBehkajWrsjsCnmFLqSSCHblQGaX1OwSoufx78sW36HKYjEnyrJazREnDpt5YHAaxXiGTQ78p+zmEG5NpS/yLZldQgiRAzZ8qfjLq+bPt9+q0bdP1we7TjkZysqgthZWrIQpk7r8JYUQImdpjXux7FoT+F0V9MZbfkr4gu0zuny/q56Y2RUULMnLN4NdZmZX0DBGpfB4FG6P+WteXgobkLaPLf7sPeUf3pMDwa5EZmOUYJcQqdHcrDAMc7/rqnImsQQPY4ykuNiAWnC22MgPrjup2wFnWg8GEuwSQogsV9+guOc+88R21nQ4/bT0nNisVo2zpitenwd/X6y6dNikEELkPLcv9Ujzzcfu/z1YcFQlLLOrE8Gu9I3HS6ngYElennnH3+XCdxXlz3BSgeL0Vot5bkqVdM3GqMUz3q9tafMfZeB2K3bsMOtdlRR7qG9Q9O8HvXplx/k4kWGMXgl2CdFpVTsUmza3/T7ycMXhI9J7PDA6CHYVFSgagb37dbavbTu49jqoYXMr6mu9tObFPuj27UNK6gVLsEsIIbKYYSjuu1+xZw8MGgS3pGH4YrCzZ2i8Pk+xbDnU1ytKSrKjgy2EENnH7LwrWwGaqxEiDdUIztYJq9nVmeNrbmZ2BQ+DK8gHDWUGu9BDhmYGitOnMquLNM4UmMg2DmR2edm9G7ZuM38tLPTS1AQHDsCkCAmDGZHIMMZ4Ri55WtEa9pJU0Fa3oYoHpq3wtRCZUF9v/qth7iX+39PJvy9bouxqpaVmsMvl1qg52Pa41qiT54Y6ZeC0x36Ngwdh6FCF1qnzogS7hBAiKYah+GID7NwFNTXmHYgJE0j58MJX/gzLV4DdDvffo1FcnN5g0+hRGqNGKr7ZCv/8AC68IK0vL4QQXerAARXSGe+MvAaD/HqFx27B6lIo3Uud0e6i3fBStsc3M5/V4JBHUVTjxdaicDZrlGqKsmSydgJZYbkV7FIRMrs8Hvh6s47bBkVNiuY8gxpfkMuRwnpd5guHtqPr+IOcidTsahu6WVIM5eUWNnwJTqfZB9H1zN98SmQYowKUin3xqld/hV6/O+n2eL1jUb1jz3YpRC7z+gJNvXpBbR14POlvg3+/j5bZVVqscIwAp1VnYP+2x/OqLVid0K+PF3dxlHUb8NVG83hhGNEDavGSYJcQQiSgsVEx/3/hnXcVe/aGPz9qpGLiBJh0isYxR9OpOxLz/1fxh5fNM8ptt2iMHp2Zju3ZMzSeekbx98WKCy/IfOdaCCFS5fMNbRcPnVXcoihthharhTwPKM3LrnYXIrqhMA6ZP3t0g70u6NOoyHfDwWadXc0wOZn6iIFRjLkV7AoOltjtGg6bGRRqcOq4LRp6MzR5FE7fcsVRLpCSla5hjAlldvmCXZryBv6srAzGjrHy9Ubz+9rcDIWFXdTWBCQyjBHMtltjXH1qvkkdVF4vlC3+aTe11no0VxOapznHwr1CJMZ/vrL7MqMyEuzqYBgjyqCwUCO/WMc4rO3goBsW9AYNbz8DVRb5oOH1Kr7a6FtNCnZmCXYJIUQcPB7FWwvglT+rQMpwURGMHQO9e8P27bBxE3yz1fzvr39TDB0KF5wH55+beAHJd99TPPq4eZS/8gqY+d3MBZnOmg7PPgdffgU7dyqGDJGAlxAi93m9KnDhMKw8Rsc9Tnn1irx6cOdZsbUAGNiHhC6jeQ1K95g/K4tB/mFQtN9Ad8LBVp1WV7Kvrvn+r3LrYr9dhsAxRxu4toOnSMew69gPgqdI0drPHJ3Wuyy1L5++UmfJzMao2oJJvqfy86Gx0czuyoZgVzzDGIP3qw7rUvuG/hp9RppDEuOkH9iMdmBLnGMl00M17sdStQrvgKPBUZTp5ohuwr8P+bNcPRn4yvt3s+jnzCjHO63j2SqCjyUS7BJCiDTYv1/x3/eYwxYBhg+DKy7XmHYaOBxtR+XaOsWqz+DTTxUfLYUdO+CpZ8xZFC+/1Ax6FRXF7ug6nYonnlK8t8j8/ZKL4NofZja41Lu3xvHHm+/tg3+bwTchhMh1wf3tUSPp9LAw/QDoBzSMEit6vbmuviOM0BpCboXVMJ9TFkW/kRoWm8LbAJurNLzeZIeo5WbNrvajPB1Wg/xSDaPUgnLoWLwaRgkY/bvmPJi+WFf8szEGX+0ZXgPQA39WWGAGu5qbU9/EZMQTwtM0DV1TGCqOYJeR3GQNSvdd0hoZSHOJQn27FM3ZhGXXaryHT810c0Q34b9B4w92eTPwle9oNsaoKZ++c6GmvFGPuRLsEkKINPr8C8UvfqWoq4OiQrjxeo3vnh15NqiyXhpnTYezpms4nYr3/wl/e02xcxc885zi5T/CmWcqTp+qcez40L9tbVW893/wl1cV1dXmwf57V8C112idLs6YCtNO01j1meJfHyiuvCLz7RFCiM7yXzToWucDXUDQlX9QcEt5geDfVfjPysCig/LNPuh2J1GbKkdnYwy7JvIX7dctaRmaGZRE1bUSeYGg749meAE98PkUFJj/Op2pa1pnGF4vfRrXUby/GUuMfWhAo5lFad0OlqCbhEbJIFTvw9sW9E/qkGiRef9nlkXBrgDf0EwhUiEQ7MryYYxAeNA6jgOupmmBDGUJdgkhRBdau05xx12K5hbzrv/9v9EYPDi+C6KCAo0LzoOZ34XF78PfXldUVsLCd2DhO4r8PCgfVkdpiUFdnZkF1uybbWrAAPjVLzSOHZ89QaXvnAqPPApbvjGnPS4fmj1tE0KIDrmdWPasB6878JC1VVHS3B9n0ZEpehH/mLygC3XDCIl1Bc/GqAXNxqhpGhaLeSHg8SRTiD03M7tU+4smf7BD0wA9dKEu4A8idZhx1GmJZHa1LWP4Ut/87cz3lbFqbDLLK0T8cw0slvSco62tB9Hde7G6QWuJ/poOQ+HxgnKCpoJq+Lia8IYEu8wNoRLM7MJiXtJqWTSMMUC6SyKF2md2Gcockp+ufR7aDsmWKLuppjoYxhhppuLgxTTzVCbBLiGE6CJr1iru+Lk53fmEk+C392rk5SV+IrFaNWZ+F845G9Z/Dv+3WLFiBdQchE2bQg/2AwfAZZdqnHtO6PDIbFBaqnHCCYqVq+CDD+GqKzPdIiGEiJ/WuA/NGTrtompWlLQ04CoeCXQwD3pc2nrmSreYF97tO/XBgZtAsMv812rTwDAzuxKWtkrrqRXW2kCqlyUt2WppO9MGMh3iqdkVPI7HG/JQoS+zq7bOLCsQia7B0eMU/bto6GcIf3DKWoh3yFFRF6vba/anBg8Ae4kGXjeWPevQ2mdi+YNVWqKZXf5hjFkY7JJol0ghf2DeZmt7zOPp/KyFifB2NNo42rDtQAZm7LsLmg54U3MTQoJdQgjRztZvFT+/2+yYTZxgBrqSDT5pTfuxVC5Fr/mGkw9u45RhDaiReTS6C6gvPI7NrmPwDjiKwUPtDB2SvruxyZh2usbKVYp/fai46srsbacQQoTxXQSrgr4YfcxMEmPLGsCNTWshJcGu4DF5/t56+6yksN9V4DGLVQdXkgWHc3QYY9hwmECwQycd2WrpixEq3//jO3f6g6XK9wH5RwgWF5sBr6YYwxgNBbW1BgOsVWje8BkPlKMIVTI4seZHa6fhD3bZUUX9oy7ndihavODNB1WkhWRYooygjI+gYayJ0LN4GGMWlKIQ3Yf//GC1gtVi/p6qGYXj5T9uRw+wRa7ZpfQ4M7uivq6ipsZ8v5puzlLbEQl2CSFEkAMHFP91l6KpCcYfk2Sgq7kW65b3sW5ahGXnqrahKkF6Ab1YQjlgVPfGo/0H7j6XxuwsZtp3psDDc2HrVti+XTFsmHTghBC5wX8cVvYCVGE/ADx6PuDGjhMoScGrBA3d0CyAOzzTJCyq0jZWw2ozg13upGZk7Npgl9OpaGyM/JzFYs5KnFR9ySg1u5SmBwIgWldGotIV7Ap8NeL8jHzBUuVLofDHgiwWjUmntA1vbO/bbbCtEuyNO7Gor6Ku3pPfG2z58bUlljgLyvuvcf0ZIaFDfT1gMYPNmgoOdsZP+dfXwUV0ZkhfSaSGUiok0GS1msGudNftCtykiPbVjpbJ6s/s6mBouh4ls6tqh1lOxe/Ije+DHgAAIABJREFUIzpuqwS7hBDCx+VS3PVLs0B8+VB44L7EAl36nvXYP3kay/blbR02wDvgaLyHHYPR+3DILwNvK5qzlrwDX2JsW47efBD7p89iW/US7uOvxHXyDWDPhjnFQ5WUaJx0omLFp+bwie//Z6ZbJIQQcYpQMNer5wP12FSKprYLzuzSI9ebCrv5YbRlf1lsvgL1yVy4dGGKkmEoPl0ZO+PsiNFQXp74usMquwQX8dLaL5V6etqCXf7tnkiwC5Tv78ImNYtylalrvsBpazUUgirog3IUt6320A5zeK3XlZpgF/6aYrGDU/4MkEAGSvDy/rp2wUV6Eh3GmIWzMYrI9H1fojXtj76AZsHof2TgpoRoE5zB5Q920Zr+YFdgcpdou2nUAvVa6PPRRDkut/hqG+fntU3W0REJdgkhhM/vn1Zs3AQlJfDw7zRKSuLslDbX4vj4UWwb3gw85O03Bs8R38VzxHdRpUMi/llRWRm1NfuxfPNP7GtewbJ7LfbP/gfrxvdonfYrvKPOSMXbSqlpp2ms+NSclfH7/yl3K4UQOcII7517dbO3bGZ2pZIWuFgPm2I9xjBGm808pnqSqdnVhZldbndboKtXaehzzc3Q6mqbYCVRYYlBKrhmUxpqdqV5GGP8mV2htW3inSxU0wHlxdpsBhO8/cdCXlvWoqWxGgxnympb+TPPok/LFvp0SMk63WrW7PJv8+AnO1hf+Av4C9RnYbBLhjG28brRays7XEw7tFOCXREEB7t03RfsIoOZXR3uplEyuzo4/kS7CeH/fdBhcPjh8e1XEuwSQghgyT8U//u2+fOvfqkxeFB8B1F9x0ry3rsN3XkAAPfYWbgmXIvqPSK+F9ateCtm0FwxA8u3H+D44Lfoh3aSv/AmXBOvxzXppoTT+bvSlClgnesfKqEYMVw6cUKIHBDoNbcdT926mdliTXVmV1CwK3wYY4QaXv5hjNZOZHYFboUn87ex+d+WrsFJJ4Ye87/ZqthW2YlgUbsYkBZc2Dgdkai0ZXYlMBsjhGdAxHmq1TXI89SA1UBZ80MCXcGvHxaETZJShtm0DqJxYZldQW0J7CPBQxATzuzyD49SoTXAsoL0kwKCdjRv+clhT2uN+9APbkvpRAMHahQ7d3a8j/fpE18NqEwKZFTp+GbwNd9UUnUeO8H/WUabjTHqMEbdf/zpoEB9B8GuRHYpCXYJIXq8yu2Khx8xj6BXXQmnTIzjKKoUttUvY//4UTTlxdtnFK3T78EYfHzS7fAefjrOoadgX/Y49jWvYP/0WfSDW2k5+8EUDTfovJJijQknKpavMGdlHPH9TLdICCHi4LuQVkG3oj2aeVxN2TDGQOSGqMMYw4dvKMA3G6Pdl9nVqWGMKZi+qp1YZZk6OwzQaJ/wFFKzyf8ZdoPMrkSv0vzDGJPI7LJ7DqJ0ImfGBIb7peZ7ovmHMRJfZpc3+GV1qzmc0r/Ng9uUaDaUHnRJG1QDLCtIrKtNYP/WUAV9wp93NfmWS91xbNs2qDvU8XI1NTDuqOye4MO/i1h9sd1MZXYFB90iina80+Krreff/duXJow/o6yNBLuEED2a06m4+78VzS1wwvFw9ffj6JW0NpK35JdYtywBwD3mPFqn35OagJQtD9dpd2H0rcDxj19j3bKEvNZ6Wi54Fmx5nV9/Cpx+msbyFeasjHF9XkIIkWmBO81tGSMeX2aXRTV3HO2I5+I7rsyu9reqjcBdbqvvCiaZCxelab7LitRfrAVndrUXSM5J8tpUtQ92BUfW0jDDZLxBpM5Lchijv2ZXnBd3ugZ2Tx3KDiq/V4QF4psNLV7Ka2Z2aR18kBFjv/4sM8OXZRYISCeY1eVfl6aZXyjDa9YAyxrSTwoInoAiksDw79Tt8/7j6fBh0es8bdpsBnBakhyOnS7+IJMlw8GuDoNO0bZznCeMaIf+WOeiaCTYJYTosZRSPPKoonK7mb78/+7WsFg66LAd2ELeOz9Dr92G0m20nnYXnvGXpbwmg2fcbIxeQ8lfcB3WqhXkLbyJlgueBqsjpa+TjCmTzRNsZSV8u01x+AjpyAkhslyEYRVef2YXLqybFsX8c6PPaIx+FR29iPl/TQNNNy9x2wcVYgxjtNh9wxg7U7OrSwrUm/9GurDpdIH3KLMxdrthjIkG7HzvXfmubuOOkWlg9x4yv1Z5pREWiK9mTrzahjEmWKAegrLM2tXsSnIIotKsaCrCDKgZJ32kgI62cVvUO/xPY+yksWaC9QeC+veD0tLIy1VVKRqbwNmsAllT2ShasMuboWCXJepnFWXYthYl45nIi7WPicU5+WsICXYJIXqs1+fBkn+YY87v+W+N3r1jd0ismxbhWPIrNLcTo2ggLec+hjHo2C5rnzHkJJovfJ78BT/Gun0ZeQt/Yga8LLYue814FBdrTDhJsfwT+OBDCXYJIXKAEVz43ORRdlqtZWh6bYd/rjXug46CXcEz7gXXEIq4TLt2ATZfrzypYFcXZkHFCnZ1NrMr6jBG3dL22XXB0Ey/wHCZrnsJ83USDeT4M1x82zPeTAaLtwldeVDoEDQLo5/SLZGDsEnSol3UtuP/7oQMS2qfZRZhH02IbgHDLTMyZrN4g13tjptr1ykO1ET5E6BitKK8PPJO0nFgBvLyoLEJmpsVxUXRl8u09sMH/YG5dNfs8obfOwoVSNlt97AemrEaTUdns0SuOiTYJYTokT5ZoXjmOfMweuP1GseOj3Ho9Lqxf/Qw9rV/BsBTfjIt58yFgt5d3k5jyIk0z3rWDHhVfoxj8S9p/e6DGS++Ou10jeWfKD74EK7+vop5V00IITItMCwmKGLjNWB/8SRKhrjoFyVorzlrsOxaQ0JBJF9mF5izw4X+ZWgnP3j2OJvdvBBwuaC6WlFYCIWF8R5buzDYFWMEXmczu8KGMQYNf9ECn1UX1uzqsjW3k2DNLv+wVFvzXopdzdgPgaouRauvj/l3jvpGANzWksj9hDgzK+KlDGUOY+ygD+Df7Q4dgh07zc+i4IAFa4uiGQ/ueoWlxUvhQYVh1WncGX2b9yo1b7qFv0iUGVAzIXiHkP5RmwjDyUOFfz8NI3qgC8yjw6YtUN+gGD4MiopCP29Pu2yoSPJ9VUKyPtjVLnCXsWGMHX2mge0XLbMrvppdYfeGJLNLCCE6tuUbxa/vVRgGnDcTLrk4xsKuJvLevQVr5cfmrxOuxTXppyHT13c1Y+gEWs57gry3b8S28R1UQW9cU+/MaAdqyiSw2aByu1n88/DDM9YUIYToWEjhc5P/LrlmtUO0Iey6L5M2nmhOpJpdYcMW21fcDcrs8g1jdLlh/RdmIOk7pypstjiO9YGrg44XTZSKldnVycyosBosQZkfbcOWukGB+vYv2BFfBrejdS+lLXux14JyFGFpaor5Z/Ym8420WiLU64K2jLGwIGySfN/fjmp2+S/KD9aa/wH0adTJd0NtnZcmBzjcXvo1gtuis68h+ro04IgjFHlBVR2sNuirZ2hMVyQhF/MS7PLTIgwnD10gPMoRPPT1O1PC/3TTZti7D/bshdZWs/6un1IqvswuX8nd5uaMh0ljaj+M0eL7yldXw78/Tl/bPe0yzMJEy+ALDKOOfcIIJH1KzS4hhEjMrt2K2+9QNDXBsePh1pu1qHckNWcNeQuuw7JvA8qaR8t3H8I7+sw0t9jkHfEdWs+6n7y/34l9zSuo0iG4j/teRtoC5p2ziRMUS5fBvz5UHH64dOaEEFksQkZB4CIo1l3ihIYHRpqNsaOaXW0X5vkFOuVDFfX1UF9vZlS1tJg3FuLWFbMxxsrs6uSEidEL1FtA8/3clSW7un7Cx6SyfIw+o0G34XR4aDbAWwKUlWJYY2d2eQ1Fo8OKlh/lDlScw4jiFXhnHaRaDDoMmptDM1CK7FbymsFa7KWoCOwtBiU6uO0WiDBRH5jBjLpDsHFT+HMn9bbQN5+QfSpjunpcbK7qaKhqhB0yMHRPA4cjfP8Zc6TC5TKDqK2toc8FB8o6GsYIuRfsKi42TzeGMjOC08luN/+LJLCV2h/vfL9rnZyNUTK7hBBdw+tGO7QDvWYr+sFv0et3oTkPojUfNKePNgyw2FBFAzCKB6KKB5o/9xmJ0feIjKdy19Qobr1dUXMQRo6EB+7Tot4x1+qqyJ//I/S6KlReL5pnPdul9bni4Rl7Pq3OAzg+ehj7hw/i7VuBMXRCxtoz7TSNpcsU//oArvmBDGUUQmSxCHea2184RPyzRIYHRpyNsd2wxWg1u3zHzyMqzH+XLlc0N7cr6B1L4H11wWyMMTIjwjKjlELftwHN1RjXuksOKLwNULgfLGhohjtoxVHGsqRQIMbWpde4wSuP8zzpKMIYOI66bxVOHdwDQB/aG6M2dn05l11RtwcijfID2oJdKSri7v8+6x0UqHc4NMaOadeUvRb0Og2jr4HRV0OrN7Ds1lAFFrxR6i8ppfhmKwR/DC63GUirrbeawa40FqhvblYRZ/DTPF70BoPmZoXhVrTUJvkF06C0BPT0TRvatTqo2dU2e1/bPu8PkFqjRC2sVo3RoxWfrgwfzhca7Ir+GfqzBJuboy6SFdqfs0qKNU6dopKc1KRz8vJifC+jZfBFy3hup6PZGBO53JBglxAinFLgdqI5D2LZvRbLjhVY9nyOVlfV1hFNkNGrHE/Fd/EccXZGAl+NjYrb7lDs2g2DBsHch7TINR8Afd+X5C34MbqzBqNkMM2zX0T1HpHW9kbjPuEH6NUbsW18h7x3b6H5inmokkEZacvkSWC3QdUO2PotjBqZkWYIIUTHfHeSg6dC73D6dEhwnFtwsCtaZlfkYYyqXaaDv/Bw3MEu/HfMVcrDXbGKEYcVqG85hF5XFfe6rS6FwwPWVtCcWttKLfagQuNdP4yxS4s8BV/YJVhvM7FKX3HUUEt5zS5fjbVkgjHtA28d1nMya4ONHhX6WH294tNVcKjBgtFPpS3Y1dKiWLY88lfH4vUyvNVLayu4LQb7qpN/nYED4Ohxyf99Vok1JhoiHm/bF2WPJFqh9nhuaADk+4cxtig++dR8bYcdxh0Fdnvnr1e2fGOOKInXkMHQt2/460bKRnY4NByZn6g9VLSgZvBGVEbU42G0064MYxRCoLwetPrdaI370FoOobU2gKfFzMoy3OB1+372+H5uRWttRHM1ojVWozXsQWvaH3732b9+WwFG7xEYvQ/H6DUMVdgXlVcGVofZcXE3o/vX07gPvWEP+r4v0euqsK98HvvK5zHKhuMec745DC/CbEGp1tqquOuX5t3A3mXw2MMafftEPlJaNi8mb/Ev0NxOvP3G0HLhc6ii/l3exrhpGq1n3oNe8w2W/V+T987NNF/6F/PCIM0KCzUmTlR8vBT++YFi1MhucudRiBzz+eef8+STT7Ju3TrcbjejRo3iqquu4rzzzot7HVu3buWZZ55hxYoVHDp0iH79+nHGGWdw00030atXlPo/uSTC+If4LoQSCHYF3XZW/vpBYcMWoxWoDz1+WqJcvEVvZtdFbWJdn7YPrvjfj7LmYfQfE/4H7dQfUtR4oXdf8A40V6YcJWbNKk/XjzFMS82uThQr7yg20F5HNdQC38sUzVjor6umJTNpTvssDyM8IB2P4mLzxpvHaWHvPjC8blobUrdB8/JhQP/w7eZ0mnubrrUFS/ysHoM83z5tsSgKCxJ/Xa8XWlpJKEiS9QL7QrRgV3gw1n+cjpbZFfyc12t+J/0jDeINdtntbdldjb6k1EagpgYOOyz233akqUlRuT2xv2logFOnhD8e7/vJvChh+uBAtuGNWkNAhjEKIQK0hn1Ytv4Ty551WPZ8jqd+J4UpuqulLDaMvhV4h56Md8iJGH0rUMUDOzzKhL26qwnrtx9i3fx3LNs+Qq+txLH899hXv4LrpGtwH3cF2JLoCcRh9x7F3f+t2LwFCgvNjK7BgyN0Nr1u7B/Pxb7mFQA85afQct7vwZGF07LY8mk5/0kK/nIRln1fYF/+FK5Tb81IU6adrvHxUsUHH8C118hQRiHS7dNPP+Waa67BZrMxc+ZMiouLWbJkCbfffju7du3iuuuu63Ad69at4wc/+AEtLS2cccYZDB06lI0bN/LnP/+Zjz/+mNdee42ysrI0vJsuFIgatHW2AxkDsS4cEggiacE/BXrrHdXsCh3G6GdJMrOrKzKUYtXsCsvs8r9fa15cWcfNdkWzHbzFoErav0AaIlHpDnYlWKw81mcfSYfzFKQ4s8u/4bV4o3FBVCCzyxPapgQnANI0jT59FM5DVmpqoLGxhQZH6iJEhm4nf6KNknajAfz7ZnExTDip3QZqUZTut9LUpKFsCm8SNwNr6xSfrU7kGJAD/Bm2UTO7oge7YgV4ggNhXm9o8KujvwXzOzRxgkK32DhUB9sqobYugZsNMfiHVtpt8Y2A2LjZDHI2NKiwESg5E+wK3P2IMhtj8DIR6FEOU5LZJURPoRSWbz/A9vnrWCqXhmVhKd2GKuqPyu+FchSbgSTditJt5t1Si833sxUsdnMZeyFGQT9UyWGowv6ovFIzWysVwQt7IZ4jZ+I5cqYZ+PrmH9hXvoh+cCuOpY9iW/Mn3BOvw330JWBNTYaSUooP/w0PP2oW++1VCr+9T2P06PD3ozXsJe+9W7HsXguA68SrcU25BfTsPUSq0sG0nPkb8t/9GbZVL+EdNhlv+cS0t2PyKeYdsZ27YPMWOKIi7U0QosfyeDzcfffdaJrGX//6V8aOHQvAjTfeyKWXXsqTTz7J2WefzfDhw2Ou5+6778bpdPLMM89wxhlnBB5/6aWXePjhh3nsscf4zW9+05VvpeslWbMroeBAhA5+WJZ0tNkY210UtL9Y61CWZHYFioMnGrCI+GDXjzFMxyjGkLUn2qdKMNgV7SKx7fVTW7Or7cuRRF+xfWZXhBlT43X4CKhusuKoh15UAfEPpY2lsQFchgVX41QoDr0pG/P4EbwBkgwsJh7wzgEd1OyKVaA+1nFa1zV0TWEoM7iUaLALzOGKZWU6VovG3n3KDHalIAHSfyPAZiPyzfZ29h9Q7D9gzjBps4UemVwusBjNFDRUou81QNcxeg0De2HnG5pKUWt2+W4EKRU+xD/Satr/LjW7hOjmlMKy7UPsy5/EUv114GHvoOPwlk/CO+hYikeeRJ3HllRnIS3shXjGXoDnyHOxbnwH+ydPox/aieOD+7B99gdcp9yIZ+wFnQo0VVUpnnpGsXyF+fuYI+HeezQGDgg/Olq2L8ex6L/Qmw+iHMW0zPgt3lHTk37tdPJWnIV73MXYNryJ4+934rxyAeSnN/uioEBj0smKDz8yhzL6iysLIbreihUrqKqqYvbs2YFAF0BRURE33HADt9xyC/Pnz+fWW6Nnfm7fvp0tW7Zw9NFHhwS6AK6++mpefPFFFi5cyF133UVBQddk4KaDFuFCOq7ZGBPKmAqajTFwId9BZpc/q6VdJCkwjDHei61ASk96Z2OMltml4gx2RUsAaLdUXOtKRofBoVToRNpYXHXlgkQb/hPgW1FHs6HFrxPDGNtldmnBM3EmqKBAY/jR/bHs2oHmTV217m+/9eJp8qKaG4DQ41+swulacDAxyS9XvHX7mpoUW7+FEcOJWos2a3QY7PLXHkwsswvM7eByhx4zA0MgE/xKpTLQ6E1wH+7XF/YfgMrtRBz+WNqyjfymbeh1vm3tacUYdFzEdWkHvw25Xkw1ZS/CO3xK+M2N4Mla2v+NZkFTnpj7RbRZfhPNdAUJdgmRM7T6XTje/zXW7UsBs3aW+5hLcR9zMaqsrXi6VlIWOk1NttIteMbOwnPEOVg3vIV9xbPoDXvIW3I3xqqXaJ1yC95RZ8Z9RGttVaxeAwvfVSxdZj5mtcL3Locrr9DCpyt2t2Bf/ntsq/+IhjLrc533OKpXeYrfaNdqPf3nWHZ9hl5bSd77/4+W855Ie/H/adM0PvzIHMp4/bUylFGIdFm5ciUAU6aEF/eYPHlyyDLRHDhwAIAhQ4aEPafrOoMGDeKrr75i/fr1nHLKKZ1tcuYEoirhwxhjZ3YlkvvT8WyM4cEu/9VU5GBXwsMY05zZFfaq/vcT5w0rI0oCgPmgPzDThZGodAxjJK6IXkSJzhIZf2ZX0ALuZvT9m8ygk6ahfPVY42ugbxhjJ2p2BYJc/gBcEkMiAcgvS/nNSu/uFdB0ACPCdHfxZ3Yl99rxHgPWrDWHvdXWwtTvJPdaESkFrQ2EvAFloLmcqII+YMtLeJValEzWNskNYwRzsApRgl2JDvvzBzBTkdmVaBv694ftVdFnhnRY3RQVmnURNU8LmtsZdV16/e4EW5sYzdVofkfy29f19E1cEWk7B+6QRP9iR7t3k2gNQ5BglxDZTymsn7+O46OH0dxOlMWO+7grcZ10TdqzeLqExY5n/GV4xl6Ibf2r5vDG2kry3/kZ3sEn0HrqbRiDjkMphdMJNQfNE/rBg3Cw1qzJtW0bfLGh7cSgaeZMgdddqzF8WHgPWt+9lrwld6Mf/BYA99GX0HraL5I6cWecrYCWcx4h/2+XYf3mfaxfzMNzzJy0NmHSyZCfB3v2wtcbCZteXAjRNSorKwEYNmxY2HOlpaWUlZWxfXvsyri9e/cGYOfOnWHPGYbB7t1mZ3nbtm25G+wK7lQHRVUSueMeV8AleIxFIOrQvkPf/la1J6xd0IlhjF0QtYn1OentrlsCBfcTzM6JfIuk6yNRaRnGqPwXfkncCPLXqElZZld4xqFetwO9flfbS3pdeOMMdinfe9MsnZiNUbWr2ZVEZldX0Ww2AAy3K+y5uINddG4YowK8XoUlymfc0mr+60pdQhsA+p51UYMlRvFhGIOPT3ylEW46hGhf00nTYmbQBYs0I2Oywa5UZnYZCbbBZtOYFONUq+9W6PUaRn4ZWsMecLdEX9hjPucdOsGc+COFLNuXm4G2SOfGwH2fGOnAMc6pUQvUS2aXEN2Mx4XjX7/BtuEtALyDT6DlzHtRvUd08Ic5yJaH+8SrcR89B+vKP2Bb/Ucsu1ZT8NrlfNV4LH/e8p8s3jEdg+hni359YepUmD1Lo3xohCOh8yCOj+di+3I+AEZhP1rPvAfv4ad31btKC2PAUbgm/wzHx4/g+PBBvENOSut3JC9PY9IkxT//ZQ5lHDtGMruESIdG37RRxcWRZ7UtKipi7969MdcxYsQIysvL+eKLL/jwww857bTTAs/98Y9/pK6uDoCGhoaY68nmAvbK40IVmjVNtN590XQdpRT5+eYFbN++9qjTyyuXw/xbTUPv4D0aNUWgu9BKe4HVjjpYCI78kL8z6gvBG1RfpbAAKIT8kpDlyso8VO/3UpCvU1Zm6/g9tpaiWgrRiovR4twW8W6z4gMeCgu9lJZaKCsLvXSwWAwKC9047FBW5kC1FKKaC9F6lcXVjoICF26PoqzMRllZaERHuVsC262jzz5ZVqvZfrvNbH9XUK02831YbAm/j/wCM5LRu7dZz7SjbZaXpygsdKFrkd+PsnvDvpdGkw1aCsFRCK1NkJ8XdzvzHQ4sOCjpVUZhgu9NWV2oukLIL0AvK8NoKgBXIVppr7i/w13tQGkZRu1B8h32sM++oNDcL8p6he8XSmtE1UFhnMeOSJQytyVASUn0Y1RhYWvg51R+h419HnNmJ6ujLUDh9t1VzrMm955aiszjVGlpxG2svO62Y3WvUjTdEvNzDlZW5sZQBoWFVsrKzGuF2jovhYUeSkvjO46a6ymjvt7Lnr0e8uM8/oa8B08rHPgWDDP62NxiMFB56ItOr+Z27bc6oO/ohCZ4MOqLwFuI1mcAyqgHTUPr1StsVIUyDJTDCg4r2oBytBTf0DdqS6FFQyspRisO3ZZGYQG4NfM8UNDuuZISaLWglRajFUb+DpWUuDlUb1BSHLrNCwtasdmgrMxGcXF8n5kEu4TIVs215C/8CZZdq1GajmvKrbhP/EH21uJKgdo6xV9eLeDd935CofcSrj/iac4dupCxRet44Lh1XD1yNC9s/RlfeU+jd2+NsjIz3XfEcI0jRkNFhVmksj2tdhu29a9h2zDfTLkF3EfN5v+zd97hcVTn277PzBb15t57wRRjwKYYQsDUUEIPcRJKKDFgYnogEAihmN5xIEASwgeh/AKE3qvpOBjTbINxb7KsvpK2zJzvj9kqbZld7WpX8rmvS5ek3dk5Z9rZOc+87/N6f3JxnNDb3ol/t1PRVy/EseZjil6+mPYT/20VI+gh9t9P8OZbkrffgXPmyLjHQaFQFCZXXnklZ511FmeddRYHHHAAI0aMYNmyZSxcuJCJEyeyfPlytBQ34w2FnD4f8OLwePD7Jd9/3ogvGKThCRZsa2ry4HAkGLP8HTiCCwZSbKPe0oLo8GA0NSMdbhweD7Ldh7nq6/AyWv1mhDdSKU4aDkSHB2m6MKLW7/FIPB6rIlhDQ+rxVGtuQfN4MJ3NmCWpj0V1dbXtY9bYaPWltbVrX0L99HmhoaENranB6kdRG6aN9be0WJ9varYiGmIwfJF9X1+fkxT9cP8dVv9zgrfFOhd0Z8wxToWUMnyONjZ6GDSoJuUx83ojn4m7PR2tVl+8gXBftIY665jplWgeD9KP7X62t7fh9HtpbWnB505zDGgL9sUvMRoa0Joa0TwejFYP0lUY40m7z4fX66WlsbHLvm9ssPa1p63rdSGaGqkAPDbHjoTtt0tME+rqPBQXxz//PZ5I+Es2z2FH4xaQksDY6WEDdOGpQ1/7CdIv0jqXQ0TGB0/88cE0oq75raA7k+7naNrbreXqt0JxkbVcQ731Wnu7vXE0NC62BseFRpvjb8w21n2PVrc8/L+3TuJotALVWld3XZfRYVqV7u2uv7nJuk7KfOihfVW32RLOovG3WftSCAItbSAS5EVmiN7Wjmj3YDRsRQZi5xt6SzPC8BFoagZvp8952hFeD0btemRx/PPaEmkRAAAgAElEQVS1o0HibYbmOmgoi+yz9kZJwICWLRBo06ke1NV+oTNK7FIoCpG2eor/71T0uuVIVxkdh92GMWaffPcqZ5im5PEn4R//lLQHo3EdFYNZ2O8aOobPYy/n4wzf8CgTKr7n5mlzMWvGERi5RziCyawcAc5i64PSRLTWojWsRl/3KfqqheibloTbMgZMxjvryoRmjr0WoeE95Eb0h49E3/wNzs8exL/HWT3W/B4zoKQEamvhm29hxx16rGmFYpulrKwMSBx11dramjDqK5p99tmHRx99lAULFvDxxx/zzjvvMGHCBO69914++ugjli9fHk53TJeNGyVtNu6xAwErNT0Xlcd0I8DABonf0FjbKZPDodv17LJDdBqjdYstTD/6xsVdl9QcVspfOO2vm55d4W7mwLMrSbn3Lukmwe2xbVBP4nXHJjfKTv9nBzvZn21tkubkgY0IAdVVxI++SWLWnIzoPqWbxmh9Po6HZhzPLhEIzkbD91FpnEPpOujH9KVTdYNU5uV5QHNYk3gZx7MrkMz8vLMfUTAlL10cOvjMPFRkDPgi50HovCDqus60wEH43EpRjTFq2YDNNMB4PltGhjZwdosDxCV4PcniamRJDe0dkuYiKCoHs1/kHBDNG600wHQLKoSvEwdSdyEMn5Wu2EXssiZU0lGcGy/fREVYrBeDy8T70rA+p2/6KuGqK7dIAs1QvgkcMrKOAY0SKcG9FhwuAYN+nbKbSuxSKAqNKKHLLO1P+3H/QPYbn+9e5Yy6Osk111vm8gCTJsLppwlm7EbQn2Ag8HvaO07G9dmDOP/3CFr9Clz1K2Dxo+H1SEeR9SVp+BFm7BeHRGCM+Qn+nWdbVUMK6EYqm8iygXj3v5yily/B9fFfMcbtjzlgUo+07XYL9pkpefV1K5Vxxx1UZJdCkWtGjx4NWBUVd9ghVmFuamqioaGBadPsCftTp07l/vvv7/L6ww8/DNBl/XZoaZF8/W3aH8s6DkPi84EpdMrLYHDUQ/SqSlIU1YhRD5JPGqJFAncZZs0YREdXlUQ6XIBANK9H+IJhOJ2+l9I1SJY2fFAyxUyiQXQxRA8b1NsUu5Ia1IvYBXPw3Z3K40pKyWef2/NDcjlh6BDZRdPSfSY19ZKagen1rXNtAztET+pNM45AEK8aY2hy7giJXenM8JMdwBSEihiEzpmw8VvheHZpQc8uGeiOZ1fw/wy2K57peiKyGlAfsJ5QSN2FKQWNDVaEmfDplLRIpOanrS59Yd3VEMDZKvE5BH4R+3ndYY3HEaz3bVdjzKJnV7cM6oNzELN8MLJmLJ5mSXMxVFaDOSBykDRva9BcPr39KKJL2DqKwPAh/B3IosrY5YLHMFd+xFJo1lAXb6BKUmbXrByGlmK7pQ6msH5k1LEzwKr/4gDpUGmMCkXvw+eh+D+nRYSu4//VN/25gqxeLTnvQsmWOigqgnlzBYcflmDiUVSJb58L8e12GvraT9HXfoK+aQla42qEtwURiBg0Ss2BLB+CMWh7jNH7YIzeG1mW5l1mLyUw+XACy1/FseJN3K9cRvvsJ3osnXH//QSvvm6lMv7+HJXKqFDkmunTp3P//fezcOFCDjvssJj3PvjAKks7Y8aMjNe/fv16Fi1axPjx45k0KX3hPJROVeS2PBWTIqyJTnFxiuUyQHgNitYBDg3njqnErc4fTie6KPZptjlwSuLVNq6FaFPwotiQs4yrMebAzD2dyK6IQb29KUbSoKc4UR7ZJlWxTdOMCF2WMBp/uQ6vlSq1ak3X95wBibcF9GKN1HGWEbof2RVvgVA0hhkWb4URjOxylVi/bapsUkpEcMel4zkUppPwJjIptZZjtLBBfTeqMYb/z0Ds6hT8loxs7rZwtJ+jiJWr4MeVwf6YDoY0gcRgfWP6663xmJT4oLFWozWOBjNlOxglhHVuBvehkSyCLgo9XmRXcL/1qEF9aAwMirmhY6d3Pj6JSg6mJDTYgnQWIbzNYSP6GMKRXTkqvtW5wEQUyQq6yOrRGNWjk666GcmGADiHwMAJkUFtwxpr28ePA+G29z2uxC6FolAwAxS9eAH6lqWYJX1f6PphhSV0NTbC6FFw/TWCkSNtDFzFVRgTD8KYeJD1v5TQ0Wg9HTFN0HRL2LJZ9rzPIQTeA65CX/85+pbvcH76N/x7ntMjTc+YDmWlsHUrLPkKdp7aI80qFNsse+65JyNGjOCFF17gpJNOYrvtrFKora2tLFiwAIfDwdFHHx1evra2lpaWFgYOHBiT3ujxeCgpKYkRgVpaWrjkkkswDIMLLrggo/6F0herq2Hy5DyK3+0mjhKBdOoY6UagpBNdlEa6mqwaQaC0vxXNIkTYEydE+mmMuasraCeyCyzxIxwVlJM0xuyTKo0x+vVdppGwIp5hSNati1TGi6Zpo4QWCBiZpzHaPW07R3Z1IUZANK3zL9iQdFpil7AZ2SVlpJMZPdwKCaLSRF/5XlSUY+FEdgmXVRggXqpZMrGryz7MUKxNJ8Ioqxqhvx2fX9LqL6IteGiL3OB26Fh1PUwqytKPtiw1TYp08JdpaFEPNnw+69ppbrZSJYUMxIhdwvTh9LcS7kwc3IbEFQDRRng50W695gqQ9LPWCsrCf3Ynskt0FrsSDYnhaNw0z43odN+gkCUC3i4jZDgIwJmDJ0ih9iHBQJM4sivTVZtR4bfpnOvb6GxQoSg8XO/ehGPle0jdTcfP7+3TQtfm2ojQNXEC3HazoKoqw4mQEFBcjSwujMo9hYAsHYB3/z9R9NJFuD65z0pnHLhdztt1OgU/2Ufy0ivwxluSnaf2vsiu5hbJiy/Bp59Jtm6Ftjar8MHee7Uzcy9JZWXv2yZF38XhcHDttddy+umnM3v2bA4//HDKysp47bXXWLduHeeddx5jxkS+S2677TaeeeYZ5s+fzzHHHBN+/Y033uD2229njz32YODAgWzdupW33nqL+vp65s2bx6xZszLqX0fwXrskR/fatkmSUpGaVKEyMQ0FP2JznEgyCYmXkpOc3I1NCSMTiN1U0wSM2IleKuynMeZG7AqvPsHr0ZOtZBMsXReMGhX/vaUeidwChpne+ScjARy2oxGt5WTM52OIPi6mAYaVnic1Z+Q9m5EmUoIglHqYwbWlO5C6E2H4Ed5Iuq/sJPzmE90VjOwKJPbssh/ZlUH7aYje2Y7sWrYMWt1FtAWz48aMhuHDnDiWWefi6AlG2iFT2jqJ1iowBuvIqPv+DRsl33xr3XNRFqtABwwY1PIBpZvbcCQRrCrrJQNboFSAI2hQX75FIlqhfAs4AsmvIekshv7HApHNyiiNMSSMBq8nI2HAYoaRXdG+Z6GoLW8TtMca/oeuKdnZyytbhHwppdF1/OzWd278ZzeZiP+gxC6FoiBwLn4U1xePANBx6I2YQ3bKc49yh98v+dNVltA1YTzceZugvFwJCNkmMOlnBL5/Dcf3r1npjL96EnRXzts9YJbgpVckb71tpTImKpVdaAQCkn88LHniqcgEPcSmzfDe+22UlsKvZ8MJx1keZQpFIbDHHnvw2GOPcdddd/Hyyy/j9/sZP3488+bN48gjj7S1jkmTJjF58mQWLlxIY2MjZWVl7LzzzpxyyinsscceGfetPVSlPs9iVzjKIpMb75jP2BO7ZBaEp4wN6nMgCiWL7OqiR8mQQX16aYwpJy85Ers6R6Z1FpViJ1iZHVeHZuInfQ8u2/umE5qw0krjpzEK6ycYhReO/nC4Yg+waaSMzotZf4YG9caYfWOFLkdRTIRNvtGDaYwE/F08+9JKYyQ3YlcgkFm0Sypag1UdDc0dTuPVdaxzJHT+mEbamZkiPJjEfjD0QKStDSiPFYGMgIHDbEPTQIZSbeOt2wUBHfwCZPB2N6BZr+GKvBb3s742hL897M0WiuySWFGbiSI64xIq0hG0EEl4nohQGq+ZXtxq1BOCUIqi1lqL1lobf3lHjiO7ugi70VuT2ZgZL045k7RuUGKXQpF39JXv43r7egC8e5+PMfHgPPcot9x9r+Tb76CsDK67RgldOUMIvLOuRF/3GXrdMlwf34dv5u9z3uyuu1jePFvq4KOPYd+f5LzJbrNps+TqayRffW39P24sHHm4YORI64bn62/g7Xc1li83uP8By5Ps5hugXz917ioKg5122okHH3ww5XI33HADN9xwQ5fXJ0+ezH333Zf1foWq6+bChystEkywbJFOdFE4izG7YlfcqnpdyNT/JTXJPLu6pM2la1CfStAJTaxznMYY6kvnfiTbdrtomrUS00xvJclExmQIDTASi2tSRKWJhfy6HO7YYyYNUikZUka8eTL26HS4cxd5kgVCYpdpSkvEiPJATSp2dd75GYq1qcSu6NeTDRG1tZL1G+wEp5poZgfuLUGxS0QG71BfpOZAGP6IN1VaxA/lLAlqWB1eMKWwzrzguWUGQ+g0DYwxP024oR1lkk1N0FEJo8day9TWSZp1GDIKjP6Jd5C+/BVEVKRj9DE10g1gM+x6dnU/jVGWDUQWV1nVM+PhLEKW9Etv/XbpXGCic/8g4+/C+GmMma1WiV0KRR7R6pZT9OL5CGni3/5o/NPPyHeXcsq770meftb6+8rLBUOHKLEgl8iSfnTMupLiF87H+enfCIyfhTlo+5y2qeuCgw6UPPpvePlVyb4/Kexj/ONKyXkXSOoboLQULrlQsP9+sU/wp+0Mc8+u5MmnGrh7gWT59zDnHMmtN2HPZ06h2AaRUtIRjOzKexojCfNI0iOl2JU9ockRdYduGLH/xyWsiPR0ZJdAIAnbN4XFrmxFdgXT8nIg4iXqSzThCVY3hnqHDl7AkN2LcrCLJqyqZQlP1/BMMhCeJIcrWocwzZRRO9b6zeAqC8dUPpvoTh0pNEzTtISQKLErlOIWP7IriQCQTvspI7sifyeLHFzxI7R6UjQmJYNa3sdptIZfMrSIuXl4OzWHlaqXidiV4MGDyyVwOiT+AHh9GiUOCI1lYbFL15KqHKExsqkJ3l9ofdbr7dT3ROhuMNuClUk1hBBomlWBMhAAVxqJEeGK8FqqyK7QtmRqUC/A4cYYNTPNz2eJ8DiSTOzKbFwIaefRY1gmad0AfXNkUih6A95Wiv47F+HzYAyfjveAP2flaXChUlsrueFma6Sa/UvYa8++u62FhDHxEPwTD0FIA/crlyV++pNFDj3EOrYffQwNDbn1WekOK36U/P58S+gaNw7+/oBg1v4i7peopgkOPkhw/72C4cNg4yY49zzJxo2Fu30KRU/haZO0dfppbLJuyTWR3kQhJ4RngRne9to2f7dvUJ+K6LQZe6mM+anGCJHdY5pR5sw2o+hSiV0yw8mSXewG7nUnskvXghEqaXp2mRlqtEl9oyEsRDpWf4Be+22wk67YD9swqbciu7rnzVPoOBxgCiemCdKI3D9JKcP7N64QnTS1yz7ZErtCy40bA9tPif+zw2QfYwa3MnwYDBuhoRWX43NUhtcRDvwLXtuis8hhhyQmfaHoLq8vKr1PSmRw47UU5RhLS63rVGJFiHV4I99BJYmzHy1CImYgUmEidFzTqsgYLQDqsZFdXa7jRGmAqQgVlMjzNSfD1Rg776AMzbWiiFc4JNO0bhXZpVDkCfc789Ga1mJWDKX9iDt7xE8pXxiG5JrrJS0tMHkSnPFbJXT1JN79/4S+9lP0rd/j+mQBvpnn5bS90aME202WfLcUXn8DTjg+p81lxKZNknkXBIskTIQ7bhFUVKQ+L4cNE/z1Xph3vuTHlXDhJZK/3oMyrlds07zzrg9PgqiBoqLMvY6yRvBmXGYcfWIzuijTu/EEOHTLnNnWZCvYZi72dCrRRdOCRf1i3NztiV2mrcgucubZlUrsylRwiiaUxmikmcaYRnHPGFLZt8niKquCddQCoVQnK8XRtLW/LYN609qHfVTs0nUwhQsdL9StQiuyfJEChqQiGLnqrAetk6eT6GgCZ9QLeY7sCn1+0CAoLU1wQvkMHK0CqekYEw9h43KJXNu1LyERJ6PIriTVWktKoKkZ1m0QbBWShjoDrxMr5RbQHFrSxw1ut2DvmTIczRV5PbXPqtRd1nVj+CCYuunQwUc6RUKIpDBaHbZeylU1xhwWJbFFwsgu2XWZtNfddVWZpnUrsUuhyAP6D2/i/OZpJIKOQ26APl5J8IWX4IvFUFwEV/1J4HQqYaBHKanBO+sqil+Yh/PTBwmMm4U5eMecNnnIwYLvlkpefFly/HEFMNmNor1dctkVkSIJd9wqqEjDO666SnDrTfC7cyRr1sKll0vuuh11Xiu2WRyOSPXAaISAYcN6vj9dkBneJYc+LrSwN1GKJYO/szMW6EGxy95kKzeikGitxe3xUOoFVyuI6HFOdyHLh0SewseZ6KUkFDWW6NDYjqrLjJRiVxYOqSNDz65M/cJCk+pE4oc5dBrmgMmRF4RuGdRDULnEVmSXaUSnK/XN7z9dF5haERgt0LgeLXj+C7+kIuhJ6GxMsO3O6KqS3YvsSjQGRL9uJmkiqb9YeKHYKoKdlw2P8SKBV5MdkkQlVVRYUfM+vwYGtOqSDie4MHE6QXM4SNWi2y1wZ2IBFwo4CHjDImXaRUIAgimMUrPh7RYeONON7Ore91nWCEX4ZSmKMZpkaYzpjodK7FIoehjhqcP9+pUA+Hf7Lebw6XnuUW5pbpb87QFrhDrjdMGI4X3zhqjQMSYehH/Sz3Auewn3q5fR/qv/WIa0OeLAA2DBfZZPxJKvYGqBFBiVUjL/Jsn3P0BVFcy/Lj2hK8SAAYLbbra8u776Gu57QHLu2ercVmybHHygm4Zg9a6CpNuTA5tCUhYN6gGcLvD6rKqWFeUpFg43mUVRyNuCvu4zylskzg5wbwXdF7ttxlCJ0IYCYIZmdaGKfzZINkEPrwty5tllPYgJTsDj9SUrBvXBqnI9ZVAf/J101zoTGOmF0k/t7O/gMn05sgugtWwyvrYyfOUSvdjau/4OSas7GPlVHf+4iur+yLXfIPzt6VfcC5JWZFeCZUxThq+zZGJXOAU5KNR0XjZiUK9b51h3IrvinC8jhkN5OTjXaugdMHiQiVEKeptBVSMRkS0XOLqKXaE0xkA6mxnaJ3qkr4kM6mU30xjzfs0lTGPsvhgXL41RRXYpFL0BKXG/fiVaez1G/0n49sp9dbx888DfJU3NMHYMHHNUvnuzbePd/4pgOuMKXB/di2+fC3LWVkW54KADJM+/CE8/I5m6U2EIQc/8F95627ppu+4vgsGDMu/X6FGCyy+Fy66QPPEkTN1R8pN9CmM7FQpFEMOHVv+j9Xcm1RghDSEpu5FdNdXQ2gpbt8KggSkWznTilGyVASt0xcRBu7M/ZjmYwYcDwteG8DYjWjahCUvsCqXwSNvm9JH9ma80RrCErESiW6YTrGjCgkW6kV3B32kb1HfnVAhuqDCN1Ge7uW2IXdJdQRNT8NaAO2h30NEiaSwBtwvMBPcRoroa1i8LriQ3aYzRwZRWkYiulVujP5s0sitkrK7Hj+yKMaiHDMWuxBeUEILqKtCbNYRTUFIlkRUC4TLQPSLiEZUDpG49/JVRvrah7d2wwXpwbwdHh5+qBkn1ED183WbdsyvaoD6fhL5PE6QxdsdTLJ7vYMbjYca9UCgUaeP4+j84fnwbqTvxHnpj5ElCH2X595L/Pmf9fd7vBQ6HEgLySnG1VQgBcH7+ENrGL3Pa3DFHWcf7nfegbmv+jdx/XCm5Z4HVj7PniKwIcPvsLfjFCdbf198oqa3N/3YqFIoI2uZvECHTYT3TZ7x2BZfsTkL6ByvG19XZWToH6X7BmYZPK2Nr2a74B++KOcz6MYKp8MKzBSGs5WQopyrNSoyQLI0xd1UmI21Yv+Kl/UVXAMsULdM0xkwN6kPbk8ku0+xHdslgA31d7IoX4WMrLRDorlibTmQXxD+Hw55Rwiq2kxAjeWRX+DwMXt/dM6hPdr508rIKtZPpwwo7hNIYjYjhVygdcms9rF5j72fDOj+ba2FLQ1TVztD+7yJ2ZXZuiCQm/z1KaIMSenZl3r94p2mm46GK7FIoegjRuAb3O/MB8O01D3PApDz3KLdIKbn9Tqtazaz9YZdpSugqBIzxs/BPPgLn0ucpeuVS2n79dOJ0hm4yYYJgxx2sNL/nX4BTT85JM7bw+SRXXyvx+WDGdDj+2Oyte84ZgiVLLEP+G26W3HpTYXmUKRTbLP52tOYNAMiS/phVozJbj80n8CLL0UdVVdaNvdcHb70jk04dinxQ0yrxOyRbVqbuR2mZF09r1+V0HXbaEaqqRDg9xZTW9scEVhRVIh1uRMDLwKb3afdqOGsNcJF2JcakpHJbzwLJ5pxhn5juRHaF0hhleivJdM6YjcguW55d4Q72XaELIqLP4iWgiaBwaSMtEOjmwYj4ZHV0wJq1XU/QhsbY/02za59sC3PBSC2pdxW7YoSysCCafmSXsCF2SSGsUz60rBkqMNIDYldUZNfYMZbglY6m59vsBw+0eyNiVziNsUv3M01j7GZ14SwRjuDt4tmVBTEuzgOI1MVM4qPELoWiJzANil65DOFvwxi2G/5dT8l3j3LOq6/DV19blbjOmaMm/oWEd78/oq/9BK1hFa73bsE36085a+voowRffS159jnJr34JLld+zoX7H5CsWGFNHi+/VCR/upkmTqfgisvg1DMkn34G/30ejjoya6tXKAoe8+vncLS25rsbcQimU5TUYIzcPfPV2DZJz66Xiq4LBg+SbNiY2iQ5YApM06p+bMfQPhCIb3odMGDLFmusDE1aTGnN0mKGTSEsc/qGVTjNVqt/XsAlkK7SzquNi63ILkJVJmXOYruSfRtkOsGKxhGuxpje5zI1ZO5WZFc4NSl1Z8ORPX38Fq+iwqoSaBh0MUivrEz16e5FXDqDmkmHF5YtT718ssiuVGKXMGMN6qOLjsR8NiRyGGmKXVJGhUomMw/rJAIlqeCYLWS0Z1eQoiLBuLHprWerDFC7CTr8oUqMkePe1aA+g6jVbFQ6zBYJhfHuD5rxHkCoyC6FooBxfv539A3/Q7pKreqLuXw6UQB4PJIFf7VGqJN/Ixg4sI/fCfU2iqvwHnI9xf85HdeXj2GM/SnGmH1y0tR++1pG9XV18PqbcNihOWkmKZ9+JnniKevvyy4R9OuX/fNx1CjBnDPgrnsl9y6QzJgOQ4eo816xjWAaOTMQzwZmv/HdXIPNazkL6Rud2X6KYOwYmTKwSfMInBtAuiUTRqZeb1W1i8YGT8xrGzbCylXWxBoIhzSYwQiCzpMMc+B2yPLBNGwxaHXA4CFQUq0hbVaYjpm35dGzK2lkVxaCFLSw2JXeLC2h108KuuPpLzUtGFWTWjGNBJj07XvayZMEI0d0vQaFgJKSFCdGN730ysthzGhoS1L/w+GA9VYAa1yxK5TqmDKyK0k1xuhzMBLRk2YaY/Q+SHZBhUWcoCdc2Dg/h7KF3lXsyoRip9XXDp/V1+jjkUjsEjaE5QjRg2YGHcwmiYTxLFSLTFaNMd3tVmKXQpFjtNrvcH14NwDe/S5HVhZCHfbc8o+HJfUNMHw4/OL4fPdGEQ9j1Ex8036D64tHcL92OW0n/RdsTlDSwekUnHAcLLhP8u8nJIcenMIzIss0NEqum299Qx59FMzcK3dtH3csvLcQFn8Jt9ym0hkV2w5i8sEEGhvy3Y34CEf3/TGD17HtimpZvu6Li1OvT0iB7hZIl8SRagIOlJYIfN7Y5cpKra3zhuZ7MpR+Fywx33m1QkOW9CNQJPH6wO8CWWp/282YuW+Cz/WAZ1c8M+QQ2UljjMzSDEOi6/b2UaZbHM6c605kl600xgLxDuoBUopaiRDdORjWdTF+XOrlNm+2IjrjNZNuGmNY7IpSCWIju/TY5e0SfU4lE0g7q89ZEE9SEhK7pIm+/FUyVZJK/EGxK+DEMGREsBZxxrjw/2mIXTGCYZ5F5uAxFJ3TWWUWIrviXDaZRroqsUuhyCUBL+6XL0GYfgLjDyAwJVKOUErJsmXw2SJY8pWkudm6wezXD8aNhak7CWZMt8SC3sTKVZKn/mP9fd65Im9pa4rU+Pa+AMfqD9Dqf6TojT/TcfgdOblpPfJwePgRWLUKPvoYZu6V9SbiIqXkhpskW+th9GiYe1Zuz0VNE1xyEZzyWyud8fU34KADc9qkQlEQCFcJOLv3RLywsRFdFPNeHr73siAKhQyZI2JX0CtHxo/sCjcd2j0Ztpt0b2Vo4pxJ+/FayEYaY6zYZcfUPNiffBjUp7O/zW1H7MqULv5TOULTASN+unPoNUeqWX8nz65UaYwibbHLZgpe52i4ULpsTiO7nEh3OWCmv11ROHRrX/n0StrbI9du3Gs4k7HNbnRcTxAWxoPpqaGHQlmoShyWAaN2TaaRrkrsUihyiOuDO9C3/oBZ0p+OA64GITBNyQcfwsOPSJYu6/qZH1bAJ5/CY49LKirggP0lxx4tGDWq8G8mpJTccZfEMGDvmbDH7oXf520aZxEdh95E8b9PxPH9azi+e47AlJ9nvZmyMsHPj5A89rh1XucyuiqaZ5+DDz60PC+uukLgdue+3ZEjBCefBA88JLnrHiudsapKXQcKRa/GtmdXaPmc9SQhspveQBARu0JpjMI0kVJiigSRXUEy9eAOBwAknbz0XBpj3F2XpQKbQljHKJX3WkzTGbbdPYP64LE2A6nPpLAS2LfTGLtFN9MY7RIv7SuEbc+uJNUY44pdbfU4lr2cRi9tntCh9L5QJG1IhMtxuqwxem9EqZtAY2PqhZPQ1KjT4XHT3m75FkOiQLYMzo1C8uyKyW01rChqyEokXrwxOSPxHiV2KRQ5Q1/zCc5FDwPgPegaKKlhc63k+hski/5nLeN2w4zdYJddBIMGgssFm2th+XLJwg+scrdPPwtPPyvZcw/JhecJBg8u3InzO+/Cov+BywnnnoJWgZEAACAASURBVFO4/VREMAdtj2/Pubg/uAP3W9diDN8NWZH9VNvjjxU89R/Jl0vg80WS3XbN7fmxcpXk7nutb8Y5ZwomjO+583H2ifDmW/DjSrjnr5IrLlPXgkLRu7EjuOQ7squb4VVExC7TBL9f4sa0Hton8Ozq3HS6kxFbgUHpCo0ZkCzAIhuRXUKa6Jq1knTErkzb7lZklxYVrZECGZzUqnT9JHQzjdEuoWszXhEE+2mMiT27ov+W7nKkplsFCjIQ8VJ6+nXeZ2buDepD7Qp3Gbj83VqNu1SCB9aus+Z1kGDfZ5JvnOPzKC2iRW7TjBSHzIJ3ZdzU8gxTypXYpVDkAm8L7lcvQyDx73gCxtif8u77kvk3SFo9ltJ//HFwwnGC6rhRH4ILzrNEsWeelSz80Er/Ovk0yYXnwUEHFt6NRUeH5O4F1kj0q9kwbGjh9VERH//003CsfBd9wxcUvXgR7Sc8HPEvyBIDBljRXf/3tFUZcdddcneD7PNJrr5G4vPBjOlw/LE5aSYhTqfgDxfDnHMkr7wKBx8omb6buh4Uil6LnQmrPbf1HiDzyZCuC5wOiT9gpTK6TcMSu0Rysau7kV1JPVi647ZuFxsG9d3x7AKJpmUQ2ZVhlmD3IrsSVVjrilRpjGnQM2JXvGMeSFfs0pOLXTiLMcYfAIYvo77iKE7+fmeBO3Qu9pIIwtJgMdqt9ZHXnHEVlwzGtvC+yHNUF1jHSYhgGmPUeGEvZDf5qkOrinotU/G/APaUQtH3cL91LVrLRszKkXj3vYT/e1pyxZWW0DVlO/jHg4Lfna4lELosdF0wY7pg/nUaj/5LsMP24PHAX66T3L3AxMw0njNHPPKopLYWBg+CX/1S3fj0KjQHHYfciHRXoG9cjOudG3LSzEm/FhQXwXdL4b33c9IEAPc/KPlhBVRVwh8vFT1qiB9i+ymCY4+2/r75NklHR2FdrwqFIg3CQ0gysSt6wpKP78DspPvF+HbJUGRX8jTGTCOJ7KXp5T6yK1kKWBa8lkGGxAgtPbGLzNrunmdXggpr8Qg2ILqnBPZtwhX30qxcmG4zoWPencguI5Qu6AyuU4SvjS6f1RzgLMnsx2YaYyiiS/RUZFeWGDEcxo2BUSOtn9EjYbvJXZeTnapOpoMsBLELkKHUxZjzu/sieDzxNtMHD4WxpxSKPoRj2Us4v3sOKTQ6Dr2BBx4p5o67rJLFRx8FC+4WjBie3gAwcoTgnjsFp55s/f/Ek3Dl1RKvtzAm0OvWWX5MYKUvFhUpsau3IatG0HHoTUgEri//jeObZ7LeRk2N4IRgdc4HHpIEAtk/fz/9TPLEk9bfl14i6N8vf+fimacLBg6EDRvg7/8sjGtVoVBkgh3BJc+RXVmKgIrx7QpGdiG0+NXEgnQ3siuFQ31w4fTWnQ65TmMEE9GDkV3dORWkZj+yK1SNUarpZGJ6oJooRMSo7ohdYWP2qDKMIVN7u0UVskOCNEbROxLSXC7B2LGCiROsnwkTBBUVcS7i7hjUF0o0ZbzxIhtPCOLsGhXZpVAUAKJlI+43rgbAP+N3PPLuzjz8iPXemacLLpgncDgyu/gdDsFpp2pceYXA4bD8sc67UNLUlP9J9F33Svx+mL4b/GSffPdGkSnG2H3x7XkOAO43/oy28cust/HLXwgqK2DVanjiqeyuu7ZW8pdrrevhqJ/D3jPzezNQUiK48DyrD088Ccu/z/+1qlAoMsBWGmPMB3LZm/hkaVIdErs2bYL16wy2bAEp9OTF0zIMKrOTxigLJI2xe5FdMuKplIFBfdqRDN3RB8MV1uxEdgU9u/IQPd1r6GHProzFLmlGhc5ERKXQZ3pU7OqcxhgS4fpaBGEmxQuyYP6eVYLjhda6GdG83vppC+VvZt7HeNG2mWpovUMiVSh6A6aB++VLEd5mjME78UzDHP56v3Vlnj1HMPvE7NwMHHSAoH8/+OMVkq++hjlzJbfdBEOG5Odm48OPJB9+ZH0RnneuUEalvRz/Hmeh136LY8VbFP13Lu2zH8+qYX1ZmWDu2XDdDZKH/iHZZ28rcrG7+P2SP/1Z0tgEE8bDuWcXxnk4cy/B/vtJ3nobbrhZ8rcFZCx4KxSKfJGmQX1evgezEwFVHLTTqW8A0WpS7AdZouFIMtkNbW48c+xk2Jq89IRBfZIWshPZFfTsEumlMWZsUJ9E+IimuVmyek3sckVtgrJmic8doLlOUtL6Pa6OTXE/H/D6YxtUdCV48ETLJjR/e86aqWgG6QHXFtA6HffirVDtgbJG0DYkWkPU2R9MY4T8iF1dBO5QBKHWx2SLjMSu7pu/Z5XgMdHqvu/yluyGOBnvAUqmaYx97KxRKPKHc9E/cKz7FOksYdGoG7npT9bl9atfkjWhK8Qu0wQL7oGLL5WsXQu/v0By750wcGDPDn5er+TOu62R6BfHw6hRBTL4KjJHaHQcehPFj/8KvW4ZRc+eTfuJj4GrNGtNHHIwvP4mfPoZ3Hiz5O476JavlpTWefjNt1BWBtf+ReB2F865OG+u4NPPJMuXw1P/gV/+It89UigUaWFHcMl3lawsiULDh1niRyAA5XUGTi+4q3WqRiX+jJZhUJk9MSc7XmRJW0gSPJZpdFXnlVhfcYJvl8J3S7tuy4ABMHUn0fljMf2zSzIPsmi+/8ESNaMp8eqYbdDhNKn3+RjatJxAqvaKStLr4DaEDBb7Eb5WhK81Z+2U+CQBH+gtoDljTxinR1LqA3c7aM3JTybpcMeccCGRq0eDqjpHF4Yiu3qJQb1tMor66775ezYx+09Aa1hNl8FfaMiasRmvN57vYKbivxK7FIosoG3+BtcHdwFQu8tlXHLTSAwTDjwA5pyZm0n32DGC++6BufMk6zfAvAstwas6RUXfbPL4k7B+A/TrB6ecVDjigqKbuErpOPqvFD92Anrdcoqem0vHUfeBw52V1QshuORC+M0pki+XWH5Wp/828/Pn30/As89ZX4B/+qMouEqg/foJ5p5lRXY99A/Jvj+BoXmKxFQoFOkjhbAkFzuRXXmPbu6eKORyCcaPs/7Wi0xEu8AYqiHjec4EydgQ3VZkV+49j7Qkc05bFSNTISWlZUC9tZJ4W1K7xXqAGP2gJtO27UR2maYVCQ0wflykWpzDo1G8FQy3wZDyeorrQDpKaK/eIUFbguqhPXjj2cuQVaMwNGdEsMkRbQ2SJj9UV4IxIPaEaa6VtBgwqD8YNSnErtL+Mf/nNY0xdAHI3mVQb5tQ1F8akV2iwDy7ZPlgjPLBWV9vssguJXYpFD2Nv52ily9BmH68Yw/g3IePprEJJk6ESy/ObVrfgAGCO2+Dc+ZZEV7nXSh55J859LWIYs1aycOPBNM0fycoKSmMgVeRHWT5EDp+voDip07BseZjip47l44j7wGHKyvrHzxYcOEFcO31kn/+C8aMlszaP/1z6M23JAvus87DuWcLZu5VmOfhYT+DV1+HLxbDLbdJbr0psdmzQqEoNOz4RuU5vSQ8ccqiKBSeXSSfZHbXoN5OGqPwtoKnLr31azoUVdmeHcXbc9nJGpL0qxHsNkYQqOn67v++gFYPNDXBwIHdb9tOZFdTkyWGuVwwZnSkAdGio0uBLJLIkgY0U2BWDcAcPDDxyhSJ0Z3I6iRhkVnCWyFpaQNvGchOhXla3JIWP5g1Xd9LRVFR8Hd2nnXaJHa8DVdj7GuRXfQBz64cEbcaY+g9JXYpFD2L+72b0Op/xCwdwL1rrmb5ckFVJVx/Tc+kUg0eLLjzVkvw+nElnDGnmVtvkpSX565t05TcdIvE57NM6Q86MGdNKfKIOXhH2o++j+Knz8Sx6n2KXjyfjsNvBz07gtchBwlWrJD8+wnLw6u62krRtctrr0uum299/R13LJxwXFa6lROEEFxyEZx8quTTz+CV1+DQg/PdK4VCYYs00hhl3kTsDBWnZNg0Sck0siudNEatcTU0rk6vAcAYMBnZb1zSZZIZ7GfqExNvJQ6Xhh7nvrCyUlpiV3MnsSvTtoNNtLbC2nXxD0p90EO6pnNQVih6xvAhWrdY/SiOo9ApCopwAQTTsnaIjuqzW40xHhMnwKBB0K8nT4GgkCMMLyJa4O5zkV1RF7aU9kT5QvPsyjHRo5eZoc7Xt2VBhSLHOL57AeeXjwPwxaj5/OvpKgD+eKlg8KCeG4iGDxfceZugqgq+/c7g4kslbW25C/l/7gVY/CUUF8ElFypT+r6MOXw6HT+/F6m7LNP6584Ff0fW1j/nTMFee4DPBxdcLHntjdTnrWlKnnxKcs31EsOEgw+yDOkL/TwcMVxwyslWH++4S7Jxo6rOqFD0DtLxw8pvZFdWCaYPyRxFdtlJY5RVI5BFlUh3eXo/Ya8kT8puJNMys2JQn2KCWllh/W5qyk7bjmAoQ2MTLF0W/6fW0rG6iF2hYy38bWGPKVmi0hQLnVC0S3s7vPc+vPVO5Kct6IufidjldAr69+vh+6vggCLaG9HXfhL1eh+L0YnZpzbvB7Oivhc+WowOGHyQpDy7FIqeRWz9AffrVwLQNHUOF969J2BFmOy1Z8/f7I4eJbj9Fph3Pnz9jeSSyyS33AhFRdnty+rVknsXWCPOmWeIvFWBVPQcxqi96DhqAUX/nYtj5XsUPXsWHT+/Jyum9bouuOZquHa+5O134C/XSr7+WnLm6YKysq7n1tJllhn9V19b/x97NMw7V3TL4L4nmX0ifPgRfP0N/OU6y5xfVWdUKAqccOhPkmXy/sQ9ql27UQKpsPkoPdRSWzts2WJfxG9qtn4nm7fJkn4Yo/e2vc5wn7auQN+y1JYClzSyK0vVGK2VxN/Qykrrd0MjvPl2pBOZetQMGggeD/j9yZdzOWFwZ7ud4irMiqEIX5vVh9J+4FQG9IVOKOhp0+b4Xm3FxVDaSw6jLOmPLKmBQOTBqiwbVDA+VVkjejwwDdDtCFj5/p7pGaIPtWlaQq2pPLsUih7E56H4+XmIQDuBEXtww6dn09gI48bCWTkypLfDhPGCv91XzmlnNrH4S7j0csmN15O1dMqODskVV0naO2CXaXDMUVlZraIXYIyaSfsxf6P4mTk41n5M8ZMnWRFfWTCmdLsFV18JgwZKHn8Snn4W3n1PMmt/yaSJAtO0buDeXyhZHqxuXFwEZ5wmOP643uV95XAIrrwCTj3dEuz++a/umfMrFIqeIA3PrgLQuqy+ZKEjNo2hQxEjW+utn3TJyRCegbF9vDTMbBnUW32K/3ZpKZSVWr5dnYUKAVSUp9ec2y3YbnLavQw2qGEOnZbhhxX5QutUlGDcGBg5MvK+rveieyWHG2PknvnuRe6JEb/TjOzq455dotOzG+sP61e6QW1K7FIo0sU0KHrp4qBP10A+G3kzL9+rIwRcclHP+HQlY8cdHNxyo+CCiySfL4IrrpJc9xerwlJ3kFJyy+2Slaus3P2rrhDoei/54lRkBXP4dNqP+zvFz56FXvstxY8dT8eR92AOmdrtdWuaYO7Zgj12t86zdevgyf+DzjcADgfs91NLVB44sHeef0OHCC66AK6+RvLwI7DjDpLdZ/TObVEotgnS8OwqCLVLyux0w+bEasAAS+QKZFBwTggYOSKDvtlZMdiK7NKS6GLZMqhPthIhBLvPkHi9Xd/T9e7fvyn6Pp3F2JoaFTVe8MRVdFIgk0eJ9hXi7ZqM07qz0yWFYtvBtfB2HD++jdRdtBx6J9dfbrk2HvVz2H5KYXyx7LiD4KYb4KI/SD76GK68WnL1ld2L8HrkUXjlVeum8Ko/CfqlWdFF0Tcwh0ylbfZTFP33bPS65RQ/+Ru8+11OYMcTsvJ4frddBQ8/BO++D99+K/n+B3C7rRu3HaYI9vspVFb2/nPvwFmCLxZLnnveSt38+4MwqJeKdwpF3ydS6TDxlCQr+W6Zk4n/S6pV2qyCVlIi2KXQgoGEfSOxZGmMZlYM6lNPUDVNUFzcjTYU2zTRp5amQUVF/vqiSAMhrPHBruFhcLn8FULpGSxrEmvc/G4paJqkMehpqMQuhSKHOL55BtfnDwHgPeg6/vX2VNaulfSrgd+dXlgDz7SdBTdcB3+4TLLwA7jwEsn8a8moSuPLr0r+9qA16MybK9KqmKfoe8jKYbSf+BhFr1yK44c3KHrjz/jXLcJ7wFVZ8fFyuwUHHQAHHdC3z7N5cwVLl0mWL7ciMO+5I3spxwqFIouEhZMCjuzqXNmru0SvozdGEYSM1uMZGCXC70Ff8w2YEbOrii0SoxnKN4MuMzy2YZN8Nb4rckORO/J3vxp6jY/pto4UGkIaaYtd28JY4nKCzw+bazu9nmZB+F747aVQ5Adt/SLcr18FgG/3OawsP4xH/p91M/j7ufHNtPPN9N0Et9wkKC21qieeda5kxY/p3QS/8KLkhhutz8z+JRx7TOFtpyIPuErpOOIuvPtchBQ6zqXPU/L3g3F8+TiYGeSybIO43YJrrxZUVMB338H8m2S46oxCoSgg7KQx5juyiyxHdoX8uiClZ1dBEj4O9iO7HG2bEW11iI6m8I/ua8JlNKH7m2JeT+sn9J3oVKFbitwweDDsvBPsMAWmbJfv3ijsY+NBSgzbRhojwLSdYeL42J8p28HgQemtR0V2KRQ2EE3rKX7uXITpJzDhILx7zuWWiyQ+P8yYDvvvl+8eJmaXaYJ77rRSGletgtN/Jzn9t/CL45Pn8wcCkgf/Lvl/j1n//+wQmHOGEroUUQiBf/ppGEN2oui1K9Aa11D05tWYi/6Jb9dTCEz5ubq5T8HQIYJrr4bzL5K88SaMHgWnnJTvXikUivjYmZAUQBpjNkTz6Iio3jixyiCNsXaTgWFI+o0eSPHQ0QA0tUCdCVUDwRiSeXekww1FlZmvQKFIghCCAQPy3QtF2qThLWgtl++HKj1HRYXISjquErsUilR0NFP037MR7Q0YA7ej45D5vP6mxqL/SVwuuPB8UfAVTiaMF/z9b3DjLZIPP4K/3i95/gU47bfwk727pk599bXk1tslP6yw/j/1ZPjtKYW/nYr8YA6fTtvJz+P88glcHy9Aa1xN0ZtXIz+4k8CEAwmM2x9jxO7dF768LWjNGxEt6xHNG9FaNiI8W6wS6f62yM2Cw40sG4RZNghZPgRZPgizbDCyfFBBllDfZZrg/Hlwy22WwFxeDscera41haJgsDMhSVFxr0fJShpjyK9L9M6JlZ3U0yChFLD2dpPmDvDVlTBm4kAAvE6J1wlmKcgCjOBXKBS9mDRE+ZjleuMDiDyhxC6FIhneFoqfPgO9bjlmaX86fr6A5o5i7l5g3TydcpJg2NDecfPTr5/gxuvhxZfh/gck69Zb1eCKi2DazpKqautB7pKvYMMG6zMVFXDe70Wf905SZAHdhX+X3+Df4RicX/8H5//+hda8HudXT+H86imk0DH7jcMcOAWzejSycjiyuCr4ha0hNQ2EhuhoRrRuQmvZjGjdbP3dWoto2YTwt3W7m9JdgVkzFnPAJIxB22MM2xVZPSbvk7mjjhRsrpU88v/g9jslLicccbi67hSKgsCGcCJSVNzrEUJmx1lJYwwZIffCFEZIK2JizBgor4D2lQYd68CQkYlk6JArCySFQpF1RJJSsPEWV2JX2iixS6FIhM9D8dNnom9agiyqpOOYB5Hlg7nvVpOGBhg9Gn75i3x3Mj2EEBz+M9j/p/DEU/Dc85ItdfDhx7HL6ToccjDMOVNQXaXu8BRp4CrFv8tJ+Heejb7mE/QVb+H48W20lo3odcvR65Z3a/WyqAqzYgiyfChmxVBk6QCku8yKGhPBrzR/W1Ag2xgRzFo2I3ytCG8z+sbF6BsX4wyu0yyuwRy2K8bw3TCG7Yo5YBJoPf/1eOZpAp9X8sRTVhSmpw1OPEFdfwpF/rFxHebboD7cdpbELjMqsqs3kkbEhMMhGDwIGrZKNgEBo6vY1Vt3g0KhKGBEqNKvaW/ULojvmd6FErsUini0N1D8zBxL6HJX0n7c3zEHTOKrryXPPW8tcvEFAqezdw42JSWCU0+2vIGWfw9ffQ3t7WAYMHEC7DzVWkahyBjNgTF6Jsbomfj2vwLRWou2+Wu0LUvRmtaiNa2zKlSZBmAipATTQLrLo1IQByHLrB8z+He30hC9rWgtG9Dqvker/Q590xK0jUvQ2uvRfngdxw+vAyCdJRhDplrC17BdMAbvBFRnZbckQwjB3LMBLMHrngWS2lrJOWcJdF1djwpF/ghFCRWyQb1Vjl5IspTGGIog6J2RXTKNNMYQmrAEPsOMiF2mCqRQKBS5It00xgL4nultKLFLoeiEaF5P8X/OQGtYiSyqpP3YhzAHTiEQkNx8qzXIHPYzmLpT7x9ohBBMmgiTJua7J4o+jRDI8kEY5YMwxs/KXz/cZZjuiZj9J8Lkw6zXAj60zV+jr1+Evu4z9A1fIHytONZ8hGPNR4CVxhMYugOugTtZAtjQaciygTnpYkjw6tcPFtwnefL/4MeVkqv+hIqyVCjyhZ1qjAXxxD2LbYcmX1ovVXnSnkSCQ7OWjY7sCq8uK51SKBSKKNIV5VUaY9oosUuhiELbuISi585F89Rilg+h/ZgHkP3GAfD4k/DjSqiqhLN/p257FIo+gcOFOWwXzGG74J9xBpgG2tYf0NYvQt/wBfr6RWgtG5Hrv8S1/kv44hEAzPIhmDXjMPuNDf4ej1kzFoqrut0lIQSzT4RBA2H+TZLPF8FpZ0gu+wNM302NPQpFTyPTMqjPs2cXpCXwJFxV2KC+d0Z2ZSJ26SIodpmRbTZ7ueanUCgKmIyrMaoByS5K7FIogjiWPIn77WsRhh+j33g6jnkAWT4YgA0bJf942BpgzjlLUFmpJpwKRZ9E0zEHTMIcMInAzrMBEM0bqGhaTvvy99A3fIG2ZRlai1UNktULYz5ulvTHrBmLrBmDWT0as3oMZs0YZMXQtH3AZu0vGDMGrrhSsmYtnH+R5LCfSc46U1ClorwUih6kd6Qxhvqp1S0H3ZV0SdNTjtbSknhN/vbgH71d7EojjTEY2WWYkWNoFsJhVSgUfZOMqzGqAckuSuxSKNobcL99Pc6lLwAQGH8AHQfPB3cZAFJKbr9T4vXCtJ0t43aFQrHtICuGoo3aHt+In1oveFss36+tP6DV/4i2dQVa/QpLAGurQ2urg3Wfxq5DdyIrR1oCWP+JGEN2xBy0I7K0f9K2x44RPHi/VUH1P8/Aiy/BO+9KZp8Ixx4NZWU9f8Pj90u21kNdnTWPnLIdylNM0bexVTGrANIYdScYPrSWTamX9ZeieTwpF5OO5KJZwRI2fjZsf0SPl8aoxC6FQpEz0k1jLIDvmV6GErsU2y5Sov/wOu43r0Frq0MKDd/M8/BPPz3mruadd+Gjj8HhgIvOFwh1x6NQbNu4y8OpjzH4PJb4Vb8CrX4VWsMqRMNKtIbVCMOLqLdEMVa8Gf6IWT4Ec/COGEOnYYzY3aoE2Sk8vaREcP48wf77Se68W7L8e3jgIckjj8KBsySHHCzYcQfQtOyOTVu3Sn5YAStXwcpVkpUrYcMGaGyKXe7qKwWz9s9q0wpFYRG27LLh2ZXHewRj6DS01lpby4qKCszm5qTLSCGQ5UOy0bU8kHkaoyk0DEOi60IZ1CsUityRdhqjJd5LNSDZRoldim0SbcNi3O/fir7+cwCMfuPwHnQ95pCdYpbzeCR33mPdwP56NowapYQuhUKRAFcp5uAdMQfvGPu6NBEtGy0BrP5HtNpv0TZ/hbb1x3A6pOP716xFi6sJTDiIwKSfYQzbFbRICtHUnaworzffhof/JVm1Gp5/EZ5/UTKgP+y5p2TnqYLtt4MhQ+yLX4Yh2boVNm6CZcvgm28l33wLmzYn/ozDAf37wfDhMHlS2ntKkWWWLFnC3XffzeLFi/H7/YwfP56TTz6ZI444wvY6Nm/ezAMPPMCHH37Ihg0bKCkpYdSoUfziF7/giCOOQNd7aTpbVrBhUF8IkV1FlZhFlbYWFdXVmK6GHHcoj0RPBqW0JUJqIjTh1DAM0PWIhpnlZwkKhUKBFJr1jZGuz6ISu2yjxC7FtoMZQF/xFs4v/41jzccASN2Nf7dT8O1+FjjcXT7ywEOSujoYPgx+8yt1p6NQKDJAaMiKYRgVwzBGz4y87vOgb/4GbeOXViXI9YsQ7Q04lzyBc8kTmKUDCEw8hMDkwy0BTQg0TXDgLDhgf/hyiSV0LfwAttTBc8/Dc89bMzO3G4YOkdTUwIABMHKEoKYaGhpha70lbtXVQe0WqNsCRpz7LCFgxHAYOwbGjIHRowUjR8CA/lBZiYpyLRA++eQTTjvtNJxOJ4cddhjl5eW89tprXHTRRaxfv545c+akXMfatWs5/vjjaWxsZO+992a//fajtbWVN998kz/84Q988sknzJ8/vwe2plCx4dkVfktdFwVB9PgkTVveYwKJEMEKvAFwuQoiYE+hUPRVggOL1rAK6UkdlSs6mmI+p0iNErsUhYk0IdABaOAsynAdEtG6GW3jlzhWvov+47to7fXWW0IjMOUofHudGzah78zSpZZHDsCF5wvcbjWwKBSKLOIqxRgxA2PEDKsSpOFHX/cZjmUv4fj+dTTPFlxfPILri0cwBmyHf+qJBLY7ApzFCCHYeSrsPFXg9UoW/Q8WfSFZvBhWrgSvN5R+GGosuR+ErkH/ATB+HGw/RbD9FCtiq7RUjXuFTCAQ4IorrkAIwaOPPsqUKVMAOOecczjxxBO5++67OeSQQxg9enTS9Tz00EM0NDRw+eWXc9JJJ4Vfv/DCCznqqKN4+umnmTt3LsOGDcvl5hQuIo3ILjUJKQxiIrtMwEZkomlY0VzByC5QBvUKhSKHOKw5rvC1InytaX9OkRoldinyQ3sj+sYv0DcuQTSuRmtaj2irs6r/+NsRgY7wotJRjCyuQhZXWz8lNciSAcjS/shS6zfSQDRvQGteH/y9AW3rCkRHY0yz5kCS3gAAIABJREFUZnENgR2Px7/T8ciKxDftgYDkptskUsJBB8D03dRdjkKhyDG6E2PUXhij9sI760r01R/gWGoJX/qW79DfuArzw7vw73oq/qkngqsUALdbsNeesNee1jgVCEg2bITNm6G+3kpPXLtW0tgENdXQrx/U1Aj69YNBA62fmhplMt8b+fjjj1mzZg3HHHNMWOgCKCsr4+yzz+b888/n6aef5oILLki6nrVr1wKw7777xrxeUVHBtGnTWL9+PfX19duw2GUJJ8KGZ5f92n+KnNI5jdEWJpoWfCAaFLtC2UWayhpSKBRZxuw/EVlcRdgc0A66C1k2MHed6mMosUvRY4im9TiWv4Jj+Svom7+2/7lAO6KlHVo2pt2mFDpmzViM0TMxxuyLMWyXlOW4AZ5+FpYvh7IymHu2mgAqFIoeRndhjN0PY+x+eNsbcH7zLM7Fj6I1r8f9/i24PnsQ326n4p86O1w5NoTDYaUbjhwR/aoax/oin35qVf3ce++9u7w3c+bMmGWSMWHCBBYuXMj777/PqFGjwq+3trbyxRdf0L9/f8aPH5+lXvdGbKQxqsiuwqJzGqMdzKDYFRXZpdIYFQpFztCdSYMvFN1HiV2K3CIl+poPcf7vXzhWvhfzllk9BmPoNMx+4zErhyHLBoGzBOksBmex9ds0ER2NiPYGRFt98PdWKwrMU4fwbEHzbAlWDBqKrBiKWTHM+l01CrP/hLheXMnYuFHywIPW3c1ZvxPU1Kg7HIVCkUeKq/Hvdir+ab/GsfQFXJ/ch9a4BvfC23F99nd800/DP+03mad8K3otq1atAogRqEJUVlZSXV3N6tWrU67ntNNO46233uK6667jvffeY+LEiWHPLqfTyV133UVxcXG2u997CN8G2KjGqITlwkFoQaHLbqUzS+xCqDRGhUKh6AsosUuRG6REX7UQ1wd3oNd+G345MHwGgUmHYow/wEo/tLMqdxmycniuehrblpTcdKukvQOm7gRHHNYjzSoUCkVqdCeB7Y8msN0ROJa9bIle9T/iXngbzsWP4Zv5ewLbHRlTwVHRt2lttTw+ysvL475fVlbGpk2bUq5nwIABPP7441x88cW8++67vPvuuwC43W5OP/30mBTJRFRXV6fR896F1NqQTaVQWoaWYDul2YBsLYWKioTLFBp9+ZgBmGXlYAYQlZWIThGwcZcvLaG0RFDsKKO0tJLqap2SYi8SqKlxUVSUf8Wrrx+zvoY6Xr0Pdcz6FkrsUmQdbctS3G9fj77uMwCkswT/9sfgn/YrZPXo/HYuBS++BJ99blXgufQSq/KZQqFQFBSag8B2RxCY9DMcS1/E9cEdaC0bKXr1jxiL/olvn4swRu+tQhEUtlmzZg2/+93vKCkp4dFHH2W77bajpaWF559/njvuuIP333+fxx57DKfTmXAdDQ0NPdjjnkW0NKN7PEjTiZFgO0VTI7rHg6m1YvaCfVFdXd2njxmA3taOMHwEGurB7U+5vKOlGZ/PwOProL6+ibJSQavHCu1qbPTkvVDRtnDM+hLqePU+1DHrXdgRJpXYpcge3hZcH96Nc/GjCGkidRf+nWfjm3EmFBe+Sr5li+TuBdZNzRmnCUYMVxNFhUJRwGg6gSlHEph4MM7Fj+H65D70uuUUP3MmgeEz8O19PubQnfPdS0UOKSuzolVaWlrivt/a2pow6iuayy67jA0bNvDGG28wYMAAAEpLSznjjDNoamrigQce4LnnnuPYY4/NXud7FSHPriSLhLMY1b1DwRAyqbfr2SVNNB2kqREIgGlGDrgyqFcoFIrehxq6FVlBX7WQkoePwPXFIwhp4p94CG2/fQXfvn/oFUKXlJKbb5V4PDBlOzjhuHz3SKFQKGzicOPf7VQ8v30V366/RepOHOs+peTxX1L033PQtizPdw8VOWL06NEAcX25mpqaaGhoiOvnFU1rayuff/4548aNCwtd0eyxxx4AfPPNN93vcG8lLGDZUbsUBUM6YldwmWiD+uh6BErDVCgUit6HErsU3cPnwf36lRQ/fQZa62bMqpG0H/sg3sNvR5YPyXfvbPPa6/Dhx+B0wmV/EOi6uqtRKBS9jOIqfPteTNupr+Df4Vik0HCseIviR47C/dIliMY1+e6hIstMnz4dgIULF3Z574MPPgBgxowZSdfh91vpXYlSN+rr6wFwuVJXMu6zhJSOZKKJMqgvPILHTaQpdoUM6pXYpVAoFL0bJXYpMkZf8wkl/zoS51dPAeDb+de0/eYZjFEz89yz9NiyRXLnPdYdzaknC8aMVnc0CoWi9yIrhuI96FraTn4B/8RDEEicS5+n5J+H4X7jz4jW2nx3UZEl9txzT0aMGMELL7zAd999F369tbWVBQsW4HA4OProo8Ov19bWsmLFipi0x+rqasaMGcOGDRt46qmnYtbf2trKgw8+CMDuu++e460pZEJil43ILqWKFA7pRHaZ0ZFdejCNMfK2SmNUKBSK3ofy7FKkj+HHtfA2XIv+CYBZMQzvQddhjOx9N8KGIbl2vqS5GSZNhNkn5rtHCoVCkR1kzRi8h9+Of/PpuD64E8eq93EueQLHN88QmHIUvt1OLfiiIYrkOBwOrr32Wk4//XRmz57N4YcfTllZGa+99hrr1q3jvPPOY8yYMeHlb7vtNp555hnmz5/PMcccE379j3/8I2eddRZXXHEFL7zwAlOmTKGlpYW3336burq6/8/encdHVd3/H3/dWbKHEAVk3wmCIIusAgJKUcGt1qVVv/ZbF6zWulXR9uva1traumJbt/7UWqmKS11RaiubLBLCDgFlCZCwhuz7zJzfHzcTErNOmGQyk/fz8ZhHJnfO3HvunDl3+cxZmD59OtOmTQvBHrYRTejGaKllV9tTFexqQhfTyoCY02mBZZGbC+nbq61KQUwRkbCjYJcExCo4QMzHd+E8sB6AiuFXUDZ1LkTFhzhnzfPPt2BtGsTEwEMPWLhcupgRkcjiO+U0Si99Ecf+NUQvfxpnVhruTW/j2rQA76CZlI+9AV/XYaHOpjTThAkTmD9/Ps8++ywLFy6koqKCgQMHcvvtt3PRRRc1aR1nnXUWb731Fi+//DKpqamkpqYSFRXFgAEDmDNnDldffXW7vtk31YMm3npm9TNe+287/pzanKZ0P/WrLD+324ISKCm1H2DP0C0iIuHHMqYpP3ecmIam8NQUn+EhOTmZglXzif7Pr7FKczHRiZSe+zu8A2eEOmvNtmmz4dbbDV4v3DfX4oJZkXGBqjoVPlRW4SNiysoYHJlriVrzEq7dS6sWe3qNp+KM/8Xb76zjrSHCVFOmopbgi4j6UZ+SHFwZK5qU1NexT1gEjyPmmNYA596VWMXH8HYfhenQveHEZYW4di/BOFzsS5xJefnxl05Khg4dQn+N2B7KLJKovMKPyiy8NOV6Ty27pHHFx/B8PpeYLR8B4O0ylNILnsZ07BXijDXf0aOG+x+0A13nnA2zzw91jkREWoFl4es5htKeY3Ac2YE79WVc6Z/i2rca177V+JL7UXHaJXgGzVQXRxG/qASMOw6rorjhdJYDE9+pdfIkTRB4N0YsB927hT6wJSIiJ07BLqmf8eHa/C7RS5/AlOVhLCcV42+ifPxN4AzfNt0VFYYHHjZkH4P+/eDeu6123T1DRNonX+cUys5/nPJJd+Be9w/cmxbgyNlN9PKniF7+FN7Op+JJORfPoHPtwJeOk9JeOd14+0+joTG7bJbqSRtiHA57BDV/F9MGE1emcThbMksiItKKFOySOjmO7iD6i0dwZqXZC7qeRsk5j+A75bTQZiwInnnOsGkzJCTA735jERenC1MRab9Mh+6UT51L+YRbcG3/FNc3i3DuXYXzSDrOI+lEf/UMvsRueHuNr3yMa7xLkEiksSw0+HyYCWQ2RqPZNEVEIo2CXVJTRTFRK/+CO+01LJ8H446j/MyfEz/95/jyCxp/fxv38aeGf31gX8s8dL9Fz566qBERASA6Ac/pV+A5/Qp7jKKd/8W143Oce1fhKDiAY+u/cG/9FwC+pJ54TxmGr8sQfJ2H4OsyRN23RKRtCWA2RqtqggG17BIRiRQKdonNW4570wLcq57HUXwUAM/AGZRN/xUmsRuWM/y/Kpu3GJ58yr7guf4nFhMnKNAlIlKn2GQ8w36AZ9gPoKIYZ+Y6nPtW49y3GsehLTjy9uPI2w87Pqt6iy/uZEx8Z0xsMib2JExc5SP2JExsMkTFYZxRmMTumKQeIdw5EWkfApiN0Xd8zC4REYkM4R/BkBNTXoR787u4017DkZ8FgC+pF2XTfol3wPQQZy540rcb7p5rKK+AKZPg2mtCnSMRkTDhjsPbdxLevpPs/8sKcR7YgOPINhyHt+E8vA0rZw+O4mwozm50dQaLkmvewddlaAtnXETatcrAlWV8jY62Bgp2iYhEGgW72iNjcBzeimvLv3Bv+xCrLB8AX3wnyifcYv+SH8YD0H/XN98a7rrHUFgEI06HB++3cDjUqktEpFmiE2oGvwAqinEc241VkoNVnF3599jx5yXHoKIEy1uOiT0JX0LX0OVfRNqHALoxVp+NUUREIkPYB7usY7tw7VkGDpfdPSImCRPXCRN3sj1+iDtOg00CeMpwHNiAa/cSXLuW4Di2s+olX8c+lI/5CZ4hF4M7JoSZDL4tWw2/mGsoLITThsIff28RG6vvg4hIULnjImICExGJIFXX/+rGKCLSHoV9sCtm0f04s9bV+7pxxeLr2BvfSf0wJw3Ad3J/fCcNwNexT2QFdnxe8JRileVjFR3FKjyMI3cvjpzdOA5vw3EkHcvnqUpunFF4Bp6DZ+glePtOjsiTe+pawy/vN5SUwLDT7ECXZl4UERERaQcclYPNN2k2RjuNicDrYRGR9irsg13l42/Gte0j8FVgecqOd6EozsaqKMbylOA8uh3n0e013mewMEk98Z1UGfw6qR++kwfgO6k/xCQFP6PecqzCw1gFB3AUHLLzWZoHZflYpXl2V0JPKZa3ArwV4Kuw31Ptf8tTudzhxrjsboaWpww8JXa6RvjiOuHtcybe/lPx9JkMMR2Cv59tgDGGd9+Hec8ZvD44YzQ89lsFukRERETaj8rAla/pwa6qAJmIiIS9sA92eftNwdtvSt0vVhRjFR6xWzcd24Uje6f9PHsXVlkeVt4+HHn7YPeSGm8zMUn4Ek7BVD58iV0hJgnjigZXTNVfjAFPGZan1A5Uecrs4FVJLlZpbuU4JTl2K6vKGQ6DxSqre7lxuOxunPGd8HXsjenYB1+ngXi7jsB06B7xXTqLiw1PPG34fJH9/8wZcO89FtHRkb3fIiIiIlKNFcBsjFVpdL0oIhIpwj7Y1SB3HCa5D97kPnj7Tzu+3Bis4mwcx3ZhHduJ49huHMd24sjehaPwIFZpHs7SPDi6I6jZsadc74ovoSsm7iQ7gBaThInugInpAK5YjNNtDw7vdNstuKr9b5xucLjA57UDbBiMKxbcMRhXjB2Ac8VEfECrPpu3GH79qCErCxwOuPkmix9eAVY7/TxERERE2quqLolNCHZZxms/UcsuEZGIEdnBrvpYFia+E974TtBrXM3Xyotw5GdWdjk8iFV4CEfhISgrqNmCy1MKWDVaehlXNER3wMR2xMQm239jOmLiO+NL7AaxyUELRDVhXpl2I7/A8MKLhg8/thvbnXIKPPh/FiNOV5BLREREpF2qDHZZpbk4Dm9tOGlJTo33iIhI+Gufwa6GRMXj65QCnVJCnRNpRFmZPTbXG/MNefn2svPOhdtvtUhMVKBLREREpN1yugGwyouwju0O6D0iIhL+FOwKI+9/YPjvlwaHA5xOcLkgyg0dkiApCTomWXRMgq5doUd3OPnkyOzCd+SI4cOPDR98CMcqf4jr2xd+cYfFqJGRt78iIiIiEhiT2A2vpwzLW960Nzic+Dr2bdE8iYhI61GwK4z860PDzp0NpajZuTE6Grp3M3Tvbge/eva06NUTeveGzp3A4QifwJDPZ1i/wQ74LV0K3srhF7qeAtf9r8XM74HLFT77IyIiIiItyOHEnDxAQ3+IiLRTCnaFkScet9i4CTwe8HrtR1kZ5OdDbq4hNw9ycuDAATh02H5t9x77YTt+uo+JgZ49DL17Q+9e0KunVfU8Pr5tBI2OHjVs2AipaYYVKyD72PHXRpwOl15icdYUcLvbRn5FREREREREJPQU7AojnU62OHtafa/WDPh4PIaDByEzC7IOQGamYd9+2LfPXlZaCt/utB+244Gwk08y9OoFvXpB11MsunSG/v0riI0xdOwI8fHgdAZpoH1jKCmxg3T7MyF9O6RvN2zfDoeP1EwbFwczzrGDXAMHKMAlIiIiIiIiIrUp2BWhXC6Lnj2hZ0//kuPBIY/HkHUA9u6zg1979xn2VT7PPnb8sX4DHA+C5ddYf1ycISEBEhPs4FdcHLhd4HSB2w0uJ7jc4HRAaRkUF1d7lBx/XlJ8vEvidzkcMHAAnH46TBxvMWokREUpyCUiIiIiIiIi9VOwqx1yuSx697K7LNqOB5AKC4+3ANu333DoMBw9CtnZTg4e8lJUZKfzB6sOHw5OnqKjoUsXOHUwnDrY4tTBMGggxMUpuCUiIiIiIiIiTWcZYzRuo4iIiIiIiIiIRARHqDMgIiIiIiIiIiISLAp2iYiIiIiIiIhIxFCwS0REREREREREIoaCXSIiIiIiIiIiEjEU7BIRERERERERkYjhas6bNm7cyLx581i/fj0VFRUMHDiQH//4x1x44YVNev/ZZ59NZmZmg2neeOMNxowZU/X/4MGD6037i1/8gjlz5jQt8+3MiZYVwKFDh3jppZdYsWIFWVlZxMXF0adPH6688kouvPBCnE5ni2y3vQlFWTVUF6+88kp+/etfn9A+RapglNXOnTv5y1/+wqpVq8jLy6Nz586cc8453HrrrXTs2LHO9yxbtowXX3yRLVu2YIxh2LBhzJkzhylTpgRr1yJKKMpJ56rAffDBB6xdu5bNmzezY8cOKioqeOyxx7j00ksDWk95eTkvvvgiH330EVlZWSQlJTF16lTuuOMOOnfuXOd7PvroI1577TW+/fZb3G43I0eO5LbbbmP48OHB2LWIpvN8aAVab44cOcLTTz/NkiVLyMvLo3v37lx44YXMmTOHqKioWumbU5+kfocOHWLhwoUsXbqUXbt2cfToUZKSkhg9ejQ33HADI0aMqPWewsJC5s2bx6JFizhy5AidO3dm5syZ/PznPychIaFWep/Px/z583nrrbfIyMggLi6O8ePHc+edd9K3b99W2MvIkZ+fz7PPPsumTZvYv38/eXl5JCcn069fP66++mpmzpyJZVk13qM61va89NJL/OlPfwLgrbfeYuTIkbXSqJ5FNssYYwJ5w+rVq7n++utxu93Mnj2bxMREFi1axP79+7nzzjv56U9/2ug6Xn31VQoKCmotz8nJ4Y033iApKYlly5YRHR1d9drgwYPp0aMH3//+92u9b+LEiTUCY2ILRlnt27ePyy+/nNzcXCZPnszgwYMpLCzkP//5D0eOHOHSSy/lscceC/p225tQldXZZ59Nfn4+P/7xj2utb9iwYUyfPj1o+xgpglFW69ev5yc/+QmlpaWcc8459OrVi/T0dFasWEHfvn158803SU5OrvGeDz/8kHvuuYfk5GRmz56NZVksXLiQo0eP8sc//pGLLrqopXY5LIWqnHSuCpw/6J6cnExcXByZmZkBB7t8Ph833ngjy5cvZ8SIEYwbN469e/fy73//m65du/L222/Xunl4/vnneeqpp+jevTvnnnsuxcXFfPLJJ5SVlfG3v/2N8ePHB3tXI4bO86EXSL05cuQIV1xxBQcOHGDGjBn07duXtWvXkpaWxpQpU3jxxRdxOI539mhOfZKG/elPf+Kll16id+/ejB07lpNPPpmMjAy++OILjDE88cQTzJo1qyp9cXExV111Fdu2bWPSpEkMHTqU9PR0li1bxpAhQ5g/fz5xcXE1tvHAAw/w9ttvM3DgQKZOnUp2djaffvop0dHRvPnmmwwcOLC1dztsZWRkcMkllzBixAh69+5Nx44dyc7O5ssvvyQ7O5srrriC3/zmN1XpVcfanp07d3LJJZfgcrkoLi6uM9iletYOmABUVFSYGTNmmGHDhpktW7ZULS8oKDCzZ882Q4cONbt37w5klTX87W9/MykpKeY3v/lNrddSUlLMNddc0+x1tzfBKquHHnrIpKSkmNdee63G8ry8PDN9+nSTkpJi9u/fH/TttiehKitjjJk+fbqZPn16UPajPQhWWc2ePdukpKSYL774osbyl156yaSkpJgHHnigxvLc3FwzZswYM378eJOVlVW1/NChQ2bSpElmzJgxJjc398R2LoKEqpyM0bmqOb766quqY9MLL7xgUlJSzLvvvhvQOt555x2TkpJi7rzzTuPz+Wotnzt3bo30u3fvNkOHDjUzZ840+fn5Vct37NhhRowYYWbMmGEqKipOYK8il87zbUMg9Wbu3LkmJSXFvPHGG1XLfD6fuffee01KSop55513aqQPtD5J4z7//HOzZs2aWsvXrFljTjvtNDNu3DhTVlZWtfyZZ54xKSkp5vHHH6+R3r/8mWeeqbF85cqVJiUlxVx11VU11rNixQozePBgc/XVVwd5jyKbx+Op8xxQUFBgZs2aZVJSUsyOHTuqlquOtS0ej8f84Ac/MJdddpm5++67TUpKilm3bl2tdKpnkS+gMbtWrVrF3r17ueCCCxg6dGjV8oSEBG655RY8Hg/vvfdeswNv77zzDgCXXXZZs9chtmCV1b59+wCYOnVqjeUdOnRg1KhRABw7dizo221PQlVWErhglFVGRgbffPMNw4cP55xzzqnx2nXXXUfHjh358MMPKS4urlr+2WefkZ+fzzXXXEO3bt2qlnfp0oVrr72W/Px8PvvssyDtZfgLVTlJ85x55pn06NHjhNaxYMECwO4qWr1ryQ9+8AMGDBjAp59+SmFhYdXy9957D4/Hw80330xiYmLV8kGDBnHxxRezd+9eVq1adUJ5ilQ6z7cNTa03hYWFfPrpp/Tq1Ysf/ehHVcsty+Kuu+7C4XBU1R+/QOuTNG7mzJl1tuwdM2YM48ePJzc3l+3btwNgjGHBggXExcXxs5/9rEb6m266iaSkJN555x1Mtc45/jK74447anSZmzhxIpMnT2bNmjXs3r27JXYtIjmdTlyu2qP9JCQkMHnyZMC+TgDVsbbopZdeIj09nd/97nd1DrcDqmftRUDBrq+//hqgqpJXN2nSpBppApWWlsbOnTsZNmwYp556ap1p8vPzWbBgAc8//zxvv/02e/bsada22oNgldWgQYMAe6yg6goLC1m3bh2dOnWq0VyzJb8jkSpUZeVXXl7O+++/z/PPP8/8+fNJT08PeB/ai2CU1dGjRwHo2bNnrdccDgfdu3enpKSEDRs2NGm7/vG6VK+OC1U5+elc1brKysrYsGED/fr1q/Pmf9KkSZSXl9dZp/zfh+r8dWrNmjUtlOPwpvN8eFm/fj3l5eWceeaZtcYY6tKlCykpKWzYsIGysjKgefVJTow/qOL/u2fPHg4fPszo0aNrdaGKjo5mzJgxHDp0qCrYAnbX4ri4OEaPHl1r/f66qmPaiSsrK2PVqlVYllV1Ta061rbs2LGD5557jptvvrnq3qguqmftQ0AD1Psv2Pv06VPrtaSkJJKTk2t8IQLhb9V1+eWX15smPT2d+++/v+p/y7K48MIL+fWvf01sbGyzthupglVW119/Pf/973959NFHWbp0KSkpKVXjQLndbp599tkan31LfkciVajKyu/IkSPcd999NZZNmTKFxx9/nJNOOql5OxWhglFW/s90//79tV7z+XxkZWUBsHv3biZOnNjodv3LVK+OC1U5+elc1br27t2Lz+erd2BY//I9e/ZUBWP27NlDXFxcnWOi+L83ClLWTef58OIvi/rqR58+fUhPT2ffvn0MHDiwWfVJmi8rK4sVK1bQuXNnUlJSgKaVmT9d3759KS4u5siRI6SkpNTZiqV6mUlg8vPzee211/D5fGRnZ7N06VIOHDjArbfeWvW5qo61HR6Ph/vuu48BAwY0OiGQ6ln7EFCwy9+csnqT/+oSEhI4ePBgwJkoKipi4cKFxMbGcsEFF9SZ5rrrruP888+nT58+WJbF1q1beeqpp/jwww/xer08+eSTAW83kgWrrDp37sybb77JPffcw5IlS1iyZAlgR7xvuOGGGl0Ygrnd9iRUZQVw6aWXMm7cOAYOHEhUVBQ7d+7kueeeY+nSpdxyyy3885//rPUrVXsWjLLq168fvXv3ZtOmTSxevJhp06ZVvfbqq6+Sm5sLUGMSj4a2GxcXh9PprHPSj/YqVOUEOleFgr8M6po1CSA+Ph6gRpeQwsLCeoP5/vWoC0nddJ4PL/760VB5VU/XnPokzVNRUcHcuXMpLy/n7rvvrrqBbqwMAi0zHdOaLz8/n+eee67qf7fbzdy5c7nuuuuqlqmOtR3PP/8827dv5+2338btdjeYVvWsfQgo2NVSPv30U4qLi/n+979f7xfo3nvvrfH/hAkTePXVV7n44ov55JNPGm2qKM2zd+9ebrrpJuLi4njjjTcYMmQIBQUFfPTRRzz99NMsW7aM+fPnN3pAkZbXnLK69dZba6xjxIgRvPDCC1xzzTWsXbuWJUuW1LjJl+B48MEHufnmm7n55puZMWMGvXr1Yvv27SxfvpyUlBR27NhRY9YeCY3mlJPOVSIi0hifz8evfvUr1qxZwxVXXMEll1wS6ixJHXr27Mn27dvxer0cOHCATz/9lKeeeop169bx9NNP1zmul4RGeno6zz//PNdddx2nnXZaqLMjbURAd1PfjXB+V2FhYb1R7YY0d2D62NhYZs+eDdhjfslxwSqrX/6PqpN0AAAgAElEQVTyl2RlZfH8888zZswY4uPj6dq1KzfeeCM/+clP2LhxIx9++GHQt9uehKqs6uNwOKqmLle9qilYZTVlyhTeeOMNzjrrLFatWsXrr79OTk4Of/7znxk3bhxAjVYnDW23uLgYr9erelVNqMqpPjpXtSx/Wdb3a2pRURFQ89fYhISEBr8f300vx+k8H178ZdHY992frjn1SQJjjOH+++/nww8/5KKLLuKRRx6p8XpjZRBomemYduKcTic9e/Zkzpw53HHHHfz73//m7bffBlTH2op7772XXr168fOf/7xJ6VXP2oeAgl3f7ZtcXV5eHjk5OXWO4dCQb7/9lvXr19O/f/86ZylpTHJyMgAlJSUBvzeSBaOsCgsLSU1NZcCAAXWOazJhwgQAtmzZEtTttjehKquGqF7VLZjfb38rujVr1rBp0ybee+89ZsyYwY4dOwAYNmxYk7brX6Z6dVyoyqkhqlMtp3fv3jgcjnrHyfAvrz4uR/XxN76rsXE82jud58NLY2PQZWRk4HA46NWrF9C8+iRN52/R9e6773LBBRfw+9//vlYL4aaUWfV0/vEH9+/fj9frrZVeZRZc/oHI/RNxqI61Denp6ezatYvhw4czePDgqsf7778PwJVXXsngwYP54osvANWz9iKgYNfYsWMBWL58ea3XvvrqK4CqX7ubqrmtuvz8M1XUNWNWexaMsqqoqAAgJyenztePHTsGUGPq1Zb4jkS6UJVVQzZu3AjQpGnN25OW/n5nZmaydu1aBg4cyODBg5u0Xf/sm6pXx4WqnBqic1XLiY6O5vTTT2f37t1kZmbWev2rr74iKiqKESNGVC3zf0f834fq/HXKn0Zq0nk+vIwcOZKoqChWrFiBMabGa4cPH2bHjh2MGDGC6OhooHn1SZrG5/Pxf//3f7z33nvMmjWLxx9/vN6Brrt06UJaWhrFxcU1XisrKyM1NZUuXbrUCCqPGzeO4uLiOlsP++uqjmnBcejQIYCqslMdaxsuu+yyOh/+4NPZZ5/NZZddVnVvo3rWPgQU7Jo4cSK9evXi448/Ztu2bVXLCwsL+ctf/oLL5eL73/9+1fLDhw+zc+fOept1VlRU8MEHH+B2uxvsq75169Y6fw1fuHAhn3zyCcnJybVmw2rvglFWycnJ9OvXj6ysLBYsWFBj/YWFhbz88ssAjB8/vtnbldCV1bfffkt+fn6t/KSmpvLKK68QFRXFzJkzg7afkSBYx8CioqJaF0QFBQXMnTsXr9fLXXfdVeO1888/n8TERP7xj39w4MCBGuv/+9//TocOHTjvvPOCuathLVTlpHNVy6uvrK644goAnnjiiRpl9u6777Jz505mzZpVo2vBpZdeisvl4q9//WuNdX3zzTd88MEH9O7du6pFrNSk83x4SUhIYNasWezbt49//vOfVcuNMTz55JP4fL5aM6EHWp+kcdUDXeeddx5//OMf6wx0gT2D7+WXX05xcTF//vOfa7z2wgsvkJeXx+WXX15jAiF/mT399NOUl5dXLV+5ciXLly9n7Nix9OvXrwX2LDJt27atzvvX3NxcnnrqKQDOOussQHWsrXj00UfrfIwaNQqAm266iUcffZQhQ4YAqmfthWW+eyXfiFWrVnHDDTfgdru54IILSEhIYNGiRezfv5877riDm2++uSrtfffdx/vvv89jjz1WNQZQdZ9//jm33XYbM2fOZN68efVu87777uOLL75g4sSJdOvWDWMMW7duJTU1lejoaObNm8fUqVMD2Y12IRhltXTpUm6++WY8Hg8TJkxg6NChFBQU8OWXX3L06FGmT5/OX//61xoHgkC2K7ZQlNW8efN4+eWXmThxIj169CAqKoodO3bw1Vdf4XA4eOSRR2qdnCU4ZfXBBx/w1FNPMWHCBLp06UJ2djb//e9/OXbsGLfffju33HJLre1+8MEHzJ07l+TkZGbPno1lWSxcuJCjR4/y+OOPc/HFF7fK/oeLUJSTzlXNs2DBAtauXQvAjh072LJlC6NHj676NXXGjBnMmDEDqL+svF4vc+bMYfny5YwYMYJx48axb98+Fi1axCmnnMKCBQtqdfH+61//ytNPP0337t0599xzKS4u5pNPPqGsrIyXX35Zwa4G6DwfeoHUm8OHD3PFFVdw8OBBvve979G3b19SU1NJS0tj8uTJvPTSSzW60jWnPknD5s2bx3PPPUdcXBzXXnttnQObz5gxo+pGvLi4mKuuuopt27YxadIkTjvtNNLT01m6dClDhgxh/vz5xMXF1Xj//fffz4IFCxg4cCBTp04lOzubTz/9lOjoaN58800GDhzYKvsaCR599FHeeecdxo8fT/fu3YmNjSUrK4vFixdTXFzMueeey9NPP11Vb1TH2i7/dcNbb73FyJEja7ymehb5nA8//PDDgbyhZ8+eTJ48mX379rF8+XI2bNhA9+7dueeee7jmmmtqpP3iiy9IT0+vcfCu7g9/+AMZGRnce++9DfZvNcZQUFDAtm3bSE1NrepiNXPmTP7whz9URWylpmCUVZ8+fZg6dSoFBQVs2bKF1atXs2vXLnr37s0NN9zAfffdV+uXqUC2K7ZQlJVlWRQWFrJjxw7S0tJYt24dpaWlTJ06ld/+9recffbZrbb/4SRYx8Bvv/2W1NRUVq5cSWZmJiNHjuSRRx6pt0XEqaeeyogRI9i9ezdLly5l27ZtpKSk8Otf/1ot8OoQinLSuap5Xn/9dd5//33S09OrxtA6cOAA6enppKen079//6pWqfWVlcPh4Pzzz8flcrFhwwaWLVvGsWPHOO+883jiiSfo0qVLre2OHTuWPn36sGPHDpYuXcquXbsYNWoUjz/+OGeccUbr7HyY0nk+9AKpN/Hx8cyaNYu8vDxWrVrFqlWrcLlcXHvttTz00EO1Ai/NqU/SMH9ZVVRUkJqaytdff13rMWLEiKrjmtvtZvbs2ZSXl5OamsqKFSsoLS3lsssu4/e//32drX6mTZtGcnIyW7ZsYenSpWRmZjJ58mSefPJJBgwY0Nq7HNbi4uKoqKhg+/btpKWlkZqaytGjRxkxYgS33347t912W43glepY2+W/brj88svp2rVrjddUzyJfwC27RERERERERERE2qqAxuwSERERERERERFpyxTsEhERERERERGRiKFgl4iIiIiIiIiIRAwFu0REREREREREJGIo2CUiIiIiIiIiIhFDwS4REREREREREYkYCnaJiIiIiIiIiEjEULBLREREREREREQihoJdIiIiIiIiIiISMRTsEhERERERERGRiKFgl4iIiIiIiIiIRAwFu0REREREREREJGIo2CUiIiIiIiIiIhFDwS4REREREREREYkYCnaJiIiIiIiIiEjEULBLREREREREREQihoJdIiIiIiIiIiISMRTsEhERERERERGRiKFgl4iIiIiIiIiIRAwFu0REREREREREJGIo2CUiIiIiIiIiIhHDFeoMiIj4GWP4/PPPef/999m8eTN5eXl07NiRrl27MnPmTObMmRPqLIqIiIhIM+laT0Rai4JdItImlJSUcOedd/Lll18CkJSUxKBBgygqKmLHjh3ExsbqAkhEREQkTOlaT0Rak4JdItImPPjgg3z55ZcMGTKE+++/nzFjxtR4/fDhwyHKmYiIiIicKF3riUhrsowxJtSZEJH2LT09nYsvvphOnTrxwQcf0KlTp1BnSURERESCRNd6ItLaNEC9iITcokWLAJg1a5YufkREREQijK71RKS1qRujiITcN998A8CSJUvYvHlznWmGDh3KAw880JrZEhEREZEg0LWeiLQ2BbtEJOQKCwsByMjIICMjo840LpcOVyIiIiLhSNd6ItLadEQRkZBLSEgA4K677uKmm24KcW5EREREJJh0rScirU1jdolIyA0aNAiAr7/+OsQ5EREREZFg07WeiLQ2BbtEJORmzpwJwFdffUVqamqIcyMiIiIiwaRrPRFpbQp2iUjInXrqqVx00UUYY7jjjjtYtmxZjdc9Hk/VwKYiIiIiEl50rScirc0yxphQZ0JEpKSkhDvuuIPFixcD0KlTJ7p37055eTl79+5l2LBhvP7666HNpIiIiIg0i671RKQ1OR9++OGHQ50JERG3280FF1zAwIEDKS4u5vDhw2RmZmKMoXfv3kybNo0xY8aEOpsiIiIi0gy61hOR1qSWXSIiIiIiIiIiEjE0ZpeIiIiIiIiIiEQMBbtERERERERERCRiKNglIiIiIiIiIiIRQ8EuERERERERERGJGAp2iYiIiIiIiIhIxFCwS0REREREREREIoarNTaSk5PTGpuRIEpKSiIvLy/U2ZAgUXlGFpVn5FGZBldycnKos9Cu+Hw+fX/DjI454UdlFl5UXuFHZRZemnKtp5ZdUieHQ1+NSKLyjCwqz8ijMpVwpu9v+FGZhR+VWXhReYUflVnkUYmKiIiIiIiIiEjEULBLREREREREREQihoJdIiIiIiIiIiISMRTsEmlHfD5DebkJdTZEREREwpvxYRUcAp8n1DkREZE6tMpsjCISWocP+/j9H32s/hry8+GsKYYf/4/FoIFWqLMmIiIiEnYch7biyM3AF98ZX69xoc6OiIh8h1p2iUS4DRsNl/0wl88XQW4u+HyweAncdIshbV14tvIqLzd4POGZdxEREQl/jtwM+2/RkRDnRERE6qJgl0gEy8w03H2vITvbMKA/PPuUxSsvWYwdA+XlMPeXhs1bwidolL7dcPtdPs6bbTj/QsPfXvFRXBw++RcREREREZGWp2CXSITyeAwP/9ZQUgKjR7l44S8Wo0dZDBpk8YffWUwYD6Wl8JtHDWVlbT9gtH2H4Y67DGvToLwCSkrgldfsgJ3X2/bzLyIiIiIiIq1DwS6RCPXPt2DbNkhIgD88lkBMzPHxuaKiLB5+wKJTJ8jMgldea9vBoqNHDb+4x1BYBMOHwT9es/j1wxaxsbB+A7z+RqhzKCIiIiIiIm2Fgl0iESg31/CP+XYA6/afW3Tv5qyVJiHB4q7b7QDYP9+EffvbbsDr6WcNuXkwcAD88fcWfftYnD3N4hd32vl/5VXD9h1tN/8iIiISYSxN8iMi0pYp2CUSgf4x31BUZAeHzv1e/enOmmJ3Z/T64J9vtc1g0fKvDIuXgtMJ9//KIiHh+MXleTMtzp5u5/9v/69t5l9ERERERERal4JdIhEmO9vw3vv285vmWDgcDf/y+D9X268v/AyOZretgJHPZ/jL83aefnQlDBxQe1/mXG/hdMCKVbB1W9vKv4iIiIiIiLQ+BbtEIswnC+0B3IcMgQnjGk8/4nSL4cOgogIWvNO2gkVr02DvPoiLg2uvqTto17Onxbkz7ef/79W2lX8RERGJVOrGKCLSlinYJRJBvF7DBx/ZAZ9LL7GwmjiexNU/stN9/AlUVLSdgNE779l5mXU+xMXVvy8//h8Ly4JVq2F/Gx57TERERERERFqegl0iEWT113DoECQmwtnTmv6+iROgcyfIy4evVrRU7gKTdcCwYqX9/NKLGw7a9ehhMb6yFdtHnyjYJSIiIi3LaIB6EZE2TcEukQjy4cfHW0JFRzf9IszptDjvXPv5JwvbRrDok08NxsDYMdC7d+P7ctEFdppPP2tbrdNERESkjSnNxyo4EOpciIhIC1KwSyRC5OcbVq22n88+P/BfG2dVvmf113DkSGiDRT6f4fNF9vOm7suZE+HkkyAnp+20ThMREZG2x7VnGc7MNCjJCXVWRESkhSjYJRIhli4DjwcG9If+/QIPdvXqaTHidPD54LNFLZDBAGzYCAcPQXw8TJnctPe4XBbnn2c///d/1LJLREREGmaVFZ7Iu4OWDxERCT4Fu0QixBf/tQM8M85p/sWXv3XXJwsNxoQuYPTZInvbZ08LrDvm2dPttKtWQ2mpAl4iIiLSAEu3QiIikUpHeJEIcOyYIW2d/fzs6c1fz/SpEBsD+/fDxk3ByVugysoMXy62n593bmCBu0EDoVtXKCuzu2OKiIiI1OuEGmepZZeISFumYJdIBFi63O5+OORU6NG9+RdfcXEWZ59tPw/VQPVp66C4GDp1guHDAnuvZVmcdZb9fMlStewSERGRhihgJSISqRTsEokAK1bagZ2zppz4RZt/QPgvvwxNV8Cly+xtTpkMDkfg+zPtLPs9X62E8nIFvERERKQa4zv+3FKwS0QkUinYJRLmSksNqWvt52dOPPH1DR8GXU+BklJYvebE1xcIr9ewvHImxbMmN+8C9LSh9qyMRUX2QPciIiIiVXzeav807VrDkbUO567F3wmUBTVXIiISZAp2iYS5tHVQXg6nnAL9+534+izLYqq/K+CS1m0ZtXkL5ORAQgKMGtm8dTgcFhMm2M9XrVbLLhEREammxgQ8TQx25WdhlRdhFR1tmTyJiEjQKdglEub8XRgnTrADVcEwNURdAZctt7c1aSK4XM3fl4nj7feuXBWUbImIiEikqN4664SoaZeISFvmCnUGRKT5jDGsWGk/nzSxiRddxocjaz2O3Az7F0pvOb7Op+LrOhyT0AWAYafBySdDdjasTbMDaa1h1Wr775lnntgF5JgzwOmEvfsgM9PQo4cuSEVERAQw1bsxBviDnsb4EhEJGwp2iYSxnbvg8BGIjobRoxpOaxUcwr1hPq5tH+EoOFBnGm/3UZRN+QX0OIOzphje/xcsXmqYOKHlL+6yDhj2ZIDTAePGnNi6EhIsTh9uWLfeDqD94NLg5FFERETCXI1ujE0IdjWj26OIiISeujGKhDF/q64xZ0B0dD0XYD4P3hUvEvfqLKK+fhFHwQFMdCKePpOoGHoxFad9H2+nwRjLgTNrHXFvXUPMB7cyc+IxAJYvB4+n5bsy+lt1DR8OiYknfjHpD9Ct1LhdIiIRwSo6gnPvaigvCnVWJJxV78bYlC6N9c3eqFZeIiJtmlp2iYQx/3hdZ9bThdHKzyTmozvwHdqMBXi7jaD8jP/F2386uKJrpi08TNTKP+Pa/A6unf9h/KEtjOvxLF9nnsb6DXZArSWtWmXvy4Txwbl4HFvZOmzDBqioMLjduigVEQlnzn1fA+A4vA1fzxNsAiztV/VujE35PaxasMuoZZeISNhQyy6RMJWTa9iy1X5+Zh1jajn2ryHujctxHtoMMUmUzniEkh/Ox5tyXq1AF4BJ6ELZ9x6h5H/ex5fcD0fhQf48+n+Y0e1zFi9t2dZRZWWGtevs58EaH2xAf+iYBCWlsHVbcNYpIiKhZwVtgHFpl06kG2ON1lwKfImItGVq2SUSplattq+/UgZB5841L7hcWz8getH9WD4P3i5Dib72dTy+uCat19cpheKr3iLm03tw717CY2fM5YFNcXi9Z+F0tsyF3br1UFYGXTpD/37BWafDYTF6tOG/X9qD7I84PTjrFRGREKjeuiYqPoQZkXBXI1hqmhLsUnBVRKQlGWP45lsoKWk4ndNp3yvGxTXtnlQtu0TC1Oqv/d3+ai53bf2Q6M9+ieXzUDH4fEqu/AdWUo/AVh6dSOnFf6Zs8AW4HR4eOvVO9qzYGKSc17aqclytCRPACuIYGGeMtteVtk7jdomIhLXq43Q5o0KXDwl/gY7ZRYDBsfagvAhnxgqcu5di1TPpkYhIU+XmQsZee+K1hh4HDkJWAIcctewSCUM+nyF1rf183NjjwSHXto+J/vyXWBgqTr+SsnMeav4Aqg4nFec9SsbWY6S4VjBwzc1w+gJMoIGzRhhjWLHKfj4xSON1+Z1ROUPl5i1QUmKIjVWXAxGRcGSVF1b7TwEHOQE1AlyBdWO0MPr2AVbBQaySHAAcORl4E7uFOEciEs7Kyuy/8XHQu1fdaQ4fgexj4Augsa2CXSJhaOcuOwIeGwOnDbWXOXd+SfRn92EZHxXDLqPsnAdPfKYgZxR7xj1DxX/+l9M6bsGzcC6lV7wGjuAdOvbth6wscLngjNFBWy0APXrAKafAoUOwcROMHxfc9YuISOuwyqoFu9S6Rk5E9QHqmxTsqqdlVzuejdHyVfsMqz8XkVqMMWzcBLl5tV+LcsPpwyE+vv0eTwDKK+y/8fHQs2fdn0VJqSH7WGCXAOrGKBKG/K26Ro4Et9vCkZlGzMd3YhkvFUMuoux7j4AVnOp9xoR4Htz0BIUV8biy0nB//VJQ1uu3qrJV18gRTe9/3VSWZVUF0Nam6eZIRCRsVe/GqLY1ciKq3ykFOBtjzTe045tT4zn+3FcRunyIhIHcPLtVUnl57UdhERw9Guochl5F5WEkuoFRChyVt7aBDKOoYJdIGEpda19sjTnDwnH0G2L/dTOWtwxPv6mUzfxt0AJdANHRFn1G9uKxTfcDELXyzzgObAja+lessvdl4oSWuWg8Y5S93rVpLbJ6ERFpBZan9Pg/atklJ8IXpJZd7Zladok0mT+Y1bkTTBh3/NGls73cp8MKFeX2X3cDwS7/nWIgH5eCXSJhprzcsKFyrPiJQ7KIee9GrLJ8vN1GUnrBU+B0B32b06ZafLL/QhZnz8IyXmI+uw8qSht/YyMKCgzr1tvPJ0444dXVyd+ya8c3kJ+vs4mISFgKdJwlkXoFOEC9Aly1Kdgl0qDSUkNBgf3wB7tO6QKJiVbVI6oysKNDDJT5g10N3cZWRrvUjVEkgm3ZCqWl0LdzDoPX3Iij8BDekwdQcslfwR3bItucMA6ioiweWP0A5TFdcOTsIWrlcye83pWrweuFvn2gd6+WadnVqZNF3z72gdEfWBMRkTBTo+uZ7gzkBFQfcL4J3yWr3jG76l5nu1Bt3DOrFbsx+nwG0wKftTGGb74xZGe3s3KUFpGdbVj2Faz62n4UVvbCP/nkmumqWirpa1fVjTGqgWCXpWCXSORbk2qIdRbxzLhbcObsxpfYjdJLX4bYji22zbg4i/HjoMDTgYXOBwFwr30Fx8FNJ7TeZcvto9WUKSecxQaNrpyVMVXjdomIhKdABukQaYB1It0Y603fvq4vrO+25mqF+unzGZYugxUrg7/uzEzYsxfS9KOoBEFh5XwqDgdERdmP3r3shgPV+UedCWR2wUjlD3Y11LLLgZfY8kyiCjOwcvc1ab0KdomEmfVp5Tw59g76ODdiYpIoufQlTGLXFt/utLPsA/QrK6dTMXg2lvER/fn/gbe8WesrKzOsWm0/P2tyyw7yesYZleN2rW3RzYiISEsxAXY9E6lPwAPU15fIakKaCGW+E+zyeupOF0RFRVDhgeISgt66q7gkqKuTSGZ84Clv8GE85Vimgq6nwNQpFlOnWAxOqX2v42hGS6VI5Z+NMaqBMbuiC3dzctF64vM24zy4sUnrdQUhbyLSSgryPFwT90smdlmBzxVL6fdfwJw8oFW2feZEcLlgzx7YOehXpOxdiTP7G9zr3qBizE8CXt/aNCgpsQdrPHVw8PNb3aiRdtPXvfvg6FFDp07teAYlEZGwpEHCJVgCHf+tCemND3A2P0vhplbLLg/QwF1qEDiqNdHweu1rUpFW5SnHuXsxlrfhrrsdDht65EJMx9OAfvWmU8sumzGmaoD6hoJdDq89XrTXmYAvsUOT1q2WXSLhwhgqPvwNM7t/RoXPRdnF8/B1G9Fqm09MtBhzhv38P6uTKZ/yCwCiVv0FqyjwOXOrujBOBstq2eBTh0SLQYPs52nrWnRTIiLSEnwaoF6CpEVmY2xn30nfd1pytcIg9dUvFb0aE19CwCrJaTTQBcdPV25PdoPp1LLL5vEcP4I21I3RqvzhoSSmO74eo5u0bgW7RMJE1Ipn6X3kbXzG4l/Ox/H2mdTqefB3ZVy8xOA57RK8pwzDKi8kavlTAa3H67UHbgQ4a0rrtLIaPdL+m7aunZ9RRETCUZMCDlLFU4Z1bBeOo99gHdvFscOleDz63IDvdGNsymyM9f1j1ZOmHfhucOu7wa8WUL3Y2ntLGAmRCnukeV9iNzynzq73UdjxdACc3+3u+x3+ll3t/ZRWXtmqy+UEh6P++0JH5YHWBBDCUrBLJAy4014javXzAPxu4wPEjzkvJPmYPAmcDvjmW8g8YFE2/VcAuLa8j+Pg5iavZ/MWyM2FxEQY2UqN084YbR88NfioiEgYqnE30M7vDJrAcfQbnIe34Ti6g9z0rexcvYONJzanTOQINHBa/Ya13uTt7Dv5nZt4K8yDXe092CBNY5VVjjwfldBgOl9ll2bLajjY5Y/rtPfgrX+8LncjPaEt7M/TGAW7RCKGe+2rRC/+PQDPbbuN9/ddWTW7YGvr2NFiZGULqSVLwdd9FBVDLsTCEL34sSZfLfi7MNrjgLVOy64Rp9uBuqwsOHhQVzUiEjk2btzIjTfeyNixYxk5ciSXXXYZH330UZPf/9577zF48OB6H0eOHGnB3DeVWnYFpHLyGOOK5tAhcHsLyT4W4jy1FY20tqidvr4utNVbiLWv76R/NkbjirYXtHKwy9vOgwMSGlZlyy4TFd9gOn+wy0HDX1RL3RgBjo/X1UAXRjjejdEXQAhLQ/uJtFXG4F79V6JXzANga/INvPzNHIYPg4SE0A2wPvUsi7VphsVLDFf90KJ88i9wffNvnFlpOL/9Au+g7zX4fmMMS5fbz1t6Fsbq4uIsBg82bN1mj9s16/xW27SISItZvXo1119/PW63m9mzZ5OYmMiiRYu4++67yczM5Kc//WmT13XOOecwZMiQWsvj4uKCmeVmseoNOEidKgM6Jq4TXu9+nI7SEGeoDTGBBqnqS99OWxsaczwA6IwGT1mrjNlVI9ilMbskFMr9wa6Gz4lenx2McTTSsksD1Nv8++9sZI4Py3+ctRTsEglv3nKiFz+Ge8ObAJSdeRsvfTYHsBg7JrQzCZ41BZ56BrZug337Db16nkLFGT8mavULRC9/kuL+08BZf2h+6za7dVVMDIwb22rZBuCM0fb209YbZp2vGRlFJLx5PB7uv/9+LMvijTfeYEBapT0AACAASURBVOjQoQD87Gc/44c//CHz5s3jvPPOo2/fvk1a34wZM7j00ktbMMcnIOAARftmVd49GLd9U+b0lRLlMtQYZ6q9qtEtsSljdtXXmqv64nZ0t1r983NFQxmtP2ZXkINdOqRIo3weLE+Z/bypLbsaOS5ogHqbf/8bm6/M343Rp26MIuHLKs4m9p3rcG94E4NF2dR7KR37U9am2UeAsWNCm79OJ1tMGG8//+gT++hUPuYGfLEn4cjZg2vTggbf/9ki+z1Tp0BsbOtedI8eVTlu1zq7hZmISDhbtWoVe/fu5YILLqgKdAEkJCRwyy234PF4eO+990KYwyCpdcOg43fj7M+syBOHwcLCR3x0WYjz1DZYAY7/ZlWPrOjaoUakyTgrB9lphWCXr5Vadvl8kV3GRUWGDRsNaevqf3y7M7I/g/qYYxk4966u+7FvtZ3G6QZnw4NL+YMxjY3ZpZZdNl+Tg12V3RgDCHapZZe0KRkZhgXvGv672J6G9OSTYdZ5FhdfCB06RP6vkc7dS4le9ACOosOYqARKZz2Ot/90dqQb8vMhPh6GnBrqXMKFsy1WrjIs/AxuvM7gjk6gYuItRP/3t0St/DOeoRfX+atHebnhi//Yz887t/XLc/gwcLng8GHIzISePVs9CyIiQfP1118DMHny5FqvTZo0qUaapti2bRuvvPIKHo+H3r17M2nSJBISGh6It1V8N9ilgEOjjh31cmC34Ui8i2RHNE5fKQ5vCRAb6qyFngk0eNWErovt6TvpD2xZjqqW/JbP2/Ih6FaajdHnA0cENwfZnwmHGxmGMfsYJCYaco41HA7u3Nn+ETxSmAObsIpzG04U07HR9fhw4qDxMbvUssvmP8U3Vu/8P1QYdWOUcLToC8Pv/2CqZmQAKC6GF14yvP8vePpJ6N0rcg6oNZTkEL3sCdyb3wXAd1J/Si6ahzmpPwBrUu1ko0e13oDuDTlzoh2IzM6G5V/B9GlQMfwK3Gmv48jNwL3udSrG1x4nZuUqKCiAzp0IySD7MTEWQ4cYNm6yZ2VUsEtEwtmePXsA6NOnT63XkpKSSE5OJiMjo8nr+/vf/17j/8TERB544AEuvvjiE8rnCftOsCv0Z8G2Lz/Paw+thAOPIxanrxTLUwycFOqshV6g47/VdyfaXmcIrfz8jMMJjspBdsJ9gPp2FLf0Bwq7dLaDVd+1fTt4vJCeTo17srocPQpTav/WEp58HvDaO+zteno9kRcLE9ep0VV5fQ5cgING6oWCXUDTj57N6caoYJe0CW8vMDz7Z/urPuYMuOYqi66nwKbN8Nrrhv2Z8PPbDfOeibCAV/ExotJew73uH1gVxRgsKkZfS/mkO8AdU5Xs6zX2ZxPq8br8XC6L2ecb/v4PWPCuYfo0C5xuyifeSszCe4hKfZWKkVdDdGKN973/gb0f3/seOJ2h2ZczRmMHu9YZLrqgbXyeIiLNUVhoT4OemJhY5+sJCQkcPHiw0fX06tWLhx56iMmTJ9OlSxeys7NZvHgxzzzzDPfeey8dO3Zk6tSpDa4jOTk58B1oIlNRgomv1lo4IR5HC26vrTh0yEtmln1nGhVlkZLiJMrdtPPWkZgYKqLLGT48iQ6ezmRsLMYdbdUop5Yss7bMdzQeHJV38QkJjX6XTEk8ptT+/lkdOmBVpvfFx4PHDvZYSUlYsUlByZ/J3Y85sqNWkNd3BPxbsDr2wuoyOCjbC5QpNnZ9dMdhJSXbn01CXIvXSY/HR3y8XW4J8S6SkxsZzToACYke4uPtG+mkpCiio4NzfdgW61hCfAXx8T569nQycEDtUMChQ+WUlNrX6+4o6NXDQVxczc+jwgO7dntxWJCcHN0q+W5ppqwQA8QndsDR7/QTWldcggtXdDTxcc4GvwNl5V7i4z3Ex1skJzfcNTKS5ebZn0NSkoPk5AamZIyPIzq6HCs+scl1S8EuCbkVKw3z/mIfVK/6Efz0RgtHZbvOnj1hwni4427Dzp3w0COGF/8K7iZe7LVFVsEhnHtX4tqxEGfGCqzKX8O8XYZSNu2X+HrWHJSruNiweYv9fFyIx+uq7tJLLP75lt1KauMmw+nDLTyDz8e3+nkcx3biTvs7FRN/VpU+fbshdS04HfD9i0JXfqNGWrzymmFd5bhdVmMdxEVEItzYsWMZO/b4jCE9evTg6quvpk+fPlx//fU8++yzjQa7cnJyWi6DFcW4ioqq/jUmGm9Lbg+gvAjngQ1Vv/TXxbhj8fUYDY7gX057vYavVtgtLKrr0b1p56zS4kLKysooLSvGjY+ysjLIySB3lz3He1KHJPLy8+zE7nhMQpdgZr9KYaHhWLWiinJDly5UXeeFgjM/D6tyVjWfIx9fI98lR34ejsrvnzcvD+O00zsLC7C89ufpyc2B0uA0N3JmbMAqqZ2n+Ph4iirzYXKO4nW3TJk1xirKxllUhImy8EUX4ywqwufIwRffsnUyN9fgPwzk5EJSTvC+Q3l5x9d97FgRMTEnvu7k5OSWPS42U16+va+FBZBTx2dYUmIoKj7+f2IidOxYM53HY9i02X5+9GhRyH7ADiarOJsOQGGZ54TPL/kF5cSXlVFSDDnHsuudPbCgsiycjrrLor3Iq6zbhYUNfw7FRQWUlZVRVFRCTk5OkwJeCnZJSGVmGR7+jcEYuOhCuHmOVSv4kJxs8cTj8OOfGL75Fv72iuGnc9r4AcEYKM3FUXgYq+AAjuxvcRzZjvPARhx5e2sk9Z4ynPIJP8Xbf3qdI/Nt2GiPX9atK/To0Vo70LhOnSzOO9fw0cfwj/mGxx+zwOGkfOLPiPnkLqLSXqNi1DUQY/8OOf9NO6B5ztnQrVvoyu+0oRAVZY9HsCcD+vUNWVZERE6IfzytgoKCOl8vLCyst9VXU0yePJlu3bqxZcsWysvLiYoK0S/P3+3j0YQ+H0VFhoOHGk7a6eTaN3F+VsGBOgMONdKUF2LyD2A69mo0P4CdmfIianXasBy1xrk8mm0HuqKj7HNWQWFgg3L7vMcHQTEOe0bGqIpjOA/Z+2QK43FWCyB6+k2F6OCPz7Z+I5SU1Fw23IKupwR9UwGoFpRqSv+hpnRXDGY/pMoWXd7Og2uMD2R17Ig3+xDOrPVYpgVHaG+Mf4B6hxOsylvJ1higvlqxBXs2xhrrjvDBwv37V9+wR9/tveesowFd9WUeT91pwk5Fqf3XdeLjGnp8lbMxOrDrRj0D2vtv+yJ8ToRGNXmA+srjnglgjkUFuyRkfD7DY38wFBfbA4ffeVvtQJdfp5Mt5t4N//eg4Y1/woxzDAMHtIGAV3kRzgPrcRzaiiNnD47cDKyCg1hFh7Hq+TXYWA58nU/FM+BsPIPPrxqXqz5VXRjH0uZaIV31Q4uPPzGsWAnb0g1DTrXwpJyLd9UgnNnfELX2Ncon3caeDMPiJZXv+VFo9yE62uL04XYrszWpCnaJSPjq27cvABkZGQwbNqzGa3l5eeTk5DBq1IkNkJicnMyBAwcoLS0NYbAr8NkYt++wf9RoyIED9Y83Y1XeEfoSTsEk9639esFBHLkZOPKz8DYx2FX0zXoK9mXWmf2ShP4UdxhS9X9+vv23W1coK7eDXY3MYl8zf5WJHU4HJrErhdH5xLjK8CVWnoMTE/E5CrCKjmD5PFieUkwLBLvKKu8fO3eyx+wsLYPy8qBvJjC+QMfsqi841kJjdvkjOTEdMfHHxweyEpIxJd468tHKTLVgV+WYXVZFMVbe/hbdrLPQEFc5oaizAKy8ateTDrfdOrGZ18m+AOOf4cy/f/U1rvxu4KquQJZlWbicBo+3ZWfGbFUe+2BlXCfeLdPgsGfBtYz95aonGOgPLAZybI9EpqnBrsrjrNGYXRIO3n0f1m+A2Bi4/1dWo10Tp55lMW2qHTR58SXD478PQdCkrBBnxgqcWWtxZq7FcTi9wV/XfLEnYRK64DupH75Og/F1GYK3+6haY1k1ZM1a++/YM9pWoAugV0+Lmd8zfL4I/vik4cW/gMvloHzircR+fDvudX+nbPT/8NQzSfh8MGUSbSJIOW6sRepaw5pUwxWXhT4/IiLNMXbsWF544QWWL1/O7Nmza7z21VdfATBu3Lhmr7+wsJBdu3bR4f+zd97hklR1+v+cquruG2funZxnGIYw5Awz5CiSEVHEBRYXFTHrmlb9mVBxdw2LEQXDmhBdRQkCQ1ByGpLAwBBmmMDkuWFu6FBV5/fHqaqu7q7qrk6372C9z3Of26H61KlTp07Vec/7fb8TJtSlEKsbJdkYK/8k56w3TZ0CbW2F31kWvL6hEuni7DPRXkA4eFVItKsFrpGtaOuXB/xeICfOKQgP3PDqALkhsIWyLnb3o0mT9NAAW4dLS5kxA9asdbasYhIuPfWNypjX37E3ySTYs9U9T+vtxe7rQ191H2QGmzLbklJ6dd5rMax8CTZsHAcTO18FRCRll/85Twa+bCxD4hjAB0lv/LNBKWsmd+qC07ek0PPZGN2w3yYiNSCZ5ITXtW8DvchXy5p1IHLCrJrK9p++fxplV0jXKVZ2hWXIMwylPjWbL+obEwjTVXa1ld8wAmxbXb9CWEXjR9E+Y2UXUJmAdSGcsdGKlV0xxju2bZP8+FrVs694n4jsQfGeywT33Sd58GF4+hnJ/vuNwU1eSvR1j2E8+weMl5blB0MH9oTZWDP3x560ENm7AHvCbGTXNPVwHCJbjYqNGyWrV6sbzcEH1VVU0/D+ywUPPChZuVIRmG8/H6zdTsKauif6lhd4/f9+zvInPkwyCR94//gglg51vM+efAqyWUkyOT7qFSNGjBjVYMmSJcydO5ebb76Ziy++mMWLlTJoaGiIH/zgBxiGwbnnnuttv3nzZnbs2MG0adMKyKvly5dz8MEHF5SdTqf53Oc+Rzqd5pxzzmmtsrgGZZc7eZg7ByZPLjJXzkle36C2sW0Z7B/lD9UKQrIT2d6DGO1H2xGcBEBmh7B8ZJeZU5VK7XYo+gSVFdEY2UjntuVYSZueotC+rk7o7hZomrOaXc0k3FV2aXp+AhHUbE2UFvgVH7o+jiZ2fmajEkll5Qpi5oSUvmbMvxLIxmm7ysWZ+T+TNogWxI9Jh93QDGTHZOyeeYjcaPnfNABmWpJ2vKszSZCdTofKDCLMDNRRh39KZVcIXxBF2QWK7CKTX1jY6eEquxKNIbtAR9OssmNrq5Vdq1ZLBgeht7e1CeC8ay4i2RUru2KMe/z4OsnoKCxeDGefGf138+YKzjhd8ueb4NqfSr77nSZemFYW48W/klj+c/QtL3gf270LsOYdgTX7EKzZByO7ZzStCg8+rP7vuw9MmDA+CZlJkwSXvwf++1uSH/xQMn0aHHeso+76yweY+/ov6UlezHnvnBSZ1Gw2dl2oBva+Pnj2OTioviifGDFixGgJDMPgyiuv5LLLLuPCCy/kjDPOoKurizvuuIN169bxkY98hF122cXb/lvf+hZ/+tOf+PrXv85b3vIW7/MLL7yQRYsWsffee3vZGB966CE2bNjAnnvuycc+9rFWHF4eJZ5dlWcG7iZBEzrD9/RrmsoTK3yf4Q/V1qyDEEObKWaRRG4EbfuqEmMhy7LRgNlzNNonqfuhGDbQNYFMWVgLQvzDqiWJpJ0PC9FE/vdBzSZKZ1uZjPJIDVK+TZwIuy6Mdi8vJLtqJO2KIW20Tc+DWTuxIWz/7LxMo9oWxkt3FFcgpF6N9OwqQ7QWkF0WofFRzUSBZ5eGPWPfMdntiCHZuk29NnrAcibn2sZnEf2vIWyrZsLRf21YsbKr7HsX7jhanERjZ4Uw02q4b4SyS/qUmeUM5pxz0AqCNZORvPyKer15C8ycIVuWAK7c/doPj+yKlV0xxjNWviS59a/q9Yc/IKrOyHPxRYKbb5U8+RS8uFKyx+4NvjClRH/1HlJ//wZavzKTl0Y75uIzyO1zHvaM/cZMNv7Ag2r0W7pkfJBEYTjrDEUa3XY7fOHLkpNOkEyZfBxn7diLPbqf59+P+ClLLvj3VlfTg6YJDj1Ycsed8NjjkoMOHN/tGyNGjBhhOOKII/jNb37D1VdfzV//+ldyuRyLFi3iwx/+MGeddVakMi699FKeeuop7r//fgYHB0kkEuy66668853v5KKLLqKtOA5wjFFiFxBhZlDO8FYIRbzYdhm/GVlhRggqxLF3fulPR/sV2eVjdWxbIp1Zpn9CId1MjmUmRFWv/tuWj+zSvUMIbjW38Py3W7aocMMgbNsOc2ZLUqnK903LF0kJjVF2iaHNaP2v1V5ACcpUJjtUYfMmeXblT17pdwVkV2skSMJjS8aWaPP3/wLi1rtAao+ni5KDYLxhaEiybr2qu67DvLlEyiJZrntBkEF9cJke2bUzhDFaOcTI1vKDaHYE2hL07Uixbk1hJ9A0WDAfOjqizRekrcJ8NU3dv8K6lNZCsqv43pfJQCIx9vWA8Pu1tuk5tP7XkIl2rLlLfNtHn7fFZFeMMce1P1XZF088AfbZu3qSYfo0wQnHS5bdCdffIPnC5xpHVIj+NaTu+hLGaw8CYHdMJnfQxeT2fRu091T4dWMxMiJ54kn1eumS8tu2Gpom+MwnlT/H7XfA7csABGumv5/vHv5+TpvyW0bNS5GpUt+TVuHQQwV33Cl55FF477tbXZsYMWLEqB377bcf1157bcXtrrrqKq666qqSzz/96U83o1qNQ8lMoPLMwFspDgvB0SFrl5moOQXIsALKIUAtlcvl/aH0hFa6bZlsdtUru2Q+VMnQy5JlUtOUuMBHKLqToJ6JMMeXBfr5FyhPEBbBJSQMpwkbErLjEFCyvRd74pyaixG5EbRtr5SfZQaSOb7QxWrCIaupm3suwtgIIdT+WhX75IUxRldXNGS3viYu6INeRsja28Nf3s7i2fXKq0qR48K2YM89K//OPb4oBvXlTrFLdlk7AdmlbV6BNrA2wpYJXnqtnf6R0m+EgMUR2hccZReVlV1u+7aizxXvM5OBrsbnKImEMIN6MajYXJEdQYxuz98Lq1C0xmRXjDHFCy+ozH2aBv92ae0k1dvPFyy7U3L33XD5eyTTp9VJeNkWiSd/SfKB/1EZifQkuYMuIXvYe5qSijsKlj+hHo5nzlSrCeMdui743GfgnLPgnr9J0hnYa4/jyPXvS2LzP0g8fh3ZYz/V6mp6OPxQ9X/lS7B1m2TK5FjdFSNGjBjjEnV4doVO6AwgV6eyKwyiVC2lSDVbeVf5CTRX2dVIXxeplF0SDSHyhxDIx3h1zTeE23YdHTBzZv74V74kydrRJ2bepLqRyq6scvGXnVOQPfNqL8jzWStTmYoN3gSyS0rfzC94QieFpgixVpFdnrJrbKeR/hb2X7ceIV2GMK5Y9k5oUO8S9d1dKltr/0C031Wj7DLKcAou2ZXbCcgu11NOJrugTLZFMW0+2bVKyTx3jkqi1j+gSMVqvMlsSyUi0TTKXqet9DEs7uetzJIbZlAv/Ne0lfXdy+IwxhjjFD/9herNJ59UnxHennsIDthf8tTTcPMtsi7iTPS9Rtttn0bf8BQA5rwjyJz0pfoeohqABx9SbXXkElprDFwFhBDsuw/su0++vuaqD5L403tIPPVbcgdfWpCZqpWYNEmweE/Jihfg4YfhjNMr/yZGjBgxYpTi+RUmk3rLh7a98KJk+/bCzxIJ2GdvaG+vcI/zE0+KxamISh4grnoh1G/Gm6DUoF7x7tn52UQ2p/xGdJ1CAs0hNERDlV3Ks0sKTYXR+MIYpZSFzxQBxFxY21WrQnAJCb2Byi6P7Ep21l6IKsmpTLVkVxjB1Siyy7fPsGc/oQFW65zUHWJU1qnsMk1JOh38XSJByXgSHsaoF9SrFvjLa3kChYhw6zxrJrz4EgwNgWXJ0LBDF5Uy31Wr7NopwhidvmFP3R3ZPTN0M9Hbi5TqRjVzBkycKDBel2zeEv04pZPEwl1sKNcvW2lQXzyOpzNjXwcXgQb1fuIfEJZi4yQCWcnJ3oeY7IoxZvCrui65qH7y5pyzBE89Lbn5FrjkIolhVFmmlBj/uIHU3/8TkRtBJrvIHPtJzH3e2ppUzj7YtvTM6Y9cunMQXWGwFhyFNfMA9A1PkXjsWrLH/0erq+RhyRGCFS9IHnxYcsbpO3c7x4gRI0arsGq1xYsvQirlmyUKWLQQpk4VmKZk7brg376+QSUNKQvngVcKAyFzkWYGVgVhlqtYqKzsqoXscggsXz3NHMoTVIcCAs0/m5R24P70akNdPLJLL1B2oapQ2CbO/vzm3qH+KU49ohp4W8XKLrcO0X4eDDeMMVmn6r6s3M1BYNxn2PaNIrt8HTIshDZAjTem8K6N2j27cjnJAw+WVwUdsJ9k6lSfv12Y+sojjBtDdrVKMFct3LGroxOSCUWoDw2pJBLlUC7ZJxQOSWGZGGEnI7vcvhGhzxa3jxeuWWX4tjv+lhu4y/spNhfFQ9l4UHYV3HOKF4CsnLdRNYT02AZbx/inhqvqOuXkxqQ3PeZomDgBtmyFhx+t7rdiaDNtN15O251fRORGMOccxsjFN2Lue37LiS5QoXXbtkF7O+y/X6trUyeEILv0gwAknvkdYsemFlcoD9cL7bHHIJvdSZbyYsSIEWOcoatTkDNhaNj3NwTr1qvv/Q/VhxwEhxwMuyxQ74vVXoEokRpV4dlVSdkVMlETlQoohwC1VC6n1qOVsstPdvnWnUPUXVF4mQJ4BvWiQNkFAfMud/IXRdnlRotFnPQVK7tEtaRdSYFZhDvhSXTUWIgDUZl6E5WUXQUfNzCM0atAmGdXC+Ug4CMOap9Gbu9TRJcmFFHj/3P73cBg0W79nl1Byq46whj9Ze9syi5dg+5u9fr1DbBxowz86+93Fg0qKbtCuPhi7FRkV7kMp8WbFrWPUUkFHPJ7Iii7Csfmse14QZ5drUJgnyy+0VhZhAYSvSp2MFZ2xRgTNFrVBZBMCt58quT6G+AvN0mOiqiA0lferkiudD9ST5I96qPkDrq4rpt2o/HgQ+r/YYeq49zZYc1bgjX7YPT1y0k+8kMyJ32x1VUCYPfdYPIklV3q6Wfg0EMavAMpEQPr0PpWIVPdyK5pyK7phZObGDFixNjJcdSRCV5bg/cAum07rFqdf5j2P1T39qp7WiopWbUaBgZUOFNZdXaxkqQCseCGkUAZZVel1fq6lF1+KZVSa5k5VZ6uFX3vL9+2CPLdrZokKlJ2leXrAkIuQ5VdbjhlrWGMtWYesy3E0CaEq+oyUqDXmzZMIKUkk7bJjoTkqRyxSGQKv7NGJaazfSojERokE4KGK7vK9buq2c/GQtRzbTjo61P/Z8+CPfcs7Givvip5ZVWp0iTUoD6C710lyJ1Q2eX3xJs4UY2769bnFxmCsPQIWVnZ5RuDyiq7KiwYjCs4xImsQtnljpt6JRVwyO/d8VdG8Oxyf1drZLCUkqefUYtMU6You5+K9TRzGFb+IjOHgWyxaZYOieZnYw7sk8UkoZVDoMLzqxn64hlXjDHBL36VV3XNndM48uasMwTX3yB55BHYvl0yaVKZstODpO65ksSKmwCwpi0mc+o3sKfs1rD6NAquX9fSJTs/0QWAEGSWfoiO31+C8Y8/kD3oEuSkXVpdKzRNsHSJ5KZb4N77JYce0oD2lhJt/XKST/4Kfc1DiEzh0qRs7yW379vI7X8BsntG/fuLESNGjBZD1wW9PfnxM5tT97Bissv/IN/RIWhvk4ym4dnnIJEIf3ptG7LoHJSIDo2ZPRKhVyK78q9rVXblC6lD2QUe2ZVzyS6Dklmm1Azl2RUimaqWJBIe2RVB2RUg16ro2RWxHnaDlF3a9lfQtr6U/6Buvy5ACNathy07YNPrwZu0ZW2mDBd+NpSS9HcAUjKnX302a5akJ9wGqDp4IbvlJuVO6Km0WxL+VI1KJgz9Ttv1BCQ6TybV/xJDcL/6qoDsql/Z5VeK7SzKLn+Y8OxZiugIG88GBhVZM5qurOwaT2GMpik9xVFbG+F+ZNJG2/oymHkTONkxGTnRSSdbRZ9tFNmF0BBCIGwz9DotiGKvo98ND6tIJ4C162D33SRa2AkGMLO0r7mbGYP5k5dMg/Fq6W+sGfs23cc6Shijp+pFVDXuxWRXjKZj3TrJ/Q+o1/9yYWPJm3nzBIsXS1asgLvugfPPC95O2/gP2m76MNqODUihkTvs3WSPuAL0ZEPr0whs3Sp54UX1esnhra1LI2HPPQxz4XEYr/6N1P3fJn3W1a2uEgDHHCO46RbJvffBRz9U4eZQAdqGp0ndfSX6pme9z6SewO5ZgMiNIIY3I0b7SD56DYnHrlUZP5d+cExWTWLEiBFjrFBMzoRNriZPVioE9yE9DN1pm+woZId0unSY0Ft+ez+ZUr+yq45sjL5yTCdUviSMEdQEzDZDw12qTk/vkl24nl155VHphKo05DJM2aXXGcZYq7JLjKhYV5magEy0N2SxTAqNkRFFGOl68MQ/aVklk31DlyQMlHLbyZcwMgI9jZIDeSGCZfpdQBjj4KDyxRsLsdfErRZGTjI4rJFrq36HUipiBqA34FpOOI/mxcqugjBGfzZGUWXHDKrTzqjs8l1fbW2irO3JY49L+gecLIERQ7zLbQNgOOLKZpFduZyaP7rhg20pOHJp8HO6GNqMtu2lwg8H1mJ2zwBNz/u5RSG7isa/igsjxb93+4/7w7KZdvNjcz1ZQIt/a1kVVGK5YbDUARlJg2wOMiZIX9uqjK8SkR5oOqkeKYzRVtkY3etdRhzsYrIrRtNxwx8kUsKSI2DB/MYrld50smDFCskdyyTnn1davvHMDaTuuRJh5bAnziP95quwZx3Y8Ho0Cn+7V/3fey/KK9V2QmSP+hj6qnsxXl6G9vqT4+I8HHwgdHYqj7TnV6jMYFVD2iQeu47kg1erFRw9hbnX2eT2fSv21D3ypKptor9yt1J9rXuM5PKfYrxyF+k3fQ17ORqv7gAAIABJREFU9kENPa4YMWLEaBWKjczDJle7LoTOjsqG56lBm/RrkLE0Z5Jb/iHX/+BfaUJnhSq76lCvFDvCA6Zpo+EoE0riA8tP1quNWpPOirgUmvdbTahJXEkZXuH5fYedr6qzMRYb1Nfq2ZVWCmlr5n7QVsF9uwrYTl867BDo6gqYQA+AvqHwc7sH7BkCbBh8BNavdyfBDQ5jLNfvAlK4vfIqbN3WmCpUgj1okbBgi6mRqSOatLOjNOMi5JVd5cIYJcrjSNNE9WZyRfCHPcNOpOxyu0oE8ak/o2ul44vs2eUjgTIZycioIn5TKWURUm8m+dF0oU9WOqP6RFvQ+rAb4tw2Edk1HW3rSvW5lVMDT8SkCn7fLPfY3YUR26Y0m20A8pkFo/XLRgRBB5FdiTLXpqv+zeldDM8+lj5HaWlmVF9JJGC3nldI9b04JuxvXg3nr2NRu5k5RXY5G0W9H8ZkV4ymYnBQcutt6vUFb2sOcXPi8fDd78GKF2DNGsm8ec5+RraTuuerJF68FQBz1xNJn/p1SHU3pR6Nwt33qKv3hOPfWEQXgD1lN8y930Li2T+Quve/GH37r1ueECCZVKGMy+6Ev98r2WfvKuuTHabt5o9irL4PgNwebyZz/OegY1LptpqBtdspjO52Cvqr95Ba9kW0/tdo//2/kjn165h7nt6AI4oRI0aM1qJ4Lh5GniSTgnkRoiO0LbB2I9ijBpIw4/A8vJAIwidcXghOqLLLDSer0UTFnWC5yq6cTRLQg7zJvGxyweEu1ZJEtsMySbR8mzszquIypFaqPghT4lWdjbEByi5zZIgd27JINHZ0dYGoYVooYMrkQmJFos690GT4pDBokuqrfEFGz0Yb1Fep7Eo70VtzZ6vkRs1E1wYbzYTuaTpWqrYyhFDKziAknfNRjuwCn8eR5mY/rU1iVHxN1KOwGSv4CbooZJefqHa7TViIYtQwRve6yebg3vsLvzv4QJgU8BhcDdzLr70dcll1vYadG5FV8cayaxr2lN0Q219VoeHSKiRrKixeBKmC/W1gWfl7R8UyAsbWwLo7t4pGK7vKQtoO6SlIJCCVhEwWNm3ObzJJ6sxyth0rFCq7isIYbRXGKB01ckx2xRgX+PNN6ga8aFc4qEkint5ewWGHSR56GO64U3LZpWC8eCupe76KGO1DCo3s0g+RO+zd48qEPgibN0ue+Yd6ffyxra1Ls5Bd+kGMF25Gf/1J9JfvxNrt5FZXiWOPFiy7U/K3e+GKyyuv2ngY2U77n96LvulZpNFO5oTPYe59biQCz1p4PCOXHEzqzi+QWHkbqVs/AekBzAMurPNoYsSIEaO18KsIoHKq+8qwnQmY5pQVTdlVbn8VfVhkwFJzFZBCU6ScU46Vc8MYAypVYVJUrTG8u6FrkOyWEfhzT9nlM6gPab9qlV3FJGctyq61Lw2QXg9ZvZvNI7U/w02bWpjd2rby2RjDJ6/lKiqL+lBjyC5PzRDBs8s/23OJodmzobu7uYuIes5GmILeuTq0N35frrJLkRv5sLXiye3QkOP5JVyDeke6WOUiagkBvBMou/zjVhSyyx+CXOnw/ORO0HDlIpWC3p68/1oime+Hjcjs5882aeuqP4SN1x7ZlexSH7ih4VYONB+bXUnZ5Wsctx10XSBQ5GI1ZJfmNl4FZZc7NtfT74rVepXJLumEuiv174EH5JNGbNoM/QOQzQpIUld4cFQEe3aVjr+FYYzRyo7JrhhNQy4n+cMfVU+84O2ibjlrOZxysuChhyXP3ruatglXYqxR6QytKbuTOeWr2DP2adq+G4l7/q7+77cvTJv2xlN2gVp1yR38ryQf+RGp+7/FyMLjGpBVqT4cfpiSRW/YoEIZ996r8m/Ejg20/+FdaH2rke29jJ57DfaMfavbcdsEMqd/E9k+ieTTv6Ht7q+QsU2VHTRGjBgxdlIURxVVMkSuCGl7D7kywqwgyv6MimRXnSbcRSSSl43RCJg9upP1MIP6Um6jLGzvoPLKLk0DgpQRIrqyK5Jnl22hr3kIskNMWCeZ1Q+TUqDbgu4B9b4zC/rKaJ0hudkmDRhdE5k6JdJPCpDLqYnbcJHRfM5UDaMJWcb0OqjB80Z0hQbdDWJIPKYxvN9JIRQF65wz25ZkHe/mVI1Kq6rQAIP6cjCMfGiXP2ytmAve3ueQXf562GbVz5Q7o7LLX8dy6isXniozAknmb85yp1gIwSEHF3721NOSLVsb04Z+slyrNF67YYxu8grNADIIaSFdxZ/QKhKh/j7mn7caBuRMda1XusY84ilgbA1C6NhcBYp3UdFfzEtioqFriiDvdgKfMhnl75azXcXk2IUxFiyw2L7z5tRBnZI4jDHGOMGddysfpClTVKhhM3H0YaN8eJ8f8875P8VYk0PqSbKHv5fcoZeNSxP6MNx5t7pyT3wDhjD6kT3k3zCeuQGtbzXGs3/A3P8dLa1Pe7vgmKMkd9wJdyyT7L1X+fYXI9to/8O/ofWtxp4wi9G3XFu7Ya7QyJ7wOWibSPKRH5L821XY3TOwdjultvJixIgRo8UoDlerW9klpVr9FnokSqGSATNUkY2xnjBG8B7Sc6b6rwWEMUpNV4/vIdnkqvfsytfdm7CFleHUU/hmWmHnq1ixF4j0ACI94G2oSaVDErZASPUeW72PdjBqZ5MXTGfGbtU/Gw0NSR56pDQkLucouwwt/GBEYBij2055ZZdtg7QaJQeKkBihqG+5x6YJFRrcdMh6L+jyEEKQSEqyWRUi55FdzvdJR0G0fTss3IUissuqm+zaGZRd3hgniCQmcMdCf9h22M/8aq4oRJofkcaIiPB7/unlVKFWNp+pr4DsQpky6nmlayX429UPXVdkV5SMjHl7MGdszY0ihjYHb6snEUL5ENbTZtUru+wCZZcfboIId0EgLHFKM1BQFWe/0mhD5EbU90J41gIx2RWjpZBScv0Nqheed64gkWjSzVdK9Ff/xqR7vsqlC9cD8BJHM+uSzzU9TWqj8dprKqukrsHxx7W6Nk1GqovskvfTdvdXSD70fczFZzUmlXgdeNMpgjvulNx1N3zw/RIjyFcFID1I2/+9G61vFXb3TEbf9kvkhFn17VwIsks/iEj3kXj6etpu/SSj508dFwb+MWLEiFEtisPd/OEoNcG21OIuuo9rCA9XCssm6EelbIzeanatqvQiQsLNxmgEKbsqhDFWHf7nZR7L7yvUL8sjLCIouyLUQ7jm+Klutk46iC02TJgN5mxBertkQz90dcGChdHadcsOyTaRYEJnbQuXSW/iVhgSl8up/7peZsZUbjYlC4mAnClpiEY9grKr+Jy5IWPJMVrb9UjACORBrXAJLT9J6Z6OyZNgw0YVPvfwI+rDaVs1hLTYus3EMkrP26RJsHsIWRrkBTbeEYXQ98Mju8zSz8K2rab84u0bIQbyZ5t0z1HgeO2GMBqpPMnl/pdmfhEhSibGkHatJiNjsbJLpPvR1z0Wun3KPJwMk+tqs2JePkoYozLA1EqONe/F1sCTWQFB7e7eSzCS4JBdCtWFMY5vA6MYOy0eXw6vvKJWY84+qzn70DavoO0P76L9z1egDa4nnZrBRx/9Hy772w/Jds5tzk6biL/erq7aww9/42VhDIK57/nYPfPRRraRfOwnra4OBx8Ek3pVuMMjj4ZsZGZo//MV6FtWYHdMYfStP62f6HIhBJnjP4u58DiElaHtzx8IXQmKESNGjPGMErIrAvlUFl4Yo+abiAY86UoJuTQym0az0xikIef7M/Mz58IQtOB9OkdTW519cizTdORMgBYYxpg3qA9CFJLJD9eg3k9GhBJmAWbnoZ5dUcIYXYWFniInOrH0TkRbp1rQSqr3lpZ/X+nP0juxtWTNRGkikVcL+ImTnNPU5cmuClnUhMhPgnMNmhC6aoZyLEOR1M8lu8YmhNHXXtUyIVXANanP+c6Z2y87O1UmRwnsGFJ/IxmDdBqGhy3vM//fa2sgmw0+1zujssuqMpI0OIwxeEAu8OxqobKrIIyxTHIMV/XjXzT3Em9YZn5si9Bf3WyMxZtWWhwpKMPZxmyfit01TWWIDPpzCDlDqvo3UtlVOYzRUtl5CSC73Huj7ZOuNhmBzwhOQ0q9aGATcRhjjHGA3/1e9cDT3wwTGmyUKXZsIvng/2A8d6MyDNST5A66mMwh7+WZuzsYGIRHHoOjljZ0t02FZUluu0O9Pu3UNz7RBYCeIHP0x2m/6UMkHv8Zub3PQ/a0jqQ0DMFJJ0pu+APcfKvkyKVF50HapG77NPr65chUN+nzfoLsXdDYSmgG6dO/SftvL0Tf+iJtt3yc0fN/ll+hihEjRoydAMUTnirmGiFQYYwSXxijlIUxD1Kir74fkRmkbVgyawCSo2C8UjiWW9MWIyct9CZxuaBJQUMm9E4Ii7QxTfVfCGVQXzJf8pRdwTOpasMYPX8TX93zduzFhZeyYHVlY7QVOyH1REk2xloM6qtVsBRDCEEyKclkC/2fTFMdXKIs2eV4YvUuAD2BtvUl30lwEw6oCbAiNBuAKCGCHjlqeb5WMEbKLj8h22RlF5SGn4Lql4ccDIM78p+1r9XRcjB9loXdVrj988+rTHPDI8FttDN6dnnXVo3KruKZhuh7DZFTCqmEKZno8EcdA6ClgucldvcstIG1iNE+77PebRJ7EDpfB50E1ox9IdUdrZJFsILIrqAh0iHYpd+2xlN2WflFBFH5WTpsYaZiQpOAMtCT2HMODd1OW78csWMjuntHqGMIKRZfRQ1jBFEyzrthjNmxDGMsQ3ZhFJJdcRhjjJZj1WrJw4+oDvu2tzaQuMkOk3zsOhLLf44wRwHI7XEa2aM+hpw4Gx046QSb3/0eli2THFVMVoxjLH8Ctm6F7m5YuqTVtRk7WItOwpx3BMaah0nd+5+kz/puS+tz5hmCG/4geeBBlRnTnyQged83Say8DaklSJ/5XeypezanEokO0md+m45fvRV9/eMkH/we2aM+0px9xYgRI0YT4CcmbFt6k5a6lF2a8lwJVXbZJiIzqL6Rwo3QKIEY3oqctLBgpf7v90p6enz1kxZTNqryt2YElPF1CoIQsAhBt6Hqnsup+up6SKUqSKaqJbtcZZdfHRQaXlSFsitSGKOr7NKMkvDV0FDKMrBKIzKrRjKJR3a5yFmOQX0Esgs94ZtI5w3qQSk+slkwc7XXL3CfZcmuwowFGee4xlzZ1cQM5/lQqvxn/n6ZTAqmTM5/pw/oiKygo8dCdhYONF1dksx2GBlR2QOLsTMqu+oNYyw4dekB9E3Pem+FlHQ7asG2oWCfQQDRvw5hF3b8hClJWKDlQIwKtMH1NT8v+49RLycyCgqrdcguYZvIKlZbwjatqASOUEYJXL9EYYOsj2StKRujrYij4svYU1WaurdtKKwsYmQ71TJ10miD9l7vfVmD+iKyy13EicmuGC3DDY6q6+ijYPbsBhBOVpbEM78n8fAP0Ea3q49mHUjm2E9hz9y/YNOTTxT87veS+x+EkRFJR8fOQXj95SbVZqecNEbmouMFQpA97j/Qf3kuxst3or/2ANb8I1tWnV0WCA48QPLkU/CXmyWXvcsxsP3HH0g+/lMAMqdciTXv8KbWQ/buQuaUr9B2y8dJPnoN1pxDsRa0rl1ixIgRoxoUkl0+zqBWIYgvjDHv2RU+Qx1a8GbWDwi6u2DhnmocFzs2oa9/3CNjkknlHTU0pCbUm7fkixK2RULxZmzStFIZRAR02Bp7zFX1yuVAYIeTXaI82VUcFloRTjnCP/kLIZpkANlVSdlVth5eGGNjlF1eXeokuyAf7gdgOp5dRgSyS7VRcQM6yi6XRMg1hiGJ5IflsbKFBvWpsVB2uSoPIepgrysjKGxMBqk/XGjhGU072mEbiuwKQjnPrlwd5zWbk5F+bxjRTOaRNpiqE8ucRLfBkEAugkG9SAB6njz2/US4ZRop5MQ5AAy1S2wJZi/YxdYqtoXWt9ojumSyE3v63gDsyEq2ZGFi2zpgQ4WY5/Kwi8YP/2d+iKDsoN4CgukjwyIou0IWZqpSdkUmu1ShrrKrHpK1eEyNpOzCCWMsOlb32suZAillWWWX/vpTiOEtod+Xgzl/qUd4eTZnBXV0wxiLBrZY2RWjlejrk9zuhONd8LY6b4JSYqy8jeT930EbWAOA3TOfzFEfVZnqAm4Me+wBc+fC2rXw9/vgzW+qrwpjga1bJffdr16ffeY/EdHlwJ6yG7kDLiT55C9J3fN1Ri76Y0szaJ57juDJpyQ33QyXXCRJbXma1N1fBiCz5AOYezXJhK4I5h6nkVv7KIlnfkfq9v9g5JK/QNvEMdl3jBgxYlQDufF5tMEB772QkgmjzuvNkOiDCaPQOQTaluj3Odk+Cdk1DSGlIrsKwhiLN85Pwm3bNR/3fW049xUr62wmOOIwiWnCjh0qxMmrvyXpVjlv6JpXHcuSHoXVayBr5gmJnBPGqMiuoGyM+ZCbIFRLdkkv/ie/r4oG9RGUXe77shMp16A+gOyqRdlVdyZP8oqnTIFnl9NHNKdCQWRDPq2aX/ZXsInuKT6qn6lu2iwLCDiA1IBNakCSzQjSRWUODFgMDEpS/YLUoCSbtUinJf3OpTcmYYweAdi8EEYo3+cDR5AyocAdjpVTGNlVHJbr9s+nn5EFJHi16OzMMjxcebu2FCw5okxiJKdS+qp7EY4Ze9uAZOYAdORKQ7WD0NOXQMjjMC0l2ykgYrxMht2eCmuoU2JaYE4Be3Jp+WJwvbdwINt6kJ1TAbA7JJkE5PR+tWE9ZJeP3CxLNgWpIf3kZxQfvKJ9hhnUVxPGWJG/dPqsJlShdSm7qiS7hLRVswlRquxyxhEpFDmq62Uq5oS+ylR3dMuVzBDCziEyQ0iX7Ao0qM8T/1IzfOGoMdkVo4X4442SbA4WL4Z996m9HH3NIyTv+yb6pn8AYHdMIbvkCsx93lo2pbAQglNOgut+Jll2p+TNbxr/5NHNt6ob7X77wsKI2YneaMgu+QDGC7egbX+FxKM/Ibfk/S2ryzFHweTJsG0b/P3WLZy18UMIK4e56GRyR1wxpnXJHPsp9LWPoPWtJnX3V8mc9p9juv8YMWLEiAK5+UW0olndhLRj9LsNkgMwIQ2dI6Btq+I+J17F3PUkkLby7CpnUO+bhAdONvRCskt9L0gkVKa2SZN82+YkxqhSrkycU919eWREKrLLl8lKhbjZilgJVHa5M/vgGJlqTZ+l7Xp2+QzqK5Jd+dlRpWyMZScZXhhjokThULVCzbdtzZk8CfZ/ypmQwCWrJIEUSkFGzmBllxfeVKUCaN06yYoXSz+fOGrRnYYdKY2BrYXfdXaaDA/DhFGNCWkY2i7p95ExbUVeVU2BNwFtbo6zoJDZcsSn1HR1hoKUXR3qf6iyK8CzS0rJljqIrmqQzsDwMEwst55pZjyiCyGw/aHalYYoKdFkFsMawbImukXk4fPZc6HpgFVGjZuaACPb1O/aJuR/5543WZ7AjwK/L5k79gX6BXrZZ/O0htScY/EruyKQMQGJbAEw3EQUEQ4nchijS3Y5Cs10unLZofssNqiPEMboGtQXj61CCBKGxLY0LAuMcufQaTBr5v6RF+S1159EDL5ecC+WQdIu936oG6qtvKyaMdkVo0XIZCR/+rN6fcH5Ipoktwhi+ypSf/s6xur7AJCJDrKHvIvcwf9akGWjHE4+Ea77mcoIuW2bZHLAisR4gWlKL4TxnLPGbz2bjrYJZE/4rArbe+QarN1OwZ6yW0uqYhiCCy+Aa36YZo+nP4TWtQVr8iLSp369qZL9QCTaSZ96Fe3XX0jihZswF52ItftOIFeMESPGPxXElEXYyYGCz4bb1aTRnAhpE3akoL0L7N6QQorLHNqEyI0idmxQJsOuskuGxePliYnAyYYzkRO2k52r3GS9DvWKqyKypYZpSYTtKrukqkKgZ5frL2MFTtaFmyYeNXes9HwlA4yuQgkzrdSXJTQbYxTPLjsfxmgWVaOWTG1hYUXVIBVEduWEIrs8ZVfADwMUI95msjCMcetWm42PRz8w11x9Um/enwqgc1DSPgyJLp22Il/v7m6NHTugfUijcwekOmxSzvyyra2IsG0WgkLGmgAtQElTTxgjKLLr1VWl56hYfSWlCnl1KdATjq+t//X2JunrKy/teuRRlS0yyIi/AJYv8cNupzC4XrJ+GKZOgXl7lK+c/so9CDGMwMYq5AsAEGb+mnXR2aEyYbaHEKgy1Y1wyC6SXfmy3GvczWJbh7LLG8d1EC7ZFVRcEAHrD2OU0QlaWwZnY6xG2RXZo9Kpj5uy5MWX1LywFuGDn6Sz7Sj1VAb1klLPLgAjAZmsjmlCqsToMWjHVVBKzsKTsLLeklXgAos/pLtgvHHIroi7i8muGA3DHcugvx+mT4djj6nyx7k0yUevIfH4dQgrh9QMcvu+jdwR70N2TqmqqDlzBHstljy/Au66G952fpV1GUPcdrvyCZnUW0ObvcFg7v5mzBduwXjlblJ3fI7RC37T9IepMJx9hmT+8s+zuOtpstoEcmd9LzLZ2mjYM/cnd9i7ST5yDW13fYnhuYdBb8TZYowYMWKMAcSsfbHb+wo+G+qS5EzIToYREwa2w4QesKdHe5AXRhv6lhfQBtaClXPENRrSFuC4jRTA92AcqOzSfIyCmYVEGRmMrJ1h0XW1Ki7RMHOQcAzqhaPskkFlOvc6MbINY+VtJV8LSzLHiQrSXwStWHJVXIcR1QAigOwqVXY5nmYRlF1BBARAOi1Z+ZIyb+7dlsUwJf39PoN6N4wxzCS/DIrLqAWusmtoSCmqAEbSGh1eucHTJuExbf542MJtXXIzl4OBQr63InomwkEHFpKX2kYbrV9gT9GwpxSegN7eBH19ArFNR98isCfY2LPGdhFORDHQbwCCiNWwfqnq46hktr0M/WsKvupCMmOH+v3QU8H7m+7f3gJpwPRB1XcSq2trY7m1C2PHEGg61vS9Cwy5XSST6qCyFRIcCFcF4xAFVlT1EICmowkQ0vSyzxYqu1yyKx8He8D+bvbS4GOXvgyL/td5ZZczplVzsRfBf4zuuQ8k2r0wRR+t4Y6p1Sq7QoZ+V8E5MACvvVaeZulzboWVxix3MUWQP6hXVsHChRWrWQL3npdMKKVg5GyMojQbo1cOIl9OyAJRPrSwigE6QGUdSGRLl5nVC/3WPDVytN3FZFeMhkBKye8cY/rzzxPl486LoK+6l9TdV6oHWsDc5Rgyx30G2bug5vqccrLg+RWSO+6UvO388amYMk3JL36l2uzCdwhSIal9/2kgBJkT/h/62kfRNz5DYvnPyR36by2pSvczP+akabeQsw0+++y3+URqHh0tqYlC9ogr0F+5B33rSlJ/uwou/HELaxMjRowYleE3I6/Fd0lOmAlbXkCkFYOgaWoV2go37fJ2EqjsEgKpJ9Wk0YpKdtU2oU8mVcilaUIC28ngZauQuYAyZdtEpJ7IZzIsgn8CECV0w7bBFgZWMp96LjwbY7iyq0TdEKLs2rARNm1Wr5ODOXQbtosEGCr8x1UueYRb5UOoWJdq4BJSwyPkQwcdhaDhZMwM2bv6J0SAklC9nzABFu4CIx2S7GQiQ6DWrUpUes7EvKyq0OtDLUgbGMVAvwEI6muBoU7udymlLvKubx8EsHCmZKiMyEqg+sKmzaCbYA5BwoIODUS2xufztPRCD7WB9diBZJf6n6uUzdM9JiczXVXXhdBVPgHsYE8qqzSM0TCER/AEQaZU6KLUEpBo9z53iRNb+JRVNSIohDm6siuR/64KZVdoNkanuB1DsOPlisUAEQh6ZyeuZ1c9cOttJIBIZJcsr+wy1BiUzaokDdlRs9RGSNrInEvWisiSXc1KYOQkdjqLmZFKjRZEdvnHQt3XGZ0OETUcPia7YjQEjzwKq19TcfFnnBbtN2JkG6m7voLx0u0A2F0zyBz/GaxFJ9cdLnbi8fDd78ELL8KaNZJ588YfkXTHMtiwAXp64OwzW12b8QHZPZ3MsZ+kbdn/I/nAd7DmHoY9Y98xrYO+8nZSD/wPAD9a81mWvXoEU/9XcsXlLexDepLMyV+m/bfvILHiL9gvvxMm79e6+sSIESNGBfjNyGsiLBIdWFP3RHMyPVmijczAJKSpAVYJ+SB8E55Qg2A9qVKl+8InAiEDFD1VQJErGrkctLvZGKUM9+xKtGMtOik05EdKyfrX1etdF1bO2rxjs+T1HTq9idJ9lcxHCpg0u2z7hYUxZhyvmWlTYX6XCTb0zk4gE9DdnVei+cuzbVlRoeavbz2PhT09MH8ejI76PpSCqQlobxeEessXsLSexKFgEyEEnZ3Q3gP2tEY8J+RJ21B4rGEdjta1IrIhUX0IytxZLoxR9u6C2T6pQKHoR5fzVw7btks2j0BXJ9ALmwdg+jSwapxDiIkTsdevRNu+CsxgQyaXCI4exqjYsaBMhaHQNDStUL1Z0IY+n73IaO/BmrZXSdSDd96kS6LX3keD7huBCQuClFteGGPOp+yq3FhhBvXTpsKOuRFISQe6DnPnVNjIVSNS/3XsV3ZBFM+ufBhj0KWsSFiNDRvVYsbrGyV2cVi7bTLLUbOu22RU9o5z0J5NMnkYMkaWLa9IUuY2EtJUYeXDICyXMXWVXQayfTJiZDsIgWn0gBmHMcYYY1x/g+pyZ54OXV2Ve7u++n5St30GbWQrUujkDrqI7JIPNCxUrLdXcOihkocfgb/eIXnvZeOL7EqnJdf+1FF1XSBobx9f9WslzH3eirn6AYyXbqftlo8z8i9/hFSlR5TGQNv4LG23fRqA7IEXsceSt8Mzkt/9Hk49pbY4+kbBnrk/uQPeSfKpX2H95ZPwL38qWE2LESNGjPEE9wHasmufH8vJu2JN3hUAs1/COrArenaFKLsAjCRkKVF+FEPUEcYIiuxKI9SEQypll8BBgM8IAAAgAElEQVTNxhjSCEILdWEXqlIqeFMD9AqeXSgPKv/xe69LyC7fBNC2QA9vP/859cPNcjipV9KbtABB96wkFKn8iyetlfqD7WPm6uFWhBDsXmIDKjBeCM6w6MGv8PMm7bLoPyHva0QUA/iADJpjBjlGyq4ynl3BYYwC2nvqOwtpSTYB2SSMANkEJHpAdtRIdnX1Itu3AqsQZiZwm6DkCYFl1RHGKF1ll4/sKsx6V+rZFQVy0i4ln3nKLlm/Z5cVwFEFZ2Ms9SiUfg+3KGpJ8ptDUBijYI/do9S6CrihluTVb0aNl5VLArpqvHrDGKdOhc1bBMofy0bDKrm2NG8BQENUoYK2herDuszSlX2NnpHnvO+SG0FPFK+yGNhTd8fuXQBCkNtugEkcxhhj7PDyK5LHl6sx5vzzKtwQzCzJB75NcvnPAbAm70bmzd/Anra44fU67c2Chx+R/PU2uOxSiV7h4XAs8dvfKa+uGdPhvHNbXZtxBiFIn/xlOjb9A21gLak7/x+Z075Zt9qv4m53bKLtz+9HmGnMBUeTPfaTLNUERx8lue9++MrXJNf8oPKKejORPeojGK/chdb3GsmHvkf2mE+0rC4xYsSIUQ7+sLlGqHO8hXo7hKDwMTRh+5N6UhFHFciuesMYU0kYFZqj6LIdNYBDdkVd/i6Cy7dECd0IiiYJNYf3H6OUSCm9lg1TdhVzLO5EPWn4ZA966RSjlnDM4n03BWGV8Yc/FZuehYQ11otInliu10+D9lkVbDd5Q5M9uwI47bIG9Q2An0N0VYD1ZriUTtghVgjZ5fBLlcMYC321qlLLam4YYwVlV5VkV+CuXELcpRjqyMboP0a3vsFkV4AS1092VZFUIUzZ1RQ49bVztndbKBc6Wg5uW7nkqVUpetRTdumBxzp9mmD6NNBX6ghbsnihhOL5T8bGWCWQmsHi3au4KDMp53c5Ngz1se1VMLV2LK0N2Q7S1w1lW0/ecsBwjO01WXDMlTAWpzLGGxw3OF5dxx0LM2aEd3axfRXt11/gEV3Z/S9k9MIbmkJ0ARy1VHkpbN0Kjz7elF3UhI0bJb/+rWqz910ee3UFom0C6dP+Gyl0Ei/+lcRjP2nu/tIDtN14OdrwZqzJu5I+/ZvejfLfPyromQgvvQw/vrYFD5Z+JDvJnPh5ABLLf4G2+fnW1idGjBgxQuAnV4K8V6pFfvIbpuzKK05ClV2+LFBlUYvJmA9uGKOZU/X0sjGWU3ZVQNDkPwzu8ftDnCoZ1Ls/LEcwhSq7nHl8m0N2SU0PPE5/2GIk0q7ZZJcIIU5dOI0lNZ08SdlkZVcUGaR3Muv3+qkaY5WNMaCvNYI0L7tPH6Hikl1h2QgjwyG7REgYY1RlV0kYYzVjqnDDGPONGejZVU0YY/iuVP0aoOzyH2OYX6D60Gdk7sLLcGv6QtwjkF1OJxuT5OtOY2Wz+TaKSuAUwx3XXbLMH8Y4OCj5x7OSp5/J/73yis3oKEghyh9rORVpULtHgXsftnMkLJWWtr99L7Z0L8WavxRr/pHenz1979IqOf+jjrgx2RWjLmzdJrnjTvX67WWM4I0X/0rHr85D37wC2dbD6Nk/IHvi58sbxNaJZFJwysnq9S23tpikcGDbkq99Q5JOw/77wQnHtbpG4xf2rAPJnPBZAFL3fxt95R3N2VF2mPY/vgd9ywvYHVNIn/1D8GWWmTxZ8OlPqr59/Q3ws1+ole9WwVp4PGKfsxDSInXH5+sy/4wRI0aMZsElWmyrbu4I8PlFeZ+EKGsqeXZBXskQijoN6lMgEQwPw8qVluNpZauJSI2zqDC/rCAE3aHKZUKU7mRFWgVkWCTPLimxh/tJ5rbRZm11NgyfNFdD2nnKDhFg5N4QVPC+8sgk4ds2pKhGhRRGCRNsaRjjGGVj9I0f+X07u26ysiudgZEGKbswnAKkDFSUJiIqu4RZFMZYDeeoGWU9u4RVmo2xVuTDGOv37PKHanr3k8BsjAFqw4LYx2zpZyEYI0s6ZyeqPmYmf1BmjY/0bn9wlYK2rbwebVvyj2dh4yYVUeT+9W139xns2eVBhJOWolbi258IwVRkl6k7CSYiXNuV1iiKEZNdMerCH/8kMU3Ydx/Ye68gx0ib5AP/Q9stH0OYo5jzjmDk4j9j7Xr8mNTvjNNUne5/ALZtaz3h9X9/gieeVDfPz3xSNOnh7Y0Dc/93kD3wIgDabvsU2utPNnYH2WHab3wf+sZnkG0TSb/1OmTP3JLNjjpS8B7H9+26n0m+8V+SdLp1/Uk/7UpkagL65udJPPHLltUjRowYMcLgV3aV9dqJCL04jLGYLfF8WbTQEB9XFSHSA4gdG70/skVp2uqc0Hd2qHqYFmzfLrEl6C7ZVaMiJjQMMQBBE7byv3fJE1lWTaUXeOeogqwtq5g6+ADThh6mffuzzobhZFeQ8XgYGkGSlkPFUDyvIfXSGVazFr2iHLTIn6+xRjUqmXpQLhtjsx6dOzvUn4ueidBerzWq0PKKqQDfLk/ZVTGM0fmtc21Vl41RbeQPY/R+5yf+GxnG6JBdop5sjD4uxSu3bDbGgDBGyLd7FGVXA+5VUeGOP5rIt5FSQld/XXvKLt8pXP4EPPqYIm6TSdhzD/W3YL7ykIRwg3oP5VZJghIDRIHvmlBZlgWmpi68KNe2VuXwF3t2xagZ6bTkxr+o14GqruwwbX/9FMYrd6m3B7+L7NEfa7r02Y9Fuwr23kvy3PNw861wyUVjtusSvPaa5IfXqCvz/e8TzJkTE11RkD32k2h9qzFW30f7/13G6Lk/wp5zaN3liqHNtN14uVIbJrsYPe867Cnh7pMX/4ugvR2u/p7k5lvh2eck73svLF3SrBXncIjuaWSO+QRtyz5P8sGrMRedFEjSxYgRI0arUODZ1QDSwovcQnPUtcVPuvmdhE4EXc+P0T709cu9j6WmY+16Yn6yV2eFu7sFe+6pwWbIddmkJ8GkjETPCewa15nLzTmKEaRsCw1jdAu3Ucoud3tK723FBvO6Dma/o+ZKpBBtSaQQ2L2lxtVeGULlNSyux6bNkqEh6O2BSZOEtw+oL/y1PCrIzHxqwZLPirMypvvRNj1HvRCZwdJ9lmw0HrIxvvHCGHVdsHQJnnq/Yc92RgqyOYSZQfoiB8DnsWQpAjnUX7ieMEZH2aUFKbtcc3ohGnJOPW8t/zjnZHmtFv5j9MoNVHYFK4ykZqgwRo8orEx7NJtgL4BDvi2cbzOQgSFnzcU08/0iKvwG9amkShrS15//ftFCmD1bNeLIiOTFZ101nCh/rJ4/YKlBfc1hjKBYuWwOTQNT7/QavBpFXVROMCa7YtSM226HwUGYOROOPqrwOzGwjrY/vx9960qkniBz8pcx9zqnJfV8yzmC556X/PkmyTvfoTJqjDVMU3LlVZJsFg47FM45a8yrsPNCM0if+R3abnw/xtqHaf/je0if9T2sBUfWXuTWlbT96XK0HRuw2yeRPueHgXHhxTj/PMEuC+DLV0pWvwaf+g/J7FlwxOEqU+OiXWGP3VUfsyzJyIiSpmez0N+vpPFCqIf5adOgra32vmjucx7mipsw1j1K6q4vkn7LtWNkMhAjRowYleEPeWuIZ5f7WyFUeSXKLl82xpDVedk5Fbt7RoF/jkgPKrVKdgjae50N6zfh7u3R0EyBPVFizxRoGyX0U6s/fVXKriCyr2z4oC8szg7gd7wyNIFL8rj7sIZV7vnhSQdjLZxUsW5BoqR0WvLMP/J1Pv5YiaaJppMb+XMR3KgiyKA+bNvsCCK7uiHVkkaqhBQp3Nl4yMbY5DDGwJBZZ9dNftRp+AKmkVLjS4CyyzAEmlDqz1yuUD1ZUCc3FM+owaBeaKoLBxnUO8ou2YAQRn99bOmjGJwsr9XCG9JFcHZOF6FqQ01XhIzrvRfJs8v56RiGMXZ22iw5UHDXPUpZWw/ZpQk49BAYGMx/lzCUJYv3PpFXdoFWXsVWTopbRZbLEuhJYESRXVpnfncRrr2yCzcBiMmuGDXBsiTXO8b0b3urKFiJ0F5/kvYbr0Ck+7E7p5A+87vYsw5oVVU57lj47vdh82Z48CE45uix3b+Uku9cLVmxArq64NOfiMMXq0aig/Q5P6Tt5g9jrLqXtj+9h+wRV5A7/PLqVhSkxPjH70n97esIM43du4DRc39clSrqkIMFv/w5/OZ6yf/9Cda/rsJT3aewVAqEUL5slTBhgmThLioMeOkSwd57FRr4loUQZE7+Evr/no3x2oMYK/7cMkI5RowYMYoRZFBfz/zYnexIBFKCQBbQDn7/kND96Uns2QcXfrTmEcTIVkRmB9Ilu+r07IJCHyz1vz4CrRplVyDZF4HsEtL22jTsVqRpPgIzl8ZKqwm8aC9DzpRWo4C0898vbVtN+lOpwjCm5qAaZVdwNkZppLAn7Vo56UFESKMNOXF22dAgWSmMUdoqPLeiN131EOkB50WTwxh9xdu2Q36OpeqmgZBGSvWeEJP6Nm0EMbKV5+4n0GBISJuJw+rgN25LIIX0kkJEuTakZijfO1kaxuj5dTXAnB58477/QGyrphBJb5FEL/SALIB/QCzJqGEAmaL30fY5ltkYXbLOMNTieGCoZgX4s0i2t4uy4beGoe6foMaSSJ5dBNx4pKvsqp5Okrq6JjQNcrq6d0SdGVfr2RWTXTFqwr33wbp10N0Np785/7n+0h203fpJhJXBmr436bO+h+ye0bqKAqmU4IzTJb/6Dfz2d5KjjxrbsLNrfqLCPYVQPl3TpsVEV01ItJE+67ukln2BxPM3knroexhrHiZzwuexp4aHH7oQg+tJ/f0/MV5SRvfm/CNJn/Zf+ZX8KjBxouB97xVccpHkseXw1FOSNWvh+RWwY0fp9skETHC8H6QN27arTD+Dg/DU0+rvl7+WTJ8O550LZ58JnZ2V+4nsXUB2yQdI3f8tUn+7CmvB0ciOyVUfT4wYMWI0Gn5yphGeXUKI/AO6BFGSjTFPTFSzP5nqUmRXdij/7NwIc6Di33o+YM337AoiBcqSZQHKrrAJkO6QXS+/Ah3mAEYf5PQuUu3RphRB9Sg25zZNh+zyqRWagnLhgP7PyvUDzUBO2qVRuRijwTtfwbNi0b8WfdOzTa2CjBASVg+KQ2aVt4/CTvcU7WRk1HZsQBYTXlIyP7uGHSM2jIQXkQVsoTOSLmx3v8dYKISGKCK7vC6dGymoY73wJxaQmq6InBqzhvqJJ2/cIE9+qo18nmDFpEvJ+3GWjdHfyaWNoQuyFGZSjIpqjPWFEBhaRM8u935VRtlVy2qEPXmRWphKCoa2zle7ikgwxsquGE2HlJJf/Ub1sPPOhY4O1esST/wvyb9dhUBiLjye9On/DYkoo3Dz8dbzBDf8XmWkeOppOHCMhGa//LUi2QA+8XHBscfsdLfo8QU9SebUr2PNO4LUXV9GX/84Hb88G3PRyeQOuBBr5gElGT5F32sknvo1iWeuR1g5pGaQPfIj5A65tO7lwY4OwbFHw7FHq/NqWZL1r6sVqM4O6Ohw5MJFd00plTfJxk3w4kpY/oTkwYdg0yb4wY8kv7keLr0YzjmbcP8GB7mD/xXjxVvRt7xA8p6vkzn9v+s6phgxYsRoBPyeO41SZKhnaqXw0EqyMebDq6rZn0yqLFBkhrzPGmPCXcTq1Emg1avsynueBcD1S9n6EkZ2DZOGIWmAtr60rlPTknQGsq+CbQ2TtCCXnEhPRCPvINIuV+Rhnc1BJ1Qk3uqG10ECWsUvIRGlBvVibOmtQlQIYxSj29XXqW5kM57D9QSye1bjy/XBHzJrWUqNMlZhjI2Gew5EeiCvjPNh3hzJiJyArZe/iKzOGcz2CShTKaXiqQhNRwiB5lPneMquUWXsJNt7KpcTAQXh0kIDrJrCbaWUBdd/YXIM35jgJ2GKB/xiEiaCAkk2e8zxw39/sS0MQ9XPqsHTv9qQb0O3nd4gyv5GapoilwMIS1GrQT1Aew92+4HItMRe5ZQXPbAFiD27YjQRjy9XE/RUCt76FgHSJvn3/yT5xC8AyO1/AZnjP1tb528SpkwWnHaa5MY/w//+SnLgAc29U9q25Je/hp9cp67EKy4XnHXGTnZ3Hscw9zoba9aBJO//NsbK2zFeXobx8jKknsCeuhjZOQWZ7ETf9Bza9lfzv5t7BNlj/j2SP1ct0HXBvAgRkUIIuruVMnK3RSpraCYjWXYn/Pp6ydq18O2rJbctg//4FOyyoEzf0RNkTv4K7b99O4kXb8FcfAbWwuMadUgxYsSIUROCDOrrNRrXtXwYY7hnl16dkizlpDz3Z2QMMiavFsWERJ0ZHutVdnm/DxIxOWFWYrQPbUTSkYWkBG1HaQPuPk0yWKRgzkzqYWpEN4Ag0s4sVnY57925VJiPUf0oN8vzNbTQkBSSXfnvW/BsVyGMUaQVgWFP3RPZNW2satVwFITMMsYhZg2EnDgHy7YQdnBYqUx00DZxbvNYPIf00X1Z/9xduX1FtjWI7PJbPGmGCqWtISOjP5RPKbuEF7pe6OPm+EYFqIukZhRendWEMY6JsstXZ2l745xZC9lVpchK16XKSVIxjNENxw9SdtVhUO/Vw7eriL+JwxhjNB2uquvMM6CnK0fqlk+RWHkbAJmjPkbu0MvG5bLLOy8Q3HST5LHH4amnJQfs35w69vVLrvya5JFH1fuL/wUuvGD8tcfODtkzj8wZ3ya77WWSj/8MffV9aMNb0Dc+U7idZmDNPYzcoZdhzVvSotpWhgq3hVPfBH+5GX78E+Xz9q53Sy69BC68IDy5gj1jH3IHXUJy+c9I3fVlRuYcCsnOwG1jxIgRYyxQ4NnVIEWG+n0I2eWRSdV5+7jKLpEbQfStVq9H++qvsOuD5VRGeJOF1ii7tDITBHv6vsjOjYAkMwj9G6EtBdb00m2TwJSCiiWRE2ZGbqsg0i5bxAG478fMoD6INCoOYyyRxrVQZuTsUwR1BiuLyKrQtEYRGK2CXkR2tVBLVx80Azl519bV3yEsNFGk7LJNREYx143qKwXXd4AXYFT4CS2XENF1FeL33POKrAFI2ia7C0myI4Bw8ZNbBUkmKu93zHzhhOasCJkYTvKBWjy7qrUK0IWNGma18s1SLtTbzqupa0VxuHIUxGGMMZqKFS9Ilj+hBpx3nJuh7S8fxlh9H1JLkHnT1zAXn9HqKoZi5kzBmWco/6yrvy+59kdVmIFHxNPPSL7wZcnWrSqTxkc/pAiMGM2DnLyIzJu+ClIi+l9D2/KCIxUfRE6cg7ngKCiX1WicwTAEbzkHjj4S/uubkgcfhh9fq667L/0/6OkJ7rPZpR/AeHkZ2sA6kvd9i+yJnx/jmseIESNGHv4V/mr8RMqWqauVaPVQHBzGKLUqlV1GCqklEHYOfdNzRTus4zHZm0EUKbtqbAS3OCvChCBwwlZOGZZoQ/YuACAnJUMpoBNkb+OJnKqUXU1X8jikUVGyA6CMYmQ8UC6+RiwyoRcjiqiViXYvc9/OCn8oNDRuHPmngzMQ6MJnUG+Noq9+BFDKzmILkFpRcH0Ln4FXlfDGMPJWIKkUmCPK99ZF0rTpNWD2gvJkV5DyKwiN8JesBlLoirSWNk4UY23KriqvDV13PbtEJGWXsK0yY2Tt90ll1eJk+K1yaI26eUx2xagKv3ZUXaedNML8hz6IsfZhpNFG+uzvY81f2uLaVca/vUuw7C7JypXw19sLzfXrgRu2eN3PVNrY+fPgy18U7LowVnSNGYRA9i7Ach7Yd3ZMnSr4xtfh9mXwzW8rsuvdl0u++Z/QG+Spn+ggc9IXaf+/y0g+/RusRSfuFNdkjBgx3pjwk12N8l7SC6K3wgzqq8/aZs/cFzH4euGHmoFdRabeEpT4KtUXGlm3sqtCAj8XzVZTRVF2uR5eTSc33HORHijV2+VGnRfuzoOzMbY0jBG8pDvFkG0Tx6o2TYNWxJU0Im/EPyNcokcjTzq1p9chHEf8RiY28gsgpQj3e6oEfyZGFwfsD9t9RNdoGja8bLJjhzJaL4Gf4IqYbdJVVY0Zoappaj3EtjDcMMZasjFWS3YJfzbGcgk4IoQxNjkzazGquRdCTHbFqAKvrpL8/T6YkOjn0zM/gLH2SWSig9Fzf4Q959BWVy8SensEl1ykTMC//0PJ4YfClCn13TX7+iRf+Zrk0cfU+zedAh//iPCM+2PEqBVCCE49BXbfDT7zWWV+/74PSK75ocmc2aXbW/OPJLff20k88ztSt3+WkYtvhDfAA2+MGDF2PviNiu0GTSDKhzHmTeWrXZ2X3TOR3TPrq1wxin2VvCfz+pRdUVazAz27KKxOGJpNMAUqu5w5U0c7jIzmszNaY6Ts0jevCN/Ec/IOiQNtBfOiJ5Dtvflw22IIgZwQ8JCwk0H3EeYwPjR1OyWCwhgtRebKRAf2tMb52BaEpaGr0S5qfJoPQeRNR4ego8O/jWTzqzamCaMZnWTR4CaFgZRSKcOqVHaNWRijj0zS61F2VUkE5/tChQMtE8ZYl0F9HYjDGGM0DT/9uWRaagO/OPE9dG5/FZmawOi512DPGqPUhg3C+efBnXfDypXw1auUUqaWcEbLktx8qzKh7+9X8tqPfURw2ql5yW2MGI3Awl0EP/oBfOJTkhdehPdcPsjV34FFu5b2s8yxn0Rf8xBa/xpSd19J5rT/akGNY8SI8c8OEaDsqvfWqOsq7CIojFF4DI+eX50f2wXnQhRPErz6jZ1nl39Xoog4CMNYKbv8E5VsVv1vLyK7mk282ZN2UUlsysya7J55zqvxpOwSSrkd2hlEa0i4BsOvApS+cxSHMVaJAIN63U4DYE9e1NBwV/+5kV4YY/XsTRSlkqYJJvVYMAgrVmps2VD4fVdap2cUkgnJLnvrkZYZbGcAHKswRi9MUFqeiq1azy7brv7a0DUnjLESq1fOoF629kYbhzHGaCheelmy9omX+cXR72WGvhG7azrpt/wEe8pura5a1UgkBF/4LLzrPcqs/ifXSd777upGtWefk3zrO5KVL6n3uyyAL31BsHCXnf/hIsb4RG+P4Opvw8c+IXn2OclH/x2+fzXMm1vU5xIdpE/9Bu2/eyeJF27G2uUYzMVntqbSMWLE+KeFX5XRMM8uDaVakQQ86ebJpLH2XQlEk7Ix9g+AsaH8Y/6oE4HnP/6oq+Fjpeyyg5RdHcqPZ6yUXXLiHKyJc6JtXKLsclnBRteqCoyZ/KQ18E/+/f3lDcDjjS1cZRf5RnTJLoxUY3flOzejaZ11qyUDmy1GO6rT5bljQqVrf+ZUiw1rfMSaD1IomiObgx3DOlHiHMY846dHCOY9uzZugu190dpLE2oO6hUX1aBec8IYKyq73AE7gIGz6s/GWAuihuS7iMmuGJFwz6+e4KdHXsHE5CD2pF0ZfcuPkRNmtbpaNWP+fMHHPwJf+4by2powQfKOt1ceIfr6Jdf8WCm6ALq64N8uFZx7dnimvBgxGoWODsF/XQUf/XeNF160+MjHJT/4LsyYXtj37FkHkDv8fSQf/j6pO7+INWMfZO8uLap1jBgx/hnhVxK5z6SNCmMcGoYXH7cYSuSfdqcMWCRNybZ1GsOisA6tgCwOYyTiSnoIXD+XTZvVXxT4/W60iGSXVZ8ArSIClV0OueWGKHnKrvFAWhYjjqUbM/jVjP7+EpNdVcJpyLY2qQZkodFuKLJLJtobuishhJfwYWufzvAQDFkmO3IVfxqI9grV6+2x6V0MVqeOWTQt1QZ1tj4NfX0wNGpEIru8MWcsPbsApEm3SgyMZeUXLKJg1er8az0K7yQlmkd2lb+YXL83MbwFbd3jhV+aTihsq8IYY8+uGI3Chnvv5orOj9GmZxiZdAD2238A7UEO2TsXTnuzYOs2lenu+z+UrFkj+fAHBW1tpRf+qtWS/9/efcdHVaWPH//caSmkgoQSqsQJ1aDSlLis0laCIMpawLKLiuICgrKA+0WxoGJZlPJTiohlQakqCihgB0RApUhV6SA9IQkh0+75/XEzkwxJYEISZpI879cLZubMnXvPzZnbnjnnuZ98qvhsCeTmej8PgwZqxJfD3YqEKE50tMb0N2O4+7509h+A4SMU096AmGj/76GzwyBMB9djObiO8M8e4+xdH5b5L3hCCFEcb4CiYP6RshjG6MFEejo4IhXOAu+53TomDzjdJpTVuIaILNvruJLxRfvcRrLzUg5jTEwEhzPwIS42G9QomHfaOyTsAhcI5d2z69wE9bqufOt0brBLD4XhqD7ntlsQhzFWEQXvxijBrlLIC0bUrQMRtd1YrGZiDubtmMvhvFAzGfsRh9PYcOvbfqdaYsmjXZoG0dFgOlZ8g2u5mWhmDc1mwWTzn04Ls1ItMi/YlRNYyMO7L7pkP5QU6NkVH6/R8VrlG9Z9IW43/LIJzuQUmF0gG4fSiapmPDVdaEef9/3Q3Llo2bnFTFM2d/IMVDHZE4slwS5xXpYt82my/mlMZp1tnk406P8alPGvAMF0T39jxzD9LcWnS2D1GsUtvSHZbpwo7t8Py74w8iR5Jdvh0SEaV7aSo60Ijho1TLz+X42HBysOHIAnxxq55/x6F5rMOHq8gun9PpiP7yDs6xdwdH0meJUWQlQp3nPogsGushjG6I31hNkUrdrlX/iG7dfRnNAw0YQeYeTRtFqDeJzOu1rSPE4sf3xVqLykoqM1Uq68+OoEnKw/77G8Agrn5h5zFbgG9gYnvXdjLO9eZiVy7jBGuTVguSs45FWCXaXg3RdpGjFRCpQjv9xcdvm6vMwmo81yXSYsQLUIncvYW/IZKSAz0IUWsR5miy+Ann3WjK6rC+Zo1i9xb1JlMqMBphO7IGM/1WraiYyrGfDnIyMUOd5h64EeWpRORIRGUhPF5c3O/yEVXQdPogncxUTgwqIufVxAEtSLsqCUwrr2DcLWTAYNPtnfB/tjz4A1sFu3VhSapnFPf7KGIGsAACAASURBVCOA9fKriiNHjUT85zKb4doOcFsfjTbXSAJ6EXwJCRovvQCPDFb89LNxh9Ghg/2/lyoqAcdNLxG+aCDWLfPwJDTDnXJnkGpcvnRdsW8/7N4DVyQVkctMCHFJeWM6Lr9gV+m2y7p14NifGuEOqJekiC7Qo9UcptBMGpYoM0SEwPZvq4YKj0Nz5F+tKVsU2KKCUp1AE9Rfqp5d6RmgmfJ7MVgt+aeYRo4m5buYMQdxOGph554jhsB3rZLyDsnSPecGu+RvXlLKZDbunqc8aG7vEMby6ZHj3de4XQoLRjvq8Y3Kr7uUZi5wI4l8ymTBZjP2ZW5l4fvVoF2gP5A1b2j8JevZZTO6WGnuXHDnYjryK57L/xpwRLd6dcg5ZDwP+PCatzFFRGi4wy/QbVYzlf2dis9dBCUbHS53YxSlp3vQPx1F2Pr3AJixayB7Gg+lc4OQ6EdeLtq11fhwNixfAT+uMy6alTK6z/4lVaNrF2S4ogg5VyRpPDUGnhijmLcAUlIUna73/556GqXiTB1G2KrXCPv6efTql6PXbxekGpe906cVCxYpln4OR48aZUlN4J2Zsr2KqmPz5s1MnjyZjRs34nK5SEpK4r777uPmmy/u5hSZmZmkpaVx7NgxUlNTmTlzZonn4Q1QFJUs/WLVqKFRs7kJU5aGJ/acE2R1qcefXIBmwtOoY7Br4RPoBUJ5J4X3BjCOnzD+edlsYLHkX/jk5hYY+RkKTZr3B9R8f0BJ3lXeihrGGFL52yoSzQR4jMih25ucvnyCXd42Oq3VxWI+hl4nCb1W/XJZ1vkrYkHTNKKjFelOc0DDAy1WYx8VcYlG5umXJaOq1QTdg+nPTWiuHMwHfkQF2OOurluRc0YjO6whWKsHtlAVSl1m84e9BirQ/JNeEuwS/ly5hC8dgf7Hlyg0xm/+DwsO9OODsaGxQZQni0Wjx01GLi8hKorrUzXuukPxwVx4cbwiqQkk1vX/DrvaPojp+E6sO5cS8dkwcu76EFXEr2AVicdjBPjefU+RfcYoCw83enX16S3bsKg6fvzxR+6//36sVitpaWlER0ezfPlyRowYwaFDh3j44YdLPM9x48aRnZ1dqnrFxUFcbH6wq3btUs0uny9qc065LzJSeX+YKw3vBUJ2NvyyUREd7SIrq/DVQk5e/pfyug5qUN/ouVUw95imQZ06Ro+d2FhFxmk4cTK/SUOjZ9e5wxjPLRdlrchhjPLnvjgmC3hcmLKOgMs4aVLlFOzy9eq1xHEk5q80rHH+6ctN3rGgfj2Ii7LgjrvwR+LirDhyL+EQeE1DRRp/IL1GEuZj29ByTgb8NY/TFJFOMOtnOW65LrAPeX8YCpGNyaRBCWJdMoxRlELOKSI++RfmPzeC2cYbR8Yzd293et0MdeuExgYhhCjsoQc1tvyq+HUrPPW04s0pYCuYqFPTcHQbhyljH+ajW4lY+ABn75xt/JpUAR05onhmnGLLr8brpCbQv5/GX1IhLEz2VaLqcLvdjBkzBk3TmD17Ns2bNwfgX//6F3feeSeTJ0/mb3/7G40aNQp4nl999RWffPIJY8aMYdy4cRddN6tVo22bi/54APzPdDVfzy7ZBxQlLC8PtdtjBJLO5uqcOVP89OHldD+TyEiNFs2Lf79WAmScNnrqeoc1hkTPrkJXWJKzq7yZiwh2Sc+ui5SXpN508rf8snLKtXRuG9mClQHHbKyzpmlUi7agoi/85YmNMZHuCc6XTMU3wmO2gR54Mn/N7cSyaxe65zw780ILyrsTY4j8MGQyk5+MMwAlHcYYEocPEXzayT+I/OAOzH9uRIXFsKnV/5jxQ3dsVrj3bjmyCBHKLBaNZ8ZqxMTAzl0w5Y0ijgDWCHJveRM9tj6m0wcIXzQQHFmXvrKltHWb4sFBRqArMhJGjdB4e4ZG186aBLpElbN27Vr2799Pz549fYEugKioKB555BHcbjeLFi0KeH4ZGRk89dRT9OzZkxtuuKE8qlx62jkZzr2U9Ow6n5gYjWuugubNjH9XtrL4np/7r1VLaNgwOPVMSDAeM07nD3MsryGVJXJuUMt7wRiEqlQVpiJydkls8eLolyWjV6uJyvunR9dBjy2foYXnBqeDlu7ZZCn6eajSNFRsIiq+UcD/9BqXExcPJuXEpAd4G8cQG8ZY0gD2ufcKuZAK0PKivJn3ryX806Fojiz02Ppk9nyTMY83AXTuuANq1wqNjUEIUbxaCRpP/gf+PVqx6GMjf1fnG85JWF+tJmdve4uID/tjPr6DiI8e4myfaRAWHaRal8zX3yiee8FIaJzUBF4cp1FHep2KKmzdunUApKamFnqvY8eOftME4rnnnsPj8TBmzBjOnK/bT1Dl507ynev6Za8OhchIaKpePX9/GR9vJqpa6O0/w8M1atcybhgERuL6uNjg1slQzN8qRC4YKyPvn/b4CcjK9i8TJaOia6Gia12SZRUMXphMYDYHr9GUyYKmuytGsOtimCwk1A3H5col/oozQABdclUoJUMseTW8+wBHgLG90FhLETSWXxcSvuhBNEcWnrpXkXPXh3z45eUcOKhTowbc00+OKkJUFNd20Oh/l/H8pVcUBw8W/tlDxTUg99ZpqLAYzId/IWLB/XA24xLXtOQ+nKd48mkj0HXdtfDGZAl0CbF3714AGhbRDSc2Npb4+Hj27dsX0LxWrFjBZ599xpNPPkl8fHxZVrNsFfWzriowBiIkugGJ0mjVUuPGv8KNf4VOf4FqoRCUK1gFpZA+XeXPmyQ812H09AOwldPwWlF2Cu6CgzaE0cvbPdBUeXv8msKjaFBfo058ToCf8HaTDI1jZbNk4/HyxoFN7z0FOHY8sOkraZhTXJDSsa2eiG3ddABcyT1wdH+Bk6dtvPu+sRE8PFAjMjIETjCEEAF78H4jf9fmLfDMOCN/l8Xivx3rCc05+/dZRCy4H/PRLUQs+Ce5faahohKCVOvze/d9xYyZxn6p720w5BEtqL8UChEqvEnko6OL7p0ZFRXFkSNHLjifU6dOMXbsWLp06UKPHj0uqi6XKkCm58SAqxpadAxa3jKV24GqlncL9+qXoUn3j4CEdFAzxCi3M/87FhcH6jQqqxpEx2C6hH/HqtRmcXGKGjV0XAVSGNWoYSIiouJs31WpvbxiYly43Hrec434+MDuLFge9FqNIesoWq36aJbAIqUVrc30M7VBy0ULN/uOieejrG5jXxYWdUn3XcWJj4dGjVSha5XiaJrOiZMuPO7A5i/BrqrIlUvYF09g3fU5AM72D+O8bghoJqbP1Dl7Flq1tNC9awmyxQkhQoLFovHUGPjH/YrtO2DmLMVDDxY+gOgJzTl7+3uELxhgDGmccwe5t7yBntAsCLUumlKKt99RzHrXeP3g/Rr33VNxTnKFqCieeeYZ3G43Tz/99EXPIz09vewqdB6mrGxMZ86g9m+GQzvzShWa0xh26c4I/Z6qoSA+Pv6StVml4HFhyRva604/hXY6A/OZM+imbPRL9Hesim1msxn/vHJzjX8VQVVsL4AzZ5Tv5hfhYZCeHsTztugmENUYsnKAC/d8qohtpjl0zGfOoI7sIZC0XVpulnEMdZvwVLB19Wp7jffZhQOYEuyqYrTsY4QvHoL5yGaUyYqj67O4W9wCwK9bFUuXGdONHhmJyVS6244LIYKjdi2NUSPgyacV/5sDbdsorr6qiIDXZVdw9s45RHw8CNOpP4iYeze53V/AY+8ehFr7U0oxfabi/f8Zrwc9pNH/Lgl0CVFQVFQUAFlZRd9sIjs7u9heX14rV67k888/Z/z48dSsGfp3aFW2SAA0jws8rnPeqxaMKomqwK+3YMEhjHJcEqKggsMYg5acvqAQGa5XbmzGeYB2Nh3zoRIEr6rIzVwk2FWFmI5sIfyTwZjOHEOFxXK21yT0+u0AcLsVL7+qUApu6g6tU6xU0GCvEAK44a8aN6cpPl0Czz2veGcmxMYWPilXcfXJuXMO4UuGY9m3hojPhuG68g4cnUaDNTwINTcCXdNmGIE6gCH/0rjj73JBIcS5GjVqBMC+ffto2bKl33unT58mPT2dq6666rzz2L59OwCjR49m9OjRhd5ftWoVycnJNG3alE8++aRsKl4KKq4R7vA4NL1w73MVHhOEGomqocAxSHJ2CVGsgnHhkAh2VXKq2mXoMXXRXGcD/5CmoccHmCSrgpNgVxVh2baYsBVPonmc6NWbcLb3/0PF5ye0nf0B7N5j3PFm8CNyUSlEZTB0sMbGzYoDB+ClVxXPP0vRuWzCY8i9ZSq2NZOxrn8L6+a5mA5twNHtefQ6KZe0zkoppk5XzP7AeD1sqEbfW2WfJERR2rZty7Rp01i1ahVpaWl+761evRqAdu3anXcezZs3p2/fvoXKc3JyWLp0KbVr1yY1NZU6deqUXcVLQ9MgIl5CDeLSOrdnlyqqXAgRF5ufPDwuLrh1qRI0E3rd8/+oVZVJsKuy0z3Yvp+A7ae3AXBffgO5N70MYVG+SXbuMvLigNGDoqjeH0KIiiciQuPpJ+GhRxTffQ+LP4PeNxczsdmK8/rH8DRoT9iy0ZhP/kHEB3fhat0fZ8dH/fYZ5UUpxZvTFHM+NF4PH6pxmwS6hCjWtddeS/369fnss8+49957adbMyLmXnZ3NG2+8gcVioU+fPr7pjx07RlZWFgkJCb7hjZ07d6Zz586F5n3w4EGWLl1KUlISzz///KVZISFCVsGeXb7/hBDnaNhQo3ZthaaBzSbncCK4Kvkg1irubDrhHz3sC3Q52z9Ebu8pfhetubmKZ8cpPB7j9s7dugarskKI8pBs13wJ6idNUfz+x/lP0D0NO5Jz32JczXujobBt/B+Rs27C8utCKGLYUFlRSvHG1AKBrkcl0CXEhVgsFsaNG4dSin79+vHkk0/y0ksv0bt3b3777TcGDx5M48b5QxUmTJhAjx49WLFiRRBrLUQFJDm7hAhYWJgmgS4REiTYVUmZjm4lcnZfLPtWoSzh5KZNwNlxmF+SPl1XjHtBsW8/1KgBIx/X5HbdQlRCd/wd2rcDhwP+70lFVtYFfpGOiMfxt/GcvW0melxDTDknCF8+hojZfTH/thyUXqb103XFpCmKD+Yarx8frnFbH9kXCRGIDh06MGfOHK655hqWLVvGnDlziIuL45VXXmHQoEHBrp4QlZPKO47KebMQQoQsTSlV7v1wK9otPCs6y5YFhH31nJGfK7YBub0moddMLjTd1Ok6/5tjJA98/b8aKVfmH7Ar4q1XRfGkPSuXi2nP06cVDzyk+PMIXHctjH9ew2QK4CTd48S6cQ62tW+gOYw7vnlqNMHVdiDupj3AVLrR8C6X4oWXFCtWGq9HDNe4pXfVu3iQbbRsxcfHB7sKVY58fysW2eeUnGXHEgDcTTqjZR7EfHwnemy9S5bbUtqsYpH2qnikzSqWQM71pGdXZeJ2ELZ8DOF5iejdTW4kp//8IgNd78/Ov9PZyBH+gS4hROUTG6sx7lkNmw3W/ADvvh/gB802XNf8gzMDvsDZfhAqLBrzyT8I/3wUkbN6YNn0ATjPXFSdcnIUo/5jBLrMZnjyP1Uz0CWEEKIC8PXiUmi+vgJyzBJCiFAlwa5KQju1h4gP78L660KUZsKROpzcXpPhnNtwK2Uko582wzhIPzxQ46bucqAWoipItmuMGG5s72+/o/h+VQk69kbE4+w4lDMPfIkjdTgqIh7T6QOEf/ks1ab9hbAVYzEd3Rrw7I4dUwwZpli3HsLD4aUXNLp3k32REEKIUJUf7PLl7ZJhjEIIEbIk2FXRKYVly3wi/3cb5mPbUeFx5N46HVe7gX75ucBIRv/C+Pw7Lz4wQOPufnKQFqIq6XGTRp9bjHQjTz+n2L6jhCPZw6JxtRvImQdW4vjrE+jxjdBcOVi3zCNydl8iZvfFsnneeXt7bdqsuP8hxc5dEBsDEydodGgv+yIhhBChS3kDW0oS1AshREVQumQrIrjOZhC+ciyW35YD4G7QAcffXkJFJRSadNNmxcuvGsnoTSZ4bJjGLb3kAC1EVfToYI3DhxU/roN/j1JMeg0uv7yE+wNrJK6r78V11T2YDq7Hunkelt+XYz66FfPRsahvX8Ld7GZcrf6OXqsFYPQs/XgxvD7JuANskybw4jiNunVkXySEECLUFThWlXvGYyGEEKUlwa4KynRgHeHLRmHKPoIyWXB2HIarzT99vbkOHVakp8PuPfDV14oNPxmfq1EDxjyh0baNXFwKUVVZLBrPPQ1Dhyt27IShj+UFvBpfxH5B09Drt8NRvx2Os+lYt36Mdcs8TOl7sW6ei3XzXDy1WnKq4W2MX9KNL3+IA6DzDTB6pEZEhOyLhBBCVAQFe3bJMEYhhAh1EuyqaJxnsK16DdvG2QDocQ3J7fEqeu2WvkmWr1A8+7z/T05mE/ToAQ8/qBEbKwdmIaq6yEiNCa/CsMcVu3bBo3kBr8aNSrF/iIjH1eafuK75B+aD67Fsnovlt+WYj/5KzaO/Mr7G8/zQPhVX0560638Dmi2y7FZICCGEKE++w2OBYJcQQoiQJcGuCsS8/wfClj+JKfMQAK5Wf8fRaRTYqvlNV7s21KsHHg/UvAzattHo1gUSEyXIJYTIFxOt8fqrRqDrt99hyDDFmCcoff4sTcNTvx2HrG35f9+epN7JxaTV+5SmsTv4S61vIP0b1LRI3EmdcTftiafBtWC2lsk6CSGEEOWjqJxdQgghQpUEuyoCRzZh372Cdcs8APSYuji6Poen4XVFTn5lK40P/yeBLSHEhcXEaLz+Xxg+QrHrNxgxSnHrLYpHHtYID7+4/ciJE4oP5ik++hiczurYbP8gpts/Sbzhd8J+W4JlxxJMpw9i3f4p1u2foiLicdn/hrvZzeh1WsuwECGEECFM5Qe85HglhBAhS4JdoUzpWLZ9gm3VBExnTgDgTOmH8/rHCvXmEkKIixUbq/HmFHhzmmLBIlj0MWz4SfHQg3B9KphMFz6Z93gU6zbA4k8Va9aARzfKW6fAyBEaDeprwBU4E4bhvO5RTH9uwrJjCZZdyzDlnMS26QNsmz5Aj0nE3TQNd9M09BpXyIWEEEKI0OB3PPL27pJjlBBChCoJdoUo0+FfCPv6BcxHfwVAj2tAbtfn0Ou3C3LNhBCVUViYxrChGtddq3h+vGL/Afi/pxT1EuFv3aF9O0hqAlarcWLvcin27oWdv8HWrYrVa+BUev78Uq6Ee/prtG8H2rkBK01Dr9saZ93WOP86CvP+tVh2fIbltxWYMg9hWzcd27rp6PGNcDfpjDupC3qdK3034BBCCCEuvQLDGKVnlxBChDwJdoUYLfMQtu9fw7pzCQDKVg1n+0G4rroHLLYg104IUdm1a6vx/iz4cJ5i0Udw8BC89bbirbfBZILq1RVKwenT4Hb7fzY6Gv7WDXrdrAWe6N5kwdMoFU+jVBydx2LZ/Q2WHUsw7/0OU/pebBtmYtswE71aTTxNbsTdsCOe+u0hPKbsV14IIYQoji+wVTBnlwS7hBAiVEmwK0Rop3ZjW/8Wlu2fouluFBrulrfh7Pgoqtplwa6eEKIKiYnRGPiAxt39FN9+D19/rdiyFbKy4MSJ/OmiqoHdDvYrjCDZVa3ze35dFGsE7uSbcCffBI5sLHu/w/z7l1j2fIvpzHFMm+di3TwXpZnQa7XE0/A6PA2uxVO7FVgjSr/iQgghRLGM45vmyAK3I8h1EUIIcSES7AomjxPzH19j3TwXy/4ffMXuBh1w/uXf6AnNg1g5IURVFxmpcVN3uKm7hlKKU6fg+AkwmyA6BmolFDFEsayEReFO7oE7uQcOtxPzgbWYd3+LZf8PmNL3YD6yGfORzfDjVJTJgl6zGZ66rdHrXoWnTgoquo4MLxFCCFF28o4p5iNbCpUJIYQIPRLsutQ8TsyHfsKycxmW35aj5Z4GQKHhaXIjznYPotdJCXIlhRDCn6Zp1KgBNWoEYeEWG57Gf8HT+C84AS3zMOb9azHvW4P54DpMZ45jProF89Et8Mv7AKiwaPQaV6BfdgWey+zoNZJQcQ1RUTUl95cQQogS0+MaYkrfi28Yo8mCHlUrmFUSQghxHhLsKm9KoaXvwbJ3NeZ9qzEfXI/myvG9rVe7DHfL23C1/DsqNjGIFRVCiIpBxdTF3fJW3C1vNfaxWYcxH96I6fAvmA//gunELjRHFubDP2M+/DPWgp81h6HH1UfFNUCPSURF1UJF1UKPSsh7niBDIoUQQhSiqjfGU71xsKshhBAiQBU+2GX79hWsG2cb3Yg1k++fMlvBGomyRoI1AmWLBGs1VFg0KiwKbMajCotG2aIh3Hg03osypreEB9YDwO1Ec2ZBbiamzEOYTu3GlL4H7dQeTKf+wHTmhN/kemQNPJf/FXfTNDz12oHJXD5/HCGEqOw0DRWTiDsmEZqmGWUeJ6ZTezCd+A3TiV3Gv1O70TIPo3kcmE/+Did/L3aWKiwGPSoBIuJR4XGo8FhURJzxPCLvdd5zwmJQtmrG8UL25UIIIYQQQoSECh/s0rKMi5dC5QCcLPX8lTdgZs7rG6Bpxtw1DVy5aI6sIpfvNw+zFU/iNXgapuJp1BH9MrsMoxFCiPJitqHXTEavmexf7nGhZf2JKWM/WsZ+TJmH0bKPoWUfxZR91HjuPovmyMTsyCzxYpXZBpYIlDUcLOEoa4TxY4slPP/REo6yhBnHFJMVzFaU2YYnKgar043KK/O+r8w232tlsoLJYhw/TOa8R+O1MplBM+eX5z1X50yHZjaOX0qB0gHvI8aj0o33UGi6G3Q3eIxHTXeBx2WU6W60vHJ0J3jc+dPrbuNvrbv8P5/3WRVZA1fKnfnHVSGEEEIIIcpYhQ92OdIm4Ow0EnTvSbrHGNbicYIrxxgy6MxBc50FZzaaM9sIUDmywJGN5sxCc2SDI8v3Hs4zaHnj8TXvPAKgbFHo0bVQ8ZejV2+MHt8YPb6RccElw2KEECK4zFZUXAM8cQ2Kfl8pcGQZga8zx9DOZqDlZkDu6bznp9FyM/yek5uZf7zwOMHjRHOcLnHVdCCsFKtW0XhqNUdPvCbY1RBCCCGEEJVUhQ92oWnGXbfOoUozT6XAnVsgUJZj/JqN8v3ijVJgDc8fBmmrJkNYhBCiItM0CI9BD4+By64I7DNKGbegd59Fc+caPX5dOXnHkFyj3HUWXN73z+YFxVyQ11NK87iwWTScZ88YvZ8KvG+89j53gu4xftTRPcYPPLoHTXnyfvBx5z168stLSXl7oJksKJMlr8eZxXhttuS9ZwWzJX8akwXMtgKf8ZYZvdNUdB302q1KXTchhBBCCCGKoymlShUXEkIIIYQQQgghhBAiVEjiKCGEEEIIIYQQQghRaUiwSwghhBBCCCGEEEJUGhLsEkIIIYQQQgghhBCVhgS7hBBCCCGEEEIIIUSlIcEuIYQQQgghhBBCCFFpSLBLCCGEEEIIIYQQQlQalmBXQJStzZs3M3nyZDZu3IjL5SIpKYn77ruPm2+++aLml5mZSVpaGseOHSM1NZWZM2cWOd3333/P9OnT2bp1K0opWrZsycCBA7n++utLszpVXjDaMzk5udjPP/744wwcOPCili1K356LFi3iiSeeKPb9VatWUbNmzULln376Ke+++y6///47VquV1q1bM3ToUFq1anXR6yIufXsePHiQzp07Fzv9hAkTSEtLC3wFhCiFsj4+iZL55JNP+Omnn/j111/ZtWsXLpeLF198kVtvvbXI6Y8fP87rr7/Ot99+y+nTp6lbty4333wzAwcOxGazFZre6XQyffp0Pv30Uw4fPkxsbCydOnVi2LBhRR5nxPkdPXqUZcuW8d1337F7925OnDhBbGwsV199NQ888AApKSmFPpOdnc3kyZNZvnw5x48fp2bNmnTr1o0hQ4YQFRVVaHpd15kzZw5z585l3759REZG0r59e4YPH06jRo0uwVpWHpmZmUyaNIktW7Zw8OBBTp8+TXx8PI0bN6Z///5069YNTdP8PiPbWOiZMWMGr776KgBz586ldevWhaaR7axyk2BXJfLjjz9y//33Y7VaSUtLIzo6muXLlzNixAgOHTrEww8/XOJ5jhs3juzs7PNOs3jxYv79738THx9Pnz590DSNZcuW8cADD/DKK6/Qq1evi12lKi1Y7QmQmJhInz59CpVfffXVJV6mMJRle3bu3JlmzZoVKo+MjCxUNnXqVF577TXq1q3LnXfeSU5ODkuWLOGuu+5i5syZtG/fvlTrVVUFqz0BmjZtSpcuXQqVX3HFFYGvgBClUB7HJ1EyEydO5NChQ8THx5OQkMChQ4eKnfb48ePcfvvt/Pnnn3Tp0oVGjRrx008/+YKV06dPx2TKH+yh6zqDBg1i1apVpKSk0LVrV/bv38+iRYtYs2YN8+bNk4vxEnr//feZMWMGDRo04LrrrqNGjRrs27ePlStXsnLlSv773//So0cP3/Q5OTncfffdbN++nY4dO5KWlsaOHTt45513+PHHH5kzZ06hY8TYsWOZN28eSUlJ3H333Zw8eZKlS5eyevVqPvzwQ5KSki71aldY6enpLFy4kJSUFDp37kxcXBwnT57k66+/ZujQodx+++0899xzvullGws9f/zxB5MmTSIyMpKcnJwip5HtrApQolJwuVyqS5cuqmXLlmrr1q2+8qysLJWWlqaaN2+u9uzZU6J5fvnll8put6v33ntP2e12NWDAgELTZGRkqDZt2qj27durw4cP+8qPHj2qOnbsqNq0aaMyMjIuer2qqmC1p1JK2e12dffdd5em+uIcZdWeCxcuVHa7XS1cuDCg5e7Zs0c1b95cdevWTWVmZvrKd+3apVJSUlSXLl2Uy+Uq8fpUdcFqzwMHDii73a5GjRp1sVUXotTK4/gkSm716tXq4MGDSimlpk2bdt59yciRI5XdblezZ8/2oTfkXAAADvZJREFUlem6rkaNGqXsdrtasGCB3/QLFixQdrtdDR8+XOm6Xqh85MiR5bBGldsXX3yh1q9fX6h8/fr1qkWLFqpdu3bK4XD4yidOnKjsdrt6+eWX/ab3lk+cONGv/IcfflB2u13169fPbz5r1qxRycnJqn///mW8RpWb2+0u8vwoKytL9ejRQ9ntdrVr1y5fuWxjocXtdqvbbrtN9e3bV40YMULZ7Xb1yy+/FJpOtrPKT3J2VRJr165l//799OzZk+bNm/vKo6KieOSRR3C73SxatCjg+WVkZPDUU0/Rs2dPbrjhhmKn+/zzz8nMzOTuu++mTp06vvKEhATuvfdeMjMz+fzzzy9upaqwYLWnKB9l3Z6BWrRoEW63m0GDBhEdHe0rv+KKK+jduzf79+9n7dq1Zb7cyi5Y7SlEKJDvf2i47rrrSExMvOB02dnZLF26lPr163PXXXf5yjVN47HHHsNkMjF//ny/z3hfP/74435DtW677TaaNGnC0qVLA+olLvJ169aNNm3aFCpv06YN7du3JyMjg507dwKglGL+/PlERkbyr3/9y2/6hx56iNjYWBYsWIBSylfubbNhw4b5DZm79tprSU1NZf369ezZs6c8Vq1SMpvNWCyFB0BFRUWRmpoKwL59+wDZxkLRjBkz2LFjBy+88AJms7nIaWQ7qxok2FVJrFu3DsC3Ay6oY8eOftME4rnnnsPj8TBmzJiLXq43X1dJlisMwWpPr8zMTObPn8/UqVOZN28ee/fuDXhZorCybs/t27cza9YsZsyYwRdffFHsCZF3nt5lFOTdPtevXx/wcoUhWO3pdezYMebMmcO0adP46KOPOHLkSAlqL0TplPX3X5SvjRs34nQ6ue666wrlGEpISMBut7Np0yYcDgcADoeDTZs20bhx4yKDaR07dsTpdLJp06ZLUv+qwBtU8T7u3buXY8eOcfXVVxcaQhUWFkabNm04evSoL9gCxtDiyMjIItNNeLdVOd6XnsPhYO3atWia5huuJttYaNm1axdTpkxh0KBB503vINtZ1SA5uyoJbzCiYcOGhd6LjY0lPj7eb2M9nxUrVvDZZ5/x2muvER8fz5kzZy5qud6yQJcr8gWrPb127NjhFxjTNI2bb76ZZ599loiIiMBWQviUZXsCvPfee36vo6OjefLJJ+ndu3eh5UZGRhaZ98FbFwlkllyw2tNr9erVrF692vfaYrFwzz33MHLkSL+cIEKUh7L+/ovy5W2L4hInN2zYkB07dnDgwAGSkpLYv38/uq4XO723fO/evUX+kCJK5vDhw6xZs4aaNWtit9uBwNrMO12jRo3Iycnh+PHj2O32InuxFGwzUTKZmZm8++676LrOyZMn+e677/jzzz8ZPHiw7+8q21jocLvdjB49miZNmlzwhlqynVUNEuyqJLw9AQoOVSooKioqoF//T506xdixY+nSpYtfosyLWW5kZCRms5msrKwLzkf4C1Z7AgwYMICbbrqJhg0bomka27Zt47XXXmPx4sV4PB4mTJgQ+IoIoOzas379+owdO5bU1FQSEhI4efIk33zzDRMnTmTUqFHExcXRqVMnv+VWr1692GUWrJsIXLDaMyIigsGDB9O1a1fq1auH0+lk48aNvPrqq8yaNQur1crjjz9eNispRDHK6vsvLg3vOdj52qvgdN7Hou5CBlCtWjVAjh1lweVyMXLkSJxOJyNGjPBdQF+oDUraZnK8v3iZmZlMmTLF99pqtTJy5EgGDBjgK5NtLHRMnTqVnTt3Mm/ePKxW63mnle2sapCfgIWfZ555BrfbzdNPPx3sqogycDHtOWrUKK688kpiY2OJiYmhQ4cOvPPOOzRs2JAlS5bw22+/lV+FxXm1bduWfv360aBBA8LDw0lMTKR///5MmDABpRSTJk0KdhVFCZS0PWvUqMGQIUNo2rQpUVFRVK9enRtvvJF3332XuLg4Zs2axenTp4O0NkIIIQKl6zr/+c9/WL9+Pbfffju33HJLsKskilCvXj127tzJtm3b+PLLLxk6dCivvfYaQ4YMwe12B7t6ooAdO3YwdepUBgwYQIsWLYJdHREiJNhVSZwbfT5XdnZ2sb84eK1cuZLPP/+cJ554IuDb3Z5vuTk5OXg8ngsuVxQWrPYsTkREBGlpaQD8/PPPpZpXVVQW7Xk+qamp1KlTh61bt+J0Ov2We75lFqybCFyw2rM4NWvWpFOnTrhcLrZs2XLRyxUiEOX9/Rdly9sWFzoWeKfzPhbXO8GbCkGOHRdPKcWYMWNYvHgxvXr14plnnvF7/0JtUNI2k+N96ZnNZurVq8fAgQMZNmwYK1asYN68eYBsY6Fi1KhR1K9fnyFDhgQ0vWxnVYMEuyqJc8eNF3T69GnS09OLzK9R0Pbt2wEYPXo0ycnJvn+dO3cGYNWqVSQnJ/vlkTnfcr1lF1quKCxY7Xk+8fHxAJw9ezbQ1RB5yqI9LyQ+Ph6lFLm5uX7L9eYYONeFchWI4gWrPS80PRDw9EJcrEvx/Rdl50L5Gfft24fJZKJ+/foANGjQAJPJVOz03nI5dlwcb4+uhQsX0rNnT8aPH18o12IgbVZwOm9uzoMHD+LxeApNL21WtryJyL034pBtLDTs2LGD3bt306pVK7/rno8++giAO+64g+TkZFauXAnIdlZVSLCrkmjbti1gBDDO5U1k3K5du/POo3nz5vTt27fQP2+up9q1a9O3b1+6du0a0HK///77gJYrCgtWe56P964w9erVC3g9hKEs2vN8srOz2b17NzExMX49KrzLLZjM3Mu7fXqnEYELVnuez+bNmwGKvLOTEGWpvL//omy1bt0am83GmjVrUEr5vXfs2DF27dpFSkoKYWFhgHEXsiuvvJI9e/Zw6NChQvNbvXo1NpuNlJSUS1L/ykTXdf7v//6PRYsW0aNHD15++eViE10nJCTw888/k5OT4/eew+Fgw4YNJCQk+AWV27VrR05OTpG9773bqhzvy8bRo0cBfG0n21hoKOqap2/fvr7g04033kjfvn1950mynVURSlQKLpdLde7cWbVs2VJt27bNV56VlaXS0tJU8+bN1e7du33lR48eVb///rvKzMy84LwPHDig7Ha7GjBgQKH3MjIy1DXXXKPat2+vDh8+7Df/jh07qjZt2qiMjIxSrl3VE6z23Lp1q8rJySlUvnTpUpWcnKzat2+vsrOzL3Ktqq6yas8NGzYUmvfZs2fVo48+qux2u3rqqaf83tu9e7dq3ry56tatm9+8du3apVJSUlSXLl2Uy+Uqq9WsMoLVnps2bVJOp7PQZ95++21lt9tVjx49lK7rpV09Ic6rpN9/Uf6mTZum7Ha7WrhwYZHvjxw5UtntdjV79mxfma7ratSoUcput6sFCxb4Tb9gwQJlt9vV8OHD/fYp3vKRI0eWz4pUYh6PR40ePVrZ7XY1dOjQCx57J06cqOx2u3r55ZeLLJ84caJf+Q8//KDsdrvq16+fcjgcvvI1a9ao5ORk1b9//7JbmSpg27ZtRZ5Tp6enq969eyu73a4+/vhjX7lsY6HL2wa//PJLofdkO6v8NKXOCUGLCmvt2rU88MADWK1WevbsSVRUFMuXL+fgwYMMGzaMQYMG+aYdPXo0H330ES+++CK33nrreed78OBBOnfuTGpqKjNnziz0/ieffMLIkSOJj48nLS0NTdNYtmwZJ06c4OWXXw54mJzwF4z2HD16NCtXruTaa6+lTp06KKXYtm0bGzZsICwsjMmTJ/vdHU4ErizaMzk5maSkJFq0aOG7e98PP/zAn3/+SdOmTXnvvfeIjY31W+6bb77J66+/Tt26denevTs5OTksWbIEh8PBW2+9RYcOHS7Z36AyCUZ73nPPPezevZu2bdtSp04dcnNz2bhxI9u2bSM2NpZZs2ZJUlZxSZTk+y/Kx/z58/npp58A2LVrF1u3buXqq6/29ULo0qULXbp0AYzeJbfffjtHjhyha9euNGrUiA0bNvDzzz+TmprKjBkz/IbSeTweBg4cyKpVq0hJSaFdu3YcOHCA5cuXU6tWLebPn1/qXKBVzeTJk5kyZQqRkZHce++9WCyWQtN06dKFZs2aAUbe2379+rF9+3Y6duxIixYt2LFjB9999x3NmjVjzpw5REZG+n1+zJgxzJ8/n6SkJDp16sTJkydZunQpYWFhfPjhhyQlJV2Sda0Mnn/+eRYsWED79u2pW7cuERERHD58mG+++YacnBy6d+/O66+/7ttuZBsLXd5zsLlz59K6dWu/92Q7q/wK72lFhdWhQwfmzJnDpEmTWLZsGS6Xi6SkJB599FF69epVbsvt3bs38fHxTJ8+nUWLFgHQokULxo8fz/XXX19uy63sgtGenTt3JjMzk61bt/L999/jdrupVasWffv2ZcCAATRp0qRcllsVlEV7/vOf/2Tjxo2sWrWKzMxMrFYrTZo0oX///txzzz2Eh4cX+sygQYNITEzk3Xff5YMPPsBqtXLVVVcxdOhQrrzyyrJezSojGO3Zq1cvvvjiC3755Re++uorAOrWrcu9997L/fffT+3atct8PYUoSrDON0S+n376yZeLxuvnn3/2Da9JTEz0BbsSEhKYN28er7/+Ot9++y1ff/01devWZciQIQwcOLBQziiz2cybb77J9OnTWbx4Me+88w6xsbH06dOHYcOGyUX4RfAOV8vJyWHq1KlFTpOYmOgLdkVGRvL+++8zZcoUvvjiC9atW8dll13GP/7xDwYPHlzoAhzg2WefJTk5mblz5/L+++8TGRnJDTfcwPDhw2ncuHH5rVwl1L17d7Kzs9m4cSPr168nNzeX2NhYrrnmGm655Rbfj/teso1VTLKdVX7Ss0sIIYQQQgghhBBCVBqSoF4IIYQQQgghhBBCVBoS7BJCCCGEEEIIIYQQlYYEu4QQQgghhBBCCCFEpSHBLiGEEEIIIYQQQghRaUiwSwghhBBCCCGEEEJUGhLsEkIIIYQQQgghhBCVhgS7hBBCCCGEEEIIIUSlIcEuIYQQQgghhBBCCFFpSLBLCCGEEEIIIYQQQlQaEuwSQgghhBBCCCGEEJWGBLuEEEIIIYQQQgghRKUhwS4hhBBCCCGEEEIIUWn8f5xZQFwxNKQWAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_pair(trace_mh_centered, var_names=['α', 'β', 'ϵ']);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Looking through the plots there's a couple things to note.\n", - "\n", - "Metropolis Hastings is less effective at sampling than NUTS. This is indicated by:\n", - " 1. The Metropolis Hasting trace plots looking \"square\" when compared the NUTS traceplot. This is due to the sampler getting \"stuck\" at a value.\n", - " 2. The kernel density estimates of each chain have \"squiggly\" topologies\n", - " 3. The effective number of samples for Non Centered Metropolis Hastings is 1\n", - " \n", - "One thing to note though is that Metropolis Hastings does sample faster than NUTS. While the results aren't great, credit is due where it's deserved!\n", - " \n", - "Diving into the problem further, we can see that $\\alpha$ and $\\beta$ are linearly correlated. Metropolis Hastings does not sample well when toplogies have such shapes. We'll talk more about this in Chapter 8, but for now note how centering x helps somewhat with the Metropolis Hasting sampler, as centering decorrelates $\\alpha$ and $\\beta$ parameters.\n", - "\n", - "The biggest takeaway is the effectiveness of NUTS, regardless of topology in these two cases. This is not to say NUTS can handle anything you throw at it, there are some topologies that are hard, but by and large NUTS does quite well in many situations." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 7\n", - "***\n", - "\n", - "*Use the howell dataset to create a linear model of the weight ($x$) against the height ($y$). Exclude subjects that are younger than 18. Explain the results.*\n", - "\n", - "Let's import the dataset and create a mask for people older than 18:" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " height weight age male\n", - "0 151.765 47.825606 63.0 1\n", - "1 139.700 36.485807 63.0 0\n", - "2 136.525 31.864838 65.0 0\n", - "3 156.845 53.041915 41.0 1\n", - "4 145.415 41.276872 51.0 0" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "howell = pd.read_csv(\"../code/data/howell.csv\", delimiter=\";\")\n", - "howell.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "age_18_mask = howell[\"age\"] > 18" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A good first step before diving into statistics is to look at the data and ask if it make sense. In my experience, taller people tend to weigh more than shorter people. Let's check the data to be sure." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "howell[age_18_mask].plot(kind=\"scatter\", x=\"weight\", y=\"height\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When looking at the plot above this is with consistent our expectations. As weight increases, height increases as well. From visual inspection, it looks like a linear fit with some noise is best. In this case we will assume constant variance. Let's create a model:" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "height = howell[\"height\"]\n", - "weight = howell[\"weight\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:14<00:00, 347.37draws/s]\n", - "The acceptance probability does not match the target. It is 0.8949160386428021, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "100%|██████████| 2000/2000 [00:02<00:00, 105.64it/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as over_18_heights:\n", - " α = pm.Normal(\"α\", sd=10)\n", - " β = pm.Normal(\"β\", sd=10)\n", - " ϵ = pm.HalfNormal(\"ϵ\", sd=10)\n", - " \n", - " weight_shared = shared(weight[age_18_mask].values * 1.)\n", - " μ = pm.Deterministic(\"μ\", α+β*weight_shared)\n", - " \n", - " height_pred = pm.Normal(\"height_pred\", mu=μ, sd=ϵ, observed = height[age_18_mask])\n", - " trace_over_18_heights = pm.sample(tune=2000)\n", - " ppc_over_18_heights = pm.sample_posterior_predictive(trace_over_18_heights, samples=2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(trace_over_18_heights, var_names = [\"α\",\"β\", \"ϵ\"]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Looking at the traceplot it looks like the inference engine was able to explore the posterior adequately. Let's plot the regression and the hpd." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Weight vs Height fit and posterior predictive checks')" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "\n", - "ax.plot(weight[age_18_mask], height[age_18_mask], \"C0.\")\n", - "μ_m = trace_over_18_heights[\"μ\"].mean(0)\n", - "ϵ_m = trace_over_18_heights[\"ϵ\"].mean()\n", - "\n", - "ax.plot(weight[age_18_mask], μ_m, c=\"k\")\n", - "az.plot_hpd(weight[age_18_mask], trace_over_18_heights[\"μ\"], credible_interval=.98)\n", - "az.plot_hpd(weight[age_18_mask], ppc_over_18_heights[\"height_pred\"], credible_interval=.98, color=\"gray\")\n", - "fig.suptitle(\"Weight vs Height fit and posterior predictive checks\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From visual inspection the average parameters of the fit look quite good, and the 98% interval of the posterior predictive checks covers most of the distribution. Overall, it looks like a linear fit is great for height vs weight for people over 18!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 8\n", - "***\n", - "\n", - "*For four subjects, we get the weights (45.73, 65.8, 54.2, 32.59), but not their heights. Using the model from the previous exercise, predict the height for each subject, together with their 50% and 94% HPDs.*\n", - "\n", - "*Tip 1: Check the [coal mining disaster example](https://docs.pymc.io/notebooks/getting_started.html#Case-study-2:-Coal-mining-disasters) in PyMC3's documentation.*\n", - "\n", - "*Tip 2: Use shared variables.*\n", - "\n", - "Using our previous fit, we can generate predictions for the height of people with various weights:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "weights = (45.73, 65.8, 54.2, 32.59)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 2000/2000 [00:02<00:00, 885.08it/s]\n" - ] - } - ], - "source": [ - "weight_shared.set_value([45.73])\n", - "ppc = pm.sample_posterior_predictive(trace_over_18_heights, samples=2000, model=over_18_heights)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ppc_first_col = ppc[\"height_pred\"][:,0]\n", - "az.plot_kde(ppc_first_col);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The reason we take the 0th column is that, in the current version of PyMC3, `pm.sample_ppc` returns an array of size $samples x observed values$. This makes total sense when you want to do posterior predictive checks, as you want to check that the simulations/predictions have the same size/shape as the observations. But when you just want to make predictions at values other that the input data, that restriction does not apply. In summary, I consider this a limitation of the current implementation of `pm.sample_ppc`." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 9\n", - "***\n", - "\n", - "*Repeat exercise 7, this time including those below 18 years old. Explain the results.*\n", - "\n", - "Let's take a look at the data again, now without the age limit:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "howell.plot(kind=\"scatter\", x=\"weight\", y=\"height\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "By removing the age limit we notice a different trend. At lower weights, a single unit of weight generally corresponds to more height. At higher weights however the height still goes up, but by a lesser amount. There also seems to be more \"spread\" in the higher weights, than in the lower weights.\n", - "\n", - "Intuitively again this makes sense. Weight is a proxy for age, and when born the variability in height and weight is smaller than for adults. Additionally children tend to grow in both height and weight. Once humans reach adulthood, the height is mostly fixed, and the weight unfortunately changes all too easily.\n", - "\n", - "Another thing to note is the shape of the distribution: it no longer looks linear throughout, but instead looks more like a curve. We could use a square root linear fit, like earlier in the chapter, but we instead will use a logarithmic fit. We will also model the noise term to be correlated with weight, as heights seem to vary more when weights get higher." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [δ, γ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:15<00:00, 332.59draws/s]\n", - "100%|██████████| 2000/2000 [00:02<00:00, 947.82it/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as heights:\n", - " α = pm.Normal(\"α\", sd=10)\n", - " β = pm.Normal(\"β\", sd=10)\n", - " γ = pm.HalfNormal(\"γ\", sd=10)\n", - " δ = pm.HalfNormal(\"δ\", sd=10)\n", - " \n", - " weight_shared = shared(weight.values * 1.)\n", - " \n", - " μ = pm.Deterministic(\"μ\", α + β * tensor.log(weight_shared))\n", - " ϵ = pm.Deterministic(\"ϵ\", γ + δ * weight_shared)\n", - " \n", - " height_pred = pm.Normal(\"height_pred\", mu=μ, sd=ϵ, observed=height)\n", - " trace_heights = pm.sample(tune=2000)\n", - " ppc_heights = pm.sample_posterior_predictive(trace_heights, samples=2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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49dNJnXUbetqckW4VlqW572+as8/RXHr/p7h2yf8D4BP7/Im7zrmOD76PIX+6l0go3nm84obrDW77g+L973NHc3zpZbj8Cs2FX9IsfmnsXHwFQRAq4b777osIXTNmzCg5/dlnnw3AjTfeSDabDd6fN28ec+fO5aijjmLOnNK/L+LsEgShGCtWuv+uWz/8y1aeswuzNv9mHxeoIoPRCoIwQIzmpZibF6N6to90U8pGyhgFYbSQ7aH+7xdhbnsVXTeV9Fm3oWeMfNDASy9rbviFZq3nFN9nDhx94cdJTaqh/j/fpeblP0HtJLLvuHjY2rTfvoqrvqO46HOuCPfAg7BsGXztEs3RR2ku/JziwAOkvFEQhPHBvHnzuOqqq9Bac+SRR/KXv/ylYJqDDjqIk0/OB/6+/e1v56Mf/Sj33XcfZ5xxBieeeCKtra08+uijTJw4kauvvrrf5Tqh/mOlYldXl2b7dthzTxlYRBDGGyMqfgdiVzL/nji7BGHIUXbGfWFlRrYhFSBilyCMBnJp6v/+BcwtL6FrJ5M66484s/bv/3tDSEuL5te/1Tz+hPv35Mlw4ecUp/6Pm61l8xHSVoa6J39AzfzfoWsmFIzSONTMnq348hcV53xMc8ddmgcfggULYcFCzbvfpfn8BYo995ROliAIY5umpqagVPuee+4pOs0ZZ5wREbsArrnmGg444ADuuece7rrrLhoaGnj3u9/NJZdc0q+rK06lecIvLHD/tW3Yb7/KvisIwuhmRI2efhmjmQRluEJXHxlQ4uwShCoSqNxjx+otYpcgjDSOTd0/v4m5eRG6ZiKpj/wBZ/bBI9ccR/O3v8Mtf9CkUu7gNqd9GD5/gWLKlKhwZB32CTLZHmrn/i+1z/4cXTMR660fH/Y2T5+uuORixdkf1dx6m+Y/j8NT/4VnntF86EOaz3xKMXu2iF6CIIxNzjzzTM4888yKv2cYBueddx7nnXfeoNsw0FvbruIDQgqCIAwM39llJNHKRGlHyhgFYTjwz7MxlLkm5k5BGEm0pua/Pyax+nG0mSR1+k04u75lxJqzqVHzlYs1v/iVK3Qd8mb4w82Kyy4xCoQun9zRnyd7zEUA1D5xDYml/xjOJkfYfTfFVVe6mV7HHQu2Aw89DOecp/n9Hx16e8fOkwhBEIRRxQAvn9LZFAQhQqoNc8PzmBueq7weUmuUY7mvzaT7RBYinW8nVH8tZYyCUEX882wMhXjKJUAQRpDki7e5mVdA+oM/xdmj9MhYQ4Vta/56r+b8CzSvvAr19XDZJYqbfqU4YP/+HVHZ4y4me9i5KDS1//4O5urHh6HVfbPvmxQ//bHBTb9SvOUQyGTgjrvg45/U/ONhjW2PnYu0IAjCSPH2o5M01LuvKy1j9OlP7JKRdAVhJ8KxSWych0q1oVLtkOut7Pt2aNQMv4wRImKXZUHS7mRazxISTk8VGi1UC23I04/RRlOTZskr5faNxl4Zo4hdgjBCJJY/Qu0zPwMgc+K3sPf/wIi0Y/16my9/TfPrmzTZLBx5BNx1m+L00xSGUWbpn1Jk330FuTefgdI2dY98A3PjvKFteBkc+hZXsPvhNYrdd4MdbfDT6zWf+Zxm/oKxc6EWBEEYCWbMMAKxaqBXzL7ELsdxb7CfmQvZrFyPBWGnwM5FXSGVit1+XpdhukKXL3aFrlCWBZNTq5iQbWTa9v+OKRfKuEeFfhBkv4wKXlsKzdthU2MZEwfOLiljFAShBOamBdT++woAsod/itwRnx72NmjtupzO+lg7r70ODQ3wrcsUN1yv2HXXAeRbKYPMe6/B2u99KDtH3YNfwdjycvUbXmmzlOLEExR336H42pcVkybB2nVw6eWab3zTYdUqa6SbKAiCMGoxCo0TFdGX2LVipXuDnc1Ct+R6CcJOQuxCUumFJZTXBQRljCrs7LJBkb+3U51bKm6lMESEnV2O3H+PJnLZMibyBEolYpcgCH1htKyi7h9fQdk5rP3eT/bEbw17G9rbNd+5SvPT6zWpNBxxONx1u+LUUxRKDSLI3UiQ/uDPsPZ6ByrXS/3fL8LYvrJ6DR8EyaTi7I8q7vmT4mMfhUTCHbnxzLM7+Mn1Dq2t8oRJEAQhjv+T4FRwibSs/MTFxK5cTrN5c/7vSuY93lGtq1Gdm/ufcBzgOJo1azXt7XIA7DTE3Tx9jKLYF8pzdmH6YlehGm9b4Kia4G3VvXVATRWGglAfQ8Su0UVZ3T8/oL761+xsVrNylaanp7rzFrFLEIYR1bWNur9fhMp0Ye9+BOkP/iRkwR4eFi7SnP9ZzbNzXcHnm99o4IbrFbtUa7TCRA3pD/8Se7e3oTKd1P3fZ1FtG6oz7yowebLiq182uPt2xYknuDk0Dz0MHz9Xc8ddmnRabroFQRB8gvznCi6Ndqj/Wuz5SVtbtCxyDD0kHlpS7ZjbV2COAld0MVpaNJlM9X4jGxtdp/XCF6s2S2G0E7uQVOwQsT37SYHYFS1j9OerAZXpGkhLhaEgvL9F7BpVZDKwZq0mlytxjQ/2X/X7Sk1NsGEjrK9yl1HELkEYLjLd1P39IoyuJpzp+5D68K8hUTtsi89mNb+6yeGSyzStrbDXnnDLbxWfPr++/Gyuckk2kDr9d9izDsLoaaH+bxegupqqu4xBssceih9eY3DnbZM56EBIpeD3f9R84jzNv/6jI6P5CIIg7KwEYlVFzq7QH0W+t2NH9G+JbnFRlYZ1DyMbNmheWgKvL63ePDs6qzcvYYwQF7cGWMaoY2WMEWeXDf6FR2tQ2R5R1EcNoYu9iF0jTtiF3bTVffgw9zlY/JKmubnID7N/HjmVOTLLIePp2JlMdecrYpcgDAd2lrqHvobZsgKnYSapM26B+qnDtvh16zUXflFzz73u36efBn+8RbH/flUWucLUTSb9kd/jTNsbo3ML9feePypzE444PMnNNyn+33cVu+ziZshc+yPN57+geell6YEJgrBzM7AyxvzrYl9rjYld8mzBYwg6ENVi5Wr33/i+Gwz26F1dYaiIi04VDvOq7L7LGHt6NG3t2nV24R5cgZCekWDAUUFo/ysRu0acYtdgy3av88tWFPnCEP5WZz2xy6ryYSFilyAMNVpT+5+rSGych042kD7jd+gpuw/b4h/5p+ZzF2lWr4GpU+C6Hykuu8Sgrm4IhS4P3TCD1Fm34UzZE6NjE/X3fgrVMfqySAxD8b6TFX++U3HR5xUNDW548le/rrniSoeNm6QnJgjCzslAAuojYpeOf6bpTbmvJ0+qfN7jGj06O3+9vdX9DbQsTWOjmxkq7GwMLrOLeGaX15XNZhwWLoJFL7od9Xh5pMpKKeOoILz7RewacUoJS8V7iUM3GmMuF/23WojYJQhDTM3zvyC57B9oZZI+5QacXd48LMtNpzU/us7hxz/RZDJw9FFw+62K448bepErjJ60K6mz78SZuhdG52bq7/sUqqOc8W2Hn9paxXmfdEPsTz8NTAOefQ7O+7Tmxl86dHSI6CUIws7FQDK7rFD/NX5P7N9cGwqSXn9VnF0uyi6hEhbBaFmFal0zhC1yaWmN/h0ufRkIy1e4rgEZhXPnoyCjq9IaZt8JphLu1z01fs1qm5x3+jRvB19VsXHjQpQ4u0YJof1vi9g10pQSuxoaCt8Lzl8RuwRBAEi8cg81828GIHPy1dhzThiW5W7Y4JYtPvov96n8hZ9TXP8TxcwZwyt0+ehJu5D66B2hksZPodo3jUhbymHaNNf9dsdtiuPe7tp87/8/+MR5mocfkTwvQRB2Piq56pUqY/Q/M828a2woSyPGFBGXSz8bxc5htKzE3L4csj1D2iwr1vlID9KR1dJS+J6uVPTQOshvEsYQBWJXpbWs3nHi384qA8fR7GiLObm85WQTk903JKR+VKDC57mTQ+1YJ/tmBCkmdgWO62KXZP/NIRC7sr7YZQ3g96AEInYJwhBhrn2K2ieuASD79i9jveWsYVnuY0+4ZYtr18GM6XDjzxWfOldVP4S+QvKC1xyMribq7zvf/ZEbxey9l+Kn1xnc+HPFPnPcMN3rfqb50lc1q1ZJ70wQhPFPuIxx40bNvPmabLb09a+UQcnPCEkkBpYHNq4JZ3b1d7Mfzr7pKaIeVRE71q9JDzJAuK6uyDIq1DzM9XNJrPoPWNnBNWYwSP1t5cSP60rFruD73sVDGdh2XkTZY3f/U3ff2Mo92JRX/tjRoenslAvOiBE6Z4zOJszmpZjbXh/BBo0THBtzw3MY21dW9DWryOk3c6b7b8FP0BCPJJMLXcqrmdslYpcgDAHG1lepe/hSlHbIvflMssd+eciXmclorr/B4fs/cHMwDn8b3Pp7xeFvG1mRK4yeOJvUR2/Hmb4PRlcTDX/9BMaWl0a6Wf1y5BGKW3+v+PIXFfX18Nrr8NmLNDf+yg1EFQRBGK+EyxhXrHJLz/obGrx0Zpf7r5kYWB7YuCacYdPfRgmJBKp3aMWueIZ4ZpDOrmqIXSrjDuWoUq39TDk0GM3LMFf9Z1DB593dmnR6J7uHKBC7Kl1/b5TFYJhYheO44lbChH3muCXS/nSWV8aIbWHbmgWLYP5CsO2dbLuPRvwcNSs1su0YB6iurahUO0brqoq+V0xUSroVwkVOzdAbVf7RdhwdEd6qWcooYpcgVBnVvpG6v38BZaWw9jqezMlXh8ZuHxo2b9F88auaBx50F3X+eXDD9YoZI1S2WAo9cTa9Z9+FvctbUOl26u/7DOaaJ0e6Wf2SSCjO+ZgbYn/Su92b//v/5uZ5vTBfbpoEQRifFHNf9dc/tUoYlPzPEqY4uwqIBDb35+zKf656Wof0qXtc7Bq0s6u28L2KxK6wm8usGVxjBohK7UA5diC6VUomo5k3380FrYR0WtPWNpZPmFi5YT8jkC55RbPoRZ0vayri7HKPT4dEws1e3fdN+TJGx/COD8eKHGPVHvEtTCajWbtOk8mM5f00OFTbhsLyxNg1Ktj38TppoXLC3b0KhKhisWl9ZmmG51tlsSsubonYJQijlVQb9f93IUZqB/bsg0ifemNoxJih4YX5ms9eqFm5EqZMhp9dp/j8Zw1Mc/QJXQEN00mdfTvWnBNQdoa6f3yVxCv3jHSrymLWLMU13zO44XrF7ru5QaiXfUvzo584dHXtvDc2giCMT4oF1PdXFV/K2eV3OMOZXXExZWcl0vHXlO5QhKZVTg5yvUPWLjskUAJkBil2FaNYOU3fE+etZVpVvyujelsxN84vnYXmb/8BioxdAzSEPfscLFpMZfcb2R6Mra9F1qetXY/MPUtBZlffx7jWmubt0NYeHszAz+wqLGM0veNzr70UB+zr7h8bX+zKRXbVUIpdi1+GNWvh9aVDt4zRjOrZjrntNRLrninLraqc3PDYe1NtGI2LhjzjcERQZv51rnynXFFnl//8oITYpar8cCUbq0YXsUsQRiO5FPUPfBGjfQPO5N1In/47qJkwZIvTWnPn3ZpvflvT3Q1vPhhu/YPi7ceMYpErTLKB9Gm/IXfIR1Daoe7xq6l57hdDXhNeLY46UnHHrYqzz3LvuR79J5z3Gc3z88ZG+wVBEMrBKCJ29acvlFXGGHJ2SUC9h5O/wzcbF7iu575C2Ac7ql0lzfIW5Y/ONdiA+mItrcTZpUJi11Cst7nxBVRvC0apkS4DsWuAnfRQs8stqQs7hXoq6K+bjYsw2jdgbloAQCqlWfQivLCg/HlUjYIyxr63X8SJVXB8+GKX8qZznV35T70yRuX23FXsPBpKscsX5lp3DN0yRjUhR1fkHCp1rgzDYBOJDc9jdG/DHOn4FO1gNC1BdTVVcZ7hk6X8pxHx88pQBKJxwUOo8Klb5euuOLsEYbTj2NQ9+k3MpiXo2imkzrgFPXH2kC2ut1fz3e9pbvmDRms47VT41Y2KXWaPEaHLx0iQee8PyL7dzTSrmf87ah/5xpA+oa4mdXWKr33F4De/VOyxhzvC1OVXuC6v3l7pvQmCMA7wSw1DN8XGIMQuCagvQajDp9IdKCvTtwuhAodMUTJdGJtfLGsktKqLXUX2d2VljPkGqGo7QlLt+deG2fd0enBiV7gjWY7w8trrmmfmhppWQQ9OZV31RXn3Vm3tpaYeYio4bsPHRPB7ipkjAAAgAElEQVTaP3giozG6x0FY7PLLJQNnF6BDM8wNodi1sxMWo7PNjaH74RIX+goEmjCbGjVzn9cV3XMPtPS4Wqi2DRgdjZibF1dvpmGnr1X+BTp+7Ukk8qdWYWRX+Fyt7nU3K2KXIIxitKbmqR+RWPME2qwhdfpv0DPeNGSL27hRc+EXNU8/49ZVX36Z4puXGtTUjDGhy0cpssd9hfR7f4A2EiRX/ov6v56L6tw80i0rm0Pforj9D4qPn513eV1woWb5cunBCYIwtvE71eHOYX8dbbtUZlfI2SUB9TGKuBuUXXy0wQKRp8KNaG6ch9G1FbNxYZ/TtLVpXn1Nk/KqYiZ4ZvVUenBDww9W7FK5cGeuur+zRkdj6I8SYlfQuRzYwVtUyOmDbFbTtDW2+EGcM72h54nOcCvNFRy34XXMj9RWJLNLu04uM7S7DF/s0vkoESfUsx9KZ5fPGL0rHzze+ek4mhXLbZ6b510vSlwz+rrOlVxMTrN8BaRSFJwfJRnhCpJKxKiyiTi7Bi52lR44ZugC6gucXTIaoyCMHpKLbqVmyZ/RKNIf/CnO7kcM2bLmPq/5/Bc16ze4Q8P+6kbFh08ZHz+n1lvOInXWbTj10zG3L6Phro9grnpspJtVNnV1iq98yeCXNyhmz4LGRrjoy5r/e0APqlMgCIIwkvi/MOGb0cEE1Ffb2aW1ZsFCzSuvVj4TrUfXaHjKKXKHX24ZY4Wij1/WpYrku6ieFlTbOhYthq3boNszlzU0uMeD4xRmrFRCNZ1d1e64RlwfJTp0Sg8us8sqWaIXpdi2qWh7xQZJCpdADn9eXmx7lQioD69jcP0pCKgvXsboL8fGRBveB3aOGd2LmNG9aFgy0Yd4bKpRi/JGV/T3C3gCa6lzxa7c2bVpU+VtGxUMxYFRJWeXoUr8LkcC6qtcxhjP7BrE70scEbsEYRAklj9C7bPXA5B917ew93//kCzHcTR/vM3h29/R9PTAoW+BP96sOOTN4+uX1NnjSFKfvA9710NRmQ7qH/oatU98P3hKNBZ422GK2/+oOPEE94f+f2/U/PgnO/eoPIIgjF38fC6r/5zhAKdMZ1ex8PtK6eqCjk7Y1lz5d5ctdwO/d+wYBddnxy6+YftyPMSmrWY5n7lpPua2pdTkWiPvJxJQV+++7q1C2sCb9oHZs9zXA87sqjZhwbEvJUg7+YN2gNs9LB73t+7FXEh2BYvVKupQ6w3pm8MudlWQ2RVuW77MKRpQr5WBY7vHf+Ds0hqltPdSgSd2qd5W6nPbqM9tw04NcISAMlHaYkJ2Q0Vh4cOB0bwUc+V/hjYuxFtnDShP7HIHZAjtu3jw4wCcXeFrfjXL3sYiKmKDLP/6GL/2qJDYVRhQP4TOLu8aV8xJPlhE7BKEAWJunE/tv64AIHv4+eQOP39IltPdrfn2lZrb7nD//sgZ8Iv/VcyYMb6ELh89eTdSH7uL7JGfBSC55K/U/+VjqNbVI9yy8pk8WXHt9xVf+oLCMODRf8GXv6bZum0UdKgEQRAqwL/xDXcm+nNilXyAH3J2FQu/73ue/U9UaUnW5i3uv2vXVfS1oaGYq4sS5T061ksZYOcjcL0UIaGjnSbTgAZf7BpEH97vlyUS+TDkgTu7qqzWlDF6XMRFMcDl26HF9Lfu/uf19bDbG8r7ToSQsOA4mt6Qs2vYjeeVZHaFxS7vNFAFzi7TzewKO7u0EzhSHYxgVHSjJ6SO9A5tenxDtpFpva+RWPMkZIZWWANXyDO2vd7ndcTH2LEO5eQwdgzRRU87btYg3q719ld3N8G+1spAmzWRr6kKrXZa64jgPrbEriHov+n8fh+MswtKjZIcFruqe+Hwr2d1te6/ktklCCOMal1D3UNfRTk5cvt/gOyJlw/Jctatd8sWn58HNUn4zrcUl1xskEyOT6ErwKwhe8JlpM78A07DDMyWlTT86aMkX7q7pOV9NKGU4hMfV/z8p4rJk2H5CvjchZrFL4ngJQjC2MEXu6wyDC/FPu+zjNHM98H7m58fzp3L6ZKduYG6VCoJ+x4y+ipX7Evsiq/sQDsf8VyqkPigY50yw3AFFyDI8RoIOmTwSAxE7BrCzK6ICtWXEBMp5xnYYiJljP24GPxpTdMVHKHCYz0kaKZSUbF6uJ1dgTjonfylxEKnVBmjf/FQyhPFdEjssvOuUYzA2RYWu1SqLf+6ZzvmqseqOjqe6WSDNhgtKwon0E5VRTBz4wsYbetR7Rv7nig82EXoOprJ6Oplt8WcbAo3q8sVu/xlGJCojX6vwjLG+HE8tsSuISB8sgxG7FKA1tRnN6Oc2HzKDKgfSHSLfx2q8TTQin4P+mE0/LwLwtgi1Ub9A19EZbqwdzuczAeu638c9gHw3POai76k2bQJZs+Gm36l+NAHx7nIFcPe+x2kznsAa693oKw0tU/9kPq/fAxj62sj3bSyOepIxR9vVuy3L7R3wCWXah5+RAQvQRDGBkWdXRWIXfFpIwH1ZTq7mra6zo6OFUtJrPw3qre16HSVdNxzufxChyxbJ5fGXPs0qhwXhVOh2FXgkOn/d2XtWs3CRRrbDk0bF7tCopuOdROMkLNrMGKXj2IAzi7toJwKAuQqbVNk3n05u8I9xIGpRdYAnF0JM7+7KnruF7pHjWetDb+zyysv9Fck7lAMYVv5xjVvh+fnabI5XyzzPgiPxhgpY8x/rg3X2RW+PiQ6G1E9LQAYzctQdra6o+ORd5cVc9oYm18kse5pVFclyer9UyroXaXzw3D6I3R2drkPEpYuy0+XyVQ2umGAYweOsahzS9PV5f7rLhyIObsqLWOMO0vLyhAcgr7awBg9mV3xURAVUNO8mBk9LzO5Z3n0Q92/s2vxS5p5L1Tusvavcb7YFc8xzGQ0be0Du1iNlr0uCGMDK0v9P76K0bEJZ8obSX34V4VPJwaJ1po//9UtXezthcPeCn+8RXHggTuX0OWjJ8wkfeYtpE+6Cl07CXPb69T/+Wxqnry2rCHTRwNveIPit79WvO9k15Z/3c80d9wlwfWCIIx+fEGqVOh8nFL3uZGA+jJcKpbX4a3NtdDQ63akVM/2/LJKCGulSIX6A0M1MpvRvh6V7cZsXtrvtFY6zcpVmq1boxuv785rfGX7X/k169yHLlu2hKZVsTLGkJCjYvM0zbyzK1xC1NyseXFx+dmUYWdXxWJXgbOvir+j8XmX5exywM5iNC+t6J4kktnVn7MrJBAPqOwzJGiGBSQYmLNrUC4gf9t5AlSpbVzX+Awzu+cHb/X0Qmtr4WiMtl1Yxgh5sdYJHePau+jYjptNR6YrKrxU6b7M0DYod1utXWOzbn10vka36zIz2jYMfmEhp6Mu0SdRqbzYRaYLtGaLN/B509b8fn3pZXhuniuEVYJqW4fR7q1PzYTg2FLYpDNg57yDtmgZY2XOLv/6U0nZmy41uupYR8d+oMs4ji1LF5z/Sasds9sVYOszcadj6cwurTWtO9zzdEdbwccu2Z6iLmb/epZMRv/2mfs8LHqRAQleInYJQrloTe1jV2FufhFdO4nU6b+FhulVXUQ2q/nRdZqbfqfRGk49BW64XjFt6s4pdAUoA+uwT9D76UfIHXgKCk3Ny3+i4fYPkVj6QPUzO4aAujrFVVcqzvuk+/fv/6i54RexJ+yCIAijjGKup/46yKUGbfI77uHRGEvdl/sOosnplRG3RrH5VyR2hZwBGU9PymQ0c5/TrF7jznT9Bs3SZUNT3hOntyNNJuOG7Uewyi1jLH/l7bANIl7DGeqIqJjrpq8yxiWvup2bFSvLW344dsk03LD3gYhduZymra2Kv6Ex1anPErtIrpfG2Poaxo51JNY/W9Zient1xIlS7miMiUR+d/l5Vlq7jgfLKrEdQueLFVN2ByJ2hc+5iu9OA7HLt6j10YB0B2S7qcu1RN42VTSgHqXcWUQC6h2UAh2E2OfFrpw5ma66fQIjjLLS6JoJoeWGBKFBoHBLKVMp6OywWb2GAsELQJt9Z+aVvaxcOIStxHTpjvxrx4ZcLzUhbcy/9nR51ZXrKoz1MsIPIabtFWqT26hsNnTiJwbp7PLErilT3H+zEeexGxniX8fzDQxt65F82DwEXToVt3rGHZPha5adw2h6BWubu4OToc1Sl9senFqZxJTIQ3lV6oedqEBV1GmX6yWx9r+Ya/9b8FF/ZYz+5219iWglELFLEMokueBmksv+gVYm6VNuQM94U1Xnv2OH5uJvaP75b/dm5utfU1x+qRr/+VwVoCfMIvOhn5E661acaXtj9LRQ968rqP/TWZgbXxjp5vWLUoqLPm9w8VcVSsH/PQDfu0ZGahQEYXSiu5qLVn6U6iBrrSPOrr4yu8otY0ynAW1TY3Xkpwvd2IfbUonbJSJ2ecaIdetcx9e69e7fq1a7IfYDHq0xJJ6oVOlAbJ1znQ0F5Wl9dAILhJgKOm86PK57bGeGy/gUhWJXXZ37OmdR8LCmrFKiUFMNq4epTf9mWu8r5e+70DZdtRpef92hublKv6HxUtI+xC4Vc3YF+7aMfdDaqnluXl5QgPJHY4xndjmO5uUlruNhVakxfMLicExZG6zYNWB84aGvMkatiy4nv63yzq7CgHq/jNFdb1/schzIGRPpqD+ItDGV4M3Q/lRVCq5XXki+W2Lp7sC1az3BJ3z8qCq4jcLZXyXKQiOZXYDKdEVcra2x6vDm7RW4+LQTOMesOSeiJ+/ujoSJl9sFaH9eykCbrsqmkw3ue/0E68fxxa6pntjlOPnrUXc3tO6ADfH4svCPWV9l4+WSasNoWTX4k6FaoluBuBU6ptvWu+X/nVtcUXjDXIyOTegtruO4NiR4moadP7W0E21eBWJXukglpZ+Tp+xswbU1ELs8Z1ckgiwk5NcOoJhKxC5BKANz5b+ofe4XAGRO+i72Xu+o6vxXrXaD6F99DSZOgOt/ojjrTIUasiCRsY2957H0nvcgmeO/ga6ZiNm8jPr7P0Pd378wJkZt/OhHFFdfpUgk4L9Pw2Xf0vT0iOAlCMLoQjevKPoQulQHub/c9Iizq4wyxlQaauwOFKEb73CI+gAHiEqHxC5Hu53QdB+VNAPOp7LyX7Q620o+2FBeKZId2xZux6DI9yoY1a6wXSFVKv69iLMr+plhQDKpAndRJra9it2y9PZqUqni651Mb8fAYUK2sfwSwFCnzi1f0zRvLzF9JZRbxhjuiWmnom2/bHnhe6XKGDu7dLCd46NXrlgJLZ5AUdLxEGqfE3N2DaSvHT5fK75NDZxdvtjVdwOC5YTan+/4+gs2guPADI/GqFRwgYk6uya5/zreQaztqNgVcj8NBuWVMWqdP48cDU1NRF2eVciR8vO3AFTJJxFeeWftZPfvXCpS/lfsGOropLyAuHQHaAdtJqF2orscfLHLW24gdoGetCu6YQbOtL3d9ypUXX2xa9Lk/EMTf118ocVx6Nvx2NeAIGViNi/FaFkZKakvn/BJUy2hvm9nl7ntdQA37zjVjsq6G8+yQOkctbVw0AFuSeicPUNZc8TFrvAfhfsrfGkp+pvply5DweAMpcoYw8KZMYBusYhdgtAPRtMr1P3z2wBkD/8U1ls/XtX5P/2s5otf0WzbBm98I9zyW8XRR4nI1S+JGnJHf56eC/5N9rBz0UaCxLqnabjzNGr/dQWqbf1It7Ak7zlJcf1PFA0Nbj7CpZcPMBBUEARhqHCson2xUh3k+Gfhv21bB7f2ZTm7cr04bduYkNkUnS4kSkScXSX6S11dOhJKHw84zmSi4k24fCMe4lsuKpcmk3FLzFa8tINn5sKSV/pYWU8Y07qIm6KYCyH+JL8fwSWSEWmXELsimV3RZfhCi5+T05/Y5TiaBQvdvJWOjvzyA2eXkwuEs7qutSXbHyyjoJNamDszUArm3WeeVFzsKjerTEey4nz6KmNsb9fMXwCNXq6SaebLGLe35N+H/kSnfPucXHXLGCv/sid8xJxdqmc75uonUF6WlUKHNn9+gbblB0EVljEmQmWM7mdeZpfXydY6L3ZZlpmfNiJeDm4YuPx55pVS6mg58MZN0Lo1rLQPPjBQhR1bJdqvvGX5uV7KsSICRSZb5NrTuoHEyn9hNC0p2VbfEafr8/Eufj5asM+Dg82AmgnYe74dPWlX9/u6su3gt7smmRdI/Ot0+KFF1G0arnkf5Hb3c9L6KU/vl2rFsMTFrmICZbIuco3LWWA4WWpqYI89FO88XlFflx/coZTYVazEu1+xKywqZ7twHO06HbM91HWvRmmLpFfGqMk79cJi10CuVyJ2CUIJVOcW6h78MsrOYM05kewJl1dt3lpr7rxbc+VVmnQajjoSbr5JseeeInRVRMN0siddSe/5/8Da92SUdkgufYCG2/+H2n9ejtpR3g30SHDkEYpf3qCYOBFee10EL0EQRhle9k2cgTq7wjfDpknwgLto59mxMdc9S83WRa7zB7DNuqBdwWQ68pWidHZpXlgA80LV7l3RB8tkstGOUXg9+i3P07rowns60qxcBctXgOOVDjZvp7jDK5fvoRWUtRVzIRRstNK/HZH9EhG7+s52CXdoDEXgNq/tQ+yKY1luhwrg5VfyHWm/LYaTCsSbRLq59MyKtM9bgaqJXQNzdumCbLO+aO8jDqqvMsbt0bgqV+yKVb1Nn+b+6x+j7e26MFg8dKw4VvRYGqzYVbHwFXN2KSuDufpxzE0LUFYas3FhMON8wHkxZ5c3GSooYzTjYpd3cGnt/wuW6bqOHAz3eHTsyHGuBllW5u9LpW2Ut0yFw+SJmpoaV4hZ/no6uAYUircDIJLZVcagCn6IvWNFr3l24fFgpLwRKzsag5EWw2xqdPOxdMpzZtZNyS/Skxn8MkY7cHaFflSCUTnLC1X3sUOapy+Q5ILsxfx0kWtUWKwZjNilNcp2Z1xpsD4QZMm5f7grYrSswlz/3MAdZwVOX+9ADI+uWzMBQqKilQPDc3aF5xOIXdqOHQ+lyxjDv+/hAUwK2oRbQvvSy/Dsc2BvWc7E7hU0ZDcHZYyQP5fCDwgGMjaGiF2C0BfZHuoe+CJGbwv2zANI/8/PC+8yBkgmo/n+tZpb/uCetWd9BH52nWLyJBG6BoqeNof0h39F7zn3YM050RW9lj1Ew+2nUPvIZRjbi9QOjAIOPEBx489dwevV1+Cb3xbBSxCEUYK2i5YNDFTsCud1KaVKO7vsLMqxgtIUjSJXt6u3kOLOrr7a1eKJBn4QfVeXGxBuGHmxIJMeuNhlbnzeDd2NOabaWzLB+oU71MXEDeU5uxyVLFyPYrldRTK72ts1S14pLBtUPS3onlCNkhVJc45O20dAfTjH3s/tipd9xrPutXZH0azNbSebLXzab1h5sQsrW165VKyTqqhwZMIy5q1LjBTY1qZpbQkH1Jfn7LIszfIVxT+zLQens5lMy7bI+2Zse4bLGH2me0aaXM69t1z4IsxfEHPylShjdLTroKjkviN8yFR8txLY+vIrku5Ks2VLYci+v5y999S87a3uayuXF0y01qxemxdU/Mwu/1zzxVntCRIasA13hAWtTO+4iZWhDtJpExHoVH51kwmbo4+EGtMiaXXkxfbBiC5Wxj1vrJhiVbRhoeUEYpcdESjc3Kvo13QubJOKZn6BK+S37oDtzd65Y+bVingZI6HMroBwZlkl28KblWnmc57834qI2BW+dIb3bX9DoJbCzuV3rF252BXBm4/RshKVbkd1xUdALJO+hPpQiSvKjKx3znLFLv967n7PDkXo6D6dXcX+DjtUM9kiJaThC0emi/YO961MZw9aQ8LuiTi+A7Er9LsxkNNTxC5BKIZjU/fIpZgtK3EaZpI+/SYIj9YyCHbs0Hzl65rHn3Av0t+8VPH1rxokEiJ0VQPnDYeSPuN39H7yfqw3nYRCk1zxCA13nUHd/RdgrntmkB786nPgAYobrldMnABLXoHLr+g740QQBGHYcHTRkaNKXUILxK7QayskdkFeHCkqUnl3tWkrydbJJ7J90rFYNW6odDiXJnzz29dT37BoYNuaHV4G9bSp0ODlI7e1x1xi5YpdjoVKtaOsNKozVFdmpYkOtFY8VN/9KIf27uxto67gc1VsRMaCjBaHhS+6zrFXXwu9b2UxN83H3PB8sON0aH4FrqSQ2GWqkNgV6pPWek6KTCYqqhSUMVo2M7sXMqt7ATO6FwYlaIHeYafzx4BNeSVBBes9BM6uRN9i15JXYOVyO1QSW95v9aZG6O5xt93EidHPJrUuYMMzC1j734V0NucD0uPPVxNmoQDmH7+aqFsxnMUUybiLZ3Y5sHARPDcP2trLLceM/13B/UrgusqLIqvXuILJ5i3eG16AtX8+moYuzPJRBtuaobEpXypnmip47U8DYE/czf23bma+GV7WlxtQHy1LNbavGLDoELgWtQU6f01JGDb19YqD6+czKbOOHl83GmhQumNjrn0ac91/oy6lvlyG4WumWRMsO3yc2MV027DYVcLBaOe8z0IjHvoB9TO7F7JL59PonGf3KebsArIZu+wBm8LX6ngZY1jsykacXeEfi4GLXV0d6XxZtlWkLrkfIu5BrV3R0scY4Oic/r7xtq0/OqNKh4f31ZF9aOXA1Nngeh60x5tNYUB9/MSPXh/jQmlBKWNo2U5vZ3BI2ukUjgMJp9cdhCOUSwjRMsZSUQV9IWKXIBSh5pmfklj3NNqsJX3ab9CTd6vKfNet11z4Rc2yZTB5MtxwveK0U0XkGgqcXd5M+rTf0Hvu38jt/wG0MkhsnEf93y+i/s5TSbx6X77mfhRw0IGK/71eMWECvLxEBC9BEEYBA3B2lbof9h8q+9k6fp+nqEjldUYs28AyJ5JNTMPRfslLyNlVRhljeJpMxu1YA8yYDm/wzGJNW2PfCbU7nQbV1YS55ilIxWrRQh0V1b098r5phEp5wu6a+Paz0mg8V5dKFCljLKa2xdxbofl3hvs3nvPAccDQ7nyccA+3ILMr/5mhiu9ov+wlnY52cNrb3RzSrVt9US0TuDrqc83Q6QoIebGrFzPhCQ9O3t1WChUTBxRO1Zxdyj9AvZHi4tsml9NeWWbeEdNX2ZvWOiIC+R223XeHyZOi0xqZjuDz7U35+p/4eoU7gj41NZD0+sfdMbFrU6Nm3vxoVl3c2WU7eZFsa+wc6It+DB79fdv9f5FKCX8bJFY9hrH1lWC+YbHLd4tolOvY9AStyROLlFj5YldiAta+76Vn1tH5SZThBXRHa/dUqg2jdTXm5sWVrBRt7ZqNm+yIs8sJVeYZyg3Cn5J0rx+dnWDZeuBla7lelJOrOGdOG4m8oBJyzgLeCJ+x74XFnFLOS188Cu1XjfvadNIk7W6Sza97n0R/VPxjYe5ci2fmlgiVD9qZ/9ww3HMA8uJKWByJOrvCMylz6NgivLQww8ZN0NOjB1TGGGmItlHlDs5RAl/cCoRM392YCf0YOHZEGPUzu6JljKFSQ2JljP0MihK7tBRkEerQBc1OpajPNqF0Diubc51dTg+Gkb/G+csOi2aS2SUIVSCx5K/ULL4TgPQHr8N5w6FVme+iFzVf/LJm6zbYYw83n+vwt4nQNdQ4sw8mc8oN9F7wH7KHn4+umYDZuoa6x/4fE245EfuRKzFaVo50MwE4+CDFz3+aD62/6upCW78gCMKwUWFml7H5RczNi6KzKFLGGJQbhY0Yds4dTdfvPGgH29Y4oZHUbB27CyZ6vx1pl2OhuraBY0c6dOk0dHgDrk2bDlOnKnaZHVsPFW13Og3m5sWoXC/m5kU4jmbFSk1ra/SpvNHbEghTKpdCGWCZrvVGke/5Foy4aKXRGmyjFlD9i13hjDBVWAsa+dXwS/N0XuzSuRId5FBnyAwH1IdmWuuVvWSzUUEmm3Pfe9Xr0zqx5Zhta/NtcbIo7WAakE1Mddc/VSzoJUYVMruCkj3toHasC0LRfaEv73yJzth3+CkdOqb6EBcWLoLnni+SU2a4DzvD2KEDIpnIb+j4bkokCktFk4m8s6Ur1GfOZt0Ss+5u2NpU2tlVKXFxuhKxKxAH+4kFUVYmtM2cQNDQjg62aWurK5TO2Rv22TuiZHgz8V1fQKImcBq5b5lu57zC0TT7YtGL8OprFts9vdt3TAaCHTbkUtTX5/fhsmWQ6hmY2KX6ckH2lzOnjGDbO7lcwb4MHx7KyYZC5Yu4QIvOPyR2xX48gkXFRz1Rbn6aL4zHBw8pWFRoFQ0DpnoxYX4mXrqvzK5Q5pQaRBmjqTP55VgZurs1CxdpWlrLzB2LT5INnbiOXbRcNC6eRz8MbZBA7LLBykTcxko7od8DTS7n/iaExS4Vc3aVbnisjDG2ScPaaEurZuFCm1Wr3dHnLQumppaSsHuCrLWE04uhdCB2+fML708RuwRhkJibFlD75LUAZN5xMfb+H6jKfB9+VHPp5ZruHjj0LXDzbxRv3EOEruFET9md7Lu+Tc/nnyJzwuU4k3dDZTpxXvgjDXeeRv1fP0Hi9QeK/sgMJ4e82RW8amvhhfnw459oCkbHEQRBGA4cu+hojMVuODvbs+RamjC6t2E4+UfrkTJG3zjjO7v8vqgGo+llzO0rMBsXYq57BrNllVthFLpVdSh0doWFI/+11hpr42uYmxdhNC+NiAbd3fknzhO8ErB93xQd0lzrqIjjaAJ3jLIyrFnjjqq2+GVXqIp80R9S3c64FSpGPgLBH92wQMzK+WJXPVoZhWWMYbErl8Zc/RhGt5vvpH0xsI9Oru/80BpMx3N5xd0goV5JJLMr1DkM97P8spe4s6sALxvMNmrdkdlSnZDuQAOm4/ZojZraIDTczpThtvbamv9dLF/symTcMO3n5sHatbZ7nDUvxdj6ijuBv+5+phHFxS5D20HwfrHSLq01HZ1usLLvsss7fGD33eCNu8Ob5rjvWSHnlWHkX8c7j+HRGH2SybyzJezoC48gGoxgSJGA+maB0x0AACAASURBVNB+LfeutEhcXPkUKWP0ibtIA7FLaRIJ5bVPY9nQ1aXI5sA0lVfKWaQG2dtYTnBdCDXDc3bh2FURu3x2eNF4fglYYDLDRuV6UUoxYwZ01bo7v7dngGJbH+Vzqi/3lX+cGolg2welh+HZhgcR0Zlo00qcaNq2sW3Nlq2mO8IeRMRFCK9mbEcbCU+Mt2PT9bGs8DGrYKpb3U5XF6TT0etBuAQ9It4MtHwUMJyQm9fO8PISaO+AJYvdwRaMra+V+DZEnV0OKpO3ZJpbXyGx9r+otg35pjqaeS+4WXz+CIURwg8A/Mw0x8FoXR09HkIjjzrevjF0Nnj45E7jfh7kaUYC+qI7xrEdtm7TQelp/LfA/2pPj2bJK+DYNuk0rGp9IzlqMZ00kzLrAved0g4mmYIyxly2cJ6VIGKXIHiojkbqHrrYfWJ34Cnkjr5o0PN0HM3Nf3C47qca24aT3+OWLk6ZIkLXiFE7idyRn6H3gv+QOuMW1EEfQisTc8tL1P37Cib87p3UPvpNzLVPD9xePkjecoji2msUpgn/fgx+fVOJJzqCIAhDhdZFO8Dxy1Fvr2bhQoeVq/BGHwvfzOdfxp1d+RtqjeG5a1S6A5XpQvVsd8tqQs4uh8KQr2LZ0qtXw6pFjWzZolFtGyJiV5v39L+2hiDjp6FBsccesSZ3b6c2ly9LDHcCIyWPsYBi3/2gbC+zRyVDn7kNjPdHA2eX8pxdBZle+bt9o319tHQpGM2sL0eHO61bxugFdVslnF3heYc6UeF97gcaZzKFgoxPOq2DbDDLmEDWnOqOmpftBg2mTrumtGQ9qsadoZ0uJ7Mr71RzX5Sf47Jufb6EtXtbK8p7uKWsDJ2dDl0d3rp77oi4cBB0yrDzOc9x150TLf3xjz3/2DdMMAzFgQcqdtsN7xwLufJCwlQ5ZYyJRF7sCjticpFmhU9Ct+FG2FXpU+at6WCcXeGREnO5WFxDbPmBK8p0XyRr3GuLbUGPt66TpxgYhoq6joKAeiMyn0j8UMTZ1ZdAVPl9l19ypbA8scttg6nsIJNu9j6zmbzvQYC3jwfgMlJ9xXB46+ILTsH0IWeX9soY7ay73Jqa/KbPhXUTJx3d1yVyrpRj0bgZVqwxg8xAHZMZgs0Ztwsr0xvEw51/f4JG1NmlqKtT1Ne5+3dbdIyHWBljEUF0AJjewxztuPPM9LoLmZhZh7KzGO0bSnwb4j9akVJDD6MlP5pFJgM9vW658dp1ReYXcvn6+xZto3rckVkcP4pH28E+dMx6b12y0WtKkHfnzzp8bkSPqeZtDq++BqtWu3/HD2P/2GltdTe3//uX0zX01u0FQEN2S94xq1zHYiB2Oe5DpsghKGKXIAyQbA91D34ZlW7H3uUQMu/9QeHFuEL8ERfvutv9+/zz4HvfVdTWitA1KjBM7DnvJPGJW+n9/JNk3nExzpQ3oqwUyeUPU//AF2i45V3UPPEDzI0vDLvwdewxiu98yz1W7r0f7v7zsC5eEAQB0BiqsMMXv+Hs7Ix1VPrIp+rL2ZXItoWm17Tu0MET+oizS/tZM6Gg23A/3luW765o3eG+DotdfqlLfX10HfZ9E8zZ22uXzpHcvIBZ3QuCzmN4HuEOVEFmi982b9h2rRL53C58V1L0K1hpV7Qx6tGowmicyCiP+RXu6NB0dBcvB9Na09io6e3KBss0tefyiitUfQU3h4PNQ5P7nWNN3yVHjZshl/GENpXENurdfeW52BqyTSgFOtmASro7wynH2eU71YJtWn5mV6SctTf/pW3NmgXzc6xaYbmdq0QosTm0vSNljP5mKhAO7Uif2v9O2NnlY5r5Y8LHCY+WVqSMMdwxVbiCbbLQJBVztOQbpHKuwOdn8A8k8DlezVSZ2OVPbLB8hRtO3+ekXttM7xrkjrrnlkDZjudMMUP20PgXvY0diF0RYU+5Ds9SZYylyvbCk4WWHYhdnrPL8VxUBk6+9DDZQLJW4SjTFQgG4jKKObt0yNGzcpXm6Wdh7dpi28QMBHLbO4iTibxmHnF2Oa47VfchqEdH/LTp7HSvd/7114mLXf6/8f6VYXpjobjz7+98LnYu+e6ubc3Rz4LzoCBobuBBf6ZfDu797T9ESKpy87ti+6VYRYn349jVpSNlfBs3Fsk08/aLVma+jFTb4GUg6jqvzjNU/u4k6r22Z0OjLxL8OOWr48NtjS63u9ud1s/8i2d0+b9j/vuTJnjLxqSnZs/gGh44Zg1Q2Z6Isyt+DRyI2DXAyH9BGD9ox6Hu39/Jj7z44V9Bsq7/L5agvV1zxXc1r77m3phcfpnifz4oItdoRU+cTe6YL5A7+iKMpiUklj9CYsWjGKkd1Cz5Myz5M7p2CtY+J2C96T3Yex9ftdE5S/H+9yk6OuCXv9Hc/HvNtKlwyv/IcSQIwnBiE79djN9wZnP5jorjuK8N5QpR4dvjvpxdtdmt3nc1a9a65XETJsAus8mX6ZHvPIVdHH1ldmkUCk1vL4Qf7vvlXXGxyzQVc/bWrFvvzj9w4mgLR5mBuBEeLawmSXQkLcjf4Tu2FzpvopXh5VM52IQEhnSnW2qS6cDxMruStoqUf/T0wIzasHKhvG2p2bgJMokkb9tPo7SDYeS3QUurZtkKmJTKcewc7eVk+c6ucsWu0HYO7UjDUNTVa1KpaE5UmHXroTWdYzK+2OWOMqlyKRKZFhqybpaMM30fVK0nipXh7PIDll3HXAZwnfNa62inrQjh1c5mbTcgHGhuBnNyDqUtbBsMMyx2OUEHslhmVzww393vefXJF0aD4PJQ/z+RKBwEIJzf1V8Zo69BFBO7MhF9ND/PRKYNoy5LMlFDNhvLaCrX2VVGGeOGDZr1G+GoI1znZH5if0MULqxgNE/f2eVto/CIjLbtTmyGRzLX2ptJdGP784n028vJ7HKcsmwh8ZLnQHzQ4OAep4aywBuNUCfrSSYhpZJYlj2gh6kFmV3JBqxMO+sbbTZ4m2R7C2zdppk+DQ7aLRQg7zu7vJ2fTLqigm1HtVtTp91VSU6ATGeBQBReb+2LKCosvheWMWYymuZOhTY1u8z23LWG6Z5m3gOTdBo6OzWTJxc/IIudS5MmQhP5Ut4JE1wRJpv1rg0FCu3AnV2BQ1ZDNqcxnTSWOYn6RJn7MSYgqaKOOUVbm2ZRbJwER7vrFCk9DA8O4G0UZWXybr6k118JBdTbRgPQSkLF8yA9scv/M6yGx7aZH7HoC7wFmV3eavr7K2E4WLhux4xdS0/tHkzMbMyvcdzZJWKXIFQH5+kbSKz6D9pMkv7wL9GTdh3U/DY1ar75LU3jZpg4AX74A8URh4tAMSZQCme3w8judhjZd30Lc8M8Eiv/RWLtU6hUG8llD5Fc9hDaTGLvdgT2Xsdh7308zqwDCgM3q8TZH1W0tWvu+hP89OeaqdPg+OPkeBIEYXgwKLy7jJcxuUG3Xh6V44oBhuFl7WZh1SrN7rvnn/AGzi7vUmbYrkuhszM/klZPD54zqoizSztBxzYyGqPXVMtyRTKlc2SzkEto4h2vhpjYBXkhQel8KZqhczjUBjfyPbEM9UJnlzehY7vNVKb7xF1bNNTaZDP5TqK55UVU1puh5+wKlzH6JSs1E7NMnBMsEQjlkym3057UDolEXpDp6HCC9m9rdvPJTJ1xO1eeqOOXcebdaLGOV1Q9jNBQ73Zy/BEADSdNQ7aJnprd0YZfBui5yjyxSztArpfJPcvRgD1lL6ifilHjzsTJpkKCRQgri7nlJbccJ+hUuyKC34m1rOKiT5hw51xph0w6v88NncXAclfZDCU2aweIiV2h0RgL0E7kmMzGxK6wWKWUYupkDXljI07ItRFfRiKBJ+i50/imptoaCgiPYOZ3rrWRxHGy1OW2kUy+ESjsTJZDXNyybXh+nmbyZDd3FFyhJZuFzZuhN6WZMwcmT1JBh9nRZYhdgRnJK2NMui41y847u0wztEF9YTI2GqPfR/f3S00SdMbwXFV2iZwrCyiycWPEnUi+aKM1WMr9vomF8sQukvXUJN0Sbct2BdyKCybjzq5kPVu3ttPV6YBn5On0hOieXthvpu0excqMZnZpTTKpguMyF3N2ORp0TYNbahfbTvlSYgf/mNQhsSvu7HI0bN8OW3oVO7rca/0+cwiVMbrzX+ZV8B1+mGbGjMLjpJizyw9Z95vki13gXRvM2O9YqZElS6C1zpcxYpBOOYHTS9llOrvCTkttF1eLlSoYIdinwPkWCMh5156fHanNZN71RyizyytjTOBdAKwsKrUjL2gGZc6hPMdYO1O9eSdeJqP7zOwKHnKZNhZgY5LJQmfdAYHYlTMnUmN0g7aC+4MVK2HmjOLzrAQpYxR2asxVj+E8+TMAMu/5Hs5ubxvU/Ja8ornoS67Q9YZd4be/EaFrzGIksOe8k8z7f0jPRc/Se/ZdZI/4DM7UPVF2jsSmF6id+7803H0mDTefQO0/Lyex9EFUz/b+510hF35OccqH3Iv896/RrFol+V2CIAwP4ZDyojk/eCNe+WKX7d7Ah8ut1m/0w3XdvxMxscu/Ae+unxMRt2ybYPh6ADt826oLSwKjYpdXIpEBOxd7ek2hs8ttjwrW2e8YG17pn2WpcFPzy/M6nUGHwu8saNtztuXLGGtr8u43gM7tPSxbrunq0p6zqw6t3NEYs1kduCT87KvIevuLCTtUQvT26KD9He2eScXJonQ+w0v7Qex+m2MOAxUaCEA7DmrH2qAT5W8/39k1s3shU1NLmZZaGhKQvGUZSSyjwW1Dz3YSVocbED59P3e6ugYcVYNtOUV/Q1XnZlRvC+bWV/KZM34WmtcBK0e0ibiYsEmHMscMncNwcm7Z1v9n783jbsnq8t7vWquq9t7v/J556tOn+9AjNHQDEgSbwQuKwajBe41jcr1E46xoFEVU4lXQaIigYJxNuLkZjEPE68eIoIAi6Wamoem5T/eZ5/MOe6qqte4fa6za+z3ndIufQLN//7zv3ruGVatWDb9nPc/zazO7XPjKbsJcBuzSTRmjX2dagg6wstSWMW7N7Goz1/zHaSBfKi/12zRL+zAaeuWpwAyptsA2Lxft5S5csIBKmpz74330MTh9Bu6+O/wCQFld+d3Y70c5034LaFgZo78eVT55T/DglZAtzy4PdnXidbMl0DXtQKeEuPgY5tKJ5nckzC43ThcufgIxsBpqk8+R5w4EfjIyxmocJGo+jOqytm7H9b69k6tcvOAAOKlAZdS14fx56y3W7UQQtiljHNg+c0qGdjXGwLAyVbhMDFm496f3bveFm/DwEj1Cm6zXY3P7x5vdOrnf5NSnFQXB+gqKdPnW/bFdaXB9XXPp0pXfra33oSu8oeZspV4Pfm0hN5+MdIZmixuJEFsOP+0mDeTZB0BXcYIiZXZ5aWTWix2lddhfndnqLMqMwRjUkb9BHftwYAyKRudNHpMxhuEg/jYYxLGTt9wGUmYXgDaS8Ri0LDi9+EIu9W5kkO+290ZjGu8OZ89NOfYnGDOwaxZfsCHP3E/3z34UgPHt30z1jK/9O23vz99l+IEfMqytwS23wK+9XXDdoRnQ9ZQIqdAHnsv4xT9C/1v/jM1v/VNGL3091fUvweRzyP458nvfSffPfpT5X3sRvXe8iuL9b0Yevfuz4vUlhOBf/qDguc+x1Z1e+zpX4ngWs5jFLP6eI2V2dbMxRXXBgjjJi+9wCDLxoxLoCSPtqo4vw0HG6N9C3Qv4SK5wfPnlYZ3xuMUUMMlGdRM4Sv8vy5jMVDVkrvJfnugZpoFdYMGIlNnlAZ9xpVwbCC/9KdjlpSIh8dDOoNozu4Bu0QSqzm/0qCrY2MQyu0QXnGfXxiZo0XFtKGOi4TydPHBoRGbZQ8Y0gLi19Qh2VbVttzRjpDue2sggZwqJX8OQ3jQSwm55CnX6XuTpTwORGeflckVt9UO98gQ3HCbsG7BAlpMx4rpvo7gWcnt8eS7oF3stULp2jImQ8bx7dowWTcbNluBTuozrn5XlyOzyIJk0VsZomV15YloT+yCVMW7N7Goa1HuwaxqzC2B5ufks94bQxpgGy6YNkkHsloXucCK5DsyuZFyY7jK1tgw/D5Cl3l5X633WfvtIj8lXi5vw7wksIAd21ZJTS3dybv726L+2hUG99w20RvyGqozMsCazq4lqebCrLWPsFBYML68ENF3J16kcok5+kuz4R8jqWFHPg0JGyHjPSo8tnyMv7LVbPVGD+tEG2YPvmgDp1kc96hoyodm5Y3K1C+cThEhITp+RDIfQySoOHdrKs8vKGI2XwRnTuB6C1JuaWlumE0LEe39roGjjQHbXGX3PknUVaNsA1LRr7OxZw6VLbr9TmF3hc0Gzql970Lb29T/vKvnQhyeN/dthGWiO0aTmGZeJPLycnJTYciM+tjz3W+ePWkP20F8iz95vqzYGg/ooURVjx+zKE7ArMaivhfPsksYCZmWTshxufw1TP+fRtW74zH3Nd4AG2OXt4/wjyzOZpZuoQIX7zjhbYb17AwZl7yNm8t2hfexPNGYyxll8YcbgAt0//m5bBvj6L2H84h950psyxvDv3wG/+dv2qn7Ji+D1r7PVQWbxFAwhMKvXUa5eR3nHN0E9Rh3/mJ0VefSvUac/jTpzL+rMvRR3/wamWKC+9gVUh+6kPnQnZnH3k9ptlgn+7zfAd3y34chj8GM/bvjlX2I2zmYxi1n8vYZnKeT1GvtGf8uwX3F68YUYsxJeiEejCArVlZMxTnlhnTCobzG7apM12ACjMQ2DeoOwL+5GB4lRu8BWVdnqtdKU1gDdWIZCnq1w041wj8VqtgS7hLTtD37OTqJSVgqowVjwyYgCrbVlWQhhpT7DiyGJEk7GaNlZgkyBdDPbPn/YGHWBQUgGtCzwMsbNTevhlem+3WRdQlaQVleEKIXCNI3aNzY82GXbPx5bWZLEnoRK53SCmbHfWNujK35WzqfGyza36j+DDMlOBLucQX2SqPQ7B0I6l+XQL/aj6yOIjVO2HY0BNPmc84wZPz6vhtnl+2d1Fc6eqjl/ISbJSg+s2b3GeggJhalLTp6oWd1t6HREImO05uNVZciyFttK143melnulmDXouZ0o41RGuTj+c+bTObByhjFxmlWT93Niw4f4FT2TKSIMjC35wA8BQaNqacyu64a7CrHLA0eRekB693DCLkQfqsqe31vaYnkQehKUKolSrWEHtyL0pMSsNBnzrOrU8AQ7Zhd9rcsA0rRAmJa1J8W2NXtwqaTztVluXUyfCWpWx29m5aGDzJasu93gdlFRu3ALn+vq3ffCllBkRu0yK1H1mWqHLZDDC9O/f78uh0gi/N108/JxaWLtZU3SsvqOndRAZpbbqjodkVgz6XjIdMDO7HRWaCqDSdPQGdnxer2Ihw3uPuliRMTnrk7YVDvwC7fGf2+A0xk1pAx+miPxyNHDPc/mPRFsvmipTYtCncLqT3Y1RqQyb5GI8NobMGZzf7kttKwkznueSV7iNrLw60fllVhC3cP22pkXQ2zS25JDjPDWL1RVENM5nymZTZpqZL3koq9JjKw3f3Tsqm2RpBSvz/foJOn/DiJv/UHEeAuCvs5PKM8s0v460KGe2mm3HpC2KYbjZpCxSoK+wybMbtmMYuribqk+yc/iLx0FL18APVPft3O4j2JKEvDG3/OBKDrG/4J/PQbZkDXF1Sogvqa5zH+ktcw+ObfZ/M7/prhK36e8uavxHRXEOMNsgf+nO67foL533gJvf/wNeQf/FXEhUee8K4WFwX/+k2C5SW49zPwM28y6LZ5zixmMYtZfBbDJ5qrmx8nV87QuF5rvHQOhslst0sGsilgl0/8lcsBfAIoqC2TpVZWvpEYgjcM6nXC9JrC7Kode0xQIYRNasGBXTns3Ss4fB0cvp4tKyNLQQQ9gK4zHS7LyObyII40ZUxIXEXB1KDeyhgtcDK/EI22rfGuCayoOrFtMVj5Sr9vkwItcvtb7X1hkqqX2P4oHbMrfRr49vu2jseu8pYHy8gi8hKyEu+6LhoMBoCOKhvLbAV2gSQv/L6jZ5cRWTxXBkq1FGV4GYyzVUpTWLBo1HK9byVjx44b7nsojxuj6TW0VfhEft9e2LnNAlZhTDr2n9FYTyMhOHMW7v2M5qMfs8uEqmEO2J0KsOkms8sbZE+TXoGV9qRMHF03QQcp7LO/KDxaUqJqK1GSEuTZ+wGYHx3l4DWCHS1WT1qtsnaedwIdAMn0GK4W7CouPsjS8AHmx0dZGD3aOD3jZExPDbfwuEq8+BxLL2V2GWMmmF2dDnbsVFBru75SROlz0NL5znbSY9P8Ossi66sabz1w2uDLxO91BJ574+Ph2kqZXZXvcwF6YRdm1ZrvWRmjPW497Lc33QhjDKORBfFTr656583h/wubVpa2uKADcJVGVXr2j+TkSSh1RlHA9lX7ffDs8rcAUyHNOMgYjx+DCxfhIx+JJztlv9ZVvDf7yQxtWmCXbjK7tHEMRAfseCDeR3pNDwZNoAuazK4sEw1GUKfTYna1vSeTizSV/A6uUCMjvS9Was56H+phYA8HItRlmV1x3xMFLuIvWwL48vzD8YPKwXkjGpXFypl+VwmzS5g6Vk32VYK3ArvcdqYZ1IfrtMXsqhOwCyY9u5TyfotZ+G7B4eQGabfrvCfb0Wlt84nEjNk1iy+4KN73C2SPfxCTzzH8qrfRmdsGowtXXrEVa+uG1/+k4SMftbNrr/l+wdd89Qzk+kIPM7ed6tavorr1qxjpGnnqU6hH30/2yPuQJz+JOnsf6ux9dD7wVuqdt1Dd9BVUN74Cs3LNVW1//37BG38Gvv8HDX/1Xvit3zF826tn424Ws5jF31MYz+zaiPJDPUokg9aYVpAyu/QEgwWcXI9JGaM0dka80u4FW2RgakYjMIUkz2ziYwz2JVyXYUa8XRm9HFsDYaXsS/dg4GSM7mX5+usvf7/0zC5/fL2i5EIFdaUtaGEsgFS7dmsDQmYYP4s/RcZ48KBk55zgkTpKPdfXY1KstUsgBBbsq12ilwm0LDCUAezyYJPPQbTIKCvQbd0Yvm9TsKsKDK21fs7itkTeQpRgGtWBamDN341mdVVyy7bSFj+sW2CXY9GFcyCErVKZ7Dsk9X7MKJvh+KQpc8uPWAAuIMabmN5KPIiGdMp6DY26OVb0aQfAVDWQMVgqnmwATlkGhw7W3J8oJjNtAYeazDZMSOtp1NOsb9hxHgzOM029FcvA1I202uABL9cnE8PPsGePoNs1PH40+mv5RDdrzcWqIx9gz9oGJ5dejJTzE+jZhH+XA420NtSuSqQwVZD0lqXrp5ZH0OWqW5rEiFuasrGeB+m2nIcLHmsp2DU54Zxe1x68CTLGKqnGqMByN1LEuCljjH5SNoSAomN/Kwcl3UhMa8aVMuuEZSmI10FgdgkVQDkhsP5J/piUoC6WYQTV+kWmTblfvGitUYyB+x+0x/+cvUNWAL39MGb7YereCtRjRhfnKbDnvxIaWn5Z0tR2clRmnD0HQmSsroCs+ohjj9At9wG7AzsnNxZU02SgCi6uKwQRLEm7R5iacWnvRfbY7Pemxcg0OOAjoe70B7Ags6kyxlHiwb+5Odk/beC4U0TgqpiQMbYGZAJG9ROs8UpgV8NTT/RQtQX1PViufddfrQH+VlYnQjYkxj7mRo+j1o6xWVg/q10Lmk7XI+P5FDS9mzAcYx/U2lYJllJvAXZlQI2Z4tkVJ6k0K8tw8ZJ9nnkAK8gYW8wulTC7fMzP2/VtW4At3h26XVtwQGsrNX3kUVsEbnV1ctmJQ7nyIrOYxVMnsnv+gOKj7wBg+IqfQ++88Ult5/gJw3d+twW6ej34+TfNgK5ZTAmp0HufSfnF383gG/8Lm9/5Nwy/7GepDt2JkRnqzL10/vrNzP/2l9H9/VejHnjXVdHZn/VMwWv/pR1v//4d8Gd/PmN3zWIWs/j7CSk0Qo8R6MDWyswgvDcPXELSZnZt5buh6k0UjqXkX5qdDKbSnvJl/9a1Bb4aL8+yyeJoVNgbrZEdeT971t6HUlH6Jc2Y3buu9nht+/0Lumd2Yax8ypgI4ghTOiZQFqUiwSBJO7ArQ7qO8y/7WttKad7nrK5dUolNECuXtxsktShskbkW2BUN6jOqEuot0IW5IoJdAPOZzexOnck4e96CQBMyxqyTSJQqnvNsmO+4Y9a2E7JM0O3Atv7H2HfpXckeRQQzXT8ZB2as955mQaS52+2SCbMLYOzkcN5vJu1LAFPMMy6lBcuCqYwDu9r5mjGoR96LeuR9YExTnpVBrgxFERP0rnDJqucBCOVA3Cb4pBRkqsmua4SuGyolsBUrffuEtMuox+9CXHgkXDdhWDvUzoMODYbk4AJivIHA0Kkv2nVaUimlRGOdAAbWkdmlhA7578rGR9m79m5EAlptbNjJtIcenj6mRBUTdOEKMfgYewLglrm+Y3aV8Z25lvZCHQ7h3nutJ+kDCYtHqcjsEt6gPgW72v5qnoHSMqgP4IyApSXbSWfPas5fMFsCl5eNhNmVLh+YXUhqncgYs6YW1fRspm76l6Z22N0fhvsegAcfsp/HYzh/ypmhu22Zue2Yxb3h3iklKDm5LYE7T0JSOmCq6FhmoFw/wfLGPfY6ceevI+31UDpvJy8vTwuWhCIe7n7pl4ms062ZXQvOBqy/iZXXQgNIAwv4e0bteAom1AaOU6lvUURMbTrYFY9j8ESYXckDpxRz6NoC5csDqx0Op/FyYFdDe7+VjJGpYNfi6GGMsZV619bg4Yd1ZOSqDMTWzK407H3OsammtNW4ip333lvziU8Gw73God1w2PDM2+x52EjAyK3Arkwk3mIu5ub8f/Kynl3+3GoNR4/CY4/Dpz8zudy0mIFds/iCCXn8Y3Te/QYARl/8PdQ3vPzyK2wRn/q04du/0/om7dwBb/9lwfP/wQzomsVVa6w4mQAAIABJREFURG+V6hmvYviqX2fzX7yP4cv+FdXB52MQZEc+QO+d38fcb76M/G/fhtg4fdlNfcUrBN/yTfb/n/8Fw8c/MQO8ZjGLWXz2Q5g6lFaXyiVTehhApuEgLge+GuP02dlOeZY9a+9l/uTf2u3JuG7K7Cq68W039YCyfi9OFjSF2bVw8WPovpXAKWWNyBcW4Ppraw4evLrntJCeBWE/K1FR5AbhvIKMjvI86Q3NZZJkpMwuJ7v0SbcUNUuDz7Bw+gOsr0WWxIgFLq7+A9cCmSTeAi0Km1Q6r6x2gm2EckbbMXlTesDK2l10y9P0uh6EtMe/c2XI4qJlMD1yRHLqNIn0MjIEAtiFdh40qd7N/r+6CnPj483+M5Vl4Jg6ADnKUb3WejdR3fjljNSyXbZVTXBoHMVmtI48ez/Z/X8G/fNhO6a3jUt7vpTTiy+IpuYuAZsgJ5R9xHjTViWry2imLUBKAUbT69oKmABzDgT0gJCXcgbZnTfiz5ug5US0DOoBzpyJ7VMSxOACYvMM8sKjoe+DotTLGMtm3wB2eSwbQpqSaw60AAW3rZhARnCirgWV8aBrHYCCufFxlB4xNz4R+uiRRy3Y9vAWbgsmSdCFqRq5sm/3VqQofy7HdWz3Ruc6BvluB2LBiROxv7MsnuM8ixf7cJSCXVcnY/QgpBCwb79dZ2MDjh2DMxemZNhX9OxqXovz7loLjE2RhT6Xguit5EJ256llh6rUMLy05W5SMFH7igetbdVaYBAO7JrsfO9DaKRlghqR2bE4tuNemSFFdT6Awh1hvy/FHKNRrAzbyWOfBF90dx/zMkbf3raM0RvUIwSLi/a7zT4glAX0mexvP5kypaDuxDPGy+eksEUvgpxSM3mDSM7t1YJdYuM0on82fC7pUrnnXVFfst6EujUWp0X625YT3GIq2CVNaeWfuZ296W+aSGuV+WSnpMyusGmBRmJElA5O7F1FyfMpn44kRV/ASmY7HcHOnXG9pcXI3A7VkcO91zMeY3s8Q9jLGIUxE4UqoCljHAwnf79czMCuWXxBhNg4Tfed34eoS6qnvYzy+d/5pLbzV+81fO8PGC5ehBtvgF//VcENT5sBXbN4EtFbpXrm1zH833+H/qv/nPEX/XNMbxW5cYrO3/4Kc7/5Mjr/48cR57f29vq2Vwte/CI74/zjP2E4dnwGeM1iFrP47IbAhGpTylpqofQQrW1lrHVHwvF+K5YNM8nsEnrMjs27ERhUtQHV2IIoRgfD77KeBLu0UCHhtzLGZjIRWRUGWW5GryppfbmuOyTYsXqVkhKckjDxOcooKQr3kl/ZhE0FZpeVKqIss+v8ecN9n6kZjawRsDagUQjlE17N0vAh1OgC4/PnQlJ8Zu65jJWV7TWlP1bGiAHhpGMe5GvIGMsIkgDsXP8g3dEJdmzcTadjt2nN7yEzQ645AHv25xihOHsWxqMm2PXwY4rPPGDbnGtb4j6wrQB0iVg7xs58snKiNBVK6sjqQgSwyya6sgE6QEyOhixw/Ljh3o+voU9ZLyp58UhENIWkX3YcUywYxzT6I/TcONU9mYlKoJiabgJ2FYXdzvog56GHTWAOebAorK/qNqmsGY7Rl8bpMwmzSxAT3LqiLQ3StWY0Mjx6pNVeCJNgh66FO54+ZNeu1vtnPaV4gE9QtQgsIyV08MGKEX3q0vZX1eRBikR65aW8PsYlGF1fhYwxtn2crXJu/jlTFz90bVxHysh08353SpEk+C1zrmDM7Y4wGXdLK1mjn9bWpzj7XMmzy7Ms3XYX5x2ziy2YXXkToMpzGKsVC5gMrs5ORY89s6u5LetnaAEDOQU08hMKCGmrWYqsMbakgPnx0WgyjvOgEl0nM1NhOz5Sg3qILMkoGxXh2LXIEzaqZMXi3aytYVUQLY9AH313GU9jdrVBEc/+CUUnGp5dbWZX/JzKGPtb2aeVA9TRu8mOf8SuLiSVKWxVW+x1ut69jipz7NTLqjTivsUW1Rirsg5eXD46BaFirGfLah2ZXWYKs4usS7tajJGZJaCKWAGxHf5cRmZoZACHZ6NjXB7YH9d7+q2RUReYXQHssvfOyBJMwC4hgln+NP/FwOwyscLtrbdMLjctZmDXLJ76UY3o/vH3IjfPUG9/GsNX/NxUSuflwhjD//ufDa//KcN4DC94PvzKWwQ7d86Arln83cMsH2B85w+x+W1/xfArfoF637MRuiT/1B8w97uvpPOnP4y4+PjEelIKXv9jgptutJr31/6YCRW4ZjGLWczisxGCGuX8W2ReBLDr0SPw0Y9H9odIXoTFlIpK3epsZPooKzkEUA4kM0BZ2xfsTi9mYQY1ldnl36A9+0aakrQiYQNsu1r/FGze3KjGSMl8164/Gtn9+SQ3GNTLHETGsePQ36x57DFsNUYvY3SdkevN0EcbAxWSxLJWU4ETIwS16NjjrsZOImdiX0Aw8B+P7ReL4kzwnwIrETQiC75IyoxQSnDgYM7CgjWGPnG8CXadOZ+hHSNlefSALXE/jtsUo3XU8Y+xY/CxqX0odEVh7PJaFuH8+XNjEtABEmaXXuDcedCDvk2CAYp5ICJF3lA+cUlubDNECnY5CSrE4ggYTVHYZD5tw6WNjIcfgceONmVbnk3QyesJX3+Ish9fkQ1sIqeUBWYa1RhdP9uEuClj1HXNseP2mS6FNdNntAHjzZBASymYy5vgJxDYf01ml41ay8C0kRKEqBtJbqpmSqXB07ySGswumky27okPIh74y+lAUXKSxuUk26Tt8bS8BL2eiOsZEwEa0fbsSsCSYKTdMqhPx52QXHsQdjl588bAVilsHejkMaThQL/A2hNexph4diXVGNsAVVHAWC3be+Z4SkdPCT2ezuyyIJXamtnlJhSQmS3ikbBv9eJepIReGRUFhYgyxs2NRKKYeAOGiQUP7nlmVwC7XBEBae8DEZAWbN9u/1tfh0pLZ/w+iXLc9wAMN8cUZ++hKM/RKc+QV5YF1yYxeUAkMLy8jHEKsysF7VI213ispwK8lE3Kl0ExGkEt7E6LHEZqG+cvKjfZcTlm16SM0bQKpenNS+y/9C6W+58O3xWFPW9aR587oesImMmikd8aVcT7ZIoMOo80g3BsqinjRTbBzTIwNmPhiFzZ9bZtEzzjVnjuc2BhQUzWPUnGiRCR2SUVdIP0NJrl79ppn1vLS7E9AeyqI9jVnVKhdlrMwK5ZPLXDGDp/8QbUyU9gOssMv/pt7sXp6qOqDL/4ZsPb/529ul/1NfDGnxHMzc2Arll8liMrqG75SgZf/x/pf/1/ojr8pQgM+Wf+hLnffSXFe34WkpLDYF8Ef/6Ngp074NEj8JP/ykx/UM9iFrOYxZMIgUb5GebusmUOmJITJ5rJbJCyGCd9bE0w53WssCcloeKe95cxRgYJSGcuAbsSZpc2YKK5kftTsWftvexZ+0ubBHh/EJUkEFfhhRiOQ9AwqJeULC3aD5t9u/3MDNxvzqtGZlTGJ9wVVRWBOCNkmFnPKnv/HgwsE87PjNeoAMY0fW4kWnYsnFOPGsdRJywJgNFIszh8gJ0bdzWOJ89xJveuDc5IGZmxfZf9rr/p2EW6piwNRmShHUXdfOYAiDXL6NqqoiX1mF5t5T6jbFsAKGKbm1EUNs8pRS/IpWSKZQVqgAqJaTAb9+BfC1tpMNGmgKBC1ywtwcJKl+3b4/48o+HCJcdKcYmgB32KLEoAG+wl7yRvdPg+U7DYMj+3YFf0gfMSpJggmpBYHjwIe7YPyR55L9nDf9U8Pi9rTcaEvPAoDC60KmV66VFkGUkJEh2qSrb7KE3+11uFMYFGNYAg5cXKZ0X/HJTDxvUeV0v8jsrJsdP2eMoSYNL9kxj2X1nG6OXDAXzxHlMO7Mpzwe5dwnq3IdnYFG45w6NHDA8+cIX7RkvGqGTNrp2pHE9GhqBgAqDKHBBtPaXsOuvrhuFweqVtqcdW8ggN/y9ffCEyuzTt3o2MIOsJOM5WUQr0/E70vttBSaQZk9X2uskds2tMz8kenf9ZgoQGtai/97c9uxJwtRZFuMcJKej1rOefwQLLo1EElgGu2W8l6OMxnPjUo2RrR9i18UF2btzF7vW/jn2ahK/s5/9OM6gPhUQ847EygUm0c/BR9l36CwbrsQBDO1I/MttmY68nBeNshbMXFPc/wGVZgaIBdtlna3+Uc/68q7hJZJIujqK6o1NoBJZ0EVh0xqArXyY28Y6EWCGYCETaBihXKXi6jNF4vwLiObGFLHQD2PZeemArHa+uuLHuLsczZ+DDHzEMR4AxSGGsnJd4j/dVZo3zSMRYaeSL7oRn3xH3VSSeXX7Co9u8nLaMGdg1i6d05B/9D+Sf/iOMkAy/8s2YlYNPaP3NTcOP/Jjhv7/T3lS/77sFr/l+QZbNgK5Z/P2G3nc7w69+G/1v+m9U174QoUuKj/0/zP3uPyT79B83ZoZ27BD83BsFnQ7cdTe87VdnYNcsZjGLz04INNJV8BPd+Qjc6KZxxlyvbq6zBdilRY6UImF2RVaAf8GfX0g8u4QKBubBDB4CupENz5Lp/kRFR6mIyeWVjKaTkNImq56FoEzF6pJdv79pb72d0gI5IjC7Mjb6TvZhauoyVlk0RGZXVkbgSOoyMHAMWeLPEt8vDCIa1FejRuWuIAlymUU5sn1sE4h4PHluE02f7Hi/MaNyOq4iXSpj9ObVfnlfTKDRR+snw/8Hr4HVldYCdUmvOgPAMNsZwEprvJ9IeNyhSinourysX+zHIJJHnE6edzIBYprMrjY20AS7zKThu9FIKbjlth779iZsBMeYiJ5gdiB4eVOuaoS0fdTwpVKRepBaRrVBXylb0iXPEvT7r3QAu/LcsuimRjVsrA8g146THflAk9nlGnP0mOD4SYFBopRlIaVMGg9aGWMaYNdG0o0A/U3N2dOpZ1cEhjvVeVtUwtAE0nyTy9hhozazC2hXEIwyu0lml5kGdrmGBJmlB7vbzC6ZrIMFR4xQbA7sNvt9C/KdPVM3xms7/H782FNCc9sz4I5nagdkqcACFSJpT3J8Rkh7LWsrf/7gXfD+v2my60LvmCHGYKtqJu0PIHIiS5uQkTugwrNn1zvXYa5/IfrAF4GQ6I69iDvVeQAKY9HdSsxbr0IvY0QHBlyQ5vqJhwDA2O895Calva4C4OxyqBV333j8uOL8+eaY6XThZldD7OKZQbgm0mgzu3ZsF/yD58FNbr0U7ArspfTBlDA+pYBlc9wyhM8/NrGvNvvJYL0SlR6SKSfdEyoAOZdnEydjyt0LHj1WcOy49asbDMxUv7xuYZe1YJcfS5rxMLLDaiTHjxuOHjVomVCfUmRQtWSM7ckgIScAZF+1NXgfyihxbIdndRvgvFPnCqpQcdhPaKTYtkHYcxEKdthc+9ab4eabEs8uEz3AOjNm1yy+0EMd+QDFe/81AOMX/wj1tS94QuufOm34ru813HW3vaB+9qcFX/d/iC1LMc9iFn8foXc/neHX/iaDr/0t9Lbrkf1zdP/stXR/7/9EnHsoLHfTjYKfeJ0dm7/3+/BHfzwDvGYxi1n83UMKjXKeXbLoYJRFJWQL7PLmzHB5Zle/2GeXcUl88PoyKrw6F90sADYGRZ686MaXcPvGq6oIBhgNI2kzKKVIsq4nyuyKM9jClCwuWNPcspYMhpJMD8jqjQCwoTLW+x5MqhkNXLU+I0GIaFCfeOlIM2auhwXChEg8aZJ3DC9jNDhmV8z4UkkQWPmNNBVCwt5n3UiWwb59NqHWKdjlvZpkCnZ5vUllPZeEQie+KpeL5WXBgQPNpcR4k462UqNRviOAlTrFrWjmX3MO7Lo4dxvHVv8h/YXDbqVEbpfKGFstmzBEH6UoTfTsCuPSA6BZByOzaAXnjjswIUwT7OpkNUra3wcDwfHjlk3tq+OR+FVJOQl2WSZFAgy7Kpsx8dMB+MwzJsIodzGEggWTY3uuGzv5umsNcz2bTJ4+Y9vd7dmx6K89SIyvB03gcL0Fdn34Q2Wjr1PJb6c6ZyuLauiWp1ke3Ns4Vg+SGGMmZYxcjtnlG2SSPhFxmTCQvCO27RvjAMhgmJ76piWgR55ZcLN2pvlphdlpoBMAG6d5/OF1LlwwaFf8QckKKQXzXR3kWpXsxX22wu5X2Qq2Rl+RUee9E0uaWX7K8vQy7PZkg8AXAXHSwkwi5lZDw3R3G2DBLqlHZMIOwqFYsGCXvx+YKrJQW2CX3kLGaMHhIgIlyu7Tg+QpkOZDSVhdFfR6MDbFpHG80VP7dGlRoJQI24j94y/K5KLSdcPLz/dZNS4ZjQwPPWysJBHCM6RdaXKUrSIVmO5S4/tpEyx1bTh5ylBVybPSbXdzaK/rc+dj9c12dJx35GgkEg81TTn0iF3Gffcrzp2HCxfh6KkU7EqZXRm1dswuaEyi2N9leGZ5luK4xeyyz9fpUs1pxWm8bNayYn3Blvi7B+Hb29y/X3DNATFxH80UV008mYFds3hKhrj4GN0/+UF7E7j1ayjv+KdPaP1P32v49u8wPPQwbFuFt71F8KI7ZyDXLP7XRX3tC+h/yx8y+pLXYLIu2dG7mHvHP6b4618KL3YvebHg215tx+m/fYvhwx+ZAV6zmMUs/m4hjCHD3mO6Cx20SyAz0wS7OnnTxyd94RWmDD5S/cK62YrRupU2uJfpysQkRGYZPU/KSmWMNSFZEW7mPB9HY2dtYGzsikoSEg7xRD27Eh8iRYkUmrk50DKnL21S2C1PB2kQMmNt3ScHFcO+S/5wbfUG9UmfSDOm0wHpsveYIDaZXVp2ba5fjWMFys4ia93DnJ+/ndzJQMYjjTB29nx+ZZ7bnpGzfZtN/FSRx2TVt0Fm5B0H7Dj5IroKEhlvaH9FtMtFLTshsZdn70MIQ6kWqGUvkZ5FeQ40AYD5lsNEXfmkMfrfVFoEyVGbedUAu6pxAJHcAUZTZT/MAvIhIZ+LBvHSN7ZpUO8BkDyzzC4jMi6tCc6dh6NHAQ9CeSNwtmZ2NQAq9/z2iZ9AB0+aLKcBcAKYrqtkqUvQ9VQj7I6Kx94pDHv2xP4yQtLtghB1w7fIFxRoe3Sln40xlKPm/gTammTjmF3Oc39x9AiLw4dZ7d+D0GOW+59Gb14ErAxJm2kyxq2YXeHiCMA3CASWATIhY3RG/R6AbJOzBDRoJdIxvXybPKDqAaJ2iI3TjO+/i0tnh7b4gCtyoEI7dTDiHua7udi7lfKayQl3pez5SGWMPs6em9yvchMM/h7nI4x9qVzl1GnMLgd2uSIgbSDV9Ox9rajOk9frKAWVmkcbKy9LwZUzZ6zcMkq9p8sYU4+4yESKnmK7d9vqfSmQFtrrTs/ePdNZgsJUU0GVNJrVGKeAXQ3wRkRj9XLMQw9bP8oPfdgt23qG+OvpwtyzGC8eYnPncxt90F5ea8PHPwGfvAfuvz+xGzGWKZf2j4+9e20f+Sikf1aqxv1vsFHy8COGRx7POHE6dsrjp7oMhwny7tueFaFYwXRmlwonwEsuq9L+35w0mJ5jtIFWu506XGf+ZuubdMftsG2bZM8eJi9Wv/4WxQiuJmZg1yyeejFco/vfvwsxukS955mMXvaG6VMqW8S732P4nu83nDsP119nKy7efPMM6JrF50CogvJ5307/n72T6vqXWGnjXb9G7z9+LfLkJwH4p98ML3+Zncl6/U8ZHj86A7xmMYtZ/B3CaG6/dcQtt4DqdDG51UhldTMrViJldmmkiAl8Xm8yP28BkbFasWbeRsPwEkrYt2efhCkFqCzI2gwyyhidZBCAemxlTWUEu4yB0nTQQtlEcn5nOIatXqLb4T27UsBCVCNX1VAxzKyj9crofnrlKYvFyJz1IGPUVOOaujahUpdSMekL/eXALtHKDGQ63Y2klk7GqCsoXRauci51b6Zf7KfXczLGsUGa0u4jKxrvPXm3CB4vYfMqR2aKTDlWydDK68oSjMgZq9Vw/FcKvbSPE8svY5zZhFlUI6SEta7VE6VV37YCu1LpHUBlJMYY+psVJvjryImV5RSDennugebGErlSWo3RLqwwxXxkdnkZo0vud47voTc+ETaVK19RTGJcG9Y3iDJGo2NxgxazSwocGJEAWJ7ZlcVB7sGuPGOSddFZjB1XDaezK6oh27fZfW9b1XS7kXFiUPS6FphpgAsO7DrlPMp9tbyygvHYdm6/H4GNNDk3dYWqN8nqTSdVjU2ZHx9leXgfi6NHyE7aggbrm07W20qK2wb18VzFJYqARSZsjwB2WcA2gNuqCXal+Gb6jy0QGg38PdglTT3JGMSCXR481TWUwgPszUIPnum00b0O01ud2E6WOxalthtK93X27OR+M+w5Guui8X1kTPl+qJirTrdkqrWTMaqw7zS0A1EzPaCoL6IklNKaX43HKfuq4t774IN3RcZclDE6sCucL3eNihREhkzaBfJc8Ow7mkCaD8/0XFmO0muIY8KbnV8ump5dCa0vYV+lVVZ98Qo9Ljl1yv7fH8CFiyZcs6FWgmtzpeYZrj4d1ek1vvdSdoC1NcP/vNuytsAC5yeiEtxW+RU5UsLOnVa+fOhaK8uc68W2SxH72QQwquL0ac3mJjx0xMrPi9xK2bXsJIy4dKbFVsY0SIs9TYBdYjqzC+cN5xiEWz1T5ZTzInBMvOSG6O+5O7YLbnumosjFVEYcxkwWvLlKvy6YgV2zeKpFXdL9/16DOvcQen4Xw3/01oaJ4+XCGMNv/Y7mp346Vlz81V8R7NkzA7pm8bkVZvkAw69+O4N/9Bb03HbUuYfo/advIP/gryIw/OgPC269xdLgf+THDGvrM8BrFrOYxZMLeekxsmqdTAlM1kFnloKT6U22b7NJyU03xqqKYF+QrS+O/VxU59m9C5Z2LHLbbQIz54CU/rmQPJeO2ZUpQKrg0WFEFmWMGowrMiPGmzBab7yoGwODssOpxTvRu29B77gpHshVShm9DCh8FoADb4yQbHQOMsy2k4kapUfW6FcoNvvJS7wZN0yE/VR3oyCWLikKUHmLzZI3mV1G5Gif2DifM6OKQA7qzdnf6srJGIUF3wL4AhS9KGP0bTDOzDjLLatnNASMY3ahGGWXB7sa1cPce1Y4XmDc2c2g2Bv6NFRGS3KZBrOrDXbVklOn4VOfMhw76thbDdabDW+SHLZb9q1Re6OxJvRX2/TcCAkJ2OXZeJ450evB9s2PhE3lyhrUa5E1PGtMFqujpTLABsPR/59WM6yjubQfe569ZpldzXFr8i4mc9K4UUtj6LdZjXj29cd46Y2folMYlBLxvAvlCgJUDcaMZ3b5JHzHjljtzEs4L61F9o0teuAAtLpmrjwOEGSMaSyMrAeSccZL6xu2MTt3NpczLc+uKDmNDvN5HkEx/7sJB6ejhFGqACBONagnAhNSeNBJoLWJzC5TT5cxqiwCaAYqPLPLl7Ms3TYTtuqUjDvzMkbn2ZX222Z/cnnv2eR9t3xEEM8dz4UjbFu/m+2blpZkD9cC+KWTaraZXTIvAoDZLU8jFZRqEXBgF5OAlO+bNthl2xTBfinBEHeYVou07LbI7FpZhhueBtu321YvLMSx6fvMt+NKzC6Zgl2xpEVsp04KV4gqACrVaNw478eOEa7DAHYlEEqeT36vKy97NHzik9b7Tim45oBtez85v9YTLSPPYc9uwc03CRYX/fELbrq+4o7bQfpiLihAMjdnJ018GDIMkiy3/VTLTvQ6SydVlK2MacTWMka//OLwYRaHDwaDes/yU2prxrSUoOo+vfGx+J2pkVI0pMqNZ0ubnRkOSqMe/yDqoXejiO3s5iXy5D1T9z/Rnqtaahaz+HwIY+i852fIjnwAk/UYfs3bMYu7r7weMBoZ3vDTht/59/bz138dvOlnBfPzM6BrFp+jIQT1DV9G/5+9k/Kmf4gwNZ0PvJXuH34HHX2RN/2MYNcuePxx+Mk3zCo0zmIWs3hyIcbJW3nWpVR2tj+rN9i3D174AsHBa0SYdQaQekym++Fldn78OFLCtbftZc9ugZmzdect2GXXq10CZ5MZEc3bhQwMEG0i2MV4E7F5eiKx7lcdajVPvud6y3DycZVSRiGa3jFCAPXI+jQhQSguzd0acgdjYFRl1EYhhJ1xlnrEaBQTRM+4SF/ui2yMlAKZNbPO1IfEe9tUzqNHbFrTdzqLgZHQC5WhtZWKCCz7LaFuFHOJZ1ciYyTrWcBND2zFrMDsyhhnbdf5ZpiF+H7lfaT82DBZh/XlZ8XjEJHFU20BdrWZXWUtOXPGJtInT3oT+jRtcawR1WR2iYFl+pnuCqaw7RFGh/0GAMWPB6Ew+VxiUO/ALpd8tRkEeVa75F02mA2B6WTqkFdPY3ZBi0kRwC7lJLRx7OUZ0WzdR9YN4KIHPxGSetetGF+QoeyTnfg4+doRxIalaqnMyxit1E22mF0poHDNfsssmesZtm1+lOqEZcqtXYqSMk0sYmDqirmxBbtKOR/YYWnUskOtbfK/2bdtmQC7tvDsigCLcZLm1rt5mih7L7OsE8dX26Defy9TMEZSG1thLy2OMJW8Uo2iVE9D6cCucA+sx1gj7nj/mQYaZyphdhmd+PBNj66Tio9bYFcAnfx9ZnABKaFbnmVh+DB5Xltml4HKrZu3mF1KWpYSQKe6YJldKjK7gql4MhGQyj0BekkVXc8AAte/SQekLGApRfBWExh2bRtz6Nq4bKcjkDoCOqGaqgP2LxfTmV0J8p6AmbmMRVX6lwYNgd54HIGdNrML7HXq2Zge4NTOl+voUcvk6hTwJS+A6w4BvqKiQ8Utc07SehSEOLi/ZMd2kRRzkRghWV6OPm5a5CAskJdl9nxqkUewK+ksk+WWkYyyl05LKh36ycXy4L5oUK/tdpViywkkqWD3+t+wffNjzDnAK1OueETSbw2pbcrOTLd17kFE/zyiGtHVF8P3C+Y08uKR6R3Wbs9VLTWLWXweRP4LyDVAAAAgAElEQVTh3yX/5H/FIBi+8hfRu59+VeudOaP5nu83vPsv7YX3oz8s+J7vksHgcBaz+JyO3iqjV/4bhl/+Ruvl9ej7mXvHq9g5+jg//7OCbtd6Drz1V2Zg1yxmMYsnH/XOmyHrcH7TJkC53mD3znhfScGuol5j4dhfUlQXKaqL5PUGQknMkjWnD2DX4EJgdo1TGSNW4nL9dfC856nI4NBA7phd1RC5dgJjoO8YRABadBBET49Yav4JgF2pgbi07Bvr0+SkK7LX8IPpjzIQgqIj6RSgzIhRKv2Z4tnVkTaBky0tV14kjAEHfGnhksGxlY7W+WJgD3lmlzAm+tjILHpIAZ1eEf3DEhmjKebIMytdGg4Jnl1GZEHOtyWza2FX/OCS1c3iIGcXnkt9/UuQSTad5pepXVVa8KfTaVaRrLXvBxOS6ZT54xNpL4kK7BbXR6azkNDYNLJ/hu0bHyJnFL4DpsgYoxwVmlK7bnmazvhM8OxKmV39YXTh1wmo0gC7/CE1PLtcoinzUEnPR54zwbowWTf6dq1beaVROWbbdeGcyPXjcQWXpB86ZFkc+/c7AIK6VTAh7mfnTntuFvNLFsQ6fT8Yw8VLVu64cwesbs8CK1GO18nrDQySjeJgw+erknP0i72cXnwhpVq21T6xAPbiQuPQGmwZCxS20Sptv3Nfx0Q+JsrC+XWhOqG/PdBpIrnH/Y3XpRFWxtiQ2W4lY6xGDfZebexY95JsUZcIYQG+9Hja4Ss22mqM1VZ+3yG8L+K4at4zItiVXHPuGFcG97Jn4wOAPf6xTicVYkhpz1W6fu2YXQZ77WVZBLaAIJFT1BQF3HxL4gtlwJjozZReu5lq3ouzTAZgULW8IAEKaU90v9gbjks8YRljcvKT4hPBy09VYflxf2TvGek4azG7Uggly2NlSQ/Y1m7Djx213x++HopC0OkIMgfQe4Csqm3/tAHIEA6MUkHGaBlc3Q70Ci+Z9ciwrV6sMqjkQhzPqR+ecsUChKtC2wbUjUG0tIjVqAz9pWVhWXC6gnqMOvI3qIfegzxrQXGpx0F62htbqqhnpaV6xGnMrvTZi9HIpBBXoWPVhm4+BaDbImZg1yyeEqEe/AuK9/0CAOOXvJb68Jde1Xr3P2D4+m+6xL2fgaUl+Le/KPjKV85Arll8/kX19H/M4Bv+C3r1EHLjJL3/+i3cuv4OfvJ19vc/+CP4gz+aAV6zmMUsnniYzhJmu62Ot//QHAbJvt06JpYkEh4XQsDK8D66pX3Z1Qt7wCdjnSWMzBG6oldatlKlnZeMY3YBzM8LlpZkxCxwib3fztBW/NvoXBf2W8uO9cLyK/np+icpYxQA1ci9o9ttGpEjHXPKaOgP7f95N7NVvfSY0oFdlmg1BezK7Mv6JLMr/q9yu0LVqr7m5UUA3Z73VtEIjM0ZVAvsmp+UMSJzyHvkhZMx9sfoylaX9InThblnhIIE7TDdxIPInw8hUcu7gyQv/JwwnHzy1X7TEkLwRc+Bw+5UlpX3CKoD8FSnpubuQHziGEAJD3YVCw0QZP7MXfTKU8yvfdqu7s9xS8bo+6moLYvAtzurN9m+8SGK/jEnUWumUEcel7baYOLZtSXYlXpleVZFYHaZ0D9T2ROqwCzuscu4iqbBx84zvgaRAeGZY4uLgi99Keze47zbqINPF4BK2B2+WMCcYw2ORzAeDFnfsGNl+3Y4dLgg7zpgsLTsz6VtBaobAZNKznFy+aWcn382tezRX76VshTUske3O2nen7JlGpdF69UlSMUCfpEyuyxYYrJOkOrVLbAr5PEiZXZZhlUD7EJPBbuohg0CSgDqg4xxjLgaZpeTMVY1PPhAzbHjk8ukEZhdVRMV8WDeuLcnfGdN4W0HdLEMQAvmpffZGFJBJWOVCJHl6DzeZ3yhEDmF2bV7l+amGwVz81m4rrW2oKZvS3q9pMwusLcrDwz6yr9pFJkdw2vdm9CFbVMwPL9MTGN2GSHCyVDHP4ZYt88nRdPwXukB2+2czFSwKx2rRQH79sJtTydci7qs6fcNg4Edb6nRfK9jN+L7r3QVcKdVX4XI7vRgqkFauWIWr9VUMju45sVs7PkStCxild/0fiVzx7yzz6fJIhd6wmXejAeI0Rq6hloU1t9MV4j+OcTgIqIcIM4/DEA2ONPoR4BMBEQ2NqNB1J3C7Gp5EhYmgl29zhMoOnPVS85iFp+jIU/eQ/dPfxiBYfysb7jqyovvfo/hu77XcPKU5tqD8OtvFzz7jhnQNYvP39A7b6T/jb9HeeMrELqi81dv4uUbP8p3/XP7ovCWtxru/tAM8JrFLGbxBCPxvjx8WHDDrXPs2CEQ4+gZlDK7wOYTmV6nqG2iJea3NX70NgOdyjoxl6mMsZUZpi/FWgNOymiMBX7GaiXIzXwiHVeeXh2rEfXYvqiXQydjTBgvEkQ1dglbkgAUzpAY2HSsnqLrJCRmTFklMhFfOSs5rsIxu1SL2ZV6dnlJYyXiARmZUQkLKChlZT5pCCEmmV0tGaORyvaxzMgcBa7qD6idWZRfdrNzLWe3v4zq0J2YzhL13tsxxRx623UtP1TDFz0HdmyHZz3TtyNp0xTPrmnJ/9ycYNVhaFVtF7BAl5cqTsoYVVvG6H2sivlkJybKleh72olbQVnJm2+f8JLMpSBLBes7JzBWetpiqgCcPSesqbWJ0jcpG0SG2Jx6Eng1MnMgjGOUZfZcTpMxmt62pmeaM/8OMsa0lzwgLaSVjMkURKyTfenAfux2bUN7XXsgl9bgUx+3mflCryLP7djxPkwN37GEnpIymwBGahsXd97J2fnn0ulMgl0Ntkwj8W+Zbm0hYxRGIyrXlqwbtuEZYBMyRr+eiMyu1KtJmqrB4MJoRP8clAO0hnG2wvm5ZwZgVnovqno0AXZtzeyyPwz6mvMXJpfplqfZvvFhhCkpMg92TZcx1r2EbZl3Obn0EiABfciDH1wbWElljAB6bhsykVR7mV06ETBIjPwBEDJcRxMyxuR6Ea17nlKxomVGi9llNDtX7fbnl3KE8szLqwC7krbEky8D4CLKPt3Ttm8zWTXGo9JDlpbs/w2wK+kPHwvz9lrds0cwN+c9u3SoqLmy0pSn++sqMLsc2LWVjNEzr6SvPCsycOdjZRk31uJ1ly8soOYs+9ODt2l7jSqcjNF5+U0wu2iCY8DS6ffbpmg7rgMjrIoSU6ErqEuyYQS78noNTGSRpgVZmsyu5IMHuKom8FnUCbOruAINMokZ2DWLz+sQFx6h+4f/AlENqQ7dyfilr9uac++iLA1v+WVrRD8cwguen/Pv3iY4cGAGdM3iKRCdBUavfDOjl/44Rmbkn3kn/1f2al71ZeepNfzEGwyPPTYDvGYxi1lcfZgE2FBK0Fly+iMPdhmNFC2vDWln6buOuUVvubnNRSs99I/sUkcZY7tyWeM92MSk3hjY6BwCIegffBknlr8UI7JmWXIvS7sMs0tcOoY6fS/ZQ+9GChOZRLITPLuCT5OPwgJOp0/D4yfsPjpdhcpAmpGVa4nMJlxTsrIss/0li5aMMQG78sL+v9k9mCxhOHfBfj/Xs9KYxrG4jCmVNHUX8ijP855eLpQre6mHG9TO2zE1mhcC6C5RX3cnZnk/9fUvRe+61QKWczss025uBysrgjtuj16nba+qAHb5HGWLVy6f8FWpjNGdD+/ZJQXBpNyPu2hQP43ZFasx5plusAV8w+qDX8y5+WdTu4T/Yu8W5q89THexy44dUNSXgmH7BPCJ/Tx2Js5byhi939C0sSgzm4d7+aQ/fY5xpVcPUR98vt2IEOH68evalaaUKPNAlB+7ns2EDv5bc3P2WkqljABzvQhsbFwcUpTn2Cvui/v0B+TZVDJHdSLA4+W3oSk19PUi2rEv25eFT8iLAvaklruJZ5c7iOaKKSuk8hVLi9CH/txPVGP0FeeE7ZG6LWNENzBycf5h1GMfRDjJ4dn5L6LfuSbIChU16BqhrcSuTgCIacCMUhEEEjQrxs6PHmN5cC87Nu6mV55kYfRYYHYNW2CXPy6VCer9z8WogsHqbQEACZJrWQTgr12NsS1jZG5Hs6qesj5NygwpqvNkdTrR4VhTUkXzfxPBaS8BvzB3G+NshXLlhsa+swTsUnUL7KpLtm0THLoWbr8jb1QJvFLW1mB2kZz85GRobQsoZLJuANNFfSnIbKsaTNWqxpiAdwuJHFc6ae9oWIeKjju2N9vV7Tlml8Ny7MSInDgnIdw1nFZjBFuNdH5e8IynC1a2x5U7RTy/ZWl9qY+dkNG7V+XBaF56OWIaRsfKnr6f3HXQz/YwzHegpL2PBaDbRzVCjSJqKzAU9SWE811LQfqpzC63fwCR3FcAzGg9nIAinzG7ZvEFEGL9BL3/9mrk4Dz1rlsYvvLNjRe4aXH2rOH7XmP4vd+3n7/lm+DfvX0xVL2YxSyeEiEE5R3fzPBVv47pLJId/wg/vusb+PI7HmRjw1ZovHRpBnjNYhazuMpIWEIA5K4aXOkSE11Nn2UPiYFAdBebP83vsFJG9/gdjp28RmEN2K99AZWzJGgzu3w1OmNgszgAwOJKh1ra76cyuy7j2RXkYEBv88HA7KqFA7uqUaNqGIAsYiLvgaROV5EpK2McexljCxjxbBePCai2jHEKs2ssltArFvAyq4c47uRO+/bamfJ0E2HmPPXvUQU33qjYs8eBYzL+pnq2zxiux6p1SeW0y7En6mueR334f2vsa9p6V8vsssds/5Z1NMT2pu0e7Eq9bZRMmF3lIFYIK+YIaY4xCdhlmiw/z3hb2BaqR+7cAU+/rcu+O27GzG1n7x7Brdde5ODBeGzpOT2w345xbzQe7MDkJOhnUYAprASZuWW1a6f73oNdi3uD1x2AXj6QHIOT104DuzzzIsh6UxmjMxZ3q02AXR3Ngf1WKpWZITs372LBk39kHrflAQqpUInxWi2b9426jmyWbhdkyxfIg8n79tIsEBUQBvt3z14RlmscG0k1xqw7URRhAipz162X2dVaNAsotDy7Uv+gWku0O77AmqRqgItGXp7ZJYRoePaJpKLtav+TLA4fjl2AoFD2/IzK6cwupcAs7qa+4eXUc7tASAu4u12s93NOu7mHiWqMsiljNPPbm/fdzgpKQlFdZNf637Jr/a/jukRmVyDS6ig7lk4Cvtk5yOnFF6I6TRA0y6B27FWlm2CXGJwHYGG5oOhIq3nEssnEFVCM1FcxnvzEs8v9Nj9+3IJdybXaK08FiSBAXbYM6hOoLfV4lm4jR4/W1uMOW9k0Dc9KGruhUlV2guFKMsYsqcaYFbLBFM6LuHKnE89vWcIDD8LxE4ZHHvENLuxzVDiLgAnw3Uwwu6ragk4niuegRWH9FXU63l1bq2G4j/gCB0W9hvHsMbXFNZFOHgRmlwO75rY5+ppGaSuZFtPuoVvEDOyaxedn9M/T+/1/jlw/gV49xPBVvwGdhcuu8pGPGr712wyfvMc+uN/0M4J/8W0zI/pZPHWjPvjF9L/hP6OXr0GtHeVNh7+Zr7jhAxw9Bq99nWE4nAFes5jFLK4cJmv5NvmJJQ8a6Mky8JYJZaNS8xNG7AiJWTkQEm0vzQmz5L3VCKoJEVKLk6fgPfcc5my9n/E1L7TSGZqz6920ua22yhMfR574eKuxsW1z6/cH3xgtrcm1qMcTzC6ZTMMbl1B253MyZ/juva+UpJE47L12npWVaGjsTb59ZLmc+N8Y0LufwWjf8zg2fhpr6xY42bPHbjs1dvcyHy8zNKoAIdi1J2PnDteLKmF29SybQwwvhqTris7PYWdiwtsl9I9o/j8Bdm2xSQ92ae1kjGgEGmMMtQe7inguVGJQ72W1ppiz48sdR11H0CJTLbDJ+/ck74KdDuzZI+x3bgwuF2tBMipEwsgRXnorXVJdR2YXUzy7plU+A5CKXg+Ey6a7rNl2hiSxBSim7EfnXUcewS69esi2wcuvgrO3Z8fVISn1eKc0ZdM03mhWVwXXXye4bs8621d1vM4E4dwHqaTMUEVyXbSknlUCdnVa+LltY8tXLvwQxGMA7NoJz3su3HKzb4vXq9WRaZJ1AijqawCkICTYPjLdFVjYTj/fi9ZNZpfSQ8w4cdvvxgqlqbwxgF2iDsm/adF0xBbXVJbF6z0k8FOAeUVNJm3jKpM1KmzrBOwKy3uMXxXheC9tJGzPFi6qlGV+rXWfxnrnOkR3sXFpi2Ie8sRwP2mjZ3YhIrPLXm8JE3OrKnx4GWPHbTdK1+TJe1DHPmI/uP4MzC7TZGJNCylhbvQ4vY37k2teNCR92oCq+yhTohSMldUuFtUFuvk4gEbVuMXscsfTHsf+fi5MzfzoMZ6356Ms6GZ5Us/q9WOtLO39zFzzXPTC7skLwDO7iMyutJAJQN6Jndrp2Huk3/aZM1aSOxxh3/tV7savBbsmmKbGTH0ErJfzDAZgRE63x1Swi3IQqrxW0t4spB4FwM5MKaIw8cF1svAyxrwXKutmDuy6YjWHJGZg1yw+/2K0Qe8Pvx15/mH04l4GX/tbjdmudtS14Xf/g+E1P2S4cAEOH4bf+jXBnV8yA7lm8dQPs+16+t/4X6j3Pwc5XueNt34HX3fDH3LPp+C1P7ZhDXVnMYtZzOJy0TIpN222lJ4sA28WdjYkH20WB4BevT4k2v7ldXl5YjEg5rP33Q8VBXeffBZVvhJ+S2fhU/DHpAb1gwvIS0eRl442/UCSF+e0mbVoVlPzSZKUIJJktteD5z8PVKdjDeodiKA9MyzJGnfuW+CaAyIkv22wK2UteZZXreHsOfjLu3dwz2fs8vv3OZaWEI0+C+3ySYWbSTcp8z1hdmVz9gR06guMxlFOlB73k4lGojyF2bXVdj3Y5ftaGCs7rBPD6yInSY4Sg/rg1zQXdwxUpS977zy+3Lg1WwB1jbxrmg9WkrwrFT2J6hoeO6J5/PHJ4w7HvJWcVmTMzwFo5kePsvPi+5Gn742eXXKSPVe7quN6x432C1VQX/M8qoNfjOk0mZThAvIAldFsW6lZWLBA8TXXwGKv5LZnJOskgMb+pdPs3xfHrcl6Qe6agl1pEt428a+qaMrdBlsgApiTiXaT2YWQLC+L5J6SyBiTpDpIYqvm6h5pNYu7qQ+9EHPt86nVPEaIWOHRxdzR98HQ+g6a5GSaOt4zNJ7ZpUOC3mB1XSbdyPIIvvj7hjLjieWUqFGidmMvD6wgaDK7wj6DajWPAJRr09MOR7DdR7dr2UBrvZu4NHfrhN9cloHuTc+1gsehbHp2eXC6PVHQ9qbKskTG6JhdYv0k8uKR5IAc2KWi59yVdIxK1Gzrf4LF/gMREBaycXPStZXa5XrDstvUIqVaIFeG7NQnKJTt6LpFD/TnbC5RfkJkdklqdpSfZps6gTr2IRhEaZ+f96lr0NpYsqdQyJXd6APPnbzn6DJs0zZBNuTuAHnXA65WCp8yu4DA4jx/Ph53kDG2w5hgLJ/GqQv2YDu9jEwJ6z3Y8vsS5WasYukk4dKMIyi2FbMLEjlybZ/JpW2DyTrhHUTpkWOVzWSMs3iqRjmk99+/C3XqU5jeqgW6XCnzaXHihOF7f8Dwm79tqDV8+ZfBr838uWbxhRa9VQZf+9uUt3wVwtS87pbX8603/jZ/8Z4xb/0VgzEzwGsWs5jFZSJrTV+3TN+F87Tys/NFAZ2FLhfnbDK+1rtx+nbzLp1rbkCLnGG+m0w1GVqNXU55bPtbl5JNo/amZ1cEu6SrvAU0X9IdAKG3H24kULVjdkEENPz+qgVrKlTJHkuLrnKdKhqJXC2LCeKTKZrZ0WVljM6Py2g4fyEy5fbvg5tuiuusrMTX+bEz+mduFSNzzMLOZj/Qml0v5lHKgh/j0STYdbUkr3a0qzH67ehIsJgaQggylQAfjtlVV5HtlVbsDGCXIZpIB3Msu0w5NnG9VEa4hQ6qkYTlc1N/Tw3/hZIYBOMxXLqkgxROtjy7rP/bdLDLqMwxuzTLg/uoapAXHo0LqEmNk1k9RPW0l2FWr43fze+EuW2TTDAhm3+N5vChmusOWQBrZVnwnNvrpnww0fAFEKdYQO+4EbO8P0pmfeIps8b4TyvEgfcPsv93phT53JrZ1fLsai8QyrXqyJxL2mKAqjLh+mnfS0IlTmQABwL7S2vUqXss2yW5Z5SJmXsAPkWS/F8uqU/CV2QE2LP2XlY3P06WgF2jbDVsW+iKPLfsy9HYt8+E8dZgdvl9ZkUEoJyH1zUHJplmUoqGT5qUzW7OMhBbKGgkk8wub4Dut5Uyu+Z6zfWVihMLanwJefZ+5MlPNpYRDqySqUH9Fe5NWXkp/G9GDrwRonHde4aeqtcsu01krHefhlQgN06zUlopqR5XjeX9OTuQqIkBlGPqST2kkyVVfR1gCrGCLEQpY9OgvuXDGKoxemZXRtaaJOn27MoefPOTJsORZVR6ttU4jBt7fqaPTUPd2xk++W2eumjH/OKy98EsA5MygOseGEYmAOZ4KkO1ff4COF4OUQ/8OXLN6fWzLsa9gygzYmWZJ8TsurzB0Sxm8bkU1YjuO78PdfRuTDHP4FW/gdl23ZaLv+vdhl98s2Fz016oP/QDgi97+dZU4lnM4ikdWcHoFT+Hmd9J8aHf4vtv/jcsqQu85Q9/kN27Bd/49f+rGziLWcziczVMi9nlvW4CS6UaBYNjpUfs2glCFWwUh1hbObglqACQ7buJC3tvpBrA9uWtn9G2+lPzu7bh9O3PhPUNWF1NNXT+xbxGrJ9IVk7ALl+WPswgOxmjZ2bRZHYZA7KY58TSS9Ey5xrXPSbroJRACONkjB1yQZMZlzUzPVU0X8WLhBmTZ5HZ5UGCpx2G6w41+0jlksVFzfo6rKy64y3mqW94ecxYU9QtYXmZfM4yK2oss0tModw8iUgTmdSo/UoyRnBMj3HC7MKea91g/jhmnJcx1mArIRqOn5TIwrDHM7vGdhtK4QAR34gtJJipV3IxP/X3wOaRVgIZgJokCRNtzy7JVImab4tnKhmh0CkDzFfYnBZtiXHY2XS368Dw01UE3oRs9ktYeLKtZmkfeoczGHfAQ8DEVEaew5nuDfTKk2wU1uSsU9ixNRyCU4M9MWZXy7OrPXpMAuAFSZbMUEoghUEby+4KGOcE2CUQtgRdGJ9mfgeboy7GHEcMLsBoLYKpnSUuLd8OF/z+p8gYVQdvwXU5sMuyeqLme358FO0m8Uu1wDDfTae6QObuSVlmAZnx2AJdd91t73nt/UyTMWqRT0hr09i9Gx4/FreVLpdlMJo/SC2PBJk3rlJqWt2yUY3RxPOZelzNty6plNklJcizD9jNu/uxGK1h5pzxVWAmXoVnVwJ26fEwtLEBdmkBGLJqHemu436xn83uALifjrCyuTaza8cOyQ1Pgx3bW6Cho21JUzcM50W5SYS4DFlmx6S/rwtXLdX+3AJySudTFWSMEpk1D35uQXHbM3Ds0En2nGeF+cPQBiTTB4IwGt1Z5uTSi8jrDXbNf4R+HyplN764koMnfnn2VWcJMVoPUnIt81CNVJoxoeNSELi9ezeQ5Obp6L0I9h6nCq47BEfHYw7eDJy+embXDOyaxedHlAO6f/w9ZEc+gMm6DL767WhH327H+rrhl95q+B/vsp+f8XT4iR8X7N83A7n+f/bOO0ySq7zX76nQYXpST97ZnLO0u5J2lQMZI4KkiwIYTBACg3Wxwca+BjljXwwXTPAFmWRxwVgEA0ZECQHKqyyUw6600mrz7uSZDlV17h+nUqeZ3t2e2VnteZ9nn53urq46VXXqVJ9ffd/v05zgCEHh3D9FprMkb/0U71z+NdoSQ3z82r+iu9vmlS/X14hGo6lChWdXNOEA/GqFgr65SawxJTa5fnnzKWckQLYdJiags6P2MtUmjMHcN5gjdHcLurvLFgp+UeeHEcUoNUO4xWjyERM/vEQzgdjlGolwIqc8nVQjPKna4/o//sMoFV/UsiwVxRJGhlkJnIVngWkj8tETfgArJnYJVEW1ADvw7PKi9K90WVSEv5MsmK8mMlaLTThVis/q42JJPOrHToeT2kIeXFsZe4fRSQ1IYzSqpDFO9tzRssAJJ2Jqb5RYEaVFLVosMJ+F9jYJE+qcCM9hfBx27jYZGAK3TTC/GYr5YrheZKwaY42da2uNvbCb/Nl6NFUVZSmthmmWTOaRnpr4l0V22cVBrB13VN9pXzhatNDkyR0Gc/qiNFs5RfGlasg6IrtC8cZKIYrjVcSuyqhvmYpyZgORJ1zMMP1UuBUl0ZyplC92BdmOBhVpWPG2VZ4W38MnjOyq/j2V/hQMCuqYWZYS2IpFSqpklqMKUEQbzmdXMzDSimMNAyMqss0/Xm7fOgqDUZSTxFCRUJ4bpnTK2KR+sr7uOEEEXHS+05YSzDyRCFNFLZnz90eAMCkUlH/hSFQUsXrlTysqAuIJG9uu/UAhmxXM6VMHybYFiUR0/k0THJLsbr2AeYM/V+tGHe9wdYYZRpR5Hngy5nFXkvZbun3LVA8GPGEhRCTyel0rkC1zMA49i9c2199ElMY4VWSXGD8UXroyP4Fnw+gYZNKx82y0AwNh6qgXSCO2UuQSIgfSw3U8QIR9KJE0K4QuoKRAQ4nhfNz7LSZ2FcKAJ6vk85L9KIxBMRcK6VL4aYRxDJO+3vi9o/TjVMLBmYjSGlUaY63ILnVPdUwVrRUIaEEBg/asGYpdYWRXqg2GXwzvsVJYJWJXeO0aNTy7ILqOy8YhaaXAStLcLFjRWsBLiFIxbAq02KWZ/RTGSP3oA1gvbEXaTUy86Yt48zdXXfS22yWf+ozkwAF1s3zH2wVv//2oopFGo4Hiae9GpttJ3fhXXLzw+7QlhrjmE/9MW2uKzafpa0Wj0ZRRXo2xzPRd+F5J/fNTGIOBOmRTOVWuzvJl0N4Gc+bUXqaaZrbX9/2tFiUStdWfHE0Mlr4fS0kKo7LEs6gAACAASURBVHEME5loBQ4CarJZUhFdROJTXMwJTYp9UdA0/cm1SEYT0LRvkpOPzU4pneSoSCCD7i413bGDNEYmT/9CKP+ihAFelXS3cOXBfsTFE2FgJFIwnsNxwU0mSSTAiWX9HAkl1RhFJEjWK3YF4lFwblwXnJgH0MIFBpYnKPrihvQrITpOlGK0a7dg3jJJMe+E60XKSKQti+w6fTOMjirRNN54mWguqdipDLdjFSut0tQogYekUuxKFPaHf0vTLkmLC6Ils1mDdU0uwom1oUq1yykpF8hCscu/Hjw3mlRaCSiOIzyn9Joti+ySdhoZN8YvE7ukYVVMskFdn0MxjTdeQKK1BYb9Q1ueQhttePLIrqAzibhZdpnY5bjUzIKE4HqOzmEiacAIuPg75BWjSDjDDvsxEBaoQHqIIRUaJaz60hhVfy1dIG2MUESNPzIUu9QFadoWeCodbe/e0nXFPbaCYcWwE5Fnl7ArIn7KWbc2Ojj9c2B3PPM7ZjqfTOIXU/BKI7tElFbsxc5TsI/lKYzgXyNCcKB5M0vnOjjtzYj8KLK5R62rOxJOA8+uKasxSomYGFAinaO6zr79sG3EYPliSY9/XeaMNiwGolTWYExIqIbaYgJDOlH2cdAFa7jjG4kknrAxZBHLVteE8ByM0X2IZ2/BnbMBIWV4HoK0wpJIrZjILFPtiNwg1rZfRe/hR3bFA8DKUoZVOniU4mr0r4Vt9zNgLUNK6acxmqX3NysJnos3dxPCv116IkkyqawJXKOJlcuhtVUg99iIeHR0mUeghxV6xBmySHtLED09mWdXUD41X/p+zLMrvMYnqa5cjha7NLOb8UOkf/BezL2PqNTFi/4Nb+6misUGBiX/8lnJr36tXs+bBx/9C8H6dXrirtFUw1l3CWbnXJzvvJeXz7mJFut9/MVff56/+6cWNpysrxuNZjYxPj7OjTfeyM0338wTTzzB7t27SSQSrFq1issvv5wLL7yw4jtbt27l7W9/e811Xn/99WzYsKG+BlTk/cRM3yH6cRr7ITtZ4ZhyEgnB3LmTL1PtKf4LO9X/CxfU/l4g7IjyqlHx1zHxw01nAVWjXQqrZFodiCiyrD2B2BZEcwRijSfsyol1+S98K4FtQdHx1ykEfX3qS/nY0/sJP7KrWhW7khlLrSigEoP60mWMVBpQG3BFinQSxo9S7IrPBU0z6jKhSDDJetNpGA5EGX9G53rgxcSuUODwZ58SkJ6D60aipIdB0QHPD5+wLRX9VSuNsaVF0FLm6w5Uil2GQGJQMFvJiGFEdj48H1uX9EBQIXbFU2e9rhWYex+NPoupp8LJVWz/sKkV2RW7doPJqrRS6nSUpU8JPz/Ry3Sr1MVUe2mHKNuGMOyqYlcyqU53MIWPi9OnnqKiOrfejaqImDFZ1jkEo9uihco9uyrELn/ffNFdGmbYztCkvhilW1YTn0wzElgtCzz/2gsjfdxiNLk3rDKxK4poCs6dFzMZn+wacl1K/KwA0gxTREWWhpFd5AGh0p5zMDICY+OV+xDQ0QGLF0GfZSN8wcoTCVKHoZt2dERnTUrlFfjcDkFLi8AwpB/ZpSrxBj55oWjkEYbSxT27ylMYITpHBSsLLYAtkFW88tROBunNNSK73CLmzrvDhxvxiFL1wEAwMe6o7QB50YqFf1nIWASa30lt8hiySFkWI0YNpc20VPpp0hnAtlQ6rPC9IkV+BHP/EyC9cJ/z+SAtsXpkl8x0IXKlD2o8YSpvsPgtrUqxDSfWR3uXz2HrgVfiGYkwylEKs/T+1jZfFbsQAjngi5ZGAtm7ioU9BnNaEsqbEtS1HxvPZDIeDqvSGF2RIJ2Gjo48ra0AAjFZxGMwppeNf5iJ6IGbGzMdqxMtdmlmLWJoJ+nvX4kxuEOZ0V90LV7f+pJlpJTc+Cv47OckQ8NqULv8Mnj3O0SJWa1Go6nEWPNachf9G6kffYDN3XfzhVPfyZ9e8yX+5hNdrFmtrx+NZrZw77338pGPfIT29nbOOOMMXvWqV3Hw4EFuvPFGPvzhD/PAAw9wzTXXVP3u5s2b2by5Mhq6r69v6g2bCbzWyvKI4eQsEA3C1J0kztIL1KQzkaE8HeNoqDa3cF1ozkBPzyTjVQ1fptI0xsj8y8v0MpJaQtFoRgqr1L8p9us8/n4YbWVFaYyekfAjrkq3Wz6xDYy0i06wzvg2KveremRXPGqrxmw2MGaWXqVIkcwQGBC5RqqkmuWRil3x8yVEtJ7wUE/y3aZ0qccPqKAaKSPD62ANQSQJgOeoqo2RKGlQLIDji11h0JsTy6erB7syHEUKiwPNW7CaD+B1zcG0BBLl/aQiu5R4qVLGZNBA9V/XCmR2EfLAU2F0lyzzEirZVtv8+toZp2Y/CCId1fmWph3tX3mlyEAETjZDPKIr+Ljcy880q0YOmaZKqwpStuJ92DSFKkohJAiDXKIPrPJKcJXVGKvtUzgRjom5gfimIqhqY8YEVMuCot83AlP3IHpVLWyVzLUlZonW4GUXURT94Fe+m6ybLVwIw4NlkV0MM+xvOxDbwnRqX+waHaOCEoN6U7BsKYjhJON+BGw9kV3lnLoJtm1XwllTk+CC8yTJbQYH9rswropHCEF4ToJ2ul4sKg4IIsLaSjWRinZPdUmGBvW4VZcV4wdLonjz6X5EYZeqDumqMcEtRP28QBMZ1LXqSViy1OLZQVi2IgnPgWVJLG80tIsMddcaEbSWBUWzRYldNioSMlYYRRpKYIpHdhXMttIMpFhkl5fpxjj4TLR+U/W37m4BL8Z3vPI+l/Cvuc4OaG4WWMkEhWKUEk+5Qb0wwhPoxS4W0b0US4hS0SjW4aVhqwddwf0FkKg0RsuEjriHZszIrCI4LhSt8+Frd85Jan3Bg7TgMx3ZpTneMV68n9R/X40xcQivtZ+Ji79SYUa/bbvkc1+Q3He/er10KfyvPxOsWqUn6RpNvbgLtjBx6XWkvv8e1rQ/xv899e18+GNf5mOfmMvyZfpa0mhmAz09PXzqU5/iNa95DXYsdOJDH/oQl156Kd/85jd54xvfyEknnVTx3c2bN3P11Vcf0XbFmt/DGxys/KC8GmMwEbSSyuOo1lP5o6CWP0tbpRZXSpmwI+0m358oblAf5HqYCAFD6dUApM2JEn8bGTP0jU+cE2VpjLYdVRerSLEsn6gbdjhvEgIoEdRKJzC2FXiHla8z7s1Vw30af6LlehVCiBkzAmuY2BX72zCiiU09aYxNmUpR0PXAiXl2hWbGMbFLem5JZBeoyaTrqyxW4GPkBpOp2scqjixP40VNmj0jQT7VD0JgWZLAIChIvazQZAJhKzjhdhO4vom2ECXtLtmWn851WAiBNGKpRmFkV+k2ZPuimBJZ7tkVVdmrhmeWde4aaYyTiV3VKPUvCtLl4m9MkcYYE7sCIcVxmdSqTVVbVR9YFjj+QqFgU4yFURkWrhtXAyLRQBoWXu9ajGEZ/7gmixfBRM7ihccjIThhBAUyEhUVKgOPvwlfDwyiQmtiVnp2HQ7ZrODUU6LXgWdYKukixlVKsBq3Ik8uUMfaNZIczGxgwRyLVd2CgYHK6oVQFpg6hdglwsgup/pxjaXAuXNPpXDIIjnki10OYIAXO2AFmfbbLfA8mNNv0bdSAAJppzGNcdrHH8X1h8gwtrDGDck0ldgFvtBaRSiHSOwqFqGQbC/194rfXZo6cHvXYu57DKRk+QqY223S1BJ7eAFVx/11a2H/AVXUBNR9qlCMooSl7ysYbjUuYMXE3Koeb/H7qi9gSTuFKKjrxDNs1T7TIqgsIw0TI3aCK4a7QDD1I7vcnlXIVj/k2x+DozTG+iO7jtB2UqOZPqxHf0D6u+/AmDiE272aicv+o0ToGhqSfPpfPN55pRK6EjZc+S7BV76khS6N5kjwetcycfm3cJvnsKj5Of5109v4zDXb2LGjcVEZGo3myFm1ahWvf/3rS4QugK6uLi677DIA7rnnnoZvt2b14iA10C9nHkZ21aoM1wBqTYKqG7ZHhFW8gteBd1Y8jdGLqlzFf4DbydJJdxDlEfsKEPMFFQbSsOnsgL7+JOvXKj+y0h0pm5SYVuSvY5RFNAlRIvLVEgm87MJwohA3EK/An6CUm5ebKSVOqtTLZMl2GlHAOggqg5jYNckMRJW6L13AjXkblVR6jB0x6QZilzqgUpjk85AbjxnUA/gpifX2V5npqvlZVMAgal+Qelk+H44qBQaTw5goLMyKgy3TWdz+DZMfrMmIn+egf5T5tXnZhdF75dES3uQnqzyyS5hWSeRQT7fy4uvpLjXMruqxF/u5Idvm4mW6o9SoKT27KgXkgGC7xWIsMKza3D12/mwriqp0w8gu33jbX3d5FlUg5spMd0WTalU/VG0RNLeWRsQFyyuxS23PKBO7AuJpgdWitqQZFdnwaqSZHjaGQTqtUgmDvh4M0OG2pNIjJhJzoaWX+fMEJ60XVaNV429NGdllBfceD3t8F8aeR0oGY+GLXV77AmRLL9iqj3pekNZn4BT98V5KiiKNJ6KKlSUp3lYK0wTLm8B1BW7f+pj+W/ukFg0ldlkWSCuN176won1W7OsFq73k3JWLuzK7CK9jqf89QVNzNL6Fy1QRuzo7BatWivD+FDzEyPlCqSqsEB9Mo4PvTfHzv2QcCR4GxFJ3g/PUkk2ULFcibFakMcZzYGPrhahIjvSU36Y2qNcclzh5kr/+R+yHv6NeLn8Vudf8U/iE2HEkP/pv+MrXJSO+dcL558L7/1DQP0eLXBrN0SA7FpO74lskv3slfWznX056Ox/9q2u5+h/WsWC+vr40mtmK5f+oNGv8+H7uuef4xje+QS6Xo7+/nzPPPJOOjknKHtZD8CNbShXJEjxNrxIB0yhqTdKapgoisxLIVBsipyJoZLodhneVmoPHPLviP8DLxa68FR23zk6VktPeXrk92ysyZ34Sr69aFJZR+rcwsG2/2lxZZFcQMRL8rq8ldsnsYpy2BWo/JjkHXvcqxPgh5b0Uw0yrg+gaKRCiMZFdZRPYeJU2mDqNERGlBYJKQws8u4RB7DjKMMBBul4oiiUSwIRg/wHwjCJpOxIGwhS+er2wUm248zcjrTTWs79V+xGYL/vNsCx/8imdUACoOHah2OX3q0Rc7CpNY5R2E+7CM+trXy1MG4JuHjQm1Y7X2g9S4nUsVpPIsApa9TTGahPpYP2eMDHCyEirJG2zvQ0WLgwm2tHsOTWFxmiYBt78zYjhXZi7HiBy4p6iGmO4gui6DT27YmmMVQ3qDfCCNEYbRODZJYMQHD8cxo/Kc8rn2inVlzz/4bxRehlPjjAqBJ++PhCpBC8OWCW7aJeJXYmESjUcGVFRWBVYKX/fTOQRRHbVaq9lCbLtktyYq8YlUenZNZm4WLa6kGpiWOmyajsJd4jkvgcwMgKZakO2+6m+QdSmL46IhBJgPOmnMdoGh5JrkMZWiu3LYZcgZ3djmCqCuSS6KVapdjixCNnUGWmyNVS5dCqqYmiaAsdO4/WsVuva/0T4kCUubhWsbJlQWaUKatwAPiy1Ge80U0s6wbgeRHaJ8utaVI/sqkpse0Hka+j9B5x0ss2ADdmxRKSuGTY1tLXqb8TvZYYVRbK5hcOK7NJil2ZWIAaeI3XDhzD3P45EUDz9/RTOeL966uQp4/mvfl2y0zejXboEPni1YNNGPQnXaBqFbJlD7opvkvjOe+g4+CifXPNOPnbNv/IHH93M8uX6WtNoZhuu6/LDH/4QIQRnnll9YnzDDTdwww03hK9TqRRXX301V1555ZFvOP4j2clHPzynMbKrVsXFqSK7QKWBBWIXlv+FErErSgWJ/95OpmIpjKaNNKIf36Yp2HxalY2ZCWCs9rGoUhUxmFCVe3YReKr4E+vEZFqiYQKThJCgxnjZUlnyMtOVZTi1jIKlRLC4qDbF3LMuhFCG1hCJBJNXY/QFEz8tEKDoGKFQZsaPk5TKbweUQb2nJvYtzVAY9tPbpENvbzSRDsXZRBW37BoEETvOgjMQbhH3xdKOp85h0KYaaYyBmBRE2FmxdcTD36Ck2MORIhOZqN8HbRMCr39j6YJBpGbNNMbqE3shlEBquL6BVJmPUfxr8b6brHIty5KswKitpR9OXo0xXFesHUEETbFYc3HVdBOKQWSXDYZ/UQZpjCJIY/SPVXlk13jPFsTyDOQqJ+FTjlFGqTegENDdJWifb7PzzrI0xjIB3rKUyJWttFQLvoDbdxKH9qoTYDdi5u+f2A3rPTzHw9gVpeAG++HJKDpoKrGrpVmd0Umr6gabjoVEBdsSI7sjsctPgQuiDk3LxBM2rlNUz2aEYIJ23OWvpugH9+bsbgzhXydx0Uh64dg8ZC/G8YwwMrU8xTwglRJsOi1BengFXprwPiCb/AclTqXY5Rrp0ui/8rRdysSuQJQqf3AyBcG4flAVGyaRKheJ64/sKqkY2ez7f8ZSNu20TXdWQK4ssivWF2p6dgXrLXtwI60kojgBbiEaS+tAi12aY4uUWA99m+Qtn0I4E8h0ltxrP4m76CyklNx+h+TLX5Vs84uytLfBu98leP3rKDXz02g0jSGdpXD5v+N9/wM077mbT6y9ir/6h0/zpj97ma5uqtHMMj772c/y1FNPcckll7BixYqSzzo6OvjIRz7C+eefT39/P8PDw2zdupVPfepTfPKTn6S5uZnLL798ym1ka8yivEwzIBEZG5nJqOiEzu6SZTKZyD8lmz06Iay31+XQQOUP3P45CWx78rFJtp2KTNuI5m6w08jBDCQTGP6+eem02peOTgokyGTUdrq6TDJ5XxBpnUPmYCSO1Nofb6QHBguIjh5ElWMnnSbkHn89iQxGNktnp8PwiEtLq6A9ayAPqM9FNktrazMTOTWx6O42yWbr/+le69xV4+RXbub+Bxy6UoLODotMRqkDrW2Ht82AiZwbHsdsNsnoWPQaVOXDbLa2oJPJ5EnkmjB8zynDsshkWshkPNrbLdqzRdXvgNbWDPkCNKXS2FaKtN3CvHmt7B7IkPSSpJKC/v5URVqu6JmHSFUpvzgZ/jHNPKr69rx56vhks0WcPRksV5JpSlG0M2TbLbJZM7wO0hMmmUwG0dGFSLcjrSJyVFX+FB2dyMEWyI+RyWSgtSvsn0eKTG5APqMm8SKTrtofAaQxgRzOQFNTyTa9wSbwMoj2jqrfbW11GE23YPseSK3ZDrLZFJtPddm7z2PdWiv0mOvsdBgYVEpBX2+ioohUJpMPpazg2pJmTl2rTeo6kWJMvc60lrRT2g7yUEy4bOsIP+/sdNmzzyGVMshklBDV0ZGomEO0txcZ2t9EUiZpbTWhvZ1MxiWVaVfnI2xoFtnaTiZTWt01292KSFtk/fl+b6/absKGzaclSCRqj1FyvI10UwrXVxiam03SaQPR3UtTs00ylyLTBJmMhejuoXVXBtfX1Do7p74+x5LtmDsKZIDOTtUnjwavpRVyIFpbwS0ghzKQacfIZmlrcxgccmluNsk0uXgSstkE6fTkY/RFb5IYxtSRXYYjOOirNpmMOk6ICURrM8K08Q7YIDOIrl5Ea5b2doexpg5Mc4hkUpJOZyCRoT2bYHwcMpkCdstC4Jno2vQjLqVYRSE/jGhpx0p38dDDRbKOSvNua2slmy0P61Worrel5D3ZZIfjOiRIJCQjfWfjiSQZM0VHNjqPXqy/Bf1YynbkPv++0NmFsNPqPBR8MbSjC2FPrhZ2dTkcOOj6xw4Wz7PJyGhbor0D0aa2t3SJx779RV9MrbzXeeOd4A2r7y1ajxAC6fYgc37lyWwXIpvFG84CvlCc7aFdtoX3gfZsaV/0htqiZQHR2ROeCwCvvRPGB8AdqF7WswZa7NIcM8TIHpK//CjWjjsAcOZvIf+a/41s6eO++yXXflny2ONq2eYMXHG54M2XEJU91Wg000OyGefSfyP3oz8htePXfHz9B/mH//NxJt7/Bjafpq8/jeZI2bJlC4PVDN9r8I1vfIMtW7ZU/ez666/n2muvZc2aNXz0ox+t+Hz58uUsX748fJ1Op3nDG97AqlWruPjii/n85z/PpZdeWmIYW42BgYGq75sTOYTn4O7fjTk2hrTTuGXLjo1FT38HBsbLV3FYFAqSsSoVyEZH61xvZrEKDBkZwRobQ+YKqr3SwxobBcAZGmZ4xA63k8/BiGjCGNuP0z2HsVgDau6P3YORyOPRAtWOnVvE8tcjiwJ3YIDxcbVvlgmDQ6Ph587QMGPjRmhG7TgwMFDfGJzNZmueu2qkkrB+rcQ0VUpUsKujo/VvM87wcHS+BgbGGR0pPX+2Nfl6uzoluV1FFvXneWEneAVJbmCEsTEYGYXBweg45kYOMO6kGR0eZmw8x1gij5TDjE/kSeTzdHXB+HjltpzxAkzUf4zirFsrOXAAsu1qP8bHJV4+j+3mmRgbJW+nGB6B9IAIr4OJ3AhjYxJneBRyEvL56FwPDmOOjtNsw9jYGJ6VxzuM81cdEa7fbcoja6xPjI2qa9gxSq5hc3gIMT6GOzKCFJXfHRmRTOQdUsW8/3qMgYEJ2tpU4Yjh4WjZ3IQ6/4ZQ+1d+PsbGZCh2BdeWGB1W7XIt3IEBxPCgei1TpWPNxEi4nwBeYjw8dhP+dvftj/r04OBYRaGHsTHJeC6Hnc9TLApGRodVX7PyjBmxddNE7sBAxVg0Ng7QEV5zTU2SVSugtRXGxsarjl0BxtAghUKOfB6KZjMTE6N4nsAZGWNiwmYi75DPO4yNCdycS7E4Fqai5XJTX5/5fHTtjY8f2fUcxxwbR+TGcAcOgVdU54Qm3IEBRkfVtgYH1XUKMDQ0Ri7XmN+O46Oj5POqv42KbtziBKIwirvzKWRrP+bgQYSTwxmdAFeNrQdlF+nhveTzMGFOMOaNsW/fGBMTqk8kEyDmbmD44D68sTyMBRX/mvC61vHC9iyMjTEmJU3+tkdGRxgYOAxfW6dQ0kcBRgomnnSBsZLzEl/OifVz0bFWiYujOSCHOTIcmrk7wyNglFcxLaWQLx2Dk6k8YweiN9zhEaSnticErFsjSaVq3OvsbgxrEK9jiTrZgBgvYAbjzcg4kgGMvIcRjHG9PYzsHwrbMDIMqZjobYyOhcsCOCNjYEQPzIycoz4fezx8r55HFVrs0sw8UmI9cQPJm/8ekR9BmkkK53yY4sa38shjgi9/1QsrLKZS8OZL4IrLBK2tepKt0cwYVhLnos+R+9nHSD35I/5m/V/wyS8NMz7++5x/nr4WNZoj4cILLywRTKaiq6u6Mfb3v/99/vqv/5oVK1bwta99rTTyYApWrFjBySefzL333suOHTtYvHjx1F+qRnmZ8Do8Q46GdB0pLnXhG0wL13esjqdulXl2JRLg9ZyC5xbATnPyesnvHoa1ayZZf6oVL7V2ku3HoipEZIgNQbpPWRpj7GVLnRZTR0pLi9rYyEisktwRrquzQ2XFtPqzkcP1WF+xXOC5BgkEO1+UKv3In+AborRhfUM3s8s+Bc/zlC8PBpkmZdCcHlRZAeXIRNPhNypGa4sI9w1UGpwbmur7Hmz+q+ZmGB3xyLZ56t3AOD5eqc0w/fb4/bFBKcHOkvMxhl9Eti+ouUxoNl2Rxhh52VVDCJCxqaSoVinUJ/CKSqaoiLCDai5FxNIYvbKFKky7Sl/GDOqb/KFxdDT2cY1qjIRpjCLsGkWvzOTKtCtSGKHSHF4IQd3WiNINr/P9zadD+l5kygYzgWlIVXBBqGgYmciQSES+S/WkJcb3t5qJ/WETXjdeSXEPiNKe48eoEUUuQuJeUekOpDGGKIyF1TLDSqu+WbplwlhiPsXxR9Xnvv9bsQg5f9F0GkTnYjyjLFJLCIzWbgxDqrQ+IRhOLcWQRTqS9d9zgYqqwKBSHsd9fSqexuh1LsU4uA2vbX7J8kEqdeydWFunjtbr6lLBI6Nj6t7W3m7AgdjayipHTjrvtpvw5pxc2pqYQX1QBMXLLkIapqqqaKfDdHao5tlVZuhV9pvC616FMbJnkj2sjha7NDOKGNpJ8tcfx9r+GwDc3vXkXvu/eXpgMV/+qEpbBDUYv+kN8La3Cjo79cRaozkmGBbO7/0juVQLqYe+yZ+t/Ue+9p/7+f6BD3LJJUcXBq/RnIhcc801R72O733ve1xzzTUsW7aM66677rBS1QKC7+RyuSNviGn53hm+GU4dP7aPhmp+Lj3lv/3rIT7p8JxSo1vDRIjox3giod7DUJOAnh7Byy6QU6baTEqpG7NqUqwaY7lBvRPL3JzSjL9BGIdnBVMVyxKcf64M11Xuz1LPBNhOGFBQQknRiSLcDLO0YYaAttyT4Dp+NUYT24aVKw3MvTHftaYOZdAPIBo7BVJ+QH5KkS8SBft+6iYYPOjQFQRpBGKMYeIsPg+Qfj+LxK4Sj56jIZHB61ox+TLBtVvug+NN7dnlxY7jZKe02RdqD0+wLfPsCj3EJq/GGPfsylS5ZqqJbYFICmDZRlRQobyfGFZ1setohj/PjbyujCTuorNw/bRH4VdoDYccO1Pif1aP4bxROeQcHfGqeTG/w9h/JceoIdv0Me3YgW7KEuRzimIO6RSivuKLxaYJCJM9iU2k5U7G7H4ACsXIN30qrzDLhoKftTqcXgXAosO9BQiBNOzY/VKQThOJXbFu5nWtxGvuhckq60LpvauOAdWyBKedKtnxvHoAUGFQX2/BjpobiB3IQKiyksjOqCRxvZ5d5RWDVfsyuD1rMPc9VrmyyZpV11IazdHi5LHv+QqJu7+McPNIw6Jw+h+ybc57+OoXTG7+tURKNSC+9jXwzrcL+qpVMdJoNDOLMHBe9pfk0llSd32edy3/Mj+7/UU++/zH+cDVSe2dp9HMIN/73vf42Mc+xtKlS7nuuuuOqKqi4zg89thjCCGYM6fSrLxuggmyb7jb2Mf3lSjPGzWR6ciqQjUtR6IHBBE0S8+C7QAAIABJREFUQVWn0Azbr/RXFtlV8fVGOLYH+Nvs7FBiQF9v5ef5mDXQTI235WbZR0o8VaxCn6hnvX4fs23ALRW3SqQVAYZ0cIpq8ieFqSJYykWQdBavbQHG3ofxsovq3o96UHNsX6Aoq8Zo24LuDgcxKFS1t/jOJ2MTTCcPCdVmmake1TktBJPe8gpnYWRXbbFLxsWuSUSNlhbBWWfImhVFqyHjEUTqHf/9ycWueESIaQrSaRkKpbW6nePE1msY4TXgykqxq6ISI0cXMSU8t6Rh8evPNMCU+eg9K1FS2dKuo46Bug7Vdw7n+NckrN7pVfSR4BC6VY5RIzAsi5zVqa6xpg7khB8p7eTCSozStMP2BBFT4/Ycxu3oflcsEPaJqcQu24rEroAjeghg2uCF5VFLtlvSf4SAdB0PsQ4jizLajmDpkrBB0aoSTUd/Dw8qu0qvZmSqmOzeEv+wVlXhWOEOWecDCy12aaYd89lbSN78cYyh5wFw5p/Oiyd/lC//cAk/+3koyvPyC+Dd7xQsWKAnzxrNrEIInDPfz0RrH4lf/jWvnfdTuvfv46/+/LP82cey1ctdazSahvLd736Xa665hiVLlnDdddfR2dk56fIPPPAAGzZsKIlicByHf/7nf+bFF1/knHPOob29usFuXYSP8GcmsiuO40B7+5GPO9JMKK8TtxhOjGWV9k9a/bAR+NtMpQRnBNZsxfgs6tiMrSViV6PWWV7lvi6xK6qOJ2OeP+URcIYBQno4Rdf/mqEm+BXlEA1k21zc1v6Gi7Mqssuf8AdpjPFNBNU/J0n3FcWJqEJkrcnedBBEpJVHdvlRMrJG5TkhYDS5iOb8c4wn5tAxxSE9bM/dMI2xtD0VvbL8XJYd40xTJGzUEilUtcZI+A6uAac8jdGwKrI94ejELq+5G9iPJ9Q5j6e0BX07vstxwSpRR2QXwEnr1biZSh19v5fCUM2RHiKM/jPD9kKp2NXIyC4h4EDL6QCsFoTRRMLJhf5VmNEBMmvclh56OPp7qhT5auf2iI6iaYM/DEhhkIqdxyOLDKwSYniEyEQDIkmFwO3foET7GmKXUUPUVd+vQ+wy46WC6+tYWuzSTBvG/idI3PpprOduBcDLdHPolD/n2jteww//TYRlgM88Hd7zbsHy5XrCrNHMZtx1F1No6cP64Qc5teteOkbexl984Iu898/ms2mjvn41munizjvv5JprrkFKyamnnsq3v/3timVWr17NK17xivD1hz/8YQA2btxIb28vIyMj3HPPPTz77LP09/fzt3/7t0fXKP+pqnDVI2/ZyBnNFNSTujMpZgKcHMItlERzACVRG0e9nSmoiFABSiOWor9TjbFwqouSZjVoaD+SNMa4p5kkWoE6VaVRYwIHt6Amf1apCVpI6E01TVGIktI0xpIohkBImszbzm+XbJrBqC4oVSI9NxbpNXVkl2NmeLHtlUhhM7/qUkdDmWdXoHpVRHaVKQXlYlcGDhys/tWA1lbYv9ffz5jYJRFIwwrPX95L8shjld8/GrFLZhcxlk2w1+vw2xjr2347yr0ED3e7vT2Nj0iFeGSXWn/QzrjY1cjLzbIEc/okrgvJpEBKX6kqTkDBN1K3pha74qTSk39e7Rgf0e2uRMARJGtFdtWJkEcQ2lWLBqVNy5bJo8XrjeySNSLbZFxEq/MBmxa7NA1HDL5A4o7PYT9xA6B+XIytfStff+79fOtjzQQWIRtOhve+R7B+nZ4kazTHC+7CM5Fv+Rbye+9lCdv53Pq38Kf/8C/87o2n8Pbfb3CKj0ajAWD37t1I/4ft9ddfX3WZiy66qETsuvzyy7n11lu5++67GRgYwLIsFixYwPve9z7e9a530dY2hR/IFEjDVFPRMI2x9g/PRo0KGzfAjh2wauVRriiYdMQiu4L2B6bjtlXd26ehVBMRyjy7FsyH51+A1aumtylxSiZyDZpPHVkaoy92JUoj78oju4RQ0S9FX0+ybKPk+9GC0xd92NwMh8KersSZ8HYovcgPq5oXjY87bzN4g7jp2mby00JcHIqLXWVRO+WEu2eo66nhl0u4Qln2/1SeXaXHOF6/o9ZPlCWLIZ0z6PfUduOZevGItz3jvWGUWJyjMn4XBsWmubhVimWahqrQKIxR5eNEqdg17dGn1ShJYww8u9QBCMaOIKABGj+OrlsbW5+llCrhFjCGXgBANkVRz/WIXUcU2XUEuyRNO+q5onS79bSzcoWNi+zymnsatq7JqDeyy6sw4/eJR3bVeQ602KVpGGLsAPZdX8R++DvhjSG37Pf43qGr+dJnF4SVUFavgquuFJx6ygz8kNRoNA3H615B8W3XI/7rvXQeeIJ/O+OdfOJXf8mfPnwp1/ylodMaNZoGc/HFF3PxxRcf1neuuuoqrrrqqmlqEdGE2K3t2bVkMWx/tnFCTVenoGvy7M26CCcdbgEReID4P7QTCcG5Z8sjm3wcLlUjZkqP44rlsGihimKYKeKTkEbFDpQfz8MRu1SKT2W0S/m6Al+d0MR6Ei+nRrNgPiT3GRQPwKAnw80bex5BDL+IbJvnt6G22CUzXRjZ5TBQRfWYToRQ/6SMInWIItRqhrFMYZ119O2KGaFDTOuaKo2x9Bhn29Uk25O1ff4sS7BgoYG5SyCJGdTH9QQhKHqRutTZAQcPBd+vb5dqUuN6MAw4kDmVOe0v4s1ZDEQC14wI8tUI0nVlVI0xeC8oohHM+ab9+aeVCPuuyA0BlFQxLB93FsyHsbHovEEdnl1VLtmGRHbF0xiPkSLjLDxLpX/W4xHWAKrUZ4nIj0R/p2tYLJQUmKnPGE6LXZqjJz9K4t6vYt//DYRf+rW44Gx+XvxjPv311eE9e/Eila54ztla5NJojndkcw/5y78Jv/wY9lM/52Mn/x3/teNR3v3uj/I/P5ji/PP0Na7RvKTxhYPJqjEuXSKYN1fOqFBTF/6kQ7gFpFdaTQxmUFiqGtlV9lKIxphKHwYqQtf3a5qmyK56CLyBbDtuVl47JXJ8XKWdZTuM0g8CpjHV1jAEc+eZ7J8AMeLSMvE0if15jILyqxUDzwGxVMpZhhQWQhZLJ5Byisiu8r7a8FaVeXbVkl5L0p/aS03/UV5h554jKRSmqGgarEcY4b55UkW9GKP7cHvX4exX7y9coETo3yqnlqOOaq91faRSMGBmMHpXgF/woaUZmtJwBIV4G0NJNUa/eqg/fgZiolcjCG86kFY6nH96zb1gR+pVudjV2QkrVwjuuVcyOBQsM3kjq/lpHdE0Ni7CCoN0Wg1JlnnsxC7S7Q17oFEPk0Z22bF80lrKefzAl3sM1mB2jria4wMnj/3Qt0lsvRaRGwTA7VvP1pYP8Y//uZmdL6rF+vvhyncKXv6yqQcUjUZzHJHIkH/dp/F615K49TNcvPD7LG99ig//079w0819/PHVgq4ufc1rNC9JQl8fWfq6jFkndEEsjbEQRbLUaP904LX2YwzvwutYUuXTaTDMOgoaJXaVT2wOK7KrzLNrssAeyzZZtLD0+9GC03yOfa8nIV1ac89gjwDl/X+Wil0Ypio2EUwg46LXJJ5dJatoeGRXaVpoTYN6w0RmusEr4s47reqqbFtM6cEX+AFJKxnui+eC13cSsjCKbOrE2a3aYFkqCvSMLXI6NVRWroC5/ZREzFuW4Kwzp2+bU2LExa5AEA2KSQjSKcmEb1kzI84WsY4oOxaXfFQudjX5esr8+TA4BM0ZpsRskGeXtOJil8AwBOedExSzOPZj/UxQlqVfgte5HIRREpk36bp0ZJdm2vBcrMf/m8Qdn8cY2a3eyi7myfl/zD/818t59DHVe7NZeNc7BK9/3cyVy9ZoNDOMEBRPuxKvezXJn3yI9dmH+fZ5l/KX932CK952Bu94O7z5EvWjUKPRvIQoL/t9HP1YDycdbmHK6JXpwOvfiNe7rrp/U1x0mw3CyCwRu+ICx2QpkT29ZvibU5aJIuVeTg3HjwgyZb72MtVmzrMBIzLXl1CSzlhLCK44hQ337Iqly8X+r9Z53Pmbj3576Szu/M3IZCuGH7DqeYCVDIUwJ/CF8w9Jc3NjdrqWb5Rti2MXwVWLeGSXV1nEoKWFUOyamdtCTOxqKs1zj48VAkj7Yldfr8C2ZImfWy2qiaRHtF9xvym/zSfy/LhCMLQSeD2rG76dWTriamYlUmJuu5nE7Z/BPLgNUOGie1Z+gE/c+EZ+e53qTqkUXHEZXHGZOPwywxqN5rjEXXQWE2/9Hqn/vprOA0/yxTPew9efeTdf/Lc/4sc32PzPP4Izz9DjgUbzUqGi+uIMikVHTUkao5+G03DDoanaUEN4EQbu/C2AnNTMfKZoVIrL0YhdhiEwYrPW8u+Oj0d/ZzuNqM3lC9YqZ98ohIEhwPDywUsAvK7lSMPGGNqJN0W1smNGIKwG4kXcrKrOyK7pS2OcwqC+gUjfGNtw1bY8Cc9skyxdoqJvArGr0ZrlvHkwMgpdM1yI84iIiV2hABkTRFuaYd/+0kWnE693Dca+x3H71ld8Fk8PtBOlEVSdnfX1o2rRaUckdpVUEjwxfw/HI4VnqoCzFrs0dWHsvIfkrZ/G3P0gADLZxuD6K/nXe9/CD/42heupTnvh61Q0V1edA4hGo3npINvnM3HFt0n+9hPYv7uedy//Cmf33ck19/0dH/lfqzh9i+R9VwmWLdXjg0Zz3FMe7THTYtHREIgeTiyyawbTGKdCZmbPjPeYpjHGPFmK6d6a6+rshN27obsLDNMkjEkq75MzENllGGB6KqwlrCWY7kBmunDLUqxmFX7/N3fegzt/CzLwz5nsup6xNEafWgb100B8X559TlVp7ekB1+9cjfZYMgzB2jWNXed0Iat4dsX7SWus0G81v6uGtyfTjbu4evU+ZZ+jOs6RVq70qoyBRzIuyiqRXUeDl12EMfAcXvvCqReehcxU9XYtdmkmxdj/BIlbP431nHJglFaKifVv45s73s3X/6klLL971pnwvqsEixfpSaxGc0Jjp8m/4m9wFpxO6sa/ZiWP8u3zL+PrT7+ba+95H+/YmuC8cyV/8DbBiuV6vNBojlvK0hjlLBKLpkLGPLuC6tHHVWTaDNI4g3qBIWQ4cTycyC4AJzMHxtTfFWJXh4omSSYFMn4eK6oxTrfYJUrSGIUAt3fNrBIva+IUwj/FyB5kVk2g5STXRcU5bHgaY2yF0mMmIrsCyvvYwUNK7HICsetEHi6CPiG9KAIw1k86O2DNKhifUAL0bCF5hGJXPI0xmVC7PFUFx6pY8QZ4NRerF69nDV5rP6Tapl54ltCIYitu/wbMXQ/i9tanDmuxS1MVMfgCiTs+j/XEDQgkUpgU1v0Pfjb+h3z+C90cPKiWW70K3v8+wcYNetKq0Wgi3BWvYbx/E8mb/x7rmZu4cvm1XLjkRv78zr/nt7ds4Le3SDacLHnzJYKzz9LFKzSa446XQGSXcAswvFO9dxyJdTNKA0t1CQOCsKt6xC6vazkg8TqXYz8SfaE8IqCkYqVRXeyShj3tEUFSmAgBhqeEI5npguwsjuaKITNdiMJo7I0g4rH2dV1+NBsfqBEXuyRhZ5zhyC6AAwfU/26QxngiDxfB8a8R2SWEYO7cY9CuKTjSyK7eHhicC+3tSvCU8gijkuJp1G7xyBoTRwhIzzZDt8lJpQQbT5ZHlQYsW+fiZHrqjtTVYpemBDF2AHvrl7B/952wnHhx5Wu5p/lq/s91C9m2XS03Zw687z2CC86fuTBEjUZzfCGbe8i94fOYT/2S5M1/T9/4dv797N/nzuKlXHPz1Tz4UJYHH5L09cLFF6k06NYWPZ5oNMcF5ebpx6HYBSAKvuHT8dT+GaSRZelNI0oDq2ukT2Tw+jcCYNt1tqSWEDIT/me+Qb0Ijtos8FyrF697FbgFjOFdKn20jsINk1XFbAjxa1J6jQszrGfTIkp/A8jlYWRERgb1J/IMOp7G6Is20178oQE0NR3Z94QQrFrV2LaIRohdxykNqdJ+GP3tRL5UNTFkboTE7Z/Dvv86RFH98HMWnsW2RX/M//nPNdx9j1qupQXe8XbBRW/U1dU0Gk19uCtexfj8zSRv+WfsR3/Amfb1/PL1P+O34v38wy8vZ89em//7JclXvgpnniF55SsEp29RKSkajWaWUhHZdRyFOlSL4pJHn1byUqSluXHrKhFDDnN4n0xckIkMouDnOOZHYtuInecZFLvCl9bsFwBCDBOZzsLwLpBuNBmfpCLoEfmw1WDjBnj0MUp9q0oE6Hhk18wI0ytXQD4PY2Ow/wBsf3b6PLuOK/zrSnieio6F6S/+cBSsXKEi8xbMP9Yt0RwLTuRLVQNQHMd+8D9w7v0aiYkBANze9exb/yd84edb+OkX1IMUy4JLLoY/+H1Ba6uegGo0msMk3U7+1f9Icc2bSP7mnzD3P8HL+N+c+6bvcFvmz/n8L85m2zb4zS3wm1skzRk4/zzJK14u2HDyiV2eWaOZjVR4+cxUaaVpQFop5X2iCdmyGQYHaGg6UkmG4WEO6fZkulFMkCmJmIhvZLr9uqBC7DLsRAOceWYQ/zgKz0XWIWKUp/IdjdjV1Sk475yyN4VQwpb0/GISM5fGCLBgvtrOyIjkwIGowiCc6GKXf/zdyOdtNotdC+YLLXSdwJzIl+qJjVPAfvg72FuvxRhXiehedjEjp32Qr299Bd/+M0Fe+Wvy8gvgqvcI5vbryaZGozk6vPmbmXjr97Ae+T6J2z+LNbCd8wfey9mvPZNtC67mh/edxE2/Uk9Rb/gp3PBTJXydfrrknLMEWzZDc7MeizSaY05FxMfxJXZ5zb0Yo3tV5bnjwUB8hmltEbS2NHadcdeLw9UrJhUXDBO3Zw3mvsfwOpdV3Yg8GpOYeikTu+RMCGyNJFAjPScUMqQ1M2JXLWSqFTExiMgNxbfU+A1NQkuLoLdXsmdv9N6J7dnlj/VOLnqtPQ/rIxBvNTOGFrtONNwi1qM/ILH1SxgjuwHwWudiXPAR/vPRC/jKNSaHVIAX69fBB/5QsG6tnlhqNJoGYpg4J12Ks/K1JO76IvYD38R6/g5WPn8HH15yAe//wh/xwO7V3HiT5NbbYXAQbvoV3PQriWnChpMlp2wSnLJJhafrqC+N5hhQPrk5ziK7vP4NeE4eEplj3ZQThngXOVxhZE4fbNsO7VUKj0lhIjsW42S6IBHLu4ynu02SjtcwDIN0GpqbwbY4rjy7gCjt03PrSk8rFyCnR+xq98WuwZhn18zf8zOxYcI0A0+vExT/ugr6yPHg1zVbkGYCEYiEmhlBi10nCp6D9cRPSdz5rxhDz6u3mnspbHkft41dxBc/nmLbdpWIPm8u/OF7Beeec4IP5hqNZnpJtlA47yMUN7yFxF1fxHrsh1jbf03L9l9z5vJXc+o73s+ffmg5jz0Ot94uuf122PE83Hc/3He/+tHb1BSJX5s2wtIlumiGRjMjlIldFWmNsx3DgoT+GTyTmEeRxphOC84/V1aPqAmErGRZKNpMi10YCCFYvEi9co8zEUAGx0g64PjpHcda7Eq3wwAYA8/FNtT47UxFOhX9bR1nQ13DKfdMm8UpjLMOMxFFxGlmBH2Xf6lTnMB+5L+w7/s6xvCLAHhNnRQ3v4cHzMv40tcSPPgQgEtbK7zzHYI3vh5sW08WNRrNzCDb5pF/9ccpbL6SxJ3/F+uJn2A9/Qusp3+Bs+R8Tt58Fevfu5H3vxde2Cm5+x64/wHJ/Q/AyAjccSfccacSv9paYeNGyaaNglM2woIFWrTXaKaF47kao+aYII4ijREm+W1aK4WqROyaAYWiPLrxuE1jdKM0xhny7KqFTLVXeXfm7+mpdPT3Ce3XBcjya0mLXXXj9azGfGErXnbRsW7KCcMJfrm+hJkYwH7wP0g8+C2Ebzwv01kKp7yDJ9vewpf+vYk77lSLJmx461tTXHpJnpYWPSnUaDTHBpldTP73Pklx83uw7/oi1lO/wNr+G6ztv8GdewqFzVcxf9E5zJ8nuOQigedJntmmIr3uf0Dy4EMwNAy/+S385rdK/OrshFM2SjZtUuLXnDl6jNNoGkK5uKU9WzRTkIpFxzRiJPY6lyEGd+B1rZh64ZmIPCy7Jo679K5AwI6nMU7i2TUTkV0kMkjDRnhR4QF5DB5gxSO7jrOM7Wmg9PhPJohqSpGZLpzlr9QC4Qyixa6XGMbeR7Ef+jbWEz8Jc4K9tnkUTnknz2ffxJf/X4qbfqXS3k0Dfu+18I4/EKxamWFgoDDF2jUajWb68bpWkL/wMxQGniNxz1exHvsR5ov3kf7Be3G7V1PcfCXO8ldjGCYrlsOK5XDFZQLHkTz+BNz/gBK/Hn4YDh6EX94Ev7xJiV9z+iSbNsEpGwUXnO9NXuFLo9FMijQshOeoFzqySzMFc/pg9x71tycnX7YevO6V0LWiLpVlJgzqKyuUHmfTLL/9wnPCaozSTNZcfCYiuwC8uRsx9j2OyI/4G5r5sSYZOwzeie4vXhHZpX9IHRZa6JpRjrNRWFOVYg7rqZ9hP/htzL0Ph2+7PaspnnYle7Kv5N+/afLjn4CrbLl42QVw5btEWFZXo9FoZhsyu4j8q/6ewhl/hH3/v2P/7juY+x/H/MmH8do+Q/Hkt1BcexGkVZqDZQnWr1PFNf7gbYJ8XvLoY8rf6/4H4LHH1UTrJz+Fn/xU8ncfH2DhAti0Cbacpjy/mpr0mKjR1I1hqsptoMUuzZR0dER/5xplW1OvwiJmYMqTakVaSUQdflezkpiIIYoT6o9J9kFZBESq5XRFPMlMN+6cBNZzt03PBuogvq/F4uTLvuTRnl2a4wgtdh2vSA9j573Yj/8Y6+lfIvLD6m3Txln+aoonX8EeawPf+k/48Q1Q8AfmLZvhqisFK1foCZ1Gozk+kC29FM77cwqbr1Lp2Q98E2NoJ8lb/pnEHZ/DWXUhxQ1vwetZXfK9ZFIJWJs2qvFufFzyu4dV1Nd998NTTyvD+x3Pww9+KLFtOGm95PQtgtO3wKKF2u9Lo5mU+BP+482gXjPjCCE4eb1KP1+4YGa3LVNVyjg2GmHgdS7F3PuYen28RXbF2xtUPpxCyIjLXdN6v4wVHxBOjgYEBh4xWuzSaYya44fjbBQ+wZES48CTyrz5iZ9gjOwOP/Ja51I86TKcdReza6iDb/6H5Kc/jwbk9evgve8RbDhZT9w0Gs1xSjpL8YwPUDz1XVhP3ID94H9g7n8C+5HvYT/yPdz+TRQ3vKWmH0JTkxKxTt+ixkHDbOM3vxnknvskd22F3bujSo//+kXo64UtmyVnnCE47RQlnmk0mhjiKMrraU5IenoEPT0ztz1n0TnK1iPVOiPbk+2L8ArjSLvp+LsmhFBROzKWpzdFipphRlkj00osmkjkR2dgg7U5lkLbrKD8wYZOY9TMYrTYNdtxCpg778Hc/mus7b/GGN4VfiQTzTgrXo2z6vW4809j54uC//cFyc9/IcMbz4aT4R1vF5yySUcoaDSalwh2Gmf9m3HW/Q+MXQ9gP/gtrKd/ibnrfsxd9+NlunDWX0bxpEuRzbVnVW2tBueeIzj3HIGUkhdegLu2wl13Sx58EPbshR/9GH70Y0k6pYSvc84WnHEGtOpiHhpNaSSINqjXzEZSrUhmRugCQAi83rUzt70GIw0T4SqxS5qJKQU705ghsQvw2uZjDL2A17FkZjZYxprVyg5h7ZpjsvnZQ3mf0JFdmlmMFrtmG9LD2P8k5s57MXfejbnjDkRxPPrYTOIuOpvi6jfgLjkPrCTbn5V8658kN94kQ9PEU09RIpeO5NJoNC9ZhMCbu4n83E0URvdhPfxd7N9djzG2n8Rd/4p997W4S19Oce1FuIvOmjSlRAjBggWwYAFc+mZBLqd8vu7aKrntDti3D35zC/zmFolpwIYNknPPFpx9NvT26HFWc4JSEtmlPbs0muMewwLXTwupQ8SYycqEXt96VZTAqm2aP53M7Rf09kgs6wS/55sJZLIlLBhw3FUd1ZxQaLHrWOM5GPueUNFbO+/BfPG+0H8rXCTThbv4fJylF+AuOAPsNFJK7r0P/vM7HlvvjpY943RlzLxu7Qk+EGs0mhMK2dyjUhw3X4X1zE3YD34L88X7sJ7+BdbTv8DLdOOsfgPFtRchO5dOub5USnDmGXDmGYI/+aDkqafh1tskt94G27ZH6Y6f+RysXKEivs49GxYv1lG0mhMHaZiqCL0WujSalwZxAduaWuwqr8g4rQhxzISugBNe6PJx+07C2nG7emGljm1jNJpJ0GLXTCIlYmQXxp5HMfc+jLHnEcy9DyMKY6WL2U24/Ztw55+GO/90vL514Q/JQkFy088k139Xsm27Wt4w4Jyz4W1vFaxaqQdhjUZzAmPaOCtfi7PytRj7n8R69L+wH/+xiva696sk7v0qbu9anOWvQp7yP8DsmHKVQghWroCVKwRXvgt27pTcersSvx5+BJ58Cp58SvKVr0F/P5xztuScs1RlSNPUY7LmJYyfuii1Ob1G89IgFgEtrfTUi2ud+8Qk3Y47fzM4BbCn7icazbFCi13TiBg/iLHnYcw9j2DsfRhj76MY4wcrlpOJZty5p+DOOw133ml4vWsq0m1e3CX50Y8lP/0pDA6p99IpeN3r4M2XCOb26wmVRqPRxPG6V1I4/39ROOfDmM/egv3oDzC3/xZz76OYex/Fue0zpLtW4Cx/Fe7Sl6n0iDoiVObNE1xxGVxxmWBgQHL7HXDLrSradtcuuP47cP13JO1tcOYZKurrtFNVtJhG85Ii+K2iZ7wazUuDuPdeIjPl4jMa2aWZVchM97FugkYzJVrsahQTg5j7H/ejtR7B2PNwSbXEAClMvK4VeH3rcHvXqfzzrhVVjV0dR1UI+8GPJHffE1UB7umGSy4WvP5CbZKs0Wg0U2ImcJe9AnfZK2D8ENYzN2E9fSPWC3dhHnhsRIb4AAAgAElEQVQK88BTcOcX8NIduAvOwF14Ju7CM5EtfVOuOpsVXPg6uPB1gvFxyT33wi23Se64Uz2Y+OnP4ac/lySTsGmjZMtmwZbNMG+uTnfUvAQIfrvoyC6N5iVBmJoMyETTlMtrnVuj0cxmtNh1uEiJGN2Lse9xjH2PYfr/VxW2EMiOxaGo5fauxeteDXbt3GYpJc88Az+/UXLTTXDwUPTZ5tPgTW9QPjI6Z1yj0WiOgKYOnJMuxTnpUtqTMHr/D7GeuRHz+bswJg5hPPkT7Cd/AoDXtgC3/2TcORvw+jf4DyZq3zabmgTnnQvnnStwHMnvHlbC1223qcqOd94Fd96lnlrMmaOqO56+WbBpo/quRnPcIfzrQQu3Gs1Lg3gao60juzQazfGNFrsmQ3qIwR2Yex9T4tb+xzH3PY6YGKi6uNc2H69nDW7fOrxeJW6RbK5rU3v2SG66GX7xS8mzz0Xvt7XC770W3vh6wbx5+sekRqPRNArRlMVZ+yactW8Ct4Cx+yGsHXdg7rgDY+8jGEPPYww9j/34jwHlX+L1rMLrXonbvQqvexVe13KwK59+W5YSsTZtFHzwj5TH4ta7YevdSgTbvRt++CP44Y8klgXr1kpO2aS+s2Y12LYe7zWzH6kjuzSaly46skuj0RznaLELQHrIgecxt9+HcXAbxsFn1L9D2xHF8crFhYnXsQSvdw1ez2rc7tV4Pash2VL/JqXkmW1w623K5PjpZ6LPEjaceSa85lUq3UVPejQajWaaMRN4806jMO80OOuDkBvG3PM7zF0PYux+EHPP7xD5EcxdD2DueoCg0LZEIFvn4LUvQLYvVA89gr/b54HdhBCCZUth2VJ46xUq3fH+B5XwdddWJXw9+BA8+JDkq1+HZBLWr5Ns3CBYtxZWr9KRX5pZSiB26RmvRvOSQDj56IU5dTVGfelrNJrZzIkjdrlFxMhujKGdiKGdGMMvqv8Hn8c4tB2nOE61WhLSSimPrZ7VuD1K3PI6l0+ailiLoSHJAw/CfQ9I7roLdu+JPjMMOPkkeNUrBOefBy3ai0uj0WiOHalW3EVn4y46W72WHuLQdsx9T2DsfwJj/5Pq//EDiOFdGMO74Pm7KlbjNXUhm7uRzb3ITA9ecw+tmW7O6+vl3Ld0472zjRcPtXH3Q03c/yA88CAMDsK998G996mURyFg0ULJ2jWwZo1gzWpYvEhXetTMAoSO7NJoXlLExa460GmMGo1mNnP8iF1SgnTBc6E4oSKuiuOIwrj/t3pPTAwixg8iJg4hxg+pv0d2I0b3IqRXe/1mAje7CK9zKV7nMryOZXhdy5DtCyb1aJmMAwckjz4Ov/ud5L774ZltpZ8nErDlNDjnbOXD1d6uJy4ajUYzKxEGsnMZTucyWH1h9Pb4QcTg8xiDOzAGnvf/Vq9Ffhhj/ACMH4B9j9dc9UpghTD5/Z4W5BtaydHGQK6F/SPN7B9MMTCWZsJJk9uWYt9TaZ7/fhrPTNLZZdHZbdHdY9HdY9LTZ5JpsdQ9yzCRwlR/CyN8D8NEGhYIE8kIYmQs9p6/nDD9ZS3txaSZFJnpQiaa8VrmHOumaDSaBiBTrYjCaN3LJ6YO/tJoNJpjxqwVu8znbiP1kz+FwihCug1ZpzSTyLa5eK1z8drmIdvm4bXNw+tcRtuikxkdHjmy9UrJwUPw7LPw5FPw+BOSxx6D/Qcql128CDZthFM2qVL06bSeSGg0Gs3ximzqRDZ14vVvrPxwYlBFEY/tR4zuwxjdhxjbhwj/34/IDSG8orrP5QYRuUGagCZgrg10+/8mY7//79HDa7sDTGU/LIWhhC8RE8viYphh+uKYhbRTFM7+E9yFZx1eQzTHL3Yad8l5x7oVGo2mQXg9a1Raf/uCupZfuAAGBqCnZ5obptFoNEfArBW7xMQg5IcRyKqfSzMBdhPSTqvSuHYGaach1YZMZ/0JSAcy3YHX0odsnYvMdNd8Si3MqQ+FlJLBQXj2OSVsPfucZPuz6vVIFZ3MMGDxYli7Bk7ZKNi4ATo6tLil0Wg0JwTpdrx0++TLSAlODpEbRuSHIDeMyI8g8kOIwhgUc4jiBDgT6m9nAlmYIDecY3zcIT/uks85FHLu/2fvvsOkqs4/gH/PndnKwrJIE6QJDE0FlSLFIEUwgkalqNgiKioRlcQAtiQmdkkEQSMQ87NEAghoLChgAtJ7LwtSlmX7sr1Ou+f3x52ZnZmd3Z2dnbr7/TwPDzt37tx7ztwy9773PefAalahExbohBU6xQqdsEAvrLbXFkTrrIjS2aYr2nQBKxRphYDnzGchVcCqAjBXTaulOroLOxjsIiKKVPoYqO36eT+7XmDg9QEsDxFRA4RtsMvSZyIsXUdAWE1a8xFFB0BoT5Gj4nxuWlgTs1niUp5EQYHWX0pBAXApD8jOlsjMArKytD62Kio8f15RgI4dge5XAn37aH2q9DIwc4uIiGohBBAVpz24ad7O648pABJs/+zKyyUupALnzgMpKRLpGUB6OpCeAVRW1lEMqFpQzPYvsbkFiS2saB5vRWy0BbFRVsREaX/HRFkRHWVFtN6KKKegmhQ6ZB65BvKYCkXRqmb/3/6cqU1rgYkTtBskIiIiIqJACdtgV1aWRGFRotZVlwRU20NnVbV13yWl4z37+6oKmM2A0aT9bzIBZhNgsv1dXi5RVg6UlQFlpUBpGVBcrAW2iorzvSqXEECHy7WMrW5dgW5dBbp1Azp3AmJiePFOREShER8v0Ke3Nnqjc/6VlBL5+doDm9xcrYn9pTyJ4qJoZGaZUFwMFJcoKC5WUFGhjTNZXghkFgailBLduwtcfVUglk1EREREpAnLYNeevRK//b3n5ouBpChAy0QgKQlo2RJo1Qpo3w5o317g8vZA+/ZAu7YMahERUeQQQuCyy4DLLnOZiqSk5igoKHCZ12yWKC2FLQCmPRyyPzwyOT08sv9TVel44OT8v5SAKgGpVj2sAoDLLhPo3Sso1SYiIiKiJiwsg13t2wHdu2v9YAkBKAJaC0ZbUwihaM+sFcV1uqIAUVHayCDR0U5/R2l/x8cDzZoBzZoJJDQD4ptpwa2WLYFuXVtCVQs5lDsRETVZUVECSUnaQx/v8DeTiIiIiMKPkFIGP4WKiIiIiIiIiIgoAJRQF4CIiIiIiIiIiMhfGOwiIiIiIiIiIqJGg8EuIiIiIiIiIiJqNBjsIiIiIiIiIiKiRoPBLiIiIiIiIiIiajQY7CIiIiIiIiIiokZDH+oChEJ5eTk2btyI//3vf0hOTkZmZiaio6PRu3dv3HPPPZg4cWK1zzzwwAPYs2dPrct96623cMcddwSq2H7jS/3tSktL8c9//hMbNmzAxYsXERUVhU6dOmHMmDF46qmnglgL3/lS/927d+PBBx+scZkrV67EgAEDAllsv2nI9rczm82YPHkykpOT0a1bN/zwww9BKHnD+brtV61ahRMnTiA3Nxdmsxnt27fHddddh8ceewxXXnllCGriG1/qv2/fPvz444/Ys2cP0tPTUV5ejo4dO2LMmDF4/PHH0aJFixDUxDe+1D8vLw+rV6/G8ePHcezYMaSnpwMATp06FeziN5ivx76qqli+fDlWrlyJCxcuID4+HkOGDMHs2bPRtWvX4FaCAu7IkSNYtGgRDh06BLPZjB49euChhx7CbbfdFuqiNRn/+c9/sH//fhw7dgynT5+G2WzGG2+8gbvuusvj/Lm5uViwYAF++uknFBUVoUOHDrjtttswY8YMREdHV5vfZDJh6dKl+Oabb5CRkYHExESMHDkSzz77LNq0aRPo6jVa2dnZ+P7777FlyxacO3cOly5dQmJiIq677jo8+uij6N+/f7XPlJaWYtGiRdiwYQNyc3PRpk0bjBs3DrNmzUJCQkK1+Xk+Dozi4mK89957OHr0KNLS0lBUVISkpCR069YN9913H8aNGwchhMtneNyFr2XLlmH+/PkAar5H47HXNAgppQx1IYJty5YteOyxx9CyZUsMHToUnTp1Ql5eHjZu3Iji4mLcf//9ePnll10+s3btWsdNjjOLxYIlS5ZAURRs2rQJ7dq1C1Y1fOZL/QEgIyMDDz30EC5evIhhw4ahT58+MJlMSE1NRUZGBr755psQ1Kb+fKm/Pdg1ePBgDB48uNoyp0yZgvbt2werCg3i6/Z3tnDhQnz88ccoLy+PqGCXL3V/99138Z///AfXXHMN2rVrh6ioKJw7dw5btmyBTqfDsmXLcMMNN4SoRvXjS/2HDx+OgoICXH/99ejTpw+EENizZw9OnDiBzp07Y8WKFbjssstCVKP6acixL4RAly5dkJ2djYqKiogMdvl67L/88stYtWoVevTogZEjRyIvLw/r1q1DTEwMVqxYgR49eoSgNhQIu3fvxiOPPIKoqChMmDABzZs3x4YNG5CWlobZs2fjiSeeCHURm4TRo0cjPT0dSUlJiI+PR3p6eo3BrtzcXEydOhWZmZkYO3Ysunbtiv379+PAgQO48cYbsXTpUihKVUMOVVXx2GOPYdu2bejfvz8GDx6M1NRUbNy4Ee3bt8eqVat44+2j+fPnY9myZejcuTMGDRqEyy67DBcuXMCPP/4IKSX++te/4tZbb3XMX15ejmnTpuHkyZMYPnw4+vbti+TkZGzduhV9+vTB8uXLER8f77IOno8D48KFC7jjjjvQv39/dO7cGS1btkReXh42bdqEvLw8TJ06FX/5y18c8/O4C19nz57FHXfcAb1ej/Lyco/BLh57TYhsgk6ePCm//vpraTKZXKbn5ubKUaNGSYPBIA8fPuzVsn744QdpMBjk448/HoiiBoQv9bdYLHLSpEnymmuukTt37qy2TLPZHNAy+5Mv9d+1a5c0GAzyvffeC2ZRA6Kh+/+xY8dk37595aeffioNBoMcP358oIvsN77UvbKy0uOyduzYIQ0Gg7zrrrsCVl5/86X+S5YskdnZ2S7TVFWVf/zjH6XBYJB/+tOfAl5uf/Gl/rm5uXLPnj2ypKRESinl+PHjpcFgCFqZ/cmX+u/cuVMaDAY5bdo0aTQaHdN37Nghe/XqJe+7776glJ0Cz2w2y7Fjx8qrrrpKHj9+3DG9pKRETpgwQfbt21eeP38+dAVsQrZv3y7T0tKklNo52GAwyDVr1nicd86cOdJgMMjPP//cMU1VVTl37lxpMBjk6tWrXeZfvXq1NBgMcvbs2VJV1WrT58yZE4AaNQ3r16+Xe/furTZ97969sl+/fnLw4MEu59GFCxdKg8Eg3377bZf57dMXLlzoMp3n48CxWCwe72VKSkrkrbfeKg0Ggzx9+rRjOo+78GS/X508ebJ87rnnpMFgkAcPHqw2H4+9pqNJ9tnVu3dv3HbbbYiKinKZ3rp1a9x9990AgL1793q1rC+++AIAMHnyZP8WMoB8qf/69etx9OhRTJ8+3WMWi14fOS1i/bn9I1FD6m8ymTBv3jz0798f999/f8DL6m++1D0mJsbjsoYOHYrExESkpqYGprAB4Ev9Z8yYgbZt27pME0Jg5syZHucPZ77Uv3Xr1hg0aJDHlPZI40v97b9xzz77rEuzjKFDh2LEiBHYu3cvzp8/H+CSUzDs2rULqampmDhxIvr27euYnpCQgJkzZ8JisWDt2rUhLGHTMWzYMHTs2LHO+UpLS7Fu3Tp06tQJ9957r2O6EAK//e1voSiK4xi2s7/+3e9+59Isa9KkSejevTvWrVuH0tJSP9WkaRk3bhwGDhxYbfrAgQMxZMgQFBYWOrKCpZT44osvEB8fj9/85jcu8z/++ONITEzE6tWrIZ0a4PB8HDg6nc7jvUxCQgJGjBgBQMv+AnjchbNly5YhOTkZr7/+OnQ6ncd5eOw1LU0y2FUb+4mupgPEWVZWFrZv3442bdrgpptuCnDJgqOm+q9btw4AcMsttyAzMxP//ve/sXTpUnz//fcoKysLejkDpa7tn5KSgk8//RRLly7Ft99+i/z8/GAWL+Dqqv/ixYtx4cIFvPbaa9X6Loh09Tn2AeDgwYMoKipCz549A1msoKlv/es7f7hrbPWpr5rqv3v3bsTHx+O6666r9hn7DUAkBTypZvZ+Se3b1dnw4cNd5qHwcOjQIZhMJgwbNqzab3Lbtm1hMBhw+PBhGI1GAIDRaMThw4fRrVs3j8G04cOHw2Qy4fDhw0Epf1NiP8fa/09JSUFOTg6uu+66as2lYmJiMHDgQGRnZzsCLADPx6FgNBqxa9cuCCEczdR43IWn06dPY/HixXjyySdrvTbnsde0RE46ThBYrVZ89dVXEEJg2LBhdc6/Zs0aqKqKO++8M6Iym2pSW/2PHTsGANi/fz/eeOMNmEwmx3utWrXCggULMGTIkKCW19+82f7ffvstvv32W8fr2NhYzJo1C48++miwihkwddX/yJEj+Mc//oHZs2ejW7duIShh4Hiz7Xfv3o09e/bAZDLhwoUL2LRpE5KSkvD8888HubT+V99zH6Cd/4Cqm+BI5kv9G5Oa6l9eXo7c3FwYDAaPQUB7h6wpKSlBKikFkn07dunSpdp7iYmJSEpKcrn4p9Czb4+aOkfu0qULkpOTcfHiRfTo0QOpqalQVbXG+Z2P6cZwbg8XGRkZ2LFjB9q0aQODwQDAu21nn69r1648HwdJcXExPvnkE6iqiry8PGzZsgWZmZl46qmnHN8xj7vwY7FYMG/ePHTv3h0zZsyodV4ee01L5Edo/GjhwoU4ffo0Jk2a5PgxqomU0pHOH0lNGGtTW/3z8vIAAK+++iqmT5+O+++/H9HR0fjuu+/w1ltv4Te/+Q3WrVtXrblTJKmt/q1atcKcOXNw0003oUOHDiguLsbu3bsxf/58vPPOO0hISMA999wTopL7R231N5lMeP7559GnTx9Mnz49RCUMHG+O/T179mDx4sWO1126dMHf/vY3XHXVVcEqZsDU59wHACdPnsT777+Pyy67rFEEeutb/8ampvqXlJQAQI1NOO3T2fSicbBvx+bNm3t8PyEhAVlZWcEsEtXBfozWts2c56vrmG7WrBkAHtP+ZDabMWfOHJhMJjz33HOOm2Vvz6/ebjuej/2juLjY5VovKioKc+bMcbn25XEXfj788EOcOnUKq1atqtZVgzsee01LRAe77O3fvfXpp5/WmH20cuVKLFmyBH379sWLL75Y57J27dqFtLQ0DB482ONT0GAIZv3t7ZZvuukmPPfcc47pDzzwALKzs7Fs2TKsXr3a0Y9PMASz/j179nRJiY2Li8Ptt9+O3r1746677sKiRYswdepUl5FXAi2Y9V+wYAEuXLiANWvWhEUzr1Ac+7NmzcKsWbNQXl6OM2fO4IMPPsC9996L119/Hbfddlu969AQoTz3Xbx4EY8//jisViv+9re/oVWrVl6Xw19CWf9w0NTrT0QUCVRVxQsvvIC9e/di6tSpuOOOO0JdJKrDFVdcgVOnTsFqtSIzMxPr1q3Du+++i4MHD2LBggWNoiVPY5OcnIwPP/wQ06dPR79+/UJdHAozEX3ETpw4sV79RbVu3drj9DVr1uCPf/wjDAYD/vnPfzoi7LUJh47pg1n/hIQEFBQUYPTo0dXeGzVqFJYtW+Zo6hgsodz+dgaDAf3798e+fftw4cKFoDbvC1b9jx8/jo8//hgzZ85Er169GlRmfwnlto+Pj8c111yDxYsXY9KkSfjDH/6A4cOHBzXoE6r6p6en46GHHkJ+fj4WLVrkcbCKYAiHYz+UglV/+1Prmp5W2qc3hs77qfrTbHelpaU1ZjJQaNi3R23bzHm+uo5p+3mFx3TDSSnx0ksv4euvv8btt9+OV155xeV9b8+v3m47no/9S6fT4YorrsCMGTOgKAreeecdrFq1CtOmTeNxF2bmzp2LTp06YdasWV7Nz2OvaYnoYNfLL7/c4GWsXr0aL7/8Mnr06IFPPvkESUlJdX6mqKgIGzduRIsWLTB+/PgGl8FXwax/t27dUFBQgBYtWlR7zz7N3hFjsIRq+7uzf6aysrLB5amPYNXf/oRr0aJFWLRoUbX3z58/j169eqF58+bYt29fg8vkjXDY9nq9HkOGDEFycjKOHj2KkSNHNrhM3gpF/dPS0vDggw8iJycHCxYswKhRoxpcBl+Fw/YPpWDVPz4+Hm3atEFaWhqsVmu1rE57/xQ19XtBkcW5Pxr35tlFRUUoKCjAtddeG4KSUU3sLQtq6ivmwoULUBQFnTp1AgB07twZiqLUOD+Paf9QVRUvvvgi1q5di4kTJ+LNN9+slvnvzbZzno/n49AZMWIE3nnnHezZswfTpk3jcRdmkpOTAQBXX321x/fto02///77GDt2LI+9Jiaig10NtXr1arz00kvo3r07PvnkE68zM77++muYTCZMmTIFsbGxAS5l4NSn/jfccAMOHDiAM2fOYNy4cS7vnTlzBgC8GiY7nPi6/Z1ZLBacOHECQghcfvnlAShl4Hhb/65du9aYwbh69Wo0b94c48ePR1xcXCCL61f+2PYAkJOTAwARl9Ze3/o7B7reffddjB07NkglDQx/bf9IVZ/6Dx48GN999x0OHDiAQYMGuby3bds2AKg2nSLToEGDsGTJEmzbtg0TJkxweW/79u0AtP2BwseAAQMQHR2NHTt2QErpMjJcTk4OTp8+jf79+yMmJgaANtLYNddcg0OHDiE9Pb3addv27dsRHR2N/v37B7UejYlzoOvWW2/F22+/XWOn1m3btsWBAwdQXl7uMiqc0WjEvn370LZtW5euUng+Do3s7GwAVaMV87gLLzXdo+zbtw8pKSkYPXo0WrVq5fjeeew1MbKJWrVqlezVq5f85S9/KXNzc+v12dtvv10aDAZ5/PjxAJUu8Opb/9TUVHnVVVfJoUOHyqysLMf0kpIS+atf/UoaDAa5Y8eOQBbZr+pb/wMHDkhVVV2mmc1m+dprr0mDwSAfeeSRQBU1IBqy/zszGAxy/PjxfixZ4NW37nv27Km27aWUcuvWrbJfv37y+uuvl2VlZYEoakDUt/4XL16Uo0aNkn379pXr168PQgkDq6H7/vjx46XBYAhAyYKjvvXfuXOnNBgMctq0adJoNDqm79ixQ/bq1Uved999gSwuBZHZbJZjxoyRV111lTxx4oRjeklJiZwwYYLs27evPHfuXAhL2DQtWbJEGgwGuWbNGo/vz5kzRxoMBvn55587pqmqKufOnSsNBoNcvXq1y/yrV6+WBoNBzp492+W3zT59zpw5galIE2C1WuW8efOkwWCQTz/9tDSbzbXOv3DhQmkwGOTbb7/tcfrChQtdpvN8HDgnTpyQxcXF1aYXFBQ47nO++uorx3Qed+HPvi0OHjxY7T0ee02HkNLW83gTsnPnTjz88MOQUuLuu+9GmzZtqs3Tp08fj9kLx44dw6RJk9CvXz/HaIyRxtf6f/bZZ3j11VfRsmVL3HzzzYiOjsbmzZuRnp6Ou+++G3/+85+DVYUG8aX+9r7Krr32WrRr1w4lJSXYu3cvzp8/jw4dOuBf//pXxGS2NWT/d9erVy9069YNP/zwQyCK6ne+1H3gwIFISkrC1Vdfjfbt28NoNOLUqVPYu3cvoqKiMH/+fNxyyy3BrIbPfN3309PTMWDAAIwYMcLjcr3tJyHUfN33582b5/h748aNKC0txZ133umYNmfOnIjIDvO1/i+99BK++OIL9OjRAyNHjkReXh7WrVuHmJgYrFixAj169AhWFSjAdu3ahUcffRRRUVGYOHEiEhISsGHDBqSlpeHZZ5/Fk08+GeoiNglffPEF9u/fDwA4ffo0jh8/juuuu86RaTB27FjHcZqTk4OpU6ciKysLN998M7p27Yp9+/bhwIEDGDFiBJYtW+bShM5qtWLGjBnYtm0b+vfvj8GDB+PixYvYsGED2rVrhy+++MLjuYHqtmjRIixevBjx8fF48MEHPWZ9jx07Fn369AEAlJeXY9q0aTh58iSGDx+Ofv36ITk5GVu2bEGfPn2wfPlyl6wTgOfjQHnttdewevVqDBkyBB06dEBcXBwyMjKwefNmlJeXY/z48ViwYIHjWOJxF/7mzZuHL7/8EitXrsSAAQNc3uOx13REVtsbP8nMzHSMLrhy5UqP89x5550eb/ZXr14NILQd0zeUr/V/4IEH0LFjR3z00Uf47rvvYLVa0aNHDzzxxBOYOnVqwMvtL77U/5577sHWrVuxZ88eFBQUQK/Xo3PnznjiiScwffp0JCYmBqXs/tCQ/T/S+VL3WbNmYevWrdi/fz/y8/MdTVanTJmChx56yGWUznDnS/3T09MBAIcOHcKhQ4c8fiZSgl2+7vtffvlltfmcpz311FMREezytf5//vOf0atXL6xcuRKfffYZ4uPjMWrUKMyePTuog3JQ4N1www1Yvnw53nvvPXz//fcwm83o0aMHnnnmGdx+++2hLl6TsX///mrnnQMHDuDAgQMAtG4j7Mdp27ZtsWrVKixYsAA//fQTNm3ahA4dOmDWrFmOzrWd6XQ6/P3vf8fSpUvx9ddf4+OPP0ZiYiLuvPNOPPvss7zhbgD772V5eTk+/PBDj/N07NjREeyKj4/HZ599hsWLF2P9+vXYs2cPWrdujV//+td46qmnqt1sAzwfB8r48eNRWlqKQ4cOYe/evaisrERiYiKuv/563HHHHZgwYYJLc0Ued5GNx17T0SQzu4iIiIiIiIiIqHFS6p6FiIiIiIiIiIgoMjDYRUREREREREREjQaDXURERERERERE1Ggw2EVERERERERERI0Gg11ERERERERERNRoMNhFRERERERERESNBoNdRERERERERETUaDDYRUREREREREREjQaDXURERERERERE1Ggw2EVERERERERERI0Gg11ERERERERERNRoMNhFRERERERERESNBoNdRERERERERETUaDDYRUREREREREREjQaDXURERERERERE1GjoQ0/nqRoAACAASURBVF0AImp6SktL8cEHH2Djxo3IzMxEdHQ0evTogcmTJ2PKlCkQQoS6iERERETkI17rEVGoCSmlDHUhiKjpMJlMuOeee3D8+HEoioLOnTsDAFJTU6GqKu6991786U9/Cm0hiYiIiMgnvNYjonDAZoxEFFRr167F8ePH0aZNG6xduxbr16/H+vXrsWLFCsTExGDFihU4f/58qItJRERERD7gtR4RhQMGu4goqDZv3gwAePTRR9GnTx/H9P79+2P8+PGQUmLPnj0hKh0RERERNQSv9YgoHDDYRURBdfHiRQDAtddeW+29tm3bAgAKCgqCWiYiIiIi8g9e6xFROGCwi4iCqqKiAgDQqlWrau+lpaUBABISEoJaJiIiIiLyD17rEVE4YLCLiELCfRSe/Px87Nq1CwDQo0ePUBSJiIiIiPyE13pEFEoMdhFRyJ0/fx5PP/00CgsL0bFjR1x//fWhLhIRERER+Qmv9Ygo2PShLgARNV3ffvst3n77beTk5EBKicTERMyfPx9RUVGhLhoRERERNRCv9YgoVJjZRUQhc+nSJWRnZ0NKCQAwm8344YcfUFZWFuKSEREREVFD8VqPiEJFSPuZh4goCEaPHo309HT897//RceOHVFZWYmMjAzs2bMHH330ES5evIirrroKK1euhF7P5FMiIiKiSMJrPSIKB8zsIqKQEUIgLi4O3bt3x7333ou1a9eiQ4cOOHbsGL799ttQF4+IiIiIGoDXekQUKgx2EVHYaNGiBW655RYAwLFjx0JcGiIiIiLyJ17rEVGwMNhFRGHFYrEAAFRVDXFJiIiIiMjfeK1HRMHAYBcRhURKSorH6UePHgUAdO7cOYilISIiIiJ/4rUeEYUSg11EFBLPPfccNm3a5HitqiqWLl2KgwcPQqfTYcyYMSEsHRERERE1BK/1iCiUOPwFEYVEQUEBnnjiCbRr1w6tW7dGeno6CgsLAQDPPvssOnXqFOISEhEREZGveK1HRKHEzC4iCom//OUvGDJkCMrLy5GcnAwhBEaOHImlS5dixowZoS4eERERETUAr/WIKJSY2UVEITFs2DBMnTo11MUgIiIiogDgtR4RhRIzu4iIiIiIiIiIqNFgsIuIiIiIiIiIiBoNBruIiIiIiIiIiKjRYLCLiIiIiIiIiIgaDSGllKEuBBERERERERERkT8ws4uIiIiIiIiIiBoNBruIiIiIiIiIiKjR0PvyoYKCAn+XI2ASExNRVFQU6mJQA3AbRjZuv8jG7RfZmuL2S0pKCnURGg1VVZvc/tNYNMVjvzHgdotc3HaRi9suMnlzvdfoM7sUpdFXsdHjNoxs3H6RjdsvsnH7UUNw/4lc3HaRidstcnHbRS5uu8aLW5aIiIiIiIiIiBoNBruIiIiIiIiIiKjRYLCLiIiIiHwj1VCXgIiIiKganzqoJyKKSFJClGRAyT4BpTAVSnEaRNklwFwOYa6A1EUDUfGQcUlQk7pATeoKtf01kM3bh7rkREThx1gC3YXtkElXQm1jCHVpiIiIiBwY7CKiRk0UZ0CXsg36lG1Q0vdDqciv9zLUlp1h7TwUlp7jYO00GFB46iQiEhWFEKoVqMgLdVGIiIiIXPCOjYgan/J8RJ36Hvrkb6DLPOzyllT0UFsboLa6ErJFR6gJbYHoBMioWAirGTCVQZRfglKQAiXvLJTcZC0LrDAVUUdWQsYlwdz3VzBfez9ki44hqiARURiQFtv/bMpIRERE4YXBLiJqHKSEknEAUYdXQP/zei1wBUAKBerlA2DpOhzWzkOhtu0L6GO8X66xBLr0fdCf3Qz9zxsgKgoQvf9jRB34DBbDOJiGzoJs1S1AlSIiCmOq1fY/g11ERE2FknUUkCrU9tcAQoS6OEQ1YrCLiHwmpURePlBaCpSXA4oA4uOBhASgZUtAUYLwAygldClbEb37Q+gyDjomW9v1g6XP7bAYboFMaOv78mOaw3rlKFivHAXjmJehS9mGqAOfQp+6U8seO70BlqsnwzRsFmT8ZX6oEBGRd5YtW4b58+cDAFauXIkBAwZUmyclJQVLlizB/v37kZWVhcTERPTo0QP3338/xowZ06D1C3uwi5ldRI2DuRJK3s9QW3YBYluEujQUjqxmKIWpAAAZlwTZsnOIC0RUMwa7iMhrJSUSBw4Be/dJnDwJpKYCFZWe59XpgDatJXr2LEbXLip69xK45hogqaWfAmBSQnf2f1qQK/uYNkkXDUuf22Dufy/Udv38sx5nih7WK2+C9cqboOQmI3r7e9Cf24SoIyuhP/UDjDfNhaXvHXzKRUQBd/bsWbz33nuIj49HeXm5x3kOHz6MBx98EBaLBaNHj8a4ceOQl5eHjRs3YubMmZg1axaeeuop3wuhWux/+L4MIgobSs5xKCVZUApTYek9IdTFoXDk9HBDuXQa1sQrAKGEsEBENWOwi4hqpaoSe/cB366T2LoNsFhc31cUoFkzLaNLqkB5BVBWBlitQFY2kJVtxtZtACABAF27Sgy7ARgxXKBfX0Cnq39gSJeyDdFb/wpdbjIAQOrjYO5/N8zXP9ywLK56UNv0RuUdH0BJ24uYzW9Al3MSsetfgCX5WxjHvxG0chBR02O1WjF37lz07t0bXbt2xddff+1xvsWLF6OyshIffPCBSxbXrFmzcNttt2HZsmWYMWMGoqOjfSuI/aaHzRiJGgVhLAl1ESjcOQW7hMUImMqBmIQQFoioZgx2EZFHqiqxeQvwfx9LnE+pmt6pEzB4IDCgv8CV3YCOHQG93jVgZbFI5Ofbgl1Z8Th0pAzHjwNnzwEpKdq/5SskkpKAYUMlbhwuMGggEBNTe+BL5J9DzE9vQX9+CwBARsXDPOA+mK7/NRDfyq/195Z6xSBUTFuFqP0fI3rHYugv7IDusztQectbsHa7MSRlIqLGbdmyZUhOTsaXX36Jjz76qMb5Ll68CCEEbrzR9VzUoUMH9OzZEwcPHkRpaSlatfLx/Kmyg3qiRkUXDaAs1KUISxaLxKVLQOvW1a97mxT38720hqYcRF5gsIuIqjl8RGLBexI/n9FeJzQDxo8DJt4q0LNn3T/wer1A27ZA27bAyF/EYtzNFQCAoiKJfQeAbdsldu4ECgqA79YB362TiIkBBg+SuOkXAsOHAQkJTuupKET0rg8QdfjfEKoFUtFrQa4hTwBxLQPxFdSPood50KOwdB+D2O9+C11uMuK+nAHTkCdhGvYU07uJyG9Onz6NxYsX48knn0TPnj1rnbdnz544f/48tm/fjlGjRjmmZ2Zm4ueff4bBYPA90AVUdVAvpe/LIKKwIXXRcFx9qVZA0YWyOGHl+AkgJxdo3w64+qpQlyaE3M/3KoNdFL4Y7CIih4JCiUWLJTb8qL1u1gyYOhmYOlmgefOGP8VKTBQYMwoYM0rAYpE4dFgLfG3dDmRnA1u3AVu3SURFaYGvUSOBmy9bixZ75kNUFgEALN1Hw/iL5yCTwm8ERNmqGyruXYHon95C9OF/I3r336Hk/YzKW94EopuFunhEFOEsFgvmzZuH7t27Y8aMGXXO/8wzz2D//v2YNWsWRo8ejS5duiA/Px8bN25Ehw4dsGDBggaVx95BveCTfaLGwfnhnLkciGle6+yqKnHmLNCqFdD6ssad7ZSTq/2fld3Ug12umV1CWsHHHRSuGOwiIgDArt0Sb7ylja4oBHDbRGDGIwIt/dWhvBu9XmDg9cDA6wWemSVx5gzw01aJTZuBC6lAyqGLuEL+CYltdgEACmMMsI6Zi5jewwJSHr/Rx8A05g9QL78GMRv/AP2ZHxG34j5U3rkEsnm7UJeOiCLYhx9+iFOnTmHVqlWIioqqc/4ePXpg5cqVeOaZZ7B+/XrH9MTEREyaNAldu3atcxlJSUk1vqfmxQGiGQABpZb5KDRq23YUvkK53dTCWEDVHs6J+GiIFrWXJSXFikt5FlzKA3r2iAlGEUOmWTOj4++kJM91bQrHnCwHZLOqB7iieQJEYuTXuylsu6aIwS6iJs5ikfj7EomVX2ivu3YFXpon0Lt38J7QCSHQsyfQs6fAIw9ZUPLfz9Dm2HuIQiUqLLH4+6mn8Pm5ByC+1GPwIBWjbhIYMQx+yTYLFEvfO6C27ILYr5+G7tIpxK2choq7/gHZKvwy0ogo/CUnJ+PDDz/E9OnT0a+fd6PNHj16FDNnzkTPnj2xdu1aXHnllbh06RKWL1+ON954A/v27cPixYtrXUZBQUGN7+mKCyGMWv8+lvx8jkQbRpKSkmrddhSeQr3ddEWFEBXaMW29lAFprT2AlZEpUWbr4qugwPOosI1FWZmWv6Qonusa6m0XNBUF0JdV9etmLcyHVONCWKCGazLbrpHxJkDJYBdRE5afL/GHV7TmhAAw+S7gycdFnR3FB4rIO4u4H55H8+yjAABLpyG40PsV6Np0Qier1rH9jp3Ajp0Sej0weKDUAl/DwzPwpXa4FhX3rkDc2kehFKQgfuV9qLhzKdT2TTn/nYh8MXfuXHTq1AmzZs3yan6z2YzZs2dDCIH3338fcXHazUinTp0wd+5cZGVlYd26ddi1axduuOEG3wrl3FeLVAHB/n2IIppaNeS2MFfU2TzNGswWzKYyiNJsyJadASV0t7D6Jn6aE+4d1LPPLgpjDHYRNVHnzkk8N1ciJxeIjwdefF5g5I0hChhJiahDnyN6y3wIqxEypjmMv/g9LFdNxhVC4JGrgUceBs6dl9i0WWLTT7bA1y5gxy4t8DVooMSokQIjRgAtwijwJRM7ovzuzxH35ePQZR9D3JpHUDHl/6C27RvqohFRBElOTgYAXH311R7fv/vuuwEA77//PsaOHYtz587h4sWLGDdunCPQ5eyGG27AunXrcPz48QYEu6pujLURuZr4XSDVyWLRukto0xpQlPD5rSYbp8CFMJbWOXswg136c5sBAKrVArWNIXgrBiCdOmXXNfXTHEdjpAjCYBdRE3T4iMTcFyRKS4HOnYA3XhXo0iVE2VylOYhZ/wL0F7YDACxdRsA4/jXIhLbV5r2ym8CV3QQeeRg4n6L177Vps8T5FGDnLmDnLgn9X8Mw8BXfChVTPkbc2hnQZRxA3OpHUDH1U6itax9JjYjIbvLkyR6n79u3DykpKRg9ejRatWqFjh07AtAyuwAgPz/f4+fs06Ojo30vlPNNDkdkJC/s3AVUGoG+fYCOHRq4sMpiiIo8yJZd2YTWX5wzu8pygfJ8IL7mEVuDmtllZywK+iptp1MADHZBZWYXRQ4Gu4iamC1bJf70ZwmTWRtN5q3XBVq0CM1Fou70esT++EeIyiJIXQxMv/g9zAOmeXXR2q2rQLdfA9N/LZByoSrwde68a+Br4PUS48YKjPwFQtY8EwAQ3QwVdy5B3Orp0GUfRezq6ai4+9OwHFWSiMLPa6+95nH6vHnzkJKSgscffxwDBgxwTDcYDGjevDkOHDiAbdu2YcSIEY73srOzsXz5cgDA4MGDfS6TcGnGyBseql1xsUSlrY/voqKGB7v0KVsBAFYokEldGlg6P6osBnR6ICo+1CWpN2ELdsn4yyDK86C7dBrWzjVnfgYt2OUcTA/B9+oc7HKP9TQ9bqMxqipHY6SwxWAXURPy1dcSf1sgoarAiOHAK38IUf9cxlLEbHoNUSe+AgBY2/ZF5S/fhrysu0+L69pF4OGHgIcfqh742rVbG2kycREw4VaJqZMFWrcOUdArJgEVdy1F3OqHoctNRtwX01Fx92eQiVeEpjxE1GhFR0dj7ty5eOmll/DYY49h5MiR6N69O/Ly8rBx40aUlpbivvvuQ69evXxbgfvTfGZ2UR1SL1b9HRvrv+WKioLwCHZJFUrmYSjFGZD6GFh7jA11iepHSkcTNTWpK3TleYC5otaPWIIV7LJUlUPq/bjzeMlkqvo7JNls4aRaM0aL5/mIwgCDXURNgJQSn3wG/OOf2s3IbROA380W0OuDH/RR0g8g9vs5UIrTIYUC86DHYBo6E9A1oCmNE+fA14ULEj/+T+K7dUBOLrB8BfDFGokJv5S4716Byy8PQdArriUqJn2E+FUPQsk/i7gvfq0FvJpfHvyyEFGjNmXKFFxxxRX45JNPcPjwYWzZsgVxcXHo3bs3pkyZgjvuuMP3hbsHu9iUhepQWen0wp+xUfebbydKzgmIyiJYOw0BhOLHlXpQWQylOANms4SwVmrHhBJBbd6cmjBK+zVZLd8tELzAjzCV1T1TABkZ7Kri/mCDqW4UxhjsImrkpJT46P8kPv5Ue/3wQ1rTPxHs/i2kRNS+fyJ627sQ0go18QpU3vIW1I7XBWyVXboIPPKwwEMPSOzaDSxfIXHkKPDV18A330qMu1nigfsFOncK8ncR3woVk/+JuFUPQClMRdyax1B+97+AuJbBLQcRRbw333wTb775Zo3vDx06FEOHDvX/it2f5tdxU0zkfI/s1zzA2oJd+ecBQBvFL8APlYS0wmKVSD6lve5jMEdYsMspiqOL0v6vo3lyMAI/StZRKIWpTlOCn0XKzC4n1UZjZGYXha8AP+IgolCSUuIf/6wKdD01U+CRh5XgB7oqixH79SzEbJ0PIa0w974N5fd/GdBAlzO9XmDEcIEPFilYvFBg0EDAqgLfrwceeEhi/t9U5OcH9+JJJrRFxeT/g5rQXsvw+s9MwFxZ9weJiMJBtWaMDHZR7awBGs9AeLPvWc11z9NQqhVG559xq6nGWcOSvb8uJaoqC66ODRXwwI9qdQt0ASIETaadg10SgKo24Wbb1Zox8txP4YvBLqJGSkqJZR9pzRcBYNZvBO6ZGvxmezLjCOI/nwT92f9C6qJQOfYVGH/5FhCTEPSyAMCA/gLvzlew7EOBYUO1oNdXXwN33yfx75USFkvwLmBkiw6ovGsJZEwL6DIOInbdc2wKRESRwe1pvlcBB2rSXDK7/NqM0fa7aSytecHB+G11X3eEBrug6BzBLhHEzK6KCg/bzljsYc7gB5qMRtfXTTq7q1ozRmZ2UfhisIuoEZJSYulHEp/+S3s96zcCd08JfqBLf3Q1LMtug1KUBjXxClTc829YrpkaFkOE9+kt8PYbWqZXnz5ARQXw/t8lpj8mcex48C6k1NYGVPxqMaQuCvqz/0X0tneDtm4iIl+JSM/sUq0QpTkQJdmRV/YIZXX6mv0b7FIhClKgP/8TlJwTHmcRwbghl1bXgJ4lsoJdwkOwqz4bSjZgo547L7FtB3DunOsyRGWhhxX5vBqfFbgVo2kHu2wHsiMgyvMnhS8Gu4gaGSkllv5D4jNboOvpUAS6VAuiN72O2I0vAxYjLN1Ho/y+1VDb9QtuObwwoL/AkvcFnp8rkNgCOHcemDlLYtlHatCyvNQrBsE4/g0AQPS+j6A/+U1Q1ktE5LMID3YpGQegS9sLXfo+6FJ3Rl4WTgSS9Qx2ifI86M5thnLp59r3L1WFLvs4AEApSKlhhcHJ7HKplyUITSf9yX5MK3rXh5I1fPdWq+tGbEgA8+w52//nXaeLCi3KpF7WE2qLDvY1+b4iHxQXS1RUAIoCKLavxd/BLlWVSD4lcelS+DePtAe3pGLr+pstErxnNUPJPg5UFIS6JE0Gg11EjYiUEkuWSXz2ufb66acEpgY70GUsQeyXTyL6oNZ+UhkzF5W3LwJiE4NbjnpQFIEJvxRY/pnA+HHawDKffAY8+ZRERmZwLjwsvSfANOgxAEDMhpehZB0NynqJiHziHjyIsGCXMJZU/V1RCFGUFsLShB8pJcxm//7+qfVsxihKsiBMZVAunYZy6XTNM9a07zlPD0ozRtd1RFpml2PQCUUPCKeO9Wv47ixuyXKBGJRPVBZpRYtr6TRqd3ADQlnZ2v9tWgPRtiL4O9hVWAhcTAPOnPXvcgPCfvB6OYgBVVFyTkIpSIH+wg7/LDAE/ddFGga7iBoJKSU+XCrxr+Xa62dmCUydHNxAlyhMRfy/74X+wjZIfRwqJi6E7qbZgR/u208SEwVefkHBn/8k0Lw5cDIZmP6YxPYdwfkxMQ1/BpZuIyGsRsT+5ymI0pygrJeIqN6qZXZF1kW3sGid8KgJbbXXzOxycfgIsHkLUFLiv+3qsst4s1jnfcpUVnOn4F4Fu4LRjFF1CfjISMvssto7qNe5XrfVcGy7B7v8fgqQEsJUpv0Z06Iq2yxI55qCQomcHIlsW7CrXTtAZ4sB+jvYZf8uI6N5pG0ntwe7mkBmV0amRHFxw/c7UZ7nh9LYllWSBf3pHyBKMv22zMYoMu5AiahWUkq8t1ji839rr599WmDKpOAGunQX9yB++VQo+WehJrRDxd2fwWoYF9Qy+MvomwQ+/kigbx+gtBSY+4LE/30iG9QfhVcUHSpvfQdqqyuhlOUg9punAYux7s8REQWbdL/TjaAbHtVSFQjRx9mmRVD5gyD3kvZ/Wrr/lumS2eXNB5yCVcYKFVu3w3Ofmk77nnRk/8A1KBKUYJd0rVckZXYZS6Cz93fmZTNGs1ssz/+XSE4LVBQAovr0ANq3Hzh8FKg0AnrFjDaxudAp2rr93ozRVqVAZMf5naO5a9PI7CotlTh+AjjuuTvA+rH675pel74fkCp06Qf8tszGiMEuoginqhLv/E3iizXa69/NFph8V3ADXfojqxC75hGIyiJY21+DimmrwrJ/rvpo11bg/fcEJt+lvf7o/yRefV3CZArwRVZMc1T86n1thMbMw4j57ysRlzFBRE1AJPfZZc/iEqKqaVQklT+I/Hk1oda3g3qnm+hzZ60wmYDMrOqzlRdV4sxZibIyCehjnD5ftUJhDUKWlbS6dRMWOZldSu6pqu/L3heTo5P6GpoxBjq50/nLFEpQM7vcH252V/YiOmMvmpu0TsXc695Q9mOjpuTFsGL7bmQTyeyyj8TpPiKnL6oN7EIBx2AXUQSzWCRee1Pi62+0h14vzBW481dBDHSpFkRvfgOxP/4RQrXA3OtWVEz5BNLWLCTSRUUJPPu0gt//TkCnAOs3As/+TqKwMLBXIzKpKyon/A1SKIg6/iX0R1YGdH1ERPVVfTTGSLhLs7Fl3EhdDKRiv6EPYrDLVAZRnBG89TWEny4p3Jsgehfs0mYymyUqKmrePukZ2ojK584DRUUqjEbbwp23aRACT0KqUCWgCi2AqpRmQ8k6FhGBVOHcYbYtC07a++2qqRljoDO73INdfg291s49w6p1nPb9xBm1vv38ntlldf0/rLkFRUUjz+wy25JC3Zvt+kNWtkR2TgT9dkYgBruIIpTFIvHKqxLrNwA6BfjDiwK3/jKIgS5jCWK/monoA59qL4c9DeOt84Go2OCVIUh+dZvA/LcFEpoBR44CM2ZKXLgQ2B8na9fhMI34LQAgZvPr2ugtREThwr1ZWATd8Dj659JFV3XEHcS7TP25zdBlHIQo9mMbwTDnHjzwLtilfaisDLA3XVM83Lk4X/mcP6ci+ZSHlajByOxSIVXAqsQ4Vq8UXoAovBj4dTdUdDPHn7K5bdRDRyaV52PD6rZN/d4Ez2UfEXBs6aBkdlX93f1KoEULbd0iSgtk+n80Rtf/w5p067NLyogI6PrK1pUdJOC/UdqFArNZ4ugx7b7CfWRT8h8Gu4giUHm5xLwXJTZtBvR64C+vCIwdE7xAl6Mj+pStkPpYVExcCPMNT7r28dDIDBoo8OEHApdfDmRkAI//RuLwkcD+OJkHToflylEQVjNiv50NVBYHdH1ERF5zCw6JSLrZcQl2hSCzy0aU5gZ9nfXlr591X4Jd9n3KqlZlj3gKBsQ4PWMTsCLH/rUGObMLqhWqrAp22SnFETDSp+14tl4xCLJ5O22aYs/s8nxsuE8ObGaXcIpq1n9FUsp6BRSc97NuXZ2KoQ9MsMsaSc0Ybd+/tPfZBXh8WJCd459O3UPNOaPLYqmepeo1p/1Z6mNc+ryLjIEJ/ENVg9AHshMGu4giTE6OxMxZErt2AzExwBuvCfzixuAFmZRqHdH/K2I7oq+vrl0Elv5d4OqrtI7rZz8nsWNnAE/YQqDyljegtugIpegiYte/EFlNhYio8XLP9ojAYJfURztu6EPTl0r4n8/9Fexy/+mqT2aX1QIIVO1f1YIWTi+FVBFtvwd37rNLtQT+91NKSAlYhRZ9swdMREUhRNmlwK67oaR9JEZ91bQ6+shynxqwDuodO6FvmV1Go8SWbcD/NgNHj3n3Wce2AyCcsgKFLZspUJld2rKrypieIbF7j0RlZRidKxzNGHVV09zOn5mZEkeOAvuD2Xe6VCHyzgLGUq9mLy+XXmVqOffPtm07sHOXjwEvS2XV34q+WhAtJCoKgzqao6pK7NipDf4QLAx2EUWQU6clZsyUOHMWaJUELF4oMHRI8AJd+qOrEWfviL7d1Y2iI/r6Smop8O58gWE3ACYT8PyLEus3BPAiJDYRlRPfhdRFQX/2v4g68Eng1kVE5C17vz6OEbkiJ9gl7KPcOmd2IQTlryHAJsrzIMrCI+vLX1cYDWnGaLECwim0Um1ZTn8LaXV6320lgc7ucmvGqBVI27+U9H2AqSyw628Ixwh7TgEMWxPfmvpkct+Gfs9Ksm1/afsOpfBtNMbCIu16DQDy8rz7jOoczzFXBSl0tq8nkMEu57+zsoDSokqUpKYEZ0RRb9jP9UKBdGT/uX4hp3/W/vd3R/61UXJOQpebDF36Xpfp585J7NtWADXjJKBaYLFI5OdLbN8JnDhZ93KdA1ESQHkFUFlZ4+y1LMiph3spYQqDzC79he3aaI4VhUFZn9EIVFQCRUUNWIhUIUpzvD4eGOwiihDbdkj85mmJS5e0lOqlfxfo0ztIgS7ViujNbyJ248tVHdFP/bTRdERfX7GxAq+/KjD+Zi31/C+vS3yxJnABL7X91TCNnAsAiN76VygZBwO2LiIibzgyoRwjclUPFhmNEmlp3j09r4/iYoktWyXSM3xcriOzK8apz64Qm2AnxgAAIABJREFUBLvsN/NSq0tFhdb3jS51F3QX9wSn6V1dAtSM0Su270e1ugZcVBUukRb7vXe7tloGmMUioaqyetPaAPbbJaVEQb4VRpPWQb1R3wrWqARYeoyBjGsJoVqhhHMfbY5UJudgl72Jbw3HWbXULj+XybFe++2qPbOrfjuT0TXG4BVHsEsAwikjRxHaG6kXgZIS/1W4pmCXqgKtS/ch5tJxR9+tqipx4KDE2XPer//wEYl9+/3TfEzYlyF0Hvs8LClxDeQEXEUhlLS9UApStGKZyl3eTksHmmVtR2XaWeSfTcWmn4D9tsvo7Jy6F+8p68pT34F1EeYKp1cSZlPVq1A3YxSVBXXP5Af2XUei+oinDubKWg9UJfcUdGl7oWQd9WqdDHYRhTlVlfjsc4nnX5SorAQGDQT+vligffsgBbqMpYj9z0xE2zKKjMNmNdqO6OtDrxd48XmBKZO01wsXSfzjn2rA2qGb+0+D2XALhGpB7Le/BSqC88NEROSRdAt2ebgBPXQYOHkKOJns31UfOw4YTd49lffIObPLMRqjn+42KgqhZB52fYpfA3sw5uJFrS47dsE12ysYnap74Pw7Fso+u5wzu5wjKVYrXPY3+ztRji6EVO0G1X2fDGDwMCsLOHNWRXExAKEgt/lQVHT8BaCLRolyObKyJKylDUlnCCxha8bomtlV+7FRLbPL7/Fie1DFXp6ad0ZRkglRmOoxW9LolIVTV/aZKM8DLEbHfIoCwClIoddVVfLnM7Uvqz5qC3ZFW4ugSkAp0vp+y8kB8vK10Ue9IaVETi5QUKh1wdFgjswu4dSvW9X3XuCUJKR32p0CRZd1BEqp56iVqkqYjNpxb7YA2ZnVI1d1Xbd7Cnb5tK+7/CZIxyiPgI8ZcH7sJ1lYTHXP5Ac17ecAAGMpdOc2QX/2v1ByTtS4DCX/nPa/lyMaM9hFFMaKiiTmvSCxZJnWD8TttwHvvCmQkBCcQJcovIi4FfdAf36LrSP6BTDfMLNRd0RfH4oi8PRTAo9O176Pjz8FFv89QB0vCgHjzX+B2rILlNIsxG54mf13EVHoOJo92YNd1a/Wi0u0/7Oy/btqcwNjFsIe9NBFQwrPzXB8pb+wHUpRmhbwqovtpvGSrWlVuIzE5lyOsOizy+o6AILVLfjlyMJRbP+kVdtH3FbiGIUzAPLyq8oo4drH1N7jLZB7CchMqSPYJSVkKJo6SrXqu/IY7Kqhg3r317VsU3v2YllZPa5bnJrL2f7wvCKpQpdxELqso9Cd21SteZPRebPXtvqKAuhSd0HJOlLVLZXi1OwZQKuWVkcAx2TS+tfyucNyJ86ZPZ4CAs5Vrm//Ts7L88tlo/N2EdX7PCwpcVp3EC5Thck1gufccX5lJRBt0aJvZhOgj3MdPMI+T208fd++fI8u5x8p/dBBff1PzmazxK7dEmfOujfxDlKwy3mAXLfTiijNdmTliUr/NatksIsoTO3eI/HrRyR27AKio4F5vxf4/W8F9PrgBJqUtL2IXz4VujznjujHB2XdkUQIgV8/KDD7GW27rFwF/HWBfy5+qolJQOWEv0IqWv9d+iMr/b8OIiJv2G5upG10smAG360NDQq5NGO0XQr7OdLk1cW6UzCnapqs9rfRKHHhgoTZHJzv2F+b8sxZiawsbWHu28y7YJc2k2rVRlm0c2/GWNWPuYBer82rBbvcmzFqndSLkiy/93+kDRZoD3bpnIsPs74FAMBYWgnUkkGhZB+DTN6glS+YnL8Llw7qaz826hPAzMpyyl70lmP7CZf/qkWsVKtj5cJirNY3mnMzxtouzezNFYW5sqpVpwBgqcrsitZLDOiv/W2xAtt3AHv2osFqy+wCXHdl1SXwVfeB5NL5vT9Oc87BLp1tf3HKQi0ucZ7XD+urqyzuQW3V7HTuBGIs+QAAkxlQPYzIWVlHEq7fMrvcg11OL33poF768CQiKxsoKQXOp8Atglp3JrI/yBr2c8Ctb0Cr/87PDHYRhZnSUol3/qrid3Mkci8BV1wBLPlAYOIEARGMjCopoT+yEnGrH4GoLGyyHdHX16Q7Beb9XkAI4Kv/AG++Xb9hrr2ltusH042/BQDEbH4TyqXTfl8HEVGd7DfIQeyg3h7safCq7DcdumiPzXCKi239ZzVETYV0CdLY+qRymbX6erdtB06fAS6mNaxI3nLJ7PJxGQUFEudTgKNaN0O+bTPbNrFY4fK9aeVzem3/U6eDTqdlWNUU7FIunYYufT+UzCM+FKhmQlTdrNk7VLeXS4ooWJR4bT5jzdldSmGq9n+Or+1zfeSywatuDWVdmV316KC+rg6pa93P6szscs/gc039dM/cqTH73tGhkOrSQb1w6qAe0upo+VxRoWWNlZRWX2Z5udavVn6+d+cR+8fjTelAWb5jur0czt+tc3DcmyCJS/DMHwmsTs0YHVlUtuCEqkqUOSVaBeIZiMXi1A+kU2BTxreumsn2+1RRCcRYtNRZsxmw2j7X/UqgZaI2a6VzV1oe11d9mk/1ctkvXZsxepXZZTW7BaXqf3Z2PpQrK6pWKqzBCXY578fVvkOXSBiDXUSNjpQS/90kcd9DEv/5Rps2eRLw8T8EevYIUrNBixExG15C7I9/glDNMPf6ZZPuiL6+Jk4QePkFAZ0CrPsB+PNr/u+YGQDM1z0IS5cREFYjYr57zmWkICKioHDrs6taZ+B+lpws8dMWIDVVNqxpjFQh7BfSuqhqTbUqKyV27wW27aj+0fJyieMnvGuKJWq6q3R+em3726U+bpldublV9XVuHuRXUkLJPQVRkl29CD4u0uiWwNSQPrusttEYo/XS8RoebpoUe7ALVu1Gslo0xgIlT+toSSnJ9K4iXlIEHIWSttsr50PCpE/UsoQqi+tcljCX1zmPX9mDdM5ZXUDdI5Xavt4oazGENNca0FR86LtJOAVVbH+4rthRDg8ZfE7c98Ua9z3HG07BLgHXjBxV9dg5uXuwIi1da9q6/yC8evBptWrfY6uyQ4hO31m1OgmoIqqqaG7N37xp0u187PlldESXzC77ACXad15a6rp1au2I3JdVS4lNPwGbftICa8KonRRlXEtYOw+p2mdt26yyAtCp2jWyc7CrRXMgLk6btaKuZowevjNfMrtcgrD2gLyNN8Eu/c8boD/zo9P+Xf97Q+djobTUeccITjPG2jK7XN+s6ffTc2C+Ngx2EYWBn3+WePZ3En98RSIvT8vmeu9dgWdnKYiNDVL/XCWZiFv5AKKOr4UUCow3/g7GW//a5Duir69xNwu88kcBnQ747/+AP7wiYTL5OeAlFBhveQNq/GXQ5f2M6C3v+Hf5RER1sAdzpM7ejDGwwa6cXO3G6dTPDVyQ8w2HElWtzxnnGx/3ZoOHjwAZmcC+Aw1Yv4c2Sq5fnWvmV4ZTTEYXoM6eRWk2lLwz0KXvA+B64+Wv+1Rfg12qKh3zxsRoBbOqcPnSpITWT5aiODK7LGbAvR82YbW43iD5kD2g5JyAku5hB3DJ7HJtxggAFqUZBFxH9gsGUZyu9WNVW5DNkaXptoPV1YwRQLSlAO2Kt6JtyY5at6lzwwRPDwE9Nlyo1oyxhswu92Cc0zFuschqgYSag132NCrVtYN6l+ZnVo/HoXv2j3NALM2LjExVBfTWMsff9gweqWr7k+OrsFTCVM/mby7NGP0S7LIFdYXiyOy1B3JKbFldLZpXm72OMnrX361zfc1mQBi1FcpobYXSHnyzlafSCCi2wRfM5qp9T6evCnYZ62rG6CGg6NNp0WU/gst2rHO7OGd02QdMcD5ovPz9da5rqfNooiHI7Koe7Kp6U3ganEVKwFj1xEcK734QGewiCqGMTInX31QxfYbE/gNAdBQw/dcCn3wkcN21wesEXpe6G3H/mgxd9lHI2ERU3rUU5kGPsiN6H900UuCNVwWio4AtW4EXXpYwGv0b8JLNWsM4/g0AQPTh5dCd/Z9fl09EVCPnp661jMboT9HRnqfXO3vW3l+XLso2mpjTpbBUbRk6mjK3vsJLba9NDXkI7vw9eczscv4epcvNXYPWWxtLBczmqr4mPbS0bDD3bDxvboCFVF1uAmOibM0+3Tqol1JrKigUndZ5uLRndtmbidrqZqlwqZCorOfoiFJCyT+vZYW5B49kVZ9d9uCMy42dEqNNdusbR0k/ACVN6/TJuWNtf0UZdRmHIEzl0OU6DYlaLePN9iW73zzagl01ZW1KCcSbtEhOlLW01oxL51V6vR/bP+TWjLHalamHDD47+829y2FeV7BLqq4d1LsEKVSPwS5Zcgky75zjtfPls30AitoopmLo1XJH+eydrltV7ft3fLduwa56Z3b5o3WYU/Nri2r7MmzBCfvxGuPUD3xdu7LVKrF1u3d9nznqYl+orVmwjLFF12wPX+zBkspKp5FGAce1eJQeiLWVsaKWZoyq6ppJHGUpRLQ5z7fzourajNF5W9S5XTwNXOG8k3nZPtW5SW+ZU2aXUK31G61WtULJPQ3duZ8gitPr87Gqv6vFrN3q4PYwQrl0CvqUbY7XHgNiHjDYRRQCmZkSb/9Vxb33S6z7QTtnjxkNfP6pwPRfC8TEBCnIJCWi9n+M2DWPQKnIh7VtH5TftwbWLsODs/5GbNhQgbfeEIiJAXbtBn4/T6K83L8BL2u3G2G67iEAQOz6Fx1NUIiIAsr5ojRIfXbVdPasb6aC48bVHqRzvsFXrS4X4GWBaE3mlG1kb05Z432KU99BgJ9uVD0wmQROnQZOnQJysiyuo7f5ulCXZobStw6dZdUNoV4HKMKpGaNbsEsVegidovWxBNXW+bM2T1qa1jm6uSjfZfGoqOeIX7VkgllsTS0BOPV1VfW+Vdhuwp0zu8yVUEoyoZTmaM2I9E4RAksdHQnVk7RnbVlN0J3ZCCXjoOM9R8fQ7pldjv7sag52KU6BhNp2Fud9171ZoVYI5+Xa+85yC3Y5vtfamzE6NxezB7tivQq+VA19aO/IXcDqFqD23IxRd3E3ZPphx+ACzuuoa98XpTlIytuKxAotIKlKAPaMJRUQsFR9FZZK12aMXpwTRHkeoixaUMifwa49+xXsP6zXmmnavnPnIKFj9jpOIsUlWgC02Itm2qoKNK/8GR2KfkTU2R+1YwdaM0YAVed1e2ZXhdVxXNqWAADQ64FYW8OV2jK73IOJ7Uq2o23pLqi+NPtz2i+FVGGqRzNGlxEnPf1gePn769wZf2mZ22eczk1Wq8ThIxIZmf/P3psG2HKV5cLPWlW1h949niHn5IQkJ2QOJCSRQQWZ5QPF69V7ARUURQVBuICKRgIBQbkIiIogQ0BUkE8U7lWDfBrAJITMBDKenHnsM3Sf03PvqarWer8fa669d3ef5CRRUu+f3r13DatWrVVV71PP87z9Tx6b2w8+swssXQZbWDvYNfC9Tr8vCib1fGbPmvcTrPew1iqjjDIeVhw8SPij/y3xc68m/Mt16uL2zGcoA/o/uIbj9NMfQyZV1kL167+D6k1/DEYC2cX/De1XfQk0dsZj14Yf8HjG0xk++mGGeh343veB3/5dwvLyqQW80uf8FsRpF4N15lH9t6tOkftoGWWUUcYKYRJcxl1W82iDXQM2vxZmQxAm4TDySxYyu/z9tPq8TF9rEFH/LK9YbVGKcLEgsQ5BopM+1jVGq6WkgrkAtm3LBlaGe7ghpWfzs8bttlsCJ044sCuKgZgLt27BsH65ejZYpJhdnHLr2ZULwsKiWnx5NjyhJ83sWgHsEsKTMSI0qAcAwTTa4suFAkCrYLLeXcYjDp+RVGmo7TaPg4kMfPGI60M5AOyyssHBYJdfQa3I1DgxQ7jjTsLS0skxFN3YKHh2DarG2OPZ1Qfs8hw5Bo49z7PLbDJhRfO5/jJGW71Rs/4K03jFYIuHQ4BZAgvTSzg0qaR9zL8uFZhdqxatyzpIJm/HpiXFiDlVMsZOh9DucGSUqOuSnhsGJPT7aLXj9x9bV/M3k7nAWHsnOKWgTEs9eQzUxvVnA3apTso6ql2xsaPTm49jxz5baTyKbhe1bBqRaIWy6OwkZX++VyQUY+xkCg0wj9ll51xwL1n9xBIRuh7W3ikUYfGB+MlJZR3w4LYB7fGWZSchBx9UVbTnR+CUmdSXYFcZZTwGsXsP4T1/IPHq1xL+v39XN4NnPB34xMcYPvphjqdc8tjKBfnxHah/6VVIdnwdxGN0X3A1ui/9YOnP9SjE0y5j+LM/YRgeBu5/AHjbbxMWFk4h4BVX0PmJPwHFdcSHbkfy3b86ddsuo4wyyugXxq+LR87U+hRWT+q7ywGXzZNmKlgZowG7WJDUPyJml04+FhYID24Djh3pk0UVkxKZ2wTR3wagmEKnFOwi2deIOPfpIXka9ukpuF0R9SbBqyXAd90lcPQYcPSYAo+iCOBcM7sKYNfx4WdiuXoOGDcG9cr8mUmhDbO1HM+c5lg96xSr9q0YRZkPyUBCG7DNNIAasHt4Ve3f6//AiJ4EAu+ptKmKzzwSEDkAzHTK50slzf6tjLFoUL8WZpfrEyogKceOKbbOiZmC11KfaRHYD1HhwyMwqDdDO0nWYOett+PLBv3jM8tw3rslc+h88Qji/TeDt4+75qxwCvOcMDXXCOY2EbBn+zK271CsLsAdMcs6ASNoVWZX1vL6U64Ojq0ppKpACQbJYgV6aoDR7CvyrfGkkg/Oz/ef9CcDros+aB3VJ9wYMTJGPVelHngG7GTK3Q9xzCwANugewloziPf8BzYs34XNizdivO2qpEo6ibxNCrBWqGUVgsAos/eDVUFIX8Yo+4BdAzouTQnT0wo0TdNCNURRnDfu/1XHlX+/96+LeXdFs3tRAHWDWAXssn5sJxkl2FVGGY9i7N5DeNc1Er/8q4Rv3aCuS895NvCZTzL86Uc4nnbZY+yJRRLJ3X+N+pdegWhmN+TQBrT/5+eRXfGa0p/rUYynXMLwF3/KMD4GbN8B/OZb1c3nVAWtOwfdF14NAKjc+jHwo/eesm2XUUYZZfSENbSOrfSK5Z3VEYxHsssBycCaqosRgc3uVQmHYbt4ST95Sb2/n6JnV7DfnHDrbYSHtvsJh+qXI5o089CD/cCu3gf6lQzqA7Ar9yReDyOiA7ch3v0NB3KYJqQuqeAyDWRmD7fyZTEPs/Im09WrrJ/pwi7dLkAsRsSBmDmvILMFihJ0oo0AY2CmGiMJzMwC994nMT0NSH2u7bnVLKeBVQaLkaeIdn8L0cHb7Ve7dwnccBMsW1tKn9mlDep9Y3AjY5S5bQhLfbCLgmSTz+5FvOdb4NMuwT7ZYF3fV6wgDfR/1+OWivq8NTC7AjBIIym7dhFuuZUsY0bKEKjtx6Txn0B7fJlMujrAoL7HUywwqFd/o2iwCrJnOx6jMoYGx/XANee4yO4qYg1xx4FdK03ZnbuAPftZWMxAKA80v01m+yLt9gDgO3cRbrujf/VvBlfggVN+SqoxMpJYWlLXTanHtTn3luHGw3P6nVuAu+5G35e9PtCzGtglvQOwy9bG3AK2OmTmACUAVev5KC3IZc5hkh6HWHTnyx5nawZSozMMhOHuAffjwDlB+O7d4X2BH7sP0aE7g+XyjHD6wn8oxl3Bm7BfGGZXt0uYmzUL9/o/FuP79wD33g8cmuzjX0cyvJ942+iD54YRmG+pc88Pfw/x7m8i2ncjpo6luOdeQtZcBj96L9jMbkCkKzK7ivOYz+0D0zJV4CRfTvjbeVhrlVFGGSvGnr2Ed71HgVw3flvdn1/wfODzn2X44B9xXHLxYw8sseVp1L76a0q2KDLkT34BWr/0z5BPevpj3pYnYpx/PsNf/DnDxg3A/v3Ab7yZcODAqUsM86f8LLILXgomc9S+/o7CG90yyiijjFMXzDe01iwZRd959MqXD0oY+1XKKgZbOIRo+iFEB293D8yx53hvq86Fnl3tNqxpezFmZhXza9K3K9H9EulkilPaA071S8xDg/pQ5lhM/h6J5w7rKI8qtng0+F54r/E5pQEY8XCxNRkeRq+8aYXtqiqYUi/GQIwhigHOPRaEbZhz5GGco1p1RvGtlkS36ySEpi8p0WXY1siaYp15MJkFhshHjqi27NGe5EK4/ZJO8wkOnCReATPjzMyTzJMxkgzaY2RCbCk8VycTgRTSAjmeZ5ypbGaRyJDZ5bzHBvQTAZH0dFE66d1/EGi11RwB1LRYTcYYjBcpwSe/Cz63Tzf05JhdvqzKgAhx7DazuowRFuSINNgVXOcQMpeKjFAAIObA9JUAnKmp3mtCnql+ZZRZc3XTNNENL3hpChw4CCwvu/4OQgoHQFF2Sjy7pJD6RQAHsVhtX4ZgF+cIinma/pnuxZSCNq0G+shMS5lZgnzkSSAeQ449yf7uV2OU0nnKVT1mV6wXiWPVJxuX74TYfXNQ6U81rAshgFbldNTrBd+3IitKx/wCMDev7gtm7vPFI249DbznuWpbIpbRSCdXBiGJwDIFdu3cBTzwoMDcPIXjZsDbIOODNjXlKg0P1U1fyIESerYKQhRIF2UOZG1VuAMKlNp+bxPHTwBHHzwAvjCJ6PgO8OntYdGOYpOLYNfiEUS6eIf/bJGf/xJQZXjlBvrbWfOSZZRRxqoxN0d4/wckXvs6wo03qe9e+ALgbz7H8P73cpx/3uPAniJCtPPfMfS3/w3xwdtAcQ2dF78XnZ/+BDC07rFvzxM4ztnK8MlPMJx1JjA9DbzpLYQHt50iwIsxdF/8B5CjW8AXDqH6rfedmu2WUUYZT9ig+cneqnOA5/ETA4w7SaBvvn2KwyRRY6Ph92tJ3vy3wxZg8OVclm4kQq8dDE5UfWaHZVRoIMFUjuQy7WWHFZ7we/1OCsyuwi3iVPh2sQILQHi6qFMFdgV5mOyVN6203aUljyXFOAiKsRVpGaNfjdHvH8YjVKsMV16W4xk/BFxwnsTGDQpoAjwWoAG71mpIlvVS/KwZvQEhhAMtDFOQZEGixc08URSLUMYo+3YKy7v9K7GtIQJTa6/SoA2d3Nsx2FON0ZMx9mkHybwgY8yQ54RItlHNTtjvhQwZmAFzUOriPX4S3FwAX56ynmpUBLt6vH4KX3gMECPbi+PV2SqtpnAVSfWJi8zxxb7plwgM2BlE71Dy2rDSWOccQbVAAOhIhaokYgkcIthGXkAK57waC0W2WZoSSKQBs+sRe3aRtNcgYgyShYbwQRXLPkS8fkCnL5lbbUoaqSwxju76yyDOf4nH1ISTMS5PQXRaYJSDMVXt3jQm1v3EGEOFqbkoBBBNPRDuLO+qscsbiCPgvPOAkWHTDQM6cpVjNUibuW8xBox0dq94XljzeMjIJInZWRS+6yPv9H6PIli/rqEhs0Dh/iJze02IVkOIPOCfybzn3h/pyqJ5y13jWNY8Oc8udyBufPFIsfeiuP+yfaIEu8oo4xQEEeFrXye8+rWEf79effeC5wN/+1cM73sPx5Of/PhIBNniYdT++U2of+1tYJ0FVW3xNV9FftmrStni4xSbNzH85V8wXHwRsLAIvPW3lIHrKYnaKDo/8REQi5Bsvw7xtn8+Ndsto4wynpBBB+9CvP/mPj8YGaPRgSjwgGUPD+xqtQg7dpJm9PQP82B8ycXAZZcCm05T/+/bD8wN8IIxYRhNAMDaiv5gATrAvsZmfcAlKQE2tw/RgVvBpQYpEEp0bDl3GbIwIkoxb3bdmlXAYTHzLZZPD1+197z9PiUm9YWkImB2yexRYXb5jI/Vtru45PO1OIhxxBEQMc3s8jy7yPPOYTpDq1cJ4+MM6yeAzZsZNp+hzrW1ukl0trdWZlfaa95mkksrL8vdtiyzi4pgl5H8aj1Rkdk1QFbJWv0oO2uIfuCzN6D40jEFBA+qxmipUALR/psR7/u28hEzPxe3LzK028C65vexcfkOJEIB5VKGDEx/fN39PeCW29R4YZSj0d3fC+6xgoyxh9nV64NnwoBsUbQys+vYFOG++wmHJs0mNdilDeopDmg9AbDEPBma3HC+WsTr55UAHM4dIxAAsmgELakQ/UQs9o6zPswuEz5gsrhIuOlmYMdDmbM+g3jkzC6SdhsEDqmZXYb1aOY9Yw5cXA3s8sfGqp5duQG7YjXPirmMZnYxkSHefzMqYgGcK882QF1XKlEKfvQ+oD3nwC5Jap55c5JpZlfOG6rKK2NOCjuA2eVfn7td9F7oIjWOzLisVoFYtq23GAAgbYIfvQ+sNYNo742O3WTaBYEsHey3Fezf7DZylRhrNXMPCwuyRFMPIt73bbCZ3QGzq2/RgIL5W/EaGWuwi/lFOPJOgcFZ2KatYlKAp2TumF3mvs3X7t9Vgl1llPEI4+BBwlveRvjghwiLi8D55ylPrve/9/EDuZA2Ubn14xj6659CvPdGEE+QPusNaP/834PWPfnxaVMZNsbHGf78owzPeLpKkn739xVYeipCbrkC6Y+8CQBQ/db7wOYOrLJGGWWUUcYq0eMz5QzqAVjD77C63Bp8P3Tc9V3g4CFgx87Vm5AkwKbTmK2k1ekC3717hY13Fh24AA9o8M1uNYOFTz/Uw2Rj84cQTW0Da8+hlikNDmNhbmGTCt0vlvhGKRYWAeRdxAdvQ7z/ZkxP5ThylJy8raDDZAM8uwwz4WGDXYGJVggOyMxndmVBknSqmF3mOKxB/QrrLi56kkDGlUF9DETM+WM5ZpdLZXjkGHp+IyJNtbP5qWXprBXs6seskohFE0NLOwGRWtmbanOk29Yf7ILoammSx3og2StxNb+1B4BdMgdbPBwaRAMwVT6R+yeyD7MLUIm0Wa4H7NIgcGtGzRuSYJ05+zMX4XyHyNFuu0Q3Fqrf8jwEP33AY94riFlPj2Ki9SCiE9sLB1q4kBQHpWHUmUTYZ3YZGWPkNtNvTB86pMbcorEx0w3msh+zS4bMLtLMLsZdNUAPcFtpDjEP7Gonm3B8+IfRFAbsWnJ0W2gTAAAgAElEQVSsL72NtJ254ymEP60PHlJ/52Yyz2w/P2mwi0gz7+wX0tsGd8wuwEoHAcUMejjMLiHVi3p++Hu94xqANMwu8L7AGCWO5UV5jtHObjDmwC6AMNZ+CHzhEOIDtyLhqkEGu2ktdjCpq2Ai7yiwK2o4NpjeyvycwM5d1CNz94+l20U4B70wfVixQ9YdTHT4e+ALh5Ts3rv2kK44yUj2gl19mF0eqQpZ5l7K1Gtm3FHfsRmd2NnjoXff/YTbbvdeSBX2F7BIAURSXRtY1tbVfgnIuz33hfAYCvPYLijA8hDsIl4yu8oo41EPKQl/9/8SXvurhHvuVUj5m36D4dpPscfFk0s1Kkd83z9g6PMvReX2T4DlbYgzno7WL/5fpM9+m0PEy3jcY2iI4UP/m+HHX6wexj74IcJffkoO9Ic5mcie+QaIM54OlrVQ+/rvPKo+OmWUUcYTILJCUuvLGAHH7CoyPdZwKyQiW12sr+eMXsb6MultJmt81mVFHxYT/v1QZ66ss4DG0e8Ei/HZvW5bWlLEeJi8mzfmhoVhcA8udWVDr1927cwxM6OYvUBouAyoZO7YMcKRowQQ2f1UNE7SHXA5Z/MHER24ZWByFeozwyxDehla9AhkjP79K6i6RaG8SX05eDvdricJhDL/iSKA+wb1UkIIsiwqzuDGYwHY4YkGuwwGZkCdQrbV7VJfliClTczPE9rtUEp02tJ3UF/eBT71IGTub4vb3ftsG6FljNGx+8GWjiAIT8Yo15+nvqooBpqR8xWDzR9EdOSeYIwCQHTgFkR7vhVKZClMUs22AY+ROUDGGGzHS75ZcaxpsItLNYA4qb/dwmKDxnCkl+/Zrpn0A5ld+n9TLMNjS+Z9ZIx2bZGCLR4BW55GHFHAsLIyRmj5VJTAo/WEzC7owhY8soAhWyOzK+LuutGN10PyCtoYAQBUPGZXpn3nDNg1Nta7rX5SOE65Y3ZRtqI3FBHh7u8R7vquA+N37VbMuyNHzfgh5AKOVcUiBzjLPDSo7wN2FccCEErRqdNEdPRe8KWjff3qjIzRVIHsidoo8q0/hnzrj0Fo1ifnQBQxW6m1Qm4MJ5q5Z9r9/btTPLRDg5+iq4qw8hp4bNiF6s/MjMCBg8BMWGTRsdRIotPulfdBdINjNsb5JIXt87CwhAq5/lxQdUQ3QSDPimBX7yDzwa40dX1frWmZIskB13d1kIlYBJMpsgyYmgaWm86jsKesZ+GFQCxbYJSh3cywZy9wbErNCekBmANljD6LElDXrB5mVwl2lVHGoxonZgi/9Q7CJz9NyDLgh58FfOHzDL/wcwxx/Dj5cu29EfUv/HfUvvke8OYJyLEz0X75n6L9yr8FrT/3sW9TGatGkjBcczXDr7xW/f+lvweuviZ8oH5YwSN0fuJDoOoYoqkHULnlzx95Y8soo4wnbBSZLUWPH8vsytqK0aCTVc7UG96J1n295r86lgZgUX74D+QGLInX+qxblAmabQYyRpe5Fg3lyZSwl84QmCFkURSZXSbpZNDyJk+WwakbrCMLVIssA46fUElUt+N2YpKibQ8Bu3YX7hGdBQWgtOfBlo71Pd6gwUWwS2dolcrD9+yanFRVp02l4YLPvk1sLPlqhe2qLnFZM4EpGaNnUH/PvYRtDwFZ5hJav9CAf5xRoplWUjMCfC8qL75zi2IJ+oAXSYmDu1s4NOnYMkQEBqHMrwlgzROQFpxz0qqi51sOl8TxqW3hQfvgyMQ5yM/6EYjNT9Nf9KfjMANC+2B01gbrLPRWLjNjVzeIhjY6FpIwFQcLk6qP3UUAHhfbJXN0mpllJxrQy4wnAzYJgf6S5ULlQbdTM38GULPMefTntG5bUI2xUFySTz2I6Mj3EU3eheH8sN2uEOQM6skl2a5qKxVkjIbZFbkkXK6Q1HvBPbDLeJNlkUKyErFoPbtyKHCy25VglK0Kdll80AO7VmN2LS8Ds3OKbWfIngcOqr+7d+uFSCqcwxsbkplj9vblKQxXlTF6bUqOP2hXYK2ZnmXJyBgHMLsAALVRoDYKqQFCc89IEtUY7tHiDLPLbkvfu6aPpQARhFQFLri+4bh+VSsUwbs0A0ASmxdvQu3AjeDNgiO/nnOmfw2zy5fCFkOObIbceJEtGMFIIi/Onz4eYs0i2NVSO61VHaOwLzuOMbB0AZsWb8bmpW9j2SNtHTmqro8GULZVSjWzi+qKfRbLti1eIVmC6Rndf5nrsIEyxiIxQ2R2PtkCBKVnVxllPHrx4DbCr/464bt3K631Ve9g+PAHGU4//fEAuSSiXdej/qVXof5Pb0Q0swdUG0P3+b+P1i9/DeKCl/Z9WCnjP08wxvCrv8JxzdUMSQLc/B3gN/8X2YTh4QaNnI7OS94PAKh8968Q7b/lVDS3jDLKeCJGVvAsstmi8exSYNfh/W1Mfud28J3fUEk3U/49je4hRIfu6LvpOaeK0m+fe699/gO5uaWla5XzGR8t38QYCGSM5IFRPQ/gufOiMcwuzlWbqtlxxGK5V8ZocBqTTHgbjbTvl0l2RB7u0H9j7yc0iacW2n8gBAui6e1oNglHjlDP9tyB9ZaKt/9qZlelogAKv2/X6uH+0A719777e9frK2NcBexiHnhETBnUc27ACOVJBDiGHOceY8vKGNUyUcLteirL628cZkAJn60xf7yFpSX1g0nUpQSYYWERIAU5g2gfBJBhP6SRQyhYkXFt/d4Iyy0Gqk+4pK/IojBhtuGbRXv+dGEU5Eecu/krBskYox62eVDhsQAkk8jRbrrjMkCR6bdq1TEyO33sxFjBjN3/Rf1ZuRoj+dJk3Wd9qzEappPHuuGybZldWQaQJFSyGSRdXdwiqniGc0WDeqmYjNwHu9x8W8kajsiT7EL1f84bIMbBSCLJFatPsArAGNJUSSsnxl1fjo4gOFbAHSunzFkhaVDu8JH+k8+XlBKFwH/DXD61jJE8CIE8k3oL9OtpxmUHIvUADqBnTJlrYS09BtZy4BBrzwEkFYBvXjpYg/p4RRARAARXjGNzbUgSJd2LfLBLM7tMu82YFZqum0nF6OsBu/RYLd6H8hyoiHnEsgXR7YKfUNp84jGoPg6x+VK1fT2lnZeYGGxSr0FWQRpYIoHsJJldUXsK66evx0h7F2qa2TVIxggwRBpojGQ3ALuEAL77XYFm07Ap1b3fgV0Taj3RtnJmwWsQvNfqYBCzK5jH+nhZyewqo4zHJq7/JuEtbyXMzALnbAU+9xmGl/8kA3usAaX2PJK7/xpDn38Z6te9FdHU/aC4hvTpr0Pzddcju/KXSsnif7F4yY8zfOxPGcbHVWnh17+JsH3HIwO8xPk/juyyVwEAqv92Vd+3ZGWUUUYZqwUrgl0GLNEPnBTXIQThxLEOlqbnMTUN8PlDYAyo5hrNGmBeP19QaPVjevmAgUkyN6z3vtO34OVlwvHjheTcgAhD660MhOJaKJXwkvxgbSIrZ1IAh2uITJvYuHwn1jfv9sCuHETkwC4jE+kDdhm5S5HZ5QNcAdhVeLY/7Kvg8hb27lMy0OljA1BAv6y8CKlbpg3VCoLqeg8nTIv9c+Ybta8F7BIiBAAIHHHsGdR71RitrxRzn4syxihSA0RJzTzUY4Bnl9/2rNkq/KbOr0l2QYAU0lVnhAcYUSjnbFdOh9hyRf+D1uP08GGJ2+7kmJqCnV9sADvRrOPLDFl7ANhlZYxmcHqSOzMeCjJGQQw7dwF795HtM5YuO+aN2b/pTpFZmR3gWIy5BzhVdc7bT85mAc7i2NDn1UhWB8oYGXeJsu4zy+zyT7tZ3ZsTInfMzSwDGrPfx2nLtzt8K6oEjEAf7LLeeow5dpwHUBJ6GaMm1HXFADi2TCAybqSM6nzmFEEgQZapOTo8rFQlz30OMD6ud9lnOHPKXKkH7f+17SFgdra3PfPe0BEiBEtqSQY+/RCiY/cjyxF4dQmYceqYXRFX+9uy8C3U9n0z2E8R6DQq6vH2Qwogntiqtpe1wY/cg+jw3eC6UqJh3BHjPcOgGDlXbDjOAfAEw8MK4GmMeGAXKfBFGI82A3bp0oWZZmMadigvMLuKTLUsg/V29P27aPQMiLOfDdTGAMYDeW0cqe1Z68RiTmnus1ouyiCQFzy7eqv6Onk9AEy01FuIsc5OVCp6F4NkjIxBRs6jThzdgUb3ANavU9UoOeVu/sa6sq3xoKyN6TZKVHPlS5DzIQt2+RLlnhcp5ouijFHkQI9nV2lQX0YZpzy++CXC+/5QeYs8+0eBT/8lw9azH1uQix+7H9V/fycan3k+qjf9Mfj8QVB1BOmz3oDmr30L6XPfoei7ZfyXjEufyvCZTzJs3QqcOKEYXjd9+5EBXt3nXQWx/jzw1glU/+33V37FWEYZZZTRL4rV6LRsylYoi6uQ0iW3J04A2eJs8Mze96E66wAtBYaZJGKx167EqyYG+3JpfJzhisvV9+YN8W13APfcB8vEUT+aV/YViHOei/zcF0E8+fmBtBBFZpeRfFEWYAQG4BASYKnqg1i2XPJm5ExmsySQixAkM31kEiFRyFBTD+Ayb+85A846C1i/Dthyuvpt/35Y4+g89SRwA7UwvnmUZ+CduWM0MsZgtYd5y1jVoH4VsMu+5WccQOjZ1U1hwSUzHngEOI+pUMYYG2aXRMDsYn2kPwDQbAJ79iozZtkJJbzmWMw5zYUGuzRgUa+7sSQp7AeSsIBrT+hk9fgJCTCuvHF8qU6fZNZKFcUamF2mIdKn3riTkWaEo1M8YN00WxxZpvqjWzlNZcgkLdPTHDMzyE8R7JLhWIpjZY4NDGJ2DQK7CsyuHkaId0zcsYwAD2jzZYx9EFnFqFQ/dFMgytSFSNQ3Qo6fBdQngnHT49llmV3GD67AnhwwjwJg1wMbs1g9y5uXBYIidHN1bLU4RaXCUKsxVKvMtqU/s8vz0SLXpnbBhhEIWbZShi8e4vY06Pge7HvwBBYXgaWaK3blZIzOoJ5xOBmbRMAsLQKdIgci0UQsWyDikBsvtKAJ175dfFGh+2QN6qO+4J4fBuxiDEBUwYb1DFdeQRgbczemCilGUhaNgIgw0tmLTYvfRtzRgBWpARsV3jaYe0GxYIgCuxQbsCMbkFJdRyhx4JEkNy6TREvySUAcP4Bo7029E0BfByScjFGIgjl+n2f7zJt+BpysJOqayaPBMkaABawrPrMbE60HMNJQICunHEJLwossLIrroMowAGCkowy+BK+DLLPLTfzee4A3eIKNumqM1n7gJAgdJdhVRhmrBBHh05+V+NRn1Kz8+VcBH3g/w9DQYwN0scXDSO68FvUv/AyGvvRKJA/+XzDRhdh4ETov/gM0f/0GZT4/tO4xaU8Zj25sOZ3hUx9neOYz1APB1dcQPv83vRVf1hxJDd2f/BNQVEW8/2Yk3//CqW1wGWWU8QMfRWaXBQASbXLNYw12eaDL8nwAdvW7hEUHb8P47K2o5LMY0jIZa14thX0algOegSdwGJGu+ObLH5s+PiGMt4gx06/1yrX8YyPHbvLNnX2AgyRA+k0zI2m9tZg2aPYZKD54JiVZmYx5s08Fx+g89Zld0h730BDDlVcwXHwRMD6mwLIHte3T8rJbJ4ZmsokMfPIusIVJfQC5u4944EieugQ4STT7w8tCiADkXfCpBwf6rvWLIA/zmF2WKTPgliYlWckoY0ouxSIOzhk48+WEZmx4BvVRCHQYqaEBu4gAwZKQwdSnISdmgL37gO07AOqosW/OqRDmWKT7XzO74hg4/8II52ztPW7bJwPkN0wKdLtkJbXDw+GybOEw2PJ0uFIR7CICimb2RTqTYRFpYGZqmnDgIGHfPmDn3gi797hVc+Em3GxrFKlmG/EZvZBhTWopU57mYNKXMYaoRhITJroPoZ4eRqfby3ayDKdBYJeJQmJvwWTGbRLMRAoicvI0D+yyY9NnaubSgk6Li1rKyDg6m58JuflStbK5buQdZfDttbvo2eUDS32PSYcQ3nF7aXkWhS+uJWK0M3VsQ9UQYbFYow922bbllmTmszaL7el0CN0UGGttw3jrAUgJLAb2bBnmF9S1tZ1sQrNytvWbsmxG6ZhCnAHMMCoL94Yi2JVlyowfAPJ4GOAxqLExWMYweSzYxaLVmV3MyRjNtYFzBEBkItXNIuMjFjxLxBJGuvuQZYRUat8vzewy96BBzK68m9pjOV65FIcmVZXhdsedWyHceI4iIE408DR/pKeqodqZ9hw0DDoIMMgAaCOZY+cuwrFj3ssSwx6L3DmK9SWSs5VkjAB5F3BzjMOVrmah5R64W7iexVXkmy9DFg27dkQN+2JsJWYXKwLydkFfxqjHwcgmW8hjtSjBrjLKWCGICH/xCcIXvqj+f+MbGH7zjdxS4h+tYM0TSL7/d6j//S+g8dkXo/qdjyI6vh0UJcgu/im0fu5LaL/m/yC/7JVA0YekjP/yMTysKjX+j59R/3/u84Sr301OI3+SITdcgO7zfhcAULn5T8Cnt62yRhlllFGGFx7YtXcv4cF7lY+R9cFivWbBJHLEucuWjATD+wIsa4EIaKSTqOiHcFW9MEW869+tz5efQJlgcweQTN2DTUvKj9BnIfjyESe5HAxwBdXfCFjXuhdD3UPgKIBd+m2+JIC81+Z5mqnrs1RJr9RV96wPizEFJ+Vho9rIdfPCB/usj4zRT6w5Z7joQvXZJKPLS67zyWS2s/vBl6cRHb0XAHDPPQK7dmu/HL9aXVcDe3FkTf+tRE9HdPRe8Ln9iPffjGj/LeAndvXpxTAGeXZZsGvAegYEZETKz4ZxxLoSmpExqg1o/y4NdjHuQBfnC6OZcRHD/NBTIHgV6fqnhuCJB0QWY3YWkF2dDGvwocjsIjJMNO3jxJir+leQMZLEYK8ZmWNpGbCVHA02pZP8aOoBRJN3hYmgGdvmb97pYauRlhkxu0EHDM0ucExPK3AnTQFiCY548tjMA7t2HBzGbfsvRDcF+MIhsOYJK9WjSCWyWTcP2FxFSWw9O4qR7l6sb96DTqe3eqABm1Y1qF9Jxpi4MeBvP+4nY/RkrCKXtm+aTcU8I8ShXFG3Izp6LxrL2712C68ao+fZ5SEJJ8vsMsCiPUQWoZ05ZpcfscOa9LGH58BWh/UAuGJVxjwHmEwx0t2H4e4ByM5y8NKA9EbayWbMNH4IYAw1TeyVtnCAcPviADPXTgqvKf55yXNVaTfRAJHxtZOjW+wy3S7h3u117N1HzrMLfFXPrswDuywjiGQwRyx+yYd7MJZuF+iQuscZny8HIvb37JIayZOsgiZbj/mlBETAifaEa5eeV2pMMvWXeqWJJsyLGp/ZBaLA2H9xXuLAQQWsAbrIgt5co+HGlgEo+UrVGBkLmHgmhiodJQemXJ1DHvcaxUcVyOo4pkaeixPDT8dC/UI0K2dCxr3MrmBOKJM49XFkc7hNmdtnENKVn8FjyI0X9ml8b5RgVxllDAgiwqevJfzDV9T/v/12hlf//KMIcnWXED/wVdS+8joMfeZ5qN7wh4iOfB8EhvzMZykW1+tvQvdlH4LcckXvm64yfqAijhne/laOq96hjetvAX79NwgHDjw8wCt/2s8jP/dFYCJD7V9/p9dwuowyyihjQDDpSn/v29MFJ4HJwwDsg2fUC3YRMNTe7/4vZibm4ZVUxUYDtAgBsOVjCgzTPoNFoARE4MtTimyhE2pf/uhLpGxis5LHh/8ATspzZV3rvqCSWdGzi1KfwZKq/pAK3DKSEUZCJWSWueEYDpInSiYnVge7irf7qkkypQJpWs0+YJfX1rzTwdKiRJoqUINJYX/PdbbGkqrtX+Yz9CTATEUxIrDOvDJdXqVMY5HRZBaPnXKub5ju4FwijlVSawzmjUE94GSMuc/s0uOR5V1NvzPMuAidoa04OvZiZNFISBEkx9DqCQZAg11prIyR8twAn+4As0z9r8CuyGbERAVsagVmF6RAswlXkc8k0cVk0q+yqEFLJjUbr2h6Dzj/mx4ZY4RDh0MAWLIoAIrTzA28LBpBi2/EVPs05IJwfHLJer1JDahlnTyQwXKZBie6Kuat91y3O5jZ0Ts0zMBcpRojY84wO+t4VVGVb5sZ33a/XgOEkME5BRSzywfY/XEz1NpjWWyMpJPImvNbAHj6jXfLYuzL7CqCXRyZVEhFEoUIiy9jZHMHEO/+BpKmKh3KZWZBkSdtETjzDPW5WJVRSlVBzx5qaz6cw7mAyNV1y5yHmsYvJEVoNgnbtkk0NTGJczWHAXV6/GuKv2/z2YBdRr4JT+57+IiSZ+/Z6zO74lVdOXJjUO+zPokCZpfpuy4bCa4BC7ULMFu/DAsVJdeM9NsYy+wyxQxScxyEe+8jpF3TPrXgsdHnYXrkRzDfHbfbTlPVf8acPonV9rK030UIFpGTxqDeMLtyIE0Je/cRjh514FunQ/b6oaT/7p40Ma76gOtqjP3BLm7BTT+Glx7E2MytiKijmV1xeF9lHIgS61/XSTZhqXYewCIww+wSA6ox+vfW6ijyJz/fAp4sbbkXUoNk4CtECXaVUcaA+JsvAF/8kvr8229n+JmffhTAJZEi2nMDql97Oxqfeg5q178L8cHb1I1z82XoPv8qtF5/Izqv+GvF4qpPrLrJMn6w4uU/yfCJjzFs3KDKnv/6GwnfueVhAF6MofOS90MObwKf24fqDR849Y0to4wyfnAjcx5VANCVNe/Jn0NSeI+UEhjqHrT/E1HoLWQkcQRU8jkksQYvcvRkhrZ6GgPY0lHEO74O1jxu/ZqYTNGanUclU+BY4Ae0BmaXn/z4u+bkPGhEIWGTmj1RrwNMZjhyBBCZkndIVlFtJamwBfPG2k8eWYI07WV2BQb1uWEmAWz+EKKd14MtHA4qM+Y64bHtN2CXl6l25uedv5JnJo72POKDt6t9JAmiSijBYpQhTmf791na7P+9aUfBTsaBWObL/uuZ5RIuEXGVNBoZYsT87MiAVMxtN6q4A8w7AePHgKl5jgLYRcF+/e8TsWz96tJYPX8Jy+xyK4RgFw9AlcCoXyeB1A/wkpotoVMzC3YVlzWAFlHI4pKZTQiNZ4469pDOZAAlCYZuFs4JYuG+0sz1U84Vw2V6toJ9+4DduzO0lg2zS6EeIs8DNhcDBf/H1LLMkk6nH9tpkGdX8cMAvyLGHfMj7wQm4MFxFtYjIlVRE4TTT/daw+LgsuFXbWUMaKSHdauEajPjHjARShn7MbssGGf96bxCGbxiPadUm2N0hZr4CRsAduWESBu51+cfAkiBIta2ELnFTovjXQggIu/C2Z4LwS5hqjC6NlatjJFj7z5gYV7YvmUM4B5TLwC7vH2bcV4RSn6beRVLxebLbNvMOHJg1xqYXfBkjKZdBbDLgJkpG7HH240nsFQ/H4fbZ1oJ4UBml56Ok4eB6ePunI+MaTYWryKN1wXMY3N/Msy4OFmZ2WWuAcIY1JN6WSEEcPSYYiIuLbpOXVpy/ZpUgA0bVH+NjSnlCESmmV0KbO29HrG+6GxFLqOSz6GRTlpmF3lgvGF692UxWhDYu4f6u/BvjjxSqiUDkOmXXovdBu7fFqHdPrkcqAS7yiijT1z3NcJn/0pNpje/6dQDXXz6IVT+4w/R+PTzUP/nNyHZ+W9gIoVYfy66z34bmq+7Hu1f+DKyK18LGj7tlO67jP96ccnFDJ/7DMPTLlPVca66mvC5z8uT9/GqT6D7sg+BwJA88FXEO77+6DS4jDLK+IELpqspRhrs8hMxwJVFD8K7REkJ7Nye4sQJ/aX2JlEeWQI1qGQnqLQHQFVEVB85B/i0kw8BKqlKxBKqk7eo6mkyLYBd+ql/hVLlcvNlFhTwn7lj2S5UF/Q8fvQr/dERoFFNkQtgbia3zK441vImiYDZZddniWIJ9YBdsudzLZ9BdOw+MJmBz+4FY86UutVCkF0YsIs8tlq+4MAuu6jIwNqzVnYka+tsQsc1I2WsvR3r5m7r22esPdf3exN+Mu0zu1YzqLfV8yKpE3OOKNZMiFi4ZNPsR3pgF2NOtpe1A8ZP7Mtk+8oYw3YMpZPYtHAThCAQODIN9gitTvNZQHmuAAsDdvlPjD5Bwt6yB4BdRA5QsQyrwrK2MqMo6qdy911ccx5HQxuC4zRjUVIUgCsAIDWQYZ4tuhjGQv1CzDQux+bNDJUESEWCTkcxhixzSQNMnLKeAge1/Dg2Lt2KRvcgKrJpgadOt4+MUbftyBFgft4DcC2ornp2eYlww43AoUkjzXSgpmN2tb2xpP72+MVZKaw+nySxbsKX2haYXR7yxRkw2tkNLruuWIFUvxvwwPep6jfe3fH3MruSGFiubvU6hyHVBvUx7+/ZFXVdxW1BkZUtmksMQ2b7osjsEkVmV3suAKVkLhTYpc/F+nUOM5ZU7FgN0GsdY1HG6O+721UMQFOlNvPkmzR+JvJznhv6mknH7FqteIYkjlZlC6g6ArJkgZBuGUXqmFKq2/MhNCPMVApOYoAZUMfUSrDVYhUb112X1EZGx8O51Wwq9hcAtDshM84wu0RWOCkmTDVGPT8ZKY9AkTtQy5cPLy0RMv0CJImBs88CLr6AcOaT9AKiGzK7itcjBluF2ISRXCpJPVPelDyG738ox89W7ewz1u3Y9i6IoYzR+8cMLON/p58VDs2M4dgU8J1bXV+uJUqwq4wyCnHHnYSPfFRNotf+IvBzrzxFQFfaRHz/P6L+d6/E0Bd/FpV7/g6sMw85tAHpla9F6zVfRfuXrkP2rDeAxs88Nfss4wcm1q1j+POPMvzPn1X/f/5vFOjlGxOvJcSZz0T2rNcDAKrfuAZsdt+pbmoZZZTxgxjaB2k4cWCXEJ4njQd2CV5DHo8E4M7CInBkMrUG2KwbGvFWSb36znPFUNixkzA5SYCRAkLlulQdDtbjHKjn0y6xle3QANkkRyuAXTR8GvILXgo59qSgzZFoOfVXgZ1gPLsYB8v9KS8AACAASURBVLacpjKO6Wnn2aXALv3m3LQhYHZVVCW/QoITyhjV36F00ltAM+x0dy8tFTI+w+zyfMjyxTmbhLlKdJllB7STTeiuuwQ8iTUjTW2jlp0Y6K3FikbohehhdulmWrBrwHrWUNwwu8AQJ45VYSScPZ5d5lHNMHuyTsD4Mf1lu9skVPqcFj2MavkJgDlPpUjvuOjZBQAzs6GMka3E7ALC5JI5toYqbqAaauRRxWpnltklC2CXyAAtEaK4AvHk5yHf+hxQdTToL9MgiShg6QCO2WXA4jQFlmrn4exLz8ClT2XYuBG28h6HY3HJWAHfBrSoeIXSRts7Uc3nMNG6H7FctqxEKTVQ64UPIB6a9H8IPbv27VfzavsO03DDjPKYXZnz7LJedCxY3M5nocHKiEtwzuzy5J3LYEUASGrglGK8vc1VaTXXQB4pQNRjtZ0ss2tiQoFdQlexS/mIrcY4iNmVtI7a71jewWhnV7CfiPKQ4eiFFOraaddPl0GeAzpJiVyo8XnJxcCVVzhvOusl5Z0/vhKzy9t3s+lYW5LFEOj1gFLMLiXVNfI6Al9NSQ0hgNnGFWhtea4HVIZgF+fqXpbJxPZTY7QaVNuMY9j1bWFQ73h8k3pz7RwdK8wtAMv6ltfuqv4y1zLl2SWDFx1B6H1bZhcEALKSagC28AkA8AO3IT7wbYCkKjrCGYYb0jGhRerALiNHDIKBjH9d9UzMDz3Fjhvj9WUN6qOqXYvGFJrWb6xbIFgOYDv6UmTzVaFdLXKsP99bcLUowa4yyvBi9x7Cu95DEBL4f14C/NrrHjnQxWb3ovrN96Lx6eei9o1rEE3dD+IJsgtfhvbPXovW629A+vyrIE+7JHzbWEYZhYhjhrf9L46rr1JvWG+9Tcka9+0/OcAr/ZE3Q5zxdLC0idp1b1lVjlJGGWWUwTRTqMoc2HXLrcDcnAYdvMSZWITO+CXoxOvRjSdAYGi3VVJjWQb6umNYARWuHtaFABaXCGkKzM0DeSoCZlcP04UB9WzK/h9RF12/0puVMQ4Gu9SGVCW3kNnVUqCMNuD3kzlTjZFzYNMGlTx0WgKtNiBYRVV/MywaDQr6yZlhdok8zAzyzP+sfovhScNkBqRNCxo0lwqG5HkfsKu5HBiqAwDLUzCpwC7Ba9oMPkaiJTVMpur4B9xeWGtmMD0LvZ5dReBBtaV3fTM+Yi4xMQGMjEbYuNEAU9KyIQxcZmSMFkTzTeqNfJRx21/W0oyFFDPqtJDkDsATrAqp5ZftZDNqw3XMDT0FnWh9D8sPUH1WqwHEeWAt1ePZBQQ+XNY4W+TW68YcXZ5THxljf2YXk7lXsayiJEC1MQSNATyWIYf0ZXPgFlQ6fEQZXJsk3vTdunXO+4fLzCb2lAyBwMCgpJ8+2GVkz4DxcWL296VCcU8fQCz8ov/ovunx7DIXFQ4YZl/esZLg1WSM6nwSYh4uTywKqy5mDgxKT7scAFDNZ+x6QjpGCnleXAD6Su6EVG1IYsLWs4HLLnU7W7dOHe/R0edjeuRHkSbrrYyxyOyyY98zppcEDHcPqO/1vjlE4I3oh5Qh2CUlgefu2VAICZED5BnTGyAwyzWIQiGI5APsnFTxgmp2PAS7Wmo5zlV/9wAl3DG4Tlv6DpKOutbLfssWwkqnI8COIZKOHQnVd4u189W12Nxn6g2MO1xFeQdqpiQrMLsA5ZNlrluGzZdUY6xfpwzhJ7Rd18FDak5305DZZVjAedbfs8tcqwyYykiCkUCWA10NnFlGJUm0Z+ZweO8yKmLezrVgbmmwy8gYe3wBweyAJXAIVrXjJooUsKYKMiSg4dMgN1yA/OwfdRLefsCuAYJ9b64+MsaAbVpgnqLmKpS22lhzrHLnL6OMJ07MzROueieh3QauvAK46h3MouAPJ/ix+1G581pEu79pjVTl+NnILnslskv+OzC07lQ1vYwnWLzspQznbAXeeQ3h0CHg9W8kvPudwHN/bI3jlcfovPyjqH/xfyCa2YPqN96D7k98uARbyyjjv1hce+21+MhHPgIA+PKXv4zLL788+P3CC1evVnTjjTfidN+ophDEYxw+mKE51cK5zwPibAE5gDwaRjcF9u4DfmjCS/SgHpCz2gYcH94AKYGNS7eh05kFr6YuydLShE68HnF2HDFTD+u5UAwEE8uLOaQGBBgDiiWzGANiLymLZBtSEtLlFqojw8q8G1gd7IJi0fhJqQF7KK5CylbI7NKJJWNAwnKMjgBsPkerpVhb5m09AFdBrB/YJYXT5MH5dNnPSfjWHgBYex6xZtMsLxP8msz2zblnBJylAgzaTNxsnnJA+/kQNBjEI8UEoBwVbRg9iILF0mVEk3dBbLgAqDvzZRCBLRxBbbmNWGxCHg2DpDttIdgV3na23XoQi3NdoHYeIi5RrzNcvIWDYg50AEgFKGHBJZsG7Coyu6LjO9yG4dg6tnpageZT2X8DNi0BR8ZeBMlrrpImjzHfuAgba8B8dSvatQTVpZlgLADA054qMNZikDyG8dEn6gU5pCREvqlzXNX+Yrlmdrl5lKZApVhYQQNarB+zK/fALnvoDii0jYKarxQA1O7E7FcYifNTMmDXBLDbFl/InEwvSiB5FZHsgFOKagWYiSdQzUOpqwGOqlXVjqXl8JmjWAXU/VBcrgh2edTP2DFNRNoFUOuVMUoEk1Gx9wSiqAB2IQp37Rf2qeoqfTJFEqm5ZViG4DFAiv1mm9gPAMjNfoGREYZ4IgKDAhcbRiXOIusXlxqwi+VgS0dByRBQG3Ngl4dgWayfJZgfegrWNe8BR24Zjj2eXRKIpJM+k4QaTx6TKc0Bqsauop/+rd2NwBGeF8YAbmSM+kXB5sWbwCmFbF4BQDnlN5vqOlmvA2m7t6qvBAeBg0GiIhZhbjOEaE3MLsCAgYaGVjjw4Q1oV7agIgjLo5eiNTOL+siZOG1UMTZtX67C7HLFECS2ng2Ax7jicrXu8jJw513A1LQa+6SvR0nijOoZKRpoLoA4KjyLWxmjY3YxEFotIOdVxLINLjOMjgDtpifRlB13vfWvV7mTMYIAFLz6wByzi8AheM2OmyjyKnxGqsSp3HB+sHo/YDc3J87rf3Oul5YIU4cEziNC5B97AYTrehLXrHD5WylKsKuMMqCQ9ne/h3BsCnjSGcAfvo/Zi9BJBRGig7chuetaa/oKAPm5L0J2xS9CnPnMElAo45TERRcxfO7TwLvfS7jnXuCd7ya89hcJv/orDJyvPsaosRGdl/8p6v/4y0h2/CvklsuRXfGax6DlZZRRxqmIPXv24GMf+xiGhobQKuqBdLz5zW/u+/2BAwdw3XXX4dxzz10R6AIASuqYm8/QjdtYWkgRZ0vIoUx8AaCt37D6nl3EIp1Qqv8lqyDPgKiSIRMAso4FodJ4AjGOI2GO2eV7lywsCAxpLEWVs9cA0tiTQMOnge28O2hvPe6i2roXbNdhsHOvcD/0vL3uFyxIoCLDbIqqkKKlkwNCPTsCZApM4gyASBUIQ7mqMjekZDCW2dCP2cW1Z5cUgIdn+FUrzecIWp5WGwPrLIB15hHHqlLV0pJEAypBz3Od8BLZ9gFA1hVgrGD+LQUgnQ9PEgNgsQLpMoGKZuT0S1yoNg7WXQBrHkfcPI783BcBUCBDIz0IfuQBDC8DIp/C8ZEfXYHZ5T5nqQQ7ch/GAKTRGKKqoVlE3ht+sqwSM7hy36AeHrPLD8Ztgm6TJB8EyruuWqRsIeU1MFJ+NguVcyGihmVhZMKx/Op1hkqFsOk0IBkSQMvbLmCZYX4Yrxt7l/aYXaoN7v6d5+gZt0xkoLQJNrc/3LAnY5RRgjwnxDHznjlDpiOx0LNLFlgUCwse2FUxfxlIg12xZ2bO4hg5r1uwpFJR8sfq8l3qOHgdzeqZOJvvBKDBrrwf2BUONilJP88YhMEiHQD8YgdWH6oS9bgGlndAaRs+2BWQ3Dz0SXlCScRcs3Iss4sH5uaoTQCtE6BKAzyp6jYQEqaOO5cRREZYXo56DeoHMLsYSduupBrjx55DiCInefPDnK8kX0R0+Htqnxf9pJPciV4g4djo863PFgMhYgJA1OvZJRwLT7IKJKVqPBkJqJauEXPMPHM6Oh0Ohc15MkYOcObLGF2lzrh9HAbsarXUb7UaMN+JeuZLp6OAWKbXzTxm5lqZXVEEd/I9GV1+3osh8wQ4qOba8shZmG2cha0JcMYZwEMGL2foBbv8aqwe2HXmlgwjNQbJIzDGwBgwOgps3UrYt1+xuzaBeQxVzXbUbL08cxJ1t4AxqPc9FVXBABHXMFprY/MmCXZJBikEDn5DFxyQXQtU+53lyxilBCjyrkcAQNJ6dhHTYJcnY2SUqeMtMq/Mrvpg1oI0YOf7S+o5cfudQJJLjNeATWf4VEqfAZtAkAPxS7CrjDJOMj72cQUYDA0BH/wAw+jIyQNS/NgDqHz7w4gn7wSgHmbyi34S6TN+DbT+vFPd5DLKwMQEw5/9CfCJTxL+8auqgujOXYRrrlZvCVcLecYPIX3u76B64wdRuemPITY9BXLLFauuV0YZZTy+IYTA7/3e7+Giiy7C1q1b8S//8i99l3vLW97S9/v3v//9AIBXvOIVq+6LkgaARUSyA9mchyQlYYwqNcgc6KZKVuSDXRIRhHQPs4JrZpZUD8ksVfolqgwh1yBJ7PnQ5F4J9uVFgZqWlDAGJ8NqbAQNbQDjHCbJYgyoxx1QehhZBtSPe2b2a2B2MZI2kY4iAEJVWVvqVJQvE5cY7ezAaGeP5aAwBkBkqNWArq7KZmSMkWY20GrMroC847Ej9OcYqT7mDQrs6i479onW3lSrDHlOah8iDZK6NCXwimZ2+WAXkZbuKGYXScXsYlmOxDC7+oQcPwtUG0O8/2bVznQJBuwa7u5XCRSpwgGANnWH16/mSL3+aC059lo9m/ISPh6wsKo10zf6KxaCXdazyw9PxuiqHDqwi6XLNhe0VSvhZDwAUDdgV86tZ9fwCMNmXUNIGgkhiwKPmCKjR4Gn7oRTlKhj0Z5dYBGSWCX1WYZerzmRITp8t6tmasKTMd77YBXzBPzwMwlVjUi0WhLfu4NwaSQxPqzkw351QQOkPPUS4IFtCoQwLDi/+udTL01w7DYneSMw8ChCxl32ntQidLquuFIaj2Opeh7yDRGQbke1ArBcot0O3XSKbLlcABVt+q+XCDztEstacd5s6oc6kHcgu20AE72eXUDAdBFaxhgVZYyIArBLnH4Z+PwByPGzES0zxeDkKSJ0kEH16d3fAyrHYtRz2Dk31J0E2qMItHEwhQ2ELWwAqHkMADzqRceMhDQqYAzmf2n82EbPANEkWpUzILkDCBgDYp4D6AWVKHMm8d14HETTSrpuh59h+kQW7DJMvcywKykEuxB4dnmMVaFWTFNCmgE1KHkyoRfA6naVl5cByqwal/Uyu7KMsGs3cPrpwMQ48/z/4E6+kf8yDsRVVGNYRp+R1UbajP1HnkXYvgPYuhUWeClWYwTUPLFgPjcgfThvz32y2v6JGSBOGDZvCtteTdTxLS0DC4uqKMvYGFCvM8+zS/2txNLzeYtRrXE0GoQ8yoBIDbOZWSCWTVuYI2B2iQxcVwumPm1VlFQHIAtWDdiRXPtoEgvn7+ISgfcv5KiqZ0pSk48kjDWAKYbBIJWE3wfQfKC/MhyM2TQkO68YpWdXGU/4+Ma3CP/nn9R18Jp3MWw9++SALrZwGNV//R0MfekViCfvBEUVpJe/Bq3X/Ru6L/1gCXSV8ahGHDO89S0c73qnett22+3Ar/8GYe++tfl4ZVf8ErILXgomc9S+9nZb4reMMsr4zxvXXnsttm/fjg984AOIipnPKtHtdnHdddchSRL89E//9KrLi9jIdTpgzRmAgG68Dpc/TT34S6kSEiF7mV0WVzFJGqXqWbejaAtUGUaOiv3N3H3z1AE1iwsFzy7z2pjHQJSgU9til+UcqHLFsshy2CR4JXN6P+TYmciZYWzoY5HA4SnVxli2MNrZE6zDuXpTXq/5RsuJYzYQQQjfG8j1iTHjB0lX9S3IFKT6zXgjVbQ5v8xQpWVVCU73crUWKR8micCHMctIe+ak9ngAKGadNqgnpmV+GmjhJBALvY1+t5IoAWqjkI2NahG9v0o+i0QsW7DL+PT4PmSDhmtn2THR6tkxzUCBejizju/CMbtsP2lwwAAZjQ2QIwW2ImMWGHGMAGMML4HusgUBjWTUVn9jHFHk2E1COmYX81nUBuziPDCoF4XkXRYNoYvMLsYsoJdl6E1ERdoLdEExvpCnICLMNytIUyNHVG3ctVNieRk4Mql95BCBPM6DmaMTumhd10smfQ+uiQ0JNm1CkGxzDghWM4ePqK7G6dTIs9GqnI6F+sWKcbVuKwAjY+yl5RQ9u4y/mu1QxpCmHhBJhfX0pDWm/qYyaeRWV98XZIxSM7sM6BFZZlcIdiGpQ268CEjqqFYViJ8kQELax1BEWFqGlYQyEqiJGaxr3Yva5M09x2uKHxi/Kj962D1w2w3alLURUdfuT0oCjZ2B46PPxuzQZd66iqVmJJcBsyttYvjwf9jlsmgEUroKfwxuPiQJd0bnnqRQLeexhxjAvfPEkNt2G7NyQ0iuJQJx1MvWIiIcmuztG7PPIqiya7fym/uuJvta83ZPxmgYxeRV1hzWOnBbfVEDRMPDDE//IYYN65kdFH09uzxml71u8bDNjDFcdilw6VOAiy5kCsTyYt2oujAdOwZMTwPHTwC79wCLi863T+p+S2LpVYPkqAyZa0gK39cwli3H7PI7S6S6eQMM6km6e6e+/rLGhNeXejOedUG3S7jjTuC2O3qveaqdka3KaxiPUnq+fSTVdcY3qPc9BSuNYGycDLOrBLvKeELHwUOED31EXQB+8dXAc370JICu7jIqN30YQ3/9MiQ7/hUAkF38U2j9yteRvvBq0OgZj0aTyyijb7z0JQyf/DjDpk3A5GHgDW8i3PTtNQBejKH7kj+EXPdk8OUp1L729t6S5mWUUcZ/mti5cyc+/vGP441vfCPOP//81VcoxPXXX4+FhQW88IUvxLp1a/COjOsgxpUEZnYPJCnpYRQBdU2iabVCGSPAg7ewkqmH8aF0EowyyLbW6FRHICzY1bUP0pkHdmWptIlZ4NmlM61u3d1rGQOqkZYUZYDTO60REExqmJ54ERbqFziwC0AqFcJy5pMQyE9sm0SGWo2cxJJXUUlME2WPYy/nWtqZGwlV7qRBPrOLCJxSl1QmSizEOgtYN3MTtix8E4Y9UalxEIvVS3MNPlFcs+bRRWYESAAkNOsq0p5dnkG95q4tVbc6E3V7ADo50u2hrmL51LITAICscYZl7EWyZaVHnA1mdnWaDuyKZBcV7fdEnoyREfUY1Nsk1pJ/OOQZV0JuuMBtnHEkfWSMUhIeeFDi8D7H7DIJvtu+kniaBDjNIwt2GeYeADDjl8Xi0KC+H7PLSy4pdlUe1V65BfSyHEDBs4vJDIuLhP0HSBnYm1bO7ALLWootoQHbo0cVk29piezxSJ2JigHMrmo1BFoSzXJxO0oCNw4DCJmqgZUEQFV562TxOGYbV0Jw7aOm/XgqFaD/03bYWRaQsQszx+ggcr8XmV36r2E9FvztAxmjlITFJXU+jYzRHD+hIGP0YmiI4bwLqzjrLCDWMuNWR+3ASEI55ahqiSMRnKeaOVrpMbsKO+q3X6lBpaBS4J7/QGXvN8EoU7I0Uuekw8fhS2oNsBlpaaEPdvG5/ZZ9Ol+/BJLXIHKAaxAtqThwJ664nVuA2YBfHnsoiooyRuEqogr1YUnfBhp1oSrtsigASg4cVD5XsugphV5gDFDSWz98GWORheTPwUYj/Kk/0Njfs4vLFPHcHkhdPjVi5mbVu5EoYti8mSGp+FI99XndWPjcba5zJ+YcszXXxVyMr6LeAGoa7GK5YvSa+3IsW32ZXSxPddVdNV6K1xiQsEUgDJApzvph0ND6wCbFP1eLHhE475dCMA4ipoFPNy7m581RFOYwEF4nK8PB/kpmVxllrCG6XcK736sM6S9/GvC6X1470BXt/haG/ublqNz9V2AiQ37mD6P16q+g+7IPlSBXGY9bXHgBw2c/zXDlFcpH5+prCJ/5rIQQq4BelQbaP/UxUKWBaPIuVG/4o8emwWWUUcZJRZ7nuOqqq3Duuefi9a9//cPaxle+8hUAa5MwAirBWqqeoz5LBdK0k83gXEn/gRDs6pe0mESYU44Ny3eBOkbGOAyhgTAmUpvECQ/s4pRbOVUUwT60mzfzorYB8/VLsFg7F5wDNagMSjG7DNi1dtcOQUqe5DO7DNiVJMGLZ3u8ECnqFfeEL1gFjYYmJZGwAINJziqJ6SP38O/YM/71mhCR8lehKAnkbwa/MwBbra6q60kCkDaxsCCRo2ITSwPi2KqZRsYo4GR+kfbsotxut5lsgTj/x0E1J8EyzJkjM3UcPkIW7DKAmuB15EwNjli2LMAURSFwEoBdy2H2kpBmlvHYZf4yt0mgYzYUZIxm2157wbhlOPgyxqUlYHZG4Nihphsqhtll/NbAEceO7ZMbzy4S4Nw7AM3sIs6dxLIP2GU8cmxoINEtxxXzCcoLqGfsZh0cOKgYEceOoSekBIRmaWU5sNzkmD6ugEKVxCqAR8kYvWRSS/YYYzZZBmDb4tqbBECVZDEiD+yKE4BpZlcxYmvIzRBFa2B2Wa2wAbG8AgNQleSkoYsAsGmtAbv092ZsWNsmD+yaPq5M0jkjTExoZpcBuzzgsl8Mj1VRSZhljs3OM90yA87m4JFpC8A688H6ee6YXUVwpB/YRUwBjUVfVs4ZqnJZM7vU8Rd9k6QGJQ2gV02Pge24HmxuH9jCYUgCTgw/A83q2RCsog3rFdhVSRy4EyeunUVml3/tYow5dpBU13E7hzRoY8Cp0WFdjRFhu48cUX83bEwCdqHqi15mVz9/PNU/6HPh7mV2mShW71QbKTC79LGNtx9EZW47hufuUYsxc39a6Z7jXQP1cvVKZkG28XFYmWMmwjkKKDDOgGrEOKrDepKKFIyknbORaDkPyIAyl+sxq1i/VPSz9MvI6pNcqXB73TftNHJUQFXVNOFZbqLqnTdJkWb8Olm/YdMZ/7BgHvh9WGB2SQJuv2NtCpbSs6uMJ2z82V8Q9uxRlO33XsOUkecqwZanUb3hjxDvuh4AIMfOQvcF74Q457m9F9IyyngcYmKc4aMfBj75acKX/xH42y8Cu3av7uNF689F5yc+jNo//SaS+74MseEC5Jf/wmPY8jLKKGO1+NSnPoUdO3bgH/7hH5AkyeorFOLQoUO44447sGXLFjz72c9e0zqjYxOQ685BMjeNalWgs/5K1OMJTKyrYPNmgXZHII4jUHUYrKpKlOfxMBqNUTQa+oF56Dx0azFGmttQpRYaiFFtNEAbtqA2nKDarWK4EWNcDGG5xZCkCaR+Ym/UK6jV1LZGRzmGq3Ug52AT68HqYxgdzXAieyqkTDHUOoyxUY75eYE4ZhiuxwCqQH0c3OizVonGUAqZjWNI1iAloVbjiMU4qtUqRkYiLCxILNQvQiTayONRDI88iKF6hKHTRjBVrYJYhImJUYyNjWBoKMNwvY6hoSE0qIFOvA7V6Sk0hhkalVFUsyEwyjE6VMXYxAiElKijhirpbKVSgazFGErqGB4bA1t/GmhaZWYjbYn5eYHGUA0jqGF0bATVOlBhhOYccGyfQH3jRqxvRKhWm4gjjkhUURseQaPRAYaHgIwjjquoDQ1j48YJVObHUR1vYGi2gipPEMkq6kMjmJiYgJybALQEiq3fCFZp4O4T6zHRrKKxADQaDQyJCFVUUR9Zj2hIooIWRqpApT6MRoNQrzFMTFQw3OiCAIyNVVCrqftShKNIPGRluBGh0eBgW84DSILmdwBMYGTjOMbHM1QW6qjKKkRtCI1GA+PjESYmvMSwUQXNbVPtXbceUTVCo5GhkgATE1XI2TF0Zruq/yhHktRRrUo0qhFEo4F6VkGFV1FvDGNoYhgbNyRoNFJUZI4KaqiJBMMNjkZDJ3xxAsQNsPF1+P/Ze/M4S7K6zPt7Tix3zz2zqrL2qt73FbrpbnbBUUcRFVwaRHTG130bdXxRVERFpREdcRhf1HEEFRRhFBlFlHHYRkVRFmmgu+mNXmrJzMrMu8S9EXHeP06ciBNx7828mVXd1XTH8/n0p7PujeVExIlz4zzxPM+vH8/QaAxoNAS+L2g0slna1JRHM5xHbTa0PWhmFrXRIAgUlUpIX0rm5qdYOxPhuJLpmQC1lp+NV5Lz5LiCxvJhOPPF9LsgUNRbWV8PQ0EUVahWPZr1KpVuBc9zmJqep1YPqQwSZVm1yfRUg9nZCnv2DIiTyfzRI/nzCtBvNKhUkr7gtZiZnWKtGVAJK0y1BNNLB2g8UGAQgPkFH/dUE5RifrbBRmDJJJWi2smPaZ6f9IGZWcTULCoasEKVSkXRaNRBOLRaPm6zDs4AMTuLaM0Sb85AdIamqNEIGkxP62OYmhpwZj1mquUwM+2iGg3iOKRSUew/WmXR8KMiplKJqNYbzM/Pji36ozoLqHidRiOi041Z25Q0Gg2qtKhQIapV8JpVvHaFWs1h2osQ1jh08lRIo9ah4dVoTk3lxqgoUjQaw/KVetSg0RhuT6tVoTrwqFUltbl5arVKLhS/EtRpNAS12Za+X6IV6r6Hu3kf1Hy8ehOneoRpTyA7s3hRlbovmGo1dKXIFQ83qjC1OMXsrClOEtFohFSdBpWogvA9eo0GjtT32FTrBO1KBc8XNISk6Sdjaq1JqzVDFA1oNBTLe+v4q3Uq9Sai3qQXOHzhCxEIRbMBF188yxf+ZZ3NzeyAao0WjUaN2dmsz1SrQfoSYHa2QrUa4PkwP+9TQ6BOWX2yPpue7zCM+eLDAxqJxGthwWN2Ns82qrCOOtEkiiIqtfcXRgAAIABJREFUlQglXBr1GrOd03heFY8Npqow3arREA3E7FzuWtuIV6ZAJte20oCgDY7PpZcq1tYUe/dKeoGiUokQToPPfq7J3Jyg0QSqNep1mHE9nKiCbDaYW3RhrYto1qDaQrWazMyE9LqKYwcqVFpN4noVTMB7tcqMP02n6lOpVJmemUO1rXMjJLVqFVGpUK01ULUGS0s+FaYg3qBWD+n3FfXGDDPJMd53/yAd52pVh0YjYn5OctPTPf76/YHOZqtP4VfaNOoVQrdBvS6QEhoNRSWoUq3k7wMVDVCP6HbFc/toNPJ5jKOKPoxCSXaVeErifX+t+PP3aH7q1a9K/NhbQcW4n/xjKh+8AxFsoITD4IZX0r/pu8EbUfmnRInzCNcVfN/3CC66UPFLr1dpjtcvvBaOHR3f16Njz6F/6w9R+dAbqHzgF1Bzx2D23z2OLS9RosQ43Hnnnbz5zW/mla98JZdffvmutvHOd74TpRQvfvGLkeP8OQWsndlgs1un512HX+1yam2aOGizfqZNGGpVxGc/B7UzfVpBgAA6YR+5tk47i46izRJ9dYpW8AU2NgLCUBC0QzY7MB306bQDgvYK7U6Vje4mKtCqgq6zwenTelubm7DZX0fEIeH6BvRi2m2V7ifo9xkMYpJVabf1eHd6pUKluZISK1thfUNBN6QvegSBVq2tDSLcIKAXQC+ATaDjX4CIQrqdDioWhKuPEgRBYk9ss9nt0g9COvE6G2fW8Zw2a+IwJ0SVmA26sUO1H+LEAf3+Bu22oN0Gt9PGSw6gF3XoxWv0al02e3WijTZucrBBoHT72psoenS6Lp3AA9Xji5+5C8epcP8pHycKCIIAJQaEKmajU6Plt4mdNaKgTxAEdJwem5urOJtdRNAm6G4gBh2kGrDZ7rG6uors9JDJvsP1TXD6bPSgHgQ8dP9p2rU2te46chBwZqPHRk/SDAL6nKa9uqnf/CtYXdHnNFawutpOr8naqVUaQUDgzlIJV/V57jeIOok9qNfXSvpH7uXaq2c4fWeHlTsDuvRoyzYbG7C6WlC8VJeBmHh9kyDQ/aQDrKy0cTfbbGx06LXXqXVWWHd19lxr7gzLF7Vpf7LL5mZAu9PDCTZpt3VfD6KAdr9HP+jT68VpH0N0tFJuY5P1aI12Wz9jei65+2BlFSI6OO02yq0Qb2zitNv0evp6Og2B6+j+/rnPQzM+w55eO3dcQaAIZY0ztaez2KojRBP6HZyTd9IZ+LStHf7bnW3mg4Dp2RDJBkEQsLoq2Jxep90NaCR9rUNIr9tmdbWTnivQ6s3iee0EA4Ik1KsXD9jYWGejG9EMAgYhnOmFuTYYbKy38TpdRBwRDtZpty0pjopw3YCZaW1vW1/X6rVGXRCdWUdFVYhDVtd69PtJvxcuJ0+2aa2vI/ptvVzoIzc3ke02GxsbtNttNjf1MbQ39XGdOQNrjXXcdpsza4owAhEr2m0tG1NK6WvnDzhzZm3oONL+1QmQ7TZBX187NeXQbreRvQAvCOipTWLPJQ4CNtvgPXo/USXLk1tdVXQ7m/SrXTbbFaLV1dz22+3h2XwQhrTbwyRYv71K0OuwuRnRWzvDxmaebGwEId1uh8HaCr2eQ7cXsL7eplIRKLfCCe9y2qsdqhUIexHtoEcYBMQb99N15/F7HaI4wI27rCbtXN/Q5zPuB9SCgCDq0HbbuA6srnbotHV/i0LoizX66DG1K7s89NAqJ04mlz5eo9ft0O312Vjb5KMf1cUJAOZmoRv06Ae9dFwH2OwE1NbDXN88c0alBMjKSpv1JA9qfb1NoNbTsVNf41p6vnXRgwbtdptqRYugin0eQMxcxFocEQT/gqKP7Nyvjy9Kgtu7n6Y7u4En20QbmyixOrQNAGezjegkVvPIRfTagP73zIyuQNkf6D41CH0efWCDhx7SwftRMKAXhISDDcIgQDZ7bHRcZLtNvHISVRvgtNvsX9aq3c7GCTrhAHczy/lT/ZjN6hmCbocOPc5stnEK92unXWWQ/DZ04jadTpt+cl8Nkratrm2gknP40EPZmHHqtB7zalV9HrtdpcfzepduJ6ArN+m7LlGoz3V/AKq/SSfqsrnZyd0HTuSCium1o3RMqfh2pmBRejqM0sZY4imH++5T/ModejR8xcvhxhu2fvgVGw9Tfed3UH3/zyCCDaI9V9K9/U/o3/bDJdFV4gmNF+4ix2tw43cwuPTf62DV9/wgauXex6exJUqU2BI//uM/zsGDB8dWWNwOcRzzrne9CyklX/d1Xzf5eonlJHSadN3FdDIhBCwu6Nyu/iDLRJFJPkrRUgKwWT1OJCv6vz1XoKT2BRp7jpe87Y4yrxJCxan1TMosYNjYHWzOLnYbQ1X3TpxQ3H2vyyc/NdnxqhiU9NLtRjGESfi2k8SnmDBvJdykGiSIvvZxxMJlYQGt2jHl3Y2NEclG7UI2567Dr4jUllJxo9xxZCHISWaXQOdmCZnaSozVShBT8bWVSQlX29iSc9/x99EPrSB2tMWy3Vbcc1fIykqSO+NKrV6RDlIKndmVWE1i4Wg7mG0pkR5RpAkXgKgXaMtWrE/6AI+B0N+5cTe1tbR6n8f5/F/jRZpAMDakIFCIMCH4PB16LyW5ZyxV0/lycvMErozx3EJA/aiMo8WLdKA4WeaWQtvHlBD0B1kukekvVbfP3JzAc01AvcP+Zf0SSaBtk/2+Pp+5faZp6U4m9Fd5Sw8k/cs1PiMfMxVLbZSOw/y84OAB/e/7VxdQ1WniqeXcdiJZJXS0Oky19qHmjxPtv47O4o255cz1b9YV9ao+piCpKBnbAdBWGLudSzc1NeIZ2a4mibEx1ug7UziNaZxqfXgdjP0usUV5+WcRk101NyfSypeZjTHJLAqzrB6Z5KVpUsSEaRdsjHFsr566x4yNMQxVSqpUvexCCSG48ALB5VdsnfVnrmNqeTb7TSv3RThJdT6lgF4+VGpUNcbt4LijFb2e0Ba2OM6yvXJtTcYjkuwsY3mMpw8SHXs2PXdBb8eDSFY0AYhicfP/Ug1PprbheiNrZ5bZlR9jUttoYgWOlbZECplYmVGsrOhlGnXwHE0uKhzCKCO6AJaW9LkZil0ckdllK33s3x87oD49H9YGazVBLSHdr7wiy5YbOoetfWlRDoFiSmkfcRBXiWOoDR7Gwfw+baEnymXgjV7OWAVNXlkY6b6vhIMU4DmDpO3SKnLRT+2KUgo8T+gcr2IxiDhMultSvXdEvljRxiilsP4maZPg1CmVI8eB3O81WNVCTVEB89sSW7ZkZfLm8uc+OnwL0ZHbiFWSCwdDltbtUCq7Sjyl0OslOV09uP46eMXLtyC6lMK98z1U/vbntJrLrdK/5QcYXPuyycNuS5Q4z9A5XvDTP6v454/rHK+X36749m8To3/QhSD4sp9Drt6H88gnCN/6MnjJH0BldAZHiRIlHh/ceeedAFx55ZUjv3/pS18KwJve9Cae//znD33/wQ9+kEceeYRbb72V5eXloe/HQVkzersCkpQ6e+dpNyj+7oNWnogLqj88EZECqs0KD4vnse+AoDoriPt6dhJJHyH6eCKZydphuipK3+KawOO0AeRJjrA6j+vqN9ia9FE8egKU76bZINshigHhpw/oHblIKBooBFIqHS6vsgmn8HwgQAzaHD8Ga4HLwlHgHpmGAKs4q4AHieLHyyaJrhPlqnx5rpkEKGSsy8SbCY1yPEQYpMctk3B74Uhi4aakSei2CJ0W3Z6b7ENPmCLh89DDsBaGrK0oKoDrmo3p9l16UUiwEvPww2RVz0yFO+mCEIShQklfV55UA5y4m1ajDGOfMNmWG3fSwOKp7ucQsWDPxoe5f/ors7YmYdimql/X24uKHyGezwowqPocbD6KPH0XYvNRpFgyV0A3fRuuQEqB42i1w2AAFenQ74OTZJmluXBJZtfcbEy4AXsuF8wtJFlTPoS9rG+PrCwpHUxu/WY7a6F09AQ8VkBtlmjpUlR1JiVv03yhJONpbhYeeBAGoSQ6cqv+buPhlBWLZHUos0i19hEG+Q9NppnjKOq1mD4Q9JPKaJbmIRZu+mh78IBWl+zZM/pcCivjJ11PCE60bmX5sNj6ETnp50NkF3F6PGm2U6Ea40bbZH5BrarY7CUVG83Js6o26oPPk112QL1QMb1An5+Kr1LyLIftnvWdxE6aLpaQXValT0dEugKtAhEPIA6z6nrdDebaH8eZZjThYLYqrUMcGSgFHj0EShNYavhmUMLV40gc6fB4NdD5cY0FkK7OPsOMS15KFgkB1fAkvWRMrjdGZXYlx1soMGCKbcQxOKKHwFTGjDmpa1kwPQ3EYVK0I9v2kUPQaCbZVY+GI+81u//HBU+bIUUFmqgmKpyTwrW9+SaPlRVdeGArCGu9utygC6xXL2S6+xkcFeAOAqiILfuOEiLL9ZPOyGINZryyKxJ2u1DHQUioOwFngGZLZgVEIh1Qn0McDn0mYk2wCpXcc6OI1uQ3q9USXJjW+kjGkmTxhx+RPPIF/dtun/0i2ZW+OEp+/2RCglrvtLL73zpvp08rPB+mWiLNHnac7MXFpCjJrhJPKfzqryvu+YJ+iHj1q8ZM9gG6q1T+5jV4n/tLAKK9V9H78teh5o4+jq0tUeLcYMc5Xm6F3lf/F2pv+wbkyc9Tfc8P0XvRb+be5pYoUeLxxdd//deP/PxjH/sY9957b1pdcf/+0UVSdhpMb6CsiZNdAclMHH1f4PsK1UsqhckkfL2g7KrXk0mhEOl3ZrISCx8hhFZ2KWVVmtLqgFTNgbXRQmAwQFSdw3HuQ0o96TPrhTKTqtxzj0IBx4+NeXsfgxIVVGWKgROzUb8G2pqEECLWE0phk10VCAPod6jXBbV5l0gKSJQyQsVpVTjzdlpKaDVhI3lrv7j592xUngYsAgrpgAiTybKpxmgmNI4PYZCGKAsVUqno9vWdGeo8DECnehhi2OxKqui34WEXNjoe9EC6UUoGSBM6nbSnWR1Qn9HV/JSQ+QqCye+AuYahrONHZ/CizTTcvR97RDKpshl3U8WFTUj54Qqg1VqDgVZ+uI4mcVYaV9E/dCGqYYXiNxaBz+hmBhtIOa8/N2TXBLGpvgfdhOxCSAZ9kEIruwyx4pAoJqqKI0cE4Xw2+fJ9GPSyHRVznXXj5NDkdXFRWzc325nIQs0d0390TgMWmeFkhI45N+k5qEwhEnVQJIbJLsirYjQSUlhoZZcmuyROlAWwK6UVWkZN4jiCSy4ecWzpgWf9f+BMZedeCCpVPVEXKEY0zwq8LhAjlvrEEBvmmphrvLGh/1+tFpYZV43RBNQn7ZMW2XXP3RG9L+ixyuSPDbd1O2WXn99usrwhbYQKcUSktT7mZIQB+Eko+con6aN0tcAt2Nr9++CBJJYtCMeTXTGarJdquN0KmVSzDdMiFHFMRrwlp9CMK8q6Z/uRkxXCqI9QdqWkaUZuAUiL/BIqRsiEy1CwmrhD5+eB5Ds7gP3oUbIsZUtFuVk5RCTruf3AcHW+Xi85L6arFnOVC4qqWk1sS3RBRkYDuHTTSqQ9b4l6/6FM5TcJ4zuiHTZcFyKynKpOB1x3BiE6HJhdY74K1QUBblbkRRVVXFGfYVY8RqIygmlE5rRIfoMPHJDMLRm2OFNvA6ytC/CGs7PMmGU2mxaeiQ0JPCz71i+Fsn088qjik5/SY/Yzb1Pp74108iTZJCjJrhJPGfyvv1L8xXv1wP0zrxbMj8npcu77MJW//Alk+yRKuvRv+i4GT/uPO6rmVKLEEw07zfFSzSV6X/Mm6n/8ctz7PkTlfa8i+PLXTSy1L1GixLnFz//86Cqp//k//2fuvfdevvM7v5Nrrrlm5DIrKyt84AMfYHZ2luc+97k72m9sqT+Kyi6DZgOCjUSl5ILqD9sYG41sfTNJMc/gKiFGXPoIbDuRrtyUWZesjRbsfABRdT5tQ78PpxOrTCRrSKHV3Xd/QX92YL+iUilYW1QyQReC9r7beLSrqEUJmeJIQE/KYpX5KITnQwhi0EmOxbBQibIrjtKKWEZxIYTOX1n/hEzPx/TqP/CA+EptXZTJMcRx3sYIKdGQvjUnwvd1+zarx+h6ewBBtbYI7XZqqfJ8oAtn2j7TwFQzZCOJcel2DBtgGIQgU8Ekyi5Tics8CxlSpe9O40dn8MPVlKTsR74m/EgmuWqAEl6SE6ctS7X+Iyg1l25Lqj7SgSuu9FkNPOaWCy9XKi3CQzfj3v9RfRqwpCfofPjtYCbygwEoldgYXd25YuEjVR9HFTqp9Zvne7BpESDuqPmsdIZUZsv74O57ks0W551CopTKyDYnu48gT16pxlJKdsWyMpLsioq2SdNWFyqu/nIQa/WZEhLHyWydE8b4IcMs/6ft78+tV00cmkIOu6fSL9ha2WXOq75OKr3Gm22tiKnVwHUShVuEZSE1DUnIroRkTj+2yK4Hv6hYQBNUvj+O7NrmhAzZGHXD02qMxDhSk12p/TvsoXydp6X6mpFxJLpa5hi0WnqciyLwKqPnIjW3Sxs97o0ku1JiM8Z19bgRRdl4ZcZrQw61/QM0+g8iBYS9fkpcSYvhzc5r3saYWd2LSi9jRY/Tf8/PASdDrQ5Kzt/yMkNFwwzHtFa/UldPbOc5HDvPC6BbJLuK2KVDR0ihiUNi3LiH65oKxXmya8s5Y87GOLqByq3Snr+MM+259LMwQldCFg8hpaDRgFg6mforjjObv9lVNECNIJekDCFRAo7s58lAIuwf2KTd1QqcISM5azW44Liunnl6JbNum1WzSIDsvihCECdjlWAwUHxGv9egP9CKtlRNK4eJze1QzlpKPCXwhXsVd/yqvo2+7VsF1107guiKBvj/5/XU3vkdyPZJ4rnjdL/xDxnc9N0l0VXiSYOd5HjFe6/A+ca3oISD95k/x/8/r3+cW1uiRIlzgXe/+90MBgNe9KIX4e8w8EJZD8L2Q6ZdoaxezyZ40tF/22TXzLS2RqVveJPvzANs5GqbdDU8lXvr63n6DbMZoYyyy35rnp83+Ol6ACbnNpR1YgWnTmXLdrrDx2orBdxEhWYslK4TpfvLKbuSt+okZFeqepE6W0VnduVtjFJqJUGcZvtYx6E02aVzk3RmV87GmEyOHEdvxyHU5ymxw0ROg8jJMpPMRMhc9ljoP+ZnIyoJ4eD5CTmQnFcRJQQbAoRg7Yy2NtnHZ0iVvqMrZ9XCE+k++5GHEl7ad5y4j4j7SJlNcivh6czG2FfIuI/jwNxSlePHBGJUhet6NvEzygOj+vEmeEwz5yDoQ9BPLDlJZleYnDMpYogGw2ohTL/KSNZRVfqUcChKu6amrNyaoXmn4N779O+x3p1r7YvUAgoQN5eyv4XHKOnUUFaelbPjCmOZlFrBaKm5zDFNAlWZAWDgNFHST3kDKbTSE8YQgbpBAFT8rPFO3KXVuzv9d7Wm2zsY6EB/cwy9nr7enkea2aZJQnOtin7FOG2XOQfm4yyTzkszwoaOc7tnf6+O8urZdg3JZvIEVYhjCB9b2ZWgq/S457pAdzjM/Kor4cB+TYw/4ybYvwwHD49uU93R40/Ql0MWctBqMykFwlJ29Xqk85uEF0zvo9XG1ZypXazVWLHFJFn3ZVHZZTK6zLGKQgcV0lwD/fn0tLbCa+WWwPUlUpDm1aVtX7gI/CprtcsA/eIE8uN1kewaVnYVKI9tVHvjIGX2m2heSkTCI3Ra6Wf6jwmVXSPloYAQqNZeYpn/ve55iwhLXYYQWT9V4TDDHA/SE6UsYk2qOLUxqlFkV3J/iBFj3HQquNXf3fx02LtHZC8TjIW0cN+FKlM8Du8vTpSGDmfW8yT/+oalFpRZ/1haHN7MKJRkV4knPbpdndPV68EN18PLbx9eRqw9QO3tt+N/7LcBGFz9jXS+5U+I917xOLe2RInHHjrHS3DdtfqNyaterfitt8SpJ96GvOh5BC98LQD+P/0u3j/+9uPd3BIlSpwldmthBFDxMNlVfP6tVrMJnlsIqHccXQhmdlZYb3iTbSdDTq+qrZeV/gncKEu6dd38W+DUxmhNVGxViZQQHn0m0dIVKakDWtkFpNW/AHojyC5bKeBkL8v1v4U1cRaZdc6QXSZgPW2bkLptKk6DspVlYwS47BJFq6kns1KAjPupsqte05NFGQ/07go2QikFF18MN1wXJeH0IkdW+CaQPQlMNxORKDkvnoy48HjE1BRccpmRiVmqDSHSa/rxf4G7TywSN5eIZ3WcQ5QquzTZZa5bLDwGoUj2pVkEqQIcFaTqDAR40QYqSjK++gNEYucylpxxMBM7iWGB8ra/rWCW+bfPwAMPJbbbJLMrEhUd4i3IW38Kyi6EVnaMiU5KSc7ifs3Er6jsipRgczP7t5MoWsz2YwVhmKxUnU6ziUJZy032V1Z0UHTRxqgscs6R+sswdpJsOjtfa3Jl12D+UtarF3CyeTOgQ8anWlqRk25tnCMs+cL3YurBA8y2/5XFjY/S6D9oKbtEmhd24oRuGxhlqMB1dAYZ6EmxKBCTaVB8cq6yPDzSdQxBtrTHsSbvxbZuf0LUtKVsM8ouQ3YRp2NWPILsUomcz3ETQqeAPUuCSy8RSCmoVgWXXSqo1kd39KqntxtYeYnVClyu+SEqleRCq5g9e3Rm18lTsLaeqEuTfmMrJENZQwg4sr+L78Ohg+RInDSzKxnrjDottS0XM7yScchcr317k8+TnV9xucONN47IzfIbdA8+j82qHnsM2ZVTdhXUPt1kfM/GhcI2d+lSEJYCjeR4YukTyrpW8qadbUJl1zjSTamRQexKuESNvfbGsmsSR1BUcUX97DMp0/HTEaGlphxxs8aG7LKJNf23UUSnLzMS63VqLc52l/t/aJRdIySfmaVS5gh+0FWYI4vsOnIYrr0m69vboSS7SjypoZTijjcq7r1X+8J/+ieHc7rcO/+C+ltfjPPIJ1CVKbr//tcInvfTZaXFEk9q6BwvwUuTue//eCv88I8qTp0aJrzCy15E8MwfBaDywdfjfvrdj2dTS5QosQVe97rX8dnPfnashRHgve99L5/97Gc5fvz4jrcfW5OCeHj+D+gS4+kEL8leSV1g1nJFZZeZrERuE1WdwZGKZv/+dHnPJaf0SidPY5RdjgQqLeYvPJxrn1PVZJexNUI2Gcodq/UMXlS5GKJGFMi1tLJeuqBlY5Ra7WDsVJHKV5BsOBscOSLSyYMbbQAKR2prCCpGqoG2hDl5ZRVoUsA11s5CxbK5uWTCj0OzmRGUsUxCtUWI5yoOHxJMTxtpTmGCZk3E7nnAJz5wI6qlJ1rGdhc6jZzSLRZeqpqLzL7iIK3GpnytPBMoRE8H90QJiypdd/tJqFFVpMquvO1vK7Ra2d+nVxLiURkbo6etjBKI+lm/syZ7iXAQJbYguwxhlsD3NDFpq4psdLv5jmaUFKb6I8A/fkznbCIEg4O3sFq/nMBbTHUzZ84o/unj8MEPWXa0tH0Zweol9sNQ+VkYvEV2Tarswm+wXrs4VZ1ICU9/miZmDMYKW4yN0Y2Z63yCRv9B3Hj4ZpxJCKgwzNR7g1AfjuOAK0fZGDOiGUhPdiHKK6mmqe20+w94IxV6+iC271Tx1P6MGB+yMYap9doQ3SLsJceltOoGYP/VqNkj2+5rK1SSvtntyxwxsLxP8Iyb4NLLMkJk7xLMTeuFPv05XVk1Lii79PHo+6FZ6XHxRYLpaZG7P7PTlhD7FGWF+c4uBSzMw54lxbVXw4EDRhqWhN83XaZG5ciSf6mxE2VXep8W2NetM7XGw1b2SgGOKxMVq5sr3DCpskuNU3YlLz1GIZy/xFpMZf0+jlKSSrmmpKmtUnWy8VNsY2NMizsMk12gVYYguDirITI0fhSrMWY2xryyq1rRv/MmP6yYybW+Tu7lmZSChXkxZHUdh5LsKvGkxnv/Ev7yr5Kcrp/Sb5ZTDDpU/upVVN/7nxD9TaLl6+i87F1EF77g/DW4RInHETrHS/LqVwmqVfinf4ZXfLviIx8dJrwGN7yS/vWvBKDyvp/EuecDj3dzS5QocR6gRlT2Ks4NFxehWnVotbI333Y1L4MhG6PKlomnlnEcneVk4Pl5y4O0iJ10mzb5lGx/akqk69Vq4FeGJx6jbIxpKLMYnqukHJb1mZRkwfHph3pBoxISKmbldES3q3KZXbkdJofkR+uYSU61qt92SzXQ8w5DchWVACajRcjcuTh00GF2Bvbuczh4gNSWGCYqN0fEw1a94ra3IJ5su1yQqLscR08EjVLJqOukCtJqi7hVBp62I8q2ltpFfX0MchJ5VnIhTOVHc0EmIbsOH4IrE8G+USU0m+bfrq4sKdG5NykrVbQx6s/GK7vcPNllMqzGKLvavfzNZAdgm/1ttuHe+/TfoT9Du3JEtzlpojnfCqOEgorhYIVASK0Ocrv63mo7i6mSx9yTA9nI9Z+tUFRtjVJxjd+WUXYNf2MrdXKFJ2L9j3Cg+7DrgmNsjIN4eKXk/0ZRKfMfE/Q1Ca2D4bcgJSaRuvkN4n1XsFa7FCUrVCsZ8e8Qp8rU0EkYmoTsGgw0YSsEyFprCynceCi/gfK1/dZc7zByePDBpPnJoTUagkrVJkQG7Nun75lOz+X+BzLiyLOGs/R+SBSYxXOVZZXllV3p98UKl0Lbt48ehoUF63hji4wZg4HFj5hcuFEVAA2GlF2TdNoJoAPpa+nfXtXqyK4lktiqX+WUXeMHrmHLc7KKXyNavhZVnSGe3p/uS6iM7DKCDREPUuUcQlrjZ6QVVuOqMabZAfZ3Wbvn5gQ3PV1w8GD27RDZJfKfh1Gi/k6tvVqJpn/rVEJ2Oamyy4zNm5sMjVc7QUl2lXjS4p57FG94o75bv+OVgmuvsd44nbyT+tu+Ae/Tf4pC0H/6d9F9ye+hpiYvx16ixJMFL/gywe/8luDCC2DtDPzYTyh+/Tdi+v1CKecQa6fqAAAgAElEQVRn/giDS78aoSKqf/6DOF/44HlqcYkSJR4vjMrzKH7kOIIbn+Zw5LDIyK7hyKN0ApwquywFgqrP4fvkbItFG2MaSm7b7QpKK4PjR2Pqdf0GepQdZJSyK7LmBEVCz7S9aJsskl1pfkqa2RURR4q77s6IQ7ONePkaPWGtzyMAL1pHJJXHPE8glNJkF5AFGRcmkBbZZc+hWi3BDdcLDh9xcByhg/WlnwbWp6SO3aCCysCe3BbPR2hNPgNXFwao12Fq1raPGmVXHycOUiVcUNHZU3L9ixBHRMmrfDFJynxqEdu5jVEIwZ4lo17Rx2zUXlrZ5SbKrtGVGDJr6NbKLruPGMXNOGVXp5O/maS14eI+lFI5kjGtVmh1CUPiVizBoZNcPCfUVtOuu5SSB509N7Fav4K+Nz9xZvdQ/NEI3mAsT2TCzEcEjtnHYa8fK4FSKmmzVsmZTLBoMFy0IrUzGhujuXeTdvYDvX/XJVG7jCE+Jsx1EnOH2aweA/R5N2SXIMJJVCymgqCxOw8Gmsh3HHZW6do6SdHRZxEdfbY+NqlJQCUkjzyqv7cJxyzXSRMijiNYWJAgJOtWRlJe2eXlT03hwttZZVImY7VN4Bc6e0byF3OlzDg0/nzPzGT7NIvZmxmqxhgUj6dIdu1e2WVeGCCg2sjGO+VVxqxV3Ij9ozhmIFGKmdnRX0kJamqZ6Mgt4DesE6LSczlS2SWdlFzTv6WxJt9H9P/0RVQhH8xGperkshWLRFR636U2xsT2KCL2xZ9k/9r7WD7zfmp+P32poxwvVXbNzeqrFvSzcW1Sq7WNkuwq8aREp6NzuoIAnnYj3P7NyRdK4X38bdT+4KXIlXuIm3vofcN/p3/L908kVy5R4smKQ4cE/+03Bd/wdfrf7/gTHV5/52etGY2QBC94LeEFz0dEfap/9r04937o/DS4RIkSjwviCZRd+sMkbF3oyc9WNkbzna3sojKFX82elnvuPJ6b2dX0csPKLrst9nN5oyE4fkxQq4kc2WUIi1Fkl63sKk7os1ye/GdDNka7GmOqdkhsjCbI2bh3GotEx55NPHMQIcGN27l9Hdo/YHo6sXSZCXFBPWG/tbeJEEN2pBlXQiutjMUqPzGxSILchCY7CcXzYfbl+xB4C+k+9h/INhyLpFpdktllyMHA36szbqI+4syDmY1xlNynCNPP0n6h7XcjA+1HQAjBzEymvGs1TVtdVEp2WTPnoYB6TWZsVeUtp+zyzX6T/RSVXd38ibWjNopkVxTlrVvmGgyF0pMneKVrMnUEA6dJ5NQzJUxjnnZF234nnUgWz/RWZNfSou5rRlGXLRyzb292/of2IYR1zqSl3NHX200D6m05WEGhmNjjpAqRD/4jXvt+QFd4Q8X6HhBidEA3bGNFy2DfS66b2RiliNN+agogGGVXP1F2uS47nH8U5G9CpGOQ72X7hqIoxzDsUUqIuEllx34/61c23xxLPz/WFwiidBzLEbxWxmKxGmO6rWJJUhOgPv58T7UET7sBbn1G1v/se2lcnmSqVDuHAfVG2SUEVJvZjRbLSeNv7B+R8dd+7x7BFZfpAHi74MPQfWq//DFjV47sst/imJcFIUJlaio1hnC1Lb5qSB2Xb0hxvCq+IDq9pheode9lf+3+RLkc0hBrCDXQ11N66b1erWQvI06fHnPsE6Aku0o86aCU4pfvUNx3PywuwE+9Ssu36a5S/bPvpfKB1yKiPuGx52jb4sGnne8mlyjxhIDvC37g+yS/9AuCmWn4/F3w0m8+w//325bKy/HofeUdhMefpwmv//k9OPd++Pw2vESJEo8ZRtkYR84NzUO0tAJ8yU+EizZGbLJLCNxGFqrU8Q8k1RizmbyTPrRbE7oxkwBVmdL/r83kiInFpIJT0GeoKEdsqdGKkyazH5tUkQ5jbYwIJ1E7RKnCIYySN9vF8+dWEWhrniBOj2N2Bg4dFEjHSRugKq38upayy7byZEHJicpEJEorIRL1UYG1S6Byqrns5BbbbJQgtSoMZMs0gZrTTQnFKMl0agb30+rdo4lQt4qQgnZF+19E+wRx4ltxJpJnmUp3STYNcmL7ncH0tF6vVtUElutqFUu1pkksMY7sMpldyPHVBgs3h7+NsqtdVHaNsDEahGGe7FLoPlwMpYeCssvaZuRriUzfqphWzNbZDhO5+5Lj3rcXnvMsPXFPdwigFAsLgiNHrH5Y4ECyghYyVbFJY8k0mV0T2Bi9zheRmyeor34yW5Q4qbgqGTsdnpAQse8lz8uyu4QAJ7HbhtLYGJPqn0ESTu+wI7IrntHEpF2Z04xBCwvgWS8MctY+QxLbZJevlzX5VpBXdinh5avxFS58UdkFeSWuGBFQr1co3AQjxvVRmJ7W+Yaj7iVzrLVafp30eIpEzW5YEwrKLsCrZjdaZ1AbtcrojSQYX/FT9+99+wTNpmAuK0Q73HR7zEnGLuUlhFzUL/ywmZcfURoKrxBER24j2nc1ytOkbPpOZUxmV/E4YLyyKytMov/wHMXsTLZczWlrZZcCnIzs8nyYTdRtZ9ZH72MSlGRXiScd/vid8P6/0TfEz7xaMDsjcB74B+q//7W4d/8tyvEInvMqel/zJqiN0YiWKPEUxi3PEPze7wie/Uz9cP17vw/f9h2KT37KEF4+va96Q57wuu8j57fRJUqUeAwg0nBoGyOVXcaeJLLQcPPvdL1iZlfB6qgqrfRBfuBOpWSRE3Xww5VU2TXOXmc/CEcHrieeO0a0fH2ONJidyd6SF9VdWym7zLZtMsKRDFuQbGUX2spjJn1BX+aON92v44PQQe6jgontt+5qaj/R4sXZl6mySwyphuz2SGkprYqv4HO2GmtfuUpc+VXMNaxUkn0LnVWlKi2uu1ZPMquNvOrNZHYJAQPZ1NnKUZ848a1MktllAp0zpd3kVQQN9i/rAP+lJU1UXHAcrrnW5bIrXE1c2DbGYjVGtArMnMKcss9U6bTaUyS7tlN2SYtFK16mMMyqktmfhfm8ZyBPdglLLWZCtM06jmUJPJeZXRdeABdfpAmYvOpuDOvHENeVbjeKM3LOVKus1fTS7c0Rfun078TGaD4mUwQKFU9gY9x5rpO+H4yNkbQAQmhsjHEIUZ9B31RiFBMryACoThFe8GXE+2/IPnP0xZ6eFlx5ebatzba1XsoQRal92fV1X+hZ4e5Dt2CuOmq+g2SnR2bn2LquY22MRZgxbMLzMEolaQiSej2/7PhqjLu3MUYW2WW/7DjjHUV5deK5ozvZ4pi3R3mYlzQwmvBJSbNU2WUNAEnFWSVk+tspo+zHL1YCvBpq+kD2UiUtRjPexrgd2SWt+1fv38H3YX4BnGqVpcuOsbAAM9UxZJdLjhSDyceoXDt2vkqJEk9c/OsnFG/6r/oO/Z7vElx9RYT/4V+n+sevQG4+Sjx7lO43v4PBtbfv6kesRImnCubnBa99jeRX72gyNwv33Q/f/X2KN7wxZn1dZYTXsecgooDqu78b575S4VWixJMKUo4kULZSdunMLmuWvoWyK32gTr6PFy8hrO/hZPPpKBwcRxNAezY+zNLGR/F6J3P7KrYlN1fy6sRLl4JXzYVhN5vZhKjdyR+CXcWs+FAdT2klUv3oxczP6YfwI4fRkx2rEVlml0yqvmVMRC8hu4bIQqeiFTZqgFDR8JxPWgcgBGr+AlQ1mQVYyq6RkBkJaTK0hl/B2/I4e1/ZdRyX2WWUFCdat9JvHiVevIRWS3DbrXDhxXmyy5HoybNI8sMUEPWJjLLLn0DhkqpmEvXOiMPZDr4vuOQSSatl8r4EzSkfYYg+M2EsnNPUxmgpWXLKvqRD24+XZh1z/uz5fxgqorhgY7SrP45SdhVUXFG0PdllWyMNmWZycYTMeJCJbYwTkF31utCqxGLHSZmK4UarMcqu9XXJw0ndCnOtGw1Nww8Giv5A5a2IqWUvqShnVhLgRkmaP7GOSxKTkQ3b4chhXeV6eV9yLLoUKzLJ7ApFBeVrz6bYeCRTdk1SWaEI18+rgyxCSkmHBR2hlwZ8653aAfXJvgv3m2DE0GD7GscE1OsiCMk4Yyu7Ehtjx19Ot68bWSDB1LA9fSsUlV1KqbQ/VwtOwvEB9bu75lKKzMYI4HipeiyWPtHx5xAvXbb1Rgp91aipIPv9iBcuzq1irqluw/htmmIC+ndJH7PJidOZXUlI/MYXAeg7U0R4Q9vJyK6cj7Ww061tjEUr88HDDhdfpCspqsoUC8st9u0VyDAju5T00jxBz8uy2tJtlsquEk9lnDql+Kmf1uGdX/Z8eMmXfZHaO74V/+//KwLF4PIX07n9T4gXL9l+YyVKlADgBc+v8NbfE/y7F+ofvz99N3zT7Yp3/U9FhEfvq95IeOzZCeH1XTif+6vz3eQSJUqcKwg5LLdgi8wuIRBC5GyMo1wwRWVX+vDuVugs3EDgLRALJ1NTJeoIr5skL9vbt0VJY55qbcKu0chK17fb+eXswPzi3CjacyXh0Wfi7T3Gddfq8PelJb1QtHwNcXOJeGo5U4wLh+lpsqqBQC9IiJpiOx0vJW8c1R8+jlF5KkOkwdZWLCEgMsquoRmtfZEsZZedjVbYvLmGxsUTOg0605elVcAcR4AV2By4s8TTB9MwflOpkXCASl7lu5PYGIdsPztXdunt5M+Bkm5m9TLV5woXypBGSrhUzKR6VAEHO7MrOSRjgdzYzL5LSV/r2inrhtkuswu0nXS7zC6jhoJM1TcwSimZERy7tTHu5N1xmvszrtTciP185nOSB/XcHNfkj0lD5sR0O4VGFKsxGjUX4EUb+u80s0uOYQ92hgsvEDzjZj9T/KGVjqlzD4d4ej9hqOg/+mBKdklvF2RXETbhKh2uvEKTb1ddQe5z3ZAQokTZ5bn56rJJ9p09ZufIrqGAenvcSIgVW9mV/Hh0/GV67rwluLMGZKUsSe3ulF22XbNecBLm7qGcfXB3yi6ASCQ3vwBUzHXXatL/qisn3EChr6rWnvSf8b6rCI89GzV7OLeK7wsuvkhf12p1xA1XGBeVcFBmLB8kKi7bxhh2cBzo+sv5cH9z76SXxDpPu7QxTk8LnvMsOHjQWqA6hfL1D7ETbiLjgR7bHC8dmzxPv4hoWGq9MrOrxFMWg4EOpF9ZhePH4Cdf9Nc03vp1OA/9M8pv0vuK1xO88OfBq2+/sRIlSuQwNSV41U9I3niH4OgR7Z2/41cV3/4fFf/yaY/eV/0a4YUvREQDqu/5Idx//cPz3eQSJUqcCwhnSG0B498sR/uuIdx3dU7ZZT8PG7uUmbCrEcuYSXosKoj6dPK3l19ujI1x3IPwzHS2rJQiVXZ1CsquDT0PplIZ3pbnCyjmZSVQrX3EB24kXr42a6SQ1GqCa64YpPuLGaPsEiKdsMq4t6WNMVsnsyWZbUzrmDL224WlrSy1WI6wMRYmMMqqDharMWHXZGoi31IQFS12wiK7TjeuJ9p7FaZqpCG7RJyRXU5lErKrOEkVu8pxGWJoHC+bAEf90csAz7oNrrrKwTVqqRHL2OfKcAXGhnTqFPT7irvuVjxqqua5VqZWNJ7sCqPhcxxZNkab4HKd7H6zrbfGxmhH8qTKrl3O/3dklDAKFIvsmkr67cJCtpiSrnWf2GRdZlGcntbkSrcLRbWMXkQfpQlKF8Iiu9LMLgd7OqzqC0R7riA6dNMODipDqjoyNmZj5VISNbWfL9wLd31yhRMP6na454DsyltpJa4ruPACQaNhkTvCGnyN2tTxsgB3RlecFbaNcQvrnxCSo0fA92KuTkgfmai8FJJTzafRn788aYzViW2F38QZadnfSqmUrPHcfMA+FCvx2iTTWVAgRjElgDhiakpw6zMEe5YmvRHy7Yibe/LfJSRQEYcO6us6EsWbVzrpS5JU2SWc3HKeq4nIwLKxDhNa9r93ZmPMF3IUueurKlPpccqol+aHxThZZdDkWtbPkuwqy8+VeFLgN35T8clPwXyry1u++peYft8fAxDtvYreV96hfcglSpQ4K9xwveB33wLv/jN4y+8o7robvvcHFLfd4vLKV7yeK2ozeJ94O9W/eQ399mn6N3/PDp+CS5Qo8YSCkENKEhh/W6upZfAL7NhWNsaisgs4dAhOnNRW6vjobZx5NGSj7TDb/leEeDBZYTQJM+5BeGpKcMN1KrXcGWVXkewyVqmlxeFjLNpjtoMhTipuhOcWcsxGtdPxgACpohHVtsaTXYY0UNLh6qvg5EnYu9dqR07ZlRBqVi6UKk4wrX2FlsWuSHoagsUmZIp9RbouJ1rPAASxrKTXX5NdHkoJokjhJFUonYmqMRYUWbtVdg2V2/QydURKdg1Pvn1fIKsOmAniSGWXwNBJptrgVEvQbCg22/DRvyevpnD89ITaBGMRo+yKYZjdT60mnF5JNunoaxNG+YB66blg7VtKHQLd6Y6vjFjE2Si70gHBsvcePABBALVaopTcdw0IEHd/fGgHqSVTKaZacIKYTpf8RDq1YhlW3RDCWcVTQVaNMU+UiSFVzU6QZrMJF2U1PcalM/A5E85SYZV6X0vVKo1zrOwaRxiZvh1HiMik/esMpbSSYdL2eh3WE+KfnEVyixvNkTSbgluuUJAqj8yAoM+xdD0ISSrUmo1ag8YOlV2gx5w048nLEy6CTAkIWlUoUpZ398ougLZ/AHhoh/lcZt8FFWLV8urtloQrnjvh6Nyuflv/Z5axIwCqTSJZI7DHIiQquT4KgXTyxFx+HwUb4xhl16gPVGUK3ApKugg5SPc3iLPfAEN2NeqQBBiUmV0lnpp4z18o3vkuON76PO/+im9k9p4/RiHo3/gf6L70rSXRVaLEOYTrCr7+xYI/eqvgRV+jH44++GH4tv8g+dEP/hSPXvLdAPj/901U/vY1E1kVSpQo8QSFlKNypLckF4aiUay/i2SXsaHY68zOCG65Ga6+Sv973z69Usffb+03W2FUAP4ozM6K1P5hbBG2jbHTUWxs6i3r4HJru6KoEJgAZjIV9nDdgiVwBDlgqzOGzu8IZddwGXhdqezAAZGb4KXWPJEpu4Tj5tbL7yv7LrKIlyKRZa6hPbksLiME9N1Z+u4MUmQ5Uqb6Ziw9ohjcqK3Fbd72J3moepmQu1N2FadAjmuRXVag1chV7TaMXuaZt8Jtt+Qn2/uSPKcc0QWsz95A89AhBrW9LB/P5E1D5zwcfR0MCdawBCGumxGRdnNlYUYqBVx8kS5IU69PxlpNktm17crWs4GUIiW64rmjqOn9qPriyPvEnE+B0pXaVEy7DWtnhiflwtgYiZJ1wI+Ssm5KZfelPQk/yxd0doVCpWzLnWRlBXreEtUqXHpwhQsvgKnpCQje7eBYyq5xg7PJ1FJRRv5Jl4qtBkz6iemnAKphye22IGJEqqbLOqhMCN907MtCu7IVt8scHIG8sivLn/P9zFYNw5UZc/fqWVpXVxtXs3Hg+WNVWFsjZx4FIYgO3Eg8fxzVWBy71tabHFZ2mYrEIkzKbQqZHz9rWqlsK7uUlFYlRpG/t4cUyUWbd/7rIWLKVvGZ8+Y3Mquv8NK2eK55aZBXdpXVGEs85fChjyh++Y6YbzjyR7z9OS+l1b2LuLFA7+veQv+2Hx6dc1GiRImzxsyM4D/9kOT3f1fwvOfqB7r//XeCL/+V7+GdvZ9EIfD+9Y+ovucHYdDZfoMlSpR44kHIUZFdW05ut4yDKmR2mXlRcXv1ukgVHEalFLjz2UTfGlNsgmvSt771un5uDyNY31Dce5/ikcRSNjen1Tt2myrV7MF7YiQP86LfTvgji+wa9cDu7IzsGp4cjsvsEuniaWaXTXiMUjglsAk6Y5+LY8XH/klpNQ35t/nF7Cj7OGZn88QPgJI+UaiJC0eOsWsOHU9R2bW7eatyC8SakOmFEduG/tvnT4zM/6lUxFC2zsEDw+oH0BUsDz7tKq78iuupNrJ2GVuqwaiAersaoz25N8ouALeo7BpxKENB8ltgmOzawb2RhsfnZWrRnssID92c5eq6PmtLz+Lh6efmlkvHF6V0CP5+3TG/+PAw2WUUKinZJcCJe8i4p6u8usmyYzLrdgNzHm1FJWjF3sqqJrump6DZ0NlLQ+TtLqAmsRoaa7mKMzJXejkSv5W4tPdarrpBNZOJivap8Y0w9053NSvUkJx3o2qVxWR56++dZGgNKbsS8tj3TUVKXQn02muKK9p/n52yC8Cv7q6v5AhV01ebS7rv75JsHTp/wsmKmJhl3EruuJ36MNmFyMguhSyQXUNSrdy/hsiuQtdWjQWUWyGe2p8ep/IbmRpSWmSXdWrrFp9YBtSXeErhU59W3PELq/zK9T/Iq676OVwCwiO30X3Zu4kOP+N8N69EiacEDh8W/OyrJb/32/rNsFLwc+/7Jn78n+4gVB7uXe+n9vaXITYePd9NLVGixE5hPfja2ImyK5dfZIQzhWqMW22vUhEcOawJ9urRy7W1cjazjthz9MkDtkVKDPzDP8Dn74K779H/NtWf7DZVdqrqApSfvY52nPwEZ6Syy7Ii7Siza9y/05376T7TUPhcoPX4zC6FpexKrlm7Datr1uad0X9Dvi8sLQ5/HksvK1LgFNo1DucqoL42S7R0KUo6qPr86G2PO6dFJdCEE2fHEVxTnICT3RdF0mhhQXDlFdm5G5XZ1e1l99PMjL4GtZre1/Kyzqtrtqy+V5iB7oDjytY5q9njsLILAL8J9bn8Oa8008p3BpFKdSAA7N+v/x/0M/tVRnYlWV0moD5ZtRKu6oB6mSxr79PboV95DJRwIFF2KSTdQLC6CgNnitq0tY9zQHblbYxbK7uA1KarpJMjFebm9P99X3D8qC4AML+QZUpt5ZSRpsDGic8gT35GN4X89cgq+9nKLmMx3QnZJTI1kMqUkuZY9u7VlUCHlIr2b9lZZHZdfhkc3J/l8O0UORvnuUr6KPYj6aCq07mPVGMpt5zT0Gx6v68rw66uKlR21cCuOjuqsVtkdtVrI2zRjk90/HnEy9Yg6DXScS8WY8iuIYXezlBmdpX4ksS99yne+rqP8T9u+jH21R9BSZf+bT/C4LqXn9UAVqJEid3h2DHBa18j+PznFb/z3xXv+/ALOdFd5Fdv/H5mT/wb/ltfwuDFv0m85/Lz3dQSJUpMCumOtDFu9fJ5q4mwmdTHCqJIjbQxjkIWynuUcCGfkWL/5O9kEl6r6ZyiIpdnwuxzyq4KO4dbS2a6CtfJQvZh9GOKydOCEcchR5BAE5NdHuGRW1EISNQveVVTUdk1euJsSCm78hnoa3rZpXD//XDhBYVdW5OfxRFkl5IVYiMykUymqrFe7dfrcBrBgf3brzYKau4Y0czhjBwZmjCOPqe55YREzRxCnL5rSEkxCrMzguc/V/H+v80+24qk3btH0OkoTpzUCi7TJN/T9q0HHyQNdK742j5pzu/+ZcH+ZXDuk5Ao8ZyCsms3j8xn5fQrBtQLQbTvGlR9YWjRUefF87PMLgBXJsogIYmiZIwpWCWNssvAD1eRQuE4gqhoY3TPEdmFk2Z2KeGkhEytCrXFJVh/IDnIczAVtyzQYxVSFpkkTIaT4+e6+Nxs9vexY4Jjx/Tf8f7rUBuP5C2NRdjqwZUvEC9egrAC6nUTjLIrG3WFycebhOi2D0dqUVgcZzbG7Yu5WqP9WVRjXN4nWN63/XIT4VzNWYtkoZDDFstKE4L19J9OM1N2/fPHdfGp6xYkc+YyJdWVR7Z1xCAghKDVVPR6WlU3UvFZ+MxUZDQ5juY+sbMgK5UsAzGnQpsQJStQ4ksOJx4J+ec3volfu+YV7Ks/Qjh9iO43/RGD619REl0lSpxnXHih4Bd/XvKWNwtqF13Ht3zwj7h7/The9wTuW29n7f++73w3sUSJEhNCLF2cElI2tlZ2ibxbZIzyKgxJ5x5nNXm25y87eASojynObCrD2dvacV4XaHubl5RWd3R2lcEoNY1Ndg1NEkapP4bsh1scfHUaUbU8cXb1tqEqXpayy5pAxSqpfGaRXXOzeoK5f1lw803DSgrHEVx1JVxzlZmwJE1P/oyknyqVHIfJJv5We48egRtvEMzMnEUHkk7WoF0ouxCSeOFCov3XER24caJdCiGwOaftFIlm4meH0e/bB1OtjOgy23HdzAI8qr3FzK7dBD6fHdllyCqttlJeQxe22KaqJcAFx2FuttDHpErVU1mAf4FUSRj7OFHwVcIVXMd4qGXOrsu5IruSSrbVGngVvf1qBa67FkRrKVvwXCi7pJtd47F9VmREY6DT51U175Mt2m6zdaW+RlsQUo1mfr9i8ySkZJfebmqVtZVNplKgu7M3Cvam0mqk25Bdwn5zc17ni7ay6xy1wxoXlXST651dT1VPZHuWotJPwiuDvia6AE6csvvAeKmuGtPup90It94yef6fIbuk1GTXwBQKLey6mfB2C/MTbTaHkhko8SWFjQcfovtb38bLD74JR8S0L/gaei/701ItUqLEEwyXXCL4lddJfvYNB3lT8DY+9Oit+KLHgY/8AB/5pTdx//1lcH2JEk90iNbSjm2MMBRpZP0t0syiKBodUH822El47ThrhMmVsjOMdqXsInuQd10InLn081HnL2LMToTIJiq5zyfM7BoFe2JZfNNuWSZVYZtxnFmGlhbh+uvE6Lf3FvYsCRYX88tkyi7fcjE5E038bFWVlIJq7eyzd7INFomHSQLqNYmgWvtyleu2g61cGJXjNWrZ0AqodxzYv5xfbpL+P6Ts2sW9d07IrvTCj7/m9n0y1YKjR4SV+5QRWcaOmKoOhSSOE0OWUsiEWIsT9ZgXreNJS1KYU3bt8mYvwBDFriO49DKX226Bm2/SJIBqLGSZRWeZEZbuzxBRW9gBc6ovIaHS4tBBrWa97NLd7feWm+HqK2F6Or9fsfHQeBujTTpFQb79E8L09TDM1KbudqdylEz5fOMxILvwshukQsMAACAASURBVB+36MCNqPoC0b6rAVCtPSi/Tjx3NLXn22qpWFnRBUM/VIVg/VHNkGIom3FLJHZ/o+wy17I4lt14g+5rrdbOB5+S7CrxJYPev/41zT94MZc3P0YnqvPITa9DffXrdlkJo0SJEo8HLr1E8JpfnKbyrb/JBzq3A/AC7zc4+Rvfyx2/uMYjj46Kvy5RosQTBebB156Qb5fzI3MEV/67URP3s8kAslVXOwnKHqXsWhzj0tkt2WVUIq4Lga3sGkV2FayK8ewR4tkjhBc8f0xA/db5KVu3yya7xiu74sJ3cZxNLHeTY5bu0vAdIlN24Y2R2g2tfA7JrSIKKjc1rmMWlF27gS1i207QZhPERtklJTSa+WXG9n+rhGOR7NrNvbfjYg25lU0atXUgY2BPeFNyMN11RnZJJ1F2mXdoufbFugIhgN8kFj4CRVWdSb4vBNS7ZxkQlLbOyQQ8wqFatUgA6abE204VTWNhtrOljzw7NlWdAiGpVAQ33iDYv7y7a1qvC5aWBJiKfwnEoJsqqVIbY3qeLRvjLpVdJnOx28uUXd45EMk9LngsHnutcVFZY6lqLhEdeno2vjo+0bHnEC9dlv6u2RVebbKreJ/n1FznKmvM8VGOl5Jd5loWu7HrjshgmxBfKt2ixFMYatBFvfc1LNz5h+DCnRuX43z969l3+ZHz3bQSJUpMiEsv8+CyV3HvX1/M/k/8HM/a+785uvlSfvz/+TWuecFFvOxbBFNT5+rXs0SJEucKKdnlZpap7eb32+Z2BXqCkgbUn8WtX60KrrxCbWthKcKuXFevweFDsLQ0etmp1i4bl0wWPE9Qn26wsZn7OIfFJY82GQkXTx+Egs0ov+0JM7tGrepWwFLB5JBTdg2TXWkY9Dkguza7LlPJ5KY/c+FkKw9VHTuHvxuT2hhzmV272789MXe3I7vGKLsaE/KDqExJ7bj5Yzq7sPndwJBdSQfcot/aFsuM+CoQJirW34WC0FZ2mQk7cVaN0XHou9NUByez7QmBiCxv7jkin2LhZJzGiHyoeO9VqM5pVGvv0He72t/0AaSKUbXxPq945iDOo58GQFWmxy63G6Q5YAZhL+1bxsbo+cOZXWlY/g7Pe7UKnIFeNyPgt8/sevIilyPoTUbYOo7AdVTOCh2rLYj8cfldZwu/gRD9LZVdZ4NS2VXiCQ1x+i66/+UraN35hwC844vfRvytbyuJrhIlvkSx8GVfz+D2PyCoLXOoeT+/c/M3ceZD7+El36x42x8qgqBUepUo8URCSnZZE4nt5vf2BHr4Da3+v012ne1b4r17BHNzO9tIrZbtttmEAwcEvp/fxg3Xw1VXQrO5uwbGc8dRfoNo6VL27Mk+H0Uw1Jo+l14Kx0z+/rYkSqGK4gSTj6VFTSzuWbaYKlWwlG+RIRRFGdm1qxyzAu47NcuJU4Ket0DcnDDxeUQ1xnMGISeb0J0DZZdNcO0ksysluyS5/hpulQxgXeMisfa4k11Jk9OA+i2monKksquQ+6QUUur+n2Z2CZnlASqVHb/j0nc0gZyec+mkhEtu+2cJhWONbyPuKa+Kmt5/zkgDNXuE6Ogzt6wmaVdTVJXdMviTQQy62b6Eg+/ZROsIZZezS2VXlzTnaTvS+ImDx+A517biTqqSZZggjJTMlF5b2RjPIdmlGksIKei7M2OVXWeDkuwq8cSEUrifeAfV3/8GvNXPcDqY56c+92au+qEf5dCRcyT5LVGixHlBvOdyBq/4E8LDt1Jze/zC9T/O9x99Db/7lg63v0LxwQ+prIR4iRIlzivMrWgrUbZ7EM3ndOW/S7NWoixC5fFXlyR5T8m8sDbmRfjsjGDP0llMfr0q0bFno+aOscfOpB51vI6H69gZWNvsd8jGuP1JvPoqwbOfBZWadTGjQnlFS9klClXscsqus1BRmKaHTpOHp5/PqcbTJn+TX7QanuOg6WKlxdHLjAml2wHcHSi7HMvGuCvrr+VTKvb1x/veS6+XsbhNaGMcr+yKcEbYGI2aSNg2RiEZWGSXkg6qMpUnu84RQqeOUjoDL547uv0KjwekS3TgRuKZwzni61zA5BOqWmbXzm4NqftdSlTGEGzi3PN3iM5p/dkO8u5AV7UEXVE3LJVd+ZcAOyC7iuNuZJn+hka2rX7YzwLxwoWcXHwhfXeuVHaVeIqgt07lPT9E9f0/jRP3+OiJZ/CqL76T//iLz+TAgdLmVKLEkwK1WXpf+2b6T/8uAF5y9O28/TkvodW+k5/4ScWP/Jji/vtLwqtEifMNM0+2J+TbZnZt8aCaU6mc44D6ncJYBseF1Z/bfQkuOK6VW0UFGZCvCgjbnhQ1ZOeb7JF+qFJfkeyycP3ViqNHsswoO7Nrp7ZRG/ahxdIHISZXZYidnacdww4Mn8jG+Pgqu9LMrmSdiXKKrGDualWkRAGch3tvB/Zbmwdzi2RXqtzSAfXKDqgHlEoKTYg4PX7puPSd6XR7qrWsyd3HgOzq+vt5dOqZRBc8H9Uc448+D1DNJeK9V2w9SO8C0YEbiecvIDpwQzo2Zby9SMiuzMYo1+5D9Dezdu1S2dVuZ78jXzrKrscAdjXGCW2MMHzONt0D2QuueCP/Ze5ePbcDh0wGwVSlV5JdJZ6skA99nNrvfy3e5/+KQezyq5/+Ed7V/F1e+/olZmdLoqtEiScVpEP/lu+n++K3EDcWOFy/hz949jfy8gt+j3/8x5iXv1Lxm/8tptstSa8SJc4bRkwktpvfu1sIX3I2xvOo7AJNPB3cT85i+Fji6BHB8WPjn2Vyldm2YyF2oewaiTgc/mhqGeVWqO3ZywXHRWpZjGyy6xxkdtnYLqTdXjluTWh53A2KFetGtuHsJ307qcboeYkSCVhLctVNntXBg/r/01vEuxWr0M1m4ptzqqCYDJP325GZXcWQc6WSviOJrK5sQtEdESNMH3ccIqdBLHykA/HsYf15VZ8Q5Y63AO4GA9k6t9lGT2T4DeLFi8Hxc5ZEcx30i4XMgio6K/n1dxlQ30tckAJ2VgXwvOIxeKa173H/bJRdPr09N6CEpFM/Vlj6McrsInsGOBdFa4a2fe42VaLEWSCO8P7+zdTe/jKcjYd4oH2QV37k96k979t5w+unqFa/VAawEiVK7BTRkVvovPzPCI8/F5cBP3zZL/O2L/9OZp0T/MEfwrd+u+Lj/1ISXiVKnA+Memu+HQ/jTEB2RaFVrOysWrh7zMwILrlE4HlPkGeMXNXF7R7RtwgP3gHEKLJr+Vqi489L2yMtG13/HFiGRjV1J6qMePbI7ne+HSYhu85xQP12hJOUgkMH85+ZdY4egSsvh6uvGr++KOSyzVlk11lVVtwNdkDSjqrGmD4JpJldibILQX8AjzyqeOBBRZzcH5Ksf4tkBn2idTP9/c+AqlZ5RfuuJp47RnT45l0f1ig8ZZ9aEuJKiMy2atsYRTxABOv5dZydsefVav534yltYSxii9zFIopjjwIG1T18cfoFtBuFoiGPVUA9w8NCaWMs8aSC2HgU/x3fTuXDv4ZQEf/rwa/gez71J7zy/72a279ZPP4/xCVKlHj8UZul99W/Qe95P41yq1zmf4T3fsVX84or3sHDD8V83w8q3vDGmE7nKfv4WKLEeUFqafCGPxuHLckuK7PLvMV9qogftoWzE2XX+CqKO4EaNzGy9m8UNkEv+/qcK7t2MrmpzRK39mq7zjkO2s6FO0+i7NrlT9JOMrsAjhzOzvnSIkwlSi4pBXv3CiqVLfpL4YbdswdmpsnlyD1+KJJd4y+8nEjZFacB9Q89DJ/8FNz5WVhdMzZGi+xK5IOh00S2LMbPqxIvXbqjrKMS46EssstQDbnMrlHY4VxPCEHVcut9SVkYH4NMWtXcg2osEi1e8v+zd+fxUVV5/v9ft7asEMK+BwiEfVVBFBeWwRZccQe7dWxb23bv9qdOj/PrVnvGbqenbW0dQXsdbRdEtLVFBRVE2UEBAdkCYd8MBBISkqq65/tHpZKqpJJUkkoqy/v5ePBIcevWrXPr1Ll17+d+zjm1el2kz83rBSxn5cNf2MQcsb02r3j8j2Uv2+b01ZAWyLFzMc4Pfo7Hn0ehL4lff/PvFA28itmPO2jbRkEukVbFsvCNvBF/z3NI/OhR3Ec28UC/x7mq7z95YPEvmf9uP1asNDz6MJw1RscHkcYQPC8PPRmt0CuqkuqywEK7MQafq2kMsFYjtBtjjQPUVwx21S765Os9HueRzfi7DK25WKVvFewy5HHXLyMoYmZXLS9u7O5jGmTAKTu9D45TBwP/8Z2JvFJYgLCGxlAFZy2DXS6XxbhzDF4vtKnn+bHDYXHO2fXaRN1VGrOr6n0JG6C+7DOqPBtjYL3w7eaeCLzYZcoH8rJComdRjXUmdVPaHdQAprR+A+MixvauRnJSYDZGaF6ZXaaWXTaj4nDi7zW21i+LdJMhOAlJ5ZZpVfG4/pTZJS2O8RaR+/cnSH7vJyT48/g2bzD3bXmL8+6awS8ecyrQJdKKmQ6ZFN30BsUXP4pxJ9PHWsf8yTP42Zj/5bujJdz/U8Mzz2osL5HGELymDA1I2fXI7HKGBLvKMrv0kw9UnAmwhpVDPjRTy0AXAMnt8fe9AJLb17hqMEZQWBj4W5+sLoic2FDrzIyG+tIkpZd9nqEzy1X53jVFfqsQcTyqGiQmWvUOdMVdxWBXNSkckboxVp3ZFf65eP2l3RitQLDLOFxh1daQmUDtAr0j6dyp4d6jSSttPy4nmKQOJHgIZB5WqCM7NTBYot0uo05vk5pa/rg5ZXaZdhnYbbvj7z4q3kWJ+LkVlwa7Ko2bFZbZ1TBjdgU5Y7j5ZvTVkJbA6zWs+WAbg7Y8REZiNgBv7Pk+3438Kb/+eYLG5hKRAIcT75hb8PWfQsKnT+DavZTv93yBaT3f51erf8bb70xm1Wr493+D4cN03BBpKJG6GsYqsyt4gqtujKWiGS8q0vN17MIYrWDQIb90cq7kevb28kaYALIpXaz6+12MdfooJrVrzSvXsUtSYwVeAPy9xuI4tBG7WzUDezWWSj/X0c3GWB74qhjs8uNygSGwQof2pd+vU4H1nMHMrgpBtYb8zEeOgGPHGm/ii6YmGLR3OCyGXtAHgseLCj8GJqkdvm4j63z8Skkpf9ycMrtwOLG7j453KYAaMrsqtlWryv/UW6Vgl7oxSnNijGHHTljwoZ+0ra9yZ9/f4Un0klvcgc/a/icXPHEhaWm6WBWRykzbHpy5ajau7R/hWfJfdDi9l2fG3s/GU2fz1NcPc/d9Q7nxBsMPb61hzBIRqZfQ1lVTZle1wa6QMbvcEbLGWrWw7nG16MZYl8yuWgheiJwuzewKvcisi0jBrsafFbAaTjembY/o1q1jsCu8jTRsAzApnfD3n9yg7xG1WnRjDAt2BR8H1w9+7MYE1ivdbkpK4GI9OEC9MzhAveXE7Q4ca4ypf3ZidTweix5Rfn1aomBGpHF6cKSGZo5WqGuHs16B+tTQYJciGnUSKehbdbCrvEFWzKSsr4rBrljOxqivhjSI4mLD5i2weo1hyedQ9N0xnhj975zffxkAOQkXk3Tzk1zauWOcSyoiTZ5l4Rt4Kb6+F+JZ80fca//CiLZref2i63l/3xW88O69rFjRncd+DgOzdNUsEkuRuhrWlNkV7WyMwW3HbTrGpqY2s/yFXng0UrArKKWFZ3bVSh27MbZrZ9G7lwkM3N2qVMjuibIbY+XmUKEbY+l2U1Mh/xScKW0fjpDMLsuyuOhCU7o9HXQaTFI7fBnngbtCVLxSoLN+jb7OQXelEpeJNFZicBy0xuzGWPH4r8wuaXKKiw1bvoWv18NXXxu2bCmfnvqCzp/z+MWP0T7hOH5HAsUX/H90HDNTg3SISO14Uig5/368I67H8+UzuL99n8t7vcf3eizg/X1X8sTPbmfyNRn84ObAYL4iUn/BxBXLEZgR7uBB6NOn+te4ogh2+conSVNmV6nwC//qPxTTiJldFcdPSUmNvF60SiIEu5pt8KGOwS5opTdnajVAvUUwqFWWiRV8ffBzNzZOJ5jSTK7UlODFemk3Riu8G6PODRpJpPHuKtZ1PdN3AnUZ+H4Ex5mKRqyzkpqzSEGlYAZvZSGfW4yDXRUzLZXZJXFXUhLI3Pp6PXy93rB5c+WTl26dzvDY2b/lfPfrAPg7ZlE87bfYHQfEocQi0lKYNt0ovvRpvKO/j+eL3+Het5IZGW9zZe93+HDDdB5fezv/+rMB9OurExqR+godoH5Af4v+mabGwISrmnHWXZEGqNeN9oBaZXaFDvrUwJldFS6IkuuZjeSLEOxqtqrJTJIIKn6vreo/v3POAr+fkGEKAn8tYzClf51OcLtLg12pcCKvPBhcNmZXDe8jjSDGmV0ACZ5AoKt9zfNshLyoTb3ft6UI/a0OTqhw9FiglVWaYCG07cY4YOip0JtVmV3S6EpKyjO3vl5v2LS5vE9vUIf2MHo0jB5lcW7f7fRZ9xDO3J2B14/+PiUX/AwaYrpVEWmV7K7DOXPdX3Ac/BrPqtm4di/lsl7vM838k2VzLuTLQTcwftYFODWYg0idlQ1JVHpuG00GjquaoaeC4+bYBk6eCixTZlcpRy3Grwntxlib19VB6F32pMT6Z8f06wc7s+tZqDjzdxmG4+Q+7I5Z8S5KM1Mx2FV9pLtdu4rrVxigHhvLshhzlgPTJpAN5nKaskwvpx3ok9XQXX2lDmIQKB43Fk6cgM6da17Xl3E+jhO7sTsNqvf7thShv9VuNwweFPg8U1MDY89VYpUOehfjsQcqZnYp2CUNzrYDg8qvWQtr1xk2fhM5uDVqVCC4NWYU9OoFlvHjXvtnPJ8+j+X3Yid3pPiS/wpMby0i0gDs7qM5c/UcHEc2Y76YQ8reRVzQ+XM4/jnfPdOVkpHXknzetZg2rXRqJJF6MHUYRD70RLXywLMWnToZjhyNPB5Yq1abi7/GHKA+pH7S0uq/vb59LDp1NBw8BHv21n978WDSM/CnZ8S7GM2OqZTdU9u0zgoD1JceRNxuJ8YdeM7lLl/PbRcEHifUs++txIblKOuCWt14bdFKSLDoGsWkqQAktcNOahqzIDYVob/VTmfgZlb1WXKlXUdjnI4dOpumw4ptt3YFu6TMyZOGFatgxQrDuq8g72T48+3TYXQwuDW6NLgV8mW0cneS+NHPcR75BgBfv4spnvorTHKHRtwLEWmt7C5D4drnKDi+m/3vzaXr4Xfp6DkMm5/H3vwi/j7n4x98Ob7MieCp53RiIq1E2ZhdtTj3rK4bI0D3bnDkaMg66sYIlM9iFpVGDHYllx4u26RCVoxGokhNtejbx1BQAF10H6L1qNSNsZaNv2Jml6kcMXe7yoNqZWur61qTYCwLqyxbWF1L4y30tzqabCpjObCM3aBjdsVyvC5QsKvV27/f8MUyWLY8kL1lh4yzmZwcCG6dc7bFWWMCA9NGjLTaftzr/opn+XNY/hJMQhuKJ/4c3+ArdbtWRBpf+770vPURjhy4n7n/u5CzmMtZHdbhyFmKO2cpxpWEL3MSvsHT8Wec3+AXiiLNWV3G1XLWMM56hw6QmABnigP/VzfGUq4EfJmTosvwCjm/Ms6G7cbYtYtF2zaBmQNjecfd7Q7cPJXWpJ7BrmDbsEtnuDCVD1CBC3hH2GLjUWZX0+AA/KUPFeyKt1p3Fwwe/2N8fR+a2WXXfc6PiBTsaoXy8gyffgYfLTJ8+234c/0z4fzzYNxYiyGDax6XwXF0CwmfPI7z8EYAfH0vpHjKE+ouJCJx16VHIjc+eTnvvHs5v35lF1M6f8D0Xv+kZ/I+3Ns+wL3tA4wnFV/fC/FnTsLX90INXCpSQYUhu6ISegId6cTVsizGjDZ8vQGKzwRurkkpd7SjvzdeZhdAcrIikhID9ezGaIKTOPiDsxyUdokL2Y7bHaG7pLK5m4bQw4hDYYh4q/3YWA0T7HI4ymfWtE3169aWvmWthM9nWLYcFnxkWLkqMLMJBKaTHj0aLjjf4vzzoGvXKL+8xfl4lj2He8NrWMbGeFIpvvjf8A29WtlcItJkOBwW18yAsWP78Z9P3cOLn9zN0Hab+OHZ/+TCDh/hKvoO97YFuLctwDjc+HuNxdd/Mv5+kxS0F6E8caI2XQtCp4Sv6i5tSorF+eMNXm8VA+FK9ULPtRo4s0skZioEoSoFpWoSnIzBLg12RUg9dTrB6whkclkWGFei+ko3FSYkkqHMrrgLZOoG6sREE2QKtqNm1J4U7Grhjhw1vP9Pw/sfQG5u+fKBWXDJVIspk6B9+1qcZBqDa+sHeJb+Bsfp7wDwDpxGyUWPYFKjmApDRCQOevW0eOE5eGOuxR//PJyffjKctLaP8MTt33Buu89w7/oMx/FduPYsw7VnGXz6BP4uw/BlTsKfOSkw45YC+dLK7Mz2VZqNsbaCN9cisSyr0ixMEiWnJ9B90aCu2NJ81HfMrtLArhXM7IrQjdHthoKEDNoVfRs4fmkm+CbDMiF3PzRmV9MSVbAr2H6bz/mwgl0tkG0bVq+Bd98zLF9RftOjfTpMuxS+d4lFn4zaf0kdhzaS8MVvce5fE3if9D4UT/oP/BnnxbL4IiINwum0mHUTjB8Hv3rKsH2Hg/t/N5Kx54zkwft/Su/kHFzZn+La+SmOQxtwHtmE88gmWP4cdtvu+PpNwp85EX/Ps3VxKa3Crt3+snOIuo6rVV2wS+rBsvBnTi57LNIsxCjYVdaNsWwGjfLtOBwWWE6OtjmfBOcW7E4D61hYibmwYJeOW01JVL0HG2jMroakYFcLciLP8MEC+Mf7hkOHypePGQ1XXmFx4YTAYKC1ZR3fTcKy3+PasRAA40yg5Nwf4z3rNnDpgk9Empd+/SxeehFe+Tv836uBmwM/+FfDzTMzuHnmD0k453as08dw7lqCK3sxzj3LcZw6iGf9q7D+1cA4X30mBMb56nMBJLWL9y6JNAivt3wQ+bqe2yrY1YDUDUianQrBrVp+h03FboxUno0xqMTVjty08+iX0nwuzEUaW7eucPgw9OwRzdqBtlTr7sdxpGBXM2eM4ev18N4/DZ8vDZyYAqSmwrTvwZWXW2TUIYsLwMo/gmflC7g2zccyfozlwDfkSkrG34Np2z2GeyEi0rhcLot/vQWmTIZnng0EvP7yN/h4keG+e+D88R0xw6/DN/w68Bbh3LsSV/ZnOHctwVH4He7tH+He/hHGcuLvcRb+zIn4Midh2vWO966JNIi6BrtiPbOSiDRj9RygvmI3RitCN8ZQPgXbRao1bKjF4EEGpzOKH/kGHLPL6WyYm2MKdjVTx48bFnwE/1xg2L+/fPngwXDVFRaTJ0JiYh2DXCd241nzZ1zf/qPsx8SXOYmS8x/A7jggFsUXEWkSevW0+J+nYcnn8NzzhoMH4dGfG0aNhJ/8GIYMtsCdFOi+mDkRjI3j8DeBjK/sz3Dm7sC1fzWu/atJ+Pw3+Dtk4u83CV/mROxuI5vVIJ4i1WlGvRZEpIGVD2tdSy4PdlovrKJcTGK7Wsw+WirYjdHYYPsjdmMMpcxSkZpFFegCysfqiv0JwcABsGUr9OoZ2+0q2NWM+P2G1Wvh/X8GZlYMHsCTkgLZCVdebjFoYF1vvfpx5nyBe8PrOHd/gVX6E+bvcTbFEx7E7jEmRnshItK0WJbFxIth3Fj42yuGt+bB+g1wx12GSRMNd/zQomfP4DgFDuxuIynpNhImPICVtw/XrsU4sxfj3L8GZ242ztxsPGtexk7phK//FPwDpgbG+dI029KM1WY2RoDBAyFnb2BCHBGRILvbiLq/2BEy86i/uPxxFdF4BbtEYqgssyv2wa4ePSzS0w1JtYx/10Rn3k2cMYYdO+GzxYaFn8DRo+XPDR0Cl19mMeliSE6uw5fOGBzHvsX17Qe4ti3AUXC47Clfv4mUnHO7glwi0mokJ1vcdafFjKsNf/qz4cOP4bPF8PlSw7RLDbNuDAl6lTLteuEd8wO8Y34AZ07iyvkSZ/ZnuHYvxXH6GJ4Nr8OG1zGJ7fBlTsI34F/w9z5P4x1KTLz88sv89re/BeDNN99k1KhREdfbt28fc+bMYdmyZRw7doy2bduSmZnJzJkzufTSSxukbD17WvSM8R1aEWnlLAvjcGPZXvCFBrsij/1lK9glEjtW+Y3fhlCneEYNFOxqgowxZO+CxUsMny4mrJti27Zwyb/A5dMt+vWrW4DLOp6Na/vHuLd+gOPE7vKnEtriHTYD74gbMOl96r8jIiLNUJfOFj9/1OL66wyzXzKsXAXv/xM+WGCYeLHh+7Ms+mdGOP4mpuEbNB3foOkU+0pw7luJa8dCXDs/xTqTh3vzfNyb52M8Kfj6XhwIfPWZAJ6Uxt9Jafays7N57rnnSE5OprCwsMr1li1bxt133w3AxIkT6dWrFydPnmTbtm2sWLGi2mCXK+QssbaZXSLScmUNgG07Yt/lKCpON9henIfWly+rcPHdPh2On4Bu3Rq5bCItmdVw3RgbioJdTcTp04a1X8HKVYZVq8MzuDweOO9cmDTJ4vzxkJBQyy9YUR6uvStw7lmGM2dZWAaXcSbg73cx3kHT8Pe9CFwJsdkhEZFmrn+mxW9/Y7HxG8OrfzcsXwmffgaffmY471zDjKstxp5TOs15RS4P/r4X4u97IcVTfolz/zqcOxfh2rEIx+mjuLd9gHvbB4FjcO9x+PpNxN/vYkybro29m9IM+f1+HnnkEQYNGkSfPn147733Iq536NAh7rvvPrp06cJf/vIXuncPn1zG5/NV+z6JCRYnSx9rzC4RCerd26Jjx9h3OYqK0w1esEpCgvwVDlAjR0DucejYoZHLJtKCGYcrEOZyNp8QUvMpaQtTUGDYtBk2fGPYuBE2bQ7vV+7xwLhzygNcUaf1+b04jmfjOPwNzsObcBz5BsexbeWzlQDG6cHfaxy+QdPwIT/EJAAAIABJREFUZU6BhNQY752ISMsxYrjF07+22LHT8OprhsVLYPlKWL7S0K0bXHEZTL8U2rev4jjtcOHvPQ5/73GUTPw5jkMbcQUDXyf34dq9FNfupfDp4/g7Dcbf7+LAAPddhmqAe4no5ZdfZuvWrbzzzjv86U9/qnK92bNnU1BQwPPPP18p0AXgclV/Ghh6c03BLhEJ1RBdjqISOm4XRDw4uVwWXTo3UnlEWgm740BITMOkNJ/GpWBXIygpMezaDdt3wPbths1bIHtX5em4e/aEc8fBuWMtRo+qIYPLGKyCwzi+24kjN+TfsW1YoQM2lvJ36I8/43z8fSbg73E2uBNjvJciIi3bgP4Wj///FrffZpj/TmBMr0OHYM7Lhj/9BSacZ5g8yWL8udXMhms5sLuPoqT7KEoueAhH7k6cu5bg2rUYx8H1OI99i/PYt3hWvYid0hF/34sCWV8Z48Gd3Lg7LE3S9u3bef7557nrrrsYMKDqGZKNMXz00Ue0a9eO8ePHs2nTJtasWYNt2wwePJhzzz0XRw19Ez0hQ8sp2CUiTYFxusM7UZk6zQsp8aQbec1TYlvsxLbxLkWtKNgVY0VFhp3ZsH07bN9p2L4ddu2OPBtI9+4wcjiMHBEIbvXoEXLoNjbW6VysgiNYBUdwnDqIdXIfjpP7sfJK//qKIpbBeFLxdxmK3WUY/q7DsbuNVNcYEZEY6dXT4v57Le78keGzxfCP9wM3MZYshSVLDYmJcN54w6SLLcaNhaSkqgJfFnbHAdgdB+Ad+yMoPI4rZymu7CU493yJ4/R3ODa9jXvT2xinG7vbKHy9z8Xfezx2l2HlU7BLq+Hz+Xj00UfJzMzkjjvuqHbd/fv3k5eXx/Dhw/nFL37BG2+8Efb8kCFDePHFF+naterzA4/HIiUlMKZc+/YeXC5FvJqT9PT0eBdB6kD1Vj37VBuwT4UtczSRz0x1Vz279PcEh6vJ1FmQ6q5lUrCrHvLzAzMlBjO2tu+APXsj32Bo2zYwmGPWABg0wMvozGN0cB/FURrMsnYewfr6MI6Co1gFh7EKjgVmGqmGcbiw0zOwOwzAtM/E37E/dseBmPQMRcxFRBpYYqLFtEth2qWBLo6LPjUsXgyHDgdmcfxsscHjhlGjDOecbTFsaOA3oMqs3eT2+IZchW/IVeAvwbl/bWnW1xIcJ/fh3L8G5/41sPwPGHcy/h5n4e8+CrvbSPxdR0BCm8b9AKTRzZ49m23btjF37lzc7uqDnbm5uQBs2bKF7OxsnnrqKSZPnkx+fj5z5sxh7ty53HfffcydO7fKbXg8cPr0aQDy8k7jdCrY1Vykp6dz4sSJeBdDakn1VjNn7mGs4tNhy3xN4DNT3dXMVfp7Ypwe/E3os1LdNU/RBCibTbDLyj+Me/VLWN6iQCDH4QKHA2M5weEMTDnrdGOcHnB6wOXBOD3YbdrhKvYHlrvc4EwIWSeh0voE/znCp7A9cSIQzNq+A7Ztt9m108t3h714nCUkOotIcZ2mres053YsoGv6abK655HRKZfuaSfokJhLkn0cR2EuVmEu1oaTsKHmfTZYmJQOmNSumDZdsdN6Y7friUnrhZ3WE9O2e6CsIiISVwP6Wwzob3HXHYat2wKz6S5eEgh8rV4Dq9cE7oK4XNA/0zB0CGRlWfTJgD4ZkJJSIYjg9ODPOA9/xnmUXPxvWHl7cO5diXPfKlx7V2KdycOV8wWunC+AwO+F3aEfdpfhgWyxDv2xO2Ri0tIa+ZOQhrJ161Zmz57NbbfdxtChQ2tc3y4dK8Hv93P//fczY8YMANLS0njyySfZtm0bGzZsYO3atZx99tkRt5HgKf9eajZGEWkKTGonrOJTNa8oTVczGuBcmrdm801z7fwEz4bXa/06P1CX0alsy4XPuCmxEyj2uUkxPsY5SrjAUYInzQtnRbGRYuBo5KeM041J7YJJ7YJd+te0CXmc2gWT0kndVEREmhHLshg8CAYPsrjrTsOevbByFazfEOjqeOIEbN0W+AflacCdOhr69IHOnaF9e2ifbtG+PaS3g+RkSE7KILFbBkn9biAp0cZzYjvO/WtxHN6I89CGQOZXbjbO3Oyw8vg8ySS164Np0y3w+9KmKya1MyalEyahLSYhFTypmIQ20c3GawzYvsA/vxdsH1bpX+wSLH+F58oee8HvxaR0xO42SgNA1cEjjzxCr169uPfee6Nav02b8ky/yZMnV3p+4sSJbNiwgU2bNlUZ7HKHjdmlOhOR+LM79Me4krB8xThyd8S7OFIL/m6jcHy3DX/3MfEuirQSzSbY5R16NcbpCUTybT8YP1bpX+zgPx+WvwT8JeArxvKX4HYYvGdOY/lKl/tLsHzFZY+NtwR8JThMCVbIhYfD+PDgw+MoIrWG5CnjdAcuFkr/4UnBJLbFJHfAJLfHJHcM/E0K/N9O7gBJ7dTVUESkBbOs8sytG6+3MMZw+DBs3gKbtwQmLsnZA7m5cOy7wL9y1Q24a+FxDyQhcSBOxywA2nlyGdJ2IwNSv6VPcjYZydn0StqNu6QQ59EtcHRLjeUNZEq7ApnNpX8NViBgVRq0qql7fTQKZ87F7jq83ttpbbZu3QrA8OGRP7sbbrgBgBdeeIEpU6aQkZGB0+nE7/eHBb6C2rYNDDJbXFx5UpugxOomyhERiQeHC5OegTEGMJgkjbXUXJi0HvjTesS7GNKKNJtgF54UfCOur/XLktLTyT9xglOnDNm7KP1nyM6G3buh6ExwTYPL8uJxeElyldCvTzFZfUrI7OOlX28vvTJcJKaUd3MMdHl0R+zyKCIiUpFlWXTrBt26wZTJ5UGE/PxABtievfDdd3D8uOH4CTh+PJAJVlQU+K0qKgR/6Sy+Jd7Av6A8OpBzbCIwsWyZ0/LRM3kfGak5dE48Spekw3RJPELnpCP0aX+MzmmnsUrysUoCY2hYxh+YTSVkQpVoQh3G4QoEx5zuwEVI6GOnOzBNfOkyu0037PS+9fgUW69rr7024vK1a9eSk5PDpEmTaN++PT16BC4kPB4Po0ePZu3atezcubNS9tbOnTsBytaPJD3donMnSNQEziLS1FgWdqeB8S6FiDRhzSfYVYPiYkPu8cAd8kOH4eBBOHjQcPTYSXL22Hz3XeTXedzQr19g7JSsAQkMzEqgX9/IAwhrYlsREYm1Nm0Cg9cPKxuGKXKIyRiD1wtnzkBhUeCvMaWTopT+QBnKJ0kxxk3btqM4dbIfliPQc9AicH8muRcUOkrfx/ZDyWksb2FYtrRl+8CY0oBVxQBW8P9udUlsJP/5n/8Zcfmjjz5KTk4Od955J6NGjQp77qabbmLt2rU8//zzvPTSS3g8gVT17Oxs3nnnHVJSUrjggguqfE/Lshg5QvUrIiIizU+TDHYVFxs+/AhO5IFtG4wJ3M32+6CwEE4XwunTgccnT8J3uZCfX9XWfGWPunWFzEzo1xcyMy3694MePdBU2iIi0uRZloXHE5ghr7QHWo3S012cOFHDb5zDCYltMYnhG9UNnuZv+vTpLFy4kI8//pgrrriCCRMmUFBQwMcff0xxcTG/+c1vSNMkBiIiItICNclg17IV8Ntnan+a7XFDhw7QpQt07w7du1lkZaWQ1vZ05NmuRERERFooy7L43e9+x6uvvsq8efN488038Xg8jBkzhjvvvJOxY8fGu4giIiIiDcIyxtQ6qnTixImGKEuZ/HzD31835OeXjpNrBcZydzohJdkiJQVSkiE5BdqkQseOgSBXm9TKswWlp6c3eHmlYakOmzfVX/Om+mveWmP9padrsOJYam3fn5aiNbb9lkD11nyp7pov1V3zFM35XpPM7GrTxuLHdygLS0REREREREREaqdOmV0iIiIiIiIiIiJNkSPeBRAREREREREREYkVBbtERERERERERKTFULBLRERERERERERaDAW7RERERERERESkxVCwS0REREREREREWgwFu0REREREREREpMVwxbsA0Xj55Zf57W9/C8Cbb77JqFGjIq63b98+5syZw7Jlyzh27Bht27YlMzOTmTNncumll0b9fhs3buQPf/gD69evx+v10r9/f2655RYuv/zymOxPa9OY9Tdp0iQOHDgQ8bkbbriBJ554om470YrVVH8DBw6scRtLliyhW7duUb2f2l/sNWYdqg3GXjTH0JycHObMmcO6des4fPgwaWlp9O/fn5tvvpnJkyfX6v1ycnJ45plnWLVqFYWFhWRkZHDDDTcwc+ZMHA7dI2vpdAyOv3/84x+sW7eOTZs2sX37drxeL0899RQzZsyIuP6xY8f4/e9/z+eff87Jkyfp3r07l19+OXfccQcej6fS+iUlJbz00ku8//77HDx4kLS0NC666CIeeOABOnXq1NC712IdOXKEDz/8kKVLl7Jr1y6+++470tLSGDNmDLfffjsjR46s9JqCggL+8Ic/sHDhQo4dO0anTp2YOnUq9957L6mpqZXWt22b1157jTfffJM9e/aQnJzMuHHjePDBB+nTp08j7GXLdOrUKZ577jm++eYb9u/fz8mTJ0lPT6dv377MmjWLqVOnYllW2GvU7pquaM6b1PZahyYf7MrOzua5554jOTmZwsLCKtdbtmwZd999NwATJ06kV69enDx5km3btrFixYqogyWrVq3ihz/8IW63m+nTp9OmTRsWLlzIQw89xIEDB/jxj38ck/1qLRq7/gDatGnDLbfcUmn5sGHDar8DrVw09XfPPfdEXL5nzx7ef/99MjMzow50qf3FXmPXIagNxlI09bdhwwZ+8IMf4PP5mDRpElOnTiU3N5dFixbxk5/8hHvvvbfKOq5o586d3HjjjZw5c4bvfe97dOnShaVLl/Lkk0+ybds2nnzyyVjunjQxOgY3Dc8++ywHDhwgPT2dzp07V3kDAQIX3Ndffz2HDh1iypQp9OnTh3Xr1pUFLF966aWwILVt29x11118+eWXjBw5kn/5l39h7969zJ8/n+XLlzN37lxdeNfRK6+8wssvv0zv3r0577zz6NChA3v27OGTTz7hk08+4X/+53+YNm1a2fqFhYXcfPPNfPvtt5x//vlMnz6drVu38te//pVVq1bx2muvkZycHPYev/jFL5g7d27ZzYzc3FwWLFjAsmXLeOONN+jfv39j73aLcOLECd5++21GjhzJ5MmTadeuHbm5uSxevJj77ruP66+/Puz3T+2u6YrmvEltrxUxTZjP5zPXXHONufbaa81DDz1ksrKyzNdff11pvYMHD5oxY8aYqVOnmgMHDlR63uv1RvV+Xq/XTJkyxQwbNsxs3ry5bHl+fr6ZPn26GTJkiNm9e3ed96e1aez6M8aYiRMnmokTJ9ar3BIQbf1V5YknnjBZWVnmz3/+c1Trq/3FXmPXoTFqg7EUbf3dfvvtJisry3zyySdhyw8cOGDGjBljRowYYYqLi6N6z1mzZpmsrCyzZMmSsmUlJSXmlltuMVlZWWbFihX12ylpsnQMbjqWLVtm9u/fb4wxZs6cOSYrK8u8/fbbEdd9+OGHTVZWlvn73/9etsy2bfPII4+YrKwsM2/evLD1582bZ7KyssyDDz5obNuutPzhhx9ugD1qHT7++GOzZs2aSsvXrFljhg4dasaOHRt2LH722WdNVlaWefrpp8PWDy5/9tlnw5avWLHCZGVlmZkzZ4ZtZ/ny5WbgwIFm1qxZMd6j1sPn80W83sjPzzfTpk0zWVlZZvv27WXL1e6apmjPm9T2Wo8m3R/h5ZdfZuvWrfzXf/0XTqezyvVmz55NQUEBv/zlL+nevXul512u6BLYVq5cyd69e7nssssYMmRI2fLU1FR+8pOf4PP5mD9/fu13pJVq7PqT2Iq2/iIpLi7m/fffx+12c+WVV0b1GrW/2GvsOpTYirb+9u3bh2VZXHDBBWHLu3fvzoABAzhz5gwFBQU1vt/u3btZs2YN48aN46KLLipb7na7efDBBwF466236rg30tTpGNx0nHfeefTo0aPG9QoKCliwYAG9evXipptuKltuWRY//elPcTgcldps8P8/+9nPwrplXXPNNWRmZrJgwYKojhdS2dSpUzn77LMrLT/77LMZN24ceXl5bNu2DQBjDG+99RbJycllPRuC7rzzTtLS0pg3bx7GmLLlwbp74IEHwrrJjR8/ngkTJrBmzRp2797dELvW4jmdzojXG6mpqUyYMAEIZLuD2l1TFs15k9pe69Jkg13bt2/n+eef56677mLAgAFVrmeM4aOPPqJdu3aMHz+eTZs28Ze//IU//elPLF++HNu2o37P1atXA5Qd1EKdf/75YetI9eJRf0ElJSW88847zJ49m9dee42tW7fWZ1dapWjrryoLFy7k5MmTTJo0ifbt20f1GrW/2IpHHQapDdZfbepvwIABGGNYtmxZ2PJDhw6xY8cOsrKyoqrD6trgiBEjaNu2rdpgC6ZjcPOzfv16SkpKOO+88yqNJ9S5c2eysrLYsGEDxcXFQOAmxoYNG+jbt2/EYNr5559PSUkJGzZsaJTytybBQErwb05ODkePHmXMmDGVukslJCRw9tlnc+TIkbIACwS6GScnJzNmzJhK2w+22zVr1jTULrRKxcXFrFy5Esuyyrqpqd01TdGeN6nttS5NMmXG5/Px6KOPkpmZyR133FHtuvv37ycvL4/hw4fzi1/8gjfeeCPs+SFDhvDiiy/StWvXGt83JycHgIyMjErPpaWlkZ6eHvbFl8jiVX9Bx44d49FHHw1bdsEFF/D000/X+qK9NapN/VVl3rx5AFx33XVRv0btL3biVYdBaoP1U9v6u//++1m3bh333nsvkyZNIiMjg+PHj7No0SK6d+/O73//+6jet7o2aFkWvXv3ZtOmTRQVFZGUlFSrfZKmT8fg5idYH1UNjpyRkcHWrVvZt28f/fv3Z+/evdi2XeX6weU5OTllAU6pv4MHD7J8+XI6depEVlYWEF3dBdfr06cPhYWFHDt2jKysrIgZK6F1J3V36tQp/va3v2HbNrm5uSxdupRDhw5xzz33lH3GandNT23Om9T2WpcmGeyaPXs227ZtY+7cubjd7mrXzc3NBWDLli1kZ2fz1FNPMXnyZPLz85kzZw5z587lvvvuY+7cuTW+bzB9tE2bNhGfT01N5fDhw7Xcm9YnXvUHMGPGDMaOHUv//v3xeDxkZ2fz/PPPs3TpUn7yk5/w+uuvV7oLI+FqU3+R7Nu3j1WrVtG9e/da/Wir/cVOvOoQ1AZjobb1179/f958803uv/9+Pv7447LlaWlpXHPNNVHPEhRNGwTIz89XsKsF0jG4+cnPzweia7OhfyPNNAaQkpICoO5UMeT1enn44YcpKSnhoYceKrtYrqkualt3weWqu/o5deoUzz//fNn/3W43Dz/8MLfddlvZMrW7pqc2501qe61Lk+vGuHXrVmbPns1tt93G0KFDa1w/2M3N7/dz//33M2PGDNLS0ujZsydPPvkkI0eOZMOGDaxdu7ahiy7Ev/7uuecexo4dS/v27UlNTWXkyJHMmTOHs846i6+//prPP/+8XvvX0tW2/iJ5++23McYwY8aMsJlopHHEuw7VBuunLvX3zTffMHPmTNq1a8f8+fNZv349n3zyCddccw1PPfUU999/fwOXWkREKrJtm5///OesWbOG66+/nquuuireRZIa9OzZk23btrFlyxY+/fRT7rvvPp555hnuvfdefD5fvIsnEcTivFdariZ3JfrII4/Qq1cv7r333qjWD42qT548udLzEydOBGDTpk01bqtiJLeigoKCKqP4EhDP+quKw+FgxowZAHz11Vd13k5rUNv6q8i2bd555x0cDgfXXHNNrV6r9hcb8azDqqgNRq+29ef1ennwwQexLIsXXniBoUOHkpSURK9evXjkkUeYNm0aixYtYuXKlTVuK5o2GLqetCw6Bjc/wfqoqc0G1wv+rSoD4fTp04DaeCwYY3jsscd47733uOKKK3j88cfDnq+pLmpbdzo+x5bT6aRnz57ccccdPPDAAyxatKisl4naXdNS12tPtb3Wocl1YwwOZDx8+PCIz99www0AvPDCC0yZMoWMjAycTid+vz/iSVjbtm0BygYJrE5oX+xhw4aFPXfy5ElOnDjB6NGjo96X1iie9Ved9PR0AIqKiuq1nZautvVX0RdffMHhw4eZMGFCxJk1q6P2FxvxrMPqqA1Gp7b1t2vXLvbt28fUqVMjdi0899xzWbBgAZs3b+bcc8+t9r0rjkcSyhjD3r176dy5c6UBXaVl0DG4+QmOLVPVWDF79uzB4XDQq1cvAHr37o3D4ahy/eDyaLs+S2S2bfPv//7vzJ8/n8suu4xf//rXlbKko6m70PWSk5Pp1KkT+/fvx+/3Vxo7SHXXcCZMmMB///d/s3r1ambOnKl218TU5doT1PZaiyYX7Lr22msjLl+7di05OTllM4MFZ7PweDyMHj2atWvXsnPnzkpT/u7cuRMgqimczznnHObMmcOXX37J9OnTw54LznI1duzYWu9TaxLP+qvOxo0bY7Kdlq629VdRfQY1V/uLjXjWYXXUBqNT2/rzer0AHD9+POLrgstDp8quSrB9ffnll5UGeN24cSOnTp3iwgsvjG5HpNnRMbj5GTVqFB6Ph+XLl2OMCRsP8ejRo2zfvp2RI0eSkJAABGYaGzFiBOvXr+fAgQOVjsfLli3D4/EwcuTIRt2PliQ00DVt2jSefvrpKge17ty5M1999RWFhYVhNxGKi4tZu3YtnTt3DpswYuzYsXzwwQd89dVXnHPOOWHb+/LLLwEqLZf6O3LkCEBZPardNS21PW9S22tlTDPxyCOPmKysLPP1119Xeu799983WVlZ5pZbbjHFxcVly3fu3GlGjhxpRo8ebfLy8sqWl5SUmJ07d5o9e/aEbcfr9ZrJkyebYcOGmS1btpQtz8/PN9OnTzdDhgwxu3btaoC9a/kao/527NhhTp48WWn7a9asMcOHDzfDhg0zBw4ciOFetR7V1V9Qbm6uGTp0qBk3blxYPVak9hcfjVGHaoMNp6r6Ky4uNmeddZYZNGiQ+eKLL8KeO3z4sJkwYYLJysoyW7duDXtu586dZufOnZXeZ9asWSYrK8ssWbKkbFlJSYm59dZbTVZWllmxYkUM90qaEh2Dm6Y5c+aYrKws8/bbb0d8/uGHHzZZWVnm73//e9ky27bLjhnz5s0LW3/evHkmKyvLPPjgg8a27UrLH3744YbZkVbA7/ebRx991GRlZZn77rvPeL3eatd/9tlnTVZWlnn66acjLn/22WfDlq9YscJkZWWZmTNnhv1GL1++3AwcONDMmjUrdjvTymzZssWcOnWq0vITJ06YK6+80mRlZZl33323bLnaXdNX3Xmv2l7r0eQyu+pi+vTpLFy4kI8//pgrrriCCRMmUFBQwMcff0xxcTG/+c1vSEtLK1v/yJEjTJs2jR49evDZZ5+VLXe5XPzqV7/i9ttvZ+bMmVx22WWkpqaycOFC9u/fzwMPPEDfvn3jsYstWqzq78MPP+SPf/wj48ePp0ePHng8HrZv386yZctwOBw8/vjjMe2WJeHeffddvF4vV111VbVZJGp/TVd961BtsPF5PB4eeeQRHnvsMX70ox9x0UUXkZmZSW5uLosWLaKgoIBZs2YxcODAsNdNmzYNgG3btoUt/+Uvf8mNN97I3XffzaWXXkrnzp354osv2LZtG9ddd12NXSGl+dIxuOl46623WLduHQDbt28vW7Z69WoApkyZUtYN/Wc/+xmrVq3iiSeeYMWKFfTp04e1a9fy1VdfMWHCBK6++uqwbV911VUsWLCADz74gP379zN27Fj27dvHwoUL6datGw899FAj7mnL8sILLzB//nySk5Pp06cPL774YqV1pkyZwuDBgwG4/fbb+eyzz/jjH//It99+y9ChQ9m6dStLly5l8ODB3H777WGvPffcc7nuuut46623uPrqq7nooovIzc1lwYIFpKam8stf/rIxdrNFmj9/PvPmzWPcuHF0796dpKQkDh48yJIlSygsLOSSSy7h8ssvL1tf7a55U9trPVpEsMuyLH73u9/x6quvMm/ePN588008Hg9jxozhzjvvrFXa/bnnnstrr73Gc889x4cffojX66V///7cf//9XHHFFQ24F61XrOpv3LhxZGdns2XLFlavXk1JSQkdOnRg2rRp3HrrrYwYMaKB96R1i0X3N7W/+KpvHaoNxsd1111Hz549+dvf/saGDRtYunQpSUlJDBo0iOuuu65WM4D179+ft956i2eeeYalS5dSWFhIRkYGjz32GLNmzWrAvZCmQMfgpmHdunW88847Ycu++uqrsgk+evToURbs6ty5M3PnzuX3v/89n3/+OYsXL6Z79+7ce++93HHHHZXGinI6nbz44ou89NJLvPfee/z1r38lLS2Nq6++mgceeIBOnTo1zk62QAcOHACgsLCQ2bNnR1ynR48eZcGu5ORkXnnlFZ5//nk+/vhjVq9eTceOHbn11lu55557Io6P+MQTTzBw4EDefPNNXnnlFZKTk5k4cSIPPviggtH1cMkll1BQUMD69etZs2YNZ86cIS0tjbPOOourrrqK6dOnh3VXVLtr3tT2Wg/LGGPiXQgREREREREREZFYcNS8ioiIiIiIiIiISPOgYJeIiIiIiIiIiLQYCnaJiIiIiIiIiEiLoWCXiIiIiIiIiIi0GAp2iYiIiIiIiIhIi6Fgl4iIiIiIiIiItBgKdomIiIiIiIiISIuhYJeIiIiIiIiIiLQYCnaJiIiIiIiIiEiLoWCXiIiIiIiIiIi0GAp2iYiIiIiIiIhIi6Fgl4iIiIiIiIiItBgKdomIiIiIiIiISIuhYJeIiIiIiIiIiLQYCnaJiIiIiIiIiEiLoWCXiIiIiIiIiIi0GAp2iYiIiIiIiIhIi6Fgl4iIiIiIiIil5ic6AAAgAElEQVSItBgKdomIiIiIiIiISIuhYJeIiIiIiIiIiLQYCnaJSKN49NFHGT16NPfccw95eXlVrnfjjTcycOBA3nvvvUYsnYiIiIjUl873RKSpcMW7ACLSOvTp04fExEQWLVqEMYYXXnih0jo5OTl8/fXXpKamMnXq1DiUUkRERETqSud7ItJUKLNLRBrFj3/8Yz766CO6dOnCp59+ypEjRyqtM3/+fACmT59OYmJiYxdRREREROpB53si0lQo2CUijSYtLY3rr78eYwwfffRR2HO2bfOPf/wDgBkzZsSjeCIiIiJSTzrfE5GmQMEuEWlU3/ve9wAqnfwsW7aMw4cP069fP0aNGhWPoomIiIhIDOh8T0TiTcEuEWlU/fv3JzMzk6+//jostf2dd94B4Oqrr45X0UREREQkBnS+JyLxpmCXiDS6qVOnhqW2nzp1ik8++QSn08mVV14Z59KJiIiISH3pfE9E4knBLhFpdBVT2//5z39SXFzMhAkT6NKlSzyLJiIiIiIxoPM9EYknBbtEpNENGjSIPn36lKW2B1PaNVCpiIiISMug8z0RiScFu0QkLoKp7S+88AIbN26kXbt2TJo0Kd7FEhEREZEY0fmeiMSLgl0iEheXXHIJAG+++SYAl112GR6PJ55FEhEREZEY0vmeiMSLgl0iEhfDhg2jR48eZf9XSruIiIhIy6LzPRGJFwW7RCRugnf7Bg4cyNChQ+NcGhERERGJNZ3viUg8KNglInEzYMAAAIYMGRLnkoiIiIhIQ9D5nojEg4JdIiIiIiIiIiLSYijYJSIiIiIiIiIiLYaCXSIiIiIiIiIi0mIo2CUiIiIiIiIiIi2GZYwx8S6EiIiIiIiIiIhILCizS0REREREREREWgwFu0REREREREREpMVw1eVFJ06ciHU5aiUtLY2TJ0/GtQxNnT6j6Ohzqpk+o+joc6qZPqOa6TOKTnWfU3p6eiOXpuWybVvfx2ZKx5LmSfXWfKnumi/VXfMUzfles8zscjiaZbEblT6j6Ohzqpk+o+joc6qZPqOa6TOKjj6nxqHPuflS3TVPqrfmS3XXfKnuWi7VrIiIiIiIiIiItBgKdomIiIiIiIiISIuhYJeIiIiISBNgjIl3EURERFqEOg1QLyIiMWIMVt5enIfW4zj6LVbBERynj4GxMQ43JLTBbtsdk9YLf5eh2J0Hgzsp3qUWEZEY8/sNy1dASophzGgr3sURadH27jXs3Q9jRkFystqbSEukYJeISGMzBue+1Th3LsKV/RmO/EPRv9RyYncdjq/vBfj7XYzdaTBYOkkTEWnu8vLgTHHgn4g0rG07An937YZhQ+NbFhFpGAp2iYg0Fm8h7k3zca9/DceJ3WWLjdON3Xko/m4jMG17YFI6YhwuLL8XzpzEceoAjuO7cRzZhOP0MZyH1uM8tB6W/wG7XW98A6fjHX4Npm2POO6ciIjUh+5biDQ+pzPeJRBpwoxp1j9OCnaJiDQ07xncG9/AveaPOApzATCeFHxZ38PXfzL+XuPBnRjVpqxTB3DmLMO1eynOnC9x5O3Fs+pF3Kvn4O93Md6RM/FnjAdLQzKKiDRXtm1wOJrvBYZIUxY6Np7HE8eCiDRVth/n7qUYTwp2r7HxLk2dKdglItJQjMG5cxEJS35d1lXRTutFyVm34htyJXhSar/Jtj3wjbge34jroeQ0ruzFuDa9jWvfSlzZn+HK/gy7XQbe0d/HO+yaqINoIiISX6E3z20bHLpnIdIgSkrKH7ub+dXwgYOGU6dg0ECwmnEGjjQxxflY3kIsbyF20QlISo/Zpn0+g22Dx9Pw39dm3rxFRJomK/8ICYv+A1fOFwDYbbpRMv5ufIOvAKc7Nm/iScE3+DJ8gy/Dys3GveF13FvexZG3h4TFv8K9ajbes27BO/KmOgXWREQkPvx+cOksXaRBFIeMi9ecJ0DNyzNs+TbwuGtXSG8X3/JIy2HZvrLHjry92DEMdi3+PPB34kUGl6thA166ZyQiEmOubQtI/r8rceV8gXG6KRl3J4W3foBv2DWxC3RVYDpkUjLpMU7f8TnFkx7DbtsdR+F3JHzxP6S8PBn3ihegKK9B3ltEROrPtiM/FpHYOnOm/LHdjINd324tf+zzxq8c0gKFBrtOHYxZVNgOaXBFRXAq37B1m8HrbZiGqHtGIiKxcuYUCZ/9CvfW9wHwdxnGmUt/g2nfr/HK4EnBO2oW3uHX49r6AZ7VL+E4sZuEFc/jWftnvCNvwnv2v2KSOzRemUREpEah1xIKdrVMxhhOnIDU1MbpwiORFYd0YzTNtK2dyDMUnC7/v9dX9bpx4y0EHOVDavhLsIryMCkdNbZsUxcS7MLYYHvBWf8B7kJ/2wyQkwNHjkJqCvTsWe/NV6Jgl4hIDNi7l5P81t048g9hLCfecXdSMu7HDZbJVSOnG9/Qq/ANvhzXjoW4V7+E89hWPGv/hHvD65Sc80O8Z90K7uT4lE9ERMIos6vlOn7csG0HFBQE/t+5E4wcEd8ytWZh3RjjV4x6OXI4/P9NLrPL9uHKXgyAb9B0AJz712AV5eHvNBDToX88Syc1sSt8oWwbYjBzaViCmAFfaUzN56//tiNRSFVEpD6MjXvli/j/ci2O/EPY7XpTdMOrlJx3b/wCXaEcTnwDL6Xo5vkUXfW/+LsMw/IWkrD8DyT/+RJcG+eG370REZG4sJXZ1WIdPVoe6AI4eix+ZZEK3RibYVszxnDkaOBxUlLgbzSZXVb+ERyHNoDdQJGFUN7QDznwflbpcBqOk/sb/v2lXix/hWCXic13JrS9+e3A+JRQ/jewTuxC0Ap2iYjUkVWYS+L8H5Gw/DkwNt6hV1N483zs7qPiXbTKLAt/v4kUzZzLmem/w07rheP0dyR+8guS/+8qnHtXxruEIiKtmlFmV5N2+rShsLBuF2GRshbOnGmuOUVx4vdinT4Wk7GDQmdjrGpzubmGw0eaZh0VF0OJFyygS6fAMm8UmV3OA2txnNyPdSInJuU4ftywa7fBRPoQQ2eGrBgocahzWZNX8UZ4jAKkYRnM/vLMrmCwq7jY8PlS2LQ5Nm1PwS4RkTpw7F9D0iszcO1ZjnEl4pzxLMWX/FfTn/XQsvANvJTCW/5J8cX/hklMw3E8m6R5/0rCR/8GRSfiXUIRkVap4h1vaTp8PsPylbBsRd1eH6zbgVmB8boA8vNjU7bWwrlvFc59q7FO7K73tkK7MVYVWP5qPXyzKRD0amqCAQK3G9ye8GVVCglIWb4z1awYvW07IHsX5J2sYcWKH7KCXU2fv8IXKkaZXaFxUb+/cmbX7pzAzYFDhyu9tE4U7BIRqQ3bj3vliyS9dSuO00ex22dSNHMujtE3xLtktePy4B3zA07ftpCSkTMxWLi3vEvKX6fj2vJe856LW0SkGQrrxtgIvYxamrw8w+dfGHL2xP73Kzw4UvvtB6/1nQ5oUxrsOqVgV61YZwIRFUfevnpvKzSYbAx4vYbtOwyn8gN16/eX1/GevfV+u5gLdll0usBdGjeqMdgVowBXqGA8JDRTLiLjD0tdNY4YDP4kDavCmF1WjH6UwrsrVg52hR5rY0HBLhGRKFkFR0l8+4ckLH8Oy9h4h1xJ4ay52B0HxLtodZfYlpLJ/0HRjX/H32EAVtEJEj96hMT5P8IqOBrv0omIhGvBUaCwboy631Arfr9hzbrARXd2duy3H9ojqy5dTIMXck4ntG0beKzMrvgxFYJd23cEglqrVgeWhQaOco83vS6nwSCTywmu0uFhq+rGaJ3Iwco/hFUSMnWjv6boVJTlKP0cIw6OH3rT1NjgC3lPzcTY5FkVM7ti9NtbMbOrYjfGoqKYvE0ZfdNERKLg3PU5ya9chWvfKow7mTPfe4ri7/26xcxmaHcfTdHNb1M84UGMMwHXnmUk/9+VOLM/i3fRREQAsHJ34tr+Edbp7+JdlAahAerr7tCh8scJCQ37XnWpm+BrHA5ILR3toLAwdmVqXeofeKrY1ioGHitmScWsrnzFEBp0qutmQrsxVpfZVXIa55HNOA98Ffa+serGGAwaRs4qq5Cq6qs8YH2Dsf3qoVBfFcfsilE3xtCsSp+vvC1GyuwKzbCsKwW7RESq4y3Cs+Qpkt79MVbRCfydBlN48zx8Q66Kd8liz+nGO/YOCr8/H3+nwVhn8kj6x914lv63ZmwUkUZnFRzFcWw7Vv4RAJzHtgHgOPJNta8rKDDszDb4fM3rYqfiwL0SveLYJKpEpS7X0L6QzC5XaXDC3xTquLigVWZxV8zsCs3cg8pZUtHMdBgN567Pce1aAt76pa8Eg0suV/n3KWJmV8i5m1UcEtHzxibYFQxcRPx8wj5kGyskm8yKUeAkcqG8OLM/xblPEy/VS7AbYzALL1aZXSFfi9Dur8UlsHevoSTke1xj19woKNglIlIF577VJP/fVXi++j8ASkZ/n6Kb3sCk941zyRqWad+PopveoGTMLQB41v6ZxPk/0uD1ItJ4/N7AzGG5O3AeWBveBQarypcBbNgYGOT2260NWsKYM8rsqrPQwFEsLpCqU6fMrtLyOZyBgBc0jWCXa/fnOPevgTOn4l2URuWvYebTirNnxuQ75T2DVRpAsOp5PlU2ZldI8DRyQK78WGkVl48iH6vMLjvKboyWabzMLqv4FJbfi1V4PGZBvVbJH6hU40oM/D9GAcrQrMrQmxQFBYEJD8KKEIO3VLBLRKSi4nwSFv2CpLduwXFyL3ZqV4qunkPJxJ+DyxPv0jUOl4eSix/lzPTfYdzJuPauJPm1G2MyC5KISI0qdkPxh45aW32wq7A0aeLwkdgXqyE11GyMtm0wLbxLj93Awa6w4Yfq8FGGjtnlKL36akozblre+netqzN/FYNNVan+3+WaMrsqBm8iBnNqKTjAfmCD9QvChHVjLB2zy7YDbb2gwLBileHIURO2o2Hvb+x6j9sVOlFD5EBbePTe8oXO8tCAEemQg4FVdLzh3qeFs4J15CrtF25ic8AKPVbXNLGBMrtERGLJGFzbPiT5b5fj/mYuAN4RN1B4y/v4+14Y58LFh2/gpRTd9Dp2Wk8cJ/eS/NpNOPaviXexRKS1Cb04qmFwY3fIrPbNqSujHd7rJ0bbNCxbDitXx2Z7TVVoJo4hNmO9hKpv1l3obIzBzC7bJr5ByNAgk8Pd+O9vDI79a3HtWAjFjTdavzEmLFxm2xGCXRUusmPRjTEss6q4oF7b8kfoxgiBrowbvwlkyWz8BsICThW/a/XMegptBxG7UIZFiP3hwbWGDHaFdpcsVLCrToxd9iMUzOyyYlRntglu3x8x2NW2DXhKD0cKdomIxIhj/1qS3phJ4gc/xVFwBDutN0XX/Y3iKb+EhNR4Fy+u7I5ZFN30Bv6uI7CKT5L09u04dy2Jd7FEpEULvzALO9GueGUKgQur0osrT0gCbl5eQ5StAfhKSDv4CR0K1oGxY5b1U1gIZ4oDF78tOburYneXWGd31Rjs8pXg3LsK69SBiK+PlNkVujwuQoICJg6z41nHs3EUBNIvraJaNNTafI0jZI1VrL9IzaJicCsm36eQzCqrpH7BrmD5XE6wLCtskPrTIYPpWxG6CxpnIJJgl5zh8BGD11u340JYJmqE77FVYcyuRhugPjTYpcyuugmdiTHGmV3Ghs75y+h2agm+Yi8uf3hWabdukFw695fPB47D3+Dc/UWdvzOumlcREYkPYwwHD8HmzXDoMOTmGk7lB1O1ITER0tIgvZ1F3z7Qvz907hT44Y/uDWycOcvwrH4pMCYMYNzJlJx9G96zbwN3UoPtW3NjkjtQdN3fSFzwEK7sT0l87z7OTPst/qyp8S6aiLREFU+sawh2OfcuB38J/r4X4feXP593Ejp2bKhC1s7p0wa/DW3bVC6/VXwK/MUkeQ/Trmgztj08Ju9Zcda5YFZRS1PxYjvWQaSKmUAVOXJ3YBV+h7PwO3xte4S/1piyenA4wusgrmOzhQYFMDHoHFg7jry95f8xVUeTdu02nDoFo13/j703j9bkOst7f7uqvul8Z+xZPamlHtS2JFutydbkQeBBErbBDhiDGQKEJA4QuDdcyCVr3cBNcm8gBBIgdwHOIgzGYGw8YFs22MaWJWuepW6ppZ67T3ef7jOfb6yq/d4/ds3fcIY+rZasetY665zzfTXs2rVrV71PPe/zCra9xOc7QM2fxT71GHrdHvS63fGuMgfajezKklvLJru0j1o4i1TXgW3Y91Qa4QVWZEwa1Ie/Xa+LwqobQVEagvoUxw41eHkKRkfgphuX34ZFlV2Zaowpg/qLoOxqtYT9B+DKSou14X5a84Yksb5LJ76LhcBbTiwbrGCQrRJBqX1N0TcegWvO/yNKu0wM3ULbWQMYVVc4R3o+WLNmnlC1c8jQpmXvLye7cuTI8arC9LTwyKPw8CPC40/C5ORS1opvqGvXwo03CDfdqLj1rTA83CWomDqC89JXKTz3GazZk2YLdgHv6g/SfuvHkMENq3Q032UolGl+3+9Q+sqvUHjxXspf+t9oWr+Lv+t7L3XLcuTI8d2O5JvmrGeX9mNliNfC88rRV4t5gvSD6wqeB5XK0gPsXvA84TtBcbB3vl1wnOw2JQq6q+2Tq0Z2sRjZ5bexJg4gQ5e9pu99F1vZ1S8bDOiblpVsmx0ocSxL0PrSKrtSHkqrlTe7rP3HSh/lu13JNq2FQ4fN3xM2XLYJlirtClV21vmD6NHLI8/VpSi7wummVDQm2t3JnN6wzr+ImjzMdGOE4htvp1ySVH8rv23IRntlPrAR2RWke4WkV9Lwu1ig87wqhRSqKKaYPNOConkhsBKkyK6u1RiTF43uVNmJXjQlfTl44UU4Pwl+vc3a3Ykv/BZYA6u2n9cFwnNlOYbwggsnu3wX+8h9lBZGo4/Cgg0D7fGI7HIK8Xg+Pa4ZdoXR0ZXfg3OyK0eOHK8cRKA1h6pPopqzKN8F7dJuuOx/3uWxJ22efqHKglul7g2gvCpDpQG27xxgxw7FmjUwOqKMbNuCRgNmZ4Vz5+HQITh23JBjX/17+OrfC7YNb7m+yQfuOMWtO56nfO4p7GMPYs0ci5tUGsK9+gdwb/gpZGjjJeyc1wjsAq27fgvsIoX9n6f8pf+dxoc+jt5606VuWY4cOb6b0CG/6OPZlXwI136KQFhukJrEN+8zv992u1AqXRjhNZnIpnHdtM8OABKTXUo02tfAhasRkgFpNxWRffJRVGMGmT/7iil163Xh5UNwxQ4Y6qJyWwyHDguuC3uvite92GTXYv3YL2hPLh+mMNpWrFK/ZAiUNjOzwvF5Yc++biTsxdq3m8kN7X7C5hJFIqemYP16wXaWqEErxKS3NX0Evf4qoHNq6UYCh+RNpWIIpOWOJzU3zuQUnD49y0QN3n5rPEDFLpjn33YNKisku4LNOXbczvkFmJiIl7EsOsgusRwIPZj8C/PsSlVAXYpnV5Ys8b1VLfq0EGSGWjrzhsNrQyEnu5aDSHlnOaCCQXaB1RjV3CmU18RZON3xnSSctQoJH7qZKY8TszA0tHLdaU525ciRY/Xht7HOvYg1cQBr5hjWzHHUzAms2RMot96xeAW4BbhlDXBr5+YEBYUK4ldhoYoUBqBYRSpVZLgKOweQO6r42mZyos3M2XnU7EnWWifZUD6L9bLAy4ntWQX8bTfh7X0f3p735OmKy4Vl03r3f0C15nEOfYPK5z5G44f+DL3hDZe6ZTly5Hitwq1jnXsRvXZ3V59E1UfZ5bkelhYsS+G7aYXIhSi7QszOwoYLFD0lg1DfNwbqqZQs0ZnY0GM5ZJeaPoY1fRR/202pwC5lep+NF9q1SBEXvmF/JfDkU6Zi5rnz8D3vXN66IsLhoCjw9m3CwIDpw4vu2ZX4e7lkV9g2y4ptFmzbECqvBmXXiRMwOag5fAT27F5kpdVCthJgj4qMSdWR1jA3C2NLvRYTJyrpCZbtcy2dV5qXILtmZlcwnpTFbND2dpv0xVcYAH8W5bVWnDoakkthJcaxUZg4l65A63l0KrvsAlJYHbIrxVVKlzmNRP/rbsouD1g9sis8R5akx9aF9PPrFuG4sZw4BfRClV3BHKm7nIykZ2AhkcZoSZBOKaBWSLblZFeOHDlWBWr+NM7LX8d++evY40+kcvOz8AuDzLZHmV0o0tYOnhSwHIc1Ix6jA3UKumZIsXYNhaAQcOvms9q5vu3YGvxQjT+r+VVent3F09PX8fTUPvSOW7jnliHe8sZl+HvlSMNyaN7921T+9mewTz1O+W9/lsYPfwIZ3X6pW5YjR47XIKwzz2HVzmHNjePtvYeOVKXkPUUlFT3Cww/5bJiFN+wF300/EK8G2XWhhITWwvnz8f/P7zcqhLe+RahWw2ORLmRXaUnb9zxBHX+WUknRPPYC++f3ccMNuqPtbde0JSSI1ELMwMkrqHyoN8zvlaiaUmoSr/PzYsEcp7faJFImsO/AEpRdZT2Lffgp9Pq9WJZRkq9WIYIVIXlNiTC/jIKIIsLsLAwPg2Wt4DkqmUIJPZVdYYGJMPhdWICxDUukLpLBceLvDtFophqj1hKNrXIgDlu2QlRZmXkjsdOw8uUFkAdZz66xsc5lfL/LPqxCpOyy9QUquzJj1/MyCrmMsquDUF9lk/rwHIUECcoK0idX4SbwekNIdikVKbu6FTtYFiKFWLcv02RXWHAhRXb5K3uDkZNdOXLkWDHU3DjOC1/Eeelr2GefTX0n5RH8jdeg11yJjG5Hj2xjiu386Rc28dkvlKKb0g3Xww9+SHHLW8G2FS4Q3Q5FwGug2jVo11FuzRBgyb9DUqxdMzdOp4QUKsjwVvToNvTodvzCCKcfVtz/OeGR54HT8I8PCnt2w49/FN52xwof1l7vKJRpfOB/UPmbn8A+9wKVz/yMIbyq6y91y3LkyPEaQ9K/x5Ql7012SSIybbXAbXt4nvHY0hnzmNUguy6UOGk00tuYC0iFF14090CgQ9mll7HTZ56FyiHYs1s4eMhnsgxPPOmx783pgPTJp0x/3HGbUC4rk0oV73D5B3YJ0CudMPy7WAzIrotYjbGrvZWy0wskyK+Q9FhXfwzVbmGfehzbvjv13SVByqBe01wG93HkKBw6DJs2wrXXLH/Xym9l/u/OJoXqqF1XaGrnYaFGD9O0LshWAwywmGeX1gllV0h2rUDZlTq3CfJAbMdoU1eophSRaD4JySWTDpw+EAF8T6dVa5aDBGSXc4FkV5b7cF0opfj5RHsS5zdK41zlOSfcmx2kMUppyBQFyIy1VYcINGegNLx0I3ztB0TSK18FdUkIyWFlx8fUp4jEkmD1U3bF93QnkcaoArJLa7BWOF5ysitHjhzLg2jsw9+i8PQnsY/eb1RXmFRDvXkf3q7vxbvyHcjYjuhV2eys8Im/Ej7ztyYwAbh+H/zszyiuuboPyaQUFAbMG+fq8qpNJ2EDt98Gt9+mOHlS+OznhS/8HRx8Cf7d/yXs2AE//qNw5zt55fwqvltQHqb5wT+i8lc/ijV7gvJn/zmND38iTw3NkSPHsiBO2VTOAlR9EskYN6fMtDNpjGF6Q7sNfhCVWoEnkucbpcZyX2hIIgL2fcBtohbOICNb4+pUIbyWCQ56qKN6kQhJPyIkE3Rn32JrH7wm9qnHzUukka3RV/W6sQNwXfA8c5zNhsRtDxASf41moFhJBtspFYw2gWgf8+zn9xuD9WuvWf49szMsXzqSREU3lVepZAiRi0l2dVVjJaVBvodqTIH2kZEt0fKONAnHrr1KmUEXgvQ1JTSXwQkcDwopnjm7fLLLmjiAmhsPGqFM57ZrqKnDyPAWcAxj4nlCOxiil23SHLbMOa/Xl6h5THn5xQOiG7mVOn1+rBIKlV3GX20Z80gPskuUFc0fvUz5F0Nyu0nvv82Xwfhp2LYVTpwMl814dtmxssuS9gWZxGdJww5CMHXRJAaXXQTfRWl/9dMLRYI0RoUUB40/8EVOY1RTh7DPvYge3ozevG/xFdwGzuF/RFfXv3r9biMDSSseHxdqMBi8EOjOVcdjUCmFbZuFkimpSnsrOo852ZUjR46lQfs4L3yRwqN/jD15KPrY2/YWvKvuxt/5zg5FT60mfOrT8FefEmpBleWr32hIrhuuvzSk0tatip//V4of/6jwN58RPv0ZOHoUfuM/Ch//E/joj8B73w3FYk56LRVSXU/jQx+n8smPYE8coPT3v0br7t9OPz3myJHjkuDOO+/k1KlTXb/78Ic/zG/8xm+8wi3qjmSKi5o/myJzgHTaU0ZaY2Giv2YLVCB5qJRNUCx0UxwsjuQDueeBfepxVHMG3ZjuCGjsw99CaRdv1/dGgXoSrR7qMs83pJpSqkPZlQzO1fQx7LPPxfs7/TReon/C4Fck9j7p5WUFCQ4gobZQ2g9yRZR5kdWa73k8vi+MBx7De68SCoXlzfUhv7ESaA2j9eewxMX19gWfSRQEhed5tRVTyeZ2L1yYlOW52KceB8AbWIv2TaOsBKcQkl2vmLLLb2NNHkKPbIXSUPRZCMXyYtnQc2zZ8FpYU4ejf6VQRbUXUF4Te+IAunYeve1mIJGWpqDgCNUBY8LeaCyN7FLLUHZlve1C5VQ59rjH84xycElQVnqMR//EZNdKDb8jbypFyiNrz27YsB7WrYPTpwOiP6sQtQrGFF4ZytnWDXy7ykqQVeh0mNQnOkB5gdrKclYljbMXLHGjR08JvR8vchqjff6g2ffceHeyK0MoqsaUIeUWJtBuM1VI4aLCa2GPP4Ue3YYMb+6/bHBuRFnmnMGiyq4DLwhTUzA0ZAjwXjYx3ebPpEE9gJ1JY9SaFSsBc7IrR44cfSEi2Ie+QfH+38GeNC7vUhzEfdMP4V77Q8jY5R3rtFrCZz4Ln/hLYTZ4c71rJ/yzn1bcesurwydrZETxMz+l+OEfEj77efjrTwnj4/Cb//5F6ugAACAASURBVEX4X38KP/IReN89XHAFrtcLZHQ7zff9Nyqf/qcUXrwXvX4v7s0/e6mblSNHDmBoaIif+Imf6Pj8mmtWkH+0CnjhRQGBvXuTcoo4ILFmjiHl4fRKCWWASgRRxrjWPAS3WlAMPLscBwpFo2ZqtS+M7PJ9UK4xD+oIaERHRJ2qnzfKlAz6pYfNzxvfo6xnl05Ik9TC2Y71kgjj2UYDQuVQqPjoRmBE+8kGD+KDcmKFXe1cJ+lIum9WQlopC1hhnKs9j8GWqaism3vx/QrTsfd4REas0N6lNxbz7EoF9okT7rfxu5Bd1iqJJZYK6+zzWHPjWFOHA088uhLIEfm6CJwCsJLssGx1wNIgqr0Qt7N2Ds4dRA+ux/VGgcCEXSTqM1nqoEuSSQlipcOzK6Oq9BKFAwoFU/HQ85dHdumM+jTlgRSSPT1SNxdDSAI6hfTnhYJiffDO2bZNqqPvZg3qzcQgTgWoYUsLnxWSXYsVhUie63D+ThqeX2haXHJXEiuBbBvEKoBjMgxCou2ioc94tE4/gzV3Cu/Kd8QZDyqmX9T8aWTNFRe3fWFbJl9G1c9j18/jLUZ2hcUFlqjsareFk8E7tXoDrqzBYLbOjISZQF2QmXOcDNkFrPh6ycmuHDly9ISaPob/hX9J5eVvAiClEdo3/RTumz8SvxlMoNUSvvBF+Iu/FCYnzWfbt8FP/5TinW9/dfpiDQ4qfuxH4Z98EL7wRfjkXwsT5+B3/7vwp38OP/RP4APvh+EVlEd/vUFvvZHWnf+O8tf+PcX7fxe9djf+zmWW2sqRI8eqY3h4mJ//+Z+/1M0AjK9WmGIzOiZs2hjMrYEsQIpVFiYXKMuLJAt7pT194ofuZJWmVgucIOKy7cCsvA1uS2CZc3iW7MrGrrTmg3SgBMnRrnV9kG/3IQXm5gKyK6vsSrA1ql3r006JYpB6w1gKQBx4dlMOhZlNXQ2jUyma3fusb4XHJeBC7qbSjokkv+3y7HMVzp2Pt1sMCIATp6BcEXZcvjr37uQxq9Y8am4BGbosDtKSgb2bILu0F62bjOdeaWVXshph9FlAMDs2kSVFe4nEsLP0QqFpZGUdxU6ixZp8CdWYxq0ahVehaNaLxDFLVQSlBmq8Tjj+w1RnrdPnIWlGH/oHef7yTOo9L61U0TomDySUraxQqRJe24U+UbzjGJJfZ3Nuw+vbKQG1CzKpXzSNMTk3ejHZJZZt5oBskYILQGxOb8gunALYIal4kT27+sCaPWF+Tx9NVCyP+8WaG8d/hciuZSncojRGFY+ZPtdd9j5Qr3chu0Lbm26cWWYDTlSN0QyqXNmVI0eO1YVoCo/+T4oP/j7itxG7iHv9j9O+6Z9B9m07huT6/N/BJz4Zk1yXbYJ/+hOKd7/rteGDVakoPvyD8P3vh3u/Yo7l9Bn4wz8W/uzP4Z67hR/8kGLLllf/sVxKeG/6MO7EAQrP/DXle3+Z+kf+Glm781I3K0eOHK8SJAOkw4dh4wZTcTckXs74Ozl/7GlKpRZ7dveYbyVNdoVpjO0WlIOIK3wz7MzNUzz8AJbsRK/fs+R2ZpUeUnJQ4cN2cw7n6LeRwgD+9rfECzbn6IZ+XkhxkJ2pxhgGFto3hVj6rR+s2GhAyBC6roSrdyDqvuybcu2BJOQivbr/ApVd1oUouxJEkvbciOgCQyAlPYxeehl2dIrPV4TkYZbPP4XtzSPFF/F3vM0oVZIRnNeI/lR+OzrHkTLJLmAFi79i1Riz5zKpdDIfAIYwXRLZlejnZXlZZZVdhTTZ5XnC8RMwtNHDDVRUBYfMNb98ZVeykly4KceGtjZKveQmw7RjyzIvaZ2CQCsmmebnhWq1/wvclpshu7yEUsa6MLIr9DErFHovE54f38v0d0AAySpUZFw0jZHUhGZ+2050/DK+HyUaWbtrxW0IEZFdum2Gul1EwhTsVSTVVoyUcinRL+1llEC9UCRfZGiv03sygeh6UXY0cak+abfZS7LW9ZYVzDRdL9/O4gqQVnapnOzKkSPHakAtTFD6yq/gHH/I/L/z7dTe9qvGcD6Del344pcCkmvKfLZxI/zYjyruuYtl+3i8GlAqKb7/A/B998A/fM34jR06DJ/+W/jMZ4U7bhc+/IOKN1376kjHfDWi9c7/E2vyEPapx6h8/mPUf+RTUB651M3KkeN1i3a7zWc/+1nOnj3L8PAw119/PXv37r0kbUk+FNfqxoNnuBI/0J44XaRCXMxksY0IcRpj24WjR30YMMSHUjDUPMz4SZ9y4SCFCyC7qJagbfajGtPmt1tPKWZUc7brtsI0xkolTDWMEZFdIhllV9AnvVRdvgt2waRYBsyR1iAR2ZXZfnLVMP7NBg/az3zWw3MlmdK3ErKm361T++bYevnYtJLKrrRSwbZjr5fVRvKYrSDtTrXrqNqEUXgl0xjdTBqjBqXbRNyIVXjlPbuyyKT1hU1rNoDRxVdPpmQuyxOvQ9mVLuowPQO1Gkwf06zZYD4zaYw65gu0jvzl+u8r07mBd1IYbNsO4JqPk+PYdWFN7UnsQgG4NlKZuB6cPi08t994Y735Tb137SaVXaLR4U4VKYP6lcANhv2Sya7kNRGmUAZEkC2t1LlcDjqqMfYzqE/uX4T5eeHoMVg/e4R1t1042RVOBba0ETAFTmxzjMpvL228XCj6bt8Cv42aOZ7279J+h6fXRUNyjpo9gVTWdhUwpJZVVpx2Kb2vu+x9oN6N7IpSpTu/UqQ3MDRoVLqWzj27cuTIsYqwj9xH6Sv/FqsxhTgVWnf+GoO3/zQyk5a/v/Sy8PkvCF/9h/jBfdNG+PEfU9z1ntcmyZWF4yjuei+89z3w2OPw138jPPQw3PdtuO/bwhU74P3vg3d9D4yOvvaPd1VhF2m+73epfOIHsWaOU/7qr9F8/+9d6lblyPG6xblz5/jVX/3V1Gd33HEHv/mbv8maNWte0bZkH4rn52G4GJgX2wUW6opkLVex7JQqw3yYTE9KG1GHb58dG7ChpRy0htNnYHv4oN6umZSOyljPdnakMTrlmHhKBNHW9JF4314TvLYxgE4gVIoMdCO7wqaLzmRdmX2oXm/+/XZMdgXtSSmugEcfE2a78G+xsitLdnlLShG7mGmM9qnHUbVzeDvu6BqIiRt3oM7klYUE50VBcjyoAhCc1NAPqIeyC9/F900QnjKo72OD02oJx44bwmLL5tXyDs16SKXJLls3GGifotXa3LlsF2SVUCslu8RKMzZGLSWARNVKi2EaY0oco6Pqbj2RHctBhdFIZBQq7UifB69eY6A9ThHAvwo7UEP5PpwMUrAnzvXfdTuh7FLiJRRWF6DsEo2aP43XWguU+pJdcbXP7mSXDn5b4rJSh5GsKrGvZ1f4keWAUpHadcEbZN3Kdp9CO5HGKIKp+Jich323Y15ebUhWKZW8SBRYp5/GWpjoXNH3LnrbzH7ilwP22f0AsX9fFuH8oFSa2Q58HRdDd7Ir+JUZFuUyOGuE+bqZ78DEYLfdKhz6uot2g67Mya4cOXKsGH6b4v2/Q/Hx/2X+Xb+X5j2/jay5MlIv1evCt+6Dz31BeH5/vOq2bfAjH1a897uE5MpCKcVNN8JNNyqOHBU+9WnhH74GR47Cf/s94ff+AN50rfDe9zS48YaE/8zrHDKwlub7f4/KX30E59DXKTz1Cbjz1eEZlCPH6wkf/OAHufnmm9m1axfFYpFDhw7x+7//+9x333187GMf45Of/GRflerYWEwIydkD6KnjWLvehipUeq7TD46jqVYTqQnKZnTQR6pVpDjIwECVkmsi52q1YEx93QxDVBrACtqllGagXGCoUKZYAPEc2tUqY2tMtNceGKFECdEwOliGQgV59ptm3Te8t+dxNBpCtWqCg1JJMTg0BCpQ7JQUVMP0KzfxN6gBB1WN+0xroVBoUyjAZZfZNFvpALxatRkbc5D2EKVSKQpSpVhgbGwMaZ1Bqp2+RmqoihoYw3E0gwMzlJolFOCXS7jB8q5XZaCL9/TQkMPoqIVUikDRqDy8Fmp4EAoD0f7U8CAq6Od2W3jiSY/t2yxGRlR0DkdGCgwN9VYlyLRRMqjR2Oh+aKiN0zSRz9hYmiXRJ+qmP1vjWJd15iC6pQKlgFkpFYpUE30zPKzYcXmBQ4fNeVNdtr9S1Os+1aoJtip22YxNQA1WUGNj6IVB8IK2lGyQoA+rZQZlmKFyg4FChWrVBqfMWGGYc5M+AwPm/CexsDDM+clwnFjccH0fVmOJ0IODkaG8NTaGNJ3oPJeKLuvkFHinGG74jI1dt+j2hpwJBlqPMV+9moHKNsbGzBgYP+3TaAg7r+weYkrBi8dzeRi1cRtyLj6HzZamVPKxnSIztSrVKqxZYzM6AvOVCrWSplS2GB0ZRi1CEOiBCvgJM/CRYVShwkLNnMvRUUVYx7NYiFWB5aJGSiUqFcXoQIHR0SGaLc1g1WH9eo0fMGPdxlY4X85XqtE4HRyoMFgVqo0qVIZRa9Yh01UoVqJ5bCmQycPI7EusmT5BtXona9d0jp24HS61uqZcqqSuEbVmLWpwjHZrHaXSMaTkwFB1RdfJ0HmPatUnpCcrFYuxsXisSnsIqWcmoNEx1Lpd1ManKJU0A+Vy6h6zUszNm3NaFYuSX2Z4bB1qzVr08JhRVA2WUJX+ksWVtEO8djyei9XU+RTfjefSkVGkMZ66V4RQw1VUqcPgatWhp8rRvBTte2QYZXWSxtIYRFpV1MgYrFkXH0fFRg109lOhkL6vW1bn9SHMIXNVSmWPthsTgVu32IztHWa7PcL6dVaqwujEgEOzXaJcsRksgGqfgXW7UcuQ8OZkV44cr3c0pqn83b/GPvkoAO3rPkr7bf8GnBJTU8IDD7a4917Ndx5KyIRtePvb4Pvfr9h33esnne+KHYpf+TeKf/UvjKrtS18WDr4ETz0NTz1tXmPs2SO89WbYd53imquNF9jrFXrj1bTv+GVK3/xPFO/7TWTvO6DSWdkrR44cFw8/93M/l/r/zW9+M3/4h3/IRz/6UR5//HG+9a1v8Y53vKPn+tPT09HfE/c/xvQM7PCepbR194raMzcv1BKZeadOwZbqBHatxsJCgVq9QbXVoliEWq2NlCxUK53KJ23BD9o1MyM0Gwu0pMnAALTmF6jZNWo12LgBjjYWKLRalMswO3ESsYs4QQO8c6d7qrsajbidrgsLw7OohvlA9Hj0dxb+9BTSjsmfcDuWMulHtcxqMzMwPa2wZmdpNFqRwqQh80xPT2OdH8eq1RDLSXmW+JMTSAtmZ4VGbY5WkPfZlBo1q0a1WqWW3VlinyODXtQPUrJRrRr+9CTi1KPP/elpBKOueuFFU1jg+Al4683xcUxNg+f1uM81ZnCOPQCAt+e9URW2Wl0ihdv0dFoCEO6b2iG8kc5U24Xp89GxtmdnqLnxMRYcaDQU118nfPuBzu2rhQmsiefxL7uur6qvG2Zm4/FQs+vUaoFx8vQkujCNNTeLFfZnox150Glnkun5Wbz5cdrVBrWaQqw2C6U5arX4/IPxqyoURjk7MRfta3wcrrziwp8j7IWFqNCBNz1tzk2thoikPOVap55lenpxozPnxNdo130G6vcxce6eyJv14YcF14NKufvzj6pNY9dqHBof5MzgPm5eN0MhMU5rNaHVAtcrMDtnPm82YHZ6ikazQasFjTrMHXkSPXp5lI7XtY3zcykZiTc1CcUqM9PmXJaK8ThuqNhLaOb8JLRa2DbMToxTr2+mVjNjvZ24hicmaqmXvGNjY9F8ubBQi8ZpozbH9NQCqlZD/AL+fM30faMdzWMpaB/rzDMor42/7eZIrmiNH8Kq1ajNLFBTNRrNeOxkUa+bY5y35qgR9683XwPXoT1Xp9Vq0fLnqFVqHdfhUhD2Y7lkfAmnptLtSV4T0aGVGuiqz7mBa2m1HkHNz6fuMSvFxERwTutzNKXJbK2JTE9jtwXVrOGfG0eGestQk+duWWgtxPNo4r4EgNuIvtOznX0RwpucgMrKUlqXA3tmsqPYiXf+DBRMKrHrSjSerdkZrFoNXV5Al2dw6g1zLT39ZaQ0jL/1plSq+XxwXw+LPtRqcO5cLeXZrGZmsWs1Gg1zjY+MmLFTLkN9YZbS+rlIzRmi3Zin1WpRr0GxoODw4+i5efQ68/yxFIIyJ7ty5Hgdwzr/EuXPfwxr9iS6UGX/nv+Hhye/l0P/RTjwgubIUYC4JPSWzXDP3caPa+3a1y+JMzio+NAPwId+QDF+Wvj2/fCdB22eeNLj4EE4eBD+7C8E24Y3vkG47s1w9RsVu3aZ4Ov1Qg4CuPs+in3iIZxD38D71D+Hj3yqa/WlHDlyvHKwLIsPfvCDPP744zzxxBN9ya4IXivyZjx1rsSVSd5a+3E5+UWQTWGYXwAJDITrrWLkXRJlgISlz1OpiwmzasAKUi4q5UQaowPVquLqqzxOPB1sr11D6cTTdJ8cvJRnlxvuKUCre9ACdKROhd5jpVKcWpRE1qBelIUSjRIPrQU78PXRa3ei3AZq4aypbBZ8nkxjhHRKZy/4Sf8TpUzKT9D2lAlxYlvJjMGUVVafNEZr5lj8j/aiMbLkO2BrvrPycztW+Ymb9uwKb62prBuR6J5rnXkW5TVxjn2nd/pOD6SGSrKPw35MptImq1z6bUrTBxhpHEEFh6LE7+rZ9cyz0Gy5KUK00TQk2IUX+smmMXb3z/E8luZvlGh48jSEvk2uB101k1ojIszM2cyJuf6TidSRVVBiYIXVGMN0O8E8v6q50+i1u5DSYHdf0Oy1EPwfeXYlrsekabbXauNgxpFq1yLPLq3T3VKvm4C9GySxQYUfV0VMVLfrqIYawDr9NNb8afNPuwah6idQofo+OKpGsdD7WSpKY/Sy84E5AF/MNW9Lu3t1vCUgPKRi0ZBdS/PsMsfuE+VZdiwyM2N8gK/YsfQq7iFJkkpjBKQ4gGrOQHv5ZF4vhGTN6KhCJSs9Zj3ikml3fTpZaa/fNLp6yFRjnJoWaidaXHblAIcOC4ePQKkovGEvbAznh2Ay1UObzJgUQbXmUPVJZGRLtK2w/QXH/N1um2IXw6npO12NcXTEqHHNN8EW2jXs00+jRy9HRrZEBvWpoZRVei+CnOzKkeO7HK4rTE3D5KR56zI5ZX4PTD7BR/THsKw5xhvb+Pl//H0OfWYX2SfXvVfZ3HC9z53vVOzZ/foiapaCzZeZKo7/4mdHOHx4igcehCefFJ58yng6PPuc+Qn7dXAQdu8Sdu2EK65QXL4dtm+D0dHv0r5Viua7/wMDf/5BrMnDlL7+G7Tu+s+XulU5crzuEb4RbWRNpHogab5u20l36ibOoa+jBzeit97YsV6zKRw5agyd165VUVBZqRgiyPehWXMZBDxVIgzG4odbZVRNyQf1Ds8uD2WZN8RhqfIQVsLPSrVrqFb8AkeJ3zPISJmwi/G+CWPjXkGqWTEd8IScgG0vQnaJRsR46djSCsguIDye4iB67S6scQ81Nx4FLlmyqy/7lDy2gCwTy0Fsx/S69tI+XontJsmuqYR4oadBvd/GmjuVWNADAsPoXre6TOCrWnNIluxKBJe+60Iiw89N8HfRISR5G6cEXjNqX0TyLQUpU/6kgVfQMT2CWeW3KdSn0+0SHRFyYf+JmAC/S5YTCwvmGWE1EaoEs3yE7wOtuUWLyiS7IPSk8/34w97G+xpfgwTXeZbLiNqT6E9TjVE6llHtBezTTwHgXXVX2uQ7SYhbBZR2UW4DKQwg2izX7XoE0IEBlG0Bbi3i8X0/Pd77kl1JM3DxmZwUqgjlgYRnFwRFIYySC2UhI1tjoitzHOH14ftQZAqnD9kVGtRrP90PIXHmEXt2Zavj7T9g/NJuvKF/NfXwECtOA7c9jde+jDSp2jkXhR5tIgHxLZ0+TI8+bn4XHNi+vefuE+2IvQkt3TZNCK/tQLWk3PqqEUr3f8f8fuvNwjA97kuQIbv6eCGusFDBcpG8h2otnDoF52fbDG8UQkFaqw1PPwNv3aJNnYrgmtKb96HZh338QVR9qguRbH5ZVmCLSZc5QNLVGDs8+ADnyLdABLs5ize8GYtOskuWmfKZk105cryGMT0jnD1jSJVz52DinHDunCG0QlIrKwkFuH3DffzWjb9ExWny9NR1/MLDf8CsO8qWzbBzJ+zaqdi1E950LVxxxeiqSIxfDxgbU3zf3fB9dytEhPHTQYrjU8LBl+HoUfPQ+uRT5if5IDA4CNu3Cdu3w/Ztiu3bzE1+6xYoFl/jJFhljObdv8XA3/wEhQNfwL/8Frw3fv+lblWOHK9rPPPMMwBs2bJlkSUNdC0uVOJYCYP22RPm98JZuoX7p8bh5Cnzs/cqoRoUX7Mto8Sq1cFtmIdwrYrxrBgpuzCBS4rsSjz5NuewdQNlGd/IkPgJH7TDh2WtQbUWUI2pxEEtvZS678VkV19kgoAwOO5FdsVkR6A6UQVsWljimWMIFwgD+SCIsyf2o30XX++OqjECqb97QfvEgZhdiI2+tR+Ta4DSOjoNSbVRsmZN1E/NOazpIya9pDAAbjPdiYmATvVQXnWcj2wQKBq8mOzymmmyy+9BdkV/F6sRaavmzyCjS4ikA6QIgaRqJ2ij6qUS9FuIkQZmDOo1YEXjtFuGU7FgvNJqNXXhZFeWYQxJ4MxinodRbSxCdoWHq1UxujSTwW1PsktrM8yIO8PfcgP2qcdT200pu8JqjOEq3aq5zZ1OKU1SRINdAO1in3wUKQyg7XcAQWDeZXNhlU/LNgR5UoWXPK5aH7FQStklPmfOCO0aXLNWZcguDzV/BmvhrFmvfj67oY5j8jwoqWmKhW0995+qxgj4m/chgxuji88PLhwlbgdvcWrc/D55Cnb0yWgN+2L9zH0Uah7zqg1c0b3tIZag7Aox16M2Rxa1GnjhfB8qgQI/NwnJrlVUdiXbN1xJKrvSx5uqttmv8McrQXYl9qHHdiDnTWEVS7c4fz5W6zq26cupSZ/RtXRUiRTLCV9HpT6PSOCEn33n6Q9vdsGiKbJLULVz0QQgygLxU2rOGMuLiXKyK0eO1whmZ4UXXiT4EV58cfFqMCEcB9asgbVr4D2XfZEfG/w1bOVxauAOxq//XX7zRypcsQMGBl7jpMqrCEoptmwOUj/vMv3abgvHjsFLL8PLh0zZ5RMn4MxZQ4LtP2B+ktO6ZcGmTWLIr22wY4dRg12xI5b/vhagt96Idecvo7/+nyl9/f/Gv+zNyNgVi6+YI0eOFePll19mw4YNDA+nq9o99thj/Mmf/AnFYpF3v/vdS9qWtxAru5JlwmURRWpSOHbyFOwOqswrRfTMajWnoQieqkQfxrGiQkqDqHasyIrmyNYC5ZPfpugTkR6bN3os2LD5smDbAfmjNYboSqnCegcgWbWD7wlY3ZdNr7g0ZVfBMUqk8HsdqGK0CoJQfPNdQD5Flb7smN2xJl/CH9qVUkcsJY1RSyIQswqJtCofSbY/6B/PS/s6zSQqPIbkhHPsAUNItObxd9ze0bfJVJ3kiPF9Q3jZdqcqT/luOsjxmqnTpyQdJIbqs15kV/If1ZhZFtmVIs1E4qPQiyi72nW0L2jlULv8e1m38FUAbOUDVhQkTs90rrtupAEvfxv/5GbYcm3PtmktHDoM69aal25LQrDjbLM9z7R5MRVMuJ5vFaOClEsiu0Sbcx4QrFpAhjbhb7oW+8yzdLLdQTVGT0fjplvbrOmj+CmyK3FgCXLJKHwM0Wh1yZAG0CHZZWHSqkrxMWWVXb2QUnbhRzsRpUCp2INPeyYtOVy2G8Gb+U77UGSmbzXGMPVSQmWX5aRSzT0JlV0+WmvoQuVPTfUnu8K+KDrmunVa5xDZEZPX3QjgwFhcgv1Jbwngkiu9hqquUhEsaSFJZVcxeLvirj7Zpbw69tnn4/+7Vf+M/u5DdvVTCq8WQkZaWeiNVyOuC5zEFmNPEM6dGzcasjO8H2XJruj/zMlJze29Tn9IkHcjuwAS6nGcIuiY4E5do8vMu83Jrhw5XqXwfeHAC/DwI8KDDxmSKwulzMPN+vUmRWT9eli/XrFubUBurTUE19CQIV8KT/w5pW/+JwDcve9j5D3/kTvsPnfLHKuKYlGxezfs3g3Jx/1WSzh5Co4fN+a/x08Ix0/AieOwUDMGtePj8NDDkHzMGxsTdlwOe3bDnt2KPXsMIZasZPJqgvW2X6B98Js4Jx6m/OX/g8YPf2J5aSQ5cuRYFu69914+/vGPc8stt7BlyxaKxSIHDx7kgQcewLIsfv3Xf53NmzcvaVteLX7Nrv3eUcjRY8L8PFxztbnvtBIkSW0h9L8yxI/W4Pg1rNYsFBXt8kZQZoXYs0tBcQg4E20nVG+pRqfqeOM6n7VXxXOgTSJdqyOq7fPQ3OFlJLDIdDU/L5xZ8Nl2XeyxFMZyldYpCs0CsAEwAbzrxYqEKMVDFbGsIL1IJ9oYepll5kzdrkepmpAmIntBa+LgxyrEQbB46aAs6K96n0zXiBQMlo2UU30Cv2SQ02jAQ48Y/5abrs2ukwkC3WbqlNmS9qAx5KBgn3+RkruGVmF9prXJXMRlBpjRcUo6iFskjRFMf7v2EE4xJhRspeM2Y9Ryjj9PtX6KmmxCKZtN6iAT4sLUMaA32XXyJBw9Zn7e9T29lkp0uvbTgXjyMAX8drO/dkJ70XnXqhCdk+S58bpvHkQHy2UlG2m9SFIp5ziAK/EqXbpatTJpDOE1oaxOP0GvAVSNfZai44pRwbiybUPSVmefBbkG31epc5+c27JIzpFKvOi6lIjhd4K0YTdOre2CVKq1dhERPB9sVe9LdkWeXX6iHxIIyS4wc42IhVIqRdJ1I2CTiIjuBJvgugE5mVwgiayyCzEnNEuq0H96TmI+uDWNDPtYZ/3AsytIlwxSPZVb77mflaI08xIUTar+iZOwaSNUknnTrybPrjBtPfQyU0c3MwAAIABJREFUs8xvS7eZmoqvu3LgOR+RkCpLgoYzQ/p4wsOzrDg1ufP0S+rzpNIV0Wl1rO+BhJU+LXSS9BW9rP7Kya4cOV5FcF3h4UfhG98QHn4EZjP37q1b4Q17Ye9Vir1XmTfkS1VjFR75Y0r3/1cA2vt+jPY7fnVVJ/0cK0eppNh5Jey8Mvwk9KwxefTHQhLsuFGDHTtm1GDT0+YnmRJZKsGuncLVb4Rrr1Fcey2se5UUE1CWTeu9/y/2n30/9tnnKD74B7Rv/6VL3awcOb5r8Za3vIVDhw6xf/9+HnnkEdrtNmvXruXuu+/mJ3/yJ3nTm9605G157ZiISPrAZFMKXnrZ/N6wwRTkaCTiOCG+r6kg3aHijqM1yMA6/HYJCTxQUp5dWY+O8Eu7EKc9JfyQkkZNVoLsSqXMQSplL4tsoJU+5u44egxmKz7uEfMSAoyJs6XbjM4/Rfm8A7wHMAFhrR5zS1on0hht8Dw/8OwK83O6P7KXzj/HWDL1aQlvvYvzR7HZbxa3E4oP7acqPkZkVyCKsBIV6xbdXZ+UxGRMMx7YE83M0knAhOtoH2vyJdA+WsC3Sti6lVJ2KeDaa0HNj2NNvcz6BTg5dk9PY3nl9z733RBvR6e3GSm7eodf2gfXHjbeU4GUyCi7YpPvhRqMNF5kyJphwRa8oa2UbXPx9CSOAvQjI6enzcuza8pCVLdQEkqjzPUjAl6jRd/XoF5cNVSUHRF2S1V2eV6s7Iouq5DMDf6vlDNpjHU/bmNic3p4M9bceObTeENi2Z0Bu2vILssKAu5MWy0dkKjFQaBGuXacgr8N30/nkvZVHqU8u3SUlulrywhEIzWl15fsyqYCR0It8SmoJj3KAEREWOijJpnnfd9XaOVgiRcQ66XoBUQIrU1Vx15xRpQqHqWuKbxGncrpp9FrdtJNgydOYLIvDnZ4eNrr+uJzqWRX+MKg5BglqJAouuGUYvme27jgAklJMjBMmXzh1Brs5hRHj8EbbvBBRYZpiRUvbRpj5NcVkIC+ZWYDW1qps1QJyC4dvWTJnPtuFyHJl1PpuaTbQh337PDD5DWjPcLUZVEW2ioCrR4b7o+c7MqR4xJDa+HZ5+AfviZ845tpj63BKtx0E9zyFsVbbl55BcQk0dW65edw3/qxLvrRHK82KKVYs8ao9PZdB8mgsl4Xjh+Hw0fg4MvCwYPw0ksmsHx+v/n51KfNDeGyy4Q3XROTX1fsWHqFm9WGDG2i+a7foPLFf03hkT/Gv/w2U1o7R44cq46bb76Zm29enevLc+PIw08SPz3uJWH6YiuI4warJqCPjIQtEyyVPOOhpYc2Iueh049DIcUuhrQioP2Ex08C2ose6pMpfh1F5vpEU9nH6cXILl9M1KxEMzkJhGSXb4Iio9byokaE6oeIFAhZJKuAJWZZ35NYIRW8BpdKsnYdWBmPn6Uou4oLxyCsDKh9dEikaS8dlAXkU3guB6om5T6JnnFHlkhMnofEx81EnN9LDaZmj2NNHor259rD2PqcUbSJZmjI4qYbA1XzZDMgNNOBFWR8tXoomyK05rEmDqDX7YHKaCJNJ63sUktQdvka3MIQjmNIHiU68OxKprGCo+tgga0beICjTccvFvRbfd5bPvaE+X3MF/aEWZtadxjUK2VS39ou+K1mX7JLec2Ekbwsm+zSmsizK+q2UAwTbHdwULN1oyGFlVIm8I13CYC3805AGbIrOxB1rEwRy07PD0E1N8uic7ohVgy2174RsQ9gWfOxh15yF/2EoQlW2MKPA/0wF9qOr7lkGmPnhpKd6ka+dJYFtldHit3JrsigPmSCOsiuQEUakF2RB1vmmOp1GAgyAVst8yJ+0yaTTZAUnYZKMuv0cyimsU89hh5Je4rpka2RQb5gIQRKMu13ZFE6/jwD8+Pg70ylbndD2PaCatMGdFKCqxRSKKPadTNuL5DsSo6BkMCcU1sYI/CC1DpKd08WMumY21IbTZNdMzPGtuaqPctIS14M4T5CEjDIzbUS6thiIT6P0fjtEEV0l1cm0xhV4lp2XeH0GaN6KwVLdefRhNSdQbS5NjBz5uz629joPIxq19LLLQE52ZUjxyXCuXPCF78MX77XTAQh1q6B77kT3naH4pqr+1dCWQpSRNetv4D71n95QdvL8erAwIBi717YuxfuDktJ+6a6yoEX4Ln9wrPPwqHDcPq0+fnqP5gbxOAgXPdm4frrFPv2GUXZK0l++XvejXvNhyg89xlK9/4K9R//3KKVn3LkyHFpkSS70mmM3Q2SWi0THIXPzOvXB2RXRtmlJCCsnFI6vQnzMkgpFQVIKQQPw92aYYInEyBFChqrjJZmynarXzXG7BfdUjfFLkRkR71dAuoo8ajXTdqj45iAUOGb4NQGk/5hR2SX1lCrCYVQgWEXUBF54MVBRagWKA/jXX4b1swxrNmTHcGpEs0VO/qnIHlWFTCO6FIejZUvQTXGsxNCrQaXX2s2HiqLSkXIcF3R+W02hfOTRtFnhQeWbFfCfysZJ6WKgWYIqMj83YsDMtHgWoOUMaallrg4TilO388aKkuPfxZJY7RPPopyG6jmLP7ud6WqBHYQfL4bHZTWEt1PQ18m34dWZZ0hIIIILyS7YmUf2LoFKBxp0NSG9AqPuR/6kV22X2PAHaftt/F9Mf0kfkSipMgux5Bdul9+HoDXSpDMOia7Eu3sRXYpCbzoVKhgj74xv0LOVwlv2JuZW7KmXU4pXT00iVReVZpJqU4/w8a5I1hyC5bqJFJCAsAuFkDsoH8NqdfTDy67++BLxw7TrkNllzK8jhVKr/qnMUbHIYLSLp4HbXuYQWsO2jUYWNt1tbgaY3fSwvNBB3NKlDJNJ9mVPKfHj5tqfceOG+VqRFoQzG0++O1WnO4dqutKQ+jhzciandG2tAZL2WidSZ0OsGnuPio+WOd94zElwpEjpirpmjXp59WwHQ6G7PKz5zTs636E0xKRVYq6riDKRrAo2Dp9sS5SjVEsG6X9Dp+2sBrlwZfgLav1LjhQdoVpjDosdKLja71YXDz9tVeViOTlllR2PfyomeNbLbhqtLuaNNpAh8F/O9idQqsyMrgBNXVkSerlJHKyK0eOVxC+LzzyKHz+74TvPBhP0AMD8PY74N3vUly/b/U8l3Ki6/UF21ammuN2eM+7zRiq1YTn98OzzxkF4fP7zZv5+x+A+x8wd5yRYdi3T7j1rYpb3rqKb5L6oPWOf4t98jGsmWOUvvbvad3zX3O1YY4cr2J4bvxwK+nX2zHEGD9DSHaZj0tFM88kYVlh/BoqZSyTyZDcXPS6uEs0Lxp6kVVJf6jgb9ceQnQTbBCrYN669wl+OtMYu+zJqURvzBeaAdmFRosxd96wwQT9SvwoZUqJjyg7CkZdD77zEOywYiNpK1RZuIkgKMloVEaR1hzMnuwIuBU+w0Nw040lHnm0xtFj8Xcl9xxFfxaqQdBRHESP7UDVzwV95SPaY2LCLD89pRndGpNdxW6eZcH+Dx8xx9pswo5r6VR2aQ81ewpr5ijlxnZqbAXSyi7te2mBR+gzU4jVK1qDb1XQqmAUc9LGtkvxOn3vI0k2pj/ZpQL1T5j+k1QQxpXHVKAw9ACN5wkHX4KhIWHbVmVUy+0aJ06sR6yiOeeWDT5YKiTHwuPSAclSwtZNk/4a+notRnb1OeRNc/ehMB43+w/Axg3Cmit0NPYlcMVRKg50PVeb4LiHp6a045OmWK6ySwJlV2BQn+xLSCno0ut1SWNUVuf8E8wVKvLssjsJUA0Ff55y/TjK2kkWYXqaVSiCa0XXre+nL8P+yi7zpWXDSOMFPCtI39MhERqozcSLU8y6IRogXvRv2xnFUnOodq0nWR+mMYr20Vo6CD/fx6SG+aSUXR3qtaTQM/sCIEFwRGRXav1AyTOyDVmTLkgkQpDKGqtJ7eMPGxJabg3aDqppWPvz5+HQEbNu1pdO+5rhxssMTb5EHfBVZtxGLucXTnYlz7mIeSkgBKl2wT0Jtxlc5173FUPYJdD1FPE+NZVI5VvFR+IoPT1Q8eqgj5LKrkLSvjGcdDrILtOorG9WksAKr5HZ2fhlxtQUMNK5bApZEstvm/lWOWbsdXWrXxw52ZUjxyuAM2eEL3/FqLjOnI0/v+7N8L57FG9/G5TLqxvo50RXDoBqVXHzTXDzTWZ8eZ7w0svwxJPwxJPCM88YpcU3vwXf/JZ54H3jG4TbblXceotRfamLQUIVqzTv/i0qf/UjFA5+Bf+Kt+Fd/QOrv58cOXKsCpam7DIV5sAQXSGRUS6Dk3nZrkJvj1Apo4K0mMTDtfnYbF+v242aPhYHhiLGdynx4By+KY/IriBSsyyjhtA6KGFcqkJjpu9D81LSGKVQjoyxF5omeAiD7PAhP012qYh4sDNpO/NzYtx3LIXCAjTSTgTBGd+hMLWzU9klURBhZ+KU0cZ+Cv6CCeIBvXaXqXqV9JhJBIRhZcZ+ZJfOBMmRUqtDIuJhzRxDNWYYWZimUVDUi1twXWG4eRDXHkK7QWqdXTTnOQoC4zEmBCq9iOzyUgbZEdmhwJjJJ8dnwrNrsTTGLKIBoaO/xSqYdvouiDAzA7POdvyZ42zbClTGcJ1RJDgPTujZRaJKqJigWfmxwsLWTcZG/Cho1KI6/eY6DxkgUm+p2nlUY7ojrfXsBKzRfkx2KQdwI2UXBOfb60d2JeR4opdEdrVawhNPwZVlH+WHJFunsisSMqr0Fai6pDF2HHxS/RXJjuwOv7tw9VLtOBZXkhxfSryooqldKoIXkF1BdVTpsp2uCL4Mr/MoJTUcDOE4bcdVAqUwYIzUU9sJpX/mWvCx8OwhM8u2a+lltR+xFeF+VXB+VIa0aLWIKr/2S2NMkTs9votVq8YLLF6hW455vK4oB5FWMO9oVJCSXfDNnGoIjsDbLTW2JCUKKM8fotx8CWvM/N8obEpfL5FyNX0w1sQBZHADUs0WsuiN1LgWCfzyFGFlVb9ZpzT+CFKsIqXEG55u/pB20VSJTJBdZyfir5fqWbYkROciLHQSpDHqNsnU+jiNMXgh0jONMbP58NvEuT55Mv67VDJLpaqUZgzqO+C1Iy8483X3SpCLISe7cuS4SGi1hG/fD1+6V3js8fjaHBqCu94D73+fYsflF0fJkhNdOXrBcRRv2GsKHfzoRxSeZ7wBHn5EeOBBOHgw9PwS/ujjpgzxrbcI73y74ro3r266o950Le1bf57S/b9D6Rv/AX/z9cjY5au2/Rw5clw4JiYEx5aUSXYv/ypDjpgAKkl2lUqdxEus7AreECsrUHwkgyU4chTOnRWu37cba90enBe+FO4MxEs/91qFIIgPI7eA7FLg2UPRslIcRDVm+qe1LCGNEce4+Z45I5yfLzEIDJQ105AiABRxCfWQDMuSXeEOLWWhbAdox8ouZdHxGjzwnukMiHRMdmX2ESpWDGGYcBKODOo9dOJEh4RM+FG36m+9+MKu/ltBupZInKI34I4z3DRVDbT/xmBHFaMsitRXcd8bZVcZp+hA05ATqeNMRFAKD60Tjc6kIIn2ef6AxdAgXJ58Hku0XYK+SSqOdEDOYheM+kCbNEYBasXtaFXE32jGRth3IdkZBt6haguCsRL4Nu280ub0RJM1u+pYQbAoysH301XvkkheW60WFItC+eQjPYPChXmP4WAc6i5kl68x/kbd0odJKw7D/pCEd1fyuEMcP2FU5ccnNNsqRAb1rgtz88JIGISH2w3IymROVHfj6yyZGUlTzG/L6lCnhNeMresUZZYao9H6a2pPBe2wsAsOYtmBskt3XGv9BCY6YIGz16DWQVtCAi4gt8QpmfGUFRxGkqtA5UgB16qihMC/KNjc2eexZo7h7bgDSkOmArsjRmmqwc70wdwcFAKyS+lF0hi1j5o9Cf5GiMscpJYNidluyq5ubJcIaGyT5q09JEE+R2ojia+/5Niv1WF4KP6/0DqPC7ijezjVuCIg0RJDJ1DRqblTWJMv4W/eh3KbWNNHYfoo3u53dbSvF9IG/qFK0TKkkIA/ZXxpVLsW3R+AuAxxsg/sgumZyPdP8F2PkJ5pJd51nDpl7sGbNpmiVstH2ihLrBKCQiHYuoFvD1AsmLRbSNzjeyi76FKNcaS+n2qhQGvEGFYmlYBmypBU/6Utu6TjglJ+G1RS2RUtvLRDDpCTXTlyrDIOviR88UvC338tbeR6w/Vwz11GxbWyiWppyImuHMuB4xhvuGuuVvz0PzVect95CL7zoCFpz56Fz34OPvs5YcMGeM+7hfe+S6UDgwuAe+NP4xy9H/vko5S//Ms0fvgTi5qR5siR45VBrS48/SwUbM2WRPCaMqhPRJ7J9MZWC5qBWKVS6fQVsiwCPysJUlqsDs8uEZicVEwPwuSk8f2KKmuhU6SEUiQqnAXpjeEbc8vCswYSZFc1bHDPY+9UOGg6grYgmDk/CbpUYu1acMs+p+px6llS2WWOznxRKqU3FSlwImUXRl2jYmIgve8S/saraZ4+B8SScSU6amYnoWaQTQ+VcM71WmgdhwZKpz27uim7ehvU+9G2le8aJVUYsEu8YsmbjFcJ0uPEKaOYDSpypYMgEfDtMqWBAq2mCYzTJFCQZqNCYjFJdqVPam3e4/SZIucduDz5niVBIoSm9tF4EKPsEmXF96qEZ5coi7nKVchYqKY2i0RtDAZC6CUXblsFRGCloth6mYfPQvBySSBIFexFdiWDygceNGnD71ire76cmprUDA8llV1B02xDJPpeE/zevl2SUsUFXlR+6nLsY+au8QOCAGD/C+bTG3bBBpLKrnDb3Q2xI6TlIclGBt93VmNMpVxpl6I3xZr6MzSdtVRccy159kCkxFMJZVfqmJbg2ZUl+XWoNIyUXcFYc8rdK64G11Ho6+SrAr5VRmlS50g1pg0h2JxFSoYJcuz4+rUTZLnriiGMArLLlnbMqXVRb9mnHkfVzjEwOwnsi76LKkNa8XHqlJKyu19YuF1RdjAX+NEA0Voo6FqwrfTyIeq1NNllu3O4gAxtRM44qV2bBgYEc80oe+3xJ9Drroq/njoK6zZ2tLEbdGqISaRKDudorzYXm+0n55FuHoGBcjI8t9bZ51hz+hjnuQPXHsZtm3HkefF1cvgI3HG7LN/POboerOA4FJ49SMGfp6DnDdmVVHYtRnZlJ/52jaHWEQbr0B65kmzFAdc166RPi0V8zUrnNr1WsDsVjJc8jTFHjkuG8dPC178BX/uGcOhQ/PmGDXDPXXDXexWbL7v4fkSFh/4/St/570BOdOVYGdavV3zgffCB9ymaTeGJJ+Hb9wv/+E2YmIA//wv4878Q3vAG4X33KN7zrgskby2b5l3/mYE/+37ss89SfOgPaN/2i6t2PDly5Fg5zp8Lg6W0qkFSZFeCiEhEAlriyosD3cgulSAkAj8O86ybNKgHCR6u5xcM2SXKMoRO4JUkQL24mfba3exQT6XbFEbfdgHXHsKzysjA4JIMi1OP3SJdA9uQJBIB3yqyfh2cqaW9mCJlV3BYe3drppuwYT04qk2xeZZGcVO0R6UsVBA4ac81XE0PB3IZ28FsZQ2VJNmFjgiaTZuMMi4kHcP0rNgnKdhuacgE9dpFmrPRtkKT4ojs6vIeomfAH/V9KTDhbsWpgxKTe0UvdtKXViLwj7bjkjwbosFXZYoVhxamamWK1AuOUSkYabyINTkAA3vCL1NN9NsuUOwgMVQ78aZSdEBmBURqdMwqGkf2KeMoHXrPJRGp4sKIKzi3Co2lYHThCdRxjS3rzOchKVo31d2MAlL39sAiOJ8ijDb207ZHqMtm5udhpEfdl9lpH1VNKrvM9Wjb4FkVfN2MlGbdIMFBhYonMOO8ZxpjY5qxs48x2dqFEm0C34xS8cwEbBjKKrtiDy4kVkem0xjTStC4U0Iyz4rUQQBiObSdIdq2j6VmsZRmTe1ZHN1g0I/Jicnq9VxlA8qKlV0CJI6rX8wtIfmZ+dzPKLtCskuckrkGM8tH3kihZxcFBNOmtBm6m/4NFOzgHGtShF84L5cqBRzPqCN1ZsqMNuuDahiSqNA4k/pOgnEXV7VUaN0tbbi7sisi8RPp0yJQ8Gajv1WkaIuxkMzedBvBfUChyrESsWeqKxgvrWRK89ypjvb1gk6d/7iyaKhI1gvTMBIQ7v0KD4BJIY+Oo4k1cxwBKu3TuJVhBGi300Sf55vPehHfvRueJq8EaNsjVJin4M3RLBiyL77V6K5ebz19s7x0Gjakq16Gyq5wtWZhI9jT0QsQJRJdMxH8trEnUHba4iAnu3LkeGUwMSH847fg698Q9h+IPy8U4G23wz13K264fvXM5vtChOKDv0/xof8BQOu2X8R9yz+/+PvN8V2Nctn4dt16i+IXf8GkOX7lq8LDD8OBA3DggEl1/NAPwA98AEZHVzbWZegymu/6dSpf/CUKD/8R3uW3obfetMpHkyNHjuXi/GRAHEg6/SCZxqhSAVc6UpoJgqrR0U6VUZyZJ5k0xsTmEkqvWhjgRG+WtQkABVrOGuziYPykHpFdAdNg24hyqG95J5W1VhTcdCsHv7AglMvZl8w9yIbiYJSupFURZcWKnWRakBIvatplm4TLKuYY1tefwG5OUvfOR/2obBX564jXDsiuHhItwKVCJfNZSCQ5juL224Tx8VAZEDQqa7CiLKQyhqpPps5teGz90hh7ZpSEqjmnDO2FKF0rXkWwdJOCPx+v05w3x2sXYwVf4IcVtSlQUpQGCswTVGNMdU9AGgLV9kmcSWDTNpMamQmSQo8wLaSqKKbILgC/jUQhU+wxJ4WBTCoO6TRcOpVdEhIaWmMrj4H2aZiHkhemN5rlQv8iywLfk75klwiUvXMMto4C0CysZ3rGkF0tZ4ySN51avtX0aTY9HFfQIfEbkF2+VcH3p00aY4/96QTZZbMI2SWCc+w74Alj9eepFzfTbIKUM2qrgCRMKbuSF6HEPSsCemxHl47oQsJbdoos9q+4g+mFCvb8g0bZhd/hazZX3olnD5k5S9mGmE94rEX90C+bKvgyK1YJyS7JXtN2iRSpG/rWhccRkALaKiDKNmmMKSmdOSfJqqeOE6vukoRPOC8PDtmwYI6tl2eXtOYjrsotroVEap2v434Jx22yT0LSvaeyK1D/iBcXCxEwRTQI+i4kuxLtiu4FolELE2gNnj2I7ST8HlNkV/bmo9L3Ku0iMydR0xPIWNpIv1u7kzuJimUGx9IlW7E3LCeq2GrNnoi271sx2d9qdxagWKZlVbCSRkQ4N6kYHBYQcO1hLIn729dpr7coXTuFHr6BXlDQQ4F5DdGF7BKh3TbXV2tkLxS+A/5M4qDSB6Z8o+ySoHhNT1XZIsjJrhw5lohWS3j6GXjkUVNR8fCR+DvLgn3XwffcqXj7HTAy8goQXCFEKD7wuxQf+SPTzjv+De5NP/3K7T/H6wKlkuLOd8Cd71BMTwtf+Xv49N8KZ8/C//wT4S/+Eu56r/CRH1Js2bL88e/veS/u1d+m8PzfUr73V6j/2OegPLz4ijly5LhoCMmu7EOoTpekiv/s4qhbcKBa7UxrCqsTimgTMKjMAy1psiuyBUgqPYJ0Ra0cs1rmzW+oJFJhBSoJGLa45FTiMIx/4clTsG4tbNoY7EM8IvP8DMQp411+O2dOWji6HtgUm23+/+y9ebglWVnm+1srYk9nPplZWZVD5UANUEUNFJNSzIND93WWyQGRq9jaNt16W1uwQUFUtLGxRQHRVsRuRKVR0PYq16lFoFCooiqBmrOGrMrhZOVwMs+wh4hY6/6x5thxTiYqZBXs73kg6+wdO2KtiBUr4nvX+75f4tmllZf5eIkl0KtOMgKmRkcY5sZdWQiBzJxTuM0sm2SMNko1/iovIj8oIQTSlnf0kryajBFA97Yg1k8m10nbBDoGu5ywzoXblytMGL6wyWveNn45kfRNa3NO2taI2sdoHVoCLaWRP5bDRCIIcGrqSaCh27PMGF2m0iuPloRjUfQt2FVjdkXGUr7SXjlCLD+UbCfKAb3T9zE1nKfI5z0DUW27ErF+MgHH6obO4zLGMPakDEBRXpl9ePzRMn6MOfrmYJdS1mjaHUIXrKxARc5aZ28D2KW4/fMV7Qp2XZX742bSMrtKNmV2OWBFCpAiACpNYJdYOZr+bQtS6FoS7RhBfmhCDewy1RjPdq9gML+Fvdu3hu/84Avb+/EmsmTAnlhuceo0bBOZ6bNQlLJHpkJ/K1s5Mc/NXCGlQDawSTZndpl/p3qwEuG54d6rg1152t+sbXzrPHBvwS4s2OWRP2VZma4oRxjT7dzORSr1/HNg0fSsYP0YiR9ZXcaYrx/zuIU318fMl1qZ37q53DUnOgu2r4yFGQNm7B08qJi9uGSn/b0DwJWK+h2dmnWLm8vDtyBXlwJwU6tV4KORnZQCo/rQp8jW1iinLoINvOrq7VDK+tUJSdaSUI171W0ewrC7RiXi9AO+3fEC0mg0zqgdexaVQ8hruvh6aMXqKtxzXLJyGJ72FFO0hQoumj7LKWDXTldExXi9aYVnGYcmNwNOvnqtILmX/OExRW76AwDJ3BxUu5+GXH4AeeIeQDUgwzVmV4C7N+9rLSZg1yQmsUEMh4axddsBOPBZza23mUnHhRBwzRPhRS8QPO+5sHXrlxDgcqE17Y++lfbN7zFtft5rKZ78yi99OybxFRWLi4LveBm85NtNFcff+wPN3XfDhz4Mf/q/Nd/0jZrvfYX4gu+J4fN/kuzhTyPPHKLz129k+K//a8Oq0iQmMYkvVbgX9zrzITVr3xzsmptLARcX0uZf2hvUCy8J8cdRgSmztmarcMVapqSiHCGBrDG7hF2udomcRqKUTpKKk6cM0AVwetkU57ho9ZO0qlWOzz4jlf551ohEd+YpMyPdMGXXx8EuSZUmpy5E/J8WkJISYZExXdiXjk2YXVUFa51L6Y0NDDlUAAAgAElEQVSOeQP6MaPfml+Y9y6Lwa6pRTiZAhaqMtWzSkfSytPux/uSsl6pLGJ21cIUJtDerN/Fg4eg09Hs3Z5ZieAQoYoA0s1fyvqJXTCErO0qyZVpgtmw6i9Ga+ipLYyBtpHRelUZME8ufc6wmtpTIDLEcAVx+gE6q0fZsg5Ls8+yoKyEvI1a3Eu29Plor/ba2WpwRSAX2saE8ZvLABS11KqtUJqCZd74uyhAZY1joQ4SO4PvQrVQjG+/Zf1AOAcigF15DpWcMlZx9aqANlZWNCcPF74rmQW7br4F31eI5g4ri63cedBO2lUzjbdeTykZKAa7jBRYiZxhvi3pr5E2Vxszu5wZv9J85oD1dEKa801FJQxQMDVlimqUcirsx16PTI6jjX7sP/wpw6ha+NfR4c2X3b1XsqdzNydOGpAmyBjr1SNqKXneMYxIO/F4zy5aaCKwS5XmtzUGGESeXSp9j6r8/ZxZKbkKc0JtChej9UDSie5Xx8J1Em13vdJHg0M4m5ldys7XjxyvOHyqZOe+GpCuQr/jdvXtEJKrRr6tNBT5bHJKz83sihYE7HPk4cOaB48OefKzpmm1mt89Exmjtp5dUtBuZ1SDLwzs0kIgsg6wHqoME9hyYLwv3ULJlrVbyKt1tHom7uEhVo+TPfwp1LYrUNuuZOPQDIbh+XryFBSZMT7bt7PPJXvXaU2ZC53JIHfPxt7Bmz30RNX332a6GSgvS82gb57ps7NA3vb+ck0G9ZSFXVyRYc5tOPa5YgJ2TWISNs6uaD77WQNsHfgs3HHn+KS1bRs8/WnwVU8TPPUpX2IGVz1URfv/vIX2re8DYPiC11M86bsuXHsm8RUXeS540QvhhS+Az9wK//P3DOvxjz8Ef/4Xmpe/VPMdLxNMT5/nfdKeZvCv30rv97+T1l1/TrXnRsprX/zF7cQkJjGJc0f9xRYVyr8nnl3jL6GzdpHcrRjHCjqTaGn/Ilv37EpYRhjAqy0E/b7mlk9WPGG2MO/INvnTQlhGSM2ARrZAh/zms7dLOkfgymvCQ77fD8fqtM0uOuVppIS5wb24fFHLPCQmfsUZz7aQkazL/ZtZ9oPZME0YQwct2CWErcaIkTHa42wUVQWnp67jdO9adi3/hfGCqoGTsiYJC5csAgx6i+isTRWtyqsqNeXOc5N4qSZMIQK7tNY+gdQbgF0wLlupKgMIrK1nzDnzd1WG7YQIzIosJ88Mi2nLlmTvblMfolg3nzofJWuar4qU2cVoDemYSDufjDx5rwG71oOJviuoECpZBtqFJjCWlJUEjUlAfcJW+YqMjv0nJDC7HdYCU8yNm+79f0l2Oqe64mvHFoHq8l/jmQNKtDYdOwClDmCXlFDIaXMuin7j9p/8R9i5WiHdb+xYK2rvy36MKMcusufBsvnqRRfGwK74j+QL2cDraKIOBaDFFVpIxm3E7HKgrxCG3XLk7BQ9N2xtO3PZwOwCdDFErh43H4wiqa5tr57exvz8PaytadbXI3ZU3TRf5kk/dNZO5zLr/1RJI/EVbgwoBToulRv+O88UJVCp9FjuPpVZmC+9QX0N09OxLi9CejyYaRl3XpIenyaHcG7k2WWB2JnRg6w5IL52mpWtfKAjVpmq0n6O5Bzr7Z1kcpx5CqDHPA/FGNCulOb0aRjMmH+3bx9rst0u2q+txkgmaHckfdIKioCROm8AHCMkOu8kZ8cV72i3YFQYsMsVM5kamblJ95dh3k56jlU6jOiDTWGfQW5+evAQaNmmas0jxFm6R/+Rav+zQeZkWQx21cZpWLVJuzKy84UI8089qlIboFKE94KUrRUh3VqZhQ45zuwSDQsam8UE7JrEV2wsL2s++Q9DPn6T4sABI0us3z9bt8B118H11wme/CTYv5/wgLmQUQ7p/vlPkN/zEQAGL3oT5XUvvcCNmsRXagghePIN8OQbBLd8RvOu39DccQf8zu/Chz6sedUr4Vu++fz2pXZcx+iZ/4HOx95G529+FnXxE1Hbr/ridmASk5jEpiHqL7bagCBZRpqdqODfcu01him1Z0/4WmZRouVkjDiKwHg1RmNKG/4eFQCSQw/BsK146HTJ7u2xjLEmT7RJoMgzCLYwnFrO2V7B2TMVTiyddEPhK0tmmZEZVt5gPEZRZGBEkCGEaPbsIlRjjLOltAx7MCtyzC4sqDbm7xOFT06FMGCfZhzskhDLdoKUKuqLzKke91zWR4c5c6pkvn8XulI+qTUG5gJRY+jFMsa4TblndjWUcLT9rY8rF1rmaFpmJMSeXUIG3/s85/LLYT0rmY5ZxE7C6v7UhKpo7iJnbagKqhjsUiCdlGj6IujOWx8lEh8kPDvOgV2R+bkOzAkHdjnymJcxOoN6pTyDwle1EyC27INj94Xz5DCNShupmioQK0vI0w9Q7X4qtHpjIHEAu9qImpN1qxXaBFBFYFeWQ5lNm36MBiQG8VEnpQ4yxlgyG4cbN2dOFxy9UycyRmDM26wOdtXHrGN2acwYT6JJWuUNuTN0Z3rsa2fyLqiCX54w3qPXXtajY8EuB5RkDWAXkFTcqwP/AgPya5khpTkhlRofN+bvFOzysjRXjdHKSivRtd2yUjwdzN0hMKGoChbO3MKJ+Jg2/BycZyDMveju4zEfsoRxFPrnryfagJ7CPBdSKfPGYJcpPmLGXqaGzA3uNXurK9kq0yelg0xPgy9moWWLY7PPNvOsBd20ruVzY/NnukgDsL4eftDoTejaU5NMm3teMLco6T9iwPp+X9Ozvoy6PQ3VsNEf0iBDqfzQPS86HfO8Gw0bAMjoIvn9novtpNy1MePZ7fP0/FPQ2ccRxTpi/RR6ZnvC7BqvxtjMroo9u2SDjBFgMNAMBkBPMOcevBHT1YFYXsKOGVca6d8RzquvtZiAXZP4iomy1Hz+9uC5deddoHVqQnrppXD9tXDdtYLrr4OdOx8l4FYcgzP0PvzDZIdvRmcthl/3Fson/F8XulWTmARgAK/feCd89O/h3b+pOfQQ/PLbNX/2F/DmN5bs2nnufRRP+z6ywzeT3/93dP/0R1j/7v9lqoVNYhKT+JJHloHTpmSZexk35dDbbZKswlXvExK2bxdjq+NZxP6RIiRPzgi3LseqIhkjWPNfIe0+jAzOsGkc2FVLepVrj61uqAzjwsv3vFFNQXb2YaTagZId0x6b0DvAIrz4xwBRFuEw1mAcley6dKwdj75UiJVjiJWjgRUW8RGEFEineTsHs0spXYOLMqCCGgAhonMdn56xRCZrs97bx2p7xHz/LpTSlIUCpAdrzscsuSig41GptkkQtWECao8ORrIV50/k9inyIOuKmV1EGEbeotUSzPXKuEBekKZGQ0F4sCv0E9YS1kpVgVgzpvBqwSK0kQ+O76f3PXOgRZRKRcmk1nDbAc3xR+yu3CX05kYVWSRjBHs5piMvqmhzFR0/O2ZkiHLp86jdT/X3pItcmcSzEq0xeVy3k4JdhQqZfSZBiQ4aSVEosqIP7dRoWhAAQiHHgfD4VCiluf++klZFqKLqv99cxlj/Q3iwSzbkuuPSKsfG0+0p9OxOqotHjMQCWBKWmwOk0F42JgTovMu2i6L7TbjCAWHfMmI36mHE2kl86cxdLaTR+IUpxzG7aveezNLPHLOxxuwqLdhlruvIznHRSXPV7daO07I5zohIlklou8yyAFK5qbCOyUSySGVKyybbxcwugUor9bo5oCGPMp5d4/LG+nyiFGSqQKsUFNKOSdSeCtNIhqd2JazZcxnUA6trdv4lrTw81r6ke9oDzd1uxvwcnDkLj5yZYk/PtW8aBmdIynj6djC+GKBNG7rdCnXyIYr+dqpqKjmwihFJxwjerNHgGdR1RqXOeqaN/ZEfv47FqLQYv3Yb5cTluWWMB+8zithWLuh2Gx4kHuk2EnZ3OC0yc7k2YJWdKyZg1yS+rKMsNZ+6Gf7mbzR//7FauVrgyiszrr+24vrrBNddC1u2PMqArVqIlaN0/+jVZCcPotszDL7p16j2fNWFbtYkJpGEEILnPgeeeSP86Z8Z0Ovuu+Hl33WGb/sWePX3CWZmNrnXhGTw9b/A1Pu+HXnmEN2P/CSDb3z7xg/ZSUxiEl+UmOoJhIDhMDAfMlvy3r9bRy/h2dmHmRoqRlOXNu4vVpMIy6ow+4BEEoiVPNaYXqPCNMIk99Y8nugF3rNmDAjmEoDYs6uqCFXAHBNt6XN0Tx1m2+rDHJ97ljluGcAucEyE8VVul3iE5DnItrStYhlXY0QrssM3186MSDy7pGd22URzA2bX2Iq/QQPSCplYf7RYxrgR2IUB59z5XFmBg7dUgMR55jcQfex/RPsotGebKC2554FpGK7y+Cs1tDrA0DK7TDuzqWmqlQB2VTpK/FXFytmKWaWNbbIDF/MYDIsbNNYlKNzLn5MxGomYqoFdXuZoQa5YghnkdfZ6YyRgOgKT4uSwqvBAF0DuZYzBV84BKD7vFhKyNmr2EuTKMdT0RUh53G1O+h8grHTJmFqHwZBZsEuJNkqnY6fbhZVonTdmdgkpabUEVdbj7nvW6Gbr7L+mBnbFLCIBYoxmFaIsw/ajbD4xyh9Lup1BfczsSqhY9to0jNmxJHi4YooGCIGe2W7+XdxPFbF3NJlhl1L5NgqBKWTQsO888uzKMxh5sCskFoP1kuMnM7ZvF74pUgoQmb//nX+Wrnt0iTxlCWbtpN8O7FLWX0xEoGlaEdfeD+WQTBpw8NTMU9gbHcrNG1kmxphdbld5ZuaCGOyiUh45cD5+EmWk11LbOTsaH9ZcvundLWZ2xeEueSmn7Fy/RlYVY4wzBzLqvJdI46WAMdhnDOyqGQ8SmF0C1Qjgx+0OjQjPBZFJFhcN2LU8mGUP5h7U7RmzENJYYEKga8wubduwMLyb9vp99JbuQV30NcQTm05OhhuIm1SwsNvp2uIR2PvMLyyYfbQyN3dHz96RYWdONQDLVKPAMBOQVamMsdM28k6BIs9h776UHR3251DLAMAbsOuf59nVMGNMYhKP/bjvPs2vvkPxLS/W/PhPaP78Iwbomp+DF70Q/vNrBR/6oOCPP7DAf3iN5HnPFY96oEsev53e+7+D7ORB1PR2+i/7nxOgaxKP6shzwbd+s+D3flfwtS8yLzEf/GP4rldq/vb/nGNlprfA4Bt+BZ21yO/9K1q3vPdL0+hJTGISPq66KrM+KOZ+ddJDgYo8LcO9LNdPsGX9ABmj8Z0RmXTbfWUeOIAgYwQHcFU1sMsxu0xyX3r/pPFqjK5Nyh4rSMvKMhgjO6miPHsErdIS7K4KWNxmpQyYUZaahx7WHD8eMU8iZteOM39FNjgVWEioBOwaCxHabDy7HBgXpFhNMQZ2WRBPluuoB25CrD1i9xnOReiLbkxCzXUN52s0Mu1yzKSNmF1x/lUWlU+cDh/LOKkvpapMkR+dOQApeLS0eh2GeTDeqlTm+3zsqOLzt8OhQ2nyJZ3WKE7GCf1M1KaqgnIYQAELJOgynMAY7HJjTjcyiu2YbWB2xYnkes2mx+GXMYjnDMQ9GSZvI4RA7XgS1farUTuuN2AJNILLwgEgKmXuORljRcuDWS7ymkSrUAHs0kKSt0xFRoAjh8Z9u2TkD+V8vjZKPqsKWhYkKrK0uvLOHZvLGAHk8oO+mqPzHKKJ2VVLguVZ8xs1fZG/1vV9O9Cs01Z+XEgJaqZGR7XjMIuYXVl8SiOfrk98vM9tn4Wl4zq5n5HBUD54dtVZlXkAwIT040ooBVp5eWLhZIx2vhFaRd5Y+HlLlAOyDFY7eyl0CqjEMkZvUO+YXQ7ssk3RMbNLVWP7cDJW4wuoakAMzX3FzhcNqJL7qMhmUaLlTerrmzqwq8oDa80VPYn3479I2jPO7FpzzC5dbcrsiolrWinP7JJZYL8ORTRvdGYa+28OJseqKDrgeqqyIHcxMqzThJkby3UjGeNmKJ1WdsZN2yIEQSavnQ2BY6+az5eXNZ+4CT7xyahQW3ysIoBbQoCsMbva/hbUXHIxXLQ9XvWKgOpIxpi0j1o1xi/Qs2sCdk3iyyZWVjR//GHNq39Q8T3/t+YPPgDLy7BlEb79W+Edbxf8yR8L3vgGyb/6esG2C1E98Z8Y+e0fovf+70SuLqG2XEb/O96PuujxF7pZk5jEecWWLYKfer3kt35jjt274eRJeMMbNW/+OcXq6sYPLXXJNQyf9zoA2h/9JeQYG2ISk5jEFzMuuThLvHOkcGCXbky+PTazAdsjzjmkACe3c4yYuv9TXI0RrAm2/TJUHgSNBbsitoPZgWVsWKRBVQbM0d63JEjp6qbr2jIk4jabhFxw8D7zfnHHnVGf7YZSGg+axdM3UZUhgXL7afJu0UifzMQyRt+m82Z2mYO0j98KZ4+RPfSPvk11tpfWUJQbgF1C+HPk2HdexlhndvlxEO2jUKyeKRmNNA88lLPe3u3bq62hu9DKs83ylmStHdiApc78dT561DDAVlYjoIAI7BpjdtnzGPUTMLI290fuwK5mZtepZcGnb9asVbO+HZ5xZMEef+4SZldo31pNSeAAkjixdCCywyqUdBK1DL1lP+QdZFYDu5JycCq0LWZY2oqHlWhRnkPEU1rzctNNSSuHyoJdmRqglOaT/6C56ZOa0Sj4dSnR8vNBM53OFmewXlWuwuHePXD5ZZC1Njeol9J4qGWHb0n7Gvnk+aiDtoNls+30RcnHqWeXOf6WhcqP8eWFp6O3Xp7uy3t2Rcw5GYG+w9izy/T11ClzBMDKGAOzK3h2pddFyxw6M+i8g5raGgEkCqx/EUKgsOPejSNVJfeA9+wqh2QZVLKbVJI3bXC7EEF+6EBr+12rhQFIElli+G/PDhMBXBaohNnl+9ZkUK8Yu26+uiFmvCjRoizh6OGR8XqKw4KMKgtMvA3BrrHFApHcL1WlI8N9Ne5bVm931F4Hwkgp/TUeygB26db0hosVIDyLFMwYcMC1m97KyhWwiKTc8Sn2J2xIdu9fIY98pvlQyjK7mtoiorFEVI1RG+bybQfMs1cpOHFqnF0lqiFKQyWN2b7Uo9r5tdtpzeyc6bdvfmxQn8gY7W8SZtcE7JrEV2icOqV557sV3/ZSzX/9Zc0dd5qV2Oc+B/7LWwR/9AHBj/4HyfXXCUPZfSxF0afzV2+k+xevQ1RDyv3PYf3l70PPnYfx0SQm8SiLr/6qFu/9LcErX2FeSj7yl/C936e57cAmMojrXk7xhG9A6Iru//5RhKt6NIlJTOJLEjFQIhyzS0dV+hpePKUDm9ZPkR36pK8UFbOkhAw+OO6FV0dJGIyDOYU1qDfHsCXphclwUmaXSv4dkzFa+UxV4l/wE6sg8DJGz17BJKorK2F1e1QERpMDMTzepkGfOWI+Eyr4f0ZJwKW7/dnwLRBSIvLArLIdoCkSs2QCiNcoY6wBEidPwkc/Jjl8JP3cJX2+Qp3dl0u+xsAu26c4QTx2tOL++xX33AujUqJkmzO9JzBsb6OauthvFwN86+0ddn+Ckk6UzCt3FM+mEoCwq/9ClTUUw+sN0z9XjoVNsg3ALnuc2z4rOL0M994nTbIavvJtHhX2RMTSswgMcLYZ7Rbs2wsXO8JQxD6sG9QbiWcaHqj1oKIdr1ozHGooR97U2kXL+t2Uuj3GKpmfM2O6kl3W2zuprIeU87xrtaAUBkDI1TpHjxnZ4+oaPPggCHvfKdkGkXrv1aMsQVn2nAPQ5uYEvZ7wjDUX/j5qeh2oRsaYXxiQbXwbOy7c/e4ZfCmNLR6jnY6g04HpKe3vjeWzGwMBsUG9jK37IoN6J4eMAUCZmQkkzCEy2kkU0vjUVZe9AHXp0yMGoPISRp11PCjo5gh05dlcoaMlohzS6Zjf9Adw4oS7h8JCRZZn5l6ysvRHHtGcskrTVsvOsfGtFU3IoXBFYMUZhlgTc7UB1ALW2rtYa++OPg/Xf9jahhItHj4M9x8sOHyktk8LdlVZzOwSzeSf+mJB7BcY9QXsfbQJlpIwuyKDepFl/pKN9BTVxVdTbb8KWt0NFyvGmF3taZwM3RNXK3fMiNnVUA5XlANENUKerZ+osJ2yLLQ4YhmjW4hxAGalBevrrjCMiZOn3CJIFOUINBRyxjyLsYCXjSl/iTR5JtJfxwBWw32bMLsmMsZJfKXF6qrmXe9WvPjlmt97vykbvm8f/PsfNhLFn/sZyY3PEOT5YwzgsiGP38HU+15M68AfADD66n/L4FveZSoETWISj9HodASv/j7JO94u2LEDji3Ba35E8xv/XVGWTfR3wfBFb6Taejly7RG6f/KasMo5iUlM4oseBicKMkZhEznvgRmbTruFWfuynB+6CbF+0ntU1ZldXsZoGTEuGR2TbtkoCnzp805hDagtcCVgY7Ar2p9hLkkDqlR4sKt+LNUIdkkG0fQz1fOnxkslE+/7VWN47io0mjaF/15YEFx+mWm9W7kXQiAtjcp7mJ0ns2sjuUwT+2bpuDmXt9+RbhvALsv4sSCKA/jqJBqDRaU+NyceKb3Rs7IMmpXuZaxs+Sov1TIAiUuUDfvl6NzzWZp7DhWt6FoGTyLnd5TnpMyYmN1VQ0LKGbM4KFcD2IX14tKR/Mb4fGvD9iMCgBwLzG7nPahGDTLGCE1Ztb5YO3fCFZeLAHZG/cqsjNErkbLgEeaifi+IcoTWmsNH4O574MgDZ630KQxgnyjr8bJyrZbgCU+AlR3P59T0DZRlABAR0rCBLIDQrs5w6FD47QOHArOtEm1UNe4HB8ajBwxIpgrH7Kp5YdXAHseKS6sx2qgKqErL8sg3BLtCaVRHJan7gpl/e1244cm5ObdaMTdt2rhtexPY5eSO4WaTltkl1MjLaKtKew/BGAD0zC7bRA921f2qvO9gTeaola9MR96N2LMRGFxnN1YFlAPyXHDJbgOm3He//SqaM2TujPMV6+tw64EwbvPcgF2JF3oDs0sSAD6BGpMH2tYmf/l5TbQ4PX29Z/1pDUV7C6ennsigtd3LGOuyOHQVwK582h8/PlKyeFFfLNAquV8SsOsczK74ORG89gQyD4BmKTqohX3oLY+rbVgLQVKNUecd225Fnrlno5l7k+IOCdjVsO9GxFgZ8lTtGZEyop1PpWN2ZV6O3bZTyfJZKIoULKQamoIUsmPmQ5HKnS97nGF0XnN1fND4JLg2a38e4vY5ZpeO2Y5fQEzArkk85qIsNR/8I83Lv0vzvvebSeDqq+AXfl7wP94jeOlLBIsLj02AC4DRGu2/eyu9970Eeeo+1PRF9L/9vzO68TUbvshOYhKPtbj2GsHv/HfB13+deXn43f8JP/QazbGlhod0e5rBN78D3Z0nO3aAzl/99BdMY57EJCbxT4ssi1hBMjd/a8W9B+Ho0fDSu7ysfaIk6tUALfsh8ezKwnbKVbDzksCQ4Mcv5w6oAuiWBuxSLmkU0bY1sCuWBTqbJu2qOjqmTB3sstoyEbVbaZH4Rmkdyxhtv+KF6oHpdx6DXTVULbz3OxaaJMvSxH+MBWJj3LMrAmlqx2hi32jk2K492FVjibmkZ4zZZSV08ZTcK5bC91GiWZQE2YpWzM3AnksDe6nKpiizGcu+i5J9O/4cMGPAriB1TJgtDuB04EJ3m0meYoP+lkmunecVOKmQSfpdGzsd0HkK0rRsIjgsHHgVTnZcJc2BwVNpITziIgrS9cuNyXyc2SVrzK777h5w511w2jJwHrn7YVSlEuN4JzmNKy3GkWeCvCXtsSOQVkiKAvr5RWghaVUrjM6cRgpoudvMF4XIqSo3HtKxtWfmQbaufpqlY5WXAyvR9l55ALIG4Lpr2/hoL4fe7FyJ1jgY4eeImhav9s4cy6S9wbuq2L9Ps3sX7NvXcJ/ZdnZbkUw0s4CXDl5Sxoy/DK3Q9jhComWTjLEGwGQ18Cv2UXLMrrwTuuYnpdKwG5OOln5RcOelBkA9c9YePwa7MumZXf2aTNAxu5TCeygZYLvy/QV8RVFzG+gNmF2SqtLcfofmY5/Q9GtWcG4O1xqK3nbWOvsA49sFJIUNANrVWeOXlbXQ1rNL1m7HZD4fY3ZVCUiUMrvKTYlDKdhlwRkkEhUATdFOzrOe3ma2X9xX25tI29aZ9zLGLJreBoPoGUwd7DKfF4UOXl51pp9tuBn/TWM8Nah3izOVFv5aLS7C3Kxp89kV02vfi2qE1lCJjveni8GuPIcrrxD0un7JIDoF0TPbV0cIoL+TV6tY9voFvv5PMudJPGZCa83ff0zzildpfvntmuUzBin+xZ8XvPudgmfdGK2cPRZDK/Lb/4Sp934j7Zt/G6Erysu/hvXv+TDV3mde6NZNYhL/4jE9LXj96yRv+mnBzAzccQd8/w9obr5l/EmmF/Yw+IZfRouM1u0fpvXJd16AFk9iEl95ERtQiyxjyyK45PbYkmF1DAaahx42bCGAbIOV1zqzKwAwFtyqsaRMwiC8wW1hDeqTfRYGhTEyLAskrJ9EHr0NUdhy6FnYX0hCMpPkOM+u2rSjvYlLKmNMFrRVSM7d20f8GqIs2BX7/dQTEZckeiaIAGnd4KsK7rpLMyq+MM+uOJeQx28nXz28gfRD+hV7F3VmV16tML9+O7u298f6Bxbwq+kp5/t3RR2MwK4iMHgyqbnmas38vPDXO+mXKyIQyRhLy4oJ/leOwhQn+zb5tn8p0YIaYIUFu3RVeoDCeXadORPOY1WBuuhKk1Tb69xtm+09s6t2LpI+ANN1sEuG5M5747jTlzcwuxyeZ7dZOjpMkvOp4cN01w8lYKZjdhUEc/ax/ToWigNP7P8Nh6Blm/WWYcTNDB8kb8G0VXM6Jo8SOWUlGyWyO/Xn6BVLFEsPBmlhlrNjZ9Semq2IRqBU8GyKb3NR9kFrhDTHHTeorzO7msEu/7HAgwxCK6SuWFwUtNrj95negNklhDkXKdgVA0HaNsswuzz4upFBfZ2FFsldG5ldDuyqG9RjQFwHgNbBEQ4AACAASURBVOXdAKBWlQ6MLAlC5rYq7rixfJ4b8E4pPPvIVJa1QIjbjwiVLIUuNzCoNwzSw0eMCudUil15dq6RBIbzMMy3AtCulpP5q10uGxCutxjaUSPGpZ5dDQh9BBhFdSrOn9nlWaAAAkkVpLkiS+Zmtf0qysu/Ztxr2Q6Kcu+NVLueiu7OeoN6KbRfZDF+ZRHYlWgpK9bWNHfeBYcP28/GinbgFyTqzC4pCYURlGN2WX6Zyli3YNfUFGzfboC9s2dJT3A5BG2kzTrL/ViIj+HOmel3fHPHXDz7fczssvd8alA/YXZN4sswlo5rfvy1mte9XvPQQ7CwAD/2o4L3/rbgmY95kEuT3fd39N73Erp/8RPIlaOouV30v+WdDL7p7dBbvNAtnMQkvqjxwucL3vObgiuvgOUz8KM/pvm9349WqWxUe57B8AWvB6Bz06+RH/jDC9HcSUziKyq8PAUQMmN2VnDlZebv08ugtEqkfUDiH1Tfl98m8uxSZAkrJrFrQnhZlAG7wvNeSjxbxHkOAYiijzzzMKJ/2u4vsGNiTypV4V/wx6p9OWZXDHZVsibrCb9z28R9rIYjhBr5fppG1BJTQeoTI6VnooHxS/GmwLWoq2Ncohi/EclT99NaunUMkHAHb9fwEM8ysinCRcMDPHH7/VzeMcbHWQ0PUGoc7PLtqSVWRYH33ZIisAJlDfgwYFfkSeSM3CuznWMZedRLlSRVySDkRSIfp6NlLbQ0CWmmhv6Yx49rTi+HH1cV0JqiuuJrPfuw1zH7H4zGr0kTK6nXq38SgV0iBbt0A9jlPbvsvjMr6SqyGVY6+w0YW6wkzC5X+bGoxpldav5Sqt1PC2BXGQOkkkttnYD1tgG72tUymYSubZrwXnm5l5W6c97twOyM6XO7DbkymXKew/Oel3HRjpDE1pldGmEYfTXwGAIzVACaBhnjBmBXXf6b5Nrx+PJjZmPPrk7E7FLKyTfrYFcZ/tuBXcJov9357g8Et3xG87Gb4OBBzaiI6GbJcaP2ebCrHfXBMQTLcSbPaNXvI4vQ7LIMYy3PzDHdUavaPWyYXZaxI9ssL9td2mdBALucFBlkdD5qneHkyfBXWbcYE4E5piKwq8xmUKKN0MpXygULfgF05yPpvDuSiaQZYzLGlNlVRO0RutoUS5H9k3SKR4AAHAqJB5jCs6L2w3zcP8/PBb1F9OzFYbFGK4TQnqE56FcJmB1XxRRac8QWLD1tTwtVQzVkrc3zqqEaY13+nztAW0vP6J2asr6DQrC6CkURr/qY4ynRRsjWGNgVhnbDze0navwNqmUeyd3N/ysNN/2DGJdQnkdsXqJjEpO4wKG15sN/Cu/8dc36utEMv+xl8N3fIZiefgwDXADlkPzuj9C6+T1kj9wJgG5PM3r6D1Dc8Apojb0hTWISX7axY4fgXb8Gv/Q2zZ9/xNzzd9wJr/tPMDUV7vXy+pczWl2i/Q+/Tuev34Se3kZ12QsuYMsnMYkv74hljMIyjrodTTvXjErB2qoaA12kaH4ZTWSMAqR9gddaJvIQt4ClFCCNnGxlNQVLAKrWLKsLV8IJx0xpZkA1gV2GmYKvXhavendHx8iE8dsSBKbMqBRJOyuVSqNc21XWsdUOB7TUGnnE7BK1RMQkBmGnUsjA2vDtP0/ProaqZ+EYKcjmkp5WhIcoFRI4z+zKYX5ewHCZqBhmuq8m6RJpvyCthCkIshVRMyuPwS6hVJSQRzJGwFXtkqfuQ64uUe180hjipGQLdC3JFMKyZFbJVJ8ym6YslZcGttuCQQQM2IMBim6npKCZ2dV0GsYuXcTskrKGDDQxu2oyRgfOKdEyJvEVaK18Mjw9bU6dRlBGMsY8h927QO24zjbDseUc+AgIyaW7zbv2nbe1fDuzLIB2vhojOVu3SlRUVfJZVoQg7hLMzGiWV829leUCkeXEVdaQdXBHcOJk8mcI689E1sJUCoWPf0Jz+eVw8XZBxOOzbY5RiBAJMOLmipgV1SQXFoGJ6M6HOHuULNuG0mUAuyrLehJQFpqW64NlkYVdS06eMv+13oeVFdi6ZfywifmfBbN01kqZXVZCPAagDw3YpfOu8QCUxpQ+ZrZmmWmXO0xVVBABTa08yDQPH2uxfFgiqWrstTCHJz7jWickhErZSro2irS5HuwaDGDFVgft9QwLbJhvoVcco1OepJJdlGilzC4LVHnPria0q6mE7IYyxk2YXVozd/KTsApH51/gr72RnevkUONzs9l7+mf6ty8+gJFu+7lDVXa+sPNAsuJSjVWqFOWoYWlDWe5UwwReN6h3hTNisKtn3sWnpiWswuqqYg5g/RRitO6rMWqZIVRggKbdbJIxRhcsZmTmbRiVZi6z9+pgJFk+A9s6X5iOcQJ2TeJRG8vLmrf8F83HP2H+vvYaeO2PC/bufQyDXFojlz5Hfsef0rrjTxADs1KhW1MU172M0dO+H6aannqTmMSXf3Q6gp98LVx9NfzKr2r+9v/A/Q9ofv7NsOfScN+Pbvz3iNXjtD7/R3T/9/9D/yXvQe284cI1fBKT+DKOLJYxupdiIdiyUHDsRJt77tHM1e1mqBpoR3qM2eUSdKVFglE4po9S5uW8YwkhGhithzf7U4vPZls3WtLfwNvKsSBcwgcWLKhAr5vlcG2P1RsdZuvarX79W2c5LWGyoWIkrb/MavhNLI3yJ61DoXLW1wfk1SrdXoyQNUhMkrYKsjztR6GaX9c3kjE2eXY5lk3Y1oIc0aG8CT1mlT7ZlxDQX0YyTZw+KEUiXdq/D+5/oLG5Bqy0iY6MmAoO0En6JZ1vmfKJf1kHu+znctV4hGVHbkXNXpK0W4nc+rNp+uswM2uP5cAu7Zhd2ifhu3ZLDj6Qnl8H0nXbihXblrLUSRGkJlZLHezyHma6SkDhM73HM9+dHfu9k0b5SqW2vVrkQfKljOH2vr0wM2PkxEq2/fmSEq56gpVM1dqlvGE6ICRCCLZu1QFsxCTZPc/sKllchEv3t5ivJEtHwn0cAxy9HogVK4uyILnOcp/m1qWrIDhxIvorzocLy+yKfK3W+3Dgs/A1L4w2PoeM0QFFpgKdA5NipKMBVPZyRzMYpkaHmV45wHwOx7In+s2qhNkV+1iJhNmlEUhpWHCc3ggUiduuPAiBjMAuKcF6DtY9u4Rjdlk5WJ6be7uqaudASH89yiIdvLmrxggcfaRFjwwIDKMmGaMLpdJxP6wBw0VtCnQyxkMPwYmZHFowM23ArlE+T684Rrc4zlz/bg+sai3Q3Xmcd30d7EqrMdbmz8RsUSR9F7pqBK0ZroAK3yXMJSlQ265ErJ9kdXZ/cn6SOIcKyUm8BcaDL3fSTF0g0OQZjBTo6NmqyobGNjC7XMVNanOtuReC/5v5zOzz5GnJYMZ85cBuNw9UhUacPUx25FbzgbbPDGtQ7xig/hgQUSvHwS6hlS9UAwKyNrBu2Zzh8zwqmHO+MQG7JvGojE99WvOzb9GcPGlWHX/wBwQv/jbIss0nikdljNbIHvpHskM3kd/3d8gzh/xXanYHxbUvprj+O6G3cAEbOYlJPDpCCMG3fjNcfhm8/qc1DzwAr/5BzetfB89+lqdOMPyaNyHWT5Lf/3f0/viHWH/5+9BbL7ugbZ/EJL4cQ8bMriiDedzgLzkzejJoNbayPDU6TPbwg+mH5ZAsqjwlBQgRDH4TZldcgU5YloFd1S5WV/x2GhGUEbEco96HPPLssjnKMN9GpzyNOm1KtSttZDgLfVOe0OfNWYd2Zn40LAX9LddSnLiVlc7jTAWqmowRQOVTlFWbtbWT5O01pnpR5lMDu+pNlpIxs+qhbmZ61xOqIpsDjjQSCLIa2OUkNPF5d2BXu23AkqRfWpM/+HEWTs9zlOAjairGB3bHzIzgqqs0d9SqPELKzBOxjLFemU/hgYe4aqMzU3dJYOP1rrHJtGgBGceOGpnP3r0whWEhQDgvxVDRttey1wvjxe/HntRMmiRUC8FnboUbnqR9MlVX15gxvgGbQ2svY+y3LmalezlNtZUS4FfriNmVe3BTK4Wgsl5SAik0lehEgETDfj34Em0TAaBxgQIZyRilLslzmF1owSnB7AwwqLFQMEwQqc2Ach50MehQZy/WGScps8u6/ddN3ENv/F7sCbE7qY2rprkivh+bqp7WJV5qnaoyucni+uf9/VOWZv4AKIuI7SREwqDSQrJ/n/WvOzK+JhAfV2tNNarIOo6+lKXMrgqL4FspdnsaMVpD9C2Ab5mC7lSPMbvADgRFWQNNWjlIJ4+UdqzpAPqFaowpownGQd/hML0O5RizK6poaq+lA7QrYe7Tukl9MXUxZG0vfw+gfEMb6hUIdeXnIS1zSgsOtVqkknIXgzPkD3ws2a+MmGEyk9Ceprr8RQxOaFhrZnn6hjZ5VxEtVugKSemHu2FJaTM8i2CMD7C+Hi0auN1V9eqV2sgYa55orjl+ru2fRh75DNMIThPOfbtlFqNdXzWmDfLU/eEQGGN+IQ2gLTeTMaZC+/BddF501sHdPm6BQCMSJvTZFc3ieTj9TMCuSTyqoig0v/nbmvf/vhnz+/bCT79BcMXljyGQqyqQS58je/AT5A9+AnnsQLLqovMe5WXPp7zqG6n2Pbv54TqJSXyFx7XXCH77N+Cn3qS57QC87vWaV71S86pXCrPSLXMG3/A2eh94FdmxA/Q++H30X/Je9OLeC930SUziyyb0aN1WZnIm0+F5NT8vuIFbOHhkZux3neExxHrtuV0OkDL27AnsHoVMJEYyyc4FMjPJ13AEo7IFWHaLjl6fBWxkResqz/X7YYV60NrG3OAeVH8VumJcJuZyiKxNW5pkezSSFGKa47MB7PG+LQKq7Vcjlx9gZfYqxNljKAWtas36PFmQpy5jrDdWyjGGyUiPy9viY+eZkVGtdC+j37qYK/YLOHs7YBkxQjQwu8bBrqHNkTqdkOjUCTitcjn5Ozaod0mNu3yrnT2ASayrKjWoT8Guhn6JALZoC4p6ZpdTwzWAXUKnya8Bu4RnbRXWo6qSFgiw17vf10zbtrTalgUVm0zbsWXMzOHsWSOpOXkKdrltaklyI9HQXVtlTKhNG51UbnzzFOwKzC4lWmikSf4MvS6wW6RldrlXz03ALn8OIwBIygA+CapUxqiGXgKHkExPC27Ypem6pNOiN51OYAZ577AI7JJjCFyDl5D7bwdIZc3VJet0Hs+EGvNqCpt7YMEBOhtVO48+v/rKiiO3luzehZciujA+XSWtcpnpsw+YHrlzKjIyGeaonTuMWfuIzUCRjAcehNVVzeVPLOgJDOjk5smoGqMDN3R33vibObCvbaoKxGBXWQO7hDBglyqUvwRTw4fpnlkjc/5ssuUBh42ZXQIhtMNVkjgXs8vJGCGwvDwYK5qhisHM45gnkve6/rj9bEb+0ZFkLmtRFCOyzIJdRSRjHK2RHb0Nin7yU0iZXTERIz7XzSFQSnH4CMgOXLw/fKO0+bHUo6QKsNAlwsqJzYZh5/21iOVlAXFR1WWMjg0XGL2+NYJgUA/Is0dYBNr74UQ+w0wXtm0L22eZoMRI3uP8VWtQsgPeoD4t6OA3sucgaYD7TkQ3aO6eP8IDoFpYz0ytOHxEc/sdplDduWICdk3iURPHljSv/ylTUQLgm78RXvPDgm634Sn9aAqtEafvJ3/wJrJDnyB76B+8maYLNb+Hau8zKPfcSLX/Wb4S0CQmMYmNY+tWwa+8DX7tXZr/9UF4z3vh3oOaN/yk9fFqTdH/1l+n94evIDt5kN4Hvpf+S9+LXjiPp98kJjGJc4a+8yPMnGgh9A4A79nlojfV/HxuUmuIcpgk84aFEmSMKiJjxGwYl9C32gbsOj1zPYP8Ts70noCIF4PdThtidlYy1TPSp+OPmM9G2QJKZFQ2K6knR940POt4JtGoEGPJaQx26S37qbbsRxzXlNKgAy295lkxTVE/V1JKkBm7d8GRo1DQoTpHNcYsC0lsmc0gOoyxYLbN9x32ZX1YxFi/Y2bXQNSYXXF77W/yapVsMPRSOIdfSCk4PvcsRtkcAJ22OfdFEZItEXm0iJps04FdWmsEFcImgaMilTHqyGDbR92zy1bDc9fNgVYl5qLkatX23TJ3ckFmpYkp6yaAb5dcInikFJyybTU+NePyp8a1zKhcnJMLuX03be8knpWyxug2idQxs0unBtamcEMn+NPlU0Af3Q7vnu5e9KCWk9xhgQvXGG1YW90uSDWiU54ySfPUVjh1EID5OQ0dpxst/D4ckOilmzGzq37hxpLw8UlE5s1glx8HdaRlU2ZXvfrhBgvP0UXZtVOxkxGtNcGp02ZnSjl2UIEQFRevftzMBYArcallhhSCKy7XXLoHul1BK9eMSAHV2glg1aoRTz1SsGu7OY73kXfyytGqr9aoZ3fA2SOhTx2zEJFHAEwiY/T7KdF2XAldsGX9NtpnYLpqoYFStyKmn2Wv1Qzq3XmtFToEYFADu+rMrhjQcgVHpICFeeifGL/mq509zLUNulrvjwy316bhAFEtcsqSCOwKBvXZ0ud9kRPfvpqM0clSXZwL7NJCsrJSsbwMx+8W9LZq5ubsXOzmAcziSJAxVsm+Y4/EUU1+qlQEDvsPwzOu0aC+YeKZnhZ0d82gZ9Nr58H3SicgIBprLG8qj6bMrhrdLrm3w397gEw4GaP9mb83pR1fmoMHx5q8YUzArkk8KuLW2zSv/2nN8jLMzcFP/Ljguc9+FINc5ZDs0CfI7/1rsgc+jlw9lnytu/OUe55BtecZVHtvRM/vvkANncQkHtuR54IfeY3g8Vdq3vpLmr//GPybf6v5hZ+DXbsE9BYZvPh36H3ge5GnDtL7w1fSf8lvoxf3n3vnk5jEJM4ZrdFpwPggSSlMAukkPS05ZkIOzWAX1TB5pzZVCIOMMTWPTvZGJkMFvjW1wInZrzbHV7XF4o3YGTJj7x644654t5Jhvo3BcInp6Y3BLvKON3EvKpn4WUNI3OI+SxmYQ3PttU0rRo+r3Aw4s7homBL3HpsaO6YLl/jmlvWW7LPGgnncrj6iFCwdNwV/XNITJ2VuH50OrNVljK5vUXu3rX2auXIdRtfbA0dtywLC1+kYsEvpYDIfJ8l1z66ysqv4yo0Rc3GcKfymMkYL+oymdrMk9jKngSzz11dZQ/ZSmPZ1ixMsrh/gbPcKs+9cNCaswTzafNjuCBjZPNKUYxsbQ411BWQADTLpEm7HdmvYPAugZMwcM2wY5ztlPH5i36JKBGbX6fmno+bvQ0VS/3AvCv//MevDSUsFGik0Ukp6xREEmjKft6yhiH3nfhjNB3t3Fywtwa5LrQwpmgCacGmNCFUMm6KB2VWWmrbXrqnk+PWD6BgYqSf4GwDlyRhTipxQpdW0GcjblGWByNPKrl4aavfR6QiyGXNch0VvyACK2qccCi3z0Ad7z3jv394CujuX9rdtwK7NZIy+OITdcacwVQKkhIyCEijk9Dizq2ZQ7/qrGJ9LhwNzjFZuzOlHY8yucRmjkHDdtXDv51vOIhGAtc6lLE9dyw4HXtfwk0bPrk0i9kNstaBTnqJ99h6o9iHWT4z/wF1bb8Cegl3eoH4jxh4imqsFd94FT32KKQxS6XQecNdI6gItskawqxylA6hSkNc9u1yVQ21anrSmAfj1P2uPs7bzXDACdFkgokoD/jHsfD0t2JUSODf27IrbCQKdxWw/6X+tlZGjD4fKy83PFROwaxIXNLTW/NGH4O2/Zm70K6+An3+z4JJLHoVA12iN/ODfkh38a/L7P4oo1v1XOmtT7Xoy1Z4bqfbeiNp+1cYv3ZOYxCS+4PhXXyfYcyn85Bs09z8Ar/4hzc/8NDz1KQI9vY3+S95D7wOvMoDX7383g2//TdT2qy90sycxicd8GFDKyc0EWmQe4BJZRitX6IZK52P7KQfJi6+RMdpknyxldtUST5mFF//YH0zFzK5ImjQWMuOSS+DOu8JL+cw0DIbbGQyMuXnMEFAxiJZ1yDNhq9cJX53Kt6HOlMDK9iyzq9cNEsamEDFVChCZ8DvLMsPQqSeHLryMsfY23wR2idKcuO0XGbniiVXHCgrbjKyMsd2GqZk2rMFi3U406kpW9dFa+2p58fXNWm1vh2S8cEwvh0Xs0aJsP9Pz45hdShlQyHm7jcrUz6fZs8tu291OUSyYP0UogOBqOxbtLVSyQ6aG9EZHONu5zLZbJEwYv9tI1mcOHeSFjoU2BnZtJmPUKsgYvR/Y+Oax3C8GPY1nV2YZTaEaI1jQQXY8+0a3pn0VxrDfWr8kSeIZs+2yTAGSfQvHWBvC4n4r3GwqfRfZdizMCxbmQU3npnWbMbvMp6ZFm4Bd6d1i2IjtpKJbdNFqSXyjZ9cG26bfWYBfV+Pm3xrIOlTVGiKrIVcegYlRfnNcB95vLGMM7atKM/cgswCi1D3Pelsg7wV6FUAD2KVqYFcdxOqVx9NuV4JRvjDG7AoyRpVsb6qDpl3pj8xvp6dh+QyU5yNjFAYc3Lc/59B949t6pmbdg8zth/OLQWGO124b0EpoRe/M3WSHlhoRMz+GHLNLiOTY55QxiiAX1wjOnoWPfwIGQ3j6k1KGrJvnhK7QyHCcCNCtFxbQijGpvNteazHOoISN7XTa4yokB7LqqnC/BkA5L7AsN892e36S22wzGWPSqFTK733GrIxRjcx43bZtAnZN4lEeo5Hmv/43zZ/9v+bvF73QVFt8VMkWbfXE1mc/QH7nnyUAl5q5hPLyF1I97vlUu54MrWYD2UlMYhL/MvHEqwW/9W543RuM+fF//HHNv/thePG3AdMXsf7S36X3R68mO347vT98JYNv+lWqPV99oZs9iUk8pkNK/EuqDMYzJkRGO1cJqwg2SGTLUfKOK2XEEoiqMcZG2W5nUoQX/2HsvRu958tNVqgRkjwXTM9oLw1aXIDDK5cw6H/W7MruK8tgRA9hPa5UbhhOrRZoLceAp42YXUq00Ui63Q2X+OMueolJ3I88h0q2x5JDFxuDXQJks+RLCLNwMD8ULJ0wTACtjYXEw4fNNp0OXH9DG30vY+9kHnux0jmtzSq/2XnaJxdZZmSooxGMCud9FVg4deabqsCZcYtou2EhQW7u2RUSqsAGSGSM2skY2yzNPoddZ/8SGckA81w2Jqz1ZN8BspUCtfUKxNHPst7emZ6rRrArYk95dkhgs9QjizLpMgG7WgaoEobpIXQV7Lcss6vhkGG/Mv0y/n/T9gjsEhWQc+n2dViEat4adEWSTLF6HJ13gl9WHBbk0nO70CfvRfe2JH1dmIeFBSiWAV1ng8T7acXEUsCwEWeidqSVLtId6U3Bro1zDw/wa+0N7WMGkc47pgKhTimYnjUVH8v+0LFFN/Z2MuC90CpsEzG7srwB7BIC3ZpGjFbRrSkPYmzG7HJgqlvA6BbH7efmf6N8AS0izy7tikXY7kQgqzsnDx+G3bs0vZ75YGCZXVNTBuyqe9vF486zHN1YrktXLYjv9vHPZXYNCrO/Tie0QgNieNbsf3GfGb/DFeTqUiRjbGZ2nRvsktEzzPBWB/bvs2uu0+YfXxSCCk0WpMcRbawcpc+XqgKqEXLp84jBGardT/UAsGJ8jIsmlmPyZRpZ5CEIoHuLqLldnF5dhDP4e90tCpyb2dU4SSYy/Mc/XnLX3YEBrhSg1dhzb6OYgF2TuCBx6pTmda/XfP52M5n+4A8IvuNl4y88FyyKPvntH6J14A/JHrnTf6wW9lBe+a8oL38h6uJrNn04TmISk/iXj23bBL/23+Ctb9P8xUfgV35Vc+9B+I8/Au2pLfRf8jv0PvRDZIdvpvvB72f0/NeZaqeTe3USk/gnhVmltQnemKZN0mqV1Go/Nd9uqhgDhFwlL62lZyxIGSWJmNdjKSNmV3SwOrPrXCbT83N4sGthER463KY/MB4gHuySUDBH7vxIsg4om5yOxjsWe3a5yDLzQSW79HrrY78Za54jY4g0+XDeS+didjXK5TasXGcit75UWsHp0wHoAsPsyjpd8qbFR/uRGxPG1MdW3Yuvb9QmaWWoBuyyybXQ3ky+LmN0zC7TP+XlrlWFAbvOpxqjjJhrIshkXRW24dCwozptM6acv1TekkmlQqV0YpLskv0sYnbpxb2MWoucOjKdNGVTg3pAiuD7Y/bZtL3wbMMEfLMAhLbaHhGlslJas+hN2hH6mCbY/vuoMZk0J09UQ2LzaD/oizWypdsBqC56fMPB7FjMWlSXvdD06UxAIzod2L0L7rtNOJurxtDW/DqOBPyOmV0NYyMZGl8Is0tKUJgFb8uaSUCVzIBdua4hHKL2b9SuLDfXvao0ujPbeFiNRKACQ09kAd+vARR6ygCQpiLjKrodxuLm1RgDs0vowt8Hwq5rVHLKt8VsZ4ETdy7FuBH5YAD3HoQdl2g6nWBQP53eHqHt0bVwtU09TlhnqFrwy2Gqtdu9kWy4YQhBf2j63+2EIhYxmKo7c+iFSxErS7C6FPAaHYDqBOwKyuKNDhrG7JhPXZZ83GoZRrHQBUK0/JSuI0C5KCr/GwcEidE6YvQAWmvU0kHk1kttm8bHuPHsOn84yPsZOrCrPYNe3EuZ2TnCenaJJmaXty1IbojxgwgBeZDB77lU0O9rDj0k0da7ULDBc68hJmDXJL7k8eCDmh97reboUZidhTf9lODpT3uUJKLDFVq3vZ/Wze9F9k2pFZ21Ka/4OoprX4za/bRJ0jyJSVzg6HQE//m1cMXl8I53GXboAw9ofu7NsG3rLP1v/y06f/kGWnf8KZ2/+VnkiXsYPv8nE8PLSUxiEucXBpSy/huZSKoLgzFaPq9QVarmEcIb1GtkkrSI2suwzAJ7qZ5E+L/rjLA47IHn50wVNIC5WfOyvDTzDPaJu9CcNv5EGYzkAr3CyBtF3oGRAWv0JmBXnPC4zyrZpdM5N9jlwjO7bGSW2aUUkfdDMQAAIABJREFUrK9rU5ij4djxCrfPrzdgdvntbKaQSDZttNtA3jxfehN6C3apCOwSDUkfWLDL+Z4Vwl6qcOB2J+Oaqw1b5M676jJGRchcRdrfTcCuRNkmMz++nPfWcGB+3+pmDIYV0mpx81aaRFUVaXVCl8R5o2a739bsWN7WmIxFbc68FCqAm2PdicCupDqkZXZ5qadWvs9Sngezq8GzK5ExygC2ZEIZkMcjwp2wESa59vt9JDbGs1E360tPQzQ+rA5uo5AtpEi3GI0AJ7nUYUw1Gc4nLKDz9ewCP39kD3+q3g0DiFp/O1EDu2QjsyvIGI/P3sj86CDVrqsaD6tFBro0jD4hPCsRCNUYwbC43PtNd86AMt2gP07Arrrs2nl/6QqpCqamYHGLJJtZQMpTrLb2AtDpZmybB1qKtUhKntXks3EctXbGxaL5YqNCHaWMvKFq40NmAiVyL4uTeQtUuJb1/rjrMs4eGw8tMgYD88NORwRQMd7GgobuX7dfN/+5+9PFRsyuw0c0d98NT54JRU56PUkRsaIrW+gjvl+7HTuutIpYtaYRRaHRysxMnY4BGePjHj4Mp25/kH3PvYg5QnGOODZaJFLbrhz7DEiqw5oOt+Im+WqMXsYY/9hP4xtQgP1nEj21FbWwx593d46VFlRKg5gwuybxKI1bbzOMrpUV2LUT3vqLgj2XPgrAo/5p2rf8Lq1b34cYrgCg5ndT3PAKiqu+CXp104pJTGISFzKEELzsJbB/H/zUmwxL9NX/RvPzPwtXPaHD8Ot/EbXtStp//zZaB/4Aeeo++t/w32Bqy4Vu+iQm8ZgKIUDaCmsyk1BEaJOqEs+W+DcAamY7emor2fE7EKqiXkXesWSUFjU/nWQrMrnxKm7K7NpIjmF2OBf5N2cZzM7AcrWFR2afQZF9jHZ1xgAFqsuR+RcBsCCHtu80eoI1MbvWLSmslFNIaap56altzYbHBGNnkEnf80xQZOb94+M3wbVP1ImnqUs4snEsgXNRG1xXlBoHEDtts4GWeQ3cjJLQSLKlyxrbpbeIPBt+k0Vg16iQdHCsPqcJEuzYISgK7X3VlDbMLsM4saCoPXgAu5reH92AiJldIpI9WbDLmfH3cob9AHa1WhIpjVG6xlxfJ2EFvGzLsQ9dst0kWzpfGaPeRMaICMyRqgZ2CazETdqqlZGU65zMrjrYVdsmz4KMLpPKA5pa5tGP7QHrHkFjBxtPN+v+fWYM1xLpemzE7ModEKl9VcGmTv+TmV0N95LOO8DQME3kBgtp/hjjTJY8hyJf4ET+FFTOGAyhlCY+H1rmqUIz8lTT3fnwuy2PM2yb6Yv8Z01gl5cx+jYqpC5YXITFbW2qXU/l9LE+o1UzabY7kh2XCIaDCiKwS9Q9u4AymyavTOlX7XmZdl5pCCXbHJt7nq/ECAEsN+zWVphv8haM4NgSZJmOGGauPfac1C5Z+bjnIdYeQZ64O1QrFIL+UJITimhAyuyiZX2rOjNUFz8R9bnPmZ9GkGuTZ1es5i1Lze13mP8+9JAgxywodLuCs9GtU5TmnoufqZ0OyH5pCjd4GaPZ+XBgzm4WLQaNuhcDRoq6smrA+bWjS8y1wtwXR9MUWj7ueaHftcjrlWrtNfPMWW9Qb2WM8cD2J/Yceb9tlLrkWv+RZ8whUEojpDpvZtcmMPYkJvEvG3/515of/TEDdD3xavj1d154oEsXA1qf+i2mf+traf/DryOGK6gtlzH4+l9k/VV/TvHk75kAXZOYxKM4nv40wW/+umDfXnjkBPzwazQf+f80CEHxtO9n8C3vQLenyR7+FFPvezEyWpmdxCQmce4wBvV2Vb2+dK+CeXj9NzprGza0e2nW5dg7bjDoTpldMnoDd6Xd8w1ebL2HivtxU9jkfGbGGNNPT7lkw3zd76fsGiVylOygZAdhf5tHybhpu/m3Cezq26TJVWQEUHOpn1MSLkGz/mQA5d5nGj/Q6B3k0EPpzxo9u/zq/+ZeYc6TSanxymFtl5Q2sLsEGI8mHSrPaQt2FO0tVDueRLX7qWmFsigZGxYx5Sr1cEkYVUpE1zb44yT93cyzK6rghYiqMVrQykmJ8k6LbdsgU6YPmQUR6gwN5VhMyt0L4fzF/8ax0XB0VQmFDkk3bCBjJBoTY55dbj8ps+t8PLv8rbyBZ5f52J4LqYyEEdIx4c5JWRcyp6EbPIGS8SHMAparBhmfSz21LdpwHOwajYjGQSh60ARejdljx/K5TYpKCSdpdtvKHCzApYGKdk2a5XbfoGMUtTEMfPZzsLqazqNKpey0Sqdgl4yr1cV5iszRczuTAhVuLJdNMsYseHFJXdhKlS3I24heWB3I23Z+JB3ossGzq5BBlikioLC9Cbm+zKZR0XwZ+8/paJVEWhljv2+kkifs+oEbYo01E5RmqKfQi/tIvAyFpB8xu2K2nm9EHkDj0cxe1ts7zPF0AKrrcx2kLMx43nbjpNuFTo3pVpaYezpmdnXdwkLM7LIehgPzbyuPJKRTe1DbrmS0cBnL2R6z35Vlcx50OrdBw9wgpKm0ugFLWubpvKdjuTgg6gb1TdSu+r7HgOfxe9GdV6UM4/ei1U/SKk41tnHst+e11SQm8c8IrTX/432aN71ZUxTwvOfA239ZsLhwYYGu7L6/pfzV59D5+19CjFapLrqK/jf+Cuuv/BPKq7/pC9IwT2ISk7hwceluwbvfKXjmjaak9Zt/XvOOdymqSlM97vn0X/5+1Pwe5MpRen/4StoffatfpZ7EJCaxSbR65sU1ZnZFIXRJp2VeYE9PXeMNuk2ebJ+hMix1z9YqmTuWjELWJEYpE0JswuxKwKZzeHYJIfjqr4Kv/irz3y75GgxMYilEYBKEnwYQTEevzXnNYDpu8tVWlbRvb8i49MzFSZPUlv2U+5+Dmrk4evePJDG9BfTsjsSva65m7dMEdrl26HOAXe5ASqeModmZsHrfJP124KdjQmkNwhnUZy30/C7I2mMJlWN2Of8eIYjoAdI2KQA7d9ydedBQ+MSyDoo1gV3Ow0b49jljY9Nf8xtX1TPvtFhcAKlHCAGdbnoMDwRaVoRjXcjIs8vsd7wpGzIPnG8TzrNrM2ZXGBONBvWkiaVa2IO66MoE7GkC3eptq+efUgYASIoKHKCVheTfgVPnZHZFzKOm423kjw2ge+G3ugHsGg6jnWntWYBNyXpc8RVqUsdNGqHr+UDW9p9pbYCoJtmk9yFuaIsQoern8UfgtgPjbY0By1EZAFspSC9qw/lNmhtXY3TMLgcmOYN6y+ySAu/3t2tX2Ieb+2OPLvN3JGOMzqsS6dwhGC+ksVm4ecBUpA3zsawZ1q9YD8bNDOo/9Wn46Meg39fJtRgWGQoDcrXb0W8dkNPqJdv3BwaMynNoSXcznlvGuLQUt9jsb2EeWu30xqwqy6Z07ci7bNkCs9Mlu3eEKqXKTkrDoTlI3grX856DkpsfvpzVqcdTZOaBUa2eMb9z4HU8N5NGEzAdR92gvs7sEpljdrlFgXjnDdUYieaRTSKuHqsU5KrPzNJN5/wdTMCuSXyRoyw1b32b5t2/aQb4y14KP/NGQadz4YAucfYw3Q//O3of+rdw+hBqejuDr3sL/e/+X1RXfO3GL8uTmMQkHrUxPS14y88KXvHd5u/3/wH8p9dpVlY0atsVrH/3Byme+G0INO1P/za9978MeeLuC9voSUzi0R4yqxnU157dWrOwAFu3wHprB8N8q/lc4JNHnyiqiulpwVNugBttkVQngVG65tlV8/TI5MaJUurZ1fCiXnumCyE8UOEAmIFNYqRVEepo9d+tXNdzAJeoliHn8bFrp+C5z4aLH78HhDAVvWpGy8gWdGbBGvqC9Uja7PWo9p1jD+QNK/Vi1oJrVo5Yj7jaXmX7sGURnvbUsI3Ox6tMG/NhnRjU68qZEUeeQnECKFPPLt9OPU6Lc6DR0iOSk3bhPkgmDUCwKYjgJEoygF2xfMeNFydjbHXbSCm44ZoRV1z+/7P33vGSVGX+//tUdbjdN4eJd3JmAswMw5AGUVCMqKDgrgHDly8oCoi7Lurq111d17DqsmBAMbsoIIqIYvgZkCgZVJgBBIcwA5PnTripu+r8/jgVTlVXdfcNc+/M3PN+veY1t7vSqapT1XU+9XmeBzLZygp2ql2xfuQN+oLpCWGMyU4tgj5pCSci0qY5u/wuHLrMMuq8xvq7EAJ3yjJk18LY95VrjQtg8XlsOxThbCHBc3ZJLXF0GLdWw9lVqEwfoG9fF3srEBZO99G4XQuh0F7xiF6KFG+Q4YlIcnbpYlFFI9Kf/Z0Zx+C2dEfmDRKnS3CkrcTyeNP96zpFjMpqt4TeqHlMiWia06nkhM4uFYYZXtMy30I1qiWo9/u77uzy739dnYLFi5QQ1Nnlif6xsHWRkGNNCov5S6NvNiy7/oTioDu7BFJ/+ZDNJs4fv3Z8WcV1JXtUdhp27CDSLxzXCsQrIcJMkf6yepJ/8B3AFrlcKPpJYVXkJ4TwOA8MSPapiE6V99HbSksLFWNh5ezSfgNyTViW4IiFLrNn6641dQ4GB1RLM5mo0Lh9B+zeDSW7xZvPVUVYksSueLevYfTIZL37XvC7G3V6YXsJ6lFVdOtydpF4M4jO4Qt90opeB3VgRvWGA0Zvr+TSj0h+dpPqkJdcJLjwAqsyDGKscAbJ3nMVxe+cTubJ3yGtDNa699L7zpspL3u9EbkMhkMcyxKcf67Fv/8/QT4Pd98D510gefppCfkmBl7+KfpeewWy0I69bQOFq99I9p6rglLiBoMhhuUnm/WcXZnK30nLEkyfLmhtDQffkQTQ/uDCC//q6BA0NoZuAvAeYLXnYF3sildjjBPN9VX5fJHkuPDJJzi7hAWultLW8vbDtqIhOdm4syt2aHI5AblGyotegTt5KQjh5fnx2uUPKrQ3+bqLx6dT0wl0t4KUYb6aSIJ6XwdqmYYz4xjK816S6FrRhUtfsMvnwzf3oJIUu10LI+KfGsg4gQDlSi08THuOijt3/OPluwuU2BWz2sSIh5ZJYUX2NdGFECSoD6wAuGjJvLFwXanC34BsXq0wbw+qwafXcCsmdsXD1CqcXUlhjKnOLu86ccu0NIfrThzn6Tm7vPPkO130NoV9yKroQ9VzdmnL6/nENGeXbTkI3w2t9WFfnBI1c3alVIGLtU8mDEulsJDNU4OE2fFDVCqhWbXc4Pz3D1o88YRkYCC8aOLOrmjFjCpKTLEDd/rK8LNbCq5fx4WStClbxYoCqMF9LJOnPP8llBe8LDK9WsFUxwHHCsXmCrErk8OZshRn6pGVQnoMXezyr3X/mPvuIoGDkGX1vba+WTMFJ58kaGn1xK54En4t7154rdgU2qI2VHuIYpc+VJR2urPLRw97hPDWsn9/OE8+T+Re40g7cv+tcIXF8lb19al9y2bB1hxukcIcQbid+n+nJ9i3NMPy5SAQTJ+u+kZc7FLOLu3lR94TDN1yRDiS3soHB7UwRm+7/jW0ZSuBs2vQry3hX89Vwxjrc3apyo8yfKkVHItseDxlObr+MD40tk1tlpTfAks7rm7Kb24aZnRvOCBs3yF538WSu+9RN5f//KTgDWeOn5vL2rqewtVnkb/9i4hyH0730fS99cfYL/+Yik02GAyHDaeeIvjqlwSTJ8OzzyrB664/eaXrF7yU3nN+RnnuyQinRP72L1L4wdlYL/xlnFttMByEWBksS9DRWqapSSUpTkVYWnl6QudB8BRe6QDwxS4pROQBVkSeYr2cXWnOLt/Ikdqu9Cb7YYwDgwS5wVRyb03csXWnT6ho+O1JytkV3b4VTtSfN4LRme7sEhXtXbZUhbzo24r/HRlE6gOHpsmQbUgWGzQ7Qik2AA7INymRwY6JXdINwlRA16zCjett0qsxRoYefvJ77eDNnAGFApx4PHR32zQ06OdeRCu61WGD85PdB5uUIhC6LKHCGIEwtN3PqVQhdln65CCsazg5u8IT7tDeHq47OaF9KF6VA2eXJ3ZpA1PdIVbLtQWVTpjEMEbd2VX24j710NY6wo9kSlGYiKmq2voq3GvRyUrs0lQKrzM+9XfBxmfgkUe1tsSNJfXGUsabVB5AeKLL9u3w4MMZSnYzGTvauMh9LFusyIHnlCMfvaT0YVt1satMJirsA7J9LrJtZs326jm7er3CmUVPxwnu6Z5bUwgSw5eDPHMxZ5dfqVfauWB/Bu0WaJoUOby259itV/CKaB7e/dgVmTDEOr6P3vxWuDtAGOYI3osR7Zy4WMF9X+1bdNm4Y65fd3b5zlai+xS/b/ju1I4O5ZRbtdqis0NtKJfg7AItd1jOz3epcvIFTfduNo5XLMayo84ugN09IEWWslVAShXu64vjuhO4wn+SrXTz6tgZ/V6KJjSr/4QlwvuQLKu8nF7ht3Rnl/45Reyy/G1aFUUWamHELsOos/FpyfkXSB5/Atrb4YrLBOtOHCehyy2T/dNXKPzgbOztjyML7fS/4tP0nf391LKqBoPh0GfRQsE3vyY4coV6s/cvH5b87w8kUkpkYxf9r/8q/S//NLKhVbm8fvgP5G75NAzur7lug2HC4A1wZs6AuXME1ZQjy9bCqoTmuvGrM7lO1JqE7pSyIqJR9FlYVHd2pafoUVQpSqhHxAgcLKEe/qXm7PLXa9they1RGa5Sx7gfmdNCe4KcZjFhL7aefF4wxYtI1AUV36EhiDm7kjYcL4OJcj758/qhYOlvyqMHccreW2npf1JN0Zxd+goqwhhjFRR1Z5f+Nn/JYsG6EwTFoqCj02LhAhHkepOIWJLrKsMYLYzR0cQux7WCfF35PGE4mu9Oirkf3JizKxC7Ys6ueJL/+DGIEDi7HBobw23m80nzVubsCnMYacdbhAPd+LWS6OyqMQK0rbBdluUGoYq6OzHuyNNDHGW+BZlrwpl2VOL6k66XpCTv8Rkrquw5sSpzXp/qHVAHYYeWw7pS7KoWz5WOtOxIuJcrbMp2cyCWh6usflPo649+7tc+Oy6URXg8y64dvhAYgkMKwv7Qu18dL0uEYped8cPOnGiC+jh+X4iFLfrFS7DsoH8OZjqQzVPZ37SY7U0qLtrvb3ULFAnOLikyqcvHT5/fTfbu1b5z1R74uK4dhK9DeO56G2bidK9W+Qc1ej1nVy4HTilMUF/UDGCBKOPdD3pUuiza24OWBvMmhTFCmJuLbGPYcK3jl0oODz0sgwT1umsu7mT2Qxn7B7wQSWKXlPe3M30lsqEVZ+pyqmHZoRPOdaEiZ5cgzNuFQ7H/aTJ/v1VVwUzLI6mfvJRLJigII8P8i8bZZRgXHnpY8u73SrZsgZkz4covC5YeMT5Cl9jxJIUfvpn8nVcg3DLlBS+j9+03UV76+vqeSg0GwyFNe7vgf74oeO3p6of4yq9L/v0/JP39Kklpednr2f+OmyktOR0hXXIPfI/id0/H/tvvxrvpBsPBQTx/h7BwZh6L2zSl4ndUiJj7JRC7tIdvGR8oeWKHJnYpZ1e47qAaY7wp3v+BGSL1Zz1d7dKFEyFd9cwdGw2E4gbBE71l6W+avelDFrtCZ1eQVB4rccwdJp0Pv/MFqmyWyL4nPt4kjY6FVRGqlzoQ1TbsO7v0SaGzK1nsElZUWPTz0oiwfn3ydrXiAP6Kos6uamKXFbYvEsYognxd+Xw4kA5D8aJiV705u5xK42JqBdGoKCg4erXg2GMqB79qQ5WhrUEOIyHC0D8RrlfPPwTJfbNWqKOl5+yynLDiop0udqH1b7djLs68kytCwRK3JxK+S9lG0tVcLmuxa24oQsSpyPUT6aS1VRhnxjHITB53+urINSWxKFlNEYcNQDY7tLFGn5a3S7rRnF1lN1uZc6xOAuHWW77YGIq1CItslmjOrqSwSF+g1asxSonlhw2X+oLzWLaVSNPbuID+7JRIG0bm7MqmLu+L6XF3li52OS5BDkbwnF0idFL5/5dFAdk8raLv9fWpmXJZkNpbjq7OSkerKgYgg3MaFGfR1plvEJGiI+UyobsO5ZZTDXUAGf5kSMm27bB7l+fsEtpvhHavswQUWtT1NzjghUhasW7vL9fSjTNnXer1qi0RushcgpVFXIee69FyB2nZ/4j6e/sTaPav2CojCnHiVsMql+G8RuwyjDm/+73kkn+W7NsHK5bDlV8SdE8fB1HJdcje922K/3sm9pa/IPMt9L/yc/Sf/j/IYufYt8dgMIwb2azgX/7J4p8uUVbz3/4OLrhIsmWr/9TXwcCrPkffmVfhtnSrio0/ex8NP70A0bNpfBtvMIw3CWKXbOzCnbEGmY2G5Ok5foS+rD6IjGXxtrQwxue8y009wEbVmyRnV5ADagjOqjhRl5B6ox4fSOpiV+DssioftOsyhkTCGH0XnBXurqh0dgEVohSELp9sNioVJYtdCTGgwgq25QtnqQnVaxAOdLRBX9zZpY+fRUzeSq2iKSKTJYKGSMqo9AYHbalwdgkGNGdXZR9Xy8Wde/FcMhXOrgSxK93ZFZ1QKNq0tKR14Eqxy7HCjutXMrMEkWutahJqEq6nWOSafj3nd65HDOxR20vI2RW0Ja+LudVVDZEoKCc0NCZC6eaQnB+B6ocDSglUugWlp3xUiEXaumUdI2fZNBlnwUuRTZMj15kUKozRirlSc0lOPY3lS5Ug6i+ii12uGw1jdFxRmXOsTuKia6QqrrA916qrObsS7hd+7kLC2EuhCTNIyayZ6p66yktvph/SoTq7IiYgT3xzRK7ipUdnB8ybC5MmeW2KiV16zi7lRAobVbYKoCeEz+RxhU1vflZle6QMCpnkcjBtSplcjgpDhy529fYqeSdj60K21u8tm2PXCmbO8NrjKIFIz78XHIzIAfEqzhI6u8IwxnD/uqdDrkmJVyUvRNKOuw8r9rQGQkTufYGTTBe7vN+5rLsXx9Z+81KqMSZazWL4vydOOZxebw5wI3YZRoyUkh9eK/n4JySlEpz8IrjsC4LW1rEXusTuZyj86O3kb/0cwhmkPOcklZ/niNONm8tgmMCc8TrBZV8QtLXC44/DuedL/vyX8B2xM2cdvW+/icG15yGtLJmn/kDxu68he/fXapdVNxgOV6ol/9EGRH659KjLxA6X8R/A3WiSGiHCMEbfbeO68YfYSrFLH1QGA8CUXUgNnQAymVBcEriRpoZtVP+r7YeD5nryIsWRCTm7ZL4lPaGvRzw0BqLOrlpjhcRE7ppjqBRGIqW1PG1CpF16HjB9XdGcXV4/qanQEbpJgsmCfJ05u4TXFyXgunroksWAZ1LK56lI7u2LR5XOLhHZZFzs0sNKfWolqA8/VxmOaaJksA9Cb3MYOqyvJyI01HB2dXbg5ZuKuiZ8l4jlKnVQZouqgmjQtpjYlRSmOwQaCsnONh0trVVY4dPxd0aC66p0BZrDxT/fcbHIbelGZvLIXCOycfKQ2hoJURQWrpWvEMFrVZ6fNk3w4pNhhhctp4c1ui64VqiWDfQ5bHhM/T1UUTouMDVFxC4vV6EudiU5u6wwNC34Csdzwwrcttk0NgoWHr8ocDrp2w2qP2rf5StTgwXo57nUMIneXDd7G+ZH1jl5EqxeJZg/TwSJ00PxzVtWqz8k42JXphkpwjDGwamr2dz6MspUqpQDA2GOqmwWJndJFi8SNBSiJyPIj1YmqMLYqOs9CTdr/V4j9DDGIN+lCmMMnV2utkNqeb9vS2zyOXWc58wBK18I2iOFVensGoYSJPR7X6wao7AI7hFZZ1/UCRisIH5d1HZ2Ba47N+q8rQcjdhlGhONI/ucKyZe/qu4qZ70BPvHxygoTBxwpyTx8DcXvn4G96X5ktkj/yz5B/xlfQ/rltw0Gw4Rm1UrBVVcK5s+HXbvgokskN/1cf3IuMLjuEnrfdgPlGWsR5X7yd1ym7ivP/Gn8Gm4wjBOiYsCqi13Rkk7KCeINjgXoeaKCyoMxZ5dwfRdGuK5cjsjDcC6r3iRHEhOLyjDC4b7P8t1dQrpKRItN18UNf5DhykoBoa6XzHqIiCf86S6RrLMvWeyKuRUgFKhsu4439UkDCD0XlO/sqiOMMYlwoJMitlhKWNSklOjxSnV2qe/DEJ36nV3+CEeFMWpil4yGMVbkJ4rl7Apzcfkhgt4nT3Hwp/uimC7qpZmFZPwk10i0nxrGqK3LqiJ2JYbGWoLWFlUMYLL/mKy1Q3dYBvly5r04dt3HVqw5u6pVQY3jb3b2LEFLi3LqpG1D164DsascOmCEdIKBvY+flD1Ypb+utpk4C16q9qshmoy8dpsrz5nMt0QcflULemjrKXgGrrizS2dvT4nePn+ZITW1qtglLc/Z5YUxCiFSxK7KaoxClhGo+7s7+QicWcfhdi1M3K4uAvmsXKkKcMyIpsYCoj8V0s6xs3ElA9lJievU8Q+N61UL1O9cToWzqxmpJYTHskHYidK+f25yDXbs3EdPhp93z5Wwe7f6W8/pFb1ZR12kFbP4TmnpoFdjFEiQMhCSLCvchmULjl0LJxwPDQ0CkVcT1HGvFM6H87sZcb3GqzECNPhi1x5stz++OPFjFhW7khsUf3FQbwgjGLHLMAIGBiQf+zfJ9T9Rny98r+DiC61I2eqxQOzZRMNPzqXhd/+OKPVSnrFWublWnGXcXAaDIcK0aYIrv6TeppbL8NnPS754mUu5rFVB6pxP/1nfof+Vn8MtdmLtfIrC9e8kf/O/QO/OKms3GA4z4k+YemiQLoTFnV3EwoL8eSsqMrrecuq3OpdVAx9Le45obUtolqj8eU//ua8u1PhiV09hMcKCUuvcyPToetW6XCfBAVbPE7UQuK0zkbkisrEr+G5v2yoA9uVnJycTTwpjHFLOrpQwRl/sSqvGmLwLFYRiVzhRd5/47ffFibrFHn+wZ4Xz1Z2zy3fOSXA0l4+LCBKBN+Rj/Vhbzg+X8is3OrGcXX4fdWM5u3SxK9WBMyRnV6W3GoIgAAAgAElEQVTY5erhd7qzyw73RU92nybEHrMGTjiOiiqC4ImEWnVHaWUSLrqYEKU7u4ZBLm8xe5agsTHd6ZHo7ApydqkEcuVyNHeRL3YNNwwwkUylINQ77SS2NqwMPos6N9TgiV16gno3dtsq2aGjLqnyZzV0USifC6u7eo30+qmL5aqbikxIUC+DnF2hWmVJJwx7tGyVKqZCMI3+vU8LK2xpFkyfJmiMpYkSQGdK1hl9X7JJqcU0kTt+nKRLREUbtJsizi5fwE4yA/tCY9zJFe9MliUCx9pO73FRd3Yldb6KfHm+cB2ECMqI2KVwI2JXPi9YMB/WnaD+9k0nVkEdXMdRolncfTjU/G8QHqdIWKj+0qlB3Qfy5V0k/v5WaF1WlYkK/17qOwuN2GU44OzeLbn4A5Jbb1MPp5/4N8GbzhprN5dL5uEfUvzua8k8fSfSzjPw4o/Qf9a3KypoGAwGg0+hIPjkvwnOfZe6Z/3kp/CBD0p279Z+lIWgfMTp9L7jZgaPejMSQXbDTSqB/eO/GqeWGwxjTIoQoKbpA/aos0uFMWYq5hWxMEb/Ad4XyY48EjXQ1Z7q29oqny1EgtgVJEeedTxu5wJtG9XFLn/ANJjpYPe00xjsWBpdbeRJWW0kVsFe33xN3GlH4sx7SeT4DBams7n1VHYXliXqPv6DfiSMcUg5u5JcNmEy/LKfoD51VBAew8ZG9a+jQ5saDHTCFejHzV9vODgVice1Aq8/hSE6VrRiYbWcXVY4CHO0pMbSoWoYo0+rZ/Tx3Rl+E9PCGIfi7KoI/6uyHzIpQT3REGJQg1ZdpCiE6Z6qpEQL8+9438S2o7nZEvtQ7Lzp+bzsKjFqaWtJ6rx1ObuCqYHYpa9rvyd2DTfBexLlphn0Zyexu3BE8F0ml2PQ1tT5OreT5Ozy93NLy0n0FBazNx+K8Hu0pOv1IIRg0QKYNROOP46YS9ZWhibpIqRv8UwPY7TRnV2lYB1JJLmwFi9Ux3+VVqRTP8VLFsOLT4ZcLmyjfhj1dcbzd4F22mVlHj3HBaFV3HbJorud/PtXXGiEUIjMN8T6Y+WsgSDv97uomBe7kRC97+4sHom0bJwZx0SvB9eJmsKkoxxfhMekUKiMrMpk1USV/H6gomLo0JN2aUK/Vo1RL/4g8k3JlVXTNlpPgvoghNPbZwvc1pn1tbeuuQwGjU2bJO9+n+Svj0BzM/z3FwSnvHiM3Vy7nqbwo3fQ8LtPIEq9ON1H03vODZRWv22UXtkYDIbDGSEE7zhH8On/UCEEDzwI//fdkiefij26NLQweOrH6HvztTidC7H6dlL4+SU03PR+RO+O8Wm8wTBWpCTvrpjm5RWKDI6ThLFYGCNSRub1E04jdWdXitiVJjYVO3AnLU7dpTiRioyZbKKI5Uxeisw0sLuwJPh+WAnqUxACXKsh0cXjT4foIKw8hJxdekipvtKKUMy0sLtCu7aYYN7csACRRCTn7NLD6ETYVrWMVVeCet8d6ARihhUJIaomEglNmHSlPhiX9OtiV0oYY1ubOpS9fdDXJ0HPRwdBNUZXqty1/sA6U6nxJjRuiDm7KsIYNQel3i5NYNLFruGIO7qzSwiR4g7UzoWfRHzmsTjTjoqENNZCz8lW0Y642KVdA0GCej9nl2fnKcWcXb5zcTSdXZZlsb1pLfsa5mnfaaHcWhhoLQqeODJYInCZB+Gx2Rb2NiyI9Bm9gl+9zJ4tWLxIVFaIFDYNebDkYFCAo1oYo4iEMXrOLjs5P1uSs2vWLOWs7+rSHGBak2w7JsYRvb9FxK4qYYySSrHLdYFSX+Sz1IR3UcXZ5QuR+Yba127EfUrc2eXdl1JCjnvzM+mZ/nLl/NVuIMKN5nMUyEjBlDT8KpVSQsbtq3hRNKIwRq0ao/7kLOxMUJEzkarVGFPCGH33ndf/hKVeHNXV3rrmMhg8Hl0vOf+9kueeg6lT4KtfEhx15BgKXc4g2Xu/QfH7r8d+7l5kpsDAS/6VvrO/h2yfW3t5g8Fg0DhpneBrXxZMnw7PvwDvvkByyx8r39W5U1fQ95brGTz2PUgrQ+aJX1P8zmuMy8tweFMljDGes0toAz31vKo/wCbn7PJHFf5bYF8MyWhv9QvxsBFv1RXGrmE+ikyfBsWCCmmbPCn5OVx2zMVZcGqkslRi6MkwSRKGItMTtMLA2RWLLktqRlKCepkgoqTl7HKnHonbPgeZD/MaSTtHT+NyXCsfvtVPcSuEzoNw2/UlqPdE0FzKfNVOundC4mGMIIP2KmdXWhijoNkTFXbu0oRcf/XawXOclDDGNLGr2nUVJ0EAndFtM6Nb9dfINaftSz3OrjiyQqDSr/ek0Db9JKvpsrEL2Tqjvg16tAVmqDqcXdrffiRhqeSHMbqQkLMrcAaOML9flWap9tjgH7OmIUR0ZrMiECV8B5EvuMSTuHe0w/JlQ2pqVWSuSHs7TG/dxSzfKFOtGqMVVga0fJdXkphOzNkVuR/ExKwEUSyNiNiVZMr0u0KCs0u64E5VB8+ZtATXIRLG6LtBk5xdvtjVUKwi1HjoYpdtx3J2haV3g28q8lH5x0c/MG45IvTrebyqVSXUxXchyxVhjMO5FCzh/W5rzi6pObsABjJhHGq0gisJx6x+scsPozUJ6g0HhNvvlFz4fsnu3bBoEXztK4I5s8dO6LKfvpPi988gf9sXEOV+yjOPo/ecGymteqtxcxkMhmEzb57gqq8Kjl6tqiF99OOSb37bxY0/8WRyDJ54kXJ5TVqC6N9N4eeXkP/dv0N5YHwabzAcSGKDnkhoQoKzixRnVyC2VIQxOpHy5b5QUChYzJ4FCxeQ+PArqJLUd4h0dAhOPEFw0jpBV1f9bqfRSPSbtGzdYYx+xFFc7EpqR2I1xkqxK9WJlMnjTlmGbAiT/bgdc+ktzMYVmZrOLv/vTi30MdrO6mJXRwdMnixYuyZ5euVyYdJpL92NhrqvZzPeoFvE4nq0dbZ7hradOyvzjOkDdtcN3UP15eyqMtirnDksxiBsHCtPy/ROjlgiPBFQhKvUBCl9gF1LiPVDf2X7nMj3ETErJe9bMO8w8nWddCKsORpaWipDu5K2EScXhDFqQqR0KZeUOOkLSHGxazTCGBMrXNqCY46x6OiA7ulQK1+gji+Q+KKK3+Z4XqqFC4nmNBspDW2QyTF9mqC1VUSu8Qje+c9mwfYEB+FVb5Qpzq6kvH2Jq9adW1WcrRC9r1QLY5RuZc4uxwXZ0k15wcuQnfPVZ8LCGdVydgViV6EOZ5em7TQ3EU1oH2afT9wnILl4R7ySMRKBU1P0yWRgR+NKpLDY2biyIoxxKLmvfGzLy13pEpzYuJC8Nz8v/Fxx8qv9eNYQu3yhdQjtNgqBoSZSSq67XvKRj0oGBuDYtfClywSdnWMjdIm9z9Nw0/sp/Pj/YO18CrfYSf/L/5P+N34L2VZfvK7BYDBUo7VV8IXPCc56g/r87e/CpR+R9PQkuLwmL6XvzdcyuPY8ALIPX0Phh/+I2LVxDFtsMIwBVcIYZSaSKTwoQa99pa3HT7QbjytxvGp5vjslXKilRdDQkPycUS1n10ipNiirNt9IwxiD9VYZ7DnaIMwXV3LxKLxEsSsljDHu7Kq1DzHxQwD78nMZdHJILGQhzFekH59A7PJe9kssLTSR9IMXhIQJpkyxaG2ND5JSwh+FFalgqQ96hTcq03N/yRRnSotnZFNJtTUhF+UC8bfhupqzSw9jTBW74p2nSufVRMntTcfxfMspWN4oXw+bEyIMJQTlVqwbP/RXO54ZWwuRJNkdqF9zsnHyEDaoaGgQtGthyhWFC6DqheULQTt3w/79nqopXQYGVR/w3W3+uRnVBPUponRLa4bu6V712Br5AnX8tm5+Xu2L/64tLnZlk7vq8BEC2Tgp+OimufI8UVgIQSHvJQmXXh6plJxdepepJsrUcnalil1JXdK/7klwdvmnI6Pscn6C9WrOrsFByf0PyKCCayHu7EpAd3a1xIt8BjGTyS5YNU1rc0oKAIGDkLKm6JPJQF+um02tr6A/O2V0cnYJTezy2xmbx7GL7MvPVvO1zopOrOrsSt6hCkHQiF2G0WJgQPLpz0ou/5Kyfb/mVfDZ/xQUiwde6BK9O8j98b8ofvtVZJ74NVJYDK56G73vuJnysjNGx4dsMBgMHpmMqij74UvVG/O7/gTvPFfyl78mPLDaOQbXXULfmVchC+3Y29ZT/N83kNnwi7FvuMFwoKhWjVEbICHLkbfRFWGMnthSkaDee4CvEBtSnsYne5ucPbvyEWC0ngjqdWxVOMBGIYxREHMBePgDRZng7MrEcnaNxNlVMzQkYtfKksnA/vwsnml8KZvaXk5zVziysxMGsEHSaWExWIq2JRG9vw1JCLEizi4nwdkVSXQfCckN1+kLRr29UeFHzac5rjSxKzOMBPVpYoE3URvAKyea39xMJmyXCskMY970RNX+QH0odHdDS6vFtKneFwmCqXDCkyibpgx9I5VrTPgq/cIKQzUFG58Gx3HZvs1h3z4loPtFFMbK2WXbsfYOQ+zauk3lEPW1jVwsjDGpAuFIkUUt5Kxlevp83n262ODlTZJeHqmUIg92guCdhH4sa71s0A9vYjXGFJEbknN4uSKjGmdlwqIWKKMHqBDmnbvCZfyE7+EGq+fsqsyvVulirPrSIXB2lSLzCOkiUDnT3OapuK0zVFL7GIH7TYQO0MhvdcUStbGsqNgltX6un5/dhWXs7HoxsmVa9RXWUY1RxHJMGrHLMCps36HCFm/+lepUF71XcOkHRUXiwFGndye5W/+L4jdeRu7+byHK/TjdR9P31p8w+JKPQENcJjcYDIbR49WvFHztK4IZM9SD5/sulvzwWhn5Qfdx5qyj96034HSvQZR6abj5n8nd8pnK3EQGw6FItWqM2dA6IgZ7w2dykUMAsqDFrKW9nfbEL7dawm7t6Xn5Mli7BmbOqP2mV+ZUfi1Z7GAoxMcu+nrnzVX/z5o5emGU+rKpwpq3LUk4sCin5OxK3kCdYYw1nV366DVDV5f/vaBQsCLhVUFCYREV8JYvVTmKJmtaac0dVx8S9yG5nQRjpsowRkU9YpcvQKhQWy1cEM895i3mOOH5SMpVFkcOM0G9H1bob2PaVOjsspg5Q+XRTRMd4oP8erBtwdKldphIPGHdkTDHbEPF9CGTKGimqx/NzYKVRyrBz3Xhz3+WPP20Otnd3RZtXkTegcjZlXStVAo1Qw9jBOgfUIURoDJU70CMwWRLN27LdJypK6pX0fR2sJj3wxidlDA1b3b9WqgmdtU5X3zeai6wSpG7Unt0HJAiS/+UNYg5x4W5sgj7TEnTmGZ0J2208nzo95aK3G1JYYzVbge+czP2oihX3hXukJ3DnXYUsqnSXRnvP5ZV20lXC13kh+hxjaxPCNxMY7KzWEM/LYkvNRLWXdOFrC9X/6yGicSj6yXnni95dL2quPiFzwnOPkskvnEcLUTPJnJ//ByN33wZufu+hSj34UxZQd8ZX6Pv7O8PqbqSwWAwjISFCwTf/Jrg1JeoB6Ivf1XyoX9NDmuUzVPoO+vbDB57PgC5B75Lw40XwMC+sW62wTC61IjV0xOW+29dn299Cb2zXhod/CYlqNf+1pMEewsk/m3bKq+M0HIyJS6Cqgrndi7Emb66cr+qUO0het5cOG4tLFpYqU+MitiVsm392PjCRSmlGmNSO2RKGGN83tpilz7ayDB1avgxTDIeXVd8ndOmCVassMIIgapJ5vW8cDXaE/t+aM4ufTvhhvTE4WEYY2X4ke7sigzIUhPUD6HzCIFt+y4Wi9aWUIQrFgVz51q0talrQsaSyC9aoNxps4ab8SOiLCQUOWibhds2i/Ks44e5gThDC2MEmDRJMGWKWk5KiY1DVxfMnhOKhP75d0dR7Iq7hgAyscTriSprCo3F6OeeHvX/cMSIIWPZuNNXIdtm1ZwP0MIYS1XDGOsRfiG6j7XOTb0h30kJ6uPnLPjcNAnRNCnRlOffZ6dPgyOWiMp9TWhwPi/o6lTFBFLFLq1fx39zEnN2+eHXHcqFVyg9j8BVt7NqVWmFiIR7jk4Yo/rfv56SroXoAjVibyMvt9L3xbI1wb9Yf47A0Y78NRziSCm58Sa4/ArJYAnmzoHPfErQ3X2ARK5SH5mnbiGz/ibsv/8xSDznTFnG4PHvw5l7sglXNBgM40Jjo+Df/h+sXAmXf0lyx51wzrskH/oXOP7Y+Cgxw+CJ78eZtISGX32YzN9vpXDNP9L/+q8OuTKVwXDQkGlQv8Ep4ThO92rs5+7DbZ+D8LRdKTLI2OvkxAT1uthFJpaLplZcXh1hjNkC7qRFictWo1rBPyHCCn1+3hKfkQxK/cFDWniVvm6VDF0Gb8MzmdBVFG9vuIJwtCOtLMItgchUDEBrhTHKyHoygXMGCF1eHoWCyqmTXJVOD09MP3B6DqrEQZCeQy5bQJQ8O4yMlFKI5uzyjlxDmtgV60mFApT2xoozeO1JCmNs0Ksgpj6/xsWuas4ugWUJFiyQdM8UFFri7dATI0XFrtmzBbNnp6+6NnrOroQho53DnbpiJBuIkujsqj0GaO+w2P4UICVdXZJpXQLHzmD5g3Hv3MQrxo2EJLfcSJxdHR1KnHxuk3J1+c6uMRG76sXrAw2e2CVwvFxxtasxVtsP/RQn3YP06ZmMYMpkiZQkptSJXPexc5SWwyu4/8bus5BQeKLiLUfyjq1amdZvReS/+HYh1uVjnWreqmmIzTt4dP0u8uVdyDypjk6fTAbKmhifllqzXuLOrqRpEWolyYtVdk6dTcDWpuNpHngKZtdvgDFilyFg3z7J574g+f0f1OeTToSP/esByM/lDGI/fReZx35B5m+/Q5R6g0nl2SdSWvU2nLkvMiKXwWAYd4QQnPE6WHoEfOI/JE8/Ax+8VPL610oueHfl/dFZ9Ar6WmbQcON7sXf8jeIPzqbvtVfgdh89TntgMAwfYWdwm6dh7dnsfRF7aM014sw7GQBrf3LeDjUxIUG9VKMI6SU+jiQbjixfp9g1So8M+ViV9NRqjDUKTA2FIGdxmlFJCCyhklZLCXv2eG0Qyu3mOFWOPUTEHHfyEkS5HxlzMkAdObviCeqF4Ni1kj09MHVKdGWZjOCkdSkJlKOjufTtWXpIVQ3Xj50HT+wSbqlK7p6EBPWWHaw9Lr4VCrBnLxG3mN8ef99KpVDWaG6CJYsrcy1F92so1Q3UtIwtKMQrwUHM6jLKCZ1qVWMcdWo7u1YeCY9uUOGwPu1tsB0QuEzulMFy8Sqmo+nsShK7MnbsvUD9WhdCCC8XoeSxJ8LvRyO/2KjhO7ty6t5t+Tm7Ugo81OVyjM1XK0E9wJEr0g+KP28kj56txJ74OxtfAPLbpsRpNZM/ry92Be9v6q1gktpAfwcrQ74rZqn4ACJbxGrqAHYCULKacNuqK9qZLOAVDG9ujt4PRxLG6IvHkZcJw+mvWf0NQfUGlTJt7MysppBSNDQJI3YZANiwQfL/PiHZvFld9O8+T/Cms8AajbuslFg7/ob9zJ3YT9+J/dx9EYHLbemmvOTVlI54LbJz/si3ZzAYDKPM4kWCb10FV35d8qMfw09/BvfeJ/noR2DF8uh90p26nL43X0fDjRdgb32UwvXvpP+Vn8NZ9Ipxar3BMHzc9jnpYpdGZFxcIXb5Ceorwxil9yiaGaKzazRzZunkcso5sGVr9fmqhp4MEb/t1dYhLMCBXbvgr4+o7xobo8unL6w5sgrtyLyyp/mJhv1t105VUSmstDSLhCTMirT8QlKIcE3VNlnT2ZUySpYyWK8vdln6NCCvp5iKhDFGt1P0wsuSnF3+IFnP62PbMHPGEGKxkj6nLpdwDPRrqobDY8hYYyx21VGEYNIkwcmTorNksxbz5oKbk+SzZSgrV2Dg7PJzC/nVGEfhXjFlCjz1dyWG7tZCDiMi2BDCGH2aY9dSJMJr6M0cVaRQorAfxihkWSVIr8fZVb0GQzjfCJ1setSfH76azSphK57Dy790IpVjhRJF/74RFsyXkXDxyAaCDQ71rCSEMcaOTUQoT3CSOdNX0lPYpHLVtc5gcSb2hiaG/iKprRV2765szlColrNrOOmOZKa+0rH9A+HfQbGTOjBi1wRHSsmProevfE1SLqtkl//2/wTLlg7zluqWEbs2Ym97DGvbY1jbH8Pa+ijW/u3R2YpdlBe9gvKSV+FOW2lcXAaD4aAnnxdcfKFg3YmST31GsmkzvPciyVlvlPyfd0RdXrJ5Cn1v+l8afvkvZP72Wxp+/gEGX7yN0uq3jeMeGAzDoNCO2z5HDdyqPFRXVmPUJyaFMUaT0xe1nDXVktSmbWM0HyPmzSUQu9IcCRXbH8EgrVbOLlDimuPAY08o70FnByxbWtmWxMFiygiylqOiEm1UkzLArYs6c7REwxhrrCfmEIs7u0I/hSd2RQaU6WE0BU8Uk8ScXVo1Rr+ypAoRqqMjRrY3hI6TmJDNqT59JBwUzq7a+ySFKo4gcxLhqxNWpiJnVxC2Ngqhgdmsci4ODsKtt6vvlMtSb9jIxS67vktlbPD6gG05nHg85J4pIxCpfUMXkaomFE9LcO4xlG6tzxo4u7zmxU+HL9ZUHGMHnn1OfdYLgURmCpTTIZ6UhAT18f0raEK8FFZkn6SwIFtkb8MCANrr0Il0Mb6pKRRno62oH909F/m+yrxVGYKzazgYsWsCs22b5NOfk9xzr/r84hfBpR8UNDfX2fX7dnmi1gas7Y8rcWvH3xBOZY1jaedxZqzBmX0CzuwTcLsWHQR3bYPBYBg6R68WfO9bcNkVkl/9Gq69Dm75o+QDF8OJJ2j3z2yB/tdcRu4PnyL38A/J3/KfiH1bGDzpA+b+ZzikcKcsqzlPSgFF74vKaoy+y2v2HJtBVNJ3bYEqK6v69ajQ1CRYu0YiqridKiLRRrA9f4BXbR2BsDKohMUjligBPk6tMEb9HERKudcTnRN5hT+Se5h+fquFMepOpdQYT5Ay6haLbkGFNFkN2G4/fdmpCGLuCSs1hjYUH4QVDYPSxS7vsTde+SwVbZ9lDVdG2nIBB7Ty71g7u4bZp/TRd5CYKxsI1f4hGs0wRrUeQTZbLVZxCHGMHpmMIGPLIMSuqmN2rNGq6haLAjvrQiklnxtREalegbFmKHUNksKXfVdWWoJ6K3aM/Stqx46wPRntViSFHeSYHuqdP3iRoxe6iO1zQ8R1mpwQf/VK2Pi0+h2oxf4wmArLEpF8kyOtxug4kg2PRZo2ZGRWr85Qx4uuIa7fiF0TlN/+TvKFyyR796of/PddoPLSJD7UuY5ya21drwlbG7D2b0tct8wWcbsW4U5ajDNpMW7XYvWgPJQfdIPBYDiIaWoSfPTDglNPkXzhi5IXtsClH5Ecd6zkwgsEs2f7cUk2g6d8DNk8lfzt/03uvm8i9m9l4LT/qF7i22A4xKjm7AoGQ7LS2dXemeXo2bEF6igXdaDCGH1aW6uvMB+7fEclQX21JM7atK4uKBTSnQFVF9beokecF3WJXaMkrNQqH+lTR1ieFBZCOkqMsrMIpxRZrV+VbXvzOnLlXfRnp9CQjz3vVgljbGlReXwkIiZ2hRVEfedE3QN1bRvupFqj1eoCoxitc5KE1iHlSHMV1cOwL2K1XORluxbGKFGRLKOZoN7HsgTTp6lwt8ZGEQifwYaHQT4P5V5//aoS4ObnleN0XNHC0eXgfvCPd1o1xjrvL1ndwDnSG3nsuodQhK4IY0zoD/HI6CBnl95+y4JA6xpie4MEjck5uwTKIZjYoGAO6OwUdHbWt8nODtixk6CgSL233zR0x+TWrbDVlwOqrEtadjSNgY7u7NLd3yk01Bf1GGDErgnGnj2SL/y35HdeEvoli+GjHxHM8R80y4NKzNr6KPa29Vhb12NtexxR7ktcn9s6C3fSIpxJSzyBawmytdu4FgwGw4Tg+GMF3/8OfPt7kut+BH+6W+Xyes2rJG97q1BJm4WgtPY8ZONk8r/5KNn1NyF6d9J/+v9ArnG8d8FgGBWqPkBblc6u4O+k5MZ1iF0V5rExdj3kcmF+lxFvv/JlfwW6SyIutNUzeCnPOUkNJLQXj3YsV01NMg2156mHaAbm9Pl0sSs1JMyLOxKWeoHgiV36oBfAtfL056YCMecEMSEn4fm1qxN6tmrCj52FTJ58Xq28xwsLqlfskoV2ZLETWexAtkyvbyFIPrlJJdFGi8jIf5TzgY0mgbKpjoW0bM95F6pNjhNqT6N9r0hP/TK8c5PPh24c38U5c0ZliOOY418nziD203ci3LI6mNnk+0K9YdKFgmD5UhkRvYaLf2637wi/812c8VuIL4alXbeWBf396u9I2ywt4/uQfUZJYYxKUIfKAikVQuIwxtdLj4DNm6G7e9iriBAkqJfRHHVVb0V+fGjiCsN9FOX+1FW0t8Gu3TBrZv1tBSN2TShuu13y+f+WypZpwdvPEZzzpl7yWx/GvuNe7Ofuw3rhz8lhiJkC7qTFnltrifq7a5EZqBkMhglPoSC44HzB6a+WXPFlyZ13wY03wS9+KXnNqyVve4tgymRBednrkcVOGn7+fjJP30HhunPoP+NKZOOk2hsxGA5yIm+nK8Qu73EzInZ51RgTHSN1hDEeYGdXLYQQNDRIevtGvn2rDrFLP77xSn91valvaKn4avIkghAUPdQlDdnSjdvfgyx21Z65GnXm7IpMc0vJ8/guCyEi4pju7NJzNbluQqVEKz1nF8DcOfDgVkGDPxDNq2PZ1aly+/h9IFOv+cmycWYdV+fM1XFbp2P370Y2DKE8WZ1EKlOOV4L6upaLV4tQbdWvGecApjZLQ8TL/9WJLnhYtnKPtVRevmOPJ7yI/dsQziDSzuHMPDbVpV5vNUaAadPST0qxADtSp8aamPBdkrNLShmIn3o7dWeelGHFxkiIciYPg0ArrF8AACAASURBVPvUPEN2dvn/Jy9XcW9KSFA/VBoaBPPmhZ8j4esjCGOE8PjEmT0Lnn0W5vvbFTaQcg/XqSJ2HXWkqkTc0VF3UwEjdk0IXnhBctkVktvvUJ/Xzn+Gj77xFqbvuwX7a/crZV5DNrTiTD4Cd9JS3ClLcSYfgWybPfJyqwaDwXAYM3OG4HOfFjz4kOTb35U88CD89Eb4xc1K9PqHswTdc0+i76zv0HDDu1WlxmveTN+ZVyHb54x38w2GEVFV7PIHSfrzhh9+VfPZYuxzdtVLoRAKHSMJjQqqMVZLX1VV7AqdAUM5Lvm8YNZMyTPPwqR69Csh6srfVseKtD/rO3CpITBBWJCN2zEPe9MDyGJHYqLqbAYGBpPcE+lhjABtbYJjjrZo9IqSSk84bG8PBTQYeb6hZKoLJrJtDk6u+YCIXRHGJIxRHXvZ0KrCUhvrFVVjnd5zoQmh8hO5MgxHU9+PQlvrYRgJ6iHq3Bz3PF0afji6KKmbnmyclCii++gC0UiujfnzoVSGadNqz5t0O0lKUK+Ln2n33V4tqEl3dslMXqsmO9Qbf1gqI4mKe9MBiNevml+zDgJnFxYDA8nzLFooWDBfYtUTo6+3rYrYlc3WH7qpY8Suw5hyWXLd9fCt70i6s09w8dKfc/qiP9DlPgnrw/nc5mkqeXz3GpyZxyDb5hwcT5EGg8FwCLJqpWDVSsEDDyrR68GH4Iafwg0/laxeJXnNq5bzkjOvpvXn52P1PEPhmrfQf8bXcKcuH++mGw5zrrrqKj7/+c8DcO2117Jy5crRW3k1/UIfKLsOWHYofCU6RkTin5E5qqX5GiP0gclItp+QxqUCfayQHcV0f4sWQlsbtI6lc2Q4SWPShAOtlKVsnqbCNXONCM8KoofatLTAtu0J+xqpLJncnqYWi8w2NU16zi7bFnS0yyBk6kCIXf62UhFiCKLQ0BD6MR/LaoxWZmjOt3gf0s6nZalbTj3ixsFCxNl1MLU1JnjKYnXlIZcTzJ4lyWRGlosrmxWsqPPxKGkzfiVFP3ebECIScpd2jP0+Y1mEog3EnGxDdXaF96skKp1dyQnqR8JI1yCEQAjljNOdcO1t0fkixywlr5uPM2UZ9pZHcKaN4jOJhxG7DlPuvqfE5Z/dwRHOzXxr7Y0sbXtUTXCVMu90r8GZ/xLK816MbJ1pxC2DwWAYZVavEqxepUSvH1wjufseeOBBeOBByRebZnHmS7/Pec3voWnvoxR+9Hb6T78c2l8z3s02HKY8+eSTXH755RSLRXp764hZGyKR8u3xifFqgJYdhjQO09l1oBPU18NoiV1NTWovq+XkqebsArW8HEY7hBBMmTy0ZUZMHTnZ6iemFHpOE+FVHNPFrnlzYfGiaHJ/NXP1MMbIdogKULNmwt696thPmTLcfahCrpHy7BPGpaCJ1HO0jckFVpnPqL7FovNLLb+YZQNO1NllHUx2qQRyh4rY1VjbZrNo4dge68QwRs2V5TjK6RUkpxe1hbhsTC2JVFAd6nVhq2VlyvXcEv8NqHxzNLTtJRCpzTHM1dkWOK4ViF0zuuMVleMbrf47L9vnUG6dcUBEdSN2HWY89ZTLb799H0f2fZ+rltxC1vJzYmRw5p5MefEr1VuvKrZTg8FgMIwevuj1whbJL3+lwhpf2ALf+2kX19vf4X+Ov5hjOu4i/5N309N7GSw9dbybbDjMcByHSy+9lCVLljBnzhx+9rOfjfo2qpp1hFAP7dL1KjLmqieoT1ux/nV9sx1QGkZJ7GppFpz8Ikk2m74SfVAST1Dvb1/KQ+TdZb05u4ayrorcNuo/KaNhhhVCF1q10Grt0Qf6+abgz85OwYtOGmqjh0ih/QBvIIVcI073aqQ9RtXUa+Qzqr2gh5a7zRfhfbFrLC4P2TgJsX8b7lCKD2iMlog+6mj3aplvhmxxHBuTTDVnF4T3gqRKjGlUJM6PXA9DO0GyaTLOjGOQDVEb1KqVsGtXmEQ+mD/+MmiUC8ANp3+5XYsQ1mPsaliB5YUxFgqxKpJx6jnQB8g9asSuw4TtWwa4//s3s3Tv9/lA+3rwfhcHu5YjV7yO0pJXj9+PpcFgMBiYOkXwzrfD298G9z8Av/yV5E/3NPKeO77CJ1f9K6+ccTPFX72P//3O+3liyrksX25x5HKYPn1kIQAGw1VXXcWGDRu44YYb+OY3v3lAtlHrbbG0bITjgusgdj+Dtfvp4Psaa07+9iBwPIxmuFE1oaty3oQvPWvXoXCrkDndvjDCBqeIXf5aJbWrrulClkzrWHZWOayEdXB0vjFCNteRKGnU8MJEh2xPjCeo15xdvtjlJM96IHCmr0Ls34psGp7VL5Kz6yBKlywbmlXYbK4JZ8Yx492cRErlyu8ymdD56tcMcOo1FhNLTg+RirbDsNIimyqttF2dgq4ko1yKiD9aDE/sWsi2rtn09WfJeGJXzeIcNZxdBxIjdh3i9O3ex2M/uJojer7PG/I7oBUGZZ7Skjci1p6NO2nReDfRYDAYDBqWJThmDRyzRuA4kkfX57nrrs/ibOziNZ3f461TL+OmZ5/iE7/4d0pujvZ2WLZUcsQSwdIjYMliaG4+BEa0hoOCxx9/nC996Uu85z3vYeHCanEGI6Om2GNlwCkhBvdjv/AX7fsaD8EpT+PxSKTxEHkKhbHbvp5zKEkYC1LBHNhmjAqyeSo8r/4Wvdurz2vZ6cnpQdtxkfi164CrVWNMJOLsqnIEzUvjA0ooco3U2RXN2QWwdav3eSwuEDuLbOmuPV8KuohereuPOdki5QUvU9fLQaqqJxXAtO3QWOzfRwO3Z+yesGQxPPecqtzY5yWoj79ciIQgHmj1dBSqMVaschgpE+NY2Sz0p1SrTEAKa9x+m4zYdYhS2tvDxuuvZt7W77Eu2wN52Fmewt4j3kznS8+iffo8du3aNd7NNBgMBkMVbFslXl2xPAN8mL4Hl5D/w8c4febPWNT1HO+943K272rn9jvg9jvCp7hZMyVHHAFLj1AC2Px5KhmswaBTLpf50Ic+xPz58znvvPMO6LZ0ISFRVPArMvbtjC1Y61G0vmqM4zH2amoSzJkt1WDqADegVKNqu6j44yDGsoNQL1msUUdeeEmXUqd7Ffzizi7vOOgiYaqzK+I6OBQO4GFKPZUaEpeLftTDUv1zvs3TVA8mp1QaKhxM/d7rgvpBgZ1kKz14mDpFhQM6Dmzdpr6zLCVquW4ohqWFMc6cIZg5Ax56WAZiV2NjbCOZ4YcxDpmKBPXjH8YIlffSWsU5ZOMk2LdleBsbIUbsOsQY3LePZ3/0beZv+z6rMnshC8/1z2H7kvOZ/9pX0ZkZ+wSWBoPBYBgdWk55F3vaJ9Pwi0tYzAP8+sx/4C/Lv8L9zy7g0fWS9Rtg82Z45ln179e/UU9u2SwsWCBZusQTwJaqhKEm/HFic+WVV/LYY49x3XXXkU2MfatNe3t9bpb+fklj46C3TI6Ghmjfc1vboFeCXY6MHkR7B6I1ug0pe5D71DxWR7IYsmePQ2NjGLPS0ZEbl/6+doyieQqFQRzPotTeXplDqal5gFIJWltt2tsz3nwHrxNJtr4Utj8JrdMRWg6sivkWHot89gHomIOVsD/u7lYQ/YjWdoQ2XUqXxsYSGVslqBZAV1dy7inplJAvqP4m2loRxfE9bgfzeTuQSLcdub8RWtoSz3Xqck4ZGbmndAV9oaWlRKkclt5bdVSG9vYDp3iN1rk7/dWSclnS3DxxQmZHi5PWwc6dLnfdrd4QdHXlaGkp0T8gaW7J0tpiUS6r+0NLi6C9XY2d9XNXLJZobFT9ZuVRucjLROm2hveL5mLkvjPaSKsXucfv2wKro3ZRgFr4+w7Q0TG8fHxtbSUGS+F11dmZpb09va/KtjZo74BiJyIfVw8PLEbsOkQY6Cvx+HXXs+T5L3NUbgdkYGPvfJ6Z8x6OPPvltOXMqTQYDIbDAWfOifT+ww8p/PQ92D3PctR9/8ji0z6Fc9bLAdi9W4levvi1fj307FH/r18PP75BDYgnT4JjjpEcc7RgzdHQ1maEr4nEhg0buPLKK3nXu97FsmXLhr2eel3ig4OS/fvV37t37yefj/Y3e38fonc/wUwezt79SDe6DdHTg+3NV07Z/t69MrKq3btHv8LkwcTu3ZIBr/LVrl2V+9q7XzJYUpUBd+0StLe3H/wO/+wk6C1Bb7V2tsDUtZApKMtGDGt/L9b+/Th79yEz4fSenmj/yNjJxw0AKcl4Mzu7diIHxu9eeUictwOFU8CyW3EzHYnnOhXpBucPwNm3H2mp5Xt7w34wbaoqUHCgDu+BOHcTtSuMFP2879mzn95e6OuHnTvAdQTbt6vpuWzy/bKjXfL886p66/79vfGfraC/uTu341oHTuwS+/YFv4Wy0I4zCh1it3ZvTL0n1kA/vgD79tdT5bQZegfVv1GiHnHZKCQHOQP9Lg9e/0cWbvw8xxefghw81zebv82+mBVvPI3VDYeAH9dgMBgMQ0J2zqf3zddSuOli7OfupfDz9zO48i0MvuhfaGvLcfxxcPxxXjJfKdm8GR7dAOs9AWzDY8rC/4ubVfVHIWDRQsmJJwhOOhEWLDCur8OdSy+9lJkzZ3LhhReOyfZqdSdp2YkBH3K4iWtF4p+HLbXCRPyDcFgeiypV32TbbFwpK5KBx8OTqoavaZ132P3RMHKyDbjTVw19OWEhG1oR/T3qc0KCeoCcCX6ZMBSLXoVAS907/X7ghzEOenpLWp/o6hKc/KI6NuSMnnCTiBa2KItdo7PKUVhH/PeoZoL6ccSIXQcpvb2SO294hDmPf46Xtt4LRdhdauexqRew4KyzWVM0d2yDwWA4rCm00/fGb5G743Jy915F7qGrsZ9/mP5XfxHZNjOYTQhBd7cqWf2yU9VjTH+/5OE/w733Se69D558Ch57HB57XPKt76i8FuvWSV60TnDkCshkDssh8oRmw4YNAKxYsSJx+pve9CYAvvzlL/PSl750xNvTB5WJwkxabq5hJtHRXyJPBN12xXJ4ZD0sXJA8/ZDK2TWKyMYuZGPCIDCes7xGN3OmLEeU9kOhbfQaZxgz3LZZQeGLpJxdYMSuiYQQghOOk8HfwlJ/O17k3aCXA3G4fcJtmY61ZzNu+5wRtrQ6ei5C2TjyEEaA7ChcB/HE/rUS1I8nB3HTJiY7dkh+ff0mZj15Oa+fepOqrujmeLzjHLrP+r8sa24Z7yYaDAaDYaywMgye9AGc7qNp+NWl2Fv+SvHqN9D/sk/gLHpF6mINDYJj18Kxa9WIb/sOyd33wO23S+65D17YAtf/GK7/saS5GU44Xglfa49RYR6GQ583vvGNid/fd999bNy4kVNOOYWOjg66u4dfNUzHtgVHr5JImSKeao4ZaWcRjjfaqJmgPplInt4J0GVbWgTHH5s+PaUo4YQlfhhqJlBun01CITfDIYJsmQ5+lddsmNVdF+HzRuyaUOhhdb44I32xq4azqxbu9FW4U1cM+/drOMhRqgbb0ixYMF9SaBj+OiqcXQexonQQN21isfFpyU+v28OMjd/g7XO+R36qugr/3nw67WdcxJyuGePcQoPBYDCMF868k+l92w00/PwD2M8/ROHnl1Ba9GsGTvkY1KpmBnR1Cl79Snj1KwX9/crtddsdkjvvhN098OvfqGT3uRwcs0Zy0jrBiSdAu8nzdcjyqU99KvH7D33oQ2zcuJHzzz+flStXjuo2Ozqq9BfdwZVvxulaBKV+yA0vWa3+cG0EnvAY1EybMkGI94mDOczGMApYGcpzTkI4A6lil3F2TVz8fuDExa6RFJccC6Gr0I7bNgvZ0DqqlRjnzhnZD0VeE8osUU++rvHDiF3jSLksuf0OuPGng8zbdR0XLP4qHfNV4rkdzWvJv+aDTJq2fJxbaTAYDIaDAdk8jb6zv0fuT18le8/XyT7+KzLP/ImBdZdQXv6GusPBGhoEJ62Dk9YJHEfy10fg1tslt92uKj3ecSfccafEsmDFciV8nbQOuqcfvA8zhkMAbWAgs43I4shCMhrT0zhNTETs/wlOXOyK5/AyHIY0tFS484zYZQBN7HLU/6URhjGOGUIoB9lBRnNz+PfB7OoCI3aNC9u3S35+M9z4M5flmd/zr0u/yJyZGwHobZyHeNk/k5/7YvOq0mAwGAxR7CyDJ15EecGp5H/9r9jbH6Phtx/H+cuPGDzpn3FmVYlzSlqdLTjqSDjqSMH73iN56u9w2+1K/Hr8cXj4z/DwnyVf+grMmilZewysWSNYvRKKRfMbZagfqYmxcphuLp0G7c2yP4CZyARal7ksgcrjUDPBv+GwRO8H+fz4tcMwvviili9yDYwwjHGi09wU/i0P8vhvI3aNEfv2SW65Ff6/30oeeBBWd9zLZ5dczurOBwAoN3RSPvF9uCveOKbxvwaDwWA49HCnLKPvLT8i+/APyd15BfaWv1K4/h2UZx3P4PHvw+1ePeR1CiGYPw/mz4N3nCN44QXJbXfAbbdLHn4YnnlW/bv+JxLbhuXLJMuXwZLFgsWLVVl3U+Hx4Oczn/kMn/nMZ8Z+w7rzsKbYVbsfqb52kD9ljyEmZ1d1jNg1MXHK4d/ZkYSsGQ5pfFHLD18cac6uiY7Ky6l+f0vl6vOON0ZVOYDs2Su59174/S2Su+5SlR+ObH+Irx53BcdN+hMAMtNA6eh3MHjMucPOW2EwGAyGCYidpbT6HMqLX0X27ivJ/vk6Ms/cReaZu3C6j2bw6HfgzHvxsF+gTJ0qOOsNcNYbBHv2Sh58MKzuuGmz7/oC/4GnpQUWL5LMnKGWnTIZpkyBqVOhpRlyOTMKn9AILYxxlJ53igXo7RuVVR3yBGLX+DbjoME4uwwQHYiblzETF1/oHBwEx5GBG9iIXYc/RuwaRaRUISB33gV/ulvy17/6ifAkKzse5MIjv87RLbepea0spRVvpLT2fGTzlHFtt8FgMBgOXWRjF4OnfJTS0e8kd/eVZNbfiL3pfgqb7sdt7KK89AxKy89EjqBEdkuz4OQXwckvUoOFTZslDzwAGx6TbHgMnnwK9uyBe+9T/5IcN5mMZMYMuOzzgq4uM+iYcEht1FlD7JL55qrTfYpFI3YFGGdXBCN2GQDKB7nrxDA26M4u39VliZTKwYa6aG6CvfvGuxW1MWLXCNi3T7J+Azy6Hh5dL3l0PezaFU7PiBLnrPw1/zjne0xzHwFACpvysjMYPO7dyJbRKfdtMBgMBoNs7WbgtE8yeMKFZB/4HplHbsDav53cvVeRu/cqnO41lBeeRnnuOmTbnBGNirunC7qnw+mvUesYHFQvex5/Ap5/XvLCFtiyBV7YAtu3g+uqQcezz6qHo66uUdppw6FJrapShTac7jVIrapaEsUisGP0mnUoIyr+mNgYscsA0N4O23eYAgUTnbwmdh0yyekPclYsV+7+uXPGuyXVMWJXFcplyd590NMDL7wAz22C556T3v8qjCOelC2fh9OOfo4zF/2CFX3XkOnbCi5IO0f5iNcyeMy5yPbZ47NDBoPBYDjskU2TGXzRPzN44kXYT91C9q8/xt54O/am+7A33Uf+FnBbZ1Kesw5n1vG4U1cgm6aMSPzK5QRLFsOSxRAfbZfLkt4+6OuDQkG5xAwTD9kyA7l3K27z1Prmr8P1PnWKyiOXNU+zJmdXDYzYMTGZNVPdHzo6xrslhvHED2Ps61Mv5cCIXSOlsVFwwvHj3YraHJSPB88/L/nMf0n27lU/2pYV/hMCcrkeHMcNPvv/IPzbEoA2TRD77P0rl5XCWyqF1sb9+2F3D+yrw5o3bRosPQLWLnye41p+TfeuX5HZ+hfYqaa7xS5KK/+R0pH/AEVzpzUYDAbDGGHncBaehrPwNMTeF8g89kvsjbdiP3c/Vs+z5B7+ITz8QwDcYifu5KW4U5bhdszHbZ2BbJuJLHSMePScyQhamlXeLsMExs4OuVpoLVpbBcceI02VNUzOrjjx21bGOLsmJJYl6DaBNBMeX9gqO7Brt/rbFCyYGByUYteTT8H9D1SbY2wDsJuboasTZsyAmTNgRjcsbP8783MP0dzzMNbmh7CffwKeV/NLYeHMWEt52esoL3oVZIx0bDAYDIbxQzZPpbTmnZTWvBMG92M/ew+ZjbdibXoAa8eTWL07sDbeBhtviy6XLeK2TIdCO7KhNfyXawQ7h2zpprzwtGilPYNhDGlpMfIOGGdXHBPGaDAYfJKErZkzxr4dhrHnoBS7TjwBvvE1QU8PuBJcR4ULuq76v1BsZO/e/Ug3/E7ihRRKtYz/tz/Ndb3P3nz+v4wN2ZxSfHNZdTE0FsrM2vtLmtlOPi+xnH5Efw9i/zasnk1YzzyNeGJPpM0Sgdt9NKXFr8RZ+DJk46QxP24Gg8FgMNQk14gz/yU481+iPpf6sbY/hrXlEeytj2LtfgbR8xxi7wuIUi/2jr9VXV3vm67G7V49Bg03GAw1MWIXYMQug8EQkskILEsqPQBYu0Y5gw2HPwel2CWE8PJ+JNPenmfXrt4Dtn372Qcp/P7SqvNIO487dTnOtJU401fiTl+FLHYesDYZDAaDwXBAyDbgTjsKd9pRUd90eRCxdxPWns2I/h7o71Evfvp2I0p94AwiC+24k5eOV8sNBoOHcXZVx+TsMhgmOFqe7aam8WuGYWw5KMWu8caZupzBNe9C7N+uvsg0IAtt6qG+dQaydSZux1ywTXiiwWAwGA5TMjlk+1yc9rnj3RKDwVCDjPdEbxxMiri4ZY6LwTCxcTWxy7bNW4GJghG7ksgWGXzRB8e7FQaDwWAwGAwGQ03mzQtzzBpUYvJJXZJt3ntrI3YZDAbDxMOYeg0Gg8FgMBgMhkOYlmbB/HnCOBY05mmmVCN2GQwTm84O9b9JTD+xMM4ug8FgMBgMBoPBcFjR0iKYM1vS22ty9BgME53ly2D7DpgyebxbYhhLjNhlMBgMBoPBYDAYDjsWLjBON4PBALmcYPq08W6FYawxYYwGg8FgMBgMBoPBYDAYDIbDBiN2GQwGg8FgMBgMBoPBYDAYDhuM2GUwGAwGg8FgMBgMBoPBYDhsMGKXwWAwGAwGg8FgMBgMBoPhsEFIKeV4N8JgMBgMBoPBYDAYDAaDwWAYDYyzy2AwGAwGg8FgMBgMBoPBcNhgxC6DwWAwGAwGg8FgMBgMBsNhgxG7DAaDwWAwGAwGg8FgMBgMhw1G7DIYDAaDwWAwGAwGg8FgMBw2GLHLYDAYDAaDwWAwGAwGg8Fw2GDELoPBYDAYDAaDwWAwGAwGw2FDZiw2smfPHi6//HL+8pe/8Nxzz9HT00N7eztz587lLW95C6eddhpCiJrrOeWUU9i0aVPVea6++mrWrFkTfF68eHHqvP/0T//EeeedV/+OjDFXXXUVn//85wG49tprWblyZd3Luq7LD37wA6699lqefvppisUixx57LJdccglz5sxJXOa2227j61//Oo888ghSSpYvX855553HSSedNBq7c0AY7jG67777+O1vf8s999zDpk2b6O3tpbu7m1NPPZXzzz+flpaWimWq9b83velNfOITnxj+jhxghnuc7r77bs4555zU6Wnrmkh96W1vexv33HNP1Xk++9nP8vrXvz74fCj1pdFq6+DgIF//+te56aab2Lx5M62trZx88sm8//3vZ9KkSYnL3HTTTXz3u9/lb3/7G9lslpUrV3LRRRexYsWKYe/PgWCkx0hKya233srvf/97HnjgATZv3ky5XGb27Nm86lWv4p3vfCf5fL5iuUPt9200+tJPfvITPvzhD6dOv/322xP706HSlw4G/vznP3PFFVfw0EMPUSqVWLBgAW9/+9s5/fTTx7tpE4Ybb7yR+++/n7/+9a88/vjjlEolPv3pT3PmmWcmzr9t2zYuu+wy/vjHP9LT08P06dM5/fTTOe+888jlchXzD+d+bKjNli1b+OUvf8mtt97KU089xfbt22ltbWX16tWce+65HHXUURXL7Nu3jyuuuILf/OY3bNu2jUmTJnHaaadx4YUX0tTUVDH/cJ7vDbUZzljVXHcHL/U805trb2IwJmLXrl27+PGPf8xRRx3FqaeeSltbGzt27OAPf/gDF110EWeffTaf/OQna67nnHPOYe/evYnrv/rqq2ltbU18cO3u7uaMM86o+H716tXD26Ex4Mknn+Tyyy+nWCzS29s75OU//vGPc91117FgwQLe+ta3smPHDm6++WbuuOMOrrnmGhYsWBCZ/2c/+xkf/OAHaW9v54wzzkAIwS9/+UvOPfdc/uu//ovXvva1o7Vro8ZIjtHFF1/Mrl27OProo3nd616HEIJ77rmHb3zjG/zmN7/hmmuuobPz/2fvvuOjKPM/gH+e7QkJIZQgNSCwSBFQIHSRA0EBaYKH6FnAA/FAQTnwd+rZT1GRcihNPcuJJ1VRQBAbJPQSlNAkEEiBFEhPts7z+2Oym9mWLdmafN+vFy82szOzz8w8MzvPd5/nO00clouNjcUjjzziML179+4+b0eg1bYuAUBSUhKSkpIcpt90000O0+pbXZo4caLTfWMymbBmzRrIZDIMGDDA4f1Iqku1LasgCJg9ezaSk5PRs2dP3HXXXbhy5Qq2bNmC/fv3Y8OGDQ43eqtXr8bSpUvRsmVLTJ06FRUVFdi+fTseeOABfPTRR+jXr59fts1farOPDAaD9eY4KSkJgwcPhsFgQHJyMpYuXYo9e/bgv//9LzQajcOykfb95q96P3z4cHTp0sVhenR0tMO0SKtLoXTo0CHMmDEDSqUSY8aMQWxsLHbv3o0FCxYgOzsbTzzxRKiLWC8sX74c2dnZiI+PR0JCQo0/9Obn5+P+++/H1atXMWLECLRr1w7Hjh2zBizXrl0Lmax6IIcv12Pimc8//xzr1q1D27ZtMXDgQDRp0gSXL1/Gnj17sGfPHixZsgSjR4+2zl9RUYGHHnoIWEcqMAAAIABJREFUZ86cwaBBgzBmzBicPXsWn3zyCQ4dOoT169c7XNO8vb8nnvG2rUrnXfjy5J6ezr16hAeByWTiRqPRYXppaSkfPXo012q1/Pz58z6v/6OPPuJarZa/9tprDu9ptVr+0EMP+bzuUDCZTPy+++7jkydP5gsWLOBarZafOHHC4+UPHDjAtVotnzZtGtfr9dbp+/fv5507d+YPPvigzfxFRUW8T58+vF+/fjwnJ8c6PTc3lw8aNIj36dOHFxUV1X7D/Ki2+2jNmjU8NzfXZpogCPyll17iWq2Wv/zyyw7LDBs2jA8bNqzWZQ+m2u6ngwcPcq1Wy1esWOHR/PWxLrny/fffc61Wy2fNmuXwXiTVJX+UddOmTVyr1fL58+dzQRAcpi9cuNBm/kuXLvGuXbvykSNH8pKSEuv08+fP8549e/IRI0Y4/U4JldruI4PBwFetWsWLi4sdps+aNYtrtVq+bt06h+Ui7fvNH3Vp8+bNXKvV8s2bN3s0f6TVpVAyGo18xIgRvHv37jwtLc06vbS0lI8ZM4Z37dqVX7p0KXQFrEdSUlJ4VlYW51y8X6mpzi9cuJBrtVr+xRdfWKcJgsAXLVrEtVot37Rpk8383l6Pied27drFjxw54jD9yJEjvFu3bjwpKcnmvnz58uVcq9Xyt99+22Z+y/Tly5fbTPf2/p54ztu2Kp134cnTe3o69+qPoOTsksvlUCgcO5HFxMRg8ODBAIDLly/7vP5NmzYBACZPnuzzOsLJunXrcPbsWfzrX/+CXC73evmNGzcCAObNm2fTjXbAgAEYPHgwjhw5gkuXLlmnf//99ygpKcFDDz2EFi1aWKcnJCTg4YcfRklJCb7//vtabJH/1XYfzZw5EwkJCTbTGGN48sknAQBHjhzxSzlDrbb7yVv1sS65YjkP68p1qTYs++LZZ5+1GQZw3333oUOHDtixYwfKysqs07ds2QKTyYTZs2cjNjbWOr1Tp04YP348rly5goMHDwZvAwJMqVTiiSeecBg+rVQqMWvWLAB155oUbPWtLtXGwYMHceXKFYwdOxZdu3a1To+JicGTTz4Jk8mELVu2hLCE9cfAgQPRqlUrt/OVlZVhx44daNOmDR544AHrdMYYnnnmGchkMuv118Lb6zHx3MiRI21SqVj06dMH/fr1Q1FREc6dOwdAHL6+ceNGREdH429/+5vN/LNmzUJcXBw2bdoEzrl1urf398Rz3rRV6bwLX57c09O5V7+ENEG9Xq/HwYMHwRjzuevf8ePHkZ6eju7du+OWW25xOk9JSQk2btyI1atXY8OGDcjIyKhFqQPr/PnzWLlyJWbPno1OnTr5tI5Dhw4hOjra6TAWywVb2nCy5BuyvCdlybHkLidRMPljH7li+aJzdYE0GAzYunUrVq9ejfXr1+Ps2bN+/Xx/8ud+ysjIwGeffYa1a9fiu+++w40bN5zOR3VJdO3aNaSkpKBZs2a48847nc4TSXWpNmXV6/U4efIk2rdv77TxNmjQIBgMBpw8edI6zVJHBg0a5DC/pR6FW/AnUMfT3TUpkr7fAP/tpzNnzuA///kP1q1bh127drlsJERiXQqVmq7flv0XTtdvAqSmpsJgMGDgwIEO+YQSEhKg1Wpx8uRJ6PV6AL5dj4l/WK7llv8zMjKQl5eH22+/3WG4lFqtRp8+fZCbm2vTGcDb+3tSe87aqnTehSdP7+np3KtfgpKzy6KkpASffvopBEHA9evXsXfvXly9ehVz5szxObGbpVfXlClTXM5z9uxZvPDCC9a/GWO499578eqrryIqKsqnzw0Ek8mE5557Dh06dPA5sXBFRQXy8/Oh1WqdNo4s+1naILK8TkxMdJjfMq02Pe/8yR/7qCabN28G4LxhBIhj9J977jmbaUOGDMHbb7+Nxo0b+708vvL3fvruu+/w3XffWf/WaDSYO3cuHn/8cZv5qC6JNm/eDEEQMHHiRKe/FAKRU5eA2pX1ypUrEATB5TVeek2ynHcZGRmIjo52mr/CUo/CLagTqOPp7poUKd9vFv7aT5999pnN37GxsXjxxRcxfvx4m+mRWJdCpabrd1xcHOLj48Pm+k1EluPh6vqamJiIs2fPIjMzEx07dvTpekxqLycnB/v370ezZs2g1WoBeHbsLPO1a9fOp/t74j1P2qp03oUfb+7p6dyrX4Ie7Fq5cqX1b6VSiYULF2L69Ok+ra+8vBw7d+5EVFQUxo4d63Se6dOn45577kFiYiIYYzh9+jSWLl2Kbdu2wWw247333vPpswNh9erVOHfuHDZs2AClUunTOiwJ/J09RUI6XforuOW1dIiHRXR0NORyudMHA4SCP/aRK2fOnMH777+PJk2aOARxAGDSpElISkpCx44doVKpkJ6ejpUrV2Lv3r148skn8eWXX3r0VNFg8Nd+aty4MRYuXIg777wTLVu2RElJCQ4dOoR3330X77zzDmJiYjB16lTr/FSXxO7RlqE+roYwRlJdqm1Z3V2TGjRoAMDxmuQq8OHsGhZqgTqee/fuxVdffYUOHTo4/UEnkr7fAP/spzZt2uCll17C4MGDkZCQgOvXr+OXX37B8uXLsWjRIjRq1AhDhw61zh9pdSmUarp+A+L+unbtWjCLRNywXF9rOmbS+Xy5HpPaMRqNWLhwIQwGAxYsWGBtLHt6v+7psaPrmX940lal8y78eHNPT+de/RLUYYytW7fGuXPncPr0afz444946qmnsHTpUsydOxcmk8nr9e3YsQMVFRW4++67XVbARYsWoUePHoiLi0PDhg3Rv39/fPLJJ0hMTMT27dvxxx9/1Haz/OLs2bNYvXo1pk+fjm7duoW6OGEpkPsoMzMTs2bNsjYQnTWO5syZg6SkJDRu3BgxMTHo2bMn1qxZg969e+PEiRP49ddf/VomX/lzP3Xq1AkzZsxAhw4dEBUVhebNm2PcuHH48MMPoVQq8e9//xuCIPip5METyLp08OBBZGVlISkpyWkPCSBy6hIQWWUNlUDso99//x3z589HbGwsli9f7vQx5pHy/Wbhj/3Ut29fTJs2DW3btoVGo0GrVq3w4IMP4r333gPnHCtWrAjClhBCiHuCIOAf//gHjhw5gvvvvx8TJkwIdZGIG/5uq5LAozY0qUlIcnbJ5XK0bt0aM2fOxLx58/DDDz9gw4YNXq/H18T0UVFRGDNmDAAx51c4WLRoEdq0aYO5c+fWaj2WXxlcRZct06XBQfsItlRFRQXMZrPLXy+CyV/7yF52djYeeeQR3LhxAytWrED//v09XlYmk2HSpEkA6l5dqolWq0XPnj1RUFBgM6ylvtclwPfE9OFYl1zxpqzurknl5eUAHK9JrnoAOruGhaPaHM/Tp09jxowZYIzhww8/9CqfXDh+v9XEX/V+8ODBaNGiBdLS0mAwGKzT60JdCpaart+AuL/C4fpNqlmOh7s6bpnPl+sx8Q3nHC+88AK2bduGcePG4ZVXXrF539P7dU+PHV3P/Kumtiqdd+HF23t6Ovfql6AOY3Rm8ODBeOedd3D48GFMmzbN4+UuXLiA1NRU3HzzzU6ffOJOfHw8AKCystLrZQPBkqT31ltvdfr+n//8ZwDA+++/jxEjRrhcjyU3SVZWFsxms8PYYst4Yuk45Xbt2uHUqVO4fPmydb9YWAIZrnqoBJO/9pFUVlYWHn74YeTl5WHZsmUYNmyY1+Wqq3XJHct263Q667T6XJcAoLi4GD/88AMaNmyIUaNGeV2ucKtLNfG0rG3btoVMJnOZy8DVNenEiRPIz893yLXkLtdCOPHleKalpWH69Okwm834+OOP0aNHj6B8bij5q7zx8fG4evUqdDqdtSdcXalLwSDNR9O9e3eb94qLi1FYWIjbbrstBCUjrrjLO3f58mXIZDK0adMGgG/XY+I9QRDw/PPPY8uWLRg7dizeeustyGS2/Qs8OXbS+Xy5vyf+Yd9WpfMuvHh7T0/nXv0S8mBXbm4uANdPmnLF115dFpYnXrRu3dqn5f3N1XYcPXoUGRkZ+NOf/oTGjRt79CjqpKQkbN++HcePH0ffvn1t3ktOTgYAm+l9+/bFd999h+TkZPTq1ctm/n379lnXGWr+3EeAbaBr6dKlPgd+fvvtNwDw+HMDzd/7yRmTyYTTp0+DMYYWLVpYp9fXumSxbds2GAwGTJkyBRqNxutyhVtdqomnZVWr1ejRowdSU1ORnZ3tMH9KSgpUKhV69uxpnda3b1+cOHECKSkpDsM+LPXI/toWjrw9nmlpaXjsscdgMpnw0Ucf2ewTb4Tb95s7/qj3ZWVluHjxIho2bGjT+6iu1KVg6Nu3L9asWYPk5GRr70CLlJQUAOFx/SbVevXqBZVKhf3794NzbpPzLi8vD+fPn0fPnj2hVqsB+HY9Jt6RBrpGjx6Nt99+22VS64SEBBw/fhwVFRU2T4XT6/U4evQoEhISbH4g9Pb+nviHfVuVzrvw4u09PZ179QwPgtOnT/OSkhKH6YWFhXz8+PFcq9Xyr7/+2jo9NzeXX7hwwekynHNuMBh4//79ebdu3XhBQYHLz01LS+MVFRUO03fs2ME7d+7M+/Xrx8vKynzYouBZtGgR12q1/MSJEw7vXb9+nV+4cIFfv37dZvqBAwe4Vqvl06ZN43q93jp9//79vHPnzvzBBx+0mb+oqIj37t2b9+vXj+fk5Fin5+bm8kGDBvE+ffrwoqIiP2+Z//iyjzIzM/mwYcN4165d+a5du9x+xh9//MGLi4sdph85coTfeuutvHv37jw7O9v3jQgCX/bT8ePHuSAINtOMRiN/4403uFar5TNmzLB5rz7WJalx48ZxrVbL09LSXM4TSXXJ27K6unZv2rSJa7VaPn/+fJv6ZJm+cOFCm/kvXrzIu3btykeOHGmzrvPnz/OePXvyESNGcKPR6K/NrBV/7aNTp07xvn378l69evGjR4+6/dxI+37z135ytm8qKyv5008/zbVaLf/nP/9p814k1aVQMxqNfPjw4bx79+789OnT1umlpaV8zJgxvGvXrvzixYshLGH9tGbNGq7VavnmzZudvr9w4UKu1Wr5F198YZ0mCIL1+2zTpk0283t7PSaeM5vN/LnnnuNarZY/9dRTbq8ty5cv51qtlr/99ttOpy9fvtxmurf398Rz3rZV6bwLfzXd09O5V38EpWfXli1bsGnTJvTr1w8tW7ZEVFQUcnJy8Msvv6CiogKjRo3Cvffea53/vffew9atW/Hmm29ac3lI/fTTT7hx4wZGjhyJJk2auPzczz77DHv27MGAAQPQokULcM5x+vRpHD16FGq1GosXL7Y+ASMSffHFF1i5ciXmzJljM065f//+mDJlCjZu3IiJEydi6NChuH79Onbs2IGYmBi8/PLLNuuJi4vDiy++iIULF2LixIkYM2YMGGPYuXMnCgoK8PbbbyMuLi7IW+cfrvbRww8/jOzsbPTq1Qvnzp3DuXPnHJaVzr9z5058+OGHGDBgAFq1agWVSoXz588jJSUFMpkMr7zyClq2bBmUbQoEV/vp2WefBQDcdtttaN68OUpLS3HkyBFcunQJLVu2dMhBUR/rksWpU6dw9uxZdOvWDV27dnW5nkiqS96W1dW1e8KECdixYwe2b99uTd6fmZmJ3bt3o0WLFliwYIHN57Zv3x5z5szBsmXLMG7cOIwaNQoVFRXYvn07TCYTXnvtNSgUIe+YDMA/+6ioqAiPPfYYiouLMWTIEOzfvx/79++3+ZzY2Fg8+uij1r8j7fvNX3Vp2rRp6NixI7p162Z9GuOBAwdw9epV3HLLLXjmmWdsPjeS6lKoKRQKvP7663j88ccxbdo0jB07FjExMdi9ezeysrIwb948tG/fPtTFrBc2btyIY8eOAQDOnz9vnXb48GEAwIgRI6y90Z999lkcOnQIr776Kg4cOIB27drh6NGjOH78OAYPHoyJEyfarNvb6zHx3Pvvv48tW7YgOjoa7dq1w6pVqxzmGTFiBLp06QIAePzxx/HTTz/hww8/xJkzZ9CtWzecPXsWe/fuRZcuXRyeDO7t/T3xnLdtVTrvIhude/VHUO7wRo0ahbKyMqSmpuLIkSPQ6XSIi4tD7969MWHCBGuD2FOeDmEcPnw4SkpKkJaWhn379sFkMqF58+aYPHkypk+fjg4dOtRqu8LZq6++is6dO+Orr77C559/jujoaAwbNgzz5893erM6fvx4xMfHY+3atdiyZQsAoFu3bnjrrbcwZMiQYBc/4LKzswEAqampSE1NdTqPNKDRr18/pKen4/Tp0zh8+DAMBgOaNGmC0aNH49FHH/Upr04kmDp1Kvbt24fDhw+jsLAQCoUCbdu2xRNPPIHp06c7DVzVt7pk4el1KZLqkr/KKpfLsWrVKqxduxbbtm3DJ598gri4OEycOBHz5s1zyKUEALNnz0arVq3w6aef4ssvv4RSqcRtt92Gp556qs7to7KyMhQXFwMQh9ZZhtdJtWrVyibYFWnfb/6qS4899hhSU1ORnJyMkpISKJVKdOjQAQ8++CD+8pe/OB0+HCl1KRz0798f69evx4oVK7Bz504YjUZ07NgRTz/9NMaNGxfq4tUbx44dw9atW22mHT9+3PoQh1atWlmDXQkJCdiwYQOWLVuGX3/9FT///DNatmyJuXPnYubMmQ65ony5HhPPWO4tKyoqsHr1aqfztGrVyhrsio6Oxueff46VK1di165dOHz4MJo2bYpHH30Uc+bMsRleZeHt/T3xjLdtVTrvIhude/UH45zzUBeCEEIIIYQQQgghhBB/kLmfhRBCCCGEEEIIIYSQyEDBLkIIIYQQQgghhBBSZ1CwixBCCCGEEEIIIYTUGRTsIoQQQgghhBBCCCF1BgW7CCGEEEIIIYQQQkidQcEuQgghhBBCCCGEEFJnULCLEEIIIYQQQgghhNQZFOwihBBCCCGEEEIIIXUGBbsIIYQQQgghhBBCSJ1BwS5CCCGEEEIIIYQQUmdQsIsQQgghhBBCCCGE1BkU7CKEEEIIIYQQQgghdQYFuwghhBBCCCGEEEJInUHBLkIIIYQQQgghhBBSZ1CwixBCCCGEEEIIIYTUGRTsIoQQQgghhBBCCCF1hiLUBSCE1D/nzp3DRx99hOPHjyMvLw9msxkNGzZE586dMXHiRIwfPz7URSSEEEIIIT6iez1CSKgxzjkPdSEIIfXHuXPnMGXKFOj1emg0GrRr1w4ajQalpaXIyspCo0aNsHfv3lAXkxBCCCGE+IDu9Qgh4YB6dhFCgurrr7+GXq9HUlIS1q5di6ioKOt7BoMBhw8fDmHpCCGEEEJIbdC9HiEkHFDOLkJIUCmVSgCATCYDY8zmPZVKhcGDB4eiWIQQQgghxA/oXo8QEg5oGCMhJKiysrIwZcoU3LhxA40aNcKdd96Jvn37YtiwYWjSpEmoi0cIIYQQQmqB7vUIIeGAgl2EkKBLTk7GzJkzMXDgQBgMBpw5cwZlZWUYNmwYXn75ZSQkJIS6iIQQQgghxEd0r0cICTUKdhFCgurkyZN49NFHMX36dMydOxcAYDQasX79eixevBixsbHYsGEDEhMTQ1xSQgghhBDiLbrXI4SEAwp2EUKCxmAw4J577oFMJsP3338PuVxu8/7HH3+MxYsXY9CgQfj4449DVEpCCCGEEOILutcjhIQLSlBPCAmaHTt2ICsrC8OHD3e4+QGAadOmQaPRICUlBQUFBSEoISGEEEII8RXd6xFCwgUFuwghQZOSkgIAaNeundP3NRoNOnToAAA4ffp0sIpFCCGEEEL8gO71CCHhgoJdhJCgsfyCp1arXc4TFRUFACguLg5KmQghhBBCiH/QvR4hJFxQsIsQEjQajQZAzTc3eXl5NvMSQgghhJDIQPd6hJBwQcEuQkjQWJ66k5aW5vT94uJiXL16FQDQpk2boJWLEEIIIYTUHt3rEULCBQW7CCFBM2TIEADAnj17nCYl/fLLL2E0GtG8eXNotdpgF48QQgghhNQC3esRQsIFBbsIIUEzcOBA3HrrraioqMDcuXORn59vfe/XX3/FqlWrAAAzZ86ETEaXJ0IIIYSQSEL3eoSQcME45zzUhSCE1B+ZmZl4+OGHkZOTA6VSCa1Wi5KSEmRmZgIAxo8fj8WLF4MxFuKSEkIIIYQQb9G9HiEkHFCwixASdEVFRVi3bh327NmDnJwcqFQqdOnSBVOmTMG4cePo5ocQQgghJILRvR4hJNQo2EUIIYQQQgghhBBC6gwaKE0IIYQQQgghhBBC6gwKdhFCCCGEEEIIIYSQOoOCXYQQQgghhBBCCCGkzqBgFyGEEEIIIYQQQgipMyjYRQghhBASYL/99hv++te/om/fvujVqxcmT56Mb7/91qt1GAwGrFy5EqNGjcKtt96KwYMH4/nnn0d+fr5Hy8+cOROdO3fGrbfe6ssmEEIIIYREDEWoC0AIIYQQUpcdOnQIM2bMgFKpxJgxYxAbG4vdu3djwYIFyM7OxhNPPOF2HYIgYPbs2UhOTkbPnj1x11134cqVK9iyZQv279+PDRs2oFmzZi6X37RpE/bt2we1Wg16EDchhBBC6jrG6Y6HEEIIISQgTCYT7rnnHly7dg1fffUVunbtCgAoKyvD1KlTcenSJWzfvh3t2rWrcT2bN2/GP/7xD4wZMwZLliwBY8xm+oQJE7B48WKny167dg1jx47F5MmTsXv3buTn5+P333/363YSQgghhIQTn4JdhYWFgSiLjbi4OBQXFwf8c8IVbX/93n6A9gFtf/3efoD2AW2/b9sfHx8fgNL4Ljk5GTNmzMCkSZPw5ptv2ry3Y8cOzJ8/H7NmzcIzzzxT43qmTp2KEydO4KeffkKrVq1s3hs9ejQyMzNx4MABxMTEOCw7Y8YMZGZmYtu2bRg9erTHwS5BEOp1HYxk9f36EanouEUuOnaRi45dZPLkfi9sc3bJZGFbtKCg7a/f2w/QPqDtr9/bD9A+oO2vG9t/+PBhAMDgwYMd3hs0aJDNPK7o9XqcPHkS7du3dwh0WdZjMBhw8uRJh/e++uorpKSk4PXXX4dGo/Gq7HXlGNRHdOwiEx23yEXHLnLRsau76MgSQgghhARIRkYGACAxMdHhvbi4OMTHx+Py5cs1ruPKlSsQBMHlUEfLdMtnWWRnZ2Px4sWYOnUqkpKSvC06IYQQQkjEogT1hBBCCCEBUlZWBgCIjY11+n5MTAyuXbtW4zpKS0ut8zrToEEDm88CAM45nn/+ecTFxWHBggVel9si3IaFEs/RsYtMdNwiFx27yEXHrm6iYBchhBBCSB2zfv16HDhwAOvWrXMZJPNEMPK0Ev+Lj4+nYxeB6LhFLjp24U8QOGQy5jCdjl1k8iRAScEuEl4EM2DSgZcawYqughkrAWMlgKrnKMhV4FGNwKPiAUUUwBwvWBFLMEGWf078V3wFpsoCaEoLwAzlADi4OhZc3RA8rg2E+HYwN+8KHt++bu0DQgipYyyBJkvvLHtlZWUue31ZWN6X9tySKi8vt/ms3NxcvPvuu5g0aRLuuOMOn8pNCCGE1BVZWRzn/gBu68nRuDG1neoLCnYR7xl1YPoSQF8Kpi8BM1YAJj2YSQeY9IBJB2bSO5mmA4yVYMYKaxBL/F/yt1kPADABaOCmGFyuBo+KB49tDqFJJwjNOkNoqoW5aScgKjK6orLiLCjSf4T80l7Ic1LFfVmFw/0JKsS2gLndYBhvGQuhdV8KfBFCSJix5NO6fPkyunfvbvNecXExCgsLcdttt9W4jrZt20Imkznk5LKwTJfm7qqoqMCWLVuwZcsWp8t07twZAHDkyBE0bNjQs40hhBBCItCNQkAQgMIioHHjUJeGBAsFu0g1zsFKciArvgJWlAlZSTZYcSZkJTlgOklwy2wITnGU0eDKKEChAZhcnGjSgekKwcxGMLMerOwaUHYN8qu2T6ASYlvA3PI2CK1uh7nl7RCaagGZPCjlrhHnkOWmiQGu9J8gLzhv+7Y6Fubm3cAbJULdQosKrgZXiWE/pi8FqyyCrOgyZDcuQZZ7CrLSq5D9vhHK3zdCaNQWxh5TYez5Z0AZHYqtI4QQYqdv375Ys2YNkpOTMWbMGJv3UlJSAMBt8ni1Wo0ePXogNTUV2dnZDk9kTElJgUqlQs+ePQEAzZo1w+TJk52ua8eOHdDr9Zg4cSIAQKVS+bRdvmAlOeCaOEDl7ucsQgghxH+Mxqr/g9OMJWGCgl31mckA2dVUKDIPQXY1FfJraWD6Yo8W5UwGqGLBNbHgymgxIKVQg7v4H3K1GLhSRtn+r4iW/F39ulGzFigqKnLx4VzsDVZZBFZ5A7LiLMgKzlf/K84Sg0DnrgLndoiLqBrA3PJ2mFv3hblNPwjNuwKyIFV/wQR51jHIL+yBIv1HyEqvVm8Kk8PcqjfMHYbB3HYghKYdASY+JDU6Ph6mmsaPGyshzzoKxYUfoDi3A7KiK1DvfRvKox/B2PdxGHs+IO57QgghITNgwAC0adMG3333HR5++GF06dIFgDgk8YMPPoBCobAGngAgLy8PpaWlSEhIsBneeP/99yM1NRVLlizBkiVLwKp68m7evBnp6emYMGGCdRjjzTffjDfeeMNpeQ4cOID8/HyX7wcKK70Gec4JAIDpljFu5iaEEEL8xxLsMhhDWw4SXBTsqm8qbkBxYQ8UF3+B/MoBcWihBJcpwRu1gdCwFYS4NlWvW4o5stQNrXmjoIq2BmUCgdU0HI8xQNUAXNUAPK4VhJtuBTrfU/2+vgzy3FOQZR+DPOcE5FdTwQzlUGTsgyJjn7idqgZikKlNP5hbJ0FI6OLfnl8mPeSX94v7Ov0nMF114I4ro2FuNximDn+Cqf0dvg+5VEbB3H4IzO2HQH/nc1Cc3Q7V4XWQFWdC/etiKFPXQ3/nczC1vxPFJQxXrwHFxYBeL17wGzQAYmOBhGZAs2Zu9jkhhBDsQwceAAAgAElEQVSfKBQKvP7663j88ccxbdo0jB07FjExMdi9ezeysrIwb948tG/f3jr/e++9h61bt+LNN9/EpEmTrNMnTJiAHTt2YPv27cjKykJSUhIyMzOxe/dutGjRolZPXAwG6fcgIYQQEkwmk/i/kYJd9QoFu+oDwQR5RjKUpzZDfvEXMMFU/VaDpjC37gdz6z4QbroVQtNOgDx4QxoCQh0Dc9v+MLftDyMACGbICs5DnnUU8sxDkGcdBdMXQ3FpLxSX9gKoGj7Yqg/MbZLE4Y9NtYAyyvPPNBnEz8g+CnnmYcgzD9nm39I0EoNbHUfA3HYAoNT4d5uV0TDdOgWmrhPAT34D1f5/Q12ciahv/oaU/KF46fgrKNA3c7l4o0aAthNH3z4MQwYBrVtT4IsQQvylf//+WL9+PVasWIGdO3fCaDSiY8eOePrppzFu3DiP1iGXy7Fq1SqsXbsW27ZtwyeffIK4uDhMnDgR8+bNQ7Nmrq/x4SFwP5ARQgghNaGeXf7FOUd+PhAfDyiV4dtuZJxz7u1CwXg0Z31/BKg/tp8VZ0P5+0Yo0rZCVp5nnW5O6CoGXToMg9C0c1gmNQ/o8RfMkBWcqwpKHYY8+yiY3vYpWZzJwBslQoi9CTwmQezNpowCl6vABCNgMoLpi8EqC8U8Z9cv2AQRAUCIuUnczx1HwNy6t9fDJr3ZB1lZHD/9AiSncJw7D6hQjsc7rcNfOnwCldyIQn0jrMj4J06ZR0GjAZRKoLwcKCkB8vIAs2C7vo4dgHH3Moy6C2jQIDT1g64B9Xv7AdoHtP2+bb8nj6ImnvNXHWTXL0Cefw4ADWMMhvp+/YhUdNwiFx278CUIHD/+LL5Wq4A7hti2bejYee/iJY70i0DjeKD37aFrK7pDPbvqIFn+WSiPfATFuZ1g3AxA7Flk7DoOpm73QWimDXEJQ0wmh5DQFUJCVxh7PyoGv/LOQJ4l9siS5aZBVnEdrPASZIWXPF4tV8fB3LKX2DusTT8ICV0DGkjMucrx8y/Ajz9znLfNc4/YhAY423oedrUbi+ElzyG++Axe6vwMDL0ehGHoIkCutM6r13NcvAScShODZakngQvpwHvLOFatBsbdy/HgA4we00sIIcR30tQHnIflD22EEELqHunQRRrG6B8Zl8X/b4R5jJCCXXUF55BnHYHyyIfWvFQAYGrbH8YeU2G+eRigiPDhiYEik0O4qTuEm7rD2Ge6+FTK8nzIbqSDleWCleWLPb9MOjCzAVymBORKMX9ZdGPwBgkQmnUGj20R8Jv3sjIxwLXje47fT1VPl8uA3r2BYUMZ+vYBbrrJUg4tBPP/YDjwPlSH10KV+gVkBX9Ad+8ya64wtZqhyy1Al1uAKfcxlJRw7PoB+GYbR8Zl4KuNwDffctw3keORvzBER1MDhRBCiJek34+CMfJTJpCw9/spDkEAevag+xZC6jOTZPCNwAGTiUOhoOtCbZjNoS6BZyjYVQfIck5AvW8J5NnHAIhD8EzaUTD2mQGhebcQly4CMQYekwBzTEKoSwIAMJs5jp8QA1x794kJ5gGx3XBbL+BPwxiG3gHEN3Jx0ZarYBg8H+abekCzcyEUWYcR/cVk6MatFBPz22nYkGHKfcDkScChw8BHn3CcOQN88SWw6weOObOB4X+ihPaEEEK8IQ12mYFaPhOGc468fCCuIaDR0PdRxNGXQZ59FEKTTuBxrfy+erOZ41qu+LqykiMqiuoIIfWVfW8ugwFQUBTEL+R+fL5bINBhjmCygj+gSlkGRfpPAAAuV8HUfRIMvR8Db9Q2xKUjtXUpw4yvNgrYtQvIy6+e3i4RuOduMZ9W06ae37yZOw5H5QP/g2bbHMiKriDqfw9Cd/e/YNbe7XR+xhj69wP6JQEpB4CV73NkZQMvv8axcxfw3N+BZs3o5pEQQogHuCQ5pF2OS1/k5gK/p4mv7xpe69WRIJNfOwlmKIf8aipMAQh2STMSR0oPBEJIYNgHu2goY+3odNUX2Cg/P3PN3yjYFYFYSTZU+1dCcfobMHBwJheDXP2fBI+9KdTFIz7inONSBvDLr8Avv3JcvFT9mPbYWGDEcGD03Qy3dPa9V5XQtBMqpm2AZvuzUFxOQdR386Efkg1j3xkul2GMYfBAoG9v4H8bgE8/5zh0GHh4Osez84ARwyngRQghxA0/B7uKS2q9ChJK5trXAY8/yoNglyznBJi+FOZ2g23zyxFCIp7R7nLjabBLEDhkMmrn2CsrD3UJPEfBrkhSWQjVoTVQnlwPZhbPUlOnkdAPehq88c0hLhzxRUWFmHvrRCrHvmTg8pXq9xQKIKkPcPfdDIMGiLm1/EITB93ENVDtexeqY59Ave9dMH0JDIPm1ZhzTK1meOQvwNA7gNfeEJ/6+PJrHKm/cTz1NwaVir4MCCGEOMckwS4mmOD1o8DtaNTVr6lBEolqWwPcrN3Lnl2ykhwAAKu4Dt6gWYBKRYLNYOA4ew5o1RJo0oSuEfWVyX4YowfBrsJCjmPHgU4dORITqe5IlZVVvxYE1/P5m07HcfUa0LoVoFR6dkwo2BUJDOVQHv8MqqMfgxnE2mVq0w+Gwc9AaNEjxIUjniov58jOATKzgNOnxace/nHB9iKhVAJJfYE7hzKMGd0Igrk4MIWRyWEYugg8ugnU+5ZAdXgtmK4Y+j+9CMhqHnzdLpFhzQfAfz7l+Oy/wNffAOfOc7zxCpCQQF8GhBBCnJBGH/zQs0tR/VBh6HRAdHStV0mCiYdXsIvUTRfSgdw88V+ghjtfvMRhMolpP0j4EATxIiCTMYfgltHgfvm002JI/vwFIDHR/+WLZNL9F8xg1/ETQHkFUFwM9Orp2TIU7ApnZiMUv2+E6uAqyCoKxEkJXWAY/CzMiQPpsd0BoNdzXL8B3LgBlJaK3VyNJvEXAaNJfJqHySROr37NYTLbzSNZLi8fyM52PeSiZUugVw+gTx+xB1eDBuJxjWsoQ2GAH+dq7Ps4uLoh1HtehvK3rwB9KfR3v+n2KVkKBcNfZzB0787x6utiAvtZT3IseRu4+Waql4QQQuxwScRB8EP0QRLMoGBXJArXYBfdw9Qlloc6BQrnHOkXxdfduwe2ThPPcc5x8JDYVO7fj/vUsyvA8fiIJkh/uwpisKu8Qvw/v8DzZSjYFY64AOG3rYje/SZkxeK4NiGuLQyDnoKp8z2US6CWjEaOK5lA+kXg0iXxSyonByi4btstMxAaNRK7UnfqCPTqydCzR+iTvJt63A+oY6HeuQjKczvA9KXQ3bsCULrPODigH8NHa4GF/8eRkQE8+RTH4n/RY74JIYTYsenZVfvswNLVVepqvToSbEFsSZrcdSSkVm2dFegnxUkb+lygehQujMbqwIjZXJ2zS6MGdHqgoiJ0ZasLpPU+mMEuX1CwK8zIL6dAtW8JzHlnIAMgRDeFof9smG6d7La3DXFOp+M4elzMi3UiFUhPr/lXPpUSaNwYiIsThxUqFOL/SgUgt39d9bfNazmzmadJYzHA1aoVEB0dnkEgU+d7wFUx0Hz7FBQZ+6DZ9jfoxr3vUcCrZQuGD1YAi/4h5h+b/yzHS/8Ehg4Jz20lhBASAjYJ6mvfs0varqysrPXqSNCFUc8uHuatNeIzWYD7B0jrFqvreQO5AFnBefDoJmGf1056XMzm6oT0TZoA2TniMDh3wiYGzjlkV1MBmRLCTd1DXRoAFOwiPpBdOwVV8hIorhwUJ6hjoO89HcbbHwZUDUJbuAhkMHCk7Ad+/Fnsxqqz+9W3QQPg5vZV/25maNsGaNpUvAjGxvj+tMNIZm4/BJWT1iFq6ywoLu+HZttc6MavBBRqt8s2bMiwbAnw0qscySnAiy9xPPM0MGF8/duPhBBCnLBPUC+YxaGNvv6QZzeMkUSYIObsMnkT7KqH9391mSLAPbvCJiASBKz0KmTX04Hr6TDdMibUxamRfbDLEpBp1EgczaM3iJ0hNBrX53u4HFpWecP6AA2hebewuEbZBLu4OGzU57azoRysLA+8UVu3eaN9QcGuEGOFl6HavxzKczsBAFyuhLHnA4geuQhlBhqu6K3Llzm2buPY/QNQIsmRdVNzIClJHDrYozvQvHn9DGi5I7Tug8qJqxG19QkoLieLAa9x//Yo4KVWM7z+CrBkGce33wHvLuUoLAIefZj2NSGE1Ht2PbvkF38BM+lg6jQSkCtdL+dqdXWsZ1e9e6JkMINdpqoJZoPz+5lIjlhwLj5BUhPn03lU10nbzmYzh1zu33NMGlSp88MYzZLxwFwI67Q69j2PLH8rFUBMDFBaJuZS1rgfwBJyrOKG5C+OcMgraN+bSxB8HzIsz0gGE0wQjBViMM/PKNgVIqy8AMqDH0D5+8aqR3AzmLrcC8PAp8DjWqFBg3jAEODs5HUE5xxHjwFfbRR7cVk0awqMvAsYdidDZy0FXDwltO6LygmrxIBXxj6vAl4KBcPCZ4GmTTj+8ynw0X84KiuB2bNo/xNCSL0mDXaZ9GCmqu5YhjIgKt7r1UnblXoPnqwVzkpLOQ4eBhLbcmg71ZfvyuDm7JLln4HsxiWY2g4AohuHrCz+xgozIM87Da5uCHP7IaEuTtiRDmM0mfyfw8smZ1fkViPPKCS9cPVlgKZh6MrihjQIKQiAueo4MZmYpqa0DCgpBpon1LCScDmelZJ4QJgEGf0Z7GJVT2dm5V5knfcCBbuCTV8G1bH/QHnsEzCjmB3P1P4OGAY/A6FZ5xAXLrIYjRzf7wI2bOK4lCFOYwwYOACYOJ6hbx/4/Rec+kJokwTdxNXQbJ0lBry+fQq6e/9t+0XnAmMMMx5jiI3hWPE+x/r/AZU6jvlPoX79ak0IIaSadBijvlTyhm/fC1xw/joS/XFB/P/yFUDbybd1FBRwZOcAXW4BVKpI+K4Nbs8uphefQMQMZeD2wa4Irkyy4iwAANO7eOR3Pef7Uzk9U6+CXZINZIYy8AgJdpnN1ae1XCb27AKAigjpEcwqi6r/CJPrk7NgV+0F5gSiYFewcAGKtK1QJS+FrOI6AMB8Uw8YhjwLc5ukEBcusnDO8fOvwJq14o0dAERpgDGjgfsmMbRpHQk3eeHP3CYJugmrofn6CSgu7YVm59+hG7MEkHl22bh/CoMmCnhnCcfWrwEGjvlPUw8vQgipj5hdQ6l6utn5La7ZIH7fuPgVW7pMnW9keuBKJnD9hthT4aabQl0a5wquc+RUBeQUQRzGaDajupHorLHIIzhiQfdUNZIeTmPtHwLrwGyXu6hOk17D9WVh0/HJGWmePrNQfWwYq87j5ir4qddzFFz3INdfMBjKwaRPLw6TnR6QYFeArr0U7AoCWc4JqH/+F+S5pwAAQnw76AfNh7nTXfQl5aWTv3G8v4rj9Bnx78bxwNQ/M9w7BoiNpX3pb+a2/aAb/74Y8PpjN9Q//BP6ka973IV23FjxyZT/eotjy9eASsXxt9kU8CKEkHrH1S/Szp7MaDJAfvEnQBMPc9t+zlcXJjf96Rc5FHIgMTG032uWxkY4N7hPpIr/q5RAdwS2h4Jjjx7LBCc7SDpzuFQsj9H9VE0ccrf5mc3lK9Kqjrek13BDqev5woDNMEZz9XGSyavzuLkKdh0/AZSV206TJmBnJTlg+hIITTsHvh1vthujTz27vEbBrgBiZXlQJb8H5elvAABc1QCGAXNg7DXN96cP1VPZORwrP+DYlyz+rdEAD/wZeODPDNHR9EUfSObEgdCNeQ+ab+dBmbYVXBUDw53/5/EF/p5RDEYj8Pa7HP/bAKjVHH+dQceMEELqFVc36dxJi8NYASaYwWsYmmXTGaeWRfNVeTnHxUvi67Zta/E0Kj+wNOojIVaj0wNwnwa0VqS7QUxQb+nZ5WwHcRevSaSTXieMgQh22SVCr9O/5bocih5+XCWol7Hq3FKugl32gS7LvIqqqIk85wQAgKtjwRu28lOJnWMO35thcH0yVkJTfhWlvDU4Ex+K4TLYVVkIeW4azM27uc/NST27IgjnUJz+Bupf/mW9GBi7TYJh8HzwBk1DXLjIYjRyfPkV8MlnHAaDmGhyzGhgxmMMTZvU5W+U8GLuOAL6UW9A8/1zUJ34HFDFwDDoKY+XHzeWwWAAlq3g+PRzsYfXI3+h40cIIfWGNz27auqF4+ydEN3/V+okReDBa+gKAsepNDH3zM3t7T40DNpCYcHZ0xgB98MYfdiBOh0H50BUVAjua+hWqkbSno6mAA9jDOY1IDSkDxnRuZ4tDNjn7LLUA5lMzNsFeNcbSRrssmAVhQEPdjlcr8KgZ5f8ykHElJbDhCLcaHAbANf7UlZ6FUxXDFlJDgS3wa7AbBsFu/yMleVBveclKC7+AgAwN78V+uEvQrjp1tAWLAKd/I3jnfc4MjLEv3vfDjw9lzne2JGgMHUdD72hDOqfXofq0CpwdQyMfaZ7vPzkSWLA64PVHOs+4lCpxJ55hBBC6gGXwa4aulvUEHcIh8TQBskIE0GwffKbN7wtf24ukJsn/ru5ve06IqFnVzACAg7D16omMC44VqtaJKjPucqRdlp83bEDR/t2wb6vofuomtjUg0AnqPf/6sOLNGeXYA6bJwM6Y7bP2VX1t1zuvmeXM86COdLckwFj/2NQGFzgmbECnAMaU551msvAoVdfTNSzK7xxDsXZ76D+6Q0wfTG4XAnDgLkw9nnM44TeRFRSyrF0eRk2bxUrfaNGwJwnGUbdRbmeQs3Y60FAXwZ1yjKo974DHtUYpm4TPF5+2lQx4PXhx2LuNY1GfHImIYSQOs7lMEZnPW3c9+ySvhUOwa5glqG42HGatU0RvGLg3HmOkhLxx8haPW3ZX11iBLM1IY/rBPUuPt/62ruPLJEci5IAPxDRbOYQBECplOwrui+uUTBzdnEBQHjGfvzD/lptNnn0lPZQcHgaY9Vrxqp/lPC2Z5eDYAS7wnEYIyznFQeDWCLXwS7LGx6UO0CbFtZRmIICjqfmc5SVAbGxQHw80C4RaNeOoXs38fHMtfpy9Rd9KTS7X4Tij10AAHPzbtCPehNCUx+fH12PHT/B8fq/OPLy9QCAe8cAs2cxNGwYBseZAACMSTPBdCVQHfsY6t0vgEc3gbn9EI+Xf/RhBr2B4/P/AkuWckRFAXePpONLCCF1WlWrU2jcHrIbl6yTmWByuMdlHgxjFHyPT/iNXl/9ujYJer0NlJU6aWPVNEovUK5kiv/n5Xn3BEiH+AwXACavVVlYWR7kWUdgTugC3vhmhyxcZjOvavQ47iBmEzn1bgdKewtZjkF+PodCCcQ38u+9TXIKYDACd97BbQNexCXpeRmIYYzh0MM0WBzyRwlGADUHu8xmcafI5cGtr9IgpPS4y2TVwS5vevo57dll0gd+7GoYDmMEqvLTgUOhEHPhuQ12eVTuetizq7wcuJYr/nJ2oxC4fAVIPQlYdkajOKBfEseokQy9bw/+iQQAsvyz0Hz7NGRFV8BlShj6z4ax7+OAXBn0skQyo5Hjw4851v9PvG60bSvDogUcPXvQl3nYYQyGO54FK8+H8uy30Hw3D5VTPvFqqO7MGQyVlRybNotPaozSAEPvoGNNCCF1VlUieiG2JWDUQVZ6tWq6655drIbWYzg8QE8a7ApmGcolCZQFgUMmk4QHA1kOwQx51lEIMQngjdtbJ+v0NSzjjNMGXO2CXbL8swAAed4ZmBrf7NBuEsw1NLo8zdmlKxaHbaljrZOkvYUEQbyfPfkboFQCQ+/wciNqwDmHoarRXlYmdgAQ0b1TTaTnQyAS1Etzdgl1Pdplv3lmA4AGLmc3mzl+/sX/54InpIEs6XGXyaqHMToL0HAXx9B6nO2vH8YKQOV6H9RaGA5jBKqKwWENdpn9EOxyTMbvZB5UV0PBw0cPh3WwKzGR4etNYm6C0jIgPx/IuMyRng6k/gYUFQO7fgB2/cDRvDkwYRwwcTwQExOcC7/i7Haodz0PZtZDiG0B3b3LKTeXD65c4Xj5dY7z58W/7x0DvPhCIxj0RaEtGHGNyaAf9TpY5XUoLu+HZusTqJy6Hjw+0bPFGcNTfwMqKjh27AReepXjrTeA/v3opo0QQuoky42sTA6h1e1A/jnIrl/wPUF9GDxALxQ9uwwGbtN4s+YKC8IwRlZ8BayiAPKKApgkwS7pcE5XpA0TGeyjDrUvNVdobJ4QZ79PTUYBKqWTN+xndnUwzEYoMsRHgps6j7b25jBKeo0Ighj84oA1MOUv0mFUcpu4IN031STgwxjrUc8u+16RznrlSlVUVJ8LnAf3abXS88Vo07OLQS7nkvm4TWcZV3XEuj677ytmKAcPZLArjIcxMgiQV0WSXMap/Nyzi7Hq88zT79ywDnYBQMOGDA0bSqeIFdJkEp9E8/MvHLv3iAGxNes4vlgPTL6PY+r9LHBBL86hPLQa6v0rxLK0vwO6u99y/0hN4mDn9xzvLuXQ64GGDYFFCxiG3sHQIJrB4O0vhSS45Cro7l2BqA0PQ553GlFb/ioGvDx84qhMxrBogfgUo59+Bv7xIsd77wC9etKNGyGE1DmWO1RLQmPL/84S1HuQ1DYcenbp7J7GGAylpbZ/W274g5Kg3mlg0rNgl7TxyewbNe4KLZjc579VRle/NlaCc43N22WlHGYlx8UsAW2iuG16DJuGmAcPUjDpAaW4fmkPEkGwr5f+a+BLG+wU3/KctEFccB3IzuZo1co/O/DaNW6TP6/OB7sccnbVHNG1z5tn/zTDQJJebywBLMvwRWmw2Gy2/dtVsMt66bM/yIEeVsjDr2eX9IcLpcIyzcXM3gS7vNw2Tx8wELFp9BQKhl49GeY/LcPXmxie/z+GdolAWTnwyWfA1Ic4tnzNYTL5uVIIJqh3v2ANdBl6Pwbd+A8o0OUlo5Hj3aUC3nhLDHT16Q18+hGjoWyRRtUAuolrIMS1gaw4E5qtswBDufvlqsjlDC/+g2Fgf/FmeeH/cZw5G/oLOSGEEP+yDlGoCnJxmbufhGtWi5zifsE591vPLm+U2eXrCmqwy0VeLW+DXQ4BzhrqACvLg+L8LrDr6c5n0JdCln+uKn9Q1TK6Eoc6UVzCkXEZqKjkOHHSfiXOK1NlJcex4xz5+dz2DVN1lNNs18tOuv/9WSdsevNJ92VdS1Dv5wpsv7oLF/2z3sIijt/TgOs3JJ8VHumUAsd+Z7oJdoWy15tNrjZLsKvqVGGMWV/bn6Mug12uhjEG+KDbD+3zZKifM54O+fOE9FhaApiuhjFaUhHUlJLAG4JdANUTERvsklKrGe4ZxfDZfxhef4UhsS1QVAS8t4xjxiyOs+f8dIDNRqh3/B3KtC3gTA7d8JdgGLrQ+uQX4pn8fI45T3N8/Y34HT3jMYb33mFo1qyOfWHXE7xBU1ROWgseFQ953mlovn26ahy/Z5RKhtdeYbj9NrHL8zN/50i/SAEvQgipU+yCXdZ7p5p6dtm/djGL+HdwvzcMBtsgW7A+vrzC9m9rsMtaEC/WVc5x8BBHXp6HC0kDK5IN1nsZ7OL2Da8aGnCynFQAgLwqJ5c9xaW9kF2/AFlJTnUx9SXW/aCqyp9dUW5pdAmOwTkXObsupIs5g1N/g832Mkmwyz5nV6Aa+NIk26EO9AZMZSHkf+wCK8zw2yotxyOhWdXfXiQlr0mFk991/RhPCE9OE9TXMHuAAr+eMDvJ2SVtrlt6c9kHTFwlrbfOZ9/TKtBnoB+Ca1evirnTPL7OuyuSk2CXf4Yxuvtc2/J7WqfqRLDLQiZjuHMow6cfM8x/miGuIZCeDsyazbFmnQC9vhYH2WyA5rv5UJ7/HlymhG7sezD1nOq/wtcTqSc5ps/kSDsNxMQAb7/J8NgjLDyeqkl8xuPboXLCanBFFBSXU6De/YJXFza1muGtNxi6dRWHaMx/liMjw093JIQQQmqnshCsvMD35aU3qZaASVXLg9WYs8v+tfNVhoJ9gCdYjblyu0Z2dSPM5j+PnDkr5sQ9+buHC7DqZgOX9OrwqGeXNJG3fYuyhoPJ3DSondKXWlepUQMxDQDL8ESHIZT2ny+5d7FpCEvvaVwFu3jghtfa52mzchGAjESssghMMINV3HA/sx1Z1lHIMw877APLn5aE/v46T+VOhuRF+O53z76XkZueXTYB7iDtG5OJ4+RvHCWS4d6WQLG0qWkZ0mjfI8nVEzurE9R7OQS7tvwQnS0qFq9NRcXu5/WEJajLmOv9aOXHYJf9uVsvg10WCgXDfRMZ/vsZw5+GiQfg8y+AGTM5TqX5UCkFEzTbF0CR/iO4XAXduH/D3Gmk/wtex239huPp+RyFhUCHDsBHaxgG9KcgV10htOgB3b3LwJkcyjPfQpW81Kvlo6MZ3lnM0Kmj+EvqjFkluHatrt85EEJImOMcisv7Ic885LbX7sVLLnrmSm90rTm7qn5ad/ilHPAkZGN/oxvshqbDD+6+fj7nkBuKPG4M2A9jtB++6E05apVUXzJ+z9thjNxh/Il/Dx4zG6z7QSYTex9UD6OpuX5Kh9uo1dJZqsts6dllMnGbtQnmwPVmsenZZfOOq9xjfmIoF3OUBUX1MZIV/AFWlufZYoIZsrJcsPJ88el40reqdomlJ4+/rhMKJ4N66kuwyzoE3U2wyz6fXTDk5gJ5+bbTjHY5uwBJx2L7nl3uEtQHeRijq88rLBKDejqd+0pn2SZPh/15WiRpsMt1zi7/ja93GEVbn4NdFvGNGF59SYY3XmVoHA9kXAaenMvxwRrB81xeXIB61/NQXPgBXK6EbsIHMN88NLAFr2MEgeP9VQKWLOUwC8BdI4A17zO/JYgk4cPc/g7oR74GAFAd+RCKk196tXzDWHFIa2Jb4No1AfOe5Si4XtfvHgghJIyZKqtf19BiMZk40i8CFy+JTwy0IQ1oOQxjdHIH7qJ7TEmpmNfRWU/9gDY0DeVghZdtGh4OI/F8/HxWmoMmhSloqPvD7bw6Hf3JnR0AACAASURBVIfJLIY3oqryr1tu+H1pU3idMFpyHO0DVmZzzR9s28vDhwajN7mpuGATEBIXrR7G6Di/856E0v2jq5AsZxTPCfvGI+e29SJgPbuqPre0VEzVUl5uOfh+7hFv0kNx8RcoLuzx73pdqTo2stJrkBWchzzriKcLWl9Jh5hK35HLqv+WDofS6zmuZPqQ49lJdaxN3EMQOC6kc9y4Ecb3vJb9pqgaG+xsCLpEKHp21fTwBmmwy9thjK5zdgV5GGNVjT56TAzqnT7jfhWWbZQG8vR63/OaW39I8CjYFcCeXfUpZ5c7Q+9g+PwThlF3iTtq/Zdi0OvqVTcHmXOofnoDyjPbxBxdY5bCnDgoOIWuIwwGjpde5fjyK/Hvv85g+OfzDBoNBbrqKlO3idAPnAsAUP/0OuTpP3u1fHw8w9J3GVq1lCErWxzSWFQUxl/+hBBSlxmljUfX1+IacxXZDGOsSlDvac8uyU3yocNAVjZw7nxwe3YpLv4Cee4psBvV2a0d0tf4GuwyVIADUAgVbuctqxrC2KBB9TAqyw2/tU+Mi3LIso5CfmmfzQzeB7uk2YFtG7p6N51/pA0T7jCM0X1DiMvVbueRzG1TVJlMOnzR2Q5yXnmldUxXKen9VdXTyWjXscUs2K7erwnqJZ9lqWt/XBB7+l28VPWGn0+C8hulMFmCmEGIVvicxNqmXtp2M7RULekT96TH5egx8Xpy9pyXH+ksZurdKmzkFwCXMoBjJ2qxkoCr2kK5GOzyZhhjsHp2qZSu37MJdrkI0rh/GqP9hgR4w+wjOnaf7+66Czj27DIYOPYmA7/86luRpA9WDmawy6FnFwW7bMXFMbz4vNjLKyZGjIQ+9leOX/e6vjQpj6yD6uR6cDDo71kMc8fhQSxx5NPrOf7vBTEpnkIB/PN5hkf+wvz2GGYSvoz9ZsPY/T4wLkCz/VnIrnmaEESUkMDw0bqGaNpU/PKf9yxHcTEFvAghJNiYUdKzq4Yb1hrbqdJxDxY19uxy+QcAMW9VKIYMSXMJeZFjvWbWp1W5X4ElKXZ0tJPGmpuYhKwsV0zcrqtO3KKUNAw9+ZWf2UasbN5zl6TeNkG9hzm7pD1HFF4Euzi37g/GALnMeQJ6559f/Zq7CHbBOoxR/NOSC4gLgWvUSxvhlnJJg5V6PffrkKqSEo6jJ2T4w9Lh0Gxw25On1vwR7LIbcmk5T6XBLunsFVWXN/uhb958ZE3TPCU9PyoqbFd0/TrHkaOSHnyhYhnGaAk82+fTM9r2qrOps0Eqek2f41HPLjfDGB2u04HeLjef50mT2rJNlv8t+cx8Lbog+Tp3G+yyBgMpZ1fQDL2D4T/rGLp2EX8Nef6fHEuXOyavV6R9DXVVziHDsH/AdMuYUBQ3YlVUcPz9OY5DhwGNBnjnLYaRd1GQq95gDPrhL8GUOBjMVAnN17PBijK9WkWb1nIsXyIOQb6QLga8Skoo4EUIIcHEjO57HAFubjwtjSQmaXHK7Lom2S7g9KV1USd3r0FpTElaFv7q2eVNY6Ci6lA0aCBpZHiSs8tFEETaUPIk75Z05dyuZ5d9LjF7NT2N0WWgTxq48ObJ59IcXAxgTDLMzdl+ln6+NEG9NNglzY1jCXZVbZMlaGifoD7QPbuUyurtKSqGX4Nd+QUA42ZrA1l+8RfIL/zoNk9T7fh6EkmHMTrv2SW9ZjgNVLnbdfoyyPLPWnuOOTvfua4EuWev4NdfBZSU+n5BKiy0/Tvnqnh8c3N9XqXVpQyOlP3Oh4K7Y+15Zwk8m/TW+iDLOwNF+o829/rS+u9pfiVXKio4BA8usjXNYZOzy1WC+qr63qol0K4t0KaV3XxBztnlGFyz/VvuwWXR2TDG2pAOY7T86JKdA5w952TvWyqBIIg5+GqR/49ydnmhRQuGD/7NMK3qYYqbtwKz53BkZol7UZ55GOofXgQAGPpMh/G2h0JV1IhUVsbxzN85jp8Qf31c8jZD3z4U6Kp35Ero7l0Gc7MukFVcR9TWmUBlofvlJBITGVYsY4iPF7vrPzWf4zrl8CKEkOCR5sCpIaJU41PonPXsqhrOyJz1FnHR08ZCLg99gnq/9ewSzODcRRDGjqUXSlSUJNhlGcZY4yg9JznTYLvPPAp2ScpoPxSx2M2TvqTHSzDbH3PnB8+2V6EXB5hXD2NkDJAzx2GK0rxNzEXllQbobIYxCmbAbLQ2HlWq6vmku8VfdZLduAhZeXWkw1LXxPKJH6LTwa8Nb8EMMEiS8gsm8Z8PT0r0nD96dumcviVzMYzROs3NRysu/QrZ9XTIctOqVuw4j7rgN9w49RtQeQOnTnlQbglpXbthd6tsCXQa/BBnvJAuXkcyLvuwsHVMaNUwRpNOTFUimCCrGuIty0uzzu6sN6IvCgo4Ug4Axz0Y4lnTOSf9+rEEiXJzxdx3FpYyxzQAOnViiI4W/3aZsyvQXbvsh/n7EOyyXJP8lqDessnM5usEmVnOZhbLy0w6yLOOQH7Rx7GToJ5dXlMoGJ58QoZ33mKIawic/wOY/leOlJ1Z0Hz7NJhggrHzaBiGPBvqokaU4mKOp5/hOJUGxMQAy5Yw9OxBga56S9UAuomrIcS2gKwwA1HfzHHo5uxOu0SGFUure3jNnsuRnU0BL0IICQZPhzHWmIzYGuxy8jgsp+utKXImBnr8lSDeOwHo2WUdxui+JVJuydkV7Th8xNrDy+lnOD9u0saCR8EuadDMbghTSUnNi9oEgeyT2bs6eDa9ALzZwYLN8ZDLHHt22TT8XHy+TTBQb3/Ajda0ZdJgl9+TchvKIc87g+jC6nQQlm0ThOoP4QJqF1GwI3CAcSeBaLm3id684PtY4OqXroJdTDLctBbHhVUWuVwHr/psOTd4GDyuJg0M2ffssrxnnyOuNnza1ZYeuorqCs8Eo/WBDeLf1SeATc4uN/vcZHLdc+tKVWexwiJPyuj6LWlgyHL9vH4DOHi4erplH1uqubUHmIucXZ4MP68V6ZhBsQA2bzvr5WzP2rPL6bNgvD8ZLEWSyap7drlkt35mP/TVm8+1KyolqPfQgP4M//mQoVdPgBsq0O7g38B0RTA16wr9yDdsb8xIjW7c4Jg7j+PceaBRHPDvpQxdu1Cgq77jMQnQTVwDro6FPOc4NN8/5/W3bPt2DKtWMrRqCeTkiD0xz/9BAS9CCAk4abCrhpaEZz27pMEuSaO5xhxOznt2+esHdZOJIy+Pu32aoD37bfS9nV71y7ebDTKbOXRVsZ/oaCfDcGocxmgT2bG+8jrYJd1Iu24C5RU15/2ymd2+N5/LYYyVklm82MEckObssh3GKL62HdLjYhijtLHuJED3/+ydebwlRXn3v9V9tnvPXebOziLKFhOjqKiowS2Lr4mgxo0oSnAhKm6gouaNawyGoGKMGKMYo0ZJor6iRkVExQ2UnQHZmRlm32fuds49W3fV+0d1dVf1cu69M4Ns5/l8YO45p7uqurbu59e/5/fkMbsOuih31FfS8lRjzWeLEajsHyLbsUNx400qmx11AaYkeNG8UX0X90G0/YovdI8Rac0uyzEX8+oLLdxycZloHxNIJ3vmQsyeN52umy3PADAHE+zql7Ww0OIwxhq7pmvsNZkjC7Tc3NDl4mLDUPGzX8CvrtqPNhU0Mc/ymF3Ztuh/jR6eOS5hdqX3gUU3cXFm1qC5XyqF3LWWQ6Z/ih/OzavZpZSKrykB7Ozf96NJ1t46P9h28MDA9BwahDEuwlauFHzqE/CVv/wgjx6/m72dZZz5q0+zYdtiMr88vG3XLsVbzlKsvxeWLYML/0Vw7LEDoGtg2uTyY2m/8DMor0zpnh9R+eXHF13GYYfp8ONjj9EU77eepR/iBjawgQ1sYPehBQtkdmUjxbJf5IQxAjmvaLNglw1GeV6Oz7Gft4MNG+Hm38LV1zA/4GW1PxNSsd/MrgjsmofZ1YqGoVyCSkXEToYNfNj/uo3LB3McsGshjrSSKKXYuEmxcYN2cD1Ph1VC/1BGtwkyBaAUaIpF+kidjuLWWxXr1i+wk5XsE8ao/3aAA5U/eV2wK9tGA2iU/IQ1tFBml5jZBp15hM6sQuz6zVzL1JWq8Le3aebKxk3zV5M2zezSFThzfaF0ioNli0WRU8wue10eDGaXAYlymxWBPuVwhiVzv4UF6h1CNsTsl1fCVb/WAPJ9AXbtV66w6KK7gc8Ns89m045hpFT5oegsnNll9P6KAPf0eOk+yS/Q1OMJeNoJ7m95AvWZ803yh84+/Ht/Sbm3F7CBovT8v4+ZXbHonHk5pGDnnfiyzXj7rnnH0R6DMNTg14HqCtp7a9H5QaCYnVWLZ771WZwZZtcA7Fqc1W7/Oo/u/RApSvz9nf/MdXcfwhlvVPzwsoEzPZ9t266Brs2bYdUq+Nd/ERz5qAHQNTDXwkecQOd5/whA5YYvU77xq4suY9kywYWfEjzxCVqo913vUfzs54M1OrCBDWxg94WpoOtm4HN+VDC3L3Z+42daJVEpkej4gVe4HkbytroP2KWyTJyDGcY4G2WmmmstDhQ4aMwulKHl9D2qGfnNRkMmzewyZ88rUG+LzNthegtkdnW7OmRx396IxSJ0WCVEulEF5jrz0m1n0eBF3+/aDUEgWX9v/u957YxlZQT4fg6zqzCMMZ/5lgG7LGZXqZwT7tSneWJuL/62myjduwD9mmjswkCmv0LKZG0pVRxStT8OrZQgCOKyk8pduo6Y2bZoeYpC229mlzW+YTc13/U/B4/ZJexiXYsGf7S9npHOJvwt1y+41Dw9pW5P70u9+yCM8UDAriAUIHxCr6r34YJ7xEKZXXZb8kIZXWKhZoH9/JcFLyeir5YuhdFR4RDYHIF6kb84TfXDO36D6MwysutqwLr/LFCgfmpKMTl1EPyT9L1TyTh82lO9ee97YaAohc3k80HAqqW1pmyzP193gw4PnZleLNhVfHyG2TUIY1y4ebtup/rz8wDoPfMdnPPPT+bJT9I37Y/+k+Lc82QmDezAtG3arHjr2xXbt+vMFf/6L4LDDx8AXQPLt+APTqbzjHcCUPn5efj3/HjRZYyMCD5xvuBZz9Q3/g98WPHl/1T7FXc+sIENbGAD62OpzGu2My1mtlHa9Bu8vfcAyQPw6tlfUl3/Y7ABr7wwRvtzJowx25RMGvv5wC6loD09LwpmP6C3WsXHabOYXQcJbEuYXf2dAtO2NNi1IMfdAijseg4kjNGLgBDPTj/fpw9sx0QoV1Or0MExemaF7SnydlI6MXlMQZuMUsAyc7LJZcIYZQJ2lfLBrsL+6CbO53wTR2CF2BqWl4kekxBfq3Lbbj8TmWyRi7EwnJ/ZJaa34m+7Cf/eXy6+gjzLmwcLWlhp6k8Symj6SohkHu3PUlVKORk58/YbpUIXRGrPI2RnmZlLaQAhsLbgAxWot4Gk/QK7jN6djAA/UdJDdgDMrnToc95+Zve1E+6Zk9gvTSLO0+miPc3EzssZ6WywyjUMSvdYc34MNC6AUhyGiutugOtvyAnt7rXwN1yFmNmabXyemQZFImJCyUTGS4XzAz7bbmH1zM8Z7m6N2pYq/kCYXWiSy7Kl5ofkmEYDUJKpheisOYUXX9CA2bW/1pml9r13IMIewVF/TO9Jr2XpUsEFHxP8zes1TfyyH8HfvEmxdt3AmbZt/XoNdO3aDY88Av7104LVqwdA18D6W+8pZ9B7/CsQKGqXvhtv2wLSq6SsWhX8w4cFL3uJ/vzv/6H40EfUAJQe2MAGNrCDaZm32Jaz1Isc9q6mHJlncvMWWcztyZaT9rD2k9kl5fwPut7O2yhtuBJvz919j3MBjf5lOi3cT/2QbAOMzk//ym1gBRJhYCldYCMPG3BAytnteFuuh7DrXPv8QB/gOFq6QbZuSz+8zq5LoFLHuo3et09x550KafrGK9A0K5oE6WyMnnX9UTkuSyb/2cEJzU2HXpJo4ZT8AmZXUX/4dvrGeTpe2Sw46ZQbymLNLvv69gfs6vUSzS6nm23gNMqwbYtOe1tv1BnX9k8BPeerxTG7gBjsssEdz1vYPC2yzZt1VvDde/PLEAQo5YIrwSJ0u8y8WTLufm8DOmGYz3xaqNnt2T9mlynHiz76uuv3U7Or2VT84pdw193558TnZm8HQAEwFv1rrs/W04sBrG034auAJXNJ5kiz1m2NN/vfmAlqzf99+xQ33SSdbI6QHTPbvJ23IdpT+NvWZBufZ/G9U2/827apmOEqVDj/fXBap0gcb92pryMo7s+FmlK6c4WnE/794WP09+mpuZAMwzmFF/80YHbthylF7fIP4E1vQo4eQvt5/xivDt8XnH6azgK3fLmmtr/hTMV3vzdgkADcdbcWo983CcccDZ/5F8Hy5QOga2ALMCHo/PH7CI56DiLsMPSdNyMmNyy6GN8XnP12j/ecIyiV4IqfwRlvHAjXD2xgAxvYQbN+IRuGkWQEtPttvfMwuzKhktFz1o4dig0bI42lFLMrj8hlmze1Uf+7d22fhqVC1eZ7NhfFzK79FSoWSqGif4HCZ0zTNgNyeZZwcpHzImZ36gQDVv96U5vwGjvx9tzjHDszi8NcyW2r1UGeydQnkm5ZKLMLVApAcTv+hptg81bYs9tidi0ixE0oGY+HBuOyzC03jFHSaCgmJ5XL7LLZaMhUmxOwy/eTqb0gzS4bfLRZXrnHWsBd5DzGzK6MZldSbh7rZTHWCxIAtmisVHU0+T66Dm92O6LbQMztXXSdSimazVSyiJwxllInlYhZM+kMeRHY5ayFgnm6UM9lOiJp7dwpMmWAnnNpxmkvWLhfZObN2Jj7fTs1jgcSyujo5u0XvU03MgijPhClBOzKSeg2H7NrtqG/t7X+cpd5AcA1HwsM8sEuwl6muWYtpdtpwEsDNNovDrZug25Pcedd7jkdm9ScnidhMYV23z7F7Xe4emSGXakiZtemjcmNUBA65QdBFqMwY+DJbnIdB+gmyYjZZ/rTBk4XosXY1/qcIxX4ssVo6x482R2AXQux8s3/RemeH6G8Eu2TPglDSzLHPOHxOlvj056qKd4fv0Dx4X/Qm/HD1W69TXHWOxTTM/AHvw+f/mfBxMQA6BrYIswr0T7pAsJVj0W0pxi65I1a+2U/7IUnC/7lk4IVy3V64je+WfE/31h8Zq2BDWxgAxtYyvpSdYx3EIFd/ZyQ+AG4IIzRABBxyIei1VLs3gMbNugHeJuVEIZ9SWeLskWBXXZ9qWP334EwBZnMdwVHGaclcr5ix70A7FLTW/G3Xk9p3RX54xhmnYVdu+Zvawy8GGYXCwupDFPAUZFm18yM7ehFgKpnMZiciy0OY3QyhlkMA1OOw7pRkns3wJat0G7lhzGiUgAdymHb+TlgV+GcsMejO4+Iua0/ZgDRAs0uux+7fRzuhVjQsxxtGxyyWTx2vonWVKqixfsFO3ZoXbZNm60vc+bu9u06qUSi4Za6wDAf7MpjdnkFQuXzWQbEUAGgHDZgr7d4sGt8DGpWfrQ0aLmgcOMCS7NjF23RRffCiNklSnoOyhCV05HzMbvi5BrWd3ntkjn7GxQw51JhjFWrL02CAiF7mXpiZldBGGNcX2rg88LP+zG7+r0VueEmDaBtdua/uSDdEF8lhXsqiMvvdBS/vBJuvsUt0/xu73tqP+956SswLyFcsCv5W6AW/w5oHs2uZY0bGG/fzdLmjQOwaz7zdt5G5RfnA9B95ruQhz6h8NiJJYKPnSd485sEvgc/vQJe9zeK225/+DnTN61RvOMcRaMJxz0OPnWBYGxsAHQNbD+sPEz7L/8NOX443vQmhr5zZirF/cLt8ccJvvxFwTNP1G+9PvNZxZveorhn7cNvjQ5sYAMb2EGzNJiQw+wyYJeSqd/tx9wozCnjEMVgl2LLFi08vHWbQiiViJ1HIIOtXaNU1tncX7DLZvgsJowxo9m1v2GMESPEAS1yzDhjsRPmhDHmFNvYbX3IvzBz3soV+t+d84FdMgGpPDuMcQFZ7tKC8C7YlXTezp1OC3Ud1t/OGPXR+nKy8OV4O/Z8ssXnexaYYAMXecwu42z7fuJcO9pyRXPCZnb15mN2SevwFLNLgumXDLMrRzJvMdYLCjS7csTfAUR76gAWgbZdO3WBDTtJZU6Zhu1UmBAhYs/Y7fa8fGaXt2gXxkx291svYtnY87q3iP3EzJtyBZ72VBip689psOtgMbsOBOwKI7BLCiuMUfQHu/LCvPPA4Nw9uIDZlQd2pTW7HGaXnxwUps6VRrMrRUIWQsSAlwa7sheSzuzYtcZsof1sg/jxXmlTN30di+ypZGF7MglFn5vTfTeTkolL1x8ExeDhQk0q3Tl6X+0Hdu1HCPI8zK5KqGmAtWDvAOzqa+0Zat8/W+t0Hf2n9I4/fd5TPE9w6isE/3qhYNUqjbye+VbF5y6SdLsPD4f6mmsV73qPotWCJx0PF3xMUK8PgK6B7b+p+nJaL74IVRvH33ELtUvfXZjVZT4bHxf847mC95wjGKnDHXfCGW9QfPJTUocmDGxgAxvYwBZnWRXm5E/D8Ij2bK0flL9/CyNWX6qlfojCYWTIHVEoiGZ1KEuMOQK7bMaMzAGbiq4hJ7zGNpkqd6F20JhdUaUClQWBsoflhjHmHSfs6y64MPP10khgeK7ofVOngb/xKg1oRGaAENEny9327UlGsn4hgTY7Yo8V/aZyPGTHwe33vGDE7QV4tmaXyobF2mFDzsAGHSaaN1MJ9iFUmGEtxJpdJTfcKW5eIbPLOmgBYYxJ213wydbsSgvU2yDJYuemlCoSqA/iepIfHbQxaVt7KjXIgiBQ7NmrFqwzlRvCm+P8mj6O+zrNtskNYxT5zK6FeMK2Jl70r7mkQ1bD0Ufl6yf1gv6F79ih+PkvFPv2uSGx5bKIGUkZZtcBgF2FzC6lEFObELPb50E/orUTGoF6A3aFbkfKECldwLkfs8upYZ7QxCKx+vj36N9cZpfVxIkJN/wuZnYZsMwqs5QHdpkQfGQG7Or0A7sKutfWTKyZ26S9T0QbvglHNHWrCNhNa44ZC1NQTxi6bdg/sMtQ5AAZFoNdCwK/Fw52KakBVlPfAOwqMqWoXf5+vOktyLFDaT/vo4tS6XvsHwq+9AXBc/9MT6iv/Re8/g2KO+96aDvTV16l+Nv3Kbpd+KOnwcfOEwwNDYCugR24qaVH0nrRv6L8CqV1P6Xy8/P2+xW9EIIXniz42n8KnvMsvflf8h34q1cpvvQVlRGRHNjABjawgfWxBWh2xaytTEiVdV4QUTBK1mt2iB2GnTuScsdG9bmd6BSBft6yGQ1SknUaCrZ3Nc8z3uLYDn2yMR4As8tqQeFhGeHkecIYHXetoHGmzGo0LL2CECl/2006TM06xwCbgnxmV6uluPV2uPVWty6w9I2SBsZ/2eNs1AikxXxLhx8WmbLBrpxsjE6okQV2BTHDQ7GkdQf17hYOmfsNIqMzls/sCvOxINesgsQCwhiTPrdYXKSA2hTYdSBhjHFmwDzNLkcozI7Za7vOuVL89la4aY0dbjiP5YBieQ5zGuzKHBMBADEL0fjmecwuBxMuQpqTSacMzzA6tFzWYKdQQTaprOy/9/z2Ng263rQmuRYDrJh2pcGu4ADArrAA2BfTW/B3/BZ/6434m68tPD8Bik0YY1mXIwMcSEEGGSAir2tzv5sH7HKYXX3E7HOZXdZwVKuCP/h9qEfZbcPAHX97XpgEDzbYlbCUVRbsstbeQl+guGzGnJOje6Wv3E16dOY26Dbxd91Gtbcn0+8hVgcoSZDS7DoQgXpP6AKKwK5+97PCBszD7Aq9odwXC/3sYQd2lddcTGntj1FemfZJ/wy18flPStnYmOBD7/f46EcES5bAvRvgjWcqvvgl6b4deojYT69QvO+Dil4PnvMs+Og/CKrVAdA1sINn8rAn0f6L81EIKmsupnzDlw+ovOXLBOd+xOPT/yx49O9peu8Xv6R42SsUn/93yY6dD711OrCBDWxgB90y3lv2N6Ph42SGU7iOr9HQyTC7PGZnFevXW19pIRBLmFmzHuywE6myjmzxQ/s8zC7r2To3o2JBwQdfs4sMe8g2m/kBrk5W7jl2yGiuAyHiNhsmgYL859ggGy/mKe11C5HP7DLMKfOvdMYrYrBZYazGHJ2f0A7t1Mc4GeUWkP4xw+yK+tsW/g6C5HcZ/R2G4EsNROk+T4cxSofZlZeNsWhOCHttLCAbo7FKMEW1tzvOwKlIdLzSx9ogyf6CXYbZ1a4/CjU0ERVmZWO0wzHDbgYMNyw9R4Orj+03syuFKoo4G2P0OSWkndbyMlYITOS0wd5/hMhndqkF6pZJVby+Dyazy97f4rbK0MlYm8miazMPjWZXBHbJomyMOWDXfcHsWkgYo83sSpN8vXLJ2UcdbMkaOpMBt2eBXaHSAyVUltllh9dm7yn5i9EGu+J9w6w14aGixnspsKvW2Ya/9QZKUxsYa9+DVC5oF6hS/LcvWxm9y/25b6noJOEBSh4Ys2sR4ptKumCXLHo7k7LS/Ic8dMzb8Vsqv/gYAN1nnYM85LgDKu/ZzxIcdxxc8M+Kn/8CvvQVzYD6u7+FY495aIBBP7xMcd7H9Nus//Nn8Hd/KyiVHhrXNrAHloW/9+d0n72D6i/Op/rLjyFXHw2HP+uAyjz+iYIvfA5+9nP4yld1ut6vfg2+drHiSccrnvdcwdOfBkuW3LdzWinFbEOL/+7erXVRdu9W7NoFu3br/5y3OoAn9lEqK5YtheXL4ZFHwDFHa/DusMM0i21gAxvYwO5T68Psih9klULrTgn34dZ2iiPnE9/yPNCsqz173WO10yEtJ08/g/RSWkjmkdjzNO5W+Iw8z1bphEcazX2p2LlTv9FfvizfMzbf+r7J1NW/nkKzw9SYP4zROGye9XZ7PmaXSDujAELEw+n7yXX0egmTwT42Xb7OeCgRwssFHOO+jna95gAAIABJREFUTP1bKoMZUyX8uJz0dQKo6IO0gNR0FsVii8AuUqFqUSM7lkPa61r1W9o9KgJKfR9E6IJdYaicOZAHdhVrdtmhifNNnIRRtnTuZgD27nsOd91VNy2OixSWmH13P9glxgy7zoByndphyLFR/NZkitllN1PGjCr9OTluoQwMled5pxdE0KEysxUhDyMMK4XH2F+b+ZkXxuiEsoUJsOG2IQvwxVVGmnUeYQbYMAyYhZg9l5y2klyDVAem2WW/MIhZcc3diKCN8sqIiKVL2AO/jLf1RrzGTsLDn4Kqr4jPDeIwxpJmXcoAh8UT9jJ9kavPtR9gFzPbqQRVuqWlffW98phdvoc7R71SwhKSypnPnkUDM3NCg2su2GXXZcwJYwy1ePy+fbBqFfgFG3zDwhTjPjAJKYRO96qUcsHt6BDRmY3YrwkTM54/VrIuX3UIgro7x/cD7DIJwHQdMvJHXNYp9L+fFTXA3sNs27pVcdc9sAwvHjPRm4cVG9nDB+xqz1D7/jsQskdwzJ/Re+JpB6XYiSWCc/9e8NMrFBd8SnHPWvibNylOPw1OfQUPagbUJd9RfPJTesq94CQ4550C33/wXs/AHvjWO/50xPRWKmu+Rvitt+G99IvIw598QGV6nuBP/wT++Dlw5VXw/y5R3HgTXH8DXH+DwvPgDx+jeMLj4Q8fIzj2WFix3L3R9TMDZO3eTQJe7VIWqKW/KxRSLS4ZyBfrXbkSnny84sQ/0pliH8z7zMAGNrAHsGWEzRWisQtvcoP7xj8MkGEZ2/F24030BqhKLtilH+ABJEvGYSpKQW9nxDNi4+lsjMY8Dwj7PLPPp9mVYjuEoeI312gNFU/AHz8r31OPNbT8LOC0KLNC+jJZCi2LmR85AvVOcbETblNW8tKWJc6mEFApQysscqazYBdEIvWiksvsMscp9H3S/FYuWZpdnq/DYJUBtVydHxmdpJMf6O/cMMZiFCUGNFLZGMu+AhVSaW4mmFtBaXiEMEgqNWBaGEZgXJTFT4RuGKN9TiHYVTQn1EIOKv5dtRts3lqPLs9mUybHHpQwxqidgfJjdNUF59KMKutBZz/ienNzt6XK8bdeT21qkmXd3TSGToiOMQvIi0C3/syuojCuQlDODjtVCnpzqLAGRDpgQrPgMqF7+5GR0jjyvg/lYJpKOE2zegTDwxoQOZBsjLnMrjAKQx9aolldSun9wi/jNfQDqJjaiBpeFp9rskxKUdLDI90NWKgww0DLnQ4LBMDMGJXCJpUdN7JyFrZMnJTP7DJtiP6t2pHzAgjcDoyZXWEyP5zHfyESsKsHlCLQXZaiIrN7thPGqODqa/W4dbpwdLbJADQt3CYuz+wT0SSz66nVtF9hxlG/EIj0My3QNrQ61DC73NDdggb1MUc/0oSLY/Z658j5C0vPgYJ94/Y7ieqRcfvnTe4R2cMD7FKK2uXvw5vZihw/nPb/WZxO10LsT/9E8ITHwyc+qfjVVTpk6keXw1lvh6c/9cHliCqluOiLiq9+TX9+2UvhrLeKAZNkYPe9CUH3OX+L19hBae1PGPruW2id8p/IFY8+4KI9T/CsZ8KzninYtl1x2Y/gV1dqgPq3t+r/zK5brcIhhygmlug00ENDyVv0ZgNmZnXGE/PvQoGsJeMaqFqxQv+7coVg5Qr9eXw8uVkAjI2NsXPnDHv3acBs/b2KtWvhnrUaVLv0Mrj0MsVQDZ7xDMWLXiB4/HEDxtfABjawg2gZPQ2Fv+W6nOMCpCrHb5ZV9JZZRR9iZlc6jDF6gLfZN1KSEjNXyLAY7Iq3vGK0q+iH+A11/Flqp8OIBUuFk6kvD/QxzulBAbv66ZVY4BpY/aUKmF02yBfmIVgus6tchla7AOzKYXbp9vYQVHKZXXa3hZZOjNY3iq45ph8kbCrbYvKg9X8ni1pfzS4rjFEkx5VKMNFdS31uLaz14LjnE1ihmyaMUbfFw/OM85tmdukPWq9L4HnRNdhgXdGcyLvQIlBWyczhLoPSXK9uozEnK+Qi56ZhUQpMiLJnZUTok26yZz0MpRodhmreF+a58z/1nWhNoSTUeruZToUxqlIN0ZtDhD1QKgN85DG77K4pBLsscNIPG5TW/Yzh6cOB42LNOh3GmGbd9L/eku8yFc1cMm1dNXsloEGl4RWHHjDYlTsnYkDFR3kl3XdhD8pDVkNrTqf1pJ4LsUC9CtxODQOHOQkL1+zKnQJmr5Vz8wvUpwbdZnaFAYjQju9NgJNQZhmApqCyAbtCwI+YXdKPy3AzRCqnXWGYjNnevXD0RP5idML0Y2aXQWu1KKB97Y94wpHcsMZjrL1OhzTLZP3khYKXSuDLDkFAfD2wX8SumHHreUkbDc6cCWNcrEsyH0huhY2aMPP57GEBdpVv/AqltT+xdLrG7pN6li0T/OO58JMr4DOfVWzZCu9+r+KZJyre/lbBIYc88J3QXk/x8QsUl16mP7/+tYLX/PXAgR7Y79A8n/ZffJzR774RNl1L7Vtn0Pqrr6ImHnXQqjj0EMHrXgOve41gx07FddfBbbcrbrtda0t0OrBhA2xYRJlLxhMQa8UKWLVS6M/RfytWLI6BNTFRYsVy5/USAO22Fn29+lrFL34BO3bCj38CP/6J4uij4JSXw/OeyyDceGADG9iBW/TguWOHIpSwelXBg2gYOKFmyjrXCRvJCNSL2Em39XRcJ0hldKkcZtd8YFMfZldeJsO0DMh8YYW+1/84pynN3YipTSB85CGP10hMSqB+oWGMwmIk5L+dtzss6yEri0cjRBK6mK8JVMzsKtLssgFL28nWjIOobmHckAjIyuj82GGMOcfkXbgQziQSAnzPia1hlF1IIOhKSkDQs0GiBHhzmF0qdOalAUrTguJu+7Pf5f4gw2QipS8nt5Asu0qzKZPOKZDyWpDpBBAqSQogy9rhzhSWYnbZYUWpSq/4ORxztOLIR/V7NlkY+hFno0xrdpUqYNoQdlFS7zdeH2aXk2C2qJ9ysn5WGptBHKezkRZpds0Ddvk5YJcxz0tGudbbzfDQocCBgV0uWGsaaW0sfhnCHkL2UDaoWao6EyrouWGMGkVymaStNNi1wJDFfmGMTpIIpQiCbP+mNbvsELsgIA5xNQfbzC4j72ivZSVEPC69HogMs8tlfKbHpyhkNm15rDth5p2ImF3W8V65TOiV4+PTzK64LGuf8lQ3k8l4fxKrmPIdsCtXO9OaM4Eq8EvSL9T6N0gg4z23JOfRO4zsIQ92eZuvpfLLTwDQffZ7kKsfe5/WJ4TguX+qMxZ+6SuKb34LfnUVXHOd4tWnwiv/igdsFsPJKcUHPqRYc7O+5777XYKTT3pgtnVgD3Er1/Bf/VU6X3gR/u47GfrW62md8lXU2KEHvarVqwQvOBlecLKe60GgtVq2bdchNdPTGvwyztbIiM4WNjoKY2P67+XLf3ehhLWa4ClPhqc8WfDWMxW33wE/+KFmkq5bD+edr/jyV+C0V8Pz/3wAeg1sYAM7AJMhSil2R5rFS1qKet5xkaOX6HiROIhGP8cvZ4GniBkgROg4emntHi266342Nm/EeZ/f8xyrTsZZsRgNXcm6exSHH5Zldi0kHMTbekPswMilR0JtPNKsipq6CIH6ojDGDCsAtHh4ymyfwvMSsCtX89cWIAakqOCpLp7qWcwn19Gxx8hmi5XLIJUVxmg1JhMG5gjUk3Vwc8IYlfAihqGMm267iZ4H1bKkhQb2aqQE6qOGh1KX5Xn6HF92csMYTbhQ3jwsxD/T7e6HlCqVGWNbL89xga1ynJDS4tLzq7QcZ4jCGG10tajd84Qxrl0HRz5qPxqTsjh0S+nxinWQhIfyK3q+Bx2k0mBXHJ6Wx+xaQBijnVDADs+NyxbgEWTX4iKSY4ALdvkeGLipJJsMRUSrg8XsygIqPngVYE4zuyyWnhK+02lGsysWqFcJUtTrKTzZi5ldhr22UGCrXxgjDrAkCUO/8FgbWFq1EvbshdWrgbmkA21xebteT9jzWrjZGI12oDRj667PdIZImdpni9Z6bpJTG4gUnrtnl8uYPlfR/TGX2WVYWJbuYNH8T1sYKq6+Rvs7xz3OeuER7ZG+n7TRExCmyhPoe9vsrGLDRli2THFomviTwx5PWzpxRZyRWC5MwO4hDXaJ2R3UfvBOhArp/f7J9J7wqt9Z3fW64K1vFpz0fMWnPq244Ub4jy8rvvs9OOO18BcPMCf0nrWKv3u/YvsOqNfhwx8UD7rwy4E9tEwMjdN+yRcY+vqr8aY2MvSN02i97MuoJY+4T+stlQSHHaZF4B/oJoTgDx+jtcbe9AbF974P//MNvY4/9gnFN/4fvPVMeNpgLQ9sYPe73XLLLVx44YWsWbOGXq/HMcccw+mnn84LXvCCBZfR7Xa56KKL+N73vse2bdsYHx/n2c9+NmeffTYrVqxwjr3jjjv40Y9+xK9//Ws2b97M7Owsq1at4pnPfCZnnnkmq1atmr/CVIiGzE1XCCLsucwuRfLG1zjAmRBGIhaO/tPNLpg83ApkXwH6nIR+KQe52OG031Cb60yHpdvA2z1rYTM6HMVkMFxwGKOSiWMJiXejEp2qhQjU+yn2QWEYo+PF5zG7kvuCDXbNx+xCQehV8MJunK3PjIHDKChwADVjxWRjdMGuLHCn7J8BSWA7uLmdpUXcVNKpThijEFAqh7SINHjACWM0IJaMPDcvYnb5qpNaC/rfWCw5Z5otOLvfPEL76atMgCjlzF1pza+0Ft1izBa7Bh2ypWJgshjsEr0D0+xaSBgjZBlKvh2wWKpC2NWi63IU6M/scgDaQmZX9gc9fyNxeuH2V17ZeZbWnHKYXdbfJdlieFj/3e3pdbFQXVljk1NaS9ZYkvFPJhX60SYQ9lLi3wpi1q6I17OKNLuEDFGeYN+kYutWGFc92lH5Q0Mw28jvi7zvckExa0+Ll7UKCYKFgV3HPU7EYbRixhazs8CuQMWoiJ29FUTMJArsbIxRGGN6z04DpvYtM83smp1VlMv6JXbuyxzDrvOiMEarHOFXQCSsTqnymV0mnNuPdAfTzOl+c3RyEuZa+j+lVBzlZfZlG7zLzXSqJEroCBTQ981DD4kOKtIfyFlHmQy8Mdt2YWBXf8j5wWxBl9r3zsKb20u44vfpPPcj/fmD95Ed+SjBpy4QfOTDgkMP1QN9/icUrz1D8evfqAxa+bs2pRSXfEfxxjO1g3z4YfD5zw6AroE9MEzVl9N6+ZeRSx6JN7ONoW+chpi89/5u1gPSxkYFr3ql4Jv/LXjbWwTjYzoU85z3Kv72fZLdu+/fvWZgA3s42zXXXMOpp57K9ddfz/Oe9zxe+cpXMjk5yTnnnMPnPve5BZUhpeTMM8/kwgsvZHx8nNNPP53jjz+eSy65hFNOOYXdticDfOhDH+Jzn/scSilOOukkTjvtNFavXs1///d/86IXvYh169bNX2k6M1LRM4sJ4TGZyiB5UC/IxAjot9VoQMsGjVTqaTydFj4+nQSGcVrmiH710+zS/5ZKSTndjnuMspztZlPX0mjuB7MrFQolZErnhnyHOW6r8UnTYFc6G2PScOvkxCnYvUdx110q1iXTZQkqDnshbcr5S4ooPEwF+LJFpbM7U6UTxthL2ux5yRt/lYpBzTBronlgg4HzCtTHEyJxwuwwRiGgEoUi7dylE8rYYvN2NkZBiIja7MluSptHf4iZXXlhjEW33UxYXJ/Jo2QG7/GU6QTlhlxZGnQLdWgLqoyBTCl8PS4GmHTanirYAkiECnP7ZJ6ac77KfpcJ+YpRAA9VHo7bktZvmo/ZlWblJAfliUMlZYsCsEv2CWO0s3kaK9lgl9V3vmxTqyVT29HVa00iGrsK6wHt611/A7RTWQL1j0monDJglwygl2wQwhJjClXSMGnCGNH72dat+u/Nm8I4jNGAdAcSxoi1/mNGGqqvZld624/14lLj5AnFcGczYnZromEoHNHIKIOsAbt0BT0VLXyV1vJz67WZeHpM9fnNpuLqa+HGm/T4uIk5zB+RBqZXws6eKwTgleI3H3EYY65mVwRM+Xo/Wwyzy37HYV9HmEyZBKDODWPUv5Uz1Cp7c5of+HfALmT8AsJ7uINd1Z+di7/jFlR1nPYLPu0K7f2OTQjBnzxH8LUvC97+FsHYGNy7Ad7zfxVvO1tx7XX3D+i1b5/i7z6gMy52e/D0p8FF/yZ41CMHQNfAHjimRldrkfqlR+M1djL09b/G23PP/d2sB6zVaoK/erngfy4W/NUp+kH8yqvgtNcofvDD+x9gH9jAHm4WBAHvf//7EUJw8cUXc+655/Le976X7373uxx77LFceOGFbNiwYd5yvv3tb3PllVdy0kkn8fWvf51zzjmHT3/605x77rls27aNT3ziE87xL3zhC7n88sv55je/yfvf/37e+973cvHFF/Oud72LyclJzj///PkbL11HOx1eGFsYRELz5pU/yVNvJAicycQIGM0u8wBLdJrL7NJ6YXlbl9HL0W2zfnA+zA92+Zb+diaM0RGxt8AE4xgtmNmVfoOdeB12mM58zK4M2JXumzRjAzeMcccOzQ65Z20khB11TzmSU8sNk7K1oKQFdhGwdOrXDO+6llp3R2GoqXFWfC8JK1Rg0VcSgMk2AzQm37tgl0idIOsrLKpfxCwUCePQfK6Vk+tZf68bxhhaYYwiErA2AJ0L5ukP6bBSpz0FGJbNYGq3FY2ZfmBXAorEDCXDqLNAYn2o6S93Eu0Ps8sj1MRLUdLrxGRjtIEQO8wKd56hVJEMWaGJXLDLRQ+UcteIzbZRABWNrohuM1kzRr/JlGFObk2yZPYmJuZuwZOdPtkYi8MYvUizzg77TI6df++xLR3GaFvJl7HYur1H+Vuu00lDguL4xry6EkDFjKGvARQ0U1cEFhqu30BEZVkNE75zjbF+nUoE6k345f4yu2wgSJDcjzSzS/uyv71V0e26A1P4jiOd3VO1WTp3C5VdNyRr2ga7VAJo9wLiudALE2ZXP7Cr40qEofd4resNOiGKvecKFVBq747uD4bZVXKoo0KA8st40Zo0YYzm+mxdM3Mv1SGHkf6l1b7CJBq4IJNhPNvsbt/W7DJVkty/zT5XtqQ6lb7BF1ea85v7AkbFzC5fLSym9yEJdpVu+Qbl334ThaB90ifu87CnhVqlIjjl5YKvXyw49RU6zfOam+Gd71a8/g2Kn16hMpmB7gtTSvH9HyhO/WvFr67Ui/jtbxF87DzB2NgA6BrYA8/UyEpap3yFcPmj8eb2MPTN0/F233l/N+sBbaOjgre92eM/viD4g9/XTITzzle86z2KHTsHgNfABva7squvvppNmzZx8skn85jHPCb+fmRkhDe/+c0EQcAll1wybznf/OY3AXjXu97lJI156UtfytFHH82ll15Ko9GIv3/1q1/NEUcckSnn9a9/PUNDQ1x3XU5WxbSlwxiLnoxVgNeepBzO6o8QO6mxA5wWpwf9AB8BY14Rs4sIYMljdokCp6Zfxjj7MAuwMs5lvzBGh+G0WGZX5g12mAG70ppdxmmw+z03G6NdbA7YlWcmXNH4ULFmV97LctvZB2QkjCxUD1+2EQLq3S2FIWEmu5/nRfUpnT0sHcY4n2aXUClmVwRiybFDCVc+BnnoEzBuV+xw4YaEeQLGxyRjUa6qbhdHl83OxigiwMcR4I8+pDW7cvMgFN1q43HXGaGvu0HGwvjZYxNwJwY6jROcBpQsQf9UEYsyzRLROnoKP7ruZKxK665ANPfEBecC2Srcj4CabEPToY3pa9NTJEE4VDlSFew2M/2WTqTg77mHWmcb9c5mhrtb+4SdFocoajDVZtvZxxR3fJpBWa2AvV17HijLTS/JuRjsisERJXX2RMgNVTaWB3bFmIWZi56XhDHKHvRaBIFidlYBCUARSndQJcni8s1aIIzX/HAEdu0vs8v+LFSii2ZYnjfcpMPk1q2PLsccmy3auV5jZTQaJUNJGFFQfWEfI5NsjD39GSCQCVBfxGgFF+wy4zBnAK7oxNnkts3S5hpG916Lt+ceRGiBXSShjobZJXxXs0tfd+gkH4jZahZg7+j59QO7rHuBYQXa+5QtUG+zJpO2yLhuY/q6+zQgL4wxnZ1ZmjDGXBpyxh5yYJe3bQ3Vn50LQPcZZxM+6hn3c4uyNjoqePObPP77YsHLX6p1H+6+Bz70EcWpp+mwwkZjka9hFmhrbla86S2Kf/q4otGA3/s9zeY65eVikHFxYA9oU8PLaL38S4Sr/hDRmmToG6/B23bT/d2sB7wddaTg3z4jOPONOkzl2uvgr1+rAe8By2tgA7vv7dprrwXgGc/IPo+ceOKJzjFF1ul0uPnmmznyyCM5LEdQ8MQTT6Tb7XLzzTfP2x4hBJ7n4ds0ggJTqQfPQs2uToMl+37NWDsJjYz1qYwzFgEkrnmR1kiSAl4/jLsAU4a9ZM62wK5iza75wS7D3gHXOdHlWqwgC0BJM636vSHXBWWQnIxnZ7OHbr5FceVV2VT2aWYXpDVasu22rRSHlERv/KNyKn3ALmGBh0qBjMRtjECwEFCWjUKdqDiM0Y/GjNBhdonYkXbrtXTY4za72RijD+Uh1NIjwa+QEXET+u84O5unQ5dWRhJ3aSZbHMYYuswuc00qAn3ChTC75gG7YqdQhczNFR9bBHYJlAOyJeBoqohF3uqVihgmPijhRcwu9wLF5AZiaCEFdvV6ipkZmWlHOpwpCBRzcypuez6zqz9LLXRUsQVUNNgles2EEWTCGNN7hRXeK1SYl3QxOiG7luwq02GM8VzrB3ZFh1cq8KxnwDOfAcuXWTp6fgIWCAF+0EyYXWaPckD9PiHQ/ZhdcRijjzJ7dNhF9Frs2AEbNsK96xNgPkyx1UIb7DL6dYbRU0pA9AUzu0L3ANlOBL+E9fLFAXVI1nE6dLV/BeBHYJdSKt6oPIvZJZSkGk3vTicBxntBfjbGDLMrHf6nbKBTN9Z6R8VQbydKgrd3bTI2npUggmh++aV4Tdr3R6GkA2SaNeD5Sf/lMoFzzNZvNEw9A/LrF00iWRsOM9t8lS1c31+KG5Cn2xfamJaSBIEJY3wYgl1i33qGvnMmIuwRHPNn9J7yN/d3k/raqpWCs97m8a2vC173Gh3euHUbfPJTiuf86ST/9DHJTWsOnO2llOK66xXveo/krWcpbrtdA2xvfbPgos8Kfu/YAcg1sAeJDU3Qeul/EB7yBERnmqFvvhZ/3RX3d6se8FYqaT2vL39R8LjH6rdK//RxxUc+mjxoDmxgA7tvzIQoPvKRj8z8Nj4+zsTEBBs3buxbxqZNm5BS8qhHPSr3d/P9QsIhL7vsMprNZgy09bWMQH3+fiFaU9mXteaLyKFUfh6zSz9/pMEuUmBX2IfZlRxlmZPaKrfJumk22CVCRjobCFtN55g08AbaqTNf+y45qdhy32BLN2TTKmTXbv02fc8e99qNMLWd5Mh+A5/gQvkXXko5pKYPS3kC9UplqQoKpNAHewQxu64UNp0q8wTqPUtkTSkKszGWYzkciZS2M6lcXaVUGJ19QcYpFUIfFwMQaf0mUg6WUgSBihMuCJGAJHYGSfNsHvfnfmh2JX65yjAK7WvMMJQszS6H3WgyffZhxyzEzLV7EbNLg10ppKo8lDC7Unp8d94Fd94RZjSwSim8+9e/gat+o/WLbNDKefc+H7MrhBjQFh7KgF3duTgE2QY6nTJkz3LMw8IwRhvsTVscxmiBTUmm1OLNJ9YL9HU27zThwLcyAnoeEPayzC6rM/q1sWj8pVTWGhIWsyuAsMvklP64a5dirhkBtMqd6JJkUP14fuqLq9aSJb5gZpfVZd6eeyit/wWj7bW6XAIHyLF714D4RZpdibljYkLhpARpmF2eux+YfldA2DPMroTKZLc5A3ZZ69qAXOYaDJhpg11OCyOUZ9O2Erus+4BhdnleDrNL2cyuZO/U9ynZN7Nx2pwwxo65PvclSbxmrban2cV2HZrZZV9s+r6YbVBas8uAXQu1h0w2RjG7g6FvnYFoTxGuehztP/+nfjP9AWXj44LXvQZe+Vfw/UvhO99VbNyk//7+pYplS+EZJyqe8mTB8U9kQaGGUirWroOrr4EfXa7LAz3ZX/gCOP004bxBGNjAHjRWG6P1si9S+/47KN37S2r/+za6z/k7ek849UGz5u8vO+IIwWf+Bf7nG3DRFxQ//gnceZfiIx+CY48Z9N3ABnZfmAktHB0dzf19ZGSEHTt29C1jdnY2PjbP6vW6U1eRbd++nY9+9KPUajXOOuusvscCoBRDQ8NUa/p1cH24Tl3Us8dVh6hUO7He0dCQz0h9CG9iArmvBqqOWLocsWTCLb63hEq1ylCpysTEOPV6wHBdMFyqU41epw8PDTE6MsbwcJhh/lQrMDLi0QskY2MlJiYiDZNygIr6hFINb8Kt19jcXEi9HjA+7uHvvRMRroVwLTtWvCg+Zmw0pN6uE4aKoVqVer1OtaKlKZRSLJ3w2b0npD4smJjIAfTMtbZE0iZAjNRhfJxwuE61qp/mh4drjC9ZwviYR72uvYv6SInRMY96vYvvwcREAiyMj3cIAqjXS9TrQdT3uh1ydl08L2yrVAMUClmr0q3X4+OHhxX1ehcBDA9XqOy7HbXvXsSRJzrtrg2F1MJRqqoKFY/hoRr1uke1GjJSLTExoeMDR+oB9br2uoZqHvW6ZGxMsGSJx3S1TK3mMTY+gWrXoV7Hm5hgZlaPR31Y0JxT+K0K69Z5MTtkZHiIUnk47gPZqEOvjhifQERjLEdHoQ0jfp16p874uM94fZShoSpBAMPDHvW6T7msqFYD6vU6tVaFku9pH98rMzIyQX0kpF0tUx+uUR/R11epCEbGxqDjM6Tq1Ot1JiZ8JiZKzDbCeAyMjYx4TExkGY1yZBg6il4vasNQjVptPJ6/E9Z8lbMjNGtDVKtNMJy+AAAgAElEQVSS+rCec6Ls067X8UKP4bCGDDUgPDxcZ3higuacHsv52lFkoyMBs0NTjIgaLa9ObajOxNIq0p6/S1eiWpMg67B0Bahk76lWe/H8cvqj7q6RUrlDqQzdXomVKz1qtSp+GOJ7UK9HobIjdejuQLWmEY98Ko2hZL3U63VGRkqM+2OoRh3GxhArDkHtHAGlGBsuU69XGRvT179kXM/JkRE9ZnJ4iGpVA17DtSr1kTEmJrKusWqPxPuRQLetWg2o14ZZMlFmqCbYXS1BCNVqlUpF0O0qKtWKM5a29XqSer3H2Fj+vhEGPWaiOitlwfjYCMs7Y8zMhtRquv2qPRuvTTE2ihjNr0sIXVfaxsYq+DNDIOuosQluvUMw0ahx+Moa+CHLlgY0moqwVqXdqnNIvU6HYWdfqVLHfBweDuj2FFQq1Ot1Vq/ymJjwqdd71OuCoaEyU9OS1av8aPx6tNrupl6vJ3NVbt5GZ6jOSrWREeVR8htUKzWqVUV9uEavnLRj6VLdJ6OjPeozkvFxP3cs5fQwhMl5S6jQqlZRCkaHa9TrdcZGO841jkwsYelEj04XKuUhhqtlqo0x/GqVkl9FDY/EY7hnT7LvpW1oSDBSrzNXVVSrIfXhIZRXAQT1ur53VueqVKuCer0EI8NM7h5i7+QIvdk6JywfploNqVUFS5atZHRsL5WpKkNDPpWKfnFSH65Rr+t5rHotKpXo2kZ8hmYr+EMjjIwIGhF4OTqa3Dcz7a31qNcjll45GpewE8/xer2k593EBGNjXYSnGBsrMzYqqNe7DIsqVVGjVhNUq1FIY8ljyZJxRFmnM87cF0dH4r3c2MxMsrfW2hVWrvBpNCS9Xh+kzrKHBNglGrsY+tYZeLPbkRNH0nrJ52Ma64PJhoZ0WOPLXgL3bhjlf74xwy9/BXv3wXe/B9/9nn6Dc+ghiqOOgkccroGvkRGN0rbbsHevYt16WLsOpqbssuH5fw6nvExw2GEDp3ZgD3IrD9N+0b9S/cmHKd/6Lao/Oxdv2010nvv3D8q1/7s03xe86pVw3ON06PTmzfDGMxVvfxu86AUMwpkHNrCHqE1NTfGGN7yBvXv3cv7553PUUUfNf5IMaTbnaHVKeCpgemaWoVIzc5jqBLRa7Ti8Zm4OGjMe4eQk/tReRLdJ2JhDqUnnPDHboN3q0C7N0WhM02zqdxaN0iydqLCW32RyaobZ2SxJy4Q3NJswPQVDtYgp1tiH39TtVH6PcHKStDUaitvv0OfWh2FodithVGezmVzj9OQUfrNJp6Not4dplpp0Ozo8Z66lz282dVsmJ/vsn61JSla5cmoKKYcQjWbcb22/wdTkFDIUcebHyUntYDebOtRwcjKJd2u3FJ0u7Nmrfzd9MjkpGFfSuQ77nG4P2qpF02uCStpd8hXTM3DnnU2OmtMyAeruXyMstttcU9Fs9ah2OnSDSVqiTaulQ3zak1uYnDwEgKlpFbdp36RuX7kEszPQabdotUKmG3P4zSYqLBNOTjK5T8XHNZvQ6bQc1lWz2SBsK3bvblIqCbzpKbxmk7DRQJX1GPuNOUSnSWNulmazxuwMzATTdLsdej3dzmZTEAQq+rtJp91ClbW+TVeG7NkzydQUdNpzdKptKm19nhDQaFYQnSYz0zM0m03m5nT/NWaT643nznT+nPBnZhBBm25Pt2FursHOXdMR8DHBpDVfvZlpWnMtOtGc63SgGzRolpv4YZNm2KbT1YySxswMnclJGg23LXreCAh7eDtvRY0eihpdlWmXsalpRas5S1hr0+70mJpqcu+9TZZbhYYz04jWNF6ziRzq4Fm/dTqKtmrq+WWZkm5/mDk+NQW1qu5vX3YQAppNDdYptR0xtweAoLKS9myLTkdG5zfZtw+GqtP4zSbSn0VOTeF3QXSbzHa202yuYHhI1zsTjdHMjP7sz0zTbut62swxOTmTO17e9GS8H+l6u7RaCr95I82dy+hNrKDbblIq65BzIfQ4hZ5wxhJgelqPuVT2ms7WOTvTjesUwPTUJJ32EppNzfacnBTQno73lHByLyqoIJq78Xbcilz9WFRdx+ru25fMh7FRmNHvTrjs8iZPXjrNCE12b55lw5YKzUaL8RV7EWGHuVZPr2vm2LdvmpXVJrMN4ewrTdGOPzfn9LW1wybNkmZ6zsxEe5OCyy7XzJ7H/AEcdqhgZia7ZqamrP2o2aTd1mX6nTtRQBPdt61mg04EmOgxicY4KnN2pmjtTSOsSltyL51OhzCsMbtvL81mjVZ5hibJMcHkPno9j2YTpkqzqBHJ1GyHkU6H0IOZmUZc1+Skrr/kZ7N7Bj1oDM/SbOj1HHQbtMOq0wedTgff13uUFPvYs2eOZrtLz2vRbM7pe4XnMTU1xVy7hep0aDT0PTcIoDXXYHLSY3JSoLpN2hElq9OBTqtGY7aBUsn9YnoKJkfy71v7JpPxMXNu795OPMebTUE4NYkSYzSa+tipSX2dzSZ4rTnafhspk9Db6WmoT06CGTtrDgPIyhSy5q6ZvdH8XbYUVq1sUasF7N2XlRwosgc92CWmtzD0/16HN70ZObKa1kv/HYbyke0HiwkheNLxZY460uPd71RcfyNcc43ihht1Fset2/R/2opRzaEaPOlJ8PSnCf7sT6BeHzixA3sImVei89x/QC49msqvLqB81w/wd99J6wWfQi075v5u3QPeHvdYwZe+AB89T/Hrq+ETn1SsuRn+9t06o+PABjawg2OGjWXYWWlrNBqFrC9j5vci5pZxNoqYX9PT07z2ta/lnnvu4cMf/jAvetGLco/LmNH4ED6owBHyjg9Rij07OtmsUwakiHSdVJ5ml8nGqJIwRhTIdDbGMP9px8nG6IRG5IhYpew31yR/ex6IlIaZ5xktlChsJYgahwYWTNiME37ZzzLhGkEmFCcdNgrEaeXtuoyVSloTxg7zmE+gPtYxMmGMVpmHHgLTM7B1Oxw1Hn0ZuB6FIgljLMm2zq5owsTC5FgnjDFqnxF7F7FAvZs50TD3Yl2xVJ/5PoRoR2p83L7GbBgjdhgjlmZX6rBosmpBcAFCSnpBBG6p0JbGccMYA1ezy8shRxTOiWh+KuUBEoHsH8ZorjJHs0spK4QoDHXoUkFkkLfvXryZbTCzjeD3TyqokKjMkFIJli7z2N2BjZtguUVAEioR/1GlWqaMPO2dov5QKl93DoiBLvODTGtG2Zpd0XxS5SFEtwFRRkEz1r49joCQlmYXYZ/xyl9LY+111PZuRy794yh0T1eQ7AlpvTHFtdfrv4+IcqeVCjxxz7PCGH0dpmiONX3lhC5GIaz+Zq3/6G+5juDRz3eOHxuFp54g+OkVeo60WnDvesnjjoK5lh+v6267R80PkstWil5XQRXCdBij9TkJCZVxfXYIsAm/3LULDjs0fz44CTpKVZRq5/4uUlqMZkznDWPMZGM0oCrI0AjUp0O3Q2o1j9kGBFHWx1AleoN5ml3lSjz93N8sTa3REUV7OlWV8JBm75KhTqAhys5Gbe6lIicbo61rFqbF5CN9MUegnmKz9RtbLff6kntR1FarPHuMbA0vMABVWvOgv5n7R70OE0qBEtH9emGaXQ9qsMvbfTe1S/4Gr7kLOf4IWi/7D9TYofd3sw6qlcuCpz8Vnv5UPY2mpjRza9162LFDMTursziUSlqHa2xUC1IfeSQce4ym2Q9sYA9ZE4Lek19LeMhx1L7/Trx96xi++BQ6z/17gj94wf3duge8jY8L/ukfdVjj57+g+MlPYdMmxT+eC6tXDfaOgQ3sYJjR09q4cSOPfexjnd+mp6eZnJzkiU98Yt8yjjjiCDzPK9TkMt/naXpNTU3x2te+lttvv50PfvCDvOIVr1h44yO9IBWJEKtQaS/CekCdmdHPI+55xM5XnC3MzwO7vKgo5Tqijj/iipL7vuXspaqMzUGM5hcs8jwymkTVCrTaiW8UBMTXLS3nPNbsmueZXWQE6qUu3HbsyYa/hKGrLWabqdsBu3L+cky5f3hWJ65aBXfcpTVk9gT6bfrhh7cc8XXta0QC9aqLEejWPyYeZ3X6HirBMrqlpbHTpLXRdN0KkvRtac2uaKqkBY5H65K9TWjOabArBlRspMlodkUDUpu6DW9uY0bY33bWhK19FY1tqwVVFJVyCuyKBOpjLZzoEvIE6ovBE6N1VQY6CFUMdsXAIFmwyziviQ6axN/wK8qtEvD0uAxbo2ohprMxShCw6pASd23QGnLhaoXvJ+hyLMAufJRXcsCXNBjhtCNtytTZfxEJFWYF0kMbWDOCbNF8iBZOrHVmA+PK1csjBVq4Dc/LtBhVFbb1GrDArngupFDHffuSvw3hqyhPiJ0R0GS9y2qOWftFuo3WtZn9w87kak5V0aKbaSZgV2+uQ21UJMA4kiDSqpKRVpVhLuWCXSqk1t3BaG2Mjhp220yyzufV8SrVkLKd+3t6P02DXRmB+rCLaM+QFvL3STS78gTqTaHVqv43CPSCC6S5X0hnnRs2V7kEKawrBmbN9Y/WJbtTYJcUZVDRSwPZo9sFWfJRiETry4Bd0URzdLgszS5lxf37PnG2X2fa97k92mBXt6v3VKPZlbyccnXxnGyMpj6rjnYbel0Z7/GZ+1QfgfpSCTChi+UqD3mwq3TnD6he/gFE0CJcdgztl34RNbLy/m7WfW5LlgiedDw86XjIruSBDezhafKwJ9E67RKql55DadPV1H74Hnqbrqbz7PdCbez+bt4D2jxPcOorNK38/R9U3H0PnPFGxUc/Ao8/brDHDGxgB2pPecpT+PznP8+VV17JSSe5bIqrrroKgBNOOKFvGdVqleOOO441a9awdevWTEbGq666ikqlwuMf/3jnexvo+sAHPsCrXvWqxTU+Et+1M9Ap4TmORl72PnMuMsniRa5AvX5idgTqcZldRCnmjTlgV042RjG5EX/nrUkV8yrHR2nZLfVsjxDfKI9HT+5B6IIv5rp997BiyxGoFylxY6FU9GZcsWTut1SCaWTwdGSoK0mzhwzTwxkDU15Bark0GGYDaOWywPO00799u/5u9y7J6tVuJgApEvfBGYPIKxFTGxiauZuVs7Bl4qTYAfR93YeGkYRwwS7Th+UyjtOj8BBIRupKg10m6iXOJGczu4xosz6/2tgAS0UCyMVC9QIhFF5URgyIIGOwq6ZCKhUbzAPl+Qh0JkFIxPTzQIuiOWHWj6IEdAAZMycACDp4+9YjlxzhMLsSAfAUs8tcU6eB8AVeK/Iw474Agq4LOMuAG9cIuj2PE56SJD4wxwtChICh4eTCpLSuU0Wp5UyflipsXGtnSlg4sysBj5MDpFROm0wDpMxhdsXtcJXonSQFydd6XMLAZZAtktlls1eE7DrgXpx3IXXezl3J37MRSbeQ2ZUGu2Togq7gAlyFqSSzwLznAzEoowubbXox2NXpwig2aCEjkCfJxlguZ8Euc3wlnGF58wbqWwS9wzW7zAGEombniaM7DD+/0ifZgowA1x7Kq2TArjSzy994FaKbTXnqyygbowQVvZjx0i8dlKRaAaF68V7bkxHghMwF8so573YUIGWS9bNaVUT4unWMn/RLd06DTOUSIBIQy2SxtbIxGjP7FxBnTzZ7tEBmkr1k5rwMEDPbUSOr6PWSi1DocTNssRh4n9pEOHoonlfNlGf2p3QVU1OwwijOFAnUyzBeSD0DdvlAxKwTpQqQioEtsAdfNsb2DJWffoTapecgghbBI/+I1ilffVgAXQMb2MCKTQ0vo/2Sf6f71DNRCMq3XcLwV07GX/vT+7tpDwp7wuMF//55wbHH6BvRWe9UfPd789OLBzawgfW3pz/96TziEY/g+9//PnfccUf8faPR4LOf/SylUokXv/jF8fe7du1i3bp1mbDHU045BYALLrjAYSR861vfYt26dTz/+c93whinpqZ4zWtew+2338773vc+Xv3qVy++8UrrGBlwQ0qVYV/kZaGTKnLoQ8v5zWF2JSQj6Sbms7wggesAlWwSj+cCEYADdOnv59/HfB+E5VhX/U7MeMoLY7T/isGu+apJO8wREJgKdIpZLiOdTVTCaXat3c6Na6K6csIYk7aZ9vZvRuzA4rJejKXr6KUJI6DDajDlZJld3uxOpz8Ci9klIideKSxmlx5gNxuj1dfCQwgYHtbfzRmfNS8bY4RmZeapIf1YTrDnJcCR5yV9EXR1dkShpAN2SUXM7AoihkE5wnDzwK7csbCoFWZdCaW110z2Pn/bGrx96/E3XQ1kmV0CwwqUDtgV+4kyuS6Aobl7Ka39MWJ6a3Ltd15GaeOVzDZ06Kpthtmls7758bX1Rh6RujiDLHj0ZIWZGc30jNsYtfn3jknKTU5XTlFOVsUiU6GbDdCwZOKidEeE0qPRUKhoXqXHXjc9BXYpWbx28oAkC1Txgjnray+ZC9YFK6XYvTtbTBGzy0tnY1TSbX+qXUKGuRNuZkbF6yUGu6w1UC6FBIGi1fbjdR1ne7RYoHH4Xqj734A5YQ6zy7mONEBHss7z3kM44FYU5p73+8iwZOncTRw2/WNKYTMDiqVf1eYBXRCxU9FrW5lsjCJVmJI6syQhvR5IJeIXQGa/Tl9bpSBXiYqSSQCUfOmAnSXfrG39udvqxkxaHd4YHRjdS71oQO3paWdjDK1spMKLwCfpjlP6vuXtvA1/xy1429dk9v4gIMPsEt0m/o5bkuvDLl9fSxqAnJy07+85zK5em9Ldl+FtuT6u1/RXfF65OBlM2h48zK5ei/Jtl1D59WcQba283j3hjXT/6G35gfIDG9jAHn7m+XRPfDvBo06kdvkH8CbvZeh/30pw1HPoPOfvUEseMW8RD2dbvVrw2QvhvI8prvgZfPwCxT1rFWe/TThp7gc2sIEt3EqlEueeey5nnHEGp556KieffDIjIyNcfvnlbNmyhbPPPpsjjzwyPv6Tn/wk3/72tznvvPN4yUteEn//l3/5l1x66aX84Ac/YMuWLZxwwgls3ryZyy+/nEMOOYRzzjnHqfdtb3sbd9xxB0cddRTT09NceOGFmbadfvrpjI31Yb+aMMbowV7Zqeojy2WvmCfeMNJDsYCu3bsV1RqMjYrYcRXIGGRRKmF2+T6JQ4t2YJyINbKOfv51WIgACahgzPPddPNVvwvesHNsUBAx4dsgXcpmZhW9rg65K6fDGFXknOY43Pa1+DKh/CwojNGcOx+jLRV+ErchVUe6mG55GTK03Ac7jNEMVLeRy+TwPDe8LXEYXWaX77sOpxI+ngioD+lCY2aX8fK8FAJKAqakNbocEpgAT/XithlrzmlGgick5bKg01FRmUldQSCh1J/ZpZQWYZ+egUNWazaZ3aEx2BX1iQllNDpVImijyrWMZhfodgtSbCurXkECpI42bgcEojfnHFMONaDebgFLUuer0AG7whA6y4+j1q7i7V0Xg21Ri1Ep5mY1mGSsdSed0aNYsaLC3WtdxzrNLgml6/jmA4XSAb4FIWFYIs3suv1OD28KgqXRPmIccydU2l2PaYaO81ses8v8JkAEzfiDEn68l9jXEIZZ4Bhc8N42ez8SApBBHGmdhKzZCz/I6OvNzkiuuS5Z4HnAfNmXdDoaUEYIpCjT7fZSx6k4jDGUCbNLX6MFdhlmVwUOj8jHZs7a4xYzj3LGeGZW3yNWrBBaDysHCwGoD0mC3Zp+OtK5Fym1REAM5i/wkdWTJoxR4YX9wxiFCjTgo0ooknuXTI0z5DO7UIowSOZZyVeUShZzKQL5TXkGdJTCB0QczmcmgudrnmxgaXMtad2BmG0DR8bMLr3v6jXthDySXWfe9Bb9x+wuRytSyiikPnDXFKCTItj3b4sRKK06Rkc1GD493Y9apvCmN+t6GzuRJPcP37dAsnKVhdoDFuxSM9vxN92EmN6Kv+lqSut/Fm/S4bKj6T7n/xI+8sT7uZUDG9jAHogmD3sSc6d9m8rVn6V8/Zcorf85/sZf0zv+dLpPeT3Uxucv5GFqQ0OCv/+g1vy76N8V3/kubNig+Ie/h4klA8BrYAPbH3va057Gf/3Xf/HpT3+aH/7wh/R6PY455hjOOussXvjCFy6oDN/3+bd/+zcuuugi/vd//5cvf/nLjI+P8+IXv5izzz6bFStWOMdv3apZHOvXr+czn/lMbpkvfvGL+4NdMtS4ldHsyvEGwxzSgzERRN57BHbNzirWRC+Bn/unWA6DcsIYzdO+H4nqxgLnnstKsB2avoQmJWNGDuQDV3bYUL3WSwIkoodxw/RJm5+84EcpFWe03bVLcfNv9W+rV8Fxj0gxjaREKTd0yoRSOWCXJdCcEag3jBuLQBc7XgVgV1rgOT1+aWaXKU+OrkYufzTTwRByh9VmG+wi1H0QdFxdGKv9ImKsKEmik5bS7NL6MjaLTmu71ar6uzjkLwIslKW3poTQAJeUGlCM2mb6ygaGPC8Bu+y51GjoWV+tJMdB1HfCR0qlgV8Sp7YI7Pr11Un9K1eCrRmUhIPmj4UpJC1JBUa3S7JiOeyb0sFQdiiXp8zatRlfir37YKRuJwEIabXcxkuZhDEiEqZSGFp97ejNiTgEzrax9jp8tQVP/AngOYs0A3Y5DK0CsEuGThijiMGv5ODduxXNlsco0JoLYUhnpIcUs0sGmeQQRYC56qPZBQmzS+GjRLKXoSSEPfzN1xBUVgLHZspZUBij0GVlwxhtza4wo4g+s68DJMkDzNrudZNjPEKCINnjpVehZ8AuiwWqlCQMVczkMswlJ4wx6pMjHqGfJcF6GWG1q9OFG29SbuiuZWtugaeeoJiImMW2GVZUfVhi5K5soLJQsyttkfakZzNNe2082cVLMwyVpFbVa67Xg5CSW0Gk9+Z5oj/YZQTio2NKvozJraDnglBJNhZzrUqUsIXtzUm+B6HwCK15UJJz1GZug/AwF+yK7qUwTxhjZPYLpmpV77l5zC59UBImbm8LAuUwu6oRPtXt2pVm0UyVeuOS6KAlDS/XHuRgl7/5WoJvvY6hFOouxw6j++TXERx3SkZIdGADG9jAHCtV6T7jHfQe8yKqV5xLadP/Z+89oy3JrjLBb58w1zxv8qX35Z1KpqrkhYSTGGg1I+hFqxsWCJBolhhgaHxjulEjQfe0gGYwMgiahmHUDVqDFaOFQAY0yCGpVDJVKlWpsiorTaV5me+9++6NiLPnx3H7RMR9lVVSQUmKvVaul/feiBPnRJww+4vv+/b7kH/gjcg+9n9j8oxXoLj15UBv5wpoX65BRPjWfwUcPQr8h9eYKo3f9SrG614DXH11B3h10cXjiVtuuQVvetObHnW5173udXjd617X+lue53j1q1+NV7/61Y/azjvf+c7H3MdGyGqMgDczlrGDwicwDZTJjOpl5h3YJRM51gDbSmTKejy5N9+KauyWadUYW8YBTAe7treBnkguZ3vbGJVuVQ2tbWKmuFFSXoIcPN6E2j4PXjgIWThzNHJ9kH0qG9+RlTXqKgzGecrUtwUEFWBU4n4HsKvOaGusiyagFpLHBOjNGmt5AirVQ6LHcTVG1tCTcbxere3EgV2AZ0lRDexSCaBl/0lBV0Ca2mSNLXPLGa5HOUEwqCeufEq6ezcwnDGFnGR/nIyJksR7aW1c1iBm5Daf4rQH461lVpKJoGM9t4FdEoTcdKSqCDCOxz+NzSRZRC527ypxaD9j8Tzh/HpcmcyBVYmdq67dzU3g1ClgdtZU3jTbrlCdfQAJPYTq4B1AmltmlzZ+QpREYNf2NmH0CGNpVgfwlwia2mVFKcZINk4CODCd2WVZIxHrb8q+kOw/w+xCmOukcP/nwvXK9a8/8D+H/aPrnl3TmV2BUiP7YtcjQFkyhqYUDBaeXQCtnwBtr4PWLwK4GkoBgz4wvryBQXEaaXIEbem4lDGaxquGQT3VDOolcw8AUmwjArsEMB/WMyAKk8JwAOjLWSSpBdxcYAt2xDLGskXGGF2jSaPNNenc+cZXUWxtAks1T0O5jVSwr4irxrGL7N7awEpKQVwEALEC8mIdey/9FbLVWrE7J2fm0rCbkBpQ3ddqYWhNUErIGGtgVy8HJuMKZ84C2/ZSkibsmaGAA7vMmMsygNcaCRQJMNxe78x8SFDVLuLMAI0u+nszKQVFunGddcu2fSjZDCDLwouCsmqrxmjXM28vDLjuGGE8sddq89kzC8X9rdWzq0bL8wb1gtm1uJojP4QriielZxcPFoHFQ9DLx1Aefi4mT38Ftv7lH2DrO9+B8taXd0BXF110ccXBy8ew/bI3Y/TS/xPVytWg8SX0/vaXMPPGFyF/938GXTr5T93FJ20899mEN/w64cB+4PRp4N98H+Odf7Mjf6KLLrr4UorxhgGfdgC76mAJIHJPxzSwzK6qlpBoa3ZM0FFVQydjdOXSIxlcjdlV9+xqjdoDdb3PzHG5+eWtj2Hx4vtdJzEamWWylCFs0czQBMiR3Ps3SE7dCbp4fyRZMgl5jYWkjXlKPeGOsgVcoYxR+oI/CrPLb8slPrU8cCrYpZxvmx2TGoS27EqKCyNxA1qBAyljZKjAtrN0tojZBfbLsYWsJNvFABbTZYzOCN9Fr0dYXaHI9FwJGSMlmR/7ZMIgaM9eoSwABpoVytKMQ9rGtIFdmwJ7kEwqAGCVQAsplBtTIwS7Rc79DBPMzTh0wZ6f9iPDAAD1SqHuPCrLmLWTnv0EaHwJ6tw9vh8EC64o5ZPdqgLuvEvh4VPAyZMaEvGZBnYRAaoKc9iBKJHMtQJ0GZ+jraczV16eath/2le4c+tc3hAgut2vjtkVpdB1sGsHZpduA/kF2EWO2WW9leQ55K6ZHqRJgGuvAa6hd+PY4FPYo+5p36joDCnTv6ZnV82gvoipUopjWWNjjjJbxpZhds3NARUZsFMCtWnK3guqYtNIm4yxTUJILUDTlYQDkaYdE4USR4/AglBVg9kV4SXVBI1w7JZYhUMAACAASURBVCgBABaF2c/Z+HS9N8gyILHXiklhZIXunCZRkdFNFVHvBHlmvP2I2XvamW1zzbOLPej6yU/Be7wxZaYao5uG9n6aJAATNeSxWgM0Oh+Y2CqzBvWxNyIgbhPFCOqRu/33JZuOpWnsDSkN6vVysF9IeeTb8+CWHgEMlDT0/QUM2MXTDixr1Gl5XsYopL2YXcPc6gyuJJ6UYJdevQbZD74PW9/+Z9h+2RsxecEPQ+99ypULcLvooosuZBChOv4ijL71bdh+yS+iWjkOmmwg/+CbMXzTV6H/h9+N9NN/DhTtBpZfznHkMOENv0G4/TbDfvjpn2W88c26lSHQRRddfOkFA9CWedAuY9zh2cwyu5xnl8RfmDkGJqQJeMQQEJ5dNWZXWzVGbvNxrQE/EuCZmwWOHUUkXen3gd7krGGSsPagxewMN9lVktnl+rV5LkoWK2lc4mVg1qC+JeHWAhVMdZAx1h+DfTVGad0zZcx65Xhc+dGOt85ya/g/uWZq+7VUAUFwZsGD4jTo/H1mPQ+6hcxKGtQbs3cpBRKsHRU2zEZLZ9YXbJfIP05Uh3RtGmZXuWPqQJLZlabCAN4k91lq51MaJDMazig6ZmUoRagXD5Th97PPxpVgNjYBoDBQbmV2pXqjMaf8OcAx2OUa8JJUkZAqroxnE7MHTySzC5RE8rlJaTpx4YKOGFXVFLBLUTtjq27qXVXx4NuwWtI6ko8SqmCmDmA8sYCAu67YRgYWq4xkgFai7dveybNL15kzcV+9jJESMFQ0LzQTTp9hXLoc+rCyQjh8ENi3j5CN2ylOUjJtZLlNZlfdoJ7qYFe5HX1uArLaS0iZFPIMUBalKUt4OVmemnOtqoJnV95iUF/Z+4ScpwrTyvXuHEUBmOqbwFa+F5XqR78rPcbsLBkvPDTBrggvKVvALud7pQJoNXbkTY77bIo1EPLUnB/jMjOFCIRc1b8EaGF29XqOHRVPsETVDOrT+PfJBN5LDRAG9fZanGcGpHQvO/w9VJt7UOXuI0liqs/anVO23C/U6bugzn3Gf7+9aRYaDsN9phIyRspy6LUbwLkBslL7UoYZoM2zmNu+B6neAgM4P/80rA+uRZqEN1MecKudS1RndunKX7f89Z8IyGdQHXshriSelGBXF1100cUTEipBef03YPRtf4zRS38N5cE7QGCkn3sv+n/2Q5j59eei96c/iPSut4EuPfTo7X2ZxPwc4RdfS/gWUwwOv/O7wI//O8bmZgd4ddHFl3o8KrNLN8Elf2Xwnl0mEa7LmJzfiyIdMbRYenaxeCBXTbCrvs02Xy2tK9z5ccZDJ+OH/fk54Jl3EIZDQlmEseU5ADIP8KyDR1TkdST65Pvgcn/WsY+WlFo5s/6qAI0u1npqS7WLBEDxxK87qeVsMxc/hsWtWvVJOOAitKFnd4OHqzW6TDPxAZqAmmuGc0NpqzO7FAFIA8uLGdDz+yIwxY9FQXhxJTGAJqqISWYXImZXWLySCF8ExIWMj6zkclooApR2zK5UsL4MK0wlAEhBCQoXMyyzi4Mvz/YlJPf+NWbL6c8NAezy2qKoQAPQZD6a5WNml9sXmQS7vCm/X8XLGIEY5HJ/A7OrCkweUSiAuDRzW8UyRgfQGYaHY1TtwOxSxhfKD2cK2FWUV/A8IaS/aWr6a/pt1t3ashK7PPFjSxMgy2L/KM0wwB5D9Hv69rlGf5S+ekrBexMypQCpqBLf2UcIZ84YdjxYt7CrpjEwI2Qa4MqDK8GgXlJ0ygaDyUmKXdS3TdYzUFtmV5oByna+KABNhhGUpRoEbZg99nqfec8usn3iIB+VMkY07xlXEuMJADB0BWzmB1GomMXjQWoCEr0d/K1amF3UxuwSKjHnJeUZxPVrhj1GeWrGMpoYzy7HNCax3TbPLlfRlWpFStLEyOJnx/djcesu5Kq5r9i9aBJtkz2QaWbAsFJcN10f9OYF9E59OFqeiCPwHAhzSW3EbLatjQJgxuJiaHdSAJfW2Y7JmSEasEvZlzIMoPfw+7Ewutu/vCloFpf7V4H69hgKFm/zvKsxu7gKt07nr9ZWAnqH6PSAXXTRxZdfkEJ1/IWojr8QdPEBZHf9EdJP/TnU+glkd78d2d1vBwDohYOoDt5h/u27FTy//8uWYZqmhFd/L+Gqqxi/+J8Yf/t3wKu+l/Ha/wgcPPDluU+66OLLITSHh8s6s4tVhlITpF8QIBKOwoJdyjz5y9W1Dok7QUcMLfc4riLQI2Zy1T8zI8pCWWUgC2ScPcs4dRo4dRrYv09ITcRTcDEJnVOKQMRI9BbA2idBWdZkdilFUIojAAFsStQneoSlzY9iMjwA0jHYRdUEtH4i2icEaype28+pHqFMZmKwq5qgv3UCs2Pg4uB6SAN+sy8sc+vwc0xRltGFmmQySL/i8QByQQ+gzKxEn0shY+Q09/41zADyGWitAGgvnQEMeKmsH5tmirNiDh41jtHneuqTH2YosnNSsm1aqzHqyLOrLUgY1KskgdLG6N0xuxJlFpKVv5jJS+f6WIc6dQJ0+WFQVWB56yO4NLe/dVseL/HIVQLt5r+TNk4Du8SeKJJ55NU60vIygDXzQ1JjdsGAVXUZowS7/DkqfHy8XT6Lc7Lm2eWuBVWpxSGiqcwuAwYI4NX1oQZ8XzivIUsHybnK2dD4UTH7cyPLANq2zC47hi17uZlbUMCGGdsgTNPIF9DJGCuVQ1WTVt8n15HGdY/j/vlrkGN2CaBjtC0N9UsoVdtP08AusU1lwa4IrAMaMkbHQON8CJpsgacwu669Bvj03fCy6UqbC2mWAomlJE0c2IWxAbu4QlnBXO+TwFxi2IINbP7PoIiBSVXhz9nHEkUBQFk/MShwrQCC8zJUCkj0pOEdGZ33jwJ25XkM+jce8+2xyBPH7EoBIpC9T8CyArUOQJIEPPPceJRR7WqbECNJgcWtuwAAvWoRUzz7Td7iPbtiZpeLft+8EJlMgPV1sW7iWGyAAZNqdORaFU/AeKbRbIGlxdxXiT150niJ5Znx/asAcNYHIcjt6+dGhR608yak8CKjLB3IWJsYzPF3uoK2/mHk59VjA7s6ZlcXXXTxZR28eAiT5/wAtl7xl9j6V/8TkztehWrvrabU+foJZB//n+j/xQ9j5s1fjZnfeA76f/RK5H/3X5Hc+9egC/cB1eOjaH+xxou/hvCrv0JYXQXu/xzw3a9ivO/vO4ZXF118qYZJYmwyLRgO3JtDdfA2lNo8iO7dCyy4bNVdEgrjSM/W8yjyU9bwfi9KyBgNTmOZXYlsrJ3ZFYNdIUGsrnoR2IJsifB6Go2CB5gEu3bvMsssL9u2AWR6E6yD1FCpGOxyDIChTag9GKUN42R14/3ol+ewcPmjcBIW1ycZWhhqM9d2FGBANwSZjduG2xeqxhiI9oWTwRBFrIddq+bDkcNxX5Ka3Mbv0mwY2gZQqaFtDEDaj8FKlQU/KnFMlApyUQ3CeMwenPrEXSVGjgiYhPWYSLzJF1U7y2YlRj84OIhsZ98yWY0RaQrypkg6+MhRYg3q7U+WSUFgrF58L9TFB0D2OaDNt8uFY19QcI2GSzrnxvdhz/pfIzv70RjEs2OWBK4iNdVTc94UB4est5nvPqiFRSTBLs8is3NHC6mtWb9ZjdGMQYX1xPZ3BLucJDJsIprim1uuAmbtfHbhPNN0qFSXpeb4aoaXa41GZuXB0LCrCDHYJcEidxxcFUnXViPazM1r/Qtgl/PskgCXmP8CgIxaawW8NHbtAvKewvKKGXsE1gE1g/oq9NWyberyPYcJHzpIuOkGy+wCUGrTcJoFsKssDOtNqQBQVJLZ5cAue11h91JEVOYz/Soj4KeXIzomphHGysYHsLh1p//KgJjsZama4vNcCbBL8cRLv6/Us4sjZhdhqx8uhP4e4xtxYJc5zw2zC1AJWZmuAeol8VneW7LMjKd5PYo9u3I290s5VsdgYwSwS9kOpmnMckpTc/+63D+GMxd7wVdOBXlpvQ8MgMbGSIzTHqp9T8V4zCgrIKUC8/PhurY1MmssLSG8qLCs3tRWDeaaHLlQA3ErooY1QatBvTgftEAhvWfjYyQddMyuLrroogsAIILefSMmu28EngNgsonkwQ8iOfH3SB78ANTZT4NGF5De/x7g/vf41ZgS8Px+6KXD0IuHwLO7wTO7wLO7wDNr0LNrQG/+S4oRdsP1hDf9JvBTP8O48+PAj/wY45XfBfzrlwP0JTTOLrroArGMUTvAJkV19PkAgKJKkAFYmDfPqevrgvDhkrHMPBCXNbDLy7iIo0ukljLGGrNrGthlMlCxAUoE8BHaWL+EhuwDAGaHGtdfD+8rQgqY3f4s8ksaW45xhNhjxT3vD4fAxqaR3qQjxtkzJYrROrLKlGRkyURqKbJkSstXZhAcxu+3YxOUY8fkSiH5JbSAXd48XPm/MhHcv1djuAbM1YoSSxN5wDA8zl8kDEtGmpIHTByziwhA0jPsDbdtlaBCAkIZ9Y1UOBajbYV3vxe4iQh7djFOn2ZPOFBKHjN5T7FgVwVoB7zWPdrqzK6dZIy1aowOpCAgeF6RAs/tBdEnMFbz0JosUNNk+e20rbLB7FIeEASAVG8hvbQFbJ6LVxRFDAjA/qPzKE4AKwsToBrbpgwgyE6GyIYN2ON1AAtTpYOmTS1+Y7++nwMqeHZJZheBoSvL2SCFSvXAUI1k2rOSlBl6w1sJBghQMOdRUcTm6ADA6cDMAq78NUgloahEUQAZgM0tcwCGMwrjDKCiajC7BpOTWByfhDp3xozVgnTEPAVzsmxLELTqIdHb0XIG3zGMQFO5MrBY6sC1QhPsoskm0rvfjmrtRvCSQJ6ZsWc3Yfe+DFRNwFpHYJ3rW+hnCVggyrFtuKZRltsme54zWwArMWBJkucoYXwANWVQANJEA9AoygCMBfaaua74PlEKImlYWKDXCxUIFxeBgweAD344LJLqDQwKczzWB9eDKfWyWjPnqHFyKV1jI1VjAMPHJWPM+ykupbdiondh9+W/9d9zf8FIzZ2MMSkxATCepEBuzjuzox3oCuTlBehkiCTpw51PWQZccxVw36dqE4x1VGHQVM80+7QZ4WWF63ueQxRjMADw0hKASxk2JkNk6/b6IOYkMYOjey2AbQt2DZbB8/uwMb4LwBiLs6XxNBN9JNh7hrvOWiA6cUUodBFdZ0o1EIULKLqW2J3Q2CfyBJPWCQHs6mSMXXTRRReff+QzqI69ANWxF5jP5QTq7KeQnL4T6tTHoc58wrzRLbdB6w9ArT8wtSlOcvDsmrmRDJfBgyXxz31e9P9Hb25qW0+WWF0h/MrrgV/6Fcb/8yfAb76R8em7gZ/4UWA47ACvLrr4UgnNgXkUHjzNOV6WjIpSZHBv/02UySyATd8G27e/MvfSGv6hmxCDEq40uQRHesUjWNh8GJi7HmgxQmbXqAsKMjktvr90KQBmkf8WV0gTQnnoWaDxZdCDdxrTXUFgUTSF2WWJFJOx8eaZkEY/PwMZerxtgIEkZnYZfyQ7Xs/sipOi1WWNgzcAs7Oxca/rS90Lxoyn/hY8JEvKmszMzzev1bGvlomPXngqVj8DXH9d+M55dhEANuiU2SwDUCm0TpDU+pYowXSxx+bcxQRrKwEUG/SNHMcz4WCM3FdXzZg8i8aDXVNSGc2RPNbvCzE2opqMMThOg6C9ZxWyAU4vfTUmOsF1OGHBUvZVCuW+mxYNsEspMMf7nxnB5871UVQNVArYdyiHGsyAii3obet6bsomRu3Mb9+DpfP34Kx+nv0uyETXB9diRZ0BcAGKpVu1Bbsqw0JSChbAMT+PxyK5Zo3JhDHIzI7UnOKR2WeAoLG68cHQf1tsIAJD0ZjiABhzs8CFiy2/W7BcmsoTgDzV2AJQFQytGaORAnrAzEyCwSJwudJY2yX2JZdY3vwIspQBGOBWe3lc1c7ssp5BTAnOzt6O+e17oAcTMJ/z/fCLUgoMFgCcCVNNzH9qZXaZnZKc/jjKGtgFwEjQrMxSrqs1I5GsM9YB/LLXW64pDyKwy3pIMVsAKzNgSdqzYFcBaJWDAPQyDWKNyRj+vE0Scx1hKLhaEQwV2JG+o6X3xHLrJXUypt1HaWpA3yKZN55dzvg9VZ7N5MJIJQN4QmUMdj26QX3YGfkgAy4HtqpSAGdDL793jWZWxljoYG7vLn26AvT4PNYuv8+sixf59rPM2H3sXdC4/68RsZqyJEz0VE/MvCEFjdwD8WY8gi2YSGZXGEeSmpc1u/fnOHd/jq0tN1THuDOSSxnMgdnlco9xmQEYY2ZQ+O2INeLPufHhMrJqNNQumnqB1aqMqb/zf7PN1YIjNqSOwK7aC5wrjA7s6qKLLrq4kkhz6L23QO+9JXzHDNo4A7r4OaiLn4Naf9B83jwL2jgDtXkGtL1uvVkeBNYfvKJNsUpRDJcxGKyAFw9CLxw0rLHFQ9BLR8Gza08KpliWEX74hwjXXMN4/S8z/uZdwAMPMF77GmD//n/6/nXRRReffxh5in1c1NY81l5/isL8ZhhXBNiH0TKdhwS7PLOrBnZpW8ZeyhjdNgFnUG8+zG/fg6E+j9HmLgB7AACLC/AP9GZFJ21zKJB9+yykFevrgc0UPbRrAcLkw5AssTDxVZjK7AIMe0FrgFSFtKpV93XARIuM0bOLrGeXriEBidIx0GXHqqaAXQ0Zo/0bJ4Lt8vPYLwt4eP6FqJIhTp82YJdn5rg5QQDyGQ/8GRAzhSbVALuUAsjJjfwOtmwx1shz4NnPMnPp1lsYG3cCew4pICP0CkLFIUfVLoNqyBgDGNMAAetV9CKwKxXMLrOuUqK9NAcK4zVWVQa0qyftVwZ2eZfpiNnlu9finxN1mxKTYBZboMmG3a5hdp08CRQTlnga8sl534Y/dlAoKmfi3mR2MWAr0CEyqDcy3bCPJmMLdtljOM52NfYxWeZLXZ5YB7sIGnmv/dGGU8MekcAfKSDPKqAAikJjtG2ksXkODGYSJPOEG3YxqsXQoNJjA56LLnoZ41Rml61QSQnKZA7nZ56GKr0TgGXgJSlggVqGwnjhOMqrjwKffiegi0hqSIKN+ajhD2LmP8fsV8RAmi6Dt6KT3VbTmV2+SiaHIiNpBiQ9s72iAHSamdM7YxAqbI8B7ttlU+NVyKQEY4/s/gggDekiArvSFE2Q2J6Dx48BB3Zv4r0fn0chZIycKqS5gjS0cvuCIrArzK/Ysys+p1gl0UTLBz3gsgX3yPptJRmYyF4qrU+cBbuczJCUss2YlxR00Tzj54iv/U7e38sMUBTALo00Cccw5W0LdiVYH1yH5c2PYLN3EHlmGLa+//Z8MOw6wQ61+3X/wQwXTqTwhTCVMvJaal4TWWvQlpnL3Dcd3S7NHBhkVp4t73kO7HLns10n4W3j21UV0Z2FuAznOpEFv1sM6h31cwqzKzqejzG96MCuLrrooovHG0Tgud3gud3QB29vX6YcgzYfAW2eAW2dA40uhH9b5+PPowugYgukS2DjDJKNM8DZTzaa5P4CqtVroffdiurAbaj2PdW/XfmniJd+A+HYUeDf/TTjs/cB3/U9jJ/9KeCO2zvAq4suvtjDvLE3T9FBqkLY2jK+HkxpYBjZU75IZsP6Se4RigazyzJbiDhKAh2zK/Idt5K0fh4e1g8cAO6+x24nMtJxGRDZbYWH58sbwTMmYlkIcIizoQdvWIxbEXt/LiA8c88MYZkuvjEkemQYAs7PZrwJZAKIc0uySZ4UlyDnz1SjmKSqmYUTB8+uVhljrVJfxAwg8XstpIyRoVAlBsnrOdsksdqZuedgfnUE7i9GCUiF1M8Z2TeVACpMIrMNSgxACI00gQecFucZK4cI3FNAqmzixqFS2qPIGHvjk+jXq+j15kDjy9FYlTYHTaVBrmcPgpcx+n0GA6jIqpHRptGMLDWSMC/hFaCq86zz/QN2BLsc+MaZlfUVjrpBnuFx9pHgO6dUOHcl2AUSYJfw7HKMPnMqBM8ul0SPx4hkjJMiaMbktaEepLWfhm0G9a6DxocrHrOeXQvZtgS7AMOKKQzDtNw0+29pEQLwjM8LB6pE5vjWMJ6grVdgnZlkgSzho6TLcD5S2gOspx5T6oES107ETOHCzJkp5168P2pgF2ArG9prsUbDT8zL9SwYgrLG7JIScGWOvWagrKw00TK7AHOt1lkGRRbssiwrBvn5YOZXANGZVNPKoo3ZNQXsIgJy+5KkrADWla0ASkjTuF23GXc9IFcN8EpkjKQidhD1+rj2mgSnTgHX7DIvclllMXB+8QH0SgsK2bmQJOQLMGgN6PHI7xcw447bgO1tU9EczKDRBexaBR58CJibBQC2ElE7Fr3t2XJb+X5MkgWUaogZC3adH96ChMfo53N2jASVJh7Uci9isn4Pg9kU2tWHUZb5afsqI996CJSNwWkPPLMKABgXZg70s6YXYS9nEFF4WaFScH8RhAvolecBnUeg8WZ+IIzP+b9VLMB/e82hxDC6ap5dHuySrODHaDnfgV1ddNFFF09kpD3wwn7wQnuFpkYU26DtC1hIK1x++B6oiydAF09Y5pj5P22vI33w/cCD7wfe/waTLOy+EdWBZ6A68nxUB54+XdrxBMXNNxHe/AbgJ36K8YlPAj/8Y4xXfTfw8m9B5+PVRRdfxKEZRqaGkKieOq3wkc8Be/cYoMaDXXadyppoA/DG5kBs4OuZAICo2GYBEPsAnAgZo5Ok7dujMRkCB/bDV0006yAktx4Fcsyu8PBcVfDVpWIZY/AoQjZE0VsF8EjkM6QURx5X7vvh0IA6zmuIuDIeTAkwplnQZCMk0jVqRzF7ABeGq1jZ/IhDFsG1JD1pAbugK5+8tr2t9yEoEME7BdiR2SXM4V30XcIqvZbSRZTDRYCKAA5a8I4pBlMAeDNn04w9NpYV1DBUFzQ0ybDwoElVYXOTcfFyirWDLO4z5m9SjTEzPhEzBmd3g2fXoM7d63ZJmF81GWNCGkoRtN1gMAd3YBdH4IFrrx4zM8DF9WY1RiYl2G12TBrgR2V2KQ9mODYLZPKJACobGaLbz5LZRZiUFrRybEixoUqLogcUQEBTICEAAFUZJlTDV993HgBX0fwQuyFaMGKMMFAeehYwXAZdPmW+1GXEsswzDWwbsGu8BQCExcUw5vpGHLDp+8DBs8t81qgn0mS3qUUFu7K3BMAy9dMcmDiwK/Fm7E7OF4NdpT2/puwsXQnw1s6TJJUcSBASb5BPU3a681Hiqoywu0jGaNuTY8syIOsFcI1hmEtZqn1hCYaKX25Yxqi/5NTB56oM1w5YX7BpYJcyMkaCmTZlEQzqk0xFAjx/WXOYC09QVdwKdjUKSdXALqR9XHU8xcoyQZ08AFx6CNWua6Au3G8W3zoHdfkUMutdFZhd5JmLzEA1GvkxQheYn88xb2+F6uwnoc7fh6UlQr/P6PXMfEuVkHnzGKAAUJf2pZHzR9vqHQQA7JNdzwLjzd3PWGXoDTNPhHMyRs/mE9HfvA9YAPTyMb9PxkWKBAHsikz086ZOlIdLAC4gL88D1TIY5t5wYXgzikQ8CzjPrkq3MLvciS9uuAhgl7L72e54PJbowK4uuuiiiydTZH1wthe0tIRqcACNR5lyAnX+M1CnP4HkoQ8Z8/xLDyE59TEkpz4GfPC3wL0FlFe9CMVNL4Pe97TWN61PRKyuEn71l4H/8kuMP/1z4Nd/k3H33cCP/QgwGHSAVxddfDGGSR7C+as149QZAuaBh08BC5SEpN8xu1Rgdjng/dIlNj4svh2APPsHBsiwiZzWBgqJJXVG6tjLNa65usZScov5h+GajLHGpNjYAGbH92Pu7Elg721AkgdQxlYU21y7A6NHPgCtg/eWIkaeu1TMMHYAIM8JvVS8oefStJcCk3wVvcmGeH4X3kr5DLZnn4LyxLrdD9oywUJ/09QAfI3gCmR9WHaU61Ht4Nh9Rk20AUAMMLa9QW/Iz6zUTYIUGhLsCitkGyfQO/8xs5wHYQKzqxXsIgXZuJtrly5WePg+YCtPkJ4HVlZkh8KsCRiYgl48BGQD6OVjUKc/AXU+WAsoUY2RwEFepJKoHQ2FsgSIdM3Lpv1WOxgYsKvp2ZWgapUxxp5dF9fZMwaVsszALC5np5TyCTKAaHnftpZgl0JRJuYcs0CDLGrgwGFlT0J3XIoSyDyzSwvMRrX6XWnKwChikNL2oarPIzCyDDEo5pEMr12NcuPcHqNiYuXMfbLMLrd8ndlldsw4WQJw0Y5ZJNauAAczPvghAzI89ZhjdoX9W8wcxIUhME5XcH36Ka/aY0qDcbtjlUoWmPPdahqWmSi3A0tfzn9nAKYrkMrAGqjKmAEThfPs0gxSBdhKNSMZo2V2uaIDZH/PevGkdi8i8syw6FhU53TMLm3nFkOBakAWdIGemK5pK7PLnBwEQBVbyHIzh8vCXg+hQP3Yy9aDXUkCoEKiJ7YPbgHZh9r1kZKoiiGSAHjqvU+B3nWtOccufM4sbtmgrt+O2aUSZfcPUJUlypEBPbMMxidMtKvO3+f/756HK+bI/N0AoYj7BkTVLIEY61ECcffXoyRHf5gGsEtRuEbX5kxS2orJs7vNX2aMigyzEGBXjdllOiHArsEyQJ9FrzwPquYABirqx0CX7avzOPNMV09bTawauM7sKsW+qbGVrzA6sKuLLrro4osp0hx67QbotRtQ3vxNAAC6dBLJgx9A8sD/h/S+d4FGF5Dd9TZkd70Nevk4ipu/CcUNLwUGS0949/Kc8KM/DFx7rTGv/6u/Bu5/gPHzPwfs39cBXl108cUWJtkQYFf9M6UegOBsFkVCKNVQtKDxyCOMf/ho3K7WgvVpH8KJEqtisDJGFUxpvYdQ3RPI9RMCWKlJ97iWWRclsHvrLuQFoM5+Gnr3TeJBWlRTozRKyok0GCbpqWr5U57FXxAYFSuUvUX0rjxBVAAAIABJREFUNmIJmY8kt+bXjmUT014GA+NjozNu8rB0ACQaMkaZ3AnProjZNUVK5aq0AXHS5cbbWMuyO5QAM5gTz9ySfeuf+5gYvpMxKsvsqmpJsOisQDTdf08+VGABBoQopE+3O+ZSqja/D3rPLQE0SXKAVAROqUwwu1gjU/Fc8swutsBVyk2j7ZZbnJO9aram4gJUrcsYDZ0lMLsuXWKcOFFrUDC7xJfRsXJgFylAOSYZmjLGHgCyQAMLzy448IEAqDQ6Lv64MmMy0bj3s0Bvth2/0SoHswG7roTZJX3/IpA90Pk8qEYELwG7eEFDaSDNCLOzACbiYMm9ZJldpRqC6TKAEpN02WNJDuza2jIAJQDwYefZFQ52pQmbvUOmzSzQlpgS5JnrsmXDCu02cWl9CNsZWcmJv4deux48tzdisRiJVwmwRqLsOSYkuqySmOWVZDDSUobiElUL2OUA76oCOEuQpuZ6nOeMcbqErLqE7WwXFD4JsEYv0xbTUx58UQqo/AsF0yjV0C6qSltwAr4Prnql0hOsbH4Iqd70fcJkE3kOTMbsKzgCBMzvxfpgBOIS89ufCWBXbxbAOhSPrY+Z7Zs8F+uTTRQvAeA9sPxvDkx2y1iDewcmaQ92kffsou1LKK2sN8sAtFWAbARHzC7AManjfZjVbB6joUH5zwHsytAfhvlKqfKsqojZxdrOefKFU8ZjA1ITAZky/lsS1O954E0yu5ZBRMiqDajJurnWtHhTkiLvw9nq2WX7JI+XlsC7vCc8hnhs0FgXXXTRRRdPuuD5fShveCnGL34tNl/1Hmz9i99FcdPLwOkA6vy96L3rFzDzhheg9xc/AvXIPU94f4gI3/hSwq+8nrC0BNx7L/Cdr2S89++uwKeiiy66eFIFa0SJwXg7JLwAwEh90r+17/k4Pfe8+K1vNsT6pWa7lYZP9h34EjbD/vtExTLGZuJi12CEN/g1NlPd8N1FkgC0cSZuk4K0UlMWAUQKjOSz78JKfrbRlqyq5WKsh0A2Y/tgvxR0G05ym4+77wyY5h7wDc5DU6otVqFftd/j4db0PvK/LYCXLAogw+XsbXmjSXLt7wCYslZmV8Q0cmAXlE186swumdgEsKtegVIjjfvU9tafkqa8SiVRf5I0gbJZfKq3oCjI+Hw3ABSFZH/VmmzZdF+wWopCArJNg3rNAIoAdm2Nop+DbKzG7IKi6JyM5qwdR8zsCjLGyMeKNbStYgmY5BSCyePWNVHh0iUDDN31ScKo1lcAqCiHkzF6ZtwUzy5/not55MFqdwyER5VkdjnvsKUl6xmlYomm300W7Koox+TIV2C07zkoknlQjXYWAaVlaRlDYSdEALgFu2ZnDQiye7f7wYJdYmHv2TVFfkjFCMlDH7Z9F2CrAPs8JlBIRFNID635OqvUgshhnymBAEmQnKGQ2ibyHDg7+yw8vPBV0JT745HnDgBPsGtX2LRjdjlwsnH66aLBTHIxOzZsoESPff+oHGNhtgSgceGCWS5JCSohXO4fx3ZqfKX8PMlnzDx3zK42GWPjoqXiBdIeWsO9hNDBu8q9BPH9dS8OipE3kc8yNHzCGues7Zf07HJyUK5dFxpgl/hZymv9yyOVoD+Tie8VYEGx6HrMQt5p59BoZO57WRbOt1jG2AI4JTnKnjEKzDcftPLglkIsijxbezrYhVZmF8n7Ugd2ddFFF118GYdKoA88A+OveQ02X/VubH/lz6BauwFUFcg++ScY/rd/hv4f/29Qp+96wrvylFsIb/5Nwk03GtnQj/0E4zfeoFGWHejVRRdfDHHpsjYVuMRb3E3rjePCMbtYJaDEsHC0BqoDt0HPrkHvug6bm822vRet9YUxMsY4iIAkiZld9QTWJz3yIbnu2bWTGXu5HSefFhRRZMbmHso9k2CygSN4P4CYKVF/Qw8AhRqCbBYZLKgE2DVcNm/yPbNLx+PwC7b03+6Hxtt61Naf6tkFtPC0bHuxrxYQmF11kMIbRLvjoIGKjWF6kgCpChKlJJU4pD02lBhZYMOzy28hOsjBoyfIyyJwL0JLXBN1bZVZTrI/KM1AA1NZLK8uBUZazaB+PDH/SRRH4IEbYz3yPMiAqgoRiMe6hdklKsfVwTMHdtWZXarGVJH9SUiwJISM0QFITkLGlvrlWHayA9Huc0w3cR4yER4+1dg8xqnx74HWjcNSn+JOziXnkd+jogNyDmdOOmzPD2fM77V0tY2kKAyIrTKMqx6qfNH8kDg2YBPscp5BWhrUu6kBgBMDlBw5DLzgBQP0eqYtzwSUzC7YCqrTPLtkSMmW82AV3meYGGkd57ORXM6PPcnAbACNXavAU26utU/iPCeFzG4iTQlEBKYUjHCO+PMNCnssoGd+cy8UzG8OtPShi8hcvhRDl8CLxC8O7B6DoH2l3SQVLMza+Yh8xhifW2ZXXHHWbadtf0tm1zSwq3Z+E2FmpsnsImhAB8/GvI3ZlTS3Qawjw3gHanGNHdergYXSK7AOjPl1hgFsqrS5PlBkC2DOfWaAVerHur1txifBLnldzt1pUNs31XC36xAwBexyDGCCFrJu95vwqpPnrWMwR2zkxwZfdWBXF1100cWXavRmUT7lWzD613+IrZe/FeVVXw0ASD/zDgx/75vQ/6NXQp38yBPahbU1wn/9JcI3v8x8/u+/D/zgv2WcO9cBXl108WSPT98/wOXeUcjMYXMTkWSKyTK7KImAJ55dgz5wG5D2fNIiQ2sr2aBg8usxKhbMLv+gPUXGGEg/IYmse3a56o7i+ZyhfHJBo3OiQdcJMzZdw88AYGWZcMP1wB23he/aTOSPXDX0iagW4E15+NnQq1eDl44CHBIWgjGdcXKqMLY2jVgw7pXsDbN4Tc5pG2v4WLW0a3AF8/3CgsJTbzXf+zfx9Us3RX/gCHYMA3bdcK3G9dcCt98OpAmJ5QL7rizhqzGKQZg/ktnFLOaIk5clNf8nxxiz41G1/eAXqzO7FGDBrqxaR680OjbuzYR2AEwK85+sxQiGWiRqeRbmcFkhICUtnl2GXVXz8Km3b1lqHAEc1Jr0KgUkCGCWlDG6czhPrWeXNn1nDuCpsiBTXcZY91yqw3yn556LC8ObMMr32ZUqYfBv/tY9u/K05ZlAALWiA/6nQc+yG628dXGpyWKM5ng1QS83pvSjkZwj4fzTmlvBLglAVBIHtUAJESHNxaRwzC6BxCoud2R2RSGZjZ5hJPbj9ob525uNmUkOGFOGlaq4wIED5llMhrxuMJIae8eNgfz2ZoeOYaPQ7wdAz4HNntlVR3ztWFeWzTbXdomfVJjDcr35mQKzM+EgpJkSYGkMdnlmFxeRZ1fA87n5soA53mBDFmyjBSSfnwcYNWYXzDXXAThpiibY1crOZUBXOHrEFFxxQOmjMbvk6eauIaNsN/TcXlS7bzSLpBLsUoByzK64OigzvIQRAEbbCHJcu6ycGyppf3YvBtbzy/6rg13KMoCnMrs8G1NHIKisxthWOOVKogO7uuiiiy6+DELvuRnb/+xXsPVtf4zium8Ak0J6/3sw/IN/id6f/iDo4gNP2LazjPD936fw73+GMBgA//AR4BWvZPzDRzrAq4sunszxyPJXYn14Q8TsMnKlJrMLKsW0R9C6HAuwya6U8Jks20a7jDGqyGRDgiyogTzBv8l8P3RWYsyYGWrPOPDV3kRSrZR5YK9ikouP/fsIMzNhxN7Q3MZ11wIrh3aB0gyu4qBvaLAEvXqNASkY0f5l5/aMnUEpcsuomCEBwCNrkdExqVgZOKVdJdojRd5zyjEyWg3qEXadyy21BT/nZiocOECYn6N4296zy3huEevYA6tFxkUCEHWMJC0ASdmRuIJhO7NL5kyUZuCeMVTOq3VTWQwAD1aifm+PzX+ytOWYCObh7jVgeQmYmwvJalnE42oAVHVSTJti1+1okaBTUjPclv2BAbOkxxwbEaYZh2XeBRmjZHaZ/ZYm8bp1Y/76OIp0AZu9w0H6Jxh5DvSt4w9pWmN2RZ5dgtklwK5+XuGZtwN79zAOHgBS11F5vAWwRNUEmQC7YkTUzC+tYyCOS8t+oXZ2GbcBTYAvdiC9tchWY2xnGomoinj+q8BU82Dv2IBdyGfBAqzwyyrH7CobVUNd391BYOG5B8B7bDGUPwTLCyX27wNuvz2+RjLcNcy9uGifxE+9FXjB8wOgY7Yr9pc8F8sx1lYtsAGybDO3Tg3s6i9CEZDoMbLPvRu98dm4vdZ9zabYgYtkis6yfn6Swuy+vaFx5QzqNaqi8mBXJGPcXgdduC/enuwHa8zOEpaW5H6peXbVuidf2uw7ZMD4+V0z0PufBl46YhfKsHev8QzcvUd5ZpdkARMX5sCJeVsUZvumoqS7D4UN9rIW6hwAzoYokxlx/Y/BLnPYyPvkB2ZXja1lzPP8etoZ1Mt7/2M0qO/Ari666KKLL6PQq1dj/HW/iK1v/3MUN/6vYBCyu9+O4W9/PfK/eR0wuviEbfsrX0h4028QjhwBzp0Dvv9/Z7zldxhV1YFeXXTxpA5SkRRLJtZFMgeVJeDBYi1RNTEec8PMHTDPrU7C15QxSmaXyI5bwK7Is8u/+a3JGKsY7CKUviQ8AKhLJ+16wv8EMZDS8GMSRuIAkNaYXWkK8OwaksQZdbuG44a49h1b3yQxtHZml/DsiphdrMEusaq9AW+yHprNJkLqQoo8i6eqAGZuyBip9pcZOH8BntnVACdrSSu76oYQBvXjDagL94UVBH3PJ/vebyitEWVaINcWJoBM8JVjTPVmjayWtak2qDKgNxeWATCZOLCrOamVkzQBuOVmwtOfZiRhDhwqS0RzVLJUnPeRjFZg0Q1FTMhiZl/kKSWXT50nlwRwEJhdDuyajIFzZ0tUlQFjiOCBk4jJRaoBdrXt8+EA6A2M5I1amF31sTVkjPKD9LkTYBdVY8zNEfbtARYWxM6JmGBiwlYT5Jnx7BqNZFuB2WXJNmF1XfkKoy4c8KsIMVCimsyumElTmutoi4dgefT5UT8jEMAjycH7jJyMsTfXyuzixHjZERetXnIGpHHnUMxy7PnmVJApc4XlZUKvn0RtmEILbkgEVZMxkr9OUSRnNBuOZYzsvMfKMRbnAqIYVemU50w+BPJhIOOOL2Pp8gdD34AplS8ZVAm/qmlModr35fEXITnydOzfZzzahjNkGXIak3F4QZGm5O8Pyak7kZz+BKhoeeNTM2MPvYsPWF5jdsljtfvqvTjwwufj2B3X1hZKsbpCOH6ckOUEwAFzUsZoDOgls6sozPaTFBFQeM1Vhn22sNC+b4iA7XTFU7umMbumGdRzZOgoJNKiEEtnUN9FF1100cUVBy8dxvhr/yNG3/o2lIefDdIF8g//DmZ+68XIPvTbV1hJ5rHH4cOEN/wa4SVfa55B3vwWxg/+W8Yjnayxiy6etMEg5D35OTw+atXH+MhXQe97avBRFs/vbX5dgDOoBwArbROsBQl2pcq8KiZwO7OrBezy7AYHqFiExoNdXGF+rtYAEGURpAwDpJKJrYxJPDDJ7CICeH6febhPYqP7OgOHa+bX0kncL9oKdoUkwAEsw/EJ7L/4dvROvBdxA3YVrn3d0m5SbiCvLtq2Y8ma8ZyKl68zuyZj4P77zRerKwjIAetoeQdMMCkLAlnDd12ZqsJu/xrtnm1D2LEJGWMEwEmjY7gkuo3ZlSDPTXv9PgxIQApFMhfWGy77DnvPLmtQ77zI4jbbWTtJAuTleeQP/R1odMFvv9KmrURZQLS2npszlephnC4DM6tBFrt0BJz2UO1/GnRvsZXZZaqZmn4+IpS6hlVmWVtkkv7LG8BDD1X4yEcRikE4X69IRahaZFXN5PPwIeDZz0oNk8eev0BgZtUxiIMH7fxw22HRrgChI49qDzjLLxEDpPJ4VBPkudnXW6PQF5UE5hRzzILTZVPGGHnfSQmcmGcegJGAjmV2gVvmTm8uVAWMmF0Uxq+trx2zZ3Zxby6WtEoZIxtAow3skgzOacwuKWNsG6NhdilPxmEBjvlou3bBHGdZqZUIgJUMUzXB/LwFQWwBi7rXHxGB+4uQBv2mGmOdFVszXTSNTvfpkl2vycDduXfD9YRn3UFIkuCDNd62kj8rZfVgWhFr+PXq1dCLh+0GuHX/1M/lhkF9bR/PrcyHOexCsv2YwUpZYK4pY2RVA7soaVQNPXyYcP11hJZXJqYtAsbpqpAxxnQ0NyQnY3TMLl+BeAobE47ZpeSmO2ZXF1100UUXVxh617XYftmbMfrGN6BauQo0XkfvXb+A4W9/A5K7/zJ+K/oFiuGQ8JM/rvCTP04Y9IEP/wPw7d/J+Pv3d4BXF108OYNqFbXiB920l0bfyjO5za8LQJQgeeNcl6s2mF0u8cOjgF07V2PMMuDmG4Ebrq3Q69mKZTPCRIZi1gJT2gSI3O+TjeizMwIvkllcnrsRep8xu1IWNPPdbgOgRPbCmsF1wGQHzy4pnRsUZ6I3922Mm1rDvn314AegHv4YZk6+Cwuju83aSRPsajC7PNPKxMV1s8zcfGLYNt6kqeYr5r21kojZRRc/1+ymYHZ5PMNVY2zIGF27LZ2stZkkhOuuBY4egUd01gfXQlNqjv/sml/cJf1jJ2Nsqb7ZywPwKCNJgLXL7wONLkQgnmepKKCiXnSYWQXjfUaCs3PPQnXojvD7/H5UV30VeG6vBRjaUzpXcW1DTFcGNZhdgAE/NrfMvlUUBr0Ts4unzDGVIJrXZM8PN0b39+gR4PnPBRbnffPm90jG6KSp4agasGsiF46C6yb1bNg8ufTs8smzBTQds0seQm2rMU4Du1QCPb8fenYNJCruSbaY3yfes6sdAHJgClUT328mCmCtLs01UW+ZaxoRkA0j83O/bGLOC6WLFo817Mjs6kscqLVKQvgvQ0GzvS4QQbXRRVuOT11+necA28q1qCae6QcobGyK6zyEN2Tf0IzIDpAZKNRsbdtuP8Y7gRcPQa8cR3Xomc3+uqhVzm2CuoEtNdq0Lx96DrA0xzBikAHQi0eANA99a/Fvky8/lGqCXW3gZbPv4l6mLVpIAKL5aGWMbcyuad5y/lA2mV3jdMXf12VBB8Axu4JB/dRqjIi3y+I+J26i08fdEh3Y1UUXXXTRBaqjz8PoW9+G7a/+D9Azq1DrD2Dwpz+AwVu/9Qmr3PiSryW8+Q2E48eBixeBH/oRxq/+msZ43IFeXXTxZAoGRRWhkiSuZOfMugUm4WNs89ED+03FsjmbixgT8/AWm1iHNgVRQyn2wMZOnl2uDfOfWMboWVAE7NlD2LsmPIn6C6IB4UdD8QN7nbFAU5hdpZrBeOaIb8swu/LIHFzGaNsNWdDidAD7ZP+jkDJGm7QqNjubGSgrxmfuJTz4YDgYUz27RhehNs5ArZ+IvXOUkeF5g/V2MpPZtu2+S2IWl0OCbrbl3tAHRpfsjKvGqC7UwC5SItPV3n9IITBuopysRV7T7tnljg+ZPllGzDjbhYfnX4iNtWeDFw81mnVi2yxp7oyFBcKxQ5U39XeRBGJOtH3Ntg/KsLfWLwH33luiKBhIeoEU5yogTsnaSAXQqU5UTFC0ruCSf1lYgayH0LA4CRA8Y6hedbLfrzFeWkIpRAl3QvZ4MYBiC1xu++Uc+8v0AWE5D3YZppbDTDRl5ivtGFAtCbOYMwAMWwqwYFeG7e2wmvReavPsAhD5S21vx5vQ+241xThEUIPiZMAuVWPMAAiMLgc6VIUYU9Lw7Er1lnlRkA0jxpFfHgieXSinyxjF9VL6evUE2NUYB8VADFsZo/MepHo1RjTHCyBiGV17rbk3ILdgVzkGWGNu1oB9+/YIGaOQBSM3N5OEDcNPC/mcH7OuvwCBmROkoHddBx6uNPvrFpvdY/YxArAW7wv7EogZRWG2kzmTw2rSkLqbjiXw85rDixzOh2EZ0ddEGVlkL65H8diCDdhl9rkAjLk0t5pH8eyK25oiJSTDmNycvQ7bM0dRJTPRz+Z4tBjU+3NQMrvEtbUYgyxI3Li/X2F0YFcXXXTRRRcmVIry5m/G1ne8HZNnfi847SN56EMY/N43o/eXPwnaPPsF3+ShQ0bW+I3/3Hz+g7cC3/09jHs+0wFeXXTxpAnrm+IiyxVS+TnziwGIX+S7h9o0Aa6+irC6ar/3diWhGmN4fnZgDyFVCGylR2V2tYNdTsboJXDuYVolgU0g17Pbkr4jDYLD9nr0OXXMFYrZUEoB2kqK3DYkQ+WitUlM0gDM+WqKqsZOkeGqMQqGhAS7NjYYl7cUHnworFIjsgSAQSQXMdhl+uT82oo23MQuPxPnNphbCCCm7K9fzzEuLIuBoJFgAqrJfiIZI1jIwwII0VqNUd5CWrN9cZCI/LG/6QZgYSnHsRuXosVDE6b9ukebi8OHGKsrcSKYtB1GpaCZfNtO9nPpMuOhkwCSvMWzqz3LNSxEs5GFhfj7hJsHjRFkjEnNf2tm8iCGk4dBRNDLxxvr7loFhjOC8TKN2WWZHP6zTep1VeDc+94JfOqvzPa9pFac46bhaDIyJX6RSvXCvign7Qm4l/7ZeWetGbK+lauWwMTtGusbODv+HHgyiv3NtDayLMG2OX3GrzY92goGIK7GyGkP3F9AdeAZ5rMDrbQcUxgLWWZXqrfMiwIHxKRNGaNWhpXqpZO1MAybABjL7vakMnMHZpf5KcgYAUDVDeqBVtDEGJWbZfPMAM4O8KFqDDDj4EHg8CHC0aPivQVSzzLmwaLtkpU8aguAym7Wii24Vq4osgGqYy9Atf8Z0LtvbvzMRJ7N6a5n2VAwuyygWx+4B/qFZJ1z4Q0oLhTu2jE3J5p4rOiNrgBQZFC/Wt6NuW3riziF2dVeSMHu69q1yIGRWzPHsblwQ2Mt44tIXo64E7Mruh9NLmP3pXebfk+jWT9KdGBXF1100UUXceQzmDz7+7D1HX+O4rqvB4GR3fVHGL7lJcje/8YgHfgCRa9H+KEfUPiFnycsLQGfvc8AXm/6rVFnXt9FF/+EsXePBYugIhljlivP5gJEaXIBPJWlOXfdQ617aFdiGc8GIPuFkDG6Z+kk0f4BPZYyxNscXPok1Ll77UacZ5eTMVpQp/G2PwUL6ZHMIhTFbI6GjHHrXPTmPlFBEiTBrkQZQ2z3nH7XJwnveS9QFIyyZC8vG846qZb21SNd4kotyaKvmEgB+El0uDabIVJcha+BCTgZo/BxEeN0jB7P7GrJfTzYNetaNF/MzjqEx5VxjAE1J69zSRNBI6sut2xAMruEQb2rxogkzqVZMIh8G1N0XG4V4Vmzdy/htmdQVDVOLu7G1zRpd/1qYbEI0p7skwf6LLPLxWjLABgOIC2SFlaJbAqB/TUvkmIiw+yph5ExtpjPA+iVj5g+DA4Bw2X//bXXAPv2AjffBKiovF97Kunbdaw0y+yaXN7AGQcWcSHOKwtIk/gUI6/imBLIlairxn7dCHirOeKTY5LlA3/tGrvT17Je+sVZZA+9Pzaor4zUi6l5wHci2LQxu4g1EsFU5dndqI48N7BLnYyxLMQEVg1mV6JH5mfHhIo8u8yyGmZODycPI3ukyc6XzC5GzbPrMTG7CHAyRgDF/BHTppSHt1V9FYxUH06OaQHMJCEsLiVIU8EkJsLm/q9AefQFftyTWeOBpaWU3S3+ONlAoQEFntsNZP3W38x9Ufux9GbMcqQrP+dcsGNQBdPE0D87luPHgH2r29hlXwq54zIr1JmPldnF2QBQiffGTKvLWOV7vGzXXf+YGUVp5npbcRG7kOtF9LV86dTmfmJ+d4AbGwBZO4ev+jbCdpmBVI+Q8jY6g/ouuuiiiy6+oMFzezH+uv+ErW/5fVS7bwZNNtF773/B8He+Hsk9/2/7He3ziOc8m/Df3kJ43nONXOb1v7yF7/sBxkMPdYBXF138U8QN1wcUKwa7gpREkZGCuf8DwNYIeM97DUvFSd/88qK6n6nGGB7ClQO9EJ5nlQq0AarJMNx3So8x2Pis+DKWyDmUwSdMDnhJUuN5E1aMmpAJbtLyxEyXT/n/O6ZPndlVlzGeOqMwngCnTxt/KwYwGMBWzEIkYwzykukyRl8BkDlidmltgJcI7LJ/g1w0Zl3xzC5vEm32QezZVLYwuzxAeeBWMCk8MmvkXIlDFJznikAQJEDnAR8WYFeLN44bmGEGMJQDDOqeXTWPHEMM25nZxfP7WgZW60GN2dXmgwSgncVipYR1I/2KgzxRGjqXNaDyUv+qHftmNmnakgyQJG0Hu6RfWH1e59UlAECVzUXfHzpIuPEG43MWAyDT2WZAYJzNbNyDtNrA+HKoSqd0IeTBMbMrkjECgErFI4fyFQipHLdQFhHYUG6OO+Ah7QfJrds13s8IwHijJmM0Jt51D6L65uqhpvyYqKrJQPU/OhnjJAZp3HVAl00ZIxBXY7TbLfNF/1W6+XBr3yWzq70aI1BxHewSDBwy56/WphAJgUHLB1EeeZ5hq4kqkvU4dtQcm0XbTR6uBmZbNRZsXv8GJPRvbgboBfRnc/56XBzeCNZGKipXCy82ZBGQL9AzJZliDYoDs6s3I26UNal7/SVMVI3R/tbvE45cNcDAvoPxzC4Bdl0ps6s6eLspZLF4GCDlmV2KS1+EgIVnl2PuRvewNt+utogY1s2fPbOLAHc/MwUFxHFuuU67nxOewuC8gujAri666KKLLnYMve+pGL38D7D94tdCz+yCWj+BwZ98P/r/49uhzn7qC7qtpUXCz/8c4Sd+lDAzQ/jYncC3vYLx+3/AninSRRdd/ONEv0+44zbgOc+iiMmS98JnKW+Uz6BlBfzDR6Yzu7SUMVrphlk/ZnikSajkZphdtTf3gK8e6CL4QcUyxjqziymJE0VRhbZhSSItX4bmtbu6HJLIacwulQRARmv27BOtg4RxcQHe0BrMDWZXq3eKkDEqLj3QZZuA1kDC2xGvC9xMAAAgAElEQVQb6+LaV+CR2dugU5npwIN/rBIPcJm2YxZTsYNnFy8cQP6UF2Oc7cKB/QHkmM7scuW4/EFBWhqgJS4aIIAIcCS/AgwIUbXkY5EqrrUaYzjAemVnMMm3I9abxuxqS+wz3o76BNsndjLGmmQWAHh+L7QmbPSOoExqptu1KKuwv5UiHL91D45fnSFNaIrHtJrK7Eork6DrdKa+mui6kDFSS8W+aGHzY3/8EHZffg8mm0GmqiSzqwZy12WM0rPLIOz2vBVm7hEiUvPro8KAbJz1G0xFsp5dLrwBPRdAOQYDKJUExU2MRo2vGuNufI0qAAgqnkQB7JGJvWoY1KeVkTHCsVJlO7Ztnc7g9Pzz2tmwMPPEM8xqzC7p0VaVjyJjJIULF4HJBMgSxp7dAPrzkL5wbeDS/v2EW27UOLAf0KvXoDp4ewAwq6LhtSXx1eEgbkslCUbZbmgOIHrDlzA6Hl+gZ0mVQilCv1d59nF/mPk+u4qZoqP2P5IGFcZZHn4O9Mpx6OWjfo66v4+H2cUzu6B332g1o+R96RQXEaDp5o8Du5IkCXOgcT2rgZCuCTGkehETvzgZuaq7n5vrdmCKtVWUhQe7tsVFvZMxdtFFF1108YUOUihv+OfY+o6/wOSO7wEnPaQPvh+D//4y9N7xM0bS84XaFBG+7iWEP3rrAp7+NCM1+LXfYLzyexl339MBXl108Y8Z8/OE4YwCCd+uPFetYFed5DGZAJctWceDXQHT8Qb1ZL+QYJdrK1G8o4yRCMjLi1Nka3HCG/yBnGdXWkPogiyxrt6RuZJeOGA2I6SMifDsihPHUDGwEqBEWQIXLphllpYQJ+fOx8UlsTtVY/Rv6w3Y5RhClTYSmaqC9wirkhlsZ2sBWHP7WrAfVCqlmzGzq82zS471+HHCrbcAV18lxuOQA8nsgmCVuIqErJEUBuyKJFB+DRhGFyGWCgovJ8CAbjxYwiQNnlttSRTPrEIvHka1/+kx4DklgmcQNcYdN9w8Vg7sirygSKFiC1AlQKVimdQkW8bJxa/BxeGN2LsHeErTMshHVYV+AUB++Eb0rno6gGZRgcVF4MgRAsOcw9PGUaXTATaK6GAUJ85ufD6HdZ5s5hhXIwl2TRqeXZ6QU2d2ieNMRMGnqpqgNQGvs4o8s2vQKLjAFMAuHU4/ZNWGId+oHlhF5WhFH9tjmr9aBHY1mF2uGqM0qKcAkmhTsbTB7Io6ZdquKiOfNkb+LSg1DCMJMNekOsPPSRnn5gWwWQON3dxx+3FtLbB8owVavZ+AXk/bY9lDw2jfXYsdcCSaHdTArjSx19gKtshC1fTsosRfT3kQ+/E97rD7Y5CXIK6QpsZ7kS1Tql6xF1STMXLNh2qwCL3rOkClDbBLeiJOZZXuFE4GzAzFhT++zMC4THHuHHsPu6wnb3b169njkzE6g3og+LpVFWJmVwtL1G0+xVg03IFdXXTRRRddPFGRz2DynO/H1nf8GYprXmykJ3e+FcPfejGyD74lYkZ8vnHgQIJf+j8IP/6jhNlZ4O67ge9+FePXf1Nje7sDvbro4h81KCS1g2EAviTDpS2927Y5i3tAd8/5VWXZXUjNirqwb55jZlciZYxA65N0Xl6IX9bXZIza6pIanl215C0yxrXLXhxcj3G6HCVbnM+EsvdWyriTZxdTan3MAPfovbEJrFuP+5XlsEEWYBc59/C2ZFHsE+IKiTY7urJJuWT0OOaTZ6zI1/BAkBiqNAIyKIkle23VGCM8ggi7dhHSlLw0hqqxkRbKhJsQ/IK83KxEWhpk1DHnTOeLyNCZlGBv2P0T5WMqRXX42VjvXyO21yZjVNB7bgLP7WkZVDMC+Bmkh61Rp1JNNtHfuq/ZT1IAKZydvR2bq89ogF1bI4VSm/EdOwqsrU2ncxiwSxruJx6YkMy+Y0eN79bx4wme9vQUR4+0s0SYFEpq8SjyEQDdeqVW3wWq/ccxNasAAKgWz64Ih5XHLUkFLkBCxigYHzVwzLQTyxg57TXnM9WYXaX2fWUGypqk80qizbPL98cxqmrMLiljjKSOJGSMXEBxYYC2rIb6AH5/VxqxPLGF4kcUAOf6KfLMO4Bn3g4MZ+Q44oXqQxwOatfmGruusX1/QQryPg8UlaNoPPKyXwe78tzcRxzzVMnrZbjooTr8HOjlY9B7ntLan8cc9rgMcsPs6vXsWNxxnSpjdAA/TwU+vezf38oItz0duPUWNPwEr6yvCpOJecmg9CQUzWDgzk9m+PBHgA9+yHyXpQLYrN972iTDQExW24HZJccU42jUaLM8/pXYHpoXS4nuZIxddNFFF138IwbP78f461+PrX/xu6jWbgBNNtB79y9i+JaXIL3zfzR8Ux5vEBH+l5cQfu93CC/8CvMA93v/F/Dyb2O84684qmrWRRddPHHBpHBgv0mY5+aTVmbXTnIm/6ZaMrvYVCokMmyGVmZXgsDsUmhJ2hh5tR4LUxxwVEu2XHJGU2REURP270b/GM7OPQuUSL2mgp7ba5qwUkbH7HJyETluTRnYMrvcj6fPmJEOB0YuGjIAhvZAkAO72kx8ZTXGKmJ2aUoi36FGmXdnCu+SB890S0ACAGzIGNuqMTa/MpHPgPNZw9i7dDJOmpIM52eeYrtkWuiV56FIm2Q3FzSGaiKSG0aiggRS2TKRdRkjM3tZoEmyHg8VIo7A7DJtSuYO50OfpNcT++TUx5GNzzZ/IuN1NM52Qc/s9gw3Fxuj1ANVj8bkWNtl5ro/F6f438zMGM8tkMLiUoJ+P5Yg+gKHaqb1WIcFBXuRVMTsWlwAFubhvZjcvnfnXq+84JdVPBH+cTGzq25Qz9Kzi1SQ/JXtzC6uZdRUWGZXFphdbt4oLiNmF5djLGx9AstbHwNjZ5bb1KhdDI8dBa67Fgb0nQJwcAR2CcaPcoBwhVQbZpymPKqiV61dD86HXpKrKwMA7QR2JQiAc/3anWWEubnaPKotVJ9ijeu/B3XawS7vRShXjI5raGMs3qPmeXzVMSATYVy47RXikuGAxQTozUKvXQ+kLejs4wgHCM0MKhBXxgdLKcAavjcYdd6g3n2h4/6JWF0BlpeA/cJOcHHRvEx4XH0lhcHAHItE7B+tgfWN+D6YZdgBqGx/5r4yZpdlClOLZxdarlkqQUUG2VS87bddrwT5aNGBXV100UUXXTzu0AeegdHL34rtr3kN9Mwq1KWT6L/jpzH87a9D+vE//IKBXisrhJ/7WYXXvoawtgacOQP8+59j/JtXM+76RAd4ddHFEx+ELDNeegAht3nWNM+uetRljNoqODRS8+xvmV3u4Vcyu0gyu2pm7Um1FfyfXLiNuGTQJk6B2RXAHQCo9t1q/u6+sdGE/xzJc5Igtds29KzEsSQojR72lQImySJG2RpGw0Oox4oreOdlf1XQRyU1doqMSMZYGQNfWLBLDXwFSkAwu4QMzDYctQVlWAm+OEASyxjbmF07HXO9eNC0s37CJ3568RBOr3wNJqkZuGd2gaEUGVaXaJSqCSSk5sYLwEsu60obZgEUEq7c0XmHCCwWisAnntmF6tgLwbO77Rc1T7mtR4JPXcQ+pOgwszTMh8LGZujzo4Fdy8uEW29VuMpZj6lkZ4CPlP9dHj8vS1Mzrf5scv2I2SXArptvAm6/jYLnj6emNJtRXIRD41kb5o+uG6MLsEsJz67IoL7Vs8vJGK1nV9pvzOdEj2KAevM05sb3+W7Vwa7VFQNSX3t1c0x+87UTo983ABLpKoA/dS+5dGDHtB2enYiEd1+FxIJdZRJLGHn5GKpjL/RsL63Nut6DTzefxSSzaxoRLQIganOqLn1U6rExu8KJKwE1AfiJ35at8rDfIpntWRLipMzsGlLG+HlWY9wp7PFbXS5x1VGN3Wv2PJ7yEoVrzK4IGarNl8GA8PSnPX5wq9nXDEuLwPHDBZ56SxFtTtckugbsCtLZeBDt+zPy7LKLyKI2UqXo5ol5ISNebjVKHivPVE70+HEfyw7s6qKLLrro4vMLlaC86WXYesU7MH7Bj0IPV6DWH8T/z96bh0lR3fv/71NLd0/37MOswDBszc4gqwhIUKJGTTDEKNEk7tyQxauJj/Gb6PO7yU1uol/zVYPfqFFzv+ZGooBo9GpuiDEuIMgiggqILMMwwzLDMCsz01ud3x+nllPV1T3dM9PADOf1PPPMTPXpqlPLqa7z7vfn8/Gtvx/+/3cVlF2rgUh3z+tJgQXzCVb9keD2WwmyfMAnnwL/8l2Kn/9Cw/HjQvQSCDKGI1l0WRkwohKoGpHa202xi3NVUE13dkkAYlE9jNHYht5esso7UYA9SXe3mpMEWXNJ/m08qBsTYn3iZE7OHBW6aO5QRMdeBlpQxa3DufuOibQ+qSRaVJ+Y6i4JELvYJQMgBCezZ6EjNz7xUlGRc/3Wt/3mpMkljNHIW0X0kEDJDGP0orvkAsSIF83+yQCsUDYrooebbAFcgnrFJmQ4c3Y1NMZ1I6nYRXP13GbdrUBYz9XkmOA7HU3UX+RcC2cb0CBL1r7LKluXM3cSXz1PD5xJ3MkUMeenjpxsVjEEXTwyDnKkCwifBuXEQ+c1aszdmEGNy41EZHRaqa1YWGgP5OTIUAxBlkhxAp858TTDCpmTwk3sCsu5rjUR+Ia8+JdU8HY4u2yr0Tixiy9CAQBxYpdqd3YZ7r9wB+Di7LILCpqeBwuAEp+gXqYhm9PFe7rWXI1GgZjCwhjLSoGZM4Dqqax6dGVl4vMiK04XlLGBmCW2Oyftqg9ULx5BIp1WGy5BvaoXEIhJiQsIGPsBwBKPXJxdkumUkVxrOLDtE/e/Xbovx4ldRr8TXEzmfY53dnHhz7BcPIEAwby5wNwL41djhNGGovqY55x6xHGv71ckQ1zTkJOtma5JKqs9vZH9siWoz0D/eNQsEEIwJLcLXoWNhU5PBRpyLgIlik247e4Gl2/NkSPTLWQYcL3HxVeQ1F28WiuU2Gl2SdqcXY4+EwkxsM9wVo3RXRjsCSF2CQQCgaB/UH2IzLgZnbf9HaGL74WWVQip9Qh8b/5/CDy9CJ6Nj4J0NPR5Mz4fwc3fJvjznwiuvIItW/8msOybFP/7NxqOnxCil0DQ/3AhQkSC10sQHGs4vfQWSZ5BzRwkfLgDAEpU09nFHoh1Z5dhzuLEDaox14NSswFS4x6QliOQu/XiGDYHgh7GaISraGF7/9xy5jgmKMkS1INIgKxa74+GTJHDdBTpmBOxEBBxSWlYoDsWKD8BMiaHcoIwRs4RYFat1JhzRSMexNRcnCr5Ek57mRJpOLusyCjHRIafEEqKKQoabjZPkqifpPMOxQPqYQ4U0q2Hr0mKLRKmqoptzEyYHGD5umLl1aCKF7HSyTCvPb2IgTOMMc58wItdGXB2xV0L5obAri1KIddsgHLoHRAtCkkCTuTMd+QWkxzOLttKTbFLSXUO7KhAakyeK4ezMK/K4Xr3uO1QWbWnxdL/Nq6bxFg5niSJ2Bw+cS60JC4MiQ83M8Qu238czpxdXiZAkWi3FS5mE2YM8THKhEejL4onztmlKXaXlBRpN//WiAcRXeySJFYxWkpog7JwjhmiGGGuMWvcuTiAnMnTKZGs+4wWhawxsSvSg9hlhjHrOyvXboZcs5FtOxoCaT9mjqOkzi43t5xO3D2SOM5aDwnqzfsw72o03bj2BPUA4PcTV+HXcBZqet46FpZqCeRsYSbELsM1F+WEu8TOrricU1SLz1uWIcxiBpEuM2VAt1KMsFIAAqCszLoH5+db/SFx585dcOLFLmOXcnLsrxvCpTfWirK2t6FFrBBk9pojppoQM3egTDlnV5ryVeJkBQKBQCAQ9AY1C5GZtyBSfT3UXauh7vgTpLZ6eD54CurWPyA67kuIVC+DVj4t7W9oeIYMIfjJfQRLv0rxxFMU2z8E/vIa8PpfKa6+kuJb3yQoTZLUVyAQpIGkWKElCSawqeTsMtrE9DzsGlHZl7oxI25Kd2xxjg8jZxfv4JFOsTAjTytbGFHyALTY+6fnf5F0l4CVv8YexuiG89ZkC9Ex1q94gXBUT5JthATFhy8BbF87HPmKs3yca8dMCKxZuQglw6ngVHO4yoZGuKce3hSTPAAFYjEujNGY1MfNFeIT1EOSUFbGCgsEsllWn/Iy9m3/YcvwErf9RFBvLki4E0R3dtlyLwGorJTQ1a4nmc7KN/N10bxhiOlVL41QUYCyCD19kq6oChBLYBwhMk4GZiBarkGS+56jx7rkE4hdfOXMWNh0E7KuEERlP7QQ/z7L2SXLsCWYp4Sgs8t6LRWMEClTOND7lZdHkJfHt+RDxhRTsIjI2ZB8ARz3jo8La4rbFrGOgSQTu86c4Hrg27R7RyIndMgRxmhv5wxjtOfsIkxsVnxs7Flbsf40hGItYrYxXFPOBNmnC6pBovsRDrWD0la9cIaEY3mLoJbKkPj8byni4SraEQImpsciyZ1d0MUuPQ+guU9cGKMSZTcRZxijE0PII7Ih+kWA7haQrmZIx3eBhDtNccotZ5e1+cRhjPGh3s43OxykTtycOsa+9vBZw+PxEEiEml802MLaTedUBp4FORHSFmInW/IKlT3mvcBwRRnXISKd1kHLRP94VN0xqEVBI6dBCHNVA0BhITuGc2ZTHD8OVFQAqEsQxpgAt5xdfu4SDYVgnkvz47nlEJDrnrPLEOWj8EABy9lFqG4VE2GMAoFAIDgnUP3M6XXr/6Dr6scQq5gOokWg7nkV/hdugP8/r4C6+XcgbfV92sz4cQSP/R8Jjz9GMGM6e8h75VVg2Y0U//Gghn2fC6eXQNBn+DL3vXgwd4YxajHLgUMI4qsxGhMnSuMqNPIYi8JKvrXQeEA3RA69ApoV2tJHsct4n55jB9Fuc7JDiezI2UXMb8zbLMMIAKC4OH6DVLOcH0RK4Ozi1B2jeiKfuJpSe9L2qMPZJTlz6XAJ6kFk5OUZXxSwPqkqc/E5q6Bx3U6MN9fxBvvxgeJFTg6B10sQS1gljW2EUAqJsJw8ACCp7PjEHGKXsf5uTxmQV4H+wHQkwjHJd05WtZjlJDKbqKCwi3wgkvm/LMNxIK2/UxW7OKuVvV9x7XhhQTX/7VaK0VYwE/78FJKxc+GPkmR3Bcmy44LQc0URAFHJjzbfaMjZzL0k0XBczi7r3U4lRTEveyOXHPU6qyRy7lNDUIiGgK5mW3vnMaVKAB351QgpheZkPaQWQZN80KAmMrMkha+Yx0wrhrPLSlAfV40RuuBr2yUuv5oWtXJ29eTsMvVrxzZC7abwbBomkSyMMbGSGRfG6HB20Z6cXW4hhmYYI5ezLAW8PphFKSRwYpfpnOp/f48pLNOYPVxS4lzCClfV1Bjw3hxQSQbRoizE23hfJpEUq9JluJOJXYR9Ppbon0MeDwvNVRSS2JXnlh8P7mIX7/hkTlVia6u01tjFSNu5Zm+OEfbhKVHNuq/2GCZqR4hdAoFAIMgskoJY8DJ0LXsend94EZGJS0BVP6SWWnjfX4nAM4vhW30TlI9Wgdi+0UyPadVM9Fr5KMH0C1jlsDf+Ctx6B8WK72v4x1sU0agQvgSC3kD5CnkJavAlmpdIBGboj+R4KNacYYz6k7IVvkUxdpSG/Hw4HCp2YpzTwQyFkVWAsBxashayJrnmxCRJNUbHvqhyvLOLGt+WR7oALYbiIWwiPmqk/b2GSNSlP6uXlrAqW6NHcY24PFrUmKDxMWyGMBWLQD76ofU2PTxKNnN2ZUGj9mTy8c4uTrkBbAnqbVXBHAdhjN5fmyyTgrPLhnOC7wkgVjEN0REXAd4EQguXf0nSQpD0PG2KkbMrgdiVSv9SxVyPI2eXeS1w+dVI1C52EdXDrkNbNUZiF7t0PCqxuQNTFru8udDyhkErGmvrV/yO2PMjmZNUIoMQYOoUNvmdNSPJtrhjIMk9RIjpogWRgON5i9CWNR7Zeboo4RLGmDhBvcrNs/XXfE4hld83K4G91HmKbUHPBxcfasmGnyZ5jRRf6FJZwQFN4ws7JNlPB6rH6oumwZ47iy8I4cSXZ1WaNPaJa2eM81TFLiLbx5vUYtkz+XPvTDZvYKt853R2JQv1NvoOIGGCepcQQyo5hIwUXTxejyU+GWI4W+EZcHbxhZgkCZQ/5gqfUZ8LY/TpoqZ5DM6AJKNY31awugcqJOL40sVskCjfWoLB4CJ28R8Ukaj1v6WjRS3hFQ6xS2+kQYGm35tIuIO9L02nrghjFAgEAsEZQyufilD5VIQueQDK53+HsvsVKEc+gFK3BUrdFuCtf0esZAKioy8FnfYVwDc0bcvyBdMILphG8PEnFGvXUbz9DvDxJ8DHn1AUFQFfupxi8aUEo0chrmKSQCBwx8i9BCDhmOSHk0cFwvocgJ9c8mGMhtgFAm7C4HB2gaK0hEJ2Tn4d24ySLMSGzQJC7YC/0HydSiooDUGiYRCi74Ph7JITPwY75x6y7DJh490jVENZGUHRMBkkYO+rz2d/W0UFMKTI8c04uImhPlsgkgpz3kY1JjKcOgjS2aTvmwKqZgGw4uNixAtQ2IT9uJxdzkko5zQhfP4cx3kuKyNQVZY3a/uO+MPhBnUKEpIcl4+J5g5NvhLDkdd5ElnN/0But36NeKzzp2nUFFTtYlf/3OP56oPJc3ZpzOnHowuSzkT6Zmo22d6U77PTmJMQQqCVO5xxRIoXGvhQIUnRjxll7h6JVYGrntrztvgiBklTWOljjW8SyFPRDiZ2mdekcc0bfXMK6lyuN/M8exzOLv4thsgQ7TLzPyUSuwxTSYx4QcHOU5daxt6TuGBeDzjCMGUm6hNNM8NwXXM7EQmxoTOg1G5i/8uqrR0hrAhFlCZ3t0TNTdh3loQse6kl4MpJ9o1zyzluis57JCHUPrZ7ELsIH/pnEOfaSdHZ5QVCRhgj7+wyHLeJ8mj1Bf1DivBiF5EBLgyYKl7rms7iPpeyCs37OHtf5sUuqmaBhNrY5ghB9QUqoNhdiGZbSWb9TpSzywH//Qk/XqqnAJ/uBiZNBJzOLqrBrJIaV41R/1vTAE3ygUhcDgAhdgkEAoHgnMcTQHTSNYhOugakrR7KZ3+FcuAtSEc/gtywB3LDHkQ3PY6ANxexigsQGzoDsWEzoZVMApTUPuimTCaYMpngZBPFX16lePU1oKkJ+NMq4E+rKKqqgMWXsJ9hw4ToJRAkReWcBKmIXZ7kYpcRxkj1MEYSY84uYxXme1gJxrhtMfcWASGGo8kHmp0PZJfY20keACF7fiBD3EkxdIRAN1k588SbYleXmReIeBzKFgC/I/zP4zZPlbgZgN4/IsmW2KVpAA2DNNdY2y+oAmmxx0bGJF+PYYy2bQFcDiGHTcflPBcVEYRC1oHoUQBQs9iEz0g47UhQnxKcA49wb5ZVXuxymXynuZmkXTBXZk/IbjogzJAmjTn9OCTVY/aRh09Qb7YldldQymKXC1SSQZwxnvwJ44WFdJQcm7OLmEUWVLe+mteWtcif7YGvGIhEIsjO5iwhsJn47MiKJRYabro4J2B8GKOVK041k9o7XUyG2BWRc0Ap0CUPgSYxsSwWs85POoeIOl1bZn6nCKcGJLj/+AsRrZrPcj0Zop0uXBLCwkETpcEySBjGyMGShrODkdBB6CJA8O8HgNasIPLDB6GVTHS81wi/jLkPeTexyylKpSgC+XxAt5mgnhOftDPg7OIhkn254kN05EKQjhO2ar/OcFXnFwsZQbV/EOUWeBIfl0RCpTPJPuz/ct/V6K4xghLjI7lZd3dzOfMsoZDAdpMwxjgFYsQDAiF2CQQCgWCAQnOHIjLrdkRm3Q7S2QT54DtQDrwFpfZ9kFAblEPvQDn0Dmsre6AVjoJWNIb7GQ2aU5FQBBtSRHDbLQTf/ibFexuBv79JsfkDoKYGeOYPFM/8ARg7hmLBfIL584Axo61vjgUCAcMWxpjgAZlf7PVaCdltcxnTIcMmZGYYI6A7HuzVGAHqMvMFYkNnQmo/BrSwRPVR4pJQCtAnre2Qadjqn2aocIndEbxwonrg2gfD2UW6WqxJgBrfD59jkeq2WSsztxnGSGUZMA1vGqTmwyzBsDcHsaoFACEgpz+x9pV4AMKq/PEaR7yzy/LPsF9cWJVtAt7zfTCVOWRs+IWQmj4HiXaD+vJ6nKg7oYEh0PJHMEdRwyFzuaxafY3FLGGolxXqk5IoQb3pduEn9hG7s4twn002B5qLswvENIIBAAocKZzS67QM6wIylrkLC4azKyUkhcvZxfKtXTyfJhBMJAAx25XkC6jILWWOsqgWBULtkJo+Z60ThDHyCeqJ0Uh1JGnn980WPgZQf4F5Qbg5uySJFbloL5mPk6Esa2j01tklqVAULpzYuNdwhQuSOUvhy7MJRIZwycSuQMLIQAMzQX1PYpcuECXcNxIvQBgYel67byxCOWMw3utUEZMkqOd3IJmzK8WD7vHwObu4Ah6mOJOJaowJLIJ8gnrFC3iz44RZ6nPmZstwzi7AqshobjPJgE8kVFqD0NHeellz18PM91hj3LGCRM4u4rXfm9LM2SXELoFAIBCcM1B/EaKTlyI6eSnyc7PRtm8T5PrtkOu3Q6r/EFLXKciNeyE37o17rxYYAppTAZpTBi2nHDS3nP3OKQfNKYPqL8IlX5BwyRcI2tsp3t0A/OMtim3bgc/3A5/vp/jD/2PlkqdNpXo4JDBaiF8CgV3EiUVcmzidXSbcQ62isOdiClahiRLFnLyy8BO9GiOfoN6tIpSk2BIBJ6ogZyyXtBB7YI50W+tzEaZ63Bd+t4ycXfoElqp+1wkEn9g9Kys+rBEAiGR8k63BFPyIZDo6EO0GaWZCjzYkaHaQd5LFdDcKn68LAMJhVp3RqnKvV3nsaADNH+Goxpg4Z5fb4pTmot5saBUXmP/SdNUuSYZWNpn93XYSQLveXVZNUOMEiWiUYpue0swZNtgXzI8AQhs62C8AACAASURBVCyxBbAmqYagFWoHcUwqJe4C0qiVMNk02vH6E7F/3rjm00m50y6T2UQuGi7pfE9QT4BzdrE/3EKhAEAbNgPS0Y/QXTYJOMiW+fyKrrRQIBaBdOqg2d4Y95FYfIL6OLFWz8nnqkbJqjV2AMBnJfxLFMYIAFE1j8/4xAyVvRG7ZLvYZSYHj3IlOdNx80gKO1YSy8uXKOe7gSFw84Iw9QSgFYwEZBXyURaHbDiKEgudScQu/nArLgfHtPu4dJa/p/dDzi5FhlmNUYZLNcZM5MRyCFSGU5gmSlDPo3js1UTPRBhjVoH1d0/uKK46sDv2820LYzRaxIlddmeXvWAHASXEWqshdlHrc431W037WwwhdgkEAoHgnITIKrSyKdDKpiAy42Y26W2tg9T0OaSm/ZBO7md/nzoEEgtBOn0SOH0SOL7LdX1UUkGzS0BzyuDNKcdXc8qw5JsVaLt5OLbsH46/bynHlg8VtLcD720E3tvIPokDASA4liIYBMYFCcaNBYYNc6k6JRAMZrgJCYmGXMNS+GdQPlUMH74lSQSBbIqODsv5xb6pjbCE1YbY1YOzC7ICLTAEhOwzm7lhiF3M2UVAImyj1OMuTLnti2t4FhAvljm/OdfxZ1kC35RJvLOK3yDrC6GadcAkiSUOpxqk5hr2Lbs3FzSnzHqbak2mNIn9HXOIXUePASe59DCxvCqg/Sik042gLYetFyQ5adiSuZjrfrq6VZ9Rs2CIXZBkllg8Zh2yk01WIYD+xGY+kY2zCfNgUH8RqOxhwifv3gFAVC5vjwZAZg4vA8lxyCNRAujzZb+/D58z3LmhsspChriTRzmHBAVJfQ7pCZgVRrPcL3lrvf4ixMZcCtrAOuPzsnsAlT1M+ImFuSTVgOzzAehGJOLojKS6mkqommVPcs1vW/GBRPQwRm9ysYsPreJFUs3SntMLY5Q9yMkGug2Tn5nMXBfG080hpQspssxClbVo8uZWGCMnJGWXghaMsOWKMpxdCbUgXohyVL+0j4kk73UTTFJ2dqUodqmWs8sbbWK5G705XNhdBpxThNgFVaOvTmdXAqgvD6RDv0DORIL6rHzEhs2C1PgZaE5p8ramK89ZjdEl+zw4XTPpeCHmqmOSF1QL2V9zc3bFWFvz8KQZwggIsUsgEAgEAwVCQPOHI5Y/HLHRl1jLKQW6miG1HwNpPwapjf0m7cf0ZcdBTjeCaBGQtnqgrR78Y48PwNUAripWoF1bjnbPSBzsHI9t9eOx/pMJOHBqGHZ8JGHHR4DxKe7xABUVFBXlLNl0RTnRf7Mfn08IYYLBh5Y/AqStDlreMNfXmYjjcGYBcTpUXi7Q0cG9LikAIpBpBKDWpI69SOGWswuSAvgLESqfheOnAvAmEF1ienl1GboAEdIrOqnJq5nZwhgTRU3IHlBPACRsCGju6/R6CS6YRqEoQF5eCjlSdOWGyJLl4Oo4DgDQ8ivt/fRagptRpj3qYqQI8/pLVh40ZSRLdn/6JNeHnnN29Qd9cVzZcqJJMutuzJrct7ZaL1cO7/12nNjMXK45uyTQvKEgpw4hDtljHlZDlOMFYJtTDkBFhYTDjcD4cX3rsyH0ACxdAGmucTi7eLEr9TBG6gkgP5/AH6BQCiW30RlHIMD2zcjvBdkDREO6K5JdEFreMEhyNrBnDzRKEI1SKIZjSLacXbYtKn7AELucs2vZAxhiF1cowS23m+nscohIlPauGiNkj5mrKDePy+Nk5q5LU3zR3y/LQFTKQtTdXGtiOrsUFXC4y3jnUU/OLppbARpqh5Y3HDTfPqD4MaG47U6yBPUJcj8hztmV2kFXFKDLU4pIKBt+2gG5fjtiIxcmr3zZD1BJMZ295jZsObsSi13w5QIdJ9jfZyCMEQBodglijryWriSsxpiguX6aIlG98iJcPj6I1TYi50DjxS6SOGeXRrzWZSDELoFAIBCcdxAC+Auh+QuB0klwdffHIkzwaj9uCWDtxyG11YO01kJqqQOJhSC3HkE+jmA63sX0fGD5fCCmZOOkZxL2dM3Cu3VzsH73ZHR0eVBTw/J+Meyzt/x8ipISoLQYKCmxknSWlrCy7sXFsB7iBYIBglY2GSidmJIIYptbOMSNvFyg/qj1P5FVAF0giMII8rLEMmoPeTE3oFe4C5QgKgOeBAIK1Z1dqi52Gc4uJBCm3EiWJJz6izixK7HNpaioh/FuVhLUYIh7xAhjBMxQQ+qYqBCPNZmK6c6usN1YxNrBHl5i5G8x+g4i6aEkPYcx8scjUYhnppA8WQgE2GQ+kK2aDkBjTtbGio1h8kSgvLz/7rE2jUhmeajYP9YLWv4ISIbYxYfX6UntKYgZwsk74pzOrrw8gksm9d09rOVWQGo7iljpZCtcCvyOcA6UNMIYoTCB1aMSUGflyQQEAgQXL6CWcGxMWmNhMyxayx8BOdRm9iMc5q41IpkXsESs+wFVsxJnltO4gcC5MONcSJyzq7HR/lIs1vswRkkiKCtjb4yZlfscwkiq6O1lBYhJfsRiLDQ50TViq8Zo5g3zmH0DwEyz6EHs8hchNuIi9y655GK0vTcFsSuuSIjD2ZVq4nYWxqiiMXsuKrvfBgmfhnx4o1V9MlNhgpJiOTmNbUgqc8HRmDlW3LA55c6xyuBmLsJE1RhT6G78OLNydkWkHGj0JP+i3XWqi4SaBlDJErt6DL90QYhdAoFAIBj8yCr7hjK3wv1baKqBdDSCtByGdOoA5IY9kBr2QDq5D3K0A6XRD1CKD/CFoY/jgaosdBbNwDH/XHwSvQT7mipx9Chw9CibwJ8+DbS0sJ99+8wN2DZHCFBYSFGii2GlJawiZOVwYPhwJogJBOckKU4a+Add55fDubn2/03XAo2AQM+xxSc2couVMxxPXDNrexQHDrLwvTElTNTxaLrlpwcXltklp7MrQY4c6i8EWmr1hj3EdCWBcKKWLRE31xHqzYkLnZS81jaJl00QOl3C+EaNYhPgjg79+J9mbc0wL0P4sE3CE+XsIli00Cgk0ItJWh+cXVTxYdRIJhrFZMU8PKEQcOAgRYt+mvPyEq+jN/C7adtnfvLlCSA6ciGktjpQbw7kox/pb9D7SRKJXUyK7FJLQUgrtMJR/RImr5VOhlY4GvDlgpxkH0Y0QRgjIFmuq57gJ+ZcCGJPeDz8tj3s6oqGHQUjCFQFCGsE4TDg54aU4bCS+Am4miAnkrFuF5Ll7OpyaHe9TlDPH1uqxTt3SJpTcF0cUmRiitrRaOIqim5hjOa1qo91e8qk9K83/h7p2g+uQmkcZpVEp82OMLeUlsge5I4homqSB52+SgAHQbotm2eqlXfTxuaEtcp2xqrmm38ngnq5D8Iz5OxKGdPZlVoYo1PsHDcWyHEWS+XCGKNytiNnF+znWs91JpxdAoFAIBD0B0QCzSkFzSmFNny2ld40FoF06hCkYzsg126GcuQDkK5mBI5vwBhswBj8b8SKxiJ22WJEx1yKWPEEtHcQnDgBnGgEGhqAxkaKhgbgRAP71rixEQhHgKYm9rPHzLVvffL7fMDIqhaMHqVhwgSCieOBkSOFG0wwcOAffp1ha9nZ7HVTBNPLz2mRCOLDIGmSJLncXILbxqEaoEZPRVXfUoBsEKi0GwifBgnr8ZOeuCdx9/VCD9FJJHZlFVl/90HsMh705Wib/oAv6443TuxyCz8hEmKSF7IWguz1ARGg83R8LqWCfKCgIP6bc/PYuoldSSaafbkX9SnPly72EUIASTa7WFcPNJ1if0ukj7muXLClFUIExsSN+hyqmjcbWvF4AECMUpCuFtDsEki6s8u45qmLQaIpMAMlFTLyc/opEZqsmqKL6ZBxSVAfHAs0ZUsoLnOuoGdIzF1Q6rlvbNJKolzBCD2pvKIANCzFOxRNZ5d1P0g25rTSSZCP7YRWNNq+aYeuIJHEmgSfoD4tXdc5dpxOrnSdXVxRENUrIxxmzjdvgig5M4zRw4luhgBniF0UICkFobrDHzNXZ5jRwM2Z68xzxSPJMJOSpRHGaNCZNRJUqe99MYB04M+j06LZE54AYsXjwKyF55rYldzZRR3nhf93/Dhg+DC386YnqCdARApA0yRYH9z2nF1G8RensytR1fVkCLFLIBAIBIJEyCq04iC04iCiU69HiGqQTu6HfGQT5IPvQK7bCrnpc8hNn8PzwRPQ8obBO+EryJvwFYwdO0JfiSNpLqVoabHEr4YG4NhxiiN1wJEjzB3W3Q3s2RvDnr3Af7/BHga8XpYo/4JpwMwZBJMn2b8pFwjOJWT+Wd8xdyeEYPgwisO1RmMvaxPpAsC+7ZZkSZ9lpiZ28QJKc7P19+kuBR4lH17SDKntqJnMuidnF59/TFEBJJrTqz5oBVUslMWRwDkdjGqMcqQDMQqE5Xzm7OInAP4i1/eGlCHwRU5A8ucDre45sXKcXXPmkjEmW6RnZ9fZhPLVzSTFvM74HHB9qmCYAP5I2Cb2SZwGNG8YqJ7fTpYpwIldmttcnxAQbzbMBPz9iZvYpYsfXi9BaakUN4FNhpGMn/Z2km4cNyOMFmChyUTP7x0hcWKXmTuLWom1aICdbOpS9Y7mDUM0qyDOcemaoD4FsasvwyHOWZRugnpOVFQVJnRFIkBrK0UsBhQW2jtnhDHaqjEax5w7zyTJvbUnegpjTOrsMkV2N7FLBWDkNktN3ODFrgj1sryu0RCUA2+xhb1wBKUE79DrhaBGi8b0Y2f6Ef36JE5bdgKRkr91DHH/mLLc2BLLGxdGAEAH9xr/DRP7UkPTdGeXob0JZ5dAIBAIBBmESKb4FZl+E9DdCuXg21D2vwm5ZgOk1jp4Nv8Ons2/Q6ziAkQmfAXR4BVAVr61CkJQUMAS9VoJiK0P+WiU4ugxoLExgG0fdmDPHmDvXla57uNP2M8f/0Th9QLVUylmziCYNxcYMeLcm5gKzl9kBZg4Htj7GVA9Nf71kVUwxS45OxdoBws7oYZ7iYlNhFLQZHFvLmIXP0mOxoCQUog82gzJCOXKyo+vpJiEhNUYdbTSSSmvKxF8bhqNAmGlgD3gxyx3Al86nudUYBpAYyjPkgEuQXt+HhPO8/NdnFhyIrEriUrZT/Rprfx5I8QKY9TP+dAK5lTqb9wm9nGuriTIMhM8NN2x0qrnFvM65m6ZKspGswpYReLAEG5jvZ8GxiovhHziU8SGBHvXH93NaTgtqayaE15FYS64VJxdULyIjlmc2BnjImq75ewijvM7pAhoaGRjsVdhjE4cxzpdkZB30Bkhe4drrSqrs2ZQ5OezDmoaNYVBmQ9jdCZ/pwBJZFlNAZuRye3YSFyFWQfEcAy5hO/R3HKgpRY0v5L9nQJ8hdRYDOyEqlmIDZ/D7qHJwl37AJVk6+ntXAtF7AsJc3YZ2E+4x0MwopJCkYGsrERFWCxnlwYFHb7RAHbq29EcObt0ZxcFQCTd5RwVYYwCgUAgEJxRfHmITlyC6MQlQKQLyoG3oOz+C+TDGyEf3QH56A7Qt/8DsVGLEJm4BLGqBfGltR0oCsvdVT3VixnTmQtF0yjq6oCPPwW2b6fYth041Qxs2Qps2UrxuyeBEZUUC+YDFy8gGD+ul7l0BII+UlEOtLUDxUPYBKS8nLpei6pKcNGFFO0dgD+vAGgHpFCrGVZDiaxPknpwdum/eQHFOUkOKUOA6AH9DRJiZdVp7VOiUKH+xHB2GRPrsJLP0pjwoTjJxAkixyWLz8oCZs5IkI9HkkElFUTPl2Q6Y2zbyIzY1SckmYWlxSKA6ock2ftYUpKZcG9byJZhWPHluzd2QZKApsB0jJC2I1Y+EfX65Viuz+WHVgDHjgFVI2SEQonX02uyChALXuboFHeuE05qE+DNQazywt73xwhjNJxdRrilJwBFAaJSAGFHxUFDwNFURwhysop3LhBCIBFqq7LI32LmX8RywDU02iPw0r6qiJTYwZSmMKINCUI6uQ9a/gh49PubIXQBwP4DbKwDVggjAEgyNz4cIWAUAOlDTHGPYhcfChfpYufcWZbUxQ2lDQkCvRRRAfv+28TdTMCJlqkm0x8QGNdnLKQLUca5TJygPji2hxFCjTyPgCap6FQrYIhdVA2AdLVYbRUfIhHu2lS9QEyIXQKBQCAQnD3ULETHX4Xo+KtAOhqg7H0dyu5XIJ/cB+Xz9VA+Xw/NX4TohCWITF4K6sgjkgxJIqisBCorgau+xJIcHzoEbNsObN5C8eEO9i3v4VXAn1ZRDBkCfOFiikVfIJgyWQhfgjPHpInOxLWJr71AgCAQAEBzWN68WBQqNaoDWpYtEupIuA5nzq5YjJqlzw1C6hB0+CdBK4pAyykDvMnzdRmMHgV0djIXJhpSekvv4b/VpkBYLrBNJmkKE/qSYuBInTWPzM3pIfG04oGpKBjJkvn2fQhxyiRGTiwg3qWTlRkDh53cctDQybhcUMmQJCCsFKJt6Bchq+zLCoCJXAAwcQLB+HEUfj/JjNjlBn+uneFKmcbpLDQmsb48dFUuQvMBnynqGDQXLUB7Zx38hX0P/ZL5tFCwF3Xweok50aY0qS6TFCopliPLmZA+TVedVjQGWqAY8OVC5cK0CdhpbG4B2topcnOIVYmRAJIvl91bFW/cDjDtoffOLj7U2/U2rwsmpKsFyoG3QCUVsVELdXGylwc1Bc6oRM+fx3Mt71YfoPpnJAl3Qjq2E1rFBcYr+u9ePFPqA44QgEJBjBJEx3wRJNTKoh+aD1ltFS+O6P9mZwNS2XhoHQ0JQ/mTIcQugUAgEAj6GZpdgsjMWxCZeQukxr1Qdv8Fyp7XIHU2wbP9D/Bs/wNi5dWITFqK6LgrU558GxBCMGoUq7B23dcJOjooNn8AvLeBYtMHwMmTwNp1wNp1TPhatJAJX5MnCeFLcA5CCKgvF5rWDE9Mn8lxkyAzqTzX3vmn6YjS55YSYY4so7paKFAFrTi9a3/UyDM3Vgi3vxEpB5rkAQgQKx4HqWk/YsNmJXzvxfOBri4gP5/A66Xo0ifuOc6ql04Un1Wd0i0kL0OzxpxsoL0DcU603pDliEY9Ey48DLsAMQlpTdQN4TIWA44fZ38XFQI+H+HanIV7s+4+olmpu9T6A2fuHcqF2KlZfoDEOzSjSi5a/RNR1g+agizDFMUJib8WjfPF5+xKO4xRUqxcW31NUE+ImQ5BVayBOWQIy8/V3AKc7mACt+FsUhS2nejYLya8VvuSs8u+ogR95v/VIsy9Qwjk+g/1hQNbIKJZXDXeHoqeDChUP2JDZ0Ku3wap7Si0wlGA7TOiN2IXuzCNyrRaDIDiAVVY3j3CVU+NRIHaI+zvkSMAmlMGmtOLChoQYpdAIBAIBBlFKx6P8MLxCM//IeRD70L9dB1Lbn9sJ+RjO0Hf/jWiwcsRmbwU2tCZvUoMkp1NsPhSYPGlBOEwC3P859sU721gwteal4A1L1EUDwEWfYHikkUEEycI4Utw7kB9+SgtaUbX4aMoLASgeKHllEFqrolv65bnRZ//Ga4Yr5cJIYbYFZenp7f0KXFPsvWyDlIKdHpYbJtEWALjWOHopNv1eokp8vCtcnvIl08lxQoD9booYxnKczOtGqipYU7VvpLLdVtVMlex1u8nKCmmUBS9eEKaGNdfNAoc08Wu8t7N3fqV6JhLWUhoDwUb+h1nOBIX3m8IT11drKCL4U6M6CbE/shrpnA50IkEVI1gwlaFHlZqFhLktKC0Py4drh8+bLgvLiCVO3TZ2ey4NLcAp1nWAys5vbGJJC4y0k+Kttvtye0+jUgnpPaj3IJz0z2aKjRvKKKBIUzUHExiF8Cqk+dWQGo7CunUQebu6kspXf3zhBeSjx+naGhkeRYDXH7KPXuZ4BXwA6WlfdkLIXYJBAKBQHBmkFXExlyK2JhLQU43Qtn9KtRPXoLUfAjq7leg7n4FWn4lIpO+iuj4q/XYqfTxeAgumgtcNJcJX1u3AW+9TbFhI9B4Eli9Fli9lqKkRBe+vsCEr6ThTgJBhtHyK5HTXIMJ4ykUhUDz5bPE77EwpLaj9sYuzi4Dww3i9dordJWnluc4BTIzTghh33pTCpbLhHL7lsbYDHFuGJa0Ock2uckFL2zFKi8EQu29ChlJBZ+PYPz4ntulQh4ndvWHUywZ1VN7f+4N4eHAQfZbkjJTNTJtZE/mKtUlQ3GKXdb/ublMuOwOsbDcyuFM9Gprs17vKyOrWLEXA4+HcAVjuAk5F8aY9tCXHdNsjx/oZhUkaB+KA6hc2s/sgCXwd+pil+Hscm6eRyscCUoPojVrXOJGaeAexhivSpJIpz0Rml4dd0CjeNPOGzdQ0AqqmNjVfgxaZAJMu28vnhdpoBix0omIaDnASSbKfrqbjbH2duDCMh+8aEdXF8WJU2y4TZ7U92dTIXYJBAKBQHCGoYFiRGbdhsjMWyEd+wjqJy9B+eyvkFpq4d34GLwbH0N0+Ayooy9DNHgFaHZJzyt1weMhmHcRMO8iglBIF77+SfHeRqChAXhxNfDiaorSUuALCykuupBg6hSWPFzQv+zatQsrV67ERx99hEgkgjFjxuCmm27Cl7/85ZTXEQ6H8fvf/x6vvfYajh49iry8PCxcuBB33XUXihPMnF977TU899xz2L9/P1RVxbRp03DnnXdiypQp/bVr/YM3B7GSCVAa9oBm5UMrmQBATwIeJ3bFOwaMZNOG2OPxgOUDa2T/l/ZuCMWRqSTE1JsPCglhNR8RKQDEemciKypkibVzsnt+M1WyQNASv9xfBGRI6OpvWOUvdvIjkeRtzybZDtPH0PLMudAGBERizkIjcRbn7FIUgtGjKfZ+Bhw8CAwfRnH6NHN6yDKQ04NjMRXKStmXQSdOsDHjhHePGSKSkuasWQuUQO48ZYo+1BNgFWeBPoXv8dVhs7OtfpnOLiOMMckmtOIJaMwfjo5o/7iRXG+L3EIqySBajIVNRyyBSxvSf6VTFdnad0E/kVUAmlUA0tUMqeUwV9Cgd/cuWjASJKTnw4NlFOvsArYdm4RZw/aiQR4FnGIhurm5fb9HCrFLIBAIBIKzBSHQKi5AqOIChL7wv6Ds+xuUPa9BPvIBcGQ7vEe2w/P2rxEbNgux0YsQHXkxaMHIXs2CvV6C+fOA+fOY8LVlq+X4OnHCEr5YBTeKuRcSzJkNlJacxxOyfuKDDz7AbbfdBlVVcdVVVyEnJwfr16/HPffcg/r6enznO9/pcR2apmHFihXYsGEDqqur8cUvfhG1tbVYt24d3n//faxevTpO8HryySfxyCOPoKKiAsuWLUNnZydef/11fOMb38Czzz6LOXPmZGqXewUtHIVooJiFVBkTRC5PiBYohnS6EVq5VU3RnJQ6cnZ5PcwRomksCXifnYuEsCfzNCrwpQNVfDiavxgUspkzujddHj+OiXyTJ6no7k7eVisZD2hR0MJR6W/oXOQcvlUNH0ZQVMjCICll9+PzHsUH6Pn4qKNK8bChwP79TOBqb4fp6srL7T8XcuVwVvnYDX4ToTC7z+S7pLVLBi0chZisWg5J1W+92AdnF4/fb90DOzqAY8eo5exKpqcRgojUf2F3rqeEr1QYKAFpPwbSdYqJXoQgGryiXxPUy0Lsygha4UjI9c2QmvZbC/tw3vjrUiJAdTWwezfQ1u3H1hPTTYdufzg4ASF2CQQCgUBwbuAJIDp5KaKTl4J0NCCn7j1EdqyFfOwjKHVboNRtgfedB6HlDUO06mLEquYjVjENyEo/3NHrJVgwH1gwnwlfm7cAG9+n2LyZVQl7bwNLdg8AZaUUU6cAU6cw11dVlcj1lQ7RaBT3338/CCF4/vnnMXHiRADA9773PSxbtgwrV67EFVdcgaqqqqTrefnll7FhwwZcddVV+M1vfmNO+F566SX85Cc/wcMPP4wHH3zQbF9TU4OVK1eiqqoKa9euRY5uh/jWt76Fr3/967j//vvx17/+FUq6doVM43XYNnzWEy/NH47osJm2B21V1UuZa6wamRHS4/EwZ2Own4wD0aoFkFpqoRX1vRKcG4QAlNgn/L3JTeT1EowZzRxPPYldUP3Qhs9OfyPnGFMmA3v2AJMmnO2eJMfvF/dNHq14HOT67ewfRyglIQQFBRSNJ1n4fYtuQMw/Q3n0nUJRUWEvnHiEgOZbiemoTezqvbOrsBDweYG8PPZZnJVl5VH6ZLfl6OopT2F/ZOsy3FRD3IygfIXZ7BKg/RgTugBQNdCvQhfQj3kZBTZodhmoL89yJQKgalaSdySHP08jRgBDigimX0Cx/UOgrd16TYhdAoFAIBAMUmh2CeS5t6Nt/NdAWuuhHPgH5EPvQq7bAqm1Dp6dq4CdqwCwnAqx8mmIlVdDK58KrWBUWomlvV6ChQuAhQsINI3i8/3Aps3Aps0Ue/cCx0+wn/VvskfjQAAIjqUIjgUqKwkqylmi5dJSEf7oxubNm1FbW4ulS5eaQhcAZGdn47vf/S7uvvturFu3Dj/84Q+TrmfNmjUAgB/96Ec2Z8PXvvY1PPvss3jjjTfwwAMPIFuPl1q3bh2i0ShWrFhhCl0AMHbsWCxZsgQvvPACNm/ejPnz5/fn7vY/kgIqqyCxCHN5OSZIskxQPITiRAOrcscnqO9XvDksh1iG8GUmF/x5QVkpQVkfkxgLzjw0pwyx8mkgHcdBA/FxxoUFTOg6eMhaVjzkzPSNEAICagpC/ZJfzdM/YpeiEMyfZyXuZ78t6cpwN/WU2Lt4CFB/NL6iaTrMu4jlVsvNcbV2mX/RgP0AUueXGv3Aufa9zaCBEMQq54KcPglEu0GzCmxfQqW/OoKyUvbFVNUItiw7m2DqVFZcyaCnAiupIi4LgUAgEAjOYWjeUESmfxuR6d8GIp2Qaz+AcugdyEe2QGo+BKm5BlJzDdTdr7D2RALNGwataCy0otHQCkdCy6kAza0AzS615UZxIkkE44LAuCBw87cJOjspdu8Bdn0M7PqY4tNPSdyu1AAAHNpJREFUgdOngR0fsR/+AZslXKYoLGA5VfgffxaBx8MqXc276Pxyhm3ZsgUAXEWlefPm2dokIhQKYefOnRg5ciSGDh3qup4//vGP2LlzZ9w6jf95FixYgBdeeAFbt24998UuALFRX2AV43hnBEdZKXCiAThcay3rywTubOD3E8ybS9HcDOzey5b1R9U5geBchuYNBc2Lv6cBQD5nWvaowMQJ/ZPDJ1VKSoDGRvYZ1h85/3hnl2ulwjRwhnKOHgnU1TOB6/hxloC/rDT5sQqOZftW0gchz+MhiQtDqD5ouUPZM4fiBVV8IFHdbpqByoXl5cwZlH2GC4ueF0gyaE7/faMwZXL8tVmQT+D1UC7vZv+MdSF2CQQCgUAwUFD9iI1ehNjoRez/rmbIx3ZBPvYRpGMfQT6xByTUCtJSC6mlFjjwD9vbKZFAAyWg2SWgvjxQXz5oVj5zzHizQRUfoPj0317kKFmYXe7F7EofcLWEqCaj7piEQzUyDh6WUH9cxrETMvYcKUI4THDiBMv/FY8lij35fwkmZ84gc85RU1MDABgxYkTca3l5eSgoKMDhw4eTrqO2thaapiUMdTSW19TUmOJWTU0N/H6/a+J6oy9G3855eqgYN2QIy9FlPCQPHwoUFg48QdXvJ/D5KI7Usf+FU0FwPpOTDfizWNW26RcAOa7uocwxdUo/b0+x7JuEav0SRmgwahTBKD313rhgit1RCIYP68dOuKBVTDP/pv5CkLajoLIHWm6/lcc1GT6M5TDL66fwN8GZZ9o09kVqf16X4mNUIBAIBIKBSlYBYqMWIjZqIfufUpDOk5CaDkBq2g+paT9Iy2FIbUdZcthYBKTjONBxvNebnKj/AACGsJ/INZfj6EWP4NhxoKWVJRRubwPaO1i5+K5uljg8Pw8Ym5mUR+csHR0sAXNOghJi2dnZOH48+flob28327oRCARs2zL+Lix0KTPGrYdvn4iCgvRzwp0NvnQFRUsLhccD5OcPbEvUFZfTfknCPVDOncCOOG8WX7qCQtMGToh8T+eOjpwO2tUMMnRMvyXaHyjQnPlAqB3IKgDJkG01wUdeSohxd/YpKABGVPbcLh2E2CUQCAQCwWCBENBAMWKBYsQqL7S/RjWQziaQtqMgp0+CdLeCdLeAdLWAdLcA4dMg0RAQ7WahBvqPsQyaxpLL0hhANYD/21+AoiKCorgktefXw/xgpLm5+Wx3IWVUlVW6G0BdzhgFBQUD6twJGOK8DVxSOnfecvZjZNw/75CAcGvPzc4wYtwNTFIRKIXYJRAIBALB+QCRQAPFcYliBZnFcFEZ7iwnHR0dCV1fBsbriZxYp0+ftm3L+DvZNp3tBQKBQCAQCAYTA9vnLRAIBAKBQHAOY+TTcsvL1draiubmZtd8XjyVlZWQJClhji1jOZ/Tq6qqCp2dnWhsbIxrb/QlUQ4wgUAgEAgEgoGOELsEAoFAIBAIMsSsWbMAABs2bIh7bePGjQCA2bNnJ12H1+vF1KlTcejQIdTX17uux+PxoLq6Om67xjZ43nvvPVsbgUAgEAgEgsGGELsEAoFAIBAIMsTcuXMxfPhw/Pd//zf27NljLu/o6MDvfvc7KIqCr371q+byhoYGHDhwIC4E8brrrgMA/OY3vwGlVh2vl156CQcOHMCVV15pC0tcunQpFEXBE088YVvX559/jr/85S+orKzEhRc68roJBAKBQCAQDBII5Z+YBAKBQCAQCAT9yubNm3H77bdDVVVcffXVyM7Oxvr161FXV4e77roLK1asMNved999ePnll/GrX/0KS5cuNZfHYjEsX74cGzZsQHV1NWbPno0jR45g/fr1KC0txZo1a1BcbM/H9sQTT+DRRx9FRUUFLr/8cnR2duL1119HKBTCM888I8QugUAgEAgEgxYhdgkEAoFAIBBkmF27duG3v/0tPvroI0QiEYwZMwY33XQTvvKVr9jaJRK7ACAcDuP3v/89Xn31VRw9ehR5eXlYuHAh7rrrLpSUlLhu99VXX8Vzzz2H/fv3Q1VVTJs2DXfeeSemTp2asX0VCAQCgUAgONsIsUsgEAgEAoFAIBAIBAKBQDBoEDm7BAKBQCAQCAQCgUAgEAgEgwYhdgkEAoFAIBAIBAKBQCAQCAYNQuwSCAQCgUAgEAgEAoFAIBAMGoTYJRAIBAKBQCAQCAQCgUAgGDQovXnTrl27sHLlyriKQl/+8pdTXodRUei1116LqyjkLJ1t8Nprr7lWFJoyZUrG+pmIgXAMLrnkEtTX17uu5/rrr8fPf/7zlPvq5Ezvf1dXF/785z/j008/xaeffoqamhpQSvGPf/wDw4YNy2g/M7XeTO//YDr/e/bswd/+9je8//77OHLkCNrb21FaWooFCxZgxYoVKC0tdd1GTU0NHnnkEXzwwQfo7OzEiBEjcP311+OGG26AJPVN6x8Ix+Bb3/oWtmzZ4rrt+fPn49lnn01vpznO9P7v3bsXzz33HD755BM0NDSgs7MTpaWlmDRpEm6//fbz4nOgN8dgMN0H3Fi+fDneeecdeDwefPzxx65tMnkfGIxkcswIUuMvf/kLtm/fjk8++QT79u1DJBJxrc5p0NjYiEcffRTvvPMOWltbUVFRgS9/+ctYvnw5PB5PXPu+jjuBOydOnMBf//pXvPvuuzh48CBOnjyJvLw8TJ8+Hbfffjuqq6vj3tPR0YGVK1di/fr1aGxsRHFxMS677DL84Ac/QHZ2dlx7TdOwatUqvPjiizh8+DD8fj/mzJmDu+++G1VVVWdgLwcnbW1t+O1vf4uPP/4YdXV1aG1tRUFBAUaOHIkbb7wRl112GQghtveIcXfu8vTTT+Phhx8GALz44ouYNm1aXBsx9s4P0q7G+MEHH+C2226Dqqq46qqrkJOTg/Xr16Ourg533303vvOd7/S4Dk3TcMcdd2DDhg2orq7G7NmzUVtbi7///e8oKyvD6tWr4wb9k08+iUceeQQVFRW4/PLL0dnZiddffx2hUAjPPvss5syZ0+/9HOjH4JJLLkFbWxtuuummuO1PnjwZixYtGjD7X1dXh0svvRQAMHToUJw+fRotLS1JxZ5MXQMDZf8H0/m/7rrrsGvXLkyZMgXV1dVQVRW7du3Ctm3bUFBQgOeffx6jR4+2bWP//v1YtmwZuru7ccUVV6C0tBTvvvsu9u3bh+uuuw7//u//3qv9H0jHwBC7vv/978dtv7KyEkuWLBkw+79mzRo88sgjmDZtGsrLy5GVlYUjR47gn//8J8LhMB588MG4/RlsnwO9OQaD6T7gZO3atXjggQegqioopa5iVybvA4ORTI4ZQeoYInVBQQH8fj/q6+sTil2NjY247rrrcOzYMSxevBhVVVXYvn07PvzwQyxYsAC///3vbaJuX8edIDEPP/wwnn76aVRWVmLWrFkoKirC4cOH8eabb4JSit/85je48sorzfadnZ244YYbsGfPHsybNw8TJ07E3r178d5772HChAlYtWoV/H6/bRsPPPAAVq9ejTFjxmDhwoVoamrCG2+8Aa/XixdeeAFjxow507s9KDh8+DCuueYaVFdXo7KyEvn5+WhqasI///lPNDU1xX1eiHF37nLgwAFcc801UBQFnZ2drmKXGHvnETQNIpEIXbx4MZ08eTL99NNPzeXt7e30qquuohMnTqSHDh3qcT1r166lwWCQ3n333VTTtLjl9957r639oUOH6MSJE+lll11G29razOX79u2j1dXVdPHixTQSifR7P90YKMeAUkoXLVpEFy1a1Kv9TMTZ2v+Ojg66YcMG2tzcTCml9NZbb6XBYJAeOXIko/3M1Hozvf+UDq7z/1/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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(trace_heights, var_names = [\"α\", \"β\", \"γ\", \"δ\"]);" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Weight vs Height fit and posterior predictive checks')" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "\n", - "ax.plot(weight, height, \"C0.\")\n", - "μ_m = trace_heights[\"μ\"].mean(0)\n", - "\n", - "order = np.argsort(weight)\n", - "ax.plot(weight[order], μ_m[order], c=\"k\")\n", - "\n", - "az.plot_hpd(weight, trace_heights[\"μ\"], credible_interval=.98)\n", - "az.plot_hpd(weight, ppc_heights[\"height_pred\"], credible_interval=.98, color=\"gray\")\n", - "\n", - "fig.suptitle(\"Weight vs Height fit and posterior predictive checks\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's also plot the noise as a function of weight:" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.plot(weight, trace_heights[\"ϵ\"].mean(0))\n", - "az.plot_hpd(weight, trace_heights[\"ϵ\"], credible_interval=.98);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can see that in lower weight ranges there tends to be less variability in height than for bigger weight ranges (i.e when people are older). This makes sense intuitively, as humans start out roughly the same in their earlier years, and tend to become more different in physical dimensions as they grow older in age and weight." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 10\n", - "***\n", - "\n", - "*It is known that for many species the weight does not scale with the height, but with the logarithm of the weight. Use this information to fit the howell data (including subjects from all ages). Do one more model, this time without using the logarithm but instead a second order polynomial. Compare and explain both results.*\n", - "\n", - "We did the logarithm bit in the previous exercise, so let's directly fit the model with a 2nd order polynomial that follows this definition:\n", - "$$\\mu = \\alpha + \\beta_0*x + \\beta_1*x^2$$\n", - "\n", - "Note that we could have used the dot product like in the `model_mlr` example, but in this model we chose to explicitly split out the terms." - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [δ, γ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:31<00:00, 161.01draws/s]\n", - "100%|██████████| 2000/2000 [00:01<00:00, 1282.82it/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as heights_polynomial:\n", - " α = pm.Normal(\"α\", sd=10)\n", - " β = pm.Normal(\"β\", sd=10, shape=2)\n", - " γ = pm.HalfNormal(\"γ\", sd=10)\n", - " δ = pm.HalfNormal(\"δ\", sd=10)\n", - " \n", - " weight_shared = shared(weight.values * 1.)\n", - " \n", - " μ = pm.Deterministic(\"μ\", α + β[0] * weight_shared + β[1] * weight_shared**2)\n", - " ϵ = pm.Deterministic(\"ϵ\", γ + δ * weight_shared)\n", - " \n", - " height_pred_polynomial = pm.Normal(\"height_pred\", mu=μ, sd=ϵ, observed=height)\n", - " trace_heights_polynomial = pm.sample(tune=2000)\n", - " ppc_heights_polynomial = pm.sample_posterior_predictive(trace_heights_polynomial, samples=2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(trace_heights_polynomial, var_names = [\"α\", \"β\", \"γ\", \"δ\"]);" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "\n", - "ax.plot(weight, height, \"C0.\")\n", - "μ_m = trace_heights_polynomial[\"μ\"].mean(0)\n", - "# ϵ_m = trace_heights_polynomial[\"ϵ\"].mean(0)\n", - "\n", - "# ax.plot(weight, μ_m, c=\"k\")\n", - "az.plot_hpd(weight, trace_heights_polynomial[\"μ\"], credible_interval=.98)\n", - "az.plot_hpd(weight, ppc_heights_polynomial[\"height_pred\"], credible_interval=.98, color=\"gray\")\n", - "fig.suptitle(\"Weight vs Height fit and posterior predictive checks\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "For weights up until around ~50 units, the polynomial fit looks good. However past that point the curve starts dropping. Inuitively this does not make sense. This phenonemon is not a property of our data, but of our model choice. Polynomial functions always have to make N-1 turns, where N is the degree of the polynomial. This doesn't necessarily make our model useless, it seems to do a good job in certain parts of the domain, but as a statistical modeler, it's up to you to understand the tools in your toolbox and the tradeoffs of each." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 11\n", - "***\n", - "\n", - "*Think about a model that's able to fit the first three dataset from the Anscombe quartet. Also, think about a model to fit the fourth dataset.*" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below are all four datasets from Anscombe's Quartet \n", - "![title](images/640px-Anscombe.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A model that might fit the first three models is a polynomial regression of the form:\n", - "\n", - "$ y = \\alpha_2 x^2 + \\alpha_1 x + \\alpha_0 $\n", - "\n", - "For the more linear datasets the model could have a low value for $\\alpha_2$, and for the second dataset the model would be able to fit the non linearity.\n", - "\n", - "For the last dataset there seems to be two distinct patterns, a cluster of points at x=8 and one at x=19. We could model this one with two groups as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_csv(os.path.join(\"..\", \"code\", \"data\", \"anscombe.csv\"))\n", - "df = df.loc[df[\"group\"] == \"IV\", [\"x\", \"y\"]]" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "33 1\n", - "34 1\n", - "35 1\n", - "36 1\n", - "37 1\n", - "38 1\n", - "39 1\n", - "40 0\n", - "41 1\n", - "42 1\n", - "43 1\n", - "Name: x, dtype: int64" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "idx = (df[\"x\"] == 8).astype(int)\n", - "idx" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/canyon/.local/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "/Users/canyon/.local/lib/python3.7/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", - " rval = inputs[0].__getitem__(inputs[1:])\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [mu, sd]\n", - "Sampling 2 chains: 0%| | 0/21000 [00:00,\n", - " ],\n", - " [,\n", - " ],\n", - " [,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(trace_4);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 12\n", - "***\n", - "\n", - "*See in the code accompanying the book the `model_t2` (and the data associated with it). Experiment with priors for $\\nu$, like the non-shifted exponential and gamma priors (they are commented in the code below). Plot the prior distribution, to ensure that you understand them. An easy way to do this is to just comment the likelihood in the model and check the trace plot. A more efficient way though is to use the `pm.sample_prior_predictive()` function instead of `pm.sample()`.*" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [], - "source": [ - "ans = pd.read_csv('../code/data/anscombe.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ν, ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:16<00:00, 308.57draws/s]\n" - ] - } - ], - "source": [ - "x_4 = ans[ans.group == 'IV']['x'].values\n", - "y_4 = ans[ans.group == 'IV']['y'].values\n", - "\n", - "with pm.Model() as model_t2:\n", - " α = pm.Normal('α', mu=0, sd=100)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " ν = pm.Exponential('ν', 1/30)\n", - " # ν = pm.Gamma('ν', mu=20, sd=15)\n", - " # ν = pm.Gamma('ν', 2, 0.1)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", - " \n", - " prior_v_exp = pm.sample_prior_predictive(2000)\n", - " trace_v_exp = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [], - "source": [ - "data_exp = az.from_pymc3(trace=trace_v_exp, prior=prior_v_exp)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(data_exp.prior, var_names=[\"ν\"]);" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ν, ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:14<00:00, 355.57draws/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as model_t2:\n", - " α = pm.Normal('α', mu=0, sd=100)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " # ν = pm.Exponential('ν', 1/30)\n", - " ν = pm.Gamma('ν', mu=20, sd=15)\n", - " #ν = pm.Gamma('ν', 2, 0.1)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", - " \n", - " prior_v20_15 = pm.sample_prior_predictive(2000)\n", - " trace_v_20 = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "data_20 = az.from_pymc3(trace=trace_v_20, prior=prior_v20_15)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(data_20.prior, var_names=[\"ν\"]);" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [ν, ϵ, β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:11<00:00, 453.04draws/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as model_t2:\n", - " α = pm.Normal('α', mu=0, sd=100)\n", - " β = pm.Normal('β', mu=0, sd=1)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " # ν = pm.Exponential('ν', 1/30)\n", - " # ν = pm.Gamma('ν', mu=20, sd=15)\n", - " ν = pm.Gamma('ν', 2, 0.1)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α + β * x_4, sd=ϵ, nu=ν, observed=y_4)\n", - " \n", - " prior_v2_01 = pm.sample_prior_predictive(2000)\n", - " trace_v_2_01 = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [], - "source": [ - "data_2 = az.from_pymc3(trace=trace_v_2_01, prior=prior_v2_01)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[,\n", - " ]],\n", - " dtype=object)" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "az.plot_trace(data_2.prior, var_names=[\"ν\"]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 13\n", - "***\n", - "\n", - "*For the `unpooled_model`, change the value of `sd` for the $\\beta$ prior. Try values of 1 and 100. Explore how the estimated slopes change for each group. Which group is more affected by this change?*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "N = 20\n", - "M = 8\n", - "idx = np.repeat(range(M-1), N)\n", - "idx = np.append(idx, 7)\n", - "np.random.seed(314)\n", - "\n", - "alpha_real = np.random.normal(2.5, 0.5, size=M)\n", - "beta_real = np.random.beta(6, 1, size=M)\n", - "eps_real = np.random.normal(0, 0.5, size=len(idx))\n", - "\n", - "y_m = np.zeros(len(idx))\n", - "x_m = np.random.normal(10, 1, len(idx))\n", - "y_m = alpha_real[idx] + beta_real[idx] * x_m + eps_real\n", - "x_centered = x_m - x_m.mean()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's loop through a couple standard deviation values for the slope parameter of each group:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sd_values = [1, 10, 100]\n", - "all_traces = {}\n", - "\n", - "for sd_value in sd_values:\n", - " with pm.Model() as unpooled_model:\n", - " α_tmp = pm.Normal('α_tmp', mu=0, sd=10, shape=M)\n", - " β = pm.Normal('β', mu=0, sd=sd_value, shape=M)\n", - " \n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " ν = pm.Exponential('ν', 1/30)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α_tmp[idx] + β[idx] * x_centered,\n", - " sd=ϵ, nu=ν, observed=y_m)\n", - "\n", - " α = pm.Deterministic('α', α_tmp - β * x_m.mean())\n", - "\n", - " unpooled_model_trace = pm.sample(2000)\n", - " all_traces[sd_value] = unpooled_model_trace" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_traces[10]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_summaries = []\n", - "for sd, trace in all_traces.items():\n", - " summary = az.summary(az.from_pymc3(trace=trace))\n", - " summary[\"group\"] = f\"sd_{sd}\"\n", - " summary.reset_index(inplace=True)\n", - " #summary. = summary.index +\n", - " all_summaries.append(summary)\n", - " \n", - "summaries_df = pd.concat(all_summaries)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "beta = summaries_df[summaries_df[\"index\"].str.contains(\"β\")]\n", - "beta = beta[[\"group\", \"mean\",\"index\"]]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "beta_p = beta.pivot(index=\"group\", columns=\"index\")\n", - "beta_p.columns = beta_p.columns.droplevel(0)\n", - "beta_p.reset_index(inplace=True)\n", - "beta_p" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "parallel_coordinates(beta_p, \"group\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we increase the standard deviation of the beta prior (the slope parameter), we see that for most of the groups the effect is neglible. However, for group 7 the prior has a strong effect on the posterior estimation because group 7 only has one data point and the unpooled model doesn't consider the datapoints in the other groups. There simply isn't enough data to \"wash out\" the prior distribution in this case." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 14\n", - "***\n", - "\n", - "*Using the model `hierarchical_model`, repeat Figure 3.18, the one with the eight groups and the eight lines, but this time add the uncertainty to the linear fit.*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "N = 20\n", - "M = 8\n", - "idx = np.repeat(range(M-1), N)\n", - "idx = np.append(idx, 7)\n", - "np.random.seed(314)\n", - "\n", - "alpha_real = np.random.normal(2.5, 0.5, size=M)\n", - "beta_real = np.random.beta(6, 1, size=M)\n", - "eps_real = np.random.normal(0, 0.5, size=len(idx))\n", - "\n", - "y_m = np.zeros(len(idx))\n", - "x_m = np.random.normal(10, 1, len(idx))\n", - "y_m = alpha_real[idx] + beta_real[idx] * x_m + eps_real\n", - "\n", - "with pm.Model() as hierarchical_model:\n", - " # hyper-priors\n", - " α_μ_tmp = pm.Normal('α_μ_tmp', mu=0, sd=10)\n", - " α_σ_tmp = pm.HalfNormal('α_σ_tmp', 10)\n", - " β_μ = pm.Normal('β_μ', mu=0, sd=10)\n", - " β_σ = pm.HalfNormal('β_σ', sd=10)\n", - "\n", - " # priors\n", - " α_tmp = pm.Normal('α_tmp', mu=α_μ_tmp, sd=α_σ_tmp, shape=M)\n", - " β = pm.Normal('β', mu=β_μ, sd=β_σ, shape=M)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - " ν = pm.Exponential('ν', 1/30)\n", - "\n", - " y_pred = pm.StudentT('y_pred', mu=α_tmp[idx] + β[idx] * x_centered,\n", - " sd=ϵ, nu=ν, observed=y_m)\n", - "\n", - " α = pm.Deterministic('α', α_tmp - β * x_m.mean())\n", - " α_μ = pm.Deterministic('α_μ', α_μ_tmp - β_μ * x_m.mean())\n", - " α_σ = pm.Deterministic('α_sd', α_σ_tmp - β_μ * x_m.mean())\n", - "\n", - " trace_hm = pm.sample(1000)\n", - " ppc_lines = pm.sample_posterior_predictive(trace_hm, samples=500)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "alpha = trace_hm.get_values(\"α\")[369, 1]\n", - "beta = trace_hm.get_values(\"β\")[369, 1]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Get 20 random samples for chain\n", - "chain_length =1000\n", - "random_draws = np.random.randint(0, chain_length-1, 20)\n", - "\n", - "_, ax = plt.subplots(2, 4, figsize=(10, 5), sharex=True, sharey=True,\n", - " constrained_layout=True)\n", - "ax = np.ravel(ax)\n", - "j, k = 0, N\n", - "x_range = np.linspace(x_m.min(), x_m.max(), 10)\n", - "for i in range(M):\n", - " ax[i].scatter(x_m[j:k], y_m[j:k])\n", - " ax[i].set_xlabel(f'x_{i}')\n", - " ax[i].set_ylabel(f'y_{i}', labelpad=17, rotation=0)\n", - " \n", - " #We add this one line to plot uncertainty. At least two data points must be present in group\n", - " for random_draw in random_draws:\n", - " alpha = trace_hm.get_values(\"α\")[random_draw, i]\n", - " beta = trace_hm.get_values(\"β\")[random_draw, i]\n", - " ax[i].plot(x_m, alpha + beta*x_m, 'C1-', alpha=0.5)\n", - " # ax[i].plot(x_m, alpha + beta*x_m)\n", - "\n", - " \n", - " alpha_m = trace_hm['α'][:, i].mean()\n", - " beta_m = trace_hm['β'][:, i].mean()\n", - " ax[i].plot(x_range, alpha_m + beta_m * x_range, c='k',\n", - " label=f'y = {alpha_m:.2f} + {beta_m:.2f} * x')\n", - " plt.xlim(x_m.min()-1, x_m.max()+1)\n", - " plt.ylim(y_m.min()-1, y_m.max()+1)\n", - " j += N\n", - " k += N" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 15\n", - "***\n", - "\n", - "*Re-run the `model_mlr` example, this time without centering the data. Compare the uncertainty in the $\\alpha$ parameter for one case and the other. Can you explain these results?*\n", - "\n", - "*Tip: Remember the definition of the $\\alpha$ parameter (also known as the intercept).*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "np.random.seed(314)\n", - "N = 100\n", - "alpha_real = 2.5\n", - "beta_real = [0.9, 1.5]\n", - "eps_real = np.random.normal(0, 0.5, size=N)\n", - "\n", - "X = np.array([np.random.normal(i, j, N) for i, j in zip([10, 2], [1, 1.5])]).T\n", - "X_mean = X.mean(axis=0, keepdims=True)\n", - "y = alpha_real + np.dot(X, beta_real) + eps_real" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "with pm.Model() as model_mlr:\n", - " α_tmp = pm.Normal('α_tmp', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=1, shape=2)\n", - " ϵ = pm.HalfCauchy('ϵ', 5)\n", - "\n", - " μ = α_tmp + pm.math.dot(X, β)\n", - "\n", - " α = pm.Deterministic('α', α_tmp - pm.math.dot(X_mean, β))\n", - "\n", - " y_pred = pm.Normal('y_pred', mu=μ, sd=ϵ, observed=y)\n", - "\n", - " trace_mlr = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "az.summary(trace_mlr, var_names=['α', 'β', 'ϵ'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With the non-centered data, $\\alpha$ changes to compensate for the position of the points. In other words, $\\alpha$ needs to compensate $\\beta X$ distance up or down since the $X$ values are no longer centered around the $y$ axis." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 16\n", - "***\n", - "\n", - "*Read and run [this notebook](https://docs.pymc.io/notebooks/LKJ.html) from PyMC3's documentation*" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 17\n", - "***\n", - "\n", - "*Choose a dataset that you find interesting and use it with the simple linear regression model. Be sure to explore the results using ArviZ functions and compute the Pearson correlation coefficient. If you do not have an interesting dataset, try searching online, for example [here](https://data.worldbank.org/) or [there](http://users.stat.ufl.edu/~winner/datasets.html).*" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/exercises/Chapter4.ipynb b/exercises/Chapter4.ipynb deleted file mode 100644 index 2e66837..0000000 --- a/exercises/Chapter4.ipynb +++ /dev/null @@ -1,1391 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Chapter 4 Exercises" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "import arviz as az\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import pandas as pd\n", - "import pymc3 as pm\n", - "import seaborn as sns\n", - "import theano.tensor as tt\n", - "\n", - "from scipy import stats\n", - "from scipy.special import expit as logistic\n", - "\n", - "np.random.seed(123)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 1\n", - "***\n", - "\n", - "*Re-run the first model using the petal length and then petal width variables. What are the main differences in the results? How wide or narrow is the 95% HPD interval in each case?*" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "iris = pd.read_csv('../code/data/iris.csv')\n", - "df = iris.query(\"species == ('setosa', 'versicolor')\")\n", - "y_0 = pd.Categorical(df['species']).codes\n", - "\n", - "varnames = ['α', 'β', 'bd']" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1391.68draws/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature sepal_length summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 0.31 0.32 0.00 -0.32 0.96 1731.0 1.0\n", - "β 5.40 1.00 0.02 3.55 7.43 1531.0 1.0\n", - "bd -0.06 0.06 0.00 -0.17 0.06 1788.0 1.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1170.33draws/s]\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_width summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 0.61 1.83 0.06 -2.77 4.65 645.0 1.0\n", - "β 18.41 5.61 0.15 8.65 29.26 446.0 1.0\n", - "bd -0.04 0.09 0.00 -0.22 0.13 814.0 1.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1104.36draws/s]\n", - "There were 22 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 36 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 3.37 4.10 0.15 -3.53 12.31 582.0 1.0\n", - "β 12.98 5.64 0.08 3.76 23.78 371.0 1.0\n", - "bd -0.28 0.28 0.01 -0.81 0.22 704.0 1.0\n" - ] - } - ], - "source": [ - "for feature in [\"sepal_length\", \"petal_width\", \"petal_length\"]:\n", - "\n", - " x_n = feature\n", - " x_0 = df[x_n].values\n", - " x_c = x_0 - x_0.mean()\n", - "\n", - " with pm.Model() as model_0:\n", - " α = pm.Normal('α', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=10)\n", - "\n", - " μ = α + pm.math.dot(x_c, β) \n", - " θ = pm.Deterministic('θ', pm.math.sigmoid(μ))\n", - " bd = pm.Deterministic('bd', -α/β)\n", - "\n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_0)\n", - "\n", - " trace_0 = pm.sample(1000)\n", - " \n", - " print(\"Feature {} summary\".format(feature))\n", - " print(az.summary(trace_0, varnames, credible_interval=.95))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the results, we can see that the `bd` variable's HPD is the smallest with sepal length, and increases with petal_width and petal_length." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 2\n", - "***\n", - "\n", - "*Repeat exercise 1, this time using a Student's t-distribution as a weakly informative prior. Try different values of $\\nu$.*" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:06<00:00, 442.69draws/s]\n", - "There were 660 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The acceptance probability does not match the target. It is 0.5723934984887481, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "There were 172 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length nu 1 summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 4.95 13.41 1.15 -10.62 27.76 126.0 1.00\n", - "β 137.73 450.93 81.03 3.59 598.05 41.0 1.03\n", - "bd -0.17 0.25 0.04 -0.73 0.17 49.0 1.01\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:03<00:00, 879.48draws/s] \n", - "There were 20 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 37 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length nu 10 summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 4.03 4.56 0.14 -3.52 13.52 434.0 1.0\n", - "β 14.50 6.94 0.40 3.71 27.74 334.0 1.0\n", - "bd -0.29 0.28 0.01 -0.83 0.18 543.0 1.0\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1032.88draws/s]\n", - "There were 55 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "There were 48 divergences after tuning. Increase `target_accept` or reparameterize.\n", - "The number of effective samples is smaller than 25% for some parameters.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Feature petal_length nu 30 summary\n", - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 3.94 4.30 0.20 -2.79 13.68 327.0 1.00\n", - "β 14.01 5.98 0.38 4.00 25.55 369.0 1.01\n", - "bd -0.28 0.28 0.01 -0.83 0.19 329.0 1.00\n" - ] - } - ], - "source": [ - "for nu in [1, 10, 30]:\n", - "\n", - " x_0 = df[\"petal_length\"].values\n", - " x_c = x_0 - x_0.mean()\n", - "\n", - " with pm.Model() as model_0:\n", - " # Priors have been changed\n", - " α = pm.StudentT('α', nu=nu, mu=0, sd=10)\n", - " β = pm.StudentT('β', nu=nu, mu=0, sd=10)\n", - "\n", - "\n", - " μ = α + pm.math.dot(x_c, β) \n", - " θ = pm.Deterministic('θ', pm.math.sigmoid(μ))\n", - " bd = pm.Deterministic('bd', -α/β)\n", - "\n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_0)\n", - "\n", - " trace_0 = pm.sample(1000)\n", - " \n", - " print(f\"Feature {feature} nu {nu} summary\")\n", - " print(az.summary(trace_0, varnames, credible_interval=.95))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 3\n", - "***\n", - "\n", - "*Go back to the first example, the logistic regression for classifying setosa or versicolor given sepal length. Try to solve the same problem using a simple linear regression model, as we saw in chapter 3. How useful is linear regression compared to logistic regression? Can the result be interpreted as a probability?*\n", - "\n", - "*Tip: check whether the values of $y$ are restricted to the interval [0,1].*" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [sd, β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1139.65draws/s]\n", - "100%|██████████| 2000/2000 [00:01<00:00, 1088.84it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - " mean sd mc error hpd 2.5% hpd 97.5% eff_n r_hat\n", - "α 0.50 0.04 0.0 0.43 0.57 3075.0 1.0\n", - "β 0.57 0.05 0.0 0.46 0.67 3047.0 1.0\n", - "sd 0.35 0.02 0.0 0.30 0.40 2519.0 1.0\n" - ] - } - ], - "source": [ - "x_n = \"sepal_length\"\n", - "x_0 = df[x_n].values\n", - "x_c = x_0 - x_0.mean()\n", - "\n", - "with pm.Model() as model_0:\n", - " α = pm.Normal('α', mu=0, sd=10)\n", - " β = pm.Normal('β', mu=0, sd=10)\n", - " sd = pm.HalfNormal(\"sd\", sd=1)\n", - "\n", - " μ = α + pm.math.dot(x_c, β)\n", - "\n", - " yl = pm.Normal('yl', mu=μ, sd=sd, observed=y_0)\n", - " \n", - " trace_linear = pm.sample(1000)\n", - " \n", - " posterior_predictive_linear = pm.sample_posterior_predictive(trace_linear)\n", - " print(az.summary(trace_linear, credible_interval=.95))" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([],\n", - " dtype=object)" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "data = az.from_pymc3(trace=trace_linear, posterior_predictive=posterior_predictive_linear)\n", - "az.plot_ppc(data);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the posterior predictive checks, this model is not very useful. We are trying to estimate the probability of a species given sepal_length, but a number of the posterior predictive check values are below 0 and above 1. As such, the result cannot be interpreted as a probability." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 4\n", - "***\n", - "\n", - "*In the example from the \"Interpreting the coefficients of a logistic regression\" section, we changed `sepal_length` by 1 unit. Using figure 4.6, corroborate that the value of `log_odds_versicolor_i` corresponds to the value of `probability_versicolor_i`. Do the same for `log_odds_versicolor_f` and `probability_versicolor_f`. Just by noting that `log_odds_versicolor_f` - `log_odds_versicolor_i` is negative, what can you say about the probability? Use figure 4.6 to help you. Is this result clear to you from the definition of log-odds?*" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", - "y_1 = pd.Categorical(df['species']).codes \n", - "x_n = ['sepal_length', 'sepal_width'] \n", - "x_1 = df[x_n].values" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:17<00:00, 287.70draws/s]\n", - "The acceptance probability does not match the target. It is 0.8848631965762076, but should be close to 0.8. Try to increase the number of tuning steps.\n" - ] - } - ], - "source": [ - "with pm.Model() as model_1: \n", - " α = pm.Normal('α', mu=0, sd=10) \n", - " β = pm.Normal('β', mu=0, sd=2, shape=len(x_n)) \n", - " \n", - " μ = α + pm.math.dot(x_1, β) \n", - " θ = pm.Deterministic('θ', 1 / (1 + pm.math.exp(-μ))) \n", - " bd = pm.Deterministic('bd', -α/β[1] - β[0]/β[1] * x_1[:,0])\n", - " \n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_1) \n", - " \n", - " trace_1 = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α-9.244.590.11-17.84-0.471504.01.0
β[0]4.710.880.033.036.341370.01.0
β[1]-5.221.010.02-7.25-3.561567.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", - "α -9.24 4.59 0.11 -17.84 -0.47 1504.0 1.0\n", - "β[0] 4.71 0.88 0.03 3.03 6.34 1370.0 1.0\n", - "β[1] -5.22 1.01 0.02 -7.25 -3.56 1567.0 1.0" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "varnames = ['α', 'β'] \n", - "summary = az.summary(trace_1, var_names=varnames)\n", - "summary" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-5.219999999999999, -0.02387657278569843)" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x_1 = 4.5 # sepal_length\n", - "x_2 = 3 # sepal_width \n", - "\n", - "log_odds_versicolor_i = (summary['mean'] * [1, x_1, x_2]).sum()\n", - "probability_versicolor_i = logistic(log_odds_versicolor_i)\n", - "\n", - "log_odds_versicolor_f = (summary['mean'] * [1, x_1, x_2 + 1]).sum()\n", - "probability_versicolor_f = logistic(log_odds_versicolor_f)\n", - "\n", - "log_odds_versicolor_f - log_odds_versicolor_i, probability_versicolor_f - probability_versicolor_i" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The value of -5.22 is consistent with the summary and our \"hand check\". A log odds value of -5.22 means that as $x_2$ increases by one unit, the probability that the species is versicolor decreases. Or, equivalently, as sepal width increases, the probability that the flower is versicolor decreases.\n", - "\n", - "We can verify this with a quick plot:" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "colors = df[\"species\"].replace({'setosa':\"blue\", 'versicolor':\"green\"})\n", - "df.plot(kind=\"scatter\", x=\"sepal_length\", y=\"sepal_width\", c=colors);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see that, as sepal width increases from 3 to 4, we get further away from the green dots, reducing the probability that the flower we're seeing is of the versicolor species." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Question 5\n", - "***\n", - "\n", - "*Use the same example from the previous exercise. For `model_1`, check how much the log-odds change when increasing `sepal_length` from 5.5 to 6.5 (spoiler: it should be 4.66). How much does the probability change? How does this increase compared to when we increase `sepal_length` from 4.5 to 5.5?*" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "sepal_length_i 4.5, sepal_length_f 5.5\n", - " Log Odds Change 4.709999999999999\n", - " Probability Change 0.7080309252764029\n", - " \n", - "sepal_length_i 5.5, sepal_length_f 6.5\n", - " Log Odds Change 4.710000000000001\n", - " Probability Change 0.26467417655124303\n", - " \n" - ] - } - ], - "source": [ - "# Values for sepal length are directly added in the log_odds_line\n", - "x_1 = 4.5 # sepal_length\n", - "x_2 = 3 # sepal_width \n", - "\n", - "for i in (0,1):\n", - " log_odds_versicolor_i = (summary['mean'] * [1, x_1 + i, x_2]).sum()\n", - " probability_versicolor_i = logistic(log_odds_versicolor_i)\n", - "\n", - "\n", - " log_odds_versicolor_f = (summary['mean'] * [1, x_1 + i + 1, x_2]).sum()\n", - " probability_versicolor_f = logistic(log_odds_versicolor_f)\n", - "\n", - " print(f\"\"\"sepal_length_i {x_1 + i}, sepal_length_f {x_1 + i + 1}\n", - " Log Odds Change {log_odds_versicolor_f - log_odds_versicolor_i}\n", - " Probability Change {probability_versicolor_f - probability_versicolor_i}\n", - " \"\"\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From the calculation above we see that while the log-odds change stays constant, as it should in linear regression, the probability change is not as large from 5.5 to 6.5 as it is from 4.5 to 5.5. Looking at the graphic this intuitively makes sense as well. When sepal length is at 4.5, the chance that the species is versicolor is very small. When sepal length jumps to 5.5, this probability gets a lot bigger. This means that subsequently going from 5.5 to 6.5 still increases the probability of versicolor, but not as much - because, well, at 5.5 there is already a good chance that the species we're seeing is versicolor." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 6\n", - "***\n", - "\n", - "*In the example for dealing with unbalanced data, change `df = df[45:]` to `df = df[22:78]`. This will keep roughly the same number of data points, but now the classes will be balanced. Compare the new result with the previous ones. Which one is more similar to the example using the complete dataset?*" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "iris = pd.read_csv('../code/data/iris.csv')\n", - "\n", - "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", - "df = df[22:78]\n", - "\n", - "y_3 = pd.Categorical(df['species']).codes \n", - "x_n = ['sepal_length', 'sepal_width'] \n", - "x_3 = df[x_n].values\n", - "\n", - "varnames = ['α', 'β'] " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:09<00:00, 320.29draws/s]\n", - "The acceptance probability does not match the target. It is 0.8827315277894231, but should be close to 0.8. Try to increase the number of tuning steps.\n" - ] - } - ], - "source": [ - "with pm.Model() as model_3: \n", - " α = pm.Normal('α', mu=0, sd=10) \n", - " β = pm.Normal('β', mu=0, sd=2, shape=len(x_n)) \n", - " \n", - " μ = α + pm.math.dot(x_3, β) \n", - " θ = 1 / (1 + pm.math.exp(-μ)) \n", - " bd = pm.Deterministic('bd', -α/β[1] - β[0]/β[1] * x_3[:,0]) \n", - " \n", - " yl = pm.Bernoulli('yl', p=θ, observed=y_3) \n", - " \n", - " trace_3 = pm.sample(1000)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "idx = np.argsort(x_3[:,0]) \n", - "bd = trace_3['bd'].mean(0)[idx]\n", - "\n", - "plt.scatter(x_3[:,0], x_3[:,1], c= [f'C{x}' for x in y_3]) \n", - "plt.plot(x_3[:,0][idx], bd, color='k')\n", - "\n", - "az.plot_hpd(x_3[:,0], trace_3['bd'], color='k')\n", - "\n", - "plt.xlabel(x_n[0]) \n", - "plt.ylabel(x_n[1]);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The decision boundary in this plot looks more like the unfiltered dataset as the blue data points are largely not contained in the boundary decision's 95% HPD. This indicates that the balanced model, even with less data points, is better able to distinguish between classes." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 7\n", - "***\n", - "\n", - "*Suppose instead of a softmax regression we use a simple linear model by coding `setosa = 0`, `versicolor = 1` and `virginica = 2`. Under the simple linear regression model, what will happen if we switch the coding? Will we get the same or different results?*\n", - "\n", - "Lets run the model to have data points for a discussion:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 5000/5000 [00:39<00:00, 90.06draws/s]\n" - ] - } - ], - "source": [ - "iris = sns.load_dataset('iris')\n", - "y_s = pd.Categorical(iris['species']).codes\n", - "x_n = iris.columns[:-1]\n", - "x_s = iris[x_n].values\n", - "x_s = (x_s - x_s.mean(axis=0)) / x_s.std(axis=0)\n", - "\n", - "with pm.Model() as model_s:\n", - " α = pm.Normal('α', mu=0, sd=5, shape=3)\n", - " β = pm.Normal('β', mu=0, sd=5, shape=(4, 3))\n", - " μ = pm.Deterministic('μ', α + pm.math.dot(x_s, β))\n", - " \n", - " θ = tt.nnet.softmax(μ)\n", - " yl = pm.Categorical('yl', p=θ, observed=y_s)\n", - " \n", - " trace_s = pm.sample(2000)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(4000, 150, 3)\n", - "20.50240089583297\n" - ] - } - ], - "source": [ - "print(trace_s['μ'].shape)\n", - "print(trace_s['μ'][:, 0, 0].mean())" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 20.5024009 , 6.48490714, -27.0838455 ],\n", - " [ 17.39770936, 7.02248623, -24.56869099],\n", - " [ 19.88486309, 6.2033202 , -26.23990539],\n", - " [ 18.74471434, 5.99731255, -24.90962857],\n", - " [ 21.56848135, 6.03376081, -27.70047043]])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data_pred = trace_s['μ'].mean(0)\n", - "data_pred[:5]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Conceptual Understanding\n", - "Note the shape of the trace. The dimensions should read as follows: we have 4000 estimations of the 3 softmax class values for each of the 150 rows in the dataset." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Discussion\n", - "If we changed the softmax model to a linear regression model a couple things would change. First, the interpretation of the final output would be different. A softmax prediction estimates the probability of each class, whereas a linear regression would just provide one number as an estimate for the class. The other problem is that a linear regression would output continous values across all real numbers, and how to define when one class starts and another ends is unclear." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 8\n", - "***\n", - "\n", - "*Compare the likelihood of the logistic model versus the likelihood of the LDA model. Use the `sample_posterior_predictive` function to generate predicted data and compare the types of data you get for both cases. Be sure you understand the difference between the types of data the model predicts.*" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "iris = pd.read_csv('../code/data/iris.csv')\n", - "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", - "y_3 = pd.Categorical(df['species']).codes \n", - "x_n = 'sepal_length'\n", - "x_3 = df[x_n].values" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Logistic Regression model (Discriminative)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β, α]\n", - "Sampling 2 chains: 100%|██████████| 2000/2000 [00:05<00:00, 385.63draws/s]\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n", - "100%|██████████| 1000/1000 [00:00<00:00, 1586.40it/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as logistic_model:\n", - " α = pm.Normal(\"α\", mu=0, sd=10)\n", - " β = pm.Normal(\"β\", mu=0, sd=10)\n", - " μ = α + pm.math.dot(x_3, β)\n", - " \n", - " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", - " bd = pm.Deterministic(\"bd\", -α / β )\n", - " \n", - " y1= pm.Bernoulli(\"y1\", p=θ, observed=y_3)\n", - " \n", - " trace_logistic = pm.sample(size=2000)\n", - " ppc_logistic = pm.sample_posterior_predictive(trace_logistic)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Linear Discriminant Analysis (Discriminative)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [μ, σ]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1168.67draws/s]\n", - "The acceptance probability does not match the target. It is 0.8892659742708484, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "100%|██████████| 2000/2000 [00:02<00:00, 692.00it/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as lda_model:\n", - " σ = pm.HalfNormal(\"σ\", sd=10)\n", - " μ = pm.Normal(\"μ\", mu=0, sd=10, shape=2)\n", - " \n", - " setosa = pm.Normal('setosa', mu=μ[0], sd=σ, observed=x_3[:50])\n", - " versicolor = pm.Normal(\"versicolor\", mu=μ[1], sd=σ, observed=x_3[50:])\n", - " bd = pm.Deterministic('bd', (μ[0] + μ[1]) / 2)\n", - " \n", - " trace_lda = pm.sample(1000)\n", - " ppc_lda = pm.sample_posterior_predictive(trace_lda)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The likelihood of the logisitic regression model is as follows\n", - "\n", - "$$ y \\text{~} Bernoulli(\\theta) $$\n", - "\n", - "and the likelihood of the Linear Discriminative Analysis are\n", - "\n", - "\\begin{eqnarray}\n", - "Versicolor_{sepal\\_length} \\text{~} Normal(\\mu_0, \\sigma) \\newline\n", - "Setosa_{sepal\\_length} \\text{~} Normal(\\mu_1, \\sigma)\n", - "\\end{eqnarray}\n", - "\n", - "In the logistic regression we are not estimating the properties of the sepal length. We are merely fitting parameters of the inverse link function. In the LDA model we are estimating the sepal length distributions directly." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0,\n", - " 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n", - " 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1,\n", - " 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1,\n", - " 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1])" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ppc_logistic[\"y1\"][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([5.59852617, 5.09568788, 5.26277595, 4.67319903, 4.970315 ,\n", - " 4.53590922, 4.08561261, 5.88398851, 4.70309481, 5.01470091,\n", - " 4.86725988, 4.77155467, 5.38988434, 6.06846195, 4.13818591,\n", - " 4.93774811, 4.96063805, 4.62652669, 4.95666654, 5.01235388,\n", - " 4.54895677, 4.24667044, 5.08459178, 4.47643989, 4.26908685,\n", - " 4.03809189, 5.0624234 , 5.21945325, 5.01683427, 4.70436585,\n", - " 5.14984516, 5.13216414, 5.14483366, 4.70856442, 4.15395632,\n", - " 4.42284433, 3.91473064, 4.88724366, 4.69020283, 4.88200706,\n", - " 4.98517253, 5.754367 , 4.80215121, 5.51413712, 4.25565248,\n", - " 4.62582676, 5.05025521, 5.54609099, 4.9940747 , 5.13240562])" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ppc_lda[\"setosa\"][0]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "When comparing the posterior predictive, it can be seen that the logistic model is binary, estimating either 0 or 1, while the LDA model has real numbers that generally look like sepal lengths. This follows our understandings of the models: the logistic regression makes predictions as to which class a particular sepal length belongs to, whereas the LDA model makes predictions about the sepal lengths directly." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 9\n", - "***\n", - "\n", - "*Using the fish data, extend the `ZIP_reg` model to include the persons variable as part of a linear model. Include this variable to model the number of extra zeros. You should get a model that includes two linear models: one connecting the number of children and the presence/absence of a camper to the Poisson rate (as in the example we saw), and another connecting the number of persons to the $\\psi$ variable. For the second case, you will need a logistic inverse link!*" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [β_person, α_person, β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:07<00:00, 451.29draws/s]\n" - ] - }, - { - "data": { - "image/png": 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39k/o/Zzh6Gp9uc7mOwjmYzsco79pqf4T6Lvs4EYAhhZcwJLudjJHKTROJt4BQ/lZ5A46vul/AuegBf00zfMr5WF4Fw2CEv7ZzNz0PyvQLHPOSKHKX966kTu3DfG8c5bx2VdfzPIF/qjHyA4dvrjxOzDVD+0L4KJXwTNeD2uvsCIEWNCR40tv/U3+8n/+mZFtH+Hld3wEVZlEXPdhe30sT3mUUnfTwsJTSr055bNbgFuOXqsSx/N/NjXmm24xDYHRnEnktQ1sgMk+mLfs+Jmstjyupz85Dqc8ORQCA7pp6GBl4tB37osgqRQCbUTOPkw2nWBzL3DNKAV779dzZp374uYbBjloh2P0T1eqPyFKAs9GW3ZmgwxKqfRUieII7L5bR+CklI0Xsq7nDltx0YwidIpVl1/vHuX0pfO4eM3RKUMf9K9Dut1BkZDK5BFrD/WKfs84x3ZaCZnyeIXizV9WqXvcsXUwZWOvZXtdf+fZORrEsgLNMqfctW2Qv7h1I1MVl7+54en8/pWn4VTGYd3N2lu2/xH9sj7zOnjhx/Rk0q1G8Z6itGUdPve6Z/F3P/wsU+s+wuvv+xxSKZzrP2JFmsVynDNb4/rgZIWe+Vk626Yxhrb8QP88EcKed96pK+6edd3067bAS7PYDgOlFOW6R1fb7MwlU9/EOBLvY2WIskAIHqZXNbl11fXiS2pN8voCjkgOWnDMJtdo4HE9jUHPGgB+smkAmLmnUCpIdYYMPK5/VqdSBdqCqR2Qm9QDxDPwegaem0L1MMrYT8NhzWoQiJKgYM1sDloage7ljcu2/fCIPL8zRbXo94HTMhCxU+U6nlS0V4ZZOrKOoeXPwZF12PxrXUyuO33KpqCy6Vx50J5CsQ2W44lyzePD/7eJt/7nepZ2t3P7O6/kLct24Pzvm+Cz58CP/0xPpvjCT8D7t8Ebb4ULX2XFWQscR/CRGy5k5NpP8V/udTj3fx55x0dtxTeL5XghP9iQmK+UYrSoqzjev3OEIbPM+b4HYfP3G3bz8J7RMK/m0DjO3gmB16U83no9rw677mo58n+kBdrOoQK/2DJIvjK7KoWRB+3wUUrFDVG/D0lAJI7Q0gs7g5CvwOCv1PW67c4MziB/EEpjQWunX78ZzUYqgr8LQ/qZOESmyk3uYdUXnyJ9wCPrlvxfmuTizUGxjWSI46HvaBZtP7gBeu9p/pwmP69XYPev9M+jRNpVCArzBK+CwMPaUdFVHNtq47RXR/XCUvP3aCC0s3NQwRGsQLPMAdsOTnHDl+7j5gf38qe/0cEPL/wV595yFXz7NbD31/Cst8E77oM/vh+uejfMXzHXTT5hEELw3uvPZfSaT3Kzez3O/f+IvPPv5rpZFoulOKLzaIc2xz6eTBiNB02BNtmvxYsRNhbkRZRqR290/ogjPRjZ2XywKPC+NAttCygMaiEwuLnpKkfMcAUmSjW2DEwBelBxNrQa4Z8NlbrHbRsOcNe2IWPnvkCTisBEne4oe0eL1N0mAsVzG9oZ9LMZOQ/M+zHb862X4YlbdV8PvW+CHzy+n/t2HM4gRCP37BhOX2BO2JzS/ozn5y6m9c/BLbD5e1E4scmR6orFkYZBCS9s5yGIB/Mc6774nOzXx2lFNa9/utWZHWe8F4rDMLpz9m2chlaXNuMIuop95A6s0+smVhYz7KNBiONRqcQ6A6xAsxwzlFLc/OBeXvGl+zi/uI7HTv9X3vPEq8je9zlY/nT4nZvh/VvhxX8PKy+a6+ae0Nz0gnMZu+aTfMu9Due+zyHv+8JcN8lieWoTGDWBkeOTmhOTxDDOHu+foME8KY4e2XySgOk8WjNlcJMOI5vsT1/u1al5ksf2FxiYbFHIw6vpn5nmeWpJ2+vgZIWdQ4XWKzXhV9sjg362trYXVIyf5XZJfhkIs5HtkacnCHFEIfy8qlZhsqOFKo/3TfBE31jjwol9sOX/UJWp2PaBAMi0OINC1eUHj+9nomKK11mecdnPxRvrbchBCzzLx65IiIJN34W+hxs/h/T8uvE9+mfQN48Gu++GHb+ItyjIQTvcS+P6A0L7HtTHaUXgYWwSxlr3JHXPWOb4ua9HYo68ZiS72+R+BIpF4xvJTOn3Tb5yaINZwTOlFPr9/cStOgriGGEFmuWYMFmq866b1/H4bf/CnZ1/xRe9j7MovwOu/QD8yRM6hPHprzhpEsSPB256wTkMP+8T/NC7AueOD6MevXmum2SxWCqT+oveN7ZbGlhBrkiKYegIoUe884Ow+5cNBtxhM9mv88Im9h3+vlzfeJVNDCXpMlasUZOwrncs9N4A2sPi+ds1K3pi4CXE10O9o2Gp9JDDyZOaIYEn7+BkhfGiabzPwKI++AQUtDiseRLHq9EzuVV7YCf26Z8EBmT8XNL2HlyTWi1FRAQGZ0KMSwWOV6Oj1sTrBGE47ni+qOcg7V4RWrV3PznEL58carptKtLDlRL3WIblmyF+Qb+Y2Ju+bkq/mSjXo1yzsHDH9Pd4tFBt8J7PBu+wurAZLjsLz3DgQWzy/Gzon+BXTxr9JXh/eU2e+2afN0FKFRaGCbpIzGM+1gv7fk17fm9sncf6gr49OzUb8yqX/JDI0R2z2sfhYAWa5aizfvcQX/r83/KBXW/kc21fZs2iTrjxX7Uwu/YDsPBpc93Ek5abXnAej132ae7xLkLd9l7YevtcN8lieWoSKLGaX6nf9ya1NBnCCWXjhoz2mqBHvH1j/YgTePp8z8rh0cK9M74Hdt6BAJQ/Qh8TWdt+FI3sz8CDNqMQx1YCLT8YzRWW2O8Du0aYKM3MU7Jo5GGytSl2DReah9Ylm6UUj+wdZ8+2RyltuzP83JH+MWtF6FtntMnvC7SeaDoM0Uo7b7+PiYShLqVi6chD9IxuoH+8xNaBxn5Q9xQZt0ybm9eiWQhqfrjkZLlOaXIUJo1CFAce06Gu8bP22yFAeTzeN8H6vYdR4XIGuJ5k/4TvqTWnBXBr7BsrMVlO3uPm12/bwTzbDk7p56XZAEQK9+0c4e7ZClifmiv1MTkSKebT7GD33bDnfv17C4FW8xVj0Qy9zsQ9aLdvOMCDu32h0/8IbPm/WQnEB3ePhoVhwtabzfe9gVn/ZykRlrywMxjYMTZqcgGLVZcp3/OmUMZ6xy7c0Qo0y1HDc+v84pZ/Zuk3nsuH3C+xdNlKeP13EH/8gJ67zHrLjjpCCD70imfww/M/w+PyDLzvvEXn+VkslmOMYChfYf3esVgYUEvzKDSIkkaMmj4vYnDLoTSyEa96xJL894+XoyIe+x6EfQ/B0NZweSDQpsoJQzcoST8Da7SZ9oqNhrcSaHvuhbHdDXk2hYrLcL7KY30p4iHFyOwoD7Jo4olpGhs/n8lynf7xEiOFKlsORoLIkVVjnRqP7B3HldIXo8kEm8bDCKA7v5uOie3Rh4FXMyxJLv11gwILiqxbQKDzIospOY91T9IzsVmXIa8VKNUlj+wZY9ewHoRYMXQv7DO+b0Z3RRUT0wjnUkuek6BUd9nQPxEKgcNh04Ep1u8ZY6xYi4mqcqXIUL7CzpEmOVYt+o3svTe+XMmjVopn+2AUJp3MHZQzKZKjphcoIcURyPuiSDi4UrJl/0TDHGNu2mTOiQEmqRSDQY7teK+/YeO7ZXAqJSwZGC5E9yUYkHDqRaNAje67watxIiG0ZxMOesfWwTDP15WK3SMF/bwdw3w0K9AsRx6lmHjkewx+6hJesO0jZDq6Kb3qv+h61z1wzots2fdjjOMIPvHaK/j6qZ9mn7eE2rd+V39RWiyWY4cQjBS0wbD5wCQ1P7ynpX0UGjiNAmDat+iQIdCajlLH97L3wBDVTbdDrRQ1bKxXl9CeAXtHixSqLlMpFQ/HSzU2D+QjT8xkv56LrSMqax4ItAd2jSTCAjXlumS0UG056t7Mg+bKWRil0NxzmLZpEP7UsO4hmOhpZcON/Kb9ExUUikpdhhNVC5Heri0HgrwyQc/kVtoLhjdr623a6+P3MZUwuKUCJXItv6+rrkSJjJ6MuV5mouyCUgznZ1BEojzReK6+IZ+sTAkwNFmh7sl4JUYlaaum5NUFi5WKPDYGlbruPzVXxvpSsahFQVt7vFqjCj1oze+nJ1VMoIljEEYLjbc98D5vOTA1s/uQbGe90pAnGyIchqaqHBgvREILQLXy3wJevblwTOTuBfesISy5CUsP3KUru5rNbNJlnemKEDVh20CenYNT/jvJCjTLicrABsb/5YUsvP0tFOtw/2X/xJq/XEfXRTdYYTaH5DIOn3nTb/KpJX9HoepR/cYrdWEBi8VydKgV44aOkuFXuysV/eNBiFWLfYRJ+Y0etFm9Ts3Qq/E9uhpiAk8qdm/fyJN9g7PLO6vmoVoIC1HcuXUwKmwRNleFI+5u0lDLtOF6kuF8FWUYUBW3UYQ91jdO72gR2USgPbh7lL1jpdRlwZxGuj0zMJ7rxenXCTi4MfXjNKERI2Hw6z9TqgjKWnIlHdaoWpfZ3zGU9zdpUlGyMhnlCQV9LCgSIhXSyZJaYXzr7dB7L67r4mbn6U161uBJvflQvtErMp4vMxx8XhyFnXfowidGy2v14Dwbr0FU3zGiZ3Iby4Z/HRUaSVB1ZVxI+GT8k/KUij0bKqhy6TSZ8y7Rb8wpHXQ6oOf/rowWt+ZQqnyaz35yWong7x1DeR7Y1awqo2ryO7DrTtj+s1huXs2TetBFiNBr6wiBJ2XUt1IPEySKuTywq4m9kah+uXUgT8/EZpYf/FWTtsebnX710gdjnLAzz+6a63eXH7VwiCLvULACzXJkyA/i/d+7UF+5Bjm0lS90vhPxx/dx9Q1vQRzjmeUt6XS2Zfi7t7yCD7R9EKb2a0/aUZyfxGJ5SvPkT7ShE6Bk3LDyBUPS4xMrMBB60BKFIJrYF1IqHu+bCD0E0QLj7/71qSXBlR++M+sQsu0/g+0/pZoW4hRrGyBoNPgdh33jJSquhxKRYZwRAqYGEvvQx6j74m10sB9v6iCVukfNN8b3jhZBKTrKcZFYl0FxAYVSnn73NTHs9cHSRWCDr0DK1vtJMq2yTru5quG3QKBp4d9cCiqlokmzGxZKw4PmNWynmhmjbhUKgyze80MQjt7v8gvwmghMgPuf3B+J50D8+l40pRQP7xljcDyoUpnchwgfATO0N1cPyr7P7nssnMg44fVKXoMGgnWVArcaD1VWSQ8ajBSqoWByPclj+8aNCcA10z03AaWaG+4reEd0lA/SlujnqXqvmo9CWhvOKbFB3R84MrzCG/sn9KCLcPy8R4kjBI/1TbB+73gLz6L/uVc3KnImSHjQRotVugt7yLnTTIyudPGcWHcL+kYTb3mwuKt0oPW+U4/nC/vJvmM2750VaJbDw6vDA19EfuGZyMdv4WvuS/naM27lbe//OGetXDTXrbMkWL6gg/f/wZv4oHo3bQfW4X7vHXMyyabFcrKigMf2jUeVCKXU/yqTsdF/r5nRbNKkSEjGK+F5HoWqy/q9Y6EgG8pX2TtaZGN/Mjxo+hHj+ED8DEeYDaEX81A1oEIh2pg7J8JtTUEghIC990erPXErCwo6b6Xu6cp5vQ//mL5HfsrPNh/kF1sir+D8/E6WjD4cK4ld9w3hDf0TPLhrBPof1l6cZoNUzQRa8jQDo7x9Qep5B/x888EG4zx5nRXpoXFp8zYpwMNBENd8SQHpSYWY6A3bPpSvRF4b6UUCzT9urjIKAxvDULmkkTgwWaYv5qVU+pjCwZOQdYspHl+j0EkKpZpH1ZX0jeh+myZhg/4TO1eRXuV072ixcZAi2EYpYyLjhAdNNvE0ChEXYAceha23U6tH/V+LZY98pc6OoQKBBy0QJnvHSuwbK7FjMC48ZjKxes2TbBmYYmP/RNAcAJaMPsKSkXWx9npKNYYTbv+Z9ozFGhv+kX5QL0VQORmkUlqg+R3jwEQZMCZST8tvSxZPMdc5hOkJlFJkD6xn1cAvwvYP56vc/eRQvAIsxERzcN9z9SkUInbdlFIt74VARs9W4eCs23woWIFmOXT61qG+eg38/K+5p3YOrxaf54zX/yMfeOUVdOSs1+x45byVC3jF69/Jp93Xkd36fTuRtcVyBKnVJfvGSgwG4Vw7fqYnsh3aGjMuXc8/gk3dAAAgAElEQVQPh/LqrDxwB+2VlHCkMCInbmwuHVnHkuEHw4qCI37yfM6fVbhBCLQIo1JKQbWA2HQrneXBadePUY8M9WTRgCT7J8pkvCpdk9vjCwwDzRRoaaF1YWia64UeyKBSm3n89mrjtQwEhysVY4VK5HUpj3FwssKm/QlRmzAqm16RxNxd8WXRVuW6N8PJrmd27XXBAic8fnioxOauVOQGdFXKiuuxb6zEk4N51u8do1yrRWG0/vVbfPABGNnOWLGGm+lqOO663rGwb8eOKQSu35ZVA79sCAcUfh9WSiVK+ivKvphylL7mjqySDbxs1YIuEpMQaH1jpai/GM9HqebyeN8ED+9Jz03zpIr6kUwItLBQSnQRu4p9tNUm9CdhGf4+AKTnhg2SfqW/gcmKf74yOgZR8Y7k+ITYdjsM+CGypTGd/5kg6NsTpXrqPuIOI9Uw1QQQVY9N0mwCvSYVP6UvVB1TRsdy0JQuslMyrn9SoPmCemCyzP2bdqYMXGiaCSalwMlrL1iwyo7BPJ7S74P4WJMp0IxTSQxlbD4wxQ83HmhRZMX4vN5irsYjiBVoltlTGoPbb4J/fwETo0O8rfY+vrz6E3zlT17L9U9fMdets8yAa89dzuqXfYBvu8/Huf/z8Mg35rpJFstJQVC7LfQUxQyjyEJwPcVPnhigb2CAjKyyYOrJFjuNDJiMv9/FaopOfyCsUtdGSGB41hvCFNONjj2jRW7bcIB6cQwFZMOwohkKNMMQTOaWmYZOYGD2TG6lc2wbPPnTcFmpUomKisTCkRoVWi44P9eLKp+ntKk9KBxh5BKZxp5A4RF5Xx7qHWXXcHIy60TZ+TCPq+GA/rGmN6ca8u/K4/6ceFGuYpq3LDhGpe6Fx39yMM++iQrC8E6mIY0Qx4Bg3q4n+sa548lhZBD2aWwznK/iZTunz6RSirqneGTfOLVAaMkqp+z/SbhKzZWhQPOUghFjLimlq1Fq72HUhhWDd+tftuu+EuWg6Rv/6L7xyIOWErLbTAx7MQ8asWcryG0s1jw8qdi0d5hF4xv9dZXuE7ViVJXQuLDVmi44Ejx7wX0MBVrQTUTccyPr1SgXb9dd8OSP4w2WMhoDEPFrENA7Ehdfaf2hXHcpBvO1xXK00rL7aBBoXcU+KI8jpQqFtLGysUulp6nYdRdN3yPSpeZPdeCURxmairx1mXr0HMYEmucyr7AHlO7vKqcHD0IxGr4P4sJLKcmq/T9jweQ2nER7zOsUPP/NniVhPkf19DzXI40VaJaZoxRsuAW+9BuoR2/mv7O/xfNKn+Hi69/At/7oSlb2dMx1Cy2z4E1XnsbuZ3+UX3kXI3/4voZKSBaLZfYowxBLzplljuDWPYlXzTM6FORDpLiMQg+FIdD8nSiIj1ob1JJ5LXsfgKFtDbsP5oKqzCQPpjCk50SKecqi49brcSPZFCMVw1h2hIBaQU9ILCWb+qKRdtNzkVY8wfFFkOe5obGaXK2rZFQqNPZnhmAKJSNjq1nBkMSov2ks7hycYuTBW2B8r+GBaDSnknk02qA37nNQTbcw5J9L/K4m2XRgMrZU63JfOIY/47hSNd1loVyJ2iUTKkCpJmLRRCFQHJgs0z9eTp0jzpOSJ7bvDEMcGxwUxr1IC+8cmCzHtlMoXckTUEFbDYEWTRPQpMWKeIij8WwFfS7rFul94n72Do7EtkNJnVvqYxar2TVSiPWlFYN3014ZCfudGeJr9qVpy+IrGW4bPPvJsQuz4qEiPWth84Ep7tg6mPJcKfaOFukdTYiOxL1YNL6Ryth+pNQhjnEvVSSLhDIGDPyffcnCPfseCH91ZN0o3gHdo9HUFDGxNLSFhROb6SwPUKx6bBlJvluD6SIiTyjovFVHuczP70oINKWbVxqJXbDmt8N4jlK8nEcDK9AsM2N4O3zjBvj+2zmYWcUNtU/wpeyb+c+3X8u7n392+OKwnFh88GUX8Z3T/47t3mrcW94Um5PIYrHMnsBQOThVYedwgbxRct70ClVdj5UH76ZnslE4mXsDYiXJQ9vHOFZo4A5tZeXAndSS+WDVPAxuath7R2WY5YP3oDwZN+LThMK+B/WcSJu/p70+heG4B60eN5hM4yqtIuPjfRNs6Juk7pnLmklO//yCGgCeDMPkVNhejTlnmPn5o/viYXXRgL9MXT+Z1yRdl1xNC6St/aPsGZmi3vcwnp/DNlyos+3gFEophgtRXltbNTpugwfN9UOlstHgpilSImO6SaiXyCCUxJOKhE0ctVsqms7IZVbgS3jQtM9Khd625piis/E4j/VNoHbfzaKxjYlzQnsiVFQJME0sj/nTLQTr7BgqcN/ORAhrSr6ULgYT/d1V3EdncT9KkQhx9MyNwl8zYztpr0X3TkFDoY2GoiJKxp7x7vxuaq4H+x9BVfyKmhghiMrTVUlbCWFToPn7TrW2lEdHaQCltFfplP4f0TOxBXbHqyHetuEA9+8cjnL0lC4sNFxIiOuUNm06MMlU1QVkOAiUrRdIvDwM0al/DuYrxDqoH/4onXaE9MLzShKfGsOPEvAqbBmYQhFPo9ECzR/iMTbb0D9urBOfBkGBHhwx5uZrdS/CJdaDZjkucKtw1yfgX69CDmzkKwvew5XDf8npF17Bj296LpeduniuW2g5DDKO4NNveA4fX/hRxmo56t98VSyx3mKxzI7g+z0IdTK/8E0zJOnlUmlGSrBtyS9Lrj/094thMfgG3MhWMl4lZZQ8nXmlfnL1PF69kjBMUrZPJvNP7IsZ1PWECDO9BE1zSVBxr8k07Q4ukVMYIOt7/KuuhzBCrlrNPxUWmlASD0Gx6rJ5vyHczG194ztXm+CU/h+xYPcPWT50H04t7xcngA37xtj74P8B8OSQngPukX3j7DW8ERk3+t2TKub+GB3aT/94CZwMSin6xnXBheTlMD1ZFUN8K5EJ2zzue68e6o2XM/daeNCE8hB+eGFQIEOgm6DDDc1jObF+NVmu4UmYn9+FMnp2LpNuVgoanwdKo1AvG+fZ6t6ltd9f33ON9VTq+ovGn2Dx+OOw79ehN09fG8ObZRx/tFjDMYSfUioS1MFnSVeV8uJ9WDiI8iiM9dI2qPMAXS8Sjo4fEtl6vjJjfb98a1r478KJzSwZexRRGg+vQXehF4rD4ToZV4dC1lxJ33i6yJBKcWCinBg4idNV2s8B37O5YvCexHOrwoqpDcVIlOKU/MbwTy/ThqPcWHRwGLZK4r2RadPXQNZ0pdmEx7qZR/3AeBT+2Z7viy0LJ9cuj4fPabNXkDAHEqxAs8w5+x+Fr14L93yGvtUv5jcrn+WLk8/l86+9lC/87iX0dObmuoWWI0B3e5bPvPWl/Gnug7iFEdz/+p1j5sK3WE526qY3q2WgQdrXsWL93jEdIlSZ9D8JFqmkPpv1nEpBc1qO4DfDcUAppsp11u8dY6IUr4Zo7tMM42ooU9/EKG/pVCCuOczcpbiRH99JMCLfVepHKZ13cnAietdJ0+D2QxwXTO3Uf/oN6ijHK7gFHlLV5OY6KvKg6pC6qE29I0UOTlVwXZd9YyX2jhZjYiztEphTEWgPWnTu2ZS522RhqGnQpPC9ZFLGc9AUWhQKpfCcdgrdp6NwYvdkx1CBYs019gMY+V3NaAi/MwYHRErGm2rRt0UQhupVGZqqcHCyEp6rVMlsJH+bqf1k/Qm7lZRQi/L/koIr60WCTCoFbpVC1Q09pA3z8Zmhs/j9VAbCVH/myqhaYDCw0Oz5myjVGM2Xw20zLTICgykHlHJRpog39r3y4N3+xN7GfYoJVMVYscaByTJ7RwoN2wckn7G9Y8XYYEI0+BQXaB2VQTrLA/5fCunk9DqmGDQEWt9YKQqP9KdrcmSdmhv3CUulwvBx15ibTbfH2HWsbyqqXiTQVh78Jd35Xuhfpx0TDRg7Ssl5PBpYgWZpxK3CnR+Df7seWRrjy6d8iufufB3LVq7hJzc9l9++dE3qCI7lxGX1wk7+9Pdfy/u89+IMbsD77h82LTNtsViakzRozOqC5lszOXNVmoFf9cOQBo2Jf83gITPc8VAI3uNb9k/E5ymayUTOThaUJF/Vxko1UZTBtHVjE/omGiuQeJlO6rkFxM2nxrMKDBal4ksdaXrQzJyi+HmUfUHRVdqvc1OEwJxQOLZ+UAjCNxibCYWwYnGTOcMWTmwOf3fjbs8wXypfqUPfQ5zS/6PY8rQQR7PSpRTZ0FieV9jDisG7ydXic7Jl996bei0h8pIpFKJeQsg6QuijdVR8z0sYVte6GIleR/8rdzQvFtawDyUp1Tw6KymRG9OI1ciDVuPXu0d5qHc0vGYyEeIY7UchHR1S2jn0SJQHmDgeEPOgSQlU82w7OBV6SPPlxpDHWAVFIcgWtCBxlZ8/KaXhyfULp0ilKx8muH/zbtZv22WEOEZz+TVcC7+/KpHFM767kxUdlw3/ms7SQOhxCtYVKLYcmAorwjr+cxF4ylqxsX8iJjrT5lIUSrFk9JFYpKMUepBfSWO6AsOdtmu4wKP7xvnB4/vJl4N7IXTVR+M50CJOoIRg31iJ0aJ5X9KrOHYX9lBzJTUvCtfsmdwCE3thWBdsEka7hDJChZNVKY8SVqBZ4ux/FL5yDdz7OYbPuJGX1D/LP/SeyvtfcA63vO0Knra4seyu5eTgkqct5OWveSsfq7+JzJM/Qv38w3PdJIvlhMOTYObz1F2F60n2jRVbC6mUQa9yTRsIHdloVNk0cJLme2y8WintnWkx8XRY9dGth+XBZ4zIAIpsaFAlY4sehU3fA7caM8r3T5RjYlCH2AktUGPhjtGvo4Uq48VaeI32T5TxTOEbqypnegTiTdLzU/nLEAgR9wZIqQ229XvHmBzZT0d5EOVXggzz/BJejIx//k0ndTaYKNVjIqAtq7ep1l1G+n2hoJq3Xx/H8KA5kQct8KC0+QLN8aqgPN87lt6ewEumAFGZZMnoI+GyReMbfG9hcG+aybxY6xACyl2rkU576hpJgVas1qIqnsRD3GIyPXlwpci5vvfL8GgkgupCutqy4WfS70eZYlwUJnPKMkY+Y1LoeFKyczA+NYPX93Ds/Noro+QPbCNfqSOVoKM8SPe+u8LQuuDeSYW2vQIKWhyvGLyHJaOPhOKna1KXr08ro+8E0xggkIaASCsYkvVKoQfNDb1XiorrhTmHndVheOLWsLR/EmXIB6FU6J1uq05Qd42XlE9bzcgZxR8WcLRAy+39FfSv9zdJf46GJuLVHc0BreFCFQdFW03fj1LVaLOZn5p4x3pSsbF/go37J+KrK0lnaT+rD/ycbDAZOtELt1S3As1yLJES7v8C/PsLUJVJbj3v8zxry6uoZLu59R1X8t7rzibbJLbccvLw8otXs+T57+Xr7osQD/4/WPe1uW6SxXLCERRECBiYrDCUr4YFD9JpFGhSSaTTFp+cN+Y1S3ojopWmKnX6x0vsM3NNEoZduN8Gr8YMfHJOBrOAQbItYmy3Flx1LabM0uBmVTehPN2QhPFk7q13tKir5BnsGo7C+QIPWmfpAN2FPeHnXgtx+oQ/6p8sylGs6H0N52t6xN8XDOF5JlRTMCo/E4HWP16KnVkgkCt1L5QipgBM81hJQ8Aow4MmfWPX8Uf9Vw3cwbLhh+gdLTadRLyjMqTbI7XB3F6N5685ytWGsBAIJBt+8m/MK+xtfoJKm81KZKjnulNXSYrOupuYb84QoK3CVbNuiYznDyqYc+kZq5WMAieh98RwPSfbkvRMmZNrJ5cVqi5CybjAV3FB5Kg6dU/y5GAeVwkWjT+BU8tTLBdYPLKe5UN6InYZhkEq+sZL1Hb8MhRp5pl3Tu5E7ryTJw9q0ZAzXELhPHPSQxrX1G3iDXeCCcoHniDjlhteJdmy7gvN8kdlxhTgkXd18fjjqXMiLh1Zp9dUikrdY/OBqbDPimoRxvcEezZ2Gx17qlRtXG4wb2wzXaX+hs9FzIOWfMc0nps+pKKrpD2fWT9vzxyg2HJgKrUNRxprcVt0Za5v/w784sOUz3gRv9f+j/zZ4yt5zWVr+NF7n8ulaxfNdQstx5B3P/8sNl7wF/zCeybqx38Om747102yWE4o2owws3hQW3PSioRIKam2LUIA+8ZKsYp6ZpW6QtWNGZAdlcHQWxSzlRIeAicMX0sULFGSgYlKVOmtaaOjNqwYvMcYbTaNH53jZI7vxa6HkgTBcWbYZ+HgzsZQrkS+TEDgQVs89lh8df+8lnaneXO0tyweEulF5dAdfw++ERkcWzTMjxb8lm5OxT1C8XPI+re8XI2EwLzivvD3cH4oM9TPMQVaBoFHVoi4QPPXb6uNI0WusXpk0GJZozvfi1GtH+W0x2+QEDFvSZoRHK6KwnFEa7FqhIruHilQrMY9NOZzkDGLdDTZkee0xwvYGCs+uHPAaFu0POhXSqmYhzkZEusYIW47hgqxgYUgXNU8V9eTTcNJPb/Iu1KKcjUe0ln3789wvsrgVIWhfAV6o+qLsXnTpEJIlwWTT3LBKT0sn6/DNYNnYHCqgmfkdDWbP94xKlkuHH+iYbk07lMa0phjEFRMyIV5t0o1eJskThgWHQ5+mGG/CVE+f3I7ywfvJV8q+8ubhOuWR5OfNOxvJj6G8PmXwVQO+jwd5c5o3OpIYgXaU50998GXnwO9v2L75X/LVbt+n0eH4Auvu5TPvPoZdLdnp9+H5aRCCMEnX30p/7Hqw6xX5yK/93bYccf0G1osFiBuRNO0fETy275JFUehDbuhfIUnD+ZDA7DmyTBHDXSeWrDMDFWL6b5k7kQoOuJWnJSSbQcn2XqwxUix9EDFDdLORAGN4BhRvlcjGVk1M6wA6CgPMr79AUYKVUo1N7G0EadJTkhQmTDteyww9LoLvaw4eHe4fhA+FgZu+gZ4ELWVnMA6nH+smSjx9xcY0jScLVT2PBR+Nq8YVZp7rM+cGiDYJupb0i+z/2LuC6drcGSd5YP3GCfq4Inm3+OOqsfEbm3eyoTnLundbJ1/LlJ+MwmMcVfqghR7DyYN64hwsmoa7/3iMR0SKDNtuG6dIDw2uB+52iSrD/yCzuJ+svVCVOXP2FnNlTzePxHOtZYMcUyKcTMXVCrtfZXGtU1WZjX7fMVVKJFBKajU6jHv12S5zmS5FlZWzGUcBqfSQ46Vk6G7sIf5+Z1kHYe1i7voqI2Fz/CekQKP7o2uqddEoQ3ma+wcyoeVRRtzYn0B3FSUmN67SNjkMg6lWpQ7m/Q25XvOjY4RPDPGMeLXXLEgv4NcfYoo/Fn5ntp4w0an0gubxQoIJd5BqSHEvoc1GBwIrqsj64ec63uoWIH2VEVK+NU/wDduQOW6+MYF/8EL7zuHFT2d3Pae5/CKZ6ye6xZa5pCOXIYv/t7V/HXnX7NDrkH+zxv0PEgWywmGEOJ5QojbhBD7hRBKCPHmGWwjhBB/IoTYJoSoCiEGhBCfmukxTa/JTEdd02SclPER+sBoCkLjRoyQyXoTSypmkyTmizJ8B7HPPdcoQ960wUEFwCaLVbSep1R8rswGbSp8z0ncS1XzJFsGpppuFm6umgg0f4tsJk38Rg3PukVQikrNNTxowQi8Hw7nX4tkiJ9Siponmwo0geKcFfNZ2JXTBqJxEsGvLa8ziYIyZn/wvRimEBDKi02QLVS9pUALziE4Qr1jSct122qNotHYk9/fRNNhidCD5v+ZM7yufmMa2hbbAMi45XA76bQhpfYGtlVHw831/FzQUR1m+dC9oXGu7W/dv6q+oArK3CsFOWdmZrGUgJIx73M1IdDMZ89V+N5IcL16mLsYYOZHDuWrsTL45iVRuXkJ7xUsHTK/m1VMlNQ8GRb+MPEUTJTreEr5IjN53f3zbPICM+9vZ/lA6KXNCF3Eo1R3yZcb89c8kQ3DnYP3ZHiEkZ1RZU7iA0eBN1Moj1UDd4TVIKN148JOEX9+AbLJQaI0gebHPGSCCp7+fh2vOusquYeLFWhPRWoluPXN8MuPUznvt3lr22f5m3UOr738aXz/nVdz5rL02HHLU4ul3e188S3X8nb+in5vMfJbr4knMlssJwbdwCbgJmD6kmSazwHvBP4SOB94KXBPyy0M4qKKVGdCw5xPvvGQLQ3qiaCreW04C6dhpDdtYtesk24Qxz7d8YtEQ4O2JML2WsyBFG0rKVbr0ZxHEA/FMwWap2Kj141mjh/iGISe+YIiO0NjuakHrayLBrSlxDY1FPvwyty/czj0gkQ5c74nQUrjL+MYSlexU03NKV/wCeELITNMs9kZpe8DEn3LN3CT5cNNhJJ4ovWUOJ40PIFONtZGXzLPuJ3TVXgOPGiB4E3eh0ZPTvwnwMqDd0Vtd9pRKBZObGbZ8IOIyX3Mn9weNjnIEwtFgVJh5wzmKjQnjk4V82nnoRQCGet7gUCrZ7UNZfYIJTIoBFKBW/fCAYA06oncyfDeADI3L6x+mEZwvgs6sjhCUKlJ9oxG+Zq5xHHrngyFfvL8WmL0wwVT28P7uWy+Dieuu5L2kcbQSS82TYSfB+cPcjDwOLmK6VGN2hAIJkfWY7mByeVR+4JdRO8yx4mH66YVW1GKWNGZ4D1tFow5VliB9lRjagD+86Ww5TaGrvww1/e+gQf6q3z2Nc/g06++mM62zPT7sDxlOGfFfD73lhfwFvevGKp3oL75W9D/yPQbWizHCUqpHyul/kopdSvNMswNhBDnAu8Bfksp9QOl1G6l1GNKqR/P9Jhexqh2q2YW4iikC0rSlvdzfEqj/sS5jV/TaZMBawHQeBQhBFIpekcKlOsug1PRvFNhZcKEWHTdyEBJJvyHeWlK8sDO4VjhkwWdOc5ftSB+dkrhKUnWzEFLtFMhyHhV2mrjzJ/aGRpumRZGrHGGTT1oDG0m45ZprzeGaiY9N9roUw1hakFjkx9HbQ+a0aKtSkYhdrE54WYmBsz7k8s1GrgAp/oVltNydOq0/l7fPVKIxDqJnhl6N2fSzqBISJMe74f4QQsB0Mxj02R1mWlDKV0xESCz/2EW5HeQCfPSAoEMlfZlYR5YtjaF4/ebQA/JmSvmsMCMUB6nLtHXvuZP1j68/Ep/LXNQQuhwZaWou/Uw/3A25zpSqDJWqKTOF2dsDUgc4dCedXRJeoO2bLwvFKouTqZR8M3iUuj1/Q3a/QddKiOH0sAjnkMJuirrxv6JhvL884r7w9+TIYcmIuU5CoRYzAtn5EdmHJHqufak4smBKIc45+bpmdiC41WnF61HGCvQnkocfAK+9nwY2cHG536Z5z9wETVP8b/vuJJXX7ZmrltnOU657NRF/O3vvZjXVj/CYL0LdfNvQd+6uW6WxXK0+C1gN/BiIcRuIcQeIcQ3hBDLZ7a5RAmBdNood65qulbSkO6sDLJ4NOGhDj1o8XUXzWtr2F8zMSPQRthoscbmA1P0jZeM/Ba9367S/tg2pgdt20AkZIbyFTYdmNQl7xMV7ACWdedY1aNzrfrGSr7hL/E8L+YNSxZSECgyrg7p6s7vDtvVOKl14/kpIVKNNn0i2tvS1Xf3tBMo65LzXmhoRlUV43+bTcg4Iiqm0LIwRjSRrjRG9KXTeB+TZOt5ugu9UTtp9KAB9HS2+ecR7T/wlkwX4ghQNgvCxBUaszcVmwm0rCHQos8rHdGjVe6aXXqFl+lAocIJwYPdBtchzIuMVXGULBqPKq06TkZX8KzWpx2kDu6zVIqsW0RIl/ntWuAEYcZXnL2KNYs645dBOCgE5brHVKlCpkXFimS/Nx//3uF88/4eHEpJHMfvnwkRknyESlWPHjXVMOgjpUoNjQz3k+jvQY5m4Bks1dzG5xeQTia6FUF+p4x7qQN6JreEvwf3N+ntv+iUHk5Z1EEcFT4b5kTxDtEz4yAaB2PQFWNHjHy2+flddBd6rQfNchTZ+2v4+stACG67/OvceMd8Tl3SxQ/efTUXr1k4162zHOc89+xlfPB1L+CV5Q8x4C5A3XyjLjBjsZx8nAGcCvwu8GbgTcB5wO1CpFvhQoi3CSHWCyHWe1NDfqEH4Yc1Rcbo4Iprom1SvD6xyXqrhcjbkiyPT6MXrcHz4aMn7I0vKVRdth2calrdTxohPhVjBD6oIrlrpMCBiXjJeH1OUYhbXUrGijXGi3outlYhXcLI5TljeRRi3zcWD1tKTepvYcYE5pe+Xq0F2uKxx1g+dH9YUW8oH1RQbDGPnB+2qGkl0GSUAyX1/egbK2HO7b04RXQDdJUOxD8wQ0XN7miWKQxX9ee6YnqBFp5vSi+aqQctakiTAiFG+KQ56CCdNn+eMoGbLM+vdGXCZtUR3UwXo4XGKo5nLe2MrRfN1qdzjByzeITj4EqF63nMa4tfq3Lnynhz/PBCTyrm53fpMMdsMFeePnhPZ46VCzrjE68LJwwLFEoyw0hK85T8bb2WAi0YaHCEwBGNRT6S74KaJ+mojfOMNQtZ3BX1weFCNRYamXKk2F91X+wEodZT5SZhx8rsv41ieFofVeLchRCpHrSwqqlR4VOI6Jh1KSnWms1nln59pdLXa/8pL52ulUcEK9CeCmz/Gdx8I6p7OV8758u89646zz9vBf/7jitZ1dM5/fYWC/DiC1fyV6+7nleVdU6a+uaNsOF/5rpZFsuRxgHagTcppe5RSt2LFmnPAn4jbQOl1FeVUpcrpS7v7NSjuUrocBot0PwwOcP47CgPpu0qYngbSrmpOWhCNJkjq71xsG20WIsVIABdNa5QdWNl+2P78VI+X3tF7M+RqVKDF7B9YmeDqbSudxTP81Lz5gLMUfHOXC6a2yuxf6l0MY7AS1drW0RzaWoYoyL8rylBDktyYu9kTpT5Z3XBqaHIbSViBNJw4Egmy3UG8xXqxr6SxSmeuXYRPR1Z5ud3xvcVy+VLya2LlRWfuUALyXbGzjEZhtmZa+VhUq0jPYVjTLRuCrQcHTl9Lml5h2bBjCQy08ZA3pyoWu+3M9NoyDdFv7UAACAASURBVAPsGSmyPzEfneM4oX/UHEeYWnAuSWRi4nKATEYLm2C+uXD6iuS8W8HnyiOT0ddxcPlzm55bdE7JHMNWHjTt2XaEIOM0et8DhCmUZyXAozaZ+WxBLmrQ52pueh5r8E7Uv8f7UjPdubAzCsGcznuo14kmwTY9X0KIRIXd5tunMThVYWP/xCFdr0PBCrSTnQ23wH+/DrX8fP5+5ef5xH15fufyNXz5jc/0R6wslpnz8otX87dvuJ4bKx9ho3M+fP9t8MtPNg+at1hOPAYAVym13fhsB+ACa2e6E4UTC4dKGuBOk7yp8XI9zOvSNo9oSGYXwJrFcU9DZfUVuIvOmGnzWrLj4AQxK33RadC9IrZOqVonKYyEACc5wo1EStmy+IJpdAlHNLXUpIKOjs5wXrPhZVeCcBpz6PwiDZE+E2QrY02Pb1JvcNOpmCFpLnUy2dAoTwtxDLwvSirapvaRrU1h2sOm4Z20+Rwh6J7cThKJw5pFndrjlnJM0zMb7LIey/tJN/tCY7trMfXTf5P8/DONhhkV+1qEAGrBDF4m3RuoRDbKfzRumXTaQlHjNIT+pX+3RN4eBy+TDHFrfL6C61uXSs935rejM6eLdwSCMfR0Cgex/PyG77agrL6Zv+TkdFuC57RZTw8c8IvHHiMjYGr+2bhtCxhfdHGTLYIDxCfvbilSlEIoN5z7PTlJedRso/0z1BsLOnKcHXi4hZOalxkMxDQ+R/5RRSa8dsm+mHzPKeEwteCcWPh2MsQRWuulZEERJbIxT2F6I6cXgccCK9BOZh78V/j+25GnXs2fdX2crz2S5x3XnMmnX3Ux2ZnM2GexpPCiC1by2Tddy+srf8FPc9fBrz4F3/0DqBam39hiOf65H8gKIc40PjsDyAJ70zdJITBslTZGWxW86DK8EqWap3O38NNlUktAwrIFXbGP3I6FMy460Ypq+5JGA3Dh2gYxUHfdhvWEAKESpbWVFmktPS9muJlbZslYerVYKfXIeOiZEFGGGETCLDB4ozwyWDJ0f/Pjt6CjPBRvqmFDOpmckZvWeH6BcBDSpX3oUZYNP9i0+oJjhGpV2xcDMG9yR+OKQrByQSdnLO2OGbjBnc8YIV3hZMSmQGtSMEQZP72ORTHvnOkdzDkOT1uk+16h+7TYPiZ7zmNqzbV42Xmpx5CxHLToOniZNsPr5NCRnd7LsbCrjcXz2kJPddjWIBcq0Q/NMLieia20qwrPXLuIee1ZLdCCsuz+Om0C2rIpdpIx6BJ+lMnh+MV49DnE9xU0zCytn3FEqCxK854Wrj3Zc37DIWOe0iYCbXDF8/xjKhzp4QgtlpJhzGmFUKarvBkwrz3DPH9OQSUEi7pyLOxMiJ1sO2OLL2m6DzOnNulBS04fUO5YSXHe2th1Sy0S0qL55mTnArjqrOWckVKpvNy5ioFV1+Nmu6cpwnLssFb6yco9/wA//QDyvBt4X+ZDfHfTJB94yXl84CXnzfhhtFia8ZvnLeff3nIVf1F/G1903oDa/H346rW6EI3FchwhhOgWQlwihLgE/Z231v97rb/8k0KIO41N7gAeBf5DCHGpEOJS4D+Ah4D1Mz1uYPQpdLhPW4uybfOMiZQ7KpEgUE3Cj4RfES5+vCh06JSFhx66Lp027YUx5i67Z8dILF9KiYyfw5MS/ufVYypGIFnSlWNhi1HrmAethchUAE4WARTnaWfmqoVdsZCkcueq0IMTetCELgpwKGS9Uuqovd6vMP9Iaa++R05tEgeBwEN6tegcjW2kUpy+VAubavvSZrtkulBNIeNFEQBcs7R4Nt43Fne1kTWKnUCi3ynVcMwVCwKPVaItwsFrW9C0bdLJpQo0KXLhnoSAC1YvCHMsW8VmdLVlCHI9w7b7Pxs8ueatQiKlCvO0ap5kz4gfRuk4PHPtIi5a09Mimw4KXbr/Xbi6B7IdsRBe81yCTxbkd9BZHQnXcYywWyEigZjt6G4IrfRy85hYeAHV9sVh5UjTC6QHCaIgWqFc/9xEQ+5emgd0NgEwybM8a3l37JkVTiY1t0xvIeIetIQEkSLxjhAOSmQS9858FgXMW9b4zkiZPw385zVlSgHwhWOm3S86dHxEBFmBdjJy7+fhro8jL/odbnJv4gebR/nQS8/nHdecOf22FssMufLMJXzvnc/hfztew++5H6JSnICvXQcP/7sNebQcT1wOPOb/6wQ+6v/+MX/5KiB8OSqlJPByYAg999nPgH502f2ZD60KR3t4FFQ9SUcLD5JpgJghOc0mRhXB/g1ML0DXLKZLGV0ST6vzMh1h0Y4gH6hY8xg2yulrEec1POeKIATJEFxKNp2jLTofw6BqMYColB8WdcGNTCy8EIDVi7pYu9gXHSqYMFqE64O+vs1CLNOO16rwiElHu2Ekp4UO+p/lCvtBgJudh/JqMas/OL7rybBQiGpRdVEaG6d50GLX0hHU2hZRzfUAUO5YgZvwbmUzWpyFXg3le26Dgha6RqKxz6ZN0+u3uNUy0xbKBXNideVkw/0KIfzCD9McJ2xd3IMWThfQQqDp1QLvqpZheT8fUwhHi5tMtqUWrnla4HXkMpBtj/UvIYBTLmvYJuMIPKc9PIGwoqC/6dLudnIZp6EvKQTF7tPwMl3+/VUsX5AM6wzjZqMiIYl71dOZ44xl88L15q8MXnvx57jV8xpN+B1559pNT2MmxwsvSK/E6Ti6X4W5rwkh56WIJyUyMe97/L4q6F7ecJuEH3sAjSGONMtBC99lzUOsjzVWoJ1s3P/PcOdHkRe+mveW38btm4b40EvP54+ed2RyEywWk7OWd/P9d15FafVVXD3xMXZ1Xwo/ej/81ythrHeum2exoJS6WyklUv692V/+ZqXUaYltBpRSr1FKzVdKLVdKvUEpNU1Vj8RxdbARUko8qdLDpXyamaPBlMkpGzQYNwroG9eFLmYTJZHMFwoM+O7CHqPSnMDzVGjHeU4bQtYbPEtKgaO8xOeKrIgbPJesWRiGyTXQounaTyDIZHKhxS2EE/oO9XEjv8dUJRo9b1YlMU23yUx780agQ8dWzO/AiRmUjfc3nHOpMhF6D/DqMbXQntIvpBOUAp+OtCqOxlIhqHQso962kJGlz2ZsyTMbwmDN0Lyw3ar50c2+2nJqgRSkyIWDDuacV8oXRbpBjf26SUP8gQoRC9sM1s80TIDdpGMJP4w4dGo6cN7L4NyX+tukt6AujYIo2Y54npQQsPh0o016WcYRYfEK3R/8z4P8u6CwUIpAAz8vTvnzrxnLHWOuumDy7IwjYqGBAN3t2VgRlo7Tr/D3H6fZYFLsGhr95oyl84yPMwgny7kr5jeEdet2ZkKB1pCDRiZWpEf5g1xCwMoGQRoc0In1ff1e0UMK566YT08uIbaaeNCCgQ2FaOoxP9ZYgXYy8cCX4BcfQV7wSm6qvIMfWnFmOQYs6W7nW3/4bF56xcVcP/hu/m3+HyP71sG/XAn3/ZM2SCyWpxq+cRGVetdWxOiSy6jnmoeBBejy+OlGcFqIY7EqmfBLW7fyQpU6VyOdSIAEZcMD3GwknIKRdCXihUqUkyPnFugu7CGpDIR0YyFCQimSKc/ZjBNW7Ws8t+ZIpY1iJ2YMO4jQG6Ji12vYmMdpVU8nS1NEWrs5Oo9gybw2vBYCTRlBY8Kc2y3NExe0RdZ1u70aVIuhkQ6Cns4caxZ1cUpMsAbupJQGxMrsT+OZNLw01Y6lYZ8xr0ODZ0npM4z2rTArWcbXn13YqHIigVaPGeJRGJvKNg/PNUP/zFC7WA5a2BfiRrYQUJh/OkkcQeykHCEg1wnZdv2x0ZfPWBrlLsUCPzPt4TMnUwqWmG0OWqfFSxTiGJ6T//upS7rCwi2mQMMvs29e+fNWzmfN4kAk6TL7om0eme6lseObOlygwjYHn1cWngW09qCZewgGWbqMEG2R0b/P78hxSWIKp4yIv7eCvhnksT056iYmq/aFK8Lvy9MPGrRlHVAKqRTzO3KNPbSJBy3rFrnolB4tCP27NLb4EoaWX526/rHACrSThV//C/z8Q8jzb+Sm6jut58xyTOnIZfi7Gy/kC6+7jH+a+k1eXP8sB5c/B+74G/jXq2Hbj2zYo+UpRWDgBrk9gQ1Y6VzJ1PyzYuum2dmuP19W2mTGuv5I/Ot792iJKPCrkWA/yskwsOr5xufZxHqGYDM9aEbZPc/fl0AytugZ4ec6xNHFkWYFPRkaGgIRVrPsbFJFuKVpmJIPFQuHU1LPPSca1wFoSyk+sXphZ2gg9nTmOH1p93StCJuR8ee/6mrLpoYlLpuvxYZQLgKdz6YgNmgVeAdyi54W7d8/fr0rPgcXmFczHoopaCy6kHFEo1ErBKct7ebs5d0sPu+5LcR8oJgUIMOqz/Ey/7MTaF6mjZon6RsvxSYJViIbGtkqOVWECtZxqLU1TiOhRDwHbbIUTGjcWGa/2rGsYfsgxDFyoTVvf3Kgod6+JNh5GOJYCz4Dau2L/F3KsA3Bw76oqy3ysDrag6cfDe1BcxAsnd+OIJqkQYls5KE22tLVluWcFfP989Y5aJlMls62+OBLMh8t8nDFX1LN5iwUIn55zNzZcB0nQ1D0R/h5cNEBE95RIbjolB5OW6KFXqVjORMLL2BqwTnh8uC4jhAN4bnBMWKH8AVWw/QY4QrpnvRa22J/sEaEtooS2diA1bHGCrSTgYe+Aj/7IPK8V3BT/V1WnFnmjBuesZrb3/Mc2hav4Yrdb+Frp3wCT3pwy+vh6y+BvnVz3USL5ZghRMYo320uSEwynRZmJ/UocJo3R4T/JXcSGTRJoop78VFsJxM3sup+vhJAuy9oFAJPQt4PGZSGkWP+rpRC9D1Etj4VNUtJPE8bbJeuXchFa/T+2zIOCzpSRFoLA1nSGL4pHIeMCEIc4zloM9glWSE4bWkXXW1ZVi/qgLNfGFZRNBlccQ0Dq65jsue8cJ9BiGN71uE3zlzRsI0IRuuNcDgFkQGIMcnuyosatleZXMNn8YoJhkATOjQrKAOvhC5LkgwzC3KQeuZ1csbKpY1zdfn/RTlovtEfHOf/s3fecW5dZf5+zlWd3vvYHo97r3Hs2EmcOL0DIRAgBdgESEgoy8Jvl2WpS5aFLIQSWMoSkkACCZBCQgjpvZLe7BQ7iXsfezxN0vn9ce6VrqQrjTSeGcnj9/HHn5Gubnnv0b2653ve97xvJluc7bOMw8WsIF29ETZ39dIzkPBwmRBH2FPRic8fgPFL49e9e3dJc+7iWif5et6xz8w5Sg1TyyhDFUnZUt2CwtxRqanfEy2xs+lQmH6KEWh2O++qS6TM39m0jPVtJ8TfGxGnqClzzi3Rxuavc1LKNdfLlUzFCpqtYv1pSW+cFP7Vu15ExaJYPh+hQPL9ZQYWEqIs1VMWT1RiWWxsWZWWpdMcJ0XUpWL5IVjuWt/1UZr3ylz/jiDUlo/u8g6X4DbLKyvKUZkEWkrwqmUlBBa+YPoXb6XfU1sblrGrema8mL3jfTXhph734CghAu1A54lfwF+/SGzaKXwmcgm3vrhVxJlQUCbWl/Hni5bzuWOm8p23OlnR9W1eW/wN2PEm/OpYuP7DsM0jfbQgjDGUlSjMm+/cHeNBI5FUwL1fDw9a2ucpOMeMj9o3TGNveQd1labTE6+DpRT7SlqZ115NS1VJfFnvQDRe2yjm6rS4PUd+y5xl7Y5n7X3ax7IFlJNZziG+f1yZC1PsnmZ7BiBT519h6ShNm+5HEfPMIJcqQkJuT5plOqQzWyopDfghXMmiJYdDSk25SKCcmC/MXrs+mFJguTwCnhGbVnL4JJgwzZ76hBiLeytcYizucfGOcYS6SRCqzBriOBCoAgUh3Ze03KcS/kyva0hr4/VNeOds+ZK4PIaMlzcYzDW5Z8oZdFVNN53kqvZ4Z9z5zksCvrT7xulOe37nqQItg90Jr5YzuJH5vrKUoj9oxHtvuIEYPgiEAXNdR30lSfMSlfLhnivqt1RScg3HqKg9r8xnKbQ/hMayvVX2NWNv73i3fdG+tPNxh9sqolj+YFo5pZ6a6dCSSIEfvy8SMbtm/5YJ1fQSRIPSOB1C5TDrPbYtCayUOXHadsnFQy3ttqop8ZsSCihmt1VhTTmOnglHJ3v3XSSLQOf+0VBWTzSQklLflz4oFPWFQFkEfVZ6Fsf9ueD3ExFoBzJP/gpu/wKxqSfx2dilIs6EoiHgs/jMMVO46eLlVJSFOf6hyXxl3NX0Hv7/4M374CeHwi2XwO71hTZVEEYEpTWWSmTHcz/mcxFoO7v72dMXiadFD6SFHXl1HNyZ6VLtsSfB24KqY/YyDltxDJPtwrNTmyuY2WzPjVMWAZ+VlAWuzx2S5uooxSw/lWE/E+pKqS8P2SGHZt3asiBzWitorghCWfJ8GCCeSh1gW/0Sk249VUwFfPHiuDGPEEeUha+/C3/Erh2nfBnaBgZs0VUeSnSavdLvV5YECVfUeO7Djc/V2RsIlLOvtC0enmVMS0/isbMnxnObE6Ip7sWwTOKT3pArDM9zXpuC1gUw9TiydeH2lE8kUjGegark/kBqaQCvuljaFK8ziVW0Rmkd//6Tk5pk7rx6hZhlSr8OidpYcVGR4kEyxclTv3vHy+ExTzOWPYujQyymk+e2paWp1DRWhJnZWolSJivm+rYT6As3JIpVu0Ic3QWsHdvryoKE/T6qSsx3nFqo2Xnv9ylitihylUmLF/V2BIoV7fU4E5fnT2t8PivhwXXONVjumSQjbrE75DJlnwCNFa7BIo/Rku11i6DEvm/sYycJNH+qwLLi52gliWTbl+cM6ATCqHBVmj3GZKccg/nrVxagCcRHFMzyyU32b5unyDPrmt8jhUuxxteoKgkQ8vuy1rMcbkSgHag8fRXc9nmiU47n4oFLueWFbSLOhKJjdlsVt16ygk+tnMRvn93OUU8s4eGT74IlF8Cz18GPFsKdX4F9OwptqiAMOxorPuk9ae6O8jG3rTreOfcSVM+XLmV9+8lxMeSe7+GVJMQ5IngnCXHqAcVH4X2KoN+ivjzE4gm1lAT8BAPJXrbEfhR9EeORqAz5mTs+Mc9GK5MZrqE87Ep2kAi1bCgPms56abpAS0p975qf40aR0j6pHSSlsEgOl9Mpq1gpr9JCojxwd9RDKXPX4okoAokOa3k4yM7a+UleB8slSJTfrNvVG0lYoBTR8cugss0M/c9+H52HnMCslkr743TbIq4QVK80+84rbQXobV6IL5TsBXEX+UZZSYIiYFkmQYjtQWuuDOOkLG+tDlNS30Fl23SoGmcf30NApi1x2Z6SACQ+70wlvErxxDQp3dNUwafiwW3eHjTH77S9bjGQLsSd0MNoTNNb0hS/9pL1q+msB3yK0oAfSzleH3O8ROIcE0qqSc+ICWaO2Oy2qvi8y3K7DIYzWGIpkz3Vb5nvJDXBibPHmBWkNOjH0hHScIdm6qgdupx8ztGUdkp1oDnfZ8BnMbWpIun68ntkhfQwwsOsxDIrVRwqFf+efcolWAMmpHEgUBHfo5PhMv2I5p/zWdBvMam+jLnjqs2n8evdPvcU0ep3JWtxQlAdnPbYWTOPivFzmdNWNeR6ikNBBNqByD+ugVs/Q3TSsXyi71L++soOvnbqTBFnQlES8vv40gnT+eOnDqMs5OfD173JF7s/RNcFj8HMM+CRH8EV8+HBy6G/u9DmCsJ+EfElJpUPuDq/yY91I44cD1JqP7erciqRQHLHusZd6FmZjaY3V8aTA6TsPo1UgeYp4mrNM8Tp8Lo7/b0DtlesPERF2BZ5SjG5qZJxtfY5VySSWkT85WYEf+tr9i7Suxv+6Seyq3oWWxtMum90ctqJfaXtBHwW0caZ9JQ4+zb7OXRiHSunNgIqKaW6Zw0xe6cVdjIQt9jN1AlyUvcPBCrZ1XyYxy4VuARHOOAzyULcreYOcfSbY++LJh/RX9UGE5bF37dWl9BaZcScUippHtDGllX0hdzi2HWs1LlkdvKEtPIOLtHtTpUOEPA73ghIpC83Aq0qHGTWhCZU20LXd6noDTfSXZZIcJIV5WN9+8mJc3d5aoyHDJqr7CyIafM0zRwkt4fRpxRakdUjPRCoiJ9uqi1Uj2dv7UySVvAaJMjwUbxOoVKu0NF0nO2CPov546pprzHn6CTo8VuWyRY47RSjm7VOSn4RL+5tBZjaWE5nfXnaoEHS969j+H2+tDaMWaFkIZduafzV9OaKjPUAd1XPShPMvrZFRuimkORxSknQ0VwZJuBPJJ9xvsf+slZq55xIqH5i/HdPqcwe2NSQ7+bKEEGfM+CTHD6Z2ibz2qvj91HQZ6UkvjGv95W1E22Y6V40KohAO9B49ndwyyVEOlfx8d5LuXvNbi577xzOXz6x0JYJQlYWjK/hL5es4KKVk7jx6Xc57tfruHfmN+FTD8OEw+Dub8APF5jQXUnNLxzgaOWLJ2yA5M5d5lAvw0BJarY5hS8Qinc2FUCwjPKQn8pwIOFhsntyXg925Qg02yaf2yBbmFnjjLfB6aTEExUo6LWTOpi+kONhg+ktVYlQxY4V8RCn3nADlrsWlVeMWaCM7vKOeOa7vnBdUkfzkIm2GPGnh7c1V4WpKg3YHgf3qHd6khDnbW15mDltVUliN5MHzZk31xeqJRKu81wntcPphGXF8Sc+D5SZdtlVPdNln0qbJ4RrH1r5XUlJlEcK92Tbt9cudL0z7RJIKfSW9DUoK+m9ZUd3aa3tJCOA1mjlM96FeHhYwnO0vf4QdtUkEmPkk6zX8aBqZVFXFuS0ea1xoZbqnbNQaMvP9gYTCotywi2VpyhPlSGeno9xS9hX6Qxs2/fOQE/yflwn5A7DSz2a19eYbguUBnyuOVemPZurwmgrQLCkDKf2mmM1JDJ3BoNmXplXTT/l+k2Z01KBz/Kl3XMRK5hkjTNQ4dwP9ZVmoKUk6LPn5iW2dQuXbo/kIfPmLeSkOS1py5MGgqzk+XiHdtahLH98vaivxP7MorKukSOnNph7HHOfOt9zuTuawDJesiRh5c7gmTL31kv4OyfqzrJpf5r2KlsJk+FGBNqBxHPXw00X0T/hCD64+2IeeHMP3ztzHmcvGV9oywQhJ8IBH188YTo3XbycqpIAH73qSf75/gi7z7gGPnoH1Ew0ha5/sgRe/GMi+F4QDhgSI7Y9pS3sK203S13PdceL1V05ma0Ny9K0i9+f3OFc33Y8semnsKN2kb2vTB3FJBMAmNpoRN3u6hn0lLTQW9KYZg9tC2HOmfG36QIyMUcIRTzUqbo0ucNnjA/b+7DSxEC6nYplkxLiZ0ftfJhybPx9iZ2FznKFsaWF/fXuThO/qYke4h8ry3geVMpngVKYejxMO8m1PH0eisPOmnn0ti5BK8Weisnsq5vtnE7S+tqfEFSh0iq2TzyN3pLk1PlBr559dQc0TKNi/FzP47vP1U1/qMYl7owHJuBLbQuXO0hZtFaV0FwZZuH4xJw7d/09haa7bDxW0yxomBZfYWpjBXPGpae9T8XpTDv3gZt4Z1dZtsfI1XapcaopKCAUsDLPQXP24xG66GZ6cyXNlWH8eiDZJo+9GS+Px+dKJRWAzmiMsSj+yvGgzWqt5KjpjZTYoY9Kx+w6a7YX1xempjTIsbPT2xCAusko10BDeVAZMZRaCFoFkxoiHPCxcHwNTXYR6ObKEhaOrzHJclIMj/hTkm2kYFkq7VqD5NIEZSVhZrRU0lFXxswWO1TXFm3ddTPjBeLntlel7ga/pYj6gpQEfHQ2JNtibjvXgTTEa2GkCjNPT6e3KPP6rkfRgSYC7YDh+Rvgpk+xr+0wTtryKV7aMsAvzl3M+xZluGEFoYiZ217NLZcs55KjJ3PTs+s5/gcP8GhkKnzsDjj796aTd+PH4JdHw/qnC22uIOSBKwGAsthdNcMsdj3sY74QTD+Z7poZ9Idq2dt5MhtbEsLEn1IvCOUj4AppUr5AUta/nXUmM5tXYobKkgDzx1VTXVXLjrqFOHMxso4Ee4TLxT9C4ff5mNtebUIb09RlIoV40tyxDAItyZOnfBCuSvrcbOo9/wSASG/SuaTWQesJN7lESfoctPioeagCgonw1OYKx5NjpfXK9pW1EylvxVLQVTWN/upEZsekUXe3h83yxc/VsW9GS2W8U56EZUHzHMY1VDG7rdrdFCTP8ko2zJ3lTts+o9QQx1TR7PdZtNeUYinHd2Nvb9cmU7GIabemmS4PiKayJEBjZSnHz0oWnDrFhdZSFWbxokPZWTuPVLImXEj5vgfSkn6YOVGHdNQNknTHuYYS60xpLGdppxkYKAv5ObSzLnEdui/HlEWpV09CkCiy6zPv83QEmlKKSjtsWClXWKZ9L0V8YWOLR4IPypugZV6KBoyZ9ku9N61073LS74Cykt4PuESZM7DjOojnOaWSNG/NCjC1qYL68lDiunQGXuxzrS4NEg6k3xOWUuwrbSOm0+9fRWqYa3oWxkwhjgCHT21g0YQaj7Ny3cv2y6BfPGiCmxduhD9fSFfTEo7e8Cl29vu57sKlrJqRHu8rCAcKIb+Pfz5uGjddtJzSoI8P/fIxvnfnagYmHweffAjO+Bl0bYBfrIJbPyuJRIQDijQvlKvzPKOlEgKuhAm+YFI9sTSBRkpH2xeEukSx68RUt/SMkWBChvzZQt0Gsz011MdOSW0pld7hUcrOAphcQJbSDGGCHjgp92maDXWT0VUTEh40j55w0uC58iWF2fWUtqStmOaFq0of6KwI+ZjZXBkXOmnHBJoqwkxqKGd2m53Ug2QPS1Ja8Uh65j2vQr+pOMW1vR07blfpCXZnVyV9lu7VSIiK1A6/48HQOiH2FB5RDE4ImfIRDviY3lzJ4VMasJSKZwV1CPl98RDaspTi5KnXZNIhUrunGWInW6tLk86jPOSnoTzkCh1VbG1YRv+k4wHYUTOfqlnHx71Gg+EuVGy5EkoAz7IyEQAAIABJREFUcVEF2Qc8Mn0yob4yeW6pTV+4gb5Jx9PftMC8D9WRqJFmEyg1mVFb5tn3mkqU5Ij229e6YmpTBW1TFrJn8mlMaarIfuOnhkQGK9nUvJINrcfSbZeXyJekPEBBj6LP8VIcibBpL0wCFR/RNNmiQOER4qhJTjyUOkiTWL+6NER7jW2bvf7UxgoWjE/UQ3TWLw+NXl20wX8dhMLyzLXoWy5hY+V8jnv7EzTUVvD7jx7ChLoh1KcQhCJkTrvJ9Pj1W1/ix/e+zsNvbOOKDyxg/PyzYfrJcN9lphj7yzfDSd+F2e/L/pARhIKSnELbQYXKwU6+lprYI54MAAtFzNTXSpmG6bcslB2GhS9oBF5lG3QlSlU4NZq8sv853orq0iAddaWe4UgAh02qp3TvXti22W1h8sukc0s5VnzOhy/ZO1YyeNp6h231h5g6Vv4gtM5H9Q4kQu68kpu4bIhZfiY3llPZFWbznl40VlIoXZrFM05Nm0sGQLgSDQwEKwlhOuDuhBpKmQ777Lb0cKy4XUrZSWNiScV7h8Kgv3ihcmC3++golWUOmlJJXlhmnsHON7bbGRw1MSuApRQtVWHCKSFlCYFm2nNas7meT53XCpjsvbX+SsojEQITl0OogtPnV7B+Vw9Prd3B3vKJlO99Kx4W6BXm6Ra6pQGfEVSOVlSu7rVSSQMaleEArdUlrv1Af6gWK1gK7GNc53Qoq0w73qTGcrZ09aaVs9hVPZvemj7Y9zIqOhC3a257NS1OQhPLj7u8xKDUdsKON5nvESI6u7WKZ9/dRU1VNet1iPXtJ1Pm85PmuLF80Lky/lYBeysmUrX71cTnMU1lOEBldSktTbansz/blZT8WWt1CRt22W9Sx2xynGwYcA0s6YCHQHPuScuCWGah68wVjbmkVX/Q5V12/yb17TF/S+tRuBLfOMer7WRO9HVXiYn0EMfSoI/K6hLYZMp3OJdFc1WYua2Dh/YOB+JBK2Ye/1+4+WJeCi9k1eZPc/jMCdz86eUizoQxR1nIz3+fOY8ff2gBr2/Zy0k/fJCbn10P4Uo44TL4xAPmofbHj5tC13s2FdpkQfDE8fQ42fZiviA7ahcQGbc84zbuzqZ5n3g0hwM+jp/VjMLMA4n4StEtdlKGchN25IRERf0lSVny3Dgdn7KgL+szpKEiRFnKKLEzHSjqC5uOirsz5HSoWpwQNq8QMNd6DrPfl/S2IuxPRIUoK6nWmglhsnuIWTqGYb+PQ6aMY2ZLFW01iSLbuEUJKSLPH0q3DaCqnYFJx9Jb0oxSikM7a1NW8NgmNcTRstjcchRdHccneTwTq+c+0OTY7FG2zBNnDlpquFiawJ12kvG++fzxEEYzB80PCtqqS9NFqCPQLI/wTGBSQzk1ZUHz/bs9ivbL3dUmI54jHuvK04uxu2msDHt7VppmAa5kMnh55RLtdvr8NuO99qA85KezoTypfRSgLT/RciM8nc/aa0qZWF+WaFvLpOBXsWjqbt0mJN6kzPl0U1Ua4MipDfh9iRDhWEp2UyA5EQZOM6d6kZK9qc7ruW3VzG3zEBkpxb0P6ajllLmtzGypZPmU1BDHHOhciW/8oWyrP9Sch/17RedKaLZ/w+yBG8tOqJPpjnAyfsbsqWVbGleY7K/KTrOPYmPLquTIBBK/XUkCrW0hwZknJ74/d4h0vM08rJlxGtasM5hYPzp9cBFoxYjW8MD34K9f5H7rUM7afSn/cspCrvzwwiSXuiCMNU6Z28rtlx7OtOYKPnP9s3z+D8+yty8CzbPh43fCsd+EN+42SUSe/V1+KcMEYRQIh0JsbDmGntLW+LKe0lasQHonNF5Py5kn4TySXaFxCtPJVsp0Fje3HAVldpbHukkw41QigRSPnMdcFceDlpPzOa2Yq9loU/NR9E09Pa3Dx5wzoX5K4r19NoFs8zXs9apKApQEzJw2J6HE4o7apBB+k5zBSf2f7qVwOuWNlSEaq8tQlnsujZVI557i1dzceHhm+wAdTLRrY0WYWa2ZvWXGtoTnx3IlvdD+cErD2+vkUfTWigu05N+8rQ3LTIcfWNpZxzSn2Lh9jLqyIM3ucD6V8iJYanvfsEPFtKnvpbLIx3jCmPy6kKl7rC4NMKm+nAXjs3sknK06642dPSUtZpkdmloeDsazPwY8QmBnt1XRUJFdBMaZfEz68V3f3bEzW1iYaq/Pb75v7S3QBp2LmQHnsI4oSSJNoKXM04z0pYf32a+Dfiu9/AKAh8D0WYopTRXx0hp5UVZP47ip9IXrWd9+MpYjnsrqocEu6N44EzpXEi1rip+HF764B82uleYLpYX0xnzh5LBdpVwJg1J+A4JukZXye+YsSfqdw3j0faPXBxeBVmxoTe8dX4F7vskfoyv4VumXuPaTR/CxFRMzXriCMJYYV1vK7y9cymdWTeGmZ9Zz2o8e4uUNXWa0dvml8MmHoWEG3PQp+N1Z0LWx0CYLQpyQ36KlLr3DqZTiyKkNrJyWPhLt/LIP2ILA3XmKB+GkjOzH8Xt0PKefxM6aOYn3dZPiHoicniNpIX+uzo27vpJnRjs7ZEnH0sMoxy9LW93vszhuVnO8gw3QVl2SlErbFAhO7DdtH5bF4hPOo3HJWWmfaaXSQhzBeB0jQW9vSnxb55Rcdjh4J/NTgMXkhnKTic4RaBnHkfIRaOav24O2akYTK+ZNj8/xaqoMU1niLmiO7f2ro8Fu37h31uMEHCHRH4mhlMJf3QatC9KNcc1BG5x0DxrAxpZj8FlWwtOWtplZuTzkp9pOtT6nvYqSgI9dNbMZmHG6SexiH6OtuoSWqnB83bipyqKtOtmrkpWQR11BFwGflX4P2eGgmUIckx1o+Xe7tdYJkefcQx73QRKRPu/l2e7/TB7A/cCyVHy+n6fk94egrD4+iJJpzMIRaI5WVa4adMlzA5PFqDNgkuRBS8Vj8CQ1U24+3u7hQgRaETEwMMDqX19I+PEfcW30GN5c/l1u/czKpPS3gnAw4PdZfO7YqfzugqXs7YtwxpUPc+1j60yGsPrJ8NG/wgnfgbcehJ8ug5f+XGiTBSHOgvE1aUmclDLzv6pK0kdgnf7B9rpFbKtfQn1VQjjM9AjJGqwWj/KHWDCxlVmtlcbb1rogvk1O3Qxfaic3paMySNa8mS2VzGypTKQed8Ify1Lru+WGSb6RSEGeRO1E89cfSqo75t468TJ57tz4Wo85MV57yFHcOh40v8/Cb1lU2CLT6ztPsWxwG+y/7iyJ5SF/mmdDBctoKA/ZZQ7coVu5HVRr6IvECPosVMdy46VNWyl5Dlp2w1O8EDYxX8hVqDoznQ3lSZkAnXNSPrenxBR9b6suNZ8nXb95dqw9wjaTuvhe18BgXpWk/n/+HrSo1gnh4txDIa/BBZXwIPo8SmCkGZNCLALjDoUpxw1q2+7qGUmF6bPhfM/ZsnY6n2WuS2iW94YbkzzqkP0bri0z4rCkttVcy+4BrZoOewcZ9qDc112Wg4wQkiSkCOiPxLj5idW03H0JK6JP8OfS9zP/Q9/jI+2jMxFREIqVpZ113P6Zw/n8H57j3296kUff3M5/vXeO6ZQs/aQJR/nTBXDD+fDaX+HE/4YSuW+EwuKzVJIHCAbvJq6YXM9Dr2+jL9zA+LpSfD5FS2XYs8OSS2ehvrkdelviHpB4BygnD5p3iKPZ3m2ApxuJ0qCf0soQOIkLnfDHIaJcHrQ02haZ/xlIykipLJi8Cl6/m6WHHIqqzT746Zyd4+FJH2f3sNM17t1YGWbltMbMAi2PIfKcwyEnLGdv3xpi/aEkG3WaQvO+rjSmTxIKZDFOZxEr6Xt1vUpeP/u16D2g4LlFakMGSiG622vNvPA2z2OhV/r7TFtkmLfnhXPPRmM6Ibb9QZh4BITTn3MLJtRRsb3SGN66ALa8ZBuQpZ2nngBbX4Wda80ctOpxOdkW9ZdBxwp4834zVzwLc9qrqCoJUF/uNYBi8A3iQXOu/13Vs2BqNbFXu+xPVJKHPTnFPjS2dlAb2Yy/YUJ636BtkWvurL11hhDHQsSviUArILv3DXDjP97lTw88zbd7/5PZ1lpeWfhVzjj1cxLOKAg29eUhrjr/EH72wBtcfudqXly/mx+fvZA57VXGm/bxO+HBy+H+/4a1D8MZV0LnkYU2WxCSyJ6GW6UlSsgrLMvzgL6k+yBrzalUXCGOodbZKSPJrtCfLCGO6JiZa9K9zfXZ0J5rSoEVMykwY4H82iWWKtBKamDOmTl1uGrKgsxqrWJcrTmm+zvM+IxWKsnL5S3OnHIIeYQ45rqiP4S/dgJs6koSWZUlfrZ39yWyOmb5LvoiUUIZsnwC+XnQXLgvwYn1ZVC3KmMoXszK3JmHlA5zalhioBR6dzOxvoytPp93MfA8SI6A8x6UyH373G3xWxk8OOXeCTvqyoKwy4Kq8UbI9doi1aO2YJxQOVSPNwLNQ/QNSg7P2pDfZ1L8ZyEewjjItPJxdeV2RtSu+DJLqcTASKqHvWYC/spWby9nmrcVMoY4FqBPLgJtlInFNI+8sZ3fP/UOf3tpE53RtVxd+n3qAl1Y7/8tM6afVGgTBaHosCzFRSsnc0hHLZde9wzv++kj/OtJ0zlvWQeWLwAr/x9MORb+dCFcfRosvRhW/QcEcqt1IwgjjZdAy8sR4WIofQXn+Dml1XGShATLmTPnMGp27uPpdTvNscHVyfQwpMTOdlhSA42zTNhU2v7z63ooVLwuV7Qk9zBJv6UoDbk6+kOY/+Ou6zVYu88bV81q3UNZ7wh0rfL40qc2lVMR9tNSlRCzs1urzNy+PdthT4ZDYEIoIxqC2Txo5JMkxF2awJxDWdDP3EEihLorJtBDAHgn2UavZvAHTaKa1++Cnl3gN7/7dWUhTpzT6rGBB60LvOdzOujUGYnp22/pSa515zkok8c16C6REPJK6pEJ57jNc2HLK1DmFnQeNpU3wrQTUxJneFDRYva9M3dTcsU9xywTp81rNeGNbhVnJ+PRykug2eeaV2IPd0iueNAOCtbv6uGGp97hhqfeZf2uHqpKAlw26SXe8+53sUqq4ezb45mYBEHw5pCOWm6/9HC+cMNzfP3Wl7nrlc3895nzjLehbRF84kH4+3/AYz+BN+6B9/5vWgiDIBSC4RyAzSlMMW0b8zc1C6D3yhaMXxoXW+7jeRandlPRZFK3O0Vp3Z4QXwDqp5oR+zxQymTC3OoroaUyvah0Jua1V8P0ZnjN2dHweVK8voHKcIDFHXXw2uDfT3nIn9dFkc93rpRKqgUGZpCrrjwEe7OFODpeDJ3d4zoMHrTBiKkgfSWtpAq0rDiX9lAG5jzm2jlz35JumUzfQ90kBt5Zn7SoIhxgd88A/VGXaMjHg+by/JUEcgmNTBGRpbXQkVLeI5P9g4kzSOxr5/rs6w0BZ45ZtmskPv/QfQ6p12KKeMsXnTJPdT92td9IkpARpC8S5dbnNnDOrx5nxXfu4Qd3rWFifRk/ev9Mnl5wO+9b902s9sWmxpOIM0HIiZqyIL88bzGXvXcOz769i+O//wB/eOodM6oWLIWTvwcf/iP07IRfrDLhjyOQnUoQ8iGbLnIe/iunNnJMSnIRz/WHcPxE5zvHDara4yLLSlUm2bI4QkKcedEyN+95os7x+0M1eXXylVLJJQf2U6D5PVK4px908HXmtlcxvTn7vB0HRyil1/caGTQQjQ0y522IAi2fkM7JjeVopdKEYtaOspM4xKsg8hBwQiOTBFYe5zCpwYieslBy6vdccSdRSa1n58kolp2pLcsegpovzsCRZ0bPrBuaZ7u3By1/kuasWu5EJBLiOCZ4eUMXf3jqHW56dj279g3QWhXmkqOn8P5F7YzrfwP+fA5sfgEOuxRWfTXxoyIIQk4opTh7yXhWTK7nCzc8xxdvfJ6/vbiJy947h8bKMEw5Bi56FP7yObj7G7D6TnjPzxIZ3wRhFAn6MtQdsnHEU1VpbqE4meZDpIX/uHDCpZqr8vcuuHWJmZqR2QszErj76Hl7D62hdY69aHTV0sq8qxy8Z8Hcn/ktVWFUdQkNFSGeG5b+d+Y5aEoB2iSl8GVrq/ImM2cpp9CxQdyOGZjSVMGUxnJ48QnPzz2bonEW7N0Mla2w/uncD5YB557tj7g9YJlPYlJDeZLAqC4Ncvr8NnjB9X37c59D6RZo+YU4Zvts/+/Z0+blGDaaBwPRIQo0W5B5CrSBnrztiO/HF0hO6FIAD5oog2GiLxLltuc3cvWj63j2nV0EfRbHzmriA4vHsXxyPT4dgYe+D/d/x4SNfPA6kPlmgrBfjKst5boLlnLVI2v5zh2vsury+7l01RTOO6yDYGktvP8qeOEGuO0L8LMVcMJlsOCcwsQrCActJ85pyfp5vldjpvUPn1yfUQi2VZdQVRIYUsHZpOQYWS0YGZTtSYnGdP4Cze3l2U8PmturlHFEPafU82kvMq+qVGIu2bAGAqQf21LGkxHTg7Rz60JomJ530d58vJ/GRA8Rma3NyhvM/2HyJDmiqC+Smwdtdlv2Qua0LYTqjpyP7w5xzCvJT3aFlsd+MuxhBJ6fZSEjhmpK8/TM2d913PPlvv9688/kGd9PipCWNPsHIOt39fDbx9bx+yffYXt3P531ZXzllJm8d0EbNY4L+K0H4G9fhk3Pw+wz4aTvmthgQRD2G8tSfGzFRI6a3sg3//Iy/3n7K/zuibf5t5NmcMyMRtTcs0xxz5s+BbdcYtLxn/pD8yAXxjxKqSOALwCLgFbgo1rrq3LcdgrwD0BprcsHWz9f8u1HOh6yjJGFfis5nCpl26GIM/CYgxbf6ejNkvApRZRB5kZ5Mcz2ZvNS5noMK7dULZ7UlWVJZJELWXqaljIiOBrTZI3mtCyT/S/vQw9fLzfrvTNMx6m0M3DWlAZgzxAz+rixC4oPhZzCa3PJOlSkg5PtNaVUlgSozPc3SjujFvZ5dR4Ja/5uf5Z/uGPcg5ZSU1GShBwgaK15+PXt/ObRtdz9ymYAVs1o4txlE1g+qT4xyrb5Jbjra7DmTqhsh7OuhpmnF8xuQRjLTKwv4//OP4T7XtvCN//yMhdc/RRz2qq4+KjJHDezHevcW+Dxn8JdX4crl8JpPxIv9sFBOfAicLX9PyeUUkHgeuABYEh1GwbtzMfXy21/q6Y3sn1vf8aO7lCSh+SCe/6TUpgkDPVTEoVeRwHnnPP2wiTtZP8FmqUgqrN8ZzkcY6hC5aQ5LdlDD/cTn6XiHrS8hXAOOHvcH/+W4yEetBmmnQj93ftxJFMi4biZzYQDFmx2lhZG4OSiz3Jr2eIUaED+4gxcc9Bsz5e7pECGEg7ZmNpcTW+PP34fJwbFZA5aUbN73wB//Me7XPv4Ot7c2k1tWZBPHjmJDx06nvYae1Kq1vDGvfDEL+C1202192O/AUsuhDzrtwiCkD8rpzWyfHI9f/7Heq6873U+ee3TTG0q57zDOjh94Scon3S0KW59/dkw8ww47ls5F+cUDjy01rcDtwMopa7KY9PvAM8D9zNEgbZqeiN7+zzSzKeQ6wT0spDf00PmtywisdiIDY6757/EbR3l7KjOueVcsBnSBeSwCDTjyctIDl+CYmjemLzn52Q4uvuPG0sp+u25QCMpBPOifipsWx1/u2hCDet39QzemQ+W5ZaZcBBKginJOQrULnl50LL9nhTL9zpcpM5BA5MldtfbQ+pzj6+vgJ7K+G+FTykiWosHrRjRWvP0up387vG3ue2FjfRFYswfV833PzCPk+a0EPL7zE2xdTWs/is8c635MSmtg8M/D8s+LeGMgjDKBHwWZx0yjvcubOO2Fzby0/ve4Mt/fpH/vO0VTpvXyvuPvZEFb1+F9fD3YfXfzL162KVSN00AQCl1MnAKsBB431D3k0lQpR9vqEcwlAQt9vTuX/aybLgL/Raqf+ccNmcv4ZwzPXYyPB40yOZBG665QiOEM28sOpD+kZXw+OYlhEeSmo4kgRYO+JjUMOzRxkVPTh7NqnbY+mr2UEp/ifEyVQ5/oo+CUD0Otr5KT4lrnu+4JVA1LtmbljPODW5+Kwa930cQEWgZ2LS7l788v4EbnnqX1zbvoTzk5/2L2zl7yXhmNZfD9jfg5T+aTEFr7oQdb5oN2xbBGT+DWe+Rzp4gFBi/z+L0+W2cNq+VZ9/ZxXVPvM3Nz27g+iffobFiMWdN/S3n7/0l9ff+Jzx9FRzxBZj/kbT4c+HgQSnVAvwCeK/Wek8uoS1KqQuBCwHGj8+vxhfsfzd9WWc9G3b35JaKewi426BQAs0RZvvl2RmmOWgHNI5XySP8zy0CisaDlq149GgSn99VmOpU/lwEWrAUZp6WfR2fH6YcOzxGFQPhKphzJiv2pQw4VGZPzJSZ5O85XntN0uwXlre37+P+1Vv423NrWbfuLerZzZH1A3xrsWJeRRfB3evgljeNOBuwf9z8YehYAUsvgqknSKiUIBQhSikWjK9hwfga/uPUWdz9ymbueHETv3xhCz8eOIcjA4v5Su+NTP7L5xi4/3/wr/wX1LwPFk/nQBhNrgV+qrV+LNcNtNY/B34OsHjx4vyn2Oy3B230vAqF6KiAO8Rxf3ay/51rR7gMRahNaSq3szwXUPyEKsxff/oAcsZkMMOEIwDLUsMGs25UbINlhZqDViSCuUjJtUTJoDg1U50QR7vdY6NYY87h4BBosagpWtu9Fbq3wb5tRPdsYceWjezevpGeXZuI7dlCRWQHp6vdnKN6wOmX7cFML7cCJq61diJMOAya50LrfKifJnXMBOEAojzk5/T5bZw+v419/REefWM7D67p4MLVixi391E+v/sG5t16KV23f5W1E8+icsUnmTBh4oE/ci7kytHAkUqpr9rvFWAppSLARbYYGxYK8dDfXwrtQdsv4TAcIY77sYsJdWVMqCuD3ettewrQmKEKk9XWI/zL7UHbLyGcgXDAx5KJtflloiy2391is0cYXuJ10MzAgHNLiEADE2bUvZVoNEYkGiUajRCNxohGo0RjUaIR8zcWjRGLRe3/MXQsgjXQjS+yD5/9NxDZS7h/JyWR3YlJuTY+oAHw6XJ2UUV/ST2qcR66sR3d0I4qbzTFGMsaEn9FiAnCmKI06GfVjCZWzWgCZvHOjkN5cPWHefDFO5m3/jqWr/k5kTW/5F5rMW82n0Dp7JM5ZHIrkxvLRbCNXeakvD8d+DKwBFg/nAfqGTCjtWV5FC4uFCunNrJuR/cwJarIHyd735AEWm2nmYYwDPdsIuRpP3DCDEvr99ueIVHV5rnYHdYYHKHvOV7T7UCjcQZseWXUDzunrYpNu3tH/bgHAiNyLVWPNwWu6yYDsHhCLWu2mGlOo82oHvGT1zzNht09RKKmzsZALEY0polENZFYjP5IjD9Ev8sU9S4+jIgCiGpFDIsYCk3itft9FIt9OsRewnRTYr9uYIfuZKeqYpeqpCdQi6+8nlBVMxX1TXSOG8+s9lo66srEfSwIAuNqS/nQ0gmw9AK0/ifeef1F9j3ycxa9cxtHb/w6ezd8h3vuWMBv/Qvp6ziC6VOmc2hnLVMbK+Q3pEhRSpUDk+23FjBeKTUf2KG1flspdRmwRGu9CkBr/WLK9ouBWOry4SDk99EXieaUSKTQVJUGmFtaXbDjO5kkI7EhJENpXQAt84fFDise4rgfOympNmngc80y2HE4WCN/jfhcoZeZCp4XhLZFhQ83b5pl/g8FXxCi/UPatLOhnM6DMCnKYJw2r3VkBkmVgsbp8bdVpQEWdxQm0d+oPhUqwn7qIkF8loXfUvh8yvy1FAHLIhSwuNH6HSG/n2DARzDgJxTwE/JbhAM+Qn6zTtDnIxSwCPgsAj5l/zWv63wWzT6LgN/+zLKk4yQIQt4opRg/ZQ5M+RHEfoBe+yD6qes59o07Oa3vUXjrJ6x+o41nYlO4MTCVWOtCGjrnMXdCI3Pbq4ZcFFgYdhYD97ref93+/xvgfKAFmDT6ZsGRUxvoi0QHX1GgqiTA+l09Q+uUKTVsoWmOlyk2WMTTYIIinxTwFU25r7sfBFx9pf32lFa2wd4tQyponUbtxP3fRyGZfkqhLRhzHAwRLKMq0L77/tGtmyIIgjAsWD5U50oqOleabF6bX4I37mHc6nuZsOEfhAbug/UQfVfxjm7kCd3KrpJ2AlWthGvbqGocT2NrB/XNbVRU1kq49Ciitb6PLBFpWuvzB9n+KuCq4bTJoSToS6+zJHgyubGckqCP1qrCZkeeUFfK9u6+JDGTxvSTQR1432tDRUJU7rcHrW6SSZFvHXjtMOyMxIQ+YcwjvQRBEIR8UAqaZ0PzbEqWX2oE2861sP5pBja8TOn6V5i3fQ3l++4ivLUHtgKvJe+ilyA9Vhl9Vin9vlICpVW01NWYGkW+gElK5AuYsCZf0ON1wIg8K2AmNStl/rYthvZFhWgVQRhRlFK015QW2gzG1ZZSVx6kNNu8wSEUyC0GlFKUBHz0DESHZ66hiDNBGDIi0ARBEPYHpUwITu1EwnMgaXy/bw/7tq9n07tr2bF5Hf1dm+nr7iKybzfWwF4CA3sJRPbR3NcP+7ZBNGLmKsQGzOvYgHkffz1g/mZi5b+KQBOEESarODvAOWJqA919kUKbIQgHPWP3V0YQBKHQhCoobZ1OZ+t0Oodrn1pDLJIQa1qDthMnFHoivSAIBzThgG/ECp4LgpA7ItAEQRAOJJRKhEIKgiAIgjDmkJmLgiAIgiAIgiAIRYLSeVTHVkptBdaNnDmjRj2wrdBGFCnSNt5Iu2RG2sabA7VdJmitGwptxIGKUmoPaWlhhCwcqPdJIZC2yg9pr/yQ9sqdCcCXtdY/H6kD5CXQxgpKqae01osLbUcxIm3jjbRLZqRtvJF2OTiR7z0/pL1yR9oqP6S98kPaKz9Gur0kxFEQBEEQBEEQBKFIEIEmCIIgCIIgCIJQJBysAm3EYkbHANI23kifjcTlAAAgAElEQVS7ZEbaxhtpl4MT+d7zQ9ord6St8kPaKz+kvfJjRNvroJyDJgiCIAiCIAiCUIwcrB40QRAEQRAEQRCEokMEmiAIgiAIgiAIQpEw5gSaUuoIpdQtSqn1SimtlDo/j22nKKX2KKX2jqCJBSHfdlFKddjrpf4/YZRMHjWGcs0ow2eVUq8qpfqUUhuVUv81CuaOGkO4Zr6W4ZrRSqnGUTJ7VBjiNXO8UupR+zdmm1LqZqXU1FEwVxgllFIXKaXeUkr1KqWeVkodXmibRhul1L8qpZ5USnUppbYqpW5VSs1OWUfZvxcblFI9Sqn7lFKzUtapUUpdo5Tabf+/RilVPbpnM7oopf7N/j35sWuZtJULpVSLUuo39rXVq5R6WSl1pOtzaS8bpZRPKfVN12/SW0qpbyml/K51Dtr2Guw5Plxto5Sao5S6397HeqXUfyil1GD2jTmBBpQDLwKfAXpy3UgpFQSuBx4YIbsKzZDaBTgBaHH9v2f4TSs4Q2mby4GLgC8BM4CTGHvXTr7t8j2Sr5UW4H7gPq31lpEyskDk1TZKqYnAzcCDwALgGKAEuH0EbRRGEaXUB4ArgG9jvuNHgL8qpcYX1LDRZyVwJXAYcDQQAe5SStW61vki8M/AJcAhwBbg70qpCtc6vwMWAidinkMLgWtG2vhCoZRaClwAPJ/ykbSVjd3xfRhQwMmYZ+8lmDZxkPZK8CXgYuBSYDrmeXUx8K+udQ7m9hrsOb7fbaOUqgT+Dmy293Ep8C/A5we1Tms9Zv8De4Hzc1z3+8CvgfOBvYW2vdDtAnQAGlhcaHuLsG2mAQPAjELbW0zt4rHNOCAKfKjQ9he6bYAz7bbwuZYdZd9j9YU+B/k/LNfB48AvUpatAS4rtG0Fbpdy+9o/1X6vgI3Al13rlAB7gE/Y72fY98Zy1zor7GXTCn1OI9BGVcAbGEF7H/BjaSvPdvo28HCWz6W9ktvjL8BvUpb9BviLtFdaWyU9x4erbYBPAV1AiWudfwfWYydqzPR/LHrQ8kYpdTJwCkbZCsn8SSm1RSn1sFLqzEIbUyScDrwJnKCUelMptdYOuRhTYXzDwMeBXcAfC21IEfAURtT/kx12UgGcBzyptd5WWNOE/cWOwFgE3Jny0Z0YT9LBTAUmWmen/X4i0IyrrbTWPZgIBKetlmE6TI+49vMw0M3YbM+fAzdqrVMjVKStkjkDeFwp9Xu7X/KsUurTrnAxaa9kHgKOUkpNB1BKzcQMAjiRG9JemRmutlkGPGhv6/A3oBXjCMnIQS/QlFItwC+Ac7TWewptTxGxF/gCcBYmfO9u4PdKqY8U1KrioBOYAHwQ43E9BxM+cKtS6qC/pwDsdvgYcLXWuq/Q9hQarfVa4Fjg60AfsBuYgxkYEg586gEfJozFzWbMQ/5g5grgWeBR+73THtnaqhnYqu3hZgD79RbGWHsqpS4AJgNf8fhY2iqZTszUgjeB4zHX1n9hwvZA2iuV72DC7V5WSg0AL2E8alfan0t7ZWa42qY5wz7cx/DEn+3Dg4RrgZ9qrR8rtCHFhD2qf7lr0VNKqXpMTO61hbGqaLCAEEbUrwZQSp0DvIaJMX68gLYVCydiQhx/WWhDigGlVDPwK+Bq4DqMV+EbwB+UUkdrrWOFtE8YNlILiyqPZQcNSqn/wYT8rNBaR1M+HqytvNptTLWnUmoaJmzvcK11f5ZVD/q2srGAp7TWzhyqZ5RSUzAC7ceu9aS9DB8AzgU+hBFn84ErlFJvaa1/5VpP2iszw9E2XvvItG0cGe037t6vKqUiSqkIphNVZr+/sMC2FRuPA1MKbUQRsBGIOOLMZg1mMvzBlhAgExcCj2itXyq0IUXCxUC31vqLWutntNYPAB8BjmRsh4kcLGzDzLNKHRFtJH309KBAKfV94GzgaK31m66PNtl/s7XVJqDRnenMft3A2GrPZRjv64uuPsiRwEX26+32etJWho3AyynLXiHx3JVrK5nvAt/TWl+vtX5Ba30N8D8kkoRIe2VmuNpmU4Z9wCDtJwLNhBnNd/3/D0w2l/nADQW0qxiZj/mBPNh5GPArpSa5lnViPNLrCmNS8aCUasVk2PpFoW0pIkoxHXg3znv5HT7Asb0fT2PCWN0cS/L8hIMCpdQVmFH7o7XWr6Z8/Bam03Ksa/0wcDiJtnoUk1xkmWu7ZUAZY6s9byK9D/IUJqP0fGA10lZuHsYk6XIzlcRzV66tZDI9d5xnjrRXZoarbR4FDre3dTgW2ACszWpBoTOnjEAmlnISP3T7MIJrPjDe/vwy4O4s25/PGMzimG+7YBIYfAiTpWYaZj5aP/C5Qp9LEbSNhemM3Y9Jp73Afv0YYBX6fArVLq7t/h0zx6q00OdQLG2D8dTHgK9ivNALgTuAt4GyQp+P/B+Wa+ID9m/kP9m/m1dg5vJOKLRto9wOP8FkLTsaM3Ls/C93rfMle533ArMxgmQDUOFa56/AC8BSTKfnBeDWQp/fKLTffdhZHKWt0trmEEyypS9j5u29337WXCzt5dleVwHvYgZMO4D3AFuBy6W9cnqO73fbYDK0brK3nW3vqwv450HtK3QDjUCDr8TEdab+v8p1wa7Nsv35jE2Blle7YATay5hsNF2YUb2PFPo8iqFt7GUtGA/rHsyE0N8CTYU+lyJoF4UZebqy0PYXYdt8EPgHptO+FbgVmFnoc5H/w3pdXIQZFe3DDOIcUWibCtAGXveFBr7mWkcBX8NEZPRiBrhmp+ynFjPfucv+fy1QXejzG4X2u49kgSZtlXyuJwPP2W2xGpN9W7k+l/ZKnGcF8AOMh7EHk1zl20BY2iun5/iwtA3GS/6AvY+NmIHarCn2tdZmBUEQBEEQBEEQBKHwyNwHQRAEQRAEQRCEIkEEmiAIgiAIgiAIQpEgAk0QBEEQBEEQBKFIEIEmCIIgCIIgCIJQJIhAEwRBEARBEARBKBJEoAmCIAiCIAiCIBQJItAEQRAEQRAEQRCKBBFogiAIgiAIgiAIRYIINEEQBEEQBEEQhCJBBJogCIIgCIIgCEKRIAJNEARBEARBEAShSBCBJggpKKVWKKUeUkp1KaW2KaXuUEotKLRdgiAIglAMyHNSEEYWEWiC4EIp1QTcDpQD5wIfBnzAbUqpcCFtEwRBEIRCI89JQRh5/IU2QBCKjBOACuBjWut/ACilNgLPATOAZwpomyAIgiAUGnlOCsIIIx40QUhmnP33ZdeyVvtvZJRtEQRBEIRiQ56TgjDCiAdNEJJx7omIUqoaOAT4IbAGeKlgVgmCIAhCcSDPSUEYYUSgCUJm3gXK7Nfnaq1jhTRGEARBEIoMeU4KwgggAk0QMnMCMB44C7haKdWotb68wDYJgiAIQrEgz0lBGAFkDpogZEBr/ZDW+nda6zOA3wPfVEoFC22XIAiCIBQD8pwUhJFBBJog5MajQAlQWWhDBEEQBKEIkeekIAwTItAEwZuJKe/nAF1a622FMEYQBEEQigx5TgrCCCFz0ATBm3uUUl8F3gJWAOcBElcvCIIgCAZ5TgrCCCECTRC8uRn4JlADvA18FfheQS0SBEEQhOJBnpOCMEKIQBMEbz6rtf50oY0QBEEQhCJFnpOCMELIHDRBcKG1/prWWmmtI4W2RRAEQRAEQTj4EIEmCIIgCIIgCIJQJCitdaFtEARBEARBEARBEBAPmiAIgiAIgiAIQtEgAk0QUlBKjVNK3aiU2q2U6lJK/UkpNb7QdgmCIAhCMSDPSUEYWSTEURBcKKVKgeeAPuDfAQ18CygF5mqtuwtoniAIgiAUFHlOCsLII2n2BSGZC4BOYJrW+nUApdTzwBrgE8D/FNA2QRAEQSg08pwUhBFGPGiC4EIpdTcQ1lovT1l+P4DW+siCGCYIgiAIRYA8JwVh5JE5aIKQzCzgRY/lLwEzR9kWQRAEQSg25DkpCCOMCDRBSKYW2OmxfAdQM8q2CIIgCEKxIc9JQRhhRKAJQjpecb9q1K0QBEEQhOJEnpOCMIKIQBOEZHZiRgdTqcF7xFAQBEEQDibkOSkII4wINEFI5iVMfH0qM4GXR9kWQRAEQSg25DkpCCOMCDRBSOYWYKlSqtNZoJTqAJbbnwmCIAjCwYw8JwVhhJE0+4LgQilVhinA2UOiAOc3gQpMAc69BTRPEARBEAqKPCcFYeQRD5oguNBadwNHA6uBa4DfAm8BR8tDRxAEQTjYkeekIIw84kETBEEQBEEQBEEoEsSDJgiCIAiCIAiCUCSIQBMEQRAEQRAEQSgSRKAJgiAIgiAIgiAUCSLQBEEQBEEQBEEQigQRaIIgCIIgCIIgCEWCP5+V6+vrdUdHxwiZIgiCIBSap59+epvWuqHQdhyoyHNSEARhbDMaz8m8BFpHRwdPPfXUSNkiCIIgFBil1LpC23AgI89JQRCEsc1oPCclxFEQBEE4IFFKhZRSP1JKbVNKdSulblFKtQ+yzVqllPb4f5trna95fL5p5M9IEARBEPL0oAmC4EEsBrvWwfbXoXsbDHSDsiBcBRUt0DQbwpWFtlIQxiI/AE4Hzga2A/8D/EUptUhrHc2wzSGAz/W+BXga+EPKeq8BK13vM+2vaBiIxugdiFIRDhTalDHL7p4BunoGGFdbWmhTBEEYw4hAE4R82bcD1j4Eb90P65+Gra/BwL4sGyhomQezzoB5H4KKplEzVRDGKkqpKuDjwEe11n+3l50DrAOOAf7mtZ3WemvKfj4OdAE3pKwa0VofUF6zh17fRlfPAKfPbyu0KWOW+17bAiACTRCEEUUEmiAMRn83vP0ovHk/vPUAbHwO0BAog/bFsOh8aJgODdOgrAGCZaBj0LMLdr8LG/4Ba/4Od30N7v02zP8wHPVvUN5Y4BMThAOaRUAAuNNZoLV+Ryn1CnAYGQSaG6WUwoi8a7XWqaMsnUqp9UA/8Djwb1rrN4fL+JGgq2eg0CYcNMRiGstShTZDEIQxigg0QUhFa9j8Eqz+K7xxL7zzBMQGwApA+yGw8v/BxCOhbRH4g5n3U9kKTTNh6nFmm+1vwCM/gmeuhRf/BMd9AxaeB0oe8oIwBJoxYYfbUpZvtj/LhWOBicAvU5Y/DpwPvAo0Av8OPKKUmqW13p66E6XUhcCFAOPHj8/x0EKh2dM7gN+yKAn6Bl85hf5ojLCV/3bCgY3Wmre2ddNRVyYCXRhRRKAJAkB0ANY9TPTV24m8fBuhve8C8HZwMk8GT+Upaw4v+WcT6CuneX2Yzv4y5nXvZHFHDdWlWUSam7pJcOoPYOlFcNvn4dbPwBv3wGk/MvPVBEFAKfUt4MuDrHZUtl0AOsfDXQA8qbV+1r1Qa/3XFJseA94EzsPMcyNl/Z8DPwdYvHhxrscWCsw9r5pwxXxCQpVSaK0ZiMYIB0SgDUosCiiwxkZOurd37OOF9buJxDRTmyoKbc6BzVsPwL7tMOs9hbakKBGBJhy8xKKw7mEiz92AfvlmAv27GdABHozN4a7YiTxqLSJc0kpbdQklQR/NUc3evggvb+zijpc2EY1pLAWHdNRyxoI2zpjflttIbMNUOPcWeOSHcM83Ydsa+PANUJU1+ZwgHCz8ALh2kHXeBpZikn3UA+55ZY3AA4MdRCnViEkwcvFg62qt9yqlXgKmDLauMLbxW4qBqGYgOsZ0uNYjE83x0p/NAOSUY4d/3wXA+d77I7ECWzIG2Lul0BYUNSLQhIOPjc/Dc9cTef5G/Ps2069D/C22mPv9yymfeSzLZ4zj8xNqaKwIoTI8sHoHojz3zi4een0bd7y4iX/90wtcdvsrfOCQcZy7rGPwCeSWBSs+a5KH/OFc+OUxcN6tUC/9P+HgRmu9jfSwxTSUUk8DA5gwxd/Zy9qBGcAjORzqfKAPuD6HY4WB6cC9OexXOMCIxTQvb+xiSlM5IX/2QTafpRiIQiQ6hjrovbvNPOnxy6BqBBLM9O4e/n0KY4dIH/hDhbai6BCBJhwcRPrhlVvgiZ/DO48Twc890Xncpj9AcOZJnLJ4Mt+dVEfAl1sYRjjg49DOOg7trOPzx07lybU7+c0ja/m/h9dy1SNr+fChE/jMqinUlA0S/jjpKPjYHXD16XDVyXDeX4yHTRCErGitdyulfgV8Vym1hUSa/eeBu5z1lFKvAj/WWv/YtUwB/wRcr7Xek7pvpdT3gFsxnrpG4CtAGfCbkTujMYrWJuttzQSoLs75eVv29PHG1r30DkRZ3FGbdV1nyC6qh+5Bi0Rj9EdjlAaLpAu2b4f5u2fjyAg0QcjGwL7RFWh7NkFZY9GH3RbJr4MgjBB7t8BT/wdP/Rr2bmKzv5WfD3yEe8PHcNqKWXz50PE0VoT36xBKKZZMrGXJxFo27u7hR/e8zjWPrePW5zbw9dNncfKcloyeOACaZhlh9ptTjVD7+J1QPW6/bBKEg4TPARHg90AJcDdwbkoNtGmYMEg3KzHhih/JsN924DoS4ZOPAUu11uuGzfIRRGud/TdnNIn2w97N5n+RCjS/z7RV78DgXrHhCGx87M0dbO/uk3IIggBmEGe06N5uBozqJkPr/NE77hAQgSaMTbo2wsNXwNO/hkgvL5Yu4Xv95/C8Wsynjp/K7csmjMgE75aqEr79njmcu2wCX7rxeT79u2e4eeYGvnXGbJoqswjBxulw7k3wfyfCte+Fj/0NSrOP5ArCwY7Wuhe4xP6faZ00paK1vpeEM8Rrmw8Oi4GCKTlS5PhsMdsfHbwWudOX3J8+5fbuvqFvLAjC0In2m7/9e5MWF2PZjOL27wlCvnRvg9v/Ba6Yh37i5zxVcTRH91/OB7u/wPyjz+L+L63igiM6Rzz71vTmSv74qcP4t5Om88DqrZx4xYM8uGZr9o2aZsHZ18HOtXDDeRCNjKiNgiCMPAPRGNHYfo4Q9++DgZ6cVx/xAekdb9rZ+XLAtd6Da7by5NodI2TU0InpfBI/jLHkIEMhj2tREIoKJ7LANXC0o7ufW5/fwJY9vQUyyhsRaMLYINIPj/wYfrgQ/eSveL3lZE7mCj6w+RxWLjuMB794FJ89ZioV4cComeT3WVx4xCRu/8zhNJSHOPf/nuCKu9YQy9ZZ61gOp/zApJ/9+1dGzVZBEEaG21/YyN9f3rR/O3ntdnj1tpxXHzYJseMttj1xA+u2uUabuzbA+n/AphdyNCa5I7RhV/F17p32yicz40Er07q3mWtx19uFtqQgFDpyOBbT3PzsetZu644ve3v7PrbvPYC9sqMZ4ugETriOucP2aG/dU1xtKAJNOLDRGl69Ha48FO78MnubFvHp6p9wzOtnUtE8mdsvPZz/OHXm4Mk6RpBJDeX8+eLDeM/8Nr5/12o+9psn2dM7kHmDBR+GQz8Jj10Jz143eoYKgjAi9OWYkvv1LXu4+dn1g3vcBnrgtTugb6/nx3q4Ojwb/sHaLTt59h2X1ytme/YjOY425xPi2LMTNjw7+HrDjONBy6XV9rtpe3eDztH76BCLGmGUdZ0Y7H536HblSs8u83cwe4QRYSBm7qdXN3XFlz3zzk4eel2+j5yIK+z0G3lUdWIOiEATDlx2roVr3gPXn03M8nPj9CuY//oFPNZVz/c/MI/rL1zKtObiKCRZGvRz+Vnz+NYZs3lozTbe/7NH2bg7y0jycd+CiUeYYtbvPj16hgqCUDBe32IEVyQ2iKjZ9Y6ZQ7HjDc+Ph62f4eqx9A5EeWfHPrxGoAfZSe7He+tB2P66Sbs9msTnlQ1uq7NGziJ4oAd22rllIv2w5u/U7Hg+v31seAbevA/6uzOvs/kFePsx2LM5B5t69z9MsdCupLGCI3htdnT3H9jesCExispI2bKn2NSYByLQhAOPWAye/CVceRisf5q3lnyN43su4wvPNnD6/Dbu+vyRvGdBe/FkMbNRSvGRpRO46qNLeHdnD+/5ySO8vKHLe2VfAN7/G6hogj+cYzIPCYIwpsl7qlqGTsZI9D0ee3M7/3h7J31xI3M8yGBi043H/JDRIJ92j+XYuLt7Bkw4+9qH4N0njTizvY+hfuORzPl76rOfE9lE1bY1toFZojMcXv1LXiGzyaQbnSlsf29fhK6eHOwBunoHkucARXPb7oBm+xvw+l1JovrBNVt56PVtOdfZ2+/5rYWgextsfa1AB8/sQSs2RKAJBxY718E1p8Nt/0ykfQnfnfRrjnpgKr3a4pqPL+Hys+YVNJwxF1ZMqeeGTy4D4Kz/fZQHVmdIHlJaC2ddDd1b4U8X5NfREQShIGTqdGede2rjdLYG7bhnCdMZCZTW8RT08aSYuYqofMRWfHR7dH/rtLsd924xHspM6+aQxbG7L8J9r23hpQ1dKV4vZyOV9G5QfPYzzclAl0qKFyYT7+7cx4vrh6lotNYQi7Jm8x5ufX6DZ4KVu1/ZzOotaWUGPbn31S08+oY9ENm9HV6+2cx3HArd23NPYjOadG1IDLb2dhnPKMBAume0Z8Db/tTrbuAAK5i+u2eAlx++hciG5xILC+HNSvqNKa7BfAcRaMKBgdbw9FXw08Ng/TOsO+zbrNp8KVc+08fHV0zkb589gsOnNBTaypyZ0VLJny8+jPaaEj561ZP84ckMHYLWBXDid+CNu+HBy0fXSEEQ8mZ3zwBdHnNMB/4/e18eb0lRnv1UdZ/1nrvv986+MQzDMDAjyDogggoKqIj5MC5xJYqaGDUa8yV+MSb5zJcEjDtRwcTduEBE9mEdtlG2GWbf5+772Zfuru+Pququ3s69A8PMAP38fjDn9FJdXV197vvU+77PO4cFliAzpWpYePrQFA5Oqkacx6CwLGDfg4hXJkQ7R9vgYU7vjjRE6FgTtIOPAUPPzHqYGl7oupV9DwKHHn/h14djNHM5faVxO9eN+Ppgo5LnxruK2QjaHJ/37w9MYc9YcN7inCH7PLkX2PorHJwsAgAqxgskRKPbged+4d5WFCQmP3rk7dVKwN6NwOHNL6w/LyUObOJ9AzxzzE8QjDkK1lRPcIJmmJa9OGWYFp45NI1i1UCx4pkvlsXn1LEiaye+Ay0iaBFeBihngV/8CXDbJ2H1r8O3TvlPXLRxEUwG/ORDr8X/fvMqpOMvv5J+vc0p/Py6s3HO0nZ89r+fxdc37g7+g73uT4BTrwE2fpnnIUSIEOGExkzxhYVnyfdf/RmoGCYMi2FUVRgjnjywWhHIj6J94inf+UcHSoNHGoaoHjfbObORP8ZmD32bOczD/YqTdUMC5SXilQmQ7ID/gEqei5Z4z1M+l2smfvP0gE/9TYbXMwbXvcyUqigrnpHAu9x5B7DrLvc2TagPh+Wg5Wcp4XKiwKj41R9Hthzda8j5EfDsTigQxfym/rI/c1nQAYCa8FzSY5XSwdgRRfP89rkh3PbsIO7cOozfPjeEqSJfZHDXHGPA+E6uDju13946mi0f1RBOw7SwezQnwpRPfIYWEbQIJzaGngW+cyHw/K2YPucLuDr/GfzTo0W8Y9183PFnF+CsJe3Hu4cvCo3JGL73vtfgqrV9+Oc7d+D/3Pa8PxSKEODN/wZ0rAD++4O8CHeECBFOWBgBRsWRkCY1z6n+aWKvzDuagzrgTKn2osLc9o4V8MyhaX7tLb/kRlXdLjrGHJmV1EnyF3Ifg0/x0Le5DOae+zjZkZjY4+RpgZPhdOEQOsceQ3wgwGO28w5g9738c7Voh8ypJHqywI3N/RNu4iRtT7chyPDwrjFsGZyxSe6c54T0oKkhf4VxTiKnDwHDz86xoTDM3pGRbBmP7B4HC3mGgTnf3huc3AscegKY3GdvmihUsHM4JBf7aGJ8F58DLwVyw44QzFxB1UVlZ+w0MXnCPGjeITXFBi2gyPJRqcHoxb4Hga2/tL8Oz5Qxlqtg21C2bhh32ROy6cvllKqwgmDPFGt4dO8Etg4epZBcAIenStg1msXgdAnThYrt9ZVTl1ZzJ1QqSUTQIpy4ePZnwH+8HqgV8fgFt+CCTadh12gRX7v2dPzfq9cgk3j5ec2CENMo/vWatfjAeYtx86b9+ORPn/bH8ycyPB+tWgB+8f6oiHWECCcw6uaFDD4Ntvs++x3fuH1UEB4HqulS14iX+wxOFFQCVDUs3Ll1GL95egAHFALx6J5x7BnLH1FIGlH6cGCqxFf3GePka3Jv/ZNdBj3/PFOq2aF2lsXAqgVOgmbzoElPVz01QxVqHtLgU8DQM8iWa9g+nIU1fRCtU0JN0e5ryHV33A4ceMS32evIdLbzHRbz7vTmoM01TFQSceV+9t7PSaRvLI7Qk1LOzimH7cn9kxjPV2AekQHruT9JcmtFm+juGy8gWzHse6wY5pxq5c2VfMjrjO96AhO7HjuCvs/WrvJFCsEcCTSlJqviTdNnI2jeMa2TE3n7c0N4cJffuzpVqGK6GBYuG4CR54EDj/LPBae9wekSHt83gU17xrFzJIdcee52yfB0yZlLAZ0vVHlbMvf1aCARoyCMIVs2sH046+Q8AtCMEhoP3gcM8/Bo02LYO5Y/eiVLXgAighbhxANjwMZ/BH75IVj96/BPC27CO++kWNzRgN9+4ny8eU3f8e7hUQelBH99+cn43JtW4rZnBvGBW55EvuL5setaCbzlq8DBTcB9f3d8OhohQoRZESSYYK8gT+zGvkMH8bst3BOeLdd8HhiXURBkH3i9FSYPsSNwvDvTRSec7pnDzir0C7M3Ak56ASGORFz8/h2jthfvtmcHseOBn3ISJO9LISJ7xvK4d5tQuYtn+L/VI8uj2jWSw0yJG6QP7hzDjuEcrKpDAhyjN+Ce5IB58qHG8mXbiPYacfK76iUwLcsm0LZPbZZnUa6ZvC17DINOOPIH6urvrrtmJ9kASJiwSZAYh1kDK0z4jxbPd+OOMfz+wJQrnE0e+/CucWwbzmIkW3bmw/RBX/mA258bctX+enDnGO7b7j5m10gOtz4ziJppYf9EAfvG50jsjwVUD5pC0DTKP4eFOLrmTGnKUfj0QDWjfocAACAASURBVHqzglQ0H9w1hgfCxMmCMPq8sziiwFvf8UhyX7MVA4PTimqneNaP7BnHfdtH7LYT+oujKUMzJRycKLq2WRZ/p1Qbi1pV3nsh4rJrNIfnBmZweOpFlqN4EYgIWoQTC0YF+OWHgQf+CYWTr8FV2c/gW7/P4kPnL8bPrzsHC9rTx7uHLxkIIbhuw1J85eo12LRnAtfe9Ji/HsqadwDr3w88ciMv0B0hQoQTDmqIY7wyCTDmMohkaFzY6qzb5zIHF5rwoFlECzwnIPqpLjmYi+JkKDGoFoFttwEVod43hxBH21AKEAk5vOUhmFMib0lP8n/DcstCjNrnh7LYJWrMSa+LqUYhSP0TZvpDr0LUAA9PlfCHg1Pq6T6oz7dcNXxHThdroXLqFcPEnVuHuRJkPTfJkQqqMDbnUgEqHOFQ97nECvCa7L0f2HOfTcgBcDl5mR/GGAamS2BKnpicG3IuHJpSjOpDTwD7H/JdZrpYtT3BU8Wqz4OzVxCyuQpuoDzDcxfngjmO4ViuwkWDvMeHELTZPWjK5Xffi/jee/z9GnwahdxLk4M3VahyYZiAKB7vz4ZvkdkD0x4T5T2pGciVDXuRK/4iCdoT+ybx1CHxnjJ+LYsxEDB70SFo6UF2rVg9fmqgEUGLcOKgMAH84ErguZ/hwGmfwnnbr8a+6Rq++971+MLlq170i/pywTXr5+Pbf7wOO4ZzuPpbj4risAre8I9A72nAr6/zrEBGiBDhRICleF06xx5FYy6koHQdLYz6x3hi62QOmjD0fCF3SthbWFieRLFq4LZnBz2/O87BttGtnL95/6QjlDF9kC+0yTyjgBBHu1V/bKDY4RhFDYVDaJt8iuf5BPTHhSCyEAKmGJjSsCTM8pMXpS/m5H4Qyx8a5jvF0y7ADW577MR9Pr5vAk/un0LVsHxeVxnaNZar+D1oKhGdo8S+BGFGnbpv4eGRco93fBLFYf8AlGdETz399Hghtw2pEvz+Tm3eP4nxbNG3XcUdW4bdG4qOV23OxExi1908d3EW9A7eg4bBh+fU5KY949i4fdRP9AOEQVSEhW/KYvYSvqNKU7zY+yEn5HLnSM4/Th4MTpfshaN6ODhVxGiujKmc3xvpfZ9tz/cLgAwTj2lHSfykMI74gQdAmGUTtUBdFbFN2ptVw8LvD0zOaWyONl4dFm+EEx+Te4H/uBhs4A+4b/U/4aIn1qOjMYlbrz8PF5/cfbx7d8zx+lXd+OEHz8JEvoIrv/4IntyvrOrFkryINQPws/cCtXJoOxEiRDj2sO0U4enRjeCQvJmwIr6zRDj66qBJ4y+EdQUZIhZjyJVreOrgFApypbtWRn7bRlCzikOTRTtE0uUJsb053IAyLQsDIhcl+F4YChWDr1p7+uezQevJ7O9/OJBd7t34Awzt4uqVlVoFzw3MoFibnagdGPc/E8JMv/y30pfszk1om3jad16Yl9Mt9mLBISzOAxnNlfG7LUN2yKt9rhgcSont9ZopVvmzUolo0TPus6j5EWY5va1T7813ni3e6b7Xpqnn0Jjb7WyoOOMqnzcL8JQAcCuTwj/H8hUDW/cfYS00RbTGsGRIaQhRMw1g66+PWHiLWhXoZedv8kypOrsB7xW+CcxNdPqa2X0rn/MeyHxS708A8/wWMGUebBvKomKYePbwtItEPa3kvj65fxIPBeSreSHVImu1gIUKo+JaNCZWFZpRn2CHwbLnjmdHaZrP2yOtczfwe5DSBHSjAAtMWdyyQEvyWSqRDxr/LcpXDByeKuHxvc57NrcIgxePiKBFOP4Y3wV8/zKw8jRu7P8XvH/zAly6qge/+ti5WNzRcLx7d9ywflEbfvWxc9GciuFdNz2OX/z+sLOzbTHw1m8BQ08Dd37++HUyQoQIAXB7SsKIU1ACP+Ax7APPVYzw534BjG0XW0316jaCQhwtxjA0U8bByaITTja+A1Z+BOniIYzlK1xxMBQyzwqQgiH5ioEtgzMO4QNQqdWwbTiL/eMFF9nRjCLY4NPusREEbWCygHu3jbjaCRwHy8JkoYyBHdxbMDZdRMUwMTJTZ9FK9GEs63gAZMuEWbY4gXMNxxC0wKBZsy+Iya6aFrNlxaEQ1FgtO6vhahXGkCoMIJPbh4GpAv5wcAo7hrN4ZPe4m6CF1kYLBmE8fGxgugh28EhEM/gkCiqgrBuO6AdmHNLnzbmr36+w7R71P4v5Qv8DDWaFoKi7XfOomuNj6ZX6z4+Ghjq6XiUxN3aN5rE3gPAj4FinI2r5Ceb/yEyP19h7untsU4UB/lsgctIs4hdR2zdeQH7fZvQf/i0Ah+yFhdkC8I2DnSZq1Xz+Vv3w47z+nCDpPUP3o2d4o+sYGjRfA95t6UH0Pdrd9/Aacjt+F97nQBCACS+5BRHiCGBkC1KHHkS86v6ts9/hWgkNeUehcyxXwW3PvsAC6keIiKBFOL4YeR74/mUwzRo+Hv973LirDZ++dAW+8a4zXjEqjS8GSzsz+NVHz8H6Ra349M+fwZd/+7yjELfyMuDcTwKbvwc8+R/Ht6MRIkSw4dgbMseBv7PbhrI+uenA8+UHy3Ibt3sf4L+ZIcTPNogZQ86V/+FnaBYL5o3Bxpr/QCm3bjGGztFH0H/4d7h32whGs2XsGMlhNFdB1bBgCsO0UDXtcQCAtsmngfFd6Bm6V+kmN0meH5xCvmLgHiVEytUDubouxFGYOI9WcyG9ddAyvZVfSjGQpdEeGOKoGpSSjPoGI/z7nrE8hrNlPLx7zLWjZ/h+XzMzpZod6qjvfwBtU0+jcWqLUmeNccP1SEI5GXPV5SPMwuGpIoZmypj21OsrVI1gT5BlITOzC2Amnjo4S26TKLLNx9QZ480HJrFnNAsm8n8CehrYXKzqDuG87dlBlzgIAIwXPLna3u4rz6zmCnsM8Tbue3BOoY5z8eJQs8oJ0aQ3zDnEgyYdO7OwWirCmqXnLF0UC7iDohaiyEdVyx9Qswrq6ceBiQJ++1yABzE3zL1hHoIm22VGwBw0ZG6o8P4yf4RA16g/lxBgyJVNbD4waS9i2B60sLfZKAeTaMtCPp8LDJ92WlR+/Mp8flFTziG3wmrT6O/RMr0FWo2TzrkojB4tRAQtwvHD4NPAzZejxoB31f4G90114KZ3r8f1r1vuKWL46kZLOo5b3n8m3v3ahbjpoX14h5qXdvHfAsvfANz+WadmT4QIEY4rHH7mlo3fOZKbxSslD2fA2A5g6y/BDMdgrs6MYGzvHxzjIygUUISwqbXOgktUhVuAsVoe7WNPBN2RchkR4sgY4rUZl0FpMYatgzPYtGfcRWi6Rh9RGwADoFkV5TyC3aN5n9fE6a+4keIE8NwvwGa4YckIlyynJR6GNFGmXAUwAKkiPyfoGhqYnd5lmBb2juex+9FbbVIdNmLq9t88PYCdoznX/sPCQ+kWSfG3dv+OUTw7wA1GOZ6UEGQqgqgyhmRcw/bBKWwbClbv8+ayjeeruH/nKLaLWmPqfVc8ZHzzgZAwt4ndaMzuQEZ4EkoBIaQHbKU8Zv8/ViuIe+HbxnNlZS9HOiaIRIDaZya/D02TjncrWw4OCZ7I1/ci0oOb7M+GZXFFSE8+3AtCmECLWeOCIwB0Q3hqlRp8/Fz1hTFt9UB7kxIeGuQhJHbtQ3uL+3xh3scrU+g//FtoRgHdwxt9CxAHPTnutvz+/oe5N4yZqBoWitKzLEtIhJDT8Xyl7iKUZga/lxOehQFHITW0qcCi9cV9j2H7/T/GjuEssOWXaB+XuXgEDEyZZzIHjYAQsdflaRVn2Qq5HHNZYDtaiAhahOODw5uBW65AmSRxRf4L2E/m4efXnY3Xr3r15ZvNBTGN4ktXrcbXrz0De8byuOzGh3DrM4N85fjq7wKdK4Gfvw8Y3X68uxohwqse9h96oqqE+dGY3QW96je0GeDkchjOiu3e8TwOTBQxJkO8AjwphAVsC7h20Ar94akSqoaFdPEwkhXHUFfDz5y8IkFaZCmjAMJRrpmhRiwJOKPKKKZLVdCA+xpXjfAcJ1nWNFd3tKgOGBXEpnaLvjG3CiAcL1sp3Sfuw+mXNFpj1PGgDWfLmCxUMV2q2qFgYav5jHFPxKbHHkEmtydwlZ2P4dxzV2Q/KCGIEzkefNu+sRl/KCaAYsXAxh2jNiEEHINSeuEIM22lwJrheFzDCC0AwCjZfgUC5lO2Y4TYde2UCYH2iSfVbiv7nHFwFmOdbQ0h0TNhxvps9dCIkmNmGVWuCLnvwdkbng1hBO3AJi44whgSlYngY9VrDv4B2LsRqBYcAiX+eXL/VGBI3WxL2EyIkKSLXB4/WR4DZYbSPv+3algiV4zPcZ/8vmXg2YFpPC8WBOynZVTs8h4SNZNh/0QBT+w/QiVMxhAXYiBN2R0AhBIuY0C5jsfWcgja7tE89o7lURnfDwDIFkoAs5AsCyJOIEIcRV4tLL7Rm8xn1zCUv3MiUkAcVQ4oofJSISJoEY49Dm8GfnAVsrQRr5/6S2idS/Gb68/FKX3Nx7tnJzwuX9OL2z9xPpZ1Z/CJHz+FD96yGYcKGnDtT7gE9Y+uAfJHUN8kQoQIRx2Od8pWVgAYQ9OMsoDCLDRld7q9SgKW8BYVKwZKSqiilK22vSSKN0SGpnWNPAJ68FFXezTAhaZ60BjjHqPdozlMFquwSMx3vHKm6KTjQQtDTKOh0voA8/EVS5AoYvlXxg9NFVEx5f0K48koi/N0ns9mN60QCNFPQ+c11CRR83rQCCHQiSNBr3oaCCEo10zUDBZoGDMwPH1oGvHxrWieCVskY3XGwo3NByYxIOovEaKs5sOCaYa3w/PDiItsVYWXTKMElBBQxfMhn91UsYZDU0XEannEKx6DuDgJjO8CIcQObwutJ2bWgOyguFsHqjSKlDiXcIxQZ5uuKPe5vRrBc222sgHq3i0HRp0CyXUEVSzGXNcbmC65ijsXKgbG8yHhblK4ZXKvTTj8nVKeofQEWaqyKL/20IxyjfwYNE8YYdid2zlocpFItOeUAHEIWtfopsCQW96Q/10CgPjQZjTscUr96LWCXVqjUqe4NPPQjj1jeQyOjiPG1FBiE4bF0JjbjYaD93NlyiAo4cdbB2fw3MCMnQJSKToLX43ZXUBpGgzKwozX8+iZQwxA8/RWaDX3XD+yQu0vDhFBi3BsMfI82H+9HZNowiVTn8PKlavxs4+cje6m5PHu2csG89vS+NlHzsYXLjsZj+6dwCX/9gC+8XQVlXf8Fw/b+MGVc6/lEiFChKMO2wayPWgMyfKIS25ferpkXpZqDGqjz8Mqz+D54Sy2DPhl1O1jhfFUFeF4AKCbRdCse8XdbYfKFWK3R4iFn+DdK/rg77cXpigI6zrOzvfy1+OyhHEVlLsCwFEIlKvbhsjDoTEwxZB0ERhfkWd5fUX8g/FR0WDZdprqlaGEYMvgDAZnSiBWjRujCuYuwe2+3yDJfglJrChR6AzjeWJ23z3PSXqj4qNbuBfHqIBN7LHboYQAzLTvTZ5tijGKV6fQObbJ1SaGn3V6TzTXPWw+MCnqkPGWqgcet/cNqUIt6g14povss+qlDVpQAF64B02doxP5sv281Nw+FRZj+MPBKVcZgM37J13epULVwON7QhZD9QT/N6SINCb2BHvfCLV7EnRL1t770TXCPX9Vw0Sxatj35j3cYmIMBVGTvzeml6CZlhOG6VPdhGuxo2aqoj1wufFi1emwaEsXGHUv/kwVqxjc8Ti0rCMuQy0DpmmiKbsTo7kKivmQcTS99+TI8xcLeXtBqym70+6z40Fzy+w35mWxdmIfm8nvt+dczWIoVU3U01M52ogIWoRjh8m9YP95FWZqOq7IfQaXnXsGvv3udUjHIzGQI0VMo/jQBUtwz6c2YMOKTnzljh3Y8KM87l57A9jEbk7SwladIkR4hYAQ8mFCyEZCyDQhhBFCFs3xvLcTQp4nhFTEv2/17CeEkC8SQgYJISVCyP2EkFPm2i9JfJ6zyZXl99h4DDRV8lqf2O5b6Xa1L1dxBSnx5qh4zwjLQVM5k4ss+YxH5v+sKNiFgXsh3G1R2zvGfPl4Ur/BPsZrkZemMFOqIlsU4iBiBd2iOiw1hwlBBI2HiDp13JztI9kymFkFJQyTxSq2VLpcBrKaEq1ZFXSP3B96z+HwlxnoG7xbCV8MBiHEfjbEJpei71rCfQXRfGVkO4YP7wUOPY7Y8NPQa3lYFgMlAFUJmj+6EIAweMszXBWwKvLnAEd4wmeBi5DJskNcR3MOQVPD6ry6jpKMxWrOXNA1t2laNSxUzQABF7W/AUgVB5Eoj7mFQpkFjVJMFqp4Yv+kq58SMv/JFSbLLDRPPw9Sc7aFekS1OD8ljFEOPgVkB/zbd96pvJPKPBXePIsxUHthhyFXNhRCR3BgQgmRNPlCAqEydHCn6968cxHg5QMS5TF7cYA37Pxu3b/dUZX0hvsSWHY+W6rgCclUw4lJcP03tT1q1UBKziJzoRKyYCN+J8o1E52jm9A58rByf6YjqKb2k7nDhcO8qHLBx15rY8Dd20ZmXQw4mogIWoRjg+wgrFuuQr5YwtXFz+Ldb7wAf/PmVdAiMZAXhb6WFL797vX40QfPwvy2FD70cCM+RT4Dc2Qbare8zVbUihDhFYo0gLsAfHGuJxBCzgbwUwA/BLBW/PtzQshZymGfBfAXAD4O4DUARgHcTQhpnNNFGPDI7nEM2uIQAZ4DJZype/gB5HY/CjAL1KxywmQ5hoYXFhOCCargQ6JdvbwL6dw+bmx72nDSXZjPiJ31FkM9Z85201LIpEDv0D2yAd+ZUvExVRoWIiUe4sk4IZQiHLLYNCM6rLDQIyXviXtOgse1c3QTdLFvtGg58vjA7Ak/AWideApt45vdnYe/jxmtPkFjekoZKg9B8xQ7VgnM4akiYFRhWgyEmTAZAyEEhJk+74z3SRiW5eRACkLC7Vg+aRj83k8AeH4wh4OT/vBHh2D66+pJ+7ht8inoQilP9xjNzw5M49nDMwFLFRxhRnPb5FPoGH/CZfxzguZ4KIPC8Uzb6+uEFSfLo8jk9yF/4CnlyJAeCYKmzslDkwFlFQKLVbs9Yu3jm9E/cDss5vWqMVf4KwCM5SvIitqK2vRedI/cj5rlHkuvB01Fy/RWdIw/gc1bdzrkRiFoibEt9u+W/3Vz2muccYd1qmG/JOAd8HaHWjV3vb2wd1ss0DBw72+8NmPn5xJmuF5bi/FZQFRPu/i/J+0PE/kKtg9wgqjW8JMk+VghImgRXnoUJ2HcchXKM6N4d+Wz+NOrL8dHNix1yb9GeHE4Z1kHfvaRs/GjD56Fwc7zcF3l48DQMzj4bxfhwd8/e0yVhyJEOFZgjN3AGPtHAP6KruH4MwAbGWNfZoxtY4x9GcD9YjsI/2H6MwD/xBj7b8bYFgDvBdAI4Nq5XMBiXM0MYV4dwBXuqBt5LsxRHkXXyIPIlmu2dymILA1NF7FzJIcn9owiW66BEDdB8xoRTZNcWr5YqYqQNICOPY/M/jsBcCPPRdC8RlSAvFmomaJ4e0zGbBLpHO/2BrlOVYwyLlLi9Qx6QtHg7leQcEaYN9A7rjEjD40Ij6QnDCvwZuV9WlWkin6PQbo0iFR5xLU56Fm2TD4HXxFj10nU9Tw1owTNFHlIHm8EN75dD1J4YhkM4UEjigfNE3VqwzCZbyPzNK1K9MuiyDXL8hSfdrdPmCXa8HvQAO7BARC6cDurB41ZdUNuRSu8L6JjDJxIbRvKOoWtxWOqGCbufX4YrFpArMYXBcYrzpj7nmclBww9A1AeFcSUHKkRj6euVDNgq7wq4OPMbDImxXpM0/TdW9AoeeuHeRciDJvsOG3JnFMpqJEvlh3voZIPmi4eVgKF5ZiHzF2lr5n8PntQeaF0/32r7zK1ai6PeKgYi1Lqwwvvs/nDwSkAzF4kALh32udBIwRj+YpTxiDIu3yMEMWWRXhpUc6icvNVwMReXGd+Hp98zztx0Uldx7tXr0gQQnDOsg6cs6wDu0dX4xd39ePK3X8F7dar8I5ffw6dS0/HRSd14qwl7VjWmYlKGUR4teJsAP/u2XYngOvF58UAesA9cwAAxliJEPIggHMAfHu2C1iMAcxCqsRDgnhYjfsPu123SIFmVqBZFagq7YEetGmer0GtCg5PGljSmYGpOXm8jDHotRyMmHD4CSNkdKaMvsO/QyXRDq1cBJHy8YwbqdQMrieVqE7CSLfwpjz3kdA1m/Tx/dwwyuT3YaZllUO6fHZNgAfNs8kbhuVIufubsCzTRw54SJjMOXG3SZkB4tGS1AlQBXwiKQbRwfeofTPBiI7WyWeRKo9gJOaIXAWpUAbX/gISlUk00MMoZBYG7meEuohrz7BSn8tj4PsNVR4eSRgTIY7E9qYB4STbMGr2XsYYxvIVlA1ex07eh1qYOZPfj5mWUxDmalT7NVN2vJiAm6BJo1r92+QQAhLa4ZrtbeZmvrcXqk1NGA+XlNLqY7kKJo0ZHCjnkMmWMb81DUPpb2N2F8xtY4hVeTippYSVEmbxXD+JA4/yvLO4EKQJ8fzkyjXsGMlhfqeO7rR7n6BXPjJmWSZKFTXPkgGKB00ebXgIBLXc74Qd3sqUsSUUYM74W1Rz6iGGFMvmeZsE1DJgaRriihqtYQH777/F0w8DlhbnJJpofnKrPiOrBlPx/DHlN7BqWsiWaujIJFCs1JBGoDM+8B1kzO1Bax7/PZBq9IeEg4CIPFhLmYH8viOCFuGVgFoJ+VvegeToc/g0/Sw+9YEPYO38luPdq1cFlnU1YtkffxC1w+vR8cN34OeVL+LzQ5/G/95+EgCgNR3DuoVtOHNxK16zqA2r+5sR0yKHeoRXBXoAjHi2jYjtUP4NOqY/qEFCyIcBfBgAeufNg8UYGrO7kS5xz0qslgs0GLxomd7i2xZE0BKVcd82laDtHi2gkz6Oob7XA+CCAlXTgk4ZCCy+Kp9psI9nYMDoVru//n5txXjLEvdGxhXNvPlvrnpWVg2G6cn5APc6BdVDYlW3Kp733vMV9xiqoX9BnpPxfAWdhXEQiwAeQ4swA5S4SWGyNIwqAEbdptFUmcEbjCbJgC68WUQRNtHMgHA2MFDTQ/JAQClxFPcCYFoMpRBVvJLJYFUMjGTLmNeaxsB0CWhXvYr8+VCrhpbBB1DoXAtDDdMKMTbJ4SeBDCcZA9MlDAtVyHqhr3otF7pPNWqnizUQRREkKJAmFvCniID5QjPBGCilMEwLseo0NLMCS2N+kREXQTNxYLKIhK4BbTxc0xthos7pZHkUlkWgCUEXdU6mSsOoTDq5o8woc3IoiDOz/N6rcs1CWSxo7J8swqoR9Dan3PfKLN+jsUzDLj7fmN2NhsIBkBYN3rBZw7KQK9cwI0J0dcP9TkmCliyPwNAbUE20+R4CYRbC1OSZ+zUCtapIlYbQUDjgHAOG8YJ3QaMGIM6LwdOYj2yrXwlMO3yZd7rGhVWa+rFnNI9C1UBM1/DM2AT6Mnl0Zty5mPx6pm9uDUyXQHTnTU4Vh4C8mmeoevE8AiTHkJhJRAQtwksDs4aJm69F6+Dj+FL8z/CJD38cSzozx7tXrzrE5q0FrtsI/PAa/OvYl/C3538Sd3e+F08cyOLJ/ZO4Zxu3QVMxDWcsbMFrFrXhzEVtOH1BK1Lx4GTeCBFeShBC/h7AF2Y57CLG2P0v4jL+RVP/trkcww9k7DsAvgMAK1csZYzBNugkaB3FvnoIMooZqCsMkYHBonHXdxl6pFezMCyGbYMz6J6vhDUpvqPG/XeBpOYqTya9LwxPHeJhmOm4bheydRcctmBZfMWcKf3tG7zb16phWajNeNQnA2q6qXCJTwQIAhycLKLlwJNon3AsfqKEWhHq9srEy1wenXlCBy2qQ/PwZGKHbvoZRrzqV94EHDInQQn3IFlaPPB4ABjNVxEL8cT84dAMEkIpsBpw/6ZpwGI8P0erzKBxahum4fwd9ge7CcwMAOCLqUVX2Gi4kRq0kGCfpZymeZUnAzxoGg1aLGTQxp8HwGultk4+g2R5FNO95wPFil2ugqXEInDFIYx7FG+f9KBUDBPx6oyrg9Jxp5aOILBgWATMVkN0xrmhcADPKSl3zDJRqBhIxhl0+D1oe8cKyJZrmNfK3WaMaBjNlVwEzRKxpD6FU6NqL0I40v0NPt5QMSzsGHHu3fu7Iz1srVNcnbPQsMC3WELqhIp6Qxw1s+yMYx3IcSew+AKIVXHNJm8OLFVCEenELqBIgJnDKNVMWDSBIpJIFwdQPvwM2MrX+K/HzGDPGlO9/QCo7rrX0vQwts/MIO0dkzpz/6VCRNAiHH1YFg59/32YP3AfvtbwUfzpdZ9DVySjf/zQPA/4wF0gt38GLU/+G96x4DG84203AS2nYTRXxpP7pvDk/kk8sW8SN967C4wBcY3izMVt2LCiExee1Inl3XPTRogQ4SjgBgD/NcsxB19E+8NwvGQSXXA8ZjKmpwfAoZBjQkGkceXxwszFgxbYXlCII41Bk6FLhCe5qx402Q9qltE9+hAAHgamGmKj2QoyoiAwMUpgzL8KraJt9DEMtZ1pf1eNH12xpx0ZawLCDJim4SNoQdg2lEPFMHl4IaGgVsUVjuRFuWba9b4IGIyQY3PlGhKVAgyNG8Wp0hCSpRG7j65wO2GhM0/oIAvwcDlS9/xY9fm2TG8N7IvPEA5IgfHC2xcVFnWemS12oTyYzfvGoJkmILxPGuOfA67i+cZQyPGaUt5c8TAvWj2CtntMIUhE9FGSIiWckVoVdI08hHhPu7cJAIA2th1NlSlkm1faIcI9wxtRM5lCHOqDMvU5uT3Wkiy68owYw+7RAojGQ1jr3adh1LB9OIuGgoaT2wiYZ4FB5kg60vgksKQAYczvQTNq9XPQRDvekg/esGVvDlVDwf9T6iU3hYaFtodMhjNLL6NuFOwcxHqgzLAXjeSc9vCPawAAIABJREFUVnviqjvILCQVbz4zKjCtODSzBosBhcx8WIyT0NT0LrDcfN/1kqURsKT/3dGURZKyYWJ42i1qM5qtoEE/gFjNLbDWOvk0Rns2zHqfRxMRQYtwdMEYdnz/Opx0+H/w48b34T0f+zs0JesVPY1wTJDIAG/9JrD0IuB/PgV861zg0r9H19o/xuVrenH5ml4AwEyphj8cmMKmPeN4YOcYvnz7Nnz59m04ubcJV6+bhyvX9qEjIJwgQoSjBcbYOAB/DN/Rw6MALgHwz8q2SwDIZJJ94CTtEgBPAgAhJAngfACfmbV1xpCvGGj0eGFm8waFIcgg9q3mMsDSYnA7+Zid9C+hTe6yPxuKUSvFEuohUR7nSfniQFUiX1c8HvEa9x5pFOgZvh+kvYETtIDi0ypsw4/GkG1agbapp13GtBfDMyVMlxzJftMKNhJrAd6n9gmurujXBwgmaNV4C+JVXrZE5q2phnprOo7JWTykTdldvtBUImqTyby4dOFQwJnhxu90y2rUYk1oyu6wc2Ualb+3dk6XVeMGsGmCaCr5EP94yYAFbBvlBmpLyvHuhRFP9VrA7Hk6mllC/8DtYEQDbXX+nmTy3DCOlYJJIANDY26PS2BHo8TtPWTATKmKhkSweRtEsOT7JMlSRYnvI2C8fWqFni8hBTiKFR7OxzxkSE5FW6SFaP5QP8ZvomZZ2KsQ211Dk2gNuKYTchg85tTz3s1J5MLrvQuQxpcjVG9OqNCMEmKSmMkFD+UyA9MOcUpUJm1xFAA4NFXCgckiTl/RBj4LiKv4uX7wEd/1dLOIXGV2W+XwVMGuw8vAF34SxrjvNzZm5Hk0Qrxp1jaPFqKkkwhHFZu//xc46dBP8bvmd+KtH/+XiJydaFhzDXDdg0D3auDWjwM3XwaMOhK4zakYLlrZhS9cvgp3/fkGPPr51+HvrjwFcY3gS//zPF77D/fikz95CtuGIvn+CMcfhJAeQshaACvEplWEkLWEkDblmHsJIf+onHYjgNcRQj5PCFlJCPk8gIvAPXdgfJn6BgCfI4S8jRCyGsDNAPIAfjRrn8B47o9HCfBoetBUsmdTMkLdhhQDNE/OE2qOEVST+WMil2ouye+9g3cHymRL1b2G/AE0kTKq8RaXN4IRbc4pHFx8g9qfVcSVPFlvGJxhBhvONUPknAVQUK/3QjpzvCpzavioPMUOcSQEGiV2KFk50RnYDy9ZBoBCy8mCFDIQy7DDzlQwQpCKBYebW1ocuaZlABzDW1MrPsuQuBj/t1pzxD8AHzdw2lVzcTz8sDUdHI6pPqvtw06IXa5xqeu4iUIVmlG2z1GfQayWRYxSF3FWBWjmEmU2OFPCrtE89o8H5QECZA7vofRGJsrjdhFnW2ymTh6eXYNLziNxraTIe5LLIDLMsJzs8o0vU64xqZR6GJ/Jo+ZNDCM8HLN5+nmfYqhziPsccw4vIoHpmgPenEy7o0eAtqmnnTBU8X6HcUXNEwos+7JPigQRAqvqeKPDuhKkKBoEdVwrNYuHPwc8Z2/Y+kuNiKBFOCpgjGHjd/8K6w9+F4+0vAWv//g3kYwKUJ+YaFsCvPd/gCu+Boxt5960u/8msGZab3MK7zl7EX5z/Xm4688vwHvOXoR7nh/Bm258CO/7/hP4/YGoGHaE44rrADwFXssMAH4rvl+hHLMUQK/8whjbBOCPwKXznwXwHgDvZIw9rpzzFQD/CuDrADaL8y9ljIUrIdhg6B/4nc8Lo4pIHAmCCZrbeLANFIWgETCf104m3veJnJdSzeSEyNVIOCgzfDktDNQmaC3TW0AAmDRhb2NgdcP0vCDMtA1CYhmBIWAJXXOpL0KoFAYhSFbcvpanaftahEJXlQTVcVUIml7LIVGZhEaI7akop+auUkw1KuTerUBVT3GlI6oX2uSqQSXyjWoj9jd17oTZ6hN5xbD1XLq/xS1oIUEtww51k3lrNT2DbPNK37EqafA+g0SMhoZ9BnXXG4I5LvpeCigt09WYRMzwF1bvbZYeFEFkBSnsGHd+EnoaY9ApqesJNwVBo7Kn4m+q9/FJIldNtMELxvwFzQH+7nm9X+O5CkayZS5jf5QglRmrpmXX/fKVnUA4uZoLpAdtuhRMeLxeP/n+uQiX+hxeZHqY6jGtWZaYn0FEnGHdwiA/5kuDiKBFeNGwLIb/uemLuOjQ1/F0yyU4+/qbEdMjgYkTGpQCZ7wbuH4zsOadwCM3Av++Dnjqv0KLQq7obsTfvGUVNn3uYnz60hV47vAM3v7NTfj4j59yhSdEiHCswBj7ImOMBPx3s3LMIsbY+zzn/YIxtpIxFmeMncwY+6VnPxNt9zLGkoyxDaIe2pzhJVGJyuQR3x9vp34NQyPZgurCCwHAkwvC/IaOMGpk7hknaDxs0R/kGGwlez2BjOrQNUXogXDPjtxiWRA5aHOzoqjiQYsZBShNu1b1VUJGAJhmMAGuebX7FXjvkNohjt7cIHcIHcDJY/fIgwAAXXM8aEdCRkE1UMrJdNh5DNRn4HuhlgXQFQVJ6TWU3kZu6KoeNBFq5xoigqyiluntVTKmIRbQIXn/mZDQQtcVXHX1PO3Uudcg4Yqw48OOlaGqKjoysrA0/x5EPtKaLFNQx4MmGpACF7ILXoJtiuMMvcFPJBkLJKjUMnxlKHKVF+aVr4clnQ1YavAQ0gMTBfzh4JTLgyxhMeYqORCGsc6zfdvqvSO64o2WmBEknykhyFIUaLpUm7OnLAxVQdDk8HIPWsCCjmUc0xSPiKBFeFGomRZ+8p1/wFsGb8DO1g047fofgeqR5+xlg4YO4KpvAB+6D2hdCPzmY8BNFwEHHw89pTkdw/WvW46H/vIifOJ1y3DX1mFc/C/344Z7drrDUSJEeBUjSEZ+LiAe42W20EhLS8FM8lVdr/qg19Cxavx7TCe2kU2Yicli1WfkVBLulWJpHHlJn0V0lzIfARevkOIP2XIt0MALB7Pvoym7A1QJZZSGsyUK+WqEoDkVA8BQM7i623DPRa7WjDoy2XHdM9ZU3qvm8syYWhJpEREiQ8RUIqRRgkx+vzhXx3TLKXO6U0KoIE/MV3tNOQg0wKAd73AEW4b6L3X64iHpsn8A91yphqdTQ8vZ5n3uQWxheZdfNCpVGgJAXJ7HUKhePM8ujVIh3hJwWsC2MCM28FhCAt/LmOZ4e4HgMEDKatAoCQxVlZCLAZLEyVZ8BI3x0E+L8nk+LUIZOam0oJOAuVqd9P19DRunFwNKYEvsS6l8M4iIMQYW4FmTkPdci/lztry/UyqakjHfolQhswjVeKsiGkRsAm4x5vLEvZAxkXmqasHzoOLYhFnHtBxRRNAivGCUaya+963/hz8a+mccbD0bKz72cxD9SP4QRzhh0L8O+MDdwNtuAvIjwPcuBf77Q0B2KPSUdFzHpy49Cff+xQa8/uRu3HDPLlz5tUewZWB2yd0IEV7pUIUMjgQtSn0yAIGGgoqZsqmIDrj/pMtC2RLliqjlBAJdk3levP2ZkjesyG18SZJFvF45T34KEcdKmzRfMYINvDpQc8BU29aR1eefEzrFwvYGgDEYRg3lZCdM3V35N0wuHADinkgPx2vmeK2K6Xkopfpc+W8A7NwkwG2Al1I9/vDWMG8k1aFxfhYq481AEKQ6X0kG57pRPz9zCBpjiOsBBygwNXcIY1BuYpADRBP1tlRVxrBYRaJIqKc9+XXV1uXhIY7BMY72R1c9rKCDY2n/NnCvjUYJLMbbCrxnuHMWg0i4FCvRxLgenuIkniXd9V8ZY67Qzz1jfC7xEFQG6iFoi9sbfO+y7PeRoL3Bb58Fzc35bXwOSG+oRf0q3BZQl6DJvMkgMmZ5fjPC8hqHei/GUC+v5WgRXVkcIqE5s4vag59xok5Ul/y9kblohJmBubYE5hGFG79YRAQtwgtCuWbim9/+Kj4w+o8YazsDC/70l4Aeqfu9rEEIFxG5fjNw/qeB538NfG09D380wpNj57Wm8bVrz8B337seE4Uqrvr6I7jhnp2oBdTliRAhwixQ/v4v78q46vYEH09sufkgY8ikCSxu56RvdKYgT1GM9mAPnVe5zRRGmreYdUsmjUxSMbgIYGpxl9fHWwJgViiGcFAOGsBzzijlHhsCBsMwA0OnJHkNaqUhHkzQmMd7BkJc3rZqrNlF0FLC+DP0BsFe1KsR6CGWFqEUGqFCWCaESBLiqx1WT9lRJUiOOqEwxJmFhBIzGlSv2l1SgATm9gUZ9dJ49t7qyb1NmGo9FbnGZc75yqJDTKcupUhNi4U8c6DWOM9/XeXQuE7td6AWFKcY9xvva+a18LwrQuyBCFI6JIQgpVTQDnrXcqRR9ImfLz1q+oL1ruOc9h3PXbYsyYdfoCIRIhIzV7KwtCOD9QvbAkXbGpMetVkQJHQNMUrtZ2966vSlY1z0h9HgfjGiISknPSHwzteWhqQtnAK4n6EcmcZkHG8+YwmaGhtFm9QlzDNd9IY1CqGikBDbhB4+Vt45w/N3/XNgLdkD7PLXcHypEBG0CEeMYtXA17757/jo2N9jpnU1uq/7TeAPX4SXKRIZ4OL/DXzscWDR+VxA5FvnAYeerHvaxSd34+4/vwCXr+nFDffswrU3PYbhmRcW5hUhwqsWil3Q3No5B3l+4qjGeQiKRRNYcNLpSliONECIQtC40eNV2/N6xgqNiwOvfvK8TqRiut0uv2480OujwtDSdQxM5+SgnCYeCOYUeiYEqJmG6/6XdWaQiun2Sju1/HkqGiVY1euEYCViTq6WlySoBM2INbpyCuV5FtGRimkuDyAjxBWmqYJQTYTXMZdXyXOUry9BxbHtowNCHAnhXjjCTKRiFMu7MsgkdKcgg4ugufueK9ebfyoZtLhCInGTU0oIig0LkM8Ezx+dEtcpmq6FzosguXdXoevWRT4FTldvAzxoGgFglNE1/IAInQ0myoQA89vU8/l1Cw0LUYtxEjEF/q8kYJRw71A67iY4zjWcvlcMUwiE+K8d9i6F+Ya98yUR5w2ouaL2XShjUkr1gCWbxTWJnfOmkvbe5iTiOoXFWN15qIrEeeukLe5sxur+Zvt70PNua0yDEGUpQCFoQQsUFtFwUncjkjENa/q5x1JdGDL7/cWsJagQcJKLyrpRgGYUUUz3u45LxDSgfOwihCKCFuGIUKgY+OY3/g2fnPg7FFpXov0jtwKJqIjxKxJtS4BrfwJc+zOgWgC+ewlwx+f55xC0pOO48Y9Oxw3vXIutg1lc/tWH8NCusdDjI0R4tSKpa3Z4VzXeikLDQgBAT5Oyyk0IEpWJuu0wQuzcLAaRu2WHJunoaQ4gQooHjYq8DmlkSpRStvAlGGi4OmEzN2JW9Tbh1HnN4rpuL0g56T93vPO1AZ4heU/O53RCw6o+dx4LY1wkxPZ4MQvlas02ziuJDrSk44hnWpwctAB4F/fTMR0repq4MSjbFgfEFOPW8IRREkIwvzUNi8YR06mrzXoiH62ZJBqTMazubURvY3C4GCMUMe/qfx3HSdCYyvA8ygwkCoNoTsUDvRYShYb5yDUuBQMNzMeSY2Ho7nDceG3Gd68NCRnq5myb1+qMn8sIB7CgvSGQSAAhIXXKoQniJYgexBt8m+Rzjht5MMZ880V6/ihxl3ZgIBiYdzmmW1djon09qvFW5FP8XZBDVjV5zpKmebzRFs+1UomLU5fQQsfIJtfxmj0XKUa6L7C3h5HJjBjziXZOSuzAXULs3xn7PpL8vbeIjsn2dbCaF9j3ayugKv2UdfZKNRO5SniUTFzXQITnzSes4vG8eZU4+TH8N2yq6Ijv2Ll9gc+Y2PNGLqZMN6+y9/Y1H5kTgcBCT0uDK7Q5bF6+VIgIWoQ5I1eu4Ttf/wo+OfUPyLWvQdt1twOpYyc5GuE4YcUbgI8+Cqx/P/DYN4BvngMceqLuKVed3o9brz8X7Zk43vO9J/D1jbvr5oJEiPBqhKXzXI/pllUopbqxvCuDlLBdTC0FlKZDz13akRGfCAyx8ptvXIx0XMeSTr6PEQ2EUp9hQQDEqMxBM8SxSoFjEFQSrRjtOpf3U4uD0Tiq8VZPOwTQEkDf6UjHdduYUT1QE+3rUYs7q+VObgoJNswAqKaJRvwBdQxcMIQquVWEWXZy1HjHa4BVV6EukwEAqvvblgrpLSvslXjAne8TJDuejmuIV6ehU+L24hAa6hFa0smJZ29zEnHlGOrxQukeF4o0VIMECwK9LUSMIzPdPi9xr6r4BCMU061rkG1eGVooXKMU6xf6JeLti8m2wMMz2xriUJ+pTwVSfG1riCNG/fcrEehBUz/P5m2O+UsEyJ4QIsTVPQStLHL9fLNQ+WrqaYx1nWN7bBg4OTMtniepe/KfGJg7Vw9CzIYJUSAPwbcXC6ju9pIH/E1d1N6AvhZORuSiiuy7Roh9PxK9fYv4MbKouSBPGiWuUM+BeZejmJ4HSghKok7cSD54vBkIjJOuQGrNVYH7iYegqYsK9i15PPiMUE95am+jxPWMmpIxyLIjLak4kh5P/ED/ZfZniwSHRa7obkK+lZO87sYk0iJSYHXfsXFKRAQtwpyQLddwy9e/hE/MfAUznevQ9pHbgGTz7CdGeGUg2QS8+V+B9/2WixZ8743AA18BrPD8mGVdjfj1x87FFaf14Z/v3IFP/eyZSOUxwqsSQeFdDIAZz2Bg3uWoxVvsMCJKgNGu8zDadV7dNmO6JEPUFieoJDtRXH4F9L419j4QioSuCSOZe5dY3xkwO04C4BC0pX3ttsgCtx0pdEpFjShu+HgV2RqTOl9d9xAtU0s6RZ89YZc9zTLsqF5OiCoSQsA6T4ahZ5z9QiREHpWOU9d5vS0NgKbXLY491vlaQEv4DG9deDsakjpfiZfqlR7SBM83xoBCZiE3NombpHQ1huTgSUOVMTt8a35r2snfASeysZCV++VdGd+2oPwtAgLiIQREdHosV/YIxLw4L4HvbEEOVa9H3dypOg/NggYC4spZc6lt9p5Rv28xf548sZ8vv/SgUjJmpnkVLJoQxwHocjwyQaGU8h4txlCu8ueZimk+D5pFE+L9UPpucQ+at0gzIxriGhVeR+LKfQtyDndkEqEeW/56CO+nlsZ0+xmI95yEbNMKjHVxOXwZjivnkfrbVUp1u59vHbn8RCIevt9D0LxkFQAgxuxUOxSSt9XVmMBp80McA5qzcNKU4h5Ki+hgYNApdUv+K/Mm17Q8uD1CUUtxQtvR6My5pQl/zdiXAhFBizArZgpV3PbVP8P1uRsx1XMu2j8chTW+arHoPOC6h4HVbwc2fhm4+XJgJqzAKld6vOGda/EXl6zAr54awLtuetxdBDVChFcBZlpWYaR7g19YQDGwDD1lG4u1eDMsza9sRglBKdXDP4OvlnMPmtIQoQDVsaqniSscCiNJ5nIZehq0fQn0uCBjYpFlfmezHRrEAIBwiQlJYBj8ZGtJJ7++amhaWgKMxpxC1aGKhvUImuJNogRItbrC8Bh4rpA0Jpe0Cc+FGN8zF7c59xEKAtaywLe1IRHDucs6sLTDG8YowyfbfM+REIJMUkf7wtU4fUGr+96ohnQ8WEzBSR40oZfG7Htz17sK9ihplCAZIB4RTNAAqumuaxIhIZL15Jipz2u6ZXVwv+ugJR1DMT2PP2fh1eAGuPuZLunI2ATTPSP4zc9rTWFeq9vjJcdFFV2R95ttWgGabAwVpJlofw30OirTBDycbrLoCGJZVLNDMwkhQMt85QT/ONueY8ZQMfl7lYhR6Lrb4zrRvk70m4j7cbxVmllxvRnyeXQ1JqTki9M/FiJZH/JqaYQ67xYhKKb7QAhFrmk5anHuLWaeuabOh3KyG1bvaXY0jBoW3dvsjHt/S0qUvwiBxwPt5mcib1Ic09uccvWjvyUFqtHA50x0ZxsBHxtGY2CMQaMUVXGPizsaPPXM3AOWbRSEjRAfuQYATB8Kv7ejiIigRaiL6XwJm776bryr+F8YWnQVOj7860gQ5NWOZDPw9pu4JP/wFuDbG4D9D4ceTgjBxy9ejq9dezqeG5jBVd94BLtGcsewwxEiHH8YsQxM6l7BrzQ4eV6WlrTNhFW9TThvWQcw/0x4oQkjk1IeOsZA7DwNQNiNVEM6oaO/JW0TNBnSmCyPgRCnXpWUzddjSSWny31NmYflNQZ1Sn0eNJknZIdleckMgJO6G3Hxqu46FE0N9xPkyOuls8SmeAN0yDBNj0hKnfwzRiiszlUwT77SvSPVwr0QTX0AuMdR9gMAJtvOcBHIQoPM2SFYs7ATqbjmFtqo55GSYzP8HGJlnmvIGDwKuCTQ48RYcE6MfIYJXbPDSQlxDF4npE+2Ez5GcjEA8OebhaExGcMFZ51l554BzkKChC7CHpuFJyyIsvc0pdDW4H5fcqUadI3Y3mN5UjnZjVzjEhAQHt6qQMqrM0JAg4xtAe8YxygVOZ3CowQ4z8vXWwmKhE5FqKRolxBX7prsi3p2MqahShLCg1a2+9KWjuOUfu4tooSgMRnDynkd6Fq2jrcDhpHuDagk2gEAM80ni154vMIy39Tt/uL/90ZuirnriOIQdSfQvsxe+Cgnu22vlLpY0N3kJk8+Gf2QEEdXKQsR4qgOXX9LCppQPh3tOs8Tck2AtkX2t4YEDwdlhPLfMxFNAADtDQlP/p77HbALcJs1rFvQir7mlC2EBADIDuBYICJoEUIxPTWBHTdegTdV7sCBkz+C3vfe7HIhR3iVY801vMB1qhW45Qrg0W/UDU9585o+/PQjZ6NUtfC2b2zCw7vGj2FnI0Q4AaBYQ8XMQlSaFrl2s3gGaF2E5d2NaM8kAsPIz1jcxcPgYmK1vp4oglL6pDnNf7trsSaegyaMVZm3o+lx1ITSWTHNyYnFhMIeIaiZli/0UNwUXHlHwrByuAP/UEl0YLplNVjHCjSufhPS8Zir66kYD8NsScVd19GpzMERoVmCKDAwbnDGM0iiinRMw+rF8/C6lY4gCavrQ+M5cNT7N23BOfzfhnbg1KtRlYWbqXO/anhbVcmvAwmiGvUImtOOQ5gc8YdqvFWoQBKXTD3AQ0WDPWsBlyGAFou7riN75R0ht4qj83mybW34fQi0+eps8fnT05zElac7Evm+kDbFq6P+DfGO3HSpgtZ03PaqAPyxzDSfBBANhPKFDpVYtnZzrxdhpr244YOmzkX+IaYRYeCLHRQeYhHwXAlBQqeuZ0gpscNmJey8MuJ40KaEoAW1KuhsTGBeaxqLOhqQUaTxV/U1Y3l3I/qWn+60RQjWXnAlBvovQ75xieyGjdV9zU7Nw8Xn2/22U708vx8yB62vRXiuPPfJPYTOtauJNvsenDY8ZNc7KTW5WEDs40/uacIpihgQEceo+WnyuVNKYWkJlMXiiT0WHScBSy4CwCMG1i1sBxOeYhCC1y5px0JRJ80VdeB5C+y6jUYFqbhmj8WxRkTQIgRi5vB2zPz7hVhX3Yyd6/4WC9/5lfqGQIRXJzpXcJJ20puAOz8P/PJDQLUYevja+S34zfXnor81hT+5+Qnc9sxg6LERIrxcEe5tUEIBA0KTKksuBeYpNZMCjkkmkq4Van8uDIFtcDR0ATVe6kIaYpNtp4EQICY8C9SqiVw1AjTPx8C8yx1j3PObr3rDbKOLaq7j8h3ceDSbFwIgdijSeOdZKGQWgvWcCqRaAEJdYhGU8LA33izPuVnWmXHlgQFATclF0ygBCAUlBKv6mtHT3WOrzAHhKnf8Xqg9JuMdiqcyxIinhGJVXxMuWNHlz63pORVodsLfVA8bQ50/nYrB74SSMjQIifKxrnMAEJ4fRTQM9r0BAM9TO2NBq694NhBekFfXPEIIRITIecaoMZXAkg5HZOaMBa2iX/5rqYb3VM959nmqwRt0615vldux4yetEtV4C2IaAV18Pka6NwCQ85ra7TQlY5hsX2ef097IDXLCrHAPWssCWAwopvttARhdI+L9o84tqflfNFhYIh7TbYIm66tRSpFtWuG6R0qArsYkYlQQ8IqB4ZkSNLPMSW1T0h+uKsZGzbtL6Dqv/aVsU/fbnq2F50Br7nWFOMoxc13C683yEjji/L6oBD5G/Ys38tRq82IU00oNO0nQlMWChoQOjVKUG/pEI45YCYcyp2LJwL4RAr6wIpCIxwAi67kRdDcl0Znh56q1G8vJblc7FhW/AWbluNq9EUGL4ENu612g330dmswpbL34Fqx4y6eOd5cinMhINgHX/Cdw0V8Dz/0C+N6lwNSB0MP7W1L46UfOxunzW/GJnzyFWzbtP3Z9jRDhJUZNz9hhP6t6m1xGtGoKlw2/RLUv3IxqWNDmCSn3eHyWdQXkA7cs4uGR7UuBjFu1jdEYCCF2vwgzbIESr+HsNbNVg6zSfTrQuZKTLYnm+bbXr9a7DgP9b3TChQQcr487VM2INznXJAQxStCSll4fYq/kE6UPVkOP24DS3dfykpViep5CMrkcPiFcXGU2EEKQjuloTjsevqWdGfQ0JYHOk4AFZwWe15iMi3wvioH+N7rruikGvwxHTOoalndnbAVJqYQIOOOfivFaYT75fQVqfhABgR5zE0/b7PVMuXQyiYUi/y6u6w5JCBB8OFWpZWUk5q7o7CNo4mulZTnQ4Qg2eAmKoTegsvJtQGMPTC3B1feobhdSpoTg7KWOgb7kpLVIJeL2jXpzwZQewGLCMGcMbWLecQ+a0heFUHsVTe1707gohWm5w/OaF65BLJnhc0F4Rc9e2o7T5reKcEiK0VwFmlmBGaZe379O9FbpeUjOoQ8iZFcNKGWM+UMcvUTe23ZAmCQQIvQhUO5cg6m205RrBIfbAgCzB1zUVpRkT5motIF7zlwefaviE/whWoznofk7jjMWtGJRewMaEzqMWAYLNrzH3mfnt2kJ1z1i8Qagv74QzdFERNAiOLBMlO78Ehp+fg0GrHbsvPJWnHbBFce7VxFeDqBN6jrgAAAgAElEQVQU2PAZ4F0/B6YOAt+5ENj3YOjhzakYfvCBM/H6k7vxt7duxb/etSOS4Y/wigAjOiwtwWWZ4zrWvOmDzk6XkUt8BoUvZYpQdDUm3Wp9npV7b34LdyhQoGUB/5Js5qI+bYsx0nW+fVxckJd4ddqWmQ7KdXIZTwqhaO5ZAvQIEQmp5kqoO8QuwKi386YIV+MzNE4GWIAoit2M0pZqtBvzz4VtQAWE3y/u4J5MdfU+k4iJeyFHtDjuNkD559Z0HKcuXxJ6zoquRqyUhbAJ98g4Xia4xqe1IY6Te5rQnklAp9TJAbJrsjFnDKgMwwsTYAGqSSf8ixCAxrnRKet8EfAFgcm+C11teGvYSQTVnop7c+BaF7sIFhAs1GK3v/wSu+cAUG5fxUmQ5uSmTbauxVjnORjvOBOWlnTUS2kMQ/1vQHH5W5S8R+4x6mtJYWDe5Sh1nup4nWBCCyMfhIq/PwwEFppTMVuAY1VfC1b1NHFPFCEwaQLZxuVIxYPbIuJ9nKgQJxeMEKxb2IbT5jUL0kZc+WCWZdnjS82Kpzi7cmCmy75Pe28QQas7r73k2Ps9yCPvgBKC5d2c/HuVOdUabXVBnNxI/z7FM++CmEm9a5V3MZjoSyQSSTBCuOS+ioZOaJSg45SLkFz1Rr4prtvvk6mnUes/C5j3GsXNR/hiV9uSY+ZViwhaBI6ZAdS+dzlSj/4//MY6H+PX3Iazzjh2KwURXiFYfgnw4Y1AQyfwg6uAx74VmpeWjGn45rvOwDXr5+Gr9+3GX/1qi6vuSoQIrxTYIWPCoEjoGha0O2GQMrfCp3wmDRnVEPEQEeox0gOFMQgB+tfZXirAMfI1s4zXLOZeB69hLhdNZIsqQZNGGt8hC9o6YYNh4YU2CSQEreveivmvfSumW05BtpP/vZGhUqoABmVOeQ7VoHTlmAWEg+pCVl1dae9tSdrbdDp3kkZal9jXsduLpeuWm0nGNZ7/Q5RcHkXIwEtgGzr9qpLyWmqxX8nJ1byfQsMCHroqxm1eu5LPQwg0Ie4l5wch3IPiLVBeYXqITHuwubhUJZzz1gG9p9XNRXYhngEWnO33pKx4g93HUkM/qolW28vpLTmg5ijJubeiuxGNSR0dmbhdq9XUUtB1HYs7GvwGuz3GDI1xDa0NcUHQKGK6jrRCmIb7Xo9c8wqXp87VlJiHJSQdIqEkGFLCc9tcYYhxp77ZKR2ah6CBe20WnqNco77nihKCke4L+ZelrwMWO8TptUvasbqvub54jQJGiBB5cW4lbZNT3ue2hjh0SgLrA8pzXN8FUfZXOHQd5O2J3ZgtZiTGzCI6RrvO9f1+JRNxrF/YwdVA5fuz6ipgkVioaurDwv4+XHZqLxoSOk7tb8YZC1pxxWl9eO3aNSLcOYAM1llMOpqICFoEYMcdsL51HozDT+Gz5kfR8e7v4bxTFh3vXkV4uaJ9KfDBe/gf2Tv+EvjNx+w8GC90jeL/vn0NPnrhUvz4iYP42A//gHItqpUW4eULmdugGllesYpT+5uxtLPRNlx6m5O4cm0/Ul45dhq00uxZ0fZ40ArVub8/lBBkEjo04fXweU64/JnzlYSs7EuDnDpFmcMWW1xen1gKyZiOQmYRmAiF7G9NYd3CVlvhj19JCW9SDNKayYCcyGM1An5j5p+FmeaTFSEPXjhYtISkrtU3EhVofWuAU94GUOpTi/SDKP/3bHPlGBL3Cn274n2yS9nw/Sd1OUayJCWEEFx4UhfOXtqOmeaVXAxEFJGe1+YQJwKAJvgigCRoyZiGmsVQ9M4XLe4YwMpmM8QoVXN5bDR0oNK4CJNKWFsgCAWa+5V+irHQ/fXKpDe0weO5CvL2NadieN3Kbh7i2r4U030bUEl2gmo62hsSojyEAj0BiwEmjWNRR5qTKMZg6ClH4CPT5TolrMi69KBxyX3vXiZINXH1e15rys578glqEMK9NnaIotgcosIoYcTEPabbXH1vTcf5O0AImoKk8K2qZwPFyl6HxGuE2KRXvgdLzroCZMkGBJKZABCPJ9j1DsrFGI8HzQ5xVAiaVMXNNy5BLd4SeNVEnId02wRN092xp3DGnIq2ifhPXs+H+NwUTV8sIoL2akatBNzxeeDH78S+SjPeavwDrnjPX+D85bPH40eIUBfJJuCdPwQ2/CXw9A95vbTsUOChhBB89o0r8TdvXoU7tg7jfd9/ArlyLfDYCBFOdOiU4A2n9KBVUbSzi742KuFwSohdqBdHhj25Y5pch0geJPOtjNAEFn/bp89vwcqeJtsYUg3KzkwC6xa2ivBC4RULWSGfzYOmqg16wygbBJHlhXj5vcrP9jmwbEOZuhQeSX1vTSwpxpxfc/3CNqTsAt88D2jOHjRKbcMuSDAj8Bx+ovgSQNoIcbaoHgNCgSUXin4KVb3mhG00qvOhORUT+YSKmUt1VygsAUCF+ImcHbI2W8VwEzSTxkNCz4IFNqzFGzDadZ77HEKQ71gDczZpflUlog66m5JYM68Fb1rda88XbxPezyrOXb0Mr13S7nqfxjuUnMHm+cgsORO5pmWIicc10X8RGI1zD+jySx11T4HQlCviEDRfyHD/epiJZlg07jqfEmITtKDSCXUR8FyCSKsDBkIIVvU245wgL2BCLGbEROgxcYdiEwJg8QaMdp3rzG0PCfR10fuA7XBl+wBX//hOb3kOSdCcRaByqgfjHWchn1nk9M13cSnyMsffRX8D8DWemnu+5YtBRNBerTj0JPCt84HHvoFb45fjqur/wV+/90qct7xj9nMjRJgLKAUu+isuIDK6DfjOBuDQE6GHv/+8xbjxj9Zi8/4p/K+bHosKWkd42cJbQPiknkYs68r4CE59Q8oBIYBhqxe6z5FqjFLivGbOPUzYXiW2PXVO2+cs60BPk/RkBBA0V3KazEHTFA+as/uSVd04pa8ZnRm/ZyQZ0/CWNX22hyQYjBfdBlzhZlIyey5Y3N7gKRgd5OWaI2b1oLkOdl3J53mxCZyiVplqBfQEzlnagdXzhDHILDvk1C+yQdyG9MrL3V4CAsTEMzYtBjTPh0YIplpP9fXWUjxoXky1ngr0ne7axtIdqMXDwzznEu1Y6jsb4x1nBhrYl53aizMXcSn3uCIqIz2hqkc1rN+puOZSPiUAKskOh2gTisUrTsVbTptn53R2N/P5Rgj4gqMnfy3M82rXDERAuHFTL/a3nuPyAknYBM1XOiHEU2fzBv7hwhVduHBFOEnyoiUd94noUEIQTzcDp15tF+WWnsBVIpeSEAJoul3Yuh7kM0rE3Pck+x6U8+pI+DvnvP7kbpy5RDgOVM8kIfw5emovItPtiBfJdqwXGJljPyelr03zAg892qgv1xLhlYdaCdj4ZeDRr8No6MFfJr+I2wsn4z/etx7nLovIWYSXAKuuANqXAT/5X8D3LwMu+f/snXecZEW1+L/VYXLa2dnZnJddNrAsuIRdcg4iCAZQlKCCAbOiDyPviT4x+wzPLCjyUJGfZFBgyWmXJWzOcXLOM53q90fd7r7dfXu6Z6Znumf2fD+f/vTMvXXrnqq+oU6dU+f8F5z8ccfprstWzaSswMvH7nqN9/z6Je768ElZy0EiCJnC63axfEY5Bw/ZXrmFlbh6kgza41GWi1mwJ+oWpzWUz6Jq6hxOqvBSnO+mrqNv0HWcJfkeugcC0Uoj9Sda0ICE0XVYQTuquiROQYvObue742bHMUUXVZewyB7sxMZgEeCYvAjK5zC1/CCFvlL85YXsazIWw5h+i3MBi2kGLmOZ0BqmrWRZ/wYWLJ5myWbq6ChfBrPSG3hFgyMk6+tEy5C27Ql4SvAEuq0N4bL2QawpPaU0H/yF0E3MbxE/uE8YQ7q9cRY5cLmMxhzSGGuCK+qyWjvjfGbU/iuhFfacVwDlM5bA5Eqofd1smLzQsfWD4aTYBIunMtDd5Vg+weXP4vTFU2jt8cVGNExXBsu9b15YwQ9b1mzX4eLpFZSXaapLC5yqSGqts4exL4h3WQaqSvJo6hpIdLMcYuCJcOnwtRDOc2hnWpmD7INozO841nYPVS+js6yV3qJZkcAgMetO02B+VTFet4uZFYVsrumgo/xogu7CyDUQcaV1SBqtbBbg4nwPzFoFzUVQPivheXnc7En4Q7YZofnRYEhMX2m+y4erVDn8LiVj42UmCtqRxKFX4Z+fgJZddCy7mit2X0STL4+7PnIib5s7NiZb4Qhl6jK4YR3c/0mTL23/c3DZL4xrRBxnHV3NXR85iQ/dsZ53/++L/PkjJ7FwivPAThDGE5HcSS4PlE7F1dIKOITXt1M+C+2pQLfusCoJwpK3mzVX1izxtHwiazcDoeSuPKcvnhJV4OyDnIiL4+BWgZDLS4HHHbM+DDCR+/x9UHUU810eQhoWVBWzta5z0HrTYkY4QbIZVHe5XTRNWUORjltzNts5zL11aFQxqFpEUdUiiqK7AOgunQ+TZjod7VzhIAQ8tkkltzfGTRSgacoa3MFwvki7FdPRR8t86RBnLq6mryfRauiyXCVdDr+pORa8GGtISGuoWoxqr2PASvSrXV46yo9GKw9F2ihFS6eXMb28AHxrqSzqxkc+J86Pe15XHQVDWDO8claFsVkVVsBAd7SFw7g8ivI8FOV5qOvoizY5nYoWng2efM7KK4bNBZbrW+JxyuVhWnmigjW9vJC6jr6kMocwx3hcLuZMSvytTpxXSUjHWgPBWMB8VWdDZSXsecomSJITKUDHuvzauWjF9JggMlEc7n8nXG66yhalVTTMsumllPmibVZKMbuyKPJ86y5dGFOfk7U9OtkT1/eevGjU2DjmDGZJ9xYmTYGR64iL45GAvw/+9TX4wwUQ6GfvRX/h7B2X0xEq4J4b14hyJowNRZVw1V/gwu/Crn8bF9u9zzgWPWFeJffceDK+YIj3/OolNtd0jLGwwnhAKXWjUmqdUqpdKaWVUvPSOOYGpdRzSqlW67h1SqlT48rcatVn/9SPVN5IkI24HD+DuoHNORlX1VFR5S7kB29BbP4xklsa4stE3S8TLWgJLkcFFYSKqmifZA2Mkrn2ub0mgp/bLMhfVF0SY40YgXpmk9HU4vV68OVX0lMcNyOeEJY7fJjdmjU2UWJD7gJ6C2eYU+aVYKI4hpMMw/I5Uzhp2SIiGyC2b+0XRImVRLdyPuVFXkerSHgAHNPPNguELpyMa9Ic6qedTf20M00y36WXEbIF/uguXWgSiVv/m0iIXiibwYKFi1m70NnDpsDrZt7kYtYsiN3v9JvnuV1mTdfCc4wbZqTs8K8Qu8E4LUWiqDK9IA9JrqcT51dy2aqZSZXBkNWWGRWFpq1xeNyuBOUMl5vyIi9TZi1ynLR0ImI0jb9nCyugcj55HtfglmlbnzslPI8pmaaGtnB6FVNmHw3zYh6nSY8Pryf0uJWJVLn00shasXTPmVEGc13OgjyioE10Dr1qBsIv/gyOv5Z1Z9/P2x/yUOB187ePrmHZjLLUdQhCplDKuDd++F8mUtefLoWHvxAzmxpm+Yxy/v6xtRR63Vz1m5d5eW9LFgQWcpwi4F/ArUM45kzgr8A5wEnADuBxpdRRceV2ANNtn8QFO0MkomR5zCA7PH5KtU5HKZtyFww4lnFcz5EujtEiAZeL/tmn4c+roMDrJs/tYuakobscZ2ZsYyrxWMEu0k3JkerUw5EtshavLLnFrbfYcsUqnR5zIqUUC6aUMLkkdn1fzBo0uyKZV2TWBBUnX4IQVs9iA3VEFYzA/DPx5BUQcudRUFxuFycjHDu7wtHFzsiWJO2DLV3ESGQJr/OaXVk09EF9OEXCMARIpqCp/nYAPP7Ed5ojC8+GxRcOUiCZVTuJHIvOjSS0dj4w0YJ29tJqzjo6/fVrSVEKZq1OW8mcVlbA0mllJu2BchsrWTi1R4p1npesTO7SPGyWXgrLLovdFlbUy2dn/nwpEBfHiYq/D566DV76hfG9/eA/+VPjfG69ZwsrZpbzu2tXJ/WtFoRRZ+bx8LHn4alvwcv/ayxq7/iJeVnZmF9VzD8+vpYP/v4VrvnDq/zi/cdz3rKpWRJayDW01j8BUEqtTlXWdszV9v+VUh8H3glcCOyy7QporUdsNbPj8uTRW/02mLfM/O8Q8dDxOKXoz59Mae9ByB/c3Xd2ZZqBM2LC3yUmgY7ssr49LsU5y6fBpqHnABr2bHieva2mjzzePOZXFTMzvDZ18YXg60laRchKFeBJNqAehmza5aVu+nkwfV7SMgMFU2DFsRDoNevO3El+l7xi4646Ai2lyOvG7XbFrtd1uWPyi7lcirULqygrNMO+pO6sWUhF6SjJ/NPTyjcVVtTdw+m/eadCX3ustWzh2dDbmvLQZGerLHDRAEzy9JHWEDuVMpMkz16fp4I8XxszKoY4jiuabOqcFp1vyve4EwKGAKyYWc7epuT31nCx/1SRqJyR3zqsQA5ex4gmpJJW6vB7udxGcXMniWA7iogFbSJS85qxmr30c1h9Pb4bX+DWLdV84/4tnLN0KvfceLIoZ0L2ySuCC/8brn/EPAT/fDn89QPQfjCm2LTyAv720TUsnVbKx+56jfs2Hs6SwMIEJQ8oANriti9QStUopfYppe5RSi1wOHZIvP2Y6Zx2wvFmXQTRgUoqBU0p6C+aTsP0M6F0WtJyl62ayfFz0nVZT38Nml3WMWP5FSa8eZiQZTl0eVk5qyJqgcovgdLUkzZ5HtewtI8zF1dzxuLEoAAhd156nZJXDHPW0Dp5lfP+YqturaOud5PmD15fQax7q8ft4pKVM5hUZFNoXB4WTClhalkBpdYgeEppfmQgbh/gVhbncewsU6ejxctJ5srBb4fwwDuV+xwk6caS6gQ3XieCSSJbpoUnP/HaKaqEqkUpD7W7D65ZEA1XX5zvYfXcSoq8GbB/zD/DTGY60Fx1Ag1Tz6Aifj1oKtweOOq8tELFL5xSkrEJ0fOXTYs8XxQKjr7EKD5hIs81HS2TK3jSvNczfdoxP6MwegT98OwP4Nnvm4v9g/+kYcoabvrTRjYcaOMjp87nlouXjs7MgyAMl7lr4eMvwUs/g2d/aKxpp3wW1n4qYi2YVJzHX244mRv/tIHP/+1N2nv9fOjUQQYxgpA+t2Hi5D1g2/YKcB2wHagGvga8qJRarrVO8LVVSt0I3AgwZ84cs7G4yngyxJaL+T9qQRtcwHA5d/7QoqilTbIojozxuGT2iRAOsBEfbjysoDnNcqdAoxzXA6VDMte9waguLaCxqz+6vKx8FtpV61x4yhII+owy4sk37oyDseSi9ITIL6XA62b2pCLHH9H+W08vL4woVGnpsAvOSFlkxcxyppUXUFEUp0A4rv8a/kUWtpzlx6/rGkOqnaIlZoJBogVql5eAy0tBXnbtLGen6RpZmGdScITCaUC8cX1m/Y5TS/M52AFF+anvu3OWTk2ej24CIAraRKF5F9x3I9RuhJVXwkXf49X6EDf97Hl6BgL87H3HxYZQFYRcwlsAp98MK68yAW2e+S5s+L1JdH38teDJoyTfwx+uO4HP3PM6//XQVtr7/Hzu3KOys5hYGDWUUrcBX01R7Cyt9dMZONdngI8C52qtO8PbtdaPxpV7GdgLXAv8KL4erfVvgN8ArF692oxAFpyZxvkjxw9azu1SHDurwoRdzxQOEf+c7qVoFq8xuM8q5iTfF16T4hrasOX4OZPobeoEH4xVkJAT5k2izx9M79nk9ia1kowIpWDqcqP0Oe6OyuZ1R9evZaqH3C4Vk3sMgOWX4xgxMc21mE7MnVyEBuam69o72iw4C/auMxbG1r2jdpr5VcXsa+5xdE0cS0oLhj6BMdhtUb3oeKrzfFDqkEQ7jpL8ia3CTOzWHQloDet/B//6uhnkvudOBpa8g58+sYtfPbOHeZOL+ctHTmLxEPNXCEJWqJgN773TJFJ/4pvwyBeNq+7pN8PKKynwevnF+4/nlvs28T9P7qKj18c337E8RbQqYZzxE+CuFGUOptifEks5uw24SGudPIM6oLXuVkptAeIDiYyIdC1oAPMGTeQ8HBKjOKZbPCt4i4HWqCUtTWZXFoG7LANXTPp43C5KbRa7rM0hVS9Nq5jX7UqSkyrDJImM6BC3Im2UUimSnI8u08uj6/5mTSqC4klRK+hwFbQFZ8FA56BFjplZzooZyROEj1tKqk3uVEEUtHFNZy3cf5PJmbHoPLjs52zrLuJzP3+B7fVdXHXCbL52ybIJP8sgTEBmnwDXPWzcHZ/6lrnOn7kdTv08nlVX8713r6SiyMtvn9tHU/cAP3zPKgodkoIK4w+tdTPQPJrnUEp9Hvgv4GKt9fNplC8AjgbWZVKOyKB4jCw7yQVJfu+MRLlwu1Ta0RZTUnUUdBwyQQ7GGblu5c/zuLKqfw8ETC61bLopDoe3HzM9smTkslUOET2POi/BzTktiiebzyAopbKn+GMUxIzd24IjMnIfr2z+Bzz0eeO7/vYf0bfyWn62bje/fW4j5YV5/P7a1ZyzVKLdCeMYpWDx+eYlt/NxePZ78NBn4dkfoE79LF8572qqSwv4zqPbqGl7id9KZNIjDqXUNGAasNjatEwpVQEc1Fq3WmWeBF7VWt9i/X8z8G3gA8BOqw6APq11h1XmB8CDGLtLNfB1oBi4M5Pyz51cRG17H3Mrs2ABiInimHqkFylRdRS07E7rFOccPZVe39AsXkkpqky9PisVg1iHivLSHw5VleRTNIEmhLxuV8S3MRtD7oGAyX2VbXe9oZJyXWNBedIojOOdBVMGjybrhMelhpLX/IhHFLTxRl8bPPxF2HwvzDoBLv81/24o4dYfP0tNex9XHD+Tr719GZXFQw+FLAg5iVKw5EJYfIGxFj/zPXjki6inv8sNJ32Mhe+9lJvu28c7f/4Cv7v2BMntd2TxMeCbtv8ftr6vB+6w/l4IHLKVuQnwYnKh2bkTExgEYBbwf0AV0AS8DJystT6QIbkBk+Q3I/mHMszk4kHWuk0/1nzSoDDPnRuW7RQK6JlLqinwpm+9OWVR8pxk45F8jyuiJGVDQxvwWwraEH4DYfxxyqIq6jv7zYSAkBJR0MYTe56Cf94EPY1w1tfYvOBD3P7P3Ty3azuLp5bw1xtP5qQF48/9QxDSQilYdI7JU3PgRXjhJ7DuNs72/pjnjn0fH9pxIlf87wt8+53H8K63zcq2tMIYoLW+lRRJqrXW8wb7P8kxV41ArHGCs9JyycoZMXsikQhz3E0vPZy1j/LCsc9xNCrMOG5YLqBetwtfMDQKAqXHkmml9PoCMrE8wSnO97BwGJa3IxVR0MYDvl544lZ49ddQtYTai/7Ad98s4IFHX2ZSkZevX7KMa9bMlVkJ4chAKZh3ivk0bIEXfkrVpj9yv7qDZ0vO5LZ7z2fDgbV88x3LKPDmwOy9IOQiSRSu+DQs4f9T5WrLbSaCcpkGkxcOqfjsyiLcSuF2RWN0ZmM9ZGVxnizJEIQ4REHLdWo2mvD5LbtoWfFhbut/D/f/uZU8j4tPnrWIG89YQNkwwpwKwoRg6nK44jdw9tdQL/2S0zfeyb/zn+CJ14/j6/uu4oYPXC0RTAXBkfSUloiCNhECAoxrJTPz2JOaq0gUx2xJIwiCHTG55CpBPzz9XfTvz6O/t4vvVt/O2zacw793dXLD6Qt49ktn8cULlohyJghg8idd9F3U57bAmV/h9KL9fL/ry3T94mwevff3BAIZClQgCEcYXith9LiO2DYh3DPHBlHQhDGnckG2JchJxIKWi9S9ReC+j+Fp2sK/3Gdwc9sHKAhUcvMF8/jAyXMnjr+8IGSaoko488vkrf0U3a/cwdxnfsrbNn+emm0/RJ30UWac8SHIF4uaIKSrtLjdE8HFMcxEaMPoEHVxFIQxZKSRWScwoqDlEEH/ADUPfIuZm35Jqy7lq/7P0zH3fL6zZi4XLJ8ma8wEIV3yiig57RMUr72BDY/dQd7637DyxW/Q//J3CR17NUWnfnzI6zUEYWKRnoLmsVwcA+PZgpYjzJ2cvYTKqQjr66OaqFoQhLQRBS3LaK3ZWtfJy88/yelbb+UoDvCAPp23VvwHXzjtGI6eJiHDBWG4KLeX1W+/gY6zr+P3D9xP5eY7uGTjH+D13+Kffw7etR83USEHSdQrCEcyHsvFcXzrZ9l3cXRMZJxDqBzoI0EQooiClgWCIc0bh9r499ZGXtmyk3e138H17qfo9FSy4cRfcv7ZV3GpRJ8ThIxRXujlw1e+m71nX8gtD73I9N1/5YN7n6R637sJlszAvepKOPb9MGVx6soEYSIQNpmkmJwIW9AmhGVlIrRhlPBarqy5bOUThCMJUdDGiLYeHy/tbWHd9kae2t5IR08v7/M8zZ/y/k6xtxff8TdQce5XWV1YkW1RBWHCsmBKCT+4/nx21K/he09vp3/Tg1zR8SxnPP9T3M//mNCM43Ed+z5YdimUTsu2uIIwioQVtMHXNLssBW3Q5NW5jgQJSYnH7eLSY2dMkHx3gjD+EQVtlOjzBVm/v5UX9jTzwu5mttR2ojWUFbj4wvTNvKvzT5T0HIQ5p8FF36Ng6rJsiywIRwxLppXyg6tO4ND5y7ln/fv5/oZNrO19mvfWPs+S2pvh0ZsJzVyNa+klcNT5MGUpuGQNqDABcadODnzO0qnke8bx9e+2lNA8SZI7GKKcCULuIApahugeCPD6wTbW72/j1X0tbDzQji8YwutWHDd7El84ax4Xu19i/vbfoeq2wdQVcOk9sPhCmd0ThCwxu7KImy84ms+du5hndp7Oz9+o5eD21zg18AoXHd7Aippb4YlbCRRMxrXwDFzzToWZx0P1cvCkHtgKQu5iufu5Uw8DSvLH+VChcBLMXQslkgxZEITxwTh/6maP+o5+NhxoZcP+Ntbvb2VbXSchDS4FS6eXce3auaxdVMVJk/sp2nw3rP899DRC1RJ49x9g2SbssScAACAASURBVOUyIy8IOYLH7eKcpVM5Z+lUBgIreXHPpdy9tYHdu3Ywp+NV1ga3cOqWdVRvuQ+AoCuP4JRleKcvQ1UthqrFUDEXymdCQYVMugi5T9BnvtOwoE0IymZkWwJBEIS0EQUtDTr7/Wyu6WDT4Q421XTwxqF2Drf1AVDodXPcnAo+efZRnDBvEsfNmUSJvxW23g8v/j848CKg4agL4KSPmohxMngThJwl3+PmrCXVnLWkGjiG+o5LeHlvCz/c3czBfdupbN/MStcejqndx1ENjzKFu2OOD3mLUKXTUAUVUFAOhRVGacsrBk8+uPON9c3+rVzWR0HpdFhwRnYaLxw5hILm2z2O15YJgiBMUERBs9Ba09LjY19zD3ubutnb1MOeph72NHWzr7knUm5mRSErZ5Vz/SnzOWHeJJZOL8Pb1wK1G2HPHfDEM9Cw2RSecjSceYtJxCc5lwRhXDKtvIB3HjeTdx43EziW7oF3sa2uk621nfyztoODtfW4WnYxyd/AdNXCjEALU/o7mOzpp9JdSwW7KKaHglAfbu3HpYODnq9v7tm0Vp6IS4FLKUJaE9IQCuno31qjbX+HQua7ujSf6rKCsekYYXxTNtO8l6pl/bMgCEKuoYYSOnf16tV6w4YNoyhOehxq7eVAS681WNHo8CDFaeBiDWz6/EF6BgL0+oL0+AJ09wdo7h6goXOApq4BGrv68QejfZHndjF3chELphRzzIwyVk31sKLCR8VAHbTuhbZ90LQD6t6C7npzkDsf5pwE88+AJReDBP4QhCOC8ATP/uYe9jX3cKi1l4ZO81wJf7f0+NAaXITIw08efvIJkIcfpTQuNApNv86jgcphyfHZc4/is+eOLFWAUuo1rfXqEVVyBJMr70lBEARhdBiL9+TYWtAe+4pZh4Wy3PxU1K0HZUX9te9z/m6r6WDXwQ4Aa0ij0A5/OyWnzAMKXTDd7WKl101pvouywgBlpUFK3H5KPUFKXAEKlA/V3wENzbCvBUL+2Io8BVC5EBacCdNXwrSVMGs1eAtHpesEQchdlFJUleRTVZLP6nnOylV4oqh7IEBXf4DuATNR1D3gxxc0E0vBkPloDUFrAsqtFC6lUJZFze2K/m0+5vwuBQurJUqdIAiCIIx3xlZBa9gE7YcAbSWMtL7tf6fxvSKkWVYUAjRKY/ZZ+xX2shBW0lT0z6jaFgL6XUbZ8hSAtwBCBdH/y2fDjFVQVAXFVea7fBZULjDrRCTIhyAIaeJyKYrzPRTne5halm1pBEEQBEHIVYbk4qiUagIOZOjcVUBzhurKNtKW3ETakptIW3KXKqBYaz0l24KMV5RSXcCObMsxjpho99BoIn01NKS/hob0V/rMBb6qtf7NaJ1gSApaRk+s1IaJss5B2pKbSFtyE2lL7jLR2pMNpA+HhvRX+khfDQ3pr6Eh/TU0Rru/xEdPEARBEARBEAQhRxAFTRAEQRAEQRAEIUfIpoI2an6bWUDakptIW3ITaUvuMtHakw2kD4eG9Ff6SF8NDemvoSH9NTRGtb+ytgZNEARBEARBEARBiEVcHAVBEARBEARBEHIEUdAEQRAEQRAEQRByhDFR0JRSNyql1iml2pVSWik1b4jHv8867qHRkXBoDKc9Sqn3KKU2WMf0KKXeUEpdO/rSppRrOG25QSn1nFKq1TpunVLq1NGXNqVcw2nLcqXUvUqpvdYxt466oGkw3HtGKfUupdRWpdSA9X356Eqalkz5SqmfKaWarWv/AaXUrBTHlCqlfqKUOqCU6lNKvaiUOmGsZB5EruG0xa2U+pZSap9Sqt/6vk0p5RkruZPINZy27Leux/jPw2Mldy6jlPqE7Xd+TSl1WrZlGmuUUrcopdYrpTqVUk1KqQeVUiviyiil1K1KqVrr/n5aKbU8rswkpdSflVId1ufPSqmKsW3N2KKU+op1P/3ctk36yoZSarpS6k7r2uq33nNn2PZLf1mk8+45kvtLKXW69d6rse676+L2Z6RvlFLHKKWeseqoUUp9QymlUsk3Vha0IuBfwK1DPVAptQD4PvBchmUaCcNpTwtwG3AysBL4I/B7pdTFGZduaAynLWcCfwXOAU7CJGV9XCl1VKaFGyLDaUsRsB/4GrAv8yINmyG3RSm1BvO7/AVYZX3/XSl10mgIOAR+ArwLeB9wGlAGPKSUcg9yzO+AC4BrgWMwffGEUmrmKMuaiuG05cvATcCngaOBz1j/3zK6oqZkOG05AZhu+xwPaOBvoytq7qOUuhL4KfAd4DjgReBRpdScrAo29pwJ/BJYC5wNBDD3bqWtzJeALwCfwlxTjcC/lVKltjJ3Y66vi4ALrb//PNrCZwul1MnADcBbcbukryysge8LgALeDizF9EujrZj0V5R03j1Hcn+VAJsx/dLnsH/EfaOUKgP+DTRYdXwauBn4fErptNZj9gFWY17m89Is7wVewQzS7gAeGkt5M90eh+M3Av+d7XaMtC2Yh2U98Klst2MkbbFu1FuzLf9w24JRzv4dt+0J4P+yKH854AOutm2bDYSAC5IcU4gZ1F0Wt/014Lbx1BarzEPAnXHb7szm82y4bXGo56tAO1CUrbbkysd6V/02btuuXHnGZ7FfSoAg8A7rfwXUAV+1lSkEuoCPWv8vtZ57p9jKnGptW5LtNo1CH5UDezAK7dPAz6WvHPvpO8ALg+yX/ortj0HfPdJfMf3SDVyX6WsJ+DjQCRTaynwNqMEK1Jjsk+tr0L4N7Nda35ltQTKJZTY9B1gCPJtteTJAHlAAtGVbkCOcNRhLk53HMTPZ2eJtmImWiFxa60PANpLL5QHcQH/c9j7Mwy9bDKctAM8DZymljgZQSi3DDMQeGT1RUzLctkSwXDQ+DNylte4dDSHHC0qpPEyfxt9//yK7918uUIrx1gm/H+YD04i99vow78JwX63BDJhetNXzAtDDxOzP3wD3aq2fitsufRXLO4FXlFJ/VUo1KrNU5JM2dzHpr1hSvXukv5KTqb5ZAzxnHRvmcWAGMG8wAbK6BmIwlFLnA1diXLUmBEqpcozWnI+ZUbxJa/1odqXKCLdhLtIHsi3IEc40jBndToO1PVtMw1zrzXHbk8qlte5SSr0EfE0ptRljnX0f5kG3exRlTcWQ22JxO2aQulUpFcQ8d7+ttf7lqEiZHsNti53zMC+x32VQrvFKFWZSwen+O3fsxckpfgq8Abxk/R++vpz6aqatTJO2ppsBtNZaKdVIdp9nGUcpdQOwCPigw27pq1gWAJ8Afgx8FzM+/Jm17+dIf8WT6t0j/ZWcTPXNNOCwQx3hfUmX1gzbgmYtNHRaLG7/nDnMuqswLo3Xaq3HxCozmu2x0YV5oJyAcQ36kWVJyyhj1JbwuT4DfBS4QmvdmYk64+ofs7aMNmPUlvjEhsph24jJQFtSyfVBjLvdYWAA47f9fxilIqOMQVuuBK4B3o/xT78G+IRS6sMZa0RYkNFvi50bgPVa6zdGLPjEYUzuv/GCUupHGKv3u7TW8fduqr5y6rcJ1Z9KqSUYt72rtda+QYoe8X1l4QI2aq1v0Vq/rrX+I/A/mHVVdqS/DOm+e6S/kpOJvnGqI9mxEUZiQfsJcFeKMgeHWfcKzAL0J6KWa6NMKqUCwHKt9Y5h1p2M0WwPAFrrEFELwBtKqaXAV4AnR1KvA6PeFogoZ7cBF2mtXx1pfUkYk7aMEaPdlnoSZ7SqSZwBygTptuVkjGWhCmiKkyupe6/Weg9whlKqGCjTWtcppf7K6ARyGdW2YIIc/UBrfY/1/yal1FzMQu3fD0vi5Ix2WwBQSlUDl5E4MDpSacZMHozV/ZfzKKV+DFwFnKW13mvbVW99TwMO2bbb+6oeqFZKqfDstOXGNoWJ1Z9rMPfgZttYxw2crpT6GBCOGCd9ZagDtsZt24YJ8gBybcWT6t0j/ZWcTPVNsnEZpOi/YStoWutmEt1jMsV6TOQ2O7cBkzADgowP0ka5PclwYdwdM8pYtEUp9Xngv4CLtdbPj9Z5svS7jApj0JaXMG5n37dtO49Y/+iMkG5blFKvAX5LjrutbbMwi2tTyqW17gF6lFKTMFEdvzQCsZOdY7TbUkSi5S/IKETRHavfBbgOY9m8J0W5IwKttc/q0/OAv9t2nQf8IztSZQ+l1E8xytmZWuvtcbv3YQYt52He9SilCjCRRG+2yryECS6yhuj1uAYoZhSeZ1nkn8CGuG1/xASX+Q6wE+krOy9g1u7bWQwcsP6WayuWVO8e6a/kZKpvXgJuV0oVaK3D6+rPA2oxEcSTM0bRUaZhXPvejzHpXWz9X2kr8ySDRLsih6I4Dqc9GJfGczE+1EsxoTv9wMfGYVtuxkSAe691fPhTPg7bkmeVWYWxbv7K+nvROGzLWkz0w1swIXVvsa6xk7Lclv/FrL08FxN+fB1mTYrbVmY78Enb/xdgwtbOxzzM3sBEyfOOw7bcgXHVfDtmUfDlGKvVD8dbW6xtCjNw/O1YypvrH4w7kQ/4iPWM/ylmbe7cbMs2xv3wC0zUsrPj3g8ltjJftspcgfGYuQczYCm1lXkU2ISx9q6x/n4w2+0bg/57GiuKo/RVQt+cYL3TvopZt/ceoAOznl/6K7G/Ur57juT+wihX4fFfL/AN6+85meobTITWeuvYFVZdncAXUso3Rp1wK2aQGf+5zlZmP3BHigstVxS0IbcH+G/MrFgf0IrRrt83TtuyP8kxSX+/HG7LvCTHPD3e2mJtezdmUO3DuH5ckQPXWAFmIXcL5iH4IDA7rozGluIAo/zvwVhp6jALwLM6ATCCtpRiXA8PWPf/XszseMF4a4u17Sxr+4nZ/j1y7YMJYLDfum5fA07PtkxZ6AOn51b8PaGsZ1wdJlrrM8CKuHoqMe66ndbnLqAi2+0bg/57mlgFTfoqtq1vB960+mInZn2ysu2X/oq2M+W750juL0zOxqRj2Uz1DcYj8Fmrjjrgm/ZrNtlHWQcLgiAIgiAIgiAIWSbX86AJgiAIgiAIgiAcMYiCJgiCIAiCIAiCkCOIgiYIgiAIgiAIgpAjiIImCIIgCIIgCIKQI4iCJgiCIAiCIAiCkCOIgiYIgiAIgiAIgpAjiIImCIIgCIIgCIKQI4iCJgiCIAiCIAiCkCOIgiYIgiAIgiAIgpAjiIImCIIgCIIgCIKQI4iCJgiCIAiCIAiCkCOIgiYIcSilTlVKPa+U6lRKNSulHlNKHZdtuQRBEAQhF5D3pCCMLqKgCYINpdRU4BGgBLgGuBpwAw8rpQqyKZsgCIIgZBt5TwrC6OPJtgCCkGNcCJQCH9JabwRQStUBbwJLgdezKJsgCIIgZBt5TwrCKCMWNEGIZbb1vdW2bYb1HRhjWQRBEAQh15D3pCCMMmJBE4RYwvdEQClVAZwA/A+wC9iSNakEQRAEITeQ96QgjDKioAlCcg4Dxdbf12itQ9kURhAEQRByDHlPCsIoIAqaICTnQmAO8F7gT0qpaq31D7MskyAIgiDkCvKeFIRRQNagCUIStNbPa63v1lq/E/gr8C2lVF625RIEQRCEXEDek4IwOoiCJgjp8RJQCJRlWxBBEARByEHkPSkIGUIUNEFwZn7c/8cAnVrr5mwIIwiCIAg5hrwnBWGUkDVoguDMU0qpbwL7gFOBawHxqxcEQRAEg7wnBWGUEAVNEJy5H/gWMAk4CHwT+EFWJRIEQRCE3EHek4IwSoiCJgjOfFZr/clsCyEIgiAIOYq8JwVhlJA1aIJgQ2t9q9Zaaa0D2ZZFEARBEARBOPIQBU0QBEEQBEEQBCFHUFrrbMsgCIIgCIIgCIIgIBY0QRAEQRAEQRCEnEEUNEEQBEEQBEEQhBxBFDRBsKGUmqWU+plS6iWlVK9SSiul5mVbLkEQBEHIFeRdKQijiyhoghDLIuC9QBvwXJZlEQRBEIRcRN6VgjCKiIImCLE8q7WeqrW+GPh7toURBEEQhBxE3pWCMIqIgiYINrTWoWzLIAiCIAi5jLwrBWF0EQVNEARBEARBEAQhRxAFTRAEQRAEQRAEIUcQBU0QBEEQBEEQBCFHEAVNEARBEARBEAQhRxAFTRAEQRAEQRAEIUcQBU0QBEEQBEEQBCFH8GRbAEHINZRS77b+fJv1fZFSqglo0lo/kyWxBEEQBCFnkHelIIweSmudbRkEIadQSiW7KZ7RWp85lrIIgiAIQi4i70pBGD1EQRMEQRAEQRAEQcgRZA2aIAiCIAiCIAhCjiAKmiAIgiAIgiAIQo4gCpogCIIgCIIgCEKOIAqaIAiCIAiCIAhCjjCkMPtVVVV63rx5oySKIAiCkG1ee+21Zq31lGzLMV6R96QgCMLEZizek0NS0ObNm8eGDRtGSxZBEAQhyyilDmRbhvGMvCcFQRAmNmPxnhQXR0EQBEEQBEEQhBxhSBY0Qcg2Wms6+wJ09vsJhDSlBR4qCr143DLXIAiCMFr0DARwuxQFXne2RREEQZjwiIIm5DR9viDP7mriqW2NbDrcTl/LAeYH93O0Osh8VU+V6iCPAB63osDjJq+gEG/pFEoqq5k8ZQbe0ilQXAVFVdZ3JRRUgFKDnzgwAP2dMNAJ/e3m7/4O6/8OCAXAWwTFU6BiLlQvhbyisekUQRCEMeaJbQ0AXLZqZpYlEQRBmPiIgibkHKGQ5umdjfxt/WGe2VnP8sB2Ls9fz5fd66l0N4M1gdtXUE1PXhUD5BEIhuj3Bwl2N1DQtZuy2i68asD5BC4PFE2GwkmgtVG2dBBCQaOYDXRCoH9oQisXTFsJR50HK94N1UePrBMEQZjw9PmCvLy3hZMXTKYwTyxTg+EPhgiGtFjwBEE4IhAFTcgZfIEQD7xZy2+e3UNLQw0fLnqO7xY8SYW/Ae3ORy06FxadDVOPgeqlFBaUURhXh9aahs4BXqjpYMv+evYfOkhd3WEKfG1U0slUTw9LigeYV9DHZHcfRfleivLzKMjPw+XygNsLBeVQUGYsbfll1v/hbeVmm8sD/j7orofWvVC/CfY9C8/9CJ79Psw6AU75LCy5GFzifikIQiJ7mrrp7PdT097LourSbIuT0zy5rZGBQFAseIIgHBGIgiZkHa01D71Vx+2PbSe/fTf/UfIoZxc9hzvkh3lnwXHfQS2+APJTD2CUUkwrL2BaeQHnLZsKHEsopNnf0sObh9t581AHdx5qZ2ttJ75gKObYiiIvlcV5VBXnU1mcx+SSPCYX51FelEdFoZeKIi9TywqY5S2gPN+LyiuC4skwdTksfQec9RXoboJNf4NXfg1/vRpmHAcX/DfMXTNKvScIwnil3x8EEKtQGgwEgtkWQRAEYcwQBU3IKm8caudbD22l4eAOvln6IOcWrAMKUauvhxNugCmLR3wOl0uxYEoJC6aUcPlxswAIhjS17X0cbO1lf0sPjZ0DtPb4aO3x0dw9wJ6mbl7d76Ot14fWiXUW57mZO7mYo6eXsmx6Gcuml7FqTgVFJVNgzU1w4kdh09/hqW/BHy+E4z4I598GhRUjbo8gCBODPktBy5MgR0KOcP8bNcydXMyq2fKuEo5Qgn6zbMWV3YkzUdCErNDZ7+f2R7fzxCtvcHPhA1xR8BQq6Ead/Ak49XMmoMco4nYpZlcWMbuyiFMWJT9XMKTp7g/Q3uejvddPXUc/h9t6OdzWx97mHp7b1cx9G2sA8LgUK2aWc9L8Sk5ZVMWJy99LwbLL4Jnb4cWfwd6n4b13wsy3jWrbBEEYHwSCZvbHYQ5ISILWGpUqyJMwIg609IiCJhy5bL0fPAWw9BJ6fQEOtPSydHrZmIshCpow5jy2uZ7v3f8q7+q7l+cLH8WjQqjjr4HTb4ayGdkWLwa3S1Fe5KW8yMvcyXDs7MQyzd0DbKrpYMP+Vl7d18ofX9jPr5/dS6HXzdqFkzl76Yd4+/svpOKhG+APF8JFt8Pbrk8dSVIQhCMCJyu94Iw/qMnzDPHZGQ4G5faOjlATBC0X4ujQ3QRoKKnOtiRCuliB4l7Z10pnn59ZkwopLRjb54coaMKY0dbj45v/fJOyrX/hvrz7qPB0wIr3wFlfhcr52RZv2FSV5HPWkmrOWmIevuHIbOt2NLJuRyNPbm/k6wrOnfsjbvX+hBkPfQ4OrYd3/AQ8+VmWXhAEYfwQDA1DiTi8AdoPwDHvzrxAE4jAcPpWSM2+Z8x3rlx/7QehbGbWXfhGFX8feOPDyA2doOXlkA2rvShowpiwbnsDD/79D3wm8CcWemsJzV4LF9w2Id39CvPcnHV0NWcdXY3Wmu31XTyyqY6H36rjlOaP81nPVD7z5t001e6l9Np7KCiZlG2RBUHIIlqcHNPGHwpRyBAHlu0HzHcomPVBaUevn4FgkOrSgqzK4YRd+e3o9VNedGRbHPv9QR7fUs+ahZNz8vcaFv0dcOhVo6BNlOBl3Y2x1snmXVD3Jhx1vom+PQJCllXZlQWHJ1HQhFGlZyDAH+/9J8dv/yE/cm9loGIBXHQ3riUXHxEufkoplk4vY+n0Mj5/3mJLWVvMbetn8h+Nv2DXD87kwRX/w8VrVrF8RpmsrRCEI5CRepZ19ftp6BxgUXVJZgSKI5dc38Lr9oZFDihoT+9sBHIz4bffFtl4d1M3b5s7wsnDDFkxskVrjw+A/c29E0dBwxpjdDdkV4xM0boXajaa1EaT5pptHYfMdyBJLtwhkM0nnyhowqixeesWau77Cp8MPE1vfgX+c75H/okfOmLXAdiVtdC532L7c6tY+PRNvG/TR3j/a7dQPuMorl87n0uOnU6+ZwK7HgiCEMNIBwFPbTeD/jmVReR5kkeEPNTay6TiPEryh/bqd/R8G+gGb9GY53kMhEKpCyVDS6j+wbBb0PIHuY7SommHyQ+aZoqcQQn4TFQ999gOWcP9MSGDrIYC2ZYgM/j7zLevO7otYBTrTEzGhCensjFHNREvOyHL6P4O3vjj51j01zM4M/ACtcs/StEX38K75qNHrHIWj8ulWHbGu8n/8CPMLPTzWPntTB44zBf+/ianfHcd//PkLjr6/NkWUxCEcUQoxShi48E2ntvZNPJ6g37Y+RjUvDbkukbKiC1oQlL8tr71jlQrCVtofD2RTaGQ5qntDTR29g+trm0PwK5/Jd8fGIBN90LrvmEImpyoe1v2PFv6fEFaukduCYqSO9bwkeAPhujqt8LhA2jbxE3Q6q8M3O/hOYts9JooaELmCIXoffmPdH1vJasO/IE3S09n4GOvMuM934OC8mxLl5vMehuu6x6kWPm4Q/0n975nCsfMLONH/97Jabc/xc+e3EX3wASZ6RIEwZGxcCEMWO5rvuDQLVB2BU1rHR0MddVlRLahMCIFbawsaAHfuFQG7dbJka+5Saygzx+kqz/Am4c7hl6dvzf5vgHLetK6d+j1WmitE5KhRy1o2VPQ1u1o5PndzZmrMIfclUfC87ubjeeAsqxk9vstbB3UI7C2h6vKYn+JgiZkhoatdP/6fIoe+yw7A1O5/8S/cOIX/kHZtAXZliz3mXYMXPcQKuhn9boP8MdLKnj406dy4vzJ/NBS1O58cf/wopcJgpDzZGoMMNhgIhyhbzjWAHu1MY+hDAyA0sWrB5jS+CJBm0UmFY1d/bR09UU3ZEBpeu1AK/e/UTN4oW0PwJ6nRnyuCC17oP1QZury90GHs/z9/ujvGRzpRRm+zkZST9AfVb6GSute6GtLu/iW2k4e21wfsw4vFyxoYXkyN4kzMcYRnWEPo7Abo33yJdxXGZiQiVSVBUVNFDRhZAR86Ce/RehXp+Gr38Z3vJ/E85HHuOziSyTgxVCYuhyue9g8De54O8s9tfzu2tXcf9MpLJtRxjcf2MIVv3yBzTXDmHkUBCErbDzYlnown0EGm8MJjMAaEKugaduoJTMKWl1HX8TCl4zS3sPk+dpwte5Ju96X9rTwwq766IYMKGiH2/pSFwITLS9+k3+Y5699HQ69Mrxj49n/Ahx8CYKJnhn9/iBKKVxKjcxSCUQtaIn1pHUFdtaahME7HxvCKW0112yE3U+mfWhNu/ld7ROh4UvS407vnnllbwuvH0xfKRwKA4GxmwwZV0RcHB2u1wxa0MTFURhfNG4n9LtzUM/9gP8XWMN/zrmTmz53K6vmVGZbsvFJ9dFGSVMuuOMSqN/MsbMruOvDJ/HTq1ZR097PpT9/nm8/vDXBFUMQhNzjUOsgblmjwGCzvOF8PsOxBsS6OEJ0uDLyYUtHn59X97WmdHsLuk00wNDA0PrUZVfKxsLFcZAgJuv3t0b/adnjqCRlgp6BAE/vaHR+T1gJeAn6Enb1+4Pke1x4XCpzrl3Drae7cUzP6XRIxMUxzXumvrOfg6N0z/uH4ZrsyARxcYzgcnBxDDOcCZkk/SNBQoTxgdbw8q/Qvz6drob93Oj7HHtP/QE/vv6cIz5vyoiZstgoae48uPMdUPcWSikuWzWTJ79wBledOIffPrePy3/xIvua03f1EYSJilLqdKXUA0qpGqWUVkpdl8YxxyilnlFK9VnHfUPFmfyVUu9SSm1VSg1Y35cPV8ZU7jGZc3FMvs9vKQ7DsaDFKGjY1qBlQPCw5azXN7iyErSGK3qwtUgOKLtSlsF1YaFkne2g+ITxWVaQ/P4mYxWrezNj8tjZ1dhNR5+f+g6HYByefPMdSNwXCGny3C5cLjVyl3oHpWZoNY4kGExmFN+Ii2MW16CF8YkFzRnLgqZDgcTn7HAmZJI900RBE3IeXy/cdwM89mVe0MdwceB7vOPKG7n5gqNz4iE2IahaBNc/bEJY3/kO46oBlBd6+c7lx/D7a1dT19HHO3/xAi/tacmysIKQdUqAzcBngJT+Z0qpMuDfQANwAvBp4Gbg87Yya4C/An8BVlnff1dKnTQcAVMNduMTVXcPBKjrSNOVzl7PYBa0EYQMt4uvNVmZTtaWcpW2511nHR5/D0rbBusZtKAlXaMVTB5xL6yzRJRGByUpE4TfAd2YigAAIABJREFUxI6XnTvPfDsoklqbg90qgxY027U9pHU8Qzq/rWxgYHAFrb8T/On1e3AE6zYzRTiaZn+mFLSJZkGzWL+3mSe3NZr0DmGG01Zfl+Pm+Gf0WCAKmpA+7QfhD+ejN93Lj0NX8iXPLfz6YxfzjmNnZFuyiUflAqOk5ZfBny6DQ+sju85ZOpX7bzqVKaX5XPOHV/jbhgwtHheEcYjW+hGt9Ve01vcC6YxirgaKgGu11pu11v8Abgc+b7OifRZYp7X+ttZ6m9b628DT1vbUtO2PcXULpFLQ4nY/vaORV/e1OhcehJDGPKcd3OzCMgxnbXDiwDpzg5V05dER5SpN+Q+8wNSGp3HZB+sjtKB19EZTnyRVuoPJ06Mom+wbDgz9902XaHwOBxnDCpqDcqi1RmGsrEk96tLuwzQsaN1N5np1ZGjXWEhrOlrqYduDg9SJCde/45G0zjdSJTUU0uxu7B5RPQVeM0zv7s+UO2xuKmj9/iBvHW4fuiun1bf+YIAeXyBWQRvO/b7r34OdZkwRBU1Ij8Mb4DdnMtC8jw/5v8hz067l/k+dxoqZEj5/1Jg0D65/BIomw58vhwMvRXbNmVzEPz6+lpPmT+ZL977FD/+1IytRhgRhHLIGeE5rbTdRPQ7MAObZysQnXnocWJuy9qDPPC+bd0Y2OQ7QuurJ63NeZxMe/Cd1o0tGVz0cehUaNpn/fVF3wOGuQevq97O/JVpPyB5mP4O09vh463B79DwhbfIcYSkO1jm1k/xb/gn7n09Ss938NzK5O/ujyleCN5XW7KjvYsAfLTMQCPLcrib6fNZAMSJ6Ziwye5q62d0YjXLY2e/HFwjFKIIJeMIKmoMFDaMwu13KOSF46z7Y8v9gwNnKEINDFMeE7t/3jLlenRjipV/b3seuxm5zzfSkyPWX7DrQQXQgUcEe7rt1b3MPW2o7aOxytqq+frCNZ9LMS5hWup1Q0LjN2icJOmqMVTFMjo4TNtV0sK+5h7r2QaybWkPzrhjFS1u/Zfj5EJNrd6QW8xjX7rFHFDQhNbufRN95KW3BAi7s+U/yjr6Qu284mSml+dmWbOJTMdsoaaVT4a53wb7nIrvKC7388foTuHL1bH721G5uf0yUNEFIg2kY90Y7DbZ9g5WZhgNKqRuVUhuUUhvaWi2340B/ZL2XowVt//NUNJrIfDF7bQNj/yABJ5zQYbc1f79x5drxSGRGOeySN1RP9Ke2N3KgJbredcQujgdehG0POe6yr6t983A7T203gS5CGlQkmprDsCUUMMrpKGNXtOMVmNYeH9vrO2Mi7R5u66O1xxejRGWSzTUdbKmNnm/d9kae390U1Y2cDnJ5zLeDK6bWRnX0ul0xSasjdNaa7/7OIUgZt34x7cOGdu377Hn+wrmxhkBBTw0zax7Dtf3+qAj2AgEf9CRfUuBkUQ2vG0v2Xj7Y2kt7b/I1i6be5PUn0LbfKDCN2ywBekzEzsMbbIWGfu/6g6FRH1uEq+/oS26BprPGKKD1m5KXUbbnwzAmZDYcaI0Gd7IdL2H2hdxj8z/Qd19JjWsa53d8ldNPPplfXv02CrxDfwAKw6RsBlz3iFHW/vIe2LMussvrdvHfVxzD1SfN4VfP7OH7j4uSJghpEH+TOMUEdyrjeHNprX+jtV6ttV49aVI4iq2ORH9LZQmL3LMNW2DLfZGZ36GGOo8ZAIfzhVnR8DK1nmbEQac7a9Nae9VkWR2CIW1Z0JLMhqd43in7IG0oAzZfj1EkbXnX7D9j/E/qcZnh1IDfIR9TWJa4U+g05On3B9lwoNVYUNJQ2LtsrnCDvgsCzlYdpSDPo/A7rXka0rWTWDbcZ0qROr/ZUH4rHVXbQ1rHDtLTpKLl9XBVidUD7H8O9q5Ler05WRwzkUctfN8O6b0edusNW9AHWReZsqqQ5pFNdWyKT/ETDIwoMXjCeaz2OVpuI+f0x35j+sUca/WPt9BWaRCtNQ2dQ1vr2dDVz8aDbQSD2Y2WLQqakJzX7kTf+2G2eY7moo5b+MhFJ3PrpcuHFQVMGCGlU+Hah8zatLuvhF1PRHa5XIpvXbaC9504h18+vYcfiLujIAxGPYmWsGrruyFFmXir2qCE11elWoMWpq9+J75AKLJuKqWC1tcOOx5Fhcws/MYDbUmDi4QHQCN9emt7HrR06G0dosUF0DryDFMoa2BvDVTjB99BH8FQiJ6kLmBJXBzr3jRroJLRtt8okm37o6eKyZEVp3xZYsWuoQmv+7PKxA3U07kswopqY1e/Ud57U69d29NklJ9BfyYHBS2s4Oe53RGLlDPRil8/2MbW2kF+35gUDTq6LUV+s7aefnY2dKb5LtO4LAU5FCJjwVdiTh1Oep1EHicLVzAU+/uz6V7Y9+yQZAjft5Hq/YMED4qYTq3fLtwPHpvSMsSxQaizDnSIQ61x56170wQw60r9SAwEQxxuSxJ9taseBrrTyzemEufRtNbmOak1k5vXJ6Rn2NHQxct7W2hqqDF9b1cAO2tNXkAHQlrTOxC1boqLo5A7bPwzPPhpXvMcz3t7vshtV63lo2cslOTT2aRkClz3EExZAve8L8ZNyOVSfPudK3jfibP5xbo9/OGF/dmTUxBym5eA05RSBbZt5wG1wH5bmfPijjsPeDHts2gdmcxKaUGzvjcdbuetmvbIlngXx2d3NrH1sG2A3rgNfD0U9DdHNoUT7sYTHiw2dQ/w4p5mxzLpYHSlIQxX9jxlAjMMhUOvMO3Qw7ZzRtegJYyUAv3sa+5lW31njHIUsisDkYqi+2t3v8WWFx5ILoNDAtxQkr/tVQ82667i/tJaQ+N26KxLLkc8yRS0UBAVF70wibnXEjSqoHX1+6lt7wNtFOI8jyuJW1vi+/9gay+7Gh3WpIXHCrY1UeHboNyyVg3GjroOOvsDCZMbh1p7eeTVLfhr3oqsRdI6ZItcqQdXYlLg5IYZ2w1JLGj93ahQrHte1K3Y1m9DyO+mtcZvrYnTaDMhs/3h5JarsGtnREGzfmOPfTnKEO7d7iY48DxlHTsS94WvnzRSGmyu7eS1A220dDtY8vY/Dzsfi+hNgyvk1n3TdsDxvizot/o2r8TKj6YjEzeBrmbT95bcLd0DtGxZB111kbriz22/lyVIiJAbvH4X+oFP8ar7OD408Bl+ce0pXLZqZralEgCKKuHaB2DaSvjbNfDW3yO7jJJ2DBcun8ZtD2/l8S2jvyZDELKNUqpEKbVKKbUK806bY/0/x9r/30qpJ22H3A30AncopVYopa4A/gP4kY6+oX8KnK2UukUpdbRS6hbgLOAnQ5Et32NesT0tNY5BGcJEX/7WgM76jregdXZ20PvGvWadCeAPaeeoZx2H4EDszLB9hr8pSdACgKe2N8Sso0qQNRSVMyXDHdV0HI6cQqPN2ijLxTFhAB30RwZh9jZGLYZJFLSOPvr8g7kwxVkj7PXrELq3PaZ0WK6Y3yPexTFOv9lc00GoflPCbxVbcXwfJunT7Q8xo/bxwQ+1H2/b+dT2Rtbvb7WChIDXbQRNakVL63e1Ghv0QdN268zWQLqnNvXRSVxadzd1M6n1Tfz1WyNWrR31nTR0GWtRSGsIGAXNFwixq6HLrMNMoRjpuG+n/8wm0yeH23pjcpO5dz7GlKaXY4uGr8EU89pbajvYXp9ohfS17GdmzWN4/D1GlLC7bWeS/gtPKgT6Y9MNhNcdGqEGF8ZOwCjtnuDwFV6Iuv0OZpWNWNBs4nUPOOQ2w3SFO9hvldeE0LH3uXIBynlyxvp+fncz+8Jra+OtlBb+gM1d2HZ/v3Eo9t4fLURBE2J58x70/Z9kvetYPhb4Ar/70GmcsXhKtqUS7BROgmv+CXPXmpx0r90Z2eVyKX585SpWzqrgM/e8zptj9CARhCyyGnjd+hQC/2n9/V/W/unAwnBhrXUHxho2A9gA/AL4IfAjW5kXgauAa4G3gGuAK7XWrwxFsMI8NyrkY2D3M3DwRQ619nKwpZf+BMUgVplwOQ32iQ5KwmHEX97bwpuHoxY3R8Lr4NIcmHX1ByIuck6YRNVpDvJG5GoWP2BLcs5QMKpL2cdjTsWdrGrJiLhSmrK9vgB7m8yAbnLLRjz7njTrcBzO1zMQoKVnIDK4dPm6IRSNrhiORNk9EKDfl2KdS7prsRzC+w8alCNJHyiiFh+toa6jz1jXYGhr0OxlLUXB6ZS+QMgxobZykL2jz09nnx932HpjVXigOXq9hkJELGu7GrvYWteJr+bN9F0LB1NqrXN2DwR47UBbdKAeChHUGq8/VskK376uFI7Fuxu72VGfaIUMtB0GwOPvNMpD+Froqk8SSdOSs7vRpBuIVNRvU1CHoKBpcwVp1NCWH8YR8SQY5NRha2O4SM9AgCe3NbCtztZOFbU8h12dtdaJyVVciaqNCheyro3Jzette50taP5AML4Ie5q6Y4ImjSaioAlRdjyG/ucnWK9W8Cn9Re644TROnF+Z+jhh7Mkvhav/DovOhQc/DS/9MrKrMM/N765ZTVVJPh++c0M0IpEgTEC01k9rrZXD5zpr/3Va63lxx2zSWp+utS7QWk/XWv+njns7a63v1VofrbXO01ov1VrfN0TJLMsP9AwECfa1s/FgG68fakuwbkfObP3htgYT8QpaZP1VOOR8RDNJLc2gUeA6DkPLnrTWN2n7QDEVI3A1A/D4u3HtehztH4iG2U+Ibx+0RXixrU1x+ksH2dPUTcjmuhTa+5xzdD6l8AdDPL2jgUOtvby4uyUSwKCgv8FUa7PyRBVgzbb6ThORUodwBQcoPfgk1L2ReAp06sR9Vru7+wNsONAaST2QUMw6f35/E9UNzxorX1xXhUI25VqHEoKOhHfZI+S/uq+V9fvjr4shWkatNjjl9ttW18kr+xL738mC9vSOeCUj0e5ln4jo8wdBa/Y2dZvfLr5Delqiio6zCc1sinNxDFj3Za/PUtCDPkdLTyTAR2KVaeEPr2EjZK5te3Jxp7QSyayt7QejCmp8GV+PWSPauD0xb5gOmRqGEXTFjkojWFJ+9+EY8cKTWC09iSkCYns1fA/ZLWhu6yLW0Ws6fD3p8D1ss6ha20Ia+vOjBolAjAXN2jbEwE0jQRQ0wXDwZUJ/u4ateh5fdH2ZP330TFbOqsi2VMJgeAvhqrth6aXw+C3w7PcjD7Appfnccf0JDASCfPwvrznM2AuCMFZoNMFAkrUatgFT2GrgVmbAEL/+RofXmIQHUvHT2jET/XrQNVOh/q5oaPqDL0Pt62a9WMq2xJ0IzADQ5zARFG/VsSsEvsFnoTVQ2rWHltYWdGdNREFTCVpHIDoAtO2KDAZt22raetlc08GexqilI9RVB4cTc3F1+4K8ebidku797G/poT8Q+wwNxVkSo4a+2D53hdcldTc6WrQCKRLzunvMbxR2D2vpdnaVDdc8qfVNvP4u3MGBmLF4MKR58K1aDrRa/T7QaYKOxNShQUUTakfX8QXxHXrNcb1RYW8t+f2JwVYaugbYcKDVyG1VE66vPxCMTD4kSyURvhf8gVBM/rnIPoWjRTTooKR0DwSMG2z8vr3rYGecW6j97yRW2HAKgsia/OAAwZDt/owUDd8twxvU+4Om/ny3y8hiD+wSdLgO4pXahMkMBzl2PGrWiDZsNpM0MeXjcg92HDYfO70tKYMAuV0Kj7+LoD+5m7e32wQjSWbp11rT0TsQaUYk7YYO52a0K2jRiayS+lfIG2iLPjOdJpciLo4a7Yr+hptr2uKLjDh5+VAQBU2Ahq0E7noPB4KVfCn/69z58bNZMq0021IJ6eDJg3f/EVZeBU/dBk/cGnmSLKou5SdXrmJzTSffuH9zduUUhCMQM0CzZmeTDUR1MMHaoy3lwnF9GSQMxJzcwQ609LDxYJtRwlr3El9VaMejgyR3Novo73+jJmF7wmAoFDLJhvc9k1hJXNAEGmzPoR2PJj03RBXB+s5+EzpeJ8yTW+eIWtA27o9aYkIRt1HbGjLLchYbTMT5/PWd0cFwKBRKLKdjpYnM1Me5w9kzOLgd/MQiSngoCPWbE6wY+fUbYv4POQ32+6IDSXdoIFLSPphs7g4HRxh8LaRycGcr6T5AqGm3Y665ytbXqWpOVHDDoc37fAHHQXFM5EetCYV0jKtj2OKxtb6TnQ1dkXJlHdsTrCH2Pm/t8dHntyuS1qSHy4XD1RNXyrlE3DRJRFmOBLQO+AhpTcjljQmklqgsWgx0pxUYJnxpeN3WZIuTUhYjWrxCFiIQClHX0We5AgYSWhOD25O4zZjQzN8HX4aDL/P8rmb2ht2gm3emDALkVoqpDc+Sf9h5rWXPQIC8njoq2jcnNCE8WXCgpZf1+5ro6POhgcrWjRT1HDYCxjfJ5TYy93eS19vAlKYXcfus6y3eSgg0dfVF22OfMIuZgAkrcYM2NaOIgnak03YA3x3vpGXAzS1F/8lvPn4h86uKsy2VMBTcHnjn/8LqD8ELP4FHbo7MVJ+zdCqfPGsRf9twmHtePZhlQQXhCMIaN4Rf8qEkytbklg1mZtw+GLDu30R3GttgHkhI32azfjT32AZzNRsTXBwHmwj2+tp5ZesevL52vL7YgCE6TjGJKIt2i1h3Ixx8JcGCFmraYfJ52XjrcPJ1suGBeCAUHYQnujiGIgqFr2m3cVnT2qYAaNsx5rugfWdUpnC/tO6NsQ7EJMQOJQYrMN2gzW8X8DlaSWLyMxFdi7NiRtQ7JZL3qWWPCabRvJPBiLe4FfUchN1PJpRTcQPRsBdFMBhkIODsUZHkagNgc21HNJVB8058b/yN1/YNkqbAvu7KQUGLtZxpDrb28sq+FvaHk5XHHeMPhSjob6K0K2rl0TrEk9saEiQPrxUEYl1jrfVjTiHfg25bpMN9zyZZ42XkCiuSCvX/2XvzODuO8lz4qerus2+zaxZpNBrtiyVbXoUxsrHB2NhmxwkEctkhgYQkNzvc7yZk900CBG7CckMwGMxilhiTGAwxxibgBdmyZcuyJWsbaUazzzkzZ+nu+v6oru6qXs4Z7Zbdz+8nzZleqququ8+8T73v+7wO8Wnwen1EDyXhihd3poan7vsmzL33hbcvQcyASy3982g1gKn90nWCd/C58Xkcnl7AXM3k3xvNXnx5DpzrMbBAaYuJSg2H/XmDj98BNIK5hHXTxkyFhzqTajDEdbba4Aqsto1kbSrS22jaNghjmCjXMVmpIVGfRtvUo+DUiUGZdUJ5dIHtLX7RhUl3TH78995x7Dw8A5v52pEWd8S0Lapg+ClCCF2O8aJBZRzVf70Jtfky/ij7V/jE+29Cdz7V+rwYzz9QClz/90AiCzzwSaAxD9zwCUDT8eFrVuPRQ9P46HefwIa+IjYNFM92b2PEeFFAJjNRq+nJ2gRye7+PmaNp6TxHGloyYuX8Idu2faur0qqvP+qRMRBCgrLwaiddFKefQK78nLLtcP91vGHG8MAzx7A2O4elDRMpXXNrtgHgdZ4cmLYNPZlXOvXcRAWTlTrOGyghoVGAMcwshOdUgQHphaPuGNweB0IcPbJRmn4CeHach32L+XCEDggA2DYStSkk6894p4u9hx/hGza9gW+XCTOzIdaziSRUAKsO7P4h7Gw3zPaLvI6LT7ZUYJsx0OoUSpkidM10j3VvsZjHFvl9/jyetqmdQKE9QCDT1TEkx2eA/kud8fDtC3UTO6dncOGgml/eNfYAktkCzN4LQQigN+agPXEfDPM810Cfmq8jm9SBhWkcmpzHEXMqUCwQ4OqUU/MNuEu9EWNyVQ6Z7YaQCgJPmOorbJjB92euaqJcAzK+sdckdUU3FM7ph1BL7LM9Cm7ZTAqZY3yBoTIOhqKzTek0ppzFj4lKDd99dAQ3DXnPi0aVQxWMzlZxeNYEtet46qgJ9LCmwiviLdcp4QOQG2SMe7TKo0CqAKTbUGs0YDDmyfozG+Wa834xOB5trw3TsrF7ZAaDHVnkkjrft/MbvN5q/wWYnq+DmjYWVT2R2UDlGFBaqmzePTINfR8PnQ4LIpDrF9rU8KJWfccldQ2Ajcn5OuS0emYzpU4iADRsAgNQQnJdb5gv+oAx797725GL3DNnAHaIB+50IfagvVhRm8P8v74WmDmEP818BH/1vjfH5OxcByHANX8ObP9jYMeXgW++EzDr0CjBx28+H125JN73pYfdPy4xYsQ4vRAaaEAwd+Gpo7OuzDsDw54j3uqy8KCVa1IdHqVh57yQHDSdEv8m/tNn8VTrFh7aP4mJOU/IgzEWIGccvD/doz9B3+H/wP7xMnaNzOK5iUpoXlLdkaI+MOaEHDq5OeUqP/apI7M4Olttupov7ynXm6z8+69vNXzhpE54GOGEULNU70kUH1JCFSWjTEyvzQDUeVjUk3v2eEIa8mmMIT3vSKI35lEc+Ql69v+7Ynh5HgP+c/doGQ/vn0IUlLxEvwEpoTC7G8np3a5V7CdwNmOKNy5Rn0LKEWoghCBZ47L74c8DX3CgETWwgiqgLDRc1vNGeKTCK4+g3pi6ZaueHAaUq3XvF/lq0q8eQQYs6bnYuZt7Kicrddz52EiwUHKkMAYLyUNirrdUDnGkZhV6Y85tc2yu5o6halogLGJxwjcqSpj7XTLfMPHcRAXManByBrglPO7fM6bM/dGZBfd5eXpsDtUn7lK8xNMLDSw0LM+jKMbl1Fl75LlxPD06B0Za6VBy8vnAvqA3vDp7DLrpFE4P8Y7J4caWlvTunfNuTVRqmK02uHcr9GVVy3CYlo2f7ZvC/skFR7yFH+VJ6vuEcQCI7zfhZRWEVBA3YpvQx5+E9fgdyO9TcxZPJ2KC9mKEWcPcv92MxPjj+F+p38cfv+/X0VOIydkLAoQA2/8AeMXHgF3fBm5/K9Cooj2bwKffcgGOzdXwW7fvOKNu+hgxXkyoNiyMTC9gbI7XEDLcYtXSQcwKhPopYDZ0SjE9X3dV+yzbq/Vj+0Ic5VwJP0EDgOn5OsrTajja9AI36vaPe7lAUd8KhDEkdQrDLDuGMz+yXDVDczpEfahjkzM8tM5VSePn1S0bh6bmYVkmMpWDoeRL3nRgUiKRkjHVsGyAWYpRDC2Bhr9YNANANRBmQ5OMNiDas8lUxRH3o1J02BmXXE9NJnZ6dRL5sldUWFxKM0MEVZy2Dk8vqCF41FAOkz1oisEaMgzGwKMpQnY/PTqHHYemYU8dhGZy49VmnJwRAJaWArO5J82VNPf1gzDvGV6oW/jOjsOuJD9zPY0AZke4sqQPgjwQxlzi6xJQ3305MDmvLkgwwHbHH/33zA1xBMNP93jvQONZnjM567wHYflbnjdH9VwFCBpjod6hjkM/RM/oT9zzNQJFSCSK4ALgojLOdXQCVBs2Dk/OYc/ROYyXa65QCb++eP64R3pmoQ7TtpXyAwD4vZkdQbVhodqw3HG4REAm/Ep4bmsP2sGpeczUpT6Vx5z3xttmM+4h/fneCb44wBjPLxX7qcHnanYEiWfvRsrxoN/39Dh/Npt4YsV3oAidPTqzoOTsuffMthR12WrdAhG7GH9/PbVcPq+F2aehjz+JHQemUJ4/MxL7QEzQXnywLUzf9k7kR36KvzZ+Ax96/wfRW0y3Pi/GuYVtH+Qhj3v+E7j9LUCjis1LS/j/btyAnzx9DJ+4Z8/Z7mGMGC9I2PUKRmYW8NSRWTB4hEk26jomfqmcE0yMtzHYkQEAnu9i1sCsGoSxw7VHZBLCQj7Bve4zx8pILIwq272cpGjlNIHhzgwuWi6FxDmHUyfPww+Ro1OrVvD4yAyYbQGNakCoxHri22ibegw5hcSE94V4BwAAHjs0g7t2HgGzTIDqONa1je9Ptymr8oQ5lI7wECliN3yRYhEETc4/UQia2M/Usfvy3ADA9hngDI7RZVfdLd5p4cawlVHrkKr9bR4OyQCXoKHGCzwLT4NYIDCf+xl6HPLEw2FF1B3DvvGKQ8iDpqLFVIIhCL9X1sUjaKZlw2iE1PmSPGiCZFs2AyrjAfJSN61gyJkbIhlG8NWQNpsBs9Vg9Iim+cbmdsm7Vq3hvSOVWgP1kNxQy/VUOpsWpHwqQcwpUbKlSBRBc2TxtdmDAPgz17Bs7D1WRpWkYGoZ9XjbckgKD0d8ZKEHE+V6kNA4l358ZAaPj8y4pJK4bmHen6lKHT/42YPe+U65iNZw2pmf5Hl8o4/D9HXhwecmcXS2iqn5BsCYr1g85Z7phWm+uOUIe5i27Xi3whUY+bPg3GfbWRyICh1lFvDU99xf52omFA8amEuihReXWjWAhXsATydigvZiAmOY/OaHUdr77/ik9ja8/f1/jP5STM5esLjonTwP7Zl7gK/cDDQW8CsXL8XrLujHJ360B/ftaZbgHSNGjJOFzRgMyv+oy6FpqapKlvx/9gmzkUloSGgUu47M4tG7bwWRCs96hrdnhCzvyCKd0BCA03hh9mnojTkYdR6GJARIxqbLeOTAFGarDRybCzfC8ikdumTICsOFEISGOApjXRTWrpoWsOc/AwaOEAgRhhgQHsnYPrUjYJw954Qs2bYNUA31ZBtMPYujZRMHlUKygk1qYMwGYRZXFnRg2wg35qT7xaS8FSJ7hqQ+Ub9ipdyGEDExbYAQaM7KPmESQRPkW+rL3mNlHPAVxZWnJ0BY/GAMlUoZ//nEUdiHH0Zm/hCSNVWooSYRH+Z2l+cbVk0eWur2yXeRsDET31wemJzHjgghGCFWQpjtPslmowHs/a/Q40vTT3hDA6DNHgKx6yhNqyrFDAyWyBkUJJbBK3AtwfM4M/dctx1nQp6bqGDHwWnM10zcu3vU3U6tmiuiY9oQDwU/WRJucUMVKVHoN2U+As+4oM1Chb8PzBHZ8bpow6Y6aqkO9V2yTbBGFZpVBSPE8UQBGpp46OAtGrleYdsj7+2TO9z3N1/ei56RH/jODiNATp+Eh6o2p4SVggG1ejC/1j8H/FAvYkCn1PFudw0nAAAgAElEQVRuBc8RcyaeYc8j7hNQ8k5QfpVVafl3tOdBE8Sf2o0zTM04YoL2IsL4XR9D+xP/hi/R1+DGD/w1lrZnWp8U49zG1rcDN/0T/4N325tBGgv42Gs2YlV3Dr/91R2KrHGMGDFOLRqmhULlOf65Wb0r31//3NxeUABJg/+Jbtg2TMuWEt0BLEwjW/EU3DIJDaW0EZCBlq/aM/oTdI/dj0zlkHecQz6eHp3DwRB1OwDQqZ/DOJ4LIJSgCQjJ91rDDtZEU46rIje3F11jD0hXUAfiGrN+sRNmQZgyDAR7RmexZ4x7azqyCW5kMgBE46F0zMKsLEwQ6UELCyGTzD7Hi+kWK4aNZHVcKbBsS5+rDQt1i9f0YpLaHQNwZGYBNVcanl/h588ew5PPHYY57yM3Un9bETQGYHRqFtWGhaNzjviGj1TJghpCDY+Q8NINo3NVV9SBEighjlGIqnMGQMqH9jxUtBat6qmbHllljEGrHEXCpzLa4+TSM8o18MQc2WAKwRMQz3VgvEwtrWAzhl1HZyHPdPfofege+ynAQjxovnE+tH/SCU9lEPIkfi9huWZiz1gZP3t2HNWG5ZY9oO77xsCfD+oTLrGBp+5EZv4QF1chGgD+rCtj9fVLpDqIOWg06jg4Ne+SHPn+mjZzQ5OjEObJ9KuOas61dh+dQ4i/392yZ8wLz9QoUcIYZTDnPhHYICDOHHsjDbzfpkrSLZuhZ+w+ZCoHcf8z43zRxA1DdTxozHTDts8kYoL2IsHYjz6FzgdvwZ1kO17y/k9hsCOW0n/R4Py3Aq/5NA85uO1NyKCGT79lK6oNC7952yPNDccYMWKcIBjo7GFkKgehU9L0D7yfjBhmGblnvoPeoz9xLT5uSPPPNmNuIj/AhRxsxo1mxpiS3zYfkuumWVXXCPMbcWEwfCv/bvI8IQgUx/WhYeSbKnsLFGeeRKI+BTZzCIeng0ag7uRtBVOFbK5iCwCumAE/SKMUufI+TyQEtkKgAL7iPiELJx15jP+UFTQbNaQWxtA+/pCnLAkGMAu7jnBvh9GYQ+f4z1USIF1LeFALKQMwvRDHiXLNyTvj5MMNQRx5Ej2j90K3js8gVuYGAHGuxZxcNr8XoiqFmDEmyJk42/ksXUY8W9R3/adH/cIgQeiNMnJz3nO70HA8sQxu+CsLK3geAnFlv1csoXvPAm/bEdRhQXIKyLc5SNDCQBhDamEMxeldUs05BtNm0K15xdsqHtY5Z87qFuPhcoIUSgTIqM9g38/vxMTUjHMsz4Gj1COPnHxRMEIxX5euY1s+IkIU4Qxvq2/svhy0vaPTGJ2tujXzqK2GhD52aBpHZ6uB0hsyVMVV2/UCwtlqED6vMwsNVGq+AuSMYXahIeUmmiB2AxolIPMTgcgD0aY8cpdcEoqGZWO26vv+q6seaUHC26YeQ8oJA/c8aDaS1WOgdh31iNIUpxMxQXsRYOynX0TnT/4EPyEXYu17voChrtzZ7lKMM40tvwq89l+A/fcDX34jVhaBv3zdJjy0fwq3/Ofus927GDFeeGAMrLEAgMDQKKpNCFqYZg8BkLQrLjGRww8FORDQzQpsxtflTZu5UuIA8ExAUY+3YEtGUCsYmj90TVp5byZ0AMDS0uHFlRV4psixXffiSIhnn9o1KDSRWdzjNj/heiQY0UCYl/SvGKRUA7ODBO3w9AKeHp3DjBOWOX94F54Zm1MM3tKxB9Ex8SDS1VGUxh926l9BMeLDBAzSE7vcz2K+lxRTrjeRMNs1KJPCteD8nqqOB9oLovXiWrXKw81sn9iIu7/hL9rtMDTplsneJZsxPHpw2vFCetun552wTS9ZMHCtrmP/jeLMkyAgSBuaVI9NyoP03Z/QumJO84wBmrWgbHajMYnqQQvLHzItO5An5uUE2qHnpBdG0DHxIHLlfd5G23K9UYXJoJdOVp+kzJRyu7z2OyYeQqoxBVr3cvWEr41IWwACRij2ygIgRx9TppsRzVE9VOdyvFLH2Jz3brkRuCJs1/cu04jC2N1jP3W6758fL2TXZgz23FGUxh/yHeM9b/c86St87szLM04du1z5OfSN3I35ugn9uf9yQy59l/RCTon3ntGQRTFRs07pje8eQMpBS1bH0Tn+C+hmJfagxTj1GHvoW2j/4W/hYWxA37u+ipW9bWe7SzHOFja/GXjdZ4EDPwO+/AbctK6At166DP/yk734wa7gylSMGDFOHAS2a/AYGkWj2QpsiCeEEsK9GY4Ud1kyiDk3UA0Gy2agJEwCPIjC7NNSGFNrw0OnUh6MdA4XvAiOq5IddD/bNNHSg8aIBptwAtEshIr3wYZlMyTq09zjVq+4iug8V8rzNHqpU8xRcbSCHjSbwTDL7qr9rqOzeGJkFqOzquEvwykJx/OlvFEED3TuEYFHEDTdkNTlvHM0p5Cu8HCFGqNQiYYylogYx3rV8TySkPxEcA+ap9IovGbE52nzPps2k8IWo29smHeP2jX0l9I4f1kJhq9gmCA4/rOi+Zkznz4PmpvL5oYRNsQlAthxaBrT8w5Zhu/6jIUOTzedossSbaosVFF3XICJerAYM2E26kYRdSPv66tUvsGqw2beuPaNVziBIgQUXq4eIxQsxHQXXa1kl4ERnrMV5h0XKpuAlwMqctBSc/uVY8Ny9mSEKaCKnK6dh2awa2TWN+8MpmkhUzmAjvGH4J9g8cz5vVWphTGMR5UHYhYmxT4C7J/kubmUkECeGwMCodb+EEyec+nUn5PIfy0gDHP6ERO0FzDGHvshine+G09hCMV3fB0r+7tanxTjhY1NbwBe/3ng4C+AL70eH7lmAJv6i/jdr+2Q1LdixIhxsiDMBrUbvOgvJWg0KW0RRpEI4YaTMDBtOQfDBkzLLzCwGDHskOu08IABXOZbNkjFOZpGAx40tvJqzBTXuL/LxWejIIQNWvbVIUaHpxa8/B0GGJoujoBRn3O9KkR2SlEdsO1ojyGDl0/GeEHrpv0AUKt7Bqyf+AGqZ9SygYZRANEM5AwbGiVqPpnjOSHMBpit5Fsp3ZQ9W9IvYd4eBqBeq0q/BVE1LYDo0hbmqjiGXcf0KWQeH4j7XCd1Km31JO39wiqtnmnqJ7LOCb88zOezbepRAN689RbVkkKqiiC8YTuFsjWzgtLUzsABMr8sL/A+FFI6qBlOrOvJNlhEfcblxRECG+WaiZkKf6Yalo1qw3KUUr3C5gyBhFCl2w2jwAlGSIgjv07wXNGcv0IHbVGnbcfBaZeYivEImtuwefFxteA799K1Te1Eqjrqerrd69km2iceUYgRAHRMPBjZh92P/SJ4DwEkrPmAaiwAmGYdCw3vO2B6wRdmCQYGzemPRwrPRipITNBeoBh98gHk7ngLDqEH+tvuwOplfWe7SzGeL9j4OuCN/wocfhjJr7wR//cNKwEAH/jyI0o+QowYMU4cwlsjRBeaIizEkfDQI3UVmx9oA3j4OXWlviNrBAysxaB9akdgW8InPW5oRBlDwlGCnJqvo7JQ5cVzx8swbRs2qOKtYURrHYjn5og1B3F8UQmduiTRZkLaAmCgoKyB7rH7AUjqdAwA0TAyXQEJ8fgBvI6TyCdrm9qJVC1a5Vb4m8zxZ72+RRTRFZhfth1j3dtAtQQMApy/tA1piaQwxgAtAcIs6I0yoggVY+GerTCuZNkMVn0BOqVNPaW5tEdaTMsRCvFi/ZS+LDTkdoIXJU32Mcc3B0i5Ys61LMsEsevB8yJenj1jZdRN2/U0NowCAEBkIVo+KXrxlCQ0io5sIqRFvwfNBq3Non3yUWQrB6TDRDidJEThFIoWZOq58UpgBghjAa93+D3xtpVrJhdDYZ4HDYQGvKGmlnKVSbn3h9OM0PZJ4IM0xYv/AhHvnKyIKkIc942F56gxqMXCBRZSPQCAZG0c6YUjSJUPBI6JguLFY4BBvecq4EFjDLsPT+KJkVlEwWjMOt9FRPFi24xBpwTd+eSi+3ayiAnaCxDHnn0EydvfhEkUUP+VO7B2xfKz3aUYzzesvwl44xeAkV9i4M5fxcdfswI7D8/gY9/b1fLUGDFitAZhIt+JSEQh3OgWTgO3lpdog6iruMKr4q8JVEjq6CskQPxL0ieIjpxnwK7sykHzGc2cvPAxPbhvHLtGZjFeqWO8XIPFiEK2GKGwI8LrBHhxWM84LOeGwo8j8AxkZ3WfwQtJYj6SJ/OzBiMgzIoURZHLICRrE8o+i3pGGXH+txlc78HyjmyoMSyafK5eRM0oAEQDNRJSW941a8UVbjFtwwzWDJPbnN/9Y1iPfq1leKppM1C7jqTenKDp0u3hUXW+JDQJjRa5OCzkkwvpHuuaTAZsZA/di76RHwTymmiT1Y3JSp1Ly4MG7r2p+wiaaJYEaUguqWNDX8HptXPg1D60jfwXEnXVkyrumUZlgia83LyFpw6rz4/TA9i2jaQz2bmkzr8fmKV4AXVzAYXZp722mVwQnPfOP9anjy24qodCRIQXdg56i1UxVk95cmpezU/LJnS3r82gUTVU1a7N4cDhQ6HHMsZgW6bkxeNzWUt1op44ufQb4twZ2/kusWyGA76oIAYejgoAaSN6bHyOg8+dRimWtZ85gb2YoL3AML7vMWi3vgY1pmP2jd/AujVrWp8U48WJdTcAb7oVOPIYrvz5u/ChbR340n8fwNcfOni2exYjxjkLd3XbIWjCE8YRXvCVgaGSXYZ60jNSzGwfKAF00xMDEAqBDF6+BgBeo4zZLf+ga4t0sclGcSmTAMCkelHOSCgnGrIRSByxaxmMaK1VHJknPQ4AlcxA6GGEEFRqDew9VnY9i5OVOsYrTpiSn6BJeoR1W5BmSTmPhs+YHPa5kO51JdsFTJthvFxzhQPyKb2pB22qbSMvNQCAaBJBcwj1dGkjFjo3AY7IidEoI8qbYTOGXXv24Nlj5ZYEzbIZKDORoNx0jYLMlZjt86D55M1lIht2/Wb3mhHN9fJqRPag2dBqs60bcDDa/VKv73bdeefUmEh/MWcRakdAAl45Cu9ZEfzs6NSsooYqkKxx8RbFg+arV9Z7+O7wjjMLlPBQSICPu2P8YfQe8WqmFWfURVLL9kpMENfTrPZ/pibRYmcubMZghCzYyGI/7ZM73CH76+21ZRMuaQ1DWE2yjslHsOe+byBbCbchbAbk5vYFas/5x9Pseyws/w7gebK2lMsYWt6BeTm9URHnvcUUQEjodU4kQuFkEBO0FxAm9j8B8sUbYTGCY6//BtZv2Hy2uxTj+Y611wE3fxkY24UPj/xPXDuk4U++9Tge3h+dfxEjRoxoNPQcasl2TlWYV1cK4AaZMMYsLe2ew70G/KCjS7ZjtPulqPZdBEoIspWDgbyRQE0gAk7QWnnQBi/Hmp5882OgGnHOBZVC1bz/nGjIuVKUBA0o7kFrbtkQqCGOlh5eo1MYSBMzc2740ZGZqntN5psnz3HJULcJqF13z+vKJX1eHOk6EoljJOh9El6WmslzyZK6Fprv490iT7BA07yVe3G7GOEGdcXSQO0GqF1zCbAfluO1m62aiheVhRi7tnPNJDGb5ovpMkFzFhVUD1jYdYAoKXo+tpDrMdvtnvw4EeblKtlSm8e6Lg1t21TENhgY9ebUzvdhpO8at6yAe5SU2uY3tFP1caclippp46H9kzg0FS0SA18bnpQ839iwbcxV/flbntebEOJ4uKymobTO6DyvrySzLzBfN33PPXVz0JhtI5dUFxe8dgnSC0fcrvmhkebeS+LeL/XkWhMxJMu2kVkYcReKRBuMEGVMzZYd/N5Dt78Riy3KufAWFewIhsa/a9UoAHefMx+Lyds9FYgJ2gsEk4eegv2FGwDbwtHXfg0bz7vwbHcpxrmC1a8Ebr4NZPxpfKr2J9icn8X7vvRwXMQ6RowTAoFFU1KIo2fMZeYPww3rSXa4ZzDmhdTYRg5mooB0wnANAiOMSEiEgDq/t1rgtUGQTeqqgl4IAvLZYWptDoFI1rxcOEII/L3gHrTWSXhySJHfYyWDk9wfIDMvhVGJukU+004OcfQrwxESJpfg9Uc6MpR8AY6HyheuJUPUv2KEoGExEEJAFUNS9JfL9j92dAGaVUVmfiQ0xApQDWIx3krNdD10srEuohHz8/vV+fJBI968GbUpN9fPvU4EuQsrZh2UXvdAmenOl7wI0DHxsOfRkHIELU0V9AAQKpLBiObOFyEUjCYC86eWRVD35YU0PkGo1wwA8hFEB/BCHGXsHlXDVPliDRPmPxhjqlS/BNlbbVCeb1maetypieeRGcYYdh2ZhS2JvAiyMzlfR8P2L1mE+2UtPR3YRlu5i9zwyMWHVZuOEqJYGCHS/ZAXdiajFBuByFzVlv2F+oZajIV60NMJDd6dAmrJTszlVvB+O5d4uf2zltc6FYgJ2gsA0yPPwPz89dDtOg7d+FVs2nLJ2e5SjHMNq64Bfu3b0CrHcJv2UfTW9uG9tz4Ui4bEiHEiIBS6WeHeGmklWi5iLK8Ei+ArAFjRmcX2Nd1ozybc83TK60b15LnBatuqhDYvGG23DMGxoYESgpUtamEGbK6jjwFldaU/nUqhlFa9PIQgJMSRwl4EQVuMIiCBGvLpne3s9wmAuOSJAQ1JuW0uPww71bY4o460IGiuN6DZdyWBadlOTS/vmtTtHsVzExU0oEM3yyDMgmZVMd55ceg13VYdA/fJo7NuvTsS4u3Kzz6LZpBzDAtHHuAOBMU7FkHQooo5241oQkgAFPoD9c2EoU+sBiYqNTQsGzYNEWQIUzCUwv5IhAHP4HhGQ3LQmJMnykAxG/B8cTTz0DDLXwNOjMnXA6cSeMBD7UNKyo/qyCWgNcrIVvbzVqTwO1fGJTBm3v5CwwpcK0yN0EyW4J+VVvlnpTTfH/XapnQtQGqFkq0nQqSqWIah6giICER50GRVUHksk21bQo+3GQtd+MoldVyyosMlgjY1MOuo0op3PduErJ9KxATtHMfsyB5UP3cdEvYC9l9/GzZvfcnZ7lKMcxWDlwHv+D4MAnwz+WdIHP45Pnz7DsUgiBEjRmuIsD9BJsIMMoWgMdXzUUzz8CwqhW5t6Cu64h1cuUwy1AmAPT9AciJYJFeGEOtIJ5obXwHJ9vkJYN+9yqa1fe1Y2Z1Du08RT5AxN/+LaDg6W8XOw+HKbtxDtbjvmEjDVngUfJ43twAvGOoNb1XepgZA9abfbdmEaIsGyJfIIeK155xrNQn3Y4SibjnS+tIY5HFbNoPlC2uspYKlcVSCtrgFtKhQTgE5NJaLhHj7iCAWIRCkQQYDkKhH3WuApduBYj/8fEdcgdp17BMqiCGeVPk9EXlGDNTLiXR3h4QF27JAhQTisLYmSqLN5tC2GlykwjdPKj9jIOCLKDXTDpWGF8gkdCxrz2CoI4v+UjqYoSXIgxsiqL7PSmFsX7fDapeFFZvPJDRAiy59kTGEFy+olrh2SQGrl+Qx0KaGKgty6PegMfAw4vZMMKy3YaiLSWKsXTmVvIdGGcD3DPmGHpaTSwmQ1HV3Dnn5D+LsO7NJaDFBO4cxd+hJ1D53LVJWGXtf9WVsufiKs92lGOc6ejYA77wbRqEHX039JXJPfhUf/c7jxxXGECPGix2y4az6TJSj3E92hMw88Vmxwj6wAivRjgetRZAjkwyN9X0FdIbKjQN6tsMN65GxfkkBXbkksgkdmSQ/V/RgtrAajdJKiHqubngh4SFDcm5KISmHZIkq06qRN58OloaJLFrstDGbXxl6/J6xsuJBY0RzV8MZoaGeKq//wby2ngL3ZJpS8doLlhYDZFU6C7WGzY1I2XgWdaacS9ha0GNk+bxIclhhGCmcyw8HPrcmaL4xAhIpY6GhjGHIVA6ife93Q4VwvLY54fN7pNycIKfun6lHeXmDYxnuLqARcbzwwjGHIIXNhJdTFD1PfpEcBZYJSoPCE1F/Nw8UtkYWDhfozqfQkUvyUhuyYiTVXYVKV8eFym0RyKZ9K1LB6/GpZHFVdw50ySau9hwBo8pDmy2nKLWMbEJDQqPIJnVcONgeOFd37r3fS7u0PZh76g9zFe+6WMQCgJ58KtKTp0YqMIWgi3mVPbWUqzq5i2z1RNH9MohFQmIsCuVDj6Px+VeBWnU8fe1XcMGlV57tLsV4oaBtEHjXD6ANXY6/Mz6DwYf/Cp/84e6z3asYMc4dKAVoIw6RDAfTZghmi8geINEW/12oB7rJ9q0u5kDWecwYekD4Q6BtYHWo9yKT1DHYkcW63gJAKdC5yu1jPdGGw+nVGJvjxrnmEhw1Z2hpWwZ90so6IxrAbJcECINsqj0ochWtQsm3m4mCQuzMfo94NSQPGiO6229Ty6CW6jouQiDug2kz1wAuJCn6isFcHn4CF5/g8y150HyfwoRBjvZd7ZYdKKQMqLlhQS/MUKc3jtniWiTShUi1Srcd3xCNXXdIAhKqt7YZuHofa1omQKvyGnqUALZUuNmlg47gxmgPX3BejE2cTSddYRliCml13mLdKGC05wovgI5418oIL6kzj1F5f0BzBdRGo+7kgarzpBRxBsN45yWollajluoMfd8Fqll1cUImWaaedUVSvBBHTtBsovO2peNpi9pdlBBU84NSPwmK6QRAmxNI8UhNVmoBr1yrEE5vLvn89LdlsKKnBEOjbj27KIjwTvkSPYVUkyfUO9BPiiklmC2sVkoyEF8Ycj3R7l6XLkKI5FQiJmjnIMr7H4H1+VehYTM8fe1XcfFlLzvbXYrxQkO6DXjLN8Euejfeo38PW37yLnz93kfOdq9ixDgnoKwMOzV5/JCT4k2LhbqHRIhjw3ZWcB3DZtSpV+QnZs08aJ25JDYvLan9dA73e6sWZRgQCuhpj0QSgkNT83jaEUfwtksS6M41ZV7I17S5wl0t2Y7Rnpe57a/qVkmT30gWSphKXoos3y7N6aTu5bLYRAMhXJhDENFqqgvtmQQGOxxDX+qfH673DV6II5jdtCC5aQsPmtRV3zUymXD1SrG/t5hSSABhVkA1M+fPC2wbjOxXLqljfV9B8SqIR9UQ4blNQhwD/SQawADaROXO9VBQiq7eQSxtz4KAeCF/4tyIToflKlGqOaFoABVKiYK8EgrTyLtkkACY79oMU88i5eQtLcaD5vdEueQOXFikYbMWBdkZTCOH+fa1oXuXtvGQRgCY69rqu7b3WZCJkb5rJCVCfkA5z73e8vugERJau4uAwSYGFvJDqOcGXFKXTzokxhXeCZ8TMR+zVT53Ij8WAJBpB5LRarH+sODOfBJL2vl3ky0tDM3mVyFwTwgJLITI9RH9UDxoVPeF70ZA2iGeKxGeeiYRE7RzDOVnfw584dWo2AZ2X3s7LrsszjmLcZqg6SDX3wLz+n/AZdpTuOJHr8Xd3/v62e5VjBjPf8h5RuBhQJXsoHKILiXhM3gy+zLyThhPe5GvKvvDrETSvWvwRBgQBiVY3pFFNuUz3p1rVtM9yramK+A5KWlfUUJUz9FcEkNVTUSi1h/jBIlTEJsmFc9dK6GCmlPcVjHCFO+Bt30q6ZFQRnUQSp2CtPwaM8V1KKy/yg0bdUPwQkJP5dvglbizIo1ZAcPnQXM/Oo2sHegMP9HZn03qvhBHK+AV8PeB6iF5XM6YMgkNGUNXQ/EYU58jtvgQR5tojpR5NEGz+y5wPw91ZtFTzCCXlEoP2CaaEaWhjhASSzXXsBdCMW5+kxsX7NS/yvWglh/ERMdWUEpQN4q89hxVpd790ChR3uHeYgptfcNKCKp/HaaekBZERIF1d3KDobNin2UzoMML11VqromQTZqQctDUfrdnPbLU3OnDSeWhqQVolICAYIUQEBLCRpnwPDS5T9OljTBkkQ5mA8XwWoZU5PsBoK64CgXaeThuLem9A3PF1ahklyqKtwBBKav2SaMEUwNXoZJdGhyh8t2gKbMe/ZTJ8+19Zy62juSpQkzQziHMPfED0FtvwpSdxd5Xfx1XXBZeIyRGjFMJ/aJ3gL37HtiJPF7+i3fjkX/7n+4fuxgxYgQx0aGWOUloNGBEJXzhhWHhVRqluGBZG5Z1cyJCCfFJcIsQR+dnhP2wZokTNuQv5EwQ8MDw60QY5MtfCuSXOB22+ZUj4ivLXVuwkOrB+SuXorfkGdUURAmtZCBuGJ3fW5WQjL6krha8nimuha0l4NYtkq7gjS/KxCHuPleinBAgmUchZaC/lMYyhwj4+2TqGcU4dT9LNb6iYGh+iXjVWNcTESGSikiBn6BRHOm92iMPPiNS0/QA4WauLLvqmfWuJtNuW7lmMwiyKAzv0JF0+HIbiaYYvoTZgTnPSt4qPeSWEqK513Y9Zz4BDSF8Y7evgs0YTCOP2ZU38eLwjJdA6CuFezAB7onyhw6m+jcp9db8qoWi5h7g3WlKCM+1Csn7E2TKtG2gz1MflO9PJuWRLzdtzyER1MnfK2Q80hhFKrIJDau7s6iZDIwxVE0bnbmE924678dQZ9D7xsfhfZ7P9CKpusWB7vVA9zrlnHJuOT/P6Xf71A6vrWwHsOkNKqkFkNB1tK+4EKud+o2MkECkACUEdiIHSwu+s/L3W9UisBhDwyjw917y/kci7F0/Q4gJ2jmC2Ye+itTXb8ZB1omDr/kmLr9oa+uTYsQ4RUj0b0bHhx/Ag4VrcMG+z+DYP7wEOPLY2e5WjBgAAELIBwgh+wghVULIw4SQlzY59guEEBbyryIdsz3imPD4JB9MSXmMEKA7n2xJ0EKte0K5UaB7BpeoYUZAUHA8bMJuCPPgFFK6JNvtX7UnsLVg3pNoRxbzwNKLgVy3R/IcyXAaYeSYhUFMdl4IUNUA93eREQ2GWeZJ+dIc9ZXSikG0oa/genoaRgHl/DAY0aFRdZVcJmWU8PBNv1w7I5Qb3D5xFkp56GNvMe2SX78hXcsuVfpV7r3MabS1oiIn17LB5/UHAIrFEux27jmJ8sal5494Y7W5B83WvC7755cAACAASURBVOeLwJdno+luf02dG9ty3SwAaMsk3DwlBqj3yFcUXc4bC4Bwr6Rmh4uETJc2BsU2pGcIUMtHCKzr9fKSEiGEg2jUJZ2CoC1klmA+M4CZ4jpnGA5hM9IusckkdDBQdDiKgEKUJ2zRQvPdO+IcL5RRe/IpDLT5Qu+Usg9MDBcXLGsLtA/CiSgBwaruvH8XAP7uX7pqibu94tRs8whaHRv6ihiU8hD95QwE0gZFKa1Lzzfxvad8DqJIibz9shVd6rnM5u0mVHK3kF4S7p2Xtsnv8vreAl61qRfr+opO/qWzuLDqGtil5UoTkVG4UtvH5rlXtZ4ooZJb3iTEMWLMZ5gxxQTtHMDcvZ9A4c73Ygdbhck3fRfbzj/vbHcpxosQiUwBF/727fhs358Dc0dh/ct22Pd8DGjEBa1jnD0QQt4M4OMA/hLA+QAeAPB9QsiyiFN+C0Cv799eAF8LOXaD77g9J9BDEEIw2KUaXYbPFRAaXiW2Sep+gjikDOoaJSScS0S35/YsSi2P4ZKhDgzLOWClZeoF3JpO4ZcK9TJJn1O6xvN4IsITh7tyQN/5WNWdQ08+xVfJXY+BZ4xTQtw8EQDQNJmsEUx1nI8jfVcDkPNkCAjlBqkiSU7Vc8WxAM/hA4CF3FKga5V73GFB6+3WhcKTepQHDdjUX+TXGdzA+yJPtXScTH4IsyQFP9/DII7XdBBwERdB0DRdIlkdw8r4/ODhjRJBoxEEjTHYVIfNAKMxq+zKJXXUjSIqucEQjw5RnX7MCl2rWNaeQVcu6XpVDw9cj/lMv9OEF+LoEjyiYap9s6uM6RrwetodT1KneNmaJa4qp5o3ySGUMHMpHSsl4sQLnRN3/nMp7qmUn/VquhtzQlnU6YAhK68qs8A9y1sH29DlE/UQj6hOCZIJb0Hl4BQXRHEJmlVHezYBTRL4iCJYzOmTV1ONqGqfTcI9/e125VO+x048iyJc2PUfhvaH+sIQfa0ASVU4RMuUAH9pAedn2tCwVMm589o29IRyjejvS4L5zADqRtHdMlNcH3vQYkhgDHN3/inyP/4IfsAugv3WO3DZhqD0cYwYZwq6RvGOd30Qt279Gr5tXQZ639/B/tQlwO7vLzqRPEaMU4zfAfAFxthnGWNPMsY+COAIgPeHHcwYm2GMHRX/AAwDWAHgsyGHj8nHMtbaTeJ3jIk/6Su6ipx0OEiExWoF4Jyte0aZLoQNiJcZ5IU4Bg0Ipaiqz+jSKcGMKMJK1DDJbFIPL87rtsHz5rzCt+q1Re5KUqdKuQBhrG3sL2J9b8GXQ+XzLhWXophOePLbwgvieImoXYdGiZInYlDve8gfupdz5oI5hvRwVw6DHZK3M0S5jrmeBO93o38L5vLDjtKg2LEYgqZBFTHhP5e1Z93cHzFXKo8LbzlBbC+sUDpW9pBpOs+7mc/0gYFgSSGFJSXnWrJiHQGO9F4tPsozgERt0vstRN2Tw+b5hiF/B/hV+PZQD5r0fNAQ4ROAy84PdmSVzomxa5ruPUfSK7pC8iS574puuH+qKCWgmjceIsIhqaeKOOcIb1BCMNCeVeaWEc9zRwmApRe7bc9n+jFTXI9akqsAiu+FbEQNwmbPjvCC6ZSAUoLNA2oYYC3ZjnqiDbPFNU6oZPB988O9S7IHTX7OpEWhtKH22SZG4PlUvnuY+p2weaCEXJLXFqNEFVhR+wCsH+hwF6HcR4lSoN/LXdRpcGGIC6Yw7nmXxrxyibQwpkU9u/7njWGqfTOO9VzubSEk0ht5uhATtOcrGlXMfuWdyD/0SXwNV6Pt7V/BJauCdWFixDjT0CjB79x4Kcwb/y9+rfEnODhrAV+5GbjtTcDEs2e7ezFeRCCEJABsBXC3b9fdALYtspl3A3iCMfZAyL6HCCFHCCH3EEKuXExjAftU/E3XDOUPvEYJeosp16vTTKAAmkxAPMIgjGFXB8G2UckuxdEl2wHwumWK4hkhQP9WwDGyzYGL0UiUkDI0bOiTVqmbLbZknIT9Qh9AqCv5788bWrskj5es7ERHLqmsPOuBfKhwgkZAAsTEds/hc1BNdaGQMlwpbAAw4Bno1DenRVfwgJOClKEp4WBhMtreffEMWUIIZotrYRp5rOl1VtkZa25lQ5ByKZzLmeakIRmODjkIbUpLwHZU/NoyCQwUDcfoJcgkPOJ+tPcqHOm9hp+T64O5/ApUcsuRNHQMtGVcAiLnGto95/FQyZBbLxQdTT2H6dL60LE1U24kBGg40vABwuAY7R5UwRy/Taw425xnR9c1L6/OOSCT0LGxv4COLCcawvtKfJ9lOXnqsCjRFq/hJT8TBKPOu8W7Tt28L0KI4tWZLaxSwofFu5pxFgl6fEqEoW/c6lcCK69GUtcw2JHBUJfq7Z5s34KJ9gvAqI5j3dvQSBR5zW1pkqJKachjEmhIdf1geLlu63oL2LK0xFVEwb2ohHACvLGviEBAriBoUpgkJfxdIuCLP1uWlpDShSfLO3t5Zx4b+ovozCawokvyhPnUWf3fN7KepbxnqVTSw3IWdrzvHIJtw53YOuQrCB/yXSzeszOJmKA9HzE3ivJnrkXh6W/in+nN2Pju/4cLV3S1Pi9GjDOIN1+0DB94xzvxeva3+Gv7bWjsux/s05cCP/zfQK18trsX48WBTgAagFHf9lEAS4KHqyCEFAG8EUHvmfDAvR7A6wDsBnAPIeSKiHbeQwh5iBDy0MwsD+8Sq8Cux4BQn3FK0F/KuF4df54Uh7AkNWDtq3l7ThiSzTyjpDpwOZDpQDqho2EUsGmoH+t7C8gkHYGIoZcBw1dxy619yFViFAVjU4bm9rOlCZIqABtf7xA0gryTGxIQPSDEDZujShihn6DR0M+8az6C5lph/LhtWy/AwEvfgiXd3t9HAx5R8BMuN18O0oq/krMWnRcYNS9u2NsiQhwTvhBH2zFkZadKsA8qbCdMsTufBIUNgCJtaK6HihAKRg2XHDBCgByfnzZH3c9kDplLFeHlRom5iR7rlpe/GXVHUW+oM4u0oWG2wD2wvUd+iHx5ryeX72BlVw5zvdsw1bZJuY43ICuEtEXPpDhf9kYTagCEYDa/Cvby7Xybc+zlqzp5KCvzxik+c0VB+f6LEEeHWPiVHQnFuqVdrhgIAXXJCCUEoJorRiJmUZzPnONyjveomOY/DUqQNjQkl14A9G7mQjwCyTyQ5t6yrlzKzVsVV1jI9KOa6VXnB8QJ+01gtrAaWHOtu2+k7xqUc0M8dE8UuXbGnDWAjpyUj6p7BJKLE1H0OyIqwovank3w/FbiJ2hh4bYEAHXff51SN4pAeWSoDp1SLO/MSeGgHKV0AmJe/d5uxrgIiV1chlqbpIApfQeYgqDB+65LGRpSSd93b2gRcRr47jrdiAna8w0jO1D99BWgY7vw0eTv47rf+Aes7y+2Pi9GjLOAy4Y78O+/fSV+2f+r2Fb+OzyYvRL46d8Dn9wKPPpVwG5eGSZGjFOEML/VYmJu3wpO8G5VGmNsN2PsnxljDzPGfsYY+wCA/wDwe6EXZ+wzjLELGWMXFgvcEyUMAy+vg4SGGwn7QRRoVjwYrqFD3RVtYbRYNvPCybLdQKqAhEZx9bolGOzIqmFEmQ5em8gH0TfLZq7hm/cVQw6FRG56CilsWVpCM2pHpHH7Q9yiPIdBxUNJ6MExoHJJHYRq2DrYhivXdiOb0NGRCYYQhvWfhhE0H6GbKa7zxDcIMFtYA+YQn2XtGYeASiGOIRcc7+TFsrvySeRTOuR5MtfcyAlO1iOYxA0hjOg89bwOxFG+TBpUCXEUOG+ghIG2NAopA9uGOzHczZ9NmwHHurahvswjA4qJLX2Un6OUFOrWkU060vTNSyGUMgm0dQ9EGL0AbPO4PBOUENy4uQ8b+gqu90qEAM8VVwPZYKkCy2bY1/EyHOl9Ob+kzB8kQ1+EONrUQGc2AXStU70phGBldx5r1vEi6lTziDHXEFG9wRoleMlwF4Y6s67QSsatM8bHnDQ0bOgrIj+wDuhcBeSlMhZ+rBT9b1KWmfK+HOm7BnOFVUhmPM84ownMlNajmu6R3nA+vg29ebWshQgHbB/i/Sp5Kb2BguqEqI9r1xqvM9IhXIHRQ18pDY0QFNKyBzkiDNGsY7gri8vOW+s0rR7HGAOjBsz+C0E0mXBJCyJuOK/vefOHNoeGOvtyJc8AogIyY5wFsMfvgHXH+zFpZfFXpb/DR971ZnTLxf9ixHgeoreYxm3vvhSf+nEnbv5hCS/PbcctidtQ/NZ7gQc/B1z7N8BArDoa47RgHICFoLesG0GvWhjeDeCbjLHJlkcCPwdwc6uDcikdL1nZicMjfHFCF0YKUVdgXX7gGA2CoKlwk2XcLe4qP5PW6mU62kIlTYZoy2b88/oVy5AkJlBcCkzvbzpO0XvA88RFQWuaEyOF/EkGHSeiqiEq7NLzlrajMKyG/BdSBq5e34PJHd5yPFd0DFskoh4ZC8kJEyjnh5CpHOTXNrKYS69EwTnmfKHE11hwOhe8TsPIo5bi5GvbcGfgImv62pFIXoD+Ni+US+SgqSIykmEpctQArlhINKQMDRQMFtRaXLJEelc+Ccx65L6ebINmpADT8SxR77mihGCy/Xwka5MomIcD4zq65CoAOwDSQqLcwYquHHoKKS6S4odtBjwlrfy4ggi7BC1EidQPy/EIUQLXy0V8pMqdA1Asv/LX+cbDh6X+OD/7LwCWbATmmepB8wnedGQSKKQBZJMoNHQcg7fA0spTGoq0U/evGUEDFMIbnFt+FPN50FxkOoCBi7zf+6W/3bYJYBI2NaBRp5SCs7ggrjnas50TOkB9t8AXVuTFmlxS5++RTAypxu9nzwa1X+1DIAA0pz6c8OKJ7085H1ceknw9L4KTKD9AdQx2ZDxlXaLhqrXdeODZCVQd9x6LEDg5nYg9aM8HWA1Yd/8vkG/8D+wwl+Eflv8L/uY33hKTsxjnDDRK8KGXr8LX37cN+zMbsGXkD/BvPX8Aa2o/8LmrgG+9H5g7era7GeMFBsZYHcDDAK7x7boGXM0xEoSQiwFsRrg4SBi2gIc+NgV1QvuEoWyuvg5YdwNA1Bpmrm1ACQ/N0UJCHGUPmtu+s0vaTSnhNYfyvZxc+RFhWIh8NtGvTLYIbd2rgYSvHlSUAUxCSATU8DMASCdkIQZfXyRiI8QhNBrubRT2laZpkeFGVsdqqUfhhiwjHhEKC3GTodRJC4Wz3ayF0Iqwc7xtmkaxsjsfOhZipHHdpl6nv9JzIwxTAjDbAiMESZ26+WRNcxkdMiIMVe5BdciKr6/1RBvmM+F575YU/rbYQr7ZpB6eD5UsoM1XDFm+a7V0d2Sbbs2sZAHFtOF4KJuDgGDdkgKyCR1tmQRgeGPRNeHd8ius+rythPDSF8R7xqhEnsWV+A7ep3UDXXjlBm8dSRA0m0HxoC4G/oLYyvgIaRmKp5Iy37Edw0AyTNkV7rtqU8PzJi2/3LmuaFs6PtPB66E517G1ZATJ8Q1o/Y2uuqgLzQC6VnsLFFR8V/Ddq3pyIISgmDagjs4TEZosV50+eiGOAABqoCuXQjHtPMuEIp8y+PPhNnTmQxxjD9rZxvQBNL72DhgjD+I280qMbPsz/M21m874gxAjxqnA1sE23PnBl+Kz9+3FX9yj41Paevzzsh/h/Me/AvLkd4HtfwRc8r4makoxYhw3/h7ArYSQXwC4H8D7APQB+GcAIIR8EQAYY2/znfcecNn8e/0NEkJ+G8BzAJ4AkAAPhXwNeE7aotDflsaByXlkczlA56FtlBB055MYm6u5BjElwExpQ3gjbrK9HIYl9jH0lVKomTavYaVRYPlLFtc5p5GUQXHeQAm9MKOpZ+cqoGdT03YAzzDryiex0ReWL0LjjDAiIqnuuep5Ed5AEdpFteiwOlZahmqqB6nqaGhNLQ4KDdHkFwCw7FJgH9BwSEBG56IIQ12+wr2yl0DjRKM9k8DkfHSx5mYwNIrxzkuwUGjHaklhz7uGJ4bRaJhgSCNlaKg6RCBMAdEbIJ+34a4cqkaGC9Q46cKG48XoLfGSBt3FDManasLB5uK8gRImyjVgjndCVdCksJzaX+XcEHLlfa0HPHQFyLP3YKizjnLVxLFyTbnv010XAeQRoDEfOHUuP8xJZKqA7Wt4KF/ZqQ3WjE+3ZRK4er0TSigRNOHhswMS7hIxU5oimM/0ozD7tOPSlCTiRdhfugT0b4VW6Iemy9463uZE70uB5T4y0gKWj6FdtbYbP3pqTAwvFPOZAQBAfymNmTk+KoDfd2XRpBRVnQQKQXPJuBRyC38PqAb0rAe61mAqOwHMNlArDgMYBTpXA9UZoDwa6n1uBZGD1kh1AMPb0Z1J4cbNfU5fpOMIwWjPy6BZ88jMjwBwio7LjbWvAMZ2Sf0OvkO1ZDu0TBtQmznuvp4oYivpbGLXd2B++zdRrzfw+9aHcPlr34vf2zpwtnsVI8ZJIaFT/MaVK3H9pl587HtP4nVPvhIXFy7BJ9pux5K7/wTY+XXgxk8CvXE9vxgnD8bY7YSQDgB/Cl6r7HEA1zHGRIxewOIghOTBwxX/jIXHCyUA3AKgH8ACOFG7njF212L71X3RG9BumdATqgdGGDY8vGqRYTNhQgYA0oaO9b2FoLb/cWCoMwvMTDW5thZdoVXq18VDnfjZwYXwwwjF2iUFJJJpAA1lH2WeqIfIZ2KhIgNwXYa0yQIPJcQ1sIltAtChUYLLV3YCz4rrSGFQUR40PQ2gCktPYy6/EvX+NdjUG5IPLp9jmzhvoASdEkwdaASU5haDdEJDLdUJwrRgzotZA6iXU2SaDYBQJHWKqY4NqNR0mNle4FhExK4z1qShecWSnanWCHDTln5gJ4/c6SulcWx6LkAGhjqz/JnZyYduSQQtoRFUnduZXnYBhq0CYI41H7CRAla9Eh3lURSP7MSxZw6oJNMXOqiOh8DSVW9v2Ou8bbgTDzw77janQPIGJjXHC+nPgwooeXpdmyusQmH2ab74QNUcNDf0t30o0Cdz6WUoTzwMpheOuwKyPwctqubgEqe+Gza9AVM7eKjqQFsGMwc9gvLSVd1gbb38G64VDD7XlpYKfG+pwYw+UM3x/DZgdm8ACiuAYj+w3wlyOIESPe490tMh+bXSggYhsLUEF81xCBpxCqq7QzBSwLobgT13A2YVYfmSjBqgq67mYZ5NFEtPJWKCdjYwPwn2/T8A2fk17LJX4C8yv4ePvu3V2NAXi4HEeOFgeWcWn3v7hXjg2XH8xfeexKX734P3tF+C3538PBKf2Q6y7YPA9j9UVjBjxDgRMMY+DeDTEfu2h2ybAxARxwMwxv4WwN+eVKeMFOR6wMLIE7aImekC+jYAtQXgmaB3wOkJ/xFSePaUVh1MOkqEzQQKQiGvljcLrSNcrXLZVr5qPvakd5rtETZB0KLC+wVXoCFJ/G57jkHGPwPXblwCg/rDk0jrHDRpPLPFNaEiK6ItGSKPJZp3N79zGUfSsdrwREeo5RWndqMPbICCgRGCdEID0RKYK6xUQ8wCXRW1wkI8Fr4OJwwdppHDZNt5yB77ZXhzTtiagKFToMbDIy8ebIOuXdJ0rMqYiv0g81MADiieT0Oj4WmEERBCF8vaPeLmL/ysQM6PZBbaswkM9Kn32iXaAdEa/rMg1FKlZ2mwI4c1TWw6mspjprQ++kuoCfw5n3JoqejidZt6Q+t2uSHS7rtEEVwJiEDvFkweYGgYRWh0RG1X5O9FPPhis6Hze+1sdTpzAmJi+X5UsoNA+7qmh4Xl+pm2jfncEBaYBbQ73ks9wcPER34JpPh9C9S0JISHWmoRxdpPMWKCdqax+/uwv/sh2JUJfLLxejwx/C585uaLpPosMWK8sLBtuBP//puX47uPjuATP8rh9smV+Jv813Dt/f8Itus7IDd8HFjxsrPdzRgxTjMcYyTbhcOF89CRLQFGCikjhUuG0pirNrDryKwk0w0pB00OjQIm27YgZc+Da6ScAqSKfAVZby22oEDxOKUAVCL4h5TD4wgduHuk1WjhOdk0EG7YugStSYgjJVxt0SYGUFyKZGhtMxJK8pRQL58XxZ+j5R3ntGOkgaWXAHv/y2kL4SythbfA0Lgy5mCHRzB0y/NM9hSzODbGC5b3t6WRMArozqdQrpo4MrMQLAIc1lfFIA7vj+EQwXmjDdnQIwCd+nPQKCwtjc7N1y6i/lYQWtpRQLU9QnrR8nZg7+LbSOgUN5zXF5km0pSK2CYvbt2WV7fLuWcShHfRFaKQ3tNN/SVQPfo5dcsanMBKy8ruHJ46Ouv+HuZB84uDXLi8HToVZTGIJ6kvzk1kgZRaADsATcdCpg/UqgY8aCTkkwxRz17pl1L0/vhgg2C6bSNKieB3luxFJZRg7ZKCMl8AYGsJHExtxkr5O69jmJcPcRaNW4kfnW7EBO1MYWo/8J9/DDx1J57FMvxe42O44dpr8ZmXDMX5ZjFe8KCU4DXn9+OGzX2487ER3PKjJfi3yiW4Zfrz6P/ijbC3vAX0FR9rskodI8YLA32lNGqFIpZLBviSYgrz9ZCwmXxvQE2RgmAh04sa1YDh8wA7Ks9qMZAMo+MlZ4BnYCXzLY6Tlu194UFyiKM4LmOEG7aCvGpRUtzgRIpRnUuuhxhY/aU0RkCgaU28SUC03HfgggTY9Abv96GXAWCgB78Dq1ltuya4dEWH2hXbyWcbugKDtTn0V0uu8djr1KZa0ZVDbzGNdCKaFLj3K3TMqh0i8qVEzbQwaFSUQuBiIzXTAoOBbLLF3DkeChTUGl4ihE451NBwvAZ8M5sqrBSCC/FsUp9oSUSIoyXXUwNUT3cL4150sZlkfhQ0SjDQlsGhqXn3d4Go4fWXvEiVl6/rAY44ol1ibGtetejrB2T2EZGDJsF0GJqhSfvd74Xj96CJuQ/zEspRuYRQLCmmAgQN8LzVCqSInmaiN2cCMUE73WgsAA/8E9h9t6BhA//YeDP+q/1NuOVXLsb6vkLr82PEeAFBowQ3benHq8/rw107V+G992zBdZO34r07voLqru9Dv/7voJ/3+mbxQTFinKNwjDlKAyqHkejfCuS6ldpO1DGIGdB8QSNdAhamT7i3KPQDo08AxUXkRVMtIHcdDhYQezC1NBIOAWGE4qq13ZEGdtrQsNCwmnrQWqmX9xbTuHHDUmDMUcewLazozGHveNnXkIZl7RkcmOT9XfRXklMUerp9C2YSndiytIQlRSlkUxjkrrpda0yXNiFb2c/V/syaurIvDbgpOZOPlXNsIgiC4cxxMxl9UUfvWNdl6Dr2APqKaVTnuBBOU6SKwIbXButN6adfubrpbexcA4w9IYXgcUSFONrCgxaSz9jqgRGkbtEkwLdgIJ8mt7E4KXgS8bk1eotpHJkJzzUFEBlia9picUU6INMBTB8AEscf6GmHtSf2Kc90mCIs/90tlREB4e3Lp3QsbQsuHpxuxATtdMFqAL+8Fbj3b4G5I/gxvQwfWfgVvHLbRbjj2jVKwccYMV5s0CjBDZv7cP2mXvzHE5vwwbuvxntn/hGbv/VO7P/prei++VNId8SCOTFeQHCNhuMwiCgF2gaVTaLmWbNaSAC4J2fXd46riwpSBdUzFAbhvSOaW2x2ZXeYsSV50Ar9PAfNWTWf6LwIPaP3gdo1XLZqiROCFY7VPXksNKymeauLNlClcL9NA8VgWCXlNZqqDRtjc9Xjlvuo5ZeCNSxkErpaANhVj1x8i6aRxUxpPVx5d2UoxxGGJY6lrfsjyFezQtSiPEM92YZasgPZJMOmwiJFa8LyCP1jEzAyQL3Sus0mSGgUdctuPu3ZDmD9TcHtUi1DGd2FJAopA72CgKvygU37kzI0rO8toK+0iBzsdTcErh1F8I7b6XOc9dguHnIWhXZGNhi6dagzi6kDdZ6LKtAxzBegWnngQyDIUykkPUghaIRIXjb1OzMRVpdPgpjb7nwKq3qOv48ni5ignWrYNvDEHcCP/wKY3It9qQ34w9q7MNl1ET756+d5ykkxYsQApQTXberFqza+Dfc+dQ2+eNcteNPYF9H45EX40arfwdbX/haKmRMIvYoR43mH4zfMA8h2gc6NYlEk70wksgsxB6ohqWtcBTAMsoGUKgAbXwfs/AYAwNaSOLrkCmQrh2Cmm9SD6t0Mw6zCOLYbyEbXxlqUgSoLOvil+I0M9/I5XqrzBop46iivbXc8EAZ04HafCFGX4a9JdzwGtnu/JNPP359VrwDmJ6SafRQb+4qoJYL5SaVMAoWUgfm6BRHmeFLPd9Qzu+wyoHwUOPiLE266mDZwrFxrWkMsKqw1KsQxqWu4cm03sNM7b0NfAaa1uLDFRRv9IcRVPF+674FvGsLpHRT++ZQgvL2l7RksKaaChbNPgJwBQFs2gctXdqI9G7QPbDlikpDjFcl0IebWbPrQnD7EBO1UwTKBXd8GfvqPwOhOjGdX4SPW7+Oe8vl431Ur8RtXDvtW0WLEiCFACMH2dX3Aur/Ho4++Fcm7fgtX7fkY/vtvvo0dW/43Xn/1S5srccWIcc4g3IDpLaax8/AMBjuiJBkADL4EtFEBnipHH3MmIUQFOlc3P072oPmQS+oo14ByfkXzFe3OVfznkoiabA4WV7aARCsaDl8F1Lx8lWxSx9bB48+NdUUiA3tOjKhfvtIJcw0UDT+OdmyPUAcg+pMqAKmC1yohSK19BVIhYWiGRnHl2m4wxsByXUBlkYsHxws9wQuwnwRBu3B5O0amF1QPjh+RBM3Jg1vEPUsbOnAG1kbc2tknS7CO04PmYunFofmvzUJiA+TsJNERsWjiz+s7UbGPQprfyMIiCqCfDsQE7WRRnQV2fBn42aeBmQOo5IfwfxIfxr9ObMUrNvTinuvXY2n7mY9djRHjXMXmzRcAm+7F4R/9MzY/8OfYvONX8PFH3oSFC96Nd71sdfw+xTg3f0HgVwAAIABJREFUEVXby0E60cQDJaDpIFoRxXRt8XlsYRC5PosVwoiCkWodBgk0NWxfsrIT0/MN5FN6a3GJRWDR9mr7EJf89+eCGSn+72T7AeFB83XoBD1orjF6Mh40O8SD1nsen7RC+LOX1IPKmwCA1a90RTUIIW7h5dPBz5yLnNTpCZ1ieWeTxQ8gIA4iwAiv4fV8Qloqx3DckBclwu7tYhBZ0Prs548H68Txn4zovDREkzIdMtqzCVy1trtp2PXpREzQThQjO4CH/h8P02hUUO65CP+ivwP/dHglhrsLuPWNG3D5qs7W7cSIESMIStF/9QeAi27C/Lc+hD987kvYs+PH+OOH3o6u816J920fxuqzEBMeI8YJQxhC7StOuqnta6JD/BaFJZu4p6TQd9J9WRSayGmnDA1Lii0Mptzi67MtLgcN3Is0sHXR7R4vXA9HYM9JhrpqOlAa9NQ9j4egta/g3sHONd42I829ISG4am13tNfDH5oWkad1TiHEcH/Vxl7QQ93A3OGTVEw9tVjekcXjh2dO7OSGI/LRs+E0hEI/Hwia+rtYJJktrERfex60MNxSZVPgbJEzICZox4fqLA9jfOhfgZFHAD2N6ZU34lOzV+Cze9vQkU3gozesxFsvHTzlrtwYMV6UKPYj8/ZvALvvwtD3/wi3zvwlfrjrB3j/jjdhxboL8K7Lh3DxUPvJh3nEiHG6kcgsztt0JkC1U0IUF40lmzghKS49/nM3vPa4jH5/Ts7ZQmRB8ZPNQQOA0tITI2h6IpKMheG4jNMWMuuLxWT7FoABFyxrQ9I4w3ZUyN+RhE69EhR2SCkMAOg73yM9ZwgnJQFvVvnPU6yaubGviA0belsfeJphMxb+FBINqzdeeM7YCzFBawWzDjx7D/DY14Ddd/EHu2sdJl7657jl6BZ89dE55BI6fveaFfgflw81j2+OESPG8YMQYO310IdfDvzsn/Dy+/4PXk5+H3ftvRx/+ORrkOxZjV+7bBCv2dJ/SkKkYsSIcYqhJ3nJgBPBIsORBJ4vxpcgaJF1rhbZz6vWdmNmwR9eJ51rBolBVz6JuWoEmThdOImiwzJ6l62BzVh0KHtIrbSTRt/5wNyR6P3iGYzyoHUMn/o+nU6Ie3UC8vbNkDI0oFWphzOAYtrALIBVIYqyz5fvh8UgtmbCwBhPRn3sduCJbwELk0C6HTj/rXi29zr8/a4S7vrhUST1Ct57xTDe97IVKMVKczFinF4YKeCK3wPZ+uvA/R/HdQ9+Dq/C/bi/chk+9Z0r8Rff24jrNvXhjVsHYq9ajBjPdwxuO7fD4VrAzXvx85WeDdzQLw0GzglDPmUEPVnyd5tVD5yzbfgspFcIGfz5yZNqJlDuQMaqV5yeWmkdw/8/e+8dJ0lZJ/6/n+qetDmzu6QlZwREQBAREdRT1MOEmOMpplPPwOmpd3ie91Xxh1lUDkUQE6IEWeIusCyb2Jxmw+Sce7qnY9Xz++Op6q7q7ok7Mz0z+3m/Xj3TXV3heZ6q6vp8nk8aWsny3DkHKwNQIl57zvKxbbj8fONyPWeIrKnTmNOWzSG+fB6zpvmE7fRu/XjTUQ07/2isZb11EK6CM/8Jfd7b2WBdyE+freeZZzuYW9HJx686hQ9esYplcye+sKIgCD5mL4HrbkVd/mnU8z/iFS/+livL19FacRJ37bySz2y5hLKFx/Lac5bzunOXc9EJC4/MHUQQhPFnsuLfSkVWQcvT0MIVcPzLjnDfPivFsnOObF/jhacoLjpp4o5ROW/i9j0Ui08xlrt5pXff8zPmerrh8uln9RsFSqlpr5yBKGjQ3wq7/mKsZS3bzYzeSVfBq24hddo/8Uh1lP97vIbtjVtYMqecL73uDN5z2YnMK2HgoCAImAKX192KetUtsPt+lm/8JV9p+S1fqfwt1c45/GXDRXxt3Tl0zzqZy09bxhWnLOHyUxdz3ELJAikcJax4yYy2Uo2aOcsg2j4phzpnxXy2pLtZWKRO0xHjd/sch4yT44IXn7VwAhW0UjLFlDNhdFx4/ELKwtNrovboVNCS/bD3QWMpq1lrUo6uuABe+2049610qYXcu6Geux/eRHt/kpOXzubWt5zL21963NhnLARBmBjKZ8GF7zGvzgOw+wFO3/1XbknezS0h6GcBL+w/i007V/GAPom++Wdx3qmruOjEhVxw/AJOWTpHLGzCzMSrHXaUcc1Zx2AXKxa86spJa8P8WWW8+syRZ58cFUdaHmEi8BS0ySiQLkw9Fp0E3TWlbkWOk18F8d7sxxMWT7+J2Sl4l08QqRhUP2piyg48bpJ9LDgRrvwCnPcOnMWn8cLhLv70SCMP79xKKuPwytOX8v/etopXnrYUSwQ4QZj6LDkNrvqiefXWQ82zzK15htfUPce1fevNOnFo2rmU3dtO4Cm9krutlYSWnsqi48/m1JNP5iUnLGTl/EqJYROEacqgybpmyj09FRU0201kUlBI+yjjxMshNVDqVkw+x7507ImAJoLZS8xrGjMF7/JxJB03ytju+6F6NaQHTD2Vi94H574Vjr+U+u44f36xkb9seZqm3jhzK8O88+Ljef/lqzi1SAYYQRCmCQtOgAvfDRe+24SDxLqgdQe0bGdly3aWNu/kmr4dhJw0dAFd0L+1ilp9DLtCx5KcdxLlS09m8fFncOIpZ7N05YmoUWaUEwRBGHemooLmMUix56OGmR5bKUwaU/guHyOpATi8xljK9j8CqSjMWgwvuRHOuQFOvJya7gSrd7ey+qHn2Vrfi1LwilOX8OXXn8l1Zx8jboyCMBOZvRhOuRpOuRoFlIPJptbXAF0HSXccJNGwl0XtB1jRV8PCvvWE+hw4CDwNKcJ0hZeTmHM8ocWrmL/yNOatOBW1cBUsXAWVQ2QfEwRBGC+m4kTRsS81LuYjLAA8Hrz85MVToS7ylOD0Y+YOXtJBmJbMDAUt0mLcF6sfNcpZJgGVC0yBy3NvIHX8K9jZEmXN/g5WP/Ac1W1RAM47dj5ffO0Z/POFx7JyQVVp+yAIwuRjhYxytXAVZae+hqUv932XSRHvrKXh8F46G6pJtB8iHKlnYXczx/fsYP6hWGBXmdAs9JxlhOctR81Zaqz1s5cZxbBstomVK3NflfNh+bmT2lVBEGYIU9FVc9FJE5vBsQjL5k2RBClTgLNWlCjDpTBhTE8FbaAb6p6HunVQ+yy07jTLF5yAvuh99B7/GrZZZ7OjJcHmNd1srn2KeNrGUnDJSYv4xvVnc905yzlWlDJBEAYjXE7V8tM5ffnpnO5bHE/Z7GmJsL+2gba6/URbjeK2NNPNklQfx/T0sTLcxGL6mONEiu97wQnwrzsnpRuCIAiCIEwvpryC5iSi2G17jBLWugPVuJFwxx4AbKuCzoUv4dCJN7Mu9DI2xo6h5sUBOp9JATsAOOOYubzzZcdz2cmLuPSkxROT8lYQhKOGqvIQLz1xIS89cSFwPgCJtM3elgj7Wvt5qiPK4Y4YhzqitHRHmKejVKkkVSSZRZJllTbz0uXU/Ox55lWVMa8yzLyqMmaVhykPW5SHFGUhi/KwFcgu6fde8ddW8ju1XHD8Ai48YeEEj4AgCCVn1iJjoRcEYUYyuQpatMO4H9opk5LVTpv3yQjEe8wr0gI9tebVW4cVbcPzaO7Ts9jhnMwG5+1scM5iuz6F1IAJSD1mXgUnLrZ49ZnLOGvFPM49dj5nrZg3eDYnQRCEcaKyLMSFJywsUI6SGZvm3gQtfXFaehO0RhI098bpjCYpT2Ro709wsD1DJJEmlsyQLpYafBT862tOEwVNEI4GTnl1qVsgCMIEMrnay69fYxSvoVAWzD/OpMA/7TpejMyjtWIV3XPPIj5rJeVlIU6bVcYls8pZOKucBbPKWDKngqryKRg0KwjCUU1FOMRJS2Zz0pLZI1pfa03a1qRth7TtkHF0IAben/o/uNz8lwRHgiAIgjD9mVwF7dX/YVLdh8pNmthQmUnJWjkPqhZB1UJTt8BX6PCiSW2gIAhC6VBKUR5WlIcnLxOaIAiCIAhTC6VHkZZTKdUB1E1cc0bMEqCz1I2YZI7GPsPR2W/p89HDVOz3iVrrpaVuxHRFKdUP7C91O6YRU/EemKrIWI0OGa/RIeM1ck4Evqq1vmOiDjAqBW2qoJTarLW+uNTtmEyOxj7D0dlv6fPRw9Ha75mMnNPRIeM1cmSsRoeM1+iQ8RodEz1e4kcjCIIgCIIgCIIwRRAFTRAEQRAEQRAEYYowXRW0CfP5nMIcjX2Go7Pf0uejh6O13zMZOaejQ8Zr5MhYjQ4Zr9Eh4zU6JnS8pmUMmiAIgiAIgiAIwkxkulrQBEEQBEEQBEEQZhyioAmCIAiCIAiCIEwRREETBEEQBEEQBEGYIkxJBU0pdbNSqkYplVBKbVFKXTnM+uVKqf9yt0kqpeqVUp+ZrPaOB6Pps1LqLqWULvKKTWabj5QxnOeblFLblFIDSqlWpdTvlFLLJ6u948UY+v1JpdRepVRcKbVfKfW+yWrreKCUeqVS6u9KqSb3Ov3ACLY5Tym11u1zk1Lq60opNQnNHRdG22elVKV7X+9QSqWVUmsmp6XCeDLae3smopS6RSm1SSkVUUp1KKUeVEqdm7eOUkp9UynV7N7ja5RS5+Sts1ApdbdSqs993a2UWjC5vZlclFL/7v5e/Ni3TMbKh1JqhVLqN+61lVBK7VFKXeX7XsbLRSkVUkrd6vtNqlFKfUspFfatc9SO13DP6fEam7HKM1NOQVNKvRO4Hfg2cCHwPPAPpdQJQ2z2e+B1wMeAM4C3AzsmuKnjxhj6/FlgRd7rMPDHiW/t+DDaPiulrgDuBn4DnAO8BTgbuGdSGjxOjKHfnwD+F/gvTL+/AfxEKXX95LR4XJgD7MJct/HhVlZKzQMeB9qAlwGfAb4IfH4C2zjejKrPQAhIAD8GHp7AdgkTxBifXTORVwE/BS4HXg1kgCeUUot863wJ+ALwacw93g48rpSa61vnXuAi4PWY5/tFmGfAjEQpdRnwUQplFxkrF1fwXQco4A3AWZhxafetJuOV48vAJzHP0DMxz6NPArf41jmax2u45/QRj80RyTNa6yn1AjYAv8xbdgD4n0HWvw7oA5aUuu2T1eci218BaODyUvdlAs/zvwF1ecs+CERL3ZcJ7vfzwA/yln0feK7UfRlj/6PAB4ZZ5xNABKjyLfsa0ISbeXY6vUbS57z1fwysKXW75TXq83xEv+Mz9YURgmzgevezAlqAr/rWqQL6gX9xP5/lPtOu8K3zCnfZGaXu0wSM0XzgEEahXQP8WMaq6Dh9G1g3xPcyXsHxeAj4Td6y3wAPyXgVjFXgOT1eY3Mk8syUsqAppcqBlwKP5X31GGY2rhhvATYBn1dKNSqlDiilfqiUmjOBTR03xtjnfD4K7NZaPz+ebZsoxtjndcAKpdT1rtl5CXAj8MjEtXR8GWO/KzCWFT9x4BKlVNn4tnDK8HLgWa21f0ZrNbASWFWSFgnCEIzT7/hMZS7GW6fH/XwSsBzfWLn3+jPkxurlGIHJ/0xbB8SYmeN5B/BnrfVTectlrIK8BdiglPqDUqpdmZCHT/ncxWS8gjwHXK2UOhNAKXU2ZhLAk5tkvAZnvMZmzPLMlFLQgCUYV5+2vOVtmIEqxskYjfUlwFuBT2HMjHdNTBPHnbH0OYtSaj7GpfOX49+0CWPUfdZarwfehXFpTAEdmBmO909cM8edsZzr1cCHlFIvcxXTi4GPAGXu/mYiyyk+Rt53gjDVOKLf8RnO7cA2YL372RuPocZqOdCh3elmAPd9OzNsPJVSHwVOBf6jyNcyVkFOBm7GhHS8FnNtfQfjtgcyXvn8L8bdbo9SKg3sxljUfup+L+M1OOM1NmOWZ8JDfVlC8qtnqyLLPCz3u5u01n0ASqlPAauVUsdorfMHZqoymj77eQ9GMJiO/sAj7rM78/ND4FaM0rIC+C7wC2BaJc1gdOf6VsxN/Ly7XhvGReFLGLehmUqxMSq2XBCmEmP9HZ+RKKVuw0ygvkJrnf97NdxYFRu3GTWeSqkzMG57V2qtU0OsetSPlYsFbNZaezFUW5VSp2EUtB/71pPxMrwTIx/dhFHOLgBuV0rVaK1/7VtPxmtwxmNsxiTPTDULWidG6MzXKpdRqIF6tABNnnLmstf9Px2Cs8fSZz8fBf6ite4e74ZNIGPp8y3ARq31d7XWO7TWqzEzae9VSh0/cU0dV0bdb611XGv9IWAWxhx+AlCL8YPunKiGlphWio8RjOyeEITJ5kh/x2ccSqkfYLweXq21Puz7qtX9P9RYtQLL/JnO3PdLmVnj+XKM9XWXUiqjlMoAVwE3u++73PVkrAwtwJ68ZXvJyXpybQX5LvA9rfV9WuudWuu7gdvIJQmR8Rqc8RqbMcszU0pBc2eQtgDX5n11LUEfTz/rgJV5MWenu//rxreF488Y+wyAUuoSjGvndHJvHGufZ1FoMfI+T4v060dyrrXWaa11ozsLfSMmyNeZmJaWnPXAlUqpSt+ya4FmjHIqCFOKI7m3ZyJKqdsxs/av1lrvy/u6BiO0XOtbvxK4ktxYrcckF3m5b7uXA7OZWeP5AHAexrLhvTYD97nvq5Gx8rMOk6nbz+nkZD25toIMJjd5sr+M1+CM19iMXZ4pdeaUIplU3omJMfoIJkPK7ZggvBPd738L/Na3/hygAfgTJg35FZi0mX8qdV8mqs++7X6F+QGfjpntRnuePwCkMRlxTnbP8yZgS6n7MsH9Ph14L3AacAnmwd0FrCp1X0bR5znkhI8B4Ovu+xPc7/8HeNK3/nzMD+N9wLnADZgsSF8odV8mqs/usrPdde7DCGkXABeUui/yGvE5H/LePlpewE/c+/XVmJlj7zXHt86X3XVucO/x+zACy1zfOv8AdgKXYYSencCDpe7fJIzfGtwsjjJWBWPzMlcO+Combu/tmCzen5TxKjpedwGNmJIEq4B/xsTvf1/Ga0TP6SMeG45Anin5AA0yaDdjNMskZlbylb7v1pCXghozo/KYO8BNmAfE3Mlscwn6PBfz8P9Sqds+iX3+NMaPegDj6nAvcFyp+zGR/cYIelvdPvdhZlynVWpbTF0kXeR1l/v9XUBt3jbnYbIlJdxz/Q2m0UTEGPtcW2ybUvdFXqM674Pe20fLa5DrXgPf9K2jgG+693YCWAucm7efRcDvMMJMxH2/oNT9m4TxW0NQQZOxCvb1DcB2dyyqMXWllO97Ga9cP+cC/x/GwhjHJFf5NlAp4zWi5/S4jA1jlGeUu7EgCIIgCIIgCIJQYqZUDJogCIIgCIIgCMLRjChogiAIgiAIgiAIUwRR0ARBEARBEARBEKYIoqAJgiAIgiAIgiBMEURBEwRBEARBEARBmCKIgiYIgiAIgiAIgjBFEAVNEARBEARBEARhiiAKmiAIgiAIgiAIwhRBFDRBEARBEARBEIQpgihogiAIgiAIgiAIUwRR0ARBEARBEARBEKYIoqAJgiAIgiAIgiBMEURBE4QjQClVUeo2CIIgCMJURZ6TgjB6REETpiRKqXcopXYppRJKqT1KqbcopeYopQaUUteNcB+1SqnfKaU+qpQ66O7rRaXU1UXWvUop9aRSql8pFVNKrVZKnZu3zhql1HNKqeuVUluVUkngZve7zyql9iql4kqpHqXUZqXUP/u2VUqpzyml9iulUkqpFqXUj5VS8/KOoZVS31JKfUYpVeO2Z61S6pwxDaQgCIIwI5HnpDwnhZmL0lqXug2CEEApdRNwD/Br4I/ATcC7gP8AbgGWaa3TI9hPLRACosA3gSTwZeBC4CVa6/3uem8A/gY8DNzpbv5l4CzgfK11g7veGuBsIAbcChwGuoHzgN8A/wU8C1QB5wMdWutfu9t+2237T4AH3f3cCmwFrtJaO+56GqgD9rvrlgPfBWzgTK11ZmSjKAiCIMxU5Dkpz0lhZiMKmjDlUErtBRyt9Tnu5zDQCCwA/qi1ft8I91MLrARO1VrXu8vmYn7YH9Zav9dddhCo01pf49t2HubB8jut9b+6y9YArwQu0lpv8637Y+ByrfVFg7RjEdAM3Ke1/oBv+XuAu4E3a63/7i7TwEHgbO/hqpR6G/An4Aqt9fMj6bsgCIIwc5HnpDwnhZmNuDgKUwr3B/9MzEwdAO5s2BqgArh/lLt8wXvouPvqx8wAvtw93mnAKcA9Sqmw9wIGgPWYB42fWv9Dx2UTcIFS6kdKqdcopWblfX+Z2/bf5S2/D8gAV+Utfzxv5nOn+/+EYfoqCIIgzHDkOQnIc1KY4YiCJkw15rj/G/OWb8M8DFaPcn9tgyw71n2/zP3/ayCd93ojsDhv25Yi+/st8AngUrd93Uqp+5VSq9zvFxXb1n2gdvm+9+jO+5x0/1cWObYgCIJwdCHPSXlOCjOccKkbIAh5tGP8yBfkLV8FJLXW8VHu75hBljW577vc/7cATxRZN5X3ucAnWBs/4V8Av1BKLQSuA74P/AHzMPIeJMuB3d527gzkYl8bBEEQBGE45DkpCDMcUdCEKYXWOqOU2o3rWgHZFL1vAxYqpY7VWjcNuoNCLlNKHe8LYJ4LvAHjvgEmyLgWOEdr/Z1xaH8P8Ael1KXAv7iLX8DM7t0IPOlb/Z2Ye3DtkR5XEARBODqQ56QgzHxEQROmIt8FfqOU+ggmO9U3gARmNu9fgK+PYl9twGNKqW+Sy041G5MZCq21Vkp9EvibUqrcPV4nZvbwcqBea33bUAdQSt0B9GN88duB04H3Ao+5x+hWSt0G3KKUigGPYDJffQt4jtxDUBAEQRBGgjwnBWEGIwqaMOXQWv9OKbUU+Hfgp0ADZmZwCXCHUuqVWutXjXB3azGB098GjgP2AK/XWlf7jveIUuqVwFeBX2HS/7ZiZvT+MIJjrAM+iHnYzMdkovod5oHp8VWgA/g4piZMF8Yn/xYvdbAgCIIgjAR5TgrCzEbS7AszFjd98HNa6/eUui2CIAiCMNWQ56QgTE0ki6MgCIIgCIIgCMIUQVwchWmHUspi6MkFrbW2J6s9giAIgjCVkOekIExvxMVRmHYope4C3j/EKmtH4XsvCIIgCDMKeU4KwvRGFDRh2uEWtlwyxCr9Wuv9k9MaQRAEQZhayHNSEKY3o1LQlixZoletWjVxrREEQRBKypYtWzq11ktL3Y6pgFLqZuCLwApM8dx/1Vo/O9Q28pwUBEGY2UzGc3JUMWirVq1i8+bNE9UWQRAEocQopepK3YapgFLqncDtmHTfz7n//6GUOltrXT/YdvKcFARBmNlMxnNSsjgKgiAIQiGfB+7SWv9Sa71Xa/1poAX4RInbJQiCIMxwJIujIIyVnjpo2gKRJkgNQLgc5h8Py86GZWeBUqVuoSAIY0ApVQ68FPhe3lePAZdPfosEYeajtWZPS4STl8yhqjxU6uYIQkkRBU0QhsBxNIc7Y+xv7ae9P4Hua+bstr9zdvvDzIs3DL7hvGPhrDfBSz8Ay86ctPYKgjAuLAFCQFve8jbgNZPfHEGY+fQOpDnYHqUnluYVpw2V30QQZj6ioAlCHrajeXpfOw/taObp/R30xdMsIsKnw3/l3aEnqVAZ1tnn8JjzfjY7Z9BZtpwTly/j0hPm8PrjEpxpH8A6sBo2/xo2/AzOfCNc+1+w+JRSd00QhNGRn0VLFVmGUupjwMcATjjhhEloliDMDBJpm0gizbK5lVmnk4zjlLZRgjAFEAVNEFxSGYf7NtXzi7WHaeqNs3BWGa85cxk3lq3lwv23EUr1oy94N+krPsdZVcexKJLg/OYIO5v62NHYy8+eb+FHjmbp3JVce/ZXuPEd/8l5LX9GrfshVF8Kl3wMrvoiVC0sdVcFQRiaTsAGluctX0ahVQ2t9R3AHQAXX3yx1K4RRkbDRiibBcvPLXVLSsYz1R3E0zZvvuBYlKuhSfUnQRAFTRAAeO5AJ197YCe1XQO8bNVCvvaGs7h2VRnhhz8LOx6CEy6HN96GWnYWFrAIWDS7nLNWzOOtLz0OgL54mjX723lsdxsPbG3i3g02Zy6/nI9ccQ1v6rmL8g0/g11/hrf8DE69pqT9FQRhcLTWKaXUFuBa4E++r64F/lKaVgkzCseGXjcZ6FGsoMXTdva95VrQHNHQBEEUNOHoJpG2ufWhPdyzoZ6Tl8zm/z7wMl51xlJU+1749Tsh0gLX/TdcdjNYQyc9nV9VxpsvOJY3X3As0WSGv21r4t4N9fzbo+38Z8Wb+ML51/Ge5v8m/LsbzP6u+QaUVU5STwVBGCW3AXcrpTYC64CPAyuBn5e0VcLMwLGHX2eGE01mAp89tcwR/UwQREETjl4augf4xD1b2NUU4SOvOIl/e+0ZVJaFoHo1/PlDUD4HPrwajn3pqPc9pyLMuy89kZsuOYHtjX388pnD/OfmFr4f+iq/XP43Lnvhp3B4LbzzbolNE4QpiNb6D0qpxcDXMIWqdwH/pLUuWZ24p/e3s2R2BecdN79UTRDGCy1xVo09A4HPnuFMLGiCIAqacJSyraGXD9+1iZTt8Kv3Xcxrzj7GfLH+J7D6q7DifHjXfTBv5REdRynFBccv4Cfvvoiazhi/WHuI9774Nq62TuX27p9RecfVqLf9Gk67dhx6JQjCeKK1/inw01K3wyMSTxOJp0VBmwn4FTTHGdZDYyZSEc6l0tdaQ6Ify06iw1UlbJUgTA2Ovl8E4ahnzf52brxjPVXlIf568xVGOdManvgmrP53OOt6+OCjR6yc5XPSktl8563n8+TnX0XVOa/n2th/sT+5EH3P28ms+a5ERguCIAxHrMsoNNOdZH/uvZMZfL0ZTHk4KIKGDz3GipYnKI82lahFgjB1EAVNOKp4Yk8bH/vtFk5eMof7b76cU5fNMQ/7R74Iz/0ALv4QvP03UD5rwtpwwuJZ3H7jhfz8Uzfw/1b+kL/bLye85ls03/ludDo+Ycdn6md5AAAgAElEQVQVBEGY1sR74PDT0L671C05cmqfzb0/ShU0P1rnYtAWdG0taVsEYSogCppw1PBMdQefuGcLZ66Yy+8/ehnL5laCnYG/fRI2/RIu/zS84bZJczU599j53Pmxq1j03t9wZ+X7WNnwMNXfvYbDdSULcREEYYri+DIn6KPV2p6Kmf9+69NMwEmPeNW+eJpIYuTrT2X817EOLJ/8tgjFiSYzxJIygVAKREETjgq2N/Ty8d9t4dRlc7n7w5cyf1aZyaL1wMdh+71w9Vfh2lvJVsqcRK48fRnv++LtrDn/u6xKVRO681p+cf9jJNKS5UsQBEMmoKBN1EFSkBoYfr1S4WU+tGZY+PwoMjqu2d/O0/vax/n4DrTsMOd/Esm/jj2FTRfWghdKxJN723hib0HpR2ESEAVNmPEc6ojywbs2sXhOOb/54MuYX1VmHkh/+xTs/JNJd3/Vl0qinHmEQxavuuFjxG96gMXhJG/b/iE+e9udbKzpLlmbBEGYOjiDWBvGlf0Pw/5HJmrvR47nCmiFCr+L98LAOP1exnsh0Tc++xoJpc7o2NcAndXQtnNSD+tX0LSdEbVMEHyIgibMaNoiCd73640o4LcfupRl8yqNcvbgZ3KWsys/X+pmZllw+iuYc/NTzJ4znx/Ev8btv7yDr/9tV0G9GEEQji7syXBxHG1trkxy/JSioeipg76moS1oB5+AQ0+Nz/EOPgEHHh+ffY2EUvv0eQriJLcjMOmg7ezMg2NVTGo7BCGfjO1wsD1aUndyUdCEGUsibfOR32ymdyDFXR+8hJOWzDYPoEe+AFvvhld+yVjOphqLT6HyX56gculJ/Kbie3Ru/COv/cEzrK3uKHXLBEEoEfZkWNBGy+E146cUDUXjJqhfn7OgqSIWNOEIKM0VFTiqY2ddG52Z5sIqTDv2tfazu7mPpt7SJW4TBU2YkWitueX+nexq7uOH77rQ1A3SGv7xJdh8J7zic3D1v5e6mYMzbwXWh/5B+LiL+EnZD3mbfoz337mRrz2wk4GUWNME4WjDtoeIQUvFIJ2Y3AbB5CfryLo4zjQBfsqo3MPT1wjJ6LjsKpAkxM74vxiX/QMMpDKBBDuTTrIfOg+W7vjjRCozA0pbjALPYyFtiwVNEMaVO9fV8tetTXz+NadzzVlunbPVX4WNd8DLP2XizkoYczYiqhbCex9AnXYtn0v+jLtOfYZ7NtTzhh8+x9b6nlK3ThCESSRoQcsTGvb/A/Y9NLodOo7JYjud0J6L49S3oD1/sJNnJtDrocD1qrsGOg8c0T4PdUR5/mDn0CvVvwDVjx7RcTwCPXDdLB0VRg2hsCYzNjWdsaF3nIqB1qRth8f3tLG9sffIGzsMg06c1jwDLdum7L1mOzrgPj0YzjgqzZ3R5JRPgma58uF49nvUbSjZkQVhglh3sJNvP7KX152znE9efapbhPob8MJP4NJPwHXfmvrKmUf5LLjxXjjv7byq8ec8e/F6Ummbt/18Pbc9tp+0fXTNagnC0YozgiyOf9vayLaGEQqjdetgzwPj0LIhGnREu9RGCSm271LHbI2AjmiSnoERZkUcQ38y+UJ10xZo2T7q/QR20TNARzR5RPsYDQELmpM2tdBUaMikKVtqe9jR2Ev/YKUGMkkzYdGyLat4tEWSJulLw8YJuXbquwZ4fE8b3bEi5zvjWrbtpGnbFFPUHtvdykM7moddb7wUlYztsO5gJ5tqp3YCNE9ElBg0QRgnmnrjfOreFzll6Wy+946XYFkKnv5vWHc7XPxheN3/TB/lzCNUBv/8C7jwPRy380c8dcHTvPklK/jhUwd568+eH342URCEac9I0uwrnaauq/jvQWtfgox/Qic6jqmzx0GIcRwdmHD6+/Zm1lR3gF1E6C111sOx0n0Ydv4Z7HzlYvTjNxKrx2jRwz0bx1lYDWZxtNGAtsoYqhWJzDCWl4yrYPbnrm+lgPoN0Fs/5uycadsJjnl/K0SMYtMVM8eMJoZQvjJJ2PugKbQ+WbTuMpbVIUiNcJI32/VExFzD8bFZJbvdSYtSukymMs6wk9shy7OgUTIXWVHQhBlD2nb49L0vkrY1v3jvxcypCMPa78Iz34WL3gf/9L3pp5x5WCG4/kdw8Yep2PAjbpv3B35204XUdw/wxh8+y1+3Npa6hYIgTCCBLI5FBHqtNWoQATqSSLOhpovtjUMIp6PN4Bg8+hFsa1h3qJNHdrYElkXi6SLKTLHDT32LGpCLRUrFoHwOlM8e1eZ+tzDb0RDrhF1/Gff4w0GF13FWjANyr5MGDY5VBhjr6baGQkuZ4zZB+Z/lgfOvvRWyixNpm+11bu24McYvPrKzhbXV7blG1D4Hdc8H+jGkeOEVWfcUxI5qo7BPJB37jGV1rCT6sNwJkqwlKdJk/vcNL3P0J9J05llkk2lzAivCE+Cm7NhGKR3mt+x597cm26fWneZeatiYPT+ei2PG1jy4o5k9zZHxb+8wiIImzBi+99h+Xqzv5X9uOM9kbFx3Ozz9LTj/Rnjj7WBN88vdsuAN34fLboYNP+P19d/lkU9fwdkr5/G5P2znC3/cTkzS8QvCjMTOt6D1NQUEUw2oQQTojBvoPmSCoXwlJ94zMuWo2LZjoKh7GBjBvfCAeesMLZDVdcV4bHfrsG3YVNvN6hGsN2a82DnHxj1j5vMIxq+1LxFom6O1EfC1hv7hXdRGQ3Iw64Z/nMei0Gtt3DATRthVqX7Kkyae2mreigYcqxy0QySRoa4rxubaYLy152qX1YVq1xklFcw1O0h5hFQqecTuav2JjNmHne8G6rZpKAVtwI3t81Zq3UHT7ucmroTOeLhSHnicY9qeAXzKtM5qyMNu/tS+dtblxTQOZvnd0xwprPsa6zKK00jpOmSU0va9Q16ffXHzmxL3Jjw69puMtL310LAJyHXPm6wYzDNhIpnmEqsgGJ7e184v1h7m3ZeewPUvWQkv/Awe/zqccwO8+SfTXznzUApe+22ThXLznax89iv8/iOX8JlrTuP+rY1c/+PnSjLTIwjCxOJPEkJ/s0k737Ev972jgeKCtTeLPbR86vc303DwSdKH19E1opikfIXJgfQ4pacuJmh5HXFsI4hmhrYgbWvoJZ62hxbQUwP01++YmOQF6bgR/FyprzsaM0pQVsgdXnHwWyIq4204qXjOinGk2TTzxiU9qPuZb72ug1l3whErPolek8ikaTO2o6mqeYKlHc8bod9OotE4VplJEuLt0h0i29G09iWyikL2iP0+q2u0eFIW5aRR2nbvoSNT0p7a185D2xsCy7zuq6GUFm+yQxlZJGU7tPQleOHgBCWS6awel91YjnvdZRW0vBMzSjxX7fyhOtDeT0tf7jcjlkjTsf0fRnEaKV4SoY59sPuvw65uG//F4EK3XflJQkpho58hUqtwNNPSF+fzf9zGWSvm8R9vPBs2/Roe/QqcdT3ccAeEZlhKZqVMFspXfgle/C3hx/6dz7/mNO75yKVEExne8tN1/H5jfalbKQiCS3skccQxF0WThPjiyLRmUBfHvS0jmLTxb+sK3ocaGnnuYOfw8U7aCM/ezDRtO2Hfw5AZYZKMPAKxck4xS4DbngOPmUQn8ZFltfW60dA9UBi72/AC8yLVhNMTUDqg6UXorYOBbhyt2XyojX0tfQwm5GqtOXhwHy29A4CJmTnUYVLbKyfN4q7NJHf9nVTaHZvRWEv6Go2Vqci1YrntsQdTuLRDNJmhI5owbmH16znY3s/ftzfzxJ429rUOc52lTH8IlfPQjmba+o1ifWzTP8wp9VwctSbjCs7eCG043MWGmi6SbgxagVLoOHkumCrrCryy+THAxIilbbN9NJmho3/0CVGiyUzBfZZ1cfQWaG2sOJlkbpyzbVPB9heLsUz2mzivMcbLAZBxlZ1Zi8e+Dx+5JCFeZ4dXHxZ2b2d58xOBZSONndy1eS113QOjTE6Sdz8NM0lkOzqn1OXhhqBRovAz04bSHVoQjpyM7fCZ328llXH4yU0XUrnzXnj483D66+Gtd5oEGzMRpUwdt5d/Cjb+Ap78Ty4/eTH/+OyVXHrSIm65fye33L8j+zATBKE0JDM26w93sdnNWpaxHRJpm11NfSOy1vQnTOIPf5KQ/pQr7HkCL3C4MxoQUJMZu0AYyn4aKJZBza+gGcE5kjZSyrDZYrXDhpou1ux3Y3Q8t6QRKk4eyslA3fNs2uuLzXGK1Mfy/rtxPW2dHcWtOFrDrvuZFTMTVp6w92K9yQSY3wcg69I1KPFe6KkdUX+yeBa+sioGUjaWk8J2fBY0r+3pBESaaardT+++Z2g8uBMg4AYXcgXv+u4Baru8emSjkCIbN0GiDyeTLhgzy5VKBxWitcO+1gh1Xe51l45n38dSGfa3DqPcegJzWRUViaDrmqdMaRVCoQuUxK48F9iCFqZj0H0ouE7eSgc7orzoukw+ubeN5w+NzH3OmxypijVRFWvimLa1ecfJswrFOqBtNzRvo60/yZa6HrRnCVaegmY+FhXC+9w4r94jmGh1FdyUo2jsGfAaOmZ3ZCdf0VQKehuGtN7OGmgk5ASVYO/aGk7xKu8zyU0KspWOhszQCrhR0PJ/28z5KbCglUBREwVNmNbc9ng1m2p7+PYN53Fy88Pw90/DKdfAO34D4fJSN29iUcqUDLj4w/DcD+CZ77F4TgV3ffASPnn1Kfx+YwPv+MULAbcBQRAml2xsvZvh7al97aze3cqhjig7hkra4fJMdSf7qqux7Zwyt6O+m4F0JuAnFE1mUD4Xx0d3tfLMgY6ANSorkLv1shyti2co8wQby0xwDS8k5X1fMdf8T42uoPHsWANEmkl1+Op5BVwc82bxMRn0DtTU0RpxlSC/S5Rjg3ZY0LvbbDVUN0aaPOLgE9C4eWTrenhWEitM2nawnAzlYavQz8tNPNHVaRTdCmWTsZ2ApSds537P427ChVEl73DP6SPb6wquP89FzxOiaztjPLrLF5PnO86Y0q578YShCpZ0bgh8pbVnRFOApq0vGWjTsDRsLLCYFGthdyxJe2R0SVW8639RzzYW9Wwr+D7n9Of5Y7rnW9s0dMfQaBKpdN42ZquQGmKSZqgxHsq61nnQKKzA7uY+ttT10DeQhkNP4ez8M9saegviUb3fhpa+eNG4OJ1b0X2joGGDsWKPAu/aGsqS1hdPZy1XmXwXxNEwzH1ha11Y0y/vepuIbKkjRRQ0YdqytrqDn645xLsuOZ43hzfAAx+Hk66EG++BcEWpmzc5KGWyU77kJpMQZf1PCFmKL772TH7+npdyqD3K9T9ax/aR1kYSBOHIyCSGtBzFfVYzTxbojCaNEG5nCqxbVryTxV2bCLXvYna0zpVkHTIZX5IJb39aBwTaSDxN2i4mYOQsSU/vc90kAy6OCRytSWOUlsywFjRd/PMohXiljWBYkfSNXzEXR99+M7YmbMeziVCIdQ563HylQvsUVHss4lCsa2Sxdp7CqzWO1ijtHS0vBi1pXARjMWOVsK1y1h3qCrgOWj6LRMClDmiNJFg7XHHsUBm246CcDLV5iQ88ty5PKN3e2Bv0wvAJvBlHDyrMD4q7fTRVXCnR6OxNcbjDjMFg6ln2VHqKdb4lR6miVlWtHdYf7hp5mxleGfW+98YvO6mgcpkKEynPAhi0oJl4O21qt43UYtbbQHTXP3KWNj+JPlMY27ViJ1w32IzjQLyHeMqmrjNSkHzFO+cba7p5el/7oH1MpG3z3nVxdBxnVJ46nsLlV3z815DjaNbsb88qsHax3690fGRxl/kKWjoR+G2wHZ2NDewdSFHdGnEnCHIKqff7UCxz7kQjCpowLWntS/C5P2zjzOVz+c9TD8JfPgLHXwbvug/KqkrdvMnFsuBNP4Kz3wKr/x02/x8Arzt3OX+9+XIqyyzeecd6Ht3VMsyOBEE4YtJxOPhk9uNQsl3IUtnCrc8f6qS7eh364JOB2K2QbWb7Q90HWNC7i9mxupylrMC64BQIpesPD+3GlROOfNs1bqKjP4njCpjFlTw/+d9rajuj1O5aB41DpPnubzOZ13rrqYrlhM1wJppzgfO7huWm8QNHDtk5V09Ha7r7Y4H1VJ5Q7PH37c08tK2OTCpBdUdwHyPi8NNQvRqSUSNgpwozvTnJgWw7YokENZ0xlLaNYF5w/owCp920+Y5VRm9eseuicYauINrYM0C6/YCJXxosi12ojIyjsXSaslBQBLSUAm3jJIP9yF5TviQcGduhfrSZ7dz9bKwtnMDojqXYZZ1NvtI6qAEta8hx+1Aklqj4WRzk3EY7grW9WndCog+ttSn3MMQ1Udl7OOt6CuQSgljh7LWX8CxWWbdW9yOum10qZqyAgxHrNOc1FaOxo5t9rRG62xsKVlt/sJ367ty17J1hTx+yLDi26VFS7QfYUpc7D36XUkfrgPu0v70bDndyuCOa7cfelgird7fR2DMwePFwnyJZzILW5rNopvMsZvmurYCJb61eXbjcd7H0xVNZpbg7liKRSMC+h7LF3Bf07EK7SmxrJM7BjiiRZCaXhMYdjyNysTxCREETph0Z2+Ez920lkba56+Jayv/6YTjuZfDuP466rsyMIRSGG34Jp78OHvqc+SEHTjtmLn+9+QrOXD6PT9zzIr9Ye+iIUw0LgjA8A6kMGw53ZQvBJjM29V1BoSdsKVK2g2UnWNCzg4M1NcZVz04ZxcWxCSlzv3pKUshOoLRTdEZXaaegvlC/r3jukAJrfjySgpCTco9daEEbSGVyblJ52yYzNp2xlMk82FNT9Kg4NtQ+C81boWGjcR3z7Ud57nBOhozj0BE1CR764il6oglTRwrc+m9OVq6v7Yqxfn+zie/zJTaoSHSi+wtT6C9veYqBbX+lIxqcxR8xTsYkAEnFCupalSe7cfY9lFWWatuNW5rSGdPcrHLhswg6GstL4+6kmd+7J0/5GFxBA5gbcd1DB4u/scLYtsZyChW02QONHNv0KJWHg8Jvdjhacu59xhJczEI11NgNbllt7ouTchRaKeZWhLMlI5TPhhZOR1HuNVlw/eugwH+4MzY6A27NWuO+CmbsOvZDzbPsbeln/eEuLGeQhDfJKLO7d7G4a1NumXf+lCLsmtVqOyKBVO3eGXMch0g871wV00q9ayvWSVfSnLdMPM+FuHkr8e5m2vtzCo8iGPPlDUlVvCUXm4YJWQtc9/sfCew6V7DZoTeeU8S87Khb6np4al+7caXMp3599m0xBS2RtqlIdDA/3lAwGZRfR22kHGiP8sIhM6Hw7IEOntnjKrP9rVg6w+xYHWX16wBo7Mkp13beOHntlBg0QRgBtz95gI013fzuomqWP/EZOPEKeM9fcnEPRyvhcnj7XWY8/vovUG18w5fOreC+j13G689dzv/8Yx+3PrR3dAKIIAijZldThNZIIjA7vLUhaDkIWxa2o1nYs4vZsQYsJ0UybZskFM1boX0PIVeU8xQ9pW2UdjAfVTYZwLxKI9TOqRht1trCuC6AkGVRnuqhMt6Wcx/08fieNvZks0MGv0/7XJ782SsdR+csQrXPFuxT+faTfe9k6IqmqO2K0tw7wIH2KIf2b4fWHXnbGgaSNpWJNqoPHaSjO+fKtqRzA1bdc262P82c/kMsbXsOS2eobu9HWznFdkRRL/6Z/pAb75xJkbEdkjXPM6f/MGXp/kDijHLLtQo5ttvgPBdHN3uh5SpkVb0HmROtMbF5RUjZjnE/LeYGqpRx6XKLYx/uiBpFO1RO2nGwnBRloXwXWdMnR+tA//xKl6cw9RYTxBnG4pBVugaZKlAWoJhVHqaYBe2YtrUc0/as28bBD9PQM0BbJFHU9S7fAplI22xr6C1uNdVONtNkvkKbS5phowHLTvkMvO7YOZmcIqkdOqJJvHPubT+QSLFmf5tJGlPYAN9bz+SmyLj3lPZi3RwH6l+ArkPMi+wP9je/vZ7xPc/9z9aFiVmCLTHfD5Yp1rKThDJx1lS3F08qZDRAtGuZSwcUNIclnRuZ370z607tKPM7Vl4xGo+o4NimUjml2k67il6ojDLXlbqxL8nmuvyEScF7Ip6XyKlvID18MpxxQhQ0YVrx7IEOfvz0QW47eQsXbfsPOOVquOmPUDGn1E2bGpRVwbt+D8vPgz++1xTxBCrLQvz4XRfxgctXcee6Gr70lx3Dx5UIgjBmvFgLy/e8z094cKC9vyDVtwPQsY+BdIZ4MpVV0DKOQqFQ2lgubO1lAfQEQPOnPNYEO/9sMiLmk9XFfAL3IPFiXkvLk91Zgae5N168YGvXwezbxq4IdTW5JB8p2yGSSOM4mu2Nvayt7jDWraIFaM1xFlSVo3SGqrIQaNsIfFoPElPkNTgnzszv20vq4FrqNj4Y6IuDht33s7Tjeeb37aM87U+0kNu+2HEythO0DvgFXNdtCifNU/va2bl7F/P79uKocEDAK3cVIkvbWEVdHI37PtpBobBdITWcGaA82cWxjQ9Tlg6msq/vHgi0JReX5kDDC9Cyje6uTnY29bGjsZeOuLEuhDPxrMJR29Fvksz4M9f50r8XE8ltV9H1Mztah9NdW2RtX5uGQKsQWlmELJW9LhVAIoLlufraxRN89AykaI0kAorWQLKYm2ewzZtre6jriuVKRPja2djZa9wbMVbP8jyLY9p26IunTIkL/AZbt592Khhrlt0wnsv8qE3a/qKxfJ0HcopyNnuilb1svIywL1TX09V0qHB7QKmgxarYuQyn+3F6G4dMiOFocNr3M2ugsej3K1qeYHnr00ChUoN35KbNzK9/nEVdW1jZ8FBWkUu662t8E1Hu757KL5PklpQYylLr+MbWOwHZ2M1QGRUpM1GWcgrvP28uqqx9F0vb12Xb6B3txYae4ctJjBOioAnThrZIgn+9bxtfnP8UNzR/37jz3fh7KJ9V6qZNLSrnwbv/AgtOhHvfaWbiMSmUv3H92Xz2mtP485ZGPnXvVknDLwgThCfs+JWyYkLFnrwaZY5jrE57miOsr+vPusc5VhkajXKMBS074R5tpz+RJp62Wdy1hdmd23C0JmQXugZZdhKtNYc7o74C1MUtaE42fktnBZ5Ntd1sK5ZwqOsQ4ZTpx769OwMCWjJt8/S+drY19tIVNUL/YFYWy0nT0Z/AUj6LhXbIODqXTCGPrIWirDJ3zIpFRffvWQ/KU7k+eC6hjptsIjb7+JyQ70sAsqm2hzXV7YXpxl1StkM6lQr0XefVivKuBS8ZSlad8qwpKZvuWAqlHcIhlY0BDGUGmNNvXEUrksEZf2NBC/6OR5MZnt7bSjqVcHdv2ppIO+xtMbP/4UwsK+gf6uhnX2vElxiBXMZF/KnGdXa8i53CBb270A2bcjFYHukE6UQsF4c1qAXNVWAtxdKO9Vh2gjmd2+DAYyxvfjK4bt61cKgjSmPPQLZenEaZ66zgmgl+7oqZ+yBtOznLjzterZFENhbScjJUlAUtaHtaIjxf3eoVCMDRmr9vb6bZcx20U7kaaZ6baiYB+x7ONmtJ50YsJ5WzUmtNwIqTdW91v69/IaukpzMOe578HfG2w9QMEg9oAVUDzeh4JNh73/W7rH0dVsMLOHaaikTxJDOOo4NW66IJTQa5R93ERkSacbSmKm5cjb0+e0qZ1vjGwfyLJe2gnOJOPO1tibCpNs/6lZ1gMB8X9uwktuNB8P8ehspZ1G1cdbUKuoP7ty3vPUB5qjfnau1SXOmfGERBE6YFXr2zd6Xv5+bEr0wR6nfcHXgoCz5mL4b3PQCzFsLv3mr86TECwueuPZ2vv/FsHt3dysd+u0WUNEEYR7Q2wttIgsuVk6GCNH6hsTeeYkeTUSAcqyxbWFe7CkTOxVGbjG1169jf1p91GVLeDHPe5PCsWANLGh8j0d9DU2/cJ9Bp/ratqTDA39d8RwMD3Szo2TFoMIY3452vlHhB/+2RZNaFymtaVzQZcIGcHaunrnvATUWfNspAOu5a+zXOEBYYHfK7QhUm38jrUhbPwjm3/xCg6F14PtG5p5iFvpT9XiyMX0HTWtPgtndHYy/balpZ3OFL9JAnAOasJk4wBs0lO/OPY2KX3P5WJdqoSnhFyfP6pshTFjU1nTEGUmkG3GyJfjc3TymrSHYZtzytcyOjdXY9v5KlgzIzYCYgQk4yW2Mu2wdHm3IBfvY9xKFn/8CuXVvNvge5hozArAhZJlHM3P7DVEaLZzbMOK5FNc8K6beE6Vg7SzvWB74vT0WYGzlIPvXdA2z3auO5Cq+lFOGMWyBcZ6j0xXdqbZQ6pd1YR62x3TYdcjNQajudVWg9l8KD7cZa6R+CimQ3GUdT2xVj/+4X8xQSG6erhgOHDxNLZoinM9m4TsdO42SSzO03/WnozkvsAVhKs6h7K5W1wYLR3v0aypikNY7WULeeJZ0bC2rU+fucZaCr6IST5aTRfS2QiGBbJpv2/rZ+9xrVODpXYyxlOzT2DATOWTrfgobD+t01uaQlrsI6kLZzinAe/hCOvQ2tKJ3OxhD2JnX2N0kX/E6YPnZFkyTdEhbhTMxdrokk0keW9n+UiIImTAt++EQ1l9b/in+z7oVz3wZvu2vm1zk7UuathPc+YISE374FeuqyX33oFSfxnRvOY211B5+858WAkCQIwtiJpzPUdA5khYT8eE/lpFjYvR3lpFna8TzLGoeuI1Se6qMiHMrOwIczMdDOoJkGNa4gnve9N+tuR5qD7dGA1sQadpBI28RcVysnK467gnDts9k4ufzMgoHjq6BLUjrj7ieTJJTsDbSxpitmhDcfjiojE6okZCepiDZBf2sucUAR4SirPLiTdUb2K+6uWWzEAhZOd83OiGs582VldPK1FG3TG0/T1p+goWcAjYVK9lKZzFkgdJ7y4I2b5bhKuSreMqUdI8QWc1Mt7EFgPctJkczY7j6Ca0bimaxQbTkpZvdVYzu6IB4p40s/7sd/zXlvF/xU/+EAACAASURBVPbsDG6rNQyY2L+etgZSCSNEey58advJizXMNVJpB62srABvxql4GscXDnexpyVCTWcsUEbGv7/K+ucoTwXjPuf37TFxWkO5W7ouuyHf+VOObWrXef13/1tOLvYsG+blWb3tQrfJ3niawx1R3/1l7unOaJLOaJK29lY21nTnitgneuk/tJ6+2ABNvQPsbo7Qr81khLaD92Fbf6H7Zy5JiPmcjXVzGzu/d6/7UaPdEh/F3EiTmcLfnKITHk4aVb8ODjyWLVIdTeZcDR1HZ11F07YTyCSpXQXOW3fRrHLQmjkNT+WSljgZ30SHGaP1h7pYsz9XGsApcj+FXO+B7b4C9dqtCegnmrJ57mCnGy8YjNUrVn5gIhEFTZjyPLu/lSXPfY3Pl/0ZLng33HCHyVooDM/iU4wlLT0Ad7/FpLV2ufGSE7j1LefyxN52PvP7rcUDewVBGDU9vvpj+S6Mc6L1zBpoZE5/DWXpfmxdGLDvobRNebKb8pBifkWIlfOrKMtEmT3QMGRWMa0hZMezcWjze/fk3IoS+bPOmspEB2X9Texq7mNva4SM7dAeMQLK7Fi9EQTtXCyOv9aW7ThuJkUvjiQoUKcdB8tOsqj1ORa3Pmuy8LVszbqAFkwOKUXaqiBkJyiLd7rH8FzsCscpG0sbzlnQBktkUEypDSgx7vueaIKuaJJtDT0FWek0RgkfSCZzyqEKEZtzYsG+vXZoremLp7JWzlBmAO34XNl863lHCSmKpsr31uhafLE5hiLgjuhf0xPKHW2stRnbRmsHx6ogUbmMikRnIDGE9y5tO8YVz1seNLABDJpQQmtNfyLNjoYeDm36BwfW/h4gG+8Wz6uBVh62SFYsIl02j3TZHCCX+XDWQOPgafaBg+1ROvqTgdTslnKVNKWGLJdgFR0zjFurmzExZCm8c2TpNCFLoV2xuS9ulKNwxrufcq7Ayo2XHIj7sin6rt2U7QSu+znRmqxSqrRNynbY1ezGR6YHspbQqjI3cYandNpp5g6SFKilLx44rsYk6DnQ7loE0Vh2ImuZdRzQTp47pYfW7G7uo6Yz6EZZLGZN6TTVbf2B5EhmHyZm0UFnk9OkbYdwup9ZviQ4dsZMXpx37Hy3nXk4ds4S7/atvT9BXzydbU9HJOjerbSN5STdiStz/UPQxXGeO44pb0IJ73yUTi4SBU2Y0rR195L8/ft5X+hx0pd9Gt70Y7AK/YaFITjmHHj3n41ydvc/B4rovveyE7Pujp//4/Yhg4QFQRgZYcsaNCucl2Ut5Li1rrQeNIW30g6WNskbzlxawYIqM+MbspODVXPC0Ua8WtK5MeveNSdaQ8hOGPdLu0hNJ20HJKG67oFsLJXSDrPqcvE/Kk9p2NrQS2c06UuLntu3V+dtRcsTWJkYjgOLu7ayf9e2XPKFAglMkVYVWHbCl+raFTLzjt3en6DTrZOk/SVWBhGqirpkFdEAMnaGmq4YGUezu6WPDb7CxhrY3Rxhzd5cyn6tQtmsc3lHzP71/7QqHNCZgs77m2dZg1jQ3G0SlUvdfVF0PaWdrIVFZxKsbF7Noq4t4Drd2aEqLCdt3OJ8B05WLDYWNF8hYMexoX0fSV82z/zru8yN67Md49JW22EUjHjaJpJIZycAjetvbtuykCJVvoj2Y64EFUIrFbBqeu/SZSMroaNzQzRkVkJrMOtkVy7ZhqVyVlDLybifLbSyqI6a2PdwOuomCdG+MdHUdQ+wvzkXI6XycoM29QYLnGdjVvOVcjudjcsK52Xd1I4zqALrTbBY2txnjkNeIhTNko4N2Y+O1jhZRTffAmUzp/9QIL7S0bowKQo5xbch3/3QjQFzHChzLZGpjMMxbc+wsCcX27anuQelnYISEB57m3tp6Utk25XwtclzK+/IS82vHJuQncxNhmk7u71HVXk4sA8tCpogDE4m1kPXz9/Ia3iBjsu/QdnrvmWqLAqj5/iXwY33QNcBuOcdprCqy4decRJfef2ZPLi9ma//bZfUSROEIyQUsopOdviFwpBdWIwawA5Vkqg8xl3fzCZnlYhsjVtVcJ9mwiaTrfZlO8zP+AeQSee7LxlXO7+lqCe/OLLPmmLpDJadCgTP98bTLOncSDgdDQj7llKBFP0aTUWyE43OxsAVixZLq3JTg83dV9bY4LOUdMWSgYK82ionns4QT9sFwvBgbnJeGwEWzy73yaW5NifStqlNl/dVLtEHOIQCafpz6+bS1nuWulT5QtMe7W+XJxT6xs5SpNLFrDyq8H+R3+yydATlJjnxUptXJdqMVU+ZemMZ22Z3cySgVGsVpl9XkexuwHKvUbX7fjLNO9jX0kds9vGmT3lDvKzdZAy23T77r/VqnxurznO/Def5YR6/eH5e+v/8/g6PK1oPWU6mLN1HeTI/xTqBCUyjKOYsW0opUBYai3TZXBwVJmwPBJKEmHWdUdfv8mKbFMH6cjqTHNxaiR7Ukp52HJi9FMu1fEcS6YDionACvzsOOQUt3wJdkexift++wLL2/mQwW6K330EU38jOR93Jo5yL47b6woLlyo1VC2QjxcSAHmyPUtcZyVrnlHYY8GW/3N7Yx/aGwn0u6t6Kckz8WFW8Bcttr9I2jjKTXmVhc8QmV/nzGlCRLB6PNxmItCtMTSLN9PzkGk5N7mHDRd9l6XWfL3WLpj+nXA1vuxOaNsMf3hMoZPrxq07h41edwj0b6vnhk4UB1IIgjJxwyLWgaZuF3duzhYf9blWVibZsQg2/Ba1n4fl0LbkYjZVdbuXJqArjVphx3QsBoq6LXcp2qPO5Ii1ry9Ub00AykfQlnDDCmNIOyUHiUBUqYP2xnAwrWh5nRcsTgXXA1KkyAqYhpBRFSqjlH6CAjFZYTorKWIOZqXcF1mgiN05+d6t41QpQuQxr3qx3WZ7wX9sZKygv4s35hSwrq6j4Z9ZTvhn6slSuXtbSjheyy20VKpoRztufX97NhGeTCc929bNg+/xKj+MMMnufTbeu/P8KKE/25FwT7WIWWqOguWvkdg9E5p9FtK+b2bE60A57WiKkso2z3PU00TmryO+g4+CWgyguqJtrKaiI+t1ilWUFiq0rBZTNGtTilX95zakIudUnggWV81nUvdVYmL0Mgx6+zJ1V5SZpCbhucsoow9nzqkImKYY2ZuvsfTIGq0vGMRMxlcke5vftw1KKvniKZ/Y1Z+NCCwzfuli5eh++SYP8NP5GUfcymJYTT+VcBxf07gqs6yXKCGwPAYU0t7x436vb+7PWrpx1rHBdy7HNb5Iyo+zdi7VdMXY39wXuzSWdL1Cz/v7s50giHaiv5lGWiaK0U1DPUWkblIVtVVCWN/nvubLOidaAdpgbOcCxjQ8TTkUGVULHG1HQhKlH604SP381lbFm/m/V97j0TR8rdYtmDmddD2/+CRx+Gv7y4WxNEYAvv+4MbrjoWH7wRDX3biieOUsQhOEpDxt3maqBVmYNNGZnn5UOCozF3WeMQKiVlbVgZPHJFynbYVtDL81urIk/OUfEJ4zlW9Ha25ryjmfix2Kp4kKHZQWP6/UhIJT5lATL56JlKUaW9SzPpc32RBMdTMkfTxUqGtE5q+hefBGOVjkF1kuo4gqCnkCddjR784rMeha0sKU4bdlsTlw8O2BByKRzx/SsRPk4WFkF7dSluZqcnoKt8cVxKYUdqnTdHhUd0QRaa7qiSdp9SR6M6F0kxodc7Fr3oguxy+cVbZOl7WymQZ3J9aEq3uLuJaeg5QpUw4JZFSSqlpGxKgjZ8axilIsd8xWwdq+5Sl9q9v6EKc68pDOXzTITmkXctQo7OtivfAsaoXDA7VQBWOFB658VoHP9H4xAIpFEWzAO0X9Pas3seBPKyRh34+wBtLFiW2E322jQxXHktr4gVricc4+dx6LZ5WhtlCrLSWddC/PVMa2DrrOFHQ0NocDpbBkHxyqjvT+ZVWBCln/8FfP79hZsHbZyEzf+e34ol8CkaxG2svdpMTfwnAVRK6tA4fMraCE7gU72MztaN/j+8NqYwvYpaCGVqympVcjnPlposV3UvY15kWoAjml/lpXNqwc9zngiCpowtdj3CM6vrqMvluSrC77D+9/z/lK3aOZxwU3wuu/A3gfhwc9kp22VUvzvW8/nVWcs5WsP7OSx3a3D7EgQhEIUykkxv3d39hlv2UnQevDEBD6ymf+Ulc2C1u26HPrlj6QbzN4dc2NMilhw/LPCA7OOI1m5tMhDXweEnsLeBNWEYpYMFfg+pwxYlho+rlUDVjhvQc71z6/gFcTn4FMuQhVYeXEj2fHyNTC/rEhWWFQwv6qcWeWhgJBeOdAUqA3lF5K99xlyFrRZvqQNRhkylg5vGM5YsYC5c41S1dKfpK5rgIbuGBt376ffp1gP5mqutJ21OMVnrSQ1z7gc5idlqEy00dwXZ3tjL/ubugq3VzkXQC/phONowq71KmOVE8okspYwL+mNcotoQ6523OKuTdn997rJM/wKldJ2NmOe1kFBWuWpM/llGszCoJA+r29/saExbcK9ggax4EEwlmtx1xZmWYV1tnD3MyvVxYLe3cbF0fLiB/9/9t473o6yTvx/f2bm9HZ7Te5N7wkJhBJ66CiCIj+siA1XkVXXXXVZ1/ZVV7fY24piRyxrL4gNLIAICGLoQoAE0ntuP+c8vz+emTkzp9yS3Jbc5/16neSeOVOeMnPO5/N8Gq6bqK2tKa7SGd98B85Qz5gsaHkn5aejt5woMccm5lgoFI5l+fcQVLqVasV/mOdruHh9VfSVHx0/Kf6zVigq+ocKwydZsUr3T8jFcZjvkl53EaikgAeTu3jJWAolJa/KvVBNAYz3eR4BnoIsLO8IL1xYKs/jO0uhHfoeUaAUyrJ9q55vzQ0sEgTnYDIxCppheqAU3PYJ1LdeymPFDq6wPsTbX3k58YhJCDIhnPQGOPNauO8GuPnffEkmYlt89mXHsrIzx5u/dR8bntk3xQ01GI4sxHW1Sx980neTiQ/sILv/kZr1hcKUBAVP2WnJuFnHAnt5iTN8haOKMGMFVsKHIhkO5hZWrKiLgrq9D9RsTVHpZBxKKWxLfHfNmq0PKmjDpeDzri9AMAGEUr6QrtDFeP3zVRH+PHejfCwX0OtKsV+gBc5CqE5ajXagLQNBN826vQ/QtPPPfsxdSGZ1/y6KtqDFHJtg+JSnzP7tmX3sdpOZZBMxinY0dK7ewQKRoZLwqNteo53lQrPY9A7mK5MyQCnRS/nCgOhshMViESkO+YW7i65rmYgwZMWxi/2+wO3NgxTzgVDw0YmQogr+nJZb0CyLsAnWtcolvN9+KfscyBz4u18YPfiZ7SoNxWJ1Zd4nMIRR2yI7EBDAA/e31sOEZO9msv3PuC6OgdOIjVD058ru2UZ230M13fwqmiE2O5uO9/sQjer7wntuyhc3ymPRhouxAyivwxfEUnnyjn7u9jSsRokVcnPe8Ow+NteoM6YbX1qgCCpNwy1CbQnEd0VsK3ycO43NO27XboVQQ0GrnNeSC6a74OBYOCPkKyj6rq0KJY4fF5fse5Z431aq1UibbIyCZph68oPw42vgV+/mL+nTeUHfO3nPy85hVn1yqlt2dHPGO+Ckq+HOz8GtH/Y3J6MOX7hyLQ2pKK/56l1s3TdK1xKDwQBAv6s0WYGV5WNi20I1sgajdVWP9SxoSmzfCuF9F8YDdZjKq2IUrcosgiHPLbEYiGSrrIqX3kdti2TZopi3/97eIYikiOQP0lkXVnZ2B5KKBBW0oKvU/uziivaBG4+SbChrjz4uX1R+WnCodBEFSDlaiFbiMNi+lsFova/IKVVKh17NXTCIZ8lxLIuiVVljs2HXvUBYcfLGpj/aiBKbWfWJkFIadC/1LEuWZSNiMTBUZNNePb97ewcr4nxqyt6qGJrYLfuHRiyRkux7tmyLuEqBonn77eFrikXEchW0fElB8+LNRBV9S055nbdaWCqPEotdDce6FrRKy0lpg76PF7dm9Ft0m8rd+2KDlckgIpblOyA2JKsrJ4mITV2yVP8qGbXJerXAxEKVmalsEWbXJ1nSltXKK14MmviZO725Ur5YP4Li5HIgPY+Ck8KbUE9J8LNQBm6CnlRXhUKm3GvXWgjZun8gtKAwtzGcCVNUUWftjKRRYtNfVgLhYH9tK6ROKuKdp7Sf5wo4HJYIXQ3JkAt3MHOnp6BVKEmBch7JaOn7TlA0pWPYrnIdsWXY8gwAsab5CDqhUMGKhhazGnfdUzu4cxIxCpphaundrVO/3/sN7u6+ist2XsVbLjyGUxY0TXXLjn5E4LwPwuqXw+8+DL95v7+k25KJ88Ur13KwP89rvnqX75pgMBiGJ/izHgtkiYs5Vsj6UU0JCJ5h1ex6QAerW3VdgI6pWtvdQDrmVAisXjay0LZgjSuxGSpWEzoC7mYiRJ3qgm3vUJ6hSIbO+CC5ROW1PEIKWuByfYn2qn3uGyqwu6/AvtxS3QZUVTc3x5Kq7k0WBe2GqeBPu1MMRTJ+n4aKRV/Bq09EmNs0cqp2y4I99StJtS0ICbR+oe+AAO+lSh+0kjphhOgx9GqUVUMsCxHdNs9icXAgr2ujBUQyz3WtNRMPH0+B4F2mxGLznnDK9lrE3bkN3jmewq1cJUhEcGyLTQeKWGqI2IB2jxxQ+lhL5f17r6o7Yk2E/mQ7eScZcgEMFn/W59TXcWzLV1iqKaslt7YSjl2Ki4pa4YO8xYK5TamQi2MmHvGVAyUO/fkCB/rdhQClfyZbs3HiEbtqDBqULEnbDwwAimSgTz2propFj9KIuOPozmeksdvd7i1QlMZpb91yvx6ah/bQU6GC2kEe2bY/NNfJWLgdVnHQjyNUYtE7VKAhVXpGHTusGPfHmkuJd1Tp+yVzoHZisYIdr9hmiX61bv9DYFtlH8oVNKs45H8HhCsOKJr6nvAVO8eyaiqt3lxksmlWdmS1JdCKYImwrL16PGfoSsNYJccbo6AZpo4dj8IXzoLNd/Hwuo9w+aPree6qTq46bd5Ut2zmYFlw8Sfh2FfAH/4n5O64tD3Lp196LA9t2c9bvnXfyO4UBoMhhJMvWX8cO5zZLih8BAU4T+iNRbQSVHASUD+ndFKxqjrfeG5zQYKr50qqp/5HKV8xsKR2JZPewQIH7BxO/uCwrotWYbB0vsCqdNGyOZieG9rXEwa37u8PCHKVCtrB9NyaDkdFJ44VKEpcS2noHcyHElJEbYts3PHHyA/9E0FZUfqz80Lt9wSzHQdKCqiXwKSIjgH0BOv+eO0FRkv79IW2iVI4+R7i9R3szy7S1/MSMJR1R5QK3TtK7FB9quEYTHf4nQ2Ok2NJScF3EyYU3ZgxL8HNQSvt9q052JtRXddrJ7hFs12hPxtzKutdSTCDo3YW3NVTGvN9uSUMxBqJD+zAGToQuskjtuW7/Ja7uDWltJuwY1sIwpb2s0lFHVqzcf9+VmLzwLP7ecQtC1D+tFhlCU2qCetWcYiEU9qvL9HmJ6upoCwjZ3PHXFhwjn8vBvuNWL5l3j8c6I81hSzVYcLb7bIxcfK9OhmRa4EGbWH05qS87poOwgs80+7YBxeiymMKdzesqdIqqdhP0MpsNQZijQBk9z/sW9CCc2EX+unOP0mT+31iWSWFb0v72eRt7YHQH2v2jxMsHMG3oOn+BsanZmmDybOsGQXNMDU8fgt88RwYOMCW53+XF9/ZxcKWDP912aqQqdswCVg2PO+TcOLr4U+fhZ++BVz//fVLWnjXRcv45YPb+M+bHx7hRAaDIYjnwrO2uwFLJJyJzovJsWJlApYbLG87LGrNsKCjORyLIeWiDeQSEV+gDlIhYLmkY2H3IKkSrF/Oo9l1DEWy5IvKl9GitlWRhS+SP+gL/1KmSJS7YUYsi0TEplgMCLtKHxk8ric1u2a6/oMNKxEJuoPpYzMxx7cYAQwNDvgFcgGWtGdZ1FpaMS/P3VbADlkmvD7t7avMJDlUBGXZAaGxtmhl2Q5SoUQqnEIvu/NRXTKAknJQOR/BJCqjt2Ltrl8NEa0ERwJKYsyxdVkI9/4REaK2xVAkbE3YV0iwpf1cDmQWBK5daseBzHxaWtvLrlrZziIlF0fH8dO6lA6pktgi6Oaat5McTGlLU1siLC4H78VyZaY1F+fYrnqituXevxbpuL4fPb0leH/u6RmskNFDMyFS1a3YzvcSjwQsodXiqPxeh+/ZqC1gR0btXVdUioJEqKWfRRwbpRSJiM2s+mTVBEEFO0bEFl/xjjk2C91MpOXKs6J0PxZRVS2bXQ1h92ev/6tmlVy6RSqVXUBbV6ugreKQ6tnkK2jlVkNLwgl6PIpWlIKj7/tC8PyW7X/vet89wd56Zx9y0oQxCprhaOau6+EbL4RcJ/uvuJmX3ay/ZK97xXEhv2LDJCKiMzue+la45yvw3Sv9ejCvPHkOLz+pi8//7gm+fZdJv28wjJagu1+FmO0KBUORVEhB84ResR2y8QhNdbmwgqZUKI0+uO5bgdX8ukSU+U1p6pMlq1oweL+rIRm4ZjCjXm0FrWDHtBCvSgKmVhWq7F9FKFVWpMLdSVyXwIIioNSFLWgKbe2pllGuL9FOd3MOAT8OyxPZ5zenaXKTq+jzFokFBM5oDauG1/0iVlULWjWKSmf08931hrMwWlbF53ahH1FF2pqa/PnPJfRvYVM6RksmFnJ/RIZv1/aWU9nWclpo22CsAcsd12TM8ds6uz6BJeHzxCMWg7GGUGIVJZa20or4dcqCbepNdtKYDFtxw8qJd8/IsJn+dKNOCBwRRij6yS0yUQEU6ZjDcV31ocXdtgrX0IBy4Sai8YR8r5XBUhUPHohWuPaLCLlEhPacPnc1l127OEAqoj8rWjGGItmK26F066nAv26iDMuh3EbuFQcvZ6hQJF8sVrWgZeMRtzA0pGIObR1dVW/LvJMil4jSH28BdPxWMubo57rMAg+BOVFUfSYbUlFd9D1AxJLQ8yYiVZUPb16H266LSzu+UjoQa/Lb5fUvdG6xKLgWNBX0PhDLv188RTmkNKoC/fEWdrScXPPZm2iMgmaYPAp5uOkd8LO3woKzGbzyJq768Q427+njulespbtx5PgAwwQiAue8B87/EDz0U/jqxdCzExHhvc9bzmkLm3jnDzZwx+O7Rj6XwTDDySbjoSQhFfHuXqY2O1G2muwKDp5FLBIvEwoqhaKKjGW2TX0qGjrMEyYjtkUy6pByF8PC9cyGC663UKKFPu9yuWSMbd0X+Xv0JjvdFrqCT9m5yjMpiuhYEjc/oN+/oECUitqcML/Ff6+wfGHx+NOfw5ymlM466JnYvLpmgRgmgIUtad/Fq1aCFsBXarubMzXdPctRIojl+PE5McemIVk9xlACgqGHk9fZ8hZ1tfmK0qz6JKtm1RGxLboaUiFlpzWb4KwlLe61Kxs5FEmTL6uPpsRG3HOLWOSVq5xYrruZd55AoeiCHQscr5WTS1Z3lhSCMkUxEdH99hTxsCumPv+ugwN+Wn99CqlMNuLGXLp5TAKWJtyYId2+WM9mXdA8YrsJPDSJiF1hTQleolDUta+8flhllhTQSW0GC8UKJXFhS4b6RBSQkNV6d8Ma37oYZ5B5c+aypeMcv7wA4FslfQtauX8tCqxIxf1xMDWH4aj2yNqWWyRegYqkoGNNVe8kX/lJ6GfCU9ytsH6GQo9NV2PSa6mvoK3tLiX58bKA+u+VoiFduo+8c5drH24+SApWjO5Gz9JVsmvvzyzUfxV1yQZvzoYi6dKeboMHs2FXyarPe8BSK6oALUtDi1NelktlRaouNEwGRkEzTA79++HGF8Od/wsnXY168Y1c+7OnuHPjbv7rslUcP6dh5HMYJod1V8PlX4Wt98P158Kux3Fsi8+87FjmNqV4/TfuYePOnpHPYzDMQLzf+Eg0rIz4qbOtGHvrluP9/BbdAHUPJeImiHClDScRli79WKuSgDHYeWLoWvvbT4PO40KH9SU7Qu3wY64C1gwRHQ/XF2/lYHpOmQVFC6RFpeszrezM0VUfD8U/zWmpoz0XZ8gViLxreLFm1VLdi4grMFdfpZ7VkKIlm/LTrg/Em3i280KemfXcUNY7L6GCwmJJW9btqz5HxLbIJaLQOJ+GBSfQfew5pX6h3Uw94hGbS1Z30ppLhd2oAu1ryYQFTrBIxKK+YHrBijbmNadZ2FLuHgWoYqVFxc3gKNEUpy9qZWlbFkvCVofg9SOORSbu1hWratmrFO2Klo148TcifhZQR4SCUiXLLRaJqGshCwmm1eJzStuKVgTLgkzCYcjJuOcKiviVSl01yj8O2pg66xLMa0qg3Hi5aM+WqsdGqliUglvyRZ39w/Hjkbxns6RU+8pXlfZ6rrLBxDwDsSbfHU5UgXi09FmsPBGK490/ul+eWytOHCyLYl0XO5tO8PcvOPq5CVpFvVjF8gUb/d2i733tgqiVUSKp0PfM8o4ss+uTbtF0xcruFqK25bs1ihCuseYqwF68rFK6Llu5xb3SCl+5oCRChZUQ9P3WOP84mtOegu9tFz/G1in0URQ7cI3S95m3f3/rsaHz9qS62JdbxoHM/ApXZnAXqVqXgzsvTa5C6bukB56xvkTbqJINjQdGQTNMPHuehOvPg8d/Cxd9DC74EJ+6dSPf+8tm3nz2Qp6/pnOqW2goZ9kl8IofQ99e+MJ6eOzXZOMRrr/yeGxLeM1X7mJvb2UshsFg0IhTPdPhQLyJnvScgPArZfEUXkCMa32LxKu7DLruWEORLJILf4cqy3JXiKsIqmVCaXd9wlckLKBh9XNoW3kW++qWs7X9rOCRroujmxjAsSuEMyvbSWdDhsyc1cyuTwZibdwu2VH21K/09/cEvGJR+SnLK9rrun0tbq9zhcPAKrdVOr+fal7EL0fgt88P9bGYt2Q1nfWZKheqGKiQJWBOu7ZYbW07k8GmFYBOW16XiGjrUrJcqiGjwgAAIABJREFUadOFryvID/gWwnTUZmFLumRptSLkkjFSVWJpgtaokPhbLQatqhJkIa7VwJKAQmYB89b7FhIlpbhCb5veXjrngfql7G5Y7W/rbKxjZVczNMynUCxZLILKf97xlPPqjou1COoI2XiE2fUJipZnCSxTDty31ZJyBPf1El5ZvgXN3R5ItOPHJVVpWsS2WNyWCymgRcsJuQFKwPw6qz7p3ot6/3xMZ2j1rNcHsgt5tuNciOgxKnSsZSCQjMWzwgWtok3ZkpKQijskow576lfS45ZD0G7PbnSpZelX17pSHyyLeMTyraSddQlWze8qLeBQ5sLoW/vct2hbd6HMUhu0ZIK20JWUotJ3T3VXaqGQ6w702/G3ewqzXehzM6Z692hp0aHURIFYqV2zGlIsX7WWU5bMClwpqDiWvAjWdjcwx/Pm8greu9fqTXRwMN1NJlY7i+14YhQ0w8Ty9J3whbPhwLPw8u/B2ldzw51P8dFfPcqlazp5yzkLp7qFhlp0nQivuwVys+GGy+APH6WrIcHnrziOzXv6eMM3/jJi/R2DYaZi2V4KbktnZnO3i/+j7ybtFjvkSqd8bcYV2p3qClrRy4pnOVXiqbTLWlURyHdz0++TQVlDtPvbvOYqlh8CAl+qGZoWQsPc0B6FVDMsfwHHLOimdeFxqJjn0lVKONCb6vKtC/2pdizLjQmqkuREH6uv62RamNucYl5zmtWz65jXVGqjFXRxpOSmaVXE2XlWnFGIPiIh4TzqCHknRcFJ0dWcYX5TmkbfdUtqlh5Y0ZHzEyTEHBsKg76SnIlHyCWiJTdTy6ZmceEa1jxPkWhI1SrbAA3JKCfNb3IzSHqjoP+2o0nqm9tpzrpxVcEYw9B1LN8lsCc7n75kp3+mxsZGbVVomMvgkkv9pAwAzekYNMyjP9FWvVs1W+19pnzlwLJAko3+GFXo1J4lLJbTfQtMYHDfZtcC6inCvlISKksxfDx8JGIx4CpaO5pPArF8hUIEXxn2zt8ccPMrRvW9OxjNla4XsN55U72rcS27G1aH2ugRj8eocxcA4o7NsvYsLW3ata9ge5kpRRft9kT9kJVaj5eyoqXHY+G50Djf3yGowmhFLuS0SrGo6K1bRDnBZDxFO8bBrrNCn1uWVJ14nVEy8N4uPV/efFjFIZRlM9B5Ittaz/AHq6T+upvmn8WW9rMBOK67nrZcXD8j3ndD0LXbm/eymLrg3bOsI0s+kgaEWkk5xxuTkcEwcdz/HfjRGyE3C176HWhayE1/28K//3AD6xc3858mY+P0p34OvOaX8KNr4Dfvg2fv5fhLPs2HX7iSt37nr7zrhxv40KUrzTwaDC55J83euuW02m7mORGIJP1nxCv4S0AIDgtf3nK+a32wI5RLM0vasvRIik1beilasQoXKi3AqqqGFD8w3hNUUIFU81qoCwpJ9ckoe3oH/QO2zzqPJXPaSzEcO57x9w1ldWtZSh+z2CbP4jRmOL2zmX19Q3TWJdh5R5wndw1RxCLiJgkJZ6EsnchTKogmSUQcEtkElBfcFRjKl1a7vT4GSjaVdoQKBa1WAZHgvNiBMsRRxyHqKkRewolYjfpxcdclbPGqdcQGdkLzYmS3LozsJdlc1ZHW8y32MC6AQcm1JFx6SpTX1mrJTzrqEsSzcfa6iwbJiIUa8qxHev9sPMoBoBBQcMPuk+IrNv794rZDAnM3uyFBfHYD2w/Y9OcL5BIROro7eGar32IaklF29w7S27iSYnKAHmuUXjTzz0USOaAXoTJesvTerc8Vc9jbN+R+Vto5l4hyycpO+JsV+swby2w8wr54pUU0SMJxKDgpnpn1XH+br9BKeEzAje1yB24o0cTeltaKOEEPby77E620ZeOoviFsEXoG89iuSypiU1RFQPnZWlOxCBwYYmvbenJtGdSj9+o6ZlViBi0Rf3vo+fCzeermDkZyFOw4BzPzyex/rDRWStudLNuGdCtQSrWfipY9C65l0junoDNuNqVj/N1ZQN3eB6hLRNiMkA0sdHhxs16iIICEDQPYkO0kv38vJRdH8V0yRQDb4eTFs0LKokdPajZe5trVs+pQueoxqZ4FWIpDQMRVUqWiXMFEYSxohvGnWITffhC+fxXMOgFe+xtoWsjtj+/kzd+6j2O76vnsy46rrH9imJ5EU3DZl+Dc98PDP4P/PY1LW7ZxzfoFfOuuTVz/x41T3UKDYfpgOfSk52DZWtAoigNOaXV8MKbjbb2aaOUr9b6Q1+SuTEfTFQpFOubQWqeVlIIdq7JAoq1O1Ur57GnS8Rm+g2UgJipq6wyDIsKStixnLmphfnOapW3ZUhyZFQ0F2J+/vM1PiKHKV6BFyEfSKCdBOubQWZdwt2vhqIBbg0kF3ZkIaUy+shhYTS9HpJRm3yoM+gJupRtVpaCqJcbqSlHweEdUaR6CliW3LEAsMszv2crLyHStJLpwPURTfpp9z8IXt11FrkqGR/86wfV8995Z2ZkLuOIJq2bVsaw96yvse+tWhLo7ryXDnMYUbblS4hnbLh3v9ce3PLrtbE7HWNPVyKKWTKDPgCfAlmXoa8mlEYH+eCv59mNxWhYH2q58a2MskSLfvjY89x6LL9QWW6V7HnNsEjHHH4XBRBMDWW3B9ZTg8udgtLFCnkunl+TDEsFyXGtYjWPi1dxQA5Y9ccIWzeZA3GLUdkLK2VlLWrhgRcnCGHR5XtSa4fzlbb67Yalmm+UviPiLLv5DbRFxnMC95CWACbR57hkMzTtXnyv42PpWQK3w9KZm07LiLAY9t0yvr34Mmr5esM2xssLcylPQvOaJPv+cxhTHLF1MSybG7IYkpyxsoTVbWdga0f31rJDKcgKLL+4fjQvIuXGZ7Tn9PdOYjpGNhxXlXXMvYW/9Kt8K69gWpUe37PvLq7mm8gg6hlbVuiEmACMhG8aXwV74v1fB7/8L1rwcrvgBJBu456ndXPXVu5nTlOT6K9f6QciGIwQROOVN8Kqb9Dfzl87jralf8NwVLXzw5w/x6we3TXULDYZphXgKmqdYdJ3EttbT/c8t14WxaDn0tR4XPFL/V98NKy/TFrSqcUZekpFopUwvAqlmIrFKYedgRKel9jPXqQK5RJTuhiSz6ktJPBa3Zci5/o+pmMOxXVpAi5UtrMUDhW3L6yLVkmX8hCnKchN8lA60LQk5V/lual5ihUC5AI+oXfo9OZiZW7pONQtBVSoL55ZjUyhZlALzUVTaajeWBUdPqAyVqQvW/+oMJDnwrX5BBU0ruPOa0zSnE/7HUdvC6T6RC1a0s3ZOAz3pbvczfWzEtmhKx7AlGLtjh7pUDIxEJOKwqCXD7IYUXY3JivH0klfY6VKWzWBfRBUo1s0JufuJKlCfirKgOc38lmxN6yXRFHs617OrfT2gaM7ozIkePe0n07L4RGbXJ2l1lZ/yGaywdHhxSZ4bXzwHDXNpTEWZVZ9gblsDRSuGZRFIIBIgUno+IlWsKF5soSD+8+8PiYg/3+VWnXjEDllgg1ldS6UBwp8pJXQ3JmnJRAN1DfVn85vToZpwJT0tMA+JnF78KcdttwSuaftjofx7KV9UFJXyFbNlHVnmrjgZoKI2ImJBy1LmLjuehlQ0pMw1Z1N0NWhFOuvFbC46H+aeoa1/3pXFxjP65e1E5fNq6cyda7sbhnX39Sg0zAfvvi1WL/sQSqCEzjA5mWqTUdAM48f+Z+HLF8KDP9LWlos/DU6Ue57aw5VfuouWbJyvv+ZE6mqkHzYcAXSdCK//PSx+Dtav380nB9/DOW19vOlb9/Lgs/ununUGw9TjuQ66K/AFL0Ngbhb5SCk5RS4mJCM2SmyG0gEXr6p+iVV+qpON2JbNYLSuQjBVYoEdoX7VhaECsVCycnkCTrGghZDmTHxY1x1PSTtuTn3NfcpXoGvVVMslIjSkoixoy2GLhBQ77aKna1stbEkT9QRXT+AtVCYnCi74FQO11mosjGvmngFzT3c/rqGcLTqfg+m5bl+KpUQZgfnQeplVtRZVLfwkFaG4soCC1jCv9HfOq4FVZvXztlqltOh6g/6j3bVEbG85BbpPDbc7aDX0jncHqRBMwCA22USk5GbqX9511YvWsa31dKS5LA7JVYT6Eq1+s89f7lqIlE5dX5eMYtlOFatr6e9iNM2gn0ZdW4Ud22LN7HpOWdBELOLQuvYSZPkLQsfWnIl5Z+pFj441+v3Cc91sp0JbNkHMsdjWeir7208JlBIIHD8/HEt1XHf4WfDS/yvKrLLRNNhR/5mLlLnDlj8nIeXKnzLXbdMtrp1NREhEHBa3ZgPzVanY6fb4X0ql84rlK4qpWKA9GT1Pg6l2UEon+agyoNsP9JMvKjcZiXbxbayvg5DLtrcIALQup65jAfOa0mFLZ7XsrbEMpJv92DARy1V+hfktaeZ2tBCPlrt1j02dEcuCJtey67kMl9+LKhxjX7TjlSUhJhATg2YYH569F258CQwcgJfcqN0TwFXO/kxzJsaNV51U3XxtOLJI1MPlX4N7v4H9i2v5vPpH/jt6Ba/9isMPrzmVFjPHhhmMl5oj7/68Fu3KWJb5zWmWZlNsfSbC01ZljFkF1YSCui5Wnr+cFcCB/rLC1Xap3lV5TFJRAS3LkD13A6DKV49V7cQ/sxuSVbfX0utqyTKWiE7yEY3Q41jg6lzbW06lIZvitFk5ok9sCguu3jgWKi1oIQETtJB5YKtvbfBjYoJ9SzfDoE5vr5NaDFQ2NJbxa3pZfXuIDPW6HSt1eE5TGqc1p9325pzKiHNJSV+0LUoJ5KxaXiWl8+2tW07d3gfCHpqUKXsJ14XWfTsUrcPOtZe1W3H83CbyKukL7SUFLeg+5lkMw30KKqPBRQefaJKdXRfSM6B8pcR3QwxYYRC7qhtuqedCsVgEpUJxkV2NgfswVrp+hYLWtgqeujVwwho36oJzoH8fTsGiaMcZiiewi8pNmx+4LyIJbX3b9bh7vfC4eBZWpcAKFuNefIH+f9ONusmRshptZc2xq1jQCu5A5eIRuhqSSC4O+yC8+lBuhStZu/TGCMmITe9QAcQiG7dZN68xkOwGHdKw8jL2PbKd/sJBBgZjgecwPFm9g3m3DIgbb6sUzD4RdjzM1rZVofIVuqNlPW1Zqi3jYulns2J+Ave2m/Qo5tjMaW1ke7X7JlEPfXuqfFBiIK/nJR1zINag4+NallXd90BmfqgsyamLO5F8Hzw97CXGDaOgGQ6fB34AP3gDpJrg1TdDm/Z7v/vJ3bzyy3fRlI5y41Unab93w9GBCBx7Bcw7E+vH1/COJz7PKeoOrv3yW/nM1Rf7P8YGw0zDk0G8QsDFKtkJV3TmoG8lxZ17GHTqRo5rCAousSwM7Ac76qcT9w6POzb1qQjNnfWVx7kohS7K+ug9+n0xX2WHsdGWjVMoQmdTteyPlYIsC86Bnh1QGNTJE1wFbSiaI5JIEk/X6UW+R39R6l3E/f3I91ecP+gedsaiZoi3Q99urCduZUlblngsBhQqlc9oioMtx7K7PwODtw/bR1vAKroNDYxr1LaY1+y6zmWqZyosx0s4GXJxrJW9sWc7AE7+IEORXPV9cIXYlZeVTheypngbSxa0hmQEMvEKBU1h+0Ou0+XvrHABO3FeI8/s6aMpHWVXT41yK3YEGKxU0oNzYNmostsviOf+qiwHkcIYrCSeQlI2prWOT9RBoo6hbQcA/RwNFgpsbj2dSCIPQ3cHT+Jfo6rlGtcKXDcbtoSVBRGvnluS/kiUx3doxcYqs74GFTTPHbDk4ujOddSNr0s2wgGdgSXhujqmYlrJ9trjj7jlsKgtw2Ch6Pej1oKqJaLr2Q3WLqezveUUmpP1wA5vBCDXCblOCveVkgf57ojB8c+069pjbrsoDFbMz7ymFM/0RnEyMTb3hS1t5e7UINrCOcL316pZdWzZ11fy5Fp2cc19e1OziAbKktSnojA0eZmrjYuj4dBRCn73X/DdV0LbSrjqt75y9tuHt/Hy6++kORPjW69bZ5Szo5W62XDFD+G5H+Ek5+98bPcbuPG6D5HPV/fpNhimOyLSICKfEpGHRaRPRDaJyOdEpHE0xzuuOSnhLn9WU9D0DvX0dp2FsiIoBYtaMqEYsBCWrVfu562HuadpQSQQDxMMU+qsS2qlR2+pOFXRdW/zjim4BZ59t7ro2Iuw2pZFV0Ny9G5+iTqdpt+JE3OskJWxNev+XS5MR1yrSZV4kUhA08klIlqKTelYu3TMwWlwaytVsQ4uWLSc9sYc9cnq8+QpZbZl6aQGs+qqCPpjc3vqczNOJqOBrI21LGhDff6fRatK4oqA4F6LksWqZEHzx9FLMoJ+HywCPBSrnt0uHXNY3JahMR1jUWsVC1qAykLGZQpa7Sg0BG2l2dW4lnzL8rHfm+Xa4QjZ9xrd2KWuxqSOKRSh6NSQXVRlllQlDvOb0jiti7EiNZ5lwLYtvUhTg2rxY6UMhZ6ltA4WngfNS/x9O+uSrJvfyJzGZGjcC8XSPeZYFsmIUzk2ZQilOmjenp41uTfRwYHMAoaidb51y22kf/zq2XV+UqA6/9kKujYG/vZcL8uUq0TEZkFLGsey/Bg0faxV/b4RGXGOG1JRlnfUGvvSOec0pljWnsWyhG2tZ1CYe2ZluycYY0EzHBpDfTqF/obvwaoXwfM+6a9w/uDezfzLd+9naXuGr7zqBL8qu+EoRQSOfy3O/LPp/dpreNWO/+bBT9zO0quuR7LtU906g2GsdACdwNuBB92/PwvcCJw30sGOLZy9tJX0jq1sYhgFjVI8SSbukE1EdIrpWmsbXtwMhJQzCKxQl1NFmCjPBsdQP0TQ5VCCySnGwqzjtXt7GSMa4xrmEXNi9Dyh366aVces+mT1tju1f0eiZVkEK7CquDi6xCM2a+c0+CnXKw4tliwITekYTU0p6OkL7zTG+JclrVkO9sTJxGzwDIKjOIfnQlduPehNdJBvGkWq+pK0X6qz5yt9rosjwRi0Q1/DryXGBmuNYTm1axwETlJwEvTnRv9bIlX+Gg2N6RiXrNbj6Cd9KbdsBpO1lJ9fLAYWXwJ1Sf+TUC02pdWKkeKYwtbP8L6h9/HyNP1CS8arZ6dKFjTvvpcaClIVLBHyxfDzsrduBcyCPYWS6mBboq1he5/WSVdcuhtTdDemWD5YKMWIhhKnBK5f3w3bHyr7HJ2+/8AWVDSN6ssHmiy0ZuLMaUyxe9/YLf41CdybTekYTa0ZntrVS38kTcF1HR7rPXU4GAXNMHYObIVvvRSeuQfOfjec+lZwU7Je/8eNfOBnD7FuXiPXveI4MvHawonhKKNhLm1v+jW//dr/4+SNn6b/kyeQeN7/wKrLJ3XVyWA4HJRSG4BLA5v+LiJvA34qIlml1IjZcNIxB+q7iTv3MXfuwpr7ddQlOHNxi7b6yIk6HuLxYXy+auE+XjvazoBZgZ/1YQRsT260BvZpBe0whHHquw/tOBHIzUKsZ1FKBbLRESi2FRTk5urYsTKckTIoekL2Ibhv+tR1lwpzl4/VGMeuPhWj3lNEaxTJrYZXkqEY2DcWsdnRuIahhuGSt5S3U5WUVS9JiHvOYqAOnqrldjkKyi0/JQLvxaYu6RBzbFbOyvHgs/vpqhHnGExTX5PySwXnJWBpGg2eglbw/I/j5VaX6nUGLUdbRQVY3pENuRDOakiyaVtP1QyQtSi3SldkSARtWRzsCT0rhaIqxcQVxu6WJ6LT6Ht/g1sKo74Tniq5L9oi2pMm21HVChzK2B38PDh4LcugcWGoHAkATQsgNwu1rR8l+0PHWpZwzOw6Bq0m2L5zzP0bLau76tjwzD6SkerxmBOJUdAMY2PTn+E7V0L/Xrj8677/7lChyHt+/ADfvPNpLljexsdfvNrEIc1ELIv1V76Hj9y4ljMffh9rf/A6ePCHcNHHRh2fYTBMQ7LobAG9oz4i1cSKC14z4m5eTSjqvGx9z9Tctxa+u2I0A/WtgQ+0IKiqRDPUJ6PsODhIR3wQ3AxpU0UqanNwIB8WRr3V9Nys0rZZx1GNiF2j7SJuxkLPBWvsgur+7BLyTgpmrQ34kpYraFWuH89pT5MF51RvF4SVsubFlfuBthzmB6hLRHjGqlTQEu7vbP9o3MqDrmiZdrA3QOMCt0l6bIpY4ZihQ9RpRypbAIBlE7UsvwaY5xJXfo6mdIxUlbpjta9dRbl3wy9Gi3dP5ZWCOadpl0L37IB2caxyXNDCtaAl7P7ZmonRGm8Y0Q0vfL7w+2iVwsvMOxN6d4f6WyyWFOxC0BI263g4OHJZHJGgi2PtufS7UjPJTRl2xE30U2bNK1fOPCJxhAEI3peBY6O2BdXG5JCovNmb0jHOXBwsI2EUNMN0Qyn483Vw879BtlMnA2lfBcCenkHecMM9/OmJ3bzhzPn8y3mLx5Ry2HB0ISK85UXP4Y3faOamR7/KtY/9H85nToTn/I8OYjfWNMMRhIjUAe8HvqBU9ZQGIvI64HUAXV1dh3W947rrGcyPTZGo+USJQMtSdvSV9vAsFI5tsaw94CI1WgHrEBjpiV/SnuXuJ3frmCwPOwJLL650e6pCVaEVdIa5od6AQjTCuFaJGzr/mG6ge3j3sGrfaQvPHf5aukGlP8v7Oe9Mvc2KwCM/18J+az17nylZNgDmt6Q4OJCvaXkK4bmJFgYhmoRll/gfFWevo3f7nQzZycMyppZTLvLuyy0FXAVhhHvOU5Jqzu8I1wIhEXHoGxq7VdqzoOULCjLBRY/gfVB5nD2a37dR7JOKOiSjdoXLbtXSFZGETs4RoCUb4yE/q2RAea/vHpXFW5DQQkAtapXSqH2AUzUT67BtEUJxs9VLkUySXGEsaIZpxWAP/PhNsOH/YOH5cOnndTpT4JGtB3jd1+9my95+Pnr5MVx67KwRTmaYCTi2xSdeupbXfV04/+9r+E7uGzR+/7XwyM/hoo/694/BMFmIyAeAd46w23ql1K2BY1LAT9BmrbfXOkgpdR1wHcDatWsPKyjCj8EaA1XjrjxalzO0RVvlzlvWRjziCrvzz4Kdj8K+zfp9ZOzXHS866xJ0rq4SQ1VrVb2MmFND0G9bCZvuBC/Rw3AK2vIXUE3irq4cHK6QVsWCVu5O6CY5CeK5txWCLo6OzQlzGyr2rcowcyzxHHsajiEZsFMcjkdoNSMhwMHMPIge9EscDEcyqkXUsRQB1/YzAbcW2dL1L6lZiHg4Yu68D1QslvijU9WyNLzCUiq8PBLnLGsNuYd2NSTZ35+vWg2iGvGIzZlL2/nbHyE7BuujhyWlWMfhujRmfcWKAH2HpOgEY9AmlGxn2HIfbsXEXjuAUdAMw7PzMfj2FbDzETjrXTrezLVpf+fuTbz7RxvIxCPc+LqTKoo2GmY28YjNdVccx6u/UuTEJ/6Fn6y5m6UPfRqe/hO84HN6hdhgmDw+DnxjhH38CjcikgZ+7r69SClVmd/9CMO2pKTMJRsgXldS0EapDB1R1M3Wr/3P6vfDaRxjsSAe7ip6tbpSo7i+55kyGstG9RPUtkZ6imh7Lj52q0gVhj3D/LNGpaB5iwnZ+OhEVaVgW+vpNOYfRGfbEaxo7WyKw19bz8dAuetoLc3TZVTei6Mc3+DCy5ouV77aurhUE3AEYpEoKzpyRNNjHwORsAVtRWeOrJtToCEVZbdbXmHM94rtzeVh3GOha45jkhDPute0CFI1kvYaC5phylEK7v063PSvOjvjy78P89cDOu3tu374AN/7y2ZOWdDIx1+0ZnQBvIYZRzxi88Ur1/LKL9/FRfedyPXnncKZG94JX7sETroazn5Pqb6RwTCBKKV2AqOKJheRDHATWoq4QCl1cCLbNl6MWW5vnA/bNkxIW2BcRacRETdRVfUPDz0GrcYJ9X/RlK7XNlaSrnWscWFJebRGFse8hAtjSTJRQcM8XTurjIitY8GitkX/ONR6akhH2XFwgFikSlud2LBZOT26G1NEHasiNq0WjiXkI2kcZQNjqZtWycgx9DWShAwnwKvRW9Bq0rZy9PtattuPsT+JUceiEEgXOr+5VOPwtIXN3P74TnYcGBh7T2xvIWj0barQiSdKSbLc+LhxNRkeOkZBM1TSuxt+8iZ46Cc6OPYFn/f9m+95ag9v+7+/snFnD285ZyH/eNZCE29mGJZk1OHLrzyeV3/lLl51824+eNHXeem+6+FPn4XHb4EXfmFsPzoGwwTiKme/RCcGeT6Qcl0dAXYrpWpXbp3mVMgWdkRbMwoT0yXPTSyUyW2CuGB5W+2aWp5QOF5unJ7gPwqlqiqReKiotD7XyGPUlI7hNKd1OYZDZZhSCp6rqC8QH/pVWNyaobMuEcrk3FmX8N0WR4NtyehdfrvW0aAKrC7U0bk7Bf2DhyVM15ZrpMpfozkueIrJjpca+0zGA4r18PrKGPuS7dSZwKuU5ahFvVtUOl8YBwV3OOwIjC08bkIxCpohzOO3wA/fAD074dz/B+v+ESyLvsECH/nlI1x/20Y6cglueM2JnLyg0kfeYKhGKubw1VefwBtv+Av/9pPH2XP+P3D1y85HfvRGuG49nP0u/14zGKaY44CT3L8fLftsPXDrpLZmHKkq1iRHGb90CHTUJTh+TgPtuYm3kg+bSCLZAF3rxi+TbDQJbasqEjMcFsMpe90nu7E7ULf64sMriTAKQjL30osP8RxSUWZn7ZyJu9fIdSJAN8De2oXax8JJ8xrDiWuCKFVVORleXwkrSss7cvQOHkJZjdFyGJbjRMCCOJxSPWZdc5iC87XoqEuwZnY9rcSHueg4KG2eC3BxAudkDBgFzaAZ7IHffkBbNZoWw0u/De3HAPD7R3fwnh8/wMadPbz8pC7+9cKl4Xo1BsMoiEds/veK43jbd//Kf9/8CHtOncu1r78d+2dvhl+9G/7+a22tzXZMdVMNMxg3SciELNGetrB5dFnexshozzjm1e5xoGMWrQfMAAAgAElEQVSU7mkTzngqUwDNi8b3fMMpaMHvxFi69n5lnL+87ZCMNSE3vSMxNnGcFNjWbJWFBRnBgjaqAdf7LGgZ/VweEl6s2iEsTAQT7zSkat8DY3dx9JSgsZmquhqT8Oz4KN41iWa0cWKaYKRsAzz+W/jJW2DvU3D8VdpyFk3y5M4ePvCzB/n1Q9vpbkzyzatO5OT5xmpmOHQitsVHL19NXTLKF/+4kSd39fLxF32Z9MIb4aZ3wOdOhud90q+vZzAcTQwn6ExbFp1/eOn8DKNjAqxiM7YWabAg9/if3D93NV1sWBfHyX6OnCgsfk7V8hEjMdrQlTEv+ngLEYdjpQpeczzHtGM1JOsh3TLyvpOAUdBmMr274eZ3wl+/qYtVvuom6D6ZXQcH+N9fPchXb3+KiC2844IlvPrUObVTGRsMY8CyhPdevJy5TSne95MHuOx/7+CLV17GrH84Gb7/WvjOFbDmCrjgw2NaLTYYZiqevDKSUHVI686xzMj7GA6faVQf0kvnvzRYJ+9IwlPQDiG9/qhRqqoCPKzCUtcFu/4+qtp+40b00OIuR5taYMwpCLx40MNyIxymJuHhYNk6ic40wShoMxGlYMP34Bf/Cn174LR/gdPfxu5Bi+tuepiv3fEk/UMFLj12Fm8/fzEt1cz8BsNhcuXJc5jblOKN3/wLz//MbXzyJWs4+dW/hFs/BH/8GDx1O7zwi8MGtRsMBh0jsqw9S2d99ZXyYTMcGgxliAiXVKtLd6Qw7lk7q5wbraB11iXIJSI8u6+fvb0jJNtpPwZal09oUfjxYuTFHgn9P/oTu8rpYRXZC1ibmxZDfkBnpD3KMAraTGPL/Voxe+o26DgWrvghTzpz+cpNj/OduzfRN1Tg4mM6eNPZC0NpVQ2GieD0Rc384OpTeN3X7+blX7yTN5+9iGvOejf2grPh+6+D68+F9e+EU958RPyoGQxTxcLWkS1d08hIY/DoOkmn6zeMH4eRvXBEsh2w9X6o6wZKiU/mNKWqFLWu0q7JtJ4dBqN1XRx7oepx+B0vj5GctfbwzzkNMQraTKFnF9zyAbjnK5Cop3jRJ7g9cyFfuXkTv3n4VhxLuGhVB1efOX9UP/QGw3ixoCXNT645lX//4QY+9utH+fOTu/jYi9bS8obbdGzkb94Hj/0KLvn0UblKZjBMNMfPqefx7T1TkiTEMAK5WVPdgqOPxgW6AHtyAmLmY+nKEgno+OqIffRkIR59DNohnLxjTdVafKNnZnyPGQXtaCc/AHd/CW79MAwc4OAxr+GG+Ev4+m/2sXnP3TSkolyzfgFXnNRtXBkNU0Yq5vDRy49h3bxG3vWjDVzw8T/wvouXc9FlX0buP18XTP/cKXDWO3WBa2NNMxhGTXsuQXtummRTNBgmmlRTVSXKMHpGm232kBZ9DnehdYYsNBkF7WilkNfJP373X7BvE5vrT+C/k6/ix3fmUGorpyxo5O0XLOG8Za0zN9OTYVohIlx+/GzWdNXxL/93P/9447389P5W3v/8S2l543r46T/BL/8dHvgBXPIZaFk61U02GAwGg+GoY7Q60JiThIwLRkEzHIkUi6gHvs/Qrz9AdN9GHrYX8f7Ba7ltywqWd+T4p3PaeP7qTl1TwmCYhixszfC916/j+j9u5CO/epRzP/p7/uW8Rbzk8htwHvoB/Pxt8L+nwWn/DKe+5ZBSCBsMBoPBYKjOiElC3I/HnCRkPDAWNMORRHFogE2//xrJuz9Lc98TPFGczUcK/8ze1rM5f0U7H17exuwGo5QZjgwc2+IfzpjPOcta+fcfbOBdP3qAG+58mvc8bz3r3vhn+MU74Hcfhvu+Cee9H5ZdMmO+tA0Gg8FgmEisiUoSMh5MQM3AMdF98qRcxihoRzD5QpF7HnmKvX/8AmuevZFudvNwcTbfabqWuhNexAeXt9OSMXFlhiOX+c1pvnnVifxiw1Y+8LOHeMkX/sS5y1r55/M+zpLjXqUzkn73Sug+Fc5+l86IZjAYDAaD4ZAZbZKQqaneMcWLsdmOSbmMUdCOMPqHCtz295385e4/0f74t7lY/Zas9PFwYg2Prf4QK069lDemolPdTINh3BARLlzZzvolLXzxD0/w+d89wYWf+APPW9XBWy79GfOe/p6unfal82HeejjzX42iZjAYDAbD0cgM8ZYxCtoRwMGBPLc8vJ1b/vYE6Ud/xPP5LW+z/k4ehx2zzyNy7j+zpPvorANhMHjEIzbXnLWQl5/UzXW/f4Iv3/YkP73/WS5YsZp/uPR3HLPt+3DbJ7SiNvskOOEqWHqxrpNiMBgMBoNhXJhSFckoaIapZPuBfm55eDu3/u0pZOMtnM2dfMC+m6TVT09uAfnjP4Cz5iW0pyagzofBMI2pS0Z5+wVLeNUpc7n+jxu54c6n+PnftnL8nON41Vm/4Lz+X+Dc/UX43msg3QZrXgYrL4eWJVPddIPBYDAYjhg660wSrqnCKGjTBKUUD205wG8e2sYdDz5O85bfcb59Nx+1/0rCHiAfzWEtvxyOfQWpWWtnzAqCwVCL5kyMf71wCdectYDv3LWJL922kau/+wh1yUW84Jivc+WJj9P9+A3IHz8Gf/gItK6EFZfCwnOhdYV5hgwGg8FgqMElqzunugkzGqOgTSEHB/L8eeMubnvgSfY+9DsW9d/HmdYDvNF6CiuqGEq24Cy7ApY9D6f7FLAjU91kg2HakY45vPrUuVx58hxuf3wn37l7MzfctZkv5yPMbngDLzzmzVwa+zOzN/8c+c374Dfvg3QrzD8LZp8IncdCyzLzfBkMBoPBYJgWGAVtEskXivz16V08fP9d7H/8TrJ7NrBCnuBaeRJHihSiEQodx2MteAnMP4tI51qwpjidqMFwhGBbwmkLmzltYTN7ewf5xYat/OKBrXzmrp18vLCYuuQKLpxb5OL0o6zsv5vUY79E/nqjPtiJQ9tK6DgWmhdD00JoXAiZNmNpMxgMBoOhCoopSeM4IzAK2kRRLHBgy+NsfOQe9j61AXY8Qn3PEyxjE8fJIAD90TT9zSth3vNhwRnYs0/ENkV3DYbDpi4Z5cUndPHiE7rY3z/ELQ9v54+P7eTWv+/kxn3zgfnk4i/jnI5+1qc3sbT4GG0HHyR57zeQoZ7SiaIZaJwPdbMh26lfuU7IztKpdjPtYJuvUYPBYDDMHBxbGw/syVzAjKZgsGfk/Y4SjGRxOOQHYO8m1J4nObD17+x95jGGdm4kduApmgeeJsMgq9xdd0oj+7Jz2dJ6Ki1LTiY993ji9XOJGwuZwTChZOMRLlndySWrO1FKsXFnD3/euJu/bt7LvU/v5QcbHYpqLnAeQpE1uV5OyO5mSWQb3epZWoc2kd38IIn+32IPlf04iKUTkWRaIdkEqWZINer/k02QaoJYFmKZ8Mu4UxoMBoPhCGVlZ45s3KE5E5u8i84/G/J9k3e9KcYoaLXID8CBre5rC8X9z9K3+xkGdj9Dce8mYgc2kRrcjoVCgCwQUxE2qyaedtp5IHsJTtsSmucdw/ylx9GUa8DkWzQYphYRYV5zmnnNaV58QhcAfYMFNu7s4YmdB3liRw9P7DjI7Tt7+N6Ohew8OBAoxKnI0Ee77KLD2sWcyF66rT10DuymeXAf9TufIlf8K+nCXiJqcNh2FOwYBSeJsiLuy0FZUbAclB1FWQ7YEbad+E4GWlZjWSDIiN6WDakoTelJ/ME0GAwGw4wj6lgsbM1M7kWd6IwqmzOpCtptf99JYd8WbDWEuIoNohClsETXVRBwlR4ForDA31fcfUXc9972wN+AW9pcv0QpKOax8z3IUC9Wvgc1cBA10AODPcjAPuyBPdj9e3AG9hEZ3Et8aB+xYm+o7RbgKIfdqp4tNLBJLWJ39EwG07OxGuZS37mA7jnzWdqRY35y5txABsORTiJqs6wjy7KObMVn+UKRnQcH2X6gn237B9jTO8j+viH29+c50D/Ehr48t/cPsb9viAP9efb3D9GvCtj5HtL5vWSK+0hLH2n6yEgvKfpJ00c630dqoB+HAhEpECHvvvTfDv1EpIcPfvs+7lcHRt2Xt5yzkLecs2g8h8dgMBgMBsMkM6kK2r/94G9cd+AaFlubJ/OyNSkoYT8p9qg0+0izR6XZw3x6rSx9TpaeWAvFVCuS6yBW10mmoYXWXII5jSlWNiRJRO2p7oLBYJhAHNuiLRenLRc/pOMLRcVgvkj/UIGBsv/zxSJFBcWioqAUSkFRKQpFxZCCAaW4pqgoKl2GoziKWOyFrelDaqfBYDAYDIbpgyg1+gwsIrIDeGrimjMtaAJ2TnUjJpGZ1l+YeX02/T36Gc8+dyulmsfpXDMOETkAPDLV7TiCmInP66FixmpsmPEaG2a8Rk838E6l1HUTdYExKWgzARG5Wym1dqrbMVnMtP7CzOuz6e/Rz0zs83TFzMXYMOM1esxYjQ0zXmPDjNfYmOjxMikEDQaDwWAwGAwGg2GaYBQ0g8FgMBgMBoPBYJgmGAWtkgnzJ52mzLT+wszrs+nv0c9M7PN0xczF2DDjNXrMWI0NM15jw4zX2JjQ8TIxaAaDwWAwGAwGg8EwTTAWNIPBYDAYDAaDwWCYJhgFzWAwGAwGg8FgMBimCTNWQRORBhH5lIg8LCJ9IrJJRD4nIo0jHPdKEVFVXodWyXYSOdQ+u8e+UEQeFJEB9/8XTEabDxcReZ2I3CIie915mjOKY47YOYZD67N73JE6xzH3vt4pIj0i8mMRmTXCMe+tMr9bJ6vNY0FErhaRjSLSLyL3iMhpI+x/hrtfv4g8ISKvn6y2znTGOldHIyJyrYjcJSL7RWSHiPxERFaU7SPuM/is+1t0q4gsL9unXkS+LiL73NfXRaRucnszuYjIv7nfRZ8ObDNjFUBE2kXkq+691e/+Vp0R+NyMl4uI2CLy/sB30kYR+YCIOIF9Zux4icjprrzwjPvcvbLs83EZGxFZKSK/c8/xjIi8W0RkpPbNWAUN6AA6gbcDK4GXA6cDN47i2F6gPfhSSvVPUDvHk0Pqs4isA74N3ACsdv//roicOKGtHR+SwC+B947xuCN1juEQ+nyEz/HHgRcCLwFOA7LAT0XEHuG4RwjP8cqJbOShICIvAj4B/AewBrgduElEumrsPxf4ubvfGuBDwKdE5IWT0+KZy1jn6ijmTOCzwMnAWUAe+LWINAT2eTvwz8A/AscD24FfiUgmsM83gWOBC4EL3L+/PtGNnypE5CTgKuD+so/MWLm4gu9tgADPBZaix2V7YDczXiXeAbwReBOwBHiz+/7awD4zebzSwAb0uPRV+fywx0ZEssCvgG3uOd4EvA1464itU0qZl/sCngMUgeww+7wSODjVbZ3kPn8b+FXZtl8DN051+8fQz7WAAuaMYt+jYo7H2Ocjco6BHDAIvCywbbZ7T58/zHHvBTZMdftH0b87gS+UbXsM+FCN/f8TeKxs2xeBO6a6L0f7a6xzNVNeaCGoADzPfS/AFuCdgX0SwAHgH9z3S93vrlMC+5zqbls81X2agDHKAY+jFdpbgU+bsao6Tv8B3DbM52a8wuPxU+CrZdu+CvzUjFfFWB0EXjne9xLwBmA/kAjs8+/AM7iJGmu9ZrIFrRpZYABtPRmOhIg8JSKbReSnIrJmEto2UYymz+vQFpkgN6NXSI9WjqY5Hg1H6hwfB0QItF0ptQl4iJHbPs91N9goIt8SkXkT2M4xIyJRdP/K5+WX1O5brXlcKyKR8W2hweMQ52qmkEF76+xx388F2gg/s33A7ymN1Tq0wHR74Dy3AT0cneN5HfB/Sqnflm03YxXm+cCdIvJtEdkuIveJyDUBdzEzXmH+CKwXkSUAIrIMvQjwc/dzM161Ga+xWQf8wT3W42a0R9uc4RpgFDQX13T+fvQKaH6YXR8BXg1cgnap6gduE5GFE9/K8WUMfW5Dm2eDbHO3H40cNXM8Bo7UOW5Dr87vLNs+UtvvRFtKL0S7FbUBt8so4jEnkSbAZmzzUmseHfd8honhUOZqpvAJ4D7gDve9Nx7DjVUbsEO5y80A7t/bOcrGU0SuAhYA76rysRmrMPOAq4EngPPR99aH0W57YMarnP9Eu9s9KCJDwANoi9pn3c/NeNVmvMam1m9y8BpVOeoUNDcAslqCh+DrzLJjUsBP0CbHtw93fqXUHUqpryql7lNK/QF4Edo14R8nqEsjMtF9dikvmCdVtk0Kh9LfsXC0zPEhcDTN8bBtV0rdpJT6jlLqfqXUr4GL0N+HV45vT8aFsc5Ltf2rbTeMP9PmGZoOiMhH0S4/L1RKFco+Hmmsqo3bUTWeIrIY7bb3MqXU4DC7zvixcrGAvyilrlVK3auU+jLwSUoKmocZL82LgFcAL0XHRr0CuFpEXlO2nxmv2ozH2BzSb7Iz3IdHKB8HvjHCPk97f4hImpK59yI1xkQQSqmCiNwNTKV1ZaL7vJVKTb+FylWByWJM/T1cjsQ5PgSO1Dk+CW25aAJ2BD5rQbsijAql1EEReYCpneNydqKtg2OZl1rzmAd2jWvrDEEOZa6OakTkY8CLgfVKqScCH3nZUtuATYHtwbHaCrSIiHir064bWzNH13iuQ393bQgkdbOB00VnX/Uyxpmx0mwBHizb9hA6yQOYe6uc/wb+Ryn1Lff930SkG50k5HrMeA3HeI1Nrd9kGGH8jjoFTSm1k0p3p6q4mVhuQmuzFyilDo71eu5krAL+OtZjx4tJ6PMdwLnoh93jXMJ+t5PGWPo7Hhxpc3yIHJFzLCL3AEPotn7T3TYLHbw76raLLqGwBLjlUNo7ESilBt3+nQt8N/DRucD3ahx2BzpOI8i5wN1KqaHxb6UBDnmujlpE5BNo5exMpdTDZR9vRAst5wJ3ufvH0RlY3+bucwc6ucg6Ss/xOiDFFH0nTRA/BO4u2/ZldHKZ/wAexYxVkNuAxWXbFgFPuX+beytMEr1wFKRAyXvOjFdtxmts7gD+U0TiAWPIucCzwJPDtmCqM6dM1QsduHwH2id3IVrD9V7RwH6/IZCFC3gP2vd5Hjod+ZfQAuIJU92nCezzyegV+GvRQuy1bp9PnOo+jaLPbe48vRRtTn6O+77haJzjw+jzkTzHn0O76p6DTm9+CzrmxQ7s8zBwTeD9/wBnoAOBT0Rnu9oPdE91f8r69iJ0lsrXopXOT6CDkrvdz78GfC2w/1x0gPLH3f1f6x7/wqnuy9H+GmmuZsoL+Iz7LJ1V9huTDuzzDnefS4EVwLfQAksmsM9NwN/QVvJ17t8/mer+TcL43YqbxdGMVcXYHO/+Lr0THbf3/wH7gDea8ao6Xl8BNqNLEswBXoD2NPmIGS8FWrla7b56gXe7f3eN19igM7RudY9d4Z5rP/DPI7ZvqgdoCifmTLTwWu11ZmC/J4GvBN5/DL1aM4AOBLwZWDfV/ZnIPrvbLkMLuYNol4JLp7o/o+zze2v095VH4xwfap+P8DmOA59Cu/D1omMrZ5fto4D3Bt57X7SDaOXue8Cyqe5Ljf5d7c7XAHAPcHrgs1uBW8v2PwP4i7v/RuD1U92HmfIabq5mymuY35j3BvYR93tqCzoJ0++AFWXnaUC7Oe93X98A6qa6f5MwfrcSVtDMWIX7+ly0N0s/2sL4JgLpys14hfqZQS/WPYWu8/UE2jIbN+M1rEz8lfEcG3SN1d+759iCNgIMm2JfKaV3MBgMBoPBYDAYDAbD1HPUZXE0GAwGg8FgMBgMhiMVo6AZDAaDwWAwGAwGwzTBKGgGg8FgMBgMBoPBME0wCprBYDAYDAaDwWAwTBOMgmYwGAwGg8FgMBgM0wSjoBkMBoPBYDAYDAbDNMEoaAaDwWAwGAwGg8EwTTAKmsFgMBgMBoPBYDBME4yCZjAYDAaDwWAwGAzTBKOgGQwGg8FgMBgMBsM0wShoBoPBYDAYDAaDwTBNMAqaYVoiIqeKyB9FZL+I7BSRX4jImqlul8FgMBgM0wHzO2kwHL0YBc0w7RCRVuDnQBp4BfAywAZ+JiLxqWybwWAwGAxTjfmdNBiObpypboDBUIULgAzwaqXUXwBEZAvwV2ApcO8Uts1HRGxAlFL5qW6LwWAwGGYU5nfSYDiKMRY0w3Rktvv/g4FtHe7/o/qSF5E5IqJE5GoR+aiIbBeRXhH5qYjMqbL/VSLyVxHpd11FrheRhrJ9lIh8UET+VUQ2AoPAShFJi8inRORpERkQkW0i8msRWRI4NisinxaRZ919HhGRf5L/n73zDpPrqu/+59yZ2dlepJVkFUuWsAF3sI0B2xh4wYTeQoCAg01LgBQSAkkoSUhI4hACKRA6sQ2YanBsbLnhbsu2LNmS1cuuyvZeZnbqvfe8f5zb584WW6tdyefzPGt5Zm45t8yd3/f8mhAisMyrnH281Vl2WAgxJIT4sRCidVZnTqPRaDTPBfTvpP6d1JzEaA+aZjHi3pem88B9CfDfwAFg1xy39VlgG/BBYDnwL8BdQoizpZRlACHEvwJ/6ezjM8Bq4J+Ac4QQl0gprcD2rgY6gU8DU0Av8B/AW4HPOWNcClwKtDrbN4DbgAuAvwN2AG8CvgYsc9YL8l/ArcD7gBcA/wZYwFVzPHaNRqPRnJzo30n9O6k5mZFS6j/9t6j+gC8CEvUDlHX+XwJ/MIdtnOassxswAu9f6rz/4cByFvB3kfXd5d4eeE+ifmjqIsvuBL42zVje7Kx7deT97wNFoN15/Spnuesjy30DKKDCRBb8+ug//af/9J/+W9g//Tupfyf138n9p0McNYud16OSn28GfiiE+Ms5rn+jlNJ2X0gpHwG6gZc7b12BCvW9QQiRdP+Ax4FJ4PLI9u6QUuYj7z0BXC2E+JwQ4iIn5j7I5YAN/DTy/o+BmsBYXG6LvN4BpIEV0xynRqPRaJ6b6N9J/TupOcnQAk2zqJFSPiyl/ImU8u3Az4EvCSFq5rCJgSrvrXb+f7nz70GgHPlrRoVhBOmL2d6fAt8BPoT6ERoUQvyHEKLe+XwJMCqlLEbW6w98HmQ08tpdT1fm0mg0Gk0I/TsJ6N9JzUmGzkHTnEg8CrwH9YMwPMt14mbTVqDi7QFGnH9fB4zFLDsSeS2jC0gps6gY/s8KIdYB7wL+FZUc/deoH5IlQogaKWUpsOopVfah0Wg0Gs0zQf9OajQnAdqDplnMrI+8PheYlFLO9kcH4F1O8jEAQohLgTWoHzGAu1FhFWullFti/g7NZcBSyiNSyq+iwi3Ocd5+APVd+73I4u9H/Tg9Npd9aDQajUbjoH8nNZqTEO1B0yxm7hVC/D1wCLgMVZ3pq3PcRhPwf0KI76AqQV2DqiD1QwApZYcQ4svAN4QQL0D9SBRQJYyvAL4vpbxvuh0IIR4FbkH92GSBVwLnA9c7i9wOPAx8WwixDFVh643AR4Br5vhDqtFoNBqNi/6d1GhOQrRA0yxmbga+BLQBR4G/B/59jtu4BjgduA5oAO4D/kQ6pYMBpJSfE0LsAf7Y+ZNAF3AP6kdqJh4E3g38Deo71Qn8hZTyv53t20KIN6FKF/81Kl7/MPAp4D/neDwajUaj0bjo30mN5iRESFkRKqzRLChCiC+ifmRSUspZNdyM2cZpqBnFj0opv3/MBqfRaDQazQKjfyc1mpMbnYOm0Wg0Go1Go9FoNIsEHeKoOeFw+qeIaRaxp/lMo9FoNJqTGv07qdGc2OgQR80JhxDiMLBumkX+QUr5xeMzGo1Go9FoFhf6d1KjObHRHjTNichbgPQ0n/cer4FoNBqNRrMI0b+TGs0JjPagaTQajUaj0Wg0Gs0iYU4etPb2dnnaaafN01A0Go1Gs9Bs3bp1WEq5bKHHcaKifyc1Go3m5OZ4/E7OSaCddtppbNmyZb7GotFoNJoFRghxZKHHcCKjfyc1Go3m5OZ4/E7qMvsajUaj0Wg0Go1Gs0jQRUI0JyW5ksmWw2Ps68/QNZZjqmhhCGiuS3Ha0nrOXt3C+WtaSRjTVSHWaDQajUaj0Sw4412Q6YNTL17okRwXtEDTnDQUTYs7dvbzqyd7eLRjmLKlCuC01KVoTCexpWQ8VyZftrz333DOKbzvpWs5b03rQg5do9FoNBqNRlONrsfVv1qgaTQnBrmSyXWbDnPtI4cZyhRZ3VrHhy5dz2VntHPu6hZa62u8ZaWU9E8W2HpkjHv3DnLztl5+9kQXL9+wlE++9gxetmHpAh6JRqPRaDQazeKmdzzPE4dHueKsFdTXaCkxH+izqjlhsW3JjVu7+cpd+xjKFHnFGe189ffO57LT2zGqhC4KIVjZUsebz6vjzeet4otvLfOLJ7r47oOdvPe7j/Gmc1fyt28+i1Naao/z0Wg0Go1Go9EsfrpGcwBM5MtaoM0T+qxqTkj29k/yhZt2suXIGBeua+PbV17AheuWzHk7zbUpPvKKDVz5snV898FOvnn/QR7pGOaad5zLG85dOQ8j12g0Go1GoznxEeg8/vlCCzTNCUXJtPnP3+7nuw920lSb5CvvOo93XbgGUcrC3o3Q+yQM7oHJXiiMg0hATT00rYSlp8Mp58Fpl0LLmtB2a1MJ/uw1Z/Dm81by5z/fxsdveJLfu3ANf//Ws2lM66+JRqPRaDSa5w6ThTKj2RKntTdUfCYXYDz+ziWIk18YastTc8LQOZTlkz/bxo6eCd590Ro++7rTaeu6C37yKei4F2xTCbKlpysBtmS9+iIXMzDRA533g1lQG1t2JpzzTjj/vdC61tvHhmWN/Orjl/Bfvz3AN+8/yFNd41x79Us4dUn9why0RqPRaE5eynnIj0HzqoUeiUYT4r69gwCxAm1B0QJNo1kcSCn55dZuvnjLLmqSBt973zlckdsI338fTHZD0yp42cfhjNfBmoshVSV/zDJhaA90PgD7NsJ9/wz3XwNnvR0u+VNYfQEAqYTBp3/nBVxy+lI+9qOtvOObj/C9D1zEi9e2Hcej1mg0Gs1JT+f9ULkXtMcAACAASURBVJqCc9+10CM5eciPw+GHlE2QTC/0aDTHnAX13x03tEDTLGom8mU+f9MObn26j5etb+NbLzpM2z2fgokuWHsJvOmrcMYVYCRm3lgiCaecq/4u+RPVU+OJ78GWa2HXr2HdZfCav4W1LwPgkue18+tPXMoHr9vMe7/7GP/13hfx+nN0XppGo9FojhGlKfWvbYNhLOxYThaG9oFZhOxAKEJG88ywbVlReE06GmlBHFnSBmZh853g6KeBZtGys2eCN3/9IW7f2c8/Xt7IT2u/TNvtH4f6JfCBm+FDt8MLXj87cRZH66lwxT/CX+yC3/kXGO2A//0d+PmVMNIBwOnLG7npE5dy5spmPnHDk9z0VPcxPEKNRqPRaABpLfQITh6krf4V2sQ9FtiyusdqQQINpxnPyYS+ezWLkl9s6eJ3v7WJsim5+7WDfGDb+xG9T8Ib/x0+eh9seNWx21ltM7z8j+FPt8KrvwAd98H/XAx3fBYKk7Q3pvnJR1/KS9cv5VO/2M6NW7VI02g0Gs0xxBUVmmePFmjHFHvR6aFFN6B5Qd+9mkVF0bT47K938Fc3Ps2lp6a5//SfseHBT8KKs+Djj8DFH33mHrOZqGmAV34G/uwpePGV8Ni3lFDb9X/UpxL879Uv4dLntfOZG7fziye65mcMGo1Gozn2jHSAWVroUVTH1h60Y4brjdQC7ZgQ50GTjkhaEKm00B40+/hMpui7V7No6BnP8+5vP8pPNx/lcy9N8YPiZ6jdcyO88q/h6o3HL5a8cTm85b/gI/dAQzv88iq44feoy/fx/asu4rLT2/mrXz2twx01Gs2cGJ0qMZ5bxCLhZGVqBHqfUm1YFivag3bs8Dxoxy9P6be7B9jbP3nc9nc8mU4PLYhWWujvyq5fH5fdaIGmWRRsOTzKW7/+MJ1DU/zyd0r84b6PIvKjKtfs1Z9TBT6ON2suhI/eD6//VziyCb75cmp3/pTv/cGFvHzDUj79y6e5d+/A8R+XRqM5IXnowBAP7B9a6GE897DL6l9rEYvjRZSDJqXk5m097OvPLPRQnhkLYMBPlcwT93zNwHQ5aHJBfGg6xFGjOS7cuLWb933vcZpqk9zzqkO85KGPQNMp8NF7Yf3lCzu4RFKV8P/4I6r6481/TO2N7+d771zNWSub+fiPn2TzodGFHaNGo6mKEOJyIcQtQogeIYQUQlw9i3XOFUI8IITIO+v9nRAnbuMdy5Zki2blBwsdKnS8OBFykhbaKxDAcpKODgyeoILDC0Gbh/vbKsORR1WVyOcI0wq056IH7TixiJ9WmpMdy5Zcs3EPn/7ldi5a18od5z3I8gf+Gja8Gj58t2o0vVhYsh6uuhV+5xrovJ/G71/GT152lNWttXz4uifY3XtyhjZoNCcBjcBO4JNAfqaFhRDNwN3AAPAS4M+AzwCfmscxzitPHB7lnj0DyKA1VczAzl+pPlwLTN9EHtOaR6NrPgRa33YoHMPn/nHKa5kNJ7xsd6/3fKiH0U6Y7IGhvcd+24uU2CIh0v1sAe6W58jEkhZomgUhUyjzhz/cwnce7OQPXrqWH516C7WPfg0u+AD8/s9UZcXFhmHAyz8BH3sY2s+g6baPc+uq61iRLvLh659gcLKw0CPUaDQRpJQbpZSfk1LeCMzGCn4/UA9cJaXcKaX8FfBl4FMnqhdtMBMz2192tOrUsN+LawGYyJfZfGiU7d0TMy/8TA0zb71jdPlKUzB8AI48cmy2B4vKK7CY7N+hTJF8aY7hn3IePWgBsV8oW9z6dC9jU4s4dPYYIBfYgyal9Ly6zjvzs6PCBOQWT0SUFmia487RkRy/+61N3L9/iC+99Uy+lPwBice/CS/9GLzlvxcm32wutJ8BH7wDXv0F6g/8ho3pz7Euv4sPX7+FXCkmjEij0ZxIvBx4SEoZ9LbdCawCTluQER0jQsaUEXjOlnLHfSwuruE1q2fnzl/B4Wcgio61B809kcfSOl1MOWhuhb5FINQ2dQzz4IE55m3OpwctIPbHciUsW7Jv4AQNBZ0l1gLX2d/Tl+HWp3t9b918TWYcuBs67p2fbT8DtEDTHFeeOjrG27/5CAOTRX549QX8Qf+XYeu1cNmnVDGOE2WCOpFUJfk/dAc1CcFPEl/klQPX85c/exJ78TUN0Wg0s+cUVHhjkIHAZxUIIf5QCLFFCLFlaGjxFgGp+mQqZY/nMJ4dmb65rzMbgTZ2GCZ6ntGQjgmL1YN24Ldw8LcLMg73t7RQXhgP2qMdIxwejnqXnW0Kg3RSVYmcs4fveFLKPevw2TiTRnqfzb+9c3RUTSCZdpWJkezgvI9hIdACTXPceGD/EO/73uM0ppPc9EcXcem2v4Knfwb/7wvw2r8/ccRZkFMvho89jHH22/l08hd84MAn+dYtDy70qDQazbMjanWIKu+rN6X8rpTyIinlRcuWLZvfkT0DYkOUgu+VF86D5jKvdt5sBFr3Fjj66Ny2eyx/s45FHzSzdEzz4iRAYRzy48dsm3OhPBdh0b0Fjj4Wfu9Z3lSDmQLbuyPH7m4zcO2nFmvkjFmCfRuhf/ucVw1ONC90iKMhIuMI7nS0Ew49COMnX29aLdA0x4Wbt/Xw4eue4LT2Bm786IvZcM/HYPfNqujG5Z9Z6OE9O2pb4Hd/gHzb/3BB6hDve+p9PPyb6xd6VBqN5pnRT6WnbLnz7wndV6OqobWAOWiz5lhYgsdMUM1jblMU2/LzBUEZpGNH4pftuAcO3PWMdm/Z0jPKF0NoI0DZmsNAxg7DhNObVEw7nzIrSmaV6+FdJ+F9n4IhgPNa7GaumE5efGbujy0zcEzTBQUdj1vFcK6n760LFjtyvP8nwjNsjmiBppl3rn3kEJ/82TYuXNfGzz94Lstv+YD6EXnzf6iiGycDQiBefCXGxx5kvOYULtv6Z/T+4tNgLdKZNY1GU41HgVcIIWoD710B9AKHF2RExwhZ7dUiCHGc0dCbIQSwbyJPuZpx7HnQjpFAm5fcpioetEMPwt7b/Nc9T0L3E/HLPgsj9bYdffx2jzLk/Ry0hVVqrthJGs/QVH0W4y+a6npU1gXyQxzjtj61mMIdn0XuZTB00Zay6r1wTO4Rs6gEdhXcy+9Hri6SGYR5Rgs0zbwhpeTf79zHP/xmN79z9gquf98Laf7le+DwQ/COb8NFH1roIR5zUsufz9I/f5CbU29g1e7vUbjuHYuqKpBG81xDCNEohHiREOJFqN+8tc7rtc7n1wgh7gms8hMgB1wnhDhHCPFO4G+Ar8mFtlinoVC25mYsucsm0yoUap7GdOeufjKFctVlZp3DYlef7CqaFpsPjfLwgeH4BY55mf15uA2qhTjmRrz/zRTKDGVnXy349h193Ld3dvk5UkryTq7XvN7lZhEme2H44IyLuh60xDO+bFIdzDMIHy06HrSa6M4DYr/iPEmJtWdj9XA7t/rn8cI97mcgcMdy/jPBlpJbtvfyaId/L7rHPueUe9uqvB5dj6sQ1WJ8sRVXJFvzXSRkkaEFmmZekFLyr7fv5Rv3HeS9LzmVb75zA7U/fQf0bIF3/S+c/96FHuK80dzQwHl/9AP+no9jdG3C/u6roH/HQg9Lo3muchHwlPNXB/yD8///6Hy+Enieu7CUcgLlMVsFbAH+B/gq8LXjN+S5UTJt7tzVz86e6fOPYg1vIwV2dQH1bOgdz1MoWxyqKLTgM3uBVt3IdkPMJqNC0DKVGDjmVRz9MLeqFCZV2e5qjHaq8bnVNKcRoAB0b+XxzlGOjOQwZ5mbVbLsynMysHvaYihSynkNWzN3/QaObIK+bTMuW3I8aMYz9XxKqfr87boJurfOaVU3xLEmGdm3DHrQwmdKSAtZzFb3cB5+RPXPKyuRbdvR8vHHGPeeegb3/eZD/sSye8iDmYL3hvSeGXMc//471PUIMkMV2WlDHOeDwDNpqmiyq3ci9rP5Rgs0zTFHSsmX79jHdx7s5MqXreWa160gcf2b1Q/De26As9+x0EOcd9a3N3DF+z/Ne8t/z0Qmi/z+FbDjxoUelkbznENKeb+UUsT8Xe18frWU8rTIOjuklJdLKWullCullP+w4N6z7FBVT5cb2tc/Qy/G23f2sd8rCe4cTiI5szh4hrgnbFoDe7ZndZoxVjVyu59QYsCdmT/WZfan48Bdqmx3HJkBFarYv90Pu4wen22Fq++NHSLhVEvIPZswusHd0xZDKZr2rD2xRdNiIj97cb/1yCjbukZ9Q3sGoTmRU9uur5lr651ADprrgRw7NKctlKuGV053biQ2cpp8QjP07337Brn16d74RW35rNv22GaJff2TTBSPscep90laD20EKefuQQvmU7rMMOGREEKJQhldfp4ITAZtPjTKwcGsHwWgBZrmREVKyb/duY9vP9DB+1+6ln98VRviujeph+P7fg4veP1CD/G4cdkZ7bzljW/hdVNforfu+fCrD8O9//SciZ/WaDTxuIbnrLFtOPQAHH72FWL39jtiZdQxWI2UMkiqPZdyozA1Ev/ZDMzG0PcrZ8+wrJujFSP2qgo014PlGVxz9MRMDTM6NspINtLo+9k+w13vg1kKxIpFjPFdN8GBO0Nv1dWosu7lagUsZhqfNfN9Vyhbs9bMD+0f5v598SGUUkqmiuFj6h5TxrlXgMM55qFMMbY9jWsUz9mBJryyf3NcETURMrDLC69MGtU8aCJGq8npNaeRcBZT92O2WF2AbT06xt27B2bXtqeU8wukBMiXSmSKJgcHAx4qq/ysq3LKkU7nGtrHxpyZQXAZAoQ0AyGOgZ3OR/XvQD6oK9QTxrMvPDNXtEDTHDOklPz7Xfv41v0d/P7Fa/nS5Y0Y170RMv1w5a/hea9e6CEed66+5DT+30Xn8qqhv+TounfCg1+Bm/94Vj+UGo3m5OT+/YP0TcTMJFfFMQpmYVhVLZTh4OXUTDh5Moka9W81D1XHvdB5X2Q4Ur2f6Z92X64dNZ0HLRriKKWsFETgiyyRYCJfpn/C9xZWFWjuMc3UBLqaldl5P52P3MjDB6O5bc/SSAuVancFWswYS1PhhuJz3X7c9mYgX7Zm7amYrrz8gcEsv90zEJt/6F0vaTGeK7GpY5jdfZXhue5ic+q1FapYKOkcyrKzxxXq0x9P0bQ4vGUj9sDuGMPc3aQ7FlHhPRKSirDH8AKOQJtFTlzvuHo+uMdu25LusZzyvA7sCi/ceb9qMRA5T3a55Ow24b956IE597WLnv6yLZFIhJTTH+90BM+B11g8/voIIRAyIAbnu6l7YGzuNRbu5M5xzH/TAk1zzPiPu/fzP/d18PsXn8o/X5ZW4qwwAVfdDOtevtDDWxCEEHzp7efwotOW8brO32PgxX8O226An7zHLw+r0Wiec2QKJgOTBZ46Oka5+0nVELjaxE0Vo6BrNBfK78qVTDbu6KNrtHpORzqpfvZLlq08HImU+mAuk0ZmUXnWujZPu5gd1CGh9UuQH3OWUQtN5MuUJ/o5eLSXhw8O89TRMW7e1uMLTq/gQYL79w3y+CHfq2dVM+BdQ84TktWWm6PR9ayrQgbGUc2DFsG07eql3ys2X2U5ywmRdUV5gHRhiFXdt1PM5/xChc/CEB6cVCK7GDNmL4fOKnvHNDpV4smjY6EJBtf4n20YnZSSwR13+14nKRnNlSiY7nFMv6G9fRmGs0VGporeOCqdZNNde3sGD5r67u3pHefmbbNriu4eylNd42w9MsZU334Y3BNeyO1jGPkeWLYrMgOm/iy9Z231/j0SFWF+DuT0HjTLluztn/SuR9FUghxQobZu7tkMjcWF60HzFPt8CzT/u1gxOaBDHDUnGtc+coj/vvcg775oDf/8cgPj+jeqMI6rb4PVFy708BaUmqTBt668kCX1ad6++3Imr/iqmvG67k3POHRIo9EsTsqWzfYuZQQ9cnCYw1UKZEipwg2PjubI9e4lNzHM8NabYpetZnA/eXSMp6ONdIGBaXLRUgkDihkODGTY0z856yIVJdP2DaRZ9plyDbsKD9qhB+GgKpwZtHf6tt1FokPlbR11ROa4Gw7qtgJI1VXsp6pRPJvcusG9VavHuSTMHNgWmUJZhae6gy5mZixwEEvAC+Odw6BAdsNPwbv2O3smyI2qfKXgWS+ULZ564hGKQ53BHVTZr18spXMoy6YO3zNYn+tBYCMmurzrJmYpXOPCU13DNs57aloBUep8PJYr0TWao2MoMHE5Rw/a6FSJo6M5eqrd/9JW18yM8dASjowsl03v/7GtQP6nL/4qi4RIf6zBfNFiVhWNcTxoR4Zn30zc3Z7rcZ/pGzeYKQT6sykhk4hba7pzalssP/IbTht5KJz75bDfCZMW0r+WuZLJYOS83717gH39GTqH1TV9rHOUg0NZJfCG9qkm2lY54EGrItAAEedxm+k4nimB7Vu2pDY/CCNu9U0t0DQnELc+3cs/3rqb1521gmteZmH88M3qR//qjXDKOQs9vEVBe2Oa7111EeO5MldvP5Pyu38MQ3uVSHsGTSQ1Gs3iZKpocXhkCtOyGc4W2R4joFzcGW4pYXf/JIcHqyw7gxES/XS6pQ0B7L/TK6lelG7YVXUx0z+Z5/adfTx0YCg8nhkMeLuas6Ew7m1HZHq87Q1mCow6M+xucQYvRK7oGLXJSoFW3YM2w+x3MQMDO+HII9Mexyn998GRR7h37yD37x/0jntsqsSOffumXdctDpUtmqGwTCB8YoLeqp5gxUE1ZtOWtA8/7rzjH8eh4SmsgV0M733Yey9fLHNwMCZCw/bz+Hb0TDCU8YWKlXDOq1X2vDYN2SoNsaObjTn9lpQgJcmJI955d8MFzYAnRMwiL3BWeVj490HZjMlVAnXd9t+pKgnG4FcLBNvpYSqRakJ1zy3+NtzNxeSgee8Fw4L336GKxjg5aGIORXm8aFjnPE13LnrGpni0Y4TDI2rSYNC532KdfdM9UxwBmzSnqM/5nr7aXB/suNG7fqmE8No+3Lt3kEc7/Qln25ZeLznXKTpVNLGMdPgBZZszetAAhCq/4iwW89xxzmlseHRwMVuys2eCQnkaL1w57zWDt6Vk6cgTiL7tquqq9qBpThQ2dQzzqZ9v58K1bXz90jyJH70N0k3wwdth2fMXeniLirNXtfC1d5/Pk0fH+ezO1cj3/RzGj8K1r6/eN0Wj0ZxQuMbQTNXtJNIzumb+zY9ZoDBB2+h2EubU3HJ0HNxctKlyIGyoiifELe4wkS8rwRSTMxJ3vL4XpcogRjtJ9zxOfa7y+eeGYrrFGtzS5HH0jPn5fE8dHau6XMV5dAXLbMI7s8FiGGo7HcNZ+ienNwhd7tkzEAjLDHjQ3HNuVTHanc/NRH3sx26IoCtoTcvmt3v6w6XBvW3FtxtQRr/vHXU9MIacXdhrXA6glJL6XBddOx6kNKBEbEIIJEagiqM5bZSou9Vp9dmOG6F/pxp61S24L/3Qyjh8D5rEtgI94ZxwXGzbux65klnxvQt50OK8so4HbSbPZPB8utvzxuYcU6FscfO2npC3PF9SxzXlTAb0TSihFuwUsOXIKJ1D2RkmV1R1RpX75R9n41RYsLfWJSmWbbDKyHL4exA8N8EJBTFd1lrM88cVUoZt+p7auLEP7WX0sZ9w6P7rOTpYvb1F32SBjqEse2JyHj2OPKIqwEafOYUJtAdNc0Kwp2+SP/rhVtYtree6y0ZJ//Rd0HQKfPAOWLJ+oYe3KHnDuSv55GvO4Mat3fygZy38wU0qzPHaN8BIx0IPT6PRPEsSSFKliRlLoUuJZ1HaM/3oxxkkY0eoz3VTlx+Y1lG0oztirDj79LwZ0nljeB/s/FVF+Fc072nL4bGKkKTusRz376te+ERKVfSgomBEOYctIWnmZ1apjocpTggG93t0NKe2NZvwcWkzkS+x+fDY9DPqRMLsgl6UWZpRydIkq7tvU0IvVCTE3ZCz/yrnQQaLhQQWKUWKWZi2DAmAmuKY3/csppy5DIoKZ9PuK8N2jPMZCpXETRBYNiSsEvmyxdFBJXCEAGmkwgJtmu162rVaDKsrtIb3hw7L97RUEWhVcD1oPeN5hjJTlZsoZaE4Scmy2XRwKKbvYPhc7u2fDFdsdTxohpzegxbMw4tOcrinwm0k/VjniLd87eDTrOy9m/TIHmTACyuM8HlQXuppvm+O91Pts7IYiktN0lBey323s7Iv3FKi2jpC+lVCM4UyD+7t9483cr06hrLcuaufbNFU63mKPf676nrsxIF4Dyn4gq+i+Esc0aI6tvagaU4AusdyXPW/m2lIJ/nFJd003nQVLHuhEmctqxd6eIuaT77mDN5wzin8y8Y9PFDYAFfdoh4E175R5UNoNJoTlqSZYfngw9hD+1nZ+1taxncDlXk6Uga6NQU+OjqS88WC61UJGpb9O1SYlmPQC2lVtbUKZcvL/3CJeu2kcIxvt5CGGZ41jgo0ZcOGd+iKpmwhbHh6FegkPHF4lHv3RkqyS3c2XcYWpEgXhpCWIxgdo6xrbOZKhH17H6+sPOnsL/zaZmxKGboVJc8jy5ZMOzZXZsnYNmQ2vtS8x44bWTriGMxTw4BkLFcKh6u5YqOqAShj/s/PAQrfX/7/LxvahDyyyXnbDXH0TT/LdrwlzrFJ2y/8IKTJk0fHGJzMq+WqWN3RIattyorPpQTbSAZyBiViGheae3dY+UkynU/E7KhMvmxiOd+TynDJ2Qu0bDHszUtYJQyrEPb39G2D0hSm850omtF71g9xtBNp9vVneNAJCx7OFtnj5W5NLxRLIYHm/l+4WXPwVLjf0USmG8MuUTu2n+TEIT+0dBYhjv0TBe7bN+jcR+qoDW/RgMc3QG3CGZ/l59u5yw5VCTVU1RjVMgeHsmQKpUAhmfCYhp0QXE+gefl/M+RGWtW92u65SgtbNQ7vuLd64ZSS/+yUSDj8kF/99jigBZpmzoxNlfjA/25WLvaX7qHtjj+GU18GV/0GGpYu9PAWPYYh+Oq7z+cFpzTzJz95ko7U6fDBjYCE697ohWtoNJoTD+EWxuh/GsMu0pg9BFTalgcGJrEHdpMsTYaM66eOjrL1yJiq1Lb7/5RHK7jy0D4VPuWE34QMFwd3e3FePF8SOa+jzZsP3B2qzhgt258wRIWB5DuEwgZcXJn0rUdGPTFkWrYqHS4jAk1atAxtoX14M3X9StgMZ/L0juepLwzRPLGPpskDyPGjQGUz4Z6OHRXH7R69RzEb8BbGlAuPHGPZslk++HDsZ4X998bubXSq5IntpOUUE6lpYHSqSMdQlkMjgQIj3vFXEWgxggcCfa5d29Upfw6wvP8BADJFUzUoj/HcWREPWvBcGE5ez2i2yK1P94ZyjIIE1x+dKnHr070hj2RQqEuRCBnas/GgLR3ZQmlgP2Yh4/dWsy1k5/3s6p30Cou42/JETfRLF22SvP8u6N7KcLbIPXsGODzsX49lQ5tY2XdPeBOOEA9/g8IDdnM77boloaUOj0wxmHWFTKXAGMoUPcHnFVHB/y4bEW97MAyyQuMK9x9nXa/aSrC4RngM27rGmcyXlViK3CdxujydTJA0VDhsMPTQXXbL4dHAMTibc8WfVMdl2TI8Dvf/i1nYfYsqzuMeUtCDJi0ss8xTR0YoBCaQZlNU1RVoDZlOyPSparTZKnUAAtEE3ikYm11e5rFACzTNnMiXLD50/RN0j+XY+KLHWPHQ5+H5r4crb4Ta5oUe3glDfU2S733gQmoSBh+9fgsTTaervL1kLVz/FjVLrtFoTji8FBQZ/nmN2ji1hQGaJ/fTPLkfS4aXzJcslZ8KyqMVmxTvNPGVVoUB5b7MxfSpqnAiCYOSZbPlyCiTbgiiu28qC3AkhKjYiPsyGjXkGpGuwSnsEiM9Bzk4qDwJg4fUc04gEYGwr9rCCOlcn/rMyeU50D9O70SehCFoyhykeXI/8qgqmpGqcBH44zsyMuV7x4Lj3n8HHH0UhPAM2fAmwufclpJU2c0rCi+/qzc+n6VzOMue/rAAl0DJMeJLQQ+M50Gr0gsq9t2gKJH0juedY1X7S5lKuOwfyKicG2ljWrZ3vzVkD2MP7EHatu9Bk9I7PPeauAJruIpXJCjQwmGsjjDzXqnMy2AZ/KpG9fhRkoURWutrQEqOjuXY1DHCb/cMsL1rnPHRIWynVc1koVrIYOS6HlKN3k3bZmjbRlV4ZuwQmYkxVnffhp0bnWkLVd8DdR/nyxblwDkOH57BSLZY4UErlC02dQyzvUuFIwfFl/v/7uSHJ3aG97G6eyOgBFT3WM6bTBGEvYmuYA96uqJHIZDKo22W4fBD2NIP+XS/P9LZZkIIWutSpErjLO9/wNtSwipiBwVbkK7N1OYHnO1Ir9CIwA4IPOffscNglaid8ptvB0MjsS3Gn/gFuf0PhNqMVMa4Bo5WqueqXcxQN9UTnkyqGsIbs6H5aIxdBS3QNLPGtGz+5CdPsr1rjDvPvIs1274G570H3vOj2NLHmulZ01bPt668kK6xHH98w5OUWtbD1bdCql6JtL6nF3qIGo3mGZKzAz/6A7thxy9VDpKDYStjyZDlUOiYiOYJSZs4Q6FcLjvb8ZPn04UhWsZ3Y5SzkBuNLd7gh0g5xrNIel6JUJnszAAMH6jYhiFkRZ6aX8hAjfn2HX3sfHor9T2PIGyTklNwYcnodpaMbvOOJuQFCDaHNZL+OF1vgHNejIAKdI8hrG/9V2XLZihbZF9/RFhVGOKy8hQHQrEgUsq/WojV2OGKYh+WLUO9wKQdyDh0D8X1YgaKUFQyvWfNsiW9E3mOjOSqjq9ULrGte5wdPZMgJa3ju1QVy56teDJK+r5E14NWNKfPvXnk4IhXETKZqDQrg/a3QPr+IzlNH62uzbT2b/KK2Vi2JOOE0o4c2sahx38TEEGeyyh+xxH6Jgoc6e5mIq++g4kJNSHhCojQJmLy34L3RbowxJKRJ0FKmmoT3m7tiKldugAAIABJREFUKnlzh0amKsblnjvXgxb05rpfEc+D5r4e2AlIhG2SKZTpnyww6Gynf9IttS/DxxAUaJExrOreyPLBh+k6st/zNBoC0sVhukedUL+AR00IqB/YSsrM+nlydgl77AiZI9vC58u2KQwdonloi7drd+9CSvYNRL6fjjdZCr/BtpAWA5MFNh/NUDJNTFuSLg5XzyUbPoiUqmJjtmiypy/DXbv7qTtyvwpLjkYORNjfP8nDBwZ9z3bFl3b+0QJNMyuklHz+pp08sLeXuzb8kvUHroWL/wje/m2/0almzly8fgnXvPM8Hj44zKd/uR271RFpNY1KpPVum3kjGo1m0ZEvBwygwd0V5rUnOOxyxEvlGPDuTO2RR2MNze37O5ztmN767cObacweorXrXui4F5HpJ1nOECzhLp3+TF60EIkK4w9Q+RZ9230RJSXLBjex7Mhtzgy79Ap/uOFsAmBqhMRkF4WjW0nkhkiYOUpO2fOEFQ4xk4FRGKEcNOmV5nYVmhsCmQwJtPC/oDyToIxdt8VBKHyxmFV5Jw4xKXXORsOlW2wpsY0aJX6iHkRhqApv3Vug63FveZfuMT9USwIy4hXxfkNtU4m8OALbMxNpz1vi7qc/IK7jPYIWjzt9z3Jlm4QTcjmcKSFzw76XRTp5VFJiWGqbVrDKI0pQPHzA76FWNC0vpM1yVFPCzNE8ud87Zn+sklJNW+h8VMUrVBGmLterSuFXcR0nSo7BX+Vcutt0PUNGWXlhrJgWDjJG7Ep8r1T78Gbq8n0IWfYMaltK5GQPq7tvI2GXKtZPWnlW9txJqqQ8ZlOOp9sVo8HbK1Moc/NTXdQfuYe2kaewbJtc0W/abNil2CItZStYLMYRPCGBVnlcqfIkR0ammMg72xRQl+9ndc/ttI1uJyhOhPAfUd1Oz8KElUd0P0Gmawd1U355/vTYfnb2Tvjh1TIoctU4SlYwx7OyP4c7gWMbKR7rGPKOP/g8CN0qmV6yRZOOoSz37BnwcuKyeaefnLs9KUNFaNyiOZNFk5Jp+aHXnqKsOG3zhhZomlnxH3fv55YtB7jrlO9wes//wSv/Bt7wZTD0LfRsedeFa/jr17+QW7arfnKy7TQl0tLN8MO3Qe9TCz1EjUYzV6K9jjwt4oQhBQRacEbeM5RdS6CcC1lsI9liqKBFXb6f1O5fY1iVhmC651FWDDzI6p47vG00DzweGo8MPcOre9wMu0RNacyzmfom8vRO5Ll37yCDY5O0jW7HLJco7b+HJWNqYklKSfvwZpJjB0PHZNuqqqObD6KOOZBLIu2KXDn3fAWN0f2DWadAif9e0lQGWFxVxnzJ5O5tB8mX/fMnRJXS3zJcFMNKpDHsEq3juyuqCpZTLf6LTB9SylAeUdCDZtuW10DYtfUmS05oYP/T6i+GYI5e91iejTtUCKiM7alVeR0N28K0/G3USHW/DGQKmKbl3ZcS1b8vVZ7AkCbllJu64Bf0OLr5ZuxAniL4vc3cyQKvKApO7llAAHqnJjdCzZ5fkyz7YWpBrSFxRKxnqDtjdELSPC+rU3TFXXU0V1L7K/vCOHjfpBLhFg6JKTf0rtKeSZiVlUmD3imXpJnzinFIpOdxTZUzXiEad53afD+GNGnMHgZU6gj459Do30br2A4askfIHtxEwiqQMrPU53vpmyiwu3/Su6cMuxTrKAx6p6W6AMiO+7z3RqaKoYmDoBC2Had98GzU57q9Y/cambsFYJ3jWzqyVQkcG+8ZkCqNUzMSLn4mCXjdnfsuV3S8tJN9XtVRYfgeNEOaSGEghYGQlhe+nRSVBy8BEunQhNN4LvJ8dL5P27vGeXj/IJYt2dY9yVNd4zzptOoQ0vaex74DzWB//+wbjT8btHWtmZEfPXaEG+7dyl1tX2H9xKPw5v+EV3/2uMbinux87JUb+NCl67lu02G+eX8HREVaz5MLPUSNRjMHos1ofaHhVJxzhZpthkP93NA6ITBtm67RHJmCmv2dKpocGpmiYzDcY8m2JU2ZAzF782mYUmFciUgelY1vBMUZeqYtSScTpCN5XsExt47voD7XTWfnAZ7u8SuiWRISdpG64Z3OHp08GlQ43rhXMl8GhGm4yp1f8EEZVCNZ39DKlUy2Hx3zejY5a4TXCzA62EPb0ObQNpRMkpXHLq1QKQfXoKwpjmBZEfEnA7P/wIMHhkPnoVAOz9CbEQ/a1rE69g1kmJiozIHyRhkqphAIgYspOS5iLqSQ5YDIkyQCR1cqFkmaTll526ZjKEvCEfxmssHbpmvE15oZz2D3xuGFWtokzBypsm/E1k50cNduP3zQu+fGjyKlpLYQqYIZ6FMWNDO8SQ2rpESQBNtIA6oke1CEFU27ausEv9iEY3w7+/MKuQRY0nNf6LX6PlaK4uWDj1BbVF7FQ8M5rym5gc3IlPr+ut9BwwvhUyZ4vqx6EBZNC0YPkRjtpGHqKK3ju0hMdpEqVzYd99orOHlfUaxoQRCrHFrusY5hth4ZqygCZDi96SSVFTYl/vfeEAIjrvOcDIthISsL8NjS/76519Tz0h55xKskGw5xtJEiiRQJhLSZckTteK7ktRwIjTRZE58L5+KEIltSYtoW2aJJyY62jAgXLyqULXrGC0xGK77OE1qgaabljp19fP/me9jY+E+sKR9GvOcGuOiDCz2skw4hBF9405m8/UWr+Mqd+/j5E0ehbR188DaobYEfvt3JE9BoNIudlGFUNPmNeoLcdwxpRsSErZLzhSBbMBnIFNjjFKFwjYeyXWnwhGJvZOgfZ7+OUWjboc9MCZYUFct3DGUZd0rBJwRcvE55UpLJypB2t3hGU+Zg6H0ZMNrVIKqZHBGPRLDPmHBDHAOhUAEMWQqFTLnLmREv197hIsWpKuW0vY35BiGRYge2U/QlZWaRxWjrAhlKUnNn610DPGigStv2xtY3kVfhZIlazGQDe7r9KolTRZPDw1lKpirgIvANxaBZLOOUaEyVQMMuU1tQJd9rSuOsGd/ifVYuF6kpT4S3XZEHZHtFI6abmjVtWRnKapYpFfLeuhZ+M2yJf40BUhOHYffN3msBvGBFEwDLBx8mWc5i2CVy9WvIr3tVaN3gpMGe/kl2Bpp1V2ucHHydLGdprUtFPgszkCk44aSV572mqAR2rmQy7uS3LR3eXLGcu657f4iRg6zu2YhVKkDP1lDor2lJDLuyOIv6XgqEbXqCP+gBNANhqUZ5CrL9kUkI9WLjjj46hrLeNW2Z2OMINL9IiIcQqs+g97LyTrDxq4LWTx1Fiso+ajIg0Nzvuo2sCLsUQigPplShhlIYSCOBYZc9YTnmVERVRxTYUaJm2gbnIhBxIKQkkRus6E8X9KAVyhY7eyc4PFop4ucLLdA0Vdl8aJTv/uxX3FL7RZan8oirboEXvnGhh3XSYhiCf3vX+Vz+/GV89tc7uHNXP7Suhas3Ql2rEmndW2bekEajWTAkkE6pn1ZbVFYHM9zwtoAxEvagOZXthOGFi9kxPcKCuOXLK8YSNEpdsRCZVd7Tn6HDKS/uDsO0bcZyJQ4OZbFtiWEIWtOCpCEw00tC64tA81a3amBwXAAFo37a8QsZ8aAFBY1U/xExogMgYZfjAhRDIYYgmMibjDqhWP2TBUacnJSQiRkUkNIOGfXBzRWGOkOGKkiKZjm0rnq38pqARAZE5pjTyNg2akgFRP3BoSzDUyVGc844Q8ZrUDhW8aBFrnPr2E6SgesTPO6ecV9QeflxrifSCSdMlaeomeikeyznF2qRFq1jT1OX60HYZSxbxhamKdtBkSHJFG22Hh1jy5HKQjbJKdWPz7Rtr2R9a32N9/myoUcxpImZrMesaQkdSVz1Q5dSyIup/h2eKmEGrkXCLnjhj+ocCIqm5VU3jXqGorj5ZkGhNL2kVe+nJlTpdum2AQhsumzbXkGhIJYtSRgCge1XSQ18R4qmLy5sgK7NoW9J29jT1E+pnl5944WKiKhqzid3gkQIER9EFUjRbBvbQcNUV6yHz32n2ZnUsW0olk2Ojua8okWGbXJK/720jT7tCLQkUqQwbP970jClzp0tJZPOd0ntTvCQ04MuFrMQGJfEOPRQ+DDcZ7fz/To0ojzMcdd9vtACTRPLvv4M113/XW5IfonG5hbEh++CUy9e6GGd9NQkDb71/gs4b00rf/KTJ7l79wC0nqr6pNUvUSKtK25GTqPRLBZcI8/NlQmWLjfsAsIuhb1EocQb2zMu3bfjzPwgXWO5UFWyOBPCbUjthueFAnkccZcrmfSO50NhT55vzrYQ+Aa7ly9jl6uKJy+Hywn3lNOGxceH8Elv3/HrqiIJ/mvPg2ZJDCF4vuN9iVqTwaIagbUDYwhXGLQD1+tA/ziDmUBRDinZ7uStBEYd6zG0bStksJqWrbwMRg3JiNcVVL5ZEInhnZ8jI1Nkc6WKSnZC2rRM7Am957cI8EcYVwHPrbHold137o324cdoHd/FU50D3v1Zmx+kYaqLJaPbaMwe5rGntpF/8uckIo2C82WLhFNwRFWJ9PcbbYTunrOOQSUmw+GrfvVTK1GLaYW3FScOXXYH8oaC579vsuBXRrTL1CTV/tsbaljaoLxp+50qg5VFSSLi0hWhgfGWIwVWQqs7x+pOxLinwo4sH5dfaroCLfC8CJIvWyxvqqE2GfQK+/9bUxqnbexpUqVxhKhskeFEWVf93gkq13F3ETy/DVNHK8SeHQiDdENhJZLhvQ8zmCnQM64mP5Il5fGuz/dSl+/DFglskQgJNJcjI1Ne6KEEJawccdWYOUSq5HrPHclsFTFtvwBRxRNMGMqD5nxSTC/1lj1eaIGmqaB3PM8vvvev/DdfJrHsdBIfuRvaz1joYT1naEgnuf5DF3PWqhY+ccNWJdJa1ihPWkM7/Oid4PT/0Wg0iw+vebAjiiYLZaxlZwKwbOgxVvXeTVO201u+ZNT66+I0ew3kprnhbXEhRS4yxlsXNJRco8aWEtMOig8R8vT1TuTpHffFh3SPR1pqWaMG07Y9b5SIMZa8/XthnGqZhBknipy9hDxovhE0nC3x213doWptQRJWKeIVdMNAbVIJg+ba+CrD+bIV6tklA/9V/ytDws8v9BA//rFs3huHmzMUV8o71NgX1UQaVHU6KW3Pe1DtSge3ua1rHLArGnXXFga9BunVStBniqbqaRcgEegJFxVo7uuElfMnEAL9o5on95Pue8I5/soiCq5oS4SKflSGG+Lszz0vRmE8lJPmYiXqQsVyoLJn36wI6CfDNr37pbW+pkLUR9qzV4hgVzxGvdl+rmVk1yLBir77SJQckSIlNkaFnourBClRAq2hNFyRR+bSmHK/u+q1GbNcujhCw9jukBhQwreyR52Qvoe02qPIltHG51TmiMlKT75t+1HCZed5mChPhZYR2EgjGfvMGc/579lSwtA+VvfcQU1xhJaJ3SwZdQoXuV8Es4iFAagwyqD4nmx+Pm5uqnvfZ5qeh22kK3KL5xMt0DQhxqeK3PWtT/G31jcorL6Umg/fDk2nLPSwnnO01KX4YYVIW608aY3L4cfvhKOPLfQwNRpNFInzsy+QhjL2RrIlZN2SqquU7XBTWVtKsP1Khuli9eIR3m4DhnumaHrNoF1aJnZ7fdjKVligyUij1qBw8TwY3VsQAiwjFQofNGS5ajyUbasy2ELa1BTHYoswqGO2qfGMelHRyLdYLFKu0lfKcnqyrW9v8DwKoIzMsIeo0qIcCxh10gkLLFs2D+4fYjJfDBmRxfI0hplU+TOuaF0++LB6Oy7s1LaxbZt0MkFDOukZvLaRwrQle/onPQ9CLCJB0IIX0ibap9vzVuELoOg5BUgnw+F8hhB+iKMn0ML3RtLMBc5rFe9KbNilSdvodmophNZzw9G81xFR29r7gFc0IoiZbPA8Wy7TedDUviQjU8VQT7ugf0vYJnU1CS5at4TW+pqKo4t60FwR7OI1k551LXbhfScEKlzRskxsZ/0lTmhnnMcIlAersTRUkZfpUmP40w6WbYe8iKBEbk1pgvqJjpDi8sL5IsdRWxjwwk6VB63yOCfy5WkahyvsmKI8QWFXciqHRnPCbCOtioTEeOyD4jx4H6SLyrOdNKdY2XOXv65V5OneDBJB0sp7EQG5+tVkms9QOXh2yc/dFQZSiKrPsPlACzSNR6FYZMs3PsDVxZ8wtOEdNH7w11DbPPOKmnkhKNI+/uOt3PRUNzSvgqtvU6L5R++EI5sWepgajSaA8jipfC0pEhhC0Gu1UJ4mULEYsjeckKWAB61uMmwIxuW2RRnPl6vmkZTNcGU12wh7mcyAgSOlVIaaWUAIgW2kQjPkzZMHSAZm+N1QIHBn+Q1nuf1VxypsM1RgREQ8Ym7ly3Sy8hxm8kqg1aYSnL+mFdfcniyUPa+bRMQazWXL9rSB2qVkJKuqwu3vm4jNnYkdP34oVDjvL67KnRJzhoC85wESoWvQN1Go6i2VAS+X805FAF2wSMfShprAkga5ulX+uAWc2hbIDxTB6n9OdT1Drb+kwRULpcD9EX9+jBgvg5AW9bnuirBKW8rQeYpep7g9jC55UWzPspkEWu9EnkPDUxGPluRw8nlq3LKs9u4W7wiWnsdwPMKhGyaEJ1giIrNamGDwuJMJQU1p3O+357wHeD3rot5gQwhSUXUewBNoEorlGFGTSJM0p1SoYlzlz7CzM/KZiL1H40OHI8jK3QWrP0YrPLqMtZ1X8awKMtWwFgjnnyYDob0VhZtEAoS6NzuHs/5AAIRBXb6fdq/Ii+HlFs7U5PpYoQWaBgCrkOHAf76F1+bv4MALPsayP7gWkjUzr6iZV1rqUvz4wxdz8fol/MXPt/P9hzqheaUSac2r4MfvgsOPLPQwNRqNhypPnTAEpZoW6msSIIyqs9wQ9lIItziFHa3uGFw+QcoQNNSE14tSzWAtBsrESyGmNXrcXBRvm8n6kIBLF0eoTfmmRHRbrj2eLg5TjXTRr16oDPRA4Qar6HkQ6utqo6t6Ys6wiqQGt2PYpmdAJYPGa1zFuUBuoHSsRssRUKnCUMiInNYn4hQ5ESIinWKEtLSl1yTXbYK8tKmWxiqhmBXrV3jQLBKGoD7li9dgDtjqgACr9DwI7xy52Vy27bZ/cBr5JpQd4OYyCen3h4vzlK1sqaXWiBNoartq4iLqQQsuOLNZmq9fHTgCfwPRkMeohycYBueyL/kCxurX4eUmGQnwPMqBXDIM1U3BK/sR6NsXKQUS9ZzGFbGB8EREyhC0ju/CkhKrtlWNP1VLqabVyx/072fhHV80vDVIynCXlOTN8LWSGOo5Up7EsmVs6XiVgxaP4Jm3wbWRFXl2lpSMTrlFPuLvLytZx5qlTd7raIiulVDPh+DzqSYm3Fbtw/GKYYSenWta1TaiIkwKw7s3zcT0RY+OFVqgaZCZAXr/67WcldvMpjO/wBm//+Xq0yaa405TbYprP/gS3njuKfzTbXu45vY92A0rlEhrWQ03vAsOP7zQw9RoFjVCiE8IIQ4JIQpCiK1CiFdMs+yrhBAy5u+Fs9mXlBKZrKOcalZhY0JQrmljvPVsJ78hsnzAGHCNkvFcwTNeXXvDK01uJDEMgzNXNvOiNa3OepUG1lC2sjw3QKEUNtRtI0VjOpBPlE6yrFH1l7JsPxfFEFCkllypeqK8O/vvUi13LEjY2LWpLfhizrBL1OfcxrWVgqemNIZhlUiP7iM11kl9rscTRqmQBanGsaG90XsnWKLeMtKApFC2aJnYC0P76BnPM9FyFiNLLiDqyxlZemFgyxKwsaKVH51zcdbKZs9TJbExShmEECypV6Ls/NWtscaYLSpFm3SKFzRmnBwzqfp9nbXKb5YdLMueMgS5gKAJ/rYbAlj14vAOSllqimOcW9Pj7E+dS9fzJaTlhZO5hq3ruQBoTCepK1RWz/MEWkIQNPttGZ5ckCIR9kLOwol59qpwpI/yMRox3jr3X3+jZrIBREA0SjvQbsFfriyTaj1VYjV2QsS93aYvhhMkINCccNPikrMo17arT5tWUky3e8u4Ysx7XghITmPFN5RHUf0UJZP5Su9Rysl9y1Tp6yWYXqFFBdJMuMJVBuNKHYazRU/Imu7ERown9vQVbd4zpc3x6o63ns1Ey1neMkXTYv+AOrakmQ3f/w6WLZ3xiNCz0xO8kRvPDXEEMFONHA+0QHuuM3yQiW+8iqW5Q9xy5r9zyXs+s9Aj0sSQTib4+u9fwJUvW8t3HujkT3/6FPl0uxJprWvhht+DQw8u9DA1mkWJEOI9wH8B/wK8GNgE3C6EWDvtinA2sDLwd2D6xRVly6ZYvwKkyoOSGJQtm6nG07AS6Yrlg2W5mycPUJsf4GCwUqCU7Oqd8HKcrESd55lKOhUjg7PNQREysNzXoa7Bmg818BVI4QsygOctb1SeP9RsdNAMG5wq0z0WzsMIhjpFPWiJZzDNHvW21ed6nY354u+slcoor8v3sWzo0ZBRHetBc2iu9UWejW8nlmvbQUryJYukmaNsS/Jli1z9agr1Kyu2Yxs1PM85z60pm2R5irGpslfkA/DC8JIJw/MyStvGKE5gCDh7ZSMXrG3DMARW/bLQ9oOhdkFcI7dlYrc6V0KybklDxXIA5VQzQgha1wTnFcJ5ecn2M8g2rlevhIDCBMuGNnlNiG0jSWtdygtxdKuPCoRnxGYbNzDeejagrndcaKh7fxoiItBsm9bxXbSOOc3MhYh4fmdWaInIeUoYyqCOTg4UTQtbKKFlJhsZXH4ZpZo2Z3wBweWc4+AwDo+phtCeBy0uz87zV83ung9uozGdxBCCnlKd1/YiZSS8fCzwvdHuPWAI4bc8iLCqpU6FIaI8iyORIjdSGKFiPEHca5k0wsGZzYFJHDdnEWB0SUTkz4AtlRdtYMXlFeIpV7+G8VZHbDle3PZAmK6RTHrPFDe8s5xqIdu0PrSdYB5cIb0My0izbonv+SpZtvp+ibDYTnjaNyrA/eqpbvP2+UYLtOcyXZspfOc1mIUs1z//67z9PR9e6BFppiFhCL70tnP4/BvPZOPOPt79nUfpt5rhqt9A6zq44d3Qcd9CD1OjWYx8CrhOSvk9KeUeKeWfAn3Ax2dYb1BK2R/4m7HGck0ywZq2ehAGVrIeQ0ApvcSpuBcf9hY0xFPlSZaOhPsdliwlFlyPmJlsqJjYDub9BFo5YdYEDTzh9HYKGh9+rlxwOfd10THyA3uqCOEK2oiVAs3dyxxn2zECoUSOxybgQasPhHcmzWxojK6BHBRorq2tQk+VUW7Z0qtsV3KadfdNFELH4LYViM6oB/MADcOgKdvJZKHMgcFsYF0let2iMQAdAxNkp1RjYK/QghCMyCaixOawBb2tdplXbGjyPAmVqDGva2/yxpxK+uMeX/c6apJG6HhzJXUfNTjGuBRJVrfVkUoYnLu6xTNcEwa0jT/tjamcanLOhTpXhdrloZG4YiQhwiGO7p3o9rOSiFCI2szI+FA7UelBU+8nHO+JoFzTEh8t5JzjoNCcKKnCFoY0kQjveHL1a7xNeJuKa68Q4w0NCrTaZIK2+hTdGT/PraE2gZny7wv3O+neA4ZQorqQDot7gFWtdeExRZAiwcjSl1T9DHD6rPnUBIvKCH/Cx/0+eZ/FfNeH21/Kkhb1LHIbVVuJWsbazmWqYZ233GTzGVjCqaApbVKGwWmBCSeMlPe8CbYzmS7U00rWYRspmgJhxBP5svLWBq4l4BXciXpIpfDDaYNezflEC7TnKntuxbz2zfQV03x9/Tf5w99/97QlnDWLAyEEH718A9//wEV0DmV56zceZutISom0JRuUJ23HjQs9TI1m0SCEqAEuBO6KfHQXcMkMq28RQvQJIe4RQrx6NvtLGoLaVIJc2wsopduYWvdaphp9A2S6fK8ormejYFqUk76RYibrK2bOQ0aGY6xkG08LL4PKhylG81GiRQ0CM/PSSJFbcZH3vhSC4rpXM9Vwqrd8cO3o8U1nOE2LEAyuuMwTOWpH0+TbTB4NrOsItBhDWR2DMkDzZYtRpwR42RZMFsrkSmb4GJxt5OtVcY3Tl6nrII0E6Rr1WWt9/DV1c2I8NQbks+Pu4eH3whMVpdKFqMxlUvjHtKr3LpL922L3XU41cdZKN+xR0LfyCvpXvhpXtJnJBkjWOkZ3OIeqOZ2k1slps42En2MlRMgT5ld6NDCTSkgkhYGEilBetwS9uoRBD1pYjGUL5bAHbRZaLXqPSeI9aMENJiMl3D2EgIS6nqc01XoioKY07lcSFf73LXiNXAHlhvkGRXxcYYngdzaVNKirSVISKW+MTbUpVi9vp865Fl4Uptv6AEHCySEVBHr+zQIpDIq1vtBY3lTL+nbXM6R2lAw27W5exZKAl92bXKDyPr1wXVvIiw9QTjXSfu4VTLSdgy0luZLl5HUlGG87JzAup7Kpcx+5t0pzOqnOg5H0hKEbwry6rY7Xnb0iMLZoblodZqqx4pmpioSEPWjepI5bDdaZJJIixVjbeUy0nBUqhDSfaIH2XOSJHyB/fiU7zFP5ypqv8/kr3xQ/06RZtLzmzBX86hOXkE4ZvOc7j/KdrZPYV9+mmon/6sOw6RsLPUSNZrHQjur1PBB5fwCo1kPE9a79LvBOYB9wjxDi8riFhRB/KITYIoTYkpl0qoa5Rn46bDQV00tCYqsazbUpyqlGJzeK0Ey6Ck+KjEGGPWjD7Rcz4YQqBcZZsR8plFEUDUvzw6kMrKY1an3ndV1TK+Nt5wU27P9v1FPg2s7RXbfW1URyxCLjwkAaKcxkICE/svySgOcoJCpjtpcIlCqPE8klyymqIiW1tZUVAsdbz6Zv5RU01vqepfpUkhetaaW9MRy2ahlpBpdfih0MRXNOgJv3IxwPwXTEVZ4Mno+4HCDXe5hpfB4tdeo4hSGwEzVIowYpfS+M6wWRQlCXSnjXqK4mKCz8c2Xge2oyvK+mAAAgAElEQVSDNoMUhldMxDBUCFt07G6hl2jIa1SgjeeKM1ZjDBINb1zelHbGlIi1a1yhWK25Ome+VbWyAerTSc6/4BJqN1yCLVIcGfFDe12j3g6Ik9wL3kHP6jd4Xtdg+wpXxITuWTsg0BKClCGQoRxOwYvWLfXWcasTumJPCHW+C3VqvHE9/6padpHztqI5TVt92BOrTp/aQnr9JSEve6iJuxGZSGg6JXScztZI1DZSaFqPZUvGcyXaGyuL/tiGehbt7s9SMm1PbD1/w3ped/YpkPAFmjAE561u5dzVraHvQjQvz0qkKaeaKwS7FMJpSaEOJmEI77nnXt+J1jPpW3kFdqKGUnqJCqU8Ts4MLdCeS0gJD/wb3PYp7rNfzDXL/42vXPWakNtac+LwwlOaufVPX8Frz1zBNbfv5SO/OMjoO38GZ70N7vo83Pl5qNI7SKN5DlJRLy7mPbWglPuklN+WUm6VUj4qpfwEcAfw6SrLf1dKeZGU8qKm5iZY+jzvN7wiD0okGDzllfSsedO0uQzNdUmn548aojsrr4wzUWEjhEMcK8MQXdae+RLydWFdKoWoqKqWCBQkUGlDrpfH8MLfAgfFaNuLGFr28grDz/VuCFQ4mCtO2+pTnH9qa9Xjd4VIa2MdNQk3pCu87Q3tjb44EoJWR5AgDNrqa0KerWDhjPHWc8g0bghtq2QLR6RKzloV015GKJET9Rq4XobVrXWsaFIGp5Wso1zTGmvIuaW+hZHwrdyqtczDx2sZad8rB/H5R16YnYBkrbOcfy9IV3jje84uXt8e8r4IAbStZ7L5BcrDkKrz9ud6fUIhpc44SzVtKoRRVo7dFUbBapMQbf6sDOO4htPVWktE76HW+hqQrgetum1TTFfpS5hIwbIzocHxLhlJVq49I+TtEtKmtjAIhEWYasJteOcmzoMW9CwlbL8kfSphxDwr1GvXm5mT7uSA71EzhKCYXlb9FnL+XdkSFkPR50M4RNjxoBleGUhEIhESe4lQhdSEF+IKQH1lCODqpQ3UpxIkDBjMFDFtGZoI8LfleP+LFpOFslKg5/wubHiV+jzgQcutuJCa016KUdeCYQhWtdbz/BVNGNHrLgysRLqiqmddusYT9BBp1O62zRBJb/LheKMt8+cKtg13/A3c98/cLC/nyy1f4DsffEXMD63mRKKlLsW3rryAf3zb2Tx8YJg3/s8TPHHRV+HiP4JHvwG//iiY8ZXcNJrnCMOARaW3bDmVXrXpeBw4Y8aljCSserE38ztdFcPB5ZfRt/K1ofeW1Nfw/OVNLKlPq3w1Zya3pVEZyWaiHimMkLFxxvJGGst+M2tDhEOqguGIrW3tgAjkcKn4u5basBHiNjGWOPuqb6dk2UghvPwWl2RCYCVrKaWXVHiFPC+GgLEl55NzK/5NMwltCIGZaqK5NsVZq5d6xyqiM/UEPH22jRCq9YBEsKK5FpFuDO3LvRZ2oobJ1jND2ymYqgdawiqSMpSQ6Ft5RWiZK85aUZEH5LKypY6mtSpUyzfmhXc8FcaWkQqFOPrhZQpbVu5DhcoGPQXxJ/H5y5u48LR2OPWlsOYl1NT7FR5d7WMlaj2jvqk25YXyueNlyXoyzaerN1pP9d53jy08r6teDC17qWoxkUiExllKtZA0lfeptiYR8q6ZMrAhZ3BBr5r7f9GmxS6pyIlNOrXh46o4BhlrO7/qZxgGtDjfmXQjyYRRNaxNTaIofA9kijOWN/LCNUtDy7m88BQ1AZAujlKXStC+agOGEN6kiIgIVLedRn2NCvPzc9CUZ3Y2YdPRCqilmrCwDYYsgnqm1CR9T70hwpNCUW9dKC8rJpzzgrXtGIYI7SOVqN4b0ivG4hTy8EvJJmmrU8+qxvoGaPPDx194SlOsFxHiw4XbGupYu6TBK36icu7C94wdOG9vPX8VxxMt0J4LWGW46Y/g8W/zY97EV2o/yXUfuWSaxGLNiYQQgg+8/DT+f3vnHR7JVeXt91R1TlJLasWRNBrNSKPJ2R7PjGccxtnGa5NZWAz2LhgvcVnSfoSFXWANLN4lmGxsk8PCrsHYLKwJxgEbG+MAzmFyljQzit31/XGruqs6KEut0dz3efpRq+pW1b23qqvuqXPu7/zQDnl8+Zd/z7XGFQyf+UF4+Ptw8+Vw/NCo+9Fo5iKWZQ0C9wPb81ZtR6k5jpVVqNDHkbFDGp3xxEgqhpbhw/J532wbhpAI+/GZQsYIZENt/CFlbPTGF6I8aLmBREU4QDysBhLOvBS3ktyR5AoOJVchQCCaZENbFR11uTf5Zy+pJ+Az6KpPZOdY+U17gOt40FpPY3/qVCzDn50T49CSjOAMyM2MVy3ONIT9qVM5Um3PY7OGaa2KUOUKp3IrK4J6k502Q/ao0Tei+EJ2QGW/iLIsNX9luOPC3Ft3m6WNFbD4wuz/nlBTMejpH6J+zy8xgMUNFZy1vJnNC9XAM+Q3s0btkvoEZ3UVRsdKlUp4nJu34jJ6XMbCwep1ziQ0e0NhxbxKj1S+Mi68g8W+sFdNMt8jYO+MaNCkOh5WuUyTrZ4oGSOtvDYDoZQrTM02XC2nrrhygQHBnEfRdAw0txJNViXDhNRiFm68hOXzcgbAxtY4a5sTrGquVAa1CD2JDo5ULmXIZYyJNYxYGYaNAPtqN0OuhwpoT8XY1pkTIqmJKu+m32eoa0tkRAMtbYboasi161DVag7UbMgVqG6HBWdAopGAaXC4alXR/dRV5gxrnymsm1/F8nmVVIQDJGOx3PWZlcYXYgs3IbbCZ3UswPwWZWTkzpPTarVtoLKB5U0VNMVNljZWkEzk+tYRmSnVUkc11iBNW40yRvanNtJd4c0YInbdHCrCud/n3tothUmrfWq/rdXqWvek1wgWCeG2N3afk2KXb3XU8YiXiI02gySjAVY1V5IIFm91/hxbyIkzxYK+nIiQ375nGrm6Dafz5ue6EqKLSPbF1UygDbS5zuBx+PYr4U/f5TPGK/lP/xXcfNVGGioKY+w1JzbLmiq45e8381erm/jsHU9zwf1reH7bp+GFe+DLZ8OBJ8tdRY2mXHwKeK2IXCkiXSJyHdAIXA8gIjeKyI1OYRF5q4hcKiKLRGSpiHwUuBQY8+TO3Jvn3LJokZCe/CGGE7JniHD+ypasqpiRaGB3w1n0RZuU8pigQtia1gBeoQQRgbw3xn3RJva2XADBGEGf6SqfMwSiQZ8KEbMJmir3j2ELJwzaXgS3t8VviD1YV/sYDOSMDFDG1mCwmoGoMmgyhp9UPIRUKk/a2pYkHXXekEI1L8p+e2/6bFU/IegvfAvujN+cOXRKIEIQX6igD7J9ZrOvfmv2u8eYEgvDMIgEfFTHgpy6oJqtHbZSXt1SIolk0cTSRjDCvtpNHK5aUbDO7woJyxgBFQ6X522M+E1CPlOFvloWiYi6FgaCNeyt28qwP+apZ/Y0uOc6OcZ7qYTP9rwnlaPNG2KZTRCMZIUyAKiaD62nQagSE8eDVmL/9cuIVdbQUh2jozZOczKCWBmVVDkYtecKCb2JRRyLzWcok+sXFaZrKZVF9y8j1cm+2k2ew8xLhrNz7ADm18RY3VyJP7WQlqoIS+oTRSOEDlWt4kDNBhLhIC0u2fW+SCMDoTw1xKi63n2meEIZ3SzLeslUfZsqwwTtpN6YflduNJOO2rgqV9nMsN31ftPIpogImDkDra06mru4W08j2Lkdwwl3dkJORXLXgKu73IZ72hclIz4Gq5dQHQ3SmIwoT7c4Xs+Nahuj+DVjoZRgDRGsVC7XGLXqeyoWIhULMmwbMr3x9oJ9BIOhbFtKpQU4GmvDF6vNnpOsxyu/ToYBlS3q+ksPUgwn56BpCBURJ/G02t/i+kQ2XUcu/DpnoIVsAyz7EsrnHSun4oVpUqYLbaDNZfoOw02XYj35v/yL+QZuMC7nG1dtZH7NzORw0Mw88ZCfT7xkJV977Xq6+4Y44/Y6vrn4M1j93fDlM+HpO8pdRY1mxrEs6zvAW4F/Ah4ENgMXWJb1nF2kxf44BIBPAA8Bv7HLX2hZ1g/HfFDHsHLC80Q4q6u2oJizPuQzWdda5UkYrQYSalAWCvjJZFUBhcHhjBqYV6m5VM5AzT1HqaBKRQbVVrHBfHI+oFIGKAn+wn111MUJ+026bK9P2h70DAUqPbLbZtSZ66N2cizaCi2nQsspdlMKd24YOaVFDJUfykIKPHdqe7sdHleL2Hand9+Ot+H8ZQ2sn++dgyTuOXxYnm3rEqHsPCBqu6Dj3IJ6gBrwDQUq84Qe7H0aRlbIIGM4MuKu+tqNqYkHAeH4UBoRZbBZYhZNjpvtuzzjIT/XmJtK2+tgFQmLszwetNx6QSDRCP1H8A91AzmDs7uiK3832bYkwn7qEiGYv1l5o+INSkXTreLomqclmSF7Dhrec1e/XM3pc+8+v32SM0xFhMqIr2gPpM2QMsREeUXPXFzLuvkl5qPZFAslXdKYYEl9QvW92C8FXOcRAMPMDrJDwQCJcE6h0QkVjQZ8nvPXUBFGLItwwBUmapgQqVJJxYOJ7O9Vibyo746wyoqmSlY0uUJagd1N55Ku8XrMHAaDVVkhIhDmJSNsaHOFczrXhIDULWXIycvmCjceSGfoCzcSalnLmrWFwrhL63JGjlvMw/2b7a5cQk/jJiqj6rrLisqki0zRSHWqFy2x4hpPjhFlAIsalQdczFwf90ZU+Kpf1AsS57boM4RY0OS8ZfVUphrt8G7vvltK5BycDvQEpLlKz264+TKsA0/yPvMd3JrZwLevOoWFtTOTAV1TXs5YXMvtb9vKR255lPfev4NbUx/lS8FrCd10GVz4CVj3unJXUaOZUSzL+hzwuRLrtuX9/2/Av03meDlpcvV/bTxY1BgRcSnBhZPqxZqDGcgOYnz+IGCH8SEMpZWghYPzNrg/WAX0sai+kscO5pQL3XXKr2nBYnvAGPQZOVUJYHlTRTbJdVdDAg7YA8GWjaSfyW3uzIk5GmvDatsMj6sQ6zMX1yrjYZS5zz5xxEkEDB9tNVF2HuknGvTTWhUhHW8E1D4NETLi96hQ+oeOehToXC0FVChZPC+s0j/cm2u+WKU9UCNQoE2Q8c6b8pkG6eE0aTPgVXH0DFqt7PUgpklnfZz7PBHqrhAx53u4Enr3eNfn1X9ZUwWGCC0HQuzMBNln+PJTu2HZ15OBgGtA675ss7omoQr21q33qIvmtT73NWwbV93PF7bX8EEa5iUj9Jqqv9KWMOyL0heqY6jeq0Sa3Xu2ee5wQK9hXdxEFc+6eEjlx7qvaFmnuoV7itjhcc5vxcJ0HToX8umEcGbnT9od6IimhPxmrjHJNlY3VLIvU03k+H5PYnZAhV1WtyMP/M6uF4TnrYA9uSL5om9O3R3DqNhV7Xg4MXzUJ0IQ8cPBwj4QcXmaXdfX0HAGRKhtW0pFLATe247Ho+dR/8wLYPUZQiLkpz0Vo2/HkHPgwgqHKqDroiItyR2vtTqiPKipTk4L1BCzIvDcYxCI0ptox5c+jlE1H/btzl5CzkuYoM+kv3kLu+QIwbzjp+LBGZuLpj1oc5GDT8FXzyVz+Dne5n8fP0lv4OYrT6Gzfuw5MjQnPhVhP9e+ZCVfu2I9TwxUc8red/FkxSlwy9vg1ndBuvika41GM3mccYjPMNiyKMW61mTRckPpDN2VSzlWuQjaz4Sll+UGtIZB2vYwBALu3FxSIIvvM4TuisUcTi6HBdvoaC701pUmbxBkDzr9PoOBQJL+IWVILEjF1DyufCJeAQVH8n8wUInYoXIiajA8FmEq0zRy4guGn1jQR2ddDFMgFQ9RX1sPy19s71cJVzjdEQ2YGJkBFTpmD65a66oJ+kzPQDs/3HTYPR/NyhT2yWjM31wge58vbOFL1NEbb8cy/HZdCoVF0xkr6wU1M0P4TINYNBeK507ynDUIw0U8QHnWYnsqRltNFJMM4YCJJX6XA88JcVT/pqvzcpg5x6xozpbJ1HSOYJxRfGBdpE8dEYZkxM+ygT+ClWHYUp6wQzXrGA7mrrdBf0V27lR2T44IVjZ01XWMoqcw59GeEuxwQ49BXMSzOZTxno/F9YmcWqiVUfL+TWvwmwZNC5Yqb1mN9zzkWmDn6Kpeilm/hFXNlXSWyoGW9eADTWtJpzqzq05doH63jrKoIwZDwP0i3wl7xZubz9Xezvo4qZhLpt8fzv4+AYjlcpTlS/Wvaq6k1lY/dYy3ZU0VWY/XRM9SKhYi0roeqttJxYOEg/b908qAmByuWoU/oe6RjmGmQrdz7S01j3GmcgZrA22usfsh+Op5ZAaOcrXvQ/yiv4sbX7eh+ENVc1JwRmctt7/9dM5b08E5e67mu76L4Z7r4aZL4diBcldPo5mTOA9xC4uqaMArqpBHxgxwrFJJmmMY0LY1G0a3r24Th6pW54VZSUGuKJ8pKvxIzJxEeEGlSiwM5xmP9tt+s6KB/khD1mtWEtdgrSYWxLTnhgz7Ijn9iJH34MFvGgz7IsoILaLc6B78J0I+LMOXnY/UUh2lY8P5atBlmNC0ltoV57J8yVKI50Q23HNh5iXD9CQWccxRmDx+aHwetJoOiNVlB3POHO+MEcTvOk54wan02AaGYRiuGC+7zPzN9Ifrs+GMQTuc0PAXnzOe3bPpNd7V31Jz0IYwEJVvKuM9/vFQLbsat0P98uLHSc7Pej1Gup7ztnItKhZiaxvwtidXsEi781S7vu+v28xRe45TwSA5YBux2ZhXyKQW012xxFPMmuDg2hGLARXymjtujGF/gsPJFbkWZ2NFzay8/fGM9zqOta7OeeEyaSXokj13orxlpeb5WU5b1N/W6ijxztx8ShZflL3WxVF8NASq2rDqckmhPe0AqFsGneercMpq1c/OLElHMdIqku6gtTrKaQtrPHNTPczfnP3qNnjqEiFaq6NUxwIF6zJ2iqBJpeh156DM82BCTqm2viKkhIuigex65/oqZ4pgbaDNJZ69E264kLTh5/XGh/n1sWZueN36EXPNaE4OEiE/H3/xCm6+aiOfD13J2wffwNBz95C+/nTY9UC5q6fRzDmKz41S4ccOyUggqyTnCT80/dnBRdoXpS/SiN8VumSJQXU0gFsEY6TcZ9k6OV/ykmcTjEHnBa6C6ljRmKpbIjyK10uE09prOKurjtPaq1nf6sxLC7lSfY19pGM1rGIwWK3m2ZnFZLNz+4oEfGxY1GTP71EDyUTSZaBWtanBe8upMN8rNHHG4lpWNKk3+E3JaC6XU393CQ9QCRpWZOdAnbOkPust7Q/XsvL0S3N1jbpVIykMcYzVcrR+QzZPXcavjA7D7x5Iu0L48owxT3LgUgaaL4xpKANtMO09fhoTywgUCDlku8K1T59peNItdNbH2dbh8toWO36RPk27wvgEFfaZLiKzn9uFN0QxS3bOnMtDU7tUJRa2SUYCrG5JFt9+FKpdycgdEQoaVoFhsL/+dJUs2tmpc14NHynbO5SszBuHpTqzQhvFr/HSGOL8qFy/90Sjmh/Zfib4Q1kBDf9Qr72Ns21hy3PzPU0I2HOsGlfbK3PbqXBiu2wmrZQcXQZfPgdqNigD2RPiqPIQRqqaqLeN19w83dy2OVt1EhaSW4THDII/Ao05Nc6AaUB1O4YIqXjI0zfON/cc4plGG2hzhT//FG6+jOFoHa/MfIi7e6r56mvXs7Z15MmvmpOL09pruPUtW2ja9jpeMvgB9vUOkP7yOVgP3Fzuqmk0c4rsWC1veSLkz74p3tBWRSo2NlWwgOvt9OmLapTamS83uPXZyof52xQT1sgODMH71j67TO0n4jc4q6uudPiUq3wqHiQW9Kk8WPNP42isjYwZys6JcSvmlSJthpmXjBCpagJgwBFCyVIisXPLRu//5tj6NBHyE/CpPG8FQhFDfaPvwB9Wg2IX4YDpNXBiKZWPrHG1K/ecnXTblQfNoashjoSr2Nl0Pn01ypOV8YghWK59OF/UOV5QE8sJPJQy0Nq2EFiwCcTkaL8TgpkXmin5BlqhV85n+lg/vyobntZSFaEiUsST591TwZLe+EIlUqEcaBhWmv4i0fermitpT8Wyv4Ps7udvhvoVykABNT8prx1OPjvLIquwOCXj7ZqFxVvl9FN6kIBpsGJeJSsXFJm3lFoM89ZDxbxxHXYg2amSvle0elfULVXeL4DjahKZkXbST6jFQXv+5QpXGoS9dVuU174IWR+r2PkVHU9UZhi6Loba4uIjoFI5uA1kUOfkWKyVvqbcb7ZYGGGXnQYkf67ouHAbsIYBiy/w9LVhCNTmz3F0PGh4/pYDLRIyF3jwm/DjaxisXc7lPW/nmeMhbnr9+lGViTQnJyG/yTvO6eTilY289/sLuHLPR9j04zfR8/R9JC69dtxv8zQaTSHza6LsPNLnyffl4HgIAqbBgDhejOL7WVQb54l9vd6J9qTVoNlliPgMb+4zgPOWqYH9f/9xlzpE3qjDb0gu7xCFBhoWXlXJUuQbA+Ek6boV+IYy+E2Di1Y0Fs9J1XGeetP/1C8BGAhWUZ/oozsYBvrtEMeRPWhAYd6lEXLPjURrhR+rfxz3P1dOtRGx5/bEsEVNLMs+BYVZvoI+k8UNCR7acYThcAo6Xoxvby909wDQH6pj2HwGX/q4SzWwmOe0xAXlDxOuaYGdu5iXLG40+2yFxq0dKXZ39+dWGEZBmbWtSQ4cHfAYnyWP73gjbMN0XjLMjsOwp/Fs4E4QJZ7R75Led6T/W6uVZ2dvTz8Dw7mcbcTr1QegsgUGevIPR8b20sVCvlwC5Lz6bVmUyrapFEcql9pJpPcUXZ/dZ0UzHHwyOy8uYBrFXxoYhifR8lixzACHq1bSUiTcsOAQTh/Y/eg3Dc5cXOcpk/ZF1YuEfBpXs69PnX8lgKpCHOclw9l0DePFuQ+472eOEdbrssxjQZNljRUEm7zhtmOieqEK2y7WpnzyQ6jdqSbIpRQph52mDbQTnd99Bm5/H33NW7h47xvYN+jn5itPYZUOa9SMQkddnK+88Xy+dXcnT9z2fl77p6+x6/kHqbniWwQqG0bfgUajKUlNLMiLVjUVXbdlUYpdR/pK5gRys6RRiQm4w74kbU/qd4W+qaTS+Xm/8jwhefte2ZyERTVO4dwKZ//5oZClKPKa+UxXKGfJhMF5htXh5HLoSOIXl1E7yhy0ArouHrGqI7EoFQGmV0xrfnWUpw8cVXODiqg4FqOtJkpl2M8ju3vo6YOeik6qDj3gDT1s3aS8Grv/OGodRISLVjSWnF/jtw2xykjAkxfPbYibEeWpCvi8oY6ugxQus8VkVrck2RdJqBBWm8y8DciTv8PIDI2YKmJRbZwHXjhcPGGw51qxsoPssF8N9kN+k2N+HzBEXcJrMHnCQ0uwYuVaZVM/d4tneUFTo9Xq5UMgmptCUOw6niClvPMeDJ+6HkqEWo+J6nYGd+wCy8oaVNsWN8D+brXvCeDsx31PcMRF2lOu+0HtEkJ7HynwUI/tIObYDd+C82LnmrM7zJn7Ww5Pmg5xPFHJZOD2f4Lb30dv+0WcvftNHBwO8M2rTtXGmWbMGIbwqtPaOf8dX+Er9f9E8sgj9F53Go/f9ZNyV02jmbNURQMsa/IKN432/HcPpiXZAsk2T3iOertt0FRksLxlUcouM9IRXCuT81XYWM2ikSsVL/0iR+w5WWPFFNvADMa9SZDdIY75ohrF8E0ikWzNIuWFmUaqbEGEaMBXsj1Zu8v+4jcNahMhzuhURm/WC+QU9IUg0aA8dY5iXonEyg6mUfr8lDSoXS8A/KFE8TLZsvY+3IqA8Xpo20plyzI66uLeOT+myltmZAY8Qh75dkVLdYQXrWoqLUhR5NqwyCn1RYM+zl1az6LRwnaLUBsPUZsvrIFrXpz70MGYd4HhU/O6WgvzhI2X3PzWEayuhWdBooljDRvtspM7ZvZcOb/56Bi8U0Uo5kEzDeFFq5pododB13YpJcjxWEaOJzU+sgx+JODzhk7WLYOmNeq73U/DmbGK4Uwf2oN2IjI8CD++Gv70PQ50vZrz/3IRluHj23+rpfQ1E6MuEeL1b3gnd/9uA/U/fyMLf/YqfvXgq1n9mo+TiI4+d0Sj0UyM/FxApXAPpg3TD/PWuleCZXHBiibEXziAdLwNuXDGogfIffeHIFVc4ttDy0bIDI1ebjQaV7OkNs0CW/ba7w41KxZy7dS15VSvEMBEqF+em2/mC0LzBjjy/OT2ifIG5KdCAGiqDFO9tJ7Qs4/BgB0+mDcInZcMc+j4YMnnuWEnOU7Wz4faduWxyR5grZ3Id3SPUCn8pUL9XB60sXh/aTtdJVZ24wo780SiGn41D83KkBE/8ZDPE/I2bvL73v6NIJJLOj5FFEtkXYDhyyojTpbaeIhnDhzLydoXIxiH1o00Hx/k6cf3Z5M3jxfHCMw2MVoNyy6fsEupmAdtyggnvfL+Jdi+xBviSe1iGLDzINpe/WFbRTI757EMQY7aQDvR6O+B7/w1PPMrnlr5D1z8wDqSkQA3vn6D1z2s0UyAU0/bytHld/Hg19/E1r038qdP3M2h8z7P1lPWlbtqGs2cxDG8HPGCMW2TvyA5Hw49g2H6ig6cokEfZ3XVEQ2MdIwJDEAMA4xJeKwcqtsJAtnZcB7PwwhzwsYprlAUV16oqSTfQ+pGJSempHHpMw3WtBTPmwdgZIZY0pAgEolBRV4YrWHAaN6tUSjp+TRMYkEfRwfGaDjFRs7F5x70iuHLhe4ZflY3J/n1E/tHieMbGU8zDL+tbDhFA22Xp9YxVovu2TDVfK1RPJrjob4ixIXLG8bk3amMBEqGWo+F3JxJtwt/4n3oGD5jMmpnkmBcCc5EVMj3cNrxoJWvntpAO5Ho2Q3feAnsf4x7Vv0Lr7x3AZ11MW64Yn1Rt7tGMxFi8QrWXHMzz/3qJhb83z/S+tOL+cL97+CSV70pm99Ho9FMDbHiCEkAABiLSURBVBVhPyvmVdJYOfZ7eMH4qHGNUmYcQeBnVLEPxzuS7/EoNx43SwkVxxOSIqIsY8QSUV3gn+LohtH6VQw66uKu/GmTwxO2a5o5UQ/Dn00rEfRPPMTM8dLUxALQ7xhoU1D3ros94Z75Cco9LNgG3TvAnNrh9kyF3nlFbcbH5oU1HB/0iok4c2mnxYM2WeI5tVSnfo63tRy3HG2gnSjs+zN84yVYxw/y/c5P8s67U2xZVM3nXrWGeEir7mmmntatr2Zo6WYO3fhq/m7fh7n1U7/gjm0f4aVb18zOm6tGc4LSVhMdV/kCD4eIknyfDIah5sdEqkcvOwNURgIjSGzPgfuPW5xgnKO/Y9EWMrWVKkH2TCKmyoc1RV4Fr1cm1x8Zw08s6GNNS7IwmfLoO81+VYqFtUphckcSBo9NtsqKvHmOzvOwqN0aThYmgj+BGCl/2mhUx4Lk301mtYHmoqMuTthv0lAZ4qEdWsVRU4rHb4fvv46MP8y/pK7lKw9U8vL1zfzzi5Zlc8xoNNOBv6aNurf8H0f+91q23/VJuu94EZ/6w9Vc9Io30dVYOoRHo9FMPecurVe5waaLxMiT62eSrR0jiBAUGyx2XjD5+WgOC89i2odkPpfhMU4PGmIgqc4JpxMoxcp5FRyvGyE9zxQfz+NBM8xsyGPGDmttHkPuvNIoQyD7ArtpnRKAGasy6ThwjJdicw5nO+curR9xvWQNtKk5niPuMtXzAKca0xDm10SzBmU5otT06H42Y1lw53/AN1/KQEUrfy0f5YZnk3zokqV89LLl2jjTzAymn8pz34v5xt9gJOfzzt6Ps/v6F3H9f/2cvsGJ5ULRaDTjJ+Q3qQifxBETTu6lYnm/ApHCfGgTJZyE8DSrIZvF5evHim9KjSU1CK0IB8YWxj5FfeP2oInpz9rEGZnMNV7CkjB90/YCwpmnlJ6i0M+ZJOQ3RzSWcgqVU2OhdTUkJuYZLROmIWxfUsfqMqijaw/abGXwOPzk7fDHb7Gz8RxetONVDPsi3Pi6NWxaWFPu2mlOQqRuCcm/v4O+33yGTb/+GJsefDnfeeRSFlz2fjYvGX+yTY1GoxkToQoVVuYoRo4w1+6EYYIetFMXVGNZlO8F7aJzJh9Oa+PxoInpEQk5kXDacSIaaKNhZA20qdmfacgkPaMzT2ES9plBu2BmI/v/Al86E+uP3+ZnNVew+enX0NZYy0/evEUbZ5ryYvoIb3srwbc9SE/7xbxm+Pu0f2cbX//PD/DErkPlrp1GoxkrNYtOHLGNRduVZHvaVg80Jy4hP2twz2Mah4FWlwhRX1FG70MoMWUGspGnDOh4aTKTMdCcuX1TZESOhdq4Oh+jCvGcgDjG5wlyp5hTzL2r6UTnoe/B/7yFQSPIu4Pv50c7O3nL2Yu45oyFZU2Yp9F4iNeTes0NDDx9FfKjd/M3Bz/Ns1/4Ft9t/VvOuPxqUhUn1hsyjeako2Gl+pxIOB60KZQsLxsekZDZ8myf2WF4KeX2SRlogajKZRerG73sFNFcFSEVD876eVUTwTGi555vcPYzW+4KmuOH4AdXwg+v5Bl/O1u6/5kH/Gv4zt9t5K1nd2jjTDMrCS7YRP3bfk3vZd8gFEnw0uc/zPFPreb/bvoovb3d5a6eRqOZS6SdEMc54EGTWWSglUncIn9ek9MLkzLQQImB+KYgP984mIvGGagcijAxFUfN5NCj/tnAoz/G+uwG0g//F9cbL+PcI//IX21dz61v2cL6+SMoKmk0swER4isuov6d97L33C+QCVVyxlMfY/iTS/n9V9/Osb1PlbuGGo1mLpBxQhxPrDlKRZmVHrSZxTsHTbIqkZM20DRTxuqWStbPr5qT4ZuzHd3j5eTgU/Dz98Ofb+FJo51r+t9BtHkFP7hkGcvnaQlzzQmGYVC38eVw6st46v6f0/uLT7H2ua9ifP4r7KhcT83pVxJadrEKQdFoNJrx0rga9j7sNW5OVGaTB61M5Htlhhedx8GBJ07a/piN+E2DxsqZm8+nyaENtHLQdxjrV9di3ftFBi2T64Zezs8SL+YfLl3GBcvrp0zOVKMpCyK0rzsH1p3Do489wp9/9gXWH/opof/+O4ZueTPDbWcSXnk5dJyj1Nk0Go1mLFS3q89cYBKJqucK0TyvjPjD9IfrpziFgEZzYqINtJnk2EHS93yR9N2fxzfYw3eGt/GNyKt4yfb1/GxDM0HfHHgrqNG4WNK1lCVd/8Efn/8gP7j9R1Q9dyvnPnkX4aduxRIT5q1DFpwB7WdA09q5Ebqk0Wg0ozGbvERO8ubIzE6piAV9zEuG6R9SCcadl9NOXjGN5mRGG2gzwcGnOP6bz+J/6Bv4M/38Mr2Gb0Zfzblnns0P18zTCac1c56VLVWsvPJ17DryCr72u2d49N5fsH7oPrbvepSOF/4N41cfg0AcWk9TClzNG6BxzdQlntWc9IjI1cA7gQbgEeCtlmX9ZoTyW4FPAUuBXcC/WZZ1/UzUVXMSMJvCNKM1Kr9ZKDHjh17bmjMKM7ZYiV8baBqNNtCmjb4jDDz0A47eczPVh/6A3zL5UXoT9ze/hu2nn86XO2sxDX0T0pxcNFaGefcFSzh+dgc//MNO3nXfCzyzYydbzEd5cexJ1u56hMQTt6nCYkDtUmheD/PWQ9M6qF6YnUiu0YwVEXkZcB1wNfBb+++tIrLEsqzni5RvA34KfBX4a2Az8DkR2W9Z1g9mruaaOYvMIgMNymKc5eOMiBIhHUmh0Yg1DnnVdevWWffdd980VucE5+BT9P7pJxz700+oOXgfPoZ5ItPEzwNnIiteyrkb17AgpT0CGo2bx/f28oP7d3DLQ7vZeaSPpBzlpfV7OSv+PIuH/0z84IPIQK8q7I9C/TKoXwENK1Qep1QX+OaA7PYsQUTutyxrXbnrMZWIyD3AQ5ZlXeVa9gTwfcuy3lOk/MeByyzLWuRa9mVgqWVZG0c6ln5OasbEUB/8+Sfq+/IXl7cus4hdR/qojQd1aiHNrGYmnpPagzZRhvrhwF8YeOZuuh//LaHd95IY2EMc2Jtp5Jf+C+huv4TVp5zBG9qqMbS3TKMpSkddnPdc0MW7z1/MI7t6uO2RPfzvY/v4wuPtwBlEA8K5td1si73AUnmWhr7HCf/xm8jvv6R2YPihdjHUr8wZbXXLdHikBgARCQBrgU/krbodOK3EZhvt9W5uA/5GRPyWZQ1NbS01Jx2zzYM2S9CKgRqNQhtoI2FZ0H8EjjwPh59leM9jHN/xELLvMaJHn8MgTRCwrEp+m+lgZ8WlBLvOY/2atbyiPq7VGDWacSAiLGuqYFlTBe84p5NDxwa5++mD3P30QR7a0c1PnqxkYHgpcCFChrXxw2yK7maV7zkW9D9F3aM/JfTgzQBYCFQtQGq7ILUYnL81i2Y8gamm7NQAJrA3b/le4OwS29QD/1ukvM/e3273ChH5W+BvAVpaWiZZXc1JgaGHXxqNpjQn7x0iPQTHDsCxfaR799PfvYfBI7tJH96BdL+A2fMCkeM7CaSPZTcxLOGQVctfrGaekpUMVS8m0raBjs5lbG5N6rhpjWYKqYoGuGB5AxcsbwBgKJ3hyX1HeWr/UZ49cIxnDx7nzgML+cbBtRw4OgBY1HGYpcazLJNnWXLgeRYf+gPNf/4pJkolLIPJ0Wgz/ZULkao2Aql2onXt+GraoaJZh0rObfLj+aXIstHKF1uOZVlfBL4IKsRxohXUnEQYBrScCqZ+YaTRaAqZ1Qbawzu7ufGuZ8lYSt3HssCyLDIZCzMzgC8zgJnpx58ZxJ/uI5g+RjjTSyh9lNCw/TfdSzhzjEjmKLFMD5WZbpLWERIczR7HBKL2p8cKs9NKscNKscPazJFAPf3RJjIVLUQbF9PWWEtHXZwzUjGtvqjRzCB+06CrIUFXQ+Fk9sHhDPuPDrCvp5+9PQPs7+3n4Z4BftHTz6GeXgJHniJ59Gkahp5lUc9O2nsfo3nHrwiJN1Ktx6jgqL+G/lCK4UgtEq8nEK8mUlFNrKKaULwKCSfVXDh/CHxh8IfBF9LiJbOXA0Aa5RVzU0uhV81hT4nyw8DBKa2d5uSlYl65a6DRaGYpM2ugfe8K6NkFVsb7wbK/W57lCwaHuaa3D5MMfmuYIAOEGCTI4JgP2Sdh+owYfUaM44E4h3wL2eFP0uevoi+QpC9QTSaSwoyn8CfqiSaSVIT9dCSCnF4R0rnJNJoTgIDPoKkyTFPJ+QubgZwht793gN/09NF7YAfD+59Gup8j2PsCgf79RAf3U9G3j9SRx0lxBJ9kxlSHIQkwZAQZkiBpI0BGfGQMHxlMMmKSxiCNSQaDYUzSzjLLZNhelrGEDJBxXkbZfy3nJRWwZVGKkL/EfanrElhyybj7by5jWdagiNwPbAe+51q1HSilyHgXcGnesu3AfXr+mUaj0Wimm5k10Ey/mv8hhv0R1/e8ZQgRMWhxlvsC9ttq11tr58218z1U4fpUQjBB2PShp5xqNBrIN+QqUSmx1heUy2QsuvuGeKqnn4OHD9B96ABHuw8ydPQQVt9hMgPHyQweJzPYhzXcjwz1EbAGCFgDyqM/PIhBGsNK4yONTzL4yeCTNCZpfDKIjww+0oTsv6ak7VBMQVC3Qpy/IurWiIV/zw4oJTo0r7AtGkDlM7tJRO4F7gTeADQC1wOIyI0AlmW9xi5/PXCNiHwa+AKwCXgt8IqZrbZGo9FoTkbGJbMvIvuB56bw+DWo8JO5xlxs11xsE+h2nWjodk0/rZZlpcpdianGTlT9jyir/GHgbZZl/dpedweAZVnbXOW3Av9OLlH1x8eSqFpEeoG/THH15zKz6dqf7ei+Gh+6v8aH7q+x0wq8z55/PC2My0Cb8oOL3DfX8u3A3GzXXGwT6HadaOh2aWY7+lyOD91fY0f31fjQ/TU+dH+Nj+nuLz2rXaPRaDQajUaj0WhmCdpA02g0Go1Go9FoNJpZQrkNtGmL3Swzc7Fdc7FNoNt1oqHbpZnt6HM5PnR/jR3dV+ND99f40P01Pqa1v8o6B02j0Wg0Go1Go9FoNDnK7UHTaDQajUaj0Wg0Go2NNtA0Go1Go9FoNBqNZpYwrQaaiFwtIs+ISL+I3C8iW0Ypv9Uu1y8iT4vIG6azfhNhPG0SkctE5HYR2S8ivSJyj4hcMpP1HSvjPVeu7TaLyLCIPDzddZwIE7gGAyLyz/Y2AyLyvIi8eabqO1Ym0K5XisiDInJcRPaIyM0iUj9T9R0NETldRP5bRHaKiCUirx3DNstF5Fci0mdv934RKZHBuTyMt10isk1Efiwiu+1z9ZCIvG6GqquZJBO9j84lROQ9IvJ7Eemxn33/IyLL8sqIiHxQRHbZv987RGRpXpmkiNwkIt325yYRqZzZ1swsIvJe+z7xGdcy3VcuRKRBRL5uX1v9IvKoqJyFznrdXzYiYorIh133pGdE5CMi4nOVOWn7a7Tn81T1zYTHKpZlTcsHeBkwBFwFdAH/CRwFWkqUbwOO2eW67O2GgMunq44z0KbrgHcDG4CFwAeANLCl3G2ZTLtc2yWBp4HbgIfL3Y6paBfwA+BeYDswHzgF2FbutkzyOtxkX3dvs39npwJ/AH5R7ra46ngB8K/Ai4HjwGtHKZ8A9gDfBZYBlwO9wDvK3ZZJtuu9wEfsc7YAeCMwDLyy3G3Rn1HP9YTuo3PtYz8PrrB/l8uB/7J/q1WuMu+yf6+X2+W+i0oGHneVuRV4BDgN2Gh//59yt28a++1U4Bngj8BndF8V7aNKe8xxI2pc1QacBXTp/iraX+8FDgEX2+OZS4DDwP/T/TX683kq+oZJjFWms+H3AF/KW/YE8NES5T8OPJG37MvAXeU+iRNtU4l93At8stxtmYp2AT9EGZ0fZHYaaOO9Bs8BuoGactd9itv1D8BzecuuAI6Wuy0l6ns0/0ZZpMwbgR4g7Fr2T8BObPGj2fYZS7tKbPdd4Aflrr/+jHqeJv18mIsfIIZ6QXSx/b8Au4H3ucqE7UHL39n/dwEWsMlVZrO9rLPcbZqGPqoAngLOBO7ANtB0XxX0078Cd46wXveXtz9uAb6et+zrwC26vwr6yvN8nqq+mcxYZVpCHEUkAKwFbs9bdTvKyizGxiLlbwPWiYh/ams4fibYpmLEUW8wZgUTbZeIXA3Uo972zzom2K5Lgd8DbxeRHSLyhIj8h4jEprGq42KC7boTaBCRi22XfQ3wcuCn01fTaWcj8BvLsvpcy24DGlFvCucSCWbRPUNTyBQ+H+YicdR0CucabkM9O7J9Zf+Of02urzaiBky/c+3nTlSUzVzszy8C37cs65d5y3VfebkUuEdEviMi+0SF7V/jChfT/eXlt8AZIrIYQESWoF4COM9+3V+lmaq+mfBYZbrmoNUAJrA3b/leVIOLUV+ivM/eX7mZSJs8iMibgHnATVNbtUkx7naJyHKU5+xVlmWlp7d6E2Yi52sB6u3HSpQb+hrgPOCG6anihBh3uyzLugt4BfANYBDYj3o79DfTV81pp9T9wlk3JxCRi1AhPDo/zexm0s+HOcx1wIPAXfb/Tn+M1Ff1wH7Lft0MYH/fxxzrTxG5CjUF4v8VWa37yssC4GpUmOO5qGvrY8Cb7PW6v7x8HDXefFREhlDhd1+3LOtz9nrdX6WZqr6Z8FjFN9LKKSA/yZoUWTZa+WLLy8l426QKiVwOXAu83LKs56ajYpNkTO0SkSDwbeAfLMt6ZiYqNknGc74Me90rLcvqBhCRa4DbRKTOsqz8H1k5GXO77Ldm/wF8GPXmpgF1LX4BeM001nG6ORHuFxNGRDYB3wTebFnWveWuj2ZMTOj5MFcRkU+hXnptLvIyb7S+KtZvc6o/RaQTFba3xbKswRGKnvR9ZWMA91mW9R77/wdEZBHKQPuMq5zuL8XLUM/4V6KMs1XAdSLyjGVZX3GV0/1VmqnomwmNVabLg3YAFXOebx3WUmhJOuwpUX4YODiltZsYE2kTkDXObgJeY1nWf09P9SbMeNvVACwBviZKvXEYeD+w1P7/nGmt7diZyPnaDex0jDObx+y/LVNbvQkzkXa9B7jXsqxrLct6yLKs21BvIV8tIs3TV9VppdT9Akb5PZ4IiMhm1OTj91uW9fly10czKhN+PsxVROTfUZ77My3Letq1ao/9d6S+2gPUupXO7O8p5lZ/bkR5Xx92PU+3Alfb352xj+4rxW7g0bxlj5F7Putry8u1wCcsy/q2ZVl/sizrJuBTqDEB6P4aianqmwmPVabFQLPfBN2PUsJzsx1vrKabu4Czi5S/z7Ksoamt4fiZYJsQkZcCN6MmH35/+mo4MSbQrp0oZa5Vrs/1wJP295J9MZNM8HzdCTTmzTnrsP/OCq/nBNsVQQ0e3Tj/zypZ+nFwF7BFREKuZdtRCkvPlqVGU4SInI4yzj5kWdany10fzehM9PkwVxGR61Bv7c+0LOvPeaufQQ1atrvKh4At5PrqLpS4yEbXdhuBKHOrP39E4fP0PlSUyirgcXRfubkT6Mxb1kHu+ayvLS+lnv3O2F/3V2mmqm8mPlaZRkWUl6Hmu1yJUjq5DjWZrtVefyNwo6u8I7P/abv8lfb2s01mfzxtejlKdvktKAva+VTNdN2nsl1Ftv8gs1PFcbznKwa8AHwPWIqSOn8Y+F652zLJdr3Wvg7fiIrh34QSQ7m/3G3J63tngHIc5ZVdhS1RDnwUV1oAlOrZHtRAZhlwGUopabbJ7I+3Xdvs++C1efeMVLnboj+jnusRf5cnywf4rP1bPDPvGo65yrzLLnOZ/fv9NsXlq/+Ekp/faH8/4aW9x9B/d1Aos6/7SrVzvf0sex9q3t5LUMrLb9L9VbS/bgB2ABeiBCn+CjUH/ZOuMidtf43h+TzpvmESY5XpbvzVKAtxAPV28XTXujuAO/LKb0XlZxpAWa9vKPcJnEyb7P+tIp87ZrreU32u8rb9ILPQQJvgNdiJUu05jvIWftb9Y5wtnwm06+9RMejHUWEi3wTmlbsdrvptK/FbucFefwPwbN42y1GKSv12mz7ALJPYH2+77P+LlX+2HPXXn3Gf75K/y5PlU+L6tYAPusqI/dzYbf9+fwUsy9tPFSr6pMf+3AxUlrt9M9B/d+A10HRfedt6ISpXXD/Kw/hm931f95ennXGU0+M5oA8lrvKvQEj315iez1PSN0xwrCL2xhqNRqPRaDQajUajKTPTJRKi0Wg0Go1Go9FoNJpxog00jUaj0Wg0Go1Go5klaANNo9FoNBqNRqPRaGYJ2kDTaDQajUaj0Wg0mlmCNtA0Go1Go9FoNBqNZpagDTSNRqPRaDQajUajmSVoA02j0Wg0Go1Go9FoZgnaQNNoNBqNRqPRaDSaWYI20DQajUaj0Wg0Go1mlvD/AZ4JqJlj5fDhAAAAAElFTkSuQmCC\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fish_data = pd.read_csv('../code/data/fish.csv')\n", - "\n", - "with pm.Model() as ZIP_reg:\n", - " # ψ = pm.Beta('ψ', 1, 1)\n", - " α = pm.Normal('α', 0, 10)\n", - " β = pm.Normal('β', 0, 10, shape=2)\n", - " \n", - " θ = pm.math.exp(α + β[0] * fish_data['child'] + β[1] * fish_data['camper'])\n", - " \n", - " α_person = pm.Normal('α_person', 0, 10)\n", - " β_person = pm.Normal('β_person', 0, 10)\n", - " ψ = pm.math.sigmoid(α_person + β_person * fish_data['persons'])\n", - " \n", - " yl = pm.ZeroInflatedPoisson('yl', ψ, θ, observed=fish_data['count'])\n", - " \n", - " trace_ZIP_reg = pm.sample(1000)\n", - " \n", - "az.plot_trace(trace_ZIP_reg);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 10\n", - "***\n", - "\n", - "*Use the data for the robust logistic example to feed a non-robust logistic regression model and to check that the outliers actually affected the results. You may want to add or remove outliers to better understand the effect of the estimation on a logistic regression and the robustness of the model introduced in this chapter.*" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "iris = sns.load_dataset(\"iris\") \n", - "df = iris.query(\"species == ('setosa', 'versicolor')\") \n", - "\n", - "y_0 = pd.Categorical(df['species']).codes \n", - "x_n = 'sepal_length' \n", - "x_0 = df[x_n].values \n", - "y_0 = np.concatenate((y_0, np.ones(6, dtype=int))) \n", - "x_0 = np.concatenate((x_0, [4.2, 4.5, 4.0, 4.3, 4.2, 4.4])) \n", - "x_c = x_0 - x_0.mean() \n", - "\n", - "plt.plot(x_c, y_0, 'o', color='k');" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's take the robust logistic regression from the chapter and make it non robust:" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (2 chains in 2 jobs)\n", - "NUTS: [π, β, α]\n", - "Sampling 2 chains: 100%|██████████| 3000/3000 [00:02<00:00, 1023.28draws/s]\n" - ] - } - ], - "source": [ - "with pm.Model() as non_rlg:\n", - " α = pm.Normal(\"α\", mu=0, sd=10)\n", - " β = pm.Normal(\"β\", mu=0, sd=10)\n", - " μ = α + β * x_c\n", - " \n", - " θ = pm.Deterministic(\"θ\", pm.math.sigmoid(μ))\n", - " bd = pm.Deterministic(\"bd\", -α/β)\n", - " \n", - " # Short Circuit Robust regression\n", - " # π = pm.Beta(\"π\", 1, 1)\n", - " # p = π *.5 + (1-π)*θ\n", - " p = θ\n", - " \n", - " y = pm.Bernoulli(\"y\", p=p, observed=y_0)\n", - " \n", - " trace_rlg = pm.sample(1000)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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meansdmc errorhpd 3%hpd 97%eff_nr_hat
α0.230.240.01-0.240.672338.01.0
β2.380.480.011.553.362242.01.0
bd-0.100.100.00-0.300.102516.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd mc error hpd 3% hpd 97% eff_n r_hat\n", - "α 0.23 0.24 0.01 -0.24 0.67 2338.0 1.0\n", - "β 2.38 0.48 0.01 1.55 3.36 2242.0 1.0\n", - "bd -0.10 0.10 0.00 -0.30 0.10 2516.0 1.0" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "varnames = ['α', 'β', 'bd']\n", - "az.summary(trace_rlg, varnames)" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "theta = trace_rlg['θ'].mean(axis=0)\n", - "idx = np.argsort(x_c)\n", - "\n", - "plt.vlines(trace_rlg['bd'].mean(), 0, 1, color='k')\n", - "bd_hpd = az.hpd(trace_rlg['bd'])\n", - "plt.fill_betweenx([0, 1], bd_hpd[0], bd_hpd[1], color='k', alpha=0.5)\n", - "\n", - "plt.scatter(x_c, np.random.normal(y_0, 0.02), marker='.', color=[f'C{x}' for x in y_0])\n", - "plt.plot(x_c[idx], theta[idx], color='C2', lw=3)\n", - "theta_hpd = az.hpd(trace_rlg['θ'])[idx]\n", - "plt.fill_between(x_c[idx], theta_hpd[:,0], theta_hpd[:,1], color='C2', alpha=0.5)\n", - "\n", - "plt.xlabel(x_n)\n", - "plt.ylabel('θ', rotation=0)\n", - "\n", - "# use original scale for xticks\n", - "locs, _ = plt.xticks() \n", - "plt.xticks(locs, np.round(locs + x_0.mean(), 1))\n", - "plt.savefig('B11197_04_13.png', dpi=300);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compare this plot to figure 4.13. Note that the HPD for the decision boundary is wider, reflecting the additional uncertainty. This is also reflected in the slope which is more gradual. This is reflected both in the plot, but also the beta parameter (15.77 for robust model versus 2.38 for the non-robust model)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 11\n", - "***\n", - "\n", - "*Read and run the following notebooks from PyMC3's documentation:*\n", - "\n", - "- [GLM: Linear regression](https://docs.pymc.io/notebooks/GLM-linear.html)\n", - "- [GLM: Robust Linear Regression](https://docs.pymc.io/notebooks/GLM-robust.html)\n", - "- [GLM: Hierarchical Linear Regression](https://docs.pymc.io/notebooks/GLM-hierarchical.html)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}