{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(GLM-hierarchical)=\n", "(multilevel_modeling)=\n", "# A Primer on Bayesian Methods for Multilevel Modeling\n", "\n", ":::{post} 24 October, 2022\n", ":tags: hierarchical model, case study, generalized linear model\n", ":category: intermediate\n", ":author: Chris Fonnesbeck, Colin Carroll, Alex Andorra, Oriol Abril, Farhan Reynaldo\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hierarchical or multilevel modeling is a generalization of regression modeling.\n", "\n", "*Multilevel models* are regression models in which the constituent model parameters are given **probability models**. This implies that model parameters are allowed to **vary by group**.\n", "\n", "Observational units are often naturally **clustered**. Clustering induces dependence between observations, despite random sampling of clusters and random sampling within clusters.\n", "\n", "A *hierarchical model* is a particular multilevel model where parameters are nested within one another.\n", "\n", "Some multilevel structures are not hierarchical. \n", "\n", "* e.g. \"country\" and \"year\" are not nested, but may represent separate, but overlapping, clusters of parameters\n", "\n", "We will motivate this topic using an environmental epidemiology example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Radon contamination {cite:t}`gelman2006data`\n", "\n", "Radon is a radioactive gas that enters homes through contact points with the ground. It is a carcinogen that is the primary cause of lung cancer in non-smokers. Radon levels vary greatly from household to household.\n", "\n", "![radon](https://www.cgenarchive.org/uploads/2/5/2/6/25269392/7758459_orig.jpg)\n", "\n", "The EPA did a study of radon levels in 80,000 houses. There are two important predictors:\n", "\n", "* measurement in basement or first floor (radon higher in basements)\n", "* county uranium level (positive correlation with radon levels)\n", "\n", "We will focus on modeling radon levels in Minnesota.\n", "\n", "The hierarchy in this example is households within county." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data organization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we import the data from a local file, and extract Minnesota's data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v4.4.0\n" ] } ], "source": [ "import os\n", "import warnings\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor.tensor as pt\n", "import seaborn as sns\n", "import xarray as xr\n", "\n", "warnings.filterwarnings(\"ignore\", module=\"scipy\")\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8924\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original data exists as several independent datasets, which we will import, merge, and process here. First is the data on measurements from individual homes from across the United States. We will extract just the subset from Minnesota." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "try:\n", " srrs2 = pd.read_csv(os.path.join(\"..\", \"data\", \"srrs2.dat\"))\n", "except FileNotFoundError:\n", " srrs2 = pd.read_csv(pm.get_data(\"srrs2.dat\"))\n", "\n", "srrs2.columns = srrs2.columns.map(str.strip)\n", "srrs_mn = srrs2[srrs2.state == \"MN\"].copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, obtain the county-level predictor, uranium, by combining two variables." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "try:\n", " cty = pd.read_csv(os.path.join(\"..\", \"data\", \"cty.dat\"))\n", "except FileNotFoundError:\n", " cty = pd.read_csv(pm.get_data(\"cty.dat\"))\n", "\n", "srrs_mn[\"fips\"] = srrs_mn.stfips * 1000 + srrs_mn.cntyfips\n", "cty_mn = cty[cty.st == \"MN\"].copy()\n", "cty_mn[\"fips\"] = 1000 * cty_mn.stfips + cty_mn.ctfips" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the `merge` method to combine home- and county-level information in a single DataFrame." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "srrs_mn = srrs_mn.merge(cty_mn[[\"fips\", \"Uppm\"]], on=\"fips\")\n", "srrs_mn = srrs_mn.drop_duplicates(subset=\"idnum\")\n", "u = np.log(srrs_mn.Uppm).unique()\n", "\n", "n = len(srrs_mn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's encode the county names and make local copies of the variables we will use.\n", "We also need a lookup table (`dict`) for each unique county, for indexing." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "srrs_mn.county = srrs_mn.county.map(str.strip)\n", "county, mn_counties = srrs_mn.county.factorize()\n", "srrs_mn[\"county_code\"] = county\n", "radon = srrs_mn.activity\n", "srrs_mn[\"log_radon\"] = log_radon = np.log(radon + 0.1).values\n", "floor_measure = srrs_mn.floor.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of radon levels in MN (log scale):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "srrs_mn.log_radon.hist(bins=25, grid=False)\n", "plt.xlabel(\"log(radon)\")\n", "plt.ylabel(\"frequency\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conventional approaches\n", "\n", "The two conventional alternatives to modeling radon exposure represent the two extremes of the bias-variance tradeoff:\n", "\n", "***Complete pooling***: \n", "\n", "Treat all counties the same, and estimate a single radon level.\n", "\n", "$$y_i = \\alpha + \\beta x_i + \\epsilon_i$$\n", "\n", "***No pooling***:\n", "\n", "Model radon in each county independently.\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta x_i + \\epsilon_i$$\n", "\n", "where $j = 1,\\ldots,85$\n", "\n", "The errors $\\epsilon_i$ may represent measurement error, temporal within-house variation, or variation among houses." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are the point estimates of the slope and intercept for the complete pooling model:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as pooled_model:\n", " floor_ind = pm.MutableData(\"floor_ind\", floor_measure, dims=\"obs_id\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, sigma=10)\n", " beta = pm.Normal(\"beta\", mu=0, sigma=10)\n", " sigma = pm.Exponential(\"sigma\", 5)\n", "\n", " theta = alpha + beta * floor_ind\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "\n", "floor_ind\n", "\n", "floor_ind\n", "~\n", "MutableData\n", "\n", "\n", "\n", "y\n", "\n", "y\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_ind->y\n", "\n", "\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma->y\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y\n", "\n", "\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(pooled_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may be wondering why we are using the `pm.Data` container above even though the variable `floor_ind` is not an observed variable nor a parameter of the model. As you'll see, this will make our lives much easier when we'll plot and diagnose our model.ArviZ will thus include `floor_ind` as a variable in the `constant_data` group of the resulting {ref}`InferenceData ` object. Moreover, including `floor_ind` in the `InferenceData` object makes sharing and reproducing analysis much easier, all the data needed to analyze or rerun the model is stored there." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before running the model let's do some **prior predictive checks**. \n", "\n", "Indeed, having sensible priors is not only a way to incorporate scientific knowledge into the model, it can also help and make the MCMC machinery faster -- here we are dealing with a simple linear regression, so no link function comes and distorts the outcome space; but one day this will happen to you and you'll need to think hard about your priors to help your MCMC sampler. So, better to train ourselves when it's quite easy than having to learn when it's very hard. \n", "\n", "There is a convenient function for prior predictive sampling in PyMC:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [alpha, beta, sigma, y]\n" ] } ], "source": [ "with pooled_model:\n", " prior_checks = pm.sample_prior_predictive(random_seed=RANDOM_SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ArviZ `InferenceData` uses `xarray.Dataset`s under the hood, which give access to several common plotting functions with `.plot`. In this case, we want scatter plot of the mean log radon level (which is stored in variable `a`) for each of the two levels we are considering. If our desired plot is supported by xarray plotting capabilities, we can take advantage of xarray to automatically generate both plot and labels for us. Notice how everything is directly plotted and annotated, the only change we need to do is renaming the y axis label from `a` to `Mean log radon level`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prior = prior_checks.prior.squeeze(drop=True)\n", "\n", "xr.concat((prior[\"alpha\"], prior[\"alpha\"] + prior[\"beta\"]), dim=\"location\").rename(\n", " \"log_radon\"\n", ").assign_coords(location=[\"basement\", \"floor\"]).plot.scatter(\n", " x=\"location\", y=\"log_radon\", edgecolors=\"none\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm no radon expert, but before seeing the data, these priors seem to allow for quite a wide range of the mean log radon level, both as measured either in a basement or on a floor. But don't worry, we can always change these priors if sampling gives us hints that they might not be appropriate -- after all, priors are assumptions, not oaths; and as with most assumptions, they can be tested.\n", "\n", "However, we can already think of an improvement: Remember that we stated radon levels tend to be higher in basements, so we could incorporate this prior scientific knowledge into our model by forcing the floor effect (`beta`) to be negative. For now, we will leave the model as is, and trust that the information in the data will be sufficient.\n", "\n", "Speaking of sampling, let's fire up the Bayesian machinery!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:03<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 4 seconds.\n" ] } ], "source": [ "with pooled_model:\n", " pooled_trace = pm.sample(random_seed=RANDOM_SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "No divergences and a sampling that only took seconds! Here the chains look very good (good R hat, good effective sample size, small sd). The model also estimated a negative floor effect, as we expected." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
alpha1.360.031.311.420.00.04200.113082.691.0
beta-0.590.07-0.73-0.460.00.03944.893146.381.0
sigma0.790.020.750.830.00.04816.783116.531.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "alpha 1.36 0.03 1.31 1.42 0.0 0.0 4200.11 3082.69 \n", "beta -0.59 0.07 -0.73 -0.46 0.0 0.0 3944.89 3146.38 \n", "sigma 0.79 0.02 0.75 0.83 0.0 0.0 4816.78 3116.53 \n", "\n", " r_hat \n", "alpha 1.0 \n", "beta 1.0 \n", "sigma 1.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(pooled_trace, round_to=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the expected radon levels in basements (`alpha`) and on floors (`alpha + beta`) in relation to the data used to fit the model:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "post_mean = pooled_trace.posterior.mean(dim=(\"chain\", \"draw\"))\n", "\n", "plt.scatter(srrs_mn.floor, np.log(srrs_mn.activity + 0.1))\n", "xvals = xr.DataArray(np.linspace(-0.2, 1.2))\n", "plt.plot(xvals, post_mean[\"beta\"] * xvals + post_mean[\"alpha\"], \"r--\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks reasonable, though notice that there is a great deal of residual variability in the data. \n", "\n", "Let's now turn our attention to the unpooled model, and see how it fares in comparison." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "coords = {\"county\": mn_counties}\n", "\n", "with pm.Model(coords=coords) as unpooled_model:\n", " floor_ind = pm.MutableData(\"floor_ind\", floor_measure, dims=\"obs_id\")\n", "\n", " alpha = pm.Normal(\"alpha\", 0, sigma=10, dims=\"county\")\n", " beta = pm.Normal(\"beta\", 0, sigma=10)\n", " sigma = pm.Exponential(\"sigma\", 1)\n", "\n", " theta = alpha[county] + beta * floor_ind\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "floor_ind\n", "\n", "floor_ind\n", "~\n", "MutableData\n", "\n", "\n", "\n", "y\n", "\n", "y\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_ind->y\n", "\n", "\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha->y\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y\n", "\n", "\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(unpooled_model)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [alpha, beta, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n" ] } ], "source": [ "with unpooled_model:\n", " unpooled_trace = pm.sample(random_seed=RANDOM_SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sampling was clean here too; Let's look at the expected values for both basement (dimension 0) and floor (dimension 1) in each county:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_forest(\n", " unpooled_trace,\n", " var_names=[\"alpha\"],\n", " r_hat=True,\n", " combined=True,\n", " figsize=(6, 18),\n", " labeller=az.labels.NoVarLabeller(),\n", ")\n", "ax[0].set_ylabel(\"alpha\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To identify counties with high radon levels, we can plot the ordered mean estimates, as well as their 94% HPD:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "unpooled_means = unpooled_trace.posterior.mean(dim=(\"chain\", \"draw\"))\n", "unpooled_hdi = az.hdi(unpooled_trace)\n", "\n", "unpooled_means_iter = unpooled_means.sortby(\"alpha\")\n", "unpooled_hdi_iter = unpooled_hdi.sortby(unpooled_means_iter.alpha)\n", "\n", "_, ax = plt.subplots(figsize=(12, 5))\n", "xticks = np.arange(0, 86, 6)\n", "unpooled_means_iter.plot.scatter(x=\"county\", y=\"alpha\", ax=ax, alpha=0.8)\n", "ax.vlines(\n", " np.arange(mn_counties.size),\n", " unpooled_hdi_iter.alpha.sel(hdi=\"lower\"),\n", " unpooled_hdi_iter.alpha.sel(hdi=\"higher\"),\n", " color=\"orange\",\n", " alpha=0.6,\n", ")\n", "ax.set(ylabel=\"Radon estimate\", ylim=(-2, 4.5))\n", "ax.set_xticks(xticks)\n", "ax.set_xticklabels(unpooled_means_iter.county.values[xticks])\n", "ax.tick_params(rotation=90);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have fit both conventional (*i.e.* non-hierarchcial) models, let's see how their inferences differ. Here are visual comparisons between the pooled and unpooled estimates for a subset of counties representing a range of sample sizes." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_counties = (\n", " \"LAC QUI PARLE\",\n", " \"AITKIN\",\n", " \"KOOCHICHING\",\n", " \"DOUGLAS\",\n", " \"CLAY\",\n", " \"STEARNS\",\n", " \"RAMSEY\",\n", " \"ST LOUIS\",\n", ")\n", "\n", "fig, axes = plt.subplots(2, 4, figsize=(12, 6), sharey=True, sharex=True)\n", "axes = axes.ravel()\n", "m = unpooled_means[\"beta\"]\n", "for i, c in enumerate(sample_counties):\n", " y = srrs_mn.log_radon[srrs_mn.county == c]\n", " x = srrs_mn.floor[srrs_mn.county == c]\n", " axes[i].scatter(x + np.random.randn(len(x)) * 0.01, y, alpha=0.4)\n", "\n", " # No pooling model\n", " b = unpooled_means[\"alpha\"].sel(county=c)\n", "\n", " # Plot both models and data\n", " xvals = xr.DataArray(np.linspace(0, 1))\n", " axes[i].plot(xvals, m * xvals + b)\n", " axes[i].plot(xvals, post_mean[\"beta\"] * xvals + post_mean[\"alpha\"], \"r--\")\n", " axes[i].set_xticks([0, 1])\n", " axes[i].set_xticklabels([\"basement\", \"floor\"])\n", " axes[i].set_ylim(-1, 3)\n", " axes[i].set_title(c)\n", " if not i % 2:\n", " axes[i].set_ylabel(\"log radon level\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neither of these models are satisfactory:\n", "\n", "* If we are trying to identify high-radon counties, pooling is useless -- because, by definition, the pooled model estimates radon at the state-level. In other words, pooling leads to maximal *underfitting*: the variation across counties is not taken into account and only the overall population is estimated.\n", "* We do not trust extreme unpooled estimates produced by models using few observations. This leads to maximal *overfitting*: only the within-county variations are taken into account and the overall population (i.e the state-level, which tells us about similarities across counties) is not estimated. \n", "\n", "This issue is acute for small sample sizes, as seen above: in counties where we have few floor measurements, if radon levels are higher for those data points than for basement ones (Aitkin, Koochiching, Ramsey), the model will estimate that radon levels are higher in floors than basements for these counties. But we shouldn't trust this conclusion, because both scientific knowledge and the situation in other counties tell us that it is usually the reverse (basement radon > floor radon). So unless we have a lot of observations telling us otherwise for a given county, we should be skeptical and shrink our county-estimates to the state-estimates -- in other words, we should balance between cluster-level and population-level information, and the amount of shrinkage will depend on how extreme and how numerous the data in each cluster are. \n", "\n", "Here is where hierarchical models come into play." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multilevel and hierarchical models\n", "\n", "When we pool our data, we imply that they are sampled from the same model. This ignores any variation among sampling units (other than sampling variance) -- we assume that counties are all the same:\n", "\n", "![pooled](pooled_model.png)\n", "\n", "When we analyze data unpooled, we imply that they are sampled independently from separate models. At the opposite extreme from the pooled case, this approach claims that differences between sampling units are too large to combine them -- we assume that counties have no similarity whatsoever:\n", "\n", "![unpooled](unpooled_model.png)\n", "\n", "In a hierarchical model, parameters are viewed as a sample from a population distribution of parameters. Thus, we view them as being neither entirely different or exactly the same. This is ***partial pooling***:\n", "\n", "![hierarchical](partial_pooled_model.png)\n", "\n", "We can use PyMC to easily specify multilevel models, and fit them using Markov chain Monte Carlo." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Partial pooling model\n", "\n", "The simplest partial pooling model for the household radon dataset is one which simply estimates radon levels, without any predictors at any level. A partial pooling model represents a compromise between the pooled and unpooled extremes, approximately a weighted average (based on sample size) of the unpooled county estimates and the pooled estimates.\n", "\n", "$$\\hat{\\alpha} \\approx \\frac{(n_j/\\sigma_y^2)\\bar{y}_j + (1/\\sigma_{\\alpha}^2)\\bar{y}}{(n_j/\\sigma_y^2) + (1/\\sigma_{\\alpha}^2)}$$\n", "\n", "Estimates for counties with smaller sample sizes will shrink towards the state-wide average, while those for counties with larger sample sizes will be closer to the unpooled county estimates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with the simplest model, which ignores the effect of floor vs. basement measurement." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as partial_pooling:\n", " county_idx = pm.MutableData(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10)\n", " sigma_a = pm.Exponential(\"sigma_a\", 1)\n", "\n", " # Random intercepts\n", " alpha = pm.Normal(\"alpha\", mu=mu_a, sigma=sigma_a, dims=\"county\")\n", "\n", " # Model error\n", " sigma_y = pm.Exponential(\"sigma_y\", 1)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx]\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(partial_pooling)" ] }, { "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 (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, alpha, sigma_y]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [12000/12000 00:09<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 10 seconds.\n" ] } ], "source": [ "with partial_pooling:\n", " partial_pooling_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_county = srrs_mn.groupby(\"county\")[\"idnum\"].count().values\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharex=True, sharey=True)\n", "for ax, trace, level in zip(\n", " axes,\n", " (unpooled_trace, partial_pooling_trace),\n", " (\"no pooling\", \"partial pooling\"),\n", "):\n", " # add variable with x values to xarray dataset\n", " trace.posterior = trace.posterior.assign_coords({\"N_county\": (\"county\", N_county)})\n", " # plot means\n", " trace.posterior.mean(dim=(\"chain\", \"draw\")).plot.scatter(\n", " x=\"N_county\", y=\"alpha\", ax=ax, alpha=0.9\n", " )\n", " ax.hlines(\n", " partial_pooling_trace.posterior.alpha.mean(),\n", " 0.9,\n", " max(N_county) + 1,\n", " alpha=0.4,\n", " ls=\"--\",\n", " label=\"Est. population mean\",\n", " )\n", "\n", " # plot hdi\n", " hdi = az.hdi(trace).alpha\n", " ax.vlines(N_county, hdi.sel(hdi=\"lower\"), hdi.sel(hdi=\"higher\"), color=\"orange\", alpha=0.5)\n", "\n", " ax.set(\n", " title=f\"{level.title()} Estimates\",\n", " xlabel=\"Nbr obs in county (log scale)\",\n", " xscale=\"log\",\n", " ylabel=\"Log radon\",\n", " )\n", " ax.legend(fontsize=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the difference between the unpooled and partially-pooled estimates, particularly at smaller sample sizes: As expected, the former are both more extreme and more imprecise. Indeed, in the partially-pooled model, estimates in small-sample-size counties are informed by the population parameters -- hence more precise estimates. Moreover, the smaller the sample size, the more regression towards the overall mean (the dashed gray line) -- hence less extreme estimates. In other words, the model is skeptical of extreme deviations from the population mean in counties where data is sparse. This is known as **shrinkage**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's go back and integrate the `floor` predictor, but allowing the intercept to vary by county.\n", "\n", "## Varying intercept model\n", "\n", "This model allows intercepts to vary across county, according to a random effect.\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta x_{i} + \\epsilon_i$$\n", "\n", "where\n", "\n", "$$\\epsilon_i \\sim N(0, \\sigma_y^2)$$\n", "\n", "and the intercept random effect:\n", "\n", "$$\\alpha_{j[i]} \\sim N(\\mu_{\\alpha}, \\sigma_{\\alpha}^2)$$\n", "\n", "As with the the “no-pooling” model, we set a separate intercept for each county, but rather than fitting separate least squares regression models for each county, multilevel modeling **shares strength** among counties, allowing for more reasonable inference in counties with little data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as varying_intercept:\n", " floor_idx = pm.MutableData(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.MutableData(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10.0)\n", " sigma_a = pm.Exponential(\"sigma_a\", 1)\n", "\n", " # Random intercepts\n", " alpha = pm.Normal(\"alpha\", mu=mu_a, sigma=sigma_a, dims=\"county\")\n", " # Common slope\n", " beta = pm.Normal(\"beta\", mu=0.0, sigma=10.0)\n", "\n", " # Model error\n", " sd_y = pm.Exponential(\"sd_y\", 1)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sd_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "floor_idx\n", "\n", "floor_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "sd_y\n", "\n", "sd_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sd_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(varying_intercept)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, alpha, beta, sd_y]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [12000/12000 00:09<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 10 seconds.\n" ] } ], "source": [ "with varying_intercept:\n", " varying_intercept_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'alpha')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = pm.plot_forest(\n", " varying_intercept_trace,\n", " var_names=[\"alpha\"],\n", " figsize=(6, 18),\n", " combined=True,\n", " r_hat=True,\n", " labeller=az.labels.NoVarLabeller(),\n", ")\n", "ax[0].set_ylabel(\"alpha\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(varying_intercept_trace, var_names=[\"sigma_a\", \"beta\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimate for the `floor` coefficient is approximately -0.66, which can be interpreted as houses without basements having about half ($\\exp(-0.66) = 0.52$) the radon levels of those with basements, after accounting for county." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
beta-0.6640.068-0.783-0.5230.0010.0012624.02422.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "beta -0.664 0.068 -0.783 -0.523 0.001 0.001 2624.0 2422.0 \n", "\n", " r_hat \n", "beta 1.0 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(varying_intercept_trace, var_names=[\"beta\"])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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HqI/TeN9xxx0VZWrXr1+PV77ylRgaGlJxjKXQxMSEMjaMCJRTS0sLgH1Zb4p5V6fmr6GhIVx++eVF/1iFnK9yuRx6enpw5ZVX4p577kF3d7cjBpK7BuvXr7ccZ7nc/1zEirqMscgsMN+7crJ7j3W5XC78y7/8CwDgxz/+sWPkZK7q6+uzXPcnn3wy3vOe9+DJJ5/EJz7xCdx44422O0Xt7e34yle+AgB48sknEQwG8e1vfxtu99weq/L9qvSalOJ7Vul7zdfI5/MqAlMNtba24pJLLkGhUMCVV15ZtdeR+trXvobW1lY888wzyGaz+PSnP225TxkZvVwyNBIjowNQ73znO3H33Xfjt7/9LdatW6eM01waI8uh//SufmAf69judV73utchEomgt7cXjz76qCMOTupf/uVfcOGFF+L666/He97znpetQlxO82nIm5iYKNp5AIDu7u45UyBoBnW94hWvwA033GBLN8lms7jrrrsAFJ+rt7/97fj+97+Pxx9/HHv37sWKFSvmdDxSXLgsNLZU6Xv8qle9CmeeeSYeeugh/OxnP8NnPvOZBb0uUIz+y2QyGBgYwFNPPYWbbroJgUAAH/vYx2y/961vfStuvPFGbN26FRdeeCFWrly54OOptpaqwRQAPvzhD+OWW27BQw89hEcffRSnn356VV+vsbERH/vYx/Af//EfaG5unvMug5FRtWTMtpHRAajTTz8dy5Ytwx/+8Ad86UtfwoYNGxAKhfDGN76x4p8xV/Tf9u3bsXXrVgQCAbz1rW+1fM7v9+Otb30rbr75Ztx+++0Vme2TTjoJ5557Lv74xz/ipz/9qS3+a7HV0NAAt9uNfD6P0dHRir6HXyerw6zoOlViV69ereIqwL5Guvk2JUozmE6nsXPnTmzfvh1PP/00vvrVr+L73/9+0ff8+c9/xsjICNrb24uaZVtaWvCa17wGDzzwAH7729+qSM98xKqsXJjJ/Hg0Gi0iY9jJ7j120uc+9zn87W9/w0033YR/+Id/qLii6yQn9N/u3bvxvve9D9///vfh9/uLCCAUm17nS5qR79fo6Cg6Ozvn9f3RaLSir+c163a7bRfU5cz4XMx6KBTCxz/+cXzzm9/ElVdeqRbr1RTPQ01NDTweT9Vfz8ioEpkYiZHRASiXy4ULLrgA09PT+MIXvoCRkRG85S1vQU1NTdVek2bR4/Hgox/9KN773vda/rFJ7v7770c8Hq/oZ/7zP/8zPB4PfvWrX1XUXLlQ+Xw+1fC4ZcuWir6HvHLmk+X/7+npqepWPDBrBr/1rW/he9/7HjZs2IBrrrkGXq8X9957ry1VgudqZmYGF198cdG54kLgjjvuWBARhtNJ5fTQY489VlW6K3mPx8bG0NvbC8D6HjvpuOOOw1ve8hYkk0n86Ec/ms9hV6RVq1bhIx/5CACU5JgvVMcdd5yKnpRj49uJ71mlOEd+3THHHGOZAEqTOj09XfL7k8kkAFRM1nnve9+L7u5uPPPMM4vSJ2BkdCDKmG0jowNUpIBwZHo12drpdFoh15LJJDZv3lz0b9euXQD2GbxK8WxHHHEELrjgAszMzOCHP/xh1Y5f6nWvex2AfVi8mZmZkl+7detWvPDCCwBgGdxy+umnIxgMolAoLCmKjnrDG96A//f//h8A4Ic//CESiYT6nJzuOT4+bnuuOBp7eHi4iBVdqcbGxvDQQw8BgGUqXyQSUWi6DRs2lP05/Jq6urqKR63/0z/9E3w+H2677Tbs2bNnrodesdj/EIvFSubJF6KGhgb1ftlFj8qJ1/OLL75YssEU2Pe3STSePoiIFfVy7ycH6lRagff7/Sruc/XVV1e1KdPIaH+VMdtGRgeourq6VFb6xBNPxAknnFC117rvvvswPj6OtrY2PPfcc3j++edt/33ta18DMDeO8z/+4z+ipqYGd911l4VqUS1dfPHFCIVCGBsbw1VXXeX4del0Gv/xH/8BYF/kRRrBUCiE973vfQCAa665Zkmq8ro++tGPorW1FePj47jxxhvVx++8807kcjmccMIJjufp+eefV3nW+cRbCoUC/uM//gOpVAqRSKSIgPPRj34UAPCnP/2pZFPowMAAfvzjHwOYPS+VaPny5bjwwguRyWRsYzSLpb179wLYF7mo5q4RM+EPPPBA2WFPhUJBoQKBfQs/Tqr893//95JYxKuvvhpjY2MIhUL4h3/4B8vnmKd+5JFHLIs3qYmJCTz22GOWr69E559/Po455hjs3r17SaIkRkb7m4zZNjI6gHXttdfiscceq/rocxqy888/v2QO8i1veQt8Ph+ee+65inFf7e3tuPjii5HP53HzzTcvyvGWUlNTE77xjW/A5XLh5z//Oa644oqirfOhoSF8/OMfx5NPPon6+np85zvfKfo5n/rUp9SEyb//+7/HH//4R9s86+joaNF47cVQbW2tGgjz85//XMVZ2CxbjnHNz//5z3+eU9V2+/bt+H//7//h3nvvhcfjwXe+850ik3zWWWepxcjnPvc5W0rNli1b8P73vx8TExNYs2bNnFnIH//4x1FXV4f//d//xfDw8Jy+txLt3r1bTXU844wzFm36p51e/epXq0z4Zz/7Wdx44422pvnZZ5/Fhz70Idxwww2Wj3/3u99FfX09tmzZgo9+9KNFi79UKoXvfOc7uOGGG+ByufDNb36zKB9/7rnn4rDDDkMymcTnP//5IsMdj8fx+c9/HslkEocffriqqFcil8ulBkhxsqiR0aEk0yBpZHSI6o9//KOKE9jpuOOOw/vf/3709PSocdXlhm40NDTgta99Le677z7cfvvtCo1WTh/96Edx2223LTj//J//+Z8lGcxf+9rXcPzxx+ONb3wjvv/97+Nf//VfcdNNN+G2227DySefjIaGBgwNDeHJJ59ENpvFihUr8KMf/ciW2OH3+/Gzn/0MX/nKV/A///M/+OQnP4mmpiYcf/zxiEQiyGaz6O3txXPPPYdcLodly5ZVHJOoVO9+97tx4403Yu/evbjhhhvw6le/Gnv27IHf78db3vKWkt971FFH4fjjj8fWrVtx1113FTUAbtq0CZdffjmAfXSTRCKBF154QV0zy5Ytwze+8Q3HCue//uu/oqamBj/72c/wxS9+EVdffTXWrl0Lv9+PnTt3qtz4mWeeiauvvnrOLOTm5mZ88IMfxDXXXLMgVnssFlO/J2ClkeRyOXR1deHf/u3f5v3zK9UXvvAFNDQ04Nprr8W3vvUtXHPNNTjhhBPQ1NSEZDKJ559/Xr33jBBRK1aswH//93/jE5/4BB5++GGce+65OOGEE9DZ2Yl4PI7NmzdjcnISwWAQ3/zmNy30Fcrr9eJHP/oRPvzhD+NPf/oTzj77bJx00klobGxELBbDk08+iampKXR1deHaa6+15L0r0dlnn41169Y5Di4yMjqYZcy2kdEhqu3bt2P79u2On4/H43j/+9+vqpJr1qwpmqRnp7e97W247777cPfdd+Oyyy4rO6URAOrr6/GRj3wE3/3ud+f0O+jq6ekpOR5aspnf9KY34bTTTsN///d/4y9/+QueeeYZTE1Nob6+Hqeddhpe//rX453vfGdJE1hXV4fvfe97uPTSS3HnnXfi8ccfx5YtWzA1NYVgMIjOzk6cf/75OPfcc3H22WfbDp9ZiHw+H/7pn/4J//zP/4ybb75ZGdjXvva1tqQJXW9729uwdetW3H777UVme+/evSpG4ff7EQ6H0dHRgVe/+tU455xzcPbZZ5c0XORiv+1tb8Ovf/1rPPLII3j44YeRzWbR3NyMN7/5zXjb296Gc845Z96//6WXXopf//rXFZM47JRMJi1ZaZfLhVAohOOPPx7r16/H+973vorjLQvVxz72Mbz1rW/Fb37zGzz88MN47rnnMDk5idraWixfvhyve93rcMEFF+C4444r+t6jjjoK//M//4M777wT9913nyLWBINBrFq1CmeffTYuvvjiksSXI444Ahs2bMCvf/1rPPDAA3j66acxNTWFUCiE1atX47WvfS3e+973or6+fl6/3+c//3m8+93vntf3GhkdyHIVlhK6aWRkZGRkZGRkZHQIyWS2jYyMjIyMjIyMjKokY7aNjIyMjIyMjIyMqiRjto2MjIyMjIyMjIyqpP2yQXJoaAi///3v8eCDD2LXrl2IRqNoaGjAySefjA9/+MNz4gnn83n86le/wq233oo9e/YgGAzijDPOwGc/+1k1sEDXX//6V/z0pz/F1q1b4XK5cPzxx+MTn/hERSOojYyMjIyMjIyMjKj9skHyyiuvxPXXX48VK1Zg3bp1aGpqwp49exTH9qqrrsKb3/zmin7Wl7/8Zdx222046qijcPbZZ2N4eBi///3vUVdXh9/85jdYtWqV5es3bNiAyy67DE1NTeo17r33XsRiMVx99dV44xvfuNi/rpGRkZGRkZGR0UGq/dJs33fffYhEIli3bp3l40888QQ+8IEPIBgM4qGHHirLZX300UdxySWX4NRTT8UNN9ygvv4vf/kLPvKRj+DMM8/Ez372M/X1ExMTOPfcc+HxeHDXXXeho6MDADA4OKgGQPzxj39cMgyUkZGRkZGRkZHRga39MrP9hje8ochoA8ArX/lKnHbaaZiYmFA82VLiWNjPfOYzFmNOuP5DDz2E/v5+9fH//d//RTwex8UXX6yMNgB0dHTg4osvRiwWKzl62MjIyMjIyMjIyEhqv8xslxKHKFQyveqxxx5DMBjEySefXPS5s846Cxs3bsTGjRtV1ZqTrc4888yirz/zzDNxzTXXWL7eTrFYrILfYnHV0NCw4Ml7RkZGRkZGRkYHsl4OP9TY2Fj2a/bLyraT+vv78fDDD6O1tRWrV68u+bXJZBIjIyNYtmwZPB5P0edXrlwJANizZ4/62O7duy2fK/f1+4vc7gPqNBoZGRkZGRkZLbr2Vz90wFS2M5kMLrvsMqTTafzLv/yLrYGWSiQSAOCYr+bH+XXA7CjncDhc0dfbqaGh4WU52ZWsrIyMjIyMjIyMDmbtj37ogDDb+Xwel19+OR5//HG85z3vKRnjeLn1csQ5GhsbX5b4ipGRkZGRkZHR/qKXww8dFDGSfD6PL33pS7jnnntw/vnn4+tf/3pF38fqNKvVuuyq2KWq16Wq3kZGRkZGRkZGRkZ22q/Ndj6fxxe/+EXceeed+Lu/+zt861vfqjiiEQwG0drait7eXuRyuaLPM3st89lkbtvlsu2+3sjIyMjIyMjIyKiU9luzTaN911134c1vfjO+853vlM1p61q3bh2SySQ2b95c9Lm//vWvAIBTTz1VfYz//6GHHir6en7MDkloZGRkZGRkZGRkZKf90mwzOnLXXXfhjW98I7773e+WNNpjY2PYuXMnxsbGLB9/z3veAwD4wQ9+gHQ6rT7+l7/8BRs3bsSZZ56J7u5u9fE3velNCIfD+OUvf4nBwUH18cHBQfzyl79EY2Mjzj333MX6NY2MjIyMjIyMjA5y7ZcTJK+55hpce+21CAaDeP/732/L1D733HNx7LHHWr7+U5/6FD796U9bvk4f1z4yMoJ7770XdXV1uOWWW3DYYYdZvr7UuPbvf//7eNOb3lTy2F+ORkXTIGlkZGRkZGR0qGt/bZDcL2kkfX19APaxsn/yk5/Yfk13d7cy26X07//+71i9ejVuvfVW/OIXv0AwGMTrX/96fPazn8WKFSuKvv5tb3sbGhsb8dOf/hR33HEHAGDNmjX4+Mc/jjPOOGMBv5WRkZGRkZGRkdGhpv2ysn0gy1S2jYyMjIyMjIyWXvtrZXu/zGwbGRkZGRkZGRkZHQwyZtvIyMjIyMjIyMioSjJm28jIyMjIyMjIyKhK2i8bJI3Ky+VyIZvNYmJiAslkEqlUCg0NDfB6vTAxfCMjIyMjIyOj/UPGbB+AcrlcSCQS6O/vRyqVQigUwuTkJKLRKLq6uhAOh43hNjIyMjIyMjLaD2RiJAegstks+vv7kUwmMTMzg1QqhXw+j2Qyif7+fmSz2Zf7EI2MjIyMjIyMjGAq2wekJiYmlMHevXs3gsEgpqenUVtbi7q6OgSDQXR3d8Plcr3ch2pkZGRkZGRkdEjLmO0DTMxq5/N5uN1uhMNh5PN55PN5TE1NYWpqCvl8HrFYDLW1tQiFQqirq0NdXR3cbrORYWRkZGRkZGS0lDJm+wBToVCA1+uF2+1GPp9HR0cHwuEwhoeHMT09jZmZGQQCAeRyOUxOTmJychLAPpNO800D7vF4XubfxsjIyMjIyMjo4JYx2wegGhoaEI1GkUwmAcwa6draWgSDQRxxxBFIp9Oq0j05OYlMJoNkMolkMonh4WEAQE1NjcV8+3y+l/PXMjIyMjIyMjI66GTM9gEor9eLrq4uRSMBALfbjZqaGnR1dcHr9cLj8aC2thYtLS0AgJmZGWW+E4kE0uk0UqkUUqkUotEoAMDv9yMcDqvYSSAQeNl+RyMjIyMjIyOjg0GugmHELapisdiSvI7b7UYqlcLAwICKlHR2dqKmpgb5fL7s92cyGVX1npycVKZdyufzWTLftbW11fhVjIyMjIyMjIwWrMbGxiXzYfI1y8mY7UXWUpxkl8uFyclJ7N27FxMTE/D5fMhkMmhoaMCKFSsQCoXmzNnO5XIW8z09PV30M7xerzLepJ4Y4omRkZGRkZHR/qD91WybGMkBqFwuh507d2Lnzp2IRqNwuVzwer1oaGhAJpPB8ccfP+fmR4/Hg/r6etTX1wOAhW4yOTmJZDKpJlZOTEwA2Fddl+bbEE+MjIyMjIyMjKwyZvsAVCwWw4svvoi9e/eit7cXfr8f6XQawWAQsVgM9fX1WLFixYKML7GC4XAYwD4KSjKZVOZ7amoKuVwOiUQCiUQCwL6KezAYRF1dnSGeGBkZGRkZGRnBmO0DTi6XC7FYDAMDA0in05iensbk5CRyuRySySRSqRRaWloQj8dRU1NjMb5e7/xPt8vlUtXrtrY2AMD09LTFfDMHPjU1pYgnHLRD6slCjsHIyMjIyMjI6ECTcT4HoGZmZtRIdrfbDa/XqwbdMMvt9XpRU1ODmpoa1NbWwuVyKdQfTbPf71/QcRA3qBNPmPvmYmB6eloRTwKBgDqGUCi04GMwMjIyMjIyMtqfZcz2AahwOIympiYMDw/D7XajUCgo8x0OhxGJRFBbW4tCoYB4PI6RkRG43W5ljmtra+F2u+H3+y3Gd6Gov0AggEAggKamJgD2xJOZmRnMzMxgdHQUwD7cIM1/KBRCTU3Nwt4cIyMjIyMjI6P9SMZsH2AqFAqIRCJYvnw5xsbGEA6HkclkVOX6qKOOQmdnJ4B9MY9sNqtMcKFQwNTUlDK6NTU1CAaDqK2thcfjgc/nKzK+C6GN+Hw+RCIRRCIRALPEk0QigampKUxPTyOdTiOdTqvuYUk8CYVCqipvZGRkZGRkZHQgyqD/FllLgZzJZDLYsmULYrEYRkdHUSgU4HK5EIlEUFNTg1WrVmFmZgbT09MAoOIcyWQSmUwGXq8XgUAALpcLuVxOYf5qa2tV7MTn88Hj8ViM72Kj/kg8YeY7mUwWMcIl8YTHYIgnRkZGRkZGRroM+s9o0ZRMJuHxeBCLxfD8888jn8/D7/ejo6MDxx57rKomS3Y2zWyhUEAmk1HmO51Ow+PxIBAIwO12I51OIx6PI5vNKuNdW1sLv98Pt9tdRBupBvGEx2uIJ0ZGRkZGRkYHuozZPsDkcrmQTqcxPDyMXC6HYDCoMtujo6PYsmULMpkMli1bpkxpR0eHmjKpm9l8Pq+q28lkEjMzMwCAUCgEt9uNbDaLkZERZLNZ+Hw+Zb5pzkkbCYfDCAaDi0Y8AfaZ71QqZTneUsQTjpo3xBMjIyMjIyOj/UXGlRxgYvV3ZmYGPp8PwL44BuMXNNN6NVgi+FpaWtDR0YFCoaDQgTSw2WwWuVwOqVRKoQQLhYIy0oVCAbFYTL2+jJ5I4gmrzjzG+YjHXVtbi9bWVgD7iCc83nLEEx6DIZ4YGRkZGRkZvVwyZvsAk8vlQiAQQD6fx9DQEMbGxuByuZDJZOD3+9HW1gaPx4NMJqPGrXs8HiSTSSSTSYyMjACABQMYiUQUO1uvJKfTaeTzeczMzCCZTGJ6elpV1FlBroR4wtdaLOJJc3MzgH35dWm+SxFPeAyGeGJkZGRkZGS0VDJm+wBToVCAz+dT8Y/m5mZ4PB7E43EAUNVlWVHOZDLI5XLq+z0eD1KpFFKplKoG6xhAsrPT6bTFzM7MzKBQKFjMN/PdPp+vYuIJX6u2tnZB74fP50NjY6NqUMhms5aceiniiTwGQzwxMjIyMjIyqoYMjWSRtRRdsGNjY9i0aRNGR0cVa9vtdiMSiaC1tRVr166F3++3GGSpXC6HXC6nKCYAiqIWEgMoDalkZ9PMAvtMOc13JpOBz+eD3+93JJ6wMk7iCY1vNYgnslJvRzzxeDwIBoOWgT/GfBsZGRkZGR1YMjQSo0WRy+VCPp9Ha2srMpkM+vv7EQgEkEqlMDExgVAohGg0ihUrVqCrq0tFSnSDLAkejInw51Pj4+MYHx8HAAsGsK6uDt3d3cpIOxFPpPn2er3KfFdCPJHGd6HEk/r6etTX1wOAqrzLf07EE3kMhnhiZGRkZGRkNB+ZyvYia6kq2wMDA3C5XBgZGUEqlUI8HleGsKWlRZlLu4ZFJ4NM5fN5ZDIZAPuMZ6FQUEaZkhhAVqZJPNHNbD6fRzabVY2MMzMzKu7CCZipVMpCPAkGg4oFXltba/kdFtP4skmUxzo5OammcVJ2jZ+GeGJkZGRkZLR/aX+tbBuzvchaipOcy+Wwc+dOxduur69HPB5HKpUCALS2tipTq8uuYdHJIFOsVMvYidfrtVScdeIJDSnpKfJnk3hC883jrqmpUUaaTY4SN8iJlotJPLFTKpWymO90Ol30NYFAQKEGDfHEyMjIyMjo5Zcx24eIluIku1wuJBIJ9Pf3I5VKIRQKYXJyEjU1Nejq6kI4HFYG2S5fLWXXsOhkkKXS6TQKhYKqTHs8nqKKsySehEIhZYr1SnImk0E+n0cqlVIGPJ/Po6amRlWQ0+k0UqkUPB6PqnyzMu73+y3Gd6HEE13pdFodbyKRKLmI4TEY4omRkZGRkdHSypjtQ0RLdZJdLhey2Szi8ThqamqQSqVQX1+vqsl2KhcfAeDYsGhnkKVomBkl8Xg8RVELnXhCUzwzM2MxszTy0nzncjkEAgFFPGFlnJVuLhTcbjd8Pp/F+C6UeKJLEk+IG9TfR6cGUyMjIyMjI6PqyJjtQ0T7s9nWVS4+AsCxYdHOIEsxKiINZiniSSgUUqZYVuRpZoF9ppzmuxzxhP+8Xq9C/fHfYhNPuIjhMZdaxMh/xnwbGRkZGRktnozZPkS0VDGSyclJDA0NIRaLwefzIZPJoLGxEe3t7QiFQhUbbqlK4iNODYtOBpli02Up8y0NaSgUUqZYVuQnJyeVqZbTI9PptIV4wsbHXC5nyXyTeKIb34UQT+zeR918k3NOOTWYGhkZGRkZGc1PxmwfIlqKk5zP57Fjxw7s3r0byWQSgUAAMzMzCAaDWLVqFVavXr1oxq1cfAQoTzyRBln+DtJ8lyOe8GfrxBOa2UqJJ5lMBoFAQBlwEk/016kW8YQRHqdFjN5gamRkZGRkZFSZjNk+RLRU6L8nnngC4+PjiMViqKmpUZnm1tZWvPKVr0RTU1NVXrtcfASAbcOik0GmWKmWZrsU8YQ/3+PxWCryNLMc3FOKeELz7fP5FO+bxBPd+FaLeMLjtXsfnRpMjYyMjIyMjIplzPYhomqfZJfLhV27duHJJ5/EzMwMnn76aXi9XuTzedWAuG7dOhx33HFqTHo1VS4+AsC2YdHJIEvRgHKQDydOSjlhAPVKsk48Ya5ajrafmZlBKpWC1+u1RE/cbjcCgYDF+C426o/EE76P5YgnssHUyMjIyMjIyJjtQ0ZLYbZffPFFbN68Gfl8Hrt370Yul0M8HlexjMMPPxyHH364MqJNTU1VG4euq1x8BIBjw6KdQZaS5juXy8Hn8xWZbycMICvyPC474gknWtJ8ZzIZpFIpVenm4oW4QZm3XmzUH4kniUSiLLZRbzA1MjIyMjI6FGXM9hy1YcMGbNq0Cc8++yx27NiBTCaDK664Au94xzsq/hnve9/7sHHjxpJf8+1vfxtvf/vb1X+vX78efX19tl+7bt063HzzzSV/3lKc5Gg0io0bN2JyclJh9sbGxpBKpZDL5bBq1Sr4/X5ldN1ut6rU1tXVoampyWJIq9mYVy4+AsCxYdHOIEtls1nLz3K5XEVRCycMYDniSTKZVBMtmetmJhyAZcy8Tjyh8a0G8aQSbKPeYGpkZGRkZHQoaH812/ttB9YPfvAD9PX1obGxEW1tbY4GuJQuuOACrFu3rujj2WwWP/3pT+F2u/GqV72q6PPhcBiXXHJJ0ce7u7vnfAzVUFNTE5YtW4adO3ciHo/D7XajpqYGbW1tOOyww3DYYYdhenoak5OTGB0dxdTUFFKpFGKxGKLRKPbu3auMYjAYRGNjI+rr66vSHOh2uxEOhxEOhwHAMT6SSCSQSCQAoKhhsbu7u2LiCQ05FxnAvgUQ//g8Ho/FfHd3dysjnUwmLZVkJ+IJzXcqlcL4+LgawONEPKHxXciihpNC6+vr1e+aTCbVe8j3MR6PIx6Pq/fersHUyMjIyMjIaOm035rt/+//+/+wcuVKdHd347rrrsNVV10155/hVAX/wx/+gEKhgNe85jVob28v+nx9fT0+/elPz/n1lkperxddXV0YHx+3VDebm5uxbNkyNDY2oqGhAQBwxBFHWHB+o6OjKt4xMTGB0dFR9PT0WCq1/P5qNAe6XC5lQtva2gDY56t5vMPDwwBgaVjs6OiA1+u1NcjSTObzeUUl4ah5n8+HiYkJTExMACiuqnd2dlqIJ7KSLIknyWRSNXSGQiG4XC6k02kkEglks1n4/f6qEk/cbrfKqgOzxBNpvrPZrFqYDA0NOTaYGhkZGRkZGVVP+63ZPuOMM6r2s2+//XYAwLve9a6qvUY1lclkMDk5ic7OTtWo5/F4EIlEMDk5icbGRmWipLkFoKreNGRjY2NIJBKYnp5GIpFALBZDf3+/BY/X0NCAxsbGqo1D5+u0tLQAsM9Xs7ocjUYBwNKw2Nraiu7ubluDLM23TjwpFArw+Xwlq+ptbW0W4oleSbYjngSDQXg8HuRyOYyOjpYlntD4LgT1x+MOBoPqY6lUynK86XQayWQSyWQSIyMjAJwbTI2MjIyMjIwWR/ut2a6WBgcH8dBDD6G1tRXnnHOO7dek02nccccdGB4eRigUwtq1a3HCCScs7YGWUCKRQDweR29vL/bs2YNAIIBsNova2lqsWrUKtbW1thV7SprblStXWnB+sVgMExMTqno7Pj6OgYEB+Hw+9X319fVoamqq2jj0QCCAQCCg8IV28ZGZmRnMzMxgdHQUACwNi42Njejs7LQ1yHqGWc+BezyeklX1pqYmtLe3q+ZK+bMl8SSZTFomWnLM/MTEBIaGhkoST2h8F0o8qampQU1NjVrEpNNpdbwknqRSKaRSKbWIIfGEx2CIJ0ZGRkZGRgvTIWe2f/vb3yKfz+OCCy5wrCSOjIzgi1/8ouVja9euxfe+9z2sWLFiKQ7TUS6XC5lMBiMjI4qKkU6nkclkkM1msW3bNmSzWUSjUUtkoZQhluZ2+fLlFnMbj8cRi8WUeYzH40VmMRwOW8z3Yjfm+Xw+RCIRRCIRALCNj6TTaaTTaZXNlg2L4XBYRVZ0g6wrnU4rBGGhUIDX6y1ZVa+vr0drayuAfRV5aWadiCfBYBBerxeFQgGJRAIjIyMliSd8rYUST/x+P5qammwXMfJ9HBsbw9jYmHrvK72OjIyMjIyMjIp1SJntQqGAO+64A4BzhOQd73gHTjnlFKxevRrBYBC7d+/GjTfeiA0bNuADH/gAfve736mcrJ0aGhqq3oQWjUYRCAQwMTGBeDyOqakp+P1+NDY2IhwOw+PxoLa2Fvl8XjXMsTEwHA7PmVSRy+VUVZk5b+bA+b8jIyPKKIZCIbS0tKjXWiriSSKRUMYxn8+jUCio45YZ566uLtWwODMzo77Pjm+dzWYt/G+32w2fz4dMJoPx8XGMj49bqsHd3d3KkLKSLDGIAFTlO5lMqphPIBBAoVBALpfD+Pg4gH2V6Uwmg5mZGUxMTMDr9VrOYTWIJ/J4p6amUCgUFu06MjIyMjIyqrYqoYMstQ4ps/3oo4+it7cX69atw8qVK22/5lOf+pTlv4899lh85zvfAbAPR3jbbbfh0ksvdXwNNt5VSxzw0tfXh+3bt2P37t3weDzI5/Oora3F6tWrccwxxyjzxohIPp+34HBIqpBkjnKGmJng9vZ2yxTJsbEx9f+Hh4eRz+dVpZbVWuIGq0E8oWQ8xi5fTRPL91Fms0OhEBoaGlQenhVfO+JJNptVDZdsumTVGyjmiNOckp09OTkJr9eroiXMUuvEE06ZTKVSFuIJYykej6foHC6G8eV5lthG/luM68jIyMjIyKgaMui//UALaYz8+7//e2zYsAGbN28uabarLVInGO3ggJdMJoPp6Wn09fVZMImBQACRSEQZIJpJWcUEZkehy7yukyGWOL+Ojo4inB9xg8lk0pF40tTUpHCDoVBoQc2BuvSmUKd8tVM2m78XiSd61MKOeMLX5etVSjyRx8RKMmMyNN80tDx/knjC3QS/368WENL4LpR44oRttCOe8D2o9DoyMjIyMjI6FHTImO2JiQncf//9qK+vxxvf+MY5fz9XLslkcrEPbU4iYq6urg6vfOUr8cgjj2BmZkYNrkmn09i9ezey2SwCgQCCwSAmJycVZcLv96O+vl6ZW5qlTCajog00n5WSKnSc3+GHH27B+cViMSQSCZWztiOeMJNdjXHosspeKl/tlM0OhUIW4ok0yHbEk0wmoyrfhUIBfr+/YuKJXkm2I57w+91ut8rnp9PpItwg+evyHC6UeCIXMQAsZJuFXkdGRkZGRkYHow4Zs/273/0OMzMzeNe73jUvwsLTTz8NYP8YbEPayFNPPYXx8XFVYWxublYDYEjrmJycVIg7ab5pZhl54H+z4p1Op21JFXaj0J2OkZGOVatWWXB+4+PjZYknuvle7HHobAptbm4GANv4iBPxJBQKWYgnukG2I55wyE6hUChJPAmHw2hublbEE93McmqmNN+FQsHSdDk+Po5UKgWv14tgMKioJCSeyHO40EWNE7aRsaKFXkdGRkZGRkYHug4Ksz02NoZYLIbGxkZFWtBVSYRk586d6OrqKiIu7Ny5E1deeSUA4K1vfesiHfX8RJRcT08PBgcH4fP51O/s8XgQDodx0kknWaIIqVRK0Tq43e/xeCzmm4NXmAPmUBzmdvkzRkdHlfl0GoVuJ0k8WbFihS3xhK9TjnhSjeZAn8+HxsZGtYNhFx9xIp4wk60P6eH36yI5hlGSUsQTZslZkWeOuxTxJJfLKdY3iSfDw8MqjsL3lMQTeQ4XuqipBNu4kOvIyMjIyMjoQNN+a7Zvu+02bNq0CQCwY8cO9bGNGzcCAE455RS8+93vBgD86le/wrXXXotPfepTtpMfn332WWzfvh3HH388jjvuOMfXvPfee3HjjTfi1FNPVaZ79+7dePDBB5HJZPDRj34Up5566mL/qnNWPB5HJpNBIBDA7t274Xa71STDqakpBINBrFmzRpmyeDxumRxJBB0NORv9ZKaag1cYWaDZk1XVTCZjGYWuNwaWIlWUwvkx983FwsjICIaHh7F79251jGRe05AudBy6Lq/Xi4aGBsuiQ4+PZLNZSzZbb1hsaWlRY91Lme9sNquiQIyfAHCsqtfV1amKfDqdtlSSZ2ZmVGOsPNccIw/si0JFo1F1zmnAPR6PIp5I47uQRY1+nnO5nMV8L/Q6MjIyMjIy2t+135rtTZs24c4777R8bPPmzdi8ebP6b5rtcqq0MfK0007Dzp07sW3bNjzxxBNIpVJobGzEa17zGlx00UU488wz5/hbLL7cbjcymYxqtJuYmFCNdW63GyMjI/jTn/6EXbt2oampCW1tbWhtbcURRxyhTF8ikUA0GrWYb5ogab59Pp8yYjU1NfB4PMqg0ewBsyg73XzqjYGlSBVerxf19fWor68HAMs0yMnJSUU8mZ6extjYGKLRKPbs2aMWBxxmUy3iidvtthyfU77aLpvN42HERzfI/P2pXC6nxszz5wBwrKrX1dUhEonA5XJZKvISNygz6el0Gj6fD36/H263W72n+XxexU4k8UQ/hwsxvh6Px/Y885gXeh0ZGRkZGRntb3IVCoXCy30QB5OWAjmzd+9ebNq0ScUViI7L5XJIp9Noa2sritN4vV40NTWhtbUVra2taG5uVlv8xPcxR03zDUAZb5fLBb/fb6l+08wy8iBNIc2nlN4YOBdDLKdB0nzTTKZSKWSzWQBQxxcMBtHY2Ij6+vpFGYdeyfHZ5auluFDRGxZ1g8wcNpXP55HJZCwm1+fzWf5br6qz0s9FlDSzbOLkuZ6ZmYHH41G7GfxdcrmcpYmV5pznkOdxMY2vTrZZ7OvIyMjIyOjg1f6K/jNme5G1FCd5ZmYGDzzwAJ5++mmV8fV4PGhsbMQrXvEKnH322YjH4xgZGcHo6CjGxsaKjJ/H40EkEkFraytaWlrQ2tqqqrWMccgmRvn9NFcyU81KKDA78psGiKY+k8kU/S5yFPpcEIA6zi8WiyEejxcdL80ic+iRSGTRxqGXk12+Wpddw6KTQZa/ezqdtqAGif6jnDCA+XzeYma5SLMjnpBowt8lk8nYEk/kOazGokaSbRb7OjIyMjIyOnhkzPYhoqU4yRMTE3jsscfw5JNP4oUXXlCNdo2NjTjxxBNx5plnorOzU5nJQqGA0dFRjIyMIBqNYnR01Nb4sRGP/7xer6p8j4+PY2xsTJlZaXiYNdbNN1+fI79pxlnJdTKfNG1zRQBKnB+nOzLiwtci8cTOfC828USXXb5al13DooysSINMsVINQFWmvV5vUcVZ51+TXqKbWU7NlE2XhUIBNTU1ahAPSS18P7mjIKv3PIeLjfqTZJtSi5j5XkdGRkZGRgemjNk+RFTtk+xyubBr1y48++yzKBQK2LFjh2q6a2xshMvlwpFHHonu7m5lcnUzSTwczXc0Gi2alAhA8aX5r6amRpmciYkJjI2NKaayNI6ssHISoqyEkngikW+SeKKLjYHzQQBKczsxMaEGARFFx2Ok+ZZNl4vRHFhO5eIjwOxCRSd12Blk/XcHZieOer3eoqiFEwaQFXn+bJ14kkwm1URLVpDT6bSF9+5EPAmFQouO+rMjnuhayHVkZGRkZHRgyJjtQ0RLYbZffPFFbN68GblcDv39/Qrfl0ql4Ha7sXr1aixbtkxlbCm9qU6ayUQiocz3yMgIpqamil6bQ2EYOwmHwypHTeIJmyyl4ZG5b1kFZUaYOWD+tySe6JenJFXMFQGom1tJPKHR9Xg8yiiSpy0NaTXNd7n4CADHhkU7gyylD9pxu91FUQsnDCAXLXzfdOIJYzvE/nEKJq8BnXgiFxA0vov5vkqyDZtqF/M6MjIyMjLaP2XM9iGipTjJ0WgUGzduVMaKlWrylY8//njU19crA0kTEQgELNVNvalOmkki9/gvHo8XHUcgEEBLS4sy35FIROWoE4mEwg3SfOfzeQBW8x0IBCxNl8QYstoMQBk7VlSlJKlirghAifPTzff09DTy+bylUhsMBtHU1GQx39VszCsXHwHg2LBoZ5ClmNOmSJ+RcsIActEizSwwSzxhzIg7Gy6XS2XCyYl3Ip7wHC6m8ZVkGy4GF/M6MjIyMjLaP2TM9iGipTjJ+XwezzzzDPbs2YNsNova2lplDltbW7F8+XLFL6aYzZXm2+/3W6qbTk11wD4jJc33xMREkWHxer1oaWlBc3OzhXgiCSITExPKfM+FeFJTU2NZDFSLeCLNrSSekM4heeSSeFKt5kD9+MrFR7hQ0RsWnQwyJYknvEb0nLNTVV2ys2lmJfGEmXkOUmKPASky8nzrxBP+DtUgnkhuuiGeGBkZGR34Mmb7ENFSnGSXy4WpqSm89NJLGBoaUh9vb2/HYYcdhrq6OlUN1kdnU/w8DSSwzyxLg+WEqgP2bdUzcjIyMoJYLFZkWEhIYfW7ra3NUk0m8YTVZDviic/ns5hbvj4zuGR/V0I8mSsCUMf5ycFAkngizWJDQwMaGxuLctDVUrn4CI9Pb1h0MsjydyfxhOZbxw06VdVJPJFmNp/Pq+q2zPhzN4OZ8Gw2a2lipfnWz+FiGl+dbLPY15GRkZGR0dLImO1DREtlthnz2LNnD2ZmZhAIBLBy5Uq0traitra2KKMKlG8kS6fTyGQyljHiejObU1OdJJ4MDw8jFosVGT+Xy4VIJKIq321tbXC73eqYSDyh+bYjnkjzbUc88Xq9qtpajlQxHwSgxPnFYjFMTEyoj/F4JR5PN99LRTxxio/w+PSGRSeDTEniCaUTT5yq6ly0yJ8tiSfc6WDEhN+jE09kzl9fBFaDeCIjRot9HRkZGRkZLb6M2T5EtFQn+ZlnnsFDDz2Evr4+pFIp1NTUoLu7G2eeeSbWrFlTUebVbnS2vBwymUxRtEBvZnNqqpPEE/K+7SgR9fX1FvMdCASKiCeMPZQjngSDQbU4YOSB/OlKiCfzQQBK4glxg1ws8HilWQyHw2hqairKQVdL5eIjPD69WdDJIOu/u5TH4ymqOMuqujSkcseAFfl8Pq+y+Yzt0Hzz9STxhE21knjC16oG8USa78W+joyMjIyMFi5jtg8RLcVJHh0dxW9+8xs8+OCDGBkZUVzlUCiE17zmNbj44ovR0tIy559rNzpbVjc5RpzSB58Azk11wCzxZHh4WJFLdNXV1aG5udlCPOExkXgiJ0fKY+E/WfleCPFkPghASTyJx+MWNjmPVyeeSNzgUhFPnOIjPD67hkU9auFEPAGgyC5zIZ5IMyuJJzJmJFnfrIwDs5n+mpoaC/FEnsPFlDzP5YgnS4WSNDIyMjrUZcz2IaKlQP9t3rwZP/nJT/Diiy+ir68P+XweHo8Hfr8fy5cvxz/8wz9g3bp1lgav+TSYlRudzSY3+fU0O5RTUx0wSzwZHh5GNBqtmHjCqiiJJ4lEwtY4k2xC4omshOrEE2A2ImJnPp2oLeUkcX48Xmm+7Ygnzc3NlphHNakY5eIjABwbFu0Msv6753K5oqZcKTuOuMzgSzML7DPlMmbk8/nU7oVOPOE/Msbl8VeDeCLfQzviyUKuIyMjIyOj8jJm+xBRtU+yx+PBn//8Z1x11VUYHR1Ff38/CoWChSBxwgkn4IQTTkBLSws6OzvR3t6OSCSimrtko+FcVWp0NqMHUjrxxKmpDpglngwNDWF0dBTj4+O2Q16am5vR3NyM9vZ2NDY2WnLKcsy8JJ7wtReTeGJHbSknOS49kUggFouVJZ4QN7iUxJNS8RGZzZYNi04GWf7uctIlUGy+narqpYgn0nxz0cnokySecLEliSfyHC428UTGZBb7OjIyMjIyKpYx24eIqn2S3W43HnvsMfzkJz/Bzp07MTIyglwuh0wmg3w+j9raWhxxxBFobW1V2/g+nw9NTU1oa2tDR0cHOjo6VHRhoQ1mpUZnMwbACl+hUIDf77e8llNTHTBLPGHluxzxpK2tDS0tLZZqcjQaVea7HPGEg1d04gn/m7ldO/PpRG0pJx3nR9ygTmiRi4NIJKIWT9UYh66rXHyEx6dfT+UiK7r55vXhRDyRVXUZeZIV+Ww2q871zMyMOjd2xBOeb7LA9XH2i008kTn1xb6OjIyMjIyM2T5ktBQxkp6eHvz2t7/Fn//8Z4yOjiKbzSKbzcLlcmHVqlVYvny5ioCQv03jzf9tbGxEW1sb2tvb0dHRgZaWlkVpMKuEeMJjzefzKgYgZYeqA/bFEmKxGIaGhhCNRjE2NlZEyJDEk7a2NrS1tSlU4uTkJGKxmMpRz5d4Io+nFKnCjtpSiSTOb3x8XC0WOCwGsBJPdPO92M2BusrFR3h8+vXkZJApVqpl7KQU8UTu0sjIE4+LMRaea5nvppF+OYknkmxTjevIyMjI6FCTMduHiJbiJCcSCTz99NN46qmn0Nvbi2QyCbfbjZaWFixbtgxtbW3IZDIYHx+3DJPh1n4ul4PH44Hb7YbP54PX60U4HFaV7/b2dtWcuNAGs3KjsyXxhIsCVhopO1QdMEs8YeW7HPGkvb0dLS0tFuKJjhuUxpHmm8QTWQkFZiMP/G/mdsvh9uZLPCGhpRzxpL6+XuEGSReppsrFR3h8erOgbpCdiCccL8+mSyfiiW6K9Uoyd39SqZRlSmhNTY2FeJJKpVS+muabxBNpfBd7USPJNolEYtGvIyMjI6ODXcZsHyJaqpO8a9cujI2NYXh4WJlnTm1cvny5Mrg0k6zqMicci8WUYUun04pPzTxrKBRCa2urMt9tbW2WSYnzbTArNzqbxBNelm63u4h4oqPqJI4wkUioync54klbWxtaW1tRV1enTM7ExIT6vvkST2humc8uh9ubL/EkkUggkUhYFgt2xBOJG6zGOHRdcyGe6NeTnUGWomFmlKQU8UTfpbEb8sRoiczMBwIBZdgZS5ENtRzE4/P5isg7iylJPGGuX9dCriMjIyOjg03GbB8iWoqTXCgUsG3bNuzcuRPxeFxtu9fX1+OII47AMcccYzGn0vyQXU3zPTExoRB1NEbpdBputxtutxter1dVdmm62XQpzfd8G8zKjc5mJZKXKekiTsQT3Uwmk0lV+S5HPGHmu6GhQZk+HTcoK/P6mHm9EmpHPGEcpBRub77Ek8nJySLzzeOVxJO6urqizH61iSel4iMAHBsWS01BBaCG4+g7IVJOGECnyNPMzIwlZlQp8YSoP/5b7EWN7EVgrn8xryMjIyOjA13GbB8iWoqTPD4+jq1bt2L37t149tlnkU6nEQ6HceSRR+Kwww7D8ccfj0gk4vj9EvdGM8kquDTffKCz0YxVRJrv5uZmVfkm8WShDWblRmfr5htAEW7QqakO2GekhoeH1aAdO+KJ3+9HU1MTWltb0draiqamJmX6iO+Lx+OWKAJQbL4rIZ6QI603fpaitpSTPL+y6ZIVXJ14UldXh8bGRoTD4aqMQ9dVSXzEqWGxXE8Amy5LmW+nqrrTkKd0Oq3ONXeBuANEXjsH8HCxxc/rxncxFzWSbMO/1cW8joyMjIwONBmzfYhoKRok+/r68H//93948sknsWPHDvXQ9/v9OPbYY7F+/XqsXbsWzc3NFZkmiXuT7GpWvonUkzxrAJbKN4knHR0dKvu9mMQTp9HZJJ7I6qbP53MknuhmMpvNqimX5YgnNN+SeKLjBqXhofHmMemVUGA28sDjYW63FG5vvsQTvodjY2OWc2lHPGlsbERDQ0PVmgN1lYuP8PhKEU/spqDq5rsU8USvqjsNeaqEeJLJZNRkU0k80ReB1SKe8Fwv5nVkZGRktL/LmO1DREthtrdt24bbb78diUQC27Ztw+TkJNxut6qavupVr0JXVxfcbjcikYiKSLS2tlZsmlhdlg2WHEfOj8XjcSSTSbWdbUc8YfSExJPFaDCTjWROxBNpsFiJlHJqqsvlchgdHVXmm7QX/RxEIhFlvHXiydjYGGKx2LyIJxI3yCmJ5XB780EAyt2DUsQTRmMaGhrUzkU1mgN1lYuP8Pj066ncFFRWqqXZdiKe6FV1pyFP5YgnNN/ynDPnL41vKBRadOMryTbVuI6MjIyM9icZs32IaCnM9lNPPYW77roLW7duxbPPPotcLge3241wOIyWlhasXbsWK1euhN/vRyAQsFTy6uvrVYW2ra2tYpqBxL2xkksDLqvhsumR5AhWv8PhsKp804RLs7QQ4olOw9CJJ9JgsenSjniim8lCoYCxsTGV+Y5Go7aUCPm+tra2wu/3K6PInDwXJtLwSPOtV0KB2ZHffr8fhUJBmclypIq5IgDl+eWiSlZvAXviSbXGoesqFx/h8ekNi+WmoPJ3B6CIOFwwSpUjnsghT5J4woUox8wD+xYSqVQKXq/XEj3hdSnP4WKj/iTZphJyzlKgJI2MjIwWS8ZsHyJaiqE2zz33HK6//no8/vjjiMVilsEgXV1dOOWUU1S1lf+Ys5Z5UmAfmUOaxFAoVNFxSPND4glz3zrxhAaHuEGamXA4rDCD5H1L870Q4kmp0dnZbFaRKCRdRL6WU1MdAExMTKjKdzQaRTKZLDqGuro6NWJeEk9kTr4U8YTGy454ouMGZbRHSqe2zMUQy/NbinjCyncoFFKxoWo0B+oqFx8B4NiwWGoKKmA137lcDj6fr8h8O2EA7SJPOvGEEy1pvjOZDFKplC3xhDsdkryzmJJkm3LYxqVCSRoZGRnNV8ZsHyJaipO8detW3Hbbbdi+fTteeOEFNa6d+L+1a9eiq6sLXq8X6XTakiEmJYO55pqaGgtar7a2Fs3Nzcoklmq0lLIjntB804CTeEKDoxNPamtrFQubxJOGhoYFN5iVG50tmy5pEJ2IJ3ZmcmpqSpnv4eFhTE5OFh1DIBBQtBNJPJE5ecYedPoK/+nmm+dS4gZp7MqRKuaKANSJJ6Ojo8o8liKeSEO6VMQTu/gIAMeGxVJTUIF9hlT+LP79SDlhAMsRT5LJpJpoyd0WZsIBa45eJ57Q+FaDeFIJtnGpUJJGRkZGlcqY7UNE1T7JHo8HW7duxV//+lfs3LkTTz/9NGKxGAqFguIpr1y5EpFIBPl8Xj3APR4PfD6frfkGoKp3NHI0mn6/X5nvlpYWNDc3V/RgleZHJ55I812OeMK4C4kncljLQognpUZn6+abMQA74okd+jCVSqmmy5GREUxMTBQdA99XVr9JPKEpWwjxhNVRSTwphduzo7aUk25uWanXiSc8tmAwiMbGRgsucqmIJ07xEaeGxUqIJ7xeuMjQzbdTVd0p8mRHPOHfbi6XQyqVUgN4+J76fD7LAoLGtxrEE7lTtJjXkZGRkdFiypjtQ0RLcZJfeukl/PWvf8XevXsxPj5u2QavqalBa2sr3G63xVxwpLusiPr9fmQyGWUcpPmm4WXlm2bC6/WiqalJmcSWlpaKiSc0PxKfR/PNLHgikVBxBR4Pj8Xv96vXZdNlc3Oz5SE/3+auUqOzWS3O5/NliSd26ENJPBkeHsbExESR8eP7KncVstlsUU6e740d8USa72AwqF4/EAhYDBDNZClSxVwRgDrOT2eT70/EE6f4CADbhsVyU1Al8YQLNJ/PV0Q8sauqO0WeWN1mxp/nhrnymZkZZLNZ+P1+db7Zm7EUxBN5zIt5HRkZGRktRMZsHyJaipMcjUbx29/+Fi+99JKqwDIHfcQRR+Cd73wnwuEwenp60Nvbi76+PkSjUYuBpEFgRZvVuVwuZzEhfEjy8zTfbNwi8UTmvis1TdL86E2XknjCiqmcGMhKfWNjI9ra2tDW1oauri40NzcvSoNZudHZNDs0TBx8IlUJ8WRkZARjY2NFhsXtdqOxsVFVv5nBl/i+UsQTAGqxRDPG12cO2OPxqGrrXHB7lUruHkjcoDRoMhrT0NCgdi6WknjiFB/h8enXU7kpqDrxhA2wOvHEzhQ7RZ5KEU+Iv5TEk2AwqCrjuvGtBvFEmu9SxJOlWlgZGRkdmjJm+xDRUtBI9u7di0ceeQSbN2/G008/rSpcra2tOOmkk3DmmWdi9erVli3lbDaL/v5+7NmzBwMDAxgaGrJsj/OBLSu2/F+9mVDGGAKBQBHxpKGhwVKBrrSpS+LeOHCG1e9SxBMuBLxeLxoaGpT5JvlEmqX5NpiVG51N3CDpIk7EE7umOkk8GR4exujoqK1hke8rFzV6Tp6V13LEE1ZCgdnIA6uxzO2WIlXMBwEozy8Z7rJ6C1iJJ7r53h+IJ3YNi+WmoAIoOp8k9Ujp/Gufz1cUedKJJ9zpkMQTmv1yxBO+TjWIJ7JJdLGvIyMjIyMnGbN9iGgpzPaOHTvwhz/8ATMzM9i8eTOmpqYUMcDn8+GUU07BkUceidraWjQ1NVm26vmAz+fzGBgYUJXvgYEBC1WD5tvj8VhMmcfjwczMTJH5BlBkvmn0Q6GQipwshHjCaEIsFlP/y+ouq6WSeOL1ehEKhRTxpKurC62trcrwLqTBrNzobBJP5HmzI57YNdUBs8ST4eFhRQLRFQqFLLGTuro6ZXJ0860TT4B9hq+mpqaoEiqJJ3JEeSlSxXwQgPL8xuNxRa+RxyvNInsSFkqrqVTl4iM8PjtSR6kpqACKYkp2uEEnDKBd5MmOeMKmykKhgGw2W5Z4wtdabOKJPM/liCdLhZI0MjI6OGXM9iGipTjJO3fuxK233oqnnnoKQ0NDcLlcSKfTyGaz6O7uxrp169Dd3a2qzcx10nzL4SSsXhcKBUSjUezdu1eZ70QiocxFoVBQhkEyoD0eD9LptNpGZx4c2Ge+7YgnwWDQEo9oaGio6PfWiSf6mHm96dKOeBIMBhUVpKurS73+QhvMyo3OZiVSipVGyqmpDpglngwPDyMajdoST2praxXthAxzPSfPKEc54gnNt048YWa4HPFkPghAJ+KJJLRwgcAqsIwNLRXxxCk+Aliz2fJ6KjUFFaiMeOKEAXQa8jQzM6MWL9z9omHnAgqAWmyxyZbXoTS+LxfxZKlQkkZGRgeHjNk+RLQUnO0XX3wR9957LzZv3oxdu3apceWhUAirVq3CMcccg/r6eqTTaXg8nqKoh9yqj0QilmqhjDbE43Hs2bMHfX196O/vV9QTitvZsiLq9/stxBNpviXiT9I9AoFAEZljPsQTmlBGFGi+aTDLEU86OjrQ3t6OSCSyqMQTu9HZuvl2Ip7YNdUBs8QTmm874kkgEFDNrPy95ETBaDRqGdsuzZ5soqUZk8c3V+LJfAyxPL8SHSmPVyeeEDe4lMSTUvERp2x2uSmobJKUO0iliCdyl2axiSfkqctzuJjGV57ncsSTpVpYGRkZHZgyZvsQ0VLESLZs2YKHH34YsVgMW7ZsUfEJNsGtWLEC7e3tKsfMLeR0Oq0MsRxuQ+QfzbfTZMCpqSns3btXRU/GxsZsiSdkVNMg8OMUDZDX61U54pqaGtW45fV60dzcjObmZrS1taG5uXlexBOaSZpvNmLSYCaTSfX704BL4klnZydaW1sV8WShDWalRmczBiB3EgKBgOW1SpEm0uk0RkdHMTQ0hGg0ivHx8SLDIokn7e3taG5utmzxs0mVhqwU8URWQgF74snk5KSt+XSitpSTjvMjbpCVbzviSVNTk8INVmMcun585eIjwGw2W15P5aagsqEZmI0BlSKeyKq6TjyZmppS0RJWvnlvkBESvqd+v1+db0k8kcZ3sYknkmxTingyn+vIyMjo4JUx24eIliqzfffdd6umR44jz2azcLlcOP3007Fq1Sqk02n1MJXNj6xi0eyx6k2TLIeThMNhy1a9rGamUin09vYq8z08PFxUvdWJJ16vt8g40KBJ4omcsEcyB+MRLS0tcyaeMJYwMTFh23RJwyaJJ/xH4gkH7fD9WGiDWbnR2dyxAGaJFvpr2TXVAbPEk6GhIYyOjpYlnvB9BVDUpFoJ8YRmTCee0NzS1FeLeMIdDZ5LDosBrMSTSCRi2blY7OZAXeXiIzw+/XoqNwWVsS7JgpdNysDCiSeMFfFcz8zMIJ1OW2Jp/Lx+Dhd7UaNz8Rf7OjIyMjo4ZMz2IaKlOMnj4+O4//77sXHjRpV3nJ6ehtvtxurVq7F27Vp4PB5VsWLlmGOhOUSG+Dw2Q7KyKnPWXq9XNfexktTc3Gw7GVAST/r7+zE0NGQxkPl8Hul02kI88fv9aou7FPGE5ptmIhKJKJPY1tZWMc1A4t6k+WbTJQ0m3ydJPPH7/fB4PIp4wkE7JJ4stMGs3OhsLqiA2aY6/fd2aqoj8YSxk3LEk7a2NrS2tsLr9VrMrGxiLEU8kZVQYDbywP/m72p3DE7Ulkokzy+z/KWIJ7r5XuzmQF3l4iMAbBsWy01B5c8mCYf5difiiayqOw15yufzFvOt77ZI4gljRpJ4Is/hYi9qJNkmkUgs+nVkZGR0YMqY7UNES3GSM5kMNm/ejJ07d6Kvrw8zMzMIBALo7u7G8uXLcdRRRyn8lhypzYcmzYZsdONDnw8kmu98Pq+qlzLqIfnNlRBPent7MTg4WEQ8kdEWAIpHTOIJMJsfZizFjngSDoctuMFgMFjxe0mDQXY1oyc0mGNjY+rhTrY2Fyoej0cRT9rb29HR0aGIJwttMCvXSCaJJzRZOvHEqamOmXzGTsoRT0h0qampUSZnfHxcfV8p4ok033KiKQ0aMJvbLYfbWwjxhAx3vk454kk1xqHrKhcf4fHZkTpKTUHl757P51WUpBTxRN+lqYR4ksvlLDl+DuJhvprvKf++ZeykmsQTp0VMKfqPkZHRwSFjtg8RLcVJjsfj6OnpUc2LuVxONfoddthhWL58Oerr6wHMZmclJUM338xsA7A8TNn8SPPLQS4035JuICfZSfMtc7J2xJN4PK5+r7kQTwCoyncp4gnNN9+PcqLBTSQSCp9H8x2Px9XoeUYVJPFENpPJynd7e7tlTPlCiSdOo7PlmHm+T/I94ftp11QHAJOTk6ryXY54QtxgfX29pUlVnxxJyd0Kmanm4oCRBy6SZFW1FG5vrqQKifPjToZcLOjEk1AohKamJnUtL/Y4dF3l4iMAHBsWS01B5e+ey+VU5bsU8UTfpbEb8sQdMYkbtCOeFAoFC26QMS3d+FaLeMLrcTGvIyMjo/1TxmwfIlqKzPbw8DC2bt2KmZkZPP/886pyxa3bE044AStXrrQ1BnolTTffHJPOipSsfMvmx3Q6rabW0ZzwQVuKeKJHG8bHx9Wky/7+foyPjxcRT+QEPlaUJfEEmG26ZFMoq6g68YQmsbGxcU7EE7KgaSY53ZKNmKxKliKecMhOR0eHZSdgocQTp9HZuvlmBteJeKKbyVQqheHhYYyMjJQlnjB2IoknfG+k+aZxlObb5/MVVUIlD5q/K1F2pXB78yWe0JTZEU+4Y8AIRmNj45IST8rFR5waFstNQc3lcqrPgz/HiXii79I4RZ7siCfcgaL5zufzaldDEk/0c1gt4gmLDot5HRkZGe0fMmb7ENFSnOSenh488cQT6O/vV02JNHkdHR1Ys2YN2tvbS9IrKDtSgW6+5XQ6Wclis5TX60Umk1ENVKxeyqgHq+fBYBANDQ0W8y23lCcnJ9HT04Oenh709fUhFostmHgih+3oxBPmk5uamuZEPJEsaEk84cdoMEsRT1j1JvFkMRrMSo3OZgyAyDwA6vxR5YgnHDFfjnjCRY0knhDfV4p4InGDNN9ywRQKhVRDIH9upbi9SiTPL803z6VOPOECobGxEfX19VUbh64fX7n4CP/+9Oup3BRUNi7rg5fkf+tVdS7OnCJPmUxGnWv2iXA3g78Ld+Z4vnnP4DnkeVxM46uTbRb7OjIyMnp5ZMz2IaKlqGz39vbigQceQDqdRl9fn+Lk5vN55PN5vOIVr0BLS4uKdsgHhKRX2KHQ7CppuvnOZDIqw83qWSqVsiWecBFAs8tYgxPxRI82kHjC6nc0Gi2q3tL08/ckzcGJeEIzFwgEVCXP4/EgEokok8jmwErE6rJsumQ+WOIGuYvA1+M/v9+PSCSiON8dHR2KF73QBrNyo7MZDZIsdCfiiW4mc7mcMt9OxBP5vjJ+wmtMxw1KgghgJZ7wWtGJJ6FQSBE2aCZL4fbmigDUcX6ME+nHK3PpDQ0NlsFR1SaelIuP8Pj066ncFFT2VPDaKEU80avqTpGncsSTVCqFTCZjSzzRyTvVIp7wmBfzOjIyMloaGbM9R23YsAGbNm3Cs88+ix07diCTyeCKK67AO97xjop/xmOPPYb3v//9jp93+nkvvfQSrr76ajz66KOYnp7GqlWrcOGFF+K9731v2a3NpTjJvb29eOqpp7B9+3Y8++yzmJraN669ubkZq1atUpVt0gJoCGha5FaxE72C0itpdtETEk9qa2uLtpGZZZbEE0ZeGD2RxBM+uOVwEhltyGQyGBgYwO7duxVuUJoLnXhCgoIkngCzBpzH50Q8kWSOuRBP+MB2Mt92xBMZPWloaFDNlrLpcqENZuVGZ6fTaVXdLEc80c1koVDA6OioqnyXIp7oixpWvtl0STOr4wYlLUdWQoHZkd887zSTpXB780EAyvM7Pj5uOZeSeOJkvpeSeGIXHwFmFyryeio3BVX2VMjrQ1acnarqTpEnLsrtdtF4z+Ainhl/Lsb5OjyHi436k2SbctjGpUJJGhkZlZYx23PU+vXr0dfXh8bGRgSDQfT19c3bbK9btw7r1q0r+vy5556LY4891vKxF198ERdeeCFSqRTe9KY3oa2tDX/5y1/wwgsv4OKLL8ZXvvKVkq+5FJXtaDSKu+++Gxs3bsTg4KB6IAaDQRx99NFYt24dGhoaVN6UOVjSAvjAZLRDPiCc6BVSeiXNiXgSDAaLKlkALOaX5lvHDQJW4klzc7Maqy63c3O5HAYHB9WwneHh4QUTT5g9ZyWe5jscDltM4lyIJzQZJJ5I1jcNJk0cm9iYT2czGTGDNN/19fULbjCrhHjC3Qlg1kzZEU90M8lMPs13NBq1pUSEQiHL+0riCQkiJJ4QWUnJaryMIUjiCZFvhUJBVdTLEU/migCU5nZiYkLhEXXiCc03CS/Vag7UVS4+AswuVHRSR6kpqPzdgX3nohTxxG6Xxi7yJIknXIhKChJ7ReTOmB3xJBQKLTrqrxLiyUKuIyMjo4XLmO056uGHH8bKlSvR3d2N6667DlddddW8zfanPvUpfPrTn67oey6++GI8/vjjuO6663D22WcD2HeDv/TSS/HEE0/glltuwUknneT4/Utxknfv3o27774bu3btwvDwsCJiBINBdHZ24tWvfjW6uroAQFWOaDbY7OXxeCxRDwDqc9JglqJXUDo7mIZGGnCaDTbt8R/zmi6Xy1KJp/nWiSc0LE1NTZZqIR/G+XweIyMjingyNDRURDzhGGyaMBramZkZC/GE1W9+3o54opM5KpE0P+WIJ9zOJutbNpORMc7st1yMzLfBrNzo7FwupxYpXJw4EU/s0IeJREKZ75GREUxNTRUdQ21trSV2Eg6HVSSB7w0XBjpukP9kFZSLA/6NyMVAJcSTuSIAdXPrRDyhUZTEk2o0B+oqFx8B4NiwWGoKKjDb0Ezzzd0aKScMoF3kSRJPGNvhIph/y7wG9MmmcgHBc7iYkmSbctjG+VxHRkZGc9f+arb328DZGWecseSv+dJLL+Hxxx/Haaedpow2sO/h8JnPfAbve9/7cOutt5Y029WWy+VSJqOhoQG7du0CAPVQi8fjyOVyqK+vV5EKWWkiUk02yYXDYfh8PmWEeaGyipnJZBSJwo5eQUPMC64c8YQxkkgkoognRIeRhet2u5HJZNTACprdRCIBv9+PgYGBIuIJq4WNjY1ob2/Hqaeeqqqre/fuRU9PDwYHBxXxhA9GVtCY+6apZaSCOwFTU1NwuVwq6sEH7d69ewHsq+C1tLQok+hEPGFMpKGhAd3d3ZYmVd18yzHzEt3IiMoLL7ygKrusfHPapTTflTaYud1uhMNhhMNhAPajs/XriQaSv2sgEEA2m1XXjN5Ud9hhh+Hwww8HsK9yytz3yMiIykPv3bvX8X098sgjVVVUNqTy7yKXy6n3Uy4IZPREEk+am5vVtUDiCY+/1HXv9H7K88v3SJrIaDSq/hYYu9mzZ486Nu7kyCrtYjYHejwe1NfXq8WhU3yECz/+/rJhcfny5XC73UVTUHXlcrkiFjwAjI2NYWxsTL1f0nzz78Yp8sSoGmNGvP5dLhemp6cxNjamcIM04Ky46+dwIcbX6/UWvY/6fW8h15GRkdHBo/3WbC+mdu/ejZtuugkzMzNob2/Hq171KrS3txd93caNGwEAZ555ZtHnTjnlFASDQTz++ONVP95SkgY5mUwiEAioyg+bizZu3IiRkRE16TASiajIAyMVFLdt2axUKBRU9pCfk+bb7/crE8yP6R37utmQlTQ+jPThGD6fD/X19arCzI9zYiOJJ2xSI0OaxJOhoSFl6piTlVv1J5xwAk444QQA+4gne/bsQU9PDwYGBjA2Nqaqt1ygTE5Oqml48veW1BM+/L1er6rET01Noa+vD8C+rXmdzGH3YHW73eqh3dnZaWlSlWPm+U/iBuXDfWJiArt27VLEB07YZNNlY2PjnBvMXC6Xeg8pnYahX0+s8EniSS6XK7pmeBzd3d1YsWKFuj6l+R4fH8fMzAz6+vrU++r1etHS0qJQjqtWrVJRHRJEJiYmLOabi5Tx8fGSxJOamhrLIolmksdf6rp3IlXI8wsARx55pOX9k8STWCyGaDSKnp6eosFREje4mI15brdbZazb29stfRoyPiINNRcq/P07OzstxBNZ7dUXZ4wlyWuE2XeguKre3d2tmsBLEU+YmecgJS4G4vE4stlsUc5fLiD4vi7E+DotVGVUZiHXkZGR0YGr/TZGIrXQGIkur9eLiy++GJdddpnlxvbtb38bN9xwA374wx/ivPPOK/q+t771rXjxxRfxzDPPOD7slqpB8sEHH1TT8Fh55nZqV1cXAoGAanRjZz9HcdOEArODJyhu28qx4GwgBGarSqyMs7psRzxxQqGVI56wssbYhsQNslnK7/erLWRJPKGJYuaZD1hOmLSLNqRSKezZs0exvnXiSS6XQyaTUbhBNnFls1lLAx/fA25h2xFPGhsbLdGTSkyTbn6k+Y7FYqrKXY54Qh52e3s7Ojs7LdGFhTSYlRqdzespl8s5Ek+cmuqAfbskjJyMjIwUoSD195UNrbKazPeL740d8UQ2XbISCsxmcImZ5IKvFKlirghAvQlZR0dK3KDdmPmlJJ44xUd4fPr1VK4nQBJP5KAdWXF2wgA6RZ54T5MZf+5msIDAXTSeb5pv/RwupvHVyTaLfR0ZGRmZGMnLoqamJnzuc5/Da1/7WnR3d2N6ehpPPvkkrrrqKtx0001wuVy4/PLL1dezasPKhK66ujp1g2fVVldDQ0PVtwX9fj/6+/vx4osvIhAIIJ/Po729HTU1NVi+fDnWrFmD6elpZRxpyGhYpPmm6SNCjVVA+UAkEYCmSJrVdDqttnPZlAbsM+Wjo6MYHR1VD2FW5mj8KEkqYDSAD0sO2fF4PGhpaVG4QX6OlW/i/mZmZpBIJJT55uAOxhU4pZBNeeQjn3baaTj99NPVsTPG0Nvbi4GBgSLiyfT0tDJiPCesivN34vtGs+v3+zE+Po5kMomenh643W40NjaqKZcdHR0VmyY9RhGLxTA+Pq5y32NjY2oxxveKXPbt27fD5/OhsbERnZ2daGtrw/Lly9HS0qLOUTgcnneDmawy81xKcRiSHCNOhvvMzIy6ZngsRxxxhGpk5hTSoaEhDA0NKeLJ9PS04rO7XC40NTUp43300UfD7XZbKt9yCijPmdyBofnmNr9sru3q6lIEHUZWaOrKXfeViueXxzs+Pq4MORdag4ODFtZ3Y2OjWrAsBfGE51c2C6bTaaTTacRiMQu1pqOjQ92r5ATPyclJS0+Abr6B2YZmGb3h33B9fb06HzojnQxyab6np6eVwebCmfcMXoOZTAapVArRaFRl6nkOq0E8ke/FYl9HRkaHoioxv0utg7qy7aSRkRGcf/75iMfjePDBB9Hc3AwA+MpXvoJbb70VN954o21m/MILL8STTz6JjRs3OprtpVhRud1uRKNR7Ny5E8PDw6oi1NbWhiOOOAItLS3qAcYH9NjYGAYHB9UwkqmpKdWARGNRX1+PxsZGtLW1IRwOK16unPwHQA2wAWZzmKwccUuX7GZ+zo54UgqF5kQ84QNzZmZGLRpY4ZYTMGkUWRUnI5iVb514UldXh+bmZkX4kDnZXC6HgYEBS9OlvhvA7WtW5WjGJG7QjnjCJlBW8urr6y2V70qJJ7JJtRTxhO9fOeJJZ2enBTdIA7dQ4ond6Gzm4tlUx0ZdnXhi11QniSfkfdtRIurr61XspK2tDYFAoKhJlTss5YgnwWBQXV+MPPAccjFeilQxHwSgPL+MXMi/BQCWHoZwOKwGRy0l8USfKCll17BYbgoqf3cp7tZIOWEA9chTJpNRi3L5t1BbW+tIPGFTrSSe8LUWm3iiN5sv9nVkZHSwy1S29yO1trbida97HW677TZs2bIF69evB7APQQZA5el0seFK5ldfDrH5p7W11fLx1tZW9QCj+PBtaWnB6tWr1Zb/+Pg4BgcHMTw8rPjPAwMD6OvrU6SEUChkMd8yxy0rPKwcsemQBoSVcj5MaTRramowMzOj/iDs6BUcmsOFkM4OZh6XkZNcLqfoIGzao/Hmz+LPGRsbUzlxSTzp7e21GKqmpiY1Vr2jowPLli0DsK+yPTw8jL1796K/vx8DAwNqV6RQKKgFCh/ONN8coc1qeyqVUlV4csGZK2bja11dnSUe4bTrIptUly1bZmlSpdFm02UikUA8Hkc0GrU0XE5OTmJ4eFgRT1j9p/lua2uzLEYqbTCza8jTaRh21xPfT1bAee54zUjzfdRRR2H16tUAZoknw8PDilzCZr+XXnpJva+cILps2TIcffTR6pj43tA0sheCERJ5HdfW1qp8vySetLS0KPMtufOs+tr9DqUMcanzy50MLkbj8bjqYVgq4olTn4aMj2QyGcdsNq81Ek+k+daVyWRUlIj3G/adRKNR9X7xd2WEDLBGnnTiiYwZSdY3m1oBqJ09Ep24gJD3roWoXLO503XkRP8xMjLaP3RImm1gdiUiKzCrVq0CAOzZs6fo63O5HHp7e7Fs2bKXPUOXy+XQ19eH3t5e7N27F+l0GnV1daoqdPjhhztGWdhU2NTUhMMPP9zSdEiDwqroyMgIBgcHsWPHDrWlzkmH4XAYNTU1lqquPD45FrxQKKjmR5qPWCymHgg68USnV7ByaPcQYiWNlXq9WtXY2KiIJ8lk0tIcxwxuPB5HJpNR2XS+Vn9/v6Va2NTUpJoMm5qa0NHRAWDfAz8Wi1liJxMTE0XEE+4iyCy1bLpkNV8ST6anpxGPx9U1SXoGmx8jkUhFxBMZkaD5npycLBozL2MnyWQS0WjUlnjS2dmJ9vZ2i/mutMGsFPGEpsKOeMKv5TWTzWYdm+ok8YS/x/DwMKLRKOLxuHov7IgnbW1tOPLII9UihO8NIzHc6eHP4I4FiSeyEspGwqamJnWeZBa7VGNgKUNc6vzq5nt/Ip7ozYJOxBMuDtjkKGkuukg8kQ2XgJV4olfVKyGe8O+A9wYunPmesujBf5J4IsfZL5R44kS2cSKe2N0/jfk2Mnp5dcia7S1btgAAuru71cdOPfVUAMBDDz2Ej3zkI5av37RpE5LJJN74xjcu3UE6KJFIYNeuXXjyySfx/PPPq0pbY2MjTjrpJPh8PnR2dlaU7fP5fKrZ6rDDDlMP7YmJCYyMjGBoaMiSBx4ZGcGuXbtUBZjEk8bGRmUwmFOm5KAKO+IJq7mUE/FEPjzKVdK4lS/Nt9/vV2QTVsKy2ayqDHm9XlVBdyKeyNHhOvHkxBNPxIknnggAiMfjKkM8MDCgHs7ALJGBCwKaMp/Pp4y3HfGErz05OYne3l71Xsl8cnNzs+2DVZofnXhCdnU8HleTLhOJhKqGS5NE4gnNN00/zTeb9sLhsKXRsJQk8aStrU393vJ82hFP+P9lPt8JVbds2bIi4gkz33bEE05kbW5uRnt7O1atWmXB3NG0s/LNXodkMlkR8YQ7NsAsbrAcbq+UIdbPr8T5cUdjfyGeyHOox0cYNRoaGrIQT8LhMLq6utQCVTfIdsQTAJa/hVJV9UqIJ9J8s8nX5XJhZmYGExMTqiLOxZYknsh710KJJ3IRY9ds7kQ8kcdgiCdGRkurgyKzzYxqY2OjpfHu2WefxZo1a4q+/uc//zm++c1vYtWqVbj33nstN55yQ21+/etf4+STT3Y81qWYIPnSSy/hzjvvxN69e9X2JgeydHV1Yf369TjssMMUs1rPuc5FrODJrXnZsMWsLat6bLpsampSzWVsUKTsiCec2CjHurMyzGw2z1MpeoU8br2SJs03DTgfirKSJce9y8E/jIXQfLM6TcPS0NBg2aqX27lsiuzt7UVfXx9GR0ct2VQa7FLEE8YUgNLEk6amJmWCW1tbK3qwSiIG0YLMejPjT0PO9w/Y9/DnQoCoQzZ7dnR0qPeD78lCiSd2o7N5zbCvgNeMfC0dVWdHPGHluxzxpK2tDS0tLZZqcjQaxcTEhIWmQ0niiV4JBWYjD7K52C67XOp3KCedaMOdDZ3Q4kQ8qUZzoC67iZK69L/7Sogn+Xy+aMy87JMAiqvqNMVOxBPe05iZ5z3JjnjCJlaywBnrqQbqTyfbsElUqpL7p5HRgar9NbO935rt2267DZs2bQIA7NixA1u3bsXJJ5+MlStXAtjHvX73u98NALjmmmtw7bXXFk2KXL9+PbxeL9asWYP29nZMT09jy5YteO6551BfX4+f/exneMUrXmF53RdeeAHvfe97kUql8OY3vxmtra373bj2TZs24d5774Xf78fzzz+PbDar0GTZbBYnnngiVqxYYZmoRkNWaUbUSbLjn1QIVgdpVDmdkU2X3J7nA0xmvCk2JfFhyCE2bDLk1j0/p1dNnUZCy+PWK2my4ZILB+a7+Zp8mNLc6lxyRk84Zp4PUzmWWx6X5Df39fWppsuRkZEi4kk6nVamnpVSSTwBrJMuWfnmYoCf58Afmu+5EE9ovsmu1nGD8XhcvYdyYiD/l5l/sr6JX1xog1m50dnpdLoIX6n/3k5NdblcDrFYDENDQ4hGoxgbGytCtLlcLsv72tbWBpfLZTGzsVjMcm1RNGQSNyibiPl3KhcD5cznfBCAEuc3Pj5uWSzweLnQtTPfi90cqMtuoqQuu4bFclNQWamWsROv12upOOtVdd5v9CFPk5OTqmeE51pOtKSRJmlHLrh4f7NbQCym9GZzu+uo3P3TyOhAkTHbc9Tll1+OO++80/HzF1xwAb71rW8BcDbb1113HR566CG89NJLGB8fh9vtRldXF8466yx88IMfVJlbXbt27cLVV1+Nxx57DMlkEqtWrcKFF16Iiy66qKw5rfZJdrvdeOaZZ/Dwww8jGo3iiSeeUOPHaa6POOIIHHPMMWqwAys7gUCgyHxXmhEtJVZS9OogObeycl1fX6+qn6yoVEI8YQVZEk9yuZxl9LVOPClX1dcrafqkSzviCRszJQ5ORmQYr7AjnjCHWgnxZHBw0GIgWb0lOYRGH0BJ4omMwejEE5rESnc8ZIxCsr7ZYEtDzoUMhxLJkffhcFhVvtvb2xXxZKENZuVGZ8tJoLxmWGmk5DUjzSSJJ7y2yxFP2tvb0dLSYiGe6DQYaRxpvrnApBmTxBOJfGMlt5T5nM9uljy/PK+liCekF0m6SDXllK+WsmtYtJuCakc8YTMurw8n4oluivXIE4knkpCUz+ct94R0Oo1UKmUZxCWJJ9L4VpN4kkgkFv06MjJ6OWXM9iGipTjJQ0NDuPfee/HII49geHhYsWEDgQAOO+wwvOIVr0Btba1qUmRDGreuOaRFbnGy+77SjGgpcct/bGwMw8PDFuIJt/tpLNis1N7ergwOH1T6YBn+PgAsuEFWlVixYUZRGsxKyA96JU0336lUSlWPWeHWFxTMcDLHaxf1YN69rm7faGoST+R2riSe9PX1YWBgwEJmYGMqH858fWbm7cw3q7syTwrMEk9IHmGutpxkk6redMmcMBddPD9cKPD1Q6GQqnyz+bK+vn7BDWZ2o7PlYi6XyxW9T1ycUnpTncQRJhIJVflmY6kuEk+4o8AmZmbf+X2yGgpAnS9JPJGVUI78pgGSVVVd+oJ6LrtZ8vxyd4PnksfLhS4zwcQNzoVWM1+Vi4/w+OwaFu2QgFI0zCxWcKdGygkDaBd5kn0rXIjKewJjKayo877Mhap+71pMSeIJc/26FnIdGRktpYzZPkS0VGb79ttvx3PPPYeenh7LuPMjjjgCZ599Nnw+n4p20FzTALpcLlWJktEExjNkpnS+GVEpSTwZHh5WkwDj8bhqFGTlOhgMWsx3MBhUDyr5QNTNN42JrJTLJinGQ/iAqIT8oFfSmPuWBpzHTZOtP0xJPODx03xLuoGcZMfhJHq0QRJPenp60N/fj0QiUVS91YknbPpkhphmkrETmm9pNEk8YfU7EolUdJ6l+SG7WhJPSMmgMeJiQea+a2pqVMVdEk8W2mDmNDqb4gKP7yf7EGR1U2+qk2YymUyqyjebJ3WReMLMd0NDgzJ9bFKVTHl5LPzHhZqshHJxSRMmF4JO5nM+u1ny/Ormm8fLRTDvG2y6XIzmwHIqFx8BZrPZ+vVUagoqADUcR98JkXLCADpFnuT9QieeyKidnvNnQzf/LfaiRvYisOiwmNeRkVE1Zcz2IaKlyGzv2rUL//d//4c9e/Zgx44dyihHIhEsW7YMp556KlatWqVu3OQ5EwdG880mxUKhoCrabFLkFDdpvmkU7XKucxG3/MfHx1XumxEEHhO3+ZkVbWtrQ0NDg3qwpFKpooyznEzI3DgXE2xylPQKmhWgMvKDHfFEr3zz4UjiiXyYMtfNfDrfYxnrkdnrYDCoogl2OVlJPOnv78fY2FiR+WYTqB3xhKKhlMQTmTcl8YSDdpyIJ7pkkyrNJKvg0nzzgc7MPhcJknjC2AmJJwttMCs3Ols334A1gws4N9UB+4wUF5bsadBvtXbvq8zJ6w2pcmEpo0J2xBNeP+yBYHTAyXzOZzdLnl/ZdMnrnuZUDo5qbGy0LJ6qScWoJD7i1LBYrieA0bxS5tupqs77iB55kn0ivKdzB4gFBBKM+DfKz+vGdzEXNZJsw79VvYF4IdeRkdFiypjtQ0RLYbZffPFF3H///ZiamsKLL76obnwkQpx44ok4/PDDVcWSn5MNh3w4shkqm81aDCBHLbM6y61Qab7Jo7bLuc5FrEhxmAiHkbBhSyeeRCIRtLa2qgqwrB5TzDjze52IJzQfdsSTclV9u0qaNN+MLvA8SA448WE0vzwejnZn9VsST2i+ZbVQbimTeNLT06OIJ/KhqBNPgH3VVifiiaw22xFPZJV2LsQTOWaecZOJiQmVBZc8a6CYeMJcNLPfi0k8kTEiO+KJrG6SWEPpTXXSTGazWTXlshzxhOZbEk9kTl4nntB4Aygy37xmA4GAOh42CFaDeCLNLdGRPJd2xBM9RlVt4km5+AiPrxTxxG4Kqm6+SxFP9Kq6U+RJEk/YJ6ITT7iIlzl/FknkOawW8YTHvJjXkZHRQmTM9iGipTjJvb29eOCBBzA4OIiBgQEAUF3xLS0tWLduHVpbWy1NYbwhy9wnc3e5XE6Zb1IPmGmlyWbTDm/mnIIotzhZSZbVjfnkC/nQpiFjNpZGQyeeNDQ0oKWlRVWAiRvUK5OVEE9oYBjtkA+IclV9u0qanvsm8SQQCBRVskg8YZWeMRjZ6MiGQ5pv5q1p7uSWMokne/bsQV9fH6LRqCPxRI5udyKesOLM49eJJzTfra2tFZsmVpdlgyVxg/xYJcQTab7l+7GQBrNyo7PT6bTFYLESKeXUVJfL5dSwGea+dcPidrsVSpPv7WIRT/h3SsIGzWQ54slcd7OkuWV0zI54wkV8Q0ODWkRXozlQV7n4CI9Pv57spqDqxBMWLign4oleVXeKPJUjnuhRNXm/l8ZXkm4WS5JsU43ryMioUh2UZrunpwebNm3C8PCw7R8XsO+G8slPfnK+L3HAaSkq29FoFM8++yx2796Nvr4+ZSI5Fa6zs1NVTGmypQEFrOZbTrqTlRaab1aApQHkcAV+Pys7ekOXzBfOt2lKVlJGR0fV9jxpCTrxhMNmiJnzeDyOxBMi/JyIJzRA5YgnTlV9vZImjbckngSDQXU8MlLB5kfJHpfmWxJPaL45Zl7fUibxZPfu3ejv78fQ0FDRbgC3r52IJzLCwOZMyR6XxBNWaOdKPOEDWyeeyGq4rADKfDqHHTH3TRMuzdJCiCc6DUOP7UiDxaZLO+KJ3lRXKBQwNjamMt/RaNSWEiHfVy5quDBlTp7DdfQFE823XgkFZkd+83rjPaAcqWKuu1nS3HJRJf8WgGLiCZsuq9EcqKtcfITHpzcsyoU2rw9950I2cLNJfC7EEz3yJIknzFVzRwyAumfIQVy8v3HnkudwsVF/kmxTDtu4kF1RIyNdB5XZTqfT+PKXv4y7774bAFDqR7hcLmzbtm2uL3HAailOcjweV2ZpcHBQ8adllpUGU+aG0+m0qgZ7PB4LkUGSSWSjHB8GyWRSVaZ0860TT/jamUzGwullpdgp5zoXccufTZeliCfhcFjxnsPhMPx+v2qw1GMWcix4KeIJPycfEDq9ws4Y6JU03Xzz4RgMBtX5my/xJBgMqqZLXhtyS5nEE1a+BwcHSxJPACiD4EQ8kehDnXgiTWKlxBNpfkg8Ye5bJ55wdDWr/zzWcDisMIPkfUvzvRDiiY6OlIu5bDZbtEiRTbqAc1MdADXFleY7mUwWHQN3Nvi+1tXVqfeLOflSxBMaLyfiCa9vLlYrxe1VKnl+SxFPeG8Kh8MW872UxBO7+AgAS0FBHpMdElBKmm/+Hevm2wkDaBd50oknnGjJe4IsLujEE31HcrFRf5JsUw7buJBdUSOjg8psX3nllfiv//ov1NfX4/zzz8eqVatQV1fn+PUXXHDBXF/igNVSnORMJoNNmzZh9+7dSCQSyjiHQiEcdthhOOWUU+DxeGyNADvgWfmiseP2JY20bNKT+V6fz6ceJHJbWCee8GGtE0/spug55VznIlZSyEMeHh5WCDqdeBIKhVTTJRcIssGS0ofvLIR44lTVL0U8IdObVXVglunNRtJSxBMaX1ao+XAl8USvnhUKBYyOjirzPTAwYCGeFAoF1VBL089qsiSe0KzxdeViQCee0CQuhHgiJ13SsMkKoE48CQaDKmtO4oncCZjvArBQsB+dTcmmS14HTsQTO/Th1NSUMt/Dw8OYnJwsOoZAIKB+N0k8kTl5xh50+spiE0/mg2/UiSejo6OWxagd8aS5uXnBtJpKVS4+AsCxYbHUFFRgnyGVP0vuLFFOGMBMJmMx3zrxhAtR7my4XC7LZF8956/vSC426m8u2MaF7IoaHXo6qMz2Oeecg2QyiTvvvBPd3d3zOriDVUtxkmOxGB555BH09vZieHhY5Wlrampw2GGH4TWveU3RyXcyAjI3zCYcOZ1RGlVJJQGgIgSkg3C7fy7EE/ng1IknC2maYiVlYmIC0WgUg4ODqhFPJ54Eg0EVPYhEIuoBxsw6RbPEJjk74gkfcuWIJ05Vfb2Spme+JYvX4/FYBu2k02m1a8H3nu8xK8180ErMI4fc2OVk4/G4iisNDAzYEk/y+bz6ucx925lvAKp6Z0c8oflm/r5S4gmvZ514Is13OeIJ4y6sfMtJifNdAMr4E8+pzGXr5psxADviiZ2ZTKVSqulyZGQEExMTRcfA95XV76amJlUVZdPlYhBPgNldm0pxe5VIN7es1OvEEx5bMBhUDcRLTTxxio84NSxWQjyRU1DJ3JZyqqo7RZ7siCeyD4fFFnm+SUnSjW81iCey6FCKnLOQXVGjg1sHldleu3YtzjzzTPz4xz+e14EdzFqKzPZLL72Ep59+GkNDQ3j44YdVRzofqGvXrsWxxx6rbkx223FORoDVDho4AJa4BMdgs5LL4THALPGEVZx4PK5y1ZJ4Ips2deIJX8+OeKLnXOcibvknEglEo1EMDAxYKvOsgDL2IoknfIDZEU9kFMWOeMKHHKtUTsQTp6q+XSVN0k5okPhe6eablWU74gkXCsw8y5ysrBbqxJM9e/agt7cX/f39jsQTWRH1+/3q/PP3tiOeyAl7Xq9XEU9owCslntD8SHwezTez4IlEQr1/PB4ei9/vtwz56ejosOAXF0LNKDU6W+4slSOe2KEPM5kMotEoRkZGMDw8jImJiSLjx/dV7ipks9minDzfG7lg4v9K863vfEkDVI54Mh98o96EHI1GLRQgO+IJp7YuNfHEKT4CwLZhsdwUVEk8kfcUnXhiV1V3ijzJ+71EkTJXzsIE74tyWNhSEE/kMZcinixkV9To4NJBZbbPO+88HH744cZs22ipzPZ9992Hbdu2Yffu3RZT3NHRgTVr1mDlypUWvi1HhJfa1rUzArIDnsZOGmyJjWOVWFY5ZcMhM9ZOxBOfz4dwOKyiGOWIJ/PJiFKs9LNaNjg4aDEaNEE68aSlpcXCy9WJJ3IxoRNPaL5pphihsSOeOBkDu0qaXvm2I56w6k4zyfee2WtmO1lZlTsOoVBINZvq18/MzAx6enrQ29vrSDxhtEWObufOB8WHJD/vRDzRmwMrkTQ/TmPm4/G4pRlYEk98Pp/K/Le1taGrq8uyGFlIg1m50dk0OzRMHHwiVQnxZGRkBGNjY7bEk8bGRssQI5fLpa6tcsQTYHaRTTMmd77q6maRbzT1leL2KpUsGkjcoDRoMhoTiUTUzsV8F+9zUbn4CI9Pv57KTUHViSe8h+rEEztT7LTTWYp4InGq/BuV93vd+FaDeCLNdyniyVItrIz2Px1UZvu6667DT3/6U9x///1oamqa18EdrFqKk7x7927cdNNN2LJlCyYnJy1m78gjj8Qb3vAGldVkdURWenTz7bQdZ2cEZNMeK18yq0wDCjgTT5gxl+Zbb7okHWQuxJP5ZEQpnXgyODiocIO8sTsRT8LhsKo26cQTHTfoRDyROEY74kmpqr5eSdMr37IxltV5GRsiyqwU8YQ7Gbx+dLwer59sNov+/n7s2bMHAwMDtsSTmZkZS8W2FPGElVQev6zkcQE0V+KJbFLlOWb1uxTxhAsBnXjS0dGhxtwvtMGs3Ohs4gblGHE74oldU50knpBlb2dY9PfV6/UW5eR5ncnvl9V4/u3rO191dXXqv3kPqBS3V6nk+WV0TFZveYy8h+i4wf2BeGLXsOiEBJTS30vuWknp/Gufz1e006kTT3gvkQtzmv1yxBO+TjWIJzKnXop4spBdUaMDSweV2c7n8/jc5z6HF154AV/+8pdx2mmnmcaF/7+WorL9/PPP47bbbsOWLVuwY8cO1dBYV1eHo446Cueddx6OPfZYhfCS5ooGWVZ6ZDWi1JagnRHQO+ClsaMhoEmXPF2ab5rlQqGgHuYknjBTzu/3eDyWvCBv9k7Ek4U2TbHSH4vFMDQ0pHCD5PHKRtJQKISmpiZluuQDrFLiCbd0uVXMxYkd8aRUVV+vpNkRT2g25MNULpL4c3geZOyED01ZzSRu0I54MjAwoCrfAwMDFqpGJcQTabwBK3dcEk9CoZCFSV2qaVtKJ56wiTAWi6n/ZXWX1VJJPPF6vQiFQop40tXVhdbWVsvf1HwbzMqNzibxhO8l8/k68cSuqQ6YJZ4MDw8rEoiuUCikYidtbW0IBoPK5ExMTGB0dLSIIELJHS69EkrKCBcmuVzOch1Klfodykme33g8rug18nilWVxq4km5+AiPT29YBIqrvU7EE2B2p02/tzthAO12Ou2IJ7znsoG6HPGEr7XYxBO92XyxyTlGB4YOKrP9ute9DgDQ398PYN+NoLW11faG5HK58Mc//nGuL3HAqton2e1246mnnsKf/vQn7N27F48//rhlu6++vh6HH344jjrqKFWxiUQiqK+vBzBbWZTmi13qssmIle9S23F2RoDUEVlV5c+WjV1EXfFmLHOfZP1OT09jfHy8LPGEW9fliCfzyYhKSeLJ0NCQwg2WIp60t7erYUByG1a+h/LhSrMk2eCsjPMc2xFPSlX19UoaDY00HHbEE77POvGE1wuNNzOcctHT3NxsOxmwUCggGo1i7969jsQTGUsCZs03Fzh8n6T5tiOekDtP893Q0FDRedaJJ/qYeb3pshzxpKurS73+QhvMyo3O5uKJ7yUXtPK1nJrqgFniyfDwMKLRqC3xpLa2VkWqSPSROXl+H68h+YjheWPkjItJSTwJBoPqd5G7c1KlfodyciKeSEIL/45fTuKJU3wEsGaz5fVUagoqUBnxxAkD6BR5kpNxme+WuxeSeCLv9/qO5MtJPFnIrqjR/qWDymwfc8wxc/r67du3z/UlDlgtRWV727Zt+MMf/oBcLoc9e/YoCgENand3N8LhsHrY8uZJ5FskEkFDQ4OKNnArUFbuZKUnGAxauvudtuOcjIBOPKGxk8QT/TVl7pOvNT09rbb7deIJq8F8ODoRT0haWUziyfj4OEZGRjA0NKQMmRPxpL29HZFIRBnYUsQTnm8iFyXxRKLj7IgnpYwBH0IyKuFEPHG73ZZKFmM8pCkQN8jfUw63kYueSCSiqoWyelYoFDAxMaHMd19fH8bHx0sST1glk8QTab6l4dVH0+tkjvkQT2gmGVGg+WZWuBzxpKOjQ10HC20wk9v/dqOzdfMNWKcO8r2za6oDZoknNN92xJNAIKCaWfl7yYmCIyMjlh0WafZkE62MIUjiidyh4CKxUtxeJZLnV6Ij5fHuD8STUvERp2x2uSmobJKUO0iliCdyl0bf6eRCZb7EE+50yHvXYhpfeZ7LEU+WamFltPg6qMy2kbOW4iQPDAzgL3/5C/7whz/gySefRCaTgdfrRVtbG04++WSccMIJaGhoUPnjWCxmQYzRBNF8NzQ0oKmpSUUzGGeQOUdZ6bEz3+WIJ9IIcNuU5pvVN0k8oXlmJUQnntCosuIof7ZOPOEgG36PfHBK4slCR3xLEzs8PIyhoSFlyGhKmWWsqalRrO/GxkZlMLjwke8hzTf/VGX1X+IGmbW2I56UqurbVdJk5lsST8jUlsQTv9+vaAr8GA2xHG4jiSeRSMTC+pbXz9TUFPbu3Yve3l709vYiFouVJZ6QuCKNJn9Pr9drqXxL4klzczOam5vR1taG5ubmeRFPotGoGrAzMTGhGjFpvpPJpPr9acAl8aSzsxOtra2KeLLQBrNSo7N5zcidBPmeAM7GDdj3tzk6OoqhoSFEo1GMj48XGRZJPGlvb0dzc7Nld4VNqry25LmlsdGjYXLBFAqFlAmjmazUfFYivQmZuEFe86WIJ9VqDtSPr1x8BJhdqMhjKjcFlX0xgDWD70Q8kVV1p8iTvN9LFCnF91TGDCXxRD5nFpt4Isk2pYgnC90VNVo6GbN9iKjaJ9nj8eD555/Hfffdh61bt2Ljxo3KsAaDQXR2dmLt2rVYvny5uhmyKjo9vW8QTTQatSDGaGBZ9aYRYu6Y36sbZFnpkTf1UttxdkZAJ54UCgVV7WAjoY4FlLlPGjU+0Jm1zWQyFuoGsO/B0dDQoG7m2WwWuVzOki9kJXm+GVFKsmNZHRwdHVWVeZIEaEobGhpUxZUVFRpYO+IJPyYHVUjcIOkE8yWeyId5KeJJJpNR14ZsfmQVS5JduFOhE0/C4bDaqtczzqlUShnv3t5ejIyMFFVv2SsgzbduHGT1n++LnLpJMgfjES0tLXMmnjCWwN4DXosSNygHR8nqd2Njo+J806QuRoNZudHZjEDx3NsRT+ya6oBZ4snQ0BBGR0fLEk/a2trQ2tpqoWHIv4lSxBNpvuXOVygUsuAPy5nPhRBPuKPBc8lhMYA98aRazYG6ysVHeHz69VRuCipjXZIFz3snVQnxRO506sQT7t7xXHO3Ty64+Hn93rXYixrZJFoNco5R9WXM9iGipYiRPProo7jrrruQTCaxZcsWS4bZ6/Vi1apVaG9vV/ERTkmsq9tHIZHotbGxMbVtygERrLzxgRGJRNDc3GzJ4elTDiXxhLnLuRBPpBGQWU1JPOENV46ZZ4aZ5owGjluWyWRS5Wv5s9n4B+x7iNfX11t+NqumcltbjhKeb7ZPsmNJhGB1kDsIrDT6/X5FPOEYbpnj1okn/F4AFuIJK+WsjHOrVj4gKqnq68xbvfJtRzzhEBni85hZ5/WiV5sl8YRNedxBkRlnSTzp6+vD8PCwxUDyHMuKLXcC5ko84bVP8kilOx6ySdXJfI+Pj1tiEVyAkH3O2BGH7bD5dqENZuVGZ5OlD8w21em/t1NTHYknvLbLEU9oviXxJBaLYWxszHJtUdx947Ujd6cAqGZVXt/8Xcvh9ua6myXNLaNjpYgnuvle7OZAXeXiI8BsNlsekxMSUP/ZbMblPcWJeCKr6k47nfJ+z3uD/NuVxBM21PIez51LnsPFXtRIsg0b4+3ex4Xuihotng5Ks719+3b893//N5544gkMDQ0BANrb2/HKV74SF1100Zyz3QeDlqJBcvPmzfjJT36CnTt3Ynx8XFULCoUCGhoacPzxx6O+vt4SPZARA3ljYMQC2HdT48RFuaVGA9DQ0GAx36z2SuKJjB1I/BejJ+W2de2MgN4Bn8lkVDVYGlDepPmAk8QTfl0ymVScZVYYJfHE7Xajvr5efT+ro3KLU+IG55MRleJ2sDQoNGRcUMipmjR+sjLlRDyRTZd2xBN+TuLZgMrID3olbaHEE1Z69eE2cgHX3NxsGU7C6yeXy2FwcBC9vb3o6enB0NBQWeIJd034HvO9kLlVO+JJOBy2YPHYzFdOMkZBdjWjJ9Jg8uFOtjYXKiTxtLe3q+o3iScLbTAr10hWCfHEqamuUCggHo+r2Ek54gmJLjU1NcrkjI+Pq+/TiSeyUViab7nzJQ0QI1PlcHtz3c2S55cMd75OKeJJtZoDdZWLj/D49IZFoLjaq+9csKeC98tSxBO90m+306nf71ls4c/kPYz3Lnm/504Hz2E1iSdOi5jF2BU1mr8OOrP985//HN/97ncthk7K6/Xi85//PC655JL5/PgDVktxkp9//nnceOONePzxxzE5OamiFrlcDqtWrcLpp5+OtrY2NUiGxlWeK6L4SDDhTYvNe4VCAblczkJjkFvyXM0zesL8LbcaGWeQOUeaLzkmnDd3TlHTZWcEWLnkzXhmZsaSVebNmjd+nXgicYMzMzOWXLUd8YSxhnLEk8WYqEZ27Pj4OIaHhzE8PGwx3zrxpKmpCa2treoYWT2SD8RKiSc8t9KsAJWRH3ityS1j3XzbEU/kwozml+89zbekG8hJdsQN6jlZSTzp7e3F4OAg4vG4OlbmSPnz+DvaEU/k9V6KeELzTepPOcl8P9nVNN/xeFyNnmdUQRJPZDMZq978Jxcj820wKzc6W46Z5/sk3xO+n3ZNdQAwOTmpFpbliCccYCSJJ3xv5CKPkrsVXBjzf7nzxfsBf5dqEE/05kEdj6gTT3gv5bW82OPQdZWLjwBwbFgsNQWVvzvvnbJPSMoJA2i306kTtJyIJ4wfyvu9viNZTeKJxOFKLeQ6Mpq7Diqz/be//Q0f+tCHUFtbiwsvvBBve9vb0N3dDZfLhd7eXmzYsAG33HILUqkUbrjhBrzqVa+a1y9wIGopYiR79+7FH//4Rzz77LPYtm0bpqam4PP50NTUhCOPPBJnnHEGwuGw2qam8czn80gkEmpaHpsQAVhu/jI3y6EyHo9HTYDjFri8ybKiIM13fX19EfFE5hxZ6eHNUVbp5Na0lJMRcCKeML4gcYN8wMncJ19rZmYGExMTqqlUmm8On+FNm8NgaIRklYW/W7nFRDmxkjI+Po5oNKqaLuPxuC3xhLlfRof4O9kRT1g9BWBLPOH1phvMSsgPeiWtEuKJXJgx181dBxJPpPl2Ip7o1bNCoYDx8XH09PSgp6cHAwMDtsQT7iLIirIkngCzTZccbsPrQCee0CQ2NjbOiXhCFjTNJKdbshGTVUkn4omMnHR0dFjwi/NdAMr4k10jmW6+ub3vRDzRY0HT09NqymU54gljJ5J4ouMGZcxKjwrJBbIctMUdChq7ahBP5GLUjnjCRTDvG7yHVqM5UFcl8RGnhsVyU1AZzePfQSniiV7pd4o82RFPuANF881px/J+z50O+a9axBOJw5VayHVkVF4Hldn+8Ic/jEcffRS/+MUvcPLJJ9t+zZNPPomLL74YZ5xxBq6//vq5vsQBq6Uw2z09Pdi6dSuee+45PPPMM0gmk/D5fGhpaUFnZ6cFL8ebzczMjGpCkh31rHwzj8YHEysS3P7jGPVwOKzweXyAcFtcbqmRoa03XVZCPHEy33Zbgk5GgNMZ+Y8PMv4MaTb13KfecMjfkYsExjQklUAuDvg+6sQTp5zrXMRKCuM+NN/j4+PKlLLSSAMqGc/8neQDkYsRPhBlblwSTyQNRW7rVkJ+0Ctpdk2XzOD7fD7LzghjPF6vV6EeGQvRox5cZBG1KM23vH4mJyfR09ODvXv3or+/H2NjY5aHIqtzzE8D+xZlpYgn+tRNflyyvpuamuZEPJEsaEk84cekwaT5lsQTVtxpwPl+LLTBTEYLnIgnbMDmezcX4ok036WIJ1zUSOIJ8X12xBPdfMvoidz54t8KGwSrQTyRpox9Jfr9Wd4PSY6qVnOgfnzl4iNciOvXU7kpqCxQSJOrE0+cqupOkSd5v2efCHcz+Lvow9x4z+A55HlcTOOrk20W+zoyKtZBZbZPO+00HHfccbjxxhtLft2ll16K5557Do899thcX+KA1VKc5NHRUfz+979XBsHlcikjWFtbi1NPPRX19fUWw8IYB2/cuVxONeZJYgQnmekVCppvVrB18y3zw2NjYxgdHbUYNMYsyPimCWflmU2XMudIg8xjljd1fWtaSsdi6cQT3qB53C6Xy9IUxgewHfFEVvdpBHnsrI76/X7VdOlyudTXyMo3DaJdznUukhXRaDSKwcFBZb514kltba1qTKPpYvXIjnjC72XFVyee0ADpuEHASn6wq+rbVdKk8eY1ywUSq42pVMqWeMJKL80uK/F2xBNu1dsRT8j7jkajtsQTmkYuSLjzARQTT2jmJPHE4/EgEokok8jmwErERaVsumQ+WCee0ODQfHs8Hvj9frXzwdw3edELbTArNTqbO1uyusnFgJRdUx2wb4FJ8+1EPJHvKxc28m9D4gYlQQSYjQvpTZd2xBMWCsoRT+aKANTNLXev9OOVw4D0MfPVJp6Ui4/w+PTrqdwUVF4fcpfViXiiV9WddjqdiCcyZshFvE480ak11SKe8JjLkXPmuyt6qOqgMtuveMUr8PrXvx5XXXVVya/73Oc+h/vvvx9PP/30XF/igNVSnOTe3l488sgj2LlzJ1566SVFEIlEIjjuuOPw6le/Go2NjUWrf269kRIht+ABKPMtTdr09LQy35LVTXKJJJ7I1Tlvsul0WjV/2RFPWK0h85uNTDRRes5Rmm/5UCs1lc/OCOhEFeL/WA1hU1g54gkf6OWIJ1ycyKbLUsSTUouJUpIV0dHR0ZLEk0AgoIgnNKFyG1beGhjnoPnmAoQLFVmNY7xCbhWXq+rbVdJ0853JZFRlSm4jlyKeSNa3JJ7wwU0+sp6TzWQyGBgYwEsvvYT+/n4MDw8XRXGY3efrykFKMlIhs9ZOxBNJ5pgL8YTXtZP5tiOe6LhBvq5sulxog1m50dmSpV+OeGIXCxodHVWV71LEE31Rw8o3my7ltUWVI57w71QWCsoRT+aDAJTmVvaV6MQTJ/O9lMQTu/gIMLtQkcdUbgoqK9UALNeHvLc7VdWddjrl/V7fReM9Qz4T5f2er8N712Kj/iS5qBy2cSG7ooeKDiqzfd555yGTyeC+++5zXHFls1m84Q1vgM/nwx/+8Ie5vsQBq6WgkezYsQPPPvsspqam8MgjjwCAhf5x9NFH44QTTlDb14FAoKiKSMMnzbfMHXs8HjWgg5VDAGqQDAd2sLpZKBSKiCd2N9lMJqMiEJOTk5YJgDR/pJ40NTVZRjc7EU94zHbDduy24+yMgGy6ZCWJv4uOG5TVEJ14QrPLhjc74onH41GZamm+5RanTjwptZgoJ5rYsbExRYWIxWKYmpoqIp7U19crA8YHCx9UdsQTnvtSxBMac/mAqKSqr1fSdPPNh2MwGFTHI2kV0vzyPNgNt9GJJ4zcyOuHxBOJG3Qinsgx86WIJ8yec+FD8x0Ohy0mcS7EE17TjHZx4qo0mDTpbGLjQoXYPJn5bm1tteSGq0k84WIOmDVTdsQTPRbETD7NN+cI6AqFQpb3lcQTEkQYFeO1RclqvPwbXQjxZD4IQGlu2VfC3R65sJc7gRyUVI3mQF3l4iMALAUFHhNQXO3Vdy5oQFngcCKe2O3S2O10SuIJF6KSgsT7tdwZsyOehEKhRUf9VUI8WYxd0YNVB5XZ/va3v40bb7wR559/Pr785S8XdeBPTk7iG9/4Bu666y5ceumluOyyy+b6EgesluIk79mzB1u2bFE3t2QyiWg0qjq1V6xYgZaWFgBQDwI5pjoYDBZVEeWwAYloownx+XyquZKmFNh3Y0gkEpY8mqx+S+IJb66MWACwEE/i8bi6ydKM1NfXq7w3qza84XKSocw5ykoPX6tcRrUc8YSVJBmX4OfLEU+AfTd7NrrR2PNm/nIQT1hJIfGEuW+ab0k8ISWBFU8ummQlm+8hq8kSD+fxeCxRD2CWhuJEPHGq6uuVNF6n8prleyQXZ/yd+HqyEk/zzaozAAvmsampycJH5jnN5/MYGRnBnj170N/fj8HBQSQSCXWsjBvIijcNLa8bXuey8k0Ci048kWSOSokn0vxUQjxh34QkntCgSuqJXIzMt8Gs3Ohsubjl4sSJeGKHz0skEsp8j4yMYGpqqugYamtrVexEEk9kkyrvBzpusBLiiVwMlCOezAcBWCnxhPcP7uQslFZTqcrFR4DZ55N+PZWaggrMNjTzWcDdGiknDKDdTqdO0GKTNv92ZXFB7q7qxBPeuxZTnMCp43ClKrl/Hio6qMz2+Pg43vWud6Gvrw/BYBBnnXUWuru7AQD9/f3461//isnJSSxfvhy33347Ghoa5n70B6iW4iSn02n87W9/w8jIiOpsZjUgFArhqKOOskQ35CkmTaOpqcnykJHwfk7O0qMcRCuxqsMKC/O0wL4bLCvfzKNVQjzhzYHfzy1wub0bCARQV1dXRDxhdVhGCyTxRJrvcDhcNqPqZAT0GA6beNgsKs03b8hyqApziKlUCuPj42qLn3Eb0kWYTwwGg5bqrHxw6sSThYyJ1oknzH2zMk/zzfc/EolYiCc8Pj1mwYUFz3854omsZJaiV1B2lTR5/pnV1IknbCSleZNNlzpu0I54IquFOvFkz549CjdoRzwhclOaWjviCaNWTsSTlpYW9fc7F+IJTYZuvuWYeRojRsl04gkr321tbejs7LSY7/k2mMlGMlkAkMcuY2x8H+Ri06mpDrAST0ZGRiwoSEp/X0k8kU2qfG+4UwJYzTdjQvMlnui/w1x2s3RzywKMTjzhsXEnR1Zpq40bLBUfAWa5//r1VG4KKotFwOxOmx3xROdfs6fGLvIk7/eZTEZd/3xOyWeivN/LBQTvXdUgnujFIf19XIxd0QNRB5XZBoChoSF87Wtfw5///Gfbz59zzjn4+te/jvb29vn8+ANWS3GS3W43hoeH8cwzz2B8fByBQAAzMzOIRCJYu3atag5iExq3VokO029w7HRvaWlRrF4aGVYRyR/mQ4JVdBl7kMQTSQBgpYh5NN54WJFg9z8rp+R+00TrQz8oViBpvJlZZOWZFUyZc9QNq26+nYgn0ghwYSNjOGzolHEJmudSxBO3261y8bFYTL2vNIC5XA75fF5VpiolnswnI0rpxBOab2ZG+TsxwtPQ0IC2tjZEIhFlKLh4kO9hOeIJH3KSFDEX4oluNriVL88RH46sMEt82FyIJzInK823TjzZs2ePwg2Ojo4WmW8O7KAp8/v9yGQyjsQTuxgMex8kmaOSB6tsUpVj5vlP4ga56yHNN/92OWiJTZfcgVpM4gkLAPLYaXbKEU/sYmWSeDIyMlK0MOL73dLSolCOJJ7Q8JF4wmtrvsQTHo/dvbnU71BOpYgnvD9zoUvzzYbZpSaeOMVHeI/Tr6dyU1Al8UQ290s5VdXLEU/ks4T3cLnbp+f85QKCv0M1iCcyKnMoE08OOrNN9fT0YNOmTRgeHgYAtLW14ZRTTsHy5csX8mMPWC3VSWalbmhoSG3Vt7e3q21+J01PT1uaixKJRNENLhAIWIgJkUgEAIpyZLJCQ5Mo88y5XE4ZSJnh5U3SjlogiSeMm9A8sukymUwiFouVJJ7IfySlcCtQ5hz1TB5JK+VyjnZGQMZwaARKEU9YuQasI9YZzWGGVCeeAPvMOhcnrM7QlNsRT+aTEaVYSaEhGxwcxNjYmFpY8aGmE09oQoHZwRPyXHMxwv+WUQ45WVJWl+2IJ05Vfd1sSNY3/z/NLhesOvGEuD+deEITRfMth5O0tLTYxgJSqZSqfPf39xcRT0g24QAd5ki5+KL4HnAL2454wsXzXIgnuvmR5psxo0qIJ+Rht7e3o7Oz0xJdWEiDWanR2byeaCB5PUmD5dRUB+zbJWHkZGRkBLFYrMiwyPdVEk/0JlV5P6R04gkXa3LBJI+Hpl6/NwNQ96m5GmK9CVmiIyXxRJpF3kNL7QQupsrFR3h8+vVUridAEk/4nNFxg05VdaedTnm/53OMuxmyuCCHubEyrt+7FtP48rWl+V5Mcs7+roPWbBtZtVQnmcSMiYkJ1NTUIJVKoaGhQXVkV6qZmRmMjY2pB83ExETRH6bP51MGqq2tDY2NjaqzX5+cJXPUzB3z5g3MEk9oIkk8YeW7FPGEcRPeIGi+OQWSmUVJPOHCgcjB5uZmFc3gtqZERAHWh41uvp1yjnZGQI/hEP8n8+qSeKLnPlnZ5TanzFVzl4F5QxJPJCWlFPFkPhlRSieeDA4OWoyGJJ5wp4Lmm7hBxkxKEU8Y6eBCRe6WlCKeOFX17Sppuvnme1ZTU6OuZRptnXhCs0nzzWqz3HFgk5q8hmQ1s6+vT7G+yxFPAKiFo/w6VsWdiCdut1v9/TJ/XalpkuaHC6x4PK6mmspFF6MKsvKtE0+6urosi5GFNJiVayQj8USOEbcjntjFyvL5PMbGxjAyMqKmuOrGz+VyqVhRa2sr2tvb4XK51DHpY+bnSzwB9t0r5oLbq1ROxBNp0GQB5eUinjjFR3h8+vVUbgqqJJ5QdsQTu6q6006nvN/ru2h2xBN5v9cXgdUgnsic+mKTc/YnGbN9iGgpTrLL5UIikUB/fz9SqRRCoRAmJydRU1ODrq4uhMPhORluqUwmozr7ub2q3+Bo7OSgDkk8kZOzMpmMetjQsMg848TEhNrul8QTmm9JPNG5zoybyAgKq4M68YTmze/3K9oJiSdcCNAASuoJq4sy5yjpDE45RzsjoMdwpLGzI56wyUoST7xer6rikDKhE0+YWayEeMKG0oU2TUniyeDgoMINcnHgRDwJh8OWsfHygcg4B2DN+7P6z+qhxDHaEU9KVfX1SppuvmdmZtT1Jokn09PTqsrNa5aLB+a9ZZMsr6G6un3NyryG5PWTy+UwMDCgWN+Dg4MWAymz+zTSNPcSN2hHPGEOneeWC6C5Ek9kk2op4olcYJYinnR2dlpwgwtpMCs3OjuTyagFvpzYqBNP7JrqJPGEvG87SkR9fb0y321tbeq+KJtUeZ2VIp6w8i13vurqrMSTSsznXA2xPL/sK5F/CwAsZjEcDqOpqUmdO/39XGyVi4/w+PRmQSckoP67S3G3RsoJA2i306nf74mXdSKeyPs9zyFfa7GJJ/I8lyOeLGRX9OXQAW22r7322nkfhMvlwic/+cl5f/+BpqU4yblcDjt37lQPFb/fj3Q6rf44jzjiiEXblsrlcojH45YKj36Dk8STtrY2NDc3W4gnklQiJ0eWIp7QfLMCwRHzk5OTqioNQDWc6cSThoYGSyd5PB63xGZoSFkVovFubGxEKBRSryFzvbxhykqP3IarlHgiFxG6+ZbxBLk1zgcIzTMAZZZpVFl1LEU8kQ2dpYgn88mISkniyeDgIIaHhxX/WSIQWf2V5lvmuEsRT5iZZIyKuyk0mk7Ek1JVfb2SxiqVpDzYEU+44JHEA14vXGTQ+AJQix7mZO0mA+bzeQwPD6vKd39/P6amZqkacmtcEk84Qpt/I9J8s0ou86QAUFdXZ4lHhMPhis6zbFKl0Wb/Af+Wo9GoZberFPGks7MTbW1tlsXIfBvMyo3O5uKW7yXvBzrxxK6pDpglngwPDytyiS7eF9kPU1dXp46J7w1NoxPxRN+dksQTWSiQFVWpUr9DOUlzy2ibTqxyIp5UozlQV7n4CI/PrmFRGmS7yAqJJ8DsYr8U8UTu0tjtdNrFLiXrm/c3YDbTz/u93Y7kYkr+HfN6XExyzlLqgDbbxxxzjNratXyzeKP5Of1jLpcL27Ztq/igD3QtxUmOxWLYsWMHBgYGsGfPHvXHGg6HsXLlSqxduxZNTU1Vee18Pm/BapUjnhCtJYkncnKWnPRFEy8jFawIyZHhkniiUwtkBZQmmPxtVu84BTIajarYDK9VEjeIfGP8hD/bjniiG1biBktt6zoZARnDmZmZUXEJSTyhgZMGGYCKMrCKw4pjKeIJj48PAr6ezJQ65VznIhmFkQs3oiQlbpC5+46ODrVjAcxOtaT4cJJUCFaTuQCR7GadeFKKXkHplTRW6mX8SFbcZeWbD1Nm6pm5l7hBO+IJF3369VMoFBCLxbB3716V+47H40XVW1bXWVFmFEk28NGAkzLC3gIurGpra9WwIza/VvJglU2qNN9scJZj5mmM2ITqdrttiSednZ2qaXuhDWZy+18WACgunvi1vGZ04oldUx0AhWDlIKlyxJO2tjY0NDQo08f3hjMMdMPDc6bvTtkRTwCoe1SluL1KJM2tnfkuRTypRnOgrnLxEcCazZbHVGoKKn93ibYFUHRvd8IAOkWe5P2e9wbeE3Tiibzf8xxKas1iE0/ke6g/44HK7p8vhw5os33nnXcWfezJJ5/Erbfeio6ODpx33nkW9N99992H/v5+vOc978FJJ52ECy64YB6Hf2Cq2ifZ5XJhYGAAGzduxPT0NAYGBuD1ei350TVr1mDlypWWG0q1bnCSeMLt1cnJyaIbHIknzG6SeKLnyPThNWxg44MllUqpscus4BYKBYv55gOcn9Nxg07EE26LS74v4xwSN0jjQfPNhQAXELLSYzdopxzxRBoBGcNxIp7wNbkNqRNPWMWh6WGunTENVvpZmZK4QfkQZ0Z6IRlRShJPRkZGFOubsaVsNqsq19ypaG9vRyQSUQaDGUj5HspquIxRcAGi02zkTkEl5Ae9ksYIlM435kNRXsuM8Xi9XrXw4bUqK980njIny2ZTPeMcj8fR09ODnp4e9Pf3Y2xszJZ4wioUjX02m3UknvC1pdFk4yNNYnNzc0UPVtmkSnZ1PB5Xky5p2Nh0qRNPaL5p+mm+2bS30AYzfffNjnjC/0+jK1/LqakOmCWeDA0NKZSp/rj1+XxqUdPe3o6mpiZLUYKmndeWXBxIgo0T8SQUCqmv5yKxUtxeJZLmlvdQGccqRTxhAWQpiCel4iNODYvlpqAymsefARSbb6equlPkSd7veV+n+Zb3NxYleN/gOZT3rsUmnuhNootJzllMHdBmW9fTTz+Niy++GB/4wAfwj//4j0V/LLlcDj/84Q9xww034Je//CVOOOGEub7EAaulGmrz1FNPYXJyEr29vao5g9Wpo446Cp2dnerr9ZtJtW9wJJ5we7Uc8YQVHsCeeKJXC2mSgsGgypizssKbH38GzTejBwBUJo5Nl8xxs2rLB8jY2BjGxsYsVAw74klTU5OaHimJJzR3OvFEN9/liCfSCMgYDm/+MhJA8y2b9OREQ9lwyIejTjyhyfb5fIoII3PB0nzTIM43I0qx0s+t9eHhYVviCZv/iBtsbGxUiya+N5QknvDcy+q/HOvOarA0K6XoFfK49UqaPP9ywci4l95ALKd08nrhcbLaLIknDQ0Nlq16Wa1PJpPo6elBb28v+vr6MDo6avnbo8mWUaX5Ek+ampqUCW5tba3owSqbVIkWZNabGX8acpmN598ec98knnR0dKCjo8PyfiykwaxUIxmvGTk1l+QYyqmpju+9rHyXI560tbWhpaXFslvA3ThWk3XzDcA2GgbMRh4k/rCc+Zwv8YTvIXc2dEKLHfGkWs2BusrFR3h8+vVULrKim29eH07EE1lVd9rplPd7LkTl367dMDdJPJG/w2ITT/Scut11tBi7onPVQWW2P/ShD2FoaAj33HNPya/7u7/7O7S3t+NnP/vZXF/igNVSVLZHRkbwt7/9DS+99BJefPFFVXUJhULo6urCK1/5SjQ1NSGfz6s/WF3V7n6WIvGE0ZPx8fGiYyLxhA8Y8rLtcmQ6H1nitNjIxK/n63ACl6wiyGgUH0RsKuTChJloSW2RrGlW3ljxZuMZ30/ZVCcHrchKj577dtoSlBUvGgE9hkP8H2+4HIPNc67nPmn0GZcgZYI/WzZder1elYVndUZWWfi6cpTwfLN9rPRza11WB3nedeIJWch8gMltWErnf9sRT7gjwoWVfECUq+rbVdJkw+VciCeyaViOdi9FPNGvH0k86evrw8jIiC3xhKaeldJSxBM5aIe/v9vtVmQOmu+5Ek9Y5bbDDcbjcfUeliKekPVN4slCG8wqIZ7o+Er993ZqqiMadWhoSEXydEKGJJ5wkJAknnA3Tl5bVCXEk1AoZFkMlDOf89nNkhi68fFxy2LBjniim+/Fbg7UVS4+wuPTr6dyU1BZqZaxk1LEE1lVd9rplPd7me+mkX45iSeSbFMNck6lOqjM9qmnnorXvOY1uOqqq0p+3ec+9zk8+OCDePzxx+f6EgesliqzvXHjRmzcuBHbt29HIpGA3+9HZ2cnjjvuOBx//PFqpDMrlDSWdsgjwP5mUi2xGi0rPPofptfrtRATSDyRJkbmnOUNSG7Bk3jCByWrA5J4wp8j3yPZic2tMZpvVrBjsVjRoCBGH0g8IXJN4v7koB3ZWGfXdFlqW9eJeKLvBNCQejwey9hhRjT03KestNgRT/j9brcb9fX16vsl8USab5ljXEi2jyaWuya8dhg/4HkLBAIWKoTcsXAinvA2aEc8YU6T8SCdeFKuqq8zb6XxdiKeyEFJfD2eV/5NOxFP2KQmewfmSjxhhIOvBaAk8UQO/tGJJzSJle54yCZVyfpmgy0NORcyzPuzkYy0JI6XZ/5b3t/m22BWrpGMxBO+l7wfOBFPZCyIhQJe2+WIJ+3t7WpRozep6gQRYNZ8c4Fpt/MlDRArudUgnvD943ktRTwhvahazYG6ysVHeHx6s6A0yPx+feeCf0M8F6WIJ7opttvp1O/3fJZI4kkqlbIM4pLEE/mcqSbxJJFILPp15KSDymyffPLJOOqoo/Cb3/ym5Nf9/d//PV544QVs3rx5ri9xwGopTvLg4CA2bNiA3bt3Y/fu3WoruKamBocddhjOO+88RCKRogwiRfMtc8d2X1PN7mepbDaLRCKB4eFhjIyMqOiGFKkFbC4i8UTnnVZKPOGYeZ14whsZq5us4DK7Ld+PSCSi3kviBvXYDKMP9fX1KvPd1NRkGd0sb5Y68YRj23lTLBUDymazqhrMh4R+M5bEEyL3GKWQW5E0Z4xVsGLLpkbdfLMxijsDRBSy6Ufe6Pnf88mISnHLPxaLYXh42JZ4Ihs8GT2QLF4n4okkefD9kMQTnlvJTQdQtLBwIp7ISppuvuWCkdeHvqDggpE5XruoBxdTdXV1asKqfv1I4klfXx8GBgYwNVVMPOHDWTZfykWKTjyRuEGdeMLomMwTl5JsUtWbLkk+4aJLZl25ECCJh5Vvmm+5GFkI8cSuAEBJnCffJ5144tRUB+zL5EvzLc8NVVdXZ9lRqKubJZ7wnsT7gR3xhMdkRzyRBkhWVXXpv8NcEIDS3MphXvJ4udDlPVgOStqfiCf6MelRC/15TMPMYkUp4oleCLPb6dSfJ7lcznJP4LNR78WR0Up571pMyYUqd5h1VXL/LKeDymx/4AMfwGOPPYYrrrgCb3/7222/5q677sLll1+O008/HTfddNNcXwIbNmzApk2b8Oyzz2LHjh3IZDK44oor8I53vKPin/HEE0/gj3/8IzZu3Ii+vj4kk0l0d3fjda97HT760Y+q6q/U+vXr0dfXZ/vz1q1bh5tvvrnka1b7JLvdbjz55JO4//77MTg4iEcffVTd3EkyOPXUU3HqqaeqLDQNo9PWDrdjAevWl1S1u5+ldOIJh9XonfnsdKcBD4VCFuQSFxtOxBNm3PlQYsWZ08F482cejb8vTRyriLwxyHwzkYmszMmbrMQN0oCHw2HL4kdGD0oRT0ptCbI6LR8SOs4wlUqpn10J8UTeuNmsymgHzTUNIKNNrAbTnDOeIX/2fDOiUpy6x+ogJwE6EU+k+WYESeb+gcqJJ/JzOvGkXFVfr6Qx9y2vWR63y+VS16l8mM6FeMKGX1kt5DmVxBM2XSYSCVviic/ns1BEGD3i36fMWtN8S6NJ4gmr35xUW07S/JBdLYkn8XhcNeo5EU9qampUxV0STxbaYFaukUwubnnN6E2XTk11wL44HM13OeIJI3mSeMJ7Es2OrMzzfJUinkjcoFwIliKezBUBaEc8kQtSVoblTiCbLqvRHKirXHwEmH0+6ddTqSmoAFT/lb4TIuVUCHOKPMn7/VyIJ9zp4L/FfubLXgQWHeZLzmEUcqFD/uarqpntTZs24ZJLLkEul8Opp56KN7/5zejq6gKwj0by+9//Hhs3boTH48HPf/5znHLKKXM+eJpeNkD19fXN2Wy/+tWvRiwWwymnnIJjjz0WLpcLGzduxHPPPYfly5fjlltuQUtLS9HrxuNxXHLJJUU/r7u7u+zrL4XZ3rhxI+69917MzMzghRdeUJU8nsoVK1Zg+fLlCn/HSnBXVxcaGhrUFhYf6rp0853NZiu+mVRDPFaab0Y37IgnfHiTeMIbkMyRyWovDahOPCEyj9VhVrDI+5ajf+2IJzTEMpbBBweJG5J4UldXZzHfPE/A7OhymXOUlR7ZdFkqBsRtTmnqmMuW5lsnnrD6KykV/ByzxDSBEgdmRzxhRVsnnkjzTaNol3Odi1hJ4YCjoaEhFUGwI55EIhG1QOWDhQ2jFBcjnEzI3DgXE5IPLxs6eS4rIT/YEU/0yrcd8YQoylLEEy6WZPaag5qIaNOvn0qJJ7IiqhNP+HGgPPGEg3YqJZ7IJlWaSVbBpfnmA70U8aSjo0NVv5kbXkiDmd5Ipu826uYbKMYNOjXVAfvuDVxYOhFP7N5XmZPXG1LlwlJGheyIJ7x+ZKGglPm0+x3KSW8e5LmUC04udLkT2NjYaFk8VZOKUUl8xKlhsVxPAKN5pcy3UyGM9xG50ymLOdyl42KYzym+p3Kxxc/rxncxn/n8O5bmuxJyjsfjqdqQv0pV1QmSf/rTn/ClL30JsVis6IZYKBQQiUTwjW98A6973evm8+Px8MMPY+XKleju7sZ1112Hq666as5m+7rrrsPb3vY2tLe3W47t61//On7961/joosuwte+9jXL96xfvx4A8MADD8zruJdi+2Lnzp34xS9+gZdeekkNhiD6LhKJ4KSTToLL5bLkkWlgOPGL5puj1wGo6oHd6pLbsoVCQTVqSFW7+1mKD7DR0VFlwO26oQOBgIWYEIlEim7cpYgnNIDpdFpVb1k55AKAN0k5HIPmWxJPaIhpJnkcknhC6cQTViH5frKCWQnxpFQMiL+3NHU68SSZTKpzywqqZHXzAVwp8YQNm3IYC2MdkngizbdOPNHxd5WKCyZSMEjLYcOWTjwhFYLMa1k9lu+hJMDI3LgknujTTyXxpFxV366SJs23XDAGAoGi2BApHnzvmeGkgeI9RFb96+vrLdVCef2QeNLT06OIJ/J+QJPNii3NmiSe2JlvJ+KJrNLOhXjCc03zzco3s+CSZw3AUvmmQWXkZDGJJ6UayXjNyOomiTWUU1Md33tOuSxHPKH5lsQTmZPXiSc03gCKzLfc+ZJNfjST5XB7cyFk6eaW6Eh5/wasxBMWMF4O4oldfITHV4p4Ipv5Kd18lyKe6IUwp51OPXbJhbkknujTh3m/1hdQ1SKe8JjtrqNAIIBoNApgFjHMHZ9gMLioQ/6cVPVx7VNTU/jDH/6AJ554AsPDwwCA1tZWvPKVr8Qb3/hG1NXVzfdHWzRfs+2k4eFhnHXWWTjqqKOKiCoHgtkeHx/H7373Ozz66KNIJBKWytAZZ5yB9evXK2oJEWojIyOqesEqJf/YmSPu6upCc3OzMjLyQS6lm2+npsulJp7QfLPCY0c8IW6wpaUFTU1NcLvdtg1P3HqjSZSRCm61y5gHbwysfPPnlCKe8L3x+/0qrjA2NobR0VFVYeI2fE1NjWXITnNzcxHxROYcZaVHPtTKxYDs0GfliCeyKUw2XerEE0ZzuMXPn03zzQdHOBwuIp7IhYROPNFzrpVKLphIPJFoNZ14wmZXSTzhe68TT2igZEMaFxPyb0pGeKhyVX3dbNg1XZJ4EggEiipZJJ6wSi+JJ2x0ZMMhryHmreWgKF4/MzMz6O/vx549e9DX14doNOpIPOGgHb6+/DqJG5TmWyee0Hy3trZWfE/holI2WBI3yI9VQjyR5lu+HwtpMCs3OjudTlsMFhcDUk732lwuZylK6ChIvq8NDQ3qvrhQ4gl7Y4DZkd9zIZ7M53khzS2jY/L+zWPh/bChocEyOKraxJNy8REen349lZuCKncHKSfiiV4Ic9rpLEc80aNq8n4vCweSdLNY4kKVx5xOpxGPxzE0NKTuwdJcu91uLFu2rGpD/qiqm+2l0mKb7bGxMbzqVa/CMcccgw0bNlg+t379eqTTafzzP/8zhoeHEQqFsHbt2opZ4UuB/hsdHUV/fz+2b9+ORx99VD3Iurq6cNhhh2HlypVYvny5gt6zaU433+zol9vpoVBIVVM7OzvR2tqqmvl4w7CraldKPKlm97MUq9GywmNHPKFx5faq3++33HympqaKtt6IaOP76/F4LLhBmhfeCEjzYLWKJlpvupRVW1YwaL7l1qxOPCEaTBpUabxo/O2IJ+ViQHZGQI/hMDfMyMxciSc03/zZ0gA6EU/k78IM9XwzopSspJB4Mjw8jImJCVviCa8d9guw4VRuxQOzOxH8+7AjntAAlSOeOFX19UqaXvnmPSIYDKp4iYxUyCmiXDxI8y2JJzTfHDOvXz8knuzevRv9/f0YGhqy3Q0gOcSOeCIjDIylOBFPWKGdK/GEf+c68URWw2UFkEUGVr+JKmXjJcfcL7TBrBLiiTRYbHC0I57osaBCoaAQpvxnR4mQ7ysXNXyOMCefTCbVtUVJ882/ffbGAPMjnsyHkCXNLRdV8v4NFBNPmpqaqtYcqKtcfITHJ+/POvFEIgGlZAM3+4sqIZ447XTq93s+S/g3y3uGpIDx/kZPwXvXYqP+MpkMXnrpJezatUstBFeuXGm5Vrq6utDe3l7VKIkx2w66/vrrceWVV+JDH/oQLrvsMsvnnBok165di+9973tYsWJFyZ+9VJXtgYEBxGIx9PX1qQokjRsrLkDxllIwGFR/UDLHSvPNn8Xu5FAopIZoSIQWK5p6BhGAqsZWQjzRbybVEpsnuMUai8VsiSfhcNjSdFlbW1uSeCLZ2XLEeSKRUI15OvGE0/JIPAH2Vf/4cJLnSh8qQxpDKeIJx33L7B7Nlcw5ykqPnHRZakvQzgjoxJN0Om3BDUoiQyniCQD1cJTEE/keulwutTNAc0vCit7gM9+MqBQrKZUQT8LhsOI9h8Nhy46FHrPgtSebveRgHv5N8XNOxBOnqr5eSdMXX3w4BoNBdf7mSzyROVnJR+Y5zefzGBoasuAGp6asxBPJGOf9w+PxOBJPmLO2I55Ik1gp8USaH/k3RvMtiSfMxrP6z2MlbrC1tVXxvqX5XiziCQsAVDabLVqk6DSQUnQp3hdpvpPJZNExcGeD72tdXZ16v5iT5/2gHPGEBB9+nEZaLxToWgghq1LiieyBkeZ7KYkndvERAJaCgjwmPWqhP4+l+ebfsX5vdyqE2e102sUupfmWxYVSxBNSaxaqsbEx9Pb2qudpQ0ODipEcVJXtyclJ9PT0FN0ApE499dSFvMSimu1t27bhve99L4LBIO65556ik3DttdfilFNOwerVqxEMBrF7927ceOON2LBhA7q7u/G73/2u5A2cGJ9qampqCn/5y18wPDxcNEGsoaEBJ554IgqFguNUJ91YscozMjKCwcFBZUhZ3WElgHk8bqd3dHSgs7MT9fX1iuHsNBSATVmAM/HE6/WqY5pvdbJS5fN5tf3E7n474gkf3qxeBYNBdQPijZsd5Lzp8UEhHyx8cNP0AlDmm8hBVr4LhYLK2fPGz+qubN7LZrMYHx/H6OioqtxLmgAfGIwJ1dfXq+owj0Pi0vgw43ETFcfz4UQ84XshsYm8GbNqRZPN7nA+TPiAk5lN3ri5lc3KFKvoEjcIQGU+JfFEkjeYk5e8dFai5yr+rXAYCRe93Lam+Zbvf0dHh8rt873RiSf6w5ULBn5OEk/kti0wi8Xk72b3d0NSC69Zmfvm/+e5AGBhfTN/LTPrrJTT7NKc82FKMhKbLuX1UygUMDo6il27dqncdzweV7+/3BqnkWZ1W05wpFmj+eaCSzak1tbWWqrPcyGe8P0aHx9X5A+a7ng8jpGREbUQ52JBVr6DwSA6OjrQ1taGrq4udHR0KALMQhaAer+I3pDHa0ZeA3rTJa8Zu0FIU1NT6r44PDxsSzzh+8qFBYknLDKMjIzYVubljoVsaJQ7X7x+eC/kNWrXS+T0O5STPL+cWsv7IZ8D0nzLItZCzl2lkvlq/r3aNZ3K5yWPaWZmRlG07J7HknjCxb5+b/f5fJZ7vySeyJ/NZ52835OeRSMtJ/vKc86/E3nv4nmfi9LpNF544QXb3YGamhocddRRVRmeM1fN22zv2LED3/zmN7Fx48ay5flt27bN6+CoxTLbPT09uOiiizA+Po7rr78ep59+esXfe9lll2HDhg24/PLLcemllzp+3VJVtp955hls374de/fuVfnppqYmrF27FieeeKJ6qOjbQpVk5eT2PqMnjGLQfOfzefVwI8mATZf19fUKjcZ4gK5KiSfV7H6W4uJEZhv1GxyNjmzaCofDJYknMgNKI1BTU4Pp6WllvnXiCeM9sumO2V9uy/EG2NDQYIlYsGpD821HPGHDJRdJkpetE09ko2I4HC4bA6IR0HcC7Ign0mBLNJ+kkgDFxBM73GA54oneQCqJJwvpKdCJJ4ODg6oRTyeecAHDMfN8GDGzTvHakQ9ELkD4Of5NyYZOO+KJkzHQK2l65ptmjRUpuTOSTqeVeeN7L4knjJ/QBPMa4pAbu+snHo9j9+7divVtRzzhPUc2XUrcoGy6ZPXOjnjC2Bjz95U83GV2VieesPpdCfFELtw7OjoQiUQW3GCmE0/0IosknsjryY54YhcrS6VSqgDDHVBdfF/lEDJZlJgL8UTG8wAr8QSY3bVZTEKWno3m/V8nnvD+QXSoNN9LRTxxio84NSxWQjyRU1DtzLdTVd0p8mRHPJG7FyyWyDggC3J6HLDcOXS5XAcvjWT37t1417vehcnJSZx88skYGRlBb28v3vzmN6O3txdbt25FLpfD+vXrUV9fjyuuuGJevwC1GGa7p6cH73//+zEyMoJrrrkGr33ta+f0/Zs2bcJFF12EN7zhDbjmmmscv24pMtsDAwN44oknkEqlsGvXLrX9TFNywgkn4LDDDlMXrVzVVTqaVmeWciud5nt0dFTxWnXiCSd+SeIJM2GliCc0XqWIJ9XsfpbisY6OjqrtVbudAlIrONGtoaHBcuPm4sRu603mmTOZjIq2yKZL/gw7aoHclpPEE5rYXC6HZDJpSzxh5Zfmm//LRRIrmHpOXd4cdfPtRDyxMwJ6DAeAJS7BMdiyAiZznzSXxA2y8i2JJ7JpUyee8PXsiCfzyYhSErfFnSJZ+SYykAaZDbtNTU2qqmNHPJFRFDZtMmdN800zxXNrRzzR6RWUXSOWzHzLBaPf77dUvrmToBNP+HvyH5sjZU5W4gZ14smePXv+f+y9eXRkZ3nn/y1VlVQqqVaVSltvdttuL20DdnsDYxZjYxvwYGMGSMKwTEISYpKwJJgJkMmcOSxJIAnmDIdMCIRABgyJWYJjDMEsBhvj3e2lsdu9aiupqlSlrTZJvz/69337uW/dpRZVlaS+zzl9wN1SLfe+997v87zf5/Pg+PHjmJiYqJl4wvPP721GPJET9nw+n0qeKcBrJZ5Q/Eh8HsU3veC0jDF5kdXv7u5u9b7EDbL5ttkGMyfiCcWOE/HEzFZWLpcxOzurngW5XK7qXs3jysRmcHBQ7XxKnzyPjUyY+L9SfMv1zB1Wnlsn4kkjhCxd3EqbjBXxRJ/a2i7iiZV9BIBpw6JTT4Aknsh7ik48MSuEWQ15kvd77lrxfsedVmoY6fOv9ZnPZ8Hk5KT6HCMjIwgEAlVJWSuiZWL7gx/8IL7zne/gYx/7GG688UZ86EMfwre+9S1VwT5y5Aj+7M/+DDMzM7j99tsRiUTq//QimhXbUmj/7d/+LV71qlfV/RrPP/88rrvuOlxxxRX4whe+YPlz7ahsHzlyBA8//DBKpZKiwPBh6Pf7ce6552JkZET9vN1I1FpH08rf5yAYbq/S902Sg+Qy08vKJr6RkRHE43H1Gey2CCXxRGbfMnRsWitvcIVCwSC+c7lc1Wfq7u5Wnf2Dg4OIxWIG4oncemO1UNo4rIgnvPnx4S7PlTx2TsST5eUTUyCdiCf0ftOawWqETjyRgpXv6+RzNBMCZsQTKbAlNo5VYopn2XDIhs5sNqt2cnTiCbdIacVwIp404hFlyC1/XitSaEi7BG1CFN99fX2GSpA8zzKZkA1p9FnL6qEd8cTqujGrpOmVbyviSbFYVGKSx15a0Vj5pudZrh82m+rrp1gs4tixYzh+/DjGx8eRSqWqqre8hmTTJXc+GJJSwOKA9JuSeKI3B9YSUvzYjZlnkqITT/x+v/L8Dw0NYWRkxJCMNNNg5jQ6m2KHQoWDT2TUQjzhBGAz4gmLEtwVBKA+kxPxBDiZZEtrGGBOPKkHt1dryPPLXV5pnQBONoSzkCF3LlptZTCbKKmHWcOilUBm6MQT3m904omZKLba6bQjnrCHQxJP5P1eLxz4/X4sLCzg6NGjyOVy8Pv9KJfLiEQi2LFjB/r7+zdvZftlL3sZQqGQwubpYhs4sS34qle9Cq997Wvx0Y9+tN63MEQzYlsK7b/5m7/B1Vdf3dBn+Na3voUPfvCDeNOb3oT/9b/+l+XPtaOynUql8NBDDyGXy2F8fBzd3d0GT9SePXsQj8fVAjPbEtIbE3kh1TKaVt9SIvGE3jd9whlvRtxOD4VCqulyeHhYNdzwIjPbImMjkhPxpNXdzzJKpRKy2ayq8szNzVXd4Px+v6rgJZNJxONx+P3+qiqiGfFEDv7weDzqQS1FGiu7JJ7wJqkTT1jx5k2KQogVdWmb4c2UiQMr3/F4XFV7KQCdiCfhcNjRBmQmBHQbDoemSIHsRDxhH4EU32ZNl16vty7iiZkYrDVkpZ/im4kbkwNZuZa0HDYm8zXkA5GEEf67noAwAWa114p4YlfV1ytpeuVbNsZKFjw58KTs2BFPuJPB9aPj9bh+KpWKwg1OTk5iamrKICAl8YQ7AHbEE14r/PyykscelXqJJ7JJleeY1W9ZDec1Tb8/EwVJPJFj5uX9rdEGM6fR2XJniUmBGfHEzFYmiSfcBTUTfvpx9fl86jOReMJ1Jn9fVuOZeMv1bEY8sRKfzRCypLjlACVZveVn5D1E4gbXqznQLmohnpg1LFoJZBn6sWRxTIZZVd1qp1O/30vrHJ+NVsST7u5uHDt2DOl0Gh6PB+FwGEtLS+jp6cHOnTuxd+/ezcvZ3rt3L6666ir83d/9HQDgIx/5CL75zW/i0UcfNSzWW265BU899VTDzGqGk9hmVsxGMAaFdiqVwt/8zd/gmmuusX2fgwcPYnR0tKqCdfDgQbztbW/DzMwMvvKVr9g2fLbLs3306FFMTEyoqnAul1OduOyCB07caCi8KFKtJlDJP7yhmQ3UcPJWk3jCBwqrebOzs2qLVRJPpPhmMxM/Pxu7zLYI+fDkA8EKNyg/20YinlB808MtxTerrXJwjawk+3w+A1aQNz82x7DqIq0HPPey4k0hzptsqVRSDzpJPOG5okWIf5gkyaZI6XOUlR5ZjaiVeCI7862IJ7Lpk75e2QFPASf7CCh8aM+gWKWwkH5BHhcr4kkjHlEZrPRnMhklvinI6P+XHnOSgVjV4QOsEeIJhaYV8cSuqq9X0syIJxQb8mEqkyS+DpMgCijaeoCTW/X0ycrhJJJ4Mjk5qSrfk5OTBqqG9O7Ty68TT6TwBozccUk86e/vNzCp+/pqmyehE09ow8tms+p/Wd2VBQo5bKe/v1+JbqJZ5TXVSIMZ4Dw6m8QTHkv683XiiRVdivdFomfNiCf9/f0qsRwaGkJvb69K7HK5HNLpdBVBhCF3uOTuFP+ePnB+V7kOZTRDyJLnl820+ueVYlEST5o5d7WGk32En0+Kb35/KZDNLCu6TckMN2hVCDPb6TSzXfKeyx4v7q6Wy2UcPnxYITEHBgbU/SIcDuOSSy6pmhS+3tEysX3FFVfg/PPPx+c+9zkAwF//9V/jC1/4Ar73ve/h9NNPVz93yy234Gc/+xkee+yxet8C3/jGN/DQQw8BONGM+eSTT+LCCy/Ezp07AQAXXXQR3vjGNwIAbrvtNnz2s5/FLbfcgve85z3qNYjxe+ELX4grrrjC9H3kz99222344he/iIsvvliJ7sOHD+OnP/0pyuUyfvd3fxfve9/7bD93O8T2ysoKjh07pjjMFNLxeFw1Si4vL6tsVvdjcbuQf89qCsNsJKokiegoPCviiXxY0ysutxvZdMmKo2zkYzVYdruzomlVpaiVeKLfTFp1g+Nn5Thls4cMExUmGmwg0+H9knjCmzezf9otZIWb/85khdYTfeud9gU2+tDKQIG0srKiGsLy+bw6pjJRkr7vcDisjj/tDPKGKSs9vBk62YDMhACbOmVVla8tG7uIujLzfbLiyWZV+qpZ8efv8xxxWIdOPJHiu1GPqAxphZG4QVb92UhK8R2NRjE0NKSGAcltWHkM5cOVYkmywZnQATDsIgDWI6Fl6JU0ChopOOjZ5vlh5ZuJmfSsc70QNSiJJzzmAwMDppMB19bWMDs7q3CDk5OTmJ+fNxBPpC0JONm0zQSHxwk46SGW+EP+WzAYNNgjarVNyl1EHTeYy+Wqmi7ZtEzbF5M9UkFGRkbU+9fTYGYWq6v2o7OZPPFYMqGV72XVVAecsI/I5vuFhYWqz9Db26sQrMlkEuFw2LADxt+T90MGk2xZ+eY54/OJ5B2ufyfxWe9uluzf4LNP9qnIHSgWIyS9p9FzV2s42UcAYyFNfia7ngAAVcADWRxjWGEArSxP0nZJf3dPTw8mJiawf/9+ZLNZVCoVbN++Xe1sDAwM4PLLL8fu3btbaiVpmdh+85vfjOXlZTUQ5nvf+x7e//7345ZbbsEtt9wC4ES1+dprr0U8Hsddd91V71vg1ltvxR133GH57zfeeCM+8YlPALAW23v27HF8nwMHDqj//8ADD+Bf/uVf8PTTT2N2dhaFQgGxWAwXXHABfuM3fsNSsMtoh9ju6upCKpXCE088obpu2YV7/vnnI5lMqoXuVLFgligr33ozhPRJ8aEm/Z/6tpBTo0ZfX5+60Nl0yeo3Hzh84LFKyaEDAwMDGBsbUyQNu6EI9RJPWn2DY1VVehv1nQJJPKH4DofDhsZW7gzIh4ROPOnt7cXi4qISkLy5r6ysKDwXKxQ68UT6GqX4lsmOHfGEVW9Ou+TrS+IJhb+s9EgkpZ0NyEoI6MQTCjtJPNHfU/o+KVQLhYLa7teJJzxeXM9mxBPJW19P4gktS9PT00qQWRFPhoeHEYlEDD5uK+IJ1x1FrSSe8D5gRTyxq+pzZ0YOh7EjnsjKN208pCnw7yhOJKFGJj20O+nrh7t/FN/j4+OYm5szJZ5IBrROPKFYA2AQvPSg81jpZI56iSes5PIeKcU3d61oz5GVbxJPaDsh7tBpN8kp5Pa/LADo64k/C1TjBu3oUiSeUHybEU96enpUMyu/lyxKEDeoE0/43nqiphNP5A4F1+J6ErIkzo/3UGnH4g50J4knTvYRK2+20xRUFvnkDpId8UQWwvSdTj7L+Dw5ePAgHnzwQbX7ODIyoopF/f39uOaaa3DGGWdsTrF922234XOf+xx+8IMfYGxsDEtLS7jqqquQy+Xw6le/GkNDQ7j77rsxOTmJ3/u938Mf/dEfNfQFNmO0q7J98OBBtfj4QOBDXY4r1UNeUGYVCwCmAky/oVBE8MKQF04to2nllhJvWKzwUHxzeqJOPOFDnuKbxBNuMfEGpocuvjcS8URyzfXP1Nvbi1gsph7eJJ7oVBmzrTdp4ygWi0pAsnLI42VGPOHxYAWblVNWo7k7sri4qFjfZlQMim9ahfh7tDNIn6Os9JiJbzOfo5UQ4HRG2dDJqiRgHIOt+z71hkNWHPnaZsQTeuH5O3oDKQVis1NUmWCSZzw9Pa0EGUWpHCISiUSUOKHA4INKHkOKbz4SzIgn/FmKFp14YlfVl2KD9wdZ+ZYJo8/nUw9w+uvp6+YWsrSFSKuHJJ7o4luun8XFRRw9ehTHjx/H8ePHkc1mTYknMsno7u5Wf8/g9/T5fIbKtySeEI2aTCYxMDBQN/FE4gZ5rlktpfheWlpS318nnnDEPCflSktXM8QTK6ws14zcSZDHBLC/15ZKJWVBpK1KF76SeEKSi9xdYZMq15Y+kwJAlTVMJkzskeDnqUd81hI8v5LQwqSU92fAnHjS7Lmr9fM52UeAk4mK/Ey1Ek8AowffingiC2F6AfHQoUN48MEH1c5BLBZT9+LBwUG84hWvwLZt21p2nIAWiu2jR4/iG9/4Bq6++mpccMEFAID77rsPf/zHf2zISF/ykpfgc5/73IYAircr2iG2OTFpZWUFqVQKvb29ytMUDAaxffv2micmOVUsAChRxuANXYYknhCzxqi3UYMVwMXFReVtJEKNVQ/ePHXiSSKRUF38XHdyUIGMeokn7bjBkXhC8W1HPBkaGkIikUA0GlWkEv3mJq0cknjCyYH0FVK8SOKJ3MLjsaOIluKbgphVURJPuDukE09Y9ab9hL5j/q4V8UQ2eDrZgHQbjhnxZG1tTVW3u7q6lOeP51z3fdL+wPVMr225XDYlnkQiESW+aQOSlW9JPGmmp4CVfm6tM1FlYuVEPOEDTH8gMpmQjdatIJ5IwWZHPOFxLxQKqvmRxBH+HSv0VsQT9kvwc8n1UygUlPA+fvw4ZmZmqqq3rJ7xvsE1L4WDrP7zuMipmyRzUAQnEom6iSfsh2HvAdeixA3y2mORgdXvWCymON8UqfI8NUM8scPK0i7Ec29GPNF3QHXiidwBtSOe0Foji0vy2WFHPJHiW+589fefHIRlNT3Z7jvUErR/8v7Cc8mppcDJhnDuYsmpra3WWk72EX4+fT3plpXFRSOBTNo++TzmvZNhltj4fD6k02ncf//9eOSRR5DJZNR5ikQiuOCCC/DCF77QAIxoRbR9XPvS0hIefPBB5PN57Nq1C3v37l2vl9400Q4ayfT0NCYmJrC6uornnnsOfX0nRufy33fu3ImdO3eqhVmvLcJMqMjQmy4ppGTYjZRuZDRtIBAwePVk06Ud8YRbjoODgwgGg6riots3gPqJJ+24wZVKJdXZT4+7/plIPGHTliSe6FQZ3Woht+ABKCqGFGl8AHD8vBnxhCKYD5pwOGxAr5H1zeoQ10x3d7cBNyiTJEk8kT5HWfnWfd9WNiBWprjm+D2ksCPxhN5OOWaeHmaKMwo4WmvIM5evzcY/4MR6DofDhtdm1VRua8vrpl6PKIMJNAUZt+bJIrcjnrAyx2OjE0/4uwAsiSf8N3rcGU5VfV6buviWlW+deCLpPcTnMcmshXjCpjw5hdCMeELcoBSQPMf0cnNIB68z3hsBKLsHExadeMK1zwbxWnc8ZJOqlfiem5sz2CKYgDBpYOJO6gmJJ7y/NUrNcMLKknjCc08bjAyrprq1tRPEE65tJ+IJxbcknmSzWWQyGcPaYnD3jTsVcncKOEn04vpmJbdW3F6tIcelOxFPzMR3q4knTvYR4GQhTX6mWiwrvIZ4LqyIJysrK5icnES5XFbWMI/Hg4GBAYTDYezZs6fmybGNRsvE9n/+53/C5/PhZS97WUMfbCtHOyvbrLR4PCdwgBStQ0NDqlFtPWwRZkJFBsW3DD2bl8QTPtTMiCfSMiLDjHhCEcjKNydecotVbqf39/crGwO9jPTo8fs5EU/4ENXD7GbSqiiXy6qzf3Z2FplMpup8EGXH5qKBgQH09PRUNbayIifFt/Qde71eA/GElUMKImLLmJgARouBFFbc1gOgiCezs7OG404BwAcGBQgTAUk8kbYDWemh9cRpvfPhKJnlug2nXC6rarAUoBSqfABL4gl/bmlpSXGWWWHUiSdMTiRuUJJUJG6wEY+oDJ4zKVAoyJhQSOIJhZ+sTFkRT2TTpRnxhP8muelAbaQgKTZqIZ7IvwfsiSdyuI1M4PiQ1tfPysoKpqamFO97enraknhC+w2tLTzGPBbStyoH//CeGAqFDFg8NvM5hRS47Kug9UQKTIp0NsszUSGJh/dIWk+knatZ4okVVrYW4olVU93a2hry+byynTgRT1iAYRGHYpa/pxNPZKOwFfFEJpB8ptWK26s12PBOXz+tbdLmxeq8tFs2e+5qjXqIJzrpSO/90p/H7Kng/ZI7Nvl8Hs899xxmZ2exvLyMaDSKnp4eRCIRjI6O4vzzz695p7/RaJnYPuecc/CSl7wE//AP/9DQB9vK0U7PNm8m4XAY+XwewIkbeTKZVNXbWqdK1RNmQkUGKRYydPEtiSe86MyIJ7xonbxywWBQbWNKQUH+NUUFt5kpAHnjJc1BNmSYCWvd921HPGnHDY60EDlmXj8fTFQovkk80f14OvGErxMIBNR2KJsraSMATj4AuB6k71cST8LhsBLEbN6jd54NYfl83jABkNVQyfru6zuJptQr35J4IseEO9mAzIQAK5eyeiq9yhTnvPHrxBOKOVZapa9a4gZJPOEOkBPxZD16CnitzM3NKeKJFN868SQejyvWd29vr6qeyweiHMPMdWdGPOG5lWIFqI38IMUGE3NdfNPyI73mMjGj+OV5oL1J4gblJDviBvX1syaIJ8ePH8fU1JS6D/PfacHjWqeglcQT7pRQfNsRTyi+WUxxCknEkEhPTjWlF5xWBRYoWIXnDoVkfbOYI3tuGrm/OWFl5c4S15M8JoA9XYokKDkBWA8STzjAKBQKVfnkZZLHkJhI2ZTO5IDPN/53rcSTeglZevOgjkdkRZjUqv7+fuVp5jXWTuKJbh8BTu6C6eupVuJJLpfDY489hunpaVXR5jrZuXMnXvKSlyhLUauiZWL7JS95CS677DJ86lOfauiDbeVoh9j2eDyYn5/HxMSEopCQSjI6OopQKKQWll4ZWu9tLsC5YsGHjgwdNygJD2YjpXVfeS2NGpLiMD09rXzQfODwRk6KA7mniUQCo6Oj60Y80W8mrSae0GpD8a3vFDBRITGBxBPZ2Cq9yFLQ0udMocQKLkXN6uqq+gw68YTHSIo4Plw4bp5VUbkFLtcsvZNyxHw4HFavTxElfY6y0sOKu5MNiNVp+aCgADYTdrQvSNwgH8DS98n3KhaLyOVyqqlUim/SgZiocRgMhRC/B8V3s8kzcLIiKqfCUpCZEU/o+2V1nt/JjHjC6ikAU+IJ16QuMGshP+iVtHqIJ3LcO499PcQTff2sra2pGQjHjx/H5OSkJfFENnP6/X4D8QRAFeKP60AnnshJtfUQT7gzRTGZyWTULhZ3nJgcsXIriSfSckLyjRRLjRJP7LCyXDOyf0QeE33N6Lag5eVlA3bWjnhC24kknui4QWmzkuJbb7pkIsV7EL8rUXbrScjSG+fNiCdMgln44D20mXNXa9RDPNHXkxUScHJyEgcOHFDJ/8jIiLp2A4EAXvSiFylkdKuiZWL7ve99L/bv34+77767pVsSmzHaIbYBqApsLpdT6L9IJKIqaVahV4bWe5sLsBYq+ueQQR+hDLsGq3pG0/L3AShBwWqeFN+8GUniycDAAOLxOMbGxtTx5es0Szxp9uFUS0haiKzw2BFPWDnTu7514glJNhRggUDAlHgCQFW+Safhg4n+Op4rDtiRCRcfINwWl2uW50pvuuRakjYZnXhiJb7tiCdyTevEk+XlZfUg42tIsan7Ps2IJ2xY5WtT6AInrwdpxzEjnqzHFFWee9p9KL7n5uaUKJXEk2g0amA88zvpUx15PHjudeKJvKZo9ZDEE6eqvlklTRff9OD7/X61c8Gqbnd3N3w+nzr2TsQT7tJI8S3Xz8LCiTHSx44dw8TEBDKZjOFeSLKJZEA7EU90Dzr/XrK+4/F4XcQTXp868YR/JwWmFN9er1dRH6QA5/EwQ8XWE7q1QD435M4SdQjPH8OJeCLFtx3xhEmNJJ4QxWhGPNHFt7SeyJ0vuSvQKuKJPH7sK9Hvz1J8E9na7Lmr9fM52UeYiOvriWjR559/Hr/85S/VbjQr90zeL7roIoyMjGzOyvbhw4dx880348Ybb8QHPvCBhvBVWzXaJbZlxGKxht+30alS9SRZVkJF/xyyYsGtTBmsavKCa5R4Ii9Yim8yXim+eQOlLYECkN3uo6OjqhHR4/FYEk/0pks74sl6PJxqieXlZYPVRk6KlMcqFouppkveTMzWihQsPF4UsisrK6oxj8QTAIqeISsUwMkBGTzXuviWxBOiIWW1izYLPjAowmUjEytVrKzKSo88D042IN2GoxNPuB7oVfZ4PIamMD6Ape+T286VSkU9zCkEuctAwcHGWDkMZmVlxVD51oknjSTPgLEiOjs7q+hAZsST3t5e1ZhG0cXvJMU0Pc78XdosZAIirykdNwg4W+LMKmlSeHPNMkHie9ZCPOEf3qt04gnXrE48OXbsGI4dO4bx8XHMzs5WWXHYBMrCSU9Pj2o0BqqJJxRzknji9XoRjUaVSGRzYC3Be7VsuqQ/WCee8HxSfPPzcOeDvm/yorkOG20q13ff9HuHHDMPnExOZFjRpVZWVpT4TqfTSKfTVcJXHlcmNvLakLhBSRABThJP5K5XMBhU78/rlP9dC/GkXkKWLm65e6V/XjkMSI6Zb+bc1Rq1Ek/43cvlMg4cOICnn34a2WxWPXdCoRD27NmD888/f/M2SH72s5/FoUOHcOeddyIej+Pyyy/H6Oio6UnweDz4gz/4g3rfYtPGRq9sO0UzU6XqCTtGK3DSj6X782TYjZTWB2rU0qjR3d2tfoeVb5JAJPGEW6m0M8TjcYUb5GdYD+LJejycagn6iWWFx4x4QgHFpkvZ2S/tQ7RacDqgTjyh+JYEgEKhYJiASdFNcokknkgEIMU3v4MV8YScb54vieSTrGdJPOHDhu/lZAMyQ5/pNhzi/6SoZte9HfFEDoHSiScUHLLpkr9DdJ4V8aSR5BkwVkSdiCdsViJrOhQKWeIGaefg9cEKMhMVWT2kvULueDlV9c0qabr4LpfLqmIvbUN2xBNZ+ZbEE9mkJrfqebzL5TImJiZw+PBhTExMIJVKVVlx2CvA1+VOgCTDsCruRDyRZI56iCeSBW0mvs2IJxI5GIvF1PvKpksej1YST+TcCDviiZktiBhWJ+KJntSw8s2mS7m2GE7EE16n9RBPGiFkSXEr+0p04omV+G4n8UQvzgAn1sCTTz6pnrfclQ0GgxgaGsJLXvKSlicILRPbZ599tlq8jm/g8eDpp5+u9y02bWw0z3azUY/HqpmmLSdGK+0Y0n5gRTyRokgnnugNcPrvS3tHb2+vqvLIyjdFBasO3Ert7+9XNobh4WFFEaBQMKvoUxDK5lAr4om0nbSaeMJqP6kVTsSTRCKBnp4e04YnWi0ovqXv2Ov1KnoMK4cAlK1C2nt4fICTuCt96I2c6EgLhLTN0BIQiUQU9YRJEsW9FfGEn1kftmO13s2EgGy6ZCWJFVsdNyi9nzrxhNclaRM68YQ0BzPiiSSp6MSTRpNn4GSlP5PJKCpENptV/Q5SWITDYSXAiFDjsTcjnvDc68QTWY2jMLcinlhV9fVKmi6+mTAGg0H1eaSlQq45ngczq4dOPKHlRq4fYsw46TKVSlkSTygaef+wIp7Qv2pGPJEisR7iCdc0rV2cuCoFJkU6G4Dp+SY2T3q+k8mkQXy3knjCZA44aVEwI57otiB68nlf5BwBPfr7+w3HlcSThYUF1aTKnVB5X5XVeElYYmGgEeJJI4QsKW7n5uYMO5OSeCJ3AjkoqZlzV2voTaGpVApTU1OYmZlBoVBAIpFQ97HR0VHs2LFj81a27caom8WNN95Y71ts2mg3jWRtbQ2hUEh1WgeDQdsJks2GXhla720uhlPFQhJPrMQ3RZ0URTrxRFbXnbzVknhC0okknlBUcCu1r69PVQHMiCe6B5HBhye/lxXxRH6vdhFPOGZePx98EMgx1cQzSiHDpEkSRACoB4sd8YRTLhcWFrC6umqofkviCY+HPlTGjngSDodVohSPxw3TykqlkqHyrVtl2ODpZANyIp6wkiTtEvx3J+IJcELsym1hHTfo8XjaSjzhlv/c3Bymp6cV8YTXCYknfGDTtkRrjGywlMeQ1WSJh2Mjs9wt4b9ZEU+sqvp6JY3rVK5ZHiOJo+R34vtJ9jiTDFadASjMo+w50NfP6uoqZmZmcOTIEUxMTGBqagrz8/Pqs8qdMSm+fT6fgYkvrXl+v18RWHTiiSRz1Eo8keKnFuIJ+yZk9ZsCVYpvmYzI3YB6oh7iCZMTK+KJma1sfn7e8BxYXFys+gy9vb3KdiKJJ7JJlfcDHTe43sSTRghZ8vxKa5sktMiprTpusNFzV0t4PB5MTEzg6NGjanczmUyq+/Pq6qrqJdiUnm03rKNdnO3x8XEUi0U89dRT6ibKLdozzjgDyWSy5Z+D0ehUqXqiFuIJtwvllqEZ8UR+DtnMqFtbrJII+fu8EXG7kdVvVhytiCeDg4MYGRlRxBMSPBrFDUqOeatvcPyskvW9uGhEOpGmQboLHzKysZXHmAJKekCln5mNevTTAifWAyvffB074gmPvayKsvlLt80QDakTT1gdltYCSTyR4psTNu1sQFZCQLfhcMfF5/NViW9aFaTvkwnG8vKy2u63Ip5Q7MnqrHxw6sSTZqaoSuKJHDPPyrzEDdJ3T8ycHBaj2yyYWPD8MwExww3SqsOfrcUSp1fS9Mq3nHRqRTzp6uoyNF1SdNsRT2S1UCeeHDlyROEG7YgnbDxvlHjCXat6iSeSBS3FtxwzT3QjK/Wy+t3T02MYtMN7pTxXjey+6MQTvVmcyZMMnXhihaoDjMSTmZkZAwpSvp48riSeyCZVHhuJ0pTimzYhiu16iSfNELJk4zw/r74TKHsYuJMjdyDXk8Yl545wxzWfz6sdlW3btm1ezrYb1tGOCZKpVArPPvssZmZmMD4+DgCq2hKNRrF9+3aMjo4abkz1jIxtNhqdKlVPOFUsgJPEE2b90q7BcCKe1IJNlKIKgNrep6BgI5/c7mfmTfHNpstIJKI8oWYVfaA24onkmLfiBieDn5Vbq0SH2RFPKKJ0IUP+MB8S9OjKqo4knvDmvra2pipFfB1pIaKIo2CU3G+KaH3oB4MVSApvUk+YJLGCKX2OumDVxbcV8cRMCEgbjhw8JDGCTsSTrq4uLC8vK9HD5l8KQA6mYjJZK/Gk0eQZqCaesOmSnlF+J577SCSCZDKJWCym/P9MHuQxtCOecHcCOLmrUS/xRKf0cCtfniMiMllhbpR4In2yUnzrxJMjR47g2LFjmJycRDqdrhLfvIYk8aRcLlsSTyi+5bGRTdMkc9RyT5FWRDlmnn8kUo8Jpk48CQQCatASx8zTN7xexBMzrCzXjAwr4omZrUwST7gDqksuv9+v+hkk8YT3RDbsc23JHV3A2CTbLPGkEUKWfn7ZVyIJLUx0Kb7ZMLseQAC7uSOt3ulnuGK7A9GOyvbs7CwefPBBQyWQD0yPx4MzzjijyqMkPb/0trYrGp0qVS/xxI7RChjFN6ufZsQTq5HStSYR8obFZplsNqsQamy6pB9ZDtagnSGRSGBkZEQ18wGwPHbckuX3ssINSnJDszc4p1heXjY0F5kRT3p6egzEBK5ZKb4pXKT4lj5ndp5TQC4vn5xayJu/GbVAEk9oW+B57+7uViPYs9msLfFE/uGkRdl0KYknUrCStOJkAzJDn0kbDteDHfGElWvAOGKd1hwn4gmTExJPKMrNiCeNJs/AyQSa4ovXChMr7l6wqicbdlnN47GR51riE+mFl4mKxMexumxGPLGq6ut4NbnFrieM3d3dBlsSq9zE/bFvgQKKx5bXOAULJ0ya3S8LhYKqfE9MTJgSTyj65Zh5Jl8MXXybEU+YPNdDPJFWRJ14QpsR7V66VYF/uru7FQ+blW9pXWimwGSHleV6kj0kPH8MCkszW1mlUlGWk5mZGWSzWVPiCY+rJJ7IJlVZbJDnlpVv2paYrNkRT+rB7dUS+vmVuEHZYyGTA95DGzl37exhswpXbHcg2iG25+bm8Ktf/QpHjx7FwYMHAZxYcNFoFLt27cKll16KcDhs6XcGTnY6S+9iu0JWhvjHTEBabdXVGnaMVsBIPKEAMyOe6N5o+fu1JBHy90k8YTWPxBNuOUpbAgUgt5SHh4cxMDCAYDCobmhWtJhacIO8mdpZHdYrisWiSjJmZmaQy+UsiSdyUIfs7JfH2Eyw8OYNnCSeyJv78vKyqnzzmjAjnnDADgUWxTc9gfSfSuIJEwciBznFjMdfH7YiKz1m4ttqvUv0GW1Hug2HnfgU2LSPkHii+z5ZvaTNQ/qqJfGE1qxaiSfN9hToxJOpqSklzHTiCRNVOSFV+ljtiCcUkvUST6yq+rrY4LqV4pvHLBAIqLVMoa0TT7heZKMjr2+5fiRuUK9mjo+P4+jRo5bEE15DcgAT/57BqrgU/kwg+O9MgOi/rvWeQiuiFN/5fF5VSWXSxd0sVr3NiCejo6OGZKSZApMTVlbiBvm5zIgnZray1dVVdf9nT4O+g8pnOyvfQ0ND8Hg86jPNzc0ZrBzyvso1UCvxZGVlpeZd3EaIJ/y83L2SOwmygCKJJ7WcO/blzM/PKzpbKBRqms5Wa7hiuwPRDhtJJpPBk08+iccffxzPPPOMuvgHBwdx5pln4vTTT0csFlPboRQgfEib8aCl55fexVZ2FMuoh3jSjO/LTKjIYEWY4huoHjMvG6zodZN2BSdsou6tJvGEjTL0fFOQ8mZkRjwZGRlRxBP5/cyOnUSAUSDp0QniiUTG6cQTCjs5qIMebr3JsFwuKyFDwSJJHjyWOvFEim+eK/4vb/60m0gLCquDOvGE4q27u1vRTjhxkNchBaCkWrC6KH2OtXhUzYSAbsORws6MeKL7Pul5ZlJMyoQknvCeY0Y8KZVKtrjBZnoKKGLT6bQinsjmZH6nnp4eRTwZGhpCf3+/YWy8vC5p5wCMfn9W/1k9ZHJiRTyxq+pLsWEmvon36+3trdoZYTWfa3ZpaUld07QP6MSTvr4TzcpcQ3L96MSTqakpg4CU3n3eN7gLaIYblIkAxTfPLROgeokncheRlVwz4olMMKU/XSeejIyMGHCDzRSYeF1YYWXL5bLahZETG3Xiidm9VhJPyPs220ENh8NKfCeTScN9kY3gcm0xdOIJK99y50vu6PKZZjY9uZnnBc8vP6/EwfK9ZA8D7ZY8d/rxZK/E5OSkug+NjIwgEAhUPYNbEa7Y7kC0o7J9/Phx3HvvvVhaWjI0BvAhs3fvXiQSCcPvSC8iBaKs/JpVR3XvYqs8v3qYsXDNtrmatUU4VSxIPGEFDKgW33YjpWtJInRvdV9fn8LeSX4xRQWrDtxmpg2CW6rDw8MIhUKG72cmrPkQldVJs5+RYk+/wa1nkHiSSqXU9qoV8YQPb1b5iWeUx5gDVKRH14x4QvHNxlPy1BcWFlRVGoBqODMjnrCCXalUkM/nDbYZEjPkLkU8HkcsFkN/f796D1Ywpc9RVnqkjaFW4olMInTxze/CxJI2NJ5zimcASixTqFL4SOIJhXhXV5dK1tmkaEY8Yc9Csz0FTDCz2awinvA60RtJSTyh+KaP24l4wjH1OvGE148Z8cSpqi/FhmyGk9QbVtX5GelnZmLG1+F6YfVS2mQkQi4ej5tOBlxdXUUqlVKV74mJCSwunqRqUHxT9NM64fV6TXGD3FnjOacHHYC6fplA817lFHIXMZvNqsZa/i+vO7nbxeo/P6sknrBQIZORRgtMTlhZJrc8llwzOvHEas2wGZ2FGHluGEyu2A/T19en7oc8NkwM9OecTLJlgiyJJ7JQIO2rMpohZPH8suldssn5ea2IJ9zF379/P+bm5pRVKxqN4vzzz1c2nFaGK7Y7EO2obD/33HO4++67kcvl8NRTT6nRpawyvfzlL8c555yjOvilB1OGFKvMDK38zlLcylHa7Yp6p0o1YoswEyo68UQ2XvGhoxNPrBqsGk0iiAnk1EdaT+iF482IlQpuwZF4EolElF3C6tjVSzxp9e5HPcQTPmQSiYQinuhUGTnZUSeeBAIBVWGhx5red978dWqBrIByzbHhldU7nrfZ2Vllm+HDlsSTeDxusJ/wtc2IJ7pgJW7Qbr3LRmKKOgpgWUmisJPEEwo4SSUBoJJ6rmdWHCXxhP+f54iecgp7vp/0lK5HT4G0wsiteaIkzYgnTFApYNm0yKD4llSIeogntZCCpNjg+ZIJ0vLysqHiLndFOAGTnnre7yVu0Ix4wqRP98mura0hm82qMfOTk5PI5/NV1Vspuimwea0BJycmSsoI7U38t97eXtUcmEwmEY1Ga7qnSCsiq9wU4nLMPMWvE/FkZGRENW03W2CS9iezIosknvCYykZUpzWztLSkLIgcuKaHJJ4Qo8hnD48Ne4b05xzFt87jNyOeAFD3qPUkZMlnsZn4lsQTn8+HgwcPqutgeHjYsNu/qYfauGEd7RDbzz//PH784x/jyJEjmJmZUReR1+tFPB7HOeecg8HBQbUY+TC3epgwpBfR6/UatvLMft6O5NHqcJoqBTRvi7ASKjLkdDJaCPQbtBQR/f3GkdK1JBG6txqA8r7NzMwoigPtDGbEEwpSim8KBVor9KiXeNLq3Q/uEshpbuRty6CIkKxgil55jCUf2Yx4UigU1NhlSTyR4psPcP6bjhu0Ip5wEIjk+9LOIXGDFB4U30wEpLVI2k7MBvyYHUc2EvOY0BIjq6pmxBO+J20n/DcdN0jRQ187bRqs9HPNSNygfIiz8r0ePQXSCsOmS46Z52di5Zo7FUNDQ+p+yWExVsQT4CTVRBJP9HMrdwpqIQXpqFNep/qkU4oNuZY5uMjn8yl/OteqrHxTeEqfLIkn+vrJ5/NqzPzExAQymYwt8YTrolKp1E08IS40mUxiYGCgJoEmdxFpycvn88qiQMFGbrpOPKH4puin+GbTXrMFJn33TRa/dPFNoSvfy27NkHgyPT2tLDd2xJOhoSHE43FDIyhFO9eWvNdLgo0V8aS/v1/9PJPE9SRksaIuCS2s1B89ehTPP/+8Kg6cdtppSvz6/X5ceOGF2LlzZ03v02i4YrsD0Q4bSSqVwl133YXZ2Vm1XUbRFwgEsHfvXiWk9GYJdvFHo1ElAqQHU4b0Ivr9fsNWnp245QOyE8QT6aPTQ/eNNkM8kUJFhhTfAEyJJ3YjpRtJIrxeb5WgYNONTBL4cJO4QY6ZZyOJJFzIqJd4wgpvq4knbLhkpcaMeMLOflZ4ABjEN4WLXi2kSAoGg8pjzsoKryve/Cm+mXQBJ5FcfX19injCyhmTnaWlJbVL4UQ8icfjanqkPmaeBAtZ+dbFt5UNyAx9Jm04vJakJYDiWzbpyaEqsuGQD0edeCKtCRR3/B0KSYpvCsRmewp4X+TWOneJ7IgnxA3yfsljw5DEE54/Wf2XxBP+mxQrtVjipNgwE9+1EE/klM5aiCeRSERt1evrZ2lpCceOHcPx48cxPj6O2dnZqsmfZIxzzdoRT+gPNyOe8F7F5sdaBK/cRSTdhl5vevx14gltQbTA+Hw+gz1veHjYcDyaKTDZYWXNiCckxzDs1gyJJ6x8OxFPkskkEomEYbeAu3GsJuviG0DVTpvc+WLBDjj5TFtPK6gEBDzxxBN44IEH1D1p+/btimzl8Xjwwhe+EHv27GmplaRlYvtXv/pVTT/n9/sRjUaxc+fOtjXbdTraRSN54IEH8OyzzyKVSqnMs7+/H+eeey4uvfRSRKNRLC8vq4onq566eOM2uD41z4qsIQWirPzaiVuJp2pXOA3BAdZnEIyZUJEhH8AAFD9XBgWZFEXy93Vrix56EqETT1jNS6VSqrJD4gmrEux2HxkZQSKRUBak9SKetGP3o1gsIp1OGzzu+mfiPYkT3WKxmEpWdKqM9FFL4glpMHxoS/zW0tKSqnzzdWTyxQcRmwqZmEjiCakt0orByhsr3mw84/GUY8RlY51k2+q+bysbkBn6TLfhEP9Hgcwx2Dznuu+TiS3XMykTfG1WXyksQqGQem168CXKTOIGG02egZMJNLfWZXWQ510nnrBfgDs5ZvdLnf/tRDzRE1Onqj6vTSm+ZcNlPcQT2TRcK/FEXz+SeDI+Po6ZmRlT4gmTNSY0VsQTWXXnuea/815F8V0v8YRVbivcoCw48HPoxJOhoSEMDw8r4kmzBSYi+GQBQIbEedK+o39vuWakLWhlZUVZEGnJ059TkniSTCaRTCYNxBPuxpkRT9j3YUc8kTu6vAc47eLWigA8cuQIHn74YWUXYtWe772pK9tnn312XTe1YDCI17zmNXjve99b04fazNEOGwmtAxMTE3jiiScAnLiZcRtwbGwMO3bsUDdqLnJujbMayAYxGRQDbD6TvkS7KVQUiLzx24lbXkztJJ6YVYbsmkIbbdqyY7QCUMNDKMAopGRI4gm75nmc9IEatSQRvb29VYKCN1/SOOR2uk48GRwcRF9fnxKgZhV9STxhddeOeNKO3Y9yuay8u6zw6OfD5/MZiAkknphRZaSPWjawSeIJH5S82ZdKJXWM+TryGMndI15LFN9MYJgwy+POc8VdKiLXJO5PDtphZVU+DHXxbWUDsiKe6DsBFKRer1eJf+Bkk57u+6S1hrsykngirRtdXV1qiiR/h1YJKb7Xk3hCBJ2sDtJ+oBNPSIWQOxZWxBO542VGPOG/mRFPnKr6+gRcHTdpRzxhlZuvw0qvHfGETWqyd0Annsgx82bEE1o4+B0B2BJP5OAfnXhCkVjrjodsUpWsbzbYUpAzkTEjnoRCIQwNDak/yWTScH9rtMDkhJUl8YTHkvcDK+KJtAXRky8teXbEk6GhIZXU8DPpNBiZWFJ8M8E02/mSCSSfaU67uFbWuFKphJ///OeYnp7G0tIS/H4/yuUygsEghoaGNrdn+9Zbb0U+n8ePfvQjdHV14eyzz8bo6CgAYHJyEk8//TTW1tbw8pe/HMViEU8//TSy2Sx27tyJ22+/XW3lbsVo17j2yclJeDweJeg4nrRcLiORSCAcDquft2oc5O/xouO2kVwS9P2yksNqhKzMMCSejwKxFuKJfIi0m3giH06dIp7Q88uwI55QlPE4MYmQ4rsW4gkfzLKaR9ygGfGEW8rcUqVHr1biCR+uZj/Trt0P0kKI1aJ1QwapBWwuYtKpD0yqlXjCMfM68YTrjueeFVx6t+Xx4MAcAAo3qNtmWCnkUKRYLKZ2q4CTPmMr4gnHtvM+YWcDqlQqKnmjENDFtySeELlHmwzvKdLHTFsFr0s2Nerim41R3BkgopANgXxdNgauF/GEPnQ2KNsRT3idUBzwu5sRT3hPZPVfVsp5vfC+KoVGLZY4WnjkvUGefzviCRMKj8ejbDCSeCKtHkym+vr6EIvFEIlEqjzOkngyPj6OyclJA1WD9wfec/j+tCyZiW/u9tA6oxNPSB6RfmK7kFZEvemS5BMmXVzjtNbx/fv7+1Xlm+JbJiPNEE/ssLIS58njJBtRAfvZGrlcTukAUl306OvrM+wo9PWdJJ7wnsT7gbyv8nzxM5kRT2QCKXfR9DAjZHm9Xhw7dgz3339/Ffrvsssuw/bt2zcvjSSTyeCNb3wjTjvtNHz4wx/Grl27DP9+5MgR/O///b/x/PPP4/bbb0dvby8+8pGP4M4778Tv/M7v4H3ve1+9b7lpoh1iW44n9Xq9ajwpb4ZDQ0MoFAp1Nw5yK4sXHLeNpHhjNZveNd6oZWWGwW1svhdv3E7iVlYG2k08kTe09drmkuHEaKUfVwa3cxm1Ek/4XWpJIiiaM5kMpqenlQ+a2/1mxBM2Ig4PD9dMPOHD0ol40o7dD514QjatbvthskkB3t/fb1jHTDasiCckcSwsLCgBSaHF40XrCWk3AAw0EHm9ssrLn2FDmD4oSOIGKcBDoZB6fTlGnNevFfHEzgZkhT6TNpxCoaBeWxJPZC+B9H1KMVcoFNQgDN6PSN0gF5+CUw5joT1DvvZ6EU9Y3ZOoSjPiCQUoRR8tSDohqh3EE5n4S9+3XLP83B6PR61THnNWTmslnrDhl5hLuX7W1taQTqeV73tiYgLz8/OWxBNJEaH1iMeC9xTy7ZkM6MQTVr/16cpWIa2IuVyuiniSz+dVo55OPCGlJRAIqIq7JJ40W2CSDaGyAMCQyS2Pk950aUeXks3oTsQTer4l8YT3JNrp5HOO4tuOeCJxgzIRNHteBAIB5HI5dHd3K/scAESjUfj9fmzfvn3zjmv/sz/7M/z0pz/FD3/4Q8tt4EKhgKuvvhovfelL8bGPfQwLCwu46qqrMDg4iH//93+v9y03TbRDbHs8tY8n1T2/8gJkWPExebPhBcdtIyneWJGJx+Oq2gTYE09Y9eAWKj+fWXW008QTWRlqdJvLLpwYrWbi26zpUrcFmBFP+B61JBFye5/84kwmoyqqFEqsjHL4zMDAAEZHRxGJRNR2Ih/qeujEE070lNHO3Y+1tTVDsknrhhnxhA9vEk+4jmXDk6z28rzqxBMi81gdZgWLvG82EdJ2ohNPKIilLYOeVBI3JBWjr6/PIL55noCTo8v5eSXxhA8/+nXtbED0QevoM92GoxNPKJ75nlbEk0KhoKYLSvEtx7LzetCJJ1J868STRpJn4OQ9VvZI0IKgE0+YqLJZlwKHDaMMJiPlclldR7RPcF3Ja4riu1niiV75rod4Ipv0mSxJ7zUHNQ0MDJiun3w+b8AN2hFPKLJpGdDFN+BMPCGxqFbiibQiUkyyCi7FN3cR7Ignw8PDqvodjUabLjDJIossAMjPrj/7ddygHV2qWCyqxJJFGD3Mjqv0yesNqTKxlFYhM+IJ14/cJeW9mc3OfK0dO3aoNbK2toaRkRHE4/G6j2k90TKxfcUVV+CSSy7Bpz/9adufe+9734tf/epXuPfeewEA73jHO/DII4/g0UcfrfctN020Q2wDJ8eT5nI59eAm0s3ulDbi+WWVhAJMb7qUYpA3W/pIaXnQ8VkMKVbl1DqzCY/8eWmJaSfxRK8M1bLNVa8twkqo6J9Dhh3xhMfWjHjCBKyWJKKrq0udezndjGuAYpICRhJPRkdH1eh1AOtCPGnH7gcfYLTYmK134MSxlsSEaDRahY20I55QAJZKJdWYx8ohkxVWv3lNWBFPKIhlvwV3LHTbjE48YRWSx5MVzFqIJ3Y2ICshIG04nIoomy4pVGWjpxXxhNv8TBLYsEkByPWsE0+k+NaJJ40kz8DJLX9SMDiMhJV5CmgmqtFoVDXr8l7LYy+Pofw+0jcum3llI24jxBO9WirFt0wYe3p6DGtZEk947AuFghq2xuq3JJ5QfLNQo68fEk84bCedTlsST1hRJm6Q90gz8W1FPJFV2nqIJzzXFN+sfNOmR54117isfFOg0nKynsQTO6ws1wwbsAGo88eQa0a3BVUqFfUccCKeUHxL4on0yevEEwpvAFXiW+588fNkMhlMTExgenoaCwsLqom8v//EEKvh4WEMDg7a6qJmo2Vi+wUveAEuueQS/N//+39tf+53fud38MADD+Cxxx4DALzvfe/Dj370I1dsr3PEYrGG31duR9Xq+aX4ojAkco54JV0km+EGdXwWQ1bZayWe6FX5dkW9xBM7AoRVUKBZMVqBk9utskJgRTzhsTIjntSCTZTnhtU8Dg8hbpDVC514Qh/x6OgoBgYGlJCxIp4wieBa2wjEk0KhoL4nqRVOxJN4PK6SFX2HSVo5uC3PBwsbmaTNgw94Vr5rIZ7w2PB6Wl5eVrsUrDBxG56JMpPlgYGBKuKJZD1TCFO08sHsZAMyQ585EU9kU5hsutSJJxxGRMqETjzhOTIjnshEQieeNJI8AzAkTHLMPIWGTjxhs6sknvDY68QTmXzpCYi8pqSFh+FU1ef9XYpv3fdN4klPT4/auWDVnQg9veGVx5W2BvK/+YzhcCp9/RSLRQPxhOhbhk48IXFFJ55I3KAU3zrxhOJ7cHCw5nsK79WywZK4Qf6dJJ6srq6qzyGJJ1J8y+PRTIFJYmWtiCdM5gAoW44Mq3vtysqKoSiRTqer7otdXV2IRCLqvtgs8UT2xhw5ckQ1WbPQMDAwgG3btmHv3r01W4cajZaJ7RtuuAGHDx/GHXfcgd27d5v+zMGDB3HjjTfitNNOw7e//W0AwFvf+lYcP34c99xzT71vuWlis4ltPRr1/PImTiHAig4JAzJYnWYlhxVtq2qn7i3nZzP7eUnyaLXnVw+zypAd8cSOAGEXdoxWAKoiLF/XingiK5I68aSWJEKKdzbN6eKbHf3rQTyh79uJeNKu3Q9Wo52IJxSu3F71+/2mO0zSaiEnLXLLV+IGacUoFovI5/PqWmO1iiJab7qkIKb4LpfLSnzLNasTT4gGkwJVCi9ej2bEEycbkJkQ0G049A3TMlMv8YT+2nqIJ/K70EPdTPIMGO+xJJ6kUinkcjlT4gnXDvsF2HBqRjxhAiQtR40QT6yq+nKHQvpxeY4odoPBoLKX6MQTXuNMHiRlRBJPeJ/kmHl9/ZB4cujQIUxOTmJ6etp0N4DkEPrJud6YpPL8s+JsRjxhAsSmy3qIJ7yP6sQTWQ2XFkJW/1mJp+2IjZccc99sgakW4gl96Gv/PwbRinii24LW1tYUwpT0M7OdaqI0+cfv96vnCH3yS0tLam0xpPgulUp4+umnMTk5iVKppI5Jf38/zjnnHFx11VWb10by9a9/HX/+53+OaDSKd7zjHXj1q1+NkZERACdoJHfffTe++MUvYm5uDn/xF3+B//pf/ysKhQIuv/xyvOQlL8FnP/vZ+r/NJonNLrbNol7Pr7QtFItFQxMaPao6fYM3VV6wbBiyq7JL4om0Mug/r1ti2kk80StDdolLo1PKnBitbMTj+9FrLUNiHPUGq3qwibKiySqPPmjHiXgiHyjy+5kdOz5EnYgn7dr9oLWLW6zZbNaUeCKneiYSCYVn1HeYuAMkPaDSc5zP51Vjno4bJFNd0m5WV1eVMNXFt7RYkMZgRzzhuG8KTl6zTARkYx0/s5x0aWcDMhMCOvGkVCoZcIOSyGBHPAGg+hHMiCcUYdwZoLglYUVWv2nFaSZ5Bk7eY52IJzxvbLqUjHb9fimTEYolmajI6iH/zYx4YmcRko3Ccvy3TjwJBoPq/FF8AzAlnkjxLYknJOZIm4BcP6urq5ienlaV76mpKSwuGoknkjHO+4fX6zUlnvAYmBFPSCyiSKyVeCKtiPIao/iWxBP2R7H6z89K3ODg4KDifUvx3WiBycliWqlUDPdX7mrJ97JbM7UST+Rx7evrU5+HPnlZbACAmZkZPPbYY0in0+jt7cXpp58On8+HpaUl7NixA9dffz1OO+20zWkjAYCPfexj+PKXv2x5UtfW1vC2t70NH/rQhwCcqHR/+ctfxqtf/Wq8+MUvbuQtN0VsRbGtR72eX1mVlsQTihG9QsOqKbvYe3t7TfFZgFGsUiDKyq8VnlDeENpJPNErQ61oCnWqWLAiLEWqFfFEnkOdeFILNlF+D64bnnuZgDFJkJVYiRscGhqqmXgiP6cZ8aSdux/8rGwuymQyVeeDCaFsLgoGgwZmO4+xrCYzabUintAOxGuOFTT6oGnNoS+S54peWg42IvGE2+JWxBOKoFAopKrDkkjSLPFErrfFxcUqG44kkBAjSCEtm/S4PijmmLCTKKITT7hDwLUirQlmU/SaTZ6Bk/dY2aBMQaYTT7hLRMxcIBAwNFjKtahTIRohnthZhHTUKYU1zxF93BRhMjmzIp5QfOvEEyZTTsSTI0eOKNygJJ7InTG+LqvJcoKj9H2z+q4TT0jo4vXbDPFETrpks7O0ENIiw+p3MBhUXvPR0VHVfNtsgcnJYspnsgzZpAvYr5nFxZPEk1QqhYWFharPEAgElO1EEk94P8tkMnjiiSfw5JNPwufzYXl5YDcwDgAArJpJREFUGYlEArt27UIoFEI+n8e+fftw/vnnb16xDQAPPfQQ/t//+3945JFHMDMzAwAYHBzEhRdeiDe96U3Yt29foy+9aeNUENt6NDMqXRJPpBiR4o0PlVqJJ7LK7vV6DVt5ZuJWWmL6+/urLBetDFkZsktcmrFFODFaJfGElW+KEAYfvlIUyeOkN8DZnRf+vtzep/WEVgwz4gnFtySesOpodexqJZ60a/eDxBPJ+tZ3CpioyId3KBSqatCVxBPpAaXlIRAIYHl5WVFJKLSYANDeI5vumHjJBlsee2mx4IOOthkz4glFUDgcVuepVCpVEU8k+o9Nl07rXQoB/rEinkheuBSqcocAqCaecLvfjHjC5spgMKiSEu7UyO8iiSfN9BRI4snMzIyaCutEPInFYqrQod8vuXZoO2LixmRCEk+4q2FGPLGzCEkxacb6Xl5eNlh+aDuRfnCv16uOfalUUt9TWj0k5pFDbszWTz6fx+HDh5X4NiOe8J4jmy7NcIMAVKOjGfGEtjH672slnnA9047JKrgU307EE9pdWPmORqNNF5icLKa6+OZ6MiOemK2ZQqGg7ovcAdWDx5XV74GBATz33HP45S9/iccffxxHjx5VzZPbt2/Heeedhxe96EXYsWPH5hbbblTHqSi29WhmVLoknrAJzYx4QgFQL/GE3fK8+VvhCaV3sdXTp2TUSjxpxhZhJVT0zwGcFN/0SsuwGpYE1I5NlL+vE09IceAa0Ikn4XAYsVgMiURC4Z1I46E312zdUXhZie927n7QasTmIrP1DpxIVPhdWbmS2EgeYzPiifQzc6omf4bCkcmyGbXAiXiysrKCpaUlU+IJK7+y8k0yDRtepfDiNr/0SuviuxbiCY+htOHIwUMUYByDLRs9uY5Zwezq6lJzC+bm5kyJJ8DJ64ECkMdRim8K+mZ7CiS1iROFZWWeFVAKZDbsxuNxVegwI55IKwqbNumzpvhmYsVzqxNP7CxCOqVHim89YSQ3mefOjHhCQg53Z2RzpNw5kbhBnXhy5MgRxfq2I56QlMT3lwUKM+KJnLrp8/kU8YQCvFbiCe1lEp9H8U0vOC1jTF5k5bu7u1u9L3GDbL5ttsBkZzHlmtEto2bEE7M1Uy6XVRGOPQ36c4pNuA8//DAOHDig7h3c5brssstw8803t3xyuSu2OxCu2K6Oejy/svlIJ55I/FozxBNZZeeEN0mJ0EMnEtTaHLMeUWviIsV3I8QTM6Eig6JUNsuYEU/MrENAY0kEiSek3dD3TZIDbUV8uNHOMDAwgJGREQPxhB5Is2MncYNWxBO9IbjVxBMpvnO5XNVn6u7uVtVLblszWdF3mPRqoR3xhFVu+Tp8YMpj50Q8WVpaQjabdSSe0PvN36P3WCeeSMHK93Va72boMzPiiRTYEhvHKjGtDbLhkDYPM+IJE0u/349wOFwT8aTZngJJPOG1wrVDiw13HnivpPhmoYPHXp5nmUzQCy/RjNICaEc8sbpupJiU9wYn4olsIKZn3Yl4ItcPm0319VMsFtWgnfHxcaRSqarqLa8h6aXm3zN4b2TTJcU3vz+JJ3pzYC0hq8u8F1KASwoKkxSdeOL3+5Xnf2hoSN0r16PA5GQxlbhBFk4aIZ5wV5AIwscff1wl+gMDAwiHwwiFQti+fTuuvfbaqsGL6x0tF9ulUgl33303HnzwQUxPTwMAhoaGsG/fPlxzzTVtrQhulHDFtnPU4/mVAkcSTzhAgl4vXSSzOl0v8YQCxMrvDBg9v9xm32jEk2ZtEXaMVsBIPOHx0R8WdiOla0kidG81iSeSdiMnnHEdcZs5FAop68nw8DCSyaRhgp8V5pL+dTviSTt3P0qlkqr20+Ounw8KO1aw4vG4Ip7ox9iOeOLxeNSDWoo0VnZJPOGa04knrHjTs0whxIq6TjyhWIpEIqryHY/HVZIkmy7tiCfhcNhxvUviibQpSXHPoSk8Fnx/nnMz4onX61Uj7M2IJ/x9r9eLSCSivL5WxBP9ummWeELxTWHG5EBWriUtp7+/X61/vZ+GhBEz4gktQk7EE6eqvm5V0CvfsjFWsuBZ5WYBRR57SRnh9c3j3tfXV4XX4/qpVCqYmJjAkSNHFMtZCkjp3ef9z4x4wj+SeMJz3SzxRFoRpfjm9F+dZ82dSlbpJfFEjpmX97dGC0xOFlO5s8SkwIx4YrZm1tbWMDc3hwceeAD33nuvgbPNqcbxeByXXnop9uzZU/WcXM9oqdh+6KGH8IEPfABTU1NVD0mPx4Ph4WF86lOfwoUXXtjIy2/acMV2Y6GzpOsZlU7iCcUXq5769hXFN3/XDJ8FGKvswWAQAFT1xYl4wgazThFPFhYWWtIUaiZUZKysrCjhRZFqRjwxsw4BjSURJJ5we5XVPApSriNuM0vxzQcLKQL8fmZJH9cZHwhWuEE9sWhVkHgiPe5WxBMpvunh1neYKBQpvmUl2efzGbCCvC55zZFAIa0HPPey4k0hLv3NuVyuyjbDc0WLEP/09fWpnQfZVMfrURJPKPSd1rs+XZdCXp+UyGqwbPqkr1cST/SGQ3qsae2gMOPvEzfI3+dxMSOerEdPARPoTCajxDd9wPT/S485yUCsLlJ8rzfxxKmqLxuFddwg1wGr6mbEE74fxTe/JxMN3qckv5m4QTPiyeTkJI4fP47jx49jamrKQNWQ3n1pR5LEEym+eX+RHnRJPJFM6r6+vprOs9xFzGazhjHz/F+CCWSBgoUGzrqg6CaaVV5TjRaYnIosknjC9WRGPJFrZmZmBvfddx9mZmZQKBQQDAbV9NvBwUFcfvnl2LFjR92ftZ5omdg+dOgQ3vCGN2BpaQnnnXcebrjhBoyNjcHj8WB8fBzf/va38eSTT6K/vx/f/OY3W17C30jhiu31iWZGpZO+wO0mNjlJ8caGGjZwsRriRDxh1UfaLjYj8aRZW4QuVPTkhpYAim8AVcQTK+sQ0HgSwXUjtxspSFlxZCWWdgROfhwaGkI4HIbH41HfzwolKD+nE/Gk1bsfbHikgCKbVgYTFdm01dfXV5Xk1kI8kRVuO+IJQxJPiP2jlYE7SZVKRaG98vm8oWeAiZL0fYfDYXX8nYgnpKs4rXcz9JlOVJEEEtnYtbKyYiBkSOIJPc9sVjUjnnCXiGuF4pacaCfcYDPEEx03aEc8GRoaUphIfj474gnFkmSD2xFPaiEFWRFPpPVIJ56w8m1GPOF60YknMukZGBhQ4lt6nNfW1jA7O6twg5OTk8jn8+qzyp0xPp9o6WCCw+PE/2WV3Ix4wuZA9m3UElLg6rjBXC6nihUUvxSqks5C4sng4CBGRkYMxJNmCkxOFlPZdMlERSeerKys4JFHHsHS0pL6rEwgEokErr766pZbP1smtj/4wQ/i29/+Nj70oQ/hbW97m+nPfPnLX8bHPvYxvP71r8cnPvGJet9i04YrtlsT9YxK1xthKJx03KAV8YRbvYAz8YQCUW7l2YlbVgc6RTwxm/AJGG0RjTRtOTFaKahk5duMeGJlHQIaSyLox6cNg9VvPnDkABGeHxJPxsbGFEmD3289iCet3v1gVZWV73Q6XbUjw0SFxJNEIoFwOGxIcplsUCRJnzMtD729vaqCKxvoOMWR9h4z4om8hqT4ZlVUTpWTa5aJkhTfRK2xsshEgMJfEk8k69vOBkQhINe0GfGEwk4ST/T3lMQTCtVCoaC8trr45rXC+xh/RxJPKOwlbnA9iCfZbFZZTyjIrIgn3K6XPm4r4gnXHUVtrcQTp6o+d2bkcBg74omsfOvEE/4dnweSUCOTHtqd9PWztraGXC6Ho0ePqqbLubk5U+IJj5kZ8USyvqXgpQcdOHHPlmSOeDxeN/FE7i6RbkPiCXetaM+RlW8ST2g7GRoaWlfiiZXFVBff/LupqSk89dRTmJqaUs3zO3bswMUXX4zTTjtNzWxoVbRMbF955ZVIJBL4t3/7N9ufu+mmmzA7O4uf/vSn9b7Fpg1XbLcnGplyyCqJjpzjNpsV8YT4rFqIJ6x6yOTATtzys3WKeFJLU2gjtghJPDFjtPJz6AJMf5DajZRuJIno6upSFR6Kb05P1IknRFRJ3CBJGvx+ZkkfxTfXI/3tMjpBPKG/nfQC/TORWcyHN4kn+g6THfGkt7cXxWJRCUgKR514QruKPB6sYLNyymo0q6KLiyfIC7pthiKIlhNahWjNkMQT+tAl8cRMfJtVwqzQZ5zOKBs6WZUEjGOwKZB5vesNh6w48rVp0+C9ideDHAajN5BS0DeTPAMn77H5fL4KN0hRSo80BSgrnkwmmfjIY0jxzevDingCQFWXJfHE6bqRlB7eH2TlWyaMrDAzkS4Wi8rXzWPPBEe3ekjiiS6+5fpZWFjAsWPHcOzYMYyPjyObzdoST/i9JfEEONl0SQIH15gkngwMDKiduoGBgbqJJ9xd4oAdDiDj3/Ea0lnfJJ5wxDyxfOtRYHKymE5OTuK5555T1x8tL7x/XHDBBUgmk5sT/bd37168+tWvxqc+9Snbn3v/+9+Pu+++G0888US9b7FpwxXbnYlaPb9mjE/ebHTc4HoQT/hglMmBnbjlZ+sU8UR6V2U0OwjGSqjIoChjOBFPpHUIaCyJYBPh3Nwc0um0QqjR+8+Ko048IW5wYGBACScn4gnDiXjSjt2PWoknFFCJRALRaFSRSvQGYmm1IK2BwnJlZUUh86Tvm9VIWlKk5YiVRCm+KYh5PS0vL6tESQo0Vnol8SQWiylrBiv1VsQT2eDpZAMyEwI68WRtbU1Vt7u6utQYbNmkJ4knTGy5num1LZfLqmGT1iX62ym+aQOSlW8KxGZ7Cljpn5+fN9CBmFjpxBNeJxShXV1dpk3qtKLIRms74okcTAQ4W+J4f5fnyY54wuNeKBSUjcfv96tjzwRHim+deEJ7mmTVc/0UCgUcP35cie+ZmZmq6i29+1J8y34RiRuk9YTnWhJPJC40kUjUTTyhxcSs6ZK4QV57+pj5WCymON/Dw8OIx+PrUmDSLaaHDx/GM888o3ZehoeHEQgElD3owgsvxM6dOxt6r1qjZWL7iiuuQDKZdKxsv+ENb8D09DTuvffeet8C3/72t/HQQw9h//79+PWvf41yuYyPf/zjuOmmm+p6ndXVVXz1q1/F7bffjiNHjiAYDOLFL34x3vve92L79u2mv/Ozn/0Mn//85/Hkk0/C4/HgvPPOw7vf/W5cfvnlju/niu2NEbrn16r5zYzxyQoLkXMzMzO2xJOBgQH1AHAinlAgysqvnbiVlph2E0/krkEriSdmjFaguumSHkIZktzAh5r8/XqTiEAgoB4yEqHmRDxJJBJqhLIknlglffJ7OBFP2rH7USqVFFaRHnf9M5F4QttJrcQT2cDG80PxLUUat485AVNuE1PEUQRLCgmFULlcVqxv9lJwzTBx4B+ZJEniiRQPsvKt+76tbEBmvSa6DYf4P/pxia3jOef7UlDx/0ueuXxtSd3w+XyqB4WvXalUWko8oSCjbYnnVhJPenp61I4Dx3BLH7dOPOHvAiepJmSX68QTTvVkOFX1eW3q4ltWvnXiiaT3EJ/HJJPrRbK+deIJnxNMGOX6IfHk8OHDmJiYQCqVqiKeFItFdHd3K/uNbDTmvRGAsntYEU+49pPJJJLJZM07HrJJ1Up8z83NGZqWmYAwaYhEIqrpUhJPmikweTweHD16FPfee6+abjs0NKT+vbe3FxdffDFGRkY2Z2X7/e9/P+6880589KMfxVve8hbTn7n99tvx0Y9+FK997Wvx13/91/W+BV75yldifHwcsVgMwWAQ4+PjDYntD3/4w/jGN76BM888Ey972cuQSqXwH//xH+jr68PXv/71qubNb3/72/jTP/1TxONxXH/99QCAO++8E9lsFn/7t3+La6+91vb9XLG9caMWz68V47NYLCKfz6tBK3bEE1ZyeEO2EqusslOA2BFP+FCRD5F2iW+zylAriSdWjFaKbxl6pUYST/hQMyOeSMuIDDPiCUUgK9+0H3GLVW6n9/f3K1FBL2NfX5/h+zkRT/gQ1aOdux/lcllNK2TTpX4+vF6vwg1ySl5PT09VksuKnBTfXP+0CPBYsnIInLjmKL4pyHi9SeKJxIKxCs73JCJUHncKAO5SUYDwOqSI1H3qtEtQfNdCPDHrNbEjnlCASgFHkSyJJ/w5ziBggqITT0il4e/zuEiSCgkqzSbPwMlKfyaTMdBypAWJFgj2R5C0weqtFfFENl3aEU8kNx2ozRLHtcZz5UQ8keKbCQVfRxJPdKuHTODIg9bXz8rKCqamphTve3p62pZ4wnVCm6M8TmbEE4nWk8QiolFrCbmu2VdB64mkoFCkVyoVtVNJ3GBfX5+6R9J6Iu1ctRaYstksfv3rX2N6elolssvLy/D5fBgaGsJZZ521eYfaHDx4EG94wxtQLBbxohe9CK997WsxNjYGAJiYmMD3vvc9PPTQQwgEAvjmN7+J3bt31/3hf/GLX2Dnzp0YGxvD3//93+NTn/pU3WL7/vvvx9ve9jZcfPHF+Md//Ed1Af7kJz/Bu971LlxxxRX4whe+oH4+l8vhVa96FbxeL771rW9heHgYADA1NYXXv/71AIAf/vCHChdmFq7Y3jxRi+fXivFZLpfV9DZWc8yIJ319fUp8sxqhN2cCxio7xZlkXVuJWym+2008keLbqVlRdvDXGk6MVhJPZOjiWxJPeKzMiCf8Lk5JRDAYVNVLKShIvZF+ZI4N5pYyHyyhUMiReEL/OsW3HfGkHbsfKysryrtL37d+PpioUHyzyi+TXD54dasFACVC/H6/aq6kjQCoJp5I368knoTDYSWI2bzHpk02hOXzecMEQF7nkvUtE1q98i2JJ3JMuJMNyKzXRCeesIrJRITinHxknXhCscxKq/RVs6GTJA6deCI50a0inrBHgsQTKb514gkr3/yMZvdL7kRIkocd8UTadIDaiSdSfOtNl7IxVnrNecy5s0DxLa1oEjfI8yxxg/r6IfHkyJEjGB8fx9TUVBXxhBY8rnUKWiZdPE4U39ztMSOe8PpNJpOK+uMUcqJpLpdTDZacakovOK12LFAwYeB9WrK+SYdyKjCtrKzg4MGDyOVymJubUzvM0WgUkUgEu3fvbvmzsaWc7fvuuw8f+MAHkE6nqw7A2toaEokE/uqv/qom64VTNCq23//+9+Pf//3f8ZWvfAUXX3yx4d/e+ta34oEHHsA999yD0dFRAMDXv/51fPSjH8V73vMe3HLLLYaf/+xnP4vbbrsNn/zkJ5XwNgtXbG/eqMXza8WFJT1BbsPrTYG8OcfjccUcBqA8mHrI5kA5tc5swiMrXrIq327iiXw4OTUrNjIIxqkplg8dGTpuUBJP+FCTN2LdV14LWUZSHKanp5UPWieekOLAil4ikcDo6GjNxBMpvs2IJ/ruR6uJJ7TaOBFPSEwg8UQmuboXmYKWPmcKJTZv8Wconln5lsQTAMpDKq8JCmKdeMItcDPiiRwxTywkAIM4XlpaMtBHKIZZpbOzAVn1mlgRT7hbJsU3q6WSeML3KhaLyOVyqqlUim8z4gkr33LnQSeeNNNTwHusnApLQWZGPKHvl9V5ficz4gmrpwBsiSe6wKyVeKLfe5yIJzx35XJZNT/y2NdDPNHXz9raiWEuJJ5MTk5aEk9kM6ff7zcQTwAoxB//netAEk9k8hyLxeoinvD6ZB9UJpNR3H7uODE54ueQxBNpOSH5Ri8wdXV1YWZmBk899RSOHDmi/O47d+7Eueeei8HBwZYOtAHaMEFyeXkZ//Ef/4EHH3wQqVQKAJBMJrFv3z5cd911DTVhmEWjYvuKK67A4uIiHnzwwarMhq8pxTPF+de//nW88IUvNPz8o48+ije96U14wxvegI997GOW7+mK7a0TzTQOkuJAH6wZ8YQVGT7I+buyiUyGrLJzap2TuJVV+XYTT6T4dmpWtCJA2IUTo5WfQwZvzjLsRkrrAzVqIcsAUIKC1TwpvrkDIoknAwMDiMfjGBsbQyQSUaLKjngixbcd8aQdux/8rPS3z87OmrLRJfGEIkpiI7nDJK0WTFopKgOBgCnxBICqfPN1WMnjEBmeKya7vD7YKC23xXXiCcWfbLrkWpI2GUk8kdViXXxbEU/Mek3k6y8vL6t7h0zYKTYllYSfXSeesBjA16bQZZIjk2EeRyviSTM9BTz3tPuw6ZK4QWnR4k6FZDzzO8kElWtHokZ14om8puhtrpd4Iu87Zk2X9P37/f4qVjt93Tz2TsQTfncpvnXiydGjR3Hs2DFMTEwgk8kY7oWSeCJ93XbEE55jM+IJK9/xeLwu4gmvT514wr+TFh4pvr1eL7q7u5XdhQKcx+PYsWM4dOgQJiYmFFFm27Zt2Lt3L84999yWWy5bLrbbFY2I7aWlJbzoRS/CWWedhe9+97tV//79738ff/iHf4h3v/vd+KM/+iMAJxo69+/fj/vvv7/q4GWzWVx22WXYt28fvvrVr1q+ryu2t2404vmVD3IKMFY+5+fnq8Qgu/glPov8Vz1klZ1VHAoWpyFArfb86qFXhpwSl0YGwTgxWvk5JPGCDx4ZEuOoN1jVQzyROwzy3EvxTeIJbQkUgLFYTOEG4/G4I/GETZcUF3bEk3btfpAWQqvN/Py8KfEkFothcHAQg4ODipetH2NJPKFIlH7mWognuiDThxtJ8S0nzFoRT4LBoLpWKcKZqNFLzM9Dn7oUrDwPTjYgs14TacPheqBXmY2EEheoE084SKZSqSiuMrf3JfEEONkYK4fBrKysGCrfknjSTE+BrIjOzs6qHgleJ5J4QjQrm3X7+/vVd5Jimh5n/i5tFjIBkdeUjhsEnElBsuHdTHxzzTJB4nvWSjyRIlknnvAz6cQTiRucnZ2tsuKwCZQWpJ6eHtVozOAxoN2DuwJc516v14ALHRwcrPmewnu1bLqkFUQnnvB8Unzz88RiMYRCITz33HOYnJxUhRMWIi666CLcfPPNGBgYqHkNNhK1iO327TO3Oebn5wHA0l/Nv+fPASeyQwCmAHSznzeLSCTSsq1bPUqlEubm5jA+Pg6/349oNNrW6uWpGPKi1bN1WcmjKJqdnVUPoHA4jNHRUeXDXF5eNlQ/uU1OccCbLSsavMmzysWKJv17HLObTCYRCAQM4ps/z1HfuVxOiXUzPFUrYnBwUP1/Vob4h1VpVhcXFhZUs6NZB3+tweNpVZmmHYPfm37GSqWCubk5zM3NqeNEDF0ymTT8Po8xEzDpD87lcuq8jI6O4qyzzkJ3dzeWlpaQz+cxPT2NyclJRXOQQyWOHj2Kp556Sj1U4/E4tm3bhtHRUQPxZGFhwZJ4IptD+RBlJTCdThumOjZi7bGLWCymLHp8X44K57RCenoXFhZw6NAh+P1+Jb7Z3OTz+dTP8OErxTd97/39/conDkAJSLlNzeNOT7MUdwCUz16SR3bv3o1zzz1XWRJYvV9cXFTfhXYOsr5pE6Kg4+AVCi+OzNZtJ/xDwerxeKoe5LRsyWREiu/FxUUAUAkELTN8dlFos0I9ODiInTt3KnqJrDLyGJHORKFKOw5wchent7dXHUtWdHnd1HN/MbvH0nYwNTWlfN9LS0tqSqwuvtlsx2tZT1BJNaGtRIrVUqmkEg8ASjyWSiWk02l13cjv1t3djXg8bvjcUkxKRrWs2iYSCfT29irb0NLSkiJ3SOKJXJ/sVVleXsbMzIyhNyaRSCjf98UXX4xLLrkEwIkiwbFjx3D48GE1Zl4nniwvL6uECTDiBtfW1tT9hkNumGAxyT127Bg8Ho9a+2x8tLqnmK1r3kfZB5XNZlUDMO1e3PnhrtZTTz2F559/XjWRhsNhxONx9Pb24sCBAxgfH8cZZ5zhuO5aHTWJ7YmJiabeRN5wt3rkcrmWv4fH48H8/DwmJiZQKBTQ39+vbnCjo6MIhUItxdy4YYzu7m41TMDM86uvCZ0Lu3PnTuzcuVNNlGMTmhwo8PzzzwOAYg/HYrGqCtzq6ioymYx6H1llp9eOyQEfPul0Wv28JHnYNaSsZ7BKk0gkqipDKysrhh2bRm0RPp9Pbf2bodlk0I5B+wHFhdlxkt5ofh4rbKI8L9JbnUwmsXPnTvVglpVvPnDGx8dx+PBhtZXa339yeuLw8LCiOQD2xBM5NIjVPhJ2GK3e/QgEAmq9l8tlVe1ngymF26FDh9SxIvGEgzIGBwfVGmEjmCSepNNphWjr7e1FMplUxBNuj7Ogwgc8xVCpVML8/DwmJycBnByYow+9OeOMM9QxpAWCfHZ+bhJPSD0h8YSVeIqF2dlZdf1KRJ8+bEeu966uLoTDYYTD4SriCQUZCUr6TgDXmpyeqhNP+HlZsSVtguJ7dnZW/X5XVxdCoZB6P54LOeiI4rvRnoKenh6MjY1hbGxM3WOZuHHtZLNZTE1N4ZlnnlG7ROFwWCVv4XAYPp/PUL3lc5LJBP9OJ56QdMFzK206gDUpiMljLBYzNLxLuwTvE6xwDw4OKgILLS8svKytralrlp5s3eqhE09ouQmHw3jRi16EF73oRVhZWcHk5KQaMz89Pa12LSiuJfGE9w8mI2bEE1a82czJZ4e8fmUybBZMNCKRiMGKSGsXJ65y+BPPO3euaI9hQeH48eOq2Vq3tK1nrFtl+5WvfGXDD12Px4Onnnqqod9tJngzZUaoh1kVW1av9YNnV/Vud5DLSeFE39Xq6iomJiba0n3rhnlI8QiYe355k+WDWTYOcogIAPXgl7SLQqGgWMKAOfFE4rMoJACjF5HvwcoofbHsHAeMJA8+SFq1a+PxeFR1FTAOwZHEE/5/ebzrsUWwAsUqlBmaTR9AIwdJ8CFjdpykKOJ9wgqbaHZe+vv7sXPnTpxzzjkqKeC5l2uACRkfhH19fcrKwC5+3r/YBMiHqAwz4gl523J96Q3B65WAUVhwx0MST1i9XF5eVlXgZ599ViU6FN3Dw8MG4omkylDQSrtPKBTC0NCQgXgSjUYNxBO5E1KpVFRD18rKioF4wuPBaior2JJ4MjU1hampKWV9CIfDKlHiZFIytKWvl5YbKYSl+JbrnbuatOA4EU94H5J2Cd5rrIgnIyMj2LFjh7ouKXyYJPD3JfHE5/Mp7rId8aTe5FneY8866yx1j52bm8P09LQaM7+4uIipqSmMj48rgcymV4pvJiaFQsFw75DzEthsy88n1xVwsveGJBheNzopiBYSVu6ZGHNnjLYS7sTQqpNIJNRnlMKbuyalUgnZbNZgRaNNZnx8XGEeZc9Bf38/hoeHsW3bNgAn7nMzMzM4cuQIJiYmMDk5qb4fbWnyvSm+uXbIc6c1j+vd5/OpHVwWjOT1y/NgdX9gorJt2zaDFVEST6LRKGZmZjA1NaWuUQZpRK1ukKwlahLbOsljM0QwGMTg4CCOHz+u8EIyjhw5AgCGyUK7du3C/v37ceTIkSqxbfbznQqJdZqYmEBfXx8WFxfh9XqVb23btm3r1qDqRuPBm6KZuJNcYW7rA9Vc2D179mDPnj1VxJNMJoPl5WVlVwBOVk3pZSNukM1GZmKVYt3r9RqoInw/3nQlyaPVnl8KUF7HAKoqQzJxmZmZUce7nqbQWoSKTDBY8ZGVb2lz4GfXkwBWnutNIsbGxnDWWWepBw2nPrL6zapOJpPB888/rxrJZEWPky7JWWbzoF79ph+Sn7NcLhvsNPyZVu1+0P8Zi8Vw1llnqc8qWd+kkuTzeRw6dEjRNIiMSyQS2LVrlyHJ5TGmH1Z6QPv6+pTdg416kUhEbUnLxEg/V2bEEwriM88802Df4BY4q/jAScuKJJ7Qq68TSei51QUrbSdyvXM3gCLGiXjCqirvHbSq0Z5Eiwz/DQASiYTC/fIexGIA/cD8zLyWJY0jlUpVNZCSeFJvT4G8x55++ukG4okcM8+1NDU1hV//+tfqO0WjUYWZk8Ni9KSbiYWs2HJXhQkIcJJ4Inc1zUhBpJDIxFg+GxYXFw19Ctz5YGMu1zIpJiyG8NxlMhkluufn59Hd3Y2JiYkq4gnHqjNZB04ST44cOaKIJ7lcTiUfANRn4prjH943eH9ZXFxU4tzn8ykr19GjRwFAJSBOxBOfz6eq3mNjY6pBnjtd9913HxYWFtRa6u/vx3nnnYfBwUFDoaRTsWUbJAHgfe97H773ve/Zov9+9KMfqZvG1772Nfz5n//5hkb/eTweTE9PK2tPNptVHE4GB0ywwqCTMtzYOCH5pPU2DvJ3OWSF+DWdeMKbKoknQDU+iyGr7PKhS1+sHhJP2N/fX/M44PUIWRmya1ZsxhZhJVRkyMo3xUm9xJNasIlSVAFQ2/sUFGzkk9v93LonbpBNl9FoVDVGWR07Vq4AWBJP2rn7QUsDq/zpdFpVsWWQeEJyQTgcrhIypVJJVXspvu2IJxRaPF75fF69jvTFU3xzd0Nyv5nsLCwYh34wWIGk8GYSSH40fcayWmxGPJHrpBbiCXtNaMNhhZX3DokRtCOe0AvOyjx3JhohnpC3vh5EJZ14MjU1ZWCRS9wgdyqSySRisZgqWDFJkMfQjnhCixBwkuNuRjyxq+pLSg/vD2aTTikupTDn4KJaiCdMcvjdKb719TM/P6+IJ+wz0XGDvIZY3XYinvC95bHRm6apZaxicnISzzzzDB599FEcPXpUWf/Gxsbwghe8AGeffTZGRkbqXjf1xClDI6Gfh1tzjEaG2lx11VXw+XwbeqhNJpPB8ePH1UM/HA6rqkKxWFQjjFsxYtuN1ka9o9Jl46AknrDySQsBg1UXVgi4Bvgg10NW2bu7uxXb2MzvzJ+X4rvWccDrEbUST5qxRVih2WTothMz3KDVsCSgsSSCxBP6him+SQGhmOTDLRQKIRqNIpFIqMo3EwCrY8fKlRNusF27HwCUR5vr3Yx40tPTg2g0WjPxhOJbt3Gwyk/xzfMsmxWln1UnntC2wPPO64kNk3bEE4kb5L2dvl4n4olcZ07EE30nQDb1ORFPgsGgWsdyxDqtOWbEE4psM+LJ6uqq4btQIDbbUyAbx+W1wnNLXjuRgJFIRIk+Fit4bBhcOzwe9MLTZy0nSwLWxBO7qj4ruTxPkvWtJ4zd3d2q0ZO9CH6/H93d3Wrd0OPMzykr1Ew6OWHSjJhTKBRU5Xt8fBzpdNpw7VFkU/QThcjki6GL73qJJ+VyGfv374fH40Emk1HM+3g8jrW1NZx33nktB0dsarH9jW98Aw899BAA4Ne//jWefPJJXHjhhcrGcdFFF+GNb3wjAOC2227DZz/7Wdxyyy14z3veY3gdfVz7zMwM7rzzTvT19eFrX/saTjvtNMPP241r/5u/+Rtcd911tp+7HWKbE5PYuRwOh1UDQDAYxO7du9HV1VX3dLxaPXNutC+sPL8yrM4jKywcuz0zM2MqkkmkoJePVAKnKjv94VLc6uH3+6uq8u0KWRmSW/8y1sMWYYZmk8F+CiZE3FKVYTdSupEkgsQTVvNSqZTaAZFNcxwewfM/MDCA4eFhRUngGrJK+mrBDcrdj0ark7UGiSeyyVg/H36/XwkoblszWdF3mMwEC4UIAEVHkDtKpGewCY4Nd2y85bkm0YNVcIpven/ZOMnf47mi8GYVUk7I1FnPTK6txLfVejfrNdFfn88bCmzaRyiqWLGkj5cNh7R5ZLNZZZXgLgObLmkZoPhm74Rs/qMga7anQN5j0+k0pqamFIqOOwisXHOngoNeePxoJdGJJ6Tg8DvxeNDCw3s5k2C54+VU1ZeWNHlvkOKbxywQCKi1TKHNQTaS7MP1SQHO61uuH4kblOunVCphfHxcNV3OzMxUDR/iNcTXJfFE/hyr4lL4M4Hgv0vqzPDwMCYnJ/Hggw8inU6re+3AwAD27duHnTt3bv6hNq2MW2+9FXfccYflv9944434xCc+AcBebK+uruIrX/kKbr/9dhw5cgTBYBAvfvGL8d73vhc7duwwfe2f/vSn+PznP68aO/fu3Yvf//3fx4tf/GLHz90Ose3xeLCwsKC8aH6/H+VyWXmu+vv7Tf1JZtULPfSqVDttAW7UFjpLupYphxR3knhC4aVXTuX0vFAoZBiDbFdllygwVuXtxC2r8u2yNpmxcFthi5ATEumPlsGKMMU3UD1m3m6ktNlADackghQKIrRYCZ6ZmUEul1PriBQNiu9oNIqRkREkk0mDBckq6fP7/aa4QRnt5L2TeELW99zcXFWy6fP5VAWPgzLo4dZ3mMrlsgEnKG0cXV1diiAkB62Q0kHxTfGsVzlpN5EWFAoRJk0SLyqJJzxXRJ7x+NPOIK0wOvGEzZ52692s10S34XBoCm0ETBxY5Q0GgwaLASu7TIpJmeBry9020lf4+/x3M/G9Hj0FfFam02lMT0+rtcPkQFau2R/BZ6/V/ZJ2DsA44ZQJCI8hz60Z8cTpumFfi5X4LhaLar3pOyOscnPNSj84bTA68aSv70Szo0Rlcv3oxJOpqSnDs0Z643nf4C6gFfGEiQDFN+2UROcuLi6qNbBt2zacccYZuOiii1quYza12N6s0U6xffToUWQyGXXDisfj2LFjh6XY1qOe6Xhm291ubIyoZ1S6Pu2NFAGKbw6PkOuHvl+OmWc1QlZmGLLKToEoK79mYl2vyrfL2qQ3K5I+oX+fZm0RToNwVldX1XGxEt92FrBGkoi+vj6FvaP4ZuMth0pI9BdtEPF4XI1OJnGF389MWEvxDcB0beq7H6z+tSJIPEmlUpiZmVG+YhlsNCcxgfYBPcklgYGChudVeo7n5+fVNESKtHK5rIQBmxB53tlwZkY84b2Xv68PCqL1gYlSPB5HLBZTzwNJJJHVaWmVkQm63Xo36zWRxAxWVfldmFiSssFzziSFx002HJK8I4knFOLEDcrfkcQTCnveu5rtKeCzMpvNGjjxTKxkIykLFRTfcnKlPliGtiEdN8hdBF4vJJ6w0g/UZomjJY33Hgprim9SWLiLxX/jWuWak5V47u5Iqwf97nxOyLHqXD+rq6tIpVJKfE9OThqawmXzOXdr/H6/atzXxTd31paWltT0yJWVFdVo3N3djRe+8IV45Stf2XL8tCu2OxDttpGsrq4iHA4rEgJtJI3YQeqZjme23e3Gxoh6RqXrXFhJPJFiRIo3dtZzK5sd/HLqnAwpVtlFb+V3luJWjqZvV5gRT/Ro1hYhiSfSasBY+/+HD3H7mQ8d+SC1s4A1mkTw3HPqI60nmUzGsI7k6GxJPIlEIqrSZHXs2HTJ70umr4x27n5YEU/kZyLxhMQEelgls133OfMPYPQzE1tGjzXPNQef8FzJ3QGKOF4PbHiV/mH6j3XbDIkn8XjcYD8BToobWf00I56Ew2HHJmirXhMp7guFgnptCmQpviWVhJ9dNhySsSyJJ/z/RIeyGkxhTyFJlCH/u9meAmmFkajKfD6vvhMr16RDDQ0NqR0LoLpJneKbiTctQDIBYWWc/yYT01oscXIIF9et3J0g+pSvK8/fysqKwVPP+73EDbLaLM8nkz59/aytrSGbzRqaLvP5fFXTpRTdFNi81jweD1KpFJ566inl8x8dHUUsFlP36RtvvBHnn39+S60krtjuQLSzQbJSqeDQoUPo7e1FuVxWqLQzzzzTMOWu0aiXlKFvd7uxMaKeUel6IwzXAC0HbHKyIp5Eo1HLhwlDVtmJA+ON307cdsLapLNwnZpCG7FFSOIJq09mxBMpvs2IJ1JEkHPMaCSJAE40/xGhRooD7QxmxBMKUopvCgWSFPTQxTf97TLaufvBXQKKbzYZ65+JIkKygima5THWq7068YTDVPgz3OWQ4luOGTfDDVoRTwgOYFWQ2/CSt8z/5etL4om0FknBqg/4MdvttOo1keLeinjC92R1mv9GCwF3y0h14YwAnXjCNcMqqSSe8LtQKDbbU8AplXNzc6rpktMP+Zkk8YTzFHi/7OrqMliPAKhkRO5c8BgwAdHPrdwpqMUSp6NOeZ3KyjeJJ6wwy50L+rrpT+dumKx82xFP9PWTz+fVmPmJiQlkMhlH4snU1BT279+PmZkZZSMZGBjA0NAQzjjjDPyX//JfcPHFF7cU/eeK7Q5EO9F/a2trOHbsGLxer2E7JpFIYHR0dN2bkuolZejb3W5sjNA9v2bn0YwLywc56QkUJLqFQBJPotGo+l0n4gmrHjI5sBO3/GydIJ7IBFQP3TfaDPHEqrlZim8ApsQTaQGTmDWgsSSC9xkpKNiMKJMESTwhbnBkZATxeFw1ZEnChQw2RTGciCes8LaaeCJxg1bEExITksmkqh7rO0zcAaJgIa2B4q9cLqvdJFYOmQDoxBO5rS6bLukjZtWW1yx3KZyIJ2Tus+ouxRcJFjpuUK4zq91Os14TacPhtUTxTQHKtS6pJPzssuGQCYYV8YTXQ09Pj3ptCkkef4rZ9SKe0O7DXSIr4glpObFYTN0veWwYknjC81cP8aQWSxzXipX4tiOelMtlNWSJx14ST1j91oknkUgE8Xhc3dPl+uEYeBJPZmdnDfeD1dVVTE5O4uGHH1aaiNcAAFxyySV497vfjXPPPdetbG+16AT6r7e3F9PT0+oGHYvFqqYytaIpqRlShhsbJ2rx/FpxYVlhYcWTVU8r4kk8HlcPEyfiCQWirPzaiVtZlW9XmA3BaYUtwqm5WT6AgRMCTL/OpAWMFVH5+7q1RQ89idCJJ6zmpVIpNRGPxBNWD0k8GRkZQSKRUBYkJ+IJw4l40o7dDw6gkh53/TNxWBIH7cTjcXR1dZnuMMlqoT5pkVvtsgmRx0snnsjki/d7+pqZmEjiCdGQ0orBc0XhTfIGj6cuvguFgkquKVh137fVejfrNdFtOMT/0b5QqVTUvcWKeMKfo81Dvjarr2xwDIVC6rXpwZffhVaWZnsK+Kxkj8T09LQadMTzrhNP2C/AgpXZ/VLnfzsRT/TE1Kmqz7Umn/Gy4VIST3p6elQDsRnxhH/H9UneN3GiZsQTff2YEU+OHz+OJ554Qnm2+/v7EYlE4Pf7cdFFF+HNb34zzj333LrOV73hiu0ORLs92wAU+g844dneuXOnGsNt9eBs1RjmekgZZtvdbnQ+dM+v3Xk048IWCgUlwOyIJ1J8S1+iXZWdArEW4omsyrfL2mRWGbKzRTTatOXU3LyysqKm3VnhBq2GJfH3dWuLUxIRCASqBAX936RxyO10iu9YLIaRkREMDg6ir69PCVA74gmDDYd6tHP3g9Vo7vRks9mq8+Hz+ZRwpYjq7u423WGSVgs52ZFb5ySeSPFSKpXUMebrSOuJ3D3itSSbnSuVikqY5XHnueIuFZFrPJ68ZuUfif6zarq0Ip7oOwG6DUcST7xerxL/wMkmPZ14wh05M+KJtG5I4gmhA7RKSPGtN/Q2cn+h+CRukA3KTKzMiCds2JU7FlbEE7nj1Qriib5u5fm3Ip4Qg8j3k+PnOcCIthTgZDLV39+PeDxu6B2Q6+eee+7BXXfdhaNHj2J6ehr9/Scm746OjiKZTOKlL30pzj///Kp7yXpGS8V2Op3Gv/zLv+BXv/pVFU/R8AYeD374wx828habMtpFI5mfn8fExAQKhQL6+/uxsLCAQCCA0dFRhEIhw4Ox3genVXNFI1EPKcNsu9uNjRG1eH6tuLAUApJ9bEU8YSWnp6fHkXgiBWItxBP5EGk38UQ+nJyaQhuxRdRKPNGPuQyrYUn8fX2gRi3EEykoWM0j9caMeMIt5WQyqRrK5PezI55I37HZz7Rr96NSqRjwmrRuyCDxhA2X5JrrA5N04gnFifQcc3y9GfGE647nnhVcWlfk8YhGo+qa5ahx3TZD60M4HFaJEhNm4KSIZHVTEk/4menvlyLcbLfTrNdEF9+lUskgvvnvbKrje0riib4jx2KAFN9mxBOKb/m6OvGkmZ4CPiu5O+REPOF1QmsMv7sZ8YT3RDviCdeVTExrIQXJRmF92I4V8UT6wenDpw3GiXjS13ditHwkEkEoFML09DQeeeQRHDlyBKlUSp2jwcFB7Nq1C/v27cPpp59e9/moJ1omtg8ePIjf+q3fwtzcXE2m82eeeabet9i00Q6xDUBtleVyOdVow4Ykp3MibQO1PjgbRSbpUQ8pw2y7242NEc00DnINcBvejnhCL58csGImVuV2KG/cTuJWVj7bTTyR4rsVTaFs2LJqbqYfVwYHTTBqJZ7wu9SSRFA0s5rHBIyiwox4wkbE4eHhmoknrGxSeHZy90MST2STsW77YbLJ6ndfX59hHXNnwI54wmo5BSSFFo+XGfFE0kDk9coqL3BiPXHHwox4Irns5PPz9XXahR3xxG69W/Wa1EI8kb0EOvGE78VmVRYDKK4pAJmMssLNhk/aM+Rrr0dPAe+T5MSTDmVGPKEApfgOBoOmhKj1JJ5YVfVl4i9933LNSuIJ1ykThXqJJx6PBw888ACmp6dVhRw4cY8666yz8KY3vQn9/dZTv9cjWia2f/d3fxc/+clPcM011+B3f/d3sWvXLvT19TX0IbdatEtsy4jFYk29b70PzmaQSXrUQ8ow2+52Y2OE7vmVTVgMK+sSd14ovu2IJ2R9szJpRzxh1UxOrVtYqJ7wCHSeeCIT0FY0hTo1N5uJb7OmS90WoBNP6k0i+LlkNS+dTiOTyagkjuxpNuMlEgkMDAxgdHQUkUhEVTTtiCdSfNsRT9qx+7G2tmbAa6bTadMdmd7eXoP4DofDah1bEU94Xll1DQQCWF5eVrhBnXhC3rcT8YSCWNoyOIKdxA1Jxejr6zOI70gkoo4nK5j8vJI+ojdd2q13q14TJ+IJxTNtFFbEEw4Ak8UAK+KJHEAkdx504kkz9xfeY2WPRCaTURx3adFiospmXYpiNowymIyUy2XFQqdPnetKXlNcU2bEE6uqvhnxRK98s1HV5/NVsdp14gmbS1n5XlhYwMGDB3H06FHMz8+rZuWRkRFceOGFuPzyyzE2Nlb38a4nWia2L7roIiSTSdx5552u6NFiM4pts9AnUTmhwqz4q/VGPaQMs+1uNzZGNGNdkgJMNl1KMcibLX2kXAM6Poshq+zcEmZV3mxt01POz9VO4oleGWpFU2gtzc16UmJHPOHn0Ikn9SYRbCKkB5pilGuA9wMKGEk8IV+3VuIJxaUd8aQdux8sdtBiY7begRPHmt91aGgIkUjE0DzM5MSMeMIt+N7eXpRKJdWYpxNPJG6Qnw2oJp5QEAeDQZXs6MQTBiuQUnzHYjF1PEkp0n3q0veti2+z9W7VayJtOJyKKJsuKVR5T7EjnszPzytfNV+bApDnSO7GsvFRim9JPGmmp0AiIkk8mZ2dVYOAKKCZqEajUSQSCcW8ltVjeQyloJW+cdnMKxtxrYgnVlV9uWbNxDevcYpp3Tbk9/sVtapUKuHo0aM4cOCAenYMDAxgeHhY7fRcd911m5dGcuGFF+LlL385Pv3pTzf0wbZybBWxrYc+icpJ0FjxV+uNZkgZbmycaMa6ROFE5Bwn5+ki2Qw3qOOzGNKLKIknVtYmv99fVZVvV9RDPGnUFiEbtqyaYinK6I/2eDyWxBN+DmkBaySJ6O7uVtU8Dg8hbpCiQiee0Ec8OjqKgYEBdR+yIp4wieBa2wjEk0KhoL4n+xzsiCfExkniidxhokiiSKyVeMLKt46gA6qJJzw2JJ7wO6TTaVVRNyOekLvsRDyRthOKOaf1btZr4kQ8KZfLBvEsiSfS/sBhQtlsVhWkrIgnvA7owZffRRJPmukpkIhIOWaethideMJm10QiYbhf6ruSpVLJkHzpCYi8pqSFh+F03UjUqVXTpSSecOeCVffp6Wk8/PDDmJ+fh8fjQTKZRCwWQ6lUQiKRwFve8hacf/75dR/PeqJlYvu//bf/hlKphK997WsNfbCtHFtVbOtRL2+4UWSSHs2SMtzYGNGsdYlCgBUdEgZk8EHHSg4r2lbVTt1bzs/mZG1qtedXD7PKUCtsEU7NzawIy9c1I55YUY8aSSIk8YTim5XvXC6n1lGzxBNaT+zEdzt3P1iNZrV/bm7OlHhC4ZpMJhXX3GyHSSee0GcsiSc8J2QlF4tF5PN5A80DgBLRetMlBTHFd6VSUeJbrlmfz4fu7m6VKBMPKZF8tRJPnNa77DXRiScUeJyUSMtMLcQT0ksWFxfVFFK96ZL2HHrhacehkOR3oYe62Z4CeY9lj0QqlUIulzMlnnDtJBIJhEIh9fnMiCdMgKTlqF7iiV1VXz7jeQ+Wle9SqaTW2/Hjx3Hvvffi17/+NcrlMqLRqHrdffv24aabbsLu3bs3Z2X7V7/6Fd7+9rfjtttuwytf+cqGPtxWjVNFbOvRLt6wWTRDynBj40S91iV5HovFomHsNqfy6fSNvr4To6t5M2YFzq7KLokn0sqg/7xuiWkn8USvDLWiKdSpuZmNeHw/eq1l2FGPGkkigsGgqsjrg3aciCdDQ0NIJpMG4omZfYPiuxbiSbt2P9gcT/GdzWZNiSec6kncoCSeyB0m7gBJRJv0HOdyOSWy+d1JGZqfn1cildcbRZzedEmuNXDieM/NzSl/Po87zxWJJxz3zecFr1lWN3WBLIknTuu9EeIJq9d2xBOCChYXT+AGrYgnpNLIoWHlclkdO9l0uR49BbzHOhFPJHKPTZfcAdSb2WUysra2ZiCecF2xIMZ/MyOe2FX1ZaMw1xvP/8GDB3HgwAGMj48jm82qxGHXrl3Yu3cv9u3bhzPPPLMmmEej0VKx/aMf/Qhf/vKX8drXvhYvfvGLMTw8bHnyL7744nrfYtPGqSq29aiXN9wMMkmPdozYdqP10Yx1SRJPKEb0Cg2FXywWU01gZvgswFhlp0CUld+NNsxJrwy1oinUqbmZJBBe09yClgm2HfWo0SSC64bn3ox4IiuxOm6wVuIJzycr353c/eBnJbUik8lUnQ8mhHLMfDAYNDDbeYxlNZlJqySezM/PK/HNXU1ec9ztpA+auwOcIshzFQwGVZWX3vl8Po90Oo18Pq/WLM8ViSccMS+rr5JI0gzxxKrXRBJV5OAhYgQppClU6WUHoGwiAAy4QTviCXfi2HSpfxcpiJu5v/BamZubw/T0tBLffG5K4gl3iYjkZFOo9KzzGMq1J6v/9RBP7Kr60pJ24MAB/PjHP1aVfE5ypa/7mmuuwWmnnVb3saknWia2zz77bMO0KqcbyNNPP13vW2zacMW2ebSLN2wWzZAy3Ng40Yx1SRJPpBiRa5APFRJPiM+yIp7IKrvX6zU0BG60YU46Qs4qcWnGFuHU3EwSiKxkk5HNcKIeNZJEsGLOirccIGJGPKH4NiOeWB07XXxzqJCMdu5+kHgicYN6wYPHWorvUChU5a2XxBMKTp14wkmi9NFSPM/Pzyvft2y647mXDbY89tJiQeIJBwWZEU/YcBkOh9V5kk2X9KlL9B+bLp3Wu1WviU48oV2Ca1UKVblDAJycngicHADGhlVJPOHaZjLKJkXu1Mjv0griyczMDKamphQO0Yp4MjQ0hGg0qgpW+v2Sa4dTSpm4+f3+KuIJOe5mxBOzqr7H48HMzAzuuecePPjgg6hUKgiFQmqdv+AFL8DLXvYyDA4Obs7K9q233lqXEPn4xz9e71ts2nDFdu3RDt6wWXRyyI8b6xfNWJck8YTECzPiCQVAJBIxVLSdquysqjDB22jDnGptVmzGFlFLczMFGABVGdQFqN1I6UaSCJ14Qt8314BOPAmHw6paNjIygng8brAJmB07r9erhJeV+G7n7gd3CUg8MVvvwIljze9KbJxsHuYxtiOeBAKBKuIJK/9MlvVrgvYDimiKbll0kUmTHfGEle9YLKZ+Tx8MZEU8kevEiXgidwLItZcNnWzoA05UkCXxhDsEwEniSVdXFwqFAubn5zE3N2dLPKEXnk2KAAzim8STZnsKJLWJ4ltW5rlzRYEcjUZVgyILVmbEE2ndk7hB/hsTNsnT1okn1AWVSgWHDx/Gs88+i6NHj6JYLKKnpwc7duzAmWeeid27dyMSidT93esJd1x7B2IzDLXZqNEO3rBZNEPKcGPjRDPWJUk8kfg1O+IJxXctxBNOeLOa8Ah0dphTLYlLs7YIvbnZTOxRlLEC1tXVZUo8sbKANZJEkHhC2g1932y6pFikKKKdYWBgACMjIwbiydLSkmXSR9wgpzmaNV3qVf1WE0+k+DYjnrBxMZlMYnBwENFoVCUr+g6TtFpI4kkwGMTKyooSkPx3j8djEN8U8fLY2RFPeL1ns1lH4gm93/w9+r7tiCd8X6f1btZrojd1kiNNgV2pVAzimZMbSTyhUKXNw4x4wuej3+9HJBJR4lsnnlDY69dNs8QTXitcO2xc5M4D75WDg4OqT0Z67uV5lskEvfASzSgtgDrxpFKp4MCBA8jlcqq4Qsvatm3bcNlll7V8boIrtjsQG3Fc+2aNdvCGzaJZUoYbGyOatS4tLy+rARKpVMpUJLM6Td83G6hqJZ5s1GFOtTYrNmuLcGpuZkVY2hb1B6dManQLWCNJBG0RpN1QUJBhzHXE7fRQKKRIDmy6lBP8rJJ3+td5XM0sMe3c/SiVSqraT4+7fj78fj/C4bAatCOJJ/oxtiKe8B5N4gl90LIJ2Yl4Qq83BTFFNL+DHfGEle94PK6SJNl0aUc8CYfDjuvdrNeEXmX+WVlZMXiV+f4855J4ojcckme+uGgknvD3vV4vIpEIenp6bIkn+nXTLPGE14okA0ncII8/G3b7+/vVda3303CAjRnxhBYh3suXl5cxPj6OVCqFxcVFtUMRDoexa9cuvOAFL0A0Gq3re9UbrtjuQLRDbK+srODgwYNYWloCAITDYeTzeQAn/F27d+/ekpzpdvCGraIZUoYbGyeasS6ReELPL6ueOvFEim/6EvWHCWCssgeDQQBQDYFOxBNJMGhH6M2KCwsLLWkKdWpu1sU3qRcy1oN4oosQbu+TX0zxPTc3p9YRbRAU37Lpsr+/3/D9zJI+mUSwuVSPdu5+cOdUetytiCdSfHNqpb7DJK0WknjCZkKJFeR1yet1fn7ecE3Ic08LCM8Vm/co+HO5XJVtRhJP6PkmIpSecl18r66uKiEcDAbVezmtd7NeE92GQwKJ9KvLXgJJPKEVRVprcrmcsnYw6eDvd3V1GaZ/8riYEU/Wo6eAz8pMJqPEN5su6f+XHnOSgXivpfiuhXji9Xpx5MgRPPPMMyqxGR0dVZ8/FAph7969OO200zanZ5sxMTGBe+65B4cPH8bi4qLpl/F4PPjYxz7W6FtsumiH2M5kMjh+/DhWVlYwNTWF3t5erKysqJvAjh07EI/HW/45Oh3t4g2bRb2kDH27242NEc1Yl0hfkOxjXVQT2cUGLtpJnIgnrPpI28VGJZ7U2hTaiC1Cb27Wd7doCZCV72aIJ7UmEVw35Bdz2BK3+yXxhNVX8q+HhoYQDoeVBckq6fP7/UocASeHCslo5+4HGx75fTOZjCr4MJiosHqZSCTQ19dXleTaEU+4TthcSRsBj4FOPGFI4gkr0LQycHhPpVKpi3gSDocBnJysyIZLXr/SKkPiCc+FVRO0WdFIJ6pIAgnXKn3OEjfI652VagpV4gatiCdcK/ydYrFoSjxZj/uLtMJI3KAV8SQWiykkp5xcaUY8AYDjx4/j4YcfRrlcRigUwuDgILq7u5HP5xEOh/GqV70KZ5xxxuYV25/97Gfxuc99rqrbHDhJJ6H3zqWRrF94PB5MT09jYmICq6urOHjwIILBIBYXF9XP7NixAzt37lQ34a1Y5TaLdvGGzaJeUoa+3e3GxohmrEtcA9yGJ27QinjCrV6guoOfoRNPZEOgnbhlxa0TxJNWNoU6NTdL4gmrn60gnui/Tz++FBTpdFoxpOUAEZ4fEk/GxsYUSYPfz454wu9bqVQ6uvvBYgfFdzqdrtqRYaJC4kkikUA4HDYkuUw2dKsFiSe0PbCCywa61dVVRSwxI57Qtyt3qqT4pi1jYWHBQDxhMFGS4pt2BFaHaRNaWlpSvn4pvuWgHav1btVrUgvxRL6nGfGEFfR8Pl9FPGHC4PF41H3MjHjC78L3abangPfJbDarrCd2xBPiBnm/pI+b52piYgIPP/ywquYnk0nD8/XKK6/Erl276v6c9UTLxPadd96J973vfRgbG8Pv/d7v4a677sIvfvEL/MM//AOOHTuGO++8Ew888ADe8Y534BWveAUuueSShr7AZox2Vrbpxerq6kIqlVI3OlZOGO0cM7zRoh28YbPo5JAfN9YvmrEu6ci5TCZjSzyJxWJqG9mJeMKqmUwO7MQtP1uniCetagqlULFrbjYTYHbEE9p/GPpADackgrtnCwsLquGWTZdmxBPuvEncIEkadsQTXXxzoqeMThBPWOVPp9OYn5+v+ky9vb2KeDI4OKiIJ/oOkxXxJBgMIhAIoFgsOhJPaFeRx4MVbFZOWY2WeEeKb514QvEXi8WUVYi7D5J4wmZBJtdW4ttsvVv1mnA6ox3xhGud78frXW84JPGEr02bBu9NvB7YdKkPOuJrr0dPAe+x+XxeXSvZbFYlVpJ4QuIMSTl9fX3I5XJ46KGH8PDDD2N6ehoejwfRaFQ1R1566aUYGBjYnJXt3/qt38Jjjz2Gu+66C2NjY/jQhz6Eb33rW4YK9pe+9CX81V/9Ff7pn/4J+/btq/ctNm102rPt8/kwNDSkPIZmD4Z2jhneaFHLg7MVx6deUoa+3e3GxohmrEsUIzpu0I54wsqkE/GEDzqZHNiJW362ThBPdO+qjGZtEbU0N+sDaJyIJ/39/YZ7QL1JBBP4xUUj8YSVvVwupyqOOvGEuMGBgQElZJyIJwyrMfPt3P2olXhCAZVIJJRw0XeYpJVDEk8oLCXxRPq+l5aWDEN49Bkhfr/fIL4piHk9LS8vq0RJ9miw0iuJJ7FYTFkzWKmnrahQKKCrq8sgvuV5sFvvZr0mVsQT2o/K5bJqPGVzpE48AaCq+9lsVhWk2LBJ6xL97bwOaAOSlW82QTbbU8Bn5fz8vIEOxMRKJ574/X4cOnQIx44dw8LCgqrCJxIJXHjhhbjmmmtabqttmdi++OKLcc455+DLX/4yACix/dRTTxkWymtf+1oMDQ3hC1/4Qr1vsWljo9FIankwtHPM8EaLTh2fZkkZbmyMaMa6xModBdjMzIwt8WRgYEA1kzkRTygQJdbSTtxKS0y7iSe6d1XGetginJqb9aZLouNk6MOS5D1AJjj0lddCPGHiIVnfdsQT4gaHhobU9EeuIaukT34Pq6bLdu5+lEolhVWk1Ur/TCSe0HYyMDAAn89nusOkWy2k7xiAATeoE084Qp3nShJPeM+VFBK/368G2mSzWUUEYc8AiSdSfMskyQw3SJ86BStJK07r3azXRCeqEP9HKgmRgTznFOAej0dZRkhGIfFE0lQk8cTn8ynx7fV6VXXcjnjSaE8Bn5VsUKZtied2enoaTz/9tLLEjI2NIZlMoqurC9FoFDfccMPmtZG84AUvwKte9Sp86lOfAgD8z//5P/H1r38d999/vwEe/v73vx/33nsvfvnLX9b7Fps2Njpnu5EHw6lkb+jk8enUkB831jeasS4Vi0Xk83klvlj1lMHkj+xaVtKsxCqr7BQgdsQTr9dbVZVv17XP7yCvgVYST6yam80G0OjXmZ0FrN4kgvcQikBZzZuZmUEul1PriNvp/f39ysYwNDSkaA7y+9kRT5hYWO3stWv3o1wuq2mFMzMzyGazVefD6/Uq3CD/dHd3VyW5tFVK8c31z2ZCHstCoaDep1gsKvFNrzjv+WbEEwpxNjvzO8zOzhqOO89VOBw2iG9ehxSRZsQTKb5rIZ6Y9ZpYEU/oV2ejtvyOOvGERQHuyjBB0YknpNLwONMXLkkqJKisR08Bn5XZbBb33Xcffv7zn2N2dhbFYhHDw8MYGhpCT08PEokErrzySlxwwQVV1+B6RsvE9qte9Sps27YNX/rSlwAAn/vc5/CZz3wG//zP/2ywjPzWb/0WnnnmGTz44IP1vsWmjc02QVJui0svoYx2jhneaNHJ49OpIT9urG80Y13iGpDsYzPiSV9fnxLfxJ7pzZmAscpOcSZZ11biVorvdhNPpPhuRVOoU3MziScydPFtRz1qJIkIBoNVxBPaMebm5gx+5J6eHvX9WfkeGhpCKBRyJJ7Qv07xbUc8acfux8rKivLuss9BPx+831J4s8ovk1wz4glfhyK2VuLJysqKofotiSdEALJ5b23txJh64gbz+by6Blk1l+JbDnsBUFX5JvGEglUST+zWey3Ek2KxqES23GnjJFcz4gnfq1AoGHzVrPizwq4TTyjO15t44vF48NRTT+E///M/1X0sFAoptGNXVxde9rKX4dxzz92cnu13v/vdePLJJ/GTn/wEAPDQQw/hN3/zN3HppZfic5/7HILBoGqifOELX4ivfe1r9X/6TRqbTWzrIbfFeaFuNORYJ6OTx6dTQ37cWN9oxrpEf6XchtebAunHjMfjijkMQHkw9ZDNgRwawc9nJtb1qny7iScyAW1FU6hTUyyb4WTouEEn6lEjSQRFcyaTQSqVUj5onXjCyiiJJ4lEAqOjozUTT6T4NiOe6LsfrSae0LvrRDwZGBhQ4jsUChmSXN2LzCZG+pxpt2CjHn+G4pmVb0k8AWAYuMJzTUHMKjGv93Q6XTUoiImSHDFPLCQAgziWxBMpvukxt1vvVr0mZsQT2hV18U2LiCSesIGyUCggl8upplIpvnXiSSAQUJVvufOgE09qTZ4zmQx+8IMf4OjRoyp5oG1ox44duPrqqzevZ/sb3/gGPvKRj+CLX/wiLr/8cgDA2972Nvzyl79UWTAb9j7/+c/jyiuvrPctNm1sdrFtFvXydK34ols12sEbNotODvlxY/2iGeuSpCeQfayLZDZl8UHO35VNZDJklZ1+TCdxK6vy7SaeSPHdiqbQWpqbJa+ZAsyKeGJ2D2gkiQCgtvfNcIPcAZHEk4GBAcTjcYyNjSESiSgLkh3xRIpvO+JJO3Y/+Fnpb5+dnTVlo0viCav8EhvJHSZptWDSSlGpE0/koBWKb54rKb6l1YfJLq8P2jeYNOnEE4pFiRqMxWJqLZXLZdUAKoknslqsi28r4olZrwltOHwPerm508ZqO//ejHjS1dWlAA3cmeBrU3wzyZG9JTyOVsQTq2RibW0NBw4cwOOPP45UKqX6LpLJJC644ALs2bOn5c+8lontUqmE48ePIx6PK+7kwsIC/vIv/xL/+Z//iVwuh9NOOw3vete78LrXva7uD76ZYyuKbT3awdPdzNGp49PJIT9urF80Y12S/kpWPufn56sSwEAggGg0ikgkoiqTZO/qIavs3BKmYNlow5xkYtCqptBampspKPi6HLstw4561EgSwSZCnnspvun9py2BAjAWiyncYDwedySeyDHzJG5YEU/atftBWggb5+bn502JJ7FYDIODgxgcHFS6Rd9h0ofXVCoVg595ZWVF8fPpgwZOHC+Kb14TkngihxtJ8S0nzFoRT4gblKPmmajxmqU4lgKZf3genNa7Wa8JbTi0tqytrSEYDKqKdqlUMuACdeIJUablclmJ76WlpSriCXCyMZb3C/6MrHxL4oksIM3NzeH48eOYnJxU1f+RkRFs27YN0Wi0pX5twB3X3pE4FcS2Hu3g6W7m6NTx6eSQHzfWL5qxLlEYsoFrZmbGVCSzkSsWiyniCdm7dlV2STyRgkVGJ4c5SX5zrU2hjRJP7JqbaceQr2tGPLGiHjWSRLCJkB7oVCqlmi7lBEafz6eS/1gshng8rnCDtRBPWMW3E9/t3P0oFosKr8kGUzPiSSQSMYyZl8QTucNEqwUryUxWdOIJRSSJJxTfTsQTXrehUEiJb34HK+IJOd88XxS/JIlIawhwUgibiW/pGdePo74ToBNVKIYpsCuVitoxCAQCVcQTNl3SmkPcoCSe0A7l8/nU8eGxK5fLVcQTr9erdvXoQweAaDSKnTt34owzzmh5QckV2x2IU1Fs61GpVBQn0+nBwIfDqTRNsZPHp1NDftxY32jGusSJcmy6ZJOTDLKHY7FYVQXOrsoeCATg8XiU7cJpmJPdw74VIVGIrWwKdWpuph1DNlHq15kd9aiRJIJeVjbcStwgB5yUy2V4vd6q6YkjIyMYHBxU9hU74okcGkSBpEc7dz/K5bKq9rPB1I54Mjg4iIGBAeXh1neYpNWiWCwabBxdXV3I5XJYXFysIp5QfMtriNcGGwf1oTdmxBNpm+G5ikQiis1P4gnFN0W3JJ5IwUp/v9N6NysaUSBTfFMMs6JN3KAd8cTn86ndsmw2q3joknhCew6JJ7TjlMtlVCoVHD16FOl0GsViEeFwWNF6TjvtNOzbt68mMdxMtFxsVyoV/PjHP8YTTzyBbDaLCy64ADfffDMAKGj/GWeccUr5d12xXR3t4ulu1ujk8enUkB831jeasS6VSiXVhEYxwocdw4x4QvFtV2WnOGPl12zCYyeHOckhOE7Nis3YIpyam0k8kd5fM+KJmXWIP19vEiGJJzz3cg2wiZJkh76+PoUbTCaThknFbNw1O3bS983Kt1lxQa/qt4N4kkqllC1EBhPCgYEBxfuWxBO5wyStFkxazYgntHkAJ9YDGy4XFhbUrgAFsiSe8HhEIhFVwSb214l4wso3E1qKX1n51q0yUnzbrXezXhMz8c3vwgmdrGJbEU/YR7C8vIxsNmtAMurEk1AohMXFReXXXl1dxejoKPr6+rC2toZdu3bh6quvxmmnnbY5aSQA8OCDD+JP//RPMTk5qbxpr3/96/Hxj38cAPD9738ff/zHf4y/+7u/wzXXXNPIW2zKcMW2c7SLp7tZo5PHp1biyak6BGmzRDPWJZ14wiYnnXgSDAYRi8WUD5V+V7sqO9epbAi0G+bUCeKJRCG2qim0VuKJrGT7/f4q4onVPaDRJIJ2FWIGWf1mxVEnntDKwEmX0WhUiWqr5N3r9arzaSW+27n7wc/KZIPWDfmZSNOIx+NKfEviidxh0q0WgNHPvLi4qHaT+O8rKytqyqV+TZgRTyiIZQWbQ1/m5uYM59qKeMLqsCSS0KeuI/o4YdNuvVv1mpRKJXUsisWiIo6woi3FNwf8cH2wQRKAssOxGEDiyaFDh/DEE08AOJG07dixA9FoVNnorr/+epx//vmbU2w/99xzeOMb34hyuYy3vOUtuOiii/DHf/zHuPHGG5XYLpVKuPTSS/HKV75SDb85FcIV2/UHPYGt5ulu1ujk8XGHIG2NaGZUOn+Xfl/i13TiSW/vidHVJJ4AJyruTlV2n89naAi0G+bEz9ZOaxMtE07Nis3YImppbpbIOYoTfQfAjnrUSBIBQG3vz8zMqGE7bLzlDgiJJ2R9x+NxjI6OIhqNKoyc1bHz+XwqSVhdXTXlmrdz94O7BKzyp9Np04IHqSGDg4NIJpMIh8MGbz2PsV7t1YknxOZJm8fa2poS3/qOAYfIBAIBdb+X3G+KaHqi6WVmcNAMhTepJ6w8l0olVYWX1iJZ+Wazp916t+o1IVFFDh6SVBMSS6yIJ9Kqtri4iMceewwPPfQQZmZmUCgUlB2ov78fO3bswCte8YrNy9l+3/veh7vuugt///d/jyuuuAIAcPbZZxvENnBiqE0mk8Gdd95Z71ts2nDF9vpEO3i6mzk6dXzcIUhbI5qxLhGFR+RcOp2uEgT0Y9JLyjXAB7kessre3d2tGqichjlJb2u7otZmxWZsEbU0N5vxnvXrTCY1ugWskSSCTYTZbNYw6ZIUEIpJVi/J+pZNl0wArI6d1+uF1+tVFXIz8d3u3Y/l5WXDcCEz4klPTw+i0WjNxBMKTmnjCAaDymMu/x2Aeg3e7+WUS0k8CYfDykrC60l6ou2IJxI3yD4NNkrL6rQZ8USKbyfiidwJqFQqpoOHrIgnbMjkZ8/n87jnnntw6NAhlEolRWvxer3YvXs3Xvva12Lbtm2bU2y/5CUvwfbt2w3DaszE9vvf/3785Cc/cSdItji2otjWo9YHg7z5nkrEk04dH3cI0taIZqxLknjCJjQzkUzkWTQaVZVJ+l3tquz0h9cyzElW5dsVkt/MP62wRTg1N0vcIP9XF6AyqdEtYI0kESSesHmPvVozMzPI5/OGQSysmrOJb3h4GIlEAr29vWoNWSV9xA2y6mtGPJG7H60uvhSLRbXTwyZjK+IJxXcsFoPX6zVtjpdWC0k8IQ2GHnopvvk6cseR15QknnDADqvgTGb5HdLptEqSuGZ6enoU8SQSiaiGUbLWpe2kUCio5JoJg9xhtVvvZr0m+tTP1dVVA+ub9hESTxYWFvDkk0/i0KFDmJ2dRVdXF8LhMEZHR3HuuefiyiuvxLZt21q2FoAWiu3zzz8fV111Ff72b/9W/Z2Z2P793/993HfffXj00UfrfYtNG67Ybk+0g6e7maOTx6dTQ37cWN9oZlS6JJ5QeOkJICtx9H1zG9uJeEKBKEkcduKWVfmNRDxZD1uEU3PzysqKarqT1AsZdhYwmUTUSpYh8SSfzyOdTqvKdyqVMkxgJEWD4jsajWJkZATJZNJgQbJK+uhfX1tbU2Pm9egE8YSsbzPiCVF2iUQCyWQS8Xhcebj1HSZptbAinjChtSKeUDzzWmL1nHYTaUGhfWRubk7tVEniSU9PTxXxhMeT16zkfZsRT1hpt1vvVsQTSVOpVCro6elRTZepVAo///nPMTU1ZaCRhMNh7N69G9dffz1GR0c3Z2X75S9/OeLxOP7t3/5N/Z2Z2H71q18Nj8eDu+66q9632LThiu3OhI7Csqou6UivU0V8N4IKW6/j4w5B2hrRjHWJxBPJPtYTQPp+OWae299OxBMKRFn5tRrmJBO8ThFPFhYWWtIU6tQUS0sGPxNQLb5rJZ7USpbp6+tDsVhUzXvT09MG3CDXEYknRLbFYjEkk0kMDw8jFAoZvp+ZsNabR83Wpr77Qe9vK6JSqWB+fh6pVAozMzOWxBNO9SRukMQTfYdJWi2siCe5XM7AqdaJJ9wVAE6sBSviCSvIxA3qthmPx6O4/KTTxGIx9Pf3K6qKJJ7w+pVWGfr7nda7Wa+JLr4nJibw+OOPq+8YjUZVAWd4eBjXXXcddu3a1ZLzzGiZ2L711lvx7W9/G1/84hdx2WWXAagW2z/4wQ/wnve8B7/5m7+Jj3zkI/W+BQDg8ccfx2233YZHHnkElUoFZ511Ft7+9rfj+uuvr+n3X/nKV2J8fNz2Z7761a9i37596r/37Nlj+bM33ngjPvGJT9i+niu2N0a0i6e7WaOTx6deUoa+3e3GxohmRqWTeMJteIoRM+IJp+eReCKnzsmQYpUjo638zlLcytH07YpamhWbbQp1am6WxBNWiBslntRDluG5Z8Wbw3YymYxhHenEk8HBQYyMjCASiajGXatjx6ZLft9yudzR3Y96iCcDAwNIJBKqyU8y25ls6FYLwOhnXlhYUMQT+rN53Gk90Wk3pIHweqAg5k4DkYnpdLrKNiOHInGnIhKJAEDVYCA5yVT6vlmRtlvveq/J8vIyjh8/jvvuuw+zs7MoFotIJpMIhULw+XxIJpN4xStegV27dm3OyvbBgwdx4403wu/34/3vfz+uvvpqvPSlL8WNN96IW2+9FT/4wQ/wl3/5lyiXy/jOd76D7du31/3h77//fvz2b/82uru78ZrXvAZ9fX24++67MT4+jg9+8IN45zvf6fgaX/rSlzA/P1/199lsFl/96lcRiUTws5/9zNA0smfPHoyNjeHGG2+s+r1zzjkHr3rVq2zf0xXbGzNqrS7pA11OJeJJp45PM6QMNzZONGNd4hqQuEE74kk0GlXC3Yl40t/fD6/Xa+hrsBO3nbA2yc9mNuETaL4ptJbmZjZdUnzbEU/MqEdMImoly/T1nSCeLCwsKBsGfd8c4GJFPCFuMBKJGAaj2BFPuB450VNGO3c/WOyg+KZ1Q/9Mvb29Cjc4ODioiCf6DpNe7TUjnhCZx+owdzspvkulkuHc67hBM+LJ/Pw8stksstmsqqhLv7hsuCQWkuKbn4WTN2mVIXvbbMCPWRw4cACPPfYYjh49irm5OZWYh8NhjIyM4Oyzz8bOnTs3p9gGgB/+8If4kz/5E9OFDZy40X3qU5/CVVddVfdrVyoVXHfddZiamsLtt9+Oc845BwAwPz+Pm2++GePj4/j+97+PsbGxRj46/vEf/xGf/OQn8da3vhUf/vCHDf+2Z88eXHLJJfjnf/7nhl7bFdubJ9rB093M0anj4w5B2hrRjHWJxBOSLmZnZ6ssBJJ4Eo1G1RpwIp6waiaTAztxy8/WCeKJTED1aNYWUUtzsxTfAGyJJ2bUIyYRtZJlWDmXxBM5Zl4mCTrxZGBgACMjI4jH42owCiupVsQTBofTyNB3PyT/eb2DOzYSN2hFPCHXPJlMquqxvsPE15M+ZyL/ent7US6Xkc1m1RRMVv51ux+FN8W3bLqklYQJl048ofgGzIkn8XhcJUC1EE908c3dzrm5Oezfvx/5fB65XE4JftpczjvvvM0/QXJ8fBxf+tKX8Itf/ALj4+NYXV3F8PAwXvziF+Od73wnduzY0dDr3nvvvfjv//2/46abbjJ4wAHgjjvuwK233or3vOc9uOWWWxp6/euvvx4HDx7Et7/9bZx99tmGf3PF9qkb9VaXWt10s9GiU8fHHYK0NaIZ65KcKEfxbUc8icfjSnw7EU/YIyArv3biVlbl2xVOQ3CA9bFFODU3ywE0Ho8HHo+n6jqzox7Vm0RQvJsRT1KpFObn5w3EE1Zi2cQ3MjKCRCKhLEhOxBMGkXd6tHP3o1gsKn87Pe76Z/L7/Qo3mEgkEI/H0dXVZbrDJH3UJJ5QyK6trSnxTXHO46UTT2Tyxfs9B+wwMSHxpFAoqGuWg2hIPAkEAkp4k43N46mLb0k8YcLA9+rp6cGzzz6LJ598ErlcTlXdo9EoLrzwQuzbt6/lO9QtF9utik9/+tP4/Oc/j09/+tN4zWteY/i3mZkZXHHFFbjsssvwT//0T3W/9sMPP4y3vOUt2Lt3L/71X/+16t/37NmDs88+G7/xG7+BbDaLSCSCCy+80NbLLcMV21sn9AEFtTwYTiV7Qy3Hp1VjmJshZbixMaJZ6xKHgbAaaEU8keKbFTgz4omsslMg1kI8kePP23Xts/Ivr4FW2CKcmpsl8YShX2d21KNGkohAIKCwd7LyTeIJ1xEpGhTfsVgMIyMjGBwcRF9fnxKgdsQThhPxpB27H6xGyz4H/Xz4fD4lXNl02d3dbbrDJCdHkngSDAYRCAQMxJNCoaCS2lKphHw+rwYamRFPZLJHIc5kltSWmZkZQ4OtJJ7Q751IJNTx5DUr/xD9t7KygsOHD2NpaQkA1Fj73t5eJJNJXHLJJZu/st2q+MM//EN8//vfx7/+679i7969Vf/+ohe9CJFIBD/+8Y/rfu3/8T/+B/71X/8Vf/EXf4E3v/nNVf9uJapf+tKX4pOf/CQGBgZsX98V21s3GkFhnUrEk04eH3cI0taIZqxLFAKSfWxFPBkYGFDiyIl4InsEaiGeyOSy3cQTKaqcmkIbsUXUSjyRFVC9+qtbh6QFrN4kgn84YVcST0i9sSKexONxJJNJDA0N1UU8kb5js59p1+5HpVIx4DUzmUzV+SDxhA2X5JrrA5N04sny8rJa/729vfD7/cqmUSqVqogn3GEwI57o55piGKiNeMJEiQkzcNJ2s7y8jMOHD+PZZ59V13s0GlUM90QigQsuuACnnXba5vVstzLe+c534uc//znuvvtu7Ny5s+rfX/rSl2JpaQkPPfRQXa+7uLiIK664Amtra7j33nvR399f9TOf/OQncc0112DXrl3w+/149tln8X/+z//BT3/6U5x//vn4+te/brs9vbq66npHT5GQDwZui5qhsHjz5Z9TZX108viUy2W1/WlVdZdboLKa6cbGCZIYuIasvNg8h/I8cg3MzMyo6qcu3uglTSQSCIfDym6gN2cC1RYXEk/4+cx+Xl/b7SaeyGvATBzK6X+NEE+kLcQswZYDaFgBNSOeMAGwIp7I72F3XpiEkZQzOzuLyclJgyDN5/OqUtvT04O+vj5VSR0aGsLo6CgikQi6urpUM6KZZU4X31bEE3l8W008yefzqsmUY+blZ+L9liPmh4aGEAwGVbGC11mlUlH2q6WlJVU1ZgNjT08P5ufnFU+c/85rjkkOK99EAtK6EgqFlPUkGo2qZLZSqajdKr42jzGT7Hg8jmg0ikQigVAohIMHD+K+++7DwYMHkc1m4fV6EY/HkUgkcPbZZ+Oaa64xLdq2O2oS2400Oao38Hjwwx/+sK7faZXY/sY3voEPf/jDNSH8ZKyuruJtb3sbHnjgAdx222245pprLH/WrWyfutEoCutUsTd08vi4Q5C2RujWJTl2mmFlXaqHeELWNyuTdsQTCryuri5D5XejDXOSCLlWNYU6NTdzAqGsfJs1XTIJMLsHMMGphywjm/eIG6QVg/0nrMQSQzcwMICBgQGMjo4iHA7XRDzp6upS38uOeNKO3Y+1tTWVcLDp0mynoLe3V9FdSDzhOrYinvC8knYSCASwvLysBLJOPMnlclhaWnIknvDYc3gPiSeZTEa9tk48WV1dxUMPPYSJiQk1OAg48Sy54IIL8Pa3v33zcLbPPvtsgym+nvB4PHj66afr+p1W2Uje/OY345FHHqlia9cS3/nOd/Anf/IneMc73oFbb73V8udcse2GjHpRWI1UlzZzdOr4NELKcIknGy+asS5JASabLqX4pmecPlKuATm5T4ZsEPb5fAaspdMwp3YTT2Ri0Kqm0Fqam5mU2IlvO+pRI0kEmwjpgaYY5Rrg/YBj08PhMGKxmBLfsVisZuIJv5cd8UR+tlbtfrDYQYuN2XoHThxr0l2GhoYQiUQMzcNMTsyIJz09ParpslQqIZvNqp9h06XcCeE1wWNHqw+JJ6yCB4NBNWGWlCLaZjKZDA4cOIBMJoO1tTV1rnp7e7F3717cfPPN2LNnT8dtJHWVjM477zzccMMNuOqqq1q65cos5MiRI1Vim8b6Cy64oK7XfO655/DII4/g9NNPr1toAycPJrdL3HCjlmDWT6+/GQqLgwdmZ2cBNM/T3UzRqePT1dWFcDiMcDgMwJqUMT8/r1j9p/IQpI0aXq/X8jzKKYf5fB75fB5Ated327Zt2LFjhxJOc3NzSnzPz88rMTE5OQkAprhB+l1LpZISAsBJsTo4OGggnsjGM1IngPYOcyLJIhqNAjBvVmRD29zcnDre9TSF0iLS13eCp02BJsW3HuVyGZVKRQluj8ejjpPZPaCvrw/xeBzxeFz9vp5EWJ2XUCiE4eFhdHd3Y3FxEblcTtmOKL7z+Tymp6cxPj5uGPwiiScDAwPqPsTKry6uvV4v/H4/urq6lK2iUqkom0YqlQLQOuIJ71/BYFDNPqFYlX0OxWIRk5OTmJycxP79+w3Ek8HBQezevdtAPJE2PVa1Z2dnUS6X4ff7lU/cjHgCnNBUnHTJZs1CoWC4JiTxpL+/H6Ojo9i1axdWV1fxzDPPKOTfwsICgsGgag4Nh8OKZNJpx3RNYvvTn/40vvvd7+JnP/sZPvGJT+Azn/kMrrnmGtxwww247LLL1n2r9eKLL8bnP/953HvvvVU0knvvvVf9TD3xzW9+EwBw8803N/SZHnvsMQDAtm3bGvp9N9wATtw4uru7VfJmhsKyejDofNGtGJ06Ph6PRz3ggGpSBpumdIFgt93tRvtDnsehoSFL6xJFAn9H2juGhobUDIfl5WXk83lFvaBvvFAoYHp6GsBJz3gsFjNUtJeXly3FaiwWMxBPKFhKpZKqCALGYU6tJp7oiYusZsoE1CxxqdUWwWPd29uLwcFBANXNzXqsrKyoBkcZ8h6gW4eYDPH360ki9uzZgxe84AWKeELxzeEzFOSTk5OKohEKhVTT5fDwsCXxRIpvEk908W1WXJBV/fUsvgQCAYyOjmJ0dBTAiWIHaSEzMzOYm5tDqVRS/81jHYlEMDAwgGQyiZ07d8Lv95vuMJF4QguIz+dDPB5XxJO5uTksLS0hEokotnaxWDQQT0hhSafTyj7CNdfff2JEfF9fH84880yUSiUkEgnEYjF1nCj0Ox11NUjOzc3he9/7Hr773e/i0UcfhcfjweDgIF7zmtfghhtuUMNnmo1KpYJrr70W09PTlkNt7rrrLiV8eRPkmE49yuUyrrzySszPz+MnP/mJJVHkwIEDOP3006syyYcffhjvfOc7UalUcOedd9ryw10biRvNRLt4ups1Onl83CFIWyOasS4Vi0UlwEi70H3jTP7i8bgSR2QOmzUIs8ouiSdWEx7lMKdOEE90ioVVz0UztgjJ87cinrDxjv+tX2d21COzJMLJWx0MBlVFnqxvVr7NiCehUEj5vpPJpEGbsHnT7Nj5fD7VEEhUnh5+v7+qJ6FVwYZFrnfaQmR4vV411ZMVZXq49R0m7gBxmI5Mvvx+P3K5nBLZvC4lbpDUIF5v9ManUikcO3YMi4uLqulybGwMV199NV7+8pdjeHi4ZccIaDGN5NixY/jOd76Df//3f8ehQ4fg8Xiwe/du3HDDDXjd616HkZGRRl5WRT3j2m+99Vbccccd+PjHP46bbrqp6rW+//3v4w//8A9xzTXX4LbbbrN8z1tvvRU//vGPcdFFF2FkZAQ+nw/PPvssfv7zn8Pj8eCjH/0o3vKWt9h+bldsu7Ge0S6e7maNTh4fdwjS1oh6pxxK65KkXqRSKczNzVUxvGU1mzsvbDazaxCmQJSV3402zEnnpJuJw2ZtEU7NzSSB8JrmmHmZYOvWIUk9ajSJ4LphAyKtGHNzcypJkI18FN+Dg4PKC83GXavknWPmgZODdqwau9ux+8HPmkqlFN1FPx9MCOWY+b6+vqokVxJPOLiG7OxgMIju7m5l46PvGzh5zRE3mE6ncezYMTUyPhwOY+fOnYhGozj33HNxzTXX4Kyzzqp6LqxntA399/jjj+O73/0u/uM//gPpdBrxeBw///nPm31ZPP744/jMZz6DRx55BJVKBWeddRbe8Y534Prrrzf8nJPY/p3f+R389Kc/xd///d/jZS97meX7/eAHP8Add9yhzPblchmJRAIXXXQR3va2t9XkE3fFthutjEZ4uqeSt7iTx6cZUoYbGyeaGZUuiSepVArZbNbgTwWgCAwkngSDQWU3cKqye71eQ0OgE/Gkv7+/rdYmWiacmhWbsUU4NTez2ikr2Wa4QTvqUSNJBCvm9ECz+m1GPAkGgwiHw6oRkbhBNgFaHTtdfHOokIx27n7QJy3RinrBg8daiu9QKFTlrZfEE/q6JfGkt7dX+epptQGAZ599Fr/61a+UDYs2sJ6eHgQCAbz+9a/H5ZdfvjXEdjqdxve+9z1861vfwlNPPYVYLIb77ruv2ZfdlOGKbTfaHY2gsE414kknjo87BGlrRDPWJR05l8lkTIknvb29iEQiiEQihoq2U5Xd7/cbPOhOxJP+/v62WptqJZ40Y4uwam7WP4cU38T0yZBJjW4Bk0mEFVlGTyJ04sn09DQymQzS6XQV8YTUDYrvkZERxONx+Hw+9f3Mjp3X61VJgpX4bufuB3cJSDzhd9ULHrR6JBIJJJNJA/FE7jA5EU/K5TIefPBB3HnnnZiamoLH4zHw8nfv3o13vetd2Ldv3+YV28vLy7j77rvx3e9+F/fffz9WVlYQCoVw7bXX4oYbbmiI+LEVwhXbbnQ62sHT3czRqeNjRcqQYbfd7cbGiGasS5J4QuKFmUiWxBOKb/pd9ZBVdk7EtJrwCBiJJ+0e5lRL4tKsLUJvbjYTe7RjkFLR1dVVJUDtLGBOkzSB6iSCxBPSbqamphR2ktXaSqVSE/GEBBM73CCnOerfHWgv751kEYrvXC5X9Zm6u7sRiUSQTCYxODiIaDSqkhV9h4lDdNiAnEqlcM899+DZZ5/FysoKAoGASqYuvvhi/PZv/7blZPD1inUX26urq/jZz36G73znO/jRj36EQqEAv9+Pl7/85bjhhhtw5ZVXnvINQa7YdmOjRTt4ups5OnV83CFIWyOatS4tLy8bmtDMxBur0/R9e71e5Xe1q7JTINYyzIlrrJ3WplqbFZu1RTg1N7MiLBFxugC1sg7x96X4djrOPDfE3ulNl0ThVSqVKuIJ+deSeELrhVnyTv86j6uZJaadux+k7UiPu34+/H4/wuGwGrQTj8cV8UQmagBw/Phx/PjHP1YIQHLRBwYGsG/fPlx33XXYvn17xznbNYntxx57DN/97ndx5513IpPJwOPxYN++fbjhhhtw7bXXmhJATtVwxbYbGz3q2Ravlae7laKTx6deUoZLPNmY0Yx1icQTii8r4gnFdygUUtMN9eZMwFhlDwaDAKAaAu2GOUlLTKeIJxz5LWM9bBFOzc26+F5bW7MlnujUI5lE1EqWIfFkfn4e6XTaIL7n5ubUOpLEE+IGOXqd6FJ+P7OkTyYRbC7Vo527HySeyKmeVsQTKb4DgQAKhQIOHDiA/fv34/nnn8fk5CS6urqQSCSwfft2nHbaaTj77LMVR79Vse4TJM866yy87nWvw+te9zoMDQ2ty4fcauGKbTc2WzSCwjrViCedOj7NkDLc2DjRjHWJ9AWKETPiic/nQzAYRCwWQzgcVnYSJ+JJf3+/wg1a+Z07PcxJ3/1xagptlngih7QwJG6QksmOeKJTj2QSUQ9ZhusmnU6r809Buri4aCCecPALcYNDQ0MIh8PKgmSV9LHpkt+rXC53dPeDw8T4fTOZTNUwQSYqAwMD6O7uxrPPPqsQjLTR9Pb2YmhoCC9+8YvVwKNWxbqL7UYvsP379zf0e5sxXLHtxmaPdvF0N2t08vg0Q8pwY+NEM9YlrgFuwzsRTyKRiBLutRJPZEOglbjt1DAnfrZWNoU6NTdL4omV+NatQ8Fg0JR4Uk8SQT8+G27p+89kMoYx6qxMy6bLsbExhMNhZUFaXFy0JZ7we1UqFduqfKt3P1jskIOF5E7B4uIinn32WUxPT8Pv92NkZERV/8877zxcccUVasBRq2JdxXYz8cwzzzT1+5spXLHtxlaMdvB0N3N06vi4Q5C2RjRjXaIYoeXAiXjC6ZWc1udUZff5fIbkYKMNc6qlWbFZWwSbYu2am0k84Xnzer2WxBOze0AjSYTH48HCwoKa+mhHPOHuhBTf0WjUkXiii299EibQGeIJhfeTTz6JZ555RrG6E4kEduzYoZKNvXv34rTTTtscNhI3ag9XbLtxKkQjKKxTyd7QqePjDkHaGtGMdYlihE1otRBPWJl0Ip5wmqbEtFmJ204Nc2LiInd/1tsWUUtzsxxAw6mQVsQTM+pRvUkExbsknkjxncvl1ARGnXiSSCQwOjqKeDyuEiUr4gmbLhkctqOH3hDcit0Pj8eD5557Dg8++KAagDMyMmKgslxwwQU444wzXLG91cIV226citEICutUJZ608/g0QsrQt7vd6Hw0Y10irYICzIl4MjAwgGAwWBPxhD0CEmtpJW47NcxJJgZWTaHrYYtwam6WTZcM/Tqzox41kkT09PSo35mZmVG2EzPiCavuxA0ODw8jkUiooUv8fmbHTn4Pq6ZLri9+t/Xa/ZidncUDDzyAhYUFdR75Ofv7+3HJJZcgkUisy3tZhSu2OxCu2HbDjcZQWKeSvaGTx8cdgrQ1ohnrUrFYVLjBdDqNubm5KvHN5C8ej6vfpei3q7JTIDoRT3ScX7uufX4HeQ20knhi1dwsB9DQfqJfZ3bUo0aSiN7eXpV8y8r3zMyMajAsl8vo6upS4jgajSIWi2F4eBjJZBJ9fX2G72dHPOH3strZk9+t0d2P1dVVPPHEEzhy5AiKxSKCwSCWlpbQ09ODnTt3Yu/evS3vJ3LFdgfCFdtuuFEdjaCwTiV7QyePjzsEaWtEM9YlrgHZdFkoFKqIJ319fUp8c0qf3pwJGMUqxZlkXW+0YU767o9ds2Kjtgin5mYSTwBr8W1HPWokiQgGg1XEEw6gmZubU/cDj8eDnp4e9PX1Kd//0NAQhoaGEAqFaiKedHV1qe9lRzyRVf1aEjD61o8ePYpcLge/349yuYxIJIIdO3agv7+/pRYSwBXbHQlXbLvhhnM0isI6FYkn7T4+7hCkrRHNWJc4Ap6ouUwmo/y+DK/Xi97eXsTjcYRCIVWZLBQKtmKVAlFWfjfaMKdisWhIQO2aFRu1RTg1xcrpjxSpVsQTK+pRI0kERXMmk0EqlTIkYJJ40tPTg2AwqIgng4ODGBkZUcQTklOsiCdSfJsRT8h7l1V9qwSsq6sLhUJBcbZXV1cxMjKCQCDQ0jHtDFdsdyBcse2GG41FvSgskhJOlejU8XGHIG2NaMa6ROGUyWSUAF9aWjKI5K6uLgQCAcX65u8WCgVHsobX6zWwrjfaMCeyzp2aQpuxRdTS3MxrniK1EeJJvUkEANV0aYYbJPOdxBOJGxwdHUUkElEWJDviiRTfdsQTnffu8XgwPz+PiYkJFAoF9Pf3Y2FhAYFAAKOjowiFQm5leyuGK7bdcGN9oh083c0cnTo+7hCkrRHNWJconIicm52dNfWNBwIBRKNRRCIRVZksl8uOZA1JPDGb8Mif7xTxRCYGTs2K9doiGLU0N5N4wtft6uqqus7sqEeNJBE+n89w7qX4NiOehMNhRTwZGRmpi3hiJ76BE8WFYDCIVCoF4ETSHw6Hkc/nAQDBYBC7d+92PdtbMVyx7YYbrYl28HQ3c3Tq+LhDkLZGNGNdojDM5XKYnZ1FKpUytRD09PQgHA4jFosp4kmlUqkaRw8Yq+ySeGI24REwDnPqBPFEimKrplA9Aa338zk1N9OOIQW3GfHEinrUSBLR3d2NpaUl5PN5Jb7ZdEl/eqVSgc/nU8l/LBZTxBPSb5yIJ6zir62tGXCD+XweqVQKlUoFlUoFo6Ojin7j9/sxNja2eSZIulF7uGLbDTfaE5VKBUtLSy3l6W7m6OTxcYcgbY1oxrpUKBSUAJuZmUE+nzclnoRCIcRiMSXciBu0q7JzKiptF07DnDpBPNF3f2q1RdQTTs3NrAjLJkr9OrOjHjWSREjiiY4bnJubU+vI6/Wq3QkST0ZGRjA4OFgT8YTWk2w2i0OHDiGdTqNUKmFwcBDBYBA9PT1IJBI488wzkUwmXc72VgtXbLvhRmeiXTzdzRqdPD7uEKStEc1Yl0qlEubn51Xlm5YDKUHMiCerq6tVzZmAscou/eFWEx47STyRQ3CsmhU9Hk9VAlpvz4VTczOJJxTTVsQTK+pRI0mEJJ6Q807rEcV3sVhUI9ZJPInH40gmkxgaGkI4HAZwsnFXHru5uTk8+eSTKBQKWFlZwfDwMIAT95NwOOxytrdquGLbDTc2RrSLp7tZo5PHxx2CtDWiGeuSJJ7MzMwgm82aEk+CwSBisRhCoRB6e3uxurqKYrHoSDzxer2GhsCNRjyRKES7xEUmoK0inshKtt/vryKeWN0D9CTCjCwDoMpCRrsKMYPkfVsRT4gbpO87Go2qxt3x8XE8/PDDSKVSyOfz6OnpQSwWQzwex9jYGC677LKaxHAz4YrtDoQrtt1wY2MGPYGt5ulu1ujk8XGHIG2NaGZUOn+XyLlMJmNKPOnt7UU0GkU4HEZfXx/W1tZQLBYdq+w+n8/QEOhEPKHnt11By4RTs2IzTaG1NDeXy2WD+KZdQ4aepMjj1EgSAZwgnmSzWczMzGBqagrZbBbpdBrz8/OK+S6JJwMDA8rvffz4cTz22GM4dOgQVldX0dfXhzPPPBOXXXYZXvjCF2JwcNC1kWy1cMW2G25snmgHT3czR6eOjzsEaWtEM9YlovCInEun01UWAlovIpEIIpEI+vv74fF4UCqVHKvs9IdbTXjkz0vx3U5rU63NivruT73EE6fmZim+rXCDdtQjmUTUSpYh8SSbzRomXc7OzircIIkn5XIZhw8fRqVSQU9PD8bGxtR5Gh4exo033ojt27fXfEwaCVdsdyBcse2GG5s3aq0uyarOqUQ86dTxcYcgbY1oxrpEy4KOG9TFWyAQQCgUQjQaVb5sNl3aVdnpD9+ow5xY+ZcJaCuaQp2amyVukP+r727ZUY9kEsF7iFMSQeIJaTfT09OqCv7cc8/h0UcfRT6fV2zt4eFhLCwsYNu2bXjLW96CCy64wK1sb7VwxbYbbmydaAdPdzNHJ49PvaQMl3iyMaOZUem1EE9YNaXvm9MNzYgn9IhLIS1JHBtpmJNsVmxlU6hTc/PKygpWV1dtxbcd9aiRJILEk8XFRfz4xz/GD37wA+X5jkajGBwcRCwWQzQaxdVXX41LL73UlNO9XuGK7Q6EK7bdcGPrho7CWlxcNH0wNMvT3azRyePjDkHaGtGMdYnEk1QqhdnZWVPiCX2/HDPf3d3tSDyRAlFWfjfSMCfZrNjKplCnptjV1VV1XHjc7YgnOvWo3iRicnIS99xzj2K7d3d3K2//wMAArr/+euzZs6eu71hvuGK7A+GKbTfcOHWiERRWO5FjnY528YbNwh2CtDWimVHpJJ7QdmJHPOGky0AgoJqFrarsfJ+uri5DQ+BGG+bEz9bKplCn5mZJPOHfczoko1biiVkSUSwWcffdd+PJJ59U57FUKqFUKuHyyy/Hm9/85pbbfVyx3YFwxbYbbpy6UQsKq9PIsU5GrcenWd6wWTRDynBj40Qz1iWugdnZWczOzjoST6LRqBLudsQT2lu8Xq+hr8FO3HbC2sTP1sqm0Fqam9l0yfNm1nRpRz2SSUQqlcKhQ4dw8OBBTE5Owuv1YnBwEDt37sR5552H3bt3IxQK1fUd6g1XbHcgXLHthhtuyGgHT3czR6eOjzsEaWtEM6PSSTwh6YJNl1J8S+JJNBpVa8COeCKFtEwOrMRtp4Y58bPJBFQPNoXKBLSeqKW5uRbxbWYd8ng8mJmZwcTEBCYnJ3HkyBHF5h4dHUU8Hsfg4KCL/tuK4YptN9xwwy4aQWGdSvaGTh0fdwjS1ohmrEtcA3NzcwbxbUU8icfjSnzbEU+kQJSVXytx26lhTk5DcABjsyIT0EaJJ1bNzSSeACfOlcfjqbrOaB0ql8s4cOAA5ufnsba2hkAggEKhAI/Hg4GBAVx00UWIx+MNHI3awxXbHQhXbLvhhhv1hI7CcqouncrEk3Yfn2ZIGW5sjGjWurS8vIx8Pq/GzHPIigxWpym+fT6fLfFETxLtiCedHObEyr+8BqyaQmUC2ijxxKq5WRJPGDw/uVwODz30EGZnZ+HxeJBIJLCysoLu7m5s27YNV155pTuufSuGK7bdcMONZqJdPN3NGp08Pu4QpK0RzViXisUi5ufnVdPl3NxcFSuaxJOBgQFlDbEinkixWivxRF/b7SaeSPFt15Mivez1RD3Ek3Q6jf379yOTyaBUKiESiSAYDCIQCGBsbAyXXnopRkZGXBvJVgtXbLvhhhvrGawutZqnu1mjk8enGVKGGxsnmrEucQ3Ipku9ok3PeDweV75nClc7scokUbKuzX6+k9amQqFgEN+taAqtVCpYWloybW6enJzEr3/9a5RKJZTLZYyNjcHv9yMQCMDn8+EFL3gBdu7cuS7f1Spcsd2BcMW2G2640cpoF093s0Ynj487BGlrRCNTDq2IJ+l0ukpUk3hC1jd92VbEE4nn6+rqMlR+N9owp1KpZEhA7RIXfr5miCdHjx7Fww8/jPn5eXR1dWFwcBDBYBCrq6sIh8O46KKLkEwm3cr2VgtXbLvhhhvtjnbwdDdzdOr4NEPKcGPjRDPWJQrDbDbrSDwh65tNl8Vi0bHK7vP5DFjLjTbMSSYGTsQTmYDWGnNzczhy5AgOHTqEXC6HWCyGSqWiiCQ7duxANBpdx29UHa7Y7kC4YtsNN9zodLSDp7uZo1PHp5NDftxYv2hmVLpOPJmZmTH1jZvhBiuVimODsCSe1DLMaSMTT3gN2DWFrqys4PDhwygWiygUCuju7kapVEIgEEBPTw927drV8uvHFdsdCFdsu+GGGxst2sHT3czRqeOjkzLMiCetGvLjxvpFs9YlSTyZnp42FckknsRiMUNF28yqZEU8MZvwCHR2mJO0hDgRT2QCyp4Lj8eDhYUFTE9PI5/PK7EdDocxNDSE/v7+llpIAFdsdyRcse2GG25s9GgXT3ezRiePjzsEaWtEM9YlSTyZmZlBLpczJZ709fUhHo8r3/PKygoKhULNxBOrCY+dHOYkh+A4EU+YgALA+Pg4MpkMvF4vVlZWEI/HsWPHDldsb9VwxbYbbrix2aJdPN3NGp08Pu4QpK0RzViXJPEklUphbm6uinji8/kQDAYRi8VUdXp1dRWFQsGxyg4YsZYbbZiTzkmXuz+rq6s4fvw4VldXEQwGsXPnTrUzFQwGsXv3btdGshXDFdtuuOHGZo928XQ3a9RTfVvv49MMKcONjRPNWJck8SSVSiGbzVYRT7xeLwKBgCKeBINBrK2tORJP6C2XVJGNNsxJohDHx8dx7NgxdQ2Mjo6qBKKrqwvbtm1zJ0huxXDFthtuuLEVQ/cWt4Knu5nDrvrGaMXxcYcgbY1oxrokiSepVAqZTMaUeNLb24tIJIJIJGJgeDvh+Xw+HyqViuWER6Azw5w8Hg+mp6dx9OhRLC8vo1gsYnR01PD5RkdHMTQ05KL/tlq4YtsNN9w4FaJWnq70Fp9KxBNZfWsVb9gsmiFluLFxohnrkiSepFIppNNpR+IJxbcT8YToQGItOz3MKZPJKBsJAITDYeTzeQBuZbvmePzxx3HbbbfhkUceQaVSwVlnnYW3v/3tuP7662v6/X/7t3/Dhz70Ict///KXv4xLL710Xd/XFdtuuOHGqRi18nR1e8OpEq3mDVuFOwRpa0Sz1q7l5WXkcjnVdGkmklmdpu+bzYZ2xBPpLe/EMKeVlRUcPHgQS0tLAIxi2/Vs1xD3338/fvu3fxvd3d14zWteg76+Ptx9990YHx/HBz/4Qbzzne90fA2K7auuugrnnHNO1b/feOON2LZt27q+ryu23XDDDTdq3xaX4tslnjTOG64n3CFIWyOaGZVeLBaRz+dV5duKeELxHQqF4PP5sLq6WtWcCRjxfEwS2ddQyzCnRoknHo8H8/PzmJiYQKFQQH9/PxYWFhAIBDA6OopQKOTSSKyiUqnguuuuw9TUFG6//XYllOfn53HzzTdjfHwc3//+9zE2Nmb7OhTbH//4x3HTTTe15X1dse2GG264UR218nR1b/GpYm9oljfcTLhDkLZGNDMqncSTVCqF2dlZR+JJOBxGT0+PI/GE70PcYCuGOdH+ks/nEQgEUCgUEA6H4fP5Wi60gdrE9obcJ7r//vtx9OhR3HTTTYaKdCgUwu/93u/h1ltvxR133IFbbrllS7yvG2644cZWj66uLoRCIYRCIQDVRI+FhQWsrKxgfn4e8/PzADqPHGtn1Hp8KIiBat5wo8enu7sb3d3dSjSYkTJKpRIymQwymQyAU3sI0kaN7u5uxONx5VE2sy5ZnUeunz179mDPnj2qIZIj5rPZLJaWlpDP55VNQxJPIpGIEu4kniwtLSl7B3Cyyh6LxeD1eg19Dfysi4uL6uf1te1kbVpbW1N/NlpsSLH9wAMPAACuuOKKqn/j3/3qV7+q+fWeeuopzM3NoVKpYNu2bbj88stNM5H1fl833HDDDTfMw+PxKLHGMCN68L9TqRQAVHmLt6q9odbjQ0HD47MexBOfz6eoFYC55aVcLmNubg5zc3MATu0hSBs1/H4/otEootEogPrOI9fP7t27ccYZZ6iGyEwmg9nZWUU84Xo8duyYgXgSi8UQCATQ1dWliCeFQgGFQgGzs7MATjZQj4yMwOfzGZKDUqmE5eVlLC8vY2ZmBoD5MCcrG8ns7GzbbCS1xIYU24cPHwYA7Ny5s+rfBgcHEQwGceTIkZpf75//+Z8N/x0IBPAHf/AHeNe73rXu7xuJRDqy7VnLNoYbbrjhxkYO/T7GQRsLCwuGgS6yOifF5Va3NzRyfChQmj0+iURC/X+SMubn59X7025A8UVLUH9/vxJIp4olaCOHfh6lfUieR/43z2MoFEI8Hsf27dsV8WRxcRGZTAapVAozMzOYn59HqVRS1W+Px6OIJwMDA8qXXalUVMWbYh84kRyEw2GMjo6iu7vbsJPDhuJSqYRSqYRsNovu7m709PQglUqhq6tL8bX5v/l8HkNDQxtiwuqGFNvcIuN2mh79/f1qm9Eutm3bho985CO44oorMDw8jFwuh/vuuw+f/vSn8alPfQq9vb1461vfuq7vm8vlHD/Xeofr2XbDDTe2anR1dSEcDiMcDhsqX6QpsMmLQeTYqUI8cTo+AFRlEFhfIkwgEEAgEMDAwIApKYMiCji1hyBt9JDn0WxYk9l5lLsnu3fvxumnn66IJ7Ozs0p8s8p88OBBACeJJxTfOvEknU6r9yLBpK+vDwMDAwasJX+e13+lUkGxWMTY2Jjypfv9fmVzaWVsWs/2esUll1yCSy65RP13IBDA61//epx33nl4wxvegM9+9rN4y1ve4iKO3HDDDTc2Qdhti7P6JStfgPGBvdWJJ7Ucn3K5jGw2u67Hh976YDCo/s6MlEHLC8X/qTwEaSPGeliXEokERkZGAEAlwzMzM0in05ibm0OhUECxWFSimslfPB5Xa4D9CpVKBblcThUxWWUPh8MYGhoCABw7dgzT09OYmZlBuVxWlJO5uTkkEgmsrKzA4/F03EqyIVUmtwCsqsgLCwvKS9ZInHnmmbjooovwi1/8AgcPHsSePXva8r5uuOGGG26sX3i9XlXVBYxEDw50sXpgnwrEk04eH1ZLaVswI2WYeXjXe8iPG81Fb28vent71XmUTY20jVh5sfv6+hCJRJBMJgGcXAMzMzOq6bJQKJgmfxTfgUBAMcYrlUpVA3WxWES5XEY0GsXq6ip6e3vV9FZaWTottIENKrZ37doFADhy5Aj27t1r+LeZmRksLS3hggsuaOo9WPaXgwXa8b5uuOGGG260JuyIHhR6LvGkM8dnPUgZW90StBmip6cHPT09pueR1qVSqYR0Ol1VvWbyZkU8yWQyyorC5M/r9aK3txfxeByhUEhNoiwUCiiXyygWi5ifn8f09DSWl5cRjUYVQjAUCm2Ya3lDiu2LL74Yn//853HvvffiNa95jeHf7r33XvUzjcbKygr2798PABgdHW3b+7rhhhtuuNG+kNvirK7p0xSdiCf9/f1b1mrYyeOzHqSMrWwJ2iyxHtYlEk/4uySezM7OqpH17Knr6upCIBBALBZDJBJBX18fYrEYJiYmkE6nsby8rKZfMjnbCNXtDTvU5tprr8X09LTlcJm77rpLTX9MpVKYn59HMpk0NDfu37+/qkK9srKCv/7rv8Y//uM/4tJLL8WXv/zlht/XLNyhNm644YYbmye4Lc4HutkUPjZ1UehtBLpBu4LEE4lk06MVx6eTQ37cWL8wsy7VOsyKDZFzc3PKekLfOCObzeL555+H1+tFT08PhoeH0dXVpbzbV1xxha1mW4/YtBMkgfrGpnPYjD4pklsVe/bswdDQEHK5HB544AEcPnwYw8PD+MpXvoLt27c3/L5m4YptN9xww43NG1ZEDxmSeNLf36+2tk+F6NTx0Yf8kJQhY72G/LjRurCyLsmwsi7Ruy2JJ8899xwefPBBtQ4HBweRTCbh8XgQCoVwzTXX4IwzzmhpZXtT00guu+wy/Mu//As+85nP4M4770SlUsFZZ52FD3zgA7j++utreo13vvOdePTRR/GLX/wCuVwOfr8fO3bswO///u/jHe94h2mz43q8rxtuuOGGG5sz9G1xMoH1aYpWxBNOU9yq9gaz42PmvV7v49PJIT9urF+sh3VpcHAQIyMj8Hg8GB0dRaFQwK9//WvkcjlUKhWk02kEg0Ekk8kNs9OxYSvbmzXcyrYbbrjhxtYNOQiE3mJ9W5xb2HKa4kZ56Lc6OGmQYsnJNrCex8eMlKGHJGW4xJONGfVYu5aWlvDzn/8cc3NzKJVK8Pl8qFQq6O7uRiKRwLXXXqtEfatiU9tINmu4YtsNN9xw49QJbotLgWm1LS69xaeKvUEOInE6PutNhKnF8rKeQ37caE3Yncf5+Xk8+eSTmJiYgMfjQTwex9raGrq7u3HGGWfg4osvbvmEbVdsdyBcse2GG264ceoGfaVSXMqGLobuLd6qxBM96jk+ctrkehwfM1KGLoFOpSFImzXkeTx27BiOHz+OdDqNXC6nxsrH43EMDw9jeHgYg4ODHfdsu2J7ncMV22644YYbbsiolegh7Q2nEvGkUCgYvNd2tgEmJ+tNPKmXlOHGxohMJoPx8XEUi0XkcjklfDkMZ2RkZEOMa3fF9jqHK7bdcMMNN9ywi1KpZBB5VkQPaW84lYgntR4faTtZb+JJvaQMNzoTKysrOHjwIJaWltTE1Hw+j5WVFQSDQezevbvl58cV2x0IV2y74YYbbrhRT5gRPczsDbq3+FSxN9R6fPRpk+txfMxIGXqcKkOQNmJ4PB7Mz89jYmIChUIB/f39WFhYQCAQwOjoKEKhUMsH2rhiuwPhim033HDDDTeaCZ3osbi4WCUYOE1R/jlVxDc9u07HR29KXY/j4w5B2njh8XhQqVSQy+UQCARQKBQQiUTg8/naMjnSFdsdCFdsu+GGG264sZ5RC9GD0xQlUu9U8RbXQzyRIng9jo87BGljRSf0kCu2OxCu2HbDDTfccKOVoRM9FhYWLKcpSmvFqWJv6OTxYdVdDkGyI55s9SFI7Q5XbJ8i4YptN9xwww032h21ED04TdElnrSPCFPLEKRWDfk5FcMV26dIuGLbDTfccMONTockeszPz6NYLFb9jEs8af/xqWcIkks8qT9csX2KhCu23XDDDTfc2GghiR4c6KKH3+83NFyeSvYGHh9p/9CjVcdneXnZIL7bNeRnK4Yrtk+RcMW2G2644YYbGz0k0YMDXeyIJ7Q3nCriW04ppP2jXUSYWocgrfeQn60Qrtg+RcIV22644YYbbmy2WF1dNQx0WVpacoknInh8ZAXazHvdiuNTLpcN4rtdQ342Y7hi+xQJV2y74YYbbrix2UMSPSj07IgeoVAIwWDwlLE38PhI8d0u4kknh/xs9HDF9ikSrth2ww033HBjKwaJHhR5/1979x4U1Xm/AfxZWJZl2RXkohRETWgWxQgSwbu/BiEa1FjteIkZlXiJJDOaqSMdTWe06WTSpDXWeklHI2osGVPpVGJFGo0XRGwUU1AJiLHxgkElchFYYdkL5/eHc072sNxhYYHnM8NEznnPZY/O5OHle75vSx1PxJDn5ubWA3faM4xGoyx8t9YRRqvVdsnzabwIUlMdTxy1yI+zYdjuJxi2iYioPxA7eogvXbbU0UMMee7u7j1wpz3DZDLJyj9a63ii1Wq75Pl0ZJGfvtLxhGG7n2DYJiKi/qg9HT1syxv6C9vVJtvS8URc8Kaz2rrIT+PfSvTGkiCG7X6CYZuIiKh9HT3EgMeOJ93TEaanFvlxNIbtfoJhm4iIyF57OnrYljf0p44njcs/Wup4Ij6jrng+fWURJIbtfoJhm4iIqHXt6ehhW97QF2qL20JcbdI2fLfWEaarnk/jRZCMRmOTHU9sw7czdDxh2O4nGLaJiIg6xra2mB1P7DWuvW5qtUlHPJ/2LoLUUx1PGLb7CYZtIiKirtHWjh62tcX9qeNJfX29LAR3V0cY244nzrQIEsN2P8GwTURE5Bht7ejRuLyhv2hPx5Ou7AjT3kWQHNXxhGG7n2DYJiIi6h5t6eghrqYofrHjSfd0hGnPIkhdtcgPw3Y/wbBNRETUM9ra0aNxbTE7nvzEUR1h2rMIUkcX+WHY7icYtomIiJxD444eBoOh2dUUbWd3+2PHE3EGurueT3sWQWppkR+FQgGLxYKqqiqo1WoYjUZ4eXlBqVTazeI7AsN2D2DYJiIicl5t6ejRuLa4P3Y8EcN3dz2fjizy4+npCYPBgPv378NoNEKr1cJgMECtViMwMBA6nc7hgZthuwcwbBMREfUeth09ampqml1N0ba8oTespthVxOcjln+09ny6quNJWxZBEgQB5eXlAACNRoOAgABUV1dL34eEhDj8txQM2z2AYZuIiKj3su3oIS7o0phKpZLNsDrjaoqO0t7n09UdT2zDd0VFBUpLS6XZ6+DgYOlaLi4uGDJkCHx8fDp97Za0JWx3bc8VIiIiol7Mzc0N3t7e8Pb2BiAvbzAYDKirq4PJZILJZJImumw7noi1xX2140lzz8e29rql59PRjidi7bhGo5G+Ly4uRkNDA+rq6lBfXy+bUW9oaIDFYoFCoeiW2u2WMGwTERERNcPV1RUDBgzAgAEDAMg7eogLuogv6FVVVQGQdzzRarXQaDR9tuNJc8/Htva6pefT0Y4ngiDA09MTPj4+UnnJgAEDpDISFxeXbntJsjUM20RERERt5OLiAp1OB51OB6D5jh41NTWoqakB0L86njT3fGzLP7rq+Xh5eaGsrAy1tbVwdXWVvqxWK9RqNby8vBz6WduKNdtdjDXbRERE/Vt7OnqIS8139WqKzqxx7XVrHU+0Wm2Tz0ehUMBgMKC0tBSVlZVwc3OD2WzGwIEDMXjwYGi1WqfoRtJ//maJiIiIuoGHhwc8PDzg5+cHoOmOHnV1dairq0NZWRmAnzp6iDO7fbnjifh8/P39ATx9PmL4bu35NNURpr6+HkajEWazGVartckFc3oSZ7a7GGe2iYiIqCXt6eghBsz+1vHENnw393zUajUePXoEhUIBlUolq9lm678+jGGbiIiI2sNisaC2tlbW0aNxPBM7eojhuy93PGlMXG1SDODi86murpZa/7m6uiIkJEQ6hq3/iIiIiAjA0yDd3o4erq6u0Gg0Uvjuyx1PlEolvLy8pBcexedz584dVFVVwWg0wmq1ora2VmoNyNZ/bXTt2jXs3LkTeXl5sFgs0Ov1eP311zFz5sxWjxUEAVlZWThz5gxyc3Nx//59WCwWDBs2DDNnzsTy5cubXOEoNDS02XPOmzcPH374Yac+ExEREVFLOtPRw3Ylx77e8SQoKAiCIMBqtcJsNsPX11d6Hmz91wYXL17EqlWroFKpMGvWLHh6euLkyZNYt24dHj58iBUrVrR4vMlkwurVq6FSqTBu3DhMmTIFJpMJ2dnZ2LZtG06dOoWUlJQmVzUKCgrCvHnz7LaPHDmyyz4fERERUVsoFAopQAM/raYoBm+xo4f4Z5GHh4fspcu+1vHEtvWfSqWSldWw9V8rLBYL4uPj8fDhQ6Smpkoht6amBvPnz0dJSQlOnDiBoKCgZs9hNpuRnJyM1157TfawzWYz1q5di7Nnz+I3v/kNVq1aJTsuNDQU48aNQ0pKSofunTXbRERE1N2a6ujRmLu7u9RqsC90PFEoFKipqcH9+/dhNBqh1WphMBigVqsRGBgInU7nFK3/nLK45+LFiyguLsbs2bNls8k6nQ5vvvkmzGYz0tLSWjyHm5sb3nrrLbufatzc3JCYmAgAuHz5ctffPBEREVE3c3d3h6+vL4YOHYqwsDCEhYVh2LBh8PPzkzqZ1NfXo6ysDHfv3kVhYSEKCwtRXFyM8vLyJjt+ODtBEKDT6RASEoIhQ4YgICAAQ4YMQUhISLcE7bZyyt8n5OTkAACmTJlit0/c1pmgLP4apblapurqahw+fBiVlZXw8vLCCy+80GItNxEREZEzUalUUKlU0sxrUx09TCYTKioqUFFRAeBpPrKt+e4NHU/ETiQ+Pj6y3/Q7S9AGnDRs37lzBwAwbNgwu33+/v7QaDS4e/duh8//z3/+EwAwefLkJvcXFRVh8+bNsm1Tp07FH//4R/j6+nb4ukREREQ9oamOHrYvXD558gQWiwWPHz/G48ePATydlBSDt/jl7OHbGTll2DYYDAAgvYXbmFarld42ba9z587h8OHDCAkJwYIFC+z2r1ixAtOnT8fw4cPh5uaGmzdv4q9//SuysrKQmJiIw4cPt/h2r5eXV4+03mlLzRARERGRyHYCURAE2UI7BoMBVqsVAKQw7uLiIltCXavVOl27QWfMQ04Zth3l2rVrWLduHXQ6HbZv397kiwEbNmyQfR8ZGYk9e/YgISEBOTk5OH36NKZPn97sNcT+l92JL0gSERFRV3B3d4e7uzt8fHxkHU8MBoM08y1SKBTw8PCQLbbTkx1PeiIP9dpFbbRaLQA0O3ttMBja3c4lPz8fK1euhIuLC5KTk/Hcc8+1+VgXFxcsWLAAOTk5yM3NbTFsExEREfV2Yt9ujUYDf39/AIDRaJSFb5PJhNraWtTW1uLRo0cAnrbcs6377u0dT7qCU4bt4cOHAwDu3r2L559/Xrbv0aNHqK2tRXh4eJvPl5+fjxUrVqChoQH79+9v17Ei8SeX2tradh9LRERE1Nup1Wqo1Wqp/MRkMknhu6amBvX19TAajTAajSgrKwPw9EVNMXxrtdomFxTs65wybEdHR2PPnj3Izs7GrFmzZPuys7OlMW0hBm2r1Yp9+/YhIiKiQ/d09epVAMCQIUM6dDwRERFRX9JSxxODwdBkxxM3Nzdp1lur1UKtVvf5ly6dMmxPnDgRwcHBSE9Px7Jly2SL2uzevRtubm6YO3euNP7HH39ETU0NBg0aJHup8ttvv8WKFStgsViQnJyMyMjIFq9748YNPPvss3Bzc5Ntz83NRXJyMtzc3PDyyy933QclIiIi6iMadzyxWq2yspPa2lqYzeZmO55otVpoNJo+F76dcgVJoPnl2ktKSrBhwwbZcu0bN25EWloaPvjgA/zqV78CADx+/BjTp09HVVUVpk6d2uSMtk6nw+uvvy47T2ZmJsaOHYuf/exnUCqVuHnzJi5cuACFQoHNmzdj8eLFLd43V5AkIiIistfQ0IDa2lpZ+BY7nohcXFyg0WhkL1221PFEoVDAYrGgqqoKarUaRqMRXl5eUCqV3dJru9e+IAkAEyZMwKFDh7Bjxw5kZGTAYrFAr9cjKSkJM2fObPV4g8EgdQY5f/48zp8/bzcmKChIFrZjY2NRXV2NoqIi/Oc//4HZbIafnx9mzZqFhISEDtV6ExEREdHTIC22DBw8eDAEQZA6nog9vy0Wi1SGUlpaKut4otPpoNFopI4nzS3XXlZW1m3LtbeF085s91ac2SYiIiLqGLHjiRi+TSaT3Rix44mHhwdKS0ulMQMGDEB1dTUAQKPRICQkpMW1UbpCr57ZJiIiIqL+pbmOJ+Jst23Hk+rqapSWlkKpVMLDwwNqtVo6j9FoRFVVFXx8fHrqo0gYtomIiIjIKbXU8aSurg6CIMBsNsNsNqOsrExaq6WhoQEWiwUKhaLHS0kYtomIiIioV7DteCLOZtfW1qK+vh5+fn4wGo0AntaHd9dLkq1h2CYiIiKiXsfLywuenp5QKBTSapVi2Far1e1ebdxRmu+lQkRERETkpJRKJQIDA6HRaKT2gGLrwMDAQKlrSU9zjrsgIiIiImoHQRCg0+kQEhLSY32224Jhm4iIiIh6JUEQ4OrqCh8fH1krZGcJ2gDLSIiIiIiIHIZhm4iIiIjIQRi2iYiIiIgchGGbiIiIiMhBGLaJiIiIiByEYZuIiIiIyEEYtomIiIiIHIRhm4iIiIjIQRi2iYiIiIgchGGbiIiIiMhBGLaJiIiIiByEYZuIiIiIyEEYtomIiIiIHEQhCILQ0zdBRERERNQXcWabiIiIiMhBGLaJiIiIiByEYZuIiIiIyEEYtomIiIiIHIRhm4iIiIiczrRp0zBt2rSevo1OU/b0DTiLH374AbGxsXbbPTw8EBwcjBkzZmD58uXw9PTsgbvrO5YuXYqcnBzcuHGjp2+FiIiIullzecvW5cuXMWDAgG66I8dj2G5k6NChmDNnDgBAEARUVFQgKysLO3fuxPnz53Ho0CG4urr28F0SERER9V62easxd3f3br4bx2LYbmTo0KFYu3atbJvJZMKiRYtw5coV5OTkYOLEiT10d0RERES9X1N5q69i2G4DlUqF8ePHo7CwEJWVldL2ixcv4ujRo8jNzcWPP/4IAHjmmWewaNEiLFq0yO48BQUF2LNnD65du4aysjJotVoEBQUhLi4Ob731lmxseXk59uzZg7Nnz+LBgwfw9PTEuHHjsHbtWuj1etlYsZ7p6NGj+Oijj3D69GkYDAaMGjUKv/3tbzFq1CiUlpZiy5YtuHDhAp48eYKoqChs3rwZw4cPt7vPe/fuYffu3bhw4QLKysrg7e2NKVOmYO3atQgKCpKNDQ0Nxbhx47Bt2zZs2bIFmZmZqKurw4gRI7B+/XqMHz9eNrapP8+bNw8ffvhha38NRERERKitrUVycjIyMjJQUlICDw8PjBkzBomJiRg7dmynxu/cuRO7du3C3/72N5SUlCAlJQW3bt1CeHg4UlJSOnS/DNttYDKZkJOTA4VCgZEjR0rb9+7di+LiYkRERCAgIADV1dXIzs7G5s2bcfv2bWzcuFEae/36dbz66qtwdXVFbGwsAgMDUV1dje+//x6pqamysF1cXIylS5fi4cOHmDJlCuLi4lBeXo6TJ08iOzsbn376KSIiIuzucfny5aivr0d8fDzKy8vx73//G8uXL8fnn3+OVatWwd/fH3PmzMHdu3dx9uxZJCYmIiMjQ1YWc/XqVaxcuRJ1dXV48cUXMWzYMJSUlODYsWPIysrC4cOHERwcLLt2dXU1XnvtNWi1Wvzyl7+Urr1y5UocOXJE+uFgzZo1SEtLQ0lJCdasWSMdb/tMiYiIiJpTX1+PhIQEXLt2DaNGjUJCQgLKy8uRkZGB7OxsbN26FfHx8R0eL9q3bx8uXbqE2NhYTJ48uXMlxAIJgiAI9+7dE/R6vRAXFyfs2LFD2LFjh7B9+3bh3XffFeLi4oTRo0cLycnJsmOKi4vtzmM2m4Xly5cLI0eOFEpKSqTtH3zwgaDX64WvvvrK7piKigrZ94sWLRJGjhwpZGVlybbfunVLiIyMFGbPni3bHhMTI+j1euHtt98WzGaztP2TTz4R9Hq9EBUVJfzhD38QGhoapH2/+93vBL1eL5w4cULaZjKZhJiYGCEyMlIoKCiQXePy5cvCyJEjhcTERNl2vV4v6PV64d133xWsVqu0PTU1VdDr9cKmTZtk45csWSLo9Xq7Z0BERER9X1N5y/YrLy9PGhsTEyPExMTIjt+5c6eg1+uF9evXy3JNQUGBMGrUKCEqKkqoqanp8PgdO3YIer1eGDNmjFBUVNQln5mt/xopLi7Grl27sGvXLnz88cc4dOgQiouLMWnSJEyaNEk2tvEMLwAolUq8+uqrsFqtuHTpkt1+tVptt23gwIHSnwsLC5GXl4e5c+di6tSpsnHPPPMMFi5ciO+++w7fffed3Xk2bNgApfKnX1bMnj0bAGCxWPDrX/8aCoXCbl9RUZG0LTMzEyUlJVi5ciXCwsJk546KikJsbCzOnTsHg8Eg26fRaJCUlAQXl5/+Oc2bNw9KpRLffvut3X0SERFR/2abt2y/rly50uJxX3zxBdzc3JCUlCTLNWFhYZg3bx6qq6tx6tSpDo8XLVy4UFby2hksI2lkypQp2Ldvn/R9ZWUlcnNz8f7772Px4sU4ePCgVMJhMBiwf/9+nDp1Cvfu3UNtba3sXGIdNwDEx8fj4MGDWLNmDeLj4zF58mRER0dj8ODBsmPEf2Tl5eXYuXOn3f3dunVL+q9t7baXlxcCAwNlY/39/QEAw4cPh4eHR5P7bO9RvPbt27ebvPajR4/Q0NCA27dvY/To0dL24cOH27VEVCqV8PX1RXV1td15iIiIqH9rnLfawmAw4N69ewgJCUFAQIDd/vHjxyM1NVWaSGzveFvh4eHtureWMGy3YuDAgYiNjYWHhweWL1+Ov/zlLzhw4ABMJhOWLVuGgoIChIWFYc6cOfD29oZSqURJSQnS0tJgMpmk80RERCAlJQW7d+9Geno6jhw5AgAYPXo0kpKSMGHCBABAVVUVgKezzJmZmc3eV11dnex7rVZrN0ac5W5qn1h7ZLFYpG3itY8dO9biM2nLtcXrNzQ0tHguIiIiorYQf7Pu6+vb5H5xIlEc197xtpo7piMYtttI/AknPz8fAHD69GkUFBRg/vz5eP/992Vjjx8/jrS0NLtzREVFITk5GUajEVevXsXZs2dx6NAhJCYmIj09HcHBwVJw3bRpE5YsWeLgTyUnXnv37t2IiYnp1msTERERtUTMKeXl5U3uLysrk41r73hbtiUnncWa7TYSyyHEmdp79+4BQJOrIH3zzTctnkutVmP8+PHYuHEjEhMTYTQaceHCBQCQSlTy8vK67N7bSvyBorV6qc4Q67qtVqvDrkFERER9j1arRXBwMIqLi1FaWmq3X3xXbsSIER0a7ygM22104MABAEB0dDQASPXR//3vf2XjcnJy8I9//MPu+Ly8PNTX19ttF3/aEldLCg8PR0REBI4fP46MjAy78Q0NDcjJyenEJ2leXFwcAgMDceDAAVy+fNluv9lsbvUHidZ4eXkBAB48eNCp8xAREVH/M3fuXJjNZmzduhWCIEjbi4qKkJaWBp1Oh7i4uA6PdwSWkTRSXFwsezmwqqoKubm5KCgogJeXF5KSkgAAMTExCAoKQnJyMm7evInnnnsOt2/fRmZmJuLi4nDixAnZeffu3YtLly4hOjoaQ4YMgUqlQmFhIb7++msEBwfjpZdeksZu3boVCQkJWLduHQ4ePIiwsDCo1Wrcv38fV65cQUVFhVTO0pVUKhW2b9+ON954A0uWLMGECROg1+uhUChw//59fPPNN/D29saXX37Z4WtMmDABJ06cwNtvv42pU6fC3d0dI0aMkBbmISIiImrOG2+8gXPnzuHo0aP4/vvvMXHiRGl9D6vVivfee09WFtLe8Y7AsN2I2IpGpFKpEBAQgMWLF2P16tXSjLanpycOHjyILVu24PLly8jJycHPf/5zfPTRR/D19bUL24sXL4ZOp8PVq1eRk5MDQRAQGBiIN998EwkJCbK/6ODgYKSlpeHAgQM4ffo0jhw5AhcXFwwaNAhRUVF4+eWXHfb5w8PD8a9//QvJycnIyspCbm4uVCoVBg8ejLi4OMyaNatT51+4cCFKSkqQkZGB5ORkWCwWzJs3j2GbiIiIWuXu7o6DBw9i7969yMjIwKeffgoPDw9ER0cjMTERUVFRnRrvCArBdk6diIiIiIi6DGu2iYiIiIgchGGbiIiIiMhBGLaJiIiIiByEYZuIiIiIyEEYtomIiIiIHIRhm4iIiIjIQRi2iYiIiIgchGGbiIiIiMhBGLaJiIiIiByEYZuIqA8LDQ1FaGhoT99Gp2zcuBGhoaG4dOlST98KEVG7MWwTERERETkIwzYRERERkYMwbBMREREROQjDNhERSerq6rBnzx7MnTsXkZGRiIyMxMKFC5GWliYbV15ejrCwMEyZMgUNDQ1NnuvMmTMIDQ3FmjVrZNsFQUB6ejqWLVuG6OhojB49GvHx8di5cyfq6uoc9tmIiHoCwzYREQF4GqAXLVqEP//5zygrK0N0dDSioqJw69YtbNy4Ee+995401tfXF5MmTcKjR4+afXHx2LFjAIA5c+ZI2xoaGpCUlIT169cjPz8fI0aMwC9+8QvU1dVh165dWLZsGYxGo2M/KBFRN2LYJiIiAMA777yDGzduYNmyZThz5gw++eQT7N27F19++SWef/55fPbZZ8jKypLGv/LKKwB+CtW2DAYDzpw5A51OhxdffFHavn//fqSnp2PcuHE4efIkUlJSsGvXLpw8eRLz58/HtWvXsGvXLod/ViKi7sKwTUREuH79Os6dO4fRo0fjnXfegUqlkvb5+flJs9qff/65tP2ll16CRqPByZMnYTKZZOc7deoUjEYjZsyYIZ3LYrEgOTkZGo0G27Ztg7+/vzRepVJh06ZN8Pf3R2pqarOlKUREvQ3DNhERITs7GwAQFxcHFxf7/zWEhYVBo9EgPz9f2qbRaDBt2jTU1NQgMzNTNr6pEpLCwkJUVlYiMjISfn5+dtdQq9UYNWoUqqqqcOfOnS74VEREPU/Z0zdAREQ9r6SkBACwbds2bNu2rdlxjWew58yZg/T0dBw7dgzTp08HAJSVleHrr79GQEAAoqOjpbE//PADAODChQutLrRTWVnZoc9BRORsGLaJiEgq2xg7diyGDh3a5uMmT54MHx8fZGZmoqamBjqdDsePH4fVasWsWbNks+SCIAAAhg0bhhdeeKHF83p7e7f/QxAROSGGbSIiQkBAAICnZSQrVqxo83FKpRIzZ87EZ599hhMnTmD+/PlNlpAAwODBgwEAzz77LD788MMuunMiIufGmm0iIsLkyZMBAF999VW7jxW7kqSnp+POnTvIz8+HXq/HiBEjZOPCw8Oh0+mQk5ODx48fd/qeiYh6A4ZtIiJCREQEJk+ejNzcXPz+97+HwWCwG1NUVCRr/ScaM2YMhg4dikuXLmH//v0AfgrgtlQqFVatWoUnT55g7dq1uHfvnt2Y0tJSfPHFF53/QEREToJlJERE/cDChQub3bdgwQIsWLAAW7ZswapVq3Do0CGkp6djxIgRGDRoEAwGA27cuIEHDx5g2bJl+L//+z+7c7zyyiv4+OOPcfjwYSgUCsyePbvJa61evRq3bt3C0aNHER8fj7CwMAwZMgRmsxm3b9/G//73P4SGhmLu3Lld9dGJiHoUwzYRUT9w9erVZvdNnToVwNNVIf/+978jNTUVx48fx/Xr15GXlwc/Pz8EBwdj6dKlmDVrVpPnEMM2AERFRSEwMLDJcS4uLvjTn/6EGTNmIDU1Ffn5+SgsLMSAAQMQEBCAlStXYubMmZ38tEREzkMhiK+HExERERFRl2LNNhERERGRgzBsExERERE5CMM2EREREZGDMGwTERERETkIwzYRERERkYMwbBMREREROQjDNhERERGRgzBsExERERE5CMM2EREREZGDMGwTERERETkIwzYRERERkYMwbBMREREROcj/A+TbISFlW09kAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xvals = xr.DataArray([0, 1], dims=\"Level\", coords={\"Level\": [\"Basement\", \"Floor\"]})\n", "post = varying_intercept_trace.posterior # alias for readability\n", "theta = (\n", " (post.alpha + post.beta * xvals).mean(dim=(\"chain\", \"draw\")).to_dataset(name=\"Mean log radon\")\n", ")\n", "\n", "_, ax = plt.subplots()\n", "theta.plot.scatter(x=\"Level\", y=\"Mean log radon\", alpha=0.2, color=\"k\", ax=ax) # scatter\n", "ax.plot(xvals, theta[\"Mean log radon\"].T, \"k-\", alpha=0.2)\n", "# add lines too\n", "ax.set_title(\"MEAN LOG RADON BY COUNTY\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is easy to show that the partial pooling model provides more objectively reasonable estimates than either the pooled or unpooled models, at least for counties with small sample sizes." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sample_counties = (\n", " \"LAC QUI PARLE\",\n", " \"AITKIN\",\n", " \"KOOCHICHING\",\n", " \"DOUGLAS\",\n", " \"CLAY\",\n", " \"STEARNS\",\n", " \"RAMSEY\",\n", " \"ST LOUIS\",\n", ")\n", "\n", "fig, axes = plt.subplots(2, 4, figsize=(12, 6), sharey=True, sharex=True)\n", "axes = axes.ravel()\n", "m = unpooled_means[\"beta\"]\n", "for i, c in enumerate(sample_counties):\n", " y = srrs_mn.log_radon[srrs_mn.county == c]\n", " x = srrs_mn.floor[srrs_mn.county == c]\n", " axes[i].scatter(x + np.random.randn(len(x)) * 0.01, y, alpha=0.4)\n", "\n", " # No pooling model\n", " b = unpooled_means[\"alpha\"].sel(county=c)\n", "\n", " # Plot both models and data\n", " xvals = xr.DataArray(np.linspace(0, 1))\n", " axes[i].plot(xvals, m.values * xvals + b.values)\n", " axes[i].plot(xvals, post_mean[\"beta\"] * xvals + post_mean[\"alpha\"], \"r--\")\n", "\n", " varying_intercept_trace.posterior.sel(county=c).beta\n", " post = varying_intercept_trace.posterior.sel(county=c).mean(dim=(\"chain\", \"draw\"))\n", " theta = post.alpha.values + post.beta.values * xvals\n", " axes[i].plot(xvals, theta, \"k:\")\n", " axes[i].set_xticks([0, 1])\n", " axes[i].set_xticklabels([\"basement\", \"floor\"])\n", " axes[i].set_ylim(-1, 3)\n", " axes[i].set_title(c)\n", " if not i % 2:\n", " axes[i].set_ylabel(\"log radon level\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Varying intercept and slope model\n", "\n", "The most general model allows both the intercept and slope to vary by county:\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta_{j[i]} x_{i} + \\epsilon_i$$" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as varying_intercept_slope:\n", " floor_idx = pm.MutableData(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.MutableData(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10.0)\n", " sigma_a = pm.Exponential(\"sigma_a\", 1)\n", "\n", " mu_b = pm.Normal(\"mu_b\", mu=0.0, sigma=10.0)\n", " sigma_b = pm.Exponential(\"sigma_b\", 1)\n", "\n", " # Random intercepts\n", " alpha = pm.Normal(\"alpha\", mu=mu_a, sigma=sigma_a, dims=\"county\")\n", " # Random slopes\n", " beta = pm.Normal(\"beta\", mu=mu_b, sigma=sigma_b, dims=\"county\")\n", "\n", " # Model error\n", " sigma_y = pm.Exponential(\"sigma_y\", 1)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta[county_idx] * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "floor_idx\n", "\n", "floor_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_b\n", "\n", "sigma_b\n", "~\n", "Exponential\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "sigma_b->beta\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "mu_b\n", "\n", "mu_b\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_b->beta\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(varying_intercept_slope)" ] }, { "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 (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, mu_b, sigma_b, alpha, beta, sigma_y]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [12000/12000 00:37<00:00 Sampling 4 chains, 7 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 38 seconds.\n" ] } ], "source": [ "with varying_intercept_slope:\n", " varying_intercept_slope_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the trace of this model includes divergences, which can be problematic depending on where and how frequently they occur. These can occur is some hierararchical models, and they can be avoided by using the **non-centered parametrization**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Non-centered Parameterization\n", "\n", "The partial pooling models specified above uses a **centered** parameterization of the slope random effect. That is, the individual county effects are distributed around a county mean, with a spread controlled by the hierarchical standard deviation parameter. As the preceding plot reveals, this constraint serves to **shrink** county estimates toward the overall mean, to a degree proportional to the county sample size. This is exactly what we want, and the model appears to fit well--the Gelman-Rubin statistics are exactly 1.\n", "\n", "But, on closer inspection, there are signs of trouble. Specifically, let's look at the trace of the random effects, and their corresponding standard deviation:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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Ft+mJduH9m9xIao86wPGmWC9HbNdzgaQfOj/yWscDD0rJlm3TNNHd3V1wv+7ubmzfvr3U0xBNiu5FsW1AMy4jCKKJIbHd/HjFtnT7i0RzvweAZ5/TK6Fy3RaI8tENcEIhJmaXi6wP9d2u5wJJ/53cf0ajrCqz55WgZMv2jBkz8NFHHxXc76OPPqIFkoch8kUJhVhmwSz5bRPE0IPEdvPjeMV2WjTH0mI7aB1723hyI6k9uroKpZVesYuZS8kiWimCiG3vPtFodcpSCUoW27fffjveeecd/P73v/fd55FHHsE777yD22+/vdTTEE2KfOEZy77o1RLbZD0hiPpBgqr58cYrlhbqqI9l2w9vG09uJLVHJ7alD35ZPtsNYtlW83d4y9SoLiRAEW4kK1ascP3d3t6O66+/Ht/61rewePFiLFq0CBMmTAAgopE89dRTWLlyJa6//nq0t7dXttREwyPfgVBICG7bJss2QQxF6plZjqgMXsu2V2y7F1D6V3iOZZvEds2ppNh2uZE0iGXbcbLX47W2twwFsf2Zz3wm4w6gwjnHypUrsWrVqpztAPDggw/iwQcfzMTiJg4PuGLZLvVFD3wu6uwJom6QoBoC+CyQ1Fm2vREuVEhs1x+dUSss3UiK7Cvr2bfmE9u793B0duQ+X43sRhJYbF955ZVasU0QXvr6OT74UHxWxTZZtgli6JHzXtPgt+nwhv6zPWI7Xzi57O94bTMHEzlwzmFZuS9gpg9u0tB/Kr29wNPPiC/POdutSYeEG8ndd99dzXIQQ4iHf599S0Kh0l90giAaF8fheGslYBjuXpHe8+bDz40klrFsc3AuskOnfMS24+S6mJBlu7b4DW783C4K4X0uaonf6fr6s583b3Z/18hiu+QFkuXw8MMP4xvf+EY9Tk3UgVpatvP5ExIEUTk2bwHeeTf3fSOB1Xx4RZgU2y0t2W2y/VZTeKtQboX64w29KAlJV85i3Ujq6bPtcz61HL297u86OqpXnnKpi9hetWoVHn300XqcmqgxoVBto5GQ1iaI2uDt6CT5OmXH4XhjGceHm+lFbSQcj7tAKWJb176T2K4thSzbxUYOqmff6nc+dUBhegYXnSS2icOVUA0WSKqQ2CaI2uDXsecbVH+4GVi7juPFl+hFbSh8ktpEo8gkCZEix69+ybJdf/ws2+FSLdsN6EbiEtuejKWdnVUrTtmQ2CaqC8uuhK6NG0n1z0EQhH/Hnu89TyarUxaiPLwiLJNBMqJxA/SzOGZ+w3DiCfo0783Crl0czyzh6Otrrg4lOyPhXjhYss92Hd1I5HM2doz7WtR2x9sGkRsJcdiiLpCsRfILVWzbdnM1lATRTPiJ7UYSWPv2cezbR+1AIVQRZts803bqxLafdVS276FQdqFasy6WffJpju07OF55td4lKQ454InFgHA4K1JLtmyrn2v8Gsl2ZPJk4LJLGSIR9wyL2CdbqEmTGFpba1nC4iCxTVSVWof+kw3Cn9dw/PevgT17qaMliGpQimW7XBIJHngRtGVx/PFx8V88Tu1APvxEWCgkBDeQrW8/66is93BYtPv59m0WEk02EyPrKBJxx5yWs8tSwOrCA+qo6wLJ9L+hEDB+PENbWkh7/bQBYHo3w0UXsIYOT01im6gqarp2q4YLJN9aKTrlN5ZV55wEcbijvs/hMMNZZ4qOzi/WL5AVYaXw4YccD/yWY/mK/Pvt2cuxYwd3LeT7cLP//oS/1VJnLPGTaVKMhcPZNr/Zs4s2cpIUHbaf2FbWTa1+m+O/f82xa1fhynGF/qtgOQORPqFsM2REFVsjtkNNoGSboIhEMxNi2RXtfqvYK4m302ikKW2CGEp4LdvHHYuMZSlflsFSWbZc/Pvue/7dvuNwPP4Ex9NLOHr7stsPHMh+5pzj+Rc4VrzV5EqwgvhZoEMhIOJ1IynDsu00mfpuNrGd8ZsPu2NOZ3y2ObBqtagD+T7lw2XIqnNSG/lM6WbUWBMo2SYoItHMsBDQ3i4+JxLVOUe+LFfNPo1JEI2K18LEGMuIEz+xXe1ZXnUBZr+S/EJtF/bsBbZs5VjzTu2FH+ccBw/6W/7rhZ8GVi3bGTcSn32lf7Ya7lU9rmly/O73wLPPN9a15yMaOO1fY6BatmPKQCFTH8psVJBX0eVGUmufbY9lW7rC6MR2uAmUbBMUkWhmGAPa2sTneLzyx9+ylSOVyrYC+/e7E9s0mSGFIJoGtdOTHWJL2poWxLJdjQRUcWVArw7uvXGkq1mGfGzcBCx+jOO5F2p62oLojBKhkPCBzXEj8RPbimU7pLFsHzgADA5ybNvGkUw2R8PcrJbtcASIaizbrv4wgNp2GsCyLQcK0o1k67bcZ4fcSHygLH+HDyGWtWzHK2zZ3r9fTAerPPs8x9Zt2b/JjYQgqoNuIBvziO2eQxy792R3VC3bhRZS2rZ7MWQQq7g6oB8cVMqqtAPqYWqxaFtl7Trx744dte0DLYvj1aUcm7foz6vbKu93ZoFkATeSjM92KDut72fs2L2ncJnrhTrr0HRiW1q2w27Lti70X5D3ibsGpuWXryikZTv9Zz5BTWLbh89//vP47//+73qcmqgxLFQ9y3bPIf12NbMdiW2CqA66jjsjttPJJv6wmOOJJzn6+3N76nydt2Fw/PZ3wLPPF1cml9hWPrvKqvR6tRbbQQSO43Ds3csrGrp0/QZgw0aOF17UH1PXTkoBEzSaVCHLtjoTcvBggELXmLXrxMJaNVFKpMncSOQ9DvsskFRDMYaCiG31c53cSKTazldeeX2NTMUepb6+PgwODvparSdMmJD5PHXqVEydOrVSpyYaGAagPS22k0nRkYSCvOVBju1zGLVRp0kUgqgOOqtlVLFsq31BX5/I7qa+svkGwh9tB5JJjo8+AoJ5lwpU15G4atl2qYbsx0YU22+uANau5Zg5g+GM0ytz3kKGDl076bVsB10gGfKxbKsh24q573v3cqx6G1gwD+jqqo7T//4DHG8sE4W9+qrsOZqt+1At26q1V35W63nvPg7LQiZ+tQ5d6L/eXo6PtgMzpuf/bbnIsnqjkehoBst2WWJ73759+OEPf4gXXngBhw4d8t2PMYa1a9eWcyqiSWFKggMREoy5VkmXdWyf91y1TNS6MyWIwwW1486xbBte3+jc3+d7N0tdSKm6jvhZttXz+sUKrxZBLmvtWnGz1r3Pccbppd2I/n4Oywa6Rgb7vU5AZxamBVwgmbGqBrBsFzPj+KcnxAmf7WW49prgv9t/gMMyRYzmQqhlGxjIfi7FT3n3bo59+4ETZqHmcZ/V8IuqtTcSdn8veflV4Pxz8xyP537+/R/Eh1SKYc6pZRY4H9JnW4rtPIK6gcNrZyhZbO/duxdXX3019u7di3HjxmHUqFE4cOAAZs+eje3bt2P//v1gjGH27NmINNtcDFExQsz9ktTCrUON/0uWbYKoDrp3SxXbOiEbdFq61M7zYE/2s7oITxUNto/wrgW1EAWcc/zu9+KCb7ohN3W3/je52/zcSPzqbdeu9O/Cesu2XaJlW9I/wFHMLMdjfxQnv/7TQHt7/t+pk62qe2Ip/ccTT4kfDe9kOPro4n9fDn5iO+wjtrdsyd7TZJKjpUXMQpkWcMRoljf0X7X97jPRSOQCySZ3IynZ+P6f//mf2Lt3L/76r/8aL7/8Ms466ywwxvDb3/4WS5cuxa9//WtMnToVjDHcd999JRdwzZo1+Iu/+AvMnTsXs2fPxrXXXosnn3yy5OP19vbizDPPxPTp0/G5z32u5OMQwRBJbVjGdaSSYtvv3bNLtKAQBBEc3bulRiNRBdXGTcIdQP1NvlTeascqfZcLCVXH4ejp0X/nlwmv1pbtIrRiyaiRYIIuSq+EG8mWreIgHcOy9aeGmjNr2C6r8byD3AO1PH1KfPZyjDV9/YX3qTSqK49q4/QT25Lduznuf5DjxZeF5fqxP3KRrVXZf+s2nqljoPrRSeTxQ0PEjaTkIr766qs46qij8KUvfUn7/bx58/CLX/wC69atw09/+tOSzrFs2TLccMMNWLlyJS699FJcd9112L9/P+644w784he/KOmY//Iv/4IBdZ6IqCqZUWn634pakgK4kZDYJojqoBMiqhVUFbIfbub40xM8cJKMUhYxDgz4p6Hes5fj3fc4Nm7kLv/lWlu2K7RcJS+ukIcBry/IAslCbiSSU0/RW7bV5yHfQKsSuK4ngGBWy6MusG+2mVE11rkqtkMFxPaad8W/mzcr6yz6c9dlqNG/ql2H8vjyWcoXS3tIi+09e/Zg5syZ2QOlr9ZQhtXjxo3DggUL8NRTTxV9fMuy8K1vfQuMMdx///34P//n/+DrX/86HnvsMUyZMgXf//73sWPHjqKO+cwzz+Dxxx/HnXfeWXR5iGB4F8h6/a0q2bn5LpB0uZE0WWtJEE2CzmfbT2xLHB8Ls5diQgRKClkw31zO8crS7EK4Yo5dKWrhRqIm9lEND/nIZ9n2WkXzNanhMEMkwgr7bJdw34vxfy60XsCLWs6Ecv+aLU+Do0SE0bmR+PWHulubSuW/d7WybIc9BjsdQzqpTUdHh+vv4cOHAxAiXCUWi+VsC8KyZcuwbds2XH755S5R39nZidtvvx2maWLx4sWBj3fw4EH80z/9E6644gqcffbZRZeHCEZOB+rTYFeTmk8NE0QF2LeP4/EnOfbta44eXvcuq2JbJ2TzZXt17VeCX3UpKeKHkhvJuvc53lzOXWLRDHh9+RZIyn+lpTGfAJX1n7Gk+li2q+9Gkv0cRGyr+6vPUTmCsh6L9tRY5zo3Ej90RY0P5r931R6IeH2286VkH9Lp2o888kjs3Lkz8/e0adMAAC+//HJmWyKRwKpVqzBmzJiij798+XIAwMKFC3O+k9tWrFgR+Hj/+I//iHA4jH/4h38ouixEcLwvZ6iKYtvvWFZAaw5BNBJPPAXs2cPxRPETgXWn0pZt18I6G9i2jWNwMH/vnkoFLKxCISE/OFjZbIflCrC+Po6nnuHYsTO3TK+/IVxltilJvcwSBiAS76xkRngGEdsFLNuluCAUc+9cz1mRbiQusV1k1dd7JjXjRhLORiABCrtZ6O5tPBF8QFwN5Lnls9SSJ4pZM1i2Sw4Tctppp+F//ud/cPDgQYwaNQrnnXce2tra8K//+q/YvXs3xo0bhz/+8Y84cOAArr/++qKPv2XLFgDA0ZrlvGPGjEF7ezu2bt0a6FiPPfYYlixZgp/85CcYMWIE+vvrsHLhMCFHbHumgKwKTtv6im0K90c0IXIhoPi38WNZubIy6sR2Act2PsGlHnvLVuCtlYVFTCmW7Xxi2zQ5HvhtAokEx623VCaMW7lHeOEl4MABjp07gc99Vn80NZqGzrK9YyfHxAnu32ot2971No7/vhIp8Ar6bJfkRhJ836CDOt0+pqmPYhOEeoea9VsgGS1B6e3YARw65H8DdPdm1y6Ojg6gs7P8d0XWiXyWjp4MrHlHv28z+GyXLLY/8YlPYPfu3di0aRPmz5+PkSNH4l/+5V/wjW98A/fddx8YY+CcY9q0abjjjjuKPr5cxNjZ2an9vqOjI5Bo3rNnD77zne/g8ssvxwUXXFB0OUaMGJHxR681XV1ddTlvOaRSHG1tWefJjo4wurpa0NmZhGk66OxoQVdXZeL0dHZYaGvL7WGjUYa2tmxL0NXVXpHzVYpmrFeiMOXWa1tbduVeoz2zOlpa4pksdW1tDF1dbejqEu9ka2sI7e2RnPfz/fXZjLLDO/3bgo592Xf7vbXZ30h09ycWM9HWVty0Vlt7DF1d+m6wp8cBkERbWxuGD2+rSAKPjo4U2tqEIvKr43zPgW0nMm2b9zv5O86z7V9raxRdXVF0dhpoaxNq9+VXgC/d3uYaPAwblv0+uy2Erq5WjBwp6qKtTbTl7Zp9JZ3DxW8Mw0ZbWwqtreK5AIBYS/ba21rFfkGQ1xUKBX8vWMhBW5vwp+kY5v+cyXd22DB9X9KevuagqP3fiOHi3teSttYk2tocdI2MYfjwUOYejBrVio6OpHYw0NXV7nouJf0Due+dSktLtm4BYO9eBy++LM735S+W3361tSaQauPo6hL1N3Ikx6k7Tax7P/fZk/tk/268PrZksT1jxgx8//vfd227/PLLceqpp+Lll19GX18fpkyZgvPOOw/RaG0fOJVvfvObiEQiJbuP9KpLk2tIV1cXevziWDUwqZQIGSSJxxl6euJIJsX2np4khg2rjNXuUK/7XBLbZjCM7PaenhLml6tEs9YrkZ9K1GsikTWvNdIz60ciwZUQaww9PUkMDop3sq+f4eBBaN9PSU9P0jf+ce8h/bud/W3u/TlwQPwmEmG+UUm8HDqURE+PvgwixXwrEokE9u9PBopXXYjBePa6/Oo433MwMMAz16Z+5zjZ45pm9voPHBDX19/vvp8HDiQRDmevp68v934PDjL09CQwOCC+G+gXbflAv3/dDBsmftOX3icUEs8FAPQp7XV/v9gvCPJ+hMMs8HtxSHl+DvYkMXx4bt2p72yvT18yMCiuOSiJRPY4vX3+z1a1kPU8OJhEKJR9//r6kkil3FZ7SU9PCgOD+d83HYxl6xYA1m8o/GwXw0D6uevvS6KnVdzH2SdzrFqtq6fsva5HHxtE3Fc828yECRNKchvxIhdg+lmvBwYGMGLEiLzHWLx4MV555RX86Ec/wqhRo8ouE1EY75SdN2xPLXy29QuzeM2zeRHEUEaNZTx5svi30AJJ1+8rvPgqlTZMtre7YyXnI98CyVIiohSi3CbIr81zxw7nymf9/l53v7wJhrxuJEX4bMtyWZYn5GINF0g6thhMvL4MOPEE5LjQePdXKdYv2XZFwirut5VADf0XVtQdY/mfvVKey2pfn3zOVMcC0YfnnrhrZHXLUgka1tNlypQpAKD1y963bx/i8bjWn1tFpoj/m7/5G0yfPj3z3/nnnw8AWLp0KaZPn44rrriisoU/jPG+gPIdlqvTq+mzPXaMOJv0fZW88y7Hgw8J6wVBEOWjLgSbcyrDgnnic6EFkire8G+JBMe2j4S1vJRBufTZzjf17SWfiPbzNy6Hcof7jo/S9RM+ho9Xjff+6n7PPWInE/ovn892WuBJgS6P8egfxUyk3/l1eGcnivLZ9iywXbkK2LGD4+ln9DfK7zkox2e7HjkeMj7bngWSyCO2HYeX9FxW2z/dUQYO+ejqYojFGt+QVrZle/v27Xjrrbewd+9eV4xtFcYYvvzlLxd13Hnz5uFnP/sZli5dissuu8z13dKlSzP75OOUU05BPJ47BRSPx/Hkk09i/PjxWLhwIY488siiykb447dAshrRSLznuvQS4L9/nbvf8hVix7dWMZx/buXOTxCHK+p7PHOGWCcBlGfZfuIpMSA+60yW006MHMFcYk1HRmwHcwXOlNMXj2CrBNWaXPNrVxM+nhre/fMNJsKeaCSy3Z07h2HkCOCVpci47eks25zzHENHofu56QOOl1/hOCs3GFkg1IGc7bhtoQMDHB0dhReIAsVbb10ZUuuwWFIVqOoCSe74i9bnngcKefpOOorho+3um1HM7EgpeBdIemGMIRYDjp+p/77RKFlsp1IpfPOb38Tjjz8OIH/Im1LE9umnn45Jkybh8ccfx80335yJtd3f3497770X0WgUV155ZWb/vXv3or+/H2PHjs0sqly0aBEWLVqUc+zt27fjySefxHHHHYfvfOc7RZWLyE+OG4knfFQ13UhKCW9EEETx6BLaAFlhFsiy7Xl/pSDb9hEwbqz7u/Z24FCB5TNSYBWzRChfGauS1l25V44jfJorgV+7un070Nef2zd799eGTfTEOfa6kUSjwNFHM0SW8cxAxxuNhPPCISB1vPyKOMkrS7NlLzUaiW0DIxWP04ce5jjvXEB1s62GG0k9xXY45I6t7Tj+9++j7RzHTs1/c+fNA5Ip5soBEGR2pBwyMys+RTthFjBvbmWiBNWCksX29773PfzpT3/C6NGj8fGPfxyTJk1Ce3vlVtBHIhF8+9vfxm233YYbb7wRl112GYYNG4YlS5Zgx44d+NrXvoajjjoqs//3v/99LF68GHfddReuuuqqipWDKA7v+5YJCVbhDJJ9/TwnHFgoxMCY/8CvGWJxEkQzoL5i6iC3VDeSVCp7wNaW3HaiNYC1WopAdzIPluNWppKvPVJ/VTE3EpfYrlzIMn9fbo6eg4V9lFN5wibmrLfxiCD1GuS9Vy3bugnvUvoB2xZxz4MssPe6kXj12Nt/FmnlM/v73b8iBaTVIG4kIoNk1r+5vR04+yxgybMMx04FNmwszkUnxHKf1XyW7UqskQriRtIsQhsoQ2w/9dRT6OrqwqOPPlpS0pognHbaaXjggQfw4x//GE8++SQsy0J3dzfuvPNOrcWaqD9eS4DXjaRSYvvN5frt4bB/x9gMsTgJohnQxdgG3O95objXqpDZqiRise3cjjyItTqT3lmx6EWj+ducfCK6lCyWhVClQS0WiwP6evCKSJ1lW+7inZVUAtCo/wBQ3EgUy/ahQ8WV1w/H4XjoYYarruQYOTK/yHI8ojdnLZHn577lKcONpB5i2ytQr/80g22LMH0TjgRuuoFjYADYsNHzwwKalYVys1CK9QP6H9q2e9BbCn5i++STGDZ9ICzbzUTJtyMej+PMM8+smtCWnHTSSbjvvvsK7nf33Xfj7rvvDnTMo446CuvXry+3aIQGv0at0m4kfp1fPkFNYpsgKoOvG0lmbQZHKlVAECltwTvvZj+rSVm8x82eP9dyprNsRyNAEv7ktWyrCySr4LNdyWn3fMfSWa29RpF82TeZp+3mHhHENJZtlrFsczy9JPeY+fqBjRv9L4ZzEVZy+HAO04RvOEavG4n3/nhnOStl2bY9vuK1Rl0gCSAntGYkwsBY8Q8eQ+GU7yrl9vOcZ8OKegdGc+cwzDm1+aKLlSw/pk2blkk8QxASX7FdYcu232uWr0EoprEgDj9SKY533uXp+Mq1JR5vrkg5hcQ2ACTzqVy4O2R13/37OTZuyp6gs5NprGr+ZVLFdqSARTyw2C7CjSSZFLGAdc+Req/8suGp6PytdeiEnfQH11q2lf0553nFtteNRN6XTNuuqf9Cho18Ykz10/b77XMvAL95wP9dVUWy1rLtKZ+fMPaW0zA49uzlvq6KrmgkdfbZLoZCsjUU0h9z/YbsfeCee14O6rF0/XazCW2gDLH92c9+FsuXL8+E1yMIwH+BZKXjbHvfNfny5WvkSWwPTSyL44+Pcyx7szzBunyFiFzzpycqVLCA7NnL8eBDzSm2xTqJ7MuovmPxAjlL3ILPf7+LLsidks4Xqs7lRlJg7jafxbrUyBLPvwisfpvjlaX+ZQSANe8UrvM/LNZv94oN3UK+lnTiQ51l23ttOr92v9B/jkdsq0rNa9n2w7b9BWshHAf46CPx242bfPZR6suyNYvpvW4kfvXrKeKTTwGPP8Gx6YPC5631AknVGpyvH2wJnhAzA2P6/nPpaxwHDohzVtKFxs9NrZkp2Y3k0ksvxZ49e/DZz34WN910E8444wyMGzfON7X5hAkTSi4k0Tx4m89YTPxb6dB/XstERtSToD7s2LoN2LePY98+4LQFpbfMu3aLf0UWtNq18O81ob0iE5bLc5vURcqFZghUi6uf7jrpRIaRIxnCYfcOO3cBk45yTyXLMlXMsq18LsayvXs3V/7Vu7oERYjg3GfR283q2tWWFhH6zzCAUIv//nJWwW8xaY4LYJ4Fki0xffl0lOrXq5bdb12A7R0oefoFb//h9/x56+vAQbFh0yZg2nGa89ZxgaR67nz9YGsrw1lnAq+86h9ZpKODYWDAHQnG75gDA8Do0ZWNxKKWZ6i4f5blwj59+nSMHDkSP/3pT/HTn/7Udz/GGFnADxO8FpbjjhX/yhem2m4k+V7MemT0IqpPpaZry13QUypmgYWEjYjXlcD9XbAXTXVd8BMm3gXWkmef4zj9NOaKsatzI/GzbIdCDI7DAy+QlPvJhDuRiL4FUq995IjcfXIjOJTmexrErUZGcDGMrNEjs79SDlkPsZg7LndBy3Yo+zuJTCgU5JJKFaNBxLbLpcHOdYHwWrb93Ej8Qv/5PeL19NlWz11IoE702D6978HwTiGi1eP5HVM+D5UcaPhFO2pmSu5eXnzxRfzVX/0VLMtCV1cXJkyYUNHQf0Rzor4kV1/F0Nrqdu+oVnKIYcPEv/l81eqxYIVoHuomtisVw7mGeIVYKQSxbOebsdqwEQXFtl+dxmLCohvUZ1vut/gxIUJuuI5nEvmoqL7n6XQP7mNqkskEjQuuZo8MIralldkwcs/rCruYroeWFmDBfIaXXk6fx0dsc8+sRsew7LGkBPB7LubOYZmQraUKMlUYbtzEMedU5IQD9LpzeO+X17LtN2D3GzbKqujp4Xj3PeDkk4HhnczVx9Tasq2er9AMr/d7rzvVzJlAbx/D4KC4UM79jymfh0qKbfVYh70byT333APOOe666y5ceeWVTemwTgRj61aOjg5g9Ojg8U1HjGAYoVh2qu1GcuH54t9QnkamHgtWiOYhUicXJNMnpXYjk+89jkYZTLOwdVu1bPuJbdlu6BdJ6cuk1qOfQIhGC4ttb6xmzjkOHRIb9+9n0CUedvmt6vzKPX+bZnCxnU+A6M6lWra991dn2W5pAY6dqojtNDli2+NGotrYspZthlDIPUC49mqGzk6G1W8L9xjDDBY/3Yt3Mee694G5c9zbVNFr2UDUc/05PtsBF0hmSB/v8SfFosn9Bxg+eYWn/mvc32RD5bGCesz7teVpg1pbgOuuZVj6mriXra25rlyZ82os2+UatvzWhDQzJdslPvjgA8ydOxef/OQnh8zNIHLZv5/juRc4Hv1jsKnhjNXDs73ScbbV48+dw9DV5U4XrcOv4Tx0KNuJEs1HpWqubpZtjdgudfFYrfDGYFZZdGn2M2MMl12q7x/UhXuOjzOz7FqCDIR0lm2/VM/S9SGvL7YnGolqifcTyIUWVXotzIVikfsdOyfBSL4FkimN+0p6f9PkeO119/5esmJbLGr0xtlW74UU24Bb0I0ZI4S2uk+ywAJaP7z3TNfmq9fb369ZuB8wGonfayi3yzT1Bw9WfpFgschZlSCDN+/zY5j67xd+jOHsM/P3rfJZKmeg8ec1HG//OdeHfKi4kABliO2uri50qflOiZqzdy/Hs8/zTJrjaqCLeatDhI/imf7J25hFKi22PZnYJPleTl3jZ1kcjywW/1lWYwscojDliNRwncR2Kems68076bB1OjtLTOnsYzFg/Pis0FKRFsp8debns607t26BpJ8ZSLpYFGPZdok8nwPrXE/8vgdyhWO+e5GvrDqxKMWzYeQ+T/Lv99Zms3e2ePy6dQMqx1HibGvEtshamPs79bMU24kSxbbXsq27Zeq96unh2LvP/f2WLRz79mVvSrG+2UEWutbabfFQr/h35MjC+3rfJ++AXzdD7Ce2y/XZNk2RDXrlKp5enE5i28XFF1+Mt956C6l8ATqJqvKnJzi2beN4/sXqnUN92PN1BK+/IeKe7ks3at6OsNKWbXdqWOU8Rfpsq41MM07nE5WL76qKtFpaliuVzrpWcJ6Ngy07RxX1Pkrhres0ZdeRr87yiu2ccqX3VcW2jyiWAlG6h+jwxtl2WeJ96ke9FnUQ1dcvQqR5wyF625x8j51fmwfoxaJ00TBNnvM8SYHU15fdVsiyDaTFdvqzNKgcd6xYDDrrePfN9ou/nhHbBeKw++F9X4IMVnUGqYcfyRagWDcSXxFeYrjISrB/v/i3a2Thfb3eCN576nWzAfKIbY3PdjEDDV08+5zwkkOAksX23/7t32LixIn44he/iG3bthX+AVE11Aaz0qgPe77G4/314u1Y42PxqrTY9gszlNeNpIClqdGtiURhytHIauSKWg68dOHWGvlZLBQGTxXb8n3UdZrCl5jnrTPZ6QexbGfcSAK4nEg3Es5zhWjmeB7hbLjcXnx+o7Fs79jB8fDvhSuedDeQeKfv89W7bvEd5xw7dnAMDObur1qqvbG2ZVuoun34xTL3im1v2MeWFoZPXcVywm6qv1ONIG3pQYBq2fZzI5LMmM5w/EymvRbd8xikHXDVVZGi2s93Td2/lm1IXz/Hu++Jk5ficJBj2dYow2LEtt9MgQ7XINLz+6Fk2S554vQLX/gCQqEQ3njjDVx66aWYOHEixo0bp/XfZozhv//7v8sqKOFPNUd/6rEtS+/XqlqGWlvTcV09L4l8UYuJV5sPv4QYed1IdAuWCkz7Eo1PpQZM6rNjWbnh0mpJIz+LxYhtaf3UvZecc1hWgYVcodxjZr/0Hi/3XGr7NWM6yxgF1Lr1i/esNheW7XZf8BNnOfGdIRbw+eEVOfmeX9VYIK91927g6SV65RcOZxererN5btwEdHVx7Nmb3eYV/hKv2PbG2fZDvff53EjicY4/PAocM4XjY2foDxqLZa/ZO5muex6LfX98B1x+If4CiPNi/PHL5cCB7GcZbrcYvLM7OjcSv7519dtAxzBeciQWl9j2+H+T2AawfPnyzGfbtrFt2zZfCzctoKwu1by96ktj+qweVxs/ORVZ7QWSflNWeaORaBoA22O9Ipqbcizb3o6ynpFMGzlMZaH3RKQJFzdTCjK1jTrpRJbJnuh9J4+dyvDBh9mKKMVn27VdFXxqZsmo6JfyWba9LgGuUIUB4jLL40Y1gzaZQCbXZ1t/XG955OcDB/33Z0yIVNPMFajbd3Bs3+HeluOznZnKz0YWcZzcONt+dHRkBbV672UfIt1I1q4TfuPvr4ev2G5pyd7/HDcSTf0VO+iWdRWLscyiR8C/Pg4d4ti8Jf95xX0Xdaxbs1BJ5HknTGCIxco/l84d08+ynUpxPPeCO1pZMe2XLoJPRmwPIelYsth+/vnnK1kOogxMkyOVEtN5lSSZ5K4wUN5O1nE4QiHmCn6f6fC8CyTTT1rFxLbPyud8Pts6NxJXWl8S281JhWYn6jEFrHbsKo0cprKY90Rn2R43DkDa3cwrZj52BvDR9qzgCeqzLdxRxG/8jA+qmAyFxDEtC/jd74Frr+Zob/eayrMfg7qReBdVAvrEOsOHAz09bouk+hvtsTWzeaobiBcWEiJ1cBA5lm0ds473/06IbdHu+kWc8jJqFDJreNT6k7MK8h0LYr2MxbLPXSCf7SIH3fK+t8SC1TMAvPBi7kncfvUcDz4kBlXXXC3icFcLWf58/V8xFONGIunpyX4u1bL95z8DM2Yog+0hlBG6ZLE9ceLESpaDKJOnlwBXfLyyx3xrlftvVYAcPMjx1DPA1GO4K95spgGtoc+2+kJ6G4RolGHiRLH6XNcA1HNBC1EZbI0IKQWdUKo28bh+eyM/i8WIbdn5q+1BOJS1KjuOWxxHIsAxU4D1G8Tf8jtd5x8kIhEDcPppDDt2AtO7xZS33CcSEddi2xyr32b42Bkip8DK1cDZZ7qfB8sK5kbi9fPmnGtDsU04UoiTXbvdWSTzPb+65zzfoIxBDXGY/8WYN5flGGt07nlcWSBZSCSPHpX9rIpAuWjWKlJsy/vvjeFu68R2+r5EIixQlKmsZdu9vdj2xLu/XI+xcwcwfEZxxyqGjNguQpxOn86wfr3+ArViu0A9qX73xRgL1Hv2wYccH3wIXHqJeBaHklPEEPKIObzZv7/y0RPinkU3aqa7514Qlu+167gr3bQU234LJHVTfqWgdq4nn5j9rDYSnR0MN90AdE8Tf+s6SFeHmqdsO3ZwPPoYx/4DFB5Qh+Nw7NvHtYv9qk3FFrnWQ2z7hD9r5gWSKtKyrc50qamfHSc3gYX6DsvFjoVEhPoMeNue42cyXHg+c/llS8u2RL77z73A0dPD8eLL7mMeOpSNtCTLrcPxWDbVBYUq48YJV5LBQe5a4F6sz3a+6XoWCr7uoFCMebW+MmUsIISGKxk0XXWaFtuGRmz7LZSMRHIFoHSX0GVgle+v1/J/zDH6Qvu5/OQT2zr3WD+L+mtvcKx+u3ptYylie+EZDN3T9PejFMu2qzzFuJHo1lKRz3aWnTt3BtovGo1ixIgRiNVztRFREt4H3fIJk9c/kLvd60bitWxzzrFzp5hqbGsrfvgqj3PZpcw1/euyaoVEBx4K6f1DgeBuJHIR0jNLGG68vujiDnne/jOw+m2O7mkMZy6s7bkrlSa4HrMcvpbtRhbbRdwbadFWLdssLbZtO93RenytXS4H6TUghRZI+i2SVvWQ97N6Hm8LlEzmCq2duwpb7rzbf/8HYGAgV01EI8CYMWKB467dwIgRYrs+NrewfOt8tvOLweBiW+fq4vo+nXEzodyXQv60MY/bjvdcOsu23/urE9vS5SNf6L/uacBKZYbWTzD6WbZFIh+9sI5ENO5meepj1WqOU2ZXx1RbitjOt3+5YrsoNxJt/gv/cjQrJYvt8847L/DCR8YYjjnmGFxxxRW45ZZbSHg3CV5/KdWCoFa9uqJdTtkVWiC5eQvw4kscbW0MN1xXfNkcn8ZF/TsTNizk/o3rOEUukEwmOQp7Kx5+SKvNho0cZy6s7f0plCI7KOpPayV2h7obSYtcUK0uVGTZ9oM7AJfWb43LiFxwHYsxnLUQeGVptpYYE4uzDhx0uyz4CWxvx53Pmst5cJcOFe/zpxPaslxHjhdie98+YMZ0sd1vsV847HUj4di5K/9zEmLBfXjV2ORykepJyozh6NEiE+P+/crCyQLHVrt5tV2W1mNTI6j8IniEw7nXki8LaMYHuwWYP49h+QpRaL+wkBmxrXH5+fMaYPbJudt1YruQyFRdhiqJLH+x4rQYsV3MsYsR27o2ezDdLlbKB70RKPlS5s2bh5NPPjmzMGX48OGYMWMGZsyYgREjRmS2n3zyyZg0aRK2bt2KH/zgB/jMZz5DiXCaBO+Drlq21Y5IXRiR+a2PCLZt8Vx89JH4W5cUIwiWT+PislZ5FmfpOkhdqC6ieOoZcUht2Fe8JTLGlYIukoTjcF/BVAn8FmI2qhuJbXPtwjAvZy1kGD2aYf5c8bdqBQ2FFbcERdTqLNvqosZp0xgmTcoeiAF48mngqaeFn2dmOwNOPIGhrY3hhFnu7epnV1uhCSOYL1awbxrvgPXGQkrSGUUsZt0fsgXK+Gd7jv3U0/p1KJlzsNzr8kP1Kz/rTOCqK5lrweSYI8S/a9dlBXGhQ6tJctRySMu2bn2P+j6MGJH9IhzONf7I42vFtqP8To337TnGhx/ydJQV/9nPlavkd+5K14fBzd2mUq33utKWbV17XpQbSTF9qeae9feLfyMBUs83CyWL7Z/97GewbRszZ87EL3/5S7z55ptYvHgxFi9ejGXLluGXv/wljj/+eNi2jcWLF+O5557DggULsGbNGoq53SR4haxpAX19wvdMWHgFurGT98VUGybbRtnGYUdpTFV0U8iykS60QJKikZROPaf71Dr86COOFStLO44u5vrzLwIPPcxdLgSVxDfsXIMO/HbuCrbftGkMV36CoaMjvdBJ9dn2WLa9IfvU99Cb1TDscTmQSWI++CC7nTFhzbz+0/B3MWP5k9+omRJ1+NZbwMeEQb9oXF67Nw44UDgpV845WPD3Ur0XoRBDVxdzCa5Jk8S/g4NZYVro2KqAV68xm71TrPFQL0G1bHuTI+X6bOce23s+dX2A95gA8OLL7tCPQaPBANAufC0ktqtl0PHrDwtRzP7F7FtMNCddv9yXFtuF3JuaiZK7yB//+MfYtm0bfvWrX+H000/P+f7000/HL37xC2zbtg0//OEPMX78ePzbv/0b2tra8PTTT5dVaKJwxq1KkCO2TeCPjwvfs0Jl8Voh1BfVtst3xMg0pnlEfSZsmLK4x4vOmkk0F9563bOnxONoFlpu2yY2rltX2jEL4ffMNeqzWGrcW5dlO+SxbCvbAbfYDof9sxKqs1LyvZeLLIFc65z6dyiAZTvvYsUA0UjywUJ6sS0ja6hCLmPZ1jT5+Z6TYsR2IbpGMhw53n2TdGJTRa07tU7V34loMNm/5aLJcJgVFNv5LNtOQMs24J+NWCIHbN461w3WCnXLjiNc7jZvqWz/XWnLto5iwvDpFq36oRugkGVb4ZlnnsGCBQswQq7s0DBy5EgsWLAAS5YsAQAcccQRmDVrFjZv3lzqaYk0ugYmSIijYvC+XLYtfCSDkGtxZulkF8Aji4GNm0ovq8g8p/fBU8+b7YDFv1oLCFm2K0I9QzR5O8HOjhIPlCcaSbWWmQTJRNhIlDoIyIlGovpseyzb+Tpq9f1OJXO3B34OC7hYyIVx/t/7bA9q2VbEvtruSPe4SCQ7OJDn0p0zn0cmC1V2xmmY570q5p1QfdFDIZYR4obhFlurV2c/u9pyjc+2FO2qG4hEjTudz7Lt2jesH5yNGC7+9j4PWjeSAu/tzp3CWBXEFasYaiG2880E5ZSniL5U91wPpiOhkWUbwIEDB2AFUCe2bePgwWyaq7Fjx8JpVIfEJkLX6VU6EYe34Sglvq6KbBC9ftreVLGF8LOSALkNNJD1jTQMnhOjVX0UEwkR4k9nqacsqPmp5+3xCtNSJ33yxdmumthuIst2Tw/Hs8+XdnO9lm0pvm0n12c7XzujGgDUKEjFRi/IeV41z29JYjtP16b6YauWdZ1lO6L6tUuxrXkmBgdzt0kYgr2X7e1MJBoqgCq2olGWI07zYXn6JnVxo3rP9uwVN922uTs2ezh3Qaba9nvvu7qAPhzQsh0OA/PnAcOGMXzsdIbzz3Uf23uOcB6f7ZDPFNBgXN23coK7UmL7lNkMn/qkvuzVciPR3QWZ1KrQ7EkzUbLYnjBhApYtW4a9e/f67rNnzx688cYbmDBhQmbb/v3781rDiWDoOqRipm6C4G1cihEA1VhMkUpxPLOEY8PG7DavdSGisWy3tGQTNsjpKYnaga3fwPH0Eo4NG3LPXaqFqB5xp+tBoU793fc4HlnM8c67vKKdDFDeoNB1HI/YVmeKgjT6Bw9y9PYWd22+IeQa0B7xxrLSf+uNCuKybPPsdsAdn9mLKpzUdyuZyj1P0PLIcnjJ544UJMW7Fznol+fXim1FNHnFtm62Y+u27D04+STmSgse1I3kio/7i0MVta0td/AZURZJBnnWw+FcFya1PH59VSiUP+mZum84DHR1MVx3LcOMGSwnN0SQcsoBu9/96VViqldyJlVdEFoM3v0nTABGjgwee9uPYsKD5psNKBT/vZkoWWxfddVViMfjuOmmm/D444/DUFY2GIaBJ554AjfffDMSiQQ+9alPAQAsy8L777+P7u7u8kt+mKN7mE2fsEml4u1QimkcinoxAx737T8D23dwLHsz7UISYTkW57BPw9qZ7sBzxLZGG236IHdbsY0YIMLg/fp+4KPtQ19wFxI5GzaKxCDLV3Bs21bZc3s7wZLFtsd/P6EknCnU6KdSHIsf4/j9H4obTJQi2upFwicBTxAGFAtsS4uyaFnxjZaP0MknAccfz3D5ZbkPlSpYVWQEmmLEdqFkSKqQ9eIbjSRP1asJVvzEtupGkmPZzvNMnDKbYe4c5hqMBHUjCWo9VPcLKrYXzGcYNoxh7hz9sYoR296wgPks20GjkQD+VuGQp35yypknGYvfPVUzNlZyJrpSlu18Y65iju2dychHvpnIoWTZLnnccOutt2LNmjV47rnn8JWvfAVf/epX0dXVBQDo6enJhP678MILceuttwIAPvjgA5x44om46qqrKlP6wxjdw1xpNxKvJaUoNxLNizlxIsOOHblvlmn6d6IqXv9EnQBSt6mfh3eKGLF9XrGtaeh104OliO1X0zGBn32O4dZb3N9t3MgRjQFTjh4a7imFRI767OzcLRYJHXOMsMaVSznPqYorzrbtft4KCYKEEp3nUC/QNTLYOf2O24huJKkyBvNqeNBwmIExcb/U9N/STSAWYzh9gf44s44H3n2PZaaZvQQd5Le3u//OZ4mbcjTDlq0en+AS3EiGKedUo6EEtWznO7bcV7XiBnUjCWo9dIVkbPHfT+WEWQyzjs+NLa1eexCxzRgDC7nrIBwW22WmThV1Ab06ANGJSctHqOYmYnN/r818mP5XF6/bS8rIfQ5LpdQ4214/7Hy/F7MfuRd9zacYHn7Evb2YNpgs2wWIRCL4j//4D3z3u9/F7NmzEQ6HceDAARw4cAChUAinnHIK/vVf/xX33HMPwumndvr06bjvvvuwaNGiil3A4YpuYUylO2jvFHe5biQL5uv3DfpiejsO3Yvosmwr349KJ73YvMXtK6e7Jq2IV45brBuEd/++Po5XlnI8/4LeP7xZUBcmFerU1c5w7VqOAwc53lpZmWvXuZGU4qqiHsdxRLY89e98qJ34HxbzTBSTQjSTz7ba5kSj4oKPmljaYEl26gcOAitWpLcFOFQsxrDoEv/vCz2H55/HcOopDBOOdG/Pd791ERG8bWN/P8dzz3Ps3u1/HNkGyXLmC/3nsmzzwmXMiG3PQtRCRgLGcmcH/SjVjSRfzGYroNgGgMmTco/hHZBI/KKR6PCzCsu//dx4dCJRbgtyf/wS+JRCqZbtnHtTwus8fHiu/3650UgkQQYtzULZ44YrrrgCV1xxBSzLwqFDhwCIKCSRoTQkaUB0VqaKi+10w3HURIbtO3hxaZqLSPca1CLvXSBT0LKtnK97GrBqNcO+fRzvvMtw4gkcu3YD768PVk5v6MJyHu/0awIAePoZ4MILeEa8NAuOw7H4UWE5uvITvKDIqZZ4TCZ5zmyFiFbDip6C9Pps9yn+lYUEgXfMtPwtYPLkwudsJjcSdWA4Y7rINBh0+c155wDL32L4WDpKrBTWK1cpA6OAr0AxIci8TDmaYcrR8q/8g26JNsSbp35efhXYsyf/AMub5MXrpgB4xHb6fvT1AStW8Ixfug5vmFN5Du97OXcOcw1yi7GEVtJnWx1oBLU3hMMMCz8GLH0tG+c7FNJbx9VoJGq/MXy4sNCqz7Kv2PZEsfJme9WVW26LBrg/lXT7rFSc7VLj+8t6kFTKjYRC/2mIRCI44ogjcMQRR5DQrgFay3aFO2j58kgXj927g1sLdR2UX+igPz0RzBLojXBS0LKtfG5ry4qvFW9xLH1NZGDTLWjTNRTqscp11znUm/28azfH62UsPKsXiQRwqJfj4EEOwyhsUayW2H7y6WxiE5VS6sgbjaTnkPJdIbHtub6gTaBv6L8GtGyri+hsBxg9miESCaaQJ05k+OQVDGPHupPcqDMQQf2tVQs4YwynzM5uiMdLmy2xbf/ZEJ249z4Pvb25+6jMncNc2TADuZGkv39jGbBzF9c+55kyaizbugWS7W3uv4uJIqSGYWuplNi2su/OKbMZJhaYKXG176Fglm1XNJIIcNMN7n0LWbbls/H0M54oWjrLtlwgGUAkVsWyXaSi04X3LQXvvavUAkkK/UfUnVq4kdhFTIkByGSLA/QdVL5R95athY/v7Rh0L6Iuzrbuuw0b/Tsu3b31y3IWlB07OPr6xVFUEQfo0903Ol7XH7VudK4x1bLU+qVmL6axz+AR24eUeik0kM255ICar5ks26oWDZq8xQ+dy0jQY6oCMhoFTj2lAn7/edwZdGXNcSnIU9/XXs1w0olATLVsh1Q3haw7lnyvhD+y+Kxm6/UjY9n2JOrJEdseH+FSLdvl+hrLY1l29t6Fw4XFlXp9IR+xzTnPRKrxZpAMMeECdfppLF0O5rrnunM5jnuWK3sezbZi3EgaYIFkkNjhKpdfxnDWmbkvhC4BXlBogaSHm2++GYwxfPe738X48eNx8803Bz4JY4xStFcYOaU4ejTDgQPiaa10B+0UKbY7O4CBdOzbQq4YXoIIWO8LXciNJMj+QcuiWi5LsZo+vUTU0Z1/507GASCwMGskVJHoOG6xbdvue692frWi0DRmfz/Hvv3AMVOU5CFKEfsH3O4+haZXc9Y3BHwXfRdINpjYlgveJeW2NV6XMCD4NavtSDnuDFFPSnT1mZ7ezbB+g/96BO/AwCtapnczMAYcPRmZcHwtMcWKj1zXNHUq3muRLUTYT2x7ZgG8C9GLsWyra2A6hgX/nfZY6XIe6oXrPk+ckDW86Mrml1VSfR7VelRnCIDsc3f0ZBHdivPsAMcr9LPJ0Dh27sotjMOzCzTVbUAwkVgpy7ZhZGdoi17Irzy3J8xiOOKI/LuPG8swbizwyqu5i1VVLEskhQqyHsBvoNrWxjByZMGfNw2Bxfby5cvBGEMiHf9p+fLlgU9CCUEqj5EW28dOBTo7xGr5ilu208cLbtnOfi7GZxsA4gHCiulSKhdzjqANkeoPz7nw7Vb9JcuJygDkWoVLssJ6sG1eVJKJclEXwIhGVS2Lu7OplktEvkWQhRbo/O734rfJ0xgGBzmOnep+nuQANnuu/MdzeHH7S5plgaS3POU26VrLdsB7FvOI5FKZNweQyYy9lu1Zs4D16Xj7umstZNmORkXYOxW13F6Lq3xnXBkkixDbct+QR2wzzyyA15e4VDcSbzbJYpFtsRoKLxQCpk8HWEgIuuUr/H8HiGstJLZDIX00Enndts1hmmkrd54EaTo3Ie7khpCERmyPGsXQ15eb4TnpNbqUyHolL0Rbm/9+OtqVQZP3eS0G3cDQNAtrh/UbeMYH38sxxyCwm1ozEFhsP//88wCAcelUU/Jvoj5IV4eWlvzpyMvBKUJsh8PMNbWoE7Zi0OV+sU4/jeGNZTxQDF+vgB/QZE+rhNhWLQ6bNwMvvsx9vy8WYeV1byu33jZs5HjtdeC8cziOrlEoQdVy7DjIiVGt4nd95Tak+e5bTw8wbmzhY7yxTNTt2nUsk5ZZRVquCrqR+GSwK4SvG0mDiW1VULS2Mpx8UnnH0w3Gg74H4rkRBZLvotfCGITOToYrPgE89kfusmyHQszlc6sV257BnLf+ddfnHSSItOVC8Mlzy/cqEinOsq1bIOkV9NForvW2GLGtCvnOColt1/FDoh6nZ9Jw5NZnEJ9t9bM3GonO3UbOVHrvjbqPThg7HiNDKsUzlm2vf77u0dT1X6UgF25OmcJcrpxBGN7JcOH5QEuA0Lv5UO9VNMpgmqJPL6Qd/IQ2kLu+oNkJLLYnTpyY92+itkixHYvpQ0hVgmJ8tsNhd6zsoB2FzBaXSAghmm8WxNtg6VIV6wS9WsYg2LaI2xoKMWzVJGAJIrb9QvpZVtZ6NWyYsKqWm0nstdfF+Z57AfjcZ2sjtlV/Q8sC+gf8Izv4PZflJpLM9/sNG0XEjKBYFgfXhMNobRXPZrFuJIUiLJgmRzLZPJZtVcBcdy3KnkXRWW1LcU0R7kkMkUhp7l1q2ynbu1DI7a6ge85kWMgdOzjeeS83U2whFwjZVgqxna1v2a63thQXiUG2t16R7xLbkVz3hmJ8ttU2vVgLas6xfMS2ytw5wI6dDCfM0v/O5UbiWW8hvhdhDUOh3ApU60e257p7IwdxCY3Y9roSPfucj+sl1z/b0uWyXOQzc8To0n4/eXL5fcZppwFPPCkWuW7eIlzwBgYROFqRjsNWbHvZv38/Nm/ejGOOOQZHKI4+27Ztww9+8ANs3LgRRx55JL785S9j9uzZlSgroSAFWzSiZGOrUjSSIGI7EnG/HEGFrfTJsm2OVCrXp1DF2+mNH5//2N4Orxh/NiG2gWEa30S/Tp1zjuUrRHgpPyGYSmWtWHNOAV5ZWr6wGtYufIyB2rmTqJbtF1/2fOcZPKid35WfEOL1yadzE1EUS77fJ0vIdqg7XkssLbbT3/X3c2zcBMycIXwKM7+V0et8kmx4+eOfRDSXYspST9TnudjEGTrKcSPRUbLYVmYFVX9pVRirbl6trQzJJM9YE+VaDC+6a2GM4dPXiPPEYixzLnl+IOuu1toKtHnawrlzGEaPEuJw2XIgkVB8wDUW21DIfZ+jsdw2MEhsc8nIkcDskxmGDSvfNVS3fsb7XI0axfCZG7lrBsx3gaRnDYm6r1pU+Vk9lxTb3nsjhbpta9bZQJh01GPv2csxepTYoPaZpk/c/4qJ7XT5gyYaqgbjxzH8r8+IWad9+zgOHdIbw4qhdYiJ7ZKbzZ///Oe4+eab0a/kvx4YGMANN9yAp59+Gps2bcKrr76KW265BVu2bKlEWQkF10KaKlm2ZaMVJMxTJOK2dgQVtm1tWdGydp0+jJvEe30Lzwh2DkkxHYs8l26hi59le+8+4N33OF5/g2fcE7ykUlkxKhvHcuutU3F/KCeldjGoPtHeOvONeRsGRo5kSCeaTYvS0hVWPkFa0gJDTVHk9Ko83lPPiOyXr7zq+Wn6eykiConlfEIbKD0LZrXIpFQvIglKPspxIwGEEAOybUep0WbVtlNGBRLJYJQwh0q5ZBbIVIrn+OCq+An/jg6GESNyxaMMLyfdFWIt7pnCUIjh5JMYjjqKYepUhjMX6o+fL/RfNJorkovyC2cMc05lmDG9/PoPYtkGcl3N8kUj6e3lWP02zxge5HfqJUvNq54r5WPZVs8nLdtHT2Y492yWOaf3VcgMupXj+73LiQSHaZa/cFx1Ka0Vc+eIC1fDbsq6kv78xQ4mjprIcOkl2eOVO3vSaJQstpcvX47jjjsOxxxzTGbbH/7wB+zfvx+XXXYZnn76aXz9619HMpnEL37xi4oUlhC88JJ79XFYaXAqiTxekJXVXrEd1PoVDmcTY6x+m2PxY8GsfaNHMbS36xv94cPF9kmTtF8HQjaQuobSb4GkzvoBAMcdmy1nyshatmUoMMcpL1qHamWuZOzWfOSzInqFrtfSpD4b5TyzXLEmn3M2QyzGcNqCbEdYLDqB3pquI65YtgFg5y79b71Z50qlVvUYFHk9lbBqAz4RPop4Bc4/T7xXF18o/i5XbDsOx4sviQJ48wGoYjsWy4oKb5ITlaBWdjWTomVl3VFac8S2+3de/2Luef4AmeI89zfSqi72CVbOSqMV2wHKotaN6kZimMDv/8CxajXH238W26T4bGkBxo5hOOIIlumjXG4kabGaL5SsHARNny5mLoH8of/Ua8k3cK7EIkmjDpbtk04EPn0Nwymzc7+TkWqKFduRqHstgHdmp9kpuencs2cPjjrqKNe2l19+GZFIBH//93+PKVOm4JZbbsGMGTOwYoVmWTFRMps3Z9/ySESxjlTJjSQcBq75FMNxx/m3huFw6SNR78I0P2unujmf5fyTVwDXf5pheKe7vMXI2cyCJY21zU8I6eJzA8BZZwqLLiAadtn4tiqNYznWbdV/upKxW/ORT0zkhMHzxICtlNhWBeCxUxluugGYdFTpx9XVnxQ83uPlWLTSD2cQy3aQhXwNJ7Y1FsFy0B2nmFmO4Z0MZ5/FMHq0qIhSk1/o2hGv25wqllgoG2M6n9gO+h6qi9vl8xcOiwRcrjUwnnJ6Bxfy1uVzE5GRSD59TXZbQ4ntALOh3vLK61PDdB48KP6V7StjDJdfBnzi8qxlX8zQiO+l8UTnI68OxoD0s8HkttzyyKhaQSzbQGXec3X9Vq1gTCzG1M1yyfueL2rXpg84dnsyroaYfl3DUKHkpnNwcBBtirqybRurV6/GrFmzMGrUqMz2qVOnYvfu3eWVksjg7ZDU0X0l3UhUa2skIqzFHzsd6J6mb50jYffLXox/9HCP2PYTraqIy9cwRyL+Vu+gyHvpjToA+KfZ1YUvvPQS0SDJDjqpTD+r96sctwH1tzWzbOcprxSa8TjH9u08r9gux0/Xa20VPpbicynvgmHkFibj6hMwGkkkgGU7b2rwtNW0VoOmoEiLXaXEWaVFXqnRFHTtlDdhi1pfXSOzljvFgzKHoOmqVTeIpOIOwBhzDcZzRLSn5/abeVDbSZ1lu1KDp2LR3fcgA2S1zYzFstenDnzke6w+Ezr3p4xVXLqRFMjbAIjMkFLgc57bfslze5N8nTAru2HCBJZxfyo3GzGguJHUUGznQ9aRXz+5/wDHy69wPPGkR2yHhFvYWWcynHcuq2ko21pQ8gLJsWPH4sMPP8z8vXLlSsTjccyfP9+1n2VZiNVyyDXE4JzjhZdEB3D6ApYjylSf7UqGC/MmBgCEEDhzoT77YiQiGrRzzxENn7TkBsFr2Y7H9VZyb0inatLbJxoF3eh87z6R1a211X2NOkuX7JilaNv2UfbGirpjrtBfpaAK7FqJ7XxiwnaET+uDD4nnRPr1qQuWMiH1yrhuncBQxUuh6DZBaMm4+uS3SGdcZdItqkgCo19I5n2Hx41l2LOXZ85nWaITrkT5K0Wl3UgqLfJOWwD09TGccHyx5RADNNWIoRPbl1/GsHkzcOopwMrVwo3oYI//cQvFeZdElLZbuqFJi566QKxQdCf5mxyxrVq2NZbbRrJs6wwbub9juPZqMUsZiWQjjegMHYXcEKSYM/JYtr2uGdFotm65EmVELpyVeF1i5s0VofmOGC3O+9ifRGi8cttry8oaxeq5QFJFyj2/a/NzL5HP4rQ8M+jNTMlN3uzZs7F+/Xr86le/wvr16/HDH/5QiK1zz3Xt9+GHH2Ls2AABbwktBw8CW7ZwrF3LteIkEqmOZVs9VhB/SCkyph7DXKP4IAz3hAfSLfLr6+f44MNsY9Z9XFGnAFCcFfX5FzheeZVjy5bcHyUSHPc/yLHiLY5Dh7Lf68S2vHdTjhb/btxou75T0xaXAufcZR1pFMv25i3Zv6UFUGeBroTPtiowZCcuxW4ptLRkn18pYvbt4/jFr5ToD94ES54FkoCwOKkRIyRea9Zli9Rzi38dp/yQkJXEqbBlu9Jie3gnw9VXMcyYUXwBC2WatS0xIDptgVgXMDo9cSvdFXScNt//O925bTs77S7FSkuemUJ1NvDUUxgmHKnfz5vUxu/8tUbXpwTtvzo7sy6CUtTq+oxC4lM+y3KmUVemVo3YludU2y6vwci78DQUYhg3NmutzQjSMi3balvSKKnNowWuza+eG8SuUDVKftW+8IUvIBaL4bvf/S6uvPJKrFq1CvPnz8epp56a2Wf79u3YtGkTTj755IoU9nBEFWGOk/ughsPBpq7fXM7x7PM8kL8okLW+yVilhfAuKgrCx04Xx/UmSNA1nM8pOZS6pzEo63Lrxpp3OB5/MpuOvF8zYped39RjWM7KehH1QHwudaAkoxhI/rwG+M0DHLt3l7/KPR/5LNuO7fahlI2uN5IAUDgedT5sjQCshD+4mgnV29lKvK+ErRHb9z/I8cBvOVIp90WqIvr4me73KxoRHTPQWH7b8hGr1IxSvUSeDm+T6K1br8VTiu2du/QP71VXMowdG0w5SDcI28lNG66Kp1yfbYYbr2f4zI0Mp8zOPkNeC3i4kNhuIMt2KQYHef90YeYKrSEqtOgUyI0IE4tlhbRq2fbGky50W2XSpHLdSLwxxRuBQpZtv4hZxUTGaUZKdiOZNm0aHnjgAfzP//wPenp6MGvWLHzuc59z7bN06VLMmDEDF1xwQdkFPVxROwLOc6egw2GlwU6/eLt3c6zfCMyfK3ygOOd49z1xoP37GcaMKXxer59tIcIBn6SPX8awYRNwyskiqQvgzggH6KcEe3qy348bV36cV0D4Lur8dIshleL4xa+AI44QKXm9qOKrrdXdoTDGEImI85cqtr0NWjwujrf0dYarryrtmEHIZ9m2HXd6Y+m7pxXbZczGZCIwaNxIAHFPS4lSMXMGsPQ18dnPA853gaTmfTnU685mKTvYjg6G00/LDcUWi4koBYahj/NeDypt2W4QXQAgd1Am6/y8cxk2fRDCgnnu70eNAo4cz7DLM6C99BKGkSNQ1HoRNXpNRmynhVihZ9frxgbkrmVR77PW8lmnetC9J8dOLf448t33DmiBwpZtr9jWvWvqMUaMSPt+p/sq1bXMK7ZDIREe762VHMfPzL3Jsi50gjSVEgnKjjsWmN6dv4KK7adrQYsith9/kiMWAy48P9tn+0VgqdfAr1aULLYBYNasWfjud7/r+/11112H6667rpxTHPZ402B7RZmaIUta1554iqd/y3DO2e4XOmgnl7VsB9s/aPaqsWMZdF5FJ53IsOYdUe5Co/1KWcVaWytnPdy/Xy/aXYsBNd9nQn+V6DLgd696e4UbQrkp0Ys5r8yI6ThCYEp0SSMq4Uaii2lbimVbpheWjBsLnH8eS1uZgx0jn+U35hE5pkdUqYSY2J5MVneR5LvvcfT3C1/nIAPXRvfZLgd1ZuiIIxiOnyk+HzOF4dRTWtHT4x79M8YwcSLHLs+6/1isOKENuN1IMmnDo+5/geCRpryzhN442znnr5PA6erKrlcBgKuvYq4kUUHJ9+gWimah3pvjj2cu9zHdMbpGun+nti8jvZZtJsLjTZ7EtFkU81l/31opDGa7dzen2JbPGecce/aIzzt2MIwezdHWxnzFNlm2ibqiTrM7jn6qzc8VoS/tK6su8gvqxyqPpbOuqI3k8TMZwmFgenew4/oxb65oVNa8U9hXteSO2nPtrS2ANEYvuoSht0/4Gu/cWbq1u6ODYUBJXa4KGZ34k/e3UpZtlVItu0HQ1VFLi5jOdRz3VGFesV1ONJL0PVMFA2MsnQI7eIbK1lb34CEUAqYcLQ66/4C+gDluJLIsAaIs2B53AfeBC0/DVoI3l4vrmjqVuazufmQzZFbm/I1k2Va54uPBCqZLJV1oEaMONUeCfAblOyvcidKGk4DvyfjxwPx5WYHnsmxrnrdSo7iUSzTKMGECx0cfpctR4uK+fFGpCi2QVNsNP2OR6kYmg6zJe6oO0nLcSNKLwGUCLy+ZiB2aAbU6K1iIRhTbkbQrnLro+JlnhdC+4bpsgiAvvAzDSzMwxMcSzY9dwGcb8E9qI9sSQwmlF1TUWXleYnXb6acxzJ9XGX8xv8WCq9/ODRFUCkcf7f5bbeDHjwdmTGdli1OvhUNF12GWa9nOlzGymim/dZ2EtGiIGZjsxQ6mF46q97sSbiSZ2M8+YdHeWgn09RVWKbGYx7qr+oAHfKwzizUDJGuRlm1d9IPWlux9rERYMB2qSPALs+ll4ybxbymCUkcjLf4sBZ0/cCmCR/7mzeU843ess0AHfU8YYzjxBIbJk9wRgIDswjUAOOdshrFjWOCFnNVg3hyxGLmjg5UcIzrf+1lwgaTyLPvtq96zyZPT59S8A21tnmRBBd6TfANqPzGqw5tMqxFgTF+fcrG4X5sTNIJPs0Jiu8FROyXbT2z7WLYzQftLENv5Rszz5op/db5o5ZCx8npeuu3b3X+XKrZnTIcr1bDawGYWGJXZaI0b5071rDJbs0643AWSMgKKbrBTTbGtE0vScubtQKSFo1UntsuJRuLjRyyPvekDjsf+VPg4kYhb4KgduF8HkOuz7T63itcFIOMuoAzszjmbYdw4hgXzs/6stiWE8Zp3uO9ivFJQ7zl3RKQfNaqOl55DHJs2peMHV6jHUAcSC+aLm3nSiQ1q7tbgDQ8IlNYuqb+R0Za0YrvE6vezbB87leHjl7PMupl60NUlwvh98orsouBiyXfPCy2QVNtpP7E94UiRffKU2Qxd6XC2OrtSKAR0dip/F7icjM+2ZkCdz4DipREt20D+BDt+A22/uNxDBXIjaXBclm1b/6D6Wgk1YjuoRUnup7P0zpjOMHGCO2pDJchYtpUycs5d/r9A6da1UIjhmGM43l8v/o5pGthyG60JRwJr1+kbzJkzgGnHtWLjpiTGjxPbVGFVCnIx6ciRQI8n7m+1xDbnelefSJ5FP4A+/XRZbiR+iTyUv8UCWHfP543IEw6LZ0+WW+1Mu0ZmY4Kr+LqRaJ5N7/So7t06dirLLBCTi2YtG9i6DVjxlvj7c5+tjDBS2xTbAR7+vTj+TTcIESCnwCXqtHalfHxPPAHo72c46UQxq3T0ZFbx9qSaVNqyraIV2yW+y+rzWC2XsnJQrcGlkK8/K7ReRX2W/RLCxGIMH7/cvc1vEnf4cODAgfz7SPLNXukWe+ro7+fYlnbDaTSx3dYKbcCAlau4b1831C3bDfj6ESrqg+nnRpJ5cX0eVtVnuxKWbUDEOq00EY1LhQj87xE6ZVjX1OufNRNYu1Zk9JKU2mide7ZwQRk7lqElxrVimzGGsWNDiEZzz1dqnG1p2R4xonZi27b1qbULhbPSiu1KuJF4w5156tCbHMbr1hEOi7LLMOlqRxmLMdx4PYdts0ySHh1SjOs6WdWyvXsPz/hL+1l/1EGnGkKxUrjEtvKu9fcDr70h7s8VH8/eM7U+yxkcqXR2Mlx8kfp3ZY5bK3SL7yoltnWiuBLvcqMJskrgbfOKQhXbRfiM6wbUoZA71nYhsd1S5rqMZJLjd79Xkug0mI9Cu08Upbf/7N+ABM262qyQ2G5wCsXZBvz9v3RuJEFFXT7LdrUIa3y25ehYDdNXjsxX79/w4QyfuTF/PNsgzJvLMHWqEiu5CP/DchdISst210hgi+e7SgkjL37WpEieqVGg8m4kugWS6rElyaSIiXzwIDB3Tu45IxF36EpvR9nSwlw+6N59RGhNURjd86NattUUxX4dvCzL8hUc48dXflCrPmvqQPyxP2XLtmt3NlGKS2wP8UVMQREDkfLXkuh+U0nLdiwGTJ7MwLne9aXZ8fZP6uL9QqgRiIrxGdcJacY8biQFnoWMgaxEsf3hZvffjTaQ0i0gLsRQt2w32HiI8OKd8tX6ymYsitxlcZRtQqV9tquFzo1EFZOScjJlHjURGD2a4fjjZSYv9+LOoMf+2BnKYhhP4zsrnTJ6wpGFhVKlfLZ1CzPLsRrnQ2e5ZoxlZiaKcSMJGtJMhy70n3psSc8h4KWX077PO/WWbbXT9rNcqah1vmVrdvZF1xH7CSU/sa3GIK5GciK1PH519dTTHL294txqqK5qPVNDgUZ0I2GM4cLzGS66oHGSnlSS0xa4/547R/w7eXLha5XPN+C/zkZHblsg7q0adrGgG0kZGSRNk2PLFve2hhPbAQZ2XjcfsmzXmTVr1uCee+7B6tWrYVkWuru7ccstt2DRokUFf8s5xyuvvIIXXngBq1atws6dO2FZFo4++mgsWrQIn/3sZ9FSasyhGqEKT8cTZ3vmDCkYs9tUISRfeKMEN5KMZbvOYltGUlGFWjliOxJhuPIT/t93aKa/Jk5k2LVLxF8+9RRg9x6gexrw2uvie3UgAABTjwFGDGcYOdJ7JF15xL/lim1vynugelZIv3UDssH3cyNRXzXpd19OuCddUhvd3zt2ZD8PxnPvSzhcuLPSWTIlatpunVD3m2Hw8xOt9mySy7KdJxrJHx8Hrr2au8R2OYOjoU4pYlZr2dbUf9DQf4cbXV0MU44GtmwVN2jaccC4scHaXnlPi603Ia5zXceGl+BGYppuN7cgVvmXXkFOQqVGE9tBknHFYu6+ZHTAXB3NSkOL7WXLluG2225DLBbDZZddhmHDhmHJkiW44447sHv3btx66615f28YBj7/+c8jFoth/vz5WLhwIQzDwNKlS/GDH/wAzz33HH7961+jrdCy5TriWiCpZJCcegzD6aeJz+Gw8Be2LJ4TU3vDRp5ZtAEEXyBZF8u2ZrGgvB5VqPnFLq0E3dOAlavc20aPAi44T9wLxhjGjxfbL1skhNbEie79GWM44ohg5ysn9J/jZIWQbtquWm4kOjEdDmeFg5+1VB0UsgpYtjPp2r2Wbc8zu3NX9rNj6y3b0QKWbS+qYC8kjqU12LLcJ/a1bDeI2DYMjuUrmKs+h6IbyQmzGN59j2PunOJEVyUy0OqeNdWw0D2NYcNGjpNPKus0QxtPlswxY4LV4/TuMN7+M7DwYyWckqliXfw7bJhY8Mt54YWfcvbCcTgsi7nCpqp415sAwLZtuc9cpUJyVoogYvusM4Fnn2M45hjhYnjSidUvVz1pWLFtWRa+9a1vgTGG+++/HzNnirReX/7yl3H11Vfj+9//Pi6++GJM9CodhVAohL/927/FDTfcgBFK1HnTNPFXf/VXePHFF3H//ffjtttuq/r1lIrls0Cyrc09Io9Gxb6qD9iu3blZzlatBk48gRecNsuX1KZa6OJsSzHQ0gJcezVDIiF8ratFezvDJRcDTz+TbdDGj9evbB8/jmWiipRKOW4kiYRojEMhpo2OUK0pf7/ESoXEtiu8XiVC//nEtvYKGGn9B4RA94rtSBjo7gb27GUYNSrYM6+WWx2Q6q5dDnrUcgD6aDhA9d853fvlx4GDbgv8UBTb8+eJTH26TH/5aGkpP/GQTmyrvr9nnC6iPw11q185qFq0mBCCZ58Vw+RJLLA49zun+lkmZyuEmvjFNLNto9fo4jjBDF6NZtkePSp32+TJzDVQOHI88Jkbi3PhaWYabDyUZdmyZdi2bRsuv/zyjNAGgM7OTtx+++0wTROLFy/Oe4xoNIovfvGLLqEtt3/hC18AAKxYsaLyha8g3tB/fhZn2SE++sf8lhbOOTZ9UPi8+ZLaVIuIpsGRltuWFhHBYOzY6r+YEycwXHpJ9jxHjq/euXSuM0GREU/kwGv0KPe9qdoCSY1lu5AbSSTCXB2hXyKmYvAL/ee18qiRYRyN2A6HRVrlG69nuPTiYL6tarnVutOJV7mvV2wH8dlW8YYfLBU1JFeqgFhkzBPrfwj6bDPGMHJk8T7NJ8wq/9y6518tRzgsxGCpcagPB0q9M9FoaUIbcLc5pSyMZSxrzVbfQa8hI2j72GhiW424JVkwz220CoXYYSO0gQa2bC9fvhwAsHDhwpzv5LZyhHIkrXLCjfaUevAmtbF8LM7FRMAYGCi8T10s24pLhZw+07mR1IIJRzKcfRYwrL1wvNZyKMeyLcWbtGpffhmQTDI89wJw4EDwdOXFols1Hg5nRa7XXQLIXfRVziBDEiTONuAWqSJsYf6yFXNuwD24SGqyv8l9vULcz2c77PPOBbVy+XHwoHApe3Vp9n7oyqvCWG5EJEIwcwbgOCwTyrEUvO99MyX2aRTqse6zpSX73uti+QchFhVtgjob7Y1BHfR9a0Sf/lNPYVi1Oluw1lbhArpvXx0LVUcaVmxvSS+3PdqbYxvAmDFj0N7ejq1bt5Z8/EceeQQA8LGPleCwVUP80rV7O91iQhcFcVGXL309opFwLuIaRyJuN5Jac9yx1W/FI2WI7X37xb/D09POkYhIDBIOiQaultFIQiFd2nSWiY5TTbGdk0EyzzNrmrkW/6Bi++yzGN5bC+zfz2HbHLv3AO+tddedLv6y7AiTXrFdpBtJuR3q4sdyD9Dfn/+gDLltECFgjOGEWWLhdBAfVR3q/bzqk8wVq5kIRqWymhbD8M5gRqt86EL2evsB9e94nGPp6/pjldOOVotTZjNs+0i0l4BoZw/nCZqGFdsD6Se50yfbQUdHB/r7+0s69ssvv4yHHnoIxx57LK655pq8+44YMQKhOkWM7+rqQqwlhbY28catfhuYPCmMtjYbXV1RdHVlVcKorhQOHgymrkZ1xdDVlb/qW1vFeUeOdJ+nmjgOR1ubmPPv7GxDaytDOJxEW5uDsWNa0NXV2LMQQelSVnh2dVloazMQawmhq0uj1PKw/4C4N7NmueuzszOJ/gEHHZ2F67kU2tpMtLW5FffwzhBGjoygrS3bc7S2MiSToqEdMdx9fSNHGmhrs9DWFkFXVxEjRYWODlGO4cPdx4iknxkdsVgEI4ZH0NaWNemOHh3sPs2bC5x0Isd9vxDP6Asvur9va2vDhRe0Ye++hGtAMmyYeIeiUVHeSUeFcf75MQxr1/c8PYdstLXl+qMMH96GlpbSeivOs+9WMQwbFoLDOdrasqK8q2sIBmzOQ1eBFdnlLNgeNiz7Lk095vC6r5Wis0O0JUDxz2ahuvVj9BEp9BwS/e3IEQxdXcUHWegalUQ84aClNdv+JBLud3/tujAuvECMyl9+NYn9+x2tsSwaC6Orq/Eiq7W3ZdviUaPa0dGRRF+/+Lua7Uip9VpNGlZsV4s1a9bgjjvuQGdnJ370ox8hVsAk3KvmKq4hXV1d6OnpQe8hjkRCdHSJBLDufRG0Px5Poqcn2/GmUtn9CnHokPu3Onp7xfESicL7VhLL4jBNjj17khg+nNWtHNVC1qskHhfX19/H8Oc/x7F5K3DGaXqfNxXORcxox+Fob3PfG3G/eKB6LoWDB3OfNctmGBiAa3s0yjJ/mxZDT09W7CWT4hg9h1jJZZTPRjzuPsa+fdnyDRvGMDiYLVNPD8PBHnc5i3m2LEv/nrW1teHUU5IwjBQuuYhj925gx07ggw85enuTWL8eePElaeFhMFLxTFhLLz09+nMcOJBEW1tp96qY9kElkWTo73enkO7pKbCqcgjhfV8rjWlm6+Vwuq+V5LjjON5bC8yYXtw9LKduZdsDAJ/6JENPTwF/LA22LY6xd28SY44Q7/WBA+739M9rgDmnDoIxhk2b/KeVeg8x9PTEfb+vF4d63c+37Jvk39Wg2u+s3zkL0bALJDs6RIR4P+v1wMCAr9Xbj3feeQef+9znEAqFcN9992HatGlll7PaeP1jZRxOr3tHpAjjc5AskvUI/Qdkp+ETyfqWo1ao6dqffZ5j0yaOd94t/Ds1Zbp3vFiJVOj50E1ZtrS448x6y+WNHZxxIykjkYGfz/bcOUBnB8Nli1hOtAjDQE647FgR706+51C6o3R2MkybxjL7Og6w/K3sfoVcovzcRcpxI0kUb9QGIJLqqEKbqCzTu4W72rlnN78hoV4M72S48frgkUAqgUxcNuVoVvJsk8yoWyjDs4zFnY9SkuPUAq/LYT1cfhqFhr30KVOmAIDWL3vfvn2Ix+Naf24/3nnnHdx6661wHAf/7//9P5x0UnMELvUTIzkLJAvMUUSj2UYhiN9lPZLaAEBbWmwn0+LgcBHbLt+8AMJIikh1VbtENmi1TNfeEgOOGM1wwqxsx6P6n3ob2XLii0syof88x546leHaaxjGj2OulMyAuLer3nbvX8wCScYYxo3Td67e47jCGyrFKCS2ZThJbydeTiSQQgshgzIUsxDWk0iE4eyzGKZOpftaDrWO1jLhSIZPfVIsoi8V2Q64kkZp3vFUyv/dlzOgxx1bejmqibffbuCUJlWnYcX2vHnzAABLly7N+U5uk/sUQgpt27Zx33334eSTT65cQauMLvIDkPsQFxIMkQiQHr8EEtv1ErktUmyn6luOWqFbKBik35BiOxrNFUDZqCCVCxenIq0VauIGacWeNCm7nzrx5LWs6mKql1qOfBFzvDHZDxzg2LLFfU+KjUZy3jkic50X74BXFdvq81tINA8bxnDdtQzXXg1c8YnsecqpSu/izFLo7GRYdEn5xyGIocDIkaysSFUtOsu2pr//3e85VqzUH+OyS4FLL2GYOaPkYlSVc84W7cYF54n7NG8OMG6cGGAebjSs2D799NMxadIkPP7441i3bl1me39/P+69915Eo1FceeWVme179+7FBx98kON28u677+LWW2+FZVn4r//6L5xyyim1uoSK4Jf62is+C4nRUKi42MZ+IQarTcaynRRuEtJVYqiKbZ1lO4jxMCt4c7+TIm/Zmxyvv1Fe+bTnTncIqpVCdhxjjhBiceQIhhnTs997xbZfEoeg9PdzrHtfH+lE5YLzCx+rWLHd3s5w1ZUsJ0ybN2uoKrbV2Yog1p1hwxhiMYYjRmdnpMrJtpksMFsyNkC84Ws+BYwff/h1kgRRDVo9hiXAvz1cu1Y/0m5rE1b2Ro3DPm4sw7VXMxx9tChfezvD5YtYTSJ9NRoNu0AyEong29/+Nm677TbceOONrnTtO3bswNe+9jUcddRRmf2///3vY/Hixbjrrrtw1VVXAQAOHTqEW2+9FX19fTjzzDPx+uuv4/XX3bFzOjs7ccstt9Ty0gLjODzjo+3F695RSDCEQtnOP8h0dN19thPucg5ZsZ1+A4sV29JHT1fvqlvF++s5WlpEmMCLLqhMti7p2jR6FCDXD0uxHY0yXPMpjlBIWtzTCxU9C88zIQ9LFNuP/jH7Od+z3zUyWwY/SomzDQBHTwbWvCM+n3dODNGo23ysiu3BQfF5ytEMx0wp7jzyOLwcsV3Asp0vXKKEXEgIonJIn+34YHabmnAqCMWE/CXqS8OKbQA47bTT8MADD+DHP/4xnnzySViWhe7ubtx5551YtGhRwd8PDAxkoom8+uqrePXVV3P2mThxYsOK7XxWvxw3kgI1GS5SbGd8tmv8hLQqlu3DQWxHNL7LQSJNZizbBcQ2APx5jRCb27czFLHMwf/c6bKOGQN8uFl8Vp8/VdB//DKGt9cA8+e6jyGfKz83qUKIRBKCYhY46ij12VJ9r0eMyBWiUpvaNjK+4x87o/gBTyVS2+tmyCYcybBzlyhXgxrGCGLIIt3sDvVy7NgB7NoNrF0XzFds1CiGsxZWN+EaUVkaWmwDwEknnYT77ruv4H5333037r77bte2o446CuvXr69W0apOPrHtFcFqNJLjjmXY9IH7pQ2F4YqOUIi6+WynBYxhZF0PQqHGnSYrF3l/Vd/qQG4kis+2Fz+xXo4bgsRxeMYSM2KEst2njxg7luGiC3K3hzW+6qVSTPZUHaVabFWx3dHBcgaxsh5UoVvK4NUrtuWzUqjchw4JN6KTT8oV29OnM0QjwM5d7nMQBFEbRoxgOHoysHUbxxtvinCCgFgYXSgC0NgxwOjRQ7NPHKpQE9vA+PlrA/kt2xMn5u4fCpUmtmtt2ZbTYvEE8IdH01a3IfyU6gYzQa7XCOCzXQ22bAX6BzhiMYYxRwCzT2YYO0Z0GsVQiQySklLdQADgxBPKW+A06SiGSZMYOjtzjyPrQQ3LVcrgVRXbjsPx2B+Bp5cU/t3S14BduzmeXsJz2pJI2F2WUBi48hMMM6YzHHccdeIEUQtGjRL/SqENAOmox3mRoQeJ5mEIy5jmR06xt7cznHeuJ+JEHp9tnQArxo3Etuu3MFFex4ED2cannJBnjU44XJplNRONRFPXfhbsSghbmaJ48mSRIXLOqQwfv5wVTMLjRQ4O43GOPXs5lr3JXa4hOnbs4Hj2eY6BAfd+hdxIdEJYMn9e6cKSMYaLLmS46AKmrUP5vkkf93BYv18hMu+tI3zkDxzk2LmTw7Ly36+4kuPCK7bDYfdAOsSEpexjZzBMngSCIGpAuy4bpKc9k5E8ALFA+aYbGEaOpAFxs0Fiu4GxlEVwI0e6v/NanMPK337WTrXTBkQmwDeW5SatqKevdIum7NUIX9coMMZy7nGQmYfBtJDSCU1vIpdC24tBHqPchTnq8/v4ExzvreX485r8v3nxZWDbNo4nn3JvL2TZvvACYNIkhrlzattBeS3bpb5L0oOKOwCUSyg0eFLP5/WNzxHbSk8w5Wjg+OOpMyeIatOqEdunzc/OuF1+WTaSByDa31KT6BD1peF9tg9n1MQy3gWQORkklb9bNUkzXD7baTH93PPCJeBgD8Nll+aeV3eeanM4rq4Oh933vJDYtiyOzemFiRMn5H6f8ok8UQmxnW9hZjG0t+du6/Mki+WcY9MHwKguYXWV5e/3WrYLPDNdI4XfOOcch3oZNm2qzeAt17Jd4nEU9y91IGyY2QXF+X6nlkFi27luJBLGGGZM51i7Nvv3xReVVnaCIPzxhgG98HyG0aMZRo3iOGV27oxhpZJTEbWHLNsNjOo3nZudzt+tRCdkjj0mN862FC27d+st26VOe5fD4Si2vbMUhdxm+vtFNI5YjGFCEWI71UCWbcYYzlzofra84Sx37QZeeZXj0T+K53NUl/5YQX22GWM4+0yG0aNq80zLV1RatkvNxprx2ebuQZlZoD7VNsEb+i+VcpfHu/5Y/e2iS4GJE8iaRhCVps0zWJbiW2QGzn3n/Np2ovEhsd3AqBFBCgmK9naG448X6bLVzH4AcMlFDMcdl7VeyeO2tanTU1nBLTv0chaelUo9zllvinUjkaK5pUXv721U0bKdqpDYBnJnYMKeQcehQ+6/DZ8Fw8VGqqnVol/5vsn3qVw3koEBYPfu7Pb+AWDDRo731xf23/bk+kIq5b7f3kW1YeXvrpHFl5kgiMJ4Ldt+/Z90gVv4sSoXiKga5EbSwKhiWwgKuWhRLy5OX6DfPnGi2B4Kid9Ln221g+05BIwbKz5XUlAVi7i2oeujrcMrwgqF6MuXPRIA5swBXno5d3siAXz4IcekSSh6QaP33JUYFLV4rDqqpTWR4Fj2pnre3IgaAHDWmcVfR1cXsGdv0T8rmozPtlHeYmMp2t9c7n4vXnk1G7+7v59hnieWuWr5luseuroYeno4Zh3vHnx5k9q0twPTuxlaWshHlCCqRSQi+nYZkMCvXT3pRKB7GnMZyIjmgsR2AyPFttfqVKoIlp39nj0cH213T0n19GTFdqVcBYhgeC2tTgE3Elk/usWkAHDsVIZxY4GHHnaLsx07RPKEk09imDuntLIWOncxeI+hitGlr7sXxsbjuRE1YjGGaSWEqZs7B+BgOG5q0T8tCq/VqlzLthcptAFgzTscx0wBjjgiu7PObejC88WAtr2dYcfO7O+952CMkRWNIKoMYwyhEM/MZvqJbcZYTntCNBfkRtLAWD6JZYKI4KMni95zguJrqU4NL3nWPfXc0yMyDb6/nmcFlWahJVF5vPX74eb8YfCMPAltJB0d/iL03fdQMGmCaXK8upTjo+3Z/ZJJnkk0VBE3Eo9l21IGGR995P5uYFCEpFQp1bre0sKw8AyG8eOrayXyrp0oWWwHbKVffkUMUEyTg3OudRuKxYTLGeAfjYQgiNqhegIejm6UhwvUxDYwflkcg7yQZy4Ezjid4ZyzstvydaibtwBvreR47fXKCqpSOPdsYbGs9eLMeqGrlzfezN3GOcf+/TyzIr3U+rFtjgd+KzIM+rHufeEPvORZsU8iwXH/gxyJRP7pzmLwlt9WFv95wz329eX+vtEF4rAKiW2W5zrb2hjGjRPvyaFejrXrgF/fD7y1MndwArjrTXXbqXXUIYIgBGo3d7j0eYcjDd5dHd74ie0gIqulhWHmjOA+XlJEAcDyFTzwearB1KkMZ53JtFFVhiK6Fea68HTvvAs89ieOVauLqx/dM+A4HNs+0uycRg0xZVkcu3a7v6/Es+Fd2Cifd11cdblYMhLJ/qYSSXqqSSzmjihQqqAN52mlu0YCly9iOCq9LmPZm8Kqvead3HsYDjPXPR8xAhg7RvztjeNPEARBVA4S2w2M9OOSnfRJJzKEwwzz5/r/Jh86O2ZXF/N1OaiEX245nH+ucIc495yhPdoPGs5p1Wr330EFr5/IyxeVQzWw7D+Qu2+l/AcvvCB7ok0fcPT1c23oQ7mgMRbLusiMHlWZMlQT1bpdqtju8gl5CIhMnoX2kXhnIyIRhssvA264jmHqMUP7HSOIRqXRZ+iIykDV3MB4Ldvz5jLcdINI8FEKR44HZs5w/7a1BZh9sn7/ei+QHDOG4dPXDH0hEDRRgVcsBa2fUAg471xh/VwwX1lAl0fkxxPZz2+9BezY6f6+UtOdkye5420//4LeYn3gQNqaHwUuvRg4ayHDWWdWpAhVZVhH9nOpIQdnzgA6NQPitjaGY6aIzyNGFD6OzvVHLLwa2u8XQTQy5DlyeEDRSBoYnRuJOo1eLIwxnHE60NsL7NwlxEtLq0jPvPS13P2HcJb0hqJQjGRJNOoW5kH9psNh4JgpWWGWSIjoFarYHhzkeGsVMH0aMH48y/jtA8CevbyqofJU3+GDBzls2/8Zb20Dhg9nGD68euWpJMM7gR3pz6VatmMxhqs+yWEYDA8+JJ6V445jOPNjWVecUsU2QRAEUX3Ist3A+Plsl4va6bZ64uiqVq5hwyp7XkKPnG3wWi/jcU9aco9YOnJ8/uNOOFIc7/gZ7u3SIq5Gq9i4SfiJP/GUWASpim0v0s+3Unif73y+2B1N9kyqg4Jy3uNIhGWiiABAMuH2eR/pI7bVUIBRMq0QRMNBlu3DAxLbDUgyyeE4vGpiW3U/8Ib3Gz4cuPoq4W5wbJXjEBOC+fOAiy9kWDDfvf3Bh7grYogqvc89h2H48Pyt9AXnA5dfxjB9unu7rPOUIcI9PvYnjgMHst+ve19YmIFs5jKVs88ueElF4XWv8IptOWgAmm8AOLwz+7mS77F3QWNrq/5ZOGJ09nOELNsE0XCMTee38EtWRwwNyNbRYMTjHL/7PTBuXApWOolHNcW2jHU84UiGnbs4pk8DRoxggaalicoQiTAcdRSweUuuO8n2HVlhJd0+uqdlXULyEY2yTKIiFdWy/dZKcc79+7Pfr35bbBs9imUylz3wW7Ft9skMwzurbNn2LJA84ghg5y7x2Rubu9FRFy5Wwip/1ZUMH24GTphVeN+ODuZ618mNhCAaj4+dDnQMY+ieVu+SENWExHaDEYuJSA89PU4mHF8tLNvnnwccPMgwblxlz0UERxVjc+cwvLWS483lHN3ThDAeHBTPw8knlbdAUdb57t35fcVPP12cp7U1u58uUki5eJ/vlOKXPmkSw+yTgTXv6PdtdDo7GT5+mfC1nzix/ON1dTHM8Yk8Mn48w+7dHNOnMxw/QyTVWfd+9ntyIyGIxqO1NXdWkxh6UPPbYEQiDJdewvH4E9lttRDbsRjD+AI+wER1GTOG4ayFwPARAHey2zd94I4GUm5mz9YAv7/oQoZxY4WgF8JeCO5qxLa2HfffPYfEv0ccwXBROjTg9G5h5Q9i0W80xo6tzfTweecAW7YyTD0muw4jHM4OlMiyTRAEUR9IbDcgwzsZFl3agkf+IFapVVpsTzoK2LCRIRIBxpMlu6GYNk2IJM45olEG0+R4Y1ll0pRLurqA6dMZ1q/3t2yP8rGejjmivHPr8CYv2rNH/Kv6ci/8GAPnnDKs5aGtjWGmZzGseg9LDT1IEARBlAc1vw2K6hdbabE9YgTDVVdW9phEZWGM4eSTON5a6d4+63iWk3mxWEIhhoVnAPPnAn9eI8IAxmIMhpEV314B/KlPMuzZCxx7bFmn1jK8k+HC84F33wN27eb4aLsoR8Tz3JPQLh617ah33HyCIIjDFRLbDUqnIradKvjJEo2PLkvjvBKzh+qIxRjmzRWL7aJRYHCQ4ZHFwFFH5QrbkSNZVVN6T57MEI6408I3m392I0KWbYIgiPpDzW+DEotlxY5ZBT9ZovHRie1qhIeSsdVHjACu/zQv2ye8VCZOYDh6MrB1W9qyTa1T2aipoJslERBBEMRQg+JsNzAnncgwerQQIMThR5snzJ0u5nXFz9lWvptKOajhr0hsl4+6oLVQEiSCIAiiOlB31sDMm8swr96FIOqGGlP6mk8VTmIzFDhCWYDpOP77EcGYdJSIlz55soh0RBAEQdQeEtsE0aC0t4sU7g4HOjrqXZraIFKSCzcSGQKQKJ3WVoYrr6h3KQiCIA5vSGwTRIMSCjF88koOxlBX14564Y2IQhAEQRDNCIltgmhgotHDT2Rf+QmGd98DTjml3iUhCIIgiPIhsU0QREMxejTD2WfVuxQEQRAEURkoGglBEARBEARBVAkS2wRBEARBEARRJUhsEwRBEARBEESVILFNEARBEARBEFWCxDZBEARBEARBVAkS2wRBEARBEARRJUhsEwRBEARBEESVYJxzXu9CEARBEARBEMRQhCzbBEEQBEEQBFElSGwTBEEQBEEQRJUgsU0QBEEQBEEQVYLENkEQBEEQBEFUCRLbBEEQBEEQBFElSGwTBEEQBEEQRJWI1LsARJY1a9bgnnvuwerVq2FZFrq7u3HLLbdg0aJF9S4aAWDPnj146qmn8Morr+DDDz/E/v37MWLECJx66qm47bbbcPLJJ+f8ZmBgAPfccw+WLFmCffv2YezYsbj44ovxl3/5lxg2bFjO/o7j4P7778fvfvc7bN26Fe3t7TjjjDNwxx13YNKkSbW4TCLNz3/+c/z7v/87AOChhx7C7NmzXd9T3TYPzz77LB544AGsXbsW8XgcY8aMwezZs/GVr3wFRx55ZGY/qtPmgHOOZ599Fr/+9a+xefNm9Pf3Y/z48ViwYAH+4i/+IufeU702Fo899hhWrlyJd999Fxs2bIBpmrjrrrtw1VVXafevRf29+uqr+NnPfob33nsPjDHMmjULX/rSl3D66adX5JopznaDsGzZMtx2222IxWK47LLLMGzYMCxZsgQ7duzA1772Ndx66631LuJhz7/927/hv/7rvzB58mTMnz8fo0aNwtatW/Hcc8+Bc45///d/dw2M4vE4brjhBqxbtw4LFy7EzJkzsW7dOixduhQnnngi7r//frS0tLjO8c1vfhMPP/wwpk2bhrPPPht79+7FU089hWHDhuGhhx7ClClTanzVhycbNmzApz71KUQiEcTj8RyxTXXbHHDO8Y//+I946KGHMHnyZCxcuBDDhg3D3r17sWLFCnzve9/D3LlzAVCdNhN33303fvnLX2LMmDE4//zz0dHRgffffx+vvfYa2tvb8dvf/hbd3d0AqF4bkfPOOw87duxAV1cX2tvbsWPHDl+xXYv6e+yxx/DVr34Vo0aNyvThTz75JHp6evDDH/4Ql1xySfkXzYm6Y5omv+CCC/gJJ5zA165dm9ne19fHL7roIj5r1iy+ffv2OpaQ4JzzZ555hr/55ps521esWMFnzZrF582bx1OpVGb7j370I97d3c2/973vufb/3ve+x7u7u/m9997r2v7GG2/w7u5ufuONN7qO89JLL/Hu7m5+6623VviKCB2GYfBPfvKT/JprruF33nkn7+7u5qtXr3btQ3XbHPzqV7/i3d3d/J/+6Z+4ZVk535ummflMddoc7N27l8+YMYOfe+65vK+vz/XdL3/5S97d3c2//vWvZ7ZRvTYer732WkbT/OxnP+Pd3d38kUce0e5b7fo7dOgQnzt3Ll+wYAHftWtXZvuuXbv4ggUL+IIFC3h/f39Z18s55+Sz3QAsW7YM27Ztw+WXX46ZM2dmtnd2duL222+HaZpYvHhxHUtIAMBFF12E+fPn52yfO3cuFixYgN7eXqxfvx6AsKg9/PDDaG9vx5e+9CXX/l/60pfQ3t6Ohx9+2LVd/v03f/M3iMVime1nn3025s+fj6VLl2Lnzp2VvizCw7333ouNGzfi//7f/4twOJzzPdVtc5BMJvGTn/wEkyZNwj/8wz9o6zISEZ6UVKfNw44dO+A4Dk455RR0dna6vjvnnHMAAD09PQCoXhuVM844AxMnTiy4Xy3q7+mnn0ZfXx9uuukmjB8/PrN9/PjxuOmmm9DT04PnnnuupOtUIbHdACxfvhwAsHDhwpzv5LYVK1bUtExEcchOW/67ZcsW7N27F6eeeira29td+7a3t+PUU0/FRx99hF27dmW2v/nmm5nvvJx55pkAss8KUR3ee+893HvvvfjLv/xLHHfccdp9qG6bg6VLl6K3txcXXHABHMfBkiVL8POf/xwPPvggtm7d6tqX6rR5OProoxGNRrF69WoMDAy4vnvppZcAAKeddhoAqtdmpxb1F0R/VaK+aYFkA7BlyxYAohHxMmbMGLS3t+d0DkTjsHPnTrz++usYM2ZMxk9Q1pefb9+UKVOwdOlSbNmyBUceeSTi8Tj27duH7u5urQVOPhv0HFQPwzDwta99DTNmzMBtt93mux/VbXPw3nvvAQBCoRA+/vGPZ9pZue2WW27B1772NQBUp81EV1cX7rzzTtx999245JJLXD7bb775Jm644QbcdNNNAKhem51a1F8+/VXJ+iax3QDI0bl3SkzS0dGB/v7+WhaJCIhpmvjqV78KwzBw5513Zl5wWV8dHR3a38ntsu6D7k/PQfX40Y9+hC1btuAPf/iDtqGWUN02BwcOHAAA/OpXv8Lxxx+Phx9+GMceeyzWrVuHb33rW/jFL36BSZMm4YYbbqA6bTJuueUWjB07Ft/85jfx29/+NrN9zpw5uPzyyzMzjFSvzU0t6i+f/qpkfZMbCUGUiOM4+PrXv44VK1bg2muvxZVXXlnvIhElsnr1avziF7/AF7/4xczsBNHc8HSgrWg0ip/85Cc46aSTMGzYMMydOxc/+tGPEAqF8Mtf/rLOpSRK4T/+4z/w1a9+FbfffjtefvllrFq1Cvfffz9SqRRuvvlmPP/88/UuIkG4ILHdABQaPQ0MDPhavYn64DgO/v7v/x6PP/44PvGJT+Cf//mfXd/L+vL6FErkdln3Qfen56DyWJaFr3/965g+fTo+//nPF9yf6rY5kPf/hBNOwLhx41zfdXd3Y9KkSdi2bRv6+vqoTpuI119/Hffccw9uvPFGfP7zn8f48eMzg6h7770XkUgE3/3udwHQu9rs1KL+8umvStY3uZE0ANIfaevWrTjhhBNc3+3btw/xeBwnnXRSHUpG6HAcB9/4xjfw6KOP4vLLL8fdd9+NUMg9bpW+XqqfqIrcLuu+vb0dY8aMwfbt22Hbdo4bg/QZ0/mVEeURj8cz9eF9/ySf/vSnAQA/+clPcOyxxwKgum10pk6dCsC/o5Tbk8kkva9NxCuvvAIAWLBgQc53Y8aMwdSpU7F27VoMDg5SvTY5tai/KVOm4N1338XWrVvR1dVVcP9SIct2AzBv3jwAYvW8F7lN7kPUF1VoL1q0CP/6r/+q9e+dMmUKxo4di1WrViEej7u+i8fjWLVqFY466ihX9rr58+dnvvPy6quvAqDnoBrEYjFcffXV2v9kI37eeefh6quvxsSJE6lumwQpxj788MOc70zTxLZt29De3o5Ro0ZRnTYRpmkCAA4ePKj9/uDBgwiFQohGo1SvTU4t6i+I/tKF/C0WEtsNwOmnn45Jkybh8ccfx7p16zLb+/v7ce+99yIajZI/cAMgXUceffRRXHLJJfje977nu5COMYZrrrkG8XgcP/3pT13f/fSnP0U8Hse1117r2i7//tGPfgTDMDLbX375ZSxfvhwLFy4MFJuUKI7W1lZ85zvf0f53yimnAAC+8IUv4Dvf+Q5mzpxJddskyIyRW7duzYnF+/Of/xx9fX244IILEIlEqE6bCBnS7Ve/+lXO1P+DDz6I3bt3Y/bs2YjFYlSvTU4t6u/SSy9FZ2cnfvOb32D37t2Z7bt378ZvfvMbdHV14YILLij/WjindO2NAKVrb3zuuece/Md//Afa29tx8803Z1a8q1xwwQWZxETxeBzXX3893n//fSxcuBDHH3881q5dm0kz+5vf/Aatra2u33vTzO7btw9PPvkkhg0bht/+9rc45phjanKthODrX/86Fi9erE3XTnXb+Gzbtg3XXXcdDhw4gHPOOSfjYrBs2TJMnDgRDz30EMaMGQOA6rRZsG0b/+t//S+sWLECo0ePxnnnnYfOzs5Mvba2tuLXv/51xvWS6rXxePjhh7Fy5UoAwIYNG/Dee+/h1FNPzbhrzJkzB9dccw2A2tRfvnTtP/jBD3DppZeWfc0kthuINWvW4Mc//jFWr14Ny7LQ3d2Nz372s5nKJ+qLFF75uOuuu3DVVVdl/u7v78c999yDJUuWYP/+/RgzZgwuueQSfPnLX9aGJ3IcB7/5zW/wu9/9Dlu3bkV7ezvOOOMM3HHHHZg8eXLFr4nIj5/YBqhum4Vdu3bhxz/+MV599VUcOnQIRxxxBM477zx8+ctfxujRo137Up02B4Zh4Fe/+hWeeuopbN68GaZpYvTo0ViwYAFuv/32zLoKCdVrY1GoL/3kJz+Ju+++O/N3LervlVdewc9+9jOsXbsWgFi/88UvfhFnnHFGmVcrILFNEARBEARBEFWCfLYJgiAIgiAIokqQ2CYIgiAIgiCIKkFimyAIgiAIgiCqBIltgiAIgiAIgqgSJLYJgiAIgiAIokqQ2CYIgiAIgiCIKkFimyAIgiAIgiCqBIltgiAIgiAIgqgSJLYJgiAIgiAIokqQ2CYIgiAIgiCIKhGpdwEanZ6enrqcd8SIEejt7a3LuYnqQfU6NKF6HZpQvQ5dqG6HJvWo166uroL7kGW7QQmFqGqGIlSvQxOq16EJ1evQhep2aNKo9dqYpSIIgiAIgiCIIQCJbYIgCIIgCIKoEiS2CYIgCIIgCKJKkNgmCIIgCIIgiCpBYpsgCIIgCIIgqgSJbYIgCIIgCIKoEiS2CYIgCILIhTsA5/UuBUE0PYdFUpvHHnsMK1euxLvvvosNGzbANE3cdddduOqqq+pdNIIgCIJoPLgDmAmAMSDaXu/SEERTc1iI7R/96EfYsWMHurq6MHbsWOzYsaPeRSIIgiCIxsWxxb+ci/8Yq295CKKJOSzcSL797W/jhRdewLJly3DdddfVuzgEQRAE0dio4prb9SsHQQwBDgvL9hlnnFHvIhAEQRBEc0J+20S94BywTSAUFv81KYeFZZsgCIIgiFIhsU3UCdsEHBOwkvUuSVkcFpZtgiAIgiAIoklwbPHfEHFhIrFdgBEjRiAUqs8EQFdXV13OS1QXqtehCdXr0ORwrVduW1lrYjgGFonVt0BV4HCt22aApwZytrGWjkC/bcR6JbFdgN7e3rqct6urCz09PXU5N1E9qF6HJlSvQ5PDul4dC7BS4nM4CoSHltg+rOu2GTAGc7fFzII/q0e9BhH35LNNEARBEARBEFWCxDZBEARBEARBVAkS2wRBEARBEARRJUhsEwRBEAThT8DIfxYHDE5huQnCy2GxQPLhhx/GypUrAQAbNmzIbFu+fDkAYM6cObjmmmvqVj6CIAiCaChKUMy28u9hIS4IIiCHxfuwcuVKLF682LVt1apVWLVqVeZvEtsEQRAEQRBEpTksxPbdd9+Nu+++u97FIAiCIAiCaD5sQ/w7xEJA1gry2SYIgiAIgiD0cC7SptuF41wTekhsEwRBEASRg5O0wS2n3sUg6g6teC0XEtsEQRAEQbjgpgNuOXCSduGdCYLIC4ltgiAIgiBccFc0ErJsEmkormNJkNgmCIIgCMIFY6zeRSCIIQOJbYIgCGJoQla40lG0Nqf7SNQY7jhwrKGzIPOwCP1H1AeHAyaAMIAIGUkIgqgllgE4pghVFo7WuzQEQRSBlYwDEAO9cLT5ww2SZZuoGlb6X1peQxBEzXHSVjEZH5goEq79SBC1hNtW4Z2aABLbBEEQBEH4U4QbiWOa4DaZWAhChcQ2QRAEQRD+BNTajm2DO/aQ8rUlGgPObXDevDHfSWwTBEEQBOFPUMt2E4shQg/nHLZdnzCQtmXCsUxw7iBl9sFy+mt27kpDCyQJgiAIgigLYXm04ApjQjQ9iQQADrSEOMLh2tUtdxw4pgEeCsFMmEiaJqKhFKLtNStCRSHLNkEQBDEkSJiDMKxkvYsRCM45bCMF7hRnDeZGquFCGorQgCkAJoUJHIpwjiIf0/JPqVjQuSM+N/NSABLbBEEQRNNjOSY4OCzeHNELbCMJxzIzIc6C4CQScAYScAbyT6cbXPxXKYIKaM7TkrvSeps7ZbuoOBywg3rDcA6LN7GyG3I0/2wJiW2CIIgKkHJMGE0i9CpNRow59RUo3HTAgyqqOlOsRRsAeEqEMeRm/t/y9H9OjW+FrP2KG0HNhPivDKu5CRGONsg9SXITKW4dtu+zSkPMVCjZTJ1am9grBIltoqpwzmGnknDM6q5ON02ORII3RsNAHHY43IEFB+ZhaA2zLI5EAjDiCcBKAnZ9IlFw2wFP2eCJBhZInIu43yVaabnjwErF4VQj9rCVAsziXHA450ilsgvoqm5/rMACzCBHcNIuDIe7dTvzbptc1bu1YYj15SS2iaoi4606VbZ4maZ4N60G7mcJYihiGGJ6PplKv+NOncK+SRXFHcCM103058U2xX9mIu9unHM4Fs/4qkocIwU4DhyjCn7pjgVw2y1oCwgewxB+tEaq8sUh6ovjcBjpfFD1jOTofQS5z3DJMDiSycYV6CS2iaaEcye9+t0EV6wPvn3DEBslE0QjYUFoXauOr1lmVssyshZkiVk/i7uLgG4JQvMKwe3azjnsfKbZSrRz6WNwx4Gd6IWTGvQ9rro5+1kspqvOLGP5x2x+79/8WLwyPvNJv/FcjfpSzjkc24Rlx5EyCiy8tQxYhgnHEYOERoRC/xGl49jiv3AUtZ9j8rYEbaIRcBzkPNZmUvRekVYgFK5VAYkaYpsGWCiEUJiatHri1YHcccA5BwtZAEJgLFqDUmg6W24LE2y4FuevHqYFmCmGcJijxfulYwFWCpyFRVtXJtxMCqOGlUJOq+lYgG0BPCaEdVrgcM5hpUxYRhgx1oL2SodpK1HoHU62lozfPAdCarfMHYC57au2YyPEQmA1778Lwy0O7pgwTcBgvQBLIdTShpz3mztiNs0GEGrc95ss20TpWMn0Q27k2YmLl8E2qt/iWcm0z6inPNLy3QiWLaLiOLYNxzRgpxoj5NvhtG7Ae61cbMz8bSXjsJID4I4JsUQN4v2sxUJK26z7gs1KY1lCFNm2RhxJP+4811yc1S+PALNSol11TCSTQCoFWDZE9kjHEZkkD5/XoCFx3X4rJVyXlD7Qdiyk7ASSVpBoOB53plQKjlH9/tS2hWsoty1wDnArj4U7vbkBxw0ASGwTlaDQohX5kucV5eVhmBzJpC1eRMfSZL0ihiyUta4ucM7RGx9AqmBnrSxcdizRFuSJhW2bDmzDKX7QktmfZc7DzcRhNfiRcG6BcxO2LRYwOg5HMukgkeCwAvv6+KsWkXDEBFcWajq2/hdJx0SqYn78JVq2K3T2psVJ15PSB9vpbbzIu8NtG9w0wKuxbkDBcQDDZEjlrAfIU94GftdJbBPVhdsA0i+4U9nVi47NYZuiI7dMobnkQo5USvxnVjzgK0EQgIhrbVmAnWewwzlPh7hLv4dBBkbc829A3EkwxHlSVhxJa7C4Aw0JDABmOlIIkEpymEnRBAcODKWaCD0ixrEsOI4Nx3QrIe75v80d2BCRehoFv8fKcYJFszIq5BPdPJgAktl7UzOf7fS/SQc8YSt1k3t+ztNtDYlt4vAlBcAGR+XDhHAbwkvFzn3/ZShOik5CENVD17k5tg0nPeq1koOwUsVZl21lwXM8zhGPB0yo4nA4lg0OjoQ1iJSdtbw1cidcC2y5YLGIBeS2zeH4qUq/QZNnu1PiffcVvjxbtuAW+mDnSybTqcnz7Ze+heUOHTg3wHn1ZnpVhFGqhJkiyPfGBODANgZhmymImapUTcrPAcDhsG0bhpUShjXLT1SnkLuWq3Gg1URExXFsEbKKh7OWETGtaVd1Jbgu1v1h3scSZSAadAeM0aJaHZxzcBNI2ByRFg65Fs5OJQAeyi7Gsk0RAjTiv3jJ4Q6SVhwOtwE7hDCLIMaisFIWwpEoHCeEUCi39eCOA27bYJFI2tpqgVkGwq0R2I4F2w6B2yZaIhwsQOtjmhymCcRiQCRS+daKOw4cywALRYDcZYeVOQfn8Dp0OJwjacfBLAMdoWFAm34BJeccSXMQ4XAMhiGCp8RCHNzHD9yxRPSLSBiinpMJ2EYEHG1llV9GwvBbYJl1LeC+9cQdDs6BUJgVnCTx9h1WMoFQOIxwNBa02EWSduHgETBWPZsndxwkkv2IWhYYawGLQETrieS/Lu9AxjYtmPYgQuBgkRZUIW2RvhxgsAHYdgLcNJFIJhBrceDY2WfDdmyYVgqcO2CZdE6NB1m2hwKWARj+4ZlKJmiKXO64FuVwm2fWRYoNHGJa06iahclxRKzXJMV7PWyp/DRiAoBoxIlcHIcjYZsYSBjo7++HZXnuE3fSixRNEfc6D1balzRpCdOiza2MddzOE+TXNg04jg1uWZl64hyZttDkBkwneLsjXSyMKhntHNOAGR9E/OB+OHlj+PnAOaxUouikNrYj/Ow4t7ILxjUY1iCs1CEYqazrjRhz6suaTDowUrZYeOmYwoJqJmHbJkzNgnQx2Mgfxi3nVK59vaEQfQ8j4pTbHE6Ra3ccywR3bNhmLSzPle0PRV3ZGZfNlDUIxzZhmIPKugkzr0unafKc5982UoCdhGUkfMssrPWVWyPBIQKMWAiBp99xO2Vk3MXkmqyUFYflmDCcZHqM2ZgrJElsDwXk4pNKR9sImiLXTEcB8YqSGg4w07lz3HFfHQ4rmYBjD62IBISeODcQ56UN6PKnzi5OFBW74KgZ4ZwjYZpI2Akcivcgbpjo1UUnKCO1svTDDLIjB3d3sWYSjmXBShQvTKsJd2zY6SxAdtJfzPldt2UkwW0bts/iNG6V5i6QLV8KgAPueMumP2ZiYBADB3vgmCYY54gbvRhI9qIv2YeUnWv5cCwzHT0oeF9lpRKlCV8zIQZ5Ra+zbfL310rCSvUjaSSQSJjZPtE1ZvF/L3XdpW3JV9nMowes9EnK0CHKsWVkI8dOCP8dAGA8Z1fOOZLcRsI0UYMAKSVDYnsoUYUBnWOasJLxAmJE7ux5S5XypKxkxmpVHXIbACuVEIkZUtU8L9FoFCt2RXi6eEMMyrjjBHvX6gl3EOcGDsQTMG0Dg7Z4v5zMDJsyywUgxc2S0l7bZgpWatAltGzHhqlGNbJS6WyRNuSgSKY0t5LpctXEQhmcIFrO5GIhXs5vnXTCGM3tdEwbTtKGk6ic4igkPI1kCqZhwew/CJ6OMGNxCyY3YWgS+MjjFZwtcmzATMAxU+Dp0J7pHxZReEfs79hunRn0t1aqorPFtYqOZVpJJBN96OsfRNxIIWWI+OyJRK57iA5voiLLSv8+zmFbDjh3YBkJ2JbyXlbi2mTmV2UWLJWIw7AH4djZbZbtICmvw7FhJvvQl0riUMqBbfCGdR0lsU3kRaRZ55m068WQdEwk02H4HG7B4eVZXYqGC//LVCqYtUJkpMy1jJazwIRofKS4daz6ijLbsTGYOAQjPUhsSORsl2PDcSw4ZgqpuIlkCnASA+BGyhVezIANGxxGCWLbSc/UceV4KTsB0zEyYcsy0+FKaDnHNMG5k17MJbAdOyf1eT0xYcHMk01Sxm/xFpnbVo54VH9kcbtiGfSSVhwJJwFHitZMIZxMOFfL4XCMfvC0X75tW1lBrTOAmBx2PsHn2IBtgFlJMCl45Wkr2P7mOxbnALOS4LYFyxwU118mhsGRSol/q41lJMUMStqx3XGEWAYA17gzYEBqhwPcSsK0DVi2A8dIAqlBcDMJcBFaUlxbeeXmliXitacX5TocSBkpmIaIaJQwOSwb6E8CiRSQsrmYwbIt8ISBVJI1dB9NYpsoC/ez7VlUAUeEfuIOuC385yp/fguGYyOlRCVSXzgzPf0VbKyQgpgKc1uGMj7o9Td8uhCLThvLatfU1LmhTtlC2KTsBp6JkcLDsdLZIYXvtmmZsGwTtjUArgsPJH/rM4iQwixr+eRIWImMKwLnovOVOjJHAGn8el2hAC3hw+vy35WJPmqMxW1Y3IFZbIQmzoFUPO3al93s2DZsIwXDsWBwCwle/sIVC4DhOMLt3vHUp5kUMxjGoBgUMCDeb6K/x4ARNzO+9o4jBjxmfADctjFoprMB5muyrGSOO6QBwHI4bMMJ7n+dzyfcMmElBoUfsg82B+LcQsK2kOTZ8pTaQsioWJZVXTcVmeIcgBKlS7p3iDopxoWHczEwzA5ubVh2Ailugss1Fel+sdzIX5YljmUokxjc4bAsIGVxpCwHg0Y2BKB4LB1YSmhRDkpqQ9SE6jxlnHPXohaHA5Zlw0wMImmmoCwMd/1GbOKwbEvEykxWVq1ybgMwwWEA4LBMA2YyjsRgbmtenGG+Qa2KORgAsgvDCEGpXVnDWpMbFg7HdNKuLzYcM5F+FpXOXG2SjDhgBVgDArFAknMuhB7Sgj595AIJ5MRnr0U442KiqlQL3sXd2uNysyqDWr8FvTZ3ELdTMDwLITkXU/gcWXEBiOgvjmXC1CQKclmXuQPAEtu0of7EWIhzsTDNNBJwUgOwDcMdwi890yAT2jDHgp2KwzJMMajhDNxxwDgX/ukQC1kt7sAuUmhaDmDbDgYHDTiWAx5wUWk+QStFdj4/cBtIxwev6dKjsjBNjoHeJMxEElbSENFYbAuMmUC6l3ZsU8RHD3gfk9yE7RkYmo4Jh3OYsKs6cHBsDsNwkDRNWIYFbg7AshLpGWixT9wahGHFYTk2uGPDsoyGTD0PkNgmAmAbSZipOMyBPtiWLULcGwk4Ds8ZJXPHgZkQfpamCQwmBpFykjBNC/EEYJrlCxrZSakik9u2EEu2BdPUNLYcYqhfILFOIs6RCBjXt3FotvJWGM7BUwNgabGR5CbiOQu8GhuT2zBtCwlzECmjgS3bUAbSpg3YIra1nRiAbZswHO5xfdB1fHmm8G0bZnxATA1nrNgcCSuOhDkod4KI8+s+jvzT5g4MOwErj5tG0PIITIhBbeWMBY5lwjH0cawTjrAOC+uhcg0FhI1usGhzIMWl+UAkukmavdrfy0RgmYVntg1uCdcQR2O2tFNJIDkAZg0AAJLmIIy0G17KGkDC6M0d9BTQQZadm3THGEzCNiykErWJoayWuTFlmx7TTIfoM5F+bjjEsEFDQMOCzTk4H4Tj9MNJJuFYNhwz7aYCv+hPlblrDgc4S2erc1JihtlJATDBnTjMlCFmpxwLlpUEuA3G7YY1mlCc7SZGJHFwYKUcRKMMoUqGbVVXBTtZP0BmmUDY70QctpGEbXFYhgEz2gLLAmI2kDIdxEJiiqilpfziyehFoYiIQ8C5hUQCcGJAS7r46ivvOMimiI4qMYBd+9ROtJpmHIyFEIno490Wwt3INVOXUAUyU5zK4KuJBiAmt2FwCwN8EJYpYlTbjo1IqHq2EMsRM1XRcPFxhDOiU8zzApYBJ2wilTTAIeIuh+F+Rnn670JPqp1KIcraM/6m3LZg8hRiaAPnNphlACETCLchk5k2Uy7xr8lTiAIwuYUwFwEMnCJmq7LWZBEX3OIOODiirDLPlGNbsE0D4RZZbp3LTX6fYt3jbTs2DKMPoUgMsfT6GAuiLiylPeR57oXDOSzbAQsj7bNswm7JXbPjOCKDJLcHETYdIJz2l2UcjmPBZAyGZRX9FhopYWFnjgPwFJhjg6cVekmhEgF4b1bztAylINw1eTj9Of0c2ZYBJ5LOAhewv0hl3HlMWGYCtsXhDIYQGhZC0jIQYum4+dxyHZNzG4z5x9QPSspOwbFtJJwU7EQ/YmyYCPHpOHCsBJxwDDZPgcEEAxdCu4Frl8R2E+NYYmGCkxQzoW2x6ogux5YvbeHjcwApQ/wruywR2zVgzO6iYMKXGoBt23B4CkY61q8DpJ2sw7BtG2FuZMvvVeI1xnFsWEY/AJQstj2T5mWXiSgfxwEMOwHODAyLdgSezpT+xxw8/Yo4VV/MZ6R9ocOhCEJFJNUwTRuhUAoGt5HkjohIwIVbg2OLaActIQ6HO5lpUw4hixOpFMJ2EpG2ToTDsbyvoLx6O5WCxQzE7A6E07GimWUA0TYAIhV5KCReZ8c0YCWTmR9bCCGE4pzCOOcZazLnontMpX12GWxEWfldprS85atjJxVHiEFk18kWTvivJhmiYYDzJNSGzEzFYZlJOPE+hLuGpX/SFqitc9IJYFJcLC4Ny9kL2+1Ln9nfTMG242DcgGNaYDwEzmPpRZ0c3DDAU0YglyEvlslhGP0I2wkM62yHY4sL4EVNxBd/XlkfrArJjKqJd3LEsdNWZzgIR4CElYBlJxBLxRGNRNNVoq/X7EHjsO0UwFpgcVvMFsGB7XA4KQdWykCIhzOunAIGzlMAQuA8XJTgVtdjiHLZcGCAM4akGQdz4gijFVbShDFoI9xqAzCQtJKIcwOOEwFHY4ttciNpYiwLGBgo1h85OI5tY2CwF319KSQTSPtK5XmYle8cnn7suQNwEzD7YSVTsCssIrJHY7DNJGzDgG0aSFlxJK0EDNuExQdgIA7LKX4asho+aVZFXBwat1FpZmzbPTUq/GQLLyhyuMh6NxgXDb4d2IWhvhTzfJsmh2U66E+aSHATAwkHScOBbQuLmWGEYBghJA0bcSeFQTslrLjpcxhGAj2JQ+hN7YXNc5Pc6MpicBF5I2GlYBgpV9g/yxZuDzKRlWMbsKwUHCuFFCwY3CwhXXhacGn0lmE7Rc9+ObZ7WptzDm6nYCdS4EkRzcW75sJImUgl4jANw+NPzmGYDA4HDMMBIJLU2EY6IgPnsI0UbMuEFR8UvvRQ22SfMspU5UrzmFmwypgwWrBkxm/dNJOwzD4YqQHh/2sNwnFkhmADtmXDjnMYhp1dLGlY4CkbhZS/ZXEkUhYGBy0Y0idc/oRlTfpWMZGtgkSicjhsU/QdhXY3DP9U8TwdnaNQKDzOOQyj8H6FcNIuQpn8cU4KhhkHT/XDsoTF2bCFn34SJuLK2gPuCDcmR3MtLOtLlDm2zRkGB4H4gAMjnoRjGMh1U5F7F9f+mQAsplaVDc5tmI4FbqfAbAPcHAB3TNhmPP3OWLCRAgeH6TgwDFa1ZFSVgCzbTYx4sDhSBhAr1UCah4QxiKRlozeRRHssgnZuQCy0yKbi1TWdIuuTmIaUaX4tE4iERMYxPpxXdBFDMgUkLYgFOiELthmDbbfAtk2kHGEFElOppvaBFxYi77bKllFiORYsx8zeN84bd/l0peFc+v405DWbaRNROKy6OqUARCDSKvtbasodkwmR5MC0gEiDtsrC4MtEx2ankLQNRLkDxxG9pOMwODaHmbIRhljrwY0UHGYilI5Y4sCGZdmw4bjeRW7bsJKDsIwknFALeEis1OMAkgZg9wM8mkIoDLRF0/7CaT+MTIAUx4GdHhg54DBSDDxiIQILdowDLSjuneYcpims54wBRsoBC/mnEM/cp/TEWYiLGP+cAzwyDLYN8ISBeDyJVG8Sba1JOKkYwm3uh8dKL9yzLCud6t4E5xFYloOUxWHHLcTCafcdnnZ7URdS2jYGBg8gZLSiJToS0ZZIJsNuyOJo9zzGclGkcuHy8tMuK4aIGeekgHAMidQADCuBwbgB01HmL5gJGzZMx0TCCaMt0Q/HMmCFGMyE6ABCoVaEQv51IMZtwkBjW1a2DEBa0HMY3EKK22BgiCG/9dRxAG5xhAp4S1mmiF8uPbcc24KdSiHcMsxzPJ6JujFMc2rDENdgK+nEedpvngGQk89yHGVX8H0X90msS3JCKdhWHMBwOLaDsHLLLduEw1tgmQAcE5xxcG6AsZhyLCm2lWu3hM+9mRAx7Q3Hhl0B/2h3VEkOyzIQTXEMpAwkU1wIbNuAlTIRTYhoPJxLwcPhGCYsOwyAw3Iar1+RkGW7icm8D5yXYMEpjAMxgufcQTJupS0feouCOjVlAbDBYKZMpFKDcCwDjlwZw1MAkp7fljDVmErCTgnrWMoSlhjbEb5b3BoErEEwxwTLZDEzIdLFexZ0cg7LEgKgkpYSP5wCkQ+GKpwLMZWKp8Ct8kOT+ZylaFclNfyXjEWbzUbKlRBzAaMg2A7sVHF1bFtiQVxiIAXbYjCM+nYYnHPtIqOMT7STRNwcwKCZQCIZz8Qnd8IxcDBIY50MQSZEU/53RvpJO8kUOBdZFjmS4DwptBe4OC4X775jZ+MIZ8uXve+WxWDbQN+ggaRpwNAsRNRfvPs+GAaQTGbdLArhcMXYkP6BaWafqVRKhNNDCEoYO41PsWODWSnAMcBTKXCHw7R4OqKTAzNhZKOpZH4nnhvbcpBKOEglHcQTNmw76yvPzRSYJ7kYT4fVswwOI5k1picSQO9ABMlE+jzpNS8O50iZDlwu1NyBDTvdD3GEHAPMNgGzJzOTZ3CRfVDWkrYfcRw4jgEjlURiII5EPAVuGTBTCXDTgJVMZBIk5XUZSB9bLvo0Df/31zS5MNgoj5NtiAW4juV9xvSfM7/zvPoGT68s8EaeKbO7lofKbSk4GAcMOyn6SKV943CQMmwMJkyYThKWlRSJiLiIapW5BsdCwhrMuJo5cpBsyj4csNIeQnY6dGYlZoC5w2EZNsz+AVjxPti2BVgidLDjpAfvqTicwSS47YgZnrRfeoo5SHEHVgMbrxrUhkIUgqdf4hTncGAiDKCVt6ByayQ5HAswTQOWYSActgAehpnKLuzRYadH1xyOiAZgDcJ0+pFesZE5tsRJx99mYSAUDv6ScEeEvOO2DSs+CCceBXMshJ0kOIaBpWPNSst6tlNyT29xzjOB/qNB1orJhA6MAdECJq6q0jxuJGKAY8JMJgHWCiNpoaX89TMaxECOWzGxeCsWBSuwyFBOc+tImgPgziBaYl0IB2nAOYeT7IWDMOxYCyIBL9JxHAiDHgND0eOFkjDTax10r7LsoMPRWM7945zDsk0glLZAcQvcNsATJriZjhIkrgY250jYNkzOEYaDMJNJJ8Q779hc885np6/d5wUswwFjcqEXctWORwlx04JhpBBub80RZtw2AScBsBaPYFFdiIRbw8ChFOx2C+GoA+GJ3oaCGInMNYhLzs6Ucc4zFnj5twvbRsgYEOI57S7B01Z+AzYcZiLGY3BsB2ZIDghZZhGoWDgvE+NwJFJAJMRhpwYRsi2Ax1wzd3J9cdLgSDgc0TBDpA2wbAaAIZUIw7QAaUvsTxlIWjZMG8KH13ZgsSRCVhR2TJyVpYW3I9fq2BY4a4EFEzGfDsQ2UjASSaQSSZExknEYyRRYLAbumOBoyYSClJjcQdSn13NsC47FwUJRWIbb/d21nzdke+ZfrhX03ElAuDm0g7H8Pa6wQfFsPPeWdqDMtttKD+gi3C22M+XmYs0HNzmcfgNW1IHNbYSjKZgmQwQcVksEkWgLYo4NGCbAh2cOZjopAIZw+eStSKUOwbQMhOwWMagy0hkjUzYMbiDKo0CB+xAE8Rq4Xa6Spo24ZQGGgTbOYbcALP0M2AAcLoISOpyJvB4VWsRcDUhsNymZR5IbcLgBICZeqAqew1J0KmcWgBY4lplZPJMpS4611gDjHA43EeI24BhgXN/SOZYDh9sI8TBCvlFO/HFMG7wvCTZgI2Qb4GFb+KxATMdaKQdOzBFhSiwDiBRpWfZYujI9U4kj+dzGm6O01ZqN26jkIu95evFqlYvuWAbAQuJZjQUIfaOxhliOg+TgIKIRA07EQjjAHKDNk7B5CkAMcOIA9IMxkXgCQAgIh1g6sFxtrTEZez2Hb5vBHSdHbCetOFJ2H+ywjbAhsuzBMsGsFDiPwTZSiETF4CrJRfgxEzbCtoVQ+r0U75GwGrJQS9a1gztAOma+WCzKxaBafAkrMQAHKbSGHbD2UYgUeI4cywQPxwBzAGonLlR0L2DGwaMc3I4hJBNjKEYBx7Yw2JeAY1nCqseT/5+9f/e1bMvvOtDPGPOxHnvvqlNut+17DRd0r2QJCTlDAokcySYgIENCCDlAIkJCIiIjJoAEJFJISRABsQMLAiT+gCuMLtDuPlW191przjnG+L1uMObeVXX61OnT7dPuxnhIu15711pzzTkev8f3gSaHh58QbGuDdqVFItJE+gqpcq2F6pXRvh5gmrU78yVXwHE3qq00FSLtVci0UtcNvTvQXLtMWigqleqJui4ME+TRuxKMCa5KlH1+Pt8Kd5bHR0o7cF0WdBKewwLXbpKjwLYlHp7vi6euUFV6hRtvjDF3lZOXroZi28KynpjGqaMbZKPNiTGD+Y+HyCbCZkIzIXKwFOOwKac9Sg5TarRPEsRleWSyI9Ppjq8OrRsmiWE8fmerq3dPCv2DDnx1jQdBq8/QkI/n9Xc3nndThR8D0bgbSEFpVK0c5cBtGcgE6cExKYwZ0iF4mH6tdzomunb6y1IXem9acd0I6Wu36sBWKw1jOgTihoSR3EgMpKHbuWs0hgHm8dN14nty8HV1CwlF0A+k6uiQtM2EGpXRhKEFdQxkN+uRUlmvCxUj4rDvGgn7mVVrfr7j/5pg+7/9t//Gv/yX/5L/+l//K6rKb/3Wb/H3/t7f43d+53d+0Zf2M40P54x2K+II0ifyO3/8bkq3fN16FSo5oUYcPt0iq1ZSgqwDh/nDxiOuVN84yUqiEv481aJrY+YRhplmpScJaWDkxzfMrw5XwUS6VWxtaJrYtoYykn2vZEc/oK1ccM2ozCRrpGT9vb8D6cFvO56rUinFhypIeHdJy+P+vZ/plb/Ly/y5DzfDtZF/Tt2Ar61A/YSE6CV50grDxPPRFRE8bY1NjKPB4fCTE7SIoMSN9jld249/1rrVcIrE4aNn35UwhDz+XMr+f+yhLjRbwdq+zjp8LYXD4N3cRDIxBXxEEO1ycq0HmDlTbUV9Zog7IuaXYFvsiocS3rBW9vXascIRENrNVWoKhr1q/NWArS5XMv4ShTgKaez0sDjTrHL+KMHQspHGCYZEHkaI1CEcXnZjkyOhjedN41sd48/W8aFYmvquHLw4IxZJmBmLrRRZuItXnyY2H81bVQhvMJzQUCL5py6a1nrBIQ+oNFbtGvPNg9EHGITzHeCO325QbkT9EAS19cK2NGotlFLJqRI77tXpgbqY81WzRS+lN5J2xRbbA+0IJbSi14ocj+jlien+FSFDhwI1Z+XC+XRmitOPYeirdA6SuVB9YdXMrEdaFSYStmTGX6HPC5NOmvyade4WNFGKwGluJB8IGyHt3ddPdGGVMMNF8Dnz+fSzj00WcoqPcMMfhuyYbVV4ePia//xzHrbdiFap8khNRrEJ8zuIYHvbsFiZ88ygjm03klSSGXH/5gPUaCeFRzjp2axKGlUT6+ioGT4ZY0wd8qXBkB1toKVRTXh4A9Mn3ZwPmiVfPX47Dt9oYRw+2sctAsN6Yr7vNU43OvIIVPoe0BpEFuBESl+r6vtLMf6vCLb/4A/+gN/7vd9jnmd+93d/l7u7O/7Tf/pP/KN/9I/4wQ9+wN//+3//F32JP9twJeqKNKO1D5NUoh8KY8BPgcz4mpfvwKznyrVbl9Jbt+itJFGWeuOUztj4KTxDcISEinIa6Adgf5H+FQJDr8YDL7//pPGCpasLugrbPKARbNGYmjAORoRiJr2yYTOuQye1jL1l+NWt9IWN/S0lh78teTIiuNyEMQmnMzw3YpNsJJPvUKboFxN4RzyrBfzkbcRqQVUYtJLPP7228zdfR1BCfmo8fEQgpTGknan0HGwTH1rL3/LWeljHOpZAf0LJ9VliLDzwTxLkgHrjW0/En3H8rPjKqjekPe0doh2HEgG57IZSgsv44wjk9AGvqr4SLjQ7c/hIJ7uVlfeXHxLWUGm4OfaMLbYPFdNo9tImb1HJ0jhMPUmXVpH1iaQNiYxET7zVlMBZXXFXUih34bg0IgbS2KumDGOvjVmF1DtjZQpaBAdAzEA3mirzt2C1mUGrlTlrXyPPsBITcKdtF25zJp0T4/jAdL7/sefTBCaFyE6UG1UKHs5xnsAqyWakLaThwOKNilO9gWVurTDkFbU3jK749QqyUK+ZcCXl+cNcDCHiCnElLHU8bguqJlIKjqYve2dEdD5MZLDUc4vnPEELTTbcDdGJ5huhC6PdE+GguzER5/53cu9g7B9ZtVdAb+JMQDWjNsdUeL8NjOak1Rm8B4MqRnxN8STMu1FUGEO9MWbF5yMy9rNGY+jPYcdlN1FUjbplhm94tu4OlL2TUOErBSI1WG8Ajn8vfWf44Yi+3tJnyKURBmE0FXw/+3y6Q3e4Umg/bayBrI0YFPNE27om9+lcOb3cR6FHEBXxhMsN84JbRgSKFqbj9AGi+fzZtxtjulJ8Zq5wGJ1hLzB9vCc8c0K+2sn+Kh5eVQjpOsIWYJFxSZ1joPsl7iRiSz2BPIz5p5Iy/ZMcf+qDbVXln/7Tf0pKiX/7b/8tf+kv/SUA/uE//If87b/9t/nn//yf8zf+xt/gN3/zN3/BV/ozDK3U4iSvuH2oGL5I9fCTcvRvHs/dL4nGvEtw9fPVCS+0csFsRW3iGcf4Ul2PHqwn7UohR1fMP2179UVnpPTckvv2w0QIHG8OVjFpuAuzGlEDeb+xrdqDKXeGfGDOI1MTchaOD8P+Ot6xozntpgn75vCZzkA/IDYiMuknVOKLrogHkRrHOPRK3YdX2pOOnzVQ/sW2ynpAsNs2x/Dtko9N8FTJ03e77SjeOyQUQivjt2xdlEJPVOvK4ZTx/ON4/ufpbO6kpAz589cuFVwS2wqvXn+L5/pjcGUnp0ImEa78vIPuD+8bXfUiDTtEID5zqCumFdOGtQwkqghVu53y5BNeDB9rL/Gl+cMh+zLPu4W0lg2bGs+eOqUVNBxxYa6JTXoYY75XIkVIZv3gdSN0o+tR1J2o95q23dja2jWgXVkXR6ZG3EGVRj4BbsSQcG19LZt+iuR6xpRHIDs2VvZIUqQxpYlaN+bxJ5cta3VUhDweGFMjDQNmwbYEMTqDNaxuWLt9sg90ecB40bh2B10e0cs7XGonrk9Kil55rm3lME+05qikTsgshaaG3bUXnDwYhZWhDHgUMvNH7+u4O7MVsAOtKNWdWgpjg3r/Ye8K71Xg8BG3tHcu9gBHF7IZde2BtIZDbZgGKTmRAU24GOn0jBnfP6d+2NO8ycuREBFoOM2dHNA25TQ/dw07AfWrK6VsQS17ctMKMY+Y3ljyTIrKwY575Km4VrwVmh9gVYah4uY7J0iJKJ90YD4cDl/TTbMO5QgqqsOuB//x9yu2JULtG8zhPp4HPRHS0oiUGecjnhIp98A7Xq6l4uEdmvVSHFPMGkk23GDLXQnrbgs4HKg7z2KpjcO2cXrz8s4fnoNv++wIcMc0kapAE3QauFyFh6ELA0ndsNSDeLNOKv46+J3VrSfnhyN5GF8q3hEdGuPQISrWq+bmIB6cIkhm5J2PpfYhMXUzEs4h+Z/Ztf+ixh/8wR/wP/7H/+Bv/s2/+RJoAzw8PPAP/sE/QET49//+3/8Cr/BnH7UEogmRn9/kUhc2W1i2P4K90rRtlcvjxu39E7d3TzS9Ur7CcAfwreHFoK1cn5ynq3LbPigT1LKw3t5it/dQrz/FVQVedJePCNQL7iuFFXXv+EB3dKtEVKSuRDTWa8XWC94q3jbq7cqyvKdsSw/e/UPV8fPj26tTPFeunefKza7kEr1q0L9+1vHpdVZXyk+wov9ux0+XJPTKSyOoxEf6u3/c4d6l2TT6vFIX7Fvehw5NEKTtAUnbSG0BE7aolI80aattVCsfqZP8+Ngq3ArUl2rhj1faP60qO5/YjruhHpRm+2H/OTvk73iYgAtetg4F+IYGQXgPQGrphKQWBQ/rlVK8s7cwotVPXqhJcN0CUbiqIm1hu/6AZ43pIl3iz/0ZgtK7CxZwK0orBTWltszWnOqw2hNVy8triHR4S6yFdb2xXAtrDTDH7IOedRB4lH7vP4PmDe3kOm2FUGEN6ZXyn2JoLahU7COr822F66JcLztOf69YvkBP9uHW9YVDdvvzdUOkfw7CO0mVZ3hWBYK2JUqBWpytKtpsT9oEj4JKoamgHVzzMj87YfP5Wgwc1tUJXYn1RpKCl9af/V4ggYSaEFYBQ6PSvJG8KztJZOpWaSa9ctw2IhwRp10UvZauNvHxPX/uXnzUWQqeg04jEVhURH6IfXS/vqoAohrIRWiLYmvBqhFbdyKUgManBmtpJ1JeHm/cLm8p5YI32xmmtZ97sVuDy75H1OUDf+crn6GF0iIw9/35yJ4kCnp7hy7vkPVFk+Wz88e18xZkq4Q5203Yll4ccu17w8c62W25dLEAkT0JSchSaK4Ubzy5Upv25+aOmPYCU8Anmf9Hz+Hjf9cQVL3LBaqim1PbRpU+x1pTRPRFg/xzCmkvpk6mbDVYSj8fn0/FHnAHUhMhhqtC8t4Ux8lhWH3CbE+YPcilImUl2vWXVvHrT31l+z//5/8MwF//63/9x773/G//5b/8lz/Ra/quxnNc+HPhAzxnjN4PPvaGd7hjIlhzkjlhjtaFcjhQ9SP9y3CyNpKV3qJ0waVRt0K5BedXd5R2xbV2YkSuhBXS8O0EwzuOMhHW28Xq0Ss+roQHpQquBU2ZA4fdEKEPVWd52vDBkVYQdUZG/JQpBfIAx28hOPDNt+/D++WXDcsJX9Gykrx1zHozpsPwjdqzX//anzTmWPbDY/LM8HO0+f7ceFZWmz77MfYN0B1rBWszpB0n+8cY3YzDedzeMWbj9XxPTXAe5p8cqMan95CdsBZaibETrJoDr19/9F/8a0GBEcF169zc+hKjVz4mUJl1E4sP9azKx65rYDQNGJ3braLHkZQSZ+afb7Xmq8ofn/mxJpW6FSIFO0GiG0zYBa2PDMM9XnWnJPRAT6URybgl4xCNt00Yj4nFjVPsB+/AHkAYVCXmLh4Ke4FcNvyqkBeIV73ytRh1aCQmji/XbyQXCKGJdM1dz2AztS0cRcg5Q05EyB7Ujx0O9fH9jW7WEV6J8iVSv+QY/48XtY9vY2zTYRSFzITWhkZjnCakCqYblm/UloiOL8O0MYiQpwnX0mUT24briq0TYiA14WYM+dkmO/BWSGbdPCf6PGzmyK1SIvie79KtLqx16bwbea52V0S6TFyRFdWVrazk0yuGiT0Qix1OKDz7ETwnuBb9tTtW27pGurUdJnMCr7g7YV9gWigtcVlPjG68eh1oqwgVl8RxPO9zL6jYPgm9B6+3K2V9Ig0JV2HyE6vcSPGK6TlH+Bgf7L0YI7cLlho6vQI/4GNF7yciJ7YCcvcSVaKt0JqTstKaM8SF1lY4PZDsDtIZGMj1SrJKSpmQ+lJSD3VCe3BaQggUiZlUVupjQfKAj4EUJU2ZazXmQ3D3Tc2r+Mrvz3/di9nP+UJ4kJKCGh4Nk1snakfh5gNbmsErLUbuwhEVxjAGr2gEKY3dvOj59cu1E5P9w1zXJkTMqFcGD7Q5w7wCBWejxXEP/oWmI1oKdjCYvpl/Iru+uaZPP65oQqx0l1JTgoxHYK40qQx2I9rCMGzYrbKsAxy7es7P3i3++Y4/9cH2f//v/x2Av/AX/sKPfe/73/8+5/OZP/zDP/zs/3/9+nXfoH8B482bN5/9nkRwfeeYOWOF+4fXfPHmNfN4pDzbzgKHnyKI+3iEG7fLO5ZyYG6FqRrzOPHFwyusnMkaDD6RLDNNI/f39xzPB6bhNWpOe3/hmIJhzBzzkXQ8wDxzd3fPwwPc3Z+JvJA1MeYDp+Mdr7+4Yxhfff6aIigpd9b763u8gQ+ZY5qYUKbpxBBBigNnVmpWUj5yPs2cjyfu54nTeKAdXnE8JZo5h+NIK8Zxuud0P5HHiZxH3rw57dCS2OEl/Y7mtBHal81w+vrnE3tVY5KBHEKOgVcPZ6Z5Ylsv3N3dEdVhPjNMr5iPJ+7ufppg24k4IHsbNWugHuRp4s0wM+TvUpPmm65h11jlxLNNzyHx0aHnnVeQj2xjI27CmM6M85m7L75gmA8M30pv8fNjnoM0NM52T47Kw/kOizMPD6+5Y2A8HKhtIaXMNN2Thg+Ql2k0il7RKXP3cKDIwPhwx1avnKaJyMFpnrg7nuD0ipRmDuOJ8WugJE/lxv3pzLhdOR+PvHr4guP5zDDev/zMsvRq1JCdY4ZgZpAFmGjDiVYGomVIBx5ePXB+OJPHiXOev1McortjdSKAN/OJ0aVDO5qRDvdYuTDMM8N0JH+EX323vkUPBySU0zRxHJUtp53424iszNOZcTbGfGCeMykHPk3kNDIcEnMaGUZhtDPjdMcXb94wTTOnH55YrkFMA9M0dYG9YeaoG6P1BHgaB4obp/nIeTozjJlxnnmY73j96oHz+YRsM80SI4mpJnJ2joceE+UxcTcMnO5O3M1HojlN7jm8OjLkiRgnCsowHUgt49vA0/uV43TgNN+T8sDDcM/D61e8ef31a98jWNeRJyld4i7NHBiQ7DAMHKeBaQDqBDJxHg+c7u54df+Kw6sH8jRzmQ8MpzuExnHK5NOMp4FqFXSEceI0zdwfRyQF5XzPfPfAcGscvDKvICMMFqRp5P7untDz3v0KhpJ4dXfmNCT8buZuXcn5jh8tT0zphKTMm7s7bncn/DAwjcbxNHB/d8fpzRvm4cQSvdiTxwlScByPTIfEugwk25hGZ04j4zgzHA+9+qrKNFdO6cTh/h7uJuZDkJbGaRyJ8YHxvnIehShwmCbmwwwuDIfoCV16xfl0ovrMYbxnPgSvTw988ebhZV2XVfEHY30aWHIijmNPDKbgEBlNB169ukOq88X3v4BSOB4SxxGOpzN3d2doE5IyaUiMd2deHx7IeWYbjJbOkDOvX71ifvgCTNA1SMfUOzgOrmuf/9uMj115xeYE6sxz5m7O5OPE/f1rXr/6etibtj3hPHQuwbwEw+Ge4Qw5J1JOjBE0qYAgx4GkV7II49CTzuk0s5lzyEfII3McOB4njvMJPwZJlCklDocHXr16zTBk6vWM+UByZxqU7ThT5hndjuScGajMuZFonKaBcYYB48RAosNCDqEMEdzdf8E8dajRM60sH/qekseJtAxIBDYLKhNL2sgYD3czU+pOlgPsUrsjMQ2k+UBkxUU4DYG33s0Y28L5MBER3xg7/aLGn/pg+3a7AR028nXj/v6e6/XzEIanp6efy3X9pPHmzRvev38PfKiSflzdEg/ePb7l+vREudyIqXB/dqbxSN0n9ceOVT/1cOP2/kc83t5zvT5hS+HpdEecBy7VqMvC8O4dpS20aYPjPakYYYV375+4Le+5Pb1lojGlgqwz5htxvXC5gJpx2R5Zr0+Mw9yZxfMjafh8C8g1aEu3CC6XC2GZ63rl9kdvqTHhPuAZ3r41nvyKlSc4FMbrgWEeqNPIq0lp8yPb1jGAKTdadQSjlJFqM2kYGcdCzmnXrP1wQ3MqYEuXPNoGpq/RF70thpkS9iXLEkyD43rP4XxknhO324V2+RLLB6b7B471Fa19+2Cqt38rNejtVYWLG+PxBGn6E6lsP19D/3NFngNY4CW/a50MFdm5bG8p13eMvjIfXiMHGObDH1t543ZV3l9/xK1eGWhM45VAcU/U1sjDRNOFSME8fdGvcSei3a5Ke3piKU+8jiNrTYRuqF1ZxxlZFoY0cLh7h69Gionj8fxjuG0JIx9ntutbyraxYrz/8sx8qkzHD+3ude3Bdg6ICcJv+O0tq1ZuBkWvrLeNUoK3h/e03MjTREkTw3cYbJsKX5YnYpjw6Z5DCNQrJk6c7lEpDFNiGF99Emzfnq4s6xWxlS1l1s3ZaqG68MoqRGOrBbsaMV34o7oyb5X2ytk4ESxUrwwHJ2zk6DPv371jmg9c3r3lul1JoQzlkcgNSSPlVmhtJG/CfGcsV0XXmcg3trlyPBSmoeCp8fbpS+rtLVIb29D2SqWxLheu6QbXGzJVSnlHG26kWqgCSOI0DUhOfLkag1xIeqS1gjZnqTdYbgx5Y0hGy+lrUWTPBe/L08L6dOHxf18Z3BnnE8PdTD4qy9M7WmvUUmE7cbkV9HIj88jBM3kcuSxX1neP1OUtGiesgGlw+eGXtLIQlpgPzo/e/5A0zqzrwjt1fnhdSC0otxvbdqXoge32yO12xbcfsdUb3pyyDDy9/d+0w5mnt8r19sS6OU9t4Zhv+GXmcFhYLrddBaSylcrl6YlL/d/80R/9kHp5wjbvYN02UoYDhy2xbQVpjqqRs/C0FMr8I/x2YPJX1FaIVPjy/cz9uZBnmG+NlrUrtNwW6npjuwjpvqE2MtqCrleWVRkCxocvieEBHWDcnKk5MerL+dhW4+ly4bIWFqnEeGPN78lTguFKTG+Yjs5vvrrj8fGR6/sfcXu/sq3QNqcycGRhiwsZ5+n4SJ4OTHmiXi9c1wVPMA9PHMr/gghsdRiPPL4Lrm//B4nG4+kBv4y4jZQM+iTY9Yc8zgP5cMcBJym4fU533NGydvgOQSkwHpTUMjlDGhKDOCILNlx5fPojnt4/krZCtSdqZGS6pwS0lDEClsLZMm1QsgCWWcIYzgvzD95zd85cblfcK5sHWhtl26hrQ3QlxUSyQrGG64n4oy95/eDUMWFPkOPG021j5Ii0wHzkfD+h7ti+h+Wtx2R5nLiuExKBzILKRlkKab2R/Mh1fcLLglqDQTAbMBFu67XvAe3CUBeKJEpRXBpfPn7J/zull9jpT2p8m+D+T32w/X/6eMZlAQwfRc5rq6y3R64/+hH6rnFqV+w3v8c0fne+7WYVM0VRxBraNkp9ZOXce1itsS2CHYJTWQgmzISoG7a+381wEp66hM/Hbf2OR62oVzw5Y3yLoCsCnolNdLyi3N6jyw1nph7uSGE8abBKP3git64SsRlZoN7NpDmQdemSg7t3cS3KNGVcleE0Ys1IX5E5DOsbW6ZShmAIZST/WIu/6EqUC1lvIBOhe1uVHY9oQvhK1Uaqj/iU4e7zFf3P3YqX97PGasIpZpo50zgy5l8i+bhwInQ3qsgvcI3vYsh6o5TKVgrzFCgJa5XTQXd9+B2e8BlZnhKCRW9dK5mhz1S+qsscm0HKxBw/xnR5weZb0IoiQ4eMNAmGQ08+wh0thTSML9CZ2goqK+39ho0TppVaFY9A5OdHgPW2cqsXAN68uvuE7BX11tf29GkA4B5UKSAFYkPTjLeNTTZMDXKAGe6Km3G7PFIXgeJwN5Ky92TVV7KA2wkbG00reZrY6JrOqTR8CHzopillKV0HexJgQM3R3AlYyTuBS9So9dzx966doDY41gLLc8/57vftowo2GOTSkUPRbWq6OQuYOQN0NzrgchOqOwcxiJUlKcP5zLUVhnHkmEZy+mA0ktjXpgduSg7f7dYnLBxRo5QCrZMM1fnqbCNEaNeFtjX0lRFjYFJRiY4vzoGq0G5P+JQQg2bQmpCsV/ZEegXSl7fI4w+w+BKPrUMBVIhW8P2s6JKTDki3xjEhm6B6Ay/dxY/Ksl1AXmGmVEm0OpJz9IKOP3+IeJkvkQVxA9sYIxFe8ehqNeHGsxoJZoQ3knuf+2XDm2AlGM67TrgHqLNcC+erMx2MNS4c7ybYFcCfORvumRaOUFnVwBZ8MA6SGYehd9w+2kA3hIbQPDHmYEiOto1mK8PhgGolRsMtsbUrV1kZp5mGcnjmVew44bpdKNcfMOTcSaF80Z+vdY3reqv4ODK+PjCbfhUh8mPjYyfX7k5bGecZ8tALQRboslL50Yu6SoR3HHsK0i5s4KJUL0wmiB8YLXZS4cMH3sIzqqbf6g7/fHlzIBKBUr0Rjb5Ol8bp4C9nMrLh0h1PPW4Qinmm6IalzHE8f4IEN4NIQGy4r30v0U5Ildr5M5hDCmwwjD5HuhldRUbBY+q8KFO0LX+mRvKLGvf3vYr1uer17Xbj9UeYzF+68ZnVuN421mWhPhZ0W/HbjF5vcP7uPstmhc03zOOFdLZsSjoJzStRGu5Bq41Q6c5zA4Rs1BA0lKk5t2w4va11ECM00cUBnc03DgnElm+8ltgVE/Aum9X/rdu4alPEjBYj8zF3B6xqFAsmDxbfmLaMH8+4FDIGciVSBh8o4mjLeFUmBrwIPqXuPnb6sESsFZKsbO095X5mspl5eMOUPoVCuENrlUNdSTaSDiNowXUmphG48WxqH18h63zbEfsvErBqw8NZ28J5OOJqjPOfXLAdn/nzx6OURFmNdBRGs85U/+O+r2zIduX2gx+gcYOH4HZ9C+kVD61CmjArQCVi/AB23EezjVUK0QTTmV1L6ms/zQux9bN4wKDVfvjV2nXmrW1kO3Mah2417I5bZdznlHo/HK/thnJHLQut3CClblce8eG9vyPIdiebFXR7gnRC7wTGXZmnCZF3jsbh0zldCpg8Uds7bMpUU9ZWoArujhcjzoFJD3KSAj72IEodpplIEGpU3cia0eGeTTY47oG9dw1ptwpDX+9eG2aZyRTOAmG4jS88Fd0WtqpM0x1uRtVK9Y0qByqZmUAYO2FMQU1ZdeRwnzi+6Cv1RIlnRaLU4SCmPcByBWkKU2LwzhHIZ2XKMA4jMx+MRoK+T7hU3IQqhsTMGEYOpZZ1f9egtYpW6+8dIFZx686T/WfyTkaV7qyoSyeMRSV8xm8bHPv+p14JP9AsOk56l9T78vrI6f2PON4p4kYKQdOIxMbsr3tQtChRtKu9JPp9bxXwruE9JFQ2zG2/Xu88yuiTcpOAOVg8ILX+/0wwMrdqnB4LgxmbjYgH83y3Y8CfC0NOaL8nikM1aqkMOWDMnCYQB9WGrcL2g0r8emCSIc/w+leBTmI2N5pAjRtsK0kFmV71tkNzPq5FhRspeuhXxVjcmRNMrtxa6Zbmi/JFcWwykiq1vWORlTF3jpBY46oLgyXuuWNbL9TVGMcrSe+Anmi57QZPUhjyGV0u6DlRp9fw9U33T9ctQV0KwxSMR4fhtG9HQVtv6FBYH98R1fDmrAaNxOHZSaYtnV8ljStKnuBwHEh0iT3dbrgIxIxGoAaaexqoZUNqBZtICUwaapB8Am9sZUHWmdmNUSuuFZNnUyrvlWn4MXK5aue3WHKGOai18u7LR0YtHIeN7J30niLwlBjM0FBu0cCcuWxs7ixVqKbMOTG6f5Kg/DKNP/XB9l/8i38RgD/8wz/kL//lv/zJ9370ox+xriu//du//Qu4sm85PnvIFsI2RHtlp1dIvktiQA8cxD5UXSSM8ZmUUWqvSEhFfeASyqTKCUP0QpOCN8WtobP3DNdu3YShjPCqS2t5dIZxhBJhX/txI7pr2seVcQtnrSvrdqNVxVOQbcW5xzVjEmg1bIbJa3ed8iNeb6BrN+KgV1e2puRmNM1MI0Tzb4qpcAphmSqFEytT3h3O9krD5bYiT4VppgcbybFayPMRGz/oim91hXzjfP5p8WX94rammCn2TGaN6AL/DoccjOPXTx7vZ/sfS4P9G69Mth8jEaopLRqywXGCUmH64zRh3AhV6vJEawWSI9cb4gd8zuj8GstOno0WXfXjEJ/qo6srGJgpXp0YOglIBMjRFSnG/jm0rKQ0EXH/mQvqHz7CsBh4erqS5pFX08Tp1Veerwke3qXdXDERlA1ZFtpSehX0V7v+bx4nbFPy4OTzd5FA9aqQbrtT4684EQOm0Jozjo6FM3zNXuJ1pa1BzIoNXV4uSyN0RsOZUkKoDN51i0NPiK1ko3e4GNDLFbOFG4VfPX2fl4q6K0Qju3WljOIMJJzWORIW+HpB14mcC/rGSFFoW4N2YF5WzGpXkWmJmPdiawS1Be6BlxXzIE2BWYLstFoZ0sJ4vPu0W6RXpF5Rm5FaETMShTE9B9NHGMeeaITDML4o7ES9oddHylXYtpXTm5GjHTggnUDYvflAK8u6ctwMe1XAO2m4qVB350xJ4LXgpWKrENZ6QLQ61iY8QWGleUZ0wBYjmgID5sJWb7y/bPzalJCbUVMwryc2Fw4uqAZaK1alk/xyr6a2teFtJ5wBRKKVTN15xGaOpGAgyO5UuzJy7FVHt66k4hCeqesK5TWHsWDRkBippTLWE8PYeUe94wdhXQvdXFFNpAiOpC6ZV4PsQpjQJCB6dfllfoazRmPzDkkhejlD6IYo2boUYU50LokWWjPME8sWqMLohjdDtkbDkeGCytphMZbR1aH2qn2EId7QCIo1jn6jad2haN3rwQlaW9jEPsjiekNaY5MDx2eb5s+uVt+9JQbQjcAJH0nSzeYiHXo3eVCsVNQTtU00O2E5UM8kVdLqpMFRC2wKRJQDQ68Qa2Fb3+Lrr8Kr71PV0J107CqYSn+upozjgEVi8krYgLuwVuMUlZkR8Qa1okvF64LrLu34NZWVJlAL+ACnCKQ6z1KOrd6ou/56igzipCFwbxhOCWdsHZq3DVesGXG840Pa+8s3/tQH23/lr/wV/vW//tf8/u//Pr/7u7/7yfd+//d//+Vn/k8broY1wbT2lmI74v7dRU8RgdWA2rU8JYJbUea1wWxoqSSpoBcqr7jXRmsX0uGB5tIPJHMaAV6YWsb0hksFh7DW1Ums4nlg+oydex/PG2o/zMyCmwdP61ta2WjW8JwxLzSbGNJMMwM1amkM05HD2XioBxgzLo0c0Q0yDo5LJfuEt0LkU++hff1N6e5oTmeep4agHJ/d6jSQbaWVDV5ahL1SZq6EVwYZCXdqXRB1Btt+hsp2T6uqFtwM83gxDlGFIXdXrc95M8iHl/mZA+4IRzFGcn+hl4NE9wrwp5/JI7g150DQWuPwU8qofd2wCG6tspYrNlT81jhqweaFeAgYA6nKIkocv6aA5NZtxp8reaP26polXAQzZ9UbqzQsRiISJ1PMBw7pU23xLm3oYAWthcfHI69/9Z7buvG9j4LtCEefLnjK+CAkcbZbsFlDfWO7GhYry7XwRu8YtGu/f5eOzx7Btq2YDbTSqPcjSwmsGqddbMXdPzkf3R27NUJ6mzoGBVVchRRTXxteaQZz2zAdwemt4DqQ8oy3O8pNIQopbbR22St+fX249yrWZv3InMfKimBUPII7HHOheGLdKulQsLaRtpmn4cRjK1QR3HJHuRF4E8464bIBG0F3iQwPNltYb8I5Tfgw0fKpyxcSeNtIcmXVA5s1vF24zzdCL9h04KgnJj3SdCETtBRkLbsuM9werSc0NbCrod8LRumqSQY4hse4V6HjRRDG3WhWP3RQkuPrDeqGVcWrItnR5hTtZi9+yqgorVaQSqIRlvuyVEPbjXYbcXEMo5wqVStqlWbelTgUzIxmI1427lN5cbzs5fouF0dKXb9ZGu6ZyIlZAx+6JJy5dTfM2I1xNJDbzJQdaU47GMUFDWddrszDTFaFMQiHur6ntUsv4kzzXkE31IUqjcSMecVb7ffdrCeuH0MU6XKwhJNSg6RIEyYZaHZgzIKHAdOeZFbchbo+YiOc6q9iuSFmqCmEUtaGc6AuRgwCNuJe8RC2snSoHNChOIKFYlIxL1ws2LQyyB236uANdSFvgr765oVt0nYImoGtkI2IM6IOMZJ1oy6N1RJL7e6qYqBhROrYeZOtSzQaRHLEAvNgc+sFrh2eonulpoV1ffTWyK2xiSAh5Jh7Yim1w2a0SyvG05Xjm5nNR3wrXZZQIMR2bs+Hg6g7Xfeh0gs/InDUjVhsF9UHbYG3AOtBPhG9fqPR1ZDcEBnw6BLAyRqDZsaxfFc+Qt/5+FMfbP+1v/bX+PN//s/zH/7Df+Dv/t2/+6K1fb1e+Vf/6l8xTRN/62/9rV/sRX7L0Vsqhm0bugpWEoNVslbMXnUdynAs+mI7pPGlbR7RiX4pJ/K3iLCeDwEAjWAwoy4Fm4yQ97TLl0ytUSVYJHPXGocxE7qy6NYrSdaoIkzzFa/OMJ8JXSEy0aLbsQqMU684+o/DYbuFrlfyrlrhEWwNbovSzDoO0hWLhEfuBjwO3gwzQ8hsXjn7QGkrr8/3u3xhYBLk2mWzvBp+AKrBV+To+oaRwSq1dXwkqRu0lLhxPv0KSKMtFfVeEU28oF0AWLxxZCPHgLVecVKBNrXPYy8+PxN68GPeKzimVHnCOPGQzh8qdN5xxp/bfXoY97ONbZe3cgam1OedhHHw+JpNJSEoGkEkZZWNOQrupz+W0H9zw5JhOSO1MLWVlQdiDpoAI9jaMCnkNMOp7+VDRwyQbCOFk6QQhxMqG2Pduj5tZMqmyGhMvjDamWkYeLTCHCMSzsPwIUEMryR3sqxQFb87IXb/SacmImi1QBNKNAThugjLbSU4UrVB24hIYA01/Zb2PN9+dOiVc31XEB25vboyHcbuNhjKYF1ZoLXGYWrc7U9TFcqWKdVJWtEh0MVw9W6VbNYPztplNy0MUcflSn26Y0A4RFDdSRYMI6xqfE96gJp0I2mlKIRWKpVz6gFYc2EYGlEykhITGUtgkkgOdduo48xNlKBDQdIuSWfJqdWJp4bcrRQG8vwFTWEOAwI16fCLcNAVhkryhrsjZUNtZVal6VOvek6vePXFK04ReDNioltfzxPRFrZrUJ6CKAGm3KrTto5dla0yRSOikSwI33XCXcCNLYQW+oIlxwJXJXQhQinN0MmZzVFPFFe2MlJcGHb3QJO+F/rQ71Oo9TltitGf31qU+/0cMAs2S0QJfMy9wi3yEvBbSM+h64ocBBWlSlDCIHfiMBrYY8OnwKuDZWLIuEMShbzzdqa9q0M3JjMd8Lr1tbrdCH/CakP3+T9pwmxiM0PcGaIhWkk1aOGc5NwThy0TY/TkuWxoXTsGODsiK21LHKsg60g6HamH+xdYQ6/urqArQaa2QspQ64gPvegkGcbQnkyk9GKootKVoa0KfhekFBiB4ahqd/7c196iG7JtVJtgeoaIfW6hfoTVju7irLoyp0RrN2xIDKmTU9XgaYOlZSaU5hVJSgojlw23u734k7rhzTijLmi1rm6zVe7PGZcr7r+BGkg1QhulPlF9w+qKqsA84mY0VmZNRK07dMoprVLXG1MbUZuxGi+dpTRHNzT6ZC/a4wsT6uWRKsZt2zgMEOZQpEsPG3hyPMbe7fJOEAjzbrYTQZAYPMjfQRHn5zX+1Afb4zjyz/7ZP+P3fu/3+Dt/5+98Ytf+P//n/+Sf/JN/wp/7c3/uF32ZP3FEGBHDXokDXbsxS9bKaBXbViSULYSLCYc8kUI5PFtQ93Olt66/RbBt0RU6DGgIg/TAdjg7xrW32EmUNFM9U6wxj0aKN1hfAohkJm/4mphCiNSzdFNFDWrJtDZATtgcmDrjBHs/EYa5k52imxp0LGC3yi11oVWnmROa8bG3oDwCE6UuQUkDkZ3BHbcBy95x4mG0VcASd3NgpTAw4+VKHE6k/IAKjGPQtXi7DvLH9rS9am8M9JZbVqWiNPp9ytZJV8/KHNFV8LChV2JUBW0w/YxtLwvj6bZiZpyHSlzfgZ4oh18jx8gxCYx7ZWq+652KVlluhS0dOJ1nzoefHTUddLy8ZWdyo8qCDyMOHL4CBnIzmhvuXbddxoZugkyVYRhJP8FJ7bPXoIrXQnZl0EbWRkyBtbabfky0ZUHdGMfWuQfDrtITgUiwVCftLmqmV84P97tpSnfXEw2WsiDLwvdO32fmCyKCBeUuRnLKRAQ333pLWbeuWatLr/zs98I9eKwLIRXTbodcVqXWG2u7ck6dQCkqBLZPlh2W8F3Aw7r4NZBoT0/U9zdszJjBVjdKrRzfX1hOiZgGhnlivu/wmYiglkOvRm7CYVppPoJb92KZ9gqW98RVihIZzHLXvrfCeJlop9doA/eBwxidjvfcBfF+T9K1UtPGSqPG1Kujrp0UiVPIz3FKP2SlV2SlbVTrFt/Yc6Eg9eBzy2wHOvnvQL+mreJWaTIwtoqkSj6NRKtYvqImaFWagWijmDCbYxrEthHrW3yC3i9JVDcsRoZWu8pNuSESpFA2C2RRRlG8NMQd8YBqSKVDGsI7PmNXOvFa8WioSE+8fOleBSGErmwCYk4Np6j0YoOPJHKntgCKkKXLpzW9scaCSuIoE2t14txJZre1sm6BVMHHI3MyhlggFA9QKmtKbNZoqsh6pd2UchyY2fdBVVy77FuNhruRhzPuiTGUkEoM/bNuLbMV4XA02ubE9cZpWGn1CnrBVXsQK5B1xCQju9GnjSOtCl6Vlidkc7YNeNUhKLihW6HVYCmgxw7jyDYgLXNIQrABwU2UbBmikWIlp35IujnReiKlU6LdVnxUGPtal2rkrKySuaOiulC3bTdZ6ftPpA6/6Dz13ekyNmq9MvjMyNQD969b2t5JgkiHuG3rI6VaP3+8MW/XXqGe7pl43c1fDvTzJDrR1SyRCbR145q0OZwy4JgJ1QItIydrpCa8QBNX7Z3ncKoVmjuyOi7KmAK3hEwG4ngoR4GUFVHvhjemQMI20Oast2B+CNp2YzoJsfNDMMWsz+FL/Z+4/ZDmBzw2mg6UlF4M6nrg4kSMBEMnELcgtYJZw1J3J6W/89f6IPwyjD/1wTbAX/2rf5V/9+/+Hf/iX/wL/uN//I+oKr/1W7/FP/7H/5jf+Z3f+UVf3k8c3YCh7RThAayxLo/cyiPJGmbG5ZK4XSt37FJkkf9YVcPqDXVj1eAqEI/O+c6Zje4QRmIx5bEV9DZSC9SYmOYnJBrKvjuGYh6IBUSj1IL4hGsnpKwG0TKX98I5r6TvPTDnZ7WKH08KIry355pheaRy6NU67QdsciUkYeF4HoDAzDAfMWDDuMlGqY0xjUxFWVu3m77bbqwMDPfd1SalgePpORh20q5rLRUqhrlxGvrhncN3xRW4ecXXlZPD4RBIyygDg0CVQGrr8bv0Kt9PG0xFBGtbaTWjZsA7VBaG6liGPEKrDh8Z87gKVlYujys2Cq5nzt//Zrv5bxoigQhMU3CMDdq1z7fja0hDZ7SHM7ghbUWvRigvldDYLvhhwM8Hhp8x2LZqSClY7VbeJoGfdvCOKqrGegnK6BwGwUy6ssCQkcl5Vx9RK2wluJuVVCtqDSH3zkwYtRq6PBLriPnIb37/13vlEWcL4S4dKFp6wNMKrk/UIbjbFK3fw7XXpltrqDhShCkJSbsrhalArESmt6UlwWDk2EifqdJ8bODxbYe3C9a8Wx9fe5XU1+4i9+7yR7x//CHfWxsiRpzvYBx4/b14cVQ1EzQCUcFjoKZu2ZxIpBjRGEh6Y9GMnSrhA+IV3YR0F+CCSyIsoZYYNmNdG1UaY+3rOlSpreOAi8HVGy0CpCHZiZZQn3AcKw3GQFtQq+GnipmQPXaOSYDvBhcDmCfWmnYXwoWmSiq9+ii5MtChaO4B2fGydGUME8wdKR1LTh2IbFyvyvFUmfKB2PsPIg21DbOBbooTnfTZDG9KUce9IZ4wUfIwYFKwyyPl9QNTHMGd2BRxBYEm0uE5IiRukBseGTRQdTzPWMtoTjiB0eELEQfGVBmyk6yQrOFppFklq2CxYk1Yryu39YnWEqINZ8ZrgZN0kxR3KsFBBAnHa+kV24jdg0CQBJGj8x+SdlWXcFQbYxmYzHCfiTxQW2YaGmupRFs4bUfWmyBpY9QrWmo3AWpCnnIvTFSn1YSQmQDDkLrRhjvyR6Rllc5/aKIs5Ym1OqtlLHWlE6x3olJSTKGYdSwy3R7cXJgSqAgh9M5NFMpRiFed3+NW8NbIY8a2SpyOyFZwU8oqlK1hZcO9dzrjrlFtN0+ySq2PZD8yz19Q9DMOws/OlOE06Tjtuj0xtcCSYMuGjDMziUgHkl8x3zB1pPQqb+A9EC2CoRwtOmnZVlIWzB86YqPtc9R32m7AooXSVpIrZpmqjgqkMTPkfU15EJ4IbzRdiTqie8wxp84rwANZNmLKtO0drRjzcM+JAb+9pd6cxy1TfGG2FdmEtLyHcaLxCndBiZ2T1BMdpyePuVZiKQTgB0g5PqI7/3KO/yuCbYDf/u3f5t/8m3/zi76Mn3EYapUhnOwZTFnbO9QbFg2sABut9EVaopEjfVRVDXTHQn1bjK5IRWthqYVbrcQWnCflzjvLWR2K3KjeWHPmvigHuWe6E0Axc7AODYlwDEVde6tYJk5x5CqVpo0hZmxMuChtFeZnDtpXgKoRgd42dCm4FNyVUMMjkQxCBJ8GzBOEEcNESiPQCSGeP2DCkgc1nNUrqzbaqgwJ2lVozfiNN8b5PPAc8Ic2xAVpTpHClga8JR6y02SFtoG0XWml4bqikohtwZcHYpxgnPAxuN4KRuq4+3JFtRO4vq2LpEfdLXF7UlHiQtRbl0U6fh5vbuZs1jV+zyS8HeFnrG4/O1CLAGO//iYV08rp7nskJqI94Qz4rWK1Yza9KT45VSqjbwzWGH4KsIS50awwp5FWNqQGIXmvfDh1V73xlHh/ga0oNf0QG5zl6Z7p7te4Xa+cXiU0HNWK2IWlzpxVUN3YypHIoO+UmJz8pMR0JJeNaI1ab+hhgnO/7tVvkDK5XMAbIU8so1NvP+D86oh5P9RL68Xl5oXDcMK1Vwpbpw5iuxTaaEJrT4Q+Y70bERMwoXUjzBgOJ/LQCU4dOz98NgCPcFyEuvaEROpGUiVrw2Wl1gWVQvG1y2j5lSG+6Gopz0dE6nbN4gmNhiYnZ2XMgfjevbBEuHFoFYvcXRBFMc39ZQL2shnVlWaV7WlhHN8itaI7lCMMvCW27OiwkdyQGh1rnRJK5VaveC5Mjwu2QB0SzYTsHdrkZjiJ3DM8ihYGKkoiM1JMGazgopQpke1E2wau5cab+11aNLqznURmNu39LQ/SprRVKSU4nD+st1b7/HhXVpIaeCaZ47lDd2pbUZOupLI3zey6obVDI9QL4Q1pN1Y10mrI5cLZBKxriRtgKYjSuK4DwznjliguLGnAdAWUMO+GZimTveCWwAcyGafjmUN6QCxroxKYVlwPFFNKu9B0pZIZw5isS9k1Ohn5+Qa5GylST0piQraRsL6/STi5jqCVIR9JzIQkKspWe1LxkI3ixkiwlqBoRl1xcbwkUlHq6JQG2ibyFERymhienjA/4964XgbUGj4qoo3WlLUZYjOaAy/G+Fo5WcAmuF26SQpnarkiKiiVOTKhC2KBlkIk2JZ3mDZabjxb3JPATXCOWPQuzrNzqpSe3LUa5JNBCNKU+vgIa6UelPH+dcdTf4P98wsO3QRbK0NpuDlbakhcOL9+w/l4xkNJ5Yp541p7YOwpwy6PGeGdq+CdGJybEFujMSO5MvpAbQOi0dXw65W2PoJvRFZqdXLsJFNPvZvkiSFDlYpaxvJAzROjG3PLpHPBaqG+/ZIhEsPYK9m3p5XjwxEpN9pSMT3SUoFk+KUS9Qm1V6zR9uP/QymqN8H28/viXT0pBpifE4VAg5+6EPEnNf6vCbb/Tx5rc4oJx8nJNuAhHzJUFXIEwsq79sSrckN6Lx/dIRiuQdUgD50P/XF4Fe6kr5igSCjrtnHZbpSy0powh3JpK1N7Ik+v2Z188aZINFpN+HAjj4e9ov2BNNeF/vpBHFWRWsk+cCvvWMoFBucu31EnYbDC3XkmfSXw9Gr4unWjmtZllLwYWpRw6eSPovgB1DphKaC39L2hAjIrqhvZVqI1JJw2Q+i2E2VgkIZax6FpdC3wCKjLe9pVedweuXoj6oGag8rGnC6UK5hUCisRjjRFM5SaYBGmh0QrKzYnrtuA1kxahDQUHh9vHF//KuczP3E8b/Z151CZGKUqvihz/Li8UqjjTXrbkS43d2sCdUT8gcPPiNrO0TB3yF1WrdVCays2BnY+MaQzoUpIQ5Yrbb2xrZ1UI4eFomdO7ljoT36zj0azQhBsbWV5XLHW5aVQwc3InvDBkXBGEi4LLVbaU2O7uyD2ijpNtOhBror1rm1dcYzWKk1nij6BLBxHA5tpHJiy4WXD50SUgp8+utet9tZ9algsTHKEpSD20efbTw03IHvHKctGaFdBCYfkFYnEUrYOrQilE4QDt5mwXjHVqkzHTKErHijOKX0Tybiv9YjE+qXSnhp5DLS+x+eMILgHpTrj2FUgqjfu4jmI7zJn7sbB2+7Wvh98sFfTEpqMFhCuZBINwzXtlVDlpe7s0NoOl5GF5bLy1JTtFgwIMnjXGpeCWRCWsKHfwpa1C4fKwvB2wQx0zFiurDYxR5DxPZoN1DZkdOI4U/KRUxyRZr26H062rigiUlGUVYTwoLVeldbmXWf9CM2MOe2kTutrMQJaK11j+XFhKWBeOMbU5dbMyOJUtX6XopI9kXWk5gPv3gXnXw+mY6MlR7aNtlbCG4c4sLaNJr0roYmO3c6JTTaSQoqEDomoDasFaoboko5p7nuZq3WSdnIicu+otB50SwTh0nHqFDDjuvWOZEQPd0pARQjfICqKEbs1drDL4ElXCEo1MI1OkB0GPGeIIGlii/582/Ud47BRRZA10eaCrolU+7Nu0edG+EBdMyG9Y2AHY4uNNVUmn9Dtylo3Xh8PqEJKRkI6VCcGzLoMYWrAtfJ0es39sVHaQrx5TZLbXtGHMSmRRyIKpSxYgzj0Dt6qN6bImGy4NlzyCwTEUkaTd8ijOckzSUEvC/6qdEimDOilrx8vG00arjd8W4DXn67TgFb3pR9QtVFqw7YbE5lLqZAb6pC/f2SrCxYrsQqyJLwN3a0ywaAF0syQnAHfrwX0tjEcQP3IYIlahVKDV3RnRt8qJm9pw0hyoSQn3Bi0J6FJM0kzJEMIsM7ZoSmtHbBNqMtGum+kayWdHZmCTd5gHrRtQ8RpbcUPRsUxX1ibkltjHPTjLXOHk1jXg9eEVyG74YkuWZmFwSsV3THdv3zjz4LtX/IhpfB0ecftuvHFryROhwd8WaCuILUbyBTFxyN2e+Ld44KdZ8QuxLbRTt9jPH1BKUCOT3RGrVVchTzNL7bZEko14bKstHLDW4FbI6yiZWVtlfHYGLWQQkkhoL39mdSRXDCcah3vPWrCNRPHGa0d4mKVjrV+MadRPFVs3WipEGUgnbsuckSX9xktGFrFUurBSRFKubJJA++Ha+q8/i7k74HTNz4bdNfvFVQnnlZBHt9jx6lL8RXBSxA5I8sVf/gVVCuP7584nCeGDMva9Xu/vL3nnSvTMJAZ2FJmxkkl2NZKHBrbj96j2401TUzeq+OlJuRq1DPcloVJK6Fd6sztp2l+RcdKW1AN1mjI5lD29rdvHds39g3ci8Hck5W6ty23tUOB2m/EJ1CTbz1cSSYkU2Ie938S0idmNUHcNtwqXpStQqnKSGAmbOJMVfhp1f+C2HH/TtmWXgWzTlICSNLQXCneuk6rejc4qcayrmRtkISkitaNdrvRbsrxV0BTJoAtgUploAddNhgiQktDP9D3mDY+Cp7LdUG8YXulr0hlFuEkH56tCLSSOGdo5UbRrRv9mBGpX6tdG+0Imy5ctxXXjVc+MOahY1LpCg+WK1lGfAcwf6Bhfea+WeBFkRIsT1cuS2VKCRNjXSttW7hKYDkzbMHw7pHya7/BkjdmMrWcO3EzIMXM4Lnj0vcbEbsvTkRPXkg9yTMyRKKgWPSgpnMwBLGuJ22hvKvKtmS0QU2BJ4cwVA02gZyIYaLUwjRU8vlMLZWDdWlAl4yliYnSYRwFclMiZXKSjiNnQNI9Y35gqxcO3uXk0nT3cu3gPdDeDKsbtlgnZ9VKGRthxuzCWhuzrRy2e6SsLNcrUa/oulJbJZX33MqZZBMyrgxbIqWNRJc4xBvJZzTPiK1c3t7QcWAcMnVzamm7kY+TDAoTIbrjizv8qC6N1N3bcT2CdPJhFiXt5lFpzEgzJPdgmwiqCa0ubFOjLIJI7aoOaUX90JM5AbVdCSdAh8SqmcG3jjenG5yE06VbCdQNag/SrWUMZywDfhy6ZpH1BCik4UNC9ML2q69oZeJQG4tsWBWkCZK1J/Otsm03rApZE5Lu8LQgCLMmkt0hxeA1O8RAIQzzjaIFm2ZyCIMFsjm5LjSdsPFGvD7QN8c9Ed3XUUUx6wls2qELWjd0GpFauyHQ4YPwwK5IwHLdME1U6Yo77gdk7w70c6qAVTyBXJ7YDka9ewT+ny/rtJWKVOkJVOuKS8taqGvDV+WahMv2nkEq47pyOL+iLJfO+pYOmXw2Vkr7/ZiRfjakARyqGMM00poxDcqgE9ISVWpPQNtGbWWHCDmRjJZGkg7MouQUqCdUEoMrHJVulqQM2vkbt23g4ayUfOXV0LHaqyV8KvzosaFbYbGNdWt4OmGjspqhUsg2wZ3257nvaymCRCZZkNutS5l0XUCeCWnBzqn4LqWbvsPxZ8H2L/kwad3et77jutzxMEwkbbtUVu0xhhRg7dUJ6cYvVm6YNG6bcPqVM7VkpjkjEhxOw8trG84ojTRMHc9IJyOWWGm64k2hOtMoDHlDbcOfDsStkZszkDExlmXjfZsInynzgKniMZAsEUy0GtSa0Uth+WJmLgfcu1nElBRLHxZIxPOB3BCd8SY0fTahEOJWiRbI2qtS4okxgqw9qA4Hd8HbyChHwhJy6CSkCLCtwzDaUjifE1qUQUBShRiIcmO7XDncF67XE3fnrh1rttLEkNbI44wMA3rs7bW4PiFPF4bvGWpO9oo1ZxxOvd2lhZonntqxw3284p6w1t05n8fmjSFl5vT5pRkERmK1vkEJSmJDtWL1R2g9YHcT8fChY2GuvdUritWVIReu2/f4lVefhrvfBg8cbp+QRQFQoarjq7Geb5wOkOraMe7ySC29y6ItULHuWfJTckNb2/Hu3mi1UVqjinJrt17NDGfQhk8bEYJQedZdVW/8cNm4WxvjIXMcwUuX6dO2sdUDac4crc//Htg6nhSVE7fHikzCWldOpxlN0OhVnuViyBZIK2CKSzdxilpBAxdDSqOtlVaVkhujXIjyHhPrpg95wIoTTUnRiYObVY541/DN08s9f1oXyA2ykKZv0P0GTEvHZNYumK/bxrvtPdgVGzLX9+95HBba7R3jdCYfMkNxWmTqVbiklfM4UWWvYEbqCY5Pe3SjhM1Ytg5TiC7VFsWZmpEZkdqw+5lmK5nASagFao11U/Jh2XGvu4JP9t5tcCV5IrWKJvDRyTYR0ahrBRFka6Rp7BDtCEgdtpI9Q0v4CEN2IinNVlyP2NSl2bbSKE04nUZO8atA0MKYTfGysS2G10YbE61sHOYLWgciHRBpWFOeuPIwn2mP72hZkLJgtyvUDa+VHK9hOBImpKl1Ep3GLo0nRBLEM5daqI8nHs6Zbe0B3+BKloI4hPgONkqkADyjAnVt3J0TMcw9aW898EvhMHZOSJWFPAOeEB+x5HhpXKNwKxsuBctKpB6oqDmuG+NmKFPXSRan1EomdUUoMiGZyI2gc0ds3LG8u1LHGJXRBJNCigPpENC8EzfLlRQ3vBzwGNB6pbUra9mQXcovqeJ665/dtZtUpYR5IqUekLpeX8qf4pWiF6oLTa9k9jOSbgSEQogiAZIam11Jfs+6abcjd3YCbUG7Fy0e3dTIoEP/SHgY2XqXUCOQCrYZt8fg9mQdN2+NZoK2G6slRI0gyPT14Vtluyrb5YeY/H/I44yWwtO1qwS9OoJqT4Jvi/DUnKk0JhqlrEzmaA1aragmWnKSG97T264Qk4znvkPfuPeA1ANz+l5Jx/J7HLncwGSjtQ23BRUn0oRLX3fuiWhGxrEh7Xekh8NdIMT3PcpwRooGrVzZDiPD3NB0xl07Bt+lE4DtisuKSqVVodSBY9IXK9Z+xZkheSdHQpcD2/dnjbwniqAk6rV9XuHlFzz+LNj+JR/hTrQFynv0lLj6EZMLdSfbWUDenb+21REJdL1Ql/fkGGgywlBpy8DwK96Z+nUgTWdqst1xyxhKN55I594afG43Rev451GNcZadjAihRvJuGmBaWJfKQeE0GjcbQHt1uauoQNOubVu3hpRKijNtDWQxJAktD7sJhVN0ZdiCjNEkY+sVNBGHhsXGqu8Irbu8nxKRe5rgdG1P1b0KJISNJBOqNySfUDFyK7itlMlpOvbFXhqZI6kJrb0nHoO7euV0+nXuTvcQRvGglO5QNmrDM9TDymM46ektWhup5m6ksBUMIaYZM6UUZUhGGRKyOSkZ3oRDdGMa6K6DYo4P8Q3BdqDNuD2utFvpWMJipKcv4U6p17/INP8anr7Et5n6FOQ3R4JA6o3tptT1EdIrmj7xcQszogBOxOkbA25vXSWhpWCKoLXgqVTq0vBaePjiNfOs++YSiCyYzV2X2RK1BrN12E4pcDwEw2fIBF4UUkJTRhXefSmcTsFab1STThQNyNLI3pjninHEbGUx4yBbP/xqJW+FeloIS7CkHiAMA1WC2YQa0oPtdsVl64lQUiw3uK7IdOqwJzsSwwTh/RiLrlsrmxGly9XJNJCK0JaGXZVWjOWxO9zVsTKwdpOVtDGEUq1rsydXsnTNagnplaaPqtbusN2uuG/Mc+VwOn8t+141sBDW8kMc5aQDJoLUhWaCRJCt8Pi0sk0bVgoahlneTT8yuj6ypczhLNRrx2BK3RjSXsH3IHKQaB3islfO0LxL2xnO0KvqakSp+97R8cLUil/f0/IErSLWoRI5VYIRMWEyJ2l3b6QaYxu7ucVx7fdIhTErapkcSorc3yN1QltqqTtyHh2zoHjnuDy7IFaFIZylNWTquGVzZylOFSVo0CZSFlg3iDskjHkPY6osHKVyKTeGwVB1IgWaE3V0huZdXcQNs+h79Z5kKtA2hXXiEIG5973CodCYc+Ko2qX/NqGYoglSCoiOofZd+lNS6xW96PtyCmXwDt9RVyaFlg6dSJkqWxNaOGobeIPalVqitp78a+Cednv43jGybcXZujScdv7p7F0m03xAJTM8W6EbXe7PhdGCOgYHUyIET4pr4GOvdnsVPG9ofaS2Dazf79FWoibMR8igkfuZY42cEqrB4LVjpA2uspCtsK033IIxArPW+TsENYyjCDokbt44W0/cr28rslbcV3Q4MI2NqI1pDVp2ykEQFZg670jMKY/GF78urLFr80dm2gRXQ7X2ZyI33q+JNTJTHRjpVViJRLSNeMrYm/+NLG+ZH34dd2N7vFDtxBQDy/t3tATF6JATNooquhSqHyFnjlpYRNDofJacnEQGjBxD7zSF94Bbc9dLJ5O0kh2yT2gcUGmYBev2hEhjk2Cs1teRJlwTSQI9BcM+gTOdl+AKSpeidY2e1CSnlkolwyLM0wzzuc9xV7YtaNot5AcdWHVlKwk3o6SuoPK84eXgxe05ouP5n9VHLLp9e992lJuuuyvoL9/4s2D7l3B4fCBHdDb2DZcFqUaRkXLduK7W24PRmFRIaUXrRrkJ2DtKu6HFOQ93TAEpSTdcaALnU7cPD4hmrKWQy8A4D5znA6QR2vvellIj69ArFhIkDWLHmeJdekpiZFLwFNRaugtZWK/c5kR4wr2iqhzyCVpDblM35dkqYkGbGvqgEBtqR97phbthJmruCYeA50IrT4RfcBWK94NNOiWKhDAheNkDFHPGEFwLuFK3gp1PEEKuDRmMFsZ1u3LaMupONUglKGswHmbWKLyRCQiaJ0RTr6onurnC2ZBhY72+xc0415HtMpDXhh5GVAyNhGpBSuUahq5P2KmQvTPot6q7vFqiOgyTMQ2VaZhfgt6+kXYLZmlKlV1CrBmyCsPSaOFcX92Y4jeQZKzXjR++VSZZ+OLBWG7KbXvL7XLrGNj21dLyc3fhUyOCr46gax97StQwTDqOdL09QgouTz/icDqAQdXEjy6JdbtA2QjOvVpkgpSKqXf8OcFwgDl/ROw1x8UpW5COI5KDNQTiGZLxSIpGiFAKnFLDZEHkyHW7coiZUEG0IFLJ80Yablie2J4COwWxKVEgliAOYFaRG6R6w2plHBx7vJFKI9dgbYVDAx0dV8F3+Io3QbcrIkrCGauhozE9PmKitFvl+vg/iXTg7kE5xA1rG5G33hLFSbL13wNs014dD9mJk3u3J6CuV8gZLY3hbsF1YjoeOp4xgUVPaKo2PNd9/jhtu9DahawrsOGRkO09DadVY6LgPiEycXrtPP7R/5fj994wLTN+G8jXd/1eR0Gtd0R6q1rQ1E2cBhJKYsqZhJFykC0YitA2JQ2dyIRncu3QI68d6+kydOiILDCe0SYkGqOAenR3v2wdMyyZKTmBoC6IsicJgDsWRpKBSEayDEPg0fDR8NGom5OVDgHw+KCP3yp6zJgp2ta9qme05ByOXb9TMYooaxWmQVF6tyhyIrT1hJ8dWuO7HnARDGG8BnlXc/AAHQBtLGbk5ljc8LoRYZiCa8FX60FnipcELzN0iT9JbOJ4jt04y/f6qREMjK5syZB6JssC/RYTzUEWor3r5iV0MqLPrYNCagNGgt3MhkxIJaWMSeufK6UXaFGH4QCecEtk25/D0EUIffdyTCHdUXcvTratIBpUv9G8Edr6+qEhCWbrahqWj2jqAV7Wilt3CY47RVqh1C6RPs7KuhMVwUhh+LPqR0BqW5egzSOt3bMs0G4N2zY8OWld8MMDQ3Fig/AJPUxYdKlYKZX63vCHynYN0kOlqSAeHHztakvh5A2iSF+DPqIRHUIXA0aAK82ES7tStJI12La+NkpdWMtEU+NJr7SnhbL24H2woOxJK9PA021jSxtHn/DcYRVqGRuAIZFEd4hX157PKj0pHs4kr7hHV5eR4E0oT+UdZU20JeFDMJr3xJRERtBIDDtDQ8w4Bl2oYMx42iUADVwygxQ8jHVQ7BLEuDAcHqjlSiu1Lz1vZBv7+SB3uCqZTNMAtLvPZu9yn+bE0I2qGPZJB2TLeFhXC2Pt8KNfwvFnwfYv2fDoDn9CF3tfrCGheCSiXhH9Fa63ihVnaTcGcyLBsbP4KOsT6VCpIejWuA4bR92rDVr2jbMDdb0oVo31sbBcjVDj/3U4kU+vkLbhbSGJ0X3VOzyKWrDhiEaQ3PEGMQU+po6lLUaMjkoiWafcd1klBfcOZdADXruVO9cuF1U2p9TC3enAVYMfvv9f3E8Tb46/Ab4BAyob17LxZN3da4zSlYt2WSAAr60nCDFheV90BpGUapmmCd+sJw4CpVSiLLhm6nhPc+8VCAnCnKUoVXpi4rrhsoA4DFOXMtvJoIqQUtcYzmsmsXKTB5iF0ES0StN+UFYLBps4Rqa1iVYKpQXTFFSriBbyceJMMI9dzaLaRiJxyBPmjltPhFQq0qRPmC1Tto00C9oaj0ul6cD62JD6xOP1PUVXLCk1CnVZd9xb+grO7Ruq2rqbI+1/79ACpy4ry7UyDBvLFwOv2oZLxwF+KRu37ZFpczSE8jBzR2FIA+X2lmwjcThyyDPpwIs2SXigm2GSGCbvrdJd1iq8yz2qFhaBMVIn7FBp2xUxmDOIBUVv4Dfq9UAuS9fqPWXuZmPbLmgItp0ZW2IV7xJVtRJLowUMu72xZKe1K1IG1Dfa+BZ/dcRNabVhbFDAfaLMjmVhqhuP+si6vaPVwmo33gwDRRYuTzeWoWLSXTfdNiB3d9NaUEk0TUy7qFuXz+N1GwABAABJREFUD2u0tlCnkdSE108r8hjMp5HTm1/rz2geUW+9vbqP23rlJo+s25VW187ASgPFKotCWMaaUaIijGQtnFvByo3b8IpSKtq0PxOfuu592hmLYeTo7ogqQcnBkPMegHXiZLjv0Jwg03G9yQxio20ZLUaOXgllOGLWickW3pP1wQEjDLYkWDwwkTopTYzmB8bUSWVp2KEUz4lLCjbvDnjJBG8FbxXbjNiceIA4QNQN2koMB1TbrgFuJEtYE1yVpNIJZBen3St2cNLa0LaRcyZZJZlQcJxMViMmI3mG1F0yI2kPuOnOvFmdYsqDCZYVs4qFM4qipoySccaOd97Bfu4gzEjN6HFAfcRMGcy7oVbqXxYdUZ1V+r1iINnUyeSzgnaIhudeORy3ET9Zl1uThgyZ4RmMkOglZIOkiZT6+n9O0pPvyCJ/rixmBj4Yj0B01R3owbpat4svBT/OSAryCLEU0rBzGAYh9j4C1t8+CLq0jyI2dLiBBy6dK6Rb36MGBCvRndKsK1eYLHSd/JHz7czNZ7CChDKwM1A1MGP3xu1ESEsZMyNu2ufqrJR1YVxyl9hTI2L8cH88iFswvNqQPOBxoMQuzciI5d5xqVhX+RF6oK6CtJVyG1nKE7en/812U7Z1YfKKmiMuGEfGAKOQk1A14S59vnvGmECMIUY897MsjUBK5B1OGZY6T6E7FiG6sd565zo5xKCoB5I6AXeuweyQ0kDQix5RAzv0ADmm7iob2ommzZzEDdkaTAO6CfevGlW2jviPDqEzr3DrHdJkoKlguvVgiD3uCBjDaBH7vtZJzcZAaIZQVALdnD/DbP/Z+KlGBFyWjXdPjVaCuhq1rcTxEV8rsmtNp72skAZDRGnlSpOF5EJy50mfOLx/z3g67tlt4zkjNO1YznapvF//F5EPfH/7PrMfidtKksYszsE63pOhQVk6Q0yN0I5lTpaxCMoAp6aktpMbUuA27Jutd4SXOWXNyM0p1RA1IFMVrtvA4U6RreHa5cVStE4eQzFXTJ2m4NmxMZAd7uy+H4zSGd9tyJCGTgDthSTM4WmdGTanCSQRYlmgdI3VFEdIgllgVVAxnt4rP1RhPji1LbSyoCWIOcjDQ9eaPoFGD+jDR5JtbG5IE1LMjFLwWpFDdCZ7KBpCtZmhNUKNVgXihvmFqwmn6Z5MYh6Pu7VwP2QiArHdhrctHQPqvY2JdTxtkhutNoJKWU/EYeVt3Lgsj9y+fGJZAo9KkQvUKxweXuYEOzaS9PUqJV07eNcfiIEWiYve2GTtkm30dvlVrpwbbGXr0o9SGMj92h3qVpnSgTIWprk7wB3On6pp6CbIZcNjJE9jTzifkypvFHuPlsc96G7UyHjN6GGgrCuH410nEHulLYnpdaWUwvD6SN3geKBrEIsgQ8PLkU26kkNI6wSzdUDnDtcST0i7sl1OmF+xuxvL9cL2uHB7rFArWTcMqA4Wjeutdlx99GA8XLBiVF2wVrAwPGVME9oC25+1moJ07Lg9nzZAKU9UuXGrE9XuOX2x0aqCzui9MU4DqkGtF8zfM04FE+f2/o+4Xt5R1ZB2JamDC1ELlo5QlSUSmhT1xmEb2J4a6QzjHdSyYR8ReSN15QfCGc0YByfturie97Y63b1UyZg5YZnwBDYyqpF8pJWCqpO2Qj6Ap2lX1Ak0TXSLpO7s14lQHZZWEoRWTpZIeQd7e8ej5gF6qPRRcpYSLfU/KwXsQl0baKZeYBw2fLhyKRsPkWgNXHpVNltPDnQpnIaE6oYuG7p0fL8+vgcXNDmjLYSMnVirvUNVWTm2hGXwJITGXokTEmANvF5ZY2aaK8nouFirrD5wHuaXeb+zajpmn9xhGjWwQ5D3pIaw3hELeuU+giRK2qvRyaOblwxBNceAwYUUE0O07ky70819V5UaAnyXPQzr97Vjwz+FOOWeN7IfGDyn5W5CyzBivXNqDbJRTVlTZnTdidfRuznqvSPSAjtBoWtu56B/eZej6zr1ncjs4dRaSVF7xwVntAJIJ9VroPXVropzQ/QM3BHJGFIvtVsMuPezL9lIitT1zjfH58qzEF13dGyYClpah5KgmHWDmKSBe8Y3ZRwaIkFD8ME7rMenng3t+XALqG3Br++xx0b9/mvWduO6BLIJRO0QlB2m5GNgY6AhxLqg1udS8j3pKQpDJiIxJYec90R5fzYh3eDOnRxOVidqpa5jhz2FMoXSfOzFnVagKWlOpPx8VvSOUIrWkzOfeCYrqnW+gLrSJqMuj72jVMEv3WSoJSergqy0y9SLPqnrxUuV7kPBHmzTk+3ndW25z0FzJ4ZncyBnKJVvKhb9IsefBdu/jCMc10pZFK/K9f1Ce1pZDxfM7smXQEt3kgwPfJhgEHy5si1veZzfMWbn1QaLKOXwQ07jb7AzD1/eRgFvTq1XLuuXuB65bK/4olbKUyUk9g3bGbCOh3QjRcNb6+YJ9E19cIU04trIkqF7duyEib0NThDSaHLCSuGmFZGOya3XhXRqmB0JCZo6Bxytve1YmjFooUivNlrKNDGan5gQZDA8JbCCpYynkRgz0RqkvhGLdQJNFuvOcpHRpkC3hDd5RdXK6Ffs+ECsiXIIllaoJizlPbSCNyH5SB43bu82zDPaDB0cbUaJfeOPQuwyh2kbMFZyjKgqzembe2vYRfFbw16tvQ6kGxZ3/c9fwZ9FBKUtNC1YuxLthpuiPnYCjhRsFVw2PIS2jLhfaYeN2+3C9fZE2zKkM7d16U5lOcN0ANde9fNgunuN7oHfuAfe7h+uxZqwhZDmOxa9YW6YO1sz2uOPSGMQ68xtfU9dCqHOlnu1b1lP3K0JnwxpN4o84klZ10QMRw5TlxNcru9ZlxueBl7dvcFTRsV3OcoV3d5idcM37wHpaB07jNPKxpP+iLwz3mMVrrHxcBYO+Y4WjaV25YzQRJiAD1jLhNedf9OJZh6BpMASbMXwduN4VFoT1nLh6f93wbaVQVs3jfHU5wJB2ipPb1eyNFQKYStlG0lacVVMZ4bDDfcBzT1ptQRH8+7ot1y4jM6bw2sOccB3vGQpHaLxWBa27ZH785n7+j1me6CG8nS9Yv6W+Wic3Fkf31G8cVmkV+E8SBjCjdQyk9fesUmKRcem6lEoTyeG9KrLp+mugU2vWINziE44M8CHxCQNDadpx+VL7AmaWE9q5wIhPUgTx9qKbYJoI3JisITmRN5GGOUDEdecNCYyE5HG3jL2oBEcCNhlBZN0bf+E7hXZhDKRfeg19ZQI6+sfApOKb0+UIdPunJWKysS65R2O0ohYGBXMEqBkBHRj+UHAuDDEShoriYQ36/wSC8Izmgwz6UJ5VrvEYjg5Eubd8S67knWhlImHqWDqJE9sI5yik6bxnsT4Xtv2NJBRcjjuY68603qdOQXjnrAQkMNILZO8q7r051iReiW0a4h6UkYSJpl0csowMvqAJCenIIphlxWzCdufvUfgkUmZXb+7v6Um9mR9l3s1EIQ89WJA5KErUGXDvYGPncosibC2W25bx+kGiPcukUViVu8GOvt7ZU/gQWsb/3/2/iTUtm3L64V/rfXex5xr7eSce18kRqBgRQzQgigmFUHCigURAqIiilhWEMSSlkSEAAtiScEMFEVrihWxIkhYioCwJiJ+Cu+ZxE3OOXvvteacY4zeW2uv0PqYa10Nk++L83znuzo07tnJ2jMZSe+t/ds/eV4N12CLpPrIEdQybKZoGi5BaOoi9m2wh9M2y+IYY6hQuFFKJ8QwL/S94+vGLkZYZ/dB3IzddnZ2QiJ9tcdMO8aRMiAUfxZ6cSS2NPCUwFQ4rYHXQqx7+t6fjevzE5fvfzfX72+9Z/Rg+7jTe3LBHRhVJnhVkzIygrrm6y+e30EoqAU1enqyIww3VFLc2QlKBG6VXeFhDPCdcRvsdkrbRjNWV1zHBNQEUCQMk7xvhaQRlW6IZehT2KS+WhbS+4DnCE7vBr1f+PRB0NtHznybaA3xjX2/YdbYZcP9RosMfTq2PiUbpwnH49FSAAxJm5M4JAKgP2ht/E06/h8rtj99+sTlcvkvioXj+Mmf/Mlf8c//9wH0G/gpC+69sz93LuvOvr1l4OiaaGh2oA6aseUn62yXL7idgzY2Ts+pqH5+fubEl/D+HfjkcAaJ3o7gtj7z6XkjBD5+deXtm8bzsyVK1UD3DSyr57gFvhh1kEgETrWCO4na9cnlk5pxs6qgdywdG4N9u+H7iYgNHdvkmV5Z+wfGTYhq2LazPu90VtSesdV42na2ceN2W9E1H3Qzo4ShMhIVdIM4EZKbjpAFwlBnj5W2n6mrpdJ9a+wNJJwynK6DbjdCBnLbYXmPn4whlb2tfLSNi6RdGLoyrk4rb+E7g/Ua6CL0mpxZM2GLwL1To7AU8Kzn8kzcAusVpWO3lfX2TLzZ2FizwJspYn4Z+etp0TfGnr7CfWPfN+CCbM+UvmN2yuAYnuhPT1Tf2S7Bvn7G9qbz4auvsL0jHnhvfPy4clvhoTq4EXZjW1dgYZTBKBtacokoFHbmerd3Ls/G9dY5t41GolrrM9ja2VAe/COLvef6dJ1uLAOxHD/26zO3D294LEAD687WP/Hw/j1jX/H6lhHBV9edy6eveNMWPt0qmzWePj2x14/U9RPrumKXwDs52alQNkdqZ1uvqG6Mp0+MkULDFaM8f5flszPX4ogP6gq7CWw7sQXrVzvuOx5b2kxFBkK5zpHqh469M7QEl4//JzvG+vR99ueviNUmZ7Og+wA1uq3cno1lHemQg3C9rejY2Z8dWySdw8p8KHVJC8LR2bek32gVPjx84Nuy4J73c5gz+pXVg5t95HQJvnr4Hu/aO/QMWx9IDNatI9vg8r0P/IdiVBOuIfSAIsKJjLjOwmwQ1lFRQLk8gywX7LMA67CCdJAycD2lZ/+l0KvjAaqW6KcDI6Puc0o/sFLx2FHvtLETO5RlBXvI1/aBu0A03JwyOlEa0f3o91mjUHyjFqXZQruNdNFbPMf2knzRUgYic5OOgFnYOp6hF31naxDdkPWKtIKfHnl+cm5d0CXdUNa+4X3PJD03xu0BPzluO0u5Eaa4rgy9EgXUKr4ml3j01JrciqN1x6OzRQZn9Ri00RgItVwzgMd/hLMFQ2TGeOc439UZVOr0Kc8Q7nm5JL1dijtx83w90vqtHVOICkIm+22yZNhZGGVfWeOJzW64X1EqRMc0f95iTyrC2DGtaCjb2KlUdknvdxHBQzCrqEEUYxTFu85iSPLcV0lvZBKZHxhbkALONMdmd8OKEDfPQKCW3HOxmKmeOUVoYlRPga8b1D3Sr7nDbgPppAd7RIZ8uaQrloN2R6oRXRgMbqthcaPEloCFzvGn5T1zW4RROosNbDe2MPbhbHvHcN7uN6y/w/eVcNgulWCwV0ckcrraN6p3Vj9hVYgYiC1gRuuO367cvvcBjy+4fO9L7NPK2GHfO6N7ujfZoEeuJ8Onn73tnEOxdWW5GaWlu427Z6MjKUTkzvM3IoQR6SZTS9IxVCqB0xU8nthFSAVJMIYgOpDw6V+eDW4O2vLaK5LouDmqnVogRsdYcE+qiTnZcN4KfTGqDbwE2+r0a8BqyG70JWgyNUAzsE5InQqSn1s8KOZ4KBaWeR8wyUqFpvW/yA35phxfa7H9ve99j7/0l/4S//Sf/lM+fPjwX/05EeFf/st/+XW+9Q/dYaOzP93Yblf6dqPfHLsVNrnyoFfWCCoCqrjsyUeLga0bbJ1+GVwuFeFGb0+MdmK/BkM7kDfouF14/vILPj19n/7V9yiPnxMD1uuN0TdcBdVBaGOXkSp4MeiejETxe8hjeLDLLDY0jfBNv5UoypIbZgScmoCni0iauTpRBuyDvj9zuwnSjW7PEIX9w5coG5++b+yifNpgvwR13+ljYJHiRXPHSlB6EKK4TO7ICEwC2SFKpuDpaGkLteXSf4wm+7jM7rzSI9jWhdELl6cz7TMnRsbOuxTMeyIs+5W3rvjYkeZsF2HcBLs5ZRFM0oi/jYHX9IiWkklkFh1F6f2ZvXda71iZ6nHbkwM/g4kOSz6LwbZvjJuxXo3QDbErsaUBdOzGKFd6vxFr57re2MqNp7IxdgdX6mZQdmTLwBCzQFuOtkcPRIz9+YLp4PTmkWWZyKU72+0Gzxv9iwuUwrg5pQXbHjxZ+q/K9z9yGhuyFPx2gz6o+8rwM0QjRoq5xj4Yzxd46+wmfLYNYsluZO9w/f73uX35iXj3jsdtpdP5/vOXPL4Pbtsn+lXANqqd8EVzY9WOjkytC10gnKEF+nUWz1e29YaeZUaPJ1KzF+FhDdaq+Oi0aydGThKGjrQqjAFjxewz1i8vfPHU+ezbT+zjyu12ofccXkfAMoJRd9ivfLx8xdvbQG5BsY7UkXkiRQg5+lhHR8GaIwJjKNvYuNyeqRFc9ZHHz05cPl7YLx+RTx1f3/P0OCgfvkeXG8/yluWzDZXKuq9QNmo37Duf+HL7xFd2xppzBkRaUhisgO8guXnJeoNQ9rdLovRjZVw/8JY9CyMCNcE1gzvwHOsiTLS5E95Tm6Ce4+XQbMQpVBy6U3GsN2x64lODiDLXpkiRnY/0SvcgquCWtYOXbJAP87HiltSmH4C0FBejKLAbro0oQpZZxtZX6pbhPX0Y7brBG6XGTow3hO2zoDA00gVkcWPQKVLptlM5IWwgV2hn9mpc12AbmlahDlI7xJIIaIDNhiQgnTsQeqnIbWc356IpvAVDGmgJwgZuWRTJHJGn6FxQU0LTaaWbUaRm45zEGwAqO+YPqJDUjBKMAausUDpSHO8D18qwQaFRPHm+jMDbwfUudNlTFK1MbnPeR4kwNlRBakXWnBxoiVlkg2E0d7QfceKFtIA24k2jW1rJOoAEoT37wBEsbpQ9O6jMTBjZDOwO44mn9XPYrylkFMd6TyryGkgpKEFogRFoMUbsCR5sl3TW6SmyH2UaxvsOlibmJsq+O897sG3O5mvaAW4ZNjP2pBApD6wFhiuI8miB2kCXnd0quxVOHrhvU9CvjHVjva1sH77D+vTMuOzcAJ4+cb3scMngry5TlKiK2E6JK2Fn+PDM5gPZGnbKZ2HXRHoD0BFUl1m0Cj5pGOE5jooCqzrK4FmcNxhkFAEh+2xWoRVDxQgLBo0imhQbA3GH0omoWAyiKCNGuj6tKWr2bRCyYbeHTIT1C5fvKr4aRQqjO0072gPZB3y4wL6lv7a80KdkCLFY0vpUME0RrxigPilWP+TF9ne/+11+9md/lu9+97v8+I//ON/+9rf54osv+C2/5bfw7//9v+f73/8+IsJv+S2/hVr/N3vlv3XE2Niu8GHf+PL6FZftgj0/M6wSTw0776gJik3OXGBLZSsBMijjymbKuBU+ufHu/CWfGNzswihvePOTvwY/fU6/Xfn49F229QuGb3D5guu28rRfGP1Djlo9Rzgmwq06LZwSml20xp3fhQ+ciolSZEdCYSIGMgbmiWwMT1GGdNgvgzIUdNBvn+jXE9sS1KZc7cpyCvbrgtmVdTW27pjmw98laSMxvTgj6ZUplkEQlxxpFZABakKUQZSBk2OosIHNxDKnJJoUIOrYXrnpM74+sMZHdimTcw2Dmj6v3dhvH9nthHJlLEa/NfqVRA5GQBmEpYCDmOE7rgQDSGRb4sK+f6Cuxq2tWMkx2nr7yBhBOzfkLBSUMTrrbbDdLtinJ1p8wtNbDKnO3gddV2I1LifnehvsDx+47Vn4nPZ5rrbOvl7Y907bFkob0wVhAG8ZlptjqHFQqS/rE/unK/7Fv8e/+AJ//4ax/wioc9s+so10cWB3rv3Gad8nVWCgnuqmoDI0uLmxeUfWG+36Pfr6gH/2bVYr7O0tvQfrV99nu3WWRdm391h0zHaenzfasETfumQTiDCko+EsvWCWPPywldg6Ecown6PhK71XYu3pAOFgfTBiTMrRSqDYQY+iYzwAlhZ2OH4Nol1Z6xMlOn6zLM6Kzs4EHsaNHSW++h7mDdnTbmvvgd0EXcqcjNbkymuOiCPAvLPtwnLZ0gHFK+/b59w+feT29EQ8DdyM/oVTnz5h7Lx/+DU88cRJK0+XlTe68eks6Hd3nj4aq9wYi1MtJhkhkSp1T92FOG6KYlxXQXyl7k/cnr5iXB3vwnAy0r0oJRJW8ihU8bumQObE10meskY2D+aJQWUVGnQPfFwxTvTWiM0w7WyjEQIP91FxikPtKCBzjAZSEB8MOyePuBzuOgGSftQFh5KCYgkYXehFeTuFVs0HW+zcYmeMhb4aUT6xoxmgJYLVXOOMJS3JLIhWE721IIokDdYE2x33RLUVzX6fMc/VTomZtSnzXACyg99W1v5M1S2F7OqoZuLnLTYqJ1oyE+Cg8O+CF6GMDAuTYE6SJRucWSgxsgGcmDjiQTfotSU3O4DWCE9evHjSWAynsSMhmCtES8GlJWDTq1PDKCZEcaRvlHA8JJsCFUQFGQftZP66kSh6f0s34bRsjHElIjCvlCho9JyQFsWjUqa7CWPPqsVn8emwXnfauy8Y2wVlR2NnbIb09Lm/24pKMvbFHbpwWzceShB+SzpLAV8d3ZkNkRHbzpAtk2MJbvuaU+EhPF0uXJ+vxG1FSk1KDz3vf9XkHHtPOl7iYkgk7zgi2ezDlY9PXxLLI8/2JWVciQHb5YntyyseN6I/ozVRYlGj2KCrsciagnUzqmY6pFrHNPdaj4qQKbROJSSDYDTyc3lkqFXUzAxYhvFoPu9rx6Oj7TTbuwFidBeiVErsWWhHOp05ihefDlepcRm7IZ6iYPmUdCRbLnQBuXXGs8LqSC3UgK6GmlBGZBOoacKA5LriDocgd4vOkBTHlmj5SIgx2uBX5lL8v398bVXvX/krf4Xvfve7/Ik/8Sf4Y3/sj/Gn//Sf5h/+w3/I3//7fx+AX/zFX+TP/tk/i4jw1//6X/+63vaH73Bj2IYP43n7Av/0nyj9C/axsnqFfsKWFBpKDNSBmiJEi6DSETYklsRBYnC5bgz9LjyeiPHMj9xuLMs79n0wblf2NbnBJs6XH7+gDmX/FPTNoM6NJHkZuBp1pGXQvoxMsDPh1DNRMeKlIM7ZrRFmGUYwyF93GL6lQCPSLMxjI/pKv610F7xvPG/CpT2x9ivWleu6cWXD9uScDVNUnRKeQgli6nJm7pSAUVh6JtUNG/S6U8obIPmPex/UHhRPNC1KPqrDncLOvleWsuBXZZUF2QdlBNag2IaMhbJ3iE90dvbxSFib4R+ZellM6eF0z5DjolsW4h6oG7J2Yn3iuhee+kdKObHaCfFg2z9S5X2igVqIjzf6ZeXyvBLbwNvOMKMx/XdH0MWx25W9eFq57Y2Nj2zrM2WD4icoGYjx6emZ0k6cnp6x/YntBuU86QC6E11gxgm5D3r/yP78nzAzxmWgz18iOH2/wSrYOmPL90FwhX7J1HEy4bP4jb0svFkde9woHvR1cHv6yLp+oo4Hxrfg9vSJy1cblycodPT9E4bQbxuyX9JFZu+AUIuljaJn8mC4sY8bGkqJpM0MEbCBRmffV0YvLOwMT7Q29sJeArZKqTvYQhQI61hXfDS0FLo50XeqO75f4eP3GLeFWHuOnyWbmVFAPVGfy/qRiJKBRS6UbaRuQAdWW9YQ20BxRq3TjS7wvnK53GAIn3Zl/zxDMrb1mX0zChvSlPX7Hzi1R+T8fRofGKr0D18S7zZuz53y/MyQjbGldaWOHBMHwJoBK0hHrIMpWwvaGFi/Mk7OUm/sZggpinYKbkIVQAuUQCU54ImcJb3Bj0IujDEyjj6mbiTCoQ/2q6Zvr+cd4lOQVghuarQYWZs5REkUNXxO0NzABKuK2MB6IYpR8OT9Rk5RKUEZhvcGmsJoa0KJnvagblxwbKy4GqtvhGvy+HGkZLMu5OTGJQNnRM+IbdwuMB4alY6vmgLHloFeQ7MwKChnDGxLhFmzsc+JnyFbR+NKrINtCFZn89ITyIgoEEmrOHQyo/gc6UeG+HBEjASIZ9JsDMrVkB7zb+Z/946Vjb3JFLvm1DIsCxztmeCrU3wqvrCVwPrO0IFoRrIPgWqJwOvIQrMcuj/J9xLKLNiUgUNI6iTGjtgJajawYU4defcITPqDopaFqgFiOU0VG4CivjHWPZF0tyz2alA9uc5BoUTi6mGGUiaXL7B9Z2vCCbBSKDIdSfYyUeA8F3tc6Tcl2ulOSxJJB539445fN0I6j/sjQjb8USoeGTCHphi5quZkh5G8Z89G9bausF552lcezbFd8OeJnsfGiKTHcBJ0pO1seE6QuytvbCU44XtSiWbA58HdzF+44xLoQQOZykMdO+FnGAmu7FtP+km/ZjjVLNwPO1aYWmSZHOlMkMvX80TIM8E51/nigVzBFkfWje0Rah30UfBYYFKnmM9DORpEM5D0Vad6rlHK9FnXDIYailbPzyIT4xAlXgXkfZOOr63Y/vmf/3l+7a/9tfyxP/bHfsW//+2//bfzN//m3+T3/b7fx1/+y3+ZP/kn/+TX9dY/VEeE8+XzF7TTI/vtC9brNUe14fTdoe2JKAxQmwiPztJxrNQtkLVw2jo2kZS+gT0IpQ+eHLo5aoP1eeN2WXPUP62ctv7M8/MZWw1MiQpozW3Uc4i51S25W7XwsIOTCU46ClL0Pn6NCKIt7HqDnki0hLGj+aASJKFaqGKMvcPlxq6F/vHCumx8oQWJW6ZR9Y2n6w2JjcojuCEVVBJK7AloIeFUYEwQzV0IDbwE+whEr2AX9lLot0KZXqRRcvyWMqgUpJhs3OzMXlJ0qH7DQnEvhO8wrlg84l5mytmNiBNmiYYVM2zUdODgSpFc9FGhxEBGwWxn/bQz2satfsX5zWdscUJip8V7bNxQE7aPRny48eF5zfCNviayR6eFEK44mTy4jh1bhR4XzJ2+X4hbIjpB2mnd9hvPvXO+7SzxzNU/8uECD+NzXCttCSRyjI8m72798B247vi1MzYh2hNyPmHmsI+ctqxO38F1TSR45OoedcetUEan2yc+jgc+10f6GLg9sW4bbaJ9vT8ztg3WSE/26xOmjeGfMF/R9YZbATEqxm4gLWiaAt7r9AY++chkQlGsK1Z34nIjHhfGCCQKM1qO2/XM8lZhBoGEpcewmVDD6VZYP9xAvqB14eoX2Bwbn00HjXFHHSWAks/Btt/S9i4GPvaEJ90xKcQGrpqo4qRjHMe+XXDb8YshcuE7n3+P6/NHrqSP9MPzzvOpsvtgeXrC/D+x7g/8ePw49r3v0c3wZcHGjW4bGoW2SQqjSWO28PSRDg1kz2Y6ehCnnPz4p47VC5r2HClUck1EVyM3xOKJuMqgaL4WPUVzRiQFJ1c3BtAiUXSdFA7vK8NhFEWjUDw31yEQbwbxKQdDqOe5K6BsOIO9QE09NmYlXSWk4Jqb2zQenNadg6qOGqnviGwGVoKIjZCCCEnj6Av4LcfaJfm3ESVR6Oqwb1Tye1w8BbbynDZqHqdEwEWBHSMLZTVPVFSCSIsFeslitnknQibwcayNwYjkPbsNGI1QzwYnIDkVAxRO0bkZGeJDIOr0SJ2NOumoUsY8I054ST/i9NKj1IGFUlSIrmwus0gFFc8mduuMGLNZsImaFgRlGQPvSizAyJK+hKSNpQmlQ1TLCHRzTrrlNBGwUfDVE3whw3nEnSI5BTwWZYn8LGFQuqIi2Aq8NXy3TFYeG1Y3uo9pTzsbjJGWk6ELucob0dekzuQXugvyhkM79Hgo3jf2XpKykCEYYIHtltOa2/Q17x9B8ryKOV4T0OnYnBjsU/Cr2WxawXvncnuiXv4v3DbwYPWZ5RDB8I5MQAB3WjeKVXoo7E7VywSYNswLJfIK41DpLBN4s6OzY1I6S6HLAOkUGmolXWDcsXGjjESUDZs+3bOVOwYynk2lz4Yqwhk4TVILExFor1O46JM2lNOX4sJtX+n1gaqndNYp8kpfEfiQTDQFxIVOhbLQYstmYlTEUy82NBhueK2ZsHonUH2zjq+t2P7Od77D7/k9v+f+e528mX3fWZacQ//4j/84v/N3/k7+8T/+x/+72P6vHGM4l6eduMFXXz7x1acL9dOWvEQ8eaHbgkfnNLKLC3IREjfUO2I57hzdEFGe3Hm3X9HtBGWwbR1653K7sq+fUjR3TWT347snli2ydZ3jWqESkgER0WDYjldhCUUl09R2z+JfSnKAvZNotqSAU8hxq89R/u4Gt54LuhkiA+sruzjrqmzrhm+D28OF6MFtXDB2RhhqhpTJtR5OJz3uDzGukOeiSvI6mRxJd+gKxfYc5x/JWjFwkVkQZKz73kuirht0AuiU2IhxQ0wJe2T0yLj4sRHF0F4Zrkn9oGN7BnEcMclOpVhHT8EwIULxCGJ0busT6/NGtCs3Ole50EIY/mswD95/+y3rh0/Y7SO2XqFnSE5ZAtGR5Lvh2AguesHGSmwPQMfM6IuzxEYXKFFpfdDHwuXjzmM8c4obt7hg14brlSjvQFaEhm87+tDYrh+IT1+xr5+Ia2ML2B+eWT9d6JtMqoykSOkyuDzsmX66LUhLb4hSBe/BbQ/2p8Gbzwy97sS+4uuayESkh4RthvWdvQvr+ogvxr5e2evKcrumKEskrzc5HlWfhIM9o5QXNywKwWAZhVUMk5Hn3QR8R2umzfl+ZURL2zbPTk0GNLHZwA18N/pHSfQYweXCflXMPqVOIKBqCtmSS9Hpz47Kjd53mu+EVSJ23B+wOEJehKBSJRAVfJ/cXe/E6hidL/79v6MsK/36jGyNERvrxVEPosO4rIzygb5U3FbWW+dmgl42bExHDrMX5EvIVDmgEeyqOA2NjvZC9aBERpZjI50gJlNDuyA1JrwFUQuUkkiozbXAc3J1bNACyJ6e0V5mMWk9v2tpKIoez06ckQjqtBdMZ5gUSGmklkHvfIoguiPLQilk4yIkdURHThzIQJTwiQx7Trs8wHrcp4RGwa2i3ikIXrMxrhKEJEvcHTQ2tt1xGYnlG1CghqOx0liw2dZoFWTPaaTjd265adoiigRtM6jOHkkHIEhAw4K6FSwaSk3HJWYhGLOw8IFLUPaJwE8+uzBxGpuWgCX/1J305a/Zu4gJFkGphg3FBJqm+0pDiDXojzusD0TVtI0kaJbF7B6CerAMGDU/TxZogZginrxbyVoSMacMo8rOjQcmfRj1mbA5r6p63l6Go0MpnoyiqDkNSD4K7P2C+wP9+kwf1yzqda4KosRwFOc0BnryeSco3qGcfOYW7BQ6oZlG7E6K/MVoDPp+pi/7/R5QDWwMhq+E7yxjYGNAO+Eeyf+2WdpGUqrCnIM65Pi0qC2M1enrjXG7MbzhvuC2cVtBxyH6T8pXzPMjZIPut2uKR5OVfr8/AEp0CkGVncEyz9m8t0QxCTQUHZ2xXaAG5dLAUpwZdTZuBwKgpH1lwCmCMQfJkVwShhaGnrhFAYMhU1bvkSFRQym3nd4aLsKIoBTN9k/IxiyS/mVDoWYDEJQjqB0raV0ZpBtT9OSpRRQGJ0pp/+PF1v/k42srtt++ffsDv3///j2QRfiv+3W/7v7ny7Lwne985+t62x+6wx2uX93Yr898+riy2UJsH3Kh8ULtOyM1gT/gcSpVgEzWiv0Go3LqNxiFft7o+2B8Mj6cKmY9k6PWLROf9o65ILUS2yBuz4QPGIn+qKVgIiklyXsL0RQriCavakD0LFhlcbpJFtcDqLnbCoppbiLsHfWNRibNdTLspTlc12d281Tp65qq/xiJ8pSMjvWJmOU6UBPx8SyLMUdlR6h3QcgRKqV7QB14S5RIdEMYbEtFYyQCYTvEA6w7vZwoZUeswH6FvmPeYKTvd9+uCC2LNU+YzcxYCtgedDWKOKpZ14g0il/xXvPahPFsO7qtWN+5bh+oUVlvGw+n9zS94OUNT9/v2P/577juz1yez3C7oC2/v64dPEf3F1vRvmFDmM5ZuKedofrOiYZJpwDbemG7fGDzZ55j46nsfHp6Qkxp7x+IasnT3a5oacTlRt8G/dL5eGl8bANbg9P6xOg7WCFj75S4DfYlWGzgQ5FS0zNdhT4R+No3tudHynZh+Ma+70hZCOCLX/7E04cbZb/gcePy1SXDGvYnfFe2fuU0wxkkcmKyuFC0oHRq7KgN9sOKa3KUfRR8vxDnE3hLOdbklAZBFyPEkdAXruJ9mQykByWyyYkSDHe8fyCi52bFRExd0RBkNc7xib13YM2ft5FItzld3k4eJbhWwvfkzPZgvxpRew5/ojPWK+fbR3S9oCNDI8qo9B6oQMTOvn/k463xvfXCZ9G5FdB9n1OQSrYi6U4xIS5wxUoibsfG6u6IZUphj87Zkwfvqgwkx8PDsPaAq1EmUpuj35wIiCtLBLFLumIMRzQL6kCyPxyFRzYWBKsnFtvpLIga4WUm1s3VI7KR9vCJmR+0iESFt1hRD4pNFK8qPkNJZACTBiMRRNgBUBKWHFPrV8Z4DzjWlV6Tm1oGaJ0z7OmyEQwkhG45tl8KqBfqGISdkmqic40ikWErisWh10g6DmSQRzqA5PQtpqNIvVVUck1yz6Yor469ILFacpJgCWpAUEgnlow3lxROl+TSCor7QolspGTau8a8ByW5PhP/zGdgRKBdGJHTPiZinBW10VujAWNLZB/Pos+Re5EUQVKNBNrYshEqRhdBJf282zFtkNzrmJ7qKkCkdV24zWA2uKvzx8ZlPLHP9sb6SNcenbTGSavpCM0HMk4YKdw3uyH7be4Pef7c231CVWSwuGbTHAVnoJr0iohgH1fKDvtID30pngVyTwoIQgoOw5GT3F83pxYdi8LmCtvGvl0zhh3PYnVU6t7zBZSkEklJ7csE2UyC3YM2150hJdePIJNTj3vGA9OcPB4XRMypq2ItYB+YJe8+eo4SRiddlaxS+hQ/xSyuiTkhmJ2jZ/JvKKlTmc3xMcEJd3AYJlQdee97fs+Qhaj7XGHz3pLRoRx0EE/rwQp+CHJJHk5MS9aIXKOr1Ff0mW/W8bUV2z/xEz/Bf/yP//H++9/wG34DAP/sn/0z/vAf/sMA3G43fumXfokf/dEf/bre9ofuiHBunzb2tePPK3q5USyhCCWwAmFpr0eyS5B6DAfJ8a5nyMpCQAlkbOy7U1y4rjvPtwsnoK8fCFvp1lEqi3bYdmw/MfYsjIJUsEdE3vCeM3IJI0o+MBIjl1ULvMxRloOVewTAS3eMM0ag1pmycnbTREwcihr782CYJ2KzXnF9Qxefm2N2th5OVb0vzq6FMk2LZk5yFjBzAYUp5hiOFCE8N7KAFC8R9+07N0KjRKeLs7WdszXGzWFP03+Rnm4JAQzoWihtLnLzXaEgZsS4MBrINoMb3qQMfETFy8KtdB7syn4NbmOwjJWbw2MsCDvPcWUZO+vHje3W0/N4XVlKRzqon5P/J0ZflWtZKd6IPYgKow2aW4ZekEX/2YXWjS++8/8h3rzBy8KzGpfrM3K98vb0hlN9YER6h2vtjO3GdX3mch089StrbfgwsBvFgr7PQs0GUoTdNoroDB0YgIEl/3RITSSjz9GqG9eP3yPqicunr/juf/hP6TO9XrC2cLsppzghtxkJfnN8jBkyJogIYoqWnRKVnJCm73DIFKTNBrXuA0Zy/g//C8XpPOb1czLmeOoP7ljRsQHbQLqzWaEU0vP84EhqmU1wuirUXln7DZOR1IeY1wuDoUSbL3xQA8zTwi6c2FZCjbD0zZXrRvfnKf5SusF+belPXSt73/D1E1dbWLtxegjW/onW074rEi5NOhd5nzKnU/mAwJHaRgSUSgyle6EUmQ1tcryHQiGDo5Za8EhsDc+25dDxiZRsyElkFykEloLpmt+90Cgh6WSCMJKDky/QBd+F7nBa8hkOclMvxVjUEYwNp4im7sIFrU7xF+RdgNiDUQwP4ezTBcWNbgt9Cp+x+ZxYINXR6rCn1VgbOn2aZU5fek4mpCT1IHTOWPLvXdKLONViud4dYl7Igngho6cjINrAxTnZYK8Ffbnz7r8Kkp0yBwj5PAc0dkKglUHVFNBjlWGVNr9H6SQgoZUAthhYOE1Llqme6DIx0JLC4W7ZzLpncyDjQtkkaT0H2oon0FCY/G6hlOmHMm8nnXSfcDIUxY1RzjmSFMElwRKZ1J7QfN/SUlgZI/njFmA+XryXSSbM7eOFYMfEeV63WdwpNiGXhHuOe7ujG+nsESncjbkHiENdJadaEdSanzU8wZ/AZ6MRjJZTBLOkYuGDGC2RfJxbdOqYzUF0mBN+pjiyViNksF46uj2xb4OTS3pq7wnanA4Xqwn1hzhJxilJnYjk29eAIUGRwDV9w7nvfcJUXWcgDoEOyzWbQTt8061P+igUT9TbuyVlxwte6mwEfT7bAIZMgTBxQBo2Ue+VonvWDVESGLCg1xTAio3cx0enL4GKY3Ps45GAg7SgVGfESxEtHtk8WjDlC7jM8y6BvkL3v0nH11Zs/67f9bv423/7b/Pll1/y7W9/m5/+6Z/m4eGBv/AX/gK//Mu/zI//+I/zj/7RP+KLL77gD/7BP/h1ve0P4SHcvLOuN/q2435Jf1o9VMK5SWWITI5vZXKWxcG2TFSSqPfXo6YbQKhjKjx99cT7b3/i+cuvuH7ccHZECymu79zmVpkoyNw6IxG+cJ9ihpKK6wgkFC05ipX5fItNyqJCrsJ2wKy56a831FNw1FNqzkkybtW7gKf4bewboz7kQqcFJMWRWeC3O79RSuB6otjtVWfrdzux7JnB2MHkXoAdI7ApegbR5Nw5Myq647uyE9i28CbWRH52Q90ZjbSa08C6U2qwhE/XgnQ+KZEc+XQNGcimlBEZECQVWwLfN3r/yNo+EercRuODG+diXPnAab+wX1d8PKfQa1xA9J7YFmR0te+FW6mIBiftlBBKWFosMk/NFLMgne3J+M7+fdrn3+LJOtvthpaGXr/k8eHbPG83/NJom3O5XrmuN57XG9ve8POJiJGimNs2RZyNQaQNJZPzxznvH/G8/q6ZHNYUrsYonefSGfuNuH7g6ekj47LB2DAZ7EO5bRu2rnSzHLOvuXAXyTFzlWkZZiAiqHZcZSKLzGJb7mEopWeAAyTqFMfc3QTdBx7lOFtJK5kBETUypOMQ5fg67fAIdBIbimSBYBQsCsN2at3QsqO70OuZro3Fk0PbezaQuScmRzcUgp3bFtTN2L1x8hXVLCarTb/c8QEv6Xcfu7NrRZ87iHHdhP2qdH9GlFdJbJpCMSynO2RYBfJSJPtsVsUCbp1tma1atHyvmAyU4kgUfHB32sik9rnxzmI73SNKhh9F+g2H7YR03Gs2FUFOrURQ72CVWhxTaHJIOiWbfN3poxN1z2+jWTCZF6hCk4StZZ7PrkK9r2NpzUb0HH1LFpWFo+gCGLQ6CBdKq0QnqUcyTyHjYE0xBmgZKC0paxPRk5h8VicFmzbyfB0AZ0DRAM9J3OYL3gxZjFoEMwWvs3jPmy6X3BfoTjp4Axnzvp7UuVwWhTIkiyF8Frn5gWQ4W1yRqCgHYp2PgDoIhsTIIkayJu4M1IUYRveB60C9JSfXE2k/eWeL5f4ZIpI/1GSKVskHp7T01262gabtqJaMt/dIGpLfO6tETSfbPO/N2WCXuadYV1Yznh86bjcwQVhQEsSRMhuW2XDHLDjbNtiiU5l7QkjqLwSEMZ9DpWP0yHTcFPiA7DudcwIZnlOx5lDYcXW6Br6BRiGKopGe4RWnxiCiIRjDLqzeKPvA9i2nprWh/kI7Ec1nMU2tyryfknrhURkTODIZ8x6W2e5P0bHHvUlDZnhUJZvRSWWz2ICRz3BXKhXKmtMVU6pBP+ur6U5qoWT6vZslBQ0xiipDNjRuGA0duQecPgnjWzUNHpL8jdUE9BIal9kZOxbKSfPnVPJ5CJ0dYMu1QACNhqDUsmazb4cr0Tfr+NqK7T/wB/4Av/zLv8y/+Tf/ht/xO34Hn3/+OX/uz/05/vSf/tP89b/+15Fp0/YbfsNv+N987f/GYTjPHz/h1wt+vUFbQTtCocbBL5MUjmhFGVPtLLgpPgIrU9h4jKtwGIMWELXSPfj01UfW62CfN26MwZAnfA1GzwdOIqgrWOTgUzStdogMqtGpXClkAIPGgOkgej8ijvXiBTlziJJen1EW0qs2f8wji11Xp/iSnq7rRmgwphg00bfy8vrC5Gk6ru2unDacmd2cPyo7IgWX5A9X+sxcS25jGZEbzeuX3pymgZd1DuB2RgiLACGpFau5eC8W+Jb8suJbjmalU6jAjow9wzZ2SXHHEPpijBB2dnx/ZvdOSND2DuuXbPIVrZ3Za+VpXWnbhkga/pvsKA1B5sbkVLaMyiXRGZOKlJ0azjjMvwy0dDSU0T9iWvn46RO7Ov3S2eSJ8vYz/pM8sa1CKYPTux/j06ePxL5y278i4sfQcaOXM/HFBVkTuQ6U6pbrcQgjHGG/I9CY09TTNlI63p2naNzC8euK6M5X/9cXcHmm1WeMNZ0CpsBQ9oFhlBHJWSwzMtqzEBIrDHFiTOqIpzWg3HGwfHbMMwkytnN6GRcmUrejaaVAAUTSwcDmvR6+z+K05SRncjjv2GPMbSi1m7NA7IkQRaJ+XkBKobf0bE/X6XHfHLnfv8+YB03eQDjD0qZPeyEiRVnaE/lGgO2ZjlJOC50Bu2K3Tu2CNMvCzgKsEuUFsXeOpgW05GfokfdhWPqC9RjU8Fmqw6I7MT2UZUAtcu/kVHL9kZETAzywyPWpIhg6P/9MPCQbpEJJVHWCccmhDaJWlr0joQQtvetZOTqkvTvSyMRbdYSGDrn33K7HUCJeCoUINknHjShK6RlDLSOwms+JBnNi4WiDOFKd5hJUcU4TZVXPExjhR0uQTV/kBCkXuCx4jzOvYhxVruI0GwzJBkxkirw8CAqoZXOuS3LWtaPe0vlESAeXw+qNgxmluGZ5qp6hJpAF7OESY2ZZxJR0lxnzHo67/UTc/3tio1vSMorLkTSeNLm74PRA9181BD75BT2/i2lw0tMUICZWavNzHe+X1DC9fwTHKEUYI++DSr03fBE7htF7YSyKdGO20UQSlEgtzizCfIpCO4xaM3aemtaqkc+hhLCUjpaazkw949TNjbBcTU7V2caKoIQlhxhJdH3kiAd0mYtCWgNCxUURPSUr45SNUBnGYjveF7QIEilG9rkvijphOultcyXzLLYRCEvAK/UIkwA39RJyjEDm5KkuicSXMOwoAd0QtynkzmsmkZag2gwtaZigJvixRB3NkAhS0mhAZMxAo5yG6uZ4sRRL+cAHyCfwB4UlsNuaFpkq1BLHAprbuyQClm177u8CeIn7GsH8j8gs1mV5BbZ9s46vrdj+qZ/6Kf7iX/yLP/Bnv//3/35+62/9rfyzf/bP+PTpE7/+1/96fvqnf5rWvrkk9v+3j369sX35H+k2KDzn2FLIxQqo4mCaKUlHx64B/uItXW7Kelbq6tQoFJzSK0MuyENhDON2WTEcPwk2fXwywlXo4TSSt6qeC2K0hUkcy8LJhPoGyh4UglVSAR9xoHzz1pr8VYtDXJUODQnG671YRrKgMQuULQUsWihj4L5j0ulayXebMebzYXOHKjLZ2by8pgeUishKi0IUsDKIcqZMy6BK4LUBipQGyfJEtMMQFoV9SarJmD7cen/YEwcMBjUCFcUjr8uhh5ZIlxen58dxUI10SojkqocXDGf0HdeOm7P1G30XmuyUhw+0UbjZkspsSX55uM9ikgxm8LRAQztwZofkm7tifsa9I2GUkiI8LcLgE0RhvQxuBawb+965XD9i24bv54xvv115/vQddLvOrdTZMNxXbNzYrWfJYIOiStETg53dnRZjsoHPiWCK42Jp3Ro9gyjM2T45rheQK5fL99D6zJVEqQc51pUwFskRfVXN0mIKwjCZXFYFWxGphFeERNHyDklkRqygYwdO4EaVzmotufl5484LKBM1mSWSGem/MFBLVDF/cv67Wc/IRLuFjIjWcFDFdUE9iyetWZiopTDLJdm2EpbJeV0z8S4O3cEgreNO988XkfzqEQWXM7KvaUOoT6S15PGzyR9WCUyNg/k4y3uOcJoDkWyS4uoDEY++p3hJ9+TORm7sh/jNVWfVN47TNlXLgAq3Ipw0GAptGEgWdxY9LcAii0Gd69xZjU3Iz0BMhHGi6eLpiFEGNovSg7qhkyua1WRJTnCQY/7I3tuPvmjyrXtPZvGDj2x+zJHSU4AbkbfMhEVfEOCkz5XwbHAgrRMdRHaUispEaR32AotM3vfL3YWUIwo7EHFMKz1OFPaks6SdBuojg4g0+c2m+fyLVFQcoiSKD4gkX5kSd1pGWuUl+z1F4Z7ggfi8WDLPT66dbsqR75Jr7IT0R7pLMO+lOs+l6gZWQeSlZp5Tw3n73R8OpTAkz1mIYnXBsfQyj+SrW7T0b57Ck5JSzQRqZilvktPHW2zUS6PTsKGZ3XA/y0HVfbbDks2QOFjLpmA8J52I9AbXSMCKvOypR0LBPD2tYwHJ9SIiqH3HfX620KkncMSMGivGOftnP3DYyObjfmIDGTtlrfN7KyUyNE0AmwE16oEU53DaUHJd0Pn8MRQpQUSdCcHTrcWhhoFVVHMaUGuAJSUHyfvOfcv0yS48uDHuFKD8nCo+J1RAUYY65oHOey6AxfZpAQq1DPox/puvMZCkrNwKaxk4hopzcsl9ksjOnYKoUSenL+bamt/+mC4dxfVsHpHpEz81DN/A4//xdJmf/Mmf/N+0kf8vDltvxPWrabs0kjtIsqS0zWjcWUseI0/xVPEeAS8EbLvQyAe/dCcw3EbaT/UsfAWheyS/dW4CxQ+U4Sg2oEzkPC2jIHTmfG1w10VFcvJKTT5yCm6yBXYB35TTaBMZh+56t5YCOECn0QSsYFaQkihK1BRBgLNHjsDLXCAjnFHSZsrioA1KFi4qtJojdlUhDQGn2j2y0F5Jt5V6zBmdDA4g7acE56Q7RtDsJUAFkhumLonQS1rkicos+vI7ueaIbhCTzz2XHnewHeKEeTBisHZLpGYUbFWWTbBlR3AWc3oMLiOLycLAGAjQjvvDAzFDwxB2SijVRyYVBgwKKltyRGmgybXva2HrO+tZGb1R7cr1wzPojb5+5G0trNJ5vq6c1hWLSi8tLeJ6OlVYnrgUykZegyFKaG7aOoLSgiFZ7Op+w4uy2UOiUpKK+PWrzjZuaP+SYh0LuMkOoyEzHrh3SwGvgCEsokjkVAJNZfsYhUo2kNnMvV6AJWk1fuyoLd0c6kzvZCKTVYlx4tDj650la5O/GdlMlsZkqeTGGkyv15I4bku0fC8LWHK6BX2hQ4nnrzUSOcPQaJSrEa2y654JgrpxcrszMUMmcoxmk8FbsCdk+0A5adIiSP7trBYBISmWmvzNmGPa0KTFMDfW0Pu3rsPxkgEvRxlTCmknJpFC6dNLMUHkc2SzKfb5jA11HkmniHytOoWOGXol7ndQQeZZzwAoy41e5gM6kT1Vz2f6PlRIdDqf74JLFmYluUWECCU0UV8OD/AMnskGDZiIfYa0zNdWEngQoXgh3RHIzf3wGGaO8FsiuKKTG3/cl6nkRWVkaa6OeCG88Ao3yN8f6xDCnovFrFlyitiP9VJeunqBnHrMn5McDSQKGvdqN50/pqOE6vxskx2eftu5NhXtxOuiNSYyb1NwKoqXNn992ECm1R+T6kQhG7RZHLslB9co9Aay5/vlHKHndKdMH2iH4YWXnKJ8KotPyt8ME5IQhm9oTFvEyGc7b5EKxfJzeOpEShiuwtA6fcHz75kUKCQyUIc6/efTNpCxE1bwcLwUZNsydMc7Mmru0yXSvtBmiJEprkGZDYe4ItQ5dpjXrZP/rvg0GMj3UMv9XzWmSPRVgT6vSUHumgRc0J6aKaNgrhTVWUjn5MhHPreHuDiDBEAS+SF9xWdx7czJgr00ccdtfDyB+YDdb69yoF2zGM79LtfsUoMRyvDMPojNKCVj7+WuJpoodmQThmZMfExoQDX1HlmqyOwPD8vAvObhYzqS3PimHfrf/5H/seOP/JE/wl/7a3/tv/tzf+Nv/A3+yB/5I1/X2/7QHaUVtj5Y15g2STq398hCokxUVMDv1nbJC8ulGMKMOiBFWvmQumRxMARu+8an28q+7xlp65VjyauR/+5YfYOSSGzZJ6Lgdz9MlSnLnMUDURPsZXbb8whSvFZK8rAdsJJ2gnJs6RJIOGrOTqMS4MEebfJf83vU4mkxNlO5THJo6fci2ifyrojasZqTG4riFNIf9sA9Dsxjnn9NZLsISA3CBs0sBeElpjvAICTja5eJbuUiFbg6R4q1Aj48UVb3uaDMgsIFsOlJ6uy753RzI9OztxvS93Tg2AafbkZ4h31H1ktybQVmUsh9xYucZaeHN0Yh3QHUMqrXW6QoT3MfsnVg+5XLtrNeO/3myZvtz9jTBV9X+vWJ27hi48bVSE42yfsct8B6BrqIj+SHy4G2vCzGSe/VFDJ6RlfHbuz7yo0Luxtx+cDt6Zn9EnTvrJ6UEbGNYDAI3FZ0bNnIzIJCJ59XNObGngt9HPxLe1VsiNMJ7CiWZ2qjIFMc6ff6KeIQ8eWRyFohFBKXSX9fgztbKhfUuwdDngetOSaVghVlqDGEidbvHKaT6pa3awTEoEggXcELiwxkomm52WWD5zWLptBEKKNUvNyo7Ph0owgZOTrnBVUt0dDQtGSba4nWQanJ404LLnnx2I37ScinJVKsrEhO1+rc8I7CDCbFJqdeHk5lv9cLgSQvvi9ZlLu/oMazgJh4cX6vWpN/OxHmfJRmJayHBuMFtbajQPC5wsyJnDIpD5ZNwsERPck2G/68d1r09HoOKNj0709edBYE8/ygd6TXyM9hJZ1AfPJXEgV3qPk6s1QHLdO6cnY5lp9XCe4LqCgeydGXzELnVXcB8zHzSPvG42ETeSFy5FKe7xOSSX5IZ9o4wBTPBgZqSEzrO1dU2h35zkm9YQK9aDYvlPu9YRpsVdGWRX9Yho6EnpJLjyD9BYgwDSgbxTvNb0mJhNkY5Re0qKkPml84ODDoFPGVkXQJmyLrwO4gTuCgSYcq81yuWjAycMw4p/3ncQ3yR1L4PkGVIo7MPmwfG5bmPbga0NFbJh7WodSeyD9us1lMYCQnC0bZZnol8xzILLa7oDOsx31kgxwCtjFXbbzMndxfX9d8D8XnFEnAKmaHEDPvPZs2ezHvs0KdRbDfG+O896ZQd5BAlZEOOxyWgQFRcvp03IJa8q8yWjbpwvcnPFsCfx2fLkAYroG7syj4MUKZdNP7miMx4YK8/qI299ADwTuEyjlpLqVRtL641XzDjq+t2P6FX/gF/u2//bf/3Z/7d//u3/GLv/iLX9fb/tAd2zCGn7CAJZTl9b5CrnviZEc+BS/HeNy9MCIftCOzKzlP+UQdpchmO+vliWF93sy5yPldue+I5yJnE2laxIGNHhMVIbDId5F5499X3SmCzMCMKRhSzWImDNUUU6WDYdqWFbLrjsi/OxTFXhu+nKgEYdlxp2/sCwKmDhG5oI7po9xacBZP319JVIGQtKCTROADZeGE1dwUk4s3i7ijXe8d+k71PhcjRcXRumfjMUdhuVZ4+mxPwU8ZgUzqhthkx0mmaTp1FqJzdds3PIRlbJxtoKaIj1Rv3wZmG+7p0mIEV3nDvdM6CpisgbJAC6OWRL7dnSFGL7ArRHvI8BATNlvw7vQCbAP2HaISm1JjwbSx3658uHzik218JSurZ+NFOGMLfLO0iZybdY4CjRjTTu6oAWaqX9aWs/gt+XMhA7eV07jhT1d8g5CGa0kbQ+swbrjNazDbrzKLxaIz0Ga+QeuCrm3SlYAqVBkzjIM5OcnRdZdB6D435IwsB8li6RixH1uITOGwFEYpk6N67BOvOsxjW4jcCEITrcmxefJc7z95ECvvqPiBEM9GdKQ7hm6K+gmXxhBBNc+zpFfW/d/0kYCrdkleqLz+HlnsNRHqQXWYDbAIqApq2dwenrcSeX4TSfY7SK7zW6aZiaHl+Awxi8+kR3nMpiLgmJgJFe1ZsNnRoN3PHIyQSV0QoszReUz7P4E6JJ1tFGqbpYPKvTg5rlnMh8JFOE5r6gWTwqYyqEfgx/wPbmg4tfZ0esAQ9XnvHM+b4jK90e/nIi3hhuQa0k1frVNH/ZxF5xGdnlZSNScJnkW+miEjEbsaCUSkErBkCfP6NovALOPULV42i2MlA2ZGw8t+wPx8h3NI6np6FqcyLdjuwutZw8lLL5Vd5Z0od7REiHRayaiaVpQ2HaZUfDaUeZKVQKLS3ZIa5bdJrTiwg6QNiFTK4WQz4e4jXt49P5DQYQTPTjpYjcjvlSUq3P8V+azGcS/FnYIhR/EoKTY8fib/Mhu08KBLamNi70StCDveEw0uLrOJncJFAUrNGPWj+DObovFxn071+X+YEaoMz8LYo99dT2ZSTa4HR0F6NAfH2jTpNj6Solvn1FNxWhhVbIJk2aTIvHeO28Jj4CH0sEndCaiJjiM1v4/GD5zD+y14H+7IiyXk69s08hocnzldehJEUZkMNkCYIk9NQMKVe+Utc48ttU/3JEko/Sj6JUW4PibA8g08vrZi+3/02LaNUsp//wf/Vz1qwUo+JrOHm0vzpIg4HPZcd2so16SRoDntiymgPO54m37EOOGDrV953p6BDS0+N9I9hRnYLILztY2XaxWZL0vtQpH+svDPt0qEfX4uE3R4jlT73Frm/2Qsc3IHg6nI5/iyOYr04/1Ib9VByVFuGLWkz6y8PGs5li5BLUYrcS/ij0hZZ+T4XhQ9NBSRyLojLDHdCLgrS2cT4GAdPzaymOfbayLnATKbi1335KOzE5LC1DaXfdHcbGJy2NGKtULG22qmndmgbILczogXug7GiHyVSEuomCK1pmfQXGqzpG0EUHsWt2idOJDeFx8xo6ggD+9zBKqFLll9uO2EbdBXbL/RfRB9A4xNGx+7cjPLsIPp8TpUkd3pm96DONL3F0wTc4EDPZ3cUEsm8zE23LH75u9lYGOj7ussQPN+cAoMKFtOJ9C4UwFtXl+Vekd8Yj41aVUJmbddofRJlxKgJgqTPn8YfSKvB/qb3FIhEC0zFthfSgvNFLhd09VDNVCNiYqnPZfNbyo9i2w9phEoWvK+Eya/VvSlHhYFTaFxTFFyRI7QRUqmk5a8tsc/co2XRqAUZK/pb26CRWOnIOwokztYpn0WTilOlJH8Xy8UqTM2Wya3f7qUSFJDbDofxBQ9uldkLVn8uBOeXPmQmsEVszlXJRHe2ZQPUmOSnNTkAocmJ/PYmHRysvOfZGGo99CWHIMfK2WJLBIqea4RwU1AynwSk3pSRXmQkcE94RQblN2JGJl8SyRtB83E14mk+bQGfjkOsks2TAez9PibvJgFZcFnoRxpmDjv0qO6nx0jio4yi95ZKB/1kNTkGx8uU5ETDRFoUpFw2qsPJ0CxOukA250m+PK5pn2fRX4vjWnL5/efuHvTCPdzYKPMdfdAWKfjCoKWiqhTarqYFHl1OzM/L1noCkknIQLRfX6+uYa8aibCUqdz/9KUOyhydEeethzYMPwa6Fp4oU3lz6UJh3BwpcQiY+DneTpeLhkfZW6xer8+80zk8tADX52KUacOKS9qNugvug/Lxk+Erumu4j7wMmmdkROl4dvcVyb1Sf0F+T722DNE7fSZ1iox14xS06IT0h98VgtKUOe+WizrB5nnoCh3B7P7wyUCHgxXIiyvURxteN7fEXov2LO+z5YhqUI5RRWYpiIJZuWUszAkGJLhSxGOWLzYaENOA/btLvPYS05Ps1dWSjFK2SkSLC39wn1as3Z6CuU7yH44lH3zjv+pxfbz8zP/4l/8C37sx37sf+bb/v/VUdt5IlHHIpZ3js3lKbX2cgeRdVqd4a/WqDm66sgs+nYOULGMzmUztk8DilGj06ofTXyGTkgWr1kY9DuYIRFzTRlUz6LUpqL/+DxHIw6Z9HgMgjwmBQW4L/T3389/60zl9OEDfCB8czFQJaLm+TnGZ8yxnsyhmsadPJPvUHIDlfRIBRgy7ur3o60RjemjciMH/C8oDEOooUltOQqisBSsFE/DE012aFFHSgry9OUbkEEP01lgbnybGCGd4UaPNekZ40zBabXTNFjUs+BQoZdlIoGOnByX9mrzzs8VAlX7fXOFRILmaUVLQWphLLAVxUWTOhQDkZVSJsWjBzYcGT0t1saAraO3jvQM/omxIbZnVHJxRCURQIJmfQrTHIkcPbvKS9F0MA4sy1Ixx11ySiBZlCU7RvI62SyMIekV8wKXaR1zfN18WZnRLfPeQVhn1MeB1FWCMnIkf9dASFD09gNFUIzciOMQ/pX7DTBPeHIaizhUT4FrTYR/zIdCJUCXiThO94bqaJkb44GqHu+ZNVq+X3iGT0wqAyo5tQpAU78Qd4HbYdO5IL5M/VCmY+6ycADcx33pTV/+LZVBZXDCFIwzIomSuYwZez0bI2lpcRvHU5pNVNm3FEHPKVdMLq/OmPXDFvQ4XARTSW7wpBn48f0lFxOrkY3h8URPUVQi7q+FcMzCd0a+z7/zIJFqG8nLnuhgRMFq0m60TDTUKzrqK95+NnrmJaccpi9rnfU5wcvPSSQPViJpJxbcCy0oyZ9FOU7CC3Ht5VcxX8p1tsnCPW1S3KAe3OhZNPsscucuIQciOUGN+9k51ubJb5eY4SSDGZHObJ4TgRYJRCsyq6E4RHDTnvIo22fJfv/3QqBS5ppqs0Oa05F7wSyzQXJU5jMq0NQ5XO+PQjk5/9mIJdVjJ8GDA92R+3clOlYs963QFL/Ot+PlnVOEOnQ2xZY2cvPZ02MtlReg6n4W5yRIhjPl9LifqNNO9GVYl5Pc12/dcUwc03HnPx8hRf/5UWq2Mcd+PzAKU3xfhFaMIktOZxBkOo9JmY35vB4SkvfM/bvnWqHztOlxnmdfl03pNA3Bp4MTqUH6gUMolte66EDFsvjXQiHtO8ukrM6bh4MmJ8elmlYiRY9CXnBjNqT52iaG43e7zUlUhTGoPqjeXyYWrrgtqevRwpEY+007flUCyd/7e3/vD/z+n/yTf8Iv/MIv/Io/a2Z8//vfx8z4Q3/oD/1q3vaH+tCU2ScVsSQFwCYp5NiEipJdLU51BW/Yq8IugolsDkx2pATawUpkpPfT4BInahzF/MHg0nxogfCRziRSqT4QrZPPnC6nuRgVQnq+/hBktqXShZTtDYIDpU7luB6fL3QWhJpGtbXM4utAf9Kj+WXJSjS0SLlv2EoqlU0Prjm5EEtuqshcN4shoyaSoCmmzHCCiY/dEYTcJEMnYhI5cs8tyOcYnDnSzJEj/mrzi4n3TKHIAaLeU7R4aSLCj494NBSGe47Mj+LNS5roHg5LynQvUaN6WqIVViQSxY5JwFU5MujyiMhCtWgGE5S2UMsbxhhoC6znSLxJ2k0NciRbCeraiXbF61tO60QUrKCsaUU5fa+LFUSzsPa5EWhPVMNxVJM7mBZ90zGCQGxGo4tQZPoE+zGHBV0GMvQOKb4galk8p8+u3HmZB48bOzZ9KJL3zqDOhTuFk2pC1El1mfd0RnY7Od6/VxYcre9RaHs44WU2oEKoYHXAkLtwTcgR8aKRk6aSVKIxn4ei4H2K6GbREZR0wjGBidQWJLmyKKNCsXRqQJRaKusITOFhNug6JlUqFAnPVDmMw9MySG9kDxhaMYHqQT1GRRXYCn6k4cU83fO7h5akORx0jWm/mKB1PrkHSqn5qM9CRwk57sy8Ou41N2lAtB76ZYKcFKDpE3ynxU1Ra8i8Re7CsZjUonQ7CodydBfhRFjy1zWTPfMNnShZedybNcm1ZJIN8pqUU64Vlm4OcuhCyGmYeT6vMQV1U5mYz7h3TgWqGGaJ7sYUWg8UWq4LrDvqivhLU8X8egWSHlFn0/G6Oudw0Zj35lF/olCSO13u608hpM6VKD2zj+Irm/I5qcuLkZ9B5YWKj5D2a/NZEYjw5G1LoCXpNwYUtaQZqh83Dyb1DpBofpoURGomodrrc06i0yEDiYqIUemZNqmO+3KcgPzsarTQObuZxeZ8zo4d7ngmgalXCKKU1A4EUA1MctJahFotdQdxQE5MtnOes4gy1/ZEgBOvlwSDjmkiSVu6o60meBUIOcDw+2dymNol2NC7a1DVtNM0IIpRYp/NlSCLUXTgfcHnfk8sFPM8t1YS/Z7Tv7sqVcjmE3IqoimgdE86UUxwK3UwhypqIJP+6DjBoKhQpE33GqWWdJTJnV8RmTqFkvVEUU1ThvsTVvCR4Fgh3VMO0Wo+AodzXa42OjdmkcF8ePI6oBTLSZm+svv9Jh2/qmL7P/yH/3D/tYhwvV65Xq+/8hvVyo/92I/x0z/90/ypP/WnfjVv+0N99H1Ld5Ao+HJiDKXFCmT3WkYuHeoxuYwHpJ1b3CBAcimDcbfpEg0aNTmUW6e+slU6Cr4V5xwNL4Z40EVzpyxOncWnSY4BC0JIwSuYK/T5cNhccF511XCAFTM+XXwW0i/CtAOgcHO0BgOjlY1hZw7KwVLGLIKPrfe+reR/pSeXdVa7ETPPLe17yRVGOVIw809eKA3JDTy2bsMsUaMeg0wiy4mDTn5sRj3P9/d03nDPAue+qf4A8jNRzlfuACBTYJXuLcZRoCi44ZGbUvWCbZGFh0A0ZRkHej3pNmTJ4WWKqEQhDO3OTZdM6TxVvvX+HctVGKx02+nsFF1YrOc0BFBVxBKdGt5pvlG6UU2JHuxyQ4pCVFyMMpWEIcnJT/rR3MREckQ6aUAiiaPuaNIXJrSUPWR+X2NeIjdoj8knl5dC+9jwSolX6n4BnbQPH1OfmeX5qQi75PUcoVkgz4TTciB4AohTy4tDxH0W4wNhSbRW7nspUNNPVlNR7+qg05KRmMVBCkNNkrqSAru8WkUTvdESiSYFHLZ6RyOX963RIoMIVQOTWWyoQmFSq7KDcyaX/Y4ADrTmdxFJKkoInGtl9WtOhUyRJU0NjUlTieRBh89yyVIU3cn4nlogaoeSaDBBNgUzldIl02TdYVG5rzVCHAOHuXHPQm5+1Xymj6aeu53YIQ0VT0Q09RAvbiTIgTLm+LnEUVTMJ/BY6+KFTIGnj7CPXIdKOaKwG8EUfMnLZxM/vsdxa+fPjEhNAHe6W3qwRECxlVqS/uVWOWrpUh2vub4UCVQv6DgzyqvmYlKdi+dkbat6/7Nj5UYC8XRvGpFFcpFsXBKklTm9G9mzTtuRaemdPFz16SseqB+vWw5wmqPdDw2OIJSERcr9r9N1SScyCqX0WZDHBAC4F1mJOmdRmgCMZIGuUy+QLQT3QyqURpQslOt0w/Egr52TzYUHbVJjRDLwrWi6c6TH+bz3Yrw8W+S9jhYwmwu1z4lxPquuOrUJR0M1xbCy53NnFYtgR6hFfqCwyvU8cqJSK/V4rPUoyuc3bRXzioXRDztfDEXR+oB5R/tc7TUnhbmK5LWukVzoPVWa3OGdiGkWsJB0texWqxj97v4zP8Ohx7nvldntJQRTcDNKaRNQyAapTEzssMN1euq/Zg2Q+3vSyHReb1XPfABm7R+gIXQm+CCBaLq3JG37OGkFpE+u9/H9jkumqOUk+5t4/KqK7X/1r/7V/dc/9VM/xc/8zM/wcz/3c7/qD/W/8iGWC7d6bjbVssVLLnZBylQqSwoYHSjmlNbxUSdq24hSGRKEjjs6B7NM6beJIB3cRyhNkVLwkcV12j7lWCcS7puF8YHCaRbbQPjhEgBoMMZgSPp9Vo5x3lHSK9AZMlgi6TFzpgUcnpppgddedf1F7mzT+58dv07ChoF2quXmGHE0Ej4f9mPj9vnndvcnz2Oi7OQSZZIJlakNT9RHUFSmeFNLcomlv/JpZRJ95n6meb6OEvE4A4bTChONSl54TCG+ylyDZ1G0S/AQSZoJF8yC8FnQ1IJNjnlXeTElOdAdBe2GqlJqIAssbyrvPy/sX73lbIUtBp1C1bRH1FnSlHlBJUpOOfpEDUghj1TPEbQc43JekMyjQOVFTAc6bSWdOj17CxDVaSUJRocTxKFGz/PRkYeSxTYvfxFIFsn6AKx3Pn5ShtoUzyxEuREyOc2l0u/IqU+HBqaPXVpEJmlyrv7HYGV63MbhzvH6OKWbjJIbiatMbne9X+8oCtEy2js0E+eqzQIji2yVY/ycGA+kKChtNlNT0E0RGrYoJa7zccsirNSR33HUyU01lDNVPqUTkT4wdJDOnIFUgdpow9PG8XiOSkNkxWMWB9Gy9XGFKQaOBnV6EafyYoqSRhb5RUY6B/hsfCMy4v6u8k709wg0hAwJytOdwmlRxzOLet5js72ez7V3sih0JrE5px8igcZgTA+F5f706Wxy8j1UjVI7pQndGkeMPBiayiyONem+zkglK9SX1SeALkI7RFtkIVsnWu8zujtNKOb11ZkVQOA6qO5zQvVSJPj8xMdzsMy+9RydlWxK4xCQOnPaBlAwPVEkUyiDLKDL9CsXAreXIPiwQlTBI+OGzBKqkHxEp43ofOYEiFwD/ZjooHPCCGFCqY4dIZ1Hk6OTCjJ5HX7E9R7AxphC/Niwae+WqWx6N1sSF2hMsep8SkRxC5i5EIainuqEzG+aqL8UXHReTQPfcm04oOXZgOWzOtcuFdxeWcUe/3OgMfJyh9Q58S0e1PCjBeLVq2PzM8FsHsXzYTnAs9mkj6iIZAiRQ4bJ1BPL6YzFM2P0LGJtWkSiudYVMt784OfNzys+sLYkJtdA5v5K9DmlyUtRxVlRmlk2R8doXXTuK5WkGp4QbbPJjwkITHrg7I0qSpeczh9Lmk6/7Psp93sXdwfbMgUzEIUmkZSbe5973IV58QVmQnC5NwWqkWFm//ka/Q05fmXi0P8Px8/93M/xsz/7s1/Xy/0ve7ST4jNSWFFUlEaZfKtGlcYymRIgeEyhVmciqkJZhFYKqu1VoQ7HKiHdcM+ksSCyyKbST5X6zmgt0CI0ljuXOyYylst0dscRgkvNB1kP94V8TZTpzcs9TfB1mayHNgPm1DWZakdpmkjfS7FW7ujW/RGdmEpu6AJgfv/1IQ6U6dUU0zOgxFRjxwuifXySg/KSuHiim3q3hRLKHIG/LKY295Kjux4zwOXYTOROl4CXnkfKQGubFmcC7nQ/5IRKKSnmNBF8clZlbnSM/FkpRhsv5+MYN2uZHqqSQhdpgrQCrcAb+Nbjwv9Rv8354ZHT+TNaPaWVpINKyXsu0p/84Mq6CXrr1Eif970sidIpKDsSOd59vSG9WnuzSXtVKGcZbihjfq/cMEUCE2ePwwfWoSqLFqKe5r+2lxunZGciLMBgxJb3dUlevNvIaPv2Bj01ihSqSm5mrwRrRyuU/0wYUV6p/mdjds97vt/B2NyQ3MGjYqOANmJJoZJVh9IoekJlcjzH9J+fQkA4ipLj3bifueM+SzGUsGilRgFN+62FQolKO9VEtdpxN0wOUxjaMrGOdqaRkdGtbZTzYGnOci40Ftoy69qloOGUOs+vjNxzOcpV5S5QvX/aPI9HGapFQeoLtzygSGfmMuI5AvuBc5nf/thIDxQrbfoKcf9/Ms91Ft3HCpCbeZUf3NDaFCXjk6UeAlrv7xEVQiaX3O/EkUmHmYgg2fjmPSq5nh68W46CLpG6MgWA99dHqD8w4ZtPgRYO3nnIQqlQJYWpZI2SKHtkg5kTH1AdiCV6WyTFdy8CNp/nKf+xwwxSycbBNDm8ZSaqhiZw4fO7VBMyuv3lpjzIhVO7ORNoZYIo+R0T/b3PFue3hMORyhmYD/p9ApuTv5jc8Jc1Ag5Rd9ICyn0tz+SHRIALmUJ6f1qSq4OZc5TTlHn+JhgwV7HcYaZP5xHQaXrIa2fzUuNlcwIOHorefztBnMjCvEz7xCIZ8PPyXtkA3RnLEvNcl3nNOmiaqKp2pHRKDUpdqQpnnFPJdOj6tnF6+Jwoj9lTxnGT5JpaRagH7Y1JtZhATrpPHqOQl+L15ZacJWyQ+RQzW8JnEBiSVK+8UmXuuocA9eVZiNDZ4DYIpUhLUbjHi2tIme4vPtN95cUkwSXF0b0G41BJvtqeRTKs5siwVc11RkvqY1RzUuFU9BtqwPG1Fds/8zM/w2/7bb/t63q5/2WPZTnRygltifZIZFqk1AWWM0s0ROscY6f+dwM4SsWjOG0PWURrS+qHvJQ8ug1a30AHVTuUhjVBljNR33B6qJxqQdvy8qCoMDSrfCky3RTmQjXFFYmiSKIllgXCrKNyrB6FVPzIvftUTdXysQbIVIuppK+yqk00OZCxvYQcIPPfTccEnwjrq3MgESx7bmoz2oY5h8zPMNdUm3K6xFrTOtHkBWtPdDwSwbgjx0L6qZKIZX6b9N6u47UrEVlcVgZ5Tg4UqhamfdtRnCaP8CjeRM9ZQKlD6bQwogm0QGczdbgcCEIrPnnwZS5qA2NDTk68gVbOPCyf863Hn6Bp4exCk6CcTmhZaOdGbRWpQWOFXhLR3qBe97n2JbUoXrUqcuTbi2Rs9iy2X1iMU8Ilkd9XOy42Geg/WCGpBCHpuBtFiHJiaeckRc2NUktFl/l6Ab0qI2py3qUitWAt0JNTTo5I400NziU4b0oVvaNaEbkJOm3W7i9XLZq9csaIueG8lAcFySQneRE8iZZ5jxyNgEAResn0xC5Lcp7Fp0+93LulCJ8RzC/Fi07+rxYoUmm20KLlnS+PGO8wfUTLY9aRR+VeFK/QF6GelHM75b0fwtCdWgvlVFBdaLVSahbaSxHkfMprWdK5X9RfSmMHZHJ0RXKagMwkueM5zsIGk0lbSIQ8/z69ElSZZYj8YEEjkwvuTlSnTHeQFEyNmVLbKbYlpedof/N03y/PxGJfBLmQKOLRz0wR5BEqk+E7lUAYd3N1gTLdfQ6RNvlxU70w15H/DEoTmZMhOaZFx6zi5aMQMrUEs1BCcnCnr1cNcuQ/XwsqpZTp7pKNdcFe8gsORyrk/lmzMkxNgXtS6igyHTEmMn9cWq/TUo8pTE7EMsOiZLZxkmm5xJ3qkuc+JwWJMWQehN8FzRnuMv3jjo807/BjNc1rk6VoY3Bwy8ElQNaXwnBOOFXyPspbKCkgLzBIggU67wEl0q975g2IOK9nFHkCYhZ/83vpbCZmy1InoCKSk6nCC+86yD2ozl3Ep9bn0OlEyP21CIHTBIcLiDiiBWc6FunRrJFNjyyU+oDqG2ifoafHTDoFesnJlwo0BqUeDcbxueY9MGxaOb66BkCd1rgBnNIeBScwPd5fX72e03RQy0jgx+Z3oczn/5hia07dp8NSzOyCfJUEuo7H8LX3DQhWIF4Vy8f1PFoUxxhiUBZUjzVho8w9eNOWFpDfwONrK7aP45//83/OH//jf5zf/bt/N7/5N/9m/syf+TP3v/v5n/95fu7nfo7vfOc7X/fb/vAcYdRFc8wrlZMIImcoJ7y8w+oD4Q2phhTmQpuXsVLmBq9U65S6kO4FIDY4UKAsfAZqQaExloVojWVZUDlhrUFrWVRLYVAwWXLspJr8VNVEsErNAnAuJBZZoJiU9FCdauJjQzJPFhqRxebR/avaHAVZRhEDSIFmUJNJnAWRpd9tHRwWablrCjEaYXU+2PkY610mXu6F37Ho+VwkS5lYSVWKFk6lcGpzfDjjfUtEpjOS6JZE5yUWWubGn+PEkAwGgSku4hizSYofXSAKMaby//Xoj9xE/FzZqsCyUJYs3peoyZ9foD4G7axUGupLjrinvdldM4ZxUuGxKUUrUt7y+bsf5/HNO96cHnnQQquCnOAkD7xthZMombi3oFbAC9K5e/WGv3QREsd4cC7gSHI62ws96eUoBDWLLD34+nlufKLhphUOoWOA+wNnCo/LksEYpzNIy019CSTs7nGc9VCG9shZUa2INKQVzm+E9+c3PLQZ3V3qPO+5pYUpOg57x0O8CVKCWjql7vPZzO90IHyQxdQxasWDsJoFcsuf20olJHLjCaA00HNaXB10lXn6BNL7d2KWKWA60v2CppWFheLKSQqtNnRpnM5nHpf3E1mz4yaCRZH371k++xZvTg9QF4JGlQVtJ+pnn9PefE4tFfSRoqDnikYhpme1L4Ue0x9YCoVTCq4kxQriC2XCseIvcutjt8+vls/oi0dQIM2x6VjiR4E5gcn7ub4jjJ5mJRyOPhPRLTHF4i9ai3ln3u8tefUXQqRbSjCBgsrhfBTY/b6018XqXWH38mdpg5Yf1qNTEdorKke6bBTagQTLDz4LeZ3rXLaUwKllDmpkYJoFRYGZNzBBDoEqQpNGSvWCpQYnOZ6BwyZPKNaT0jR/H4BN/+m81/Tl/MhLyQPzXpZAZoOvmmWjkiE2x/RLIEWskv8VfZlETsOoCcD8Z2vB9LE/DtXjEx7AB5imZ/n9Z2QWpQJyUFvCKDIoR+Ivh1vWy3uq2LE43M9+zOrysFe//2mkwLZM/Bwh3TjmxyiSaHnSu45/5/PeO4CF48eTzngwp2L+TwBaBsUdkdyLQgtDEmWnCbjRDzRaQctCOS2IPnJeCueqtLYQVRAt9LkK6oF2y+uGfTaGs6E8prR3Rx8g6He6h5A0kgQZcl/S4/tNip0cFzjybOUMnimqPFyFCoM6G/G00uy15Vl6VUy/XgIRpbRJFj0ofvPw0PveExKIHknX6daUnzPw8wsV6Jt2fK1x7X/+z/95/u7f/btEBI+Pj4wx7jY4AD/6oz/K3/pbf4uf+Imf4I/+0T/6db71D80hHjzUQKJiGFoH4iU3+KhErzgLTofqlDFFXyUwaZkOiEOFqoENqOb3BeawFcuH34lSWc7fgrLRy+cZ6T7RR0SowWE+xF1WpEyvVIFSQRew/VgR5yKlmGShKodYIsCkzzKlYGEHNg46EGsYQY/C0jcoO5ChDxZGoWVi5FTEB9ClvBrV5kN2bPlps6dJrRmFGZoOUzR6DClDIukaKItICknFpihyYh1RKb7Ti2CRjibKpNyRi9TRed9FVTIXoJjI2yzvNMhx7gGbHnzGEdR6FIOFchIWXXJBKYL2xoOD14U354bZguslizJxRjdqtTk+FZZQHpowHs40OfPw8IY3795R35x49/hIfD548+kNtgrnWmm6cKrCPpzdT4hsczNWymErVwcxFeIybRY9KugxshRMUrve5pWGgsuUl8++4uD/I+DlIUFHDeoi+MfJeF6CqsLJYDkpl57ngrLfGy4/OWxJCynxSlZVDT836hi0M9QGpTVag10OqhYQmlHy1qEmz1rITTav1ZYoTsnKIVymm6xTiyO1oJrWVYpgAV4bWSA+zGe3ELJQEZbYOJcsFrxC3XNjs9FxNapVtOl0IJqFljomlVILVRQ5F9wr9SyILoxz5c2A6yXQGkh0TM/UCB6WhSKVEY9IW7F9pT5+RivKci7I6T3P/YbZR0pZaA+F2E6gjtdKxHb37NfjPtYgqkwrPEDjPip//Rzmpj8JYpLP71HQEYlc+5ho+PFvRe4WgVk8Jb2I4gwr1EnnEJLvni6DgtSWP2cdZsmpCsWZ1ys3ZiiJAMdRmuXflelTnsoMyShwZlEVILUSY1LyxGDyT4dq0jt8QWQlSs/1zyoaSmcH7WiZDdr87CKNE5X1MKOm3t1V0qc5nYvFSxaMKq+K5CzCLe6mf0n9UWENoapSvM35wlG0ZHOkc20SDKupCymyZdro62sXs2mQlxZJclhBiZLrOtyng6+UlHfnvNezIOdV0xOv1oHZZApTvxOClXS0EX+5QvfPNu1T5L7OZxsvOhiuqM50YBVUGjpTS49JllKyOZxC53ln5LpRJAXaJvc/81ffI32meTlKTlHTbVGzWA9PcTuCxaQ+mCeVUTQHq5LivgwrOly7hNIdvtUY63O6vMz7odYzD996z8N4xr8607ui507bb2jAIoFR2XPhmgW8EDIYJdfkRea1Z160IFNUESia+1gA+4sPf1p+HsLJCVjVSi9zSuFyv84HPz+Albn+zdXUNamMKgXUiMEs4O+32rzWE8irCjuI5LSgac740mt+J7zgUgnJSbMUB+1InEDGXW/0TTu+NmT7H/7Df8jf+Tt/h9/0m34T/+Af/AN+6Zd+6b/4mZ/6qZ/iJ37iJ/in//Sffl1v+0N3qArn4pzaRv0sqJq2UYvDo57Rcspu2RuMGScsDa2w1IqfBKlOfWgZyewTHZOCa0k0bY7jD9RVS8PbG9pyxssJJ6kqZczuty14LZTyBqUgUolWoTVUJVFV1Vlsp1enieOWanDVkZZ99xFv0jLK8aBKkILqY+iVQkCXpF2YDaRWpBTqsftx/EfuqIVMikbyxgtCm3ZWMUe2+dp+xB7PBzXimhOAVtJ6j0NhfWeZ3otOyBHZiBMHRcC0vPCxgXqIoYQs0ua2V+ZnP1ADo+ZiETIL16QXRAukVtppYVHBlgUeGqe28K498HA6866+4Vun96SwK995aEUiN2mTnEzwINS3lYfP3/PZuxNvPnvg3IT65gF9OHEq73mrb/isnWnnE2WpjPomN/V5zlQS0xoI4poNdPAiMCTDlPrceVUT4Tb6RB2YDcGC10aU89zEJwWoNDZpSRtZ3qBlyesoC5SKxsKbCqcSVAnCM/0yE9qy8BWUhUbVUzKVinJeBq0Y5waP7z7j/HCmnn+E4ue7f3FGOleKHMXX4V/iGUCRBm2JstXBqDGJO2RjW4RSFFrFVYnS0FaS6lKUWJT9LJyK0spCtTPiHWXMCObJOQ0joiBLpPNn8dwEqXQWvC4s7cypKN/WxmfLmXI+0ZYH2ukdy7vPqPvCeWTgUtHgVE48Lm95+/CGh/LA29MblvM7Huoj7XxmeQjefPvEu1NhlAoVHkrhs/bIO86c9YFTpOCyy4l0MzihboyyzOfBppYtXiz1DpRM5kMqngVs7S+bvcghJHl5cl7/9vjTIKcLM5SqDkOj3CuwI8Ez79E8Suk58ZPDf/pYH2xSIhpeajZUR7UF3GHZydzYpy1gvmg+AVEi2Tg0QpJ+JqIcfGO9/5Nkvk6MlCie1IqWCLRY+ttXClJk0twkC7IaiCRJocrCiUI5UN7jvKZ9A8ZOc9IyM6AK1FC0xB19TcpRFo6+BNtDwUtOEUP6AXTO85AIMeF3AXdM2phzEPeOi3NvB0FkTh/muqmz3FImhKxJBzlO7mymjiU8/ZznnOoHqDRZ1Lcok2edRavfAY20tcy61KkyXiWEckddxSfdieQNv7a5Fgm0DooqWtvxjTBeuWYdmqO7ejupVF7zOuQwIEEcI5Ndj5v0deCiF2CJvJ7FOAJ7ogRlEXSpQKF4Ul9EHWkLn7//MU4/+hnl87eU00MW1WXyxGcqMpIUSCeYtkaEp+2lLudsI+WlARMPdLf7M+sVwg2pPfMq7lOfl/sIKupjOo2ks8uYrmeKZrCOnO/NsyFEUUYBP+W9FRnscL+PXFLv0NqS38f97gCUOqR8/l6gNLnrKiJApuOW6JkjP+ObeHxtyPbf+3t/j/fv3/NX/+pf5dvf/vZ/9ed+42/8jfzrf/2vv663/eE7RDl99hlxdaSk5+4WiYa+bcInFWSQLhMH/QHhVArLUth15ta1wuIVbNILqs/xzYEWC6JOpVCqcm7ZWd5O4JtTS6VH2kBFqag2anT6HF+Gnpgw4bToSeGWTeGlkQiB1BeU4Ph+wkBKCv9Uj005n5FOetIvKsSpEVOtLaKJi4Wyh1Bn1/8C15MUmsiiNsJBWwo0eAGQIakQISngLCWolu8bKCxOWys2Y9aP4XeVDaUlJ3pRYkxbPtMM5vAcb6kHGkFoUNqORmO3SohQaoO+EouTVO2amx2gMYhS0AKPpVDfQj3DszxSPgTLo/Kmn7itnVqC97Vh7z+H8gXuNq2WNM+BVVChYbQ3DXk887g03ny+8Ob9t1AK+nhG1/cgzzQWSik8WNBLoS1BL1BPnb57it/dMqVRyXGd5CYVU0QmBrRJ29EyN2aFMfAyUE7UFonybhl9XdXZ40QjEWwrFU6NWAreG9+qj5wX5fGNMMaJU3+a3EdFZOEkSpRU9jmem7w0WmhaI3aQJXh8bDye3+DvlH4R2nB2r1jr2NRTWjwgni4LAGbp++0RDFEokQ2CD0qviWq2Cm+V6AqrkOmZKc4sGmh1ihTaaUFHhVqoD1t62p46dSyoSa7CLTcJDSjaWbUwrGTRJUHRTCKsKtSHhj68x99/TuVHaNVoXtA3Z7TvrKeOtsK5nvn8/ecsVRnXz/i+rZSi6JtvUU8rn3/+iLWCLRdabxlp3z7j3dm51Y3Qwh7XGVIleDQ0FI0t7SqpuROOnVB/nadyJ9rkv5z/lU6pEIUfSGKM19XeK1BK7n8/2WKSG75ScFkIUhAV6ll0zQZu/v9ETe/i7Cz0ZE4n7gDuQQ0xn4LuQCg0N2yReyH4eg2TSevI9WIHb4SVXNMA7hqGhIJVS6LhEwHl/lrlnrjrQFTNxU8SEBHpSc2RaVOnibFkqmIwinHalfCea1NI7hlSs4Q7qDclCBZoE7nXLHCSd/+67MmjDENOC3E4cTiEHomrOk/nUXim4PhF25DfbqjPdVaOHKLp8HR+KbTn/TLkRfQIM/dAQGYqoM61nZIiuqMo1ANRVgG3LA59ih6jzrwJEp3VdPdqDicdrK450QxjaSDSZpMjjHKmhONcXqYiknaXB10yswIMNNHqGEwHnYTqO47qIe2dDV/kRME99RDqQahBKE2VchKG5H0hMRCMslTq+Uxrhc/fvuGTf+K072z9DOUZi40aU3tBYZ8jg6PBLKXj0tOwRCSRZX/hTB9Na16R/PxmRhRJYCPmZGg+Mqo178fjeZqvlAE0RokTQ1N4W+ucCpQyG7qB1IDtbi4IgLaVqg4n5SwnNnWG7KjN3dct11077FMDTkpywvKDqWuKxbFJvfrmHV9bsf2v//W/5nf8jt/x3yy0Ad6+fcv3v//9r+ttf+iOZTmxnN7QRShViSeh9AsqhfL5I49x4/KV3yNrg0ZVIU6VpcC5pWiiLI3mJ+Km9HxKkmYVgdV88BKQOfHuVEGct/9H46sPnb094j2yw+2ZCmfqoJKoTBXqw4mt6LT9m7xETarGy/HyUM7hZ6rgY9wpHGNJPlZuOGVyKZ2lCvEI2y7Ird2dQUAn8JGeUHqgZ7z+74FCTDRDoJRBDKH6RveBtHO+1vT0nHNTRMkCiYZOhOIYpIZo8irLjFT2V8/73FCUhuJUKxStSXeYY3hRaMXuHHadH1k0clOteY5VK6fzI/XzxjBj2zsPemJ5WLC64Q3efv4OaT9Cbf8hC1u54VIxU5q29LhthVLe8q59jp7f8vnDt1nago5GO51oC5TlHd6hvS2cZSGqsa8bT/2BrX5FK8Z+LYyR57K2ADeqpBgWXpwpcmh48FlJdAxBwnEdE+HMKctBqqGcSUM7ZcM4nb+FnAuUT7ST8O5N5eH9ictaGLcNyOAbf1DwipQFqUfccqEp1HKCslJOjrpyWgpvHx/oa+fd44arcnlS6JFVnOQ9rbFOsFXoOWxGOci0Sj2B98m1hEzNzF/k90/iIoHQqvCwKnFSTqXQq1B9QYsT5SnRmjGfCbg3jkb6AsuywN4QEUoxKsKZBV0KtVTiswLv3+H7Aw+nRoudh3ef89y/wJdGe/tArQ+8efuGFsE6FsrDmXZylrfvaKfKm/qW51J49+bC261TW2Up5+TqvunQK70uVIdzHbC+Q0unulIlbQ5lyHQrOYKU5gbt89zaeKnA41VZd0CaY1JSPNHXOKyT9CjABqGO+ZKdiGYRpZESvaNuzmiVbJklOHTYP4ByxavfRsBMdM+1cfQs2PWEl5Zq3FncVyusmjZwgiaX3FIMJyqEKjaSbHegB/dU3zkBMlWiW9Lujk9jhqhQLdKjXyRpUUngRWRATUcKiVzHfCkwBrFIfsZoINOFrZak/xTJMKJMBkjBoSxQnYcqaFiinzEbiVdUz/uJkoJKxeRGFMUkAYM6K+Qj2CwnUHBweQt17gADSiNiUAj6/dmIfN60TLvTuAd8RUTSP461mJfpmdSa16VVsJ40SgWZQMbRCBUjJwghM9RoNjaTW149vahVGqMFfZ3OkU2Ixe+vZdPxR8Iz+GpGukvW3ZhZPsOzVfHCjLvvEO1+nw/G3FomJVOmeD2U4oUSBY9cU5I+eJ4Newa7Nak8lDe8P71nb86+PtPbM1qPfbdgZkkvm77dQu53Dvm6VTOeXoM+XzcOq8M6g40iEEt7viHC2ZmTk5JrklTQEyINZOeIi09HrsCLTcKg3JvfYopXhbMia0PGmj7bVqYTSU502mwkx9SgsFveKzZF47kKc/DCtVSoSuP2YicKNAqneT6/icfXytn+z1XZv9Lx3e9+l/P5/HW+7Q/VISp89q7x1fOZcg70W++4XHYsKsubEz5O+HOBPhEDUaIodWmU5XHywCry5sRiC6Oek1pZbtMCC0rJ1L9FlbqcWU5vkbrx9uGRfbvheiY+rSBnRr2wSUU1R6XEmijsKeZiVzIMYwbAUCtjN47URImSn1FKJtUlq5m7lKQWfGQMbxTDBzmW02WKDAF9FUke5EOu4CNtnvCXcWRuBHNTLZIroDZU4YFAhmMlF4Ey0Y0oBiPV73n+UvyR9nRTsx+prs/1uxJLI24kR/D4XPN7uSb/srpitlKouBS0NlQqXgo6CswY7OYDd2EsgjSl6IlK4bQ8IOeAzXj0B06mrHblfII33/oR1n3h7ePCenvGR5C48YnT5IXWtlB1oTw+8ubhLW/fvKeVB5q+5VxX3r9t3H70E/tJeftoPOpCbRdCHnj7Af7jhweCJ1wrNgKjUepKI8d3/vLFgeROqse0BJxoSHSiaaZ61Qa2cwhUA5nTjYXmOyKVujxwfh/0a2F5PKOPj9TzZ7x5t1E/fIEvDmeFZcFx9G2BZ4HB9HRXHpZHNt8pTdAYnGujPD7ysHfiafApFuyy4Jox8UWVIuf0sD2+lZRs5ua2qTPaXppDeSTYpkuQEItm9o5UigWLJsKvkuLbx9MZ2xp7yIylnuESJHf8xRxuop2axYFEg91ZNFhqYTktnPwBloGcNx5+5MT2SXj3cELHOx7kDZ/eBCI7S3vD23efs5wfgUptZ97cTtRzQd4/sPBIPJ541xrPp694//gZocGDluRXthVKoXplkwqelB3xoKoiwxHvRHJ2qB4MFRoytRoFLYMYGdcuwyeZat4xSjofxEsB466IDypJ1ZAGIxZcBn5YXI+jgE2Bo7HQYsOKUH1uxj6wkitNIW0ywxJNhOBI/YP/m71/+bUtS9O74N97G2POudba+5wTkZllm5IMMgi7AaLDrWiBJSxxayEkGrZFEzqmRYl/AAvLpkUD6LiE3MAdg5BFA9xBXCxkVAipZNAn80kfli9VlRlxLnuvteacY4yv8c594kRmZFVlOiqdtjykyMiIOOestdeac8x3vO/z/J78eTJYt9MSDZFnq4A+Gj5SsfvxfUsGELk0vKXZezMh9NClf9Sl5A0yDvTqeOGR9OOvfUXLQrSGFmcvBW0r4ju+C4wj0VOFPX8wxGD/qMdVwI/Y7uMelJF+HFGGHizHNtIvoKl31WzGZrFtx571sWDm+Jlalukj74Nhlub1IclLN/koq5AxMvFPSBkYh1eGliSWI/Ez3+ZxyD703U56kQTYjgTaET1JTm3HXrq05MFrSE59XrC1HckDzkfKR0ID3Hd0XTJ8bEA/wnmcRvSsrl0zkTVVlSkhxNNLk+KuwF7oW+vXZrMZ0GMZ3vVRYiZH959rTj7GYODHs6rn5/5SbA+ji+AirOPAn1onbGKzoBP4QcVSlDJPTPOFU9/ZH77D8/uZ+fa36L2grSGbY72wrzvC/rH5YTbYBojPiGQB20ee8od3kgNmHw9Kckh1RPikgfLV2rVScLRFTikPHbfqQKvSti0nyhxCFRGCOe99VWQTigyunwi2A2VYSude7O4jxzofD0ovMWdmGXCj/ehsffXIz4OH5n32dWvlz8/61ort3//7fz+/9mu/xrZtRMQ3/poPHz7wf/1f/xd/4A/8gW/rZf++WwN4/eqERuEuhb79BuqN3gplnhle0XeBbNdjT7fUtVYBTqAbPjvjfOYisD8V1mVH7iXDDCRDDmQAPmPLK8rpDcscvAp4q98nSuE+daoIzVOCwthACrGCFlAfWOywtewBDsmuzciNUBDwY1xGdn+E8THJUTnul55czk22NIFq0gkiZq71DmOlbC9Dxp1GR1/ip0dDW/+aRER6dlr3I253kDHliVDMtymqSE9DqTdopvjobNY/gvRVDbUNRsc0E+Wy6whyUqQLft8RL+iWm7pJ5j/qke7XhaS1jB23wjmU7oWtd4YF0lZsZNpYiQ0bEMMxX3hVF6bzGy4PjfLcqZtTtolHbsRZifMr9r3godia+vMyAr0PuhR82zGM0/LAw/e+x1oqy8MD0/SKogsP71Zm7ozxhrfyA7wID9V4N33Jw33meROW91+w7gP2Srtf2T3NprpbJs61HbPU5ufHL0QX1mNcChwBKhBTMGJjP8Ia4JDenCbqdmLEB2JxJl2Y6x2XM36eKZ99xsOb10wF/tr3f5O6DXpRXMC0UE+V58WR+5YFQSRNp/eCReDSqPMDDwZNgzadsjg4HtUylBgl0Zrdkb5hx0ELUULzsLhbMKpiN2NIMrZjCD4CU1hrUMaNvfuBfzSGJ9v7ZCfuU0F0xVtFdSWo3D4eOsYxCpWjO6NcPcPsKCDkpOp0+RzbFJ1W9nAeXn3Gu96IMnEuv5dfX/4mvt5xV8rlNa8f/iHODw/s607ngp7+Vv5Z08xUZ5bakAjG9IoP7260vlN9oofA1JNgtM2wl7x/uhJ0dO65HWjP8DyBGJ0uh6mUgUVKIoZm4fYSvnc8GY/5VXqs0gg2jptTEBwpSVdo4rQtu6hm2QF039m10MZRMDb92OgR8oCtbaeb0X2DofgR1rKLZQf1aLxrz7Zwt8GwlKqloTUPyyr7SzxNUg7khY9+GOCQDI3CaHKkqR6acrHsILoeUdOHL6COHbF8RhpZEFcL7sdUyCAj7i0732aDCWEriXLd9SW46c6IjuzZ+es6SKOlJoJSFfXML3gx9nnr6HT4E6TTDqmNkI0TY9BN2A8s59Cjc84Lem3HpTF0yuv24Fu3YwqwHyQI5ficRKG3j5OGQfo0OExvIiAH37/5yzSElA4cHRbrDTRSzysvmvKjq/6xcQNhh0HaBnGY+GyQYmSBgqShSPjIfMYaw0pOOZSUyh3fLy64GXJbPx6I1Tov6mVzMOvsu2KSxnC0YC3lE/l4Nmj9kIJJUroOg2YbE7bf2UOwMZjcUsZhMGRgkYfvqJmHUPfKUk7Y0vi+T/TmqHTm5pgq3TqtQbEdt0YzsOH5Hbd8Skq7I+5Jb5Eja0CgjXw++1HajqP7/jK1+FidWOC70cZEa08MbXkvLRXGlpNezemUFsHLCVfY+8ZoGa5jtsPtxrBLplWPOxl/p8fU0OlDj+Np7gkN0k/VNSfAx6WV++dxYO8w2gu5++dvfWvF9h/5I3+E/+Q/+U/403/6T/PLv/zL3/hr/syf+TO8f/+ef+Vf+Ve+rZf9+3It5QT7jVUqH6YzrAurLfj0gMkPqHVwK5nqVpqkBtKUIWcccBfefGfh1esTz1++Zb06cMfbnW2XLIDGoMSJ+viK5fNf4HU1rH2feims/Qj40GfuLTslzo72jsUAV4Ynr1hlJ8S5S8ktTxI1mPHD5MZ2bOhqnoaPQ5eoPVFLqvtHTJLQmXvjcv6M69To7U6xxq4lH6BNv3owk6d3aR21HGLn6Aymw49ZVMDikIJomvKlgzTG3gg6u2gmmDVAd/ApbUK7onajD0dbwyXbbSKKV0WfCjYGdWxsx8ZkAkbNMSaNO4PWd86TE3Nnf+7sfdAPo6lK6syrQ2Nj6MHLrhPn0wPjsSBPYDdl7Ds6HpGLUWNCulItZTVXTw2p9MOgOU8sn1XiYeEyPbKG81AfKVFzBD5nJ3+W1+wmlNOMypV4mhlPJ9rzSpy+g9yesKWzv79h/ejceeU+1iwTD2xYfvmKq2BeeF5zmKwGzRU1SZ1d4zC7OK2DnBY6E0VAFqfOlYeaOMpqF97UBx7r5/A95bNfX7i/HXTd0AjmEtjlRFyM7Zq4yKCnLlkmwk6ID7y+Qq3gp4pvN9yf0F8f9C3d8RnnqZh5dlGPEX4rlegTbSRqyl3Y9RiDy0aIMTMzQtk1kO0OPtBSqW1gBlin1oIPY1RjcGK0Tr/X42EHyIvBaE/+tSYHmXKccXfw7kyT05fA1QkPQozH8yOmJ2p9opy/h7x/TzFlnl5znhce5gv3GOz2gPxmdtQtZjQm1DfCg7s4JRYIYVou3GTHavpC3HbcUs8uAmM2xJVRBFmPrpR26CVlV5JSC1+h2Us/8MCiyctlMtA1b9TU5u6IOPvIjulQwTSF3WKKuWQx16Ec9+tuznAoPQ/KTTordtCZD+GXJmOdoQe5QA5pWRIjMnU09zcxQV2QUZAWmXJqmeYn+y3LEHW0D/wgmXQV3FZEA0PYLfeRNiBkY2hnOoyQqxjF7wyMIo7sOS2U0XOEbhXXQb/d6Cjix+eKoiGUogyvbC3xmC/ovtwDG73n9C6GYaqEZZdwrztjFQoDFcNj/woccuxX/TCSamtIfNUZ7GGwHlIBUubRJeUTyb4ecEsM4DgyuwXNBgMCfcuppWSzpKGp3z0worlP20fZz1Chy8hD28hYm2bA2JF8IFFwbkeKZ3YxlYMY8PF7ZnyVPeAt8Y6KpuH1KP7FjBA5JlUpDTTptEHGu9uLNl15Ka4HxpA1hxNqdFkZEulj0QNZKsEugz52Vl9B6nEQPCYpL4beYUyjcGuNzXaqwmWu3PdjEqAvExhjmk+owNnPUK9o3TMT4zpBTLgERkXvdwZrFqzuoI2u0L3DdkjfjoOt9tz6Eq94vJblREbkRY1taZKV3Mi15XdmnoScj9DX44BiFvl8HiOpLmF0nyCE0p3Ge6RBobFZZ8iGidDHzpBAo5K5TiPlUX0jJDXj+mJC1WBMG+yaaNNb1kw2BGRnjMT3/jyub63Y/mN/7I/xF//iX+RXfuVX+NVf/VX+pX/pXwLg//1//1/+7J/9s/z3//1/z//+v//v/KE/9If4N//Nf/Pbetnfdv3Vv/pX+e/+u/+OX/u1X+PXfu3X+OKLL/in/+l/mv/yv/wvf2bv4SdaKtTTK2xuXDHcb/ygv6bphE7OYEJiog1L57nsh9FPkRrU/RVSBrOlUez1fOH5+Y6MA8XXG05PT9Y0Uc9nfMmRm5VMu4t7Zcg7YjKeOjAqWM8wkCOcQochXkEii5shecMAIhnVXOgcQJHUs1luXCr5EBlA6E4floWXbeiTUc+Dh1L5wZyjd7/XF4UvooqPLQMaJKODvcC2fuWM7wiYZqKb5uguw0cE1jSTbkOOpKqcDAzLo7FZPqzxCXbDhrBq8lW7OGaD7qdE00mji9LHl+ya1AFrDYvB8EB2EDVMBNccge7S6MO4WnKnx66YCV2CLrm5zHFmml7h02su5wun39PZvxys40uuT467c55mnsaOSQUqm27sIohVxlIoZWeaJ5blDQ+Pv0ADluk1rpE6uBB0FexUWObfA3Vn2jvbeI3oicu7xn4S7n5mG1/S3n3BujVUCjuaes5+kAyO2aOSaLYmQnB8jirJYbdDEnMNBnvqC8U416CUis3KhnM5fcZ3ovIcK97h4g8UDUZUpssDGPS1c6qNYpVminjQy+0gz2RUunnB1fBq2OU7yKSw3bFamCchSud+S82tuR5tEkM3R7ynBMGmNEzGHfMkx/jwxKtZ4FYwXRjFKdtG3ytTCItXigBF2bUR5xNDVryXDKRaC7r+Bi8aZu+pLPChSDWKTESsabLqO9KMEp2Yja0rVMcuM0s8cNcTocL5/Jr5/Bssy+9D9p1X+sh5KdhkqMBCUC9v2NYnTueFh1KZ3PFSeC5x0H6UiEpzZ+LM/u4HzCzcpNA/7PQ5qNPKoLPJwUVPp+zH7Wsc/yPt6Dp3OVBoadzes96lW0dF80Aig9EbjD0PjNqyoG9pDBe1NJC97EEovSZpyARChG3AeoRTGQHsmaA70gtisiPDSXTKPcvJwzydiFBLDNsuRwx6ENbxoWxHn1IhCSaujGYUHNY7QiQ3PDS7mKOyIdl9PQpmTDHLQt5wmhqrKCaO+o5WpawTT/f3B6/cED/2tMmYLegRtNVZzbI47XnQNj/IEJZQTo1AxkYV4amNDM8SoB5EkmyY0vcMRBH1w/eR9+SLNMJfuNzyEn+Ty46O9It848WUCn4E2QiCgWzHYSI7+WMYN5QJATNsV6pNDO6scIS8HO6eNd+jHoehOkGPytoFeQJ4wfClHLABXQ5RiqcLV1/iv8li2yVNli/vWRSMlPa5lpSxICBB98GqQm1fMbXhCF1pibVLapJjBwYSy2feqjnhFZQ2C/VZkkTVgNFpOjGioK6wD4oJVo0yTdhwtP6AdveUU2ilTIGHMDahikMUHuzEO58Rb1gpiMzo7Yrsz3wMYHJjtMQRZgUvRxaN0K1hPcOGpOf3218m3sfPivSUzqliI7BeYazpc1IyD+LA8KrPSHO2Q0o1NHAZiHVcPfX7bdCsUKWj9pbNJvY+gRS0VHSaCN3oNtDumGz4GOwSDI6sgzSHpc9DFJPO0SU7TKjj73+D5DRN/Nk/+2f55V/+Zf7H//F/5P/8P/9PAP7KX/kr/JW/8lcA+KVf+iX+1J/6U5RSvq2X/W3X//A//A/8Z//Zf0ZE8A//w/8wX3zxxc/stX+aJUB5feGxzKy98oPbF3xhM6FGmRwdj1j5TaS+ZtzvjCHMKDUMfTxzvzq1dGaZmCdnrcEcK7c9T58SM9He0sVZTg9onRA3os4s7YbchNNcWUuhlmfqvWA+wUjjwyZQRSlRMAtuMuNyPXQcchiEjoS4PkBfsEwC/YhvHdmREIDh9KnT14Jsd4rdcC9UufBqUbxdidKwHXrstFbRnoXu2I6R5RiYZDy5C9xtR6xjFshhPFIB21d2ScObj5FoQiSL/ICung+So2sfsiDjSrdgG0JIJ/bBJgWRDQ2FEYhXpDnGLfFk7DSdKT7YmZNnqjuGoqUwNujFaZvR9wA2xCLDGZZCmReW5TvM8xsuy2eUcefuBfZndJzQCn56oPQPlDK4hqdDR/Lz1zIzPzSW8wPzdGbyCj5hZc5rzBRbClSjtI2+KaVM6G7YuKHD6KfG7bbip8bdjNsXP2DYHX2c0LdbRpofZII0Bh4KgRIUgw2ldwN3WgncHBWhCjTSKGMyWB7m1HpPDyzmfPf1he9dXvE3xhNy34hyQSOgOKfTZ4xmNK6Mi1IQblMqtV8e/PlQM6KcKSWL1xoVZkduHTs5jwSUBfXn7G6Gom6MaxZyTQY0MvmOijLwaqjkCHNTZysDF8NjZkTgcwPr7CvUcKQqIYXRbhQzdDK2tWHdcYRVLqjegJW9ZQUqalgEYo7JylKu7N05325Yqdgrh3sg1SmfVyImqhVqCWIqfOf1I2/froy1sTw+Mk+B1iCOh+Pn33vNtJ2oy0IpBa/p7J8fKvrOmJZKWQqyOacT7NNEH5X3/79fZ711vG/MNtgFBOWOHWzkF01rygNypCso26EM0RdwBSMTjA7s56HtPUbZdOEl4Mk6tIzixDxJR7L1fGj37NKO5keXWQh19iOynW6I75hzSFAAF/qqYImaTLmbHHuuoT3DpkZLspJ0UjMvAzTzDEUMtxWzTpU0H+qQ9CLojnuhs8MKozvIxgsNMV2kmn8b+T6GFXpALcLJlG5wvxvr/dCeY5gY3RwVI3C6PbLMK1/2lbEaoR0ZhklN3vKL1lVnCrCPhulzmrp9ILVA25EiSEt5296OoKDDKC6HzlxecCHyggBtqDTcCybG6Pn97S8jTFG6pdY8Ovl9jDxU6SEHSJG+oJopyUwB64qqYbohCvsEvQ9sXxkYFg2NSi+Nsb6kzkp2xFtqYLR32nGNdQ/8Y7rhQV/pimqhi2Iy8qDTcuImlsQYqIh0dCTDWURxhba/2PnT3L0XYZ1SNmWqGCWLYBts7YqLkBi+Q9ctBtxyUjMumBW6Oy43ohSCjZPO1Dqjo+LTCXu+0nVFfaLOubcH0MwYc2V+9Yh++ZsM7sCcEgutlG7c+1GASt6V48DQyvFcfpkqmOeUt8lXWL2XewI4ivTGJ3gDOoWX7OjheXHLANeaMhaB7sJEw1QYUyH2PMgNecD8yiIzz7aQAtQCekUDooB2o9iGbcIkjsoVk+M6JCce4zi8AoTkBCyGHrKiNK/+PK5v1SD55s0b/vP//D/nr/7Vv8r/9D/9T/yNv/E36L3zC7/wC/zSL/0S/8Q/8U98my/3O1p/5I/8Ef7Ff/Ff5B/7x/4xvvzyS/6Ff+Ff+Jm/h59kjTHwaWa+POKr8jRNqCtWJ07Lhb4/oTHjJ2hrB9eDOqHUhwKhXN4or3RhDuX9VHB5SvPZaDQK3SZEg3L6DstS82apzqyPLO2B6x5UdcQDc+MUztgHmzdGm5CAySeEwoiSbYg+MMtwHVyRl8wQDmexOdaDjcYmgzgCMjjGoW5G6wpTRwP8c+PRHtHyjJWd1hoWjanNbFtnbZ/govonm8SRfDdiZ+yKiFPHeFGQoBhSOuyOakYlb+ZYJ8MaNICMutdJ2J5nuibjOdhQCkpKJXTa0c3YI7CmxIiUWRSgCro5tt9QEyYtqEbKKtRSc6mFFndGL9Qp6H4nysK8PHJ5/Rnn8ytEChEz22b4+cToz9RJifqKRmN6nNmvN+qtsI89H8oaRHEur/8hSj0dE4hE5r0siZwwnAgUx9XoPtD6mtFXSrny+FC4iyFxgfc/YOwf0Nlp9xVbn6Bn2EobyQvuOBrBNAnX5ztbg+KC2ky44j5zfRnx947ORiwzixnqhcvpNa8fKl6CIpUxVYqeqZ5EnTrNbO+eWF2JKqCDOhcmN+6aX3BHsbIwVaheqG7ocsbnidqU/W2jiGPq3EOoTXE3ohjPG7CmkUn6luEKTUCNUUuOVHVQtoIVw3wwR7AOsIeZuw903VAzpsm4bhASnKyxFeWKY/esOWp9IFzoMbD9fZaqrnipiCXNwGxQL3dqFOzhDRpLFrQelFiI84kpTkd3UjnPyqvXzrYZr75zSoSaO2UM1CbWybl7PjytOD4H0geP3/suX1yfU2Jlju/CpAvXeaO1K/X3Buv1PafdWHRmDaWXLymr0RifpM/BIT9HGKhmXEfKD14uvJcDckoE9ODa9+O/+TjQfp2UHtEINYZVVJJWIUcyVz9OeYPUJ0dpaMuH2hDN4JdDXiAvDPhjqibyogfNw9VW8j0WlyO8xtIgOoQ7HcMpvuGy00ZhroNWLHn8M+g9JzNt74lKGw5sFC10M5AVPWKyujrDl69G+sWptbI97RSrPLN91Y0FhgdgmCzUeuZ2/YBpo/mH1LY/gZukPGtA0YnZVz70ws4zbTZ0HCY1XuCDHIcOR+qGbh3riSwd/iJVOU4KQxjakNFwc6QMyhj0VRmyJfJUBIochxQObrYxN6NrY/cXQ1sejIdJGvxU2Q9Zo0oOGqkZ/603zXRXPw5AY5CfrmR6cesHpWo/DoBHQIwtibrdUwNsEvSj4zmK0baS1wdpVh37IGJHpFOEnLLqQZAZRhy+lI9dYVe0KjoW9pHcIhNn9BumE3SliRJ+pxMMaUy85AsXxjBcCrPv9FjpvVDOD9jnr/EvGmUxtnvFtzun6rjVvKcMpAmxLCxvhNI/Y73f8r9tK8XgboZtAwe2l2t8gNJRnKZ5XR3Rq7xIZNR22i6H7wiGGLGn7hvAjuJde2OPV3S90/2G9o5GEp+ua06fRJWigddMlxaSqjVPF1xnrL9DV4M7GdpkBZsjA802Y9GVNTre95xShjPuOz46d9M8gPpA95Rg+fAD+9iItvFVWujP1/pWi+2X9Qf/4B/kD/7BP8jbt28BeHh4+B2RSn431j/6j/6jf1de96dekg9OL4XWBlYKvizIdKKeLtyffj2lJpOxhhOjY25ILZynhfNFOZXgFBXahplT3LhbZ1RHbo5gWHXiMjNNhYh86KlfMA98BP6dCfvwzNPJea9G04HtA50KejI0BLozNP//0bhJx38Ad+dTOu2LCSyd9AsrQuk3ythJNvRhc9GBLMqrzz6jTg0pK9vzD+hbxaWwHx5MI41MjJSWjP7VmdzUaEDIkdn4UgUgjFBkEvggqJQkunTLpEg1NCI7lmo828RzIXWK+nzMXwdUp50M0YZ+abTxNtnnlpuU1Eg9IEIJTT2rAjbnA8BJvJOlmz5s4D5RaydOifjzSzlCN4Q6OWqDvk4UewA8Q1Pc8GWmPF5ZueGtwygUd3wyfFoYMfPRafS1ezDpBibCOQy6cUUID7ZolNeVEpW1G70uxJtX7NdBPRncg1u/EmOh6Qd0lTSBjoIUoU4TU+zsW6fWzqgzZ1+420yXK5tF/txqtKj4+cznr06cz9/hlZ+QCL4zXVivnVNNHfi4w2n6nPXxPVMP9lDCN1SUi1T2jBxDpilH1CZcbGZopfiC2kyZA+4bwp3ilc2uRASlTrjN9PgyrxEa5gKu+CqoV9AZ6mBfb9QHuI9gfjAiHqFfGQXKdGLT98zLjEuwekHkAyZCqWeeZGNfM+FMfEFLZfe3jHZH9xWrsJiABTby4ayPxjQ/UC8PnOyB277iUXhcvkf49DV9ooUyB3gVlmKoH/msItjisE7JyXallBm1HVWhnk5M5zPb05ajWXesV5Z4Q/UvuE0z++PE49MjGg0fG+ICpeNrsFnLbvMLcUskQ7dlcB/KEEckQ+4/ja+W6DkRGsKwztglaUBH+t9xOkY1GKpot8Tp4TgBNrBN2ESJfsSJHwVJugIOfba8WOiEUNiOQUgytivDN2iJROuzE0/Z3VW1lBlwPwJUgqE7PhzXo1gblmmAURn7FWdltCRdIBOEpsaVlv6MpqhN2JT4Mkwo3onzTNvXDAsyh7FC+OEPSZ+FDCdc6VYZ7UqXAraj05bMZtK4PnwiTsBzR9K5iPajWzwGFU0TtW/0keziEne0Kc2P6Rj90EQfkoQBqwRDjFeakMVkQms2WgaI5NQj01nzkDdp5z5WrA+0H8hBCbCJIhVzY7P3tGHQFLMFmxt+LynNkQktDVyPznVnUFIS5DvcD8Yzafbs6kRoomtFiB3c/EgeVureub0c0lbNr6g14pBd7L0RuqEHTCDUGG54S532bjsthIvkRNNQtBmlK7tUxnDaSO/CkIlQKJIG2kTaLuyRWP1JhFtxjIXlcuLx8RVftg88ve1Y7YRlSNHihel8Yv3QXrZuXIwpKn3fE68Zh/EUfamhD2JNe6EHgCjSv6KDvfy7nGZAjP3wNWQH+eMfxEF0IbXtk1XEB+JJY7IO3QtD9gy8KcqsE6WeuD6ckOt7bAsiJnTdmMeVTZQPa8HM0XCUenS5G7igw7DNEVrmYIyR8ketiWIcB8xAB6MfCv0B1X8+JSTwu1Bs/6W/9Jf4c3/uz/Grv/qr3G6pXp+miX/qn/qn+Lf/7X+bP/yH//C3/ZJ/Xy1RA6+Iz2Ab4WemmNlFqV5YveI6czelzCv0lSHCHAvn8wmNQUjJi7J1ZDJEKi5k/LKkc7lMlV94/C5aKw/TxKlOzOcT89Nr3ECWO/qZ4n9bsbGmjm+qyAi8GhhIdeRKJj5FqnQl9BhZHYUpfGTEItlVae5oh10CmZTugfb3yDW7BFGNy/LA+TKzyp3neqdd7yg1N1w4iBKRnbG9pT50J0+6oqBG6bCT437IUJZ7pIClH78GBC1B3Tqb+dFLUkoxvCWOK7zDrUDf0dmYhtGLUdaNVoS4Wo5EW8lJw6S0nsYu7AR9wvSGZswnfVsJMsTGbcNzQEErJ2xZsIcT6p8UUSaYCVuFXS9fu1bU8uSvZT5G74bFkbyoXxXZ4i+b8SfXmsiBiE7O9Nxn3JVNhP1qdL9xvrzB5c5Tf8P1OePU31+/5L4fDOUtZQQiDSuCeKXMZ+R8ANPKE+U8U+qF++gfzVmdJE3E/Mjy+sT58TWfv/ouczllJ3SslDLwPQvqUoSH82ewb6h2mg8kbtzkSkyfMcdhQYoZW6BE8sq1TIQEXishjjxubO82HuqFzVekBUsp9JHTjQ50s6S8LErcFQ7Gr6pgseMK42TU0pDhSPcc406FCaHMFdsTa0V5YDqfcPsu0/ON/b7S5ANyG5gVzBe2NiElL0cfBRdB24RrZ9eKTo9ouVDmgoxOLIpp4PpD1KeYOM1OG4PpXDKq/Hg+qxvqho0ZKzM1KpOX/D6268frZJDv63SaaW64v2Idn9P9hs0VicG45wN898ZYK03uyT3Gj65zP2RiPSdWonTsMK/ldZiGuKTbZLOz47HlYYCeBfrYSBTfYB+pEU2gcZYAcxfMgr2TD+iD3XxATfL6HsqQxi5BlZnW/dCZHj8yWSSaGdobrk6fcwroVnP0756H9jLY90HITo+Ca6Z+dgUNT8laE7hqbn1mjHhIfruAHmQbt2wGFFOwktrwCKLuqBS63I/ubUkp1CUoz2satsNRz3RdnSZKuyN6T5P5mBB1bD6h5zPKezrbUUClsnjIHauO3FJWYNEYDfodVI948qOgdQot2sdGmUqag00LWjtyPYyGu2AkA1/UGZIEmr7n76um3I/Ey8HxOfiE9pKd+TXDktwWmgSFitj9wEqm90bVsKHM0uglZQXtaCI0eZmeHFpsFBeh2XbgcfNaUMvgmtFhFGXfCi4dTOnmLGPnfnjvi250zbyHXYNmI79fNSxyIjpLTj33AF2F4pV7a9lIOUy0JTo2d/QeWG0gC2oZ6iVaqFUgzmiZmMQ5aeFRKu+On8UiqPOUHhctORF1QVkRV7SmXtzGle2QVqRX5ri6XwhBhyRLDx8TpERqcBxudTsaVgct/5B7okCs7P3Ij7A0IIYr3o9QuuPzpivICekdMyGWE+ITVu+8Hxt1WWAehG+U229iOKuck0NighZlbODTgF7BGm6DuwDqZIbQS+R8Bib1j5HxiplBLPlZ/Ryub63YHmPwH/6H/yH/9X/9X3+E5D88PADw7t07/pf/5X/hf/1f/1f+jX/j3+A/+o/+o79rne6f96WiTOWBqZy4PX+J+pmH8l26Dtwcf7ygp5llm9jthlhDXQgNiinN08HPnoWUXE5IvSf/8m6MFvgohC28ns/YVAhPE4aoUqYLrCvIAlayCLhX1p5jyDhGuBEpTTDPYI8oOz0yBpj2Q2OcIwREdRyn6p6aRRFcCzo3WCvRNhZtvHLj4eHCNi0st8/Z9B3qRt878bF91ok2GGMHPYJiyBtfxXCZkdIZW4BmX2ErjvlGqHEXxyU3/VmUoRsuBYkDPUWat2I5SCVbPuhdoc4BHoyAfdqR+8RGp11z8xmzI3dl9EpXOQ4QF6REhpKsKwxyBB0GraHnB2xR5vMbpKSM5eV6+PgxWiD9johl4SyChTNPles2kH3Fh2HFWJbIDhKCnRyoP3Sl5Wg69Xt5L5p6BvpEY5uNdutYKcRofPb4XfblkV6eGN//Ph+eOu0m+N7Z6QztGEI1wUsGqGiH5Wzsrx5RLfAhiwjpLV+5OOflzONy4s2r73x1OPj4A3+1R6jC+eHEtT1g/cpyOdH1ym88f595mbmfzvRtSx16KBYHe74Gy5xFaVHBRFjDcooTVwaNV68n7l9UVjO+IBNAzaCG4GXQwhFfMDeiO+N0pZ0EtQXtE751unVGOF4HdZnQe+NeCkNWyvKKeP1A/b6i94Z6sGGcropiNHOGZ3qoSsncky0LKi+vGf0Rmz9DojI/dGSqfNP26bGwnL6DtCuTV8a2fnILKmhklzfy96scSavHGl5BDCsFG0KcJnrrvDp/l2f/dYLKHoLsW472N0nEV1fYMzFP2THL4KqsdDLBdrDTVdCWEDnDGdbwunPbyWAX2XF3tAkmTvO0O2vfqYswnhW1Sts3DMUUiipdA3Phro0uTpGccnDwj83BmiaZ5LiuRofdOiZrmpm3K6qFKobYzGUo++xwu4JVBo27wKT57iOEaXnFdWwpdxmZPJl7pB8mxDn15t2zoFOnBEm96XkYlAJLBLPPNOm4FZA8MehBSQk9sZxnJn/FtU/4reAtNbUeimyH8bwURPJQJeZolAxrOgpQUUPq/WAor1BTeuJdU+utSYJBldDCRy7gy46rmmbL8MTC2Y6MxnCQaPl5d4FZYQXflKLOGi0LQhX6ngjHEVC6YO7cN8N0UEawaqBSkHmnrsLNBhY9GwoWxH3PIlOEtilDd7oUxF70X4FIQXxl9PFxX3IR9jBkC7A9jXVy6HxVWeU9jzYfVKmCyYoYhAa7D6QfsA4hTa/mTOeKePD8xYZuG0OcMTZEGxyhc6adqJ2YBmNXmgcqjboMSjmzTwOxC8znJATNDXOjnAr6PDHNlajlq/3QAtphOgS0OLNMRNt5pzdeyu2c5VTgRvLBDkWQNnbfwZNKZn2wlwa3I5KmH5r93o7PR5FRsih3w4qn3E0FGYHKjorirh8HqGqDmINpCu7TRNF7emsWh3XHRkHqhM4LpRV0GDquaZANpbqnNOTARfbq+A5DGk2NPYTe8zP2TEPCEMyMYnp05X/+1rdWbP/Kr/wKf+Ev/AW++93v8u/+u/8u/+q/+q9yPp+B5Gv/xb/4F/lP/9P/lP/mv/lv+Mf/8X+cP/7H//i39dK/q+vx8fFHi4Cf0Xr9+jXy/Iw2Zx8786s3WN04f+9OK8K+3hh9p1bjcjlxebjQfFDrRNlSj7cXePvX70zhtPEOGytshfI489l33tDnIJaFh89fY2bscmdfG2s88u7pS/TpwjwS12TThKBJXJgLg2A/P1I3ITr02NDR2TlYpaUno9s0XcnS0KVSuKesYu/E4jwshe3W2GvhVArL43d5/O7vwx8/44kNebVxf/4+3eBdf8LrjLYN2Y/xsr4U3lmUFRfsVLG+HaaRPTdgrdR65TIb7zmxvm/gjlhlEaNJpdVBGZWpVkpXoly4r0+JJBrBNM1My4m9OjJOrHzg3jujJXbJL5X5tTHeKe6V913wrXE6L8hj5UO7YeFED3ZvOdaLmfP0Gs7Gaf4Oj6/f8Hu++4tYNaZ5+Xg9LGGs2zPuE/PlFdf74PHxzDY66+60bYfWKOa8mi6cHy6UcuHNm9/3E113414Yj5376yd0qsz7xogvk60tH9j+1v+X9++Dp7UTKuzZrkKjUGPm8fFzntuGulBrobz6jId24sP2BRYVu+cBKI2gF77z5jWvX7/GxJliZoxB6XcA5n3PqYoE+GDTjtmNV68n1nVh/X5HX79Hrlfe3itWCsv5gdPFeDU/cpk/481nj+znytg7e9m4zJX/z+sHnrZnev/AZZ6onHinC/J8ZfSVqhPL+RX19sQ0n1jnR7wM9DxjUblOjc/rI1Uf2PcTuw32MfF5aVxenejboI4ntvVLHh8/4/y9z6ivJ74vTuwL1y8/sN7h/vaekgWbqEWZzieInRpntiq8WRbO8sirVw88vn4NvMJmp14eqeeHr31vJ53Z5mdUlPq9hd427m/fIl6YXr1mlYGsUMvCq3PlXDQ7grfGw+XCfQ2W85nL6UwfM7ci9G3idFt5frXg8sguE9sF+m2htZ3rShr+cEwDiRW1QIOMq7eeESliiGbgkYhRPA8YQw2JlcECt/uRAeLJxq8B24qWik2O+0D94FuHERhRhL0X1BfMnhhmaZa2jptDTQeXtIAAF2fvO0MPPSuk/2JNec7FJoYuqG5Mc7A1w8muarcMUgotLItTv/cmo8O3Z7w84E8NbYqXBt3oEdRI6U7Ele4DH8qMplzPgojg1WmiXl6hd+XddMd8he6oC8WN+TyzqGDzL2C3yrk/8PzFW8YwSoFxmzFzQkFPZ7wsnM6F57ay7I9UG6zXQQ9hWc5s+2BbFow9C20GGp5UDxmYasa+d0X6ipuz66HhLgOfZ06r8KSJUJ3EGLGDHqZisfSsEIQ/0z3zPWUopY+UeSDM9YTOg94KW+sUEaQE7XSm3hrl0uFdp8jGWRfcd74km0smQfSV7sYWFdm2pKqUgc6FimL7HbGc4nYdicucnX01mqcBV1TSE1WCUQa+C3cx3AzVhakurPVOPxJ01YTdZ6QEy+ffIUzR/YrJexjK9fqB20iFy6Zp3HVp1HC24Zzmii4rp3PwMJ1YXk+M5TXVCp9/5x/hefrbXH/jwvbuRgxYLg88vP6M0+OFe1Sme2Xd77Rx5lV/z42dRxmI3LnXoLgnmWvktMa2r4AFYygWQpecjmADbQW3d+mkkfGxYEaPyWko6nf6ujDFhBdnWoKmBb8WVHYklHkJ+rSw6hUpwcPryunzV+ziqG5sY8cvF+S2s1jj+c13qV1o95KSGts5+UyEsbUr9mUnNDnmTZyQPOxdvRwTljXD4TSn1u4TJkadF3rvvH79+qeouH5317dWbP/5P//nmeeZP/fn/hy/+Iu/+LX/dj6f+bf+rX+Lf/6f/+f51//1f50//+f//E9UbP/JP/knWdf1t/+Fx/qjf/SP8vt//+//Hf/632q96M5/1uv169d88cUXfHj7gX1deW4dvb+jr4O+D/bRkb0x7jtDdq73O0/XZzbZud3u1K1gdqObMV5V+MGaGsJ+Y+iE6cSHdkfvI9NRQxEVrk93ehuIFdYys41B2zviJa0pvXPvO/e7sllj3wZNNRFpif6GcLR95cBOQd+ehW0XplujW8fbnifUQzNm0dOsjvLh+coy98QslYKdToyxwlNHRhwhDsGtC9UGnWt2z4fiyYFiSD28Ekbve26gHfZtQ3qnR8O0pXHGB9tmdF2xfeOuC7vOB6rvBVxWGDrBpvTd6dppJTuE8aBMXwqr97SiiL20EsAyht6b8Vn9Lmv5DWTtbNIoPcMZeh+0tfN8W3nen1nHDred6+3+8ZrYnj+8/D9u++C2fUlvG5usOQ4FZG+06PS+0z5sjNJ/cgJPW6FlONG4b2yj06XRR0FN8TlSAqNwe9HFcsxfBXp4hmD0DmMQTKw7MJy2Q3PB9wAxxrhyvc58+eWXuVn6jTEGzyPv9zuOjqRQfHje2NqN3m98uO6sz1fW20bfnK131JRdBjsbt824x0o8bby1t2x7Yeydft2R7cY2buy2w9i51aPD/NayKJTkunLfqWXGdCKmmXV7S/Fg21N7u64QviMbLKdX3K6D6/qBctvZ906vTtcLt10YH565j/fMesPkxrv1OBnaeEk8xrrRxo7KwGrm640VzO70+8r7Dx9SirUKpUNsX3fdtw8b7SlxjPEusYbbnlrG25df8Pb9e95vUMpG7IUtsis01rfcrhvXfcNiQuud1gfbvXG/PyPrlSQjKyMqWxtstbM9CU3kIIzkQGsAGke4FEoyj9PLsPZOWLLKNwksEsenTXIsvG300dhbhqeoDMKCcEEHjJH3ab+n8Nrc6E2OJMsNa8I6krItXZJVveaIedNsuI5hNLniQ7CWWYFdQXTBOOcUSzKoI42/AdsNtUO70jXTU1un74KUCTfHrFKLcl8XsPd5L2LogF1Xbg6ig711lNQ0hwXSd0ZvyNbYyekS1lHrjKEH739jK5X7due6ZuCIUxmx4OOZu9nBTC70AUM7tzVlHVGdSSdkfz6+7z3pOcWwfc/ExDEwUiNtLYk52oS2H3vA6B9hU03Gx+/ZJL0epSi3I8ikH3LBnUqMK+xJyno3MhF1oCnz7oOdjq8bvServx9Jhhq5b6bxV0BrauN7SV66LGz9TozKXm9oNfauMAZ9T2rWKIW+C7vNtDCaDHr7KkRpKLQIZNxRAkXZJdhHmvGlNwKjpyiD1ldMLfnikAxx3SAmhhT2AfWIhEc7bRySnKGIv5BShE7iXbe9s40Jm1+xizLMWPfG9X7n3uSgyAg2jA9P79n6zv3pymidMQbb8zM20uS+qcJ+o7Gzj0T4KanlHi09VOO4pjscspmcA3dSh90l8yRTq+8vvliGDsQHURu2d2KssN9Tl94bu2Vexn3bkX4E3IyBjk6syl2E3i2nAs87vq7c1iMk6AiJEp8QdnzrrKLc98KuA++RMkcBHYll1NE/Xn+tZZLx6IbJQHrPFE3hZ06d+50U999asf3X//pf55d+6Zd+pND+dP3iL/4i/+w/+8/yP//P//NP9Gf/V//Vf8Xz8/Pv+Nf/y//yv/ytFdt/15eCqTKnOR6PYLbIG7o7OlIbqXM9OtM9wxIWQ0ypPVjOBbYH+n7l2hrWNqQ+oMUoPqdO/BhLT9NEHx1r4OcT6ic0hBjGTTLOejDwsHwYacHtdri3hdaN8Hyf7Ap9RZum2YwkdjAGYzSKQHTDwrnNV+6rIk2Y/ZJTYA/cMtBBPrtw/3DD7S2I0kmaR9Hsnh/JvIfmrDIiiLAsiGKlN2EnQx/iMDGOTQ/CAUidKHYi4sKgofWUI8j9fRp3thnTJDjEtNDroO2glwu33YgPQXlUOCmlKDZ5pnb1gm0bilBVKcsD5TRRTiBXS/wSg3o2rq7psv9xJg+RH3FaTxZYOOjGh1rZ9oaGU+eFyR+J8vDNf9ZvtT6VrmjybC+Pl0ze659xeXzNfPp11qsgV1jtYKfrwM8T01QPSclC0Z25PlBG5V537lW4E9QmuDrzXPD6de2xHIasjz/zoU0W1dRdHwUxgKsBJVPReseXgruAFoQLIj+0xUnKZtKH6IwhlMWxPqGmVKBpGtEeyyvKtuEeiBm7zkQxZAQrjcrC9Hhie3cnyszt9oyYIyJM5Uyvz9QIbJ6Z64m2bbTlijxnJIlOTnjNIBfJDluoMWZnnuZM6IyCdj0+hkBs4POCz6cf+dp0MsYtDUov+nz1HEGPAWGO7h379DM5PsdigdiChrPEhXtfaSssAb1VPE54TDStcIOUWWUolRzSsWQiJ+lhmLKX5NdHb+xjQ0ogY//IvJfq6FSJa2e9D9beUU98n5CR1hFKqDOsJwrwwJiZz3mo8IHcO9vYCe3cvsKepH8Dw6XldA2lSUM6dO04HSSLeStTBrqUCd2VGhUpS3LB3z+xq+DaMfWPNAdbginOnG+SBr59ok13MKdgdHVcB5wE1URrzqSHBgQJo15Se20PxvwWYhSKeAYgxUQ8OCoQmj6TsNSG+3mG5zuhpB7aCkj6NDQCZCdcCL9w0si8AMkixyV/3qo9UYd9o9nErIMrK9ILocHoO0hnk0LTPd+zGTLPNIEyZ8PHNU12ecEpqKSmXBN/WGvBtxf6Sxr3xI1SZnoB3SzDgqzQYyLC0D2wuGD1mtjFEphMiAklFmR1VK90Al2M/VZgA2ZL3bpV0IpYwyy596MJ6p7PJUA0mIDZjSUK5nnNIpLmejNC0gPUJDusg0iUrBteBxKGzRP+/ITJCk3pMtFlY/VARqcPQ6QjZon1ix2XlZBAS2WKKVG6aolInZ3pWjihPM6XPNT80PKpMG8VWuNycm7XAC/sZlCEcRd4kX5KHhrox7d0hPvowbPulvkMsu0M8Y+H/1EcdH+RflM8uHgg80gU7lXZR6fQcfcjXdSw3pmW1/h0JuxEvwtTh2VSrlsjrFAD9DQhY0ItWKKgtRDm7PWRUt9jzLBntqTQkVo5oDvc90hy2DgSRS2N2H45o/7NCeZ/t9e3Vmy/efPmx8a0f7oi4idu8f/qr/7qT/u2/p5f5kGbwWrecKZKOTntniEKN+RwTRfKsoBscE9Ti+hE4MR0odT38Po17M9sfSHmGSv1o57rZYXlw3lvN6Rackg142grQh9G9cJ5OaO7sN8EiRuT2aEU244gbDicT1n8q34VQHGQO9VhdsVKIuZUndInTnZGDvVZWGFaTohs7AIRSS0amhu2zqnHu48BveM24RE0FTwEraA14LqhLXWCl3BamZD9zr4LUHi04KYXbHHW7R3ycMKuO/W2c18LcxiTGi6K4+yzEPvOlTvL6cKQhZgn1v4e85JkJZtSN99TKzxp5V4m/M1CjA1t9zyUSONcP4f6RDnpwWX9hmuhTPTtjkbqr10LVSquhducRUd5deK8zCynz/EyfyveiMFXBb6acTq9ppxOyJdXhheQFehodU6TEaeZiBMZBxK4FMo0EbcZr462gbaKyHwQNX68TOuFAAtkymIEIgY8p+xEg6vD0IpwS1OmwCFM5Ws//cu/E8E8tfRmM7MteR25pDmywYNcsHCEOyqppy6AI3gYw5yYJkpUpAqlVsIb6EqUinVnsoXuAymOlQknUsNvis0F7YZPQtEZ9I6pI3ZhxEY8LsjtjlllxlleFcrDQu8Nn5dv/F7FFf98/ubPUWHxmabZ+bWvXWIFs8LehYg8jEQkaWC75gTpzfJ7udFoekoakhaGN1YbjG0caY8p821aGDbo7pivrEiiIYvQWwE6TErxQS0TY3TWdUPyHI7EOCgkX71JVWGziZAbuyiqE5N3aA3by6EX3xKBJ4JHYGLZXZYklQzxo0PW03uiDWzgMihHsAYlDz4ignphmSe+/7d/MwktshM+8OFIBfPUXV9wJOD5PrH2jkinSSFsSq253xMbKo6LIHrK67LrIb1xwj2Z8OPAyKmhU0mZgk1EnNmioq1QteYhWDMx06IyVocRiJ4JT8mVjYL5jLdCWZ6RsXJtjvQJK2RxeO+HebVgOqh9Yx+5kzcLVO7HvTLoshNz4IWUJ7xID4YcDGZ4oVccVsi89orSR2cMQTwPUkOUoeCvC8qC3K5oLFBOuHSG5YF6VGPIhkgWKyZ5bWwGe6vsbkzlzmlq3GNB5qBOj8jzik+VsQ+GV4xGBKzNMpCtJyNbfWbSoIaDGauuuArQEfU8jFXl/mEHL5miPPIA6HVGzSH0oEOtyNJglOPzGaCBhGK6YVPByomoG9J3zJSwQZkqZeS1HkPQKODBKWamy3c/7mKlCvfnA+vuyikKIi2xlqKIDSgze3sG3Q4PU4GDmNLycj/gjwNID1WRYAvQe3aph0BTYXjQ5Y5JP8hYimjg4qh2hEL4mlx1NTY96CTV0Cgs88LaT6ztHdIbr5cTncBX5drAmeg1iS3OiouDTtzV0dphu6UUTAIpd6I0BoOM1RqHnMTyAA80rcj06ueV/PftFdt/+A//Yf7b//a/5e3btzw+Pn7jr/nyyy/5y3/5L/Ov/Wv/2rf1sn/frzg/YG2naeMYkCJWKHXlrrmhCZlOFh60MY4UL1A7M8bMct5o1506N+p64eneeJyW7IBsWXx808N78ooVZ5Z0z0sx7rJjJhQx+lTYrg1dHZsDrh1XpcstDQsBo4F44GNQVPGhvB/kU7kYNtVkYc8z/f3OpJfcIF46bvOJ+7tnbHFsTbd+2cG80inYpOj6xJADruSB+sETVcVUcOms5vjoVJmZS2HXwr00rK2IwMPDa/z+yFp2THdEs/DQHuwWLNrQviE4tSijGFLgvq5oeGKdzKlSEIxp+hzZClP7Ph5OnZw4LUyn7/Dev8doT6xfrFgsBIOyGJq5v/y4vULNUPtKw21qzPXEfbvxeDF+c78zhjKdLricv1ao/mTrm3/fyzUy1Qv1MjOHcYssRN0qU1XMF7xO6LIwPd2RAY8Xh2tlmYIahWWuKDDV5Wt+iE8PGbPER2zdp6+/2MRdNlROaTz1g35zUC3yz1Hm6YIN+5rJUlSSfjCdiXqmnleqZsJiVE/duToqhShBLBV5f8NjYvMJZUOG4NNECWGuD5wkaA6rO3V2fHrE1RleUHvKA6gl710kMJ8SnzdXtAn+WJD3nlx6iTzgHg9B8cj340lCAbLTbd98GPumpfHVAaMUmPY8VHx6u4sYy+WUeLYoX33Xx4VoVrCYqKHcWmRXqirrU2OYpBlbjcM7nZIwGYzYERdGT/KBSBYdG1ADwpVijuhGuLIVxdZ+GMtyDO8+gzSQnuEkVlDrmHciLPeHcUU9pQSqQZihCpMlWUdGP3jpyiYV2o7zRFc5jF+DOEjEOIgk/7lMlVIXXj2eaNqRMpD7Tkgmo6qAzYXTfIF+Z3lXGeWZrrAKeGTHz/zAG+4dRQ8jJlSEsGCag3O98BxXasmAFznoJqKB1RPDg+Ez4o6WQrnl32W/Yz5ozaGXPNbUCfWOtmxZhMKOY8NQFtzOTL6DToyn56PrWhBW6nCmSGnYHbCWATbEEXBSFC2GfTjIjFLyMtGU2g097jOdMmLbF8xefAnAngFFmGG1UmLAXHm/CqozZjM9IyLzkG6Vk96R9o6UGwrdsnvfxoY9dCJmxtITzzcHy3TB7lfGfmOz5L0ThRHO2B4Y1z3JKCaYZFEuekIHGIUoG2J3eii44Q6EIUOwqUIEajO1LGztaChFZTZBPOU7aIbQaAEuM74GUz+hMaOeqMFpcfQchGaMvXiSd2yZ4cNM9Anx+nGP1JiYT/eknXzISb8ezTZkYNIpmlwYHZKXvEiaZumZFqlJzHIRxr6j2nExqjZagN4sP2cbyd6W/UhLBjlkPq6HkVedMS3QjyreFBfHZuN8OeOfDDzEjDidCduR7tSx4KzQKkvfkWvknlNO8PQBLzmFsBFQc1LmtePdUq7EJ2ZQhY0N5I6K/9zCN761YvtP/Ik/wa/+6q/yx/7YH+M/+A/+A/65f+6f+9p//8t/+S/zH//H/zG/+Iu/yL//7//739bL/n2/sgsXtJ76TFXJMaQoZjNlUeqDYaXmKXtf8XlBUSwKvSlTVPbXz8z9kVMI8f3O8uaMF0fc+OFJ+8vSyHhpVaixcJ+F+3VF/Xp0rI9kKwl0MgQn7o1hcJpWtr3RuuYDRgysElqozWm+smtF5hMlJjYBJifuM+Knj12tUoJ6Loy1wySMU0G/yGCLcM8OGJkc2DgSIAE9sn4zvCUn13e1LMq10l+szhhqRp0eMF344HdKCYYHq9y4rakJ1FvyP90Cd+dxOSPhbG+/j1mDybBncsythpeCzAun/T3T3uAyI9Mjl9cz5e2ErQ1ZCrrvhKSum510VtvvfAxWPBMM+2w8sNFVsai8dJX09FPc4j/E4/60VVBtQpY3LI+fs7564um6sUwgw/Ba0dMJf/UZFn+LEjnaL5HM9dqV6TLx/OGJMsBK0hkmX3CNj1MV+DqF5dOlBxILkjXbfELMEzlxBCnZnKNZaz/6s2sx3Cp1OXFujcIVj0rYhIgxuSfEzhxfZlpsmM/UuFCKEmsnzFJGoHFgzDpWC+1+IPQsEByKZZ1oLwXvQbu5OTEHtWcM8fPTgDrnA/dijD31ok06RRNv+Y34kd/RV/n1w8aPGz6KWY7YX/7544FrpFbbZqQaUxfWcmIlkNjABhLC2AZKx4bgfWSIlWz0WbBVoCl+FI8iaxqmB4Q3dApkd3RTbFIMhyMASiw7v7AzLNPwzGA5C4s+MokRdmLTzo2BxsqQ6XiNYFijt9SsrvSXjSCNknTMkyPda8dLZSoP7BuU0im1Ur1y0sK9PtMnZeuHxj4ESmBeUT8RbScc6m5sFtmJnRqTVzZxIiqinfig4AuMK86EaOVUL7gF5eGBugzsNKG2J0HEjyLEHUSpOjOX7/Eu3mK2YX7FbxvDldgFnzxzE6Qg+kyxoO4bbaRu2L1Tzq9p253+YWNVY/iBPJUtydo2sDqY3g6utKPFo4g57o5rzQJU1/Q4GLgGzY5D71TxboTX7CJHoeoT5UM5qDiKmeBTIWalrRPnOdnva0/G/AviNbQSpaOrMppgSDYdIk2AYgJmlMm4Dae4Mk2v8FW565XRNqwENS60fuNtU6Yyc5cGs1GnRhSjzND3CZFrTgy8smpHiyF38OLsu8E0DhlGEGVhv95RbaDOFBXX93jf2E0xS/N+mR6w05W2Tsx1odaN6A855YuCFiV65P1ZUxJHnRAmtHzSMBCBmPiYIvW1+9czWRjJA/YRnpUHdkNsoyvJvw9nUqPvK2txdO7o1rDe0tPkRk/zVB4wDqSjjHxmlnnJKWN9TmnX6KicgS9yKqYFt/y1YwxGXPIgMC8sAvut8+py4and6PdbGjfXwtCSxuGE62ClQh8pUZlXyjy4vZOPP7pITkrY0zvjtcPsHz0kP2/rpy62/+gf/aM/8u8igl/7tV/j3/l3/h0eHx/5vb/39wLwN//m3+TLL78E4J/8J/9J/r1/79/jV37lV37al/6J1l/7a3+N/+K/+C8APnK//5//5//hl3/5lz/+mj/5J//kz+S9fFvrVM88xzNNXjofngUHACn70EPnWotToyB6QbaN6hemsvHw5g3mOYr8cctiZp4KnHYmN2y5sPqN2Ste0zwpIehkzGNiX1eGCt0LjBWVndsRoz60gSZmKUdvjhZHJ2O5ONuHBTkpFpeMAz46bFigEYyq6Pt36GRQA1l31NOkKB97wZnQJWI5nlVn9mfcGm1LRmx28R31itYbfW9ICG4TNj+yxjvChenVgt0Hf+PpLbghJXCUcprwZSKsEsuJ+bYT80prT+h9y1q7HLHRBPJMGsA0kMlZLoXzfeK2PjMVR06OdMVcqbYQ9UKUn0Bzlk91ZBGqG3vf0DEzSoVSkE8K2J/gD/3aP30qIzF1is+YFfRxwt4WzrtCdJY5mE+ViCRTbGSX0+WER6Naocwzdi9Iy89SVBI3+BO8z0WDos7zgZ0qVnG11OR//I6/+kk+3XpdHNegKIRDQZkfvkORE2ET2zEa95B86GlBo1JLQWfQ0ZBJmUpNuUid0Cj06mgN9JMX06L88JjC5xOjdYpPLM1hmzjFia0M7FAnArgq4QUbjur08d/LjzmE/B2tckqm7v6pCf2TIv3YU/L1BZseMcsQi6E7SCLgdHR0H9RQxhA22xNtOcgCSgcmOaFxMYpsFA2KdzY/DgYquCg6lO4Hko6WD+DZGc8DqlLrwlQW5t1oVmiyUwdslWR0F819UQc6DFrGks8xaGZpwFPLyZdFykcmxXWi6Y55cP5sxq4L9QgJ+xAd1fWQCJ0pfkre+bzQn5/xyah9yg50b6gXCsbiEzI57d7wUAijbUcwldhHj4TVE/PvKYnT3H8dJOWAphN4pZRgnyr1bWH2GUbH4kapN+TWafNEXSbcgjEahOGeBz6Vl+sHyuTcyFAtHEwX7DCxvcQVoAM3SWQiewakDEnzZMyJj+QZCSWicNcnxBTrhS5CNRCdKFop5Zl+a0ip0BJNW0rB7ZDC+JRNEzsR7jSDcZKD2xxHUe+AYAqzJi1kFJCyUbwzycR9KEt95KTOvliaXtc7bhWbTthV0CG4Cip70lxqZ3qlGXk/gjn2lJL5HWbDlxN7X+D9jtU8JIyR12mdXrFdv+A8PTGWQErFm8M1QK44wiSVuTzQqlBioszwcHrEOeMPC+4TYfmXAPP0gNUzS2kUhCWcQw/y1f0okpMPlwzfoYMaOgdjadmoWg26Ir0SKsBzSk009xBBUa/INFMckBUtyv2a332iIrdM2ByOD+EUyjlKJlZrTtiGpLxKp0D0mGT/kAxSIo315pVLrbQBz3vH7E4jMvLeK93zO/ZTpdzfITKSWnZMHEfVlBFJtgCGQpsG+pQhN146Fms2vH4O109dbP9v/9v/9mP/2xiDL7/88mOB/en6P/6P/+Nn2ub/zd/8Tf7CX/gLv+W/+3ut2HYO08OrSiPwJSgHQ7Zq4VNGQVRj2p32nJzXqJUiC9M8/5YP7gxgEGKZGLdnolT2Epy8EHZjUiXOD3zogxI3BoXtOR+QOir7vueDgoNlGxNRQAm4Bc0LUWZezTN1dp5vsJvC4virhzzVHms6n9nXjWJgy0RZTnBoyakKz58UgzQMxxyiCGyDoLMWkA76quLLjFUjmiJaECp+Kmy7Qz/RbVBjpuzvIYzldkbKDacdjFHnob6ha+cxTmyeJs4+N5wbpTg+Cj1SNjOsZZdhsuTl/mYWE8+WuvPRBPeKycju5k9wf8hk2JGy5ubsTxvqBXt1QnXhp6rNvvb6A1NPh/4nO76LYtNMfPcVal+iu1AfKjpVXBWTJLJUr5hnnH31oIygakEjI+L9x+jTf7ulqsx+Shc6afqaVRlHFy4baI5iH02CQI4/gUmyECrqqYv1S5q7PCOntRxDylFRnzE90+QLQoK5LEhZ8JLyhyEwReWWfMiPcpbQwja2r6U84jM+g8gHbCrIh3d4OTG8UUeh6pkWzgpICHRDpoJNM3Z0v39X1g9dcy/XoGimcX66osx0n2iWKZHGoGsecMwyEtxOMExpatmVbQ1xgzEoalRKJk6qEM2yM1UcJTnKjrHKTmpn8wHrbowpc22kGh4T5UEoP6gf0YJjOE/Hw9amKQ8sCN4jMYNCmkVGypYkQGdBnwZOak7VApuF4sG0zLwPP7r+I3+vnihWKJKhPHU2es8JRLiy1QnvA9ecpMSiDFFu3IDAy4V7t5QoHJpUYga9YTrwxxn219T2RDXL+8bPMM1JQBGIl4Jec8pJDLRWdDpnOM1hFNWlIPdg1s942tdEuY3BZDN7/ZJeDJ0r+wrWS5JX3PGi7HVQZOcJQ1npUZhN0OFJCLEMWMEH9+G04zt48UYEipZXeHVCd7QL495zuoFAVMQ6IUfQmRlRJtapIG1n4sSzpiHaiMS73TbGVPOwtO5MGjyUjVenR2K9IFaYKbyP9Ad02/FlwSRNqkUXumyMcsUtmyhYpQ8jShKBYsrrpFRnvpwo/TOe7P2hi3aGFeRxYYkKMvGOO6PmRO20CU9XoY2U8BQzzqcLY1dKN6ZFcHpq9C0QE1wjpVp1onY4L69ZS+MUieW1+NHJllVD7gZ3KJYhePcyY95SuqUZnrSvQhD0ojmROVV0NoQZk5WNlKaZO67CJqklX6OjNpDhqdEWw8+FMjlWA9+EqOOQ3qQEzzxowzDPfAcOr8bGRnjFSmXbDvBBJAZzqOeBfE1tuwvUMNbFGHtK2QYphfLUsmTHPYBmtLbnQdIGhGD6s6stf9L1Uxfbf+kv/aVv8338rq1/5p/5Z/i//+//++/22/jWlojgDMKAZQY94TX5uCetPI8bZoU+2sdRfLWJ5j0HgnbPm+gT7e83LY1AzYnzI/32ojk93gN5g0qtTJcTRa7otXKtRvfClYHcyc1JOkNaBktExa0QF6FTiZiJOKf2MLJLHpNlEtTLz0t2wsvsTA8z+uEB4gnfU5PdbcVND2hRhsroJOjFME02p/WU1EQN4jJjRZPVWoQxShZjh5RD+0QlUOk4xpv5gbUXdr0y9dT3emQhNUx4XZUP08Y6hGn6RcoObncmH5hd2J4r29ZgErQkp3XSoItiqgwf2EgqRYxOsekn6l6qespcIgkK97uAnVFXdPIM3Pg7XK6R38PH9zUoFix+wuoGl43YG9N0RrTgUVgeFN2CqAUrAlcwyw72TMVNCbtk2udPub5KKU0Das4eB1M4cy2oFNwu4M7saeB9+RkEyWKLr16/2MQtFGsD9USUuRXCZgLD6oJsO9UrYf7RuIUqakIUY2/7y7tjijParl+nCYggEWgvlDkT2sQM94LvkiEoLdDo+DwhvX6UkfyuFdoczdVPxgCmhnZNAyuD0yO8u+Vsei4P+HLCnjek7EgztBSGWJqhpwmfVhrysXtp/cxJBzt7ju2jUktgvTOTVJgtFJWg7IJtyk6kLno4Q3fE8r6u92CqM+GeE4hXC7oNZp15fv+E23uEgRRBF0eeUqJl44aORFaOLogrzQcnMWJxllIpi7HewAsQGVBzQDRSK1tmVCILFMAi8Kh5sPbINEkDbMN95GHad3T/5MM2o0zB/FDx5SDLyAw+EMsDS9TA9uAxJkYNdF4Yk6FPBt5AYS5KHTP7MiFPzqrBsEAYyb/XSmhgVrEx8/rc2AREg6HCcnlFe/sWaU5f21HQpezAUTRW6JKHGAH3YDYnNIui5hVZx9ExzQCe3lpKX1ZSqx8B05l52nl3f06qy8gC29RRb4xlYnx4xs0wVxYvbGrofnwnwBI7497YQtiqw96Zh4OunOfCojO3UtlbxRxkF6oo60ux6Mm7ntV41g7VkH1Fw1CvWBnUvrBph9uek1cDPzmTPHCeHnkejZicUU6ZrOsX4B1DFNWBxczjNPObdsM02GVHY8IlMF3y2TYFut/ymXWejj3sqz0oLHh1es3Tw8BKIDF94/1aq+A2KDVlUG5BlIqXZ7QJuxmje8ruYhAk1nCOQtTMd7BNeerGsGDY+6TBHO9ns5ZmcJxunvx7B70Y2vMAHndntBUbGZtUlle023t0qoAhFJZi2czSDCXyojQ2tHbcjV3SG+HtiVHSbFtQFlfu6OEVU1ySRKTFkXs/iEedkV/2x+nQ2PrHUMWft/VTF9u/7/f9ZEEZ/2B9O+ul4FVXymmhxZnTvODTS/cuzY6znz7GOZs6SznTpLO7Af14mvzWhZiGo2H4yZB+GHZekp1fXks1UyhPQbtW7s8709yPzT8LicHOkJZFpEaaRrrC5GjU1PmVEzbvmOtROOWaY+H5SMLTeiZOO14fWPaV3QuUD0fXo6TBybJgV08O7O6OrJ2zTZhHgvIlRdxlWtjbIGJGI0kAbVqYC4jeMFWqGcs8ceuB3Rt1Ai8KcRTLliYXH1DWCSUQ0tEe1UCMPgSrmdC5xDnxaMcYO8IZKmgoRc54mTD/nUsqRBTXQtHAx40SDx8lRD8cz/4TLYtkpB9JZZ92Z1OmoYQqkxU2KXh0pumCLZc044UxXjuzCurBkERIlVLwaSbWTolvpwvxkrYpOEtU3kwPTOUhu2cdxDXf86fSCIEqkXxy8WQla6WEIv1I4dPEsyGDMqVHAl/5GG328mep5eE0ypGeOg4pkzHJCftEC50MPwd1ogjnz4X7rwt3YPr0kBlKqTPsgkv8iBzlp10ZAQE/XLaLCBYZcvNiqpx8Sb66bOiaGmJMeCyf8esPb/BdkA32W8NtpeuO2YRXmOaZse+0az5kPPKwPk0zuijVzwwaoivRC4sqVyxJLWb4VFlU0dZRjH204306Vhw1Za6KnwQ5LRki0jZ4OjCJCNUcdeUmwl2d0BXRjk6DI5eccZjIllNJre/DmdkGFtekjYhhPiM15TJaBatOfbjgpYDNuASbGS6wR8XPhxmyDmQykJamwitwKtQ5iRDT44S4EH4Y1C3Qqkyi2DwTsmPF6ZESAdxSMhV3ZHK8Q7FHtNx5PyaGnPO+PS6WWYSTKbtkV77KnOZ2XxhcUd/4znymr4Uv/ErfQCxJJCLBkBWOKeruRh2KWFDLwt2VvUzoPmVQZxSkdPo9pTmjH6m1ogjBGHmQ3Mh70aSkydSD4RU55wG3uLCXNMXaqEwixOZUPdO3zs03kMIqN8yzyVKkYpNmUbsPogRyDars9IP9r9WIK0QM1BTRHY8FL8FpPtP1nsFHJvBaGN0QT3xsmfLzt21gEpymV8zLmwzqQdJ/4sb58Q238YBaGvVrBFOZ09shGyoVDSeqEm54OTPYvia7sFDmcUIuN+RFe/wNk07TNDzvmsZNKUGtThRHb4K3vI/GIVWyoVQxTDJW3hR2BqypHTIpmappJXMzZEPE2aVh6gwcmxb0PKH7TLltiOVzz2t2/Gt1nrYGMaXXKxxT5VIf8jCihsg4UooDn4yyOaeYWC03pWiwiRAMthD66oxIz0jUO8siMILYNgZ5uE/DbXLr1fXvWgjhb7e+NYPkP1g/25Vmp8JsnzPVoPo3I79elnqeWMPPYBO4feNN/OkqWtFqlPPMuCsx4CZpWoGvTtySgEGEigT42mglg21GHXQ6xbNjbS3ydYODiWqU+Yxd34NZsjPVkW8oOEtdiHKnvJnxOIF3fJrpP/hA1WAncMnNtmtqDCVG4o7Ogd1A3Yh6phc4EfQG2ufs3s7BYoFuO8UO7nEdSMvNVO49x9lLfNTjeiR6b1Sl9BlpqQsUJDuec8ViJWZH7ECKmQGe2rmyIGsjLgu35xtq/lvq6L/hQkDxfPCvHZXtk+/l72BZ+dGK7ONLJgFk+ITYhlll6Z3FluzcioCk2cfFqLFws/RLaMx4+RJtSlT7OzsQvBw8TdFlQYtSTg/UqTKpI3PkA/EbXuPjgYSkhABM5xP7l5XOis5CLdAno5wi+cXS6WofpShf0VPG8b0pyNdlQN8oCfIKewA7bsK0dGozTnrO7rAp6oN5eoXcd4wfZWr/tMvlt970fxyZCJxqhljNDt25oM+axtQI2I0ydaoPtCpaC24nzPYMoeqGaz4IdXpgnmbW5yfwlvrfPTtgpo3qwZgN1oFqIyToI5CjEJAhlHDcYDkrH2ajj8r2/j1SQNYMqwl3Qia+1OwQuAYehX2MPFDpYBh4ZMFbLjOX8xvUb0x+o2jGVTNJap/3HVQJSVmPajAk0wxdLqmB7R0pFZ0SxTYWQdqOFmVZLXnwJyfogB+TlpTMqSpSQU+KRGAjmwi7G1IqIcHNBFGouuCq1CL0uXFW48PuhFoy7w8CZmp7HBmJ+pNwTIISNY1ppTAeZnTtjFgZTXMPliN7QXZCD263NGqJw7Sf0oFxyIw0nBY7tmah5F6S7KKOSMNlIAQSRyy4KXWesSlYtw2KoqWmvryUPHSNxDnWotgoRD/xuZ/4/trR6IznDd0rIoHPTrFge0pdvKxZbGbH3bO4q4Hu+RySxdG7EWqIBfGgjPfZpJGheXioCR0QPyLMJXA1zAJzY17OPOtg1zTFL8sDdkuCV4R9NDeqz/jFsY2DapLTntwnf+jgLoIeSMkXpN033sdwkGYEMYVVqbVgJhgtp7RiH58lXQZ9AK5Hgyb9Ia4jtdESFO3YtLG5YXr4N1TQ1nG5HwbOmaKFp3tjDuF5KMFC0Ynd1rzehmFekMiDhvmPPkhCC6c3D8itUfZg02yKmDttJMVF9JPNqswMN7woum6Zr9Az5MZK4ghzL//JZJg/y/UPiu2/R5ZrYcs0iY9LVJI68qKBA776249qMNMckR0UfgenP1XjYqccux0z5jh0UaKCm9FCkBfm6scXA4lKtMK6bhR3psiujeyObEG3LYvRMhP1kl2guqIIy2effWOx7RrM9cy23KltpcbOEOMeTrOgTIqKM7oTL2azougMTAX6yNCRmAgXOvdkc1oQhY9ad1Wjlso8lNsqyKTwBC6REhoJ1ITeji5JV7zmuHKxgGvNP2M2/GxUn7H6lYFV40XjlkWynWuaazBUA5t+64PTpyseKmMzWpnQ/fbb/4ZvYYnkw0h9R1HE5qMLcxg7xSl+gf0dGheKVW4v16U4wybqWajxlWHn72TZy4N0toNBnt24Hwm0+fT3eDBPF7xMEAsiSrVCN46UTOdyvrCeE+8WU1BmZ2dl8kOC5U4mafzkIQqf3q9WnbEbEQutOEbjspyJ5ZG136D5j4QZ/ayXSPLNRR21QcHRqlQpNE9UpyPHYStovlBVkfrE3mZ824/pAljXnABFdvnNnS0ACujGtCyM2Vm7M41GV/KeuDkeTuvZXZ5qdrQ8jK0behiLo/a81zUIn7FR0rgm/ZiaHX+ppunqVIm6MBVDzVlez0xMLyhixjxhvVFF6DZwPWX37Kh41AzKA8QD0q5o3POPN8vPKgx0sHrqzqMM1u3o0kt8oo9/kaC8/HP6asSOosknqI57zxAeEWSuzGtjU2FeK14C2W5fH4QcxBApRlRhiLLYibF+oNlKKwt+XpEPwToXCsEowXkI675DbUQzShUmD6gGHwQ0sWzSBqMI4cZdlZBBLwM5OfEwodOKDce4IiMPpl6UeuiK5fzAOm5YNwilTGfunobXkB3uaaKeJXXJpxHcPjRoH1DPpsU0BU/DGSbpwRgQpVNPE8tlRq0itcPVsCpEmTmXGXowT4Woxvtb8tmrXjNZMfJ69lJyMuE1p5WmTKXgy4TVM+Jvj0OHc5kuaHyJlwCf8DodgIKkapRzpdwV7UnKGrQfWxz+ViWjihCSiEkTp3nFYuE0D75829E4ouXXTBQdo6fpMbM/GeTEzjQTZs3vqYcumbz6sqwEug00KsMLps40Ga984ike6c8Qm2LLzPaUyXImiviUhJZpoctOmRZy4pdZzAAlFPMJ3mXvbydpa3MUnpsRJRMudxKsEFbZdM9JYgUnEZ3aVkaUhESMH9Pg+DlY/6DY/ntkZbrUia2vQJ4685r6+oVV/UQXydjfb2G5ODPBPUHA+bqaLuGoilLxe/vqGKAHp1PTMZy8bYMqR0dbmaaJW+vUekrznDphEzaldrU+fqon/+rnU4dzce7uTNVhPjPkCXTmJteDmKDoiDRjtexO+5QYseGpq/S60P1O6MzlOw5diNNEu2V3yRajnAqTPzLe/22s5J9botJsMMqcFI2MzMv3VpQyFez7krQDm1ARXj08cN2/JDDqUZT5PBMPFwbPSGuoBSKBFSOm84/F3n3TUlOwQsEzYdQk3eW/yys7vdnlFZMj1CQQn1Ct6PTA2KePMpSj2U32Y3KUPMXM5KefiETyTUsQYr4A60ft3m/7/iOw7pQysdQcUXf3I6HMWMpEnRb0IY09osLp/Ej3nbEPxPWIbv56oW1HYMRvt+EXm7myUXXi2QteT5TW6aUgbcvAIp/YZf0t/5yf6XpJpTThNJ348L5ynXb2D3faKDhZZLo5RSdMO71ciS6ILNi+4rViljroEjPtfMOaYfdCXGZUZyoLtpzQcUNvydElgPtRwC5KnNN4qzaIOtHLnBKP9ynlETnIRxGY1BzV64aFo/uWNAMDQvJw5UaxgkcaO6XLJ4zgCosiN8V6g4OMkQ2MbDT4fKY8vmbdG2INesPLEV5EsLcPTJG4VFE4uTFPC1NYGl9F6K3jJfdOIQ+hdnlklOPwnSdTihXmcuby8ArZ78SrR7bfeJ8NlDEwguEDxv41CskgPR5mGRAk7ULzd9xa/vsBeChWHJ8KncJ8bXQ3mm1JePF6yAGO69scsZ4ozKVgW0e9Qp+QOiGv36CXL9BrYP05je2TZdAT2QAqU6WgyL4iVvDqNJKOU6zQ5AbTGdGV03JiXQVdF/b9AtsNmzOP4fF55qZHxoRaZicdoWZuzuwPvLsG3p1md+rphEXncnlEuHGdBnZLGc/KV00AM+Hy8AbZs7vbSxphAXQ6Mc2fMUZq3UPTy9LtSi/BdHpA1HG5U8x4OJ1odmO0jlaj37cfaYwtEnQ8w2R+rE/jq9/jbrifeJYPObn1wa4QYYwBbQxkfHJed8kusDWiB4vDLoLXwFoHPbDqamhY+h+m9FhxfC4eTj2f2KUTMmNxBv+AjY6Pl/0vfSx+On/cltVWOjX3CS2oFsYk2EkZ7bC3ixK+sJ539O2ahC9NOWzzgXlHVHkRbeabcoo69rtBa/qW1j8otv8eWi+601LzxnFL1M7HK1ny9P1jb8+f+MD3DeN3B0jQv0COiax+HFlWKWwGEIeJgez+HIgtxYn5wj4Gp3kBU0525hyGTDeWecbs0xvGST1Dooh8NpbibHvlpoLFhFgcRT5HMpliblhM7LIhEUiHKClVr68vNJztvqL7nP/9+AzVU+6hFR70M94+/gLr7S2dB8aR5rbUy1efkH71MPvYoR358yIpfWl+ZfbyNS2ZHCNGsQmt53ztwyjjP8VBKcQpElghmeW/60sOfe7KuIEekOssNTl+tq+KaPGXz0lQjvjio3D4na5SYNvy75C6ZraO1wX5/7d3/sG2nWV9/zzP8/5Ya+1z7s1NTMSJwVTtrQi1iJgIkw42zShY2ilUtAVK0aEWkdpxhgJt7Q+nY02bOi1GbKAzQhUqMWPVGSsWrUBAC2YkM4wEpVMlqQjlV5L745yz915rvf3jXXufs8+ve+695+fN+5mBJHvvs/fa+13rXc/7vM/z/YY1pHVYtX1D0ZajFxnMN4bShhqoGzqrh2yTYrHKwa/KvGREouVtZaf04+mW93WieNFB7X3+YVteZxqIVtGqUccIyeMs4FwuTWiHq9iFhp4xesArqJ1cS+fHa8B03Xky+AqnEazLzVT2JGbZdc805GuyFXAOT405oe5rtIakARUjITiB5HqWKuN8X0Hq8Z3ignFxXIHl5IJIXlhGDUy1wzcer56OvHWts9027/NJOFOEiadRvZgb8SxBY3BuigZH0j4rkGDUdchqFCZM59bjAr2SxAjBU/eJKR2+N6JGVMNwzeUFhLmQTXZYnc8FIkrlGy5MW8ymzEwNnBOW6pANiwYFIlfXyOoKefmYhrKbMPS9LBJcRTBBXIerR+gTF3GSez9MEpWPdJpNdEbR0ZrDhRazXHLoGmMiEzSs0XYpb9/bTE97piwhuQyEnFjwYkSX1XtmKxEZat6xQT9bcy8KLqJphBuNqMIaaVqBXgT63GRuhgbHUnMTq9MnqFyfM94p1+wanuAMr1M61rJqVF3nUpTpFIsVNs06/fiA+uw6bNaDVFkWts3n7akqYhrxE8l9QpJ3SKpqCfUd3oy+d0RTVl0DlnCTniQ1JME7T1VXXFz1WTJQZX0Ro4qzhtm9MroK9UbQir6quc4vgShRfFakE8XHmrZfX0TPdnzWr0WlOX0dafUcfoddThEhxsi4zUpXc/Uw8zjziHRZy1wH6/WUVZbSYIKnwWOt4qc96lrckkdCQKctVVKmaUolLZNgSO8JNiJKzSyR4CXifaJZcixpA95YM0NHgi1tmEuUhSb9ECLatqjC2iTQa6QNPa5u8kJ2XKMpX3fi3ODRMQTudU0aO7wTvF+hQpFxLluRmRdBCbYLV818G15YXhaqoKyt5ElYzWWt3B06l+dvoTLUbl/mR0uehEehBlmhqRzOAobPblgusBpOZ5OLbo2YoGWc9V4tgZtmbePoWI6Ri5OA75dy9koFUyNooA3LBO+2frbkmsaUFBGjWo5Mumw9jfOEEPNWsvU5I+UHO2NvaGoISxX9qiEyxS8tYc0pbNJhMTAZa5YY2uY7mzOuG13HilVcqFexdjAB2nBBzwJkyBmG09V1XOzPYbPm1BBxfUD6rZNAGrbdzXvUeZa1RkJFuMIJw4mSVHCDXu6B7ab5Jm9p6xqiPrt9YZjbeULRkCWnqAO6EkDWLltf2zlhoddQs9pE0JqmO5O13ft+nt0QE1Kftp1/pZplbIZaejWCO8VYI/RraJXrpJfiiLbvs948wxblpmto8888+3xtcvnHtnXp4nGjmq4TtFbSeN2oQrwOdeQVFluqMFMtODhMjcjOSjg+5MpiG06s6CKjMMKFVSQGbJqv4Vyznp1buz6SXI+kmjoqXgRSnxuZVYZ9r2ya0SoEjFbAB5drSYMha2Qj8Nxykhfizqhdg5dAksnCeZ4s75r02pNr6fN2PeNEcmT3POvxnWWNaBsRZrW4CuujmbPhKn64RpcZac94epHG56RGPSg6zctAGkMkmyy5HgLCKbfExLfEFElxDXqjF1DLgfYcEVyskfGYIDM1pJ5oFdPZymHDaxf/M1t8KxCiR/sO77IteQwNOh2jPpFcrsNWEXpVXHB09TI66RHXk3z2R0AGlRzN1vWeRJ8Sp2JNPVpGwgiV1WyYgsO0w4YMf6InkjPTTR2pRpE6NIxWG77kzmPaoxqz3F21RAwV6BLRIt30SVLv5oudjXOr4PJCJc2SGg5M8pJUheAbVhhTDWXQNywLX+pS1o9H8FVA22mWzNMG6kBdn2aqk9wjlDq8VDgd0/UtLe3Qh5Ft3Zeb67mYJoynT9KRy+gANAq9rvcvC4I3x9TnEkGvkeBqtM+/Ue0j08l4/r1m5m3rPhnD42awdGbHWhIhJ6+WZcSkh2iGVjcwrS4w8qc5p1mVrIvAOA1BqOJwQIWJDg69ikjCxxpvihkk79EVxdWSHVjFCFYPxyLz7HPe3QmYq8FqVB1eB4faOiDBodvUa7tNNwlVReQUai11E5B2jdQ3dK5n1VbWG0XtFFaNceM215ynFiXlkhgSWQ9Qrj01ksLhoF5I/Ybk9XD1mTp8HMEmHeHtEJ0FHXJZDWlqNlyjCnR4YKlS6jqQZGi0EMX5QO0bOgtMraUSx1r3JCHlCdxiJMQR4cwyVVfRhyVWxnkqFVOi1dTeQeqzEsgOM0xufshba1IrI69M+mwff87nH6jHgRriKtKSh7ZDbQlxLUn6bJNd14TQMe07ppO1LVmj9e8vLMdTSCuMLGatYMmZh374Kx88y+l6zOd6zxu4kVNxmTTpCdVpLqbzsz1hQLEhUFOX3S7Vsh2yhUjld5dj3EoAxswu4/m5IfOyz4NBZOg2V6Jz6OlAuDjG285mMiKBUF2HVmu4kDvog9tbFnr3Q8nntCWDZMPNJKO7/BDqJBsyOZlnXkZVxfi6ZbT3uLrCiyNWSi1u7gJ5Wcems/rgTZ89WwxozPbxdU0viq/qvAXftnSWg1aVWZ3lwbNb6ZmIZA1tkXm7hxkED26UYOKgm5JkVlrlsSXBLhqurakqkPEaCLTS4+qsaZwUNOVsWy61Mlztset8znpfyPOWc9CRx1PFMLEcjAk455jnCQN0LqsumC2h3s8D9dlYOEtEM/qQs+W+qkgp4ILHvJAc2NRjEtA0m3hz0OXdLlq+MkgdSs5Me++xWOPDKlNTsBH9NJDMUFmcs9V5TI3GL1H5EalfyfXlMoyLOKJ6ptJjYtlhUQXvsuyauNxsKToEyi6rLqlXckNinrFyjTOYG9GnNbSJeIFlKvpuhW51bb3uVWNugFXBcNlsLJxBqoYqrtFNHXSKkvC+y0l7S7kxEkOix5yC8yxX1xFPdTBtMT/Fk/uMoqvo0wS1yNhNiNqwtnIhL1hTi7fARBQ/mGRlYWdDQ0OaBNKwO2iuYSkoSEANeh/o2sh0hSzj6UEbQ1cVjUu0dUu88avpnvzc+vCRGz9Ta9TN9bmMoj4FKVGf6ml6WLMlzI8IIc9dGh06MtJkWCDY0FiqSuVHg3mT0lu+P8wWZjOjMPVZY1s27HrunZANoMygneJ8oHI1g2czs/5Lq4TpNN9fZyo9Vjn6NJQXhYh2LZYSEhy+UpwpsXJM1dE0gylNPag0kU3zhHEu2dLcKxUqR3sxy6BGfyovAHeZU5yDST+UiLhs6qMyxSdPH2tWpCMFj/Y92vR5x1kcOIdagD6rC2HZfVMtMBfmPoaUYPuYIyIs7vCuT/TRVfT9pTOY2aRMdlwl7/x3hvlI7xSR8whu7uwoaXalxtxIoh5UiKHBT3PHuZEbYLyBr0ZZF9Y7UtdQDXqudTXCVDl1akS6uIar96LEERAMJ45gQmsVdS9MyeoITptsEmBVdj6z7OkqLhuU5PpNg77b9L5bfyCnnpEbEZZHTJ84h9SW/35WNmFK0+QykJT63EW/1EDvspTUBJAA6nPz0qzsxDmq6hRxqP+8EnKGZ+/NlPuJIogJzXJFTOuBvsxrtHPzT/73/Jy3gIYpcbRMTMY+tRVcEWKSlQc2XDyjZWOtqeikI4jLDbFBs+V62JtCzG7XYrSaPnU49Uy6rFktMuhoV1lXV12F+B71FQmorYK+u2SZx4GxIUtU10IaSqRkUGXwPpfMmBdMAx19ngsAi55Rs4RcrDHXYuNVtO/BeXztszHJNGu4JxH8LOAQB2L0MQ0GHQ51iT4MvR/DIfm6wZxy8UsX8lbzbG1T1cTOM/JnssW0m+8ZEPEkn7fUQbKhRqiw5a/A1SNsWDCKzoKj9esziCEYFUMWn00LlOHf6+tSNslZijjv6WScy2si9FZTueXszAPzRdz8PFyYp4fPtQguEtXjYmLsW8wJoTKSGEynqM/9AipDsC8CEpFYIzFB7OkngGTVj2QROpe1yCc9rolUk8DKODc7e3NM5gs9RWODVSNiXGZKtgWvsmUZaMeSBFalw1nM5iLOwSg3qKJTvD9F9GtMRmOCBCrvMRNiMFJq6PopXiKSlJEbMU4tkgSnObsvkgMt0SneGW3IzfXCGcQpSMR8m5NTrZB8pFleZs0GKTjJi+qoeUdDl2vC0g20589l6UZytjmKJ/mGGBy2HIjNMtp2SFrN8wWGrxpcvW66li/6oazGDPNZmcjpsLOCDIsgxQYpvpksL7Al0N5QBbUj60omSkrt4u7dcC3MSjtRR5IW81k1BVWsWUa1x+savVum90+AZGMZix4Th9WRxnsikVA1Q224x2yEpAiyNngbBbx4qqWKtjWq6yqcrzAXtz32Gc4Nh+eV8WouvHOazXUgZ/218WB9Fk9QofUBdEh2mSC1wmruJVAFi3p1ClcHSAm2TxhXsp0ssnECv/y/zds8ceGzVXLPkoiileLOfAVu9TxhrceN15B4AyprGC3e56088xWxgrTqqE1xdUPwNYJQ18pkmFT7XaaaWeOFWINIByk3bmYjhuzAqCKoQWVZNUCsIrGG+Uj0o3yD7PPWuRjoDmUkM0wddVXTNStUsUZVCe4Scmz9+nfIwfnWYElHVe7pq/ZP2u2wkFnGj0QIkc4rJCXZEGj5QN+t5lq6jX8nks8XdXki3e/jGm58s+3ZnV+39TH1NZUPrPQ9XiKIz6YXl1PWExSZ6rxGfSOmhm06D2TQ+m6lRaXCxUg3HlPFBhms59mxSeowWA+2dcNNTM1l2UurENay/JsatLlcY/bKytdM4xJVWiVpymXQTnA+5CTUdBUG45EQR7kZykUgkiQHB1GEiQ/DlrRHNGEz9z3Lzc/RVVwYr8ybFnP5R97YCM6xbI5WKpoYwEO/1udAVYYAybl5s+M6udxlXiIgRqUBLzHXbFvEdD1bqaIQAnXlSa6lGumGRsJsNpNSwOqIySABF3IT57ykRMBZxbRbY7tT2EyzvvI0z+nqPKQ29650m+fNodfAJDtVDo3oC69witRgcYReHBHcGirDgkqEJA6hx0KgqRqcr0gSUHFEF5j2iR5Y1kB0nidpc12wRYK5QRXI5scz/JB4J8Q4e3S2GI8EKibthDTriN2gwCVAFU4x7TrabvBtECWGM4AnWQ0hq91InZDVDp125G0AkEaxRpAmm+fkZk+HqdGKzRtqm7YnSdaezmVjDSpjKl/jvaCnl+b9N04cLWR5xAHXOLzr8aoLi/S5e62rCSlmg6dtyuhsiN33MuvI0PmqwUhT2VDhJiT1WYVEs7qSJfAhQO8wnz0AJr2jwyHR40MzHyJ1hriQdcY7tx7ASm6mdV6oWsfFKYhFRByhaVjyN9Esn8H87oE2w2/mBrnUU/H63Drfn6fnIiqaS7tCVvKZL0pNcFEJlcNPcm16Z9nQTszQeDwDbSjB9oljpxKLQ/ns2iF5M29w41t/zjURXzfQjcF1qEi2eRaDmDsTzYX5xWyab7gLTYN7WEiokyFTH/NsNNxgnGmuwaxi7rb2OfMmPYTREm2XBqnE9clPRWnCiM6Efq3PtbK6vk2eD2r4ft6oXI1zGzJHu/1WTodGQEUmMnOZXfwulaFLFSfxMlRRgkW85F2MrPkUyBW5goVA1/WLhi7MgtyY9ZVt/7+3Oo/0LbK5MHDz60xwLs2bLQEkBPBLVL3hNS+AdrveRJXU94vfQwStLiM4dhXBGILWfG65qlqs5z2GJF9DaFAxAopjqJ/1WdrNu5gd+CwQzKNdmyX8rCeY4Fygm05IOuzMqFFbTSc9lYYhzygkrfL7iDG1DnAE6wkbFnHeQWe51CQhWe9aA+YMl5TrtGKiLW3lcZbLTuiMjpAd/iwQYpNLCAZFhFxLoeAqUrOMekGSzPVBcy3v4jl22p9inIzVMPSMbJwgNZAqw/qG5dENpC6h02lurvTrJ6EO2sK+j3jXAZLdatWjoiQb5rHho/P50jBd6iGtkdI25+wQgXkNi26m5B06GQJrcYZWhmlPdo10JDW0T7kKW21wYvRZUcZPsS7nYb0oFhIX3KCjrWFhwRvy7j9mzPuGdLhGc8A6xetybo4jAeNN5VND5thXaN/B2lreGaoUrbOUKoPkkXhdLPuSvCuhlhidqpikCeYdzkEIs5KubLCjfU/fDmefBqBCNODUc9rXXDQ3r9cGaCziwlKWgB0W5d6yGVwUN9+V9lblRmxVEj0qSu13TrJcTtVa0EiX1rLTossZYu9BfN4J0D6S+hZNfd4FqA11inTZnGyWAMh5rPUxi9FYk2ERLeQmWMl/o6aEpEySZSfQoaG8cqeo4lLuk+jyPXULvoa+IwyJma7vSZK9fLtZYsFVePKCZZ4LM4cM7sWiFbXrGI/HrAciuV6sT5faFzgaTt5dvnAkuGpEqrP5AYy3nSg0DN3aZjift4ZFBSzfeLxWYBFYwwt4mdX45oslWsW0Gw+mOTuRhi1jydvNrprXKEbX4ysZ7NgVIaDSAQEXw/zv88EadG0Ohp2gIyF2Rm+5EW/ObEFvlmt7Rfa84NHKiGMltcN22YYZ1Gsg9dMsZ9TnEoP95KAXZRWOTsFUmfie/kKCYFSD/JJzkT6mLVlhb5HWchZsP2q2Yb3+EfLWo6nuaeHmg7Cxf6cy4VzdYFOBQSFmN3JWMV1hveWAKMQI05aZUsVxmpZzANFtPZskNzw6geA8Ig5vAcPoVdDAfDs4NB6ZrGWzHk2kLFFAsgAyBoYmLTUCg1QfDqvGWdMZR6oirpsQBUahonJZGQHyOCaDWiJ8uYZuLTdJe0UJ1D5itaOrA+o70kSY+oiTBlVPrE/jfJVVP1KX4+zZeaGOKizTVykHeJYQ217a0dQRfc14pHBRkCrLimY97UR0HvWnsRBJHVk1YptzJ0aYJKGKivkmZ0QtDuORyyGk3/r53kM3BRciSJuNqSC7UPbrBikyrzFg4TENZNUbneYqORezk6IlNLe15s+JuZdHnOGaJssz+4joKo0zVjdOn5p1wtV7fOUZTdZwTnGnl7Hlap64qF2DutyfFGSSNZc3nGvr5yKEqDgPMfbz32QdRy7CWH9MXK5lX6o9fVczTomJGCEIbYwYDk0uB/ppQ2nhcGwmDhdGKGNGYcTYOWzY2VOVXL/dD4ogXvFPGNH7bITkFYkG7c4GNVfKrCzNW2DS9kx0gpgnmGctrJBCLgESCbjVSdY29yPC0mmwnNHHHKKBICMcHvUeEXCad4jDUB4mVVbtwlXzsphKA91QtmSWdztlmLs0br+bm39XBduYZFsfa798Ck0dzTgyOb+ajXkkJ+vUN1nqUy8gKauNiUyzNOdwSqu0l7cTeYgcn1m9sCe2TPKHlujOE09wHsNRuYYx613VTrKlbTWBtdUeVaFqKtYma+vTtDpEPfm0m64300VFBYI6oro9repl1gGuHnU1apJND2NeLefGDMHcEiJbpbOwJZAp9Ana1XkD2Ba1lvnvnTY8dOkDXN96HraXVRayLc48XcravmnYyrxacqZtDAjRH2wtt4jgyHJTdd3gT0X6rmfksyxiaLLOuPnFDK2KMQoNyyOIl5MB3ssxMWi0XkYxuGzYrI0KS3WgC8wNUnYb65lTJjCX+vN7nOidOLrU4bQmhVVwHp1GcpnEUZaNLCJmQ6Pe1t9BgcYqzusE5yNhCKTHjacZXYf4nl59ru0WY+ojtOtyiWkINJMLyLQla6ORM7Ga9fLtTETbnE1rmlO4NBmys4JVZ0jdBcRW871bc7Mp3QXEe5SUS8skZxuTF1yMeKmgnTJOgrrB7U4km2YwzvXcEnI/ijm0clhj9FNjbjcwu5bd1vGWUKH0EGuYViAd9GvZtnvDubldoC1DCUcMMQe/tvcdDhUhVkBr2bhs2s8+KJcZtMMiVGeJh/Xek/yzK0RDpaPretS77ALopnmnSJRRHZHY8OUhkazOo6lCVUjD4sqJp0eIlksP1Tm095w+s5xzJFWPNT73Kmz+Di7viMZe5keWexkC4ofabRIhCG6idC14F3L5YPDkszKPZyNr2Tq+cvgm1yOrM6x389KWHFRazvKi87p7ht0qRalcTWpX0WjUwaNJ5opD5jxJOmRWhtRZNk5zilvODdAHVUO8sSzNW0D6CmyEqM/CLdpD0nxdacq/jKvwg7BBHtMpSva38MmoXKCTFofL0pze8BKGLsZBYlcr8BHaC9Qxyws6Edb2YT2hqkgV6SY9latzY2zqUR/ICk0TXHAkU0wrkrQ5qTf8HtE1pJLZLuwXwSJt15Mkb78caPvtME/UNVDD5ML6U14DbT8lWEXSiAurcJMwPT+BysOQfRFRfAjUzQjtqyFtlG+6GtcNEvaqSqhu0IN1BtOeaMYpM1ylTH0YGnRCDjhTm+8proJuAkPNoojLE6qszt/XgqPd4TpdqCPf8Ti3f8JpbvgKtpixn0uG7dNKXEWp4wgnIasAHBIiHm0SbuqxZtYgKfhmU33ohoSa7mHBshc2hqUiWd1gL6Fq45eYdhOqTTs03o3oB5msy6HWQBSH22Mj4yyrvzJNOTMvPVJnDeC9NmMeFtsFhZUFJoCrY3ZNVcu11NHjqhG+8nSasj5yErQ2JAjSZf+4aJGOjj7U2Skx9Wjfk6Yr2bZZlcotY0lRfxHxgu8C0hviDTc6jXOB5Kr54sSJpxFj7I2GRHCWLbJrgd5yaZdzaK9Ahe+MhA4l8Qmnnmk3ziVqIiABD3jLxjdrs+12DKkG5Y/tJi21LMPqPNIByQ3J2Q2/4w7T9nwuEF1YCO46PhuupY1Z6/m4uYg3oWtqzPq5U67Ihnr0ofxGe4+0U7x6hA6cI0kiUUEajE2cw7zS9w4VT98nXF0zoSWRkBRyGdGsv2b4qopQNxVdmGD+EovY+Y/kEWlRVw/3Oqg1klRZ82foXN5NUB9QgTTt0eDp0jjPByMjhR438kPpQkMvEOalCSE3yjufz4v52A27MpYNrebeAcPxubm8qA07FWn9/dQhzWlcrNicZT9IZv0DPgQIhsWITLvcSxME14JpT0g9IusSpcx2lxNoUFKnND5QnT5FokW0njc959dvOC81Z7XVV9h0QnJXEOhuzm9Vho49khxyfvaom/c/KxEvDkePJc1dArq+03BcKcH2CcSpR7RnwtqBX8c5M5FNI9Kmz/IW1hs8BKw6xaQbI3FQ3ehzLRwqeB/wkq2CszyAsOM206WOSbP6ga9G0I/po1BZxeRUz7RRdDToo5qiKZeyJMsrctlUC5u3ZY3UK84buvkGOKsxt5C78DXsuLaZmRNkxeQNmXBzBAlzB66DRG2wQN6nYPbSCKoRYiBUtuvCQUQYhVy8vl/HZ5Ibdbfay+xO45dIbms5gGkgoogq0fZe5pJvwFcYJA9NTqKCxpMxJUfzjFxEXeSJoTcjoQRnJGswL3RdGjK1ICm7BWZ53uw+WjvPWpySek/SNmeDmxHOBzrpiT6g4ymdXqSKFW4tkDQLiKyPm0crQyYOP8quhLW3LIkWFZlA5QOt97hQ01UJGBEk0YqhYet5qOrpU7bRtsZhtQ3lwNlgywbZ023rUWdYthEfLXnatSlo3rW4FHlnJgyJikuf1esL9g3vMcuszxtrBQsjcq54DZknDmRD3CRAAG2yhbcPiD0xbxoVF3BVk7PDIlRe0anQVYE0USSewbpVGBxiSbn8AsiKMtPZ8RqDdPkW0jZ9LTlEicPCYP3ZqAHvlwnU+XkGk6poqCpdOyyMnKLV+geqSN6pYTg369PQTqAPyHQy363aKLGratDkREndGj3ZRGz7AVE0RmRlQ4PrPKiVDfXFB0cMSgiOVsHV0CZwHbAmONfn3VzA+4C6CUEi0uWlZJb361DnOe2XGIeOrq9JXT4P5uZe823p3D/gghGqEdILcZsdi8tBRHIPmNRoHCHjFhvGw6lDOkHFUzFlxSm+gy7mnQU5xvPn8T2ywq6oE9R7Urc23/I6KDYGkZd8LYKrA95XTJPgLND5alClkKz/6epsLsClt+p3wzlP51tkNEL665HQ46sGlaGVWy0XMQLiHbR5a3QzalXW77WtuaTZsQUXSVZnyaZdJkz1gb5r59u/OWPk8L4+8AA4Wk2X2gVZqYMieM9kOibGGi+enrQnq1znZG5xv1/eAyaKh2zxnD9lT3+303iYOrz5XXWn94toFavT6ZZdj5OADVfLTANZJWsGt0NWU8jOdWoKHbnhzEsOJL0QpcarASOeGH8Z6af55q2GpEQ0h45GrHUrg5SaA7qN5Z55V8U1iEGdejyWTUdUqKvT9CsTxLK9tNMaqwOVb7nwRIdaQqhR89kNcyBYpOunVH6EWG62E8DrLBC7NCKCCxEVIwbJLgUbM9A7vImo5M9PHbZl5b9OtIpWOoI5+rRezjdXYzFHmm6fZZzLdALZKIi5YoeTBtHsZZAb4wRChfhIs3Rm/h7eCckLvQrJPGIOzwhkmhfTCFWIuf7XCVMNuXY9CJ3sruk+Q0NEUouFrYodQYTKj+jTJDe8bvmShtQeUr94nWuEfiU37KsnmeXyhEmugajciK5TxjJeeDvVWc18x6Ars+NxWxCqmANT0YQ1EXWGq+q8IGg2yPXsMzlJnXPAaoq4ngCkTrBJltud7xsoeGdIn3un3FBu1bkuL15kECNgKGX3+X4+ZJPyopTFnVmvnqtpYdmIM6OywNQ5TPJ91zvHqdTQBY9MniRE6Jpp9kwIip8d3DGkBNsnFFHBRU/qI7LLpLxvn7eXQHHmnDdqCNctwZcr1E3o4lCzDISlEW7aDo5je8Opp+2n2zb9aVQ4c4oqKOdWv4QMBgK4ChkFdBZsi4JXdsq87uX7WXC54WWX14gqpoHZlnHll9lYF3mQbCctd1CEUU3oqtx8JIJdzgQ33y3Yn2PJtXqRFgdc3aImxKza6PZa03SVmDoav0S/RfP95OCdz+ZMvhokJ1yuH7ZIbxWdepIuITFra5sHCYZ3S9SuoeuFiytfpmuHbWL1BDziR/RcZOY0mY0Nt95M67BEP76Y3WQF5oVh6nID1SyqFLKjn19iKktctDXUO6Kr8ENDbBrqjL1FTA1fj/DVMn13YUF+LDdqKymtNwEb0G8s/pChBlj93leWAlXV0E6mhHlme+u5aJpNZkQ60qYtx/l/pZml+g7ncgJw2WJ90P1WNVI3C8jz/pyoYr4m+vwb5YbDmeKHG37aiFqD6SodieDBR+H0dUJHVidS74kSwE2IGxY366Zrm34KEVxoaNss/+eGAN2pJw1LawkVMWx1Hc7vG8lGBxs+y3nQBlJLdBUtK4t/q4pTv9CPtBnb9E9xSuq6LPfZQeMjXR2y+ZvLCiDmljDxXI0M754QAVlC3JM4zXsj+YpRRmEZ53KJVJLh9LS8A+20gX6VkTasOcOG7LcKdAZ0ECxgjcfsVDbLaWuk7/BUBMl3uf3+amZZCSwNxy0oZoZ4odPr6ftziL+A0hE177oUB8nCvqO1oa3uvdj5ChCvyLRDneOS4YCrIPVZTztUtI2j73ODi3kjhGGFHwMy3fvGf7CI18CkW1uvNyTfELLlrODrZaw9n6WDhv1qNcWlnA27NLtfoCKDpFTQndNS277fLMt8bV1qIh5cy162xjdTV4K4/a2vy9n8qy+fMZPBknxfDuuaxprT6PgcFh0u2qB1W823z7OZSHaK7TWg/jQdK6CDtNqQhXUK5iRfpTL729yYmSRkV1CBIGnbBbcPFaddYLVbGeLLIcgcQnNgbuo1iKtgwcHY0HpobBtk/jbbiYhkjWqhYhqFNBUkKpVr8G7R8dXJEOtsPEQXIU1hOmHxjbf/TUUE81lJiV5ButyYdgm0MvzY4SqPw+hTQqJuO63NSyR8TTtNiNX4lFgjZ5M7qpzNPv94NskxwTs/z+aKy6Yw1idSfwM946yWknLj97SfEJ3SNDkD3rVDiVTtka5HWCxFUJfNki517Qarsj470NHRiKOVnkoX1VbmP7AIOdBej+JNHV5q2rR9AsTU0c8WOTsEbW6Il2e3XfHZNVFU4CLUlQONaDD6bTwcDoahbyE0VI0joHT9oI5LdjoO2uTeCfPz9I+SEww2rUl9VvYYeaXTjmp0HVO+hMzKQcn/FGfrZTlq80bXvfYYbEZ1XZhAVRd+9vVqFY9WSyhTuDCe7zCloTVdKje4cboFOeHjxLUVATzFEFO0cqT+4Lpvo9V0Sz5vbXaDa+KOByTZvMEZqgEk5BWwCU5lHlxtFMjfa1CzeSIOVg/mNIaFZtCsbZC+RTGijXDiwCqMlmk32XXrb/cPz/+wWKHR7TGg25hV2roNetIRCaS00bDicv++RLNzTuhP4WIgnB4Rn1wlrUUShjYONwogbW64kpxRNhWmg0zYtldhZcg0KxGp5rpYJwlRYzpzJd1FESgrQcza0dbrmKNVTHWSNXrmNeMO8aCVYt4vVIV5DUz7CWFTvf6sdrd3wlxhaFt2H0wZjn237FuWwyPPpT5cYnE/BDpOiaNAdBHUaPse5wTts+75lh9dckNktAi9MOnyfkDQ3GSuViHqiKey0tOpOFpQedAQwXfQJtQlXDS8OZxZdofd7neQWeJj65yxOJ6zjPSg378DXoww0x+/jPkkuCXafrbjuYtnwnYfPa/93vTw1gdI6kgHXOK5flhGosJsmhV32opujayS0pLvyY3HeU/qXdYCF0dwjspFUq/0XcRCBdrhqwobjdDJBWwtkcPaRdSMtFH6VCw3A1/BPcEtb7xHBmAMslE1h7kePOTAXoKhq0bSLA8qfqv61XGiBNuFXdlYmlCpI2mW8doVn92cxFdI185rdGcSfFmjddiovBz1ftbrw2ZSedHVWKjoUmLUjOimHTaockRXIdMWFY9TT3eFW/Xz1fVg4bw7kSy/d+kaXNupyeaEcKWBdmERMYcmrk6v+4gQs6FENEey3iudKXVo6HuHUDNN2fRkXhQxb+rbUMNskvXuxVDL29g94LxD2sEdThzWCr2wY1+CmqF9XgSqGqo94mPucXEB0bzbplUkRCVov1hzuqHpu98UbHnLZjs7NsflL5Wz2dsEcGnTYmF2+VzNwjM3bYbh4y7m4xyaw0XI5XsiWzb3Zp85bwAcim9UcvguIlnho3dYlX/LRJrPf6rr9bzBO2IFfaqAJ+nnYzN8hhg97eBm6aFf293hVYw8f3bsq9KWhWy6Zh76DTurw8JnS4PmNjtvMtRr605zn+rcaA0XOawSQsj3xgQEa3CVJ2rFtL2IWoVzPaGOqA/YNJc6GoY4h5nRCjhGqB+jMZF8j3mHTjfK5grVht2czcZbIUDXBa423s3ntGQnaNfgaNd/RZ1l0XNzb1ULa52jUsXH4933crLv9oVDRSVLfu3G/EYaDDOh6wxNmrMaroah8cIvhbwqvswbjWh2qpLBBEYYVtjeYyngFNQ7nGmuI5sn0eXKtawv4xhzANrs+ppoNV0/JYalbDctB69SctTMblIH+xnD+XDCMsW5ROn4ZmT2hBiguNEyVA0qORDvu5yB1EEBArLj3RaGUok0BGrOdNAoNi52ec4R74mpgl2kEZv6eqaSWK6WqcIyLV/O7+cDRI9VDnFLuJU1gmWTHL+DTOZQeTLP6DkLoNW2FtuLf7h4fDPXxs0lMHqZiYadEMnyeLPPyNnavV1r212TWYnELSQWVJUQmvUASwf1jz7X5ohvgB6pz8PaGK3Xv22wCumnhORoNeFayw3re/lue3rVdn8oG+L02dakzxrRO5FymVKsl1mTDqu2nqeVa+hTt3ODp0VSItcYM4y9gKRDWkjPdizkDLgE5yaoZJdHswr1gus07zJv2BBXTZh6IsuI65HYbkkGeYu7GsY4l11c9wPzSpcEc46qc7TmqdVjztGqpyVBErxBHFXD8R3vHeQSbBcOhKz3akO9pg6a1pu2fi830B4mTR22K6dk6TdxCq3mRp3gB+WTfWSfSx5MDVNDGA8ZupOX0bxcvAXG7RoHWTMRZIN+buFQSX1Soc4AACLRSURBVOoR81mFJCWQmbsmpH49kysduA1B3GwR5sUxcU1uLraaemmJsSz2dajK3GxoJ7wGYnPD4Gio2OgUerGjb0G9od5ydswrI29Ubvc6/6iSBVTIJTCX4043m6+iq1lrVzF1B5vnHFT3VDdZVl9i/kos1sJnudehmY8saVn55RzMbPP9U66NwWtktNRAkMUxFsGpJ0hPAtwBewBcTu3wwve2WS17YFRfP6/9FVFSyo0cM0fJnd8w72xE83gN1IPTqR5S4/qM4Bq6vqVyIzTVdHIeCx6nCec9htK7fD3iIqqT7OjarVCHJazq6TcskGF9N+kwSgBFZe7YHCwycqdYrm7kYvc4zkU6mQyr4WFFfDx7IhcowXbhitjT9SYO1WzlvHFSUycwZdiGvLILt1IYJJvpQ0SZolrjpMs1lZvSmypKN1jxXvZkIbkTvu3brIFbuGycepKl7Gh2QBy0RX1hK/NmO9GhznrDczJkPXUwohqyoZsXXLNsbCMBJw5fV1iIxN4x7laHErAWvwd5RKkNmYRBbzdijeCWl+nS6pD189BPUOey819i55KADagowSL9kLHcLuicf+dtmGfdDtJ/bJAv3cuC1omjTS1OA33foXOX32HnTQwn6wsbp25QVpmplmwy6CGPY+UaUm/zmvd5/byBdhBUSG2APUiU7k0Aa1bDu/5iU8Mlj6K5Fn2bsYpWESwy0RaGXiQxl8uYnEdlUTJQ5PJKFFQUb2FPbsj7inmielY0EiwQSDhxXATMFAtGoxGkY2IgU7IhlVWgOjRD6vpvP19YyBYlr5kL7kFKpCYLyHQNH0/Nd6bVecRDrY7z0wu5R38C4o93WWMJtguXhVZGmnRItfupM+80R6kw4oZsgKhQh7BnbeYdj2U2yYuhfgnpehq/Om+MWjweJaijT/1lZafyHw+d8Nof0FbVUyNIdOrp97i9XTgZRFfjrUJkyniHvO08aLmEJJeMDEk2N4sxNbRXlsJp+tThLVyyFElUkMoQjbmkS7PpjU4j4g1RJVRLtCsrOJfNX0T2dk079bR+sIO+wnnroPew5g1/w88kCF4DaZPKSnAVfijjkySoH3SZFUwV72qcebwFgmbTmEupomxXi7/xOXXZTsfEqC3uqC0fQjZiMQ+S1vWONv522jjoUt7V3O49hvee7CAekLX0A3BxvQ5YssHZxuO/7HvFUWOBUbyeMUrbTlnTlfUdYcmqL7iApDXMVQhZJUctN6POa/nF0RFRHdF7Rei29JTMXHAPFDWSr+dmdNEqVmWMSAemQwlToNcWKWUkhWsJcbrjBAeLGQbvjelke4k3k4PZWMtqBrplta2iu2dSdlMH8Eqa9pg7qJXzCZvQjxmzzKc75pPttUguEXD0G8xeNqqGVK6mTz0d00sHykOws5mr0o93AQ0N4hZ1k4O47Io7K3nZAyIVydeQLGd5r+RwJN90d7vinQgT0o7fWExIXdrRwXLjHFy5Zq4Ak8shPFovSu+JCo1fYi02ObodMDG8VUQNW7PMsvXfzWyu6Zzff+fvuNvuonNCAPokg6LNMK9v3DXRTQ9cDRby/zzzOubKNXRpuqfdlJ04shSKKFECvSRSWs9SyxBQY56kipnn+tF1OLmepCusrKxfIypK7UasuCW6ySpyCEZpW79G1nPf6GIlGkhhRO8DxkoOxglgHPsG8xJsF/aZ9SkmuIreraBu96zH3t9a9rQNu/ET3GC9vFOgLaqkvkd2URkREWy0f5PNbAvX22n2Qxv6pJCzW+v/vl8Ei1nndz+YFRkfgnvktYZPCTeUhMwuU1OHAV2aokOpyeWU+wSrmHRrg87+zkYj62xTwOkiLsq22WgRT9pj9lLFE+ONpJQuu9l6Y4PwpUoL5vrNO7xOa7fQXL7btbS1HttvUZEQESwo6hX6bsOiKZePqOh6mclAtIpVzgNQxxFiRhUi3l2E3oaYdfvjcupx4vY5a3yV84n5oYA5o6KYXV3m9shn9VmWOkYqG+F9IKbFea2KgSYELjyZzX3MO8TA+UgvRtSGFXqihHkN/6HiPWzQRBcXs7/DTFoUHUqb8nl+XA1toATbhX1mNvEni4AfgiDdl3parwFS2rFGzLI4LY51YftL2WCbDznYPsRV8cYt3KcaW/Rojxu+HjTAjvlxHjOSGtIpog52qIF2WtHLGt6qLQUntRux2l7c8jcqui43tqdge1YDvuG/VRCdafXmcCHHebqhJnVnolX0qR8C7EsH2fuhvHOp029zqUO0ai5tulBrvMd5N9fXD1aBw9+kNPyfpC161KaOkVumwzAX5gG802w0s90XMMlyit4i4RIlKfOgaY/X4azkaPOi4Cg59Blkh+0HQVALVL7C2kRtI1b7c9u+tnKBGCPBe9ZacN4zciN6FbI77yGUjuyCbvqOlatYI7GDev+xogTbhYNBFfwIJitAO2wtXu0NSHatEzMVVJfQy8xKHsX201Mx0D4xlLG5fCyQhsW1xWXa6cV5gDtHhOAizpTolrIk3GDwsl/XQ6gNph2hsqxz3LeEuqYdn89a3ggWhO4ynP1m2fm9El3NtBsvaBIfNKZuIdteuxFwmfOMeUhCcvUgo5myZ4KmuQ76nE1T+bwuuDFI2XVSZOvne7nCoGMP3+Mwf+/dmO2tHPZdRVTQyrLH+drs0WE3hVxO4iWbssmm8DREqJYdgmKbFH98UCbjbE53pAymWBvJeu8pJ7+Pebxdgu3CvrKQSXERNOZtqUM601Tdlq7pQqFw0GSXQueuo/cGbpRvjEMKe71JazDICqPBvGJ/Uct6+mqSS4EsZEW8mTa3ZLMMU4dKYHoA7rsqms22rlTXfx/Y4rBpQpru8OKN6LpEqx9V6IrixecdgY3vOa91YSHIERXUKT22b6ldFcu7midkDRwkbwgcxSaeOIV+ffum74exFKPRMNdf9xaZst7wryrUS0Lb6tyUJljNaruKihBjIhyVrqrzQ5nPYsIuzZwVTsjtvgTbhX1lpkMqgGrFcrNE74UqBA5rtjzOdVuFwrVLGALorZnq6Gom6rEEh+mqtxM5yLADCbaPI+I0+7nsMTspITt5Rqtx2zkpiiCNQ1qbFZ0AAq7K/mVU2Qp+A16MNnWXdiBmo9mOEH2T3/sq+ihsD5+5n7enI90c8zVVA+PuHMv1aaZMcZp102e7uObCFiUwGyToZ8du6ggWWWXliHZih89UBxt6rhYOxQ89IoMm93G+95dgu7DviAi1z9uYfRrj4rq00vG9FAqFwkGholTxFNO1J0mbMr5HciNXg54tx3LVbyuK13Ak38nEhtry7W/ru6lILb5QqJqGi8xK7LaZtSXXz+Y5PS38LWI4cbhNddlBHOFydzNEwF95eUjlslTj+m8ys1Df1CQ604u/StWN6GrG7eole4UOFFFCGHHD6QrpOsbjVawZtjV8DVTA6qY/8uTfxYbnmZebHBUiihHoWExee6eMDaIkJr0gjcI4NwT0K+2xDbhLsF04UPQAtoo3c9A24IVC4VJsvAYdudFus91zDaFH9cqu17kyyX5IPFoEBZ9mykD7Fxxtd3wbTbUOiujqK/7bLbWwYkhUpNO5jflhEq1m0q1dddCqogsqNCLbN7lWrqGdTtF1h54r/rxZoumoEdXcOhU39Sxvo+olYiSqbevsjwoRwYthuXVgzimrkdFFdCxMvcGgcZTRY1u7XYLtE46oHbqaxqVYnJhll+cKhcLJZggsNxjDiCjCLPDrNzwuOA3AXoqHt2Jq1Ho5gcyuQs8ghpeI5+CzkCdt3hMEMc2ufJOWLfP4THYQIfVpw98tvOiKP//yx/rqEMm1/umaKyuSTf/cxSNDdHu7iaEu/7BboWbeGAvSlZbl/qxSMEPa2cLBI3hI8djW9h+fCK1wRViIWKyweOVZjf1mPRuxVZdTRIhWnbibT6FQ2Equ0W64pCSebPmXHd7vGp0XTur3EgEfwCK6uQxFhGDZqXNWfpHzxonDt0ApbMf6fdaTR+dSu0J+0z8F9Yp4OZJrM1hc2CmaOZGKyoIcZf6nP9ZxRclsXwPoLoYsR0G2ws0Wv9N2lXyDtYXntZ8e+LZqoVA4eNQcvbboIGOw8XanPmee1l0MHSl1XPqmf+Vsaxc+eBXJEcmXnTTb7wWtbufQ4Ldo5KsPWG801hDMgFV0kPbznLyFU+oWd2GuBYIF+jTGW4XIxl4CR67RHvqpmF2fHohb1WyO2e8RraZzCd/3kCYLzx23Y51xvKK0wjWD947UQ2cCRyyEXygUDg5X1aRJjwy3EzdsOyvDjW/TvU8kHojsX35zRbbZC9dYQTdBXMUGEeJDw6mn69trSpbUgmKdIhtU/gyI8w3N4xn07IQ4JU37I1uQHQQiQnRxq+Y9nnyFDmZPziHThNrOjsZHkTVWJ/RtQt2mhZ4aGpdxCZJMYdxxFAaXl0MJtgsHgojkSXgHBRIRhX3ObM+yRzt14xcKhf1H1HBLy6TVdm584ra76R2wSkC0itbXWDvFNgfz6kDdkMdTci354c4TV9PAeJhs78K4ndW9bFXjO6bNaXtBgubyBH/tLIh2IgfUbuG/LWzdbfIWWOtWtl5Ph4RoNqHaCedrfFqhN5DBuOe4UqKSwpGwbr2+f9V90WrUfAm2C4VDRlSgcWi1y7VnCn1/YNknU8dyvJ6OJ3NwsOHOG8jhdU5aVqTUH+sss9hQfnOIziiVG0G/f26exzry2QbJFotHfRj7xz58FW+BaEdr0LQbiYSzQCczl+rjyzUdlUynU377t3+b3/7t3+bjH/84n/vc5wD4+q//el7ykpfwvd/7vZgdz5PoWmHnzPbu1utX+lkl0C4UjoZLBWkajaSyQ9p7/47BxdPbPL7YwnmcA23ITpiHzXYlPzMpiuNaB1u4FDsrg+2V4xpow7ojrSCo2rFe4F3Tkcljjz3GD//wD9M0Dc973vO48847OX/+PO9///v5sR/7MR588EH+03/6T2UiKRQKhUNgty36WfnCVS+Yy3x+ZWg2BtnK5ZibnOA6kmuSq7sWjrO6B+TS0VPxBtq1NYKGUrN9VCwtLfEv/sW/4CUveQlNs+5CtbKywt/9u3+X97///fzGb/wGL3rRi47wKK9xyo2vUCjsgehqnHrcPpaWFfaORCUJc6dJH2psegHnfUlIFY4t3nnUMTRGH9/z9HjvpV0lX/mVX8krXvGKhUAboGkavu/7vg+Ahx566CgO7SnE8T35C4XC8WFmLFI4GkQEjTZX4wi+pqqXLivQPqZO2U9hru3777ZVT8eUazrY3g3nclK/1GwXCoXCVbAP9cWz7eqjUj0obCWltLgzuUV7eevfiJRo+3ixcZCeAmOz2XjpGPGUndl+6Zd+CYA77rjjiI/k2kSd0HcJNeGac8AtFApzJBpIf1U3utqPSKk04h0nZmORLiNI815JUzhmPmtPSfbjWtr4HpdzHhwmIlmuUVI6VPWey+UpeUncf//9PPjgg3zbt30bL3jBC3Z97enTp1E9mtXSmTNnjuRz95O1VWMyyRfp0vJ1qO6/1mw7GTOL6F11/LVsr4VxLWzlqTquMaZ5+cBodHxvdlfKU2Vc48TPA6pRWKaORlgBbafU8TT1dWe2BHBrQ0NlECBFIJFOT1B3ahsjlePHtT62Pgld79DGMaqWUR1d9nuESQ4Tg1V4Ox79FO3aKgBTQEJFv9QTALUcqx3HcT0Rwfbdd9/NZDK59AsHXvWqV3Hrrbdu+9z73/9+/vW//tfcfPPN3HPPPZd8ryeffHLPn7ufnDlzhscff/xIPns/mYzPMZ2eA6DtakT2372tm0xIaQi24+G7w10O18q4FhZ5Ko/rysp6xmsyubaC7afSuK5OL86D7YlvGa9eoO2mMF5lsiaspa2NkuNh6D0grDIrVTgJGxRPhbFdefJJ+rSCTI3pWofI3uOo+XtMLwAQLB6b5uV2nO/zXQJiRd8mQkqICTd8xfWHPq57Ce5PRLB9//33s7KysufXf+d3fue2wfYHP/hBfviHf5gbbriB//Jf/gs33XTTPh5lYVtOwqxbKBQKhV0o8/jJ5dodu6wCv/Ffji8nIth++OGHr/o9PvCBD/AP/+E/5MyZM/zcz/0ct9xyyz4cWeGSWABROKJSnEKhUChcKdduoPaUwCv0HtFrs3FqMFrl+BcsnZBg+2qZBdqnT5/m537u5/iar/maoz6kpxY+HvURFAqFQuGyWQ+2L91wdwLSi08xfBWZ9oKkFghX9V7pmOo6OoFejv+Zd80H2x/84AcXAu2darkLhUKhUChkZPi/5CvENZd+LZHcsnYS8oxPDbwFVBQVe2oo/RzjiPuaDrb/z//5P7z+9a9nMplw22238d//+3/f8pqbb76Zl770pUdwdE8lPHkSPh7NFYVCoVDYHZEcNveiOwZqfsNrc8h9ddnTwv5juj9hnkopBb0arulg+4tf/OJcxWS7QBvgtttuK8H2ASPiAY9IyXgUCoXCSUElt9voDvrFx1jWuLBPRKtJ9PsWtD9VuaZ/vdtvv50/+qM/OurDKBQKhWsWkWLTfS2iztN3k2O9NV84eEyNUhp09ZR9gcKBIqWbvVC4pokxZz9DqSC4plBTzJVBLRw/dDBMksGq9CSUo1/Tme1CoVAoHCyqQlUd9VEUDgJRRc2VEsDCsUK9R3pDTpCkcAm2C4VCoVB4iiMi28q7qXND302hcHw4SYE2lDKSwgFzOB3MpaiwUCgUroZgFYIQrPgiFAr7TclsFw4UU0ekQopsUKFQKBxbVJTaj476MAqFK+a4Gu9ACbYLh0CRDCoUCoVCofBUpaQbCyefk9CKXCgUCoVC4SlJSTkWTjzqPKltESsd84VCoVAoPKU4Afm2EmwXTjwigvjSLV8oFAr7x/Gtfy0UThqljKRQKBQKhUKhUDggSrBdKBQKhUJhEydgb75Q2Mgx3owpZSSFQqFQKBQ24YAOKL0whcLVUoLtQqFQKBQKC4gIUB31YRQKl8Vx1douZSSFQqFQKBQKhROJnAD53xJsFwqFQqFQKBQKB0QJtguFQqFQKBQKJ5djntwuwXahUCgUCoVCoXBAlGC7UCgUCoVCoVA4IIoaSaFQKBQKhULhxKImpHR8myVLsF0oFAqFQqFQOLGIyrEu2y5lJIVCoVAoFAqFwgFRgu1CoVAoFAqFQuGAKMF2oVAoFAqFQqFwQJRgu1AoFAqFQqFQOCBKsF0oFAqFQqFQKBwQJdguFAqFQqFQKBQOiBJsFwqFQqFQKBQKB4SklNJRH0ShUCgUCoVCoXAtUjLbhUKhUCgUCoXCAVGC7UKhUCgUCoVC4YAowXahUCgUCoVCoXBAlGC7UCgUCoVCoVA4IEqwXSgUCoVCoVAoHBAl2C4UCoVCoVAoFA4Id9QHUFjn4x//OPfeey8PP/wwbdty9uxZXv3qV/Nd3/VdR31oBeD//b//x3vf+14efPBB/viP/5gvfvGLnD59muc85zm85jWv4S/9pb+05W8uXLjAvffey/ve9z6+8IUvcNNNN/Gd3/mdvP71r2c0Gm15fd/3vPvd7+YXf/EXefTRR2mahuc///n8yI/8CLfccsthfM3CwNvf/nZ+8id/EoD777+fZz/72QvPl7E9Ofzmb/4m//W//lceeeQRVlZWuPHGG3n2s5/NP/7H/5iv+qqvmr+ujOnJIKXEb/7mb/LzP//z/Mmf/Annz5/naU97Grfffjt//+///S2/fRnX48Wv/uqv8vu///v8wR/8AZ/61KeYTqf8xE/8BC996Uu3ff1hjN+HPvQh3va2t/GJT3wCEeGZz3wmr3vd63je8563L9+56GwfEz7ykY/wmte8hhACf+2v/TVGoxHve9/7+MxnPsOb3vQmvv/7v/+oD/Epz7//9/+e//yf/zNPf/rTue2227j++ut59NFH+a3f+i1SSvzkT/7kwsJoZWWFl7/85Xzyk5/kjjvu4BnPeAaf/OQn+fCHP8xf/It/kXe/+93EGBc+40d/9Ed54IEH+PN//s/zghe8gM9//vO8973vZTQacf/993Prrbce8rd+avKpT32Kv/W3/hbOOVZWVrYE22VsTwYpJf7lv/yX3H///Tz96U/njjvuYDQa8fnPf56HHnqIe+65h+c+97lAGdOTxN1338073vEObrzxRv7qX/2rLC0t8Yd/+If8zu/8Dk3T8J73vIezZ88CZVyPI3feeSef+cxnOHPmDE3T8JnPfGbHYPswxu9Xf/VXeeMb38j1118/v4f/+q//Oo8//jj/8T/+R174whde/ZdOhSNnOp2mu+66Kz3rWc9KjzzyyPzxc+fOpe/4ju9Iz3zmM9Of/umfHuERFlJK6X/8j/+RPvrRj255/KGHHkrPfOYz07d+67em8Xg8f/wtb3lLOnv2bLrnnnsWXn/PPfeks2fPpvvuu2/h8f/1v/5XOnv2bHrFK16x8D4f+MAH0tmzZ9P3f//37/M3KmzHZDJJL3nJS9LLXvay9IY3vCGdPXs2PfzwwwuvKWN7MnjnO9+Zzp49m/7Vv/pXqW3bLc9Pp9P5v5cxPRl8/vOfT9/wDd+Q/spf+Svp3LlzC8+94x3vSGfPnk1vfvOb54+VcT1+/M7v/M48pnnb296Wzp49m37pl35p29ce9Pg98cQT6bnPfW66/fbb02c/+9n545/97GfT7bffnm6//fZ0/vz5q/q+KaVUaraPAR/5yEd47LHHePGLX8wznvGM+ePLy8u89rWvZTqd8su//MtHeIQFgO/4ju/gtttu2/L4c5/7XG6//XaefPJJ/uiP/gjIGbUHHniApml43etet/D6173udTRNwwMPPLDw+Oy//9E/+keEEOaPv+AFL+C2227jwx/+MH/2Z3+231+rsIn77ruP//2//zf/5t/8G8xsy/NlbE8Ga2trvPWtb+WWW27hn/2zf7btWDqXKynLmJ4cPvOZz9D3Pd/8zd/M8vLywnPf/u3fDsDjjz8OlHE9rjz/+c/n5ptvvuTrDmP8fuM3foNz587xyle+kqc97Wnzx5/2tKfxyle+kscff5zf+q3fuqLvuZESbB8Dfu/3fg+AO+64Y8tzs8ceeuihQz2mwuUxu2nP/vnpT3+az3/+8zznOc+haZqF1zZNw3Oe8xz+7//9v3z2s5+dP/7Rj350/txm/vJf/svA+rlSOBg+8YlPcN999/H617+er//6r9/2NWVsTwYf/vCHefLJJ7nrrrvo+573ve99vP3tb+cXfuEXePTRRxdeW8b05PA1X/M1eO95+OGHuXDhwsJzH/jABwD4tm/7NqCM60nnMMZvL/HXfox3aZA8Bnz6058G8iSymRtvvJGmabbcHArHhz/7sz/jd3/3d7nxxhvndYKz8dqptu/WW2/lwx/+MJ/+9Kf5qq/6KlZWVvjCF77A2bNnt83Azc6Nch4cHJPJhDe96U18wzd8A695zWt2fF0Z25PBJz7xCQBUlb/+1//6fJ6dPfbqV7+aN73pTUAZ05PEmTNneMMb3sDdd9/NC1/4woWa7Y9+9KO8/OUv55WvfCVQxvWkcxjjt1v8tZ/jXYLtY8Bsdb55S2zG0tIS58+fP8xDKuyR6XTKG9/4RiaTCW94wxvmF/hsvJaWlrb9u9njs7Hf6+vLeXBwvOUtb+HTn/40/+2//bdtJ+oZZWxPBl/60pcAeOc738k3fuM38sADD/B1X/d1fPKTn+Sf//N/zs/+7M9yyy238PKXv7yM6Qnj1a9+NTfddBM/+qM/ynve857549/yLd/Ci1/84vkOYxnXk81hjN9u8dd+jncpIykUrpC+73nzm9/MQw89xPd8z/fwN//m3zzqQypcIQ8//DA/+7M/yw/+4A/OdycKJ5s0CG1573nrW9/KN33TNzEajXjuc5/LW97yFlSVd7zjHUd8lIUr4ad/+qd54xvfyGtf+1o++MEP8rGPfYx3v/vdjMdjXvWqV/E//+f/POpDLBQWKMH2MeBSq6cLFy7smPUuHA193/NP/+k/5dd+7df4G3/jb/BjP/ZjC8/PxmtzTeGM2eOzsd/r68t5sP+0bcub3/xm/sJf+Av8wA/8wCVfX8b2ZDD7/Z/1rGfxlV/5lQvPnT17lltuuYXHHnuMc+fOlTE9Qfzu7/4u9957L694xSv4gR/4AZ72tKfNF1H33Xcfzjn+7b/9t0C5Vk86hzF+u8Vf+znepYzkGDCrR3r00Ud51rOetfDcF77wBVZWVvimb/qmIziywnb0fc8/+Sf/hF/5lV/hxS9+MXfffTeqi+vWWa3XxjrRjcwen4190zTceOON/Omf/ild120pY5jVjG1XV1a4OlZWVubjsfn6m/G93/u9ALz1rW/l677u64Aytsedr/3arwV2vlHOHl9bWyvX6wniwQcfBOD222/f8tyNN97I137t1/LII49w8eLFMq4nnMMYv1tvvZU/+IM/4NFHH+XMmTOXfP2VUjLbx4Bv/dZvBXL3/GZmj81eUzhaNgba3/Vd38W/+3f/btv63ltvvZWbbrqJj33sY6ysrCw8t7Kywsc+9jG++qu/esG97rbbbps/t5kPfehDQDkPDoIQAt/93d+97f9mk/idd97Jd3/3d3PzzTeXsT0hzIKxP/7jP97y3HQ65bHHHqNpGq6//voypieI6XQKwJe//OVtn//yl7+MquK9L+N6wjmM8dtL/LWd5O/lUoLtY8Dznvc8brnlFn7t136NT37yk/PHz58/z3333Yf3vtQDHwNmpSO/8iu/wgtf+ELuueeeHRvpRISXvexlrKys8DM/8zMLz/3Mz/wMKysrfM/3fM/C47P/fstb3sJkMpk//sEPfpDf+73f44477tiTNmnh8qiqih//8R/f9n/f/M3fDMA/+Af/gB//8R/nGc94RhnbE8LMMfLRRx/dosX79re/nXPnznHXXXfhnCtjeoKYSbq9853v3LL1/wu/8At87nOf49nPfjYhhDKuJ5zDGL8XvehFLC8v8653vYvPfe5z88c/97nP8a53vYszZ85w1113Xf13SanYtR8Hil378efee+/lp3/6p2mahle96lXzjveN3HXXXXNjopWVFf7O3/k7/OEf/iF33HEH3/iN38gjjzwyt5l917veRVVVC3+/2Wb2C1/4Ar/+67/OaDTiPe95D3/uz/25Q/muhcyb3/xmfvmXf3lbu/Yytsefxx57jL/9t/82X/rSl/j2b//2eYnBRz7yEW6++Wbuv/9+brzxRqCM6Umh6zr+3t/7ezz00EPccMMN3HnnnSwvL8/Htaoqfv7nf35eelnG9fjxwAMP8Pu///sAfOpTn+ITn/gEz3nOc+blGt/yLd/Cy172MuBwxm83u/b/8B/+Ay960Yuu+juXYPsY8fGPf5yf+qmf4uGHH6ZtW86ePcv3fd/3zQe/cLTMAq/d+Imf+Ale+tKXzv/7/Pnz3Hvvvbzvfe/ji1/8IjfeeCMvfOEL+aEf+qFt5Yn6vudd73oXv/iLv8ijjz5K0zQ8//nP50d+5Ed4+tOfvu/fqbA7OwXbUMb2pPDZz36Wn/qpn+JDH/oQTzzxBF/xFV/BnXfeyQ/90A9xww03LLy2jOnJYDKZ8M53vpP3vve9/Mmf/AnT6ZQbbriB22+/nde+9rXzvooZZVyPF5e6l77kJS/h7rvvnv/3YYzfgw8+yNve9jYeeeQRIPfv/OAP/iDPf/7zr/LbZkqwXSgUCoVCoVAoHBClZrtQKBQKhUKhUDggSrBdKBQKhUKhUCgcECXYLhQKhUKhUCgUDogSbBcKhUKhUCgUCgdECbYLhUKhUCgUCoUDogTbhUKhUCgUCoXCAVGC7UKhUCgUCoVC4YAowXahUCgUCoVCoXBAlGC7UCgUCoVCoVA4IEqwXSgUCoVCoVAoHBAl2C4UCoVCoVAoFA6IEmwXCoVCoVAoFAoHxP8Hd6kDYFCN2F8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=2)\n", "axs[0].plot(varying_intercept_slope_trace.posterior.sel(chain=0)[\"sigma_b\"], alpha=0.5)\n", "axs[0].set(ylabel=\"sigma_b\")\n", "axs[1].plot(varying_intercept_slope_trace.posterior.sel(chain=0)[\"beta\"], alpha=0.05)\n", "axs[1].set(ylabel=\"beta\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that when the chain reaches the lower end of the parameter space for $\\sigma_b$, it appears to get \"stuck\" and the entire sampler, including the random slopes `b`, mixes poorly. \n", "\n", "Jointly plotting the random effect variance and one of the individual random slopes demonstrates what is going on." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_pair(\n", " varying_intercept_slope_trace,\n", " var_names=[\"beta\", \"sigma_b\"],\n", " coords=dict(county=\"AITKIN\"),\n", " marginals=True,\n", " # marginal_kwargs={\"kind\": \"hist\"},\n", ")\n", "ax[1, 0].set_ylim(0, 0.7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the group variance is small, this implies that the individual random slopes are themselves close to the group mean. This results in a *funnel*-shaped relationship between the samples of group variance and any of the slopes (particularly those with a smaller sample size). \n", "\n", "In itself, this is not a problem, since this is the behavior we expect. However, if the sampler is tuned for the wider (unconstrained) part of the parameter space, it has trouble in the areas of higher curvature. The consequence of this is that the neighborhood close to the lower bound of $\\sigma_b$ is sampled poorly; indeed, in our chain it is not sampled at all below 0.1. The result of this will be biased inference.\n", "\n", "Now that we've spotted the problem, what can we do about it? The best way to deal with this issue is to reparameterize our model. Notice the random slopes in this version:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as varying_intercept_slope_noncentered:\n", " floor_idx = pm.MutableData(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.MutableData(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # Priors\n", " mu_a = pm.Normal(\"mu_a\", mu=0.0, sigma=10.0)\n", " sigma_a = pm.Exponential(\"sigma_a\", 5)\n", "\n", " # Non-centered random intercepts\n", " # Centered: a = pm.Normal('a', mu_a, sigma=sigma_a, shape=counties)\n", " z_a = pm.Normal(\"z_a\", mu=0, sigma=1, dims=\"county\")\n", " alpha = pm.Deterministic(\"alpha\", mu_a + z_a * sigma_a, dims=\"county\")\n", "\n", " mu_b = pm.Normal(\"mu_b\", mu=0.0, sigma=10.0)\n", " sigma_b = pm.Exponential(\"sigma_b\", 5)\n", "\n", " # Non-centered random slopes\n", " z_b = pm.Normal(\"z_b\", mu=0, sigma=1, dims=\"county\")\n", " beta = pm.Deterministic(\"beta\", mu_b + z_b * sigma_b, dims=\"county\")\n", "\n", " # Model error\n", " sigma_y = pm.Exponential(\"sigma_y\", 5)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta[county_idx] * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "clusterobs_id (919)\n", "\n", "obs_id (919)\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "\n", "floor_idx\n", "\n", "floor_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "floor_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "county_idx\n", "\n", "county_idx\n", "~\n", "MutableData\n", "\n", "\n", "\n", "county_idx->y_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_b\n", "\n", "sigma_b\n", "~\n", "Exponential\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "sigma_b->beta\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "mu_b\n", "\n", "mu_b\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_b->beta\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Exponential\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "z_a\n", "\n", "z_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "z_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "z_b\n", "\n", "z_b\n", "~\n", "Normal\n", "\n", "\n", "\n", "z_b->beta\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(varying_intercept_slope_noncentered)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a [**non-centered** parameterization](https://twiecki.io/blog/2017/02/08/bayesian-hierchical-non-centered/). By this, we mean that the random deviates are no longer explicitly modeled as being centered on $\\mu_b$. Instead, they are independent standard normals $\\upsilon$, which are then scaled by the appropriate value of $\\sigma_b$, before being location-transformed by the mean.\n", "\n", "This model samples much better." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [mu_a, sigma_a, z_a, mu_b, sigma_b, z_b, sigma_y]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [16000/16000 00:55<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 3_000 tune and 1_000 draw iterations (12_000 + 4_000 draws total) took 56 seconds.\n" ] } ], "source": [ "with varying_intercept_slope_noncentered:\n", " noncentered_trace = pm.sample(tune=3000, target_accept=0.95, random_seed=RANDOM_SEED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the bottlenecks in the traces are gone.|" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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eDQ0NOOecc9Da2oply5bhxhtvxLZt23DdddeFDvOf//mf0d/fX4bUEpXAZUZSpcJpmMGPNNsxEVLaNslrnelAHMKNS1MadIIk4aHMnv98zUhWvmL7xH7/A4bLLikxzoDvKMfqXeyKbU3bGG11uFKabaI2qVrNdjabxfe+9z0wxnD33XfjX/7lX3DzzTfj4YcfxsyZM3Hbbbdhy5YtocJ87LHHsGTJEtx0001lSjUx0riElFHW2UXxPkDYhBUgxIFTJ3iXU9hGwCSrEkLLnj0cPT2jp/7FeaKkfPgMAPT1lX50exw222LaKuGMROeNpKlp5JNSTiqtDKmIpxkNTz7NseTPHNZoG4RjJBZh+7XXXsMvfvELfP/738f3v/99/OIXv8CqVatKCnPFihXYuHEjzj33XMyfP79wvb29HTfccAMymQwWL15sHN6ePXvwj//4j7jgggtw8sknl5Q2onoQO7xqtdnmnOPd98w6IT8NGmFO2IEoa1CP/DbFlYprRSPIjGQExrNUimPxwxy/f7A2Bk+TPFn2eLhv8Zvg6OILsvUOE6cu/GrATwkgyltim6k1YdsxC9Lhaacj3FSqSdhev55j+w6OPV2VTkn1UpIZybvvvovvfOc7WLduHYBiA3Q2XMybNw+33HIL5s2bFzrslStXAgBOPPFEzz3n2iuvvGIc3j/8wz+grq4Of//3f4++vr7Q6SGqk1rZILn8BY65c4J7R3kMy2aBuroyJWoUE3YcymaKv3X1KKfTbIeMS4UYRjXU48HB4m+TQ14qgZ+ZR9wReCbBhpsn46YcNttRitZvCBXjHxDqUbKqjVbdrHqN4/U3OE7/DLDvvuoMqrQZSbU0SXHiNRrOuigXkav/Rx99hC984Qvo7e3FlClTcMYZZ2DatGkAgE8++QTLli3DunXrcM011+Dee+/F/vvvHyr89evXAwD2228/z72JEyeipaUFGzZsMArr4YcfxrJly/Czn/0MHR0dJGyXia5ujoZ6oLV15HqBcmobq4Fq0WTVGmFd/2Wzxd86zbI4kJSzqlWbn23L2jsnfL7eSHR1hJcmBNWKn+3fPyjHWZyQiXkjpjej2Xhcjbz+hp2JK1YC++6rfqbSGySrRNZ2K7xG4RgcF5GF7R/96Efo7e3Fl7/8Zfz1X/81ktK09Zvf/CZ++tOf4s4778SPf/xj3H777aHCdzYxtre3K++3tbUZCc3bt2/HD37wA5x77rk47bTTQqUBADo6OpBIVMa0vbOzsyLxRmHnTguPPDqMsWMZrrqi2fi95uai6qOzsyV0vC0tGTQ322rJ1tZ6dHbWhw4jTsTvkXG+z69cGxo5mpuHCn+3tTehY0zVbq3wpZIa0bbWYfQ226OASb3avSeL5mZbGmhvb0JnpzfPm5tTaG62R9iOjiaM7Ujk40oDyKK5uTlSHQaA/oEcmptt9wItLd563NqaRnOzPSMYM6YBnZ3lVRNaloXm5mEAQEdHM+rrq2VoL9LWWiyPsWOb0dTkTqOqLQaVj/jOmDGNAFJobm7G2LHNLiVCNlvMH5ExHc1I1qHQhtvbw5XVmF3FetjawjAw6JZe2sc0orPTf+bT0FDsQzo61HUZKH5rIhG+721qcuft2LHNSCRYPo3Fb2hrayzU62Q9Q2en+dgwEjQ3e9PT2dlSyJvx4xPo7FTbv4hjDxC+rKPipK2ltTryM5Mp1rcxBvVzJKhG2SlyzXj55Zdx4IEH4m//9m+V9+vq6nDjjTfiqaeewssvvxw5gaXy3e9+F8lkEn//938f6f2enp6YU2RGZ2cnurpqxwDqmWc5hoY4hoaAri7vIKRjaKg4Le7qCu/LqLfXjhcAenqG0dVVWaFA/B6Zrq5UYLkODha/BwB27xqGlas+QSeInh6OpY8Chx4CHHLwyKdfzMedO4fxyVZgnynQCo179hSf79ozjGSd97nePvcz3LKf6e/nAJowNDQUqQ4DQE93Mezubm897u8X6nlv+et5T4/wrV3DVSls9w+40ygL26q2GFQ+6TQvuP3r7hmGU67d3cNIp4vhd3e722nhetcw6upQuNcbsqx68v3Z1KkM9Ulg1253HCZ93ICQL909w9oJr5M/dXUsdL2V83b37mEkk3Y8Yt50dQ0XfudyLNTYUG46OzsxNDTkud7VlSp8H7cYurq8zwDeOjBS44+Ttvr66sjPdFqob13DaG4qLQ+27+CoSwATJkQLpxKyk4lwH1lllslkMGfOnMDn5syZg0wmE/icTFtbGwBotdf9/f1arbfD4sWL8dxzz+H/+//+P4wbNy50GirJ9u053P8Ax0cf18a6zJ49lYl3pG225Y1BlsXR2xuf1xA5mFo1I1nxsi3wvrzS/UH2hKz8dVqUL1astH39Pv2s/nnRjES3FCouj7/4knA9btd/1XCojZB/1WBDHkRceeIyl/Gz2fYxIykF533G1KZQJuGHNTmKY/HJlR+aupxO14Z3pe7uYhqbfBTHlTpB0qF6bLaLv0s1I0mlbK8mD/+pNupKGCJrtufNm4dNmzYFPrdp06ZIGyRnzpwJANiwYQMOOeQQ172dO3dicHAQhx12mG8Ya9euBQD8zd/8jfL+8uXLMXfuXMybNw8PP/xw6DSWk0ceS6O/n+PpZ4DZs6qkVflQqWYhb1pzXG85WpY42bWL45HHgKOO5Dhovh3+q6uAN9/imDWL4dRPlx6HaoNkLaLqdHM5jnvus29ce42tURNJpTgaG2MqNyGYd9+149y0iUNn6egStg1c/23dxtHbC4wZE096gzZIVnLYqYUxL640ihaDen/RHK+9rn7fsuLxRsKgFqbCbkAbqbLTCVxyXc5kgIaGkUlTVJYIZ+Y1+3hQIZttG91EKwrDgqJ+tO0ViSxs33DDDbjhhhvw+9//Hpdcovbk/4c//AFvvvkm7rjjjtDhH3300bjzzjuxfPlynHPOOa57y5cvLzzjxxFHHIHBQa/d3uDgIJYuXYopU6bgxBNPxD777BM6feWm1jSaldJ+WZJ/5LvvtQepq6/kBRvCuHj+BVs789IKFITt7dvtex9/zIFPx9/91aqwrUJc4EqlgBbBTHTtOo6XVnAcfxwwf17p+ajT+nR1cax+AzhiAdA5tvhQJqQ3EvG52I8KrwLXfyLVqtkuRz6Ig7su+K3bgC1b1HdTqRK9bgiabVX3ZfLJlZgcieOV3wFNcQvbr63mqK8HDj0kvr5XdPnnt11Lbhcjnu8VlraHhzmWvwBMn168VqrcwqQVNbE9btzI0doKjB9fLdOMcBh3C7KbvZaWFlxxxRX43ve+h8WLF+Pss8/G1KlTAdjeSB555BGsWrUKV1xxBVpawm8aOu644zBjxgwsWbIE11xzTcHXdl9fH+644w7U19fjwgsvLDy/Y8cO9PX1YdKkSQXzkrPPPhtnn322J+zNmzdj6dKlOOCAA/CDH/wgdNpGgmpZIjKlUtovMdoPPypqtjMZhsbGeONSFYklabxKRQ5Cd3R4LSLWablTfmmF/eEvvsTjEbY115cstSdMXXsYPnexOj0m3kiAeNto4MmhI+yNhEsrRlVJGdJlotkeVpvwAgAe/hPHeecIFSNkGguPM41m28SMJOTzYeuxqp/TaTflthSn8qCvj2P163ZkhxyM2DZjM8YK3+iXf9m93PXfq6uADRs5NmwsXgtSFASiMV/bs4fj8SftDP7SF2tMOMpjLGx/4QtfUFZmzjlWrVqF1157zXMdAO69917ce++9BV/cxglLJvH9738f119/Pa666irXce1btmzBt7/9bUwXplS33XYbFi9ejFtuuQUXX3yxT8h7L5bFC8s0r64C5s4FJk+KaRm8UsK20CBFjURZ0hOQVXFoAOVklyps79jB8fwLwKKjgenTq6eTKre2VFf8hdP++t3Xo2i2ne4wlqrmow0ERr591cIx2+VIo6hJEwVDV/ABzWi94JE2bLJcNtsRhe1yT8YUewq1ex7K2c6zkjY9LuFz7FjAZH/d3m6z3T/gvVZqeYufJIbV01tauNWAsbB94YUXjrgbr2OPPRb33HMPfvrTn2Lp0qXIZrOYM2cObrrpJqXGejRRjqx+5DFg2zaOlhaGwUGO9z+Ib5ZYMWFbt5mtJLtJjm3bgM5OuDwcBJVJ3Md2A0A6/N5iF48us10zPfb4CGsEAvKi3GZSQWUhe/wysdn2hOlk5whskHQ9W3p0gcS56alchNXgmiBqtnV1NIwn2LDpCrLZNin8uA9ckrn3fm+oWjOSETK1iDNc07D2dpttVT9Zar9eSpv+eD3Hnj3AZ06tzg7LWNi+9dZby5kOLYcddhh++ctfBj536623Gqdx+vTpePfdd0tNWlkpR0Pats2uhIOD8VfGkde8cXszkvZ+9LA/Xg88/Yw9Kbni80HpiCdOXRilarYzmerpeAJNJeKMK0BglYXtjIE3Ep0QHgdilKql2JHWNLvi24tstrWmTkJcQX1zSekSNdsqbyQlBK0jDsWOTtiutEAaCcO2VukTJCstbav6yZL7yBJWRV55Bejr5zjyCF5xrb+KipyW8cADD+A73/lOJaKuaYaHObZurYxLnFdX2e54dBuDRjpJf14K3P+A+5jtuNLjLAPLk5IR0WxLjCabbdcgXCEzEgePsG1gRjJSGt5q8EbiMgWoAQmpHG1PNyEM0w+E1mwXItHsEcnXjUyGY9s29VhQrtNGu7p44WRFh7H5Tcammu1yVeRYNduG4cqT0Fq02eac49nnOV5bHT7xqkm4bMcePj3F32LdMflWJ+5qNXuriLD92muv4aGHHqpE1LWDonL9cQmw9FGOzVtGNimcc7yxhmPXLo633tY9U564UymOPy3heOtt0R6bY/sO21/zjp3q90qxHdNp8sqq0dKEEcFFvRbLqqzv0qrSbEsuvcSjpE1c/9mR5P+JudyDNkiSZjtPOcwlNIO9K89DCDmRzUiYxlwlf//Rx4A/P8KxVrEVqlzV48GHOFa95g7dsXEX66zf2Qeq/OCcY8MG+7yCasC0zJxJqOzCdKSIQ9jetQv44IPiRtMwqBQmpdpshzGn08VdoQO/A6nSZBEy2SxHX59dE7dtG9m4TYQkuYP66CNbOC+Vt9cCO3a6D0dxbVzSLfmXImxrwgyyoYxF6JL+TsWo2f7d74HHHo8vvFKotM223CGLtvE6rbtOcIhb2A5cih0Ro23hZ3XIQB7KocF1mfNotLVBHkVLsiIRbLZVQr0T9o6d9q/33/dPQLnLLpkXtnUaTbktqdKzaTPwxFMcD/whemLLZbNtotku9CUjrdnWXN+23fwwvFL6YVXelGyzrdNsh3hXZX5VDZTiEZQoI7JgJ2pwAw7OjB2TDTdiw9ixg+PpZ+0nS92UpxKaRW2vVtguoePTvhvg9zaWnfdl1GwPDHAMDAAjYewXNPjF4QJs506Ola8CxywEJk50f1NQ+futIGjNSMq5bByg0Rlx39pVKmyn0xzLngBm7hdNtuGc+270F/M+jglhSZptA28kUU+ZdIVRQneg0mz7TRxVSXPOKiiFSmyQtISyAkbe1EtXbn9eaqeks9N9lkDcqJQCsWq2Q2aoUwcTDKjGY0qqdA5AyA1J9O060gfeGPl2FR7q6o4vbtWSkGjHrBNGS1n61pqRRHXFFSZuKTzZZvutt20bu1o8yjZuM5I/P2Jv+v3zI/5xmRBJ2Jb+LQWXRjVog2QM8QVRynJuOVn3DrB9u73SFcU2OvA5TR11TapDhCHGNzDAC64ngzB1/RckkJe7mwhrRlITNtumdSn/bU4eVMMGSeecCQAY6PfejxP1KcGlhambqIltQTf2OZfJjIQoCV1nNtKYCd7xxac6rlUUjHI5OzJZW1UOzbbSisRvYIkBeTLx8kqODz7g2LQ5/rjKTdzCtlP2zr+6uJRpcT3LpTqlfmekBIdqEG5d9bqK5nWuFZEIQmUYt4qmhxt57ivS1d/Pcd/vOO77neG7GmFbrnOV9rpQl18b17WZinvsiICxGUn+X0e4q4YNkqlU8bdRuzUQYnWo2kGpG99NNNs6u38r/0LcJ0fHBQnbVYrckHJlFupipczCtsr3tHxE8khptuNebpfD0A1iOi8sZnFUZsQToy33MfRhNJiZjDtPdJ25nG+FP7n7uSgETUTckwN1+l56meO99+MpW1d8VdTf6LRWcdVobTmUuLKwLW8qEeSKU7TZVmq2pb+D3AMayVsRZZOzz2QFm22dMujDjzRtJmYqYbMtb8gbcWFbcW1ouPg7Nax4wIew6VdukIxRs+3qdzQnS6req1bNNtls1wiu46QraUZiotmOMW738cm2vaXKdCSZlEwByqDZVtpsx3ystRyEtqxLmLznct7JyUjg0hpW2BuJWFZyfVJ15koBuEwDvHLAChAAtmwB1q61b8w5sHTNzkibrZiiO07dlEDNts6MJIRZjUpYC2vmovNGIsetVOKFzJeownZnZ7DNtkw11SXAfTS7Q9iyqquQcKfUbIvCdsjN9ZZV+oFN5dogGYT4bLUK21WaLEJuR3Fv3AlDWBvAF1+Kr0sVNdvOdyuFbUkDPmI22+LvuI13UZ5VjIot5UYwI+nttd1SpVIhlziD7nPbhnbNm9xzdLupYM0V9yKXl5g3EcIYTgU/EwbXJLJKNduuIgkpIJnc12rporSfmATgsBsky9nWGSv2zyYeonT3xGtr13E893zRJMCUMN+5aTPHJ1v1LwwP+69yORQ02/k8eHll+H6qJBR1RNRsDxtotksxQ1L1k6WOVzr//iyEZrvSplU6SLNdpXjMSCposx08QOkfCNr9H4R8fLKswXaok2rySNlsuzYDxWhGkkgwWBbXC6WlfN8I1J+g5JkK2w//yfZA0dPD8OmTDeLlHO+9D/T0BCzXw/ZV3N3D0dws2fub+o8NEBzCIL4WNJiMxGTJlZ4qUkfqNNtxbZA00mwHhaEIzzQLRZttEw2dUrEd1o6kBMJqtt9eC0ycwLW+qV9aYb88fx7DxIkBkUco/6EhjmWP2w8fND/4Jb8nVBvy3nwLWHiUWVpKRTWsigJ2KuQEPGy/Ug7Ntssrk6GbYYA021pq0ZNCpfHd4T2CqErOLz1hilpVL8QOxdGe6MxIXGFVwhtJjNXa+R7LCq/lCaJS9cdls23YKTveG7Ya+pbfvAVY/oKZrVN3XiAfGnI/7+RPLmefrLZzJ/cVgOPuzsptsmKCVQOa7bJskDRYfQnMD0W6TNtcoM22gWbbLJ7SKxRjxX7KpQzyCXr9eo5175iFHYTfJ3z0kX3wmYy4ApTLlaYFdcq0TlIIjRSqpIvC9nDK9k7yzjvFMzocdu3m6OpS93umKJUSJVYrsUzDHN5HwraGL3/5y/if//mfSkRdO/hotkfajCQIk6W2qOGoBj/VEeaysF3KrugwNtvaU+YiUrADFMxi4haOKzXXLcUbiWmau7tLD89J21tvA6tf5/jjEn9h2zRc0/RUw3HtLg1TFelGXMvJolAbU/i6cih5Th1S8y67/nNWB+X6pXT9pwhPF08piGYkus2kKnbtCg7bpM/TrWz09tnnPCz5s9fVophdRv2qgUlMpQ5RUWq2hclEOgWsfh144SWOh/5YvJ5KcTz8R44HHyqtEpTjPADx9XfetRUdQHC5iSvCpaykl5PYzEh6e3sxMDCgnTFPnTq18Hv27NmYPXt2XFHvFbiE7QqakQQt4fi9673Hpb9VDxV/OpptlVa0YjbbMQslThBJyVbds6ExBo3MSCNmT7kmjKb9rF+9dLzd7BQOkvITgE2EmzDpyeVsH9K6QWMkJkvVeqiNqEWM4tEmTN3XCZCRNki67geb1snCdiJhp8ej2Y7o+7+cwnZQ2Cb9pMkzunYnKmM+Xg/MnaN+36QPCuONJOj5OHCNmQEbJNMZYMsn+d9pXnhhUDizI5b9Jq4Elvi6lIbNW4CJE4P7WCftVSpnAyhR2N65cyd+/OMf46mnnkK3j0qJMYa1a9eWEtVeh8dvtGhGUmWH2vg10jCCuN8mNKDYOao6SVkYLYs3EtWz4vfFqNlmieJOeed74zK/qpgZUplMbqLgF30mP1hnBGHO1IwkchFJ71mWe3VjxG22xfiqyYxEsWEaQGjNsQ6xnLWmTgFhqMpKNgNUuTR1vSsJ23V1GmFbpVU10PjHtaFMtUEy7OmtYRU4gWEKv/v69M+p/PP7hqu5N5LeSFxHmAdskMxkvEoomVK8aTFmVpZhkN+3Tzw2UPgVNNulxV9OIgvbO3bswCWXXIIdO3Zg8uTJGDduHHbv3o0FCxZg8+bN2LVrFxhjWLBgAZKV8DNW41TrBknVwBtdsx38rMvON9+hqyYbsdpsa9IctBkpTs2AozXKZotlH96mTv0hI7JBMqAsyyUwxqLZzgvb2SBXkjF+gxyURyALEVepm5Ll+KrKjET4HUabavqc1owkRH6otHCmdV9ns607pTBwg6QBUauKS7MdRulgorUOaeKh03zKqx9iOnNWPDbbIyngBSi23ZrtNJBoUgVS/FlK2zbxAx8W+f3+AcUzqrGlBjTbkavJf/3Xf2HHjh3467/+azz77LP41Kc+BcYY7rvvPixfvhy/+c1vMHv2bDDG8Mtf/jLONI9qOOf46COOPXvcvU2lXP/19knHIiueiWqzHVbY9tNsx+mNRCtsB7nZih6lNy54l2jDDqLaDV5VIDxVWtj2wzEjcWm2Td0BGn7X7t3cc+CHiF8bj3Mis2kzx+8f9G4mc5mRhJicDQ253Z+lUhz9/fEVthiS6G0hLmFbxPgkUTmOEGYmfvdEIU4nbKsEvaAl96A0mCL6Ag+zgT82MxKNNls1ZmSzHO9/wDEoCG8mK8T6lYHiIVeJAO1xnAStSMia7TArOXEoYUrWbEtpKLTxgAlCLWi2Iyft+eefx/Tp0/G1r31Nef/oo4/Gr371K6xbtw4///nPIydwb6O7G3j6WW9tylbAZnvjRo4Hfs+x7InitbBLfnEK21kfDW+cNtvmngPcnkLiWG4Xl5GdjiNuYduk/nBub06J029suSYmkVAkoL7eHr0Kmu0A38FO0UdZin3ojxzPPMuxeTNXvifXwTBlH2bQXPY4R08Px6OP6eMznbhmMhz33Mfx23uKL/z2Ho77H+Aejy9RcWstw4cZxsQhiuZcjkOl2TYpH8bcmkud2UnUyWVswnY+flFwDVRsm/Q/ITdIiliKMlzzJvDc8xyPP1m8aTSO6uIQ3q2UGYms2rYsd3+dzao3drveiVjHPWkpBBIuDM/rJpNDVV+c/45Rqdnevn075s+fXwwoLxmkhd0JkydPxqJFi/DII4+UkMS9C9VR5LZQV/x7pMxI3l5n/7tnj1qg5Jxj+Qscr67Sh+E3uMWp2Y7TZlur2Wb+z8UxgBVkbQbPUcixabYN6s+mTcAfl3A8/MfgZ00x0biVSilmJI2N9r/O8e2isK0cmLnrH224fuzYqX5PLrswwb7/AfDkUzyUMCo/G0VT3tsrvuN+ac8e46R4eHstx5KltmcJ7WAs/615MIzWWeeNJIpmO7QZCXOvpOmOBFdqtgMEE/mZUgQUR6sbxlWkkc22iWZbF4ZizNiw0ft+LsJkTRVfxcxIpHJTHWKj8twlEtWjj6jZ16UvCp52bHmv+8kJ1azZjmxM3dbW5vp7zJgxAGwhfMaMGYXrDQ0N2L59e9Ro9jpU/V4uVz2u/8R63t0DvPuef+vy63iDtHnyM47woxJ85EZWDs2236meQLyH2oj2kE48cQnbJun8eL39b18/R0muT0TEjr1ME0bTlKqyoLEB6IetIcpmmcufu58AVcomI2cwDBK2VfHqcE5wHf82w4LDw6VHFYexiYZheGFZ8bL98ltvM7S3lxZ+GJvtXE6tUQ4KI6eoD6aabZewrbHZdu3FiHhce6lCEWO2i7VEwg5I9c3auA3CL8X1n2o1tLnZ+77ZCl9w+sRJUblX7PzytrvH/retjWFoyN4AqhK2tRPKOFZmI743OMix+vWiwsPBUrUf1eSsAvbzYYmctH322QeffPJJ4e8DDzwQAPDss88Wrg0NDeG1117DxMCjoAgHnSsncblnpLyRBLq6M0hHGM120DNOZ6C02ZYGxXJrtu2Zvfxi9DhVYSTKpNkeaW82DiNiRlKCZjtZb/tpBWwtrajtVQ3Mzt1S3OSpDmgCSjMjcRA1zWGJtJLmkw9xTEQzGegrjuEqk/66bTYleqjQmZEECpMKwdPUJEWnuawTNNuuAzwC+uhy2Ww7aatT2GwHBV2KiYj7IXWcKjMSlbBtGRxqY5J/ohnJ2rUcb75VPpHbL18c/+UTJgANDfZv1SZ515HoERUFuj4har16/Q3br/Yba9wBcJWiyWclpJqF7cia7WOPPRb/+7//iz179mDcuHE49dRT0dzcjH/7t3/Dtm3bMHnyZPzxj3/E7t27ccUVV8SZ5lGNqvFbVmX8bCuVJgGuh/ye99wzHCAL9/P/qhq63MhKMbXRaraZ+5lyaLYLccErbId1M1iKZrscZh5RtKVhnzdeEleEl2DFwenJp6THy+T6T2U2BijqYIQ4gpaQTYmiNeYc7mXmmOqTaTBhhYF337UP/xDRuYYLswHQ+WksbOf/9ddsF68rN237Jy8wDSY4aVNtkCxlg6hDWM22zq2ok+/KFeO4xggp8JWvcMw5EGhsjN+A2E843rXb/nfCeNtsa2gISrhmIh2mSmjLMGK9GlKYwABCWwpYGaoFbySRhe3zzz8f27ZtwwcffIBjjjkGY8eOxT//8z/jO9/5Dn75y18WfAQfeOCBuPHGG+NM8+hGo6lwuSyqEjMSk4odRrMdZEZSPEbb+1ycwraqI8nluKtsbGEi+L3IcevcajnPGYSl8xM8In6TA9VbpUfh9DFRUL0m1uc+yYOG32YgHnHAAoqabTk9ctkFCvSKa6UI25HMSKR3XNrxmNpGqZpaXTreeTcocrPwAal95d8zzov8PXHzIeC22XZpv4PSEnDfCTMqos12d7cdUND4VI406cwMHNPDjOIAJKNDbQLiY4yVcZnOi6vuSPE6njva2oD6en0Y5TQjidrOO8cC6xXXlTbbPvGOSs32vHnzcNttt7munXvuuTjyyCPx7LPPore3FzNnzsSpp56Ker+SJ1yoOk9ZizpSGySjnk7mej5GbyTOb8cMoq6OFbRPshlJKQOInL/pNMfvH4TLo4JlKdIfo82b6nS2sEt+UV2XmYYfFleHWaYBqhT7YpYAjljAsPp1jrEdDN09Qnn71E3XrZDfldHYbIf2qa6IN2UgbCeTTLmRMkp/I4dSisZfF75W2PaJ2+R6kNSqElDGjWOuzePyffG9sEINY+40iZptsV0H9dEjZUaSyQB/WGwHOnmSf2bK368Unkz6KPG35psLrv8UK0hWjgcrjDT51JO3j04kyteXAcBLL3N0dwFnfDZv4uZTtqLdsp/IFYcZSdz1KqhdB5mRjGrNto6pU6eS2UgJ6DrPihxqozFpCZMOv6W6sJpt2f4xmSz+jlez7U7Y5i3wuC5TarajR+kKF3D7sFXZbJsM2KWYkZSDuK0KSjnBTKnZBrDPFGC184eA0s+2828pGyQ1mu2w3khU9cFEs+0cnOQbtmme+uRDbAKJ4SCvHbzjmBDnw566D9Dfz/JHYRdR2fCL/aDpap/SzzbUfaI7EH34qvdK0mzn0yj6PFeZBEyYwLBrFzeOL/QGSdeN4k+nHSk12yXUhaWPOlp8DouXT8Jbu9aOZ+s2hmlT/fPF+da6hP7kyIEBvWezStps68JTOQfo6bXP/5g1s3jSdi1skKSjHasMlQ2erNkeCTOSwUGOTZvULWdwkOOVV9WnO8n4DW7yoGMsbOefSyaLnbzHG0mMAmWDQksgL5MDMU2ChHT7HWpj8nmlaLbjpHCiYcyaTt3+BhNUDpJcdrJy3fTRbJeyQVInEMvCfZBwpEqfqbCtjN9wUj08zLHlE2C/fb1pjFuzDW4+SdPFpxN0AzfKKcJOJNSDu8oO1uXP2NQbiXC9cHAKDxYS/bSAu3dzvPgSMG+ufxhBeG22hVUgKX0HHsAwKNgPe8pAVZ9N2rFBGTsTSbVm2yAKkwrn0zfEhUrolKOwBMWTql1/8CHHs89xdHQUa1ZUYVtLzMJ2IU1CuM/kzyFhpzDMmpl/32mTo1mzvXnzZrz66qvYsWOHy8e2CGMMX//610uNaq9Ad/xuuVz/pVJcuZFD3iDmYFnARx/bDdcEE/tEv2f9NNv1Qu31eCOJUaBMKoRtyzIbNKLCUNROqDpao1WFKhG2//wIcPyx0kmkIdNQisZahWrzm58LL7+JoDwAcs7x3HJgTLttlhIlvWHbuCp9tsbVP37ZP70qXX55+ugyW4A7+CCGffd1vxO7sO0XjrEUXnq8Lm8gQX6uFe/45YVzS/azLboBDTpAxu8Tn3wa6OvjBf/uQenRURC2FUKdXHfliYNJfKGf0dQ1P822bk9L2HQEKYnixK8eOZOwRJ1a2HbOw+gRzePiNiMxDyIfP8fLK22ZQn1fH+6OHSgK26NZs51KpfDd734XS5YsAeBdehchYdsclYYlZ3nNSArawhL53e+BL1zlvb5jp7o8ZcE/CF/Ntmy7Z6jZdt4Tj2iXT/GKtbPTTALk9PpNLJJJs7ISNVvOCOV8r9/mGBW6cnrrLeCA/QPSERy8Mdu3czz1DMPxx5UnfJFSyp0V/ucNR6kFc4RtaUPc9h3ABx/YN1XCtslhEB7tZRkEV0DnR5rj3ffM4tu927750ceAcLyC5724zDdMbUW1y9IRNduuuPL/JhLq0wNddcVREJgKNaJmW+X6T37fUEHhIJp7xIHq+5XCtkvaDg63JJttxSqwysWmZQXbbEdUbMcubBcm9j4RF8ZFjbAdNAkMY14YlxnJx+uBteu8L40fx7B7T1FBExRuYdwcjcL2D3/4Q/zpT3/C+PHjcd5552HGjBloaWmJM217JUqbbUnYtn08s1g2A5hov2TCaEb9GrAcjunyaEGzLWic47LZVmk8dRp3+bqvxspUM+v8ELwRqJbSTILTCdu793B0dQOdY8u35hY0yFfajEQXnq5NKeuA4p7JZFT8dqYT7uWJaICwHfW7Rc22M4Ffv8E2FfOLT4ZzeCYELg2jYfq2bOF4/gXgpBOAadNUExX730kTmUsh4Px6622OsR3AuHE+6TTA4+lGIcwxptbsqsyKTM1ydOmr05iRhG1HcWn+ZDMSEY9gK232jMv1qK5NiK/mcna9VrXJqCvE8mR5RLw7GcRVELY1ZiR+79iBR05WMYiQYTgbTWXkk0lV4cqueIFRakbyyCOPoLOzEw899BAdWhMnKgGCKwTTXGWWTFT+pf1QdQ6WxbFrl7dtm2i27aPr7YviJhB50LMKgxzHunfszUydncEt0bMxjXP1N0jChZxWhwP2Z8YmN2IYouCnmt2XYkYCqG0Yy0l9MlgjF5Y4vOW4wksUm5+JplRZLiG1djphWyy7/n6Ordv8A1YPRsH1XRyULcv+u6tLn16/+GUhM0jA3LLFNmdYcHgxrY8u4/l/gS990Z1+8RtbWgHsdN3G1q0cL6+0H7ri8+pv1wkr8tOdnfoj5i1FG9XFURC2xZVJg0m5vPnX5fovQNj2s+uNciKmCj9hWxZGGdz5FNU0ww+tlptz5HJMo9k2CNdgYhtUBrGg6WvWvMkxaSIwZQpzOQtQlbM4gS6EEYMZiePByUmnZdmbME1Wc3WHeon13QlXRlWnRqVme3BwECeddBIJ2jGjdL6f83ZgI2136yAPokGoBpZVr9mdhLhRQ/es+NmrX+cugVnUyumOa1+7DoUB+EtftF0FLnsCmDwJOPIIb27LnhlUGmwnfM8GSUm43X82w9ELgQ8+DKHZ9tF6ht2I5ydsB3VKcQ8W9Q3waD7DEKTZcChJsy2GqRG2m5oYhoe5K01hJxFhhY37Hwh+QfXdJitf4qCczdp/e1aJ8tHnchzvfwBMnQqMaVdonaWBW+dizMERrMeOLW50MkX2tsA50Nfv/luFabVrko6NVpWx1oxEIeyauv5znmcMrsS6XP8pNmAqA1FgamMeRMH1n4EGNchmO7KwqtNsS/mbTnvHTyDYC48chy5tQeNWnIjB7thhT1gB4OKLEChsq3C10QjCdl0dw5FHMEydCvx5KUfOAhY/ZN+76EJeOJFXh8qWHvCeTBqUtFrQbEeeBxx44IHo7+8PfpAIhWqAVHUKFT3YJkyjFDq+dJqjt49jzZt2AOJGDcBso8lTTxcviBsX5UHPCWuHpP3asBH45BNenIlLqA4TUWo3FNflzkoc2MJ2vqLgpzQjKVHYHun6I2u2yzQWlabZFlcTpHtOfdpvX2DGdPdD8uqLW+Pir03SCcRO+TiCfRCmkxEZcXAquA6TBdl8et96G3jhRY4Hfu+NTGlWZehByXQY4RC+U/42bqal003G5LxqbPLGrQpD5z1KfjFQQJZuypptl+u/gKV/nZZXDCcuTFZXWaI8mm3dJFcOflh3OmFEH6ietI2AsK2a2GcyxT+2bhUETo3NtgrV/gKj94R6Kv7b18fR3WP/Z+INKaN5pqjZ5vn/vM+ozEiqWbMdOWlf/OIXsXLlSqxduzbO9Oz1qDovcaByZoqVErbDmpGIg8zvH4RyoHYIMiORcZmRaIRtWdsclPacQrOtTJdKsy39nagTBWZT1bb9j+iNQGX3WXPCdr2/EBAXpZqRyJtSHQqduWB/WpgD+UyCgrR2OrMVp3x6ev3ft//m2LnT+5wJLrtqnbCdf2brNv+w5PqpCltFqM2JTvtQXDcx5zGpH4wxj2ZbFYZWs61op6LCxPSgLzGphf5NmtSE1QqL6a2rY4HP6xCFrCBzJXHjMeD//YVnTFaINM/LbXdwUP1+zjJw+WiQv8pn/IM1QhwzuOeHG3FcToYQtv36Lv8X7X+ceqnKRpOVA92R8qJZqC5dKmFb1R6rhchmJGeddRa2b9+OL37xi7j66qtx/PHHY/LkyUhoprpTp06NnMi9HafSMsaQTNrLYpUzI7E3Z5o/X/wtHwwjE2Y5rq6OuQRsj822yoMHgjtXVQdhukFy9etyGoO1nJ5wnR/C0qtqKa0ahO3BQXs3f3OzwqRA+jtZ77/UGxclCdtQC7+MMZfWyHfFQQrTssx8wOuEbZMJ6McfA5u3eAM1EWJVgpsnvZp4PWH5CNtx+aAXbZovPJ/hoT8WI3HZiGvqt/YbhLxiDGj0MSMR06DSpKmezZVos11410KgJOcnQIlCWHs70N3tH5aOorDNkEioNyCKz7r6QYPw4zrUBoDLx7eIrFhRxqF6T1bgjKDiwG/FxtHUhzEjefc9of2E+A45HaYr8jK6U27FPsj2vmaWnmrWbJfkZ3vu3LkYO3Ysfv7zn+PnP/+59jnGGGnADVG6/stXWtGlT6WEbSDcyVuh7LtVp/RphW21aywH1RHnQLDfFbmDsCy9wOO1DXQnti7C8qk42Ors0E3DKknYDgg/l+O49377oWuvKWrJdGzbBuwruIYz6deDJifl9Eai2wSVYF6BXJ4EBdUxlZDgMUny2YUv88GH6utGGmNR++xoh+SBWjGp8ATDvfXT1AOHKe4JEDB+PMPkybZrSS7d1/lQNj0qXRa2RSyfNgpIk478vzlTzbaQBvF7CsvqUE+QTBGVEi0tpQvbgF1fAoVt4W8TzXDUzYuAt5oOaA5fizox97ynCicGAVw1adIFK45bCZ8TJP0jNH9UZ0aiS5MOXb1JSppt04l+NdtsRxa2n376afzVX/0VstksOjs7MXXqVHL9FwNKYVvY+FA4wruCwrbJyVsOYTo0P/dqMvJGLjnfnPyR0xo081XZbKvSpTzURiLKqZayQOHExTnH8hfDhVVOzbboyi+TCdakDA9zPPd88e847DaVwnYpmm1hciSXg9gG5U2UOttRQP0NYWyLleO4dLEUr0Qu7XP+G+V8Na238sZAlxlJTP2Vzmabc3ed1g30ptWjsUH/orgCoBrcVfmVjaDZhqIvkAUPZVA+9VGsK46pTCQzEvF3gIAja7ZNBGmjdqyZdMjhD2jMSMwm/N5rHhOzEBroMIQJw21qGs02X/yOVIpjyVJg2lTg2EWqSm7/UyjXmIVtWbMd9O6o1mzffvvt4JzjlltuwYUXXhjLASuEZoYo2FIWhO0KbpAME3cpbgJ37ebYvVv9bFLSbHuEbUez7bPcpToYSNVBmLr+k0lE0GwX0gn3ANvd7d5QahKW3wlpYXxBBxHFBV/YiUdQvKoj4cMi2pZqNduCXbdKK815cJmbaCYLZiQGE1CVr2dTxLB02vSCVi2EZls0+QDCTdB943AG1fw1sY24TtnVDPQmGyQDzUgc+33oTlD0tlP5UDItwveJAhMT7/sI05pLxXtC3E3N7jSGQsivcrigVfW56zdwbNoEHHeswq2cT5sa1Gm2TcYmA0E6jLlHVILaoDhu6Q61MY0DAN5eC3R3c3R3q4Vt16QQ0W22TYRtnWY7p1g5q2bNduRm8uGHH2LhwoW46KKLSNAuM+LGpYJLnBiF7aWPcHyy1bx3CCVAh5mdC+FmsxwP/5Fj+3Z1AHVJf812QXDwMSNRfYep6z95o5IKWdg2QujEREFCtm0rVTNc7sla4EAWg7AtYlm2i0fVaWSmiMvdugOXEgrtt5+mUTkQKzTbxcGLueIzyadSNgWptM8mwoQKj59tH21jVDy2osJv0WevdqA3+JZEwuuNRKSwhK7RbKvic7U3A802GDB9OjB9GrNPIdVptgMEPfm2mI5p+wSk3QfZjMT0WcCw71I88+RTHO+9b5+bAEhzDp880Wq2efAJksq0yRNxlZlh+GCxcSPHkqW2xy47fYqHAoTtujoGxljJwrbsa1/GxIxE59ZPxFSzrVRaKCaw1azZjpy0zs5OdHZ2xpkWAv62T+LyUJw221u3cTzyqHn3YLIkfOAB9oeEFcyHhjgGBvw33AC2j20TzbacVhawPGXqjcTSXHfFJW8MMhEwCy/rtXbGYSmeaWjIC3MxCtvugS4/UAS9YxBuGO8rmYx9emApiGYkolswxoplnfA5+Aawn/Nb0gb8l50d3/F+mm0583QCg5GQrEirVrMdEJR89LOp6z9TgUeM3zPIc/fgrlvV0R7XLv0tm5FwxR8Jjc2261Fu1yVR221xoKuLK906FmRtZgtOZ3zW9mMsuqTUCZmqa/J9pz88/DBWOGUzkhlJCM22ThHih1/f6ngX0U0qPJptrbBtkA4TzbbyxeCwZR5/0lYuLV9uHreDKCMApWu2A235ZWFbUQdK0Wzb+yGKFUep2VaYkYxKzfYZZ5yBV199FSn5HGaiJFQdl+Ovsq6uuGxZ7WYknhOgDMO95z6O+37HtSdLOQTZbFsaYSXIdtDUZpvHZLNtWfZE56UVbm2Ga7MeV08CAlE8IwtzIV7Vxu/87uvjuPd++/ChcpuRyFop3SaoMIimOzKWoWY7nQkWhlRL3s6/hcl0zvOoNkydGUnYPHYEHFnQMTUjkf1Li+0j7j0msq0oh/tUVHmgn7qP+eTfdIMkTIRteNtaVxfw4EMcf1iseF4SYsQ0Ad7JXFiZzvl+0TlYLseVpwv6ISbPRNj2mwCoYg57pLtf+Dpf9RzBEz1l2jTtQ+STrbYmfmAgvNQ9nFKEGzDhdcatuIRt3WqA/Kwj3KqyMcjbizwJFfHbrF583/u7EqdqmxI5ad/4xjcwbdo0fPWrX8XGjRvjTBMh4SyNV80GScMBy/RZB3FQCmrsCUlrbLxBUvit1GwrhFDdYTthN/CpOuVt24FPthbNH8RnRN+6aWnyEVVYrc8fBFTqZE2ldV79ur0y8dpq9RH3rrSZbJJSxJHNcix/gePBh6T6ohC2P31yODWH6ENblxZ5tUJMG2AfuvTSS+p7cljifeexOmkybVLOOjOSUCspENqM9N7QELBxE/eV7FTmDVwxGJaEGEe+DJxJ+YqXJc22NNCH0b6auv4zMRPj3JuWjZvsf5VCoCNsa9JnYkbiZ7+smjQCUAr+vohmJCE120b1Mqw9tbJ8/Asnqr9v8dqF5zNlOCte5li/geOFF733ouBEOVKabT/Sae6acAL+e810+PUJoqcf1QFygGSzLbTJaiXyBsmvfOUrSCQSeOmll3DWWWdh2rRpmDx5stJ+mzGG//mf/ykpoXsLvp03rxLXfwaCmsqrQxCmRxqL4ev+1m2QDNI6mpprcJ97DkaDsUvw4srB1rLg0fQbLcUqrplqtqOEHed9wCtUvLGGY/XrUGpD+iVhe9ExDPvPZli/3t5YZYJoIiJTODShDi77WTmdANAtbGQN8lRQ+C0NFoVHAt4X3wl6LugZnRnJ1m088EAbzjksy73sK4ZjdDS2AVxqHzt32heGhzmymWL8cnxhJv/FJeziB6hWABgz2JzK/fuUXI673GbKkwkxTXBSFFCufrcd5YPsltR2W2o+OXVNTsogbBtptjVhiiZZfqcYRjGfAYp1qL2dYfx4dz1paWGuVYK+ETpk29EiOy7zShW2dePWnj0cix/maGlhrueUNtsBq9Omvtnl1RzV+2KbrFYiC9srV64s/M7lcti4caNWw00bKM3xy6psDmiJ6I3E+ARDA0w2Z0YpcpUNVlR0GyTdA53+PfF5pWbbCh64Ze276pvEgUpMjziz5/AOGmGFVYeGvGY7SOsQGLZCOyt+q+g5JShturopLxO+ukofpqzZdvJun32A9Rt8k+JC51lF3BDkZ7Ptfdl7ya/eyOZXSs0abJvfgQFg+nTmI2xzdHUBXd3A7FnqBukStkNo04PC4nALTLt3AyrvP0AIm23urWuHHcqw5k37oqjZ9rTtoMm/zyqZjMvPdgTNtth/plK2v+vC85o0uDTbrgjUceruy+YGUXFtkCxV2FZ9Q4DWUw5HJXgHCZyR2680MT7heOCRxxiOWACsedMgTEP8JuUyBc12/psbZNeVIePT8Xb+uBRnQlGK678gYTtIsy3vEQFGqWb7ySefjDMdRB6/jj6dFipgaGE7eppkjExYStVsG4Tvt0lHt0HSb4lVdU3W0LmeC9Jse06Q9H8+lxOClGb2Hg1NxIEiaWhGIgvDspCkGgjC7AQPbU/MORIJ5tq4KCJrkPw0Ljr8NhqqNIImtsxBGyTlMApJ4N5nRR58yL5x4fn+QoXzXHMTsM8+qplE8afOG4kpss22KDClUhy79zBMGB8uTNeR1QrN20HzbQEnkWC+3kgSIfojZT0QtfT5eJLJ4MGdw9vWhoaLv4eHJWFbo6ET60XQxmGT+hhF86lMD8K1e8CsDEzGGO2qo6DZLjUdfkKeU0bjxjFcebndR775ljyABMdhEndQXyNPolpbS4vP7Xqv2P/rXOmqmkyQQsfvvqzZVmHtLZrtadOmxZkOIo9dqdUtKpsVNkhWuxlJ/t8wA7dqWcg3Dh9tlG5JPGjTlkezrbhWuB7wbXaHUSxPI2Fb1KAKAoLs+i/qCWsNEWy2OffXThU0feZBKs0XZDynf/pEsE0yc4gibOvMfjjnsHh+2VTxjF+5mtrUyhMW38FVuLany+wb93TZWn4ZlXu+qCZqshAot4/+foQWtmVkzbbYRkQBW97j4OSrqZ9tP5z9JC3NbqFk1iyGjz/2FpgsVGSzxWeGJf8CqlUi+4JwX6PRlcNQ3S/YbJcobIsYbZAU/rZNjvxtqo1stl1hen/LwvZ++zJs2Fh8MOoBWKJnIgdHGPWrOtks9/oH94tHsUKhS7Jssy2bQYWNT3YkUJic6YRtlWY7yIzER/MtOwgIMiMZ1RskiZEnk+GRbbbDCL1BJidhNkgWhYbgBIQxIwkaEAuabR97Se1hNXA/o9NuBA0ITsP3M6MSZ+fZnLrDsziQiWJGorhmqtl2hROwhCe7gQpLkIbKQbdzHbA3ZooU8z5cWnTPiydIBtlsiyjzTiVs5/9OMOmZgILWrbzImNh1e3zSh8w8Wdj2THTl/QmFePRhyoKjHGaxn+Gu1R9xoGeMFU5LNMFJztw5gi21E2626LKvtdWdrwfsr06/X1sbHnL/LfsvLqRJFDyk8MNQ0GxHOQPAlaDizyBTGlU8D/yh2J6D2ogWRTsSf8va+85O4OorGU48QTSAN47CkzZl/skT8fy/H3zI8T+/4Xj//eBI/fJDV96O15O4fO7rruvanyovgsYYUzMSrc12jXkjiazZ/uSTT4yeq6+vR0dHBxqiGBERHpzGFN5m2/zZIGE6zAbJMPGLjSfocSbF4d0gyZUDfpBGVWXjrcwPhebOk0ahIxLTkkpx7NoN7DNFOvVO1GyL38SBjDxpiKjZrjfdIOnTwUq3y2ZGUsomYCfvwvhd9RM+XEJK/prRN6jyTlOfACEPfTRZ8uAX2TRCiiBn2e1G1JKF6WfeXlsMTCUYB9UpZfI031ooX6HOiWYkjma7s5Ph/HOBV1bZfxvVqXzYJxwPDD6RwKbNxXgH88JxXR1DY6M7fuVmvCBhW/acm49HrrcJoS9QaTx1yKZYjoAb6cAtAZcJX8hDbQCgv5+jq1tvVmTUv2n+0Gm26+qAxkaGRKIo5Jt4k9GlTSXY6sJ79jk7oOeWcxx4oFnGhzEjcQgynfFDbBu649I9wrbzr+KTgsbH4snYzKNIkVd2gxQ+o9pm+9RTTzXWfDDGMGvWLFxwwQW49tprSfAugUTAcmgcBIUdRbPt947T2ErZIKmbWXviDRC2Vd5LdMKm835DA8vv5ncja1edcB55FNi9h2PRMcxlrykuq3mW0Qx8uwLAhg0cr70OfPpTUA7Ecbn+U26QDPN+QDnIz4Sl0OmGFLZ1XZqzAiGakRgNgIaabQfZtli1o18ehE3ao1azLfzOZoH7fld0SRckbOvs53XpMjmmXhWOLr3eZ4t3Hc12Q4N9tHeC6bWogLuaiCtSzc3FO9ksxwcf2L9bW+37juAG2JsdVen32yimOrHWjltKn0bwUPZNmm8UyzKRKK19uYTtqCtaPvXWSLEt5oPielKaBDiabtUGyzCIJ4jKxGkzHFTOKuoEie6csxhWvlr02BMG2YykkA75OR/hNmjC5NTH1lagt9cbv7hB0u99Ma5qttmOPA84+uijcfjhh4NzDs45xowZg3nz5mHevHno6OgoXD/88MMxY8YMbNiwAT/60Y/whS98gQ7CiUhDAyvMXONypaUiDs22g0knIfsWNkmDbjASsRQeQ4KOkPZsPNUIM7t22ceDA8C+M4ApU7wJkAchJy9277F/fPSx+5tF2055Zq+yJVfxxFMce/ZwPP+COu+dvPYrl40b3a7eAk0hhDSb4jeQOEJTLJrtkD1ckBmJavndLy+DVk9kgb1gsw3b//oLL/o3INNB2G/zp0N/v9v3c1De+ZaPQhulK3PjasNRXAEIKF9Hs12nmfD6oQrz2ec4XlphH9gEFDc1ivmqNCOBf3/pMbUpNCbpQdHyIZQ2WwhbKK+6utIEE9XkRPss858UBJqpadB+p0azLSs/LJPK4JM21SRDvlTKhEb5fQHhiaYzU6YwnHeO+35jo4+dvCZsX822jxlJkGbbaRcNDcAF57PCwVNOeOIGSaUZiSgv1IBmO3LS7rzzTuRyOcyfPx933XUXXn75ZSxevBiLFy/GihUrcNddd+Gggw5CLpfD4sWL8cQTT2DRokVYs2YN+dyOyFlnFjt52a9wEGEafbCtVXBgYTTbjrZVFHTDuhdUrbLYZhnutKo6Zd1952/Vc+LR4Iypd/c7gpOTX6tf9z4j5ksuK8TPBC2n5d3MaaI1UJVSQdjWvD84yPH4k9y1iUt3qI+clqjCtu5e1A1MYlpis9l2vlFps61PaLCfbbfGVdRsv7wSSmQtntGkRJNEMS3yJlyTo8j97pmctBeEVhMdUL7OigAzFLZ1mlrx+nuCva2zODtmTPF+YyPDwqPcCeI8uK3Kz8tpENPBuVT+PmHI6MwEouDKr4CwdPf/9GeOVIqrq6aJHKybsAcJ28I7kcxIfDTboZb3AhCjLmz4D3gnyIzEGWtV6IRqP7MlPzMSU812XR0wYTzDxIlCuJJmO0jYHtWa7Z/+9KfYuHEjfv3rX+O4447z3D/uuOPwq1/9Chs3bsSPf/xjTJkyBf/+7/+O5uZmPProoyUlem9k/DiGCeMZ2trsv/vL6Cw/DhOVwuCQ/9tvoFUdtBIkaI0dG9ywdLbWhfuGfrZNNkKqkiIPmO9/4P4oJsUn22yL2qywgkt9vfoZZ2lV9/rwsOaGhKyd/eBDjk2bzd513lH9Fv8upR4mIgrbOsQNkuJgHbjxN2BVwA6He1YHTE1TdPaMMlrvRaKwLZV9KZptlQZWdbxyEOK3fbLV+x1BwrZXmxkcpyhE6cJ32tHM/YCjjmQ487P2gx5hh6vbmnOQja7ue1buhPuhzAsUmm3b/KXEhhFC2PaL6e21UGZQ6HmZ4jvrdMK2tC8iLL6a7RCrXoEYKINkZNMZWQllatMtxqM6qbEQvs9GdFPNtmze4/wWNdt+7wO1sUEyctIee+wxLFq0CB0dHdpnxo4di0WLFmHZsmUAgAkTJuDggw/Gxx9/bBzPmjVr8Bd/8RdYuHAhFixYgMsuuwxLly41epdzjmeffRb/8A//gPPOOw9HHXUUDj/8cJx//vm44447asqcxanUUYXtqJrto46M1imLm/uCSCo8rPgJuM3NDAsODw5XpaF3aQtMBCHNcyKMqbUcQb5OGfOakYjlJB5wIk8MgtLUoBG2gzTbSg1FwGA4MGAvs3d3m1cyP5vtgrBdgl25Ux5hZAo/TZc4wIYxSTDZIMk5ChkaVhAwFbZfeJFj1WveB8UrcndYkrCtWhEKIyQqnkunOd59174QpNl2Nis6ZiSiZwMlIW2QHaGFMYYFhzNMm6YWtkWtnGj/7fQNWmFbynvtZrHwc73Iqz6qMAB/u137Af2tdFpdF0qZaDvByauN8gTcSLPt/Ms5ent53jw2H06ZBTtVHxnUboL8p/tptnWTOKfN9PZybNzoToCvJ6EQmm05LBPNdjZbVHb4eoipEiJXl927dyNrYDicy+WwZ8+ewt+TJk2CZdiSVqxYgSuvvBKrVq3CWWedhcsvvxy7du3CjTfeiF/96leB76fTaXz5y1/Ggw8+iEmTJuGyyy7DJZdcglQqhR/96Ee46qqrMDQ0FBhONeB0FO15YXtoyL3UH0QYYds5ia2lheGwQ83f84vXr8gLduiiZw6f5xcdY9uvBzUsVRh+Qh6g6CAEQUiHamf/yZ9iGDs2IIGSsO3ZICmkye9wHhXJevUzBdeRuvdNhW0hPUOG2nBT4jAjiarZDnT9F/KgItWk2KvZLv4umJH4hCkPiqaCyetvcM+mRjEsuRyD3IgFad/99ku4iDBABgmMotcN8TmTftAlROk02xoNoSzsWIK9qWhy0tykTo9rZcuVqOL9IM227htlrXk4sy9JyBJ+hz1B0hUuNOk1KCdXPijelbW8jtcUcZXANI631wIP/IFjxcvhNNtxH2oT2O8HmZH43Need5CP86mnvfecz1VNzIP6by7lo0ezLTynrCKce06KLsX1YbmJ7I1k6tSpWLFiBXbs2IFJkyYpn9m+fTteeuklTJ06tXBt165dvtpwh2w2i+9973tgjOHuu+/G/PnzAQBf//rXcckll+C2227DGWec4Xu4TiKRwDe+8Q1ceeWVrjgzmQz+6q/+Ck8//TTuvvtuXH/99aafXTHEY1ibmhiGhzl27ASm7mNXujVvAhMnwrXJICrOTv76+ugzxTAeG1S+w40GxYD7Ss12wFK2ShAKFGaYu+OdPJnhgP3NMk42IykEKWjLuSKt6pl+8WJDvbqzC9ogqUq1UvMUQUupC7O7R32vpA2S8pKxYZr0Zgl54U3SbAd9+/PLOWZML2o1Oed47nlvvLK2zC8t8iAcJvszGaBR8DkthiWbEAXlXdDGP50gKf9W4Sx/B9tss/wGPPWDCUMPFCY22yI6ocaj2RaE7eYm2xVhKmWbwW3f4X1fZ0aS0NQ5tRCi/l2StliKSBaM/GAM+kqqqb8mdTroO+WykCcZJpN5J9xX864j167jOP44OwClN5LgII1xLWAYNvIgYVs2rdHGrdBsy/004D9xC9Jsy15dRIG9rq543fJReOVy9rN+HmKqhchJu/jiizE4OIirr74aS5YsQVpwMppOp/HnP/8Z11xzDYaGhvC5z30OgC1Av/POO5gzZ05g+CtWrMDGjRtx7rnnFgRtAGhvb8cNN9yATCaDxYsX+4ZRX1+Pr371qx7hvr6+Hl/5ylcAAK+88orxN1eShDC47DvD/r1hg/3vxo3Aq6s4Hnm0hGm0QNolbJdmRmKSIpU3klJd0wFqMwQxPaZ+toM6uoRkRuK3DC0f5qE1I5Fs1ky0hKKf32RSne5EXGYkMQrbyx5X3yvJjMRpL9GDUOI+xtjs23fuKv5OpdSCoXMpzLHihTSEEKJkV4JuIcUdaZQNko4tsEpjGaXOGE26fQo5ijcSkwFbK2z7aLZZArjgPODSzxWFnrBmJLKXl1Ca7fy/UQ98cieo+LMUm20xf+TrIqpDkLRmD/l/5VWGOmkCzrl5/yCGVVjlUr0s22wbhq9E8X1B4QUK236u+gImL6r64tdWgiYz8gqBGH5dnX6CKeIYV/itNlQLkTXb1113HdasWYMnnngC3/zmN/Gtb30LnZ2dAICuri44rv9OP/10XHfddQCADz/8EIceeiguvvjiwPBXrrS34p944omee861UgTlZL5W1gUZOVUJYqWeMhl47/2ib0rn+GA/VJW1sZEhlfLeKPio9bHvCkK22fb3s23/a+r6j3l+qDH1ouF6h3v/DtIIyRsk/Q55EC2vGLyabXEZWexsPJMPRXmKNrdc0AYwxgqDVZDvUtPBW+W+LgyO7SNj3gMNHPxMiYIodOAxuf4rhKvwsx2EWOY6X8yFOZaBzbas8XLSoTocQiaj8eusIorNdiJRFKCMhW1FGsJoov3KzHSDpBiEK2xNuFE02wzFjZEs/9GcAz09HOs3AAfNL7YrrRkJvHlnWVy74VGVz1GEbD/NduCmNF/lA9R1Xe6Hg/oCRb+eSLjbRGG1S3gnsAkr8qwwMa6An+2gPidInPG7//obHBMnAvvOYEphW/m9zr+K7zZVlqi046Jm21fYzgFvvsWxe7e7jKuRyMJ2MpnEf/7nf+Lhhx/Gfffdh7feegu7d+8u3DvssMNw+eWX4/zzzy+8M3fuXPzyl780Cn/9+vUAgP32289zb+LEiWhpacEGR7UbgT/84Q8AgBNOOCFyGCOJWNFF8wLAbYeVy/FChx4mTBFHs50MELZPPIFh2zbbE4WOspqRBHym0oxECFdp062wjTbZICnmpd/sWk6TrzZfEBDk/FClSXTdZgl2buLhJEGaU+W4p9I8lajZdt7z06THYkYSk822QzLpXrUx+XbRFt9zYiDcg0nCIGx5olMUtoNXhLI+mm2ZqMK2HbBiNabECZqIqbDtWaI26VcM4o9is61KM+fA4oftfntwiHm0z/Lzcp5u38HxwB8YLrqAo6HBP+Vh8/yNNRybtwBnnO6951IulGCzndJskJQvBa6uKa4z5m4TqlWOoDxRlYevpjeisO232iX+DkqvvLIiE1RWjz/B8aUvuj/Cb/zzMyMx1Wyr+mpRs93VBWzbBiXvv29PEhxGpWbb4YILLsAFF1yAbDaL7u5uALYXkmQp54YC6M/vLGpvb1feb2trQ19fX6Swn332Wdx///3Yf//9cemll/o+29HRgcQI+5Npbh7M/9tcuNbeVofOzsZ8mrJobk6juTmBzs4mjBtn/w0AzS3NaG3x1rjBQY7mZvdmUNuOND8jZEBnp+3Eu6kpg+bmDDrH2nE66ZE5aH4Tjl2UwM/+y3t/zJh6NDdn0NqaRGdnAxJ1Fpqb1TvpOjqSaG7O5gcLOz2trfb7KsaMaUBnZxIdY4rf3dnZ4klnS2sjmpuL0k1nZwva2jKFcNva7HDceTKM5ubiiDZmTCNamrNobtZLMWPG1IMxq/BMW3uxrOwwi+nKZnmhXFvbEmhuTqC5OZt/LolkkqG5OYP29iTGjq1Dc3MKLc0JZDIcjBU7lZYWdxwAMDCQK3xvS2sSzU05pNMc9fVF84GxY+08aW5i6OxshkzO8pZTx9gmdIxxt4Hdu4t539amLys/xo5tRl0dw5TJQ+jpLX5bR0czWloY2tqKcYSlc2wjOjvrMDSUc9UBP9ra6jFuXNLTTkQmTWrG5i1ZNDdn0NaaxNix9YXnxfYq0txSrGfdPd70jB3bjLbWNJqbc2hvr0Nzcw5NTQzJJMPwsFeibWmpK9S11tZ6ZHN23WtuZhga8h/h3nwrgTPPbCz0EU1NQ65TEEXa2xPo7VXPeDo7W5DNeutKUxNDXR1H+5hGDKcsV71ob69HZ6c9g08mi++2tRfzx2kriYQdR329ut8Qw2ptHSqc4CpPODrG2P3PmDF2u29WtBsAaGtLFdtvm/hMSlmunZ3evgMALKn9NDUxtLUl8226GG57exrNzVm0tSXR0GC3f8dJV3MzMHZsEzo7i23OLuNhNDYUw3PI5YBnn0/g4gsbkUwytLYW+zgxn4B8GI1228/l3GOC0/87vL3WLout2+oxf567XbS5xqOMb/vv6GhAS0tO2Yc21NehLgnPvaZGd/+UyRTT2tZml6m7Lxfrg12WY8bUo7U1i7o6u26MzfcJ/fl+0uJ2m/U7CbWlxR5jW1uH4IxNTn/Xnq9bIq2tw+jvL7aZpnw/K44Bcj4DcJVFc7P9jti+nO9rb/fvE8d0qMa0YtzOWOtHZ2cLmpoGCxPHMe12vrW0DBXy0sEZ6zj3yhdNmjGm8G6+/Nrz5dkxplie48Y1oq3dHnffe9/5Dm8Yg4N1rrozNl8nHSuLaqJkYbsQUDKJCRMmxBVc2VizZg1uvPFGtLe34yc/+Ung0fE9PYpdAWVmaMhCc3Ozy1PK4BBDV5fdaPp6OYaGOAb6Gbq6htDdwwuD7Pbtw+hUeMEYHOSegTiTYYVNdckkQ1eXLQTs2WM/m0rZcQ4NqQfc3t5h5HIMBx7AsXMnsHVbMfz+/mEMDXH09TN0dTH09HjjL36vLSSk08Ulv56eYR/BYRhdXQy9fcUwu7pSnnTu3u0OY8+eYfT2onCtu9sOR6S/353O7p5h9PXDV4gZGBjG4GDxmSGhrOy/i+nK5poK5To4yMBQfK+nh6Ghwf57YIChL5/W/gGG/n67Q3aOhrfL3j256O4upr2vl2Egn6ZcrnicfG+fnSf19QxdXV4hprvLW05de4Zh5dz5JNY5/7LSs2fPMJJJhj4pz7u6hpFKMdf3hKW3bxgNDQw9veZh9PcPo6vLv6z7+obRn68PfX0Me/bYv+X2KrJ7d7Ge7dyhyN+uYpgDA3ZbSNYxJOvVaenrLwrVfX3D6Ouzn6urCxa2P14PPLh4EOeebafHbnfqd4aH9OF1daXQpagrjNnv9PS42xpg1xMnH/qEttvbW7zutJW6Ors/ktujg11W3m9oaXGneXDQ7n+ccPr6vO0GAAYGivEMDBaf4WhRluvgoLfvAID+AXd6LYsV8mFgoBiuE19fnzqPe3rstlFIXz79uRzz5Ctg79t54cVBHHYo0+atU16c223fsuR2554EOmXR1TWM7m53nGIe6crIoa9vGAMD6rrc1c3Q1KS65+6f0uliHP35MaW3V/2dzvf39w8jnS6G3ZevM857nLdicHAooG+3x9hUytvfDeXrlivPpHGWMfs7xDFAzmfAVsI47zU22O+Ifazzfb0B/Vlvj7deinEP+rRpMX2Dg0VvZ11dw2hpsZ0yiCfMAsBgvk5z7k2XbowppDX/LYU2KrbBgWEMDfr3xYA9ZorP9PUOA/uMQ1dXl+97cWMi3FethUtb3qG0Tnvd39+v1XrrePPNN/GlL30JiUQCv/zlL3HggQeWnM6RwrWxQdp8KNpGyQdT+CF6rxCXpxwtaMA8pLDsc/RChrPPYsp7TiJNzEhEe1OdCcHBBzFMmGAH7vgcd6ivd6dB5ZkyaHORyhtJ0AY02c+2rxmJ5N7PdQqWuKwphMmFJfkjj1CnE5AOH7BQyHuViYvum1TFFLSBqdRDkHSb9koyI3H+DbGs6NiQ+4bLmGsZWuSE4xja273vixtXA81IJBMxdULV75puPxH7CL92GWT/qPR242NnGbTsr8LE9EGs33Kf5dxLSP2RHyauHSNtkDTcfAx4l/sd/8iZjP6dnTv9w/RLhx+2txfvNYegeucXXzoNZZn41R0Vqn5dZ95XNKULrgwq+2zdJlb7YmCQSoIOYNMldfKkcBGausZz2Wz71Bu3VyD3A0HjpjjWyeHX1ZnV07Q0dvjtl6o0xprta665Bowx/Ou//iumTJmCa665xjgSxljoI9pnzpwJANiwYQMOOeQQ172dO3dicHAQhx12mHF4b775Jq677jpYloVf/epXod6tBlzCnDCgAW6BTRzM33mXo6sLOHZRcPhiY88I3kj8MLGuMXHGr+qsdYLWgQcUf+8zxRb0nUnlhecDH37EsGEDsHsP9wjbsgBg6mfb6FAb4W//DZLuwGShVdxMxVzXnRUITTqlaxYv9tUqW1HtBklVuMoH1d/gMHUqw44d3u91BaGov+J1Vbj19azghs+PUiy/xA2l6vv2vxzu+jR3LjA4BKx+3f28aEvvuNebMIFh1y77Za4oK7/2IpZdOg2sX29fMBW26wWB1LddBnkjUdlsC64lfYVtQ/tt3S2dzXajJGwX8iSg3osN2DXGa57X5Y0s7MveSApxBJWzJGgU2j3nyGbVUkhQfy0L26ZCt1LYlu4Hva8jl9Mc/BRS2BYRhUOxTSSkuiB7dvFDZbNtYh88OMix9JHg51540XtNNVbJ6Q3j3yGRYKGeL6TDT2iW2qFKSHfo6uZY/TpwxOG2C0x5n4pug6Qf8h6UUWGzvXLlyvwS4VDhb1OiuI87+uijceedd2L58uU455xzXPeWL19eeMYER9DO5XL4f//v/+Hwww8PnZ5KI3buhdzMV1bxMBjRV+4LL9oP7Lsvw9gO//BF7xCOsB1kdu+7MUnSvsclbLs2ijL3oTtjxjAcscDeNAR4NduyAKDaTBZFs51IRNsgyeDWRsvpczob8TucAVW1udMVljDIJwwH+eFhjj8uUY183ktWQD4CtouzN9YwrF2nLnxbY889HjT8hO0LLwAe+L06PpEorv9EYcRX4+szWKvaRNce2+a0vp4VBO99ZwC7d7NCu/Notv0EUCFf1r1TfNB0IA1a3XGI4vpPzBs/3/DqDW/Fi/LKmDYe6bcscBY02wb5qiLs87bpR/EleQLtEOQaVe5DxL5Y1uY51CtWIlWrCXF4zHAJRgau/3TfqXP9Z7cJ+9CSujqmfUYmnebYtMm+kWDutMlCndGhWZJAKMZr6o1ENK8EbPOJMWPcD370cfEZ1ZipG0flNu+32N/QYK6EcI2TPt5I/MY6uf0//jjQ18/xyScMV1/pnfyJYYkbJP2QvSuNCm8kTz75JABg8uTJrr/LxXHHHYcZM2ZgyZIluOaaawq+tvv6+nDHHXegvr4eF154YeH5HTt2oK+vD5MmTXKZl7z11lu47rrrkM1m8ctf/hJHHHFEWdNdLnQ72QG1VlocuOTZnw67YzM3I/FruPLgFpewbSI9JRRCqpMGMR1KMxNZQEDwyjMT1dDwzxdxYiSbkYjCMmPFchafKQjbAZ5WRA8mCZ9VEZG33lanOWigU5UVY7b97IzpHGvX6cMVy8Bx0+UnbI9pZzjwAOD9D/xLpTTNttlzYn2yy4spNxvu2Mnxu98zXHVF0YzIOTBKJ6xHMa0wFrYNzXMCvZEo0lEwI0GAZltxPchVp4hO2Jb7LHnSZeJf3sSMxBRbYGT6OAy+D7C1ksmkvVKU0eyPc1y1atPs0Wy7xWDOeUEx9t776glwMYHCz1JOkNR0sJwDSx8FuruBz1/K3XWH2yaHohcK5/7ba91pFCcpBTeQ0jt+OI+Iq5W+3kiCg8QDf+A49RR7nJ1zoPeNghZbTIeBZvvAAximTNGnoKEh4oTc0PtK0GpEX799wXY3zLz5KISVNNRsyyaIo0KzLZ/U6HdyYxwkk0l8//vfx/XXX4+rrroK55xzDlpbW7Fs2TJs2bIF3/72tzF9+vTC87fddhsWL16MW265peDHu7u7G9dddx16e3tx0kkn4cUXX8SLL7rXa9rb23HttdeW9VviwDXwSTNzlX9qlwY1YdixSOGVYosna9/DCttaW0YTYTv/jMqncJCwrTxBMsCdWiLhTpefkOJx/SekgUvCthOmUrOt0srn3L+VGhin7qh8jGsEkaBlXl+f6AEDrfMdjDHU19t/O5MOJ9zx4xl6eoCjF+rD0sUbp99bOWxVHdW1GXtjEXPllSscH22ZjE4jZzyQir9L0GyrhCRTMxLlgR3CtaBJh8tsy0fYdvJEdpfqiyhAaB4ZO9YkIJtiHffeM5lMONjCtrdfc6hXCNuqdqprEvbKpr0K8/xy/5xiAf2dyxQrQPupm8xvy2uEt29nrvy2LBQ8VIjPA+6VXcbcJyaWssqhstkuxc/2U0/bgUyZDI+WW9UeTCbYBx3kH2dDg1n6nDNSHCyfYnQL2+5EBu258eSj8LqpZlteFR0Vmm2ZXbt24eOPP8asWbNcXkg2btyIH/3oR3j//fexzz774Otf/zoWLFgQKY5jjz0W99xzD376059i6dKlyGazmDNnDm666SacffbZge/39/cXvIk8//zzeP755z3PTJs2reaEbT/NtnNN3JSlWxY/7liGFS8XG4lsFxbUMH0HYymNzr+trXbHuWVLMUEqIUF3oIlJY3IG/FzAAR6qQas4i88PFtydl8r4mDuv/PItK9gbZ7LuI3BFbbRKs+1ot5xrw8McmQwKm/JEIUz87RoYDTSnHhTPug7j8RO2A04scyYSyWSxPjnf6/w7bSpw/rnu0wmDiCJkm9Z7nc22ybsFTZk0eMtxm5qRiAT52BXjU/2WibJBUqxfngOiNHbavpptbeLUv3UbJAv5qtsYrGkvKtv9eXMZWlvNK1hOoRl0fq/foH5HVY/qk8AwvNo8hyAh0rmsK9cwKwyuyY7KvCDhP8kQw1Ul11UeCanuABgYUD8vbpq3LLVmWxybnPcuOJ/h4T96U1IQCIVv+OjjfDBK6VNxzYf+AWDMGPe1giIlYEIKuMfOIHOehoZoKzWFNhOg2fa8FxCX3OeJ44ipzbbMqNBsy/ziF7/Ab37zGyxdurQgbPf39+PKK6/E7t27wTnHBx98gFdeeQUPPfRQYcNjWA477DCjg3BuvfVW3Hrrra5r06dPx7vvvhsp3mpDaRPso9kWBUSVFrSujuGg+QxzDuT4n9/kg3M625BCh989p72Js9gjFgBbtghpUTQqnTbZpDE54anMSMROW2VeYwnpdE50TAUI2yzhzgs/DaMo4G+TbPlEbTQgCl68kCbxtM0/P2K7+1t4FHD4YW6taRSbbR1BZiR+B6n4FZcsbDvl5pS9E0ddXVHQNqWUI6mN671CSPY/Dpm7nhfLoiAImQjbmuthzUhkDZYnPMNvERG1VMWT/Bgsi7vSHbRaEsbMwsQbSaCdrhi3Jk0OYT3cqoRO57fOtZlSs+14JNH0R0rzA4XApqvfYbTsIoHCts+7fppthw8/BA4X/RlwvaJHtNnv73dPQP3MSHR1vdCHCuE47u/iOEFSpcjx02z7CdtBK1Gmwrb8jGqy6OD3vfKkTT7hVpYzXOURoNnWbZQf4SNRQhE5aStXrsQBBxyAWbNmFa49+OCD2LVrF8455xw8+uijuPnmmzE8PIxf/epXsSR2b8ZVqSVBVt5kB7i1H9msd8xyOqU6hS2aalOITCLhdfWjSq9KgJffUtpsR+z4xWeUmmshXPE+5xwffsQxMMBdabIMNNuMqQVaFTqfxk5cOg0b4BW2u7vth50lVZdnE4UgKP7W2VmrCBoMVROjghleQHkVhO0670mifp18ECo7wNDvSpxwnHe5V85jP080lgXXcdzihNQRoFSmAKpwVIQ1IwkaeP0GLtH0RUQ01xAnroCkVQ6oU37XAKlOC9ftpfLiFUeICtT6GgjhqrhN8BO2deg024B+g2ThGwK+xc+MxBWOKmxF+lTjhFgX/cwYdfVIPGjmvfc53n1PvOeTPiGsZNLdHj2rHGJ/q82U/LuGgmbY7kY1tqgmTSamY0Ga4MbGYNOOlhbvZtQdO/Lhl6jZ9vQnsmbbtZ+J+X5Pi/dcIHUcVUTkpG3fvt1lMw3YJzMmk0n83d/9HWbOnIlrr70W8+bNwyuvvFJyQvd2/LSTSs22JGzLHZqzvGZv6mKu8Ew024GDhfOD27uvHXdosskFEG6DpMlA53SwsmZ7+w733+L9DRuBZ54tZpKTpmzGaxfmSZOULrnBH3pI8aZuCRiAx2Zb7mzq6oqamqzC1lvnRlDUxEXpjFQdvbGf7YDO2NkwWicMjAWb7YL5jPyiX2o17xigOQAyHx7DvHn2x/hppIPs9QvPi6shHHDOTdENIiIm9psm75cqbAf62Za8GIjPG5uRGJS12E7q6tzabadOFbJaiGPLFo733/dGELRBMqgLkldhTMwp/NLgkBR8basIEqQK+a9Jh5+bVl9hW1HvxDLw+25xQ7QfWz4R0qIIUx67AGD+PMmLV/4d8fyCwmQ5IH6d9l4mimZbZ+vsumyg2dZp52dMtxN10Dx9e2prs59JKCZG73/AMTjIQ5vNWJZ75UzOL3mDpJ+pkkyLpq8uxx6duIhsRjIwMOA6xjaXy2H16tU4+OCDMW7cuML12bNn4+mnny4tlYRb2M7/6wwcKmFb7JBVy/yiLZus7Sx0QAbeRrQIDeihP6K45GMobOtsK02EqIIZiTQoPf4Edwm+4n3nQAg5niATEgc/YfuYoxmGhoEPPuC+fqctyy28yf2GqNkWOzF5Q6H8++CDgPY2hmlT/TXbWgIGQ1+b7SBhW/DOIQtdzr9y/Tj4IOCDD/3TVBhY/R8rMHEiw7y5+jQ3Cid8u0ykZM22r2ChXm3gHBjKb+xyhG1fM5JShW0foUokSNhWCqIKQaaQrgBh27VaotDuueIRf0ttr6EBSKXc36DaIPnoMvuvCRPc14OE7aBKddYZwDPPscIqWRTNtirvnT5bJ2yrJi1RzEiMTMw0KwsOTY1Ar899ERMXfK7Dv6zgb5g9i6G+noExrwJFZUaiw3lENaGIw2bbFralOBVaehNXuLr2etpngHSaoamJYf0G9UeLeaLKF11/G2Tdx7leESErKuRv9Ot/Wls16RmNmu1Jkybho48+Kvy9atUqDA4O4phjjnE9l81mA49EJ4JRddROZXV5ochfFO36slnFjFjRSJ13xaVuk/T43eeAy7aKMW/AoTZIhjAjySomGTozEjkNTp4MG5zIKWtaVGnU2ZGLWMKSqmya4qTJbxVAHmRFYefww+yTN0U78P5+k1FV3fkGabZb8xuV/IrL4pIZibRBUjZDcJgwgeGqKxiuvpLhM6eqY3C+009bLXLSCSgcjx20XKrSxDimC35mJLmc2owkkyke/uMI2zpbVkA/EY3ijcSPQD/binSI+0ksof4B3k1uhd9+QqKBtC3vl3Bptpn7GVVdHRyS8loUtlVRB/RBU6YwXH4ZQ0OD/WAUYVtFfWFztDpT/FYI7Afsf3QCkk7YDjKXUJnrqSanDk1N7nZrMvGX64ZOs+0x61JptpXtVx0v98kzlSY5imZb/n5b2+/W+A8M2uOon2mGrr0mErag7feM6KVK1e/s2RPejMQJT5c+eeVLVgr6ha1bAaxmzXZkYXvBggV499138etf/xrvvvsufvzjH4MxhlNOOcX13EcffYRJkyaVnNC9HZVtlsqMxKnAaUmzrdv0AAidj6RN8qu4QQOxbmkoodDY+mm2p0xhuPD84hsmjckJT6UBErUo4n35e5yOVHW8tiet3Dvgyzj333xLL21zuaOTJyUBwrasGVQtkYrfef8D7sLRDjiqa8JF1crJwiO98akCdm2QdISynPtf1UDX1MTQ2MgKAoiM8y0tLQynfDq40ohCubGwrRiY/ARenRnJ4KD9b329/ntEdPJn0CFUhfcNNZhi2TkTETEM5evCJNtpw4XVGPF9ScDIZjl27dan1RONTthOFP1NA0WhL/C4dlHwCojfdEAX91fI70Wx2U4GnBCpm3R7fgcIlrLwx5i/AJ5S9JGNTeLD7ntXXg5MFzwHB7lWBaQxzuc5eVVWJYyKCodSiMPNXCaj7j/FvgIAtm/nuO93/uVgMtmeP88+vfHII9yForRjR9EPuMU1kzQDzbaDR9iWJkbiBE31vEgtarYjm5F85StfweOPP45//dd/BWBX3EWLFuHII48sPLN582Z88MEHuOSSS0pP6V6OakOQqnMsaLYDzEhUM05LGoT9OpMwNtvyjTA227KNt0lj0h1qI6dHzBePsJ1vGcN5W9pkkmlNQDgP3iAp+h/WkZOEN7lzswU0+8hdUbslu8oDJGG7xNl+kA2nPFgevbCoSQm02c6XUV1SmDxKQoOftlhXR8XymDUTeFrz/gXnMWSzKKbXgILXFEUeBwrbwvOysN3crJ+kikTdIOl4A/CzzRUR87C+XtonwP032Yo23aoNkrIQ+MAf7KOtHYLSqNugJ2u2C5MoR3NX6DPdq206LWcpwnZBmx7BZlvVzwVNxOT247kvpUv3ftDkWg5jnyne55t8NNuMuc07/LwZOcielrQ229KqrHzisHjTZbMdUtsPaDZNqoPRotJsO9flONNpDs7dMShdG/rQ2Mhw8YX27127gY0b7Uh0/Y5jEcwtKD8u6HvFb5NXAuS8nzsH2LWLwdkK6NdeWrUbJKtXtR1Z2D7wwANxzz334H//93/R1dWFgw8+GF/60pdczyxfvhzz5s3DaaedVnJC93aUwpxCs20pBC+VNxLV4RoFl2sGZiRhbLZdl02FbUELY7LcJ8cBBE8yMhl7kmhvEnU/52xEdDTbDQ0+JiCyZlu1mcYg3bK7PvlbnY7VFraL122hTzplTSNsR5n5q8wFVBM8B9XEUBmupNmWNXN+xwQ76PLVVLCZMMH7YJBmW9zI6WzcMha2FW1r42b739YWM2E7qs226I4tKA7neYf6+uImzsK7KkFUcV/lCUQ2IxEFbfsaB8Ai2WyL7zTlNawF/98K7a9c3K7yL0Wz7Uz64zIjMdRsy2Xc18fx8kqgo8Mb98yZDOvXc9f7RieMCmF0dDBc+jlg8xbgpRV2WC4zEni/V6xbfns+Cs9I3xRkRuLn+jPMWQN+ExDVRD9sueYsd11saGBIp7ntpcQgfe3twGGHsvxR7OEiP+1U4Fe/tn+L7VbMl4JiQdPeg/ocl/JIeFac9Dt5lkwynPwp4Xmffr8WLZMjC9sAcPDBBxc02youv/xyXH755aVEQeRRCduqEyRV2m6VNxKVVlfuWHw3SBoug8rtM8HgNY9QCdsabVCpZiTuvOLI5ZjLhKEQRr5liMKgDi6lS5VvpicDOulLJr3f6miL5LQ635GTBGCVsO2Xf2HMSET8bO384uMQNkgmi7/lQd8v73R1VHT/ZmvSzJeNg2xUnfvDw8CKl92Cit/BMjozkk2b7KsHCyfAOcKmiqjCtokgL+ISthX1X7WxTaXZdvIkyBuJjM6Xtx2R+nddnXtSXLDDlzZIytpEVzQxabYTJZiRqOp8oGCT/1deaXr2edsMoRC2EPdnTmH4n9/YZjzOEx4FieaayJgxDG3dxYdEzTYHcMxCW2t5yMH594U2aWKzHWRGYmKzXUi7M36KK4khzCEcophVeMIVhO1kkqGxwdZqqzTbKuoS9kpiFOw+0skw+x/ZZls0WVV6H9LUSedQOJ3NtqgA1LUFvzZiuj+lmihJ2CZGDtWR26plQ9Xyq58vT6DYaciaRV/BLKLNNmPe/shPsy10B4FpcihOHry9g9yxZ7Pu0wvlNBVPb/SPM0h7bJJuyxJc4dV533HsIFX5lc26NVKOtjtKOmRUnb6p6z+/+D76yHa5CLgPtSlskCxBs10KyjQrVi66uorXHLOEKGYkgG1bvu++avtXmehmJO73Q2m2JU2SrAFzcL7p5ZWCcOeE41Jn+8ddSGdIM5JEnXpFi0l9nLxaphX4VXHrEqyL00DYPudshj8v5dr7QLBmW6W1B4C+Pjlh7j9lMx+l2ZgchCJ9DY3q39kM0DGJ4fLLuGsS7Ky0hN4gaXnfWfMmd+9rMhC2Q6Gq6zGEbXF3P+e0s3Ta0JwnJhtllc22uOLLLfWKh67PUZWtmDfiKp9+Y6c+vX6mhdVKFZuTEyIu7yGysK3wRiJW8vUbOLq63eG5GkE+7BdeAl5bzYvLvz4dR6Bm2/mh6BzC2GwzBrQLR/D6HaRTfEZ/T16yFG3DRQrHojs2xT6Nm3P3+yotuJFm23LHJ7+j02wDtrCtE4BNzUi0+aYStoVrsiZNNTFU8fobHF1ddkDi6kLBBr0EzbbnuRCDoOpR10YrhftF56dYNtOnMVz6uWJoOm8kADBjelHbJ4cpU4oZiUk4qudlzbZWEFYt2wdotjduUsfPefHAJk80GsG1rk6dLr9Td8XrgPsTStog6WdGIj3b1mrb1Bfj8EYSZLOtWulUoVstlPfsuFAoTWQahQmZuMLjbNaXv8nP3M8TvZCo9Ru40qRv9evCCa0+ZiTFMAXB0ucZ8V+ROGy2IQnbjnnE22uBJ5/yRiqnIy5lg0o5JioErNCa7eJ7DuI4YZtw5p8NSJPyHqrbPlsFCds1QkIxa3dQCVlyo9ywwf234Aq90GD37OFY/To3O9QmqmZbE67ccArfxOxNHZdewnDF580aV5B2URWP3JEUDo9xNM0+3yuv+Dc3eZ8xEba5aEai+IYmH812xlDYlgc8S9WDKtLlvVj8KU9gTG22RcTJhcfPdgya7UjaLF2civSohO0pU+zl9SlT7MizshmJ8H57uz5M0+tJVx/h/WB5ki5qsGbuZ9/s6HBrHh3qTM1IFOlS2WyL73Z3qz/IsuwDNVS4rEjEdCaARcfYS/Li8rqfQOm350CZ16Z1Tlqp8TM1U+1lkQnyRlI4d0GzEbUQl/S3vPIg58cLL3Fs3x4QCKSDbITvG9epTq/c3sPw+hv6OiMmz/QwGh3lttm2uFup4KxebN6i/r6yabad9FjChIW59zqoNNs6sznVpmjZE1hBztCaAvqk16C9VBtkRlIj+JqRKFz/yR1Yk+DabM6BDEcsEMKWGowo6BqlR4WTRvky84abSNj/qYRFp0GNaTdvWX5pk/NFp83xmJH4CPCtrW5TnSaFsG3SMeRyxfjq6rwacidNSr/kkrDtPvpWH6dlBZdl2BMkxehMBzbxaGVZ2I5Dsx2KAI2VSvhXCdvyNc+hNkKgjiuruDTb8mZIwJu/YlpOPQXIZhmefgbo6fGGp/IkYKr1Lbj+E+uJgRmJiY97wF02yaQ9wbn6Si5pivPRKkzvZBeO7jLwJtR0giebRfmZkTAW3FZMNdtBwquuPyi8pyib55a7L6qCEIXtXA64/DL7MC9xAifiZ+4XFafOOGHvOwNY+YptpuUgfr+JySSgFjRNj3APCpcLSoXGgI1/cpv2U0SEQpEnAFx7HZSabUWdrK8vmp+8uAI45WSOpibmCjclbADVtaegQ7W8K+TVLX2TZrtGcB07m//Xz4xE7r+cBt3aynDSiaxwPCug15T7mpFE1WwnvB21aqCRNRRh8Eu3bPKgs1OUNzfpvnfSRIb99nW/rzpIxVSznRXMSOrq1Np8lTYhm5WW7EyOZYOZVklpwylqtuVlYKb57YNos+0Rtn0mOuXQbAfZbPuVpSigyidg+pmRtCmEbZ1Amk6rb8jCtoyfn1vG8ifuCc8kpfCOOZq53jUWtqXNiWLcfgwO6e+5BGIxrsKE1J0QzyZweTOxK3Axof5x+1E8rIN73lP1gYGa7SDVGAc2b+bYs8dr3uSKS6oHTjp7eoGHHub48KOAeKBOq5i+TNoeayaM139UOTSTTtqdsDs6GC67hOGSi9XPO4K+Li1+ZiTKiX4pmu26YC8bnv46ZjMSwN0viJpt1VihUvy0CF6VPvmEY8XL9m/x/XTa7XEsKE0qdPusqhUStmsElTeSMJptP6FKK+j6CdsBDUGeEIjXVVodncAfpUMOOsXPFY9Osy0NlDoNwpFH2oKKqIVTdZh+AtqsWfZHWpbbGwng1sg0+thsZ7LeiYRJ3EZKJemZd97lePe94kW/Y3ZNi69e2KTqmO6YTPpM64fOR7ppmC67d9UhTArNtrhK4fwtmpGItKg028Yp9qI01dKakQjvCc/Lwvuhh7CCEKsTtpU224olZZNv27XL56YQj9imtQKpY0ai6B89mm3htTjMSAp/+0xCTTTbJofaPPa4O8EmZiROupa/AOzew/HW29Fqnmi6pDpVUqYcB5CoJjbt7fZE0iHSJnHFtThMhi3LPdYFbYJd9447JXGZLYvjW05Ij2h+papLKsVPS7O7bHfvyYchCdtOeFE2SMbx/EhT5ckjHFw225KWxkSz7Se8yg227N5INGYkIqYumVT4NTrZvphbjvDoTadJmE7eiWYkSntZnzQtPMr+VxS2RUHnhOMYZs9imD3L/lv2DAF4NdsiQWYkQc95bDhfdF+Qj492yRRhNNvSCZImnmDKoR1TKraFi35Lt2LZKzXbgoAr1pkWxWpI6NV1HzMFoNhmnVUPrnjWZf/s492BQz2BV+VdwYxE+B6TbxM9mnjiEZe9fQ6nKlyX+iPPKYs6M5KAuP2Q68lImZEEodsgmcmYV7igtE6aaBBGGVf9fT1ZRLC1NtVsh/0kzov1ty4RLGx74isxD49dxNDSwnDcscVrovecYp9hrtlublaXrUfYDli99vu2+vra02yTzXaNoDMjkX1ZWpJWsHDdp2LLnYZKOyAT2FEyJyxvXN7OniGRkAU4515APCHTJufLcMorPCYSzOt3O2DXdUrhXlH1HABM3Yfhk628EJcoCGQVwva8eQzz5hX/Vvo81nSGQQwMAj29HFMm6zPN6JALkQChT0WdoNmWbYp9zUgqYLNt+k2ysG1Z7gHGrZFlnrBDC9vcrlvDKXswkje1eWyRVZpt4bfqdLrC/RATO6f8tm7jSKXsDc+h65Qcj/A755owqgtHnvybHspkohk2SiT0+ez8HdSnBgli3V3ea2+9rTApM1Qk+KHrDy+/jKGvX31YlExZ9lvETKH8VfbKcWyQFPrthMIDVRClCtsHH8Rw0Hzu6ou2biv+Fr34qNqCWA+cA3lmz7JPp5TRmZGYnALssP9shrFj7X0Z4imkuueriSpPHuGgMyOR/SkXNslIDcPvlC7tKXwlbExz0tjT47+xxvFCIqehIGjFbEbi8bOtOPimsdHbcHVhOvlw2CF2Z3PoIeoE1/loDEUhUzYjUaEadEV7YE8affLw4T9y/Hkpxydbuee5ffJeNEw1Zqr4Imm2Q3gjKYtmWzkjLf409fGaU2m2neAS6slRKcK2xYEzzwAuPF8jCAi/tTbXwm+XQKVon2FttgHbvShQmomMHI/JJDPMBsl5c4V7pdhs+wnbijCD6lWQzXZ3jzexqr0bHkHfP1glOsGmtZX5TtxdYVRIsx2mzwhrsx26P+LF/jWRCK+djaP/k09QdlaU0mle1GzzYM32xRcCZ5zOsN9+TFm2Yh6+/gYvHDqn+wbV5YPmAwsO9yomAPu492qGNNs1gvK4dngbwK5dHMPDXsGr8LfP8rLnul96Ahq539KQShjzekQJ1q7rCOX6T9GJNjR449UJfM5jY8YwXHUF1/r+dC3PC61OFLY558hk7Pf9vkEnbOsmVCZ5uGWLezCfOpWhIR9PWC1klEG0QVgWdL7DZHWjHNqMIJttUw8AzipTUmNGEqewnUgwTJooaHaZv5AlnhTnui685tJsM/ezXDP4+tlsA8DGjcX3S0KIx8RPsyxsi3V6T1fxKPpTPs0wZkwxcOONcao4Q9psh90QFhXPJCBCuHGkpZyabV8TyAj9k7HNdljNtmBGkmDh8zXuQ2081/P/yhNSB3Gcam1lBa9Kqomj3E6djbxhlH1iuGJefepEhv33V4dTLZBmuwo54XiGhgaGAw8o1kKVn21REyqy7InioOlsaApjs124HoNmW/VekDDjvuEfj4pQwrYi/44+yhuGySYOPyf7ukNv5EHWWaWIImxH0WyLuDpTXixjv1URdYTFnyaDx5wDGTo6vO4WZTMMZVTl0GwHxGM6IAZ5I1Gf8KkW9A46iGHhUfqPveySoimKnN7iRfefKpttsQ6pbLYLQqsmHapoVV5SShW2w2q25XjFd95Yw9HXb9/wtK0SzEh8NdsqM5KAehXbxNInXabEkZZyarbDCtu6552+qGw225bbG0lozXbI+LThMKY0wXJrtr2ZoFtt8TuLQBeHJ4yAVTLx9owZ/uNvNUDCdhUyby7D9dc1YfLk4jW1b1+uHGh27uTegd5nQIriVN7UZlt1WSnwR9Cu6wgjbMv5su++9jKYR7OtC9MwgX4bz1TfHsWMJLRQLKHzyBJWMApjRjJ1H9sVZSJRXMq0j/nlBWE07GanklENxhHi9DMj8V/mdk+QgWD/u3L9DJowiJsCdZptP2FbPPlOF4eDe0JafF+Hib9c8Ykwmm2nXpmaRpWyQVIu4yBhOyjcuCaWug2SYYhjM1o5j9z2F7bVgqUKzjneXsuVFSEOP9vyce1h/WbH2f8p3YXmv0fXxrTHtcsTe8617mi1ejZVeiLIKtUCCdtVitwZKAcsQHlsLVDUUMl2sGE0277pi6jZ1g1AcTaiUMK29Lfj71ju9IK8HASmSXhf9l+sCjuSZltpXxpmYJHfLYb93vscr63mRi70wpSZ+O3OYUDDw25BbsS9kQSZkRgKCXIbdJWRgeZNFmbHj9O/4yfYqbCsoh9rsT6Jmm0/4TDKoTZiOv2EXZVnFr94TIRtMX9yOb2bTDn5pdhs+wm1chAmmm3btrb0Cq+KO3QYMbS7OBSRkycVAwlc2REIM+FY8bJ6chbLCZLSoTZhJzFhvZf44TdR1q0eaYVtaaIuvj9jujuiUJrtgBMrq5kaSOLeS9CSLgA88Af1qFU0I7H/3bYtbwOteDbMbuDCvaDOzOdGGIE/SqeuO0IW8Lqp83hLcYT/kN5IgnAdFqKx2S7G5S8gq7yR5HLqiVeUzUDObycPNmwEnl/Osfp1js1bgsMRyzIofjFfnWPuh4bMhW3TTnbRMQz7TGH41EkGWtMAEwzTOB1/6843ZnNmhzXphO1p02zbRBWeNAVo54GiH+sJ44vXxNahMp0RbZ9LEbb9Vkva2vT3VJiYkYhtLpczd5NZip9tU822MyE2qVdxCLlyGFGE3jhOLozD3lisK6LgGaewDajrQRw225y7j2s31fZPnsRw+mdsc9O48FMyDA2pG4yp8CvmnzxB8DM5DQo3KIxqgoTtKkas3mFnbgXfnQaNV7v5z0/7FlWzzdSDTtBhFGEIox3QCdueASkBHLGAob2NKZ8PQuyY5YmTLFgHpV/lZ1s86l0ML6qwDRTTPDhYvGZ0hHYIYVscXJyTN8uh2T7kYIazz3Lvg9CGGRCPqsxETvk0w9SprOA/XbZFl8PTxSXbdDPGMHOm+h3P4Gaw+XLnTvv3RMEnsk6z7UkbzM2LwpqRHHec7R5w4VE+mlzhsqnNtlNmuZzPOwbCtmmT8hXoFG3EROgtx8bEwJMpVemIw4wkBgHJOegLcB8mFremUylsxxCHy/WfZpVTxfTptsljnISxZXfQjVWyTCH2ffL4pd0zFkKzTcI2URI6gcOkYg3lhSJP5QzRoEqx2fYzI1Hd052OFqUNlSJsO/msOpDiyCMYjl3kvW6Cn2ZbJij9DTqb7fy3iAOQKSpNpZPmjOAeMR3gTxzwNz8AgObm4kUxnx0zEsviBe8QQUvnpiYyYd5RDjrS+36D4uxZDGedwQqnfyoPtYk4gTBtq0ECqGUVPXC0C9pBUePrp9m2cupTAo012z5p6xzLcPWVDIcfps9nsUrobEHd6WKuctDlj4lm21Qg8mi2NfEUJvgG4cYibEt/H3BA+DCqxRuJ2NeF0WyHTr/hKo7OPMkPl8224dhVDuFSedhP4KZddULk98R25Bm/YtBskxkJURJiBRUrtUlDc7SRno1TKhOOCJrtQK2WobBd0GzHOGMtRdguxKux2fa484ow8LqEj/z3iQJokLCs0kSJZiRNwvuRzUhQFIRF8xQjYTvgvmiT684XhsZG++2BAe/9uAgM02BCGiZdKiHPxIxEhb6tul8SVyN0z4leEBzcmm1vn+Nc+dOfOd59N9iHs0xYbyS6742yQc9E2JZReYwx3hQta7Y1nhSc50xMM2IRcqV0zZ4V3pNDHGYketNB87SI2uz6ACWGOw7jKABoXP8pnRaEC1fWbMeRr1ExMe80rSdy3hT3jDHP+BXGhNS0/6tGSNiuYky1LwBQX+++6NgmmwxKptoy0UtA0KYkXdXXabZ1Gz2iCtumjS+MZhvwfpfpGKVz/ecEeM5ZxUtBwnazYgNZVqPZDiVsS38XbYeLd95YE26DpKpzFNMv10/nXn8Zhe2gNhFksw1EF7Z94/ChcMiTYYVzNj/KYYjCrjjIOwQqiSMIMa4VOua95od2mboEYTvrp9mW/i6XGYly1WCEbLZl6upYaDv5cmq2w4QteulR+YU3TkvA8049CNqEGfYUX1c7DOH6rxz1QLmiZ+goQEYeP/20934mp55rNSyx1nDSRz9av5QqMwyN3V2cmm3x76BOJawZSZ0m/VE6FXHJOAjtBkmdsO2TJ35oNdv566KGpiHAzZvqfjZT1MI1RBW2xVP1eHT3Xi4NntKMpPhbzmdnouDYho/UoTVh34kqbJdqRmJKOu0vNYteEMRBTdfnyGYkYRDbWNjTSLXLxkLdnDvHTtQBAfb4UcxIoj4D+JuRKA//MQjXtN7t52PPqyrjjg6zcAvpKKPNdpg65uoLmeZ3iXEAxTxzNnED6rIIK2y7NNvMvHxHTNiW/o5qQjWcsv9taFDIJDr5Q2XWUgMabB0kbFcx4TTb6mfD+t81uQ4E+3QW350wofiHToBTedgoBT9BcexYVnA/pN0gqZvRRxS2xedEkxnnsjhoBC0lqjoc0byjKYLNNqB3/RcW+TXHNMTB9a1SOTmTRsdOvBJmJKrPlgWDMBORIDMS2a90ucYTLoTNEWxGokpTFFvYMWOKv/0OCTEND3C3oWMXAWd+luGE4/zDcurWkj9zpFKah6Tvi9X1n2YSqpvgm4SpY9w4/T1V1reH1WzHUEej2N+2tkoruJoNvWEPCArKV6fd+ikKgPCTSc45ss4JkpW22TZQxJmmT56M9ffb/7a1eRWDVX4WTWyQsF3FlEOzrSKKzXagb1vhXVmTq7IF1aU/6kFzft89bWpx4AtrRiLbLBtruYT0qMxIRIErysYhR3hgjLmEWVX6Lv2c9yJXnNsQVdB1CxIMl1/mvq/S7Mv3Umnvs3ERxozk0EMYWlu9G2PjNCMxGfj9hFOV+y9ngjN1qvue6A2kYJoirlgF9DlB1V2VLxPG2558gGIe6M4HMAkPcJdhMskwbRpzLfEHvfPxerP4y+b6T/GcSZ2KZfIZcOy2CXGkI6sZQ/zCnjzJ/be4eTuhyd84cOJpEoTtuDZIOm2iTmNGMmsW85iJlgMTv+HG4530nCNst7Z6x3pdmLqJf+G+WVKqBhK2qxi9ZttbO41tG1VLRcprXl/P4sATaEaiSYNWU6URtk0OrAgTnpOewslYujzWaLbFzl28HoTY+bhWIUz9twYgCqdB3k7GjGGYMsV9w+JS58ZLGFClOEUhyPYhDuFv6dn835n891TCjESs54cdCnz+UjvPREo1IwnrXciPpibvtXPOso94//SnitdkP+o5QaNWuB6k2Q74blU/xBgwa5b9uxzCtiniBFq30dfEXMi0fXoEFZ97ADBpkvdaUJhRnlP13WHd/8VhRjJWY7ril3bZhI4xYP48hs5Ohlkzhesh62lQvjr1pdklbHtfCqvZBtztUFWv65PA+PHe63FjYmJquoFTfs/Z8N7eZp73UfKymol58Z6IkzA7m8UBt6WFYXBQvUHS1GY7SJgImsHrBCqdtkfX2UfRFMhxyoj+TMNqtmfNBJ5fHj49YucvCtsqYd9Es93QwFx2uekQwjYAzzK6pTiBMqoQ6CeMyL5kdZpt53vCTDxmz2Jobg52ZRY0YIjCSDKpmdxG9kbibdQmbdSvL2hWCNudnQzHFbTxxZcLm165WvAP1GwHlIcqX0QhwhGyZa3m1KkMu3YBBx/kvn74YcAzzwKTJzNs315MXJRJmPhtOmFf/rzzzmnEPfe5d5tGttkW/1aYkcydA3DOsM8U8zCjoCrisJOXOLxmHLEAmDGDobUFeOllYNMmO2V+35hM2itzb68F+vpsTypzDrQzcNNmbz3XUVcXTpHjOBwIOt00SBurwqmLOj/bjHn7wRGz2ZYnnxHNXJwN73FqtmsNErarmDCbLRrqgSsvt7WGzz2vd/2notRNT0Fhmmi2dTbnYTecqOKU8RO2dUKF83x9PcPFFwEPLg4eGFzp0QjbohBVV8eQy3FMnxYc3rnnAK+/bg/ML7zEXd5nTIRtWbNnWd5BOPIGSZ/6JC+VyvnnsdkOkYaGBuDYRcGVOShMURA02aAXRFISNIHwZiTasJMMxwfYKhcQVys03kgCNds+wTc3M2W+MFbMA1u7z5GThN25BwJnftY7sdl/NsPEiXb7ue93TnqjHVsutnXdBlI576dOrcMJxzO88KK5IKd7TmWnDYhmJAwHzQ8XZpTnVBO3SpiRJJMMUybbvxkTJlIBk/UxYxiOO9Y/TUHVI2rfNnUq8PF65tqHIBJJsx0gbIN5wy2LzbaBGUlUHJ/+LS3mGyQ7O+OJu1ogYbuKmXMg8NbbwD5TDASIRNFXc2NjsWXK/qujaLZbWxkGBjj2mYLCcd1BGyTFUTlpotnWdH5RzUiChG0nXtPj2sV8awmw21OhE67EycTnLgJ27WaYuV9weJ1jGU75NLBjh7sXTia9J1SqUAnbIpxH72j93pMHFLmcCprtCBskTce5oO8SfVTrhLooGyRFn81+goFpvtfVMVx9pXeDpQmiyzFxsNMJC7oNwgBw1JH2JH/2LGD7Du99xtx5YFnMo1n2c9c5pp25jouOKiiZrJKZaPdM8fNGovsdNsxIVImwLeLKD5+w/eIVFRpxm5E4JJPAxRfq70dRDolmJEqBF17zxbJothXX4ti3AxRXUhsbFTKJJozGRoarrgCeW15c9ahlSNiuYjo77coW5AoOkDcMqa8D5g1KbCznnAW8/wHD/HnAPffZ10LZbIvp0dlsazTbgUK9hkCb7QDNtuwdRcyjxkaGMz/rxBO+13NpEoU+pL2dob09XFgqYdVE2M5k3J1XzvLWDZOOtqODoafHHZZf3RDzHvDWbVmzHWq52rA/DgpTFOx0RLHZ1oZlOPiowzZ/WpxAWYKw7TrFs7FoX6lKk6o+NTbadrMAsHOX+qAbMQ/EA5gcAvMoBhv3qBP3qJvETDXbYTZER7UXF1FNqEKbkZRh47JDkGbb5F5QNumUO0Ew6CeFQOlmJHbY7gJizNteyiBrG22QFAnT9xSEbYUs41emTU0MdXW1L2gDtEGy6mlqMlsyFQds0UyhFG8kDu3tDEcewdDczNDWZqclyNRB61dap1HQtKc4zEgWHePOPz/NtpPVra3ApInF9+QSmDbN9oAQBbEDi/p9DoHCtmE4Vs5dBBzB9eKSi5nHOwBQ9JGtoi7hFe5c9yWb7TiOdJaJY3NXGGEjaDLrGdAUhdba6r0W9rQ6MS3pdNF+XEzfySfb9f6zp0ttpk6TVumaSoiR/d7ncl6b7VLz0wSd9wsXBprtOGy2fcvfhzjaQxxmJHFrVk0nH77CttjvxaDZPmi+92LQd/sphxYexQqTUhGnXuqUAJwrNvSWw4zEYNXbtQJhmAbOi8J2U5P3ULagzbmjxXabNNujhKShsK30ZGVoWgIA554NbNzEcMD+/unRDcByXI4m17HPkjf+RdVGiZvGZs0EuntY4XhpUbvq0RgknHQyTJ3KsWOn+3pUmpuB6dMY2trqXNrcKAKTiMpPteuaYYdoWd5v9JvjzZ3L0NHBXLaW48YxdHcDkyf7p1ccFBulzX1Ox+vUgVBmJKa+mw3zRPbpKxJG455IsPyGLLcZyZgxDL29HLNnyc+7/z7oIIa5c7zh2sJyCM228PQjj6pNWjrHMpx3rhD3fIbtO4D99rX/VsXmZ39efKaYB9msfQiTyEhotk0mtkHfFyZ+P28krg2SZsEB0NfdsWMZ2lrttrfvDGDTZp9AqtCMxPT0R2Mzkhhsto87lmFgANiw0dxe308wPPQQuy9Y9460qpgf43RjzMCAufeeUlBPpL2adgfTOpBKFSf2jY3evJfPYfDEU8ZVlJGEhO1RQp1G2JY1TSq7xTAbI1pbbXOSqGmThZSxY+1/W1oYLr3EXmZa+QrDe+9zbXpNaJJO+kpIAkGQzTZQ2vG/MowxnPFZoLOzEV1dg3A6sLg121bOzIzkUycyPLdcmNRYQEJKi66Ta24uHiAihn/BefagoPL7LKZXfEen2S78XQbN9sEHA59stT0hqFh4FMOq14CTT9KHEVbYUHk/OPdsYNt2hn1nuK+LqWpqYjjOYNOnMSEm1oAtcLheV70vti2fgdHJgyhmJGJbjDoBN3nPxGY7FjMS8XqIuqR79uIL3eYNomcOmWo0I3GNET5hB22+dgjqr009Yng27geE67dBUheHaEYC2L79t20Hdu60A+vu8Zr9lcPJtGr1zA+/fkP8VscsL5kUfeGbf8DCo4Bdu5jHU1GtQWYkowSx4vvZbKsGHBNtjgmOC6Z5c/W+lOXBWPS1OqadobGR4cQThPRGFEZlYVscpOoMvJEA7o62HOYMQPya7R07uZGwfeCBzGVzJ3sj4Vw/YLW3FQd2txs/5itoO+kVJxiyj2h5cmgi1B55BENLC8MRC4KfBYB9ZzBcdgnDaaeq7x9+GMM1VwP77KP/lrDaFtWydXMzw6yZ7nKwbxZ/hvV/7AfX+E4P09ZVgpBYb4LctgFqM5Kg/BQFSXmzmCk6DxLueIKvGZuRyO/FYEaiP+I8eFLkoOpzwtowx63ZdimLfPYoBW18LxCDZhtQCOUBz/spT3S23jnJjOSYoxnOP7f4bF+ft8DKYcVs2n86hJURGhUnGztOHfwY02731wcfVA5L9ZGDhO1Rgk4zIHcqKrtF1Ww8irB9/HHAOWfZp+0Fuf6bPYuhvY1hzoGquIsvR9ViNUpHgosa0oSgXZU7R5ewHaNmW0fcmu2jF7rtY/2SLU4mlH62Ddzeha0niTq3/aG8wVT+HhOh9ogF9imVzn4CE9rb/fdCBG18DVsdPEcUG2qFom7k0oatuBZGS6nayCzWYb+VCNHfeFjNtgiPOEM95WTb1CkskTXbhvauYVIUy6S/Cm22dSuzYeItxfWfThCW0xL03VH684JmW0rTiSfYkX3qJG+kpY4bKkwcMYiEnXCJwvZnT2cY28Fw6inhwqhlyIxklKDbkCh3KqqT01QNN4pwWVfHMCV/IEM2q7YJdQbjT59s/+u3s1uXNhPEhs2YuyPxPdRGFLbFY8/LptkOZ3crI5fvoYcAu/cIF3yCFrM+Z8E1COu0oHKckycDb681Ta39rp9mUhZKZa8wOoLqUdyEHWi8y9b69OomqrHgERy9J8X6oSoPt694/bt+wnbckwoVY8cynHUGx933+jwUYCYTBj+XjlG9kZgmpdzeSOJub2L7aPARtk0mcyYE7xGwvy+ssN3Wah+2EwZnrJT7lLlz7FMxGxoYnnveXWilroiq8JvkqAjbLkSXuTOmM8yYHu79Woc026MEU9d/qsMclNrjGPtS1+YmYQOiSYcd9Zha2YxEtA2uE2y2PSf6jbBmu1S8y8eSZtvQxrGvzz0IT5qo/2axPGfuB5z8KYbPXWSWQYmEHbZJmoB4zShiJWR9CCMIiEGX24wk7KRBNSCL/YfvBrZ8HmRL1GyXQlB+qopVNmuIrNmOwYxEbKMmS/AqSvVGEmV1IAhjzbahp5IgWdR98Jf3ez53kTotQWV10onAzP0Yzjk7fB6p+lvHLO/MM1hZ8l0k9IQrZN/R2hbu+dFGtQ5lREjqNJptk2V4pWa7xGmYSzun0GwHcfFFDB98YGtqozBhgn0YUHOz3Zk2NLo17dqTAUXb93r19WrHVNgW76XTHFvyBxaN7WBYeBTQ1R38HmPBnmlEknXAtGn2MmLnWO/9OqlHqlZhO+zkK8zzu/eUfoCLDjkZcQjbovAm9zeiqY54kqbomQUw+07GWGQTkkIakl7PMO44vNdk38CmeSaXeb1LwBN+mwUHwO3t4qwzgVdXMSw4zPucr1BYgrD9mVO9G3rjQIzfz5zB1M92kLu4oO8dM8bOQNONlA7t7QyfKewFCVdX/cbqaVMZLroA+H932WGWQ7Ntt1XzgE1N4RzaSdgmRgOmu7lVqITtUufQLndgCpvtIDrHMhy9MHr8iQTD2WcV/xbNSkSbbRnxsmvJvEo12ypcrhZ9ntOVxRELbI1Kgqk73lLcUDkHN+iWEOXBrVqF7bBanahjYxyTvPHjGXbv5jhgf+CDD933wloDqIRtP5ttV7+UL0vxhE7Vc35xq8zgwpJMurXx48exwgRHKWwrNnaZINeRpKY/CVOXRM1251iG0z8TPl2laLZn7leejlC3MitjLGwHNDhThURYzXYphPG8VA5hOyxh+6aw3k5GGzWkryP8EDuPMSFPIVTaRZfYqeh871ZKQyybkWj9Aes02zUkbJvu7Nd6Z8h/q5gX7cLmQ9lHctS0qZC1iNUqbI9UfTA6iCWAs8+0l6EPmu+t92EnTkHCtp+ZilP2XV3eMExMyj5zqr0vRHZHGBbxG844neHkT/k/L3vMMbVXluuIy3TBFZ5RcADiOeAjDpvtuIlD2BbLxc8FnxxftQjb5ThToJz45cV0hTKlbS/XbJOwPUoQtcctLQznnMVwwfnMqFHKJzoB8QrFsieQSuDSbCf0HYVrg6Rm2bfacQnbPgPXCccB++3LMHWqbPedD0cot9NPL/4uRQAMqldyXTTdIDnShK0PUQfHTAya3IYGhmlTbe8rcrI9exYCULr+89kgqVpxc23gDcHUfRi+cJX6ZL8wiAJUc3PwIVBRBVHXxD3p3qPiUkaEEbZN4/YJ01SzLU8q9t23fJ2g6cqsaV4FaYlNJ/F+mzWjonOPWkumioB/eqdMZjjvHPd3tpFmmxgNyB3UlCkME8Yzo9553lzbN7boOi1OMxK/Q21GClHYtiwfzbYobAsdbVQXhJVAZ3cu09rKcNpnGGbuJ72fzwPRa4hobxfVzzEAjBvnfz+ZZK4TxWQb7mqhnJOv/WcXA8/EfHJcqelWve+n2Rbbe9JHs22Kxyd5BOqlDeRB9tNRPW+IgqGv7e8Ia7ZNbbbFNJ5xOsOnA1YASiFpKmwHTHyOWMAwaxbzPcU2KA4R2X48avtx3PgBwLnn2J5GZKG7JjTbmhVrFZMmud2rtrSUKU01AgnbowRdxZcb5Yzp3t4imWQ44XiGffctXivV1Z3OtVWlNMQuDy1J/SYcplj2BuJZzh8pxA7ORDOjWyrt7LS1MGPGMJff6Sg22+eew7DwKIYDDwh+VtRuV60ZicsjC8PFF/kb9oYZHD8lnFxZysRGRZzt+tBDGJqbbfMUBxPNtrM5MegApHJRL/vgNzApiJJW3Wm08r2o3khM4z5iAUN7e/HCIYpN54wxnHKyeoULAKZPZ6ivr37N9pFHMJz66WBPV+KES7dZFohP2J47p/hi51iGE09gHsVDtQrbC4/SaOLDbhKvJVvMMlClQxkRFp2f2smT7YGicyxwwgn+9tyJiAOACvF9UeCrlLDNGMOnTrI3Z3WOZUoXiIBsS2lv5OvtAyZOGJl0xo2JsOqZeOQzob6e4fOXcs/gF0XYnjyJYfIks2dbWoDu7nwaqrSHEuvxZ05l6OysK0ljKyJ6BYhd2C7xfbGPOOZohqMXcsk8wu3RQNREyqsUjY3xbHgMS7Ngg11XZ7axrqU5fFqZQquvIowMEuXcgQMOsIXQXA4YGCh62pCZPZvh1dfUJxaWG2NhOyb14D772IdgDQ35P1eKsB3kPeeYhcAflxT/rjZh+6wz7Y89/DCGV1cVI1x4FMMba4BjFwWHUQ225dVClQ5lRFh0nUB9PcMVn+f55VL/niLMCVzB6bGF20zGvXxUSdvnAw8oRq5zQyRr/k4/zfFPXJuzcpODCuQBRfxUUaM3exbDRx9zHHxQTInT0FIDmu3Q9TjkoHP4YQxvrOFYdEzIeAIotf3JnjmC+hTXxjdJiJo6FXj33dLSE4UmSdgWP0EnHBxxBLB6tXv1LwiXGYnfRrswZiSG9Wh4uPi7Nd//1tWxwCPrExVahRTrSYdPGuMStuvrGa65ugkrVgyhxceWuJQNknV1/oqJCRPsccXZNxHuFFXzZ6OQTDJM3Uf9sYcfxnDoIdxoTJw8Gdi2DS7TwL2VKh3KiqxZswa33347Vq9ejWw2izlz5uDaa6/F2WefbRxGOp3GL37xC/zxj3/E1q1b0dHRgVNOOQXf+MY3MD7qqSlVhl8nEHT0tCqMOE5MdIRbzjmmTGFIsOhutOKmudnOF/GkS0B16hsry6Bz5hkMzzxrH3FfTkyEVdkDiO57TzoRmD+PYZKhhjoq7cLqS7UK22EH/bBj41FHevdRxEKJwc2YYS+Jm3abupNtAWD+XGDCOIaJPocclQNZ2BbRaY5nz2KYPStcPO4NktK9qGYkhprtgYHi7zB27mJaOsZE38waFpc3rTG2jfhzy4GhIal/jtHwlTGGefP888Y5JMwxNQlTVmecDjz1DMNxx+rDZoJ71WoStnX1zFFSmSqfPnUi8NrrDIeUWUFTC1TpUGazYsUKXH/99WhoaMA555yD1tZWLFu2DDfeeCO2bduG6667LjAMy7Lw1a9+FcuXL8eCBQvw2c9+Fhs2bMADDzyAl156Cb/73e8wLmjXVg0Qh3AsdmQTYpyDMMZw9pm88LsaYIyhvZ17lv5Hyj3RtKkMV17Oy5Yf06cxbN7CjQ6c0ZmRyCSTDFOmlJy0QDo7xTjLH181whgrS11sbgp+xg/GGE48wfz5Bsk+2pWWZgQKO+WgUUqTKLjEKcS4NNvSt0dt9qbpG1D4MjdBFLImTBg5Ybujw9Y2Oy5ap09nmDGd47333c/FMc6FpaEBBXOTMOU2ZYq9quzXx4v24qZKMaD8wrbs7vKsMxnWroV24qCjvZ3h5JOCn9sbqNoNktlsFt/73vfAGMPdd9+Nf/mXf8HNN9+Mhx9+GDNnzsRtt92GLc6Rdz4sXrwYy5cvx7nnnov77rsPN910E26//Xb8wz/8AzZt2oQf//jH5f+YESCOIUv0ShFWixOE6fHsI4lKO6dyg1gu4s4PMbzTTwO+cBVDa2twHPJqQ6UtZsSTJSvt/1dH2Pl52EGqXIzEZPLccxgmT2IY28FwnGDXKZdlpVa5GgVBgjHbY0JTk/1ve8gzCvzw02y7ngsRpqlm29mIrDMFCHqvo4N5BK5ykkwyXHk58LmLi/3YwqOAGTPcfVg5vVk5zgPmznXnmYkpno6gPn7RMfa4ePpp1TE2nnMWw6SJDKef5r4+dR/bc5XJeDJSzJpp/zt2bPWkyY+qFbZXrFiBjRs34txzz8X8+cXt7u3t7bjhhhuQyWSwePHiwHAeeOABAMDf/u3fuir+5ZdfjhkzZuBPf/oThkUDtxpk2jSGjo7Swxk3zvbPfcrJDBMn1kYFLgXVpsdqmxCEQRwcEwmvaykdySTDPGGAqXQWiHalIzn5CcP0abY7rwvOM8usKZMZjjm68nUrTmFSx+RJDOeew/C5i91eMESBs7GRxeLGLwqqdn/5ZcAXrgqnXQzC2GY7BKYazdmzgAvO9wpNQRx+mL3ht3jk+MiRTLrrRHMzw2dPY1hwePGZcvZNp3waOP0zDMdK+yTqy7jB/+CDgGuuBvadES7gcmm2p0xhOO/cvNvgKufII4BPn8xw9pmVTokZVbtIu3LlSgDAiSee6LnnXHvllVd8w0ilUnjjjTcwa9YsTJs2zXWPMYbjjz8e999/P9566y0sXFjC2eAV4NxzGDZvBhYcHo/vWYcpU6q/kcWF7B2jmmbtYTjjdIZXVgEnHh89jMMPA97Jb1YLec5J7CQSDFd83vZtHqfwEyeMMcydE+6d+fOAjZsYpk8LftaPGTMYNm3iGDcufN7ss0/xd3s7wyEHl5aWMIwTzIMqecBFWxvDRRe4hahyCP6iJj8l6XOiCm1j2oH+/uDnGGORTAEZK/rdTySqw5XEVKHOlvPgl/p69QZY0ewobmGbMRbJVE5sx3srySTD/rMrnQpzqlbYXr9+PQBgv/3289ybOHEiWlpasGHDBt8wNm7cCMuyMHPmTOV95/r69etrTtgO40qNUDN+vO3ab9NmjqlTGT7lndfVBNOnM+XxuGFoFYSfSrhjk2lpqU4huxSSSYZzzio9nJNPAt7/IPyGPQAY085w/rm2CYfOBVy5EE1v4liJK4UoE5WwiG1K9gIiCo1hzDVOOhFY+Soru0cgADhoPvDhR5UXaNrb7Q2qw8OVORhl//2BT7bavyu96nfF5xm6ut0TEKI2qFphuz8/fW/XrHu2tbWhr6/PNwznfpvGUNG53u+jKujo6ECiQueodoo7xYiycNmlHD09HB0dI2dTXq3lesqnM9i8xcKhhzRUrUa5mhnJci1lo2olq9/BB6WwfkMOn/pUEzo7q9aK0UUp5frVr3C8+VYWhxxch7Y29/deflkOW7dZmDunDmPGmOVFZ6ftEWak+PL1IxeXHxdfVJ5wTcr2mKM5EoksmpoYxo2rrMjU2QlMK3FlbG+gGsfYqhW2q4Wenp6KxNvZ2YmuuE7JIAJxDlEpN9VcrrNn2f/19UV0ZbAXU83lWk0sPIrjsEOBukQqtkOAykkc5Tp3jn3egBxMaytwwP62uVQt5MVoI0zZOl6dqJyqn0r0xSbCfdUK247WWae97u/vR0fAWqSjFddprp3rOs03QRAEER/JZDQbVYIgiFqmatfxHHtqlV32zp07MTg4qLTnFpkxYwYSiUTB/lvGua6z6SYIgiAIgiCIUqhaYfvoo48GACxfvtxzz7nmPKOjqakJhx12GD7++GOPT27OOV588UW0tLTgkEMOiSnVBEEQBEEQBFGkaoXt4447DjNmzMCSJUuwbt26wvW+vj7ccccdqK+vx4UXXli4vmPHDnz44Yces5PLLrsMAHDbbbeBC84p77vvPmzatAnnnXcemkbSez9BEARBEASx11C11nPJZBLf//73cf311+Oqq65yHde+ZcsWfPvb38Z0wd/ZbbfdhsWLF+OWW27BxRdfXLh+0UUXYenSpViyZAk2b96Mo48+Ghs3bsSyZcswffp0fOMb36jA1xEEQRAEQRB7A1Wr2QaAY489Fvfccw+OPPJILF26FPfeey/Gjx+PH/3oR7juuuuMwkgkEviv//ov/NVf/RX27NmDX//613jttddwySWX4P7778e4sOcuEwRBEARBEIQhjPNyHfw5OqiUOy9yJTY6oXIdnVC5jk6oXEcvVLajk2p1/VfVmm2CIAiCIAiCqGVIs00QBEEQBEEQZYI02wRBEARBEARRJkjYJgiCIAiCIIgyQcI2QRAEQRAEQZQJErYJgiAIgiAIokyQsE0QBEEQBEEQZaJqT5DcG1mzZg1uv/12rF69GtlsFnPmzMG1116Ls88+u9JJIwBs374djzzyCJ577jl89NFH2LVrFzo6OnDkkUfi+uuvx+GHH+55p7+/H7fffjuWLVuGnTt3YtKkSTjjjDPwl3/5l2htbfU8b1kW7r77bvzud7/Dhg0b0NLSguOPPx433ngjZsyYMRKfSeT5xS9+gf/4j/8AANx///1YsGCB6z6Vbe3w+OOP45577sHatWsxODiIiRMnYsGCBfjmN7+JffbZp/AclWltwDnH448/jt/85jf4+OOP0dfXhylTpmDRokX4i7/4C0/eU7lWFw8//DBWrVqFt956C++99x4ymYzn9G+RkSi/559/HnfeeSfefvttMMZw8MEH42tf+xqOO+64WL6ZXP9VCStWrMD111+PhoYG5dH0pidmEuXj3//93/Hf//3f2HfffXHMMcdg3Lhx2LBhA5544glwzvEf//EfronR4OAgrrzySqxbtw4nnngi5s+fj3Xr1mH58uU49NBDcffdd6OxsdEVx3e/+1088MADOPDAA3HyySdjx44deOSRR9Da2or7778fM2fOHOGv3jt577338LnPfQ7JZBKDg4MeYZvKtjbgnOMf/uEfcP/992PffffFiSeeiNbWVuzYsQOvvPIKfvjDH2LhwoUAqExriVtvvRV33XUXJk6ciM985jNoa2vDO++8gxdeeAEtLS247777MGfOHABUrtXIqaeeii1btqCzsxMtLS3YsmWLVtgeifJ7+OGH8a1vfQvjxo0rjOFLly5FV1cXfvzjH+PMM88s/aM5UXEymQw/7bTT+CGHHMLXrl1buN7b28s/+9nP8oMPPphv3ry5gikkOOf8scce4y+//LLn+iuvvMIPPvhgfvTRR/NUKlW4/pOf/ITPmTOH//CHP3Q9/8Mf/pDPmTOH33HHHa7rL730Ep8zZw6/6qqrXOE888wzfM6cOfy6666L+YsIFel0ml900UX80ksv5TfddBOfM2cOX716tesZKtva4Ne//jWfM2cO/8d//EeezWY99zOZTOE3lWltsGPHDj5v3jx+yimn8N7eXte9u+66i8+ZM4fffPPNhWtUrtXHCy+8UJBp7rzzTj5nzhz+hz/8Qflsucuvu7ubL1y4kC9atIhv3bq1cH3r1q180aJFfNGiRbyvr6+k7+Wcc7LZrgJWrFiBjRs34txzz8X8+fML19vb23HDDTcgk8lg8eLFFUwhAQCf/exnccwxx3iuL1y4EIsWLUJPTw/effddALZG7YEHHkBLSwu+9rWvuZ7/2te+hpaWFjzwwAOu687ff/M3f4OGhobC9ZNPPhnHHHMMli9fjk8++STuzyIk7rjjDrz//vv4v//3/6Kurs5zn8q2NhgeHsbPfvYzzJgxA3//93+vLMtk0rakpDKtHbZs2QLLsnDEEUegvb3dde/Tn/40ABSO66ZyrU6OP/54TJs2LfC5kSi/Rx99FL29vbj66qsxZcqUwvUpU6bg6quvRldXF5544olI3ylCwnYVsHLlSgDAiSee6LnnXHvllVdGNE1EOJxB2/l3/fr12LFjB4488ki0tLS4nm1pacGRRx6JTZs2YevWrYXrL7/8cuGezEknnQSgWFeI8vD222/jjjvuwF/+5V/igAMOUD5DZVsbLF++HD09PTjttNNgWRaWLVuGX/ziF7j33nuxYcMG17NUprXDfvvth/r6eqxevRr9/f2ue8888wwA4NhjjwVA5VrrjET5mchfcZQ3bZCsAtavXw/A7kRkJk6ciJaWFs/gQFQPn3zyCV588UVMnDixYCfolJfOtm/mzJlYvnw51q9fj3322QeDg4PYuXMn5syZo9TAOXWD6kH5SKfT+Pa3v4158+bh+uuv1z5HZVsbvP322wCARCKB8847r9DPOteuvfZafPvb3wZAZVpLdHZ24qabbsKtt96KM88802Wz/fLLL+PKK6/E1VdfDYDKtdYZifLzk7/iLG8StqsAZ3YuL4k5tLW1oa+vbySTRBiSyWTwrW99C+l0GjfddFOhgTvl1dbWpnzPue6UvenzVA/Kx09+8hOsX78eDz74oLKjdqCyrQ12794NAPj1r3+Ngw46CA888AD2339/rFu3Dt/73vfwq1/9CjNmzMCVV15JZVpjXHvttZg0aRK++93v4r777itcP+qoo3DuuecWVhipXGubkSg/P/krzvImMxKCiIhlWbj55pvxyiuv4LLLLsOFF15Y6SQREVm9ejV+9atf4atf/WphdYKobXje0VZ9fT1+9rOf4bDDDkNraysWLlyIn/zkJ0gkErjrrrsqnEoiCv/5n/+Jb33rW7jhhhvw7LPP4rXXXsPdd9+NVCqFa665Bk8++WSlk0gQLkjYrgKCZk/9/f1arTdRGSzLwt/93d9hyZIlOP/88/FP//RPrvtOeck2hQ7OdafsTZ+nehA/2WwWN998M+bOnYsvf/nLgc9T2dYGTv4fcsghmDx5suvenDlzMGPGDGzcuBG9vb1UpjXEiy++iNtvvx1XXXUVvvzlL2PKlCmFSdQdd9yBZDKJf/3XfwVAbbXWGYny85O/4ixvMiOpAhx7pA0bNuCQQw5x3du5cycGBwdx2GGHVSBlhArLsvCd73wHDz30EM4991zceuutSCTc81bH1ku0ExVxrjtl39LSgokTJ2Lz5s3I5XIeMwbHZkxlV0aUxuDgYKE85Pbn8PnPfx4A8LOf/Qz7778/ACrbamf27NkA9AOlc314eJjaaw3x3HPPAQAWLVrkuTdx4kTMnj0ba9euxcDAAJVrjTMS5Tdz5ky89dZb2LBhAzo7OwOfjwpptquAo48+GoC9e17GueY8Q1QWUdA+++yz8W//9m9K+96ZM2di0qRJeO211zA4OOi6Nzg4iNdeew3Tp093nV53zDHHFO7JPP/88wCoHpSDhoYGXHLJJcr/nE781FNPxSWXXIJp06ZR2dYIjjD20Ucfee5lMhls3LgRLS0tGDduHJVpDZHJZAAAe/bsUd7fs2cPEokE6uvrqVxrnJEoPxP5S+XyNywkbFcBxx13HGbMmIElS5Zg3bp1het9fX244447UF9fT/bAVYBjOvLQQw/hzDPPxA9/+EPtRjrGGC699FIMDg7i5z//uevez3/+cwwODuKyyy5zXXf+/slPfoJ0Ol24/uyzz2LlypU48cQTjXyTEuFoamrCD37wA+V/RxxxBADgK1/5Cn7wgx9g/vz5VLY1gnNi5IYNGzy+eH/xi1+gt7cXp512GpLJJJVpDeG4dPv1r3/tWfq/9957sW3bNixYsAANDQ1UrjXOSJTfWWedhfb2dvz2t7/Ftm3bCte3bduG3/72t+js7MRpp51W+rdwTse1VwN0XHv1c/vtt+M///M/0dLSgmuuuaaw413ktNNOKxxMNDg4iCuuuALvvPMOTjzxRBx00EFYu3Zt4ZjZ3/72t2hqanK9Lx8zu3PnTixduhStra247777MGvWrBH5VsLm5ptvxuLFi5XHtVPZVj8bN27E5Zdfjt27d+PTn/50wcRgxYoVmDZtGu6//35MnDgRAJVprZDL5fB//s//wSuvvILx48fj1FNPRXt7e6Fcm5qa8Jvf/KZgeknlWn088MADWLVqFQDgvffew9tvv40jjzyyYK5x1FFH4dJLLwUwMuXnd1z7j370I5x11lklfzMJ21XEmjVr8NOf/hSrV69GNpvFnDlz8MUvfrFQ+ERlcQQvP2655RZcfPHFhb/7+vpw++23Y9myZdi1axcmTpyIM888E1//+teV7oksy8Jvf/tb/O53v8OGDRvQ0tKC448/HjfeeCP23Xff2L+J8EcnbANUtrXC1q1b8dOf/hTPP/88uru7MWHCBJx66qn4+te/jvHjx7uepTKtDdLpNH7961/jkUcewccff4xMJoPx48dj0aJFuOGGGwr7KhyoXKuLoLH0oosuwq233lr4eyTK77nnnsOdd96JtWvXArD373z1q1/F8ccfX+LX2pCwTRAEQRAEQRBlgmy2CYIgCIIgCKJMkLBNEARBEARBEGWChG2CIAiCIAiCKBMkbBMEQRAEQRBEmSBhmyAIgiAIgiDKBAnbBEEQBEEQBFEmSNgmCIIgCIIgiDJBwjZBEARBEARBlAkStgmCIAiCIAiiTJCwTRAEQRAEQRBlgoRtgiAIgiAIgigTyUonoNrp6uqqSLwdHR3o6empSNxE+aByHZ1QuY5OqFxHL1S2o5NKlGtnZ2fgM6TZrlISCSqa0QiV6+iEynV0QuU6eqGyHZ1Ua7lWZ6oIgiAIgiAIYhRAwjZBEARBEARBlAkStgmCIAiCIAiiTJCwTRAEQRAEQRBlgoRtgiAIgiAIgigTJGwTBEEQBEEQRJkgYZsgCIIgiFDkrCyGMgPIWblKJ4Ugqh4StgmCIAiCCEUqNwwOjlRuqNJJIYiqh4RtgiAIgiAIgigTJGwTBEEQBEEQRJkgYZsgCIIgCIIgygQJ2wRBEARBEARRJkjYJgiCIAiCIIgykax0AkaChx9+GKtWrcJbb72F9957D5lMBrfccgsuvvjiSieNIAiCIAiCGMXsFcL2T37yE2zZsgWdnZ2YNGkStmzZUukkEQRBEARBEHsBe4UZyfe//3089dRTWLFiBS6//PJKJ4cgCIIgCILYS9grNNvHH398pZNAEARBEARB7IXsFZptgiAIgiAIgqgEJGwTBEEQBEEQRJnYK8xISqGjowOJRGXmJJ2dnRWJlygvVK6jEyrX0QmVq5qGdFF8aG1or2BKokNlOzqpxnIlYTuAnp6eisTb2dmJrq6uisRNlA8q19EJlevohMpVz2Cmv/A7XZ+tYEqiQWU7OqlEuZoI92RGQhAEQRAEQRBlgoRtgiAIgiAIgigTJGwTBEEQBEEQRJkgYZsgYsTK5ZBNDYFbVqWTQhAEQRBEFbBXbJB84IEHsGrVKgDAe++9V7i2cuVKAMBRRx2FSy+9tGLpI0YPudQQACBrDaG+ubXCqSEIgiAIotLsFcL2qlWrsHjxYte11157Da+99lrhbxK2iVjhvNIpIAiCIAiiCtgrhO1bb70Vt956a6WTQRAEQRCjBs45GGOVTgZBVD17hbBNEARBEER8ZHgOaZ5FI4kRBBEIbZAkCIKodqwckB4AcplKp4QgAABpbh9kk+K1d6ANQYw0JGwTBEFUO9lh+99curLpIIg8nHNkrQw47U8hiEBo/YcgiFEH5xw8ZYE1JMASZFNKEHGTzg3D4hYslqt0Ugii6iHNNkEQow6eyoFnLViDo2SJmzahEVWGxe2zBHJ87xa2OSfnU0QwJGwTRLmwckBmGOB0wM1Iw3M0+hEEUX7S+f9I4Cb8IGGbIMpFdhjguaK9LTFikCKYIIiRZCRlbcsiyb7WIGGbIMoNqTwIghiNWHu3CQkAcGtkVy5TKY7hYSCbpXGlliBhmyAIgiCIULBsGolsCmy0ecjJpmw3mwbmf1Ymg1wmDSs7ci45c/n5TXqUZftoh4RtgiCqAloA8IPsYojqgln25mOWGyWbkB3y3wWD78rlJV8rRxp+wh8StgmijFgWMDRES35B5Li9ySi2fY1ktE2MZrJpW/tKZhzxwznlKxE7JGwTRBlJp+2+m5b8/MlK/xIE4YOVN1vIpSqbjtFIZtDe1G7Raa1EfJCwTRBlhEwjCKJycM7BeRqc3G8SYSHtNhEjJGwTBEEQo5Q07PUScr9JhIQ0JUSMkLBNxALnOXDTzolb9mEvpDkgysWoM9kedR80QpBGW4dlcaTTnHw2a6F8IeKDhG2iZDjPAUjBWHskHPZicSDDAervCYKoWWpQcZBKAdms/W/cZIYGkBkaiD/gESV4ULI4h2XRTpNYyQzb7hdHGSRsEzHgDDSmmu3icxnYuqdq2orCOUcqxY08iHCLI5exzLX6BEGMLjLDtgKhxvxNO11W3F0Xtyw70FrvE038bGfTyKVTyGVqq+yrFm7ZirhROIEhYXtvhHN75liD2hgd9kaoeJaMMxn74AATDyJWlgPc7h8IM3Kx+fcjiCrAafy58qkMaDJfOuZmjtxI0AYAK1/mVhnLfq9llNV5Erb3RrIpe+aYHU2bhoYBDOdNWkpjlLXxyHCejd2LQybDkUrZRw6Xl8raOHPLGvFjnAk3dl9Q+405y3MY5GmkasgVXTY1hGyqesaXbJZjaAhIpw3qQ3bYeE8RtwA+NAikBka0po3eydfo3ZtCwvZeyWgUAuzOJ5fLVV5zmhdQOefI5nhNdoycZ2F7coh3wMw47oFHcCXAsmyzoJGqF5xz5DJpWlquOKPD7jOTVyBkq7Df5gqBlFsWcpkMrGy6avo+Z5UymwUyuTSyfhOXfJp51mRpkwGc24sbI+ReMpNLYyg7gNwoNLVwUx11Jy6SlU4AQcQF5/ZmH8aAlpYKJSKbtg9DSNQjnW1AJm2np7ExRBiWvXkUdQ1AXX3ZkhqQiNJDyGXBEnVgFT7NcXiYA2DI5YDm5jQABsYU+eoMXgl9t2hxCwzM/5vKIWAwNtrGnrKTzqYwnBlAa2MH6hJ1lU7OqIJzjtxwCpznkEgmPfd4NjMy1TUzZP9b32z0OOccGStYiM6mh5FmQGMmjbr6Bv2DbOT1lU7607kUgEqND+Vi9HZypNkmRiUV06g4GhMrA8eKILQ1gXMqXI1tuBLJZdLIpYaRHR6sdFKEjWAWbJ/LGaR5FgNWCpajjXL2MWRTRc0W5xi00shwWwi3uIXh7CCGshX2slAl2sJqpy/dgwzPoj/VXZ4IchnfNhpXH8SqcGndynDkMllwi8PKShrWkaqf3Cr+Z/qKIMz5lc9wdhgZbmE47d9/8Zy9ambV6AomMXKQsE0QMePqdCP0v9yyRtTsoRwUlpfLPQDpBtoA+SSdycAaziEtLcVmeK5gG5vmWXBwpPPL+Bbtgq1JrHLVwVwaVnpYKWRxPgxgKJIAlrNyGM70IzfcB2RT4LkceGqg4h4asukMUoNDsHJZ+/t4NrB/qzYB1G/iYm+yz0+0wQHLQi5ghS+Vtrsgk830REiqrO6UCpmREDUNt2ytAktwe6m9wlg5Dm5xsDrbnC/Lw89oh1NAzrKtSZrNVkdrBsZi7ENzaVu7WFdvm9zk4Zwjk+Go49w297CtSFzwYVtw5swChDzO8Cw4ckj4CNbZvG/4+spXt7KSS9srLHUNYWyg9h6sbAZWLgcGoK6xSb6b/zeHsMNsKjcE5LJI51JoTiRgDfUjBwt14ECyNYaUR2NowBb2OR9EMlkH+duqTbAOA+ccVoYDDAhjcJTLAZk0kExi1AmHtQbPpvLKl85KJ0UJabaJGKic1OG43qsWL4Y8fzoPz3FkYA9HYX0IpLlt7BBL1z1Cm3YqguNuS3K7NTSU3whlom3SZjLX3srBFqVG80FM3LJsYTJbeQ8Y9um01ac6dLzNqKpBhmdj8x6SHurF8FCvJqaRp7Dixjl4LlMQMoeyAx4Tq2oWwF0tnEv/wmxUS6U5LA6kK99MRiEh605uALD6YY3k7vsQkLBNjA5i7NNjP+Qh6nulzmEyw/YGor3QByznI+vxRJ+OGCpTLgOeyyA9nEYmbaFahK6RIwUgC85Hvh5nhgaRSw2Ff4/nkIOFbAymR+nMMDLZFHK5nHF9ymbNDuUKBXcfKMCyaTArB+TcXkei1nlnRSrS+xUT6kWBfW9rl9WGYsZURZCwTVQUzrnthmkUdlScW+A8Fd1XdalZ4gyMo95FlEQurV3qsLLcXg3xw6cu6m5xnonFx7uSXBpWJoXhgTSG+ofiF6JqhuJ3W7ls2TVY3LLAh3pgDfUqbpqVQZSSGh7OIJ1WtNkQSyn9Q2n0D6Zgxbr8krL/4+60Mb/+LUS/nk7brkGHy+ieW7VBsvhvVmrDe2s7I8oBCdt7EVkOpHh5l7/DaiXSuWGkMsNI53x6WB/hSZ+OUI+XiRSiHEYvbtQhQmJlwXIZMPHAJmcwtXhY5wVIp4M15PYgnUapfp0tS1/uhQNyOB/xul1tdZFzjlxqGLnUEHLZbGD6ODjSwwOwciEnnRUwwcpmsxgaymBwSG02ozduksKxMsjybMybQ538yMARRHVZlMuFX1nKjdCeais9BCs9nI8rA2AIljUM+1wBsQ0bHDnPcy7vRdUM5xzpNI95AlZGqjw/w0LC9l5ETvq3GsgOp8EHs8gOa2wycxn7vxE+7VIl8HLLQnqwr+x2rNkUR2aIIzfcb5uCEOYIoz+Hdyl9cMhEc2a/k8nYtt+pQBnaK3HkhsOZH3DOMTxs25ur7wO54TQsy6qGfcCVJd8us5kUMgO7kRns8n3cymQwnBpALsYTDTMZd92KS9DK5ewDUqyM1zyB86KobeVyyKbUnlBGhOwwUlmO3qEsUlm3eQvn9iQ1nUbVCUzcygGpISA1mJ+4OH15hD49M4y64W5kB4fCu3ctBc4jrVam03Z/Vs6Vg3KS5tnCAU+1CHkj2duosg1zPGO5/vXct+xjdhmAxiRHIqGRNHIpuyO1mvJTyOjO/m2zjxTs5lH0cpFN9QN8GNlUGg3J8QFhiIOM+ZyWWxzpDJAZzCDRCPBcFqrzV0Ybdn5ZABKxeJXJ5YDhjF1vWN7bSDZnL3nnOIPJGSdR5QQrlwt9VHuQFjA3lMFQfwbgWbROsBDOZ8LoxMqkkEjWIZcJEpTiFfhyOY5MxnapX1cHWHwIzBoA0I46lO4txHY7lwXnThkzyN+QTQ3aFZQxJBvccdqKgvLa9nMrh+FMDkAdBtMcQzxd2FCYsyzJXMPZJl4PxipdbyUFCs+vdqkae1AHkEshlQJy3NYHma46lEx22DbdSerjc7xiJZLFA7iyWV7xA8YCEfM8l7YPDUrUIcetgqBdX/E6FA0StvcmMvkOmltAolyLGgo/awpyVs7oVLdcfszgsA+H0SbbyoIn7M1ErJ6hkSeN0qGmoD+SrjvahDLPrjlHaiiFhGVvGGqQvYqNStKw87UOQAmu5vJFp5R1OUdxmVjOVJUmMXoyXGHFMMDxTDavzOLI5UbfuXHVRDptF3y90D1xywLLdz7eejGE1HAjgAG0NJfmdoxzANkMYGWRGs4CYMhZOeQyWWSbMrC4hTqWgJXJ5gVqb93iQj0vh+Z7kKeR4+6+W+z1bWHfjj+dHUaCWUgmkkgwC0CljvYtwvMuQS3LslcRLMdcxC2MWlYOCT8BOp+3zMrAGsEDyBwbeebj7YbnHK9YAEvah4xlh1Ooa2hCoq46xT4rx4Ect1VTuaKpEhpaixMZzvOmP3VgFTi9sxSqM9cJLZblo90NejfHYVlAA8sih7roRxhznj+SPFk4rtbKZpBLp5FsagCrS9jmD4mEy/+xQzqXQs7KoM5KwspxpNIDYPUhBCxnV3x+hmtxjmw6B1aXw2CqEbCAtjL5p879/+z9Taht27rehf9a732MMT/W1z7nHq83ufkbIgmkIqlEI4iIFSWKWEhFtCCSgigIASFYsCKWUghBQS0EC4piTRBRsCAEUwgKCha0YsGEJPecs/dec805Ru+9tfZ+/QtvH/NjrbnWXnufvc/ZntwXzpl7zTlGH2203npr78fzPo89dfgjHDdj3O3Ig9GRUKYy8F1dom4rXe64GsHte+DVDc+y4ydkyH/z9usAOT32wJ8PChN/XfjQGX9414fvCcIbEfqDQTweOwE/ssr8b85KIYhPKyyG5140fd6NiQjOgojTkPjW5zGujzK3okTvsLu+d+R+FTNzioNYZxdOkxP4DuuShcnhXH3jMyoo3/9iOV/RNDD/kG8+IlhrwUy48s4qK1fjFdfT4ccFgYrATLBYwUYGLoBgsKBrwwjGz2ByKq4U1x9d1fix+caD6r0xXP44z4GwDHrcg+EjgWQmvM59UE8DN++6Zed+nPbjnPU/tGet1s1Z3gfTZx4eT9+fP70I064z+MBh/3nOXESyOAxjoXhP580EtvfL7QIeaKzsry7TGTZ71tm2LSK3ULwLGkbpC7ZlbT4+hu0/tD1ytve0Cu1UGa/AbWTY8Ss1gXwsGyQCvRXKEBxebN9lK2G7CuO0p/e7bESZJsruIufNdePf/rx71nSlyYqMI6V8T86nNhh9K8v98I99KeXhmH+U3dW2ElGYPhAB+eEsLHDrhPk5PiPCP1LS7kgYk1/w3PYYz2aqDY+Ugf/B7HGW9dftbH+L7LxXgwLD4fst9aYT++3eY5bwm9GNQv/WBRN3qJoqgR/uYo/GVu8w3TF8H41nW+HxHBfG1hArdWW38+89U20WjON384DPfo0YTxrY74cYgUVi0KPklv29dol9i7mICMIUV6HWuN+Ju82IGmNUDlPuSeGBulGGAY1PY6MV0HIO9/4wCv4hrYUyhOA2EqZMh6fOdqiDx73WxY/N/r+Vh/8H3M5JjF+V8aqfHcRvEYmHQUIJP9KccRZzEftIDf97tHOTxKNmCaUkdu77Ooysf5Cp0PPH+jOHU+R4IgyLvgUEnpkn8/vMwjeZuyOqOIGZfb+qmCY5rl+nmSR8yWTLAHvKT793nzyc1fu3WpOftEeXd0keYFNB2XLnYSnIcR6mBa0F4oaEUZ8RUdG20tYZ1acPYITj8jyl4PflHMWjQO07FrY+ar3nd3/yed9h3OFBqH+0/+K72mmt3Jxm7P195RuG2FvBurCcGn2VTwfg4dDnfO43+9g29v7UnP/9TVSEEvpZvNvhhrUVWeZsxnZhXjrrUbmHp0d8lKHpc29d3vcH2Mw3m5Nwr2der087e1U6YpL73xkBoJpVhh8kWvwGRhq33HfckOqoZFRTm9Faofb315aDr5/MVkcEvQiGot+rNO4PZz8UrtzDv7+9+xnTMDSMHoq1hqthHz1Tf0zlkwf7Q2f7R2oReQD+WGh6zJy1BmrfMB5ZEmLyGfZ4b/rU4/Ftm83gV8wxWAfTFIT5ltZUaQ2a2gM+/luOx7c59viWb/yca1fD1x+Odzs2+rozI4HXNQ/Yb2CTqSEEQf2OwiVaF/p8h8lDMBHv/XTAKCgFabe0doNvwcdyamjXjXlkCxzfm3xTywLme6Xl8xnzg1aRH2NJv8Gpc/92giaLGIvok70m4jtQhP5Azkbtmlnm9nTePweu4dpRC2pV1vqJdX9en4/u7ae+TkQqbJ7X+jeZhdPDaN+QKYUtONzusUnH6ppiLx4PzrbWDJyfgTl87m04w2X0M7eDiLoFqOfPfH7+beNAP1NZhmfDcPG+VTx/AyJbZhCCu6Pq6OZcq5YnPx9sc+Rs+egl3SSb8vFn+Ih+fPbRx8X1O0swRwRuwRrC4v17Sy5sV//gs55c/2NR74/U/tDZ/pFarRujwg9F0xP6rRanbP0K0jOKrTJjfm7SESSMxfs9r+vnXvr+0PrIyR7uaFvQujy5aArGrPwgqnLPOPc5xo8wpkTFvWWmQ50aQtfvtv2eD2+nJJvt97x/aBdUhPgBsG3hcS8a08+0eet2wG7OzMf2+/DA5LuVAN0010ldcBFUHIl0CT62OszzMFWr97Lk1usnizLBxzO+EfYrZ41WF9rnUHp9w6Ko9Uzz9XnjkTAURx/N/RkU82PXzzlPxcfui4ex9Ir6t4f55Jp0XD+kAXXp6UTKY+c8Pprd82+zNiJwAmWL1zljbh/tf9qJtjxbqfrcdRhuaF02h/EzXr860ZzosmXcg+j+YR/5ozlwE9q8Upf+aNn+ehfVuacChIiKSUO1Yc987wjD49GcfuR+RgSnm+PG+pG5maX+evQRwg3r9ZNJKPtosGxP949wvFWif/vEkvaGLJWwQNcV6+1Xy267fXRviwhsnbH1cfDzkbn+UTUGPNgfOts/UvtBE9qh5HH6+ZCCx89A05pCEVZxW3EzeliylhalR+YFPuc7uDbCFdPnS0K2cVqnc/34L5v37yv05YMx/qp7nsZTfKT19qyjmLRWmTN15Z6e6FfhA1U3zA2P8rR0LvUbYSAe6SB97PuLr3nffoA07P0ln8vIf8MNyf6i+Nb0sZ68Xff/Nk+M7RnJ4HDfbxBbJ3s2QT4cjA8/ncApHxlrc2EJ+WDuzkqh8Exk/JkL0e4drI9jF8K+XYD8bQtCjx3Cx9WAz7Ynz98P73Q40MM/6UI37RBB/0wYF3AffN3vOQ7vL2iVXGuP1WEX78z6/TxbRmxVGKBsj9SjfhaVymINfbb69rRC8dHPaAmT+Hw++LyYzismQlTdbsIz33d7LtXaRpX4zeJDP5Tls24pZPOownZ2Vs/j6iaor8A3z4cIqAVrGwgvmAYunW9kofwezFolzHB55ixwRduMhj7zXAjvC/eEeyJmvsNx5b1j0jCrD+JJ3/UeW9+qNXl/3GFZci/PcRq+3uF9/m7X/xHYHzZI/gjth9+Ttpb2z7CIQNcZ6zBMG8VHyd0/o827DyLJ8/Df74dxe4rnTp/sm4715xgjHA9L/G1r9NjRQ7lkyIYfe/zahCZMZfxsfs4ewurKQOHFk88NXPWeAgyyTG0ysztcwe7hxjkPTu+3gcEkG0IynFgpD6X98MwQB3yq0+se0smnuVB+bGpnLoJrZ5g+1Yr21Lo1zBpDDPd0Vuf5Cgu6wmEfDAExJF6zbOvMLSiPV587A51CJ+J5KhsjAzD5gDHF+FVxgkHgbhurwf7JM2UWrLOiTRimbxeNRGT3finfPK+Ps8QRNatGZZfNid/qU38Yez9jK+HUUAacl880cXqv91CT1j9/vztDkYbd9PgP9/+puinxtcL15ePfd7pUdJh+Zdho8JAlz8a+Fdfl/rLNG2B033+S2fv7fM7d4knw7+HPniLhzuAV3BEKQmGnDe8Bh+dH6x9ln/i0neHm37S6QwVkzZ++UUp5VlVNs1ek6YHwhQPbNvuJbFFEHmWihdEKTGCqm0rpr4eY89nhacuxa4fH69eVInfEUCAugG2P+5WXRyPvm3A+lzIB1Ule9c90MbUlBHUYidgjLX2Us+irSyWkQ3R875Tv2NT7m7Q/dLZ/ZBZbVnh4ZpOMCN69g8MBDofvsNgiPsh2iXV2zzCG3L9lW+3alKkkGwmA9Y5LZ9o9dWA/haM8Ky+GGWW8p4X45JCfv15DXGl9QhZHyOYM80JPCs57OEKPbDbsoZ/tbGskBu+D6qgpfmZZ2czum+86O7bDOgwrEwaoKTTB+yUfo5N78hnb/7lUnN39/D990YeOxfvmj156Dnq+78a6Zz83vvlzzJXx/bL8VtnwZyoc79OptZZc08jM4IpGsB+vt9fma6Q54pX1NHG5b+BJ5VUuNokQC8oIXgUtC1YX3FbYD1s588MAqYVSQ9j7lA5pKZvC6XsH7GeDZnse+kNeb13/AIvCTy93jIcHh783UDFqL0zfuuTVtyEN33jwPThmj+m1voXj8GuO38QdCyjDRyAk3zJd94Fi7Ee+T8QGq9suf16aHWMMQ9x+dc2hCLQFcRn01olw2pNM5sepMr+Nfx0elM/cGPraiTBkVPYWiDj74TnqRcfMEfcNXgVuS2ZB9TXj/uk6tEjoXQ24/Iyg8P5T4vOX3Fl90x+V3cz9vqLqImhdgYYThEg2JX8C0J6BbMPdzyW0DZLzI2TB1wZ0ijlwnQxglB8I2nDmyO58toupLedPViJGvBlcfDg618AsGKJ8c4T1I7N/YJzt//P//D/5j//j/5j/4//4P1BV/tSf+lP86//6v86f//N//jc9tCd23jye2zB7B1ell4HvggBatwraSCDamcaJbp0SO8bxecd2o77ExfBBKRdbBlFlc0hGwgw7HSn7A3FxgGhQPsy+uls6q09+FzSrHD7m8D+aB/GgBLhWmitVjMkN2za3x4HEr3LufxSXS2AajI9oFyMCuRF0Ci5egHjPrHvJwZgKI2wZj88zPWNE/UOHIbYM9+dmDHoY7p1h2HP4gZW3fMNJl09Mvliju4BN8KhucFZye5/5MaIDSsT+/jufYx3vmlTvpqgGrcK4VRfcBRiIELwvjIPhIgx+2LDXmZVTabl+zqkqBiAoshLlaRbON+iJhW3ZsXFrpm189ID9mOdjHRNhGKAcJtwF3Rx8DX/GVytIL0R8Phb7vYE8+1t/XGl6hKn9rvhz6w1KYfg1HC21FSTyNpzx0oazPz8bEff18fM+9jFzU6yuRBlx3VMGy0rSdl+fQMoMuoD3vC5AdCVaUnx6BINubEb7B3qyc+D7GbFyOh4BvTtrFawZIUZ/DrLxHc2bor0z7T/Pa3HLypqjdNscnwliegq5czO6dZo767JV+AgsCs9VMI3UJhAfuPxWW9Tnr1GN2MB+8DiDfl4iJoZPW/Vwl1h/3CmfCNhMGkRDdMhK74+i/sMGf/JnRvMAm6kb685VTOnolvJBUuObzM1SY+LDEXyXQX/w1icVtQjcwM1Z/I4DF+x59St/7K/T/oFwtv/W3/pb/MW/+BfZ7/f8C//Cv8D19TX/0//0P/GX/tJf4uc//zn/xr/xb/ymh/ihvb/mI7C+UlqjlB3w8jtfuvcGO2NUYdrUsUuBy/eq5xrQ3LbMbUsH5fAmh5M4EkQh2opZp7+7Yfrp7+TYHonOnK3ZhoVzY9oy291W3I0ez3eCRrBlAEfMHWdEPPF/6soYQHGynPUrKA9uZuGsLhDG+MihNYNWHVlheCSTa825+YNbhouJV7//e4hrwgy2l7gG4eUT4hgf2qxLqpKxe+ZUrkAh4upZBS2zFOU4n58iDVEYx8bh4odVbzsfS4+/ZTrRsaWTg3VjlhgP7+GeP8rocQ5ShE9tV62lr2yNB8X3e4yIwDAQrpxpy++DWjN6r6ilWtxjpyEiqLowlQk40Gyl6SmFLi4r7C4evfbjjVTPmWpmrAGu3lu2/sx7UmgHVMqz+MrnDsrPzXCGp7MU71WpCCO+BWrbz5SOvwaIkoTRXcEL0vLQb1uUV4BdmSjWGbwT3VA5UD8BxT1Tc2rt4HvcKzZOWXZ/zyweVqWTTE2yrpTe7ueynBu3TWA45F4ZTpSBbwQabLShAE2EMMss8Ybk/iZLmN39Cv/4x/QKYcjnOvDbpcwTvhEUxI1CMMvCq10eIBJGw+g6UJdAd8EQRtsNHMQpQzyh+u+uVJtpMeCx3z7m2yUG3g9gzs/d+Zkwch8yc/LuFQhHekk4SIfLi4AoRG/Ekskj7x9nKLiHB7rfV1NNAhX7oOL76zI3Q/stwQ645rl5dAKrCxGOsSdaZdxNnxkFPpj1FddOXHxHBblw0IYWEFkYY8qq6FbelXCme/GmwtIUl8YL4LiujJNzvZ1zT/bZH0fM84H91jvbqsq//+//+5RS+K/+q/+KP/2n/zQA//a//W/zF/7CX+Cv/tW/yj/3z/1z/NE/+kd/wyP9tLkKfXlHXRqXu+8mCayh2binxh7orRKDsL/4SCbdhbXd0e8WTJ2ilb2/2saT/zv2SvSOyYJJpbcTB/OU5h3HZx/gxCNu5dhwGsY+PvKEWHb9l0edygFYW/BWCC6hKCUUdKXYORP1naYoKejC0dAnzvZxaZzmhYkJ9OGolLuON93Oxo3ayw0ZkqZrWfMhq/3zmGXcM7ApoWh4NsO4P7MHPo+7PzeU9J5VONm8gl+Vm/3bW/LOJtPXBj8KWFrDHS6unzr+tjGCjZ/wQs4czuHDN5a+gzwD3e+HAhvzzRM89NoRm1ilsbtOJ+Kcb++6spxWpv0Osxe4dbzXB8z2fYOVYzrj/ugG+3agf8S0KyadcZenxTdllMIds055RpDI3Gi2MpWJ/fTtxYLm9Q6PYD/9BNmTAWwEIOAzfBIV/NSadwrlB63wejizrty2O4Y2cX21T/jRtFW4IoO7s6w130RX+ozNCCPBRYJ3n+wn5/802xpyrVJrY9aaKjjP3QJdkzZvOuDD80mBFMDqdP2aHgMHrigRmBZqG+6f5c+xFufG8ucCtwSWhaXM+PAJGOFjcxzFUHdKS4aXwTuDTVivcJXrdO0nvAS2BWrSFvZ0dEtbvz8k805dg9qM5fAOYuA6XjN8hhz3c0FufueVfP4u89+t0tZbZFMMGkrBPOFoDthZOyGy2mOeMfr4ScYPxVSZYsQd1IPlbsFMefnFNcPw6+efsF4JFdSM3cF41tmWjponlHO3x60yTN89URUb3v5b9wds1Z/eT0DQrXEx7MAEc0FM0XHgBaDuKI4RtO6oaDKTvPowgfSrKrj+UPZbz0byt/7W3+Lv/J2/w7/4L/6L9442wMuXL/k3/81/ExHhv/1v/9vf4Ag/z05eWbwl7c/piKzfviv3nikDx1UTg/xcR/Nm5oKebmjzLdKXVHx8lFaTMMw8cXChFG/M72aOX89oa/dcse+bbnADPV9DYN06Xd7n0nT3ewq357Js4fkAeqRcduiC2/vMJd/OUm0s7vmugY06DLq/jykO1ME8nZOQTutOV0Mts9l9bc9jrz/6+WwnuiO+IHV+5gWftvszImr+jzwM5OPsSh9Yt+fpsT7HIpRYjsi8sMxKq/6AZ/cPRW1ky0x/Yjni1QgLon18TBGB9Yp1pXVYVqVLQqhMobXOuhyRrnhVdDG8GT5bQgAeCe7U2ztiuaWfZlrLLLg0TYpBrZzdLrfKPN+wrjfbIJxVZqp+/Bnt65G1HRGpD+MOQ73dr7Un3911K3krlCB6JeoJAD3TGH4Gh/Nzpp6Z0GqCa0MiOf61ScJkPpNv3j33AsO/dxW3x3tJahAckbVluf8jgXqE0U2+FYTrbKspi1X6PXb94bPP1iWDW/Pg1ODmbWN5N9Pf4wPf3pg/P/I8uenWiH7Mf3tj7TNqHbOS/dHOe2X2b/4e78OBEpaV+F2XM6vF5/HLdjQhH96xcE4209UJl0dfT+/HGCXVc9FG1LbN3Yf36gyLjsimVuvLvcrwJ79bxPZd2nuT8bTGFua4CGgl9FG1JpxNq43HKyTEmeeJKgNVP56h7i545HOii9HuGvodKV9/JYu4d1wxyb2hLynS9MjcswIoNfcL633bVzpu759r2x7+SVGf83XPB9bWVP35A3/+V94fmJHO7CT3iwps6wP43gTsfk32W5/Z/l//1/8VgH/qn/qnPvjb+Xf/2//2v/1ax/Q5lt3RK9OwB6bs1nZHe+Uw+IZhMobxW5ar7je8z9mphbAKNPAdsP8EllMpxbbNPDB1Ynr+YLGtMWPLC9JXp2xMIud9cNyfy3/bUO7H/tSaOrercrEPJg9c2lYiu9q+rhOsZIT/edH7/YH6jMNg7x14TYJ1HpguN8FeTRw76sk9rgt754nYyic/m8R8OiBmmfn3maecA5+3yUQ47g8wodtT8O4WhtH5I1dxTgQ+a2Idc8VQpvE7QJbWRqjTT8ruurPG9Eks9zfbp9/szQhxvPh25gi9KGrCvhv7wbHidO+J2e6Vw+GCqEYcAnHB6oq3PbzI1GQ6abFlAje4QHVQp3VnNwnjUFDt4NwLZdjWSFmi8PIj425bINPuqa4CtTsAxJ9bK+VeMNUtKx4A42eyt5yzmc9J1NfNmbySBQ5X9KZYq9ipwtUL4vCrlUW6G4ZxUXbfKeuktydclf2WfQuPVAM0hdIhDh/sDRFOjQWRE80GpvEzF58r9BMiRwYbWfZ7ho3w2s2SEtCmjTItcdXLMmA6YJ65KxV9tnnrU7uu1pVSCqYdtUJbVqarQPcXWyC/XaOch7kFh+PHMrsfs7NbaRu2t/I5jduPzSIbzqULxYSymz76vc6qsU1Xlj7x0/Pv3Qk3hkebkJlyczwxTQe+eB18MxLjm++pbZBDbKW33E9LUcrWa/SsybYHi3+0IugEJ1dUGsNa0NJT5v3XUEJ0bVDG+7PfdU2iAxuRbiwNPCo7zwTUGbTUBdQL3mBXPJNSrnhPR3v3BEJ3ZhQB+DB7nD0SHY/KyAuaKSfvDDGw94ndYXrK5vO5tvknERC+sR38lthvvbP9//6//y8A/8g/8o988Lef/exnXF1d8bf/9t/+NY/q43ZP7aRrZgFt5SUvwYS2dKw15DtmsFx7HhixRfrfOJaHbLP1SsT2cEewekPtga0gTLeGBtsOpuflqz+wEIgOjE/wug8Y1LgvUz0+UBMDXeir4WMgpwovC3BIkZOzv4ywyIlp2MFnOo0RQZXO7r3dXiyzMMujzOM5K+MdTDz3/+1UPeo7TE6sLQh9weeYajJhSBdEB3oN7Fvw9ro73ivT4TLxe60xTHum/cY/3Z2wlWV5yeETZ6xbZnDLNH2nrm8xx2LjtyXT1t/0LSL8WRx6/i2zMo9jSxWjnYxpTIU6Fyd2m8PjRndnPwXrUZiu90/a/h5nbAxHTHBZmDbaxdzjDY16nzk1deabYCIIOzeFFdTyWelSEAnWltWWD/OKD+aerNqxTe7Zoc//fq70/+gfjyou4Q4DuAViwf4Zp/IhA+g8d3Dej+k+EyjgTmvCsIdTDS4u80l/Dr1zliB//Mnn77AswezK5SVIMfafceRYOOOjdWAiWep/X0HSlaEMDPZccGLItoOZG+PwYTXlWdNOtU6tX3Mx/gxpnaJDOhcbm5L1TpwbBHt/UHz1TwcSj53tx+g6V8GkMY47zJzaYZGBV+RYVukQE9zDe8B0W1/P8Pl/Ls7e/ZjMQMO3J4cOIp3XktRvH5/aoOgRl4raJebZ/Kt1EyfZGvN6D5blyCgzyAn3f+ibx/AN91OsJ7OUGqYN70qUAWmd8XKfwfEjmfUwycptbFVgMfQjGXYJS4E3WRl0wmPd/MTvF8JwjrOGR2slq8vGsCWPmnUCx8IRDUwF8cBJDYvsDnZUoPZCDKDVcQ9eP4JbZ1PleYP95jVUY0W9M5lyVzqC8nad+YcPr9Gm7D/X2X7/PgaA0Y53TFf7Ry8LeEZg6mzWV/DfHJ/7N9lvvbN9OmWp9eXL5x2tFy9ecDweP/r+169f/1qxVxFBC/j69o43r98QEVy9PDA3ZaJyuDhwcTjw5s0bpourb5XZvviDrwFHWuHVq3T+pvGC1y+vYZi4fvH0WkODWL5mLCNHqQz7HS+uXjC8cIa5UAd4Pb2k9ELIJYoxXFxxsX/JMF5wsR9y/rYxDmN6pru+Y7874AQ3X09IawwEX3zxhnELN8bdQCmF6JXRjzCMXLx6xfXrF9xxzVyVGCcOlwOyP7BbR4ZBuLjYsbu64MWrF3zx5pKhGeNW2vvi+pux7jurvLt9R7egl4Evvsj3HI8r7RjELg+38++/enHNcr0yjBOX4wWX1wcGg3EceXG9ZyYY9juuLw68efPFk/c+Z2WAcTjAtGcc4eJi5OLiNW/efIH3HeETZXfBML14lpHkdPp7xNDY7654Me5YLy4YppH9i1fsdhf0u8oY8PrFNV988fEA4HTqyNShjJ8c72Or3e6zcDdLY3BBrwZevLiCUnjx6pp3r15iFrx69erJda9++fPkuh6GJ783mfCm2DgxaW6810NhuNrx7t2O8WqHN+X65TV9EMrFBc0hjp3JduzHgav9nuFix2W5ZLdVIKZxz/XFS+pSOOyvWWvHysx+V3jx4sD1xStOR0Mmwccdb958Qfn7ewojkxeuLna8ef2a/TSi/SV3d3/A1WHP9fUXYFDLS8YRvnjzhnGfh+LjrO56+ntIH5l2V3zxxReUfeFreUlE8JPXX/DFm4c5mGykX7/j4rJQSuHlyxe8eZ1rerh8hRRnrZWqwsXlNZeHHeDsdiO73WELLIxSdgzDU/y1iHA5XzAOE6/3V7x+9ZK6TKzrin45cRUjuxevef3mDUOB/ftc1u7cSWOaCtPkTFPulW+++IJxGtlNBustF/vC9YsXicn81BpyQcOYynj/2j94ccEIvHx9zRdffIH0xtxfcnExcxj2XF1f8/r1K/Qqo8epjEzA1ctXrFYZ390wjMF4vefVm9dPHPmz9SEVYhuJkT6UK3ZXe+TovL54mfdoc5XVhWXt2LJyuR+xacKn4HA4cHV9zZsvXnF96AhwdXjD5f4lvQ5MplgZeHnxhkN5WA9aV/qYPsZS7zjsd4iNvLg80K1xufPE2F7sePXqmlev3vC3hwM9hOuLwwfP577uqZsD/frVa64fNUabjUQIpUzsDgN7DvDeM/cx+8X1NR6O9BXdjRSU3ThwoPDyxUvevHmD9cbaFi6vrnGEi92I1mvGvXPFxPWra64uX96HocO0o+92NHYsVdiP6a++eP2S19evPjqWcGc93iC+ZzpccLF/zTid+3WU3ipNV8b9BdI6RwZ204FxhD0Dl/sr3IPrFy+2LKpyPSothPHyinEYYBqZ9tOzc1Nub9hdXLArA2UamWzg+sULrl6+4M3ra169uf72VednrG776b6QOHPpHK9f4AQX16/54osv2C2Gq2IIx69nLnbOXkeuXlzy+qqwm67pcse76ZrracDKjv1UCHNev3mDxcx42HN4/eaemSbFvzKz/f6ekX8P5uMLemuMF684TIWpGNey4/XVK0qBw8urZ997f41+IFyZekOrobrjmgOjDejxhlULRYQvvvgCK53br67wQbker+ECXl69vL837k692RM+EGaffWb9Ou233tn+Ve329vbX+nkRW/GmDPz85ks0jC4X3Lz9iuP8JcNpJC5/yruvv2S8evWtHuibt2+zfGe3DJYbzwU/Txq2Al2eOl+36w1ff3lLrSfsLij74Obtl9BOfPn118wutN3Eoc+MbSHayuCFFifGckOfJ2woTJd53ePpHQBVZnYTODveLbccb+4YhoGvv/yS/VYWH3aFQnD79hfIMd+38oLajhzrDfO8cNsGhnpgaY1p/Rrpgi4jo7/k9vaOISp3/ZbqmUU59JtvnKPZG+/e3bL2dKpvbm5wD7766o6bt7fs9lmOv7nJa51OC8flSBlGjnd33L07Um1k2Bvz9RuWVdipcnt7x4t3N1xf/+T+vff33JxoRjmMvDuutLrSjjcQcPv1xPjydziMF9T1KyJWLi++gFGedbbvbn4BQJlnuBw5nTJQ2dvIcT5xd7ylMHF1845h//GM1nL3NdpugALDTz/6usfWJO6d7a/ffcXY7ujLLadTirTYV7/k7vZLzIP9tOdi9+C4vXt7Q187h8v9k/nRm1+CKzJcoPKS9dTYvxgo/ZJ6PDFNW8az/gJZbuDqC+rgvJ2PvNPKSxw5zRyiUPYwzArhDDXQ9QDHBbkI7pZb1L7mennF8eYr/HrH3XzLSSpdlZ8f3nLz9sTx3S3Ng3c3X1PKxGE/8e7ulkEqp7tbht0fUNvMrc6ME3w93KCRzvbV1eZctZWvv/wlTYVp94Krl19wO99xe7yjh3NVvqLEA2Ri/uodd1/+nHURouw53t5RNlqVsRlSgnlZERXkoAxnPofpwGHfUiynJI3dMDzFZp7WI+/evWUYBob9Sw5utHVhvbvjdPsV63Li5e6S2CX0a/fU12ZdnZMJ0wRXYiybnHIMA+M0crpt3J6+Zr+H9voNl4+o8ESyQe3i4uGiJ8sG1B0jL8Z0nufTaat0Tez215yWr3n79h3zzQ067pgI3r37Ocv6itVWrsvE1e6K0+nIcnvD3e0ttD1vbm/5+dsvuRo+LNXo8RbtFT0tnGzgdjnh6rysb6jHW67f3qQOihnHu8K7W2E5HjnslXY8YdVZlxPvfv53udzvqdfC0gqXh8IXLxRpd8yuGCN9cA5joQwwDAVtFTndUFw53XzNcndDm7/m1i/wMPpc6W2ktpkvb94yDMGXxxucgTIar9/bT5a2cpwzgXThO/rhIfPv9lXenwiOd7c4sJsuP9iTnrNlnvENGtdaRXrHqexj4O7ujsP+XTqD746s85HejGU5UetKqHMxrdzefMW6NoYtkCrjyE3tHOvK8ThzoScY4O7dO7x/gnavN6TNiB3ZXVyzTgPjNG3rSpDeqbZy2O+oIszzwjI3bCiMJoQPuBvz6YSaczre8kIGNBY8Csc2M9gEp7tn5+Z4946368LJhL01TAt3x1NmxEdB6YzTr+5sty1JOwFjSV2Hr45vUROu1Nl/9YZ1eUu4cGp/wHLzC2BH8T3j8ZJold3OqF/+kre3ig8ThQvGIZs/r68CPx0Z+p794e19YiCx13k+lPK89sG7u2OKkfktx/1dUgPLJbeaKbO99Wffe2+y4ta4bbdoXRnjgJSVocHb0y+pWoGRm5sbbm5vuXt3R8jCdHdLHCaGfsu0Bdjhzvz1z/EI/sj/Lz5rPX+f9jnO/W+9s/3ixebofSR7fTqdeP369a9zSN9oER1iTJzvWFCybOTak+rKGnFPD/X5D7T1GXfFRPHri2SFOOOqn6m8iEL3xlI7oxfGMNQ7QzXaWqna8MMdSGOPUqOz1wP71hgOmT068/g+aXqMRmNkDKdVp9dgGOyDZozo7wib6UvHx8KFLJuQot5LatcQlD0SxhAGoamNtV2rANXkswVtYGPucLsnfXY/V7oCtntxNs1iHVNx1hV6C3R0ilg2/LhTu3GnlY/x3diiKMa0bCXi3iinlRh3CSvhU4CEj9l2rXB6UoJg4Wh0dmWifRMSyZXcbL9bVccJuhlWAiIoZXiipPl+qa/ermALa38P5nCG7EhCoIoL7oXC5ZNC5/mOaARrC5YquCuilYbiPnHwwq7PFDd622El6Gq8UPAQSsnPOs+1UlikEAyYpHpedaAEPR6awu6b3qxlg5d0sEopIyr2ZJfN5lvj2GYkCtcbLtI9uFkh1Jj1lrj+PcpuyM/QBrFi3omhZ9/Ae3b/7DwBBhuLZWPz1TAxFON9ZhHDAN9gLbCu4Dpk45QnTOJTTVLnW2q24TjP0LHnoDDvNQeekWyqwbRx19eQe9n6FxuWeJEj6sa1v0KsYt6Q5S2mN9jwO/d7TA9NeEMYVxQ8nKWtWDjW5g2/+ryZVNRmervDuERqQ9oE0Wg9n2VtFRNB6kgwIt5p1lEzei2gG4WiVkTHfM+jj6xbQ93lAHMNBof7pLNtLDlaKaYUN2J9t/UICMFIMX1gQtn2s+fC5Y/CSCJSpQ8Q9ugG1ftcUKIBWobUenDHuzBNDYY9oedzJChacVkwHSheGWTBRGltx9ocCtyzxT1X8vfP60pRj0+JPOKq+JDMVU2NtQo+jlwMGzwjAmxg7R1pILvAhyAeMWs8u++e/6adyTtBoZQgPBmGrBZ4/e1pViUMCeWi7D7KxFJKobcVHNa60hqc5mB3CaudEOugmkJ1j8gGTAya4RPELr0GO8+R+8bc87Bu3JTwxrj7BHOOdOZ2JMYDRqNp48XGrvS555UD3QIF9qJ4gSIGKJSH5ueIoFvF5Uhte8bd08Rgl8q7+S2ZovsNNKl+hv3Ws5H88T/+xwGexWV/+eWXLMvyLJ77N2fZZBg6JyZR28N+FIlDE+0svT6/UX3C6vGOdndEH3HQmTwTeUbcY7A9nG4NtY5rw3ujqbDUlVNfcD9SYqaG0aXx87uFm7kiIs8+bu6Klr45gUqsC7EsxNrwR15EOmaOt8asC8f1llUF60JYo58W6typLnRvHFvnrirze93Qi3ZO0rn5TEaFAkmHZZ1ha15rLagrzzIsdBOsVzSSAaVrB21YOG6pvBkO9RPe7ckrq8tG1xVob9mApMsjufbHzSuJ1/wcW72xro3FlkcOrm+Yz09ZOmF89lH81MSVbp3qbcO6xhP+6KfBl4Mcs6Ne3guKP7HGH/CvQbv7Cq1zYrt7wU0IWYi1UzFaBD36vUhFCUeiI6o0WfFuSS3owbIOiMBqQZeR3grqSu0bo0u03Pgfbep5dqez5aYMegPy8eyKqeDS7+nRNJIa0u46Uld8PSs/BmtNGsliM1hF9T2MsitF1vvO/ceDmusdp+Ud3R5YT96f3rLJ1KdoD9v8JMI9gvtGMg/n2N7RH2GkH1/t6f19+iz7J5X4Hl9DIc6NXWmyYWmrrUQ4Wm+p8y0mmiJSGrg8/V4FqMsp4QT1SPWOyykxrM+YuKAUaj3hfcbnO9zknl0iIisoSQ0sEMk05H1lXQvVCm1rkr3fx+KhS0DDCeJeuKhJIN3pzyX+3LCorO1IXzvmhocgYfcKq0FB43nW7Y87oPmHrs672qny7ZwSpWBh1KUjdycGTYaPEpUSPfHEKmivtOVE70JYJ7oyWs31+Qwby2NYT5jj6tks/wk7pzxUN8ac9//uQZ1to2c0QjvigmgGR0HbHDhhFsk+qO0juwYq2YvxPH1n0FUISbaOAUNDWeR43xD6XXDDGSxCfbT2H8M5Hr6cEr6iy5r9VJSNA2jAm9J6xeVpEs2b4WL3TE7broPpDV1vNsraR30sreIiz/sHbHtuXzjKwk274+brdxy/apzerfQ1my4fJ1fu3/depkAjCROMgtmCeaObovccZFufhBuBYiqYKq1W2qNnvrVTkiPI+qPFbP/WO9t/9s/+WQD+5t/8mx/87fy782t+DBYBawh1E4CJcEQbuh1wyfVRWOqH0uvfZCYNd8VlJRsTn+eBC1mR4y+w5eb+0DwfUm5Gb4KpY9UIc8wMbcFxLViBJTqL6/3Bkt8jsKUTy4qdv5tv8rbbBvzsQxJ+36RydzwxnxSdj/Tu1PXI0haOtyu1V1wKIiuiNR04eBjDZz5/rpXod1uX/jZv5w370fjMgvnO6UtD8Gwg9VSdM4eQRu/ngn6qID5nKaLTWPoJc9u4X/X+XabvzSGppPm51lal3cLd14a1EyYnoEJ8nB2ludAfBS0f3bysP3vQuWWGx1XQ2lISfVNw8Y1P+/El15Dtl9sf7z/YiboQvUIkBeRZge9hbNDbivaKtHqf9XVVXJ1oipojUZ9Q6gWBStKMaavZaKaGakk6Lyn3DW9BoeqSh0coRRtVTrhng1qE5ZyZslRHVXDLTJc/kxVuWrFlwfuazkIEtp4IFaKvrLe398+7Kpjok+Vr7zMeuOIelGc2hHU+Uo9HWuuZnZenjkC8P5mP5kcsHbwMIBZO65c0q9y1R0HE2dE/P8eyEu8/K33Fpd03GH7aOlu+6+EjuhN1Y/+whmuj1hVbV6w2TKAaSA/WZWOSMEW7UOeaYlguG8fy82PwLZsZpHqo4e+ttUfNtQRaT9hyh7RObdkcZji6jaNIpej6kAV9dAdX7+jak0GnnwOZdDzcA2szMs8ZLKyCt6AwPaJYyyC/64I8Q2v4+LOee3LFslT3XIXkU9atssqC1CM9HNmgGIRgFvfCQP30FltORFty2/M8J0I/ct6Qd8XZzplQ1uXDwXn4PX1tFhq3NfdMANW27a3OTrhT2wnTSkRHoyGazmD3fLbUBFOhidOqIhVOx4n+3LYdwSpGaKPbQosVjcrSVrp8e0reT9tGkvu4gZqK0yFmrN+RCbpc16sI3Z0mlfBAJGk8TVrya/cF9Y7gdH3H2mbCKymW9mB2P9cf2fsjaOKczDh6R5tRIlhOnfXujnVe0fb0mt4MXw2v5+9SEGkpInT/XCoa/YPsdLhTTVjctyoaT5JzkBXU1KT4cbq1P85RfY/2T/6T/yR/7I/9Mf77//6/5//+v//v+98fj0f+s//sP2O32/Ev/8v/8m9ugO9ZZpOyo3iud8y9Ji3ZVkKUMJYQcPlWEVy+1MDbVr/9RNbSkwUFW1mWRrPEuQbgpSBrI27viOOCrA1VoVryGNemmEuW3Hs8SWR07dTNCbLYHP9naK3OMwEQjzr8pc54P20wj47YzHK3Yne31DvjJEs2ONnybGZEn+ncf9+sHZM547FyWDi2VIZHoiXrnePVWJbgqIUVx9qK6sBaNRlIquTh4U58wM99/pZxL0RgvSaDh2oGMe7U+ghvCVR1urTP1ulw2bKVXen1BHJDl/lZFgPg3sHSj22y9wOPdIzf85zDM/DwdcnfV8XF8bqx1UijbJCQ92fi6U8I6XhzfO55ZpMrdlkfyqNiRpUVQWhrgOd4hpIsBK5Ol745M3ovue7S8n9mmK6EVEQUFUdWxbuh9ohtxs4ZluSkNnXcjYg7PFKJb1mC9c5ZFkPWhtX2QUEzIrLU22ZkaayL4tpYoxH9SLQZlca6nh69aaMU9I0S671rqhitV9ozWShZO6aOnr2P94sij53iMJJbN7YsmNKb0rxyXN7R6t0H38VujvS3K0gjZCXmDqfnq0jPZbq+ySJ8w3VplsLzTCVaS/aIdcZUqA3Ovrz0fNGXR2dZjaaK2kr7BJ+0S9DvHF0a+IkEV0g6+dWe7FNhlmvLHLWEvLi/5x6c5/W8AYbgkZhnJ2ieDZmxZZezjheYajoNun3RObBeQIYnt02sotXoz36nHyaz16TS3Vi1Il3wjZ0q3BApyRgTwbrOgBE2421JR1AUb43j7VuW5aF6dU4gEP4kI/9czn4NyYrfo71LdVse2+z7xnGv3pMKtBp6SkgZBGhWsJC4r9hEOOpK10pbZ6SfWATEGvNHCqJ2u2CnU8I5XSmkimm9a5lU+g63wD/z+RAKFdCSDDke0NaCCqjBuiinWln6vLGTZBVGcHpxFquAICL09QZtGSA8hnnVEHoY8l4lItyR5YSsC8tt4XRbWOSI+HYNNbxX+to/CKzOaz22BJK4Mc/vWKXjZ9aXjU6TCNwesuMehnWIKOh725yoZrWiN2z9BEb8N2y/9ZjtaZr4D//D/5C/+Bf/Iv/qv/qvPpFr/3t/7+/xl//yX+b3f//3f9PDfGSFAmhruYFbQyLxSRaC0NBoTyR9P/vKkQIA4R0XpQzDs+FWXxbW2zuqDXRbEUn8rbclaarWNQmnxTA1VFbWNmHdiN1IxELvF+ih0Fsk8jICaStEZ1mcyxBsxz32+kPLKFW0orVTdoUeX9G0oNqovbKq0K2wix1tNS6vA5+C5sN91BsRhAQUaKFM34DdPj/oT3+ZToj3SpQGu0OWO11ZZ0ebUz1o60yzHb3fEjsnrDO0DkPg+nFH30UzE7vf4WNspf0ce9+8vYjcZOdeCYfD/jXsP2R2sEzQ3su1uzneHCZH9LT9zp7NuJ6VCLOM+S1Pi9gyC+H4KlnGHB9d5nyS2uaQP8NHa/ae0qgFIYab4leJ9dSwDCCWGQhqTSfTozOyJ0IZXClSGcRobrhO7FQZB7sXOHGHydNBdF7iokgMcHNiGCaWfUO6U6UzjQO9VbwU8ErfpZOVrn/gbjRrnOoCu5lWV8Yx7nHM75sriBU8wMWQ7aAOU5CFXg48FodwN5beaVIYYvggUDITxPoTh/BsKlvPwQYh/QBL6ZZY4GEkonEWZvJ3c2Zfd85sK4fUAGQXD7LwIc58q3QzYqdc7DKrXB4d0GeRKv+YQux7lmX4+3YJMuN2TgoopQy4Qw9jLcYB4YxN7bam8zFN+F4J75TB6KJMB8O1ER8Zh6yOamE9dny/4uGEKlTP59fB1LbXGSadppmESNbmM7DhAar1OLJpvrJGY4wC8RKTBbGz4udEl8a8VlpbWXuluzCGUsQJdhTbuFDOlcbaIEoGIO/P4bZ38ggW9L65K64nTC6IcY+Hf6Nio5dUgXVKZqsRVAqxC9SUHltCw3oGXrbbgtQMyq05dvyKZdrxxU/eZAYygoIz6EqR873+9N5zXsMR0KXQWuHi+hx8t6zK6Epbbpj2VwxuiBjRCzYqYzOsDNkDQvLiGx2VjgwDI+ncDQyYPVcJCbQ1tASm49aQLNu9iNzPv2XZYJETN+0tV9M1V/uX99/vOWtmuC3E1sxYK4wX0HTAe6HFluzSyl6FMEHcaD4DA8Y10mBejFdDo5iBBHtzSmQj5vtzfbYzjCnhnE4xw7Pcvr1hO6/8070eAOvSWObk+b/EadI5jAeqVt6td+g6M42Poh0TPJTaBwYr2302euvUtea55vCtS/6/Jvutd7YB/tyf+3P81//1f81/9B/9R/wP/8P/gKryp/7Un+Lf/Xf/Xf78n//zv+nhPbVIKih7FL6dHVJHkd7wnRKtP4t/e2xdG8tqvLi8ZBwLo9cs+Xli6yIgLi4x6QyPdLJdHbWCdUV7YCeIUWD0HNfGce1bBsybo2+PdAR9ucty4T4Pm8cbRql3hEluVBrwO4cHZyS9S1rP91xegmlLWeveGOOADisdEFtRV1RtKxk7gdC0UGxgPjwoz5jAvCi76TOLON4p9nRuJYwqC5NVwncMWlISt51S0CQcl8CWmqqckWXThLMoOwuw51X1sqls3uZ9T+yDwRrFFSuF2kuqF5LQFTUjxsQIPkd/3SXL4Sqkg/uuEU3wYWT8Bk0f27Ka2SL0LSwCdAUJpI80Tczk4AGWzlMGdZGcyT0VOt830XNDajAMZ+aODgFWO34ZW7G+YtqQ9cS8zsipMhwezYYroUpvtwzLxLh7gerIYeobJrhg7inaY4HuNidvceSiMvlWrZGKa2VVMkPkD5jvtmVbAVZpHE+d1oO9wtKCF2fn9r0DR0Kp3mhhwHSfTTJTpDZ6q4zMm5hUWveOaPKB4+XDa1rHQlMJ0iPx1pGc5GZbpcygu+IILx43VVuleGb8mTYnRiqnU8I+wnM/+JjvYJIK5bQgBqeR2NeMWYNYlFicehi4/gb4f0Sg3TDvjMMO9s/GvXRxmmbmS0rD9USzivuepgtX06sMqrzlXLnn86ePvYL3voeyYY6d2WAOmEpmnn3K+ZzvOm012mqINtp4pG0QiUJQRqV236ohndQGyPt7NGHVzn7cM7cVlSO3Dgf5KTBxPC1owLubE++8sUTnGiMMxgFcsmcm763iOFHiI3tKcpMDzwbV7ka/+yXNG0MYF3HNGsJ1+fQGkfPTtwCqo9qYPNBhx9pXPILujZA7BlEG81T43FR+pzAkAlud26/e8vp3fpqBm0n2x1ilx7w1G36YoWwiNBF+cvVi+26ZTHgucGfLOOMVU4NuII7OHUpwORViU9myMLQrKzNlukTJZuIdij8Ht4vAQrBYcVaCPYRSq1L2T172Ae32g7jU0z+INYr2hJVNlzCcKfg2d/fRy0XXXANaE7YUwSBK0+BkHTWhDIKFsZ7eMe4n1mhZBRicRQfK2wABAABJREFUEkGVbJFZTuB72KlyHYbylHLh8epyN2q7ZTxrA6gRahRpeDlkNSH22QezKC9+Z+bwHrvsYyG+cyVKBVpZUDGkV2CiSmXC7kWCwhJy2qujl0GfG36oTyqk4rkH/jB1nV/d/oFwtgH+sX/sH+Ov//W//psexjfaOaOZeOqtfGxG605t6WS0XrmZCy9m5/XHaSyZazIXrFW5vnz6CFUtjBFZ6tazpPE5os5N3IB2CmrvXBVjuBCCDYstK0NU0BeYBV0EoVP88l7yOu6/UUbIfW30Kkh/h+rIxYtHmW2LrXSU/3TPUr2KYK1mlvtCuVuO7ErBJcuw5p4OwzkGD2XUdt/YsTZHLD5bLr1szWeufp/0FzJbo/i9g2sbNMFNoJ3gYswymRtDdCxG1npitZlhOGRGSMky8RN7ehiaK0M4qh2l0KVwWnI+eoebpWJWeXH9vOiD98RIl5fXuUH1BVoh/AXnpH0pKXP9fjYr3FMyeggm0kf5OMV83MNyzvpxKkHtKZ4z1MpQOlZhaalSt3NhrUJfCtePMJnmkWt9cxwef25oZnxlNfpeOcVCWONSDlg7EmslZkV8ogzb89JhlRUPoZrxwi/J/qegRQPS+WQoSAQj0JugtWPXzk4iG++s031moCBqWeIskVDRDH+AkbmunE7vmFdhf/kUgOPvZcb6WY1SFR2UXeTzYr3Tl5lBGn1MmEBEILrdFyuZjRs2Qua4p8gh8CyJb6eXd8HUGMq4CTwlbjXFLxoaO3bb1m8KvRdil45ZRNDM6XXL7I4D89IY5iPT4Kz7xn54ODbOiVXR9xokPbOdxzZzXIRdXDzfDPjI1hDUV1TBx+cTCeqOuGKyMNoJxkuqnpiXXzBeZIUyq1OG9oWwDuYUU7D3cKmSgfK4vyC25j4TwYqg2tB95eBKavw4ddkqGaIoOa/H6JgYh3tWp0C0YE2xHkwbH/rN3FhlwcaJocDd0pgorLuVV1zRN1XMxUE6VGtEUS4ILALRTouWjiOxiSaxMVU9tcf34bn0qKuzrhUxZX+GgnyGh+KSZZIIQ92yQjPq1uzZaRjNK93WnO8O7TgT0THrTMNl5v8DpDVUlN1+lwxDXWjtFivv2EVBlyPwe9vYsppyWlbAWVrnakxV5bp0BhuI33k6VnNHFIZN5CnMs8LZOzqu1BbIJpJkSlY1vDAdOmOZmEIpDuMz8uMRgdqaQjl0gpHiHV868XK7L9t8To8yxQnRqpuK6+UH1y2uMOxyA5syWl+25shRCmXaZeC83uVZeXHFu6qYdXyoyNpZelBn4dW14O7oaSV2K1UTYy8Oh0eIPQtHS2Hcml/v77VvlcrpYWG09o7QTreFkZdY7Vhf6dPMeAAfD1SF4ztjtwva8vSBt15zPxonRnaERya2wjHThPrEAJqVXlaFjT7Ryeoy3YmxY/sBbY+hduc9ufCZRbRfu/1gzvbd3R3zPH8UV/xH/sgf+aE++rfABFyTdaBkmWZeV6SdCDVa6/mzf7dyiQHSC1IGXgzOKiuXu4eH346C3yq+T+x4qGC7ClzhpdMlGQNGqfhi9GZoBF5giCC8ga14vLq/ZkQgq9COt6xi7EahLFOykzRjGjPLOE7n10OrneiVoR9x2XP0iVZu2ZeBUUknrJ0YY8hDJwYGz+aK0Cw/uW/Y3Uda4ec1+Zx0tJvmQaDlvpcqPKEesTZiP8G4Q8OoCE1X1JRRspxdTAjLLvilnfDomA95yEinzzPaVqbD5ZOx3H++O0UURCllh0vlNKcip0qj1bfIeMlqC9e8vj+I7u/d0ggLfF2J19fb9SfCAgtYW7LcVJ2punD1iELp7BiG5/ilwjiWLQR7ahEp2QwwbhAS2wKmNt+g9cj+Yk/XlUVWpgGqG21xTJTaHm3idWXwzqCBj3vOyoxApl8MkEbVjlij2omf6oSf8bQEkh4WF+aYZjWi95brUS+BfR4UfUF1YNKRYSw5Vx6ENsILtkrKi0fQ6ldIFcZxgOjJDuSGF5BH+GjrlWZK90pX2Wi0zmvnveAqEmfZ2hEfJuxg9xjgdIoTrtC24IrITLNHZvDKGHkonrG6G+uNrSdEBG8rbCwXFg+Of7iyvPsF6JHL3/vj7LYHrffAzDIgvQiWteOzsvSsQOzGzqnesteJJSo/e3FFf6y+aalaNwQ072wkdUQES19YbeUoM68uD3wCSZVjJJu5VAvj9LxSnCO0ueKrggrlcMT0H0Kt5zOjlTJdED5uTBVJYRb2gl6NxynCc0NfGS2bOm3D4WshRPEXTvXOfpy2BIThIsy2oNGRcNxHBssGuTg3dUZgq+BaMNFkmlFh6cLAwvWFYu3EdJjoLZ0qbTUVflWo2gjdIFk4Qf6UTfDn8YwBzwbNfWMAeo6CbZXOaoJ5QxkxjLoaLz5P5DbnIRQvJQNBFdZjRcMQE063iq/JKb7vDSkJZahl5LoHwxRUVcyMHTtMkhO7tSVBlIPePzcJbTIiDhTa9vkK47Tlos7wnfPUG9CZlxXtKZSyH1uKFMdWaQhBhpa9ExTMSja1FydioFZHVRnNGZ9RkHTzTHo10CpM+5GRCe39fs2eCw4axoBTyo5kFUkoUykfOtsfzPP5WqqoT4w24Fqx2lEaE19wbLeM4ZRdRWxlrdkHpYuwnDqiE9c7x2ygWyXOwfpmJgO2KxmEn1lUStkqJvEEqVo8m8EjPANzD/BG84rHxKVfYX2iRsGeUVM1FRDHdtsAPCvIkxwxXaAJwzBhIbCekC7s+5mO1aEJIY6VSrka7zH357lyDaL4BsT98dn36mx/+eWX/LW/9tf4n//n/5l379599HWlFP6v/+v/+j4/+rfIEgtq7QRSiTLiNTPQtnawoKgQtn5Ao/O+mSVl2GFLamtk+b67c+krFoU+7hn6wsX0oN0ddVOk6iu1zawiXA7CTu+4lleZmnBBuuE4e/IhlSjsAopUQo6EXD45MGW5w5c7vB9peyP6z+gtEFU8Bqz3e2cbgqZK6EoJwzRYx2BZd/zk0FF1ot0RcpGyzLaicsiSeJf7TSJEGOuJYRtGuN9LBe+uPjxdtB9Ry3LneSjuwd1pZuzGdFAudtlAAkoritM3jGenmGRmn8CkUqQh445ObCXYq/tNYpWZ7pltLFsePTwSdB0FsMQxmyE9O/6tCzZlFiw8N5gywLDxFEtNdo1DvKHXAbpgWhik4qKYOmELKh9nI5EeILk5fA70MMKJWbFZmW2hvf0DTv2O6eIlsmXu7dz0GcJpFK78oWs/rONhaCyYXT9bGk+MaFD7StV3rGHbYRq4GW0wGA1zAUa0nZ3YDP6GEkBlbkIQHOQFUwlqqzB2RDdseBQIxYiNBcghJB22Kgx9oF8ZSxfMhL4sHI+d3pJ/2HuK2XTSsfNouAhlnODMeGGSDvS0I6Rv3PEOnqXaKI2TCz+7Z1ZZMWmYOaW1LbARogvDpdLXxnp8S6gy3/6CXVzj5ZBB0MNdJakVVrwd4ZAlsUhvHhhxN1QU64KH0awDA7HmWrEAXWeG3SYkYUGr+fvWjb53lrawY7fh8ntyU1uKn9h7VRzfql+7R4ejHlPEnsMj5xHDejZ5msZGQGGpONo7fVzTh9KGhSLSiYtLEEu40oYk6e/BDbqeCDeuDhcJh6uRQipDJAIEoftKtYJaOtpVKt4qvb/F+g0eh2y6K4EPTinrk5J/eOag+3qknW45XE6wV0pURlNcRuD30tk2IcQooWcKpGQ4QRm9QO9EzTnsd0a4sr+4YA3hkkfczOHU+kCZ9uhBTay7VlpVBncoSkXotgKf5oZ298RER9/WVjB4I/SA9EZdk2qxy7kJfuCazuANkUBdkf417C+BS7SvxGGPRD6TLp2y77gYvSWNp7kyFE9Rpu0zz95it45FB6ZHfQyGijCvd1g9cjn9UZqvSQ9pDtnKSJC0qJStlKCBj7oFrzvUHB9geA6iAqgXpG1OXhgl8j6tNZt1r+8bZOeEMk0veeg9eC4BWZKn2wwufIN+aVLwtjn7q8Yd1pWldQYavmtEXfDdDnVos2JSKKaoVfq7E3q6Yj8KuszYXGn7HTsXxi2fYT4wnwK7Wrh4LUmheXhYwOGOtpVh2m99JFtl0I3ihlLAlCYd48iljJic8LEAT8/XqIaZMVo6JMWD1lZadSgnigRjBD4MuJ2AYaPUzT0ek6RnLRWve3R35PywuQYna0/oS39s9r0527/85S/5C3/hL/DLX/6S3/3d3+UnP/kJX3/9NX/mz/wZ/u7f/bt89dVXlFL4M3/mzzBN/8CgV761uQe9Lmg/JXLWhJOM1DXQXpA2M/CC41r5HXvqML2f5ewtnaUzM4etntmfwSiyotHx3e8gbcYv3jy5lkmn94F5MaKA1Ds4DKzrESKVzcJLOhzFQJQYNt7sYcSGFb14t1HNvc7scL8FPbLqQlmPuF5nc1Vx1J3yOPtsDnqHqdCl03VEd0EsR9remcLQQTEUV6N4pdSJcVVseMB6ZWDykOFzSwy4dmHcHximp02Gsh2OyahihDtLu6XXI8U6UztQXhaCc0kVxt4ZcMIl8XQbbpX1HVMUBm3I2qin+gRvm46OszZlN0xw2Mp3DhEFH4d0uh9BYPpxZdUd/jtrcv4GDBb3zratJ3AwuaVVw6wmlvzyQN/f0n3Gx4nWP0KBFtnhrwJ7aR/Mz6PFdk9BeLFNbtdGPy7YqVJb4+DX6HsO1mkwtAuzPVS99HZF5MiiAlNmx/YbcjD5Y7fskzpv744U75zMKcdGREX1BBtW3iNZIhLjl82xIYm1NzI4NIzRjGXuRCjWVkwNq472Ea0914w7owkWHa1O6W1r8CyIJ3PLbl3uuWutD0Sd8V1gL9Np1LrQj3/AuHtBXP9kW9szHtlQ1bVtLAQNtew5CPwJM4D1pK/rpLCUuWNLx1vA2DKj5gk9OtWFC0Z8KIxXZynqLSDy5O93e4AgpQgLMKWjD9xz3IcbNhR0XtDTCRkFOQz3Trx7EF2xkhAg9S2IKJJ9HSIJl+4zTSfcn8I41q1Ev4sdO0pWHubMzl389Pp+fK0lxZ9evMB7HvbFNA/ggCrrxu5hdOsseqTurtO5H3ICPJJ3W9RhW9LH5RdEBLvL12CG24o49BiSHUSzGbBaR+QhVOjSWeYZubmj7V/gfeDKwXfDlmQ4okPCSYbzbewzUleqHuGahOAxMpLMHGp1o9NbkwFlGeljYvAnz6ohHrnHLIq/XRhQ7MWYdKzuHPYXKVJjztKccXwqJAXQXFnmhbY21MAIRpxjFXj9/iOemfGzE199oUXHEMJGhnNGWXo26UY6gtZ7MidZNtS5C9YLfnBUglEzYGyyMLaRs8NUUJKoQllt3ahPZw7eYP8FWWpMuk1xQW2heweuMPPzbcVciX5Ejwv2YiFKNjT2XrBSsNHZRc9KkbaEMmiDErAT3JJJKUq5h+u8Py9mSS+ZzYdZod2LJGZfHqA8XmdqOIeLS8TS1R+n8iw8rzdjLBPShV0smDnWj5Th4QzoWmg1iAIvrjLhFrvCKnlWmO9Qdaaysmrn0vf0nlBMKdnrtVRBxgyKJjVCOuPFHvmHlw+/Z+/4oFuCKO+3qlIC5sGpOhGyQ1onWJhkD4eBkPHD3hLpWAju6f9568hdx6ImmnJ0bK3sDg7WgEu8OBF3BDVZXlpF4kDvxgUvwDrVldU7VZSIEfuRetvfG/Xff/qf/qf88pe/5N/5d/4d/sbf+Bv80//0P00phf/mv/lv+Jt/82/yX/6X/yV/4k/8CUop/5/ATv+mLEy3SFHRdkRMNqobQbRRQrP814y+0cJFBHdfveXu7ZyNh8+YB8hdyzKTJCaxeMVsZl2OSBfOnMEegbpn9lgd68kd3VvSqJkqVhu1TtTa0SFoZDMZLSn9bD0lhGPDSboaIUJbO1EXSl3o64bPpFPGvpU+t/F6NgN27ah1lI7qQl9vs4Qn77KppKQqW3jg89Yctjpd5D4z4uuMtYeNpK+CG/T5w+yuEnRRjr2zyJK9f7bmwx8VkRnvMyqdfprx3hiHVHyzOKZ+1bkxxleizxQTWBVdlHZan7BGmEXCHtrWWHZW8hpI9bPBiU2t0N2xSl6n2iYI8JQ5OLpS1kr0xOz59tM0Gw01PGWp2+me+/rZ9WKpIOjSn/17BOipoqd6n4m2VrF5JWryD7c5nWX1leYL4oL3ztiNsqb4QDSnNcHXrLqo8YgxxGkhHNtKU/jqdqaropJUbCGJ6w/pDDpjbqg2+nJDaQvFhCEaiCZ3uYN6zsdqig6NLkdEZlrveAjUyiwrx3raGrsyYyWhjGGEZtNwl6RsbBVMk6WhqDFGQx8FR1oXll/+knbzbpu3lrm10HunAXTjgjZ0wxff9y6o4GqIbTCTUggxFhVWX3DJrn/XikijNmOJIIpiGPMJTkdoa9DuTpzWG07zLx/WnwYigvYV21ZS9TPR4vmByQDIlxPeb9Ga38VEs6diPWGLElWoumyZ7Mx4v71RmnbWJsh7HNfhCY9ynIhOeGO5u6GfbmjHrWk4DO0dk21eI5tfCWcwoVvQdGKpE2zZUSKQZeNV98BjpEUgG7vR/Rr3c9aso5pY45PmGjQfIJxijTYo1fpGD7egVmGZ0WawaFYDxNJJbkJdblkWUBuySgT0vuT/pKVaZQ16K/eJkG4KNegVxsUTo7uOFBtxoESBQorHeDqmAZTlRL19C+g9U8RyrNSl0WrD+gKPBL2aC3Pr1O2cyIwhz1ZJ1w1qtsq8cVxrBngdEuP0wPikTWlzw47ZKHm+WkjHZEZMtipeJijENakOHwm4OIWu4NkxQvOO2kZzahlkJd1SCpjIBrOBh1xxRLD2lfnmhrk11mNHetDFCc0kS+7ysfF+K2c66Qw2S2KxbUja2Xj4jl0r1hbCBFs7o9wxhCAhGcZbo3djrss9IYb2irXGsnTqbNz8vcr69iOaC+ZZuRTHPOgRH8DQeo+NE9w3jvVOoIQu2KYlEGWgq/HuXedkKyILaMUlUPa02el1RvWIiG2Un4I9Og/cG6rLEzaW2HoHpBt1dUQ8aTfXxrg2aME+Ggw1ufXr07HbFlyf73nIxuajebbb3UKfDT03Nj9aGa4dxVCBkziypEqwyIqasEilSWFtn68U/eu27y3F/L/8L/8Lv//7v8+/9W/9W8/+/c/+2T/Lf/6f/+f88//8P89/8p/8J/ylv/SXvq+P/i2zkl3JxwUvgdIY/RY5rbTa2Q+Z6VtlJjZHyNqKrB3oyNU158KBR8ovH0bgGtZB0TB20tktjWbCfmxMNOb5LT/jZwA0UgCiS8Os0VswX+zYxYgunUtrLG2XJSTNzJJIo+qeYRgxd1ZzXi52z2uhqtzNnVo3LKY6UhP/7e6UYWCx9khMOinH3sWCouAdWR0rI/2Mnx6yG7qzZ+8lD4xBM5uviSWlrURdsqX//sqOMjA+E5eYB/OS9Gd6nVmx0XMj8WLYQZA6U0+VtXeaNPaujCH0phiCWXa8uzdGG3Ff8SYc74zj0oj9wOO+/+hrNmbtr7DDFwmFgY2BZGt88wCbMavU9ZJelbtjIBa8frXNsQt9mVGduN4J0Z31WGlt4HD1EiVYZMStJEex3AE/ffL9I2velL7i3hnGaRvJWTZ3yy45NMkGlfCfoMAqyu16x06WLLVrZZCVKkd2+xd0q4zqmBuDKt4bIcFpDuYVoigM589LloC7d+9Ybxv9svD1q07MKzE1rGRjTT0J0QPfg10qTTWpAQeye89JBhIzpA1YsXRQdYQ+b7jRhuOMls2/oyefb4Sh4uhOUTLLhFZGT7GL9ST4bEgFv4xNI0ooUZLOLwa0OpOXB0U3NPGHOMUdkWz+VXE8lBKBes9AyYN1dUwLHgOZ9kssL1sZN6wmvaMNWQ2xgvuWqeMFXRphytImRuuEgTzqVKzHhfblLxmuLtCXlxiWfLyhZMJ7c4atolXRBruLMzbZMbnLDJhU1prZ5Rj6xjlc0fkdsnQOV0+DtsfS7uGBatAb9NOCyopd5KFZtRJdia6IrJiTdKgGriMeMGg8BKphiHdUDVyyV4EBLDbH93HD18ZbHskSY6WgMTCSlRF6pcsrSqQ4UZOZ1u5Y5BaVhDXInEqExZ1SG8evrzm8WBnGS3ZDuT9gta8bH3XF3VhbMsD0bSeIFaw3rAlY+pTeNKkCt110KOe1w+aABktvrO3E5eGS3UXmdnVt2dBtJX3FczOtVmo4TaBrwtCsNWJ8ENd5zoKUyrYGqoFJZpeHTXshAJGSUKdWE/LBkGq8JJONbc6tAYNBrc4wwOHgRBQkBNGClkgGLFMCpXWlifDmxeWWbLhD9UC5yFZ1P2N2ttsqGG1ZWOod46rU/e8xStLk+rlL3SMDadsgXAA9efd1PGQAZ8YQhdgww83WlH1fjuyHS3qbGW1IVXF34kKJsVD2K24PUEFZtqBIhXp3x9qPjNMV1zWTK8Plgwvmfc3AsK3sL14+Wat17pRybiLKYCF5/huuTolKX+8yYUZitM2CtQE7w0+OxpAsVw5WV7R3lhD2EbTi2LYmAcwW6iJoOK/uD+Vkg1n1yNBGoholUTxYwBSdgT1tLkRR1vo0maOqdBH2u1ynHtBlpR5nfLhlqIeker3MSlSu+Vy6gSFWYCiUrVqnqvTW6XOnnRZq9Xtq0B+jfW/O9i9+8Qv+mX/mn7n/97DVSXrv7DfS39/93d/ln/gn/gn+x//xf/xDZ/sjVkqW490MjYIXZdprZp7NiIHk9SyJf9XIRRsb7jLLhnlQSVNCHNWLxNu5J+duSUaIIJDZiMFgaxRLJibBqrFaOiMJLRjAV0of0S5oMUw1S1y+QSJccA7UaBT23Erl984Ub+GptKaNwQ3U8eNKlxMhjZEBd93GH2hxamz+ha0M5qiNxADtVNknFQiO4pHLOPLUzGxWs3xI15loQmylUA9jloXqjpTLR849NF3pVtG+4iaZDbeGS1A88aWmSukLx3VBB0d1ZrKaDBL9hIWDNOiCX+7RGBmnYLKVtzrzxXrJsB/uK7a9w/J2ZX9R0GXGdy82fHGaax420irr3TvkdItHZz0J03VuclcScIBujXdLHmixDHyxLNT1HdImfH6ZeFZzgoJ+RIXS1FOwpbUzgOO9V2xKZc24Pb5jmsoGvSksa0c02RlKSf7mKitLP/Bi2mcDWhiK0aMnlrUHt6twXJ3hUBklkmEGCFXsbsHv7jgeV3z/j6LWCYzmC6UZccos97AGRGZUmhgmjWGslLFQ+8ShGTbC2M+49WA0oZjTBwWMSZzSszmHPqcTG8mJ3X3FvOMoXVe0v8RqOlwhgY4J2RKvlOECr8awG/ApIVLjk05/o4RRvGTnvYFINpQNpdC9srS7bHLUoPdyz9O+5SMTawop5tI31TsxJlWGi6SGw5dslB0KrS3s1jlxupvMcZixLgveG30YmSsEtywyI/YAmzBbkXmi3s6sVyNl6+/IrHDmFr1W2k7p3bkcA1VF1lukL/SarEHPN8tHVmhaoAr1dAs6M+zO4eYj88hmOqmog8XEwMa57c61V0ROqKz85PAaWjodHkAZwR4aBt09ez1KPgtewBgwBgZXcMVsz+iG+kjVhmnHlsS0nzvgzHmoD0dgQ2HpQlTjqjvThd6LlSiFXSnMc8PZaCy3Se418eYuSvEzQ8iIUxl0g0DZFYptTC9ODAUXZzkah1K5vMjdzGRFuz9ASMKhpSCRRSpj9gDtmbEu41P4wPuWjk9WBtTzu8fmDOkw5lL0kllyP+X6ZNgcwk3xb1u2x7VwXchnaS1MJfBXAx5Kd6eHoF/f8sv9Bf8osLbO5MmItYjitXF5OYHXZMEyyUrMWVkysiJaVLAojOstWpzmjtuRMGXcmDZcM8tumoQEYGgns7Za2Q0jofvtPif960hmc60tuR4DBofQgdIkVRKvNwy6aZIJAEM0TrpS6w02Vn6y/k7uHYfXGwVZB6sEh0wObNbD0drYnQpdOtMuK6d49heEDMQgEAq9YhqUbW8IB2/CaXnH0G/xssdkx/S64SWIKIQ6zWGnnZOuzJ7UoFIFqwsw0CWYRlAL7uaKnE5MuiNc0G743tCNHEFVaOWWYjuavJeVPyuMbj9VOmtNDnDVYNAMMG0RdA2GA1xcbue2BdEzkAg9M48FtjRsWVjf3SK1wTB+W/mRX5t9b872i/damV+9SiaKX/ziF/yxP/bH7n+/3+/5xS9+8X197G+dRSmc7pS3R4VDsBunzNhIOqLajeEituysotGy/L11ZSfWcyultJpKr6rAPpkOfDt3im64W6Usb1l2L6lrYr59mfNBa5WyajroU8mH0xWLTsSKExQHl0PKW49T0g0Vx71yspVZa0o4bw194em4jtGJ7kTNhjGmQ2Kpa1IwDBdGk3QaCrCijDVoBeJyQLThpWyflWN0FB0c18DWVApbw1lGuGDY4BTC356/pPvIz6Y3/O4jTmfbeEabKx6w8w231ixpo8bMNKsNuAqlJ66bUCygiqKDYcXYu+GroMPEvjg+KOpHqr3kgosHvLJAk8hs85UnLzLkpkJBQ7G+0NY1sW1N0SGo6x3XkQHSWTCktUY1YxoHqjlrO1JVskmxLZQmnAIu2T+lB9tMNai1s9xV5K4RO+fV1TY3lnR5W1KC3h2vb9ECZ3nu7qmGaLLQrDPUI4sUYgnKfuVl1Yey7ObEeySbgkXbHIqGc2YiCHz7/jVG5DhTzdlfJuXavq6MdcsC92C3a4ScaF0pvj0TEZSiuCwMfSRcKNpQv6ZYIYvZkdmSIJlEWk+8cRNsVdohqJG4RXHJxiBrqBlrF+bFsFaY+8B0qhwOO65fGFHGTXHyEe1cpAOSPwuY01rn1NbEbBocHKTPqCtrP6H1HUXj/rl+7LSqQBWnhXJsgdx+yW56hVPYHS4zWNYGWhjakk7RxsEcQKtHkttOMRV8ONF7o1YICQ7FGNSxY4dmrHNjd7llV0UQ6XiB0gp2ubCsX7MbkwVn1SO/nO9Y18ZF597RPZtHxTE0XmZ+MrJfxaNxWI8ZTG+8ub5lrkUt4Tako7fTQMYB6ZYS5r0xxUQr2RQXYqiTNIE2YfoAvbPtuXECI6kVIYMhjczejmfYg3Xqaea0VPoS9/NHMcowZAJCGvs+Q1Xs0IjdhNtKBLQIuiUNnOpCkMqQsStYF7Qf6VEQVYoPiZgYhs2HHCAatq4J/XKwoRCee7LWlTkmvvjpmxRk8WA5DUCkNLumE4IJ2hxdgvmtYHcD0wHa9HFOxp5Fg3R2ZCX6sgnmWCYWyoCOZEbVV0oIRqpJsovsfcETLmCBdGUelWuvVOsc7wrXr/YM2iGMfnvL0Dp6l/R2p5bn2oU88C3bqsQ+4Q9rM+ad3TfFlQLz2jB1Bh2xaWVFCMu+hzBo6wC7XSZ3zAnRrJAOztgEbaDSiD3s9XKbB0PDkeiMkthrGxwrmegaa0/I5VuhX1XmpTJMC90bhZG9Bz0qEg3ayDIbUQovX+feJ55/K2X3aI8EMWV9F1zJwLTzDeLZM/ixZAqLUTieKotospf5ymg7dHXsVMEL1yJQkh3H1pnD5R4vI2uDIgU7FaYmtDPvf8sKQFPNXl3LM6DNX7EuKwc5ILPgLVlp+lQYr5zuHbOJEjmPTy39gmHIYL21jnSliqNDZ28Z6Nqt0AdjKM44nPc8xySTaGUyrI9YD7CkPfW7d1vg6vxYve3vzdn+vd/7Pf7+3//79//+k3/yTwLwN/7G3+Bf+9f+NQDWdeV//9//d372s599Xx/7W2cRQV07rRq+GsPLAVtmvK2YOMPkmZHgJ3QXwjqtvsVEkl5ow949lX6NxGZtXcQxJBbVSjBolqEuDkfchHHa049v0b6ytJ4blQZRdoiOMMAhtobICHR0+pZ1dxuxHWgI0UekkyT14fh6h5WBGHdAp/ia/zPASqoXijJbYhKnUJZWsqExhLlAUWAoaB9hCIwJ8QGvWxCB42NmR8IjhWVKbgBTJJtBmHBzPKXIy9WHh4wIBEnzlopzjjcDNBk8wrDaYRWGroxbOZABjrLACMOQD3w0KGMQYyAU0E6XWyYpmPQ8cDXomoenaGIn08n0+4ynHDutN/paMXXK2LA602ZPR/NFbkitSmKkMfYMG/1bI2KPaWNSiLljZWBeTtT38NjJj65oU6Q73YxhY9BoraRoSjiH/YB3pd1VypiBh7eWjYbWWTbcvg4bx3MYXQ2t80Yb+XRDTMxxJ0SIPazy8DeLxp0UWhR0FVoZKCPozjBrHKRnX4MEo5GNs9Eg2n1+bSiNGC7gUcZIfBOtyLIM4ekgFFPw8V7gxFvDhpF5EQZPMaGS2u80ceTYcSmZKdI8EBaH0YRR0gkbzZJpYuMTr3cn7OT4WIjinETpqlhEsh9IQ9tKt3T6e18xm5KP3CbCg9bAK4yT0+jMrdOtc1GP3P2dr2n7n7Afron2Dtww3RFrpVjB6plLvlPaaaM0dHo7wRCI7ggNtIOUATel1MpQUzUuNjo0tU4jEG/sV6cfZuqpcREjhDNHQ3tFvLNoRd8T4epRCWAfyrR1JLYe7IpQZY9te5lEZhajVsJaZmfLmAmHXtBdQzYca6++7SMVHUuy/ERNDGy/Q+Zb+GLLbK+2BT2bomBkxWNFEVMGdaJ1BDhq4q1HzSArExjBooVrFB2E7pVhXrCLO/oF3JYdF5GOxdKM09IYri4xBInGGBNuwtu//zVdZnQSFEGmEfOJwQSGsgXeJEuRCtIWtKawyuFQ0N5hEmqd2e0v6euS3fHDuBF4nPHZiSlfb1IV+NAgdo6v556A+IAO9RweGVulSQxUKYMzOlgJJvVNWnuhmuEj2AB4UOk03zQLSjCG4rrQe2f34pLerrjSQqyCameXyC+0J7OEhjEVWM+VuGr4lNAxM+hdOa0ropsgVwTa0wlECr5XvDTOLfIxQPMBdEgYlhvFG6jgUzBpsvwUN+gF2/YiY6OQXSq6rnhPqFyQWfldb4Q37FJT1VCEpjO39o5pfMlLE6zPyAb7qD0hXZfiyJDj700JGnH18JzobcXuoLszHq42NGRWaEKMLpVQ47RWak/n/FAUlmDoHfE9MRhC4EMjhgNKzWpFz6CkRKHFwGEBtweIl3vZlHITRhiW/NdmgqNEJFNWURhky055Y7QJHaYPVDRdblGtTFPuP9oq3jq9droVJi8MvTFcKj4bvFC6HHDzlGRfs+Jv3mA3cLco2k5Y7ZS6gBVicMZpzOrTj8y+N2f7z/25P8d/8V/8F7x9+5af/OQn/LP/7D/L5eUlf+Wv/BV+/vOf87u/+7v8d//df8fXX3/Nv/Kv/Cvf18f+1lmJIIohp44OnYkJaXPCG1wyS+qC1JVWZ+S4UBdnmY/E/or9R7jaUs64IyhDCHsTxmGghzOWlmIb9QQXV7hlI0lY4lYRg61Rp/vAzoyILQtElvJK74nXjsBqR3Tk2hJSIEEyV0RLrtSt8WRU2ZpzKlFH6s2JepHl5OsXRvSGacuO8CmdadMz7VBhsHSYqkwMZaRoIXaCDwtVOxHQ6x3UO6Rc0k5HdsNAXZXinfbyaZnLPVAJJj3lGG0lXLCIzCBs1YAoYLVSKiCNNhiTBU2MGAX3QFphsMJwKLhAmQLtC+gr1vWWdnmFl3Sw2lyZxh3S0mGTDSMqIxyksKyGnhaqyZbVCnqraEtMnagDE8ttzU7xMXnHuw7UrSGw6ImQF7iCuiEnpx4V/0lWG85sJtmJafTmyNg5F5gtghaCmnDgwHyaaasyTVmKPGdrewtMLDWK3BiQVJeMC9ZFid5wWzF9kFpzywqBDp09gZ2bgsKyIdIdIdXpJJy9C10mDpaHg5hTS2OIiVdqRFso1rAxqwP4JphQJoatpSpc6RvN2hkTHVuQVmzM7+POsGXI52ZcFctmVw0GrbS1M7bkp0WFYsnAYcMRiYEuA0szptnZbcp7KjP13Q0ijbCJcoDujdpX1I2dCMUdX99tHk5iWN2VQqcEmDXerV/i88zl1RWO0fuSjVXyC2p9TTnd8uXlNdE7qOH1BswzQ3kOOlTABSLp0NDEpmef8gYPIbGeXSqyNPZf7fFXWcVMiM2yNUMKfV7Q3pHLXWbdQjFdcW3UWakfprq4/yTtKUATDetGmdZ7GIJa0CyoGKwN26hCsQmmbBF2V5qs1NMtvb3ml6KpcusJuXMNZElKuPN+eDxt3Oo9WWxqP9FVEjM8KQiU1qGkSujgC6ZrQo88mSqiJDvMNCQHOghulfkEh+GSd3LCHeRU8eqsKrSLpHXtw4C1gV5PrLoiVpPCcmOTGaKAD/jguecs0JcMwNQyUHYtibe+yOwzVKQuoCtBZrfvzwCgHYVSG4NVSjTcYK+VXuVZZxvIimoMWIeSDGwM+7zuYLCzQJZGW7JJt5gRNqA+MKKodyYuYCwUSiYyTLOB7vIalVfM1nPfM8eiU1uqUq5L44qB2JRYvFZsCrQ2ehNq64xDp3rl+rQQ0rCl4t1J8LsSo90r2rpDGwtlCKqsdE+O+8QIOmpCtEhmkqGkqFYk1Kl2w7RQlpYN+D5kZFAKQ/GNYWhB/Dr3geMJ1ZWBA81nzHomMIbEZUcMCfc5OCKd5VQJdZZp4fUX2RzZlgEPQaIwYhzOwl+RcLuuwhBKtJUQp7ky4WgfGMKQYcVcaaNndt7GhHvKyNBPRB9ouz1RjFOfkd6AK8JTqKgLLCsc9iDaWddOXZ3BR9oYUArFYNJguAvsWqklcp+Vp76ItEp4CnZ5Tb2Q2ZfsdYqtSZpsZDcbIfa4GzLPyFqzyX1bj4OnumqrC+tyRE2ygbpMDI/6s35M9r052//Sv/Qv8fOf/5z/5//5f/jH//F/nDdv3vAf/Af/Af/ev/fv8df/+l+nlMyQ/ck/+Sf/EK/9CSsUzCoqnTI0YrykWmdZLbOB0mEnqButOsuxc3t74u//8iteffGG8XrmzU+TL9Vdtw34nDFN7uaxjHTtXJQdPirlkEwbEZv34qlM5pHORjEooZTYk13bCQII7zBOeB/TMfBNya6fseK6KXkZNzd3NGsolQs8VSjNcROkwrAX4nSi945KcHFFZmfc6JbZqrCJEgNdhJ1nY0rZcMVFstnJTDCt9MjmPZtXZAErR+6Ob3l1/YZhy4J5e2AmiAh0PiVm0gCNTZp7w2aOnZCJxNQMWG+4poOGNmR0xBP24R7ZfOl5HdXCbhBCBD++Zb685u/qHW88hX7UswzaegZbHtkIpQE7c+y0sBxvWecvaeHsB0dFWb1R65e8bq8w3zP/4gYNiOrs98FSN7hRr0wWzLPQyp4+vuCiCae6Znd+BGXYp3OjhlnikpOK6gyx2dbIVjFZljv63S1+cZlqci2rANGz1K1DZsJ2qQhEKVOuBZszi7TOnGlzuycpX1SjXEaKOZE40VlK4gIHp/ickBmLDfqQuF7bGja1aFLPyUxYYwjHY0LMGd3Ya2FXNpiAON5hkonYBQVLmWPPZjqlMIRiBUaZM+vvndGN0IGhK72t4IJGZ78KU1fc7ii7V6y9sGNPj8qiOy5JmXWbDTlVtEFMxs6Dm7uZeTHK2gjp1NGYV70vjbsnQ2+ydmSz51pv0cUYdydWX6iRQio9VupaGKcXxFLxpWW2v4/Qs6G2bplpd0fnFT0JNiplWWHMvg783IoX9NoZtobmUZTdMf/Sm7K2E9MwoWWf0C7vRJ9oYkhdMO9UF/asLMtjtoPHkBKhnSXXa9L62W7AJGEkTbPCpZKsHdKVoh1DKeIwCBHOcnOLnjrNjizjG7oXGJ2pnZ/hgXl5ELtatsTE2oxeZ6R1vFXa+o5hUvoQHLzDMLEsK1e9pjS7ZIASlv0qXjy57ks6c6Y1q05jcFlnehi9GnrqHF4YtpyS5cYLrVfaqvRN/2DwjWnl7CSXoGz/3TV5lM8nBRRMYO3Ga08MrlkgBt0Xik/3PTBEJNvFrTCtK4fjgrqw8zHPBq1PYD4RzlwrTYRRA9/vs1WgQ4iybtUQjwFIqMFwrIkjV1AZYEgZdMUY6AwxEepAZ/WK2SU7WVjtkqPO1BAmN8BRr6xHo58Wym7gZX2RPPzrjF1PzOvMaRXMFFt7Kk7uX9Bbw+tC2BYo7wQtW6N51hJxL5imMJytinkmhC6GgrfM9EJAEcqYjB8OzBu9pnfPZFRyT6WISgShHVdH6oosC+/qLevtzPTTazwMKYlr92jo5bJVMP+hFLlaGlpXQgrz3ZKkB9rQlo2bw3iRMFDRbWy5T0t3dkWRpePiW3N4z0DHOjh0DYYxkwuYMnQlyoqGMfaKFaDCaVep7Y6IN4j8/9n7l1jbtuwsF/xa632MOdfaj/OIp59EZvKIgEyUdkopZ1quGCmFBELpAqJgCZAlalCiAnWEqWDqFkg2AlyEYqIEJAvLUppXgsTF13mTsLHD8Tj77L3XWnPOMUZ/tJaF1sdca5+wuTflc29GBh5SxDln77XmHI8+em/9b/9j4Xy5w+yW0zooj61Ex/PSOeQFRvqjLyPdEaUdnUJHmo7o9cejN2hdyClApXs7U+9XymoweWwce6O405mgdjRnrJ1p7S7WVoc0OdKjFjpvvw3tQL1sFKKz+bsFKf7/+vjUiu0vf/nL/MzP/Mw7f/an//Sf5od/+If5xV/8Re7v7/nSl77Ej//4jzNNv4t37+8fmAjn1mgtCp2UzphVpF3IbUVIEdDQLlyWymW78Pb1K07nj7h5caSMMINWjWUJ39hj7bQGUispb/HCeqHlA4cpbPBoC2sLIcRSK702rD8wNw1BWatstTMlZ0sJrF0j0tU9OI5iuIUbhK2RodFa57QuLOsddWls5nieIwAkrbSzoGbUEiEDxz4EPMXY2sJSVnqNSGCxzJESfOGqIJU2HVDvzHUDyZR+pvY31NP3xWRUe9BImCL5rkNbSgitHt5e77uXJbjjZcGWDfeELsNltVWaSUiaqrPohrKhrkEpSLHglFaoNdCeBkzWrw4J3RrlfqW+L2yXzvL+B0znO+pDwW3FJIcbRR22VAQ33O1MWT7m47eNTS/Bu7Qp+HTljm15zfL6gn/hM6z3bylli4kuLZSbm6AOjUa0t42WbkitsdQHXr39L3z//R/CDZ69P9w/2sJiD9i2UYvgabRnqdReyN6BG8r9CbzT1gu1bmgNJNjffBxuLD6H1ZRDHubdTmwkEK5pldUrpVW2VZim6Br4sDDblsZlaRRLpLSi7iQDX8FTZa2N4krX0Xu2TKPS+4JIJJ5pq/QpXDZGzgyUiATWvuLcgtVwkfFR1W6QqgWn1z2Quu1hJKY5ZEfc6L4i3gLB7U5qPahZlxLuNZpY5Mi5bmw+tBfWaMslxKHtBlud9c2JXgJHdoHW8p68TjcP+hadIh2XxtYby7pitdOXC28ur6hrp1rQFaoVHuyeLF+Ie2+OXwqrdSqdwyi2Iyiphy1kOdDOBcsRCCSDfrAHSmxEAZWXGE+lOG8eFh7KxqQb07RRtkazxrFXWu+clhN1i7b8shRWexfZXmyjYuTiWL3HLTQfVhU/d/p6ZvGOaaFb57ytYSvnTusbglE1hLF1e8NxA79U6BN1DgeKbs6sRk+KpRwFOMT7sy64G0s94W2jrp1lC3/ntTV8ndgsii2tDVphWSMVsNkQYg3KF5KiAPdOa4a1C/1mxkrBrLPdneFyT5HEJSeqdKYMlxbFb6sVN0MsNsjaQ5MiamPQOtKdrdbgUO+86CJcTp31hXG5BK3j7fkty+k1eboZVLiJ3RelXiplW9jqymFrbLmTp07dopuWdl2AXSj1nrUk2nrBl46O/a30FpSvrmDh2mH9Qm1KXYR+Skjp+AG89fDPdmcCynRCagnxYp4514LXjdIIuqIZ3gWZOpf7jXrpSIb63CK1tzu36wVkFJ9nsGnl8upj+otn1PJAMWINmlPYHtaCpvDwLgqWM1uHS1mpG1gviK5Ya6gQBaQQVEWLDo2b8XA+0ZYHaEZ7GuPeK00EtxU4kbtyvz1g7cLDeWN60Zj6A9SCLSs6TXhdadXppSHS6TU6U7Wdaet7sUkyo6yhs0jUKPIxhLAHZgqufyYCtXAlmUZXkRrpu6oRWz91WB2VSl43imRCcCNIW7GuWF3oW1hunk7f4rTdgX+Wl4OvbQTF9bS+5ZBmUisjbn2knVp4q0/Nydo51wAkpumAqFJbjFlr8Q6WbaPURlsrogu95qgnVmM5OEcaqSltXajbBq1gXdAUYt1jrVy6katyLymcbHL6Nm3Id8rxP3u6zPd+7/f+Pm3k/4vDRVjWztqNPGeaVRaLYBeh4ZbwDlY31ssDH7+9Y1tW+umMbQ/UFg4lr1+vfPzN32bOznb7AfXc0b7SZfjiWkGmmekAVpxFGqdtQz0FB1YCQRRvzCkEaLU1+tZ4NkeYys7msmH9H/oED56xO3UrPGwrH999xPnNPRRDNbO1E44iviB2hGrgEpxqc0qFvDSWtnDxQiJQGWkG2ZAa7eEUCSPoGMbmIToRC1s6b1vEqXsheaatnTp17NTCI3h+oDVjntOYMODhbQvVs3fqaP2v2wXz0ba9nIJfLRsHv4EkdFU0HbBmMISgfeTRJDHEo015KRuXmrhslbmstNq530q08lPGiRQ58QZiiBZ6qaTpwqVCWQl0MkfwzNQfaHUbyZCF++2epRlJMnkztloRjyfjveGLolOIjHRz5HyiLHc4nWn7HBttCMcaa1lJNkWbvRmtbjyUN6g6H/j7wX9uHkjoeUMqwWEcRUKXeCZiGhJX8/BLblE07MBm3QrldI9YI5dOSgY1gj6W2qieseyUDKtWWDY24Ha6oddBv7EZKFh3zm2g0N3QBmW00psP7UF3fO241RgrXgLlAkycrgqizFaQPlL2EkztAVuHeFV6TPw1kg2rQZfY1qRa0BlaPeKps6hha6fIJbopZaWeC7YCk6DdWC+OVwveY3dQ5bxE0dMG+tqk06wAnYe20GpHNuNN/ZgHDY9odcHbgvmEi7KUM9Oaw/IubZg0ZBaq7SLBTru8Dk/1VqGmQKgs07uCBXLXLbZr9aIUIhWy1qBd4CulWdDX2gOaH+jHzFIf6Fsl1YTVCRZja4+0LfcQPTczzt/8f3F5+y38+AV6T0wec8ny9p77w5l1q6xbZ0tG7RHgk0bnB4wmhdrPTH1CFiNpg6UgxcirIJbwnLE0U7vRutHdI9rejG1ZYt68nJGpo2vBRa5cfmzD1pWH0qmlhV+4ZdQZm/CYj8Rg9QuyPUOmDEulX1bqVpDlhG2Nkk6cbp6RUgdTejJqW7AKYaxvUDsygoWYbsCNnB2lsLVtvKPRwt8kwqXa4pGF0OF+XUNTUS/UYrRSkAZlfWDpZ6rXYdeWadUoS8zh3Ud4pjt9O9Hu3vBw2YAKKdxFwkGloSVABd0BF2ssF8PPBlVRMpU1hPGupKZYEk5L4Uag6gzeOXijGrS6IEtDNzCruGfW7T46GslivG3GejZqMrQ0LlUpW+e8Gef7t1yW5yzrHfdvFlKPRN92PCDbGnzj7rHRLz0C2u4eMJ7BumKrUi0cMFpSZIoNrqNYLRHIMkJ0tmFdS++IKQ2Nrc9k9OQsrLw9v+GZn7m4MG2FucHlvLJtG5nE+vaM9cZy2Tiwcn79hnpa2YBTvguf9OWBtjwEBYb3mLaN2hrpInTaoFBBb4WlOtZSdMbLFGuPg3uit0LdGvPS6ZOT+oIuSl1mbDOmLGG9eeq8WS9D3HxiXe5BlFMvaMscvbH1M90idEjMydYoLkN4nZDVMAkQZSuVs228qEo+HMJlql1ofeJ0Nno1vAeYl0qntJXUOodDQZrSaiWJBtttdZaVoAXOjbRWeisU+yDStVthKIy+Q8PaP8Vi+8//+T/Pj/3Yj/GX/tJf+q/+3N/7e3+PX/zFX+Tv//2//2l99XfXIcJ5FMy592EpJ5gZNzSYniPdSGthOZ9YXHiwC+cKy2oc+kYHvvH6wmU5cXbj9uW3KFjspu2CNA9B13am9YnWlWnq1N7I1uguIY5cF9wMSzB5pxZHp42tliiWBsqEDxdmC2vCkpxqidJW6vbAw+mG9T5U7OJCN8Uk4b6FEGhU7bVs1Lu3waH94EBzCwTRKl7nWICaoEkRwiXhuRQuNlpr3vA0B496W6hlCSqNG60XHj4+cXN4Ti0Rvb2sG711mBPWnWUZQTcW/rRSOvXcwlKoV4yMerh/dJNwLWGlCUyeY2FpPlzZHJeoGswqkzVau7BsyvJG0BdnnjtsGFsrHNJEbU49fYz1DcxInqEbS7qDbSZtFW+JVoWyOdLu2eoD5+U5vRqlb7REiEg1g51JFm3cbuBNyCp4qygaqGo9IRiH9gwyeOmct1Mo48vGvM702riU17z+9f+MzJnP589w9/CKWlamm2NQWi6ZdamsYlSfQpzojiPhAiDB+Y4ueXDCWzFO64XaVpo4yQzZ/BquUKqPRL8ygJxEbx0FarkAZ1rKlNahJbQHf795p7tgCaQFom/bgUUMPwQvsLmjPXyMu4XYJzmYhJVZd0PdYSyl2IUG9JQxHRzfWqhbprvg3YeH7YZ3aJcb0k0BzmxLhXwTDi/ulDVEdnhQBvp6oZ8veG10VbJIbOhq5Xy6p/WGSyNyTZxt22hbI23OciyUtmKszF3BHJW4bukrshS8V+7Pjk6JViduhhPM5eFtJMTVSMTTUmGrwAw+AbEgMgSsrSp+Mdp5CtrTZYEazhqtR3jRpCVQ3V7Y+iUoUSZ0ErU+Ik62Oy4Mm9HT3VtaG7ZnPcRtzRvneqFtzqkIeiy86REYIg2kAseM1ZW2LfQ20R86pitNY75RBKmZcsgcu3BXNt48vCW5UrdBU7kUlnNoH9zCWtI8AmW8dVpSrHVa2diaQ3X8EG2SEADb4PiC6czGGbUb7KGzZmM7PWCXRG+ZnCXEnVtFbiq1N960N+HDvqetc3W1x3sgw5KEJnB6uFDWjUmiuCiuFCpVBz+2bXA5Q3uL+4x1pz6sdLuwnS+sZWWzCE5pGkj4XCxSSt2vrjDr3R3Lm29SG2SFcpjpfcPWgg5qolzP1mjrmXOdSV1IrdFEEXJoe0qEdpZU6UXZSLSDICX0FtN6QbYTh/UcImByWDKWje4LYp2tvA/LhrULby7OQUsI8NuKkHn1duEL28qlLNT1HvENtfDVl7JAjbVHYXQiO1jDtwuUBRpUEbRCT3FfEI0U1dZo2xbo6uU1fZvw04ouYFR87jSfI/TKC9oVK2e6b+T1nnY5sPTEejpjp4/pz52S34ZO4fzAYvfcnde4XlFqrbz9+keYbyyvPmL1DbuFo36B0rdA3fsYLGa0FhaS7kA10tBE9ebkXAfFZcMDqwpdT/UQhppAVWzNJN2oDxu2NbbzAyevSFv54FJZzbk5Nro3mjTWtQVo0BtihNblEFSmQiWbcG4nmnc2KpkDbCe2y5muM2vdwnmoh1agD5tVMadLJGb6udFLdJIutVItIU748+dGsUor79GKjjolgKbv1ONTO7Nf+ZVf4fu+7/v+R3/uq1/9Kv/qX/2rT+trv/sODySisnJYMp2ErYY0wexI70rtidsEnc6yPVDWezYvtA7r4Fed/cJDfw3duVze8HI6YnXD5QBUuqRwKdgS26RQGgshtiitc7aN1sJ7NhFOJtm3YEg/4VtKCS51iGt8OC54mLeZYyXU13UzSgpf0m4W7fgUiDYoZKVYxdYzFGhzG0igxSJdY1frLniHZILWhJsis4MFb9KsIhIR6/dnpw4v7l6F+9Mb3l+fI2WFXkcMdqdZZa01RInLSt3pJpfC+XUL3/MRDBGX19nMuG3hu4wLXRtrn6BlwlZEcBXEO6ogViJJ7H5CzpV+fKB95pa+XCg60dx4Yxu+RWqXdidJJmlHrHC/bnw4RCHWO3VbSesFL2fKotTtQr2skTjmik0TLIWm07B57OjWmFLQI1R6CCW3B0id3t/HHLatshXjvmYO5zM3KvSy8fX/8lW+9uu/QcpHPjd9SH2457KtHPUwhEOZczfu60rvhqtzwCIFbXFybbwkgi3cevAaK7S24ssFegm7Lu30Nbh+1VoUms1gFhi0Hi+VLc0gjSwW646AtUStNRLRcLzFZlDQcHIQaDn8v0US2mRQZDqQUZXB6Qw7sNo7UjskHbzjoX8YeN66VJathmtQik1Es4KsE1xW6lHY2sylNFo31uUhRKR9CXRVG6lVlvIx3u9xW0Cgj2l5Xe4p9cSpXNCZYccz497pfYEiPACaCt4dq8rWD6TiyLGzPAT9LDmsW0RVO87X34xOUFmwumEtQe+0dmG2TiODvY8QbhKUCq2RG9Q+sbzeeLhfOD1coK4cFKw1moUPMUnCCs8aap1JHNpKq8GdTSlQe60rur1l2x44ffx15HVCLku4FSTACobRz4b1jizO/VIpp0StAutMk0J7phx6Yd0amyW8Fua+xObbnN4SvQhFBVvfclq+xcx71BrOJvfrxrldWMqFdvUXD0qISlDKWm9YG4izxzhWaxEgJDqMOoU0h+9xXeFgN3i6cP/Rq6CleQ+HjBqFldmBw7xRvvkqPrPWsOjTPgTaEO7cYVmnIujpjF0ewg3EDWPGyj29zbh9H9t2Im1nVm8oxun8wL0Jh3zkVBa2skKL96ONbkxRY/OFrXVyDt2L+Yr7RikhBszyAZRIpg3+TFDoXGNDbSXcYuoCszmWBoKye2z7CBsxw0RCNG0TWzdul3voPZynRCLwioSvJ1pdkax4vaOslbsS/teHh4XuQreNYhuX6jzcfczD2zva8oBajXvWFhZtiGica084Bh6BSGXdsO70VvG5IWhgox6WoK02Xt3/FlZvSQ/3+H1BW8dLiWcAYc+o4KZBIywNWyruryPpkgub32Lnt/TLA7l3TumWpTiHu7dYP7OdHiKhcroJ2lE5Q6qcT2+x3nl1+ojmX+B2Xsf97xF+Z4XUg5YnHbJVkjvWFZUKlhCLtdkg5rPtQiizfQiNhbQAh4KfFto63JFKAVuod98ilfexo2PaoBe29UTtKUCcGgFF2KBdDpDFu9NaUCQB1i3mvdIrxTrLutJbrHV9hVW2ESgF0EN83JWHt1/j4fwQhuZxxzGUapV6f0brIehuIgMI+W+URvLJY9u262T7+8e3H1kTy9LRTRCXiMddDa0KJdM10w5K651cVpbtnoUF0SiEbQu/3G070+5XGgun01uqvg8G6pnOeqUX1N4pc8a9c/f2Y443jVpXag9UUUzZg0ySbbQ209JedAyxGoAoMqQ8TQSX4I611yfO0x1nNtyV7kLzTmEi91HsBFGOVpzl9AqpwnT8DK101qK0y0yqRtX4hu6JqYBIpJNJH9t6j0LTzbC28HY9s3iIzqzA+nDCS8G3hdLTNTJ8Wxe2daEuDyw8sOFoVyjGw+s3I9wmPn/eLcHqhXOPzYjqiiYoPdNLiOxutOKqSIrkv9QKS95YH47YVEmnhf4ih9BtPcN85H7ZuCEoDW6OpSEAtEA/q0cini4Jyw0rLSyaeqOsG+uyjOSyjtdOzY2NjHGDlE7yiYl6dd7rF3izfhPJzk37DJvPbN3YPJLRzIXahW154Bu/8Z+5fPw1kmQe3vse1u0NdVuCO9md+6VwXhewoN4ILVINSTRzzm/h8J7jVsLRowqnh9e8/viO7RTBRpbDMmoZugNxDzcYC09fT7HxbCSOakHfwXFJ4fxSoZR9FApOwt3Cwac1mBxxj73Q1HEPtFCk4y1hKbA6sY5tjpdGppN6wzUWAZE8OPjGujXYGuot2v8Q9pbemM4L6aayHjL0SpUj2/kNenQuJdGYQCeqQbKFXFfmwVc1OyPHF5y2e+7W19S2Mk+KtI7nCWtruB3cK8tzaFMd4VMTvcfGBlOOh4XinYyGI1BEQkbS4/D7PhVnq5BbpdawS0y6gV1GVylckHKJDT8Z+iWxXhZKqaTWIUPxStegC4lAL0vYMdYLKgfUGvX1R5x+89d5/gNfGq/rhV4qdn7D6eMLrqcYzxTkxjmvb+i50myjVGNKhVcPhdt6ic6TOdISWgo2hxMONmhcfcMJofJMJ63gOVJL63pHN6Ft55hz1pXz5cJUKltxPCnSBZWK6PBUNglBeB1KlbYiXqAZnidCIyfUDHNruCb6GsXaw90d0pSpJHT28MreGuqJ1pTt0tBN6JMDGhvHLFQTZlFMlYmF7hlbH6hbpIZiHU/g9UQtB1o5sby543S3shlkOsupcWowvcjcffwtag9BYLxXhS6VgwhVQsj6jJtQjFSjbJXTR68wy/ReWItibWLyeM4Q6Lb1cEypa0ct0QdtS01xS0ExwPCeUDNcQuhm5YHWn2F9BnO6NMQnpCqyhLXkUlcuTXh+bJy3e+6Xlfd0QtvCfbul2An1ztvlgcubWy7feI09lNgsaCKvF9xyjGVVZJawiDUN7n3fIlPCBsAiT5ws3Ok1urx+dvrdhbVsaMs0KZgSm4SqSI60Q8UQ2zi9OZM4YbPQ+sa6rNTyQKsBKsgzOPfEx6cLt36mbm8p9USzxnZ4Rm2V0/JAaZW6KZ4W3r79LfLzKdx4cLQY1kPk3luE9VQPYExUYi3w2PBYlquck+LI1IYzSCc3CbcbOrZcwpVrM7aTcKwn2u3X2OwSAEFfaVqZvQ+QwqPrRug7ujlIinTc1jk/rMzPD3AD1Wy4Til9uaP0AENMhrllE/okODlEx4OD/rWP33C6D7NviQEXbjeSOd2HqDY0QBnRYSTxHXj8L1psn04n/t2/+3d8/vOf/1/ya///63CnF6A4WxNm2rAVGwIvi/Zpnx1pjcvDN2kPdxGGct4wvePym7+OPVxolzekvlD8W1Sdgz/rweuKOI8J65Gqt03O3f1bbA1lvzehzBNz6wRk3GmlYNMQwkkg3pmO2UQSx2TCNVFM0e7IHEr//tHXWS9DuexBTSzSUM2wJxQ61L5xfniDF4P5SCkXtjV4hOGwpMhY1MQkbIfcsAGfCE6yQuobuiTOp2/ACCc50qh+Rz2v1C4Rt1wXSt2YG2ynC7/1+uu0pcRNdjCvnC/32FZwN+I9dmQRSkABGMKBhlkOsVx30uyITsjarqhX6RtUpestua9sp8q2XSI8pRvSV8pyYkrQbQ4rxdmG6ryytYW1nTEm3A9wjsQxfMPbTFs3WtuQ1gPlT523pVNRRDXsqdo0EiETZkq/FM7LiTxNnLYHurxPW51WNMSQDXovvPrGa96+3WiX6N+/eX3PtpwpS0d05XQ+Yf4cqyu6BSqXzEAtcDlrbN2wEsEVuONl5Rt3H1HP9xExnzSknJsT1uwRdlRbIKSTRFGIbbgd6T1fg052VxM3CdRuzLWjyQLmZFvxNuHZqJ7pCnPQXoMfL7trA0ip+OWO1AtLFsS3oGdYIgnU4aHeNVAuOog2PClYioWCHilsrIEKq7Kcv8XMgVYcrzeICO0g2MMF1JgUmlW8CLU+cH9+TV8c2xw5FKR3LB+prbG+7fTNWaawLwyICaBjEvZepS8kq6DPsLUE/zQ1Sm8Rp14rVmqktNaZVkeQ0ly4sU6Rld4LzRq5ROdApeKXwrd+/Tep93cxF5ROJYejp4+NXC94N6ZckT5B6zy8fctvfPWrfPkL34er0i8r5bTiDxfkUrEciHDNAhj3p5VFVkppMCU8KaWsHCScWgTwSoxvdbxvSA8xYxSjDKcIcBqrNdbtwsPrNxwPCucFamN9+1H4Zvfdf0UBRQv4tKA5sW6N1Bt1/H3WiI8OqpTjGGXafzu6J7O9ReyGy+mjoIB5Y9oa8mD0NDa1HqFWsxnSC8Yc07wLIqNlI0Yn0cVY1Vi318gIt9EZbDnRzkfKeaVfLnG/8PHudXptnO7uwnnGHyilox66FFzpBlsJCo21YV9ZN+oWQSkZ4+H+gTbuUWsKWlGx0N4AalFoaatUOl01BMeWaG3ioBalnjmZlVKdVgypBes5KIPa0W3Gm+E1bO2WImQRPj4vbA9vobylzDfU7cSl33GhUHVF+8S6LSF0tR6dhI0gLo9OI4NfPkt0zKw2rJ04+DnmDJvBokvbGd3a1GinM/1yQ7GCbA2LcAhgrEem0EHFyLZSZML8DXJX4eWRXIzS10D/O7Qp8WZbkHWmFbjcbCxmWL0EZX9duNyvlO2OZWlBB5kFX79F95fREZwiRHZbQ1Sfdhcr9VgbdwzMnCSwRcMJfIwprzhTgBh0hA1vEk5OHuOhnhtHa/Dw27TsNLuJa5fIh+jjbQnKdqPJFrQQXpAwyt3Cq1//dW7/N38Y3oOtNNbLFn7ya2gYdtvYyR16I03RuSYr4uH+tWwb3RwxQyVjteE+kyahbYUqUEumz0GTke/MWvv3Vmz/iT/xJ97573/6T/8pv/Irv/I7/mzvnVevXtF75yd/8id/L1/7XX2UCnVt4AdmqXh1yuAB26gqVB1Sp/UFLie2tiFF6JdvcFk6bz+7sN6tJC4gG/7wMe2Dz4A72objQgL1iiFocWxeYemsVuiXytIXXAop6yhmw/mh9c5Bd/FQjgLagC5MaQ1aRz0gTajNWNxZzx1fN5okulWqQnaiMOU6LyDbwjobXTL6+pt0wpJJVEjig9IoER9PZ3IJhN5Gr3JwvrRv9GKc7u7wzejbRFcje2PtK8nA+oVSO7VtpJo4fXzPw+VC7dFWVDOUxnb+CG/nsCkshuTMWgtnW5m0oB6Jl8krzTOZBi2FcDBJKM0B84UsM+l8gQnk8sBSPayOeqWXECEyP8f7oMtAeIp3CSW7V8SErp3FjckKW1lYErTLidZOeBNo0Galn8aN9ehCpBb83SQT3ivLasgmzDZRygLyAm9GWxpeG5ttPOsTXzt9i227QDe0COdXZ8pywpaVokf6+Q1vt426XmJyNwfXaF06qCqrzqR6QQYvVKxRPz7z8HChpzPWOrWHpeP6+gE3WB4WmjVaX1GfsOHDKjYhdkRQulYMJQ9L4dYibMM9x8bCW3jgipCHkLdHdzUCOQCnk6VGsSAdVOiL05OSJRxBfBQOaCDi1kskeqKo1+DskphTZSGRMXyLNjetkzRcD7aHe7qFO0rGIrmwDxctoJqQG5RtptwXLqcL1CPF78OpomxsvbA0wZOzNUNS5SDBQ80e9wNP1G7hsCMN98RSFEnGXKL7UMsGVkkmwW3fCk0ySA9rsFap0kllI9dMRXHb8DWxffO3kOUj1BaqSDgbZKF1qO6c6wX1BQeStEF9OnG+3LMuC9PtLdumLJuiZ6d3wWSFVZDbSr8I2/1ryq2O92vQDNaEWR80NEVbIzWBDagXpEcbvW0rMqXwqh6om0tiu1w4nzdgg7qRS6G8+kaIjLfBYdXdc17Q1cip0crpah+HRcfKgdyIwtsNT4Ni4jHXYI71O86v30aAUhqCyiJIDlFimZzqcGOXSPMdmwMhRMbdhUTCcxQ1G53Ltg41OtCd07rx8uGOh7sTp49+K4S0vUPK3C8fMVnheYWPX70dQm/bIQ6yGUlWlvOZZavUVCI45OE168Or8N9OhucQWzcLTnCYuujVlhCA04JYIOOWMp5ArY9038d5yK2PdSjjtSF2oRdQs1E4dqQ27s9n6tqo08ZhUbh/wMsZW15R729ZHdptpVbj46y8Ob+h1ELtHnQEcjhfOMFxVkB8FP0rrbdwfekRce5uiBndFZFEH1afpSxIm7DNQxCdgoYjY3eZcLI6SQYlLU/UtXHaKvPlWSTBbwtmGtaRqWHbyuwrbTnBy0ZaT/QtBR2jVXq5R/s9uYWFaddbmlfOpws9Kb1D6wlrG/OUcQtdUbKONo3shJZjHRqdymhCt9Dr0GAaHXMdZghZOG8F6wWqk6RR18r57i20yqvPfj/VhEKK93FosCLgJhzL0gSiF7zPbNsDr772hu//QnjbL+cLS+3YKrS7Qlm2EHpaUHZQwWUU8RadTZqwns803wZFJRKjxQYIt0FF6bWiluCQ3h2T30HH76nY/trXvnb9dxHhcrlwuVx+x5/NOfP5z3+eH//xH+ev/tW/+nv52u/qQ5NASUC02rx5INtu7EEy6haAh2+sS/gDe+2s24Upv+KbrzvrIkOh6xQreI9dsxanaQQymAhqSkFCLf3mxGHu1LbQCL/oeD8Nyxq8N2vQc3DIifdU/NGeanLnUBx6omcoywZlDrrHQL5MABsL4G7HBtH26hd6zWwb9EMEpngPgIJuSEpXKsAkilVlmmrEbaNomqLVWysPd99kXVd6DzxX24XLudGsYji2Nuq2Iustp4fK+f6M1xrhOCgqznq+p9ZQpYfopLA5IeCYhh+rGdqVycMjVIYwkgRIFFOigtbG2i6YTMjbN7SvfpUiE60kPK8hfJRYJgYgG5NZbYgrYQoWCEBXZy0PtOXElivnyxtsCR5kc8glipSRdoundF2ghQ1HqKVx/8p49vzA+uzMNIfYrtYNb+FxvrXGr3/0X/C1IMXp3rl8fKbKekWyTm8eWDtQ7hEbdFsLqkWSxOxOorFtET5yWBxPwvbmWzx8/bfx2pjpAxEFK+GKsqxvafVMtx684gwJwSQQGbOxAVMwUbSB1nA/MY82kKjQ1GmuWHUOWfAtDwHU7tHogxMbP69F6FML2oT08D4vjlTwFFSUTqfMsTiAMbdo15JClIcosna6PKCHjCEs6wnKxlYTXh3m8PHZatC/jEDnk1WoYZnZzpE2mqxG16IntrsHTtoCDZJhrdYgp4pWISejltgUPicoFWIJ9Ejf4v34xke/xb/+l/93fGlYmiOS3Tq1JiZq+Jq7E/x0pbRIbW3W6WvjzTf/36x+4SFCZakeuoDajdwX1u0cPtnOaGUbbkY5nyOJ0Y5sQOlBzegqdC4gxkZ0hM6vPwJeIr3QPbjAJ5SXBaRptIzNwefQU4hGIZFS+I7mQKelJDhGZ6zcJaq+ZvniM3R7G3QJTXSd8GqYOngU6dLDaz+5wfqKjsVC7kH3UAwTh6p4EtwV6SUEaONZshnf+up/h/dnpNzY8hTjozsTQm9roHXd8SyDZyw0h6ZC8xCFaY/r6eJcyjIKD6Ap5WycfaG/+AZlCSqCeIfWWNaP+MZy5uXpfR4ihxxPjrYeQEcVRBxZ77n76JtM7zkvDhP364m7dhc2qdZoTfF2C8Pw1fHwoxYbXt4TqYSvuSPDFcrCO/nJ+mZ0moyuV62YlejkVkHtsdPpZmzbx7TaUSucVdD+gJVC8ZU32wNdJqaH6G6Kn/nWezPP2oXUtvBtdsJG0EEbpOzDdSX45ut5IdUxPj2CowKknqKAJCxut8uKtgPrdoG+4rWFNigaYegkWJcRvOPUXqimNA8vdKsb7ZTJlw2vRqIw+VvgFq136HqBdcNrhLWROhwvLOXMGRmZDZ3ezpRN4MYiaVPC8rQi0IPDT9HoYEtDiXwDx/Ch17iKWnOne0a0jM7cGMen6HZ2N9g6rRvLWsncc3r7wHru2JoR7+HwYjBJx6SzMMWfA7U1KJXXX3+L1RruXjVsgevauL+8pbYNaQEs2nSkOxzMMOlhAdsNJ9EfFN3amIkqKuASqcylV3q/RddOSUo6VlSjfvpOO35Pxfav/uqvXv/9y1/+Mj/xEz/BT//0T/+eT+q/5aOZw7oMr2JBJSzWdh4qA2XrXlGZwpVpzWh16jHs6h7uvklfj4GUWKNx4nJ/it/VjhfBJqgTTK2FQ4VVrIRXqrujtSI5ik6xWNySJSz5oCoMf201kla6BX+2t1h03TU4WGKU9S2SYZIhnHQAQT2hnoLz5YlSGn4K94p1nbGkMQFbRX0a4Tody9HmhU6e2uB3Be2ODCrRemtvfpu2xs65ibJsjWenNZZMB/FGu3QmKaznB9L9b6NlCMQw6I3Lw8aagg6R3SnSQGe6dXTNY/GNXbiIB9UlKgwkBfITlmzCNndSD3W45QsPX39gSk5vn8NMyBXWOvi0MOg7cZ2HVsd1Bw3DauV8X1mWC5N3Hl6/xsw4eIuFuky4LNE7NGdOBqnjTXDJmGTW2rl5G0EDl+Nbnn3wIaVtXOyBZJWuMFWor76GrQu74cFDe8CnhljYqJ3LRrmkULi7gyjdWzj2CtA6sjo2FaQ6tTeOPrN89Ib1soR/b9JA1c04rw/05tRti04BjklEPqcEqS10OwCB1ggOzRBPgSZK2GP6EAapjuRIK/h2ILuQmqN7ryS4Aah0jHAw8G1iGomhppEc5zaWKw10pueCt0TGaQmmEpxIJQSiIIM/fEFm4eHhgWNtLNUDZe/RvrUSG08xJ7sAmeQemU61gnVsuwzU9QYf0dhqoEvD+0xjpquQer9u1LDgRCavVBJqlawCbeL/9g9/jrqEBVz2irdGkdjIt14D6c0hZO49NmhNHM0pIubvznCMd9Hc8NF1czcMYzufggqQLCgPTFhx3pwW2rrSbp6xRcuHelkCFGhOMCeCA/3wekVvlKyVXJQ0VegNa8+Cq+IOHsXU7i1sojEvtYSXA802VJXk0LuR7s+oXtiOr6OLd5yR2mJj2Su7w0juQVcDMNUo6CagRGHmVoNTqjaKvSjFwaleEIyUZmpXuiiiG1rSENKGvacRFoPdenjFa2wOjF0LNggqgzKDKB1j2UYhITB5ZeqRJntZX7NcWmhYqAgJW1e2tye+tYbHNKmHTZ3sln1gLPi28s3feM160/nS//oDHtqZU72PdNou1NOM9Agu8bF5CsJ4HnOxYTJjvbIrstoAVyBYHK7ReWwCTYO+kC6N0zmF/7mAmCDd6Bjb0rCWSJ5oy8a0dayC+YpulSmHNkjsQpdbWiksdaNLdGsAuhUmhy41aDk2g240g3Ndee5BAemJAGB24IcAOtSNh4++Rn5WKeWMlgX3gpcoBMmd5Epx4t21oOUUlIMc6Z7gskE5Ui1xsAl6ZQOSddbe0O3M3cXQCiSorfL2/kJJ4erkTGhvVG+k8hDrWxprXS9sKldHr51CEaYuyhSwPrRMx8geGQFiSrbwzxdrWDLUhbJULm+/GWYKGJTKNq3UcsTu3tKXDd1u8L7F4PGYRc01tCueaN5InhBbefPxb7De/yHO96+jk9yVs1W+uXwc2SHuFI13LRHjmxhNdApTn/Bto21DgEw4nuwonTXD/AGpCbTStxadr+/A41PjbP/0T/80P/iDP/hpfdx/s0dOkPwec6MzsaHgHg4SKiE4aR0K1KnDCvkcJvyXk5Bm4+6jB7bzHZs1ZioV49QvhO9afI93ichXb+TZWatyY3dYCluylmewy0CkNOgA2BC6hADLcTQZHJyNA9kajtDHC+g4q9ew8/FG9kAuPTtdE3XrIG04oxCUiuVIro7Xc0wmZuGA0nMM1g5ZZCDkRtjgv0vS6hL+4Je71/gQHRXRsHiq90hzps2Rg/BwugAXLssdvq2xox+faXS2cuEyxf2PGj9W9il1vFoUYDmKedzJ0lHJQIrJUxxVZUtBrzALAU2pBS2JljqqEgE5dOp6h0hDRdHkTM0iSt0sHFkkXEqaO5fSmazQLp3ltAENl86hd4rekFBK70zqJOuICIYi21DaF6GfzpzWSj898P6XXlF7ofTCM0DShoqwXQpTG7M5Eds7E0VE653lfIn4aNsRFOBpM291yEZ51mIjYpXFDXnzEe28IIcN12l4ghhvHlYeThd6PZPc6OJUbHD1w+33aJ2FELIJPsS3OdqP5pH+6E5KhqaRpImPYmDCJBZTcRAzDrJEEINOUSHUiqTEJOFgYBZ0lFQ8EtC802tHPVx9JI0NpllsaC3a6NJCmOXWeHu+8EEL4V1O4ZufvEYHaaBr4sGxV0+0u4VULiALxR0lfLB7Kcw7zrpMOB3Nc6BizbHsuCre+pXWoN4R7cG42hLbdiYNJyAHRkUNBC3M2jZoOIZlhykWVnHBKVxMyYxxKdBUmS2KOLpTS8dKzBWTB28/LUbxt5zOF5ieQ+3RAVkbfVO6Ginla8VQlgW7j9AYcUesQh8i2xZUjFEOoxjZOpJnvEZl562S6EiKn5MKaWs0vYfbI6seAplNiVSc5CuuM1GOGmnnI3uj9RKbKIjzG8I/SQzEUMYztKAldFhlaAIAz0YvGbUoRJACZQpEsY+rKDG9KB4ORi64NCrCYbx97nC+fwwUE6JLufgFrXd4yaQudARPSiuFdrew9RV5/gxVoYmSPegdSqNKY1kX2m//J+458Jlnf5RXd9/idO7YiPZudWb2RjK9fjcQHTd5rFBVo3Up1hFLsflsDNPn+BlRqJLRVKEWiuUAlMY6gHekO+tyQngfJGGnQIWlDDHdBkkL5mlImSr1EtxxMcclBx2vZ1zKteo3CnilMbNl5eZSgmNPxkUfVxKPNQSH88NrqAfOZ5DmHEqJjXLS8O4Oa/6g/plDjU5nc2Xqjp8jLK030JQC/bUN68pWK+dzY6sTlMYhbWxyQJYS2QCjcyq9ItJpWnGT4fy1d5VjSEa34XH1spQ40EjSkT4HdcxgIsZn2t8zL2ifQYT1Urn/+A7pHW0NoSPlEpqjN43ahINleruPTo501A6ItFHEC11jg++6IVPl47u3rF//daonujdKgjfra/AJTWcO4rS9Ph4NQi0aNrcuXDanFw/kfjxFJ+qSLgFKOo3MTB3OJN+Jx6dWbP/ET/zEp/VR/00fjpNsC/GiVTbV4L7JgTaQZreOlOBrzuJDpauU5pR1xds9pWeWGyelhElnfbhDVOjo2BUSC2VXug01sx+Ym1B4BrZeC4CxlDDsO2lt3zETlAkkKCIarZ+0a80c2CpmFjxe2S/S8S5UEWSER5gBPTiz1ZTqa/AzPdq/OvAS82jXJmnxUu4rkAvUjEkPd4mcMF/wIqQ2IUzY1LiczqQSk/m0wdf/+//Ib/XKV//7/8TxZglT2d3v1oU7D19SwykStAEfCXzI4ZECI5CGcNSzIA2spxDepQhyQUIMmcQifQJBupK8oXahqXOhcbDGzBEd/OZ9v998UGcM1ARZGlOJyMrXb7/FhQWVW9Q72U9YUiYMsQOMFri2FJHE0qAZxSvkmTs70b/5ij4Hop8U8E5zZT41xhoKEFHAGmh918TST7B2qhhdlB1aNRluMxZpZa0s9FHKLL6xlhURyJbAI32xmKB2z7c+/i/UukIjxmGJBZHsofh3ITclGHoa0dnj3KZudO+k7Nd2u0RwJb2l6zCEoLy0rqRURiml7KwoadARUENbio1TdM7RRqQd7oXHSHzzFExWG0pgl936BS6XB57PH6DZxjkocgm7wG7hGqKqJEZIzOUBryuqo8hInXZIyLaFWLcncEjmaHWyQSWRekCK+UrRCiRdJLG647XtQ/w667SxUAfdCjpOdad7jJumPTjyuQ2KwIb1efz7KDg83mF6Z+mX4DHboBt4J9nGUhIPb1/BcoZvfkxXi5RJFA43QXMYa2UphXavsCVSr0y+YhahVR3FxxwQz7cEKjpoPSq7Kw4kCVFwNkNRHhZj+fo3QBpyKZhmeheSaHQHJFBrRIfAFtpayT3CqsQaE2nQ+hxLsVlGO1Y65oE0NpyZfC1N3TOTVUgRMuPVscNIjfQ8ClcQGZZyNipTA0ketm155dRfDfGn4ya0qQKdaVvxfoxJ0aNwPL8q5F7AM6UXZo1CPHQVMsCRRm5nHs6FEzd847e+yuu3K5c3ytQcnS0E+owFwLnOe6JOluh2GH1Qj3beukBXfLJrlyAel4DVYA/rSjmFzkVGuBkQzjb1DPMzZHNkrVBBmtBy4iZtuApLc7JP4eN9UXIeHSqbCT1FFGUio+MjY7IWp5qAt9A4xJtPTwKloynmLmvC3VkjjThFsqxZaGdcYzclMjpe7ngvaJ0o0ritsda6NmR7QK2P7IVGrQtilePyHqWt+Bbvb64NOT6QrPNg0MTIo3tn4sFxHkueuoUof/yd29g6u4cdIAbZYy/nfu1MulnogCQRQkmgVVQSVSp3y29BDaG7qCPF6FJZFkc8070MoEuQ3ElNaK5oGp3Y4VdfBebmfPSbX2PrWwAFXjC/pz2UIbaMTrACqwwLwa4cdmBInL42zDNpyJOBKzpfdSJXw6fowqlL2Gf27zx0+1N3I/mlX/olfuEXfoH/8B/+A2/evOHP/Jk/w9/8m38TgH/5L/8lv/RLv8RP/dRP8YUvfOHT/urviuNpIRBSjg0mKBgqekVyzDrdW3AMx592b2QWmq/QnWYHeoM+weoLLSW0X1lx9BzuCtIrmma2rePeENnIvVGf8Kn34jnrRkxtjwywtv+QhphPniAEGjPk3kPEzUklBT9RY5Ib1L9IbpSIim5UEivaoaZAtYWdFrshXSPKWI3JO05QOsQAEZKH88rUPVDwuoE6y3yhUZgdeql8/F/+n7zZIE2dWoWcxyLmw6d527AcnFGVFnHgOaFNMbMoLiYdyFtHex5dVRlnnEibIVJQTfTBhZVB946HPjxzrXFbogDMIqwtoZ6Zeo9ERok2u4w44UQsTqUYr998IzoeA2nBV5Ln4dBlQx8Uk5FdnVVq+MvWjpeFy3yHfAh5XaEK2Rs1hXPB04HgudF0xnNwVtf6wI1NjNpj1NodKYmcffC3ncXOZIK+4RbBodAiItpsUHvCkvCj//wN2scnvCqeRzFnNq4nxnyMnhRyL4tNh6cJ743uNvwCEskMxUk9KB5BxYpPaSk2QYKGkdX4c+mC+XBUIBA60eDto5BqFPaOkCyTpOAeqXOKjz6uxzgDhM7HH51JL0IW2QVyl+joeCSlOYFAIwLWoT1gc0MuDl4wi+jQzQyKcyDa3CHGiBNvMlwS3CN8ZPT0e+rR9hbFeosN8L6BBXTdQsrvsXHW4fDTrZG045mgiOjoHltDNDG1uDepD5StK7Z1zu1j3DozGdyZaag5rTdef/SKN3Xl1cM9h/yCtsZsUrwyJSe1/ZydfulBaRNIWzgpbdJwmUYBNwpiHwutB+Uo/tUHwQE0eYQFGZx7pHyKFaYaAseTT8yboQkkx8b5inIKeO+oJjaJjaiXcT89EHUkBTXJomAXk+DOPrFJFY8i2IfbirSQyWIN06DOhDYnxnSysNQLXV/sdjOCnC8xHk2iaCqKHZ26XVATphTvUjXjcl65lRybdXGmHqiIDT6xjM7GVi/I+QaTxquvC2/O93g9BG0jhe987tBsis3zvqkZv2/xJAZpoUXnyMLHWSUE39cpJIUgN08KdcMLZI9OIa6YwiQJayA0cqnRIVqh6MQq8Dwn6ELe1xp1ZFvoLWgdCGjqeBvXKkKShntIoidRejc2LICDMfckGq0r6qFnaqmwLkb1BbOOulFxks5xjThqsenxNOiEW+c2Nw49aCt5Dmcl64J2YTOl6IrrM6SfKNsS/u19FOfN2XIEZGXf11GnWqNr0Bn3Nkf2mGuia7kv1P06D/e9u2IDbEmd4TSODWqkoCAdTMl94aNXrwJg8oTrIbIRSofLgsy34CFC9kHrYMybKbbsAVaMThzA+dVvUM4f06qEvaNVLpczkz8fnTKnilPHWh6uKdO4cKO3yixHTGdkJMhKis2/WMV9jOLuWDXSLlT6Djs+1WL7b/yNv8E//If/EHfn9vaW1to7kP7nPvc5fv7nf57v+Z7v4S/+xb/4aX71d89hYLWTumGWsUEh6BjmziRTIB4Ks3WSBGrpgFdIKRAq0cShCV4mune2JMN704L7ZJCropMhbY6iYHOEDU+Z3pSDgPeIonWPiT13e2diDW7xOHd3JpHYf4qFfVWzsAf0FAU3Fi32NuFqPLoig3gNISUpXCH6KKo6qARXS8UDrYgsWjowS8FU6V3j2hGkj/peUrS2TDDbWJYQoqk3ylQiGl5HS07Cy1jEI8FMGs4FtxTd8oFM5C5U4n4agg2kVwzEFKmB1vtAFXFQyeiIKa/67qYKt7CNajHpORlVZWZGrEfiHBrPYDzr3p3cThGwUHuEKfQcNB9TvDh6iDaoBNw6ugSBmkmPdt4sUFrFKdjJaYfM3DZSD8qAtbGpkscHPecR7TyKZtkyVcIeL40msxKiL5kabQQqrEvjWY9IdhXHNDiOhpN6LJrmCWkbv/U//CrP+0qXPgKFwJvTckEkkTjso48+ylmVcIU49ujFmAtdCOrV4LBiw81nf59SGWgN18XBHZKl3UU2UFcct1DdJ4vCWBwmsRA0juci+iQueNx7EQEVWtv4rVcfoXoT3XIfqnrZ34EQIeOOtZVza+Q8cSC41z5EpKn2eGu8xO+aoNZAp+szGo66+5QCZqh0kif6eSHJ44LkWPhAZ6UNV5Xw1JsCFXbBNI3kQKFpdFiQ2FThhvSMZye5ULeOthIoK7HoGh1p0eE4vbpjqxe2spEOwd1tAlKDv2wSFLHJopuRvdEss5eH7nGPRMYm0PY5L5wRUiLu1Yivtkx0JcwQzVjfaEvwpyNJVNC6E4wdahTneLTR3QUpBikhtZE90OZjWrAU6bPibexCPNxdxpyyT25R0kRoivboLPRkzF4fRaTsEEaMh4STZaRgtuiw0CvdY5PWx4d7a8GnLgvoMeZ3OpMT6LUE9SNzAFW8t+vnj1ILLY1s4Z18efubVE9kCR2EtYpuibgbUxRaNkHvuKYrcg+RgeASxY/1mMuNgegCbZCLBUMsCl/O4NmxmkfBBqUn2qUw355Cj4PTtIZndHeQmayDxaShabK14FPMcyadJAnNHbcYv516ncuyKbo5JTVSg0kOgUy3eC9SN1wS1oS1F7Teg4Z3tPQ5XD6CfMK1s9sVSXEvtXWaG/iFuQlaLNI1D4XaYqNm1lhro5aO+oJI3DsfdDAVRieQ+PkaXZPY7TEEK3bVMkEU+0HlEzS162h6Cu54J7yt8yNgFutmiHLXywN9a3R/iXhDcouxVnJsxrNdu0YCpNyRKkET9ToQ88e64G4T1O7IeoBaozaolUOPjlan0rUGTS6FAYNJ0OQmiStY3cgijIQ4kBxzuzfcGypHmISpfue6kej/+I/8Tzv+yT/5J/yDf/AP+GN/7I/xj//xP+bf/tt/+20/8+Uvf5nv+Z7v4V/8i3/xaX3td93RWid7I4khA6HwMTnFWzcEBJ5JhOIbGDtEow3zfsszE5BRqIdA6PoomiSRULIHuiY9wYg8rRZevMpeuMbATcMsXlokq43yHlxQC7HjjrqLhP92IuyDhp8BzSPOfYfbpD2WnLtzaZdOkQ0Xu2LnguJqIYQUQ3Vwo9VIqYWQRQzNNXjlPcXa1TNCRkUCGW8J6jpoIHE9mF99mR2JSji2/bTU2fpC6WdiuhcieHjcRgIhVR3qfFIUJvsiywCAgt0af5Q9FnJg71NI7buibXy2kURJEsWU6AHVTtoV1u6ob5QSNk1DOoimedwrQBMt7SyCnatvOA1LHvdOO90yOnd6bpR2oZwKWKR3socFvXNEwS/j8Zt3Wr+QeyPvqXHj4mOBL+POObkWdIj2JoSjdFIa1Bx8D6YDCg/nb7Kc3wRCvRdVsbaEjVWDlCqT1tEijuJSW3Cs94LEGXPzcCWgM9LUDLdG7YHmGmGt5gORqzTKHjA0lqzrg3cQctA3ul3vr+QdL4rR5EOZvxeEswkTQemY3BCJhVC/bW1wXCptXVgvdxgbThocTUdGb6qLk7IOirOFNeRY5TpBGXssuYG+gZWgEL1zWBQsHuhLRsY9t7HUj7Gjj59l4vTW6bbSveBe4hE1p6+GbId4FnU/N6dTqbZwd37L2/sTfrng9+cByoSN3kRi07Ac7N2G2K+EdV5sE0fxOFxCmMZ7HHzdeuXQBlS5z1/Zo8tgQFGnEOmS4HTppBRFwtNHoSnm3EaPICETJgK5jo30mMcGZ7l1QHd/4DEHyX73oE8xxkY/L/7UOprq+LFOl06no0yopjF39qBJ7ZqAtm8DBSWcU1o3egsEGvQ6/8yyMJQ20Bre9NqO93EaCZhqjDmXxtoTs9t19ORuY0zF3F5SHXqImN8eRYWO0QawwiPjRDRcW8YmXPa9uzm5VlLdsHVDa4t3cJ8XO1B7TEMjDEdTZ+rT9fqmZOgoFKV3xIWqBDhFQ1I4gSfxQaQzGLHsUgppY4BAcc+0yNhcRxKFAto7aT3DKKKlKmb7WBxpqAqmoScRnKOlgfm3aLq546nR3DBJARiIYevHiJ1BBEuwJsNGkm34X8eFmnfUBqrdYjZyt5Ec2aKT5X10P2NzY9Ki6/dkVDthNRnvpX+iAHScjbuysnkKKtWg4aBTdGVap/k+/uMQwvpQ3JDeSHuYzvVjnVY6adkQP5NqQ2psbnoyVBoqwqSVmwRpeLIzNhvuoQeaqfTE0Ag42S7QEsaEJmNAX/RufCcenxqy/Qu/8Au8fPmSn/3Zn+XDDz/8XX/uj/yRP8Kv/dqvfVpf+113uFV2i78EUVWM3enAMfDhqRs/b8T0KggRVa3MMJrEIiDSqRKKfEYBPaJgECzaZWMydOn0Crii8tQFO45HnvS+yQw+dRdBybgElrEX43qdLNpVUDSu9HGnLcEbHCXFY2FKLFLiGiKP9LjfaECWeCFjEU4hYJI2EAIwUcx1tLoMLzOmgc9Y5F9/+/0nR/GS4pxzDVQzWNvOYPYFsi9G1hbFnkeoh41LM1JMOMK7E5NcL/r6jZO0aD9LIP14RJqLDhtBFbKNEeDAiGSfrMV6/eQ60vBV9clI4rEo7kglRrc8nAFGiz0pJhEQbn3FTw3Er9uDvV5w9xGy4VRpw/nDgk9M8JdThSpPxqmHZZ+7o6LkK/8/uMzRtn33GbiGIM7KhZPvu4VoBeugzQRHuF9DNa43nUAnOz1SJZNdUTFjiuvYC/d9u2SPZxCT+KP4VomFBQnEVqPsCeRu0ClkwJduXMf2tdyWNv79cUQnEaAgmoLfKNEpivHtYHl0XoRZHLMUCD2B5k6yjuyVIEmr+mPxJh11HVtzY5jMMSRlJHWyDZ7zO4eO9MJ9phmbBDNUO1wLi3iugS4b3R4XNZHggUqaoh3+znMNZM3FMYXL628wGJ9syaJYp4+NGfu2leKVTAmrOH/aMWijHBpFWYqxF/68HW8Z1JlHOx2ixd0tShfXTyzGYyPaj/nxWnzsuEe6XZIcyKjEt5pErm6y0aayIFWkDuFrLsHX58m9iAF4Debav9yfoM2Mz87uEW8z3pPHvwDvK1Vy0MTS8N73QL+tRxGWQgzxznPQ2jBfsd6gy5jN4pmqRWdJiKjvhI4EWwnQQuI96WykBOaOyDS6nDbwiUGBckYsOriPtyaN4tk9QKSmY+PR6DY90n3Y55rwAKeHS4u1eoU7Uq5hdSKO7pAsYz2SeE+jc2TgYw1T8DmRWqF5JjUnqdN14jpI9mcUvh2I19jEEdQebwM1TgnpYQcbPPvYqKrEemf7Bi9JbP5aQnuj5EbbNyD7068xz6vF++wQiPi+kRv30Ns+ZqPjphadRbGKJLtuFPY5W3OlB9GQkf/GDoOYwV4MJJ1pVq53wNmopUFXUj9BUqK3spNPdo3KY2fMBFKKxOBMH+P1aRkf61oHzBKzZJaWsWHdqSnSTkeQNJpiBuuW8PH+T31PFd6vwQKk8aH7EiGlTu+hU/sOdP779JDtX/u1X+OHfuiH/quFNsDz58959erVp/W133WHdzjkwQcEHl/LeFRGFCCPAnDDxehiZED7/rPCLpPuhO9wGbzYfaLfl9fwHm00aYHSWQG2IfyIstzx62JBz/EZHsW20UhawgaLHY22MJl/UgQlDO87Xu1PrktC4CFcS9rr/ZBAoa6Tk/v1t5DHz98RcEkZTUbXHmWBB/2iWyAJ4m10AR5LDlPBtbO3b8ecQt403AE8bJqi2B0LPM6c6qNAlBD1NMn4jn67g1wx0d/1UPERWDQmRFFsAtW96OnjGRgRfdyxIb+qsrPZHw9Jjma7PrM0VuveNVAR65jE+LAnd1tRDmZMPV8/8dFb5MnnE0h0Hjxwxh0w27i6uXq0Q83T1V9dvUYMvdh1r/W05afqwcMnNo9VAuURUQLv84hyJizXFB3vQlCLIKwsI5ckxueED5BlwGk57rI8HWTE2r2j5wyExMf/D0D8OrIh4TqN7+wDRVWaN9r4eWdPpeSKuDw9fGzWOjHGRUGGKKs/aY2oPH6OuyLV42baI4Xi+sakR+Gji1G1jfcXSDWU+7/j8ejBa+O8mhPdD3FSaqRUyGlFNZC7Tw5qG0W4iDyZu/a/M9r+XMP+BZUIaeq+IlNDJGxCu4zNIYkwVaxgx0+cr7/7b91G1PcuHotExryPTZfrmPVvi5d7vJDQVrUrKicMjrQn8BTt/VGSmo0OEvsY9ienlcb1PM5zTr/O2fJOt0jp3mOjlOu+BURl0NkAC1VfxNMPf2Uj4s0Rx5OhFl7u9PU6uw6CyOM3+YK2E1oH3zsqm/F+fuKF2G8IMnjOOj4xPjNfJwjBmIjicJTMA3S42iLS3xkvQgQFiQmdme5Kp41NnrG70YgL1EpbCrVX6AEpSd3LxoYMJBlAZkZ6a2DyReS6evXx6qp6zA3iV2rLJxbUeAaxd2VXhog4E0ayFH+WYt6V0eXYf92ALi06FNJJqQ+7wz66RY/dlv1+ytAeAE9XumtxHLlMefxm/L21oCQ2jTTSkVjDVdfDFqDEWIPgcXi2MSR636knsY4aRhY41MS0u8z4uBn7GbvgXa/roBGAVkyv+5pq3zY/hCZGMYmu23FYlHYJPU0e4loZ3TuSss9s0SF93A7E3fKYL2WnEDpZGrNuQ2fznXd8asU2cG2n/deOb33rWxyPn5w8f//Yj5wS8k7D4SkyFot/7I4/yUyKhSBd980xa4h6dB97LIB9IOXxMsQCsRcjMiKBHUdSBY+XwSQWM3Mn75nMFlw9Gz7InTYm2VARp+Tc2nqdvLhewfAEtUcxjeoouAmmS1MbnhVCcRlClB2hs+vVugxR1CfvhQayrT1Fi3HfGIwFwZEINRnnlGdjmvc7HcWCtcQ7qBAlXnJ3UqqkVBEaWXbyhz72U9knycdJ7p12/jvHKISFJ9cw2nfaSLmHGk8YzhbjPEWg6yg4PzESZJ/0BPWOaqEnx7WiFipzH3fz24uPb7ubcX7sW4qYNFRiQ7NfQ//Egr0vH/Gz8QfhGOJ4z8PLPL4rpTLOe/e5fXKvcsJ1EG7kCZ2DCKjY3w4Vh90iDpiUKE7GmNmvaf+TyIMIQaPRIv1wXzhH837vFzWX6/OrozPA4GZrCrtFtOE5BL4dw2VwfffzS8OObfyv0+gSLgL7KAn9XP22Z2L6uOFxi1a57Dyep8/NQxQGcJgbx6ns2+R45dPvxmaUcV/TdawWHfc4kkEel/lPfoDGxiyNc3SXdzvIY/74nRaapING8W39jUcUrvlO7Xg0nHOTa6HrQB8dE5OVNObAYJbs/DD/ts3O42+PonrvIvn+N3HFzRUnBbe+hvh0L9JkjINwbOI6bB2w1Mc9GU93dIuSPr5H11u4C5DHH3cEGxttt8ze7+tXId++4Y9/RvdF0SbX6xTenb8gUEU8qAgZR1TD3x7w36H1rtf5bHQ2nnxeUwlnFt9n9cd1SnBkTyXs8ST9+l5LJBsy6kCGrz2P3RNI13usffCAx1UZimpQJMb2+/puyzjXjtIGkGAe75PL6CCgzBhoj01/fEuMGo+nl/Z38neoZ/a1Objfw2nmSq8aG6AnZ2NidD9TpopLFJw9732Zce88PfmV69bt+oRHL5a9h5V10DwJlypzG9qJJ+esIwzJx+ZNewScWcyL1YMl2L2Cy3iC+z1/nC1JuxB5/J07c41uShw5jA6ur07Qz/bXzcZKs7+/u0DVrhvVp041+1sXdyBhjw1g2QGIgdynQZ4cVNIdIZMdIf8OPD61YvtLX/oS//E//kdqrb/rz5xOJ371V3+VP/gH/+Cn9bXfdYfMGZhCPDaOffGK1tjjlNefPD7Bx4QZ1oAoaB7Ix5PFTKyhBMf0mCpJW3ATx7EHfah84jnu3foWpXXwMCP3Pbi2sWC47pvhaA93aZht717j+OfVNUAKcxo2ayldXUquU722UZiPQkYfOYvhzLxTBeooJPsVlbF9IRoX8VhiX28IeRoJcoBfCy2uxZ3sxdpumejhQuD4EELpdXoIqsW4llGdPMEerxPpu/hFbCjWpNc/xxRRWOdzIBejlXc9/LF8d32K0oxvicsedJdAJ2Wg91eUj0AZ+zvF3eNkd330Dkjikz8lo3RVnCCp7AX0k+fc454mk+CyeiAhe7ngo6B99+wf71AXMHmKlO6LWLAyRSJRkkGz2Hs64vF27ILZx+uJRbhJBCz51GlTp4uMjvPjBO84be4kVfJeYKkPVN0RaXRr5FzQvFxR+RDZ2uN/i5NyYjK5CpFkdKielGMEZt/eufewY6lPbqw6UQD549h8+mRGx0WUgZo7TAckCZK/fX5+XFrHZsbjfeop5pEraoZwrXLHfz8qK+Jolkg+cV1Nr3e9o78DgSWK+6fdrL1oA/PooIWLh8eA5nETC9H9AfDUMFGSKA2jDau3pHH39Prpw91DFJMNPjHWHwu30TR/xzZolJMKebJxTQFmIPH8usrj+Lj+xl5axUbd3/muJ4idODktcU3a4zlCUAlbPDd3wezwzme7yAAUfKwPypOZhHd4u+Y02cf4Xh7pkzu0/84nr/rpPwmv8P0arh3G0fsJPgdNYjO6e1DzZEeiO1Ft3IKkT8ZGYoRCxdmNLRX7RnDvn7pIBODUdzkDoYUIoZwpo/M7+i0CqhXX9ng9kSA05nGDuo/qeH/bWDfq2MDZPncmQWUkPD65V++uMY5N0T9sHnQf84g87/5uB0jUOIw547qxvE4STz91rEueEJ8DdOmPAMcVkSEK52Bhxd0zIFlspLRH8Rze9frOPCmAWNA/bGxW4s8F9/1++z7BPh0Z+2+PZ7H/bmxc36FVEbPedWiSYDjXiD8dkYFcxz3qV0DhOnv2x/OxMfa+E49Prdj+k3/yT/LRRx/xt//23/5df+ZnfuZneHh44E/9qT/1aX3td9/hhmgIKJgEsIFUjgJ0OC0Qnc3rsTdvVUJwkOY+Esh2wcf+g3m4NtkYkw7SkPTuhKVPlnDHwzcaw4aIxq2F57CMAlYEM8FkFKutcI2zGnqJjqB9vnoixxGcRFUhSwr3sTRdJ46DOJOEFWCcf1xNzuEtHkikDJRjtBTtXexo5yQ+XtvTNn34xEreS5dA8fbFqO+bHhko8GMNfa1B1IVtbGi6Bzp73d6Mjlq6LjRPZ+bH0hecmgY9Bwmr0NngGgn+WBDFr+5FWaCcIbSLNm6bjH4QJGXyxED/Hw9nL7ALquD5yDUO3oJ6gO64S1y3pHfPPSa8x/6KPJnq1fY/S4jkcMBwBrIT97KNcZmnGiJD9vsTOGeTI498Z578PdcHsN87Telqb7W7Yu2LU1fHxyaNIRvckeNApaLo3YVpguNpR7WVKTeYCpZXJBemMe5Eo6vjEnZ4aDhf5GRBRRjnqVNDtGFtQiVd0f4QKY7SQaMcfAwEevcIBM4Qj+JLe/B+Nbegrr7z03Ffg3Ma41tEnrik9DGfPH7TPrpMjJpi8cxjzASNZbwb/u5y4f6INl9LR3dc0xPR5+Pi3UhDB1Gvz/ppah9PZioZn5h+R7/cfaxHkZbSI5UAibIsEPEINUKikEjisQk6bnATXSPVfStjhFbi2qcKTYDwRCT65H6JDEoCTNrZXYLCW0VweVcO5cmHO1KmX9FR50rRQ4N2ZcOHf3BRkzZyCrBBA8YEFxJpPJseqb574a27Wubx+eYxs7k4NrZzj6Mv+j7d3z1f9X0rMUbUJykXTwsa2Td8Twp8JUJHNIBfHUKfpCGuxB8FY09q8OtZ2/j8fQ5IqWPp6VgQGpHc+E7fRA1RRcioTkFrEic5kUbZhl3ik/vT9JFO5310ctlirABFlDI9C12N19HtbcHSfGdo7GN6//8x4497t4uPmSZgRp7wnoPiNObyQRPaCRP7T/lwEBFAUyVrdAQOmw+NwP6FGl3d8eySxbOp2BC9x/je3Wg4COoNb32g7DLWy+iomO5z/a7hGOtncvQTXbh4B3hEpC3Esf5kwwDxTlUU64/PzsRoGu8KRFgrO8ogYSyw1yxpXxsGIGZjbCOJlD91R+tP5fjUiu2/8Bf+An/4D/9hfv7nf54/9+f+HD/7sz8LwG/+5m/ycz/3c/zkT/4k/+gf/SO+8pWv8Gf/7J/9tL72u+7w3sdC5VFMJxkq54EgqNCThHf8036JDjRGAjVAn0y3owUTqt8Ru+bGE2yCnt9FeK6THlyxs51LGgtqWB+Z7CKs8TsGO0dPByZQpoyI0acQlj1VDPoT9G/SjopidsDSS0hTCK4+Ydew/3YsVpU21BDCjn3EcW0uqdNEkXTAkrEjxCk1dMqQ94mpD974zts06AP5Gai2Xk9AIujBQjyjFn7CKuFu0KYxoz1ZSVwKOyvvKVak10naYDLkYPhNiwJdhJ53UG9fRsfy7E8mcwUG51El0CVVifspdr2FT+ksoo1JCi8+nHn+/LPc4kgO3jv65BxdEJl4WgqqCDJ4dSGiefJ8ZP/9ISqU3Q5MxrgwDgIyXXApYzKPu6GA1YlDOzzet/G3jzSM+FkjFhiViBoOYZTEaHBFyVQSJeVo3e4R6vsnj8LKJYp1u3YwwMmxD00hpBIIYRlOs5GlOhYanVIU0lbDDo0RVOQenSQXOEwc5k7ObWyoLSyzVEfbMxZb0o4wfeLw8Mj1HcKKB4/ouLf6yPY00tUKL76jj2JJ8KQUL8ORZl9Ew86vHTxEmvuysPtCPw6YJ9QCqDKsOK+FRRS2rvbkHX/8Z1Ol3xz5yv/+/4hyuD5HH2f9dNa53gOPgrLqY2HfBTztCOmTxRqh7OJOQPrgnouTyfEcU2d98ZzDTed462PTs3/WDZ6iwAhxMojumojheCR9UIgeGfybWPh7jK7Idf6Rd8/NxqbFc3RVmjxu/K7lsSR2XY6hI74+PnSfY0UMTQXVimiML9PpydvyuHlt7Dx6J5DvQGOvc7Y6j/2g0VOS8axRuipVlb5PIBKbqSd1HcHH7Y+CyvGeD1kIPsdElTSohi79WqXG5vsTmxmRoPH5jtMKnowRgvDkjsbmWXynKcSGrukcm990eDLXxgn50K18covantw9GeckY6Oaji856AElRUKlOKSE6n6Bj0/Qx/l2mfjksXOz5zwBN6hNV+1FP9br54SYeMzVKqgQfu053lnPMTYVj/fNg2ISXdXQKakIWYxJ6niyNqhn10Xpel8kOHVIV+p2QNJLJsKaN2z1Yi0R4tp7aVy0cZgCkhtTS2ykUPpkV8pMm/Pw+m7jPAYY5wMUGALj633LIbKXYS7Q/BEI4PpuP6LjqjKAHwFJ0U38nfQH3wHHp1ZsH49Hfu7nfo4f+7Ef49//+3/P3/k7fweAf/2v/zV/62/9Lf7Nv/k3/OiP/ih/9+/+XeZ5/rS+9rvuqH1vAnrEmt8KfgikVW003VN4/crxZiBbYy895tnUjiiB+np6LBLNcyy+AKR4zwdfMNtTZDv8APrAeQtKnRLZJQJQUsAVMvkjGqf7Qh2DXYBsBaNjeoseXqLZ0Al0epzsfBesJSFNmWwV7Qn3iWsIR1aY0kA7Hhfvp6gaQkDNHoVgwmNy1UCb2iS0l88jOjtmfLQJB3lBOt6iAmkKSywTuFquHPaPVyJ32EH1uuDgwRHbLQ5FOhw32Lnv14Wk48npR0aLdF/udAjlhCSBjvrcorr24feqPtbPWBivaLMT9B0d69LB4diQBFNXcpcRArNfg6PpcdcfDLfMe8++xP/pT/5f+f4f+APMMp6pali9eVxDe7dX+jgBH6ZAB3Wn2wRykgY9JCyOBZP5SiJwzTHx55EAKe8WmMdD5mZOqO/C0FgM96e/lwrB6gunmomCuFybzvtykjWRBVwUTxnTR6pLCA/HN4/i5pB3m8QouHqXsOqaBjc+4NtreekHQVMie0LHdwjQJaNuqAiaMuk4oy8+JES8o3tA5qD9uhn24V3d5XGMa4uFSb0HtKlBB0raCSmuoJl3nk+cvgQVSXjklMqESSYfDmhaydJgRGq3sX75NAoIdvrB9WYC4ZJx7bLZHlyhqDRMfBRyCc+ZXXIZXiAZeidr5o/+n/8vPHsxvMZ3fYHvSBrhdDG+W6UjVmj5UQgcm/jxe8Or33q0n6OfHl2+5kqXhvNo6ZcEbuYDac7Mh8PjeyBg+clWdPB2RZyuO4UqCos0EmSdnS0TbkU78GDJqZ/kTKdIB907f/Z0dzp+rhGFSbpysoHh2jKpBw1MSojRr9tmI2vFpwAUfIAh2OgeqRCwwxaCPRNyj86UTiVGv8hwwApRcpVnmN4gAomM5NhUpaHjeVQZ7KV9vKFXPoU76qOwVtBZIqhkIOV7+8k8xrqN67zejbLRJYcLB04/OIfJybOiGciGH/f+ZHR9EwEeWEo09QgYGyErAG79ysWORuG7pLhHyGgMq1SxCRDhJgmaYiMcYnp5sj/YNxaj0BWjkSh6QIaKVGVwyyU2OtN8jLGgShLBZaMfD1TZrSQZ68Z87bAq0bEW9aCvoISBfPwtAuhezo0MABq7zantG9gMpOhyRMhZhFtpTsjscIQ5f4YpzWOFDQBKVEeHS0l64Jifo4f5KvaN6PbxGo8J1RBucuKoh9iYjJuWxuY/Nufz41j3sZERxkaG0RGPDViR0Cz41TsSXEaIzchO0Ok7M9AGPuVQmw8//JCf/dmf5T/9p//EL/3SL/Hbv/3bmBlf/OIX+dEf/VH++B//45/m131XHt0MTUfSCGohNWg72mDRFh8o3VHfZ/viS9LHHw+f1EZrDcmfQ3kdzrRzx7YIWkAmJDfoC9IjAGMz5SAeNkUpPDXTlTdmgWzJLrt0xA1TRyWHfVyzR1xkMmhcY7rzbEyHZ5jfkpJAO9M90T0W5Z6CADJBnJtkJp141jNtErBMO5QQ25gikSMNveFpfge1EGV0Ah79MeYcaV9uCinz/Hu/l9P/8AYImoemI3z2SyDfHOEMCUkt7NMsI6rUfETSBWkWPEOJ8+qpk1s4YoiHiE2kkcUosoCksIvC8Vphdsyn4ZTx5IGrYua4CsqEUMmmTJ0ouHVm2tPsfJfFKDaEIJYHd1eEbDO1txAHMiFpF8YO1Xk4n49OCXSfUf2Ql5/7X/H8xQdMH7xkei3U4hRVsnbwSvWEHh22R1Rkur2h2olcieAlnxALLv+ODs808ChokAxW8DQisVGQjCdhLpk65s/gN77HixfPhkWcDrqu0N3HvZ4C1etjkRNBbCWliYMphQjMSRYFtGpHNDj/qY+f90jpTDLchAPaxlWDZ9o6PbVh8Tfh0kaCZDhUkIBZePnh5+jnt3gyJjkg1TFJwWsUx/MN7XggzbcYR9J0oq4XJCVIM42M9hbIjSSaTJBjgyu1cfQoVZUhlOyBuKkqxkzKwV01U8QCUdpFa65p8DojxKMKcNO5SUdW+T7Wt9/A0g3uIfbFDNIcYs69Bs4efvimqMI8G2sHNDOLUA6Z6WKEn4AzSQpU0Y1mEv89CpmEIGnm5Wc/5PgyoQ+PbG+Vzka0v4MUDeZCSk5jos8T1utjPQeYGjYlwmQlvmPn/8e32vWb3aIWEZzP8oIyLVSZEU54ctQSh6NSzw3StE+40T3Iid56vGOuKI2U65i5UowLtWF5aFiKTkfvDcq4whtBlk6qGVJiPUgktRLofBvwnuQMZWxeZZx0HwVtCtcWcSH5RtMDPileO1OqUXB0wXtYgx5yG52PhnbnmRVMjuF4M8rQHVGswzKvJSEfZ9Ia6YvqiSQ13qG+44r7fBLFl2oE84Q+RJAUha1pJk3B1IppYyTA7nuiUaia9UEoGh3HHA4dZc4gKy+mgt4mpq3CoVObs+qBnBK+xdlMTmx4iVAf0XU8QgmHIM8cYfCQByjio9CTKVInx9zmQLIGMiPpyOF2op2EPiWsZpgsNsH7dmMHY8Z/67inJplDWkGdrVsIQzPM8w2brmTfqLOh2ZkPz+iXE/RQIZ1VoU24F5KGPsVTbBabZ3KyR1sRia277rzSb3PjCAQ8ut4hCRfLuHe0Cn7jiHfEOlPaxaLDP1zG18yGthG0J4rmI8yGny/vfNNTuepBnClNSJ9j3h+BVaIOJkwyYwe/nm/rzqFuNKYAtKKXEJoyFbwpdWrk3ulqAVK4ISaoKlkTloX6HRjVDv8zxLUDfOUrX+ErX/kKd3d3ALx8+fJ/klPJ7x+gGTRLxAXnhmnHPAqCR7qBQ4JJZ7748vt4c7mP2G0B0gzvfUj1Dfod9AgfODKx5luY35JWo0iOdrtUzCttSkweYTdNB+zA3s4KBCddW8gOqSOHhLdOssY1C3IviNxJOnEY7VuSwMZIwnOOyTlPYKbXIjYlxQ+KXBLH6UjdTnh6RGf72Jjv+O6Oc0UPTKJ4Ux07ZKAKOo+ZPh15efMS05nmNVLgXnzA5774A7x9+xG+TsAWCA4hZhGZkMMMZRkFcgQPJIQbGa1HF/pAoTsGqcNBwCLcRtzAy5gQ8khxH232vcDU2K0/u81Md3l4qCZcZjIFSVNssnpwRKuH+4eOVqd5gjRxSJ+lnu8JuhHoMVLcrn06QKRFYd+MlI4c3vsiX/jwB5mezUwvjnCcKRI80mQgJTMdhfm9L7K8/YiddzfddtrFkOyQn40NoYUV5JRR3SJJUzKajdniXLoIbkaaEp4EnzLbMiFJw1PX4IOXL3n/Bz/k/vV/x5nYvCX1xwJwwCdZpydoio62f6QeWoZagCljLXarSY7RESA4pGVOSFuZBsJiGmM9i+NzY5JKSweSKvVqB+fRtRDn2W3m+/7QH+a3//3/I56zKKadKolJ6iPH3xKH55mb8h4Lr5jZqAqHZLTu+NSCeiPDLsAdPR6wpqisBF3KEJ1wa5AkinKBlML/N0UvC9NwnBiQI1ypHjANKtDz+cAXPvsH+Y0336SPYg6CLjXtXvYxWAKZ1HDanTrInEkdik3kW4XsIDPuJeYoSdhxom89XEQ9+KA6tgyehTQr0/NbbPpGFJ9AptFswmRCvEX3bD3Tp9FFS2mUMXuqwIxSaGlwWDXQ6bgp8e+T7djrjoQVROD5+y85FycfG+VbZ7L62LyOTgmBjIpmuioHb+RJqfl9+laYZI34+rpTnTzofRaphZItXuossLstWnhgdzI2z0g/Xef8qoegAqUIuMn0wW8POgAqmDlm433vGaVeNxNTzhw1YeKU1nFzhMZxyjAfaaUyH5WbrpzuhHbY78ng+pLow3xv9cSL2wkWEI/7IRaorvZBBZBMEGF2pFKwFgJjsXAiUfHQY0zH0Nx4p2u4T9E7kx9j/TEQKtqMwkxOdSC0ce0mmXzj9PeeoR81nBK5BDLRyPjoDLbdHpEJZoMy+obq9KQkjXk7WXDdmwoXmZjd8XR79Rn3oY/IYy6bpszLw0ten0sAOS1TpZEl0aVTk5J6R12eEJjAJISVh2noJlyRm4l52zgenIt0Dvk5WSo3zz7D/Tzhc4GlMI+48UK4H0XHxZikQbrFmyKyxRooEb7Tk4zE0B3d7iCKTx1pwV1PDhsH1MuVKkSKdXtOOWz4svM8ZbaUmJpSNbrP+Rb0oqwGNifmFzeYx7MKDfFAnUfXVggaZJ6UPD+nn6JH3iVRPcNh40ZuaLkji4IqqaXruTlwoxtFnGmO9bWZIhmuUQlEB8DVA3RJsUHu9p1ZbH9qNJL9+Of//J/zUz/1U/zQD/0QP/IjP8KP/MiP8MM//MP81E/9FP/sn/2zT/vrvusOMSPPMeFnDYQnaqcebWmPXbSLkPXIyxcz5NHmEpimTLqZmKZE7R3vHRPnkF8w54TON+zpGz42h6REyhPPPv+D3D7/ApoCpXjcHkkUEtfOqMTuXgORUsJOjoE1u8WLl1LmqEduVGLHbEOQITDlcT3D51UwPGc03yApRzrZNGy8riLMOJvkbdivPfobyOAIY6O9ahHDbseoPab5hhfHD9HDDTMTGeOQD7x4/32mwzP0MJHTRE6NicGBSwfQ5xxnJSfYJSWkjk5Ol5nqB5Qoors6JfWgA+SBdkXfKwqClEk6R2tXBB8cfIhi4nYy8jQzcyQxRyS2CunmhpyULGmgE4Z6p/Ujm79g01umw8Tthy9QbkhkbtOwY1OJNtvw41YVmIMuIMfMZ7/4BT744i3Pbm54dnjJYZ7I+QZLGZGMzrfMX/x+PvjSj+LpcOUd1vwiiuAprBw16eAKKtmOaD5iKfISs8zMs4BnpiJjw5TQKdyUxTPeg5tIzxxvjzx/+TlSGmJY3WkbMQTS4JMyz3Cc0ElIk+KqWJrZ+YuehS3tFIIUQkqdgrqU43dEU3Dc92EOQMWzMuWJZ7Mwp4YmsME9dW+Bch1ekF9+MM4sCgTRiZaPeB5e6xK8w5wmXtzekFImzcdY5CR+XiVU+NEFjvApJ5NS4kD49CIaGxIBLOhVecqQOts8B4Vr8JhTj2eyc/7RxOSZ7MqUMoebW/74H/1yCOzY0UphUmU6JshEHMbgC0e2UBSuk2Re5gPPX3yeZy/fY9IEUyKTmTXR9RbLgtwI4jVKMmWIxBocnwGQb19itn97R1PGNYPOwbWVA0cJ1n8moyljKToylpwyOW22ESQVzzunhCanTU+4zvuocYWUICk3N+/z2fe/h2c3n2Ga59BxJIE8X7fwpBG468aUjOfPlBcvbsn6PP5SEpLnCDgRHbzo2HCqRJBLPs7UCc5HwZMMKzYBSeTDkaaJ2oNWFc8/EiGTR7Hfu2I6D4glju6JlALJm0zI04E8KTeSmNYpkO0auo3DlJl95pg+5Gb+HNPzD7EpjyfpYKAp0vscobpCThz1iKeMe8YlhZ+8xLO3KYWDxZVEEocdhMn2E401QCbjcGOkDj2FviZkbHE1TeaRIKvc6IROB9A51rqDM6cbsk744RZ7+ZyD3ZLLzGzPyLyPppvR/U24CpYOHJ4rugc0jfl1mpxJHAbVQS0x9Yz3I+QPOWgid4ucCQCPsBfyRJ5ueXn7gunmQMqjy5Zi/sCDuRg2pu+CiZ2KpUSeD0x6i8oNaokszjEJN6KICtPhe/nCH/0/hKhalUp0toLFmBEUa4L4jMotx2nikJ+FiYJOyKT0NNafKUAc8z6ufVDTdN/0E5urdBj0ythczzrjaSLrkcOL5xw+d4McHZ0mNE/0YyYflTlDyg09ONNE1ByWRkfQsSmoh24gLawlD/MLjh++z82LRr7tiIFN76HH93j24hY5HpH5gOcjWQN40717o84h6Pf0ww2iSvOJnIysSk4RTOfa6CnqHDroJ57Fd8rxqRXb7s5f/+t/nb/8l/8yv/zLv8yyLLx48YIXL16wLAu//Mu/zF/5K3+Fv/bX/trvbKD/+wcQ6+VhmtGUIA+e6sFIU6C1UVMLkDncOJ95ESiQZ0FzJqeZ2xfPORynEQlhGEdkfobOEzrP4XCRFHLG84TNN6RJ+OD7vsAP/u9+iPyZF6FavjJThUkJWoSNtMZDRxUml3ix90MrLVUQRzxxuJnQPIPPJFF8ViZgurkJFF9lIJ+ZQ5p4frzhcDhyeztDPuBMBDs17X3gaAOmURCOKkytjhAFYrLsoz2YDc/CNM08f+8l07MbNIew7JAnXrz3kvn5F9Cb95hunTw7eRoCnjRDPjLd3JLnHNeEkVhJphzzxJRugtM4ksTidPpYUOS6DRcRjimTpyO4Bv1jdzRQ5ZCFly+OzFnRNJHyPJayEWU7oqMlF6pAhLfPJJlJGW7mmfnFM+YMh6SxSIVSEhdIycg5ugrJHc0Tz44zf+AHvsL7z94LbvHz95gOz7E0Qc6UZxOSnvO9X/h+/rc/8AeYPSPpFs0K0xE7KPbMsOOR6ZBBJ5SJpHM88xxIqgD5MDMdICdjmnpwQcdzFQ4I4XYhKszHxMvnz7jNEzNwFA/udYKUM5IVm4/sZoiKQr5F0i045CAs0BxoHbGJCEqf8KRXaqOmKPbT4MXGBmh4G3RjxrktxguLMxWBhge6n0J8ehiF884NCheKiW2eaWli40DNL5ieTzz7nhfkfEQHnxsyE3NshAR8mklkTA88u5l4Nmf05hmTZnLeXQmCtzpnQSTjWfGbTD8+C2EYUTDuy41qJluMsXkSbiaYRXn52S9e5+EY00LWG56Rud3FrO5YigLMJ8cnEJ+4nW95/3s+x/MX38OU3gvhmiaSzGOTq2MxZlB44p2SQ0JvXwJwuH3GlIxGyOtynpjSM4REkok8CXmaSJ6QpDzzwiEJ/QgcfHQCohhHEr1HV8tn0Dk8lSOwZefkJ8wTbU68fO+zfPCZ7+dzX/gy/eY5+fZlUBf2DRDh2FEkqHQyZW6e3fLh5z5LUrnS5gIZzIjocKTZUb5dQGncPn+P7/vclxBXku/ODsHdffHeZ5he/gDKyBLQRBJIYjseP2wPcwjz0KBoaDjYoI5ng5sJn+FwzMjhhj5PeCAmZHnOM17yfPo8s95QD0G12cEUtVE9DvehbEbSTJaJTGbSjHim5wyfv6W/eDGoW/vYARS6NebRVWRw1wM1jflsN3JznK5RdJsIxoFMhsPEzZzJs6MzHA8T6ZhInknPbrl5/hyfDnh6Ts/vIVPMQ2nECk85oXlmnl8w2zSoVPa433IhJ4GUURNmyXz22cQ8wc1N0I6ydcQ7s690nxDNJJl5/sEt+TCTJFx2XI80xlo4+MNNI5RHx3+rHEGFPB+4ffE5crrBk5KScJvhkAQOz5jf/yx/8Mt/nJvDbawVU8J05niceDmla1zQjR55dnzG7c1Lcj7g0wdIzkMNETost0CAXSzmhnHxnnY3GotiWKPr4v8f9v7lx7Yt3+8CP7/HeM25HhGx9zknM+9NTAnhLtUCBFQ1EBJ0oEvPIHfpQI8m9PwvIFoWooE7FqJBB5oIc2UJpNIVZZXswpR9n3ny7FdErLXmnGNU4zcj9j6ZJ++9ZbKu0xcPKaU8EWvHWmvOMcf4je/v+3DwCjWQLbodA3Q7PTA0PmuyhHnF8pGbH1lGwRRyc1BHdVfv799b1gX64HlNbCOh8xvy3R0yzaxRrWM6I5w51p8gydks0a1iMhiSQpDvill0+s0mEOdF2q5ApChvyLaGvmsTbl2x8YW4+jds/NqK7b/+1/86f/Nv/k2++uor/pP/5D/hb//tv83v/M7v8Du/8zv87b/9t/lP/9P/lK+++or/+r/+r/nrf/2v/7re9i/csH3hKEqkEQrgticjrnvHUjFx7u7uefPN29jnPU50h8PM1/czh8MDSQwTpSYoVtGpgClLSkgztppZpQQKJs757shP/i9fQZ4ZwzGCIrJnZYW457Vdu1NGugQvVcN+j6RgA/GQZGRzDnlwShvJc/zaOofjW0o6kvcZ6OoUL7Q2cTclDvVrco5NIFTXgQh1g1tSVl0A/Wyf1ANNVt/TBCXAdiuKz4N0yBzLEdGJ4YmRDCsn5mPl/njHYZooh0adLETvPqgdTskCpTZD9EU0pqSRXz28vTs2ghscITN5T62TV2cZWRVRp9gBkRqvsfBC9mSIGpM2SkmxiLkiYqhOsejritnKSMqiwirGZkaejDkb59OBUjI9HegegpRcAvHrCCMpuu1Cos0QSTwcfpvDsb0uAm6JdDgHDzQBOVFOytvDibc/nvnRb/2IQ84c5nuaNKokkmbKdMIkxD4pT4idQkSkwsBRzZgnTI3WNkoK7mvmTE4HbJS4z3sb83gq+NyoOZPKQHNGS0G9fBYnucd5aAgqE3DAJUX0sd+QFOJL3wZ5zNi4wyQjEjZna+p43ZHEHiJGNNDoJIVCIUtB5UBOTpFwDemie1FlYOCpROHnsZFLbwxLaFOGN9AGeeL+7hve/vbX5DRIDNyVjOJecM1sZnQzNq2oKXenAz4fWVPDLIO+cOEHZpkmmdImpnYCbyGMJoNmbi4M9UDstyimtizoIQXq6kY+5EDN1x3ZFiXlTMoZcnRU+t7RGp6JElRxKllmfvT2J7x5888x1TOjHRCfGSOj+332lNhSo1ti29viqSbSjr7XNpEOQtKFaoNajpj4ziAQSrUQO+WMiFFTR4thFoVmtr170W8RODOc1TOb5VcBN4B3C0SbwZqNUQpvvv4R9w/fkOYz88Nb2teVViaq7MXiy/EjGhnoUA618jAfSHWmk3hxiYi0Qt+dfwi6QA/Bt4/BVAzPFTGn57BzrSYkNNbBkkkGJrdd+BrF49674cXBPwTIBJUhWTyr6oFcmjNKYXo4kpsjyRAXXB1NhdTOtFYpVl5tJoV9SVVAokgcKlQVWp45ngclCaXWKOrUca0clvy9YmY/SiPWdmAB7AVMkxzdTw/urViIldUHksP8bdgWFJWUgnaoQlKnDOcIzCnjpwPpqx+hb0+M8wEOE1YavlOpAJIKWeH00PCXzDz57A5iKahWr4JhMd7OZ+ZDph3n/cBRSNZJXtg0x3MyN+bzG0SNlCopp+iQ8Xl972ML5w3prChmCtbxNJjTzE9+6y9RbCIx74Vr4zhP3B8GX9+94XSoaAkQwAQ0ZXKeKLntGpf43aROxsJpZBeKBkc80hcXBn286K12ASoG62C8UANtpx96zBOThHeJDkMzNCcO53M8iy9qERnkuUbGQIKcjVNrJI1nUPd1U/puvtB7HATVSVOinE5wvqPXhnshqdMOBw6nE1YKo+wNuOS4GkkE1BFPpFSZ/UbTNTqAe8BOGARsuN/wLMgGvvUA+/6ic7b/xt/4G7TW+C//y/+Sn/70p9/73eFw4N/9d/9d/pV/5V/h3/l3/h3+xt/4G/z7//6//+t6679gY2DFGE/Oft6maufmC7oJtgqbOmRIZWIqZ5JEK34zKKcH6t2JtH7kW8v4uFLNKcfMxZXnbWVLz0G/6GDJEL2h2ZjnxuFwj1viKgm4Yb2zOYFSmLKNBMoe2NHRYSxbQvPzjs6A2UA2YbFM1kox4bYtnFPmMW+4bdzd3fHt5Qq3K7YvEKVVTl5Y+8Z6KKSnxGYr65J3jmC4PQzd6L7RV8U0sWnHQzqPDWfblgAfs6PJuPlKOnTu7o1SLfw7zdFaaDVz3+54zplbc5ZrtDXV4ntoLdBDMLVaDwGrCOoVv17pI5CBbU+YvCYLQZC8RBsP8rhxIyM+oeWM2fvXoI6+L568LNI54XJ7DfTo3TGfMf+IbINhNzZpiA1qV9J8h/PEw0++4XoriLy0DhvWVuSW6OsaDjDP4aOqyfFx4HgozK0B+2LnFpvzEGQP5kgy006NWgp/+f/+f+Pd3/v73J6fuSw3vrVjWMmlE+njE90riQM5Vz59cYzX4dHDTDXqni6oJAZ5n9/GIxfwjutG/vprprt7Tl+dePduYVxCKLalDbsI27aSNjAxHLi1RB2V5/4xuIMSPERjYMPQoSiGaMbKJdxFTEm5IX5lbAtIFJcrawTY2IRbxnMOkbKuMK7hAHCLg62WTCkTKxMuj+F004NHnVtifVowhEM78HD+hjfzN9DS/pR7uAOR6NeCpIGoIz7Qnji4UebKx+eVTS7hBKTb7i+bcKlkr1By8MUvn+J3fUOKsPUVuUg8qxiWM8kamxdSvUPNaGo8CkGB8IQ0pxisL7QjibbvpgLiUQAmo02NH/32/5WLDt59+7+zfrxxc2HJgWRu0rDZsIuiH96hKGKDIo7MseUc2hHPhdu8sl4VS0punctjcGrxwrBL9OlFQ7RplbElZOuYWRx2VbBtIOTdNWfn+9YrvowQeo0oGFaLzl+7OzGG8MYHP/76n6NOmf/tu/8HIhf24+heSBmJjmvDS+PQJqwkbmuACfmFj62CXo1t7Lx6AFsxcZorpoap7XTaRLKwYbWUUZlZb8a6djR5HH4s6IJm8rkiHkFzsZwYesMuHawH2FCEPhr1YSbzhN5kp1sNpmbkkjnOZ66XK+nbwa1vqEZEOgy2NJDFqRglO1YmSups7wbqmcUg2ZUT9zzbxvMwLjqQ7TO3HzV6ysh6Q13QHtSZ8KzftYjXsMw0CZpP7p3NKp6VnmZYGp1PCELLg5mKFJC331DmB747XxjZ6d91Wpp5HAu3x59hfTD3FdLE8Xzg+eMjz7yP/VMTY11D85oMnkJYvokyn+9Y0iP9tnGls1oKtt22oNE6oMyF+x//FPvf/wHc4lBTM/B8xTokFsZIbALX4Zh0rPT97C14bdx//RXH//cfcOuDtE60eUIeCqnfaG8PYf9ZCt0F96Ab1RlGMeSDYbeE1xmtU7j3aGeMCyK2u7QbW9fgzr94WfvuPz2idziGMsx2r3nC9WOFPgqj1jhwecLKgZQOeJtgve3Wp0IqM5YvVE8YSjsd+fDhGtay+4lHwteXFztYNaHkQrJGOx75+OHnaBNSUR5OP+HNw8T/+ylxy+EKZUt0xG5bCv3JEPJ++LX4FsiAonDV6BZvZEYDfU7xnT26gL+J9favrdj+B//gH/Cv/qv/6i8V2l+On/70p/zL//K/zP/wP/wPv663/Qs3Ogaa6SRMI5rZUdbdXg2TnVNp+KHipwnJmW33BK33B6bpDnu7cPzfTyyXD2i5R9+8RS7fYRv07d2OyAK+N9FbIlkFhJIzF4j3GmGkjwLmuFzwdItCsm/ocPIYbAOeDaRLFL69UzfFPNObk3ulXi+oPdNd8ekOsZ9FW84M8Y00zSTPmK7UO+fDz5V1C+6Z9hDkqCrs0fMGr7ZEMBg9woA2vQJKT0FdYQyKN6Y2M8/Kow2kD8ohENc6zeR2YLtCn43lwm6PpXhpyKNyA+ruvz0Uzn7PkE/cxg1h4J64eoEcDgnDnNfYdLPg/5bGLb3wYQW2jhZl64KQULcQNC3KwKPNLyCWSWqsvuKmIVwckFJCJ2Vqja/f3vP7P1O0GnId5BRnhOTwktYmukV3oCguhflHf4lyrnvhaMxlwt3ZSqN3qLcbRY1TOZCs8Nt/6bc4v73n3f/r/8mHDz/nejuwVadeG4/iiNyYW+NqeUdUx44iDUwc2dvfI21RKB6+wgRudWMbf4xnATPa6QGvFW0z/cN3jJ06EYWcoNvAdcPUYRnkpBQLR4etLIxh3Ho48GhOwc2kkTNcTbE+qOKYDboluqzc1Bl0xhZiwCEgEhz7LFA88zSEscpO2RVSMZI0TAu9XwPl04pKIm+Fnq/BR51n5trib1nhKSmjB5Kd02m/Tk4ZkWyZh1LOlfJxY00rz88x77p0BKfTGGViyhNdT9Q06B8+ofYc1px9dwhSw1EwqElIHsVAqYHMPdTOe4OtJ4YoJgVPA8+PiK7I6NGd2P3atVfMJ0Qqac4sy8ooBUpjcEGy029KLhmZD8jHn+PyEXQXDpaJstvt1TKh4pRibC3DN2/wP/iEPK2oVtydlULaFmiGpGhp37ozDRiyd5EUpDraK5rYnW42ClARltj32Xo8TyUdqYd7lstHLA+m+Ug71linJEg4G+GYJBZ81JRBcMqUKObh1gBUduaybigLDGfpjqgBj+SRqJJJlKCO9aAgiGgUfp5I80y63fO43Bg1IcuGXF4yFDJhsXRjqGAWtCFTZ+cUIV5RG3jOWG60anynkLrRyJCM4zwxz9GXSBhrv0EP1xQk6AR9A0sC2ZjmmfERRDpelCZOaXdYVdoQ1ueVy9qBzGuwWHdwpedtLwgNLUY2Q9Zo7UenzsOD3h3NTnFwnbFygmVFtNLHwpwGk2n83doo04FnC82DHBaO5cDj9ZGlZwYdq0JtCavRlX21BVcH64ES71kIe/wJqWW8X9g8knU1LVGIbjtNB6We33B3yBQfPB8K6fqMvIIrka5ouyYHTWHL6xu5aIAaU6KeHkhzw0ikj5lD+zHL9ffIqeJfzYgI2QuIIUPBEum+MPoRvTwyNJN/dM+cG4+3J/T2SF89GnGDAOFEQ5gNezsG6GFI0M2YxuCmCytzBNIp4fKlQrcjt3FBawKfOc+Oe2dNkKXTa6Id3vLon/DbwAU8J4Yr3RPX5YqNjTGU7SV3IxvFC+lw5H4+k/JP+PnPv0XHjV4mvn7zDdMspJS43TKbrGjOFNYd1ItwP9OOecMd/OJs24akgW2CqHMbnbvqPJIjlKx3XI3vZ1b/ZoxfW7H98PBASr9s5P6LI6XE/f39r+tt/8KNMTrDC0MM44IY2OaoPKNFka7kHTWtqpSSsekIn8IZot0fme/vyS4Ue2DLhXz3FfWuoe/eMzZhuxnihl7DS3OVwpQLUhrkRvOJD/tiI2PDdope9oFtimen8xEdFdVB7x3dBVXCFptNF5Ia6gfaDLd1JbWKjkHaFmqGkpSbCOgN04zk9JrHkFJCsyNLQkag2EhYWoWT7+4u3vcEyp033sfei5NBeziAPcNqZJ+Y20wpRinxb+r5HlOj+xGxM6McKOuNYR3TjEsi1wldK8vHBHYN20Uzsk0cmvLp4wfyWLkIjOQMh5xgs4Rr39e8sEry0rC5cqVHJ0JAssEtB3Xh/kw1WG9/HJbh112gVA8kLdy2DVLHLOPrRkoTearktnB6+5b37x6Df6cbU8l8OlXWjxFhr0kx37huHSrcfCZ/8zXtXIO/KeEXXVIlW2z2dc00MWprcZBLE/mo9MMblnUlj58zkpHHBDnRmyDHivWKPrIjXoNw24s2cp/Dqkm2StMMY5Bm48MVtICaYa1Syhx0jDSxlPj8fThDO34NSzNxJYmxMgcdwyH1hWVc0acN740NglM/CeksXJ8JGkiP1vY2RbHQxVBWxkUYw0ijhr8uA9dE6gv0CzY0xJ1jo6Bkt3Dqkfi5mFBSijjvnJA0Qw6PZS8V93tk+xnLzUm5kUuiXjMLCz6EzWLDOEzCeklUy6yiWDduEqIjT4LlSskT13wk2eAmkOwGsrESHY6eNvIGKhtpqpAmPD1SHo6oKWP6Gvm0AIZqpxbDSyHlJ8yekN2bA3dyWkmaYTRAqE2QGgyrJNDF6WI0M6Rk6nHi8fFGfveevjzjOWF+5O74FQC1HRkk1Dpldr7+0U/59v3f51P+GCLS2jBTrDyx1hs5b3QdpAHpWTBZCHdrRXMwV9fWWK7vQbfwcrcbanCzhbSGVuRcZkQ9nsV14fT1T0ispFpZblFsGSl8zXMgtFJAaGitVDXmrjyO7XvuE7prRURHdAFE8Nwxz1jJTGJ0S7im6FyOC2ZG88Y1TdgoiCrJAmyhGxdLJA2sfZNOHytqKSw5U0LYKLniLtTDEc8H7u6+5unbj9g6WC0zlcY0n0mtc1srLXeWZeVqUZEJ0MdOkauOp0Y7PbB8bMCGTXfAyvmhYOuVLd9w0UBGAwkAbqgVujnjcImAtB6HA7fCWG5xfdRhBL9cdMM103IEwKgFEo6EhVtNR47TiWVs9OlESwdaNdYB5zRzKm/5o/efsHRmjCt2MMrhgdnOWNpZ9YHBIOqM0uC69yxGdHOsJvSWo/g0CSEuu92nvXDAA6GtWUhX2MrAUuPZb/QlqE6ySFCHALVETonNojNh2ZirU4piqXJbr4gYyStWV1pqQVfRWGc8D2RO+PwWv92D/iHiQpsyNb/h2q/7WpX2DmrYrXapYMZaN2znjkfXwXZKfsJV6N3CD152F31riDWEa1DzDE5f30GeSPU9w2Euznz3Fe/sH+J6Y0iIE8VK/Jt1ZYwI2zIxunfUlXQ/cXe850cPb7gtiac3f8xz+mMkG6e7Rqq6i9YFF8gNJq2kx8HTiPcRL7hkbuqk4yN22/AxWNegUNXS0HPD/1CRcaFuwvgl68PfjPFrK7b/jX/j3+C/+W/+G96/f8/5fP7B17x7946/9bf+Fv/2v/1v/7re9k8d/+v/+r/y3/63/y2/+7u/y+/+7u/y3Xff8S/+i/8i/8V/8V/8uX2G/1/GIBZs8R6RHb0zm3GV4ASqSET/YsF59gMlGTdVGJ12OnM43nF7/EjWwpo68/HIPJ3Rpw+URVEr6Kah5t6uoDkW8dMJnRJuhomgsnITRd0RVrpDcSelwsUuux9gqIb1Fg9bH4ZLZhNhTQWZG/m+YJ+eKXcb4+YM37ApOMyy7YI0CxoDt/3/5wo1imvb4CYhUNxEsdsSim0B90jGGuZRcKsikpGUOJ6PPD4taBqBUqeE+wnf471zO+BmvPip5jTRywXNF/BBr0ZvjfKp76238PNmc8pcITvXTx92FwHYg8YDxUsDeRzoXhCYBg3HT2eqF/owxljo7thWMGm0Nycen26oOeu6WyjlRJ5mNPme4iWYGWlkkjlpKtxPP+Lt/V/iD+XvULQiLkhuzC4813dBrbFYuBiCWEJa435uu4HFzm81J3u4K1iC1AuWJRZVAulVm7F6R60b6fr7qBrVjSdNbFJpk2PP8AED6cFtdosNdlMsJeiDapk0wpZLkocIRh+xnDnMZ9ziUJMkmoiLF64vJ7ElRJJbqSxrxr1hu2c2ONKvZIyuztCE1I7PDmlm3L4LUW03kgmLeHh2j7AlVFNGV7KEsMsHkBLWDa4vgmFImvA842a4KsONsRIivejhx7+rjWpGqiWEg3Igj3v6eGJLBUuFYylIfaI/D/y6UWUhmcZ9UoXS6ZewOTSFkiaSH3AvMGfe1IUP3wq+Dpba2VYh57ge6htG2ITiM+aDdAywI08NvY7XwqnMldmFmye6CfqyZ6W4rnrZSAbuCU9KF+OYGs/5fXw+3TAV1iFYLhwOB0YWtDvmzsPxnvMcAsmUKi5CV6Va5f7YkPt7PrzbEG8c5juuH79lbBn3KyM5JcH1ppQRQeLrptga+gq00NUCVTWn58H44EGx0UHXDdeZ+fgTzASxht2U6f6eqQqaCzJuJISu4Ua0ZUW1I5OS2xzXvBjahW3rERIjCboxKLgKYEgfMR+VEDxLBIFIuKojWUgjBHdumdkmrj6z2UY1uOkzaAjcdU+hDMFq3H9NibpcWBBSvWcrE2IZswPtlPhw/gNuHy6gQmqJcr4n2Y2yXLHJkU9RiA6FLimK4v3/11Kw1tCSsWSYOlobZT7hTz/nWoLCMxYnkPcO3rGiDJ/o8sSmkHv40SdJdAma1lCDTeMglAaZTJ0T65ZQLQztUbsP43CameobrmmlzyeyZaYkjM04pDPH9pb8x/8QE2NRY6R72mHibv6GKf8eP5PfR7dYS0VHFPNijGyMHrYptqdAviD8ogm3PSHTgrigNaHtiJdEvS14VsjGVZ2tgojFujgGvoJZCVFj2vB5Zt5Fui2Frdiab8jJ8SdnSpmpBAdezRito57I9cjh8FtwNVKakfVCmzK5ninXTySegjZlfQ+HuSGeqN7DhnfrbF7QbQmwIXVMjGuaQ2N10cD2pZNLo3riMhKbCsUSeap4KWzXhMiVbI1TTvxhdaTfMHXMlJwyXXYntC6wrQjhtjWaUObM3f2Ber7nsGUe3v4Wn5YVdOZcHJ0O4BosL4kDvwmvQX0LoU2TZmTJLP0KW4a+YYRTj5cD9tUR+98+wLZGxsFvqM30r00g+R/+h/8hv/3bv82/9+/9e/yP/+P/+Eu//1t/62/xV//qX+WnP/0p/9F/9B/9ut72Tx3/3X/33/Gf/Wf/Gf/T//Q/8dVXX/25ve8/6lB3ZI5N1iQoGeIJxHaBw0bH8ZTRdIfkGaYJPKOpMtcDCcHDq44igYDV81donihTIaWgorj28KfVitgd7um1/Tx8hFipbVheGT1EYZ6cPoU1l9fgwYrAJuELEWEzCe+JzITlTDnfU370Fj8dyKeKHQvFEy05ogXBwAupnoMrqo7NCa+KyRrBHeqkksKurQQqoxKhF5/DbMKSaySBZng+4/WAyBwiu5Ro0xHNKYqfeiSnsGPKYkzthLU7JBmjRntarJJLwcwj1cwzWgdelDrPjBQiHREoQ6milFUpqYe4T6JboRhZlZpnbDTcQgxiIwIdAJI3JOUosEzQnGMRnY7BIS8dLKG6ktNGqlFMak7BRxbFPHIF2+HEnAqz5LDji5MJkhUkUQ9OTd9flHJSaspM9xu9tiiy0rxHVscQETxlPNWwHasJSbtY0QZajWJOGTnEXX6EJjAn9FzxUsmiVDEO04G76cShHNEM2hJeUgQhiEA9k6yQa6alEIuJxsfKkgl8xznbSsqDmUbScB1IIuQ9+EJHCIAkh31UUsFGHGLLbBTd00oHoOwHo4RZig5Qigh7sb2QlhTiM80cDjU4ii6BzCehTI1cY84UyxzTmUNuONCSU0nhFW5OTpnzlDnUKVJUVSAp0jJez2R3TEJsKrvV4tQmjoeJqZ1pCOeamTQQUXNwH3SHzW+YKm4DMcez0+4n1DKqih4zY7fXlLyRfWY+ngKtH0rfIuXOUabboCwXUo4DiZjsh78Ea0GlBnrnCfeCSsFKtLqlJrI79XDAPLaclDJFnSrOOWXm1JgPJ9qpcjzuwqgizM0i1CILm1RMZ0wM8xyHXA0PYrGM2oZnIY9O1hZF0x6qIwJYuKa4O8kMzxPZctiPpoxawXPa3RlytNmLU6yQUo7OzunEqJXNnb4ZfYSQTMSDR58T87ZRGJQ1aCk5edi4KgzvaM2hGfEc3FZvyDzTzieKHRGtezT5CPTSHLEo1rTEXDRxiiZambB6z7F+RS13PBx/Sk53JNvXpTZRDveYT1g5klKOrlCPbpOZY27MKPdWmOfKNB3RUkhHx04H6umAnQ5ISiHWTbtl3y4k3Ui0dNgpGwdKPWKSsC6UBMtLDK8Fn1l3SsxpOnCqd7T5sKOiYMkp2fB25O6f+WeYvvoxNR3CBrBlWm07B73g5hFhngKQqPMD07kwzSdAWUl02Z+LfGTzSBTtL4mQI2K+VGKdztjurhES0qB3TFiZGDmjJWFz42iF5EodgyGZoQGSmWbSBlkSxzLxRnJYPbqS64lcG7WccJ8YKaPThOziwqyJ7hmxeO3dXeP8MJMs4+XIof2Ykg+IJuahNMB70AxNB6r9s8W2dhZTFi2oKFILm1RmnWipcGgFTFiy46XjhzOu9zSZcQ1fdK0V8YQrHFohp4qlSq9z2JWak7eNZEHBGe6sZugudtVkpKlQpxMlFcohMZ9nPB9wq3g+oD4xrERglkRKbhgM6H5IJtb4CnkuiFh0nbzgOZPrjE8ncnkTrmr7wWl80XH6TRr/yMj2X/krf+WXfpZS4nd/93f5q3/1r3I+n/nJT34CwO///u/z7t07AP6Ff+Ff4D/4D/6DPzdHkn/r3/q3+Nf/9X+dv/yX/zLv3r3jX/vX/rU/l/f9Rx29DzzPiCSGCDYEl8amC2W7oQlqUsQPlBK2O1M58qk+4hCcXhGsGjIn2Dr1+IC6ky0KudzObMuVTTQM5t0odqBpigctBTdwk4G4kDwEXWMVKAXzfdL3cGFYV2WMzKKRGJU2j3ARr2g+MLWZ21ZJp4/wvLKxIDJFMWlhASfWmI53yHO0uMydlMEmQT5GAdR9528vRgrcgSqFJ7+GGOfWwynAnaEZ9wPZoecnrB4B8OToNNHH4HB8oGTn4dy4XY58+tRgvbImME9onckpAlfUdC92gseqtUWUOkoXR3jCJFFH+Cav24ub7G7j5Uqej9HCT4XBIMkV48YVQdKgpAk/juA7dqUXI6fMNL9lOXoYNndBNJPI5GaMqkh7QPIBccHE2XxjevuWK5948QsYwKiJvq1s+Yh4UB6+HMkypTrNjWcp+KZIaaRWv/c6UQlEV/YNSQvIQBwOudIPwuHJuV0al0WDo38Q+AguxihGkUSr4XHBOVPeZ2DjrvWwnEqQzl8jf/QtyYxbujCW234PlNNIsDqmG43CWvbEvpFIEl2Rrga+0kdmaKIU57n3oDJJFNOTK5eUYF3Y1ElEAWmSaec71uUZsuCpYU8JSRYJqToh+QC8uK4Y5huugmYnpUapF0qdOB0P5P3wm6fM6XZgXjsl5X3jeSTZwJfOkpdAi3ymPpx49/t3qP0e+Ib4oJOY7xqHdoq2cA1BrqSG2AWXPfBJAvkJwSOoV6zWEETvBW/xjJWgFjUX6jThUycfCqOEONncMKmIVYZ+eqVrqSljA3HDLehTtU2sGOvcaJ4YOfOpEKE5OVMOmWl/DsWMfMqMyw1NTrbKXDLFA8FP1uiu0AuaZp6Tgc70T53iNbpcZuhLKl2Cc6pst07KiXp3pL8f8BQJd2FYunBf47u/2Ki21Eg+SJ5YS/CoXQzdBt0kOnwjodlwz+TpAPVIv+yuDiTUBmoR4tE1M6fCyg0bFpoPI8SriUD9ikF3hmXKObOtTtFG1Y3ku+3oENRfIunD9UE6qEHR9PqzKR2Z6h2pZOZ2R62Vkmeu9i0kpeZEO1S2SwSlaZ5B3weY08NDPVmiJSGlQpnuMK14nfDTE8eHzOoH0vHAeH/Ap2e0fEKvMMqNbRBH3pHoNQd9Jj3i2ulkRGayXrjKU6ybL04eZcJb5XB+2N08Bj0vqHuE3tSZ4/SGcfvINR+YfeYdHoK96uRzYZo9DisCOWfm+UQ5OHdHYxqwbEr3zOpCLo0rK+vHjLPGmm0a3vljv8a+p0OOyLHQ/WAGYH5ESkFTYRKj/axyTWtYQ27RzYxQF4W5MJvhVtE0k+aZeTrRx0DkQp2+4jn/wW71qGQrzBgHd0wrh3zmcG5sT4ksM4ON03zHSEc8lEohgHVFrntf0iKrgU3oYlgecE2IbLgkhhhJDB+K5IkP2dl0kPMdLScen8I1yKzEmk7oZ1Kv/GT6bU7333D35se8/9kfULKjbpTSuI0UQluLjrJSwDe6KUkrLvv1s8Z0mFnaxKCSSot1KTWsVHS74BoJm2MzdOsU6ZQ6yLWS+pFP9olNB6a36GbZIBehWiVVj9CbYr+hpfb/gWL7d37nd37l78YYvHv37rXA/nL8L//L/8KfZ5rkP//P//N/bu/16xiiEq19E5I2Oje8VNq7Af4BWyXEVFMl7xT5VGpYeY2ZyQ6IO/l8YjscGQgjB5oYKWWO1bDY6ttgFKPitHxg8gPFCmYSkewaQjFPzthgTRJouAUnW3sl24XnvaAKWV+o70kpTri9Uo8ztkK5/AG3qwYKVRqaK+qKDqfqgZQzqwdS3tqRVAppEXjakKR7y67TvaFbRzfFd+eMkOCEm0fXDbXKlA+stws3L+yKF/CKJmcbyo8fYmFJh0K5HLlcj9zSGrxhDdpJqYQ9kiqSJNTcKqRDpi/RjtxGuDU0r2wSMd0v1AxQdHWGJVLKzKniLSPLxpCZS0oIDrNTz5n5qfGx/EPG2LhtA0/OdJxY8sSjBFInakieSW++os1Hjvkh3knDEmpFKfcn9J0jYzBkRLs9VXTNVA10Mv0Csl3yTMtT2LB1x6ikcsZT+97rkqRA3LWi6hGURBwo7FiZTo33P4+wBzNYSRRJ5DrIlyUEfFk4TRMiHvSNj6A5Y7bSWnCcD4c7psMJud3oAjV/BDGKQZOJdWzU4bRkXEjcLqBbZR0dFWPYAdJ7+i1QwPtWeRydTieNhpeJdVwiHGYZ4d0adjpYUzw1ci4884GjzGHxCGweAknfrfJUK3332R0utGEkbfgpnqu020ZCCIt8njncHJcNTzM5GfWy8Ny/4yodpKCa8LlR5sT4IIhudBPKCsUrno8IT8zTMVxazBExuhZSarA+BXXqcMS2lbnc460hs2JtT218+4D//I/paQnHluT4VJD5EOKrHhxXVNECY8mv8zrnEMWJCbk4Cae2xHO+i6AhV7KFq4nkhVGM8/3XzLtA0szDk7wqmiem6Y6rvY/gHs9YOXJ++BHbeuOar3xUEE+YrCT1SKakh9BwE8rdzBgDfc54caaauBE0FfUI1dHk5HNQaGIPerE9FDK+C8yiQDEfQV0zo6YD1doeQpJp0z12uSFyQ/uNnJ4Z7DafPYfI1MHOit8f8J73fATo3qmeWNKBnB64K5U0vw9P+OueGMl47TkPC9SVAbb1oHbxEqIjeKrkOtPmGvztOtHuJj49lV1gJuTjzG0YxR0/HRk2M/bitychpY3T3RmnUU9vOKTMqoK64loox8Q8PfDEH+6O7Pa6ug3ZgIxiuCbmvlGkoHuSqrqT0kxZH1nGhhXDyJR6BCvkeg/rE6QFSzeG5aBbSzjoVJ1oaab5hGlhlWusy/NMrhOelVUG6XBGjzNzmannI46z7k4cNqAU5dNqdE+7r5UHKNMVyS9Cyt2DOoWzlCTFdm/aUo/YuKew0bJQj89wES6XKzo0qETDYUy0ciBNG+YzUyvUfMTz9LovTLPyaarRSbHdxjFXkhgpn6i14m5IKqhFpLzlgrYWh7ulw9iwkoCM5BspwSXP9P6eYE4JRtiLFpsi5dgKTZR1PKFkimx4m5ABLo5aptWCJSEXYyTHN2Gaf8Q0nfjq7Y/YLs8o0XFxC5enAWwelpekM12fAQva4l7rqSbEG7lO9O6UEunRtncIsQvswWeSFbkG9XOURJ7uuHVDnhvcwihBgFo1Pqu1mFcjY/rix/2bN/6Ri+3//r//73+dn+Ofjn0IRLs6RXoUUrGiWHa2XkAmVPU1XQ0glSNwQCyhpaLmYd9zuKcPJefY/FILW7vqlWX5tPvpKrMVaouiylSp8xFnsN5WtqkRHq8rRVbUKuYedmerYQZTSny7bDslwpHkjJsxenh5zvPEbblQcuGWBGkVb0fKfcV+z5BuuESb9fjmx/Q+SLniadqFNEG5ICuDQbZCvzxGHLgZ2BK+2DK4qpJSoraZdqp8etyRLHtB5Izsh+Ddpv13CJqMejizpOdwR1ElJ8M0MaSBzMHH1idUjZwn6DdAwuJ7QLHEUwn62tgjZSO0h0hIk8ybtz/lDzxDIniCGW7mEZeejFoqpU747ZFtBEpa785MbeJTTuTnzm1q5HLP3fmBN+efcrejhZoKOw8iuIrm5C3eR9eVbbuxbuFHXOaM2fcffxFhamdKqsxbprUz2e+xWr73ulwb89L5efs6aBY7cixspHqg9NiOVQTdwokiTScsP9O3JYxt1DgcT7swq2Pfgsoaf2NHk+a7mXaX4dlZlxulV4Zt5K2g7GLaFTwFGm4fhEwCKsoGnukSz4VIYSqNxC7CIpGLs0plabFxokRs4CqUrOhD8CXlk5N8gq5h2ShxTdt03HnUyjbC8m8zRxHmdgy/AvVd8xDdgXJ35Lo+0u4KtQZf2U+J9N0UoRkEbcrc4zDaMl0Lmyxh0SnQSuZ4voelkuYTxQfvtbIN5WoDtcwYF/AIj0qqHL/5GqmDiwvdJwCszbR2gOszrlBLQZLjKb0i2MjuROKC5IwkJ1fDXWAYtR3Y2jOrXqnTAbsVnloiGWw2hwDZbqQ8cHdK1A5oSiEEZGM6vCXPD4j8f7D5gFimuvHmqyPLeuGjJ+qTMaRRZkMef4YNoayDTZ2rZnKZ6TyTnxrZhVobUo2n7mjaMFPcnJKVH8J6rBTKLbOoBUooPZwyciFJbPySEofZqa2QU0Gfn0lpUHrn1g3tsO62dlJmrCbK6Z66TMxaWdKVoYqXTN0mkp+ZppnlOjEv1zhEyBpUKVtYerhqZBVGHxHgNATVFEUpcGgzJRfa1Cgi5FxIxzs8pxDspRSHjPuZ/jRCj1MNXyWM/zxjGU4PdxS7Z3ozc7pv9I8/4bLeqBVEElmMJwmKoZjsrfqYG9kDnAinLCVpZvCIGXhJ9Kvhz84xb3R3koRLh2qJ6/NxpZeVRZXNCiIrIkqag3JnJYSlLhbiX1XEGq2mvewaWJnI5wM5NdpcEY/cA24bU3ZKqlS9cUkKklmpyFwYHcbFWR3Ky7pvLQ6JpuxBsLRypqzvyOrM5YrZx7B8LR/hQoBXpNC9zI1Wr+Ss5H2N1Z2a5mnF6hTizJSw/Q1cjVOa8NJIJe7jsmbOk7Btg5yMXAt6SNFJC+U3OSm37pSS6BmWJ+KsZhraCnnG1dBcyPMd4zqgd8atI2kju6OjkMuKT4n70xRieE9Iy8EAfDth6qEHu/8K1gtZj+Dv4tkBNgmdgpuwaeOWZ0gNy4n9fE2SoMMmCyBPOvvBLZJ0kw4g9EhrOTJGhMZ9/fA1Hz51fu4fwQuFjdv2jEtG7wrnufGth5h9yG9moQ3/B4rt3/qt3/p1fo5/OvaxjA1zxyssa0Fsg5KxdmV7SjAW6mak/Dm5cSoTxXNwgCU2dRHhVO94HAveKnaoHPPENjaePSKtodMHuB/RdA6OIiApFrZNLU7EWZDn4LmpN5KfwK7kURjLBc2V/L7viHJBSmbclGFRLJbUyF4pWni2hHqnTUcslV3NvcfdKlhLsam4QsoRyZrWaJd5tMh87YhknAXdxXeYAhlpMJKgXqhTxQ+Z/NQjrIOdE2/wEnqhu+ixlkSvxuOi5GJ4jljtZC3CfKQy5FOo7/d2W2oFT43rNlh1Ay9YgpE6iQVUw00EI7dKacI01ViZjUgnmzpPxcnHEFFNxcMrdEBKUcB5KkzzPdX+AE8X3BNMxpQL96VR9khEU8dyJq+ZYg0OMylXbFkYCtfbCE54rpzKIXigXw51XIzkM9Wc5kdqnTH//uv8lEO1/zHmn+cC9QDbnsI3QHTn0qeOeghqDKPpoA8L7vrDCS3OtD6R8gZDSF98pqpGmia2cdvtuFJsomVG9IQ8X0j1GctGkorkTro5thqDlZGFpVTSZngrEVW+zSxsFJxWw293nB19BlkFlgolrBpTrqhnrhvhAauJG8uugp9ozTE15kOEpyyS2PWgeFKSOzkn0qFFR8KEeXb6Wnn//houBNlhzujtnlonnm6dnKKIESmYTVStXOwTR4GiG1Mx6pQYm6IlAlbMw2XAbKdAbQm1Fc8ZQdFDeNVriyICoN0fmPMMxckizHPGSsXmY1C8ngaRCqrkUujXhVYKeacfKXB/umf78MRt/YCIQgJLhpdEG4rt7XnLFcvltdC1/RmCEfoTT5RcqBaJsy5OOhZYrhSZmC4dTQfUL1g1+qKwxlwJVFJJ56/I1wsHHzyUI3+U/zhoV6LYKhSP+/WLYwyoPrH5Y1jS2QZ4JG5qfJ6RGjadYi1rM54tLoAI6kISjejzsuAtISVh+Q6bZvLlRLEJXxbQQitn9Fbx1mieWXLlwkReNq5Jg+fOQJZwgBFC0O0OOSdqmlmXn0OHdr4Dr1GgZ2M6ldCSWCCOtoMMImGbankODvgwGBEAloB2f0dt95ScUPdwKXosiAolVw71zIfk9HXZ0UphlRti4UySSsLzSvHoWnx4nGOeWaztZkadMq6DRSIYxrUgXmieEVn5aI/ctDFkBY+i2iUADyAAhJRQjRAaL3vhPTZKNUoKnr0XQ5uidPKquIXXeCoKaWNrTpKMtwpPAmWn1Ikg1hHNwKDmTm7xrLgnzu0tQ+D0sJLb73HxBB9CICpl48REvQtRbPJC1YL53smpBVk2tlqic1pzONXsepikhSSFZhu5xVrTk1FeUt8k3E08hd+fiEUughVcV25SyJZZRRiD6GRaouCvCHNKzpCZZRkoH5EqWJ3wXqh9pR0Sbdr1Q9qAhidIWUGE+e5rnrcbt23BkyC/p6wpM/aI9DQElULyzpYaKWemltCXgCkV8utTF3NIU4ak0RXQSEuWPdxKXKnTzDwdWOnM3ymfNMAN7wU9FlKbOB2+4s35xOXpY3Tg/qIh2/9nGefzObyd/5xGqpnp/kT/VvGioM7x/sTjuyu9g8mFUmfeHGfefPUN9/f3fPPmLe/++GfUVLi7O3M83VPyytdffcW77crpdOZ8PPPxdIa1c9m+43l9Cv5TyZwOEw9vJr756h4V4cd33/D7x7csz5BTpnpm8xtJQ2A4tzuu2zNNC0sRxpKR546NWyyi+cDaOnZonB5O3L39BtYbb969JfeObp2v7x/4g2+/4n35+xiDNCXe3B/JS6C0d29mzj+/Y12Nd+sVua6knJGsHItw/W7BWSilxIKljrYQnKiutDrx8OaBx+3GePrAN18fuL+/5/zmR/zx6R+CGA9v7mm5ch2Qrsppgi1dGQ9Hnvvgrp14uLvn/c8PpPRzlISlMwq8+fonDLlSThO320DpTPPMMm/ctNP7glYYHzNFjDxlzm1i8oRPx1g8x5V0UubRKaeJ0+keXzN/mBLXnMhbRg+J0/HM/NVvM/3898ifKs1O3E1f8/bt13x9OqFWubufOR1PtNZowI/enPmwvOGPj3/A8jGKgW2aUJm5y41v7n7MVz/6Z75H6dpyYbleOF1/DptyanfctzfcPzz8EvWrHSa++xT3qtV7ptMdshn35wNlg3y8J29PLO2BMkFNcchKJQ56D6cz91+9RbPxfClR2G5Xcmvc3d2hXlme3nB+N/PpJsxNuFC5ase2EyYT8ya04rS5YP7A9blEV2iB6/aBLU3UaWWYMd01zocjuVTS0km1MB2OuDzx3o3y+MjyrOQlk3f/4+PdibF08lTpz5X2s9/jpp8iEGeaOBwOvHnzhlwqVx4j2vp8ptnE6XSiF+H45g130wMPb9+QauH27ueoPvOuKHkYp/lMOhqf+hWZZ4Ze0Fp4e/oJ4ice24m5VPpaaUmRYRzu7rg7H6CvbGlmFKe2xlac2QbHeqLXhPVHWi2oOcf5BOnGxRPlcOL+/p4fXX6LPzr9A3g2RAaHw5l8Sly3hbkeeU6PrzSRMt2hVzi0A+b+at86vnmm6sYffftInhqPt8x8f+B076xPNz6kxGXXoZzf3jG1zP39PaVU7qcz27by8PA1d+cz43zPjy83bj3zkx+dmO8KYxTGd584frqRS2ZUw/Mzl+cQRvoSYUK1Nqa7tzw9PXHKwldvv+JD+n3WZcH6hqlymmfe3J1fP3vOsSlPE5xODyRTlvLHrP5EkYSWjmjh7s1b3v72b/HV27fc3n/L1z//lj8sIWJPWamHI8+3DVs6xyaUogyv5HniODXO5zfcnb7iU79i+cB5fmBRpR7OvHl4IMuCfLoxeeHDDb71/w1jY6wb4k4akNfESIVTOzHVM4/bt4gY92/esA6nnZ1jmTjd3fHm7Vf8kYUo8XQ8cH7zlrEsXKfG8Zs3nH7vD/jwfA33BjVScn7y1V9CU2aqD8zHMx+3Mz//dOJw98DpOHF3PvN+aixmeH0HxeG2QXVKLZwfJvr8jKXCKpnbdaGPQWuZ/pjgdo/WC1PR8GQ5nHC9Zz6d8P6MdHh+/5GqzrY58+nA3d1dCLKPUaKd7r4iPd24f/MNDw/3nE5ncm3QE4e7E3f3Dzx885anp0D2t23gm1BbppxPTGPh9LFxWSMRMU+F+unAlq5YLhRbSGmQrNL7hZKUu+Mx9o3ze9LuRnS+F6a392zvL+hHRcqgOhykksvEqU18fa5gmeaFu7s7PtzdIapsy423D/e4/ZR+W3n79dfU6cBX37zl2w/f0Q4zh7dHvvqtv8T1qpQ6AZ3D+Q1fff2W93/0NR/qBJvi50HpwliMNh+4eeJJQL1HevCUGZcTJTd0ONPdA+MpsaxX0uWZVAbHr87wwfGcuf/tyjdff8NXP/ltavtd5HYiF+Hh/MDhzTd8e31E0sbT7RMPVvlw+CPeT99ha2KMGy6CpYS2jJQDx9M933z946CdAtfxBPd39GXj7uEN5QbHcmKZJjZdSWNQcyNvE/3pHe7OcT7w9uufwM8fabmiaaMUR/Iz5e7A3f2Jnxzf8N35junp2+COo7+R9tL/RBTbf+2v/TVut9uf/sJ9/JW/8lf4Z//Zf/bX8t7v37//tfydP+u43G5sVyOVxu32kTFgWcPLeu0bSQTTFcF5er7y3XffsTw9UT2jAu8+fWTrSskbz0+PXPuNx0+JlIXHsYAMbuuyJ4jdwDaygy7PvN859su1U3qmpQdWv9FlRvQjlgbOYCRDbjtyoo11OjH0W7ZlBW30LPCpM1i4XJ959+ETAM+3G7fnZxDh49MFIcRdw8Ha4LbduH76CIB9hKGGtQbfjvDx7LegqWiJdrspPcO2RFuzSoTsiCrDlMvlQk5CaYoJfPfddzxdr9zShKjy8f0nLn7hBjxe37NtG/3Wgx9szrIu3OTCLTm3PFjHoEhDFK7XwcoW9nIolhxTZXneWOpG1xvChmlluCGbsfXw4L5s4aISNo7C6LCug8fHJz49LizrwhhrcOx74vnTBwoTlk8k+cTIih6U7lc+fniP+oXx3Y1P1ye2ESLbRW4s10ukhEpn3YTVjHXbf7/mX9JU9OcrT0+PXK9b2J/dVnp65rvvvvulYvtyubLdYhF96k88327o2OjjyvU2sHyHuLOtzsaFy7JQVeCmsCjX5ytPtwhOee57PqjBZQuLULHC0/WZ9bYho7OtG+tiUDQ6DSgrK5flRn4SRlrpA2RVtj649cSCsS1X6CuyLNxuy86BHGwO63ZlpXNbrww6224JuA1Ylo3r9TkS2PqAbYuktN1+kbXD9cZ3331HX0JF3zuoDtbR2daFxTYuy5Wn52c+PH3ELs98vH7iNi7c+sI4GFeurBdY1hvLdmNbYVzgetlY+cjTbWFdNjaIlLghXJ8Wnp+u9L7Sd+/hTS7Qb8gYeBKufcCtsw3YbitP/ZH+uHJJT9zkA9/l79Al0dfobunoPF0f2T5lrpcbXR1GFLS9s/v+K9s62LaF7777bn+mH7nKwrJd6c+DTW7QneVa6FeBrviiZDE+fXrGt43vvvuOy3OEAJk6t8vg/Yf3PF4e6Wx4XtnGjUVhk8rTRXm+PjP6DWXBb4N+W3leFzYixnCsN7brM+vtygrcLjfWZUU6GIMsK7J2llt//exjDMaA201irbxc6auEjWMPb3+vxrYtrNcr7z5+4rHfuMiFTkf7YIxO3yLaXHokzG63jbUsyPXG4/XGJFckD05aMHGuSw/tyXLh06dP3B5v6E2gzqzPf0RnRbeNrQvaB7Jz0nQDXZXRF+hBqXu+PrIuziJKP3bGU2Fbe0RmA5+en3n34Qn6xrqubH0XsxnI2hlsmAhjnEhdGM/ORT7Ru5I8aE3XbeNx2Xi+bdzWlW0Lwfx+EVGFVQRxYzVl2YStD0RW1pEwHSGYT6EbEu24hFhwXT7x6XLl+XZjWVc2NxZZuV6X173X1rTvSxsixtPjR56evuPx8onRn2GsLALP2nn3/h2Xp+e4Xh220bltnet6Y0gnjz3p1Af3D0f+7u8vjKUz+mDNkayZFKwbRufT8ye+++47ni8feHr6SPLB02MOkZ6tIc693BgI23aj3xLL7cayVkw6V3E+Pl95vA6kPzM0c7kuLNsNbPD4/MzzdWHZAo+9dOf5efDxE1yePrD0oOs8P73j8nhiWS54cfraI0AnJbJfAee5h9hzsCFyw1ti2BOJzEjEfnWLuaE9Qpu2cWO9bbCuDK1cb0+8e/eOy62zbCs6GivOx/cfeH993PeHC5sJl+uF27qw9U6XQR/A6CxmrJbBjfcfPrzuGR8+vOdxXRnAh8tHLs/C8/XGtia8G9sGi3dS62wLbLZwu3Wuzzcua8c6OM61f4SxssrG87Lw/PzMsjlrr8gI7+6XZ/zPa/xZivt/Iort/+q/+q942lXlf5bxb/6b/+avrdj+xzGqNTwyyRAGOTVsmvElItuTp4jV3juiuotvfrFBaibU4bgZRcI/GYOEsCB4yWi+I7VoHb6Mab6jeOO5b6ALFKV4ZbbMVBJSnH4RqlQGC6tV3Iyh4cntqsFNFCHp56CjkivXvT0oIpzykfv5jucSllm1nXn+EIcq2V0ePCukA5u9C3uuJNStMFKhaEeYoVxZtbNNM/mWyAzSzt3WmzOl3SYKwl0h190zOyzBfMSD0CV4zxnnkpWUlFwaeqhQnLHWXXWtaHFsaxHJq8E5y54RSYg42DVcVSxByox65lACqck1sY1AxSw7sjwCguWMWYhk8UzalORKk+AopulH+Md/AMlI1WmmeOaVV+iW0BTBQe1u5vlxom4wLLPICFcVCZ7+C4f9e2MXO57ShPcbh+aY80uF9st4+bmohbjFDG8TYxmYNTTHIUdsAwvHkpYn+vVKmXK0gYtj106qE2MIWVKEXxDty+yOtYnrRXH7hGpEt5tmVrOw0COixF2NTRVVcDNu6uQ88DQ4TBGFRFboQXExFN/1/W6+i1/XUEJIsEETxDWbQgTWzbHeaWJMKRC3lJShwiYx546zUe/vmErFc6HVPWQD0Dm0GAXDkpFHCke6MnFLiYs7PSWkTHCzsFgsmYRHuJTEfSolRFlPYrutnSB7mMWUGr5eedbMyBp+22rY6CwIRWLCTGnGxFFXZLuG8E6NpE6KiDlsDKpvOIKVFu5BX1Ix9qhuxFALzrx6RdUYNki5YGbI1Jg8rPVenkOxGfb0VTFwb6g/oznWN2v2ypEXCcce3dNjw5sY2EYUbzn8zluF5J1UKlKO2PpMH+FaklJDvXzx0eWV1qI5oYsjnhAZqCzkUvAZ1Ge0RXiMmAdtQ+KeShC00alH0uYk0Hb3kJTiNe7YqVGuLdaHpOheDKdDY3t8ItHInvFU9rl8Cy/kvamqdFSddoBsiaeRgjpnBZbdtcQj4Af58v68/IEIu8oeB0YTWBS0ht2kp0SzE2Nv+afaOEzhp15So3ojlcKydqjhFU4XNIdyyGqGJAxXiudw9jDFTNmsk2rGk+LzQLYbhdAGzCXzpOH+k7Lvz51FWtIXH/9lmEIpwYE2j/Ag2y1pP7/GqSZsQ7Ax6JJQqWi50e0AXPFa8GTkBNfNEBv4iEMhptgISzvbN9mWMmuJ4BlRp5bGyJ3vhsOqeO6Ia+wpamiqYdFYWtBGkrFtLR4VEQ7T28jU2CdgrXdom3BNkEO4L4SdKB1S2V1C2glNhqaE+EZLJ9I4of7Ax355fVY8G/PR8Y9Hkhu3qugYkXyLYzlhHloG8sB6J8urnpHz4YH3rJzOE3qYv38PJPZv3TMGTOMQhUEyYUsLngfumR8aIkER0ZZinfDImZDnvTNuKcLyCMqImFDKhOe39PLIsl1j/RbnkI54m6iHE5IyJTX69hc81Ob/n+N//p//53/cH+HPdYgJLh1EI/3NM5Y8CiTrSAqRybzvG1oLbiC7KAYIoUeuYQPnNYR6QnC0JRxKlm3B5wlrDT9Mr+/vqqhNMJ7Adh5wqWhXaBnzEhvjAlhCJGFupLGBbYgbwzuW7XscyZYnqHdc+yU+txktZVI27OC0dGSzd/QxItQEcBvBYT0J6yRoCnvByyeQ4cjSkVQQFtTCJcPGFkEnGq3ebpXhdf97hk+7B+3+uUzAXlTTYmg7UZZHypSYp4l39S2b/X26x0FANWE5uNtaZvR2jfCQecIX52Zb8AxfOI22YSkWQHPBk1BSuLbYBHw0UirBqdQIGXFXhjYmb5Qs2DEH76+U2BxFIoVMHZWX4rTi9bgniyWSZaaRuBis7qg6jsPuZvDDcy9425/9Bn7FHP3i34taBIlIQavRLw7pDk8fSRlG7aQMrJF8qLPGYmspIsVzIH5I2fmSn3dYwRBTYi8XriljVwedIW2MRVEvEYgEiBt1GItt4Sftgjej1bApZBfiihlOZrDQUkHTytBwQxDZEC+fr8A+P6Qq/qyM3mktv84Z0/jIIsI8Occ2c2xHFh17YM/n6y2uSHPqSojZcqOdGtc/XMPX/aZI2QvSrHhJuM/49gHR0CjEd915kMCGAyXsHU2pPkF/ZLQJnxvaJqZ6YOnvmDTR9sOMaXhIfxrPrzxcV+cw31HKRE7Bsa0VWkkMVqwVKN+vgIZXrN7TygZbpZeEniqjDRRlU2NojUJ734BVw6YSQp8RnOLE3fyAumBeKfXI6BufDYT3ry2DbI6SSBbR6rkapSjzNJNN0FTxQ4VxgEug/uqOl++LfV9GmZ3bOpNaHADqMKxNHI6VOiWSvxwsw5daNACLjCHUQOM0nnNKjQRKN8w9irackBKFrVZBF8hVyG2G+kj2imalphlYke4YgkgisZBQug1ybthawt1iQDZnlQ2zuC4Q4ri+KQiRWGmwvQi2xdDs9G1EQWsSc3ROyKbgMQ/MJixNJFWqOs0SnhOlg1Oi61YE83A2wg1vDtsgpZk0TQxW3J3NO7IK1jL5ZEzPlVKVUt5ynM+8z084z6EjEgmTmCLhQJW/uPdKJELay3MXQnAXJecW8x7IKZGzcx1X6L6ndmbKNjN63bn2AU5MgZ/wNA98GSGk1SgiU8pRjAKuoYNR0dhb68S2DhIrm3as9+C75/i9lSnoEynmW87OtvVX/vJLMf26C4kgSaDo62vMlGmqewc5hUOZZySf48m3D+AHrEeYTNKVtIMElgpqM8k7ahOSr1gt9Jtg1ytVCiVfw2NewWoPuuyerlly5uF4Ry6fS8QvmdAigutEKhO6fMQ66Aif7Zw6UtlDxr64fbIfEgax9nehTIqTSTeDVdAW82na5+axpv1QLBz9nmcvPPKerp3iM+c8oyiHY6HOlZZ2C9jfwPFPRLH9f6oxBsmEwuAyOk4IcKgTpMcQD3hBp892bDkXpBZsDBDBDFSVXCpy65gMWoqAgTHgUSM8oJuRSuF890D+YgOtyWkanD9vg1ptR6PD5ST5zG06I5dO0YVNlVNtXJ4fd6FQhupoyhH6sg8xxbIhX2yeuWTGcmOqB0SN42mK1qRbuEhwQ4k416BmGy2/4Vb/CLtGMabbhhh0GVgGGRFg424RPjI6aS/gTBTX2ADli4IyWWYZCy6OpAM6Ge3ufveNLajP4WOcBUXRHMWHZpBSwDr1PMFjRHnrCubRvh65UjJImnYBT0ZGhFu085HcB6med7T9s1uCu9OmQvL4eW0ThpG1hi/xdN4FgzsKVI16vAuqg2TIGr7iY4miNTksILMjP/Tk/0J9Lb8IK30xdFfuA7RSmVrYK6rNyBxBHaSVlDpyeMaKIUkZT3swzBej5sLkg2UtFP+iMEXIUrjpShWjJWExo6RE1sLWWyDRKdGmicdPsI4F80a6AiaohXd81rLPv8xYF6xUuqewONygTE/wHvA5EufSHSoa9CWPAJ3hDfyG+UapEnNUhE0ziIfzSLII38gTWRagE0eXz98prl+IBLNnaplZUrgMoOE7n+uBMaAUwavSdgQPF7QqaAr7r5zxFKFGSKP3MGN2yWiuzG9/jCrkPLM+vwvE9Yvrn/ZwFYUIWSFharTTTHma0DGw3Cgls64dnT4XA1+OMp2Zp+jE3I5GT5nBLspaO8kPceD9oqOiuUZLWz9vqClVMA8xtjSGhlEb8GrNFh0pw0fCpeMOU3Y8Q5sLaQhNoyCm7h23i2GnQwhKf2g+V6UsxtNUGLeNxRbMDlh+Kc7jOw8G4olihUUdLOMpU3RhFaeYInPjCsgUISVuhSqJa8oRBmINjhs++Y5CFgZbpDY+Bg2OsQv11ImgLyVZCmeJVFETZBPaycE2sE55+ayq4RbBwK2SM6xrdIrcM26OWiNtn9iEsKYUqEflcglbx64H3Fs0LuRFTx5+kI6S1bn2jvmESlwD2opRKFumRGg4YhVPF+xmiDpFC2ord/Ub0uEtXlsEzAgUU1bRPWhG0fL97luZM9u60eq0z91Y34cIyfJr2qaIcigT67qw9MFUCm+O9/zhbWEQgnU2ofrEIISnZkLRl6AkI1tFS31dEr0oegtXHrShueFpYKkynp8QLdTWMKkc6jE6oCW/rmX64pX++ui8CB2/ABa+QJbjv4VqDV6uR471hr1bbBriVETCcWZVKhapkV6wdobF0R7XqdTC88cbrhmXhJvE4d8HaeRYi/K8v7ehYt/rgI4vngMRCcBN4zDTrVFcSQayhmPal2FoAKVU+uFun3+G9cHhdMdjf6bmN0zrhUNMPvK2IVOhqKMlcejGhyyUU2K5HpFlcNCZWWPOn6c7Hh5OsI2gc/7gU/6Pd/zTYvs3bIzRQ5Hrhl0BETw/ILpiOcG4kg6R7qQ1HoRqTtVC2heKUvaTcZkY2yemWXeV7yuAhQ9nYSGnFurp9PmhEpHw3SRadWFTNxDCPqvOjfVSIfWIJtZwQWjoXnQowwrajpTp82KintBWggPL7gyiFpG45oH67IcIUUFSgcsTMjRa/aJkyVQrXKwiurLl8YoPqMrupiHkIqhCLUe25ZG7fPj8/b5YML4c2Qq5tUDdakEQmqRXH140ijUVi4IZQZxXOkq2l8V+pygMYGi8LtlrkVJqZQylHZXD/MD5skQwDJ2ca7TkdKCe8LrH+bZjFJl1RtVoUyzkmr8Ip1FHp/RaBGPEtb0u5JzRPfnthUbzi0OzhcClGHL57GLwq8b8Nvy97QZ3c2HZYvMoJ8OLYdkj3KIOxB1ZFVVHpDP0i6AcgZMbq3fKF52Q6hMqg6SJRTeKfsNxNsqaSMNZeiavUaid7+54fK4snwiOt+0R8WbkvKE2KFOi5iOrX5FkpJRZ10HZVoo6pTi+ebgkWMLKHaMvlDTRV8GToTehpkGZ7dXRJk2VqzvDYJoOTMc7cqnM22CTZd8U5fOXJfzE51por7VcIJGmguYo8gwPl4kibItig50jGxss3kjFWEakeooKSSXSDW+RWHmcDiwCqg2VtB8xPz+TrYaXe7KBSGInVGHqeJrQsZK8RrpsZIXj9fO24XXCl0GZj7SjMtYF2CK8yIhC3XK0ht2+f9CSoB6hLz7ChbrCloyUXuaeI9WwOkNO+FpBP8TheivctnkPS4mEyrF12nUlpUN4eRvczJDm6N306rj0i6MU5bYYdjB0jUJxWH29L/IFIpmz41MjZ8P2YjvpxtCEFcWnyu06sBFonqfMsR558u8YDFQbg+dwSSlOnxt6t6Le0Pf2inqKSTy3z5cI10FJU4NekEdD9mf/0A6M/JmyZyrozi2TveWfEqybUOY3SDqQ1md0fQqHniwUDdeIaW9wjjHwHWT+fM0Edu5+xSOFVCPSXaaKZye5I4vTrHLdnpE9WRhV1DN2ONE8k0rbwYU9dVAD/V270W0HBn5h3B2/Ydtu4dFNOHhkd7rK9+6r7jQ5S0r3wfFuYpoq+b0zWeLSN05tJnmmpMR1WUiakBGIqJYMy4K6vFpg5oOSRsVK0Fymw0/ojx/pzRmP4RomLeFaonP6YiLy0hExwrf+5efyA4e+l+LU0uv30F8APKTmWHc2sJxwcboujDSTx4Ko0cWQoqTWKNeCyidyq4HSt4avCy0fqbaARwie2iCXSFH98tn8stgOtpqHvkYEd8VzwjSAAB0e+zAJl4ns3/+OLU0wxcEICbetw3HmIjP6blB1T0oemTwGjIEVI5WZcVs4tcxNhOfFkXyiSEX3DAgzZU4zm/dfuma/KeMvfLH9d//u3+U//8//cwAul6Av/L2/9/f4j//j//j1NX/tr/21fyyf7YfGGCMWWnlBNRT3QiuFrgnLg5wSqebXJDgzZ86ZjfEZ3SCQKk05FnUP/u227X92CTumQ544thPZvjDlUQN37Gq4JCavLGL7ygsuiYRS1PfTbhQ8wSsM66t8hbtZKeUL3tZwLO30E6K4o87o9sRolZKUddsLcR3MZWZ8eozvjZA1M9khWsTHwthGLGKrYqOTLFHIuEcEr6nh3jn7ibIvIn9C7Ri/TzNaM+l5CxRcouAeotEqM6GWM5IF64bkl4Ux0ICksRg+j2echGqjm1N0ouzuB5oC5ZEEhzJxq5XijSyF1cKndxDevrp/YG8TfrhH8z8Mb2vTX0Ki3Qqe5lf1t+Q3iE64G+n+iD7fKCpMJdPaD18ImzyoRVug/foDVmnxx3kt6lUh2xGV/QBgSrrLyGqU7FCDGW0Yqp3uNXjtL7zMvQDMKOkLvqmkFgVP70gtPMxf8SQf0TegvVB/vmJP0VtO7UQpK3bNmHXsk2E1ukTJYW6BYKkY2SYWbqgKOQvLGgczz1AuIzy6JSLObefB0zeK5xATm38+0AC1FbZTApTpUChesCkxXTeWLt9b/KPAyGR9oibFXeifJ1Ck1pWEueJdqfUQ9ACL5zIQv4h2ZwysGX6BpJmkTs2dJQvXm+AFamlY35i8YPktT+PjK+0o5qKQKuHfXCZgoCUSMEUiwMRzo50Lt2XDa+FLTrCIckgHLvaE1RALGjvahmAc2Po1gm/K58Pbl4c426klfs5slxCBfznS6Rv8kqiHbxjjGT45Ugdb951ionvcumGHiucNL5XSZpT3PC9LHPRVfmW3pjZYe+fJ4TZApAYfOm9hZfklbUogZ+GynxclZ2QMjAXRBNOJet1wlKQh2EptIteZvmsypO+ARja8vQAML8+CI7oh04K7xOFqRMR8yca6JaxMvCwAKvrZF/3l4XyxZ6zf3+KrZQ5W2TTxUWOezQKT/TK95uV7vRwqSXtipzpjNIQrQ5SRUhSGVjExyojgJRnbPlWEJDlo4xZuFSove4cGh90FWiKvxjYW0g+sO54bTvueNintHRT7oihEDMuJ9GxRbN+/oWSnWqK1maaJ+/qwH04NK8p7VdhgmKF7rkVqNVpQBJBzOB7oY2OsPWgfth/Ys2ImkcQ8ZfI8oW3XSKUvaCO/Yil9/X5qpBT6p/1NsRHCSd3vdcoFSgtKkF9REboUUj5iukLODAmL1JQz+RB8ddNO9cbTCYbdmAd4hZpmeltAO6T6WuinrIwlkb/Yv41BVgsbX59IGOy+8V06LEKqd+jpDdYarX1/7pk6896xiwPlIKXQLm07EOiSA2CoDXLDpxNDooNt4qgseDuw3W6MdkBaaCDElSqJTv8TO7L/OMdf+GL7Zz/7GX/zb/7NP/Fnv0nFtnsiV2fkDNcJHKbpnna+sj1+JF8fyalRc4oFiih6Sj0FGvFF60ZU8emI5S02GzPUOsaEpRVG4+AH5jRhfL8gUMvkdGCTC1Oauaijw3AzWpkRqXiuXNZHurRIgyOM67MrtRVqLq+LBEAulb6s+L4RZDFUhOpzxFa7sbKjCwjJlZRToK0yMIsW99FnPqogJdPXTOkbN56iOL8Jm2SQgliFvaH0Z3belPCi7csTJcVuajsWmIZQUmYqBVWj907OxmTRRgu/20Dl1jXh6cLICbVEzUrK0Sq1SeiSSDUCe6Z6xlFcCiIbaezhGBYF9EuLHdlRDQ1e5i8OS4mS62sRXvJMSjNdCnZo5BXG1jkdZg7TD6/8ItF6l9VJuf3g+8D363zPidkmxGeyz2RraLmihwZbJ6cjSRVLlcwF0oZO+n200Px7tJ6YBAa5ItrhsmHqTN646cK5VN69eyLNM5pBa6ZOFXuMlrgkJXkg22YdK3P4x1tm3RaqRWDS2COwnY5poCKaMjpHh0MRzJwuSnoJqJFrFL77RtwOB26XDzAMn5x0fwg00R3Z+CU0Vbwgy2s99PJloTu6CknDBd8FqhvFO1syVEscviwh5SWkSXHvuAuTJ7ILW0rMLlgLfnpyI2VHyh2yZUr+rM8I1H0L1KoomgrSobRKshz6jQSpHenzEgf4X1E1aHbGbaUMD8GbGbVMuGV+9PURVwsB2n7PyzzR1420b8panHHrjC8eVhEhTWcO54T6RE2DtU309ULaNrJcuKHkuh963fAXj/Tdd17TQvYX0dSvPm3nTGQK9KDuyHyg5A1Zb58hSeLQE4BEiqJr8nBq2Tr2cMfh8IYPHz6Q9nVDchyuU8msgJRM0XiPXxz2imaGbsBdMAeTQaqCWCbJnv76K2oKM0VzZjBe48ZfrqW5kdMBwyHlOBR9AbR8+VrZW6GvVAjbtRa7MFSlsg1hlISn/RAmEZ+e0BAmpsTQjmoFvaE5kbcE637oUCW54BXsIvxJbNvwEfpc+3+uusf3DpCSE1oz5TZjGaZaSboDHB4IrKddJ+CZvl4ZJProgdKqoDnFtbPP6KxpAAbbjoCLCi6ZYoZ7gC2uKQSEFv97OZMnd9a+fm9//nJ4zkHJ+BKcQkgWDiOiY7+3htdd9/ByrS0OvWbGMEclkXQPArKJ4p3OJ3ZtPFqU7Qa4Mh8at3WwbREk9EoNzIF4R8f75VBH1BzDIuQKSBK7o7lSJbo6o0WI3g89aaKfV3lByFbj0JIdPWpoQq4dywlt+142BpIt1r10IXfjoorb2IP8DBkSmRyj//I+8hsy/sIX2//Sv/Qv8Xf+zt/5x/0x/sxDEWqbaJPx6RoPk6WMnyv5k5IvUKfENH1uTasaVjJjyJeUSOClcN5vs+SYuGpkKfRtI8+F9IsEXo1cJ9dCy4MixmI5Im5VaVbI8z3LsrLUA8iEWhQCqlD1SDN9Nex//bNutNOJ/viesQ5MQtwC7J4QnydkUC4MeEm0GyQR8tioknEiPOVGiAtlKGaJbVxRFPEpBBnmjNFfgzy+9Ez/HkViF+YIgmtYJWkqsThpqLcjmTNQmVddy+RIMbTmcOBQp3ejUrFxoTcDzSgKKpQ2M0+FLgF6mCsJI+2osJlFcuAyMDc8HTDYF25Hctlbr19c2/2zuHukru330y3a3CIdF6VoRGjnqfxyoM0+TAOtcX+ZN38KHLOPOgXXL/uMmyEevNohQkpnpuwoE1o/MC5LaBC+GL9qgRSCzykCTqDA7oFC5zyQLUcIiArVJrI1Nn/G5kQxwapQTpAPd4x1iWRVvZLKkal8Yt1uXLbQB9h4Dk6nTfshJzYMEcNqOPnEjrNvSvvcLfnAcbrjcrtE10M+o2EqP/C9XsVRnzst6mEhKRCx3/t8dDdyy3StbEsUJ7+4jakKJQtrHqRs6Fx57hOaNsRkD26KjkOzA/pFi14I5F+7UL1hVrmOG+opBGKAaAUChVVN33MjeWWCCJ9TWkU5eKMvnbuD04fSaqLq99vKtRij2Os1sjSzjl+2eC3eeDhnjII+bVy1cvGFVCveK0MGkxjry1qSKpZeaBR7Byb98Ob/+j0MfIPUhFWimTAfG2W+IZ+WeH4JwaEgFKsRs40HGLABtVBPX5PKkZ08EfdaJWzYPsQzPh8UvURR90vftTbcfL+uwTtXd+g3RilxINoiMOkFwVPPYB1LX3K2PwtRvxxmilXBeoIPRsop1hb/5c+SLdPHiG4d0HBEBr4HNMkGagOtGXYHqqEJ9YjmZg9bZS/+xXeR/LWjScCjkNfi5JKQKdN3K0KXHzoAfP+oJLEoBDFLjC//hZ0y2kvwv/f5KgMoexHZ4hm05owFmIRx/dy0UaI4f3lAA4eNgrf6xCNPgS6rxp7iGcntMwXEIyzNd3pmnQ+sz1e8/bBAdz5/RXn/B6iW731J8wgffxFjIyCTwTpQVyzB1kGS4UtCMJJXkJcUX9s/5/5vc0KHB2BTguKoRbHeKLWEIwzgh4pcB/n42YlEEbqlsFL1TMlBH5WkjKTkHAFWKmlPw/3Ti14VoaQG+YrjpMnDitSjOyOx+cUcSgZbhDdFQLCimoAG1nbK1G8mqg3/Jyi2/0kbstMWplQ42LQL5oIraSVsvKqP71kimcLUnN6jvfmrhroyxqC0Cb0utBzCsu8V5ASCYcmxYYxeiDLnF1c6BW+YbaCNNh/5eP0OSyHiER0h3PqFKSYqSAmrpV9sr8MXqAWAhjvFpJmrOJOE96k1wyQFJ3eV8G4eYSdWpkrXO2oNwYes0Qp//ZMpk1OGX1FsFnGeCKETELHdamQvtGlGvQZqQRwsaAk9FbqHFVLWTDdhvXaSP3HpL3CCvnLsVeRFEB+o7lTwl0VabBdVGQY0DyqLiJBOJ6SGgFQwbPKdL/75or1sjK/woBp5ZEwzVW+sVkDbn3j6T5bJLoj88MYA3y+OX1I44fNhRiWQNxlC9iOlFvpiMCujrEj7/r23cIcNCsL33uilexNzwzQxZI3ksS9eqrMjsuBTocuFdAmOaBlQ9/TQKNojoRMxrByR7UYaA7msuDxSgKaVnGagvNwl8n2FY2PcgBTJkl53MVGueKqRGKeZwOCEZIW+9bDz2kexynXbSCUFbeClTW0ah6vcUPssrArasiKbvhZ8P9RtaOnI4omUnJSNW8rMVciWP7t+zL6jZF9QIkxC5Cth02amyBDEGhAbfapGLka/wLAC3zuwhoiz73PU2+fNWVRIpwpjixPSLwzZ/2evaPcPixdFBFOjmrN9gaq/8L/TkNCNeAuXDInDU3xpf930/yT9QdhtBo/0lg6UTUhJaXLmJp+txFQyU6okrZRkuH1xoNKBlEOgdUnDqrA4rwunxR20/Vr/8HdVjvORj8uHEHJ7dFckCTrFwSTXRKkhttMpIq1fKIXxXZQ8tkCBv7zXEtdpqDNkCqQaDzu6Hyj8P8/b/TAkQnWProsq2IaXglrG3FmsMMRDf3OY0HWlZOV5t9mjCnhCd//z8bJWuKHN0Z7ImzCG/WCx/YvD7MXtJdIJv7y9JRlLSqhoOLcgFI911tQREkiJNco1bDVVgS/44i8CJ+LAt2zXAGJ6xzTHb3bkFQGtJagy1WhpZpNBtQAVJCkpfTY1+OXvkknlSF+XV1oVQE4Gfby66LgoVhIjd7RH+iJASoU0CrYjzRmnsnP498+pu24m5Ypely8AjIFqIttnHU0+TIw5fW+tad64bNdw0FHleHfH/H7m/faBjJJt4NOMlrA4tD/heXsZiYHLYFRDRgjJNStydKhxgB8e3QI9ZdRn7NMVaWFHmffOL+qfKY/jz9zH/nMd/7TY/k0b+0RxTaQ0Q7hNvlIHNFkgSV/0oFMpbNuK/YoC8mVUn+hjo+bEMGNlCZ5j/uWianjGV2fZHzbzxrgt1FQxUTaisCrWIBfq/VvuuVHdqVbJU2Wa7sB/gAsoO6z7hWR4yA9shpoQd1rKPGGxroxQjoOHf3PykNpLwkxIWijzidN8iIddeOWaA9HYzZVfNZI6RRLrFx8uuaFaqXLCZTBriwIzWcQfpxtotIBzLoHOpIZl4bruLcWcolD+8uu9XA+1141CEIYEopVaon4GV4LbWBMMSMdo1f1pY+w839LuSJfB9qekob4ieLYfYP6MSMEvbtZqUXwNGSRtuE6QjG5X9KXY+OKeqwYflC9Q01/8+yFGNbKcyD4F8tFHFCLZ0cmR5x01FsGloq7hevGL14XYXE0rtjzRPO8Uqcxpqhx/ocVv5mhztlJxvSHmrwcL8YROBa5LFPMSE1VEXu3IXv+OOkUaA/s+h1Pi3v/yM0B4tVugWd8/8X7+L/dCTUdyFrQYo0SxmK2+Fk3yi9BgapASnm6MERu8mCAaqP54cUxAKKmw1JWR/VX0BSDNkfUzT/L73GZBdALW18jtL393yPP/t71zD7akqu7/d621H9197p1hGAexCErUTHzFKCKjFCn9EUrRmFQwPhI1Ri1jfKesMkoSY+IfRhJiJYgaNFWKihGkjFpl1KBRQTQqpVRZAmoqCkSEgArMMPdxzunevz9Wd5/3695z7z13Zn8snJnz6LO7d/fea6+91nehHXL4IWEMw9CS9+XCgQXgNqoHnMSVIQZlO1g0eUwaYFpVwwpDxpgu6l0vFnA5aJD1oK77h8iAkKlqUShqzyGgi0HDqvBis1TlWIlAXuPxLRgtFPDSAAhIqpwFxwitQkODSk+4JUK7CGoASkBolwsj78GSgV0p4cnUY2gDultGSSks12fUV0mNTKJxtwa1wTZAuS3fCaWwANoajkH6qNqlBMKaWG44LXXpCWINmC1MI8MeU6Dd8mjaJkhSuKQFtFqQRnnPlZrkbDWOO6DoWdCN7C8RWClDefruO2aBI4M260JAxMP5PTD2XoTmCoL4si+70d0fEg8ULXQCCPW+8kaN5XYI5fgGSNDCTMKJ5uJ4BzCQ2SWNuZbhC8hhOGPRFtPzPDQecCKKoqh3o2xidWeBBVSUi1XobklYyeCsR7NowUgGRgoDAVMOLkNMEzFwecCRcn5zYlBAgCEL3QEBAWYIpeUV0fHNLjnQ/QA3CYYFQkuwoq4TGbLA7j8+QefBYErpQ0AXQqLqTIE1NKcoCpjMQwoga+YowgoaNq0X1ZWohFYmi8Z2ZBpKY9uLxmRLYeBdCpOrrisD5fZ812BEhKSxNPx4XXgiFGSwTgI2FqEwaiwPaUMg1TLOEouGA0zjCHJnkWQNuCwDmk0U7LEOzZ5PGw6htQRuCZbSJRRrBKoSuUZAXdIEKmHf9Z4wMrYobAphlW4TODjSTGaTWLTXWmBYJEawVqzCS4pA6k0x0BActurNr4xGYU1iHLq9P6qdpEZZTivYzyk8WwjpMqjhBCtk4KkNQ6WurUuQYwXMgjUCJDBsuqxl2gHYwMgRIJQC8CAKpQ9RQ4MoWwYFA0PtjqUN/WsV7z7MaKjm1U7Ge/l/VE7iYlQnFv3xwh2YGXv9fmTMKFrUs6gbBatrDN1FQmAYJjNotQOM17j1EAJ84rC+uqZZ7F2TPPsGQnOtx7ABABaLvN3WrenSsHJs4UyioSpWdJ4gXUN5T6iKzRIRvDTgbVfScChQkBZ4qKwkYoFYhzRLkBWq12xtzzYOiMutaltOwNTZhWFjNaYwqDE2DpNk8C1C4LTjvdZfgEmA9ZXaLlT5MOPKpKkErdY66vASdOJXyRiwS9RTnwRYk2IVhwEReDN6Yal9pjrR6I6WLSe6us3ewRgtKIXSIOwcggAnusM0cHxo3ke+1lPcqsKLw+i9k+GIERifIg+ltvRhjWER49E2FuiqNExM4IJK3fK8nszHQdYCRQBbB18W5mp3LYpcYiBHLUyagMXUKk8VVcpvV6irevwbDvILC+YCaSNFwQJXasOzE8CVPyIWQRwCGCYQiAoQEQoQmBysycBZA3SfQzCj8y4qNZL+XRAiQpacgKNFE+vtn0EcMFK9oc9QJJ+AW00U5YJHE91YwwNthjUiXaQQlcYgqWEuBdAmeGF4caUXt1U7H4hKBRatUlRfxUkYI2UIS294IDPDuhTBrcEme+HYIcn2a6iKvRfwRW2OFaGUCel8GSROk7Lr/cfB60ulHqIjjzY34EwG9qmGZSZpKX03XQhexR67jPV8DctdylmSaYBld2IxJSmIAiS36hTJCXucB6yBTR3CeoIsaUALrOkCWwDYUJQJ6JXHXpPwnUkBuJ5rOIpqOggBCEWAgCCJLRPIGwgiMDbVsKwRmvbd2AQwbTW2DUjb4FVtzbJHYjyEDQo0y2tAqnlfpJqM3LUwEe8QWvnAAnNRiMb2wlHqezDDOw9GAW+8eqXtMhJO4BoPHOoxHks5KQgA8h62zQjO9BSdqT9avibMgBg4l6Il/wcURouoCCN74H4EsWjedQRE2l4pPSZOPIpM4wDHGttdHpmiXGRwVm3hAQkzcpsgSyxWl/YgM3sQKAdbBmcNcKsFKw6NtmAZDWTW4mi7Xa+WASAjh4I6IStMAlNvW4+/ZFxOAuoltQB7NNySbuuygEKO/UtLoEYTjLyO7yUiSKLx24nxIL+k8Zf1gMkw0C2ylBOsEaB+OdWgdeIRTBugdo8mec+W8JAJSZjgDeqFBAvDp4QQqJOoEwp4Gn/uVixCHnqMjH66naQsBLe0t+egwuqJc2Uxn2qDwToPsQZJ1ufNZAElvZXKAJSxt4SEA5KgBWeqsAPxCULehDGlCgp3zrPn/LrbFYLqoGt8Rv2+dQ2Qvx/SLisqOoaXBAFFLd3HZaw2gZCk6HhVRGDTB6DdPgx24xe9LIJUllCsd8KGHGnlUTYMzgr9s9TV5cRBTjwBcu8q2pWMD0kn3CoEeM9Il5YRHrgXHAoYn8At78FUDmMOtSxZt2EmiYVYLYAlxkLKKo9B/OQHp/vwILD4sbtu03v/ghrOxgJI4CwhyTJImQzWnVynz6BBe5VATpON2XeewSGtAMrCWGLVQ9ateV/vYggj27OEE5oPwD1VTD9rsZw2Bwgb9Rb3b1AQI0u9LnaJIJkfuuAVQwjWQtYMTKpybIVJYILAmQakrGaJE/aMzLsgYiBLARQgM3htrTcwIQVW1Ws+bX/q/c7qZbUGgfIh4Wi6A4UypYFZF6oJayE1ACDXAHG767geYiwKFyDURh6KuqjZ2PaQwFXhaN0LHjFYajRw3+o6XJmgTkRIMgcxDBh17gQCrDkRa817oHkWrTI222uVWTYABh+i7sWJtRlcVsAkSxDDqg7kNmZWOUlg2eu8C8mxd9kAADzeSURBVAyNPyaC5qWEFpxkgGUES5AlB3t0HanxoFDAJSmWTiCEo4xQGKAtoCQFVgFmWyZW56WE3/hbYPQzE2DASAlazdMYwGoIzbRDRGotGgnQvD8gEaca9C5Dy3qwMfVY3/nFADKE0CJdDHb9EDsLODvT+LSdRGN7QUn27EXWvg/i9mjSU5OQuFQTnIwHRmQ1d2MtUBQdb2iFJAlCUSYcDIGIAM+w7EDk0RCPFZFyu6yTwKGVpvQfSeZQ3O8Qisq3U67Cx8VJEoEbFkWeQ8pKVZVHLdThNIxkaQly1ILKEAoxDolfRjPL4fwDsJ7kMEHQcEF32vXg9W90V0N0hpHYbCBxyLBFu2hBSOD8XjCaYK7aBA1ZYC3fqxXkWJM1jKBh1SizksCRIIcWIyoswRaEwhG65zxSKWOwJY3B797mhw7meemVpi7vFbP2SShlDofRn3QlS2WGdrX9DpVwmpSxbcsCSMOqutfXsusQ4nonJWMYzqkymyk9jFYAKgAueFS0yFCINTmJmFUtsDKAhAHyGh9bbkmSMVqlTHShyOgsPtD7h6oxtNuqgbW+poUgMgt2BuINDBghdFRTrJThA8hgXFJPulYcrHcw3JjKOwTohBlKPWt9TvR7ji0S6ey8iLOA3QPgDo01D2FADYSIkCQAXIqi3UQgKg3FKbZTSb1LBTqJigTd0ajC/+vrZhih1MWefNhOQlnPQbpIshNRhHYnsW8KQghAkgBFU8OErEViljSFhBhNdJKt2RlQsKCjGsahYTqjGmyg2XYeQFvLRjuGsdV4Vo5LCCBhWDEat4wCgMaqO9NWRQlTnW9Ad4LxpDA/hUuPiFZnhBCs6HlIshdiPIQtXLY8dMGNqrV+dNgMiybSG3IwMntpa2tTuCzVhEKoZJ1jizYRULRKz2/5W4bgA5ByivtZJXgCBD07KSRaDEsEzraAIh87b9TnwQz25c5sXxiJazjYI7rIqvrOCMFaQmtV8wSICdZ6gB8A4+9Cvr4GmwQ4uwRqMUB2qMHb/Xtsl2Bt0IxtqkJ6wujvjUHDM4v6/h11DYQNBAbGpmix0boQ1uhC1Cag9jqMMfCp5iu11y3anOn7qxrq1khS+EQXWkaqZ2M2I5V9AjDBG4EpVAJQyknBmIAwxfhDREjZwUgLBdT50NEN6hrsyz9sKVtsMgY3ehO1q/aHGLMdmQYSBizBmRT7krTemhdh5JbU2BU7lWc7y0iN7b5McysG1iVjBpLSEBaC9Q7cSCCUAMaDjIPxGdgQ8jzvHNNZWG/RznOdt6oQkSEPcE9mdyNDu9WCS4Zvdxu2GgtJicbmUgqbLYEPC0ySwqcCDolWjqIA8QHstILkMIQM0nRwe5CJkZoGiAgrstITMmgYKlXXVM8TSm8NF1qoRgd0hpDAGgOLAkCOFhsYC7ArYJMu72riEIocxluQCKjdQnfGq7EGRZLowr0vqca6TLXYh1jB1Ut1+AiAMtAZZC3cXq1GRjTZ0iUiTLEL2Pm9gRc17LKK7U+EEAqCJquGIUl+Gg86bkjqDY8B4DQchMoKmtywkGYKCk0E14Irb8/KsO8OjQgBcH4ZLbuOrGVx39EmDBgwBFMmsqoXO9TXg5hg3LKeW5LUJ57ZJYgzONK8f7oLBpQ7Sl0LKU3EAFg9OtX9Z4wgSRpo+xSt1VUNceiugjiw6CaADQIJiim3U3VipFLX3GMZwH1kIGQQkMPYJUAsXCJou17FIxJCyMPIcCNmGrloU1m6jU1BBC3kY5MGmFWi0JDRypllUwpOALkfkIDCm1oLf/RB1SXtzV6VMvOmE+pU9rVhh3W04bzREILQhCULMhkcBzT2peVCuDyvqjF1+NekEysXjVAFBlgL5qMIrDHW5NQwMkPCcjrXBkNFhGoFnHLRoTmhsxlYqhfNEOtBIS8TVxNkNsNasaZqQT0LzjIuNzWAsyBKoFspGtqDMolPH+6u53OKuFtmgNzw7Rsi7ihwdFWWXM4SHFm1sKVUZCAVB7DC8ImDl6QMi6N6gTb0GlgGLxlI5lG0mrBkIIYR4GB6gqOmN/xUJzpMlVgIQJVf7JKO74G02JTxYFdK7xGVMp8BxnC5qG3pApu1Wu9mYO/hT9gPV9wHah4BoLoDPgkgAoopz52YIdaBRMrKzARworvEpqpoqfOscYBTXZSy4m15DJcA64QwZCdnUYjG9oIRQtCqgAxQ0XnoEjYag8VqOE2zVWJHxCiqkkZpUIz4LnkG1gmcef1d60Em0SxsUW9faHd7J6ojaVXDvFkN7IM4SdDM1+BFKxla5wY8zUQEthZFu0BiMhi/F8yMLDsRLm3UhpNQ5Skp47GLAs50JAUrw77SEbeWsVQ0yiRLDPwmgNKAafYk61kB2qWcE5WJT2wsSAwqaVRxKWiVAQpqYJBB4Qicmo5KCADrE+StJkyl4+17qylasYBDWdyk1+IlkZF9xkxoLFuEolApuVAZ8Xruyd5EixqJgRtSxGIWVBt70HvW2XYvrxWgklvV64ka2wPHA2PYlm337zFpkhl3eX5Iej0yqUuxQgXs0SZopQCYtBIcq4HNCChAIArwyV5wcw0iLVjcq8Y2qE5+RUE9me0GpBOb6L1WPUOGLbxN0DI5DAXkIR+pRT3miqoC0HIO53uvqbDojoVRM4yZAdeogmbLa1GFOag8J/kG6upRE363/htLqeYBLPsExqYoQqHSXGxBRbOuTlvBQgiM4THbANLElJdwTOz4LFTFnKx6EQkow7rUns27m0EEGIvCepiUQMYOTQYfaLOkyC2h4TKwhJ5E1mpR3uYmnDFwEFijoU7EpIlx3WUyu3YBOZHJwzYxCOpg0GQ9QSIZ8oBa2cSWoXA8wrPNIl0L0+HODg8DoTAiKnk4yVIDrfUWqOEQcobJMjByiNU4hMw4FAU00bm8VkRq0OqpMaqcBlWeqQyjygypjFxMtUNExKjWndJn4AMaPoQAiOso/jjvkSYObLnn2WZnwG0DSTXBOXR+ZOhvs1cFFW882rQKCQGZJEiJkY7Lk5jApFwiKkfKAgAbAWyCwLoL4o1FcsIy2vesqpSsDVr8bo0AE5A4gzUPtFoCNqHUOdeYeub+sXfyXVElJFtireJJOh4YojInaXpjXpw+HyKEvE2ANMCS9EwVxHpvuDTVStvd1S2NaKz3YoZrA4jG9sLSf6sT1Ggj4oHs82nxnKAd2jDcuYOHKQWSES1eIKbOKLZZY0ADtLuKnj74DsGyfr9VGsBDbA5hQcoNFGG8MSDWo2jrphJZB0mWYMtSvSQOYnLdSrSCUOS6AxCsmmKlMZ6xU09w1yDm/fjrR2wQbNY10Ib6j4Gs966VNDGDEkZoF2Cj1cfYpBAjvfre1pba4SNiLrsm0VED1qgwEO7KAA85EEwClFOqc0A7123ucZ6xadAS0KV3aOj76ClgMAkvHq2iNZhIV06I5LS4jLRDPRkatijQ0nh6qCHPLWAP7cEq7kPucl20sCBwASnKxEaEcmIw8OkS8vXDej5gOOMgWQZJLXC00/oiFDDMSIPmJnjX6LkXdAeGB0oUT033szTkohmTgNCnI9t9LzoNqYCUFSbbLYwvEdILVTkTVRtAcIYACIxUBtKIe3GSgVArtIx4f4ok3PqzLJCGQArd/oYzIHLwzo8423JRbr16zyZZu9aDjYM1AmccAjUHnrUqj0NMtYIzg+9XuynVFZ0yNJrAujNhyx1MNiA2YC4NWFb1k6rS6vAt8064TLfsaZ0zwuW4kkIbNUYuthsRowl7Sxmo7cHFOgDV3QYRhDq5LEKaxwOXgIrx47zuVHmAVC62KKvXToK7HCrdcxERw9hliPwCZIwunMvfYWsh3tVhB9XlI+MhS0HDUpgRWD34IyuOmgyJW0W79MJ6FuxJ9mLJOt21mncoQ9fxLAFFUKdMsW8JRbvQcwoMv7Qf7SJoTkApi1iFixoRNJb34OhqAaKWhpmRFrvbSNgLm+q6loXERCWJHQzaKJDMoMTCzCioqh1Sr1CHD4YYHItUlccDoY2ZYhS3kWhsLxzlpFfKhymV94o2lWlbVcBqhfGTMAmDUgEVZYwmgFQ88qDyPtVALqJlcYUJeSsDp2swhYAohXUFrCmrsm0S9h7eH4X4pD6eKkio8kexDhSC0tNTDsA9NslsW6Xll+q/iq00kWnsjCkuAZpU6pka2Gw/WkUbIWhcZ4WXBM18HYkdTAjUibzjYWWSejLfwFl04UEcYKeKG52OOr6+GD+x9F5/wjDznI2Fz6UjqVK9TpqJbtnBZoLW4TaMVdVIyw4gLWMNQEsUZ0D7SA5mQmlbw5NBoAJMQOKAVj54X2psP8OQ1AtMYkIoK0AKG1ifwArBe12Ibui+GnONxNqOvF/XDSzlM1dL+A2ZgEgMeO9JQFmBMDHZmJje4XhSZ77+pql/j42qA4w1mAditCfDmQGKMHFMq1RoiIxu37cdgBSU57ANBysezjpIAaz3fTcEi8ACyJQKRITSQ0DlOZUv14aAImzAWQoURUczu/qDBCCtd2h4th0kkrJgDBuIX4JP94JNW2O2jcM0rjsi9eKPCjdjjSxTw5g7RV9maqd1oPUmAPVkegLapLt5EgpYH8BcwDFQTIjd7Q5vSU2Kgsx0bSLdJR0el67HCF3H1+/o33nAp69Sl0FSrQCZJZDEqZ7/EJi4jvs2whAxmrPT78ihrrGkCEOf3VnxVscw7witIlWdfGak5JGme5DnLTivhah6mkIeiffI2y2shla5YExgNjhHCxsY34CzDazTfeVvUOm4kNEqN1OdJIGNdBbi9aaz0aI6fTsfbAhwy3pfz3FcnifR2F5YMgArmNv2axeT/I3ErHquQW944z3cCfuQN3OkJyzVAwYRIVvS0tSr9/5cY01TAxaC13DDGW784R4aQL05LsvgG1zbYolJkNcVo4oBS3Sez5sYQrq8B6urR8ccmCB7LHi13MK0FtY4oD2Y7NNwe5CGfKR3mctJxCcOZByGyUpMc3rErIMTCVQeoPtx3/oBqcvv2mViOwBNdLaQFXasMd19k5EVBykHbmsJkqq3o01a6bNAE6ZrC5RA8JmBTRjtrhBqQ4xAGm8s5eWof5tUZcSIg2enHhsjkNQibxZa4plUQ33Pkodb7o3jnRfMjGAdxC11jk1arXBlwneFDFCWvDdGw3imW5dXH+pLuoTGQAcAIANJMyShwHp7deh9m9oG8qKN9XytbPbg3tzALwsjcJhoPyYmQ7vQ+GBYA6ZlcLsArx5VI7gu7NQ7hlTRz940YJjLYiGT+8yKLxONy/HHavVYYoZzAevrmjLDiU78dcEe1gUgsyBLTkAIRScpckoji1iQ7DkBaDU1Ft06WOPRbjenfmI1ptiN/rwXoGDQqpZf5E16RIytEnzV+27ZQVgdIJViuTZsRHurx6l8BoFxqjHdXxyR1McGWt68DMesnVXQECCXwaeu9/mtquWSSkkaayHejm9H11tsEqR7UphKn5+10mIln6iV7Gm2YXdYCBCp49YLBkIvvRjscxlCIhCTAZQOTKteVQ2xtlo2k6DqO6OaMObZ5BBgjUHqG2iJSjDOHD3Xfbz6xzQ8kIXrc9SwUoI4D2nb0tju3WW2thTQjcZ2ZBpYBIUIRBq1kTTvlZongxZUN3g4qjPLeaHVtawBNRmccL11VFElEBmTgbACsYnqFMOCfTLWHiEjOshRgf5Kk4oDcQuAg5MWhLjWBR9QFuDyWPmQw2wSIiBJAop0yMG7t/+7tsMpFaSNZRw+2oQvi4TUnyMeueqvHdu5Tj5ai7wzWegsFoaWVx6GqoQQJjif50anSE31b/U4I0dXfLUfuC84aaBYX9MM924KjLxWLktALQu/1FV+vLJR2YIkBzvbZbcSWCyKvNUT/gMAlDAMpZClA0CagazGy7M1tf5v4gQrmRlawXF2qsjLTtsdJ2gXTS3YU3/MqO71hBh7YkJSJvgWFJCmAEJ/TOwwqiTF3mQwZtG4fwJ8WVCDiZEO2Y3pakXvv4i0AlwIA54oPTUa+M7QoxLVEqVsRAsRyTp4bfwSxIgH2qp377wvSztP+K2yiIZYq9dALKxJ6vCsSvklz0u9NLFaqrtAvaughWN6r7k4pzHX4+R9SmzikfqsTPoEenc4O0XP2kVrRO7F6GsaxIKoWVZRJZSVdya2CdD+L0KpFUEE6wkmt5CUNR66qMIKAoJYhDBdGAGTJr+xNWBHQAhTxdarBWsGT5cInO1Bmu1R9Z6eEC1C0tgDY9BTqVF3kzpjVz0Oj2s3A84TrNOKpcba3v7tCqMYKCg19ry6jUjpUZMyRpWtmIHuKMzKo9xwDayvMch6NTpHxfhNgC0BYdD50fOZUhpTtf7L69b9+SnP14tHXhQw4hHKfAcyBHYESap8LKMVVYn1HulayFQkVMayR2M7Mh0E4xMEagGrzb73qqd/c/G2jggp25HPAhHDNYDWGuAT21sxbsS3XJIhS5eB9WownrItfg/yYg2WsoH3iBhiljQD2TCc6dIFH3J8sg42N2AqIFNMarNABIgvt7Ft57ERIzDLJwzolRMBLrFIWllZiXG69hARyBkQFxi6A10pZUx5PCNAO9cdgekjeDePLScFEY0ZZCcadjgifJNdQ7e1xxZhqf4sr4GwlvYdFlZBDLZJqfXbed2ne7C+vgqfdPSwGTpJcGogztTlmtVYHBKPOweIfE8ugco6ZmAyWmGwPlW9JmL1+QgYMX8aLhOrCUXV02QAjFEd0g+hDr3qsgeEOrJ3/XKSoxi2KOpf1GyUyqYigRrNoWMcdX6sdpHW7SECODA8BOmIcvAA4EyGteZhGL+kBYKMAaCa98NkNkXUA6pSpCmQt1UjeFyYWTo4xo08XzYwhN5xpTo90cQ8T+nwOgkEcCgT2AYa4TRhOORwSVDpvynDSLQCcUcq0BLDWMAkXOas6rNShHYZq2JAIcCJR17obiQwKJQiVOq5UxXSEqYvCDMyLC5oCEIODC4Cdcdv2AIQAFwox0qa/LxTkgJGwOnkonKT4EQ6lURLpKwi3f0MV8IH7SFjKTPDppowaUrHTN1WonLMmdyWKi9hHJYdLFsESXSh4QWmkQDt8vmbctwQzuCNRavZQmjnujNhuVNzo6Sq4KlfGtyNERoqwrMwRGN7wSBihGCRiAXhftX1rW96C8BPXnJPhMfvapLqlzrRQiEaz1qWuB71AJbJgwHQATCQemUnYIyHCRZiRxtZRiworPckC5KoWoRO5mWkJgENacBya+oS0NPAUgZAiEGSZgOGs9vbmByaM2X8LKEy8mhgMtBrXwetT3G0BG5pDbzKYD8Yzzov9B7pG8RJB/wcGsJBTEA+2r1O1mkYxMAE2DVZuAxMTb2v+teh/RhXamf39lWSWRhrYHzn/hBSY2zQQUa9CWhz9pj0J9s27AkIIS8runVeF+fg3V4wXJ0MOgyuJumuDZhJiU91gaDyzypXLlgLV4YiTH3vkirUTJ8WOx2WHfLQhi+9uEXIsWQaWOd74W0KEYcAgmUL8X7A6OcyeZXH5CuwTZEQYx2m/tw4Q4uZYE1Ziso4SFdF0M1i2ENItE9YYJKAvEAtxan3xDjPL8F0SVYOvCsGrkggIxzDnaOUSk5dXnomhhWvJcPBamhWz21eJrPXB6DyfCycZDBi4TA8oqaqyFvJuW32Wqouv1PP9qhy9ERwMGiiBQfVuAYInLBWv/RS5tuMhkVQODuQa7IRyAyKH6hTZTDJdYDQ6W9jtP5Fd/AegDqUhbtUzjYzphERrHi0ScB2CSYtawa4Suls8rF1AZdDKEfL3I9ARS0ppLUTFlheZEaisb2AEFkYBpLStUl9W7ybRjTzu38bpn6bRYtuBJSan5Nv+QGpM5thmswLXUHLSC8DoPqjOdk6Ax/QFbx425tcxYDdk8G7NmST0na9bQQSD4RgyqSYwbaOKuBjSD26wzxQI34NSUJot0aFeU4/+BAxxCdgG1Agh2np1vNmlUiGkaaj709DnYFmlC4BGS35O9ajRVyXc6eWTiKjNjDYenCKchtyrXMIAmy/+gIJDFFZP26MgTWhFPtmYZuWMcCD9y4RwfH88zcadhnNfB2ZW0K32UVE2L/0ALSKdXiZ/ne34t6y4mC7ZCE9OwA5MttAs7yhAgDLBplZqmU/G5xgBQxhhvi0VKEY3b9kHNCcVhuY4EyCUMrcjTruRoxGEQtTPweMxBiYLKhHc4p7sC4qEzBeQo/H21qJyRAQBhYvidsHa+9EYAvjzPiY774fmHQ5ZrtevfdrP2wZMN1hJJ2wpeo5F2IkMBCxKIqmKr80LLgoQMITkn610iy4Y2BuK73ejfL/O3N1fzhFFcoyj0VhlSPBKOdvAcgZvdYzhCxWIZUh5BDxKIp1pH4PwvpSGfsfje3IFtP9kFcaw3ODCJhQtW1ZMnAoQJXcXZ3oMapEMCExGVZxZH7tBOrBoV8Cj8SAQg7Va12tPyuJhU0nJLbMSCil4shYiEmm3+IEYdlkmDVg2iQ6ScwtZIEJHAROuJao22r6z1ioo3QxjGEhGz3v9xnBSaLO7f7qqBXWAu3CIJlmzcWmlI0aHfDPLHBikbolQLYiIKcMEpXhihPdy90eA2rIrSVs0CoGJeuGYa3HMp0w1ApSfe8MMsddonmgOw4OhpcgtA4h0UkfQKNrkZ1IiiWzhDVqTXyWrDg08/X62ei/rP3fJyp37goN+ah2E+b3zHKZx0LqTfZLIJ/BunTidwEgS8pksSEr9jSFJv0eTmBQQJPxh7SBhi8+xTiwNBDcukagjDllFi51v7fWGO0f05xJUDDBUWehSKy65YFSBN97T4dgwZ4hNtMY8vI/O05NhghsMhRJay4qI+MZ8qAHwLFHO7R7YvcZuv/piNCcuLjZXKtEAOMd0jxBS8p5d4P5QT7ZC2NzFKuCQhJY46cOcdoNRGN7l2AgsGyQkIyJU5sfRFo8IS+Lp0oyOSZtKyV3qmp2QmWmOpVDyhCFjc22wxig2RzuNR23FU0sdRKRevqnKSoy5DimLLU9Jtlz1p0OIkJqMqy2j26oTTPTpzO70R5hMIqyrHnP8YjgPKPoq15YdT2zbrv3dxc7QdHKa+3ZzhcNupe4A9rKImDnkYW9WGvfO/Qzm4GIAdMA8tZQzzYbByMWBVOP+sowuquhToL1x4fsotDQv241GsveKhfR4z5nQGTQEKdppkPaaHyKpFhCwSuq+TwGwxYEhptB85vTE1Csr2txjTDew60xzE1MK9egYw/DOQIlHtZYNNJ06jjYcZuKRITUpXC8NL7NI9izB1hrA0eLTuGqcb+l49k4j+fmx+3+Z9GwRWqXEIqix6Jk6yBwXevZqlGCEMoKopIiRwHHfoodyY63fNsh1KXbmdTDLsaCoUnhVUiHymnP2sbpHTLWEXyegI3VAkzjI2/GIiLg1IPzZQThoY6H3Uo0theVfmOFCNYtQVgLHWw13UbLVJ+vwjkca0U3N9+HxIkHpBgMV+luw5x+S5jU+0PV1tz0MatJdgJyqKyflRy5bUHaZlP66N1ksMgR4DawvbZT+qPTVIMbReIz5O22JuD0ofrXI7bvK7GP/rYYVZnotcIDAA+ggHQn6vZHm5TXz4rV2OQ5TwRsEgQZ7s0R4+B9o6zC19WwkeGo0/U1G4IMCTcgIm0Ltje7X2yCUNipPKGVU9Whq0RpF0kmaHMDhgltnrwboXrm07vliA1YCpUeTLsUcUaNRGWSK2N0IhcLYCXAuALGJrDWaZbzDKPbuJA8dMXxOuORF+2BhewknBfYhsCu6JmavoT93vFy8jOSmAzr+erMXszuEIOh50xS2sJ993bPv/r6WwhWrIYtTXPJpe/PrWLIvKeyrs369EQIxglcVXcA6rThZPY5k6hafEw+scqrz6UjzPDknIdxsBEt0HWMEY3t3cY2rfSSRDOyB8a/UbGJ5YRD1sA4C2/MVCZqlYQzjeFSTQr9VdNYCEUIG66s2Y8Vj7zIVbsYVQy7G268EWs8dBmrKsaBQw5mgYhBklqEImhFwhnpv9JEBD+nGLadMLy7f3Lan9dt6OnDGKrjOqvr1STB4A7BgGFZJia1bS1lCZSPWqCODnD5upDpTRqbwRs6tu2CMul38HghdBsUOoGGfHJBmEkY34BBS+OVexpD9cM/74THcRDzBGOxAwPwsNAHc/D5YiY0kgT3NZvloszNdC5MDMuixZOGkBqPdgC8CJrIp9aImuRktAZwRkBLCWSpAfrFYQ2ZG7qwHHatRv+AE49mvg4nDgSeuEsy6hjOWKxCtIwYmZ7nmVm14amveJopW9ZvdAgL9iUH0Gq2sbJyeOp2MDMaY6oUcrqM0G4PFPap2tHTD65UQXEMJoGXpKcc+CiIq2T2LXpGbIaB8qPGA3kLnKSwoZJb0jkxSQim8ChCoV75YnB7lMqiacAInfL6c9PfGwwqh1mCK3M8dsi3s7BEY3tBmVSNbbi+6vRHnwQRIfMe6/kaBAy2xUC58oHvCCGhDF4SmCknTGdStPPmTElY3SVda73tOQ52TIxEsq5zFQg7LTsYqEd2yEsKkbzebtzj9mItX0UqGUCrIPhNCf2PYqNeVdUpH0x62mq2a+A1hpDnAZwzrCt0Hqrnm65GdD0CTIzEpQiuN9Zft8A7n6OyrHF/JWZjGUlqsNba3HCqcesYOnGzU1UCkgIIXCoXbOrnAEDVO5BObeBumCn7nxgIxfQ+Be2v0UVQhA0S20B7g9fKGV8WWhnEsgVzDkGtETS3hYmwwPtlWJsib6SwBFCPYVmtImc7MWtVPpWFYMBoo8B0bpEOumvXqxpCzHDlrkAhqvxi0HvdhFTtZlhXjUown8S4ha4W9xmyCIMa2tL9rAvVcwhBczSmGSPrhfhWeba75roaNvXu9rAKodMkKRPN1yC25X5Nxq520C1qJcedIhrbC0q/99awRZ7nYEwfj9lPtbM+7bggbJBQpslHrZWpJkxNqpr+tmJiOJPMbPyph0Y1XNcw/SarkOYrTvq1AaMLSTkK+4HPdcf1GTZY4uXe48x4blY88nx1aHJOYjKEUGx4a396VZTNsU01dIbi3BCJ+gkIG/AEmS8AEOvQbq4OvG6sTK1H3ct03yHrQT7R0IU5zuxa6Gf88TYzaYp3KNoFxE3n96XUAM1i5jC0sU6APgm0eUAgGCo12jeRFDb6+IB1XguH+AaSPg+uLraHXyPq8h/3L8q7Q68cCUzgqccSNoQiDyABDIqy4HnnxE2pTdhstyDOoWhXO5ZdFV7HjYU913B7DTUWghePpKuo1jT3PUlngUxz2uGaFgLBmVQdTtuQxzW2LWWOFzPDTFlw7XgjGtsLSuU56IQyGHikSEy24cmv3jab4etMPBA/vggQEbxJ64ITWmGbME3l4ZlzRSa0Y5TtI96h3eYBrefxx1ODOPMNcNsNDOBcSiUuOv2LxUkYMmiHNswod+1m+kysJh6yQaAACgXChGdo6z3/Gv5A1flOOj8CnFvW5NstWjB1jytMXO4abe5hsXvGVZwc3obuoh47xhS3L3sGmQRFmK+x3bnm+mfHeTHlwowIVAa1TOq/WRbt3Ya6AUOgJdHHfANECYjMVDtq1Y4O8XTXk5lnMnCHnWq9g+wZzlkN3+m0fuSxDMqFFoCwx4CdgcwpL2cWfNJAKIqRO1OeDNZCqy44BMx5l5EFgRjsUq2TsOGDe5T6UnNs3GJx7J7ZLscaj8Rk9eDkxKOgHGZMjNqWsVXbQfMw4svtxxACvJUdWVWP2sokm4FnSLjq+S4RjKWp1Qd2O1Y8JIz22s7qNeox9sWV264B1gW0W60+CbXeYxu2Q3dnpq0COg2T1DaGwSzgLczE6jcuxpdm33nIskqoz2DkzK8CKNVFSMLaHJ9R1kI26Lo/2DkwZpECnTY5wkIzc2Y3A4QFmV1COxRw46q+dn1+EixlvsIMl3OW/uxRzBwyLNchMZo8MeF3gT02w9H8PviEYfzOqWaMCwFjYmTk+17rFEiaCzadKbF4GHrth9QXiEVtIttBtxfAsJ2qIuPxSGoyhGLzyWLHJg7qMVjse0e11AeHI86MljDerLoNMRBySMOCmwJyFuqVa0GvkSZzEWhkPgSLRWIaWmeOpk/kmxdkCWiHDch4jTsow0uCwKPjnhc104mYQNkU3rQZmm8N0Gpjqh2y+vBEPTHM3Qu9mSU6QYAxnVhcAiix4CIvVSXm6pYEsDENdQKQeIdQWBjTW32VS3t51qdDi/Fs7PymCvmgTjjRWD8PSfmx8ebRdue9zAsiYMs2j+Y0VnjTQAhtyBAZ1N1KNLYjO0dprIx7PKcJh+REdDtwMW2CDTOPZCsigxDGGFJbREBAT27iBiHefFhBFaJSSVPp8Qj9pZCnQYyHmE0IyW4CdqLS8vOU/jQJRIbIie6SZ2lsSfVEEJo5yBlMq3lvLaHOqeu2yIb8TrdhaPqun2ePAmHDBYEEDEsGgQiGAthT6UyY0YM4rh/ZaMXSDd1PmphOBkMNZFfm9S1qktzEdTJJJ8Rr5EfK8WQXGt1Vl222f2rPs/GVZNImW6aIn1zXY7cRje3IjMxv8CQiiJ1QQplJ54KBj6iXovIuEOZcZbML2VbLg+CgU+q8TmenJjwiwIaN+s42S8cocSaBFO2yF6vMyd5rshVJbvOFAJvohDbPmO3KYtqNTAhDq8I8qN2cFBWwIarwsWELSnINSCjAM+RrlActD0BwbMAsMAbQeJmNMPrZ95KhyetwNLv3UEcpwrgdMyl3S6Z1GvSOU7M9jNOOcUkCFEWnYJmDLsM86w0yqiLtKMQdO57XjcDE8JygGdZ3uikLzy4dZSPbjkkwoPfZRfeAOotxN9X237CSwyYr3+tO/JxTPGYtP6bHY2IksLOb3F3blrN+bTH9QbOjlcx2uhWaZBbGlGM3bOFDAZ7g5dMwgXm3bhrKJcsOJMcuQv8tGr1qRfpnHflBhCQzKIrh5dLHwSKw2T6Ylh7MiQdCa6Z7btoiUkKMlKYr/94PkQEo6Xgyh3g0hQXeZDPlOpBloAj656TPbmDOYaYer3ZiEkjexLoHyAHOWtBmt+OOM4QNkKuxvag7GYtANLYXFKLJIRbbyjZJxk1LXfiDKg/TdIVxpoGYwLZ34JCNHNskKpl4HLKTg67K2WGiLnw3TjwsO7SQozXGKN8OhrVZt6sXO+5+cdna1ZEv10Hdydn9Rt20aNxyJ2abesT1gGnPhW2V7Lc1z2H3WBtsNvJzTDxTG3iGkDGi0fkVU/8eMbxJ4FHA2KwvDnthZt8tYzO3B7HmJxBTvb2znQWwdhvR2F5Q2FqwyFRli49HKq9zCAHkMgDFXAvbzGWSqrVwdybGdycxpIoe81TwmAXvSSXZZmDxQ0ki28Usdw4Tz1U1aNMVCTdYIGYWjFiwccjJDFhsaohvvWlBoJlLzY+Cyy24bqfKbk2AnMic7g11eOmxfF01Mhrbo4jG9oJCRGCzVZ6sY+eB0KIxlUbnzkQHj4SoDEmRY+mST8U8vE6bYbLO92Y6RKPqd2Ni1NTsivt1/o00mL4uY2VghLy1Vc0BEW/Is11/fws7MjEZjg5xJOguzNaPxfMcY1IyYLJgYliTIBT5VJUYdyNVrtQ848Pmteg5lolX6HhCnGaf74RW9xaiRk+yeKtqScCuhRCoE/aySYzRvLBYpWvnmKRSsPW/vw2/sfU/sXnEIoTmXBM8hTr6NOPWa1o5Vn+3PaXSyXTolXfs4cSDiWtzVse36RZ4iUnL72zRzlK10NwiIytMuaiYp0FcebKZGGabZT23G7YL5pg6DojG9vGE2GPO0F5oiACbgdrroDldd+d2hRk0lEVbC+02SMowl+0wtkujk7A9v7chiMrE7WMHYQETw0nSZ0hqBt+0Cz12+wGMriy4aWyqYXthnguNKkY9DNXcH/gss+7+zmFgGbUDcCxGlS3q43ysE43tSGSOVPoj9YDGBrCi9eQjkVFMU556RlmyzbLNP7dlbLWPkgxpysicLlhiMuTSMWLFq+Qjz+DF1VyfLR5ziOv7dpSxOmsYS1KpTE1pQB/v0nsbgQgwx15ZioUnGtuRyByx0JjPnoK/x6FLl0mA0IrZ6ZEdx7JBu2iBN3EvTqoFQDL+Tt/MU8CyuNN0QhYJ2bmF8O1UKCBTR/3leOBYWUjvJhb3KY5EdiFE8aECACsOgTqT2HbDxMh3WMIvshgICzKb7aghxQTINN7EXbYwF+KNyaIuGESE1DRARMibpZtkd3VFZMGJdkEkEtkSdjJD3UmCVr4OmTGBascMsjixbymLIOMWc5oXm9qrXsYCTrPuMWTQDu1jVrkkMj+isR3Z9VRKHwunRrIBdq5C4XyxJMhDAbtDnm0igttA8pwl0QStLY/07YWEQabYdZ7NSORYgw2BpyyI5UwCE4qFWMxFFptobEfmxA5WDJxjQYnFYveelxCjQaOTl3bephzdALdD0n6cxOF4Fqx45O0cVnZGxqxa5IfWjt/MG4I9o1gvwD4ait0Qzba/FQ3tyDTE0T0yF4QFpjDHdqGPjbI75+LI8UzXamhRd4yICKltbN3xS9m8UWe/2xf5ZBhi4ngdiWwH0diOzI2NbNsfy7AlhBzYoUiKSCSyScQnKr23zdTrm62UjSAaX7nnOGaWSqLbjZAgD3ms2rjLOKZ7q9Vq4Utf+hK+9KUv4bvf/S7uvPNOAMDDH/5wnH/++Xj+858PkWgJRbYGItpkcbvd7TmLRHY703j1WQRFnmuBlRJDRg2iDQ4AlBmwN1u6qyAuQdFaB9vZtaqnbdei7orUmATI14G+su/dlUQXDScJilBAeFFbGBnGMW1s33bbbXj961+PLMvw5Cc/Geeccw6OHDmCL3/5y3jb296Ga6+9Fv/8z/+8+ANC5DhDPWnxvtxK4rWNzAc2FiS9hvFmd/mIaMuffxYBS7alv7HoGJOgzbKr1ESICBK3S3cdx7SxvbS0hLe+9a04//zzkWWdQWVlZQV/+Id/iC9/+cv4/Oc/j2c84xk72MpIpJcY975VRAN7auKlmom5FXVhhtidSfg8HnHiYdjGJMfIlnNM32EPfOAD8cIXvrDH0AaALMvw0pe+FABw/fXX70TTIpFIZGEhInAi4DR60LYbYq6TM3cjTAwq/7cbiIZ2ZDs4pj3b4zBGTz3GbEci28POR8XEZLBZoKhUEdkgW6kSE4nsRo7b0fQTn/gEAODss8/e4ZZEIpFIJBKJRI5VKITjT/vnyiuvxFvf+lY86UlPwoc+9KGxny2KAryLt/QWnXYzr/9u3O7fZQjr99d/J7+0gy1ZPEIIWFnRv2fZ9ieAhpAjhDUAAHP0vEWOb442j9R/b7jlmb7bylto5msb+m4kcjyyK4ztCy+8EM1mc+rPv/jFL8Zpp5029L0vf/nLeN3rXoeTTjoJV1xxBU466aSxx7rnnntmaerc2Ldv34799naSN4v67+KOgUVN82jn727QoDte+nUYIQSsrurf03RnjG1gHQBANF8VhuO5X49ljuV+XWl1HAOZnc0x0C5aaObrG/ruonAs9+3xzE706759+yZ+ZlfEbF955ZVYqVxiU/D0pz99qLF9zTXX4PWvfz3279+PD33oQxMN7UgkEolEIpFIZDPsCmP7hhtu2PQxvvKVr+B1r3sd9u3bhw9/+MM49dRT59CySCQSiUQikUhkNMfAvv1kKkN77969+PCHP4yHPOQhO92kSCSy7ey4HEokEolEjkN2hWd7M1xzzTU9hvaoWO5IJHJsQ8QIYfbS1JFIJBKJbIZj2tj+n//5H7z2ta9Fs9nEmWeeiX//938f+Mwpp5yCZz/72TvQusgxzc6LSkeGQLHMcSQSiUS2mWPa2P7Zz35Wq5gMM7QB4Mwzz4zGdmR+2BTIW4DYnW5JJBKJbAm7pTpkJLIoHNPG9qFDh/CDH/xgp5sROZ4gBkwMVYhEIscuwgYm2FjqPBKZkmPa2I5EIpFIJDJ/nESnQiQyLdHYjuwoxIRQBJDEbcljHSKCSKj/HolEIpHI8UA0tiM7ChtCKNTojhz7eB/7ORKJRCLHFzHgKrLjREM7EolEtpeY5BiJbB/R2I5EIpFI5DjDSQImhpd0p5sSiRzzxDCSSCQSiUSOM4QFwtlONyMSOS6Inu1IJBKJRCKRSGSLiMZ2JBKJRCKRSCSyRURjOxKJRCKRSCQS2SKisR2JRCKRSCQSiWwR0diORCKRSCQSiUS2iGhsRyKRSCQSiUQiW0Q0tiORSCQSiUQikS2CQghhpxsRiUQikUgkEokci0TPdiQSiUQikUgkskVEYzsSiUQikUgkEtkiorEdiUQikUgkEolsEdHYjkQikUgkEolEtohobEcikUgkEolEIltENLYjkUgkEolEIpEtwux0AyIdvvvd7+KSSy7BDTfcgHa7jYMHD+IlL3kJnvnMZ+500yIA/u///g+f+9zncO211+JHP/oRfvazn2Hv3r04/fTT8fKXvxy//uu/PvCd+++/H5dccgmuvvpq3H333TjppJPw9Kc/Ha997WvRaDQGPl8UBT760Y/i4x//OG699VZkWYazzjoLb3jDG3Dqqadux2lGSt7//vfjne98JwDgyiuvxOMe97ie92Pf7h6+8IUv4F//9V9x0003YWVlBQcOHMDjHvc4/Nmf/Rke9KAH1Z+Lfbo7CCHgC1/4Aj7ykY/gxz/+MY4cOYKTTz4Zhw4dwh//8R8PXPvYr4vFpz/9aXz729/G9773Pfzwhz9Eq9XCO97xDjz72c8e+vnt6L+vfvWreN/73ocbb7wRRIRHP/rRePWrX40nP/nJcznnqLO9IHzjG9/Ay1/+cjjn8Fu/9VtoNBq4+uqrcfvtt+PNb34zXvayl+10E497/uEf/gH/8i//ggc/+ME488wzceKJJ+LWW2/FF7/4RYQQ8M53vrNnYbSysoIXvOAFuPnmm3H22WfjkY98JG6++WZcd911+LVf+zV89KMfhfe+5zfe8pa34KqrrsKv/Mqv4ClPeQruuusufO5zn0Oj0cCVV16J0047bZvP+vjkhz/8IX7v934PxhisrKwMGNuxb3cHIQT89V//Na688ko8+MEPxtlnn41Go4G77roL119/PS666CKcccYZAGKf7iYuvPBCfPCDH8SBAwfwm7/5m1haWsL3v/99fO1rX0OWZbjiiitw8OBBALFfF5FzzjkHt99+O/bt24csy3D77bePNLa3o/8+/elP401vehNOPPHEeg7/7Gc/i3vuuQf/9E//hPPOO2/zJx0iO06r1QrnnntueMxjHhNuuumm+vXDhw+Hpz3taeHRj350+MlPfrKDLYyEEMJ//Md/hG9+85sDr19//fXh0Y9+dHjiE58Y1tfX69cvvvjicPDgwXDRRRf1fP6iiy4KBw8eDJdeemnP6//1X/8VDh48GF74whf2HOcrX/lKOHjwYHjZy1425zOKDKPZbIbzzz8/PPe5zw1vfOMbw8GDB8MNN9zQ85nYt7uDyy67LBw8eDD8zd/8TWi32wPvt1qt+u+xT3cHd911V3jEIx4R/t//+3/h8OHDPe998IMfDAcPHgwXXHBB/Vrs18Xja1/7Wm3TvO997wsHDx4Mn/jEJ4Z+dqv779577w1nnHFGOHToULjjjjvq1++4445w6NChcOjQoXDkyJFNnW8IIcSY7QXgG9/4Bm677TY861nPwiMf+cj69eXlZbzyla9Eq9XCJz/5yR1sYQQAnva0p+HMM88ceP2MM87AoUOHcN999+EHP/gBAPWoXXXVVciyDK9+9at7Pv/qV78aWZbhqquu6nm9+vef/umfwjlXv/6UpzwFZ555Jq677jr89Kc/nfdpRfq49NJL8d///d/427/9W4jIwPuxb3cHa2treM973oNTTz0Vf/mXfzm0L43RSMrYp7uH22+/HUVR4PGPfzyWl5d73nvqU58KALjnnnsAxH5dVM466yyccsopEz+3Hf33+c9/HocPH8aLXvQinHzyyfXrJ598Ml70ohfhnnvuwRe/+MUNnWc30dheAL71rW8BAM4+++yB96rXrr/++m1tU2Q2qkm7+vOWW27BXXfdhdNPPx1ZlvV8NssynH766fjf//1f3HHHHfXr3/zmN+v3+vmN3/gNAJ17JbI13Hjjjbj00kvx2te+Fg9/+MOHfib27e7guuuuw3333Ydzzz0XRVHg6quvxvvf/3587GMfw6233trz2dinu4eHPOQhsNbihhtuwP3339/z3le+8hUAwJOe9CQAsV93O9vRf9PYX/Po75gguQDccsstAHQQ6efAgQPIsmxgcogsDj/96U/x9a9/HQcOHKjjBKv+GhXbd9ppp+G6667DLbfcggc96EFYWVnB3XffjYMHDw71wFX3RrwPto5ms4k3v/nNeMQjHoGXv/zlIz8X+3Z3cOONNwIAmBm//du/XY+z1WsveclL8OY3vxlA7NPdxL59+/DGN74RF154Ic4777yemO1vfvObeMELXoAXvehFAGK/7na2o//G2V/z7O9obC8A1eq8f0usYmlpCUeOHNnOJkWmpNVq4U1vehOazSbe+MY31g941V9LS0tDv1e9XvX9tJ+P98HWcfHFF+OWW27Bv/3bvw0dqCti3+4Ofv7znwMALrvsMjzqUY/CVVddhYc97GG4+eab8Vd/9Vf4wAc+gFNPPRUveMELYp/uMl7ykpfgpJNOwlve8hZcccUV9etPeMIT8KxnPaveYYz9urvZjv4bZ3/Ns79jGEkkskGKosAFF1yA66+/Hs973vPwu7/7uzvdpMgGueGGG/CBD3wAr3rVq+rdicjuJpRCW9ZavOc978FjH/tYNBoNnHHGGbj44ovBzPjgBz+4w62MbIR3v/vdeNOb3oRXvvKVuOaaa/Cd73wHH/3oR7G+vo4Xv/jF+M///M+dbmIk0kM0theASaun+++/f6TXO7IzFEWBv/iLv8BnPvMZ/M7v/A7e9ra39bxf9Vd/TGFF9XrV99N+Pt4H86fdbuOCCy7Ar/7qr+IVr3jFxM/Hvt0dVNf/MY95DB74wAf2vHfw4EGceuqpuO2223D48OHYp7uIr3/967jkkkvwwhe+EK94xStw8skn14uoSy+9FMYY/N3f/R2A+Kzudraj/8bZX/Ps7xhGsgBU8Ui33norHvOYx/S8d/fdd2NlZQWPfexjd6BlkWEURYE///M/x6c+9Sk861nPwoUXXgjm3nVrFevVHSfaTfV61fdZluHAgQP4yU9+gjzPB8IYqpixYXFlkc2xsrJS90f/81fx/Oc/HwDwnve8Bw972MMAxL5ddB760IcCGD1RVq+vra3F53UXce211wIADh06NPDegQMH8NCHPhQ33XQTjh49Gvt1l7Md/Xfaaafhe9/7Hm699Vbs27dv4uc3SvRsLwBPfOITAWj2fD/Va9VnIjtLt6H9zGc+E3//938/NL73tNNOw0knnYTvfOc7WFlZ6XlvZWUF3/nOd/BLv/RLPdXrzjzzzPq9fr761a8CiPfBVuCcw3Oe85yh/1WD+DnnnIPnPOc5OOWUU2Lf7hIqY+xHP/rRwHutVgu33XYbsizDiSeeGPt0F9FqtQAAv/jFL4a+/4tf/ALMDGtt7Nddznb03zT21zDJ31mJxvYC8OQnPxmnnnoqPvOZz+Dmm2+uXz9y5AguvfRSWGtjPPACUIWOfOpTn8J5552Hiy66aGQiHRHhuc99LlZWVvDe97635733vve9WFlZwfOe97ye16t/X3zxxWg2m/Xr11xzDb71rW/h7LPPnkqbNDIbSZLg7W9/+9D/Hv/4xwMA/uRP/gRvf/vb8chHPjL27S6hqhh56623Dmjxvv/978fhw4dx7rnnwhgT+3QXUUm6XXbZZQNb/x/72Mdw55134nGPexycc7Ffdznb0X/PeMYzsLy8jMsvvxx33nln/fqdd96Jyy+/HPv27cO55567+XMJIZZrXwRiufbF55JLLsG73/1uZFmGF7/4xXXGezfnnntuXZhoZWUFf/AHf4Dvf//7OPvss/GoRz0KN910U11m9vLLL0eSJD3f7y8ze/fdd+Ozn/0sGo0GrrjiCvzyL//ytpxrRLngggvwyU9+cmi59ti3i89tt92G3//938fPf/5zPPWpT61DDL7xjW/glFNOwZVXXokDBw4AiH26W8jzHH/0R3+E66+/Hvv378c555yD5eXlul+TJMFHPvKROvQy9uvicdVVV+Hb3/42AOCHP/whbrzxRpx++ul1uMYTnvAEPPe5zwWwPf03rlz7P/7jP+IZz3jGps85GtsLxHe/+128613vwg033IB2u42DBw/ipS99ad35kZ2lMrzG8Y53vAPPfvaz638fOXIEl1xyCa6++mr87Gc/w4EDB3DeeefhNa95zVB5oqIocPnll+PjH/84br31VmRZhrPOOgtveMMb8OAHP3ju5xQZzyhjG4h9u1u444478K53vQtf/epXce+99+IBD3gAzjnnHLzmNa/B/v37ez4b+3R30Gw2cdlll+Fzn/scfvzjH6PVamH//v04dOgQXvnKV9Z5FRWxXxeLSXPp+eefjwsvvLD+93b037XXXov3ve99uOmmmwBo/s6rXvUqnHXWWZs8WyUa25FIJBKJRCKRyBYRY7YjkUgkEolEIpEtIhrbkUgkEolEIpHIFhGN7UgkEolEIpFIZIuIxnYkEolEIpFIJLJFRGM7EolEIpFIJBLZIqKxHYlEIpFIJBKJbBHR2I5EIpFIJBKJRLaIaGxHIpFIJBKJRCJbRDS2I5FIJBKJRCKRLSIa25FIJBKJRCKRyBYRje1IJBKJRCKRSGSLiMZ2JBKJRCKRSCSyRfx/UOog8iLtn1oAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=2)\n", "axs[0].plot(noncentered_trace.posterior.sel(chain=0)[\"sigma_b\"], alpha=0.5)\n", "axs[0].set(ylabel=\"sigma_b\")\n", "axs[1].plot(noncentered_trace.posterior.sel(chain=0)[\"beta\"], alpha=0.05)\n", "axs[1].set(ylabel=\"beta\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And correspondingly, the low end of the posterior distribution of the slope random effect variance can now be sampled efficiently." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_pair(\n", " noncentered_trace,\n", " var_names=[\"beta\", \"sigma_b\"],\n", " coords=dict(county=\"AITKIN\"),\n", " marginals=True,\n", " # marginal_kwargs={\"kind\": \"hist\"},\n", ")\n", "ax[1, 0].set_ylim(0, 0.7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, we are now fully exploring the support of the posterior. This results in less bias in these parameters." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True, constrained_layout=True)\n", "az.plot_posterior(varying_intercept_slope_trace, var_names=[\"sigma_b\"], ax=ax1)\n", "az.plot_posterior(noncentered_trace, var_names=[\"sigma_b\"], ax=ax2)\n", "ax1.set_title(\"Centered (top) and non-centered (bottom)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that `sigma_b` now has a lot of density near zero, which would indicate that counties don't vary that much in their answer to the `floor` \"treatment\". \n", "\n", "This was the problem with the original parameterization: the sampler has difficulty with the geometry of the posterior distribution when the values of the slope random effects are so different for standard deviations very close to zero compared to when they are positive. However, even with the non-centered model the sampler is not that comfortable with `sigma_b`: in fact if you look at the estimates with `az.summary` you'll see that the number of effective samples is quite low for `sigma_b`.\n", "\n", "Also note that `sigma_a` is not that big either -- i.e counties do differ in their baseline radon levels, but not by a lot. However we don't have that much of a problem to sample from this distribution because it's much narrower than `sigma_b` and doesn't get dangerously close to 0." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
sigma_a0.3230.0450.2410.4080.0010.0011191.01807.01.01
sigma_b0.2870.1060.0900.4730.0100.007105.0155.01.05
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "sigma_a 0.323 0.045 0.241 0.408 0.001 0.001 1191.0 \n", "sigma_b 0.287 0.106 0.090 0.473 0.010 0.007 105.0 \n", "\n", " ess_tail r_hat \n", "sigma_a 1807.0 1.01 \n", "sigma_b 155.0 1.05 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(varying_intercept_slope_trace, var_names=[\"sigma_a\", \"sigma_b\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To wrap up this model, let's plot the relationship between radon and floor for each county:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xvals = xr.DataArray([0, 1], dims=\"Level\", coords={\"Level\": [\"Basement\", \"Floor\"]})\n", "post = noncentered_trace.posterior # alias for readability\n", "theta = (\n", " (post.alpha + post.beta * xvals).mean(dim=(\"chain\", \"draw\")).to_dataset(name=\"Mean log radon\")\n", ")\n", "\n", "_, ax = plt.subplots()\n", "theta.plot.scatter(x=\"Level\", y=\"Mean log radon\", alpha=0.2, color=\"k\", ax=ax) # scatter\n", "ax.plot(xvals, theta[\"Mean log radon\"].T, \"k-\", alpha=0.2)\n", "# add lines too\n", "ax.set_title(\"MEAN LOG RADON BY COUNTY\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This, while both the intercept and the slope vary by county, there is far less variation in the slope. \n", "\n", "But wait, there is more! We can (and maybe should) take into account the covariation between intercepts and slopes: when baseline radon is low in a given county, maybe that means the difference between floor and basement measurements will decrease -- because there isn't that much radon anyway. That would translate into a positive correlation between `alpha` and `beta`, and adding that into our model would make even more efficient use the available data. \n", "\n", "To model this correlation, we'll use a multivariate Normal distribution instead of two different Normals for `alpha` and `beta`. This simply means that each county's parameters come from a common distribution with mean `mu_alpha` for intercepts and `mu_beta` for slopes, and slopes and intercepts co-vary according to the covariance matrix `S`. In mathematical form:\n", "\n", "$$y \\sim Normal(\\theta, \\sigma)$$\n", "\n", "$$\\theta = \\alpha + \\beta \\times floor$$\n", "\n", "$$\\begin{bmatrix} \\alpha \\\\ \\beta \\end{bmatrix} \\sim MvNormal(\\begin{bmatrix} \\mu_{\\alpha} \\\\ \\mu_{\\beta} \\end{bmatrix}, \\Sigma)$$\n", "\n", "$$\\Sigma = \\begin{pmatrix} \\sigma_{\\alpha} & 0 \\\\ 0 & \\sigma_{\\beta} \\end{pmatrix}\n", " P\n", " \\begin{pmatrix} \\sigma_{\\alpha} & 0 \\\\ 0 & \\sigma_{\\beta} \\end{pmatrix}$$\n", " \n", "where $\\alpha$ and $\\beta$ are the mean intercept and slope respectively, $\\sigma_{\\alpha}$ and $\\sigma_{\\beta}$ represent the variation in intercepts and slopes respectively, and $P$ is the correlation matrix of intercepts and slopes. In this case, as their is only one slope, $P$ contains only one relevant figure: the correlation between $\\alpha$ and $\\beta$.\n", "\n", "This translates quite easily in PyMC:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "coords[\"param\"] = [\"alpha\", \"beta\"]\n", "coords[\"param_bis\"] = [\"alpha\", \"beta\"]\n", "with pm.Model(coords=coords) as covariation_intercept_slope:\n", " floor_idx = pm.MutableData(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.MutableData(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # prior stddev in intercepts & slopes (variation across counties):\n", " sd_dist = pm.Exponential.dist(0.5, shape=(2,))\n", "\n", " # get back standard deviations and rho:\n", " chol, corr, stds = pm.LKJCholeskyCov(\"chol\", n=2, eta=2.0, sd_dist=sd_dist)\n", "\n", " # prior for average intercept:\n", " mu_alpha_beta = pm.Normal(\"mu_alpha\", mu=0.0, sigma=5.0, shape=2)\n", " # prior for average slope:\n", " mu_beta = pm.Normal(\"mu_beta\", mu=0.0, sigma=1.0)\n", " # population of varying effects:\n", " alpha_beta_county = pm.MvNormal(\n", " \"alpha_beta_county\", mu=mu_alpha_beta, chol=chol, dims=(\"county\", \"param\")\n", " )\n", "\n", " # Expected value per county:\n", " theta = alpha_beta_county[county_idx, 0] + alpha_beta_county[county_idx, 1] * floor_idx\n", " # Model error:\n", " sigma = pm.Exponential(\"sigma\", 1.0)\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is by far the most complex model we've done so far, so the model code is correspondingly complex. The main complication is the use of a `LKJCholeskyCov` distribution for the covariance matrix. This is a Cholesky decomposition of the covariance matrix that allows it to sample more easily.\n", "\n", "As you may expect, we also want to non-center the random effects here. This again results in a `Deterministic` operation that here multiplies the covariance with independent standard normals." ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [chol, mu_alpha_beta, z, sigma]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [16000/16000 01:50<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 3_000 tune and 1_000 draw iterations (12_000 + 4_000 draws total) took 111 seconds.\n" ] } ], "source": [ "coords[\"param\"] = [\"alpha\", \"beta\"]\n", "coords[\"param_bis\"] = [\"alpha\", \"beta\"]\n", "with pm.Model(coords=coords) as covariation_intercept_slope:\n", " floor_idx = pm.MutableData(\"floor_idx\", floor_measure, dims=\"obs_id\")\n", " county_idx = pm.MutableData(\"county_idx\", county, dims=\"obs_id\")\n", "\n", " # prior stddev in intercepts & slopes (variation across counties):\n", " sd_dist = pm.Exponential.dist(0.5, shape=(2,))\n", "\n", " # get back standard deviations and rho:\n", " chol, corr, stds = pm.LKJCholeskyCov(\"chol\", n=2, eta=2.0, sd_dist=sd_dist)\n", "\n", " # priors for average intercept and slope:\n", " mu_alpha_beta = pm.Normal(\"mu_alpha_beta\", mu=0.0, sigma=5.0, shape=2)\n", "\n", " # population of varying effects:\n", " z = pm.Normal(\"z\", 0.0, 1.0, dims=(\"param\", \"county\"))\n", " alpha_beta_county = pm.Deterministic(\n", " \"alpha_beta_county\", pt.dot(chol, z).T, dims=(\"county\", \"param\")\n", " )\n", "\n", " # Expected value per county:\n", " theta = (\n", " mu_alpha_beta[0]\n", " + alpha_beta_county[county_idx, 0]\n", " + (mu_alpha_beta[1] + alpha_beta_county[county_idx, 1]) * floor_idx\n", " )\n", "\n", " # Model error:\n", " sigma = pm.Exponential(\"sigma\", 1.0)\n", "\n", " y = pm.Normal(\"y\", theta, sigma=sigma, observed=log_radon, dims=\"obs_id\")\n", "\n", " covariation_intercept_slope_trace = pm.sample(\n", " 1000,\n", " tune=3000,\n", " target_accept=0.95,\n", " idata_kwargs={\"dims\": {\"chol_stds\": [\"param\"], \"chol_corr\": [\"param\", \"param_bis\"]}},\n", " )" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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6TQ+e0bHF30+nT+/vVBooFC/co+P4CWBgiHP3QuJxjSNHNZIpjfAM8NY5BOGFzM9rvHtQ48CBihizkFPFrmTSwcuvOIjHz11fbx4qnCJ27X+34hm3kDNdo6XSub3edr+mcfDQuesxMakxNn7u7ySSGsMjDhyH4++tvRSZPIpF5nobHDp7Ge8e4pjx5skznY+XJeBkP07zvB0b55hZOA7m5zW+9wPg+Rc1pqZO9+5MpyvXWjSqMTXlXJZHb18/MDQMHD124ftc7DyUy2k89wIwM3NuUe1SPQIzGY3X3wSGhjhfR+YdJJL0MjwVx9EYGvaOd3HH8cbKpcC5SMNxHBw8uFhkvlRx+WLxhKtzXV+FgsYrr2p8/f/Hcx2fWHwNvPgSxfqFeOP+1PGfSGqEZy7ur6/PweCgc8HiuOTsEgRBEIQbmL5+jVgMqK4GEgng538O+P4PgLFxBzfdBJxYxiebwqXxs+cKqKsFbt5e+azgijyFIg0G01yses1FNA68C+y6VaNkA3W1QFXV6cpYqcTQCr/rCbjvHRr3731ML8rtprVGOg0cPgp0diyuC0DjZt87QCGv8fgHNQzjwp6/Toc1ZmaBoWGFrT3AyT56bcWizLd0sk+julqhu4t1iUQ0psOAaWo+Kd8AAAqv7uaYv/MOPsUPBgG/X2FsnF6ObW3cf26OxldnJ/MMnZq/TmuNF14C1qzW6NlyeXlV9h/QOH4cqKqmAfyxjy4+jie0pDOL98vngWAQeGsv+/l976kIcMY51E2tNXp7gVWrgJqaxd+bnqah/ZOngfZ24JFHHNTWKLQ0K0QiDkIhhZINROY0tFbYsEGVDZydtziYnFIoFjXaWoHDRyjevPoasGunRkvz4mMlEhQnVq8CiiWFzZsUtNYIh3keP/wxsGkj0NQEvL2P4/eB+ytlvPyqxuAQsGGdg8ceVWhqOn8/xOMa+/YD69ZWvIxyOZa9+3WNZBIYHQN6Nms8+ohCLsfvTE1pdHZUvAhraoDt2xaX7Xl0FYuLPTLeeIuvQ0MajQ3ss2KRn/sXeNYuJBoFWlsr79NptsuGDYvPMZN2N06x/958S2NsnOcJaDhQcBx9znEBAMUSDez5GPsHULBtGuOmARSLi/f/6c/oNWmYGvfdc3pOLq01RkYr1fNE53Nx8JCDqSnggx/gePCuvZdeAZoagdtv4/fGxjWqqwBH06sulwdys5VyolGNQGDxfOZ5T67qPn3eKhY5F7z5lsaJE8DDDwFVVWyDSMRBXS3nz3CYwvTUFLBxg0I6rZFKA+1tlfK8fonMa7z8CnDbLmBrz+K2KSxoi8lJoK6H27atMTrK4+ZyHGtA5fo/chSortZoblJ48AHOb4WCxlPfA7b2sN779gODg8CGDZwXzkYsptHQcOYxMR3WmJwEMhlgeFhj3TqjXL/9B4CODmD1qsq+U1MOXn8DeOghDb9Poboa8PnOXPbcnMa7B4EdN3NkjI0DL76s8fgHcNpv1Ogova229WisWnV6efm8xlwEgObvXDYL3LRNuf/jd+ajQGPT4v0Wji0AmJgEwmENZSic6WdJa43JaY2ujtN/D6amgGMngLvv1KirO/s15jgcK7U1lZyoR44CQ8MaqRQ9KFuaAaU0WluBUonXwOEj/D2trob7O819MxmK9mc65okTGqEQsHbtua/5QsFB/wAQDCoUC8DWrYv/Pz2t0dwMPPOsxuAgr7fDRzRyOe5Tbh8AyVRlv7mIg6e+B9y0TWNuDnjvY0BtLeehfe9cnKDo2BpHj7M/77hNY/Pm8+8jYpcgCIIg3MD8j//J133vAF1dgOPeeOzeXcD6dcAbb1LgkITC1xdT07y51JpGq2eADw9rDA0rPHi/XnSDOjPDm+XZOWB8QiEUBO68g94Mt9zMz/1+jb5+7pPL8en38AhvwCMR4BMfp1Gz7x2KBVu3Vgy1UznZr1EqAr19NJY8w/VsxGIOTJNeBu8eAoIBjcZGhmcWCjQUGhp4Ax4IAF2dGskUPUYAeqdMTAAdbYBjOyiWFOajvNmemNBoaFS4+06NI0c0ojHggx/QSCQU+vop1tTW0Mj5uY9qlEoK3d1sh5lZjUwamJxUWNVNoe18eJ5Ot+wAGhoMpNMafj89tmwb0Lri5QXwuGNj7IMztk1co83PPnEcCiivv0EBc9tWeoI4DvDwQ4stt5lZYGyCwobPx7GybatCMqlx4KDG7BwwMQXE4mzT1lbg4Qc1vv7/AI0NGh0d9Pa4ZYdGdTXFzepqhYOHgLExjUKBopBnMBYKGgMDKItdc3M0+CIR4NBhIBwGRsc1PvkJIOCnUDo2BmRzFMuUQQMvm6UBrhTQ2gLE4xwDJ04CbW0a7e3A6lU87sIxHotp1NfTuMy4gsH4OEW0cFgjMg+0tQEzM2zrXI7hh6kUDf1IhOM1PFMRBlIptn+pRIHHcXT5WsvnNQ4cBGzbKXs0hEIK02EKkwuZnNR45lmNhx5QqKpSsEwgldY42Qe0tiocO85QsmCQ9W9r06ipUcjlaEDGEl4b87iBAOuXSNLw9ETp23ZpZDIKKdfzxi5RbGhpAQIBhZ23KnfMcd6wbV5ba9do7N3H+vgsYOdOjqkXXgI2b2KfaIf9WFcL7LyVvxvZrEYqpVBTw2t3cpJCXzrDa/O2neynhXX2OHQImI0A69c72P0a67BpIwAozLshXlNTGt/7gcbWLYAyFDIZjXicc0oySaN63356hN51FwUKL0eb13/eogThGXozas35MZ0CbIefz81xzjl0uIhCAQiFNN59V2NoBOjqpJfXq6/xd3KhqOQ5yExMcK46fBioCjkoFICZWYXNm7BofszngaPHHASD9EIaG6cYXXQ9e2ZnNWIxzq8a3DeX1xgfB154GXBKzLM5MERhtLqGbZ1Oa8zOcix5FIuex6LC7Bxw+y6NmhqO885Ofs+2Ka4mEqzPW3uAv/wL9tfoqEYsrhCLAwCvrbpahdExYHQcePcgRXu/H7j/3tPvIWZnNX7wIw1HV8Lrw2FAgXXp7FQoFDQyGZaRSPI7w6M8r8ZTxLmRUeBEL+dSTyjr2aJx7DjHAsD6nBoSyAUTFtRrhg901q3VaGtdfIzxcXqs7tsPfOzDGps2Vf6fz2tMh/mbNzYOrF6lMTWt0dysThP4jxzldXfTNgrvPVsYlp5M8rcqFOL8bJcAxwEGhzQOH6XIPD5BgbWrC3jgPl5XM7Ma09PAJz+B8m9QNKoxMqoxO6fQ2ACsXctrMjwDdHYsfsCUTlNE6uvn3F5fB7AnKv8/fJT93D9AT+lIBNjjcF6++SaN3l6N7lXcT2uOydZWzrHpNH8LLBN4dbfGzp38zLYpzDY14oIIhzk3T0xSwL0QROwSBEEQhBuUTEaXQxMmJmkg/vDHfP/jp/P4+Y/xaf7EBG+UhOuDTIYhVi+8pACtMR/l02BAYWYGaG3jE9meHqC6iobB/gNwPaaAxnqNtjaFgUEaz9NhjfEJCgRVVRQtUing7X0avSdpPESjFAQsi2KRY2u8vY837ZbFcAXTAPr7NaqqgVd3A9t6gHwOeOZZwO93UF2tsGH9YqMgm9WIJ4B/+VcKIMUikExQgCq5wux8lGJIOgM0NwPd3TRKjh0HpsJAdxfPJRYFXtlNL6FMlsYZQMGlqtr1rOql4Pv8C8DaNZUwspkZIFQF/OxZoLOLoorPp/DWWzQsb92h8cZbCqu7NfIF/m/LZhqJdXWLPV3e2qNx6DDQ1wd86HEH3/sBAEUvkFKJRmVdrUYsxhPs69d4+22grV1BKQpfDFWl8PH0T4HuLhohxSJw+y5gPkpvp9oahpnEE8AtOxw0NlYMnOkpjUKeBtbxEzQoGxo0EglgdpbeL45NYyaVBGpq6AkGUASanaMng13iCq7j48DmzRS0DBPw+2gsF/KAP6Bw8iQwGgTuvosed6+9QXEwFNTIFxiWmUwAr7xKb4bpsDseG4DhEaChngZSLM7+n53V2LyJ9XEcAJqfR2P0yGlpAe6/jwLUyKhG/4BCXY3G7bcDI2OuN2AdvdiGR9h2e/ZWDGO7xP+9c4DCn6MpvgX8FFZ5XI239vDcW1p0WZgLTwPNTfQOS6VKaG5im27YQCPQMvndZIpeV1PT/G5Xh8YttyjYNufkkRGgZDsoFBT6B2isBwIaoSCPHQwBx4+7+X00cOgIr8HHP4iySFEo0EMrleSYK5Uo1hWLXBmxr4/nX11D8WPnrcDrr/P6mppim//gRxpBVyQqFoGXXgIee5QC58+e5XjQGtBxjgWAxnvvSQpPnR0UASPzrNO6dfzOyChFz5N9wM3bK2JtIEBRcGYO+NGPeX7HjgEPPEChybIU5iL0CPSM5tkwDf5Uml5z0RhQLDoAFN7exzreeos3F5JEEtDQ8PuAt9+mgL91KxdqOXIMCAV57efyDNXavh2YmuZ1EIly/oy74/H4CXp4jo/zfG6/nSJgwM9zBtiW3/shZYRt2yjcT01pbL+JglhvL0VJx+EYKxaBeExjYpLC5IF36c0ai7GMbJbfGR7lZ+PjnIdth+/r6ljWkSP0jPq1X2HbnOilOH6yD+jooKdfqURhMzIPhEIOAgGFyUl6xtbWcA4BgFTawVtvUdjcsplj8ESvQqnI8LdjJ8BVnWeB+RjFzZdeUVDKwa5bgaYmhZlZ/haMjQOFPO8vvAdtsTjb/4MfYOhhsahhGLz+AYXjx3nejz5MQd0w+J3+AWBggN9LJDW2bAESCYV3D3KM1NSwbeYiQDJpux67CiMjFGWraxTWrmEbjI2zz6qrNG69Rbnjnr8P/f2cIxZ6LwEU/t89BNTXaRQLlfyLO7Zr3HE7xevBQWD9Ogq98xF6u5ZKbMtkitta8zd1epq/t9XVnAczWaBYoAff0ePAxg1ASzMFx/kofwf/9bsajzzEz0ZG+Fvc2amRz/McRkeBI8co7N+0zcHNN/F3/d1D/P2fm6OQlc0CWjuor1fY2kOBLRqtCLO2w+tsZhZobwMSKXoRzs6h7JWrFP/vec4WCwAshvX6FwjOba0874UPimybv2/e72Ymo1FVpZDN0bM7FDzd8+9siNglCIIgCDcoh4/wxsrn4w3J2DjwB/+7wt/+vcaRozZ+93f4veEREbuuJ/7lOznU1fFp+vAIjejWFmDNGoYczM9rHD9BwSudAX7h5+nhUCrRsEskgJZWeuf0up4cAG90A36N/n7e1E6H6cUB0Ijr7WNIrG3zPUDD3HEU3n4byBc0TvTS+CsVecxcnuLOi9XATTfRw6itlcbu+LjGsRMV77RikSE5psljOA6f+o+N8X0sToM0maJhffIkBYNMWiMRZ31KJRrg1TW8Wa+rreTMmZikYTg6RmOjoYHlmwaFtFAVDQrT0njnAEWK+RjbbGAQWL+enlLhMMOehodZ1k3bgIce5EHCMxrjk2zLSAR46ntsy9lZikOFEm/k39kPlIo5dHU5+OkzNK4eeojC3NgY2211N43NI0d5/MYGikxvv0OhLxLhk/R0hkLf0AgXn4hGady9+DKN/TVrKobs//NN4MH7XFEiDuQKbJPjWX4nGqORPTVdGRdTU5X2gwLSKYpIs3NAZydFo5u2UXxLpyiW7n+XXgRNjQwb05rCRzIJVLllp93xkcvR6Bsa5riamaGhPjsH1FRXPJDSGSAQpME7O0eh9f77aFwdOgwADCUbGKLQFI8DDSkKAvNReiZNh7lfLM5xGo3ye9msa4z7WJ9wWKOpiR4psRiPPXsC+Kev8/uzcxRD5uaAfMEpt9nUtDuWSzzXTIbnANC4PXAICAQdaCgo0DB/5x3gppsoNoVCNIr37qNoO3yQ7ZLPA6tXsy7vHADuvVfj2AmFbJafxWNAvsDyLIuC1/gEBbCS7QrVPp7P8DDbrKbGDWWcZ5s3N1GAGZ9iOzU2cv9stiKqmRZgO3yIcryX3puxqIZ2KKpVV/O627MXaG3VmJnhewDYv5/Xqs8PvOdRGvcKHIupFPt4aorGdTqrcfIk6z0zw7Y88C49EPN5ChKOQ1G+uZmCdToF7HtHo72N10V7B/vy8BEa4vve4Xhbt07D5+OxKO5zzslkKM4PRzl2AXqKas06Arzex8YoXL3xFtulo4OiWDjMMZZIsB9bmtkHc3M8t9Fx1t22gWyGbRUO00NqeoZeh3m3PzmaOZc5GpgY5+93NsO6Fgoca6aPc2JViOfy/R/yoUN7B8d2qcRrqrYWKNp8MOI4wHe/zwcN9fWe+Fj5fXnxJQqPySRQ2gDs20ehcmycoazFEo83M8P5JeAHtm2lkLhnL/CbnwUOHeG8ZZocl7EYz71YZJ+c6AXWr+c83u8KWENDQGN5vtB4Z79CIgmkkvQurqtjXxw8zH4MBukN6HnEpjOsXzgM+HxFdHSwvGMn2J8tzRrP5Xj9mCb7aXgEGJ9wEI8D33mKc/7MLOs7O7PY6z2T4Tg6dpzXjieqJlN8kHLgINt2334K1GvXcByk0+yvZIrtZpr8LJ7gA4hkkiGNM2HOvxPuIite29RU81pQimGwsTjDr19+lW0wNAxs7aHHWTzBsqen2dZv7aHQW1vL35BsluWkM/wt2biBvzH73qHH2Yj7GxII8FyiMf7uJOOcW+hpyGunpprHnJ2lINnawnk2kWQoaibLcmZnFY73Arfe4mBgQKGrk7kpm5qAD31QlVMs3LpDY2CQ5+79/l8IInYJgiAIwg3KkaNe0lC+b24Cfv5jvCF9861KMuOx8WWqoHBJFEs0IkfHaWBCUegYHaUB2dVVMSw6OoCnvsuQipoa3mgDzKUVDFLoGRwCurroXTAzQ8Nrzg2xKBZZ/ug4vaEa6+lB0dDIm+ZMmkbthg2qnGR3ZJQ3ylXVvJkHKPYkEvTI2fs2Vz4ruIJYVYjficV4429ZNBYyOaC22g1jKwLQNJy973g5rmYjPF59PV/jcT5ZHh3l2A8FgZ23MDTEE87CszRetOMaGjN84j0+SYM2HAZO9vJp9/Q0jYSuLoZijY3R0Gxo4H6jY/Sqev1NGsujo2ybXJ6C1OQUjc5UCgiG2KbZHNA3YGNmlt4t2uF3q6opXJgWj/FzHwWee5EGjDLYBkeP8rslV1CZi/Ccn36ankOvv6nx5h7WxbIqokaxyPM60cLzCVUBgRD70DAp5NXW0rjWbp5uw6Cok8nS0NGa3wkGgMkJ9nUoCLz2JnDQHWPPv0gPnpkZtkU+z/4olXgsrYH2FlfMGWGbB/yVskdHAZ+f3gVasw6pNMeQzwQceKIaPcjGxyn6+v3s0+kwz7WxgefpHTcYoEi1upseZsFWlj0xSUHCNPndk/00vmdm2d5aU7ydDtNg1Q6PNTXFOgQCClAce16feMaiabJ/PNJJ9t/gkEZVFetZdD3n2tu5Xy7HOnV18nPHYRtmMvz+zAzwL99hsum2NgotCrxuQyEa0Z4nlhfGpxSvr7ZWfuY4ldAy23Hrq4HBYQqnAEUYy2Ifx+MUZ9JpCi4nT9Ljjfnv2Cazbl0dh781/f00nOejnIfiCQoBq7p5fl64WTbLa7JYZBm1tRzfkTmKmwCFm0SCgo5lAf2DwOQ0jf2uLu4fmWd7z7jC0cgYx8mwOx8lkm7o6iQN7VyebZTJ8IFQNgu8tbeIDet4noEAPUlHR4HwNEWkEyc5L3rzSy7H+ePQEbbFxARQtIE2H+e5t/bSa6q6iscNhXgehsnvDw6zvBPHgalJCtOZDMdlwg0vjsyxPsUiz7O+jn04Mgok02zHgB+Iug8DcjngoQcrnkTzUaCuTsNn0WMvnUHZizcUZDt0drjhvtMUQ1Pu+Y9PsL5HjrKNCgWWGS9Q+EklAX8jxeZEgu01MqrR18+5tq2N86TP514zYY6fYpEeg/X1/F6xyL7sPcltR1Pk6mjn9TEzR+GlqqoStj82AfzoJ2wTpfh5ZJ7XghcC+sabwDY3N9VcpCJIlhwgkqZQ9OQ3OTYyGYpw3pgbGmH+uF07KRhlsnx4NBdhf5huH53s5e+JAh8iefOAUqx7Lss5IZXm91vceUc7FPCicaAzz3m2sCAEc34eeOVVXg9pV2grFFjP1hbODQ0NLKO3FxgZdTAzwzIKBf6GFgp8sLBmLesRCHBuHRvj/LZhPQXQdIbXQswV/u+9h22j3bknleGcMjXNvrRtep811FOctCx+5vezTweHFPIFzrXROL07n/kZHxIdO865IJcFjp9g+oJwGPjWcZYNt/+8UPTzIWKXIAiCINygnHBDkjwR4qab6Db+gfdrvPkW8MTXeZPs5aEQrh8Cfj6tTqXpsWHbNOaVqtz4e0bVyGjFO8bn4/bUNLBhPf+/bz/QNESjNzpPwcLvGjaekVso0rgPz9BbKpej4RYM0sDYsIFGk99Xefo7N1cREeJxoG8A2LSeT+Y9I7y6GugdY4jtzAwARcEnmaRxGPC5OaFc0cNv0VPgzTfZDtWuGFZXx+NEY7yJnp3l5wDP48BBflYsANW1PNbwCNDdyXPy+1k/2zVOEgmgppY3+o7Dczp6jGGD/YNsw1iM7RmLA//zb1iHbJbGZUMD95ua4gqZjpv7pLuL+9XWAPGYQwHJFZYOHwE2baL3V02Q+VAOHOS5z8/zz+9nWclkxRulVOLnQ8PAd7/PJM52yR0bpiu2uaEmiSSf8IeqaOAmU27InqbxPjhMYUgpN3G64rkvzIlT38D/TUzy3PoHaPAbBvd96ntAdYgGS7HA/bu62P4Az7+3D8i6Ak4uy3rCFR7SaRpo8QQNStOkgWyZrGtfP/u0rhZ49nmGjKbckCPLqoi0gQDrmMuyboEgy6+u5p/W/F40SgMtk+F52jb3aWlh/3e0Vz5PxFkf0wBSBb4G6ylmNDXR6wzgWAgE3HCoJA3u6WngRB+Fmrm5igEaT3C83Xcvx3z/IEOg3nmHnoXe+PD5Kv3tPaior2M43dgYr2XL4rmGXQ82b+6vreVx5qOuke7mhDIUyqFiyaTbDy5eLjdPwCqV2J9HjtJzMpN2PTjdsRGNARvXU5hIZ9ifRXfeqalhv0Zd4fSd/fRChWa7pdPsw+lp1nPNah4/VKDwdfgoy4rHKaB5QoNXZiDAejQ1cYymktx/ZoZeywocL/G4O25NevIVS/xfoejmT7KZrN2rc3ubKxoUWTfTpIBmGBzXpkkxLZUEdA3LNCxXrHOvw1iMwow3ZwTdNj3ey/8DFK2yOSZXn42wv6rcMTo7x34zDNbVC+9WqjK2iwWOEw2O6aPH2K/FEoXbfJ4Cb3hmwWImBSAb5LVaKNDLp6+P15dlAVVtnFOKBeaMa25yQyCDnPfLc4IBFBbkJXv9DT5AKxYrfavc8dHUCIy755pIVgTH6Wlek9NhIOjn+M3nORbqatnXDY3sB5/Pmz+B0RHOCek050Ct2S/V1RoN9fyd8zxH169zxS7NNtRO5ffNE1aam7it3LmrVNQ4eJAheFOTnIO9PhsZ5XU+F+V1oAxejwE/6+jlD8vmKNB7Kpxl0hv47XfcUOhRluvYlYdDXv94XoChapalDF4n4+OVOSEYZLs98zMKle3tHGcR18sz5QA185xLOtr4G+pdL5OTFN81KJJph/vkcpyDbfe3pqmJx2uod8NEXU/MXJ71WbuGns8n+zjOB4cogikoZLMae9+uLNjR3saHOeMTXPhi160cc4kE5+G2VpbbexJ48AGcFxG7BEEQBOEGZXiYr343F5KXpPWO27xnn7yZmZ5eluoJl0hnu4FozEEuC0DxBjZXoDC0bp0b5jNA4z4RpzFkWjTabYf33M3NNNKOn+BNr2PTcAuF+L0N64HXXqcHQzDI8MJ4gTfSfh+NhnXreCM/Ng6YBnN1QdMQ9Vk0NJXik2RlAIMDQDFfyfGRTPJGPpOpGGk+C6h3jZtUCgi18IZ+UweNguoaIBXmefss4P77KQqUikDPZhq+WvPGOeB3vZRcgzEyz3xmrS30YOh1Qy43bqRngmXyZp+5vmjUpFM0DLJZV7gz+NexyjUCGuhNkUqybdJp1jflep8VXaO5upohf6ZJQ23VKuDtdxSyC4zEQIDXbDYNVAVpyL6znwaeYdJgq6lmOxUKLNcwedy5CI/Ze5JGSHsb6+IJVaEgxbtolOdSX89x0VbFcwTYT9lMJVwtFqNHTkcH92luASwDyKRopPl8NFKSKc4xXshOsQDEizxXf4CGUl0dYLrCWXUNBQ9/gG0/MsK2am6mYXuil3VQ4NiqqaYYOj5J47VQYBmJJHPDpdP0mMtleazRMQoiyURFwAqFgM0buU86Q+NsesbNBQaO6Zp2YGy04sE2NUXjzjNWQ24IUj7H8We7Hl6WxVefj9dcPse63HpLxVNKgeM5m+O2aQGlAmBrjnWfxTaOJ/j/2jp+t+SGgFqux4PtcN+Qe7519ezTUAi47Tb239g4z4fhjBXRJpHgdyMRinM5dxxUG7z+q938QfPzbJdUmoKW7RrAPh//Zuc4NvxuePzsLOuhHZ5/c1Mlh1WoimVs2ex6qWmGh01OclxXh3gN5nKsY78rOGczbNOAa/ynMxxDrS0V8XvKDdXy8gaahpuLCLwGUinXWyVGcdYw2XZeviTT9JLn89Uw6KWXzbEd2tw2i0RYZlUVx1WpWEkor1wxtr6e15dT4nWUTtOz0JuP0q4HVnU12yid4v+am9nukXmeoxdu64mWNdX0wNEO+6G5ubIghN9PQbamxp1LsxTSPAHVsgDDnevHx1zvWFBwyubcfGAFQFUvFoE9Mb29veLZ4z3saGkGerawfU2zcu/gPUjRmtd2ocDyczmOk2SK/XPbndwnFnPnCzcs0y65oqmuJKoHeOx5t60zaUDbvBZ8vkp4bKHANvX5+LAG4DnU1FRE3Pl5rhhcU8O5Urtel6ZJ4cgTjXw+ziHJFM/jZD+vjcYmhnH6/fzzxNmWFsCOuwuOKD6ISafZpz73wY9hAnVB9o3XbtXV7IfOToqeI6P8fPVqjo1EEuXnjyH3dxWgF3QwxHICfo5Jv49zSF+/F1bN79bUVMJTvRxbtbXcx3aA/jRDR/0BXkfeAxHD5PhobuZYyhUolLW38buWVQn5DQTYd0n3OslmWdeDhzh+CkVdDsv08oHNR1mPbI7XzCu73flC8bxuvZVe5O8exAUhYpcgCIIg3IBozUSfAG8G166p5CHxboYAGkPeU0Lh+uD223w4cqyEwSHe8NbXA2aaxsOOm3lz7/NRwPFXV0L81q7lk1ftAHfewVAoL/dWfZ3rCeVneNm99/BGtlji0/7GRjehbw3LrqrijXdknjfEJ07yfSjI+3K/n8eprgE+8mHgpZc5DgsllpXNsl7TYe5fLPL92rUMc5qZpaHT1kojoK6OiePzeddAMhiq88C9NA5SKRp4W7a4+WZSXAVqzvWISiZ4/OYmPlXf904l5KxYpPFx113A0SOu8ezjPu3twNrV9ALL5+iRZBrAB99PwWxmlgZeOMybd6hKeGfJcT09FI1E06TB4w9QRLn7Dh8OHi7BUDR6LIsGx/ETLCeZqogACjSsCq4xVV8PPPoIcOIEy8vlaPAUCm4+mxAN/Klptm91FeswO1sRpAJB1qOrk14XntdHIEAjxAspqa4G3v8+N39V3M2DdLTiXWYaNFKamrivYVI4TCRo0N1/H0PaqmvonWEarFuz6/XR1UUxKxDgMSzL9SypcsNQQ1yUoK2NQlZVFcWTl16uGGg11dzOZNh2ExM0XkslltvYCKxdp9DcpDE1Ta+QKtdozGSARx+mt8eM24+ekJDJ8DwUgPvvZb1iMY77yJwndik4Ns91ZpbGZ2cnUFWlsGaVhmPz+tDaFU4zrE9Dg9ufKbbj2DiP5xnunlBQXU2RxnF4TW3azPpMTPF6iMWBu+5gGf0DrGMwWKl/PldZrdXzvqurZV2UYtslk8DNN3Mct7XxHAs5ihxKUQA3LV5nTY0UAlpaOc4mJyphtpYFbN1CkWB+nuNg9WqK59//Ia8Hy+IYzWaBliZvdVUeK1Tlelfm+fmq1byOpibpkbJlM3DzTTyX517kePZEk1XdPN/RMfZLTS3H/twcf/8mJ3je3mIHzU0VD7+Y6zFm2wra/V9ZaHLn3VAI2LWT/RKN8RoyDI6dUMgNLbZdz81a9l1jI8djXR2PHY3x87pOChybNnLOHp8Enn2Wwqjj8LpsqGdY4/4DwJxZWYHUEwXq673V/iguOE5FrPIeHDgO559gkPNJU5M7LtIsY9oN62tpYTs0t7DfvPA3LpLhhm6GePyuTgopGzcCr7zCctta2UZVVe4CBorevobB+akwzzZpba0k1VeoiHjJFPfZuL4iYlquMBmq4r5tbVwZNJeld15TIxBPsm43b2c7+CwKRdXVqpyLLRhgv8zOsX1amih4GYYr7CQ4FtevoxhbFeB5957k99esZpuYBsdVawuFtlS68uDGC6GfnGR7NTRWBDQNYP1a/qYcPuLOsX7WuaGBDz88j9aGeqCtnbnYGupYP5+P7Xb0KD1/21rZxm1tlXaqcb2VAdf7zarM30q5XoGK9ayt5YOq6DzDL+0S26e+lt/3xnh9HdDazBQGhTxXbR4adsszKep6wmw2xzrFYsBcqXLc/v7KdihUydnmCV9TU2wj0z3PgJ/jIuCv5K47HyJ2CYIgCMINiJdIHOAN2qOPAP/0DeZKOnx48XdnZiiOKS+Tt3BNc999fthOtpzDJhSi8WkoLj1fKDBHi2FUQjva2oAd23mzmssCL7zIm2ZPULl5OwWC1auBxx5VqKnhamIDg0xabxg0UmpreIPb1Ukhob2VHmXjEzR2bYdeS5GIl/CenoRTUxrDwcrT9K099Ojp7HAFsxyw81YarO95j8LWHibljbtP+X1+4KatNPC98LOaGmDdOgO37HDwphvWFQjwxj4YoPB1WzXw2hs07gAaLzdtU2hq1ojOc+y3twPbb6IR0t/H/bdsovizfRtX/Juc5Mphb7wJ+AKsZzCgUFev0dqyIAm4RWO2uZnnnkzRIA0EKJht2sT2iMaAYNCH0fEsamuBX/0l4Fvf4XmGQjQ+/X72SVUVDSx/gH2czbLMB+5jmQCwqovt2thA48o0GVbS0sSwMoCi0vBwJeTPa6+GBoZXHj/u5nRxw4QaG+jVZZnAzp0KQ0PMxeM9wQ8GaeR0d9GI7tlMQeTgIRqW9fUsz0sYns1yfAQDFD96+1iH9jZgy2aFbVuB7/1Ao6WZ7TDniklB11vItGjgWhaN0tpaClFbtvDcJicr3myRCA2s7m4KLNu28VhVVQo3bePiDWqmEqa3cSONu1iM/e4JU3W1NL4B1qOzQ+G2XcChQxqDFq+DXEEhFmcb7NjONtEa6O3VgKKA5IU5lkpg6J57Hp6XSlMjQxdTabbnqm7mgVq9qiJCbtxQycG2ZRPFqf5+inZ33gkcPqzQ0sJcfI0NNPr9fo4bz2AOh4ENG1muAv/vtePqVUwevWkjwySrqjiuR8eAzZvZBocOu4s5BClE1ddWVhkNhSh0+QMK+aIGdCVv2e7XgDb3OnEciuimwfHlhUC98CJXcB2f4PXd1Ql85leAf/wnYHqKffzJTyhYlkJ4RqNni8a9d1cWGdCgGJbNMnQ3FKLXyHyEbagMIGhxrsy4noq1tbymurrYZ/MxxTxcLeyDIff64iqZHMcd7WzP6ir2Q20tfzcfeUjjeK9CbY3GyCiFrkceoifL6JgbxtfE9rjvHs53DIVU+PjHNN55h+O3qgpYt4ZCVzanUFfLhPqmBXzwA/Rk9QTIm7crjI5xwYC62op3rmFwbjPd6y5UDayrZf/4fBQ343GUV6qtreE4b2yg+FrdzvZa1c3r66WX6KW6ayfwgfcrN1xeoZB38M4Bdz6uZv3n53nuXZ08Rn1dxRtz160KqRQTzsMVGecjbshjM0OkGxeEA/t8FQ+zTZs4d0ApdHUz99OWLSy7o0Ph6FGO3VwO0DCQiLONPM/LiQng7js5P3sCpgIQc7cTSY6HvJvzqlikcDQxyTLq6zl+fD4uAOB5t1aF2C/79lOQKpU4fqo8oWs9sLVHYdtWV2iPA6EqheZmhi7PzDAUO57gHBMMMTemaVG02rCB9YrO83zq67l6Yn2967VfWhx+bLiiViJRyVmZyXDeCAaBD75f4e13gJ4eJtXP5zlPQgMP7wDWrFaIxzWqQrxG0lnOGzMzXAn4ld0sq6WZ126x6OapNNguc64AvXFjxfOvq4tjspDntdjczHGZyQBrVnEVVMPwFgNR2LVTl8Ntz4eIXYIgCIJwA+J5dQHAx38O2LVT4Z++odF7Ejh0WJdDXADe0Hn5EoRrn0CgEjbV3EQPi/koDWfDoBFVKNC4bW+nMfjYIzRo/H4aepF5PrG+/Tb2fXu7QnubxqpVCnV1NN42rAfaWjUAhfmYRnU1jayWVvdGNUujub2dT5aLbt6bqioKDOksb/Tr6xU+9EHgjTc1PRDcfDfr17t5SXopQu3apfDQAzSi7r+PN+G9JykY1NfSoHnPYxovvcKn7t6T623beAMdjdLgam6mgXXHbQqdncAdtzOZ99AQsGsXy7n5Jq5Y6Rkmjz6sUCrRaNy8EbjnHgWlNNpaaVy3tlIIXDWmKRDV80Z/92sKNTUaNa44dP99NOAa6oFUWuHIEY2WFoWtWzTWrwNCIYWmJoWmJqCx0cfV9xJAV5eBT/6Cg0wWSD6A8iqb1dU8R3+AxnVDF/CRm4Ht2xTDrvwa+QK93jQq4VUA+7fnvcBbbzJnUEuza4S5udaamymyvO89BmIxjeZmjXic55nLAr/wcaChXjEBO2gsrlkDdLRzFbx8Hti4iYbpXISCSDCkMB3WUAaf2psmsGE9xb33vpd19fkoiHgm583baUQbhsI9d2u87z3AzKzCiZO67JHn9wNQCjW19LB67Q2N7dsZdlhbA9y6o+IpNjPL8wwE+Nm2rUAwqBCeqXgRZbMKpqFRU816dnbyXG/bxRVDX3iJ/Qnw3EJVNHirq2m4RqMaGsAtO4CjxwwEA0BnJ9vJcVcrXNVF4auttZKkP5vluPngB5j8GuC5A/S6BOhhcs/dCo1NGt1dNDx7T9Ig3bSR4wqgZ2PPFo2uTiDgN9DUqBGNKddjTCORpJhcXQPccZubzwr0uvL5FBob6OFx4F1es/fdCziOwuAgzyEYUigUNNat5TUzO6vR0MCx09ZKb7/GBv5uHHaN/M5Ohcg80N2lUBXUGBlj/83OuisfFmk0b1zP+ekTH+cxg0FeowE/V8QbHOb8U11tYMtmh56aW1FeGa+lmeNqw3oKcPmCdpOcK2ztccPKANy0VePwUQoqtXUU7DPjrPP6dRVPq6Ym1jEY4HVVWwtYPoVcTsM0eZ3U1XKfu+5UeOEljdExioyzc6xPRwdXnctlKXQ/cL/Cpo1sw1d2c2XAdJpCwc3buaDHW3spAIZCBjo6HPT1cSzeczcwOsZz/dDjTFTuOMDWLQqG0hgY4PW2cQPQ2KgwOqoRjbn5rVzRZGaGvwn19W4uqzy3775TYW5O45XXKB5ZFgXMqir+foyDnr8+H+v63scUdtysoQB0dSkYRuWh2AP3K8zOcSXRaIx1n59nORs2UPzx8jtu3UKx+QPvU7j3Ho2hYY29ezgfzUc5pro6+ZfJ8LfG73NXf6xi3960zU34X63Q3akxPVOpi6P5m2KaQO9JhWbXs3HXTs7t3uqeXV387fLEFsBdECDhfR+wT7h5F+1K7rHWFr62twP5vMLj7+cKtIUCQzsjEQXLpNDZ3UnxrNv1Wl3Vzfo3NmisXcPx39LC37q2Nv5+hIIUvFZ1cf43FHDffXwYMDqm8NGP8Degtw/YtMEVotLMobd2LeeYYJDf8bzgQiHO29EYx2h3F9DQoPDYIxqWyeMEA/QMTab4m1Es8Tf7fe9h205OOCi6YfNj4xzbTQ0co7tupbdaIsH2+uVf5Ps332L9TZNzbm0Nx9idd7gLgkR4fZsG0NSscMft7mq8Gc7Zq7pVeZXN8yFilyAIgiDcgIxP6PL2L36KxgTAfDgHDwPr1xno63fKS7lPh0Xsul5oqDdw913u6mptlRAwv3vX19Cg8P73KTz8kMarr/HGesMGhXjcQaiqknekvl5hdTcNCXrZKDQ1Lj6WJyjV1fHmuVgE3vsehddf1zjeyzHT0Q48eD+f7B4+7HpO1NPL7M7buX9Tk8L69V5OI3oqWD6Fm7bSq7Cmhje5nnehYSjcfLOmCNEAhMPKzU9jYOsWDQWN229j2cGAcpMMU4i6524arN3dLKu+nm2UTFVymHzocZ53KkXxxO9X8PsV/t//h15gzFUMqbo6N8l1neepRaPPcTQsn4LP0jBMYNNGhaFhGj+hELDzFhpVq1cbWL369L5sajTKbb56NZPxzEU0wjO8ftvbaHzceguNh02bFDasr9Trc7+u8ZOf0hDp6uI5RSI0mFpa2b/2HcDDD2s0Nym0NGu88CI9L7ZtVbjzjkob/fqv0bsLyhNHjEV19ULhdu1SqAppZLIK7W1AZwdFzFWrFKqqFB5+CDhxQmNujh4qTU0K73sP2/PTn+T/xiZY51TKy5fEemzcwGO2tdHTpL4O2Lheo65e4cC7PH4gADz0gMKqbo1nngV6eoDbbzOw81auKHqiV+PIURp369YCt96iMO7mjWFYoyp72/n8GmvWAHW1Ckop3HoL67lls8aevRqJBMWyZMoNrQyxnM2bGe7W3Q00Nvpx+Egl+draNRRXGhsBIw6030xvDqVoGN93L7BhvYGXXmHCsDtuZ6hwSwu9ce+/z1uFkm2yaZNCJsv/tbZWchVVVyv0bKmMhfXr+eeFUr5zgCJxLMHzCgbd7yoKQ5s2UvTauF67KzYqmCZFlPYOrtrr9yvcdSc9O9espqC8YT2v3YZ6ihf33qMxMqbLOY8AhuYdOMC+jbseqL/0aeCHP6YXZVOTQmM9xV+P++5lov1Sidfxdjdc0TA53jzRFaA3lLfKnt9P0bKhkdedz6fw6MMa4TBQU62QTFKACIWADesqOZra2tyVW/002l9/kyH+Xq6s9euY6L2tjZ5YgYDCunVsk9tv4wp9Sik8+jD71jQVQkHNfHILQvv8fgq71dWcp9rbeN75PK9xx/XA3raVxv/GjWyfZIp9uXGDwvi4RjbHMbG1hx543kOJlmbgV39Z49132XeZLEWmvn56/KxZjfL4r6sFamoUslk+yPBZvM4Mg0JOUwOTgq9bq8qriiqlsG7tmb2+a2sVerYAM7MauTwfmnSv0tiyCXjkIQObNmiMjGpsB8pzDeuhsGEdMD1FAfWuOxX6Byno1dZqKFVZLTIyT7EEoHjrXRc7diik9lB49/IiGgZDlQFea3ffRUF63zv0wq2v5/W2dg3Q0Qm89hrwzKzrtVzL+WLtGraX4Ybe1ddRkKTIBdTXKdx6iwKgXI9AesXfdptGsaRgmlxpNZNlP962q3LtbdjAcbVhQ6Utat3cWi0tnGM3b+Q1F48DO29V5dWyTZPXfzpD76vqaoUTJzSOHNUwFMdwLM7cfQDw2CMK+Tzw1Pd43p7g5l0/LS3AXXdwhcmqaorxt96isG//4j6+bRfnzfp6tovPD3zkQ8D27Zyrd+7USKc1dt4KWJaBmhoNf4ALUDzyEOeM2nrm/QwEFT7+c8Aru3k9r12j0drqCoGNGvPzbJ/GRoW2tjMOudMQsUsQBEEQbkB2v8bXNaspOgDAqlUab+/TGBwEPv0pH/r68+Xvh8M0FIRrn+ZmA4Zh4LFH6fFhmsCuW4CBocXfCwQUHnqgYiTW1xv4xU9qWJbG2/v4napqGku9fW5uqZbFZXjG65ZNNBwsS6GuVuHmm4EtmzUGhxW9Zbo8w0vj5VdpeNx/L41hj6097pP0eoUtmysrVnV08Dveik8eHe0KHe38X3dX5fPNmxU2b66U69Ux4K+sZtV6ynl0dbkhlt1e2QbuvVvD0RQHPRZ6LSzEshRqa7UbhqnKiz3s3MncXYePuMdtpReYh3ftXQwN9TSQd9xM0ToapREWDCqsXrX4u1VVBm7fRYPRy4niGcEeGzYAnnC3bSswMkKxMRSqfEcphdWraChG5mmknUp1NYWL9jbANA2u4gh62HR3VcaZ308x5JGHGWZ2KuvW0QvDcSjMLRRsFnLHbRwv3d2e6EYj1jQpyty0jeGuXp+ZpsKa1fQksW0Ny3IF1gDFgbExCrPldlnP8wwFue9CLIseQvvfBbq7NNaupXdFletp19Ks0HIvt7s6TeTd/FaGAfgshRZ3DNx7Dz0WTJOGenNTxQPsjtvo5RAKKgRD7JMN6ygYeKGmLc3cp7amshBAZwfHyKl4QnF7GwAovPcxCkep1AKhCxRkF7LQ8Paoq1W4dQfDrrq7FGpqaNwHArqc+9EbPzU1Cr/yi24ifYtt3NqqYPk4H8xFWN+OdoXf+pyXP+j0Y7a3UTw9foLn6l3X995d8UI+E93d9AS8aSuFLoD9193N/9XVafzsOYZIWhYFg57NfAiwZhXLXrOG4tLIqIlsmt6xDQ0UnwJ+4LZdatFc1tKsEKqiSOJ5mwHcJ5tTuOsOfdp1CDD02JujynOVO1buv5eeP1ozjHz7TUBPiWPzoQfZvuX+OaVsn8/AnXdW6nD0mEZTE713vEUUeEyvfVjvxgaKgt1dFFTvuKNyPt6DgfPR3s55Yf06eo89/KDCPXd79xwKq1ad+fquqqKQ2d0NrF2r0NpKzzdezxptrRz3TU2Vcz91fvZ74up2oLZGYWqaImMoqLB+HduU50MPyPvuAWprDXR2cr+HH9RwHI3mJv5W9Wzh+Kup1li3jl5ms3MKd96uMTRMsWfhiolAZSwH3fZqbqZAuW6txuj44mvP85ZayPabKDjedQe9LOvrgU0bKw8afBZPPhikSOqJvN6xAIY8btyk0NzEcE/LZD9aFvDoIwxJtNzfW49QCKipVaiu1lCGwj13UWS6dYcujxcAaGtTaG/nNXH4CBP1e2HNAOeKxz9YKXj1KnocZjOAz6/Q0QnsvEUj6Kd4WVurUFdLYXnL5sp58vf+tOY5LyJ2CYIgCMINyDvu07lPfLzy2batwHPPc/t97/HjW9/Ol/MiTIcZriZcP3R1Mq/RqlU0ygaGPEO3wkJvCACueKTQ0OA+Ea/mTf7dd9EwOtWYMAyG6W1YrxYJN6tXsZzGRo26usr3aWxqNDUuFroAGm133rG4frZdseCaTxG7LhQKFRr+ALdrqiteIR5KUQhZyNqzeCucjbVrmAsIqBjijQ0MB5uN6PLKcZeLZSk01NO7JeAHsJ6CkmeonspCsWKhgHUm/H4a6QAWiXIeVVUKVVVn3nfnrRQGThWGgMXjrNZNdOzzKTQ2nv5dLxwpFAKiLaePE4/GRsUE3y5334lFq1cCZxYnN6znMWprK6JQKKTwyMOLv6eUKocqngnPqDUthXVrGeZ2pu/7fGrRWJqa4pju6qR34eQUvXJaWynoeDz4gCrnn3O0QjBAo1Mp1v3hB3W5z++6k15rnR306rhQLEuVRcmLpa3tdO+K7q7KQicL236hh5Y3rgJ+iuCPf4Cem57n2PnYuME7Pl9ramgEeytnnkpLs8J7Hzt7zsmbtlHUaWhQmJkFcnmNgDs+Fo5Py9JobDTw4Q8rrF6toLXG1q0UVE69rmprFe65i+e1qC4tXoL1xXV56AG3TRZcJ0rxYUR5LmlUuP++U0VX7/Xi5qqdt9C7c3AYgFLo6KB3z8Kk5V75a9fSC8kTSC6WtWsoNDU3M9TVu/7Ph2lSWPF+PxbOPb/x6xoaCvPzXDHw3ns1TOP0MrbfxFx9NTUK22/S2NrDcn/9MyEYKl8eE7t2AoWCKudX8+joUPilTy/+rLW1sohPRzvDVN9+R8FneYLTmc/H8+Bbu0a5grLCli36zF9eQFWVgY99hNt336XLoeseXV0AFOeTU2ltVdiySaO2jg9yursWi2sAsHqVgcYGB2/uWTy3tzRTiPf5GEruPWxqa1u8fyhEsRXAaePzTASDCo8+rDA9TbF8x830+Lppm0a7K2bdc3clp+zlImKXIAiCINxgaK3LK9k89GDl5uTuuxSee55PTO+608f8Hm4CcG/VHOH6wbIYIuHBULEL4w43V5fnwVNXe/ab2HvvPvv/zuQB9OD9FaPqfHhCFUM5Lk9s9RKfd3WeWZC5XDo6FD7yIYaRnWpYP3j/GSyxy6AS8rP053H7LubzaWm+uP0Y6nn+73Esnd/IW7+O3hcXSl2dWiSsng3LOl3YvBTKYpfBsfnA/Re2X2srF1PwvEdqahhedKrQo5QqJz6/aRvDCr3V3Xj8xR6Hp3r1LQeemH0h3H0Xw77q6i7u2vD7F3uvAMy7dC7OtbiKUqrsebpuLcf98AhOE2Vampk7ylspTil1Rk8cj1OFE4APE/K500Wws81tlzvnnQ16mCqk0hqxOAWpqWlVFrk8r62eLYorzRZQTnVwsSilyh5GF+vJeqqw4tHQwDHT2ACsX6dhGGceQ8Ggcj1XWQ9PHGxpMhCNLvbEuxi8EOuODoW6Oo2JCV7Da9ZUwlPPxHsfWzwWL3bRnzP9niqlFnk2n8pHPnz+66umxsCOm/WiOb+hgXk6O9rVJXkgn4+ODoWOjsr7NWsqxzjbg5tLQcQuQRAEQbjB6D2py27/C8PS3v9ewLEZgmYYDB9InOD/vLwQwo2Bz1cxUJaaU58sn4+HHrhwcexc+HwKG88QkrWUeIm9r2e8BPlXktt2MlztesbvZ76eDesvbj8vhM5j8ybm+jqf5+KFionLzepuJns/H4GAuuBQuKtJTY3CzdtP/7y5GVhXNFF9Fs/GC+ViPUavJFt7gJFRJtifmq6Eg4ZClRD3uYhGfv7MXovXAmcLLb+S3H1nxZOwqkotCts7F9fyitZeSoCF3LLj2q3vhSJilyAIgiDcYPzwR3z1+xfffBmGwocer3xvzRrmp1CKq9kJwnKwFN4Njzy0OB+JsLw0X6QnxbWIUgp33Xn55ViWwtq1l1/OtcLWrdd/354JpRS232Qt8gi63qmtpbA3F+H7hXm/vHl30yYgc5j3AwIxDHXdi/U3CiJ2CYIgCMINxt63+Xo+7w0vB4RhcFUqQbhe8RJTC4IgCItpbmIo49ozCFp1tQoP3Hf16yQIS4FokoIgCIJwA5FIakyHuX2mhKYL6XJXBVOKuVVisQvLxSIIgiAIwvWBUgpbNqsrliNMEJYLEbsEQRAE4Qbi4MHK9vmSNHvJQ708Hq+9IWKXIAiCIAiCcO0jYpcgCIIg3EAcOVoRrDZuPPd3OzsWv//Wt7mSoyAIgiAIgiBcy4jYJQiCIAg3ECd6K9tbt579ewBXajTNyvvhEeDQ4StTL0EQBEEQBEFYKkTsEgRBEIQbiL6+yvamDef+rmUptLVVVrELBICnnxHPLkEQBEEQBOHaRsQuQRAEQbhBiEQ0EkluGwbg853/NqCzgyIXAKxbC+zffwUrKAiCIAiCIAhLgIhdgiAIgnCD0Ndf2a4KXdg+HR2Al6arrg6Ymgbm5sS7SxAEQRAEQbh2EbFLEARBEG4QFopd9fUXtk9Xp0I+z20vnLF/YGnrJQiCIAiCIAhLiYhdgiAIgnCDMDKqYVncbmm5sH06FqzIGI/zdWx8aeslCIIgCIIgCEuJiF2CIAiCcIMwNgY4Dre7uy5sn84FYtd8FKitBcbHJYxREARBEARBuHYRsUsQBEEQbhDGxiti17q1F7ZPV2dlO5kAVnUDE5NLXzdBEARBEARBWCpE7BIEQRCEG4BEQiORqLxfc4FiV3Mz4PdxRcZcnu/n5q5MHYXTefvtt/GFL3wBDzzwAHp6evD8888vd5UEQRAEQRCueUTsEgRBEIQbgFPzbLW2qAvazzAU2jsAn4/vq6uAucgSV044K5lMBj09PfiTP/mT5a6KIAiCIAjCdYO13BUQBEEQBOHKM36K2NXWeuH7dnYAsRi3/QFul0oalnVhgplw6Tz88MN4+OGHl7sagiAIgiAI1xXi2SUIgiAINwDjExrK1aZ8FtDQcOH7dnUCxSK3C3m+RuaXtHqCIAiCIAiCsGSIZ5cgCIIg3ACMjrl5t3LMu6XUhXtldXYq5HJcgTGR5Gdzc0B725WoqbAUNDY2LncVhCVA+nFlIP24cpC+XBlIP94YiNglCIIgCDcAk5Moe3Z1dV3cvgtXZPSS3Eckb9c1TTQaXe4qCJdJY2Oj9OMKQPpx5SB9uTKQflwZXIhgKWGMgiAIgnADMDUNlErc3rTx4vbtXCB2RWN8jceXpFqCIAiCIAiCsOSIZ5cgCIIgrHByOV1OMA8AGy9S7PI8u3w+IOl6dsUTS1I1QRAEQRAEQVhyROwSBEEQhBVOOLz4/arui1tFsbYWqK4GtAYyWSAYBBIJDUBWY7zSpNNpjI6Olt+Pj4/j+PHjqK+vR9fFxqMKgiAIgiDcIIjYJQiCIAgrnOlTxK7Vqy5uf6UUOjs0wjOAbQNNTeLZdbU4cuQIPvOZz5Tf/+Vf/iUA4OMf/zj+6q/+armqJQiCIAiCcE0jYpcgCIIgrHAWil2mCVzKIkSdnZVygkHJ2XW1uPvuu9Hb27vc1RAEQRAEQbiukAT1giAIgrDCmQ5rGO4vfmMjPbUulu4uIJervBexSxAEQRAEQbhWEbFLEARBEFY44WkgEOD2xYYweqxZo8qrOZZKQELCGAVBEARBEIRrFAljFARBEIQVznQYMFxnrk0XuRKjx9o1le18HshmLr9egiAIgiAIgnAlELFLEARBEFY402GgZHN74yWKXWtWV7azWQpejqNhGLIioyAIgiAIgnBtIWGMgiAIgrCCKZU05uZQDkFcverSxKmGBqCmhtu5HOA4QCq9NHUUBEEQBEEQhKVExC5BEARBWMHMzlKYsl3Pru7uSytHKYW1a7iao9b8LCl5uwRBEARBEIRrEBG7rgAqMQn/7v8Bc2zvaf8zZo7BOvIUjNneirUgCIIgCFeIqenKtlJAc9Oll7UwlBEAEslLL0sQBEEQBEEQrhSSs2upsYsIfu/zMCMD0O/8E7Kf/Cc43bdBxScQeOHPYA3vLn+1uPWjyL//LwDLv4wVFgRBEFYy4XBlu7qaHlqXypo1CrZdeVAjKzIKgiAIgiAI1yLi2bXEWP3Pw4wMIPfB/xO6tgOBF/4c1qF/QdU3PgZzcj/yD/87pD/3NPJ3/hv4TvwI1V+5HaGvfxTmyOvLXXVBEARhBTK9QOxqabm8stasWfxePLsEQRAEQRCEaxERu5YYq/encGraUdr2ERTu+m2Yc70IPv8nsDtvQebXf4Ti7Z+FruuGNbEPGgrKKcGIjSL41G/B7H9huasvCIIgrDDCYQ2/60C8dvW5v3s+TgtjFM8uQRAEQRAE4RpExK6lxCnBHHkdpY3vgTn0CgK7/z/QUND+GuQ+9hXo2k6oSD9C//xLMCcPAFYAGgA0swYHf/JHUInJZT0FQRAEYWURngEMN3Jx7drLK2tVN2AsuHNIimeXIAiCIAiCcA0iYtcSYsz2QhUzUKUcgt//XTj13ch96K+hCin49vwdAj/7j6j6+sdgzhyDVgZQykEBUI4NXdUK2AUEnvvPy30agiAIwgoiHAZK7kqMq1dfer4uAPD5FNrbKu8TCVloRRAEQRAEQbj2ELFrCTGn3gUA+I5+F/bm9yH76Sdh93wIdvt2+N/+GqxjPwAAaMMHBGqR/cV/RuGO3wQAqFwMCoA18gaMM6ziKAiCIAgXi9Ya4RmgVOL7hULVpbJ+XWU7Mn/55QmCIAiCIAjCUiNi1xJijO+DVgbstpuQe/y/AU4JgZ/8EczwUcD0Q2kbChq6qgnZT30DTtdOFB76tyjc8mkopwinqgUaCv7Xv7zcpyIIgiCsAGJxIJ+vvO/ouPwyN22qbM/NXX55giAIgiAIgrDUiNi1hJhje6G0g/x7/gQqF0fon38JVt9zKNz2WeiqFmgzgMKd/waZX/senJYt5f0K7/kTOKEmqMwcFDSsyXdgineXIAiCcJmEw4vft7Vefpnr1lZCIaPRyy9PEARBEARBEJYaEbuWimIWKjsPp341nMa1CH3rl2HERuDUdsK//58Au4Dsp76OwoN/BIQaF++rFHLv/wsoANr0Q8OA7+1/WI6zEARBEFYQ4ZnKdigEWNbl5ewCgHXrKtsJSVAvCIIgCIIgXINYy12BlYJ19PtQAIqr70HVEx+CkZ3nSoz13cjf/lkUex4HqprOur+z8VHYjRtgRgdZ3vBuqOgQdOP6q3QGgiAIwkpjoWdXQ8PSlLlmdWU7k1maMgVBEARBEARhKRHPriXCOvkMX/uegZGdR2njY0j/zuvIffKfUNz1K+cUujzy7/ljAIBWBjQA34Enr2SVBUEQhBVOeEbDcH/pW1uWpsxgUKGujtuFApPgC4IgCIIgCMK1hIhdS4FdhDl1EACg8knYTRuR++iXTw9XPA/Omrtht2yB0g4UAN+Rp4C8xIgIgiAIl0Z4urLd1bV05XYvKEu8uwRBEARBEIRrDRG7lgBj+jCUzeWuFIDCo/8BMMxLKiv/6H8CAGgAqpSDdeLHS1RLQRAE4UZjchpwHG6vXbN05W7eXNmOxsSzSxAEQRAEQbi2ELFrCTDH90ID0FCw22+Gvea+Sy7LWX0n7OaNTFYPwHfwW0tVTUEQBOEGY3qBZ9f6dUtX7ratle3R0aUrVxAEQRAEQRCWAhG7lgBz4CUoAAoaxZ2/DKjLW+0q/wi9uxQAc+4kjJljl19JQRAE4YYin9dIJCrvuzovfyVGj/XrKmUNjyxZsYIgCIIgCIKwJIjYdbnYRZjhowAAbfpR2vLByy7SWXsP7PpVLBOAdfBfLrtMQRAE4cZiZnbx+/b2pSt73drK9vj40pUrCIIgCIIgCEuBiF2XiTE/AKVtAIC96k7AF1qScvMPfgkAvbt8x38AFHNLUq4gCIJwYxAO81UpwLKA6uql8+yqqVEIuT93E5NLVqwgCIIgCIIgLAkidl0mZv+L5e3ito8uWbnOlvdDBxvKierNwZeXrGxBEARh5ROe4avWQE3N0pff1cnXyamlL1sQBEEQBEEQLgcRuy4Ta/hVAAw3tDd/YEnLLtz6aXjP4X3vfnNJyxYEQRBWNtPTlVUSGxuXvnwvSX00uvRlC4IgCIIgCMLlIGLXZWLM9XElxlAj4AsuadnFu78ArQxoAObkO0A+uaTlC4IgCCuXwaHKdnvb0pe/tYePY3I5QGt9nm8LgiAIgiAIwtVDxK7LIZcEihkoAE7ThqUv3wrC7toFAFDagdX3/NIfQxAEQViRjI5VtlevWvry1y5IUh+LL335giAIgiAIgnCpiNh1GVgnnymHGTpdt12RYxTu/b3yMaxD374ixxAEQRBWHrMLVmNcv37py1+3rrJ97Jh4dgmCIAiCIAjXDiJ2XQZevi7AXYnxCuCsuQfaCjGUcfoQkJPH54IgCMK5yec1UinAcH/lezYv/TEaGxRMk9tvvLn05QuCIAiCIAjCpSJi12VgzPbCe5btNG+8YscprbsfCoCChjX40hU7jiAIgrAyCIf56olRa9aos3/5Mqiv5+uhw1ekeEEQBEEQBEG4JETsulS0hkpMQQHQhg+6tvOKHapw9+/wkACs3p9dseMIgiAIK4OJqcq2zweEQldG7Gpr5evoGFAqSSijIAiCIAiCcG0gYtclohKTULoEAHAa1wLqyhgSAKDbb4K2glAAzJHXgUL6ih1LEARBuP4ZHaXwZNtAbe2VO053N8rHEe8uQRAEQRAE4VpBxK5LxJjYD4DeVk7rtit+PC8nmHKKMId3X/HjCYIgCNcvfX18dRygtfXKHWfjgoWId78mnl2CIAiCIAjCtYGIXZeINfo6AEABcFo2XfHjFW/7LABAQ8Hqe/aKH08QBEG4fhkdq2xvvnIpJXHT1sr2q68BWovgJQiCIAiCICw/InZdIsbEgfK207ThHN9cGuy190IrA4CGNbQbsItX/JiCIAjC9Ul4prJ98/Yrd5zNWxYcMwwMDF65YwmCIAiCIAjChSJi16WgHRiJifJbp+kKPjb3UApOXTdXZSykYEy9e+WPKQiCIFx3aK0Rj1fed3RcuZySdbVqUcrK116/YocSBEEQBEEQhAtGxK5LQEWHobQNDXclxobVV+W4pa0fAeCGMg69elWOKQiCIFxfxGJAqVR533YFc3YppcoJ8JsagQPvShijIAiCIAiCsPyI2HUJmNPuklOGD05rD2BYV+W4pVt/kRtKwRySJPWCIAjC6YyMLn7f0nJlj9fRzlfTBI4dA0olEbwEQRAEQRCE5UXErkvAGHmjvO20XfmVGD10TRu04QO0A3OuFyo5fdWOLQiCIFwf9PVRbPL7gfo6oKrqyoUxAsD69XxNpYFsDhgcuqKHEwRBEARBEITzImLXJWCN7QUAKKcI+yqKXQBgN22AZ7aYw+LdJQiCICzmyDG+hkJAR8eVP97OW/iazfL18JErf0xBEARBEARBOBcidl0sdhEqFS6/dVqvsti1+b0AAG2YkrdLEARBOI2+Pr6aBtB5FcSuhx6sbNfUAAODEsYoCIIgCIIgLC8idl0kRqQPCprJ6ZXBnF1XkeJNP88Nx4Y5/DpgF67q8QVBEIRrm5lZvqbSQPtVELvq6w34fNxuaAAGB6/8MW9EnnzySTz22GPYsWMHPvnJT+LQoUPLXSVBEARBEIRrFhG7LhJj5E13w4LT0gP4Qle3AvWroA0LCoAqZWFOHLi6xxcEQRCuWfJ5jVyO24UC0NlxZfN1ebS18dU0mbNLa/HuWkqefvpp/OVf/iV+93d/F9/73vewdetW/OZv/iYikchyV00QBEEQBOGaRMSui8Qafo0bWsPu2rksdXDq19CzDAqmhDIKgiAILmPjfLXcRYKvRs4uANi4ga/xOJDJAOHwub8vXBxPPPEEPvWpT+ETn/gENm3ahD/7sz9DMBjEU089tdxVEwRBEARBuCYRsesiMWaPAwCUtuF03bYsdbBX3+Umqdcwh15ZljoIgiAI1x4jo3ytquJrR/vVOe6unXyNxfgqKzIuHYVCAUePHsV9991X/swwDNx33304cEC8uwVBEARBEM6EtdwVuK4o5qBy8fJbu3vXslSj1PNB+A99CwqAOT8AlZqBrmlblroIgiAI1w69vQwfrKkGEomrJ3bdvF0BqIQuDg0D9917dY690olGo7BtG83NzYs+b25uxuA5EqQ1NjZe6aoJVwHpx5WB9OPKQfpyZSD9eGMgYtdFYIy9BS/7iVPdBl3btSz1cDp30qRQBpR2YI68jtL2jy9LXQRBEIRrh8NH+BoIArW1QE3N1cnZtWZ1ZbumBhgf1wCuzrGFMxONRpe7CsJl0tjYKP24ApB+XDlIX64MpB9XBhciWEoY40Xg630GAJ9dlza/F1DLdCNvBaCrWwHtQAMwB15annoIgiAI1xTDI+6GBjqvUr4uAKiuVuXQyUCgkjtMuHwaGxthmuZpyegjkQhaWlqWqVaCIAiCIAjXNiJ2XQTm1AF4z6rtjY8ta13sjh1ckRGANfI64NjLWh9BEARheUmlNJJJbqczwKpVV/f4nrhWLIrYtZT4/X5s374db775Zvkzx3Hw5ptvYteu5UmnIAiCIAiCcK0jYtdFoBKTAABtWLBX3bmsdbHXP8K6mH6oYgbGzLFlrY8gCIKwvAwsSN80Nwes6r66x/dWZEyngUgEyGT0uXcQLpjPfe5z+Jd/+Rd873vfw8DAAP70T/8U2WwWv/ALv7DcVRMEQRAEQbgmkZxdF4gKH4dySgAAu3kzYPqXtT7l5PiGD9ouwDz5MzgdO5a1ToIgCMLy0d9f2XYcYPXqqxtq39MDPPs8YLuOxuMTQEuzxm99QeO97wH+t9+W52uXyoc+9CHMz8/jy1/+MmZnZ7Ft2zb8wz/8g4QxCoIgCIIgnAURuy4Q37Hvl7dLGx5evoq46Mb1rldXGgDgO/kMig/922WulSAIgrBcnOynJ1UgAOTzwOqrHMa4ft3iFRnHxoFjx4CZGeCb/wz8zuc11HLlulwB/Oqv/ip+9Vd/dbmrIQiCIAiCcF0gj1kvEHP0zfItfPHm/9ey1gUAYJhwWrYAAHSwHioxAeQSy1wpQRAEYbk40cvXYJCvV1vsWrNm8fuxsYoABwDh8NWtjyAIgiAIgnDjImLXhWAXYUSZDEWbAaD+KidCOQv26ruhATiBeiaqP/yd5a6SIAiCsAzk8xpDQ9z2+YDaWqC+/up6UbW1ApZVqcP4hEZ/P+B3o/5Hx65qdQRBEARBEIQbGBG7LgBjcj+UY0MBcBrXL3d1ytgdt0ABMBJT0AB8R7+33FUSBEEQloGTfczTBQBKXf2VGAHAMBTaWrntOMDoKDA4BDxwPz8Tzy5BEARBEAThaiFi1wXgO/bD8va1kK/Lw+lkQnqli9BVzTDmB4FMdJlrJQiCIFxtji5YkDeXA9Ysg9gFAOvX8dW2gZFR1uXuuxRMAwjPyOqMgiAIgiAIwtVBxK7zoTXMoZfLb+0NjyxbVU5F13bCqV8NbVhwqtugoOHf87fLXS1BEAThKnP0mC6HCyaTwNq1y5MIfsuWynY67X62GWhtFc8uQRAEQRAE4eohYtd5MOZ6YWTmAQBaWXDab1rmGi3GXsf4EDM6DADwHXkKKOWXsUaCIAjC1ebYcYYvemzauDz1WHeKyGaawLq1QFsbMDO7PHUSBEEQBEEQbjxE7DoP1vEfQwPQUHC6dgKmf7mrtIjS2vuhnBJUKQsn2ABVTMM6/sPz7ygIgiCsCObmNMJhoFCofLZcYpe3IqMnvLW0AD6fQmMjEIstT50EQRAEQRCEGw8Ru86FdmAd/S6859T2qjuWtTpnwl59N7Qyof01gC8EDQX/3q8BTmm5qyYIgiBcBY4e56vWFJlqahg2uBysWwsYBusCANXVfG1sAKKSUlIQBEEQBEG4SojYdQ7MsT0wsrw7V9AorX9omWt0BgK1cLp2QVsBqOQUFDSM+Bis3p8ud80EQRCEq8DRoxqWxW3TBDZvApRanpxdPp9Cd3flvXeT0dgIxOKA40iSekEQBEEQBOHKI2LXOfC9/b8Ywqgs6FAjnI5blrtKZ6S49UMwMhFAmQy3DDXBt/fvAO0sd9UEQRCEK8yBg0B7G7dte/lCGD1u3k7RDQCicb42NCg4DpBILF+9BEEQBEEQhBsHEbvOgkpOwxx5g28ME6X1DwOGubyVOgulLR/kioyN6xnDYvhgRgZg9r+w3FUTBEEQriCplEZvL1BXx+lfa+Dmm5fHq8tjy2YF2+Z2JALk8xqNjXwfiy9fvQRBEK5ZirnlroEgCMKKQ8Sus+B/5b+BaekBZedR2vy+5a7S2Qk1orTtYzDio1DagZEOw6lfA/+ev60kThEEQRBWHAcPAY4DFIuV6X7H9uWt05bNfA0G+Do2zpxdgOTtEgRBOBUVG4U18AKQk6cBgiAIS4mIXWdAxcZgnXwGgII2/XBCTbDXPbjc1Tonhbv+DeCUYNd2AABKnbfAnDkGc/i1Za6ZIAiCcKXYf0AjEACmp/m+thZoa1tezy4vjLK+ga8jIyh7dkVjy1EjQRCEaxeVifC1kGZkSf8LkopEuGZR8YnymBWEax0Ru85A4KW/gGK2LsApoXTTxwDTt9zVOie6cR2Ku34NZnIaGoA1eQBOXbd4dwmCIKxg9h8AtvYAqTTfb1i/vPUBgOpqhbVrAJ+bNL/3pBbPruuRYhYqOgI49nLXRLgeyEavmGeSivRDpeeuSNnXGsZsL1QpBxTSUIkJGOGjlX9qDWPqIJCNLVv9lhS7CBTSy12L65tcgmPiKtp65tS7MEffurSd7SJUcnppK7RCULExwC4sdzVWHCJ2nYKa64M59Cq0YUEBgNYo3vLp5a7WBVG4/w9gt+8AoKASEyj2PA5zcj+M8beXu2qCIAjCEhOJaPT1A6tXVT67/fblq89CbtkBzM9z+9BhepyZBhCLycOX6wVz4h2Y4SMwIv3LXRXhOsAaeQPWFYomMGd7YY7tuSJlXzJXSKTR/moAgMonYU6+CyM6XPmnXYARH4c58c4VOfbVxoj0XV6/5pOXJfIY04dhnfjJpR9/uSnlYQ3vhhEfv3SRxLGvqnhqhI9w/IrIuZhcAub0IRjTh5e7JisOEbtOIfj8n0AB0L4QtDJR6vkgdOO65a7WheELIvvxv4WuaYcC4Dv+EzjVrfDv/bvlrpkgCIKwxLy1l691dZXP3vvo8tTlVG7ZoZDJcntgkMnzGxrEs+uqkktcnEFhFxd7cTlFAIAR6YeaH4Q58CLglC6ivAJUZPCKhWOZw6/DuM6NfhXphzFz7MK850p5mAMvXVtGonZgDr4MlZ5d7ppcVVR0BNbgy/RmW2p8IR7jTGV7gsY1umDWRVMqQKVmgEIOyMwv/p/WMOZOnl3EycVhDb0KNT9wyYc3YqOXvO+1gDF7ovLmEudZI3wU1sjr51wgwRjbB9/b/wBjYv/5y5t8F8bYXqjE5BnLVPkUN0r5cxd0uZ5qdhFm37PXj0eo5m+Aul49u7JRXsvXICJ2LcCYOghz8gAcXzWMfBJK2yje9fnlrtbFUdWE7C8+Ca0MGKkpOC09sEbegDF1aLlrJgiCICwhb76p0dYGJBIUk0wTWLPm2vhZv2UHXy0TyGaB8AzQ0AjMi9h11bCGd9Mgv9Dv9z0Lc/ClygeODaeuC9rwwRzby7CV9IXnafEdeBK+w99haMYVQOViMBaGwzglhvMspbFgF4HSRZaXi9NIPx/ZGMzZXhjzQ1CJibN/TzsMaUtOQRUz9Lgb23txdbpIjMkDzMuTmIAxc/zsX8wnoQppGDMnzv6dK43WVz3UVuUTfM0llrjgSr5FIzp8mrCpPIHAuLZTq1wwThFGpB/W8e/DGn1zkWiq0rMw5vrOOraUK6SolRLSeSksHPeXKHYpL/T4HPOmEemDSk5zXjvXcZwSjMQEjPQszMkDMIdfPV3UUrxHUcXs2euUnoV16NtQc6d4FWejUJGziJtaM+TXK7eQgrKLMOZ6z17fawHHpkhUFveWL+eqivRf8qqw1sgbMM8WSbbM6ZSujbvia4TAs/+RG/4qaCgUez4Cp3Xr8lbqEtB1XShu/wQ0AHPkNehArXh3CYIgrCCKRY29+4D77gF6+3gv0dK83LWq0NUFNDcBVYzIwcmTfB+RnLZXBX024/8cBgawwJgGuMyn6YeuaYNKzwDagZGdP/vOp1LKu95h2qsU1PxQxVjSmk//F9wIq+jIucWVc9U9NgojMgBjfvD0f2p9SR5R5tCrsPqfu6h9rJE3YMz1ndUoVOlZwClBLfSSO4ehaQ6+ski0NGaOs4wF5av4OBAdBbIxqOjwmQ2WYubCTkBrGIlJ5uWZfPfM7ekd1zuO6T/zF5ZCiDiPkGXMHod18hmKgckwzNG3KHqei8w8zP7nL17I9PDy+F6Mp+O5cK8BFZ8ASgVo7UBbAajUKbmNbE/sspbmuMuNTe9ReN43hQz7W+tK2y5s44Xzk1pCUSAThXnyZ+edHz2MmWNnFKjV/FDlnJwSzOHX6WF7kajUzJn3OzXH2cI55lIFX1d8OqeI5f3PKfIcS2cRRNz+sdtvgr36Lii7CBU/5WGH122lc4hd0REYkX6YY28u+twc3wdz9sSZvcJyMRjRYZiuc4fyru3LFFpUeo4LRjg25+l88rLKOxVj+jDM8behCinviGf+4jkevKhIf/mhkjF9BCo9y4cVp87ducRiAdEdqyoxATU/xHDxqQOnH8ApMbzSLkBFh86dm/HU31qtYZ18hk43hTTnuKuMiF0uxsBLMCMDcIKNMNKzgGGi8OAfLne1LpnSzl+CAi8Z7diwBl5kollBEAThuufgISCTAe68Axh0H3Ru27a8dVqIUgo7bwWK7n3/seNaxK6rydzpT79Vaob3AsnwOXdV0RHe1OoSjWpfFaB5039ewSifqoR2eUaq64Wi5vpgTh2iGANAzQ/AOvgtGk8uZvjIOcWVc2HMuSGB+dONRBUbhu/IU1BzfRdVpjqbUQfAmDoEY/oI32gHKj4Gs+9ZGuxA2SBT8XGYnlhVysMc2wtj8sAi41Q5ZzY0dakA5YlUXnvaJRrl3vtiBubUQfgP/wusgRdhho/CnNwPODY9HWyGillHvltue+6XY71OMUzO6DV2VvGUddPG6eaESs/BGnmdxtGlYBd5jvqUY59ivHpGnjmxH+bAC1CZCHMYnUGIorfQSZije9gP04cvyiNGzQ/BmDoE7YpNainELu1QPMjFYcwcgzn2JsyZ49D+GijbLV9roFSAdfT7gF2ANs8tdpkDL9FAvxJhlhdLqUAhMhM5Ldy1Ikh4ArhNw3j2RKX/lKLQPncSVv/zZ7BlLt9rxIgMQiUmoVJhtpknWJ1KMQM9Pwxjfgjm5Lvu4TVQzMEY3wczfBTGrOtJVMxC5WJQ2Xmo+cHzzrsLMcffhjW8+/TPR9+Cb+/fAa5HqzqbZ1cxB3N0z5lF9FPPzxUN1anX2QLK8osGzKmDZ/VcLc+X/lro6lboYAOM1ILzzqdYp2KOwtXw6ww1nF88R1SEH3cfD1dUP+NKkOV5wW0Hry4X4/GWjXI+WTAnGjPHeV7ZOMyh12ENvVo+nhE+eulh5W47lM914Xh335t9z5bFIav/+bM+eDFne2FOU+QzYiP0xJ56F+YpD4787zwB36FvlY9v9T0L68RPYA6+CtMLUT117BczUNFhGLFRWH3PwQwfgzX8GnPdnWF+Meb6+HDGbReVmub1Gx+DOfI6zKFXyotvnEYxe/r8npzisc4X9noOROwCAK0RfPY/QaNygRXv+A3ouq7lrddl4LRtg912E7S/GkYxA60M+A7+83JXSxAEQVgCXn5VIxQCmpoA272Xu3n78rm/n4l77lHIug9v970DNDcDkXlAywrBVxwnMXX6h+XQq3M8lS3lYYaP8MZXa0AZ0IYBIzkNVUidd7l5a+gVWCNv8DhlcaYAFDNMpDx7vPy5MboH5swxGJPnzwMDuwg1c5w3vWfyeMjM07sJoDdBdARIzpSfhKtiFio2CmvoFajIwOKk1LkEn4DnU2c3XHJxmEO7FxkCRnwMRoyGtzF7AtbJn0Hl4lCe95traJpTB6EKaRpduTiQibgiy0JD9QyiiV2EXuBp4rWbSk5SDLDdHC8zJ+iFV8qVw+uQT0BFh2GO7eF3Cyl6PYzuoagycQAqOsQQxIWeF6U8VOYMOW7OIvopz6DxxkUhDWPuJAW+E08DdhHG7EkgG6NheCGGp+vVw7DaV3huLsZsL6zepylMeMbSIg8ftcALZUH72gWOt7G9DI2bPkQDLHwYxpnCouwiQ3oWzlWOzfEaH4PyPs/FoWZPnNNDTEWHoc80ropZoJilZ8fEfnr7lfLuGFSsv2NDpWZpcM71QWWjiwzsxeFPC45ZzEDlYvC/+dXFeXQcu1JXrSkyOCUe5yLEGIAio1qQ80qlZlyBLbboe+b4XleIfBnmqQsYOK7B7+YH9MaZio9XvEw1BQcvX1R5fHrzSGqGYlP4aEV89sjGeJ7pWVjHfwxj4sAZ+0olx2EkJqDikwzHOjU3ldZQyTCsgZegx+n5ogO1PP5cL6yBF2CEj7Fup4w/ZRdgzhyH1fs0jMFX2e8LRYJS4YIFGZWNwgwfg//Ak5U28Mb/gjKM+QGo+UGK6qechzXyBkxPsAEAZUBFh8vhgWbfcxVRXDucK725p5DhvHU28dvtPw1wxUVtc14tZmGefBZW/3NQhQyM2eMwR16nGGgXYc4cO6WcPKBMKMeuCKROieOtmIVyvauM8FHWb2G+N62BfGrB+DlzXfWp4yCfoojT+/Tp4xSAOfQyrOM/gAof4W9Lnqtg+g7/K6+fxORFCWtm7zOwjn2/skCAO9drrz/zSRjRYfgOfxvIxlm2XTh3WqJzeffl4hWvNMcu/5YZkwdgzA9goQc2tC7PK9bAS2dNmm+cIUeXMU2vWuX1idsPOlDLsNL5QVjHfgDfvicW54Ar5fmwpvenMIZfhznyOkP9vev+Mlb6XSF+sJeHb8//BSM7D6eqBSobgRNqROF6y9V1Boo7PongC38GbYWgSln4Dv0LCvf/7wAal7tqgiAIwiVi2xqvvgrcdy+wZ8FCVtuusaj7e+6qbPcPAO99Dz29ksnFSfWFK0DqTAnDPVHAvaktpGENvYrS+ocAfzW9k1LT0A1r6eGgnbIHS9lD4GxiUDZGDzCAN8sLPI+M6DAw2ws4FDG0GzZj5HnzqjIRGOGjcBrX0WtJ20A6Amt8L5zGdXDatrkreO2HDtbBSE7BCdZVjuXYFZGnVGBIUjYGY+ognM5bUdr6YWjDDbMrZhkGA/Bm3/RVPCj0UUAZKG39cPlcjckDcFp7YMyehMrGoDIR6GA9YAUr514qsF20hjE/BF3VxPOyC9BOCSoxyc+cEqy+52ENvQqncR3shU/Qz2CkWPu/AR3wAf7mSn1BIUP7QoCdA0omxcVSnsZgfJxtWNUIc/QtqMQkzP4XoJs2uccpUXgYeR26tgO6thPa85ZIzUDlYmfsXlXMllcJ9NrRmD1REbs8wz41QzFp9E3AVwWNLhjhozAHX4az9n56e9S0UZyI9MNp23ZasnVj5hgFOtPvelTMu8KrKgs35uQBIBuF07kLC8N+VHoGan4ATtcud/wF2JZ9z8GY64PTspnCRSEFWAEaxG7o58LFqIzZXpiTB1DyhaDruvnZQoPPNWqNxBSMvmcBfzVKm94Hp+PmxQ1XSMMMH4XWKaB2E8yR1+HUdsKMuuG8yoDOp92wtTiUtqHSc9ANawBtQ6XCUPODsEo56PrKsrvm1EHo9u0wx9+GU7cKTueOSjiaXWQosFtHFRsBnCJ0XTfM/hegnCJKm94Lc3g3VDYKp5iByiegMvMorXsQCF7A5JxPwXfoW3Cat6DUsMbtt6P03ooOQ4d2VvrENVKNWdfLZMsHYQ7thq7rgirlYaSm4WgbuhVQmSgN8tr2spHs5YtS6VmOl9pOqOQUzKFXYEQG4LRsgREbLXvplfsgG4U18gbs1h6KNIUUzIm3odIzsLd8YJHo5Y2rspfNKd6hKnwEZqR/cbiuG8pa9kTVJdbZcq8nT2TxcoslJmAlJuAUKDg4tZ1wOnbA6n8OTsMaOB07KmW74537TUKHGrlwgTdnFFIMLZs7CcddlExpe5GPmzE/ANh5OKvvrnzoiValHOfN6BBUZKAs0qv4OFQxB3P8HZRqOqCK7nyvHXr52nmgmD/774DbZ9bI64Bhse713TBiI3wIUMiwb4FFInb5GIA7jjXnBceGkZiA3bQexvQRGPMD0FUtQBvd2L2VSq3RN2F37uTusVFY2Sic6vZFdVqISs9Cj70MVbOe85HppwdtKceHBos8Nt0Q41ycK6TOJKDe/hoKd/4bqPQclF2AMbEfRmISKjWN0vaPs8xslIKdXaA3pr+G11Y+CWOur+yJ5RgWjOgQvTX9NVgUxljKA1C8drw5NxuH03kL/1/MLv4tOofYZQ2+DCM6DKe6BcbMcWjTd1rON2PqEOzVd9FD2V8Ne90DPPd8CnB/18oUMlBzA0DjekCXYMz2wmlcByM6Cqe1B+b0IdjKqPSrXayEa7tzgkqFgVIexugeOhgVszDDxwDDgNO1C77jP4Sucn//TvWivYiHpje82KVi4/C/+X9DKxOG+7Qg/8Af8cbvOqe09cPQr/w32N230ZW8lIXvnW8Aj/+H5a6aIAiCcIkcOsxE748+rPCPX+cPvmEAPVuWuWKn0NiosLVHo/ckUCoBefeecy4iYtcVxy5UDKZiDsbMUQpXdhHGyJtwajtgxMf59L+mHbq6hYZPLgHdsJbCzfRh2C09vB9a4HlRFqa8+6RiFlb/C9D19IZX0SFYfc9XbkaLWYoiXhnKoMeOm+zeSM3AOPo9OF27aDCnZ4F8HKhqgYqPwwofhfZu6ItZIDoMMz3HOs6ehKUMihgAjOQk9ORB6O6dlZvsQrpsFCnHodjmPiVflPvIsQHTTZ6cnC57C6hMFMoIwAgfgt2yGdbEO3CaNpTFMpWZp4FmF13RyabRWNdNIz0VZrhfPrnYiPaeeBu+M4bcGckp6EKALpELvu8FZRhjbwPVzVClLIzZPjoDNaxx8zxpiliOQ+NjQdiddsUllZmHru2kQZaYhG/fP8Jpv9n17pqHblxTqUx2noZSxw5Y/c9DQ8GIj0HbRaBpPb+jHQo19d0UBqMjsKtbaVhaAQpg+QRKO38ZxvwAjLle6GCdK+xUjHtz8GWo5LQrZGn43/gb6Nou6NpOmNNH4DRvpKdapB/KLsJpqNRTLfLEWhACqB0KBO7nqpBhu9sFqNgwjPQMSqEmGqNaM+wuNgIjOgLbFbtULsb/xceAUBNgl2CE3TDIfApGbKQstJiDL5XbtnzM5CRUKQdz9E0g1EhjuLYD5vwAy7YC/L4rgqliljmSnCLMuV4gNkLB0bCgvPHrlJib1xeEKqShUrNQxVTFE88MMOQsMQm7JQ5z6BXoqmYY1W0wpo9C5V2PEX8Nz9EuVAQTrRlCZedhju9Dae39QAMFN2N+gOM5NgIVG2UfFnL06svGUGzZfFY7SqXnoJwiRbhyqJknjA+yzWvb6YnilDhPxceh8gnoxvUwR96A07S+PL8YiQkK0uGjLKuQBvzVFLjgGurQbg6t16DaIrC3fGBRSJiRjnC8FNMUtMwF16QXepxPwGnZAp1PQc0Plj27yga8Y7P9lMm+sV3x+SztYCSnyvOaSk4BHTugZk8wX97gy9ChBgqDw7uhA7XQtV2VnGKlHMz+5ykuF7McOw5zIur6bjfv2cKwxgyQnIY1+hZg55lrLxuDNbSb41kZQDYKc3wf56z4GEzDgJGeo0ijHcDw0Utt5DU+tIgOlx8oAAx/NyffhfZXV+Qapdzrzw2D9wUXjK/Fwow5tBuqkEKp53GK596DjFyc4dWT+2GkZqALaTjxMaB9O7RhVkI5Pa/AXJxeRK6oqDyvKysAxCdgzhyH03UrdDHLuSzUAKd+NXT9KqhClvNVVQuMwVdhTh+EKmbhNKxhHkaAucZKOahCguOklIPKzUPFx6DySajYCLQVgDXyBrTphyqkYIzthbPuAZS2fhjm9KFFiyqUvdRyCWh/DYzZE9D13ZwSvYcIxcwCT6ms+/tVhHXyp7C776w0olPkw47MLFDbyc/ySRiR/rJAaaTnYB35V+hQY/ka4RjJwZgfgFPbDtR415/btt5YKuXLApsRPkLRtKYF2ldF79NslNeyYwOmRc89z5M5MQFn43vcetq8L3C9Qc3J/Wzj6AiM5DS0PwRoDb1gjBhzvbCrWij8uceHMoAHfgPn44YWu1QmgtC3fxVK23ACtUAxC6dxA0rbP77cVVsaArUobf0QrBNPo9R1O8zJd+Df83/Dec8fLHfNBEEQhEvk5Vc0gkHg9ts0/vjPAMsCNm4AgsFrK4wRAO67V+FEL29vZ1xno0gE2LB+GSt1I+A9RS0VYPU/D2PqXXqopOdoZFU307MlG2VoTqAGKhOjagoA2oYRG4XvyFMobXyM4k+gFkY2Ch0dhsrFYa+9DyoyAN+hbwN2AXaoAQAomDmFBTmlsjTc3fxOyi7Rq8QNgVKZCA079wZe5ZNQtg1dzNLQzURoGGkAvipYkX44q+6iYVrKlm+cy0/g7RzUXG9ZyLL6noMxuR9G1BUjMlGozCyw9r6KNwzg1o+GqTn0KsWDfJJ1cL1qVI7hR8b42zBio3BatsB34Btw6rqgbHqpIDYCp3EdvW7at1OUi43Ct/dr9CBxXCPO84oqZmCM7YWuaqZoUO7DAnTBYb18VZWwHKWAfBpGbNT1tMgBcBalLlKFNHQoAJSyUKUsjRBl0BjyVvLzvDO0DXPiEI2bxATMSD+0v5aeRMUUkE3Aio1BW35om94r5txJPtl3ihQeAL7PzC32gErP0SPCPQdoG+bIOuhUGMbMcTj1q7miZi4Oe9N7Wfd8kqv0Te2Hru2EkQxD55NwnBJUOgwE6xlCmgrDrl9NgysXp4eN53njGsoAeM7lc9X0eipmKF5YFCtVcRxmoB66qhEqOVUWBJGccvt7H1Q2Bm2YMDIRilyBOjhdu2D2PkM7YmEOtvgEhaKQG0mRjUGBnkRGdh6YH4QqZmD7QpV9HAcqPgxlF2BXt8A69sNK6Go+CeSTFEd8VRQmRt6ioR2fgDlzlMLW5AF+xynR48MpwpjrB0INNLzzSahSDjo+Si84u0iPt6YNMOZOwm7eREMyOsyk2clpOA2rYE4dghE+iuIDv+96WigYyTANzrpVsPMpqBTbSqVnYA28hNLqu4CqZtbFsDj+cnEKO+VrzhW7PC+fkuu9mJ6jWFDXTQ+sBXmMAMCIjrD+2Th0KQcVn4ThlqtSYeimDQtyBlqcJwpuPqAzhWIrRa+SyQOA6Ye9+h431FnBqW1n6GpiEkYuDqcQg5lJwalqXZyDzA0HNaLDUG5OPhUfh6mdxde1d8jYKEX7UAO9fwpp+A7/K3RNh5vrK0qPobk+wF8DR2uo+Cg9cNKzcNLzFJgT44Dhg2/P38FpWg9d0wpjfgRGYqosBFvHfgDrxNNw6ldxLvBXA5lZhgIX81CZWai6Ls4NxTTzbE3s52+ExfA3lY3y+vLGZGaeCfhNP5y2bbCOPAVz5hiKt/5i+TsaBpCdh3nsGMxIL2xXGPNCFFHKce4ONVa86kp5znmOTQElMQU1fYRjxb2ujcgAbAAwA4CT4bg6JR8cCovzg0EZDLHTGk7LRuipI4C/iSGys30UCRPjMLIxqPF9FE/99FY2Iv0UwQwLyvWIMub6XE9kB+bgbqhimteGMjnfOQ6UzsOYOMD+KmaZ+2r6MHT96sqY8XKalXL8/cvMM3Qvl+A5+Gt47vkEVGoGWmtYx38Eu30HjOkj0MridT5zHEagHio+AjN8HE7TOji13bAOPwX4gjDCbqioXaIQmwxD5WL0OraC/D11bP5+V7VwbKRmeEyA/RAbgcrFYK+6s7KKZCYKFXJ/e5NTMOLjcBo3AKYF5JJcMGT2BOcvt49UMQMjFabHsCvKGYkJGLExAA5UzvOWXnC9xCdhvfsk2z1YX3l4dgHcuGJXPoXgdz8PlZmFtoIwXGW18Mi/O82l+nqmcMdvwDryXdjt22FOvQtlF+D8y28DH/7/LnfVBEEQhIvEcTRefhW49x7gld2u3ewADz907QldAPDwQ8A//hO3h9wctJGLWNBPuEQcikPGbC8FF4BhUTY9jxCfhJmN0HCaPQEN8KbT8NPAcL2uUMzAiA6hvEKaF87o2EA2Dv+bX4HKJ2lIxyehsnOuV0PR9ZwyYcbHATdJLQK1FLkKGfcJMZ98q0IKTtt2GG7eIHobrCk/rTfmhwGnRI8y08dzySZo7IWPwYyNQvuCvEEuZmCEp6CDDaxrZh7G/BBDHYt5GLPHGLaSmKTXQnIKUCaffvtCMFq2wJg7Sc+oYoYGSSlPwy+XcNtkhAZyao5GRqQfTssm17PLAbJxCoN1XW6idYdhUPkEQ7cMk2W7nkIqNQcVGYCRmILdeQsABSMxCRQSMBOz0DVtcJo2MKyokIKZnAK0DUehbGSjkKJXVinPnGWN61lGKQfUdrD9cwkaNYBrXBVgTrxDsSg2yjYyAywnOQGVmoWRGIf2VUPl4lzlsLYTKjnN3Hum6YpWqyhmaBvG/FD5PtqIDtFIdj3NVDEPNbEf1uwJ6NoOChSed51TAl1AXM87p0SRFQ4TGicnoXIJGMlJKHclN5VPQGdjFLCsAAUNH0UfyxVPYQXpTQUw79X8EPvOCnD1Tgy4hrSGKuWhA3XwklybsTE484Ow+p4FtAO71Q2fio1C162id08pVxaOkY0CgXp6EhYzcDpuhTE/CCfgh9HYw+Nmohy3uTi9BrPz9P7zVVP0ACgQe7nfgvXQVtAdeznoUCO9IWeOQpsWjHwCen6YAg9cIaiYodecv5bjzB+iF5tdcD0qZmGkwpW8U+GjMFIzsI79iB4u2QjDUaND0MYDbEfD53o7uvnEtE2vmfk++KbfpRHtiQNT78JyitDBehjjbzP8sJiFkYnAHHsbumEVxUMvp57jCt1FLwfcPMXg+Ljr/aTceWAITn03AM1ca4aPHjxDL5c94qzBV1FSVsVzyClSXM9wHCrHgTnyBtRML71RA7XMgxcdhvZVwWnZAnNyPxOV5xMwq1tdD5V5OP5aIDMHlc/A1/csnPLKdArm7HHYXbfBSEzCGHmDQqVScEoF9q8y2f+lHFRiCubUu3CqmoBAA+ALwjr0Hc5f+Zh7feZhxIZdwSZbbhcU0nzwMNfrzulFqNQMnKpmmJP7KVTkUxQD3HxlKOXZ/7lYZexFR+jNk5yEys7DiU9A16HiQep5SdpFzgvK4PENz/t1ClAKxuxJeganZ/k31wd44p6h6EHoLdZRSFG/8EIUo6NAMU3PU381BampQzBmTrDNGlYBkTB8sWHAX+s+wMlVvDTdOdoIH+V83raN4yAbgzItCjTud/WCMMnyioDe9aa4baRmoPNJeh4aFucCK8AwUqcIWCHWMT0LHRt1+8qAyseZF7KQgYqPQ5s+WCefAXIxzmuBWhizJ2DMnACCtfSILeW5kAYAGD44DaspQBWScKwAhSTFpeZUcpq/YXYe5sxx2DVtMHzVUJl5WEOvlEM4rd6nKTI5ReYgm3oasEIUPbXt9n0UyhdgiiO7ALgevkZslHOOXYTKzEFlIvAd/T5UNgLUtEHN9TMCThn0CCvly2PUMTbS09NbMTKfBCw/fIe+zQdr3v2D+8Cr7CUHDSPSR89FM1iedznHjkHFRynghhrZVjn3d7WYBQyD/XIB3JhiVymP0A/+NxizvVDagXbdTu0Nj8Bee99y125J0U0bYG98DP7jP0Thzt9CYO/fQfc+C2vDj1Da9tHlrp4gCIJwERw+Qs+oRx5W+Po3eDMaCgEf/fAyV+wsbFgPdHQA09NAr7uA09wZ8l8LS0xyGkYqTuHFZgJklZnnDWouCt/QK9A1bRSIABjpGdhVzYDlp3BQ9njycm5ohr/YReh8EvBVM2TJfVCocnGY0wegEhQvdFWza0j4uF86AlVM0ZAcfJmeKAC0r4WHySdgjO1lwmq43l41bZUcNcUMVCnneqW1QCWmueKgpleXU9sF5a/hE2MvH0hmDmrmGMOmvPBBXaQnEQBz+A3A8sOcPgxd3VrJcTTPpdlVkZ5dMKxKjqbkNJM5u/VTxTQNBGWVDTxVSMKwC7wRzydgZCPlPGVcdVExpGrqYDlniRkZAFCC03UbVKiBIpX3BD47X1mRUSl4j7uN5BSgGKalHRuGXYARn1hgjE7SwHVslgdAm7PQ1S0MbyykgfAxClvpGXpaFDKAygFWAUhMlkOQjNgotFIwTB8cu+AKlGnALsIJMdxU17S7HoUOoBm+RO8196l/nkKhlXaTGjtFmJkoQ4haN7OuiUkaao4DKM1ySnkYpTy0U6LhmEtStLWC9ByIv81V8kINUFpDB6qBXAzG8GswilmU1j9U9qIzJ/bR4K5uhWPVwijl6H2mFBOUu6KTE6ijqFrMwffW31GUzcZgOiV3IYAMoMcYIuSGaZonfgwNDafrNp5fKc8FGdJzQKgWhq0Aw6SgZpi8HmPDUNkova2sQPnyVfkUoBRUIQ2nupWiUXQIhl2AXddVGQOucGbO9UMnp6DNANtZV8aIysVgWyGYkwcZZhpqYPJnK8Cwu2KWHhWWH0ZqCmpyP0OcXC9GlU+zzUwfrIGXoWvb4NR0whOgVHoWRjZG4QYAslG+r26BkZzmNZNLVLxd4mNQsSGo5AycRnoFqlKOIWWGVRZOUMxSJPHX0OAG6OXihcbBE9/99L4spKCr26AS47B6n4a9/iEgF4c1eQAqGYaGm3TbsaFiYzBnj8EppuB03lqZx4oZemzWdroLN2g4/mqGnWmbbVJOIJ6AERlw+zLizoMJIDvPfF2uCGrEhoFALZzaDnrNLcynVsxBpQcAw4RRSEGVCnC8UDE3Gbkx28u5pK7TDV2liGdEh7iIRajJXfmR3k0qGS6LjijmYB1+imGgjg3t2AyBBeAbepXeNV4YXXQYupitzDXlhOWuUGGYFQ9bZXC/bAzG8G5eN+VQbLP8e6M1OD96+RzzKdYlMQWVjUAlxrmQWnwMTsNawF8Na+gVCqPxMS7sYOf5v5wrEmdiMO0Sim54qspE6ImWCqNU0+6Gjs/Aad7MPnAcwDBgekKpFYSRmIKeGwQaPK9Uhq+qzBy9kKGhlcXVQgM1rGM2Bu0rUFS3i3xIZPopltpF6GAjUMrCnD7ExO25aHne0f5qhtMnJuCEWihWJ6fc3w4TOtTAhy3aga5q4jlkIq4XpYY5tZ/hnL4g54X4BJQV4Lzh2BWvxvSs60Ubqsy/pTyM2TTbwV3FVWXmKa7nYkB1CwVbT5AsZfkgwy7QI7KYg8rM0yPVKVFgdL1v+eNgwRx/u/xghQsOHOVvslOszNsAX71r18MVXxFYmINL0fOwmIEZPgqnYS10dSvDag2T/Z6Li9h1LgIv/yWM8X1wWjbzCRQ0AAP5R1ZmLqvCnb+FqoEXqCYH66FycQR+9p9ht22Dbt603NUTBEEQLpCXX9EIBIB1azQGXU+pf/MbzI91LaKUwuMf0Hji68zZVVUFzM5qANdmfVcKzsxJGLk0tGHBwALDAw49AYpZ5tuxgmVvEiMVhnb4P6fWXY1aqXL+L5VPArkEvZjSEahANW+gtcNwuXTETZ5eReOwkIFRcMUiNxk97GI5Cbo2LDj+Ghg519spPkpj1k38rIpZPqG384sTBucSDKdITZc/MjKz0CUvn02ewkwuDnP68KIExSod4Y26v4YhHKFGqCINBpWJQBczsAZegirlXCM3ylAq71zzSYoyxQyNjIR7EepS2TME+SQNw0KKhm2JIiE9LRz+r5iFMfkuk1lbIQA04qz+F6FmeqFKORrWlkUPp1yCBkmoAXBco8DwwYiNM3wmWO92fAGwNQ03L3TPKdIYBaAMH5xMxBWUuKqaMXOUhrAVoCGSTwDVPqBUdAUPzTIA6GKO981uqJxy7HLuFB2oW+AVwiTTZa8KN/xOZeehPQ8juwAEbRhxB9opwDc/CG34oMInoPzV0P4QtGXReFMGwxXtQtnLRAdqgEKSx7BLULmkaxBr1xsvVzaay56GrqGv/TXuCpmegaVocLkeh0YmAgTr6P2QmWMeIleQUvkElDLoyeUlNvfyBSVnYAztZs6yxARgBuE0rYO2OZZh+end569i+wAL8uIsMPbsAspzpEY5p7AqMadQebW0AkO4tK+K16brvaN9VdDKLOf2MuJjcOq6y6E/qphhf+dTMDLzgGPDqe92QzrTrljjCs+FpHv9p4H4KFQ6DGd9Q+Wa8r5XKkDXhOhlU8rDcOcA2EUoJ8n+MCwa9aZFr8L5PgohxSw9TswAbF81lFMoe2oZrhcjAOjMPD3lzACdAAtJenC63oFOoJbeqnO9NPyzEehAPfvMy3/kFGHMVPJ7GUOvLU5Wn4vxOoMGlEUhxbEBKI7jgtuGTgnaKdFD0QtF086i5O0qF2euRO1wLgk2UrCw3RUwczF6ySwIyVLZGIU7g8dWdh4qNQ01+Io7LjwRSvPaMH3l8pUrLGhf0G27SngnvdpK3F3b5ZX5tFJMcF/KUdBzr1kjOQWn/BBAQxsGR6RdpCCZjUIXczCTk9CZSOWBQGoS2h+iqOk4FHdLBcChSG5Mvlt+yKIyUaBUgDb9DMkLNdB70C5S1HA9kY3EJBCoZZuVctClPHx7v8Zzcj3XVCHNcMPkNJP1+2tgxCehMrPMZZidB6rbACsIFaXtb8RG3FDpaYrejg2tDChoOsOUr0d6nepArdvGeRixUdi1XYCvmuKkYVHYziVcD61KPiytDPZlLk6B3VfleryyLzQUhV3TYvi8+yBBFTPQmTmo9DzP2xMeoaESE7zGcxEg0g/dsMbtQ9c7ygvpdj1mlWNXQlCdkpvTzPWkXSCQq0wEMH0wEpPQqVmGqqPDLcsGTNBDy32woQ0TRjbKsoP1/M12BW8oRY8sdwwZ0ZFK/k1gUSSdWpDP0qlq5v2GGeAYKKShDKOca9R7GOe4+RTPxw0ndpmDL8N36Nso3vTz8B37fvnz/L2/x3jdFYjTtROltffDv/cfkH/g/0Dw+T8GYCP0oz9A5pe/vSKS8QuCIKx0HEfj5VeAe+4Gfubm1g0GgV/4+LUtHH3gfQpP/P/ZO+/wOIrzj39n9/qpNze5V9zABmKKTSchtFBTKSEkQICQAj9CCL2E0HuA0BISEjokoXcDxtgU925LrupdOl3dnd8f7+7e3ulOOsmSVfx+nkeP7va2zM7Mzu589y1GIH2/D9ixs58LtDcQaCDByZ1Nb3HNN9DGxBWQFMw72h53IzMCjEPqQLakh1lhuNOZE/FIG+D0kAgSCwLRgDXRlxA0UTDc/KTDfNiOB0tWWqviD/mKE3BmWWnuSUzwQs8fR2Vur6cHbqcv/pAeqAU8eXF3LxObxYP05EJ6CyAbyij5kF3saq83XDfqoNZtgO4ttKzDzAmr9BYALl/8rbzqorfbgbq4e6Ouk6uLGTDaKlu+ZfmhGMIOTdpVY3/GhFmLkEDn9ANqG01c2+sogHmwIe6CqUsIaEZA+J1kVedwGvsIG25fIp7xzcyCqTgpY6M9SLXRxkp9mSG4tQPh5riQKFQAOgR0Kk/DZhK1zBhfAESokc7f4TEs3owJNySgKORWaAa0tqO6IFUnhJmdTKiANESw9gYo4VbKKhdthxJpoYmu6oT0ZVnlNl2OzAk9HF4Kxm70PunJgdJeBxluJnckxUnCRt3muKuh0QYiEqCJbCwEARnX3j05hkVRCGhvgF66P7lPhnWjz9Ek2Iql43CTi6EhtCrBBshgPQkPUcNCwpsHAT8QDAB6jCxEou0wDypN0csGXVNmnCpDKIWg9mvZRVkUpR53T3P5yeDGdH1UHPTZbAc9AsSMyXfYGAOiQRJVhEICgNFPARgWlYb1UYSEKqW9DroAhFCgViy3xW6qp/6kRWiib8bma94FpWUXTeY9+WTloTggjPORglzZTPdCAJDubCgt22mSa9az1Iy6kOSy6XBBjYXj2wjFqj8l3AJdKOTSJhzkJhpuiwvsTn88eQcApXkXiTuGxYt0+igIu5lhEZLEZcVB44viAKDH20zXyNIHMFxNyUqP3LjcJDx58yGkTlZcwXLoRVPo2jOsVROSZABxN2MpSSA10UjQkYqDxCEj/pGEAsUQ06kvhqhfOL1xAcEcF2IRuk5DzVAMSzdzLBWRIKQ9O18sbGWulbmjKf4WJF3juaUkXIabqX20cFwsCTbTfiIBSvQQaor3b10nSyn4jHWNeIyqi5IltFZQH4mGLJdBKMIQTeNitRAKHOUfQzq8VCYz0UGwAUp7HbSCCUBWCVC9mpablrXhVkh3FrnLOxSISIi6UbCexCChAKobUuoQehimHa0ZUF46fZAOJ7lf6jEabySJlnD6rToxA6tLdw61W7jVypooDPc/6c42rB1JYJTefCNeoWYJw4AxpkuNSiJ1skLWNSjtjWRhayTgsIQ5816tqJBQaDwXKgDNsIo06kMaLx0jQQg9YmXbFa1VRpy7MITZNTUqs1X/4RYSpCGt2GrmfU+arrpCpfNw+ozEKA6yYGupAHQN0uGBnjUcqr2PmygqhGbUkRY2ROusuNGOFb9S6bhtCjJba6gQbIT73WuhFe9DAQwhIFU39JxRiB5wfn+Xrk+JHPZ/5OvavINMYfUYRMMWuD+6tb+LxjAMw2TA2nVAbR2w4FDglddo2XHfARyOgS12lZYKDCuhz+EIsGNH/5Znr0BRSEhQPfQQG6MYQJTZKik9uR4jAUOQACLCrcbkiOJviNZqemAGud3QB4WeJ0xhxVdEE0bFAXLTi1oWH1CdENKcHMbik1fFAen0QCp0bOn0AVqY9is1cq3SYzAztVnY3l5LodDkKBKw4v3Q+TsoBopQEt8e6zEkuF817yBLimbqlFJ1QfcX0Zt2UzjQYxDBZiiBGkioRlBkY2JvrmMiNZrgCEH16fRSDC3LMk1SnCHdeJsfbbeC61vWQdEgWdbY2gcuH1n1SI326/JDquYkm0RFqcSDR0uHBx3cRUwibYabWDu52wCQ3kIj+LRxXEHCivnmXqouyl4I0PF1EkKlO8tWTlvmLikhvfmQDjeJh0Y7SIXaWc8bA3jIUkMxsq2R9ZAhXmlhQ0y0ZQsDjAkZWYyJYD1N9EwXtNYqmDGMqK1JUJGKg85HdVFsGH8x9NxRkDkjYE6DdFc2tGEzqf9a4oM5MSQLKekh0cK0IkF7A9WDy091D0A07yRXW8M6EQ4PBZAGSIBqor5N9acYWefMkzP6tNNH5VXIWs7er6W3AIgELMGRJuiGm63Rz6VhHSnMctLBoYSNeFixkFWHUijk+qk4qD+bFphG9j0aE4KWtY8IG8JX9VorbpIwXOiUthrLnQ8AWRNKDYBC4rgWd2eSqovE9VgIUlEgnV4qtxDkQmqVQTV+M1/KS8ulkKwZBYmKtrheQouQy3NbZcJYYW4PIO72ZVq3aDGrvSwR0pVllF+n45vXBGATgCUF8Hb66GVCqMXKummJCQ4vWR6215FlU91GKM3bIR0e6otZwyDdufF6M8cBqZHg6/AaZTWuBaefrJzsEqkeo7ZyeEkoiLRRwoiAYRFotlWs3XARVqnd7NlhoUEEaoBokKQ8uzWtFgWcXujuXHKrVV00XpgiUiRgxInLJVfBaABKuJU8kb0FtnKaWYKN+jXKLl0eii9n7Ev3FwIOD7TR8yjzrSBrRLNudF+h7bzj9aAEag1RL2pZE0lXFlmKubLIYra1ynhZEyKXxrZqigcG0DaO+HlZywTpBVAdgDvHMhIRWsR6SaIVToBeOIHW02PUZxxuWh+wBFfrXufwWNZXAsLKQGneU/TsEXGLXalTH1cc9EKkbgPFBdRjdK8N1EJGg8a4Y+ujilE3lhCl0H3XiK9IBzLiPAqFXiDEQnEByxSV9JiV/RVSQgnUUH80LD5FLByvM6fPsE5ro2vRjFumOOja1TV6GRBuJuEr2IgEq1aA+jhgjdkiLmdTRk+zzZNfqqRh7xG7pITnvesgwi2IHng+HNsXA5AQWhjhY28is9IhjF48FbEZp8D5zd+hzL+Y1GpfIZxrXjUyjjAMwzADmffeJxdGIYCQoTmc/eP+LVOmnGyEiGxpAaqqgXA4xSSc6T0cbsCTC71gHLkWADYRwHjrbMZRAWC6hQnT3cBwEVQCNdaDKCXzaaYYKU07aFLkyYOeMxJ6wXjo/mHQCyfBcn3UIpSpy5tPD9i22Fem+CF0DXD5DGusPJpEKA6auBtviKXTnzhhAmjCrzigj9yPvisqTTIUJ70JFwL6sBnQCyfSfuMnCukvsvYnogGaYDi9NIFzZRuZ0drjD9yKg9yloJBboRFcWYTsE0VC9xdRnWQNj1sJmPUBkOVa3liqj5yRMAMQW/Xi8ACQFEjeNqE2J7yIhgA9Ct1XTK6VAKBSHBeqR+NcHS7aj5HlznQd0fLGUBurLrJMMgQSPbcUujcvcYJrimXCECazSqCVTCfLAqMuzXa1rLmEGdfHcItU3YCiGlniRgBOL2TWcOhFk6EXTaUg6p48INREkyPTQsPhBSDICsaOZTUmqM96cqAXTqF6d3ppwmxM0KTLT/3Ck0sxbIy2hMNNYmjuGBJbXVmQw2dCzx9r1KeLhAhfAWUqMwRVPWckiXSmAOfNg547Gnr+OGM96rNSKJTN0uGhmDLBRsj6cupnppWGBFmvSR3CnLg5fUYf9NO5Z480JpDGRNWdTQKir4j6tTsbcHqgF0+huGeeXMis4SRKmP3PmgxKINRoWOcgvtwU5YyyULOSBQ+JtgpZYVhZLsmKRAnUkuUGYJs0x+IWFwDFVYOIW3gaLlMSCoktpsrnyaX4gbmllIDCT7H6yOrJaQk4AKD7isgLz1dMQe8VB3UFPWpd59ZE2HChg9EeVp9NmlhLpw969nBIbwG04TNtsdNsYpLiIKswQ8iFIKsZKAr0oimITTyaxhSbSC09OcY4o1O7mYKdHiNxxRh/tfzx1hzU7uJF5ZBxkdm0ZDOEQrNOhOqw6pbEQUOIiQbIJd3pI+MOhwdSdVMsRKHEg7Pb0aKGcEXWjSS8ksspHF7AnUXjYXsd9R1DCLfqS3VRuVz+uHBkT/qmG7GgFAeNI4Zoq7Q3kchjZO0UACAEYlOOg14wMcEDSaouyKIp0AsmkpWgeX8SKoQhWlIilhi9ZIkGoISaKMmH/X7gyjKubdUYS/LIckt10zGMfiCCTYa7qIvGyZJ9IF0+SCjxzKfGfcUSIqVujH2G0G0Xz8zx1Omz2lYqKqQQ8fucce1KIzsj3Lkkqhv9g6yLo/H7iicXansjdQPTckyxSzzGGOIvjov/ZoZU4zrW3Tk0HqpucgHWY5AOL1lHR4OGtVWEXi6FWgAICKlDqVpJx1Pd1F9UJ40dNiFKOjz08inaDhFqhp5VjNioA8g93BDS6GWNZow3TmoToUK6sqF78o2xJwapuONuwEkvQ9Kx14hdjrX/gWPz+4jM/y2cX//NWh6d/YMhF5Q+HZH5v6Wb4OrXofsKobTXQyuYCPf7N9DbJoZhGGZAEotJfPAhsGA+8N/XaVlRITBs2OC4jZ95urBewEoJbN/ev+XZKzAtRbJKoJXsY8WFkQ63Yd1S2nF9Wwwj6ckzrHf8JLaoLrJqCbfSX7CB0rCbD/JZxZD546DnlAIQ5IYgVIhwK7RhMyF9RfSA7/TRRMIINEsige2hO2dkfHIqFEOcUG2Cl6AHcX8x9MLJkG6aVMrs4dAdbpqIePOgTTkOevG0uAUBjImw1KFnD4OeP8EQ60aQaFE0FdKMmaKF4nVhupQJQZZEQnSwKDDRC6eQxZA7i+rZnQVpBOGW7hxIPyUFkN5847MP0pNtCY9ayT6Wm6NUVMDppvK7/dQeDheJlm6/dV7S6aW6c3poouH0WYKFNeFw+sh6y0nWBHpWMfS80VQm1UUWCw43TahcFJBZWPFhQG1lWHOYGfzMdpcFE0hMUhzkqhiLGBNNnYQwo331wgnQhs+GNuFw6MNm0H6sya3hNmta/rjiQqMZ3F96yFLMjOejF08ji0Jfftyt0phokzWZSqJKoCYuFioO6Kag4MmFNuYQElgAiBC5Uuo5I2jCqrpINC2aQlZf3jxAdUEbO5/qEqBjuLNJaDQnaL4iCEkZ2OBwQ+aPhyiaRIKYmij8iFjQEmekO9uqW9249qjOjQmxOwt6/hjA6YaZ+RIAYvucBL1oMmTe2Liw5M2j68C02AQsC0GrXj258d+cPkhfAXRvHokiptinKCQIKw6amOtRINwK6XBDyyqhtgUJDdKbT+0NEuikJxexsQdbQoX05lOMHdVJ44ohzErVRQJe8RRqN09OXKQUiiHiGG6GuaMpa6wQgOomkSrLiCdkuiZGgwCo3GY/0v1FxljiIaHGsFCV7hzAk0917yugdjVeDkirrpyQvkJIh5MsWyUFPIeiGFZSAHJGQC+ZZrRsXDjR80qpjyoKZPYII6A2jSUydxR0fwlkyVRow/elMc+dTeOkwwMoLkinH3rhBBL5XFkkupbOhTZybly4NOtG0H7hzibBSzGy1kYCFITcnQ29ZAa0YTNI8DD6rzRFFKECWoxEU1McFoLGJ5efshmaQmzeWEPM91jueRAKdG/c+lHarCSlJw/SW0gWwkZmT+kvglYwkQSk7OFGnMMAWRuGmsmyKX8s9NEHAiArR+krovbWwtTXjfuDVN0krOkxGncdHnphIAQs6013FgBJ9wpvQZL7qCDxzeE13KfzAXcOiUO+AhLsc0ZREhKHB/rwfclqSlEhvYUkyjs8xlgsAHcO9Pwx0LNHWNe2PnwWpH8YAAGtaApk9kgj8yvo3BVH/GWDEFBCTVDChhuvHrHETAD0EsUQm2h9Q/TVwjT+Kw4SyZKx3a+l4kCsZB/qe54cwJUFLW8MjUuGe750uA3Ry03iIEDfXVmGBZwKpb0WItwcf2GlOIwXBl7rsHrBRKoTfzG1q1GX+sg5AAS5RUoSvUSwgWKo6TErNiRcWUbA/AiUQC2UUBOJkGasvC7YK2J2ieZdcH90C2Kj50ErnAx39WpSuXNLET7s//q7eHsM6S9G+Iir4Xn799AmfQfK5ndo0IeA580rEPzBP+NveRiGYZgBw5KlQFMzcOABwG2307ITju/fMnUHn09gymRpZWRcuRqYPLl/yzSk8RdCd2RDL54GQEIrmgbVyPwHXYPuLyHhw4i7BMVB7kCqEyJGsT2kr9CwItBoAqhFrAm20CLQ3TnQi6carhURw1pnMqQnF461/zWsAdyQTkp9rkRaIbMnQhs2A0LXoO76ypgwuQAZA4QCbfQ8eoB1uGgCFAmQeCElBTf3FkCqLgq47y0EhApt2vFQyz4x4pLlUFZApw/SVwit9ECKx2XEBYOiknjiLYD00KRVzx9PQb1zRtIkzumF0rCZ4nMZLocQgiY53nw6p0LqvGqwgcqjGTFPsopokhUJ0HpChSyZChFpg26IdTJ7FNC4lSbAxgRBxCJANAStYCIF9m+rInHB44fupEmqo+xDmkAo5JonR88zJqhhwwBLBYQk4cmMk2ZNhoQxyVFpwuT0U8Y5U3wRCk2YVBfgclHbh9sM19IQHUdxIDbzDCi166BsepdEQ38x9KLJUGvWUYyeUDP0vOEkloVbjLLEyGpm9DyodTQAaGMPhWgoN8pMwod0eKAYFhQQwgg+rAOePMhQs/Gm3wFFi5IVhDsrni1TUIwvxBTERu0PpXErTZh8BZC+QiPgc4QEKdNyR1EoCH32CIq55XBTeR0e6A4vxXeLBsltJn88RFs1hB6DXjAOemsFWQAqCkzrPOkrJpHUnU2uOQDFDvLlQygRoK3VEHFyEBs7H2rNOujZI6HWrqVJsuoCXDnQfXlWxjPdXwS4siCdXoo3pLgM8U9AL5gImTMKek4pJZdw+YG6DQAocLMSqCW3UEUxEha0kZWk6oQ2an86NzMuXt5Y6LmlUKrXAJEgAB163miogVqyJ1LdgDsbseJpcOz6mvqLrxAItxlZDg2Xw5wRZNWna5A5IxHb9yfQq1bAseEtyKxhkLmjoeWOgrpjSdwF1p0NfeR+NPEPNUGtXAGtZB+IcCtlHDTr11sAvWgyRHs+uWPrGmQ2WbCJhjaK+WZY/YlgE10XphDvyjLGOYWuIS1CE2khoOeOJOHclUVWZg43ZPZI6EVToLRVQ3eTlR48eUYyBGOMtcWy00YdAHXzuyRmCYWMsBRnXNw03bGMa0q6/NBLpkOp2wRtxBwIoSLmziK36kAtCet6DHrhROhjDoZs3klBw2vWQeaNRWzKcVCqVlOmR9MCzekzrAEFjSeqEwi1QPqKoBWMg4gEoE0+DkrzNiMbqStuWdVSAalHoeeNBqIREmFj2WTFozgAlx9qayW5DwoSbyBUsoY0slKKWJDGXXc21bUWhe7JoWQPTi90Tz7UYD3dgzx5JA6aseu0KJSmbRSAPNgIKCq0kXMA1Qm9ZDpi4w+HUreBLBnzJ9B5K05ohZNpvFcdFPjek2vF3lJadtG+zXmtO9eIJSUsYV/3FEGJbKJ+4coiAU1xAKY7NWC5m8KbRyKd6qRxxV8CEW6BXjwJeuEkaEVToEpJYp3qoD5nikY5I6FNPBrq9sVksVUyHWjaBuSMgNTCQKQdsmA8lLpNhvuwsMYo6fCQ62jWMBJAXT6IaBBq1QqKjRYLUgD+WJCyITs91jhDLvdBwFsIqYXMMwKcWXR9+AohiyYj5i8wRGIVUMtIOFVdEKbVm+VuSfcSPX8C4MmBumNJ/JlDdcfFc9UJPX8clEAtdE+OZbmolX4LyC6BaNxmWduaors2Yl9IhxdK7Tro+eMpRmDBBGjjD4do3gGloQwyfxxQsYzqN6/UeL7pmqEvdmlReN68AhAKwsfeAu+/zjQGbheCpzyy1wVnj+1zEsTWD+HY+CF0XxGU9jpEJx4D55b34frkTkSO+EPKt5UMwzBM//HOexIF+cC2bfFlZ5w+uMbqS34JXPZb+rxihcTpAzyw/mBGmTAfeigafxPsLyDxwHQzcnqhD58NpYlM7HR3Nrl8CNUITg16W+0roLf9uaOh7FhCD7tGWnKZPRwyezhENATdo0IbNZeEg/YGIxaQTmKOvxDaxCMAby5Z1kw6BqJpO9TK5QAE9OLJlLVQCMt1SrpzKIOj00+TFYcbjrX/oYd4fwmk6gA85IaiD9+X3vg2ltviFlHcI5k3mgQ5w+1Nzx4FmT8WsXHzoTaWA8X7QPryoW5bTJYDWcUk+gXzoeeNh9JaCa14GpTWCnINc2dDxELQRsyBuutLsk4xJzSGlYN0U7B0bcyhlIkvdxS0EftBtNdBG3coHGUfk5ubv5gmVQ4P9ILxFLjfXwJkD4fUwiSi5ZZAOnIg88hNDVKSBUrOCOj5Y0koq14DNbYRuhFUn6xPYoDqpkyTnjxr0q8XjAeaSfCSRZOhO1xQjJg0cGcBgWronlxoI+dS8O5Y0HCLEmRdklWMWPZwODa9S5NClx+yYAJiBROgbF0EJRaCVjoXMm8cREsFTbzb6yFzxyQ+bysOmuyoFLeNMpE5oeePJ9c+qUMKALqkCbBpSac4LPc/uHPIysiYkEvFSSE6skcALZWA6kR0ynegVq+x4kuR1YFp1eIgcdDhJqHInUUuSooDatUqcg0sngbRWkn1ZQS4l94Ccsc0+qruK4BixA3Ts0dQljqNMs/p+ROg6BGKudZOwk102okQrixESw+A0rwLuhYmi6tokPq600eWJMVTodSsg549nFz6ou0kXBmB8ZE9ArrTQ5ZtxrlRtshWapecUqClwrIIkU4/dJcPyJsKWTCB5kKBOrJWVBQStAXFxEE0RNeZJwci6qRYTO5sIGcUULMWUidxKzb+MMoUGWomi0F/MRSnj6zlVCdkXim0vFKoFcsAALFxh0KtWQ/ZvMsQu0TciijaTtZahZNJYIy2Qzr9UJt3QPcXQR8+G7GJR0Gp20Qxgxq20HWXOxp6NERiav1G6LmjoY3cF0rjNitwtl48jeIDQYE+YjaJC74CskjJLbW55oLqLRaENnwmlPrNZNnjJVFaNu8APFnQHb54EH2nPy6SKA66nt05lsii548jK5RQE41tLh9k4STA4YY+fCaQPQwxz3xD9Nehbv4Ayq5voDZtIwsYoRjZIUHivTfPsGD0kjilRaGCLGLhK4CePQJqqBm600vXjeoA8saQ+6eLgr5LfxEgNegFk4z4YW5I/yjonnwoziB0pRhqpA16ziioLbsgwm0kmMXCgKcA+uh5iDm9EJF2yNxSaKP2h7ptEaQrC3reWIqf5/JBGzYTYtfXVA/FU6GEGiFaKyE92TQ+Zw+n/mqOTdEwgEZIdy60qccZ1ylZwaFlB7SRc+PWTw43tDEHUVzExq0U28ubSxl3hULuw4qTBFFdgzbucDg2vwMIFbFRB8CZk4dYzgQ4VrwIpb2WxgFvCaSvEIAK2VgGtW4jWeiVHkCu7UKQBVTJdDrHWDuEadU4fBZ0IaDu/JISUxjugtKdTVbE2cOgF00xYnl5IForrWQs0ldkZQSV/iKKHVkwgbKoFk+FzB1NsbBCTSQyt1RCG7U/EItAGzWHRNKmHXBAj7vhOlxkeen0ITZ+PiAllJq1kD4NwuGFdPmgTf0uiejeAiDUROU2LHpFex31FW8e9KxhUEKtkIE6SKFALxgLuLKgVK2ECBuZRA2LZT0SIMFfi5Drd/44K0aezB0FffS3oOq6FS8uNv1kKFVr6Dpz+oDWXCB7uOVWLvNGkzAXbCRLu7wxJHYboRoyYciLXa7PH4RauRzBE++D67N7yG8XQOik+yALJ/Z38fY8QkA99T5ofznWUq4dZR8iMuN0uJb9A9Kbj+hBv+znQjIMwzAm9fUSn34GfO8k4L//o2VTJwP5eYNLLJo7R0FWlo62NmDRYorb5XYPrnMYLChTjwVWvWN9l2ZmK6eXJpOKAulwU1wrdzbgzYdSvZbS3UOHnjUc2pTvGMHtQ3Bs/4IsbNobyPXFiE1ld2WThsuGmV2LJrGS3M/yxgBVq+h3Q1iR7mzKKpc3BqJ5FwU2Fkb+K5ePJuD2GDamYDN8NtC4CfqwWfRmv2gSBURu3h53TXHGhRV92CzExh4MtWoVCSrDpkMOnwW07KL9+grJGsHlMwKCB0nUc3kRm3Isnacnl1wK3XnQXT5oow+gTIChZiiNWyH1GPRh0xGbcARZmgQbKWOZWYbSudbn2PjDYLrTKABEtB2xcYdRYHNvPvSsEiiRNugFEyAcAlreFOjDpkPZ+mk8Q2ThJOgj50AEaqGG24C6jeS+5HBDV1wQeoRStENa7nMi1Axt8ncg1v+Xyuf0Qtvvx0CwGY7yT8jl0l9MIoTLEBljGvUVbx5k/jhqU08utGGzINrroA+bZVjz5UE076IsZIYrEDw5kIqTJrktFXFRw+gDpjVTbNqJUHd8Cd1bACXcRK5XrdXkCqlHSLjxFZJlUvYwIFhPFk6Kg8StrGGQeWOgbPvc6Pw2QcudB23soVA3vm1ZgUl/CVn+KOQipxdNgnTnQGmtMs4/B7rhKinMa0dRqS8GKXOgVjydsmn6CsmaxV9C7n6G+6g++lvQPLmQ+WOB6rVA1jDoI1ToI+dAm/ztuAtQaxX0EftRYHBPLk2oHW5jMudBZP5vSRwNNpAY6vQbLlUjIVUHXctWjCmQxQbqqA68ueR+JhRqD6mTaFo8DVrJdBIiW6uonZxeaBOOhCPUAmXrp9BzSxEbcxCUmrUk/nrzgbyxhjCYTfGofIVAVjGik48lUapqJQXKdnoBpxexsYfa2luha8ybDygKtGEzyPoGArFx84HcUZDuXLL2tCy+cqAPn0lxmQA6T28e9MKJJHYZ8ZmkrwDRo6+lemmeReOQ6oRj/RtQKpZBL94H2vBZcJR/QtajYw6GUr8J0umnoOr22IW0R7pmR+6PmKDMnVAcFEh+1zdwRZugDT8AMncklKrVlgutPf6SZfGnOAFvvpGpscnYt0gY10z3YBNt8rEQsTB0oQCePKs8sbGHUP2ZY0r+BCDSAnhySYgomACZM9IIEl9Kwqzh0iy9+dR/FJUEs9ZKKM07oRdOILHLlUUvN6QO2V4H6cqBnjMS2rj5EFs/i++jtQrSX0BjhL8YUtZSm5QeCLVmrZE0gcZCpXkHWTS5symuk8MFbfRBUHZ9TVZKAPT88ZD+Iji2fAi9ZAYljwvUkGBjaxcr/pTqsuojut9PIAvGQ926iNY1rDj1kplQt39Ogl6OB9BCdJzC8dDbZkNp2AJZNBFq6XTojiLodZuhbHrfcCkkMTk25TtA03YoC+8gsQyIv0jx5pHAN/EIKA3l0ArGQy+ZTr/ljCLrw1CLIY630X3Ak2OEAnAC7ixopQdCQkIJNSM692woTTuBcAsJYEWGK7zTB92VRceXGonLk46BWrGM7sueEbSfrBLoUkIt+wh6oM6WdMAI5u70AZ5cxMYeCofTA6V6LbRh08nCu2gyWWY3bgVCTYDDhejBl8Cx6R2IqpAVkB7Zw8k6u34j9Wkj3hm5Q+chOvFoCEUxMiVTrD7TkhLZwymOoeqwnhe08QuAYCMc2z43rh8jNqGwt3MqJLlERoOp3TTTMKTFLsfa/8L15eOI7vtDiKZtcGx8i4SuE++DNuGI/i5evyF8+Qid/BC8z/0YussPEQlArfga0X1OgfvzByACdYgccRW7NDIMwwwAXvuvRCwG5OYCbUZyrV9e1L9l6innnQs8+DAQDgMLPwW+fUx/l2hoIrKKoRdOgtKwBbq/OHFCbEwmtcnftrIEUvwk4y3wsBnQph5HgYwBa9IhnT4Ibx6kL48eNJ2GgIYkwTIWJlcLGTOyYHW0oJceQzzJH0dubr4CstQxXYBALg9q1UoAhltW7hh6KHa6raDsMq/UeOh2kqWaXE7WT2YsFICED08euWI4vQkiHQByv8wbB9FWSZPJtmqyZhIqtNEHQ2naSpOPUDNN1MccRC4wWcOAUfsbadiNoNNGzKVU5xyv/2zEphwHCJVEJ8BwMxSA20eTY18BCZD7Hg89bMR0KpwMYQqGZlBmw3qAAi8XkPCWPxbS5SOxS3FCL5xEcW5UB2T+6HhcLDOGlJ9iecns4dANdzmoTuhZJUCkjeIkeXJJyDPjGRVNgtTHIzb523EXlQlHQISaSLRUnXGXlxH7kruJvQ8CgDsX0lcAbex8aJOOoRhwq16iPhNuI9HHFPdM4TR/HGSgBrGRB0DmjiKxwptPEywrKKAGPW8clKbt0LOLIQsmUha8Na9CuvzQJh4F3V8Mh+GCoxdNocxirVVW0HcY2QFFpI36j6CsgAKgbHElUxFzHwi1dr0RJJrcl7SiSVCrw4DiIGs+o/xCCHInMyxRrOtAdUIgSlYaUofSvJMm/KbgY7oFeQvIWsgMqeehmHRWH84aBhELITb2ECjZJRRzKNQM6S2AiIUh/YVkBefOIdGmYLzVF9Feb7izuUnMUhwkxnnzaQxorURs5mkQbbU0ifcXktiVN4bOwZNLE/gJhwHhFjjKPyXLSltiiOi3LjCCeRvClYus1yAEZPFUStZgg2L8FRiB6sNQatbGfzQnwvZkCmZcM6NMCTg9ZNygOABJgoQMNZHbXN5o6CX7UF/xF1M2P7OSnW5ok46BuvFdcrlzeIDqNRDOfBK+Vbct8YEzbkULI26WO9e2Ly9Z6jRutVx0SRRIgdNLQqKikMWYFTcvaU7mzaW+6nAjNvkY6CP2IxHPTD4RC5FVzsj9qO8GGy2rrtj+P4Wo20RibNnHkLmjIHNHk1iZNxba8H2hiSPpeqhZS33HVwi0VoFcSgsBbEJsynEQDie5KU88msadlgoIXacYcnljybVWkJsgPCr0okk0vhROJCHIvG5VJ2IzToUzUJswPgNkbSezSijOYM4oEvXMhBJGnLLo6G/BUbOOkh2YiToAci1WVLonKCqiM06DzBsNUVAINDaSu6ROMfZES6VR14bVam4pXStCUOzL4bOtMV4v3odcH00xDDTuS18hhBY1rJzryRWvZJoVj8+MZSYLJgKVy+lekj+WxMHsERQDUTOTbBgWyg4fuU2bMfJyS6GVHhDvf0JQzEnf5+QOHqght2sY4itAll5mpldTbDVfDtkz7aoOcnGvWWtkUVST3HENy1JdgxQCwuGBPmYepL8Yju2L6UWIFgakJNfotur4s4S9Xd1GchI9QmK6y0/ui5UrOnqYJZSP2lvPGw1t1IHIhCErdik7v4T7vWsQG3MwEA3C/dm9AIDIgiuhTflOP5eu/9GLpyJ46qPwvnwBoDigNm6FzClF5ICfw/XVE1CrViL87VuhF0/pemcMwzBMn9DWJvHqa8AhBwGvG4lz8/KAA/YfHIHpk/n+GQKP/lUiGgWefEri2KMRz0bG9Cp68VTDhQ/04GlYU8TGHgKlrQYQAtroeUAsDKWxHHrRVHIN8ubHrbSA+IOnw03WHs27INBAsWd8hYlWCgBELAR9zCEQu74y3mST8BObeFR88q6o5GLizaOywHDfcOcY7ljxtOzS5aesi5vfQ3IGKeulnGHJo+eOIasx++RZUSkGz8i5NEEys1GZWIHXJwFSUsbBiUeRO6cnB2jYTPsunEiTSDPodekBVK5gE5SatXR+maIkPX6byQRUsy6N69sMNA8gNvlYiBGzoFYsI5cdwJoEkLgXnzRqpQfCsf4NSE8uovv/DI6yD+OHMrKxmYHzIRToWSVkVTZsJrkRBmogArMhhQIl2EhiWfYwax960RSaoNgzmTtcJF76S+Jug2aAcTM+izs77rY0bDr04TMAjzEJzBoGmT8OonEbtPGH0fkIAdG8EwKAnjcG0p1L5+ovgD7uUBJKXFkQ7XXkgrNtEQQEtPHzAU82uaQ53IhNOwGK4Uqnl+yTWPUOr1Um6c2z9AlrXFKNQNguv63fxQPHk38YZaKUeWOhOX0UL8zlj2e8c3rpWktGdVE/c/mMwN0qtNHzSIjJGZk4OTSDffuKEBt3aMJu9NIDqMytldBzRkCqTqiN243A1yr1F12jwtr6vpXpz+h/esF4KHUbyA3R5SMX1dwx0Iv3oZh/imJkgsyFPnwWucuawhwAuHOgDZsO6S9JrGN/EX0w6tkU0PWRczoIXYAhWglhxb7TCychNv5wo87MMhtWUpmgqIiN2p9iDeaMhAg1QXNlxYPdg1ysYqUHwlW3CXDGg+JrU75NddtWQ/UpQXVptz6xB/725lJWWtu4qGePgBJqNq5XAW3S0VDLF1qBwNMhnb74Gaa6T5oiX87IxKyzpiWUO9sQ4ux1Brr+i6cCUoc+Yj+6F4w7FI719JAh88fS8UItZJUWbiXhqnoNbe8vRGzq8STEGIfUxh5Muw42AZFWEiuNhAn6sJnQJh4NR/nH5JoJUCKTpL4oHR5KFmBzKwUAWTAemh61REsKbG4cd8S+5I6fP57a1LACFe31EKb1blYJ4HAhNu2EjnVcMB4yUEtWxgXjrBdA8BZAG7U/9NIDyM0wuQ2E6CiuOr2Ayw9txGxL6IbqgiyaSnVcPC1u8Wtm4FSckCOmQGneAev6NMYZbdT+dD8tmAC1ahW9dBh/GPWtJIMU6fJBHz4bon4jdIcLuq+EYmZljySrQKcP2phDLIsobdjM+MZmfzHvbaPmAmUf03rDZ9O1bo5VmhEsX+iANx+6oOQL8WQoXpixPfXSAyCbttPLhobyxPpTVGjGOKYXT6eXMb5C6I3lNPY53HT9g1wZNT0KmT8eSkMZLVNdVv/qiiEpdinVa+B97WJIfzGU2vVQti8GAERm/wjRA8/r59INHPTSAxE88yl4/nMpEGyAY9tn0NqqEDzmFrg/vxfeZ89A9FsXIPKtCzLuUAzDMEzv8cTTEi2twPAR5PoHAD89u3/LtDsIIXDeuRJ/fQLYVQG89Y7E8cex2NXnmJndAHpANdxhzEmoDDWRm9vEoykLXwr0EbOA9ob4BNzphzZyLtSatZTt0UArmQGlbiOi+/0I6s6vyd0GSLBoAchdB0JAbDGEGNUFbcxBcJR9bEwqqRzSbi2lOCmbmOo0AhMb52TEO4HDTZOLZMt0RaHJl5ndsZN6sqxezPIakx99+L6J4g5AQdvn/Jgeym0uRpkSm3gUoMcoZhlAFiGeXOijDyQRUHEAMKxhvHmQ3jzE7EF5jUmKaX2lNG2HnjfWmFApgEqxfaQriyyuALL4M0RFE73U/oZchcwZhdj0ERQTRqOYU/aJil7UMbuE9BdDG3UAZFZJ3BJHSRTltXHzYc8Smow2eh4UqUPYRB4rM5g3D9r4BRDRVujF+xjHNPpvbik0VxaUtipoI/aDzB+DmL8kQYiJzjwjtWDg9FGsMF2j2GK6RnGpXP54AHxDeNPNyW20HbJwEqS6AdJXBLWtEmZWUX34bHK1UZ0d+2EyMdOCw0/B5EGT1tg+JxkVYmRQVZzQh8+AWrGcYthYmUkTkdkjjImnhObOob7VvIMs8oJN8QmpiZoogujDZ0FvNa1bnNBKpkNpqzYsW4ZDNJSRBabioHKkKoMpoqbCFIR8hRDt9R1+1obPpgQVVoBuo48a1mP2MuvDyHUsNvaQtIfT88dBz6Vyxg48P36c0d+KrxQNUhwtQ4SJzjqT6j1pnJC+QmPM0WhssretopL1qCfXENAo7qBePBUi2GDtT88eBm3EviR8jD8ccVO9RGTOcLqmc0ZSzLqm7QlufQCgjZpL2SAdLnK/DjVbv8UmHg3H5vchs4cjNvU4CnxOe048kFAsy1A6xyIjVpNZ/yrFZjSsnGgbkfg/uexOL5RAm/UZgPXSIzbtBKhlH5MQZNs+NvFoGiukpHhmyahOelmTCpffErDNMUU63CQSKrSdNuqA1NsCJJ5lD4cabCQrWPNFguqENvW76bdLhVDItdCdDceWD23LTevcePgkq25MUXXMQVZiC8uCq3CSZZmlWf086R5kOzYUlQLxR0OAj2Jt6SNmx+9NnmzL4tKyjAMMITx+rwXI+lpE28nqzxz3VCeNa64sEoxL9qH+7smhxCwGWvHU+MuqvDFA8654GVMgbS9SYtNOTKgzczuzX5jZa5Ovh84YcmKXqFgG78u/ALQwlJY2euECAW3MwYgc+Yf+Lt6AQx85B8GzXob77avh2LEYav1meN6/1lCB/XB98TAc619H+OhroY09tOsdMgzDMLtNe7vEU3+TeOll4PDDgFdepeW5ucDppw1ucejsnwj86zmJtjbg9juBmTN0jBmd5LYgJVt89QEy2RXGQC/ZhwLY260DbMQmHk2uaYFaKF8+QW/fs4rJfSlpsinzx0LLH0sTeaFak8gOGO2rjTkEorWarE+cXhJNiibbXDZosirzjIC1BeOh5Y9Lss4yrF6MOE7JE1VtzEE0CWveSUJEd3C4jVhKaV76qS7A28MXgsaERy+aQhMLXwG0bAomrEfbIdxZQHtj+u1Vt7W9zBmBmOKw4sfEJh0dr+MJh1ub6CPnQo+F0k5WLcxg5ckCXydYkxarnyVNbkxLr3Tb+4vIuiAahFY8DWrtekpV78klgcLpQWzGaak39uYhOvdcW/a1rISfZUmazF3G+VmTaUUll03VRRZapkDj9JFb29ZPqS863NAmHwulciW5xznchqjsjF9HphgrU4salhuxt5BcKQFyATNXUBwkVBZPJXepiuXGhl21HbldxWadCXXTu3HrIKcHCdZQZl2ZE0cjyL2eP94SfjVD/NVL9oFeNAWOjW/HLbW6i2md5vAkWOeYyLzRiSJaqr5iLjP/pxGZtZFzAKknxM5LidObINDJ3DTjlaJCG3MQRM3XQDhmZaiLl0uQtaPqpphPDg9N0rNKrNhe2sRjLAsoM8tkOqS/yLIoTLZGBJBofWvtzyhH4UTI2vX03R4TLNmiFEiwdtJKD7CED2t9xUHWvooRI85y10yD/aVGKkHCtI60XxPmGGO6Z6eN2ZQh5nmaL3kcnY9hMm8sdD1Glqm7iSm46fnjoLv8iaKSHacP2qj9jYD4JKaafTme8KCLuk6Bnj8BCiRZWU4+JlHoSys2jYAebiWLRANtxL5Qsko6vKQCAG3MweRqaRPHEvtfkmBpZQXOwCOhi7HNHCelK6vT9ewMfrEr2g516yI4tn4CZcdSKE3braFDOn0U+HPMQQid/ADHoEqDzB6O0BlPQi37CK6P/wy1eQec2xaRUOjwQrRWw/vyz6EVTkJs8ncoGKG/iIJsZtJxGYZhmIxobZX465MSoSDw1jvAiBHAJ5/GnwsvuWjwu/0JIXDHbRIX/wrQNOCsc4HDFujIzQE2bgbKy4H99gXuun1wn+dAIzbpmPQPkraMXykxXS6cPiszlDbp6M4P6HCTO0RXOD2I7fcj66vd6iI29btpJryJ52G61am7vjHKmfiAbk4o9KLuh2bQRh9kxbvpM7x5ibFkhcgsW7iiJkxW9ZH7xX9zZ6UWNxW1zzORxy2a9E7XS4U+fDZlwcsZBdSuJ0HVzMzWFb31nG/Uj/QVQLQ3GOKXk6wPJyUGGhTRdiswuMwanrgfK9ZM6r6jF06CaN5JcaXMCbq0xaISIkGo7DZOD7QJR1A8oBI/1Jo1Sa5EDppwm4KREB3OL/F8VHInTDEBzggrfpA7pftix/UN9+SsYV2s2JGM9t9drHhhOsV0cmdTPDogwUUQqjuhzc0YbHrxlIwEDD1rOJSG8m6JitJXCD1vTIJgYe2vcCKk6kj/4sHEcHtN+G4gIGlMMcbStOWw940UIpM2ai7FLks1BgkBbcS+8f7YQ6wyWAHPu5A7FLVH94bOSGuJZsMe7wsAYuPmU3bGvNHI2EXXxLKkGgWphQAA2vgjuhbGATr/JEFVL5kGoYUSrj29aAqUuo304qc7Hl+WRenuP9NJXyHQvKNb18agEruUuo1QKpZDGNlvlJq1UOo3QeipTe6huhA+6JeI7v/TlGo2Y0MIaBOPQnDiURANW+H89G44t34CETPMxwEo9ZvhrqfYFVI4EN3vG0QO+z8WERmGYXqJSARYtgzYuo2+19bSM7TTAUyYABz3naEhAM2epeCq/9Px5ztp3vDxQvJimDCesk4esP/QOM8BRWfue5ni9FCA43F7yNI7OVBxuomi4ki0dOiGi0OXOL0dxLPBQGzKd9Abk4seYT5zp3s+7wTpL4LWU8uhbqANm46u6kcbPY8G4M4ECj1GLk9jDuq4nsMFvXAixJgZQLBjXejFUwEzrp65rd59gbBTPDnQPTMgWipS/pw84e4Sd+YWFR0QKomCnQnrCesLxCYe2UE00UbtD3XX1z0vR08x5zuebGrz8YdZP+mFk8jqz+Hq0A9k/jjE3DmAL7X7aQd8BSnjS3WKUCi2knlMTy4Qbbd+69S9NB02SzxpWtp2Nba67NY+KURel79TIahLS7wMkAUToCkOqFWr05djIOLJpXbrCU4vifJOHxANdoxNaaAXTOgQEy0lLn8Hjy69aHJKF3YANku9VGOqadnVC2JX7ijEsod3y+ptUClA7td/B7VhCwDQRSeEJXRJAFAciM48E9okygihD5vJQkwPkAXjEPneg4hICWXbIrg/uw9K7frEOB4yBufqlykzizubskToMURnnp7Zm1yGYZi9nMYmifJyCjifmwN4vUAgAJx0IvD3fwAtLYCqAIXDgMYG4P8uF1CUoSMCnXiCguxsHdfeQPM7XQc2byGhb8lSiTn7AR7P0DnfIYHqIhGlH14gxiYfi4zFmwyEvdikYzLf32CkH1/ymrFfRCxNxrkMiU08yopr1dtkNPkXSpddRBuxH5TWirTWTnrxNAhPTjweT7ryGBlEezzZ7QKZNQx69vC4JVJ/IATFbesOKcSVbgt0vYVQICYeBi0Y6/CTzB0FfcS+6YWVTIWuXqLb9ZxuP6UHUt90eqCNnENxyzpB+mxWWYa4ofeCgNUthEICo6+QAubvLZgB5lO4CJukcontrWNLh4cylyZjt3rsDbrp3jkgxS61bCEcm98zKkeS+ZvUIf1F0IONRrpaI1NGqInSAI+cg9B37+gVRZgxEAL6uPkIjpsP6DrULR/AseUDqDu/oqwk0XY41/0HEqZPtAvQNWgNZfRd6vRWZtIxfW4yzzAMM9h46C8S77yb+rdp04A5+wGLvwCCQeCmGwSmTR16E/PDD1Pwtycl7r1fYksZ4HIBra0keP3qNxL7zpbweoG2NhICDzxQ4Nijh149DCr6S0TJII6LdGVBmJkAu6I3LN2Y1GRqudMVTm/PXeb2FO4s6O5ecIHy5pG418n5aqO/lRAIulsoKvRR+/ewcIyJ8BcCkdTCpfTkWpk9hwr2RBIZuYaqFDBfGuJebMp34nG69jTu7ISg60wfoqhpQxvI7OFA7QYrWcSeZkCKXUrtOqjbPidFWCgAlPhnbz4kpVigih05B7Gpx5NP+2AxUxyMKAq0ycdS9iQD0VYDdfvnULd/AaVmHZTGrXCu+w+c6/6TsGnwlL9Am3Dkni4xwzDMgOby3wicdALQ2Ag0twChEFCQT0LXmNEk6ESjEooCqOrQFXgmjBd48L74+YVCEv/5H/DhRxKv/ZdcO/1+IMtPMcz2Nh555BEsXLgQ69atg9PpxFdffdXfRRqw2LP9Mf1LzB6DjMmMLoQ96S8GMnFBYvoFbczBgB7t72L0O9r4BfEvHEaIcfoo/mY/MSB7YHTeRYjOu6i/i8F0gcwqQWz6KYhNP4UW6BoQbiWzdS1CKWsdnj1uusswDDMY8PkE9tu383WczqErcqXD4xH4wZnAD84UkIb5+2APyr87RKNRHHfccdhvv/3w0ksv9XdxBjaKCqCfrAiYRNiin+lD9JyRabNc9huqk8PnMMwAY0CKXcwgRVEBbx4G2K2HYRiGGaTszSKXyWWXXQYAeOWVV/q5JAzDMAODzuISMQzDmLDfH8MwDMMwDMMwDMMwDDNkYMsuhmEYhmGYIUZ+fn7XKzEDHm7HoQG349CB23JowO24d8BiF8MwDMMwzB7krrvuwuOPP97pOm+++SYmTpzY42M0NqbOGMYMHvLz87kdhwDcjkMHbsuhAbfj0CATwZLFLoZhGIZhmD3Iz372M5x66qmdrjN6dP+k6WYYhmEYhhkKsNjFMAzDMAyzBykoKEBBAWcqZhiGYRiG6SuElAMtbyvDMAzDMAwDABUVFWhubsYHH3yAJ598Ev/6178AAGPGjIHf7+/n0jEMwzAMwwxMWOxiGIZhGIYZoFx11VV49dVXOyx/5plnMG/evH4oEcMwDMMwzMCHxS6GYRiGYRiGYRiGYRhmyKD0dwEYhmEYhmEYhmEYhmEYprdgsYthGIZhGIZhGIZhGIYZMrDYxTAMwzAMwzAMwzAMwwwZWOxiGIZhGIZhGIZhGIZhhgx9JnY98sgj+OEPf4h9990XBxxwQEbbSClx//33Y/78+Zg9ezZ++tOfYuvWrX1VxL2GpqYmXH755Zg7dy4OOOAAXH311QgEAp1uc/bZZ2Pq1KkJf9ddd90eKvHQ4dlnn8VRRx2FWbNm4cwzz8TKlSs7Xf+tt97Ccccdh1mzZuGkk07CwoUL91BJhzbdaYdXXnmlQ9+fNWvWHizt0OXLL7/ERRddhPnz52Pq1Kl4//33u9xmyZIlOPXUUzFz5kwce+yxeOWVV/ZASYc23W2HJUuWdLgmpk6ditra2j1UYiZTunvPYfYsjz32GE4//XTMmTMHBx98MC6++GKUlZUlrBMOh3HjjTdi3rx5mDNnDn71q1+hrq4uYZ2KigpccMEF2HfffXHwwQfj9ttvRywW25Onwtj461//iqlTp+LWW2+1lnE7Dg6qq6txxRVXYN68eZg9ezZOOukkrFq1yvo9k7lpT+ZZTO+iaRruu+8+HHXUUZg9ezaOOeYYPPzww7Dn4eO23DvpM7ErGo3iuOOOw49+9KOMt3n88cfxj3/8AzfccANeeOEFeL1enH/++QiHw31VzL2CK664Aps3b8bTTz+NRx99FF999VVGwtX3v/99fPbZZ9bflVdeuQdKO3R48803cdttt+GSSy7Bq6++imnTpuH8889HfX19yvW/+eYbXH755TjjjDPw2muv4eijj8Yll1yCjRs37uGSDy262w4AkJWVldD3P/rooz1Y4qFLe3s7pk6diuuvvz6j9Xfs2IELL7wQ8+bNw3/+8x+ce+65uOaaa/Dpp5/2cUmHNt1tB5O333474booLCzsoxIyPaEnYx2zZ1m6dCl+8pOf4IUXXsDTTz+NWCyG888/H+3t7dY6f/rTn/DRRx/hvvvuwz/+8Q/U1NTg0ksvtX7XNA0XXnghotEonnvuOfz5z3/Gq6++igceeKA/TmmvZ+XKlXjuuecwderUhOXcjgOf5uZm/OhHP4LT6cTjjz+ON954A7///e+Rm5trrZPJ3LSn8yym93j88cfx73//G9dddx3efPNNXHHFFXjiiSfwj3/8I2Edbsu9ENnHvPzyy3L//ffvcj1d1+Whhx4qn3jiCWtZS0uLnDlzpnz99df7sohDms2bN8spU6bIlStXWssWLlwop06dKquqqtJud9ZZZ8lbbrllTxRxyHLGGWfIG2+80fquaZqcP3++fOyxx1Ku/+tf/1pecMEFCcvOPPNMee211/ZpOYc63W2HTMcsZveYMmWKfO+99zpd54477pAnnHBCwrLf/OY38mc/+1lfFm2vIpN2+OKLL+SUKVNkc3PzHioV0xO6O9Yx/U99fb2cMmWKXLp0qZSSnntnzJgh33rrLWsd8zlu2bJlUkopP/74Yzlt2jRZW1trrfOvf/1Lzp07V4bD4T1a/r2dtrY2+e1vf1suWrQo4bmZ23FwcOedd8of/ehHaX/PZG7a03kW07tccMEF8g9/+EPCsksvvVRefvnlUkpuy72ZAROza+fOnaitrcUhhxxiLcvOzsa+++6LZcuW9WPJBjfLli1DTk5OghvWIYccAkVRunRv+N///od58+bhxBNPxN13341gMNjXxR0yRCIRrFmzJqE/K4qCQw45JG1/Xr58OQ4++OCEZfPnz8fy5cv7sqhDmp60A0CWL0ceeSQOP/xw/PKXv8SmTZv2RHGZJPiaGFiccsopmD9/Ps477zx8/fXX/V0cxkZPxzqmf2ltbQUAy5Jk9erViEajCe04ceJEjBw50hr3li9fjilTpqCoqMhaZ/78+Whra8PmzZv3XOEZ3HTTTTj88MMT2gvgdhwsfPjhh5g5cyYuu+wyHHzwwTjllFPwwgsvWL9nMjfdnXkW03vMmTMHX3zxBcrLywEA69evx9dff43DDjsMALfl3oyjvwtgYsb+SHaLKCws7ODjzmROXV0dCgoKEpY5HA7k5uZ2Gm/lxBNPxMiRI1FSUoINGzbgrrvuQnl5OR566KG+LvKQoLGxEZqmpezPyfE5TOrq6hIeesz1uf/3nJ60w/jx4/GnP/0JU6dORWtrK5566in88Ic/xBtvvIHhw4fviWIzBqmuiaKiIrS1tSEUCsHj8fRTyfYuiouLceONN2LmzJmIRCJ48cUXcc455+CFF17AjBkz+rt4DHo21jH9i67r+NOf/oS5c+diypQpAGjMczqdyMnJSVi3sLDQemZLNy4C4Dh6e5A33ngDa9euxUsvvdThN27HwcGOHTvw73//G+eddx4uuugirFq1CrfccgucTidOPfXUjOamPZ1nMb3LBRdcgLa2Nnz3u9+FqqrQNA2//e1vcfLJJwPITGfgthyadEvsuuuuu/D44493us6bb76JiRMn7lahmK7JtC16yg9+8APr89SpU1FcXIyf/vSn2L59O8aMGdPj/TLMQGfOnDmYM2dOwvfjjz8ezz33HH7zm9/0X8EYpp+YMGECJkyYYH2fO3cuduzYgb/97W+48847+7FkDDN4ufHGG7Fp0yb861//6u+iMN2ksrISt956K5566im43e7+Lg7TQ6SUmDlzJn73u98BAKZPn45Nmzbhueeew6mnntrPpWO6w1tvvYX//e9/uPvuuzFp0iSsW7cOt912G0pKSrgt93K6JXb97Gc/67LDjB49ukcFKS4uBgDU19ejpKTEWl5fX49p06b1aJ9DmUzboqioCA0NDQnLY7EYmpubrTrPhH333RcAsG3bNha7MiA/Px+qqnYIDFxfX9/hTZ5JUVFRByuuztZnuqYn7ZCM0+nEPvvsg+3bt/dFEZlOSHVN1NXVISsri626+plZs2bhm2++6e9iMAa9MdYxe46bbroJH3/8Mf75z38mWAwXFRUhGo2ipaUlwSqovr7eemYrKirq4FJjjpPdea5jes6aNWtQX1+P0047zVqmaRq+/PJLPPvss3jyySe5HQcBxcXFHQw0JkyYgHfeecf6Heh8btpb8yxm97jjjjtwwQUX4IQTTgBAhhoVFRV47LHHcOqpp3Jb7sV0K2ZXQUEBJk6c2Omfy+XqUUFKS0tRXFyMxYsXW8va2tqwYsWKBCsLhsi0LebMmYOWlhasXr3a2vaLL76AruuYPXt2xsdbt24dAL4BZ4rL5cKMGTMS+rOu61i8eHHa/rzffvvhiy++SFj2+eefY7/99uvLog5petIOyWiaho0bN3Lf7wf4mhi4rF+/nq+JAURvjHVM3yOlxE033YT33nsPf//73zu8IJ45cyacTmdCO5aVlaGiosIa9/bbbz9s3LgxQdj8/PPPkZWVhUmTJu2R89jbOeigg/C///0Pr732mvU3c+ZMnHTSSdZnbseBz9y5c60YTyZbt27FqFGjAGQ2N+2teRaze4RCIQghEpapqgopJQBuy72ZPovZVVFRgebmZlRUVEDTNEssGTNmDPx+PwDguOOOw+WXX45jjz0WQgicc845eOSRRzB27FiUlpbi/vvvR0lJCY455pi+KuaQZ+LEiViwYAGuvfZa3HjjjYhGo7j55ptxwgknYNiwYQCA6upqnHvuubjjjjswe/ZsbN++Hf/73/9w+OGHIy8vDxs2bMBtt92GAw88kK3susF5552H3//+95g5cyZmz56Nv//97wgGg9abwCuvvBLDhg3D5ZdfDgA455xzcPbZZ+Opp57C4YcfjjfffBOrV6/GTTfd1J+nMejpbjs89NBD2G+//TB27Fi0tLTgySefREVFBc4888z+PI0hQSAQSLCQ27lzJ9atW4fc3FyMHDkSd999N6qrq3HHHXcAAH74wx/i2WefxR133IHTTz8dX3zxBd566y089thj/XUKQ4LutsPf/vY3lJaWYvLkyQiHw3jxxRfxxRdf4KmnnuqvU2BS0NVYx/Q/N954I15//XX85S9/gd/vt+LAZGdnw+PxIDs7G6effjr+/Oc/Izc3F1lZWbjlllswZ84cSySZP38+Jk2ahCuvvBL/93//h9raWtx33334yU9+0uMXzkz3yMrKsuKsmfh8PuTl5VnLuR0HPueeey5+9KMf4dFHH8V3v/tdrFy5Ei+88IL13J3J3DSTeRbT9xx55JF49NFHMXLkSMuN8emnn8bpp58OgNtyb6bPxK4HHngAr776qvX9lFNOAQA888wzmDdvHgCgvLzcykQDAL/4xS8QDAZx3XXXoaWlBfvvvz+eeOIJ9offTe666y7cfPPNOPfcc6EoCr797W/jmmuusX6PRqMoLy+3si2ab6OeeeYZtLe3Y8SIEfj2t7+Niy++uL9OYVBy/PHHo6GhAQ888ABqa2uxzz774IknnrBcSiorK6EocePKuXPn4q677sJ9992He+65B+PGjcPDDz/c4YGK6R7dbYeWlhZce+21qK2tRW5uLmbMmIHnnnuO37T2AqtXr8Y555xjfb/tttsAAKeeeir+/Oc/o7a2FpWVldbvo0ePxmOPPYbbbrsNzzzzDIYPH45bbrkFCxYs2ONlH0p0tx2i0Shuv/12VFdXw+v1YsqUKXj66adx0EEH7fGyM+npaqxj+p9///vfAICzzz47Yfltt91miZJXX301FEXBZZddhkgkgvnz5+P666+31lVVFY8++ihuuOEG/OAHP4DX68Wpp56Kyy67bM+dCNMl3I4Dn9mzZ+Ohhx7CPffcg4cffhilpaW4+uqrraDmQGZz067mWUzfc8011+D+++/HjTfeaLkq/uAHP8All1xircNtuXcipGnfxzAMwzAMwzAMwzAMwzCDnG7F7GIYhmEYhmEYhmEYhmGYgQyLXQzDMAzDMAzDMAzDMMyQgcUuhmEYhmEYhmEYhmEYZsjAYhfDMAzDMAzDMAzDMAwzZGCxi2EYhmEYhmEYhmEYhhkysNjFMAzDMAzDMAzDMAzDDBlY7GIYhmEYhmEYhmEYhmGGDCx2MQzDMAzDMAzDMAzDMEMGFrsYhmEYhmEYhmEYhmGYIQOLXQzDMAzDMAzDMAzDMMyQgcUuhmH6nCVLlmDq1KnYuXNnfxeFYRiGYRiGSYKf1RiGGWoIKaXs70IwDDO0aWtrw+bNmzF9+nS4XK7+Lg7DMAzDMAxjg5/VGIYZarDYxTAMwzAMwzAMwzAMwwwZ2I2RYZheoby8HJdccgkOPvhgzJo1C0cccQQuu+wyxGKxlKbxwWAQ119/PebNm4c5c+bgkksuwTfffIOpU6diyZIl1npnn302zj77bCxcuBAnn3wyZs2ahVNPPRUrVqxALBbD3XffjUMPPRTf+ta38Ic//AHBYNDaVkqJO+64A9/73vcwd+5cHHTQQTj33HOxfPnyPVk1DMMwDMMw/Q4/qzEMszfh6O8CMAwzNLjwwguRk5ODG264Afn5+aiursbChQuh63rK9a+99lq88847+NWvfoUZM2Zg8eLFuOKKK1KuW15ejrvvvhsXXXQRPB4P7rzzTlx88cU4/PDDIYTAn//8Z2zZsgV33nkniouL8bvf/Q4AoOs66urqcP7552PYsGFob2/Ha6+9hrPOOgsvv/wypk6d2mf1wTAMwzAMM5DgZzWGYfYmWOxiGGa3aWhowLZt2/CXv/wFRx99tLX8pJNOSrl+WVkZXn/9dfz+97/HeeedBwA49NBDEQqF8I9//KPD+k1NTXj++ecxatQoAPQW8OKLL0Z1dTWefPJJAMCCBQvw1Vdf4e2337YeoFRVxR133GHtR9M0LFiwACeccAJefPFFXHPNNb1TAQzDMAzDMAMYflZjGGZvg90YGYbZbfLz8zF69GjcfffdePHFF7Ft27ZO11+5ciWklDjuuOMSln/nO99Juf6ECROshyfzO0APTcnrVVZWJiz7/PPPcfbZZ2PevHmYPn06ZsyYga1bt6K8vDzj82MYhmEYhhnM8LMawzB7Gyx2MQyz2wgh8PTTT2PmzJm466678O1vfxvHHHMMnn/++ZTr19TUAAAKCwsTlid/N8nNzU347nQ6AQA5OTkdlkciEev7mjVrcMEFF6CkpAS33XYbXnjhBbz00kuYNm1awnoMwzAMwzBDGX5WYxhmb4PdGBmG6RVGjx6NO+64A1JKrF+/Hv/85z9x3XXXobS0FA5H4lBTUlICAKivr8eIESOs5fX19b1apnfffRcjRozA3XffnbC8qampw8MXwzAMwzDMUIaf1RiG2Ztgyy6GYXoVIQT22Wcf/OEPfwAAbNq0qcM6s2bNghACb7/9dsLy5O+7SzAYhKqqCcsWLVqEqqqqXj0OwzAMwzDMYIGf1RiG2Rtgyy6GYXab9evX49Zbb8Xxxx+PsWPHQtM0vPrqq3A6nZg3bx5aWloS1p84cSJOPPFE3HPPPYhGo5gxYwa++OILfPTRRwAARekdHX7BggX4+9//jltuuQVHH300Nm/ejEcffRTDhg3rlf0zDMMwDMMMBvhZjWGYvQ0WuxiG2W2Ki4sxcuRI/O1vf0NVVRXcbjemTJmCxx57DPvssw+WLFnSYZubb74Zfr8fTzzxBKLRKObNm4frrrsOF154IbKzs3ulXAsWLMA111yDp59+Gi+88AImT56MO++8E4888kiv7J9hGIZhGGYwwM9qDMPsbQgppezvQjAMwwDAk08+iQcffBBLliyB2+3u7+IwDMMwDMMwNvhZjWGYwQJbdjEM0y+8//77KCsrwz777AMA+Oqrr/D000/jJz/5CT88MQzDMAzD9DP8rMYwzGCGxS6GYfoFv9+Pd999F4899hjC4TBGjhyJiy66CBdeeGF/F41hGIZhGGavh5/VGIYZzLAbI8MwDMMwDMMwDMMwDDNk6J00GgzDMAzDMAzDMAzDMAwzAGCxi2EYhmEYhmEYhmEYhhkysNjFMAzDMAzDMAzDMAzDDBlY7GIYhmEYhmEYhmEYhmGGDN3OxtjY2NgX5dhj5Obmorm5ub+LMWjg+socrqvM4brqHlxfmcN11T24vlKTn5/f30XYLXRd53YdAvD1OTTgdhw6cFsODbgdhwaZPKvtdZZdirLXnfJuwfWVOVxXmcN11T24vjKH66p7cH0NTbhdhwbcjkMDbsehA7fl0IDbce+BW5phGIZhGIZhGIZhGIYZMrDYxTAMwzAMwzAMwzAMwwwZWOxiGIZhGIZhGIZhGIZhhgzdDlDPMMzgJxaTqKsHVAXIygK8XtHfRWIYhmEYhmEGAZomoar87MgwzMCGxS6G2UvQdYmPPwH+97rEihVAJBr/rahIYvo+wP5zBQ5fABQV8QMMwzAMw+wJNmyUKCzgey8zOKiqlli1Gjh4nkRWFvdZhmEGLix2McxewNZtErf8SWL9BmDUSOD004CxYwUggZZWYEuZxJo1wCefStz3ADBzhsQRh5PwNXw4P8gwDMMwTF+xfQf9HXt0f5eEYbqmro7+t7WRdwDDMMxAhcUuhhniLFsuceVVEl4vcMO1AkcdCShKsoBF37dtk1j4KfDxJxIPPizx4MPAtKkkfB1xGFBaysIXwzAMwzDM3oqu03/BkZ8ZhhngsNjFMEOYr7+RuPIPEqNGAvfeJVBY2LlYNXaswDljgXPOEqiolFj4CbDwE4lH/yrx6F+BsWMk5swB5s4RmLMfkJ/H4hfDMAzDMMzegpT0v8N7U4YZJEgpsWGjxNgxgMfDHXkow2IXwwxRtpSR0FVaCtx/t0BeN4WpkSMEfvQD4Ec/EKipkfjkM2DplxLvvQ+89h960hkzWmLKFGDqFIGpU4DJk4DsbL5pMAzDMAzDDEVMyy6FLbuYQUpTk8T2HeSKu//c/i4N05ew2MUwQ5BQSOLa6yWys4H77uq+0JVMSYnAGacBZ5wmEItJbNoMfLMMWLuOYn29/4G01h01kgSwKZMFZkwHZs4AXC4WwBiGYRiGYQY7pmWX2EOPduGwhKoCDgc/SzK9gynYMkMfFrsYZgjyt2fojcWD9wnk5/fuw4HDIbDPNGCfaYAZ66ulRWLDRmDjJmDjRokNm4CPPqanIbcb2H+OxFFHCSw4FPD7+WGFYRiGYRhmMLKnY3Z98hng9QDzD90zx2OGPuYr+j0l2DL9B4tdDDPE2LxF4t/PASefBMzZb8+M4jk5AgceABx4AGAKYG1tEqvWAF99JfHpZ8Atf5JwOoG5cyR+9P0wSkvpu9sN+HypguYzDMMwDMMwAwnLsmsPHjMY2oMHY4Y8kl1x9xpY7GKYIYSuS9x+l0ReHvDLC/bcY0gwKLFxE7ByJQlcO3cCDY1AMAhoWny9aBRYshRYsrQtYXshAJ9PIicbKCigv8JCihs2dgwwdgwwfDibsDMMwzAMw/QnpmWX7Hw1hhmw7GlXXKb/YLGLYYYQHy0E1q0Drr9W9Gmg+JoaiS+/Blaukli9Bti+PX7jMHG5gNxcstxSFECLAZEo0NSU6Cvv8QBTJwOTpgDtbUB9A1BRCaxaBTQ1x3fqdAKloyTGjoUhgAmMGQOMGQ34fHy3YhiGYRiG6Wt089GM1S5mkKInT1qYIQuLXQwzRNA0iaf/JjFxInD0kb27b12XWLUaWPiJxNKvgK1babnTCcRiJHSVlgKHLwAOOVhg8qT0AlQsJtHckoPPFjXj9TeA9RuAFauAVWuAOfsBl14MTJ5EdsVtbRR7bNt2YPt2iW3bgfJy4NPP6HxNRo6UmDKZskJOmQxMmQLk72ZQfoZhGIZhGCYRycG9mUGOqXWxG+PQh8UuhhkifPARsHUbcOvNotfiX1XXSPznvxLvvgdUVZOV1pTJwLhxJHj5vMB3jwNOPklgzOjMjulwCEya6EBhgYLvnQSEwzr+9gzw2n+Ar78Bzvs5UFSoY8oUcntsbaXUwFKSFdioUcAB+wPFxUBONtDcIrB5C7lRfrwwLoCVFEtMmwbsP1fgwP2B0aMBwfbKDMMwDMOkoaxcYksZcMxR/MyQDtOyi41jmMEKuzHuPbDYxTBDAE2TePrvZN102Pzd39/69RL/fl7i44X0fd63gB//CFi2HPjoYyAnB/jlhQKnnwp4PLt3p5BSYNo04OAaiU8+BUIhoK4eqFtMlmMTxlPmR0UF2tuB6mpg5UqgLUDbjxghcfA84IZrBUpHAZu3wMgMKbF6NfDJp3RHKykBDthf4oD9BQ6aB+T0oZsnwzAMw2SCZMVgQLFtG/3XdUBV+7csA43NWySqq9myi0lE0yR27KSwIoMl2ZTZh1nsGvqw2MUwQ4DPFgE7dgB/ulns1pvI8q0Sjz9JolN2NvDDHwCnfA9YskTgkb9KxGLAT88Bfvh9gays3btDbN8h8eprEm+9TcJVXi5w1JHAtw4AAgHgmX8C1TUkXLW0AL/+FXDoIXR+Ukps3Ubi2zffSLzxFvDKayT2/fiHJMKpKtkmV1ZKfPU18OXXEosWAW++JeFwAN86UOLkkwQOngeoKt/tGIZhmD0Pa10DC26O9JRvpf8uJ/3nvssAFGpkSxngUCmkyWCALbv2HljsYpghwIsvS4wcCRx6SM+2b2+XeOSvEv/5L7kmXvBzgTNOA+rqgJtukVi1WuJbBwJX/E5g5IjduzOsWSvx/Ist+PAjCacTOOoI4ITjBWbPSsy2ePJJEp98KvHgw0BlFXDVH8k18YJfSBz3bQXjxwHjxwGnnSLQ1ibx/ofAK69K3HCzxBNPAef/jNwQRowQOOlE4KQTBXRdYuNG4MOFEu+/D1x1tcSIEcDppwLfOwnwevmuxzAMwzAMkw6dLbsYG2bW9ZjW+XoDCZ3Frr0GFrsYZpCzabPE8hXAry4RPbJQWvqlxO13SdTWAmecBvz0HIHsbOD1N4D7H5LwuIHr/ihw7DG7F79i2zaJhx6RWPwFkJcXw/nnCZxyMpCfn3qfQggcfpjAYQskliyVePSv5KJ4y5+Au+/VcfgC4NhjBEaPBkqKgVNOFjj5RGDR58DTz0jceLPEq68Bv/6VxKiRAg2NQGMj0NAADCsROO47EuvWA5s2AQ/9ReLxJ4D99pU4bAHF+Sot5TsgwzAM07ewdczAZKC1y4aNZJU+cUL/P5tYMbv6txhMP6DrEqFQYhIqc2ow0K6ZzmDLrr0HFrsYZpDz8isSXg9wwne7t10sJvHIYxLPv0gB5x95SGDGdIGWFolrrpdY+AnwrQOBP14lUFjY87tBa6vE356ReOkVwOsFLvmlwE/PyUc43JTR9kIIHDSP4mxVVOp4+BEStN5+F3j7XWmsA2RnS+TkkPulQwWGDwNWrwHOvwBI9UimKkBeHlBYSOWqqweWfEl/gMSE8RLHHiPwvZOAnBy+GzIMwzDMUGegTti376D/Eyf0bzkAW8yuAVpXTN+xcROwYydw2HwJt5uejQej2AUWu/YaWOximEFMc7PEu+8DJx6PbsXQqqmRuP4miVWrge+fAVx0gYDLJbBsucRNt0g0NZOl2Jmn9zzYpKZJ/O8N4IknJVpagZNPAn5+nkBenoDPJxAOd3+fI0couPUmIBiUeO4FiX8/T0Hrx40Dpkyit42trbRufj4wexbFEdhSBgwfDvz0bGD6dIH8fCA3p+O5LVmq4867KfNkcwvw2OMS/3oOOO8c4NRTAKeT74oMwzBM7zGoJohMvxCNDqxOMrBK0zeYiSM4Iyexeo1EJAJEIvQ9EqEM7QBg1dAg6hjsxrj3wGIXwwxi3nmPbjinnpL5aL1+vcQVV9FN65YbBY44nAK+P/+ixF8ekSgtBe64TWDy5J7fAb5ZJvHAQxKbtwBz5wCXXSowaWLv3VG8XoHzzhU44zSJF16SeO4FyqB02Hxyw5w5I/FYn30ucfudEvfcB/z218CJJ6R+gJn3LQXPPiPx1N8knnseKC4Ghg0DHnhY4q13gOuvBcaN5TsjwzAMMzgoK5fYUgYcezTfu7pDpiKklBKalhhztLdpa+uzXe8WQ1moXbQY0GLA4Yf1d0kGBpVV9D8vl/4ntL1p2dWLx9u1SyISBcaP2/3r6rNFEtnZwL6z4/tiN8a+IRaTqK4BRo0cOBWr9HcBGIbpGVJKvP6GxMwZmd8MvvxK4le/kfD5gCceI6ErGJS48RaJBx+WWLAAePzRngtdlZUS11yv47LfSgQCwK03Cdx/T+8KXXayswXOP0/Bi/8WOOvHwDfLgYsukbjoEh0fL5TQNLqbzT9E4JmnBebOBW6/S+K22yVCodS3Zbdb4JcXKvjLQwKqAmzYQAHs6+uBiy6W+GbZEH66YxiGYfYofS0YbCnr2/3vDchOGmnDRuCjhRTLqK+IROm/Q+2zQ/SIoSx2BYPxemfimOKQpndc1pusXU9xenuDYAioqU1cZl6vLHb1LuvWA2vXAS0tA2dwYLGLYQYpa9cBZeXAiSdkNlJ/8KHE/10lMXo08OhDAmNGC1RVSVx0qcSHHwEXXyRw8w0iIehkprS3S/z1CR0/OUdiyRLgwl8I/PPvFGB+T5iA5+UJXPBzBS8/L/C73wg0NQHXXC/xw7MkXnxZor1dIj9P4I7bBH7+M4G33iFRrKIy/WA8Y7rAU08I7D8XePlV4NBDgeIS4Hf/J/HhxwNnEGcYhmGYruhMsGE6YlbXps2U7TmdmFVlWLxwhkJmb0AxlAOZQuwaVEOMUdYeRmph0mC6uWoDaDxksYthBimvvyHh9QJHHdH1uh9+TNZbs2YCD94nUFAgsHKVxM8vkqipAe6+Q+DHP+y+MKXrEu+8K/HjcySe+Sdw1FHAv/8pcPZPhBW4ck/i9QqcdorAs88I3HaLQEkxcP+DEqedKXHfgzp27iQ3x7vvEKipBS68WGLd+vR355xsgT/fSrHL/vc6MHYsMGM6cOPNEou/GEx3dYZhGGYgsqcmiINqItqfJNXTrl30n8WsjnCX2vswxS679ms+7ff3GNPUJDO2sLTK2o9iV3u7RFXVEL2KBtBpsdjFMIOQ9nZ603jMUejSEmvR5xI33iwxexZw558F/H6Bt96W+PXvJHKygb8+InDgAd0f7deuk/jlpRI3/0mipBh47C8C1/xBQVFR/78mUVWBBfMFHn5AwV8fETj0EOA//wV+fI7Eby7XEQwBDz9AWRgv/bXEp5+lH5UdDoFf/0rBxRcJfPwx4PEAkyYCf7xOYsXKATSaMwzDMIMOFrsGJmZ9dVVve8INituO2VNEo50LRmZ/17UUP/ZjPw0EJL78mrJFZsJACFC/eAmwak3/Hb8vGIhuoSx2Mcwg5NPPKJ7A8d/tfFT5+huJa66XmDaVgs47ncBfHtVx658l5uxHAtXo0u6NTBWVEjfcrOOCX1IQwmuvFnj0YYEZ0wfgCAdg+j4C1/5RwSsvCFz4C4GdO4E/Xitx+ZXAUUcC48YCV19L7o6d8eMfCvz+CoGlXwIuFzB8GLlK1tbyUyjDMAyTGbt2df6ChRmc7I2C1J44Z3a/3bN8/AmwZm363y3LLpuloykc9WdLmfHVMk3mMBAC1A9la9GBdNlyNkaGGYS8+77EyJHAzBnp19m2TeKP10qMHQPcdTuN5ldfK7Hoc+CM04BLLxbdyh7U0iLx939KvPIqoKrAT88hAagnMb76g/x8gbN/Avz4h/Q25ZVXJf75LOBwAMVF5O5YUSFx6cUCqpr6nE46UcDng+USWlcPXHejxAP3Ak7n4KgHhmGGPtHoAHrS7CahkERLC1BSMjTH1LXr++e4A2nywXQTbrs9Siy2d1d4VTUwa2bq30yxyx6TyYzfNZjGmMFY5nS0tEosWQrMOxDIyRma983dgcUuhhlkNDZKfPUVcNZPkDbGVnOzxJV/kHC7gdtvE2hrA676o8TWrcAVvxU45XuZD4bNzRIvvSLx4stAeztwwvHA+ecJFBUOzgFVVQXmH0IZGnfulHj1vxJvvEm/vfgysHylxIP3SmRlpTZ8PfoogVAYuO12yoS5ajXw2OMkkjEMwwwEqqp1ZPn7uxQ9Y+mXQDgCHHt0f5eEYTJgMAbn7i32iGVXz7aLRCSkRI/ix2qpXPRsxGISigIoe2F081SWXWYTyUFkqTSULte6uvj/nJz+LYvJQBoPWeximEHGhx/RG5Vjj0l9k41GyXWxtg546H6BqiqKL6VpwD13Cew/N7Obc12dxHMvSPznv0AoDBy+ADj/ZwLjxw2dm3tpqcCvLhb4xc8oBtpTT0ts2gScdCpw6cU6Tjk5tZXXCd8VCASABx6SGD8eeP5FYMF8iX1nD526YRhm8GJORNaukwgE0KO4jP1FOLJnj9fcLJGVhbQWvX2FlBJCiL0yZlcgIOF0Ai7XwOuXmcbqSrddXzCQ2m5P09NzX/gp/e+JaB6Ldf77RwuB7CzgoHnd3/dAJhOX0VQxu8z7TX9m4OvuSLI3X1N9CcfsYhhmt3n3fYkpk4FxYzuOKFJK3HOfxLLlwB+vEti2DfjN5fFA9F0JXbou8dXXEtffqOPMH5E115FHAP/8m8AtNylDSuiy4/EInHi8wMsvCJz1YyAaBe69H/jZLySWLU99R/z+GQLnnAWUlwPZ2WTpFQrx3ZNhmIHDrgqgqbm/SzFwCYUkln4FrN/Qf2UYiGJXdY3Eex/03T3t8y+AL5b0ya77jNVrkHGmt75ioD1hDFXBoCuxCwBaM4wNtbt8s2xgxYa13BhtYpeUZO22ZKlEdU3mZa2vl9C0PXdu9utXH0JujAMJU+waSNXKYhfDDCJ27ZJYsza9Vdd//gf87w3g3LOBDRtlxoHot++Q+Ps/JH54lsRvLpf46mvgtFOB558VuPoqBWNTCGtDESEELrpAwW23Ag4V2LYd+NVvJK69QUdDQ8eh+xfnCxx9FNDSQpPKx58aSMM7wzB7LSmGoj05qRgsRLsZ1LinRCIdM5z11IJoT1BZSf/bAn13jD1twdddktulto7+kjGfjvrUsms3t4/FZJ8Eet8TXXd3ix2Ndv/cMxG79hT1DcCKlXvmWJlUk7lOTIuLR1IC4TD937Urs2O1tkp8sxzYlGH2xN4gwfWyF66HcLhvrqve5L0PJNZvGNhl7GtY7GKYQcR7H5BqfsxRHX/buEnigQclvnUg3Tz+9RwFor/jNoHs7ESxStclVq2WeOQxHT85R8ePz5Z4/EmJkSOAG68TePUlgV9drGD48L1D5EpmwaEK7rlLwOEAcrKBzxYB55wn8eHHiTcMIQSu/r3ArJnULi++BJRv3btvKgzD9D/Jz9919RILP+154GXT0icS6fn4Fo3KARf42awnpY+fhhd+CnyzrG+P0RXdmZNZmcr6piiDgoE0h92dskgp8dHCzjPs9Xzfvb/P3kRKiY8/6b7l5kDJkmcKKXuqmrsjdm3bTmFVgHisru7Um/mioT2Y+Ta7S7I12u4QCkl88hl5dwx0duzs3vqaRgJZT+7XlhvjABobWOximEGClBLvvicxdw5QXJz4CNrWJnHt9RLZOUB1DbBkKQWi/81lipVxMRyW+OxziT/foeN7p0v88lKJ518Ehg0DLv+twCsvCNx3t4KjjxIDMo7GnmbuHIEH7hWAALL8QGERcN0NEn+6XUc4HB/F3W6BP90iUFRIN8+77x34b3oYhhnaJI9AoSA96PfUYsF8W787FlAffwJ88pkZOLrrMbK742h7u8T7H0gEAplvtycntY1Nid939zbR3k4CZEtLH1js7MW3sM5OXdfQQfC1YhgNEIEkGdONuba2f8vRU3ZP6CMLourq3ivP3kjCWJzio2m02hfjhq5LtLf3zo5Til093HU4TP/rG3arSEZZeuf8eqv6d+ykv+3bd6MsA+gewmIXwwwSNm4Ctu8Ajj06UYiSUuLPd0hUVgGRMNDQQIHoT/meQGOTxBtvSfzhjzqOP1niqqvpLdcB+wM3Xi/wxn8E7rlTwanfE0M2zfvuMH0fgYfuE1AUoK4WOOVk4K23gQsvlti1Kz6S5+cJ/OlmASGA5SuAjxcOoFGeYZi9Huu5vodDk8NIZxTdTfceTSMrp0zehq9a3b0YSbW1dJ4Vlen2J7FhY2pXwr627OoL6urpf2VV3x1jIAYb7k9Wr40HPu8PenL9thhiV0FB5tvousSuikzMfLpfnlTH6kyg3l2xa+eu7vfjjZsk6uv7/zluTwsG6Y6XKvNiqu36orybNgOLFiPhJTNA4/mXX3U8YGdl0FIE1Wc6YsUz68G2miZThn3pTwbh7Z1h9k7efZ+yFx1+WOLyl16hN+ZCAHn5wJ9vBcrKgYt/peN7p0ncdrvEps3ASScC998j8PprAtdfo+DoIwX8fn6S7YoJEwT+8qCA1wu8/yFw2aVATS1w/oUSy1fEB/Rp0wR+cxl9vvPunrsLMQzD7C7JD/y7Oxkxxa7eimVTk4GVSXUN0NzSO8cDgKpqemFkx3yo7w9RZ7cniMZ2O3dmZvnQk+Ow2DVA2I3HCVMvVtXMt9lSBqxdB9R0I9h4T1m7jhIW9MUzk66Ti113+3FVdXrRfE8yUKxjEmNddfzdXBYP+i5RWdm5BW+m52YKJ6bbo0lVdfeTr6Sy7OppFffm2Niddt61K31IgeQi9ZbFWDRK851Mwhhs3UYxjFtae6/z6nrHmJfdgcUuhhkEaJrE+x8AhxyMhPhbZeU6HnqYBoBhwyi+1KW/Bu5/UCIYBM47V+DpJwRefE7gN79SsP9cYbk1MpkzapTAQw8I5OYAjz8JXHkFUFQE/PYKcpsxOfV7AgfsD7S0Ag8+PECeUhiG2etIfsiVu/kW2xS7tAEUuDmZqiqJpqbujbvm5KcvRZ10E462NrJo2Z35SCQsUVGZWQDrnsTsygRN6z03o4FEpnVgZR8boFXQk2s/YiQPiGmdr9cb59zYSP+1NMfaXcsuKQGlG0Lf7h5zMJORZVeKdZJ/376drCB7w+q0N9siwRuzl/a7p/uKGX8rkkGCj921XjNvizt3UXKO5JdFqTBfiCUfOxaTiEZ7VlkffESCeE9hsYthBgHLVwD19cC3bVkYw2Edl/4a0HRywaioIB/yX5wv8O9/Cjz9hILzzhWYPElA8OvZ3Wb4MIGH7qfYXLf+Cbj4QmDGdOCGmyVeeoUGcCEEbrsF8HqBV14DduxkO2mGYfY8HSy7dnN/DmOyOJCylCWzpTyzQLxV1fGHbvOBfHfcGNvbO3/rnG7C8cXS3XuA7+7ErUeTsgweHVasJDejTIjFyCqhtnbgqwndra8+zca4O4LPbhx38xaJDz4a+G2VDkvs6uNH4M8WSaxdJ63PFZW9FINpD1V9Oqs6e7ZFk+QyffCRRHWN8ZuxzBRiohkIMplOT6QkK6/dsfDRuhDtukWG5W5rk1ixsvNyZ1qWsjKJUIhWzuSelW6/sRj117TWlLtRN+ni0y9aTF5IPSW4G4kMWOximEHAu+9LZPmBg+bR9xUrdZx4CtDSQjeK474DPP2EwN+eVHDOWQKjS1nc6guKiwUevE9g2HDg2huAs34MHHEYcN8DEi+/SkO716vgj1fRTeaKK7sXc4ZhGKZXSBp2zIfa/o7ZtSfobPIUiUisWg2sXkPftd10YwyHJRYtBjZvSb+Ovc5bU7h29LRNzM3Msjc3y5T7T0dnGbe6UyYzQHNXLjNSSpSV0+eGxsz3P+DpRcsuKXs/wU1P3GXNPlVVRX02nUWGubStTXaIqZSOaDR+joGARCjccZ1wuHcyt+o6lVGIvn0OC4bIdUtKiWAIWNsHmS/7irJyytZJ7RJfHgpJfPARuc11ZiFk/y0aASXMyGA8TdciLa0S3yzTIXXqAy2ttDwQkPh6GbBxY9f7bmklUb2tLfEoeio3xt3sGl1tv249ue13ltwlE5fZllaJLeVA+dbdL9uOndRft+1GAPq0pGn7VJZowaBE9R5wlWaxi2EGOOGwxMcLgcMPpwC8f/ijjksuI5W7qBD47ysCV/9eweRJLHDtCQoLSfAaXQpcfS3w3eMojtq990u89h8atI84XMHUKXQzefZfLHYxDLPn0bT4pFJasVR6ti9zu3SuRl3x3gcSVVV7Zizs7BzNiZk5wY5FJdatk2i0uT+Wb6WJUia0G2+bW9LEFpNSYvWa+Nv4L5YCjY0S4ZDErgoqbE9rJfk8l35F+8+Uqiqa9Gwpo++xGJWVsmXufnmSqa7uo8lVH9EfrmzLllNs0GTMoug6UNlNq6HdOQ9dpxiwq1Z3vt7iJcBnn2dSFkqStH4DfU9n2fjJZ/G+vLtujN0hGiWX3Ey3S45ptjuBvVORSTkaGiQ+X5yZxVMk0lEQNzNVRqOJx2tvN36vscXk0mSnFjaaTgHlu0Pyi4a1ayn5RjgCbLG9RDBftATau95njWFpVldPIpmukXD2yWfx+9DuXt/dnXF1drz1G9BBmOu4A/pnWlfvjjVvV9tKSSEB9N2opEzcp5d+Caxc1eNDZAyLXQwzwFn8BRAIUOr4H58jrQcKvx/4+1MC+fkscu1p8vMEHrhXYPw44JrrgWOPARYcCtx1r8R/X6ebwx9+T+s+/hSwaTMLXgzD7DmkBD78mLL4Ar2XGj45SHB3qK3bvWP3lGhUpg2WG4lQXKKtW+PLOrPSSiZm1IfTmfr3YBCorAR2GLFOpKTJ4o6dFKuos7f9XdFbboy6TnW0+AuKsWNaX/U2dqG0L55awuHMAih3l672mM5tpyeYVnKdsbqbVkO7Y8FiijeBQOf7tq+byf6qMojlZIoqvSF2JQsq5VtTu9Iu+ZLcrSoqOttnfLsVq5J/62lJe876DSQAhUJdr7v0y/SCeHLZ7XVmtltZeQZB4Xvh4jbLEol2LFdaASfNvj7/goKmR8J0Hjt3db6f7tLVfjKN6dfl9SMS1+sN1/V0TdXaSvcoU7jsjuVzd9aN7MbzRHdgsYthBjgvviyhKBSgT1UBt5uWX/MHgdxcFrr6i5wcgfvuFpgyGbj+RuDoo4BDDwHuvFvik08lJk1UcOjBdLO5/qbMTfwZhmF2l+TYKXahobFJphTgQ6H0YoHdsqQ/6Mq1S9Pivyc/bK9YCSxZmrgPcxXTjbGn3uaRLsQuoKMgIEFv563lu2thIOIWZh2PLW2fk7ZT4ss3bERKd7LulK3LyZelCvXNvfCTz4CFn/be/rpdyk42CLT3PDgz0DuCT3UN8NXX3dtRbS0JU2kzOXazXH1hMdjeLlG+NfVK6carzVuA5SmSOpgCm9bJOJeJ5ShAY9LyFbuXvCGT+tJ1stbKZN1giNwWu+s6Zp5XMANBras+8d4Hxv2nk/VSCfmxGLBqtURTc4Zql5QoKyfrZtMaTEq7+NQ7Fl5dodjG2c7ItBzdEa/TrpNhWRoyEN+TET1Q/zdvSXTfjsUozllvvbxgsYthBijhsMSf7tCxYiXgclHMlKJCerP+7WOABfNZ6OpvsrMF7r1LYMZ0avDLwgABAABJREFU4OZbgSMPB2bOoKD1q9dI/Px8YWWm+cujLHYxzN7As88+i6OOOgqzZs3CmWeeiZUr06fKO/vsszF16tQOfxdccIG1zlVXXdXh9/PPP79bZTLFLgngq6/pTXcyny4isWBXRcexqrcmBO3tkmK6dIP162VK1y47nblXthoxX1JNfK3tUhQpk9hJlmWXI/XvZoBsE12nY5nHdXQiknVJRhNh+t/SQpkf7Sg2S4HkxAM9sQbqloWD7fGF3CYlln4p8fU3/X+f1LvKLiklwuGOnamz8/94YQSLO0lGUFVN1odSl1i/XnZwj9sd7OVqbOp6/VhMotmw3qlroGfOtGJXp8eVKCtLLfL1ZisvX0HiVaoXin0hZHS2T/tv9fVkzdodS9HuHMtk23Yaz01X6c7QdYlAID4mAsgo5lwoRG2p99CNPRn7/SeVJVCqsgQNwcp0UeyKQHuiBaFM2u9ux+rq7vq93Bcz2V2m1mJ2wmHZaRbWpqaOL+9TWdV253zLtyZaDO7aRXHOOnN7744BAYtdDDMA2bZN4oJfSrz5Jn0Ph4Hp+1CWv7xc4DeXsdA1UPD5BO6+Q2DWLOC224HjvwsMGwZcdbWExwMsmE9i5cuvAp8v7v8HeYZh+o4333wTt912Gy655BK8+uqrmDZtGs4//3zU19enXP/BBx/EZ599Zv29/vrrUFUVxx13XMJ6CxYsSFjvnnvu6bQcyQ+a1kNvBkPQ2nVd76+nLP4CWJRBbB87O3Z1vU5nWSLN4Pqp1rGLgMlISdYZCz+RqKtLXQGmZZeaRuwy92N3QZE2owYhel63mWxmnt+27eTClIBtkpvOVag3J2j2F/7m51hMYuGn5G7b3DIwAtdv205xzD76SKJ8a8fZ4q4KEoXNGElduSlFoxKtrTrCnWSmW7WarA+jUYpN1CHuUQbtUFmlo7JSxwcfUYDvJjMOXTfaMBCQ+PQzibYACaRm3B1VJVFyzdpEIbCz/lFfD2zYJBPOpbPJd0/7WmdCd2UVsDMpQ6vdCrQnWG5kusSuisSJf0KwdmO8cXQyNvQG4XDHY6ejMxe4VOOAyfadJB61ZxAvK1MyFQ07rNdhrJIIBtNbtqVzte01N8Yufu9sfGhslNB6mDwmVUys3jilTz4jS990fPk18OVXHbdZ+ClQVSWt+2x3raW1GLBkaWL8zHQn1Ngo8clnHWPmpYPFLoYZYHz6mcTPL5RoaAQKCmjZwQcB+84mf/n/u0IgJ4fFroGE1ytw558FZs4E7rob+P7p5CJyxZUSZ5xGrkSFBcDtd0o0pzPBZhhm0PP000/j+9//Pk4//XRMmjQJN954IzweD15++eWU6+fl5aG4uNj6W7RoETweTwexy+VyJayXm5vbaTlSiV26LrFho7Qme93K+rYb4of9OOFw31hbdDbhNa2nEmJGGbfQzoL9SklxcCLR9EGXrRhmSduXlUs0NnacxJhlsN/BdztQsjDL0jGDnd01Mfkw6SZhPclM2doq8Z//de6ub99vW4CsRcz6MINkDwTajPhUW8qADz/q+HtzM9VZsriQ7szJ8kjrMoB4LCaxbgP1KTNcRXf49/PAv1+gcn36GU1KgcwmnbEYBTj//It4MPpt2+N9g8Qu2rc9q1p9A40pqWhtlVi3Hqi0Jabobl8Ph+NWZj2hsTHRdQ3oXBjPBPMU2gLk5rVuve03+7VuHCeVVVwk0jvZJoHU3sHLV+h45VW9w/VoifsZiF32Z9VMgo13RnMzJf1oaclsRynFrjTj0ubNlBwhE8s2OsekJBw9bYYMt7PGWeP7suUSlZXkerpzF4nn3TpsN+7F3Y1vlowQSNlPU7mzBtslVqySliBq30pKiYaGjplmw2FaDgCtbUBLK2Xb7OoeZFomZjo2sNjFMAMEKSX+9ZzE1ddKjB8PHDyPbqSTJgHnng386zngu98B5h/CQtdAxBS8ZswA7nsQ+NH3KRPM3/9BYmUkQma69z7AYhfDDEUikQjWrFmDQw45xFqmKAoOOeQQLFu2LKN9vPzyyzjhhBPg8/kSli9duhQHH3wwvvOd7+D6669HY2PnJjCpxK76egq8bBqZ9UDr6hG9JW5pmg5Nk/jw447BpZPdLhqbdGw1rHKcNssue1kqKyUqzZTvsqP4l/A1zW03nWXYtm3xLGb23yzLLttEq8dzraTJ6foNiRNvgBLbxDeIf6yslFi0KH3mRWtC1UUZzInQljJyRdm1K5MZGFBXRwLijp1kTRRLsrZpbqZ2Nl1juiXM9hISncVCS7NBCtpt8YLsaJpMsDKKRklcjUbJGrzL49mIRiWammg9SshAy6trJLZv77ruPlpI7s3J6DbLrlST7PUbgO07UrePPVNpe7vE4i/s7dnxWKmWlW/tOiB/ZxNjc5+9KXYhaZ/mNRCLUiwssy5inVh2LfyURFCArFSWLE2dTbGrdo9EpGUxaF915Spg6/ZEEdkuLuu2ftfUKLFqtUQkmjgW2GOadffqM8VTczszOUmdzcDZ3H802vHcO7X6SvpuJnWIpmlX+74iEaCikuo/YrjXdnZuLS3ps1xmKpZZYpdxLdXVU58228J64dL5bjoeP4N1urL2y+TFxkcLbcfs5KChEBIzddrWraggUS/ZwH3T5rjYZ5ZVsSlTaQ8nuvg9iT42rmQYJhOiUYm775V4/U0KdJ6dBbz2X/rt5huAa64D8vOByy5loWsg4/MJ3HU7cPmVEn99EjjjNOC5F4Ajj6C3FoceArz/AXDEYRJHHM5tyTBDicbGRmiahsLCwoTlhYWFKCsr63L7lStXYuPGjbj11lsTli9YsADHHnssSktLsWPHDtxzzz34xS9+geeffx5qumA6Eti82QW3G/D7nfD5BDzeGHx+BTFdh9+vIi/PBVWNj0N+f9wMKDfXBUWJ/5aTE4PfryErS0F+fvcCTWmahN8fgdsdhcNJT/hZ2V7k57tSru/3hxGLSigqkJfrgt8fRV2djsVLBA6a54THE8Oy5TqOPcaNggJ6Mo5GdXi9IbjdOgAX/vVcBB6PwM/P86KgQEMkqiMU0uH1Cvh8AllZAmvW6di0JQa3G3C7FeTleaEowqqH3DwXImEJvz+K7CyRsrxZWVH423RkZ6vIz48/Unu9YWRnq8jLU+DzRuDxaPD7HYhGdbjdEm63DiUm4fU6kJfrht8XAYRAfn5Hk578/PyU9ZSdHYPPF0NMk/D7FbjdUWP9LGudpmYNfn8MbncULa10jgCwbn0Ufr8OCImsLAd0HQiGaLaRk6MiGtOhS4ncHCfy89O/Fw+FqG0FInC5ALfXk7Z/BENUlp07NQglCrdbRUWlA7sqYqiuBoYNV1FSrEDTnSgrj0JVJSScqKqSKNuq4fjjXBCdzM7MdrPXYXOLjmBQYvgwFVXVGgSAYcMSr5kNG2MYNVJBVhadp9tNKTKlDrjdAll+R4KY6nZH4fM5kJvnhsspkJ0dAYRETm7quqJyReHz+ZGf77GWv/5GCIoicPx33fD7w5BSh0ONQVGB4mJvQn9qbKK6A4CqKg1Op8cqLwCsXBVFMNSOrCwF1dUKWlpjcLvd2FIm0NisYeyY+Dmn6mN+fxgxjbJ8u91R+P1Oul4dOhxOifw8H3LzVLjd7fB4VPj9dOxAQIPfr2L7dg1jxqgJ+87OjsLtDsPnU1Hf4ICEjkhEhd+vQVWoHAljTp4Lfp+ArlOfAgCvV6F+2lnZsyJQVIncXBe83sTxzOkMw+GUSeONDr8/Coej4/7M8rhcEQgh4Pc7O6wTDkv4/X5IXcLtjiEry4VIVGLzZg3OcgWxmKTr3kfnmpebODa0ttLxI1E6/oqVEWi6hMdL5w+QeFhToyM3V7HqItW5f/hRBB5vFJoukZvjRX4+tbPP1w53m45s27I33grD49HhdmtYsVrB/gd44XIKNLe0w+3W4XZ7kJevWseTuoTfL5CVpSAalXC7I8Z4mHrclpL27fEIrFkr0NwsceABbuTnO5CbG79/2NsTADZs0pCf78QB+zvR3KIj0B6BzwdAAm53DF6fA16PQHa2gNsdgderID/fZ7VVVraALiVyclTjGAI5OQq83hgk6Bzc7hh8XhprwpXA7FlOaDHA7/cjJ2nsNgkEJFavjWD8OBXT9+n4ezSqYeOmIGbOcCRc18nk5EQRaNeRk+tAfr5qlTsnxwm3u93o4yry0owfJopK/cbjicHjVpGb47LWz62n+s3JSTwXcxsASddm6vWlpGvP69XgdutW2cy6zc6i/8n78/vDaGrS4PUKhEIS7UEd/iy3dS9obNLgdgfhdFLbmbhcbcb2Tvj9xjGyBXJyVfj9Matt7GN7KCRRVxeBzyeRnZ2ZjMViF8P0M21tEn+4RmLZcuC8cynGwGv/BbKygGlTgbfepremd95Ogz0zsDEFr9/9n8RLrwCHLwA++hgoHUXtOG0acNc9EvvOBvLzuT0ZhiFeeuklTJkyBbNnz05YfsIJJ1ifzQD1xxxzjGXtlY6g4cPW1haGIsjKRxEU6DcQEGhoCMDhiI9B9gDmtbUBuFzx35qbKbCx2wU0NnZv3IrFaNtwWFoB3dta29LuJxAgS4MsPzBjejsCAbJEcrvJUiEQECgrl9i4KYipU2gf9Q0UtyUaAb5YEkY4TC6TDQ1hBIMwgjJLw7JKQFXo3hs20tEHg0BDQwiqKqx6aGwIIBqlbYVIPO/3PpAYXUrHCATIncL+e2ubREsL0NQEtAUkQiEqd2srfQ6FyBot0B7Bl1+144ulwKyZAo2NiUFx8vPz01rxtTRT0PlgkI5TWQXk5wGNjfF87tXV8bqvqQXKykKoqgY++1yiqJDOq7lZGPVu7LeF3EQCAdqv05m+vdvbaf/BkIQugZbmCBobU0/YWlrIjX/7dnrDP6wkhrY2aquYApSVAR4X8OFHAqtWS6gKMG2qwOo19Aa/ri6A8nJg/Hgk9Ft7vwGQUIfvfUDLjj1a4JNP459NIhGJFSuBDRviSX/M4PPSsMJrCwhoGtDWStuHwsDy5WGUFAcwbaqCtjaqg+YmQDUEYl2XqKkBhg8XCLRLAC4EAgE0NpLpQ1WVxJIvJSZPovIGAhJtbRLtQcrsGQhEE/pTi3H9aZrE1m3ABx+GcNiCxOszFpWIRIC2NkqcEAjEoChmW8bXTe5j9roDSMAMBCIIh+n6oH21oqmR+lEgAJuoJBEICFRUSuTlJe67rVVHOEyWba2tguqohdbXNImamoDV5wCgqTGASFhY4wVA/c++Tsqyt0kEQ0BTUwChUOJ4Zo45O3e0YtcYErrr6mj/DpXGueQxsLZWYssWYORIYMuWMKqqAnC74+t4PHkIBAIIBql+mpvD1rXd3gaEI3TNVFVLfLEEcDmBwsL4NbFzJx0/L5fOp61Noq5e4tVXgSOPoDJu2yaxcTMwZVL8/FOde129RDhE5WhoDMPjUVC+VSJkLGtqilj9KBCg2IONjYDfB9RUh+D3C7S16aivB5oaw1AVYR2vPSghFAGP27AgC5NlVCAQ7VAOKSXqamk8dDrM8RJ4+50QjjlKoK3NGE8aZUJfBIBQUKKsPISJEwTe+0Bi82aJ0lIaU8NhoLYmjNwcICebvgeDQGNj2OqzqmKOwbRvp4OuofoGifYA4PXQdu1B474QAgKBCNz5fgQCAbS0pr6nUVIPivk2YriAlBIbNwFjxwAej0B1NfXv8vKwdV2nwhwfmpoAtyt+f2lqouvJ5aTrs6kJnYr5La00RtTUUKKJSRMDqK8XyM+neIeBANDaknguu3bp2L4dKCxMvLeY59aadO5mAgOzb9O9U6DF2H9Tc+r+GAhINDVJqCrd28JhoKU5bN0LWlvoWjTbzsQcawOBCJoaYT1jmMcz28Y+ti9fIbFxEz0PFBYIAAVp68yE3RgZph9pbJK47HcSq1YD1/6RMoe8/Q5w8on0wLLvbODZfwEnHg8cPI+FkcGC309B6ydPBhYtBqZMpolIVRVw1BH08HfXvR391xmGGbzk5+dDVdUOwejr6+tRVFTU6bbt7e144403cMYZZ3R5nNGjRyM/Px/btqVIqWiQ7DqXyp0hefhpbY0Hn0529WkLUCDdnsXs6v42dMz4ZyuQuz2ouu2crFhYKQK+KwptoGmJbk0Jn1OUs7OAzQC54KVyZTHdXsztpYx7QVptYbudV1SSW58Z4ytT7GtXVACBtsQYXQC5xNnvM1IClZXxmFOp5lZCxHee7vzf+4CyBtpjbtXVUZtUVqaO3SWAtHHCzO8tLfFlmhlMG/FjbDWCx/cWncW/SV5Wvo3+ABIqy8tTrx8ISHzwEbBqDT3jJVdxfT25uwHx4OLm9macp+SECMnF6/SastXxljJ6luwp5jWmS5myriKReP/q4Dqd8tqg/+vXI212ylQx7tJRXSOx03Cd7WyMaw/SsxgQj7MX0xJdtExMbbm93cymmMbFzpZ0wkSX9n5A/5MzytldQ03MOHCmS54ZE8keH60rzP3asz8mt0lZOQnN0rZ+oJ3OORzpJMaTsVxLUccAhVxpbUtc33Qr3LETkJCorpYIJZ2P1NO7UdfU0uet26jcLS30wiZt309avrWcsvqlG2s6C9ZfVy+x5MvE9VpayGV39Rr6LgwFpas+mm7MM6+PTFwJlyyVWLOG6sp0i25qIldQu+v6lvLE2GVffUP3l+ZmmdH9pdNxRVJGznCa2GjWdZDqfLtI4rGrIu7Kbq+PdOsL87cMb5ksdjFMP1FbK3HpZRLbtgG33QJ8/Q3w1jvAL84XEALweID3PgAKi4BLL2aha7CRlSVwzx0CkybSQ3FeHj3cvPU28PPzgYWfUPsyDDM0cLlcmDFjBhYvXmwt03Udixcvxpw5czrd9u2330YkEsHJJ5/c5XGqqqrQ1NSE4uLitOskTxhTPdhLCaxbL/HlV7Rw67a4kJAcA2vVqsxFhpbWxFhEGzaQpVbGdPLEbc/oly7wdvI5Spk4CTX3YH5XdicjorHdth0S9fWJk27z2NFoPH5RqomRlPQGPTlrXCbHloiLdUDH0GKpBDuhADDEQiE6j+uiaRRmAaD/X30trcnUjl228xEk3ESiFI9m5aquCt+xnABQU9d5WQB0CJataTLBMskkXRBw83x6TPLmSfFjVqxMPSGUksr6zfKOsdUAaoeaGprMbtoENDbqaGlNLSSlLZpMnFyHUgSSttPS2vGlW/L1A5CQ+fFCaYintCwQoOfXmpqO2wGAnqavmyRnp0wlpiX3TXsmSID6WV0nfcbS22z7SR7bkklOXqEkzZSTr7VUAlB7u7TiF4XCwI6dZL0FpB+3ojESkVes1K2DRGMSuiYtq8LOMJOQ2M8hua8mjE1JJ6SliHkldYlolGJvxWIUh7CutmNZNI2yxZv7S16jopLEq5UrE5dv205x2TocN6kPhiO0Xm0nbZ0p4QhQViZRW6+nvbCWLY9/Tm6vdOJZl8jEFw+m0J2J2NXSSvW3YWO8bs1+Z7d8BOIJJuxl276DhK/k5anuF+kIhYDqWhIv05HQbjqJho2NMuWYa6+Lhob4i47k6y0ZIeL3LS3DlI8sdjFMP7CrQuLiyyTq6oG7bifh4823gJ//TOCH3wc++AgYOQLYvh34w5UUX4QZfGRnC9xzl8D4CfTmTgi6YY8dA8yaCdx7f/qU9gzDDD7OO+88vPDCC3j11VexZcsW3HDDDQgGgzjttNMAAFdeeSXuvvvuDtu99NJLOOaYYzrEZwoEArj99tuxfPly7Ny5E4sXL8bFF1+MsWPHYsGCBWnL8emi+EyyvJwmI1vKKHC6iZTAps1xywiT6mrZYeJjTjjM59Ovv5H45NOOYgIFW44LN+GwxI6dQHVV2qJ2IOH51fY5GgWWLzdXSpoIy5QfExbahR/TyktK0/Kr80lMujuwuU5FBfDN8sRl5v63b6dJIhAPUJ+8fSCQPhh6p3Rx+9B1Ek/sWavMt+KmMNKZVdPqtcDHn9Dnqmpyn9lq60MkpMatl0xBKnkClrzfDnVtbh+LT4IiYXK3Sd62tS0xQ9iq1cDnX3Tc6cJPU4tK5vnsLh3mWcb3HTuBjZtJKIiEZYL4JCWVPZVAoxsaRzhM/5cspb+uqKyUqLRdX3YrwnjZKPubncYmulY7nbwa/9vb6XMk0vEaMoOgJwtTnc1DU/2Uqm+Y/Wn9Bgq0v2gxLNHIohOrEWuf9mUpxKmWFsoWGImQm6392B2SBZiWm0llNPctJVn/NDTSsmiEAvmbAko6QSHYTtY6S7806jos8fU3wJp1ZFGYLtOp2b9020uN5AyAJhSbD9iyBVi6NFGEsAuZZjm3bgNWrKId6RpVtZn8wM7YMfFj2sW/WIz6e20aQdRuyWnHWi/FvSBd/a1cTf0k3b7s+wy0A1vLNTQ0pN5X4g6AL7+S2LQ59aDVVRB4U7xJfuGS/OKjS9FMpk6ukLxZ1OZlau4zEgFWrSZXw85IZ+0mpbTuFen2YPU943swRH3+q2/oZVlyWZMTYlA4AbIA7EwAVFU6yPYd8YyzXcFiF8PsYcrKJS7+lUSwHbj/HrLuef1N4Gc/FfjpOQKfLSKz8/KtwPdOAg48gIWuwUxOtsB9dwlMGB+/gdx9H/DHqwSiUeCOu9idkWGGCscffzx+//vf44EHHsD3vvc9rFu3Dk888YTlxlhZWYna2tqEbcrKyvD111+ndGFUVRUbN27EL3/5Sxx33HH44x//iBkzZuDZZ5+FK3kWloZI1LQqibtAALRs85aOb9ZrarvOWNbQSOJXNCl8izlxNic8n3wWL0OmJE9GYzGKydPYGN+PRGrRKHl7U2AwXYS2bjXjh9jebiuJQph92+qaFD8kQZnH4t+TLbssCxYpoRmT4eS7eiiUmKnMTjgctxpLLl8md47ycmNSaZ6vMWnpVIzoRDiwT0QSrAYRn8Clc3eySPNYY3c1ra4BVtgsQczyNjUDa2wZ+nqSXbRDcTp5zEq7X7M+ktYzLTbagyTCma6lUlJdbdtGYQ06WELpqduztlZi+XJ6TohndoyvuXFT8sl0LHdrGwkXdosz072xPY0wad9Hqv4tBLWz6XqX6nysIhllqqpGl9kh7duZ/SkajV8f4XDHbQBy3/rgQ4oLl1z+5DFh1WqJrVvj65kZ4Vpb421gWoAlZ1NMFmJ0SQJYIEDj4s6dZG1m5iRJZRkUiUhEDcE2GJKore0omiSPmelEFUvsSjOGJexDwhr7whFqDxP7tWeen+lKLiW6dEWzymET9Ovq6Rq2xu0uymeV05bl1l7d0VjczZTKLNHaRkJuJMX9KPFgRjmV+LGjsfRliEbJHVtKGnPMPmKV0WiPYIgs8tJZjNqzMaayWozXG1lEk+CaYrxPsyD5fpmqn4RCFKPOEvdsY3k4LFFWbgi4qXVkQMbvG1Ina+iuyldVFd9hshUnQHVqR9PoeWTnro7rJpTJfuwMx3wOUM8we5CyMonLfivhcAIP3k8i13//B/z0HBK7AODV/0g4HEBhAXDJL1noGgrk5Ajcexfw699JbCkjs/8PP5L45QUC9z4g8ebbwAnf7e9SMgzTG5x11lk466yzUv72j3/8o8OyCRMmYMOGDSnX93g8ePLJJ7tfCNtDoJLGVa2zN9LpxK5oNB70G+j4cByLkWXYmNGA+aicoadByn1KSWJNVSUFX7cvt5c/hQEAAAoGXVNHy2JREhlCYWDECArSDElv3lOJXZVVwNp1QFsrkJ2duqzRqMS69bT/UaMSyy8lsHETBRT2eMxJcfw3aczkUlox2PhmOQkTxx6d9EPyTDAFyfUEGOIe4st1nd6WRyISGzYCpMumn80ki13BdnLD9PlpUrNqtcSokR33YRW1k/4QixnuKabVg6RJoKKIhEmdaRHS2kqiQThM/XzTFokD9wfy8uKmLes3SMyamXic9naJ9RuAaVNts/h0ZYrKLlxraB/meTmNmVU4BDiSElNKmSh+Jf8G2VG0WL+BhDNNJ2uGVNvaSRUjyIz9tHEz1Vl2trCEAbWTmWBbAPB5E8Vls8YsF1hbf7djF0FNysvJCtLjRQdSWXalst5sbpYYVtIxSUFtHdVdZSWQm5u4jQQJUuvXA4pKC80YU1LKhGsw2Y0xWUxIthaTOh3bdLFLFqk6WJJJckerqADmHUgCfHMLUGAz6pWyowDblbubPTZj2th4tvYC6JqJRGh5NAbL9RKJq1nu0kDq8Txh3S7G+61bJfLzgdzc9CcUNutQAnW1QIGRTKOlGQlWjOXlZHlXvhUYPrzz45rFSnCF7+QeuN64JR94QOoxwurfxv9QiALjJ2NZWtqu61hMYsMGw83Y6KtffU3XYnER9aW8fImcTpKS2cfTikpKPJCfLxJeNNj7qsOZ8jSwdh2JkkWFEi4XOg05YL1gSXV7SBLzAu10P0hITi2BLWUSEyd03IE55tvH2lR9SVE6vmDoCrbsYpg9RPlWCkbvcgEP3y/wyacCz78AfP8M4Pzz6NLdvl1i+Qq6yV59FWVlYYYGubkC990tMHYsfX/iaWC/fSXmzgEeeEiiqrqbM0KGYZg02B/PHc6ug+gm08HFwvhvtwwDOk4WgkFpxRZpbJIIBSVSTYY7s2bVkx7WQ2EASe529sl3h33bJh8ffEzBsCHjb5cDgcRAx4piPz/K6mi+YQfik9dwWOKTT3Vs2qQjZrzFNyfEAZtrj92yq6LSZm0gOxfp0mHWuZ5iltnV9nYLLgmyhIhFpSWsAPHfW41zqKtLvd90ll3LlpMQEwxSvQKpY+tISVYZNbWdu4XGYomBuc24U8mn39go8cVSmqxtKQOWrSBBs6Iyvo4uqf7XrEncdtNmskiqr6d2rTXiEKWq43XrE/dp37emUSbtmmrZQXdM1Uft9Z7SsiupjwOGZZFMjL/VWRDnVG6MmzbF1zPdUEMhshbbsZMmuJZ7nl1s0mjSaookQtBnocRFYtNSJnksSGUVJnWyfjLjfAHkrqfr8fqrrpZYt47KluAiCBo3lq9ItPiDsbzCsLzxphDSdJ2Eux274hZXJjGbdY+9Ku3WRQnHSt63ZowDgkRJmSTy2eszFoufZ2sbsHxFXGjTk/pK8jXSldgldWDN2sT4iOkESNOSTChk3dViZF9dYbibRcKUDdKKk2frt1u3dkygIEQa91kD0xJISjrvrkTbcDD+u5RAfV28Xu2uh8FQPCNuksG0UTCbC7ekjKmaTaTqygURIDdUO42N5PJqBuDXJS1LK4insOyqqSFLsR074papphu7eb/QNcqmGAjoqK7uGMjf/uJk2zbDIkomWpjZtwmFgKVfGte4bT9mG6dLZGPfj9RhxXrctk1i3XrbsVJs1yEcAijZQCrSWQMnPyt0FdMrFSx2McweYNs2iV//liy27r9X4MuvgMeflDj+OAo+b6abffJvdFEf/11g/7ksdA018vIEHrhHwO+nm8oVvwd+8yu6kdx2u0z5oM0wDNMTpO1D8kTK/h+gSX4kHH/QjkTi41FLi02wSjpGuuC9mkZvqjdtST2h6eyNrH2f0Zjs8DC+YSOVJ23MLuOzOUkJhWiZasueZXfZsQeoX7SYXCnWriPBzu5eVF1D1kCLFncMim2WedlyiY8Xpp5s6EY1BkPxeD7235uakDKgut09yE6qyXQyyZPmFSvp3OwimCnCmZMnRSDlzMVcZJ90B4MSjc00qYlE4q4pKZ9epBG/zOY61d4Om2teXJyy91FT5El2RbOLP7oxCUuOO2TtN829VUqavO+qiLujStlxP/W2CbZpebZpM8W8C4aA+sbEfab7rOs28dESg0yhLVEoM7+YbnQJFhtJ55Du3Oyfk6/7JUtJyDP7XHL2S2tdSYKv+XtMA9oDFKfNntEzuRz269bEPPd4sgGJDZsoa57Jxs10DE1LCiYv43WY7AJVW0vn0twsoSgdrz9dtwWUTxLyk/tb8vWWTsRLJVKFQh2vS13SdbJsucQ770pUVcU3qK0joSzQHj9ONEYiavJF1FG4ouD1MZvoYlo9dZYBUCIey6+6mvq8WQaT+noShqxr09Y3dT3RuopWgFXetrY046NEh2ElVdetq6fxMdlVLvlcmpslAm2dj3+QJAJJSWJSS2u870RjiZaJ6Uh2jTRdP+3jz85d6cXIVG6mIfNeKzpm3DTFnMZGiedfAl77L70gSHbf1VL0TxKu6fOy5TKeCVR2XJcKF/+YqhrMsjc1GesY5xAKkhhqdzlMtuyy7z9dwgQ7pric7KZIYxAFupdSpnSh7AoWuximj9m+gyy6hAAeuEegvBy4536JBYcCV14hoBhXbkuLjo8+JneH3/yKha6hSkGBwP1GfOraOuDhR4HLLqVsnC+/2r9lYxhmaJBsIWJOStO5CElJMZKqjEnM4iX00NzeTinY0z6jphG7koWJdOWzixCxmMTKVRIx2+Ti9TdssVIkTQwiEVhWM7GYTAjcbC5PdTxzsV3sUpT0Aep37qRJRkMj1V11NVnFNDXFXb9MMcA837r6+ATdstSxKxhJx2ioj7/91nVy8Ul+k63FJFpbZEdruxRlTnXe9s9tATqXSIQ+m8t27JTWZFco5OoWClHsGNOKLaVllx4/d4GuY70lU1Yet2zYuZMsHpKFJnOSFwqT1UpNLVne2cuxaxdZjWk6EjIzSp32axfYWlvjfcZ0xbPimOlUnqqqxD5jp6GRXNAgE4Mst7eTi6+9nezXWCwGfPKZtCa3prCydm1c7IpP7uLbORz0NcFKQqb8mIA98Lxu26dZt5FI5hafGzfGrXG2Gxn0dCAhfo+u0/OuJZ4Z+w4GgV1GEoyOmTTpfyDQsXwA0NiQeHaWZaS1LtV3JEr9ZutWGrvs69MHmwVaUoUlC2rJsak6iF26bV3QJD2V+GhZ3uiGkB0lqyZ7zCmA+rw9uHwoRNeFAG1XYYg1DY3xo+g6ZcYsK7fFSTQFwlhmboyr19IYb4o59v7V2JwkJqfok+PHxb+bGfKobB3F1U2bSSRK5dJpEono+HyxRFMjCWYul62tRMd+vn1H/KWB/Vy/WZa4ZkUFXdMeDxJE/Zoa3XJlTUbTJFpa4iJZfb2Ey5l4HKtuNIqHlWosbm6m60HKuJAOUF8wBfpkIcj8bo7HyQkBzLpd9DmwaZNMqJem5vgxauuk8QKlY7nsZbWPo6mSTMRi5N4eNF4aNTbSS6xIOLE/NjR2fKaw7zsWjY/lqV4+xGxiV/J9q7GJhLXt2+Nu+Mnn0RksdjFMH7JzJ8Xo0nWy6GpuAW64WWLGdOCG60RCzIEbbqKB4oKfg90XhzjTpik4+kj6vGQpPVjPPxR45DGJbdsyHL0ZhmHSkPAQKGFlGEPi4rTrS2m8TY7El+k6EsQPIMXDsfm22S6q2SY9AZsVT1OTxAcfAQ3GhHbnLhLcamzuKC2t8QDamm2yYJbns0USz70g0R6MCwbJ2eWSH4w1zfYWWsQD1Kc6F/vkyIwT1dSUuC/zHGMxibKyRDEjHCZRwPxuCUbGssrqxHZYuRrxt/EGZeXA1u2dP9inMwq2TzgEKE6Z+b22Nh6jp6w8nkFTAbC5DFi+gmIJme2RXHbAcAGzWQSZ506uiIkVmlDHaSbjQGLMI6czvs+WFppYrl1LE11qN4n6+viErrqaJvEmpvWDaZlVXS3x1dfAO+8B0nCdI9E03t6W22Saibll7YJEsci0fkg+Z5PWNhIW2mwTbE2L91fz+FqUymtaz1iWXXaXPknWQstXyISg8wCsurVPclNZm3XIvJawjkxYZL+GTDHFtFIzRaRAAFi2TFoZ8cy6bw8CO03LuaT9mRNc1SYW2K+t7bZr2Wwre7ts3kwClzkeBIOp+5TdqsZ0xWpupj6gJbkx2mMsAdSngsb4ImVczDMPkypGEhAPqN/B+tX+Wdoss2z7qa+n9erqaf/NTcCyZZSsoHwrjZvhCFkVCmOnrS3kollpd7lNOrY5hkrQuGpPThKLkWtrc1Niwg1IQCb1PdOl1UIk1puUHa07IxGjrQy2b6frj8QNyk7f1BS3uBJKvPx2Y1OJeP+0ygMkuPXZ/wPUL/6fve+Ok+Ootj7VE3dm02yQtKuco3MO2MaB+OCRo21MsAGTDZgMzgEHMPlhjAFj+ODhR3rkbOxHsjE45yxZebV5J9b3x63bdau6Z7WSJUuW+/x+0u7OdFdXVVdV9z117r2zZnp9DxoDD5t37nqdnyEN/O3v5Bo4MkLr8ZonaKw26hojI+T2Oz5Gboir1yBC9AC0UfT3m2gj+7HHvDmIqNtgVLkX/zlAcSQHB4lE3LgheoDWGhPj5JrOmwnAVlxhNTAyokN3doDWoLvudjeIyhW6H/U6JbxYvVpjYDM9KzaLa2ntuq+uW09rXRgjz9/UqdMY8clgXnMAejYEYlwkZFeCBLsYa54gRVetClxxuUKggA99VGPGdOCi8xVyObvq/OvfDfz9Jgqq+cqXJ0TXMwGnnUr3WSngG98CjjmKAsGed6GOdWVJkCBBgikjxrj1PsY/brK/+65GMvhuva6xaTOpZwaH3PhFEeVAzEsokzyNho3pxLu1gN2dbxZ0lokIp3zz3fAIEQN332OIghgXJXZjlHWTBhnHHvLhf8QqgHLFHh+qzIx6Y3TMdXmT8UkcJZbnqiFx730af77BKryY7Ln7Xo6xpPH7P9q4W74S6JZ/adx5l8bQUDTOSz7vXjfONU6lzB9+B8T00cZNgsxs2HhQDz8C/OFP7rEjI9rJ/tYM1Yq9VkuB+1uH2f98g2tsDI6BFhpCgmWgvtd4Yi0ZvlVxDzcNkMFar2vnHq1Z6xFMfvnaJZRCNQ2Ma2zDXrde146bj7xOo0FB8Neuo88qNTIamSxhsqvmje1//ZvU4X4cPaWJMHj8cRF3Stv6+4Hjx8YMuRL32iHu7cCAIYgE69Co26E8MQE88BC5AQPSVdHUCy5pIo+JI7uaxQ+SCpn77qefQ8NuG8Pq6+g5Q8NkxA8NUXucmF1ynTAqqAcesgq+W28Dfv+Hqku2SFe4mHnjzHkNR91Ur1syPBLLT9M7IWDjOU2ULZkl3dq0Bm670yY/cMqBUd5s1ti4wa4Xfv/WjGvuo4+79xigOvrut34bfYWSPKxRp/VRrjeDIkNsuQz8/R+2rEYjJuOfHHfe3AbiYz45VVVu30MTkb92PW24/P6PFGfyt7+jutXr9PwY3EKHP/AgcMddtsz1gtgpl6NjT7o/Dg5F5zw/h+S6AVg3Rj8A/tw5QKVM16o3EMYM4+eoRKNB9QXEvIi5b4ODGo8/br/4+z9c0n7ErKsPPGQVt40GTIYK4/J/txkbDXf482aSrBNgMp563/H369bT+0AYP9Crr1LNn9eTISG7EiTYCVi7TuPd79UoTwCfvVyhox14/5kamTRw2aeVk4VkfFzjU2fT7287DWH8rgR7Nmb2Kxx3LEJp9EWXAG98I+2ifPs7u7ZuCRIkeHojbhcZcHd5m+0q+y/lDz5EriCDgwgDPceVIf8m4onIg4cepqDCrIzyr+fDL5N3lX21Qb1OPwcGrAHol7t2rQm47hmhso2B5yITtt0zzNmgYWXY6KjGHXcRWaBhjZaxMRNPpyGMDBU1xrUxfOteu26/g9QGv/09vR9wuY89Rv14zz28y65D5Z001jduIvLmb8Z4hDSmjHE1PmYUOoA13EV/xCHult1zb9SoZdx2m3tsM5chv3AmEAHKbFguU58A1khMpYBaXeORR+zp0sj61W8a2CgIHA1vXPPv2gbDrtddF0joaJwcr6rxhIwmg4yVG2vXAo893qD7LIw8WZd1661BHF7XfJ9O2fqFl9BCAeffL0WEXrkMR2UYIaZN3R97jMZstUoHlsukauHrM6E3MkLqLa1JdVMuu8oudj/mec5jgXmJzQMiXlLFLTsIgH/cTGoY2UaA3E4bddsGp89N25nQludJrF3nqltlX0qyC/4YMf3E/bh+A7B+QwO33U7t47UJ9vQIfJLTd23l++AH8tcAghT1MxMEfKu3bNGWlDAkcKUS7QMZd2z1mngFKH9UESpeOaQGB02Qd1G2z1UoZT/wXR4Bemaw255zbTE2ZIUmylZxy+XLc+PmncwkuWmTVW2GdeT7GX6mMTpKfcvXX28CwbOaeONGSzozKhVaPx8XqkPFRKa2mxRxSi1JpMb1B0DPzeFhN3FBrQbccaeNkaWbnMuo1nSkT+OecXfcCazbQB9oDdSbzKFGg4i28QmE40MpE+ttVIdjwr+G3MBi90Qepwp0zzi+m3xGV8Umgn+vpcpvqkjIrgQJdjA2bKBg9COjwGcuU+jvAz74YY0tg8AlFyv09blvJv91Je2ad3YCz39uQnQ9k3Di6xTKFeCwQ+mh8bWrgOOPA67+pnUFSJAgQYJtBRs1HEeJ1R/yJVJCvtyWy9aAqzfIyB3YQuU89ljU6B4b03jiCQpov9ZkWWs0KBD6E2uALealW7pvUSByV8XaNLW9soZBXCwwp9y4GET+i7gxDhsNa0TGkQEN77xajf5gEmvCvPhLYgIwhtDqeIItTvXR8Ppzyxbgn7eQy4wku7QG/vkvcl8aHdW49z5yWxocssVu3GgSCnAbGtbgUEzqKTLgNmyg38fGyAVKe8fJqq5fTwGCf/8HjaFh+0295h44UbakB388Pq6xenUj3tD2yQu4boxMpNTrRJrW63RfUgp46CERqNwz5tauI2O0PCG+F41ikuKuuwHNbp0bgb/GxHuamBCEqcDIcNTlhtsd9qG247NSdg1APpbj9sh+qDdoDG3YQPNqYoIIKEe5KAxnHw0zbyWxNjyMcPzyZ2Njdt7VatS3mzaS+il0qzR9FQapBpEBDz4EJ0D9uOnrMAaUqWutSn21Zo3ti6FhMuo5TtT4uEl2MGDbw2T2w4+YsSrILr4VnHRiaMiOG5+450rHKZNUIBU0GmMTrqImLuj2wEAjDPC+Zg2w3hjrCpYI6u6OXpf7ToKTHcj+4uNY+cMkDrmNUgmPPe5mpJTlAHQPhoetAipMyKFt+X4fbd5MytvHHieCljdG1m+ka/nrvhzIzpiO6edYNZhH8stjtwwiJDgZkiyfzP0PsIo/We7ja+zfYaIIDRObi74YG6fPWV2lxf2TOoRKNdo+fub99vfksvvnGyjmoa/mCq/PdRCKuFpN4867aMwz4cbz9O57BJEs6jUqjmM8+qgllVgR6qjvBPgdAWhOoK1bR+vvY4/RPA9VWiO0qeIoAbmNWqzfglDmjSsV0LoqSUoO2L9pE8JsyM58FRtTWwZjEiU0QUJ2JUiwA7Fpk8Z7ztAY2AJcfonCwgXAp87ReOBB4PxzFJYsdleaf96i8YP/od9f/1o3hleCPR+LFykcdig9xF7wfHo5uedeoKsLOO8CN/ByggQJEkwV/PKuFBnk69bT+jI0KFKxO8fTz3qDXmzD3daGGwMmTsm1ejW95D/4oMY991jFw+golSfT18vA7jfdTGRDpC7iGmEcmAa93LK7mtZAuazhB9+N2/HX5j/HnUpTPwwNGyM+juwyxna5TMGhmexiA0jBEGLC+Oa6TYy7f/PPiLpGWzcmrisbL7U6KTuksmv1GopRtXGTVWKMj1MfM9kgyT/neqLeYb8AeOABN7BxXIayf98GXP9nute/+4P93I8vVq9bA6RaISL0ppuB7/2AruNj3Toan/JyMkD9vffSzy1bqJ1MegYpImAdRYEw5Jm4kcSONFzrDVJzhDGPQOM8Qkxo6mu+tsTAFmNAw/tOGLDVKgXaBmymvhETuytU9GhXucJtr5gA5KvXEBFRq9FYXL/BEBMmVlcciSiVnI89RueNjJAxPzio8Y+bKCHBpk1EUGpNhBKPZX+symD22iOJ6zVy3XWUJKaPMxmq3wMP2nsl+48N8fvut+SNFudzXUZHiYz0ydGUUb2tXUtkog8uq1qLJ8IVX0eTi+Jdd1uyzpk75n5mTXvqdXI3BURfwJ6XTlG5jz1O/c6uzX4fyH6OEDjiOw3qw7/+tTmZJDPMbt5Mc0aqZiJjlH+a37dssfH52B1Sw6pyw/iNINc+nzgJ/9T2vjntEQjjIXrV4WN1Aw6Dxus/Y2tqOv+L8XFX/cfZP5l8Xr2GFEpr1xHJFJJdsPNyYpzWi0rZEGTmc3ar07Au/vffT7EDpcu/VcaR6qxi3LWHh2gzYWSU4rKNCHd5riPguitL4mz9elobnniCzmVyWimjWtvsXv/xxzX+/W+R/V3ZTQR/bHmPD1RrVObjq2l9bzRIGeu7RnMZ9TqwaaPG/Q/aY3jOj466x/K9KJeBX//GqIY1keL8zvL44/Tc537zXbibISG7EiTYQRgYaOC979fYsIFcFVcsV/jilzX+8lfgg2coHHyQ+2QYHtY470KNlhagrRV48X/sooon2KU48XUKAwPA0iUKe62iF9O+PtrZ+epVCdmVIEGCbQe/rDLZVa3aHVQmRSRu+D8+kV5Y+ZhKNX4Neugha2izkfXwo/TyOTZGxie/ZPM7NRumABkOkfhNMcouaQwNDVNAd/779jvphRiwL9J1He+GpzW1id2nQqO+YcmVv/yN1FRsaIbESJ1UNezGGGbRMoFyR0aJTJR1ZgNde+Vs2OganY0GXLYL9D4AUP89+GA9jBE2OGT7VClL2jUa9PnYKLWlWiVFx+CgDpVc3L8y+1e9QQauHyMmLvYNXxMgpc4jj5DSS7rKyTIAIj/uvkeHroAysD/fkzhFwcCAVYeF32urCGDlhZ+wwBaMkCiIqHnEz1qNlDnVGhFa994brZ+jxPKmwsCAVS2SUkOHdV63ltr/4EM23tLqNTb4fa1mbrsx7B8wCj2J0Mguu/1aniAS5e574+vlELum8kwUjI5QnJ0tg25MobFxil0kyZc4IobHf80QwVrTPNi0MUq4QAP5XLQ/+bvVqy1pMTgI3HcfGbKPPkr9JJU9UrVFrqGkJuWxW61a9R39c6319es94sGgroFqRYfztTxB1960yRIKpJrSuP2ORhjEvFYTqr6Y/ocCGjVL+jtxB5uoknyyS0P0gTZzX1HbmSgBqM6VittftYbtl4EBjT9dry0x4K2P4Tl1W2aca6XcJBmTahwu1lu/HSWZR57IWHKMMEmEOc53L5dktlxz5EGjo82Jl1Ah7D9fFJEoDz5EcfA41hUfoLV9RmzcYGNkNcQc05ri7j3wIKlxKWMsfV+t0lpQb2iHdOTYaA3Qxs+DD9HzgRVsdW+8SHKR5xpA/X3/Aza4++bNth/JNdnti7vuoTVlfJzOGxyke++72wJGCS5OHhJjgNVtvCYANG/CzZoakX6PmOD83B5ex8e9DSF/LDBuv0O+jwD33het59aQntphCRIkmAxDQxpnfHAIa54ALr1YYa9VCj/+qcb3fwC85lXAf7ww+vb92c9rbDQvvqe9RaFYTFRdz0Tss7fCPntrfPf/aXz7m8CrXw/ceiuwagXw/f8GjjhM47hjd3UtEyRI8HRC+LJateoS6a7EYGXWnNn2rTGMJ6ItUeEbdGHcLm1elAHcfx+VHaRcVzQ/JlXdxB8JUm5d5fX5cyZ1/HbJ4+TnfgDssTGK+6RBhsD4ONCbp/oNrCZD4fE1wLw5dDynV4cig2xgAGgtWsOBLx+6NHov6I8Z1zmtEWaI1A1yuxvYQrvi7LpVrRLh19vr9k+5TEbDI48AA1sm8NijFKi9ULSHBcooCmCVdHz+w4+QombTZqCzQ4f9V61Yg3V8nAjHdeuA6dPcPpRuYo26iKvEsaMa5v4F1KZAbJs3NJF1rDD4963ArFnRe6fgGtLr1tvv2ViqN8gg7CrZ8zle2sQ4GZA1zxjTsONmdEQoVLRVLwDGNXcAjsxt02bhfmbO2bQJUcIM0TEL2H5a/QQRW5UqkM1ZlV+97sYAW78OmDvbkLPaEnyyLQw/QUNDAylRr4cetllA5ZgMAtNuo/wrC+LMV73Va0QIsUHuEDGCpKrXzZwyrIRS1IZKhcjDQAHr1jUwMhKdvxJjYzSO2trsZ3/7B82RjZuA+fPoXq8WJNWaNVS3DRuB62/QoVoOQGww7Lh7Jj979BGaF8uX0f2r1uz85LE0NETX47hxgSLilknpsDhhsIck4xYihkZHqdz5c6P3lf8eHiHCutQFtJhEEkxcAERQbtmCMKba9F77+fAoEYtdJWpH3SgHy2WaW3fcZd1Qm8U8qhs1ZAqWf2/m1pbLmZhNVY1qlcbDgw+b+HLajg0NmoPDQ27f11m5Je7JvffRnCwWEY6rZmSGJGpDsq5G/aU10N5uvhPncMyuCDEusGUL0N0Vfc6sXQuUSu45oTDKKLuGh2lMP7GWyNWNG4F8C5HIoyP0/U0365CAkllyZblhe6rudeRh0j19aIie71Xz7H3iCZMoxBv7DU1E7rq1OuyvQJm1umbnvazD2Kh1FXbGgtk4iSNFN28Giq22/mNjbuyuWsW9lrxemMRBXGrDRrf9tVr8+J0MibIrQYIniZERjTM+qPHgQ3VcdL7Cfvsq/PMWjcs/q3H4YcDb3xp91P/hjxq/+jXQ3w90dgCveNkuqHiC3QYnvl5h7TrgD39S+NpXyFC5/U566J57vsaWLU3eOBIkSJAgBtLo0t5nYUwlrUM3Fxl7iN1y7riT3CrYHVGWwWBlFwDcdrtxn4BLOvELMbudbRl0MxbSdxo33UxZ65qRC9qU9dhjRoVRoeyHY2PCiBLnbBk0mfdqRvUhylq7zma1YpuLA+oD1qDgF+twZ5oNHUOcyGDqYXYxTQQiZybUmtw3Qzcw8x+/7G8UL/P33U9tAmxcl2otGiNGibf3SsVTw2kytgBLwExMEJHBZF5VGPRKKLtCI8SUt2atdVVMsXLDGJXDI3Q/pJLO/5tiTelIXDOup2zD5s3C5QZEGg4NujGLWDm0bgOpieLcWLjYgS3WZbChrSHM9WJloRMry4uJpUEx2GS50qUPADqMYc0GeKgeNP81jdmkqG2DQ1QX6e7rtEdHv5OusxrAXXcJF195CRF7SMYAAqwqDdqSj6wue+IJm3gBcAnyulF2bdxkx0qQEu5JY8A136H4ctxOrpds29onjCupuIchoWzmW0PT2sSKuIEBe79Wr7F9Adislb5KZDLI+EM1Q0b6rtGbB6Jq0XKZsnjy9Xw4h/Oa0XD7gGPGsfvlxDgRUxs20HGVslVQ8SWeWGvVYo89br8oT5j4iqNEaA8MUL3vusfLwAobTJ3L5fG5cZN1hx416iJ/7OaEUk+BlEH3P0hrWLXqjhmA7s3GDRHxahiPjbF2raiTFvfQfFatufEmyzFqUi6OyUqfNNExLJ9z77SXcdAcznX34/OFbozKnaNBQH1Yq1NWVb7m5gHg5lvI5X/TQJTM85/TTuxCWHKMFVhhTEm5EJjP14j4ZPJ588ijtHbyeeyCWa8DN9+i8aBUtRlw3EM5FpTpF/7MiTtpfo6MumsUQOsxuTTqcFOJ26y162IfeP3DGBuLUYVvBQnZlSDBk8DYmMYHPqRx/wPAFZe34aADFR57XONjn9SYOwc46xMKqZT7lNy4SeOSyzXmzyPp7Oteq1AoJKquZzIOPRhYvAi49jsa3d0Kn7mUHmybB+gB+/FPjUBP9e0tQYIEz3iEZJcwdqWhPzRE2byGR8hwS2e88xvGnWeziXUSx7drTdkE68ADD2gb9wPW8HXqIk8N/yM88ABdh43a8Dw2dirA8KA1eIaHyCAf2EyEgVQlMaSbxNCwez35cs7kRa1G/bFpkyC3YOOONepWxVSri2sxMbTGkDGg9ZuJmUaDXDiHR2KIDLjKt7vutu6e7Io0NGj636s/x8YaHo5mumRicWwcgLJETGhACdIkNDAMucYKD/4M7imk5NNWsSSVXVq7RFyjQX2/aZM3JrB1QoLjzkgSg/t0YDOVOTLqGnuVsiWC+BpDQ+z6hpB45D6U2fC4vrItst18L4eHXZdDjsnlx3piN1PfoJa/a5h4YJP1hbmfUpUl54Ysc2jIjbEXCGPSaZcmF1dpXMr7AxD5wX0zKJQ5o8NEUFVrxsXSGM1cVr1O9diyhe6PkheJqbZsOitSNm2i92M/C6uGIaGrdP/KFSJgZGw72V5/jG3aZDN48vf8T2Yc5IsxqVD3+iaOvIWpWzMpGx/Oaw+Toqz28wnrBx5EpJO0tmQcK2o1jLqoYcegdJmMxODz62e+442B8oQgMbw1h10LKxWKcVWtUTtWM7mi7FoVtleMVSaMpHuy1jZ7qPxszRPUnlqN1kDHhU4oJOOSRNhKi2Zznfz7Jty6w/kqx2yTucnrNiu7hoZtcRUzPiYmgEcfo8/5eaQ1zZ+Imybs90CUdJXf64ZRaoo4ZDLD7NCIKdsQfGH8QvO9JPTqdRpL99xj3fErZdpUcuqkPTVaw722X/+4NjGZ/N3vuSpXrk+ovB2mdZWyW8rj3L+nKvFKyK4ECbYT4+MaZ35E4667gXPPUjjqWVkMDWt86CMaqRRw8QVREktrjYs+bV1Dpk0DXvaSp77uCXYvKKVw4usVHn4EuOFGYN99AnzoA/bF6Q9/rOJ/frSra5kgQYKnCxyCyTP8xsZNHIxxIo1GRtx4WgC5Xqxfb9UibuH0Y2gIuPIqjQ0bNGWxEuRPXOpwqTKDMSCrFYpfWS7TS+zGjWTYP/aYa+SywqlctvE75EuvJGdiSRRhfEmDESBDnQOAbxmwhizH5lq3jgx3maWLjXDZnpokiUDBrLlusn9HR4lE1ML4kAjdBUUdOZMfY/0GSwyywoyvG1bJGDWsCtCaDFYOQu0fzwaRDOTMuO12mxWy1nC/80kG+TcbWPU6GX0y7g9nC/PrwWBXp7FxY4hXLemwcRO5bsl7wEY4u2tBC8JT3P9MmsrljJw8zoIAEWIlrj/9CmfMfXbILnbH0XBda/2GakswAEBrmyXj5CljYzRP48a270orCeO47GvSqFTGFVYSJQxn7strmPuSCmyfpFLC8K27fTUxbu/T6KjXBw23z+WleLw63xnD/Ym15PY2YuoYXt8z5H2y8W9/N25y4mKUmVRHYhlqc/7wMByCjLPEyQPHxkiRVauRK18QY11r0NyL2wgAXNJ77Vo4qqvQ9VTb4ziBhixLkgqyDY89bo+LCJzk88Eb3z4RrAK7fv3zFppfQ0PURzKovayPnKNhpk5WzIpqcIIDLebqxIR9lrDrfL3uZk0djVF3hm33/o7jIZXX1pgpGtZr82YRP85Tdj34EP3NmwEMXscfetiWk0rZmI+RepvP/Pkos/JqEPk3OirqLZ59GzfQ+dJ9cONGQeiZebd5gO5hreaOvwlvLgBwM0cqhMlZuG2U1VI2xP4L1Yzm+E2bbXZJSXimvHnjE34DA1NMTuAhIbsSJNgOlMsaH/6Yxq23AZ/6hMKzjlSoVjU+eZbGE2uBC85V6OuLLqs//gkt0kcdSYvDu05XyOcTVVcC4JijKLbJt76tobXGf7wwwGteRYt9Ngt84Ysa990/1aU9QYIEz2TwyyW7KcjPACIEpAHkG2cyU5xfLiuhHniYSLF/3Wq/A+gFNJKmHtGMc2ueIHeEX/6a3LYbDUpzzwZstUrHSJKsWiF3rErVKF1kfXXUcHYrL+oj2hUEdI1yWRgypg3susiuVmkmouqIKCZCwklb8oANAj6PiRBWxQBRFx9W48iA004wdnP9zQMuoQVQ/dkFyTE8zAGr11h3RYBIFiaHuL333OsaGdLYA1wSDtgK2SUMV98yYYLRKctThSkAqx8nBc8jj1oFngaiHWfAZIJPDK1fT4ohJ46UGDNBEKNQkH/HEKlK2Rhj9z9IMYz4fjRgFEiyDHEuG61yruZzRoEijcQYQkSWw2rCuIuEWeX8eSwIaIDqyLGE4uCMAXOPwyx0DZcorNVpDLJL4saNhjiLKbsh6gLQOaza6eyIJksICbWGR+qZ77YMugk4ZFIHPs6P7fXEWiL/I+pVc3980iGui5gYrFVJHROqfGJe74eG7Boq10lHbcrX5HXYEEaNhj0uLkED/80JCeh4t8aOG6NpIxOsvNaGa3mD1lxKemFiwNWoXg1tyL0MQqKZk6FoUyd+XvidVqtHP2MinMdYQ9PzoOyRaADw2Gr7e+zmBkwMNnnvlEuk+YgNrC8uXPdJLLmJIwkdszb7F1q92rrcB6mo6lL+rFTiXbTb2igOmCyah60ksX2FKsfkGhMu8vWGIcBMgo61a+05tbpR44r4WJE1RNvrlcuCXDOfbdhI7wfgzxo2zh1Aa129ZhXP/f3uZAnDCJjyqlXKArmtLoxAQnYlSLDNqFQ0PvoJjX/eAnz8owrHHkMT9OJLRnHTzcCZH1DYe6/oE+6xxzW+8GWNA/anIJwH7A8cc/RTXfsEuytSKYWTX69w9z3AX/5Kn73z9ACHHmLjwnzqbMr0kiBBggSTQRJM8m8Jx9BquMc1c6XQoJgfa9YYNxxtjf3QSNCu4cbXcUgRUeZEmWKb3Ha7NRrqdZMlynO7k4oxaUBvGqBA1hoUo2bG9Pj+AIyCSVREKVpjH3rIvvCHQfqNkakCE1xeuH44qdrhGlYNTQZrwyMVWlutrR0acU2UUtLQl9fi65fLrmsbQOTVyChdo163Rq8CEUblsnULBMj4YeJw40YiGqo1LygwG3FMZkxCdvl/S/fLuCdX1bu/fpwWNr453lS1at3NmpFooaJKfF6tRe8Fn8qfP/GEl1WT5xCin8n6bdhgv+N4dwC1PVTwGfhkbKBclzNOOsB18wmxsCxhaK5dG09OyrZKUkT2TWiom7Fe9e6tX6isS9oEqc+Y5Beh+qhOY7BatfOnVgMGh6NlyXYANqMiQH3B9x0wMfrM374xL4n0zZvtmuNk7fP6BjDxx0RWOf/YkLj0DX3RDxpirhoScGjIrBsxZJcGqUXXrbP3bcsW1zXWdwXkGFfDg5YI81WIce3keyrrERKcDdp0lwogpazSCaLdoZu0cStu66BzqjVL4IyO0XoTuihyHbT7O2en3DKIKMFo6qy1Lccn1+PmdxzWr3eVpP/6V/wa5K8jzj3z1iIJ340xJHtN5uPAU0sDJuacJgWT8ohoXqs3bqSxwUowroZStPHd1enWS24g+Yq8dIYSrDAxnErZZ0nDkORbBoHBLe4awkpTOX/iyK7wPaFK7ZFt5gyhXH/uM1a0lUpE3FUrPN7dC2iP7IrbbGmWQMFHQnYlSLANqFY1Pnm2xt/+Dnz4TIXnHE+r33U/1Pju98o48XXA858bfbrVahrnnq+Ry5KEenQUeO+7FVTckzDBMxbPOQGY2Q98/Ruk7gKAi85XmDsnQK1GbiCf+0JCdiVIkGByOMZsk2NqMWSX830NWLPa+1C7sVUAoYaSBrE4xSEZ2Pj2rjc4bI3j4WGbxSyddtU+8hryl+EhIioaDXIVkoYj14HPHfFUJkFALmKjY3aXudEgI05Wc8sWYO4c+r1a84wMiKDL0k+If5p2h1kxtVVryFg0YT/BdZX0VUUyYLncYedLapD72J13GoNP0d8bN1G7CgX3ekw6cUyViOudMOb8+EW+b5B8rXnkUdqNj8Aj0BjsUuqULdpWrliCRjWxYLi/JNattcU4McZEv1aqXuIEbe6z+dMnHGWdAeq7u+8VQcVj7o0/z9ZvoNhUXG8mu0JlVwOOURkqKSp0n0ZHNQYGXJdDWUdf2aVNOzmuVzgWfTLNQ6PhKoIUgFwW6O0hApfdmrgfZOBpRsQl2lyX3dcAWpOGhuhaExNWIQXQvGVliiyX1ZJc9YEB4NHHNCYmLMsiyRaAQogAwhjXCAtIpWwcNibD4V/Pg8wKGaSoPhGyK+Y8GbvKJ/AkocZ1HRm1GwDVqlBNaZPEAjZ+F0Bj8ZZ/wVF/clX4XI6NB66vp66UdQpAiZNypn8efcQN6l8X7QHEnBH3YfNmsoFGRmi99fuG1aDK+5x/Z3dzqfLz3fDj7tH4BLVZZhhWQGRu+VZZHMkD2D5mhVaYoIKz1/LcE+fUjCu+1va8iQlSUfnjIzZbIewaGEKQl36stXQKyOXF+eZe1OpmQ8OMu6FhN+h/eDklTpNjSNtnKrtB8j3grI+hO7lZrxumON0AFi4kIo7dFsOYYqD65vNWOSjBxHaknltBQnYlSDBF1GoaZ5+rccONwAfOUHjh82nG/eMmjc99XuO4Z2dw2lviyatrrqUMHM95DnD9n4G3vElh/ryE6ErgIp1WOOUNpO668S/2s+9/twOtJs7ET38G/OKXCeGVIEGC5hgYaODeeyff+YxTX4XfaSJJRkYRBZMehggoTwC82w7ABkUGfSZVDzKGyMSE+4IN0DVlXJdU2lX7+G47/FI/MEDtqdfoX2uRdo0ZUl3gvECbD4PAqjw2byZ3v9AADi0veglPp0kBJY2RdNoaxQGi9eWX7bQxhCV51Az1OvDEE3SQH5vKj2VUFf1YM0GdN2wiIsEPPF6vkxqHIYNqyyQD4b0y/9i9zFe5+G8y/h7e6Gg8AQXRDl+J2KxsWdeUUQj4BGhkrIjv/EK1+NJ3S9UgxYP8O+6eBaYeExNmbHnXH58wmT4hXCzFuTqmLD5fw1NtmesPDFBA6R//xGZADY/RFPsrl3MVT3xdrSlLHyD625tP/hsGZ6lzDH9Fc2bYBKxnJdKAIG9ZPQIA5fFoAop6Tag3IZSJKkqESkj1V8MjLXQDuPVWymzqExPcvlzOdVuti/kVBrvXhhDw1IZ+59Tr1nWYb4SCTeAQ3sOYccn3ltVB4SUapBiUfZDLu/2yZQvFPWK3wUqZ1gGOFQgQOciZWXkR4rY5SlRer92mRdqtWJEk1tPRUbqvzlz1SS5/3RZumT4hzFAKERI/bJeIKzgySv9i40uKsuTvmzYBg0M0cIaHLQEFxMdbc9oA2wYqkH7cfQ/1d91kjhwZjZ63ZYuNichJHfy+iWuwJHlkMhLZNhlDy1exclHcn4ODRB6zMhNw52Es8ef1D6tBx8Yojp+MtzUiVJwTE1b9KussNyycOIL8PUTGV0TXefnZ1pCQXQkSTAG1msa5F2j88XpSZL3kxbQEPPKIxic+pbFgAXDhBW0I/PzEAP59q8bV39Q45ijgF78E9t4LeN1rnuoWJHi64ITjKHaXVHe1tgb46pftzsnFl2rce19CeCVIkCAeq9c0MDZm4tfELBWbNtlsfoA16vnQZlsxkhTjAOPlCfeFlA3qRsO4HfGLN1yjY3Q0qrIaGbG/h4oDcY6vKpMIXakUkUoyPggTGXL3WWLMBOtnaG1c34zRxkqndIqMyZFRd4edY3I1gDDoN2B37/mlPpWyzeE6xdn0be1EFFRrOuwLLnR8nAzeIIgPJAyQa4qCVVrIHXmpDmloUsRVKlTHWj1KSmmQ+sjPKsZwlHeIElYTE+SmOhm3J8kf+aHvhtdo2D6VygmnLO0qsvgY7isFMvTZ/YqPq1bJhYjBfVRjVy1B4vr1XrGcAtWHbjfKVbUMDGhs3iTcgsx1A6EaKhSiqgV2N5JtY3DAfqnM4RM5SHqgXOUUX4vHa7UKbNzsztspwRijnHkxvH7DHT8bN1LmTMB1QxRViVfOqHgXQP7eUZFql9RraLqOdGELLyHqxhlTAXddU9w+YXzHkTEdHfRz02a3fK52zbgPVitUFyapZCbBuslwmE7JShpVS9Vdh1MpN5B4HGnf0NEEB+PjxsXM/J3L2fb5iiif6JFjrwHj5qhiHykONg+4seRCsqVh55PcxIiQyB5J6RRC1cfGTfaYQByrIWLbeecAdlxVq/Tl8AitbZLskvX1SV6/zrwebdlC7v0bTNzJ0ByUx2ub2MF/tvG1GWVBPvE1WfEkEV5GqFTZJVJu0nA5TDLzpkYqRd/zHJiYcInD8Dml3fsvXcN5d6RWpX8yWUEYe0ys55zhVK7v/sbHxDjFj/z7P0R9tLdGJmRXggQ7BuyC+LvfA+88XeEVL6OZNjio8aGPamSzwEUXKBS9zIsApXc/+1yNvj67U/zxjyqkUomqK0E80mmFN56scO+9lJmRMWdOgMs+TQt9rQac+RGNoaGE8EqQIEEUdUOS1IQiI0IKCENCxipSqrmL2Pg4gMDE1DKZlKT6QIPcXAB64S2XxY6teOw1UzXJOsqdXr/+/LuTWU1Zd6t6Qxo1RPBoLUipulumgkviNDS5FzJpUjUv4inhFjIxQUF2W1uF0ciGOoDFi4Cubrd9qRQwfRqQyVFdpQuQbFugjKhMGEr8+9gYHZNON+/HalW4JonPQ/cWYxBrYZwHygYy5qD9w8PAej8g8GSPHS2MPA9jMUSH/0EQAC0two1MGENDw2bMemSXX8bgIHD//YgMmLFRIpv4vPFx15BlNQaPA0mE8LFxRrkK7HhjxYqCa3wztgzA+ZDnmTLtdlREhiiTcbTi1E5OljRxvZZC1BgcGzPkTcP2QdWQto7KpAlk3RQE2WoMYE/sEslwKOvXbByxi9dUDdmQODD3cssW4M57KAZfeEzMvZBxxmQcoLAvRDXduGs6vO8ArSXj4wjjkzkEi2eYl8tkC4TlaqGWEti0ySiD5Fwy9fJVnX7D/Onnbxpw+zjgfHu7XUdTgTt/HWJFkB2VilCTKkSIGyYSea2SLt9MXAwNiQymfnPMmG6qzoRLGko2ozwBPPww1X18nEjWOLKqacHKjocwyL04htcPHjutrUDvNNowGRkl1+QggLN2heuMEmRX4LZRw13TxsaiRBGr9nxFNKMZEcbEbKQ+Ovrs8xMKcIbXCXZP5ufCepdIV4oSCoyN0z/pGqsNyddtnoeswJbJWOoNImJLJUuoTZhMvFu22H5yeP2E7EqQ4MmjVtM453yN3/0BeNc7FF7zKppm1arGxz+lsX49cOH5CtOnRd/utNa48GKNzQPArH7g/geAsz6h0B+TpTFBAonjjwPmzAauulrTi5XBgQcE+MiZ9PvGjcDHPul+nyBBggSAfQncNCDIFG2JIMA13J3YKt5ucBxGRozKSlsSIFyJFNDV5Ro4gDWUADcWTzMXn9AVI2yUbGC0Thzsm41YqbAYMsHlOYAuE109PbZumYy9WKgSMYYlEwJBioybdJpclwaHjFpF7OKzoayUUKopOn5kxBgNQiVUFoQAGztKuceEddaU1as84WZz87ujXhP3XSoxTP1kIGGpeKg3bB9CRQN8y74J6+y90kjDPS4JQiYTrbC874WCJeNk0dVKVNklXaWkgsIZj+K7CFlkxkG9Tn3KJEDsU1Uj1rji8RYSkuYa7PonFYMVodbg+RhHjvC9bmgKVl33VA8S9YZnAJrrt8SoQAAas1L5EiqpRKynZkRUV5chIpV1yQzJoUZ0bFQqiLAv3u2KgNtYr8ecK+5BSHAZAlSD+rxcttlT5TXTaYo1JQlkDpbOhGJbm0tQAUSqyPWqXrcuaFyPuFhiYR25Dg3hUmjqxGoZfw7FGfaBmZNxBDdfViFaf3YxnJCKTGVJsEzGrjuplJvAIpIIAJYUffgRe81AAcWCLSdQ1LaREWDUcy8M13WjTK2UgU1CUcltCRTdjzj4bZRkRr1hVGVmfJY9wtWZE5JsMvV65FEaQ5J4qtRcpaDTDmWyqHLlvXsXjvewYbYv5ecaHumpjVt53cY2Y5dDuaZIxD1zASIWJyasS7lUrClln2H1ul23nDp7mCgj4mLK6wB1jj1OZtOUyREqVUF2ga5d6jTPB9j3ivAa2uneSevnIyG7EiRoglpN4+zzNH7/B+Dd71B49StpVmqtcflnNW75F/DRDyusXBFPXl33Q+DPNwL77kPZF9/+VoXDDk2IrgRbRyql8OY3Kdz/APCr37jfveD5AU56Pf1+y7+AL3wpIbsSJEjgwlGHgHZGx8fh7Fr7xNLmzfYFttGg3f64jFIAGRSs2mKjHOJfsUgvrqIKoXtQ3LXjjPmQsIp5bE6IXX1WJfDLMcd60eJczqzYIgg8Nh4BMvI6OuLTwVcrtJOtlDWA0mna1Z6YoHNYiRJeU5ObTWgQg/7etJnKkgF5+VqplDnfkA9MPMn+mJigQPpDQ8DAFrqvzWLMsGrCV5cIPpOuLdRF5Qlr+ITxqrTzwzFyfEWHdv+0QYohspfF3E//KdbZQR/GKgz982PKGxiA47IWBo1vuNffPNDcNdEHu97EHVs37p+yb9iNa0IQhr4qJ1Du9TJp1/htNGhjK4xjF6Pq8cvk5AzN1FEDm41RW7FGbxC4MawYqRTQLgiHIEUERKnTNr69ncYlq3iAqKurA3NQpYkLLhvgmzdNUoQgCvn3QsF1d5IYHiZFZVeXvd/c9gkRr4nHRqFI60ouF+3DujeGIgk0PDIlPM+bR4AdjxkRZ8shP0XZPNcmi2UWhzGjbhqNuyc+Ue3VJUJoCBWanw3S7xMmXipNMnwGTK40+V6B6pLNIowT5iyo4kDZT7UarY+x8b50dLlgd2A+nhVj0h20Kp430hXPqa8o2FEcQ5Da4lkRqYi29Wk0THbLLcBtd9jnHSuTfcIn4nrecO9JtWpdiNevp7HgrHvmmcVrh4zd579LMKnnrDtiToTvA4rqEa5Z2r5PMKkm1ZGNGHds5x56c1R+tjUkZFeCBDGo1TTOOlfjD38E3v1OhVe90s6u7/03BQl/4xuA44+LJ6/uvU/ji1/WmD0LuOlm4GUvAV776qem7gn2DBx7DMUBufJrGuPj7or+1lMDHHM0/f79HwDfv24b334SJEjwjEDcu2CEbBBqgYYX7DqOmFCAQyRIN0mtjfuNtofIHW0FkZHQgAPb+oYiKzYUoi+1MqNWPk9GaaViCTJ2U+TLsMopJ8iukVEbSDcMmNvEkOGG+y4s7L7oxJYy/fHEEy4RNTBgj+XjpXpOumIFyrqghv2hyWgfG3WVazKeFyDUYfwT9nsuT2bpk/ZjrUb1LE8g/EIais7f5iR/iDDR6KiYEDWOHZgPSiUiJIIUJRhQ5jMJJiRTKTLgUk0smbgsiEzsSHBsrmIRYWOabUs2c4HiAMvVihn3yt5PxNSDz5WKnq4SjQcNe08bDZckjAskLt1x+btCASh1keLEhwqI/GC1Eo+BILBZGhkz+oBO2f98IUHSpTjpAqJGN9C8L30LlEkWjnXV7MTQ6BWZ3EJSzh+zfA6rv3R0TqUCYFqvKVO0I8+xreCew8qucFnzyN4mXFe0bwx5Wqt7KlpJdomPedx2dbrZVKcCGSuwRSTuCOe+uJCj7PKzsopz6t5YlrG8nLHa5PWUXR25bwtMEJm/w7hToLnhzD1RpvLqz2Xy/K9WSdUm3epkOwBa89auJYIpHNdifMq1ZGTEEFJC2Sh/thREwhLYMcdK6PBZY8qTcey2DBBRpzW1edMm03/mvGbkPxOZWtM6lkq7SjTl/aIb0frz5/SLLS9yOX5Geus5E/ebN7uu+SHZpexcqdfpmGzGrpOSRFaKYp+Nj7vPqtHRaID+qSAhuxIk8FCraZx1jsYf/wS8510Kr3qFXQlu/D8isY57NvCmU+KfxGNjGp84SyOTAR57HPjPF1FQe9Us2maCBDFQSuGdpyus3wBcc210S+6sTygsW0q/f+7zwO9+nxBeCRIkIISbsU1IG//PZm4RcaohtuEBUqJUKtYVUYMMC8eoNEtTYE5OewGUJfyA682MXv5Ia0ueSZVHmF3LezGXmcocJYJHdsld5C429s33tRqpWfJ5cotCIMoSRl+jYY2TiHtTQMa9rwBgYzkIiCxyCLgGImQVQC//0rhoawc6O10DR27OS+NQukupwBom0n2xGTEl65FKGSNaA2ufIKPEH1PSOGpvcw122a502jWQ/Venokk8kMnQffAzHHJZVY9sk9+FfwvSMp8Xxr8XdJ/r32hYwlTe23qd3A0HB+kEJc8V9Z8oE5EYVkO5xn5rK53E6j/dcN0FG3VZMJGC2WyUUEilgJ5uW65U66QCS/CxKygTD7WaG+Mok3L73yeKoFwiJTJWJnnt9b9yXNaanDcwYFVjTEbwesMVkKSLAx0lrjiZBMdAUor6s1AUa5jHYPlujM2IKi6PwcpMWdfxCTomlyOCIp32SCRxvkzIEMa0cw+hsdJkveS6BIE9318DAXd9npiwhH64FpnjajV3jXGIOYX42GKyTmbsNxr0HPGr7Sf34LUrnW6uqtq0SSiO49w95fg15WlNbRkdNaSY+V4G75fnVY1yTMYP1Jrqlc1RW9yLUp3KZfp+/QZ3DEjlE38cUZDKdZorD5rXCm7MuWyW5ka9hsjaWa/bZ2xNhAngfmDweHQ2n8QzsV6nbL+iibHvFc65ytZnYoI2BjIZur+VWoyyC3aucRmDg9FjpoKE7EqQQKBW0/jUOTbr4itfbmfV/Q+Q2mvZMnJfjCOvtNY4/yKNNatJ0v2ylwDvf5+KzdKYIMHWsPdeCsccBVx51Tg2b3af7um0wmcuVeg1O5JnnQv89W8J4ZUgQQIL/8nDL7a+e0ylSkoa/psR++iKUQFUypYEqNaMoWCWLFa6QBiISixnE2UbGD28hEcSpdMmi5hXByaGlKIX6HKZfn/kUTJeJCkG0Au8ApDORNvG8XMAaygFgVuXWpXSqI+OmmC7yhqSjk2sbTY8AFgjFDNdJZM9zL283eGuWRKClUi8qy2PDXfBvTf5QourtvEh1RfcX/AO92NJNUMg6hGkrPtKpUyGTEGQedynUvURqVMwCVlh0NZKfa+UJdhkGc2C9gPuPea/fdRrXnwjWU/jCptvccfP6jUmmYEoP1R2CQwM2GQJGoZsMeTYjOk2eDVfi+MPwRzLpCbXm/vfuYypQ5Ci81vyrjuyBhGB7KYculcFRHKy2pEu6rVfGLxc75QIxu2n3JxMoeW/Qjv3xSP1JLYMkOqKyYh02iXz4vpd1l+Oa85Ct36D/ayjw5DYsARzXShh6g3tKLuYVOTqOuuYRxSOjpKRPzRMXdWSB/r76LjODqC1zSN6ES2rUvH6Tsx/f03r7rLjEmJc+mqkIEUEOUD3UxJMcuyMj9n5VfMynspdEJmRFnDVZLI9TCbmC9G1OlSmxoyT4WEiPUdGo9lIazVap8NNipjr+r/HDZdMxpDgLfFrYUOQ2o0GtbFvhh2Lfp0AoLVIFxsaiiqUxC2KkF3c5+3t7ue5nEt8xj1TZsywf7M7YxC4iqtwbAS0CdHaSs+ROCVreD3tfr61pBIKlrjasJEI5lSaNqAmxo07a8xa4YcW2B4kZFeCBAbVqsYnz9b40/XA+95tsy4CwMaNlHmxrRW48DyFXC7+6X3V1XS+BvDWUxXe956E6Erw5PC20xQqFeDr34yu9G1tCldcpsj1QQMf/DDwf39JCK8ECZ7pYMPMXw3Y0HFcv4yREu7uxhgDzZA2ihh2OVOgF/uGUaS0tCDM+CdjZMnVbGg4xkj0fnJMIf/7jnYbayhUmMmX7tCCoh9smLe3uUqSZsquYpHc6mo1ipG1bj21Y2SEAsXX6u51tCirJnbWZT+2tsLGoJFQNk6M3c3WITk0MmIVKOm0vabsl2IR6Ouj9k3rES6jQkkQ6UTze5AiQ4eDVIduMIYgKJWiRqzy7kloqBvyRMZI87FJxmQSygVqN6KDwLtmVxcZl7zhw2CjPQ5+8PlIjCXQfYvNIihcCpnM5DIaxtWo0RCKskmMtLgMpaGqTRwvY4oFSow3QQjIfpcujYEilyIftRoZuo77MFwliwy+Lfs/VKEJklEqu3zyUPJgsgwOcs/w1xkZM8gvYGALfaYUEVPsxhyORRWvKtq40SW7ZkynfgtEfKnAm68c+2h4mNzcmIxm5ePoGPD4atG2OLIvpv3VinW38zcX/ADq4XfmXkfUr03/oH4ZGqS1w1/yJWSQeqlagxnXMD8k6SfVpEx8+nGVJLEOeMS8cs9tNs9j3e41CQo47pxPLMn4cRL+eIqbm3KDZdZMWsPink1y84G/l8SThO/yF5v4Q4wFP0Mvj4nW1ijBGASifI1YV0dfQVyvuWs1PyLa2lxiUuuoAjdOrRzWvQkhxZse/vM1FdDGU0N7Gy9ybfCulyi7EiTYTjDRdf2fgfe9R+HlgugaG9P44Ic1hoeBiy9U6OmOn2lf/8Y4vvEtevCf8yngpNcnrosJnjxmzVJ4zavz+MlPgfvuiz5J5sxRuOBcGmdaAx/6KPDLXyeEV4IECWIyKhrjNZOlZ1Vrm8speFxX/IulPCEgtzLOVqiMQb5xMxzFE5RRoYg6+MWtXGF34/m6pVJ83CGpUpDGKgAnXos0wpUSBr1y3XXYRSzMwiiM/XyeDIBsxgSkF6QAu4+EzdGW8GrU4Sgk2GiQQZ79JrFiRb7gy9hEWlu3tPA2eKRBexvQ0RnNrAbQ7nm9RsG65YULJpNaSwsZbPW6Nch8IlIaNH68LL7XfO8ng+9SxPVnwkcSmhIOIaGirrYjo2iKRiM+85sPZ49SGPtSGRa5h8JIBsz99AxlrnejJuaapvkYBG5QbC5TKuJYjcGkV6AAHdPPKqZfGHxfg5RLUMjjZZwwBXc8treRgRq6MXrxiZx6BNbtlDE2hnCM2APdY9qK8eNbXoPHChvZcl6OCWUeK04DQzCHLppZGg8d7S457rseMonJJP7QsA6vOTFuXK1SUSI4rl0STGg47VMuMaJgXFuBUPVYrUbnvDxeFueMJ0Ee+USSPCcwGxicMCNU1DbsMwIwsdLSlmD1iVvAJO8QKtO4Z0ul6sV9M99zMPZwXPI4NXXJ56NKJwmp9pMXd6Z2HBEtVL2sBI6bw2WTaXThfPec3l5g+nR3fXASjdTtsRKs4o1Vvpq//T4JQGuwPD6dssdxH3d1wdlgqdZiFLA6ugmmYccp7wsE3n3i3301sBwP6RQwbZr9jOM6yv6NczuX5fjZMLcFCdmV4BmPalXjk2dp/PkGcjl8+UvtDK3VND7+KY0HHwLOP0dh8aLok6tc1rjg4gYu+8wYMhngyi8Dxz47mVoJdhze+fYWdHYAl35GoxHjd3HwQQrveoclvM67ALj2uwnhlSDBMx3trdHPFCjIcTbrvXAbSyZuV9VRQZmfWUO4tLcJxYsiFxI+JlAIlV3SkIwzMvJ5N4A8QC/pnZ1k3FcqdtdZklisiGFw5kXnQGOYy6DtMrZK+LmRooSuY8qSQBzAXBIhTPDNmQOkA0FgGNJP8oItwk1UlhGSI8Z47xNuJ1q7bhxORskY480h8Ux7tYj1BU2GpVQg9M0gty1JIrFhE/aduKS8dS0tQE+P/ZJJqtZW6xbbDHExu3q6jfuMeHwVvWDcoeuV1/5R435X91QRjlLBU4H40sewbTEkRa1KLnRybANkVK9fb2O5LV1qrqmEmyDssTw2AFI19vSQe5MKrJEaVk9b8i6dthkeR4atak+6BLPCYjKy0XGBhL1nbOhmMlFlVFxRPNbTMUSFPMhX98VlCXUImpQhUczfOU8tw6SSXLskOSrLSYtYUOwyyqTxRNkEyc7SeE2J+GT8M4z9B2Bg0Lo1qoDUUrL+YV82aZesK+CO00CsS2Nj4lhYsikwBzikvX8RyXYpl/SII5rilDS83uVyNhsi14XnOEMSu7LOnGlxYAt4T4SOE/esVLLkTmuruM+GUOXxmAps38prbI1Mb/GD+AtCM/zIWxcBSxCGmwVem/12Fwou2ZXP07++GYgdAPI5IBVXHPdLntPeRveBy0+nqW/DNU0onrk/WlvF+u49c3nuj4+7mXL5mN5edyxCR11Q/fUX5jilmiR2gR2WTLRy0P20mHN+DDjGjnCOSizyBM9ohETXjcAH3qfw0v+0s0prjUsu1/j7P4APfUDhoAOjM+7e+zTedKrGz39Bi9CVXwaWLEmmVYIdi7a2AO98h8Idd1Im0Di86hXA859r//7yfwGXXt5ArdZs7zpBggR7OiI70uZn4O+a8/He+dKglygW3RfqRt0cY8iElCCPQrWPbxF5lQoCci2Sn4UkGYzrlXDz6+y07o35vAhcLlzBJCkW2oGs7JBxfri9gaeGE/UOY7FII1v8UjTBxdkl1Im7oqwKwY+z1N5ujaeA/b7Mlw0RBBnaJRVDm9Z7NZG784FyM/oBRCAuW2bPT3nGklJN4sDEGB3plGscMUmVyXj1iFOyifKYXMmkhVtOEyPHzzbpEy2+4iqibhSIiBuYFI05doIzgIrxmjMudK2tCIlGSXDGETCA7adKhVzkAOPS4ym7JHGbyYBURsY9OFQ1iYuMj5OBPHOmS4hIwqmtKFxpYQ1UqQKSyq4ISS3GI+C2md07mbTWiFHYMCQp5BM2Aq1FN/abUi5pya5drMDs6DDtSdHvTO6mjLtzvQYMDgEb1tN56TStJUwqyboMD9txpRtE3tRqGgomxhDMPDf95JNuvEkg5wiTSbK5nPCCEQRUnxnTbSIGOS7jXLrD8sUHzZKBRMa3+ICTeDCR30xZl+NA6HXrXk0H0NgKnwmC7ZJ1y6StC2y9Zvsqk7HKY65bnPtjW3u0bllxD5txJPJzGQcybdaeffYCZs4iEitu7LLCzn6gHLIrvH5M3wHUrjDJhfi83vBcSEH9UCwKgimgOGzd3TTuA9E3fD1JPvvyK92wa7P/jGxvpzbLOrd3CHdNfraZ7+MygobunKJfQ9UXtz+wz8Y0jw/txl5zujdGAbet8bsSqzzBMxbVKmVN/PONwAfOUHjJf7qr0je+Bfzs58Cb36jwgue739XrGt/+jsZpb9dYt54+u/TiVixalEypBDsHJxwHHLA/8JWvagxsia70Sil84AyFlSvsA/pHPwHe9wGNwcGE8EqQ4JmEINXkC2XJKN8wAkDW/ySGJyOVstdQoBf1bBboMTvD/ILKLoZyx1ZwORHkPJdFjahbD0Av+u3tQt2iyAWwq8u6JwF259xXXAB0XNhskZUvzpCcPt0qrmQ5XK42x3R0IDTOnDbK67PhIsil9jb6l83CUTH4oRDYpU8hSvYwUkJ1EARkoPsqks4O929ZTjZrriNUD4GCVRBp91y/P/yx19LiqmYY8m829NiFUwZ/9pWGvqLLH8P+kI0zOJvF9fLJCnluRWQpDBUpxt2uUCBigsm/0Ng15+ayKlQJBkGUZOMyJUHFc4fj0DEBWa3SM3727GiMr4kJ6iOpGFEBGa3cHhXQXJnZD8zoQxi3KjTsVXTONVVkKk9lxCcYaETvBx8S+B/EQds+Cw819XMULWZ+MUHR2en2QZshAEfHSNHCmUJ5joTlIPq7VIAOGzUXx0qLNCFmYSsUhYuq6a/Zs10jXilLhqfSpHpqbaV1Opu1MbV4XPn94dRDzA+p8owE8W8CP1FJZ4e71sg5kDaujtN6EHZIzbhZFoqk0nTmZ9x1A+Oaaf4MSRGxjkl3cD7Qd9UD3DEc20bv/vCmDSsFFy8mIqnXqFV9pRW3G4pUf4wI2YXmZJdTZ/E9u72HpFUmeowK6POuLqvyCuPoFUUfTHJ/pZu8LH7mLHsN/kIBkXhjcUTaZDG7sllyVeUMsOm0dY1MC1dqVmn7eDKB6RmJZZ7gGQkmum64Efjg+xVe8mJ3Zfj5LzSuulrjP14AnHKye+6aJzTe/T6Nr3xVY948erl4y5sUTjg+LrBIggQ7BkopvP+9ChMTwJe/Er/653IK55+r0Nlhdzf/9W/g1LdpPPhQQnglSPBMQageilN2KZfgkIf4RnixYILPC2MsNLgkWWF2ZascD8jsQKeEsSV+xPJpbHB3dbnHhS6F4uBU2hyniITq7rZ1ky5woQsOW93iwtkY4y+bBfIxQYazWWt8yHZLN5jebqOiYvdFQXBJ4iOMwSQNjgAottk6+v0jY+DIzzNZNxYY4N5bpayR4ZfnG85cdCYTbaMGYmND+cZJQ5Pig4mGri5SMXSW7PjxAw23tJChl0oBnLHTj/3CxKQkXpoGsPYQ931Y75i4NY6hLM4dG6N6ZQypy8eEyqiUPdc/P59X6O6mfi2VEKokwjoGdvxLMkG69bIhzy6QPV3uOAnLAhGOoRpEXENOrECq8hSRrcUizXlW2jnjN44Ugkt4xpFbcfHpwpP5VxX9OPzpnc/KP0m2++ucJK35q3w+Pv6fn/3Pr7uzPvox+mRdlc1GKtHK8fDMvRwfp7WnWKT763vXtbeZjK2mPocdQkS6zHop550TFF257ZDudnIjgY8JA4eLIvK+m7Ty7olQ9KWzNN8zwg16aJiOaWtF6KKYEutXKk1tl3Xr7o6ucXINCn/X0b5Pp8X6z/VssiZo7zs5T1RAbffVWT1dbh+3ttrnTBjXUMzZsCIe2cXlN6sfP0OLRSJr5cZGWF9vjLJrLgBkhftl2F0xmzwqoCQmEvm8fe7F1a1YNLe9iRnBJFgY69I/QNnneColyC6jTo2ock0BnZ3Ra0plVyTGYRMkZFeCZxzYdZGJrv98kTstb7hR4+JLNA4+iBRfvLNaq5Ga66RTNB54AHjNq4EHHgCOPw54w0m7oiUJnmmYM0fh9a8Ffv5L4G9/j3/q9HQrXHCewvgYMHcuPRTWbwDeerrGDf+XEF4JEjwTwO5HkRgaxnCRAYF9Vwf5Ylgq2ZhJzZQBSpEyR8mXXUUkhq/CmbzSRnGmSInR2UkESxg/yDe6DNJpN66T0+SQbCDipbsbIaEiVQBMGAUBERlxSHkv4oBVAmkA3T0ukSMNjcDbTedjGO1tcHbGmdwJ3UjNS31VEH9KGVcgjyhIp8iw7u+j9hSKnlGg7PiQBKAkNnzyIJdDyGTIzGPTeu291rDuZZ2dJoi+KbO1KFz4zDV8xQcHTPevn81S//BxvJETR0gxmrlvAVTXGSaAtM91RVRKttkA3DhsjFD5YPoyCEx7hSqEScV0logOPzh0NmOVXZwRM/BUbDxeG8adN/D6k8F9G5IHKWrvooXWaHfutfmZThtj3JvHPFY6O+zfzq1TNLeawe+v0CVxK4sCq6giyj2zrkVcpZtcN1DG1bQILF1CMdKmTaP5Ctg+4elZLHgEu0A4/wzxxORFOm0TXPj3Is2ZDk0/Tp9G5xda6Hwn8yXo2GKrnQuBiLEXfibWks6S22Z5fR7PzdRg7E6ZTlnyn3+Gh3vrS3c39WVbG1DI2wD6EpsGRBKFQATZN2Mzn7d9mM3QmMiae8REuYydFUtEKjtu/Xb5qqo0zxczUPJ5oFRSyKTF2m/GtYzrCNjkHQCRk9lsdExyRshVK8T1YY8rFElJyZlj8zEus3xNTkASd7+4vKxcW1tdIk26QsbNizBpgME0o0j23RqlojGXi37vQJCQHR3mWSAVwIrqmEnTfQ1jkHmKX/99IZOJjwPGZbcWo9/FISG7EjyjUKtpfOocG6PLJ7puupmIsOXLgfPOVkin6fvbbqfYXF/5qsbhhwHnnQP8+CfAsqXAR85Msi4meOpw8okKCxcAF31aY3g4nrxavkzhw2cqPPIIcMhBNqjqRz6mcc21GnpH6IITJEiw24J3d3WcvxToZbfbU4aELlHmw/5+eikvFhEfEFkYe7pBL6oyC2IYU0ieg6ghwpjZZw0NzkpYKZPh2d5Gwcv9N22ul58uPWyneOsvFkTwdyVicMESNr6xKBFLoGgAZnc9LZUvyrq5dHaavo4xbBiZrL1fGaFa43OKrcZIqEcLCDjeFxtYKQqYz4qbtjb3/mnYvwNlA0PnctQHbe1RsikkOsTli0VSnKxYbsmwkMgK6Lrc/37gdVl/KbpTsModKOo3qcZRAGbMIMNxMiJ1sleyILBtSptA6Ok0MGsW3Yeuki00UKRQkRcJFKkoOMaQQwxx+1PRLJLTpxE52N5OY7pWtwoHSQwWCtSfPkHK96xet0SYCgClPaPf9H97u0JXCVgwnwzidNpNNAGQ0awbVE5IjCBKdgaw7oQtedEfZowWWmiOthbtZyG8cVPwkkwAcKxyJls6O21bJHieKHn/zfkO6WbOy2aJ3OL1qmCCrxdaiHzw+0TWv8W0K+cpcgL+3fxd6oxR0Zrverrp+qG6KWUJIFGEQyKHDZN9J8egIPqcflRizfNIDV8V2t7mHlsq0a/pNK39CBC5d1BE3pW6jMuuIWcV3M2QWs0NtO/3SalE40iBYp+NjdHvubw9JpulvuPYVE7lTds7O+JjR/nTf+ZME3A/S1+2twM93dSJ2qgs+X7KPgEEUSnKleO7XtcYGeV5r8Lv5fqdTVtlXV9flBwO5x4rbmHrMbPf7b+FC8x4Nsjnac3i+FcqwKTsThC4GyT8nJBxHefOcROlxCkvnT0yIU/k+svveSMnm3UV1WEmV18ZJ86Tqjl2OWX0TceUkJBdCZ4xqNU0zjpH4/o/A2e8Nxqj6/Y7ND7yMY05c4BPX6RQKCgMDWt8+rIG3v5OjfFx4JKLFN55usIFF9FD/cLzFXK5Sd6qEiTYwchmFT76YYXNA8AVX2hOWj3nBIXXvRb42z+Al/4nxWwpFID/ulLjrHM1JiYSwitBgj0Vpc4gVPQUCtHMeKtWkLKhu1u4ECg3JodUdPTLF27Yl9/eXmDBAvN5III8By7Z5T8lfTJi1kwih0LjzHy/ZRBIGZcfGfSWv0+lgCWLScXExn5c+vPeHroGHUDnZzzyitvb7IkeF6xYZkv0FR18TqFoyB5TLyYEmViUL/9QRGwx8SiVCi15V0XErqq+cTazn54TYX3ErntbG7nlyOtJZUZPD9VV7qYHQjkTpFxyR7oBpVJEQshsY2yMOzG7PDdGWRd259MNIuEKRcS6sTlEkIrem2Yx68K2mr4LCQhj8BUKwPJlbp0cNzFzz+bMsW6ZvusOt6tN9CsbrxzbCwAmxikAeki0CuOYSRnHlSuw10ulLIGlTb9J9R4fW2y18dkksSLHVT5v69AM0gWut9fhukJSJZMV8998Hxqjoh3N1HMMVvKF7mwx998nJbhMGacrThEmEyoAtCbwGGiYdjLBwkHAZ8+2CpLwkoHbn3FYMB848AAidpi8ZhJfKbrWrJm237NZSyDLOsetK4Ect951pTJpZDi+nHye7hdfu2FiLnaYtZ43S+LIHXmdVGA3VIKUbWc6sESuc44ph7NflkrR+vf0GLI3sBkVfaKOfzJJ7G/q+EHk29qA7pLpN7PxwSKFhke0+DHc5s9rnpGw0QDWrqNNCF4H5s+L7zcuN50m4pv7CrCbAYsX2jkl2yKJt0JBoa2NxqU8lMdCSo4JHb3vfTPi7yejs5NUoL6LID9Xea62t7mqQs7ObE+gMTatxyjaAhpfHMMRXFdBaPlujNye7m77fO7ttkRqnKowDgnZleAZgVpN4+zzNP54PfC+dyu87CXuTL/vfo0PfEijpxf4zKUK7W0KN/yfxklv0PjZz4HXvxa45hsKK5YD7/+gxtg4cNmnFXq6E6IrwVOPpUsU3nCSwi9/Bfz6t81Jq7e+ReGwQ4Ef/xR45zvsC+3v/wCc/i6NtesSwitBgj0R6QwwvZeMgZaW6Iu8jHcjf0pixDcWm2W1k2RPVxeRLXPnmh1kdv8wRrB0q2EweRakVLjjLI3xnm4yAB3jy6uXVK3ILIihMZERZJg5XwaoZ2RzUXIlbGeMW4nWok/T9juuX57d/wSYJOG+ZuWC1mQ0BQqxBBpgDTMZhDgtlF2ArX/OBLaW9y2bJQOT3S8DReenDLnWZQxzWeeGiJHS2eEqYWS8prRRpLUKNzVfDQZRtGPAKjsOZDsB93wmCqRSbuH8aJ2aujEacieTJqOPFFB0fjoNHPMsN56Ngqt21DpqkGlB/rESafEiMkan9do2r1wJrFgmAk+bMmZMt4ST7A8mwORnsh9mzrR/B6KfFeyYPPxQoLuHvmEiUY5vzvo322SfW7USOPJwr8sUzRUmzfykBPJ6DC2+9MdwEMQkCHBkIJZ0bzUuXflclGhitVWp07qH+fX24a9h7e3AokWmCg0qh5NeFIQStKvkkveSAParL681dw6FnwAMudNpjH3Th60cp8+0VyaOiCPeU/46LogQgMa1bPfAFnNcyiUZs1kan7wut5l69HQj9GiRqtxCwSUSAYTxt0R1w0W6u8dtSzO3PUDEHDTftbSQckmusUqMW+nC1mKyB8oEI2FdBBYuIIKaz0+lbX05BpRPJMr6OfcFduzJbKmM1lZ742R7+8W60tvr9mcqDaxYITYPDFGUyRi3V7jlLV2s7OaNWXMyadrUcjIqxqgNZ8wAli+3n/nP+WyG+jHlPwe9TQpfVVgqGXdzcd/a2+hdYMYM4Nij7b0OlcWGfJ6YAFavBh59lH6uXwdsHqCYaOPjwMAA/du0EVi9BnjwIfr+wYcwJSRkV4I9HrWaxrnna/zhj8B73qXw8pe5M/uRRzTO+KBGsQh89jKFVAo49/wGPvxRje5u4Gv/pfD2twbQGjjzIxprngAuvkBhwYKE6Eqw63DyicC++wCXXKbx6GPxpFUqpfCpjyvM7Aeu/iZw/jn0QEqn6aHylrdq/PvWhPBKkGBPg1JAR6d9MQ1TffNLZgDM6qeXUHbFCw37sBBg2RJESBWfcGJDJlRipMgQkUZxS4s1/iVR0dpGMbLmzrH1TqddsiIIXLVQpK2e8S0VBUEQ/T1nDGefEFEK6GiLv4Y8v6PdkiuS7Cp1Wne/1lYi/XJ5S5b09lIfsOGkQSqKnh5LgLAboCT7pk0jYzsl1GEA1RUqGkssEPdrxgzgec+NtkVrIvayWSq3v48Mt1LJ/C6ukxfxWgJF5+VydD0/5goTnlydwBi/kmCRLi+RepmfcdkY02lLpPX325MLBbesadNspk54ZZRK1uBiNRirQ3JZ4AXPVzjiMHteXFICIw4JL8nuPyGBKBQcfA12wUmlVZQZiTGMASJLZIwtSVakUx7R4M0BrkNPjwrLWLaU5tmMac3HeD4fJd58JZac11LVx01RoPvU0QHMmxu9zcWiHT8M2SUyQHl3t82QF6p8YMfW7Nk0f+LUYlJdyYgjQXNynPjfmbVtRp+J5ScJKEGQaG1jyTnX9wpsKdo5Mm+uiEXHbRftUN4v7LbqHC/mV3e3zdDHqNdMMo9O957KPpk1i0iueXOApUvtQZxBcskimjf+uGACjYlJqeJtyZM7NPdDviVepTl3rkg+0WRMcoKMUietg6GySPR3YNqfStE9k8++sC0pW54kCTNCZcTHOoipWKtxbW40LCEV5/bHPwtFG0QfsGpeqeSUmYX5OTBjBl2rs5M2fIIAOPYYYMEChe5uQUqacjrajSq0YF20fRx4ALW1s9OSnBJy/ZLgdwg/oYkDFSWWOIZhPh9d05n4bsnTutDeTn3VYly5+/vpHaFYpHne3mHXj1xObBxtBQnZlWCPRq2mce4FGr/7A/Dudyi88uVRoutd79UIAiK67rsPOOkUOv4tb1L46pcVFi9SFOvrbI277gbO+ZTCPnsnRFeCXYt0WuGsTyjkcsAnztIYH48nrVpbFS48X6FWBb7wJeCKy+ild6JMD+p3v0/jRz9JCK8ECfYkyODWgCW5MuIlu63NcztS1nBhIywj3eEYyn3/DzNMeconqSIJDc8cEUDOrnYKaO9QYRnt7a4BGp4v6yF+l8HpHVdHeGoso2wpFoClS6M72n0zyICb1usaJoyZ/WRwTZ9GLkqAmxWuXqe6c9sDszvOqgHuJ+kSkzGZxNIpa1xIRQ/Xua3NNVCzGWPQIarSczKCobnKqSVvVXGAUZY1EMZmAqg9qZRwYRFjgwlDf3yExIMiAqCvL94wiii7FDB3FqxbkrLlcF2UqFtPt43jJsvPZEycpZwlJbu73GuuWI5IpZQi989i0X7B5zWLWQdYVQkTYNwWqWrLZJoQMnANY584lPMkkyHDN99i1UF8YSY9GJHsndqOSb/NgFWnyHvH8OvtJLeAS3hqkMvwzH4idNhlk63uYjHqEii/5y806F53tFO70x6xJ9egSky2Ue5LmWDDJwwZIZEeqZTtx852ylanACjTqZm0S3BNlhQhLI/raO5tHMGz1yplCWMzhhYvcuel1kSO5JhA0NS2jg43dhurNTtLRBzwfJgtVIHhuIuZDz09QFe3wqIFxuVd3KecIcr9tdpHf79ZEw0R4sSrkgrSJvElZUwtFSDMKtHZQWtYTw+wz97UnzxHii3ueplKiTiWpq94brS101rK5LHvxgjZNZJ4NPXhjQP5zPDXYl5XGX6iiIwg1aVbH5fFGxM0ht0bpeCq7Hp66O9C0d7/VSvpZ3c3kM+pcC74gfDDOsfMlbpcIxQcwt9pt6d6ZDUuq5Hb2twszcUiEVqdneTyWOqkeV8s0LOjs9O6Vs6eRb8XC/Qv7jkdh4TsSrDHol7XOP8ijd/9Hnjn6QqvemU80aUC4NMXAt+8RuPDH9Po7gGu+qrCKSdTgPpqVeOTZ2v831+BD56hcOQRCdGVYPdATw8ptx56CDj/Qo1GXNoSAHNmK5z9KYUHHgSu+ALwmUuBV7wMGBqiF89LL9e49PIGqtWE9EqQYE9AKqWcOEm5PBl+kuyKM67Zta6Zy2J4HOhFc8F8SzApRe4inZ0IMz4p7xw2NjLZJoGFTZ26u6m+Yaa0wHUl4XL7+0wsLmMg+LGb+IW90SByIJNRmD2L1Ay+oRkSc4Ew0gX6ZpDyp9fEW2E3Eo79Va+r8Hrhzn1gjYJSJ8UwWjCPvmPFFxvZ+Tzt3pdKlmAMYMkyaRiVSq6Ci/uIv2dwjCIZ5F2mbufzZ5kAzuwC09lhXcjC/gEAo2DhuELpLBwllKyHAhEJCxd4fe25w3A/AWSgcYD6iOuTd7/6+hRe9EIVG5uppYXuEY8fNq44U+WKFYjAV2NM+plQnjlGuj+nmHRKucoSGUPPnyOACaDdIzIOmnJzOTLyMhnrNsvXkd0Q12fs6tjeIWJwMUkllHs+eei7HsuYQP19wMKFnorOkNwzZ3LFY+rlweG6uH+VdYVOi8yW+bxZC8zfXSW3rI4OmpOsinH6wCPqADcrq/MTpCp7wfPI7Ssj1iLeFJBqnjjIS02fDsyZ633fpD8kucL3ndcwPq+tzbq4ZUXgdd7YUDBumYbQKBTouEIB6J9J80NmOY1VzZqfrW3Ud9JFPJcDli+leqxcbsdgSEohxm09cEmUdMqqc1aujO8L7bEq/Jq7cgXdk9YiMH8+EYRS5bpooWiHMorhjB1XPM4D5WY3VIrW6rhbw59lDZFe6qT7kk5bd1UuY85suxbW627/Bj5hZdbcUKEpyS4x35S/2Bn09NC8WLQQmNarwrqGLqBKhUpTGQOMf8qYfLxR5hPjvAHhxImLYbu8pol4iAr770f90mnuuRzPTZWLshzz+/TpW597TjlTPzRBgqcP6nWNCy7S+M1vgdPfpvCaVzUnut73buBTZwO/+Y1Rc31JYaFxUaxWKTsjB7V/0X8kRFeC3QsHHUhJE/54PfD1bzQnqw45WOGM9yjccCPwlSuB9747wMc/qjA2Ti8/P/oJ8N73awwMJIRXggRPdxxycCayM82uHoB9AZUuE729RBL4JBQXs9++tEvP6iWK46LCF+WMcT9kpQe7KGQyZBSEMEtMS0s0SDxg07jL4LOtRTeWEkAvzd3dlA25CR+CvhlkDLNBAgDLlpGhxCud7zoYBPHB6FNpYPo0cz3PoGtrJffJTMZVhqXY5w10fE+vCslBtuGYLFm8CNhrFf1e6qQypk+ni8h7KTP1sZEAkLHT3k4BkgGq09KlROx1dLpt8cmuYoHufxCoUJGXE4Tn5s1k4BVaSMkRkiOIBm+WyrJMmu7TdM8w4fETEghMshhyY/YsNw7TzJnxpBAbX4y8F9RdXg+g8hctUqFBGHdM7Hniu4ULaQyxooUzZHLw8TCYMojo62gnYzMQZBerjTTgqHj4w7Y2UpXxOXEucmlvfseRdHGqDSZAANtXTKgGqajRGefGGASk4Fq+jNRwPWa8ywQFzeLO8Y1kQzeft6RL1qinWDGYFQHdZdsyWeqnGdOBlhaFVOAlEkC8OtSPQ8TrVHubzZ4pq9vZobBsaRCSBeE6YcZ/XFIMv50ArQmLFpDiiK970IHxY24mu5dzEeagXN6uSz3dNM6KRWDuPEpEEPJJoo2lko3PFH6uaTNkZr9yVKF+XfpN7EWA+jJyG5VxLVXuxoZs+ozpwpVVRefmihXCVXS6wl57RftDazfZA0DkTjZry5OKxJn9NuMn15Nc4RWWLaH5yzHTuHxZ6fY2u4ESaZBBoOgaSpl56o2rZcuA4461Cj3OiO5DbgLNnk0KOiBK/jYjRQG6djh2zXEhyS/vi0csyablckbtCjdTrw85f+LGA3gd9+rHSrJSp0IQKBTN/eR1TSnqs7iNi7CclF2XslkiLqeaWD4huxLscajXNS78tMavfgO87TSF173GnT0PPUxEFxTwvOcAZ51LqW+/8Dmr5gKAclnjY5/U+PONwAfOiAa1T5Bgd8ErXw68+EXAN74F/OR/m6/+L/lPhde9BvjBdcD3f6DxvOco/NeXFDqMq8qddwJveZvGgw8lhFeCBE9nSMNs+rTo96GyCwhZl3QamDfPfcFcttRmYmzJUzwkn6CaM4sIpdZWUa7ZHe7vpx37UMmi7It8oSVKlGTMC2yp5H7ORnhgYhV1lqyLF79MZzJu3Usl4JCDqS6S7MrnFPr7mpMdftDnsA4xZALHkZo3T6FWI8KrpSCURBkbI8ZXXrFigWM9LV5ExjVAhMzs2WSgxanwIKuoyGhggpDfYbI5heeeEKCjPfqqrzWRFdxeJ1aQsv0nic9igeIWLZhv+4Jj4SjY9oUGnOYYOlH1FUC7861FWBclkDEVBEC54hJNy5ZG6wdE3feKBfc8hu9ilkpZw9IvV57X12fcMEUXpgOgrdWSvCOjpi4pionF9wzG1SyTod9DcicnMu41iMhbvgwhicp1YAKitzdeiZgyyQd85QsQ48Zoypo7l+axXxYrOf3g835/AIAy7k/5FlIhhpnUzL3gcSWzAkKRak/G2EmniQxfslgoSQ0x0dZKCkgmdQBL0IWZApVLSjtt9ca03y8SqRQwd65ykhzEHV8wWeTmzLYNiyPFASIP0oJomD5doaPTVlApoL1NRQKfczskccCYNxfo66exsHixiD2Xdm+/vF/ZLBH7y5ZapWRLjKrQHz/9fZT4gfvcdw8HmISkmLASxVYb9D9ImevFzC3AJSv6+yljoo9sFmEiCYDI8733JkJYEv4ck27JEmDadHEtZe9jR6chVIVKSMOuwQCrCN2KRpYv84zT2sSi7HG/bi3SezVv2EhFHBAl7/gCPP86Oogo7CrFk04+JNnHytHp04SSSzRJgdw++Xe7aaPCOkilnzPHfDdn0w/tbURA87x0mmb6X7q853Imy2mrPSaVUtFniJh/MgkHQM8OJtm3hoTsSrBHodHQuPgSjV/+CnjrqQonvs6ddXfdrfHOd9PqOmc2cO13KfPM1V9T2GuVPXZoSOO979f4y1+BD31A4SUvToiuBLsvlCLV1uGHkkviH//UnKx622kKxxwNfP6LGtf/WWPJYoWrvqpwwP5E+m7ZArz9nRr/vCUhvBIk2B5ce+21OPbYY7HXXnvhla98JW699damx5500klYunRp5N9pp50WHqO1xhVXXIEjjzwSe++9N0455RQ8/PDDk9YhUJaI4ADPDDKcFVSgnBdg+aKZSpFxNXuWDYQrX8gBMt4POYiMm6JxF2L3moJRiMUZl9I49t0W0mlKv97tZTpmg1mB3D2kWx4bhvm8mya+vc3GDmo0XIXKZCqeuDoD0VTsAKndTjiefq/WrEHWagzRdMqSeyFBxvUwBlZDA6tWKSxdonDIwcDRz3LVUXxuSEJ1kEqE+1spY0gEwIIF8fWfPs11VQFcV7oVy0mFxO3v6SZDpLWVXJjYYK3VgHRGhYZ2YFxkZs22BKXM+BmkaDzEEYVx90PBGlTKa3t3Dyk6HJVPHDkT0/50moxcaWS2FJSTGTEuVk8qcEkLbpdTf/FlmInSaxdg7/vChTS3MkadEAR2kxUwwcBzltRJZ+JJqFyWiKVZs8iYk4Yku9hG4uh5pAOXG5JvTY6TMc7SgRtUnImCmTPpvdqfR7w2ZLPeGDTrTJAScf9g5pkx+I84TOHQQxSyGbr3XG5bO6mlWBnC6kyJOJIgbm4E5sAli4kwUTHH8xybNg0olQJM6zX3pkm8qqVLbHZSB9w3Zkwz6SDByRmUOF6JxtF8UFiymAhyX9Yq+yGfJ8VUJkOJCvr7PZWgmHfyvO5uhbZ2+0EQ05mSFJd1LbYQ4QtY9VUckQxEFaZx96ezk+aMVC3N7FfhOOXnCLcxl3OVW1R/p7no7AR6et2L2XGronX16r1oAV27ocl9fYZRHUvypqVFYb5RxhVb7XrR000E9rKlnrLV1JM2PYDeXoWZM+1mx2SQ7Ws0aH3xE8pM76VrqwCYNs0dTxI9PXQOz8kZQpXbP8Mq7VhtGyjbjlDVKspkpbZUaIbPADEfgOjaHXFjNN+3Fsh1NZ2Zmm2ekF0J9hg0GhoXX6rx818Cp75Z4aTXu5Pgn7dovPt9OpR33nkXKbbOPVuhvc0eu369xjverXHPPcB5ZyeuiwmeHkinFc45S2HVSuDs8zRu+L94sioIFD7xUYWVK+i4O+/SaG9XuPRihdPeolCpULrf931A41e/TgivBAm2BT//+c9x4YUX4h3veAd++MMfYtmyZXjzm9+MTZs2xR7/+c9/HjfccEP473//93+RSqXwvOc9LzzmyiuvxDXXXIOzzjoL3//+99HS0oI3v/nNKJfLzSsiVCLt7SpUQfkuDNLYkZ/39QHPe04M4QTxwtlKZQfibTkIyLXxWUcqdJXsTm0uC6xYhlBJxsYVnzmtF1i1wpBTcbu1MS/8DulhfrIblK2Lcb3LubGtYskukDJIqogk4gibfN4NkN/fR0qKUsnE/VJw4g8BnspIuTGf0mmFbFZFjD7ZV0GKiBpZ70yGfuay8W1rbfXJOtfYmTsnQKHARp5y3E4D5bpJAS6BFyEZmOQoAIcdSgSkVNm0t1P/SIOUSSuNmJT3BqwE9O97OM45cL5y6wiQ+qWtzaqOwroieqzzfRxhIoxuNvJWraTA4uz6qZRxu4kxuLNZIpDbYzJ/KkXKwMWLYAOxx9RLKbrXixcRkdk73ZKNSrlxm+xJ9n756p8wnhgnBlDU15I4Do3nwFV3+jHlfFVZOk1qMlmhuHh9DBnnieIMkepKzmulgFKXSwJFyMqYvo2bG8799IxnaZzzGJ4xPQiVTmlzTUnaZDLUb8uX01x2yuPrmbrI79kVjeMs+U0I+9f8zOUU8nly4e7tFeuzNz/kvJcE87w5ovxJxlkzWMWQVTICRL4CtOYsXaKctUspNx6is/alKFOgHy9RKeMyaP7mruYNHQCoVu2xcWNc/r5gPsWx7ZueooyRmsanvxng1EG0FzAZfRXNl3odKBYUTjhO2eQLYkx1ddMGRTarsHgRkUezZtJYC+cRkz9G2eoEqPfII4meHkM2irE/dw7QJmxarktrmzlWueTl/LnAPsJ9tKND4YTjVWzChXBzQNbJ/GxrpX9KAUrUn8mudAzZxbc/jG3or/3e/Oa/8i3A/vtG69cMCdmVYI9Ao6FxyWUaP/s5xd16w0nuyvDnGzQ+cKZGWyspV/ItwFe/TIot+bC87XaNU9+msWEDcPmlCkcfNclKnyDBboZ8XuHiC+iB+rFPaPzp+vhX+FxO4aLzFXp7gA99VOOxxzWCQOHkExW+cAW9hDcawLkXaFz9zQb0VB3jEyR4huPqq6/Gq171Krz85S/HokWLcPbZZyOfz+O6666LPb6zsxO9vb3hvxtvvBH5fD4ku7TW+Na3voW3v/3tOP7447Fs2TJ8+tOfxvr16/Hb3/520rpIw0a+RO61FwUWBlzDUO4Ot7UiJD8YkV1Zju0RRI/hl2lHLWbUK7yazJvvGsh9fQpLFqtItinqh+ZklzRspGGgFNDaGmDZUhO4OYbs6uwwac3NjvSCBeRaRPHI3Os1UyLl865VFQQKS5Yo9PaSIRoGog+Nf9M3KqbuMW0LL8Sf+f2tSHHCaKZMk2Ajs2kGOXOtGdNtjLY4xBGHfP3ly4GZ/QGkex5gCMKiW8+ArxnjkucTnXEEUjpjiSd2q2JDsr+PAjez25yEExtH9qv8TLnjKgjIoFSKSFr6nb5koq61Fdh3b4UVy2yZccrAZmimhJEIUkB/v8L06QrZtEsShmSk16Ywy6ZQ9zDROGumVeEp2GQFXA+uSiply2n13LEiRjrsvZVNyedtpku/3VIdszXXQv9cgO73tGmu+pMRS6RO0tfyWikzPmWMJ3/+BCm69pzZkeIB2LmkwKSDrVe7ILuky5ZPYsl7yhn6ZEIRZ64EUbdzxuLFrrJ3a+qhRYvcoOBOXyoVjjknwy/XV7Rnb0Gs+Mquri5aNwF3E8FxLed4gSlL9Mj4bEq5mwUyllsqBZttVQG93UQYTZtu1c/N1sRSp1U9mSZDg8guPxC/fK4pc6199wZWrVQ49GCFXE45/SDXdqXi51Ec+vsovqE8Zto0FcZ+lAjEvZZ48YsUVq5U7jEqJgszqG/4WRxmDxaJRDgGYb7Fju3JlF1a05iabebLZM8uqexKp7Y+Xp1zp35oggS7JxoNjUs/o/HTnwFvfANwysnuDPj5Lyj2VlsbsH4DsO++wNe+orBooXvcj39KsbwKReArX1LYd5+E6Erw9ENbm8JnLiXl1ifP0vjxT+OJqs5OhUsuJmPsve/XWLuOjttnb4Vvfl3hoAPpuKuuBs67QKNWSwivBAkmQ6VSwR133IHDDz88/CwIAhx++OG45ZZbplTGddddhxe+8IUoGOnD448/jg0bNjhltrW1YZ999plymYBLzhx/bIBZs5TzOf+ezdAO8Ly57vnLlpJ6BbAvxGGsFqcM+Ue8MoZf5PM596XXr4/E+Fj0RdgluAS5JgwNgJQy/LLNxyvzZt7WDixdDMedTSlg4QIVyUgZF9cKcM/1wQaAAnDUkfSP0dZGxgq7Z8kyU54yRylrvLd7BIAkzMidK9qJs2bGxzeZMR141hEx9TY/u7qo7FIHELGS/I/YCBUGCUOOg54ecpnkFPaANUjTGVsOk40cCHr5Mo5tJa4v7iVAht/0aXZsz5oFrFpFiQGec4LCfvuq0MUPILdMv44+YcptU7AkXVubwqJFNhYNo7+fCLCjjlRYsEBhxgwqQOvmirVYSGOzyZxQyhICoZrFGMu5HJ0UF6Sdx9LcOWSIBooIivnzrWtzZAh5fdLRQeNw4QJDnIp5HCq7WPUkytpaFyxcaImbY462pLk2dSgU4vtx3lx7vXwOOOaoeHUkgmh3TkYsyg0AJYx3/kwGqO/qIpVdEJCacWa/ifdmyj3sEFLzKGG0SxIxVLuEcpf4Wy/n0uJFpIbi+kDU069jLERZ0l0t/Fp8n8tG10kJJtV8103l/SI3EeRbpYxruNcqmj/yWvJ6S5eQmiqXU1i1gty3AWBkxF5Dbmjwmtg0y7CmcTNjOilz4xB9htB5kuySbQHgKPR6exXmz1NoF+6hpU5XscSbBw7ZFQA1o1zbV7i9zp5JCU2OP05FxlCcCjmOLHXaguau/q3mmZMTbpeZNK0hxTYiq3ImaUQmQ2Ng+TLg6KPMGhO4MbvC51WDssqzglSLdZyJ1VkzKbRBENi50Uyd3QzbsM+QIMHuB601Lv+sxk9+CpxyMvCmU5Tz3VVXa3zjW7Rjsmkz8JpXUcwiGR9hbEzj8isoztfhhwKf/LhCa2tCdCV4+qJYVLjs08CnziHF45o1Gqe9JaqYmD1L4fJLgXe+R+N9H9D40uco4Gxnp8KlFwPf/Z7GV74K/Oo3wOOrNS6/ROyKJUiQwMHAwADq9Tq6u11Wobu7Gw8++OBWz7/11ltx77334vzzzw8/27BhQ1iGX+bGjRublnXkERk8/HALJsoNFIsZtOSrSGfqaCmkUCqRdKJYLKNSbqC1rYx6Dci3pNFoADPbFLq7MyiVsuFxANDdk0YuN45Mmnb5V67Mo1RKA2gglxtDe1uAYpHelkulHDray6hUGsjl6sjnFYrFNDo7q6jVKDhzV1eAzlINSgOtrXmUShkEqQaKRXqzz+XoZ6kzwMKFKYyNaaQzZfNdCq2tGXOtLIrFCnK5KgqFFHLZKioVjYMPyqNUyuH5z9UYn5hAayu95be0KJRKWbS1jyM3UEdnRwpDw3W0FKj+He0pFIt1pDMT4bUAoKvUglIphWKxjHpdI5eroVBMo7sri0MP0bjtdmJOAkWKsmKxgXRao6O9gnw+wMyZ1O/lssa8eaMoFoBFC7MYGaU3/K6ubGiUdbRXkcuVUZ4AstkMWlpSKBQbmD5Dobs7hWIxQC5XxZzZGvmcggo00pkGioUcSqV8eM9KJWLIliyp4uZbJlCuNJDPZ1AopJHLVQAAM2YUkcmo8BwAOOTgNIqtVdTrQC5XQ19fgFxO4cGH6igWM5jZX0O1Ukf/rDy6ujLI5UZRq5o6tOaQy9XQ2ZkJr18ojiOdqSCVbqClJYPe3jQGBhrIZKpIpzVKpQCZDNDXV8CaJ6rI5erYf78MhoY1cjmFWk2H7231ug6fZXzvM5kyoDRy+RTa2rLI5SqoVjXyeYWODmuhr1pl5T7FYhmFQhnliqZEA60ZlEoFNBoamfQgqmmNQksOlWoDqXQNqbRGa1uAOXOoj9taK8jlKmjJ23Hf2xvggP3t9bJZjUxmCADQ2dmOweEG2toCjI41wvFVLFoLPJ2mcVUsZtBoNDB/rsY999WQy9HYTWfqZkwGKJVakMsBm7fU6V4qjWm9DWSzAQ7Yvw0z+xvo708hnanjibVltLUFyOYUJiY0CoUGpk8PoIIGNOpoa02jsyOLYrEG3dAoFieQzijkcimsWJ7G2JhGLldHJt1AR3sWQUqhVAKmT8+h2FpBoaWOXK6OdAooFAJUqg0UizRO8/kqspkaMhlgwfwMhkc0NIBGUWNkrIFcLoVspoF0RqO7K41yRWPxohT6+21QuZb8GHLZOpYuVUil6P7THEuhvy/AmicaGBuro1xpoFBMoa0tjZZCFblcA9kMjaFCIY3O9gC5XAUpEzC8pSWFjvYMisU6MmmNbE6hpUBrFgB0dNAa19ZeQ6FQRibbQKMB5HI5LFwAnHBcFjf9cxz5HK1n6XQDuVyAvv4WrFhBY6K1tYx6AyiVMigUq2jJ11AsBCiV8pQlsDBKGTqLKeRydbS25jAx0UA2U0Y+r9DamqU4XorGRi5HaymtjWko1UAuR3XL5QI0Gg2k0nWkUkBrawE9PRkUi1U0GnR+Swv1W6mUw7OOqOIXvyqjpSXAYYfmcf0NVUgUCvVwbPP1w++KdtwDQEuhikWLgP7+jOlbOnfl8hTue2ACmXQN6YxCW1sLli6pI5OhscLrfHd30ag+aV2aNzeFe++bMH2YQTZbQTrTQDaXwj57t2JoiJ4VHe0KPT1ZFItlzJpF1ywWNMbGgVR6HJlMCsViTswvWjtGhjXy+Ty0BuoNoFLWmDcvQ2O6WEYuW0UuBxSLGWSzZaQzGrmsMvcqi7lzaxjcotHSkkNnp0KplEFHRxVDZo6XShkUzbqXzdnnLqNcqWPmrDI06hgb0ygWc+jsUCgW6xgapnUWAKA1glQZuVwKS5bYMg47zJbVUhhDbqyBlkKAUqmAarWBXH7MPPMzKBZTKBTryOeAjo4sSqU00plBGkOldmjdQLFYQ19fPRwbnZ1U91InPePXZOpoKaSRGW4gk2mgUMgh31JHJlNHLpfCwkUZ3HZ7FakaUK83UOpMYdq0NEZH6ygWA3R3Z01IhQqKhTpGRujdJFMFimacjY7R3Ct1BlCBRrGYtuTopgay2QaCQKOtLYXOzlz4rrA1JGRXgqcttCaS6kc/AU4+EXjzG61LYqVCgep/9RsiukZHgY9/VEVikNx5l8bZ52qsXUvujyefGB+IMUGCpxtaWhQuPA+44vMa134XuOdejU9+jGTiEosWErH1vvdrnPFBjc99hnatg0Dh9a9V2GdvjQ9+WOOOO4GTTtH42lc1ukqJKDhBgh2NH/zgB1iyZAn23jsmavE2oqM9QLk8jnIZGB2toFLR6O0G5syuYWCAXhBHRzUZsVlgrA5UK3XU6rTbOjJSxsCACo8DKHFLuWzcGGrAyEgFAwMKQ0MaC+ZrpAJgdJTOGRgYQ6WiMTFO5yhF3/X3aTz4EFAukzvf8cdobNikMDRUxcCAwvCwxqjJblcuawSKdsTrDWD//TV+/FP+robRUTKKtmwZxegoHT8xQfFbKHbVCAYGxgAA2YwtVzeAgQGFbFajb4ZGvoWyac2ZAwwNKwwN0ztDrUrtbjRqqFaB4ZEycgMBRkc1Gg1qV6VSxvDwGCpVhOWfcJzCrbfR9SoVUpUvXICw38tljUULiGAZHa2E523ZMhbev5FRjXJZAyqHSqWKiYkqqlXqt4lx6styWaOhKcYiFO3+j47VMDAwHt4zbv/wsEa1olGrAsViDcPDdH46BQwOVpBKqfAcgFRZjTptBpbLrBChc0ZHK6jVNdragfGxKrZsCVAuN1CuUB3Gx2qoVIDx8XJ4/Uy6gVoVqNeAcrmM0dEyalVSVjUaQK1Gxu/I8CDGxkw7J8qo1SjLpSS4tNbhu97gIN37alWjVrPjolzWqFQQjn+AlAJcHx7X++yt8fAjwLr1wMREDQMDZWitUa9r1GvAhJlDtRr1R1epgUzG9PFYA+UyMD5hx/3oKMJ5A1D/ZbMatVoGI2NDGB1VGBlxx9coDwDQeOE6j41ptBRoLHN4PlZ4VCrA8FAFlYoKx37VZAOtVuoYHNyClhZgYICULXuv0li9BqjVNCbKwMQEMD6uUOrUePhhYGKigsHBcRqLWocZEcvlGmq1CibGNSplmlsTE1Vo2Hk+PKwxPk6f5HNUdtlcY3RUoVigWLlaA+l0ncYrqF6r19A1KlVqW6VSQ7kMZDMKAwMTYb8Uiw1okKJs2RJABSSrGRlRGDbztVzWyGaAcTM/eO2pmHkzNlbGyCj9XjNk1/g4MDyiwjFUrSmMm/MAu8a1t2nUqhqpFKB1C8rlsnHXK6O7RKoVWg/MmBspA5rek0bHNOp1YHCQlEfpjMb4BDA4OI5UCjQv6xSzq1gExsbo3ldq1N+jY1U0GsDEhLuWAsDgEDAyQp/z+sDzTGtgbGwEI6Z9Y6N0HPfPwMCYmUu0bg4OTkAMRQDA4kUapU6Fu+6B0y8A0Nlu67FyBfDXv/F4phs8MaExOqrQ0aFQLjdQq3Hdh8NYZSPDVOb0aUClUkWlYp83LXm6p1xmtUrrV7lMz7Ah86zIpGnOjY5qtLYChx+q8JvfaUxM0Byu1RoYHa2Fa0etxsrPAibKEyi00H1pbaXrDAyMYXRUo1whOae8dqVK/Tw2VkU2S4rUoaEqikWqw8gI1YnXgYnxRjiuef1nDA1SHdNpGtejozWM5OleTIwDmXQF9TqpUzvaddjuOExMNMJnw8BA2Tyrqc4T4zWMjtKGwXgDGB6awMCAQq1KMqnBwQEMDVGd587RWLmCxka53EDfdFoXFy2A6fs6KlUaWxMTY+GakApo3Z2YoLE+by7Q0VHF6KhCV0lTQgc1hsFBug6P5aGhMuoNfq4ojJqxPDZBSQhGR+2Amz9PY3wceHw1ZesN1ytMEmzNILFYEjwtobXGFZ/X+OGPgJNeTwHp+eVnaIiM9l/9htwEKhXg0otdoqtc1vivKxt4+zs0Gg3gi59XOOVklRBdCfYopFIKZ7w3wEc/pHDb7cAb36Jx8z+j7oirVipccJ7Cw48AZ36EXlzld9+7ltwi128AXvN64KGHG5EyEiR4pqNUKiGVSkWC0W/atAk97KvWBGNjY/jZz36GV7ziFc7nvb29YRnbWqbv7hUEURcgEX4mdBGoVBHvsiZcEBT8TGXKGKAWmUzU9XDpYjdIOLtHsPuCjK/CbmuM9rYAvb0UW8WJiRPjsiHdqXzIzymQr0JnyWYY5LoUiwgDGANu3ykFLJxP8bpi+5XdMuG6lfG52ZxCkKKODN1BY+oYG6tKucfFup2B0tb7KJUoULIGGajLljZ3B3n2Mfa7iKumaB8ArFzu1lO6/ACIhIVQCmhrV+jttpke/dhcvmsQABywn5tAIK7uSpEblHQ7zWXpWeajs1OF7p3OeFHRz5T3WVwMHL8+QUCG7Ny5wTYbXJzlMC67JJedMfeFs42m00BPb/My/UDQ9br9246vaD9F4sQ5FaXPZs8GZs1WkbE7Ywa5282c6Qa43hY3pFxOYeECUqNnMgqHHaKwYD6Tn3RMqROYO5eSIjhzQrhIx60Jca5fDD6+rU3h4IM9Ny/QO1Y257o4A/a+8HEMrWm+H7C/cWlUNCcLLcDBByk8+yiFpUsQBuSX5XA7nQx1Krr28L3iWIGTuTFm0gA0ZRWMQ2urCl3eJRbOp+yVjP6+uIkY/7e873xZ6fo4fx5wsAmjsXBBNGB9eK73Gnr4ocAhB09eDaUUjns2/c79UiwCS5ZQ/DsZJ8xZe0Ufc3B6BVKE1WrWhdOfQjJ8QKResnzzM5Umgcb06cBBB1Im0lmzlDMOpoJMxoQkEGIyrmPF48uCwH7W0qIisTqhgFzezt3p02njgN2958yioP9+mWxPpzMKixeRjR4XswuwCSvCrKwx47G3V4VJOKRL5FSQkF0JnnbQWuNzX9D4wf8Ar3stcNpbLNG1eo3G296hcfsd9PBIp4EvXKFw0IF2VtzyL403vFnjmmuBF7wAuPprKvYlKEGCPQUveL7ClV9RaGun+FxXfL7hEFoAPVjP/qTCnXcCH/4Y7Tgx2tsVvvJFhZe/FBgbA055M3D9nxPCK0ECiWw2i5UrV+Ivf/lL+Fmj0cBf/vIX7LfffpOe+8tf/hKVSgUvfvGLnc9nzZqF3t5ep8yRkRH8+9//3mqZbiyt6MvhIQcDB+5vj/WDd/sIlELfDDJMnnMCxSbisuOQTrsxSwAKQj9jhgozjxW8WB25nArjWqXThhASyOfpxbijQ+GA/SjeVDSGE/0eR5ZMVl/f2O3qIvUJr4R+eRxnRMaaaYom11QgQu/YY+LrEp4mAvRH0rGbv6dNA/bbl34/5ij7exx0g4wRjtHkQxorQPMg12GdxH1SiuoojWxJYkoURTBypYBC0Y4FeT5fp6tLYc7saGcXWoCDDnBjerXkLSk62djmuFX9fXwtFRpHS5fQTxlDJ+WRORL+Z9wumbF0MiMtcv4kwdiDwAbl15rGZ58Jxt8MfmBnJgw4g54PSVyF5Ik3D2QCBt2ge9BVcknBQBAwIYEakyWwo0OU6dedCYWY/jvhOIWVK4xBDXdMt7YizJLnz9NiUcy1SYgwgNaDnm5KukBfRs/h42VWxwjxoRRaTTgIpRRe/B8KbziJ1ru5c4nMmzaNYsvJ2FO8GSGJIaUQWSPDdYpJ+piEH+Gxpk8b9fjv+doH7h8lf3yCL3JuzGfTpgEypiD/Ju/LooWkBgMoSQoHrJ9txujCBW7dLGml0C6yEMpEAnHI5RWN1S46aMUy4PDD7MHZrF0TZDIF/oyzJmqI7KKRex1/bT42br1IpxV6etwvWvL0LJqkKOd67e0KuRwRwHZM0s+JCe9cZWN+SXIsl6N4l/197rNg8SIiIIsFJnybZzFl+AR4GPtMkMlHHIYwnlnsM0mRYpHPT8iuBHsstNb4/Bc1/vs64LWvBt5+miW6br9D462na2zcRBOrVAK+8gWFZUvp+4EtGhdf0sC73kur0+c+o/ChDwRJfK4EzwgsmK9w5ZeJsPrB/wAnv0njppvdN8qjnqXwsY8q3PIv4AMfIhcnhlIK73tPgI99hF66PvoJ4MtfTTI1Jkgg8cY3vhHf//738cMf/hAPPPAAzjrrLIyPj+NlL3sZAODMM8/EZZddFjnvBz/4AY4//niUeOvSQCmFk08+GV/+8pfxu9/9Dvfccw/OPPNMTJs2Dccff/ykdXF3tBF56W9vUyEJUCjEK4zculAw2Zn9CitXBOjspAIdpZTcSc7EbO6bD7p7FJ59NO0kA65xK1VQfltkgOFCgZRVzZRd0shbsogUA0BzEszP9gWQO0bWGAnyhV/uUsvsdAxuz16rKLB/5F6I35WKxlMMDcmYtsV+BjJOOOV8JhNVqs+eRa6agBskOi6gvY9mygLH2Bf91t8PJxB8V5fCrFlApzu8HaNw4QKg0BINtjwZ2NBduhTonUbxWOV5HR0Khx7cPOg0QPdq9mxgyWLJIpryYwJyh1lIm5CETbGNr5pxSh6nOGVJSCZC5sxGSKTEIZIRUinstdK03Rmk9IOzSTbqVJ98PkrwyOQSGqQGmjlTqDgkGczZGgA860jgoANpzZgxnYikQw+Bk8GSccRhRGY6VfeO4TlTq7ukdzptM0vKe7jXKgpwPlk2RqmaCpRCX59COkNkfX/fZPemCdnFfSXKbW9XyOfdTmUSQSmrvuOxfshBouxJAu6Lrm4KHj/1RhPy1vwslbz1SUUVZVNxjMk18TibylwPM1ea+9zeTmq/Fcvjj9eayNOSHzBfXKtYUKhU6AM/eH0+D3R3K5xwnHKyUHIZspyCR6b6ZFdcVlHnkczjssn6sWiRwuzZ27aAMAHHdWi24QCQ+nLlCgo4H1ZJUSI3X+mVzSp6jigafwsW0LyViMzNsF/om64umvNStcfXmTEd8dkkA+t+LJObTAVJzK4ETxtorfHFL2t8/wfAq18FnP42S3T94lcan76UYmNMTFDw3EsvUujqIj/l634IXP0NilVw4uuAN75Bxb5QJ0iwJ6OlReG971Y49tkaF31a473v1zj+OI13vM3unj3neIV0Gjj7XApaf+nF1oACgOc/N8DsWQ28+33Atd8B7rxD4/xz4WSYSZDgmYoXvOAF2Lx5Mz73uc9hw4YNWL58Ob72ta+FLodPPPEEAs8ifvDBB3HzzTfj61//emyZp556KsbHx/HJT34SQ0NDOOCAA/C1r30NuWaWg4FjQKj4d8NsVmH2bI1Nm+iEYoFi/8QdOxWD5JCDrfGbycC+xHup2QHawWZ/haly5lK1IpUSbEWye0lnp0s8zJ2rsGGDds7zEapPQCQXxXFRaG3VGB6a/DyfQGPDNJul+jVTFjUjR1TM/ZrMJWYqKBTo5NYiGTbr/+TVRVl3Jt9YC1IAhPojFE2IyrAbnVJEMkmVAEAGn6+Kkj85kyAbaePj9txmfZ9KKZxwHPDHP1Ffliv2u1InX3fyHuOxJ+9hLguMACh6ykPdsETF1pRAzjUQbXMc5HeZtOnnqbgxajsumpK5ADIpGo8N6bemFAUzlwQo+J5QqT09wNr1IJe9Zq7QzYgfeMouc04uR3Gqxsep3JZxIJNWSKUd3hQAGcIcT6r5WKCfjSbEDRCvRpr0fjTp+zlzFNpao32Ry8UQOuK+b43AlHUan3AJmFxOYdlSjblzFe69X4dF+3WMIxabIZ2m+lZr8eOm2Br9DCASqVBwP1u+zFvHp7BQuWv4FCGuwa6scchkqH1zPNWifF5IsFIXAI57tqfm9NiSIw4Dfv5L+zcrlLk28v7299tNhmYIz9uKWm5rcJ+vVLB1FVTo6daO+6k9T4WKtakgdJ8H0NGuzKZV84e4v/GilEJvb3QeFAsAehWRg2vd77JZ65qfSqlteg4mZFeCpwXYdfG/rwNe9QrgnW8noqte1/jKVzW++z3aRXx8NaXhveBcYqP/+jdSgj3yKHD4YcA7T1eYs43seIIEexr23kvh6q8B134X+PZ3NG68UePkk2hu5XIKxx6jkM0AnzhL4z3v1/jMJQhl5QCwamWAa65u4NS3A7f8G3j9GzQuPC8+JkqCBM80nHjiiTjxxBNjv7vmmmsiny1YsAD33HNP0/KUUnjPe96D97znPdtUj4j9ELdzrwwhE9al+RzeGknEdeXjWvKkvJoxXYfEQ+RcViFMkezamlHEpEmxQIFz/e/8+sbVBQAWL6IYhgAFy27viOtPFZbnG4rLlnLslQCHFLRLJExRxbByJVCtpvC3v3tkSZP6TxabR2vrQlbqNESjZ5w8+xjgd39oUp8pVHq//YCHHm5O6mRj1GHSXTMwaonDDqPA2+MTtoCVK+LVEYxjjlbYuEnjln9RGSccp/Cb3221ygDcdPaMlhbyDmDCrrXNutDExepixLklMfwhHlFZedh/P+Cf/4rnupSi+vI9l3WfjOxKiRhfEuk0Ed9HHalx/Q3R8w45WGHdeo3HV0fL1w23L4IA2G8fuocPPmTGXAkY2GIUMIbjdtSmnuKp31PSyO98+GRl3VN2aVh3zRRfU5wzGfEkv4u7t/5aUioB8+d5hr2sa5Oyml7fKz/OXYwJ5DS3RRzC9X/WEcCWLRR7afVq+306Q7aTUvTu19+nseYJ+m6fvYCebltYdzdw3/30+8EHqVBxFl4rFa3b1tCMeJoMUz06k1Ho79fhRu7WIJVPgefe7SuuWloUlAgsxZlic4acDONiKVb+TsIEyz+3hfTbCpgIr9kEmpgxY+pCjwMPAKoV4N+3Rb9jUi4IELbhqCNJAXrHXXDaxTERp3rN0VFgeNh+Nm8uuZG2tSmsXKExsIU+T9wYE+xRaDQo6+J/Xwe87jXAu95BRNfIiMaHP0ZE1+LFRHQdfxxwyUUKmzYDZ36kgQ98SENrClD/6QuDhOhKkMAgl1N40ykK3/mWwiEHA/91pcaJp2j8/o8aWmsceYTCRecrPPww8M73aKxb775izJwZ4JtXKcyYQS9Rp79L4zv/T7s7xgkSJNhlmJqxQe5j0uXMx8oVFC+k3cTZ8kmLZteZPZtcfXp7yfWHDt72OgI2ls/ee01+nFK0y65A6hz3y61cswnxFqoxzBuzVADw536Z6bTdWGtva578ptYkVg6VGe+iGUcaLVpIBm1cUHqJyfrbddOc/Hh2CW0RypN0mgIRB03OXb6MDOa4+rCqCwro7gows19h4Xx73Mz+wInHAwDtTcivbbUX45Rd7e1kLPb1UeDr5UutqxKTVCH5EkMuMDIZMqJnzXTNrblzgBe9kO5ZHLIZCuwsSZtiwc5BgIlqhSUcQ6c12g6/jRmhfpIIg0nHEHB9M4i0ZvjHsLudHDM9PQpF45akFMVT2muVcoh1Vnn5/ffso8kt1QcfxtcplWiO81jk+Rmn7GKyOLxnmgzrZx9tDfc4wl0SbN3d5Ao829zLuHkfh1j3wK2cV2/Y4zhYe2zZgSVppk8HVqyIT7SQzytksyqqQE0RScXu5CtXWEWmdHUGgH32spWW5cStR/4xzXDYoTYW19YQ9tkUXjE50PzW6iA3QJiwisNkbuVyzrMb/6hJ+tpsk4fPD08Vj8dFC4FDDpq83lMBz9NqbfLjmqHUSbHjGMuX2TLTKWWyq9rjczkVqhrl+N5v36kvyNmsclxmZ8+kjSfOIp9OqzCTZ0J2Jdhj0GhoXHK5ybp4IvD2txLR9fjjFIj+HzcBy5cD991HqpT3vxe48iqNk07R+PetRIx962rKaJEgQYIoZsxQOO+cAJ/7jEJrEfjkWRrveLfG3XdrHHKwwuWXKGzYALztdI0HHnTfMnp7KQ7YvLn095e+ovHhj2oMDSeEV4IEuxpTeerRC6tCS6H5Mf19lOQlCCjOViQ+R7NNa6WcrImxdTIf+MY3o7uLXCM5UPh08fLd7LrpDLB8BYUzkNAxCh63vu7fRx5Ou9W+GuOgA9zg70pFjcipYmQk/vPQgBJ1mmncTOK8V1taFPbea4oZpbfBQD9gP0TuIUD3YfkyIjGanetj1UrKeDm9F+g2xotMYCCNv2OOVpOqDI9+FpEVznW3cv1m4P0Z6UKUzZL7UTYb4NBDAiI24AZYjyUxIgHLFZYuUejsDJxuX7JYYcmiaDwcWWZnB12TCS7O7OgrFOfOVQ5pMKkboyEm6k3mm80+uPUyGPvuQ9nsmCzwDXg/o+Xs2TYzo1RfMSju2tbHVSajcNSzVBhCQSq78nKOaEFoSgWcIZSZvC6X3XoDnmunohjAOUH8+WtJXMwlJztik/N86AZtQMyd46rqGSHBpN176hPkkpiPI/Pi1D/NyCTfZbmlhep4UBMyrln8KYliUWHeXIob58MnVUslGjNTebuUgeangmaEHSOS8VIREd5adOc8E4QTxgV7//1U+OyKhb8HpEgZ6IcF6ZsBh/yPFGMOl8dw/zV7tk6f5mZG3hrSaYUli4FDD7bjZltdmgFyz97q+I/ZgPDLTciuBHsE6nWNiy7R+On/Am98A3Dam+kBeNPNGqe+XWNggBjwu+4C3n4a/f76k4Hvfg94/nOB//dthVe/Uk3K1idIkICw/34KX/svhQ+fqbB6NfCWt2mcd2EDM/uBL32eXqDe8S6Nf97ivmqUSgpf/Bw90IMA+Ns/gNPepvHQwwnhlSDBrsTKlTbGVSZNhpOfwJFfKv3g9E2JpHTUDeLJeF60FiluTzODYP/91KTKKB9S/eQ/+/14VD5SnlHa0kJt1d55uZxy3HuAKWRjjKnjpMf4sYCyQDcbJqaAffaGE2dlB3rAhOjooMxoSpFxJDPBNXu3YqLCrw+re6ZNV9HMemrqShkARqWyYxqsGwC0m2Uwn7PZRgFSkSll4gB5mcQkJhumnIF05szm5wPAAmOw5vMKxz5bObGRpk+zajo55oJANTUQJViVxsTvoQe7akmlKCD3gvloGsPHJyEKBeUG9/f7wDFQFZ73HIWXvcQqv4qF+GN9bM3VmVU1pRIwf74l//J5m41Tjl8GE1pVjvdmrjNvLkJFiUScwd3bQ2voMUdHs6BycPO47KLNUG/Qu9WsWXTgUi/O0nITxD+ft8ouX4Ha2UHqHAYH6e8Q6kCu01bCP0ZApJrC8mVRwpYx1TXxoAMpQ68Pcluzfy9bhkig+Mlw8IFW9VdoiT+G70N6K2SXH0tLKWDJIoX585Uz57NZhdmzaG0GXCVS3LV9YrgZVq2cnPzfd29Sn06fbo8pFmhcNpvHq1bRO8JU0BaqRhXa2lRIdqXSXtW38owFaCODk1Dk8s2Po4KmVr+tISG7EuyWqNU0zrtQ4+e/AN7yJoU3v5GG6nU/1Hj/BzW6SkCX8R8/9c3ADf8HXHAxvURc+RWFD30wiGQPSZAgweRIpRT+4wUK3/22wsknAr//A/DakzT+eD1wxeWUNvqMD2r86CfaycLY3q7w2csUVq2kF64tg8Bpb9f48w0J4ZUgwa5CZye5p7S0UJy+9naFjiaJJNraVJjSfVuxLSSLf2wQKBx8kAozO27vdbtKNvYMEG8Yb03ZxSqIFv8FfAov8Dsy1goQb5wd/Sxr5J5wnMJxzw7QLUi3rVVBT+EYvyx5/N57USbOqWIq15Iuj3ExkLYF2xoPiREXs2vxYuUYjp0lmh/pDMKg7d2lmMImuXZLCxFJTEA0I8akWs4nAANFz+EF8xEh+7gdk5FdTNSxsqutTTlqSUZfn3JcJgGpnItRGmVVmNnPHzv+0fk8kdetrQpHHE4Z73q6idDdFqWJj2JR4ehnATP7iYiZO0dh6WIivwoFheOe7REzytZHYvYs2hxo9dz4vNOc8aoUEWMtLVEifMF8cpeU5PDWxrk/JufMccucNk3h+GNpTGWzwF4rESrsGam0O3ZaWhSOPQYoCQJPKYV99wYO2H/y+oRlboOCdXvVrhKScA5rPcXXSkqSQWcdftjkx25N2SVd4lta4LjE+tNh2VIVS5LGoWII1pBA387HSL5FhApgKCIRm5FtuVxzolLiiMNIRcuEGmAJ1mbqva21o6+Pxl2z8An8LPaTILgE/+TXcM6b+qEJEjw1KJc1PvoJjd/8ljIunnKyQrWqcenlGp+5QmPffYGxcWDtWuCIw4GvXw089jjw8Y8qfOnzJDNOkCDB9qNQUDjtLQG+c43CkUcAX/+GxhkfBN5wEnDwQcCll5Pqsly2bx3FosJln1bYb18KMFnqBD7ycY2rv5nE8UqQYFdAGtP8UumnV59qYPjJ8GTIrmbYayXFSppqWQfsT7E+2MDy480AW1d2TZumcOD+CNUUDF/ZtSNxwH7xn5dKtPudy9KL/5zZZKym082zUE1GuGlt731He9PDYsrc2gHbd+6C+Sa2mjmmJQ8sW4IpGV9NsY336YjDyCWVp8DWjKeUR+b09BABJvtzhyn8JAnonaMCet765xcKZDSzmiUO6QwRCHGuqVOF1sD++0bnJxuoXK/uLlIXzZ/fvCxWieZyCgce0Nwwl5is3+T5SgHZJipUP1HhkkXAKqNy6exUWLZMhaTmZNcPAiL5fHWVe3zUw2SrxDQTl5OMJ57vlNV263WlY6MF9vbGBy2PngssXkju3VPBsqWuIi1tsrUu2IZNlTgV3fY8spqtjfyx75rrY8YM2lCZO4vUZUqhaWzCOMxuQurwM6lZ1ssdgeOPdbMYbysKBRq/vb1WacjP2aZx96fQJ7290TWMMW2awkEHILK5krgxJtgjMDqq8f4zNf7yV+DMDyi87jUKGzdqvPM9Gj/+KfCcE4C77wbKEyQz//MNwItfDHznGpJG7+jd1QQJnsmYMV3hrE8E+OLnSB3yqXPo5evVrwR+/gsKSr92nX31aGlR+PSFCocdAqx5AlixHLjqao1PnKUxNpYQXgkSPJXgnedUQDupJxwXNSZlcGOJbdmV3x41zta8EmfMULHxoLaGbFZh/jyrgJKYSsyuyRThT0Z15F+HUYpTBxn09wPLlmWw/35MbqgwY6HEZFkYJYpFhYMOpLGwLXWMw5MlSdvaFI44XFFgetBYnTnFQNVbqxPXfdHCqPuXRKFAzzVWbWxtzPOYbdTt+c8+mtx6/GPiEFU1un/vtdK6PznnOGxXfHkzZhDp8ZwTovF+nPKgsM/e2ze3Fi4gN0qA1Fh+GUwY8KfpNMX6a2u1x/mBt6X6q1nsJ8b2Kvfirudj7typq3F8gnfZssnXjW2pB2O6cdfr2QalmywynaG4a82uIzMPThXZLLnVHnzQ1BbCmf3KUaTNmA6c+FrluFZuE/i0nfAqGafsmjeX6gxQNtpiq3G7U0TSBFNUY51wHJGnESjahJo/DxFV5PZCds0hBxEpvTPsYgVyfe3qguNqGn6/Ay65PWrvZkjIrgS7DbZs0Xj3+zRuvwM4+1MKL/4PhX/fqvGmUzUefAh4+UuB3/2eXoqGhoHeacBXv6zw/vdGs/QkSJBgx2GfvRW+fqXCO96ucNPNwI9/SnHxHl8NvOU0jX/cZB+xuZzC+ecqHHMUcOddwJFHADfcALztHRqr1ySEV4IETxX4qTgZSZPLUdD5eXPdZ+heq7bhOpO82bKaqK2VAs2Hxu0OePtsdtnW1vhYnVtTdjXrpx1hZDfDZH2nlMKiBSkEgQqVajLVO2PBAmBVjMERB99lq/m1/Q8mPz7OHWVKsckEmTOVgNaTwSfg5s9TEfcvH9ksjfUXPC/qFuiD29MsuDuwbePa75+eHqBvRoDZM23cJ3bvdBDzGO3pJjL7SSnjtoL+fjc7m4+QLPQOkfX3iTj+LpXC1uPybevrQxy/wEo5vf3zmetpY6SJgqZYx60R5+1t23Y/DzoAOFCQhR3tFKcsro0rV9DxzbBoIZEvcXG8prp+AFYJycjm4mOgTQZXRWd+7gD3SB9xMbsWL6IYg83qFSq7nsS6lcmQq2VI1G9nOXH3ub1dOW7uOxSKnk9Llrhk/7Y+K7d1DsrjU6mp91dCdiXYLbB+Pam3Hn4EuOh8evm+7n+I/GptBZ73HOC6H9LiMj4OnPpmha9+iYIjJkiQYOcjnVZ47asVrv2WwqGHAD//JbkqFgoUx+vzX2qEbo2ZjMJZn1R47gnADTcCJxwPbNwInPo2jZtuTgivBAmeCoTKrq0YB0wMzZhOBsURhyHWrWV7kMmQ0XboIcrZlJpivPltwr5CFRNnTG4tgHcz4olVEDtqh3xbisnnFQ7Yz+6eB6lo32WzakpqLWDqxkGz2GeHHuxnoqSfzruYcr+bDKkA6O0lF6EnG3B+qu6IEkopHH5YgIULt34Sl+tkN/OJnUmv5f3d5JLLltm5Io1qrbffGN4h2MrFQzLCz1A4BXJiW94Ktjcm29bKYTfMUue2XX971rIdTZx3dioUWmyhPT1EWsVdp79vchKtt1fhmKOffAKIrcXB2lZ0tCvMmE6JVrYHB+znJmOQ2NZ7qJQK5++OeJYxsVhoEiduqtgWxS1ne90ecCwtPyzCtrqSbytkuem0wsEHT+28KYqfEyTYeXj0UY0zPqgxMgJcfonCsqXA+Rdp/PJXlOK8WgN++GM6dv584OMfmTwrRYIECXYepk1TOO9shb/8jWLorXmCXj6+933gb3/T+PhHKUBnOq3wsY8A2RxlVH3xfwC33wm8/4Ma73g78MpX7Bx5dYIECQj8Ej5V45+COO+8+kjsDGVXb68Cv23HLS0z+4Gx0WhMo2wGqFSbX+egA4ChoSdV1ScFqYZIBdYdEyBisjpJ3bcXzdbmtjaFNgBrJlPpboPBM20asHkAmDnzyT8LdmZsNVmuJE8iArhtuLZvJMeRQum0wqpVGmMTlC1QKbgqvyeB9rYnd74Prv+29Mm29Ne2us5GyMU4lZxAa6vCs47QyOcV7rlPN41tx+2sG3dWuZZNtY4789VHgYi7lpbm8f12NpYuwaSusvvtOzUyLG6Nn6rbto9JVWXb0VGsRN3eeylP6+hQOOSgqPJxymVtx2kHHbj9o2PGdIVsRkf6VIOewU+FsgvAlL26ErIrwS7Fv/6t8ZGPa2TSwOc+S/ET3vYOjfsfAF76n8D1NwCbNtEAf/MbgRNfF++ekCBBgqcWhx2isP/VwLe/o/Ht79DO1MZNlIXxjW8ATno9vaif+X4gl9P4wXXAi19EgXE/90WN++4HPnDGjlOQJEiQwIV0EdrZmD1rapnUZIyeJ4vJjejol6mUwrKYWF4HHQgMDjYvq1BQkaxQcTjisKn1NdVt+xSufna+qbo5bW+MrWyWSJltCXA8Zzbw8KNTOzaTUQhUc4Jym7ADRcMH7OeqFvbZC/jDn+h3jtn1ZMFkSakTOPCA5o0vlRSCQKPRAFrbgI5OHmvb32HPPnr7ybJmYykk73zl0w7yIWJXs7hMpXHgavDc9cmuuPHGbnrHHrP1eFe1Gv2U7rcRpUuzum3Hrevustn7JsOcOcC995nr7CL/rdle/L1nHQ60CfLQz1jZDHKt5Cy5Pd07oIIGPJa3Z4yqJuN9e7G9RJfE1tb5Hfm2HUseig2HQw6afBNpe7C9z4iE7Eqwy/Cb32lccJHGzJnApRcp3HEncPGlRHy94uXA//yQXga6u4ELz1NYsTwxihMk2J2Qyym8+Y0Kzz1B4wtf1rjhRnqxvOpqjev/DLz/fcCqlQrveSeQzxEp9sLnA295E3DV1cDDj2pccA4rMhIkSLBDsY3KrieDqWZBVk9hnaaKqZJZPg4+0CW3dma8JEZczK6dez2F447dtnMWL1ZYtEg/5crdHans8g25adMU8nm6gDTapxLbLLSJve/a2kiBs2SSIPqAIVM02ZF7rQL6Zjz5Td+pnN/dbQm5sB6YxA24idJlsrm+Lfeq1Kmw794a3dtIdiyYTwRsNqugpxgcaTIiMWeSfLCicvFi4M47gb32mjqJsz3r3/77Ta3sXE5hWu8OIpC3E/7cP2iKQe0nQz6vcMxRGpnMjmvUk4mVFbpNP41eX3d2EBFJtk2FvHuyyq6pYjd63UjwTIHWGtdcq3H2uRp7rQKuuIzUIZ86R2PeXHpw/PcP6CF75BHAtd9MiK4ECXZnzJqlcNH5AS6/RGFaL3328COk0rzw0w1sGQTeeqrCW96k8LNf0HfnnwM88gjwlrdq3H5HEscrQYIdDTZUnwpl11TBLmA7wgh7smTKvnsDB+6//ed3dFBw4acS2xKUd2dia0bi9tybuFOWLQX6ZmxbOU820H0zFAoKS5dQljnGtjTTPzaTUTjy8MmzJwJEjGiQ+2o69dR4N5xwnMIKLyZuTw9lZGxGzoUBuyNk146rb2+vmnJ5llhXYWY3pRSmT6N2bC84o23NrK/Tpyk8+xg1ZaKL67QzwVkzd4e1YkdiRxJdgFjHtmHNKPLGyJNQhQE7lojcXe7ztsZN3NbnREJ2JXhaoFzWOPd8jf+6UuO5zwHe927g/WcCP/oJyaoffQy46WZ6ofvAGaToeqpfJhMkSLB9OPgghW9cpfC+dyu0mXggP/8F8KrXavzoxxonvR54x9sVfvs74Je/Br70OQrI+a73avzvzxLCK0GCHQkmlnYnFRVjd6hTb69CqfT0er9IpXadWmNXYPYshVUrp9bg6dOBeXOARYt2Xn2Y6GiGuHvzZO8XZ5/TTyKD4HbBu5ZSCgvmNyfbdpXL3Lair08hn1fb3ZeZ7I6tz45Gdxcwb54h954m92RnYcb0qR23tbEg304PP4wOLhbJBXnp0u2q2s6Zy01eo1kNOZVQA08WuSywdCtq1e3F9m5wJW6MCZ4yrF2n8dFPaNx3H6k8ZszQOO10ClJ40IE2HkJ/P3DReUkQ+gQJno5IpxVe/jLgP14I/PRnwDe/pTGwBbjss8A3rtF45+nAGe8BLr8CKJeBz38GuOgS4KJLNO67X+Nd70ji8iVIsCPQ2A2VXbyTvr1Bhp/p8GN2bSt2tIG1Q9UJT5YUChQW7yQjqxkiQdC34dipIhVQtsrhYaBU2r4yngqwWKlZ9sM47Eridnuvnd3B6qIdDaUoCUe9Rkk59gTMnrl9561aaTPZxiHcENqOW5pKKRx4wPbVCyA35jmz6fk8VVKuKbZS//Y2hROOe5LXmCKWLFGYO3f3miPJ60aCpwT/vEXjk2dp1OrAuWcBf/mbxn9dSVnctmwB/nETHfeC5wFnvFeFQSITJEjw9EQup/CKlwH/+SLg+j9rXP1Ncl88+1x6yB92KPC3vwHnnA+cfy7w7WuBa78LPPiQxjlnUXyOBAkSbD/CdObbEY9qZ6FYVFg4X6P/SRhhxQIwOrbj6vR0wlMdsyvBrkcQkAvl3qu2P6HLtF5gzRNAe5MMgzsEpmrbkgxBKQo4v3AbEiDsqPrsyQrJdDo+GcfTEScct/03SqnJFXzh2NgFY0EpcoveEeDg/fkpJm/YWdhvH2D1ml1bhzgkZFeCnYpGQ+Pa7wJfu0pjzhzgxNcBX/gSsH4DMHMm8MijtGuVywEf+qDCc47fg58+CRI8A5HJKBx3LAU5fuCBBr78VeDv/wD+8lf6/p+3AK89ETjlJOD0twFf+zpw6ls1LjyPAh0nSJBg+zBjhkImo9G9DbFkngo8WdX2gQcAo6M7qDJPM/T27F7k5Y7ANI4vtHsN0+1CbBuetGKNfjaehKd/b+/OV3aE9dwmZZfCEYfvnPrszPG01ypLMGwLOjuALYM7vj4JnhymouxauhiYO3fn12V70NenkMvp+AyJTyF6ehR6ngJXyW1FQnYl2GnYuFHj3As0bv4n8OxjgI524NwLgM5OcmFYt46OW7AAOOcshdmz9oA3nQQJEjTFwoUBLr0YGBvT+MpXNX7yv5S+e8sW4LOfp2MKBWDzAHDq2zVe91qN179GoVhM1oYECbYHuxvRtSOQzSpkd/O4OTsLfX27x/2cMwfYuBHo6Hhy5Rx5OFCtbj1I++6AlpaoUfxUEHQhiVSf/LhdjWASJdVeq0jBtSuwLUqzqWLG9O278fvv52a4TLBrsS0B6rO57cva+1RhVxNduzMSsivBTsH//UXjgos0ymXglJOB3/0BePxxejHasoXcmIaHgVe8DDj9bWqrQT8TJEiw56BQUDjjvQonn6Tx7e9o/PBH9AKYCoClS2iNeOhh4FvXAN+6RmPBfMrcumqlwn77kmIlQYIECRLsGpQ6Sa37ZNHSotCyi11vpoojD48+dyJk1ySPpu3OJGYM8d09hYuaRNm1veTQk8Hu+JaQSqmdFkOR3dZ3qqvqHoaQ7NrKYCl1mp+7ccy8ZxK2NUNvQnYl2KEYGtb44pc1fvZzYNFCMly/9W0gn6dFRTeAbJZ+v+BchaOetTs+jhIkSPBUoKdb4b3vUjjpdRpf+7rG//4cuOVfwJIlwBWXA9+/DrjxRlJ6/e4PwI9/Sm8mS5doHHO0wrOPBmYlitAECRIkSLCbgg3pJ0t27e4IVW+7GSu3M5RduyNaWxUOPVijtXVX1+Tpg5Ds2spxXV0Kxx6jkUol75u7GtsTw+1psoQmeDrgj3/SOOkNGr/4JXD0UcDQEPDzXxC5NT4O9PcBQ8OUHeMbVyVEV4IECQjd3Qof+mCA730HmD0buPde4D1nAEODwEtfAoyM0Dpy5vuBd55OLkz/daXGa07UeM8ZDfzu9xqVyjPkjTZBggRNMX0akM/t6lrsvtjVcbHmz6O4RXsKZH+2tADdXTv+GrtTNtXJoHZAbLEdCSYJfbJwV8+BnYm2NgW1ixt41JG79PLbBCa7pkIoJ0TX0xeJsivBk8bGjRqXX6Fx/Z+BBfPJWP3T9fTg16CH/+AgsHET8N53K7zsJZQiOkGCBAkk+vsCXPtNjSuv0rjmWuCuu4HbbgemTyc3x09fBrz8pRqfuVRhZAT45a+Bn/6vxqfO0ejsAF74Ao1T39JA+mliHCRIkGDHYu+9kneLXYXODorHOhkWLdwz708+F+/mCFjVyDNF2bUtAep3Jrq7gXlzdt+g4nsqtjdj6K7AVN0YEzy98TRZQhPsjiiXKd7O69+g8de/AfvuAzz6GHD7HfRwDgJgyWJKQzpnDvCNrym84mUqIboSJEjQFEGg8NZTA1xxuUJ7O5BJUyyvjRtJ3XXdD4GT36ixYSNw4usUvvtthc9eprDffsD/+x7w3BcM4DNXNLB23W6yvZwgQYIEzwAcdKDCfvs+M9/vdqar3NPlnZmTRuS3I0vhzoBSCosXR2MCz5lNP7dGzCbY85GQXbseixcBBx2wc6+RTPUE24xGQ+O3vyc3onXrKJviunXAv2+lAIkTE8DKFcCDDwGPPAq87TSF17wKSKeT1SRBggRTwwH7K3zzKuDcCzT+/g9aU9ragL/9HVjzBHDq2zQOPUTj4x8BDjwgwIEHKKxeo/GD67L44Y/L+NFPNF7wPI1T3qAwfVqy9iRIkGD3wX774CnN7BVHxuy/79NHNZRg90dXl8K+e2t0d+/qmkyOOXMU5szZ1bXY83DYIbuPqm9rOOwQoKcni9/+fhTA1LIxJtg5mDd357+fJ2RXgimjXtf4wx+Bb1yj8fDDFBujqwt48EHKsqg10NNDku077gQOPxR433vUbpMqO0GCBE8vlEoKl14M/OgnwJe/oqEC4K2nUgyv//kR8Ne/AS96KXDE4Q2c/jZgzuwAZ32yFa99dQXf+Z7GT34C/OrXGi97qcZJr1fo6EjWogQJEux69PTsorVIXLa7O1kPnwo8k1Qjvb3PoMYmcNDa+vS5962tCi0tKkym8PSpeYLtQUJ2JdgqajWN3/0e+OY1Go8+RgRXaxFYtx6YNo2CZ1arpPB68EFgxnTg/HMUjnoWdnmgxAQJEjy9EQQU5++wQ4BPX6bxla8CK5YDl14M3Hsf8LWvAzfcSP+WLGngta+awCEHA+99V4DXvlrj6m9ofP8HwE9/pvG61wCvegWlu0+QIEGCBC4OPRgoV3Z1LZ4+eCpfcXPZp+5aCRI8E8BKtEThumcjIbsSNMXGTRrf/d4Y/t/3NTZtouCj+TyweTP52G7eDKxfD8yaBaxZDaxfB5z+NoWXv/TpFaAwQYIEuz/6+hQuvwT49W+Ar3xV4/R3AccfB1z1VeB3vweu/iZlcTz7vFGkU8Chh2o85wSF97xL4TWvBq68igLfX/c/wBtOBl78H0Amk6xTCRIkSMBoa1No29WV2MOwcCHw2ONPLqviEYcBmcyOq1OCBAlCYVci7drDkZBdCRxUqxp/+Svwy19r3HAj0GiMo828+YyNAfvtC2zaDNx3P9DaSrta69cDL38ZcMrJiZtQggQJdh6UUnjuc4CjngV893vAtd8l1+rnHA987nLg+huA/76Odutu/idww40auRxw8IHAUc9SeMmLKcvjZ67Q+P5/A6e9BXj2MU+fAMAJEiRIsD0oFoENG20Q8QQ7FpPFp589S2HvvXIYGBjb7vILhV33jNqZwfcTJNilMGM7eQXcs5GQXQlQr2vcfgfwhz9q/Oa3wOAQvRCxPLuzE3jxi4CHHgL+7y92d6nRAE58HfDKlyt0dSUrRYIECZ4atLQovOkUUmf9v+9r/PgnwC9+BTzrSODyS1rx69+O4Oc/p3Vszmzg7nuAP9+okQqAffYBXvKfwC23AJ86R+Pa/we8/TTKJJYgQYIEeyIWLqCYqu1tyTq3M5D0aoIETz8k2RifGUjIrmcoxsY0bv4nGYA33AgMDZHPMvstFwukeDj0kFb86Mcj+M537aLQ3Q289D8V/vNFT6+AhAkSJNiz0NOj8M7TFU4+UeO6HwI/uE7jzzeMYN5c4DWvpriCf7oeaNQpFk1PD3DnXcA/b6Hz29uBxx8D3vcBjX330Xjn6QrLliZrWoIECfYsBIFCqXNX12LPQzarMH+eRt+MXV2TBAkSbCsSsuuZgYTseoZgYkLjttuBf96icdPNwD33AA1N5BZP9mIBOPoo4LhjFaoVjSu/DvzPj0YA0K7VYYeSiuvAAxK3nwQJEuw+aG9XeOMbgNe8Cvjb3wv47+tG8Z3/B6QCYPlyIJcD/nUrMDEBLFoIvPmNlGTjtjuAf9xEZfzr38Bb3qrR36fx4hcBxxylMHNmkmQjQYIECRI0x6KFyTMiQYKnIxrsxpgEqN+jkZBdeyBqNY2HHgbuuw+45z6N22+nGFucdUIpIriUApYtBQ45GDhgf8qo+OOfAB/5uMbEBB07Y7rCy16q8YLnKXR2Jg/0BAkS7L5oaVF46UvyOObocTz2uMavf6Nx/Z+B2++g73t6KObgVVeTi+OzjwE+9mGgo4NifP36N8CjjwFf+SoFwW9vB1Ys11i8CFi0SGHxQmDmTCCVStbCBAkSJEiQIEGCpy0SZdczAgnZ9TSG1hqbNwOPPAo8/Ahw110ad94FPL4aqNejx6fTwPJlwL77EMmVSgH33qfwj5s0vvVte042Axx5BPCWNwMHHdCFgYGBp7ZhCRIkSPAkMXuWwpvfqPDmNwKPP67x5xuBf9ykcett9H2lQuTWr35NxNc+ewMnnwSsXA5ccy3wm9+Re/ftdwA33UybCABlpJ0/X2PObLrGnDnArJlAbw+RZonqNUGCBAkSJEiQYPdG4sb4zEBCdu3mqNc1NmwE1q4FnlgLrF5Nqq1HHgHWPEEGWxwyaWDePGDlSgrQXCgAIyPAAw9QkPlrv8PyTZtmZcEC4NWvAJ77HIV0Opn5CRIk2DMwa5bCa18NvPbVCtUqbQrcehtw990at90BbN5M7ozs0lgsAvPm0gbBQw8BtRptFKxcSVl7Hn4EuPVW4Ne/0U6mqnQa6OnW6O0lFVlvD7lYtrUBbW1Au/nZ1kZu49ksuVhmMom7ZIIECRIkSJAgwVMFfn1LXr/2bCRk1y5Eo6ExOARs2kT/1q7TePQx4PHHidjauBEYHp487W8uB0ybBvTNIMOqpUDBmLcMAk88Afzu91QGo7XVZFNUADTQ0w284PnAC1+gMLM/me0JEiTYs5HJKOyzNym5OIfW0JDGnXdp3PgXUnKtXk2u3xJ33U3/0mlg9izg0EOAhQspLli9DlSqwMAWYOMGYMNGIsn+8Q9gZHTreduVAnI5jXQKCFIUPyJlEoaUSsBnL1Nob0/W5wQJEiRI8NSARcpJPKMEezoSsmvPRkJ2PQnUakROVSoU76pSATYPaNx1F1CuAOUJYHSMFFXr1wMTZXtsrUb/tgalyG0mlwNyWSCdIfOs3gDKZWBwC/DYY/SPkUoBfX3A9GnAqhXA2Diwdh2wbh3Vpb8feN5zgKOepbByReJ2kyBBgmc22tsVDj1E4dBD7GfDwxo3/p/G3/8B3H0vEWD1Oq3bDz1M/3wUi0B3F9DbC6xYTj+7SvR5voVcxJUCRkcVxsZpDad/GuUKUK/R2q4b9LPRANpaaf1PkCBBggQJnir09gLz5wFz5+zqmiRIsHORkF17NhKy60ngC1/S+MH/7NgylSKyKhUAqTTtqKRTRHgVi+SOWCySC0yxlQyr7i6FlhaN0VEKvrx2HXD/A8At/yJjqSUP7LMP8PKXKhx8ELBwQeIykyBBggSToa1N4XnPVXjec+nvel3jkUeB++8H7rlX4+ZbaJOhXLbnjI7Sv0cfiy+TkU5rZDO0eZFJ089shlS32SyQydLmRjZLccMuukQjndak9krRsS0tQKGgUGjh3+lfRwf96+wA8vmn1zpfLmuMjQEjph/HxmhzqF6n5+IB+yNxsU+QIEGCpwBKKSxauKtrkSDBzkeiXtyzsVuSXQ8/ovGvf9HLbTptyJ80kT6ptH3Rz+eBgvnJfz+VKqWTT1TYb19jnBhDJZPW2DIE5HNkeJQ6iZwaHSUDJp1SCIx7Ssq4q/C/rRFQY2MaT6wF1qyheF1r1mjcdTfw0MMa69b9f/bOO16Sqsz731PVfePkAIKgJIkzwCCKIBKNpEURlRVdlQUTuorKqu+qBFmWdVExrKIC8vqqiCQDoOQ8JJkAw+SZm+bm1H07VzjvH6e6urpv3zt3Zm6ay/P9fGZud/WpqpPqVJ1fPc9zSukWL4I3HQQnv0Px5mOMhUE8LhMEQRCEncW2FQfsDwfsD+9+V2k8TSZ9nngKlj8LGzaa+IpR1/O6OvMSIzq8ex64geuj75v0o7mrj8zoOymlw3tTba25L9UG982iOLZgQYraGp899zAu7Y2NO/7U57qaTBayWUinAovmdOlzOg2pVETIGiGN44x+nv++VnHC8TucPUEQBEEQhKqIAcjMZlqKXX/4o+Yvf925fevqdCh+Rd941wef589LYVk+DQ2q7LeGhkj6yH5molL9IliwQHHySZVbq6edNav8u+MYS6x0BjLp4sO+ZjBhgiX392v6B2BgAPO3HxLJ8mPMmQN77wVHLYWD3q9400Fw0EEwf55ctIIgCJPBnDkWZ50BZ51hvmezmo2bYFu7iZvY2alJDhkX8qGU+eu6RuTyPeOuaF52mBgpSgHKiF9BaMWQoihW/OcHbpVeIJgVhbNo+kLB/EunRypByTTthp8A+OGLplislLfoPzDndZyS5dX2sKzAHb/WvCCqCazYGmfBvHml8xXjltm2qQ+NKRcK/v6gZmjILKIiCIIgCIIgCKMxLcWur35Zccm/mvglrhfEMSk+1HsmHlY2C7mc+ZvNlb5nstp8zhK+ac5mjXtfJgP5XIFUGgqFsb1GVwrq63UoloWWZsG/WOSzZZmH8mI8rmKe3WLeXZOXTMa80R+NWbNMrJcFC4zP/JuXwZ57Kvbey8Tc2ut1xs1GEARBmD7U1yuOXApHLi1umZpx2nU1+by5L+ZykM7o8H6YShG+WMnlaujpLZBOl+5P2ZyJOVkomPuY75u/xc87g++X7scjUXTfj4ptxfts8fMB++/c+QVBEARBEITXFtNS7LJtxfx5O7v36BOL+fPnMzAwgOtqI45lggf8bOlBP/rZ/C1NEooP/MV/buRzoVB6SK+rizyox0qiWEMDNDRCQ70qxd5qLLmUzJtnXB9ra0XIEgRBEHaOWEwRi5n7i6H6PWX+/NkMDAyM+bi+b0S0bBac4KWOH4hgbkQY03r4y6EwHmX0hVEs+sJoZtz3fvvb33LTTTfR09PDoYceyre+9S2OPPLIEdMnk0l+8IMf8OCDDzI4OMjrX/96vvnNb3LyyScD8OMf/5if/OQnZfvsv//+/O1vf5vQcgiCIAjCTOXgg7YfY1XY/ZmWYtdkEIspZs0a7l5YnZnxAC4IgiAIu4JlqdDSWRjOfffdx7XXXsuVV17JUUcdxa233spFF13E3/72NxYuXDgsfaFQ4JOf/CQLFy7khhtuYM8996S9vZ05c+aUpXvTm97ELbfcEn63bXvCyyIIgiAIM5U3vlHxxjdOdS6EieY1K3YJgiAIgiCMJ7fccgsf+tCHOO+88wC48soreeyxx7jzzju55JJLhqW/8847SSQS3HbbbcTjcQD22WefYels22bx4sUTm3lBEARBEIQZhCy2KQiCIAiCsIsUCgXWrFnDCSecEG6zLIsTTjiBFStWVN3nkUce4eijj+aqq67ihBNO4KyzzuLnP/85XkXU/+bmZk488UROP/10vvKVr9De3j6hZREEQRAEQdjdEcsuQRAEQRCEXWRgYADP84a5Ky5cuJAtW7ZU3ae1tZVnn32Ws88+m1/84he0tLRw5ZVX4roul156KQBHHnkk1157Lfvvvz89PT389Kc/5aMf/Sh/+ctfmDVKLIb58+ePX+GEKUPacWYg7ThzkLacGUg7vjYQsUsQBEEQBGEK0FqzcOFCrr76amzbZsmSJXR1dXHTTTeFYlcxUD3AoYceylFHHcWpp57K/fffz/nnnz/isXdk4QFhelJcVEnYvZF2nDlIW84MpB1nBmMRLEXsEgRBEARB2EXmz5+Pbdv09fWVbe/r62PRokVV91m8eDGxWKws4PwBBxxAT08PhUKBmpqaYfvMmTOH/fbbj5aWlvEtgCAIgiAIwgxih8WumWDyNxPKMJlIfY0dqauxI3W1Y0h9jR2pqx1D6mt8qKmp4YgjjmD58uW8853vBMD3fZYvX86FF15YdZ9jjjmGv/71r/i+j2WZMKpNTU0sXry4qtAFkE6naW1t3W7AemnXmYG048xA2nHmIG05M5B2fG0gAeoFQRAEQRDGgU9+8pPcfvvt3H333WzevJkrrriCbDbLBz7wAQAuv/xyrr/++jD9BRdcwODgINdccw1bt27lscce48Ybb+SjH/1omOa6667j+eefp62tjZdeeolLL70Uy7I466yzJr18giAIgiAIuwvixigIgiAIgjAOnHHGGfT39/OjH/2Inp4eDjvsMH71q1+FbowdHR2hBRfAXnvtxU033cS1117LOeecw5577snHP/5xLr744jBNZ2cnl112GYODgyxYsIA3v/nN3H777SxYsGDSyycIgiAIgrC7oLTWeqozIQiCIAiCIAiCIAiCIAjjgbgxCoIgCIIgCIIgCIIgCDMGEbsEQRAEQRAEQRAEQRCEGYOIXYIgCIIgCIIgCIIgCMKMYbcXu377299y2mmnsXTpUs4//3xWr149avpkMsmVV17JiSeeyJIlS3jPe97D448/Xpamq6uLr371qxx33HEceeSRnH322bz88ssTWYxJYbzryvM8fvjDH3Laaadx5JFH8s53vpOf/vSnzJQwcDtSXx/72Mc45JBDhv275JJLwjRaa2644QZOPPFEjjzySD7xiU/Q1NQ0CSWZeMazrhzH4Xvf+x5nn302Rx99NCeeeCKXX345XV1dk1WcCWW8+1WUb3/72xxyyCH8+te/nqDcTz4TUV+bN2/mM5/5DG9+85s5+uijOe+882hvb5/ookw4411X6XSaq666ipNOOokjjzySM844g9///veTURRhJ9nR+7wwudx4442cd955LFu2jOOPP57Pfe5zbNmypSxNPp/nyiuv5LjjjmPZsmV84QtfoLe3tyxNe3s7l1xyCUcddRTHH3881113Ha7rTmZRhAi/+MUvOOSQQ7jmmmvCbdKOuwfbm/ON5dl9cHCQr3zlKxxzzDEce+yxfPOb3ySdTk9ySV7bjGVOKm35GkXvxtx77736iCOO0HfccYfeuHGj/o//+A997LHH6t7e3qrp8/m8/sAHPqAvvvhi/eKLL+rW1lb93HPP6bVr14ZpBgcH9amnnqq//vWv61WrVumWlhb95JNP6ubm5skq1oQwEXX1s5/9TL/1rW/Vjz76qG5tbdX333+/Pvroo/Wtt946WcWaMHa0vgYGBnR3d3f4b8OGDfqwww7Td955Z5jmxhtv1G9+85v1gw8+qNeuXas/85nP6NNOO03ncrnJKtaEMN51lUwm9Sc+8Ql977336s2bN+sVK1boD37wg/r973//ZBZrQpiIflXkgQce0Oecc44+8cQT9S233DLBJZkcJqK+mpub9Vvf+lZ93XXX6TVr1ujm5mb90EMPjXjM3YWJqKv/+I//0O985zv1s88+q1tbW/Vtt92mDzvsMP3QQw9NVrGEHWBH+4Aw+XzqU5/Sd955p96wYYNeu3atvvjii/Upp5yi0+l0mObb3/62Pvnkk/UzzzyjX375Zf2hD31If/jDHw5/d11Xn3XWWfoTn/iEfvXVV/Vjjz2mjzvuOH399ddPRZFe86xatUqfeuqp+uyzz9bf/e53w+3SjtOfscz5xvLsftFFF+lzzjlHr1y5Ur/wwgv6Xe96l77sssumokivWcYyJ5W2fG2yW4tdH/zgB/WVV14Zfvc8T5944on6xhtvrJr+d7/7nT799NN1oVAY8Zjf+9739AUXXDDueZ1qJqKuLrnkEv2Nb3yjbNull16qv/KVr4xPpqeQHa2vSm655Ra9bNmy8AHW93399re/Xf/qV78K0ySTSb1kyRL917/+dXwzP8mMd11VY9WqVfrggw/W27Zt2+X8TiUTVVednZ36He94h96wYYM+9dRTZ4zYNRH19aUvfUl/9atfHfe8TjUTUVdnnnmm/slPflKW7v3vf7/+/ve/Pz6ZFsaVXe0DwuTT19enDz74YP38889rrc1zwRFHHKHvv//+MM2mTZv0wQcfrFesWKG11vqxxx7Thx56qO7p6QnT/O53v9PHHHOMzufzk5r/1zqpVEq/+93v1k8//bS+8MILQ7FL2nH3YHtzvrE8uxfbdfXq1WGaxx9/XB9yyCG6s7Nz4jIvlLG9Oam05WuX3daNsVAosGbNGk444YRwm2VZnHDCCaxYsaLqPo888ghHH300V111FSeccAJnnXUWP//5z/E8ryzNkiVL+OIXv8jxxx/Pueeey+233z7h5ZlIJqquli1bxrPPPsvWrVsBWLduHf/4xz846aSTJrZAE8zO1Fcld955J2eeeSYNDQ0AtLW10dPTU3bM2bNnc9RRR435mNORiairaqRSKZRSzJkzZ5fzPFVMVF35vs/XvvY1LrroIt70pjeNe76niomoL9/3eeyxx9hvv/246KKLOP744zn//PN56KGHJqQMk8VE9a1ly5bxyCOP0NXVhdY6HO9PPPHEcS+DsGuMRx8QJp+hoSEA5s6dC8Arr7yC4zhl7XjggQey9957s3LlSgBWrlzJwQcfzKJFi8I0J554IqlUik2bNk1e5gWuuuoqTj755LL2AmnH3YXtzfnG8uy+YsUK5syZw9KlS8M0J5xwApZliRv5JLK9Oam05WuX3VbsGhgYwPM8Fi5cWLZ94cKFw3zii7S2tvL3v/8dz/P4xS9+wec+9zluueUWfvazn5Wl+f3vf89+++3HTTfdxAUXXMB3v/td7r777gktz0QyUXV1ySWXcMYZZ/C+972PI444gnPPPZd/+Zd/4ZxzzpnQ8kw0O1NfUVavXs2GDRs4//zzw209PT3hMXbmmNOViairSvL5PP/zP//DmWeeyaxZs3Y5z1PFRNXVL3/5S2KxGB//+MfHNb9TzUTUV19fH5lMhl/+8pe84x3v4Oabb+Zd73oXl156Kc8///y4l2GymKi+9a1vfYuDDjqIk046iSVLlvCv//qvfOc73+Etb3nLuOZf2HV2tQ8Ik4/v+/znf/4nxxxzDAcffDAAvb29xOPxYS92Fi5cGD5H9Pb2lgkkQPi9mEaYeO69915effVVvvKVrwz7Tdpx92B7c76xPLv39vayYMGCst9jsRhz586VdpxEtjcnlbZ87RKb6gxMJlprFi5cyNVXX41t2yxZsoSuri5uuukmLr300jDNkiVLuOyyywA4/PDD2bhxI7fddhvvf//7pzL7k8pY6ur+++/nL3/5C9dffz0HHXQQa9eu5dprr2WPPfZ4TdVVJXfccQcHH3wwRx555FRnZdqzvbpyHId/+7d/Q2vNlVdeOcm5m15Uq6tXXnmF//t//y933XUXSqkpzN30o1p9+b4PwOmnn84nPvEJAA477DBeeuklbrvtNt761rdORVannJGuw9/85jesXLmSn/3sZ+y99968+OKLXHnlleyxxx7DLBkEQdgxrrzySjZu3Mjvfve7qc6KsIN0dHRwzTXXcPPNN1NbWzvV2RF2EpnzzRxkTiqMxG5r2TV//nxs26avr69se19f37A3JUUWL17Mfvvth23b4bYDDjiAnp4eCoVCmObAAw8s2++AAw7YrVfqmqi6+u///m8uueQSzjzzTA455JBQRb/xxhsnrjCTwM7UV5FMJsO9997LBz/4wbLtixcvDo+xo8eczkxEXRVxHIcvfelLtLe3c/PNN+/WVl0wMXX14osv0tfXx6mnnsrhhx/O4YcfzrZt27juuus47bTTxr0Mk8lE1Nf8+fOJxWLDxvgDDzzwNTfGFxmprnK5HD/4wQ/4xje+wWmnncahhx7KhRdeyBlnnMFNN9007mUQdo1d6QPC5HPVVVfx2GOPceutt/K6170u3L5o0SIcxyGZTJal7+vrC58jFi1aNMxar/i9mEaYWNasWUNfXx8f+MAHwnvv888/z29+8xsOP/xwacfdhO3N+cby7L5o0SL6+/vLfnddl0QiIe04iWxvTipt+dpltxW7ampqOOKII1i+fHm4zfd9li9fzrJly6ruc8wxx9DS0hK+3Qdoampi8eLF1NTUhGmK/r7RNK9//esnoBSTw0TVVS6XG2ZNYtt22TKvuyM7U19F/va3v1EoFIa5cu6zzz4sXry47JipVIpVq1Zt95jTmYmoKygJXc3Nzfz6179m/vz54573yWYi6uqf/umf+POf/8w999wT/ttjjz246KKL+NWvfjUh5ZgsJqK+ampqWLp0qYzxEUaqK9d1cRxnRo7xM5Fd6QPC5KG15qqrruLBBx/k1ltvZd999y37fcmSJcTj8bJ23LJlC+3t7Rx99NEAHH300WzYsKFs0vbMM88wa9YsDjrooEkpx2udt73tbfzlL38pu/cuWbKEs88+O/ws7Tj92d6cbyzP7suWLSOZTPLKK6+EaZ599ll83xcPj0lke3NSacvXMFMVGX88uPfee/WSJUv0XXfdpTdt2qS/9a1v6WOPPTZc2eRrX/ua/p//+Z8wfXt7u162bJm+6qqr9JYtW/Sjjz6qjz/+eP2///u/YZpVq1bpww8/XP/sZz/TTU1N+s9//rM+6qij9J/+9KdJL994MhF19e///u/6He94R7jM6wMPPKCPO+44/d///d+TXr7xZkfrq8gFF1ygv/SlL1U95o033qiPPfZY/dBDD+l169bpz372s8OWvN0dGe+6KhQK+jOf+Yw+6aST9Nq1a3V3d3f4b3dfoWgi+lUlM2k1xomorwceeEAfccQR+g9/+INuamrSv/nNb/Rhhx2mX3jhhQkty0QzEXV14YUX6jPPPFM/++yzuqWlRd9555166dKl+re//e2ElkXYObbXB4Sp5zvf+Y5+85vfrJ977rmye1s2mw3TfPvb39annHKKXr58uX755Zf1hz/8Yf3hD384/N11XX3WWWfpT33qU3rt2rX6iSee0G9729v09ddfPxVFEgKiqzFqLe24OzCWOd9Ynt0vuugife655+pVq1bpF198Ub/73e/Wl1122VQU6TXLWOak0pavTXZrsUtrrX/zm9/oU045RR9xxBH6gx/8oF65cmX424UXXqj//d//vSz9Sy+9pM8//3y9ZMkSffrpp+uf/exn2nXdsjSPPPKIPuuss/SSJUv0e9/7Xv2HP/xhUsoy0Yx3XQ0NDenvfve7+pRTTtFLly7Vp59+uv7+97+/2wsSRXa0vjZv3qwPPvhg/dRTT1U9nu/7+oc//KE+4YQT9JIlS/S//Mu/6C1btkxoGSaL8ayr1tZWffDBB1f99+yzz054WSaa8e5XlcwksUvriamvP/7xj/pd73qXXrp0qT7nnHP0gw8+OGH5n0zGu666u7v117/+dX3iiSfqpUuX6ve85z365ptv1r7vT2g5hJ1ntD4gTD0j3dvuvPPOME0ul9NXXHGFfstb3qKPOuoo/fnPf153d3eXHaetrU3/67/+qz7yyCP1cccdp//rv/5LO44z2cURIlSKXdKOuwfbm/ON5dl9YGBAX3bZZfroo4/WxxxzjP7617+uU6nUZBbjNc9Y5qTSlq9NlNbijyAIgiAIgiAIgiAIgiDMDHbbmF2CIAiCIAiCIAiCIAiCUImIXYIgCIIgCIIgCIIgCMKMQcQuQRAEQRAEQRAEQRAEYcYgYpcgCIIgCIIgCIIgCIIwYxCxSxAEQRAEQRAEQRAEQZgxiNglCIIgCIIgCIIgCIIgzBhE7BIEQRAEQRAEQRAEQRBmDCJ2CYIgCIIgCIIgCIIgCDMGEbsEQRAEQRAEQRAEQRCEGYOIXYIgCIIgCIIgCIIgCMKMQcQuQRB2io997GN87GMfG7fjnXbaafz4xz8et+OtXbuWH//4xySTyTGlv+uuuzjkkEPG7fyCIAiCIAhThTynCYLwWkfELkEQZiRr167lJz/5yZgfogRBEARBEITJQZ7TBEGYaETsEgRBEARBEARBEARBEGYMInYJgjAia9eu5bOf/SxvfetbOfLIIznjjDO49dZby9I8+eSTnHPOORx11FGce+65PPfcc8OO86c//YlzzjmHpUuXctxxx3H55ZfT3d29S3nbunUrn//85zn++ONZunQpp5xyCl/84hdxXZe77rqLb3zjGwCcfvrpHHLIIWWm721tbXzmM5/hqKOO4m1vexvf/e53KRQKw85x66238r73vY8jjzySt7zlLXzgAx/gwQcf3KV8C4IgCIIgjAfynCbPaYIgjExsqjMgCML0ZPXq1XzsYx9jv/3245vf/CZ77rknW7Zsoa2tLUyzdetW/uu//otLLrmE+fPnc8stt/C5z32Ohx9+mHnz5gHwhz/8gW9/+9ucddZZfOUrX6Grq4sf/OAHrFq1irvvvpuGhoadyt+nP/1p5syZwxVXXMH8+fPp6uri8ccfx/d9TjnlFD772c/ys5/9jJ/85CcsXrw43M9xHC666CIymQzf+c53WLBgAbfddtuwh6M///nPXHfddXzuc5/j2GOPJZ/Ps379egYHB3cqv4IgCIIgCOOFPKfJc5ogCKMjYpcgCFW57rrrWLBgAX/4wx+oq6sD4Pjjjy9LMzg4yO9//3v23XdfAI444ghOPPFEnnzySc4++2w8z+OGG27g+OOP5/rrrw/3O+CAA/joRz/K3XffzUc/+tEdzlt/fz/Nzc387//+L6effnq4/eyzzwZgwYIFvOENbwDgsMMOY5999gnT3HPPPTQ1NXHHHXewdOlSAE466aRw3yIrV67kkEMO4dJLLw23nXzyyTucV0EQBEEQhPFGntPkOU0QhNERN0ZBEIaRzWZ56aWXOOecc8IHqGrsv//+4QMUwMKFC1m4cCEdHR2AeaPY19fHOeecU7bfsccey+tf/3peeOGFncrf/Pnz2Xfffbn++uv54x//SHNz85j3XbFiBfvss0/4AAVgWRbve9/7ytItXbqUtWvXcvXVV7N8+XKy2exO5VUQBEEQBGE8kec0eU4TBGH7iNglCMIwkskkvu/zute9btR0RRP4KDU1NeTzeYDQlDxqnl5k0aJFJBKJncqfUopbbrmFJUuW8D//8z+8+93v5p3vfCd/+MMftrtvd3c3ixYtGrZ94cKFZd/PPfdcrrjiClatWsWnPvUp3vrWt/KFL3yB9vb2ncqzIAiCIAjCeCDPafKcJgjC9hGxSxCEYcyZMwfLsujq6tql4xQfsnp6eob91tvby9y5c3f62Pvuuy///d//zbPPPss999zDcccdx7e//W2efvrpUffbY4896O3tHba9r6+v7LtSio985CPccccdPPvss1x33XWsWrWKyy67bKfzLAiCIAiCsKvIc5o8pwmCsH1E7BIEYRj19fW8+c1v5s9//nP49m9n2H///Vm0aBF//etfy7a/9NJLbNu2jbe85S27mlWUUhx22GHhqj4bN24EzJtLYFj+ly1bRltbGy+//HK4zfd97r///hHPMXfuXM444wze9773hccXBEEQBEGYCuQ5rRx5ThMEoRoSoF4QhKpcfvnlfOxjH+MjH/kIn/jEJ9hzzz1pbm6mubmZyy+/fEzHsG2bL37xi3z729/ma1/7GmeffTZdXV388Ic/ZL/99uP973//TuVt3bp1XHPNNZxxxhm88Y1vxPM87r77buLxOMcddxwABx54IAC///3vOeuss7Btm6VLl3Luuefyq1/9is997nNcdtllzJ8/n9tuu41UKlV2jm9961s0NjZy9NFHs3DhQpqamvjTn/7E29/+9p3KsyAIgiAIwnghz2nynCYIwuiI2CUIQlWOPPJIfve733HDDTdw1VVX4bou++yzDxdccMEOHefDH/4wtbW13Hzzzdx///00NjZy0kkn8bWvfW2nl7NevHgxe++9N7/+9a/p7OyktraWgw8+mBtvvJHDDjsMMKv7fOlLX+L222/nd7/7HZ7nsX79euLxODfddBNXX301V1xxBfX19Zx11lmccsopfOc73wnPccwxx3DXXXfxpz/9iVQqxR577ME//dM/8YUvfGGn8iwIgiAIgjBeyHOaPKcJgjA6SmutpzoTgiAIgiAIgiAIgiAIgjAeSMwuQRAEQRAEQRAEQRAEYcYgboyCIEw7XNcd9fdYTIYuQRAEQRCEqUCe0wRB2B2QkUgQhGlFW1sbp59++qhpHn74YfbZZ59JypEgCIIgCIIA8pwmCMLug8TsEgRhWlEoFFi/fv2oaQ455JBwyWpBEARBEARhcpDnNEEQdhdE7BIEQRAEQRAEQRAEQRBmDBKgXhAEQRAEQRAEQRAEQZgxiNglCIIgCIIgCIIgCIIgzBh2OED9wMDAROQDgLlz55JIJCbs+LsDUgcGqQepA5A6KCL1IHUAUgdFJqMe5s+fP6HHn2h835e+MgOQa35mIO04c5C2nBlIO84MxvKsNq0suyxrWmVnSpA6MEg9SB2A1EERqQepA5A6KCL1sH2kjmYG0o4zA2nHmYO05cxA2vG1g7S0IAiCIAiCIAiCIAiCMGMQsUsQBEEQBGES+e1vf8tpp53G0qVLOf/881m9evWo6X/961/znve8hyOPPJKTTz6Z//zP/ySfz09SbgVBEARBEHY/ROwSBEEQBEGYJO677z6uvfZaPv/5z3P33Xdz6KGHctFFF9HX11c1/V/+8heuv/56Lr30Uu677z6uueYa7rvvPr7//e9Pcs4FQRAEQRB2H0TsEgRhGNmsprtbo7We6qwIgiDMKG655RY+9KEPcd5553HQQQdx5ZVXUldXx5133lk1/YoVKzjmmGM4++yz2WeffTjxxBM566yztmsNJgiCIAiCMO3QGrQ/KacSsUsQhBDX1dz8a82Z/6T5wIc0F39G09YmgpcgCMJ4UCgUWLNmDSeccEK4zbIsTjjhBFasWFF1n2XLlrFmzZpQ3GptbeXxxx/n5JNPnpQ8C4IgCIIgjBd205PE1t8/KeeKTcpZBEGYVLTWDA6CHYM5s9WY97n2vzV/fwDe9U447FDF//1/mi9/VXPzL2H2GI8jCIIgVGdgYADP81i4cGHZ9oULF7Jly5aq+5x99tkMDAzwz//8z2itcV2Xj3zkI3zmM58Z9VxjWZJbmP5IO84MpB1nDtKWMwNpx6nDb/Uh1og1CW0gYpcgzCAyGc3vbtP85V4ohn954xs0HzxPcfaZEIuNLFjddjv8/QG4+CLFv3zMpDtyCXz6c5qbbtF86YsidgmCIEw2zz33HDfeeCPf+c53OPLII2lpaeGaa67hpz/9KZ///OdH3G9gYGAScylMBPPnz5d2nAFIO84cpC1nBtKOU0ssnQbA3cU2GItgKWKXIMwQXl2r+dYVmu5uOPEEOPZYRT4PTz6luf4Hmr/9Ha66AvbcY7hotbVJ88tfaU45CT5+YWn7oYcqzjpT8+e/wr98XDN/nghegiAIO8v8+fOxbXtYMPq+vj4WLVpUdZ8bbriBc845h/PPPx+AQw45hEwmw7e//W0++9nPYlkSkUIQBEEQBKESeUIShBnAi//QfPHLmpgNP/+p4tprLM57v+KfP6L43x8rrr5C0dwMl/6bpqt7eAyun/5MU18PX7lMoVS5oPXhDykcB+6+Z5IKIwiCMEOpqanhiCOOYPny5eE23/dZvnw5y5Ytq7pPLpcbJmjZtg0gi4gIgiAIgiCMgIhdgrCbs3GT5pvf0uzzeiN0HXF4uVillOLUUxQ3/EAxNAT/9mVNMlmaIK1+WfPsc/CxC1VVy6037Kt423Fw7/2yOqMgCMKu8slPfpLbb7+du+++m82bN3PFFVeQzWb5wAc+AMDll1/O9ddfH6Y/9dRT+f3vf8+9995La2srTz/9NDfccAOnnnpqKHoJgiAIgiAI5YgboyDsxgwNab75H5pZs+B/rlPMnz9crNJa88ijcMddGktB2zYTh+uXP9fMmmXxq5s1CxfC+/9p5PO863TFVddoXl0LRxw+gQUSBEGY4Zxxxhn09/fzox/9iJ6eHg477DB+9atfhW6MHR0dZZZcn/3sZ1FK8cMf/pCuri4WLFjAqaeeype//OWpKoIgCIIgCMK0R8QuQdiN+d73NT298L8/VixaNFzoyuc1V1ylefJpOPAAOO1UWLUatjbBh/4Zvvh5n5dWwGVfUtTWjhyP6+0nQE0cHnlMD7McEwRBEHaMCy+8kAsvvLDqb7/5zW/KvsdiMS699FIuvfTSyciaIAiCIAjCjEDELkHYTXn6GWOx9emLFYcfNlyAcl3N5d/QrFgJX7xU8cEPgGUptNZ8+SuaF1+C/7wOFi2Es84Y/VyNjYq3vEXz9NPwhc9NTHkEQRAEQRAEQRAEYTyQmF2CsBuSy2l+cIPmgP3hgg9XT/OTn2n+8RJ88+uKD31QYVlGEFNKcfWVilmN4PuQy8PQ0PbP+da3KNq2QUeHxO0SBEEQBEEQBEEQpi8idgnCbsjv/wCdXfDVyxSx2HCrrkce09xxJ3zkQ/Dedw//fdYsmDPHfM5l4dtXalx3dBHrLW82f//x0i5nXxAEQRAEQRAEQRAmDBG7BGE3Y2BQ87vbNKeeAkcuHS5kDQ5qvv9DzeGHwdIlcM21Pp//os+/f9Pn//1O09OjeeJJaO8wweY1Jo7Xrb8ZXezad1/YYzG88KJYdgmCIAiCIAiCIAjTFxG7BGE34/e3aQp5OP1UuOVWzZ/+okkOlQSoH/1Ek0pBPg//59uw/DmIxaC9HW78pea8D2v+63uaN74B/vNqmNUI8+fDrb+BTZtHFrKUUixbBqtfnoxSCoIgCIIgCML0QCXa8Jufn+psCIKwA0iAekHYjUilNPf8GQ45GL51BWhtxKmbboYrvg3xODzwENTWQncPfOubineeDrZtLMA6OzXX/reJ5VVXB46juPRzcM1/aRob4Lr/0fz8J6X0lRx+mOLvDxjrsMWLZVVGQRAEQRAEYeZjd6yCxkaY86apzoogCGNELLsEYTfiz3+FTAZeXQcnngAP3Ke46ReKuXPha1/XXP2fGqWMpdavblS8592qTLiaPRu2bIUDDzDH+fTnNUccoVl2tAlWv3Yt3HXPyOc/4jDz99V1E1pMQRAEQRAEQRAEQdhpROwShN0Ex9Hcfoemthbe+Aa48juKhgbFIQcrfvRDxUc7SdkAAQAASURBVJw5xlWxvh5+9mPF6/cebnl1y62awUGzQuPPf6rwffjyV+GTnwDXg0WL4Be/1HR2VXdnPPBAqInDq69K3C5BEARBEARhNyOfAjc/1bkQBGESELFLEHYTHnkUentNLK6vfFlRU1MSsxrqNclE8EVDIjl8/xde1Pzhj3DuP8EhByv230/x/e8p0in40Y/hgg+b43se/OR/q4tZ8bjiTW+CtWLZJQiCIAiCIOxmxLY+TmzTQ1OdDUEQJgERuwRhN+FPf9HYtllh8Zhl5VZbV34X8gU4470wew58+aual18pCVbr1mm+9R3N/vvBpZ8t7fumgxRXX6nYuhWamo3FWF0dPPY4vLSiuuB12GFG7PI8se4SBEEQBEEQdkM8Z6pzIAjCBCNilyDsBrS0ala/bKyuPnpBudC1eYvPE0/CvHnwjX9X/PB6RWMjfP6Lmm9+y+fHP/X50lc0c+fC/1ynqK0t3/8txyo+91nFE0/C294GySGYNQt++CON6w4XtA4/TJHNQnPLRJZYEARBEARBECaIQnqqcyAIwgQjYpcg7Abcd38p8Pzbjitt11rzjf9jPv/HN0Apxb77KH71c8VHL4ANG+BPf4GDD4Yf/VCxxx7VV1D80AfhuLfCPX+Ck08yweu3bDX7VnL4oebvOnFlFARBEARBEARBEKYhsanOgCAIo+O6mvv+Zj6/990Qi5UEq7vu0bR3wGGHwtuOK2nXs2YpPn2x4tMXj+0cSin+z9fh45/StLbCnDnguvDLmzTvPA3mzi2dc++9TRD8TZs1UF08EwRBEARBEITpi4TjEISZjlh2CcI05/kXoL8ftIZ3v7MkLiUSmp/+DJSCK7+96+dZsEDx9csVW7bCsqMhlYJ0Gn55c/nDgGUpDjwANm/Z9XMKgiAIgiC81rFbnsVueW6qsyEIgjCjELFLEKY5jz2uicVgjz3goINK2//re5pCAd77Hth77/G5lE88QXH6afDUUyYQfiwGf/ozbNxULngddCBs2mTcKAVBEARhRqB97OZnINM/1TkRXmOoTB8q0zvV2RDGgjz7CsJug4hdgjCN8TzN08tB+3DiCcbdEOAfL2mefApqauALnx9fV8IvfUFR32DcGJUygtcNP9ZlwtaBByoSSeiV5zJBEARhpuBkUdkB7M6XpzongiBMNDshWulcEtz8BGRGEISJQMQuQZjGvLIGEgnwfDjx7UbUyuc1V11jbtAXXwRzZo+v2DV/vuILn1OsXWeC4TsOrFwFjz5eSnPQgebvps3jempBEARBmDpU8X7qT2k2BEGYhmiN7l6P3fr8VOcEADXYitX2wlRnQxCmNSJ2CcI05smnNJYFdXVw9FFm2823avr6jFvj+edNTID4977HxO1atQre8AZj3fXzGzWua0S2Aw8w6UTsEgRBEGYOwT1VvJQEYcajdvhCN+lVPlmxWU+Ja6PduRor1T3p5xWE3QkRuwRhmqK1cVWMx+G4t0JNjWLzFs3vfm9+/8qXVNnKjOOJUoovfVGRSsEB+xuXxvYO+Mu95veGBsXeexdXZBQEQRCEGYQWyy5BEEai/Nk3tv4+7NZnpygvux9qsBWV7pnqbAivEUTsEoRpyubNHtvaIZ+Htxyr8DzNf/6XucEefRSccPzEnv/AAxTvPxeefBJOfLvx7rjpZk02a/Jw0IGwWSy7BEEQhJlCUeQSsUuYbjgZ808YP3bUGitMP3w/JYtajBm7c/W0cQV9zeAVXrOx5kTsEoRpyiOPFcLPbzkW/ngnrN9gvn/531QYrH4i+dQnFbNnw8CAcaUcTMAf/lhyZWxpNTHEBEEQBGHmIPe1GU92ALKDU50LAOyW7VsFxTY/Smzzo5OQmxnOTFxJcSaWSdhh1FAneE7V3+zNjxLb9NAk52h6IGKXIExTHn6kwJzZsPfekMnAz3+hUQrOPtNYXU0Gc2YrPn2xYs2rcOopZttvfguJhOaggxS+D1ubJiUrgiAIgjCxFCeNMnmc8cSanyHW/PRUZ8OQS0x1Dl5D6BE+78C+0254mHYZmrGogWbID011NoZTSGNv+wfWCCsJK9+d5AyNkUm414rYJQjTkN5ezStrPHI5OOZouPK7pUD1//qpyRG6ipzxPjjkYHjhBdh3H+NWecutWlZkFARBEGYYQQBqcWMUJgutp+9EdCYSnVzvsBvj+GZl3JDxatKwu14h1vTkVGdjOMEYonYHV+dJfpkkYpcgTEOeCl42Fhzo7YWmJigU4OMXKhYsmFyxy7ZNsPqeXjj6aLPtrnsgHtfU18OWLdP17i8IgiAIO8AoMXlmNLkk9pbHRnSBeU2jfXCyE3d8Eboml10Shqap5aeIXZPLdGt/IFxJeLdgV6wrdxwRuwRhGvLk05p58xRKwbPPw4IFsOee8KEPTk1+li5RnHIyPPQwvO2t4Ptw8y1mpcbNW6YmT4IgCLsrv/3tbznttNNYunQp559/PqtXrx41fTKZ5Morr+TEE09kyZIlvOc97+Hxxx+fpNy+BpmWk5mJw+pdjyqkUdmBqc7KpKD6No05rdWxitjmRyZOUBCxa5IZj2t7mo0Pr7HxasrYHUTF7fWF6TDeiGWXILy2Sac1/3gJ4jGwLHjdntDfD5+5RFFbO3XK/WcvUTgOzJ4Dtg33/Q32eb2IXYIgCDvCfffdx7XXXsvnP/957r77bg499FAuuugi+vr6qqYvFAp88pOfZNu2bdxwww387W9/4+qrr2bPPfec5Jy/Foi6OO0GE5txY3eyChg7aqiz6sTK7lk/5mNYQx3mw0RN0KbD5PO1xC41Y7Bz9HKZDkLTdsYqe8PfsFuem6TMzGBmwj3BmwbjTbQei9eP7xJbdy8q2T7upxOxSxCmGc8+D64LPb0arY0r42GHwTtPm9p8vf71ig9+AB5+BN7zbsLg9IOD0N8/DW72giAIuwG33HILH/rQhzjvvPM46KCDuPLKK6mrq+POO++smv7OO+8kkUjw05/+lDe/+c3ss88+vPWtb+XQQw+d5Jy/Big+eKf7iK2/f0zua2qowyzrPpnkU9gty8H3dmp3le6BMcR2sXo3YrW9uFPnmGrUUJcJ2LwDVlxVmWjXVnEdnWR2JWZXlQD100EA2U4elO+hMr3mc/+W6RlgfXdgOrT1rjItxPUq111wr7X6xj8QdGzcjygIwi7x1NOa2loTCP7ww+CVNfDdKxVKTf2b149/THHf3zTd3dDQABuDZ8jNW4yrpSAIgjAyhUKBNWvW8OlPfzrcZlkWJ5xwAitWrKi6zyOPPMLRRx/NVVddxcMPP8yCBQs466yzuPjii7Fte8RzzZ8/f9zzP9PRNT66sRE/3YbV2IhqiKNmjVyPupBBt64Hbw+s/d8+IXmq1o7+1rWg8qgaHzV70Q4f0299DJTCWnqu+Z6YDTqFmjsHNWd+JN02AKzdsC9pnUA3NkJ9fFj+/cbG8PP2ylZMq+bNQ9nxnc7PSNejjhVMPreTn2I+pmtbaN8IAcqa3nYU2smG9a3mzkHNHXt9eg0N6AQ0NDZgB+2g3VL7TXbbhH1z7lxU3eztprPmz8dvbYF0K9aR505GFrebn6lkR++R2slNWVtvD52z0T2NUD+rat7CvjJnFqphavOu3XzpGpw3D2XHTP4bR87/riBilyBMI1xX8/TTRuiyLNi0CU49BY5cOvVCF8Cc2YpP/gvc8GPNeefCnfeY7Zu3wFuOncqcCYIgTH8GBgbwPI+FCxeWbV+4cCFbtlT3CW9tbeXZZ5/l7LPP5he/+AUtLS1ceeWVuK7LpZdeOuq5Zjy+B9oDu2Z8jpcZJJZOY2Vz+Ok0XiKBdkZ5VHayxNJpdKELb9741/f8+fOrtqM1NISVTuMlBtHujgswsXQaADc4dni8wQTaqxsx3e6EGhzETqfx4yn8ivwXywXbL1upDvp3up+N1I4AKtmDPYb8TPe2sDc+ANrHO/i9U52V0QmuWcBc3379mHeNpdPUA5l0ptQObn7K2qasb9aNbLETpuvvnxb9aKrzYG9+hFmL9yEx5+Ad2zHSd6bddZgfMvci18Krkrewz/f3ovOTnbkKotdM9zaoaSjdS127av6LqGQ7dvsK3IPeCbHaMQmW01t+F4TXGC+8qMlkQSnYcw8Lx4VP/+v0ELqKnHsO7LMPvLQSFgRjzMsvixujIAjCRKC1ZuHChVx99dUsWbKEM844g8985jPcdtttU521Kcfe8hixjQ+O2/HUDruqBfdnvXPuhNOGibYc9wpYvRvH7jbmZMfPvW9XypZPQT45PvkYiekQQ2ccUJ6D2km32sllV1aCq7Ia43RwbRtrHnb3cWqcUE4WEiY2lBpsgdwYr/Hp0NYjMsZxbjq4MUaun1jTkyae3BjvDdZgKwCqkBrz6UTsEoRpxI2/Mn+1hq5unzPPgH32mV5iVzyu+NynFVub4Pjjzbbnnp/SLAmCIOwWzJ8/H9u2hwWj7+vrY9Gi6u5oixcvZr/99itzWTzggAPo6emhUJjkWFHTDOXmxveAxQfuMd92i5Pf6TwJGj9U/1as9urutqNhdb2K1bvBxAobA7HNj2A3P73D5ylnO5MnrU0A+1Emf7Gtj5diyEzUO70Rzm9vfhR7y6MTdNLXMOMSUH56iV2x5qfHFr/PGefxcgZgd75MrOnJsbVjtTReARUIMFPLKP3ajTwnTAexqyKvKjc4oWcTsUsQpgnPv+CzaRPMm2u+2zZ84mPTS+gq8o4T4eij4JlnoK4Wcnl44R9Tf8MXBEGYztTU1HDEEUewfPnycJvv+yxfvpxly5ZV3eeYY46hpaUF3y+NsU1NTSxevJiamnFy3xOqM9rE2M2z02JXLoG95bFpGJx8dCHA7n4Va0dXy3KyWMltweHHLjSoQnr7iUZlhHMV85AbQA11YI15ZcaJUbvUCJNP5WRQhe0vIiDsAjssfFVJPx1WYwTwRvBNi4xN4/5yYHcnOm67Y3hxVGWctzpWY3eunj5B/yv6o+rbTGxTxPp5GopdO3eIsR9DxC5BmAakUpqrrzGf5wZi1wUfrmOPPaan2KWU4jOXKAYGYb/9zLb//C8Tc0wQBEEYmU9+8pPcfvvt3H333WzevJkrrriCbDbLBz7wAQAuv/xyrr/++jD9BRdcwODgINdccw1bt27lscce48Ybb+SjH/3oVBVhx3CyxoJmPNhlAWR7jO0eZiYQD0HBrCC1o+5bVu9GVCGNyvTvcA5hBwzPpgF2y7OlL1Ox0E7lOYNVKFW45P0Y226iRI1pMfmcARTSYxsfdrQdvUKVVRinl2WXYYQpfbR/T2Zefa9q3376GT19VnAvy98o4njRIq5K/amiyDjVLrwj9Gsr3V2+YTqMN5MsEEuAekGYBvzoJ5rBhAlK39ZmrLr+9VP1wPR1UVlyhOKEt2lWrTbfe3rgnj/DBz8wtfkSBEGYzpxxxhn09/fzox/9iJ6eHg477DB+9atfhW6MHR0dWJEVzfbaay9uuukmrr32Ws455xz23HNPPv7xj3PxxRdPVRF2CGuwFat/E+4hZ+zScVSqG7vtBbzXH4Oevdc45a6CscYNSbSZDzs7cbCCx289BROPqmWcOBFqyqxJwmJGyua7xLY8Vp5uJAEuWxkkeYImaF7Fc57WUyMK7uYU29U99MztpNyxmF2xjQ/iz3k9/t5Hl9KH1oEJVHEsmHJGELKiAs0kil325odRnjOsPTJZ2DYwTVZw96P1MYJY1LsRq28j7oGnb+f+ME0EvGGUjyXK9yYnp74H6NK9brtMXK5E7BKEKeappzX3/c0Ee587F7Y2wduPh4ULLabbYh+VXPQpxUWXlAaoG3+pOelEpq1FmiAIwnTgwgsv5MILL6z6229+85th25YtW8btt98+0dmaIHwzSdjFSbzKJYK/Q1MuduHmTRB1ZyctzYoTgCkJTj65kzKtFGoK5oFqsBlS3bDggNJGf+yT/VjzMxVbJsuyS7N72e7tZuyIVUmQ1kpuw9/rqGE/x5qegkIKamaNV+52Hq1RA1uxEu14+709st2r+lmlusF30HNePyHZUVVctH1fTx+3T6iom+r5Uqku88EroIpiYdl9bLpcq7ri7whMkmWX1bMOlU/iveH44T9W1LXV+QqxYp0W/2qN1f0q/vz9oKZx1/KyS3sLgrBLpNOa712v2X9/6B+A4urTn/n01OZrrBxysOLkk0pjU6EA3/u+Rk+nm5kgCIIwdegxPoRv/0Dmz4RavUTdk0bOr/IdrJ51xJoqBZExYhctu6bA9WWs1gnTxj1r57DSvVi5RHl/2dmuoydukj4sZlfleXxv7KvFRXFyEpC8Krrqx+3v5lfvA9PleVf72F2vDg/2HRV4I3m1W57Dbl85KVkrz8oU11e0vXZE+FGq+pg43a0wVYXUM1Hulr5XHoPSyY4y/lSOcc7w68jJYA00YW/7R/n2nahvEbsEYQq5+VZN/wAc91bzvbsHFi2C/ffbfS7Niz6h0BricTMGLX8W/j5+K8ELgiAIuwtuAZXcVhF4fQdjI41E8DCsqz3sjtuEc8dcnKJp7E0PjT3gvDIra6rxtuxy89XjFuWHSgGYxypijTYR3KH6jopNkzgx9H2GWUmVNe8YylCsq4kUNCr7QIWoYnWsMqvF7SCxzQ8T2/zwmNOrZLu5dmc6O9SWkbROhupjwhSIN56D1f3qyC6KTrb6dr+6lddkYap+qsWukepjpHyN7QXIdn+baFF0hOMP2zpB7W5vfYLYxgfKzzzSucZSF8V7xTiIc7vPjFoQZhhbtmruuAP+6WzYsAHmzDHb/+msqc3XjnLAAYr93giOA64Le70Obvixpq9vmrztEgRBECYFq3M1dvvK8oD0YXDn8bLsqvLoOl5WSNXy6LujBL4upVdu3rg0jeU0RTdGf3xXY4xtfnh4TCrAbn0ea2BL8ezDd6wmQo02yZgKi7QdpWoed7APhv1hBKue8aCaG2Nkm8ru3CIGO4rdvmLSLX2mhh0QtCNtHtv8SNXtU2HZZfVvxurfWr7ARWVeQ3E7eh34I3weZyrj0BXP6IOKviBofhoC9/QdYlfEo6grZ1ndRMbyvk2ohBF+fV8zNFQUzYt1NtyNUY3Sl2Lr78Nuemrn8jtmRjh/5dheOd442XERlJRTvnKs0noUt/GxvGgoPjeI2CUIuyVaa35wg2bWLLjgw7ByFWSCceLcc6e5SWwVznif+bvnnpAvQD4P1/9Q3BkFQRBeSyiv2gQrYFcFqarxUoq/Rc6XHRgfVw2tAY3Vs94ISBUP86U0EXY0GO8O5lP1bcKqdOsYLT9FfKdkQTSqF2PUxWeUvO1A7Kupi2lTzbJreOHVUAexdfeO0D/HS6gdhUrBU1Ne99XEXWHn2VmhqpCmalykqXjO9b2gv44i3AVjsdLV3Rh37BreQdyRxa4wn7kkqn8rdve6HT58bP19RijbGUYa46Iunj3rsTtWAtDaqmlqhmxWjzBGFGNMjV6fKr8Trsg7RWV/HB6gPkps8yPYrc8y7mi/QkyM/rYD18w49FMZQQVhCnjkUVixEj59ieLlNQrfN1ZRBxwA8+ftfmLXaaeaPCeT0N8Pp50CTzwJjz4+tfkSBEEQJpHR4nPt6hva8NijuDE6OWLNz2B1vryzJyn/rEtWNtZglVXXKh/axyroFdPtYLBgu2c9VtRqboyosonxGCcao7ox7uwEZAzPN+MlHvh6mNY1rOyWXVpNr9qqkTr6YYJidg1zfS237JoQ10+tUUNd43QojetOsODj5rHaXty+m7BXQGX6Rk0ymgXOcCLupP1bRugCk+CiNuyUxXOW+oaqvCbDMSZiyVQm7kyc2KW8fNXt5v2BqSurfzPWQNPOn2NnLMJgZDfGEfpFLhgWPI9QeClzpY8EVJ+WDLPsGn4fVtnB8T+v9s2//BB2y3LUUEf0x7HtT6X13c4hYpcgTDK5nOYn/6s57FA46wx46ilNPHgZfM72Vkyepuy5B9TVQTYL8+dBRyccfhh8/4eagcFpegMQBEEQxhld9sd8HifrmOL+o7kxBg/GOz8RqvisNcRqzfcqLodW/2YTD6syj9tBBemGBSffYcYohETdfkad5I5gKTJM1NuBCchoYtN287ALaK/KsUrftR20qxUHQEXjHFWmHyk4+a5SzXouIrCajNnjflqrbyP2thfNiny7yMZN5sWm70/cs57VuxEr1YVKto+erutV7JbtWKnoEfr4dtOOkF5PnBA6OuXnVOme8u/F8Woky66JXIBiBKtQ48ZYwWQHeC8TuyLX2Xavb23G+gqRMWSs8RonihHzvx03xgkjuMdl+lCZfqyIBd8wYbYaXgGrfQVEXXWrHH8siNglCJPMH++Enl74ty8oHAeWPweOC5YF737X7mfVBaCU4uA3QX09oGDVavjnj5jVJX94g4hdgiAI05ZCevwm8lUFlbGILGM5drV4KZW/FdnJcw3L9/ZFIhVdKW/MZSy6Me7cBMnqWgMVk1tzvCoTmTBPY7DsivykqrVh8bdUj3H9c6tbcIx8/B2I1bKr6MCyayQ3RkuZ32M15vtoKxfq8L/xpaoooMutGSbCjbEo7I3DBL0jMDTcnreR1fkyVsfqnTuJFdTBaNeXV2DCxdRKy1XPHRaraHLQw4ph9W0u3xC6LY8Qp2sixa4RrmF/oq6jHWGkoP4j5Su0Gs5itz03THAt7mV3rBxFmJlEhnkxlsY/bcVGfFFhtzyHXRZgvuIw6d4wjtnY8lHuql92nYxlYZZgPLbKLMKqHH8MiNglCJNIMqn57e807zgRlhyh+MdLJr4VwNveCnPm7J5iFxgXTK1hYABqaoyId9EnFQ8/Cg8/KoKXIAjCtMPJEtvyGFbv+nE64CgxbapMrtTAVrOq2I4ce1TLrl2wIvM9rL5NkdhcOvKP6pPDivOM2UWqmGwnxQaVT2IlKtwqs4PGfbPSJaUoqIylbkaaCAbuKOH5B5vN32w/9uZHxu4SN6Z2GZ/nBRVYdlVdvRMwUyAdLhZQXbQo5mWCLLtGim1XFrOrIv/jmo8dOJabH1Xc3F62rMEWrETrGLJU5TorWreNYlFoda3Z/rGhwrppDNY8o6CSbcaiajJc2NxCRf37owtWuorYVenG6OWHWYSND9XzZU4/fcSuHbGstdwcVmIbOpsgG9XFI9fnmBeTcLIjxjXbWcJ7TyE18rHtmhEtu6y256q4VEd2bX0ujGM2Jqq56hf777A8DA/4P6aXM2NExC5BmER+81tNJgufvthczFER6PwP7r5CF8CbDlLkcjBvLixcAA8+CO97j+aIw+H7P9D094vgJQiCMC3wCqiB5lIQ4+3EuRkzYZyNasLQ8G1216tY/Vt36NjVXYn86n93hFzCTMh7AuGv6Po3qmVXpXvfWM8bpKsyuVCJbTswESqdvxgAWUXdKmG4NcqoE/PqQkBsw9+JbX0C8qnydE4O5WSxekYTLKPPNhNs2VVIl/ry9sTJShGpmpBTJhCO0UV1sHV0K7Gy44/QX0az7BoXi5xS2a3OV4YLpFWIbXqI2KaHRvx9XJ7wtCa2/v7hAnhQB2qswarHzTowmge7tKGou4eurxP/fBvb9GCp/ov9UftoawQ31+LYMkIQdrSP1b0Ou/X5sWVgR1zDRxDNtR7+QmDSZwZleRuhbiIov0Ct0xMuvpJJuWzaCIVClfRjtMKMbX6E2KYHx5zlMVGMhda7MbLybgV2fFiA+iIqlxzb2FLV3btafopiV+SYxVWN/UJpxU7tV3VlVRXXWmUe4qt+P2Y3bBG7BGGS6OrW3HkXvO+9sN8bFY6jefwJ89uee8Cxb57a/O0qhx9q/h59NHR2QcGB+/6m+D9fV2Rz8L3rZXVGQRCE6YDVsRq76xXIjfMKUbr0gGq1vRhYWwSxO3bZjXEUsaZSCCuKbqnuMU98VWWMJ62NW8qweFXDj6fr55kPI0zG7dbnjQhScQxV6caYH8LuWInVtRMB9osTre0GzR/Nsqt8MjzsFIGQpoaJimOdTkysZVdsy2MmZpOTQw11BpPZyEQqN1j6rCxTXt83E7jR3NHG0oe8Avamh4i/eAuxDfePLcOZfsj2l0/2hrUflMcMG8fnKLeANdiM3TZGwaMa4+SlHD1YpQBeEnR81GCLcaEddbXQ0RZXiNbfDtSlHYdYXfk2z0E3LMJfcCCAyVd2YOzH3Fm0FyzA4KODcw+jWAdlcakqLLvG2GhqsJVY01Njj/FWVsWlL77P2K6lCaTsPhQN3j9CR27MbqWx0GYspgDf89CYRcWKe0aOPu753VGU75a/LIkKcFasQuyLtEWsHqtjFaq/ilBWTOfmsXo3jjEnRTfGUv8rWtKpVLd5NsgOjtwf9LAPpW9OFvJDWK3PjSknInYJwiRx86/NBfupT5jB8MWXSqt8fPxCE/dqd2b//aG2FubOMaEw9t4L7r5Hs/fexpLtyafhgXF+kSEIgiAMR6d6RrUuUdG3qpiA7mqsFlajnrgkOlmpLrPa1pgCo4/p4BV/SwwTXzSoZDt22wuowZaxHd73ygw3lJPGbl+BFbjsjWZZ5s/d1zyAF99cV+Yv3YPdGY1XFBHuohOu4v7bmxB6jnE/quruVrkqm2eC/fZsqBBNqjG62IWbKc9fcSITEdqsrjXlQftHE3K2k4Wdxep8GZUbhEI2PKDK9BFrWV6asCvjxmgn24lt+Bt22z9GyUzJwk8NNFe1blDpHnMdZftQvZvGlM9YyzNYA81oFSs/Z6UFTscqsxgCgNaoga27Zo1ZbJOdjBk3YYw0RhT7l++V6iG6euYYBOnIjyN8Hkva4sp7vondpD10vA4dERSs1BjdArU2Fmw7GvcOAqstP7DsilVNEgoL0ZURR4xXNTKxdfeWxi6n+vg2jDJRrfTZNEtFnU/k3Mf3hl+rI1pTFse0chG1+EJCB+qW9o1VXWlx4OjKjDuRx1yiZOW0S0Tqtey6jsTssuPBhyr3smAfq1pcruBas3o3YrW/VNruZCpWWYxmp/hCJyq2+qiB5vAcxnU8cl2V7V9shyrXqF1cVGRs8fJE7BKESaC9Q/O3v8H7z4U99zAX9b33mQt49mw484zdW+gCiMVMkPrmFjjxREgkobsHnnwKzj8PjlwKP/6pJpEQ6y5BEISJRG95Crv5KfOl2gP/sB00dver23e/cvPEn/0ZqmeEt7tVH1DH4j43BirjclX5rfTW3g8f0MccQLoyHpAxQxj9/MXJm7KxetZhtzxT5bjV8hvZFnVlLOa1psEkyyaqWlOodDeqkEZlB4zo4buRuEbDJ/4q0Wr2SfdSdfIQmcTbW58YMQ6RKloMVE5kipP9QhproAm7fQWDg5pksvIYE2vZFebTyxP4TJVwckZYKIpEoUBRdLep5sZY/Osby498CrvrFayuV6qctFT/qkJw1One6kJoNoHKDkDUFU1X9LtiHYcCosYey6qDY2EcAtSHGsGoi3yO0KaeU25RF3WdXXdvZNwqinMeFIXBaN4rBYxRVwvd2f6lS+6U2T7s9hVmsxUr62d267NjenGgMr1Y/Vur96Xt7au9QLj2zPmrUQwC7hbQdrAIQzRe1UixvIo4mYjbcriX+ZNLmvYZQdyvjIvm+5rmZo3n60mzfVL9W4itvp3Y5kfKf/BHEvyq36dKFl9e+LPCx6va34eXznVLXi2+r4e5P8aansJuGZuF0nYJXmaoaAD4qBhX7Ad+VICsLHeV66MoLPsOoUVgdhC7+RnsbS+NsKpscVyN/OZmsVufK18tuXKcLlJc3bXq5VqyNBsLInYJwiTwu99rbBsu+Ii5ol1X89TT5rfPXGyEopnA4YfBuvVwzllmJcYFC+COuzSWpfjqZYqhFPzvjSJ2CYIgTDQqeBC0254vf+D3CuWWN2WM/rZfJbcZC5nmJ6snGNWKq2JbfsgsLV5NiNN6WB7VaA/jfrkQtVMuk8PELa/sa/XzB5+LE4pqk/qqKyRWfwuvCmbiX5yc6o2PYLe9MHKe3Tx2y7NYHasi4s1wyyBQqGS7CWA/St0oN4fKD5lV80atw0rLrgpLISvGCy96bHh8dcmKMLLbqBTdR3dylTs11FHmnhu2m1JYPevDIOk6IvABqKqz18CtLmUC8IeTtGoCg7JMH9J6WD/Qm58ktuWxYbtYA03mmKNZv1X2n3F8hCq50e76M+ioWrbvQqobKhYysJufJrb50ehRyvYx4mxku/ZCYbC8X1VMtkcN3F4pVo9CZdpiOzmRSXbUTSwQG+yedcPyoxJtw0Sg7eZ1JDzX5Mf3y4XSKEHbKq8Asdrh59IVY10Fsc2PVumzpvxW0iyOodIjuTWWC0rNLbBhE3R2wPBKH3vfy+c1gwNjqy+7e23JCrBq3lT1+qioi3DUD8YHT8egzCB39Pw//miB1haz7+qX4Yknyi2doBRvsYjj7MRFrsuvnRJVxK6IwPXKGmhrM9Zqw45TPEKFSKoS24g1P42VDKy6grG6TMwLXw6V6tNuewmrd0NFvn2q1+Eo9/vifV7ELkGYHvT2au69H844AxYtNBf0Aw9pXBfq6+Gcs2eG0AVw2KEmSP2CBbDX62DWLFi1GjZs1Bywv+KfPwL33gerVovgJQiCMBmoiuXQ7ZbnRl6FKhKbo/rbfiNMaSte/VzFB9tqk7oK049iDCtVJcaN1bvBBESPWg5Ej5npD1zUilS6MUZdI8Z4v4k8lKvwGFWsAIJ8eK6xWDA7jGBVBSPEFhrBsitwOVLR42QHRw4iHbqhRsWdahZpClVImThW1ShO4kN3xBHi+bgFyPSj0oF1lFdu2VW0/NJ2DQ1OJ4351oo6GUNbaB+rf0tpoYAdwXNQQ50l161oXQRui0TEr1IaGFXoLaTBc41rJEC8cXgaywQwH/OKnObkwakrLEyih/Aqxa7RrJbGSlD2oqXeGIVFlekfMVbW9sQua7CZWMszZZaKqtIyqHiQ7IARZgsVCyJovyQ0Rie6FeON1TeaG+lOtE/x3OF1EnVdqxC7oMytEYz7l92xauwxr7aHV8D0V39ky65inXiFMNaYqlyNsTLt8IOUfx0m6o8wf6kQ291giDOegDv//P/yK/DCPzSet2PHeP6RTta8OBDmBzBZryp2jRDjMLjuPKsWhR8povngOMNFboC9Ew/i9TQB0NMLSkeu5yqWlS0tmseegFxu+2VUmb7yxRzCe+1wt0g10Izd/IwZVysssAcGI/uOtgAMyqTLJ82YFVyDxeu4tQ0ef7LiMNFnjULlS7aIyDbsnJFniWpxDHcAEbsEYYL5/e0a34OPBlZdWmt+/BPz2+c+vfvH6opy2GHm7/r1ive9V9HSAnV1xroL4F8+pthrL/je9zWuK4KXIAjCZFP5FjnEzRHb+ADkU8Q2PWSshSr3DSyPwjfElYw2462cRIQPwVXeJAcCmIrG5QnFCE2sZTl21LpsNBfHsRIVeCqFrrJ8arp7NO0d0FnUjqwKl7go27HsUp4DTtYEBw4nPzrIkoc1sHVEt8JiOuVkSoJF5eQgdPEc+c19NO3QkKa5yataFpVoxRpsNqt9aT9StuA5pmhtY9egi1MMfyyT6hJW58vG+mp7abVG9W2qCMAdFT2DehjxMBVC0/ZESe1FJqfDD2osxbYXE20ERoudVdl/dsb1sJCuvsJnMCm2u9cN/62S/BBqsBmrwmppLN0K3y25FSeHxwRSqS5i6+5FBeKWygULIRStO8NLL7L64EixqNBYibaRVzTVI37ZLo6ryOerCECR/FElBpEqrnZpVZt27+AcwC2YcdHXKH+UmF35IWPh6ObRgWVXWZy3sutyBAF1RA1se2JX+TWvMXOfphZ2UAwux/OMC2Gq0ruyLFHBWNFFmN3/IlZT4E5TLLeyhvWbYXmP/hqMD75vypzL+Tz8YI5Eex/ptGbdeujtqf4SqcYrue1Z2i29JAmu7bANC2mGthlrqcwY9Ge75dnyxRx0IB5VCuSAl+wzgryTqX6/HC1GVvQFgfbNy7KoQB6IXclkMXnp/qk8B3IJEztzxBVyq8Q9K4srVpmnHetDInYJwgQyOKj505/hPe+GvfYyV/DNv9YMpSAen1lWXWCC0s+bCy+v0bzvPWbbgQfAQw/BwKCmrk7xb5cqmprgr/dNaVYFQRCECCo7AL4fun6UXIgiFCesmd7hrpAjBj+uPolQRffFqs+tJcuT2Lp7gwflQNgZaDEWPE5FgGonh93yDIVc3sSGHOvtNTuI1buBQtZly1aN6wQP6iPG7IKuTh3NJbpo2VXVxbIirlVlOu0FAk8bKtNHX7/mxRdNTBTd9hIUBcZqE9JIndpda0rHrozNo0pWbqNONrWmuQWSCT8IxDwCvgu+F4nZVSl2xfFVLCjbKlTR3WW0czsZYuvuDV2ktjehUUMd2D3ry91ihi1UUNEndeS4USu2KufTlo2um1Pa4EdW66y2UqX2Uckuhokdo60aqIoueRFX1krLvIrg1cNW8BwDsS2PYW99fPgPoSA0Nos7YMT4f9sVu8IJ83C3OzVgFpEYFnS/oo2U75XGgTI3xmg7Dz99IqHJZqu0nZPbzuqJ5RZj6zcpOjt9rGR76TjD3BhhWND1YGEHHS17LhGxXBs7oXWhHTN9IyJ29fYZqydt2ahCiljTk6aeqr6ciMbsGsmqsbIyFda2f2x3cQRVRWzPZsFxGN5RduCF/+zZ5njZUUJQWh2rsTtWjRx/smhZpWyTl+D8Pb2+cecbyXLRyRu346D/ZzI+ew49SX9PAS/YpbOjvB79KmOo0m6puovXfdCH7KanmDf0EgDOKAuKVs9gSRQqt9zWDCVcOjohmSq/nnTxb9Fiy2R6hGNTEgi1b8SuoqGjV+5O6Hkl10erf7Opt0wfyo+OtUWRuLyOVLrPxIqLpo1es0oN22d7iNglCBPIH+/U5PNw4T+bEeGppzW33Gp+O/MMsO2ZJXYppTjqKFix0oh7bz4Genuh4MBf/mrSvP0EOPoouPkWTSYj1l2CIAiTwiiWQWXfi+6BtVVctYqTTidr3AyjlLnI6CqfK8SuMEhtlXwVJ0DFVaAGms1x3Bx2/xasga3l+/keaqgdCina1/fS0hrN8+j3mVjz01i9G+nr9fBcSGcIguP65VkbNWZX0YpJY3W+UhbYuejaqSsnxeE+Lo6rwolRezs4roZgUquy/VjtK7FaXygT3MLjADgZrO61wYqSI4h0xR3DSXq1FbD8MACz9oZP+pTvQH4Ip6uF5n9sopBzys4RChDBpN7CC8tg0o3cFqG4Gk3i5kcJgh2UI2rFUOyDRVEkWhehtVd4xmC7V75v8fCeT2tXQ8QKoyS0VLVQSHWZcg6zYBxB7MoOhNZJujJmV9TyLypuZQdNO8MOiQRQIQ4F+1pFV8DRBLmKfSrLF17d1fQSrc1qfj3rSyl916xkGGWY21Wl5VCp3sP4QVHLrWh9pbuG5fOVNbAlNIAppbXbXiTWXLGohFeItHP5tV606imWw2AxrI8FdeV5JoZR0SJWlZ37BazejTvcjsXrwZ/3xiD+ojGnSac1HR2wdfD1UDu7lB/tl1bhi7KdmF3BD6ihTjo6NX39plzWUGfJdW57KxsGaSKaEpXjvV1Z/0XyKShaxEUOq9CjLoYQxnEK3eD86r/bcZT2QwFy3TrN2vXD81dsM+Wa+6JdGAwO72H7+Whzk0oFQlAgoPpV4gBa2g1jr4eiVDEOne9iB3qoUzAhX4aGxjpPilhAFQWpIIZcLp0D7VHIFcc6N8hfkFzZkXtL5EXJYEvoMjs46JPq7jP3ZN9DORm0XWtCGlSM655HaZtXMC/ScgnKXBMjK/hGrwGrfxOxrY9TCk3AsOPvKCJ2CcIEkUpp7rwLTj0F3vAGxZYtmiu/q4kFL2H+5cKZJXQVOWaZor0dOjs1Z75P0dUNhx8Od99jXBeVUlz6WUX/APzuNhG7BEEQJhztQ26gSrBrTXu75uVXiiKALlkhxBuGHyc6Mcv2l8egCR5Ih4Y0Tc0VlkWR38PtI7lTAtpzzIS4zGIj4mbhu2za5NPUVCFAaY0bznF27P5ixJ1i2HI9omWXHiYm6dJkxc1hDTabFaf6guDIXjXLLkoTUN9j1WpoaSn9prSPDibWxgVKY6U6hws/xVmfkzWTEF0UeaInKlkaqbKJQzWxS0c+Vq8/K9NHPq+J+0ly2aBsxbbxSpZCqiw+VnjUqscsT1Rqy9jmR6oGdq+aHoZP2IaJXUH66ARrBAFrYAC6ey2Git10mJtrRW5Cd0jXWD6GeaouJMSan0Fpn2xW88zG/fEaFkfKEzl+xOrLGtiK6ttiUlWxkKqGSvcaUaVqHL3oNbU9wavYh0Zw86q2MRhvjCWQSWENdZiVDCNB3sPV44YdpOKcWld3f47kPYxLF6l3zyvGizLxALNZzZpXNV6hwkpOa2IbH8TqXF2lgDpwza20TKKiD5Um8qtWR2IYhb+XjrczFK0Adf088z0Q/Yrdz4QIqRAmqwaxH0kQrzjfUAe9vUaEL7O2odKCKMpwy97Qe3D4GarWRWzr48Sany7PcXCPGnVoVxXjgu9h+bmSaOxWuL9GF/aA8rhm0cP65VZQjd3PhXuFZdM+/rZXjICabEelupmfXll+HO1GwgQOvzfYtslXW5umuwfWjsHDuKo4W0gTW38/VqIV5Xs0FtqoS24I6wRKlmdVxa5sArt9pQlnoH3aW7LkEkPm+vI9c33ZNeUeiIHVnOeWjzUql8QKLMdLiQMLLe1Xt8IezY1xB68dEbsEYYK4+0+QSsPHPqoYHNT8+//R1NaaG+4B+8PixTNV7DJ/X1oBJ58EsxqhscEEZnzkUfPboYcq3v1O+P0fTAB/QRAEYeJQyXZiW58mtuHv5dt9j77+4jcjkoQuVdUm05GHTGugubRSoNbh2+ymZujpLi23Hk54Ky2/ii48VR5crb5NqFRXaLVAIWVi0GgjQrmOJpM1IQHCvIfHCiZXrmsezJ3cdt1usllNW1tx4kHwoF1p2WUevn2v4uE7+pa6OKEfaMLuWWfOq6uIXVqH7kdOYB01VOHR5GtVVh4zQSm3AFJDHSZfTs5YRoXpK6w2FOF2q/Pl4RVQ5a2+9kwAfjcIBu16mkSiFBxaoQn9d3zfiDKhi5uumECPsFiA9qvEoBrbJLx0yCoWKrrochgR3MpEp2Kd+qUJZ4Uo5boan1hk7jyCG6PnsGGDT/9ARFjLJUvC33ZEpGxOgbIpzH1TlfL4w8Wy4vcRVuHL5XSwulqQrGOludaCfLiuJp2K1FNoIRdxpUz3DhdWRxAFRzN2CzcWUliZgfLfopZmvmNEic7VgTVnhUgaFiciykVPuJ24eFqXrE2Um6e3zzR9GBcpKvqBcVMcdjiNUtDTo0kmNZm0b4KIKzvSh8qF1OLYWryGqoqk2YFhrqpV8Vys9hWonvVVrWlKGWWY+yeqWlyv0v5K+yQjFkSplHkBEq6sF+7iobXGK0Svs2qHLrVNbMPfqUtupGQoWqUuxhiHTutAUBplWMDJBm6zpTFtXnYtc3PrIJfESrTR168ZGAz6fjAOl/T4ioMH+SzG7DJ51eGiINF3CwqPbP+gKXfzM+Q3PEcuW348q+jGqKxSv4m4oipgn4H7aOh4Inr60YnGKCweJ7ScBl18+RC6HQaWXUWxi8gCK0H57aYnsDpXk0rkKeS1cU0NRDGlfZSvgxh0wX3Kc5mXXs3s7IYKi7bi9aAoe2FVcc8sI9tf8cJgWIHHUCklROwShAmgUNDccafm+LeZmFVXXK3p64P99zO/f+zCKc3ehLLfG2HBfHhppaa2VnHqKbDmVSPw/fa20gTo4osUngf/7/cidgmCIEwkxo2m2lhbuS36wFxlYjZCfCOrZ515Cx8GlNeEz7vRiWAxfd8mrNBtzR/2RB/GAAkmGKqQRmtNMumjtc+2bT59PZWWKuWxPFRim4nr1LESu+XZKmUv0dFJGCtJBWKXigpNkTKbCUK0jqLWGlUsi4qTJKuKG6OyyKTN7zWRsDoKja8rAij7XrllnZfH7t+CSnVh928ywb2D2EhqqKPkSlmsG42JdebmQGt01RX4ogKBz8ZNsDbwmksMmlWkczmTTmldJi7FNvzdLHDgZE39ldVd4DbXuYbY+vvDrXbr82afqlSKPiM9K0Ta3C+Jb46jcQtRgSrSZoEgYQ11YCW3BfVTPil1HDNFdBceFJZRVV4bXoHYxgfo37iJjZt0eXcJ81IR16ws6z6gUHhG3Ay3R8U4c5zOTk1npy6VcQSx66UVsHY9pRXrwjyZ8q15FV591Te/+yWxy3fz4eTXbn0Oa9OjVfLKiO1QdWvQP1RR6NLaCDbJDvBMbD3f1+A6kE+isgOR+G4wbCyKin9VrT6r5Jeo2BWUtWjwZJUL8sPKFvluVl81n1MZxdYmTU8PvPxqdP+i4GnasnhNO6NoWcrNY7e+MHKC4nGD69VufRbsOMX27OmDgjOC+B4WtNRXVGJbEKS8tE9np8dzz5dePrcHTTCUNN+zuUD48l36W7ppa8qY1QdHEnIr3D/rkxvwQwMec/2VJRljHDpzjNHdGO3Ol03cyWLeAhdSS7vY2/5hyrdN07o2eFGwHQvPUpE8fE/jqEZAk1ezSr9FLLvyueL+iq1btXGLj6Dw8H3QyjJWuxVCpymbJu6Z8XtsBspV7tmR46rAKrV0/w5c64tFVhbhi5Jgowr627ZXWlmx0vRrjYXlZFH9mzD9zwKlUOluvFQfff3g9LTjV2sgpSKrNRP2UTM2lI+N1kBzeeD9YS9JtlMdFYjYJQgTwCOPmTc6Hz5fcfsd8OI/4Mv/BmvWQG0NnHbKzLTqAlBKsWyZeeDSWvOudyoyGTjmGNi8GZ4LVlDfay/FGe+DP/9ZrLsEQRAmgvKl7quMs1Hrh+ID6gixTkY8BoF1gvbLJn3hPKj0wfwppIN4VMUnbW/4uYpv+otxebRPMgnbtvkMDJiH8kKhiktQtDxOad/K36phYc6pim5JfoVg45csuyrv4GqgiWLwXs/T5AuR/PguKtEWrjAX/ADKQls2uYyx2KqNu1i9m1DaWA4Y8SOYOPueEbCiFK1IKmNJaY297aUg7kmk/FFRaKjTxFGKvP1PJDSJgdLk1fd8CtF52LD6i0yefA/cLN5Ap1mtTxdFwPLJl930ZFlQ7tDirpplR+R8sfX3Y217sSLBCOJR0A8H+jV9kWeLMLh58R+UJtnFyV6kH7lOcR6sjAgz1DNMzCyuslfrFC0Hh082ozHbfL9iJepAdFN4uF7U9Sx6bZj9HacY4Du4XiosL5NDgcVRMLkOxWar3DzKrJgWCAbaC0XRrZuc0GUqkdCsedVY+EQyW8oTVTZXu7yiK98VcQtY3a+SHRyipRUTX09HLLOiomCly2Kxv2Pa09r2El7nBvo6Ks0iIy6nGMHAlNdcn8VV45Rdiptnjj+CiqL9IIxfIAQQXejBLrmwar9sIl9fZzbni55zWmO3Ps9Qe2eZ1ZRKd5e712UHiK27tyRYly2O4IFVOuer6xQvv1xe+eG30I0xYjmU7jbjTCR9NhDc04ExX9mVpY2o19ll8uH1baOx0GrcQqMWdZmIW3t0PNbFlwREftOlPCpV1bKtt9eIuxVZAfxgeHGxNz5QbrVbFK8KmfCExRU9tYpBzKiPdW4PjdktqFwC17PKX2BE+3ck/27eYWAQHKuRQmw+vlcSboq5VBirY/IpcHNVXcGLYp3yXbOybdcarN5NpVNG/q/8OCJhPkuJyxfu0NS6/dRkAovFIO9+IIhrFSMUuiqugXqnA9fxTRxHLHzfN31P+0GsQYXVvR49YFZZzWZ848aY7TeW1YGgX/5CQYfXuYnnGBX6I2WiymeT8zFUSgkRuwRhnNFac/sfNQceAAsWaG78pebkkyAWM4HaTzxx5gWmr+TNxyi6u6G1FY46EhYvMku077kn/DZiyfXxjyo8X6y7BEEQJoLQzTCgt0/T3hF9iCy3fkD7gdVF9TftvufR3a3J56q9BY9M3rQfuq2khxwzafE9cHLEtjyGleoO06voRK4CFXUFU8ZdIpvxUcBszMQqn9dlMX3Cqb2TL48RMmIQ5kBz0F5pAqs9hj9Q60iRi5Nes7PduwFQKO3T1AwtLaXHa+XkUOkerL6N5SdEgRXDLZgJY607AIUh6p1uFIGrTvEte7oXleosrcxYVqZIzJuqbozFyUYp3wTBlkvBnDUtrRjrpIDhwZVL1gNhPK6IZVc65TPQ77Fxo09fn7H8KhMLc0mU7+Ele4dPAqMre44gSlqJbcTW31cS6JQqrbCHiRW3cb2D19OMlSoGKY8KWFHRT1M2wSoKR5E0Yew3rVC5BHbXajOB9JzwmL1t/fi+xrHnoNBlFjZhwP2i2KssXngRHq1YFFEDyvfxisHPfccEoc8O4Hsemzb6gehU/N01/brCsuu55+G5F0qtVOGZV+pLylyf69ZDIVsI60o7Tni5DA2V/4WIVWc1QajSUqeQNkJ16HJZcllSThqVT2K3rwzPoUYy1RkmvJcs3VSmD2uog/aVG+h96SUTfysct8qFVu2X3BjbOyAb3yNIFdRhuF9pn5ZWzdYmP9zseyWJRkUtOpUqiaa6vG/V1gbVEYay81DpHtqeeZGtW0vFtLpeJbb54dL37nXGAm6wKXLc4HRlbtOQGjJCVOgqGXURq3R5LR5HlcfJUkFZNOY62rRZB21aHh9LuXljkFplUYdYy/KIW3vkWqsQu2xVHD9MfrZt0/R3l6/mB8batqdiQeAyyy4nh/KcMlGnp9ulu7di4YnA2thXsTAOpV8Ud4BVa2yammFBZjVxN1Fxz4gIpkHQNw1opUoiGuDbDfjYWHi4jsbq24jVu758VcrIMSu7e7jCZlBG24r03bGKXWFdR++rxZ/Ni5twIYygvxbH4fA6IDqmE8S9NC9dlPbQykb7GpVoLbmwV6yOqPDx8xkyLZsh0R5uNddJ5B6srBGeM6LXWFgrZSkGBzQDA2MXvETsEoRxZtVq2LARPnge3PBjaKiHr12m+N3vze+fuXhq8zcZHH+c+fvUM0bYO/008yB27jlmpcZX15pB7HWvU5x5RmDd1SeClyAIwniwYqVDZ5eG7GDZKncdHdAXDV9VIXYpJ4uVbMcaaCr7bWBA8/iTRmjK56FvIPhhhBUYi64aAFs2uWbSonW5u0oxeS4Bbp58XhvXmAihO2PwoA2adMbko8E3BdmwsXQwFXkojnW/gjVUir1jb30Sq626u5DyHZRfwKfC1TCandAFqmxjqZ6UAt+nMJQk7g6STgfbnbSZOEYmqEprUmnI5Cy056JV+aM9WqN9U9ZcXkfOUyEuVgSMDq3rKvNd6apjclF+LEr152tNa+tIYpc5pgomQMXvrqPxHCMS9fdrkgmPbMYvmzB5vqapubQyno4ZNaA4cRwYiFhzVLq25hKgNdagWWozMeizaTN0d5t8dnWDRQHHCdJSIbZF4tp0JxpIZ0z5czlNtqBwnZKQgtbGigrCdlPZQVSm16z6qX1aW30e/1s/W7aac+Symp5uHQpwJSuX4qTQJhk17sNMNlMpi/RQATXQYtp9cBveQCcq22+sR7TH4CBk8iXLL9/z8LWx3rA3PsgwtGbYYppak9jaBLgU2zKf9cyk04pjaVPgjg6NUy3ueBXryciPZZvttheNuOuXJs6lfYuicTDRVjau4+A6PuvWefRFnwUrY2H5fqnPBZZyhbzGIo+VbDNx/oI6igbS93XJjbFQgFx8zyBbpVXwwFgTFa/v9RtM/EFzeiNQ6MDVNJsrt+70G4PFBXRUAChddqXLdJQJenT8DOIVFS0Hy9x4fT9wO/PxUWE7l7lKVsTsKi1mUDxHuUBhFcUuDateht4+ArFXB5dN0FaFbFhu36d6rLToeSJWXH4wnB50YLBNQ74AuTw0bR7Zz7O3p3SO4guZcrGo1BL9fX4o0Ib9xMvjONqIVb6Hrp1NPragdExlhxZtdU435ZZdJdFUedF8KOyCOZHnmvaal32VWfTiuiWBtCgm6bJ7ox/xzi0JlK5r/mkfYna52JVIaNLp0eZIo12b5n5TiM0N66qQc3CHBlCpnqAOYqH4qCL3lOJdwfJd6gvtZkQNV6ctBOc1Kwkbi2sjiudWP4LT1UoqHdRhYCEbtbL2UZEVYiP3J88JO4vnmuvec302bgysYjVsbTL3kURibPNGEbsEYZz5wx818+YZkesfL5nYVEpptjbBXnvBXnvN/Mtu8WLFYYfCk0+Zgejd71I4jglUP2cO/C5iyXXhPytcD+68S8QuQRBeG/z2t7/ltNNOY+nSpZx//vmsXl1l9a8q3HvvvRxyyCF87nOf227anp5g9bZEa7Bl+BgbnRBqAO2Tz3v4Udc4oHltPwt7HqYQrr5X3Knkmmj1biwTX8IXv8FEynMrZt/Bg61ZnW0lTz+RZcNfHjJWIcVzF9/8+h6etgNLKp90puSuVZ6fyCZfl03GVG4wsCgbzuyhV5iffRWUHZl/VLjhhRYKFSJKaMmhAI85uc1kMrB5i1mKXuVTtLZBd1+sbJ/1GxVrN8ZLLiXhpFKjtIuVaCHd3k4+F7xZdx3wNWqwudyCRZn4TOl0FfErLAclwSDKMAHD/B0YgJbmiDtm8Tetief7TH7wS65CgajheWaSUlOj6ezS9A/o0I4qn4dCoF0OFMVSVe5G1raNcNJUrb+afQKRKm9+L04C02mwfNcYERWtmCJ5TA15gRug5pXEUtZv0ORymnQaunpsursJJ7oqO2DctHRxBT7KBQftk0xq6knQ2xe4LxUNSYohupxgBh2x7AqLMNhq3DkDi6j6XBuxvvWQT9K6Nc/WJiCTQA/1oj2fTM4ilVIUCsaKcd06j82bwerdaCaM+Qo3PobHNcqkPdr/8Qpu6zpUELNHaYeCA76yUNrF15pXXoVUcDg7ta3kJhuWvfw6NpuNq1s4qfcKxvImSJvLGRHLxAkzloZ+2Idt8lmfXA4yGU1rW2B15DvEWp5DDXXi+z5W96tY7Ssi/dmnuQVa24KW9kHXL8Cfvz+hOyulPJn68InFQGMFUmix/zkkk5pVqzWdnaWyGSsizauv+nR2lWLOFvIRkRvw47NxDz3TWAgGrqmluonEXaq0hA0traiKKmRMjK2yOvdZu45gxVsrjM3mhO8RSuev5sZovkesBCkJQ1pTJpIqiuK+OYeXz4Wuvb4fEZTCrLnGSrOKZZfnGQM/Y+RnxoVczggx82aPHLNr1UoP3zeLLnieHj1ml++GbVasVGuoi1iyicSAg/IKJeFPY9qUkoWkKprwhUREzei9BIV2cvha09evaW9Oo5VFnZ3FjbjXV1p2FS2BS/kvjb/LnzUrL/q63LLL9zXPvwjPjxbWTeviDbzqz55Vg69qQuHypZc0mx54mnjHi/i+ZigViJ9RN0btBx8VcS9BndtrguuHrus+PT0Kx1Wh+7RTAKV87IwRna1sn1kBWAWWXUF/yWZ9tjZZ5DPmhuDPfh1DQz79/Z6J15XqxHV92jsgkTSeQU0tRnzu7oHeHnM9OyN3mzJm/qxbECaRbe2ap56Gs8+Cn/8SDjzQfP7Vzeb388+b2vxNJie+XfHKGmOx9aaD4I1vgMeegPPeb5Zibmkxg/LeeylOPdmsXpnJiOAlCMLM5r777uPaa6/l85//PHfffTeHHnooF110EX1lJlfDaWtr47rrruPYY4/dyTNXG18jYpfn4vVvo7PdNZPtyMRsVno9tp/DdlN4ni7F9wqOmW5twksPofNpfBVHaW+YZYmJDzLcmgiAQpqGQjsxN2FcuIr5CibEyvfwiZt9dMnFoWRlVZxQmf0WpFdgZUrClq6IZxL5IfwY9xKBe8vw36AkDPpeVDQqTo6KbhomjWPixJv4LYHoMZSKPnIH62MpG+1mKYplxeLUO52o7vVB/C5Ip8BJJcFJk+/rQwcWHyYAu6KQ1+RylKwKAlxXs/xZj0TRoig6OVXlbVHr9lJfMDP9Qt64MWYyMDhYnJAV/yu6jZZPDL2CA/hozBv5MK6Rht7OLOuebQmFqYHBwJo72N/uWYdKdxE5URUq20OXbU6nwdL5cN6nQpnNJFjzqk9Pj4njlRjwaNsGuZwyfUNZQXmCCW1TcUEDVbL2i1j6Ka2x3DSWdo0lWbBSY5lmEQq1pdU463LtvPyyx+Crq7B6N4berKHIoDXJQTcQ2cBKtpEY9EimY4FVRTEfPskh0PXzzKEzPcPqqvL6Cy3VnFzYf7Xr0rZN0dtvo/DM5oiSUN+7MnATi8TI870y68ZiXedyOrSqWfUybNxYEhqTgx7ZnCaRDEQoK0ahZiGd2dfhaYtCrrSwgOfDwIBPLlXA81yaVrXxwosa7eRLK8UGpFKm6TRWWJfZQpzEoE9qKMhvXxP7DNyL63qoVJepvqDv+9h0d2syQ07gIueTzUVOEFj4ZTKaRNKcL67TzPI6yq6lYn0o7eP5PgOD5eqV0Qo1zc1+Wcw2dzuGUWqoHbtjZSiCm9986vpeJtPaDL6L52m61SEk7ddHDqDC/ADD3RixwM1jJdpQqZ6SRWxE7CqeMtqP/Hw+1PWNZVd5J7N6NxLb+oTpv1Y8uPyK1qJGY1OquLiFsYoCHVoVDq8Hj5iXpKnZLLrQ12eOVyl2OY7mlTUap+CZfhz1RAxWFVV+gVSiYBb+CKyRurt1KVaeyeXwVYOLH0OxS6GVoq/HpXlbDYkkDPQbay3P1XR3OuTzZnzUlWOWCtz8KsRPrX1yxTVZfFARsSuRNNano8+PIvejimRbtmpSA2bxiUQSkkOgcCnkNamUGYs7e2KBVbVG5YJ4cV5pLLV0AVWM0RVkvlBwSXQO0txiVugsuupayqcmbywTbScifEbuj7mscanMZ0ydulYdf3sAnnkuyLRXCK2883lz7biueaGTyxtBbZjl6iiI2CUI48gdd2psG+K2cRf5t0sVtq148GGwbfjAuVOdw8njtFPNfeLBh0ApxbveqVixEk45Cepq4Te/LY3IF3xYkUrBX++buvwKgiBMBrfccgsf+tCHOO+88zjooIO48sorqaur48477xxxH8/z+OpXv8oXvvAF9t1337GfLPKw3t6uh5v9RyatKjsA2UGcoQSDifK30sWYHtmMx8AgpQmh1uT6++hoGqKn18fzNb5Vg9JeeOiipjI0ZCa6KtEWxlFJZRT5PPiBD8687Frs9hVmWXPAL+RNLBrt42o7mCSVLK5KgZ/NtkI+Up7AzSSV1ryyBvp6TXDqBx+OxC0LJjBam/JqZYeuSsMD5wf75Aapd0rukdr3ggng8BX9lAIck0kVDcIdWH/EvSGsQoqGQnvkpbqZtUfjUaUzRkjwCzl6emEobeMUfDo7PZLJiGBZrPSg7YYSDkr7DAVByUcLANOYb2V2bgtKu3gexN1BhobM5Mh1zSqYYbkwmdXaNZNa30e7eYLNrFptLL9U4K40OGDcHPOR9lmxklAwGBrSbHpyjbFSCa1dSsJjJqPZuMlMeFR20MQzCifoGt3yIv7gNmJ+Bo1xR8vlgtm69iE/hO3nQ9EzlzVCnOurYEIXtLnr4PtmYum45p/2AzGjTDD18QO3Js81E1hbVVgChnGcgnzmkyxIv8SerKe3MxdpJxXERjKCqQr2M6tJ+mjfpVaniJNDY9pC4ZNO+fQP2hQcn862crFAUVoN1fODeg/yYSsjQg0NaXzHQaPIFWLGsssHNxKrzdeAm2dbm09Tk08hr+nq0jz8qLEmLIo8AwM+HZ2QzWq2bDX5TibcsH3zOQ+nAE5gmYZl4XS1UejtoG/QxvV8slkdBm0fHPDpH4CuDm3ivxWtebRPOq0j8amMgGL7BfygiFubFe3tPi+tCKwO+7cAUJPvxupcg+tBPG4ED09bvLpO89yzTmgRWLnAYOhGjBnD6hlEez4USqqYDutM091t3HRzuZIFTzajSbT30rm5l47QcsyID+E3rdm8xdRBOu3jFMwq7q+u1ZStBBpYG2rMc7PvaXrUQXTn9zaWf0DZaoxaR+K7lQZlle5BZfpRvRvCdtKU3D3NdWH6UfHlglfIF2W0YA0Ar0y8yySzgfWeC3Yx6Llf9EDFssFSpj61hnDB0BGWHJyT38ReycfIZMDyCxScwIrSNWJ5d5ep4KbmIMZXl7FCjApxvuvhY5HNKLZsyOJpG7SH7/v09cPWFpuhIXPNK+1XuNr7gFnZ1SkKssUXE46Dq+uKtUFiyKKrS5NKFsikAhGrmjU1EbEuCDEQxsDEBHi3IvpbKmUW/GpqKW0bGNAkkx6qf3O4+m1xfG9p1XREAvun0+B7HsboVpFKaXzHpaMLenqMKO5jhfceEzAerGwiuIcrFqZeosYbBKxw1VjteVjaoT7TChoy2WL5Stequff7YZ0V+595WWaF7o0vvBQnl4N8sNKvKbcZt5RlhMoN6xxWroLaePBs4JuxbSyI2CUI40Q6rbn3fiPy/Omv8JZj4ZhlipdW+KRS8OZjIBZ77Vxy++6jWLoE7rvfmH6/653mnvv8i4r3nwsPPAjbtpmB6tBDFUcfBbf/sWKlIkEQhBlEoVBgzZo1nHDCCeE2y7I44YQTWLFixYj7/fSnP2XhwoWcf/75O3Q+1yUyIS1NrrQ2MTYGE+YB3vLzWJk+CjkvtMbx8lkT7yvTH7p+mNX6NIWMi+toclmfDQ88w+Cgmfj4rsZTNSj8ivi1Pm3re8kNJk2w9oEm0mlNor9Acsino91lXuYVatz+IOdmNrBpo8OGDZjJCSZmV3Ri9I+uJQxlbJ59zmfLZo9MRCAqzg2zWY2lCzh5HVpSNDcXEwVWB76xgvBVDak0tLZWEYaC7zVtz1HrDpa2+5FJUKVbKMYiBSizXtCByJGNv67ksembGCTFSUcmXTpWGCfHNpOrgmubt/SDmkLeRwexTyot3bKpAraXIR4ruaZEyeeN6FGcSCvtUuf04Guoc0uWhmtehY72aH0EK1X6PtQ2smWrR6o/E9blobm7Odn/MTbGOiCThTleKzX5ko9YfZ0OrSiMxYam4JTyXgpqDr29ZkKcTgfuqMn2UOyK5XrIdbQxL7sWSxdAG4u2XN5iKOkxlPSoWf4T9h68P3S5g6IeYAJw+9hmkubk+dNfNS+tNC8sW1uhp89iYIBA7AsmblpTDOHjeYFll19scdNiyf6SVaL5ayb9i/QW5mbWGpdZuxaXGjNB12ZCWBRFt20z/aGGHPUMMIcOYy1YMPGoens1W7d6rFgBDz7sl63uR8Syq7XFCDB+8GxlKY/BASNa9/V4aBRDaQs3l0d5Bdavi4hdPqAUiYRpb8c1QhSYoOvFSXtRZE5nYPNmj54eP3Ah9ejp1fT1+qTztYGbn0++YNHbHYiFvkU27bN1q4nNY1xdTT17YfyjwB3W99myNeIGa6qamJ8yQeh9Y0+INmLr4KCmp8dcPbaXNRNkF+bMMX3L9SzSaWhr9QKBwFiOJJI6FEbTacJr3wgDpq94ER+q0MpEa2PNienLxWvbSafo39KC3vYKngeFgilrJmNc6cCsWr5lq3Fl29pkgs739pljp4Y81q/3SAz6ZoxAkc9rBgdLVrYvvqTYvKVYJ1HBXoMVC62fshkjtOtMgnTKxclmw4YsDmWWMn01l9UkiutB4BPv3xCuVutraGrS4YIL+bwR5xJJzMIXVknsKh7bUlCb3ITtpdFB/zLiSPm4VBzHYl6Gudl1xAY3s3fiQfZMLw+v+54e6Oo2L3CK9WzhlSyn/AJoYw2UzcZQliamc/jaZkFmNQ35VjIZ0FrR12/Es5r+dehsIsyH3bHaxMxKQnKw1N4xP4OFQ4Eg5qD2yOct6us1MdywzKryFhKI5ibAfgZrqIPkkKKzy7hpdnWZ9rRU+TU4OFiKyWb1bmT18wO8tDyJyiWxBlvJZjTPLPcp5M1+vRWB/bVn3ITBLAjR05YknYZkV1/gmmhTFMu0XVxVIQXaXOfKzZQskTGB5j3Xw3EtLGViABYFOoWHctLUuX0ov1A038MPxmUw9z+tLNOXlBGdi9uDD3R2aIZSps/MaX+YN+nHAjHWCLraB88ZyZ+1nNfOzFsQJpgHHoJMBvbcwzy4feyj5sr/5U3m90//6xRmboo4472KrU3mQfn1eyuOOBwefEjzkQ8pYvFy665//oiiswsef2Lq8isIgjCRDAwM4HkeCxcuLNu+cOFCeiufUANefPFF7rjjDq6++uodOldtbS2oWrq742SzNrW1tcTjcWpra1GqgZ7eWlpbapinO1lY2ICfSZPPuNgW2LEYDf1rsVtXo5pWUlc/i9raWmxlMc/qp6HQQl9/nG3tNSirFjtmY2mLVLqO1m21KFdTl+9nYKCWeLyW+XSx2N1EY5wgH7UUMj61lkfMjhGz4sy2hqgnTX19PW1tMQYHY9TailislvraODX1c6mvjxGPx4jZMZRlYcfr8fw6stk4Q8k6FHFq4nHi8Tgx2yYWi9FQ6Gaxs4HamhoaGxtpbGxk1qxZzJ8/n3nz5tLY2Ihtx4nHbeK19XS4hxKPx6mpqUH7teTz9dTUNJAcqmPunDnU1dURL54jFqM2XkND4yxq6+vDOrZtm9qaWubMmUNtzDb1HlPMnTuPzZsb8B2buroGnEXHUltbZ9qKWryhQerSLdTVxPB9Y9lkWRZ2zCauXOrcFI5jYykLpUwMs0Y/QV1hANu2sS3Tzg0N9TQ2NlJrxXh9YSVzrUHi8Tj1dbU0NDRQV19PXV0dL69p4OU1jcyaPQu7toG6mI9OJ+kfjLOH3kidTuN5Mbp74tDbSsy2QFn4niJmW9TFFFhz8Nw4mSEPZdlYVoxGPUiDytBgF6ipqWWO7qXBSmED8XgtjY2N7Lm4PmyPmto6ampM36ytDeq1rvR7fYP5vT5uYdv1pNJ1zJnVYMoa09T2r2eR10Q8ZmPZMWK2jU+MmAV9ffXkMhaz9QC2ZX6rramhkLNxChaWimHZNdTUxti0sZb2bXHyedO+8Zo46XQttm1TE49TW1tHfX09s2Y1Ul/XYPpAPE5DjaKuxiYeixGzbHKFOL09CpjLnNmzAWiY1UC8pjboN3F8L4bvWVixGDE7Tm1tPQ2NDdTFFHUxn3Q6hutY1Ga34fsxLGVhx2JYVpyaGpuaeIyG2hgFJ05NTQzbbgjrq7GhgdoaU38+9cE5a6itraW+rpaYHUfrGH19Pv0DcRKpWuhtYbGzgbraYjvUUldbz6xZc6iJNZj2qamlsSEeXEPzmDNnPo2Njcyebc7RmGnhgMwjxGM2DbUxGhsaGRioJWYpUDaWZaN9i8FkHAuIx+PU6TTtmwYZTNhks4psPkZNzFy78ZhFfV0d9fW11NbUEouZ/lETlK22tpbamhpqbbDtGLZdZ66nmhgNdbW8uraefGcHDTGHxvoY9fWN2LFaFiyaQ21dHbG4uZZTKZum5kYaG8w1vGVLDRs31WLZDfT11qJUnFzWQmHjY2FZCsvX4Xg6OxhP6uvrqa+LU1cTJ9FZoKGujtl1FnVxG6ViaGzq6uro64+TL8RRKkZ7ew22XUtnlznfUMr0a8uK0dsbI5GIk881Umc7DKVi5AsxcoU4sXgdiUSMmF0TjjuOa9PZFWfW7Dlks/XU1dZQ39hA4+wFWHaD6feFOLV1DRgJwCKfr6Whvp7Ghga2NtVTX99AQ30N8Xgt3b01pn/FY8yNJYlrj9qaOHYsRk1NPfmcGVPnz59PTU0Ddk0d8Vg9s+pizJozj3y+joG+OHV1dcyzE8ye1cAcp4uFXhM1fg7bihOvidFQV8/8+fPDf7Nnzw/LFI/HmeUlTD1baRbYA6V2r63BjjUye/YcM07U1lETs4nHa6mPWdS6Q7hODF/FzHgVh/pZc4nHY+A71NTEeZP9AvNVBw0xFz/RS64/G15HpNPk8+Z+U2Nb2LZNvCbOHnorMaWxauYwe1bcGO9atbx+saahVgf3nprgPhQjHovT0NBAQ2M9DfW1xONmHEmn4+TytWg/RiZbi6/j1NbUUF9n7gmmj9cTi8eI19aaPjbUxr6Ff5hrvLaWuvo6kgMx+nsssrkaYkGfbGxspCFIk8koPM/C1zbxeIz5qod5fivz3A4WWe3Easz4WlNj2iqRqKOQN31gaEiRSQXXV6wW16vBwmaw36Y/EaeuIXg2sGPU1trUxS3muNtQlgWez1BfnlhNDf2DcXp7Td7isRj5vLnH1tXVUVNXhxXcr/N5G8eNYdum3uvqTH3UxTR1tfXEYw3YtmXSx2vH9CwU234SQRC2h9aaP/9Fc/Cb4NHH4IjDYdnRkMv5rFkDC+bDIYe89rTld54OP/8F/P4PmmuuUrz7nYof/EiTHDIrM95xF/zLxzR77aV423Hwhn3hjrs0p582QrROQRCE1xCpVIrLL7+cq6++mgULFmx/hwj5fJ6Uk8NxFP19OfK2WZUqn3d5+RWTpn7oWeakltOUeiO19Q7aAu1buI7HhvUZEnVpLEvB/Dzk89i5DHX+EK5n4eaGKFg5entrmOt6FPIFBjocCo7L3KHnSeVcemsaUbFaavJDgMVQYgA7n6d7QNHZmqPe8lnY6OI6WQr5PJ7nkc1mae/IU68KWPFm2pjLIQtTpFQev1DAyvXjesYCKlvQZLIO3YM5auo88l4eO9uHdtM4NS6WrXGdNPl8Az2dWdKuxZBOgVYMDChwssRSKQoFB89x2dBRYO4sDweHbAa29GbJ1GSYMweSSchv7ac2k8UpWnV4LtlMGiudwco76FwOxwHLLeBm+kkmBiHRj+M4aOXT2tJL4pWVtA89RXb2yaTtLBknZ+KSuAXm5Afx/XkU8ll04CuaL3hkM0PMsQfIDA5gJQfJWQVqbA/fL+AUYsRdB891cfIF8vk8fjoNrkV/ooOaQh5P9+PEHfxMGj+dQmVzqEKeTDZDzk2TSg7hFgr4rkNPjyZRmEuh4EKyg4TXiGVBwR3CjXtk8z7EXfxCiq6XXyHen8HJzWNWbgue71HQLjW+j295pIYKbNmSRXkpasjgevXUxPPU1qQZGswy5Kbo6IRkQmMXCuTdPHXxHAXbgUJQDoybj5cdxNvWxIbcvmTUIhY3DJDP58lbKTLZAqowgPYKuJ6D5znGRVE59PZmqB0sUOcUcPwaPBwWuU8zmB0iH3ehBjKupqa2QFvrIE6+ESewwnNwSKUdPNsnm8lhqzi+G8NPJGhrHcJxHJRSzOp9AtdZQN9QgZzn0jg/jkOGgcFBrMIAs4GujhSDAzEKBchkC2zbpojlC7iuoqDypNOQqc0ST7ZTk2/H9WaTThdQ2iWdq6Wm3sVxXDLpHLlsDs9zyGcz7Jl/nt58HLcnRl8XxPd8A3FVIG1nSacVhXwtjuPgpzPk83UkBtN0dnjEPJfFdQUGkrUQs1lsOWQyBfr7M+QX5+nr12Sz0OkMce/zQ7x3dop8bZ7uZIqudIqODqirgy1bjBtyrePgDPWRrd8X17HJ5zIM9Js28goF8BW+59PWmiNZiNHnZ8lYDgucTWTyGsfzsHwX37VxnQKW6+KrPNlcDqVdcnV5fA1OLk06XUM6baybUk4DeStPznfwU+Zv3M8xr/dBEoU56MI2au0CeftNJIdSZLMKu5Amn8+RHsrgOHUU8g6JwTQ1Ok0+n6d/wDJ/e9M43XlsXWCWV2Av5znceC3a93FzaXK1Jt3gYAJn1gDxTAbHKZAY6CLV8wD19TDXUhTcAhRc0C5DQzkTj8jPk806dPWl6Y7nyJCnrS9NOg2LFubIpB0c1yOdLJDvepWa5Hq6e20aa1w68y7dViNvitWQzebJk4eCh+95DCRc1q9PMbglwxvnDJHsyfLypgHe1pAmkXSwMgVq5+aJOQ7a93Fcl2QiQV9/mjVrYJ/Xg02OnJcHJ4fjOjhOgdlqgGwuj5MH33XJprPkc5p0Ok1fX5psMoPjeCSSWWYncugG2LA5T4OTJW7lWJh6Cj10NPm6DK7r4CU7yTt1OKpANpViYGAAx9HE44pMRpPP58NxNj2UxM+bFXvtoW7yXhbPL+BZFslkmoRKkkxq4pkkjpMnl3WxbBcr1Y/j+fh+LRqXQj5PYiiL47jENXhuHsfzqSt0kVHzcbXLpk0ZGuoVSileWaPxBh2U7+JnIBtzcWpclO3gFAostlZiWTa5vAOzamjIbSSf3YdEokBiKMZQIU+95+K40NmZorNjiHg8Q9LN0WdnGOgv4KaSpPK17GM9hKsdctkChVqXfF6RTqdJpTSuA5mUS2dngey2NPk8ZDJp8vE86Bipf9zDop5+emvrqXUcHtn2VizrCfLJFHOcJvKDCVzPJx6DQsEhP9jHXNqxnCHyehZ55VEoFEgkFX3b0mQas+xZyDNrlgbPwqeA53s4nmZwyGPIzVAouLiuT6bgY+kcjlu01Czg+h6W75PNevhOM20DDWgUjnLI511SQ3H6B+tJzcpTW69xCgXjaum6JIccClmXtMoS91wKeZf8UBbHUWSzWfoHUnieiVXXYx3AAWN4Fnrtzb4FYQJYvx42boKlS8xqQh/5kBko/+//M6abZ5811TmcGurrFR94PzzxpFkq9rRTwbbggQc1F3xEYVvwm98FpvWW4v3nKl5+BTZuFFdGQRBmHvPnz8e27WHB6Pv6+li0aNGw9K2trWzbto3PfvazHH744Rx++OHcc889PPLIIxx++OG0tLQM2ydKPg/5giY1ZNwPK4n76ZLrQOByooIg446jw6DWxZhdoe+WhganE7+QpbvPIpvVKOXja8VC3URDvXGDKXdL12gvEm/D9cm7Jo5HzNJk0g4Fx7h4WPjYfhovnzeBbz0Hx48RI0+dW7KA84jjusq4WOV9fF9jWYq4lwR8iNWRq9mLoSHjftXdC91dpcVQVqz0efmVwJXT0iSTkMnZYR6LFD9v3uyHq5/NnRNURBCzS9txurp1GEdkbm4D2gke4q060Jps2qXe6Sw1hVKlGGFhCykT8yyIA1RwQDlpHBeGehI0OF1BW5l6ymQh5c4CTDwnNwjsqzL91KSaTdwsLHzfD1ZLLAYMjpRP+7iucW3LZ31c4mTSxuUNCBeYK8bgAtBOAaVzDAxa1LtdxPw0vrYoUBfGdTGurl7Zoo+WglgMPMeluwf6+yExFD226QOetnA9TcExcVts38QEo5ANuqKH42psL0ku65s+rn3yBePuZtzN/DAeka81fuAOp7TPolhbmKd01iKZAC/vhG5SWpvnt1wetFJoX9PVFbiYdfo0Nfs4DvQOxIz7j9YMJSFfANdVZIZc0/+D+m5u0QwmTAyexKCJN2O6ikW9P4DvOqiO1dS7vaF7l4XGxiHtzyXLHLQP/X0+Xl87c+iixh1AWTCHThjYhtvXTm9nlsZ8i4nRozVbmkw8os4OH19retoSkE+FAfE1ioJjk2EuqZRPKnBtTqchkYDePoU/2EltYiO4OVTHK/S9uJynnoFHHzero23cqMllTV/VvnHTc/IuuayH5efxXReNwvUhk/ZJZy2U75p4aFhYmJhDpq8qGvNN1Lo9WH4B0CxKvRgGqVbaKy0aALg6jtImxte2dgIXPh/cPD3dLgODQXfXTujGbMcstFbkujvMYhquZtXLhLG3iqGuZs/SuB44jk+MArPqHHJ+IyiNF2tg/mGHU+P20/rww6xc6Zpg3srEZPJdIz4Vr2w/qO/i2FNcoG5v/XKYL883bmOeB7kCKMvElNu4ejBwgXPJ5KA9vSfrCifQWjgErY1bV1ovoM05hC57Cdk8DKU0ua4O1mxqAAgEEhNIfCitIqvZapTvks9BVzds6wgC7bsUPdsAiJHHcwlayA/Gp6Aszc/heqCVjRt6+6nAV9gPXVBfl34G7WRw8r6JU+ebsnpNL1HYupLHnoDWNlPnnqdJpTX9/RrfdZiV28zczKssGHya2d1Pks2YtnI9E1Fs9cuQy/gkE2a1XtBoy6yuW3Q9Tad9Xn615DKnfCe4ysBWXnjvC1dUVaaENgVm5zeRy5oyd3RaUMjRqPtodNpQ+MyebWEpn0zaY6Bfo7Uqi8W1ZavGaX4FnU/T1WnGi1RaE3OTzKaLOp0kX4D2dh8F4Uq4xXtPZxc88aSms6tYu+FNhNp8D7Popc4xi7IUsi796zehutcxO78ldHHWGrJqPgtopsHvp1Awi0342tR3Munj5k0IAj/wUrdxsJWJk5YrWPjaIm/NQWsfH4XjxsAvRScz7uaKXMEiXag3/doz/dhxjOutWazGCspWYdygzRiaGzJ+mwXHIx/GS4NCzrSYBnJqHmNBxC5BGAf+9FdNfR20tcGiRfCOE832v/zVDJYfu3Bq8zeVfPADisZG+N+fa+bPV7zlLSZo/cIFcM7ZcN/9xZgF8L73QH0d3HWPiF2CIMw8ampqOOKII1i+fHm4zfd9li9fzrJly4alP+CAA/jLX/7CPffcE/477bTTOO6447jnnnt43eteN+r5uruhswP6+jX5nLHU8COxqJT2ShKYWTKsFLPLK010UikT+NZz3OABtRhoyiWRtMllTeBr5eWYpbuJBdqYW4ieS0cmf2BpH+0XAynnSScK5PIWbi7DbN1JA/1YeOF5fG1jKZ+CZw7u+eDpGK5nxK5c1jerYimzWlYmA+mswtMKxwV8I060tcP6DeawAwM6XCmtkPfwfUU6EyOZ1LS26XBCUXwcTyR8eralTYwmJ23EAj+I42TF6eoy8YT84IFde2ZlMF/FUGiyQ2Ym6Dk+7e1GmPJCsSuMzEWt00su64fzdtMkimwmEJ4wk846hrByA6EYWcjrIAC2Rg02M3vgJcBMLHt6obXVzJySSY1ZWM2U76WXzOQ1XzDLw2ezPmULOwYiVdkGTEBnx7Ug2UM2Bzm/Du1b+MVYL2gKeTecAJu8u9i2qZvAcCvobKXAzYmE6bvNTeZlYkkIIYxHNJT06eiAfDKNn+5H+z7pjInX42VS1Op00M+CYDe+sQbUGurrCVcQc13Q2sLzNYN9jgmsjmnHvj7I5SCTUbS2eOEKf24qxUJngxE1iJl4XpEA9o6rSKVcEgno6fF48ulCeDG5rk8+b46fHFJ4nqLB68ZNp+nvN5NgxzF1N8heoVhZ0I34gVhU6/axp7+Gxnwzvgd5GvEdl2RSo5pfYF5+QxDAGWylyWRNXNl02ohti921LLDb0YF04WHjeQqvYMTu4kpoxQDVDSoBaCw3i+toZqk+smm32Gwsahg0wmUf9A9ohoY0/X0er77iMS/7Ko1up2nBIGaR59lo7WMrFzMVNdutQGywtENDoYsGZxuD/WYFw84uE4RcaRdPlxyTPGKhoOi4CjummD83Ip4FQ5DtO/jpIdAaO2bh5F3SQz7zaSOb1WQyJu9z5hj92vehocHsnM9iBC5PkfMbjftwrYtlQb3TBRp6tmXYuEmTGDTiwcLCy8xPrw46fiD4aB2JZWgWtAITm0sHwfEdxwS3d12Ix3ySSUgN5oO6A8eroaVwGIMJAqFcU1dnStvuHoSja+jsVmT6k8RS22jQ/WityeaCxRQUJJMqFO0BtOuSDy6TTLq0wMHQkIkXZYRXJxRQAWqTm7F8E4+wr6XHjHvKDvsOykJrC8t3sZwU6YEsA91p0h2dDKWN+Oa6mlTSJ59Mkd7WCph4iXfe6bN+o8mnrxX93S46k6CQzZPv7qCm0EdvjxFCMxkTi6yjAzIpB9fx6OitNaK/sslkTIRBpUz8sVTaNosZaI2lTcw6raE25oT9xfXMfclxzCIMdQzhFsyCDmgYSiksPOaxjUb6TND8IO6VrcyLJa3Niw/fN2OM7WVZQDNWzwYGBs24YuJolQZWxwGtffr6zVgVt93SKqo+rFlrhpFYDLMIgNbw/9n773Ddtqu8E/yNOVf84s775HtulK4iRpJNEBJgIYPIQsZFg8Gmyi7jUC5326a7bXdRXe3nodrt2JjCBgwYR2TAloQBESSSkJFAQlk3p5PP2Xl/aa01R/8x5lrfPgIj2Zi+EuzxPOfsc/b+9gozrTXe+b7vaCqy6nY33gFWeY4duUTSHCEakGgetqihmjWIQOGOSGXO9Dhw67bj1i0zrD84MFB8Mbd12FFDaJhMhas3PLOFs+efGmA1n9sqosEA0f7iGiEoc82pQzSzxzGXFfYPbEyFYEBZ++hsn1/aerwppNimxt6dhtvXq7gmK088FdtD5a6qsL9TnIJdp3Eav8uYTJSf/Vn4vM+DX3svfPVXCkkifPCDgd09ePGLocj/4E618Vj4098i/Oq74Rd+UXn9lwjXrsMHPwTf+A2CCPyLyO4aDIQ/9nrzPzs4PAW8TuM0TuP3X/zpP/2n+ZEf+RF+/Md/nMcff5zv+I7vYDqd8sY3vhGAv/7X/zp/9+/+XcD8rR566KG7/oxG5k/y0EMPkWXZf/Y8WWbJ7nQGzI7Rax9hNm3Y27PqYBCBrxNLrYFflrRbtbU2OYrJ5Kzdto+/38C8MqPZJAmMhzWHRybhFzFGxPXHblJNKyCgd9ULtxdeVDl+4mOUs2cJeJpbz5Bjsjenc0uom4Y6OPLpVfTgFh+/dpbFQjheFLF0vHLrVmA6UQNfoln8/v5yl74XbrF/fZ8bkVilEdjTYOyoxVw5mgg7e87YLPaheLf2dfPo3WwfvYvk6Blmt2/iF7vUiwZE2D1MTWa1sKpSR0dw+7axzYKYWfP1qwsOj4ytNJ3B1WsGtJyMXrjDYPGssWyONCaYlnAehnFMEhQClOzjmsmJKo6RDTZdsPfsDfzsNoIyP6rY24X9vYa6MpDoYx9XnrtiIGiIBsazRRKZdRVPzV/M9fBQHCcwmwvBpZElEetrqbW3xgpm81AYmSPmLI5APTtRhTImg04Cu7tmII4q67MP0KuuxaJiMTFbSFfh62MfszF4smbA7NjGUj1v8M3MTLWbgAYom5uUsmdVEtUS8qOjwOGRHcCJJUsaMEYKdq6DvQXToyXK572BHtOZcDwJ7OwE6kVNXQU2m49FsMszn4UIUEXMGIejYT4PXP/lX2L3mesdy1EwkM1RseRvGbvsxg09AUQGaow11pAQIhPCzLyVYbjO/q0J06kdpaoaFvNALsekCfGzJ2ZbswR+MjcjZxJBIsduOMOidqQ65WzyRCwU0N6LWNW5YIm1mUorVWXAzXQG9yfvjUxOA9VEYDFvONwzBCUNx0Cgie1dBW9G3FqdYHYZ0OYI3ZpU18ru/hL8qSsDwvYPXFfZs9aMJBZgUGzD1EmIzB8D8wiBjeP34Hcfo794mmL6LO3S56kiM8/A+V5v2XY3bxhA1LKn5nOoGmfO46Hizo5y87bxTOZTAx+u3bC5f3ykHEUw99o1ZTqBNDXWko2DYAzHBhaVGHgfoKqXhv9lEcENYiVRVZSE0Bp6x/VzcxN6ZeznYOuPZ9Et7SEYsNIZhEtr0G+M19u3aq5csc+eOUNn8t5WhNXQ4DHgReM6I/ND1ia/yWD2BLduwnQK4DpmqUbqWtbssXbj7WzLI9bgjRVBOTomAnYRBKwC60fv4c6HPswv/mJgdxcO/VkaMo4PFxweWQenMmdRwdGRIKrcfHqXKkq+q1mF0FDPK65dU3Z2pZuPREZaFRwE81g+Oqg6sGs6aalscDRLOD4OPP4EVCFHaBnPQpo0FP4IwTZevFb03CFgLLJEajQENATWw+NMJ3BnJ85FNfC5DvDMM+2zRTqQqsiBYBVI8xxWe1Oats8wIBKg3wOvM567As18RlrdwbOIAKY91xoyatpqkUqlOVUoTOJJw8AfUMqh/ayJ7RMLOywqA5MPD4kbTiE+YxxV7YHAoTuDIiwWxmgNAXrVNQbVMzbvAtR1HGdkTOZ3V9cFITS2DtdS0miCixsGCt19C01X3MVRLVl7WGXJTyX+4Gbgp3Ea/43iZ37OHvZJYsWDWsniP4nG9N/6Lc/ftX26xNd9LTz8MHzn31Fe8KCx4N7+s8rmpvCVXw5v+wm6UvBv/BorRf8ff/J5vujTOI3TOI3fg3jDG97At3/7t/OP/tE/4qu/+qv56Ec/yvd93/d1MsZr165x69at3/V50pSOUdNnF6cVmcw42Idbd0zmQlgmwG2ZdQdoCMxnitQzfHNMFpPJrgKZGmBTN4FGvaU/tZLoHBFhPg2kKSyO5/QXz7Fza05olmCXONsZrxpvFddaUCnAYjKPyYVSL6yasYbAZCJM7uzjteZ2dYZHJi+j0oygQmiUo0N7SXbejJfr2uQ6t+8ITQOF7jOYPsHOLqB0DLVq0b5YW1sE8YRgu+w3b2rc3bfbziuTUJrMzKRet27ZD2/cTtHIaGo3nO/crtGgHRPliccXVklO7PenM6iDUMUXeztPQDUwmyiTqdLU2smqQh0IjbColMXCEorZ1KrgxY4BVa4/fUQzOzYJqCqLykC33R3lF38psLNn93d0BI88ZtXemhoaTW3suJoqZJDY/6dTIDTUUjCvJLJTAopS1cLCrzAPJXPM3+tuaWzDXEsDdYIlT9dvKI8+qjzyKNzeWYIyQZdsM1XIc5MeHh3DwX64ayc/RNRgMa9p1OGpycIBs5ndW1Bn4ElYxLEbYiVPjUyHlmkFVe1oamV2ZMmyDdJIMghqx9LAKldxu49z84lbbPA4SXNMQ8LujjKbdRS8+PmGalazu6vki2sdOCMohTtmJVyJEisbC7O5JZyHR8Z4yJjQl0NjXKmBjIrd23RiPmaHhzCZgdOGet4wOVa0CTgXx0yAgd7CYwn4wYG161Pzh5kHQ1LqRnh88SpmoSR3E9aTq6zOPsoKV0mbQ2PASKyoVtUR6FSuX1eeeRbC3IAGkQgSNS0bykAUVSVhylpyE2lMutiQRGZNFZP9gAs1icxx1IRgVREXc+1khhrHR1bvU2vCI49aN9Wa4kUZ9A0cOnfOQNa2gmQchQasBRjMnqY4+DhOK+paO/aoMXCUxBsIZEC/VYSbhRIBggrThUnihIbbt+OKGYz1o2F5zr09ODg0tpgQqBvIkiX4nqlN2tnU5peGJaOs3RNIfLz+uuL2baVa2Lhtgc+qFvb3laeegu1ty0FCoAMr23XOKkDC5Fg7+SpYdU1V5XCvYj7nRFhVzHa2uTBHMCBfgo23Zj5FVMmrm8vzxU2SulHm81gZM57ORcZoVbWbDHGaOZsz9WxOWd0k23vE+qqB44lwNBFKDrora2XGToIx8WaP8sD0JznnP8at6wv67DDgFqIV86ZlDLVgl1I3CVVlGwZW+dRyjsO9htnEmM4ffTTj44/EZ8DhKHaIyQtX5RoPuPeQyJwQ4HDR49n6hTQ4UJN+q4K0jNIY1cJAnju7gWqBPa+amqax8Z/oFJ9Yf+SZcvW5io0n/jnjxePLY1TGGCt74EKFqq3hqDI9gju3rcJtCw4ZkKcdUHcQ1hFt6Lv9ruKjEOjJobWpU5Nh7hs8FNQ2mgS4NjvPXEuCelSFaRgR8OzvG5NzyG0Gboehu0m1UBYLMbag2lg4mpyQj6qtelVtzy5V+JC+jp1wjuULSRx7J8CuhIqmUtCaEAKPPBL4VOIU7DqN0/hdxlveqtx/P7z73fDa18DGuqHNH/gA9Pvwqleemq0nifAdf8te4P72dxoL7uffYQv3N/9JwXv4gR+0Be6++4TPejn8+L/XT5miehqncRqn8ZkU3/RN38Q73vEOPvShD/HmN7+Zl7/85d3PfviHf5jv/M7v/M/+7nd+53fy3d/93Z/0HIlf+micjLoxs/WDA/NUaj8jBJyaBEOAo2NYnX+U0fSRDqSaHIeuBPp8Dot5QFVwAsfHgUVtlcrQgPOYRxQwmcKVK0pdVYSgVPOYbFVC3JRv0yLq+YKCw2ga0hBUmU4DOzuAnPAGwbHeP0bVMZ0EmtrkeosKptPGQApSrt90XZIfLwfFEtt6EZjevoVELzJRJWgCUTI4mypPPAk3bvm7/Mek/UuhzdoWIeUkxgPC8VHg9m3l+i0Du3wEXlq5aFPD9RuOa9eMeTGdQKjNyFtoSGVBIovumKUcENSSeVVLVg8nCYr1hYRA1uzibn2UagF+scfhXtV5tgiBgwNlQRkBMvv+wV5jfkG1JYeZq4wxJIGyBO8sid3ZiUnbsUb2lhKCgyRlr9kmBI8X7bJkJ4E25Y1kEpyYd9vRgfnA7NyhY7vYIz9eq5hPzXPPWdLZNA27u0u2idQzLuhvMjtamHxNalCoYhXLEGVFLWCDKmWzQ9ncialfBHBrY6HUFUyPK/xin5FeM/CG+B4i5qPmIkvMhylNozhd0KinrpZsJID5Qjg+bE7408iJPlAKOcRTmycTDudadab16WwGPfbp6R0Owga1JoRYU2w+i4CgdJgFQoNoTWgiA6o2D57pTFkJzzDiGsNwlcP9mtBAHTKCOlSV2VyYLIQ6JFSVMY/q2Yxi+gy948foLZ5DaFjM1NaLCEjOprYG5M1Oqyw18le9ZIR66s73JygQjBlmbaZ4rWgiKHkh+QgPZb/OUG5xeNDO80DKzLzZ6mPqxlNPjnjiSeHOjn1i9yDl1k3zaitK4bkr2o27FuDQCCI3dWSKOKGZ192ccKJxuVHbJKjvZsXdbC6RpIoTKAtPmihelCQxZp8qbBz/GoPJo2hQ+twhY858Bgf7BnIIxiba3bVj+sX+Cd+sJZtsRZ8hr2/FOWD9PJ+YjLGJw0xV2NuH/X1hPgPnDVhbWTFcZnpsoIgqUE146vGKD185y507yp0dk+kJS2aYYD5NRWljyktgOrV5HuIkybLoyRYXucPdOaCEqub4mAjmKuX8GT78viM+8GGHw4zEJxPj4swmDXu71rCH7iyN5CTO1sMq9sdZ/TAPD37d5mZjLN11nrD20AonAZ9A6pWmaphPTfa9LY+TyhxPzbzy5gsWomeX+m48VI1jd9/WMU/N0bEjSSFxjUnSFa7fcl0/pbmnrpru92/dqJhXMOotECdMZZVjXY0gEHEdMhZqC+ihtsbN58bjbBrQes4az0UIDbbDx/C6YHMjkGeK1hWTWztwcL0bI1ZgxtZQh7XXZNriQzaGFTjPB9nk8bjB0NB3e91mgza1/W63XimXsw+DRglmaLh2XZbjJ9RUlbJ7XKKhoVZ7nhb1bRuHO9YuOSaZDHU7bm1tC3G8GoPZxp+qze/jCdy4RWSkeRp1UWJqcvflxDBgz4UFTa2ckcfY8Ffi5sUnj1Ow6zRO43cRH39E+fgjVn1x/wC+4g22aP2bN9vD/vVfAiKnYBfA+XPC3/q/Cx/7uL28HhzAf3qPgYNveiP89M+YiT3AG79WuHIVfuVd1Sc56mmcxmmcxml8Yly73rC3Z2/aiVRkMo2gg71o17WZZJ80oW+TS1CCOFADIw4OlCtXlL29JWsDVeYzuHndYAPnohn5TLrENzGsgRa/CI3y+CM1V55T0oPHyfQIFZNwtQa3JseyJKmqTDry7OJhbt2Cm7fCJ/hGwUPyTgLCfGGeXQf7wP51suqWMRwoY9l1Y020oQE+8lHQxTErPMeAmxAUkYZGPUHFAIOYXN7YH3LlZr5kLMkJDytVbt0OPHs968AuSzocNA0HBxp9ndQ8VKLWTTHp0p0dO9A8MimCRoaJVJRuv8PUXKyUSWTCaEyO9xertMXemqCk9b7di9bI4piwmHbJkKNtQ8fJphQaJscwi/KVxEVj+mjcNZs0VJVydORi8mj9WVfKdG5tdRzGANTN3XLDkyyqEJRbNwNloVR1BE6cjcfZzCSVJ9k404mx5m1swPzwmL19az9fH0JkzEynrZQWDnSTw2aVWhMaMnoLS4qEYBIjwFdH5GIoa9OA9+bpk7Lgfv9eLo6us74SaGoh8UuWmAaTo9WNoA04FwjqKcslsAImS3PU3LllMlnviKwcY370ZZ9c93Bics0mwGQSIDIGjV8ZCy9oxo3qAs5ZgZ8QIEn0rrmgTaA14l8srFDSo4/Br7wLppPGPHaAMDdd6NqG6+aBImb4rHa+0ET5ZlUbu2c+Q5qaulGOpwY8GoHQAJVLvM+ArbaGRaM4Z+COxwziQwOhaSVuShNMH5qnlUnytEuLGXC7A6Udynk+QF7voIe3WNSewwPl1k7S+b3tH6VUC5OR7uzCxz+m1FVjUilVjo8aZnOTaEt1jGjA10dcnv4Uhe6b1DXRyJQKnTdXCNBvbtBy77wHlwjzKNPzOosSOY+oAcGHB4FFpWy6Z1hPrxGCXZNWC1bdVXZuV9y+bW14eGR95WK7HR2bz98mT3ZrshPFOwPJa00RlGndM6AyGCDQc8Z6OjiI7LrG5NFHB4HZHJKDZ1g7+nWeqD8bDbCeXGNx5ZE4R6XrpyYsx9d8ZjYsTWhB7RoXGW9NE1BxnZSyqQKHR2Zunzg4urnLjad2OZhkSKg4PIr+hQpr/gYDvQkodUhZ0MN5Y28eH1Rx/YD15Ho0h7d50FSBJghDbphv3bxgOAgkScPxZClxThZ3aOZz9g8Tbt4MNo/atTjOzdnc1uIQDJiyYgLgpMbVM25W57k6u4f53Nafw4nHSTu/Q9ycETxWkEURbjT3xOeGyRgTXbTWU91a1gR7vnlngLY0JjMN0deqKCB3c5o6MJ0qx4fmaXh41NkUMp8bWHTlKpw/UzEa0bF/jYlqa2rOIWlzgAJJc0TpjuPVC81iTojregjKQPaAQDq/w4pcY+D2O3P6doy110gIBHXs7dSEpiHlGI0PeSXaGtS+86NrgkSptyMgrGEFdeYzY37VNezsOK5dtUIluzvC4aHNi5XwHIdHjslRw8Fuxd4e3LpZs7cXmM8N6NzfOwW7TuM0fs/jrW8zY8idO2a4/orPtpfUH/0x+/kff+Mp0HUyXv35wv/1rwkff8QkNj/9dluovvEbhLKE7/9n9v/XvNqM/v/1v509n5d7GqdxGqfxGRnTKbzvfcrHbt/HZnqVgT/owKQ27IVWuwKLDmMGucjESaipa2MiVPO6YzoENZDMDMgbvBfMOkxZVA7njdnlHZgkz4AaQTk4aMws+2BOGXYsWQhwoOtMwwBUqaNpvcQdXm0i6yK0tuzL56pgviJjvc6Ia0wmii6m7EzXOGATJEExIKT1zwFLIK5dg6oSZhOoq4a6htJNyEuPYi/iobYKjbs7cDtc5Pr15XmJlboINXs3Djmamt9VHn126lp45pmG3V2linKajeYREm+sghCsbfYPHJOpbZhZXwihVmP+YO1aN46qxtpGiC5PbdXC2Kudp4/1q0ZQU2g6oE8ws+JOXtSBClFqKCZb9FIjYu8ziwXGNPsEg/q6MdPthpRbN5VJlbGooF5Ar6gZpvt4zAcnL9u02hLoOzvK7m40To/slqNj2Nsx42NV5WgxYFrnZr4doOQIP73FgB2q2qp5LseyJUmhgaJ0HdumIYPQUC1icoewmEO59zHaVFRpk0khcQtG/Wi8rkpPDshya3/Csqrk4ZH1QJ4qTXCkPrAy6lSfKI5EGvYPrb2z3CR2ADlmPtQ0jroRFpWzYgpHNhedLGWvzmyPOJzmJF6jL5IlzN00UJDjWxR60FUCNPaPjY/5fFlsIgTPrx18MYMBDMeRRYHwqsHPmcxQDHxctJ7+WDXK2cwkpMfHdtKjowhU6omCE4ZZMTk2UFAcVIvafH9cbOt4viwz8KFMK2ZHs46x0zJjrs0u4LzvJKVeFxzoFovKRQ81xyzK7irNUFVqch6fvIjJ3oSbNwMH+8p0YiDa8THMbu9Q790ycKs+suuZTzk6jMyuAE21lAz39A6biw8w1msggvfG5NLoi5TrIb6ZoFhxg9m0u8HO1gRM6jz05qnUT0wudjzLCY35KpalAQs7O8u5xWJqhROC2tqpDZVmPDt/kEUy7lbxe/KP8WDx/q5tW/bYbAY+ei3NZlDt79A0IC6QyRwNxugKQagbBbU1wkXg+bHHzV8tLjNIY+t5XcOtW7GwQhCT1TUGUlWVrROLhcmCP/Jowd6dKt6HHWec3Lb5HQw4tVkXGYN1RVlEsJVAlmGbBFhVw8mxXXNTQ60uyhAbWopjCPBg8QHbWFFPNW9oVNhtNiPopSQu8PQVD7NDEpkjmEG9l5pM5iCB5w7Osl+tohBlnomZvEcwu93wybImAsSCBmcyRmAsN0maQ6YTJbRsYIVyYQ+PxNk4D42tJ/OZzTcF8jygjUnnW0bv5NiOsd7bp6jvWHEPhavP1V0F4dk0rvmR/dfUBso3kb3cgmAaWvZybHuFkb/NPclHrPLtAspkQn/g2HcXSOp91uW5uDFh1Sar2qFqfnspiwiGLt8r2qIqViBDmMwSKgoUoVoox0e2RkynYtWPp0JRGiuxKCOQ7MEnkOWOLBNyOcZ7WFtVhr0FaWqf6fdPZYyncRq/pzGZKG//WXjNFxhD6XWvs93BX/hFe/ne3oZLl07Brk+MN3yZ8Bf/vFBVxLYKjEbCN/wJ4Z2/CB/7mJIkwpd/GfzSL1fcvPmpIfencRqncRqnYXFnx2RudeOYhqF9Uw3UOAlalc0uRfTrIIQo7Qos6oQ0DR1bI8Uyy6YOsUqYfV9U8YklgqKBgyMxNrNGdkfc3jbGgXLjWsXtO8Ymc9qQEH1HmhUqLayKU9WaL7essJr5DNDGWEIKrS+/6jKR964F85RKC6rGs3/oYiUuOmTncvExbt2y33v8CTrgZDZX1vJdXGKeJIuKTmK5tw83eZBnw0vsvpcF5GB6wI0PPcYHbr2Yfq9lYFmZdtQSl4NDx+07EGbHDNweR8fKzo4lbgHHfGYApcn5zDC+nldRdmUsL4FY3UrI0tAxQlopEhqruS0s+ZjNFQis8zQZRycgwmAcr6DciJWQtW5oGgGX4D2kYnKzxAcWlcmaisxAMm1Zb3VgMVUWIQNRZovo7zVXZHGI14pcJpb8O2M2LGIFyMceV7QOeDFfOZMpEmVExnzYOfD80q3X4V00ZHY1qjDkOjqbQFN1rMGZlijKPBQEPNWi9avTyPzQJduOVjYTI1bDFIEyq0kSZf8A6qN9VpMbeKfGQGyW1SKbYFXiVNvxqqRJg/cGdvZ6ZgK/evAbxubwwu07ds5cJoBSa9KZ49c1FHnAJQaU1MH8uUYjxYmyqHMmx+Zh5NAOPG4am8eLecOGPmY+PAp52OeCvh/qGYKSpTb+VdU8rhxsbgi9ElSFJHNkzj5bLawvQmiTaEEiWtpKeZ2osTFPaP1aVlFdGXghAmHRVqEUxNnvCSCJRzRwfKyMuc6A2yRS40TJM2P+1dEXrtQDrIqhzeWmViZTz84dODxU5k1mrDsVJvOcFXeTzDckEZxyNFQLA4BaXyqXJAba11ZIYMs/zQPZb8RxbW2auzmI+de1YzjxUd4VATcDS5z5+kWQSyIIfZI62RZ0aEGZ6zslsxlRIrz0CAPYkCcZN09zdNgYWOdsXrRyPFRtbSGyiOJa3EpH96O9VcKMftihlAMadVSVmaNbA9hV1bWwmJtMbFHBenLVzOglRGDEPl7VBprNF8Yumk6FEIT9A9C4W3J4aP2hCnkaqKVgMWuYTKCJE9V8oqwaqTHDhONjy6eqWcV4FAhA4mvW16NLloitNbVjMksj0GeLrASbk8N+61EXC6yIVfo8PBT2Jn1UhaHbJZEFg2HCyN9hlB0w6ltxkY3kOe7NPoSnJncT5gthb2/5DGo3ilIWpLKw3mwa5nOYzIR57VD1Ni5YMfbZUcVKeJrSHaJAr74ZQd/IhIr0RZGmAwPzTBEJNHGzo8WQvIcXZb/MA8l7SJwxN688U3ebFfN56y1p1gB64iEfQltyxgDKbrNIATFAv3DHtpkUx3ZVO64dbrKY2TtBFp//bfGI/cUKK1xhnadxzjwVW9sZwdi8IQiTZsjt5gILekym9pxT4M58i/1ZzypyNjYPRkPIc7E5621epJlD0gyvc1QD42HDMJvinOKckGenzK7TOI3f0/j5d9gOyvaWvaj9sS+xh2BbWfDL/tjzfIGfxvHffb3w1V9pD+f/29+wHcivf5Mh+//0+639vuINViHlJ06N6k/jNE7jNP6Lw4nJLGpt6Sb2Il3ktpNcV8D0DtQxA9RAEwKzpkdwGUVuvpMAYRFNqOPLroteMl4askxI0sicUUflBuzIZURgPm26kvZNo9GgOgIzCoonNDCbm1F2XStHR5bQeg9OYpW8Q5ge11ZFj6VkSgO8IH8vY7lxwvfIGGB1pZ0cDKFLHC7kj1PX8Bvvg/1dSxIscYfE1ea9QiyLrkoegbX1dcf61rL6ZcvyWVT2LDueeBbaM3mhQiILzstHAcg5Zjh/iuHkEdZ4MppiO65dtyRk7G7jg1GcFGFUTllLb3YMjtCCNMFTa4IQSJOYCEfQBUx+tKhOlGQP5jVjptjatdmilpiAB567Aof7gflCCC4hSw1YMrArso28MRs0ssgEJQsTFOXo2HSGVUiNZHHCZNs7a4wk0c6z6+hQ2d8HRBmOrIpniAbah/uBmzfN46f18nruOfuaJFYtTKfHlJMn2d+pmUwznmz+kDHlamjwnbwqBBs/obHKaHVlht7L0Ni2EkeMo5dXeGfm3D05NMFoAHFCCI35TQVjIzQLkwcOhhGcbbSrIGYy0UC9cwORQOKNobG3D4upgSehERYLkxbVtVWgXskPcKLMq+j/45U0VRo887miuMiSCzaGQs1CC9DGAORoJJ/rgf1+fWyfdZAnxjLDmUeYM3SYLBPKUsxrL8qPWuCk7w4YTh5FtY5jx+4v8YHLG7foNzcJwZj6LdNRsGsGSH3o/HkMFAeXOBCr6IYGZqHH1ck5Uj02SetiyTwJNfTCTeq4PgQ1hmMTmXu7e1ZB1MAgS+RrEqp5TVFoV6WxCS6ydOIMcz5WWYxs0QDr/hraBKYzk2VfOldTZCDesbUtlmB7Y6nVDUwrx3RqkuL5PHo0RRO1u4rOtouFmPfdbAaTugeYzYm0czh+NNNpBH6N+djKnu3iG1SV0UjMtyqBstBuvItbyrUzmZmhf2Ry7ezaM0GxtX8yjVK+5pjs6DnWB8c8VLyPi7wf6ViMViigXpgUdDbB1rjIcwoB6nnNbLa8z+nUWDmSmexbUBbxEdP65LUMuOlMODgILObK/m7NlSsKARLfkKZQ9mwtFjUZYx0ZjxqlrxoaxEGWm9xTQk0apmwkN/HYnDCQ0OZ9nx3SwkdQEubTmkW9rBKYhAm3bgvzuRUpKeQYJ41RHNG72K2ilTHjajg4ch1AHcQeTokY462Q47geGnBtkmq6yrEutoliYFfmG2PmRYnleFBx8eJSYupbcLMx6WlbibdlyO3tWfGD7eQpUpnZcz+eoGmW46ytAikCq8UuK9kuIto9R+/sOo6rHhICPkxRhFmyjvfK9fmFuD6BNg0HB0uZto3ruBKo5XHosjLjbOZ4Zn+bupb43BTqys47W4h5gnYXabYCfdln2z/Di9zPsSpXcELH1vtU4hTsOo3T+K+M//A2M6b/0Ifh8j3w4APwgQ+aTwLAF33hKavrd4q/+n8WRiN4/wfgB34Iej3hW/6k8Gvvgfe8Vzl7Vvj8z0t523/Uu3dhT+M0TuM0TuN3jCIXejEJqtUMzEMwSU8dEurayphrlOw4UeZzZXYcmC2ErDDmQz+f4xMDbqwCYaymKBolVoHBoCF1S7ArKzy1enb3YTpdMj+yNCChRrDfdc4keFYlzBISFxlYIRhQEoIyxPy3XGjNgpYSIefM6+Rc7zku5x9FxACJXs8qWrXAR/uy3yUKhm/RhKZjvYio+cdI0nlttk8e75U0gXPz95jRuMLcjQhi1SBRa+fd/CGm0ygDE+jLbXR2RK+6HtsvlmSvlKKfWaKLYyN5ljPuCcDYJ9Mp3GXKFHfj08xx1Iyt6hoOEaXRE3o2lH3OcFSZJLRa2J/5zBKYvDBvrMNDiZIzpa6wCngIgYSiNMbIKNljkOzbePJVpHnYuRJn2iQngZ3mDI/NXk6StaBRa7kMedZYZcDGUivnLSnyomysKRfO2W0uKrrxNJ0YO6StgjmdtWM0dPc5mcLxUcWiEg6atchoUKrasb+3TG3qBjbXoSyWoIcd4uQ7hSNJjUEyKGrSxH6WyQwQJsdm6J14YxyEBvqyz1iukzf77B+0SZz5Rpn8tSZpjqySmbZAXytTNCpiiPOg1zNfsKYKiDYkUkW2HlR+zNX6AWP0SIisDKHfCyBQyIRasyhZg4yZcTOjx442AYnJq9AYs8pJBO3sHGkSWFkVilLIUiXLOhIkI79DMz2GplkyyYIxKx9I3sv29Nc4Prb/exfBLqesFIcs5lBXVZQzQ57HcSwOcc5MtkUJruAgrONoIjuzMRZaZO9YEt1QB4d3BuS2YJcq7OynENq2idK32SHnkke54D7CgpyjZgQYi/PwEI5n3lhekbokns5c//DQ2F2Taejk066diyIkPnTgaNMo/Z7NZyPTSFwvrM0TqUgzGPSNZSZiJvBJv+wkr93sDXB4EJmaceVpapMPZxgb0ImtIf2eiwwYiXpvYiVM2NkzFltomk4W7WXB3i6U7piMGU1wNEGi5A380TUGA7jnEgz1ujHWWjaWM2Znu8IEPFMdMls4phO4faPqjPYPDw08SVhwr7yHKWM6JpNqlF/bkaraJLJ27cp81phcDkji+ayyruniQliCG4ox3JraAKN6UZk8VQKOGkXwbuk11eiSCXd7JyU0LbGp4Xi23MAI+G6TJGXGpfwR1v01c207sWYkickR7dqcbZCIM/A0gl1LWMmqPda1Ik6taIuze9I4jtr+T5NA7hdUlR2rCZ4yW7CxHoHMsHz2Ja5mdzeCnCfOtybP0pNdWw8ii1RYPvOcwM3qoj0/Yms2rgSkYwkmiW087UwHhBCixFjYc5e4Eh5GJVoXOMd8UtuzM4J2o2SPNPosqgpVyLjDJTQ+U0MEwAYDyFJjc7UVSlVdJyO2lmtwEeBdTW6yua4M3R17luWO9bVTsOs0TuP3LB59TPnoR+ELXwPvez+8/ktMuvEv/5U90M6fh/vufb6v8tM7RIRv+BP273/2g8rP/pzyNV8F58/Bd3+PUW//+Nfl3LgBv/be5/daT+M0TuM0PpPCuVi2XoSmreJWQTUP3A5mdm07/CZ9206ebvfqCeo56x5hnadwR9dYK3YRjG2TpfbSXcqhfc0DqQ/khQefUdVCmjlymcZqV/YCPHa3Kf0xTW0+VGkW5X7Suk/F3XqIYJglvAHPq1d+isUCmkXNdGrAQVnafQaFLFVW3Q3WkuvMQ0FDZ5xEwKpwOQdZouTxR9OJeaWc9Y+zltyg5aR4AucueAM/iDKK6JvkvSXy8+ivspAh0zBEg8l0gk9ZXxdCUhIaS0CK3O7fS82kKnAS2N+3Y7ksM4BAXZfetgl8WMwo0kCZS2QmxLaJ1fuEQOpjWqytG5aQePMu2q/XEKekbgGhajld0WdNUTxN9Ibpyy7jbI88ExoyvIdRv+bBtSe5p/cEF8pnuJx/hEQWXQLTkk0EA/kaTchSF32c6FhcXaiCi8DWIjCZBM6sHbG+YcBpXRvglXhLeGFZ6MD7KCeNWZ0T6z+aitlcIMkMUBKrgth0qY10stBWI2byTRv3goGhilVjywtPkS0YD4MBFL05A7/DunuGunFkmYFwMzeOrDth5G5199pUdQeeNEEY+9toCB1bwrvWk8oqnnqnqJOusex6hFqKE6xBIZDSGzmyFHrukMncd1VOFWM7tUDgyO+BwmwewaBg89MnIJgXWZYac2oyEWYzS/hbspV3BjierITdBDU/IwywqGpjN6mqGZhjv+eitDd1ypn0KfplzSg5pO8PQYQ0NTaSOE/AkXg1ENIJeWbJszgrjiDaxES3JmVGv2yYzT3zuVXNlAgohMaqbzZ1C8QKjXoG9RWGfteAjyCdD2C1sHFWV+av1gJNrQ/SdK687/12j7u3a7vHyPSUCNB7D4tkFTAvqcQHas24U2+TypzBIFAUiqPhbPYMY3+LqlqyvZIEGvIOtJA4+UNj92/gu33/6Mj+bKZXyGTRVZlM8wizuAgFBQPbrMJuLHYRPaGGyR6v6P88icw5nz9Gz5tfWQu+g6Mvdzjfe46VcTuWbawWuc03J3Zxiq254lxLzmKNp1Fl6c2WDdBsSOobdrjEzfoeGzvBxpbN6xA3WiQyj2zh27kTCxu4iH6IM6+oaAa/ZGOab9TxoTHOsnDI5fyjOEL3vLMiJ8vlByBzc2Zz341tR0Mt2bKaaKxeaP1tvmGlPzZATZebIIjDeaWt6aqY717AI75djTujRFs3ZkriTM6fZJ62yMhBs8Zhs2Zjw0PqK+aacRhWQZU8bUiqfbZW5xSFsa0TD7k39q2phKOPH8YIbCsml0WI40ypa5sfeVIxTnaZMeqKhzSkcYlWklTo900imLkQAXKHOAOlNG4G5RkcHprPYQuDKjavytKe0yquYz4bEAhJqvT7puRxns72IEmgP5QTYwXWxoHFwhitzsPNm/a+IhG0z9JTsOs0TuP3LN76Ntv9amXRX/JH4WMfV971bvveF72W0yqMn0K84UttJ39rC/7ff1e5eRP+xz8rPPqYVWd87Wsy1lbhLW89ZXadxmmcxml8qpG6mmO/zSz0CBH88QSaJlA1rnu514hYzBfRjJdouJ3Z2pwudhlzlXaHP/Wtz0joEviLFxrKfkqSOsqewydCGXaYymqXZORyxIq/SSKVlahXkzW1QI+Bb+0zM5oOAwuKziPq6MgkcYJQ9uxl2CQPlnIM/B6lm0UwSKlr7f6dJDAaQ5oaUNPEU5xNnyJxNd5Z4u19fLGOTA6fGHOs/ffRUesNY0mfSUTNZD9IwmIBt+QBS5ADBkiJJUq3qzOoWls3DdSSsb4Gw1FrMN/9RY89VvK9rhIhuqwMKd7jaEgzt5QxYnKYLG2TyJg0akUV5SOhadkfynxuFSoFeGH+a7gwRV1C44zlcP5MzcY6lD04M7zNqr/O2N3Bt8bbUbK2F7ZoglUy9FTc03+KteE0jhFYKQ5pfdSMzWf3tylP8oB7N5lMjOHjLIFLXIheS0KaKPffF02zK6yCmAIEZgto5jWI0Osl0evG+q5lSoQoo2F6QK77lhjGhL31ntJYjsFLIJEFpRwZayOxxG87u0pfd8B5ssT6stKCRcgt4dIaF1GLdX2SIlnEBFQicNn64AlelPHIwC6NbAwbz5FdhKJBmKZbUbIk7O9b2wZNcAJDv0tdC9qYd17uJqz5qwYoAaN0F2TJnkDNdy9NQaInX5qYlFmdgXzOKWlmbBknyrq7yoZ7OjI1DDDM3TSywyycmJQvRPnRaGg+ZSFAnltfZ37BpeyjDJyxTBDztQ04fOopsib6EjnKnnTSZGPnNEsgShq81DTBRRDOPNRCMC89q1IYrL8xwIGmivXf7LzTqeP2bMPGf2iB1SXQ5KPPXrUwP0GTuRnFRFViMQTl/Dnh8uUkMntsHNWxmMF92QdAlEQaevWNCGrCWnmIxCqorWysZskmamMafftaxleeQZHHarlRgt6apGdp7AwRjg6NQbuo6CTjqZubz18Eh0s3pecOuVHdw0z7CCEWr1CauEaeDR+M7DtIkwYF0uiJ5AhMpq5j/Ilz5KUxlhbTitXkBsOhrS2VlMwHl+K5w5KV5ozRWRRxIwZ48vhBJmFoa3JQ5nVCkVZk3lCqvHDUQUiThrJvAKnicKk3eR32uaYBLwuQQKNpx7zq2H5qxRj2d2tmVad3t3GlJ6XpntUVxSWe1RV7BhaZ0aGCOrP3ExvrLaQFwmBoa/F07pjNluD1yVCNgFQIJKnHxeIOiuO46aNB8S7QD7dxoen8vcoSNnZ/kbX5R3DOgMy8ALQmy6A/MPmjPbtgPl+eeSR3SE6woJMUNrLb9JIjvAtUmnPcjDla9DtJr4jJbXv5glF+RJ4r/YFjbdPY3vO54kRIU3tmpzIncaGbbyKxgm3aN7AyCNOJVXF03qS3Bhq3vLIliHlm24PAfrMRx50BzgFjgnqv3RwCRdsB+UniFOw6jdP4L4zZTPnpn4E/+kXwK78KL30JnD0r/NAP2yIeAnzha06Brk8l1teFz/88k3wkHr7jf1O+4NXKix6G7/1+2wn78jfAu94Ft2+fAl6ncRqncRqfStxffJDp6AF6PVlmT1jSotWCF5fvZjW5QVCPYMBHaBSCVboSMcmZAWWOy5eUomiTciDKIdZWAoOyrfBnPw1BEBoO5wYIpOnSUD4hShFREh9fdKPPTFVbAufitm4dnKk9ROKucx0BuROJRLwYIZDnBo51GSyW5AjKgW7bK7VLuoxdxJJJsJfvcXI7yjUcZV8YDQFdPssnx8pAb3cG3qpCRdYxshCrxohLOApGkZhOI9OHpS9MCzQ2IWH/AOaxwhyqiEbQMVjCgVuCSy2Ly6pdWlLvXKysqJAEKzdpbRUIjUbAw07YmmcrZqpugEugUU8mM2rNkOh63yutymbizSurPzA2nqZl9HSxc9bkJvMSZVweUpYwzJZlL9N6j1bGlCR2jCJTBm4PETPCL0sbCysr0b8ram3SzDbCRqO24SxhTlpihlY06rm9n1AUxohRJJr4mxQn1LB/CFrNo0G6w+qnhQ6UQoRxeI5N9wwPyq9EtoMBOmVpYymo75K0Vl7qCTitTSYIFIUyyGeR8WKfOZs9w6BnCbn35vmUJ8YAUxxpop1EzPqmlfsZMyLEaw3qIsDo6PVMxqjBmFy5TBglO2awL4eUfsrxsUlXvTQkiTHnrHKdJdxlMjEz7hxWRuapFvCAMva3bAw5Y1Y2FaTMjInWdkVk4vTKwGhkfVSWNs/7PZNOpiwQWSajglVdG614hkNhfbUmZUKeC+KW6aiTGiEwbXrt0KHSrJtDSaqotN5NNqflhMTT0D6TbFo7Cio2npLU5t/xkTGXyp7S6xnY1U+P6DU3bd0I1l6qBpBern+FUncZDB2DvqfXE4bDOH8aS+AvpI9SVjc5OHSMyplVlOtM8ttLs/FbqzEoq1rvYkHOZi0QZJ9LE+3YniISAUglSV1cF0zWOZsEM/9W64cHex9mPTPWoUuELI9smLSkdmVX6AOgUfNNrBsDPQF6eSBxJiVWooRYXMeUMsassbsKNyVhQcLczNBVcGrgnqfmTPY043Tf5oALJnEL5sG2F7ZAHEURyBLlzl7GqrvCfaOnGA6gP0oIQUjTQL8vEQAS1CX0eorTGnvmWL+mieITx8qqFZvoqg7GR8Kqv8Gqv9ax6jw1daxAa+xOx7jfcOas0RSTxMzy7dnhSZJW+mdztB3ZeWay0v0jb9UKAW1iRUta4FtYGbesJIdzTWxLYbYQFpWSpYFsdp3t5CkSF8FNsUIvlWH77O3bV9HGvKtiFc3EGVN3oRn7zXpXBbOdgWlmjC0iO9FgI8+iTpgtUvb0DIHEju0d5/gwmZuSpQYu5QMz8LzTXKD1bFMEpw3eKWncDGgl24ij14vjJYT4LF62W9sH3WZN3PBIE3teNsHHOWibFlmqrOizjLO9WOhiuVHwyeLTEuySO4+RfOQtyO6Tz/elnMZp/Jb4+XdYKeHP+1x45BF47WuExx5XfumX7cXszDa84AXP91V+5sRXfLlVPfnKr4SPfgze/O+Ev/Btws2b8C/+1Yyv+HLzFTg1qj+N0ziN0/jUwnkY9Bt7oUwyM6QWkweu+Wusp9fYSK/T4Ls3wTbZ9l7wSZSReY9LEoYjup1mwdhgSb/HSG6xcfQeVsMz8QgGNtSVcnwsFHlg0FPSzJgbWdKCXZFt4iOzyxsbxbAt0/AEMmYy6gz2XSsLAdodaMFAktHA7rXyI5NUSWRdqCEjq8kNXDgmkHbJpfdQ9uPLsiqepmOIHKy8Et8fmlwlEgGSoysMk73uCoJCo1nHdsiKhCa0kiihqqGam4dYiAlVFezrXHvUmlItoN+XExZSxqapNGW0mpFGE+rWMsikPHYDDSkTWY8gmPlBLebBZJaWHbctBUCvbwnFytAqaBITqUWdkMqCmpR+z1paoiF5yozVsfWVc7CX3k+QlJkOOspZHQy0GQ3slIP+ksHlylH0F2sN8TUCdJZAJx76ZQTTEsz7LVasa6UtLTNJ4/c7vzhtCCQsFtZHaWI+T00woLbVn9a1dl43gciGwwAeFQNaRK0qW+oq+j279sQ1SCsNEsH5llEQM2dRUlngaToz6YQF8/wss7nNn3G6x9Dv0TTCenaLAbfwLnRJWp5rxwCyghJ2nVubSp4beNEvlUxmBh54YXMz8tEiG7Jl6IjAufI5Hhp+DCeN+aBRo1g1SLQx9ogoZ/g4a/WjrHDVpINeOrDLPLPs/pPM4b2SYeANLWMtmCQ2z62PuqpxDlb9Tcb9iu21CYlfzlkRGwNJ4un1fQf6Jqnj7Lnl/HYEnAamsoLztoYcsW1MRm9SsLJnMlEwWZeTVroVq801dWeOXtdivmHiOini7clqBM2NpbO1qVwuH2VYXzGJsbMKl8fH0E+MNZdjIK64CMq37KDEcXxscz6oMAs9mv5ZZoy7eyeCfmvJDVYHMzbPpKyMYX+/HU02Ijb90ywmppN2LrJ11PwOywKK0sbOaCz84VcR/dCUey4uNyLKEkbFpGPhtmuAo7E5lxAZawYORYd8Dg+tWqq1Z9P5G6paQYKGLPa9nakVTxclS08zDZHfY2Cyo4Kg+Fhp03uTGe7PRlSNZzj2eGeAbJYaINIWZlhdCSRFQWukroiZ7ztHILE1O5rATydEJplNoDQBl2fkmX3/6fqlHIYVEPiC3o913lSeGnBkGZFFa+zBc2dgfdVYVeNR9OYSt/T8i+ylLIvLoDcmr3MexMVnUOikq4fNKkE9g34AUXAJSZz3GqxIRJFDL6+oZguGbseqgMYRffZMYDRkKVsEaCp2903mCgZsb/unQRx13EBZGL69HIbONgGSBOpinR09x0x7KOaf2c6JxIdufXdiVSjLccH7qy9nmp6Jz5ZlkROkrbQZpdAaj+QM+JtP687J0TtlPGa5jDrh3Fm1PbnI/PPe7Bc8NWkmpLljZQxFBnkWaCS18dh8BjO7st/4YYqf+nb6P/AGih/5Fvyzv/Z8X9JpnEYXb3mbcu9luH7D/v+Fr4Ef+mEzqbx2DV77Gk4ljP8F8Uf+MKyvwzNPw2u+AL7/B5SNDfiCV8P3fv+Ufg9e9Up420/oXT4Sp3Eap3Eap/Hbh3OwuVqTpuAz84fpD5QyDxRpZUyUZGbsKkkjy8fYJugyMVXxpLn5XvnEd4CFvev6yIKxF85+33aP5wvHZCocT8wfqOzZi2+/B2vjiiJTshQGA+HcuaUpbktfEgIhGBvDnXiWuggSZIVYsh93kdMUikI4ZAtcwmAYk6MAdfDd9fpmAljSMB5HACtmAi045CKLJoiZio1GUbLiYD6dM5ku21gVGk2oakt6Ll107O+3TCzpPHHSFPLSkvumCUxDn+u8wHyJ4mdbw/5utzotSFa3IR0iDope2w5RoheZAurzu5ghdaw+1lbAch6yXOgPrGiBST9iP9tdUJPQkz0ypmxswPqGw2mNiqeobgChY1MVmRKGZ6nJTDYWrAT81qZy/nywpNd5shQWWlC7EueUXI9A2vQ4shUgJvPWBz45mWQZQJGmcCzrVgWPJdjqxORAjXrqYNXV2kpzeR6T19RZiqxmO+EE8sK8oYpMGQ7B5SV5ISRZgnih118yyRIfusp2bVuVZfStQ7uxeSZ9lAuDq4TFnIIDaBbUUSJqTEEbP+cH11nluZjEStcHXYU6WoaXkOfR5wbo9wP9jVVLdCPIIC2PKYJ1zhn4WWQN66s1m3lkZ0lNmWNAjzYUOayumExUBDwL0gy8Dyg+AhSBJIVeGUhzR5oqRTIjTWys7lXreKk70MQScE+vZ0DLVnmD+9auUyYzEhqTLmVmSA0OFcfZs46N9bZVHSkViatjm5nflXPGYmzqYKBglnRm9xvJNbazZxkmBziJVUMjEKGYPC1LLIFu77XFY/IM7hwVXZ+KwHhsTKS2wpxzgWGvYbFQBunE1hMXS04Sjchj3yWZw6S1BtyvDudMm4Kqk8dJJ9XNU2VVrjIYL0F3JJr+c8y92YeQZo73ik9sfpSleS/1h9ArlH7fqjF+0WslgtYQmsD2xoIv2vopRv4Oc/oGPsS5pI1QuCm9MpClkanVog04glo1w6vXYX3N2IRpugQDe0VDI2m3PiuuI9Fl6dJfryyVUbrPevVxELh100BXAE16kKSoOHxiBT+KwpjFqYcsU4IhuPi44ZGXSRzzdk4nNnY1enY56m52jiMoL86BOOaMuVO+iGfqF4FLaDSNGyRKnitpKqR+gUuTpTRbTDJ59Trs7UbpfmoVSmtNCS5WnCUyvzJrBsRx1b2MHbls67kz1nDiTa7faIKTQE93yX2FOIkG9xbeCVpNObx2k5JDUplRZgtqEopMGQ2aFruPBU5g/07NwYH14HympIk1tHNiXoCAduuXxOIPthZV/QvMGOKlfRYIi7l04zESd2mfyU4CC7+KT4zhNhxJB5iKKEXegl7xBESmaGeGFmgamx9FEboCDu0J0wRe+ALAefLCGHZpnlCktlYmia1x/SiXbqSgIr+r/3+n+LQEu+Z/9P/B8Z/6j8xf++24vacp3/wtZD///1qWxz6N03ie4oknlA99GL7qK4Vf+EWbnJMpvPMX4JWvhKoyptdpfOqRJMIbvgze9avwp77Zdlf+P39P+XN/xiQgP/jDyld+hXDtOrzn1Kj+NE7jNE7jk4YTyJLGfFR8bnIaZ55O82N7l8rc3Bg4UQojmBcOWJl0S1Ici1AwDz3KYUGSKj5RxCUmJRIDExRYWxPGK440NSpUaKDf1+6FOutl5L5mMFQGA0hSIUnTmGA3KK5LRpog5LljbTXEhBUSMeZVrzApVlHAcGC7yMaIWUq+WuaMc45xeruTTFSLKJdIDKDa3gqdtElwDAbKpUuue9EXJ5Sl/fxovzHvKG0BJSG41JJrB+sbUS4mxsqw5MSS6DQFlQQXataTG/SSCZMja7fhwORdkWCBd8ES9KxA8wE1Od7Z9ZalwRwzGUKULBW5mQqbFCzcJexIvAGQ6dKTmaDGkkgSYsXKhLG/w9n0iZi5Kbmbs3W2QFzCLNmk349AxhYURet5IyZ9xZLccQSJhHj/fslZ8czj9yP7Qpcsrz3OAy3TT3gmvBgwydLrvqhhEG6aNCr6OBnzD4jMLhCyXPDeQNU0lQ5wBBuDo6EBLuaIbIUD0kTxGxeo1h6m6p+j7Kf0ep5QG7i3MjzhG+VtTnln47YowKVm6rwpz5KmAacLBKFMK4RYLc8Zq2x1xdhDNjebjm0HdBmpQ63inBgYHBqhISWVOSKBKSMqio7RlRcRBI1gT+oavId+uGWMCoUy11iVVegVDWtrgdHQAJTRirNKpmszEtdyOkyiNpE1EhfolcJ4JKyUE5yHO1xkomMcgTX3LPcn72VQLphVSfThUXqlyYqTcMxYbkZ5mZBmnXsb/YEluKMh9PpCojN8IibP89qtB8ZIMjZSUpaMx+ZXlCUVeQZ1MKDlueYhrtQPtA2Klxrx5pm3vi5sbxnwFdSTpDBf2IQoc1hbMwCslVyt+eu8dPx+Lp6ZEwIUqdFjJAIibdc5DwWHNi7UKgCKWJW8+Syaep+YjUVh5/HOxnkH8sePdNiXKJUfI0luYHliUmLnhEHfJGPDUWSrReCzrpXVYp8ib7hQPM6UMXeaC3a8eN2ZX8TjGOhmxQJaABUQ3xXwOH+2YdC3Oeq9VUdMWVBwDGqMv60znvEQBiPXFQUZ9JSzoz002BrfLCqcs3PWvS36G2s45xkMDUTqD+LEigbrK2sJWQ55HhhPP85a9XESzH/NvBRNpri55VhddQx7tT3rIq64MtbI6nQmrXSe3jA3hmhqz5d+Non+adAvG1bW2uqJkJdpBz4PR2rekBHwQWCfM9ZvEZRrwfus9OzJRW6FexCn0dvQ1rcpqySpI88CW+UNygLC0S4jd6vtcGs77jCsngMMuE5Tif5jyrmtqvuoqvm7tay2prHnZ+qVsiesrCxZd1UtTJoScbC2TjdmsiKhHBZ3eWUGFaTdJHFL6SWYWf9xfiGuq76TRqMGhHkxeWqWQu2HVH5IQ8bQ79HLqwiEmZTYuyVQDwYwem/s0896mSNNhOHI0RsI9jyztSNJlOFAGAzMHF9xhFZX+0ni0xLswnl07V6qV/wpJt/6dhav+Fay9/9Lyjd/C0z3nu+rO40/wPGWn7Adwlf8IQO9Xvsa4Qd+yF4cmsYYSi958fN9lZ958RVfZlLFX3238Of+rPCe98KTTwlv+rqcH//3cN9lZWUF3voTp8yu0ziN0ziNTxbiwGllCVxSdKl1kkAqC0t+3KL7vskMo1QkwNFBwDczavXMm4z91VfxgjNXWV+DslAW0qP2/a6UfK+0F9AXvsCR5t22sBmmR4PZohDOZk9SJDUrY0OMxEOSekaDmrx0XXUxh1VCPH9OuwqQXlohhHRJm/PGekBhdRVGI+XwSMmi71GITLWWmSROOyNs82CypDvP7aU7cYE0FUJwODH/sfEoGkXPa8oSarFSkMeyiYonScww/9IF7dgqSazu1qb33oHPPD1/RCFHDLMD8jzwspfAmbPw8AtBk4Jb1Rm8a0tRXUL76ywoELFEIkQJUUNOE2CSnmOernUsIIliEY2srjSNpuCxP0SA1lfHK4O+0qgxZnxkW0mo7QzjAYpnlm2b9MXHjO8ElSzxgY0NuOeisevs6trd9pa9pCzooRHIlK4fjaVRXHoB+8OX41MHkiCpecOgym+81xhmw2S/k/+lqbEbtAlUjSeII5WKM/3bDPvSMRMCKSjkqSVWRviQWE1SCb7P8eAF5P0ExBubj0CW1KyMTb7UGxgz0eSUwnAAKgZiiBdKd8jI3enuNkkM+MuzQF1sGlggSkJlRs9l9M2LF6nAnepMxOBCW3CSNDWeV0OGOMe6Ptn9TssksUKO1ieJ1FwYXSNJlI11pTcqKHIY9K29A0n0sYJv/qbA6gr0CiFNBM+cPOx3oMeGvxLJGUZP6/cC916uGY+UPBcGA6yNuM72cI/t8TFBlqzPtp3LxXVKd0BP9rrxMBgYoxM14/0sEzY2PcNVj3dCXljbFkXTcvhIEmPh1BTkWQt81zgH6+UB95cfIvVCrRm/Nv1yjpp1jMlileSch94wY3VVmObnOEovotgi4BMoCxANrG0krKzAWrGDOMiTOWBeRGursDps5Ww2ere2lPOru2R6ROIqWrndEJNXJtmyqqsxUcXWsSSuB07YWI+SW2z9aUPFceECXLqo9CLolDjBO2V1HHjliw6WcmxqtKk5s22eUGliLNvW76+dldubFfddDsaSjMyuJIEKW89G+WEHzbXsvrbanXcNa/4qK/4WuVswWkk5Po7gReI40E1u1RcjBm4c4TSB+y7VsSqwzfd+39aPxBkwg3OUpbA60mhwbqOodBN682fph5v03L6Z6jthoaWBH4kZxieuZnubpddYz8BoxeGlwnljzfb7kVmGrfUubh70i4YXvDChGt7LhBXWe/tIY5tBvSKQZydYlEBWZgyHcRh0rWUeanUN8ypBsDHaKwykDeUaSSZkaeB4lpIyYeD2MDE1HXgKglOrnFuHlCQVgiaMuIZU+51M00zil2DXkiWl8Vkk3aYVQFNL3Gg4IZcXe+4mSYhriBXEUGyMhhCf4d2YVIKYzL03TBn2lel0KUeXbv8jrms+t94Ux1p6k1pKktRR5HD5ErzoYbrNkbHcpAj7xGUtfpVuw0yJtgooRSGsrkkE6ZzJZD+F+PQEu05GkrF47V9j+lXfhbv5Ucof+WZkcuf5vqrT+AMY87nyUz8NX/SF8BvvtwXg3DnlHe+Er38T/Pqvw2u/4IR2/TQ+5Th/XvicPwI//h+UN3ypcv/98N3/RPkfvrUky+D7fxC+7I/BL/8K7O6eAl6ncRqncRq/UzgRRGs21oWN7dagXhkNA718EV8Ul54nrUG0iMN7S7MLOaKqPaqwPnk/zlu1Ni+tj1GCoKytEV+w7eVWYhLvtLbd5kI5yB4k9zMun5tz//ad7nqcM95P5mt645I0S7qS7kXpyDNjCGSpJVwt1uLiNSzmVsEMsM+nlsRpRHcCCWkK21sGBbWABEBdBdDmLjmFE6u4qGJsK5OkGOC1sR4oS5iGMTtymT3OG1srJpXjkdLrCefORimc0hlKO29eRe0ueuId997TcPassL4m9EphMHARdApkmSA+xbf9QqwzMFg3SU1jFeVq32Pu1ztwsfUxC0bYI03jNxWcLsgkmkjHtuiVynDsGPQDRSmsrVq/DcsaTfsESSOA0cJTxrYpcnDeURTmF+QkdDv1LlRkqf1OkgiT7AKS9RGkS9jiCAKUsudYXfX4xJP4hsRVZEVCrw+zKK3JMyjzhvFY6Zchgp+NSYtUyDk0udUA5mK+bcY2ESaTk+8MbcJnxzjKL1GurjJJz3bjeXvL/ghWcS9xNv7GI5OEhijTEYFGMoRAllmlUp9AFo64b+MGFy5ClihZtmTSlaVVfcxzYXUzZ4d7eDb5wxyUL6D1zHNumbxbEQKJ/QBz7TNP16lcv2Mftiyvft8z6Au9nscVffoDqCuDjIKklEXDxnpgdUWWSSkOR025uNo2D70eZInQyxuKXMnCET0/I00NjHJiHnkSAZG1NZM7t/Oo9WsTTOqYewOywYCIwahFYOxzSQKjlZwm6ZMMR/RypUjvZnYJgYqiO7ZnzkILVvwNXrDxNL0ykKSO9XVIxMAKH8Fw54SJ3+Kw9xBTxuwdFQaCQzQLt5YejiTKmw2MyhMDbTc2YWM9GseLxOlk7eCiltpTx+8FPFYSMc0d+3oWcTAaNnFtpUvU25hOl7iCc0tPrF4Pzp2NsujILCvzQJY0FNffiw9zECjdERflA6yuCuOx8PKXBC5fhlRsvVTAp3DxTMXKSCO7p62qC3Vvkyx3bPrnltUWgz0XWrZbngdKd0CSwDTZQtJs2d/eIc5xrXmA3eQBFm5AXSm370A9r/AOKnoG/CbC+oZjfS0wHkHdWCVOA0G1g5XEp6gkJB72wxaqjvV14YBNbvJAZFcZ27PfX87ufhkoc0cQR+bmbK5WpG4GwNPhZTwrn2335wwkKrJAWqQcrXwW/bUVyjywVj9m40dnuLAAAmVhUtpGCnu2nlhRygIefMA8suZNspR0FspaeYCYYRxOTHZZ0SN15vUXAhz5c/QHsLpqYBeAyxLyXKhJ2Chuk+48brJjaWjtGD01xDFj7OT2IeB48EHbgAFhr9mipaYFNfDICUhqVSvzwnXPpbbYRluXJT/B4hW1TaSVjZyiMNCtL7ukboFtLAmNujhe7NwS+/5K/rns5A8jAitjuHzZsbkBRQ/We/uM5492125fXLxe6a69DYl/BRxrowWfSnz6g10xmgf+KLOv/ae4/ecofvzPweL4k//SaZzGf8N4xy+YEeBXfYXwzl9Q7rsP3vzvYGMD7r1stNIvfO1vA3RNdvBPvIPsXd9F8da/TPmv/gS97/1i+v/4j9D/rlfR+94vpvwXX0fx1r9M+qv/GHflN/gEo4g/EPHHv064fRt+8ZeF/+kvCFevwk/99IJv/AbhHe800/+6hp/86ef7Sk/jNE7jND69I80MdAB7cTzQTWoKhv3AqFfjk8Sqw0noPFDSFLIc1laFfml+X0nmjalS76A41ta0q+SEMxnjcn8nsmqisc5W+ixFMidNYbCS4MR225PoM6PFCs4JPvUkGEDiyx5lYTvx/aFVG2y9m5xY0gvCQnqM/e3ojWQv+XnueNUrlNHIRU8oS57GY1hZEVqAIstgOAh8zvCnGM6fQgQq8vadHoDh0BgLbeaytgrnz5i8Le9ZIiFOyMoEVAgkjMcxEffGiEhTgBOsgMKDS6yaIoE8i7I2b3LJLDWTde+CAW3OgDqHMShEIAzP0SYRYIylJFlu1ydeW8uUuJtv31ef0Xf7nE8eocuWIHpuNaSped6cPWebeCujAM6ztu64dI+P7btMPMoWCKQx9kIw1tV4xbE6rhj0bByJBFZHCwNJYnVHF5ldLQuoBT2cdxSbZ9lar/CJM0afNnidkzAhdRWD/rKqZOYbsl6OOEs+vYO1jRxWL7HLBfA2xotSWfhxlEu2PBdroIv35CRlySw7g0Zjfl8dRONphZhADgZiUlExyNTAViHJEwYD0CCURctMMW+wsnSMx4E8DWS5x4nQq6+xlV0jcTX9gVDRI0hKMexRFlG+Kq30EJSkAxr3OcNNvY+j/DIqHtQSvu3NYEUB0tjxzrPxwDkWMqSrOhmBg0HZ0NI7xFly7cPsrrVj0IetLSHLgkkStSGJbMz77xfSzCST46GSeKHMA2fOLpP8FoiWWJFvPILR4G7Aka7v6eRPK+s5Lh8YaB7Zb+2fSXaemqwDVAdFxXV5mL30gSiNDZw943jRw7DDBWMMjUpyPYzgu0B/DcVRN1A1nqoy76N2PLQsLNTM+cu8Zm0VNjftzwkXo46xaDdskrmGhIDQK2Fz0wpy9AeO0ShKbJ0jy2xzYH2tnb/G0mmLc6yscOKzJuU9fy5KvwQ2N4TzcRg76q7Nx3odCfMIpinjocllnVh/grC1Xt/V7lkOxaDgJS/xrG3lXeEIi7ZogrK+Zj5vvczYdEWhaJJb0QObuJQF5ElDOhzeJSNPxCqPLqRk4PZImmOc9wzWBiSpY2VVuuqjRa4mpxWok4EBqA76o5RBP+CcbQYE0k5K6KjJi+6iKXKNEHpKvxdYqZ/gUvpRQoA0cRwk98T7an/DQMoW/E1Th8b8a2XxKL3qKk5sXXVi1WeXYfe4MlZW1zwarPxhkauxBcsRqasw0CaCo1qRFt6qAocG76AcFGysS/TBMt9D8Sk+dQzGKUW+BNecLPs8kdbjLsrDux0Px7mzJqPOUjOGvxHu4TC/l/HIGF0iQpJ6VscGEhsoKp0PpjbKcAR+Wfq2u+tJVZAloWvHvjvCEZiwwhFb3RxJM0fiYUfuYdddonY9M6aPiGrZEzY3lgyveOndP0SEJix5dYt5vAYNseKtZzT81MgPnzFgF0Bz6Y8w+8p/gLv5UYq3/ZU/kIDAaTx/8Za3KvdcgosXlA980KiYH/ow/Nn/XviVdxla/bKX2mfl4Crpb/wQ5b/9Jvrf82rKf//nSf/T9+DuPI7mI5pLn0v14q+heumbaC59LjrYxt15jOzd303v334j/e/5fOof/59xV9/Pknf6+zv+8Kvg8j3wI29WPvsPwas/H/7J9055/Zco6+vwoz8GL3+ZGdXrH5A2OY3TOI3T+K+JNJFYlt1eCrM07vCzoNdTRmup7fKLJcP0Vkl6JUUvYWvb0V8bm8wvzexVMx7Le6ikZCZjcL4zil+uyGbcLQJZ7jl/ZmGeXpIiXpDmhKFsZE3lpWdrwxKzPOwz9LsGLHgrPR7UXqoTV+Md9HvKOFxlwz/LmZUjWpaC80KvAJdIxwAJtEANtMytsrDn+OpKNEqPu8QqEqtnKSsjpbe4yhDzVbnnMozHBiRlmbC/D9OpkPcSkhT8YIW1FTvn+fN2jPV1eNlLlPvuN/sDFUdv0PrDmNTNrtuawyVCvwy4ogfBki9Zu0QyGplUpWvhZfKjRhxrmxMnymDgO6lmkkA2GuL7o+iNVjHkFrmb41ASqciTChE4zi+abEckStiMidIf5dQXXkXxsi9GxQzGXWSpJc6qtmkDhIYk9aSuJstN2oNCmVRsbEg0MNeYlAV67CFYYpw0B/T8FCkHrAwqM513AdGas3yE83wICKjPyXOl14M8r8kHGQ896On1Qftr5P2UwVBQlzBeSdjYEKpim8P8HtI8xSetL5wx0fxoo/P7UTH2AvUCVMn7BT4vGI9Nbtf2WytNJUoIccJkQqzoGPsyJqAb6+aV1y+MgeC1IkmUsjQp10tforzylfCHPkso8tbnTUh6PbY2YbSedVXxbul97HLezq0tMCH0/aElz3GsqziGA+GI9e6aa2cUHe/qbsCITwnibW62TI7MxuowmqGXhUmDN7ObSFPRH3oGfQUanGvZQcrZc0k37lswpfU+SlJLXDuGCECw82xuwNqqQghoNoAkY+bXcRIoy8iISRJm6WZkubXAqPKih+kqejoCeSE8cB9kq+tMkm16PSFlhouSYu+FtTWTSt/ZcYQGpnNlb89AhlQqUmb0ucM9w2dIwsS82Vq6lYbufbxdV4oCwJGIScKDy823aPvlVG4Yvd6EftFAlHpurpts/Ci/bBX2rNkYDc2HcGMdLl1yJN7G48teamATDnxqayZREtmuAwX7nDn8JZL6EKc1a2vCyqiJ65X57aVUZIkZz6fRBzGkQ7IHX0XjjXmFBq5fVxazmiIL3Lf6bFwPjJXlE5PGujSnXXdxjvPn4fM/tzHJNEuwy0sVZYTC1uiAdLFLGGwTRhcBWFm1YgWoVWpcX1fKMoIbfmRFCpzBi/2+bSIEHElqgKPHngm9noF6WRJQEYLL4zwJ3fxu5+XGGh09yGtNOcgoyyh1dJ40sT7osDxZYg2N2MFWVoThMAK5Q6XoOV7Az3Ov/ifGI5A0h9TmXIhVOkUUpwt6/SQ+a4wJurru6fdjIQUCPktZGZsEsiFO/ijDTtySiZzKvJsTTqLssn3OeZP/A6g6JC1Z33Bsbhpj2tYJz+amo98XhrFSb+JtbcUbA7ZlpYGxnddWjdlVFtb3WQG9ojKfSU/cyAEc9HpirM/Y7v2BAfeaFDA/JM/0t7Dk2nsL4iLrO37fGftP5ocQjPUZSGLVx08eySf/yKdXNPe+hvnrvoPiZ/4W2a/8AxZf8H95vi/pNP4AxFNPG8D1l/6C8Eu/AiEoH/wwPPgAfNEXKv/wu+BNX/g05W/8LMmjb8ff+BAAzdbDLD7vL9Fc+lzC5gshLX7nE82P8M+8i+SJXyD98Nvo/ca/odl8IdWr/gfqh750+Vb8+zBEhDd9nZnTf/gj8Of/nPDNf1r5V/8a/sy3Ct/5d5Q//nXw5h+FD3zQgK/TOI3TOI3T+G1ClTQcAHDpHsdiVzmaQM6E7a1VenVJtTgmzwODgTDachxdGyBa47ynNyw5vLNJkASnFaPZY9SuQHLAp1QyJk2ELLHKd7RqArEKamkO/VIY6G3S9SFpmiCzBKqpaWriNYqzl+7VYYX2ILk1o+MXiEc0EEKCiJLEEvV5LowHNbu7VqpdFsuS5xBilTzbDw7qDShLjEFCo2xuwGJV6e0JfgKNWPIqBNpK5sOBkjTH9HTGBEsW5aDpfLxCgOMphHGO37zE+YcuMBo5ep+1QV7d5mATshpG2T5jXzMNI4raU849C6yapEsCU+jAqjyDJgss/JBJb5seQrayQTJco1fdpolyTZfERLW2puz1FV8ZjFBJjqSJST3jPfvEMfdbKNcQ2Wfsb9JkgMAXv+RRdmZr6CTj4v0jkpa91fm1KFrNkbGZXSu7BEnJByWLvb3oiySEJoIBziPVpGOPCeB8gzhHmjnqmbHatpOnSZjhF3cYTT9OUd0mW0l4xaUDHn9CkKnHqeJ1Hv2rY3+mfZzUFAVU84ainzM+4ymPLTkzhoMlXuoypAks/AqiDWW5TzU11Nc75bB8iM3CxwTRkmdp2S0+gfEltt3TXHuuJsstC3PzPTZ4in1KGikQ6mVlPm2WyZlA2HiQsvkweXOTXJXKld30dIkDbVhdc4y3PfPbxEqglnC6lU16vuGh0YjHH5nHYypO23qMkCSOqhZWNzJm2RmqWwcRf5AO7JQIjAVvSXrmmo4oIAJVBBTA2FVlDsOhoGLJKhgAg2QwPcbFd1AXakRbdoeiLmE4AD/Szufpt4CCbVor0rE7itLOhQZ0fA5N+5R77yNNG44V3EwMpHRW3a1NhsUZKFsUyngF0sMGlzgeegje/3OW6DtnDKqJJLgS7tTm/dMCJiyvyJiCx89yzilb+iQZGeurgeQTORWqnZ8QmEffMBHuPB0Ax7FsUiQjcnXUriSVQ7a3YOyUvdseUMpCuLQOi4NVxD3FcAQLhaRUzpyDbB+yIoFYTdERPQdbH6V4xQk1Q26yR45jSup76GKClIFeDyZpBYsInqbCix+uKQ4CMy+srSqRQIbPchbJCk6OSHTO6uIZnJzHN+YzdmYbbl4zb6ckiRsEeQHHnvFYGZ1b53hPSJMAcxAcea4UAkyOSJmYpFQU5x2N8wwGsBf7oPVjEuCBB8B9yEbOYf4AGzyGOk8R5bLXn7CqoXlmbTDoBVw4JC1qVFKSo2eBFfbzB8hnPbzzNh5n1nStrHtlDHmdkvqG/sWadCS4q8KNq47NTTjcFHg6AqtOcZmQ1ErWy5hWW6xne2ixhQ8ZCqyseG5rheIoS4WpmB2ACIv9A1QHNn9DBekScC9yuPwSj8w24fo1IBCkIPXGYA4nYBoR4fzZwLVd+38HdvnaZPI+4BJhjhUvyHNB0xFH3MtavsfK2CFTIZ15ZjNwiccnsH3Gkx/BfF8YSkPljRk3n2PyY21nr3DuHLzui1OyD8LN29YHw0HN2kXl6BpUjWM8grn2YCGdp2BZwoVLnmwG7vgWitJbvRddgemtZVVKcBFPtt+Vpn2SG6hIqJFqgivP0EwdHeD6SeIzitnVRv3SN7F4+f+J7D3fR/Lxn3y+L+c0/gDEW95qkoQvfT288xeU1RW4dUv563/yUQ7e9t38wKu+lr/i30D+y38PnGf+mr/G8be+nek3/RjV53wb4dxnfXKgCyAf0Dz4euZ/7G+T/PXfZPYl/5vRYv/jX6X3z78a/8jbf18zvb709eZ18i//tXLpovAN/13BW94GD79QufcyvOvdtvvylrf9/m2D0ziN0ziN322k9S7rx+/j4QcrhgOTC6xvmJ9NOugzHKdLkZBAGrO6xuU47zoGBZhp+9ltZaPYoyyMZdDvCeId4xUXd3Mj20DbqoBQ5B60IeeYzfy2yUOapaGssZsAHI2ekMa1hs0+wUtju+IuGjxjIIrPU/r91rQ+Jt2JJdGtEbRzymDkeOEL7WX53FkYr6bxOttExvaQAil5WjMe2TlG5QwFEt+wOvlNk5LEqnlBBQ1WfdmnHkkL1teNPpI88Dk0D77ekgMRZLKDLI4ASHKPTz1pCmfOLGUnLVgyGpnPi/1EERrECWtrgvcSE33b8S4LQYdn2B+8jPFQLXnLJfphCW1lNXEGztV+CElm3leFdln+2nDG+TNmrp1kJ8AIK2kGgL/5YSsOVc0Yjw3MDMUaOGesB1XW1jG2kfgIprTnCJa4RZRCJOBQRu6OsUsWBwzmT9l5vSfPAk4rxHu8U1xYGLCHAQVO51CuUOYNvZ5Sjgoz9o70GOeE++4NDIcwzbaMwRV907a34dw5c3NOvbVzljQd2EX0YYqjDzBJ0fZmZB9hgNZ4ZF42IekvE2gbGV2bOS8glqh6XYA4NDEZXpErvb6xWVpQ0TnYdZeAKOsqVsBnSN7jnlfcH+eJAV4tnS8vrDKZG21GxuCSI+G66ooti8uuJU8b2gRRxbPw43bq0u9HyZvQAVldU7ikPTDnhre4p3zEPPTiNenwLCKtxJR4rrYYhEDSNnILFMXj+8wYXRpQl6Auodc3Nk9wBU06ZOHHkYHpln5I8XBrq8pnvVwZ9KztvRcevF8pcgGfQW+Ncy+6SK9nlebGK56VNcfauq03XbvGMWJEFsFVE86eaeWL7WdsTFirOkRtfmW56xgxxahP4wqaqi3+odFrKZwwDTcpIxjjtD/KOXvO88pXJVy+ZICWdBvbsa9z689W+gxCtv8IJQespTcZr3nOnlHW1xpEa/IMMt8YwN/2R1IbWCdY0ZBW6uw9jcsRaUiaQzbHE+5ffYY6An1pJoxGJicMeKpim6pOKQq4+MoXsXZhw4aG2o5HkieIBEYjyGVCxnzZ9wChxu89zeqqVf9tmqUkNM+X8GOIjMML54VeuQSeEuZkTHjowUCeVKwn1+hV17s+6veV4Hu4KKfv9aywh7GN7VPGWraKh75Z+j6trZ2ERZag7SLbIBmMqNMVzl7qoT4Flt6DRU+s6MPAkae2BhvzUViRGzTBxpZglYwFK6wyHmNrQ9+KKljVQmVjwypeuiS7Cycu8iVWnMicQMp4qPR7sLJiY0TFLdmVzpH2h6ys0GraSUdDRiPY2rK1MM+F9TXHYCj01gY4WTLKfLZsD2NotUy7QJ4LZSmx6IuwOhY2N120KbA/Toy999KXwOd8bmY/69YWZThsSxJExmQgemrac8bYykKnb1S7xzpbY7yWMpw/yacSn5FgF8DiC7+d5vwryH/6b+BuP/J8X85p/D6O+Vz5yZ+GL3ytTcjpEx/iWy78fX76DV/Oq379a7j3mf+Do2bM5DV/g+M/806m3/BvqF75rejKxd/VeSXrU7/0TUz/5I8z/cp/iDpP+ba/TPHmP4W79ftzzBeF8PVvEn7pl+Gxx5U/92dL+n34nu81pteVK7bz8453wsHhKeB1GqdxGqfx24ULc/M7cg3tS+fqWJEQ6I+M1iOAI/58sgNAIzlJ2noSAQi9npLoMSO5DqGmV8Jo7FhZEXyLDnSUC7rqTktGB8h0B2mqTh7XfrjsRXmlky5Bz2MVOVwGKGfOAjiT7biW3eCNbaW1MQowuZEc30Z89A0SO26bQKUJeN8yOpbJU5oI9FYZ9RZcONfw8AuUcTlhY0Mo+8YuK3LzyGnPkxdw7oyVRE+zZRLbtsGSrjXs+kTxNJIxd2OyVLl8T/S1WdzB7V+1ZILWYJ9uh7tt2+7WY5sWg4L+6tDAP98aEpu8shhkDIb2uaBCkATxzsDKcUzWsXu6dK6OHkIn+vITEgy3+yTu1kc5e9Zx7pxHnGcqK2Su5vO238X6WkxixBnlTNU8zzDT6G4ceM9a/5DNtdokXCfaSiIIJdSoJGysm+xnOISy58jKzMaQWNGD8QiKQQ6t506MYd+A0Ul6FlEDuxwNZenoj1J6fSHPglVx9I0BWluWlHWbiRqlgsOz+I0LSKjRKEva3ISVVcF5x3BgZu5FdQuvJ4Bcobsm6drUkTb7JK7B+cSSz7AEXSdioEFegA62aM6+DNISX+Rsb0tX3dNREyeDHbcYo/mwY0CA4npj9jjXsauSzHOcXaQ68/KO2bUYXoauimJkUHT3H5btgDH2UANGzo132d5s4toRmV35iPnKC+6aB8OB0osAtiYlYXSe0N+w647HD6ML4BID1yS2CUtp08KPUYSH7g98wasNsF5dgbOrE1vj4kgWGoL4WAly2fZaroCYd5CKIylyGtfjvsuBrW3o99pLDqSJ0u+FTrLaEtO6CE1bDjX+WDk+Up67IuR5YDiArS1HUd0m3X2CNDPJ9Pq6edt1/aOBjXXHi19kkmh1OYtsE+cVH/3o8smzyNFNm0uY5HN7e1kdEYSkPiTxgV5e8YL7A/2+sr4S+KzL13HX3k8qC5JYkbVXQHb87N2yLxVbVMzUDU9N1uyTJFb1UU7c/Cg7YtCDRe8ig7Ue0yoxaeSdj3WfSYJRTyXJGPbN1/jeS1aAQkQikNxusSiJq0GJ0nGLIjOG3DQ7Q/AFRBBWVXGijMdwqf807vgm6cEznCmvkWV0GxGg9Hqeh1609Hc7exYunrffHY9gfaNd55ITozXew3CVB+4NvOjSTve9lTFkwzF1toq6lHD5cwyIrmcM5s8AkHpjRI7HLhrFC17s2ZrlMMwX5sVGMCbz2CSwTf9sO2AxIFWNHZYpL3yB8NDDGeurSusY7zxsb8G5c4FeVtGobZ6MRkKWOdsA8q67d4DxamKVcp2nOf/ZyMVXMLz/BaRlJGCII0kN8HJ537zhqo8w5DZ57m0DI/ZdNxW2Xszownbb5J3fpURKqTFhHXlh13XxgkDWB5egvYj0upSw+UJG2yN6schAaALlMGfz/JB+P5rdF8sVKu4O0F9fYWU9O9Hvv3N8xoJd+IzZV/x9NB9SvPUvw/zo+b6i0/h9Gu94Z+D+9Nf5n1/wvzP+odfxL179J/jGyz9Ief4iky/+X/nad72TH+n9IOGV34QOt//bX4A4mgdfz/SbfozZ6/5X/J1HKf/F15L93P8Tprv/7c/3PMeb3giDAfzgP1dWxo4/9c3Cr74bkkR5xWfDE0/AYgE/87PP95Wexmmcxml8esY0P0+/qHE7T+FufhjUTOu3t42VtQRk9OQ7LMHlxsxqc14ELdcs0XM+MrMCw5XUdpKFmLxCe6B7LwuDPqysRX+qamLHcu0Ovn1Vn5Jljo0Ne1n3LKvReR+ZGcDWhnDuTGAtuWkmygIPPWT34bRic0Nt51oEQm2gl1ha1XrrtEm8tgbXfWM49Hv2/bTISbKENGkrKZpZ+Nam4+wZMz5uX6ydN8nX2roZAV84L3ed4ySjpm1FO7ftuNe9M2yeSdncCFy+B874xyEsoAnLRMnH3+sSoSWA0rJR1tfg0sVo3yut54sZbRfnLuIzS+aCOmbJFozOmGRIIM0sSeoXNRLmJqs7Ua5+CXZ9YsaP+UMJ9AeeUX9peG4AxnLn3nvhzJaSpQaW6OgcSGRsJdIlZC3DzSUe1JhdKp7VFTN0FhHGQ7V+jWb0EhkJwZUdiNAl8iFw/hzcc19pzC5t6A/jOPApbrgdfYiE1BuAubVllQZPdplog+YjtFhFquMleBXZDUUyNfNzWfa/mYo7Qm/9RN/ZmJfpHj4s8GFOKMZof8vkkrG/m2DtV+Sx31s2lUQvLqyim2hzgnmnaFqAKiurjsEg3mbi2dx2jEeKEFhZT0iyhNHYd2BXC0ZmqRmj90pIswjyjc4tG0JjL8WB1u9BIuEE2AXJU79I79Z77HpUYX6IJuUJRpdC1oO0NIaTnlh7WqqKT8Cl3XrUSMrMrVIlK/R6wnDoyHMbVxfKp1mZfoSWgWdz0+G94AmMhizHrS4LSQ3PbbPbe1mU1S3naVkY8+bMmZZdpNw99pdAYpv4Hx4qO7swX5gsOe+XNOsPsfArhGDm4eNhTTa/hWhFu+6ZwV3LkIFpfg5HQ378LEn0h3I0UE1wO092Y0tOFHMw9l1N0XOMx+BDlA6HBndsPoNrq4H+0Azyh0M1Cflsj6ax+wttBU0RxCeMkl2y5tDOrzNW9dluzZPKxnqvJ8ymSiCh/ASxio9gV5CU8djAkzNnogwW2No+MR2wNXVrU1jfsEql5sOnse/LeJvC5nbK5obJ9M6dz1jfiNK6Zm5AfNfP7ZgSSHK2tw2YThLH+XOwumJt3utJi5lANcFf/Q379eEZ8CkJc+5p3k2Rm29W4gMb67GqKSnNA1+CxnHdpGN2ey+1awHGY8fmhgF8WWJAXZIKeTKLjKfAxpan13Pmq5kkHVIkTUW/DPQGmY1pcZw5l5uEta2eiXLurDDsK+fOKOPVtJtCAGUubJ858UAH2+gQWz/C5gshySDrR6bhcjMFQMs1Jr378DSMiiPccI2FX1mO/fZfg0180WNlbAUqlsewr0kinLvgSFPhgfuFl74ESArC+ELnZQYKSU6eE5m20DQK43OU22fp9c1jrCzjcSMTNgw2OHM+Y30j7cbWJ4vPOM+uk6H9TWZf8fcof+RbKN7+N5l9xd+/q9NO4zT+qyPU+OfeQ/Lo23ndb/4sb3r1bfRqzvsOP58f/dj/RO+zvpC//I0r/NqvK0/fUb7tNb+LcRdfDOT4Ju7oJjLdhWpCkwrp/h2kmkI1QRozTa3vfQ3uxodJf/PfkH7o39Gc/SzC9oshKW0BTnI07aHFCpQraLmCFva1TR4+nWMwEL7+TfDPflB59NGaN34N/NiPw3f9H/DtfxX+7LfB+jq89W3KG7+Gu3YwTuM0TuM0TgMuv3CD+c4VZHEQk2V7u3cEGpSw9RIWj72Xkh3u2rHFg8+Roxv2DTGPG5ISqsmS8ZFktBKsu5ySVRmNPKsPRn3gXhQpiCDiOz1JGGxDNgAnlgR480u6K6lMEqgWiBOK+jb3DScMC6tuZYwHA0PMC0aiwIhOpiMCjRRouYoc376rfV71yoB/DNKnBKvtLZ3Uq2X1IMZcc6nQuKWMUcs1/HSPGsjyBG1OXDOAOIIroDnoAKREAhW24761IRSF1Zt78AHB7dp5y7xm7s0cuVzjBHhmx/aJcPGicHzsMXKP3PXK2xo5F4VQuwT8AOpdk+6I4MqxGd03AZwBB+nkBr66Gq+7lU7J8o+euK8ujH03EYfzYTkmCJGg0CDSlrOPYEkry5Jljb02LpxXjm8o4jyqDf28RieeNFHr37Cgla/ehcwCwWUs6122xww4LwzWesgIBmcq3OZ5wmKIO77JUuPD3UwX3LLvCcjxbXuP8tkSyIt9kYRj0kxYKSquHLd8O0vs836KFqO75gQiULdVDwXKFcLm/dYuYn2XMkWBUo7vYhC1nby+Bn1VRCsrFIDgtAVELcF2IXK5xKpBZjVQQ154zpx1NK4hxHvu9YR0K0r5RBiv5ch+TIqH52AaJbhNjYrxp7oBV01IpDSrvhMMthZDl2aOhgp1CdLJWn33Kc2HyCFouYqWa7iDq8b6GJ3r2lkloeqfQ5srtKxBAS5etJ/vH2jX5Vm9xzxZBeCPvBLS9zjoamEEnEvYWBfckZBlcG4Dsqdh4KBcBbeh8KTJxFzpoIKT415p0P4GYethZOcYBeazk0BYwCUu9vvSaymZ7yEzA4RVnI23xRRipdwwvoCf9dD5HslsB5ncYnxhk3z/6nLsKAaQBWzda0GKpiFIgUgFi2MDxEK97I9yTOit4Sa3460EY9DFTQeVxH5XHPfd56ieSZkfzqhdyVqxy+DckMzNgXEcw5FdGgIqaTeNUOWB+4HejKc+Ck2d0UrLRWsUj9B0FUzFCTQGUr1w+1n8TcfZs3bNNcpoBEeZMGuM6yTe47MEDQ3J5gXSIkFv77ME1k+y1aKU2mdLhp44zp2B4QjzZJxG0FEEWRwjIaBq1T/lxBozvnAGd4TNxbjGaVzHwtoDII6NXiC9WNJbmZGcgfWeIzlWsgFIdWxekx7Gw4ATh9PA2prn9p2WjdxSouxSvVOKQY6GyJJtG7ldD1Q5d07QJsBEkDRnnqzg5NnlUPzENZJW1ih354DLkr7LtVUgBAG1qo+L/kUS+QhCg+KXZv/aGtQLWcJyre8Y3su1QlqmmTuxmXAyVCOgBeORwh6RTSZR0ujIi4CmfdBDe28QB0nK5uanlv99RoNdAOH8K1i85q+S/8L/Tvq+H6b67G9+vi/pND5To16YOfyjP0Py+M8hs32apMe7b7yW/GWv40Vf9Rr++zf28A5+9B/aBHvnL9gkfdUr/zPHXBxHEOsWcnQTOb7ZfXVHN5GjW/a97iVoGQHIwbThSQ9NUjq6vji0v4HM9kmeew965dcB+aSUTs1HhOEZdHgGHZ61f4/OE1YvE1bvhXzwu2nB/2bxpq+Df/tm+MffM+V/+ZvCt/2P8Df/F+WJJ4XXv075+XfCnTvw8Y/DC1/4fF/taZzGaZzGp1c47y2pqKE1U+58crQBn7K9JYTbgTy3F/jVFRgPW3mVmYAnhbFJdHgRmR9ZkhYCuMwSK+AuRhBAJ4H0S+aGXZSde7qDrl6KSfCJF+0T7DAB1BdIZX4qLiwYcETCDLREQoMPM8QP0XwAR8vzSAR9zm1VXPosh+ZnT4Bdy+O34FD3DZ/wiYwOPYEmPXRvzd4HhPngMsOthvnUgI3g7olJfnssYeWec/STIdzaNdzOLZ/N8T1+eY7I4EmkYWNDrRKWF4KGZdKgoMUK/b5QbHqa3ZN7u3acJDUPoKJ0HLZJJSbDKS8ChxnihM1VWKk8TEBolkDOMns90S964r7i+0c+IJEjVreHuMU+d0neWolam5C3bAvnoGnoBGon2rXfF4bbAcVBU3HhgtIklqBd3J4yunUVV4E0hyAroAYqqcLCDRgsnlmeHzppIElJmgqNq+09qhjB7pMdK0pxHWiqvbUTzEMFjYCqSAfShJV7kIltQG4NGyhXYGqA27Jzl/11Moltx/g8WTVPJZ+cmDcCx7e4yBUSFqSpIHceQ1cuLdsd2NpU1jPImprVMiGZSbQJk5iQt/NO4/2Zj5zoCaAp1B2zS9OSfDSC+eGJa1Sbv87BYBvuHCHoiXmw9FdyPkAlhNjecgL8WI4HTrRBOyYa3OE1wtbDhIt/GNl/jtazi6TofkHFcfacMK7B3fr4Uv50IpJwjBw3lNXNE2NqKWk7+aW9jpe9TJB5gGfEpL6JmJ8gxLErJ+7jxDHEQcuGwqTGvR6sbwszVdxq0sm4Gk3tOtolRsTaTsHtP2N+02kJCJcuwiQRXFC0njLYOktyCOpLQn8TUNzxbYJLCf1NpJ7SAj0aEShpFjDbpS0SAdjmdzZAF0dIUyOxn/p9x2zeECQFqTsw1jlBqBEayiL6MtbL5lORiKsGGpct5eqhpixT1E9tEySyN8HAroDH0yxBX1VEBWhw+8+dGCCABPLM0es79g7sV9zRTciHNOsPmsz76OayS1RP+OyF5Tn8J8xJTGYIwLT7Ad06d/JZ1A7kcgVt5khkyg0GsBhG6eNgAw6v4JkzHkHQms0NgXkEzE94Uw6HVr9Fjw0UVXFsbQbYt+aKNGSazYcNvHY+goXtc9PmzIkhTJ4F5sDWhYL+cAzXPnTifm2OjkZwcAiQRD9Mfpt2ade39lknrK/D4aLBH5v34DTZYiaZFQpomVQdGO+MkFHPWALa8FveCYiAWNwYC+v3E9YfMJAbqxj6JV8kuOtxtLklo/n8ORCEMNzG7RzTSbh9+lvO8Z+Lz3iwC6D67G/BX30f2S/+HZozLyWc+0PP9yWdxmdKVDP8079M8shPkzzxTmRxhOYj6vu/iPrB1/P33vK5/IcP5vz77xD+zb9TVOENb4D10Zywc5Od37zBt736FoMPRzArgleuBbYWx7/llJoN0P4mYbBFOPtydLCJDrbQ/hZhsGWSkbTHePMse8fz33lCq+If/RnyX/hO3OE1qhd+OYvP/YuQ9pDZHkz3kNke0n49vo07vIYcXsfd+Ajp5O7d7tDbQFcvE9buo9l6mLD9YsLGQyeo6P//idFQ+MZvgH/6fQu+9quF174GXvZS+N7vU/7B34Offyd4D2/5Ce3Mh0/jNE7jNE4jxsld1BZfaBbGVIkJQa+okYHSZgvOC2H1AkzuAAZChJ6YtMgnaDFCjm7Yi3iSo4vacK0Q7GVXWmZUQIdnCKNzJPtPcfJCRO1l37yX7pbNGdcphqq9mLfXHiozaXeWGMjhddbT6yxWhuj4AuHEhpH3Qo35UZU935nCnEhdTwAD5mmjCJKk9vOmujthj9HvN4SRsBccFy+bZApA06FJhE5k1evrDhiD5WXkBRzO266JIFALErn4jI9eVyfbpGsj5+O7gJDmCXk/cidabyk1lkx97DugpZVJCUqWStc/3lvFv5rYvKH9l4E/bv8K2ls/AZK2YJcdW8sVdO1ekvo9uFoNWmiZDwjSyh870CDEJKju/q/RRcWO3FZyzIxV7yAtE1Dl/OacbGySMQNaHNQzNtcVHW4jt6FcXF8qaYFw7uX4vafR3OQy0tT2szpWNXQmyVNcl0Qak+C3mlMbCGjopI7OEqaXcUc3ooG6yTkP8vsZTz9uErC0j44uRNP1CJrZSe0Ykhijxns0LaGaooMtZH6ESMBLjU+EEBZ3t3u87rNnlEHicDc9UgckKA1Cfc/nkT7xTji+2Z1PI4tue0sJLo3Szabrq7B6Gbf3zBJqaOWFauMurD+Av/N493848RXFuwB4QrMEebsKjJ28cMk8QyCceQlu5/GuiZfjJZhs07kOg1A8Ih6fCDQL5PA6+OW76PnzoLqLHEYQoR1TLbjUTaU2MT8BYmkLxkST8Q6wPfm5YIzW7nftvlsD7iZYlcSydPRWFV3xLJx5xaVSA8fLe+lvspk2yCQyng6vIbN9wvAMaSqsrAjsBNytj9EMzy77o2UbAtrbAOcMfBEhCRMQk+mBIvPDTibage+tFBZFDp6DprZ1Ye1edO/WEtRtNwE0IFrjtf4EPmdkQgm2/vsT8EGowKdIPWd9c8D+LHouAhKaKFttG9eho7PIzY/Gdc+habEcgxHjWfdXyAYH9HLp7kGS3NbZEx5XNoiiLFcr+7/zn6BiEe5aVxcTaBa2O9CucaGKTXCSpXwCxFdldVUYXUxtvevaNYL7LVj6CdLv0N9GJw4XZnhqgqSE869gpflPyCqQCiH+jq7fh9ZT5PjO0lG/u34rukEsULC2Khzehv7FNfNKu3bydm3sp6mwOlb8ZU9+ZMxnvatd2nu9O4fKMthcM+YY4nhu5Uvp6x1Ew7KYR9s27Zo53UFUCYMtZLZnz4/2mXwXgyz+Ox+h+Qi4sjyWtZgdvt1YATjzAgPExbz9tCN9eD7V+H0BdiHC7PV/m96/fBPF2/4K02/6UWvo0ziN3y6qGf6pX4oA1zuQakIoVqgvv5qw9SJCfwM3OyA8835e/Nw7+Kov2WPrJ/f58mf3+RNfcsBWdoD7/5oHyT96eTzmO0F9FinZq8aY2nqR7Rb21g3EGpxFR2cs2UhyW4zdf36ySjm2nZrfKURoHno9k3u/gOw930f6nu8jefwdLD7nz1N99p+EjU8iW6wXyOEV83XZfRK38yRu90mSR99O+sEfAUBdQlh/gLD1Iprzr6C58Ep0fPHEQvx7E1//JnjLWx3f9d2Bf/Ldwl/6C8Kf+XPKz78D/vjXwb/+t/D2t8Nf/DaNJbJP4zRO4zROA+heKg1AiqBMuQF5v80GaV+i26wm9DaoX/xGsvd8L+0LsBYry8psrbeOqlWWWxgjRA6uINMddLAFkQmkw7NQfuJ7WLtTfZLVoideuPXu50rc6HEHVxFtKIqEoozJXzWhLIW815h80S1fZ3s9OLhjJe2XEZOvk4lsvK/hAPIVB7PUvlfN4j3L3XlAaFhZdQy3uVs+3750n2B2Le/BE8oVVs5doLq5oLpJNPU/kYC17wHRjPq3xokk4eTnWRpWlz0g69P4NhF0XVXMZWKCyXBU6YfbVBwisoq0iV4LhoicSCpPXJKLctjY1lquEZrKkvAQAa1yxQzTI6AqUWbUylLECUmijEcpzONpW+DvJLMssqzanf+8ECZTIc0sIWe6g47O8cC9Ab3uYDcmmIuJvYNtPBCBCoHaqBzu1sdO9I+A6JKd6BJo/d0Wk2WyLGJt1gJBnUzHJEY2dBPUFxTZob2Tnfts86mLXnVogMMb4Fuvmni+tKS58Cp0dN7uVVq4pr2eE+dqR4LE9vdJBIwjG2XjAWqtyXafRPNx/B1reyMVGbNLQt2BA8t2bv/XjsmT81BhcQjFMJqZY/emSp47A3xW7JO9EibEap8TPqGiY2SbJSffSXWZAIcIUkQgQ0WWCe/JKdHMaBmEzrWMHM9oqAxX5G7gqlvY6gisnLinjn0av3ZMnJNsLuVuHMD+UxawF9vLxXlj7DcrojHLzqCjLfK9X7JVLe1BUvz/2HvzeM2Ous7/XXXOs9996du39yWddHZCAglJCDvIojJu4yj6E1AZndFxXMcFR9yQEcaBEcWFQQYV0QFFFhGVRYQIAoGQfe9O79vd732Wc6p+f3yrzqnzPM/tvg1JSMLzfb26771nrapTVed8P/X5fr6oqR3o+YfhzP2o5oJcsbWCHSab/gRoN1kdwUidAVuug9ISCaIU9eV7iCegbAOkN2RXeqA2fMKdFdARlUqJZN7KbiNjXiuXAdYamc/r4xRNmF2RaaICNqOeewiz6RIApjfHbKpG6DMOt7IpHiSX/uYWT5To86GQJB5RWQBNK2w43VlitGwhTTBR7ED5trSHB2ks0u5uHi2l8xDbrvdLXvesFqsudF+Jf4MxOeAX9reCmL/Mb1Z3wSaeHRyCXSEjsFzDrkKjc5iRcdGmSrUwiLX2ofe+k5nsmipN8+3uemNjipExt2nmYsZWjpFsuRQOf6GrrjlgpyPF0HCUM5/D8edBQx30F+XuZz1rO+Kqq0osHYW50ynDPvinAHb57wk53ozvwgzNoOcO+BvlxwYalMQlObU6ls9JnpWbhTwD5SHM1D7U0nEH4LrrVEYwk3vZiD05wC6AyhDNb34ztXd/N5UP/zTNb/vjswIJA3uSWdJGrZ6UTEwrp1DNBff7cfm5ega1fAy1chqVrGXvFW+6OY++5yNwz0eybRXg5VvdH4fgAj/IO/Q1lbZF58RrnWzArC5BXMZGlQwAs3EFogpJtUEVDVHFbSvLanpUgVIVG1dlFcf9NJMX0Hruaynd/tdUPvVGSl9+N+2rX0l6wfOw5YbQw7tZYnEZO76bdHw3Kc8JCmZRy8fQx28nOn4H+sQdRA9+ktLt7wPANKZJt11DuvUa0l035nT7R9CqVcV/+bE6P/9Ly3z0H+BFL1S84PmWP/8L+KM/gPd/AFZXheX1spc84rcf2MAGNrAnvKm1eeyQS5yitfsod2FmXQsWZvPlMDyDGdlKtOSWiuOyAB/+Y9g4ZkhUyRwTFTqHGSFGu7AwlYML3rEO30M2/1BuNCxNDXHFpXVXsYBTaduBMKXgevk9vVNthzajlo8RRSK4rSKvHJM7Ptu2KTqj4EE5EX5WxCWFNQ6MiCv0AG/g2q6Y6crXFZzj1f0ArIXqCCqOaEyMMn/icBZmmTsM/ls1DEUjr6tbSMuE/rPVeUnPvv8iRfxgroJllWLrVlBnghV1fz0nnD45DeXaPHFpAprOscq0yrr7hnfCnAPiyxtXJMOW0PswY9ug00TPPRQ43BaMxepckH581FLfHLN8TDKSWXBhMQHwoiLndAv7vFzWlMc1NoogTSQ7olLMbDJEaRPmQLUWUUkT7ftuqY6Nq8J4KTyvyAHAYcglOcNx9ZQw8OMpqa/uYokEz0ZpxSUXKeJ7FWpFABpbrqNSCeuxHsg1KegA/PFjIGtry8gwVFp5GbN2VxHVCqwa5PnEFczwZvTiUUhb+fWjighAu1tefnlE+X6gZXIgyaS5Y15g/vjn6wGeHOhUnTUneu7GcTsPe2w0FGmksCuniU2bLbMWtezjxDyoGDI7Ar/MFuuPLkHqWUYxFv+c/OW06NumbWytCMSUywpTVqIhFswp4EIgG9PgRPdVwOwCBIjqSBSGHZ6BpWPQXsFWRyVCwreNkjJEsSRKWKxcgJ6eYUSdyernQ+psGoSheWDHf9+HdSroGHWD5e5nxwN8kQCjJ+7I5o5KWaM6OuDEBmCX1qKZFjI0jYSLDjUs9QmIraJtBDSNYkWjZig1DKxAkXHjiqtgqHmAtaF9+caklf8ePk8E7LIZaG6zesh8E2TmdWBX/uzcdq9dpTQq9cC0vFf87C7zYZMMrCnVJWw5LxQA6banER36N/IwVxwIaoT9qZDxUMhE6trUCosxGy/ZPgduZSH9yoGVck9bqlIud0ialnI5IlKFu5MvMoTXlGske55D/PDN+NBPqUQLVs/AyBbs+C6JBCq8M+h9b4XAX5/wTvk9F8oHy0gjZbWsmJiEqBQxPh6xeyhlepdvEs/A8stHrr46+DsqYW0VM3lBXq+uRaLkom+i5OR9srbudyxK/OuOAL3JzuuJD3wGKiNsxJ48YBdgpi+i9bz/TvXvf57yzW+lfcOPf72LNLBHwlpL6IVDqIVD6KUjqMWjqIWHJRxv9TRqbSHLhLERszg0PyoLGysui7h7qY6tDMlHTnmIj35qhFU7zEu/tcYfv6vGycUG3/MDw+y6cBgb1/jZX1Ts3mH40ddAtkpsnQCkX5mxqfxLOlLGpOV+tiFtoZKu39MWyv2NMqjmCjQXUcF5KlmT6/TR+QpNLx6m+vFfh4//el53p4lgS1UnaB8CZm5bqeqOqWU/kz3Pxl72HWA66IVD6JN3Ex35IqW7/w4QOnyy+ybS3TeRbn1acfXga7CXvbTMn70b/vdbLdc+HV7zg4pPftLyF38Br/oB+N3fg794j+VlL1HnvNbABjawgT1e7M/+7M94+9vfzsmTJ9m/fz+vfe1rueKKK/oe+5d/+Zf8zd/8Dffeey8Al156KT/5kz+57vFA9gGchwO4OdKkEroT6tJYsJVhyUYFpHufi149gzp5Z3Bego2raGvEQYgreIek+MEb3jfCjm7DNpdAWWyqsTrKRH4BEZt1DISStlTHY2CUtDqGS0koVw6Eb5XNV/OzEDgQHctTd6NbSxDJx7LxxZIjKJU1cRWScPUdxCEoD2GGZ4WdNH8w3+f1kExCIBCTN3UYNtSz0wFJJoW4wpnGVYzUFoBmLo7eLYwffvCjMEPTREvH8muWAm1Nr8kEiOSzlG9iQmOX6hJOVx4u1NPqmNFh0Fa7UMhAy63dpuhoKBFwdvWUcDOJZbFRWb53MgHnAMzwZSrVBWxSAVPJWqJYMz6uBLyYPyhgQiH0VnU5kT4M0PWyuCbb2qs5Yytk7blrpFP70Gtnis9Ex2gFE1MC/mT9MXQK/X3BASvdS6TB/bq3ZRp0Jte2cUDSyIiLqs3aKQ+x27ZVEc15tl+c47lKsWkTnDlmKTmNH7PpMhJjiA99zoFYCUXnUFOuSFY0mm58eM28sB5BWCCVYQEKKqPBtbr1uoJ6+/ArpdALB10oLwJERhW8FlHuyKsephFZ+KgDaVKh+8WVCNpaMiN67EyXJPTSsf36tj2Qi6Pn4LNam8sfVxZC7Bz0ciPX9FN+flKYLU8heuDj2bXCeVRHEn4ZRQEDBQkdjiJLe2GBmm3L+sLYNnRnVb6pJ/diCuBrnz5kHEjsmigDkxT5GAn6ZxH8hwIL0YEzZnwPrJ5Exq/TcpvejXF6Xr7fDjUSbEU7sMvBMkkLmgswXA/kF7uZU74sAQvSlbNS0TQi0I4RmIWqZuw18U0UZML9xbHs6pG2QJcduKWyNlDtZVrxJiqdU7I4kjGIgvaxRhb9/bxUroNtC+hsTTZ+bLkRgOPFMEYgA6ltYyovpvf1fP19mPDodtARQ0Nz1EvSZvK6VYVxn2sj+k1F8D1/sKBP3y+ZFBtTMi9Vhkl23oh++N/Qy8fxgGxfgjB5fyjcp/t3QKuU0RFNp+SyzUYxs+MG40PjM3ZoN7AW55uVwo7vgtqo26aKfcMGmXyzavr5MmCABfdRJpH2O48QRng8g10+BlZ7tHFjllz6cjpHvkj5s79PuuUppLtvehQLObBHzFZOEx37MvrEHejTD9BZOkx9/hCquYiyybnPPw+TCTUBk2Qrpf3sZdPul5vhv3hg+lb3D/ifl5Sx5SHKfzeErTRECLLcwJadYG5lRByIyjC2OoKtTWR/5wBTXSbPPn28Nj7O0tzc+hWxRl5CSTMTCMx/NqGzQnTwc8T3/r2sVJYamOmLSCf2iohmp1k8Z20ekmPoThOSNQHTOk0Jceh3++oY6eRFEEWo1jKlL72b8hf/Lzaukex5FsmF3yTjr1Tre/5GTGvFz/2M4lU/ZPnfb7W89hc13/Wdlj97N/zB70mK+IcOwP33G/buXeflO7CBDWxgjyP78Ic/zOtf/3pe97rXceWVV/LOd76TV7/61XzkIx9hcrJXguGzn/0sL33pS3nqU59KuVzmj//4j3nVq17Fhz70IWZmZta5SxdLIAO3AkHyPBYEUKTbr5VjohgzuQe1eBjKdckGvDaHrY5gRraim3PCMsZlF8ucX39rm3/YxlWox/LOTZqgY1TwXZ9uvw4zKYCEmj8ISmPGd7nr5d9/1a17sIurRKVYwsxCTa0wfLA6ionK8uEffixbkPCOQFOlG1hSSkA806eNrHEf+H3eM5kD3w/scj+NoVSWb/hyxZchZ04YJ4Gg5x4CXXJSAe4CXd8HtlwP/8pvUqoC7WIpSrUCcGWGZ7HlIbRnrEDheelTd2bniaaKwlSGULqUwz3e4c4WtXxbhk6mcyqjCnZ4CFufyDVMAydXddbkm8iHQfpzVQS245g+kOkXufY3E7sx47syVqGtjpGObJF6BeLQ1Eaxpl1oPzO2nfGoxMisxpokuK9/LmBro5jRHaSbL5eMhN1sGw9Ejm7LwdbqGGZ8O1kGghDsikoQlSnZJqUSpF3tpKyE3WrtekUI/OmI0VHFNVsgWnEAzchmOHW3K4oDU3sSRQTAo47kX9rJgRILNq7ko0SLLp9uzmM6qzIWfJhkFn4UAOcekAwd1qSVaThl7ZSBMUXAUGEd00S5spRFaB1FtR6zfTYiqkc52KWAyrD0pQyQCHt7wCBy97TVMWFnBeCh76/WAxVxNU9UELJr6Kqbr7MLQQNLFCFswyDEdfs2eOihFsN6TvQDyw3pJ9rNg3E5CHtzzxNFzpB1P7QPY/Rgl3ZhdKpLI0oV64YS3yJtSwilZzyFCRGwArLHpQAoVTmTCiSkTIFeOoZK2xJAmOGc/f3yfOEDPAFgdCJCr6kctNORhK6tns77aLkOzXk399qg/wcgUurYkd5n6uTZTaenIZ5bdHXVRVDVz6NAuvkKons/KiHAgI1KAuanHXkupboAe5ADtOFD8QsTlSHs0IzLWhyEQ2fjvu3eJRKarqMQBA/m7AxAVXlf8++ouIaZ2I06eU8WdSuaVYBNBTwFYdfqGLV2xp27pweDChqCZM+z0afukTBDDy550DYb02kOmrmFq6zPZW2DTFzBGDQzl6GWjhbZfuGYUjoHBkNQN2SHQy/2E4ZV94Dm57bHLdhV/atXEh/6nCB47iVhy0MijFkdwzpdANOYlmxyI1uwo1uxQzO0nvOL6OO3Uf3wz7L6H/4cO7Hn612db2yzFtbmhIl1+j6i47ejT98nTK2VUwK09PlILHwKqEg+rssNbGVU+kFjCjO0CYZm5e9SHUyb+J6PEj/wCTAJ6Y7r6Fz5H0i3Xk2G9vuVbhEyyCentC0ToOnwxt9u8sB9HX7rdR1e9ysdTHuN5924wre+YBXay9z8ySUeun+Ff/8tK6R2RbJUtVdEAP7Mg9BeFkp9uk7MY9g8Sjvwq+Z+VkDHJKUyNUM2cVvlVj6VF/GM8rACyCZN2zVBpNuehlk9hZ4/iD7yRaIjX8RUx/KMjCNboVx3TC7H7KqMiN5YbUI+eJVCrc2hVnyo6En08jHUwmEROF06moFiKlkTza97PiJ6XzOX0rn4m0ku+XfyQjtP271L8f2vgLe/w3LTTZbv+17FBz9s+YM/gv/4Q/A/3gS/9zZ402+f96UHNrCBDewxt3e84x1813d9F9/+7d8OwOte9zo+8YlP8N73vpcf/uEf7jn+TW96U+HvX//1X+fv//7vufnmm3n5y1/e/yYFp43s/aBsivWhWwG7y6drl2Pld8l+lr9PlM3Uv9x7qOuL2os+ezaIFo0T5TRhiro5efHs5B44upR/BHsLRJB1HNHYsh07/xCqvRo4hoY83EuLw14bEzkBpdBHbsFM7CP7mDYdKb7pYrj4j+gsDMWBgF5badMlxA98rAAoyOLWEGZ0G3r1dK9jLDd0P1PKJcWll4Bta2iGq/tAdRTlmFKmPiGAVtJEvoRUURA6ivPMdNYK8wsw4zuZWL2XWjVkRbi6eYCp3MBWR8Wx7K57do4lHd+NmQycprhMxtDxml2OFSRMO6e/053MxqTy3texOMLdGi894VcOCfWZEQPx7Py7DXH8py5EzR+Qs2tjEqbWWS2GFKk4F6j3pmPRoPLP2jtOYX82BhqT2LEdqBN35qFYBbKBZ0q4jVHJMc48OBQwPjI2ggMaCpkvyRhruROZM0Ty8oVglhLgx2X0E42d8NsvBx7FEXffjAGbQimKYU06v6c+fT9m2zX+Azwva/arm0OsEeZc0gKbCsisS5hSHV2IuLDdWFfWZuIYW3HaO2uITlpMXOoKY+wTVlescz6fZVaqghkqHufHdxdDLd/v54ogrLgg0O/BHuswXj825XrDw4oLLlDUjiiJrsvK55M0hGXpAtfkxg68FK0rAYndM/MgftDHbaH8Aj6Y0a3ouYdItz8dtXpKokP6gpQaMzyLXjyc3ztLFyuhxRagOg5ROY9IXW9tOdRa6putV2XtaIems2dmG5sk0qYyEgCOoJdPicj98OZ8LEVlUDoHmKISscveasM5otxwfSsHA+3ILHZ4FttZhc4iGA2kkLZJdz6DaP4gZvoiIVosHxPwKxzHqis80oJqL6NO3Vuoq7Cntcx9q6ezOmMhOn0XhMnLgvBBb9bpeplNlxDd/wmKzxcHCpLN18UFEdt/rPhDvKxNMN5NY1reYf78EDz34GH4fs7AMFW4ti3XUbUx0SgMy5OVwbU35N8izqKDn0XNPej+KHfVKbhWdzj0BuxxC3Z1rn0N6a4bIO0I0p+2Ua0ll1VuAXX6PlRznnjldAEosS6m2Yxug7kD1N/zCtZe8j8x257alZ1hYI+4tVfQcw+h5x5CnbpHtJ7mHkQtHe/Lzip+7iioDImw+9guylsvY2VoB2bmUuzo1rPMrM5ay5S/8A5KX/gTSFokl30b7WteJRTKjVqphgWOHLW8/18s3/8KePcn4V/dO+D/e44iuUTSLL/+Nyz798N3vkhz1gDKpIVqLQpVv7kofbi9JIypzpowqDpr8neyCp01YWXZFCKNbTfdCzcBYwQ8sy030XVpL7gP2swZweYanFihp49ulzTEnvp/8i7/Cu0LOIZmS0OY2hg0puRneQgzssXFYyt5oa6cFF20tTPQXoakSXT0y0RHv4z92K9jq2Mk259O8pTvlaypG0wd+33fCzf/K7z+DZY/+WPFq1+peNPvWL7z24Xd9bnPw9KSYXh4wO4a2MAG9vi1drvN7bffzmte85psm9aa66+/nltuuWVD11hbWyNJEkZHR89ylAc4/FvWuTomzcTDC+ZDjqD4vo0q2JGteZgPRiIHoxLKOUKFK4Vi9kqLQ246qFYLH+Ji19HsUt0f6JnT5Q4tVaUWyp/n7hdqrGRi1OTXbctKvUpFTyqtjaMPfT7LOglgNu0nOnGnfNSbBLLU70pEcGvjonfj9DH16fsgKgkgsDYPrUWi+/6R5PLvgKhMsv+lsrh370fzZxHUy6ZNkTDIn0zgoCinE9VCxWXM9H706mkJxfLnV0bEYQHM1H4JmUFTqSrKw6qIUfi20cHiHv2cIe8Ee5aVB0j9xbwOUCRgof+m9s9AKYiqXde0RUDJlSUXzw/axQNcAfCVAaW4xcmMBSFl8aFzci8P7gShUD5MKQ2+Qa3Jr+VBhR7HqhtgU13PMDw2bEudOWLKpCiC8eB/WgcWQw/447+pbPacEG1XCL7n8rraxjSZFlcP8BOAVFrLd1myBjOXuc02B7U988mBomZ0K5gUM7adyGvm9dQ9n1v00tGcUdej+ebBhlxnKau7UsKcs1ZCXjtrZAu5mWC9b5w89DC/htNSCtuY4DgLZnw3tlQJvjctmW5hZ1WyPIZM0Sz80o0TayBZc1UQUKJW16g1S61GPt8Eda7VtLB5QtPa+fldwITfZAUkyRgvSsL99IIP29SO8ULAspF5Ns8qGQDbpRpUhiRRQ2ct1x9zIKUZmpGspeM7sHMP4rWjspBxXQKbYuuTqNVTmIk9qBPLQItId3Xc7gUUgjJ2AzEZ4aCLiVcbz8GbAt1BAQFbMipnY9bqOJ9b/KFKQ9qRTPKAPnEn2Rzs5iJbn0SlFVg6I76V7UB1DKuPYhvT6NP3o9fm5V1pQTWXhFARLjr4IRZmTgz7q44wExeg5x6WoitJYKCay+gwTD67mKuGUjCyNR//BTDTA4kp+thX0EtHSHY9s2ucpKjucdJ9j8oIBQZcYxpO3o0fqyoDu/wikH8v+gv4b4is0V2dHTFpahi9dCQ/NqhbVorwfQeo1VM5w3J4Rr4V4ipmYreQSMI5+cnC7Ep3Xk+68/oNHNhGLR2XbD2Lh9GLh1FzD6FP3Sv6Rp1V6u99JVZFmIk9mM2Xk26+HLP5chkIG3S2BxZY2paJ4MSd6GO3oY/dil54GN1a7Ht499qprU9hpi/CzFyGmdon/8Z3FcDI2vg46dlC+LwlLUpffjflz/4BqjlP56KX0L7+x84P5Oqy//deyV5z043wIz8Gm2eg04HLLpX9t90OJ07Cj/7HfpNJl8UVbDwNjelzQEm9ds4wxq/R1Mop9GFhekXHb0fNH3AipOsc31km6izD4iG6pxkL8hKOa6J7NrQJG2+H9qqA02unUWkH1ZynfO9HKd/7UfncGN1Bsv8lpBe9RECzdUKW41jxK78Mr/pBy+t+3fI7b4L3vg9+/w8ECHvr7wvD69d+5RFqnIENbGADexRsbm6ONE17whUnJyd54IEHNnSNN77xjWzatInrr1//G8l2mlSqNUirUKnA1E4oVaBjUNUyqtHAlKsSghPHqEqV+vgEKiphSwl2roGpVFD1Omp4E/Z4C9tawrYXoRRTHhnFLtSwa2VZoW3JdXS9jqrXodxAjU1gWtuxq0OwOoedfxjiGOojKJfDvDY+jaoOYRcbmIUyNo6zfXZ4FLVYxcYxVKro0SnM4kFQE3KdNIZyCV2pYDs1VCXCVirCVI5jiMtyrfoQdq0s38rlCmWVoFjFrh2HUhnq2yhNbYPFB1H1BqpRx27ahT11B7ZcR9fr6LERTLUMUQM9OoZtNqA+jB4fx1YVabKIGp5BVzVqaBwA0xkl9WWvVlGNhns2EebYF9DVCtH4t5E2GlJuHUv9aw30yCh2VZzFke2XkJ78MrY+SrlWw9oKrEmimtrwEKo+TFqrQ6OBXaqgKjG60cDUhrDNM6hKBdWoA0NAG8olzGrZPfcKdEpYoFIfwpZL2Jam1KgTjY6SlspQKUGtJovPjWFUY1QYEzrGzFVQtZowv5SG2hh2ejd27mF5n5crcv/6EHa5io1iKMWUajVoVbBr+fOmMezYTQarE9SmXdhjd0K5LKGdKpG+rDqUqhWisQnMnJa2A1SjgV1poGsVUA3U2BhmeBS7VIb5e+RcQG3eiz15L6rRQA3VIS0Le6/q2A5xjKpW0Y0GanwS2xwhrZRRtSpUXH/UEapag7iCqlYxsbhTpXoDPTICrGBaJWy5CrURqI1TntmPffgLYBLKwyNy/+Eh1Pg4abWGtU2IFHpiM7a1CJW6tMf4JKw0JG2olT6kxsYwZ2rYivQrPTyMHRrC+HE1MiwMq0oFSmXK9SHsiVWggy6DqVSojoyizAIMXYJdmxdR9lKEVRVK9SFUvYYdGsM2R6C5hIrLlGcuwBz/ErS1PJfESga8OAZlwGoJjSuVERZTKg5sKUbXalBv5M+rVmNofBzb2k166DPUpraixq/DlJU898Ywqj6MXXL9QykZm6mE64K7ReTnjSqN8XHMmQZpuQxJ7J7HKDRcJtpOA+pDECWkpRKsnkGZVWxZxkOpWsGWShDFVIalrGb5iIABpRKVRgPbPs3wcJUrrt4nDnlaxvq50o1xAFMuY1sx5XodVW9AdRSaGlOtQurAiXIZ5u5GjWzBlsvYJCauubFZq0u/bwooEddrUBvBlsqUI+PasQORED1UpYLSMWr7ZdjVeZjYTH18ClOrYdMSlKvYpImqVKFSlrZs1aiPjWGGRzClMtg2qlrDRtK/1d5nYo/ejm3PU6rXaTdSmiuGSqVGtTGLXT2TjT2lNIyOYZt17GIFVatiyxWs0dDK4Yby0BCsiYi8bjSw1jjGJxINEsdQrbh3UQlVLoNvQ5c8xNYa2HQV0hKqVIJKBVsfgaiEqlSo1auAPAszOilz+8Ld6N3XyziPKrCyTKlcRlXKKGupj43Ju2p4CNtoYMpyXZJYwgQrFWqj4zLnN0cx9Qa2LXOrCsAmU6lgh8bR9QZqZhfpoQokStrdJNAYwpbLqLQMlQravxdaSp5pHEFtiProCKpmFsBOAAEAAElEQVQ6QlKv5+9F24ZKBVWtQLoo7T42SrrnOuypO8Ba4nKErVWlDw1NU2nk7/JoXN5NjI9jp2ZIT98BgG40SMsVVLkiEjvtBDoVyvUGenQUWzIQxWh3vllpYCo1SMrYuASVOrQN5dFRoh3Pw568l/TIZ1G1GmrYvSebEabWwCaRzK1DDRgdxdRr2I60g6WJXa1Q27IXVm/Cph2ii27A3HoCu+fpmIMKXa1Rn5jCBmPtXPa4Bbs2bFEZO7addGx77760Q3TH+6n+46+ImNvQDNGD/5xllLNRGbPpYtLNV2C2XEW65amCJg4st/YK+uRdRMduQx/6PNGJOyVkzWfBoLB2VFyvqIySTu3DbL4MM3UhZnKf0OJL5x/K1mMmIb79byjf/Fb08jGSXc+kfeNPZOlvv1qbn7f87QfhRS+Av/5bCRE/Mwff/FKI3CrNxz5hKZfh+md87dX4epptTJFe+ELSC1+Yb2yvoBcOSUhmZ1W0UbD5KltUxpYaTg+gA80z6IUj6NP3Ep28C33yLlnhWzqKrYyQbrmKZP9LSbc8VUI95g8Q3/F+4vs/jmrOES0cJPrs2+Czb8PGVZKd15Nc8q2ku27s6SdbZhU/+zPwy79i+d3fgx95DfzcL0DJfYd/4pNw+Ihl65YNgJADG9jABvYEtD/8wz/kwx/+MP/3//5fKh4k6GftFVqtFnQSaHcwE3tED6q9gi2vYksrRJ02Ok2xKsF0OrTn52XRYm2JeGUF3Wph19awWn6n1UK326Aj2qtNolYH1W5L1rw0wXbamNVVrF7GJmDjZfTqGqaxg2jhFMrGUBqGqA6tlrBHHvw86eReopUV9NoKOkkwLeFLm2YL3W7JtnYL0zHoNIXKJDauoNttbKuFXVlCtTvY+VOoVgtry0SJhG4l9a2oVhvVbqOTBNvpYFYWwJZQ7Q6q3cLaiGRlhbjVwqw1MYvzoKtE4xImZ5aXSObOUFpZxtqUdGmZaGUFm5ZkUa65SHmtidErpAsL2I58WqvFRSrtFiZuYVdXsbHL+JZ2iNsd7NI87bk54tVVaV86eV1XVqDZpFGHhcVF1Mw1xPMnMGvCZNKtljzXo/djxhJX9ha63YGVJczKCjpJ5XrNFmZlGbXWkvbpGHSriXJtrdptUIp0bZXIbU/W2qQL85Q7HWyzCaoJibSPVU1UZxVbqhO1WtjVFWzUcaGKDaLEyn2rYyJ4r9qYZhPdbqNT91zWmqjSGDqex9oY05iGpoTCYQyq08aWEukTnQQ02MRi2x10JyFdXSFZXCJaOOPaDszqKrrdIV2cR3XWSBYWidda6FYeS2ZGtkKzg242SVdWwEhorY0S4maLyKTSR1ptzMoKyfw8ammJUruDWV2TOiQJKEMydgF66RhmdZk4EUZC2mqRLq+gV1ZQK4voTgdlNaWpPawlyHEmIV1rYqMV0sUFbGmOUieVZzM0g11ZgeYKdIT9kiytEK+sYNQSekX6ULq4KGOm3casrmEWFrD1ceLaZtT8AZKlZWxUodRqoTttkrU1dJKiOh3Sh29Ht1p03DUAaK5Bp0XcaoE1JM0msILqJOh2G5VaMG3apkSpk6A7HdIkkTF18iEROU+91l2EpY1K3LY0wQ6NkoxegFpZzp6XXVulMzcH5c3EY/ukHnXQ1Vl09TSq2caULFErj58wKyvoZhPcNtVZw8YGnSSk7Q6duTn00iJxR8ZSuibjziYRtpqiV+R31VomSlIZA+0OaBkrydoqUaeDSlNWTh0jWl6gtHyGtDyKbq7QWW1St5Z2q0m6uiYZY9MmupNg1poQ5+Fpvq8kK8tgK9i0jGquoNutjNVpaUJUwzbXZOx1OiRLi8RJgmknoC2q1UQZQ9psYXVH9p064Ob5jhOYT7BRC1RCoofRzaOQKpKlFUrNJqol8yiJzPXoFmb+JLrVpj03R7S6RtxpQ6cjYyxNMa0m6fIy0dqaa5smSZLQ6XRYXV5idWozqp2gVk5ilpcE/C6toFfW5Bkfuw9cdIp248MMz2JW11CtJkRG+nrayTSajIVyu+2eiUF3OphOB9tqY6M10KIvplOLNhYbVVGdNqbdRqcWG0XYZpN04TSq7TSZy1MwXIczx0jGzlBuNbGxoqoUnXYbuyahz52FeekfepForUXUbmNVS9gO2mJbLdqmBnNz6KUlorUmam0Ns7xcZBpNXgKqiq1vheVl4k4HkjZWV1Bph3StKX2sI/Ov8WOw7caGTYE12nNzUE1lXup0sK2Wm09bpCvL6GYL6+aouNUhTo30k9UVoIomxqiKjJlWC7O2RlIgUMTE9Vn06mk5ptOWsM7YQntN5oqVZUx1GdVcRa2eJo3GscOz6IV51NgF6E5KlBwirU6graJtqti5OdTCAiX3/ZAuzmPm5iBpy7aoCisr2NY9pGqU0toayrfDmrwL2/OLxK5dkrm57HdVmYRWk87CQrYtSL+yrj3xwa6zWVQivfw7aDYmqX7gJ1ArJ1l7xfvAJuijXyE6div6+G2Ubnsv6pZ3AfIiTLc8lXTrVZgtTxW2yXnS5Z6oplZOoY/eSnTwZvSxrxDNPSgheF3mAuRQLpreorCj20g3X4bZdAlm+mLMpv3Yeq/Q7tds1hLd+w9UPv2/0HMPks4+hdUXvwGz/emPyOXf+9eWVguedRP8/C/B1U+Ff/s8vPhFAqAYY/n4J+D666BefxKCKmURsT8fKwRDWINaOER09Faiw59HH/4ClQc/KbviGumOa0l238TadT8KOqb0pT8lvu296LU5SJqU7v8Ypfs/hlUR6fanY676dtTmpwtVH3jusxX3vsLyrj+FbVvl+fzJO+FbXgbv+Sv4zd+y/O6bAxr2wAY2sIE9jmx8fJwoijh9+nRh++nTp5mamjrruW9/+9v5wz/8Q97xjnewf//+s98oyGpkRre7FXGVhZaYoRnH0PXhCEEoggvDMiNbsMMzTt/Km8Fm4TRdoVk+BM2FJlpALRyC+lQW5ma3Xi0CtnKiFNHre5jC26RYJhTp7FWozhpq/qAI4Tbd94lJhFXUXpbQm2yVXUsmqNXTedkAlXZEK8TpohTqr5RoxKgoOz4LDTKphCJlIXhhiJpFzz2IPfpl0r3PDfabPPwmq5b/pvThlxT+tj6Ex4UpohRm9nLM0S9LxjzvxPmwvUwTRuUi5BCEc0oojtURCoVqLhTFhnvamiykyZt17UJUyr6JbRDGKBn4YmEFeIvKrn279EVdH7EjW7Brc6JTWhuH1mL+QeE1ksLwvCgOLmEka14ShDF6XZwsnE5RyD4GmE2XoFdPkYUnGoONStjhGUyplo+JLEOjC58shOw405GIiHf3W6WkrZO2a1ZXLh2A06G2D4jY9cpJbEkyYKu1hTw0rJ8PojTJ7mcR65Jou6VtadNyQ0rYE5rpnkOaUAidC8rsw4OtyxyJNdj6JsxEgj7zgCQtUkFbdEeyqQhK9d6kRtZmiZpUe7m3LljRoesWUFeqd3E8y6QY/k1wHoSZFsOsgAUNO19n/zPQG/S79al7RMvKawR5Xbrw3M6Kmwu7QzeD8hgfjhr5gK38CGucJxVs8+3nn3t1VJ5vqDvsazI0hVo4Uqxb2D7BuPMhZArpc6IpHIpwqa5zuh6wUqjYjZDU7Uvb2W0B6YtxRdoraWFGd6LnH8qvEVew9SnUmQfxobz6+O2iETy2Q4Cens/3cIMBVcqjsnQsYXtri2R93NpikgqXaVfK6ftGECbp2ytNsr6Q7LpR9KPStvgTSokfUh8vlssE4ym0xibs6DYJy80aKGxf3VtP/7pRkeuH/jkGYYyuj6lQy9CHrfpsua5MdiPYRW0cU/N1Uvlj96GZLizUZxzWJ+4iHZ6VslWGsF77UEeiBRlEy5nJfUUMIS6T7rxBCBWASproMMtw0Ab9sh4D2NFtGJc1+nzsyQ12OUv3PIfmv/tDqu//UWrveQXNb/3dIqPFJOiTdxMduUUEvA99jtJdHwDAlodIZ58i4NfslaSbr5CPjSeyGYM6cTvRgZuJj9wiYvErJ1wWlNws7uVlTabnZKMKZno/ZuZi0umL5fepfV9Txr0NmbVED/4z5Zv/N9Hx20kn97H2rb9HuufZfV4wX52trlr+6r3wrGfCBz4E9RqsrsKuXXCRw39u/QqcPg3Pfe4ATOlrSmPHdpCM7SC5+GWybW2O6MgtRAf/lfjBf6b6wCcAMBN7SXY/i+a3/C5gKX3pz4nv/SjKJCibEh28mfTgzdQBs/kKkgueT7LvBfzQq3Zy5LDlrb8P//lH4Iu3QLsj3eDLt8LHPgHPe87Xqf4DG9jABnYWK5fLXHrppdx88808//nPB8AYw80338wrXvGKdc/7oz/6I972trfx9re/ncsvv/zcN8rArjh3thENJIsStnt1ND8+FPb1H8lDM6LXNX+wqLXhwYCoXHTeMrxLPr7V0jFJZrJ4OCtPIfubdzgy4KUIGthQRwzEUapNohaPorTCDm8STVAHdqmkiS3XAqc5v45yvoZVOgMGcgFelf+OIs9Y6S/g/3aOVpblrqg5AqCWT6BP3OFY5koymmWNEx4eOOm+3T1o4kN6MrF3JcCRjzxwx5uJ3e68jtM3AjN9EbY2JvpnPRpFHggzqNUz2HIdM30x0co/CytjbCfRw59193DOvfVgk3KLv7FzxsiBJO9clhtQlm9BM7oDWx9HLR5x5Y2KfSwArXqzIdqgjUWzyzqx+ax9rM0c6kLD6igXrgYn9BxYqZofmzTlZ2NKtH53XI89eqsUIZQ4UfSAZrnD7BzMbHMOHghooTHDM1LW2qjoUrUWc0fUgSxelyvTscLkQt2+3kV0yo3BGGsi9PwB7PzBvH1tCioA15w+F63FHADqcbadg61K0m8duGPrk3DmAQogYCEZgwNTqmOouASrp7FRRcAxFJRqmKkLgjajeI2CCLz7aVIBT3vALlMEajONp/zSyieXyBoUGSPZpj5aUllZ8N1d9HNDbSy/P6y7B/nPBnb5uS/MUGktJC1sudFzntfmsyqSEPFSHaVL2OEtYNoOiPcHl6Rvpm0Zfx4I75fVzs8rpaGs/tbp5OVzphUQ2wGfKlgkAEXkwC7j5iozPIvWOQgdHf8KtrFJAK+kCdVicgBbGydbAPCgeXUUtXpakkH00/nqAflUUSfNWtFCzuYIs35yMAeeS72Lzyd/+NZlsXXzjFWY0e2S6CwvlDs06Yt1ZX3Cg7Y+I2pKoa+Y4S2YoRmXPbhrHASLKZkmW3b5NGijcMHG7bOQTuxBVUaKZT6rubd5ltVRZfNRNu4zcFOAeOUzNhZAU3dOZQhrOsXx0iMd1TWWsmPPor98Lg3vPvYNAXYBpDuuZe07/4Tq+/8TtXd/N63nvZbk4m/Fr/yYmUsxM5fCVa+QgbN0hOiwA7+O3EL5M7/r0HCFmdyD2Xwl6eyVov01uffxJ37fWkYvHkKdvp/o6K3o0/ei5x+WFcBkrRhuCC7mvSYotn8RVEYcW+tSCffctB87uuOxZbpZS3TwM5Q/87tER7+EGd1B85veQLL/pY94Of7mb2F5Ga69Ft7w2/Afvhve/RfwI69RGVPo7/9BBCmfce0jeusnt9XGSfc+l3Tvc2k/5xdQcweIH/qUhBR/6U8pf+H/YIZmSPa9kLVv+V2iuYcoffnPnYCjMAj18dupHLuVyr/8T9KpC/m1576A8vwLeNsfXcA1Vys++CG49unwuX+D33mz5eqrYGxsAEgObGADe/zZK1/5Sn7u536Oyy67jCuuuIJ3vvOdrK2t8W3f9m0A/OzP/iwzMzP81E/9FCChi295y1t405vexNatWzl5UrQV6/U6jfV0K0oNaM0HIs/+A9q93z0bIbPg4z9kDmSOVbDPWsk8NzSNXT0tiViWjxGgXe74QDjemp5rZ6u3vkw9GaRCcEQ+uNNtT80cscyZMB1EiKgjTor1TIacPVMUTnbAlXGOii5lZbZe7DsSp0+BA8eMnBfrAJzpYoi4MuszD2LGd4sjFLLDWstkbBUb1DdztP2zcdcLmF2hpVMXSoIZB8CotE0mKK9j0m3XoZJV1On7is2pI2kj68AvyMEfrTHju3IR/GRNMmWbxDVn8Cy8SHMGXlkwiWRn1OXsXlaXUJ5tpbVjhTnBeEIwK3CUXDup1dPYxlTeJlG5CFDaVICtJEh351gIhQ2FjIAEz04JmKFLWT+xw5uwlaEc7MruhWj8FABLJc/JscNMY7q4YOwcWquAygjKZaK2pZqwHTIQwoMS/l4elQ3GTAiSBNdXBeYHqNaSgAzWoE/dQzp7JXkFLFSGUEtHcoc1dCgzMMGCLgnYhsVM7M0z9QWZOMGBZ2kLWx5CtW3RP60Oi8e0ehpbGRZmje8vKhIZjRknO9INGrtMezau9C6khwkpsnO7HOSQ2eUdeJPk4KEHaka2S1it0mC8Ex88Y9PO7xeXMCNbgmfmrysheGbzFdJWK0EWuu5PUO2YdUkHWovotTnSxkTxYAvKa+fqSMJATScHHIwizMppRmZR7WWRFynXJXNjgdkVZsB1P8u1fLvv4+W6A1Vw/c3N35agfRU6luNN6u5Rn5CMoB5gTmW82soQdmKPAF5KYeOKZFoc35U9Hw/42rGd2BUHapqOyygfACxZJkw3LpTCDG9GLx9193PAjwW03CudvZLo6JfpsZ73UBfgmQFcXYsT5QZUQ+DI7ejJ6hvu1vl4LmQPlHa3lSHs2HbMtmvQd30ov45fmLJGtvQke7B5lklf7rAutQk5bGJP73x4NnPzvOqsCcicgXJ5P1GOIan8IoWKXfKHWOaCbjA8nOMgy+Cbb0hdpFhv26Xbnw4dmd+TfS8gevBThfk+3XyFyO1swL5hwC4As/ly1l7xXqof+imqH/l5kjs/ROv5vyLZ/kJTCjuylWRkK3h2SntFdKuOfVlCtELtL10S8fvpi+Tf1EWYsR3Ykdk+q0GPkHWaqKUj6IVDqIWH0afuQ595QACuldOo7hc8rruV6tjahEzV7WVU2pbvRgf4pTOXYTZfRjpzGXZ0e89H1mNlNmkR3/Y+Sl98J9GpezDDszRf8Gskl3zro5JUYGXF8md/brn26fDBD8GmadEI1Fr0uwBaLcvHPg7PeTbUagMg5as1O76TzvhOOle9AtorxA98gvjej1L6yl9RvuVdmMYUyYUvwUzto3b8FsxtfysfKshcrBcOUfu33+P129/Kj8/s5CMHX0Br5AV0kksxRrG4CL/zFsvrfnnwjAY2sIE9/uwlL3kJZ86c4S1veQsnT57k4osv5o//+I+zMMajR4+iA4fmL/7iL+h0Ovz4j/944Tr/+T//Z37sx36s/02sdUBCJP/89bIQt5iCd1oNGOvhh7kugl1mZJsDOyIBCuoTqOXj5GGMZA4JPtRFkTvmfT6+1arL9GgpZmoMjpFfu5ghvpxpR4ChxNe3T1tk11K5A5t25KY+bCcInVPGiOi6SVBJKz8nDA+z6zg5QHzfP0mmQO94W4M+Lenp09mndFUxYBgoTQYExVWg08VeAju5V7IZp7mDbjMHVUFcxtYCxyxj7GhXD1tsR/e3WjtTKFN05EtyfMgOAWx9SpIVVEfz9kw7Apy552dGZjPHN2dm+IxeCr12CtOYLAJYUQk6Fr1wgIwxFdWwUYd0542ohYelr7nsfSglz6bQOF2AVMjw0DFmbAd6/gAFR9/3IxVhR7dnbDQbAq1KYetTsHBItMgqQ1JGlwmPcgPbtgI6ZM6tgI+FbJRKYxqbAkChm8lg8u1BKLLULciGFobG+v0ODNALhzBDs4QACoApNwTSbi1JNrpudlZlREKaqmOZw2+zZ+cAZB1BZRQWj4KOJLlU2sFUhqAdhCy5TGqqAFjLdcymi7FxWe4TFjBob2EXKckU6Z5dFjLm2D+2MY2tDAdZSoNx5IuxdBQztk0yY3pAJlvQH8rDu7P5ybriOCDDsTptbaIQkmUaLuTcz3txpZipL7QMa4rRp+5CLz6cLyKEzE8P3HXNlQKiKsmAm7QIx67ZdImEgumIdOoCdGMqGOMUQ3+zMRzlY9KDJ7EHFW0+Hoz/L38+2iViyDMthiAtkoACBEyLJMTWTO2T9nHAhR+7Gcihdfb+kWycbr4J3z0Zc8mxwsoNzPAWCZPPurF4CWb7ddjRbdAH7CoAxJsuwlDOAZSMEeiegc3rBRQYdTYqyfzTHTZauFkAdtVGhSGZtvOxNLSZdPez5Pf6VD6X+TDi7nHhrqXW5tHNBUkGMjyTEVQUAryZ2jh208XCaG7nGnLnJHaFY9Vn1wUJYQzf20k722+jCDu8FcrD0F7pg3noYhuObIWTdzmAfLkrnD6ss87kawAB1j1b0C9OjG1fD2bssccl2KVWTlH56C9Kg0Yloa5HFWx1VOJ6G1MC2DSmsMOz2KFNXR9Q65ttTLP2nX9CfOtfUvnUG6m/82V0rvweOk971dk1psoN0h3Xku64lg6AtajFI+jjX3HC3PcQHfo3Snf+bX4vHWOHt2DGtmFHt2OGNslHQmMaW5/EluuyWhRXZAUjqmDbK9BcEF2KxSOohUPouYfQCwcl4+TySdTambOimRaNqU9ha6OSBjpto5eOSsfqrII1mE0Xk8xclgFcdmL3htvwUTNr0cdvI77zAyT3fJjqymnS6YtpftNvkVz04keVPfcXf2lZWIRrrpbMfv/tZ+Ad/xeedg1MTcmA/+d/gZUVeMk3DUCUR8zKDZL9LxWmXmeV6MFPUbr7w5Ru/QtU2sZO76N9zQ+CUpTu/jBq/oCsNmOxaDaNLPL9e/8Pr7zgjzmyOsvnr3s+/3D0BXz8Y0/hWTcpnvvswbMa2MAG9vizV7ziFeuGLb7rXe8q/P2xj33s/G9gEwlpqQ7nujfW5sxtHWNKVXRUxlZHMfWp/EM3ANqK2kVun47EqVHFD9n8d/+hnH+sm8Y0urUUOFWQO20KtXICM3NJAeSzQ9P4L3RbnyLXTvKnqdzJUlrqFmptdYfCZB/zzhlM2y48LhL2dsbUSeSY1gp66QSpjnPwUAfMroJTGjitINcIQ8Z6PssD9oBJhR2X6fK4OpeqYDqiMRae2o+V4MGTjGkVslucA585j1YYR46VlLWVDoBGpSX8rDaOrU875ot30mZIJ/cKmOf6gDIdbFzF6kiAOACvx+KBrizczwFc3Q6zBzoteRuMbMEmEwI8VoZg5QQZOGFslzaPEpZJvoF029OITkjGsc4lL8/YGVn9CdpFSWioKtfdgnHxm9jMXIJeOOghWrnf0CZsbZxo+ZgAwXE5A8dQCqUiLFbqZhBNLZNIeGUIWHX3VQ9YqLy/6VP3yPgpVV0b+LEcgAKpALPKtItdzhoH7CBA0shWCgf4kOFyIwfoQo2q7Llo8b/qk0Un3IeQ+TKhoFQTv606XmhHYfgF7mc3M0VpaEyRzFwGw7OYmcsk1G3pqDi77h62OopqaVj1IG0fZlepitl0KdGxW13YKhTGrdfqCkPZlCtPmgjo7ZisBfNAnW+nqNQbMps3rqt3LP1VEQCXOUssa4swBB2cJqGALV4/qtCWfszHFclGWAB8tQApS8fycaZ1HrYYhJ3ZIZ+gzbVJGErrqqEjOX7zjG/DLpZrNobTfHupIX3Wz9UeJC+0l6tT2gr6cz4urWceuz6Yz1W+z8RgO9hyAzMtepbp7FNQKyfQi0eC9nV9Q2thW5aH3GKCm9/DORNQ2btEF96LdnwX6cqJLIlXctFLoLlAfODTQZVUABpp7OhWbFQWXUNfDvcs0x3Xok/ciT5xBwIQpcW5OWm5+daN8bgiWMHKqXxRwS12qKiMtSnUN8l7d+4h1rNkxzPQy8fRZx4Itvp3nQ8VDdnMZHMMKsLWJkEfyMOEuyOuPHjorSSJyFAR8UOfyhY/8oP7vLu9+f7yZAljtEpDXJVMCp1VAWuSpohqrs3nnc8fH1UcoLQDM74LM7VPsv9N7OmvJaU0yZXfTbrn2ZQ//WZKX/wTSl96F8kFLyC5/DtJtz3t3CFySmFHt5KObiW98Jvy7c0F9On70PMPo+cPCutq/iD63n8gXpvrKXu3JUhy6HOZKdWhMY0Z2SrU2qiMai+JXsTp+0SAc/WUsM6mL5KMeJsvx8xcJmGXjxbj7HzMWtTCw0THvkJ04DNEBz6DXj4msf4Xv4jVi79dnsWjzC6bm7P8xXuEsfX+D8DePdBowPHj8BM/lt/77z5imZ2FKzYglzKwr8JKddILX0R64YuguUh870ep3fd3VD73NgDSLU+ltfe56MXDxPd/DGUSdGcFpQyp1ZR1mxdPvZtv2fQuzlwyxSf/9nksjL2A0cuf/qiwAQc2sIEN7HFr1qLSFml1W/aRbr3IOrIYZzZfAcduBTQFQdiCJky/D0vVFRrY5RFn4SAm20R1NAdB6HOaB5RCi6rCHLGprNQrVSiPjUr5N1WmURMVHW6/LyyrcyhV0kQlLYzpgDWycq/IHFjVaWLjErq5IKvuxhSdnj6aXVn9TUKR7Zav/mcC4AHTRC8dFSkJr+0CklhArWKqW7raLWDyZNcs4cNQCmGKYbnCEMBsszjzEr4ZMId0LI7Z2A6pr9F5NaPQCXLgYdIWULW77/gwWi2MJjvRcbIQQf0LfSxnA4qZIpgTApYmKWoxIcmS8j8VeGZQWO7snl0Ov2dkqRhsKyiD+8VYct0wcWCJq1ivi+NYLbYy7JInOHaYteI4Glz7JDmz0nY5d76vuj5qdZfQfLIGpaoDd0PAwbFSOqH2bgDgGJOFmCpwrLWwjwRjS/v7BwxA/8yUYwophbKGdHy3ZPFeOSHnZ8/UOfHbrgmAHVW8X49mVwB2gSQtUIpk/0skCuDAKjapQQhehGFkOghB880ZV/NQXScWrrpB1gB0VMbmXdB2smtbHXuoN5/fMvOgJF3mNmSMnUB7zQRgVzZu3Y+JPdjlE72hrZ4tGJpnpVpLITQ4GO/p5stBx+jDXxA/OmSxZrpSOmceBfOlwmCGZtFzB1z/MWzfrki2VKHVxlaGhPGWhdyWg+dC79wLIhnUXkUtPBw0lbtfu5mHWOqgPyh/ul/c8PsioOPmKITV6sa8Hd2KrQz1gF22Nipjx48tpYvvjAxwDPulyse+K5Md3YFdOU2y6yaKTDRfbwH4TWNK8IyoIgtF9XEyIDk4J3v7ae0ArPz9olqL6NP3YiYuINcs9IC3C8utjaPSNunum1DzDwnzcuZS9NxDmJnLSLc/jR6rT2DqEwJ2Zc/JFp+bUgWgT6VtCVuPY8z2p6M6K+iTd7ud4fwYtGdotfFskUI15/Oxmo0xd16XZQkenixgF/UJmt/85v77TIJam0OtnkGtnEItHkY7QEnNP0zp4L+iXHYWi5J42Ml9GQCWTl2IHd8pL/LhzbS+6fW0r30NpVvfQ+n2v6Z094ex1TGS3TeR7ryBdPYK7NjOjQMu1VHM1qsxXsjOWmjOCzvr9P3ok3ejz9yPXngYtVwUhbc6RjUmSauOtdbYhGlMSR3GdgmrTcdEC4fQJ+5AH7+N6NhXiA9+Rs5XGjOxl3T3s2hvvgwzczlm6kJZaXoszcUTq/YytFfyn2tn0AuH0IuHUXMPER2/E9VakFOqoyQ7nkF797NILng+45u3S0rvx8D++P9Y2h3YtRM+/gl44xsUf/rnAmxd/ww55uRJy+e/AD/w/Qq9TpaIgT2CVh0hufw7iG/6IeYP3E5814eI7/xbKl94BzYqke68AVOfJDp2K9Hp+9CRpl5ao6QTUquItOWls++j/LH3YD4zSrr3uST7XkC644bHfjwMbGADG9hjbSbNnWxnyqaZQC9RqSvTWQh2qT7bQ/aBkZAF+QPVnHfC995RdM6ZE8C31dGitlJ2aQfClRvopWOyGh2adveNcrZMQXw+rkoWu85q7lzpyIVPhsBYwJ7wbCaXQbDgoDgAw+v7WA22MoLqrAqrxOlE2W42Q9he3tlOc0cZbPFbr9SQsiUS5ujDo5R1YVMB00lvuQq6v4Wy+4Vt4dvIlavAuHP/qQgzdRH62K1OR6khYvaOKV2Qv9CRRB1M7HGsEPI21EXAR3WEbWOrowUHyUzsRS+fyEPhRraIFszycQFLncNvQyZhVmznJHk9Nr8NV8dSHdI+farYUEXHqHuRt+Aw++PDc2S/zrTP0j79hdzRLw+Rbnsadny3hPkp5RI41VFxWQBBrUWkOhD1LlbcO5lOV64AcAQMwoDViFYuHE6h0paw2ywUskTaNGN2kbi+aII+koWJAUSiw2NNQBhwYJcHlLyVGzKXrJyQOnWP83IjB0B0lLFt1MqpoM5dIc7djLuoDLpd3Je1QZpfJgPYgzA+VCZyHyYukA0eJMzBrgKAnbSL8wo40lcOSKdbrwJjiOYPrNu/9NIRzNj2AmibAZXGI1wCjFtfhgxgCfpv1N1ngvsYA5EPP3QLGll4ruvXUYzx4G8GIPVhiYYAvTFQGcKM+kUTB/kNbSbZfJksAiweydo70zkMw9Oy5xr8XRtFLRwsHuMWaDLWcGZaJHeO3ipJOSrDWdva+gTWpujl446hPN01RruAkaTlyn459eUHsbVxAVzS1OlQuX7u/4UMLN11rcL7peteDhDGAuUh0XDMGKRRcN0+wI2O81BBfzwOZOqsCCvNC9YH8yilusuG61mZYd8pOd3Bs5l7QMaCMkX2X7CIoZaOo1pLQrQp14vfET6MNZgj+nrMfjy1gyg1pfL5pt9JXwNJ5/EJdp3NdCxhgI1pmL6od781Evp36l4RZT91D/rUPZQe/GQ20dmojJncK+wv969z9StpX/9fiB78pGgIPfjJLCTRVsdEy2rqAtHmmtgr7Kgwk1F7RQCt+QOouYfk97kD6LkDGaADYHUpB+AueAFmfBd2bKf8HNrE+MQEy3NzwmabO5CVP77vHwUoy1J2gxndQTp7JZ2rXiHlm7mkN03v+ZpJZeCvzaHW5kXXq72SgVaqtQxuW7g9299elf3dH63hLWoT2NFtJPtf7Mp9KWZy37nZdI+C3XW35W8/CN/+7+Cv3w9XPxUmJixf+jL82H9SRJGMuA98SMbuN73oMS/iN7zZkS10nv5DdJ72g+hTdxPf8bfEd32QeOUktjJKZ98LwaRUD34WOrDUGSG1lnKlg7GK1WZM466/o3T7X2PLDZLdzyLZ90LS3c/82sfLwAY2sIE9Hs1/GIYfuDb4iNexMESqo8J4MOu8syvDmKkLiXwoRFQGk2Im96APnZYF4NYyOcASMB+qI5jZK4Xp0hfscg5LdVTAoZ4ydLFaMp2ZbENeT8cesSrCbL4Ic/IuYRDIVnKgxDnEJgVjc40ZabTMp5fQoZLTmllDdVYkM1om+A+hQ523MYCRsL5AENtamx9VFl0nlbSIHvq06FBB5txkrIX+bkIvKAB5GKO1qOYCNtNDAlsdId3yVKKTd0G5Lhk2T9+HHd4ioJe/ViJhlDauinNTYHDp3GkOhaOVkggMkHApv4CpS9jx7XDoc7mzFIZghU5a4EiZ6QslM1lrCQEJO5jQAXIggJ28IGPqBA3T9WeRbWG7neAeJ1z1/p12MiaQMmlRLN7XJ8zY59hIGTAQV8U5Dx1df3/fDhBgXR78wLGxomK5CmBgyFByzm2yhi27+JCMOYgLnZRkFrY2RrYjbCsPZGgN9WnSyQsgO9YfF4QJhyw0cEBYGD5L8ZkrF8o1upXovn8M6t4NGneDkHSx+wILQy117OYyk7O3IE/00GVWOzFua3NgMNAqUisnxb9xZS/e3v1SGZExNH8Anxijx5SW+a0P2KA8wKWCOSoD4W0GAuVzXfc9/HML2GY+tFJ3zRM6hpLLjuiYXd26dNk1LeRafwHYmt3eSF9fPiF/pi0J6XNgWrr5cnRr0XUVOSnZ9UwJG/TXKpjOmJo2Kjv2Z1421VoCpdBrc5jGdABwQhZeWx0VUfae9sktOn6b1GdoGspWtGkKY1HlCxY2AI38nNj32l391xpA5+xLv6hTGcmTUxQYb92XdaB2VsfguYTjTSlJKjd3MDgPpzmZFrN2Fq7Ta8mOZxCvzaPnHiQD+TKmZ1Gz0SdQsGM76AHr+v3dT9uy+z3utqWzVxX6TMHCsMrztCce2HUuUxo7toN0bAfpBc/Ltydt9NyDAh6dvBt96h6ig5+ldMf7s0NsdYx06kLM5F7aT/tBocg3F9ELh9Gn7qb05b8ofLCJzlZZXobhdpA0xuO76Ox/KXZ8l4RXju/EjmzJP87SNmrpOHr+APF9/4iae4hk5TD1E/ejFg9lyL+NSsLY2vY0OlMXYqb3k85c2vsS2oh1msKCc8BcBtCtnhFx0uYiZwu1tErLamB5SFLm+p9DM5hyw21z+ytDUGpgKw1ZyayNYUa2ug+9r78ZY/mdN1smxqFchvl5+NH/KKyuRgNe+mI5rtOxvP9vLc+4DrbMrj9ZDOxRNqUw0/tpP2s/7Wf+FNHBfyW+4/0ydpI1zOh2jkfXceL+41w+/hVSGzGnttFebTNUPw3ImI0e+IQwOKMK6a4bSfa9kGTPs/tkWhnYwAY2sCemqZHN2HYLOzIbCDMHIUaRZCC01THSzZdhZ5+6zoWEnRLd+1GIa5hN++U978RjFQYbV7pIKiYgeOn1IBuyD9q4Spb5LDStCx/ZtmclPAczVOrqpiNsfQqz51k520BHKO0dNZU5/7m2mPOY/P0cM8vWJ7BpSxb2nBONyrP05WFkYaFNDqYF31KhwK/yIEzalrAiX/Zu8KfLObGlmmO59QG7XDZtrCU6frsAHh5MjPLQHkCSJ3VWAWFfmaEZYR8Z0cm1jWkBRHqcFFXUJQr0xdAlqDSgvVQ8RUdFwCY73+T9MgxNbWxyQGPgdHZnBEXJwnao11XYH94/CF1cj9mVOY8e0AtBg8AptaYr1EbAVRWGQGV1CfpSUEczsoXo9H3k4ESxjRXWhT56R7sb8M0dw54w2qgsLDsUqjkn2egco1DGToSpT+agSwGsUkHzurJXhnr6gJ5/KCiyJWSb2ajqwJ+ACBC2VmFBOwSIi6BxBkr20w7ssYC1qSPiBz+JZ4DKcJexZqNST3/xrBLVDMLwwvC1Qt19n5B/Ngxl7poHbH0KMzyDPviveb26w9wK5ffVUPlzVdoxbHyY4Xpgl7+Mzcem157qGjdWl1GqXTzPM/U6q/k8FOoMWgNWu2ya+b7uTIHRw5+DTpN01w3YqYvEz2st5mUHyRLoQ0r9vJvpvSGhe2mShTGa0W3o47eDUqTT+wWo6semDYHrHvbVeoBShOoGoLOyerAnFoJNdUz82R49qhDcCq7jw2gzBhdYpUh33ShFPH47RX2w7rJ50CpBH7klz3DpjldLxzN9NZV2JCtlqS5zdpbtliJjNji/r9UnclaVHwMB2BUCZ5lmeKCjbcZ2UAjzLNg6Av7dpiNhhlWG+j83f7+NRtoF9uQDu9azuJxlS+Tib863NxcE+Dp1j7DBTt5N6a4PFbJugAN5uj/EUqfJ0E2NjSrygddaRi8cwq6dEdE5a2SlYOUkeuWUMKjCe1SGYWqvhE5e/M2Yid3CPBvfdX6aQyYR8XzHMMuZZg+hlo4VwCwztBkztkOyo9QmsLUxbG1cPoyqo9jyMLbiQa0hh24/OQCf9/413H4H/MSPwdv+CF74fCjFEsr4A98PQ0NSz49/Ek6fge/89idHvZ8UpiPSXTeQ7rqBVnuF+L5/IL7j/Ww6+E/MjFtun7uUM60JLtt0L1vqx2imFezEbsq6SeTETG25jn74s1Tv/yesLpHuuI5097NIdt+EHdv+da7gwAY2sIF9DaYUtjSEHdqEWjwi7/SCNlEOmNiJCzBbrux7Gf+BnM4+RbRAoQCkiHUznSiCUmE2plIdO7IF5cK85HRZ6VbdzK5ujZpCiJnfJdmprA+nUoFml7u+mX0Kaul4cE7+3WYbmzCzV5DpVrksgMokWKWwjSlYPCyOsddQytKr99PsInOAM6ForcXZ7uCcEetAEgfmpF3fkD3gjli697k97emdYzN9EbbTJFoWUXjVXobqmDC8GtOBALc7P2PEWOkjSRPSBOtBmrgefNsGINM6ule23KA31EfAMdsDOFlx5PuIGufJl8Ln3hWOBU7OZK6r3ej6O2Sr+HuTO9oZOhE+xwAAs0hfCp3a7BpBG2SAFlnoj9W6LyBlp/djsgVfFewP9O3ShCwcTwdjQOmiqH/WDwLwM8j2RqmGmboIkhZm0370yknZl+mcOfAu7bi2iorXMylopwc0vgu1fBK9cIRMwD1rS9/PI2xj0umVBe2z3u9+nHZlH7RDMxiTFpNSZe1eBBwEqPLtH4RQVYaxrcX8+LhWTGaQ3c+DG6nz8zwIoVBrpzFDM6ikLaGi2UM3+XXDzIcBE6m7nDbTQOs2VwYl5VFKYT2zS8m1VAZGFsF/ojJ2dLscE4J+xgOlvjwePOzKqqp1FsoaHb4Fffo+rF/0Vb5uAFbIGuWhfHx29WtlErApam0OU1ikEAAp3frUHOiCPLSZoG7W6fCVnJ9ZqguLC3IGqiuvTyhnS0Oo9lLwPtsgmyl8l/h+Zw0K195GmHHp1IXCKovKfZhSXe89HfS/7FkFYF/2vgvYesULuraJUFjR6Vo8gmrOdZ3n+lKpLmM5TGhQqvZlzJ61LbL9vk9DBrSDzBFdbCob5yzFdNMlWRKQPhddp98XD5GffQD8wj3de2Q9FvpZ7BsH7PKWtFHLx1FLR9FLx1DLx6QzzR8UxtPS0cJHgS3VsdURoXXrWPYlTVRrBZLVgg6DN5W2RHgvFN/DfTS6sAEzvhMzegNmfA/pzKWYmcugPsH4xARLG9GqSjsCaC087ETwH86YWmr+YVQg2mmrY5jxXaTbr5X7ju8SttnYjm/YMK4DByy//weWG2+A+x8Q4PyHXq1469ssjTp813e4Scda/uq9ll07JVPjwB6HVm6QXPJykktejlo6RuuLH6T2yffzzPFP0UpL3JNcy5nFChebr1Arzbnxt0tCj70WR7lBdOxW4oc+ReXj8mGX7Hom6e6bJElCfK5Y94ENbGADexyZy+BFXCXZ/1LU3AEiD0yEYWjQ77syt8Bx9h/zdnRrdr6Z2I1ePIJtuZVv/zG+rpMhzqwdmslS0Wflsd2gTxdY0e3sKQUYWTh07A20LmrzKAVxFVOfIgoZKTYV8Cqu5sBBAaBz7AqlBazpeLCrW08G1PzDmYaZmboIvfAwhXAuFRdXpf21PaBhup3wLueopw0Dh1VFwrIo1SRywIFd/jhZ7S+Gklhrg4xtVgAR4zTGPBssLgchXN7RpsiUghywKDcC8MCXUbmU8UEYmYoyBzoDHwqZvmSbGd0uxxAATA6E8KLveu7+/u2T36zrT6eztOli4rkDgbMaMHNUl6NeAAkNvewOXRRlD0P2dIxKmlJdDxKG4XgBYKWswUxegBndTnz48xL6GlekzIX+ZvJ7dYG6PWYNZvPlomMcVxG2WZT3N6/pl3ZceQJnPLuXAxcqI8JCVArrhdDTgIHn2ld1usKVQ9ZeNyswzIDo2wSg3BCts+7rKIUNm9+HDXZW3J/BzlJNFumjspTPjT8blQO/TckldFQcr46Zo6wV4KlcL7YPkImnW9sTDRPwOd0PB8hnTrrNGZp+yBhh9KksvC+SeWviAhGHz9i4uZmxHUWNpAys8P2ia573iS+GNsm8PfeQhLz5cZ91ey/Wn0o9VQRRGbPlKcLgyub5HNwtgLBK9+hm2fJwoezZccE8KxkIkzwkO2zDjC3oWEsjWyXhycIhmafcfNObEXO9OTQfV1YH7GPfn/0YKbDGugDMgOFrC/sd4zEIQQ3x4Yzx1T1uM9BKk4WRQsZ0K4yZKBJGdQi2egAtDcq+kbbwFsUSmjj3ECo1WAIQrefYHIi2Y9thPbArBMPPYfrEncKizs7rPsAnP0h6953DnvhglzWip9BaQq2dQa3OyYrP2hn3bx61eloYTUvHspXJ0ExtQkIft16NGduRAUFmdPu5QwXTjoBfLv1oOCHauAJpIgL6Z+5Hn35Afp65H330VqEY+2qU6tjGFEl9jGpUh8qQS0+aSupb05G6uLp1hxvauIYZ3ykC/PtEC8yMSegktfFHoKGfPNZqWX71Nyz1Onz3d8GP/1f4ru+AEyfhE5+EV79SMTwsz/DzX4A774Sf/WnlYsgH9ng2O7yZ8rN+kC82X8XPv/VOvnnH+3nx1g9z4cRpzrTG+fzSc7h8W5vyyVtRrSVsqU46sQfSFvqUfDib2jhYS+nW91C+5V3YuEq6/VrS3c8k2TVgfQ1sYAN7AljG3slDETIntvvj9Wwrr9kHsxyTTu/HDs/KFhVhx3aQlIYo3fbePHQvA45s4Vx3wd5fVeA8h6ZLXR+9qusDXv42TiqCqCSskPHd6DMPBjfxK+1uU9ICXcbUJgSkSZqen4BaOS2r43GFzBPVJefEW8eOKDo90YnbC39bnAC1120qVYNVfwcgBIluRE8pzkG69fSJ+lkhPLDbeQqcoAC0ieYPSDYtX84oxlYagdPoylBwKhx41d13nGMlK/3dzwfsyBbM2A6JcogrOXvPGtTqaXfpoD3DzHWeWeLaw2b+uHNI+4RZnvVvBxbY8d2ku56Jnj+QlaV4fO7E+r5sRrY4sKtUPDZgxxTqr3SxrTxQ3NP/g2dUGZZvf8/UscYxxHLHPxOmVoHIeSFUsARxDiLZkVnsyFaEjQReCyoLx8yA7y5QGXKGkK8n7hn4vhuCZv6YTpEAYJ2YduG6/r7dovDn+Ma2Ki74Penmy9Gn7xEWIguF9raNKWEDVRrgtPYUCAjmwa4slM4IYFFg/nVZyAIDiswuB8A4VpQd3+WyHgbnxpVCQgUzPIsZmkavzsl1TUdAIQ+4umdqJnfLOA0ZUIUykYMqhSyxgWZXt3aXQvpaWJ9sR3Avpz1V0O7zde8GWnUs80UIXhXu2Q08O185uL1ePo6yHYyuFAgbWR3KQxmjyI7MkgxvJr7rA7B4OB9XPffpBnyC7dmxAWDnwRkT9Mlg/PXUQUpT3O5Zs24hogAkgiRwS5q5pmN+oruuY7/6NvZzgNJu/gzesb7N/flK5WHVPfpZ536fFMBC/z6O4t469mNdrnvRc93VlavAvOwHdsV9jtuYPT7Brk6Tysd+FbV8QkLyTOLESxP5O2lK2tLOakB57jWrYxeWN4kdnsHMXEpneDN2eDN2aBbjfv+aWBtRST6wKsPrHmIak5gtT+mq45qwsBYPoxePopaOoFbPEJkmavkMLBxCJ01QkaDHkcQNm02XuDDDcUG2x3ZgR7dh61Mb6sjf6Gat5Y3/03LPvfBbvwFvfwcMD8H3fDf8xE9JBsbv+e782He80zIzAy8eCNM/oexFL1R85KMX88YvXMx7l36aLWs38z2XvJ+rGx+jcqiFqU2R7L5aoi6OfQW9ehoblSWNtumgzzyIwgroXZ9Cn7mf+MFPUkFW05KdN5LuupF0+9MfNxp0AxvYwAbmzTaXKDhHOsodtIxJJT/6fjlkq8hde7PsbJCzlHAhMd2aL74woQREH6d6HWaXiMd3Hd8dmuGdEicMnu66sXB/L0ERZVpDCr02TzqxG+WEw/WpezCbr8A2puW7cvW0sKSU1NEqcqci1J/qZ5kTJ06fZMdS2LiK8iF83on0YIpJhHnjmVThtc5lBTCz3yd9wFbpvq4vZ6YRFLLRdA5MeWdNKWHPheYcq2TvczOHLNtVHZE2aEyRjO+CuEp0/8fQ3lnzFjImPBCho5zdkNVLY6YvJDpwMxQy7rn7lRtQGc4ElLN6RmUX3heyTfK2zfTM/EI1OIc/cDjjmgvrizCbLkafuhdbGXHHBFkse8AuV8YMMOgCb7uASLV0lCKooguHF0LmMr2j/Jpm035MVCU+/G+ubzlw1XSxTdxiepE1V2wbZdPgdjo7TqlAfDsJ695Pk0oj6Se79of9qx8Y1s90ALIAlJxuso4w8Q6Iu0JsPQDrhf6hqDO06RLRROoRyO8DzheYTzkLVFmTgxalGsn+l8ohUQlsKqDW5sslMijMkqgUdvoizMIRVKfpMsNqlDHYqIItVUl3PANbm8hKYvuxCvO9Wfsqn3E32++Ayki0FaXf5hYd/NeuOcHVx4VT2sYm1NqZAFDSxaQMIPNb0nSDJ8oZX+sBHRmbK5jzWysSSl2qQtttL+fvGzO1r8jMqwxhGtNo7iJnnq4nIt+9WdHDfMtCC8Mxqejfr4Nr97zvbA5QFcI0HRh15gE5ruPm++aiLIh0j4OMoaXkmSUt6f8Z0O/fIUE0mtL5ed36ZRtePOkCQfu8V+y5cJOyRI1JJtSNMbuKc12fsjoWY09W1Q3Y4xPswgiLqbPmqOllCbdzegymVBUR9FJdGtIJo9vahAiK1sZlggjSkz7urFTDbLoYNl1MMHVTHx/fWBjjwL4q+8v/B3/39/CDr1KsrcEtX7L83E8rPvR38MCDljf8pqJSkT7zxVvg1q/AT/9XRan0OO1HA+trSil+8b/Bv/8ey4MHYp7xH57Jj73nmVy4c4UdrU/x3Vf8I1cln0R1VrGVEdHpUhHR6fskBAVhfNJeJZ7/oshobL4CM7oV1VyidMffUP7yn2N1CbPlKSQ7byDddaOM6XN9sA1sYAMb2KNtNhGgIXS+uzRcrAOubNSbrczqCJUGoRb9HNJAZ8WW6qjyEGCDDFSetRKAXYVvsqBs0KvFoSLSmcuK4XQFsCVYxUacuZ57eOetm2nm/1Yqv+/QDLa9JCykkS1koS4+9MuHCp3V6ZT3T+aERDFgHLurJFnLnEMoRZHQHVsZyuu5HkuheBPM2E7UisuGpuM+jl5Q/zASQGlU2hZQKGnmTp41mIk9EmIaiCsXgZB1HD+f/TEsc22cZO/zClo9WZa50AEKzslExD27IWQhAVRGHOPKsVcCS3deD6Ua8V0fKpTbTO1zujtB2V1/NhN7HPPJHe/BI58xLWBNaJc105aHaV/zSqhPER28OQBgVDHMMyphPTticg+cPhJkycz7oJo7kNffAxXdzEx//VDfyutMhc+2PJQt4Ku0TUEXyzn4yofvpi3xoeqTmPHdRIc/L4e6e+pT95LOXOLu1xV+qWPXd9P8OfT79vHhaVB0vlWUAR0ZW+tc/pqOsCYAKX2YbHs5B0/8Ph8SqCL06XuzNskYXrgwwLhSfH4AhKBcdnNXUgcEhACJ7VP/2jhm+7Xok3djpvYJ0zQDIbyOmNOmMgk2rqERnS5bGQqel2fUeRCiF5TM+kXYfoHmUtbupSpm5nIheXSHiBeuWZyvbWVYIoqCEN08dNeVrzoqAF+lkc+ZPdcN//bPKwRCrDRtqZaFpnauegXR4Vvy47oTPsw+BbM2T/TQp3rr0u++3WUI/8SB/V47zB2The2HCz3h+d163hmT2ANcmgyYCsOSjQD28UOfwtYnci0/FyaagTrGCngU6nNh5biUAPySWuQhpeep2eXPz/q4O97PhaGFzK4+ZodnSXZejz59v2A5G7Fz+E62O4T+POzxCXaV6jRf/ntf71IM7ElmH/yQ5X+/1fLc58B3fJvlFT8AF18MO3ZY3vgT8PznwQ3Xy+BOUzl2djO85MVf12IP7Ku06WnFT/y45X+8Cf7+o/BLvwC/8ZsNljZ/E6/6yDfx7Bta/Or33UztwD8S3/cxVGsB65wr05hCtZZy0UUVoU/dS3TsVlERmb2SdNMlYCE6fivlT78Z9en/ha2Nk+y4XlhfO6/HDm36urbBwAY2sG9QMy4ELGBPZcyAKNfeEmd/tvd8HYtz1hXGWAxF8mBXip3eD/MH0CfvEQ3S0DEPQaxupgrkH+XdK7Y6xo5uxc678nU7aFFcdDT6foC7j/+CRlDoMAd6LaYjmeR8BruoLOE04Wp51KvZ1QNIQA52qUieRVSRc5M1RBhcmDH6xJ2QtARwWXbAVdQVKtfHkoteIoc+4JIG9AmvBLrCJ4Py2hS1tog+dlsuCG2NOP+VoSJwUK7BmtN1Wi9kxWsHBQwgoAh0AVbFZ1/o9+FLUQAm9ITaCRjkw+PM6Db0wuE+z8WXrZwJWnebLZRP6memLwLPDusD8qbbn5bLgxQYcEAcaNnoUgakqLGtwvoJw9tQqLQtCawK5RZnU4WAhd8ehvx5dkdYn8owvoHVwsNyP99WHjyxUm/VWQUdkW67Jr+AS7CV3dIl9CnqxGmUd+SDRAwF7aOgSfPf87pYrVGdYhijPYezK32vqMcnbCUBiW1jKtf8QWOVgaiMnnuI5MIXgS4JQ2ZJdO1sbQwzsQe1ckoc8pDdlIH8YT2C9lNe2sQQHf5Cn8oijLOZSxw768E8KYbTsLNxFYUSALw+Tjp1EVFzXhYOOmtB3/esvKhrDuwCxbvAjCxZgm/3qOyy3Q1jhjbL2HcsLxsCaSGw0V6BxSPZ/czQDPrUvUGoXHDvciMYL93X6ga7+rGiHAjuGXkg83EQ/qy6gUkd5ZpW4Tun+z79LAvvJB9P/mdQPzM8i9n+9N7z1wO7woQC/gbKHddp5QkcbOqy4iLsrpoT3R+ehfmHAqa0caL1ErqsfPmyNjTFdg/1xiAIkd8Is0tnWFcB3PRVq45i44rIBgSWbn96r16aY1uffcInL9e5wLjqCGZqn9NzPD97fIJdAxvYI2zv/4CEL15/Hbz2FxRv+0PL6dPw334aXvdrMLsFfuYn84H2wQ/DfffDr79OUS4PWF1PVPvmlyk+8veWW2+Dr9wGr/vviv/+q5atW+CTn6nwX9eezet//TnUX5Cij32F+MFPER34NPEDn5Qwxuo46cxloGNZ1Z17SByUQHPPDM3QufhboD6JWjlB9PBnKd0tK8vp1IWkOyVrZLr1moHQ/cAGNrDHxmyKylLXe4eny/mxBqqj/VdUwzTq4c8CayoSgWOTuGyDTtcK8lVtf5/8pOy3dNPFxSxp3cyuHjH4rnJGla5rFz+qzcgWcdaNsNxy1k0YohHUJ+1ga+PiwM8fRG2+HDq4FfREzusX0hECAVpjUWhrsNZgRrdjqxJlYHVJ/KpMTNqBEjbNwj6AQNB9g84J9GV2pZP7iNfOkDmR+UmAEtCis5qFWiqbBtcLwJ0tV7ss4id77mGm9zvnyjmn5wIsPNNtvepk4uFBGJAXxPZhhloFDp6CxrRkbTunOHX4t2+P3tAZO7wlA6V6nHoo3qcAMAYOrrUCWrr6qB4A04EW3Tp13cXrac8wjNHpMoWAQXUMgmzy0cm7HXjqha1Lco3YZW3rajMzfRHpzCVynq9H4ba5A2wjTeFZ9n32qv/+UPfpXNnavOkIvXIStXAIO7oNUNjhTag10X4T4MsLXAsTK9exssLw8zpxvmzlBpgEU26gHHOvwEDTscwbnhmrHRvPARCF57ees+7GjIormMm9ktEyWZPvQYULBXX924PW7j7W10MpbG0U25jGjO5EtRezvmfGdkiW8dgxj9qrkkStG6wo1Uh2PTOLekr2vYD4wGeystsMl8ifqZ4/KPNsRTLwmq1Xk5g0H6fhIkJUKoL80vB5W4dWCB0MzQpDtxvA68ncGY6j8Liu64Ug9dariQ5/gXT2Srcv1EZ07Q0iJm9En89M7sPMPoW+dlbNroBpmIHMlujQF3KGqYpycDauQhRjtlzlFp9U/l60qQP1olwXswCmBSxXpXq1H73+4nkxuwQMzszNX2ZkK3Zid89Z1mXN7Hu9jY7vdcNFczNTF27sWl02ALsG9qQ2Yyxv+yPLn78brn8G/NqvKO68S8IZX/YSeOvbYHkF3vp6RaMhA/zMGcsf/pHlqVfBs276OldgYF+TKaX47TfAy7/D8td/Ay94vuXXfkXxy6+zbNkCt3wJfvJnLL/1GxFjW66iveUquOHHYW2O+MBniB76F6JDn0O7lS1bHiGd2IUt1VDLJyQD6vJxSne+3y2GKBHO3PlMoX6vHKN0y59S/sI7sFGFdNvTSHfdQLLrRuzE3g2+fAY2sIEN7DzNGPkX6mKFAsbNxYAx0+d8ryHlM3NlO0KnP0KlTrMnqkiYR2dFwnDC8MBQZyc43U7uk4/zuYOyq4fZ1ZWJricURhUAMhVoXiUXvRhQRA98XK7rHFU7MoudPxCI3BbBLkoSSqJWTwsY5OvZadKdjc+Mbuu9hi+XNWBT7NC0rHBbkwMLSUu0aKJK7gh41knI3NjI+0GHz7fLWQizmoWZw/09lJaMmFUXAhUASgXHo1SVOqyc7HVISjWgRoHFcDarDLvETq3esCAIWAm5g5iHvPmyeUafgLlmbKeIzfcwu9ZhkxS29QG7QrAjYy0FoZShELpS+fbu68dV6A7h6Q6x7Se27EG+LMmBv2+eBS8DGUJQGTDjO9EeqAJUa1FYbUE9fBZS1S+7pI4KOqSZUHhYbCuMqaJ+EFlbptueJtntl493gYRFza5coL4Pa7SPZewWk3qYGOIqdmyHhGOWquCbu/tZJC0JK+1+3ipyYdgNlIqC+ri+MLRJgB4c44UQpAlYNGcpf7a4kHaESaXc96QHmdMWNumAaTtwTWHDsDff+FFMuuNa1OopbNrOGbpDm0i3XZ1rGrUWBLzybMawXNVQr0t1/b4OMFHIIKqEvZis5m2YzWFxntSgWy+qZ+x1MYazxpIFBau0hEWuG+IezpE6Y8v1augGCxFxJdNUK5bJzTXGlztnTtmJ3QW2Zt8y9BOaVyqQEPBzWSrzmJs/zPjuLIuvLdUCIM8BZQGzKwNbjWdBBmCXCe+fPw8bvvs3av7dYMGO7cprNLpdIibPl1X1SDK7vgYbgF0De9LaqVOW33yD5XP/Bt/2cvjx/6xIEvjNN1g2bYLb74DDR+B//rZi3wXuxWYtv/XblrUm/NRPDDIwPhms0VD81q9b/stPwU/9NLzvryy/8auKX/rvli2zcM+98EP/0fJbvwl797jnXRsn2f/S7MWoFo8QHf4C0aHPy89jtwICbqUjW0VHpL2EWjmFXjySgWOA6Ho1NmFLNfTJu4gP/AuVT74B05gRxteuG0h2PGOQNXVgAxvYI2hdzrLS2UevPvMA6qFPYTM2Ue97Lt3yFAmD8s5RHyfIRmXU2rz7vSSaMJP7cr3ULIyxyOzKwiq6mQfWYKsjqE5L9IS6mV393scBs6sQ3hA6GqYTEAxcG8w9KNpUYclMJ8uoVjAdCVhkyXRDCk5TPyjQWhGb1jG2Oopam8sBk7QtzlnQRlaXcqH0s9W32zKHpo+eic4dZZWIU57svJ7SwiG84yoJoFqBmlnQbmGtHGBpo3Xchj4hL/3MjO8GlGQjK9UCFpuzNAjB8Y6SipDwNZXXK8uUqESUffNl/Qq1/t992Qaqz3FS73TXM4kP/Zu7f5hl8SyOpFKSxCbT6eouUxdYUjjGa3aFAFGgo5aBXblzm+y83mX9a/deMsuqGGflViaRsNJu0yXSLVcRHbkFku5rCcBs4woqaeXPQU6UW41swS4ckpoWkkUEdclYKrAu+6enXJKwwoxulbGuPThZEuC0wLgrgoAqaQoI33WMrQyjlo5KcgOlUcvHe0thLVkYowccXdursH3W6/sZKOGZOm57XMWLveuTdwprRTsGrtdJ0hF2eJPMoaU6GTATjpsMOPTAdkdAQB9qthGwo9D112FHhRpOSQd1+n6ZQzOw0rP1bNAW6zzbQuZI8neRS3iSbr0Gs/Vq0RSE3hB3gvnGhVCa8V2SrK1wWIjSniX8PANlVP58+51TON+1a9LK5iJbquVhih5wdO9ITCqZQ907AQwqceisjoKspW7OTjtufEsiCUsk4HMWJukYgwRJErrZk+HPHm2xvpXKfjNDmyADTBV2bMcGzu9n/cEuM7lXNL3cgpmI2dObiOERsAHYNbAnnaWp5e8/Cr/7+5Z2G37mpxTf8jJQSvHm3zUcOgTjY7C8DL/9W4qnXJkP7vf9DXzmZvivP67YuXMAdD1Z7OqrNd/3vYZ3/Rm86ofh3e+C3/w1xS++1rJ5FlZW4D/+qOWXfgGedVPvc7cjW0hGtpBc/M0AqNXTksXx+O1Ex29HH/8KesVppwC2NimZgTpNVGsJ7UWEA1OrJ4lv/xtKt79PzhndTrr96XQufBFm+3VdQswDG9jABnaeZsKwtFiYRJB/JLfXz2ZNXMFOXhBs6BPGGGbGisoUHJpAfFgVmF2adOcNqLW5fFuBBaDIQjLOEZZmozJmYg+kLZJdN2b6M0XTEmqUgTXCpsB69lWXA1CqZ06byrSEHIMtAAzXL5bOV/FdGdNt10iykzv+Wg5Jmo7VFACCYRjjOvXtb67t+oBQAhYCWAHYopIsqmR18LpLATvHAwjd4XmZLtU5whTPqbsUOUde6m02XVzcH2Qgy8ukXUI/m1/DPzute+/Zw1ILgKHM+oXlOicz3JaFaAXsjm5QJd/Re/3KEHY4AFW7nG/Vj9mVOdy26/iQ2eX7jibPdij3N5P7sMNfQi0dy8EEjHQFp3MXHbwZSvUii82XPCpJeDP0AjSIU6pay6ATN0bczqiUgzQoAb2zstqzMLs2ACyAY3oi96hPonwIoX8eYcjatmuwOiY+9hXZ4LNGdunrSaiWaCGlE3uIj3xRAIuwnHiGbMDW8azZAli5znj1YYxdz9qWagIiNKZRzUXJfqlj6dNRyYWeyXix9dEAAO42VezfaRdovx5o3g1o+/JbJNFb2T+/LtamFtAlOnkXprmAf/5We/ZSPq/aciPDCQt17wqTT3fcQPTgv7hjlbD04nIO3PYwu4Iy+Xp48HA9Ww/s8u1qU1AS5ithoursWQfdN3p08i5MaxGz5Sp5t515kOjM/aAi0m1PQ41sITr2FekrpoMdnsWObkMlTUlckNUvYGQZFzbvnq2Nayiti2HVYYju0Gb08dv6gnu2OiYJOs4xvpI9zya+5++zc83mKyAMZfxqrAt0Ds1M70efvl8WuFZOYib2otdOn3se+CpsAHYN7EljSWL59Gfg//yJ5f4H4PLL4Bf+m2L7Nhn8H/6I4a//RuaCeh1+59cUF+zNJ4Z//azlLf/bcuMN8O9e/vWpw8AePXvND2nuvsfwuX+DV/6Q5e1/oHj9byh+/peE4TU1Bb/4y5Zvfpnlx35UUa+v72jY+iTpnmeT7nk2WTDM8gn08dvQJ+9Gn74Pfepe9Mrp7OVkwTlSGtJWz4ePXngYvfAwpdveK8dWRkkn95LuuhF75TdDeWYAgA1sYAPbuGXOMKB0ns3onCEmfS/m/g/BrjDzXLlwXAHI6dbsqgwJy8Jb6ATrKGeCBcwkXweAdMd1qKVjqOUTLmylIffvG6amHCvLlb86hFIaklVZDbf5OenmK6BUJbnwRSIcX9ClcbpXfefg4L5x2eFLLkFAVJZ/tQAMTDtZSnbVnMfUpySTeHOhC0g593OxWgs4089B0FqehkXq4p+RD1UpD4FNcj0yBCih3Cj2kSjOnc31BOq7y7yug617EwuEu0NmFznYaLZeDa1lolN3Y1UsmkmZcHex7un0fqITd+LbO916NfrMA+s4UXk5877dhwEWPvduAMof2iXGfy6zUak/PJIBWSoDBdId1xEd/FcKGlk+DLFLkFoAtlkBu7JQYg9UlARQzOaCPuCtB60g0FATM9MXYSYvJL7tvehTd0v7pG0BsXc/C47dCtaQ7nk2OOF9q3RRD87dNwfB+wCP/Szse9bk9c60ifJnZIdmcoALcoZQ9/jy2momEaYaFMsZlckTAah8LvD1cf3VVsfOEu7mrpe1pcUObZY5uVSXdrAJavGIK58wu5RN87C6oEzJhS/KQYmgHh6IU545mu3fCFOmCPDa8pCEWkMQ7u7Hdt6Gam0uACsjlGm78wUoM+N7iJaOFK8fXtPP9RmzylLIVtut2RXWOfzZvb1vFdcDuxxLKsuEmqLnD8kz9YDtOa6nF49gtlwlzEoPNLrFEeuuISzaDrY8RDpzacEHUNYEWv7uumtzUJ/E1qddAoUAIEZh6pNEq6cpZqYN6u/mcLP5Msko2RPi2WXlBjaWRRgzNHN+4Y/rWrBose59hzCzV2KrQ7B2eoP99fxsAHYN7AltSWK5/Q74l09b/unjcOIEbN8uwvLPuolshe6T/2x4/RvknG9+KfznLjDj7nssr/0VywUXwH//JYXW53jpDuwJaW98g+KHf8Ry193w3a+wvPl/Kt7wm4r/9ouWTdPw774V3v8B+OIXheV1+WUb7wd2aBPp0HNJ9z4335h2UPMHBfw684AAWvMHRfzYZ3tCXk/Wswn8360F4iNfJD7yRZLPvIUGGjO2jXTv80kueK6sugzAr4ENbGDrmK1PFjWdlCITXC7YebzvAmfCBmyXnhXwMIxxnfOzcwvhTYGYdvfHtl+prk9i65NEIWN2vQ9kt0puhjajmvPYxoyUob2COJGOWbD1moyBYyb3opeOorIQGr/qbvvfRynM5AUutMg6gMkKkFQAQJwzapKMeaHaKyLuqxTJpd8KKiLy4XIbeS5K92bBCtskC4nJwS7RcFLYKJb30dIxzLiEqNjxXcI6mDuQXcbqUg5MnMsB2siqvI4D3aUuy/qMznFIHWGHN0N1DU7dLWGhnvnUpzx2Yg/JxJ7876FNpN2ZkTOGVFj2Pg70uUA+L9y86RLSnTf0OaDbGQ8Bn7O8v7vYTrY+iS3X81AnyDMsdl87vEf23IS9IiHEnYAN1T+MMT9W2FNmbIdoRQ3PQnUI6uNZOVVnVZiKke9vVhiCWdkc+6wQktmHVXhOsCsAv63Ngaa4isIWWWpKQ32CdPPlRMe+Iuwbm7ow2rC9rNOa6gTfZErCAOuTMoZd2czQVH6OZ1I5gCydubSnuMnOGyiEojpwLt16tbSZ0lCqCZCRlQmn2RULCF1g8wUs3dCUzliocp+kOCes2669zC7r/neyTcX7Zpp2wXPs1mwzLqy1OkJy0UtQcw/C0pE+oJS/RsBKtPQySP381c3s6qvzpM7eh9YFxlQQ1quE8Wza2NHdPZfYkHX3Z/8sTCqAZ+wWQMIFb5siDMKcYafnD2Lqk5hNF6EXDkpWWchkAuzwFjh9H1iDGduBrY5gG5vye3vAU+l1s9H2KXxeho0Ky5/NlISsR/f+g4Dh6wHCkDPP+7BNv1YbgF0De8LZH/yx4a674MwcHDgASQKlEjztatHZuu5aiCK3opda3v4Oy//9Uxk/r/0FeOELigPpS1+2/NwvWMZG4Q2vV9RqA6DryWpaK972VvhPPy4g6fd+v+Xl3wL/7Wfgzf8bPv4J+Mn/An/+HvjRH7O87KWW1/ygYmzsq+wTUQk7uVcYWt372ivohUOo+QPo+YPidMwdED2d1VN91EYM0fxB9Bf+D+Uv/B8Rwx/eQufCF9G56ntgZOtXV8aBDWxgTzpT9XFsdXOXA+wcu3Nmres1WxuXzIaFcK7AWY/LoLVj3Mg11UY/lgPnyUZl58TrzOnOi9ldzm7NlX4mgtZEsYTmqFz03laGc48udOD8IoL1YZiJ05iqu5Xv3ntkDABrxalxAJmNAhBQB85Pd8iNjgRIKFx2Ax/9vp36mK1NAErqmbZFlwjEaRqeEfH0MCseBA5a2B6xMGUWj4iI/oZsfWaX1SVMfUoyOfYUOs1AOkWUnQNINrn9L6W0eFQyDlrbFW55Pna2vhmWvTv7W9dV/HiIKxvMtlxkAfY/JHDCuzV4wjFl+wBI3WV1IIFfUFOVoQIIui6zy+/z2npxWTSguu9hDXRWsfVpYcKAAJMhq6qPnlsGxhRCic8VIhsyPY2EMSqFnbwAdere4jhw7WLHdmBP3o1K2+hT9wpzMT9I5qsoRqWdnJnngARbaWTsm3T2cvTiEZRjIkk2Rh1kvuvjTvsQMM/oSroYeChhYPn9cRVMSdohLufsMT8fnmVM5ckKTG+WzY2MEaXyy1u7zvBQeTm9eY0uwFZGsHEl188LQ5HPyezSmNFtqOVjEs5ZAErpXTjp3p/dok9YbmVYwvjW0/BTbsEl1F+zOF2tjVkRAOwC7ILEJMokmKgM5UaeiREykDAXlS+5sEcjGSHPPES0dCwPL1auj/hnrsvYib0ZQG0roxt7f/TWxN1f97b5V2X5YotaOyNzw3rmF2O6tDQfCRuAXQN7wtnRo9BswpbNkmFx/4WKp11DT9jZkaOW1/2agBpRBP/rTXDVU4KXrbX8v/fB773Nsm2rCNVPTQ6Arie7xbHirW+B1/8P0Xb76/eLVtvsLCwuwu+8Bb7rO+Td8//eB5/8Z8sPvxpe9lI59xGzcgMzfRFMX9QLhKVt1OIRAcMWHqa2fIjOw19Cn3kI1ZwDgbpQS4epOPALgFKDdHIvZvPlpLNPwWy9Wl4ug0QLAxvYN5Y5h7aQfcziMlyd/3xgpi7CjHSFQoTOelQuACdWqSLb4Fxlza5Twg5tEmCtW3Op57wwZGM9Zlfu0ACZELIZ2YId3Y4Z24nSuuisdINHaQfaKxJ6FPcBlgpt7J0797MAaKi8jj3ASB/HZAPPyYzvRg03++9sTJJuf7qEZyWtPAlKmD0tLgvoFYQiyb5ie9iRLSTDsxsoU17H/rsltIdSVdhAxmn8+ONNIr8rnfvbXc8+nbmU6OiXyMDbr8m62S1d20Lx7X4W9Xm+kI+TfoxHf+loPZZD0GcLYFfXOEgT0Zc6WzbDkCmjtOgFWYtqLbrtZwFCdAy0ivUiuFep7rI6WgFSyw2Si14iQGXGDLSk269Dzx8sjgXfDibdMLPLRnFeFCNhjDYqY6YuxEzuQy3liYGK2oKlICS5iwlnLagYOosuW6OA4XZoqsAeE9ZJAD56cKnQVuuY10g0HTfPBPUN5lMztl00nJSS+2VJPJx20zm1t1T2vAtA8nqgR5/rKZNiy3XM8OY+WrOO2TW6laRUk0XaxSPZ8zMjswIOlkL9wXWerU+WsnQUlo7C/pdidt0grEOlcyDoXPPNBphd6banoxYP9WZ/dceayX1uISfI/ui00jZsfdmUxbk0E6OPyr2JOTLQULJzms2XoY/ckmc0rQzl79bqKOnsU2QxI+vDxTrZr1JrS2HdvKQegbmVwkLKOcGuUo1k73Og74LS12YDsGtgTzj7ldeeHa221vLBD8Gbf9fSbgnr641vKAJdh49Y3vwWy2f+FZ55I/z8zylGhgeAwDeKxbHil34eLtoHv/cHlnIZRkdgdQXSFN79HlnY2L0LVlfhjb9j+cv/B6/5IbjpmfCoZ+mMZBU1ddl04vFxlubmZJ+10JxHH7ud+K4PEB38LHr1pDiWnRWiY7cSH7sVvvRncrhb2bfDs5ipCwQE23wFZmL32fUIBjawgT1xLczCmJntFZKHPFTnbKZU73wRhjFGZSfkHrAX+gBUth8IUmARlbEjWyUs0Fmy5zmo5kLveXEVWkv5/fqWO2dRmKkLAz0Vx/yoT7gwwj7MLn9m2hEmR22s/30K9bRFgKMAaAQr/T3Mrvx3M7oNvXCof326rTa2PkdJRY4hsIJK25guZ8/qkjDpOmvy4oOsTEVGmg9528B7r1QlnblUgMH+hXJlEqAmOvplbFwl3XoNqrWATj3YpcjaK+3qn6UatjYmmUC7HdivxdxzU4t526sCWKR6mWRRHwAHJxJfm+gTPhQCtMV+lk7vJzp5V3F/V2hezpykD4OnD3hhJVzUKo3SsQBR4Vg62zN15bMFVlHQ27QS3TfIf/YLBa2O9GbL9O3YXkatnj53WbJzcmYXadKlQxcCtOu7t7Y8hGov5383pqTPdVbzRA+OTWVNgkIFfVLAJ1uf2BjY3r3PM2z9vQvahXEW9mjjigA+7RUoNRzQl/eFdOs1GWCeL2hYBxaXi4sS5wIRdYTZfRP65N2o1TOYHddKORzYZbNQy+DZ1ydg9bRs84BGeUhCQQMgUK3L7PKhfW5sm1TCzUe3C+AS5yy7s1t3aGKf+blU7Uq20mVxFTN9IWrhcH69KN7YfJfdN3/G2Tsw08VzP/27Kq5iy11L3Bnoq2TxwV9r9VTPopGZ2k960YvJQw7zTJz+3l8t2IWVd6KZvEAAtq/VAoZnISlNP9NRF1D6yNkA7BrYk8pOnLC84Y2Wz34OymWoVOFN/0NxxeUyERw7Zvmr91re9zcQx/Bf/4vi217+GIAXA3vcmVKK7/pOuOZq+I3fEh2vi/fDK38AbrsdPvZxeOhAzrJ++GERsJ+ahBe/2PLsmxTbtkKj8Rj3HaWgNo7ZfSPt3Tfmm1dOEd3z98R3fZDoxB2ZsKzCQmsR3VokOnU3pbs+lJ1joyp2eAYzsZd09gpZIZ3YhR3ZNtADG9jAnsjWR79HdG36jOtuMGGDZkOgIa6Si/wiIUb92Fj92Cxd4U2qaxulal/xb1sbL2gf9i9kUIaoglqdd7+XnJPWP5zLjG5HLzwsv0/sRp2+T1ac+4JdgeMSspToAo26V99HtuSOaqCdZDZfgemjAXQ+lux5dnafTBOo3OW8RFH2PJQJxPihCNid5/eRdYs0fU2RtY+tDGPGdwnAObELdeJOcXgd+06tORCk+12kY5dJ1J63KHxeyD6Mk1JNQqmWjvU9Ltn3ot7L9GPuueNtY6r3vmFTdo0F25iGk3dlLCQBOLoAnII2U+fc7+lMFN2xkrqR0W7h73BXJqAfMGbCMErlsiNG5d5soOcKoXLjLT54c3jSOc6JC+VQabPoHBdYcOtfK935DAHYXJltdUzCys48kIMw1kg/c9eSeVOABbX1KkxlugganjNxgw81DAA7pbClAJTSZTItsLiGai6gVk5gJveSzl5ZnFcKGT49KNzJmJHrswYLhXI/IsC49gWweXgmkG6/Fj33UA8byfpnblJsYzpnq6adYP5Yh9nlQfXauIAgSVPeHXGFZMd1wfnnwexSZ2G/ndWsSwiQ5OGT2oWTbtRCUNokwuALgV+lM4DVlmrQmMasnkIvO/acdWBXyPysjqKaC+hDX5ANTjwe7eaW1TNyXWN7msmHFJ+3ubJyHiGcZ72cn8tq46jmvDzjdYDhrz4k/dw2ALsG9qQwYywf/DD83u9bWm35hhsbgzf8hmJqGj74Ycs//7PlXz8nY/nFL4IferVichC2+A1ve/Yo/uht8NF/hD95p+V/vUUyMz7vOXDPvXDgoCQ92LMb7rkHjh6Dd/0pvOtP5SU+OmrZsgW2un8XX6y4+ioec+0325giuep7Sa76XgDU6fsp3foe4vs/hl48LMd0C5mmTfT8AfT8AeIHPpZfC4WtjWNGt0v2pen92IldmPFdEk//KKQGHtjABvYIWh+wy1aGUXGFdPoitA9jgjyr2flaGG4QV5zOh3Oe28tFAV5v/ZzzjDliXWhbgh3Zcs7bm/rkud2RgMGB1ujOkmTCaq/ISoYKHb7g2rNXYIdmiA5/XpzQUg0weVhYaNZgJvYISGJNETwsZPEL2FuTF9BpTBEd+jf0ybuLIIZS9BUO34CZyX3iPHpmR+g8ObAr3XwF+uRd4mz77JHtVTnGOyLdYTaPlOlSDqIkbWx9EtVaQq2clGx0YdbI2jgGix3b0XUNjamNo5eOYWt9AKUNmB2ZhaWjPRpktjyENolkQjMJKgxt6qtvFTK7zqsEXUAZORvGsyF0qTh+oxLpzKWk26+V49IOVsd5tsl+QHbScgCKK79pF3bb6nj2e7r1GgpoWLkBKyf7Agjpjusk6MqYdTTjzgVS9Bm55wLuPEDSmHbjrF1kzq37XdKF8EVl0cfzIX8Tu4VJqaJ8HjApthSLcHnSzkPcTIqKBYRUa/PBvc/BnlKRfHtpTbrtaej5AwLUmWDcB4CJ7xtq9Qy2MoQd37n+xf29K8PY4c2YuNJ/UWE903EOQviwuKQljKeJ3SK50Q98d3NUuvuZRMe+kt8zBLvOIo1ndQzju7BjOwWQt64MBVbauXTcZL8Z3Y6NK8UFmHNZt4actdnzsPo8mV3hmyhNesBPmwH0uIUhhZ3YAxnYZfBMLbPpEtELm7iA6PDnJbQTx0JGMlxK+T37Nc+6bEa3Fef/87R069WoM/d/Vef2NTeXmeFZorU5aC4IK9CZrYzkIdWPSPbH/jYAuwb2hLc77rT8zpstd94FlQp0OrBrJ1xyMbz+ty333Sfz1+wsvOJ74N99q2J6egByDSw3rRXf9EJ44fPhs58TcPRTnxZtOIAjR4TZNTYGT7tG+thdd8v+JIGFeTh5UthgxljiGK671vLyb1E8/Wl8XbJ72sm9tJ/zC7Sf8wuo+YeJ7/2oAF9HvyyhDXEV29iEUQray+i1+SzjlsKi1s6g187AsS8Xr4uSj6/GJszoDszMJaSbr8Bu2p9lFRvYwAb2dbbGFLSSwgd9uuuZpHuei60Mo+//J2ErlOvC5PxqLARShjbJx6p1Qrv1SfTysZ5T+jIO/Iq8tdjKCOm2qzfmrFVHznlInt7dra63lki3X0d8/z8hbAYPZPQRNh6eETBm+QS2PCzOUB+HPBOrTpoC2ADpzGVEp+6WOdFZuumSvDzluoSaHPq8v9u567sBM9MXFjeEQIRjTNmx7aRj24nu/7gAeSAhNqUgtPLRcjyUykA3lebAi1o+Kfo/UHz2tYnesqgIVaqS7ri2KPJ8HmaHZ0n2v7R3hwP59NxDAJjG9PrZLmFdMHNdC7IrUm4E4tnkjL9STbL1dYWu5SDgWAbU2KgE9QlM4EACJBe9BF2bkH6etFBoULYAQCd7nl3IFlpgC0GmbxdmiPP91NYnBaxpr2CjGNOTXOHszWC7wpV6NezOcu7oNtKZy4mOf6UQmmvXa//1hpYHmHWMrY6gXGZTZTrCVBqeEfH98pDT2auKYx6XQSkZ48dvwwRjfD3zgIVqrwp4tOkS2RGXMaNbodw1l7l+qJoL2XhZ19wYVmtzwqBpr2wQ7PLafZEDLZ2O1vzD8sz7aUuF5pldmcC+e4YbXTwJEyAkTZkbu4HTrmdq65Ok0xcF+11Ha0yR7n3eBpNEOKtPYMZ2Yib3oJaFIayWj7uytDY0Iye7nkn80KeKDMnu8GKQtkrbspjgma0h69qkWB/GGFcECGuvwJn7eu5pvZyAirBaoVKDSh2oNLHna5InscObMZsvx4zt+qqvEZovl2e5qvaKhAA7S3dciz51r8y3A7BrYAPrtbvvkUyLn7lZdLkAWm5B7KEDcPoMXHQhvPL/U9x4A1ywl0G44sDOalornnEdPOM6RbNp+cptcPc9cOddlrvvhpOn4N8+XzxnZUX+hZYk8C+fhn/5tOiB7dxp2btb+uniEszPw8KiSF7899cq9u55dPulHdtO52mvpvO0V0NzkejhzxIf+DTRwZuJ5g/IMUqTTuzFDs2IjoQ1qOYiam0OtXZGPsjTjgBhrSVoLRGduR8e/Hh+HwCnb2HjqmiF1cblmiPbsI0JeVGXhwUwqwxDeQhbbojAbanuhK4H43RgA/taTG29irTZKWgaZWwp7/BWR0h3XPfI3FDHpJuvRJeHSbdd4zId9nEX1gtjVA4oq45unJVwHgK6Znw3ui2gQh7ioXOm1nrX8lpNQ5tIt17Vu2JuLVm2tICdZbY+lfTSlxcPndyLdaGRvo7p9msdq+GRAbu6zQ7PwPwBmV+7wQBFJhquOysSEnierN1069VF9txGzIOUaQef7VC1l3OApKecxfeBjUoSxtZpPvIsY6+DNLI1Y4mEIV09tp5A/XqmY5LdN8m7Tkeku28ivvvvCHWO7Og2VHMx0InK76WMCw/OdIHW67dKdLLu/ycJEXOZG1XItjzX+PHMzVItF5fvFsxXinTHdZgtT+m6vxdyX+faAaPOjG4XBtF5mEqbedm677lhC0LsfOIEpTEzl+VC2h7s0SUo1YR1Z2NAYcd3kpyNcdW34N19W0NjU+9xHuzqrJ1d1BuyPhsd/kK+bSMyFNnc50LudCxgjOlAqQGdcwDJrv9EJ+8GyHS2VNIOVcnW/54LwA3VWYXOWlHDDHrO7X1fhbpp5wdpKD9GIAPuouO3QWdV2FP9dCK7rToiSU6C5AjKJ9kIzFZGBegM2dDd7zmffdNbuVHQbzSjW9ELh8n7rQYcE8+Hqj8CGobpnud8zdfIrrXlatT8gSyEXnVWi1OCSzBhq2OPml4XDMCugT3B7ORJw1+/X0LOjgWLxmNj8C0vg8suhbExxcwmGBkZOMwD++qtWpUsn0+7BvwL1VrLHXdaPvoPwgA7dPjc12m34d575Z9cFyYnhWk4uxlGHmuN+OoI6b4XkO57gfy9Nkd07Db0sVuJjn0FfeZB1OKhHlFMW25g65MiagwChqVt6KzJT/8RjpU0w2lb0sMvHobjt224eBZAV7ClKrbSgMoItjpKMjRBhVIGivnsT7ZUl59dv2fHOMr4wAb2jWSqNootr7PK7ZyC82FTrGfptqflGkPDm2HlBNHhL+Rp2wvp51kH7IrcKn9Hxux5mC3VxVFab39jGrVyErPtatThL0LSxI5sxkxeQDp7lTAaYF1H2SqFUhqiEiqu9/ru1oe9FFelbT8Htk/d7PBmEQQe275uHb4Ws/UpzMQezGif61sLcU1YurUJecsFfSKdufScDuQ5HfF+VqqDyxynMJlguNUS3mhGt2K2XoM+cYdo2nQBgcKWuxPVnP/qhZjXMe+w26E+z28dMxN7JIxwo2BLF/NCMpcCSkuIZ9rBlmugSoWwWRuGiXkA7mzPp9wQHc7GJmEfZhpczs4BiPgxbCb3ybs/rhUTD/g+XxntrbsfV+s530ph61OQtjCzV5y1HFl5wmu1vP5RqNmlereB9Dc/R4Ssm4J4uspD4hpT2Ik92FJdwA9f3sJ1z++bItnz7P6Mn+528yyuQAPNls/+kWh7tLR6FwzTrVf3HJdnYI0xE3tIJ/YQJU0oNUSncPFwnwQLwek97CV3/SSYj88KGAV1b68IKNtP5+5sttEkARu1jHnbwGzeWL8UZlzI7OrQHYZuZi6DuFJkQJYbJLtvQi2fkMQUJu3pVmZ8VwZ22ZGtsHAkz6qbMaKNgKJR6ZHJoPgImh2eyRijthyMw9CiEnZ066NajsdXqwxsYIFZa3ntr1juv1/YMMvLecIggJERuP4Z8NIXK6684usTKjawbyxTSnHpJYpLHQN9ccly4AAcfBgWF+HoUctd98DBg9JfFbBlq4BaJ0/J9mYTDh+Wf0NDMD9vufqp8NSrJPvjY84+rI2T7n4m6e5nkq35Ji30/AHU0nHU6mnJCLNySlbfk7ZQk5Mm1qTBiqhL2a0jQEPakpWszhKqvSbU+mRNVkbTtryg+xRHAZgWqtWC1gJwRLJJ4V9You2z0VayShdBsVJDXrrud8r1rm01J7hbFjAgKkNUEQ2NuCIfklHF/V4S5zAqu/oP5qCBbcz+7M/+jLe//e2cPHmS/fv389rXvpYrrlj/4/rv/u7vePOb38zhw4fZtWsXP/3TP82znvWsdY9XI5vBZ3Dt2amkH3+Vuh6hFUCBwEHLxJsDoMJM7OnvPIVhUue5Mp3uvomzhQCm25+OF/5Ndz/TlckI4BBFLrTkLJ/C3hmNSujT90J7GbP5cgEK0g7KZSxDRVnWMjOxuxAeVijPlqfk2i3uuslFL3n05g6lMJsu7r/PiWHb0a0CMg3NFDNsnk1o/muxpCnP2UqYra1PyrulVJMwnJqE+JktT8XOPVQIBQVEm8gLWweZyx4RC8A+M7JV2i4It+xnZtPFmOn9X8MzzIWs093PhrSNmr1SMlWGY9Szq/ziEpzduVVaxme5IZpsgS5dsu+F5wbnSrVCqKftZl/5UMq4FzSz1VHJsjl75bqXT7c//ez377bqKMmOZxAfvBm1ekq2hcChawvTpfGWbrkKffRL6JWTqOUTLmxxLJ+blJZ/tTHsxF7MtmsEWACSxlQWKlsA2873Ua871xYvZCb3klzw/GK2yK4Q1R7rXrTos6DQF5SujWPGd2Em9oKOMFuvJjp5F7Y2ihndht3+9LNrJ3b3vXJdNO+WjpOO74bWMvpsCUSCcEe1NocySU/GWBCgMH7gE+tfBzDnAU73M1ubwJbqmMk90FrGTF3QE9a7rgXh+ygFaYKtdNUjLvfXPasMi9A8oJeP9y72BABluvtZpDtvzN+RTkfO1ifRnr37eLa4LoxVH7b9GGaDH4BdAztvW1yy/PCPWNptGGrA+Dhs3Qpbtyi2boEtW2DTNIyOnp/jniSWo8dEG+nkqTW+8EXJqrjmvmXqddh3gQBcL34RTEwMRLIH9vW1kWHF5ZfB5VlW7ZwBds+9wv768q2W224vhjp6ssPKCnzmZvjUv8hHV7ksgvdjozA0LH+XY6jVFmm1DcZA0gFj4Xv+A2zZrFhdE2BteVmut+R+Li9bllegVoX/+MOKUikfi0liWV0l/7cmkjXVimQwrVbKVKr7KI/so1TKx3GaWtbWJAzz2HFhVx47bjl+XMKGT52SfcPD8PY/VFSr5xj/SRu1eEjYZAuH0EtHUMsn5N/qGVR7SUJ80rb7sLaSXfJ8zBpoLWW6KOuV6JFwNS3kH86eYq61AGceEAx+ZtsUcmw2Xyq3LcjmgyKJI2qJKTpVStO+7kec0z+wJ4J9+MMf5vWvfz2ve93ruPLKK3nnO9/Jq1/9aj7ykY8wOdkLBn3xi1/kp37qp/jJn/xJnvOc5/CBD3yA//Sf/hPve9/7uPDCC/vc4dyW7nrmI59xtUvk3VZGZNV7bQ4zeQEm1FrpNqeZZc+3TBtZzV8nE5hqLRXCx9Y5Wcrl2BV66Shq9RR2fDf61D2yrzqGHdlC6p3ss3z32JGtvTPY1wsk1yUgTw3fA2Y8SpbOXAZr8yjftvUJCbWsT2LLdYwPDdMRdnJv/2tsexrR4S9ia49M1rDMohLJzhvEkY8rMkY2woD8mp5hMO/HJYjL2MoQyfBssX87ECM6cDN2THT2zjVebLmRZXyzYYa1R2Ds28qQAyn7ONmVIdILnnf2C3w1beZCYFXaEcAqBFzKDZK9z+0FzOMydnQbrJwkOnKLlL0+RTp7eVYOWx2BuEpy6bcWAXzPFAcBWX2Y6yPlqCsl4uqe2WJNvqgWlOGs1v0suxMfnO3eAQBjhzZhJvdCeUjYducKJ+8eF1pjh2dlUSBpS8bLs90+EC/XS0fdNfssErj623p/1ley7wXrJEk4DyvVSPc+h+iBj6NKdczIxplG2WJJawnVXhaWqmdfbeT8+qTowSXNPHOut/AZ9AE1053X58yvDWjHfT3NNCaJTt5N/OA/A5DsuvERy/p4LlPWnp9QwNx6K4WPgI2Pjz+q138i2BOhDTody7vfA0eOWJaXxck9fBjOdBW7UoHpaRgdkdCteg3KFXHyk0RYWs0mzC/AwoIsQofMrdlZuPxSuPxyART27vk6sF6+jvZE6AuPtj1Z2iBNLQcfFiD34MPw8CHLAw/C8WOi3RX2+0fKtBbiQrkMm2dgrZmDW+2zL1QXTCm5BuSaeKFFEUxPSQbLyUkYH4PZWcW//06I40duvI6PjzN35jS0liV719Jx1PxD6IVDqKVj6NVTkh2psyIfDElTmBc+vNI6fljhp7fia/DrMctkemchy6UAfimfr45uMMxWRkV8WmlJnZ1ltytePf9z/br3tIVdf1/PdbK29cf2ae/u5xAebx2YeZbrdC79Nhrf9tuP+rwwPr7xj9Xzte/8zu/k8ssv55d/+ZcBMMbwrGc9i+/7vu/jh3/4h3uO/4mf+AnW1tb4gz/4g2zbd33Xd7F//35+9Vd/dd37POZzZ9pBn7gTM3Uhau20c0ZLYNNzMrbir7wX0jbJlf9+4+FgX4NF9/1j5mzZUo1073P7H9heQa2cknDIZA11+v6MreC1Bs2mSx4Rllw/ezTfgWrlJNHDnyOdfQqYNnb8sQG7AGivEB34NMRV0p03EB34NHZ4FjO177Erw2NoZ32Oq2fQ8wcwW646+0U6q8T3f7ywKdn7vHVZhP7a0fHbRYdo5lJsVbSDNsxaOZtZKyyNDSSKeMTMWqL7/wmVtEhnrxQQayPWWiY68JlMKB7IwmfTLU8RJtfavIj/n82SFmONCvN9voUeces0AbMhLaPowX9GtZawtTHSzVdCt/bVRsykxPd8BKB/8oY+ppaOo5pzmKHN0nbNBeKH/qVwTLr92kygvHDu/EFU0sQ0pokPfEbuu/umx4zx03dMrs2hV06d1zyk5g7k4a7OzNjOXA9sI5a2BbwvD/WcpxYOC1Dd55mquQeJjt+BmdidJz14vFrakezGSUuE6uMqXqfzqwaPVcTohdee87ABs2tg522lkuL7XwHdLuHqquXwETh6FE6chBMnLSdOwNKSgFrHT4iz7J3wOBZAbOsWyZw4OQHbtym2b4fLLhvDpBsQBxzYwJ4AFkWK3bskTFEsyGJmLQ8fgnvvg4cespw6DadOyhhaWZWx0+lINuNQYcLjHT5sX7lF4UpFwOVKBSplAarq9fxfow71ugp+h1pNvlubLWg13U/3r92GVkvuXK8rajUJIZ7dDJs3w9Sk1O8xMaWhOoKtjshK6Lan8ijghNIYPlTEpGA6qE4L0qa8qH0oZupDOp1GmT8nTQRkM4mkwx7aLB/ZbhsmQaWJ0PgLf7t/HtyxpvCvWi7RajbzbYTH5L8r/3thcaBL5PlsCwc9+9a/Ts89ss6pij+zY7v3yXbL+vvC7enOG9Yv9xPA2u02t99+O695zWuybVprrr/+em655Za+53zpS1/iB37gBwrbbrzxRv7xH//x0Szq+VtUyvR3bOn8NDiSS1+OF7x+LCzd8QxUcwE9f/Dsq/ABs8OW69j6JKa1jFo5gR2aedRArsfCbGOa5KIXPybgYo+VGznA6ITav2GtTzbFvlaqk+x9joDK8wdFF+5sQJe7dha+6+yRZCU9pkCXu2e65znyfjsfdlpliPTCFzrG0UnU0jFU0hJWZsWxSzai/xZXUPVxaD0GCwnneraBpduvk9fsRpN79DMdCUsqTGJwDgs1mQCojoo+YNpy4cYTfYEuADu2I/umTS58kXxrPQI6kl+T1cYx58HKArDDs6SmI4uNtQn0ykkJCT8fi8rrJos5m56VHd9NMrT57FkzHy8WlUh3PAMQkE6tnAIVoZoLqLUzX901lQYGYNfAHkOr1xX7LpBQQ7Gv/qN1dESvKzcysIE9mUwpxY7tsGP7/8/encfJVZWJ///cW1vvnc4e9kUSkAgJiyigCG7jOi7jV8dRBseREUfHGWe+6tefOoL7ggPuqMC4jAvCoCiiohD2hADZ00nv+1L7duuu55zfH7e6Op29Q7o7Hc779corXVW3qs69t+rWuc99znPgQN+Zuc9we+5kVALVyGECmOx4HSwXarY0trXh6gPjvJbL5RBC7DNccdGiRfT09Oz3Oel0msWLF++zfDqdPuh7zWR22vzXBpwEp+6njsphPXdmCsrv9930fjwuHJ39WH2NFacdhdd6rloGTCPrZj/0d/Ig2g5cS/JYc9T245I9g1uzmCEL1I4J88ksf390sEvTNE3TNO04czwMAX+um/sLHdrRoPfj8UPvy+OD3o/Hh8MJWOoK35qmaZqmabOgra2NSCRCJjO1eG8mk9kne2vC4sWL98niOtjymqZpmqZpmg52aZqmaZqmzYp4PM65557LE088UbtPSskTTzzB2rX7L1C9Zs0a1q9fP+W+xx9/nDVr1sxkUzVN0zRN0+Y1HezSNE3TNE2bJe95z3u44447uPvuu+nu7uYzn/kMtm3zlre8BYCPfvSj3HjjjbXlr776ah555BFuu+02uru7+eY3v8n27dt517veNVeroGmapmmadszTNbs0TdM0TdNmyWtf+1qy2Szf+MY3SKVSnHPOOfzwhz+sDUscHR3FNCevRV5wwQV87Wtf46abbuLrX/86p512Gt/+9rdZuXLlXK2CpmmapmnaMc9QSs3VxFKapmmapmmapmmapmmadlTpYYyapmmapmmapmmapmnacUMHuzRN0zRN0zRN0zRN07Tjhg52aZqmaZqmaZqmaZqmaccNHezSNE3TNE3TNE3TNE3Tjhs62KVpmqZpmqZpmqZpmqYdN3SwS9M0TdM0TdM0TdM0TTtuzGqw63/+53+46qqreMELXsDb3vY2tm7detDl77vvPv7qr/6KF7zgBbzhDW/goYcemqWWzpzpbIPOzk4+9KEPcdVVV7Fq1Sr++7//e/YaOsOmsx3uuOMO3vnOd3LxxRdz8cUXc8011xzyszMfTGcb/OlPf+Itb3kLF110EWvWrOGv//qv+fWvfz17jZ0h0z0mTLj33ntZtWoVH/jAB2a4hbNjOtvhf//3f1m1atWUfy94wQtmsbUzY7qfhWKxyPXXX8/ll1/O6tWrefWrXz3vfyOmsw3e/e537/M5WLVqFddee+0stnhmTPez8N///d+8+tWv5rzzzuOKK67gC1/4Aq7rzlJrjy1HekzVZsctt9zCW9/6VtauXcuLX/xiPvCBD9DT0zNlGdd1uf7667nkkktYu3YtH/rQh0in01OWGRkZ4dprr+X888/nxS9+MV/+8pcJgmA2V0Xbw/e//31WrVrF5z//+dp9ej/OD+Pj4/zHf/wHl1xyCeeddx5veMMb2LZtW+1xpRQ333wzl19+Oeeddx7XXHMNfX19U14jn8/z7//+71xwwQVcdNFFfOITn8CyrFlek+c2IQQ33XQTV111Feeddx6veMUr+Pa3v41SqraM3pfPUWqW3Hvvvercc89Vd955p+rs7FSf/OQn1UUXXaTS6fR+l3/66afVOeeco37wgx+orq4u9V//9V/q3HPPVbt3756tJh91090GW7ZsUV/60pfU7373O3XZZZep22+/fXYbPEOmux0+8pGPqJ/+9Kdq586dqqurS3384x9XF154oRobG5vllh89090G69evV3/6059UV1eX6u/vV//93/+tzjnnHPXwww/PcsuPnulugwmDg4PqJS95iXrnO9+prrvuullq7cyZ7na466671AUXXKCSyWTtXyqVmuVWH13T3Qau66q3vOUt6n3ve5966qmn1ODgoNqwYYNqb2+f5ZYfPdPdBrlcbspnoKOjQ51zzjnqrrvumuWWH13T3Q733HOPWr16tbrnnnvU4OCgeuSRR9Rll12mvvCFL8xyy+fekR5TtdnzD//wD+quu+5SHR0dqr29Xb3vfe9TL3vZy5RlWbVlPv3pT6srrrhCPf7442rbtm3q//yf/6Pe/va31x4PgkC9/vWvV9dcc43auXOnWrdunbrkkkvUjTfeOBer9Jy3ZcsWdeWVV6o3vOEN6nOf+1ztfr0fj335fF5deeWV6uMf/7jasmWLGhgYUI888ojq7++vLXPLLbeoCy+8UN1///2qvb1dvf/971dXXXWVchyntsx73/te9cY3vlFt3rxZbdy4Ub3yla9UH/nIR+ZilZ6zvvvd76oXvvCF6sEHH1SDg4PqvvvuU2vWrFE/+tGPasvoffncNGvBrr/5m79R119/fe22EEJdfvnl6pZbbtnv8h/+8IfVtddeO+W+t73tbepTn/rUjLZzJk13G+zpyiuvPG6CXc9mOygVdhDWrl2r7r777hlq4cx7tttAKaXe9KY3qf/6r/+agdbNjiPZBkEQqLe//e3qjjvuUB/72MeOi2DXdLfDXXfdpS688MLZat6smO42+NnPfqZe/vKXK8/zZquJM+7ZHhNuv/12tXbt2iknzfPRdLfD9ddfr66++uop933xi19U73jHO2a0nceio/G7os2uTCajVq5cqZ588kmllFLFYlGde+656r777qst09XVpVauXKk2bdqklFJq3bp16uyzz55ykeNnP/uZuuCCC5TrurPa/ue6crmsXvWqV6nHHntMvetd76oFu/R+nB+++tWvqr/927894ONSSnXZZZepH/7wh7X7isWiWr16tfrd736nlJrcr1u3bq0t89BDD6lVq1bN64vy8821116r/t//+39T7vvgBz+o/v3f/10ppfflc9msDGP0PI8dO3Zw6aWX1u4zTZNLL72UTZs27fc5mzdv5sUvfvGU+y6//HI2b948k02dMUeyDY5HR2M72LZNEAS0trbOVDNn1LPdBkopnnjiCXp7e7n44otnsqkz5ki3wbe//W0WLVrE2972ttlo5ow70u1QqVS48sorueKKK7juuuvo7OycjebOiCPZBg888ABr1qzhhhtu4NJLL+X1r3893/ve9xBCzFazj6qjcVy86667eN3rXkdDQ8NMNXPGHcl2WLt2LTt27KgN1xscHOShhx7iiiuumJU2Hyt0H2N+KpVKALX+zPbt2/F9f8p+PPPMMznhhBNq/d/NmzezcuVKFi9eXFvm8ssvp1wu09XVNXuN17jhhhu44oorpuwv0PtxvnjggQdYvXo1//Iv/8KLX/xi3vSmN3HHHXfUHh8aGiKVSk3Zj83NzZx//vm14+qmTZtoaWmZUk7i0ksvxTRNPYx8Fq1du5b169fT29sLwK5du3j66ad56UtfCuh9+VwWnY03yeVyCCFYtGjRlPsXLVq0T62CCel0esoPwMTye493ny+OZBscj47Gdvja177G0qVL9+lczBdHug1KpRIvfelL8TwP0zT5z//8Ty677LKZbu6MOJJt8NRTT3HnnXceF7XKJhzJdjj99NP5whe+wKpVqyiVStx222284x3v4N5772X58uWz0eyj6ki2weDgIOvXr+cNb3gD3//+9xkYGOD6668nCAI++MEPzkazj6pne1zcunUrHR0dU+rFzEdHsh3e8IY3kMvleOc734lSiiAIeMc73sH73//+2WjyMUP3MeYfKSVf+MIXuOCCC1i5ciUQ9n1jsRgtLS1Tll20aBGpVKq2zN7944nbE8toM+/ee+9l586d3Hnnnfs8pvfj/DA4OMjPf/5z3vOe9/D+97+fbdu28bnPfY5YLMab3/zm2n7Y33F14nw0nU6zcOHCKY9Ho1FaW1v1fpxF1157LeVymde85jVEIhGEEPzbv/0bb3zjGwH0vnwOm5Vgl6YdLd///vf5/e9/z49//GMSicRcN2dWNTY28utf/5pKpcITTzzBl770JU4++WQuueSSuW7ajCuXy3z0ox/ls5/97D4/RM81a9euZe3atVNuv/a1r+UXv/gF//qv/zp3DZtFSikWLVrEZz/7WSKRCKtXr2Z8fJxbb711Xga7nq0777yTlStXct555811U2bdhg0buOWWW/jP//xPzjvvPAYGBvj85z/Pt7/9bf75n/95rpunaQd0/fXX09nZyc9+9rO5boo2TaOjo3z+85/ntttue871RY8nSilWr17NRz7yEQCe//zn09nZyS9+8Qve/OY3z3HrtOm47777+O1vf8uNN97I8573PNrb2/niF7/I0qVL9b58jpuVYFdbWxuRSIRMJjPl/kwms89VjQmLFy/eJ4vrYMsf645kGxyPns12uPXWW/n+97/P7bffztlnnz2TzZxRR7oNTNPk1FNPBeCcc86hu7ub73//+/My2DXdbTA4OMjw8DDXXXdd7T4pJRB2Tv7whz9wyimnzGyjZ8DROC7EYjHOOeccBgYGZqKJM+5ItsGSJUuIRqNEIpHafWeccQapVArP84jH4zPa5qPt2XwOKpUK9957L//yL/8yk02cFUeyHW6++Wbe+MY31oY2r1q1ikqlwqc//Wmuu+46THNWJ52eM7qPMb/ccMMNrFu3jp/+9KdTMnIXL16M7/sUi8UpWUGZTIYlS5bUltl7SM1Ef3liGW1m7dixg0wmw1ve8pbafUIINm7cyP/8z/9w66236v04DyxZsoQzzzxzyn1nnHEGf/zjH2uPQ7jfli5dWlsmk8nUzkMWL15MNpud8hpBEFAoFPR+nEVf+cpXuPbaa3nd614HhH2BkZERbrnlFt785jfrffkcNiu9wHg8zrnnnssTTzxRu09KyRNPPDElQ2FPa9asYf369VPue/zxx1mzZs1MNnXGHMk2OB4d6Xb4wQ9+wHe+8x1++MMfThlLPR8drc+ClBLP82aiiTNuutvgjDPO4Le//S2//vWva/+uuuoqLrnkEn7961/Py+F7cHQ+C0IIOjo65u0P8ZFsgwsuuICBgYFawBOgr6+PJUuWzLtAFzy7z8Ef/vAHPM+rperPZ0eyHRzH2SegNREEVXtMOX68032M+UEpxQ033MD999/Pj370I04++eQpj69evZpYLDZlP/b09DAyMlLr/65Zs4aOjo4pgc3HH3+cpqYmnve8583KejzXvehFL9qnT7J69Wre8IY31P7W+/HYd8EFF9RqPE3o6+vjxBNPBOCkk05iyZIlU/ZjuVxmy5YttePq2rVrKRaLbN++vbbM+vXrkVI+J7Ot54rjOBiGMeW+SCRS6wfoffncNWvDGN/znvfwsY99jNWrV3Peeefxox/9CNu2a1dFPvrRj7Js2TL+/d//HYCrr76ad7/73dx2221cccUV/P73v2f79u3ccMMNs9Xko26628DzPLq7u2t/j4+P097eTkNDQy3DZz6a7nb4/ve/zze+8Q1uvPFGTjzxxNq46YaGBhobG+dsPZ6N6W6DW265hdWrV3PKKafgeR4PPfQQ99xzD5/5zGfmcC2enelsg0QiUatpMmHiaune98830/0sfOtb32LNmjWceuqpFItFbr31VkZGRuZ10f7pboO//du/5ac//Smf//znede73kV/fz+33HIL7373u+dyNZ6V6W6DCXfeeSeveMUraGtrm4tmH3XT3Q5XXnklt99+O89//vNrwxhvvvlmrrzyyimZf88Fh9p22ty7/vrr+d3vfsd3vvMdGhsba/2Z5uZm6urqaG5u5q1vfStf+tKXaG1tpampic997nOsXbu2FiS5/PLLed7znsdHP/pR/u///b+kUiluuukm/u7v/m5eBvvno6ampn36Hg0NDSxYsKB2v96Px76///u/52//9m/53ve+x2te8xq2bt3KHXfcUTvXNAyDq6++mu9+97uceuqpnHTSSdx8880sXbqUV7ziFUA48cBLXvISPvWpT3H99dfj+z6f/exned3rXseyZcvmcvWeU6688kq+973vccIJJ9SGMd5+++289a1vBfS+fC6btWDXa1/7WrLZLN/4xjdIpVKcc845/PCHP6yl14+Ojk65OnvBBRfwta99jZtuuomvf/3rnHbaaXz729+e1ye2090GyWSSN73pTbXbt912G7fddhsvfOEL+clPfjLbzT9qprsdfvGLX+D7/j7DdD74wQ/yoQ99aFbbfrRMdxtUKhWuv/56xsbGqKur44wzzuCrX/0qr33ta+dqFZ616W6D49V0t0OxWORTn/oUqVSK1tZWzj33XH7xi1/M6yvB090GK1as4NZbb+WLX/wib3zjG1m2bBlXX30173vf++ZqFZ61I/k+9PT08PTTT3PbbbfNRZNnxHS3w3XXXYdhGNx0002Mj4+zcOFCrrzySv7t3/5trlZhzhxq22lz7+c//znAPoH5L37xi7Wg5Cc+8QlM0+Rf/uVf8DyPyy+/nP/8z/+sLRuJRPje977HZz7zGd7+9rdTX1/Pm9/85uNiKPPxRO/HY995553Ht771Lb7+9a/z7W9/m5NOOolPfOITUzKl3/e+92HbNp/+9KcpFotceOGF/PCHP5xSq+1rX/san/3sZ/n7v/97TNPkVa96FZ/85CfnYpWesz75yU9y8803c/3119eGKr797W+fUrtT78vnJkM9l/L8NU3TNE3TNE3TNE3TtOPa8Z82oWmapmmapmmapmmapj1n6GCXpmmapmmapmmapmmadtzQwS5N0zRN0zRN0zRN0zTtuKGDXZqmaZqmaZqmaZqmadpxQwe7NE3TNE3TNE3TNE3TtOOGDnZpmqZpmqZpmqZpmqZpxw0d7NI0TdM0TdM0TdM0TdOOGzrYpWmapmmapmmapmmaph03dLBL0zRN0zRN0zRN0zRNO27oYJemaZqmaZqmaZqmaZp23NDBLk07xn384x/n3e9+97SfNzQ0xKpVq/jf//3fGWjVzL/f0NAQ3/zmNxkaGjoqrzefbNiwgW9+85tz3QxN0zRN0w6D7qvpvpqmacceHezSNO2YNDw8zLe+9S2Gh4fnuimz7sknn+Rb3/rWXDdD0zRN0zTtgHRfTffVNO1YpoNdmqZpmqZpmqZpmqZp2nFDB7s0bY50dHTwkY98hCuvvJLzzjuPV7ziFXzmM5+hUCgc9HkbNmxg1apV/PnPf+Y//uM/uPDCC7nooov41Kc+hW3b+ywvhODrX/86l156KS984Qv5t3/7N/L5/JRlfvCDH/C2t72Niy++mIsuuoh3vOMdPPTQQ0e0Xp7n8dnPfpZLLrmEtWvX8uEPf5hsNjtlmSAIuOWWW3j1q1/N6tWreclLXsKXv/xlPM+rrePVV18NwNVXX82qVatYtWpVLU3+aLW3Uqnw1a9+lZe//OWsXr2ayy+/nH/913+lVCrVltm6dSvXXHMNa9euZe3atVxzzTVs3bp1yuu8+93v5uMf//g+r3/VVVdNSXH/5je/yapVqxgYGOC9730va9as4RWveAU/+clPpiwzcaVwYr2vuuoqUqkUq1ev5kc/+tE+7/PlL3+Ziy++GMdxpr0NNE3TNE3bP91X03013VfTtPkrOtcN0LTnqtHRUU499VRe+9rX0traSn9/P7fccgvt7e388pe/POTzb7jhBl72spdx0003sWvXLm6++WYcx+GrX/3qlOW++93vcsEFF/DFL36RbDbLl770JT73uc/xta99rbbMyMgI73jHOzjhhBPwfZ8HHniAa6+9lh/84Ae89KUvndZ6fec732HNmjV85StfYWRkhBtvvJEPfvCD/OxnP6st83//7/9l3bp1vO9972PNmjV0dnbyjW98g9HRUW666SbOPfdcPv3pT3PDDTfw6U9/mnPPPReApUuXHrX2ep7HP/zDP7B7926uvfZazj//fAqFAuvWraNSqdDc3MyuXbt417vexVlnncUXv/hFIOy8vetd7+KOO+7g7LPPnta2mfDP//zPvPnNb+a9730vDzzwAJ/73Oc488wzufTSS3nb297G2NgYd955Z+1zEI/HWbJkCS9/+cv51a9+xd///d9PWY+7776bv/7rv6auru6I2qNpmqZp2r50X0331XRfTdPmMaVp2jHB9321ceNGtXLlSrVjx47a/R/72MfUu971rtrt9evXq5UrV6r3v//9U57/wx/+UJ199tmqu7tbKaXU4OCgWrlypbr66qv3We7cc89VUsr9tkMIoXzfV9dcc80+73EwE+/3xje+ccpr33fffWrlypXq0UcfVUqp2jrec889U55/9913q5UrV6rdu3dPWc/169cf9H2PtL2/+tWv1MqVK9W6desOuMyHPvQhdfHFF6tSqVS7r1QqqYsvvlh96EMfqt33rne9S33sYx/b5/lXXnml+sY3vlG7/Y1vfEOtXLlS3X333VOWe/3rX68++clP7rPc3p544gm1cuVK9dRTT9Xu++1vf6tWrlypOjs7D77CmqZpmqY9K7qvpvtqey+3N91X07Rjh87s0rQ54nket912G7/+9a8ZGRnBdd3aY729vTz/+c8/6PNf/epXT7n9mte8hq985Sts3bqVM844o3b/y172sinLrVy5Et/3SafTLFmyBIDt27fzzW9+k23btpHNZlFKAXD66adPe71e9apXYRhG7fYrX/lKotEomzdv5rLLLuORRx4hkUjwyle+kiAIasu95CUvAWDjxo2sXLnyoO9xNNr72GOPsWzZMq644ooDLrNx40auuuoqmpqaavc1NTVx1VVX8fDDDx/2e+1t731y1llnMTIycsjnvehFL+LMM8/kjjvu4MILLwTgl7/8JRdccAHPe97zjrg9mqZpmqbtS/fVdF9tgu6radr8o4NdmjZHvv71r/PLX/6SD33oQzz/+c+nsbGRsbExPvjBD07pTB3IokWLptxevHgxAMlkcsr9ra2tU27H43GA2nuMjo5yzTXXcP755/OZz3yGpUuXEolEuPnmm+np6Zn2eu3drkgkQltbW61dmUwG13U5//zz9/v8vWtU7O1otTefz7N8+fKDLlMoFGqdzD0tXrz4kPU6DmbBggVTbsfj8VoNjEN5xzvewY033sj/9//9f6TTaZ588km+/OUvH3FbNE3TNE3bP91X0321Cbqvpmnzjw52adocuffee/nHf/xH/uEf/qF2X7lcPuznZzKZKbfT6TQwWSvhcD3yyCP4vs93v/vdWucKwoKgR2LvdgkhyOVytXYtWLCAhoYGfvzjH+/3+Ydq/9Fqb1tb2yE7XK2traRSqX3uT6fTUzqmB+oAHaozeCTe/OY38/Wvf53f/OY3DA8P09raymte85qj/j6apmma9lyn+2q6r3YkdF9N044NejZGTZsjjuMQi8Wm3HfnnXce9vP/+Mc/Trl93333YZrmAa/CHYht25imiWlOHg66u7vZvHnztF5nwp/+9KdaqjrA/fffTxAErF27FghT4CuVCrZt84IXvGCff8uWLQP2vap5tNt72WWXMTY2dtCZgS6++GIefPDBKR3bcrnMgw8+yEUXXVS778QTT6Szs3PKczds2IBlWdNq04QDrTtAc3Mzr3/96/nFL37B3XffzZve9CYSicQRvY+maZqmaQem+2q6r3Yguq+macc+ndmlaXPkJS95CbfeeiuLFi1i6dKl3HfffftMk3wwO3fu5NOf/jSvetWraG9v5xvf+Aavf/3rp1274dJLL+UrX/kKH/3oR/mbv/kbRkZG+OY3v8mKFSumdIQOVz6f58Mf/jBvfetbazP8XHjhhVx66aUAXHLJJbz+9a/ngx/8INdccw3nnXceAMPDwzz00EN8/OMf55RTTuG0004jEolw11130dTURCwWY9WqVUetvW984xv51a9+xb/+67/y/ve/n/POO49SqcS6dev48Ic/zLJly/jABz7AunXreM973sM//uM/AvDDH/4Q27b5wAc+UHut1772tfzyl7/ks5/9LK94xSvo7e3lxz/+Mc3NzdPefgBnnnkmALfddhuXXXYZiUSCVatW1R5/5zvfya9+9SsA3v72tx/Re2iapmmadnC6r6b7agei+2qaduzTmV2aNkc++clPcumll/KlL32Jj3zkI7iuy4033njYz//Upz6FZVl8+MMf5pZbbuFNb3oT119//bTbcdZZZ/HVr36VnTt38k//9E/cfvvtfPSjH+Xiiy+e9msBXHfddSxZsoSPfvSjfPnLX+bSSy/lm9/85pRlvvrVr/LP//zP/OEPf+C6667jwx/+MD/72c84/fTTWbhwIRCmrl9//fW0t7dz9dVX8zd/8zckk8mj1t5YLMatt97K29/+dn7+85/zvve9jxtuuAHHcWhsbATg7LPP5ic/+QkNDQ18/OMf5+Mf/zgNDQ389Kc/nTKV9Yte9CKuv/56HnnkEf7pn/6Je+65h6997Wu0tLQc0Ta88sorufrqq/mf//kf3v72t3PddddNefz5z38+J510EhdddFGts6VpmqZp2tGl+2q6r3Yguq+macc+Qx3J5QBN0+bMhg0buPrqq/nxj3/MJZdcMtfN0eZAR0cHb3jDG/jqV7/KG9/4xrlujqZpmqZpe9B9NU331TRt7ulhjJqmafPE2NgY/f393HTTTZx44on81V/91Vw3SdM0TdM0TavSfTVNO3boYJemaYckhDhojYW9i5DOtfnW3sP1q1/9iu985zucfvrpfO1rX5syw5GmaZqmac9d863vM9/ae7h0X03Tjh16GKOmaYf07ne/myeffPKAj3/wgx/kQx/60Cy26ODmW3s1TdM0TdOejfnW95lv7dU0bf7RwS5N0w6pp6fnoFMzL126tDYN9bFgvrVX0zRN0zTt2ZhvfZ/51l5N0+YfHezSNE3TNE3TNE3TNE3TjhvzbyC0pmmapmmapmmapmmaph2ADnZpmqZpmqZpmqZpmqZpx41pz8aYy+Vmoh1zqrW1lUKhMNfN0I6Q3n/zl95385fed/OX3neH1tbWNtdNeFaklHofHwf0d/X4oPfj8UPvy+OD3o/Hh8Ppq+nMLpiX09pqk/T+m7/0vpu/9L6bv/S+O/7pfXx80Pvx+KD34/FD78vjg96Pzx16T2uapmmapmmapmmapmnHDR3s0jRN0zRN0zRN0zRN044bOtilaZqmaZqmaZqmaZqmHTd0sEvTjhGBI5FCzXUzNE3TNE3TNE3bi5IClO6ra9p8oYNdmnYMKPQ7bPufcTp+k0YG+kdU0zRN0zRN044lavs9mOM75roZmqYdJh3s0rQ5pqRiaH0RwwQ7G5Dvtee6Sc/a7g5F+y4dtNM0TdM0TdOOA9WMLrMwMMcN0TTtcOlgl6bNsVyvg1cSnP7yNhItEXI9zlw36Vl56BHFe69VvO/9it/dqwNemqZpmqZpmqZp2uzSwS5Nm0N9D+bofzCPEYGWkxI0n5igPOah5PwMErmu4us3KVaeBWvOh+/eonDd+bkumqZpmqZpmhbS/VlNm290sEvT5oiV8sh1h1lcSsDIUyWKQy7SVzi5YI5bd2QeeRQyGfjA+w3+4RqDQhEef2KuW6VpmqZpmqZpmqY9l+hgl6bNkVzX1Npcya0WXkkAYM/TYNd9f1SccAJcsDbM7Fq8GNY9rK+EaZqmaZqmafOYnoVR0+YdHezStDlSGnEBMGNG7b7lFzQBUB5156RNz4ZtKzZtgpe9FEzTwDQNLrwANm0CpTsImqZpmqZpmqZp2izRwS5NmwPCkzi5MIur5eR47f7FZzcAUB7z5qRdz8bTm8Dz4eKLwLIkABesNcjmoF9PXKNpmqZpmqbNW/rCrabNN9G5boCmPReVxyeDWS0n15HvmczkMmMGviXmolnPylNPKeoS8LFPgOfBm/9a8va3hVlrO3bCaafOcQM1TdM0TdM07UjoUQqaNu/ozC5NmwPl0TDYZZhMmXmxOOISb4ogA5BSzlXzjsi27eE1L68ax7v7N5BIKBoaoLNLdxA0TdOOxC233MJb3/pW1q5dy4tf/GI+8IEP0NPTM9fN0jRN0zRNO6bpYJemzYGJel11C6JUkn6tbpc15lO/MEy4tDPzp0i94yg6u8B1ob4OPvzB8P7v/xDOeh50ds5t+zRN0+arJ598kr/7u7/jjjvu4PbbbycIAt773vdSqVTmummapmnPIfrCrabNNzrYpWmzTAYKOx0GslpOSWAlfRqXxQBwcj71i8O/51Pdrl27YSIR7RUvhze/ycAwYMPGarCrSxep1zRNOxK33norb3nLWzjrrLM4++yz+dKXvsTIyAg7duyY66ZpmnacGJEwPL8GFMw+3Y3VtHlHB7s0bZZZyckgVvPJcZxcQNOyOJjglQVNy8OC9ZWUP1dNnLbNWyZ7AFe81CAaNVixArJZWLoEKhXIZOawgZqmaceJUqkEQGtr6xy3RNO040VSGqSkcegFNU3T5hFdoF7TZllxqFqM3gBVjXs1LosTjRsEjqRhUZjZ5RbmzzDGx58I/08k4IK14d8XXgAjI1Aqh7cHBmHx4rlpn6Zp2vFASskXvvAFLrjgAlauXHnQZdva2mapVccXXymigGEcGyf+ej8eH471/dhYCS+wtjXE5rglxy7lO6hRaGxsxDzG96d2aMf6d/J4Jiwf5UuiCxIz/l462KVps6wwEAa76hdGqaR9MKBhcYxYY4QgE6BQGBHwrPmTT97bF/7/oksgHg9PEF54Efz2d9BXfWxwaDIQpmmapk3f9ddfT2dnJz/72c8OuWwul5uFFh1fhIId0uAUQ7HgGBj70NbWpvfjDJF+GNwxYzMf3JkP+9EKwr5bztVj9Q4ocGkFLMsiOMb3p3Zw8+E7eTzL/6YXgAV/ffqzep3DCVgeAz/lmvbcIYXCzYcZW80nJLDGferaokTiJomWMPbs5gXRhIlw50ewq1hS2Hb49xUvnbwSvvKs8O+ubqirg6Eh3YHSNE07UjfccAPr1q3jRz/6EcuXL5/r5hyXJCAVzJ8iAtqRSrdvJt2+ea6boc0nuvasps07OtilabOoPOrW/m5YEsVKeTQuDWt01VVnYbTGPaL1JigI5kHAa/fuyR//81+gSKXC2ytWQDQC40k48YQws0vTNE2bHqUUN9xwA/fffz8/+tGPOPnkk+e6Scc9fUqraZqmafOfDnZp2izKdNi1v6P1EYSraFwaptA3VmdhrGR94s0RANzisV+3a6Je14rlcM0/wpvfpvjOLRLTNFi2PJylsa0Nhobntp2apmnz0fXXX88999zDjTfeSGNjI6lUilQqheM4c920447a639N07RJ+shwWJTCKCfnuhXaMUxKHyHcQy94FOiaXZo2i6yxsCJ9rMHEKwogLE6/5/9uXtC4NEYBFzsb0LgkPjeNPUzPbAr/L5ehuQUuuxR+9nM47RTF886A4WGIRmF8PMxQOFaK/mqaps0HP//5zwF497vfPeX+L37xi7zlLW+ZiyYdt3SwS9M07dkx8v1ExncgTliLajlhrpujHYOKuU4AFnH2jL+XDnZp2ixRUuFXJJjQsCRGedwjWmeSaAmzuCJxEwzwLUHdwgYA7MyxXzlkeCT8v1SGz15vsHYNJJOKb31X8ba3wkOPgOOAbYfLtDTPaXM1TdPmld27d8/6e1qWorsHVp8Lpvncu0Chg12apu1LHxkOh+FXR7EEs5O5o2kHo4cxatosKQ5Wh5xIaFgaxxr3aFwWm5LpZEYNfEfWAmBu4dgfxjgxkuZ5Z8KFF0AkYvCvHzIol6G7O3wsW53wZHx8btqoaZqmHb6d7WG9xXJ56v2Bgs2BQebYLyd5RJ6rmV1KKvzxylw3Q9NmRUk6PFzZjaem2cc+DgrUi6KH8mfrAD7/t9d8IQOf5NaN2JmZHz6qlKLXSyHV/OgI6GCXps2SbM9kfZW61ghuQdSGLk6I1ptIXxFvDINdXlnMahunq6dn8kD38quMWuDujDMM/upV8MSG8LFMJvx/XA/h1zRNO+bJ6qF971HnXvX/tDo+s72OJNilhERYx34W9sE4O7NY68cJcroOnHb86/DGKEuHrLCm9bxAgW1EZqhVs6P04DDWBn3l+Xgj/PDX2cmlZ/y9+oMM7d4I/X5mxt/raNDBLk2bJZXkZGdYeGFXumn51GBXvDECCiZ+S/3KsR01v+vuyb9fdsXUx971dwaeF54sWdX+hM7s0jRNO/bJarRn72DX8Rni2peaxppaTyYp/Xl+TzcsrTDDRc2DGaA17dmqyDAwkDCmV81nswx4MNIwE02aVUHm0EHtQT9Dj/dsr1A/V34xjiGzkEw3kREpmB+/FzrYpWmzQCmFVxYYJtS1RSmNhPW6GqozME6oWxD+8FaSPmbMQPoKJY/dNOAnnyoBsLAtx/LF38W1/gkRbAbglJMNrnzZ5LLxGIwnj9110TRN00IToxPM51gv8Ugyu4KkfeiFZoEoeeR/00uQ1dlZ2vQcw93MGVGRR1ZLaqPTzW45f4coqGkMwxwPiowE+ZlrjDZvTXyOzHkSzHyOdWM0bW44uaDWe65fHKU46NBySgJjr8K/9QvDYJeV9onWhV9P3z42I+e2dQ9jY/UAXHD+Mwj/NyjZR+D8F0qFwy/f/U6jVuKguQXGx+aqtZqmadrhOg5K09RIO8Abmd5wpSP51Z3OieRMCFJhkMsfnt66PheZo1sxKtm5bsYx4zj6uh+WiYyU6a/33G0poSTi2dZImkbzFeoorO3x88lSgaRwXz9+6ti4uDFd1tMpig8cnQxkWd2vhg52aZo2Id8fdkKVhFjCRLiK1lPq9lluooaXkw2INYZfzxvufT/ren4ze409DEpZ7NzxKEqFwbmLLngagGjdx1BqDCk2AXDWWQYnnRg+JxbTNbs0TdPmg4m4zUzGb4ziCIaVmrk3qCo9NEJl4+H9+NQyu45kvWfxvE4phcjrmc6OlFEex/DKh17wOWI2PrqRgSeI9D02C+90+Pq9NI9VOue6GYflj9ld/NHaNmvvp+DIw117j38/DvjZCvmuTkpP9c91U6Zl2M/x+/IW7MECsnR0aktOfC4ixvwII82PVmraPFce8Wp/+47CiEDzifF9lkssqM7CWBJ4Cav6t8/XHv1XspVjJ1IkgkfZun1l7fZ5q8MfYKUk0IAMnqg99levDv8vlyA5cV4TuES3/BxVnvkTHU3TNG16JgrUHyjoczROjiMjm4gMPrnfx8aCPL8vb5n+bGn7odzDn+hlvszG6O7OU3poBFHwpty/rWGcv7B73ywz3wE597M7e6XCrMwWdmiK2dzLyquAmN1JDITlH/bECbOxJYxKFsPJH/Hz/crRD07ayqOivEMuF7gO0p+7SShGRxU71jdgFZ5lcfxpRvGPONh1PKUGVwk/vLjglvJT7nf7iuR/04ucxu/MbFBKYW/PMFgMj7eV4Ogd/ycyu/QwRk3Tauxc9UfSgErSo3lFgkhs36+faZoYEfAtwdbSwwBcveoTOIHNn7vvnM0mH5TwHuXpzWsBiEYlS5eEs39I/27MyAuQYmtt2SteGh4MrUo4K6OUitjT/03dX25A/Pbjs994TdM07aAOlNk1W13bvuosT+UjrK2zPzM1zHAsAeVyYVZP8IJqVtfeJ1jj8TJOtoKzMzfl/mj3X4gMrD/wCx7mjg3SNl5/aVpt3VO+t4PS8OxlRshgaoBCKUVm9zaCSmVW95fa9UcifY8edJmcDP8dLaU/Dx32xAnHemiikh4n19WOVy4ecBmvXMQrFQ7/RYMAhUIextDA7O5tZHZtOeqfGd8qH9ZxKVv9Ovv2szxtn+YwxnRQ4uncLqQ4tgI5h0O6AukczQB/9SC51zb0BsIgrLLn/mLCnmTBw+0uYm4qUc5F6drlYxWOzhB3qfQwRk3T9hA4EuGEB4ZESwS3KGg9NXHA5SNxE+FJNhfWAdDkL+HsxWt5uO93s9HcQ1JKIMUWdnWsAmDxoiIYi4GFKNmNETkLJQdQMg9QG8aoFAgBhSJEex8K7+t+COT8+xHVNE07nsk5LhU5F11o6QQUHhwOT5IOsaxRToJn4SoYTxj01nNkhb4OQ0W6KKXY7g6xyx6h8IeBQ86m5o9W9m2zcxiBgEOceJcfG6Oyeeantj8adlZcnu7txclnavepIEC4Dk529rPLDH/ffbKnfmnQL+fm5PFYD3YJJ6yTJLwDB7/zPbvJ93Yc3gvaDtGOPqTn1bJUDkb5AhUc3S+4b1vkutuxxoYPuexErMmMPss9Nc2n9/gpMp3bKRzudp1wDAxjLP5xgOIfB+e6GbNKuqIWPN1zV9ulCCsiG4iX959JPe33YeI9pveBsrdlyP+md8p9s1HrUge7NG2GVdKTWV1mLPwBaNlPva4JsQYTKRRZEV6R80qCF53yKnanNlH2DnxVa7Yo2cfQ8GIcJ5x++czTdxGJXkIk/mpAIUU3AFJ2ARCLGSxYMPn8TFpgJnchG5eCW8bMzI96CZqmac8VE7Oz7d0NnftTmGfhEH1qaQUoVyCdQ1+AiQxtxNi5juI9vWD5qENsGCXlEXXqPRmwrrKLnd4IA36G3uIYyhV4fUeeXfVcUfZ9KpEYfnnfbaWUmtOhVhkJ1kHe3isVSG7diHBnZ2bNuYptp1IKOQdTQRp+AChkNbvrUN9Ne0uGyvbMQZeZ8IC1kyH/0JMfqOqwMuEeuuD5xAg0cz+jGKUjcA/zeDCdY9CeA31nYgjpjDvIqj5W6WST1XvgBY7u280K5QicbRnciczbaR7f3EKWSurwZhGTtQkepvkePfuew5pjO8KLR4fJVtAljGnNIKuDXZo2wyqpaj0ABcJV1C+KEm888Lj7REsUA4Ol9ScD4ZDGFyy7BIViZ/Kp2WjyQUmxnY6uyXpd556zDSNyAWbkxQAosREwUKKrtszJJ04+f2xHL0Zg45/3fwAwk7tmpd2apmnaYTpY8SorhTpE/SHpCJzduYMuM5NKCry92y7lQU8A1ETvWR5eF95PCZQCI2lXX/7AIYPU9qcp9ncd8PEDmcgxSwbTvNB1BIEce3uW8mOj037esUgphdzPsCLDzhGdqH9q5zCsNL4KyIrZncFyTBlkDxIhdXJhYMW3Z6ddM32iLnyPbDKLFJPfkVxesXkrdHfP8Jvv3ZaiR2xXmCE2mQVzGFvAP3RIUCmFo3y2u4fO1poOIcCoSMzC1M+0YaWobBzD3pLe7+d93wZOvekNlqk8c6Dauapah3dmGOUkRnFkxl7/QETZJ9U7Tr9zhBmqx+gVn4nalNaGcSqbUrV9rVCgJputhCTS8Sci/Y9PeX6hv5vy6NRMuHRQYquzb3ac3E/22JEys31EhjYe9vIj0qCsYDpHRh3s0rQZVslMnhR4JbHfWRj3FFkQHrBOj54PQOAqVi1ZQ9SMsX1sw8w19DCJYBc9faczcZi76IJNBM5nCZyvAHEgAJqRcjJj66yzJp8/sjPsBIhTLwUzipkfmLW2a5qmaYd2oKumyi1hFoYwsz0U+rsoj+x/mEhlUwpnV75WW2q/74Giw7AQBzmhOtICyd3CYJc0kN5klpY59DTm+PYDP0kqlGGAVIeX6VI76VEYCrAPns3hFvOH86p7vUX4JoceWPnsOPjsaE4RlA9RhNuzwvUUPkaub0bb9Gx4W3rxnt6Bsqd+/iKDT5AodgMKo5zELAzSkX6G/l2/xJdHpwC5DA6dKaQ48HdsQlApH7AGVb80yBzFj8TRCna1uyM8YO3c5/5kJk1HUE+uNJmp5levA1f2k9gU6XkIc3zHUWrVVNb6MSIDHspVTHzTxbPYAk4+i/DClVEoWrKDxNyjG6QMBERHPaIdk9vPHs3itG+DZFgDTx1BhlzlmRTe4AxkbbklzJFN4fFiLxufUoyNKSJDG4mMbDqilw9cB+EfemKBGuHXSqZUnkoSpJ3DCw4SBpyzXdtQUuIVC0hv7iYqOKg9ho5O1BHb836pwrMzJRSG9DHsQ1+MetLpYSjY93ftSIcxTni2QxeDaf4e6mCXps0wJzv1gNp6yoHrdQE8Uf4NAEapDpcKKlDEVB3PW7ia9tQzM9bOw6VkD7s7nkfY01ecdkofkdgbUFQIDyn1gIvcI7Pr7LMnn++kwquqqvkEaDsFQwe7NE3Tjkn7JCtNdFKlwC3kqKT3HfZQLCpGBw89FLDfcOg0bHr9mZmVVyoo3b9HgW7PwfAPMmRIVYfuKPBUQJ8/eeXfbs/hpyafaxcLBN4eJ1u+RbRvA7j7H06k1KEDIPtvksKw0qjRzdN+7nTsiqUYb66QiduoPbJvhOdNyS4y0x2YuX7MZDuR8R0Y1l7ZEVIQ3XUvRvboDhE6LE6xtv3lyDBgoNwDBFuVqsUq68bbifoOZTH1s+F05nE681QUDB5mLS0lFfl+Z7J8xcGWPcTjlfT41GL+TiH8R1jIflAaFBWMHeC8T7risGeIO1rBrl4/haP2XXcnHl7kLe9R9+pAZZ1UIMNgyX6CqcZBakFJO0BWDh3AUApGTz6BXEPbYWV2FR8Yqs1qKaUiEHskvipFsb+LsY5dbBcGnoLW7ABLh7ce8PWOhAgAAcYeAS0n6+PYdeFMq4fg9hRxB0oUftvHlmQPQ/6BAx3DI4r7/1JdT6kwihbiQN+jA5g4LuwdUFFKkS/AtmcZx8zu3kamfcs+97ulPMXhnqnvKSTRzj8R6VlXbdxeT5LBQYfRpdufojjUhZNLITwHtzg7GctKwZAE9zC/nEoppnzz9ipFUMGgJDl0lP0Ar72niWCXPJKglQp/aEXg4vtWmHWW7cYc21ZbRCh5wItg426OHaN92NO4OKGDXZo2g5RUuKXJzka03qR+cWy/y5bdAp/409/x312fBeD5DZfimWFB02K+xJmLVtOT2zErxfwOJKxzMUJ33xkAxGIe0diLiNV9kFjdRwAHsAEX1BhKhUMvTjs1/HUxgKiTRGGgGhdhLDxNZ3ZpmqbNA51disGhQ5/0b9gII9XRKQdbeiKbYn8Foo/WLE9TikorBerAJ/97DmPs9obZ6Q6Tqw5vczvyWI9PBvZGunbR3x8GIkr1CUaWV0+cZYBbCigMTD0BLQ324GSPLKhnFoaQMjyJ95TAlhNZJJAxple75EAmt7dCWkGtZlRqx9PkOvfN1EFUA317TzBTvd/M9obBp+k6RBH3g4n2PYLa/ZfabSUU3lCFoLCfE3WlEFJQGBknVl2Fstwr2LVlFGfrGF3VLKrD2c4T3TO/fPAg0571kCAMrh5qVsBo36NE95rRsUcYjB0gEGdvy2BvO7w6U4fzEQqDSUeW1TIRWhTVrBjXVZSCfTNzlFIU7u3HP4JsI2dHFmfnoWtlocDwbXzpoZw8cOCTdqUUsuQTJMPvcyoFuZycEhzzhsoMd5XxA0W+No3t0c3EtHyQGGFAXkr8yr7fE6UUdtZHin3Xxd6WofzQCKAgJeiW4oCf576+8H+/KDFsgVkqUR4/vFk9AZQfDhf3iyZ+amrwcaLQ/kyNBBx9+kGynWEQzB+xcHuLYXsAI5g8JkskUilEycN+YD2FnzyCsvf/mZNSoaQ5OTJ8YlJGKVHVq0FKSqzRIdSznLUycJ3aEGYbSE9j0gpfQUFCKbFXmZyJp0sFwxZu9+HNWDpc6COZD8cYT3zeJwJQR5rRBWCObsYc3ozjpPHcfFgKwClOORf8o7WNhyr7L3GT784Q63ex8od/jNDBLk2bQW5RTOlFtJyc2O+VKakkNzz4Pp4aXodvOAR4iArkZHjG8IsN3+WMhc+n4GTJ2OOz1fx9qTyFYoJSqRWAhQtyRBPXARCJXoxhnFxdMAzoSRFeYTn1lOrdBrRFU4i6RWBGMVpPxCgfHzVCNE3Tjjd7dmn7+qGjK3KYJ3LVTKaDZGLMeukTKQ/edtfCSO4gnx8nXR0ic6CZ2lILTmRk4Sn4CtxYJDwplhIMEyvpI/zJ501coPKtqVlfldQYTm4adWOUYpc7ym4v/M0s1EUZikZITqaZHPB5ezOKI1Oy0MyJYIQBshJgZ8JMB+EcIqNDBmEm114XrczSKNG+R6YX8LJzRLsfxMgf2QxqnuOSHUliZ5LkzDi+F65TML5HEKu2KSS5nCTVsQB7IAN+QGmvoWdmYQizMLTPUw9nuNj+doVdqauVtVBMLQr/Z2sHDxafIf1IRy2LaDZNNDei8ki5/3pTxT8NUrx/36CH8CR29uBtDvIOQbKCqg4r/vW6Mr/cMEZZOlO3VXXbBukZLMyvFEhBLCNQ1WDtAWdk3OvuwFMof49hzm4ZL2tjS7f6uZiZ4cZDPhTrm4htqrDt/j7u+eUInjv1vYSrsHMBldSB94WSCo8YYJBKS3LWvmGAiWze2Losyx6aqDm8nwDaATZZ4ff9OJ0Wpe0JSpum7kcpYdt2xdj4zF60V1LijVgEGQflS7KRekrm5KianQ0p2r1hSg8O031XmuwOSZAKA0F7Z0MGdgLfaqvVmzOlDzIg27mD1PangfDYbmdTWMn9n8+4hSxe+dDHwlzHDoqDPfgK9hOzPKhASaJ2FmEIbM/g4Uck7h5pYYl0mWimgjd06CG27clneDC5id5iGDwWKFzp80drG32VIRrSYebu4cxkuj9mpjNMV6xmee3P/jJEAcyyRV2yB+HozC5NOyY4+alXNZpP2P8Qxvs6fsYzIw+TiNQDIKIeDSwgR3gleXC8n/poEwDdmYPUHJlhSg7S239a7fYJJ2QwI8tqtyPxv6n+1QZQG8rY2GjQUB8e15bUJbHMpRT+MMD4hhUYViYcT69pmqYdW/Yp8h6EV2APUZ8KVT1pmqGIlpKKIOfgqX1PuvaMRTh2Gqs8cfKu2Hdc5iSjnCEQAf3ZLvoLBy8wXa5vDV8ORTTvEN2ZodNL4ioDx4BiCR56RBIECiUEfreLGPOn1BArjw5SHDz4cL+Sb+MNlhCVcPa4PQmzWoslN7BvbRx1wBsAREY2Ee19uHZ7ItglUQxh4EiFtHzcDWVExicVlPh9eQuiGhwQhkEm2gDVYaFmrn/qG3hhIM0Q+wbLKrZJf/9+AnBueKXesHN4w2VE4eA1eZQvKT8xVqu9I/zq/7kRUtF68okGhGlOXf+JYKcUBKVwaJ3vGUSSadyhvbPMBcipfTglJIXf9mG3H2AokwIVeATlfTOqKlY9Tj6oBcsmWiVVNUOrWMRKFXB356e83v4Iy8Lf8RQqOEp1xqr/N4hNKNExreeWRz3sXIAqjFNv7f+4ILIOSIGyqpmSKiBwDWzp1eIotq34818gXTrABE4yOGRfUaJw9hjeVMn45PumBlyUUCQGPRp3BhjjE8HHQwSKVQBSEElXULlqTqpbIuh9lKSZJC9tfMSBA8572SoMOsomufVpguyhA3tKgeErlIThbQ5+j0NhZ4HxiM2WxiKub6CUIkjaVLbuG0C3t2XwBkphu30FUvHUk5Ktg5M1hKVUbNuusJ3q51OFpUr2jkfkutsZzefZLcJhtPvjJX0qveB0TD0uCaEQAro6fALPPaKRKkau/yBDN6vHscCjkHBJRSycrjx9iYV01i2esqSjfFDQuWwh2xa1EWR87O1Z7M1Tt58Mws+jqh4K6q1+IoNPIlyH8aDI004fRiQart8BZtYs9HeT79kNgJXy8Kz9Z4BNTAiwQxjsEuG6HPYW8stE3SLxwm4GkwWUgnwh/GzXu3mWJDowfA9nV3jsKhQUg0MKa8M43vDULKnRUv+UIZEKRUWFx2N3eAON2X5ibpnBXpP7/zL9fWgmO6hzumgQ/eExeRqfA7OQwhQ+ufzgYX9+dLBL02aQs9fMKU3L4/ss4wmX25/+Es9buBo7KLO08SSGgw5MTCqUUCgWqGXc1/E/AHRn9zOkYJYI0Udv7+m122eesUdBxLKgkroUJU3CBFxQYlPt8WXVmNiSuhSp3IkMXLuOrm9GsNOLMCpHOCuKpmmaNmMm+pLCl7iFyZNN4wC1qSafeOD+a1HYtSFbUd8lYh98WEVFwVigcIt5ZMVHFDycnVnKD4+y3RLsrp4U7Nip6Oya+qZOJYln58K6U0odNLMryNgINwAJrvLIqYkhLHKfoEcQiVGwLNJj/dT1lIjlA5xtAZt7XHrqovQPG3guFIugRIDyJN52i+J9YUDlUMNd+vsVPZkyjxV2hcNwfBEWwd+b8PEKvYwPPbLf1xFScH/7LxiuHHxq90rUZOTEZpyoQcYwsVWY4YUBMhswEGRQnk93LoHK9pOy8vTH26hMBB+ie13Im9j5RniasecQva0dLXR07VsHZjILUFF5KkVp3cEDjv6oRZC0cXbnSSYVlhOecE4UNi+2NVFsSkz5IEqgv34BxUoUkW1FelECBHG/glnZ63OowMasndArwkAJKsDv2X/bdu1WdG3uIp0boBRM7uOCEccnPGkObDkZQHAKjBbHyCoD36wGeQ4RIO7qVjz9+xLCqiAOkEmyN6EOoyC+beEfwTDFic0bGX6axaPt+z4eyDDr0a9gVms4Rar7OlDhtkAK3LF+kAoj+/A+rwEQGdtGZK9hnHsqRVy6VYoHKpN9ZCcfYOa6ie66tzbk1u0tYo/EybMEX1Q/nwcKKVQ/tkYli1EYqq2swsDwbXY2LCe9eDFhUEggD3MYm1TwyGMm63oX0DUwQEaUkXLsgFl1e/IMj1LJJNfv82hThfXLGvGFgRJg/bmfyoP7Zt9J10elxkAq6tvL1O8uYyZ3YxQnl83lYGwchqp3TcziV/u7yrfKZMbCdu5dT6qWxZoBNx1HWFOPt54H6TRkxy2GtrZTHJxaX2vCA+sUz2za/z6JjG8nktr/EDczEkUJhTtcYtOJaTbXj1J8Mo2UU8MdCzIF6pMFAikBRRCP4VSPZeoAs27auVFcK4/wBVhhMLu7dxjf9WojdoQ3Gdzf34UYCEf85Lfm8VPVoai+s+9wcKYR5JpYXkpsM8H2FR69icHJFzCgwcuDgoglkKUwaDUwCLt2gz9WofLU/ofYT46AVPjVQF5UhL+FyjAZ7AuPuQcLOvm2RXbXdux1z6CCoLZuJh6gMEa2YliT7+8rEQ4rVoqu/j/y++zUWSMN0yQIXHJjTzOa2cbh0MEuTZtBbiGofcsicYN4075XrB7rv4+8k679mGTtJH5jeCJxYv3pGBgs5hS2j29gScOJ9Ob27UzMFiV20Nl9JhNH0dWrwwwuK+XRfmeK7vssBtZ9EiXDqwRSThapP+208P8ldUnG209EoRBNDrmB0zFKczg0U9M07TgWZB2c3QfIRDlMlZSP70gOVhNWKCgMduKPbsJAIQPF0COZKdlMtvR4zNrFTi8cor9svJuWwaf202gXszBERUKHMOjNZij0dZK7t5vSuuFa1o+sBLXMnpHRcKjl3t1up5Clkhqrnqju/0QmcGyc/gLCCjBUmCVRlAYWYA5vnlI8d+KE18lJ8j2T29XvDCht2eOkQYGV8sn1TWQ3hKcOZroTtt9z4A0JdHTB+qfk5MmmUjAx6+OelGK9UeDPkb2yV6pPdJwSpcEBdo53ktoiKa/fd0IBgJxwCQKLSiTMRitXqrVZHIWoZqhbTybZOVxHd3ER69zddKg0cuLEJzK1FqnTnsXtKaAMkwdTT3Bj9w9rJ0SBMFBSkU4rCDzwLGwFQk0zDXAiOKYUG+8t8diG5XttGom/R802T8HGppNZV2lnfULi9DTjZhbgGHEYz9I4MvXESViCcTdBdq+aOQlnJ3Xlp2snqJmMwvfDYbtbBooEgY+jDDr3OH/tiC1kKN6KSNtIqfA7tuKNDSF6H0UNPV1tr0GAOXXo7x5/FoVNUdgMV+vh+WNjyMHJPtbBbBMGnXusR9YtMN63q1ZzqMsdpXuki6Hxgw/DK0lnWtk4EzW4gjErTJRzJY8+pohggjE5y6iZ6aQ+u516b3ifoJxSqtbOg+mvKzBUt28QPlbuIfMHh/GbtyBKHrLo0ZtdTH/vQoQVQwrIZSffdMu2H9Cf2jT53rX1VbX7phTPFgFGcQQxspPRJx/ALxze0F07CMjkJMms4PFiL/19Owm83Qd+glKgDEaiJfqcVrYlmynF4yhAlDyCnIOyAsDHTE49T4gEGUyRBidDtODTsitNNNUBnl1bpz3fZmJtTSUxSsE+ASCxq8xYxyCiurCdKeMVnVpEVVVHqMlg6s70/WqWmgnSDw4Y9BcCMvtJElRSIoTgQKEgIxJB9kisDeMgJTEjQyVVZnCgubaMVAYn9fucvMnDQ2EIiGYD3ENM5mCPJ5FlF380QiU1hlWsYO9S9A151cCgQrhOOFNtcZidwmC3MHhyoyKXDTPktu+Q9A4aPPhbh+yDo1Q2pTB3/JHI0NTfQKXCobID0jjgcNG9eRJcM4YTrSNtlKYE+U0ZZiMKoegsdTGUyuBXh9o/3R2ld/dwbch57bMgAhrKaWJehVIpQ3b3NoxCiaiaqFlnhMOSlWLv3Sh8Sao9j5stY40O4u/oxt3aQdA9MDl0UVb/V2DsUavxfms73U6a7k6fXdb4lKHkAIahiEgbBQTu4X3XdLBL02aQVxITFzapa4vud5nf7/4pK5pPpTu7AwODlkQbLz73ZQCcUncOACuiZ6JQNMSbGMh3zkbT90vJXnZ3r2SiB3b66StQSjHw8OQV0UrqDPof/CgyaAGVR1VTX885ByJGwKJEBjVkUnj1OKW3bmLQXHTQmVA0TdO06ensK1Gu9lnLj4zi7MpP+zWUJyg+NIK0AwxzckhFV/dCLHtqcGM0H7Bhi83g9l2IfBhxSnfZDG4o0fWXHEE+DMYEvs1pj6zDG9yJLCjExjZELjyRqlRUrcZIJNuDYaXpdTyGuhVOuRpUmTjpVbChu57tvytj76wGnNyAxDOD4ZCMPWYUnCwirPY7jFHkXcbXbcDKJQmEQAQ+Fg6ub+H4FVRhFB9zMqtj4kTXD8CtDl0KwBiM1d5LVnxkIPEsgfDCthsq7AyY6Q5EED7PjO5/whoIi5Y/ZfXiGgKkpCU3NCX4pezwDKNoGOQCE9epIMo5RG4cKRUpoUjbHv5QmWzWYFfrCsqZ/dfgUtVhQYH06R006OurrtaAQ9DjgBCosoMdiTISX4hUkFYVDFEt3F1s5P6/KNxqHSEpFQN9ccDg6bGH8fP9yD2yF8aT8MxmcLf9hWjPOnYLg66JYNdEEWQFw8MKuVf0Q1Z8sl0jPJV5iEAFKAlB0sYbmbqccD3Kls9oJrzIWFYQSIkTTZApZDGzYHgGiQEHo6LwrbCvkhz0sXpLOD0edFlhIeqyVTu9NsXECZYiCBTPbIYtW2FcFBkN8rhqYn/vdZaa83C3pKhsTOL1ZfGTI4xOfBwHS5h5gU8MDKg8nEEOTH5WM2mfh7YU6aikqH4VkdXglZQKxzn0GfGeJ80Pjj3Jg5X22sxyvX6SkSCJ8g48pK6QKdCTHqHbn9pfE57EyQdUOgPo2uu0svqeQc4jKNnYGQ/bARMTI1+ivKmPIOuGQU+p8HuzjFUCto9Ea/vdyQUURzwOFWPzq9mX0fYu7EwSkc8SH1yHIQO8jMRL2zw0tB1LeRi+wggMVKDo39bIM5sMgkAhpcAUPuWRJ2vtLwx040sPCdjKwysXGH04HEKVCgokExbKAK8wDigCa9/i8dIOKD08MiXwPxEgsMoRkv0JCoVw2FntOd6+wZfBUguZlhUUEvW4tWwlA7u3SPHPYVAg6icxsz1Thvr1LCjR3VymYvsEvkkk8KhIl3JQxpIu0vcp9G5DSTEZ7Kp+H81sQK7HJ5dXCCdAlgWFnhz+U8OMBuHnZ8Ofn+Lx+9aTGl5PfWkdSimcisIbC9chnw9neMxUD9Ve3KSzuGB6NQuBYn8XfX8YxB3Zf2DKiERRjkJJQSQYw1QFnrRitA+2YOeiOIWAsi1pzjTSOOjiSgPTDoOIExlPexOGQU5UKI/0IhyPvtJi0tlwSGlf6iTGxlqxN43gtdt4nRUKP3qYyMhmZMlCWD6lQZuhAUm5EmFkBHoHjXDG35LA6y+R2lHEyYcXSTzDpBiNA4qA8NJMtrofbFsxtGM3wQGGSioFvpKYxToah6IYdjVTzTAwlUAVI4h8nIGcxcNP5hitXvdIj5do3+mgxsNsOTFx/Mr30VBKsXR3L5u6hunx0mwp91D2w4s3qruMWDeON2whBMjAR1RnKPbLguxfHmHg5w8gLYEhJUoEmPk+DKeAbQuCIMyEVAr6ExFGcClXM8LHyjZyvIDz5zG8wanrm/Ay1KkiUf/gw9z3pINdmjaDvLKojZpoXLbvEMacnWLz6GOc1HomEF6N/Y/Lv87CxWHGVNRpBKBetgJQcnMMFrpqdTNmm5TjjI5OXj09YYVBccjFyQXIQBFJVA/K6XPouvcG3OKKWpH6c1YZLIxniRiS0qoVBCeHlycLy3yM0v6vNmuapmnTN74jS1dush5NMM3Cyb1eiux4DlkReANljGpSshKSkSGfbHry9WzpMZQrsWO7yfrtJ2DFfaSSPL1wlPUNGToeyDJ8V3iRxihUiCQDmjb3Y1kJxpaeTmU4PCl78tEijz80WePFzIGdFIz1Kwa6Y1Ou5Zdtg/bRBGknOllcO2thWC6ZX+1C3dlF0L9X3aQDFKjvvCdJZdBGCJ9MSdJdLuMTsGP4LzzW+SeetpcxHG+lduZeDWgNmT30NvWH9woAAxVIVHKA3DObsR4dBaWQrodyphYwU0ohkFMmrJF2QPH2P8OmP6KEoFINJFUiHoabpTXTT2N1xrDKeIr09ieQVhi88h2HXH8nMt2PKIzQYfWy7ZkOhgOFNFRtKF5g7j97ysRAShe3UsStniPXtrcCMTZONJ8lEU0RTYyRj1UzJQIX2zfZ1VMNKFUjrOOlenalFpNKQ9LLMeTBk09JJpIy3GrMLdjz5B8Dz1dYZQlSkipF2LkLevumtrX86Bi7Nz9J2S9SkNkDjpeNCYv6aIFifjLbZ1yW8GQAQfVEviKIZyyMnMT0Kvi+ov1X4+y8O0XJj1IJosjuYeTP1iOFqGaV1HYiY16YQTFWsnnQ2oljSLqbs5QMlyA9OjULyqtmwWzLIJ1w8qKSgqEBm8qYGwZOJ166YiO2Crx2H7cUsPMPvyOa7cOtmGzdprBKEFSDHQO74ZHHwqyNw1Zb1MC3ShgP9nHyYA+N2f3Pjh3kHNzuAtEBF3uvwtFOPkC4EntAwHDYpowo17ZRSILv4E9kAqLI9hiMjcfwk+HJrCh5BJbHYMUnGSmHw8WAUjogl1O14AtAT7adZHnqkL+stMOjnFIU23twN6xDFMN2FAqQKQT4KiBTKWD4KvwMSEWlEEUpiZWZnBGzlstVDbhJGZBqiiISdUjHoNhvIS3BUG4Uz1OURhbhlTyCrIcR3ffCtttZwE+W8YfD41vgKybSNEteA/mggUwWxsfDmSr90XDI80Q9r+qoLjKVejLJBipehFQhilsKg+WeFxCMVqrLBuGwUSDdvpv0tm1sa82yc7lN95iDkzcQwsRCksWjKztMvnMX1mg3It9Xa7PaIxN2NN/IU09D+eER3KfLRHs96tv3nQ0v2fc0Iu/iUiF5ZhtjZ7WilCJdPRRnq7Etpy7CZrGG8dKCfV4DQPphZnDKGqGrWzA2JnnwQZdiuoDnxnGS+x8KbpgRTGETSe7ExAYkvh/gmQYyF6eS9smJEaJmBGUYeEUPIU0kEZwg2LchwONjS9gtF4ZF4x2PoVILT+08hWJvieigQXOqhJEfR6UrBENerY6e3Z7D2ZUn3j5GbChHNTmXjl6DkWK8+tkSFHbB0KbwvXsb2xiua5mSuDbx57q/WDz8QIF0+9P7bactXQIVYPogY4rlw/dj+hZRWWFJoQsCoFqHrXYKqRRB2kVUIC2bGJUGfnVGXaEEKpAYWROUia8UBAENo9tIWBkS947Q4Y7RN1AKM/Hat7Dpmd/wQPfdAHi2JEjZlP53jOL/2li7HaRhM5KPkbeqw96lxMtE2NYQ4ymjRJcw6JUGgQGt6RFijovo36vum3TxA4G5U9Syjg9FB7s0bYYopfAtURs1sb/i9E8M/AmFordah+vyU1/HC09+OfHmydoOAAnZhGlEyNkpPOEwXj78aYCPFqU8cvl6PK8OUNTVCerrDcY2Tf7gCVfV+vPCaWHokQ8TOBsBOP20cAgjwNj5EbaeqPh/72hj/bkRSsNHNvuSpmmati9j6yDG/T3Y2Qyb68f5Y2vvAZcdl2HNYgg76NaT4xStLP12EtvwMaIGZjVIIiollOdiF8IAgu8brMt10++P4dowmhZ0LS6RiWZIKo+heJlCagg50oHyZTjsxSuT8QYYz9g0pzIYI+O4rmJJ/hGWF9dNrAHxTZMFjg1jj/6/Z9E1EqFkghUUsUdHUJnh6pA4n0o2jbe1n+B/d4RXoWvn2/sGuyoVRftInB2jC1FS0Z45gfTAYoLqk3q7DTa3t4Broao1mFS1oG62McHgkolXUqjAQCpFqZiiZLmITBFZ8LB2Z0nmJP4eVQxyQZnNfU+SHZvcL/5ohbGoz65yI1bvdozujbj5Im5gIJDEVBGj2v5crh3LL2CXwlQJJRV+URCUKiinTNFNUh5oD4NG0QrjcRuFwvcMCv02mZRF8i+VMOgCmFLS4ufxqwXDJ4ZBeokY5eY6AssmKOXBqACSShBnfDSB8H3an5G4O7YhpaDUt4OUm0dSzTqzBRUCvIHF5Ns3kc/Xtha5qZNVozDYvRvan0phjm1houTV3hfwJ2ZLc3I+dt6fzHab+HiMKthexPDCYTK+O5nhIspJBApMEQ6jkQrbi6CkwpBBOMTKC9jY38hvU2fyl+SpUCiD4/P0xhFu/s3nedINh7ilghLPuH10pguMeyVcZTBOidH6ErsjYwRbN5DcGvZ/AquMM9yH7wmcwAcUQdrHTknGRm2KvkXgKBAKwzAwsn0YowXEoEtx0MVQBqZXxrNNyiXoG4GsiuJjkK8GEDxP8fQzilJeTJkxUilF4Esy2anD1TxPUS4rhrc+itGZIZ478CmhtAVIm6hTRmRzFMVktoXhWSAFpZESwYhDIRnjoVQvDz0W0NMTDvH0A3BlBKkMpOfhF3I4dhzbq5vyGTCqdaI8K4vfH27nnj7IZiEQk+3rTLazZWTDlDb6KoovI+wws/T90Sf56OSJsONAqQTRXgdSHiDCvmo+/CxFPYGV8vFKPjIwKOcmovuS/uUGdnOUbCKK0bQAaYRxSX8si1EIMAda8QrNOLujBI/ZeBVFf8PpUyfKyGcojQ4gnHC7dWwOv7MNogCuIDdah2XBwAB0dOzGG62AbyPGqztXKjzXJOvWU0xHAcmYVcfQ5kVISxBEQDrVCRqET2pglLFUjqHNfYw9ugNZ8YmUJNEOC3d5PaNrTmKs5VTyS1cQ63Rwnp7MVpxir3iStHxkMYC9hidOiHXaiEwZqXxyJy2hsKhlyuyi1Tkk8JTHcNzmD80Gtr1vNmEl61NIltk2toFHt/Tz+1+nGd2+hfERFylN7HJAaaiP8qOjUyayMCMRGCrTRSPleGxiF2J4RUAx5GfxDYVJePHBTldQwkbYXTju/rMac4UIA12JMLjmKvxcBH/EpPRIFuULInb1aKckgRPDKkwkNhi1YG+5OUpeQXl8BCc7juWZIBWyZEPZJ9kFz2xSyOoJVC6lKOX3v42VmPxce2mH0rbJ3wAAT0TJZBupH+sjkhmjxeoOa3ZFvNqkA7UaigrsfArfEpSiCTwVZvcC5EUF1S9gm6r9HhiBICIFTdkB6sQQjvLo9DKEicqKAWsA146SzkAyDdl0icyucURxHBUfQLXm6cgvYWP/mUhPEWRcrO7ERFMAKGHgGyAMgQgkXkURBJLR0XBIsQKMQCGli9ef3+822psOdmnaDPErckq/umHJvsMVHh/4AyuaTyVdGQMM/vlFnwUg3ji1tlcdjSypO6F2wBkoTG+2nKNBih4Ghk6q3jJoW2DglgMqyckfspNf0sL51yzDiAjAxCsvJ7UjPJAtWGCwoimJ7yYwvXb+eH49xQaT+9Y0kOvTNbs0TdOOlnhxlFhnD8mto+wWaUoHSPqwFYxKg76+Mvnf9OLsyOLleklY3QyUB3g82gkRA0wIAhjtLeB5Cs+ykXbA+i2t/ObWVkazLoGriEmIUYdt2GEClHQxghLFokS5LsJ1MMoVvNIYu6yxMMNJKn7yEGxNLsaohCcuhhIIw8QtWiipiERB5AWyVCFob4cNuygpSaSQxB7vpfDAM0QyXUgJRWXg5hxER4mMnaNYqVAsRUGpWrCob93dpHb9CMd+hsc6G9g0tJjAraBUNQKjDAqj0TATwXcR5QzlVJiNrIQgul5Q6F5Daux0fOWjKiAzUUTJJ4+HYeSIx7uRrs2O/gSPBMvoWFqunZBkxz1i6xxSA32Ukx5ByaOwvpdBaZIqQ8TNQ8kkuctkMLaC1FiCVO8JJJCML1vM0+6ZFMsgyTKY3Ux/+kn8Thu/GMWLmAhDkU44oASucJg4XRFBOOysv6/IcJBD5F0CJUg4/SyLpokYVljEOkjRnHuSsbOa2XneCrp2lRgIouQTPsKVZDN1WOUoxbSHyveDEshcP8WxTgbGd2MTZpk8NtpPpgBmCkaJYHsuCqhUfFxPsOegyqFuSKYU0sox2tCKFTFxOvOUHx7hD+Vt7HAnZ9UMHEEuB+liZEpgB6DylCLIeBjSwzAkQTXjyb5/Cwt7emmulGh0LCQSPxojP95C3lqAYZVw8j5WEEEoqIgoFRGlbXwHkcIAvdsfZ6g0zpA3DErhSRdhC8Y29DLQPk7g+Yw39jNUX0AIGBozscph5llgW6jAp6tX0t2dpX7LCIP3QuGPHiUzSeBJRBrqOnI4Xp7cUJw6laHF3Yjofpyx8UH8IEZmMMHIGKhGsKINBFIRSIlhuYzc0U92PKB7k0t2cDIAUEwF9OwIGBlRJJOKBx+SpIbijI/Dpq0mQTWDKoiEQ572SyrqvH5aSz2MDLTzqN1BOZfCyaYwyqMElTJdPS0YvQLrwSGeuTfOkxvhrrvDIthlx8SUAYHnM1zcgSz1EpVQJ1xs168W/w+DoMqXBH5AsVCt/epKIp5fSxIrOBl6+gTJsbDvuWOnIpdXKEdQcSIkxitkOiTZscmggC3SuEGW+M48Q6U6xqxGDCOoJdMFsoLru3R1SVI9CXIjcRxHoYTEkg65tijZvI8SAhNJxXIQux5lMFHGN8LKY0YpjzIzVGSChkKKPXNOyulxLGUQVLORKiWF5xUR0qHezQMK34eKDdmBXqzHxzBGtqEGt+AUglpmlxBgWi6GcPB98PISZQsEAj9v4cYkuUQ9SkGf41MQgqGlLl48wBCSmC8QDZGw1l6FyWTVPWYHNIyw0LrT1UF9uUBMllBKUUn5SAVi2COa9In67j6xMbccIZ23iLoj4QSWriL4/e8xC4MUi4pkdQSs70cpIhmMGTy2c8s+deCCAIJqvb1AeviV6kytwWTGoKwI0oMe1pbJDF4jEmVkyYkMG4vIm2Eg1UegKoJKyicdlCgpHyMIZ7eUsQh2bIDB1VE2Vh4kL8NCYaL7YdTQM6RSirxfZKAhT8VXVNwwC1AWBQv8FI3KAVPhVH83ZBDWe1RCIDNpcjnB4KDCaYyQlyZWegxhKEQ1u0rkbbACgsDYo0aZovsZQdczU7fJeNJgNN0U7i+hKI95pB8Yp7CziJMPkHYYDErml+GUJBWrRMQOt41wK+FnKCIZqCyiJF0kYabtyOKNjC7Zjue4OLk0gfQJEBiEw7wV4QUeKSRBrA2kgSF8TKUwIhKhJIGv8MpFOrc2sfmZRVgVkELgyCiuGUUtSlJfPwJKUVnahJ9I4JgBSgaIoof0BNF0uF9dqSgZkInlcG2DkSGTvzyk2L4TuroUjh9jLL0UUYwgc4eX2bX/IkKapj1rXnmPHw8ToompsWUhA7aMPs4JzeHshucuuYgljSdUlzeINZn4ZYkRCTsB8aCx9tz+fAcvOvmVs7AWk6R4isGhk2u3V6ww6XtwsoLkCS9sZvGqsI2LVjWQ3ukCivTOF7L0BVuJN5zH6iWdPLXgPCjnGVrUwrK8YHxBhC7X5YRZXRtN07TjnAiwJBRLglLORynFM5ugWJBc+ZIAogmUFETLu4j0DKLUSobJ0xrsxJAL8N0ITr6IYRiIQNE7AONjbci4YvnCPM6OLL6/hJJ0KI5HiVUcDKWwG+txjQAlw3pLIlAEjo1yPFTFwywJFBK/KQrVwr4AeStCtJxn57YN9Pb9DKVKWPZZ+HELP2Jg77QIBgyeHD8Rs66aaeZ6GMUhelecDYSzu+1YlmV5b4x6J4Jh2WTSCYpKsFpNvhdAaWiIhtbn4frhCUrFrSACgXSi+GWDwPYplgwKvsS3BSIRZmU87Re4d3wZC5xxMAISQRJkDC8aFuxdaPXT2NBF1roQKVxKThQhFZVAgJAEJYl43KahYFHY3ciWnj4WLlAk8iMUY1EabJtEaYhIoR5T1iOiEcgYmNvjGCsWIqJRrPoERr6ZRfkO3LExGiI+KSnx4jGihmAgWmI8YbDcLSCET2w0juG40BjWQJKVZowgTX7IJddQZDiaoUG6FGWG1LjLaYXtlINBIv5Kkm4OtzdBqbiAlohBaUEdKdPBdi28VIo6kUWxtFqvTGHmAwwpKQc2D/7kTPLLr6J5WSeD5TjxfHiCHDiSUo/AX6SYSAfPjIMxBq0xxZMNp+HGmjmj4kAbSCT9fppzEyfiWh4Fu8hQNkYpbXCeV8EUHpKAQj6CmVZIo4OWXD12WzPCD08Qc7mAnYNn48UrmPU2hhfWczMrcQLVjGrLk+1O05OtI1mOEFeAdCn3FjnJ341yz6CpbNHvLUQ2KioPjsJKiBgmo/0mrSMNRPwMhqkYGV9I71iGSssAsaFX4TsGsaiHlA6xooNsziLlmSgFy50Ubd5yHBmlKUjxo7uWcepgE6sDgW2V2d35C/zheqJNAsPM4QewQGVRvo+Vy1PM9lDpTlGoV/Snl5JpU3T2VDjXFBgGDOxQFANBwhzBalzKzm0Gu5wYJ68Gt5AjKbPIcYlYGsGpxrq6uhUtzbB0afV75kucamTSlh71QHGgm6hSOJbDtt4SBb8Vk3rKg2m8Sg65/HQ818RXYMYgFrXxGyDfuJVGI0eziCNljC3pFPXb4LS8QjgC4UhkAmxlIBWYvkBKsAslinWK9X+5n8rWHSw9RyHLr2JkdAFjIwHC9rETjbi5CON+kmbKVGLLqUtugiCK6wjq8y1kg5MIEhIfKBVTVBpzdMvH8VJ1LPJfSeRJE5aGARcjCHA8yGUXUWxUiKyi3rCJC4tkOkXq3IvJn2FwcnQF9Vu6IRpg5izM+iyOa+EqiZVopqwUtoKiVNSPVzDNKBWVxTQcPBEGFALl0eM/RV35VKK+pM56iGT+VViDfWTEGQiigIdR9CHqE4gokWqgN4gaRBelycZMFAlQMBSNEixfhCmz5FhAU3oUpERFBOUESOKYQfUi/NRDI3Z2HLOYY5k3Qnyhqh3LfQGeY2O6AVEPouUk1C2sPc8qREkIk/yCBG4QI15S7O5soLWpm/6Bk2olE33l1uo7ucpH+go3CJNvm5oMOvsMhIySkGFymR+YiKjCDMogPIJKDnfYZncxRksuweteGr6uYURwIy5K+EBARUkqvsROJLCjFRqVwvANDDdK1Pbx4wbW8jrGW8ZpwiMd9NJmLWZzMs+OjjjLT1SMFCLQAptzZ9LkxIj5PogYyg+/G1ZrHQORBSxIQXNbBd8sY/eWsccXUCJOzm2gPl6HUOC6JiOGTUS5FLtyNJwyMQnJHsPZ0wFsTSFOUSBPREXCc8d0xsSyw6yx7GiAm3dwggDfj9OQ8XHSinRhCY4XB1PiONA4WsLMK5SbRcV93IVl8l4jrbKanOeBMBV+vYOXDoi2CHaVR9juDoUzIhJu/7pKgWyiCTNvYm4zUM0GjU6WiBvgOX4YqE2OkM2aROJFCuUxkg1pVINLInsqlUgzI7KJ3d0vIXbZCfREIigrxrJYjMXFAGM4QtwDf0mRygIVznorq9tlYubWQPHEBkgOnogsFlhMHlU5vPIMOtilaTNkz2BXJLFvEmVnZht2YDFSCocx/NtlX5vyeKIlSmB7GGYY7DK8sHCpiTknReplsI2e3stqt1edLqiMh1fWFq6sZ9l5TbXHlq1pIb0zCSiUSJBu/zMr1i5n9eLd/Oq001k0GKbdvmyXzy9fFGHLwjgvndW10TRNO34NZ+tZ1OAw5I0zkssTrVuMYys2PAlnNPcR7dpF/vTLCbb9mrbRx0iNX4gVqeeZYBdniiItBZOEOAHXKdBVyWENLCeZMqg4MSJGFM+N4UeC6m+SQSldhzUSZZkHRiXADSpQKBGRcVxZh5QQWBaB5yFVkYryIRbF8H18N+zIBoGFVxmks7dEXBaQTWXyXj8VsZTejUtp7q3jvKbwBKlQUCTiBcxWQVyUcZJ9RNzlRLO7iSmf+Fgj5TOWIxe0ERtMIXyBVw4QPnQ+btG1HZ5/djizk4HCwmMk5hFUIqiKSWV3A6ZbRvoBRs6HtImx0CXS8xBP10MlAXHHBAwSdglBgoqp8FWJRfYYHlCK+bhWOORRSpNcaREqP06pf5jMYB2+GSPhmzhtEdKjDs3ShgVNBI5LFDBxWSqSNDspIhUT00vQ1leH0xQgpUEQi5AeUNhBnNPNceLObkQsQtQJcHExolE8N8ywijhAb4XKilHyJzYSFEZgqINc7w7sk04NZ/9SElf6+Ll+CpksXkTgS5fcZkG6nKC1ziQmPCoyR6H+JMRYiYF0LDyBdQo46RFY6sFQBZmKEkTHWShaGC83wNIww6rkgKkMHBsi9ZAcN1lYL7GS40jfx5SEJzq+wrEl7kAR/4yAQl7QUM14bw+2kPMdPGlQCTwywxuJ+kvxgxTJoSTKO4OYlyWWi+E2+wSpCm4pYCQbpei3YcQaqEs6RG2fnL2IxmiBBmkiMs0I38cghhcITOEgoopg3CY1CnH3ESpNrTREIuSGBdneIv3bTyAugjDLphKhJWURXeRTijaimlvxvDQb/tSNa8R5Qb0NykKUhvAKOVQ0LGA2ProcFYlRJ112ZU7EazDJRBrwIjGieKREgcyCEqtsAyuVDocSKYHtZcjFPMwTW/A6BnnSyGFXzqc363HykiKbT28kGlW0Fi0cfMx6g1/8ImBgZwb1vCK+71Ea78c2AobGTqVpoUt8MTiFGN1dPr7ncdpVEc5sqGegT2FbBlEzgkQhfKMauFAMpzvIOAuJqEVIZdC7y6XcnGTB4grFjKLbG+XspWkWGSn8qEF+YQNmUMQkwAsMUukY+YpP33AZKzmIiocBAFsonhYGnoJYfpSyO4oRWUYi3UA+midPI56dxwkaSBSyuK0JRCKCLBn0LejCXZHHXHgeOWsxiWAYpVrJRgKkUkg8KrGAuqKBtSBFnRlQKVZYHBOUC4pokEMIMITP+EA9CZVBRGJEXYdgxekUllfwfZdk3KEpnmelvYQgFsd3KtXPr6Av2YltREmseAGNfh7lW7hiFdl1u+jOugT1FgHg+5JMb5SRhEI2QlKmsCoBXjnOzvJuOrJJlDwdy4oioj5KmYCJFOGxBekhoh7Jyjj94+201Z/Dunqb7cFOIg1JzvajpMyAujYZZmAaBqX6MBjixutxh1Jw8uTFdCUdlBxGKQNpRvAjYKiARHYL5uI4pZIknnOIewJ258k/0kmp2yNWJ0kAtunTe+rzqJiN1LePMbCrjQWlgCUtTzIau5BE/RhRVcKJBMR9g6JjELiSR9abIOGql4YBjJbxLPKpgGIEpG8S94bwEzuRlfA44Dse/UMWkTy8ZGgUO0ighCJQHsIQGFLhVBZARuIToehEaCqmEJ6JIQMIfEqxGF3LolgJgeOkGXQ2ofoijItG3FaJFOGw6agoE/EkbRUDqSTSMyBXhxEHTEUhGVDxWqFksqS1iRVOGcuNYAvFeElh9rdy7sk+oykDx1UkBJRsxcKyC55ESRPHUfglk0RZ4Dl5vKSFnzZh2YlTftu9sYDH703DiRaLlIVfWsZSwjlZRguL8KJ5AikpYBL3fIzOMsvrhqn4ywkMk8BR+HYEVQ9l16PUHMNvqGM3HSzIn07XE4Lo0ghxqr9dKiAoFSCWwJQBvu8wrAIMLyx871VKPPGL75EwA5pVgpga4kfDm1myoszJ2cUY0iSojzHqLuGp4lmcNAD90qENl0DWsyKowwhMQOE/tZWmhXlGlvfgB3kkEYyIwEjvQjSdDRiUSzHqFZSDerzg8AYo6mCXps0Qf49g10QNrj1tGXscADuwiEfqOG3hqimPJ5oiWOO12a1ZaJ5IOtJLJSjTlzvI9MQzRMleOruvrt1e01YEF4wInHxZ65Rl4w1RYg0CvxIBJLnuK1hy7q85pbGfweVvplLZjKHgnHwbsaBC3+J42NGNHXhmKk3TNO3wJCv1xBd47LQ3YrkxWqKL6Nmdx3EXkPHKlAKLm+//Nq/t30KLbMauOKTcTuxTEpTzFhF7CaJUYMzxue9P45x11gKUEUcFHsqPYmcbGSx1wJKzMYkyvK2VmGUiTMgNt7FY5lFuGSEa6a6cwWJbsWTLJlxRQkmb0pJT8RraaIzuYiTVwvbHQUU3sbBuN5HcmTQsCGcrHOcZzNEipvNqijkPEdhYhXryVkBb0xiGZxONKYRdYZm7iUymjRajAC0BsAJsKFYaWBTJkUkJ4k0mOTcc+uBXr8xHKy6mUFjL63HNgJgKSLg+huWjhCKaFAy7jdSJYfwuh+CkAoKz8PwYi8xiNQWknjo7ICWy4RCgqCAlHbpSeYQnKLlN4extgxaW08R2ZzHKaONslaH/hAIN9c2c1GditzRRaW5mcTkF0ieqPKLKxTWjpIIoXqckEssgfQNMRaVUh0oYGL5EEdZEk8KvlotROLnxMGsjMAgyDlnT4MnNBksaV3OiP0jUqRAVCuUrRCSONAyU8JBCsXHkDBLGCOfXjfG/5Usxo1kWGx4oaPU8/BMWks5kcaXANixU/ygq2IH0fZops8AfZgELWSYMmgKLBidJYUGaukyAZCkDQzH+klqOl9vFYPAIeXsBCwE/8DE6ymDG8aSir28XuzYYWC1xrnjhuWSsAQayLdiGgVmKIkp5VAnKLiRjAoVBs1WHMTIC9XGUfRpubw/NqsgCL0UhZmC6JgpFUSVorhZkVspg05YInusRSBNPKAwjoJBLEBN1RCou7gnLMKMnkAtOJJWLIEo+gR8lcAN820NVejCbY5iuQgDDA6eQLDeyommM8ehC+tJ1VJwVrMltRy2CwHP5S+DR3G/xoqXDlI0LSbtREiJBqm4RK+Q4gRJgRMhGHQpxk4lyWaOig4IlaGk2GV5YoljvgF2gNF5PsTlBC2FdvWwhj9/SyLgvsCsBdSoD0QArKhCeR8E5mVxsKbm0R3pbG4nKMuzCAJnkMLnVpyBYgrkzgzIM8guXEJgRdj3eglGIcu7CYRzfrW4/UJhUFrfTEC/R4vyBXPkF5EQFmSxDPIKIS6R0wXDxHBOkIBEUyfgZTC9N4J4AkYBY4FH0XHqdHPGWGCtEgWyxif6eZhKNinxjwFDU5im7n/5iinrnGbxFdZhGhPohiwIgoyamWcQ2XEDiJBTFuINr2qwaSOEVy6SbezCHhxhtETTUnY7RGKBUCscKKFUsEr6g4sZxK42IxSbCiLAgm8ZrMLGMhRAITCWpUxl8M4YkQWDX0VrNkqoEcZwitI5uJtrvMtZ3BitKKQKvERVx8FWcQl6Rd01yK+opu4147kLGRRs96QsITk1SlgK37FMpC2IEuEQwzAJRvx4pTJRQpOqSRLNdSBfciMWIzJMaWc8iawHWwlX4uCQWJon4yzESC2koRymnFF6LSapxGUEHLFqhiFU8lMjg+QFDhVM4qzVGXTSLofywLuCOUfADYtImVilS6S8z0hhlSbYD36wnUu+Gxx4RYEQkylAMuQmM0giLEw6VQp6B5nOhLQumgefEGShkGeyX7NqUBdXCWadJRBClsVhmYX/AyMkeBUdStzBHJSNprHPBi1OUFYp+CVmQfPs7Ji31Fpe+KDzXUoaJF4shm+pwG318BW59gljfOD5LMJEI6fKYaGVErKBFDuCWC7i+RdpNsr3zQkqLFcaCTFhwXkFCuBhmA4gosqSQrsIwoWPoJOKlGCfEXWTEQHkuqTGHVKEeGkAKF1+mcTyBrRYiJARC4AYOuYwgJgNKgUtnJ0QLdZy9MIeVzlNuaCCoDt+UUtWGegbD4e+Xm4uimqthHKVwJkrnGAIjMBCGRCpBczFPWSgqixooGws5rbeEFAY+kk4nCQ0+RkzRXTI4v9xH/WnLKFdM4jFodFLER7aQSJ+B+crlNFNkuE1CnUFUxlDKRwmbrm0tLFrmY6oYqjJOKePzfMfBlB5SGohoAilMpG9SiCawHB8vEqGMyZ8KJ5JI2jSpeurbC3hnBHjjwzhZj/G6xeQck5EBm0LURpgNWFYMXzRhBgGJoXquPIz+kA52adoM8coirIonoXHpvkGcrWNP0JJoo+jmeMGyF+3zeLwlitqjOOTq1hezu/wIAL25dpRSU2ZymnklRkbDwYaxiKLBDTuIJ1zcjBnZtx0LTm8itcMBDLziCVQyP2eROcZi82SSzVu5qt0haDqZReV+ki0mlbEBmk4+cxbXR9M07filMBHCQAoDryQY6xmmf8CkcNpD3Pd0FtsKCAKFHY1jVRrx6psoJJrp67HBSRANDLzsAnLdKZ46N08+thpTGATUYxQVIp5HtAzjZVchcjHqT3YxUzb5YhwRhCfaQpl4MkJa1DPaPwwqwIyX8JC0NEQw6ys0JASlZJL4EhMiUIoGdMbqWSkEETtg6YCPX0gBPiLnYRVM0mYLJ1QyLCg6xGUM0WbgeQYENlIJVNwCJLZbR7qSwI0pTshnSQTNxGPhybnrRhCBgVt2iCYUrgDTCIiZkmbhIPMeTsnGxGPEXcAyMYg/VkIutZCAcOuQRoJMyzi7Uyupq/dpDCLVkxKFEQjaihtpiwY8HT0DM14iZ7UyUmki6beyKFrCKQjG5WaikVYWWyW8+pNwG+swzQaUl4NAQgJGzN10J5ZTlz6LBc/vINp7FvVBCS+fILJYELEk0XwJt6FMBY+gfjkRt0Kxvw8URF0fs9ehZOXxmiUVD9rd84j1LOSSlyk8w6AuCmYDyCJETIEnFcIEE0mx3ISqW8Dp9UUMBSeOp0Em6CkvZkWkHxlAV24BxcYYL5AmCaOEsCRRT1LnRWi2InieR4NTIlUewY+fhZJtpHJNbO5eimrJILCQgY/juATCQ3k+A25A2jmVdOcQsiHGo0uewrMyCMeDujDjwRkTJNMxuu3FxFMeq/0yUoAdpMgXA6wFQ6SSZaJWgPCjuK5JYCWQhsnJC3YjfQMDhQyipHM+tmNSKDcgnQUsSeSIuS7UebT5OYL6RUTMRfRkFtPfaxBptnBVPXZQj3DynBuMsTDvs8l+IZFsGTeoJ5a0MSoN+I1RcoUG4p6D8qOo6BPEA5OgsYlYbDdmpAHTdxixY0StekQiSiUSw1EurmWwadEYZXbgywwyCsqXmMokN5BgbHAxbWcWiaIwDXALcdQSCVEDJWFHWzu2uRCG4rQKk3pkWFOq5OOrJlKlZgJf0RyU2ei1cfKCEoEywHfJVDyWGAaplSeRbnSwEmF/tpzzKVs9lCxBoWyScCM0LkpyWnM/fdbpiJJLXSSgsc6mYJssj3kIM0qDn6PJH6EhkqegFiMb6rCGnyBhZPDkUjAkQQQyJcX23dtZ1XgRdtFEiASeFaHimQRtCVxLYIuAnNhNY34Emk7EiCdY3dDBUGMGI1GPcgZZ7HZiReK0CAfhghXNYOKTXbwRaYxSUA0YRljfKep7RJQiQLFlKxTGInQNLeP0hgzKlzTZZU4a6UapCN74Ck7u38UKSkRjp4JUqMAlcKJIy0Qp6B1twu6TjGw5i1Nju6i05yhEevDNM4jEBanKCaSCelSlwrDZTHx5lGYDsk4d0jCwvBgSiZUfQ3qCmOdRXtqDrEsTH11EInAYqPyW/pNMzh8dYlnyNBriJkMZk4wZwxtfQNspDTQvsjAwaI2OkeQkxMIlqD6JUQeBZZCtQIunMIUg8AwGRptY1tpJpdJCvK0UZvMFksASGIUAO+LgqwjJtgrLaCGiBIYKJ3wwVAVTCCD8XqUqBo3ZKEua8siyS7HRIohnkJVFBLmT6QjyPNq/ie2bF7J4oaCQaaRQNFhecCk7Blm7iCnDeo/SkUjloJSJqwIyzduQ5hiNpdX4sbNJdbajPBMzEiBNxa4zSqQaMrRF8kSVIrBMmhkmFu0no1oYG43hLi6RNUfxypKKD5Fkkp7WJFakCSeVwZF1RB0DlIk0DIJYDCFMVCAxMfFlHC+I4ZgebtFid2wr7YUSI6ULaVM+ixqH6IpvZ6BYJrBfjh80EpUu+aJNf3EBzyeKFwTIfA8sbsAt2ChXUOxyGdxcZsnp4DiTY0yHUw3hbLYNk7/1bjEgNSJwgwpKSJSIgDAIIjY+EeoSrbgNjYjxFup8QUWB50vK/WFCwuJ0BGHWI5Yo6iopxnIO9ScGxFISf7AF64wcsfWtnEIZ64wWhIzQpgL8iIcwHVyvkcpSGOg8jSbRwEUt93GSEZBTbThBFBGPIfxImJFsAXED0xA4dXm2L+zl1NxSkqU49aUAO9EEVjO2IzCbFzJc10i0PcJYIsLCRVDINVKnInhmBHNyot2D0gXqNW2GeGUxMdSYphVTZ2IUUrBtbANuEF6ie+f5/7LP8/fOBnte/RrsIJyZyhMOmcrYQd9/74KPz4aULo4To1hqBRQvXTU5A+OScxv3+5ylq6tTkxvhzEPFgTNJxz3O3dXHOSM+b1lvsWBsgKWFgFRLBGtw9ovua5qmHY+a5RCGV6alS7HIyXOC30c6A17yUYbLFp0jBRbtqkNJg3IespUo0nZIBg4GEtc2MU2BKUxi0sQsjnAyWwiUicBAmCY7Bk+l5JRo2CU53RridH8jpWiBfLYONxdHyrAQjDQVyqhD5U38tIs0IihDEmuMUmgpk2n2KUb/f/b+K8bWLcHvw34rfHHnynXyuan7hk4zHTgckgIpmkGUDIJ+MfxgOFCWZRt+sAHBhgzBfrRA2nwwbFGiaBEjEaIFkqYZRHk4DNOcDrfTTX3jyXUqV+38xZX88FXf7p7QanLUfrDrf3Bwdu1d39rh7C+s//qHOY1o8dJzmBUc1Tf53vJXsVV3LtPrEttIrJpS1QIHSBfwSvJ0dYvj8y1+8P7nMa5rm0J49MKycrfJ+jVxfEn77ILToxRZGySaptacPlVoUZCGNf12yvqL7zNQM0J/hktaJu6Y0F6F1jcOuXjOxvyE1LVoLALLYPKMbPKAFRkPLvZwTiAdpAtHcA34miryLHPH04uE2dIjvWHV9Hm/uMn5pWa6NCydwguwq1Mupgu897Bu8c5TyoLV4GOqwRqRnpO6Gf14xm5xSrLo2tGEqVjdu8Mnr90iEGjckoPlRyzqFZU2fPNLJxxlj1mJOQHPMtnkrBCUZffedGsJ1lCvawZySZI0BBx4Qx7WhDpCBI+yjv7UIE40T4+2OJvuEjsD+oQnjz7DyckO7yYXPBk9xquaKIAPGm8DNopZu6u2Mh8oS3CtwdeOqF0zah/StoJ8foFcPmZZGnCB8nILXy55+O8vOThqcXVNcI4VP2T2TFOf9mmLlOV8Qi7eJ6FiYhpefGhw5Hx48H3q2QfYco5roGm7SZ50niA8ZeKp04bYGhSCupHgIHiBlJYQBEIlfJqtE+BZHfGgaVDuY1pKpseSkasolSd9+AmDh1PEqkVdlKiVo1p3s9MQoGBMtWq5FAukgcxVDJoVRoFrXWefcpLgFPONW8jZDspEOBdRyhhE6OItAqwXkkr8Jsv1m1w8OUPLrlWuFZpWKg4Wv0F2cczm0xadRkjhaRpNW2jyk5qlH1F6TWMi2kZh1tCuLO3pMbz7W9SzJR8fx4TJOVHvmEf/9IeUBwtsNcdJw7rJ8L5TsAhpKGyPebPLuugBDikdq/qyux0ZVNHiZEkWLSCW9GaB/sNLmnrJ6bjBRoEylxirOP3nA9aXHuE88qpc4vnlNpfhJlOZ8/CfVhQLsECwhsXJhOAMg8Exvfqc6NEJbTtjmimqTCKdx6iK9dYl1cDReo9aGMqr44wLFuEdwXiePhV87y3FbNmnqHtEbU3/9JhgWpxseHe9Q3meUQRPiBWRrInEmp1wBNbxzlwRrwIP34NVo+mlU+btGWXjMHXC7OAVnB5jvELgMW1geZ5QlBEITyDgQ0CGGjP3SBMwviHoAqTn5c0f8LnwFoUtWUVz5LxB1g1YT7XqvuMBKFeaWnYEv5YVSWwQV0ohT0C0nk/unfK+X+OXNYcHEZGdoicKGVlaq5lXksODBmsch/0j3rx1yHfkfaa1hrb8iZz6wDfvXfBYrTjLSxq/y+RWSj/3TNwhT87v0swbcGDXvS6/zzkeHqxZF1CsLCwt61NDcV5y+UnNqXrK2uWUzQhvFBvqmKG4xJSKlZ/inUCbS7wtqBdPsUEivacRgfmwpYwOqYspbSOpspzEzgFB66BuSwr/kJAIJq0grwLGBZajD1gMvsNFMIgqQAtYy2JwiBMFJ7nHJBF1PsQ4jbUSLRyH9Yj3leQH8oySJRFzzuw2szBhHvUxdf1poUZpNco0WCeuwv4D7XrO1B3yQfYeqyJClCUHHzT8F7/2DKwjUYLLeczlhSV4z1qumJ8f8s3iTc6rJ0gqFss9VtUGXnmsbUBE3QErCGQb0Bhk3BBNT5g8/pA6SglNw2ChOJWHNGbO8jKlWCYU6Sa/MbrLD32PR7Zhfdjj6PIu66KHEgYpPUF6iuQSbxQCjTBbJMYy8hWq8ijfLbx5L0hUyasnH/Hyk6YLwCfQShjvPKe3/5wb48fc2H9MPpqh85KQGYZ3jpjoBzwrv8PFYo0wAg/sDA7ZunnIz4Nrsusa1/gFwVY/bmPs7/60suvR9IeUZkXjOuXT5/Z+p7Ir+W1k15a4i7j6A/D0Z+R2feObgT/xpwN/9T/5b4bw8vZ7PD/qVlGFgD/+WpcD0r8R/Z7qsnigkZGH0IUQL598lY97t7j93nf43EGX9ZUtp9w7M5wPFauD/+9bM69xjWtc4/8XMQpvsjP/Nr2HDm0t2jZEpUHpHvX8krI8pigGeK85kKd8HN7DmxpZKdpQMQslKEeXEiuRjzXYQCZnrPtLLtqYCs3TywKzVtStJcznXPgcj8G1GcU4w4XAOukhoxOqszc5n19S+ZRJ6tlXjzg1pxzPB7RGUGvPRxNBPW+pVzkhSOpFxerQI8qIWmimG5I0LmjRGCfxXtK4mKP5FoYeF4wQIRCCp9YtpbN4LVmblKdPJnzvrV0eP/ekImc1e4O//p++TElCLCp8vsKN5+xFHzO2l7iNNcJA20YEIWifnlHPnuF9ILMVkXAoGcAJNligjMR5EK7G+RZMgLIiCisGrsEFyXnVxzqJCIGZH8PEsjAnfFJ9wGG5jQyB0K552Nc8jRTRcYE+lUiTEYIgFgVbqyV5OiXEksvLnNlsGx9JVGaxWtCKrr3NYQkE+qc5rQLdWqwRnMQXnCWO2mYcnG3w3ncjaOYEHNP5JqfPd5CtYmtwhNEBj0CpgKn6mCKhZ1ZsrJZstHNa43FW4hUMtMS029Q+QcaWRNU04wcICdbFhEZSVT0auds1JbYV+JbZItAaSeSWVI1g2WTcGb3JZ4ZfR/mn9KPjroWu8TQ24mI94awaIpoWWxYc1Oc4KbBO0tYxbXaKS6+siQQuskvm72QcLkZ4p9ikQmnD1VSfeX/B8WDJJxsJ6yomICCWeCUgjylcj3Ozz3vRF7qdKwRq0XI8POJo/5uc9J4AZ7TFOTEtJna8OPmQwUySnGu8POFo8YCTZY4SaxyyI4Rmt/jo9FVCHYiDRQqQgy4rDAQhOMb5EZNiykY8QxFoXEbd1LTSgpEE2QU5x21LKCrC4jnH5iHOPMNazaJVFM0zNo6/y+1Lz80MpJIUxZD5kx0ObhY8qB8SR3PMcMUyNgRbsDypKFZzwtMjPnlH8MHjlmz9DHVRUXz8Cuv3F3zY3uJg/wUWacDVl1i3wnnHvN1ESMUgihEElISAobERy9kGN0+32H5/SBs3lAOByxJ8YolW9ooch9przpfbiOWag7cueTxXCAySglXtCDiaRvLwH2UslisuU4c5XVFOI35gp6wHmsZ47Koj/upsk/MXP8Oqv4VIE1xsqTOQyx7b5322nlrMk+/w5vAtLscOvGfdQtX1LHUthF4wuJgxqFaAZBk0wQqaOmMmRhSmIyEz4dh8p+Lw70V89IGknS25OXhMrJecTws+ONuiqiK23ZKteIazgRAcyjSE4DFNwHtHaSWEFklJUdRYbwl4KgUhOLaTU9Kippj3kaViLLZJx4qhX3CP9xkyJRSKc1HQyAYvA5out2sZnlDqU56XkndeXFKLiqem4uk7F5iHR5yuE6pKc7KecDEbcD4bUx4pzg8dx8qzGvVwUcRp0edi4Vg4zclqxPF0wGUz4tGk5Dxb8l41QGuI4xW1yxB0YfO4zhrompjiYJd1KQimpm1qiqLE8Jhy83uYcExv/S7JVsrFzmc5Lzcoo5TFjTHiIkdhkT6QIbDFgsPLTWob46XEBY9sLRP7Hub8mzx92KMoLFXaHRc9UA3/OVYfo3wLCqwEj/i0ZVKaNXFpySpHa2rauOHZnYb5ZsliIHjWbFPUGcZq6jThkhFnbHDmP8ujOqNIDaavsA00reCy7koXlAn4IiBDi7QeWdQcXT7mZP2Ui+Y5wkOgZFCc8dFvLvn6DwdgDJuZZLWStMcXrI4XuNMjlqMPeS8tqNQM4bu8u7ZNed7LUBcJfik5d0MuFiOGakoeLHms2JHPuBU9okzPcXKJDQ1rt+B8+oDR8RmiMThvOR894OPsnPWp5pmLaGTEbDrGCY8SEiLDOr7k2ckW1IqTak3wIDx4bxBOUouEuo14dfw99vxDZFligsYQEUTEbHeXqlEYY/C2aw4WPhCsoukLFnJFsIaD03OmYUkT1rRtw9PD/Z/reuia7LrGNX5BMJX79ICp058mrn6U1wWwme0ixe/cFeN+t42MrsikSvGZ7S8RqW5V9OOLt3/P5/6P/uNAVcNf+7Wukvn3C2//yadNjBu5o3clVNv5XP9nbAW9nZRuJVTSFje4qF6jVYG8DTxudwB4+dBhtOBwfvz7fp3XuMY1rnEN+IgjBIGj1T7Ty5cgGD56rPjK5Lu8nD5lQ1Xcji5p7Q3WsWC+HnA6vcnNxZyb4oANPUMKixIWgqCZD7uV5yBonOS0nHCpJhxXMRe+T+ESLopdjFedxS8oFBYRV6AOaJbfZ1U30B6yNil9Epq31py+H/NMf0IoO5Lh/PIm7VKig0OKLsBbNAK5kGAVDkktNbO+4HGxjfeCILpFoDSds7qZ0vYyvPB8cuMB7+4/pswueDw54Tcu/yAH5RYfH8cILLPFNsa2CFr2B0dksiG03cQ2qddQxVQ2Zm7zq9yrHnZVoIoL9sUJw3gFUuK1RgdPu9unvb0HYUpwltbFFGXMWTUmeMH87C4PFxMKP4LgSXsVg3RG3D4jVCvSakkkLGfnW/ggCFbiLzNOv/8qj45fxxYTXFtyfnyXPF2SDs745m1BlSi8jmnGPSwO35XFEwiIFm4+H7NzNEJYyJYS6Q0mKglImkZw+ugp6yrgBBiX4HxCkGBloFUB62Jaq0iNx7cK5R0yBLR3KN+yXmwgjePG4Qq73qTxOXjFpmj5sRJKcLLY4dHbrzI/2+D2w0NG8wWVyTkrtnj36WucTjcJPuC8RtCgcHx28/vcGB0gwgBlIrwVXNghhU2x1kFoMcpTb/QJwqMqhZQgRcC2EmsEbpXywAW+c/KrzH2GFoEgAs2opdkUlFFNAJKrrLKzMsM7QdmHNCwhCIws+UTexQqLdhGlKXD6klQtyZIzgteYdU1Yp/iqs82upWZhDLPoLbyFeZMgMFyITZZmGyHBISmzLoMnAE5nID2Nc5xF51hZ0ptpFvduEOIYYQU2rjhyhmqZc9HENO5Jt3GQVMUA25aU1Td59nRAYyzmZMgnb/8pFjPFutCcrbepyh5uKTkdK8qVp2gLWukxKuCC4HGt+WQnsEoaTtcXLNx3OTkbUJcxRR7zpIk4Pcs4Px7wbK/iYKD4qPcKj+SYVTuhjlrO4iXtTowxmqLOEN5Slz3090aMqprTFxasX3hGm6YoDbmqwQesgqmOmPYD/dkR9vRNSq2wOiKRS3w4J+Q52mRUM8mqrAntCicEwhtskdD4Hk+zKR/JB/zoGlSEQF4YnAfwneXOe1RWcKOcc+iPWVWnrAcBLeC0/oRFOcMpSwieqJIM9CUGgXBgvcYjEcoxP854uL6HSTIq3QMLcl6BNbgzRyxbfJC88/yX+P7j1wlOokPneiCAsmtkqK9+bjkpGh6XN1m3EdYb5rxPlXyCcI7CKTyeEOBURqwHEmctQXmSEIgbR6QLorZFGIGxAgR4JMYp5sklh6sfcpJ/ROED8/keNoZpPKdsP2EVLqjVMw763yWIJayXyFChQsE76wkSA05CqWAaWNPwjaPX+S+fvcpy3bXneQF4i9EOi+e42mTeDgjBYXXJKw8cd08ctukTGsl8KvGUFHbOySclZnSCyS8oohnOa4K2zOUPmbsez8Q+jaiIk5Im8Sx6gYcXd/nh0x3ek5RvfAABAABJREFU/OBzfPfZZ6hChDGS5PgRd92M+/Ejyug5pjpHVnMCliA8Vd0pLaXv9sFKwjqdom1nyyxPB0gsDoVTgmgI24MLdvJzjLoi4NsIEyTn0rKIHVEOQlryytDUBTYcIYMnVIYzPMZploOWR3dKmpsB7z2h9Jwl73Jpn9A2CokjkS2T5Qn5ZUVTWezyDOlO2NHfYke9T3UO9XrF2Z6hioZ4KfBedsLmtCaMGhYTyzSBVoBD4BFs9AuU7M4SpUlxre2OPV4ibMBXitB4dN3irOwWlZwhtl3bcrlQtMbzYDMhFTV7LMnrHtRQziVypYl9wAuPiQzetXjbPZ9wLX5dokUDMiCFJ4/aLucNT3CBKlkjTIlwhmA0rfIcvjSDUOHtjOAddZjjqoI52c91PXRNdl3jGr8AhBCwVSfr+l14LN4++SaR7Bij303VBaAzidQCdUV2mcrzB+/8SVrXyZG/ffCPftftzs8DnzyAf+PPgHPwz37z9/tuwPuPefz0DhD4s7+06uyZAgY3kp+53ehu+qMRCCGQnreYtruvDBqxTtg57z6gx6L6/b/Qa1zjGte4BlLOiGTJSXGbxeoVSrlJsAYvAo0SFCkkPiC8YFn3WbkM5WvuPLKIKqIna5DdsVk1BnCEYFhXOc2ijwuCgEIYTfB09kEvkXWCbBOEDzhh8VhMNGPpUkrXw/lA9niHJw92+MEDy9J6jLEI1bUO66M9LuYbWBkQwWFLh7Qgr6yEdSs56fWZv/Adyr2PwUAIXTC70DX1lsdFAicd1pcs7Zw2m2LRTNsJWLhcSd56OGYd5tTO4ogRumXRnxFkjQWGTUXvss+52GHpewjv0CSYJoELhZWB5UaDV2DjCKVqolsJ8WYMHkrTow4dSRQIXMghVgqEazj3GVYLtGpprEC3LcELynRNYwXGaFbTPdbrmzxff4bn8/uY/hGryVMusqec1zlLtWauQQpDlUtk1vJWNqVc9PEB1k2CryV60YKwWA/LXkvDOdpXQEAIjUBRFY6m0QQB5/OMC57QyAVOBGzkMW3MtlzxS8O3+Uz2EdK2bNoZG2ZO37Q89y9yNH+JYnNIffsCJwPKRvggQQgkIGSGtJ5iOaRd5YjK01+smdU9rJAEb5gtRjQuQghDS4T3KXUa0ySgWlA2Y9ar8cLRopjXgeX4lMM7fertHCEEUSPIptuUDDBtRNvEHFcbTMM+Zd4w6T+iL1cEKTnaPCcE1+XbGE3kHTKUrCqorGLctmwUNWkRCO0B+miJLzV1pTiIZojguKdP2NGetp6wejihvdygfn4DYz0XdoeLYkjlJOfpDXxQLJXgUm4RqRYwFDajbjKcV4DEtxEy9vj8gDpacqkcwmuSyhP7rq0usi3V0Yjnl1t8qPo835tR5BlxrrjTn5ObihAi4uBZr0pmqwGmypgVMY0NaG3I1RJ17ggPMsZxS9tbU6mClY0wBgpVUgrF01Lx9HLFIgTW5QCzyGiTNcItcNby8fz7sK5oxBbtQPGxeoH7ccVEGJ7WnsPTMe8VtzkJI4zytG3MZnNOs3CMolNuRU9w0qB6T8jNnMgZjLBI74htQ1YXpNqwzjRNnmOCp/YtI6bccMcMohOks7RO4b3EzyVNnWG9pgEe6RPmsUAHiKwlKhuGi0CqK2JlmCeSJ5lh3l/QWsmjSzgY9ln3PVX9DtbNuJs/JqVi3z9lN8w6O5izxGqJR7Br54wWH9P0HM3eNh9dvMSlG9FSsvXogPunJ127pM1pTEzRKqJ1i8RTTEqipEErQ9BdjHYIgrdveU4+N8Qw5J2z/woff4DEEwTcPNW8cpDgPRzebql1D7tOiYMm+MD6xQlng88SvCB4SVkpvBP4IHhid3m8ccy66NG4mCAVY1fwsj2jSiaskmNW+SGV7Iot2mhJLit6cUXWKzgabuFHPRAeT6BdxngXqHC4qKG3NSUSBi8ajvMpRjqscLRe44XEpJ0aMXEpO82Al/URpu9wbcDrkoVN+HDdx8Q1QYDVDcPoklY+oWoWnASLMZ7Ur0hEg4ksJhgW810uyw3aNqWxER+Y+5w/2SdbC6JGooRn5t/H2YrgC6Cm9FlHhluJaltw0Fs5YIUPnUWYAKEWrHrblBubZHGLoEF7y3KgWW+17O2eYJ2kUB/T3voG6yYnCMG90wr98BnH+iGyNWAF/TwwHp0QpGeRSiQtQQV0tcAna2ariCeHk09zH6fLlNODNbOFBH2IkTMiJKNsysk65x/ddzzZmbP1sSfyLalpkD6QqwIbNCJvUKomVxU+CGofgRL0TI3wHtcG2kahcGywRGHx0mO95OJwQuE0i5CyjlqcsGjf4puAJIAMrM0GYbHHRtsj+ECpK9oYTF/gZYDI88LNryMx9KMzmv1vE22dkAwKnGxBBEbJiml5RKIUxqYcvbRJ2+/cUMIHqshjdQs/st8CSlas212S1c8n5rgmu65xjV8AXBM+tTDK+Kdtfj543j3+FsZ3pNUfvvuv/a5jCCGIBwqhu+1d7fkDt//Ep48/mr3/u2734ZUb8N/41wV3bneWxt83wpQHD18CBK/dbAkBxi8kv2sw/U+it3OVzYEkmDOipkR4welQsqWWqGVCr+1e31EuadfL3/9rvcY1rnGN/79HTSxPCXUMISI4QeIbjBQ4qRAuIvgRiEATxcwHKe+LI6bNElVrrpZqaPox7WYgtI6mTml91FXSCwHKoHofEW//FksCrYkRCPqtJbUtQrpughZHEGBl+xy1uzzqfYZ3piNOqz7eCuqoIKg16SyHWy37qmR1ZR0qXR8jE8xAIoTFa0+5OcSLgHdrAo65GfK03Ge5P0CkDiE7k0pj16xnBQaFVwKDonUzzqdrltUtnp1tUzfdhfO0v+DIbOObFIfCmHMqSlAe5VpG/QeYyGBaBYdj2igAlmF8STAWSUAJifCOto1pbAYaRHCsogW1cqxVjMEzqwKV9bQuYdUmWBdDsByOS6pQURlBXQ9Zs8mvDN7lDw2/DwKUsISgcNkziniK810TWxxg6zjG1JbFeQ/Ta3h+ssfefM1GOGelLad5YKULLk1JPD1j1fY4XN1CBMlm7zE4RXUy5Ex9QLn/Jm3S2QCtVTzMT7k3eotJdIoaz7iMY9r5kDv2mHvxc6T1TPUdLj83Zuulj6lvK2L3RZKzTXbynFvbgjbewgPeC/CgTcBR0jpHUeV8If8ef2T4LZZmQl8sCD3PsucoswYkfHHyTRabBdM7c5obDV6AkFMKhkx9AbFlnaRUjeM39/84F2HSCesDaAezPOdCbYKXgMMhmMo+zgHS4L2gsgpdf0QdKhrvUHiEcFhlqSQ0PqZcBLyV2KDw2uGjDKUG4BViMSBuBat6wUGYEXB4D1M94PnNh5R9wcNig0E6Z68/w+mIoh5jbIINGlwg/cgQLmKC7FQ/MoD1jtJXWJsBgigY6ll+pVAKyMYxZZMHp2/wUeix6B1xuH6RU9cwHR9yEgSLYovl2Sa1LxG65b4+4Xb6hBt7P+CPzJ+h8/fxw+/hqoTZhadcxqwuXuKD9/4k0ZMxepHjgkM0Enk44fWtDfbzhsZqLk1GU6YgGqALJt+QBhEC1VpxvthiPWx5vAdBeGzQFNMbFKaPwbMuf5OLeUTrNHH5EHxH/ooQcAouXcVKnoIvuJs8ZpgURBjwDpGdow1cLDdZH+2z005JbETtEmoRoZzkh7bl9PIu5bMNjqcbCCk7VU855FkyYT1oOqti1OIHj+jdKjj4lQRlNVWtuJM/5uXxEamEBNMd/5pATyyxQZFbw2cuD5lcFngNby73+Qdnn+PD80CzeEZbNpQu5qzZQCCY73zMbPSPsTxgeeOC062A0gku7RaPfVBgY5xrmIec9brFqXPipaOVgvviFO0tHtfZ8ZyiXA44tvc52pry3ljh5jmYLrPr7DyjPEkxJvDdrQveG/VYi5QgJUHChDlN2Ye2In/9CV/+lfeJlMEYyXyVobzBo7BBkmfllVYz4ALUK8nZiSZxFhnLrjjLLhBnjxmfHZKVb0PU4IXnNHuOzSRWdM1bfVZ8LvqY19vnVNkSpCAVjrCaY2UBQYIIrLICs3asT2FqB4i6oK5a1kFRWkntBSYItKvxzuO1wTlLz6/YOkkYXQ7wXlKVqsuqywKVSFmoSacM/tFcLXhuyjWqdw5CEpqAOC+oSFidDzA2BwmZO2UjPuHNzzrkn/0WL332Hd7Y/TYvDZ/ySjwn2T+id/sEr1rqtvusVNsSLQSq2aZa9QiqxaERqsVrR+0199UhrRU8P+7jbQ3GclxtsNj8Z6jsLRyBCznnzAaksixMhvUCHGzPPuYL86+jLMgiIjjJcXmPZvwqKlNEwlDUEYuy36lyZznGgIrWTNQxfVkgdCARNVo13B4+YdRecu4ivAgYBVZ4LJYQbGfvNymhWeGFpMw3WG+PcDRcbFSUukYCVpdMhzOq+IC1U8RCYGWNFytqXWBUw9b4jLtWE1V3OW6+zGfOjxhEhiBBUtGsBjS+j44ski5aoeo/Rpkpqf35roauya5rXOMXAFP9uEYxyn/awvh4+gFrs/j0599L2QWdlTG4jgwKHu70XmG3dwuA0nT5CL8dH34U0BpeehF+6Uvwzjvg3E8TXrNZ4C//R56/+Jc8H370s8mwEDzQ8uz5bcaZJVJdbtf2qz/bwgiQbWiEAvC45jkAWhkONjV/649OqCKBSFqyOnA5UBQnP1/Y4DWucY1rXOP3RjXKqeMYZWLy8RI5SxBJANVdrNqmTysjnFM0bURFCjJgrEUAiawhEVzu3WG+2SfJTrrwdC1oVDelNdGaIp5S3v4W5c5bzOsJxresKkldx1eEWSAOMaiMOmjWLuWRSTmcvkw53cMjsLpGDb9D3l/zontOzxxSn21ycLDZNQJqT7Q2BOep+wXl1tdpuMBbw1RIFlZjdII3gHTkpiW4COk9VguMlDgFbQzT/bdZ7/8GIUjWVcqcM1bZJeu2R1vsEJzmBgt6rcF4EMJytzlC2oJp75wy0gSnCSIQ5x8ge++iFwc0cs2UCcUi4uzkZkfSoSnxHPeeUG//Q5p2xakdsLJD6gCNi1nLlhaHDIKbL5Yk2TGzdU6lLdP5DvJygm/ybrJGj9j3ybUmURUE0Xlw2hTfjOkjuNOeMfxgm6IZYaoBQnoe7ecc3FbsPkrIxZRfmr4LRxnORZ2qSSxxdoBvFc4JEI7WJXivcU6xihesdUF/ETHTKctcEDlLj4pESBLrKOhja4UPimEyJNiMRnmiZIXJzlm1PaarjU8nyt5+nVr+gHVvTWsEN+MjBmpBCJ3dapTOqMZHnAyeErwnoaaJDfPQYx0ybFDYEAhCgLK8/3if43KbcZUyuVzSpCC0Je57fnk4ppeNcEIhhESGgDeSRcipTUbwLVGlODF9Hq/2WLcRBIOQnXLPy65syOoVRs46y08QWKlJrCD2Dd5oTDukNBNkUyPaiIiWUSNpenPaElbygpc2PyKOK0Isadtt2qjLBnNBg/fUJnSEsuz2QwRUuqGSS1bCIvEMqoYXzp/ThIbgBRvzFTcuAlY0rNUFNitYbwSWy5iSx9TZlC/c/zVezd9lvU6RROh6xX5xwMV6zn614svLRUeeCsmqivFe4+ucthqAgA1vGdItRno3wckYpac8OU+ZP/+TFOUN6jZFBEdAIIXHBU1dp/ggWU9Kng0TFgPPwx784LWY05sXROqS5PwcP03wrUfZJbJc4EyCsxFn5U2O17eYXewR+TUCz634nLv1iqE/wm4+pE2PKJ2nXG5gfYtTFdZrdlyPSZXx1sYGT+/UBNew1s+o9JwgPCKAE4Ldi4xSNAhl8aJiHS1Is4pYVlRVTnCSLE1I4hztFc5LmlYT/NX/GzC0a4Z+xWonYTI45PDL71K8fI4t+2AChZMs/QilLNXgnP75BU5dsuwHmizQrmNytQQJ0+WAcpUyc4YH7QG26qObQAgtbeLIoxVbatqpjnyEt5raxlTC4a3ladsyf7LBvdmSO/aYG/aEF90Bcwsfbi5Ybl1S3OycFLaKqGpJhCTEQ27dDURJBbYj0mqrOL54ganeYTraR+J5YLeZugxvDYU95ZP6GQfRDmIdIcuOjAhC0G+PYO9b1JsfsRodcdh7Ttv/WwR1wb444o58zH5ywe10ho4CaTMgaSK+zK9zUz5GBAHS0052kc8e0Lt4yHR8iA0e7S0le4DAu4QmpIzCJc3GNie7B8TyGV+L3+SNMxhOB7RGsigkYiFxeYyTCpvNyAZHV/uzZNUOKdWAy16NR2G4ZC4fsTaWtjEcX+wTWk0kBdrWRMmUSTbj9q1/yPYfeoebdxcYH+HHBcFH3Mifs6NOaaOAFQ7joLEbmPWIILvPX0SWKpLE6x43DjYIuUb0dGfilrDKW4wuYfQNbFRT0lDmh1hdo3WLrVNCq8nbBuc6wnx3btleCFAxqxBTyTGewNwtKSzU0rBuYoL26LxBec+2tAwSi1IWHQqUMOjScd70WMSiWyPAY2VNIc5o9YqmTYg5o++fEAi4ELDeQ/qYczmjpOI0/oQnkyMqIQjSsK0viWhRrb3KzPdoYdnw5iqSwPFLq4e81j5FCMc9Dth91nL26Fdw9RghPYLAuK3omQXD6vs/1/XQNdl1jWv8AmBL/+ntdKR/6rGfzOtKVMZGvvN7jpMMFK758Vi2Cnz19r/Kj3Iw3j7+xu/Y5sFDuHcX4ljwhS8I1gU8evzjx8/PA//jfyvw1/9z+If/Ffxb/3bgn/zT35vw8v6QEOByusl/58udhTFI6P220P3fDUIKersxUtS4+inYAYm0HE0U779Y8BtfUSDhhZPAcdyjOL0mu65xjWtc4/eLx/UbfH33K4iNksEf/Aj3+SULOcX57nzizAAvBUTgrEA6RyQsw7ygiWAzueS1/F3akwH9vX8Gex+xJ88AgZeeInXgYspqRIjWhO3vY2vNfPwe9cY3aKykjj37+xXjnkHFFSY/QYaKo3KLwrc4F3+aLnUrfcxNcYTEkgcwixHNMqbKz9C9R0hpuUgE379tONl+G5c/wQvHpr7k9ugRpojQsiX3Bzhbk1EShAWpcLJr52oxnMcKGzSemMoICA7TDMgDSKcIeITTtB7m+1u8MHrKi+OPrjJvWh7EHlcF6mIDEo0IHomnbNY85BGXT2NMNQFiahyPh49YCUu2nhO7KSuVsWLIih51LDC9ZzjlcICyipm1rOoY7xSmHVH6iEeb7xHcAETMzewOG3pILmsG0QyLI4hATURByq+o93itOCOTNZksCMGwGEQ4G1FXDitbijAllTPKJqWoY04ub1KXPXxQBCuRHkzZ7wKk6bJcvLdIYbHSYxQkoQuYjqgQBJoqZvPIsLHKCYAVigpHUC0oyWw+pokyvAjI4Clci5QzAgKvHFoEhAAVPNJZHD9Wjfs4Jjl/h/TJjEFyjg0S6zUr02WpOVnjgqUfrfls/zEv9Ob0ojlJPxBCCdKw2R/ywo2/QT++6JoDvaANcDg6ZNQqerHBh8BxG1HJChcsNlSYsEZlK0Y9QcAxYY61ASsdTV4zwZHjMMJjbQoo9k4n7Dzdp/B9aj8E00N5w2Y4wQdPGpcs+xf0t7/Pxf3fIsLiReACzdG2Z+0zkJYgutaxOGh2vGIarZHCcWO2IjcN1jnKJqIRTxnxjGzjB+wlF7QMCbGl0c+ZzQ5x8QIvDTuc8rnZIZE9JYtO6GUL0ibGCE8iDMIkeKEhuE6hE1r+2PDbbDaHvPG1B4zvHuCSU1J3waB+QuUaSl+gTYxrerQ25RyJibqsNhPFeBnwHm75BXnlWebPOdpoaYXBpw1RNMfoASJ4nNMkiwRMgggCV/WY3p6yuDejrnqs2xxPoO8Mg2ABic4lnpimlgjnmAy+g0nnuAS86I51j8uIeapRrUW1EhOVtLrFqi7cv7dK6J++jBCBCEftoMhKLvUDVHYG1l9lokFAYKqcdTHs7IzSsabBCUsdAgeziN30kJ3hGZUULKYbYBw1gsN8gVAVPigmmcJZhW8FQVd8ZeNNXuZ9qlp3arlqiF1Y3Nrhm5SgSsytt/iT7lvkriRcZbRBl8elQ8BJQSX7LJuM2z+csHGes0gC+8lDhBPE3KY/3uA1V3DXrQCPrw0+1Bh9wc2FYj691+UrWUMjHaWWtEKznz5nrSBqSybDp8S9gvLFPk5ZjlYTTuwOK9vD1c+ppGW6uoud3saqhNWlZ2EMwlj6zZR7zbtMWBARQAhCFOFNzqLdp7Z9ZAMTfYJXDqtjimyCxeBVTZOdsew/oy8aGpfg21E3hraUcowxjsYZWnXGxC0Z6RVeCJRuadMacZ7i2gDBMeoZXhyM2IrOEEVCbcdU4x0W2RgfLD6Z4vIppR9RuAnGBvJCEBtP8IHhrSlpUoCEoBuCCBgiLAY8HL2y5PGra4xVVPqY6fqsI9b6D2mHP6COKhrfEAWDDh7hurytoKEhwxPwNuCihiAMTT3Ere6wYIPTXorva6qLXUIreXx8h+P1ra7EJCrYSi+QBGyXdI9taqLzZ9RyxdH4lKPeASFc5QS6CO8VEk8mShJV4L2iJKZRUGMQqsXhaOIzZvEjFtEpRnTEk1cerMIHgd94nxBNEUjOkpJQQ9tamnbMIFuSBoWm5U562S3WeOixYMtUSC9I4gZZeeImMCiX6NUlk4sIuxjhmmEn9xaeNp9T5zMcv3dR20/imuy6xjV+ATDVjwmqfO+3kV3H3/g0kP7m8P7PHCcZafxPyDRN6fjSjT/Mj5Lvv/707/2ObZ4/h9tdljxf+NzVc77T/etc4N/99wJFAX/lPxD8pb8AaQb/3v8h8H/9D/yVT/yn4e2bzBcjjIl57WZnbUjv937PFsbfjt52hA8JrjlArzYRdKtpf/H/PmffrwC4d+Z5LLd5+MHiZw92jWtc4xrX+K/F7PJF3jvexGxc4qICOyl40X9AQ0MIktAOcfImT4/22BHPydWaRDish5iAahp2jj/gJf82dRwY1bAZn+GEJ3hBJRsa21kZvJQEFMusobU5wcZYDxtiwEZ0j2Fi8ckcFSoG4hB6X8cP3+1USQB4lKxJzRyuLvCpLOOoYKgcqS6Y9A8wucE6Q9ufQ3qKDJ5UN4ioJXJLFmtgscaGbjIYqpj7/ohRfE6bgk0s9qoCfV0pTOsp24zXJ59wI5niooJ1MqdUBcicTVlgowanDKsczrKW5/mUphlyKz6jtyiYHMeItkXkj0jCOU6cdUGdUtBGFQJPIQyTYs6t5l1EcPggUVKh9BSrKgKWFxYZm1VLbC1l0tDUI6zTFFFNGk34ldEOr/Z3iawkth0J4mWgjmtMKimtxjiBtTGDxjEIBQBlk+NVwAdJ3LQ0xrNWZ+C/jneeZvRtHpzc7gigyxjfREigSgLryPNs9BFWWvrFIwjPOR+XmLTAiJaEhu34DBkMfb0g3ywYjno4JEEE+FF3tIfVYoS1UXefEdjgEcExWjf0qpYuBUYQaUGsupZNBxiXdyHgPmbfP2GQfpctdYgLYHyMRYLyVJsfkqkSKSGvSrbdtJPD04KYkzaPGCwe4NQajyFODPd+6Qlt1KAzBzKwSo9Zb3yLOlrgVNfyBqASQxCSkayZuBKVPMX0n5PmjxipGZm2SCmwPiKITgml2oRGKmqREkclu/YRsg2AYbn9HmWbYqIl69EBm6IgEi1lHXPnxvu8MPiEIDwQsCgiGaGCYNf1aESFMr57b0Gw6x8xMT8kBM8wmrGTXdC2Ma0yFImmXKcEPFa1iMZAcCRtgRBd/g1thA0gpMf5FGE83lmcvmBn79fZkR/y2uAfd/k/scHrKWP7EEKLEOCaW1jT5bLVTc46KHqJQyAoraPqHzC6c0RIW1hV+PoM9GXH0wAIiRZL2qjAlSOUi4iLKxLTx8TyOV9x7zFQa0ormIaUO9E5vVARhERpiZaOwowYBcM2Db2oZp0saLSlMClNkzJzDXUoIEBcKaxwOAet7TJkW5FS9SwqsbSNYF0FepEh3zwh4LpcQNFyHkq0bIj1klF+xo39M+TOmhO1ZHH/AueOCXWG8xnC5cikIlFzLuMZF/ElPjsC4XnhxYq7L17g2s6q54GyTMALsuaUVj3C6Q9hHSO9xcRrYg0urRgtE4YrhadF4BDB87o03H6hZOOFmOP1BFcXqFWEi+asNt5mVNcM/C4jvcHOsOCl7Dmfb36dP8FfJFt+iFss2Y4/5KzcZ169SNsOcFYxUCs+s/EJw2jBpH/GcWZR6ZQ72QmpP2RtdzAqwuGRckoT1ozaJc4JjNOEIHlaamblJmu5wqkTMvnkagrjcXVMKANFG9PGS4QKeB9AgOkFdE8wriRBepAFJpojRVdisVQVcfAMZYlLV4i9v80tfoPtk2eslz281TQ+Ae8hNCTDd/joNctB2hIsSNcpIwOCu3VDEZVUWExPY6XjzuU5t4v38XvfgO2/g+r/AKtL5NUiQI3Hf/o17vLUpGy7c1gLmZoThxmj8oyq2KasEoL3uPQY2Spis2BabCC9JZIN8y11NbYhCBAycHp+i6LUNOOnmGRGMCOkCAz7N+j1V9RVTHmxzeOT2zxb3aeXL9i98Yjt6IJ7+pDgFcIKTOvorSKQS7yGVnUtpVI4hkGg8Cjh8MKhZIuTimbSQ2847mSHvBgdI/0leMvt+DUytUXjfyx48EHiHYRsjgyCSS2IE8XG4W0G0xudAld0eVsagwzgnUJjScMaaQTKSSICyVQzmo/Zaz3SOi63G9xwRfASS8y62qbWjjZpcern8zFek13XuMYvAKb8sb1wsJ9+etsHz1vH38BfmcRf2/nyzxwnHV8RZVe8kikcX9z/1U8f//7hT6fPOxc4OoZbN7ufd3YEN27AW291F21/9+/D+x/Av/O/FiRp4H/5v4Ky7OYcf/0/h7/wf/rdyK7vc3yyz0avszCGAPe/0vv5PgigtwnBG4JbQHd85Vc/qomF5wvPDAA3zjx2a8lf/vtf+x2Wy2tc4xrXuMa/GLZYsDV/l2rnETY/JnMVjc9ovCQEzWZ2m6w/Rq8foaczdvQUcLRygccRxZad1yw34s5+noZAotZIBBQZZpExiT8gCnNCEAShMXHAI/EesJ6J6OHwnAkDP6pzD9BvzxjWF/TjNXEUcFqyGD4gCACJdwm6lnyp/wlvFCXKFMR6xa38KdP1CB/NIF0ShMQKQ6kX7A4+INcX2ELjfYNxGm8iktaxmAjaiad8/YjiJUOi+pwsI2oitnjMRlVys7yE/iH3uE8kUvKQc3sl8TgaZTBBk61GjC4njFXL5gVsH3uEX2OrHqnt8Xr1ESp8zLlY0OqWID1SQMChheVu/xmvTn5IIOYzk0/o6xXBB7AJr+VLttQ5bStpkwsS/RSj5xRaMEz2gUBfC+7UBfu27SZZQmITyU78FCUEk2DRwH7dcitc4mxMY3JS0SIJRGLNa1+Zk8YtWXWA2f112lv/kGb72yS+JLcrkuAQIvD4fuCd2wIfoElmBNkS64KJ32bcdpOiJniMaWjjis3kKQN/AYCX3XldCCAI8maJ9ke48duIZoapgPQMGZ/SiozGa2bJJYWqWfuUEs2qVzPrX2JlQ3Cua6cMjipZE7mKgKT1KSoArkB7T+M8rfCgW6RweCyeGuk8+/UxdbRgsEoZVZ4krfC6RWVzhOyuORrpWCcLQn5KEAEVDKn/kLgM0Bo0Bf1FznAFQSlUNMdJictK1O4xQgWKqv8phyuFwUUNA/EIxBwfFpjd79KkU2Qc6LWaP736Ii/lc17WU3I1w6YtvWTeZZshMY8SVFXDlUopSIcNnoQD9qpD9tRzNA34q30PSHqX3LjxTZArrEkJylL1n3M6+Ai8oEuY64LQlegUbdXQYRW0rcAIi40vOqUJa4zvbM7OamQVMylXpNbx6uaUSO6yPhtSFVnX4Ol67G213NldYtKHJMO3+EOfWXEzNlBG4AJGF9S6s0QGoI0PqNMl6nbFRj4ljwswMUFEbCUzNpIlL/UfodKnfFhFtOKqgS1AFi3YlkeEaMjtjSU9UTMSLVLUWCROdOoRp1fMOMXZmMr0CDZG2AiPgyBoRcSz9a9SG03MlLhaMXFnvHjn77AenWN0TR2tKGRNqWqUdAzyKTeaC6KmIZVLbqaHCF/j6wyja17bmnLzxYbJ5Lt8/GrE6e2EIByxWDIYLrvWVO8JHq4S4mitZhAO2GnewQWH1zUgaOksy5JAr0gQfsks/xhBYKhXDPQSIcALge0/JuEdYn+AjkrOt3LiaUKUOO7u1sSNIbcOaVtwK2IMsrjA1Z3itTtUG4L33EqPyJISgJP5BqduSBAXKNdga0dT9/AiIqiGavSIqe8KF7zwuLjB4FmkKwam4f7hFjuLglFRkwwNUdriA2AEqAgpWsbxMZfJkov8lIuXwXyt4WuzExLvCHKO1dNPz3Hng2e8kD3hhl7QDs7Y9M+waoWrFUXhsEhmqsa0p0wWJ9wRzyjqJzx88JwL1ng6ZVIIoVugsTHzaUq9zjFZRjAx9V4Fr36LF4pfJ4qeIAg4VbPctiyiiKGeE6kWoSz4gNZrQvBoPCE4EPBKecL+XOF8CpcZyhV8dvQ9hqM3sRJ8NOPZvXPyO/f44njIS9ECRMQF2xQ2xptOAS1CQBAwWlInFj0+okkuEFqhZadYlnkN2pHomlg0KBegSKjONLpZsaEskdBY380te7pghMJcpe146bDCU8g+t5JD3ui9xb3kFL0SDNoDErMiImKgRwQZCFaDUVhiisWA3XXCbefZ9xmbo4io38fT6xYsxFXrrBf86GIgEl0rJsUYV465kx0TH44Yno7RdE2is3RNc2NKkCs+23tOL+10v1FbsSo2f67roWuy6xrX+AXA/oSyKxv/WNn1dP4RxU/kdf2B23/8Z47zI7JLXB2I2sIxTCbcH38WgOP1s5/K7To/B2Pg5s0fq66++Hl46x0oCs9f+Y8Dv/xL8OUvB/7N/yk0DXztq/DLv9T97t/5u/A3/h8/fu0AITzh6HifP/fL3cn0fKXI+j+dQ/az0Pcf49szAC6HFQHYWXse3f4cq0TiBGzNPe244ulqh7//9/3PHvAa17jGNa7xs5GuqFxAyBWOGjmvkR7qVuOlQ6uUABRqwTpSVGmFEIuuZUs44tx1q969MzaHBb3EYNQ5af+7aDyv9R6yk85IVZc9EgAfl52YRrY45SG4Llxb1QhhEbFE6i55XreG/TvPqV8ZML87oEovcKL5kWiZ1wcfMdZLtPDsxBWDdMFOekqq1oAgCEsIAhsCRxsfUA4+xOljeitFVCt8iPEmYa9oSFRntUM2RMCLwxE3tgqifM4ovmC0PsWIhpGCICwDuUMs+0QuMJydYkQgVj1G2U2kSxGLB2h/yiDUCDw+KLSxbC9rfuXsI+6JIwIShCEIS4JDRAWtWjHJpnztV95k88YMp7qJrAC0BC0tLyXv8Eb1T7ip/iF79/8qZ6NnLPMZkTcoV7ORFWRxg5GeIBUZsCUvGYsSETwqQJ56RoNAP17A0IAXDFjSH54TRGCwEVDBsnvzKTvxFl61qJkmvZSkzgGO4aYh228o00tQDZvpJSGNkEgyYrxXGBPwZk46+A3KjX8MfoX0JRCulF2gnCNrV2yL/5K98be4M3qnE1pY1Sms5DF7k2/henOe9I9prKYWgToyoBRGBpbRjHwq2BInKNVdQzg8QQru65rXLjVvnLzNaP8/5AdffsB62GClwQlL0Ve0A4VEEckU5STKGVK5oE5r4iEoUX/6/XVxBVs/gPFD0nBO6g/RzYLYlAw4I6pT4lZBPGOjJxjq22zm2/yZr/46r07eR2JwUYu7+wnrnQ8pb/4WE/sOcVUxlVMMCfduVOxsVwxcQs9ETOIIIQP7kxLRSmLdgGyBGcHWBOFRsiWpPXldoqxgIN/kpeJtpHMIHCEIhNWc3vW8/vpHvLhzyXb4JonsoiFuhZhN3RKCoPURfX9KHNZs9i5o1Yqjux77xvfw238fbv5jvIu4OX9MZGeI6DGrWEAQ9M56DErLjcmamxtT/rD8Pp8/fU5dCEx6SNN/RlANm+KQ+0VBPzMgoNcOCJVDXKzw9hLtKgIBkSy5/dIzJrccvRs1u19b8KWvfUxQEbLpk5pueynrLk4jnrOKFJWoaF3NwegYlRwwnjzBRRXgkcGTizWIrooAAqiS2gVWVmPjU6JmDiYiDD7q1KpC4BAYo5hFK6bUrG3LmJrQf4aX7oqA7BQpOE8ar8GULEXE5ZZEy4YNPWXaS4iF5ZXmKVKtsHhciCgHCkngKy//gDtbM6SswYcrkr879AkcaW558faSMPoAO3xKMCOoUyaXM6JQ4IVFyO+wsfgQGRyprDsVogCtLNvDd/FBIamR+Yq4yFAJDCZrhplBOkEApGmh94Ct/DkiCKQHZEAIRZ0uaXRndbTC0xiNW2q+FL/D3f5rbPRfZzvV2C6iq3OX2QwnPbWJUKGh1kust6xebJF3zmlVy2bSZzvZYOulkvFnzsFKgnAg4Q35t/lq+p/wZONDznsnBFEjcKgmsBkXEM3BC0QQ+PQLbCV3iURHzlsP3kuQHtIjdif/gCw+R8mWrRT29YCbNual0w/orRYItSJVJQO9Yqc8J6kc2lU47zEXm/TCjL5cMxgLBqbBi4CmU8t66QjKQFwShCeLCpTsiKhwpWpVrsH5CwQWlGV7ITFtwOZn3C4/ZNwssHF37lxFFU4FhBDccw/5ld4JdRT47OBDlAXXJngnuxxBF+PaAY3y5HHC9t0Wu/GML4y+wePBQ4JakaYOlIQQyCuBai1exEjdErxEKE8IHrFyDPwKmwVmWwIj7afWxo4M9yz1CittR2oFUN58mhVZSwl0c8HWJfRMxe5ScncGqlU4D1oWZOUptBG5aiB4vCiJ04Z9v0sjArUTiKCQSKTQRBh0CMRYrFx1ZQVyhd54n5DM+NWXvstrwwPG/ozgfto59Xvhmuy6xjV+AfhJG6OQPyae3j35NgBadvLPN3a/9jPH0blERgKlu121XXbE1ldu/zEAfHA/1cp40C3Cc/vWj8f40pcE8zn81b8G8wX8T/48/Dv/WygK+Nf/NfgL/0fJ//kvCO7d7X7///J/g2fPfoJwCgueH93gtZvdau03Dn5+VRdAevEmsu181eWgoo46C8be0bs86WfIAKPSEyTs33mXv/ZrHmuv1V3XuMY1rvEvi+bec8rdQBMZPBBMgCBw0rDcS9HRmjK5oEhmPHphSDtZkrqjbuKBQyVbWL3LNDomEZcI25JFC3bUmyTWI0WgloKguiBtrTw3+4/oiQVfWyy515thREkTzQm954Tskt5gyMZEc7+QZK3D5ZYQKfpGIvC4ZAYi0JM1N9JTerq40qCAUzVCGiahZKcackPuM9aXCPEBVlbY9IKoBikvEG5NoysGlWbvyQhpuup5MXiK7J1ya2/KZ17+GO/cj+00wdJbZiTGILxBOpDeIJwkDlPGsUQag3Q11nkIK/AlwlcYb/ECFIGBWpLTsDPosdvLEMBYBLaiwO3PLbj/8lOSYOlvlbzyuae8uFMhkilBW4JsCO2cG/1jXog/4M6N72GHLaInGCWGXlWj4kCceSYTRxIML+w9ZxTPkPEMJW2XH+PhRnXKpRoyn3RFMtKVOFETCJhkjVOWnk7p64zgIvpHMfFK06slNAk+CJbpkmn/gCw9IY8KnPDdZ6WhCCVWBBwgQyCSM2RYI0OFloa058A25E1JXtXsLA3D5ILbg4+5lRyA00gv2HFvsxGdYmSDxeOVwUcG4bvJmiVw2X+KYUGvbdGyxgWNUw1er9gWnk1VMI4+4vbOZ7md3KGIPWBQkcIP+zjVTc5up2+gXAEEtLCoYNDuxyoDKQX0ThHD5zD4hEg+JokvSNIVUdzrBPZO4cSKSK0Z97YJwGRiuTdaEkclSjr2Xj3n1v0V4fY3sdkMLSz9ds7Kp4SgGUQWEzcQ1ihXEmMZZi2bwyVf3HhMPypQ+ZzJbISvUoxwqKomrR15VUB0gYwuAQg+sOckmxbunvRRLKgGit4y5cvnK+61K17v5yRo8IIWixUSdElEjfQthVgCDqI5YvCAHgakYmDmGF2h84a49wwvEpxIaXyC1IHeZMnn3vgY8udAwG58nzB4TKRPiPSQz+/02Mu6PdgZQXAeWQaUPUO5C2JruDtsubnfIrUjxmNHA4rNPYaXkp3np4zbGdJ3djGLp4hXfNA7omxq2gIutseskkC2sYKd55ikwjlPvirQrcd5SSaX6HiKT07xyTl39gdMEkXkWzbGK15+bcXnfvkSKTSmHiEQ1MLTyE7RpOi+546ACZ1acKCnyHiJlR685Hg/ISjPemwpb9TcVtuMyEiTh1TxkmZgWW0J2r5lJEuksARKtFkx9h9zsvl95r2ujOGVV4/RNy55ZUvyq1VOXGyhK01WlYj196mjYwQNvbDq2vh8wNO1dwoBiVsRELg8EMsS75Y4UaCaih9PRwKjAvJ1iTcLjGxpsycg1khZ4tMLXHKJJBCnHiEsw7Cg5z5iEEpi3UMKj0Lg2whnE5SssdKyCjVrzllmT5jGZwjnCT3DJElIVPSpmsr7QISlR81++R77/tv49oTllbIxb6fIpkE1LZGadyHo0hMtc9z5BmPbEstuISOSLUQFPlqAaJGuoqVhnGfkiUZLT78oiEJNZGtqHeFVIJEN42qTtPLk/ozgZuSyZC9cMgwNqQu8tmfZ23JMho7hoEQkAq08Kij0WhJri7pShyJg5C0vFI7RHcvkvgXpGITH3G6/hb316/j8BG0N1iUMoznxwFCLFitbZPD4IMhkzUA/5Iu8T+Qt2BzfO+8swHUPbMtmT3BDKvr1EctwyGr4Q4r8jDhRJP0RIQj6skLITr0Yqc4ajfckpSbYBb3JlJ2sRfkG/AohPdZ2X5JSttS2YekvMU4gbM5Lv9ywFwT5uiQzGS8Ml0TJMZF8zpf836LHgpvtMXkBgZgNX5BrRyq7hSzVNAQatBKMy5itxRbTuEIqgdYrRHSJuCKopXTkumK/eoaIalAVIlqytXXK/bst/X7DcGv+c10PXZNd17jGLwBm3ck1xW8TQL13+iYCgfeePOrTT0Y/cxwhxJW660pmv+7Iri/t/+FPf+fdk299evvwKt/95s0fj/GVK6fk3/278NWvwLe+DT/8IfRy+F/8z+Av/iXPf/9/FPhDV+7IEDoyLISu/QUM86PPfmphrOIf2zJ/Hugnv4VsHoJP8WlXGb6WMVJ2KzFd81eXBfb6Z/4Jp+eKX/+Nf6GnuMY1rnGNa/wEpGw6dZEX7C5iMtudO0zsuT/v43vnNMNPGOglWtZAYHovQTNHuwLXl8Qb27RJYEf2EQjkWNLLGl4YfEDbm3OyfUk9foKULffUmtHkLb6s3+Nz4ZyhrHCssXqFSk/xqiLF09OwPQi8EhySlq3Kc6uQRE5fneUMOY6bwhHLluTKEtf4Zxgest+WfKX5Ir9kd3ktf0xgTdJUBAl5c3XCDR5tHbvrCr0+QHtLLBoQXQNUNjrGqwqfPLiyBkFkFA4QXJGDOIwqmcxTxqIgF023su6LrnHKCzwNMpaY3GGiip5eM4hm1FHBWJ+QRCsCEhE8e3XLRC25pU55obqgX3uUtsRaMc5ARZYAxLXCpBfcNGO2wxaLWxGbkaGXg1WCOOksHH0/YmAFE87JbadYQzcIPJGriN0CHSzCSmwMXlrGmyuSYYGUYHSXayaFBN9w/PITTm4vkU4yqc8QZkW4+iTKaNXRQVJ0i/p4yr7CkDB5oSFPDGagqQYxhMDW5pR+uiZXc2LnSHzLrnnC8mbFO3/wh6jP/DW0TrixMWEz+T7D9DFFVLKISogEMooRSHJZd+ocYQmyJTUR+3XGRB0gQs3r+Sfsq1MyvyIXpyglUGhkeknvxRN8X2FTjQ6eoWhIjO3Ub1iUuJKkXGXsEAJJ1ensEiJua8eG+A5BPEcPt0n720ivkA4S3dLLJKQaq69SJkRL/8YPKOOKTEgG6wyx8yaju3+HXJYM9IIQ1XgiVgNJkXqknDG0zxmrE5LK4YoCQmD/3iGv/fIJiAC5Ql1N1crhkLObOXvtEbkacnPva7T9PutRxJZ2RK4gtiWIQGQl46nitY8Vt+OYF+WIvmiJohn7LzxDR4E8HzNSWzR/Zhe5K5jIlj86GfHqxgPuJRdISfc3gmFaXQW0S4JqsF6BLBFqiaAhiIaevUR6SIwFqYmylt6V41DQAh7tAgiLCAX3Z57xQcyIQECDk6y3t6n7A17cPWKw/RjEihiLDL5TnWpoMwte0EQxXkmKYZ+0sQzSUzZlIF20xGVNvzQ4G6NDR2orLOAZ7Xg2d7cZhIav7Enuvtgd/3pxYNCD0a6m2dWEIDCqIMgGgUVKKLKKqD1D2AotHLNI4AIESlppyHxgy6yZrBdE1pKImjI9o+p1NnERVdz1QyQpIZsx0odE2YeIxLC7tckbow/YSl6ix+eZlBmKiO1lxEY1I1cpUg+B94ECEboMJKNr2mQG+RFOF2zND1ltwWojQXqPxJBaS1qWEBzaBaQ3yOBAWOowJ9gzRouWz7h3+GxySpDw2iqw6U6JN1ds3f6Ez2XfZpBUKBmDEIjogv/WFz5hFCKG+Ye8svc90uEzBvaQ+7NjssbidMH+2rMXFihvSaOcSLYEPI0q8QQi58hZkY0ETTwleBgvNYmVTMx9cj9kFEpu917ll6MvEq/3Ma5i4Bfsc0BAEKsKHR+yvfGIN3ZKZhsl/3xTIMSnKTBI7xHGEMocTYSi4bbvc1O+DCIggCY3OCEQQRI3JfMdT6sFL78YeO3WOXF/SZpYtLRkjSUuDUMN4krJGlSg7xucbNEqXB1DQfkaQiDKPkTGSwQSJQS3954zuV2xdbcgy65sflcascHCs2uO+Vx+wktJgU4u2Qgf01vOSOtL4v6MTJzR2AUH0RyH7GyhsqHRMy6TZxCtcInDC4WmUwGOSsHd5j4uyVDeMXAx2mimNxLWXxywsxlIRGDHe3amjt6ioI4v2b2TE7HLOC4ZLiJuRhGbvYzJ+G1u7vwDtuQ5aViR2QW6MIS1JQ6BJIKd6JRE1yTRBkLGeBzKCpSV9O2Q80Gg2nvGSh5xqmsC3WN4gXaeoB0uVkhlUKJgMh9we6jYeqn+ua6Hfj791zWucY1/IfyIlFLxT/PJb5/8FqFbn+DG4GeH0/8I6VhTz7qDYHs17hu7X0VcHRC/f/Sb/LnX/00Ajk4CcQybGz/efmtTsL0dOD+HL30B/vJf6e7/H/4PBH/zb8Pf/n8GNjfhv/ibcONGZ4V8fgj/718P/PE/9gyAz41uALCqBXfu/e7B9MFfYs3fI7iPQAxR0b+K5AvIk3fwZgNV3CHrPyExgZOoT+gvuD3tskci4VAukO0/59bWnL/5t8b86T/58wXgX+Ma17jGNX4agyqhSGfIYkTfWbIgWG7UTMdLhm0gDYA8oUxWJIOUW9uO+ScSHwlIPBc6Rg57bG32GdY50kCpSqLI0rvx65y9UeKrDI5X3HMR94cfcy/OqBYKv9mS2Ckj65lmY6JUkGtJrgK4QCYLXn3d8Szt7DRbNTiZI4NnODIMh46iipBWEoTHC8/gMyuMl3hRsuPmaGoitcIPa1Ag8QgaBAWBFYKU3kQiY5j0DNYdI6OiI0No8dGcVh+wPVL0sxnWOITvJsNOBHCGxJrOwsEQKxzIBi+h8mOGUpBmCVEvxtmWlYSYlqUOtPEa7y7piZLnE4+KUsRloFdaIn/E2MdgNFJYEiF5eZIysRWCFGUEe06ToRn4BHlHw2NNXFjacYJrDMq3xG4Lr07xvuVG/Xkkp1jRomWCk4bMVwzLPuN6yPoLgknZMpm0jHagfnvEbOkoxh5BzIvF++yaFUW2xUv1O4xURWALETyIwMh1LYNegkQikAgB89Qj5ZKbA8mBrAl4vLK4uItuHu0LlquAay3jkeXlwZKLnUCVzhlsvECcrRj4ijRaUgWBajvVVQjm08lnIKCUY5xI3FhSWuhLy178W2wsWvTGCNdLSMcVSwJSeEaDBhKg6CaO416fTRmTjI9J55J27bvJeoAYB9KQZD1u2owsOO7377MxGqDzFR+9ts1OFUioSbVh84UVG7sxKTCra8pMU2NJioLtzUs+3Fzz+cqT+QHR5MrOqVt80ilOkJKeVGShh9BztLCIViIjsGWBbxz5eMraAsIhEkleRHhhcBOFjROisCBPJ7g8oOIRonZksUNrT1A1QvQAD6JCBkPcNmhgZEFufUhze86ubWAeiBRMdwzNjYTNZ5Ckc+KJpbeqeO3ViAiDk5JmWBFqwTo/5Et/5JS6v0NaNqT2nL3+97hBRWYekRSGzFiM7q7fxmLN9vptXFiT7wrGE8HDpUOGiEm7QdyeMyoHJM2UIAzgORaO8XjBKL3Ato4gK0LwZKGg3dNE/Zzd53NmV2qVTAfu6ILcWIQXSC/RIqLPkKUH4a8yyhBk9oyk1yPtNXzuaM1L44jYrIj9gK9t7HA8fECpFLGC+8OaYCRC12izYLNfQy5pFzGiCqSqZqFi1lHCBgXOZ+zYCTPRkEiJiiWjzQDTFicN0hVs6H9OqvaJqz3i8DF7t9Y8fR/UwNEkM7Y2x/QokfbzCPmYJWdsree0/RW3J19kc3uMEt/i8sGAp3diIjfD6BXKQWo0l4OEkJ5ggkMEi3QShL9qb7SIEOjX4IVklgrKviBuG4ZpSxZZEv8j8lahnUMKT+0NSgicKElVS1zHWCEQtIyinH/lpY/5xoctkayQIiKxhlvlmoP1GFG23GprfFwwjipUcodGpTweem5NDVVkkSvBV7/whEnsmT0tOZ+2qLaGyQba3kFbQ55usJtlZPEtNu7nyHOPE55KWW4c9Jm1DWNxxh/5o2PGqeHwE8mWfwEdS1o/xQdPoFPpjS8H6N2AkoHMt2S2paHLjlxvNZzHCdvHCUEHXBooh5KdvsO6BDctkRUIDakTBFVjnCQJWxgKbqYGJydU5iEuaEJo+MKXTlk8SiiKith68v6CmJyx1yhhMN7RHziK2GCvlKY6ulpQUYbt9ILPRlvU+h7pICU7fp+o6VNIy61qRq0t68hiQ4Z0nkSeYrCkSYUYnlA3ljbeJe2lCGfoNR4xiInYRoUSKQM20djckRcNx7sTBg+glzt2t3qsn5+zGZbcuLWDpMGHksQNcM0lLu7Om01adrddjQyGyAjSqaT0LT0NrXhOGnK87CGzHFyBDAbhHTc2JHXT0jiPKBrOdMWQjLiJoOihNw3j+AlWDtlWPyQRFbq9xEWelJ8tGPkRrpVd17jGLwA/yuyKez/exc7Wh1yWp5/+/Pp/TTj9j5COdddO9RPjZlGP3X5XufjD0+98+rsnJ7C3y081JYYQMJ1wil/7z6DXg/EY/uCvBH7tPwv8sT8Kf/U/FEgJk3GX+QWdndG0b+NtxN6wWzH/6Djh5Rd/52t09ls0xZ/HtX+DEFZ49zam+t9hl/8uAUdtW1Z+yLjy6AA22mUwl0xCwzLtVl+2Vp733D2+uv9bfPgRfPzJtZXxGte4xjX+ZaClZNd5vhAt6atAGUuQa+r+miACwluS0hF84KV6g+15jESghKTsdbYv5QIT0ZCt6y4fS0j2Sk9fNby49GgFdzdLhrLiqyPFlrCkUc18ojH5DIEnT+GlbcFAC/r9rrVKUjBKTxjvlkjv2GwVvZ5D5T2E7p5XJfeYb98B7RCxRaiYrB8h8UjhEXi0lkxv5Zy9MCaVJ6TZIdAAAT3OiTKD0iW9SjHCsxcecCs8YGgKhKyQ1Lz64jO2X3qIC6dI1xJCF5grvScIT51bKlnhhSXre5KxRLhT+uMJyeYW7U6CTDSR0cRNxNhmWGExsmaYD7gpxujQorxFugg9cWQvPqXNPsTHcyZyh7G7RSRqFAtSKnadQUsJ2oPq7ElKe3Y2JMLV4C2RstjgyGyni1HE6NCgrEIZjb56D7ec50ZSs38vMNj2aG+QCnb7EXlikULyil50Cqpkjd2sGfemeDzKOKQQjG1ConsEAUM/om/7lFHJZZQTvCVvV6T0GMktBluQTCweh5b30CqgpEOJwI1UcUfAePUMdIHQkOuGIANxbXiBz3Nz1NIO3qJSFdJ6VGh4ZX/Jzust+X5Doj191/Ly/AluMkb3t3FZTptLMpWSJF3m3EwqjOyUXgM9QWlHKgVaggge4QPDUrJpNEoLlBKM1BY9J5m0KSpYqh3ZBXX3auLckwtPf9RdTCmfsOU2IQRaB2mTIbUjqw/5we2KaZrzRu+zKMCKQJAGufNdGDxn1G4SoYlSjYobhAtIOaKlZVYcIM0hm8kZQR4hEGgbyPQueeiTCMHdX/46L/zhJfs7Aa0EInh275f0fjlnQ1tI1iT5BTe+uCBRHqFapBWkG46bX/4+L4lnZE2ndOmPJP1eg84Mm2lguLS4TNDb7ILAhYDLQco8akn6R9zcnpJPxvhsiVsWRFXMZ/+Vc/7bf+JvIYYfM/GXCDyxhjjy5KoiDxfErtsvW+UQGDb0Dn2bErUJEsFwLZG2oZaeR5nlZLREtAsmSpNK6PkD4rJEFZaobhkDEyO4P4Z7A0GiHEE5rJDoqE8/3iRIiLxknFpuvrhm/9aCOzcu0MKjpEFGDbH2JDn0VUzam5OJBCk8MgS++ILjdr8j3FVokNYQhS/RS24gQgAseeUZLSJQARUkwnvyfkCqrpxCRS295phc1by8FOwnAeU7O7DCoWhJRMNkdQHSoYJHekfkLNo3JPaCpIX6hsX3Hdm2wvd66Dgl2XyVkTpg2NTcnW7SE/eQMqPezrmZnCKCRQTweFrpUS6QNFff3yB4+vKE6vZteonljT/U56XtV9ncbdnZW7E1NMSJIEsnRErR28xYfLbP5HaNVgLlA+XQkFRnbNhL7qRFZ8eWIG1ABYHwmpfmMbeYkmYr+jsxcQJmuMlpZijFlGX+iLR/jMCwdd9x4/MRNvFkJgAN0tTo4Bhlltu7OVnkyMc56S0L0pBHCVHb8qp9jNKQ9S2Klts+4VbZJxKBSCoQHovF+DXCr7uQMcCniqqvkd50QelBsLjpGAyfkdoGRGCQ1/Rcgtl8A7ObIbYCoTcidxm9yJEtdtChhwK2opTsKkgeHHFPcrKZoF8V3Nn4PF8dvkivqNiqBT3X0roaRwBtSVpJVkddqH20ImjJxv4+uYwRBCSeVNbsvzZjfKObqMnQEepBGLLslBGLToUYHPvjlrDpWQ0MKuoTbw9Ibm4Se0lGTdTbAjSIQNMDua3ojwWbQpBuBiaxIGkEg1HE9sCQyZoo1Gg9IRlOSMWaSC+6Nscsxu419PWM/iR0x9TGIPCYgaIeaeLMkvYAuv8T7Qzbfc9eTyEjg8aSpNDfDxA8wgtUnaPbCLNX4u8WRHFJbCsi45AatFz9XNdD12TXNa7x3zCCD4SrzPjkJ8Lpf3jWkVI/yuv6A3f+xM81XvoTY3jTed0BvnqrC7dftXMWdZffcHICe3s/vf0773ZZXQDOdVld/73/ruCv/NXuvv/5vy3Y3BT8uT8LH3wIm5uQxDCbwT/7zYaz9//Upz7/D47jnwq/DyFgm7+Bqf73CDEiSv43xPm/T9L7NXTy53H6XS5+dQ8XJKd5y49s7RP5Ih/dFhglmEfd53HvxPFUbPPJ8T5xHPh//b1rsusa17jGNf5lsHUnQQnH3c2abFIAjjzXvFDdQsgY25Ns7USkmzGpHbNtbyGCox8JcqWIXEI0rci8QISAE1BHktFLJZ/ZWSEC3LeGL+QR93YuUI0mja7sSsEjRGeBUwp6dWCSKKQAqcErS9zrHpMqECnBdjpitJ8AEA8keaboRxNu3o7ZuuM5G8YUkb7K8wAfpzRZwCSSe+Jl3tjT3P68I8o7ok6kCfFgC6m782fiLJurNZuJR0iPzs+5e/chk/QQrSqKPqwHEf1Wd4oiIfFacvRCj9lwiaQg73t6mwHTO0VQEW2m6BhsJohqRe9GzdZnp9wetIwmAgX0hGYiPLEXiOA4GEgeDSKUt4RQEelA5FO0uEMjHXHP0xskiNCyHGpi4xHeEeFIM4EMCUJ64thRUKOMQrYBYQy6dWijidsecSzpjR09PHtnnl4i+fjODnqkufGKY+dO4OV9Q4pjc0cw2hFUPYH7Ys7uS4rc9emvI4Ztw3BlujDxNEMEECqQSdnZ+ryEUDD0+wQl8EnMUsWIxoKHNLmBUBGRdPRKxcYyJvEwjhyD0Qu8/vqf4t7dF9huEm6OFLc3L7jfJoySOWMa3kgO6WVdPpjMPXsu41ajGZsVq1eG2EwjZESzvclmkjKJ+oSo088HAQMxQvoEaUt07RDCoyKBkhGRAgiI0CJ1oK/6vKwidhYR23WJ3HbEA0u6CUnuiBBMFoLISpKQIkUg0ZrI94jbCQMZs7XVcLQRc7m5w+vhFnd6fYSUCO35ssp4Nao6MjdItFKdpY/O7uRCQx0KWlmR1xLV+WvJsxStEsZ2k5fyTRg5dNSS4pGyy4Wd55A5AYlG+4R7aY+k3zK5sUN/0NkREQlRcg/JGiFASYFWgIN+5RlHHUEjvIN4RRTFIANt5IkSQ5ZWZJtDjMpRzZJA+P+w9+dht2VZWSf6G2POuZrdfO3p40SfEdknSSYJCEgigggIKqlU2V/1FpTXwq6oQm9hFWghoCV1r9RD6RVFKCmBkkKg6EFA0aRJyCQlScgmIiMz2hOn+5rdrLXmnKP+mGvv70TRGGBaz/3jG89zzvedffZee63ZrTXe+b7voG4i1175IvuXO3y9ZL+5gbeIOqVpMxemT9BXA9mX57lq1+F9wvlEXQkgOA7Yv7CLWcdaC1CqeUWKC4baMwSo9ZhBjOunLc1ayGKI1Ox2u+y1sHup41ZVc9S2NA/sc3G+w+SwZWdYc99kxf7FjocfvsWF+wtbKauQXvsGZlNhNh0QSdSuZ+JOC2gyF0JM1F1ipzIOmkgVhGl0GJmhgnXw7J0YfqX4BiYJ5quBaZgRVDAn3N5tqd4IDzihUk9rHZIyZHAy0HDERfcCFWuqPuFyxleRSQ2TFGm4w9XVB4nTwN0LjrsXKu5MLxAmF5m5Q2S6R7UWptaiCRrzXNk/YPeaJ8wdk0G4/xQkZxQrRvYI3mZcrh5klgOPveGQ+cEeoY5I7YE7PH59ySsenjG76PGyy5EI+ro7tHtl7UmacWGNsaZKPcFFKozpxUfZe+XnFM8wyTRZad0pPne4VOFkBB4MJB5zOEnMLr2Io8Okx8RxcuUKNx69hNNM3a1RMQ72HTviqDByFsysmJhbIKQPc/8F4frhm7hlwjpCCNCmjtw60OK6rmSiX3Lr0pq+UZRMOxXqkNnPmcaMV6bHub+bs26U/aHl0lK5+KKhd1rCEFFxrGYVtc65GPfxXaZplboZ0HxM6FeghpOEeePDl3d4dnfKhy5N8d7Iktg7HpisKuarBRZukPOA0zXYmsqf4H2i3n2a3Tfdpp937CWjdoHJ4VWa+phhegFXJ5IOuAROI4/Mj/hjr+x59P6xEi6FGbu6CHkjJXZWKlDudlTSFSBfwdeR6kKmyhPmcsgj9Wu5dDEzXyTakylVvMx+OmQQ49ak4XQyYzUFtR4lcXjRc3nqmfrEfQ8fMd01mt1iHtnME3hPa4LVnqwdljp8UFwlzK8bbeVH8DExueCYXYpk7oCNhUMkgS55xeFNHrjWMesjPguVg+BenozxHOw6j/P4KMe95vTtYdj+/ksv/AyC4rUC4A1XPvFlHe9esAsgrsvx3/rw521f+5UX3wnACy/8WrDrf/tOY3zexyisrgfuN/7lj8Of+GPC5UsFvPr8zxNyhkcfgXHzh3/0zW/lzgc+Y1tK+0M3A9eult9z+jDd4j8n9v+YIj14jqH7KrrTP0i//GJy+gDutue42gHgeFoQ+CjQXbzIu155gQ9cCnSpJDgPPp+ZX32KX7r5RmbtwA/9MKxW54DXeZzHeZzHbzV83VDnNZWdYERqt+Zw1nN1aNkjM40D05ly+cqEyntUjMves7c/ZeLm+FSBgcePCXVG1Nh7/IRdvcus69lbr6kHx0OXR68RA9QIbaRxHZOhx7WGXPSczlzZnVZlfvgot90V2rWjqpVQwSzX7K883lW4uuyL16uMDg6VTHQ1836fXYx21VB3nm4qeDKNBS7PL+Hd/eze9zCoUe9kXJVwFUiGkOD6YYtcnHK6X3Mw73hT1TOXSN/ss9irmGjLxZ3LhGpG7ZVrQ8XFw447l2vSTgAcYsaOW+KnEV+DeKOaCfNDY3Yd6p3EhP0CBAmIQjvz7F4KkCv8Slgg3DyIXF8umLslszRDpEIoTJq6vkR7sMelZDz+AjTrAd9F3FAARBEBEfpQZIY+wKR1qE4gTJC6oWp3cN6gXY3AYzl4P6nYO0i4wfFAvebNzYs8eEXwlVGFjGZjsmrZXV/jgdsP8ZrbD9KsD2jclKbdodJSQdK1Sj0DbxXNUhAJJOdY+UAXPaEqxtkYtO0lfO1Qy7hBePO1Ax58zaIUJbgw5/ZsyrUrj1JPWyQkJtOa6Vy5ME1cm/YsZZcXdqccT+do1TCtKpY7NZevRapKmMqcnfY+2qanmQyczDydOkw8TTJ6AlkEFx2Yo907xDc7aBBUM8gSEUWBj9k9otp/mtX1E+7/HS0PPz4hZUW0wdwJyk2aUWLp1LBZDUEILUwq4cLlPXbsIsYJLjU8Jh/Pm171KA8eXuaR+X3c316gkkxIStXOUSlzIniI5qjmgkvC09M9lg8fMH0kMbsiBA8+OQ7ideqrD6KVwtBx3Qy/Y4gUmZZk43C5Q7u+guUd9q9f44HdQyqJgGFq5FwKBfX7AVplcgv2byWmx5ELTrkwwH3Vmt3ZdVxVoTicAeuK1aTitFLWXsBgelAzmVc4G1BNtGFN3ZTk0ltkd1WAbyGzIxXTycPsXGmpZ1oqAIpiqaLJj0F3gZAi07qjWQuSGjQ7hsrTtytOdyas5y1qwuCFa7NrXD15gHY5gQyTYV7WPicMVpPUceWhhqv+sICyUkCAjHDUVsQLcDwc4HJCuxU7VcfUF0AFjCSKT5lr2uE0IQYaI8FyYdPkzHylSAdPX5kiLTir8bmizTsFbhBY7XmqVOSBceaZ7QtIKfJRaUfVLMl1w0OrNfPjE+YTwAu+FS7uP0Z9cJUdafFV4EQcVdWyc9+j5KDcnQaq+jK7ux7NPVODaa1IO6Vu58yi5+HsOciZehlxXWKqB0y4xEz3mVa7OFW02mxiG8KKVqDyUKtDU0vSxEm1xDlDa6gmidaOabtbmGamF59nTxfshl0OgjBtHmLGpICSo/cfFBu6SiY0eYeqF3ycUNUHEBekOzN89wYedG/ER+OFh/YZXKbZUWYXGy5e8OykBTGv6PMCZ5nWZ/YPbzEJtzh0nuPlBZ6KO9g0UFsq7dgIoTlkR2ZFTvqoK/e0ShE15hZxwH6u2W92+IT2VVy+1jBtZuz1sHtXYOHxiw4NYF5pcsv+UWLnRkOf4C7CoEZ0MGuBiad3nhqI16boCD65nJgfwsE1ZV4lZqFjtl82cEQ7mtmS+w+PefPuHrfu96T7jqm9cV+7y32TE/yuEKsdqnZOq5EJkYcOhNdcVQ6zFrN+l3DOmMUOrRLVtID/OSdWAdZzz2qS6SsApZlM2O2mNPkiu8vX4HLNfDcy2U84rtH6x5k3gecv1jx5ZZ/OOWLI6MShZKZVoHWCqweGix1320DnFPUD1R7YBFJWjquaKEa0nnaitLsO0cyvhDmqUiobizA9TLT3ZdbTgN/P7FyAnWbBpekd9juPxuIbLb5nqqcv73not/oAdR7ncR6/ecR7wK56fjbF3v38T2NkYu6Zhh1q376s41Vzhzi2bLFhmQmt4zWX3rx9zy/feAdvvPS7uXUbrlw+Y169cMP4yX9VkpA3vxl+/ufhoQfhf/gf4cEH4D/9wrPvue+a8PFvMZ56quyKAOTlRRiKP8d6EG4vHfv7kNOT9Mu/AqyBCVX7NaAzLD+LpQ+Q8wfI8RfhcGD1/gkYrKZL6OHmXPmbn/Y97HYt1y4FXvt8aaNrdxKL16/5xKv/irc/91YAfvRfGp/3uefeXedxHudxHr+VqLqMOqisx8cdZsOUZt3hs2FVT6haXAV+UAYcEuBRe4xw6xhyIloBnFzlsFNBRBDNLFxmr1rzmDyEnd6m6u7gdoS6WWA5U7UTmlkiRIjOCE1mtj4g6G1kMALKID2pm1N3x0goW/2ell3dJ88qfCdIFqrBUdkjmDyFuBlDgJ35BJcSg9XsyWUa7+jigK+UvJiifoF71T5+T9DbxvIZAYvM3S73ieM0Z5xPzFZr8oFQNzuk9Scw6V7EywmSocbjnTDXK9xsP8LsKvibsyJtRLn+kMfFCDhMwLfK9GIm5wDd/cx3Hd3JnBMrfjnN2lGxS9QFJsZ0Dbfn8NpLHdZ19OsBcTWTaUY6cB4mh4E6RvaPHR7B5ZqwTqCQEaSC2R4MfSa0Fe7I0WgogFkobJ9qNzGoFLBBhq1TczytmThlksHPI64b2Fs39KpYMkI/Ye/mKYQ9ZGePu5M1VxcJP0lYHtAK1uqZxIg3isRLC7DnKmj6ARUjqVC5YiDa716hHzqmRxX3PzLnw36X0HtS43FdgHiAmACKn1ZQBdyJ4VS5smqZGByNe19Vq5y+/hK7fijSWzyt7NBMlaw9YQAzhwBqGVneplPHaHuP2Aw0IRwjuqmYnfA4dq3j+DJMFjW7dz4GXTxJ6ByWEvv1jKbu8AdLlus5KxXUQcRxnBtCnrLX7XE1Taj6G1RDy6X6kHDnOtX+8yjGMgRmQ43zCT8xchMIbpdsRqgmHB4K2ikW9sjXBlz1AhbBN4JzRnVgcDTB+8IUbBQGiWSXCA2wEKqksO4hr5leisikYi2F8agBBjtl0CmBTEzF/t6AdfLknZb90xMGN+BMqd0j7EbHYB9mZRUuGAuvSBvJp5n16mGqox3m8YP8jgcWTO8qs3mgH0B7o45C741QZUxrXHeJq+4B7uqLOA9ZBTIwGJIb2nVifqq4dcbLDpKtwC97gdrAUySAp7M59VBTAy9WDZeHC+iww9w5unybEEHM2Jer+HzIc/IBojNaySiZk8qR657VEn6s3ePShYortSOsr7Gio7NEc/yxZHsCO3kRGoNcgPeNhfhmPtW9orsQ/KQAvMnKNY31Mp4/3KdJgpogXljOGyb1ChkyE7vGiw8+x15zwPymp80BdZmj4Ig7gZ0M6fWfxcP6QQ4Xd1lPp+zmOa5WZhcq2l3IqxpfQZiC90bQ8dRMcJWMbL2MJxN0D2SBqBG84oLnpDqkXjxGkBOcwczWXDn1iIFDEUJhkJIwS/gWiJl6rKbYTCNX8l1m3YRgHkmZB9pPZLp+hqX9IlWbaQ8OCLd7ugi1M15hl9l9xVN0zz/CdCdg7REf9i217LNzS7jiLvB01XAy9UgfEfPkIdNYh0liOZzgcub6gaKzFT7D2gKrBL5X5knR4ECU7AMH1Q7V9ALvv/E0ec+jd8ENFeEkwlRoZoF8WuMd7KwusTN5He2rfxp10HQKaw+T0p8iUGVPlTPilBuupVoadw6nLE4d+xKpDi4SbcWVm8KN/Ug7rRAzxIxXf+IEt1Rm6x3SpMaGF3CNMdWB0CR0tUYbz3wG02VPnoRyXm1P7xNOoAl77K5vE2dwMoWnDiZcuRNxWdA6MZ8KwTesuoQLxWNMXIeacrxbE6IQpg5d7FLnQJZSgKJ++g75IJNThpMGJwWYDk65PQlcve1pVivUFkx3KqqUcSaEoKQGbtkUYwopsWsz7k5muJWSVPEmnFQV3V5kR4SV9zSMvowNVP4EFAbLrA8rXKrom4H9+xzXfGRIR7jeY5IxDK2GscDIvz/OmV3ncR4f5RhWaft7mJQp1sUVH7rzqwDEPHDf7iMv+3iiY0XG8cY6LMvxg6uYVcWc790v/Awv3Cj/fy+z6x/8Q8MM3vLmInGczeB97y+lyf/mVwh1/VIg6XM/W3jhRqngmLPxiY+W0stm8KGbnv09AU7pV18+fiIT2v8G9a9E9T6cfwu+/iM4/8lgR7gXO7oPKanfIc86DHhm3/H7n/g4juoV73gssH80GpkuE0d7mX/7/KdSuw6Af/xNL7uZzuM8zuM8zmOMycpoWsE7Zf/2g1RxyjIodY7ULhOGRFs7Luw3NLWU6mwzIY7G0poVy8bCtWRrqFODBniynfPsdAfPlFYmTHPD/rCPd4r5GfPL16hkhkwEcYJLATXP1F1G2iIRdJQd/iUeKsXXQp12CanCiVGvD5itpziboIMymz2KOjAnWCNotSRIwLfQzIwmFimDCJivSPNrPIPndGfC6aFncAJhykF1H5Po8bWjCpH59ZrJfS1VPmGKgSXEDA/4LPgKdg9bGKVF5A7JDumvloS2z2j2RBEWsylYg0hD8HNCJYhCLcYkByxBcjVYpk6Jw6BMRv8nn4wgOwQFza5UvYtWLLsSTFKLWl2qUwkkgePkqJJycFQXwCkobQj4aUJH2Y4Uqg9iim83LGlDq8iFB6BtjLrOeLlA219k1re0aRcdaoJN8DLlejrgINeE3QoXwA9rNI6l4ZNDhik7F/aZ+oGJn0A9Z+92AssoHl8J1URo9gzJQtsfEuwVuLuGm65xQRB3gVVbY1YqT/fVJU65isiEkPc4XM5p1y1YxplDBPYuBtppYbkJQiMtIcDajGo9Z7rebCYKLq3RbgV5AAkYwhqHeqGaKu7apDCexFiEBrFIoy3aZfwqlEprKjifCdNEVXfUMeFRHL6Y3Xf7aKxwq8zsZI1Tw3drDk3pm0OQPUJTEetAjA4ZOnDKehKw0BJcQ+s/lpo3M9tLiM80OO64y2QUEcHXoCLoxGFZqGalUqI68AdLfA07uWb31LNS4Xj6Ck7dAwSb0LY7aCXY/gM89+D9mCSyFGZVbWWw3Gp3eW6+Q5UUl40ohssVLikueVK8ykIC5FJBL8aG4/4KR6vH8flhLuQd9ttHOLHHWNEi4vB2gHc1wYywFvzRjAvxdbyi/iyaYcaAo0fpmopq12Nxl92j67g0IOrYM89+J2TJNHPHZO6YTB21F6pO8TExOxBOcoUoINC7PWLwVAIiu8yH6zy9G3ji4iW8Gd7WDMGYLpfcWQSeqA85ujzjjp9T3665/kJLE6eQaiZhxnRXgQazKZoGnBeaHQempcqjCTsLoYqZqlugZgxOGZzDMC6eTph0CiaEymEq1FXFPL2BNH+AS/OHqAehYZ/Z7CGwwzJyc6LJkWltHMolYuUYpMi/XK04FA2Gc4JkQwVMjJnbx9m4jjtlf7jKXnqA4CuCn4EW1uWsGQhzoR8e4AV2QDxqRibgnbJIDyPqyQM0RxN8NHK+gHGA4lFnpKCEHJntGDvtHoEWHTI+Lpmo4k1xtTHzh/j2ABQaQHPCu12cNoRKmMwGBlWyCk1ODE3NNfNMomfBfmlrMYIqEgequbBz6JlPhINHZsyvebwvaFS1dkzXDm81FdWW0XdSB6brgFpBIcUEyQmXlDpc5fr+A1gy6rvPENY9dy5cIFSCJiAJrjvL7TbHVJoCrCu0UZjOoE27XIiXqF1R8RweX+Lh26/g0mHgcK9iGRv61mP5Kn51HzlV3K1DYen2EYuZqlKOxeFcpK4Ep2Uu1i4gLoMuqPtjgiSyOlwE8QlM8U5Qn0mLCrfsUS9MLwbUlZtk63epZ4q6SJgKogZqRea6WlPdWZb7f7l9IL0Rk7B/MmPezai6JS6d4vyciobnmilraxCUndWU/dU+Pfs8efUC3SRQyw6V1JhAVHBVRqY1uZ1x0u3hVgVu9ww4cchRRZ0CvgLfwGzpuX5L2VkolVc0GyKR+kB5/pHDl/U8dA52ncd5fJRjdXPY/h4mZVH94O1f3paghZdvTr+Je6WMw+LsOA/tvwqAJ269h+efL69duVx+3ryZ+ZEfhaYpm03PPwdf+7eE7/8e4Tu/Q3jkkV/LmPqUT4bZFJyDlISPe+hMD/2hmxWXL8Ow/p/BbgMD6j8N5196LbH/bob11+LWV9j7P26weLrBjg8JrjzYn/qWv/gr7+czPnKLdWtMbU1UmMZEdqD7t+hSwftfvAn/67dlzuM8zuM8zuPlh2bHzC7g5FVMj+e065p6gNAKkx5cymgGFxXJSnu7o7k9kHIxeU4oQ39YZIxWskh1MOuUdu1wvvgAqTrqGrCKU6Ysm4p64hAnaBAkZXbvTKjCBFdpkS22IAhJhC44ondM+kv4YYY/zrAIiAbMwMWG3jwKaMo4S1TVAI1jqAN5L1BVCYZcxDLi6MVRDYGQK6q9Kavak9VR5TkVihOYNAPz+br45vgFTRtpGyNoKobqvoB13hSfirFRVGHtK5wECGBRaFZX8MtLRLtIgckcZIf3ymQXZrsOXyvtfkV7UMPo0DQ9DqRFBZQkQySjriQeheFUZJ+jogqAetg/+4dB1V+lTp7Q1agKihAVshWgMg9Gbfvs9hfQhdLc9Ngzc4Z0gKmST6/i4gVIFSHt0rLPxD2EDxO8d2jsaCSzP5lQs4/rCtimlnAIzg7I7T5ea3ZSBUnYWexQxUlhmHnDnNJXnv5KRRApyRMJxeM0o7ED9cTg2OzoJSfEtIevHmY+fwhvFYpnfjyhTTOCtsz6mtAJVZzgcLhKqHc8kbJB6HNGtbDSyXEUEZXjRxJpNKhWFbppzdB6cJlMTR2LZK0e9tGkZEAcNA/OuDupSKcRWXU0acKs2yGLINmhOWCqeMvE4OnbikDEZ2NiF3GrmtnRGslnstKqUdQrwhQNQNdi6TopgLiKHKesCfhGCU3xwbE4p7s7pT9NTNalAndoM4nAA/0F7u8uM7RXSF5YW0+vRXpkyTg+7dDmU0k796MyhdOanecvEZ3y2OkO85OeRAFyjqPgvdD6RDPs4vMumj0JqIcaUg0ogznyGib945xeeZRbzQHNsAPsgpX1RcRwEfLylHpxG1cLTV+AypQayB64hlvOqJLSzDyCY1dH0MoVKep+ushufghvwiwPTNKa9o5ncidBMtQrmgxvhY1CqlnHyHx9wJXlA9TxDdjQATU73T7+9AIX706Z3MrooiNZBttn0mVYnxKC4riOc7tAg1CYhaEt/aFO2R0cr3juOqEzJA1UfSb0fRkXlXC5r7i2mrMnE+aTGj3usQGms+u0OiGGCTvrOXMamiaiBjENuJQwDvAJ2rJoFgBC4HjekA+U/Vmi2Ss+XEgBcOZpn71hWgBvPKYNThz1cIj2LWoZHzsmucdXyqSfUx1FFnWNJuhefAV6ckjCkdWTrYzXK0evQOwxkuwQq318ZYgYPiWcAzf6wKlB8ErthMOrV7eeWSfqifMaV5V2o3+UIIfkIcOLc/xQmG9CppEpV5cXuXjsGTpXLhrBeVh4h00Dk4OKnKBt38Ds8CKT+T4hzxEgiWJF7Y0LkLxy3HpWhxPqwY2yOUOGJfNTwTPDyNQuopLxizUh1BxWh0zWvlTxHcEul6ty3CFSrXbwcTbO59IGwSuSjP07Sr0KXLl1QEiJea3sXfTclIe520/pXI0mZcF9nFpFpw4nNWotfa5ZOSHZlbL4AAy7uNyiXrBsqILzxZ0rrzJaw1IvMTRTTl3DoEV2jxi+kXH8CCaCSQEkUcMAzcbhrRNkiEhMHGngxAdEJ+S1ZxFnzE5KDmejLBkZUDI73UVCf4E2XWQ67FJFaLvA3i3PbV+jwfDBU6cZ68rT7XqyKxsUmvZpFruAMKnaAsamjI8HOG3wbaIJDjW47AJVC/Vc6U8y/rBmeVi/vOehl/Wu8ziP83jZcfrCGdjl2zLF3n/zFwGQccp98gO/97d0zGY/bJ9xu6O4ff3jrhW532I45kNPLwC4OjK7vvwrCiNrdxd+/hfgr36Z8DFvEHZ2ygPMrxd1LfzuT4d3vAN+55tvsTspzDAR+PAtz6d+ys+T448hcg0IhPqLgGJUn9NT9MsvJ3bfAHIVObnD3d91gdM84VauuXKcRllBYH3nJ/iDPwJf9MMLnvmEZ1l5pR4fAP/Mp/9N/sirvhE3utl/w9+H973/HPA6j/M4j/N4uaE4qCbY2hc20QDN4PA+jw/6xd9HFhVh0RDSBPr1NqHSrGj2tIuiyNEc8DHQnExZ2SG9cyQUyQ5LQu4v4laBulNcD1oV1kkTE6RipK1BESfYtCZIccYRE/wwR0zJFlhnJQmAxygZ1LFNqFYRHzPNMhNzQLOjiQ1uldgZBuJCWdCSEHYWDZN1xOeBSgvYFGJDWB9y0F2j8p7pZM7OzpIbNx2iiaqNOJRq3eP7FYogMbP3VMBCRWgheceyqghTD1WR3GGKWqDtrwEPgghpFcgGrlW8AxcEP/Wwbtmon0KtmEHu92hbxXvhzt4+S5kyDFNy9jhmmPly688ZcmJroGngfYW6gKaEKKxD4G7VkCzQ9xWc1jitmSwy9bOe6dM1x3f3SbcfJnId0wq1gAaHiuBUcBmqeTPKoSLqoW0VpwJkxDKIUM8ECYKJ4l3ZtQ/r20zuPIeYERoItZBdxeAnmF2k6Q9LcjZcpI1X0Gik02PyMBBVEYR+6kvCm5RQOWrfIEnRVNEMM3yuCVXFbKg4eCqgI4NF8kC6dZN2scSnCs0en8smoVhmUGVwStaR/pMjYuV5LFOkXgasQ03AmO8LEhRRRxKhR4nThlN2iMsWzR7J/fj5Mg4AzIRm2TNbCxHPgODThIk73PZd1S2KCbx4Qj8pzApRjvuKk3XLreN9VnmX6BwRJVtVKo9VQBZsmJGHPcgVVQfewS0/ZdXMES84cXhpCJXicsfR6pgImCo6BAZLFEFxIpsSRZn2e8z7Hfb6QzRPcRpQVfIq4fqBelWaTcVQMzBh7RwZw557gqHL1NN9aHX7nBekJVldGDCpgMBrcRgRXylh6MozsSmSJiyToic97e1j6jgBCWQH3iDttZxO5oTekZzDeYfzhq8S1VEDBp0qa3FUo6+tWEnw3fKU6TDlIF8qi1lKDNUhkh3NesrhyWXqEJgsK0xKZfJmsDLfhoQCIh6xgJhDJaB5n5YJTVB22KUeNkxCY3KyoO0yLna4IMzWc6pUcWi7THML0UixJsx20Ua5tH4QyZdQFdo2ctQbfnEHFxOmQtIGdYJ6ocAVBYx0Jx0XbgaCd4R6H3Jb5N931jgMES1AiRMkAKkjr2+jfUYEshhucYCPM/Iw5Z3ukBemc3KqCDGhWvomoUSEvbsO61ckdXgJqBvlmiaE3tEI+GB4VTR3KELNAd3M49YRGaoir6430IOgIsTOM6QdprFCvbK+PkXnO8zWStNnZFiTs3Bys6NfL0kIp8M1hqOa9WKPxY0es+K9UjeKZWWa52ge2W3eEfDMVpnLOx/PVX+JJjZlLUOpsttWrRRApTD2gs1o44SaFlB8mhQmZJpieWTOGtjC00UrtgGtECeO2TBDs3L55iGHd2t8H2nqmroS9vpL6FDGZsTjyMwWjsE8ySakMGXSP8QrX3wtbZ8wHf0iGY3nUyLH0ecrgw4VB92ricOnMPgaQ1Cm3A0t3ZhzajNqWwWcQvTluWCIZVmq+nI+mjPaJXy/zx1/gZVzdINw3LQMKng8ouV+kfsOocLFKXU/R7IVwNOMaij3073Twm4TASUgTsjeGNSRNSOq1HEfMWX/4BAfZsT+kKVrya6lax1SFcCywhBvDN5Rv+p3EXc++WU/D517dp3HeXyUo7s7loQNoK4stu+79W7CaEw/5IHXX/kdv6VjNvtnU3V15wxM+4QHPpN/8s6/DcCvPnUb7yccHsK/+6XML/0SgNF3wtf8LeFTPunleV999u8Vvvt7jdfffwvYLRsqwEduOz7j0/4RMMPsaZBLdMsvB47AjoAzEA47wcIpi2GCYvz8azreelIeQO5b3uXJ7gEO/R3yjX3eN9lljWduPWHI3J44Pv7iO6ln384/eccfAeDPfwl827cah4fn/l3ncR7ncR7/vvCpggw9kSiCl1JpbaoXiDERaEjrgCwmVGsPKSEpbuXyrjsl1k0xpkZwKO2wSzfUeIv06plkpVdHTm1hVWTDSY2jxbSwgqfHC/yqQ7yM4FaF0uCOBybtjLxuqKMHFTLCAo8noQYZI4qiWYhSpA5mhqytVLKznkEdagMwxVlNZoWiYB6yx8sO3lb4XEGumOUJk6MpQ7PPi8vbxNOrnFjCWFIzw1szpgeevr9FN3NornCOkSlQdtKPfUWTRlseAcRKpcn1iqEb6L2w3puTGL168hRNe6gdl23m0XuL3JbEtIGhfwAZlpA27TSyoNKA9mt0WIMFsg3oagfcugAlljAUEUedanIeyBnqOKG2Q6y7hd7YJVpGV9dY5kydDlhPSrs7HGA0XSS7DOkAkRqVnkGFwRxJRmP8GLHalyQPwQYP/gpNlyAnprefhipApRAEWd3F50RLhXYNOQxka/HUkANDFkJyEAcGr2yqbToDgmADSCzPFoFAlJKMBueYLfZLv9Lh48CwqqnWL4zsMYUtm77s2GVfEWJgI0ZKTDEbUJcxp0jMmAiuFsJMkSVorMuTTQqEvsXXDXloYehKVcPsSHh6czgKgCkK1TDFW8Wx26GycW5tJtfIwiFFzCU6gQrFhimSauKqZ8ddxqcXyWbkNKF3famoZwrLNRYdCWG2uMxy5zat7UPyiDslIzhVHAdI7gl3biHDAOawYc301glhGBArUqVBheY4UfWZaRQ01+TsCEvDBodza/II5pGN0EWIvmT7fU8cMl17SO0G1B0XED0O0NQFJNWAxposgseVedotkZyRTZuYobEG69G14GxOmGUqn3BDy55zaL+kInHqa8QqJigkmN44RKqKwcnWKsvllhDB1mskKzuLGaE7xmsi5sSkH5gfv4jJwAX/AK5WfD/FhsRingsbrV9jMSKyC3gsD6CKWEAztAvFXKbNLVWcYbxYwCXLhRm4OiW4mmY1sKp6+iag6grWur5C1ezi3DFGQi2Qsse6IyydwqRU/yts0bJBQYZJnKHdlFztUJ9+mPa04pp7JU5Pi6SyF1IyBoWsDnUekuGjR2NPIhfprzlcHBDdJYsySKZ58ZT3z/cQC8xqwzklm5AFJAd8rFhlUBkQy9TrPbDCDIq9L+zJlHHeIV1EveK7hDMl9B56GEJDzIlwMpA8RBHC+oCsEbVbJITklEoq5qvCbsvJ0y9aThY9mgLaepYpoQli8BxbYGICKeIqWOuESfajb1nGpQrUsRsPqPdO6DuHpTyuNTJK6xNVZ1iVCzIioOZphwkhDeAysujwgyd58N2KSAF2XRxGtqZC7NFJokkz8qBM8pyKGUN1Axf2SH1HWB2TmzLuB4R1VqpBiVWml8Ji9sDBCyu6qRJRLEbSsCrr4LEj6YrsQZaBwxcmNDsH3D2pkS6BRLJBxjOow4uVtdBsZJ8pGg1ZLVnUEyTXzHpHnUq1RjAqa9EsmGWyeZr+Ap0TfA5lkws3ZnyCmaeKU4QF5np8X7z4qk4IMZTvFgqDVYTkO05syazfRbOh6ym1KrQZTics/IxeSjXj50JLkB6tlDYrXSPcVo+gvFgfYL17Wc9D58yu8ziPj3LEddm9q3fOAKr333w3qo5kiXm1i9OXN0E30d4jY+xPznTjD48yRoAPfuSEy5cKgv5X/1o5h2t7kS/7PTd4IB+T+pfHjnrta+D+++FApkBZH49Xyus+5u3szp8ETik72j3YE0XSKBPEvQ7f/FfUs++m8d/I/j9/hif++X0A/NLrl0z6Ur7++t01tUZeO3ue5y8FHv2wMKTSHo/eiNxpyw7NK9uf4tEHS8K0WsNf/lIjxvPqjOdxHudxHv++kJQJQ4frjV4bxBSlIqx6KqtxeJYvNjhXJCI6pPGxfzRfxtChKwhP2U8evU4El42mK8KwhGDdPjm1RBwmjjrus7IZmibE4XlYLbGYMVPIFSXZF6peaDqPSVnXoxTFizOPj+BiV8CHYSCPhvkgRc4YF9trreoJPZ6cI1iRRiFCwpGo2Vk/ULyHcsv8rkeXPamPuONr6KqH2z3rvuyHEzOCI1sAhCxKDWhXpHt1Eu7WMzo9uycLxcA/ZytFaEToTVkAfWrxp1OS7rKuAxo84pT+pObm0QxyJq+XmBl1vICoQxCUQBULwlYPoLkaiUGlH2QQYl+S+xXKMQGXK3y3xkYgzaeApIziaBZXaI+nuOixIbAwR2+Qlku6uENGcVlwllnJhJQrzDKCoqn4KuURmPB9T7UWLJXKdp14XE6IjRteObFaG4uFkVOHWST1HTFmcqfkrgOLpGxo8lRdRFdL+vWyjNUIinKqFQsLhfljjowHU2I/Ze/0sKBKo8RKEUhlI1Bsw+zR8WdhIqm5LQMLYMgNQ57iUl30RwrOO/zOLvtHDaGblrE0tnvoWnw3J3WJ1GWyGeSMxIz2K3KOWDRcMhweE4WYyHEFacCMrV9QpLDFZGR7Jcp2oW3SMjMww8UGyY6YBVYZ7VNJZHMiUkP2HB5dBxQdMipSEvnju5AHfJ6gKeBTAHOE1YL2qMO28wlWEXZOjelqjeuOxvlYpLCYQWxZ5IBBAayGjKSMWCIPA0NMuNRA3iUZyIkSOpA1IA15KPMpIfh+DcMxcvcGOnQYQtqAfyPgvRnn4mC6nhGyx2VHPUyIKIiwzoGUG7pTY8gNTd+gORXAJY+fz544DHB6zPTWAkkDLjiornJ4tEY3ctLcAQ6/itTrjmY9kK0w21BHzJEhr8l5Rc7GYEqkMFt7cWRTQu8wFGcVYooMK5rlCbPbA4LisjJdDKiBOMW6JXrccnB0iZ27R4DQ0xCjkYZIvThCc8bFAU1roPgsTtZGGhlFoVc0Zfa7HcwrMRt5qJFU5kydBZ+Ear1Ch0iOA6SIpimaa3ysqIaaHmUhZf27/yMevxLiqiEs6jIeN/5fi2OGFMnDXVg9g7qSi+Rc0VnFSsv9Q9WDK+b44gRxZZxLLExI7RQ7DvS3I+sc6aQUKIGybh10B1w73qPKHhHBpUxcOMIqocMC7Xp0GGDokOjR9R4nT1ekvsffUcJQPMkAJGdcnJQ+gXJ/SOVeKFvvrozrOrJBzCNDk0wUR2WFpJCyQ1KZ36Rx3FiRjPvVCjeAxBkSjXAi+MFohwrf57J2qbKywHrtGKwm9hVYJoqOGxXlPuKTx3dCWh/jYsL1HV49/WLFyYsfGtmhgmXHGmWIifnqIs2diJ6c4FIs3nWAi0ZYl3viajGQ+gLuaRbqlWHJGFJmiG6snFsE5iIKwY2gaFlHq35/u3ZpdghKyjCkgTwMhVmbASn3Qpc9ITWQwUmN14oqT5ilPXwQoipRc1mP4xqJCcmejJClweeKkGvc0NLFhmrhSbcPeC5fgGFCfVKjxwPueMLLiXNm13mcx0cxzIw8AjLVWImxj2uevPMrlJoTxvXdR3/Lx63mZTcIg7g+A628BiZhxnI45YUX4PEr8I3f0HN0EhCMv/0VCbdsufneJYvne17x2QeE6W8OtIkIn/tZxuHSY2YMSXjqlt8yvEoEYImr/hi++oOIzF9yDPfkjwDw745ez30H72e11yHASQN7q0D93gPe/XOfgvusNeHyu8iTCEt45dOJFy7ugCzA4HMOv46vf+qvoQpPPCl86z8z/tSfOGd3ncd5nMd5/Gbh+q484JswPV7gshX5TTKyuGK6i2MRpwXkyb5UOKL4d5gzNGaic9TZEFOabkJTJZpuQYhHgOFzhWVHzhWOBqwiW2C6FLogxW/FPLYcyPOAYxh3hiEkz2xhxVC9Gs87ZTQa5hIuG+YKuEKtmNg2QbctNOdoBvDrRHJrfL/EuYYh+CJLiUawFcnXJARnTUkyYoQ7Fbo6IWdo11Vh3+RTxLe4QYjiyFnxK4es+iJb8S3a79D2tk2Wih5lIGePpRpzIEmY3LkNbY3FlhNziDQYSyDh+sw6N8xDJOcpw90VbmmkXHa/y4UaYTBC3xcmldb02NZ8mj6Tg6K5grxGzIMlUjq7R2aLRepnBQwRW5N9S8y5sH0AyR4ZlpgzbG1EAZ9W9JWjygHXZ6Ajje1eGCS6BR/FHJoTGlcMXsgGa3FIMpz14CoSDm8RzYE8BOhP0dggrilAVPLle6PHrKGvFlgKdLmmkhVqVoDPJAXM65sCHvXLMhayB+lGb67SfN4KRUNyh0s1mvoiOaQkcJoVNcEPE4ps1ph0jvp2hLTCPIww2jjoShKduhViDiPjuwX9kJGuBzGqu8siw60g+wq/Oobck9QjOeAsYVJAHaE8M+qwBPOExQKrp0X2252gwyl+yCCBTjpiFvxpxKz4ZmXA5wBDQ1h76rsvYHmgGu6iLqH5hG76IFgBUDOC5AgihRFnA6bK/vEMTQnfxeLDYwm8kqSAqTYMTE9aUi30CJV5ZOyz5EaPueUJa19zwxv7g0LOVN0Ssx6NhUWWEIIJ0h8DDjNIOKI4fBLyKM+zLpKq4i3EaEeFaZFGReV59dTDLi56fK5wyZF0yc5ySWo8YciIKC5mYl04fvXxGukAaRlcYLr2W1aZWy9QUSSuwRyTdU27nGGxAFWW1zB0ZAJIAYCTKKQWGb1oJUfAI+JGY+8BdJSKqyckkBiQvAaf6danLNfPUgUhdKdIVZMXp6RhgcsDIa4YqnEsS8QNibrPTNYDCgy14IeGyEBz5xbrNOBTwtsEn8DocUnIWmFS5LXFy2q85pQIBCyvGLwx6Xdo4oR61UMe0NxD35GthbgC57DVCsmKhYqMsQ6BNib80DBfXSJzXJisY5/mLuDzKZLALVckK4B9JqCWSbmCdYc1BRhW2yf0+zRxilu+yLYEPZnYFXahCGAJXQ9oVkgNedhhaREvCicX8PEExUbgs4CQml3BQM3hVpDiMMpBGWdS8bbSoSOllqVLrJ2nlkxE6YYal4WU+vG+U+S8LgmCJ1CzqjrEhgJy54yaxyXFXGToYOnLmpMNNCrEjqwtWQNtfwGrJrh+SR5WZCpcXBUPOmmANTlGrF4VHq6BDj069Ii2xFgT8zH1ZroY1IMjO2OdKOvcyEoWM5JZea1fE44iSgSpiaVVsGy0C8EnSKqjr6MDG0qhDygyWwTNGYlL8MaAoyrCcCQ7fALRGSHHMjcE/OBpTwMhFuYYecB1CR1m5HwLrMEnAU44vAPWXaC3ROgyhUlWkUw4fOaY2/cUZPvN4pzZdR7n8VGMe1lX1aw8CD9z8iRWnA0AeO2lt/yWjysq1HvleGl4Kbvp/t3HAFjc2eNw3/hn/3upaPTpny489MYJ93/SLo99zgH9IvH+77v1ErDsN4q3vqnHF9k6wcFHbnve8QtvwWw0A5TrVNO/T6j/5K8BugD8+76f42FOZ4H37e9xMFaoXIdx1+S994MJr/zBlhfmjqpkXly/FblbR1576cMAXJs+w/27T/LGN/wCX/gF/xv96lu5fetHMTt+yfeZnRC7f0a/+gr61d8kDj+MWeQ3CzNjfWfg7pMrTp7tSMO5L9h5nMd5/P9vfOu3fiuf/umfzutf/3r+8B/+w7z73e/+Dd9bGClaZH9xjaQVmJEtFq+hPJAtc8t2C2PDMpJ6fMxlFz71aOzx3VDYBTkBSj14qljh8ygrzIFFnNGJbCsJQo3vesJqwfS0aPbMHH2cn+UW6AjGAQkyjioFmg4kp3KOG2P8VECJM9ShSByHqsH1Ed8t0dhjcU1BhRLmWhKgw4COjJ9s4LKQzXGSPXdPAzELOesImJSEh+GkgDEpMF/NGbQurC3LZFF6acA8ksb7oVFkeLl4XFqG0Pc0qxXu9IgwJMJxxneeZr2HRi3nliekaKSUSTHC4gSNZ9I7TZmwoXGM8N5mdz0BZEfV5SIHyyXFSBrIVtxnSlsPQCZZ8bIhp6JmWXi65QJLeWTDFY+2amio1l3pg6Evx8mFibR58gjJY65CY5FrkYsMsiT8hU0RE+QNKGeG6/rCpMlwuiwsPwN8v6BaL8p3mpbkB5AshH6OG9rSpoDEATFjQPG9J6zG5yozJPdovz7z0dnOg/FnHkZR4+hNY1rGcQql7URL1dBuSugCKa6w5d3Cc8yFaQYCfT+mxlJkhX2kWY+dboYOiapTcHOSD9AvxnPvS8W8XBLv6EMxijaDLEge0OzG6xfqkxtbRg054WJNiC2uL5UYN6NEsxJiYHIXfF/GsYuG9sPIaBvGNrEtZ7O0xzj3RkafT4VRL5YQS4SuK6xDKWw0HRKyWtH2Hk0BNwhJbDuXU1Z0ueDEwPdrxBKaE5IGLBti6SWsOosD2AjWjWuBz9UIENR0ohwnP0qfhXk3p46KpkQ47ZDsUXPUa5CUYCigUzSKx5QIvRQ2ophQn0Rs3bOyGRIFy4kkNjJWM/Tlcxi0pycc3jhhjdDFHmLp88ToYVsWzBHUqspgyxGxMzBYTVFTjIymvrCHsgOr0ROIJwP+7jPI6qTIrZcrEoUpyNhfpT881aBUx7doBlcgyzQQekdOCUvC9Ahk2OCCG/aNklwx9pZxPm02CCQP5BxHaasglqjWkaozfJfIOZPRYhzfHYNlgrnC5ssRhgXkgXbhiWlk+8aADtOxTRQXI9VK0T7RHjkGHGKKGxLkAkmXzYEI6xWGEFKLSzPcMI6Xzfy1LVGr9DEQOiubKIMxdEsYVgwJwjpT977MpUIXHMH0oi+Olu9Zl6Sw+jaMQCljza1OiZKKbL3PW6aYURi2hTGbxntiuVdK6nHJ47InioO4xnWx5CHrm7ghEzpFE/hh2ILPmBH6XIqxpHK/LqB0P7ZlIuPGdXhsCIlghV2JGZYr/HpFWA+F1Zk8Yb3GmUI2qqOORSxAp6HosHGPLu2QRt+1gkQauU/YYC9ZR1OOSBrQ7jYaV2P/jIw/2xxLxloEZY3z2VPlahzT5Rur5YqdOzWhLwCxpbKRE51jlXqSKH7IuGFdmLnZcEMuhXSsou4USYofhHpdUR+9PM7WObPrPM7joxjLF8/8tDZg17PHH3rJez75wd+aOf0mJocV3Z0VZMjJtn5gr7v08fzKjX9HXl7iuScH+lS2yP/w284yg9nVmld89gHv/75bfOhf3uHR33uA6G/MkHKrIqvQcRfo5qpjtZ7zc7/wOj7h425TTf8uIu1v+Hn/7Dv5wWc+m8uT5/iBBzyX7xY5YkjAUYs7mbD6He+j+dnHuN3v8MruDgZcOEncmSamdcfew4+i7bv4hv/8L9Pu9C85fnfqceGz8fWfwdIH6Nf/Pdgxog+BrYnxp0j6PYT2v0H16q85v/WdgQ//1BGLe4oJiIPDxydcedOMO+l5PnL0Qeb1Lo8cvAav4Tftm/M4j/M4j/+Y8f3f//189Vd/NV/5lV/Jx3zMx/DN3/zN/Nk/+2f5wR/8QQ4Pf235bRc9pOJBpKmjGMX0mCiSz5LosBaGPm+9uZSSoLFJ2pKhpgiGZpisRxnDsCzPryYM62V5+B4ffnPsUBE0RuoxOTNXj0mGjJvoRW4ouTCesymY4WMxDrecQEFTARmqPuLsHlayFMlFwiOWUROSxsKfFgHJaFyj5rCYQFbkEJFBSCcVcvw8sdolZ4frKyQnzAZiHhCKubOPCR8rmly8RZCEpkD24w4zZac644gIQXTkAW3pKIUrl4usSNcDThqavMOp3KVKDeuh+FWNF4UlI5lsRYPFgN3IYy5ydvSShhgl2c/KCEBqAarEj7v4KxDH2rVMsgcSZpmUMjJ4LGUcDsuO4h2kpDRg4glDV/JuAUnuniqC0KxnRLWS6KSI5sjoYIYbenSUp5WELhcmkCmZjHXH5GZWEq5YxmaROTk0HqHDCiYVSkBT3gIIYgnJhqdCLTEAzjKGKwlnBlTJIoX9dk+CLBv5zz1kIT8MRKdYKubJpX8jOiRSoAAi6ktbZykynyGN1UlBhjVVrki+HquejY0DuJPbiOYCwm5M8cf0u8yvjQdW8VrbnKwzT04gKSIaNhyJ0ffNEZYDqdmwVDI6LDAJmBM6VyFxQEdvqQGBYTm279gXecDnHpVQqnaOg6jgXh5i3iKEGiM2JsFqieg8vu8KiJUp7Bktsj3tTiDD/TcO8fFGWXN8AG2Q1GEYwWZAJFthyygFOHI5AMN4LgV0KLJlR0DQrPik+OzJwOR4BX6KrocCMmmDIDSdG/vGkzetHCNhAFOH4sjDcmQ53SFLxnLErY4xP8HU4bsjkg1MVkpyiVgEb6VgxYi6uhRKEp4jqhAiYGuceZKO4NnY5mTDLBWJqSo5F2PwNIJjEg2vDX55gpHoZfycgiQrrLzuGCHiy2RHYocun6fJCzIrHIZPGQuOnDcy0M06KCPQtRl7tjVmN2TcDEno8DwqilkiSyLit5zG7GokDYgUMNqwYt6vLX6dMc2EbiBLJgUhWhnPmh0uTqix4iEJVFHIlAqPPg2oGYML5ARdMtpVRvobxBzHcVnuGTkXObblhHY9Jq70Y3b49QrxSs4LJOVReV/6S20Ehi2VtSb1W9DXNovpBjrOpZqm2IAe79HKhGq1wqXMRl4sVkAnP85hMQXZjDZHGEawsV8Uee4IgofBwA/osCJ6xaeG5BSxWGT5WbDek2UE43PECFgaCpswg/Q9lhfYekl0U5xzaEoQI1kyrl+XK7OOrRRnXLrqrszlJIXt6vMZKzlrYcwihk9GNGV+JxP6SKaAhBrX45oXIZf7g9xDKChDUwnZE/8vNCo32h8ky6RcCnpUqkUSmhNZS/+6O08w6BSfSv84C7TDhJgiVdUSUkBzh5NNfyUGOQe7zuM8/m+P42e77e/VtMz4Z46ffMl7Xnvp439bx77XpD6u8hZMe+XFN2Kn94M5Pvh0WeDuu1a8tzaRU+TZd3w7R08/g6U/xc9+/Xdy/ycfcu3jftevfx1PnyJyBvC8/9lSWvefftsf5XX3X2UJNPsDzX7R1N8bsriJrI/47o98Pn/09d/Iu151gbe9oyyK+8tM/ZFdjh+5y/f9iUPmb/gI973/EL3/DlFg3mVuz4X3HbyRBz72KeqLL3LydMNXff1/zdvf9Qn0fc0jDz3B133tDzLh+0jxZ8BuIno/of1aRK+S07NY/mVi90/ol3+FavK3Ub1/e34nz3Z88Idu44Jy/ZN2mF6uSOvMnSfX3PyVBR/+1Wf5JvvLfEjeBUAbZrztNV/En/jY//K37LV2HudxHufx0Yhv+qZv4gu/8At529veBsBXfuVX8hM/8RN853d+J1/0RV/0a96fc8JRdlQLXFB2jc1iAaVEEesJ6zENFxuZHmc8InLCyQhKWcIPK8RGM14pCbcKyPpFTDzZ4nj8cddZtTzo2ljFLyUiGxBik3CUhEBjYZzpltiUtsDOxm/JbZhepiVJHQpQsGFUuC2xWiB24/WMSWqKsHgOyQP1asG6EkLXkcQj/ZrY7uHjmUQD8ahBvRYqZpjdwchIEiSN52+F42Mm4IxkjmBWGHUjYOhTKCwXhDDKAeuYUZnQpIosC5BqC8aUxN+2jJaQHIxm6wqlrXDkNIy9pCNgUN5fOH2y9agpiV3EdcdjWwsyLHHZ42KCvCanvtzvc0/hTQiSUvGKcrlUaLSaLLkAG0mQrmHtIxAL28MV4MKnkkCbFBYKZkhaIJuOtVySsV7IziF5GBlzBbTTeFJgxHVJBGXoNnwUtv5chcxVEr1sIA4ZFiCKy8UbysZxsh1u9yJf4798LkUONGeEgODJJGw4BYsjCJvwI6vjDKoq52MlPyyFA3JhOmRRdPsNgkkYk8IRsEORPCbkFKZH0oizYj5vcYmmOAJ8hrkAsR/Zd2NymHwBNK3wjbS/A67GKkdIoZw3Vsyyh1uIVuMrgtpoq709p4zGFZoSyXtg/C4B2TA1pZxLYYilUv2TgJovyS/9mJwruzdP0Dgy31KP+QphwyqqxjG0AfvK+iRxhbkJxH58rxF6j+UwMsIM15f+1ZxoFwPKEqMeZ3tpW28Ot4boKqqkJMkktZFRV7iOZUi4AlCooqmwbLQ/wVwqc0CLXyBZSwVD2drojwBjec73Ak2fC9CEsPE3lPxSVlJyLZKXEAdMjDUVNUWO6PsVklZlTKgbGWIeh6EJjA6jGtc9QWMq4y91uFzW2BHCwmJEbeO9yHY99yPzEgE33g/ObhSxSDhTxFxAciTpCFDnDSwMpmEEu/OWdabDUMZ9SiAVmiOxjwzBqMywtCIahDxW5Bu9yywrYZTGJwbSUGS+oetx8SkQLevoBmxjZFaOY1FGkG6z1kvqSASSbTYhtGzqWNoyIKHIq13KoG5sgZF5Z4VJltWj2Up/x4G2XyBpy4cb27QA6XavvHmz0uaMkrB8OgJsZyBjkYoX5rGIg5xJZtTDaTlfiiwxSQGGSB248R7brwronVYQC+PLzJBcNoh0WJK9jBsjZd1LUpjYVVYGzfisqEFIWtbjnMYqshnN5X1mhc3mksMtioQ3j+tGwbxzOa97+qVU/Cz+Y5p6krJlcdm23UvlWcgkEcIQMEKRLUtfiiWsy3WpWPFeVCvfkIQ2NkisCht9w8ZMa7IM+P4c7DqP8/i/PRbPnzGQ7mV2Ba0Y8sBec1hML38bca9J/bBI2+M/sPcYdlx8wJZ9Ofbnf55sQahhteAnv/L/wQu/+G84eOwNtLuvpJp+Mj/79X+ew1d9G5/wF/4O1XRne2wzY3273EBjEtYpcnfRUFUd7/3VV/PeH3yRSX0XgHrXce3j5uw9fMby8u/5Fzxx8ggncZcnLnmWU+PqUbn5q8GdNOOrvv5FjqaGvRYe/uXMF71LaHqjiUZSOH08UV98H8+/8xIf+bE5kxNYryc4iXzwiUf52//dZ/Pf/39eQez+HuDw9Z8nDd9DGn4MGAFHuQJ2Qr/8Mqr268jpZxhW349rn+XRzz6gmn0W1fQPIRJIOfHtz/1P/AQ/wJ/Mf4cv5h/w7e6v86HqFzha3+Kf/uLX8T2/8k38tbd+A2+5/usDhOdxHudxHv8xou973vOe9/DFX/zF29dUlU/6pE/ine9856/7Gd3KDIrUzDSMCWvCgKwVLq7xOZOdw2WHbQAmkRGsiPhkMCYalhPOClPBcBQxXVUkh8KYQGfUQHPCSSDnobDLTPFDTwF02HDHClBhhvR3x3PbJBUlETYpSUU1gkAbdlfKER8DYsVQfpPclItvSHUYDatH8ConNN7a0npCn0HulJTFtURXbR+Iix9LBJSm68GtwEqK6KLRWkZzJrviA+WMkpjKwGAJS4kN5CFW2FlbFoFkNENtFWOjIpRdc5N7NlNMcQiS6tJ/m8zKzqSCANk1SFzjNn2kG1BFNpjiCHKU102KNEzTQNaApYIcmfXgJhDXLzmGUNhggozSoDw+WyghO8QyJqWGV0CRHEi2Jgm47DHnINkWzCslKxMu9hBvkrUAFhpXqK2JjhGIHc2R2QBNijNfvt8UtVwMjnFbQ3rIaBpITtFc3LYkCyYFnsrit4BZAQllCwwUpsLIQCNjw7KcV6HTjOdp+NxvcTOTjKSIUqrKSU44cYVl6ASfFBU/AmGM42U1giDlHIsEc8Bw4+sjW0IKu8v5igJA5oIriDIoOOdR53ExQuqR3OPFM/KtMEtbppmkonHLzhdQM602X1FA4rhGxI9y1BI+F18uYwu9jqCz4PNYeU9AU2GVbHpAcgHTTQSxTJJS6zO76iXSKW+lL1wq8+wsxv+PhQmyQWwEHftoicthBBHG+Z7v8bGDkYla2CtOasS60XQ/j3q4DRgVNldWxntcAlpUC7nHDYVBlC1jnAFeG5AToEqjjNFiWTfHY23OufhO+QJM5BVOMjlMsE0tuzSUtcVPIPeFKUQB6LOkEfQe20iqEeQsGwobwGYLrHLmMKdWWDZl/ZczHaABoqOEthzb8CMgMwClIEaSWIAfLUwgNQ90hfk7rrNKi7HYfqcBGg0fFzjT0R8ysbUQNDBR/NAVXyvKvE5OIVkpYAJgeQs8lb6x7TUyXvn2PjFet+UB0zKmfPblGscKlpu1m3sAss04Qz2WS7EFicWPSzM0a/DRyoYARbLr7OxzAmwKYJTrEFzM4F1Zg0RAfLk3jmsXrAt4lQODD1RDegkEb3FNaiaEblnGTloTclmbxjcwjmI0r7eekZI7dBjnyD2MYLNSyVg3RvNUhWm6aQsdNwSQbduIbeZa6WE1RgboCFJbHsHvMg/Mt4X1PLZxdBXZ1SRRXE4YEU09JgNkpaKn7RVTA+nKfSdrgdXEECsMQUYw1EtGbUBSJGvAp4RKRqzDYezeaXg5ce7ZdR7n8VEKy0Z3fObZFTaeXcdPMroq8vD+q3/bx7+X2dUdn9FH7999lProDS957+/5jPLz6MMr3vmPfoHpxS/hY//sv+D3/N3v5+P+X3+AZs/x4Kf+HZ792Z/ih7/0D7C6/cL2s+u7EUsOpOxsPvliw/7eLXbnR5gJzxxe4NVvu8ADn7qLOuHJH7vLU//qbtGTA/79P8j/8ZHP5/L0GX7xwQqNsH9aFsIEfMN/cYKq8DU/9Pl8yc+9hade2fOhw02Zdbh0lAjXnuInnrzD//MDP8L/fOVH8ff/j0AkmcdQ3v7LD/LVf9Xx3ve+GWgYVn+VNPwQLnwGoflyfP0XEZkCC7C79MsvInbfwPpuxdFTv5swuw+zb6Zf/gVW/Yf4b3/0T/Ft7/56npcP8AMX/g5+L/PH0tfyjZ/8I3zPH/n/8pfe8hbedNn4qh//43zzL/zte3aVzuM8zuM8/uPGnTt3SCn9Grni4eEhN2/e/A0+Ve4/xqbim26f70UDok1hWaAl4RQ9S+dEMFchlCpobH1g+i1YAKBUmI5V5zYgzChHNHGoTlCdUB6ai49H8WVim6yUU623v5rWJBfKud6zMbTxwIHy8J9dDRrGB3MHI2hS2GKQXammaIxSwM15b0pViRLdpAA8boo5P4I7Uq5/+82B7BuGqiX7FtWG7GrMNZjfwdw9vl0CSEAZd+cljP9xluabbOrae0wr8j0Sefu/yOXFBEZTX4AsRaZ4b4a0BciMrWzJtu8dwS2tcKOfVnYT0njOhS3nMK1A3VnbMAJdUuMsnPWUuNGHSHCmuA0uYzqCaH7bEGoOn902qWWbKBaQKfs5aIOKA6223+vwOHOFsYdgY7/iGky1sA18S+HnVEBJ3M86P+Ns4z8lmBaGDwbmmzHRH99LSaicjWMILSClBtAKARwVoi3JVWdJJ2Cu2bZXckpyAhrOTPFNie0uJrodIzYaRANFkjPCq3LP32Vs1CNQqdvKhOXvIhVOYVb+VPucpXFFgiwIaEOZ+Q2qbWk7ceRql+ymBdhinFM4Nn5eSlVawF7qkZdcUwDilIvcCSVrYRuZeO7BmcbkHsy1BRTdjt8NuFD6Jo/t7TKolTmzleaOzBkEstZkV5H9BPPT8m9VUI/b2FuJbvtL5MyZzFwF4gqgLopJBVKT/YTsKlKYYi4UxpSVsYVUBaCU8v2CL0AyrgBSOvs1Y7UMpTNm33Z6bkGv7coyroNK9uMczEP5Lg0vXRMB0QlZqpHdxjjuy/UJufS3CS5vAFs3zhOPiKfKAc2+rP+uKhsUUsDLrDWII2uNkco6rtXI4nEFWJbNUzmgbWmDERQGBy5gzoOrCogNZHUk58lhWvpEqq2Mze6d65Yx35KrHRwtUOFsHFOAbcbtPcLwrRx4lNZu54iMJLywqcwnmE7H9bUu1+ZqNA+j7JbxXjL6SY7nVEaAB60JKVD1xa49bwzstYWxjcqaN244aIVpuU+kqhnXTkVGJcjGh88kjF59Dmxk7IpiocF8W2SX3XG5N4zXrgYuxzJm/ZQ8zkWgjAuRl6xLgpClrMFlHQ3gmlLBV0bmoW3gax0r1I7g9LiGlJbw2z4tEzHhhjOQPNf7pDAhV7vbjTQTR6omKFraXUap7D3jaPO3js8kZoL5Kev9x+mbXaKvyC6Usehqsq8wbcrv1QTTBqHFQlv61J3Nx98szsGu8ziPj1Ks78Szh1AB32xkjE8wpMI2evN9b/1tH7+an+26LW+feU3VvuXiye/e3uBf/zq4eFF48ZcXPPHDd8lDYHrpkO7u/TzxQ3cAePDT9oEJH/tnvpPFCx/hx//6H2dYnACwuDGy08wRnPDkjYaHHvgwd44OAPiBH1Wa/cDh4xMe//2HXHjNhNvvW/HEj9wmDwm58at839Ofy/X5h3jXgxXzu8qsM5LAjWngyccif+HHLnPZrvBxxx/P7/uBKe950OPHXOS+25EPn9Y88fO3+d3uD3J1UvOjl9/Bxc/+TxC/RCRxWP0qlz7wdfzSf/st/Mv/9y+SY6I7PqC3j+OXb97lnTeUF+NfQfznUSC2jmHxOB/6kb/G/PKfo55+Ff3Jf0fqX6C7+eV8wfN/lS/PP8yXNt/GFz/8tbz2cy/T7t/hqR9f0938IT7joZ4v/YQH+ebf9xpavo1v+YWv+m3343mcx3mcx3/sOBNZnKVaeUzYRT2EnVFiBUhVpCtsoQqc1KTqEHHTbeJXjjbiFhpAHTnsFs8gKH4jWhcPHW2w5hB8g4jf7jYXxhDb7yoZpcP8DAu7WNgl+fqec3FjIlqSuawNqEfxiIxg1Zi4mW7YI1vxCCDE0GIaMGlAm9GfZ1ISTFchboKrHyCH2bgxVXx/UtjFXEWud7GDR7HdRxDxeCpSvUuqJmX3Xhscnlztj2BdBfVhKd2+uVbJI6hUFRDMT0nTS6z3X8kGTORe/xFhBFMKc6MAVGn7fxs2k4X59u0boCv5BtzZjrepJ/tJaRt1xBBGxgZkv1vaQWty2CmAjGuLPEV9AQs2wGmYbvvMtAJ/xui2MC9J7yhZkTEJ2Vgh69jPuIoU5uRqjxxarLlMDvOSxLkJoiPDCUdy0wJYbJpkZHuZm459VY1jqyR4hcGVX8K4SAJJSjIvfo8U9kluwiaDlpHpVnR7SnYThtnD5LCHaIP6nZIAbtiL2xFWwEATxdTTt3vgd8gj6AJCNsM0bJlGWQsIdJby3SOP23YiWNihgHhnqKaaYuqwal6M4RHUV2y8ebKfotQFWBDF6az0gW/LObu6tKWvyW6CuXZs2431vmBhTqovlsS7XCTmJ4U9OIKCsgH5XD2OM1fA35eAttUINBXwNfsJuHGsjOBf9jWIFp8514CNo9vYQHaoaantVu2QfYuJx0nAaYu3cXxrU0BMLeb2ahs511mD5uYChF1wrlQVFCtjMewwNHsUWeMISIeW7Mq8Nq2wMMfqS2VuC1g1L6ARkNWfXbdB1qZUrhOKH5hrMdeUFnY7RaqpDdm3JD/BXEN2Dakq8y6H2XZEqAkqDeZrNkBmAVpKb2WtyX5WAA0oc0Hrcd5ugDMl5HA2sNSRMWLVkMN8BAIDWSBVM3JzgX7vIagPyWGO+el2HcniRoBXMCkegtjYl65sUoiUTRRTJYeKVM/JYYaOMsyyxkwx9URfMYQphBle93But/SR+HKdYUoKc1DFnCerK309Mizlng3nLfynNclPyWGH3Byc/b/oFqgv4KvfjsXtT9t4pVXlfLVUldyAaZu7iaM623QBTEqVY3xbNl+8Bw04AsjknnN0WJjTT68Q6328zlEtgKDLBTTVnHCj72L2kxEkH89xvA+rjB5/4sv90LWIVmfziw0XVsb7tuBlv6zDJttqtIyVjc2Xsb6Vh4ojh51x3b8nRjnxeDKggSHMx3W4yGRNA6YBl3XLbIbSpuYaslbE0JB8S9aGod5hCDW5vkrcfzVDe6GMR8aNkxGoNvUjUBtGNptilNeG8PKYXecyxvM4j49S3AtAVbNSPryPa24sntm+/on3f+Zv+/gigquLZLq7Wx56Y5c5fnrNcPPV212hT39zz633ZZ7+t0ecPP+vgX/JJ/ylv8/dJ9Z86Mfv8vTbj3jgd+5x8dUTXnwv/I7/8lv4qa/+T/jXX/3F/K6/8U9ZPLeRYpbF6iQfcbqeEaPHKbz/A3DzVoYX1zz/zhOGRXnoPv5Iz3u//Rnc7U/mhfU15o/+KrfnjkvLPFbrgF+97vi490YeetcO/ce8F5a3+L3PXebvvvYUWADw6AsDT94358/9gVeg/gngGkO8xq/evkH1ti/k+swxmfac3kj86i8+zPf84C7zb7/JW/6Y8F3/4j/jH61ubdvswd0pf+p11/j4axPC9H1c/6SfxDV/iPd99y2WNx+GC/8Zj73169n9pL/Bz//kp/HI8uNY/dyM97z3l7j2uu/i+Z//Yj70o19JNb9BNXuGvUd/nM9/7D306Sd590dOef31r/41nmXncR7ncR4fzdjf38c5x61bt17y+q1bt7hw4cKv+5kcJshwwhAa6m6BIcRqQmWUh0hfY77FYl92ku9xN9kCZH5GJmDpFD+MHj+wfTjO5BG4qTHzJQGiRXNXJBfqx13YAfrRh8hVQEb8FGJZ88uzuZB8i6lj0JaQMtCPPlTj10ogV3MkLlBKAracP85k8SwyHGHqECuyNlEbpUeK+hq0Jbp93HCEuQZZ3yhAl3lwDZLWheGl/cgUKglFko5U7SCWcBmS3ynMEiJ5BDEQTwyeNL2GDEcISmr28cPJ6HvDyN4YmTxSE9srrBpjGksCJjltWS+bMy973wqMO/hYMTVOG4PpYoB/DySyrRR41ldCDtMCcLrCIjHSyC7IpT/yMBKvHOInRQyjioVddLhDDju4FEnVAX44IUnG2ktod2dM9g3zMxiOy/dKQDVgYYLmfpR9FYAs+wmWO6hnGC1e5gzNRfTW22GIRT5rCXCFIeCnaFyOAILhCn2Hvt4juYg/uY2NzjLONrCAFmbb2DDJ17g8Gm6LbNlXWRKmU8TWZ0NfAym0MByxYTsWT6h4NlTHdi2gT0MKdQFEc1/8p4DsG/rJAWG4NRq0F66VyZmnEqJk9WQtVQYLe2cGfgqWSHGBiOFGADbWh1hVI3Z3BLkcgpZ5HIr5u8QenC/SSNeCChI31zeCP/UFcnwel8aKjFqP42kztzdggCP7GdmVaoU2svNsTKTFOZLMMInQnxb80FXEaqd430kYE2hfQIo0+g2JJzYH+GFRABT1BUzcSEw3c149qdorgFrwuLQkSeGgIVJ8pEQKiOSnDO4UiSfFf+oe8C2FCdonhL54w40iavMNiYi5lqxCcjUh7EHukLQcJboOccWTyHQE8Fy1ZetsBllyzT2smu2CtQWgGaXBVh2StVTwMx1BAufJfhfpj9kY+m+AVbFxLSjUJkBIbsIwf5Bq9SIST8cvKx6DZ5sSm1VkbM/xeKaB5CpUqi3gnXyLqCGSkapCh46UtTCp8kCWsFmFyk8t0rbsPG5IpXBAs08Ku0j/4jiWFKkPYOhKAQ6piyLCpIApeYm54reogGQjux2sarF0OgJRQg67JBKSl6UAxQjCZDFwUyQuMVdjknHUpMklGH3YNixdrICPm8bRvNk0GBnMVsz2SR1nFUNl3AQI4/GgTJZQ5JI5nq3Topibk+mJbo3TgMkErN/OOhvZwEM7JyxOcFHIPkAcq6WO12sukKUu7E7vCvAdl4iM3McwJSXFxaEAQaP0vMzM4sGVfY2moYCAfger9knEYt6fi79g2Twq957sHC6lcn+p5iR1iE6R4RikL/dmLXckzWObooiMbC5VvGXA4yyMRUNsZNBu1oyyeq6cMkEKa1uEvp4irsWsYZg9jhsSEo/RYVUq9loBprM6hvYCmu4gw/HIa6Q8f7yMOGd2ncd5fJRidetMWrhhYT13+uHta4Jy/+4r/oO+o9ktN6fuOPLMzx7znn92g6d+/Igbx8X/QzDu7+7w4X91hJmxfPEdvPHP/HVEhP1HWy5/zJRbv7ri+OmOK2+a4yqhP3klH/8lX8NzP/8TvOc7/icWN89AOyTx6Ov+NR944lEmE9jbLy//79+44iM/dUQ99zzwO3d58K27TC4G+nXgW1/8WiDzwcfXaIK9VBZ8Bd53n+cT43U+/Ak3GG7+C4ajf41Nfo63fZ/jpCk3ooduRp6dO5599nH4mRlP/NAhJ0/2vPbilMcvJybTnuURrPUib/7MCX/lb6146o1rbt/o+LzPvMZ/vfcgX/PWR/nzb7qOWeJv/Jv38w9+OmFmzK5/C0/95M/Snybefel7+Zab38pPvOOVXL98xGe9Hg7DfUCG0/t45qe/hDzUWFLiasLy1mN85Cf/K5742T+EE+HxvXdy8/bn8CvP/2NyXv0H9et5nMd5nMdvFFVV8drXvpa3v/3t29dyzrz97W/nYz/2Y3/dz5ifEKsJ6yqQqxoLE4Z6SlID38D4kI6GIm0L07PPUpIj0xbTTKqKVxOuJdcXiLrxbIGuGmCUxyRXfIHy6BeUpSrVEDc7+5QEtez0TkaWC6NkDWLwxKoqSeC404wWmUP2M5KvR1mEJ+uE9fwyKWxMqnUU9whJih+VQzEt1wpadtavvhXbey0SLuGTK1WwXDPuhvuSPLBhKgVMBRUla6KUxFJyecreGr4XNpUrXj82JqZSNrxUQKWAEoxnKij4eSGaDLE8sLsaq/bH8yiAQKomhY3hWzYm38m3242tzObSqm3SxWiQvnJDAaVMSfUesb1I9m0xXx690LDi+ZU1gI1n6JrCJVOlq9sC7oQpVh2QJJAppt9ZS0JrGsC1BM5YXoIiroVQvECzNqXPmkNygKXvWdmA0/Ke7KeF+TCOBSgyVGsOSdWEGO5hDVEkS6c13J7MyjkUNIHoy7giTNgktoWB5UZyor5EKibjX6YNUY0oGZFiyp+cjmopN4I8mxMwsquJ9QGx2iFPHyA1O6xDMXNPYkXipzX99NIo2yqeN4U114yMsiL9TK4ijRJSU1+qJE52we/RTy6XSmWuMCFUHFk9qWrx5racLAtFLkkG8zNydQHzM1TK1Saxs2vwU2zvlcR6n7iRII2gUqoPQUbZJ6MsbqzquUlWc9jB/JSR94L5hr49JNUHpDAl+zm9N3rvyNU+qh7ZcrVkW0TBtEjdZATZsp8DRqomW0ZbrvbJzUVAGejHeVfGSA67ZD/ZwrpFIueLHNJNifXePWvFPVK1ak4O0zLm1OGoMD9nOX+Q/oFPRcL+OGZl7JP6HsWGbCWZeTSGzyLjeqUjWM92XdvM0b6qGUJhQZXiEeWkh2aH1ByAOLzfQd1kPHZF9BW4STnvUWaW1cbxvQu+LVJBdLtZUM67MOAEGSWNgY3EG2R73VmMNL1eWFDVlKyefrqLV3fmnSWeWO0SXVO+Wz39ZJfo/Pb7GCWkmiJSFWaamoNcNj/iiMBlLdL02FxgOb/Iav9BlgevRg0kJ9LoQzZUFxgm18jN1TIeNSCurE/mGlJ9ocwn9WcSWt1ITB3qdwpAJH5kC2ayn41gM0RNpQKresBtx7aKI4kWIE+FimkZ+36OuaoAWuP6mjUUJqmNhSAYDdzVkYDspuW864Pt2Nl4E8YtK0nIDmKYY9UeVl8iVi25moyMWlBVrD4c5dcCk6vY9MoGshvZf1U5g7F9ClNrY8AvpOZCma9akcWfza2R2ZW0FDAQcRiFsRfbgwJwbXzuAMTRa2JTddIQYr03gu0NGxdOseJhZxrKHNkURaEAfjLeazf+doKSxmI3wR1iYZd8D4DlqYj1DubbsnGjAVNl5aH3FapzXk6cg13ncR4fpVi9hNlVQKlnjz+0fe3i9Np/cDW/9rDcsLujxI13L9h7uCHt1vSxPPQ8cqnDpkdAKZ1++fV/haf/TcXp87fJ8d1c+phnqXeVp99+hKuEK2+ccfJ0x5U3vo37P/lz+cVv+VrWt5cULnlPs/cR/tAX/HOCT8xmsBoxnR/7ac/VN894xececPjKCQePTXj88/a50P8IP/+hCffPPsS7Hqp44CnHK54/AwFvhQnTbo/9Zz7Iu37fn+EX/ujfwU1ezYPtizy/W9rm0t3Me04u8L/8qyN+4B/+LOj7OXis4ul/e8QPf+n7+On/5Rl+8amrdH1DzrBbe/7Qay9zcKnG18qnfuYej0wbDtbC13zqI3z+Yxf43o/8Et/wC88Aifs/5es42nsvr7rxGfxJ/gcuPfUXOX3uk7n0qu/lwuM/T5jeouxabPzXhNTtUu9+iL1Hfpzuyd/H7V/+g5gZ8yrz0PTbWZz8AdbLv0lOH/gP6t/zOI/zOI9fL/70n/7TfMd3fAff9V3fxQc/+EG+4iu+gtVqxRd8wRf8uu8X19I1c8y5kri5ikG0JLjtpfLguGGnANGPptPjw7lR5AdxfolhesCqVlI1IVdTBj1jgSXnMQJkYV3tFICFTDZYOKOTNMpGlOgS0Xn6dn/0Y9mAF0WGkep9Bj8pyb9JSdC3yomKrEpqLjI0JUFIIkXq0VwFHQGhUTaV/AylyHpk4020IWKEGWnnTVi4iAuXUW2KzFBkTO5qjArDM1QzjtoFnYBFJVYHQNpWvoKSOGQMjbL9CkmjF4+MyYFWmEHyU1LYBXPEWNMnN4JHjtTu0tUjQ8QVn7DoKjJWGC1mo/9MkYRk17Cc7BZZYthDwm6RMbHx7QIQhrrdghaDGIMbOWMGXR2IoQYdK+9twAfyyJIDlwKG0jcFvDLJDO0VGKG5OHucHPaKLFYcqBWgNOyOAGfxwRnqFjEtkiSzkanx0jTETIm+JbuMaENSGZN62IKWwLKK9EG2fl3d9DLdZJfsPGiDIiTJY1I3ese4MemRDRBWkj1zoUggpfz71PeksENyLSaTrVF7VCHXBwUwCkWGR5hDMyF7vx0PaChOT2EHwaF+SlZYh0TyTWFymWCUNjeEOH2I5AJRS+VOE0f2E9Z1SX6zbiqStgS5wPrC6xEt8r1U75PbSyCBrDVSHSJjAQk3So9ymI+FEhyM3lcmUqqnASpaJHbVDubcKH0t4K0zVySLlhFRVCu8btrVECpSc4VY7ZGqiq4tYzTNHyGPAiLVM6ZhkY2NPliMMsdxHAxVC96PAIMjS5HhMqwKsGSCWU1sDoiuyAil2kFESO6l1uV5ZJ5EHOobNOyRql3i7D7Ak3EYnqRaAByacl7akjWQ6jmEXbLbLYbaQJRSsW7QsQDIyHIpmws1pqWAwOYsUphyuneJ1XTOMLtM9nO8Oay+xOrgcXLYQU3JLpKbK0QpGwYmSq7no0S7tNkQJuT6oDD5KNK45DdSY9mCOlkM8zXmdwqgODZ9kZxtCjMwsnqE6ANDs4+ZI2kGP5ruI4jWmELvBgwl1he2QIWaIDhMZxQW2tjFtpldwrrKZBWiG4/pGsQFVGuO5x4hj9VbtTC1hoHUFNC1jAGQ7TpbYWGHqMY6BIZ6A6bXZN/SVRW9lmqSpe/HrQMtY0kpjMvsalK1i4iM3o4b2V9pu00hwCwFaLZqTg5tAfxQEKOra5IafVWVz7WXiM3eyGYa5ee6kdhpAd9QVn4g1rukyf2kkT0W2/uw5mAEjc6qP+awV9YIFMxIOsWHzdzW8f7iCjikI9taxzmmVZELOlc2fZBx/uQRMHKsa0/y1bgW6tiWiUWzpnM92fviRyZFTuwJZFEGX41jY4LiiiTdtYgUj7xCIlTWuw+N5yLbdihsxrPnDoB+cgmzsQiCyHgPKxHrQ144vEJfTxi0IjWHZN9yWg8kX5Pv2WT5zeIc7DqP8/gohJmxunWPj9ZOucE/c/zk9rVXXXzTf/D3hPZsh/EVn3PAfZ+4wy//8hltWh7/J4RuQuz/Hc//4t8CoF+seP/3rXjmZ/8tw+ovcfENf4/uKHHr/cccvmqCq+F93/NOnv6ZH8FV+4jWQARzVLvvow2nXJcf5cYNWJYCRTxzJ+AfmG0lfJYN+ZUfo3v2hzleOz7+9d/Lc/ueKx+uuX9kvN2cKW958SIPvPvf8KMfM8Xquzz70D7N9dch64b775b3tRFWMXHpF97Jq//4FR75zAN+7mfhHf/omOMPdzz9vbf5ru/+Ef70l30JX/a2z+WHv/SDrO8OLF7o+JXvvQFA93zPJ7z2gFs/c8J937HgD1844AeeuMX3vP8mWp3yujf9Q97lvpv/n/tiHv1PJ+w99JewNGV29ftJfcOVN/+vPP4Ff47JpV8GEuJ7ls+/gaOPvIXJpfdw8z2fz3ve/1pur0qfC5nV+qfol/8Fw/ofbKvVnMd5nMd5fDTicz7nc/iyL/sy/t7f+3v8/t//+3nve9/LN37jN/6GMkbUSPWUTsc1SjOD9/SuSNgMIY2gydFMGVwuD/bjx+PkQknwDY6rSO/zKHfcSGKEVO2QvSuMExgrQI5QiwjZeRJjUlvtsWrm3D64SDc9LLu12oyeR0p0Sh4BgG6sgLeRi5nA3fk+i9keqxA5bQ2pLhGo8a5FCFs2RTe5RnIB36dyfNiCHSA4A2eGVB6dXCAGBa3JAoNmYmhY+jOM7aTuWFYd62pNHwc2btxqHps8SvI7xUdqZC9kN8WsZl15etewDnNyOGTwezAmNzLK43LKnKYFp9M5g0vkpkjuCguiMMBiaIrvFGOizxkLqK9mZOeJYTr2qRs9rErp+axK9hVJh5KsSmnPQe2ewnseFRm9eawwHMIU3Iw2FWPjDQaawy6blhHflvHgaqx9iLT7KvLkPgiTwoao9rYsLRMBPytJenVA1+4RMaJm/MhO2hw3Vztkl8heuLX7PNYcMvhirD/m34WVIhuFTDGsj/VOYUy4GZgDU7JaaSuETM26vUqSTO/PqqAV5lMekyxIajx/eIXYHIzG2yNIqi3Li2/E/IQUatY+0mmkJ5JMqTibGxuAzec53fSA3EwxVdYh0/kClpTxOB5bFAszhlCxnlYMqaLzLaehJ4kxjEwrl5WNjMv83v/J3n+H23bd9b3wZ7RZV9t979OPjiSrWMaWLVcwNmDAmBoCJI4B34Sb5AJpEBLgvnQuLRASSOByE4MplxDTjDFgGxdkYwtsS7ZlNavrSKfvvtoso7x/jLm3zPPemxiTvH/tnx49z9ltzbXmHHPMMb6/b0HIPgxuQKQLCBRtNqId3AhSIZIRIRsR0lG8tlIfJv1NtYtsLyIbxXd8DQEE3afJelitcTLBS2g1tLpjpgUBIongqYy+YqF/I75jiwoB0njqbBknBjiZIWVCDBYYRF8fs0ib9iI4lp0gdGBm9K1qsGWJS8oIKEnZnSdxSGBSehFNjlXgkiwmfoqIZHoZz6zv2IdeCvbSqgN7Jd6U2GwV7yGQ0JRrtEnBNBe4YLDJdVSjm5ksrOJMglcqerEli/hsGScdXnicKbAmhm9Y04tzSDc/bhUtTvponK5TLp0aUC2uMM5tx/AROJUwLwRteYo2K7FC4U0fm/YOPaVa6ajzzuuLEH3OdNrhMpFZ5lQEvSPGommLUVyXB4HtnY7n+0CCKw4syCNgXCtHpSxOKAQKETQ75Zj6ACTqwDzfkcfiuFVIRAcadf5OMno2hg5EkxHCQoSANQXW9CJ4mi3itI7XWUic7mHNEggwToMeIYGpcd1TJPDs7iaGbswTRWMSqiylMQqbreKSPqiU7WHKxbVlLi31qGTTJQuKKFWXmla2tFoxT5PY3EkGHeCXd552vfjMCQIvclolcTojhOjtaGVL6K5/ABppaYzFiZgi3yp/eD9H+mbCgWxXftp/k9SyvbjGYWIuCtt/Dm02AhEI2TJBZnjVi9mKnXw2EJnYUucE1cMni11jJHowxudQd65kB1SRIEMHZokonYxnVUVQFRHTVGV8zo6NZz9pYmOlY5J6M8Cmo8gqNYoqKyMLzPRoy3NYXXYeY1l8FgvTse4UNj8Rx14HWPaaaLAfOh/QKuvjTRGThxEYb5CH65PoNblTWi4uwGYxZ2oCs3KE9BFon/eO85nUkWfXUR3V/4BydcDVz07LWcdSurj/BAcLuRcdf+Xf6BjtzHHtwdnh1/1jKdcemHL/MwcUZc8rTvZwoeWp93w3Z7/oOlZu+12uffJrKdd22Hzgq6j3XsOxl72NfOlRLt+9zOTyPVx94ElMehJCIF9+bvdaBgKkC09y8eMVX6S+nd9Vf8yWu5EiccwazR+8acqLj03xNuBdgHAbb9/7OSAwff7jwJBkqlmfxLjcR9Y0dzy1yXTY41u2P8CxzY/yfTd+KbOT93GqnvDUU89ORye2LWe+eMiZVxX8+n2X+Ph7rvLyieShW0sWHrmJl3zybl6gvpLEBPbOGz70U0/xqh++jv7JjP3N6BHyybdc5ravX6fZd1S/eJmvvi3lTeIiNy4W3LwMX/dVf8TLpl+CP1/y4D07FKt/j+Mv+z+54Sv/I1I/BOSc/Lzf5PydP0y9G2U8UhlmV28lmCn5o38Pe+xhtmZzlgrDtGnZap7LifL3COEiJvu+w9Sjozqqozqqv2m94Q1v4A1veMNn9LtOSGzoY8XlKEQIEmdyGjfDBhdZO0LGbr+0iGBxCvBxg+DRuHQD76/gyKNcwXdyoa6EEiib4UQdN8Wmh7ETnM5QwSOFRnoV5R0BKt3itKGhJfU5PukhqikOsNmxGDuer+BdxwYOkXHihWBnIEmqKRqNaSXaSSpjCSLpJBIZVi5Ez5NQ4QRYIUB4gnKYrlssESAbahqy7DizZJU6vYSva4oDhgQBQugW5Yrdcp/lSYIQI7SX8edSoIXu0gmJMfcysn0Eilpl6K6z3oohjhmVLNEBfGii509wtLT4fIQbjEi1jWwb4XEmpU4XkO0ONu+TNNFrpU36JG0LwhG07iRLKkp5iL4pQUqUq+ImQg0wAlrhOqaXRApBmySkbQMI6nQRLTQERz7bBxkDYxRdOhtQrdzBvr5GIQKtslgdyJBYfSATFdEnro4m4kFGY+4gEoLW+I4VgC6Z5R4l+3HtIHIkCisFWkAjEqzvs9tbYKY32e5rVjdzQtvgKAh2H6ui15giSm+QGm96WJOQTVucraLErgMmvS4h5AiRR+AzdEmdItBK36XFdUNOBJ4e7tPjOGvtnLSeI3WJMwWhOEuo5ng3QUgLApwKCCnQQXQMGoGTlqAcyIR24Vba8TO0bgsrAo4oFVIAUqFcZF76ZMTcbCBTQZg7pMqY9xLyeh8BVCYhMUs0asY0sRghcb3ngPdQP4pCUhmD0QXYGidzhJ4DGcEWKBtT35wuiSlykfniZMcT8YE2GSHaPRoJSgIiIJE4aWmVRerApFcwmrYd8z3KkZw2jNOW5ZlEIyiEYl8Ggkqo11+G3H8CMzuP1QJtIzsDPHu9HmUD0k9J4skHERiv9/Ez6G927DFdQrvFAZPQS6h0IFiB9zKmJQaJF5HBMTNzxrmlMBt4X9MoCyLBpwbRWwWVY9PlTiI9YL4wYnfY0J94GlEz7xXIWUleNdggqYXFa4XxkQUT5xtDK1O0T3FuRho8UqTsLd9EM/84bhKQScmst8qmyWiKXUpbUU578doLiXcJweT4tkAL8B0LUoi4ZlZS0AzOwu6FDjQRWBW9A6UPkVUVOYxABF/kQRrrQbhEiGCMCgKhMnwIOC3QHfPUiUCV9nF5H6cTWqMp1AQpA0IEKtUSnMepgLHxeD4IfJKCLpEhgXpMIMqAMYa0dlgZSJA0yh6yLxslaVVAdCmtrQLJAOH2kcmQeTYknV7tZO0+MqlE6Ji5MgZ/EJlvrYbUK4TKsNkSWwOLDw1NYvA6kA+Okdczgnfo4KOHnpkz1jW5zXAywXYM3aAz8AKXJMhmt0uLTZkbgVSQNRC6dEorOGSkBiFpkGijcNJSC4cko9Alws4jkKZzvFRI2XmTIfBK0BqLVynCW9zgZgiW7WTOknVonRBEik9WkPVWBPGlQnXpvPGZqGiKVZLZNdp8jaTeAmpabTEumtFX2iGL4/jpNl6mWFHjQ4a2XfpyB8pFFneKpWG7hMlwg5PXniZIHecHVRBkBOm9KXBS0xodQTaVQitw+SpWabRaxqm8A34DIRnC7GJ8mHcNBURM7YzNCo8OCu0lsq4iq9NLghRYnVD3TwCXscpGFqaG1qSMkxXM2CDNkYzxqI7q/29Vj+1f+TrtvLWe2X+cA6z9Ocsv+KxfP/jAk+/bxTXPAmq2dmw+OOOxq1HfnPSu8SL1Gj517c201VXOfek2q7cJyjVNtbPIsTv6TC4VPPHOrwNxhXY24oHf/gj7T/8ez/zld9M/9jxu+oqf/CvHTfL7+ON3fQn9tTVeo/9RZDA1sVf+oY9U2CrSxgkBGfa4c2vOWn6Je84mnH0mcOlUw2h2gOlLhltXePSVX8t7Xvmz/MdWMrq6x0eu/zpWv/pJBmdnHMhaTl+zuFef4C/u7/PhD8144X2CC6uBK8MZJE9j+orTz+9x6+vXePn3nuPF//o0LsDx5w/YnWyweF3B/FrL3R/Y5DlfucLii3osfLLlK/5M8u8+/BS18xRGcePo3eSr38iZL/pXbNzxJiBF6ocIJFgvuGf3ZUxufjdCzlBpg6tSBidTRFvSjI/jnn4VmZY0TjDMDOP5J3DqW/D2L7D1z3/W1/uojuqojupvUi4kWPK/0rndWt+gLgbs4ZnoBi8DVgc+3RgdiCCPkoSkBwgUpvPPjfKD6EFjqPvn0L6I7JN0hDUlyguEzHH5GkIvYHUWY9PlAbNAESTs5ftUxXL0jEqGkCzQDk7jshHbS8fjgrjb3FgJF5YyGp1hlWKiLZNM4lRkbkxGN3S/F2hVxzYWAa8MTidUST9KBwEjBEI4arOP1TU+KZn0LNvpDJDde+xkfAicNDjpmQVPK1pA0PRK6iTF6hI68MKjaYSlSgqs7uE1uGwB4R1VKpn1l9jppewldWRsyBrwONmgXCC0ksb1mCUtXml2BwuRuSB8B7qFKLtJR7RJ2j0rY4f+UPYiAlYpnMpwSR+JQQTNZlow1S76KOmcWbmE1wnognlvgSYpsNJgVX4oOZWB6BeWbYBexOZ9nHSH0qBZ4mhkZAhZBTIo5sPrcek6rZI0JsUJjetfR5UvUGlHKyUehZSarDXg0ng8Ac4YJrmhTkGQ4qVk7jWtTgkm7SRdGi9k9NfSogPv4siNzBbDvOhHpg0RO/ECvEk6s+0o3zzYdgbAqejJ5buvrXJcWWpAG6qlG3DpiFbraHAtJM70IC1Q6tBACtlt7A9eWweJlAKroUoVduEm6mzY3T9QJykHMjLRycp8vkzdX2ScPev/KX1kNE1Nw27hsMowxTNTgbmJwCYypgt6aZmZFteN/9YHrPfxzBykm5oFqt7SIQvKSt+BX5pm4VZ8vkr0XAKCx6rODF4qrmxcx6W1deY6wafLEagjAk3bxYxGOxrtafLOXa5jke3lLW3a+cHp6P2GlAhvqY1mqhtmKSA1tdFYH1ksW33LtWzCXtpExqCMHlBOBBoN89Qx7S9T984QkKgkoZXxfrHCUyWaYIbYdMCs6BFMD9lbYZydYB9LUBLpo4fYpNCR6Sg9M7HPVr/G0GPGgEpbXLZMqxahS4VFQFMsY9Nuoy0kVnqkMDS9Y1gVQfMQ9GGqqVcCpGSaNNFcXcT7wOnIcgohSlpjymCUsiVIUnqAOvQJbEQA2aWiSkOTDQjI6MXYzV1NsQLdvVzpA1Fnl+ho+iASJAIpDNuDHJRkXpTsDBeYDpapBifwSY+216dOBXNjmWlLe6Dk6KSbdf8kXiVYDZ5AkAFX9PBaYg00ynC1GDPTDY12THsjFIpWBxrtUSICQcJrRHEObRaQaX0ITFTKxUaNP/BKi0xI2TH9XL6Gz9eZJZJJr6HnS8ZZtNGfl4PIWlQR2G51yUz3aFV8rZhoKA8ed7FU2kkJI6toK4tAaTRmlzgSnPIdYzAC5FVmqJODBpGgUlnnGRYOz1Wcw+M8rcNBeqzAZYvMe8tc7sWglr3U4qMJGUooQr4SwUtdIJHdGFWIZAD5+iE71xlDo0LHJNQEI3DSd/51KQpNKwN7vUV2B1HGiUxwWQnadyzEyMRGQJ2OCDb6ocV5N8PLlFmRgtQ0vXV8uhTZWYjIBlY6+oKpNHosyvg5gxSgO/k70BlaItB4IoNPBoEJCiMMxmm0E2gvMV4SlKHXJIzqnGFlECGQeEUZhiRiQC/0+EzqCOw6qqP6G1Rt51jf0oz/qmztQMb41O7DQLy1Ty/c+Fkf58q9UyaXGk597vDwe7tP1cy2LVf247GefzKwy2XS+/4L6y/oMTj+HSTFt3H6VQsEH7j88Ye4/MnvZb49Z++ps8y2PolOl5lvXaJcu53jL/45qr2OIh8Ctt7kT7/zg6x88j8wu3KeRXOB56jfIhAfHo9c67H59L/l1m8YctvwP/F7y/czv7jG5930Nh5dyXn+xzVPn5tjuv3TDdc8e6snWEl3eHj9RTz61f8Od/ETnFq4G1LJ2qm6W7LD2ast92yX/Hlzha85XvCi12/wZd98iu//4rN884+P+Mo33cLL//UZrn/dMmnPce3uMU+8Y4tqr+Xk6U28DTz3G4/x9H+6wqWrFTf9b8cYLwgWr8Jtb7e85YErh+dRpzNMuQ3K4Xwdvxlqfuljn+LH7vw+Rv1fJv+c/4irc5xomVUzhmfi4vHSvV/JuOojhScEuHk5495L70Ilr8e178C17/2sr/lRHdVRHdVnW8pLfFKw3y+o8gVqAVUK42zedcwlTb7E7onbsQoOmjLOpLTJACdN9CyRkmD0YSMiCIkkwaYjZqsvgCRHqAEhHWL8oQ01Nl0CnVBl5aEBvUaTyIRKO7wO1AkRdEFE9kVnYnytV1Hlw7hhI4I6czPg8tKQ1khQ+nD16oOjNlF+poMiKEmVD6h1BImaNOfa8iLTXFNriw0a5wDR4vUMyYwnMo1Fd0zcTpolPNPeiN2FFe5dP8PMpHjpkRJaMWC/V3Itn1EXCzElEEUaBEUdpYPTwSpt7ywNglYZgodx0WJVBEQmumbX7KF01XknJQjfQ6oSbwqsUVwcWVxnzBtL0Jros1Vrx0y3SGGwItDqEGUfSjDtr2KTaPi9M0y5Nhqyl+oor1MF2hskAptpdpcytgeKSgfGgwGz/kKUFhZnccNbCOky6IIqAyNybMf+2C6ntDp08jxHlThQJsrFBDTSMdfQGsN4sIKVnlZ6pqkFJUi0ASmYFh6rPUGBNwLRBQEEAj41NKbACcW0TKL3HAcec4I6S6L0tPOdcSqhWjiHKzYicCX94U42yIDQ5hBwQkSj8EZ1BuOqh82W2FlawKagOzmSzZaxOmFeLiJCBPnqpGZWLGPLIXPT4FQU6/p8g/nwNPOshyvXAEGtLd5o5oNlvJLUWR+blHjVfZ6D/qXUNOWgk/0KdEgPGWeVdngElkDWJnghDo2/QdAisEJwLZ+wn0sqI5jpmlpKPBEgDTKNYQxYIODwWOm5upCxt3IjrjzWjbCAF4E2G0RbeaFISdg+9RzOnz7BtcWcncWz+LXnIU0faYa0sqbRHpsN2Fm5lZ2F66JESTl2y5ZZtoA3fUiWENJwkFroswQvArUMTIsFttafw7R/krFdYlcUNNIzSZvoO6jzQ9C3TgXTJLKtfHmatHcLVdqn1p5WOUIQOHIkmqBzNjdOQHmWkB7DCkXZFigv0D6CUo1uiUIzgc8T8HMINmZ8SkfIh5TzEtWBXQJojGWWBmZZyrjQWOkJOqc1kllWxqQ9AUakrLhVEpEgpWSSR+WBRLFdzIHQmeELElXik062LAJSCDIHQUamjJCaWblEk2aE4HAS6jznYJCrIFDWMMvLmEqoUqZlwYFI2IvON0tIWhHBkSaJ3lNIQasmJL7B54u0g+uRSnF1acQzJ89wZZRQ9TYiAK4kVjpmuqFK4r2lpCSRsZnhpUIIwV5WsZc27JUGqwxWB0K2iibKHpUXyLYBs0JTDPD9liRztDqwn9ZUSZxXpVBIoWm1R3uNRGNIqTJDZQRzbamTFhkkieijvcYqwawYEATMygG1cpFNliRUyuFUfLI4GZNcnQwEqQgqgrV1kjBLfQRrOqiwSTKcjyzU6A0ZvQetDDjVopDU2kZLACGQIiWolDrNqHsL2HyZ3BWYkJAGg5eRGXqlP+VCsc32wjJbK7dA0AgMumMNS1kg8tNIaWhDhlMLCJ3itYwNjmTAbl4z1w4v/eGUYvMRIV8mJIvY/ok4n5kcp6J02ycFUkbgrdKd1X4QPLKwRSss2qagFpFohFBs9wZMsiFepwgUAk2twSuFFgUu36DJF3DCU+s2WgMIh1UKKw/AuGg54IoVqrzPvFygVjVeOdrERtau6M61TplnggdPWCZlHyc9TniscPHfim7t8t+vI7DrqI7qs6hPXPoQ3/621/K6XzvL6371LG/96K8d/syrlif3H6K2FVuzywCslsfRnxaF/Nep2WbLpbvHLJzLWLyhOLBs4NoDUy7u6EOq/hee09j0zdidGeKOO5Dqetr6V9l8+JvYfPin8O1xVJLz1J//r0id0FZPc+2BX6RYOY3QLa6aYGfTTl5hmW1+AgBLRtI/TnA1r86+ny8w/5SX6R/mtHw3H77rMu/5jtdy3/6f8vaZjV3AO+Lfnf5kj1M7MbLXSljeb5jdcB3lw/+RnQ/9Q8ql2zmnn+aV/tcBkJdTfKf6O3PV8nBW8i9fUPAFr9vgzKsXWTmW0ajA9sMzfu/9F/mOt9b8rTdJvvnuR/knj0v+8N3/gu//oe+jbQzOS4qB4ua/s8anfuECG/0U9e1LjPuwsSl4+r9c4+o0pkTe9eEX4VykgqvDGVHwrbef5rf+1hs40c9oVp/HhYWPI4PGXlPcr9+L6UlyBvzJnS/n3qvzw/3I81eeonY3ItRzaav/QPC7n9V1P6qjOqqj+mxLSoFLNY+cHDLvrVD31kEEVAdGHDA25qMBsq2AZw3NvQTf/fxQdwB4FX2WZLdJ3C8DVeIRyRAVDBKJ9gpfrLM7SHlqReJUwKYx4VCJ2Ci5cHyJyWCRJonfb7Rju5h1pu/gDDR5SZvmneG9YNfMET5KXxQaVCBouJpcQ9g2MgZMJyHUIW7yhUdIyTSxjAcDdpbWO18lAcojZaCf7yOMoE7TLvY9kLSSWtS0iaFVpmNVOIQQBKWRQVErSZXYQ1YVKERisH3iBirpIVQGIsNqxyy3XCnHGJGig0EGSVlPSbyn6i2CABVA5Bm1sgSluLw84NpIP2vYK0THypGfBtooqt4Sk/6QxoRo2m50Z7bfY7Z4Bq8Fd52bs5M76kSCiSl0ZCUik4yXFwlLt9P2llGpxBcFYnAMLz1WOrwMzGWDFNHMu1EprVM0/eO05Wo0BhcCr6JRNwguDeaHhuH0TjLrL9MebMRkIEEgrIvPfAWtNtGMXKgIoiARyrDf9+z1TjAuVyKjo9u2BBUIyrC7dIb9wZBKW5rRSXaGMM/TyJ45KNGxvFTcjJvQMRmFoNKBNh3EjWS2RiMzEpkSR1CUp7bpEFRkY3npqV3CvDhGoYZd6FB0BQtSENJFLpy+g/3BTcgAzljqAsaFYK8/YvPYTbgsbtzmJsoAD/yogoBWJDTK4ZTAas/E1DgZUF52gLHCGXno+xaAvaSmUoFPnBLsFC2T1euZrD2XRreHn79JewQBiS5QBHazGeOkolGByigm2bOes1ZFvykhFYiATQ0yd7RZypMn9mkWA5OVEpH2CUmfTCrK0CfRyzSDYzQiQ0mJTSBJS0yyhE3XotRZRtaSEgqX9qPHV5DIoGn7G9j+KtuLS+yNRuwVJV4EpsZGf6BshEtKbNaP4Hh3SzTIyCZMc5q0S34NgaZ3knn/OEEEGgeNz/ASEmfQXqNCvI+EhGFtCGKPkCnQGiECyrSgWzJlQCtEiJJPCFSJ40pvnyeWG/bT6HG0VbZc6U2p8vzQMBwRkCaQCQNSIqWOYJBSNGlkg0mpaXUFukc9PI5NB8zTNHpkeYUMCm9SptrSKJgZy1TOmSct6KSbnQM2G+CKE7RGdMwlRfg0Jw0vYmJrbWycGxGIEJgby+XehECNFIGJmdHKgGoyhq5P1esxy1OsyRBC0ZiUeap4ZjAlqICQAa89tojSb5cOD+9RiWCrr9jpRQDLKge+ZZo0bOc1U7tHTYUznvlgjjDRT29uHHv5gQckICTzpKVRPt7DImWWKiaZ4FNLV3AmSmsTJEoYWumi+bqSNOUgBkjIwLTX59pC7zAdEaGo8pI2W0OhkSICeW2Ssbu4jtR9ENHjsNUp49SzVyYEpahNF24gJJFHlYIINMp3fyNpdUqVBHxeUuWKWeLQtUMg2O81jNMK7QPT3GF7S4jsGDPl8d3wOWgyqaQEATbrRTZqd/1m/RW2BpFpHVmsnQ8gEm9SpG/w6RrBlDGEQsiOBRY46B14rdhaWMRmA4IM1ErHOdVoXDaIfoLFMrWR7BRxrGkUmgRpckLXgAr5Mm0C1gjOD/aYm4ZrywsR/OuYh222SNM7jpQpjUlok4K5aqhUwzSbUhvHldUF/uz26zl/9nnsFp4nlvZ473Ou8tTgKlMTmdHjtKVJJG3GZ1RHYNdRHdVfs975yG/xXe/42+zV23zlTW9ktXec+X6DJYInl9xj/MO3vppv/O2XHP7NbWsv+6yOFXzg6Q/uoXPJyVfEB4jO4m1bbbZ89MkDDwHP4vEnEQ+9AzVU3PDiLZrZP+fRP/4F7vyBO9m/8C5scx8Lp/8ZSo95/L1v4OKHf4R88TZWn/dTTC7cx8N/9DqE6kHwCGlYuukRhmcyNBXN+AIxnqTmRvV73Kp/lS9N/yFr2aNcu/AY3/ncF1Decx23LdzDB84MOb5lmeiU5z4Tz0mjYFYUvGjvz3i0nvKmB+/ixvPvp7we+uwSAgy+6jIbd2wBkDnY3Mp41w9d4fe/8T5+5V/cz/f9l0/xF9/3BHe9q+Zte7s83D6EG92HkI5QXOUTt/0Snxy+j7e+9yWYJNA0ihu/dInJdsv5v9zlb924yju/BFotuPFR+I3ffwaAl97xUX7wx/53ZvOiizAHIeJiIRH3AppzvT/iC77gzSS9ayAc65fWefrMTxIIvGD2Nbzzieu48/zOsxeu/WFU8m1AjW3e/Fld+6M6qqM6qs+2ggDr93hieRcECClIXOw+Iz3IaGzb5gFfWDSK+fAE417Ofn/UAWMJWiaI4JmkOZcWc0TcS0bzWhrmw2OdybxjmtTQwT/bvYZJCXvHNmgSidcamS0BMDM99tLluIFIhzjpaVVDEiJjSwnN9iCj1fIQYOg7zemdEYXvU4ohqIDPDHUWgBaRrFP1lyJwIAVehYNdEkEG2nyA1wlz3aCDIKxeIEl3yMoJSMdkuMF+rqlFZ857cB5llLZ5FXDGEFT0Q0GK6I3lZXc+BCkanRmcGCMCaBGoTA0yMMtaqsQyXVjD9q8jdQrlPdILbNZnungdygiCFl2IgCAJBmEGSBSVcTEpTGXIEIEOgYysl8RgyyFeCmoTjfa9UXiV4NJoDr1fKi6sZvg0PXTrlVqSqH3SvEYZxdAvYotFKPtIIzswzdOWFq89wYxo8j6NMWxlFbWBaSLYznZ5dGkbEMyGp5gOj2G1xwvQQVGEAiWi3GmeQG1sfGkbu/heapq8x6Q3IJUGO7ousgyEYKK2+ejzDLZcQnjZGZYDSqCkIhhodZTMmCCpVEWTyMP0PIim/+CZJy1OR+NrT2SaeSHwSdwxBV2wu3KcoRmQy7wDoQShk8sCCJWThj6TviAklowEm02ZJC2zImM87DHLS5A6+ir5ClTF9vpxPnl2yHbZUulAIx2z1HWJqAAS5yOzEBXByj0z56G1lmdGHtO9H29cZ+AMrYJGt0xNzWY5ZZzOuFBuEkyF0oEqBSlCDKtIEtrRzSip8D4yISPJRzHLBE4GKhVZKU7DPA00eU5VpOytL6CVQQCmMFSLDTbR1L1bCMVZcpEhpUIGj3Y17WAZIzU9UVKIHKni+T0A0yEgQyCYkunoDARIQoIxizx64zKX1kq2NtZp+j28IMoWVYNXKfPBBs3oOK0OVMbSMke4CNbPigFXFuYRnJaw35NcXGhBe1rTEFlUkcmT2AQH7KWRza9chQkWKT17vabzggvkUlAlbQzYE5FF54ShFQfhAuCUBxmwKlBr14FPEqugSTy2cPQTSQ9NLnpIvYqVFpcILi5P8GmgySqcblHFGrZ/gqa/waw4E+fWZIkmHeBVoNYeIRR7eswsi7JypEAiCEqgbMDKJapygakRXBhsx3GjMqaloU1MvPYisngib9YRREuvHXPS5jSqwUvQLiBxWNlwYaS5Vkoq3XBxfZVPXX8ziewRpEBog/JtBLyzElcsHrInU68QUqFUjhIpMxPiuURStAVIEIMZTTknLM4JKgZ4jNMmSo+J90cA2jTBZUN8NkILA1oyzzOKA2N5ImcRJfBGcnF9mZ3hIiBpiiFt0SMYzXjxOE25egiuN0WBlFlsonTHUh7yiaFWLVUS55it5ZNc2DjNJJPsZp5JWeK0Yp5ILJLMJ0yHJzvGZM61jRVq7chcCki8kogQkERCgVQSKQOXh/tsF/HZWahFgjGdV1lkWTayRSQZYekcJvdIWYOs0c4yN5atfhtB+ayPV9GHS6NIyRnnDbWOckEhJVXWo07LyI7rkhElGp2MaHVkeHkJ83KJqlyKjaNigyYfddYAXaptUERZqUOKJrJ6AwTh0TLHyJyL/TGPrbRsrZ2NQJ2O874KGo1Ak5LZnMylBOmZmxk2WaYqhkyGCYXvk4aUkVhEEUNA+i4l9YpW14QuOOMzqSOw66iO6q9R91z8AD/z59/BC4+9ildf99W8/VO/xrydcGvvpYe/E4qWb3r+dzFIFw6/t1yufVbH23xoxuxay4mXDlBJvF3b/MDTQfDhp2N3a21o+aXZd/Nzx/a48EUpl2ZTHnn7Kvf8X0+z8vyzXHhhyy/s/6/8fPKP+MAdx9ns76HzDKENT77nG4BAOjgbu4UyroSffO/78C5geuvd4Q56Wop5WOHd9b+DZgoIQuXo33ecL33Br/HouuFFdxsev7HmhkuxW5i18PjzXkix/0m++8pldnYcKx/5Gb7AREZcHQrkvY7jL9873GTceMHy4Bwq2efuWwe86JOC/SHsr23wT87dwnpzO8iu82Pm7Jgx5qZf5jcmv8AjVwSVjRu8V373WR76vauUqeJrTq3wp6+IE//GH0/40P2xe/Ivvv0/8B3f/ZPMq4ztnUWcjxuoCH5ZEH2kHnP8pb8IQaCn53jRKKF/4qOklFy3fTO/cM82T+1nCCHQ0mOrn0eZr8G178C7xz6r639UR3VUR/XZVJDg+jNS5ZlmDVY7nPAIPELCbHgS1z+JFROCVMyNxWV9pqNFnIkphuJZyIc2VewuTnGlxxcLiHQZ0ba02QBUijOOOrWHq0oZoheH7zxPXP8EPl/q8qiibG5ufPdcEUgRmOuWiyu7bK9UWNV5UQWIAJrH5YacAknEm7ZOHCdVmsnQsbfkActctRFAUoFZ4kAIbKIOzcgRoASclhWrpganGJBT+gLfW4uJfInBpppWOawCa+e0xhJMBzIdMJCCxOnIEqqMxaoK29vEJzMaU4P0tFmXUNdtjkM6wA1voMl7JIAKFk2FxBJb7YFWw1Y+R6rA/vI6Tbn+7IU9SPpCxNQ1KQkCXBJ9fOpEcrE//StjQUhFL/RxwxFisBTPpclwUnDMaVb0KIKDEuxonfGZVaLnTPzfG4cmAnx7oxV2BwvYRHGpGDMxM6xs4qaj2wy1BkTwkT3gPSZINBohBJfWltncOM5BZ0m6mlZH9lJrAhqL7gBEiUClFVrNMDqNG10hmSeOAk/WUcFb0eIU7OdTvIELixXNp8lbmqzPvD8kD9FjKQhBZSR7efSmkzIl8QmJ2SBLBmRCRX8vQUzeE55atTTa0gyWccU6CYpm8QShfxphlzBzSzVcY7J46tBY25CwSIIXsLsxwKQLKB/9lyJLMCXIjNak7OTTOF6JpvEQmTFK9QnpCCOzOP7KJUpZkoaMoAJWVlgZJW1BRmBXURGMJ0sNEg1otDBIr5CznBAElxYzxsMhdSaZLp9kR12JiaAiMC97qLRHNVphujgiC9vkvsJIidEJmdL0/BShdBzXIeCSnMTmCFHxzJmSq6dOMS0bthY981KBjNl6TsUYhYBHyYSEmAJqjSRohS1y2lQfjvUIOqmO3SiwWiGyAeQZ24OaJ4cPUw+fok6iD9bMZngFsmPaoQLK2y7FUGAleBMISkXWaDdf7eptmmQfryxV0nD5zClmfYHrJVweNuz0GoKOa8pA9CKLMxPs5ZGx5AwUokRKg1eGJitojSeVDilB+wbjaszMIpt9pJvz1Noe7YKgNTW7vTF14siCIclWaNMUh6UqTjAbrINQJKqIjD7hkaJGf3oCH9CIMWkVmOgeW8WUsVbUiaHOU7aWC6bpDpMix4pu7SwU17Ip2lmkatFlQq5SkAGkpze5wNP5o+xlU2wm0V4SyuP0/BCFiQBymSF0NNUXJmFy/HlcWV/sPJ1glnsmiwtMh8uEYoiQEuUdpvF4FVB5IF2r4/0mDbnTlKFEdPeBFwFvNLkusYtnIttIgO7PmPcqBj7DnWiY9Hsd+KcIWjMznlZFRlFdLPLMMjQyBgEgYvCCN5FleIDDis7WL5nO2FuacuH4InWaR5lnr2TeK9nvxeRflxhsVjAuS3azObtZw4Ore1zpVTx2YkC9OMDoDK00QUmsdsyXRrT9FRAwzxts2tCqGHaBDwipEVJhE00XJ9kxlANGSRJpO2ntAtpXpFaAMdx/KnB1KcMMFjGdFLpJwWVwbT1BSI3C4EzJeLRONTob7QAOnxGaSRr3kxpJyTIhX43n09VYBUFKhFZM0wiICakxAoSWuCT6ADqtmS/fgtIFSmgSclrlaJRlplsOEGKFRIeEXjsgJAGkRfuGxk8Ylym5yNFdiM6Bl9eltVXscAlXDPDSs9trMOoI7Dqqo/ofWtuzq/wff/aPODW6kUSl/OYn/j2vuf7refPfvotBWO0o9nDv7E5+7eP/hid3Hzr829+5/5d4z2O/+9c6XjtzXPromP7xhNHZDB88v/6xn+GDm78PRF+tyWQEwO23PMLniWcYjOFP5IQfv/MR3vq+d+NeXfDrZ57krb19xmlF0e7wdHM301DTTveZXb378HjHXvKaZw8udmnaq4yfrmknl+mtfx7m5e9m8+TrQXj64gLP0b/Lb1d/xCQv+fJ/f4G/f+svcf910eD3Zf/1GI/cMmd1P05ETkC5PuLYdI+nhOPOOwq++KvGqC5F5i75dfibFTsflocx23c8XvP4Lce58tov4MvvPEZZC/7iJfAHax/nB+7/BJeTe561MgF8foXMZvgg+MVPfopebtmbewbHUkbHMy7cs89X3rxMLgSPnoLECh5884M0jWFxYYc3vuHX+aEf//8wHO5yz8dux3tB22r29kYEfxnkKXobr2T51jEAF+7+JtLn/hIIx/Orr+Pnvugcv3bvgzQusu0ID4DoAyW2+b//Wtf+qI7qqI7qb1LjviFkFUtSInX0iok+JT76jGQZu70ZPXeBZtjHDddJSPGHTQ06n40IeFRLxyiDYrZ6Gp8vIKRGCsHOIHpnyMTRDMFqR61bpPdIBOutYdDGpgISMqfJ6aNJ2VrI8aaHMwUqQJtpJnnDPLVs9xzTzvAxSAMEDpVpUmDTgC0MMgQGM4s0Ldq1BKOoTWAvneJMStNboyoNjy9c5RNnryCUQGrHglXkxUVaOcMJqI2jKZbiplxEw+WpsaSUDKpoTBy0xwuHEBKnBBpFZaJPUJt4dkaX2RsuMy8V1lh2012UlmgkRcjJQ0GiEqowpTFbGAEqcYjBZfpa47IYBd+kgntOTyOzSAiEkAeYX2euHGjTnFk5oulSsmyxwLy/hLQO6xsq0xkxo1Ay4Yw9hTz+UuqVs8yHKwQdZXlJHsjrebfpD9Q9S9ABn9aQtvjeEiLvEVKLUJ627CFEZOlcXF9iZ6PfXZLINUMqRACVrqJEZKntZxUIEc20pcIZTSNmeNmCCOyUE7bKMUZKZqsJQgiM16QuAompmyDdFlUq2B4oLqw46iImhMpuPKQhoxdStkcNTy/POVgcWOHZK2omWQRihfed+XqK1ZLEp9g0pxqewBWL7C7MWVU90q6RZrWP6YUBWu3wykM1I93bQkpD0AkSh3KbXCmu8PRaBFS3yoY2EaRasrvYEhaWOSvOccweoypGEcgRApI+SmgeWbzMA8vnaXWKlZEV50UEenJRANGfp+kdZ3LiOkoGIGBSSvIQJYqlTBn4QFpW5ENPqRKQcfzVCUyLGkfFWE/ZHfbwUnLp5Aa7xzMOIBMvAsN0hTA8hlY6yk3xDKxEyE5CTGQtagIidaQ+sHJlzgZPMu1NSUPFRF7g8tom017AJhGg9TKwU7TMTEtjWlJpSGWPVC8SkpRU9OiFEqcCSVMjiGBIkAodNNvFnHHWIEtPqffxesy8V0G+z/4gsFM6ijZlrw/7w+KQBdhzmpwDXzdHbRzj0OCJgH6tWrZPPs7W4EkSU1NoiQ9z6tEQv7JGazyTtGJ/sUKpjNp4ppmPIR4ygiuNjsDJoyevMO0PsGmBzaIxd2eGhA4NTbqPX8gJJgcjCFmgzaJkNia7emQIqHbGbvYEGI/Qgv3cYRNJrhbofhlFoFFz5jnUaQoImjKDVIBxHTAeWYleBhrt2D/+HPbKmER6ML9UukUoixg2tKN9nPRcG15kvHIBl1VIAiKfYrPAdPk6fH+BoARBB6ZZSzucIgh4FfDKcmGt5fLx1e6zB1KRIMuSpihBRdB/ri2VkLTS4hIQMhANfgValXRRAFgVsL11vMkR2iOlZLZ8E/VgDYoZyDHJCF6aVNQr2zy1NuaZ4Zh54jh8YASodQANItRxHtB9bDai7hV4WcXGjhAI73BZSdOz1MuBZzY8beJxylMUJSM7OgzGUChCfxmpC6yCS4uaOs15ZATXVnMQDq8Uez3J5RMCW86Zrc0JSQ8RPE3WMk/3uwTNgPAWcFQL5/CD41jVQABN4ECtJwiE5esJ+RKum7OFEMxK6E2uYSbL+KCRMjZNmrxHSHx8Xocoub6wXFAXPQIyNkyAWksqHcEu6aBoAm3WZ5or6nxIkIZAoC0yjInAllYGpRRy8Rg+H1IZjzOCcdmwXUYPNeUVu0WFlz4C8l3QSgyscEyyBpcIWtXQb/dJqdgr6yhtFoKE6OvXdymJStheCuyOSrYXRuyubFAns//+YogjsOuojuozrl/92L9h2oxZKtb44Pk/4Vtf8iP8s5f/JP/5w/8HdioOwa7l9cjoyvWnp0QIfvzOb+PXP/Yzn/HxLvzlPt4FTr58iA+On3r/P+VXP/ZvONO/5eAlD/266pv+PX9YjbncPV/GIXDnSwO/tjxhr7K8+kOC7x3+U/7u9kv4yj/1rG3BOI+dNqEgWxyxeO6O7siBdvZh5pf2SQenyZdfyOTyB9j982/g8QvX8djJ/x1Hwkn1AW7Rv8k7XvDPuPHsaZbzq3z8TMKxS4LRtYzLZ2tSG5/z914/5PlX/gIVPH96e8oXvXqdKzsC62KCyTk+giXn7l9+jGYWJ9zT1xxP3nEdX/TEIzTqU9x3fWC6Kjljhs9uegB7/tWH8sOZmYAIPLwz50+f2KaXxvPz3H9wkkfftkk21LxRLbI38LQKRk9Z3v3OSGN/2Ys/wt9/w+/zm2/5Bu544T1sbi2SJJanL2ywszvC2ydxza+ydPO/ROfbhPkC7ZVXUi/8Bd4WJJc/n+/73LM07tmwAtf8ClK/Bm8/iHePf8bX/qiO6qiO6m9Svlhgf+kZVjHRj0cGTMIhU0piaFSDS3dQUlAKjbaeoJ6V5wjlY+pZ0rJXVDS6oS4sIJgljisLljaFq8sT9hanCA2z0RhRzvHGsjQVqOBRSETwCOkRwYOMXvRBJ7S9DYKQCDx75Zyn1nYhEVxcqGlThU8G2GSACBB0J4ESjiADWiScnPbozWf0m0108CQhYWqazusLkBqFYHNpizyvsUXAmxkiaAgCGSR9K8gmc5xweBnBpQNdjBSaxGsS1zI1Y8a9CqSkKSSTbN6xsWBu5sxLxfTUca6cvp7L5S77yRYSQRocuchYDWuooEFZ5qsLUdJibGRBSfDFiPniCpfPrLG1mBF0l8aXdN6XOvpskRimpWGz13JpYc6kbJDS4xOJkIJxWVJnJU2xglcpfRbJfUYM6gsMTPe2RSAEjXE1deKY5QGbxWZTPRhHH5liQGEEbW7Z7k2pFo5z4dgGAFWek6Q5CdGuGAAhGa/eTC0MeBe9r6RnPjzHvFiOG53gcevPoJMZwtW4pGHFDBnKnJDFDVhhcwa1QOHRtAg74dr6Kk+eKLlwepHxAsgkpcl7ZFKTkZGH5JCR5kxCkF0qmXf0raFaaCJw5UNnRRdosxJD0iUaCpZ765SZZrK4T61bWt0wNvO4GZae0F5BEEjmVZTkeId0LWC5vHSZ1sCkL7g6qjBNS+l2CUDiYamdojrPrSYfHnoRCedQ3iIEjBdWmKaenQKeGexQJxCkoh4sE4Tk0rrD5A0yOBoVmBRzvGmpSwkSjHfo3KPyCLo5E8AHXB4IfY/QHh0C80xxcW2N5eI66oHHac3UtOwVM5SPDIwAhN6AJksoTMqCLFEHMtLD/EpIbMCMtihveJp8wVE4S77UozeQuDyyTIOAWkdg3EmPRiD7loQMISTzfkmTR/AabyPooOByf4xPNWlIqVTbSRQ9LsT1r2kDIQgaI2LCn9fk6QLzMkEGSd5CGgxWO6xqkG3FLPXUmg5giGw2reZMe1N2l55Bq13k/BrOW2YLW6Rrm/hjU3ziaVNP00mnqjKwtZbglWSeNlwdzAmiZt7vMxutHwIJ0SdQgbd4ZfFqBnkXPKECiZjgcw3G4mUMENA4VDlBZAFpWhZTTV8uRC+wQGeuH3CJZTKUVMMSNARl8auBkDiCkrTmgElzEBICqZe06RDbOxGBaxUIVtICdukaDy/fyWZxBZtPgMAoBBI8RUhA+8iaUwGXBHZ6+xi1iUsqkIJx4alTHTvc3SjaWhsxPXETK2GJpGtgOOEYJ9FHrM49zeoVfO5xq8epu3NcpQ6kxBpBSFJcUWKER2ULjE/fTq+6Ru4jAOtaTbb0AeTgMo8sb3NpVNNqmMmaHVOzOzCUekBQDmcEwRTYfMTVpQSrHd6oCISLgNAKP1olVYHFfBmkptYOg6Lv++xmMzzRh8qIPHpbAvO8R2kLMifwSuBUiG5+2uCVYDyosIMagqdRLaGEySiPss2kJvMaRYs0OYmEPMiuSRRQyYy2rLGDKZOlXcaFY3N9gWujPloEypi5iPMaK3X0W9TxChAEGkkeCkZhkb1SMOulePq0vkeVBPaLCP1CZNQG6QnFhHtvXscnBZMM3nuLYndpjflgkTpLqIqENg2IJCUomKfxmL6s4r0VQHpHqwI7fc2s149hAKLzQ9SWZmFGlcWU33HvacAhgkbNG7SrKVVgQxxjw0fVTGMs42yfqpfT5D28rj+j9dAR2HVUR/UZ1PndR/iTh3+TM6ObuPvCnXzbS36U11z/dXz3O/8OH/jUO9A8az7/xs//53zbS3+UuZ0AMEgWuXHpNiACZj9+57cRQvh/PM5BjS/U7DxWsfY5PcxA8hN3fjvvfux3+Ae3/++cmD8POFQBAJ4P1e9hcSvwvL0hxy4frtMhRL+Dm2//cmZXn+bpP387AoFy0J8Lxj3Y21CsPi+h3jsWzekRXHvgA5x59edz8lVv4R3uLfxe/Qeky31e7H+Uz6l+kumZ1+CC4UXpL/BN156gSB3TTPDwhuEl7xpx70tnXHe5Pdgzce/zb+HW83/Gn94w4Gtu3+AvH4elHrgqZZvjnOIBPvbIlzPZm6CfiPRwBZzZTjh/8QmqNNBfWOe7vuSbuOVU1NWPfAYB1PEPdk3c+KnPTVd5/cXP4/d+54uZNjBrHUUpSF6Qs/34jNNfvsSL7pPsDOIJ3P7d+3nifPSSufGGuzl98jz3PXALg/6EECTPveVBfv8PvxrvFc7fTtr7CU6/Ki4CJvd/PTe+7C1A4Mp9X82kcZQmgnU+RDDRu/cT2V2/+VmMvKM6qqM6qr9+JcUuvWGU3NRpixlmZEuSOquQSlFQsD/a5ETvEm5tBEphR+eoygE76ZyZaUDAdPksT5xcRfgxioatxSkQ5RVBCaSNtC0vI4gRlMD35oyCITGOMJzEedpbknqCXzlJoueoTspllYzGubpAB4fWiqx7vSbJaPIRUo84sbPagVceITpfHBH9wULnoZVojxGa2DeWuCSjyReZDUYsIVhwiv1BxdLeM7gm7sLbpo9PYFhlPNG7QisDVoRDJtXcRNn7fJiiemkEufoNW/0ZjyxeZWZaxrmmTQxaCoJWtHmfSjkSLiHEVXzWdbNligiQzecks33avIciPssdnlnfYtMcpMSohmvDfXaWJjjjmfUGuKTAJQlNf4kmL2iMY56n1NpSJw5bJGAk4+MpQYNNDVdX9rk29BFQDAHhodCS1EhEAsEnJL5ia9FR56E7dx2AV5RU/Qw2tiP46WqUc5205oBlFv2CPo1kjVMQvEWECODopQoZ4sZXAsEGlPRIHYGpsm3QHZcjHLAmphOSWU2/3mXYXma0c5VZ1jDvWDCXFy+yV4wZ94cYFCRlTHbr3ts09Uyy6PeTeUHmEmwSE92cEngg8YbxyjFmqT+UMQUJ3kcZ3DypmSVRXkUQZCEhBAtBYHxNMbtM4qZIP8erCWEwgxQuHJuS6BIpPAbP0E8YTqaYfoPv1yAFM+MZpy21NpAv0gt9eqFAeIeUAZKAMQvk9DCjc9gio80Dor+DMDG1zCvBPGuQUiC1RwbJZu8aef4M2cKDzPpNZ7NPZM8oMKYlZ4wkUIgEmaUkZgBagvAIoxFYXFpw5fQS26uB+bET6N4WjbZUad3dXRDylpB7PBLRnzI6+zHU0JKlc/KFlqQX8EkEjqulVS4szrlWNkyShka3BAeYwGz9OiYrJ3GdZVkqMoIQ5L7AmJJx7qm1Y6s3jyBL9BoHPEWrEFKgM48QAqcUEk3mYvroWjNC9SV7gynjrEbYmLy4U/aptWE/l+ymM46FTU4kC5EhN91kbDaZlJcAj/QGJeM84I3n6lJBEKCQ2DyGbNhQ0TCJoP6BXLwby3Xq2FreYpJdJa1m0YRdBBCSwu8wODnlyrkdZoM9vGwiQCsEJA60w2YtXjaHrMTCGgZec8DGq3XLeOCYlWPmg6uQOoLxbC5MD1MHRfAkTFCuYTRTBFPSpHkEB30OrSZ4hZ45sjCl9g8xLXMalbPcGE45xSgUUVpsu/RUBHiPT3VsEhDn/ybrGr7dCZguJXiTRJP+nqIyFi8PmKsSqzVGTpFyTt3fxMzP04pddNsyGy7Rpg4/WKRaWo6kNiLTUs3mkXWGxzYSZStM2MdqF73EkpJ93ePJXiDkhsnZ51Cdykh9Q9AFk5UbqAYJJVGm6DufP6E8YnWKV56ldgsZ4vGkECgZZdQ7+awDyCU6RObifubQswYSz8reFBfmuCQyUOO5CHijeGL0JA8uPY4sRuhiCSckTw8m1GVLMAGvA01RR2BXQJtWiGxC0IF2cUKdOnaHM9QC1KVCo+iT4YJACoHL4nPC64N9aaBNBcEostBj3Z9Gtm30UcwWsEbi9EG6KyyEPmFocaXDKsFe0TLTLUF3VjpFxt7GOawOzIrAbHHGgeR9mluUVlw6dx1X10/G9yMD2ws9nNLEZOWGSVl3c73DCYNH4fuBRFqkU7STq/gwpc1aRipnycdAgVQYpGqJTS8ZQyY+gzoCu47qqD6DetNHfwwjEx7d/iRfe+s/4ktu/Dt8zzv/Lg9evZt/9vx/+1d+NykVX3PLtxwyvWxo+a7P+zm+/9X/mcL0ec9jv8s3/vZLeXz7gf/HY3kXePpDe6RDxdrn9Pjlu3+c9z3xVv7RHT/AF6VvoLXPegUIAqr/NNe1imlfcu9wj8ur8MrlAX/rXYLTz0Br4O4H3s5Td/7B4TEEApkIphnYseXiX+5gq+Hhz1/4rbvkC/+G//qRIYunP8oP/cjP8lU/kfBVv34rX/Lvb+SNP/4kX/t/P4dbv/pVrPX2mdk+nzwdo7Rf/Ocld71ynzsei6ah41SQlovM8j43fO5ZtsUpdha+EW0i3X4ULvMwL+Hu/RuRImN7+hEgTp2vvr/mPc+/HnvDIl/x9jdw+R0T/vixLb783BJjVWGUQMiW0GbYD/8gAXisuAp4vtFO+a1feSOFidfh+V+2yqfet8vK8ZzNL8tZ3o3xzvkMfvHX3svrf/dR3vvkDrfdei+PPH4DCHj6QgQp3/j33sKv/uY3oeQ91NUWg+MvYXAqwzcZ4/M/zzj/FKFeIOzcxDPj2GmQh1EqWyDPRHaXv/w3GIVHdVRHdVSfWV1euRsXNCF0HIwgUQm0PYfv5EjrNmcpWNrhkGb5NDvlHJf38dKzn9VMsgqRQ1MGEtcigsXiIxgkNcn+DqOLTyKrCu0maGdxUh96tYiwiUjnOGNROGQW05tWguPiypSnlxqeWK7ZXT+LWzrJdm+PARMCgkme0CaKraUV5ialbIpD+UjbX8WbuPgNMSoRl09RfoayDZqAJOCFph5uELQkQ3GcHsE0yErifUJblaQSgs4Jwwob5mwXczKfcRCFdWlQI6sWZVtcliNDIB9PsaKK8kEVqI1nnmeIJKamDdo+6/WIYvdJZLoPBBptDgGnzDUs1w1BSLxO8UowSwN1BsZNCMKjgmO7P2WvnKMDGAzCx83V/vUv4dLZm3ni1EJMXdSBaV+Q1hXVWgJlTtmmYGucmOMMCCPICNGUWihE3iCLCpGCko6iuYYIgSQ0eO1xIjJIkJ7ZyRYrY+paNCGO5jbhwMBdSFRbE4LHyoAPAklAS4lWkunihL2sJhAIIfq5hVQhvCPotHtOHrAKWub5hKkv6O/uYWxDahq08rRpTiZy5sMonXx442GeWN7isVt7jNdWSZs5QXepmQBCYk1KGgzCBXxWsrNYUqcplezCFLTB6yjBSqnIxXaX3+BpjQUTvYiSkJKHhLmZg4CektjsAol/lCBqWr2HSgKh7zhtbqRHgRQgfUCvXSR1gTBsGCR7JDplmiv2hhltmkE+ohdiWppqGxABZVuUSqJUSgdmGcx6lmkeyNik7ddILTnZGoy3qGaHG8OEG5cfZ3lwN6vuAdqgsUFBAC8D08EuAk+jx5zWfc76ITo0LNk9jAj44HB5zuatJ3jmphPM+pp8egmRe3SoKdZznpMM6AePSGb4dE6TVAgf0xsDIJQgKzwqVUjVGacJ8MUSTseN/GY+oTIzhHCEACFJEVqCiWy0FdfnhD3GwC+xIU8xUENAYGX04WrKffqpZHVjnZuum5DctMn+dSejh14e00BnZY/tYsp+OWflyhjrt7g02uvSHxV+scdcLDDOK5SCM3kP4eP7FR6myR6+t0OyGJA+o4P38EnGrMyYDpY4iImIE1HKMIzoi4D2FRLPJG2Y9AOTvsN3foGpnyFGDdXxK1EWKi0pLbclhlvsNfT8GZy01EUN+gB8VljVRrC4mSOMRyYCryMLd5oWOASGOgZ3dOfKiwOcVqKEpOctSeNQSOocdsoYIGWCpvA5i10D/frtHi9IhkgvCChkEPQInQxOINLA+ZV9nh5uob2gZYjVKVk7QbspPvMIEzqg2ZCq2JjGCzCSVltGIcUbaMohoDB1Tb63y8LmI6yc/CjD6SWmWRalh1mLTTx9GrxuUc4ihaM33USKXYyrwBtsG3A2oNHUJpCFgr1BiZ1PYXGFkAZWNKxZfWjOtWSWCULT6k423M1DwsxRtkEIz86xM+wvb9BmC9HnSsDF5Yzt1RGEhqJ2mLbG+jF5s8+tbYFZl1waPMOVtYLd1RPdUzkQtGZqZrTCgTRssAAErHZcGuyg3TZKVcwXx2hX4fJFXJpEBjACJ0Glgl6Add0ggsdH3X186rUx3jYkOZp5jPjlwOUx7hmFlzHoIgS8TpgOFw+BNY3BeJgvb7O7uIPLmu7vHcqL6M9HZMEKb+OzANg79iT3n9xjP7eEkEWvve4ZGkRApgOyLq2S8GyAiPBRJiuF4nQVCK3GCdfNWS1BxUHcI+H6epXRYkE7ckgR4ud5NkT2v1lHYNdRHdV/p+678mE+eP5PcMHy/I1X8Pdf+D38wLv/Fx7Z+iQ/8IVv4tb+s0mLojOwbF2D7/yonG/5x3/whdz5xNv4+ud+Kxu901yePMU/fOsX8DN//p1cnVz4K8e7+skp9Z7jxMuHvOux3+K37v15vurmv8/LT7yCn7/re/khvgBP7GItlBax8Wds2gnpPPDiiwmvWxjy+L37vPMVgfPH4YX3Cm55TGA/LZ0IwDeB5YlkWoB73jpSxhQUnW8z2/xK7tve45u//Xv5we/9UY6fuMK1+6fcdVfG73/wJO/+s2Xu+c/LjM8XbLcpw3SPezYyNs4b+knNfS+a8byn4yz0wRtTPmf3Cvd89ZexIHd536UX8ZLhO9ly64QArUt4G/+cvdUFdLmKZY9555dxbNfxzAvO8Q0LS3zkjorfmbyVY3mM4HUB+ibhb/e/njA7jr79p/CPfgMI+K/rd+EInLr6APd+8lack+RGceXciHrf8vnPX+adr6Cj+cIL7xNU1ZSf/eh5fuSuhzl1/DHe82dfx6kTn+Dq5k0oNeOrvvwan3rkBib7/yfWTjjz6hFCws79npXbo4Hwkx/5u5wcZDy8PYuLuAPrUH8/EHDN2/5HD8+jOqqjOqr/n2rrjLlborYKXJSTBSXYWeszHi6BBVWloBRr6XmmixVbx/aQApbqAS7RBBkIUqJNhg4JK80ImSRcW+0zPraGlzUs7pHnDyN9S9JOI9CVaKQOSDdBmUCQHuNn4KL8p6c1WjqQsD1w7KxCnRAZDCL6VrX5gEeOLeEHNzLvnUIEwTQ3VCbQLGywf/oMaVxJR7+YtALZIl2USe4O+8x7K0hhEEjWXC/KKoQgtAnVeNj548CiS2jTmIC3tbJ8eA6jGb1EoSCkSCsJLYgg8F4xMbGx0UgXN/wyJa92SYJh1JZUo5r5MFAv9xgX8bNL63HDOQ6DD9CoRUBgRUthBY1JEEJ+2uJcYALkrcQ4iaABH99bEEQzZilIqjGzhQ2mqyuspEtIpSF48DYm30mF7s6XKkUErooK5xMWNx8nbyoW6l0KxowXJkyGc7Y3KsYb++xyDC8kyDaan0t5iE81XRKZtDDOa8aZBS9QwWBzS5s4jKqwOjDXNvpxBQ1KEfonmJQzNvvb0eBfSHyi8NrTlDlFuw+Aawz4aHJ/4exxVvNlbpw8AX7K44ub7I962KEj1bbz14obbYkAU6DpdHQeqkxRG4+w0VcuiM7gXwXqfE4hrpK0c/Y29rjSH+OI183KQJNYJr2LzOWUTEqkhNH+efrjSyAFKjgCAtPs46PNHHjJoN4hn4+xJuA2tulvqGiCHwTTrGW311CGFBtAeoUSLQkz2p7DGUeVF/ikZXexJkiJoUamFq+7DaNrkS7wvMrwJelF1ppHkNbStilOGOp8xO6xBU62l2myKYNUcJ0ZMvQZqzuPsd5c5HJvm2v5Hlk1RfUEk0KhXEM+3afc36Zo9kmkxugSJQSp3Gd58S2Ujz2Oq59ByEAICusyXJXhfYL00IeonQuBybDHvCxBeeamRTuLdq7b0AqsliAD0kFCws76jVw7eRNTNYnpcSrn2nBMIrYJ/ZQ1tUdoQRFodRbl0VowXlplPBrh0payepCsqcl35ixeukp/cwsZIOSKhStXESYgUk+YJ2xc/ASLm3dHMBYQIqYz4ukkiYJgotRy1GYss4BVkoyC3BlSmWAUeBP39H0ks41VrMjwrWa6kKLOTEjO7TFevkCzPOdEalBOkgtJaWdosUtrxtiyZTE1B6507Cw5ZoMRTTFCikChBdPVdfaOnaTWWeRMdu97J91juxhTFynj0RLXlqOlSiEVIkS2z7yUjIsmNuUF6DTFiEBjEwYPLXNKLlMvjzC+BEAJixaahJSR7UWvQm0RQeKDxJMSgoLgkalixS0SnCTxmuNiAzKHTB0CwSj0GdqEECTba9cz3ziOCi1Nq8kmuyAE7UpClRcE7dHNHCNbBnKOzxp2NqYYOcW4BkUNBHxIGM5XgMCAAWm2woXFirlyCNex8pzAbFaM0ynXygnjosX24v3d5p5Q2Jg0qCRp8IycQ8vYwNhbOY7oJIkQky9lqtAdMAMggyPxFoklILHKU/c98xWDCRVCCPrzRxA+QAg0PsOpFJHE0JjSBkZun6HfY3n6CL4dE8yAdmEtAsZIatcD09DDY+uMzEr6031G+09H9q2O8wpBIkuLzeJcKIIHH++7eb9h2rM45akTy3hU4NWB/UqEb11mqYQl6Ai+p62mbBQixATZEABnkfUE16bMNhRbg0k8dBAEN6fnegzDMMqEhUIJTemSzkAffAcwTtIZ+3kTGY8ejl2co52gtM+mjMjCkS04GAWEyvFeQVDsd7ZB/706AruO6qj+GxVC4Jc+/IMoqSlMj+/+/P/If/roj/CxSx/guz7v33FicI4nLz4WO5YEZmKHH/uzb+WfvP11h69Ru4raVdz55Nt488d+kkuTpw5/9icP/yZ/7y138IPv+fvcc/ED1JOWKx+fMDqTsVM+xc/d9T3cfuzzWUqH/IPffx0fDn+EExYfOl+rJcvKynlEucqVVc2HjzX84d4eTx+HaQm3PCx53sMRebeFYOk5BSe+eIHJv1yk+dYFrvuXx5i89jbOn3n54XsqVh9kd5zz2m/8Po6tXeXq/V/G+973v/GPf/43+KGf+QN+8af/M+9/6BUwGfLw1mlGsmEnhYeu07zsAznv+Yo+UnmK6K3In75gRNj4HF4o/pgPnLe8dvAOFuRVCjVGCHjzO/8xY73G/Mwt1PMrIGAyV4cSyFc/qpCjCds3vpdLScNr772Ntz+yjXaaL/6Nf8WL70uw7/4vhNka8uSfIibrOOn57ePvo9AT3vobrz30NnvNi5e4687T3HjbkHN7J/j9LxS0MqA8fO6HBdiMhydX+clPvYOPP9by5PkzELZwTrG8+EeMZ99MWezyiY/9OspI1l7QI3gwT63SmClqepY/ur/gxsWCS5NuY3WIMUpc+w5CmHNUR3VUR/U/s84cL9lYWQXdJY4JUEFikxQhHcK17LqKZmbJzJzcXY0NkTSgBCgRN0WmbRFKkEjFcDpmMH6E+vg61VBjyxlKwsnqMsPgWCwbkqDwwdATKYu6hx5Z2t4YkYzBR28uQouxkSEzT1yUWw1rfNkiQmwR5FYwUMfY6YFVnqSq0Tpl89RNhLREJ57Z8X1kG0Gz1E6RdhcrHTPheXo04Vo5Zb8n6A/W6YkCkxuEEWi/B85R7Q3Z3xkiEbhEdiBbhpAJSi/Trw2hccgA2eWAqBTCic4GxdAUDR9/fkFdrpBWDcV4gm5q3EEXxTS0GeyeUdhOUTIZ7rGl57RSY51jvjtlz11E5AEZBCIEhnKBfkgRndmRIJB1KX42iemWRhjykFOKEWkosKnFpQnjbAmhAk5LRF1BcKgAWbeZkTZuUF2ITOysmhKcx9vAfq9isjLGS2LiWGZRRYMPkhAqdFNjfIO0Nu7m3QyhHKLzUmu1i75JxIh5oTVeKIS1nF8Y8/hoi1pb5qmlo3gRpKPSDUHXkF8ELdAqDtjozeZp9lL8KUfoB5LWkE9aiu2Ks1tPsFC3BJUiEkgWxngRAwaki9fNBE3eBGTiuLro8KJjB6XxGG0aZWjeFAQpSGe7DMeXsT7gBBHkEzBNLDa1ZMJhvEBISSIkM5kyEwnGuEN5lTCWweQKlzf2qFYejxLetEY6x/LsIYa9J9gfTJHSIcycWekYL3jW7GlkUNgkiecmcTx9Zp22WDjcIKMUUjtk4UGD1wKfNQxm22xUj+G3V/AuwVUSaxOaDKZri9TpAkpKpAtRuig13iuSWUPZ7nDCLjCwOdJ5ZpMlgk8xIWXjgQc4tf8wqRtTuF0OdaJSUgjIqhKhc0qaSOQIEt8qAh5nWzSeWR9mI8e1Y8tsri2BEoRWY4Pu1nmSy4uay0OJkC2uiEmmCIUwOqZO6hlGelLfkhYtohDgA95DYgS5myKdw3rNNFsFr0iFZKOfMppXCK94ziNPk2PId3YYPHkRhcU7ibUZUz+nrTLsTk6rE4IEEeYQAtILXKMigwbBsj5BNjhL09dMewUiCDq1ICc4Tk9GO3HtPcF4gp/hdUrd06hVjyjinGUSydCaQ+mu6D1GhsCHMWV9mVwl1L2GOpmCm7O7skqKwPcWaM4MWU56IAVBaYKXuDhgEWGCaTZpVYPM1pHLJ9k6PiJoQGmcCixNG05Me5GdFgDdktoJph3D+CJbl4+xcuUYYZZAkGjtsaZHwgBhE/JQRrA4gPLVIciReo8ESlEyLZeY9gp8kAgboh9WJ6XGB2Y9gVeaXr0XgSSvqbd6XJkskGBReQMEtJ/j1lZwTYprDG5hC5tdQzKPslEkMunxnEay4BwKQT8s4VR0K5MBQlDU0xJ2Ansysl29nnTMuchWnSzMqRNwKqUlI5mkWKUofQohIKSBA9ayBIklEZAqhRYgvSdxcW4ACDRsbqyxv5wTYlwqUoDuGIHBaZqrBQQw3rMwhuV2Qs/uIlWC8p6JmaKki/eWVzRkKB9oettUrodAsrR1iUy2WJLolRYEwUuE9PHfQeDkFJtYrPFYb1G0NGlg79g6T19/jslgwN5oyP6wJFXxvAN4WRN0oF/36NuCXsgYhiFSSHQ7BwlNm7FlT+MP7A28x3cMXqUkI93jWaNlT1tY7NDitMcDO+WYzUGNTRqEEqyMJbddWmdmdthamB1aCuiejQQC6QBJaBLG9epntB46AruO6qj+G/XBp/6EB6/dg/OWf/XKn+PuZ/6Mtz7wJp6z/Hx+5Z6f4I2/+3LuefQuWioEggv2ER7e/AS7883D1/jOz/23/Nzr/oh/8rKfYDGPN+Ztay9luTjGgc75oxfex796x9fxxt97Be/xbyK5bcxP3vntnJK3ko2H/PLHf5ZROI7H0YqKmY0L19NLlnL1CY6JmznHizgdPoflcJrlpMcbFpf41led4At/+nq+7Fdu5u/+p+fyqh85x0u+5QTf/OLj/N1XneDFz1vke78Evnb1Cw7fb//ER7nl1f+ZXm+Kd5on9yo+8eSQYvEqt3zx9/L3vuAX+IrZfcxczQ2LTyIEfDgXBAnP3dnnXa84z8senCGARgmG2RmeP3g/wjsu//QOVx6UVFPImXKFM4RuER6SjHrjNDIklB89EZuiwOecb3nTdTdyo3mS09dO8ztrDxBE4JUffAU3PNOi3nwrz7viad/7ayAsdr6G372eR596HT9x9/fz/ge+kN98y9cDUBZztuc3I4TgK29sOfb2H+DdK1+LQHDqEpy5WJG6BaZyi7sWfpif/u1bWV25xifvvwXwrCy9jQ/95Wu58dzbuesvLrH+/B4qFYyfaVi/YRGBYPbA1/K7D21xrA+zxmMPwS4HTHHtu/8njtijOqqjOio4oSsWw5hQNLhUYoXByBAnVQ+b5ZR99pk+JQkTzzBsc2LXIY3ACM0sdXEB7ywm1FhnwAZwnir17A4cClAF5PUEIzwmSyEv8F4y7dfsMccqCas1IvcQFB5wwZE0FbqJ7N9cZId212m9S1k9gWrrKJlIgULSv7hDXtWIzk/LZFfImB74kYNrWbdPYLMGl0CbB7Z6++wNIUgBQhKUhgVFe9ahzNMIIZm5LXQItL0pHoGXijZfQcmcee9sNJcmkF5uWL33KqHWtCZBNh4pDPMiY1GtcbrKKaoxmZ1z3f0f4+yDn4jv1UCKpM0ycODrGl0FaBOsVTS+4qZJSyg002FLU0YGVl/KuJFsWnRoEVojlcfncdmunKDJAi41hDxH2IbUblLXOX6madsJdZgy7VX4ssanDr1YsXuPwgQAAO+ESURBVHNminJ17L6rBhssPgQ2LjxCpQNVJ4MaTS4RPAjncLsZ3l7DN2NEJ6sLEqSpSFqFV5ENsF3W7OYtEk+ZzWhO3EB7/Bx5WiGSgDaKvaFlvUq4/qkPsn75YYSrsI3g9GyHDeaslilaK4IQzEWC9RnBC+qRxizQyXQEzTTBIMhcpHm7IKOPTztHNc9aPZhgCDbgQ0VL9N8SApyUTMsC7WG8cpZmENdjEg04hOpACCWevamCwBMN0VszRxewWSxRlylSy8h4IIAKyMWGZrGh7m/RtpogPaXdZzR7hqLeJmCxMqDDNILRwTG4uoWZj7GDIbPFk0BAB48JkkjQjIwS0yeOyy65uhpKpBII7ZhsrVHXKSI4rNK0Bhp9FasFci7BV9SujGy5WUrwJb5OyZWh9JrjVy6SX7TkrSKvBT1OsJaex2cOcDgUXigCCmFgJgJLT13lxPajBBzD9iKi2mHegrNzCN1G3VhCJ+UDyEMajVkRCO8pdnahitexMil1DiF1yMwhdQwVSKtNtB2TyCmiJ5EmkJYJIgT8LN4vaEHrNLKZIgSIXLB4+Tzrj3yKdL7PwqXLFNtbBAK1z3i4v8tTvSlXr5Y08z67s1PUiznp6gLnhMdMHK5VhK5jEOVgggyY9wdI1yCaBrFX0e5npLsJe8MarwNSe9LqGYwLoFPqvIeUnutnd+Ftx6EJjtAE/FwghWVVZ/RF9BP0QRJUQ98oepUj356hnGO+NqQeZQQl8VJzdXUVr3qgMpCatM1RexPa6RVOX1slaeZIXxOkY2e4S6UdxgdmxYRrZQVBUCc1fnCJc5ffxax6lKv6MudXtqmMx04MeM3Tx3psjTICjvWwjvGOpJ6j26sEb6lwZASWQ4A6pvhNh32E92TNNN4/QTAf9WlHyzgNVd+TJFNEUKQ2QUrNfCFHhBTaCd7vEeaXCT4gLSgtMe0OPhsTdAQ/vFWRnRk8FhftXWQad1dSIVRGcIrQWNqHLVQe4QMyNKANXkCjGmxqqHsD5uUq8yrDWon1CpNoVkRsiuyVChMMBZC6OdgWGeIexgeYuhIvND5I3Mwzt7sIEVNnQ2gR0lIISQ9NvVfiK92NBZDCgRsjKkdIEiQzEuEIvSkk+8yGDU4H1sePsOSeYjycE0xshrQ+o0XinOwkjeCDjOBXG5gPEqxJGA9HpF6TtFGeKFyNFZatlSUePXOSh68/hXE1hdolqS5h5peZ6xnapdw4Oc2QPtprlBRk3qORVHnDtFlCBUHSNlinsEZFibsTFCFHoQkqiSrGRGIHjhTIQqBN4fLihFYZUI5qtor3GZWTzD1Ib6GNEkoT9jDJLIJqCMRk+hmth47ArqM6qv+Xct7yix/+fgBee8PraV3DT//5vwDg8e0HuG7hFr7zc/8tdyx+MYmKnZyX3/Zq3vy3P8h67xQAg2SB1974em5ZeyFfdfMb+dW/fRff+Pzv5JGtT7BXbbFaniAQqOycY+V1lO0if8zP88Y/eil+M6PXLPOh8duQaDbFkwgkr/TfxM5+DsDJ5Yr98h4eEHfysLiLtHeBf/KSEW/6inP8nS88wcmXjxidyskyhX8WdfkrJYWg3jvFAfBWrDwUVQAChgtbvPjl7+Wff/O/52e/4ef41tWnubW9FxE8hUoJweHdlE/ctsb1Dya8/7UrTPuWL70vLjbvPWU4ma3xfP8uzn/oGuvHKs7dPkHiCCHwu+FfQ1ZhLke2W3X6Fob9z8HN7mInjw8A7WF/d43X+Iy0N2a/Nyaxive+8k5+5J//BN/zvd+HfeFPEPbPUv/eh2n/5A9p3vZ+7Ed+jKYdMkov85E/vY1nLsQEqS973bu59FCP616zyucnP8TC5ogr/lZA8HkfEeh6h1TGBfWTp36Mn/jjkpue8ynGk4JTxz/Mb//+q3BeceXSb/Ad3+mpNmK89N7jke57k/887rl8mg89s0uqBUaC59lkTlv/VhcEcFRHdVRH9T+ndO3ZmDyOCpu0aJwSBBXiZr02SALpfAy2jpsq4VEE+s11GJXSJI7t3h5p3dITA4a2wONxXiE9OGlohYkMFA+hBk8SZS1OMa0yXHURVzua4PEO6sRjtaNvnkAmLQg41h6jcAUmBPR4BzVp8a0lSAd48I7hhQvI2ZjRpUsg4Ooq1CkMxlso75HKoZoaKRPwBt16VN0QpMBrcKnECYO1BlvnoKCWlitbmkZPmflFJIrV2UNI0YBWBC+QIuByS9VvqCaSYncPHeagPCfHa+j0BBPTA6nj5qKVpDtbZIv3c3L6KcIkp56VaJ+wu7HK5vEVQipwTY0Ksb/viIb4oiyoe4q9E2vsXz9Ehch+0lUdN/NJD0QPl+UcdN1zG5iPHEFBaKYwrWhsg2znzNIhzywOMTIhIPFeRsmeapmOHY2DeZviRIsNFYz2cMs1dRJ9cuoEsnaf/t4Oi3ftsbBzibmsyN0EgmCuW1aLk5jC8KnRPnXiSNox0jXR6kvEZEhTzhjILUSvReU1qyyTW4UXGa6Fai6Z7SnExBGquClJVfT/cnXAObDBM7OaeVuAkDRNwbRWTOajONi9I2kn4GI6YlnPkEAWojm0CA5R7aPrGQdUa68T8J50VhNUQkChm5Zb9j+ONCP6OiOXeRyH3dJpP2txXrElrzJPLFujBZ7JNjoZF6RuG4KlkYraJogMtuY9al/hmDG0l1iff4p0d5MmnTNJcgQt3gikteSzmmFtEULjRA4OgheHRt+EmDAqnUWEmEgaRGC2NGR7xaCYRGuIKppO16lgnkrq7X2y3Xdjm0eYr1TYdajIsZlj3rPsTZcJQpHowKiaUm7u4BtJGyouPtFQXwsQPMrXDOtnsC4FAo3dZat+CFVZ2omlrhW5m6DHM4r6GqP6fXiiCiH1FYSYptgLGWlrSOsLlJNrmKZF5g2qavENSCqc8YR+G32HfCAIyWojODN9MgJnxPcUgsKHBEuCRKOQgEcGT4KmzRqcs+i6JSiPritofTcGJJWes5XtIXQNoaaYSKDBJCUkRN/DEki64KQuNVMmIo5x51FOINuWtjE4B0Ve8/Q5g11dx8kocfBpwCeggkP7hut6Bc8RF1neeZhQRwDVJ22UwKV5ZJxJ8KFFp4Kldg3ZBIQUSOmxMsHVgjALWO+oix4qHGdel2y1U/Z6C8zFnNXHxyT1DITEe4EPcZ3qgsI3CoREWcVu/yr1ytPYUBGSGR9bu5+LxRX25FVsE5htGirlqY1nXMY5KfHRA9CJBOn2MeMtvNXRKN1bZGMROFLfkLQNWTMlrae0fYmQXeqvDqhQYwXM0wa3alhqBiy2G5xwi2RMUYml6l9knzGiPk/jFSSeLN3BtNuo+SbBW3CCJTSSgJKalhneSBZ2E/pPPkX55EOs7AjKJ6+yZ59gZ+FJKtFjK01oEg8yYPMBrTSY8TNQ2whEG4fVEKxguqwwpKTBYmwFzZSB0xQuoZwbyv0hTZZz2hqGV9bw3iGDxzT7JHYTGWKzQXiPbQ3ealbbJdaaNXoJCD/Gso/PpqTpJeZ5hXMBkqt4GagSi3/CYZkxZoodCNozDae14viOod28giXB6YTJ4hq9HUs+b2mN4enrr6NJExyg2hnaVmg/R3lHYiuEVHglydoZp5IH6U8/xRkGuNTjfI2VWwjfYFXASwjphHl+iUpLnK/xbYOc1ZimwkvBxV7Fdu4IqY3ej0vr2MF1OG/wBBQgkay4EQMKSpXEqU4HBo/vM/YlQUiSdspa/SiL20+STLcp7RV008RQgeQzWw8dgV1HdVT/L/X2T/06VybP0E9HnBrdwA+/91sA+F9u/x5+5/X38yOv+TVee+Pr0VXOgXNubyPeeed3Hwbg7OLNf+U1c1Pyzbd/F2/+2g/xBee+hmvTC2gZNeBXpxfYFZf5ltWf4pXhDTzO3XxcvBOAEBxL4ST/KvwBJ8ItnN+Mx1kazBnYgi8Vr+eXbv9mfuZLj3P7SYnsKKNCQL1vsbVHp8/e7t7Hn+/vLHHP5X3aWdQ963wHnc5pW4Xv8JjL9/S571dOcPEvhuw9UUKQuHYOqkFqyfjKKZ66oeWmi46H1lvueKqkX8VOx903LPFl4QGE85x/yyZnXhH9tpJSMbm2jLy/5trLv4zy/j+HEKjO3U5y8np2Fu7h3kJ1PXV41f0N71y7jleImIDyqg++iuc+cBvi6u00d/0s9z360/HDtgO6dmFXgt16nQc3X8D3/OCP4r0gK+Hei3eQLwrUi17NS90vMx3OO2BN8Jr3C6yzoOcstjfw59MP8VsPPcOTT16HEPBt//D/4i/f/1pe8+r3cvXaM3zHj6b84SdK2llAJRJNwuDKaX7rQcnlaY0PgWvTlGhcAbCJsx/87AfmUR3VUR3Vf6cujFdwzjFrNEXIkLMpWdiOvkJZQGiHtZap22PQnP//svfecZZld3Xvd4eTb6xbuaqrc89MT0/QhJZmNKMIEkJYIAwGgwEhYcAPDOaZYASGh21A8sM2BgEGRLBJBmSMBEhW1kijMNJIk0P3dA6Vq26+J+/9/jjVLdlgjP3eX8+9+jOfuj196twT9jl777XXby2skOSigCRhvLDC7uIc1lpavVMcGl/GFutYLSlVJQ2rlFiWUmVYr0QpQ3/QxMoMIwWldXGGm6h0iKTEWAMmoahvod0hQ7ciiBQSckm4mROddjEjixUF2R7JVGaS7m4Oe8bdGEtZONWqblkQqy6pu4M1ClN4e2V/UPagiBV2nOCIHWwwJi3HmBJWN/dxdW2J7eQ0XXeN9VZJwy5ywOlTiwKKysUaRYpORtjxNrkdQ5ZQL7YBgzvwEKWDLQ2FX8OmkA1gdyeEIEHtG3Nos83sliKe+JRGkdZdKAqMlGSqKp0x0mAcjXVKjKgms5Xio6LCDJCrHYwQGKspMgmFwY9H2NxBSIlBEqFIfRDC4pw6w9RTT5JOuQgbUMSSfOJS5FAfXmFnkhAXVfpaEl4i0U8zmuqSa1FNJIMCAoFfjIniHoNUsiFmKK2LpESako1wQCMbk3sG44BV4KUDnCRFpvGeeT24ZoKwho6p0yl9ZroTdDKughPykqzQGL+NuVAQG4Wx1TnMDQbUxTa5UynFJtZlUETk1iF3NaPpHC+r1Al1QpRJqxRFH1SUEspqjGQFlEhMXtLeOkPTVMmYRmmQgmAw4tpAQ48ShtuCvBA4Auqi8rUZhhM2awm9aECJYNw05PtLSgX7ug71SUBpNL65SDh6nF5mGOFjS8sknnBp8wpefJ592RMkA0lmNEKU6Cwndz2sEKjdhHbfEKZQG4ZYYxElUAqcZIyfGdqZx2ySA4YDu08h3E/Qb52pQgoUYHLS7QWGZo6dQQlCEPuCq9EFCjshFV0clWGnLJnrMvF9jJRMIoNaSnBmxqiZnGKY429sMt4O6HoeVkUsZKdZjJ/FoEjziEmvwZlNjXQFhYjJY0iTgCRW9GIDgxI96mKTnYr4KKuxW6nBCQNyJblUf5x68Aztco3SqcrpgmEPd3QRaccQQKJChFtg/QwHiScshVOCycGUTEYlk9RAkVOzdRplDStzmkbRdhR5MOTyeEIRVu8F4ZRQGEypMEoRmQgrYJfLDGspPXeLojtCD1aRYkRBSSHBsxBQoMsMVRZYoyip1GTCWowyFI7AhCMQBdvzmsFSgRRDSttnNhtAPqFpM6y1KAlumaK7Y0ohyAtNrhTSWgq/zrhTJx8nxJMeI3/C9PlHcS93MaVA2vJ6CEhhFSVQiJzcFCRaMykKrtSvImyK3B7gZjEFimKkKcyI1K9hjWU8rNGyM7RpYowizi1p0xDPTMilAq+BMA6lTrBejkpSrk4lZEGJg8IXBdvtGawMQJYUMiWXBpGnmFLu+UBVEwk3G2OFIafABDlyegLKIkw1VyhEwdjNsKEiyDUqi3FsWXkLSo0xsLXTQJYp9LaZuvh5TJnj5Gt7pusF/fgS89JlvzmGNxjjJhYRpzQvJzQ/eYaDW5WP3IFHHWTRx7hgnJLt/beS1KZAQuE6TFyf7Y0ALpwiWjuHLHKEMWy2DEiBkFAkHolwyVSJnZ0mlFNMx02CVKNzSXpZEF2+WHk3Dwx2IyUdKPKJw4EkZEGDa1389ZSG43PAWWReA0WGyguMyRFiRCvPmbExJhlyZa5kVEiScY+8/zS5hVi4TLng1DTlwRI3HmEySRwJxtrglHvek/aaRb3FDlPEeIhTJHhFgiMlrnKob/aJUsvM2KCTMcesy4xs0KBJN5zgORv0poYMGqYqWaSkPtig0d2gyAc0RJ2J1yP2dtFii1iV7IYF+SSlXmS0syosIfOaaC9H1QvCJmgU08U0g6yBEYZCSmLHklhLqgW5sThmRKIHJOWQIi9oTS7ijQaUZe9vNB66QXbdwA38FYjzMe/83L8A4Obpu/jVz/0UAD/9mt/jm+/8fiK3SgMypSWfmOsrf7U5l9IUDLIeAHctvuyv3P90tMAPPfjz/MpXf5CjndsBS2EzMib87sY/Y2z7mC8xPnQJebn9Vv6d+A5+d/jrXOlWSVRT9YSfOvFm/sEbzrF46PG9uI3K5K93Mebix7sMV1OcsCKArIUsDpBSUBpLvbXDifoK2IpwCzovVNsB7/7zv8XP/NgPcPGDM4z6mwzXzyOlQgiBdkOiaYXKlkjufhVv/9Q387f5Tt7+mW/mzQ9fk/1LfvDU3+fwe76Bs3/2Ntr3/QtqC6/GlJV5yeZjd3IyOI8J66jxAIQgvfMr6a1+Bl3U6Dx1iI2G3JsQQXB6ma+Z1JkqXAbxP+T0Z/+U+P1/TnLxa3GMpuHuXL++Yv4hvJNvxXnp9+O87Ls4cuyd9LbqvPvPvwqAV7/846xvTLPv1fM8ab+ZQ8NzJKrybGkPBXc8U52DrF/i7vAE7zq9xnnvo2xtTXPsyAu896G7KUqHr33Dn3DicMkHnqrxWw83SSfVDXs9P8DS4H7+9WdWwcJctINyvuP68RXJv8J+0czrBm7gBm7g/1NsZgVpuYZXglNCnroMu+tMMsM6I4rxAOf0Y4yiGl7Zp3AiClFiybBKk9YbGCy1Ygsvf4T1qWc5d6fFkO0NnAFbALZKGjOWXMrqsxRkoYs1FpccZIHHEB33cMaXSTW0VJN62UYnIc4wIRhluLEBUeCV4FuPXJcUCraaBaUsMbnE5gJjLaWRCFFSqJJMWNKkTTzlQGAAiSh8ckdjrSagpJSQCEkmDLs2o88VSjFg27eAxpoJxyc9GoSVv5lQOIGg4Q8RahNZVsFWRpZ4vR7+bowxsiqVS4bkNRgz5kq7QarGpGNL8NgU7bQgyQoMZVXBZXJSCZelJS4rf6nS8aiG4yUB0C4KsAK3jJk7/yy5TRkGCYmTIPQ6OhtCaZCDnLRnYHoW7fqIokCf+xyJC1t3CdJ9A2aHPWQ6hFIj0wJtJqw5E7rNOVbnZ8j8EevhgDjw6OFhERRlSWkq/5Wl7WewoqSUlYJMOw6JGuKXCpGNQAgMJc6oT+kovNEQb221ah9CkLY2yVMfJQ3TmcSmgpICCoO2lRLLsQmjbgGmh7UGQcLM+fNMTIxxS4wtsEqT7C0YZalmzTZQScLcYBkfl7GnmPgClxF+Y4D+0upDWxIHEVbk6NjFmipVDkA14+rOWEtZlpw/ayhiQZFXpVFWK+IgJa8VCHeCxTCeShgImI1Po4QliUI0GqMKSu2QCVmVk5aCVGdMPINiDY8BuVeSCUPu5MROVZ6YhgHF2ZL5M+c5urVJuNMj2FnfU2KCyAxOYVE7E2yqSVMX01vl6ORRFsuU2DpkSaVpEkbz3Ll5zo0dDBXZ1/e7DMQmEzapD85TJpayL8mTHFEKUlVipMTsE4xfpLCjD4Mag4XRzgbno1m8ZEJY9DAIcuMz6TU5v1YjFgGlDbBJgp0MKCYTJnZCYWCwbXF3LzOuDUncjJwqjbOQAUZpuhJGdY809DEKssBgVQZJgbGCTGqsBNUoscoijMakTuWfZErU1gUubA7YjC+S59X4z7guNb9AFhl5fInu9hZbUZ/N+m5VQhVfIEvXqm3rJTVVZ9p02Fg7yHOFYCdcp1+0WUpKro7PsCtito1H32jKUuMWMcJYMqPolQ55WZVV21KQO4qk9CitRssJxi2ZS2sspE+xkG9we+FREwWZDZF5SpkKlE3RZoLJNElWo7SaXLiMZUJSlJhklXBwijyPydjCH/SQSYoV0K11uehvY6WlHwqGjUUmfp3dwNkb0peY0uLkE1LH0G0bxm6f2G/SCw9TOAnG8ZCpZL+tcYeNwRV4rTkGRQTSkhmXwgom22ANFDYldx1y4zJc9xmoCCsikhlJqrrkOgU1Qe1OEKLy6ZKOIZjs4mc7kG4TS5euO01Y28ZxtimKjK51WRtbemuLlBSEkx3U9sehGFb3CkFegL5wlaVnPsTs+qfIMZixQm/u0N7+KOuDFyjKEkuC3dqlGA9RaUFBReoaLcgNTO8AyIpYUSNKN6BEkxqYBBIjC8q0ib7aoRGn6HSEjIdAUbH6gIoLrjSWGcx1GK0M2DlekbVuDpOBj5lA3faYmhiCxGCspDASIxSNAzvs90rc0tB4ageVTEAaoslFxsGQsdFMtkpEbQgqQRQxJu3irL/AcHOVq+oCV9I+57NzSDXHSO8ja89RtF1MGgITMjtgZudK5Z2nJQhBKTSFUPipw7BWR0dhtUAgC5R2OZpH3DHez8z+MVc5hRQ5FsVm07DhVWRWI/CAKqFWuQbPr9SHsQBfOjilZtC9QFKOyaOSwi3Jxym2lHtpp5K4tYCta7zaKklrgMgzci3pTQXkypCrktwOSVTGJPUorSV1SnpOiklGkBlEllBfW0PY5G80HrpBdt3ADfwV+I3P/wxxMabpdfjc1Y8A8L33/Qwnl1/1X22Xjcov/kWAciUXuqe4xlLdsXA/fx2OdE7w0y95F1/B9wIwsQMKch6V765GKQJm7H5SxvyJ/GlC1/BN9bfwhm/61xx5w/dx/G9/P3N3/CeUG1f+BHsrlHlc4oSKxXubdG4KrxMrQoAbxNc/CwHjjVuvH4+3+Aj/+dQmnlsyt+9xXl77Q8pkSLJ9ifrcIcDSiQoaUy/HOm8lOPz3mQ0PsOHu8O6Dj/Lu2Xdh0qokcbvV4NzSWfyp84zENMp5FZtf+D5e+NNf4vInvotn//D32fi3v43ubZHN7QdgPD9P2j/PtLif2z7f4kO3BXuidAgz+MLkJG+8+GU8tHk3sXaRGL7lRX/Ib3zNNxCo7Pp52O17yM/8HfIv/Cj5x3+FM6e/g7iM+LXffgtx7OE4JUrm3PWip7nQ/j4e5R/hmmuuMXD784LpHdhOUs6cvhOuvJZff3yVT1waAfA93/2rvO8Dr+HLX/VhduMhb3kTPH7J5z8+0qh8VtC8ofhBvr77Lj78mduwFnqTPwdW9o4wJk9/569vhDdwAzdwA/+LSIcfJi4vY40h811yMyZLMybOmNO1dYo/+SP8fIf+TMql+n5sCcXQI0MgTZ+peBFlNQUuqVT01JhPr12g16Wa9SCwClLfMOo5+NkmpbOJJKNEk7saoRM0ObPZKXz/XEUelAW9ogmFoUkbkNhJRZKVCkRZsJJpQlsnU06lcoqm6B+PKa3EGeVYURlTl33FWAqMEEx8w6Q2Jq7XwIDeHSC7MbLUZKIgNZU5eWkNE7XDpalnCaYWWPf6TGRBCmQIClliqBQoI39MpCw2z/GkQTZMVdIS59TOb1+zH2JUhKSpw0S69KMGm+c7rP/FAsNzPn2xirAJurQ4hUGaEhMY+tarSgs9h2xRYkQOE0uYDpjOejTzBm7fxz9bo5Y4WCmwZLSGF/DSIUpU/mfWSvJagFASXWYMI0NveUL/aA+ZfwrXfZam3oQopEg06QDWoiGfXC65FPYYOme51A5ZHzukkxCTeuTGkLklxZ7PVAVDmkOZauqxz/6Lu+yMYwaFQnsGG2YUjmaiNG6uqIuQUufkQeWvcnDzU9z2xPvxu0P88S47h9cZipKutowAhMWhT9JeY2I2GRea8SQnHmgshtiHSbNGpkpKUTAcXoUyr3zusVxsJPS9Hp1iSMMItCiwThWJmIVN8qDajy3yvfZb/VBpNb6oyl4tg7AgsVsYsxc7JDRSSGq2ARakyZFlSTApoZ+TaEi0Il5IuIMus3kXbQxGQJpJhLGkyScxk7P0J5LL+k5sUMdYSRK6DJaXSaMmQawQOwZa24y9XbI459hgiv2jRYQQqCzD5jlZ4iHiMcXz5zj1lKK3OoMtJEZIDApjFVvZhE+Nn9s7/pKNMiZFMVEuu6rHYNswTGKMtdfN0aUxzBQXcWTGrjaMpWBSS/n80Uf4oEk5v13D9DNWB20y02OkdzlTz1h1Cy5MQhAFNumSlz1OD7bY7blEYw+d9vGLNcaNMcJUnlylUeRk5MojDfxKpSkEuVsi7BYyW2eicybax2KQjiI7vEirgP2pAVGSepZzSMZRm0EmcKlIboSi2b3C0u4Qd3fA6fHNXEzmSXXByBmT0mfgDSgLhXX3SlqFxOZNMkcT1ENWzkxz6pGMRy8Neeb597ORXq5KVY2gLCo1V2kU8ahPIQVY9sjhgkJZvLSPMvmeh5sPk2nKXDAZFXQH86x5HaaTp2mNLuJlQ2aH52n0LlC6Y2xwnjRIGaeC9TxFCgkmZUcOGIgIZRL8clS986SHs7aJmIwZi5hLsw6XGjvkusCVAle5pE5GuLGDO+qR+JZxaijisirh7XVRvREmK2jkDn6WkdmAoNFEap9Tk5AtaenjUORAMmCoBmQ2pzCWSeYifUu33aHfKRnJPm7SxyljzHgNXUJNpnsJmxaCs3Sjswgh8YY5nN+A8Rpd1cAIj163RxZ7ZCJhpMbItLcXBiLonHmM+hMXsWlG2hlCq0BIVZWDb/S5fDEjKwpKgEBSFKu0RhluME3W0Jgiweyu440XGadOZbAlDHFhKBxN6Xrkjku+FyTiSo++71Kzw6pZlRna5NhSoXJLYSVjI3BTRe4NUOkG3mAXE5TkVmB0jlekqNJQCkkuHUoLiD0vKyPJVMzGygR/tI0edLGX1rmcj9mNRoyZgI4pbExSQl6O2R5GDEZ1cjGhu5uzfuVRLs+MGDd7TKzDFzr3s3XzNIVbAAalBEWQIoscGV9L5JU4eR1XT2PjKfJUweQSdvgcO0JRdEqSVLA5FMRlD0NBLCWGEjXKkEWCEGbPw85UnpmTIdqCQ0GYWeLCQSgHkY7Qwt17PmDQGDNwJ1gq4i23ktxISscyLiUZDj3t4F06g3/lImEGhXTJpCbBw8816aamGGpQCUkbpHL+RuOhG2TXDdzAf4Ot8Rrvfva3EAj66S4CwasP/23ecPOb/tK22fCLZJd0qlHDs5ufu/7/jnVu/+9+jzWWjSdGnH1Pj1ebt/AW+4sAFCLd48osLbvADlc4UGvzA/es8I6/Ncvf+8Y/5NhNT6LcMcYIrLFYa8kSzad/7iJ/8o1P8+dveY7tZ8e4kcKWVUpKMqlk/cZIysJF7vlAjNdPXDsiVPt5PnW1z5NXhxxzurjKZ9w9x9SBuxBC4TQeIJn6p5S1B8iHT/DExffyvS/7Tf71Pf+Fh+ef58XPXL5+fsvOazl09TDJcJlCCrz6KsobYEuX0ep9HH7Ne5k7/p0c/PjDjG97GYx7FL6H2nc/zvE2zV3FmqzT8xQjf4+Gyl1eEm7R9nZoeNt870v+mMB/gO94zx+xlVxL5RBQhIRZhFr+IOr2n8e541/SvvWXieSA3/3DbwJgZqaPMYKv+co/5Avx9/Ce5PcouXbpJQ98xkWU0F/6XW6J9rGkDvAfL32Opy/U2bd0hRfOHkKpkte88j189hHLN311wSPnAj78bJXulPkDunaN5cs/yPmP/0P8oo9y33D9+pj89zDl1l/XFG/gBm7gBv6XsBFkdN1qILgzP8vWYkW0Fyoncw1e7pONFVr6bGfTTDbr9DdzsmKDybBOOMqpJ+tQWC7vlPSdJQZ2SGELvMkWKt6lkIoYwdampN/1iKMd+gOfwkhsNiYbUo1yjaUoDYWQjNM2O6MOxgqMtFhlKlNa6zDRktxaitQhLz2kKdFFBtplR7TIc0O4uYmfbgMWs1aQqQJZSrIi4COeoj+/hJ66k/a2QGQC0oL+eEw3zxknlXGwUJKt8AqjgyM6wQrKlBT5iMxqSsfSCwpG9RQrLJl1caxfKSWmDTEaIyXoFEqLKC0T5TGua+KpklHLJfamILQIa9hpXMWLN5nb7tLMDLLM6Vx6DpXkTLwlssYyZeRSiAmDSwaxQ2XwS0jUbbC4pcmQ5MYBJG4WY0pBGEcspDNo6zMoauxsLDJcD8kcj0wIJrIyLq4lT1fknYKubnJVTFFEHom2nI89NmKFUwiCFGr9GH9SLYZpDcYxCMxe0WrVNxaFy/KoxszZ57kSlKSl5EBQI4hCjJSktRQCB2skq21LPdkgGI+YEhJ2wB31UNZSa4d0FzZJsj7DwRpGuAw9ReKOMVpTHjFs3nL5mkMERrvkTkkSGpJaTiQDTCGIun3kxhCdFoxlj4Uk5HAvwno+pXaxVGWLqhgQ9q4ijEVYRViGhHmAb6C1voVIcspSMhq3qG88iztaJ9OGXBmmnSaODgDDdGFojmOefTbiC5cEI5sw6TTJZgSFkWhbVD5IVmFI8cY7fOriKvHOC/TNLhenBN3dwxSTiMLumWmXDjr1sRqkfgExvUPuGmqjgKjwsMqizRhrBWlNkgwjrohjPHn4AGloq0U6YdhqWrZqhrHoU4vmSbJdRskOW1lMKUomusuAXUScYGRJzxmx5ezslSaDMJZJFrGtRyQuFL6hX9tE0GBiU4a9VQbpGr3kccrBE5T98zhhTuEnmIZPEUiMMmRBNQ60Wc7uxhAGGmMKTFG1SYOgsJBKZ68cCkplMQJUPMDLNhBmg3y4gzvZoJ2eBjskGbsMhtPIKpOABBeo1JXSu0iQSiglMkuIeluMrYfQLsIWWCEoRUEhSloDF1Eqwt0eprAUFCAdRrMt6kdvIR68jw3vE2yPPLo9B5mkFBMoC40tNVhLYSS5kCSuZBQ5oEuwKTrrk+mwIhoBWVr8skFhNUbC070rPG9qbDse4vwmAsMkDYk3XHDAPZRRC87gj3sUjgEsuvTYWUxwlCQTXcryMonnM4waZGlVVi6sItOWTOaUuExiiXMlIxEDdGZwswFVPqDFWEtmq5TRzKtjpWTDm6c7ckkKgXA1M1mBM85JnZSyLOiLPoN8DRP3MMkmzjBGygLjQ48On7ZtdnLJIO7TLM/hBQmNYRdhoBZfxTgFJkhxVYqJJNJmBJeewwITIZisnWHq2U/Syx5lKKtUVVEWWCWwCLJEIvw2SIVya1B32ZR1bKJQOMjIp99QVbqiADHapvWpP2P5bErQmqe9WSPttRlPNul3LE6xhYm3SAYZppSIYYKyY2JZlecbCdqNyOVZcq9Htz4gGm5jlcA3EU4BC/E0zkVBa/sc091T+IMJnslxJhmlDHGqaviqXH3v6ofJGlJU87BEZfSjmGCwirN1icuPu2SFJAlGWCNJdZ/EFQzLkLOTLs/Gs3SlJU6vokqLk6eMk3PYMqVQe+mmAgrhsqubjIOYSTMhtwnu5japVBRodCGIMkkyKRlkGj/vYbIe0hja/askVnG1ZxlcFXj9TdJizETtwiSmFJCgWWtJumsZxU4VjjK8/DAq2cEbDwkLC0XJ3E5IGF8LdQCjS0oyjOsjlINBoW2CLCrlV1zuBdWc3qDXLKDhg5CUJZhSVwGtGajBBCxYR1Vk8N8AN8iuG7iB/wb/9IPfutcdSyK3zkrrKP/o/n+JuGYS+iXIhsX1z26tkrd++tIHAGj607ja/yu/o0gNZ9+/y+rnKomucOEsj173jriG1NngR+49zi++boUHF5t88MIOn3rkxTQaQ2zpIWXl8XH1CyXv/54nWf3sAOVJHnjrAfa/vI0pLVILpAQ/zCjLCCkNeVxncOVFdJOc3lY1CVLuiHZzwr985RH0p8dc/LDP5OYlrn7bP+Opr/1hyhM/jtd+NWuNCZ8MP8mFXo3HHnD5P55+Db/80Fv42fcfozYZ7h25QgXHqo+5R5RMCJpXaBx8J8e+9rt4/u4JqWsJ2rdy9/BuvuxjQ5ZPV6UP/it+FN1ZxPo5d36yzn96SUAjseRVyAhX0iV+6CU/zrce/zXe+/zt/NqnF8lKzZFOjwcOPQpYHJ1RD3xuOvGvcO74OdQdP098989w18u/kz9/3+uJk4r4k9Ly+td/FMe3rJmX8ZH0F/ZSUQztScGtz1dllM+2foPyymsRKN75whPkxvDtf+93ePjT9/OGr/wLTp3N6J6PuftAwp89XuPyjsZNGjzV/gveI3+O8foJLnzo/6K79hEQR77YfuIfvVHOeAM3cAP/n6NLvOd/JEFKwCJFFZcurERgKTLN2f4sebyDMRbjGzbko6zPDDD+NlMyJ7CX6KY7LKgmnnIodIEqxnQ2+whrybKY89qQuk71PXmJyCuChEGPdFuiujGp8YidNg4B5AHO2MGJJ4jCoMdj9MVLpPhVuUXqVe/Fvah6HTbwZusYofDWT6EnfdQoZbRVJ6cizZLUsj7S5ChwHPZf8JjNTzDuOJQCMutQGkthTEWAKBddg9bUfjwclCvY0E3UeJ24FVO0DGKlwAtqONKtlNsoysAlDywSiyxKpDFkU4KtFcnGTIdxs0k6NUc50yBdsdCRCANukaOsASFQRVaFADg1Stcn0Zp2cgaZbjHYapP3cvK9NEa3FCgjEUiKwiMba2wJZanwjM9IjxhIGNcFw8hihGIny9gaarZ7GicBmXtYlZOZHYr+FWZSB+UU5I7B92po02c+azGzrhFDF1lajBR7kTUGaQVWSoaey9AaskAybFcqq0xLTBlQi11kliFNSS4Vk7QqQUuMgxlq0kHApCWRV7oEwxinPUdWbwIujggYBx2CWqU6cCagHI9RUCUcFq7LRn0aW2YgJWJPPb0zcekMjqPOr7J9boP1DcFkFGJQlE4V4mPcGlZIioZLIXYxhQKlkU6AaxysUQjXgLKUiSAJMjau+Kh0i612j+3ZHppszyPJUpeW6UENN4OtwSl21RqXtAtK80QS0ds4RVKMKdauUN86h1umUAqeX8vZ2EnxZYEdlgzCOWIU0hQ4pjqnUpeEMXQmj3F1+jI5CqsUYientFUIgbE5Yzfk0uwMwmYIW6KyIXLjGXo24ursM6zL53GdOlk2IMv6WAoGZodMxJR2QukY+kHK5WafSRRjFBhhMZnEbAtynYEQe8pFQeQ3cHSEa2qIuIeTDbGmjyMjalFI4g5ZjXIyXRCrgtD18f0EaTI4+3GcS7usvTCiyNM9CqjKpk6sRCAwXpWYWkjBllaMiyHh8En0+imcoo+y64ydkjNTbZ6RUwzKGoXvkc7MgjBspLC5u0GwMcbtxozxGBVTbIkm5XALaSYIKymAQmmSeZ/Fz5wleGibcq8Um8FlQjXipTN3MNnXQ4SCplyoVFxYpDEkWlZprdatUu+KghzBcwcWuNRooYoctbOLdbwqEMRUSZOjccA4jlA6QIsAg8uF/jTFuEkyqlOWVVmtKnOUkjRNTOlnWFnNL4QA10RQVpN2mWb0ZIdcCwZTGbkvkMaAltRGFmsMXlKneXENSoPYU/oYYQlVgJv7FFT+YOUwZHv6GLnrE6eSia7GxgtuQHtgyVsF4+kh0mQ4gy1svEV7+yp+PkFqg7TVtWlNjmBb86RqSG6H5E5KVnp0hU8/9hHSILXCcUOMr8CTnHxmwi1X1sm1xo8GuN6QgVmjH19h1O8hypTRomSyEnHatiHPAYtjXcY7IZnacycPBNJz8IuqzFmNhxSNOptHDhElAqkcCreO7udkSpBP5SSHJthkzFg4SFVgnJhuGlCYnLVwjTLbxSsMytHslhNia6AsEI5AS0GQu7jWp18Ietsxg2GbouegjaUeG5Z3utTGBdmuh96yYHJKUdCIn+GW3Y9hS42vGkgLySMXEe//LL7VPLZ+hu31LbJJibD5ngjVpes1cIRkpHJQhkB4vEidpJ4MCC+cQl0+g+1fQMiSzeYxdpod1sYJ/UyzZXOyTFchMrnAW9umuXkJUezSjYaMbROVtZGiwAQlk7Dg2TVJ+kKT5vkNpvq7uMMEncOk1IzwqkWVrYgyV5hiG3X5HOuDmGwk0WVZ9R2TAhlXJv62NLhJHzHMK2P5Vo28FVHUFI40GNRe0IsAoSgaAhNISglqsEpRKspSMH3pk0wPNhFFisxS5F7y7v8IN8iuG7iBL8F/evrXOLP7FALBXG0ZgJ981W8QONFfuX06LK9HKYcz1Yv21PbjAByfufu/8zsFp9+zzWgto75USTw/kf0+H5O/jWuD69vdOhPxjtfcxH0HBJc+0+MLv3SZl84v8+J7HmE8CZDOBFM4PP0HC3zm7c+RDUu0L3ngxw4we1uV/ieVqIxgTfXfYODw+fd/O+ff93a0N6Ima6hriqj6BdhbBW2/5iSfecOP8ZGv/Smy2Zdy8smQcFLyuZVVnjoqCObvZeXwMd50+ct48eZRgjQn7T9Eoavjf3y/y6lX/zzh/W/jsP056itPMlo/Tvf5/5PTf/oOVh7NGTU8UpFjraXdzXng2Rqv+7NVtqZdfnPuz/jEHZ/hnk/U+MIhl3MNH2WvvbAEsUz4/XiGM6MVas6A77nz7bz5xL/h616U87JjMXnhsLa1jzdvH67W/Sx4peazs5+jXn+M//yeN2ItJIXBdQre/s9+DClzzpg3sl7eidnT9t/9rCT4xA+Sf+zXuPjsAwz+8wd49o9+i+/8kR/n9//oG/nIQy9nMGzw8gc+zvuerHH7ckwzMPyHTzUpSvga+SN8Rv4xvyC+laK0rH3sHzLZfOCLjcFepsze8z/VRm/gBm7gBv5H8EyBBKZKcIzByWKmu49yMO7RjC3Kh0BqjCsREtIZQXdfSm10AUeURLnAcRTGWeXQxhpKSNo6RAqqlEBTp9x1OHN+jV6jxs6URtsaQVwgLOiiRHZjZq4+T1D2QSgi6+MKjStcorSOezVFmpyynlckUClQVuFIqkmUVMTLI3ovqpPOBOTzGQNZQ/Vi5JOKkjrlnhG6VYbSCkAiZYHT38Cfiig8yaRQjI3BhAlb4RbP1D5Ew5ui4XWQUqJ1gNCGzEakwOrcAgjLiIBeHCKRCCuQRmCtpAhyrKr6CCvAOhnlJGBzappSKcYHT1CqDv1aH1dpmuMM+gZVVKbhUmqE1Bgk62Edk08qk+9FMJMeaybEyBxhoei6WCnJXElad0lyh1EwZqAMtnCw1pAUu6g4oZSGTW8bowVZDlObCfpxizUSWRrCvEdgFI6TIr0Y7bt0glkOhMeJRASZgFRQlIZhJlD2CoOwRYpkKDuMZcZq0GM7nLDTirBKkPuVWk4XBapUVXoZMBJdYjlkTdQpcCgSj1S65Jcy1OmYieyglYcUDlq4pK0mSpccGz6JVxYIBFEpwQp6cZ21rMSaMaq0SCuRKKxvcOUO6WzBzFpGuFmSZk6leHcFo9YCk/o8faGYdBKsYyikwSoYtTpMwhnmVq/QDs8iajF6aoRxJEoahICw2KVWdHGMQeXj6n44JYPUx5M+ofIZ+Qk93+X85iEKXD7b9hmnPfrtkmj4foowJTQRaW7xjMPRWod4eppWVmd6q0m/12RMSHcmJZcThLSYesbE2WFN1ckLDyESjAFtikotuOCzfouDxGB3Atz+KqUYgWxi3JiuWMev72ez0+bqVIPGKEeVBhXUsJ5LUndJ9IQdb4CVJcaFNPHIE40bD3CRyHiE7G2hVcDBhWPMTB0iyErag1Wm04LIbSFkies61DhEv3AYDkuMAkdJ+nrAJNjFyQWbdhknCxB5Vik6C1WVUHbPgzFV8EFukIUgtwIhJFIYZJnhZJex43V2SRjKMZu1EdpqtHWoC41SCaPuJQor0IMcU0KCwr18iWD9Kq5s4psYYRKEkEz8BpOOJvUzBJZgcxOZjDjYfD1HZk+y1KgWI28N7uWuxhto0gEpMUpAkZClAiMVRgqWN1ym+x5WOHjeEfZd8Vh3feZLaIkmzd0BJnVISpeZyRa+MUzlAsepE9qIyIzRfQez2WSkRwhrqE96TOGwk09YH1UpikoKvDKgseOiDOg8xxoDpsDkI5QV6NLHdLeIEpd6Ns1kcJ5ieBkmWwhHIDBYbSmMQlqJFZbCCiSCaHtMNN5BSMFq0ObJudtp1adZrh9kPpjB6Z5CAgqB0gGBBX84pIggSDYQecKUaZG3OgxrhnEqWZMZF+UuYzenyAYUaQIeTJRPISzGL0hm+uzUd8iCZ/CUQ9luoKTD+IVxpYK1BacyOF/ux/GaeNtbDLcTrBZEqkaop7HKYgdTrK+3OHO+4PzWHIO0iee1kcZFmhJpMqzNkVlM6QAaBv0R212DI5qYWon1qhRZf5LQtCWBLSnqEVJIjGfIUkGws4ku8kqlhEA7PtKLSHzNpPAqJZ8FqyQgKJtwy/MS1ZcM67NcXlgmrt9NlgTkk4jQj9g8asj0mLhex5UuxgQ8XjzO82tXeGG9DQh6I4fVvoNSOTXp0Kwv0rQOU0IwG7YJRYizdgFz5VHcwWZ1dKM+sswRxRbezojJJEBPEvRkTOrnbO0mDLVD6gsGqkauApSVZEBhBKHXpEwiwu4qXplhspyJVsTKoSgLTJHhbqdgBbmrCTMX1dsmV1uMpmLauWFjeUQSGWCIykvMbkwSWkaqySSvk7QVxi3JbKXO7MsWaakxrsW61YKSMRly9wyzO09Trj2HDgJWCo8VkRFlGchrwV9/PW6QXTdwA4C1lj995jf5lc/+BABHO7ezOb7KT77qN1hpHf3v/l42LK+nQtcXPbIioZ/uAvDg/tf/pe3TYcGZv9ilSAwHXtliuJrxBB/g3fL/pm0XyURVQvBtJ/bzs684TGEsP/jhM3w+HfPiHziAtD4gicKY8dY+zv7Fv2Sw9toqSTCoiK6po+F1As5aKMvKD+Ghj38Vz/7Zz+Lv3M8keZxg+gwmbQFVqcvUvsf4wNvO88EP7OM36++gu3yEl/zFh3jgE7u4XGZ07q0snNngtY81uOt8QFBqxjrlA0cvcrr+SazNUUV1/B+6t8GXyx7p87ex3vkKhlfuxWSN6phKRSiaTO2kTJohvfQs17I9GoOCey5N8xb5m8zdfzf7VmvMrDn8l8MtdmtyL/8DgqLOy/b/GcHfOcFNf+uriOeepLQ58ebv8TXHP8k/ePk6oWu4PPsyvmJ8FFuEjM/+HZKHfp2t/lH+5M/eQFEofC2ZTHxuveV5/vH3/SJgebT4x9fTLCWGr1n/LdzLJzGrD5LHU6h4nisbU3zooZfzyc88wJu++5088VRVrvpbD7e492DMel/z8VMh5Y7irfU/ZZcr/Kr+Vpxoi0sP3cdk8+T1NlFkv4Yxk/+p9noDN3ADN/DXQUsPjUPLBTcF61jKNENtniEbfY6LJ0+xevcLzOctFidTiECx0FzhzvYBmkmOTBym/V3cdsJ0KZktJb502D+CqbxADnKUbgCW0FtkdxChrEfq1BDdlHEeMZ/MECUxUoOQGq0d9s/eTNOZrlIHvRFO3MW2M4QaoVBoCzODCXUxi6draCGItMB3JftUjaCXszWI2dQOqfZItGDoSFabEW2WMEIhsTS9HZTI8VNIRwprLY4pCGSJDEqmw3kCJ+Rg5yaEUigJCodRUSeuTbF75BD5RCDKGFcACHYeXWIwakGjwHbGAIgsxU1ipHQptcItBQ1/H2U5IJEjzuw6eJNz7HvoSbwX+riiZLfRxhEOVfVYlZRVGvCU5uYh9PuSzW5KtLlNYwcmuy0y4dCfOwSOg7HrFFoDktLXhNRBbjOeS0hrEqk9POuDgFbdoVOso5Id1OQqPX9E3QcXiVCa2XCO2al5lBSYWKOfi/GKHkdHX0CPzhJfGjPwJK5wQbvs6pBJDkWekZg+ufLAqeN5Qxw3QQBXFzY4314nKTMYdzEI0r7PzkaDXU/SzaYpjAPS4hiBhwNKU5gARzQoZAuJ5LCzTL7oEbcLFAorDEIKlEmZy+Em/w6Kjkco6tSffgb77FkGRRNjFVJUo4oCEMpF7HcpfejNthk125ReSKE8dGYp2zEmKsDJCaiRuEOGQ0VcVNNaicJNY4LzZ7AbV7HKoMIaoyP7KESBVDHzdYEqJpTCEMUZ3tkzXJiLqbmKehAwS5OmDJh1Wjh1l0YrIExD0jSiHGriWcHuXT3E/C64Hr1WC3OtREdYhABtJXHiMnJ80vQy2egs/ZphaGsUYR2lNWBR2qkIoz1D/3hmgG5LQhfimSWMVOiyUgOFmaE1EoiyJPMEW5NZXKlxJhNknuOrJp1wllG4j4u+h1JdOmELRyqsLHBdj+N3L5HWLXkBCEnhBCx7MZe3M9JEUOVqC5zMoqzESwVq2IfJkKy+Ts9TDPseOgcHVW0vJPVU0ywzSAecKSMKR5DWYX24wqhcIrdzNLc/w1SeomorWMeAYxmrOk5ZYrSDQ52616hS9ITAwZJv9VBJAqYkXN+gttvjSHkr33jo9dS8OrctvZTFmZs43LiDmrsfYQ1D3WUY5CRklMKSOop+22FpOM2xrXmaE4U2irBM8IRmTpRkZ3wGF+q4vqYznzCj+kw3Z+h48zjWQTmWeloZfGdIRsMZTDyDFIIyDckLUZFMjqYeRWS+IT5bZ/fyIgCF0CTZFpQFuZLMdl2GrkcpJbQWiadalGWfQCTkniEehIjCoXALsiCnLIPqvvTHKGH2njFBqVzmnUPMh206bhtHOghb4lG1cQCUBMdh0vDpOR0C69H0OhinjnXqNKJZZoctltQMdvgcE91jjGKcbTK1/TjT6tPs3tznmUMOVpUEOqRz7F6YnoKlOoMZH1dKRD7GL5pErRnsvKa70GBjdQ4tFNLxWdqIcIazTOIm0VYNfSVBG42Qgno4he/4CKnYOKzJfMn5ezJ2j6YsrGqi7ZCpVOImfQrPRQhJLc+5bfVZ5m4pGN1dvUPTwKGQHjzRozXsIgqLpXpv+Ti80F1ic9hBJRlBd5Ng8yq0k8obuFlAVGfUmMPRNYSu01VLJGYWTyjSQx7pYcFwJcdvVxYoDg6X9CVG2QXAMoo1SmiaxmFezjJNSKgdlg6uEC4cwmvP4Wcl/uYFnMkq05/4FGJ7g0S3cPERSiJFpZrKaxoz3mJzmLHtNIkDhZR7pvsIMJo8C/BqTYpBwPC8w3gzxzcBwvEBAaZAGos1JVZqslYHLV3sYJUn5p7iUhtkPgE34bK+xDDyKKIaWjpkTY/hks9OtkA/D7hqmgzLZVInpF+0GKQ+VhhmJgaJoRxuI8ZX0NkQJQuUF4HJ0YVmp94gLv5mc6cbZNcN/G+PteFFfuJD38Y7HnkrADPREqd3nuD77387dy0++Nf+bjoouFaF1lj2Obv77PV/u3ffK/+rbfNJWRFdWcnwzmd5+DOfYM2e5Y/FP6Nj99FlFVcKfublx/j64y36qeTHPnaWb7hllq99xRJx4VOv9RDC8pu/80185t2vo0jahI2DoOC+f7yf9uHwLx3j7jDkn/zE2+D0NxAJxXb2b/h8IhDCEm9dK6mzXHn8PVya+ho++dp34u3u8mX/4ffY3z2CKVbxpvq097+dBfcOALphzm/d/FF+/BX/BbO0xPJznyUNphBA7IX82FPfyOUP/RTl7usobY3WoY+x+JJf4tDrfoR48nvEwwuM1h6m3ctx2od5Ifkw3baDBUahxCficO2rsd//IN/xyEs5d1zwy69sMgwECrBY7hod4DXpcc6H6/z+3Mf4xaV385mpHfq77+JI+3l+8qvOce7ySerOm8je9QWKz/wcpnsLZvoxeiOP933wKzBG4DiVVPy1r/4Qf/fr/ojL5hVsmBeR2xBjFYHo8rf9r8K1Y0hmKAaHoHecpCw4ec8jvOTeTzM7s8leFCYfeKZGp1bw3icjBrEkv7LEK89+hCuf/h7++MoXuDIac+njbyHePbB37Qvy5G1/4/Z6AzdwAzfwP4LvNMmty9hpseEYKC5zcUNTnINbtxVaaZQTorXCt5V6yHMiIuWjFYSThJW8QZ02M8xiGgtY7aNKIHNgmONZmI7uQauIbj/kVPcIBouZKPzhiIZpY4wmNS4Sh2SuTnvBJYpjwnEXF4EIDEG6TVReJp62FFIx303xR32EEPjKQUqB70ccq7v4gUex8RzjtmDQ8TFK0ncdklbAcDkgm1iYWIJSgRZ4hYtTGkS6zdToLLXheQCWm4d51eE3EjQ8stCShyW9fYKyXiIQbI2b2KzFzYnPrHGwjkEYh2F7H1cPHqBfs8yJg8xn83iRJq95KKlpoJmPQ1rOIs5MhwyHrlpBzK4hBhmbuxndwCXc3saRDlJ6JKOAPAtxo4jIrRNIH0+4uEmKFxk0GjczpNMFF+chcSpfmlIJ8mQLmewivQl2fA6tNJFuoqSLU9bxPUXkgyhSztemyVVBJ9kgEoppWSPJ57l18a6qfN8InMSnVWxTp2Q+cUnGJXowxHfq4IfUxz7h2MEK2DKXMDZBIHGdBKs91mpDxlGMKseUTz1DvNMn61dm/OlGi7OvEJz+umqBrStT5jcdjnZncPyAwvMJarNIX7BZ7mMwd5CG06MQGdIYZDlClCluvENkS0J3jLR9nKBHzTqoEoKr60Rn12jvXEZYQ+ZKJq0mef0kqnEIphYRwZ69hDXkhYMRSWU+L2OOHJohWx7TLUK2kzplZaQFCCZ9B/fSC0gxTW13F6/RxGYTLBbXq9GWTfanLRZ6muXL29T7Y3w34sji7SSR4VzfBXUfAKFJ2VlI2VlWqFHCpGNZXxbkQc5qrU3itcjdqhSUPdJLWChWu1zJSkIZElmP+ZsO4bY8pBTU8m0YX6ERtGDwPGZrjXjjLC2q9G5XVr5vWEMtVbR7JXmsWYy3yMIJl9wOm+U5XFz8UqKNou5OUS9jxvkcMQ6esEhVHY8rNH7kcuKlN6NlwtagYBRDGLR50cID9Ff2MZxvQWVBj84zgt0euRlipECETbqFw66KUNkIKQVe6SDKnHKS4hjJzPAppCjxc4nUDqENiJ1F1jiK1U2kFETeLCM3qC6QBNdq5vx5kCGO9Ii8BpHXQQpBjs84URhtEFbgFuBnBiUEWoCWDl6zzeGVm1kMDtFSizjdc3huk0ENJlpiJiWxFzNon8bB4hpFYGtgFQtlv2pLQlPgY02AqzykrVSdjuNirUK2WziRQmqNQLCzbDClAqspSxctPRzhIq1GYrFBRUTZXDEZt7na3McgmCdKcrSoMwh8tJU4QiNRBMaj25FoqSmFg7ASP1UcELOgXFLlUIslykokAqFAKxdXh0ipUUKwf2WZYLmBFALPjgg2X6ClRgT+HFIptM3ZjTp4pcazHpOleXY7AVY6+EH1PnRcRVpkmL1kRmtLnLRHfbRBJ8+hyJHpGFA42sXMS4SnoebgG0u716fmRJRHpjj/4AHki19K7tboew3QLnlvkVK2WOIWptOIem9AfbuPtAJUwfZLG6y/eppLJyOefX0D3WyT10pmRwHHrrZwwhVAUfohWwuLCAGBDrhltsPMzDRSKNCSUigwCrXmoEamIqABVQgEHtZTKKForW+zuzAhmQ5QZp6lrTXKhmEyrXH9JlPtFknYoigDHCt5tTnMQqeLODCChZD+1BgtPKxT8EyxzOmNiHHi0onmaTs1HBFyc/Me7pv9Sl525zcgkEihWKytsMAUOh+gLCirSJWHlhrZarJ+k8NwPiAPJRsz22iKquTfFgigpmdpXbqMQqKlQ6esyvYnOx6jqZIg86nHTpXWq0r0JKFoCdK2Zbwg0AqQAoQlV5JCSJSxeJnAL0KEF2HKAFE6qNJctwUqigyVeIR5hBIK9/IqsFe6rzzaI4965qMcl8BtEuiQuj+PazQIQSP+m6Ux/s30XzdwA/8/RD/Z4fee+Le857nfqkwNqTq6rfFVvuven+Qrb/rmv/b3rbWVQf0e2aU9yaNXPwqAFIp2MHN928Gox9PvuYqaBPyyeDPeIyHfxr/hF8W3INHscoVOoHnbK46wUPcQ8hBB8gI/f99horbDJC8JnZjhsMYP/8Q/p3dph39w28ew9fvQ/jR3/f0lZm+vYcpq5fPai+QDH3klv/Sr38PX3FEw24hZD9/Dz/+Hn+XHfvhnyXN5PYnRioyHo29h65v/Ie1nPsVLP/oYUev12HKEdBYZby+hgEGYsn1om7d13kuhC14X/CD3/bt/AzYgmGwDENUeZGr6NJfrpzl506dQ7ohr8rfVz34rYfQqzn30TSS7T1Ge/Fb2nfhBbva/nNVAsaELFrYMz/IJDojb8XWNm+q38rZHDvLe9qd421c8z0++p4tXCgpRcnJzhd5ygIolF9TTvL/5EB+rO9w9PM2J/k/x6Kn7WPvsfRxd/jgXbnsb5tJXYp75bsT0Y7zr8ZLXf4VFyIKihPWdBm/5tn/P2Yv7ePTzP8DrvW+ltJrMBtTFVV63coIPHvoK4ue/DeJZzOAwn330xddaA56XkKYeINgZVSusP/WnHbLy2prCm/ngk/BBYF9nwjf3/wkv+8Yfx422seUjlOUZlPqin9cN3MAN3MD/Kur+MlvpmC29D2X6hLYajFsskdOkrHvU/QE1OY1jd/BUQOEE7NaXSIoazbJEixZTtkNCBo6H9UJq0sFb3cVkTbSrKs8jBM0DOWF7A+dMj7wQBEXILIvEdodSGAI0S67Br7tMy5TtIMMYHxM5xGVJR0qUhsx1GTvzNE3ISEn8AowPs4mD4xj8uoO0JVkgMVIwGTsIoVDJOVTLQezGdC6PWMk6nHIsgV9HZDGNIuamqaOkwQwrStLyO0ihcEVJEcFo2CBRbdLSYMwQMTIo1SSIQo5kTXxOM1rej3EUudIsmJSLO0VV3jiVU0aL+GUXV7SpxQXLL3kJdn6R9swSl3tttgtLfesKo7VzcHQJnWU4G7tsrrRwkghf+WTKQUqLFJJAO3hS45QFUoA7ifGkZdNro7opYZrSeOYCF19Xo6hJ/Eur+JMeHe8wRzPFsfB29ts6duphpgVcc+BSQrJYJtxTpmyoFoVN0cpBlgU2Eigd4mhwC8HGuIN3LqEenKO2b57NcIySAW7mIKRG2JzO9lPMlQrGMWHusOg0KFWXXCvcrI7veYggwZoQgSBugjstWZvs49niNDNHShbWAmqeYnjg5QQdwfiKh5yp0Z61BMow6wtstoFXBig3ZHrrKl3ts4IFtY4KGwipCfw62lryrmaIjxGKZ24/hh1d5gFVJ4nnwZdIA06S4W0PKccFm5ttZPQCC+OHOX7Xd2P6PhfVDDbeJbYRmYSN2ZuobXS5XLuNhcf6pHMJ0lEEboR0ZgkjTSOeYW3QYf/lHtlwl1OrdY7veyWvngn49eGv0ouW+Lpwif11zfnRZUrdp/QF3WMucgJn1BQvmizQa+7DTkSlRkJgld1bS9sz7bY5aSQxcz66FhLMTlNrLlBLNonkmKX2MWZryzy9IxFlwas6L6YTrbIkaySjgOHwAkWyhKss3bxNbTCkaLsUFhAFvWibufXL6DhHtVZo2wly3GNXgHIktrQ0VIN62UBIiVtrcG5mhvr6OnbrDNMri7TDGZygBp0cIQUzZp5tcZFYrFL6EcmS5vD8HWQbNeqjEYVOGDYgyqcZbLcwyQ77R2cJmxmFEZTaoozB83yMckmFQkmP+dYhLozGgEUUBqxFJikH2jM8HnrEes/A3lnGLMA4b+L2u7i5g3YMnQxmd2rX35tCCF5x6KsRCM5txjTELE5+EaU0paPp19rooIOa9HGlwgXcXKNEg7EuMMqp/P0UpI0FstIjaq1jlINYOoBTakwOwtHEKiCQPioKka7Ej1PyMqI0VYBUYCLCXBEXMeVUCKVG2BJhDVCSqxFuMKrK5pTEFwGLA5exk1GoBknjEL6ZkEQzGJVQOpq2rxhOfFw0zcku25FAIol0A5+AutdkRa5wZ2uZU9JHoligznxvlWRpg0geYHp6jt6uReUpMk0I0wjRXKZoNhgUmiWgkybk1pDgsOVBVOZIKxn3d5FGM18OmS0iHjGaltGUyqJkRWBIIdkKXHbP+ZxVY+5XDsZxmblJsFLbz2dGc/i7lrR1Am97iN7ncKuzyNnlu9mdmkc6TYzpEgtoeQ6k21xs9lnMl6hPxji5gwvEso6UiqJw2cFHOSXKFiROjcHSvdweNJly13gu88iDAKemCS4M9lJdNWo8JsoFNadOw3NopEPqmSRXBf25o9y6L8RsnweZkzkJi3IB6WwB20SjFFkb8rqVW/j8hSnO1x0mdxa0nl5hbHZZcu8mTA4SumNs0ENpuWe+L1isHaTM7XWhRTajUZcVs16bJaN5ai5h7eacljeF5wSILQfH0eRaowY5dneHcj4km1YUTYXpn6Zm78ArDIWsyK6sVZDUcohi2mSYsmonRlmG0S5R2UFIA54itIIelQeyUODnBcqTlLuPk8VtpDhEjkthLagQbSuPQsSecrGwhGvbpPYpgu0uQghSH4Tfwh32wPfZSObpzkwR1C8S9OdQ2RVskeHwlwUefxVukF038L8dsiLhPz3z6/zBk79AUkx47ZFv4KPn301uUgqT8+a7f5Svv+0f/A/3U6aWMtsrd9t7kj5/9eMAdIK569t97Oy7WXso45i5j4emfpVZZ443bvxz/lj8FLtcRSBZbrj87CuO0PRdpH4jpvhP6EBQQ6OkxFHw2VMdfurH3kmaepzUb2ddX2VGCKaPf4L5u6YwpUGqytS2KBQ//X//CJ/41AMcnM6578iIF4qn+eXf/C7mWzEvuuMLaG0Ybx2mlLDVCbjTfD3hH5zCy1qI1lcBFqHqgCCTGc/Mv8CXLzzCI9t38C27D3DTcD/Ta4+QFpugGmBiDDD12j+lsbDB3YlBC0OeCpQrGV69i/75V7Da/xDJ7lMAbJ3791z68tcxv3Irtz8bY4Vgfc7j+MaDnObTlKLgFh7EzzXftPnl3GKO8N47380bPz9A7tV5P7Da5Bf2fYBclggrwAo+1TjFJ6M3IY9+O9/RfDNT8Ro//+y3I+Y/j/d19yDCTXaBj54/wssPhDhKMNvpcb6X8kM//JN898+9go3Hb6fJRXzZB2BxS3DbzPs4fUIx2j6AvO0diPUHuDf+Tr7whZcwntRgb0JxTeWVldUkw14Pqa9weSfgbX+6wsee+3l++Me/n0Zrhzz+56jav/9fbdY3cAM3cAPXEcsZamZMKessyZyD/TW6bovC8QiiWVS0TZzHuFM19GSMCgIc4dGcezFidb1an7ASVfNYbMzhe3UYgZSKen+dNNjHbLREiiU+NsOceg5tJVK7iMJhLphBilW09bFhiLXtyu9LKFTdoS0XSMIc6WjcXXCli6aqjhFA0/hkJqTuWA74KxyebiMubNOuL1LPn+XibElealq7itrOmPhEiZQaz3cQVlAIhRwOqbdLQu0TyRb1uf3Mqf2M0wGjbIAUskrqAxr+PHOjfVyUpxkT48cJAQ5RKNi3dJzdc5fZ3fXwRYB0G3hC0uqVJJFE2gQlJcJYnHJcBQG4ikPLN/NsucV8fYGo5qDHE4ajHXoCXO0TxAbrSNLxDGARdYHUVY8R2AitoU2f5ErO0ETktkMofGqbT3PgE9ukRiDFcaiFgEBaixYODam4v2jQuOcluAPN+s4Wj/p1RDvEU5Wv5oO2zVbnXpalBfEkS1nMen+CaofsL8EtHWbtUS41LxLM9JnqxZwNLCp0wMbowqWWFdwSLXHnznN0C8Uw7FCyijEaS512bph3FNpO6I/qIAZYLdDXFEZCVG2CyvtMu/tRTkAgr+J6Cc2gzUHpsTB/gO54jXM7T9BQi+zM3M6Zcou7ksobRwjBxvEupbAsaZ/SQnc7Im27KASBjfAEuHfdiXnGgbIgK0qEMdjcoTQaL+8zE49xpEvD7zAjHPw4rHzamrOUXovSq1FOL8NzIGcUhSPpuBK/EyFNRjo5yNHhIvvLkM3ZeWRrk2ZritvnX8IfXv0cQjjUvRbH3F36o3WwLjJNEdJDKgd8H2lCQu1jHI3c7REp8ItKvWCsxAqFKwqasx263iqhjrANiR656NThSLjMS1a+l/PdZ5GXR2xan/33LPPA4i3sjNfp5z26MsS78CTu9C0MpwJwRFXKZCS+DlBTY+rbITpWNBteRZILwWzhE1MRb64XEjVaePWqBKodzNLEw8/GnB+dw1U+kVNn4o/RpYvTkoTlOmF6gSl9B7vKpdlYRmxm5AhKXWLNBEdaUq9OI83wZlxqYch4MqJmPaKogZdCgiGSUJvyiSd1tkQDmY2QVuFv9el0h3j+vj2vKlhuHuFg7QRPzj9M8oxEq03yUKAiuP2CRqct8qkvjtGuJbwFPuxXL8a0PPomxliBJz1k18B0n0OtaYJCkss6mV9SqDHzqsFYVVkdzvI0+/eHnKsVjJnCCes4+LDbQylJ6kKARDcD9m8t0PSeQ3g+OA5jz6JwSPohVsGFpTtxQ2AXsAZFQahDmqZG/9qQE6gZl86VhLX2DnHtC6SdfYj7F5GXekxNBI43QaKqBfEpg2i4yEIyw5i4vI2hOYinNZ1wAZFMQMCXhy9i5eBJBoNHeVZMQeQw+8wZDo4G7NS6qHwB21C42uMYizxQ9NBpyGC0SZLOkFoHTEh/aEmHG4houVK5acnRYpbAXaOXSCJXY6VEaklegydXugSDFgCl8vBlRqMWUcwt8tTiIZYmAf4tTZLmDlEpqEdT9BwHKyQWh4wEEWW0tGDJFuzzNF7zEDjzZA8/i1R1pJQkeLhyjjC5jFeM6dYXiBqLNKTLgdn9yK0uukhRFoSbsbgekO6uky4K5EyLu44f5czjp5jKINdd9HiNmo6JQk0aVH7P1wQIm+UhpJPiKYgmIxzfw28ucmcx5GDm87TWyNLhjpUT6MuHGGWr5OUGnc4y+45H1LwWPLfXUPfIrrytMTe5TO90aDIinYrJ9TYHpu7HSwNqcyGrk3W8zTEiLzgS72OkLxK3XVwBFo1vFdatdtigyXS0QNmR2ASmJjsMx3VsWHnGdfIYKRMKvcn0RJAaw4ZQQAFCEOFxbJwyvpSxZnNarRqMx4hdSxEKdJahygT8yvssWN1E5QUzC20accJA9DFaEI0ThsMhq+191I8sMWskc46lKQTZmRVsVIfgi0T1X4cbZYw38L8NrLV88uL7ePOfvIzf+PxPc9fig7zzjR/jQu95kqLy33jTXT/CN93x/X+j/aWDLyYx6qjq8M/uPgPA0c4dGGv45c/8Ux7+2Ke42TyAf3vMuLnB/Rtv5hk+ylPiwygcDncc/uWrjtL0FNp5E6Z4N9aCciqSSAjNHz004K0/9q9I06pmell9jGBjjaBzhrk7/whj7PWXaZ4rvu+HfolPfOpBwqjLP/76x/js5YJ3/OGrmKkXHLzlMTwvY7R6B3kyhzLQGoDYPIMz2UKoaG9f1SBSAEHpcs/VW+k++ma+4sLd3Ll9gM6pIenG+8nRYAZYYLivw6GlVYaFg+NbrCsRyqdImjz76JfzzvDrOf35H66un2OZ3xaMPv12Xrh9gXfdt8nOtMv8RkrXG3KEk8yXS1y5/D7cUpGojBM7+/ja7beQ6SrFZ+wmRMbjzd3Xct/41TzYP8706Cg2ayF0gj3+K/zu4kn+7cEfQr78+9GH3oXdvp3soX9H+qHf4bd+5SdQVjCZBLhKcqY7IdCKf/zm9/HkybP4ss/EzpDZCGMldz5bxVWHkxnM6b8HCw/Tveu7eecv/X2+9m/9Z5QquD7q2CO9lIS3vn6bn/67O3z7Gz/G//GqLl/5yocJ/JTPnOrwDW/69/z+H30DWbZDkX3w/1Ubv4EbuIEbAFCNAwzs6/BUQF2UvDxY5HDnBFIotOPhRG1KW6KmQtQtU8ioKu0KnQZRbphVi8jQQYQOejpgpXUURzrszJxg7C2AqEgLZTUibBHmI45deRr8EMIVlqMlHOFitcUojRQeSIHc66euJRMCKKERwtJKPdqFZkHUwQ0ImnOEnaPUpQS/CQ+8mujeo9SPr2DTDYxfhY8oVZXhAEgpqhVwLZDFiKXdlOkiJdcBSoQgIu5cfOCLFgV7EwZHObQa+2jTogwUdVGyuLXLtFNHK03cmicJ6rQurHEonTDlzxIMYvzB4HqZ2XyuOcgS0liktMytdHjV4TfSimZR2iXymuxv3wxAdjjCNjReucvxkY+fVUrwhldjzjvIHfIgJ67eDOk8rQTau0OODrcItl5AFzmyLBFItG6AVMggJJASZcZ0zF6OnhBIEaJtia8lvoj2StkqbyRPB/g6QKo7SZy7ERONcQMaYgmT7KPuOjSiDsN6hGNklQQnJUo7BDjMZQFebR9+8whTS6+gNjeH1IKB55JQ0jh7BqcsqCeHMKUDQlEPFlhoHUPsLQEJTHXtaivsb90EYhGhBQ6G47P3MBXO0vTanNACJ9lAAIf27+eVN7+CduswkVMjVwJcy6xewYQ1Nr0Zhn5E4dWRRiDqAQedGe6uH8EN2givhmsEolTkWy0a3QBtJYHwaAYV8djOe+zTRwnCl7LaOIQxgkwpxPISO8cV4qDmZt2mvzJDXXSpFz06c0epL7bQMz5R0GRpfoXAiVBSEaQX0P0nAOjsO8BrTn4djZV5ypbCsTESS+A2EIArQEYOu0sFze46jUGOHu+S1iTjTrWy6kiHxfpBlKzanq8DtFTMeFMcnLqJVx1+I0r5zMr93LnwUhznlcw1v4xpb8J8nhDFBs8oPOWjCosUCqcYIKmeUUf7fJFDEVih0FagLJxfapDVp7n5wEleefNXAXDr7D3cPH0nam9aWfda7G/fxHQ0Q+hFaAy+l9LQPjXXQ8shgagU8LZZUrRyLCX4At9rc6R+Ly+9+ZX4QuEomAk9pt0Ojvbw0hFRGRNpn9PLt2DdOmLPZ9UzltlJVXaae1Vq3K2z9xBqH+hwLWNSegK0paEFjcyhVv/L71A/ENx8TDIf1NFliilGCOGiMhDC4mhNM8mZTw3ZYoTbafPK9gw6XQUsRw74dA41qcuU0IxpY9F77zxXacKag10ZM1zZT6Fn2Bh1MK4mdVwiz6OUJb1sh/6uwnUj5HhA0J1gbeUVLIQk1JVHrwWcbIKyJY3ekCYWREH/nhR3usbNWcDhUYPCpFgpUOMElMAerzG1z2V6epG0vUxmq37gGuHH3jPvBCE3HXuAw/N3gpBYr8YtSchsYUGBlRXxPOfOs2gDJIZ2nuJmOaHpMIz2sVlrgQWtmji6iXE9cBdIOcpM7RBSKQg93NlZBBZXeXh5dV9vax3k8NQJlFTMuQGzTsRU6yD1g/s5cvwBpr68Q34yRrkOQgmkdFnw7mKmPYeQsNI4wKHGrWjlEExPszm9H60k0bU+aDxBygIlNaXnoUT1nMkv6SOssGALrIJJO6T0XUovYGFlP8f1IlL5TE8f5djNt7MQX8YTCiesIR2PwAiW0holLiUOSqdVSxSCYPFenPYhogOvAimInCWU1AQ0uOlsyWLaIHTrPNCe5q5WhNfUODUX5QlO+EcJ9E3c5H4DN8ljSFu9PxbCBk2GlFFMa2WZyK9TyAIhLL6AmVzQ3thAUBLkE1QElx44SNYMqDsRgROxPH8zLX+OaafOzWaZfCdETBT7ioATnmVGjpjKt2lPtanTRIqKRK0nu/jZNtoa6taj7WegLPXLVxCiSu8cmRnWRZt1ppgsw+Y9NQ7uexHtNKAxkQgBflYSdXto5XHT3Kuvt0elYcqdwdUBDd34yw/uX4Ebyq4b+N8CSTHhFz/9o7z/hT/kUPs4/+p1f8IdC/fzC5/6Jzy39QUAvuve/4uvv+27/8b7TIfl9c/htMM4GxIXIwDuXX4Fv/Cpf8JTzz/B99jfpH5A887df8rKlftp0OHXxXejrcutc5ofe+kBtNAIcZgy/0OgQOx1XkIscu7jL2H0i++EdBawCGcHt/E02u5j+YF/C6LyHkBYjIF/+i/exukz+3nFA4/zPd/8B7z/D36U3/l4g5nGhNVc8BPf+w42Hvu77J5+LcOG5qk7mjj/8Ye53T+JmnrF9XMa1hVfOCj4z9Gvc0CdYLF2kkf7v8vQi3n1H4UcELvcomMcwFB1CicXH8NYwZKXIiYlxteYwuMd75/w4fwbmV+F2W7ViVolGHrwePMLHHzqEuHR4zy0EnLg7Ii7Pm8xFNTUEnJfjbWHP4B8xUkW7DQZmih8Mfng0zy6EnDbhRHzgxoXxGUeDnYYJs2/xOILVRGTZjKHv3WM45P/yOj4Z3mhNc3nPvxyTn75k1gLr1yY5pnntzh5YpqPPLDL9lmLPxzhFjElCoPLA8/s8Mfpt2GFoXj2H/B06fF3J5Vh6NLiFa6uLl37VsBSGMHb39vh21/W55b5Wxi0d7kpOMLf+5mf4yd/4dt44cIyv/k7b+IDH/ky3vqDP8+JO16NlDfWIW7gBm7gfx33uXOMts7xeL2FlOBJjTAZ27MaOTNLU4zI7QSkRIhKfVqRGYqT42WmsxL/lVNwtg22Reg2mK0tY9OINJxCxtWEwNcBqXBRvouUEikmeMWYaaB5myCbtmjpEpYaT0ITwdJ4l1zCc/tOIlHMjc7RkYLk4lMsZDHqtpM48/O4ymFJlgR7ExIpBOJgE/2U3lOiFGgjaIxzwgISR9EI2hBOMF5Au3ETXm6Ybs0gXIVUhygAV3m4QeVjdEgLHjUpkVPHHcMMbWIyoiBkuVAYISgAx4gqBdBUimWEILRDTNjHdWpsAV4xZipPaA8rHk/syZaizgyZvoA3ZWm5R1i9bZnh+S7jJQfrlbi2xsz0TQRzIeHFLV67m3O+2cSW5/EAV0rcLKDwInbb88hkgvQkIrU40qMjJAem9nNmdIEj/gqNtIpjF1KglKa93CSaWaTeg7ZvMf5+cKryDwEI4RHU52A+QWqJk0/RJiOZMUwOjxlFTY6cbvFcO2Hkelg7olVqXDlfJdw19+FNQpreDDWjuBI5zOw4tGzEwc4t9NbHlem2AMf1CN1qghKE4OU5taSLUst0lMQVmhndYMZROI7Loj6w16LN3s+KjJlvzVN3Dee1RJpLRPNN9s0d4MJak1gUuI4mn15BeopaLeIWr+qj55IRXaOZoHGMJM7reJ6kZh0G0RFsbRazU31XveMySB2K0kOQEKkI/Bz2ezx420tYNRc4v3sWZeHVh9/IlXyXJ/xLiIsZYq8Pv0buimIM5tp9kSjPx23W0VZTSoU3GOOJGoG6RjJZrFvgT8YcXj3PpcVttucX2V1WtINpFpBsdbtEuoZOQhb1FMf0MqEKr18pqQKkgqlwL3Hb+qy0jnFKbBNkOX3tVmRnscvs7lMMkwsA7G/fRDRsMxZV2NJ8fR8XVXqdKOpOaS43G8wnI1xdkSMNv42SDkc6t+HN3oarPOpui9koZXrXoRR9LvpVUAUGlmWHO/0VHokfIW/P8KL6Ak/4PpGylMrHVU2iYIqeAM918PNtVtQ+TO0w3WAfQ9OlpUJuU8usBpIkWccELjovWMgr5jsNAjI/uDYU47aFF/PRZ95PO5zFtSNsKShFi1wd5pab/mv1/TU4rmCmgEsmw2S7FLVp9G4JwtJod5AYtFc9S35Z0ClTVBnjlNl1e5Qq89BeJ6gANvLDeLUAP4FSfgXC+zjkHulkmQOLt9BItgjDNtN+jjIOiZSMdY/WJUsqBVNKkoiIQLqoskDYApWnGCdCNVyaB1qwA0uNAzSDeRK7g0ATOCGNC+uwkTF9/BBb4Sx2McSR66hrrA5fVCJdW7vVnod2Sg5rGC7eQfZsl5aVCFuQz424rdzh5vZxVOMQUfk5+ufOU3cSDm1vc6HZJK51mJs6wn16lrzXY2RdcjkBqVlqv4gsvkRuMhCC/e1j7E42uLB5Colg6epFjrzkJJf2SPwp5ZAISTC7gD3RQ+6rEfqCB5a/lRc+XvDZ0uB6LZa8I8xETbbGV2kXPW6d1fQm1Vm+VDYJPMO2hUvbuxgnIAo6lMsHkI64TvZVl6F6ImVRYkc7MF5ndHtES/vYoppbzMkCUybUw2lOPPh6jC0pmyndtXN4cQ/XgancoUg3aeQ9us5RZLNa4Di67+XMp7fT9DvcU/9OdvIXgBEoSaBr3OQ1mLvlFlpe1WfZlXtQXh2EYEqH5Oo+MN3r98qRkkC7OLbAtTssFvBMYUBfY+0MEknNbeDIDKFB1B1wayAFng44PnsP4+mI0fmMm00N0W6wM15FBZa2V+Orl27jsdknUd4mLSWZEXNcFWMi3cRffZJ5ZRhYB6dMqcU9gvU1itTHhtdoJ8GmaGMZ0T/kY6VGDGX1fEiQjmRxvyJbi+iIGp7yvvhQWouQCrddQ61/sc3+dbgxo7qB/9+jF2/zj/7iq/nAC3/Em+76YX7lqz/AHQv382fP/Tbvef63Afjuk/9zRBdA9iXKrtaKz+NrD1//+/ZkjQ8//6d8p34Hbl3z68n3o69M82K+lt8TP0pOyl0LPj/54EEmuY+jLHABGGNKu7f/Jc6feiuffcfP8WT+nXt7Nuyb/0XaY7j3exyUNwSqhWUhBP/hD76Fzz92gn/0vX/Oj//Ij/K5j/xdfusTDUJnwuYg4rt/7q34T3wLu6dfy6mbIh5+cJpbH9/ljvDL8KdeAVQKsdNHQj56/xSf7HyGfpQSzp/k4d5vsesMkHHBY6/scTTvVue6sFwZNcqC2n1VLC99gw01ee7wAx96lA8XnwUL9z9avY11JHFTy+fuF5STo1x6/1m0H2FszvmDPh987QIaBwePummxcP9rsE9e5X37HiMiwAYnAcHLzvv8zokhqSh4cf8w88Yg26fA6yGN4lDm842pw6tSB2lANs6T3f3LPPWahxBmwoOnLvHvH8oQqWE8CtG+5Y5hg8lWwne+aIlTdwpqRcxG00NgcUiYkqe4c/lNiJUPINIGav5h9F3/nO/78W/jt//d3+f+2z+wd6++uC5aWnjnQy3e+0SNaa8GVrL9+e/g+7/5vazMd3G1YTxs8n0/9LO8612f/J9qhzdwAzdwA38VpDVIIbBhB+tU5WtGCqQXVoN4cW36CpGU+EJghUYCXqiQzhyuO4vf7mBtVaItAOuFSC0RUnLvkUMcPqSRHohGjqMLtMlRSiEkzKh5ZoJFJJIpKVGuw1Q6RoYBoXUJpUtdJARS0nGW2T99hGLlVkJf0ZKWeQkdCfvlNcsAjd/uUPPbtJVg+vkvsLzb48EDX8kd9Zvw/RrCbyCX7iZwp9ErDQ7Pn2AmWgDgvx0ad7TL/toSbb9D3cJsdweZXuHg1uCLIl0hGLUPkjckU7cc5MTKXQgpuP2ph7n9hT9FCEU9XORAuMxRkTLtSfwjrS/eB1WZQEtPEHzlMqamKqN/wDoC/0CDxQM1ZrTL7H3zzHzZMrd2Y5q9Me6+4no5lpQC4ZbIeojswGAxx497HFIFJ6b3ceKmr+HOxnEO6enrxw0uTjiPcmZpTs1S78xhgynM4ouqTa6dotybmguBtiXaWg6Ss//AFO2VE2gr6SRRZb6NxREOWmrU3g4kBVI71FqzHB02mBce+rYpllYqH8q53KXWCKjj4wjFXG2ZdkOzNLlEc7TJQSVYkdX446ZgkUh615V/fMmdE3t/AGqzs8yxhlOMUA0XFTqMTkyxelsdR+0plKzA+5JlfYlAWpCqOvnhis9Mu8vE67A2fScIwcH2LQC4qvIsqo0t7iS9rhqMTswxM935Evrtv25Ve1Pj6/8KELl1psMF/lu4WMLWPGLfcTwxz3K4hF97EfucReq6hpYSXRQ42QjPCfGieQAaXpOvWH4trvawrDAoj6JqN0Hti76fS906S90vSpaEbNEMX8FX3vX3SE8exLQksukQZA6yKHDqhnKxxlLjIAAlBS+aeQ0z0SL+XIQbVOfU0dXEcyrsfMmZVOe52DjAqw6/EYAT8yd5+eG/hbp/kXBekDgBYz+i7c8wV1uh5rssZWvMdq9SE4IXRR20BDXbILiphas8poJZam6DwCREysFVLr4KOMo8N+sFlJAccg/y9bXXkXduQtdnae+VY11r3EJdIy6qn2kzwC8ltQwKe4jOrI92/mqyCyGYkZapeBOdbpL7TzLeF+PWXIIwInrZLO7RaZAQDUdI4Ni4T9Vyru1C7PFtAiEk1kpSW2Nn6U76C3fhtzV1twBX483NMbXvKA927uBgmtBMSjrRHH+7eQ8vLjuoUFNH05CGDinz4XxlUl5WY28rBNJXTNWmmKsts1Q/gFAu0hrAMtOZYfHzF2lsTihevR+ERAnv+rVyi+GXnPqe6ml5gdZytYjrCYgE7LMBN9uK5GsXV3nFnSeZd2rM+B20W7U5YxQmn2dh/63IVg2tXRYWb6Gl6+gSHFvQDENePHcndy+9jCOd22j503g6oBPNszB1gLsWHmTh3puYkvD/sHfecZJU9d5+zqnU1bmnJ+fZnc05sbvAknNOotcryjWHKwbMvuYsZq8oKnpVFEFFEAVEMiyZhYXNOe/kPB2r6rx/VE/anU24xNsPH3ZmuiucOqnqfOsXqgr3gLJQFdNjTVQIBRNiCNO3KLLMWmoHFZOf3064qwddjcxvIXeQZFBDD/gWqkHTxDRMdCko7zRItKWJZvux7QRV0YbhOpCIwksLP2tu4vkNeAMDmHacxnyABvxrDYVKkXYcL1zqu8ZLHanraNKifMNT6N3bkArmls4kboWpmGETnOuPZSkksYA/ls5c2khddUHUsjS8Gg29UiccHXHXU5FKMH33yMlSMVFT6BU2IJE6KM1A2XEa45OZHi733S8RGF3dmF29CE0RsaKUhap8EUmTRDItBAv3d1kwk9Z0j2xdBTROBimpGmgjkdqNp/n9efY55zBl1iTyJIlnLXRpYgdKeGvlm0hYcSQawWCcQHUdhnLJJS2UOWpceB4ICDuCeN53axcCEmlFgwghDcN3dy1ki7QLL2j86VagJTTk1HFMMsehKHYVeV3Tm+niE3ddzq7eTXz9jD/wlrkfRZM6D2z5Gz987FMAvH3+Z7hs5pEJXQDZvhHLrkitySPb7wRAIrlx5Y/4gH0dlhvmH8Hv0NHSwSV8mn/xc3aIF1hYFebTxzbQMgAlgaEHJQf/fqTYfHeaZzdfxz8++wk8T7DO+w9AYDLAKb2/Y86VVZROC/kWYJ5BtreKDZsbufFPb+QnP/kVzWc9y61dn+SvZQuovUIjtDjEF66/mmM6j2Vg5zE8Oz/O7kSW0//ZQrSnn0BiAQjIG5IHTyxlxeJSepIem7RnqbLmsrX7X/SF0zimwsbjqvt70BTsal5Ccu9eBIqKum6kATLvQVSQdxT/fe/zbEunQUHTDogN+o+FzqDHc9MV22Mu2XVvIVP6TlKdL6DcPMrV6I8ZuAI8N114Iyaonj6HxpYYP51xN5phg1WLdDN8uO1qyhL+Te2tbUu4obuMLw4GuTRn4DpB/mR43Gfl8STDk6whw2ypFzxyDHiVN3HPnx3CkRSeJ3AW2iSf6CNh6ZxwSgWdcUUwnyFreTgCchLmdT5NZMFH0c+8DBncjT7zp/xm933s7nU5/dwnGXkLPZYH1oX4yt+SbOlJoRB42y7ioiW7MA2HkGYxb8Z6fnTtcXz/h1lc9/DeWBQpUqTIvthGkIkLTmVR1VJmxObhVc4GICggokmqwo00xKcg8PwHXD2AE61BacbwMaTWhHTjAHiFBb0mdCxpkiiPoicswmGDUpnHJo+MllOenE25VQl64fFyyMJJSV9QsSzsecdgTVqKbdoIXWC5adw6DafCwlt4DsoIIoXvemAIqJO+68UQlhXC0EwsU2AM7iSc6aGxZAqzyxeimxZSWNi2TqLHodF1CBphKsK149aTJSApBaVCEfSguiPNgt4UZdkRhSQmFIG8gVocILisgZpoE5odQg/FaKiYwiw9QCxci6peiF0xhcCEGDI0Uo+GFFjCv5Zhaw8Xkp5JORZTmyeiWToh4b/RlgFtnyiPAkNAVEJIl8RVjkC5QbA5j8znsMniJRpRwTh2sJqkNhQnxo9JJmUjljALMbL8dtz37qJGC3uVc3ENG6Hb9Ew8ltIJDYSP94UamfXjR4XzJgBRfBFVuh5CwZSKWUxW05ECSmvrkQXrthKZZYadpE6vpEIvJ2RGmVo2H02IQsDtEaSlITTBmEpQHlq+F+nlCOKXwUwkkFF/sbOo9lSW1J8OmsQ1IVuXAVPi6Q4xkd2nNpUfbDkgyTaFaRYuk3atItHvx+esjU3glIkXMydaS1UuhKbATrtUpCUTkzOojU0EoCE+laARZmrpnP361ZBliFe4tmMbz2JO1bFjtqk1SijV45QZZViajYtOPjORpsA06q1apgYnYmsJAFxT0lndSNKoptqs40S7mVlWoU8LjayKoKrnDYuYAPF0gHg6MPbaZZxQMMDkhkac8gwVZGmMNFOejVGNTmm4huMbzqE71ksPbWi6/9SkBwSaJokHy6gNxPiPqoXMqzxu+LgBPVi4bm34s4pwLZWhWtywiWnZNAidsooFhMwoutQpscvJ1JyAG/CFFFu5gKAiHGBRrHn4KcqQJhOTM4dFTt0oWM0VphgDnTqZoESAYRqUFUQE1yyMtX2ELDdoUJ6Ok8hI6qdHKEkIhKkxHkIIggJiJXW0lwUoF1n6JqbJJgS6kGgWWKUWbsjFs/1RVatZBN1+9MJcWhGuQwoNV6smJyfRm6/EitbimS4IWBAWhHUXIjZ2aTlS1/0kFfkUbqNEi5qEdZvaUB2WFsAORAmRxVRZP1YgirJUkFJZAbrmj3s8DM0CFBnZjIeONHXCOAQCFkFpIaPmmOsECGf2UpneOaYOpB1Aav58OFSTUghCWoDzpr6NUyZeNHZ7fTFprYn+bIxMWRnE9BHhUYD0gK5SBBDwMhiaRiyQpCkxlZpokz92FOiaQeXsZpob/XtXrHCMSfEJlNmlmAfQJ0MCdNdBd0c2aExMAaDBKB0zrQSUQsNPWqF7eaL5NE2jpiMB2DKIJQME9ABCgfLipMoqaXZcSnPOcP25ZnjkvjeqXqXnYSRNAjNKqIzUM2nWFajSRoS1f3D1WExw6uyFVAQnYIkoWP4cLg6g1hgCIgL0uEXkxDpEIIKSOgiNhvgkJiVnkcsX2sVx0fIOZmWAWKCUsBknZCVAtxHBOEL4/UHm4n7dSMn0xuNJTphMQIJlmJhSDI/LQHkJwarzWRJaxkK7EWFoSE2nfsmZtFbPoE9UYOoWwYZGrFgcIQxCwkJYEi0+Mt4CHoTTnTTm/XnadjwS7iBCH7oHKxCCedXLmFZx1vB+QRTlZSN9+GAU3RiLvG5xPYcv3/dOdvVt4etn3MDcquMBWL79Lr76gG8pdcn0d/PmuVe9qONnekbF7LI0nm95zP9DCM63rqIiNZWVydt5uvVePsltbGMl94ifs7AiwmeObaAr41AbCSDEyHHcvMfyb2zjcf5K+8pfsNR4ks3u2TiEAMUy47PMPivKxLP8N+2Z7gRWdJDdj7+Lb7W+wHtvWcefjCvJCxtVqkicBHrQf3DctO2blK3rZuPEAB0bfk9t1WWAg6b5bwzayi0eO66UbOHBYNvAw3g4RDo81kc2ID3JtF053v5gP1ZekQqHmPjnXWTn+g8oiRMyIARK9x+kP/vQJvYO5ECAnofjnhmJZdVTLnl+ioYaLMVovhndHKRl/Y+YcOwvhuuircKiqgUGW3+KFTsLPdDE1FwTZZvK+MOEh3lD1yI8duJ1PYBT/iWs/h+Szfeyp28eZ0af4nQkj3YsZqvTjBfdQG95AwPejTxmpOgQ/cPK165K+IFYS3JHE7Oro2i6y+7mqVSu38EFk8v47LJOFt7usKHRY/I2/ybskWbOPafzxPn3oqofwutrIhvZxjce38x3TpGUl3XS1u67nY6N4QWdAzo/+kcjC6Zv5LJZISaFKzhvzgB/fLyEaTU1XHb+3/nzX8+jtU3xpc+DZR3gjl6kSJEiB+DE5vPp7u6myxmZP+piE5nUeArxeDW9mU5y7Rm6hzwbgICmE81liQ/mIT72IXIozYaQknKrBM800eL+YsogT96w0PMeOSOAFHLEFVvPF45uFMxpQEVriLgCKTzCLgScFJlYBKdeJ6D5VlwpJWhTYI4pg8+00nls6d1esDZj+HwNgRibtG6U7hFNSKonKIQU9BX2a5Bq3AVSdMg6SUC/vYRUIkZg917/QyHQpWC208iAzBM0Iv4LGCkhHCNZmqA8WMouocgy/hvkSRrsEgrFiAiiKbCVYIaoJCANhLvPTsPuMz6GgJgUNERriR0zCSf8HKJ71KrMCDJYOoVw4TyFog8TFpAUENVtcHP7F1IISnd3gqPIxmaTq11MdfeGke8Lizgj0Edg71bMkggzBiuwhb+g11BMyjgEbY3nDIPj8nOoiEYwJDTubSPf1UkuWko0nsQaXbBx2sNsCKOX2yOuVIBSIJRLSXo7BtX4Tx2+u9H8mhOYVjYfIQQJbxft+RQBYwA1rQHp9tOg22POF8k4CMNhsEQiIkFCAkR3K4OibEw5AgJ0z6/NUE87seQghh4iZpUgUFhmiGWN5xLfp60AzIL1k1Zo74Bh4+bGinpJLUSm8H1MhtGFSSkmCS3KlECUHiMLRjlt+iS2RARuSS26MInIKKGxXmZj+tZw+eeW7idqDlEaqqJSi1MdqSN2TAnx7g10dG8DIbGNENOrTqWlaw9mYsQabVv1dJxYGTFAk2MbrjExhXRsAhErjjPq84IHoZ98wgigFeYA34pDEIw00dXfSZA0WTyqUtupDZaS1MKkSPltjFewk/KPbIYkwaCJEOnh8+iAFjKQUsOut7DrweqLI4ROaEklue39ZGp1BhoUer2/hyujWPUlRBbWIu3xxa4hGqw6jp+6hMSGu9hWkN2EtJBIrKiOGlX1pVaC+thEpBSkBWAlmFH9YXo8gSckkxvqSSvoybaTqc9i2hqNs0+gbdd9lIWqCw3qt5xbJWmcOt+/xmiAWGU52gJfJNFwIWRT2ybwrAA6OkI6mFqApngVedmHFOBo5VitNWj1ASqye+kI67gT4sNu1n5zDFlOjjskx7QnjIjjTQURacw2QkdUWXgzHYJVJgKB5vUTUx5CWLR3nYw1+A+SyT5So7LWD81cctQsOnoOCAiYrCkCQPtBylgmFOWdClEwcJ1RvogJmn/sGVYNM6wansdfr03I5Nizq5u9tUGEplE+0I4VLh9zvQKBURZl4rLj0LYuZ5eToTTtYkQNjN48UkAgpNMLGPZYWUXgZzcUUqAZhe80g0gwgSXGH522EaIhMoeNsheQCE0b01YHwrPCZINlxGSOATSi0p/3ckPT/dCc4YdXY2L7APrcBTxvhkFl0ZRLV3eS+fkws2dfgBCCPiQRYMv8EmJtJmg6unLH9BFbmoRKk2hSInX/fjCr9iQ2rrkVgJmBWjr0BEbaJZ6zaUvoeLjUZZI4XgBLs6nVDYKjJw4AfVTctMJcr+uzyHf0IxkABKY8PBmraNlV5HXLL5/+GitbHuXq4787LHQ9sOVvfOHe/wLgxMbzef+SL7+oYyulSHf5crksPD23D+4BoFZN4/j0FbSFN3B750/5OLeQZZBfiPczuzzMZ49rJOcqKkLm8A0GwHMV9392E89sOp1nVgiO0a8hLSpYnb8CUDTJOzj7goeY9ZZKUkR4Zv0EtiWn88/Wr3DHwiXUvv2DrDKmM8t7kI7vD/LYhTn4xnOcn/sm1V2tLHq8h7YykxWLSolNfwtTNqYxHf8Gs6bZ5P7TKsgEJEZfjtCa7WxPLSfWo7PBfo5Qj+D05wd47z196I7E0Q3Kb6kjN3M3hsgTiqcJVuX9QPma4Prn9rCmPeXfEBUseVage/65esPw90UGSnMhU45IrMZxTLLr12A7XcP1sbPev6HngrVkWn5Hfsv9oFxKsiHetv1U2s0AnjSRmT10a23ole9HCJ1BL8SNg6fhSVhW9hhvKL+Z5rzDtK0WZ6tr+Vtfgm+lTyaqypBKo7wngJGHHzy/i4xyUUpRMrWL3XcvRuQlVxxfx/ZqReMuwcYGhf+fx7T8PdgP/j9kxZOQjYFQbO/L8JMVO/nIOW9Fo4+RRz3B6McIBTy9ZjJfui3B4ztyLJ2QZ+nEFPesilMrpnDVe37G8kcVn/qsIpMpWngVKVLkxZGUDC+Mo4ESKsJ1hM0oluZbfKhhsctCABNMga4UenKsRcgsq44Ty49lanxqIbAuDNkuZVSevcl6OqtmYNZNxIzEEfrQolahlEIpA80YK6BV5F2SnqQ/UUVftHL484SE+ZpimuZRPs5TatAIYut+ZkFbmpTIqP/2W0BM8x/mDWv/BUJEjNTFeAjAwGQWzVTp8ZEvFFgiQLlWXYhxNbQ1+5lIDa/N1MgXpiaG60oIDdtJ0TdZx0nqBEpCw+fej6FjFM5XpkGpFMMWIwBaoZr1giWcLQDPK5xrbOVJAdPKF3Ji0/ljrnnoMuzBLEHH31cFS5AoopZvWWTPKiE1OUCu3sSoNZCmv8gI6TFUpBK9rAEdCAR1jqkJUD8t5pfPkIQzGcygInJCmPKQRkRAc9J3LZ2YnEE8kBwjzAlNooVHrnGfGqZM9625YoESAMpD1cOL4spMO2bfegyhU68ZNGphGowRdzt7Rgl2dYiQ5foupOQwC/WsmdaYMzVIRWLQXylmqgRe/ahFOPs0zz7MKDuGRbWn0JycdYDrgCajjMqCy6mUknpiaAjiowRLACV0atorKFcWOr4qOmTpKICyYBXJYEUhy+UIFaak0hx/madQ6NIP5C4DGvnS08hkawhKf9zHRJRgfOqwqKUUCKmh5Pii0GhXrLGfQ6VUJA4w7qQQKMPGTjYy3zCwVI7KSB3gj9WQ8LA8P9sphkFUkwQZseoaqoPxDj9vUjPHTJ6KFjWxZyURQqBmRFEmqGACZYZAghY2hl0dRxOrt4jVB4ZP0hisImZGiTgDCFyiopmwNnGkHEqhzDDCM6iXinpNMkkqpmsKITQSmiQp/XkzImCZPZkTgr5YFLZinDLxYmzDnw+qSyaSDFawuPHM4ZhrZlMEqzmOnrAoVd2UqB4oi5EJlyD1AFq9jbD89mlKTOKsSf/BsgZ/rFv5PDO27iCoHPLNBk7JPhYx4iAT4+hYXkPtZgisigNLCAKBHYayoRcJKo1FfsxpqqNNzKs+fvhvT/l9W0qN0lA1ujRIBitHH5aggEPpPgL/ZcLoXnGgyzMlOHoSRwaHDzz6+FJA0O2GoE4wHgAjgKZAExA5uYaaCxpplopkXZiyKXHi1WOttYQQJO0KEnYZlj5yT52oKWoPocDIQAwrWUekuumAll2j0QXkQqWEEJzrlQ4L7fn8iBO4/6+LikviNSFKDIuSwssAAWiui1QKTWpIIYkL/1qtSptAQhDUTSJuer/xFj62iplNzVQE4gBURxqZ11vCnMFyTDNAqQjTlA5jSA0DB0PliXsGZSpKwkhQJQIUvFQJ6hFMLYChFfroaCFWCPA0oq5FnUhQpcUOXTEUxa4ir1Oe3HUff1r1Uy6a/g5OnXgpAH947ocFiy7FjPJFfPbk61708fMDLoV5mUBMZ2//djzlElBh3iF/RN5IcePAF/k4tyCRfF+8ido4fO64RoQAQ+ogKhmagpSC5/53D907FY84n+LYk/7K3jd9iqwVZ7c6AZsOrnrb1zD/6038Wv8B39b/yu0zr+eP2ld5vOEY2sst3MFW9Pa7uPlzx7P+bp2LrniMpq8a3C0+wYIH82QtyeOLwhx713qOebIbCeR1wb2nlrF+qg1CULFyKzP+8SSPVj+Oq/LkNZfQoODiF/q5YEWarmAcXbmkOiLk67tQmkdeGSQXDOApPwDnir193LapAwRUuoJEDzRv9+sqa8Jd8feRD2ZQjoVIvoA3UIeh5/nu+XC8uLlQH4r2Mv/BM2LMAgFZ8TDpzdfjDLYBUB+biG7NQAHB9mcYkB5W2X8AkMjn+Y8Fp7MqUEpAZjku9gwzY/+k79YX2L73bE7MPceX85+lmUW0JTJMbq9k3l15rr9nB1IKlFJEP/ACqx6xmd4UJjplCprrt1ZfeGji9Fjq/Bbn8W8iy55DDVaiPJ0HdnbTOrODd0VmE2d9oceML1ilM0F+/1Ad37k7zPTqDOVRl1/9awIT5DQ+8eGf88wK+NgnFalUUfAqUqTIkVMnFZO0/eeP0lAVk0tnk4w00yVnk9QqOUH3kLZO5LRaAtMTY7YPSpNjItOwCw/GzS2tVBYeQoPCREmJEypFD9jopum7oRVQSoHSkPuIXVGlmOO66FINr0aGrLUCEqYcwNhCCH+hJATEZWT4oR5giptlwrbWcT3JD9dGNkZoPyuZcQ9W2Ebpgf2OPbrGh1yhBBAUgli+k5DRSnpuCLsQeHe/sgkBmgVSBz2wn/hooRMJwRsnNLLUbqZGKBbrHnN1NVyHw6u2USs9KSTauG/Dfcu98JDLVyCON/ksloanc2ZoFtLUCE0OkMynh6//5N4m6pRGeaySqtIQkSoTPSAx68IEK83hv4cvToyIfrYRYlblEiKBBGErdojFNiiGBDzBHKuek4JTiVgxTp5wEaWhqlHbOUhnkObwJGwBcc0am1nO0BCmRmDM8s/DDEewy6rHnDMhIdEYRpgSW0aRCGwzPvx9VPiixVAsIfBd5ozaIIkT6llSd9oYy5QhcW40YpzfawQ0S4WImmgVQQKJDGaum4iTppIOFoqBMccwNGs4ztbhopSiPL2bZjU4VHAqjCpqjPLC94WPC4WqjNQhEQSNw4uRMxpL+PHmLvDiXGY1jvluymCWsryJMEOEzRCnTLx4jHWTXaiVUpWlbOocZs6cR5M2uu04oBAQsgXh0NjPGmKTmVt1fMGdWBx0FawZEm0f90YBBJ0BJrj9LAoIZhc6dDzdR5gUbsOxeLX/gdRm+5kbBftZkw7VaUhahOXYcT1EpLyWyTNOJlQyYvkUmJrAaoz4rnEobCPInMqlBGWYaMbCmhLDUhlMLw8CNKmh7ytOinF/pTLku8TuKy4NoYYSWhh+ee1JOqHpBxKkQRj+d6KgxscKc5EuDm5BB77bak20kSmlc0f6whFSUwtzDqwzDyMFOKUxQr0ZyrOtGMkkkdqRsST1BRhWBfFAFk0KLLscr+CyK4TA0Py5HSAYM/cTTX03co2obg+7YR4JwcZ6QmVjrVwPhCElNblejs8qJqkR0a2sbOhaC+6/yiW/QCc8v4xpmsIsCOhBvAO6htZqkJACYYVxSyfvf+6KIG9pvoir6t/i/62ZzCk7mSnBeX4fGDWhxOmnRHUOS2+V6X5q0n3DCrauGzTMrEcGDfon6Dil+w9SBURl4JDC5xBFsavI646Mk+JHj36SxvgU3rPoCyil+PoD7+dXK74BQGN8Kt8+6+ZDP8wehHT3iL1lsNTgtjW/AQWXqc9juzH+lPs67+fXaGj8VLwTI9jJ105oJqBL+jMCqRaCagH8OaBzl8fTztm88PlHmPnHRro/8SV0lWbXwGJA8aGrv8nDb/gjN2lfYrfnp+0GiOfbmLaql5krewmJEjLlF1H/8RCn3JSi7Q0nsltN57hHOgikXfak/84Zf3qe2m5/EnRzrXR3/ArV2UE2FqP5kTtY+Pd7ueMNMfakV2BlBI70OP+FfpZuzPJkeZTBQB8pzaD68QpyU1oJa4MIzaNk2gAC6Mu5fPfJHZia4OrpVbQLxTn3+wFlHQ3+bF/DQP0aAISehZ4JyMhOPriogtqYyfz87UjlIID+iI4CNKuejOH7/KveAR59YRX3ijV4QmEkjkUAzsAKDJUFrQYtOAsQvOu+Ad6xbDE/Tywgr3SqrTaOPeNXPHJCM63heianr+Ed3rc4Wf0Xq6tbWHv8JOoeWsL6e7sLASbBnNdOZyrPOWcZdMVKmLQdnpuh8ArPSI29W1k87xqctW9HhFpAOKjBSq57vo3AaUEuD5xBUt9U6CkHEqwUuzqDXP9wCTlHMJCR/Py2xTQH4nzuU//ghVXwkY8pBgaKgleRIkVeHGbYz4A35GYAUBubyIxAmLBMMlETlBRuiVrIOODDtSiYtNiOy2RdMVlTLLSbmGb51jWBwkI0P/QU2laJm/EXUKMtuzQgVGYSq7Y4Ug72fKvrGprnjTvdHuq5ePSDcyheg2HFkfqIMDRawBMxDXQLVTsDlRi9OPK3CcTGCkqGgFLpx+8SQHkhfEAJY1fjw8UWkNfj5IP1iES5n01yVAFnmCVMCNfTZMZIaCE0AWVDjzSFhcVoy66g9OvZFOO7fSjXQ7c17ORIewgK4ljhOEEBIcMY9b0gohRV0ndrM4IjC1khxv6tGZrvumYcXoyV/cqnFBNLZjK36ng0IYevZ99+mhEuk8NTaQzWj3+gwvYhge8ep7yC2ZJAaPvXjR4ykAEdW0Y4sekCLGPEEk8TvoXG0AKxQo9RooWYMXUSWnTsdZ46+RLmVS876DVKNSToFbI46pLACdWUlJUAipDUmGKUMccaEUBGW+btS3BBGcEFZeN84++h4Q3HstEEY+LiDXX7oekiYZdxQsM5mNqRj9ehHpMQOvGCtcZQu5lAbX+WZjnOFWg6MtNEf6YSU2g06n4/8+3RRq49EPULq1Ub6GXjx0sdRvhWdKMF2INuPhSkPexbkHRXziMdHCtaTtMUya5uJAo0A2FGEXJ/K7dRRTgkQggC8ZJ9PvN/5kf5PCcDZczMV1LT51up6coh5qX222dklvEDrY8uhwKiVpxTJl7M8Y3nsKj2ZABsPURADzKxZCYq0YBbtxgivrBcUtaMM/HkA5Zfi8dQlSUY0QgNmmKiHmG6VUOtvr/gO0TUStBUMpVpZfNJ2GWcPOGicQXiQ6NIlAgSJQeuaQnYKu/rK1IgpUTHwywrwzBHxzKLgl2PkBpIgaYZ/ssN6wCinT7qxUIh86BbIzkmGBsWaY8EaUrskgOLimMQAqMQg3M0NdWCaZPFSGZYNdZnvskwKM20EDINDBgTb3IITRRyikqJN845Roow2ppO+lmThRj2ew04/r5V+sjLNFl40aJFDPIlGsZigd3k113fJBvPLljcFbZXSg2ZeR1GpfgUY3YVed3xu2e/R8vATn5w7t/wPJf33X4Om7pWIRAkg1Vcc/afsEbHcHgRpNrzw78Hyw3ueuL3LOEy5nA6j6qbuZwvAvBr8RE6zdX8+OQpRCzJ7j4Hu+ck9AY/456jdO4VV/JE5fm4H4jgbh+g6rb/IbD+WRLP3MGT4Vu54FvreLj2RwzdmsJ0MTX/EDPlcpanrmTW8+X0xQzSGVjdFCFQLsmKBCiPY5evoaI1St/WfzCx/kxEYfLN9T3NzsROnr/8Ezi6YP5ffsrE59Zy/afew+rW34EJOUNx6to0x2/I8lR5hJbZjRxzz/PYjzaQXbYBJTP0KZuK2QMYQd9V7wdP7iCga3zt+GYakwE6ru9Aui4KxZ9LPk3/7ouwqj+BUqB6JiATW5i1Q7LkxDDKA1tLMcF9ik36UtAEfRGdWL9DLjqVrRvgH1svoTNbgero5pHP/p53bTyVRPdk3PQGnK77EKXnYdmnkspswXMH+f7tO/jfE0M81nUa/2/dc0yULbxlw/fZYU+kQqVoy17KiYE/U6umc5P8AjfN6+LNLV+gse+3mJEcU5IhHtnZw/FNcTKX5UnfAHNXCzbWw9TtvitA89O9NJ59B3/eOREZ3wyhFrxUOddb8IZAL5dmTuNW4xHa0nX79KKReF4ScFF4SuEpwZo9Aa759UW88cLb+eL/u5Uvf/1CPvIx+O41EI28iNdDRYoU+T9NsKKaQEkZmjl2ER4vWKccCKfpBPBGXu4MP8zK0fvpRGSALneQhKboERArPPSLvIXnWoAzxrKrTipCaqxbYWmokugRLG7kOEt8WXCfVPvGwDoIlVLR4o1kpvRdtnQCdil52QFkCS2tZF5YRyssWGSTgUgYyOo6ECO596QUlEzc//kiGEyjGw5oNlWRBupiE1GdAaQx9H57n+uwdUCSMyqJGgO4Mg0CFlgNpCybxKRSSvc8h2OF9zuXGha7Rj6r1ROYIkxE22chU9hGOQUXosAoK6hx6ipUXoWXyZBrS43z7QFQYNkB7MnT2WuPFffiTZPp27TjgArAVE2RB7ajCOg2oUNYFg0lUghJczghTWCcfhIQCiuT8cMpDNXXAVz0zNI4dlBHGjoFI4hxi2sIjSV28zjfgKEZB33BagL6KHPE0SVunDOLfH8e4fUz2wiMadeDPcmatfv3jX0ZOtYsTbFr1FknNEEgAOWjtLJDvSB26peyb2ZK8N1B89LXAfL4wlpiKISHgPJsHnucClXBJF7VIro6BLWj2iYhIKwpTCI0emVMDJZhJQ2q12axB/YCybEXN+6FH3qTIZJTZpHVLAaBXKiclFdFMDtiXWcJqNCiBMThiRJin5+HTaGwGRxAZ7JZSVSzsUuCaCGLaUYAtWsXpZHmMQefqyv6RvKFHBRTs4YFTSkkE0tmENELHigh3+V2jqYQ+iH6lgCC1vAZhRA0GoUgWijKy8ffbSgT6tA+h8N4W/kZMP0Mr11q/y1mBjvIuRJRaeO1eJAGdSgdXoCesNDtAIEpibHfDc0hoyy7pKkRv7CJk2jiSAkGx/48LIbqS0i80kn7fOe7hwZVAMnYm+OcWBP5cDV3ZjZhVAexouPPsRKBKljmHYHOBOAnX0PQ2J1ienAC213YzlDmT4EfB1PgJDXksOu1QNlxlF1Cg1TDFnQwZId8+GOoKHYVeV2xpWstf171M86dcgWlwUrefPMCerNdmJqFLky+fdZNJOwDvek6fPr3jGT32e2tI5qt4AL1MXaymiVciofLb8XH2aI9yg9OnkRpUGd3fx655zSS0x5CAd1U8nPtWrIEiT5xK21rSoguDtB5wfso/du1bD35TTQuWUqnEFhqgIXu35jU80/0gGSvPYf7xJVsic5n/eXgFYLHBpQioXYzOb2cvjULqdsZJWUqok3nAeC6GfYaz7P+jCm0T7yE6J69LP3bT4h2tPCXd72Z9kduJj9HgYI5O7Nc/FSKdSU2O954NRddew2yM0S6qRUvlGdduJPp/TVULOxBKcWdWzpxlOKr4eOoSnbx9M92Inf7k+ojibPp2fEB9JOvRAgPsiFkbAvJtjinduR45GtbOenLE9GCBqfq17NJLQEh2N4QJPnQIDc9eQVbO8IMPQIavSH23rGQz//nzbw1MJP5z26EgReQ9ixUqAnbu5R092/pTSf5zIObiEVWsCaZgO5yGumgIbMZVwkuzbp8QlzIcdZvuUr9jt+Iq/mF8WHUU1dy4anP4HmwpCrK7r4Mly2p4kub+zjrfsmuSkVnTJHsFYT2ukRXd3NdYoAPK8gKQGbJaWn+uOg4/vPBx7hIHs/tsSfY2ztkIu5P0XUzn2PnxircbDlB06M3rVMScsg5gg0tJl+57lImN+3iyv+8lf+94SI+fDV8/xo/Y0uRIkWKHC5CiP2ELvAtrAS+5dG4WPs++I6/VLMKCz1T16iQEBj1hlsVlCfNGrEK0QWUFzaJWHH6sz3Mrlx6eNcCVEhFf75n/+uJWciohjk5iBnWkKOtsQ5wvErpC17bx/nOSU7FjWoYhsGYpayUyPDIwqZUKvqUHwh+POyQn0HQEYJp5X7Aacbx0BmSCuyZJajWDCIN5k4ds6YGtzpAedjPXKcMcKI1459sWLwZHWNKYEsTxrUBApX1hZYhsRAOsKARYvgLcSTLdSHQ7f1XbkY4ghk5cNyVgIAAUBaqom1gt+/yeBCiWHQygCZ1bAFVqBGLt1HoUmL395MOgSrEOFNy/w0FIDWJGY0iRolRR7rYOxBSQAKFBHS1v1WSAIJTEshgctzzTpKKFxPWc8jqb7SAVTX1zOHfNU1Qt08C031zhO5HsGTc3qULMAtWiUJCrVSEK/y+a02MYVSFxtmrQLQWOleMiUcmBQw5/063RgZRIp8hlOlhSOyaJFzUONY0R7ZMBs0KkFTQ6cJM6bDB2z/BQ0NjbSFhx6E5mDXe4ew4FJS7uhBX0EgGyLWmCVoWc5L+3HJQy9xxzjze1rVSMd47g8Pp+0MWWRErBt7YcPKnnyrQ1wlU4PDiLY3HZM3v9zu8/QvjzzMeUjcokTBer9RjktjpIXoTAYiBobO/v2mBuFB0AYYQGE1RcmXp/TJ8Kqcw5+pHZ2KorBRYAUUifiRzrP/DS07C28fVMKocNM2PHwnuGIMPIQRmIZ6YDOgFd8J96szL+zHvxvvuCNCEbyE8ZEWquQ6MmouEEmijX7MICVqAMdWgIJTOkIMDxgLcl6LYVeR1g6c8vr/8Y0SsOCc3XcR/3bKMvJulxC6nN9PF18/6X+rjkw59oMMg3TXypvva5z/Df6pvkSNNLdPIk+MG8QnWi4f55gkTqY8G2DOQw9l5Ko0zHsJDsIfJ3Ci/xFz3LrZ/7i56z3kT5vtPw+ncg7X1edovGckQmfS2E6WNNWIZjycvxRWF27xyESg8XUM6HjW705we/DLxVbtYfUMljScdgxKKYM6fDXZXB1i+rBZPn4w10Mv0e2+j8ck7QLn8ZUEDG7fdz/bZ/k181gaPtz0+wM6owaOXv5Fzrr8WzR3EzYUQVSnWRNczY2AKyRn9BBJ52gZz7Li/hI9PmUF4aQv//PE2Bh7233yFa0x6Up9DNtyKVvsvUCD1QSLdQT573gIqjd3c84mNPPy1rZz4xYmUqu0E9H4yRFmbsFl+R2C/m2vE7OMNHeu42ajm+rkrkV3lzN3eSrb9RmRkMVK5IGxQadamm3G8euqMjdRoXeiFB1spfFHvG2mDb6Q+QVP8k1zFDdwkPs8vun7FnJb5NJS7aJok0K+RrDGYvaiE1Tu7mbFJcPexcOJTYOWhbUWOJy4z+ET6R/yP9VG6A7143ZPwqh7h15M/xiUbbuOczDJuNp6hPx9h6K60c9UcRNOfCMV7GHj2nYQsl5wrSOckhqYIGIrdu2v4xf/WUVO9ly1bKrnqI/DD70H8SG6CRYoUKTIOmoAZmuJwn9HFKIuM0cy0aijVwkQdm366xwgtqmAZJo3xF4Nzq44j66TH/e5A2PhuaGIfgUJoEmteGC1gEK4oiHvOUNkPfswh1y1NY+R5XmqwrzUUfjynoIShitAFxDmSJfRYkkLRrwRDEXyELmFCDLGhYEEiJSpadXguUFL4lm3DF7z/XvsuV4Ysu4Rx6Jg6R0qgSSO9xQXhu/1lR538IEUcQ0W4jrJQzSGti+arCtKOOdwv9k1mHBeCDnwrrqQ0iEub4fDN43SQl/ouK/DrZJsn0NT4ll3DxTL3F4Wk8MfwkTIhMR1N6JSFRgRTbRw3ztFo/0bojyEEUD570cgxw8ZBkhH4C2BTswjoBxHEDkBotLviATm8hXtQ+BZSgw4ElbOfCBRaeABTpXF40X2qsGOtWUKtnRx25S2pC+FVBtEPFHBpFL4rtH/No199jLfnOKGSDpuyUDXHN5yNJzVI7Z870Zlyzos/OH57HMhh1YwmiE2vG+OyfzDOblRkZYy1nYybZCEsoKFwj5QH6FPKLbggj5Po4MVyREIXHLQra4CuXGRAY7a7iKqa6Ud2bDePBMLuAP0vRuxSEvCGk8aEBMQHu8gYNkjTf+EmdaakS4lETMAhYZgYBSeq0VOz1RAhP9jHXNvbb34/EEWxq8jrhn+s/x1r25/hTbM+yCf+eTmecpmUnM3Gzuf5xLIfMbfquKNynnzKxcsX4pIYKRb1XkYpdQgkWVL8TnycDeJxvnjcBKaXhWkZyNK55xhmz3gED0ELzWxhPu/2PsAvH34XfV+6FtCwNj1HtmE6TknV8MgOqD6yIsw2alFSw/L6SNDCAAmyhMjtdmh+toNFg2l0R+DsmsUmcTzxk2f7KrxSeE6Krk3fhl1LmNflEOjrJt7Sgt5pszZSyh/Pg9aaAf/OIeDYhw0u2NlKv6Vx44IMs376FSq9esjpiKpBNkfWU+fWYFiKupO7UAo2317Bkmcm0fqzBlZc/j0Gnh4x8T7mv+s4tvIq3nX3CgYcEB4E+4KcXfZ+JjX8C7BorXoT3rYbefTb2zjuMxOo7HyBbaXH4VaaCJHFz/6tEHicVHc3J9X9E1PL0935Vv4aa+EXJ+d4751hZrUO4PU/joeBtOpQXgqVb0HLmmzsmMG7zo+xYM8AVz7VTkliN5PynRjC5f+pNu5u/z6byt7GFVzDg+q3/HLdr/hq5QQ8T5CsMRhs03nblEreObuHmlbF8SvggWMEZyyHQF5QdesAfzzjY3xw8Ba+H76E/sRGvO7JaHO/x5/bb+TYjjs5TzubP/IQCo2hCldb38AALrL2Hgb3nIAldRrLcmxus8i7MLs2w+SKHH9flcRxBFu2Kt79frjuJ5A43NcaRYoUKXIAjuRltBgKl7FPZFhD6NQZSVytYPUw6ms9GCLX37tfNsbhfTVzJPPS4ZRhZL2GlUgSsUsPuv3hUl0Nrgu1tZDp02HAQWhy3IVgopD9cei118iM/uKIS5i7T9wiKcAYvXY6THOi+MRpZPt6EOxvgbIvw1Ym+cJLoMMQu46zm9mc2XTYcU/tBh27QccRkojYx232CEykDut8mQwmGnpgfAe/Bk0R0hRevARb7yRhRgnEk2Tad/vJAF5BEk5m+HetEOZgaJh5VXPGrSsxvP2RYWgmzcmZR7SPdYB4by8lQgiW1p95xDF23ep5oO+TEKMQDL5GLxl2oDpShuIe6UfiJ70P5UKxS4kjD5o9FD9MSiLaiJVkrYRyS4ydxw80rATDMbuapWJHKj/60EcVUw+Q9fLjf/lSnBCwJkbJbu47pNClNAPCvpdPSYkAKiiPnn+A5B0FDlLmIcuuI7qZHnUK5x6nnFYsiSXbMCMW9WdO2u/+fUjMEDoalqGoEtlDbw+Ej6vEyxbGiakDLrIgbCtGYhSOoNCVxLXrcBqqqbICVLkKbZ+kBoGqUhzS6Pb4yR3Goxigvsjrgs5UK798+mtMSs7hphd+glIeJzScz8bO57li7tWcMenyo3aunm0jDyTt+Z3M51wEkj7auU68m43iCT69eBILqyN0pHI82zOZ2VNWFoSuidwqP85y7XK+p91E3ylngBUEyyLbPBd0A5lLY6oUF2a+QpnazoBI0pR5nAsevJjPeBfxDvcqTvd+wYTN2+n6nyc5ve536I5A9aXI1Z2AXTN7uHyp9qdpfegSmjIDxJwnqVq/gmSnibOqkt/OifLD9zigBEZGgICpLxic3tJOIKfQcik+9C/B2W49SiqwszwX3kw0W0U8E6bp3FaMoMfeJ+IYm8qwHq9jc/mNdD7dO3z++MImYk1BIqEcvzhnKuW2QaQzSt2e/+E/L/kXAFu3NfCXdd9gj7uI9tUpvv3hM7j9mwsAkKbArAIQTCjPctybvsUZjX/HlHlwBYv/ei8zS94IUvCzc0z+tCiMKyTgIPQwZuJMhFmPAEJZePe9/dwzOcaXT2nghZ7Z/MZeTB4NKeCswC4u7/0OW5yfcRJvY0nrd1nXlqUvl0MpsJOKaMTgY3YlT89UGA7MW6t4bqo/YUcygln/yvET70Iu6PkwEpCJDZApxTjhAzxi/jdPO1dzmvbOQu0IJBn8pw/wdp8GgS4ckaMjk2JieQpdKp7fFWB9q8mXLuymOtlPKJhizx5401sUmzcfIhhrkSJFihxFDvWIPBzEfdSGgUQZkdrG/aywjpR93yfHA2WUls+F6jnDn2mmhW4FCFePBCg/kGvhvgghqK8XSCmwZ5YQmJVECx5g8SPGLixGoowcpPxH6LYzRVPUjxafDvctdsAmVF415rOhZjlQCwi7kAkramALxg2mfGJwKicFp1LTMJ150fmHV5gxJxnnAsRBvnsRuHlf4NPtg1sCSdMiVFmLWR1Bm3EGWu2scWN21UrF4S+pjoxmTQ1nND1G82iOl+NW+AJUlfCt/YYlDVHIHrgPmoAaqZg4XoD3o4xxVMSuIy+nJrXDjt80fJbI/lkFbWlyTngOFXr0RRdHCkmFO0il82LlMt9iaq6ujtgib3jzfYQKKcYmFxi7cQEzggqV48Xr6Yv6c0NIgB63iIzjPvtaYGi0jpa17JlJ4hc2HXJfd9IZyAnHjz3eocTu4Qjp45QlVEiScJiurC8JBxkjUpOELIuYFEcudAEqVIY26QxmlR7DDOvwMmTqpTZmjR/bzSi3MRsiWBNGxp4yQyjdj+smYESrkwLsOGEZYJlVxfn22HjHwbJKSqfPQzMPv66LYleR1wU/feLzZPNpNne9ACgunv4OHtp+O6dNvIy3zvvYUT1X7yixqxLfLbKFjVwr3k6L2MxnlizguHqbnkye+9uTnF27HQ/BNm8Wt8hP0k4DGRHzH148F71jDzg5ZHoAmR4gqA9yWu5a/mV9kFYxgTN2f4nGb7yF+cf2ABAkS1PnGTx+80N89SO/Ir3jOBACFRo9USs61v+EvY+9nzmT4uyJR0FAJlTGs4MpPvPFAR47tR+7X9JanSdvKawMXLypnbJ+F92FuGNh6RJ0VZhDNeYOTCSpBZh0aQvxCRkyvZI9j5QQunMqOytuZjC8Dg/lZ1G0NSa9sYTdAxnyrkfE0vnpWVOZ73yNL3/yWoQA15Vc/ZlvopHmH7nf8NfsLdy38yNkNwzgFgJRTHivwRVLu/nw6b28+YRuWiJDviaKALtZvNyj3vIfvB+aafPZN8XYYpeQT68h2/Yb8AZAiyGA2m6Pyx/pZ2OlwTXnxWAgxH09S+j3/MfZpMxy5eCfqRt8M1PderTVHyMeMHi2tQ+pueRyOvPPquW8bXXsqFKUdwnsnKDfVmhK4GqCs/9ps2br35ncWwGACLaB0Y954vvYqM5nhXc10/g1IPCwsegC5afmFfkoLnkyWZt++mie8yCW7vHCrgDX3JHkzYtynDMjz/SpOxgcVFz5TvjzLa/NB5UiRYq89hDDKcQP8L2loSWsfbLRKYTUhtPQ/9tlKPysiTZSERkbWEhIScmUWcPZJwGapGLaEWbCEprELD9Y+O99FpyFnwc6izPxFNz6JUdUhqNJrVB+rKQDtFtw8QTU0lJC1aVM0RTjhYUMSYugtBBSoocKMszhrNgP6qt4dC0hQhXVaFZgTBbNA247vZzQ4goIxMhFx18gl0nfEsc86iX1Rdh6TWEJqNaARAMq0QD4AsZoCzhNHNitrEweMNzQq4hCAV+2pNKHrXAf4WEFIeWMG1/tpWa8xBMHZJ+NvNJmKKvDq5qFV3DL1gVMTJqUTEsc7aKOKsZL1zFt4Sc/qH2Jhd6E5gvnw2LvOKczqkJETqrBrD5yd9ujhjpwPYQKLq/6QWxAFwcmMMEoP/AQNYKU6hF0ceT3cbPKILIkgtngxwCVQMVgF8n0aNHY7yujxbiJVhnRccIIHM78Pmb7Iy5xkSKvMh7ecgcPbL0NDxdPeVw+6wPcuvbXLKw5mY8t+/5Rn2xTHfmCnAMSyVoe4TrxHtJikI+fdCpLarP0Zx2Wtwgua+hnIwv5nXcNvzG+T7uciKt0+lZmqf7We6n+ycdx4qUIT+GZAaJ6N9PUQ9xpfpQoHZyx9vN0fupaFry7unAdSbY/8V98+olf8pnz22m/5/O4vYVYAQUzby8/QMfa/6Zny1+YOGcJm73pIGBnicV1CxU/f0+KdMhDuJAO+2lgw4Mun/9rN7XdfmaigUGDXbkELorNgVa+X3sXv694lDUznmbR+3cRa8ygPFh/czX6plJawnfRH11LVvfT0wpgbdM0ymrSuJ6iP+eSdTxMTfKxq35JIOCbNn//Jx+grz+OQxiHMG1qDgKHbD5M+/0uSikS82Fhc85Px/3c2Sz+r23kswVFX8GcP/6ZJYPHEdZK8fAYsDV+f2YJNzRV8OzUqQgtBm7fcPsdvynPRY8NMGjCd86P8VRDkHsHl7ArWz6UgZwmt5XFg/9B87a/kWprZlqkih3tDqbpoJkZJrx3EdNzxzBoKaZuEWxsVCgUiX7YXJPh2GfTvOMHH6BmbxUSEHoWWf4UxrEfpVNNZysX0MjfAUWWEix6EEKh8mFAknMV/X0RWnZM4n0f/g4BM0vHgMZ37iqhrc/gLTMCLJ3cCyh+8CP4f5/3SKVetqfIIkWK/B9F6AKUQi8Z/2FTaJLICdXoJQEyoWPIhJZgl/juIv/uvXjIeuFILW00sX/spsMhWthnXG/xfa5l6PH/gEtgw/633eRedP0JcUCxZOiIdaEQkxfNIawf3kLGnlmCPTuJUXYEma0PIzvev0uooobklFmHtW1i0oxDbqMJOFZXLNO9fQ1qjgrVksMSYmdpL/2i/iXlJRQ9XgzSCiCDOtoB4ggeiCNKynC0GZpcXkRdRs+sI3paHUKIcbPYvlS81LWVkC8uZt2hMMTI/D/NrOKE4BTsQpKEpAwxP9C43z5a7PBd8V8aDlwRVXqcSj1GSDtwf49qwWFX36OOkBjl5vA9LCmgcqCdRGbEE0gUsjDK+NGvx6LYVeQ1TSo/wFfvfh8Cgac8Lp7+Lm5bez3NyZl84ZRfjsngcjTIpRzcnDd8w3uCv/I7+XFUIMx7z7qQ48p2k8p7rOp0mNE4n+u1H3OD/m22GPPIdbhs+3Weje9roeT+W+i8/IPs+e/vgm6iTIvK1Coieg9P6ZcyT93J8U99kTs+A1MuKidcaeE5Dfzul4LPVt7Hp6LH0f/8G1FKoJSH56aRmoGTaaF/1zVoMkTl9JMYEGWkTMGfFgf59gVhdpcJ9CxYOQ3PgFCfpLzL46t/7CGe8e+kNy9Q/PLcfkrsVrqNAf5U/hR9RppFgT7+44TS4fm05Zko2S6Tvm0b6Y6vQDrlWI7CRaczKnl0+vN8dfl2qsIWqZzCzduF2Fv+vTqdsdi0ZQLDwWERKMxCPCuXqod+7k+Mmsa2xiAoRb5/KnllMP1NeyGj+e5/jXs5/a138ob0cQS0GApFS0kXO5dUc0dtL98+U8eIvxez5GyQYQRwyoYcX/lTD295aIA759jcMcfm94n5PD0wE8eT/gsSBWXOw1Q++Sh2aJDo9qXk8/6UOWnKJu45cxe7Fswhqyvmr5VsrlUIBJN2Kf505nZWzPsfLr39YgKpIFbe74faxL+gL/wiGRLs4HRmadehkSZLHF1lsOwM5EMoT0MJQT4d47pfvpnvX/MRaqp2I4AH1gW55q4ks6sV/31qF5pUPPCQ4m1vV2zZ+hp+GC5SpMirHmlIQlMM7OZDP5AqGUTJAOGaBspmLvi3zx0TvmtfovDkar/EKylL+O5G455naMFZeJteJxVxAUeSKf6l5/DvB3LU4u5wELrEaooeekNADbu/vXoED80wD9s6ICTBfgVWS7M0xawjtEh81TIUk+/fdGU+GJHaRuxEIX7fIQSh0KRKwuV1GMEjs8R5KS2VDsmQ5c7hqK77bCIDOsKQaEJik8FWGUzx0s+hr1VmaIoJ2kjiirAMDPepyUYllfqLzyT5kjGU8fQAccPKsmC6B7ZIfCm7gjJsGJUBUgooH+wkkekbPrO0dewZJQQmx4/6+YtiV5HXND989JN0DLagUCypO507N/yeslANXzv9Bmzj6JqTZnodNt7eydDA7JJt/Fl+FTM5jY+ecRanRp4j43jszNi01H6eX+s/oFPVoj/fyor35kjftpuyWVmaf1yB8+H/INs0AzwXPJf61vvoD9fRIiZxifsNJj3yCz76hZ9yypxbmHBeGWs2lfOOv7Xw9wuq+cK6N5PdtQSlFPmBdSAkUrNxUhvItP4cXdMx7Qgu8Ngkiy9fmuChaTan3hqnaoeBa0DGcqnZamJoDp+6rRtDgiM8tpaA3dnCBx7SyYgcvy9/FCnzfHMwyCVzpmCEPKQEJyPYdX8J6S3tdMQeJtw/BVdvw0Og4fDYQgeFYOVuly8v30ppIEguZzGUqMR1Bf39Ec49827Ad5MceqQL0MObgucyY+OXEJlBAJ6bn8CTHmga3i1n0D0hTXUgUNhJkVv6NGdc/gS/fKaDhPJ9xPdYW9hb79Jq9XL1yX/BaaskWPNhZGguAKYLc3bm+X+39XH8+gzpgMc3j63nD/pSupwYQoCnwNibQd+dITHjcWIPdSGEQBOCd8wq47HqlfzxQkV7AibsEgxaCs0TLF0puPmcNp4+6Q9M2TiJrJEn2h8BBfr0X6LN/DEeJi+472Ke9mNKxDpcDHJpnWSpAm2QTNoGIRC5GFd//nP8v09+gxnTVwOCvAPXPZDgofUh3nlCD5auaGlRvPM9Ho88WnRrLFKkyEuDAKTJYcXfMiqDWE1RhBD/dryuIYYWZ9M0RfMraukytDTwy2AJaNTUS2L9E5xXdtjC0mhUrBYvWo2XPDpZqF8sbsNSvNLJBxUgXi4NYciVNlBydJIavJRo4qWxWvl3ODk4jSV28xHv55VOxq2YjgrvH0vraGGXlGFGDl+EEFJD2kf6QvyVaxCh+3PowbJXDm97gAE1ZNllSD9weLNUTH9JBdVXWQc+GrxK9WctamI3aoRmjm+9VdeTYVL74AH3t/At2qpfgvuqV7MQr2J/S9qq/lamDPjZOoXwBa+jmdFyiKLYVeQ1yz0b/8S9m/8CQH1sMs/sfoiqSAPfO+evJOyyo3YeJ+ux6/E+1v65nWy/i2/0o1jh3UZF7Rl8YUkVSwJPkXc9dsuZ3J64gefFacxrfwrtry5tvQnm/0gj9s4GjAlBjHT38LHNPZspb3uKHRWnEKKXd7sfwLz/X3zoG39An/YcX37fxRzXtZAr4w2UzTydLz38XpyeJvLpXWS6n8AITwOhk+15iMz2PwOgXJc9MY0fnBvj98vCVOyM8vV3NBDt1tg0M4vh6sxfHqKnKsNnb+7FEIoBw0VTgsqePBdsr2ZboINfVT/EBJHjpt44C6qS2FNHJsBNt1WQSw3Q2fUkdqqentC2wi3NY32Toj0JXtd0hJ5hxVPL+N7/fJBY1HclVEohpeLHP3svP7z2Kl/oUgCCSeVZPnbOU0TkOtxoKfGHbwGlyAU0thYCGw7uOZ6aVh3xvo0E11X7M2TQpfuELeg/inDX7TdTlUpDIWtYKuKSDnl8+uK/k358HYGS8xBGGQLI2CV0hARlA4rFm3Nc+UiKLbEgH5+6lBXpqThKAwWBx7tRlkSVSYytKQSKWfWK3+SP50LvraxYVkt3HMw8eChK+gRz1sCjk3vYU7WTuatm0Rfpp6yzFBQY87+FNv1ngORp9+PUy/uYp19LgE66OsC2bEisYnAwhFIaXj7Ip7/8BT763z/k7DPuZCCrURJyWL3b4jfLY0yvyWIZCteBT31G8Z1v5YfjOxQpUqTI0UMd9vIltLgCe/b+qdyPBlZBCIieWUfk1NpD73C0eRktPLSY+eLqUep442SlAz/weqlURI5C+Q6JFcErPZDg9vLep4SUlM1aSKiiZszndrKcaP3El7Usr0VsaVKivYgXyVJDJZpePe6MQ8U4UnX6FSy/FrcILakgMLPk3zpObqpNyYn+nKmJlzbe26uktY8Ow8a8r95na7tJR1ovTtqRwrdoi7wUjSbEuGNHAMP5joe+fwneGBXFriKvSVa3PsU3H74KgJAZZUfvBiaWTOc7Z//lqAldylN0rB1k7Z/aaVs1yI5aHVVwYBQIvKYU3zwmzzR7F46neEa/lBuMH2CSpS6/jmfLFtF/aQmx2YK9/xJkVuQxY+DGk8i+Luy1T5CrmUB3xVxOdn/Fu5330PbQKj783b/gIen80J2k0oqG9gCfXnk2//XsZSgnSO+Of4BS2CVLQDmk227EaXkYgg5KKZ6cHOJbFyfYmwjxjh/U8IX3VrF7kc1f3t6J7kgWL4+ydlE/n7+xFxsXV0A4r6FQbLJb+F3Fcm4tf5yrMpIf9EcptTRSy5K4jkBIGGgx6dls0LHxKTQnSJupoYksOQ1yBjwzSxHfcQaG3YeXqsB49qt84F2/HBa10lmdr3zrkzz25HF+PSt/YnvzG27i4++4ib+U/A/Viz+B0dNG/KG/MLTjyrlx8rpA1ZWw9wunUmVnqbxyK7I17AuQ8QxdszvY/Y+z+fN991M/OICnHHR0HEPRn/D44tsfJnvvCwRKLwUEgXQXEWsOzzaYKGBThc6iLXnOWJ3lF9Ob+LM6li2ZeoxOF3PdAOmZEezn+iDn3+xKLu3mE6nbuT7dzOyFH8EzdBzhi6Gz1wuqWqC1vIvnZr6A7kq6Sjto6C8IXgu/UhC84Dn3A/SoaZxnvoVqlpMeMKF3KqLyftJpGzdnMzBo8fHPfYPLL/kzn/rot8kpX3gNWR7PbrfRpb8IlQJuvVPjPVdkWP30oVPPFylSpMjhIgwbZUWHs8a90siAfliWDkefsW6MLwVmbRirOow1KX7Uj20IqJWvvPYw9BbfqHr5AjuPZ/USqWkgED+0iFAm1YuK/1bk1YU0JEITRywMiH0sOl9ujIrgi8qmN5qTZy9gdtmEo1Sig/OKxjg72gy7rr+yxTg049f5K/Zi6ADY4SC6aYzKbFz4URS7ihSBzZ1ruPqOS/DfMEsGc32c0Hg+3z3nFmKBf++NxxD9u7Os+2sH2x/tY0dziDvPrWRzrYYEFC7BGX/lvxetpFS2kxc2t2if5U7tg9S660jsAm1LA95tu9n4rTT96zyqzpYE5hv+YM7n8KIl5CdOYSl/5UPuf3Ki9zteuK2ND//xf3EJYkd28s6v/4lL1s3gc6uvZGpnA0p59O/5F9HaMzGCdbj5DlJ7foyX2YSyXfK5DDfNq+S3J4ao7iznmv+sY/GjZdz4P6X85D3rQEDDnggrF7bztd/3EFIuAkEeh5xw+HHtv7il7GlmaD3c3hvjvFwAD52u4yoQNmi6QinY8vcyurY9i5NLsV3MI6JvRQnfLfDpOYp3ZGrozidw7F04y3/Ij7/5eWJRP+PGrbefzXs/eB0PLT8JIXx3O016vP+MnbzhtEeYcOyNfOW46VRNWcLES+cSWb0co20HCEHOkqyZGfazShpzaPvmAiLL9lBdYiCyfvwuFc3SMrOfzjtO47b77mdZaysOjp/5UYOOSocvvu8JnEfaMBPnAGB1Pce8wVPoKIlR3ePxs9MieFJw5vNpnqkPsVxv5sHeY+h9NIDIK1ILY4Qf7fIn6IBG3+llRN2VnCd+zUWLlxLQ/XflAsEZjwgihdj4jvRwgV2xDmoc39TeWPgVjGnX+v3aPYt73es5w3wXi7RvIz2BajkJreph8o6Bk43S3RvkY5/5NlMmbeBXP3sbJyzYRPeghi4VnhI4nijERVOs2WXyjW96/OJLvWzZ6ByVcVGkSJH/2wghUWWTwY6/0kV5ZSkkhBEv4cpHGJLYcTXIwNHJYvlqRBiS6Fn1/7a1ynhM1hSTj7KLVs1hBpQv8uqm5G1TSF459YhFViFe+8tmQ+ivbOyx1yjDTf9qHf6HePHyyr0YGp9oaYJkdTnDWRgNiTAkMvjvJXIZj9f+qC3yf4otXWu46h/n4ig/m5/C4x1LPs3/O/k6LP0IsgIdgNyAy9Z7utlwVxfrq2zuvLiah+Yk6HdbaXxmOSVT/86Uiz9Iw8zb0IRHB9X8VPspq+XJ1HTtQW5vpCtUypbGEPLCGiZ90ia+2PJthfN5jI1Pkdr0d6au/TSfkW/gTPenhPLdPPa/bXzMeivs9AO2L57/I+rOuoFzus7AyOZQnsDLdRKpPh2EJNN5H+k91yIGMwC071nH9adM4OH5Dsc/1cjXLo8yOLmaz/ymlTunPIqSEBlUzNqzh6/f1IOFIq05/Cv+ArYyuKdkFc0u3Nwf5TOpECEEA24Yd6IFEw2k8IWu9tVR2tfsJN2zl+3uSdToD/rtIBQ7qxSfSIa4e/epiIk34b5wFdd86FYa6nahFNz74DJ+8osPsqelBiFclJKUl7Xym59fybLTfs8z1yVoWXE50arVTDzzc8y53KHlhPdSfsuP/MYRgnVT4wyEddSyKnpvmkrX1xYS+eALlG6sAz8EASqYZ+eMNE8+ch7/++hyvvjcc+iu5wezl9BSl+cL734U9aSJZs/2d+r4J9UsI5JRnL21jB+fX0t7ROPUVRkemmbxwIQIT/VOYc9DMZw6G6UJ9B1pP2h+vU3/PP9BvdZczWXHSCzdjycmFFx8t8DMjPQx14PdRi9W1nct0RZ9jdjUawDocuv5XX4lU8y7udC8CEv04u49gWByFyDwnCCd3TE+/MnvMDAQ4bOfv4r/+eKvWdo8yFDcSTHq3+0dBrc9EeSpm3r49qcGeGS5+6o2wS5SpMirm+ISycetnIUXb0DZR1+k+b+GtLSXZPEdFP7/RYrsixY0sBqPPA7e68pS6WXgdVVb+yQlKXJ0EZokdk4DRuXRT/Mi1BGufLq7uw+90WuMRCLxuryu1xubO1fz4X9cQNrxA+yZWoAvn/a/nD7z4n+7/TxX0bZqkNZnB9hdFeDZRQn6bB0z61Cau4eZ3V9laUUAqXkoJWilnnu1d7BBHDtK7gfhKdQoE0w3q+h6zKXq3q+ye+azrDx2Ite1PsHsuRYDj1TS9ZPZZF4oYTDk8aycxD8Tc1lwTIZzpuYQGQdSKURJFBAIIfHy3XRv/h8sWyE7g3jJFJ1tm/nVVWezLdjJxX9q5NKfmPz1owZ/OW81CKjocTlpTYpjN+TQPH++btf7+N+qR3jfnlPIyDzHhlfQpPy31ELAoBvAjLu0X1yHYfpWQcqBp78XYcczj9PqzqVSW4EjBEgPR8L5xwZZp2r5UukW1N4T+PLJ1Syc+zzZnMGPfvp+/nnPmaNqXFA55T6u++p3CFoeQggG2yfSu20pFXP/iGb4LpkPP3ciq9YbtL3hoyjTT4lbuTfDife3E+3+B+kfm8jSNObsDgY2hhg4ef3I3TWtw9pKzjrlBvp0nXctPp6nKwpxTxQE+wVf/P48opP24Gb8wO9Ci6DcPlwp0LyRqfGFWoOfnRom3JflF6FVNCZBv60PdWEILP+te/7OLGU729CFonvQ5bYnB8k6/jE8FLedpuhJMPJWaJ+ngNIXzmPXsz9nqIBnJn5MTfo6/pX/ETvdU7HtHOm0iablcV0dy8ryva9/nCmTN5HumszGe6/i6Q1JHt8cZEv76BgtCk3Clcf3YhuK216IcvIZGueeI6ipfvGPIsV587VLse0OTSKReKWL8G/zUrTxJleQp2jd8nJRHKuvD4rt+PKgr/sHAM7Uc1+S4yuleHDHTWStJGdWnv6SnOPfoee2rQDEL2x6hUvio5TizsHnATgnPOcVLs1YjnRMOp0ZBh7Zi54MED6+6iUs2Ysk04e+7WE/zEDTsle6NIdkaKzuyZUDUD570Ys6zuE8qxXFLoo3odcC69qf5WN3XkrGSQEQD5TyswvvoTRU+W+3X9/uLLse7WWXrvHscUm6IgaWO8h8cQeL8jeT1Dr9WFOEWemcw/PWieyR0wDQHBc955ENGuAptJzCDUiyHYqdf3DIrsww8dLvsXxaD1Veiv+NrCFUYtD9q2l0fHc+mWAny08cwH5hPovyOcQF06EqCmv24lSDFqtECIFSLpmue9hp7aSqq4VUpJRQXxs7mqby2zPL2ZtbTcPGAKDY1ZhFw+PYDVkWbMowodNDqaHQV4o2s49fVj/AmzuOo2mwhOOjzxAQmeHsLAC9XoTd5zdTVtXp7+fB7sciPPyjdeRck4DsxNUdDNcDBQsWBEiU6lwZUDjpCj6/aD7HzN7AI48dyw+v/W96esdReWSWCW+4nI+d08PkkuCwxZEQgu0PdmOXGJTPCvNA/2U80TKf1LQlw+U75pFWGrc+Q1Pzb9n922loW6JomkdfcIDM/J3+qQQwaMAL9Zx19vUI4PFwJR86fiHttjW8zbLnanjz5kq8vgdBZQs7amxqbOaZ2k7OfKaDeFrRHpZ877wktp3ixsTz9Hcq1CNBqi/xg+HjKbRb++neE6XabCOdTnH7MwOkR4XN2ljn8ehC8LTCaRRoEtxC1YR6k/TddxP5vmkgBBPCG/h00xv484ZjuTf7XRxshFAYZoZc1v/93f/1Cy676FacdJydD3+UbE8d3YMaj24McN/aEDlXMnSxkyqyXHFsH/9cFWL5RptZMwXnnys4/TQwjCMTvorz5muXYtsdmqLYNT6bXUGOotj1clEcq68Piu348vByiF0PsYX0YIqzwrNeknP8OxTFrsPnSMekl3Ho++dOAjNKCDQfftbPl40hsSsQw208/pUuzSEZLXbZJWVEahtf1HGKYtdhUrwJvbpZ3foUH7vzUvKerxpUhGv55cUPYhu+r/2Lbb/soMuqlYOs0jS2TIqQCUhs+jnW/ROL1G3YYgDHg21yHk/mLmOzPR9HWEiVxxMFv2elCPc5uIYgHdTJtil2/tFBX9dJ8/vXcH/0boSV51N9qzmtIQtC0PH9OfRcP5O28lV86lcS66ZLeFdnBbPm6YhUHueJ55AnzkboviWTm93O7q4/07ngRCY9fhc5M4KV62PjnMVcv3iQfmfv8DUl+1ze9tAAE9qcsYZDriAvXHJanlsqnuJtXVPxcqXMtNdRF2gZ3qwjH+P6nVcy6ew2li1bjhCQ79dQmuI377OIpZ7FEwrXdAgURBx7pskJ1SbvCGUZzJXwhcVziMgI1/7iPaxZN71wZF9siQddMjlBxikoPYFO7AtO4bK5kitmVvnB/4Wgb1eG567fQ9WCKJPOK2WdOIYbxdcAP6OHllecd/seZNeHmP22LtJKstezaOgUrP/mdNLV3cNilui16NtZw2XLfoUAXEfnD831fHnuPDwBeBBxAnzoqdNobG8n17sc5fb6pRYG7TETI5cmkfLI6PCDMyM01Kb4TnQjD+1MU5VOMmVKCvIeIq+I39pCd28JHbkwpWondz3dyeAowSujK56Yr9jSwIgox9jfre3H0bf2alTbYiQuH5/5DZbFbuS+1tN5qOfNrO+dQn9+yARfMqV5PR/+wE+YOCFHy9On0Lv1RP/CgAfXBfnz00Pb+vU+oTzHjOocyzcF6RrQKC+DN71RcP65YNuHJ3oV583XLsW2OzRFsWt8triCLEWx6+WiOFZfHxTb8eXhpRa7ANbrHZRkLMr0lyWX6RHxahO7AO4YWAm89sUuAJX3EMarNAJUphd92yOvObHr3x2rRbHrMCnehF69PLHjHv7fPVegClZBU0vn8Z1z/kJAH/HpPZL28xRsdeCZNpd1hsZgxACl0FSOpc6tHC9vADzWsIx18gS2MAtHRhDKQSFBSJRShPvzBPtcespM8pZGrDPHyj/kkcG7Mc9ezwuyl6jIcoW9hzdareiawMtB25ePof+vk9hZ+wzf+XaEc244kZMbmpBlIdjUilc7gLAmIITAcwYY3PsHtiRckoZNvGUHA5bO6jrJo3Nq2BTzI58LD+YvD3DBykGSwR4E4AA6QE5DtIXI1nRjCDkcb0DgMc3eRJ21xxeAlGDl4Aw+t/VbXHD6P7nsglsBSO2xCFZn+cv/TIWH/oSLJGu5BLP+cbqadM6crPOpcIYBJ8aHp5zE4w9cxn0PnowQXsG13bcsWjwhw38u7eOh9fYo8cVDn/orzGM+T2MswNdOmkjY8N0ChRC0rRrkmRcWcdqbNnKn/ADPaBeg51wcQ1LakmbxTXeS6/0YCz7RhKXDilyYZpVh79emMxAZGBaQZEeQbbkk75rxOyTgCVjT2Mjbpy6jI5DysyNmJae1zuayTYtxOu7EGXwWaTX6gl9+L9LNAv4hO8KS1MIsF83eze/SYc4JDFBhe6i8Qu/LE/1bK5qj6HVL6Up7PLFyG70pvw/blsTxFBvLPR5doMgOeRwW9L/RP732uThr3oe34xyqrL38aMkHmBTdBMCeVDXre6eyvm8Kq7tn8njHsZxwwnLe/tbtWP17aXnmCj/TpdIZyMDvH4+xaleA0apaIuQSDbi0pUzSaYhF4S3/Kbj0YjAPkY+6OG++dim23aEpil3js7Ugdk0til0vC8Wx+vqg2I4vDy+H2PVqbsui2HX4vJrb8UXh5tA3/gu3ai4qVvNKl+aQFMWul5nXXYd/nXDdk1/kT6t+Nvz3mc1v5MPHXYOhmWO2O1D7DSjY6Ql2eoIdnqDdE/Qp8Hx/vuHtStQubPrpF0lSxHEwx+Tj1lUGFw0lDEQ6g+XpZEI6wlPU7kwT3LyLuwL/YMeE3aTQqJBZ3mXt4my3n8F/1pF6pAZnT5Ds1gikLQZC3XRVBqlunAFLGyGTx9NTCCNWcFn0yHbdT3bDQwyEG4j0p1k1WfL4bMXqSQpHB82VuJpHrEPyrc+EyS3ajqZ55CQIR6ILj+z2ECuCe5ETOlgyMIHB0HrmepKAcEno3YS0LEr5JqSrBidz3dqPcOl/3cmZJ94NQNe6IFatx66tSVZ95S48IGOpYaFrW71g8iydX9lZtO45zOq/ikcfOR2lBJ6nMSSqhCyPd5/UzYQyP/aX68HXb0/S3q/5EqZwMS8+Fi28i6Ch8cXjG5lWGsbz1HAzbG6dQnllBz/Rfk2GsB8bTZNMe6GH2I/fhLRWMfcrUygPKZ7OR+j2dCZ/t452BkFXvuDVFsLbWMkpJ92EFR4AIDM5xH9M+AAr7c3D7V0+EOVt609g4obHcNMbMCKLILIYA0VL9h7CneuHM3sooYg1pNlapjGvrJdgIk+wIgt7PMr+ucu3VAOyrsY9K/vY1enXQSwoWdIcZk1vjt/Vp9haOarjjrLwkq7E0zy8/gbcNe/G3XQ589nMFbHrSMZ2Ek6a1JZuwTSz9Oai/HPPmdyw+S1MPy7PxafdhNp0Ofl0HJRvwvbCzhA3PRWhNzU2u5epe3geWLZkcBCqquC97xKccvL4adoPNu6KvPoptt2hebWIXbt27eLaa6/l8ccfp6Ojg/Lyci644ALe+973YprmQfctil2vfYpj9fVBsR1fHopiV1HsOlxeze34f4Gi2PUyU+zwry76Mj2897bTaBvcBYChWXxy2Y85acIF424/uv0GFDztSJ53BbvV6DyxvsAlVGHdv+8CXikkLkLlAA9PBFBibPpT4SmC/Q6JzhxVe1IYqzawvOw57luwEzfgUS2zvM/exYK7Y/T9dhq5dQnGy0XiNZXgnTcNEkFU3kEYOkop35qrrxt5y3K0XTqDFSlWntHBqoWD7KgU9AqLpfdGWT0/zfbJWSZslnzk5iyywrfw6rUgloUOo59/lK4hYdYxmN7Gm9qWYprdHGutI6jnhuN3DboBVgxMpzNXxi273swHr76eponbANj6TDmZUIKGum088KlVpFszDFqKUEHoenaaYnCKYEOugvDqT9Gz8WI8TxY0xIL1mFAcNynFRfMHscZUpWLVLovrHhiJ49Uw+Wlal1wI+Ikrr5xVxcVTysn05dEtDd3yj71KnsiftS8gXQ+vkAhg8R3Pk/7VWUjTpenqycyda9LmGtyWKuXMb9fSMZDDrez3i5XRCN47meqKLdQteRQz0o9rSb5w8ie4yd6CGkrp6MGszlre+bBE73kOUAg9jtDCICzy+d1INzNuphk95FB7Qhea56I9mKLGaiEg/eyhj64f5IUdvuBl6vCGpWFCAcmtTpZrE2n6hzTCQi2qgpWXngvgWBlUJo67/kqcte9gbmc/F3c/R5nTjxv0cCOD1NevxgqkWec0cnP3eYSOGeD0aYJwejJCy6DcAK5yeXBdmH88HyaXH4nnNdRmSgk0DVwXJjXDx68WTJ+2/5UW583XLsW2OzSvFrHroYce4s477+Tcc8+loaGBDRs28LnPfY4LL7yQT37ykwfd96Vo4wEFjoL4q9ST4/VGcay+Pii248vD/3Wxa/CpNvJ7Bl9VYtc/B15gsllJk1n2ShdlDK/mdvy/QFHsepkpdvhXBwO5Pn706Ce5b8tfhz9b1nAuVx//PcLWgYMBJhIJnujo5q68xm41ZEszInCNSRc7/LtHudpGtVqHQZZN3jS6jakAmCpFDhuEwO7dzbQNNnVbU+gZD5X3kI9vQH98J3ohDlPOcpFTewhmILc5Ds4oxaIgIrgiS+dCm/gJi5Ch6LC4pZTyRThPIR/YDI9tY2BKC72L9xBhVKAnIK8Mnp5g8MQUjWlbPE7dkEKiEEBad7EdyWPRzTxXHyDQvxEtq3NFy7GEtRzHR55C4iEEOEqyLjWBbZlanm9fSHd5LVd98FrsYAaARx9ZQH82wpmnPsDy726n5Yk+srrCcgSehAeO8diWqEFf8z7SG96K58nCdY7U+5TmjVw+F8oDI6mdpS4InfgUzhpI713Ibx6J8vS2AH6mScXbL76Hv4Wupp8OEII55SE+ekw9CUtn26oI8SaTRKSLP8nPsVqchOYqXE0gFCz4yY/J3f8VAErmRTj2qjqskMbz2RCxH02h/94y0idvHNYeRZ9FYF05jcnNxBc9TVzluGHRlfxq0hw6shvIqzTkcrjkOG/zJM5aayOybXheCryMf61CJ68GULku9OH2HhGONMslVC3p2yowRJZSvYcaq4WB7lbuXpkerpd5TSbzJ9jkpOK3gQy/tzI4+EJXiQsmghZNgQKRC+GZg+AEcDe8DWf1e6jv0bioeyXT0iOx14bwAjmeDdWzfUEJ8ydVUhfNgiZQwsIRgnteCHLf2jDp3FjRa+zvUFMDb7gUTjpBUFoqhsddcd58bVJsu0PzahG7xuOXv/wlN954I/fee+9Btyu28Wuf4lh9fVBsx5eH/+ti1+hET0UOzqu5Hf8vUBS7XmaKHf6VZX3Hc/xx5Y95ePsdDIlENZEJ/ODc20kEk8PbeQr6FOx2YZeS7PKgRUn6xrWv2YeC0CVVjmq1gQADdIkauqnyLbiG0xV6VLhr6d/5CI9fP5UvTW6iEEIKdzBH+m+PE9+YZdX8QaxIlknrAtBqM64FF4rMhCyZeQaRqacgRrlfKtcBTyEMA7G+DXnPRtK5bnZetJEK2c/euMbzJWE69QAt1S5RMszbnmP2jhzGSNJEHKHQlaBbH+SWuu0Mmh0MZno5ubeJJT3TiWgpFoWew5QOCticK+dWp5xHX/gQAwOTeOf7rufUkx4crqIVaybS5XRy+pweVt24l3V/bUchkEBXTHHXxKUMrP0CbtfMQgmGBC7/96a6Xbzr7T+nvPdU0h1Th8tpxcA+7mNURTpQCnq2Hs/m5Vfytb9V0p/xTQTm1GX4zxN38xfxNVaKf4KCkCl58/RKzmsuJZO1WJtdSkW8jb9on6Gb6sJpBdLxWPqT99H/0C0oBVJC83ml1FxSTTKo6H2skvbvz6J7zlbQvZGiu2DujdFQsYHa8nWsbDqb3576fdyUS+nTf0UJwWC3wzP1Gzi/53iWtE0a075awaExk9lKT+pugv2tiIIAOaZP5AJgeihyaDhUsIVnVqzFKRTF0mHx5AB1lTF26i63Wz3cbuXIF6p3iiMxEazSXd/ayzFQmgOegbvxzTir34/RX0FDtotJmVbCbhZbZUB65D2LrNTp1YL0aTa9uk2vHqRPD5AWB3eDGo/SUpg3By66MMz0aYNHnMWxyCtP8Z53aF7NYtf3v/99Hn74YW655ZaDblds49c+xbH6+qDYji8PsmMjon8vbtMJL9k5im35+qDYjq8sRbHrZabY4V9+HC/Pg1tv54/P/5it3WuHPzekxSdP+x2xyhPZ7Ai2K0EPomDjdJQX1UphMUi52kYTK8h1r+T5lZu5/8b34O05hbcs7WZRk3/mdM92zBtWYnZboHuIvM5+0cQBUd9H55wouQm1xKKNGMIe86ZF5XIIXffVmE0dyEc2M+ju5IlT+qmL7aFswOXuaSHuWGDhFkQEO+sxsTXPCWszTNnjoKkD10RG5LCUjkBSYbQzw16PpTms8Sw+F+lkR8tJGA9+i7lztvGhD/+IRLwHKRWeB1u7PFyVZnJZiNU3tbL2L60IBB6Cx40rWdn/eVDG8LmkzON5vn9ifTLHW9/0B04882b2PvkOerctG6pkolMfpWr2z5EFSzYhBJ5SeLkg9934Zb5zywy8wiz0kTM7aSpz2MgT/F58mpToAQV1UYs3Ta9gWV2cvDJYIc7iQf3tZLwoSvMFJ+m4XNH6cbR199PyXD9tzw+QH3QpO7mUsktqmZx0GXiijC3Lo+SHTqgAF9BB7wxRFRtEHKe4YcnX6QuU0XvHHqbe/VFKWh/nuVMuYPvxE3jbxpOoS5XiCBddaTi4aPjB/z2nj8H+B1B9zw0HwpeqcCJH+vHDhmtGkuvbS6qvg9xgD7lUL6bMM6fBorY6wZpgjoeNXh408/QXXIYSHjS5Gh1SsVN6w26OKIG983R6Vnwe1de0v5suYHoOcTdFiBQBmaVMZShJDRLLpIl6GQI1AfLNFbwgKli5y6ZzQBuW7UYqa+xxAwFYshhOOF6wZAlEI0Xh67VA8Z53aF6tYtf27du55JJL+OQnP8nll1/+ShenSJEiRYoUKVLkiPCe97245OyLX/JzFcUuig/+Lyf92R7uWH8DN6/6Kb2ZTgA0M0Gs6hSmzbwaFZ2Mn/Nu35haHoaTxZMarjQKi/kRV8XooEP9lgHK92TorvHY0WDQGS0n4PWwWN3GHO8udOHSRxmO0oiJDmKqhc3dgzy2q58nls8k+chbadD6qA+2M6m0n0zkXER3Cu35LbA9w1BWwX3LpjVnUPPD9JdNxohXITU5LOr4ZfddFZESetPkd2ync9tuNtR0sGLpAEZpL298coCcLvjViWF6wxoTWvNMaHOYtDdPeb83fC4XDw1JTjhssPew026lS88Tcw2WZCPMyIUIC5dSo5sSvZe16Hw32M1qTUM8/xnklst599t/zTln/BPHlYCHFIqerEPU1HFTLit+sZs9j/txwLq9Cfw9+wcGqAUUup5HKYHrGphmluZSxZuW7WTeOd8jkNjO3qeupHfrCYBAmn00nPwtAvHdeEohCyLXaNEL4JY/fJlrb1xUaHXFR87qoKnUw8Pjdr7LcvFHlPDroDZkc8m0JCfWJUjp1fyGb9Gt1/kB66UAT3FW789ZGrkJgJ5tadpeGKB91SCtvYp5H2qksVLQuTHIrn+Vkh/Q9/Pc03ZHicajrP7wYlaWnoYrDMK9Owmve5TunhaequqgilouX7+Uilwc5fplE6PaXbkpnNQaUrkNqNRWdG+UOV5ap1dYdCVdYm6OksxI+zrZQXKDveRSPZSY/cypSFEeVzymOVxnp9mgjbJKKzAch64wk0fyIewdp7J3x7nUdessa+tjWmeOqMNwNk6ER7Ckg1DFXjQrS24gQv+eGvKDUaTloM8wyc2fzt5QNbc+G2H1HgvXO3SQnooKmDUDTjkZjl0Kul4M7PNqpHjPOzQvtdj1ne98h1/84hcH3eaOO+5g4sSJw3+3trbylre8hWOOOYavfe1rhzxHsY1f+xTH6uuDYju+fii25euDYju+shQtu15mih3+pcNRsMsTrB1sZfnO+9jWtwXNSmKFGwiEJ2JGmtB0e5w9FUORoHyZQKA5GSLpLtJWjKwZwszmKe3IUpJtx42kaY+G6DJr8IROUu1ksfcX5qu7MEbFvsoMQtszMXoerCL3cC2hjiiGY6BcjcOyHBMKUZpGNNs45c14tZVQYhdcINW4FjW92gBr7E28ENvEc5VtZCMeoYzHtF1ZTluVparXI6uBKyGQZyTTHwqBQKGGXeYGRZYnY5t4PLaFnHSY7miclTM5K28SLQTkz1DGVlnNt+2HWaO5xHe+i/ZHr+akY5/h/e/6KdFIP1JC1vGwCmKEm1NsvbeTdX9pI92rkMLjufy7eML5NNJwUa6O6xmEQ/1UV+2l2izjovm9JKfcS+mMW8mrHN9+YhutextYwNmcNFFj4rx/knbzBI2xmf/8KUeAEESiV5L33sDttyq+/cORuF8Xzu/nlKlphFSk6edvfIcV4h/DolfI0DipPsGpE6rZbHyKJ8JnoEbpKvFMD//R9x7swZ2EKix0S+I5iq5NKfrb85TOjRCJaKx6Pkr67hK/8mGs8JXV0PNhek9vZNeSebRak0m7IfLSZE/mOdYO3MHErhLObzmJKa0xdA9c4VuYCU0bc71evoN01z9Q2R0H7WX7xltQysPNpZF0ESlpJR/o5FErz91mnryACldQ4QnyQrBLuvQPVeE4yEyEyECUsv4A0YEIkYEw0f4IZZ3lVHSUkexOoqGQmoeX1wGJNLIEynsITu1hU3Iif9h+Mqs7avGUts/Rx8aoGyKRgBnT4YRlMH+uoKKiGEvi1UDxnndoXmqxq6ur65BtUFdXN5xxsbW1lbe+9a3MmTOHb37zm0h5aCG52MavfYpj9fVBsR1fPxTb8vVBsR1fWYpi18tMscMfPQYUbPcEmx2Xtdk0XVoI5IjrG0ohHA+EQA1ZfXgK4XkoTfqaETBm0TzURQ+wSBbKJUQvFWoTtaxjmvcIlWxCAF5ekFlRxsBdDaSeqiC/Ncp4aoDSHbxYGqV5yF4bmTUBhRPSyc5zSB6XIm81kcs2ovQIaCMLDYXyLXqUA8rBVTn22m2si2ykR+wkMtBDfbtDWb+H5YyIWeOhULh45IVLTjiktTxpmaXd7Ge31cmA3cpETzDfMVjs6FR5Oilq6TSPp1efR6+q5Ofbt9PbF8N2S7EDDnNnvcBZZ9xBMtE/piqVgv6WPBv+2sKuJ/pwUh4KSZokDzrfZrtzOgDVVXtYNP9pSuLd1CYEU2v70GKbiFRswDIUq3frPLViLp0pl03mfex0diAFzKuIcFJ9gqU1UQL6WHFEyHkYgXeQLD1meOz9616PL31lxHKuKpbjDUt6mFTmF7qPdh7gdzwmbsIRIwJmQzTAaaVXkA1/kg2TorimNtxvgtkMJ2V/zbTBm8h2pDFDGpHaAFITeI7vD5rrM9h6Z4KBXZGDNQx4AkMKAipPbDCNY/Tx48UxHphfT0wlOXf3EuZshLjWQMApiFWeh5IgC62ulEt+4HmcwefxnC6UyhT6jYKC0ZYSI8kL9hWGFApXCLqDsLEC9oYz7JR7yfdtZULaY3o+gObp7BU6A0ojozl0GYPsNbsxgKAnQRlkgZx0cOWIxZnmapR2JaloL6e8o5zyjjIq2yso7yjHyo/E9nKBFXVNPGJOYocTJ6ONE/dLKQQKqRSekKjCdVhenlJSTEikWTDXY8Zim4apJlZ5ABnSx1yv5/nutQC6XhTIjibFe96heTW5MQ4JXTNmzOCaa65B0/YVm8en2MavfYpj9fVBsR1fPxTb8vVBsR1fWYpi18tMscOPRSnIAXvT7dyx+a8ozUY3YhhmDNNKIM04jhElpYUYEBaDCDL4AeQR0hevHM8Xs+Q4i9R9u5wYK2xJ8mjKQSFwpG/1ZXkD1KrVTOFxkmo7lteHq1I4ZIiJQWw8AsJFA9xek9TyKnpumEr2+SQjcbUUjiboLcnTXTdAtiKFHu8nbGSwySLFqHLJIMKqwTBrUEqhvH48pw/l9qHcFCgHcEF5+KHK1eHYhfmXWPg/TZ6dgXZ2BbrYaXXRZvaR0fOgQAMSnmCmq3FKzmSea1CqBI5n0q0aaReLyFhzSAfm4GEiBDy8LsDNT8f4yH9/h3PP3D9LlyqcWEjo3Z5mxS/20LUh5XtZoiFwWee+kTWBDzB19i5mzVjNwnnPUFuze0wT5V1FWyrHs639/GtrF5u708P6YUCXVIVMNAltg3n6ci66FDQnbKYlE9TG5lMVO5cp5ScQC5TsN/b+fofHN789uqYE1fE8Z88eYFZtDil9O7fH+Qv3i1/TQ8vwuROinjP1t1GaPI9V8+rpjxkjfUsppOeRHOygdmA3ocwAodALJK11NNur0DRBPiXJ9hpI3UUN6LQ8VkLXjsBYdXKo8YYMwdI628M2N5xjsbtMkdSbOGaFYtZ9jxKoWkrCnEdYxDGCNqIgkHqFviIYT8hyyekpcu5mcv0r8fr3oNwcGpKAM+RIO2Lxt+8xDkRW5NkZ6GR1cDcbgi2k9By6p+GKQsB7/NhipqcRdm005ccgywuXfj2DI0xMVU7Aq8fUp6EbM3CNZhpvzWKtC7JXj7E7GCGlG2Q9G8U4i/FxLB8tL4/t5ujR7JGmEjC60qXwOObcuzFrd1C916KmN0xZYxkzLphHPBJBGBKloE2BDiSLnpOHpHjPOzSvFrGrtbWVK664gurqar71rW+NsegqKzt4KvdiG7/2KY7V1wfFdnz9UGzL1wfFdnxl+T8vdon+VmT7GlQgjgomUZFKGM964Cgx3OHzaWT3VpQRAiuMCsRA+gG4nZ4s67t30RcMowdDVNs2pZqGNbR2y6fAdcCwQTNQStHtpbCFgbe9l9SO3eixIFZ5DKs0jkZhWzF2ZZZ+oZPeO3cgTEnvzgGclR0IkUPXsyhDY8BWdM2tpHVGLUani6VayEYCyJiGV2aTiYYRlsWgptPVmScbtnAMCGV2kZMupuPhuHkCLTrxbD9xZw87yk00R8c1ynB1G083EcpAZk08I4BnaqBLXCdIPmKRtw2UDrqbw9UNPN3Y7zpQCsfrpzX1HE1b92LIMCreSDbZiGuH0PI5rGwKI5sHXLxBkCKFmR1EeC6a5xDVuqiNrKeBlax9IUffYIB0xuTBRoOMpdPYX4HlmWhYSHRMV2LmBJF0lujAIKX9DoFcDumkQGXBy4HKF4Sqlx4PRVZ6DGgOLVonO4PtbLJb6DZSw9sYQMiDhoxkWl5jmWsyDZ2AFGQ8g01OlCfTNaxJ17K25RRy3adR4T7AMeGvU7fQonyqTt0cD80AoQkMSyG18Y3gMr15Wlb0s+XuLro3p4c/dwiSr1hC1SllTDmmm5rqveRyBju3ziS94zhCqgwvb+M5Aby8jfIMBunhKfM3rDX+ya5sCznv4NPIkDgzRMiIUhqqRAmPXD6LbYT51pk3URIs51/3eHz1G+C6MDpGmhSKZNilOu6QDLuYukd7OssudwtO/S2kG/6Ah4NyTWSuhAvER7CWXsa2CRFcQ44Rvkb/Ptl9jJJ8F8FMmnC+n7L4U4TpJuDkcbpDdK4M07sjR7rfQEkdJTU8qSE9FzM9APjuiw9NC3H3nAB9NpSmDCb0RynxSlB2kvKtG4j2ZpBWLV6smZJBm4rBKBE3OFwnQ/UznoDlWw+6uNkd5FNb8bJbIdcBo1x0DxdVCJg/ZD0GYtiqTBzAYETlBaIvAH0B0kKn2xZ0JCTdZQ57answU72U7trLbq0XmdcID4aJ9yUIZSqwnATxjihle4Osr0whczZl/QblGUGkYFj2cH2e1aFFWNLB0nIIPAyZx5B5dJmnLVOGJhwkWUzSWHIAw+4lEnCJh9JErB6ChkfcHIA2QcDIEzDShEQWs19DpiTh6t14QrB1zxwcS5KxQ/SGKggZBp6TwlPduNE8g+EEynSo63Xx+lzUpElsDQ8Q7k2hqW4GjUHyXoK9RhUXdk/H2DGAVhkj+fY5qLRLbjBLl5WhM5YhNZCjbG8YpwuC1UHqJ8VIZzO09/TQqqWI6jHyWYdJpWVY2tg5VLkuuYFesl3toBSRpikHdAFVnoeTTeOkBhGajhErIQtkFcSUQmr7upcm6Ozqph/o9ASDwOT/397dB0dV33scf59z9jEPhBAIEqNehSYoMRCgQ6Fpe8s4Xh3GXlPaThkrLaVDvWo700JLsVbkQaHPwEwrFC1jQWWYVjpXwXH0+jB3fMJ6URSRQhEFIzEE8rDZ7NM5v/vHJkuWZxTZZPN5zYTdc36/Xb5nv3tOcr7nnN+xzbHfZ33VGc7yPZ/6SrHr0UcfZcGCBSdt271792lfqz/k+z/tkOUH5TF/KJf5QXnMrQFf7Ao+MR//rv/OTBssTOEwzKAKvOKLugtKAYwvCFavAaY/plAoRCwWw3n3eZyWf2W1GScAvhBPWpXcev2V/PuwBYSdwZn2VCqCiR/BibbgS8aw3Ri2m6ClwOFwYYCeG7HZHliewfEsLC89bXum+856x58VlN7dveJ/I0x86Ci+mMHf5eHv8gh2emyf+1l2za5l8Af7qH/w3qxXpvxB4oWDMN1Hf23XxfJcbDeFZQye46QLVE66SNVTrBpyYA9270G0e38GkN7Bd5zMjr4v0YXjutl9rPQ4TMaysIyF1bPwxj3hnm7ppewreo3ufRK9h6R3XRuSDpbPxfZlDxwf8cVpCnRwINDCwVAzjcEj+DAUGIvBrs2IlJ+x8UImJooo9UIYLGw8PmgLse3NnSfEYIyFSwCXAB5+XPx4Jn155bj/hLqbS4/rn369cQ3JmEe0OUH7ezGa347S+m4XR99P4PlKCZWNYehnLqH88maGVH/A4Mst4olC2lsuJtoyEre5llRrFXTfaRHAcuL4Qm2ESt+jaMQbFFW+jOVLkvIsulJBYmYMh6IX826by6HIQT5o28ehyAE6Eq1EExFMdzXFwsLvBPA7Qfx2gIAvCMbCsR1GFF+GMR5JL0lH8xDe/5//ouvAxLPIn8FOf/XwTPpz6zG0KMWNnz3KlZcYDg8P8F5lAa3DgkQLHVI+O30W0cfdcTYGX6wT23ik/CE8fwDXpGjs+j8+jL3BkcS7GE5cp0ojLuXtLsPbPCpbA1R2DMYOlNM5uBTLLqG0q4SyWBEFqSAOTuYSyJOG4HaRjO7E7dqDlziEcSOc+rt8bEy0033fPwmP9B0oTc/lyN3/nQX4k71COOkJn93f3+5/TGaiV7S9pw3YWPS6SLr7fbr/A2NlL6UvfRZb3AtiWd2XWVrescdTnIS6v+0KmmPDMRaEnSQFwS6snoXqWUTL4PpMd9zphe/5Hlo46eeeAc+kTwbtbveMnX60/HhYFPo7qSg/TNCL4EtG6VkCz7LZPWEOnj/UvfzWsc/JskkUhokPCpMYFCI+KEyq6NjBoc8ufZEJFc/i/0wMD0gYSAFxY/B67iKL4XLbo9zK+rRPPAv3tG1n2+9UbQbcJFYyipXsgmQMUlGsZAySXVip9GNqTAPx/zjz4OyfVF8pdn0S+kO+/9MOWX5QHvOHcpkflMfcGvDFLpIx7CP/woq1YnUexmpvxG5vxOpoxIo0YaXikIpjpRLgJT/xf5c5w8GkCzNZO4TdexSphI9Xyso4VFJGU+nlHC0qp61oBNHCESTDw/ECpRgniG0FsS3/SXagreMeT8ac5NlxU8bDibn42xOUv9ZM2b6DFERaCSSixC9ycEwnBOJgW3iOhevz4QV83UUtG8u42F4K203huCnsVBI7lcSX6MIXj+GkUthuEttNpQtlxju2Q9JzUD0z8ensMB/Te7TwbKZ3H+tYsc2zwLVsEj4b1/GT8NkkHYOxDCk7fblhwHUJJl38rsncyS7hWHQGoS3s0RaO0+XvxLLaKUweobKjlfK24RQercAxQWxsgrZLgb8Ly2dojg4nkiimI1VMR7KIuBci4QaImwAxN4RrfJmojWXSA84bi/3tI2m1DK4Vp9J7gYBpxyaJZSXSl3J6HraVxLHiOMS7HxP4rAQOMUpKE+B24U90YRmPkOVR7Bh8jg9sPyYUpjM8lKODR/FhoJIOJ4TxRfGsKFddBFVlNj7LR1EoBU4C43SBW4gdasPxpwgGAhQGiigcVEA4PALbqsByKrCsEVj2EKxTnQZ0nKSb4J3m7bzXupumyEGaIgeJJFqJpaIkTYJ4IobP9uHYfvyOH58dIOgLE3RCJFsvpXn3OD7aM5rOo6VYXhjHCmbGHPM8cFO91hsDtuPiCyRx/EkChRGKyj5icGE7/1YMZUEfg/wOYT84hEjaPqKDwsSKQsQKA3QV+4iFLFI+Q8oxuMbF9ZIYtwuLFA4eFh6OSeJ4KcKtLdiuDyfu4o9GCXRFCEbb8cfawe3gQMLwflMxjmcY0mFxUbuhwO8j7BoCSQ9/yuDDxbKSGCcBTgpDEmNcDC6mJEnLiACRIQE6iy0SPodUQZiwG6Y0UkBpZzFlrUGMsekI+GiMJYgXe0QHe6RCDp7PIukPkPIHwbaxsXGM3X3TA49QrJOCaBsFnR0EEzEKuqIEEnFsz8PxXMCQstxjhWvSd390TPrR8rKv8jxh62ZO0/Yp+bhbJYOFMelDD65n4xkb1zj0LOHJL1S2er3+zNJjElrHCmXdxVZj2enx45wCTHkxyaJBxAtKiBcOJlZQSrRkGInC7l/o5lgeID3eYTASI9gRJRzpJByNUNDVQSjWSTge4TPvvMbw0W/ghJLdBfZjV5fbvX+yfmf1en66YvCpXnOmtqz3P/bUOEHwhzH+MPhC6Ud/AcYXysx3L5uCV1F36pjOExW7pC/QDll+UB7zh3KZH5TH3LKbdmLF2nAvm/KJ3qf/FrsuMH3h+zflr/9S7vov5a7/Uu7OTMUu6Qu0ruYH5TF/KJf5QXnMD2fzt5qG8hURERERERERkbyhYpeIiIiIiIiIiOQNFbtERERERERERCRvqNglIiIiIiIiIiJ5Q8UuERERERERERHJG+d8N0YREREREREREZG+Smd2iYiIiIiIiIhI3lCxS0RERERERERE8oaKXSIiIiIiIiIikjdU7BIRERERERERkbyhYpeIiIiIiIiIiOQNFbtERERERERERCRvqNjVy8GDB7njjjuYOnUqtbW1XHPNNaxatYpEIpHr0OQs3HfffXzzm99k7NixTJw4MdfhyGk89NBDTJ06lauvvpqvf/3r7NixI9chyVl49dVXueWWW6ivr6e6upqnn3461yHJWVqzZg3Tp0+nrq6OyZMnc+utt7Jv375chyXnmbatfdvZrIfxeJxFixYxadIk6urq+MEPfsDhw4ez+jQ2NjJnzhzGjh3L5MmT+eUvf0kqlbqQiyK9/OlPf6K6upp77rknM0957B+ampqYN28ekyZNora2lhtuuIE333wz026MYeXKldTX11NbW8t3vvMd9u/fn/Uera2tzJ07l/HjxzNx4kTuuOMOOjs7L/CSDGyu67JixYqsffg//OEPGGMyfZTLgUnFrl727duHMYbFixezZcsWFixYwMaNG/n973+f69DkLCSTSa677jpmzJiR61DkNLZu3cqyZcu47bbb2Lx5M6NHj2b27Nm0tLTkOjQ5g2g0SnV1NQsXLsx1KHKOtm3bxk033cSmTZtYt24dqVSK2bNnE41Gcx2anCfatvZ9Z7Me3nvvvTz77LOsWLGC9evX89FHH3H77bdn2l3X5fvf/z7JZJKNGzeyfPlyNm/ezKpVq3KxSAPejh072LhxI9XV1Vnzlce+r62tjRkzZuD3+1m7di1btmxh/vz5lJSUZPqsXbuW9evXc/fdd7Np0ybC4TCzZ88mHo9n+sybN4+9e/eybt06Vq9ezT/+8Q/uuuuuXCzSgLV27VoeeeQR7rrrLrZu3cq8efO4//77Wb9+fVYf5XIAMnJaa9euNVOnTs11GHIO/va3v5kJEybkOgw5ha997Wtm0aJFmWnXdU19fb1Zs2ZNDqOSc1VVVWWeeuqpXIchH1NLS4upqqoy27Zty3Uocp5o29r/HL8etre3mzFjxpgnnngi02fv3r2mqqrKbN++3RhjzHPPPWdGjx5tmpubM30efvhhM378eBOPxy9o/ANdJBIx1157rXnhhRfMt771LbN06VJjjPLYX/z61782M2bMOGW753nm85//vLn//vsz89rb201NTY15/PHHjTHH8rpjx45Mn+eff95UV1ebQ4cOfXrBS5Y5c+aYBQsWZM27/fbbzdy5c40xyuVApjO7zqCjoyOrwi8iH18ikWDnzp1MmTIlM8+2baZMmcL27dtzGJnIwNLR0QGg3295QtvW/un49fCtt94imUxm5XHkyJFUVFTw+uuvA/D6669TVVXF0KFDM33q6+uJRCLs3bv3wgUvLF68mC996UtZ+QLlsb945plnqKmp4Yc//CGTJ0/mxhtvZNOmTZn2gwcP0tzcnJXH4uJixo4dm9mubt++nUGDBnH11Vdn+kyZMgXbtnUZ+QVUV1fHyy+/zLvvvgvAO++8w2uvvcYXv/hFQLkcyHy5DqAve++999iwYQPz58/PdSgieeHo0aO4rktZWVnW/LKyMo0fJHKBeJ7Hvffey/jx46mqqsp1OHIeaNva/5xsPTx8+DB+v59BgwZl9S0rK6O5uTnTp3eBBMhM9/SRT9+WLVt4++23+etf/3pCm/LYPxw4cIBHHnmEWbNmccstt/Dmm2+ydOlS/H4/DQ0NmTycbLvaM/7a4cOHGTJkSFa7z+ejpKREebyA5syZQyQS4frrr8dxHFzX5Uc/+hFf+cpXAJTLAWxAFLt+85vfsHbt2tP22bp1KyNHjsxMNzU18b3vfY/rrruOb3zjG592iHIKHyd3IiJyaosWLWLPnj08/PDDuQ5FZMDSeth/ffjhh9xzzz38+c9/JhgM5joc+ZiMMdTU1PDjH/8YgKuuuoo9e/awceNGGhoachydnIsnnniCxx57jN/+9reMGjWKXbt2sWzZMsrLy5XLAW5AFLu++93vnvGLfskll2SeNzU1MXPmTOrq6liyZMmnHZ6cxrnmTvq20tJSHMc5YcDklpaWE45wisj5t3jxYp577jk2bNjARRddlOtw5DzRtrV/OdV6OHToUJLJJO3t7VlnBbW0tDBs2LBMn+Mvqek5M6Gnj3y6du7cSUtLC1/96lcz81zX5dVXX+Whhx7igQceUB77gWHDhp1wsPyKK67gySefzLRDOm/l5eWZPi0tLYwePRpI5/HIkSNZ75FKpWhra1MeL6Bf/epXzJkzh2nTpgFQXV1NY2Mja9asoaGhQbkcwAbEmF1Dhgxh5MiRp/0JBALAsULXmDFjWLZsGbY9ID6iPutccid9XyAQYMyYMbz00kuZeZ7n8dJLL1FXV5fDyETym+m+0/BTTz3Fgw8+qIMEeUbb1v7hTOthTU0Nfr8/K4/79u2jsbGRcePGATBu3Dj++c9/ZhU2X3zxRYqKihg1atQFWY6B7nOf+xyPPfYYf//73zM/NTU13HDDDZnnymPfN378+MwYTz3279/PxRdfDEBlZSXDhg3LymMkEuGNN97IbFfr6upob2/nrbfeyvR5+eWX8TyP2traC7AUAhCLxbAsK2ue4zgYYwDlciAbEGd2na2mpiZuvvlmKioqmD9/flZ1VxXdvq+xsZG2tjYaGxtxXZddu3YBcOmll1JYWJjj6KTHrFmzmD9/PjU1NdTW1vLggw/S1dWVdYRU+qbOzk7ef//9zPTBgwfZtWsXJSUlVFRU5DAyOZNFixbx+OOP88c//pHCwsLM+BPFxcWEQqEcRyfng7atfd+Z1sPi4mKmT5/O8uXLKSkpoaioiKVLl1JXV5cpktTX1zNq1Ch++tOf8pOf/ITm5mZWrFjBTTfdpIN/F0hRUdEJ4x0WFBQwePDgzHzlse/79re/zYwZM1i9ejXXX389O3bsYNOmTSxevBgAy7KYOXMm9913H5dddhmVlZWsXLmS8vJyrrnmGiB944EvfOEL/OIXv2DRokUkk0mWLFnCtGnTGD58eC4Xb0D58pe/zOrVq6moqMhcxrhu3TqmT58OKJcDmWV6Sp7Co48+yoIFC07atnv37gscjZyrn/3sZ2zevPmE+X/5y1+YNGlSDiKSU9mwYQMPPPAAzc3NXHnlldx5552MHTs212HJGbzyyivMnDnzhPkNDQ0sX748BxHJ2aqurj7p/GXLlqkYkke0be3bzmY9jMfjLF++nC1btpBIJKivr2fhwoVZB10/+OAD7r77brZt20Y4HKahoYG5c+fi8+kYdq7cfPPNjB49mp///OeA8thfPPvss/zud79j//79VFZWMmvWrKyxmo0xrFq1ik2bNtHe3s6ECRNYuHAhl19+eaZPa2srS5Ys4ZlnnsG2ba699lruvPNOHWi/gCKRCCtXruTpp5/OXKo4bdo0brvttkzxWLkcmFTsEhERERERERGRvKEBqUREREREREREJG+o2CUiIiIiIiIiInlDxS4REREREREREckbKnaJiIiIiIiIiEjeULFLRERERERERETyhopdIiIiIiIiIiKSN1TsEhERERERERGRvKFil4iIiIiIiIiI5A0Vu0REREREREREJG+o2CUiIiIiIiIiInlDxS4REREREREREckb/w9a/71b6VVITwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(\n", " covariation_intercept_slope_trace,\n", " var_names=[\"~z\", \"~chol\", \"~chol_corr\"],\n", " compact=True,\n", " chain_prop={\"ls\": \"-\"},\n", ");" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(\n", " covariation_intercept_slope_trace,\n", " var_names=\"chol_corr\",\n", " lines=[(\"chol_corr\", {}, 0.0)],\n", " compact=True,\n", " chain_prop={\"ls\": \"-\"},\n", " coords={\n", " \"param\": xr.DataArray([\"alpha\"], dims=[\"pointwise_sel\"]),\n", " \"param_bis\": xr.DataArray([\"beta\"], dims=[\"pointwise_sel\"]),\n", " },\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the correlation between slopes and intercepts seems to be negative: when the county intercept increases, the county slope tends to decrease. In other words, when basement radon in a county gets bigger, the difference with floor radon tends to get bigger too (because floor readings get smaller while basement readings get bigger). But again, the uncertainty is wide that it's possible the correlation goes the other way around or is simply close to zero. \n", "\n", "And how much variation is there across counties? It's not easy to read `sigma_ab` above, so let's do a forest plot and compare the estimates with the model that doesn't include the covariation between slopes and intercepts:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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6zpw5A19fX0ybNg2urq6y7a5cuYKLFy/i3r17ePHiBbS0tGBtbY0hQ4bggw8+kK0n3R4AgoODERwcLFu2bNkydOjQocR9KHuepDw9PdG+fXvMnj0b27ZtQ0REBN68eYPmzZvDy8sLHTp0UPpaEhGRchhWiOoqiQSighxVV1EiiaYeIBJVqg9bW1sAQFRUlNwE9+joaOjo6EAsFqNdu3YKIytRUVEAUOqXT0NDQ4wePRqHDx8GAAwZMkS27N3t7t27h8DAQNja2qJ///548OABQkND8fjxY/z6669K3Wucnp6OhQsXIiEhAe+//z4GDBgAiUSC+Ph4BAYGYujQobKwcvHiRaxatQra2tro3r07TE1NcePGDezduxeRkZFYtmwZdHR0oKuriw8++ADBwcG4ffu2XKADgIcPH+Lx48fo0aMHDAwMABQFvUOHDsHW1hatW7eGlpYWHjx4gL///hvXr1/HypUrix3B2LhxI+7cuYOuXbvCwcEBpqampR7vjh07oKWlJbt9KyMjA2FhYfjpp5/wf//3fxg8eDAA4P3334eHhweCgoLQvHlzuLi4ICen6Pe6rCCo7Hl626tXrzB//nwYGBigd+/eePnyJUJCQrBkyRKsWLEC1tbWpe6TiIjKh2GFqC6SSND01HTop9xSdSUlyq7fAfHuv1YqsLz//vswMDDAnTt3kJ+fL/syHx0djTZt2kBbWxvt27dHWFgYUlJSUL9+fQBFX8iBf8NOcQwNDTFmzBicOXMGABRGUt4WERGBWbNmoUePHrK2X3/9FWfPnkVoaKjcqE5J/Pz8kJCQgBEjRmD8+PFyy9LT06GnpwcAeP36NdavXw9NTU38+OOPaN68OYCiW9tWr16NkJAQHDhwAKNGjQIA9O7dG8HBwTh37pxCWDl37hwAwMXFRdZma2uLzZs3Q19fX27d4OBgrFmzBkePHsXIkSMV6n/06BFWrVoFS0vLMo8VABYuXIhGjRrJtX3yySeYN28edu3aBXd3d+jq6uL999/HkCFDEBQUhPfffx+TJk1Cenp6mf2X9zy9fRwDBgzAp59+Cg0NDdk5WbduHY4ePYrPP/9cqeMjIiLlcM4KUZ1VuVELdaCpqYn27dvLzVt5+fIlnjx5Ihv9aN++PYB/560UFhYiJiYGOjo6aN26dZXU0a5dO7mgAgBubm4AikZdypKWloYrV66gUaNGxYYiMzMz2QMEwsLC8Pr1a7i5ucm+gANFk88nTJgATU1NWcACikaBLCwscPHiReTn58vaCwsLcf78eZiYmKBTp05y+3o3qABFocfAwAA3b94s9hiGDRumdFABoBBUAEBfXx99+vTB69evFeYhlVd5z5OUnp4eJkyYIAsqANCnTx9oamoqdS2JiKh8OLJCVBeJRIh3/7XW3wYGFIWRq1evIjo6GjY2NoiOjoZEIpGFFenoS1RUFHr37o2HDx/i1atX6NixY5U9XaVly5YKbRYWFgCKbisqy71792Q1vz0vpTgPHjwAUPwtbJaWlmjYsCGePn2K7Oxs6OvrQ0NDA7169UJgYCAiIiJkDx24efMm0tLSMHjwYIUnqV2+fBknTpzAgwcPkJWVJfdy0hcvXhRbV3mDX3p6OgICAnDt2jUkJycrvFMoLS2tXP29q7znSapJkyYKYU1TUxNmZmZKXUsiIiofhhWiukokgkRL8S/ktY30Vq7o6GiMHDlSNl+lTZs2AIr+ki4NMdL13t6uKkjne7xNGgDe/qJfktevXwP4N+CUJjs7GwBKnBNibm6Op0+f4vXr17Iv3S4uLggMDMS5c+dkYaW4W8AA4ODBg9i6dStMTExgb28PCwsL2byOw4cPl/gW5Xcn3pcmMzMTc+bMQXJyMtq2bYuOHTvC0NAQGhoaePjwIcLCwir9tuaKnCcAxY4qAUW/R8pcSyIiKh+GFSKq1Zo3bw4jIyPcvn0beXl5cvNVpDp06ICIiAgkJSXJwoqQnuwknbCemppa5rrSL9Mlvc1YOp/j7QBlbW2N999/HxEREXj16hW0tLRw5coVWFlZyY2IFBQUYO/evTA3N8eqVavkAohEIkFgYGCJdYnKMUp26tQpJCcnY9y4cQrzX/bv34+wsDCl+ypJRc4TERHVPM5ZIaJaTUNDA+3bt0dubi6uXr2K+Ph4hSAinbdy48YNxMTEQE9PD61atVK6/+r+i3qrVq2goaGB6OhouXklxWnRogUAxXfHAEBKSgoSExPRsGFDhRECFxcX5Obm4vLly7hy5QpycnIURlUyMjLw+vVriMVihZGSe/fuKdyqVVGJiYkAgG7duiksi42NVWiTzh8pz3Wo6HkiIqKaxbBCRLWeNJzs2bMHwL/hRKpFixbQ19dHUFAQXr9+jXbt2inM0yiJsbExMjMzq+yLenHMzMzg5OSExMRE2TG8LT09HQUFBQCKvuAbGBjgzJkziIuLk60jkUiwfft2FBQUKLxrBAB69eoFDQ0NnD17FufOnYNIJFIIK6amptDR0cGDBw/w5s0bWXtWVhY2btxYVYcre+Twu8Hk/PnziIiIUFjf0NAQIpEIKSkpSu+joueJiIhqFm8DI6JaTzr/JC4uTvZ+lbdpamqibdu2uH79OoDy3QJma2uLe/fuYdmyZbCxsYG2tjbatWunEIgqa+rUqYiLi8Nff/2Fa9euwdbWFhKJBE+fPkVkZCS2bt0KQ0NDGBgY4IsvvsCqVavwzTffoHv37jAxMcHNmzdx//59tG7dGsOGDVPo39zcHB07dkRkZCREIhFsbGwU3lOioaGBgQMH4uDBg/Dx8UHXrl2RnZ2Na9euwdLSEvXq1auSY3VxcUFAQAD++OMPREVFwdLSEo8ePUJUVBScnJxw5coVufX19fXRqlUrxMTE4Pvvv4eFhQU0NDTg4uJS4rtWKnqeiIioZnFkhWqt0NBQiMVi+Pr64tq1a/Dy8kKnTp3g5OSExYsXy14cd/bsWYwePRr29vZwdnbGTz/9JHerja+vL8RiMUJDQxX2ERAQALFYjICAgHLXl5ubC39/f0yZMgUuLi7o0KEDPvjgA3h7eyMmJqbiB04K3nvvPZiYmACAwnwVqbfDRXkm148cORJ9+/ZFQkIC9u/fj127dsleKlmVTExM8L///Q8jR47EmzdvcPToUZw6dQqpqakKb1vv3r07li1bhnbt2uHKlSs4fPgwsrOzMXLkSCxdurTEl1C6uLhAIpGgsLBQYVRFavz48fj4448BAH///Tdu3LiBnj17YtGiRUqPRpWlfv36WL58Oezs7HDz5k2cOHEC+fn5WLRoERwcHIrdZsaMGejcuTMuX76MPXv2YNeuXUhKSip1PxU9T0REqvYkXhNXw3XxJL5q/ndXyEQSiUSi6iKIqkNoaCgmTJiAnj17IiwsDD169IC1tTVCQ0Nx69YtDBkyBK6urpg7dy7c3NzQoEEDnD17Fo8ePcK0adPg7e0NoCisrF27Ftu3b5c9KUkqICAA8+bNww8//IDhw4eXq77k5GT06tULXbt2xfvvvw8TExM8efIEZ86cgUgkwo4dO2BnZ1fi9levXoWOjk6VPV6XSmdmZqbUywZJtXid1AOvk3rgdVK9lxnyDyfJzBLhj42miIn9948pdraFmDwpFcZG/36lNzUR/tf7vLw8dOzYscz1eBsY1XoXLlzAunXr4O7uDqDoP44RI0YgKCgIISEhcqFg2rRp6NevH/z9/TF16tRqDQKmpqY4e/YsGjZsKNd+9+5djBo1CqtXr8aWLVuqbf9ERERUM3Iq+Fqz/5v67u24gKEhsHSxCB1tgRtRwM8rNTDra0u8/YwR/y3Py70vPb2K1VjdGFao1nN0dJQFFQDQ1tZG//79cefOHfTp00du9MLIyAi9e/fG/v37kZiYiGbNmlVbXTo6OgpBBSh6eZ6joyNCQkKQl5fHkRMiIiI15zVZ8f/fV0RhIfD1LBFcexeNuLj2BiQSYNES+ZGUiuxv3+7yB5yawLBCtZ6NjY1Cm3TSbXHLLC0tAQBJSUnVGlaAoqcdbdy4EREREUhJSVF40V1aWlqJE4SJiIio7un4zrRK+5LvGK8VGFao1jMyMlJok04ELm6ZllbRfxZlvc+isq5du4aJEycCKJro27x5cxgYGEAkEuHUqVO4fft2tT4Ol4iIiGpGRW7LAoofIbkRVTSiIhV5s+r2J0QMK0RlkL55W/oei7dlZmZWuN8NGzYgNzcXO3fuRNeuXeWWRUZGVrhfIiIiEpaKzgfZ+Lv8Uw1X/WKGVau1IZFowN6uKKis/lWCdja5mPlVeqX3J0QMK0RlMDU1BQA8f674V4ri3qatrLi4OJiZmSkElezsbD66mIiIiBSe6jXrq3T8utYMi5b8+zSwzp0K8eVn6TBRgyeAVQTDClEZpO/cOHDgAIYOHQoNjaLXE12/fh2HDx+ucL9WVlZ49OgR7t69i9atWwMoGr353//+hxcvXlS+cCIiIqpVTEwk+HZ+Gp7EayIxUQuNGuXDtoMx0tNrZ1ABGFaIymRvb4/OnTvjypUrGD16NLp27YqnT5/i9OnT6NOnD06ePFmhfsePH4+QkBCMGzcOAwcOhI6ODsLCwvD8+XN069YNYWFhVXwkREREVBs0a1qAZk0Vb0+vjfgGeyIlrF+/HsOGDUNcXBx27dqFxMREbNiwAa6urhXus0+fPlizZg2aNWuGQ4cOISgoCC1atMBff/0FKyurKqyeiIiISD3xDfZEaopvsK9ZfJOzeuB1Ug+8TuqB10k9qOt1UvYN9hxZISIiIiIiQWJYISIiIiIiQeIEe6Iq5Ovrq9R6EydOhImJSTVXQ0RERKTeGFaIqtDatWuVWs/T05NhhdRaUlISpk6dij59+mD69Olquw8iIhI2hhWiKnTnzh1Vl0BvkX7ZBYoeQb1o0SKFde7cuYO5c+fyC7GK/Oc//wEA+Pn5qbgSIiISIoYVIqoTIiMjcfPmTdjZ2am6lFqhXr168PX1hYGBgVrvg4iIhI0T7Imo1mvQoAE0NDTg7+8PPq29amhpaaFp06aoV6+eWu+DiIiEjSMrRFTrWVlZoX379ggODsbFixfRo0cPpbZLSkrC3r17cf36dWRkZMDU1BT29vYYPXo0LC0tld6/RCLBmTNncPr0aTx+/Bj5+fmwsLCAra0tPvroI7m+lN3nd999h+joaGzYsAENGjRQ2OfGjRtx5MgRLFq0CPb29sjLy8OJEycQHh6OJ0+e4OXLlzAwMICNjQ1GjRqFFi1ayG1/5swZ+Pr6Ytq0aTA2NkZAQAAePXoEY2Nj+Pn5lTif5P79+zh9+jSio6ORmpqK/Px8NGrUCL169cLQoUOhpaUlO07pLXpA0TwuqdGjR2PMmDGlzlkp6Tx9+umn0NXVlVt34cKFuHXrFvbt24e//voLZ86cQVpaGiwtLTFkyBAMHDhQ6WtJREQ1i2GFqI6SSIA3b1RdRcl0dQGRqOr6Gzt2LEJCQrBr1y44OTnJvjSXJCEhAfPnz0dGRgYcHBzQunVr/PPPPzh9+jSuXr2K77//HlZWVmXut7CwECtWrMDly5dhYWGBnj17wsDAAElJSbh48SI6d+4sCyHv7rNZs2aIi4srdp+9e/dGVFQUzp8/j48++khunwUFBbhw4QLq1asnu+0tKysLmzdvho2NDbp06QJDQ0M8f/4cV69exfXr17F8+XK0bt1aof5Lly4hMjISXbt2xcCBA/H69etSj1caiNq1a4cuXbrgzZs3iI6Oxo4dO3Dv3j188803AABDQ0OMHj0ahw8fBgAMGTJE1keHDh1K3Udp5ykiIgLLly8v9tqsWrUKd+/eRefOnaGhoYGLFy/Cz88Pmpqa6NevX6n7JCIi1WBYIaqDJBLg28XmuPOPjqpLKZFYnItli9KqLLBYWlpi0KBBOHjwIE6cOIFBgwaVuv6GDRuQkZGBzz//HP369ZO9IfjYsWPw8/PD77//jqVLl5a537///huXL1+GnZ0d5s+fL/dX/zdv3iA3N7fEfUoVt88PPvgAv//+e7Fh5dq1a8jIyMDQoUOhoVF0t6+RkRH8/PxgYWEht25cXBy++eYb7Ny5E4sXL1ao//r16/juu++UesswAHz00Uf4z3/+A01NTVmbRCLBunXrcPr0acTGxsLGxgaGhoYYM2YMzpw5AwAYM2aMUv0D5TtPb0tNTcWvv/4qmwPj4eGBGTNm4NChQwwrREQCxTkrRHVVFY5aqIuPPvoIhoaG2Lt3L7Kzs0tcLzk5GdHR0WjWrBn69u0rt6x///6wsrJCVFQUUlJSytznsWPHoKGhgalTpyrcnqSrqwtjY+MK7VNfXx+Ojo548uQJ7t+/L7f+uXPnAAAuLi6yNm1tbYWgAgDvvfcebG1tcevWLeTn5yssd3BwUDqoAEWh8O2gAgAikUh2q9XNmzeV7qs4ZZ2n9957r8RrM378eLnJ+lZWVmjbti0SEhJK/X0gIiLV4cgKUR0kEgHLFqXVqdvAgKLRheHDh8Pf3x8HDx4s8a/5Dx8+BAC0b98eoneK0NDQQPv27ZGQkICHDx+ifv36Je4vOzsb8fHxaNy4MZo0aVJqbRXZp4uLCy5cuIBz586hZcuWAIDXr1/j6tWrsLa2xvvvv6+wj8DAQMTGxiI9PV0hnGRkZChMZi/u1rDS5OXl4ejRowgJCUFCQgJycnLkHmrw4sWLcvX3rrLOk52dHeLi4oq9NtJz9DZpgHv16hX09fUrVRsREVU9hhWiOkokAvT0VF1FzRs8eDCOHj2KgwcPYsCAAcWuI52XYWZmVuxyc3NzufVKIl2uzNOsKrJPe3t7mJmZISQkBBMnToSmpiYuXbqE3NxcuVEVALh9+za+++472XaNGzeGnp4eRCIRQkND8ejRo2JHVkqqpyQ///wzrl69iiZNmqB79+4wNTWFlpYWXr16haCgIOTl5ZWrv3eVdZ6k4aO4a1PcI5Clo0CFhYWVqouIiKoHwwoR1Sm6uroYM2YM1q1bhz179qB3794K60i/1KanpxfbR1pamtx6JZEuV2Y0oSL71NTURM+ePXH48GHcvHkTnTp1wrlz56ChoYFevXrJbf/XX38hLy8P//3vf9GuXTu5Zf/88w8ePXpU7H7fHb0ozd27d3H16lV06tQJCxYskLsd7M6dOwgKClK6r5KUdZ6k55rvZiEiqh04Z4WI6pw+ffqgWbNmOHXqFJ49e6awXHr71K1btxTeyyKRSBATEyO3Xkn09fXRrFkzPH/+HE+fPi113YruUzqCcu7cOaSkpODWrVvo0KGDwvyUxMREGBkZKQSVN2/eKMx5qajExEQAQJcuXRTmrUjrf5eGhka5RjXKOk/SOTFlXRsiIlIPDCtEVOdoampi/PjxyM/Px549exSWW1paokOHDnjy5AlOnz4tt+zEiROIj4+Hra1tqfNVpAYOHIjCwkL4+fnhzTuThHJzc5GZmVmpfbZs2RLNmjVDaGgojh8/DolEonALmLT/V69eIS4uTtZWUFCArVu3IiMjo8zjUIb0EcyxsbFy7XFxcQgICCh2G2NjY2RmZso9Fa2sfZR2nh4/fqz0tSEiIuHjbWBEVCd169YNNjY2Cl+spT777DPMnz8f69evx9WrV9GqVSvZbU4mJiZyLzQszYABA3Dr1i1cvHgRX375JRwcHKCvr4+UlBRcv34d3t7ecHR0LHaf0veHlLVPFxcX7NixAwcOHICuri4++OADhXUGDRqEyMhIzJ8/H927d4e2tjZu3bqF1NRUdOjQAdHR0UqeuZK1bt0arVu3xsWLF5GWloY2bdogJSUFYWFh6NKlCy5fvqywja2tLe7du4dly5bBxsYG2traaNeuHdq3b1/ifko7T2ZmZkpfGyIiEj6GFSKqsyZMmIB58+YVu8zKygo///wz9uzZg+vXryMiIgImJiZwdXXF6NGji31rfHFEIhFmzZoFe3t7nDx5EmfPnoVEIkG9evXQvXt3uSdUVXSfLi4u2LVrF/Lz8/HBBx8U+1QrBwcHzJkzB3/99RfOnTsHXV1d2Nra4ptvvsHevXuVOpayaGpqYsGCBfD398f169dx7949NG7cGJMmTULnzp2LDSsjR45EVlYWwsPDERMTg8LCQowePbrUsFLaefr000+hVxefHEFEVEuJJO/e9EtEauHq1avQ0dGBtra2qkupE6QvhSRh43VSD7xO6oHXST2o63XKy8tT6j1enLNCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCRERERESCxLBCpAKhoaEQi8Xw9fVVdSlEREREgsWwQkREREREgsSwQkREREREgqSl6gKIiJTxJF4TiYlaaNQoH82aFqi6HCIiIqoBHFmhWuntOSHXrl2Dl5cXOnXqBCcnJyxevBg5OTkAgLNnz2L06NGwt7eHs7MzfvrpJ+Tn58v68fX1hVgsRmhoqMI+AgICIBaLERAQUKlaw8PDZfV17doV06ZNw+PHjyvVpzp5mSEq9V/8Uw0sWmqOmV/Xx08rzTDz6/pYtNQc8U81ytyWiIiI1BtHVqhWu3HjBv744w/06NEDY8aMQWhoKHbv3o2srCy4urpi7ty5cHNzg729Pc6ePYtNmzbBwMAA3t7eNVJfZGQkfv/9d/Ts2RNeXl64e/cuTp48ifDwcOzduxfNmjWrkTqU8f/zXZX7v6kNSl2uoQEYGgJLF4vQ0Ra4EQX8vFIHs762RGFh6X37b3leZXVm5/x7DvT0qqxbIiIiKgXDCtVqFy5cwLp16+Du7g4AyMvLw4gRIxAUFISQkBDs2LEDdnZ2AIBp06ahX79+8Pf3x9SpU6GtrV3t9YWEhGDJkiUYM2aMrO3PP//EokWL8N///hcbNmyo9hqU5TW5oUr2W1gIfD1LBNfeRSMlrr0BiQRYtERS5rZVX3NRf/t2V10IIiIiopLxNjCq1RwdHWVBBQC0tbXRv39/SCQS9OnTRxZUAMDIyAi9e/dGeno6EhMTa6S+5s2bY9SoUXJto0aNQvPmzXH27Fm8ePGiRuoQuo628p/t7Ypfj4iIiGoXjqxQrWZjY6PQ1qBBgxKXWVpaAgCSkpJq5Baszp07Q0ND/m8GGhoa6Ny5Mx49eoTbt2/D2dm52utQRlXeUvU2ZUY/bkQVjahIRd5Uru+qrNnUzAwv09OrrD8iIiIqG8MK1WpGRkYKbZqamiUu09Iq+k/i7Un21al+/frFtltYWAAAMjMza6QOZVTXPI2NvyeVunzVL2ZYtVobEokG7O2KgsrqXwrRziYPM79KL3XbqqxZXw94w7kqRERENYphhagUIlHRPImCAsVH5VZFkEhJSSm2PTU1FQBgbGxc6X0InalJ6XNPZn2Vjl/XmmHREh1Zm51tHmZ4p8OkjG2JiIhIvTGsEJXC1NQUAPD8ueLtRLGxsZXu/9q1aygsLJS7FaywsBDXrl2DSCRC27ZtK70PdWdiIsG389P4nhUiIqI6iBPsiUpha1s0s/vAgQMofOs5udevX8fhw4cr3f+jR4+wd+9euba9e/fi0aNH6N27N+rVq1fpfdQWzZoWwKHrGwYVIiKiOoQjK0SlsLe3R+fOnXHlyhWMHj0aXbt2xdOnT3H69Gn06dMHJ0+erFT/PXr0wPLly3Hu3Dm0bt0ad+/eRXBwMMzNzbFgwYIqOgoiIiIi9cSRFaIyrF+/HsOGDUNcXBx27dqFxMREbNiwAa6urpXu297eHlu3bkVWVhb8/f0RFhYGd3d37NmzR1AvhCQiIiJSBZFEIuEMVSI1dPXqVejo6NTIyysJMDMzQzofXSx4vE7qgddJPfA6qQd1vU55eXno2LFjmetxZIWIiIiIiASJYYWIiIiIiASJE+yJqoivr69S602cOBEmJibVXA0RERGR+mNYIaoia9euVWo9T09PhhUiIiIiJTCsEFWRO3fuqLoEIiIiolqFc1aIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFaIiIiIiEiQGFbUXGhoKMRiMXx9fSvVj6+vL8RiMUJDQ6uoMvWuQ1leXl4Qi8Wyf+fPn69Uf6NGjZLrT13OAxEREVF1YFihOiU+Ph5isRhz586t0n69vb3h7e0Na2trhWUPHz7EjBkz4OjoCDs7O3z44YfYtWsXJBKJwrojR46Et7c3unXrVqX1EREREakjLVUXQFQbTJs2rdj2e/fuYcyYMcjJycHAgQPRoEEDnDt3DkuWLMH9+/fx7bffyq0/cuRIAEUjTGFhYdVeNxEREZGQMawQVaPFixcjMzMTfn5+cHFxAQDMmDEDkydPxo4dO+Dh4YFOnTqpuEoiIiJSJzovH0E7MwF5xlaAmb2qy6lWde42sLfneFy7dg1eXl7o1KkTnJycsHjxYuTk5AAAzp49i9GjR8Pe3h7Ozs746aefkJ+fL+untLkVAQEBEIvFCAgIKHd9ubm58Pf3x5QpU+Di4oIOHTrggw8+gLe3N2JiYpTux9XVFa6ursjIyMB3332H7t27w9bWFsOGDUNQUFCp2x4+fBhDhw6FnZ0devTogeXLl8vOS1XXWZp9+/ZhyJAhsLW1Rc+ePfH9998jKyur2HVv374NHx8f9OjRAx06dECfPn2wbNkypKWlydYJCAiAm5sbACAwMLDYuSHPnz/HmjVrMGrUKHzwwQfo0KEDXF1dsXjxYqSmppar/ocPH+Lq1atwdHSUBRUA0NHRwYwZMwAAe/fuLVefREREVHdo5qTL/dN+GYemp31gffQTNLnwLayPfgLTA59C+2Wcwrq1RZ0dWblx4wb++OMP9OjRA2PGjEFoaCh2796NrKwsuLq6Yu7cuXBzc4O9vT3Onj2LTZs2wcDAAN7e3tVa18uXL/H999+ja9eucHFxgYmJCZ48eYIzZ87g/Pnz2LFjB+zs7JTqKzc3F5MmTcLr16/x4YcfIjs7G8eOHcOsWbOQlpYGLy8vhW127tyJCxcuwNXVFU5OTrhw4QL8/f2RlpaGlStXVkudxdmyZQuuXLmCgQMHwsXFBZcuXcK2bdtw48YN7NixA9ra2rJ1T58+ja+++goaGhpwc3NDo0aNcP/+fezYsQMhISHYu3cvTE1NYWNjgwkTJmD79u1o27Yt3N3dZX1YWVkBAMLDw7FlyxY4OTnBzs4O2traiImJwe7duxESEoLAwEAYGxsrdQzS27h69OihsKxLly4wMDDA1atXK3yOiIiISL2I8rPLtX6LwOFynyUiDUDHGNkeq1Fo1QUaCRHQO7kI1sc+gUhSKLfuvZFHKlynREu/wttWtTobVi5cuIB169bJvrDm5eVhxIgRCAoKQkhIiNyX7WnTpqFfv37w9/fH1KlT5b4oVzVTU1OcPXsWDRs2lGu/e/cuRo0ahdWrV2PLli1K9ZWcnIzmzZvjzz//hI6ODgDgs88+w7Bhw/DTTz+hX79+Cvu5dOkS9u/fjxYtWgAAfHx8MHToUBw9ehRz5syRrV+VdRYnJCQEf/31F9q2bQsAkEgkmD17NoKCguDv749PPvkEAJCWloY5c+bA3Nwcu3fvloUOADhy5AhmzpyJNWvW4Ntvv4WNjQ0mTpyI7du3w8bGpth5Jk5OTggJCYGhoaFc+4EDB/DNN99gx44d+Pzzz5U6hkePHgFAsZPuNTU10bRpU9y7dw/5+fnQ0qqz/ykSERHVGa32Da7U9iJJIbL7LkZBmwEAgII2A/BGIoHekZlVuq+7Y89UeNuqVuduA5NydHSU+8u6trY2+vfvD4lEgj59+siNChgZGaF3795IT09HYmJitdalo6OjEAAAoHXr1nB0dMTVq1eRl5endH8+Pj6yoAIAjRo1woQJE5Cbm4sjRxQT94QJE2RBBQD09PTg4eGBwsJC3Lp1q9rqfNewYcNkQQUARCIRZs6cCU1NTQQGBsraDx48iKysLMycOVMuqADA4MGD0b59+2KPsyQWFhYKQQUAhg4dCiMjI1y6dEnpvqS3rJU0EmNoaIjCwkK8evVK6T6JiIiobiu06iL3uaBpVxVVUjPq7J9zbWxsFNoaNGhQ4jJLS0sAQFJSEpo1a1attcXGxmLjxo2IiIhASkqKwpf+tLQ0Wa2l0dLSKnbydteuRb/Uxc0tad++vUJbo0aNAAAZGRnVUmdxpDW+zcrKCo0aNcLdu3eRm5sLHR0dREZGAgBu3ryJJ0+eKGzz5s0bpKWl4cWLF6hXr55S+z5x4gT27NmDW7duISMjAwUFBbJlSUlJFToeIiIiovLemlXc6IhGQoRsZAUANOPDq2RfQlVnw4qRkZFCm6amZonLpLfpvD3Jvjpcu3YNEydOBAB0794dzZs3h4GBAUQiEU6dOoXbt28jNzdXqb7Mzc2hoaE4eGZhYQEAxU5WL+28FBb+ey9kVdZZHGmN76pfvz4SEhLw6tUr6Ojo4OXLlwCK5tqUJjtbuXtEN2/ejP/973+oV68eunfvjkaNGkFPTw8AsG3btnKNFknPZWZmZrHLX716BZFIVOxIDhEREdU+5Z0L8sBT/mFNjS8uge7ppciVSFDQtCs048Ohc2YZsht0xLPuiyq1L6Gqs2GlskQiEQDI/dVdqqQvp8rYsGEDcnNzsXPnToXRBekogrLS0tJQWFioEFikT7UqLpioos7ilPTkrZSUFLkv+NJjOHz4MNq0aVOpfebn52P9+vWwtLTEwYMH5QKTRCLBxo0by9Vf8+bNAQCPHz9WWFZQUID4+Hg0bdqU81WIiIioWAV6ZnKfn/ZYjMaX/guDt+ao5DZ1wtNu36BQ17SGq6sZdXbOSmWZmhb9Qjx//lxhWWxsbIX7jYuLg5mZmUIAyM7OLvcjgfPz83H9+nWF9vDwouHCdu3aCaLO4khrfFtCQgISExPRunVr2Twc6dwiZQOSdJSouJCZlpaGzMxMdOrUSWFkJyoqSuHxzWVxcHAAUPSwgHdFRETg9evXsnWIiIiIylKoa4qEPj/h8aDNeNpzGR4P2oyXQ9bX2qACMKxUmK2tLYCip0S9fXvU9evXcfjw4Qr3a2VlhZcvX+Lu3buytoKCAvzvf//Dixcvyt3f6tWr5W7HSkxMxPbt26Gjo4PBgyv+lIiqrvNdBw4cwO3bt2WfJRIJVq1ahYKCAnh6esraR4wYAUNDQ6xevVquFqns7Gy5IGNiYgKRSFTsgxIsLCygp6eHW7duyd029vLlSyxfvrzcx9CiRQs4ODggNDQU586dk7Xn5ubi119/BfDvG+uJiIiIlJVr2hyvmnZHrmlzVZdS7Xj/SQXZ29ujc+fOuHLlCkaPHo2uXbvi6dOnOH36NPr06YOTJ09WqN/x48cjJCQE48aNw8CBA6Gjo4OwsDA8f/4c3bp1k727QxmWlpayd6z06dNH9p6V9PR0LFy4sNineamizuJI338zaNAg1KtXD5cvX0Z0dDTs7e0xfvx42Xr16tXDqlWrMGPGDAwdOhQ9e/ZEixYtkJubi4SEBISFhaFTp07YtGkTgKIncNna2uLq1av4+uuvYW1tDQ0NDQwdOhRWVlYYN24cNm/ejKFDh6JPnz7IysrC+fPnYWVlVaGHBSxatAhjx47Fl19+iUGDBsHS0hLnzp3D3bt3MX78eHTu3LlS54mIiIioNuPISiWsX78ew4YNQ1xcHHbt2oXExERs2LABrq6uFe6zT58+WLNmDZo1a4ZDhw4hKCgILVq0wF9//aXwaN6y6OjoYMuWLejWrRsOHTqE/fv3o1GjRli5cmWxL4RUVZ3FmTx5MhYsWICbN29i27ZteP78OSZMmIBNmzbJPYoZAHr37o3AwEB4enri7t278Pf3x+HDh5GQkIDhw4fL3hYv9dNPP6FXr144e/Ys1q5di19//RXx8fEAgJkzZ8LHxwcikQi7du3CpUuX4OHhgU2bNlXo/TqtW7fG3r174erqinPnzmH79u0QiUT47rvvsHDhwoqfICIiIqI6QCSRSCSqLoKqnjQwnTkjnJf61EZeXl4ICwvDnTt3qrRfX19frF27Ftu3b4ejo2Ox61y9ehU6OjrV+pJS+peZmRnS09NVXQaVgddJPfA6qQdeJ/WgrtcpLy8PHTt2LHM93gZGVAXEYjEA4I8//kCvXr0q3M+oUaNw48aNqiqLiIiISK0xrBBVgqenJ7p16yb7bG1tXan+Ro4ciZ49e8o+V8UtdURERETqimGlBvj6+iq13sSJE2FiYlLN1dSs+Ph4BAYGlrmesbExJk2aVP0FVbHhw4dXaX98OhgRERHRvxhWasDatWuVWs/T07PKwopQ5qokJCQodfxWVlZqGVaIiIiIqPowrNSAqp58rU4cHR3r9PETERERUcXx0cVERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtElRAQEACxWCz75+PjU+G+zp8/L9eXl5dXFVZKREREpH60VF0AUW3g5uYGGxsbtG7dWtYWFxeHgwcP4tatW7h16xaSkpJgZWWFM2fOFNuHtbU1vL29AQBr166tkbqJiIiIhIxhhagKuLu7Y/jw4XJt4eHhWLt2LTQ1NdGyZUukpKSU2oe1tTWmTZsGgGGFiIiICGBYIao2Dg4O2LNnD9q2bQs9PT3Y2tqquiS1o/PyEbQzE5BnbIVc0+aqLoeIiIhqGMMKUTVp1qwZmjVrpuoyBEkzJ73U5RpvMtAwfDX0k27I2rIbdMTzrj4o1DUpddsCPbMqqJCIiIiEgGGFiEolys+u8j5bBA4vdblEpAHoGCPbYzUKrbpAIyECeicXwfrYJxBJCkvd9t7II1VZalE9WvpV3icRERGVjWGFiErVat/gGt+nSFKI7L6LUdBmAACgoM0AvJFIoHdkZpnbVke9d8cW/1AEIiIiql58dDERCVKhVRe5zwVNu6qoEiIiIlIVjqwQUamq47YqZUY/NBIiZCMrAKAZH65U39VRLxEREakGwwoRlao65ms88AwodXnji0uge3opciUSFDTtCs34cOicWYbsBh3xrPuiUrfl/BIiIqLag2GFiGpcWU/setpjMRpf+i8M3pqj8rpRVzxzXoBCXdNqro6IiIiEgmGFiASnUNcUCX1+4ntWiIiI6jiGFSISrFzT5gwpREREdRjDClE1efHiBX766SfZ5/z8fKSlpWHu3Lmytjlz5qBevXqqKI+IiIhI8BhWiKrJ69evERgYWGqbt7c3wwoRERFRCRhWiKpJ06ZNcefOHVWXQURERKS2+FJIoiowb948iMVi+Pj4VLiP8+fPQywWQywWV2FlREREROqLIytElWBjYwNvb2/Z59atW1e4L2tra7m+rKysKlUbERERkbpjWCGqBBsbG9jY2FRJX9bW1pg2bVqV9EVERERUG/A2MCIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiSGFSIiIiIiEiQtVRdARBVXUFCg6hLqjLy8POTl5am6DCoDr5N64HVSD7xO6kFdr5Oy32EYVojUlI6ODnJzcxlYasibN2+Qm5ur6jKoDLxO6oHXST3wOqmH2n6dGFaI1JSVlRUKCwtVXUadYW5ujrS0NFWXQWXgdVIPvE7qgddJPdT268SwQqSmNDU1oampqeoy6gxtbW1oa2urugwqA6+TeuB1Ug+8Tuqhtl8nTrAnIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghIiIiIiJBYlghwRGLxfDy8lJ1GURERESkYgwrREREREQkSFqqLoDoXUePHoW+vr6qyyAiIiIiFWNYIcFp2bKlqksgIlJ7Dx9JkJAAWFkB7zcXqbocIqIKYVihGnX8+HH4+/vj/v37yMrKgqmpKVq1aoWxY8eif//+AIrmrHTr1g3+/v5y28bHx2PFihW4dOkS8vLy0L59e8yYMQNXrlzB2rVrsX37djg6OgIAQkNDMWHCBHh7e6N79+5YvXo1oqOjoauriwEDBmDu3LnQ09PD2bNn8dtvv+HOnTswMDDAsGHDMHPmTGhp/fufRmZmJnbv3o3z58/j0aNHSE9Ph5mZGZydneHt7Y333nuvQufi4cOH2LdvHy5fvoynT5/i9evXaNKkCfr27YvPP/8choaGFTzLRFTXpKVLZD+/zJBgxUog8sa/y+07SjB7FmBqUhRazM0YXohIPTCsUI3ZtWsXlixZAktLS/Tt2xdmZmZITk5GVFQUTp48KQsrxXn+/DnGjBmD5ORk9OzZE+3atcPDhw8xefJkODk5lbjdjRs38Mcff6BHjx4YM2YMQkNDsXv3bmRlZcHV1RVz586Fm5sb7O3tcfbsWWzatAkGBgbw9vaW9XH//n2sWbMGjo6O6Nu3L/T19fHgwQMEBQXh3LlzCAgIgJWVVbnPx8mTJ7F//344OjqiW7duKCwslNV79epV7NixA9ra2uXul4hqh+xsSdkr/X9Dhv27roYGYGgILF0sQkdb4EYU8PNKCSZMAgoLi9Y7eax8tejrM9wQkWowrFCN+euvv6CtrY2DBw/CwsJCbllaWlqp265YsQLJycnw8fHBZ599JtfnggULStzuwoULWLduHdzd3QEAeXl5GDFiBIKCghASEoIdO3bAzs4OADBt2jT069cP/v7+mDp1qiwotGzZEiEhITAzM5Pr+8qVK5g8eTJ+++03LF++XOnzIDV06FBMmjQJOjo6cu1r166Fr68vjh07hg8//LDc/RJR7dB3oPJh5W2FhcDXs0Rw7V0UMFx7AxIJsGjJv/2Vt++QswwrRKQafBoY1ShtbW25W6ykzM3NS9wmNzcXf//9NywsLPDJJ5/ILRsxYgTef//9Erd1dHSUBRXp/vv37w+JRII+ffrIggoAGBkZoXfv3khPT0diYqKs3djYWCGoAICTkxNatWqFS5culbj/0jRs2FAhqADA+PHjAQCXL1+uUL9ERB1t5T/b2xW/HhGR0HFkhWrMoEGD8PPPP8PDwwMeHh5wcnJCly5dYGRkVOp2Dx48QG5uLjp06KDw5V4kEqFTp054+PBhsdva2NgotDVo0KDEZZaWlgCApKQkNGvWTNYeGhqKbdu24ebNm0hLS0N+fr5sWUVv1ZJIJNi/fz8CAwNx9+5dZGZmorCwULY8KSmpQv0SUe1w8pjyoxnvjpTciCoaUZGKvFnxvomIVIlhhWrMlClTYGZmht27d2PLli3YvHkztLS04OLignnz5smFg7dlZWUBgMKtY1L169cvcZ/FBSFNTc0Sl0lHfd4OI8eOHYOPjw8MDAzQo0cPWFlZQV9fHyKRCIGBgUhISChx/6VZvnw5duzYgcaNG8PV1RWWlpayMLZ27Vrk5uZWqF8iqh3KM0/k8IF/f/52kQSrfpFAIikaUYm8Caz+VQL7jsCyJaJy901EpEoMK1RjRCIRPvroI3z00UdIS0tDREQEgoKCcOzYMTx+/BiHDh2SBYm3SUNFampqsf2mpKRUa91r166Frq4uAgIC0Lx5c7llR44cqVCfqamp2LlzJ8RiMfbs2SP3Xpnk5GSsXbu2MiUTUR3z9tO9li8BliyXyM1RcegKLFooghmfAkZEaoZhhVTC3Nwc7u7ucHd3R1paGq5cuYLHjx+jRYsWCuu2aNECOjo6uHXrFnJzc+VuBZNIJIiMjKzWWuPi4tC6dWuFoJKUlIT4+PgK9fnkyRNIJBI4OzsrvAAzPDy8oqUSEcHMTITVK0R8zwoR1QqcYE81JjQ0FBKJ/H3VeXl5ePnyJQBAV1e32O10dHTQv39/pKSkYOvWrXLLDhw4gAcPHlRLvVJNmjTB48eP5UZw3rx5g8WLFyMvL6/CfQLA9evX5eapJCYmYtWqVZUrmIgIRQGlR3cRgwoRqTWOrFCN+fLLL2FkZISOHTuiSZMmyM/Px6VLl3Dv3j3079+/1HeVzJo1C5cvX8bKlStx9epV2XtWgoOD0bNnT1y4cAEaGtWTvb28vLBs2TIMGzYMAwYMkNUtkUjQtm1b3L59u9x9NmjQAP3798fx48cxYsQIODk5ITU1FWfPnoWTkxPi4uKq4UiIiIiI1AtHVqjGzJw5EzY2NoiKisLOnTtx6NAhGBgYYPHixVi5cmWp2zZu3Bh//vknBgwYgOvXr2Pbtm1ITU3F5s2bYW1tDaD4CfNV4eOPP8aSJUtgZmaGvXv34tSpU3BwcMCePXtgYmJS4X5/+OEHfPLJJ3j58iV27NiBGzduYNKkSWWeCyIiIqK6QiR5974cIjUzduxYREZGIjw8HIaGhqoup8aU9SJNqlrm5uY852qA10k98DqpB14n9aDO16m09+xJcWSF1EZx7x05ePAgrl27Bmdn5zoVVIiIiIjqAs5ZIbUxZMgQ2NjYoFWrVtDQ0EBsbCzCwsJgaGiIOXPmqLo8IiIiIqpiDCukNsaMGYMzZ84gOjoa2dnZMDc3h4eHB7744gu0bNlS1eUhNjYWp06dKnM9KysrDB8+vAYqIiIiIlJvDCukNnx8fODj46PqMkoUGxur1Mscu3XrxrBCREREpASGFaIqMnz4cIYQIiIioirECfZERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCtERERERCRIDCskKGKxGF5eXqouo9rNnTsXYrEY8fHxqi6FiIiISLAYVoiIiIiISJC0VF0A0duOHj0KfX19VZdBRERERALAsEKC0rJlS1WXQEQkeA8fSZCQAFhZAe83F6m6HCKiasOwQjXm+PHj8Pf3x/3795GVlQVTU1O0atUKY8eORf/+/QEUzVnp1q0b/P395baNj4/HihUrcOnSJeTl5aF9+/aYMWMGrly5grVr12L79u1wdHQEAISGhmLChAnw9vZG9+7dsXr1akRHR0NXVxcDBgzA3Llzoaenh7Nnz+K3337DnTt3YGBggGHDhmHmzJnQ0vr3P4vMzEzs3r0b58+fx6NHj5Ceng4zMzM4OzvD29sb7733XqXOiUQiwR9//IF9+/bh2bNnsLS0xPDhwzF16lRoa2tXqm8iUg9p6RKl132ZIcGKlUDkjX/b7DtKMHsWYGpSvtBibsaQQ0TCx7BCNWLXrl1YsmQJLC0t0bdvX5iZmSE5ORlRUVE4efKkLKwU5/nz5xgzZgySk5PRs2dPtGvXDg8fPsTkyZPh5ORU4nY3btzAH3/8gR49emDMmDEIDQ3F7t27kZWVBVdXV8ydOxdubm6wt7fH2bNnsWnTJhgYGMDb21vWx/3797FmzRo4Ojqib9++0NfXx4MHDxAUFIRz584hICAAVlZWFT4v//3vf3H9+nUMGDAABgYGCA4Ohq+vL/755x+sWbOmwv0SUeVlZysfIipjyDDl96OhARgaAksXi9DRFrgRBfy8UoIJk4DCwvLVe/JYOQutAH19BiIiqhyGFaoRf/31F7S1tXHw4EFYWFjILUtLSyt12xUrViA5ORk+Pj747LPP5PpcsGBBidtduHAB69atg7u7OwAgLy8PI0aMQFBQEEJCQrBjxw7Y2dkBAKZNm4Z+/frB399fblSjZcuWCAkJgZmZmVzfV65cweTJk/Hbb79h+fLlSp+Hd924cQMHDx5Eo0aNAAA+Pj745JNPcPz4cRw/frzUEEdE1avvwJoJK+VRWAh8PUsE195FIcC1NyCRAIuWlL/Wmji+kLMMK0RUOXwaGNUYbW1tuVuspMzNzUvcJjc3F3///TcsLCzwySefyC0bMWIE3n///RK3dXR0lAUV6f779+8PiUSCPn36yIIKABgZGaF3795IT09HYmKirN3Y2FghqACAk5MTWrVqhUuXLpW4f2VMmDBBFlQAQEdHB1999RUAIDAwsFJ9E1Ht1NFW/rO9XfHrERHVBhxZoRoxaNAg/Pzzz/Dw8ICHhwecnJzQpUsXGBkZlbrdgwcPkJubiw4dOkBHR0dumUgkQqdOnfDw4cNit7WxsVFoa9CgQYnLLC0tAQBJSUlo1qyZrD00NBTbtm3DzZs3kZaWhvz8fNmyys4r6dq1q0Jbp06doKWlhZiYmEr1TUSVc/JYzYwKlHeE40ZU0YiKVOTNiu23po6PiKgyGFaoRkyZMgVmZmbYvXs3tmzZgs2bN0NLSwsuLi6YN2+eXDh4W1ZWFgAo3DomVb9+/RL3WVwQ0tTULHGZdNTn7TBy7Ngx+Pj4wMDAAD169ICVlRX09fUhEokQGBiIhISEEvevjOKOS1NTE2ZmZsjMzKxU30RUOTU13+LwAeXX/XaRBKt+kUAiKRpRibwJrP5VAvuOwLIl5auX80mISB0wrFCNEIlE+Oijj/DRRx8hLS0NERERCAoKwrFjx/D48WMcOnRIFiTeJg0VqampxfabkpJSrXWvXbsWurq6CAgIQPPmzeWWHTlypNL9p6amokWLFnJtBQUFSE9PLzGgEVHtUp6nci1fAixZLpGbo+LQFVi0UAQzPt2LiGohhhWqcebm5nB3d4e7uzvS0tJw5coVPH78WOFLOwC0aNECOjo6uHXrFnJzc+VuBZNIJIiMjKzWWuPi4tC6dWuFoJKUlIT4+PhK9x8eHg4HBwe5tuvXryM/Px/t2rWrdP9EVLuYmYmweoWI71khojqDE+ypRoSGhkIikb8vOy8vDy9fvgQA6OrqFrudjo4O+vfvj5SUFGzdulVu2YEDB/DgwYNqqVeqSZMmePz4sdwIzps3b7B48WLk5eVVuv/t27fLTejPzc3FL7/8AgDw9PSsdP9EVDu931yEHt1FDCpEVOtxZIVqxJdffgkjIyN07NgRTZo0QX5+Pi5duoR79+6hf//+pb6rZNasWbh8+TJWrlyJq1evyt6zEhwcjJ49e+LChQvQ0Kie3O3l5YVly5Zh2LBhGDBggKxuiUSCtm3b4vbt25Xqv2PHjhg6dCgGDhwIfX19BAcH4+HDh+jXrx8fW0xERER1HkdWqEbMnDkTNjY2iIqKws6dO3Ho0CEYGBhg8eLFWLlyZanbNm7cGH/++ScGDBiA69evY9u2bUhNTcXmzZthbW0NoPgJ81Xh448/xpIlS2BmZoa9e/fi1KlTcHBwwJ49e2BiYlLp/hcsWIApU6bg0qVL8Pf3R25uLqZNm1bmOSEiIiKqC0SSd+/NIVIjY8eORWRkJMLDw2FoaKjqcmpUWS/TpKplbm7Oc64GeJ3UA6+TeuB1Ug/qfJ1Ke9eeFEdWSC0kJSUptB08eBDXrl2Ds7NznQsqRERERHUB56yQWhgyZAhsbGzQqlUraGhoIDY2FmFhYTA0NMScOXNUXR4RERERVQOGFVILY8aMwZkzZxAdHY3s7GyYm5vDw8MDX3zxBVq2bKnq8hAbG4tTp06VuZ6VlRWGDx9eAxURERERqT+GFVILPj4+8PHxUXUZJYqNjcXatWvLXK9bt24MK0RERERKYlghqgLDhw9nCCEiIiKqYpxgT0REREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwQkREREREgsSwUk18fX0hFosRGhpaLf3Hx8dDLBZj7ty51dJ/VRCLxfDy8qrQtl5eXhCLxbJ/58+fr3AdVXWuAgICIBaLERAQUKl+SnL//n25Y3Z1da2W/RARERGpCy1VF0DC5uXlhbCwMNy5c0cl+/f29gYAWFtbq2T/Ncnc3Fx2vNu2bVNxNURERESqx7BCgjZt2jRVl1Bj6tWrJzvewMBAFVdDREREpHoMK0RERLWcKPUeNNLjUGj2HiQWrVRdDhGR0hhWKujq1avYsmULIiMjkZGRAQsLC9ja2mLSpEno2rWr3LqHDx/Gxo0b8fDhQ5iYmGDAgAGYPXs29PT0FPrdv38//vzzT9y7dw8A0KpVK4wdOxbDhw+v0vofPXqE33//HaGhoUhKSoKBgQEaNWoER0dHzJ8/HyKRCGKxWLb+2z97enrixx9/lH3et28ftm3bhsePH6NevXoYPHgwZsyYUex+k5KS4Ofnh/PnzyMxMRE6OjqwtLSEg4MDvv76axgbGytV/19//YXTp0/jzp07SE5Ohr6+PmxtbfHpp5/CyclJqT6kt7jdvHkTvr6+CAoKQmpqKpo2bYpx48Zh/PjxEIlExW4bEhKCtWvXIjY2Fnp6eujduzfmzp0Lc3PzKq+TiEhpr1/If85Oh96pRdBKCJc15Vt1RY77EkDfrKjBoF7N1UdEVE4MKxWwbds2/PDDD9DT04O7uzuaNGmC58+fIyIiAsePH5cLKzt37sSFCxfg6uoKJycnXLhwAf7+/khLS8PKlSvl+l2+fDn8/f3RsGFDjBgxAgBw4sQJzJs3DzExMVi4cGGV1P/8+XOMHDkS2dnZcHFxwaBBg5CdnY1Hjx5h9+7d+Oabb6ClpQVvb28EBgYiISFBNpcCAGxsbGQ/r1u3DmvWrEH9+vUxatQoaGlp4dixY3jw4IHCfrOzszF27FgkJCSge/fucHd3R15eHuLj43Ho0CFMmTJF6bCydOlStG3bFh988AHq1auH58+f49SpU5g8eTJ8fX3h7u6u9PmYMWMGYmNj0a9fPwBF53z58uVISEgodlL+mTNncPbsWbi6uqJTp064evUqDhw4gLi4OOzevbva6iSiOizvtVKrGW3oLvdZItIAdIyR7bEahVZdoJEQAb2Ti2C4fQhEkkIAQNa0iPLXo21Q/m2IiCqAYaWcbt++jR9//BGWlpbYvXs3mjZtKlsmkUiQlJQkt/6lS5ewf/9+tGjRAgDg4+ODoUOH4ujRo5gzZw4aNmwIoGikxt/fHy1btsSePXtkX9qnTZuGUaNGwd/fHwMGDFAYtamIEydOICMjA/Pnz8fEiRPllqWnp0NLS0u277CwMCQkJBQ7d+Tx48dYv349GjZsiMDAQFhYWMi2++ijjxTWv3z5MuLj4zFx4kTMnz9fbtmrV6+gra2t9DEcOXIEzZo1k2tLSkrCiBEj8PPPP5crBDx69AhBQUGycz59+nSMHDkSW7duxeDBg2Frayu3fnBwMLZv344uXboAAAoKCjBp0iSEhYUhMjIS9vb21VInEdVdRr5dKrSdSFKI7L6LUdBmAACgoM0AvJFIoHdkZqX6zpoZW6F6iIjKi48uLqc///wThYWF+Oqrr+SCCgCIRCJZ+JCaMGGCLKgAgJ6eHjw8PFBYWIhbt27J2qUTqr29veVGF0xNTWWjGlX9yNzibkMzMzNTevvDhw8jPz8fkydPlgUVADAyMsLnn39erv0aGhpCR0dH6X2/GwAAoEGDBujfvz8ePXqEhIQEpfv64osv5M65sbExPv/8c0gkEhw4cEBhfQ8PD1lQAQBNTU14enoCAKKioqqtTiKiiii0kg8jBU0r/0cvIqKawpGVcrp58yYAoEePHkqt3759e4W2Ro0aAQAyMjJkbbGxRX+lcnR0VFhf2nb79u3yFVuCPn36YNWqVVi6dCkuX76Mnj17olu3bsV+sS6N9HHGb39xlypuBMjBwQGWlpbw8/PD7du30bt3b3Tr1g0tW7YscW5ISZ48eYLff/8dV65cwfPnz5Gbmyu3PCkpCVZWVkr1VVyt0raYmBiFZcpe06quk4jqLmVv1SpulEQjIUI2sgIAmvHhcssrdBsYEVENYVgpp6ysLIhEIlhaWiq1vpGRkUKbpqYmAKCwsFCuXw0NDdSrpzjRsX79+hCJRMjKyqpg1fKaNm2KPXv2YO3atTh37hyOHTsGAGjRogWmT5+OgQMHKtVPZmYmAMiNqrxd87uMjY2xd+9erFmzBsHBwTh37hwAoHHjxvj000/x8ccfK7Xfx48fY+TIkcjKyoKjoyP69OkDIyMjaGhoICwsDGFhYQqhoDTF1SptK+6cK3tNq7pOIqrDlJwjkvXZRbnPeodnQPf0MuRKJCho2hWa8eHQObMc+U0dkOPxS7n6JiJSBYaVcjI2NoZEIkFycrLCLV+VYWRkhMLCQrx48ULhy39qaiokEkmxX5Irqk2bNlizZg3y8vJw69YtnD9/Hv7+/vDx8UGDBg2KHS15l/TWqdTUVIXRgZSUlGK3adKkCX788UcUFhbizp07CAkJgb+/P5YuXQpTU1N4eHiUud+tW7fi5cuX+OmnnzB06FC5Zd999x3CwsLK7OPdWps0aVJs/ZU551VdJxFRmd55slfOh2ugd3S23ByVfGtn5AxaAeibv7s1EZHgcM5KOdnZ2QEoenRtVZI+YSs0NFRhmfRLbdu2bat0nwCgra0Ne3t7TJ8+HQsWLIBEIsHZs2dlyzU0in5FCgoKFLaVPs44IkLxFoLw8HCFtrdpaGjAxsYGn376KVatWgWg6ClbyoiLiwMAuLm5ybVLJBJcv35dqT7KqlXa1q5du3L3J1XVdRIRlZu+OXJGbMKriYeRPXQdXk08jJwRmxhUiEhtMKyU05gxY6CpqYlffvlFYXK0RCLB8+fPK9SvdIL2unXr5G49yszMxNq1a+XWqazo6Ohib29KTU0FAOjq6sraTE1NAQDPnj1TWH/IkCHQ1NTEli1bZNsCRbdO/fbbbwrr3717t9gRF2nb2/stjXQU592Q5Ofnh3/++UepPt62fv162S1tQNE5/+233yASiTBs2LBy91dddRIRVZTEohUKWrryhZBEpHZ4G1g5icVizJ8/H8uXL4eHhwfc3NxgZWWF5ORkhIeHw8XFBQsWLCh3vw4ODvDy8oK/vz88PDzQr18/SCQSnDhxAomJifDy8oKDg0OVHMPBgwexZ88eODg4oFmzZjAyMsK9e/dw/vx5mJmZyb2A0snJCcePH8f06dPRs2dP6Orqom3btnB1dYW1tTW++OIL+Pr64sMPP8TAgQOhqamJEydOQCwW4+HDh3L7vXjxIn7++Wd07twZzZs3h5mZGZ48eYIzZ85AV1cX48aNU6r+MWPGICAgQDa/xszMDJGRkYiJiUHv3r3lRoaU0bx5c9k5ByA755MnT1Z4bHF5VHWdRERERHUNw0oFjB8/Hq1bt8aWLVtw4cIFvHr1ChYWFujYsaPSk9OLs3DhQtjY2GD37t3Yu3cvgKI32E+fPl32ksiq4OHhgTdv3uD69eu4efMmcnNz0ahRI4wdOxZTpkyRm78xatQoJCQk4OjRo9i4cSPy8/Ph6ekJV1dXAEWPWm7YsCG2bt2KP//8ExYWFhg0aBBmzJiBjh07yu23Z8+eSEhIQHh4OE6cOIHXr1+jYcOGGDRoEP7v//4PrVop9xe/du3aYdOmTfjll19w4sQJaGpqolOnTti9e7fshY3l8euvv2LNmjU4cuQIUlJS0LRpUyxcuBDjx48vVz/VXScRERFRXSOSSCQSVRdB9C4vLy+EhYXJHo+srvuoKGkYLG0eT1paWk2VQwDMzc15ztUAr5N64HVSD7xO6kGdr5O5ednz5zhnhQRNLBZDLBbj/Pnzqi6l2t2/f192vHxZJBERERFvAyOB8vT0RLdu3WSfra2tVVhNzTA3N4e3t7fss/TR0ERERER1FcNKLXHq1CnExsaWuV63bt3g6OhYAxVVztuT/OuKevXqYdq0aaoug4iIiEgwGFZqiVOnTiEwMLDM9by9vdUirNQEf39/VZdARERERKXgBHsiNaWuk+nUlTpPYKxLeJ3UA6+TeuB1Ug/qfJ04wZ6IiIiIiNQWwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwqpvYCAAIjFYtk/Hx8f2TIvLy+IxWIVVlc+o0aNkjuW0NBQVZdEREREpDIMK1RruLm5wdvbG/3796+xfUqDUkBAQJX0N3LkSHh7e6Nbt25V0h8RERGROtNSdQFEVcXd3R3Dhw9XdRmVMnLkSACAr68vwsLCVFwNEQmJKPUeNNLjUGj2HiQWrVRdDhFRjWBYISIiqiqvX1R9n9np0Du1CFoJ4bKmfKuuyHFfAuibVa5vg3qV256IqJoxrFCd8ObNG/j6+iIoKAipqalo2rQpxo0bh/Hjx0MkEimsf+rUKfj7+yMmJgY5OTmwtraGp6cnJk2aBE1NTQDA3LlzERgYCACYN28e5s2bJ9v+zp07AIDo6GgEBAQgLCwMz549Q15eHqytrTFkyBBMnjwZ2traNXD0RHVM3muV7dpoQ/cq71Mi0gB0jJHtsRqFVl2gkRABvZOLYLh9CESSwkr1nTUtooqqLIW2QfXvg4hqLYYVqhNmzJiB2NhY9OvXDwBw4sQJLF++HAkJCZg7d67cuitXroSfnx8aNmyIvn37wtjYGOHh4fjpp59w48YNrFmzBkDRbWcZGRk4ffo03NzcYGNjo7DfvXv3Ijg4GA4ODujVqxdycnIQFhaGlStXIioqCr6+vtV/8ER1jJFvF1WXUKVEkkJk912MgjYDAAAFbQbgjUQCvSMzK913TZyrrJmx1b4PIqq9GFaoTnj06BGCgoJgbGwMAJg+fTpGjhyJrVu3YvDgwbC1tQUAXLx4EX5+fujRowd8fX1hYFD0F0GJRILFixfjzz//xPHjx9G/f3+5sFLSfJnPPvsMixYtko3GSPtasGAB9u/fj4iICHTpUru+WBFR1Su0kv/fiYKmXVVUCRFRzWJYoTrhiy++kAUVADA2Nsbnn3+OOXPm4MCBA7KwsmPHDgDAsmXLZEEFAEQiEWbPno09e/bgyJEjSj9xrEmTJgptIpEIH3/8Mfbv34/Lly8zrBBVsRq5takE1TVSoZEQIRtZAQDN+PBS1laeKs8VEZEyGFaoTujaVfGvkNK2mJgYWduNGzdgYGCA/fv3F9uPnp4eHjx4oPR+c3NzsXPnThw5cgQPHjzA69evIZFIZMuTkpKU7ouIlKTCORJZn12s8j71Ds+A7ullyJVIUNC0KzTjw6FzZjnymzogx+OXynXO+SREJHAMK1Qn1K9fv8S2rKwsWdvLly+Rn5+PtWvXltjX69fKT96dPn06goOD0bx5cwwaNAgWFhbQ0tJCRkYGtm/fjtzc3HIcBREJXjU8XSvnwzXQOzpbbo5KvrUzcgatAPTNq3x/RERCwrBCdUJKSorCLVkpKSkAACMjI1mb9OeqeHP8zZs3ERwcjB49esDPz09u3kpkZCS2b99e6X0QUR2gb46cEZv4nhUiqpP4BnuqE8LDFe/vlra1a9dO1mZnZ4f09HQ8evRIqX41NIr+EyooKFBY9uTJEwBA79695YJKSfUQEZVGYtEKBS1dGVSIqE5hWKE6Yf369cjMzJR9zszMxG+//QaRSIRhw4bJ2r28vAAA8+fPR1pamkI/ycnJuH//vuyzmZkZACAxMVFhXelITkSE/ATWu3fvws/Pr8LHQkRERFRX8DYwqhOaN28ODw8PufesJCYmYvLkybIngQFAr1698MUXX2D9+vXo168fevbsiSZNmiA9PR2PHz9GREQEvvrqK7Rs2RIAYG9vDz09PWzbtg0vX75EvXpF96t/8cUXsLOzg52dHY4dO4bk5GR07NgRz549w5kzZ+Di4oLjx4/X/IkgIiIiUiMMK1Qn/Prrr1izZg2OHDmClJQUNG3aFAsXLsT48eMV1p0xYwYcHBywfft2XL58GZmZmTAzM0PTpk3h7e2NIUOGyNY1MzPDmjVr4Ovri3379iEnJwdAUVjR1NTE77//jhUrVuDChQuIioqCtbU15syZg169ejGsEBEREZWBYYVqNX9/f9nPX3/9Nb7++multnN2doazs7NS67q4uMDFxaXYZfXq1cP3339f7LI7d+4o1T8RERFRXcU5K1RrzJs3D2KxGD4+PqoupcJGjRoFsVhc6qOTiYiIiOoKjqyQ2rOxsYG3t7fsc+vWrVVYTeWMHDkSPXv2lH22srJSYTVEREREqsWwQmrPxsYGNjY2qi6jSowcOVLVJRAREREJBm8DIyIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQWJYISIiIiIiQaq2sOLr6wuxWIzQ0NBq6T8+Ph5isRhz586tlv5VJSAgAGKxWPbPx8enUv15eXlBLBZXui6xWAwvL69K96MqVfX7WFXnsyQrVqyQu/6+vr7Vti8iIiIiodNSdQFUPDc3N9jY2KB169aqLoVqkLOzM3R1dZGQkIDAwEBVl0NERESkUgwrAuXu7o7hw4erugyqYc7OznB2dkZoaCjDChEREdV5DCtEREREJEeUeg+FiS8g0q4HiUUrVZdDdViFwsrVq1exZcsWREZGIiMjAxYWFrC1tcWkSZPQtWtXhfUPHz6MjRs34uHDhzAxMcGAAQMwe/Zs6OnpKay7f/9+/Pnnn7h37x4AoFWrVhg7dmy1jDKkpqbijz/+QHBwMJ49ewY9PT1YW1tjwIABmDJlity6Z86cwZYtWxATE4O8vDw0b94cnp6e8PLygpbWv6cxPj4ebm5u8PT0xKeffopVq1YhPDwc6enpOH36NMLCwjBv3jz88MMPMDMzg5+fH+7cuQNzc3OcOXOmzJqjo6MREBCAsLAwPHv2DHl5ebC2tsaQIUMwefJkaGtrl9lHQECArAYTExNs2LABd+/ehb6+Pvr06YNZs2ahfv36xW6bkpKCn3/+GWfPnkV2djbatm2LWbNmwdHRscrrLM3z58+xZ88ehISE4MmTJ8jMzESDBg3Qq1cvTJs2DRYWFmX28fa1mjJlCn7++Wdcu3YNBQUF6NSpE2bOnIkOHToUu21eXh42bNiAwMBAJCUlwcrKChMmTMDHH39c5XUSERHVmOw06B2ZBa24yygAYAgg/70PkDN4JaBvrurqqA4qd1jZtm0bfvjhB+jp6cHd3R1NmjTB8+fPERERgePHjyuElZ07d+LChQtwdXWFk5MTLly4AH9/f6SlpWHlypVy6y5fvhz+/v5o2LAhRowYAQA4ceIE5s2bh5iYGCxcuLAShyrvwYMHmDBhApKTk9GlSxe4u7sjOzsbd+/exe+//y4XVrZs2YIff/wRZmZm8PDwgIGBAc6cOYMff/wR4eHhWLt2LUQikVz/jx8/xqhRo9CmTRt4enoiPT1d7gv633//jYsXL6J3794YN24csrKylKp77969CA4OhoODA3r16oWcnByEhYVh5cqViIqKKteE7BMnTiAkJAT9+/eHs7MzIiMjERAQgIiICOzbtw+mpqZy62dkZGDcuHEwMjLC0KFDkZqaimPHjmHKlCkICAhAmzZtqqXO4oSHh2PLli1wcnKCnZ0dtLW1ERMTg927dyMkJASBgYEwNjZWqq8nT55g7NixaNeuHcaOHYunT5/i77//xvjx47Ft2zZ07NhRYZtZs2bh5s2b6NWrFzQ0NHDs2DEsXboU2traGDVqVLXUSUREVN30jsyCRvIdZHusRqFVF2gkRED39DLoHZ2NnBGbVF0e1UHlCiu3b9/Gjz/+CEtLS+zevRtNmzaVLZNIJEhKSlLY5tKlS9i/fz9atGgBAPDx8cHQoUNx9OhRzJkzBw0bNgRQNFrj7++Pli1bYs+ePbIvcNOmTcOoUaPg7++PAQMGFDtyUxFff/01kpOTsWzZMrkvlwCQmJgo+zkuLg4rVqyAhYUF9u/fj8aNG8uOY9KkSTh16hQOHjyIYcOGyfVx7do1fPnll5g+fXqx+79w4QI2bdoEZ2fnctX92WefYdGiRdDU1JS1SSQSLFiwAPv370dERAS6dOmiVF/BwcHYuHEjevbsKWtbuXIl/Pz8sGbNGnz77bdy69++fRvjxo3Dt99+Cw2NogfJOTk5YeHChdixYweWLl1aLXUWx8nJCSEhITA0NJRrP3DgAL755hvs2LEDn3/+uVJ9hYeH4z//+Q9mzZolaxs2bBj+7//+DwsXLsThw4cVtklMTERQUBCMjIwAABMmTMCQIUOwefNmud+nqqyTiIioOolS70Er7jKyPVajoM0AAEBBmwHIlUigd2QmRKn3eEsY1bhyPbr4zz//RGFhIb766iu5oAIAIpFIFjzeNmHCBFlQAQA9PT14eHigsLAQt27dkrVLJxN7e3vL/aXZ1NQU3t7eAIpuX6oKN2/eRHR0NBwcHBSCCgA0atRI9vPhw4eRn5+PyZMny4IKAOjo6GD27Nlytb/N0tISn332WYk1uLm5lTuoAECTJk3kAgBQdO6ltx9dvnxZ6b6cnZ3lggpQFDJMTExw4MABFBYWyi0zMDDA7NmzZUEFADw9PaGlpYXo6Ohqq7M4FhYWCgEAAIYOHQojIyNcunRJ6b5MTEwUrlXPnj3xwQcf4J9//lE4NgCYOXOmLKgAQIsWLdC5c2c8fPhQbpSsKuskIiKqThrpcQCAQiv5PyYWNO0qt5yoJpVrZOXmzZsAgB49eii9Tfv27RXapGEgIyND1hYbGwsACnMf3m67ffu28sWWQnoc3bt3L3Pd0urq1KkTdHV1i61LLBZDR0enxH7t7OyULVdObm4udu7ciSNHjuDBgwd4/fo1JBKJbHlxo1slKW5kw9DQEG3btkVYWBiePHkCa2tr2bLmzZsrfPHW0tKChYWF3LWs6jpLcuLECezZswe3bt1CRkYGCgoKKtS/jY1NsYGia9euuHz5MmJjYxXmrhQ3l0Ua1jMzM+WCTFXVSUREVJ0Kzd4DAGgkRMhGVgBAMz5cbjlRTSpXWMnKyoJIJIKlpaXS27z9pU1K+hf3t/9yn5WVBQ0NDdSrV09h/fr160MkEik9r6MsmZmZAFDsSNC7pPssbiK0SCRC/fr18fz5c4VlJU1Ql6roxOrp06cjODgYzZs3x6BBg2BhYQEtLS1kZGRg+/btyM3NVbqvkmqUtkvPk1Rx1xIoCizvjsJUZZ3F2bx5M/73v/+hXr166N69Oxo1aiR7YMO2bduQl5endF8lnQfpNXr3PADFnwvpgxbeDiNVWScREVF1kli0Qv57H0D39DLkSiQoaNoVmvHh0DmzHPnWzrwFjFSiXGHF2NgYEokEycnJSn3RLw8jIyMUFhbixYsXCl/kU1NTIZFISvyyXF4mJiYAUGzIKK4uaQ1WVlZyyyQSCVJSUoqt690J9+VdXpybN28iODgYPXr0gJ+fn9xtVpGRkdi+fXu5+ktJSSm1vaITv6u6znfl5+dj/fr1sLS0xMGDB+V+XyQSCTZu3Fiu/ko6D6mpqQAqfh6quk4iIqLqljN4JfSOzobekZmytnxrZ+QMWqHCqqguK9ecFemtSyEhIVVeiI2NDQAgNDRUYVlYWBgAoG3btlWyL1tbWwDAxYsXK1XXjRs38ObNmyqrqyxPnjwBAPTu3VthPkh4eHi5+4uIiFBoe/XqFW7fvg0jIyM0a9ZMEHW+Ky0tDZmZmejUqZNCsI2KikJOTk65+ouNjcWrV68U2qW1Sn8HVF0nERFRtdM3R86ITXg18TA0x23Dq4mHi54CxscWk4qUK6yMGTMGmpqa+OWXX5CQkCC3TCKRKDVSURJPT08AwLp16+Ru98rMzMTatWvl1qksOzs72Nra4urVq9i7d6/C8rePY8iQIdDS0sLWrVvl2nNzc7FixYoqrassTZo0AaAYMu7evQs/P79y93fp0iVcuHBBrm3Dhg3IyMjAsGHD5CbSV3edAQEBEIvFmDt3bpn9W1hYQE9PD7du3UJ2dras/eXLl1i+fHm5683IyMCGDRvk2i5cuIDLly+jTZs2Jb5rpabrJCIiqikSi1bQsOnPW79I5cp1G5hYLMb8+fOxfPlyeHh4wM3NDVZWVkhOTkZ4eDhcXFywYMGCChXi4OAALy8v+Pv7w8PDA/369YNEIsGJEyeQmJgILy8vODg4VKjv4qxYsQJeXl749ttvcfDgQdjb2+PNmze4d+8eYmNjZSMp7733HmbPno0ff/wRH374IQYOHAh9fX0EBwfj4cOHcHNzw9ChQ6usrtLY2dnBzs4Ox44dQ3JyMjp27Ihnz57hzJkzcHFxwfHjx8vVX58+ffD555+jf//+sLKyQmRkJEJDQ/Hee++V+Mjl6qpTOufl3ZGY4mhoaGDcuHHYvHkzhg4dij59+iArKwvnz5+HlZUVGjRoUK56u3btit27d+PGjRuwt7dHQkIC/v77b+jp6VUqVFR1nURERER1TblfCjl+/Hi0bt0aW7ZswYULF/Dq1StYWFigY8eOGDhwYKWKWbhwIWxsbLB7927ZiEerVq0wffp02Usiq0rz5s0RGBiI33//HcHBwdi2bRsMDQ1hbW2t8N6LyZMn47333sPWrVtx6NAh2Rvs586dCy8vrwrNP6kITU1N/P7771ixYgUuXLiAqKgoWFtbY86cOejVq1e5w0q/fv3w0UcfYcOGDTh16hT09PQwfPhwzJw5U+GFkNVd5927dwEAgwcPVmof0hoDAwOxa9cu1K9fHx4eHvD29saQIUPKVW+zZs2wePFi/Pzzz9i5cycKCwvRrVs3zJo1q8KjKtVRJxEREVFdI5K8/TxZUrmAgADMmzcPP/zwA4YPH662+yiv4cOHQ1NTE/v27auxfcbHx8PNzQ2enp748ccfa2y/yggNDcWECRPg7e2NadOmFbtOWlpaDVdVt5mbm/OcqwFeJ/XA66QeeJ3UgzpfJ3PzsudCVWxSAlW7efPmQSwWw8fHR9WlVLusrCzcvn0bU6dOVXUpKrdixQqIxWJMmDBB1aUQERERqVy5bwOj6mVjYwNvb2/Z59atW6uwmpphZGSEmJgYVZchCM7OztDV1ZV97tatmwqrISIiIlKtWhNWTp06JXvbfGm6detW7NvohcLGxqbCj8ol9efs7AxnZ2dVl0FEREQkCLUqrAQGBpa5nre3t6DDSk0YPny4YOaqqFLTpk1x584dVZdBRERERCXgBHsiNaWuk+nUlTpPYKxLeJ3UA6+TeuB1Ug/qfJ04wZ6IiIiIiNQWwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSw4qaCggIgFgslv3z8fGpVH9eXl4Qi8WVrkssFsPLy6vS/VQVX19fiMVihIaGqroUpaxYsULuuvr6+qq6JCIiIiKV0VJ1AVQ5bm5usLGxQevWrVVdSp0UHx8PNzc3eHp64scff6x0f87OztDV1UVCQgICAwOroEIiIiIi9cWwoubc3d0xfPhwVZdBVcTZ2RnOzs4IDQ1lWCEiIqI6j2GFiKgOEaXeg0Z6HArN3oPEopWqyyEiIioVw0otFR0djYCAAISFheHZs2fIy8uDtbU1hgwZgsmTJ0NbW7vMPgICAjBv3jz88MMPMDExwYYNG3D37l3o6+ujT58+mDVrFurXr1/stikpKfj5559x9uxZZGdno23btpg1axYcHR2rvE5l7du3D9u3b8ejR49gZmaGgQMHYvr06TAyMlJY9/bt2/j9999x9epVpKenw9LSEq6urvD29oa5ubnc+QGAwMBAuZGQ7du3w9HREc+fP8eePXsQEhKCJ0+eIDMzEw0aNECvXr0wbdo0WFhYVNnxkYq9fqHqCkqXnQ69U4uglRAua8q36ooc9yWAvpnq6iovg3qqroCIiGoQw0ottXfvXgQHB8PBwQG9evVCTk4OwsLCsHLlSkRFRZVr4vaJEycQEhKC/v37w9nZGZGRkQgICEBERAT27dsHU1NTufUzMjIwbtw4GBkZYejQoUhNTcWxY8cwZcoUBAQEoE2bNtVSZ2m2bNmCK1euYODAgXBxccGlS5ewbds23LhxAzt27JALRadPn8ZXX30FDQ0NuLm5oVGjRrh//z527NiBkJAQ7N27F6amprCxscGECROwfft2tG3bFu7u7rI+rKysAADh4eHYsmULnJycYGdnB21tbcTExGD37t0ICQlBYGAgjI2Nq+QYa1zea1VXUKMkuTqlHrPRhu41WE35SUQagI4xsj1Wo9CqCzQSIqB3chEMtw+BSFKo6vKUljUtotTlZV0nqgBtA1VXQER1GMNKLfXZZ59h0aJF0NTUlLVJJBIsWLAA+/fvR0REBLp06aJUX8HBwdi4cSN69uwpa1u5ciX8/PywZs0afPvtt3Lr3759G+PGjcO3334LDY2iB845OTlh4cKF2LFjB5YuXVotdZYmJCQEf/31F9q2bSvbx+zZsxEUFAR/f3988sknAIC0tDTMmTMH5ubm2L17tyx0AMCRI0cwc+ZM2THb2Nhg4sSJ2L59O2xsbDBt2jSF/To5OSEkJASGhoZy7QcOHMA333yDHTt24PPPP6/08amCkW/lr4s6yQegOAanPkSSQmT3XYyCNgMAAAVtBuCNRAK9IzNVXFn5lPV7p+7XSYiyZsaqugQiqsP46OJaqkmTJnIBAABEIhE+/vhjAMDly5eV7svZ2VkuqABFIcPExAQHDhxAYaH8X2UNDAwwe/ZsWVABAE9PT2hpaSE6Orra6izNsGHDZEFFuo+ZM2dCU1NT7vatgwcPIisrCzNnzpQLKgAwePBgtG/fHkeOHFF6vxYWFgpBBQCGDh0KIyMjXLp0qQJHQ1QxhVbyX/QLmnZVUSVERETK4chKLZWbm4udO3fiyJEjePDgAV6/fg2JRCJbnpSUpHRfxY1sGBoaom3btggLC8OTJ09gbW0tW9a8eXOFL+haWlqwsLBARkZGtdVZmq5dFb+UWVlZoVGjRrh79y5yc3Oho6ODyMhIAMDNmzfx5MkThW3evHmDtLQ0vHjxAvXqKXfv/IkTJ7Bnzx7cunULGRkZKCgokC2rquNThbJux6ltzMzMkJ6eXuJydRhp0kiIkI2sAIBmfHgpawtTWb93ZV0nIiJSLwwrtdT06dMRHByM5s2bY9CgQbCwsICWlhYyMjKwfft25ObmKt1XSZPope2ZmZly7cVNWAeKAsu7ozBVWWdpSprIXr9+fSQkJODVq1fQ0dHBy5cvAQA7d+4stb/s7Gyl9rt582b873//Q7169dC9e3c0atQIenp6AIBt27YhLy+vHEchMHXsPnaRjiGgXfLvY9ZnF2uwmvLTOzwDuqeXIVciQUHTrtCMD4fOmeXIb+qAHI9fVF2e8sr4vSvrOhERkXphWKmFbt68ieDgYPTo0QN+fn5yt1lFRkZi+/bt5eovJSWl1PaKThCv6jpLk5qaWmx7SkoKRCKRbCRIGrQOHz4s9yCAisjPz8f69ethaWmJgwcPygUmiUSCjRs3Vqp/EhiBP6Uq58M10Ds6W26OSr61M3IGrQD0zVVYGRERUck4Z6UWkt6+1Lt3b4X5IOHh5b/tIyJC8baLV69e4fbt2zAyMkKzZs0EUWdpiusvISEBiYmJaN26NXR0dAAAdnZ2ACC7Haws0rrfvrVLKi0tDZmZmejUqZPCyE5UVBRycnLKcwhElaNvjpwRm/Bq4mFkD12HVxMPI2fEJgYVIiISNIaVWqhJkyYAFEPG3bt34efnV+7+Ll26hAsXLsi1bdiwARkZGRg2bJjcRPrqrjMgIABisRhz584t174OHDiA27dvyz5LJBKsWrUKBQUF8PT0lLWPGDEChoaGWL16Ne7evavQT3Z2tlyQMTExgUgkQmJiosK6FhYW0NPTw61bt+RuG3v58iWWL19ervqJqorEohUKWrryhZBERKQWeBtYLWRnZwc7OzscO3YMycnJ6NixI549e4YzZ87AxcUFx48fL1d/ffr0weeff47+/fvDysoKkZGRCA0NxXvvvYfp06fXaJ3SOS/vjsSUpUePHhgzZgwGDRqEevXq4fLly4iOjoa9vT3Gjx8vW69evXpYtWoVZsyYgaFDh6Jnz55o0aIFcnNzkZCQgLCwMHTq1AmbNm0CUPSgAVtbW1y9ehVff/01rK2toaGhgaFDh8LKygrjxo3D5s2bMXToUPTp0wdZWVk4f/48rKys0KBBgwqfOyIiIqK6gGGlFtLU1MTvv/+OFStW4MKFC4iKioK1tTXmzJmDXr16lTus9OvXDx999BE2bNiAU6dOQU9PD8OHD8fMmTMVXghZ3XVKRzsGDx5crn1NnjwZbm5u2LZtGx4/fgxTU1NMmDABM2bMkN0CJtW7d28EBgZi06ZNuHz5Mi5evAgDAwM0bNgQw4cPx4cffii3/k8//YQffvgBZ8+eRWZmJiQSCbp06QIrKyvZOQoMDMSuXbtQv359eHh4wNvbG0OGDCnnGSMiIiKqW0SSt58TS2ojICAA8+bNww8//IDhw4er7T7Ka/jw4dDU1MS+fftUXUq1Cg0NxYQJE+Dt7V3syyaBojkxVHPMzc15ztUAr5N64HVSD7xO6kGdr5O5ednzJjlnRc3NmzcPYrEYPj4+qi6l2mVlZeH27duYOnWqqkupNitWrIBYLMaECRNUXQoRERGRyvE2MDVlY2MDb29v2efWrVursJqaYWRkhJiYGFWXUa2cnZ2hq6sr+9ytWzcVVkNERESkWgwrasrGxgY2NjaqLoOqmLOzM5ydnVVdBhEREZEgMKxQiYYPHy6YuSpEREREVPdwzgoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSwwoREREREQkSw4qaCggIgFgslv3z8fGRW+7l5QWxWKyi6oTH19cXYrEYoaGhleqnus/rihUr5K6rr69vte2LiIiISOgYVtScm5sbvL290b9//xrdrzQsBQQE1Oh+aztnZ2d4e3vD09NT1aUQERERqZyWqgugynF3d8fw4cNVXQZVEWdnZzg7OyM0NBSBgYGqLoeIiIhIpRhWiIjqEFHqPWikx6HQ7D1ILFqpuhwiIqJSMazUcm/evIGvry+CgoKQmpqKpk2bYty4cRg/fjxEIpHC+qdOnYK/vz9iYmKQk5MDa2treHp6YtKkSdDU1AQAzJ07V/ZX/3nz5mHevHmy7e/cuQMAiI6ORkBAAMLCwvDs2TPk5eXB2toaQ4YMweTJk6GtrV2p43r+/Dn27NmDkJAQPHnyBJmZmWjQoAF69eqFadOmwcLCosw+4uPj4ebmBk9PT0yZMgU///wzrl27hoKCAnTq1AkzZ85Ehw4dit02Ly8PGzZsQGBgIJKSkmBlZYUJEybg448/rvI6SU28fqHqCkqXnQ69U4uglRAua8q36ooc9yWAvpnq6iovg3qqroCIiGoQw0otN2PGDMTGxqJfv34AgBMnTmD58uVISEjA3Llz5dZduXIl/Pz80LBhQ/Tt2xfGxsYIDw/HTz/9hBs3bmDNmjUAim49y8jIwOnTp+Hm5gYbGxuF/e7duxfBwcFwcHBAr169kJOTg7CwMKxcuRJRUVGVnjgeHh6OLVu2wMnJCXZ2dtDW1kZMTAx2796NkJAQBAYGwtjYWKm+njx5grFjx6Jdu3YYO3Ysnj59ir///hvjx4/Htm3b0LFjR4VtZs2ahZs3b6JXr17Q0NDAsWPHsHTpUmhra2PUqFHVUqfg5L1WdQU1SpKrU+oxG23oXoPVlJ9EpAHoGCPbYzUKrbpAIyECeicXwXD7EIgkhaouT2lZ0yJKXV7WdaIK0DZQdQVEVIcxrNRyjx49QlBQkOwL8fTp0zFy5Ehs3boVgwcPhq2tLQDg4sWL8PPzQ48ePeDr6wsDg6L/5ySRSLB48WL8+eefOH78OPr3/3/t3XtUVOXeB/DvcHMcULnIJcCkOgxRSiZKOqGmGJbg/XiWlmKyKpVQhEylrM46upZZai/gwmSlCYKGk6BHyCPneDk6gqCYeAGUMFA5ckTlGiC3/f7hO/M6DcggAzPA97OWa7mfvefZv2ceBvZvnufZe4pastLWmpmlS5fiyy+/VI3GKOv67LPPcODAAWRnZ8PT0/Op2zVmzBgoFAqYm5urlR88eBBr1qxBfHw8li1bplVd58+fx4cffoiPP/5YVTZz5ky8//77WLduHQ4fPqzxmtLSUqSkpMDCwgIAEBAQgGnTpmHXrl1qyYou4zQ0FlFP3389URMAC30H0QkioQV1b/4VzdK3AADN0rfwUBAgTg3Tc2Qd097PXU/vJ0NUE5an7xCIqA/j3cB6uaCgILVv7gcMGIBly5ZBEAQcPHhQVR4fHw8AWL9+vSpRAQCRSIRVq1ZBJBIhNTVV6/M6OjqqJSrKupTTpDIyMp6mOSo2NjYaCQAAzJgxAxYWFkhPT9e6roEDB2Lp0qVqZePGjcPYsWNx/fp1XLlyReM1YWFhqkQFAJ5//nmMHDkSv/32G2pqarokTqLOanFSv9Bvdh6lp0iIiIi0w5GVXm7UKM2LEWVZbm6uqiwnJwcSiQQHDhxotR6xWIwbN25ofd6GhgYkJCQgNTUVN27cQG1tLQRBUO2/e/eu1nW1JS0tDYmJibh69SqqqqrQ3Nz8VPW7u7u3mlCMGjUKGRkZyMvL01i70tpaFnt7ewBAdXW1WiKjqzgNTXvTcXobS0tLVFRUtLm/J4w0GZVkq0ZWAMD49vknHG2Y2vu5a6+fiIioZ2Gy0ssNHjy4zbLHRwAqKyvR1NSEbdu2tVlXba3288BXrFiBEydOwMXFBVOnToWNjQ1MTExQVVWFuLg4NDQ0dKAVmnbt2oVNmzbB2toar7/+OhwcHCAWiwEAsbGxaGxs1Lqu1t4jAKrF79XV1Rr7Hk9GlExMHn2cHk9GdBmnwelj89hFZuaAads/tzVLz3RjNB0nPhyCfsfWo0EQ0Ow8Csa3z8Ps+AY0OY9Gvf//6Ds87bXzc9dePxERUc/CZKWXu3fvHhwdHTXKAPULbuX/O/uEdwC4dOkSTpw4AW9vb8TExKhNB7t48SLi4uI6VX9TUxOio6Nha2uLQ4cOqd1RSxAEfP/99x2qT/l+/NH9+/cB4KkXwOs6TjJwBn6XqvrpkRD/vEptjUrTUBnqp24G+lvpMTIiIqK2MVnp5c6fP4/p06drlAHASy+9pCrz8PDAqVOnUFRUBBcXl3brNTJ6tNzp8VEEpVu3bgEA3njjDY11K8pzd0Z5eTmqq6sxduxYjVv/Xr58GfX19R2qLy8vD7///rvGVDBlrK3d7UwfcRJ1Sn8r1M/ZyeesEBFRj8IF9r1cdHS02jSm6upqbN++HSKRCDNnzlSVL1y4EADw6aefory8XKOesrIyFBYWqrYtLS0BPLor1h8pR3Kys9XnlhcUFCAmJqbVOJOSkuDm5qZxO+XW2NjYQCwW4+rVq6irq1OVV1ZWYsOGDe2+/o+qqqrw3XffqZWdPn0aGRkZkEqlbT5rpbvjJNIFweZPaH5hEhMVIiLqETiy0su5uLjA399f7TkrpaWlWLx4seq2xQAwfvx4BAUFITo6Gr6+vhg3bhwcHR1RUVGB4uJiZGdnY+XKlXjhhRcAACNGjIBYLEZsbCwqKythbf1oCkxQUBA8PDzg4eGBI0eOoKysDK+88gru3LmD48ePY8KECTh69KhGnC0tj57z8MeRmNYYGRnhnXfewa5duzBjxgxMnDgRNTU1OHXqFJycnGBnZ9eh92jUqFHYt28fcnJyMGLECJSUlOAf//gHxGJxp5IKXcdJRERE1NdwZKWXi4iIgL+/P/75z39i37596N+/P9atW4c1a9ZoHBsSEoIffvgBnp6eyMjIwO7du3Hy5Ek0NjYiODgY06ZNUx1raWmJyMhIuLi4QC6XIyIiAhEREQAeJRw7duzAnDlzcPPmTcTHx+PXX3/F6tWr8cknn7QaZ0FBAQDAz89Pq3aFhYUhNDQUIpEIe/fuRXp6Ovz9/bFz506Ympp26D0aMmQI9u3bB7FYjISEBBw/fhxeXl5ISEho9YGQHaHLOImIiIj6GpHw+P1kqcdISkpCeHg4Nm7c2OpDGXua2bNnw9jYGHK5vNvOefv2bfj4+GDWrFn46quvuu282sjMzERAQACCg4OxfPnyVo9pbboedR0rKyu+5z0A+6lnYD/1DOynnqEn95OVVfs3eOHISg8XHh4ONzc3hIaG6juUp1ZTU4P8/HwsWbJE36Ho3ebNm+Hm5oaAgAB9h0JERESkd1yz0kO5u7sjODhYte3q6qrHaDrHwsJC7QGVfZlMJkO/fv1U215eXnqMhoiIiEi/mKz0UO7u7k99S10yXDKZDDKZTN9hEBERERkEJivUZzk7O+PatWv6DoOIiIiI2sA1K0REREREZJCYrBARERERkUFiskJERERERAaJyQoRERERERkkJitERERERGSQmKwQEREREZFBYrJCREREREQGickKEREREREZJCYrRERERERkkJisEBERERGRQWKyQkREREREBonJChERERERGSQmK0REREREZJCYrBARERERkUFistLLJSUlwc3NTfUvNDRUbf/ChQvh5uamp+i6XlRUFNzc3JCZmanvULSyefNmtf6KiorSd0hEREREesNkpY/w8fFBcHAwpkyZ0q3nVSZLSUlJ3Xre7nL79m24ublh7dq1OqlPJpMhODgYs2bN0kl9RERERD2Zib4DoO4xefJkzJ49W99hUDtkMhlkMhkyMzORnJys73CIiKiPEt3/FS2lDyAytYZg8yd9h0N9GJMVIiIiInqkrhzi1I9hcjMDzQDMATQ9Oxb1fluA/lb6jo76ICYrBAB4+PAhoqKikJKSgvv378PZ2RnvvPMOFixYAJFIpHH8v/71L+zZswe5ubmor6/H0KFDMWvWLLz33nswNjYGAKxdu1Y1OhAeHo7w8HDV669duwYAuHLlCpKSkpCVlYU7d+6gsbERQ4cOxbRp07B48WKYmprqrI1yuRxxcXEoKiqCpaUl3n77baxYsQIWFhYax+bn52PHjh04d+4cKioqYGtri0mTJiE4OBhWVo9+WSclJanalJycrDYSEhcXh9deew3//e9/kZiYCIVCgVu3bqG6uhp2dnYYP348li9fDhsbG521j4iIqLPEqR/DqOwa6vy/RYuTJ4xKstHv2HqIf16F+jk79R0e9UFMVggAEBISgry8PPj6+gIA0tLSsGHDBpSUlGisx9iyZQtiYmJgb2+PN998EwMGDMD58+fx9ddfIycnB5GRkQAeTT2rqqrCsWPH4OPjA3d3d43z7t+/HydOnMDo0aMxfvx41NfXIysrC1u2bMHly5d1tsD8hx9+wNmzZ/H2229jwoQJSE9PR2xsLHJychAfH6+WFB07dgwrV66EkZERfHx84ODggMLCQsTHx0OhUGD//v0YNGgQ3N3dERAQgLi4OLz44ouYPHmyqg4nJycAwPnz5/HDDz9gzJgx8PDwgKmpKXJzc7Fv3z4oFAokJydjwIABOmkjERFRZ4ju/wqTmxmo8/8WzdK3AADN0rfQIAgQp4ZBdP9XTgmjbsdkhQAARUVFSElJUV04r1ixAnPnzsXu3bvh5+eH4cOHAwDOnDmDmJgYeHt7IyoqChKJBAAgCAL++te/4scff8TRo0cxZcoUtWSlrTUzS5cuxZdffqkajVHW9dlnn+HAgQPIzs6Gp6dnp9unUCjw008/4cUXX1SdY9WqVUhJScGePXsQGBgIACgvL8fq1athZWWFffv2qZIOAEhNTUVYWBgiIyPx+eefw93dHYsWLUJcXBzc3d2xfPlyjfOOGTMGCoUC5ubmauUHDx7EmjVrEB8fj2XLlnW6fURERJ1lVHETANDipP53t9l5lGp/M5MV6ma8GxgBAIKCgtS+4R8wYACWLVsGQRBw8OBBVXl8fDwAYP369apEBQBEIhFWrVoFkUiE1NRUrc/r6Oiolqgo63r33XcBABkZGU/THA0zZ85UJSrKc4SFhcHY2Fht+tahQ4dQU1ODsLAwtUQFAPz8/PDyyy93qH02NjYaiQoAzJgxAxYWFkhPT3+K1hAREelei+WzAACjkmy1cuPb59X2E3UnjqwQAGDUqFFtluXm5qrKcnJyIJFIcODAgVbrEYvFuHHjhtbnbWhoQEJCAlJTU3Hjxg3U1tZCEATV/rt372pd15O01j4nJyc4ODigoKAADQ0NMDMzw8WLFwEAly5dwq1btzRe8/DhQ5SXl+PBgwewtrbW6txpaWlITEzE1atXUVVVhebmZtU+XbWPiIioswSbP6Hp2bHod2w9GgQBzc6jYHz7PMyOb0DTUBmngJFeMFkhAMDgwYPbLKupqVGVVVZWoqmpCdu2bWuzrtraWq3Pu2LFCpw4cQIuLi6YOnUqbGxsYGJigqqqKsTFxaGhoaEDrWhbWwvZBw8ejJKSEvz+++8wMzNDZWUlACAhIeGJ9dXV1Wl13l27dmHTpk2wtrbG66+/DgcHB4jFYgBAbGwsGhsbO9AKIiKirlXvtwXin1dBnBqmKmsaKkP91M16jIr6MiYrBAC4d+8eHB0dNcoAqN0tS/l/XTwR/tKlSzhx4gS8vb0RExOjNh3s4sWLiIuL6/Q5lO7fv99q+b179yASiVRTtZTtO3z4MKRSaafO2dTUhOjoaNja2uLQoUNqCZMgCPj+++87VT8REZHO9bdC/ZydEN3/FQMbH6CKz1khPeOaFQLw6K5VbZW99NJLqjIPDw9UVFSgqKhIq3qNjB79iD0+9UlJOc3qjTfe0Fi30lo8ndFafSUlJSgtLYWrqyvMzMwAPGofANV0sPYo426tfeXl5aiursarr76qMbJz+fJl1NfXd6QJRERE3Uaw+ROM3KcwUSG9Y7JCAIDo6GhUV1ertqurq7F9+3aIRCLMnDlTVb5w4UIAwKeffory8nKNesrKylBYWKjatrS0BACUlpZqHKscycnOVl/IV1BQgJiYmFbjTEpKgpubm8btlNtz8OBB5Ofnq7YFQcDWrVvR3NyMWbNmqcrnzJkDc3NzfPvttygoKNCop66uTi2RGThwIEQiUavts7GxgVgsxtWrV9WmjVVWVmLDhg0dip+IiIioL+I0MAIAuLi4wN/fX+05K6WlpVi8eLHqtsUAMH78eAQFBSE6Ohq+vr4YN24cHB0dUVFRgeLiYmRnZ2PlypV44YUXAAAjRoyAWCxGbGwsKisrVYvSg4KC4OHhAQ8PDxw5cgRlZWV45ZVXcOfOHRw/fhwTJkzA0aNHNeJsaWkBAI2RmPZ4e3tj3rx5mDp1KqytrZGRkYErV65gxIgRWLBggeo4a2trbN26FSEhIZgxYwbGjRuH559/Hg0NDSgpKUFWVhZeffVV7Nz56MFY5ubmGD58OM6dO4dPPvkEQ4cOhZGREWbMmAEnJye888472LVrF2bMmIGJEyeipqYGp06dgpOTE+zs7DrUBiIiIqK+hskKAQAiIiIQGRmJ1NRU3Lt3D87Ozli3bp3ahbxSSEgIRo8ejbi4OGRkZKC6uhqWlpZwdnZGcHAwpk2bpjrW0tISkZGRiIqKglwuV019CgoKgrGxMXbs2IHNmzfj9OnTuHz5MoYOHYrVq1dj/PjxrSYrytEOPz+/DrVv8eLF8PHxQWxsLIqLizFo0CAEBAQgJCRENQVM6Y033kBycjJ27tyJjIwMnDlzBhKJBPb29pg9ezamT5+udvzXX3+NjRs34uTJk6iuroYgCPD09ISTkxPCwsIwaNAgJCcnY+/evRg8eDD8/f013iciIiIi0iQSHr9PLPU6SUlJCA8Px8aNG1t9KGNPM3v2bBgbG0Mul+s7lC6VmZmJgIAABAcHt/qwSQCtTsOjrmNlZcX3vAdgP/UM7Keegf3UM/TkfrKysmr3GK5Z6SPCw8Ph5uaG0NBQfYfy1GpqapCfn48lS5boO5Qus3nzZri5uSEgIEDfoRARERHpHaeB9XLu7u4IDg5Wbbu6uuoxms6xsLBQe0BlbySTydCvXz/VtpeXlx6jISIiItIvJiu9nLu7O9zd3fUdBmlJJpNBJpPpOwwiIiIig8BpYEREREREZJCYrBARERERkUFiskJERERERAaJyQoRERERERkkJitERERERGSQ+FBIIiIiIiIySBxZISIiIiIig8RkhYiIiIiIDBKTFSIiIiIiMkhMVoiIiIiIyCAxWSEiIiIiIoPEZIWIiIiIiAySib4DICIyJDU1NYiKikJaWhrKyspgZ2eHKVOmIDg4GObm5lrX4+bm1ua+WbNm4auvvtJFuL3epUuXEBUVhV9++QVNTU2QSqV47733MHXqVK3raGhoQExMDP7+97/jzp07GDRoECZOnIiVK1fCxsamC6PvOzrbT0lJSQgPD29zf1xcHF577TVdhdsnHTp0CNnZ2bhy5QquX7+OxsZGbNy4EbNnz+5QPS0tLUhISMD+/ftRXFwMiUQCmUyG0NBQDBkypIui7xt00UeZmZkICAhoc//T9Lm+MVkhIvo/tbW1WLBgAfLy8uDt7Q0/Pz/k5eVh165dOHfuHBISEtCvXz+t63NycsKsWbM0yt3d3XUZdq919uxZvP/++zAzM4Ofnx/Mzc2RlpaG0NBQlJaWIjAwsN06WlpasGzZMigUCowYMQK+vr4oLi6GXC5HRkYG9u/fD2tr625oTe+li35S8vHxafXz4eTkpMuQ+6SIiAiUlJTAysoKdnZ2KCkpeap6vvjiC8jlcri6umLhwoW4e/cujhw5gjNnziAxMREuLi66DbwP0VUfAYCXlxe8vLw0ynvk3x+BiIgEQRCEiIgIQSqVCt98841a+TfffCNIpVLhu+++07ouqVQqLFiwQNch9hmNjY3C5MmThWHDhgm5ubmq8qqqKsHX11d4+eWXhdu3b7dbz08//SRIpVIhLCxMaGlpUZXv3btXkEqlwueff94l8fcVuuqnAwcOCFKpVDhw4EBXhtunnTlzRtUXO3bseKr3OyMjQ5BKpcK7774rPHz4UFV+8uRJQSqVCoGBgTqNua/RRR+dPXtWkEqlQmRkZFeEqBdcs0JEBEAQBMjlckgkEgQFBantCwoKgkQigVwu11N0fc/Zs2dx8+ZN+Pv7q30TOGDAACxduhSNjY1ITk5utx5ln4WFhUEkEqnK582bhyFDhuDw4cOor6/XfQP6CF31E3U9mUzW6REq5ecpJCQEZmZmqvIJEybAy8sLCoUC//nPfzp1jr5MF33UG3EaGBERgKKiIty9exfe3t6QSCRq+yQSCUaOHAmFQoE7d+7gmWee0arOqqoqJCYmory8HIMGDcLIkSOfuJaF/l9WVhYAwNvbW2OfsuzcuXNPrOPhw4fIycnBc889p3EBIBKJIJPJkJiYiCtXrmDUqFE6irxv0UU/PS43NxcVFRVoamqCs7Mzxo4dCysrK90ES52WmZmp+n34R+PGjUNWVhaysrIwc+bM7g+O1BQVFWH37t14+PAh7O3tMXbsWNjb2+s7rKfCZIWICEBxcTEAtDnf2sXFBQqFAkVFRVonK/n5+fjiiy/UysaNG4dNmzZxYXc7ioqKAABDhw7V2GdrawuJRKLqs7bcvHkTLS0tT+xT5bmYrDwdXfTT4/bs2aO2LRaL8dFHH+HDDz/sVJzUebW1tSgrK4NUKoWxsbHGfuXPQEf6m7pOSkoKUlJSVNsmJiZYsGABVq9e3Wr/GTImK0REAKqrqwEAFhYWre5XltfU1GhVX2BgIHx9feHi4gJTU1MUFBQgOjoap06dwpIlS5CYmNjj/mB0J+X7PGDAgFb3W1hYqPqsLbruU9Kki34CAGdnZ3z++efw9vaGg4MDKisrkZGRga1bt2LLli3o378/Fi5cqNPYqWO0/Txp09/UdaytrfHxxx9j4sSJcHJyQl1dHX755Rds2bIFu3fvhkgkwtq1a/UdZocwWSGiXuWrr75CQ0OD1scHBAR0yd1r1qxZo7b96quvYseOHVi0aBGysrJw7Ngx+Pr66vy8RD3RH+9cJBaLMXPmTLz88suYM2cOtm3bhvnz58PEhJctRE/i6uoKV1dX1bZEIsHkyZPxyiuvYPr06dizZw8++OCDHjW6z089EfUqiYmJqK2t1fr4KVOmwMXFRfXNcFvfsivL2/pWURtGRkaYO3cusrKycOHCBSYrT9Det7Q1NTUYNGjQE+vojj7t63TRT0/i6uoKT09PpKeno7CwkGu+9Ejbz1Nbo2ykX7a2tvDx8YFcLkdOTg4mTZqk75C0xmSFiHqVX3755alep5xvrZyD/0fK8s6OwigXC3ckoeqLlO9zcXExhg0bpravrKwMtbW18PDweGIdQ4YMgZGRUZf3aV+mi35qj/IzU1dX16l6qHMkEglsbW1x+/ZtNDc3a0xjVa5VaW39EhmGnvpZ4q2LiYjw6KLLzs4OFy5c0EgkamtrceHCBTg7O2u9uL4tOTk5AB7N0ae2jR49GgCgUCg09inLlMe0RSwWw8PDA7/99pvGw9UEQUB6ejokEonGRTZpTxf99CTNzc24cuUKAMDR0fGp6yHd8PLyUv0+/KPTp08D6Fx/U9dS/v3pabdHZrJCRIRHt7KdO3cuamtrER0drbYvOjoatbW1+Mtf/qJWXldXh8LCQo3nCly7dg2NjY0a57hw4QK+//57mJqa4q233tJ9I3qRsWPHYsiQIUhJSUFeXp6qvLq6Gt999x1MTU3Vbo969+5dFBYWakxHUvbZ1q1bIQiCqvzHH3/ErVu3MG3aNIjF4q5tTC+mq35SJiSPa25uxubNm1FcXIzXXnsNdnZ2XdYOUvfgwQMUFhbiwYMHauXKz1NERITa2sB///vfyMrKgre3d4+7EO6p2uqj1j5LABAbG4vMzEy4uLhg+PDh3RGizoiEx397ExH1YbW1tZg/fz7y8/Ph7e2Nl156Cbm5uVAoFBg+fDji4+PVLmwzMzMREBAALy8vtVuurl27FidPnoSnpyeeeeYZmJiYoKCgAGfOnIFIJMIXX3yB+fPn66OJPcrZs2fx/vvvw8zMDH5+fjA3N0daWhpKSkqwZs0aBAYGqo5du3YtkpOTsXHjRsyePVtV3tLSgg8++AAKhQIjRozA6NGjcfPmTaSlpcHJyQlyuRzW1tb6aF6voYt+cnNzU/2zt7dHZWUlsrKyUFRUBAcHB8THx2PIkCH6aF6vIZfLkZ2dDQC4fv06rl69ipEjR6qmbXl6emLu3LkAgKioKGzbtg3BwcFYvny5Wj3r1q2DXC6Hq6srJkyYgLKyMvz8888wNzfHjz/+iOeee657G9aL6KKPJk2aBBMTEwwbNgz29vaoq6tDTk4OcnNzMXDgQOzcubPTUzO7G9esEBH9H4lEgvj4eERFRSEtLQ2ZmZmwtbVFYGAgPvroI62/gffx8UFVVRXy8/ORnp6OxsZGDB48GH5+fli0aFGP+0OhL2PGjMHevXsRGRmJn3/+GU1NTZBKpVi1ahWmTp2qVR1GRkbYvn07YmJicOjQIezevRuWlpb485//jJUrVzJR0QFd9FNgYCAuXryI9PR0VFZWwtTUFM8++yyWLVuGxYsXd2qRPj2SnZ2N5ORktbILFy6oTelSXgg/yd/+9jdIpVLs378fcXFxkEgkePPNNxEaGopnn31W53H3Jbroo3nz5kGhUODcuXOoqKiAkZERHB0dsWjRIgQGBsLBwaFLYu9KHFkhIiIiIiKDxDUrRERERERkkJisEBERERGRQWKyQkREREREBonJChERERERGSQmK0REREREZJCYrBARERERkUFiskJERERERAaJyQoRERERERkkJitERERERGSQmKwQEREREZFBYrJCREREREQGickKEREREREZpP8FcVqvs5JiAr4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_forest(\n", " [varying_intercept_slope_trace, covariation_intercept_slope_trace],\n", " model_names=[\"No covariation\", \"With covariation\"],\n", " var_names=[\"mu_a\", \"mu_b\", \"mu_alpha_beta\", \"sigma_a\", \"sigma_b\", \"chol_stds\", \"chol_corr\"],\n", " combined=True,\n", " figsize=(8, 6),\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimates are very close to each other, both for the means and the standard deviations. But remember, the information given by the correlation is only seen at the county level: in theory it uses even more information from the data to get an even more informed pooling of information for all county parameters. So let's visually compare estimates of both models at the county level:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# posterior means of covariation model:\n", "a_county_cov = (\n", " covariation_intercept_slope_trace.posterior[\"mu_alpha_beta\"][..., 0]\n", " + covariation_intercept_slope_trace.posterior[\"alpha_beta_county\"].sel(param=\"alpha\")\n", ").mean(dim=(\"chain\", \"draw\"))\n", "b_county_cov = (\n", " covariation_intercept_slope_trace.posterior[\"mu_alpha_beta\"][..., 1]\n", " + covariation_intercept_slope_trace.posterior[\"alpha_beta_county\"].sel(param=\"beta\")\n", ").mean(dim=(\"chain\", \"draw\"))\n", "\n", "# plot both and connect with lines\n", "avg_a_county = noncentered_trace.posterior[\"alpha\"].mean(dim=(\"chain\", \"draw\"))\n", "avg_b_county = noncentered_trace.posterior[\"beta\"].mean(dim=(\"chain\", \"draw\"))\n", "plt.scatter(avg_a_county, avg_b_county, label=\"No cov estimates\", alpha=0.6)\n", "plt.scatter(\n", " a_county_cov,\n", " b_county_cov,\n", " facecolors=\"none\",\n", " edgecolors=\"k\",\n", " lw=1,\n", " label=\"With cov estimates\",\n", " alpha=0.8,\n", ")\n", "plt.plot([avg_a_county, a_county_cov], [avg_b_county, b_county_cov], \"k-\", alpha=0.5)\n", "plt.xlabel(\"Intercept\")\n", "plt.ylabel(\"Slope\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The negative correlation is somewhat clear here: when the intercept increases, the slope decreases. So we understand why the model put most of the posterior weight into negative territory for the correlation term. Nevertheless, the model gives a non-trivial posterior probability to the possibility that the correlation could in fact be zero or positive.\n", "\n", "Interestingly, the differences between both models occur at extreme slope and intercept values. This is because the second model used the slightly negative correlation between intercepts and slopes to adjust their estimates: when intercepts are *larger* (smaller) than average, the model pushes *down* (up) the associated slopes.\n", "\n", "Globally, there is a lot of agreement here: modeling the correlation didn’t change inference that much. We already saw that radon levels tended to be lower in floors than basements, and when we checked the posterior distributions of the average effects (`alpha` and `beta`) and standard deviations, we noticed that they were almost identical. But on average the model with covariation will be more accurate -- because it squeezes additional information from the data, to shrink estimates in both dimensions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding group-level predictors\n", "\n", "A primary strength of multilevel models is the ability to handle predictors on multiple levels simultaneously. If we consider the varying-intercepts model above:\n", "\n", "$$y_i = \\alpha_{j[i]} + \\beta x_{i} + \\epsilon_i$$\n", "\n", "we may, instead of a simple random effect to describe variation in the expected radon value, specify another regression model with a county-level covariate. Here, we use the county uranium reading $u_j$, which is thought to be related to radon levels:\n", "\n", "$$\\alpha_j = \\gamma_0 + \\gamma_1 u_j + \\zeta_j$$\n", "\n", "$$\\zeta_j \\sim N(0, \\sigma_{\\alpha}^2)$$\n", "\n", "Thus, we are now incorporating a house-level predictor (floor or basement) as well as a county-level predictor (uranium).\n", "\n", "Note that the model has both indicator variables for each county, plus a county-level covariate. In classical regression, this would result in collinearity. In a multilevel model, the partial pooling of the intercepts towards the expected value of the group-level linear model avoids this.\n", "\n", "Group-level predictors also serve to reduce group-level variation, $\\sigma_{\\alpha}$ (here it would be the variation across counties, `sigma_a`). An important implication of this is that the group-level estimate induces stronger pooling -- by definition, a smaller $\\sigma_{\\alpha}$ means a stronger shrinkage of counties parameters towards the overall state mean. \n", "\n", "This is fairly straightforward to implement in PyMC -- we just add another level:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as hierarchical_intercept:\n", " # Priors\n", " sigma_a = pm.HalfCauchy(\"sigma_a\", 5)\n", "\n", " # County uranium model\n", " gamma_0 = pm.Normal(\"gamma_0\", mu=0.0, sigma=10.0)\n", " gamma_1 = pm.Normal(\"gamma_1\", mu=0.0, sigma=10.0)\n", "\n", " # Uranium model for intercept\n", " mu_a = pm.Deterministic(\"mu_a\", gamma_0 + gamma_1 * u)\n", " # County variation not explained by uranium\n", " epsilon_a = pm.Normal(\"epsilon_a\", mu=0, sigma=1, dims=\"county\")\n", " alpha = pm.Deterministic(\"alpha\", mu_a + sigma_a * epsilon_a, dims=\"county\")\n", "\n", " # Common slope\n", " beta = pm.Normal(\"beta\", mu=0.0, sigma=10.0)\n", "\n", " # Model error\n", " sigma_y = pm.Uniform(\"sigma_y\", lower=0, upper=100)\n", "\n", " # Expected value\n", " y_hat = alpha[county] + beta * floor_measure\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=log_radon)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster85\n", "\n", "85\n", "\n", "\n", "clustercounty (85)\n", "\n", "county (85)\n", "\n", "\n", "cluster919\n", "\n", "919\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a\n", "~\n", "HalfCauchy\n", "\n", "\n", "\n", "alpha\n", "\n", "alpha\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "sigma_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "sigma_y\n", "\n", "sigma_y\n", "~\n", "Uniform\n", "\n", "\n", "\n", "y_like\n", "\n", "y_like\n", "~\n", "Normal\n", "\n", "\n", "\n", "sigma_y->y_like\n", "\n", "\n", "\n", "\n", "\n", "gamma_0\n", "\n", "gamma_0\n", "~\n", "Normal\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "gamma_0->mu_a\n", "\n", "\n", "\n", "\n", "\n", "beta\n", "\n", "beta\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta->y_like\n", "\n", "\n", "\n", "\n", "\n", "gamma_1\n", "\n", "gamma_1\n", "~\n", "Normal\n", "\n", "\n", "\n", "gamma_1->mu_a\n", "\n", "\n", "\n", "\n", "\n", "mu_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "epsilon_a\n", "\n", "epsilon_a\n", "~\n", "Normal\n", "\n", "\n", "\n", "epsilon_a->alpha\n", "\n", "\n", "\n", "\n", "\n", "alpha->y_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(hierarchical_intercept)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do you see the new level, with `sigma_a` and `gamma`, which is two-dimensional because it contains the linear model for `a_county`?" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma_a, gamma_0, gamma_1, epsilon_a, beta, sigma_y]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [12000/12000 00:21<00:00 Sampling 4 chains, 1 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 22 seconds.\n" ] } ], "source": [ "with hierarchical_intercept:\n", " hierarchical_intercept_trace = pm.sample(tune=2000, random_seed=RANDOM_SEED)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uranium = u\n", "post = hierarchical_intercept_trace.posterior.assign_coords(uranium=uranium)\n", "avg_a = post[\"mu_a\"].mean(dim=(\"chain\", \"draw\")).values[np.argsort(uranium)]\n", "avg_a_county = post[\"alpha\"].mean(dim=(\"chain\", \"draw\"))\n", "avg_a_county_hdi = az.hdi(post, var_names=\"alpha\")[\"alpha\"]\n", "\n", "_, ax = plt.subplots()\n", "ax.plot(uranium[np.argsort(uranium)], avg_a, \"k--\", alpha=0.6, label=\"Mean intercept\")\n", "az.plot_hdi(\n", " uranium,\n", " post[\"alpha\"],\n", " fill_kwargs={\"alpha\": 0.1, \"color\": \"k\", \"label\": \"Mean intercept HPD\"},\n", " ax=ax,\n", ")\n", "ax.scatter(uranium, avg_a_county, alpha=0.8, label=\"Mean county-intercept\")\n", "ax.vlines(\n", " uranium,\n", " avg_a_county_hdi.sel(hdi=\"lower\"),\n", " avg_a_county_hdi.sel(hdi=\"higher\"),\n", " alpha=0.5,\n", " color=\"orange\",\n", ")\n", "plt.xlabel(\"County-level uranium\")\n", "plt.ylabel(\"Intercept estimate\")\n", "plt.legend(fontsize=9);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uranium is indeed strongly associated with baseline radon levels in each county. The graph above shows the average relationship and its uncertainty: the baseline radon level in an average county as a function of uranium, as well as the 94% HPD of this radon level (dashed line and envelope). The blue points and orange bars represent the relationship between baseline radon and uranium, but now for each county. As you see, the uncertainty is bigger now, because it adds on top of the average uncertainty -- each county has its idyosyncracies after all.\n", "\n", "If we compare the county-intercepts for this model with those of the partial-pooling model without a county-level covariate:The standard errors on the intercepts are narrower than for the partial-pooling model without a county-level covariate." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labeller = az.labels.mix_labellers((az.labels.NoVarLabeller, az.labels.NoModelLabeller))\n", "ax = az.plot_forest(\n", " [varying_intercept_trace, hierarchical_intercept_trace],\n", " model_names=[\"W/t. county pred.\", \"With county pred.\"],\n", " var_names=[\"alpha\"],\n", " combined=True,\n", " figsize=(6, 40),\n", " textsize=9,\n", " labeller=labeller(),\n", ")\n", "ax[0].set_ylabel(\"alpha\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the compatibility intervals are narrower for the model including the county-level covariate. This is expected, as the effect of a covariate is to reduce the variation in the outcome variable -- provided the covariate is of predictive value. More importantly, with this model we were able to squeeze even more information out of the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlations among levels\n", "\n", "In some instances, having predictors at multiple levels can reveal correlation between individual-level variables and group residuals. We can account for this by including the average of the individual predictors as a covariate in the model for the group intercept.\n", "\n", "$$\\alpha_j = \\gamma_0 + \\gamma_1 u_j + \\gamma_2 \\bar{x} + \\zeta_j$$\n", "\n", "These are broadly referred to as ***contextual effects***.\n", "\n", "To add these effects to our model, let's create a new variable containing the mean of `floor` in each county and add that to our previous model:" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# Create new variable for mean of floor across counties\n", "avg_floor_data = srrs_mn.groupby(\"county\")[\"floor\"].mean().values" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "with pm.Model(coords=coords) as contextual_effect:\n", " floor_idx = pm.Data(\"floor_idx\", floor_measure, mutable=True)\n", " county_idx = pm.Data(\"county_idx\", county, mutable=True)\n", " y = pm.Data(\"y\", log_radon, mutable=True)\n", "\n", " # Priors\n", " sigma_a = pm.HalfCauchy(\"sigma_a\", 5)\n", "\n", " # County uranium model for slope\n", " gamma = pm.Normal(\"gamma\", mu=0.0, sigma=10, shape=3)\n", "\n", " # Uranium model for intercept\n", " mu_a = pm.Deterministic(\"mu_a\", gamma[0] + gamma[1] * u + gamma[2] * avg_floor_data)\n", "\n", " # County variation not explained by uranium\n", " epsilon_a = pm.Normal(\"epsilon_a\", mu=0, sigma=1, dims=\"county\")\n", " alpha = pm.Deterministic(\"alpha\", mu_a + sigma_a * epsilon_a)\n", "\n", " # Common slope\n", " beta = pm.Normal(\"beta\", mu=0.0, sigma=10)\n", "\n", " # Model error\n", " sigma_y = pm.Uniform(\"sigma_y\", lower=0, upper=100)\n", "\n", " # Expected value\n", " y_hat = alpha[county_idx] + beta * floor_idx\n", "\n", " # Data likelihood\n", " y_like = pm.Normal(\"y_like\", mu=y_hat, sigma=sigma_y, observed=y)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma_a, gamma, epsilon_a, beta, sigma_y]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
gamma[0]1.430.051.331.510.00.02614.082072.201.0
gamma[1]0.700.090.530.860.00.02935.941793.381.0
gamma[2]0.390.190.040.770.00.03077.642550.771.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", "gamma[0] 1.43 0.05 1.33 1.51 0.0 0.0 2614.08 2072.20 \n", "gamma[1] 0.70 0.09 0.53 0.86 0.0 0.0 2935.94 1793.38 \n", "gamma[2] 0.39 0.19 0.04 0.77 0.0 0.0 3077.64 2550.77 \n", "\n", " r_hat \n", "gamma[0] 1.0 \n", "gamma[1] 1.0 \n", "gamma[2] 1.0 " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(contextual_effect_trace, var_names=\"gamma\", round_to=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we might infer from this that counties with higher proportions of houses without basements tend to have higher baseline levels of radon. This seems to be new, as up to this point we saw that `floor` was *negatively* associated with radon levels. But remember this was at the household-level: radon tends to be higher in houses with basements. But at the county-level it seems that the less basements on average in the county, the more radon. So it's not that contradictory. What's more, the estimate for $\\gamma_2$ is quite uncertain and overlaps with zero, so it's possible that the relationship is not that strong. And finally, let's note that $\\gamma_2$ estimates something else than uranium's effect, as this is already taken into account by $\\gamma_1$ -- it answers the question \"once we know uranium level in the county, is there any value in learning about the proportion of houses without basements?\".\n", "\n", "All of this is to say that we shouldn't interpret this causally: there is no credible mechanism by which a basement (or absence thereof) *causes* radon emissions. More probably, our causal graph is missing something: a confounding variable, one that influences both basement construction and radon levels, is lurking somewhere in the dark... Perhaps is it the type of soil, which might influence what type of structures are built *and* the level of radon? Maybe adding this to our model would help with causal inference." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediction\n", "\n", "{cite:t}`gelman2006multilevel` used cross-validation tests to check the prediction error of the unpooled, pooled, and partially-pooled models\n", "\n", "**root mean squared cross-validation prediction errors**:\n", "\n", "* unpooled = 0.86\n", "* pooled = 0.84\n", "* multilevel = 0.79\n", "\n", "There are two types of prediction that can be made in a multilevel model:\n", "\n", "1. a new individual within an existing group\n", "2. a new individual within a new group\n", "\n", "For example, if we wanted to make a prediction for a new house with no basement in St. Louis and Kanabec counties, we just need to sample from the radon model with the appropriate intercept." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is, \n", "\n", "$$\\tilde{y}_i \\sim N(\\alpha_{69} + \\beta (x_i=1), \\sigma_y^2)$$\n", "\n", "Because we judiciously set the county index and floor values as shared variables earlier, we can modify them directly to the desired values (69 and 1 respectively) and sample corresponding posterior predictions, without having to redefine and recompile our model. Using the model just above:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [y_like]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prediction_coords = {\"obs_id\": [\"ST LOUIS\", \"KANABEC\"]}\n", "with contextual_effect:\n", " pm.set_data({\"county_idx\": np.array([69, 31]), \"floor_idx\": np.array([1, 1]), \"y\": np.ones(2)})\n", " stl_pred = pm.sample_posterior_predictive(contextual_effect_trace.posterior)\n", "\n", "contextual_effect_trace.extend(stl_pred)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(contextual_effect_trace, group=\"posterior_predictive\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Benefits of Multilevel Models\n", "\n", "- Accounting for natural hierarchical structure of observational data.\n", "\n", "- Estimation of coefficients for (under-represented) groups.\n", "\n", "- Incorporating individual- and group-level information when estimating group-level coefficients.\n", "\n", "- Allowing for variation among individual-level coefficients across groups.\n", "\n", "As an alternative approach to hierarchical modeling for this problem, check out a [geospatial approach](https://www.pymc-labs.io/blog-posts/spatial-gaussian-process-01/) to modeling radon levels.\n", "\n", "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", "\n", "mcelreath2018statistical\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", "* Authored by Chris Fonnesbeck in May, 2017 ([pymc#2124](https://github.com/pymc-devs/pymc/pull/2124))\n", "* Updated by Colin Carroll in June, 2018 ([pymc#3049](https://github.com/pymc-devs/pymc/pull/3049))\n", "* Updated by Alex Andorra in January, 2020 ([pymc#3765](https://github.com/pymc-devs/pymc/pull/3765))\n", "* Updated by Oriol Abril in June, 2020 ([pymc#3963](https://github.com/pymc-devs/pymc/pull/3963))\n", "* Updated by Farhan Reynaldo in November 2021 ([pymc-examples#246](https://github.com/pymc-devs/pymc-examples/pull/246))\n", "* Updated by Chris Fonnesbeck in Februry 2022 ([pymc-examples#285](https://github.com/pymc-devs/pymc-examples/pull/285))\n", "* Updated by Chris Fonnesbeck in November 2022 ([pymc-examples#468](https://github.com/pymc-devs/pymc-examples/pull/468))\n", "* Updated by Oriol Abril in November 2022 ([pymc-examples#473](https://github.com/pymc-devs/pymc-examples/pull/473))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Wed Dec 07 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.10\n", "IPython version : 8.7.0\n", "\n", "arviz : 0.14.0\n", "xarray : 2022.12.0\n", "pymc : 4.4.0\n", "matplotlib: 3.6.2\n", "pandas : 1.5.2\n", "seaborn : 0.12.1\n", "numpy : 1.21.6\n", "pytensor : 2.8.7\n", "\n", "Watermark: 2.3.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.10" }, "latex_envs": { "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 0 }, "vscode": { "interpreter": { "hash": "ec56aa3190b0f648207ab494f94190fc435e6b5d8925a230ec5576711d28b38a" } } }, "nbformat": 4, "nbformat_minor": 2 }