{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "(survival_analysis)=\n", "# Bayesian Survival Analysis\n", "\n", "[Survival analysis](https://en.wikipedia.org/wiki/Survival_analysis) studies the distribution of the time to an event. Its applications span many fields across medicine, biology, engineering, and social science. This tutorial shows how to fit and analyze a Bayesian survival model in Python using PyMC.\n", "\n", "We illustrate these concepts by analyzing a [mastectomy data set](https://vincentarelbundock.github.io/Rdatasets/doc/HSAUR/mastectomy.html) from `R`'s [HSAUR](https://cran.r-project.org/web/packages/HSAUR/index.html) package.\n", "\n", ":::{post} Jan 17, 2023\n", ":tags: censored, survival analysis \n", ":category: intermediate, how-to\n", ":author: Austin Rochford, Chris Fonnesbeck\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.0.1+42.g99dd7158\n" ] } ], "source": [ "import arviz as az\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor\n", "\n", "from matplotlib import pyplot as plt\n", "from pymc.distributions.timeseries import GaussianRandomWalk\n", "from pytensor import tensor as T\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 8927\n", "rng = np.random.default_rng(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "try:\n", " df = pd.read_csv(\"../data/mastectomy.csv\")\n", "except FileNotFoundError:\n", " df = pd.read_csv(pm.get_data(\"mastectomy.csv\"))\n", "\n", "df.event = df.event.astype(np.int64)\n", "df.metastasized = (df.metastasized == \"yes\").astype(np.int64)\n", "n_patients = df.shape[0]\n", "patients = np.arange(n_patients)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " time event metastasized\n", "0 23 1 0\n", "1 47 1 0\n", "2 69 1 0\n", "3 70 0 0\n", "4 100 0 0" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "44" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_patients" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each row represents observations from a woman diagnosed with breast cancer that underwent a mastectomy. The column `time` represents the time (in months) post-surgery that the woman was observed. The column `event` indicates whether or not the woman died during the observation period. The column `metastasized` represents whether the cancer had [metastasized](https://en.wikipedia.org/wiki/Metastatic_breast_cancer) prior to surgery.\n", "\n", "This tutorial analyzes the relationship between survival time post-mastectomy and whether or not the cancer had metastasized." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A crash course in survival analysis\n", "\n", "First we introduce a (very little) bit of theory. If the random variable $T$ is the time to the event we are studying, survival analysis is primarily concerned with the survival function\n", "\n", "$$S(t) = P(T > t) = 1 - F(t),$$\n", "\n", "where $F$ is the [CDF](https://en.wikipedia.org/wiki/Cumulative_distribution_function) of $T$. It is mathematically convenient to express the survival function in terms of the [hazard rate](https://en.wikipedia.org/wiki/Survival_analysis#Hazard_function_and_cumulative_hazard_function), $\\lambda(t)$. The hazard rate is the instantaneous probability that the event occurs at time $t$ given that it has not yet occurred. That is,\n", "\n", "$$\\begin{align*}\n", "\\lambda(t)\n", " & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t\\ |\\ T > t)}{\\Delta t} \\\\\n", " & = \\lim_{\\Delta t \\to 0} \\frac{P(t < T < t + \\Delta t)}{\\Delta t \\cdot P(T > t)} \\\\\n", " & = \\frac{1}{S(t)} \\cdot \\lim_{\\Delta t \\to 0} \\frac{S(t) - S(t + \\Delta t)}{\\Delta t}\n", " = -\\frac{S'(t)}{S(t)}.\n", "\\end{align*}$$\n", "\n", "Solving this differential equation for the survival function shows that\n", "\n", "$$S(t) = \\exp\\left(-\\int_0^t \\lambda(s)\\ ds\\right).$$\n", "\n", "This representation of the survival function shows that the cumulative hazard function\n", "\n", "$$\\Lambda(t) = \\int_0^t \\lambda(s)\\ ds$$\n", "\n", "is an important quantity in survival analysis, since we may concisely write $S(t) = \\exp(-\\Lambda(t)).$\n", "\n", "An important, but subtle, point in survival analysis is [censoring](https://en.wikipedia.org/wiki/Survival_analysis#Censoring). Even though the quantity we are interested in estimating is the time between surgery and death, we do not observe the death of every subject. At the point in time that we perform our analysis, some of our subjects will thankfully still be alive. In the case of our mastectomy study, `df.event` is one if the subject's death was observed (the observation is not censored) and is zero if the death was not observed (the observation is censored)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5909090909090909" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.event.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just over 40% of our observations are censored. We visualize the observed durations and indicate which observations are censored below." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "ax.hlines(\n", " patients[df.event.values == 0], 0, df[df.event.values == 0].time, color=\"C3\", label=\"Censored\"\n", ")\n", "\n", "ax.hlines(\n", " patients[df.event.values == 1], 0, df[df.event.values == 1].time, color=\"C7\", label=\"Uncensored\"\n", ")\n", "\n", "ax.scatter(\n", " df[df.metastasized.values == 1].time,\n", " patients[df.metastasized.values == 1],\n", " color=\"k\",\n", " zorder=10,\n", " label=\"Metastasized\",\n", ")\n", "\n", "ax.set_xlim(left=0)\n", "ax.set_xlabel(\"Months since mastectomy\")\n", "ax.set_yticks([])\n", "ax.set_ylabel(\"Subject\")\n", "\n", "ax.set_ylim(-0.25, n_patients + 0.25)\n", "\n", "ax.legend(loc=\"center right\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When an observation is censored (`df.event` is zero), `df.time` is not the subject's survival time. All we can conclude from such a censored observation is that the subject's true survival time exceeds `df.time`.\n", "\n", "This is enough basic survival analysis theory for the purposes of this tutorial; for a more extensive introduction, consult Aalen et al.^[Aalen, Odd, Ornulf Borgan, and Hakon Gjessing. Survival and event history analysis: a process point of view. Springer Science & Business Media, 2008.]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bayesian proportional hazards model\n", "\n", "The two most basic estimators in survival analysis are the [Kaplan-Meier estimator](https://en.wikipedia.org/wiki/Kaplan%E2%80%93Meier_estimator) of the survival function and the [Nelson-Aalen estimator](https://en.wikipedia.org/wiki/Nelson%E2%80%93Aalen_estimator) of the cumulative hazard function. However, since we want to understand the impact of metastization on survival time, a risk regression model is more appropriate. Perhaps the most commonly used risk regression model is [Cox's proportional hazards model](https://en.wikipedia.org/wiki/Proportional_hazards_model). In this model, if we have covariates $\\mathbf{x}$ and regression coefficients $\\beta$, the hazard rate is modeled as\n", "\n", "$$\\lambda(t) = \\lambda_0(t) \\exp(\\mathbf{x} \\beta).$$\n", "\n", "Here $\\lambda_0(t)$ is the baseline hazard, which is independent of the covariates $\\mathbf{x}$. In this example, the covariates are the one-dimensional vector `df.metastasized`.\n", "\n", "Unlike in many regression situations, $\\mathbf{x}$ should not include a constant term corresponding to an intercept. If $\\mathbf{x}$ includes a constant term corresponding to an intercept, the model becomes [unidentifiable](https://en.wikipedia.org/wiki/Identifiability). To illustrate this unidentifiability, suppose that\n", "\n", "$$\\lambda(t) = \\lambda_0(t) \\exp(\\beta_0 + \\mathbf{x} \\beta) = \\lambda_0(t) \\exp(\\beta_0) \\exp(\\mathbf{x} \\beta).$$\n", "\n", "If $\\tilde{\\beta}_0 = \\beta_0 + \\delta$ and $\\tilde{\\lambda}_0(t) = \\lambda_0(t) \\exp(-\\delta)$, then $\\lambda(t) = \\tilde{\\lambda}_0(t) \\exp(\\tilde{\\beta}_0 + \\mathbf{x} \\beta)$ as well, making the model with $\\beta_0$ unidentifiable.\n", "\n", "In order to perform Bayesian inference with the Cox model, we must specify priors on $\\beta$ and $\\lambda_0(t)$. We place a normal prior on $\\beta$, $\\beta \\sim N(\\mu_{\\beta}, \\sigma_{\\beta}^2),$ where $\\mu_{\\beta} \\sim N(0, 10^2)$ and $\\sigma_{\\beta} \\sim U(0, 10)$.\n", "\n", "A suitable prior on $\\lambda_0(t)$ is less obvious. We choose a semiparametric prior, where $\\lambda_0(t)$ is a piecewise constant function. This prior requires us to partition the time range in question into intervals with endpoints $0 \\leq s_1 < s_2 < \\cdots < s_N$. With this partition, $\\lambda_0 (t) = \\lambda_j$ if $s_j \\leq t < s_{j + 1}$. With $\\lambda_0(t)$ constrained to have this form, all we need to do is choose priors for the $N - 1$ values $\\lambda_j$. We use independent vague priors $\\lambda_j \\sim \\operatorname{Gamma}(10^{-2}, 10^{-2}).$ For our mastectomy example, we make each interval three months long." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "interval_length = 3\n", "interval_bounds = np.arange(0, df.time.max() + interval_length + 1, interval_length)\n", "n_intervals = interval_bounds.size - 1\n", "intervals = np.arange(n_intervals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see how deaths and censored observations are distributed in these intervals." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "ax.hist(\n", " df[df.event == 0].time.values,\n", " bins=interval_bounds,\n", " lw=0,\n", " color=\"C3\",\n", " alpha=0.5,\n", " label=\"Censored\",\n", ")\n", "\n", "ax.hist(\n", " df[df.event == 1].time.values,\n", " bins=interval_bounds,\n", " lw=0,\n", " color=\"C7\",\n", " alpha=0.5,\n", " label=\"Uncensored\",\n", ")\n", "\n", "ax.set_xlim(0, interval_bounds[-1])\n", "ax.set_xlabel(\"Months since mastectomy\")\n", "\n", "ax.set_yticks([0, 1, 2, 3])\n", "ax.set_ylabel(\"Number of observations\")\n", "\n", "ax.legend();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "With the prior distributions on $\\beta$ and $\\lambda_0(t)$ chosen, we now show how the model may be fit using MCMC simulation with `pymc`. The key observation is that the piecewise-constant proportional hazard model is [closely related](http://data.princeton.edu/wws509/notes/c7s4.html) to a Poisson regression model. (The models are not identical, but their likelihoods differ by a factor that depends only on the observed data and not the parameters $\\beta$ and $\\lambda_j$. For details, see Germán Rodríguez's WWS 509 [course notes](http://data.princeton.edu/wws509/notes/c7s4.html).)\n", "\n", "We define indicator variables based on whether the $i$-th subject died in the $j$-th interval,\n", "\n", "$$d_{i, j} = \\begin{cases}\n", " 1 & \\textrm{if subject } i \\textrm{ died in interval } j \\\\\n", " 0 & \\textrm{otherwise}\n", "\\end{cases}.$$" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "last_period = np.floor((df.time - 0.01) / interval_length).astype(int)\n", "\n", "death = np.zeros((n_patients, n_intervals))\n", "death[patients, last_period] = df.event" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also define $t_{i, j}$ to be the amount of time the $i$-th subject was at risk in the $j$-th interval." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "exposure = np.greater_equal.outer(df.time.to_numpy(), interval_bounds[:-1]) * interval_length\n", "exposure[patients, last_period] = df.time - interval_bounds[last_period]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, denote the risk incurred by the $i$-th subject in the $j$-th interval as $\\lambda_{i, j} = \\lambda_j \\exp(\\mathbf{x}_i \\beta)$.\n", "\n", "We may approximate $d_{i, j}$ with a Poisson random variable with mean $t_{i, j}\\ \\lambda_{i, j}$. This approximation leads to the following `pymc` model." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "coords = {\"intervals\": intervals}\n", "\n", "with pm.Model(coords=coords) as model:\n", " lambda0 = pm.Gamma(\"lambda0\", 0.01, 0.01, dims=\"intervals\")\n", "\n", " beta = pm.Normal(\"beta\", 0, sigma=1000)\n", "\n", " lambda_ = pm.Deterministic(\"lambda_\", T.outer(T.exp(beta * df.metastasized), lambda0))\n", " mu = pm.Deterministic(\"mu\", exposure * lambda_)\n", "\n", " obs = pm.Poisson(\"obs\", mu, observed=death)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now sample from the model." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "n_samples = 1000\n", "n_tune = 1000" ] }, { "cell_type": "code", "execution_count": 14, "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: [lambda0, beta]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 05:04<00:00 Sampling 4 chains, 178 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 304 seconds.\n" ] } ], "source": [ "with model:\n", " idata = pm.sample(\n", " n_samples,\n", " tune=n_tune,\n", " target_accept=0.99,\n", " random_seed=RANDOM_SEED,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the hazard rate for subjects whose cancer has metastasized is about one and a half times the rate of those whose cancer has not metastasized." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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       "array(2.51161491)
" ], "text/plain": [ "\n", "array(2.51161491)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.exp(idata.posterior[\"beta\"]).mean()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_autocorr(idata, var_names=[\"beta\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now examine the effect of metastization on both the cumulative hazard and on the survival function." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "base_hazard = idata.posterior[\"lambda0\"]\n", "met_hazard = idata.posterior[\"lambda0\"] * np.exp(idata.posterior[\"beta\"])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def cum_hazard(hazard):\n", " return (interval_length * hazard).cumsum(axis=-1)\n", "\n", "\n", "def survival(hazard):\n", " return np.exp(-cum_hazard(hazard))\n", "\n", "\n", "def get_mean(trace):\n", " return trace.mean((\"chain\", \"draw\"))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (hazard_ax, surv_ax) = plt.subplots(ncols=2, sharex=True, sharey=False, figsize=(16, 6))\n", "\n", "az.plot_hdi(\n", " interval_bounds[:-1],\n", " cum_hazard(base_hazard),\n", " ax=hazard_ax,\n", " smooth=False,\n", " color=\"C0\",\n", " fill_kwargs={\"label\": \"Had not metastasized\"},\n", ")\n", "az.plot_hdi(\n", " interval_bounds[:-1],\n", " cum_hazard(met_hazard),\n", " ax=hazard_ax,\n", " smooth=False,\n", " color=\"C1\",\n", " fill_kwargs={\"label\": \"Metastasized\"},\n", ")\n", "\n", "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(base_hazard)), color=\"darkblue\")\n", "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(met_hazard)), color=\"maroon\")\n", "\n", "hazard_ax.set_xlim(0, df.time.max())\n", "hazard_ax.set_xlabel(\"Months since mastectomy\")\n", "hazard_ax.set_ylabel(r\"Cumulative hazard $\\Lambda(t)$\")\n", "hazard_ax.legend(loc=2)\n", "\n", "az.plot_hdi(interval_bounds[:-1], survival(base_hazard), ax=surv_ax, smooth=False, color=\"C0\")\n", "az.plot_hdi(interval_bounds[:-1], survival(met_hazard), ax=surv_ax, smooth=False, color=\"C1\")\n", "\n", "surv_ax.plot(interval_bounds[:-1], get_mean(survival(base_hazard)), color=\"darkblue\")\n", "surv_ax.plot(interval_bounds[:-1], get_mean(survival(met_hazard)), color=\"maroon\")\n", "\n", "surv_ax.set_xlim(0, df.time.max())\n", "surv_ax.set_xlabel(\"Months since mastectomy\")\n", "surv_ax.set_ylabel(\"Survival function $S(t)$\")\n", "\n", "fig.suptitle(\"Bayesian survival model\");" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that the cumulative hazard for metastasized subjects increases more rapidly initially (through about seventy months), after which it increases roughly in parallel with the baseline cumulative hazard.\n", "\n", "These plots also show the pointwise 95% high posterior density interval for each function. One of the distinct advantages of the Bayesian model fit with `pymc` is the inherent quantification of uncertainty in our estimates." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "##### Time varying effects\n", "\n", "Another of the advantages of the model we have built is its flexibility. From the plots above, we may reasonable believe that the additional hazard due to metastization varies over time; it seems plausible that cancer that has metastasized increases the hazard rate immediately after the mastectomy, but that the risk due to metastization decreases over time. We can accommodate this mechanism in our model by allowing the regression coefficients to vary over time. In the time-varying coefficient model, if $s_j \\leq t < s_{j + 1}$, we let $\\lambda(t) = \\lambda_j \\exp(\\mathbf{x} \\beta_j).$ The sequence of regression coefficients $\\beta_1, \\beta_2, \\ldots, \\beta_{N - 1}$ form a normal random walk with $\\beta_1 \\sim N(0, 1)$, $\\beta_j\\ |\\ \\beta_{j - 1} \\sim N(\\beta_{j - 1}, 1)$.\n", "\n", "We implement this model in `pymc` as follows." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "coords = {\"intervals\": intervals}\n", "\n", "with pm.Model(coords=coords) as time_varying_model:\n", " lambda0 = pm.Gamma(\"lambda0\", 0.01, 0.01, dims=\"intervals\")\n", " beta = GaussianRandomWalk(\"beta\", init_dist=pm.Normal.dist(), sigma=1.0, dims=\"intervals\")\n", "\n", " lambda_ = pm.Deterministic(\"h\", lambda0 * T.exp(T.outer(T.constant(df.metastasized), beta)))\n", " mu = pm.Deterministic(\"mu\", exposure * lambda_)\n", "\n", " obs = pm.Poisson(\"obs\", mu, observed=death)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We proceed to sample from this model." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "/home/cfonnesbeck/GitHub/pymc/pymc/logprob/joint_logprob.py:167: UserWarning: Found a random variable that was neither among the observations nor the conditioned variables: [normal_rv{0, (0, 0), floatX, False}.0, normal_rv{0, (0, 0), floatX, False}.out]\n", " warnings.warn(\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [lambda0, beta]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [8000/8000 08:55<00:00 Sampling 4 chains, 220 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 536 seconds.\n" ] } ], "source": [ "with time_varying_model:\n", " time_varying_idata = pm.sample(\n", " n_samples,\n", " tune=n_tune,\n", " return_inferencedata=True,\n", " target_accept=0.99,\n", " random_seed=RANDOM_SEED,\n", " )" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_forest(time_varying_idata, var_names=[\"beta\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see from the plot of $\\beta_j$ over time below that initially $\\beta_j > 0$, indicating an elevated hazard rate due to metastization, but that this risk declines as $\\beta_j < 0$ eventually." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "beta_eti = time_varying_idata.posterior[\"beta\"].quantile((0.025, 0.975), dim=(\"chain\", \"draw\"))\n", "beta_eti_low = beta_eti.sel(quantile=0.025)\n", "beta_eti_high = beta_eti.sel(quantile=0.975)\n", "\n", "ax.fill_between(interval_bounds[:-1], beta_eti_low, beta_eti_high, color=\"C0\", alpha=0.25)\n", "\n", "beta_hat = time_varying_idata.posterior[\"beta\"].mean((\"chain\", \"draw\"))\n", "\n", "ax.step(interval_bounds[:-1], beta_hat, color=\"C0\")\n", "\n", "ax.scatter(\n", " interval_bounds[last_period[(df.event.values == 1) & (df.metastasized == 1)]],\n", " beta_hat.isel(intervals=last_period[(df.event.values == 1) & (df.metastasized == 1)]),\n", " color=\"C1\",\n", " zorder=10,\n", " label=\"Died, cancer metastasized\",\n", ")\n", "\n", "ax.scatter(\n", " interval_bounds[last_period[(df.event.values == 0) & (df.metastasized == 1)]],\n", " beta_hat.isel(intervals=last_period[(df.event.values == 0) & (df.metastasized == 1)]),\n", " color=\"C0\",\n", " zorder=10,\n", " label=\"Censored, cancer metastasized\",\n", ")\n", "\n", "ax.set_xlim(0, df.time.max())\n", "ax.set_xlabel(\"Months since mastectomy\")\n", "ax.set_ylabel(r\"$\\beta_j$\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The coefficients $\\beta_j$ begin declining rapidly around one hundred months post-mastectomy, which seems reasonable, given that only three of twelve subjects whose cancer had metastasized lived past this point died during the study.\n", "\n", "The change in our estimate of the cumulative hazard and survival functions due to time-varying effects is also quite apparent in the following plots." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "tv_base_hazard = time_varying_idata.posterior[\"lambda0\"]\n", "tv_met_hazard = time_varying_idata.posterior[\"lambda0\"] * np.exp(\n", " time_varying_idata.posterior[\"beta\"]\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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wTdu2qKgI2dnZcHR0lH+Hlbm6ujJYISKilxqDlXpKIBAgJBiNZhjY81i8eDFiY2PRunVr+Pj4wMrKCkKhEIWFhQgLC4NIJJLnlQUP6h48ra2tNQ5WzMzMlNJkv8pX7qUpKiqSl6GKlZWVfNK5LlRVr6qOyR6UCwoKIJVKkZOTU2Vv17MBhzpisRizZ8/G9evX4eTkhEGDBqFJkybQ19fH3bt3ERUVpfBddenSBatXr8bWrVtx5MgR+VAvZ2dnBAUFVbnIQGUXL17E3LlzAQA9e/bEgAEDYGpqCgA4deoU/vrrL4VyP/roIzg4OODgwYPYtGkTNm3aBCMjIwwePBgzZ85E06ZNa1Tuzp07sX//fnh7e2P27NkKxzRtW9m9U9V9S0RE9DJjsFKPCQQCmJjUdS3qpytXriA2NhYeHh748ccfFYbuXLp0ST7xWka2J0Z+fr7K6+Xl5dVaXWUBQl5ensqha/n5+SqDiLoiq4uzszM2b96s9fVOnTqF69ev46233sKnn36qcOzIkSMKK57JuLm5wc3NDSUlJbh8+TJiY2Oxd+9eLFiwANu3b0fLli2rLXfz5s0QiURYv369wnA9ALh8+bJSb5ZQKMSECRMwYcIE5OTk4Pz584iMjMT+/ftx9+5d/PTTT9WWeebMGQQHB8PJyQlffvmlUjCvadvK8tfFfUtERFQfcAd7apCysrIAAJ6enkpzDFJTU5Xyy4Y/qTp29+5d/PPPPzqvo4xsuFhKSorSscuXL6O0tFRh6Jbs85SXl9danapiZmaGtm3b4vbt23j8+HGNzqmqzrLv6o033lA6pur7qMzY2Bju7u6YP38+Jk+ejNLSUiQmJiqUq66dsrKyYGlpqRSolJSUyIfmqWNjYwNfX1+sXLkSbdu2RWJiIkqq6ea8efMmlixZgqZNm+L777+HiYpfGjRtWzMzM9jb2yMzMxO5ublKx6trPyIiooaOwQo1SLL5CxcuXFBIv3nzpsq5AC4uLrC3t0dcXJzCA55UKsXatWs1nlyvCV9fX+jr62PHjh0Kw73KysoQEhICAArzGiwsLCAQCGo1gKrO6NGjUVJSguXLl6sc7pWdnY3s7Gz5e0tLSwBQWWd131VKSgrCw8OV8qempsqHP1Um60WoPPHe0tISjx49QmlpqcpyHz9+jJs3b8rTJBIJVq1apdRTIRKJkJSUpDDnCagYjlVUVAShUKgUFFeWn5+Pjz76CBKJBCtWrFBYSOFZmrbt4MGDIRaLlZbDPnfuHOerEBHRS4/DwKhB6tixIzp27Ihjx44hNzcXnTp1wv3793H69Gn06dMHf/zxh0J+PT09LFq0CAsWLMC8efMU9lnJzc1F+/btcePGjVqpa8uWLTFnzhysWrUKEyZMwMCBA+X7rGRkZKBv374KywabmpqiQ4cOSE1Nxb///W+0atUKenp68PX1fa5J5s9j+PDhuHTpEqKionDx4kX06NEDzZs3R15eHjIyMnD58mUsXbpUvsqXu7s7BAIB1q1bh4yMDJibm8PMzAwjR46El5cXXnnlFWzbtg03b95Eu3btcOfOHcTFxaFv3744fvy4QtmhoaFISEiAu7s77O3tYWhoiOvXryMpKQktW7aEt7e3PK+7uzuuXr2KhQsXwtXVFQYGBujatStcXV3xzjvv4Ny5c5gxYwYGDhwIQ0NDpKSkICcnB25ubgo9XaWlpZg7dy4cHBzQqVMn2Nraori4GLGxscjJycHEiRNhYGCgtr02btyIu3fvokuXLjhz5gzOnDmjcNzCwgJjx459rradMGECTpw4gfDwcNy8eVO+z8qxY8fQp08fxMXFafdlExER1WMMVqhB0tfXx48//oiQkBDEx8fj6tWraNmyJYKCguDp6akUrAAVk6xXr16N9evX49ixYzAyMkKPHj3wzTff4KuvvqrV+o4bNw4tW7bEjh07EB0djbKyMrRq1Qrz5s3D6NGjleY2fPnll1i5ciVOnTqFwsJCSKVSdOrU6YUFKwKBAJ9//jk8PT0RHh6OuLg4PHnyBFZWVmjVqhWCgoLQo0cPeX5HR0csWbIEoaGh2LlzJ0QiEezs7DBy5EiYmppizZo1CA4ORmpqKlJSUtCuXTt8+eWXsLa2VgpWRowYAXNzc1y+fBnnz58HULHE8vvvv4+xY8cqzO+ZMmUKHj9+jLi4OCQnJ6O8vByBgYFwdXWFl5cXvvnmG2zZsgXR0dHyIWXfffed0uR2ExMTzJkzB0lJSUhNTUV+fj4sLCzQpk0bfPLJJ+jdu3eV7SUbIvbnn3/izz//VDpuZ2cnD1Y0bVsTExOEhIRg7dq1OHnyJNLS0uDo6Ihly5ahsLCQwQoREb3UBNJnxz2QTqmbGEs1Y2VlxTbUEttQO2w/7bENtcc21B7bUHtsQ+2xDRXVZHsAzlkhIiIiIqJ6icEKERERERHVSwxWiIiIiIioXmKwQkRERERE9RKDFSIiIiIiqpcYrBARERERUb3EYIWIiIiIiOolBitERERERFQvMVghIiIiIqJ6icEKERERERHVSwxWiIiIiIioXmKwQkRERERE9RKDFSIiIiIiqpcYrBC9xLKzs/H6669j6dKldV0VREZGwsPDA5GRkXVdFSIiImogGKxQncvOzoaHhwc8PDwwdOhQSCQSlflu3LghzzdmzJjnLm/jxo3w8PBAcnLyc1/jeQwbNgzDhg17oWUSERERNWTCuq4AkYy+vj5ycnJw7tw5eHp6Kh0/cOAA9PX11QYzpKxFixaIiopCeXl5XVeFiIiISGPsWaF6o2vXrjA3N8eBAweUjonFYhw+fFhlEEPqCYVCvPrqq2jevHldV4WIiIhIY+xZoXrDyMgIPj4+OHjwIB4+fIimTZvKj50+fRoPHz5EQEAATp8+rXSuVCpFZGQkIiIikJ6eDolEAkdHR4wcORJDhw6V55s1axbOnz8PAJgzZ4483c7ODvv37wcAJCcn49ChQ7h48SJycnIAAG3atFE7jOvatWvYsmULrly5gry8PJibm8PBwQF9+/bFpEmTkJ2djREjRsjze3h4yF8HBgZi2rRpEIvF2LdvH+Li4nDr1i3k5+fD3NwcXbt2xZQpU/D6668rlFleXo4DBw4gPDwcmZmZKC0thZWVFZycnPDuu++iW7duAJ4OsRsyZAg+//xzABVzR5YtW6b2e6jcFpq0rcyjR4+wbt06nDhxAk+ePEG7du0wefJkteURERERqcNgpT6TSoGy4rquhXpCE0Ag0OklAwICsH//fhw+fFhhXsqBAwdgZWWFPn36KJ0jlUrxxRdfICYmBq1bt4afnx+EQiESEhLw9ddf49atW5g3bx4AwN/fHwBw/vx5DBkyBK+88goAwMLCQn693377DZmZmejUqRO8vb1RWFiIs2fP4ttvv0VGRgbmz58vz5uWlobp06dDT08Pffv2hZ2dHR4/foxbt24hPDwckyZNgoWFBQIDAxEWFgYACp/Lzc0NAFBQUICVK1fCxcUFnp6esLCwQHZ2Nk6fPo34+HisXbsWHTt2lJ8XEhKCbdu2oWXLlvD19YWpqSlycnKQmpqKpKQkebCiipOTEwIDA5XS//77b8TExMDY2Pi52hYASkpKMHv2bKSnp6NLly7o1q0b7t+/jyVLlqBXr15q60RERESkCoOV+koqhUnYeOhnn6/rmqglsXdD8ZhtOg1YOnfujHbt2uHAgQPyh/p//vkHCQkJGDNmDIRC5Vs2PDwcMTExGDp0KD755BN5HrFYjMWLFyM0NBS+vr5wdnZGQEAA7t69i/Pnz8Pf3x/u7u5K1/v4449hb2+vkFZWVoYFCxZg165dGDNmDOzs7AAAhw4dgkgkwooVK9C3b1+Fcx49egSgIhCaNm0aDh48CACYNm2aUpkWFhbYv38/WrRooZB+8+ZNTJ06FWvXrkVwcLA8PSIiAjY2Nti2bZtScFFQUKCmdSs4OTnByclJIa2goABTp06FgYEBFi1aJE/XpG2BikAvPT0db7/9NhYvXiy/zpAhQxSCPCIiIqKa4JyVek23vRYNhb+/P27cuIFr164BAA4ePAiJRKJyyBEA7NmzByYmJli4cKFCMGNgYICZM2cCAGJiYmpc/rOBClAx92P48OGQSCQqVxEzMjJSSmvSpEmNyzQ0NFQKVACgXbt2cHNzQ2pqKsrKyhSOGRgYQF9fXyFNIBBoVC5QEYh9+umnuHPnDhYtWgRXV1f5MU3b9tChQzAwMMD06dMVyujVqxe6d++uUb2IiIiI2LNSXwkEFb0WjWwYGAAMHjwYa9euxYEDB9C7d28cPHgQnTp1gqOjo1LekpISpKeno3nz5ti6davScdkDfkZGRo3LLyoqQmhoKE6ePImsrCwUFyt+Bw8ePJC/HjBgAMLCwvDJJ59g4MCB6NmzJ1xcXOQ9L5pIS0vDtm3bcOHCBeTm5ioFJw8fPpRPlB84cCD27duHcePGwcfHB926dUOXLl1gYmKicbk//PADkpKSMHHiRPkwOUDzti0qKkJ2djYcHR3RrFkzpfyurq5ISkrSuH5ERETUeDFYqc8EAsDAtK5r8cJZW1vD09MTR44cweDBg5GZmYnx48erzFtQUACpVIqcnBz88ssvaq/5bMChjlgsxuzZs3H9+nU4OTlh0KBBaNKkCfT19XH37l1ERUVBJBLJ83fp0gWrV6/G1q1bceTIEflQL2dnZwQFBakcZqbKxYsXMXfuXABAz549MWDAAJiaVnz3p06dwl9//aVQ7kcffQQHBwccPHgQmzZtwqZNm2BkZISBAwdi3rx5CosTVGXnzp3Yv38/vL29MXv2bIVjmrZtUVERAMDKykplPmtr6xrViYiIiEiGwQrVSwEBATh16hQ+++wzGBkZwdfXV2U+MzMzABXBwebNm7Uu99SpU7h+/TreeustfPrppwrHjhw5gqioKKVz3Nzc4ObmhpKSEly+fBmxsbHYu3cvFixYgO3bt6Nly5bVlrt582aIRCKsX78eLi4uCscuX76Mv/76SyFNKBRiwoQJmDBhAnJycnD+/HlERkYiKioKubm5+Omnn6ot88yZMwgODoaTkxO+/PJLCJ7pJdO0bWX58/PzVR7Py8ur9hpERERElXHOCtVLnp6eaNasGe7fv4/+/fvLH4SfZWZmhrZt2+L27dt4/Phxja4tm+ehaqPErKwsAMAbb7yhdCw1NbXK6xobG8Pd3R3z58/H5MmTUVpaisTERIVy1W3OmJWVBUtLS6VApaSkBNevX6+yXBsbG/j6+mLlypVo1aoVEhMTUVJSUuU5N2/exJIlS9C0aVN8//33KoePadq2ZmZmsLe3R2ZmJnJzc5WOV9d+RERERM9isEL1klAoxPfff481a9bIJ3KrM3r0aJSUlGD58uUqh3tlZ2cjOztb/t7S0hJAxSpjz5LNNblw4YJCekpKCsLDw5Xyp6amyoc/VSbrRag88d7S0hKPHj1CaWmpynIfP36MmzdvytMkEglWrVql1FMhEomQlJQEqVSqkF5cXIwnT55AKBQqTbyvLD8/Hx999BEkEglWrFgBW1tbtXk1bdvBgwdDLBZjw4YNCvnOnTvH+SpERESkMQ4Do3qrY8eOsLKyUjusSGb48OG4dOkSoqKicPHiRfTo0QPNmzdHXl4eMjIycPnyZSxdulS+ype7uzsEAgHWrVuHjIwMmJubw8zMDCNHjoSXlxdeeeUVbNu2DTdv3kS7du1w584dxMXFoW/fvjh+/LhC2aGhoUhISIC7uzvs7e1haGiI69evIykpCS1btoS3t7c8r7u7O65evYqFCxfC1dUVBgYG6Nq1K1xdXfHOO+/g3LlzmDFjBgYOHAhDQ0OkpKQgJycHbm5uSElJkV+ntLQUc+fOhYODAzp16gRbW1sUFxcjNjYWubm5mDhxIgwMDNS218aNG3H37l106dIFZ86cwZkzZxSOW1hYYOzYsc/VthMmTMCJEycQHh6OmzdvyvdZOXbsGPr06YO4uLgafPNEREREFRpEsBIeHo7k5GRcunQJaWlpEIvFWL58ucKu4NWZOHEiEhISqszz3XffKexQPmDAAPmwoGeNGTMGS5curXH5VHsEAgE+//xzeHp6Ijw8HHFxcXjy5AmsrKzQqlUrBAUFoUePHvL8jo6OWLJkCUJDQ7Fz506IRCLY2dlh5MiRMDU1xZo1axAcHIzU1FSkpKSgXbt2+PLLL2Ftba0UrIwYMQLm5ua4fPkyzp+v2BPH1tYW77//PsaOHaswfG3KlCl4/Pgx4uLikJycjPLycgQGBsLV1RVeXl745ptvsGXLFkRHR8uHlH333XdKk9tNTEwwZ84cJCUlITU1Ffn5+bCwsECbNm0wZ84cvPnmm1W2l2yI2J9//ok///xT6bidnZ08WNG0bU1MTBASEoK1a9fi5MmTSEtLg6OjI5YtW4bCwkIGK0RERKQRgfTZsST1kCxosLKygqmpKbKysjQOVvbu3asy8CgrK8P69euhp6eH48ePKwyJGTBgAAoKCjB58mSl8zp37oz+/ftXW251vQJUtZr0rFDV2IbaYftpj22oPbah9tiG2mMbao9tqEjdCqKVNYielWXLlqFNmzZwcHDAhg0b8OOPP2p8DXWBzeHDhyGVStG3b1+VY/ctLS0RFBSkcXlERERERKSdBhGseHp61tq1d+/eDQAYNWpUrZVBRERERESaaxDBSm25d+8e4uLiYGNjg379+qnMIxKJsG/fPty/fx+WlpZwc3ODs7Pzi60oEREREVEj1KiDld9//x3l5eUYPnw4hELVTZGTk4NFixYppL3xxhtYsWIFd+QmIiIiIqpFjTZYkUql2Lt3LwD1Q8BGjBiBnj17on379jA0NER6ejpWr16NU6dOYfbs2dixY4fSrt/PqsnEIaoa21B7bEPtsP20xzbUHttQe2xD7bENtcc21EyjDVbi4+ORmZmJnj17ok2bNirzzJ07V+G9i4sL1q9fjwkTJiA5ORknT55UO3xMhis+aIerZmiPbagdtp/22IbaYxtqj22oPbah9tiGimoSuDXaHeyfd2K9np6efGWxyhv1ERERERGRbjXKYOXRo0c4cuQILC0t4efnp/H5siiwuLhY11UjIiIiIqL/aZTBSkREBEQiEYYOHQpjY2ONz7948SIAwMHBQddVIyIiIiKi/3npgpW8vDykp6cjLy9PbZ49e/YAqHoI2I0bN1BQUKCUnpSUhE2bNsHQ0BC+vr7aV5iIiIiIiFRqEBPsd+/ejeTkZABAWlqaPC0hIQEA4OPjAx8fHwDA9u3bsXr1asydO1flzvOXLl3CtWvX0KlTJ3Ts2FFtmYcOHcLPP/+M3r17w8HBAYaGhkhLS0NcXBz09PTw1Vdfwd7eXtcflYiIiIiI/qdBBCvJycnYt2+fQlpKSop8gruDg4M8WKlOTXpVAKBXr15IT0/HlStXkJCQAJFIhGbNmmHIkCF477330LVr1+f4JEREREREVFMCqVQqretKvMy4PJ12XtQSf7NmzcL58+cRHx9f62W9aFwmUTvPtl92djZGjBiBIUOG4PPPP6/DmgGRkZFYtmwZlixZgoCAgBqf98MPP+Do0aPYu3cvTE1Na3SONn8jvAdVS05Oxpw5cxAYGIhp06ZVmbc+t+GOHTuwf/9+3Lt3D6WlpfL7USwW45dffsGRI0dw//59lJWVYc2aNXB3d6+TelpYWMDPzw+vv/46vv766zqpQ0NXn+/DhoJtqIhLF1O9l52dDQ8PD3zwwQdq81y6dAkeHh5YunTpi6tYHZK1SUP6vBs3boSHh4d8uOaLMmzYMAwbNuyFltnQ3blzB/v27cOECRMUApW6+g6pYTt8+DB++uknGBsbY+zYsQgMDISTkxOAimHZmzdvhq2tLSZMmIDAwEC88sortVqfpUuXwsPDA9nZ2UrHhEIh3nvvPRw7dky+UA4R1X8NYhgYEVF90aJFC+zcuRPm5uZ1XZXn8vPPP8PQ0FC+X1RNffHFFygpKamlWjVOnTp1ws6dO9G0adO6rspzO3PmDADgP//5D5o1a6Z0zNTUFKtWrYJQWD8eNwYNGoSQkBBs2LABq1evruvqEFENsGeFiEgDQqEQbdu2RfPmzeu6Khp7+PAhTpw4AW9v7xoP/5Kxs7ND27Zta6dijZSxsTHatm3boIOVBw8eAIBSoCI7ZmlpWW8CFaDi7/fNN99EcnIy7ty5U9fVIaIaqD//ghBp6Nq1a4iMjERKSop8PHTLli3h5+eHcePGqfw/yNTUVKxfvx5Xr16FoaEhevTogXnz5mlUbuV5Ara2tti4cSPS0tJgaGgILy8vzJ8/H02aNFE6LzY2FqGhobh+/TrKysrQunVr+Pv745133oG+vr7CtQEgKioKUVFR8vOrG+tduV5NmjTBpk2bkJ6ejiZNmsDf3x/Tpk2Dnp4eoqOjERoaioyMDDRt2hSjR4/G+PHjla4nlUoRGRmJiIgIpKenQyKRwNHRESNHjsTQoUPl+WRzGQBgzpw58nQ7Ozvs378fQMXY/EOHDuHixYvIyckBALRp00btMK5r165hy5YtuHLlCvLy8mBubg4HBwf07dsXkyZNks8bkfHw8JC/lo3/F4vF2LdvH+Li4nDr1i3k5+fD3NwcXbt2xZQpU/D6668rlFleXo4DBw4gPDwcmZmZKC0thZWVFTp16oRRo0ahW7duAFTPWan8valSuS00aVuZR48eYd26dThx4gSePHmCdu3aYfLkyWrLUycmJgYikQgDBgxQSK/Jd6hqzoq6e87S0hIBAQHyey4iIgIbN27U2T2nTlRUFJYuXYrp06djypQpSscvXLiAGTNmYOjQofjss88AaH5venh4oFu3bvjqq6+wbt06xMfHIz8/H8HBwfj6669RVFSEyMhIGBoaKp07ZcoUpKWlISIiAtbW1mrnrMjK3bFjB9avX49jx47h4cOHaN26NQIDA5W+P6DivlyzZg0SExMhFovh7OyM6dOnIykpCb/88otGc0X++usvbNmyBefPn8ejR4/QvHlzeHl5Ydq0afJ/256952V/g3Z2dvD398cvv/yidKxbt25Yu3atPP3UqVPYtWsXrl+/jtLSUrRs2RL+/v4YO3as/N/Eyk6dOoXff/8dV69eRUlJCaytreHq6oqJEyfi1VdfxbBhw3Dv3j0AUPj34dlyBw4ciLCwMBw8eBCzZs2qUZsQUd1hsEINVnh4OGJjY+Hq6orevXujtLQUKSkpCAkJwZUrV/Dtt98q5E9MTMSHH34IPT09+Pj4oHnz5khKSsL06dNhYWGhcfmxsbGIi4uDl5cXRowYgdTUVERFRSEzMxMbNmxQyBsWFob//ve/sLS0hK+vL0xMTBAbG4uVK1ciNTUVy5cvh0AggJOTE8aMGYOwsDC89tpr6Nu3r/waNR3rffLkSSQkJKBv377o2rUr4uPjsWnTJkilUlhYWODXX39F37594erqiuPHjyM4OBjNmjXDoEGD5NeQSqX44osvEBMTg9atW8PPzw9CoRAJCQn4+uuvcevWLXmQ5+/vDwA4f/48hgwZIq9n5Tb97bffkJmZiU6dOsHb2xuFhYU4e/Ysvv32W2RkZGD+/PnyvGlpaZg+fTr09PTQt29f2NnZ4fHjx7h16xbCw8MxadIkWFhYIDAwEGFhYQCAMWPGyM93c3MDABQUFGDlypVwcXGBp6cnLCwskJ2djdOnTyM+Ph5r165VWL48JCQE27ZtQ8uWLeHr6wtTU1Pk5OTg4sWLSEpKkgcrqjg5OSEwMFAp/e+//0ZMTIzC5rOatC0AlJSUYPbs2UhPT0eXLl3QrVs33L9/H0uWLEGvXr2quhWUJCUlAQA6d+6skF6T77Aqz95zZ86cUbjnNm3ahDfeeENn95w6/fr1w4oVK3D48GGVwUp0dDQAKJSryb0pU1BQgGnTpsHS0hI+Pj4Qi8UwNzfH22+/jXXr1uH48ePw8/NTOOfGjRu4cuUK+vfvD2tr62rbVCKRYN68eSgoKIC3tzekUikOHjyIzz77DCtXrlT47v/55x9Mnz4dDx48gKenJ1577TV53WV/DzV16tQpLFmyBHp6enjjjTfQokUL3L59G3v27MG5c+fwyy+/wNLSUn7PHzx4EPfu3ZPf/xYWFnjttdcAQOnvs/K/YWvXrsWWLVvQokUL9OvXD2ZmZkhNTUVwcDAuX76Mb775RqFewcHB2L59OywtLeHt7Q0rKyvcv38fiYmJcHZ2xquvvoqxY8fi4MGD+OuvvzBmzBj5UM1n/+10dnaGgYEB52cRNRAMVuq54mL1i7Xp6QFGRoJaz1tSIoWqNeNMTATKic8pMzMTGzduVFGGCTIyMlSeM2nSJCxcuFDhFzipVIpvvvkGBw4cwIULF+Di4gKg4lfzb7/9FhKJBKtXr4arq6s8v+wBSVOnT59GSEiIvAyJRIKgoCCkpKTg0qVL8gfCrKwsrFq1ClZWVvLJpkDFL9Xz5s3DiRMnEB0djcGDB8PJyQnm5ubyYKW6FYJUOXv2LDZs2CB/EDcwMICPjw927twJMzMzbN26FQ4ODgCA8ePHY9SoUdi2bZvCA1x4eDhiYmIwdOhQfPLJJ/JeKrFYjMWLFyM0NBS+vr5wdnZGQEAA7t69i/Pnz8Pf31/lr7cff/yx0r5EZWVlWLBgAXbt2oUxY8bAzs4OQMUeRyKRCCtWrFAI1oCKHgag4oFo2rRpOHjwIACobCcLCwvs378fLVq0UEi/efMmpk6dirVr1yI4OFieHhERARsbG2zbtk0huGjatKnae1DGyclJPqlYpqCgAFOnToWBgQEWLVokT9ekbYGKh+n09HS8/fbbWLx4sfw6Q4YMUfkgXZU///wTNjY2Sg/LNfkOq/LsPTdt2jSMGjVKfs/t379f/uCoi3tOHVNTU3h7e+Pw4cO4cuWKQjBaVlaGP/74A7a2tgoP8JrcmzLp6ekICAjA4sWLFf79sbGxwcaNGxEREaEUrERERAAA3nrrreobFEBOTg46dOiAkJAQGBgYwMrKCv369UNQUBB27NihEKyEhITgwYMHCAoKUuixqq7H71mPHj3CV199haZNm2LDhg0KnzsmJgaff/45NmzYgIULF8rv+ZSUFNy7d0/pb9Dd3V3t3+e5c+ewZcsW9O7dG8uXL5f/vUmlUqxYsQL79u3DH3/8Ie9BOnPmDLZv345XX30VISEhCj3XZWVl8n8Xxo4di7S0NHmwom4vNENDQzg6OuLatWsQiUQqe8GIqP7gnJV67s3BUrX/LflCMYIYOlx93o8+Vsz7zlj1eefMU8w7YbLqfLqUmZmJX375Rem/1atX48CBAyrPeeWVV5SGCggEAowcORJARU+KzIULF5CVlYU+ffrIAxVZ/lmzZqkcclAdPz8/eaACAPr6+hgyZAgA4MqVK/L0w4cPQyKRYNy4cfJABagIImRDbmT/p64Lfn5+Cg9p5ubm8PLyQklJCUaMGCEPVADA1tYWLi4uuHXrFsrKyuTpe/bsgYmJCRYuXKgwnM7AwAAzZ84EAI0CPFUPDUKhEMOHD4dEIlH5C6eRkZFSmqrhdeoYGhoqBSoA0K5dO7i5uSE1NVXhMwMVn0/VPaVJuUDFA9Snn36KO3fuYNGiRQr3nKZte+jQIRgYGGD69OkKZfTq1Qvdu3evcZ3EYjHy8/Nr9Ku+pp6958zMzBTuuVatWsmP1fY9JwuAZL0oMmfOnMGjR4/g5+cHgeDpDy3Pc28aGBhg7ty5SvdKs2bN8MYbbyAlJQWZmZnydJFIhOjoaNjZ2WnUG/bBBx/AwMBA/r5Hjx6ws7NT+PdFJBLhjz/+gLW1NUaPHq1wvr+/P9q0aVPj8qKiolBUVIRZs2YpBWi+vr54/fXXcfTo0RpfTx3ZfmeLFi1S+GFAIBBgzpw5EAgEOHLkiFL+BQsWKP0tCoVClfNlqmNtbY2ysjIuIUvUALBnheoFDw8PrFy5UindysoKp0+fxtSpU5WOicVi7N69G0ePHsXt27dRXFyMytsGySZ+AhVjsAEoPDTKvPLKK2jRogXu3r2rUZ2fnfMAQP5wXFhYKE+7fv06AKgcjtG5c2cYGRnJ66cLz/7CDzyd/CobnvHsMYlEgry8PLRo0QIlJSVIT09H8+bNsXXrVqX8sgfM6nobKisqKkJoaChOnjyJrKwsFBcXKxyv/F0NGDAAYWFh+OSTTzBw4ED07NkTLi4uSg9PNZGWloZt27bhwoULyM3NVQpOHj58KJ8oP3DgQOzbtw/jxo2Dj48PunXrhi5dutRoDfhn/fDDD0hKSsLEiRPlQ6wAaNy2RUVFyM7OhqOjo8oHMldXV/nQrupU7pXStfp0z/Xs2RPNmjXDkSNHMH/+fHlAcejQIQDA4MGDFfJrcm/K2Nvbq50UP3z4cJw4cQIHDhyQz4c4efIkCgoKMHr0aOjp1ew3QgsLC5WBVIsWLXDp0iX5+4yMDIhEInTo0EEhsAEqHv67dOlS479V2XUvX76sEGzJiEQiPHz4EA8fPtRqUYBLly7BxMRE3tv0LCMjI4U6X7lyBYaGhlUOxdSUpaUlgIp/Ayr/iERE9Q+DlXruyCH1Q62e/f+8A/tqnnf3zprn3bZFoHIYWF1bvHgxYmNj0bp1a/j4+MDKygpCoRCFhYUICwuDSCSS55UFD+oePK2trTUOVszMzJTSZA9GEolEnlZUVCQvQxUrKyv5xF5dqKpeVR2TPRAWFBRAKpUiJydHYZLss559qFNHLBZj9uzZuH79OpycnDBo0CA0adIE+vr6uHv3LqKiohS+qy5dumD16tXYunUrjhw5Iu91cnZ2RlBQUI2HKF28eBFz584FUPEAO2DAAPkKWKdOncJff/2lUO5HH30EBwcHHDx4EJs2bcKmTZtgZGSEwYMHY+bMmTV+ONu5cyf2798Pb29vzJ49W+GYpm0ru3equm9rStZTVVpaWuNzaqo+3XP6+vp48803sXPnTiQkJKB3794oLCzEmTNn8Prrr8PR0VGeV9N7U6aqdu/Zsyfs7e1x8OBBTJ8+Hfr6+ggPD4eenl6NFgmQUdVuss9XXl4ufy+7R9Tdn5rcIwUFBQCe9mSoU1xcrFWwUlBQAIlEUuPv+vHjx7CxsalxoFcTsr+Dyj07RFQ/MVip5zSZF1JbeY2NdTc3RVeuXLmC2NhYeHh44Mcff1QYjnHp0iX5xE4Z2Xh5dV3+eXl5tVZX2UNHXl6eykny+fn5ah9M6oKsLs7Ozti8ebPW1zt16hSuX7+Ot956C59++qnCsSNHjiiseCbj5uYGNzc3lJSU4PLly4iNjcXevXuxYMECbN++HS1btqy23M2bN0MkEmH9+vUKw/WAil+On+3NEgqFmDBhAiZMmICcnBycP38ekZGR2L9/P+7evYuffvqp2jLPnDmD4OBgODk54csvv1QYbgRo3ray/Lq4by0sLCAUCuUPpPWJru+5wYMHY+fOnYiOjkbv3r1x7NgxlJaWKvWqPM+9WR2BQIC3334ba9euRVxcHNq3b4/k5GT07t27Vn7Bl7Xdw4cPVR7X5B6RXUs2P6S2mJmZQSAQ4PDhwzXKb2Fhgby8PJSXl+ssYJH9HTTkZaOJGgvOWaEGKSsrCwDg6empNG48NTVVKb9sKIqqY3fv3sU///yj8zrKyIaLpaSkKB27fPkySktLFYbRyD5P5V9PXyQzMzO0bdsWt2/fxuPHj2t0TlV1ln1Xb7zxhtIxVd9HZcbGxnB3d8f8+fMxefJklJaWKsxFevZX5mfLtbS0VApUSkpK5EPz1LGxsYGvry9WrlyJtm3bIjExsdoNEW/evIklS5agadOm+P7772FiYqKUR9O2NTMzg729PTIzM5Gbm6t0vLr2e1a7du1w7949peFwQN3ed89zz1VF1oNy6tQpFBcXIzo6Wt7jUpk292ZVAgICIBQKERERgQMHDkAqldZ4Yr2m2rRpA0NDQ1y7dg1isVjhmFQqVRgyVp1OnToBqFiIoTZ16tQJjx49qvE+Jx07doRIJJIvr12Vmt7Hd+7cgY2Njcbz0YjoxWOwQg2SbP7ChQsXFNJv3rypcsy7i4sL7O3tERcXp/AQIpVKsXbtWoVhW7rm6+sLfX197NixQ2G4V1lZGUJCQgBAYV6DhYUFBAJBrQZQ1Rk9ejRKSkqwfPlylUNvsrOzkZ2dLX8vG/+tqs7qvquUlBSEh4cr5U9NTZUPbalM9gtx5Yn3lpaWePTokcqhTbIlj2/evClPk0gkWLVqlVJPhUgkQlJSksKcJ6BiKEpRURGEQmGVizDk5+fjo48+gkQiwYoVK6r8BV3Tth08eDDEYrHSctjnzp2r8XwVGTc3N5SWluLGjRtKx6r6Dl8ETdulOoMHD0ZxcTHCwsKQmpqKHj16KM370fTerCnZRPuzZ89i//79aNasGby8vJ77elUxNDRE//79kZubi127dikci4qKwu3bt2t8rYCAAJiammL9+vUKfzcyJSUlGgU/6sgWAvj666/lc6kqy83Nxa1bt+TvR40aBQD4z3/+o5S/rKxMIZCvyX1879495Obm6nQODBHVHg4DowapY8eO6NixI44dO4bc3Fx06tQJ9+/fx+nTp9GnTx/88ccfCvn19PSwaNEiLFiwAPPmzVPYZyU3Nxft27dX+QCnCy1btsScOXOwatUqTJgwAQMHDpTvs5KRkYG+ffsqLOFqamqKDh06IDU1Ff/+97/RqlUr6OnpwdfX97kmmT+P4cOH49KlS4iKisLFixfRo0cPNG/eHHl5ecjIyMDly5exdOlS+QRgd3d3CAQCrFu3DhkZGTA3N4eZmRlGjhwJLy8vvPLKK9i2bRtu3ryJdu3a4c6dO4iLi0Pfvn1x/PhxhbJDQ0ORkJAAd3d32Nvbw9DQENevX0dSUhJatmwJb29veV53d3dcvXoVCxcuhKurKwwMDNC1a1e4urrinXfewblz5zBjxgwMHDgQhoaGSElJQU5ODtzc3BR6ukpLSzF37lw4ODigU6dOsLW1RXFxMWJjY5GTk4OJEycqTV6ubOPGjbh79y66dOmCM2fO4MyZMwrHLSwsMHbs2Odq2wkTJuDEiRMIDw/HzZs35fusHDt2DH369EFcXFyNv9e+ffti586d8r0pKqvqO3wRNG2X6vj5+WHt2rX4+eefIZVKlYaAAdD43tTEsGHDcPz4ceTn52PixIm1uov77NmzkZiYiODgYCQnJ+O1116Tfw4PDw/Ex8fXaPiUlZUV/v3vf+PTTz/FxIkT4eHhgTZt2kAkEsmXtu7atavKxVA00bt3b0yZMgW//vorRo0aBQ8PD9jZ2eHRo0fIzMyUb94pm1/k6emJ8ePHY/v27XjnnXfg7e0Na2tr5OTkIDExEePHj5f/fbm7u2P79u347rvvMGDAAJiYmMDW1lZhKemEhAQAUFoanYjqJwYr1CDp6+vjxx9/REhICOLj43H16lW0bNkSQUFB8PT0VApWgIqJr6tXr5bvCG1kZIQePXrgm2++wVdffVWr9R03bhxatmyJHTt2IDo6GmVlZWjVqhXmzZuH0aNHK81t+PLLL7Fy5UqcOnUKhYWFkEql6NSp0wsLVgQCAT7//HN4enoiPDwccXFxePLkCaysrNCqVSsEBQWhR48e8vyOjo5YsmQJQkNDsXPnTohEItjZ2WHkyJEwNTXFmjVrEBwcjNTUVKSkpKBdu3b48ssvYW1trfRAOGLECJibm+Py5cvyYR+2trZ4//33MXbsWIX5PVOmTMHjx48RFxeH5ORklJeXIzAwEK6urvDy8sI333yDLVu2IDo6Wj6k7LvvvlOa2GtiYoI5c+YgKSkJqampyM/Ph4WFBdq0aYNPPvkEvXv3rrK9ZEPE/vzzT5VDaOzs7OQPU5q2rYmJCUJCQrB27VqcPHkSaWlpcHR0xLJly1BYWKhRsOLm5oY2bdogOjoaEydOVDhW1Xf4ImjaLtWR7aeSnJws33/lWZrem5ro2bMnbGxs8ODBg1obAiZja2uLn3/+GWvWrMG5c+eQkpICZ2dn/PTTTzh27BgA9RP2n9WnTx9s3boV27ZtQ2JiIhISEmBiYgIbGxsEBAQo/LCijenTp8PV1RW7du1CUlISHj9+jCZNmsDe3h6BgYFK+9QEBQWhc+fO2LNnD44fPw6RSIRmzZqhe/fu6Nmzpzyfp6cn5s6di/DwcPz2228oKytDt27dFK4XHR0NKysrlfcEEdU/Aumz4x5Ip7iGu3asrKzYhlpiG2rnZWu//fv349tvv8XPP/+stJN9bXnZ2rAmcnJyMGzYMLi6umLNmjVaX+9523D69Om4dOkSjh49Kl8Nr7GysrLCxYsXMWbMGAQGBiIwMLCuq9TgNMa/ZV1jGyqqyfYAnLNCRNSIDB06FG3btq1y2VjS3s6dOyGRSDB8+PAXUp6q/WCio6PlQ+oae6Ais2nTJlhbW2PcuHF1XRUiqiEOAyMiakT09fWxZMkSxMfH48mTJ3yI1aHCwkLs3bsXd+/eRUREBNq1a4f+/fu/kLLHjRsHJycnODo6Ql9fH2lpaUhJSYGpqSmCgoJeSB3qu7KyMrRs2RKDBw9WuVofEdVPDFaIiBqZzp07v7AhYI1JQUEBQkJCYGRkBBcXF3zyySdVriKnS8OHD0dsbCyuXbuG4uJiWFlZwdfXF1OmTEHbtm1fSB3qO6FQiClTptR1NYhIQwxWiIiIdMDe3h7x8fF1UvasWbMwa9asOimbiKg2cc4KERERERHVSwxWiIiIiIioXmKwQkRERERE9RKDFSIiIiIiqpcYrBARERERUb3EYIWIiIiIiOolBitERERERFQvMVghIiIiIqJ6icEKERERERHVSwxWiF5i2dnZeP3117F06dK6rgoiIyPh4eGByMhIjc774YcfMGjQIDx58qTG58yaNQseHh6aVpGqkJycDA8PD2zcuLGuq6KVHTt2YMyYMfD29la4H8ViMdatW4eRI0fCy8sLHh4eSE5OrrN6lpWVYdSoUfjss8/qrA5ERPUBgxWqU9nZ2fDw8ICHhweGDh0KiUSiMt+NGzfk+caMGaNVmRs3bqyTB5Fhw4Zh2LBhL7TMhu7OnTvYt28fJkyYAFNTU3l6XX2H1LAdPnwYP/30E4yNjTF27FgEBgbCyckJALB9+3Zs3rwZtra2mDBhAgIDA/HKK6/Uan2WLl0KDw8PZGdnKx0TCoV47733cOzYMVy8eLFW60FEVJ8J67oCRACgr6+PnJwcnDt3Dp6enkrHDxw4AH19fbXBDKnWokULREVFoby8vK6r8lx+/vlnGBoaYsSIERqd98UXX6CkpKSWatU4derUCTt37kTTpk3ruirP7cyZMwCA//znP2jWrJnSMVNTU6xatQpCYf34v8ZBgwYhJCQEGzZsgLe3d11Xh4ioTrBnheqFrl27wtzcHAcOHFA6JhaLcfjwYZVBDFVNKBTi1VdfRfPmzeu6Khp7+PAhTpw4AW9vb4VelZqws7ND27Zta6dijZSxsTHatm3boIOVBw8eAIBSoCI7ZmlpWW8CFaDi7/fNN99EcnIybt++XdfVISKqE/XnX2Vq1IyMjODj44ODBw/i4cOHCg9Ep0+fxsOHDxEQEIDTp0+rPF8qlSIyMhIRERFIT0+HRCKBo6MjRo4ciaFDh8rzzZo1C+fPnwcAzJkzR55uZ2eH/fv3A6gYm3/o0CFcvHgROTk5AIA2bdqoHcZ17do1bNmyBVeuXEFeXh7Mzc3h4OCAvn37YtKkScjOzlboGag8lyIwMBDTpk2DWCzGvn37EBcXh1u3biE/Px/m5ubo2rUrpkyZgtdff12hzPLychw4cADh4eHIzMxEaWkprKys4OTkhHfffRfdunUD8HSY3ZAhQ/D5558DqJg7smzZMrXfReW20KRtZR49eoR169bhxIkTePLkCdq1a4fJkyerLU+dmJgYiEQiDBgwQCG9Jt+hLE98fLz8uOxzL1myBE2aNMGmTZuQnp4OS0tLBAQEYNq0adDT00N0dDRCQ0ORkZGBpk2bYvLkySp7djRtl2dFRUVh6dKlmD59OqZMmaJ0/MKFC5gxYwaGDh0qn7eg6b3p4eGBbt264auvvsK6desQHx+P/Px8BAcH4+uvv0ZRUREiIyNhaGiodO6UKVOQlpaGiIgIWFtbIzk5GXPmzJHfszKycnfs2IH169fj2LFjePjwIVq3bo3AwECl7w+ouC/XrFmDxMREiMViODs7Y/r06UhKSsIvv/yCNWvWwN3dvdo2BIC//voLW7Zswfnz5/Ho0SM0b94cXl5emDZtGpo0aQJA+Z6X/Q3a2dnB398fv/zyi9Kxbt26Ye3atfL0U6dOYdeuXbh+/TpKS0vRsmVL+Pv7Y+zYsdDX11eq16lTp/D777/j6tWrKCkpgbW1NVxdXTFx4kS8+uqrGDZsGO7duwcACvfXs+UOHDgQYWFh2LdvH957770atQkR0cuEwQrVGwEBAdi/fz8OHz6sMC/lwIEDsLKyQp8+fVSeJ5VK8cUXXyAmJgatW7eGn58fhEIhEhIS8PXXX+PWrVuYN28eAMDf3x8AcP78eQwZMkQ+Jt3CwkJ+vd9++w2ZmZno1KkTvL29UVhYiLNnz+Lbb79FRkYG5s+fL8+blpaG6dOnQ09PD3379oWdnR0eP36MW7duITw8HJMmTYKFhQUCAwMRFhYGAAqfzc3NDQBQUFCAlStXwsXFBZ6enrCwsEB2djZOnz6N+Ph4rF27Fh07dpSfFxISgm3btqFly5bw9fWFqakpcnJykJqaiqSkJHmwooqTkxMCAwOV0v/++2/ExMTA2Nj4udoWAEpKSjB79mykp6ejS5cu6NatG+7fv48lS5agV69eauukSlJSEgCgc+fOCuk1+Q6rcvLkSSQkJKBv377o2rUrzpw5g02bNkEqlcLCwgK//vor+vbtC1dXVxw/fhwrVqyAqakpBg0a9Nztokq/fv2wYsUKHD58WGWwEh0dDQAK5Wpyb8oUFBRg2rRpsLS0hI+PD8RiMczNzfH2229j3bp1OH78OPz8/BTOuXHjBq5cuYL+/fvD2tq62jaVSCSYN28eCgoK4O3tjdLSUhw5cgSfffYZVq5cqfAZ/vnnH0yfPh0PHjyAp6cnXnvtNXndZX8PNXXq1CksWbIEenp6eOONN9CiRQvcvn0be/bswblz5/DLL7/A0tJSfs8fPHgQ9+7dk9//FhYWeO211wBA6e+z8nyVtWvXYsuWLWjRogX69esHMzMzpKamIjg4GJcvX8Y333yjUK/g4GBs374dlpaW8Pb2hpWVFe7fv4/ExEQ4Ozvj1VdfxdixY3Hw4EH89ddfGDNmDMzNzZXKBQBnZ2cYGBggPj6ewQoRNUoMVuo7cRUrIAn0AaFRzfJCDzB4+hCqWd5iAFLlbAaaDc2pTufOndGuXTscOHBA/sBw//59JCQkYMyYMWqHZ4SHhyMmJgZDhw7FJ598Is8nFouxePFihIaGwtfXF87OzggICMDdu3dx/vx5+Pv7q/z19uOPP4a9vb1CWllZGRYsWIBdu3ZhzJgxsLOzAwAcOnQIIpEIK1asQN++fRXOefToEYCKB6Jp06bh4MGDAKDwq7SMhYUF9u/fjxYtWiik37x5E1OnTsXatWsRHBwsT4+IiICNjQ22bdumFFwUFBSobCcZJycn+aRimYKCAkydOhUGBgZYtGiRPF2TtgUqHqbT09Px9ttvY/HixfLrDBkyROWDdFX+/PNP2NjYKD0s1+Q7rMrZs2exYcMGefA3bdo0jBo1Cjt37oSZmRm2bt0KBwcHAMD48eMxatQobNu2TeGBW9N2UcXU1BTe3t44fPgwrly5ohCMlpWV4Y8//oCtra3CA7wm96ZMeno6AgICsHjxYoUeABsbG2zcuBERERFKwUpERAQA4K233qq+QQHk5OSgQ4cOCAkJgYGBAQDA19cXQUFB2LFjh0LbhYSE4MGDBwgKCsL48ePl6dX1+D3r0aNH+Oqrr9C0aVNs2LBB4XPHxMTg888/x4YNG7Bw4UL5PZ+SkoJ79+4p/Q26u7ur/fs8d+4ctmzZgt69e2P58uXyvzepVIoVK1Zg3759+OOPP+Q9SGfOnMH27dvx6quvIiQkRN67A1R8V7J/F8aOHYu0tDR5sPLs9ypjaGgIR0dHXL58GSKRSGUvGBHRy4xzVuo582B3tf8ZH1D85dZsrZfavCb7pivm/dlHfd5dExXymm4JUJmvNvj7++PGjRu4du0aAGDv3r2QSCRVDqvZs2cPTExMsHDhQoWAxsDAADNnzgRQ8fBSU6oeGoRCIYYPHw6JRKJyBSojIyOltMoPKdUxNDRUClQAoF27dnBzc0NqairKysoUjhkYGCgNPxEIBBqVC1Q8QH366ae4c+cOFi1aBFdXV/kxTdv20KFDMDAwwPTpivdbr1690L179xrXSSwWIz8/v0a/6mvKz89PITAwMzODl5cXSkpKMGLECHmgAgC2trZwd3fHrVu3FNpfV/ec7CFe1osic+bMGTx69Ah+fn4QCATy9Oe5Nw0MDDB37lyle6VZs2Z44403kJKSgszMTHm6SCRCdHQ07OzsNOoN++CDD+SBCgD06NEDdnZ2uHLlisK1//jjD1hbW2P06NEK5/v7+6NNmzY1Li8qKgpFRUWYNWuWUoDm6+uL119/HUePHq3x9dTZs2cPAGDRokUKPwwIBALMmTMHAoEAR44cUcq/YMECpb9FoVCocr5MdaytreV/E0REjQ17VqheGTx4MNauXYsDBw7A2dkZ+/btQ6dOneDo6Kgyf0lJCdLT09G8eXNs3bpV6bjsATMjI6PGdSgqKkJoaChOnjyJrKwsFBcXKxyXTdIFgAEDBiAsLAyffPIJBg4ciJ49e8LFxUXp4akm0tLSsG3bNly4cAG5ublKwcnDhw/lE+UHDhyIffv2Ydy4cfDx8UG3bt3QpUsXmJiYaFzuDz/8gKSkJEycOFE+xArQvG2LioqQnZ0NR0dHlQ9krq6u8qFd1ancK6Vrz/YqAU8nXMuGBFVmY2MDiUSCvLw8tGjRQqf3XM+ePdGsWTMcOXIE8+fPlwcUhw4dAlDx91CZJvemjL29vdpJ8cOHD8eJEydw4MABzJo1C0DFMLmCggKMHj0aeno1+z3LwsJCZSDVokULXLp0Sf4+IyMDIpEIHTp0UAhsgIqH/y5dutT4b1V23cuXLysEWzIikQgPHz5UmgOnqUuXLsHExETe2/QsIyMjhTpfuXIFhoaGVQ7F1JSlpSWAin8DbG1tdXZdIqKGgMFKPVcYVMU+EgLFX0qLZsVWcSXFh46iqVX94qiY98nkSKgcBlYLrK2t4enpiSNHjuCNN95ARkYGPvnkE7X5CwoKIJVKkZOTozBJ9lnPPtSpIxaLMXv2bFy/fh1OTk4YNGgQmjRpAn19fdy9exdRUVEQiUTy/F26dMHq1auxdetWHDlyRD6UxNnZGUFBQTUeonTx4kXMnTsXQMUD7IABA+QrYJ06dQp//fWXQrkfffQRHBwccPDgQWzatAmbNm2CkZERBg4ciHnz5tX44Wznzp3Yv38/vL29MXv2bIVjmrZtUVERAMDKykplPk16SWQ9VaWlpTU+p6bMzMyU0mRBgqpjsp4TWRCiy3tOX18fb775Jnbu3ImEhAT07t0bhYWFOHPmDF5//XWFIF3Te1Omqnbv2bMn7O3tcfDgQUyfPh36+voIDw+Hnp5ejRYJkFHVbrLPV3nZbNk9ou7+1OQekQ13lPVkqFNcXKxVsFJQUACJRFLj7/rx48ewsbGpcaBXE7K/g8o9O0REjQWDlfpOk3khtZZX81/rtREQEIBTp07h66+/hrGxMXx9fdXmlT0kOTs7Y/PmzVqXferUKVy/fh1vvfUWPv30U4VjR44cQVRUlNI5bm5ucHNzQ0lJCS5fvozY2Fjs3bsXCxYswPbt29GyZctqy928eTNEIhHWr18PFxcXhWOXL1/GX3/9pZAmFAoxYcIETJgwATk5OTh//jwiIyMRFRWF3Nxc/PTTT9WWeebMGQQHB8PJyQlffvmlwnAjQPO2leVXN1QlLy+v2mvIWFhYQCgUVjv/pi7o+p4bPHgwdu7ciejoaPTu3RvHjh1DaWmpUq/K89yb1REIBHj77bexdu1axMXFoX379khOTkbv3r1r5Rd8Wds9fPhQ5XFN7hHZtWTzQ2qLmZkZBAIBDh8+XKP8FhYWyMvLQ3l5uc4CFtnfQUNeNpqI6HlxzgrVO56enmjWrBlycnLg6+ur9ldboOJBom3btrh9+zYeP35co+vLfkVXtVFiVlYWAOCNN95QOpaamlrldY2NjeHu7o758+dj8uTJKC0tRWJiokK56jZnzMrKgqWlpVKgUlJSguvXr1dZro2NDXx9fbFy5Uq0atUKiYmJ1W6IePPmTSxZsgRNmzbF999/r3L4mKZta2ZmBnt7e2RmZiI3N1fpeHXt96x27drh3r17SsPhgKq/w9r2PPdcVWQ9KKdOnUJxcTGio6PlPS6VaXNvViUgIABCoRARERE4cOAApFJpjSfWa6pNmzYwNDTEtWvXIBaLFY5JpVKFIWPV6dSpE4CKhRhqU6dOnfDo0SPcuXOnRvk7duwIkUgkX167KjW9j+/cuYMWLVpoPB+NiOhlwGCF6h2hUIjvv/8e3333HT788MNq848ePRolJSVYvny5yqE32dnZyM7Olr+Xjf/+559/lPLK5ppcuHBBIT0lJQXh4eFK+VNTU+VDWyqT/UJceeK9paUlHj16pHJok2zJ45s3b8rTJBIJVq1apdRTIRKJkJSUBKlUcWhecXExnjx5AqFQqHLfB5n8/Hx89NFHkEgkWLFiRZW/oGvatoMHD4ZYLMaGDRsU8p07d67G81Vk3NzcUFpaihs3bigdq+o7fBE0bZfqDB48GMXFxQgLC0Nqaip69OihNO9H03uzpmQT7c+ePYv9+/ejWbNm8PLyeu7rVcXQ0BD9+/dHbm4udu3apXAsKipKo40PAwICYGpqivXr1yv83ciUlJRoFPyoI1sI4Ouvv5bPpaosNzcXt27dkr8fNWoUAOA///mPUv6ysjKFQL4m9/G9e/eQm5uLnj17Pv+HICJqwDgMjOol2WpNVlZW1a6AM3z4cFy6dAlRUVG4ePEievTogebNmyMvLw8ZGRm4fPkyli5dKp8A7O7uDoFAgHXr1iEjIwPm5uYwMzPDyJEj4eXlhVdeeQXbtm3DzZs30a5dO9y5cwdxcXHo27cvjh8/rlB2aGgoEhIS4O7uDnt7exgaGuL69etISkpCy5Yt4e3tLc/r7u6Oq1evYuHChXB1dYWBgQG6du0KV1dXvPPOOzh37hxmzJiBgQMHwtDQECkpKcjJyYGbmxtSUlLk1yktLcXcuXPh4OCATp06wdbWFsXFxYiNjUVubi4mTpyoNHm5so0bN+Lu3bvo0qULzpw5gzNnzigct7CwwNixY5+rbSdMmIATJ04gPDwcN2/elO+zcuzYMfTp0wdxcXHVffVyffv2xc6dO+V7U1RW1Xf4ImjaLtXx8/PD2rVr8fPPP0MqlSoNAQOg8b2piWHDhuH48ePIz8/HxIkTa3UX99mzZyMxMRHBwcFITk7Ga6+9Jv8cHh4eiI+Pr9HwKSsrK/z73//Gp59+iokTJ8LDwwNt2rSBSCSSL23dtWtXrFy5Uqv69u7dG1OmTMGvv/6KUaNGwcPDA3Z2dnj06BEyMzPlm3fK5hd5enpi/Pjx2L59O9555x14e3vD2toaOTk5SExMxPjx4+V/X+7u7ti+fTu+++47DBgwACYmJrC1tVVYSjohIQFAxaIaRESNEYMVavAEAgE+//xzeHp6Ijw8HHFxcXjy5AmsrKzQqlUrBAUFoUePHvL8jo6OWLJkCUJDQ7Fz506IRCLY2dlh5MiRMDU1xZo1axAcHIzU1FSkpKSgXbt2+PLLL2Ftba30QDhixAiYm5vj8uXL8mEftra2eP/99zF27FiFIWxTpkzB48ePERcXh+TkZJSXlyMwMBCurq7w8vLCN998gy1btiA6Olo+pOy7775TmthrYmKCOXPmICkpCampqcjPz4eFhQXatGmDOXPmKA0fepZsiNiff/6pcgiNnZ2d/GFK07Y1MTFBSEgI1q5di5MnTyItLQ2Ojo5YtmwZCgsLNQpW3Nzc0KZNG0RHR2PiRMXltKv6Dl8ETdulOrL9VJKTk+X7rzxL03tTEz179oSNjQ0ePHhQa0PAZGxtbfHzzz9jzZo1OHfuHFJSUuDs7IyffvoJx44dA6B+wv6z+vTpg61bt2Lbtm1ITExEQkICTExMYGNjg4CAAIX9XbQxffp0uLq6YteuXUhKSsLjx4/RpEkT2NvbIzAwUGmfmqCgIHTu3Bl79uzB8ePHIRKJ0KxZM3Tv3l2hh8TT0xNz585FeHg4fvvtN5SVlaFbt24K14uOjoaVlRV8fHxU9uISEb3sBNJnx5KQTnFdfO3UpGeFqtaQ23D//v349ttv8fPPPyvtZP+iNOT2q6mcnBwMGzYMrq6uWLNmjc6vX9M2nD59Oi5duoSjR4/KV8NrzP7++2+MGTMGgYGBWLhw4Ut/H9a2xvC3XNvYhtpjGypSt4JoZZyzQkT11tChQ9G2bdsql40l7e3cuRMSiQTDhw9/IeWp2g8mOjpaPqSOgUqFTZs2wdraGuPGjavrqhAR1RkOAyOiektfXx9LlixBfHw8njx5wodYHSosLMTevXtx9+5dREREoF27dujfv/8LKXvcuHFwcnKCo6Mj9PX1kZaWhpSUFJiamiIoKOiF1KG+KysrQ8uWLTF48ODn2uyViOhlwWCFiOq1zp0719kQsJdZQUEBQkJCYGRkBBcXF3zyySdVriKnS8OHD0dsbCyuXbuG4uJiWFlZwdfXF1OmTEHbtm1fSB3qO6FQiClTptR1NYiI6hyDFSKiRsje3h7x8fF1UvasWbMwa9asOimbiIgaFs5ZISIiIiKieonBChERERER1UsMVoiIiIiIqF5isEJERERERPVSg5hgHx4ejuTkZFy6dAlpaWkQi8VYvnw5RowYUeNrnDt3DpMmTVJ7PCwsDK6urkrpFy9elO8YLRaL0b59e0yePBlDhw59no9CREREREQ11CCClZ9++glZWVmwsrJCixYtkJWV9dzX6tmzJ3r27KmUbmdnp5R27tw5BAYGwsDAAP7+/rCwsEBMTAwWLlyIrKwszJw587nrQUREREREVWsQwcqyZcvQpk0bODg4YMOGDfjxxx+f+1o9e/as0aZjZWVlWLJkCQQCAbZv346OHTsCAObMmYOxY8ciODgYgwYN4p4ARERERES1pEHMWfH09ISDg8MLLTM+Ph537txBQECAPFABAHNzc8yePRtlZWXYu3fvC60TEREREVFj0iB6VnTp9u3b2Lp1K0pKSmBvbw9PT09YW1sr5UtISAAAeHl5KR3r06ePQh4iIiIiItK9RhesREZGIjIyUv7e2NgYQUFBmDp1qkK+27dvAwDatGmjdI0mTZrAysoKGRkZtVpXIiIiIqLGrNEEK9bW1vj444/Rr18/2Nvbo6CgAOfOncMPP/yA77//Hubm5hg7dqw8f2FhIQDAwsJC5fXMzc1x7969asu1srLSzQdoxNiG2mMbaoftpz22ofbYhtpjG2qPbag9tqFmGk2w8tprr+G1116TvzcxMcFbb70FZ2dnjBgxAsHBwRg9ejT09HQ7jSc/P1+n12tsrKys2IZaYhtqh+2nPbah9tiG2mMbao9tqD22oaKaBG4NYoJ9bXJycoKLiwsePHigMKzL3NwcAPD48WOV5xUWFqrtdSEiIiIiIu01+mAFeBrVlZSUyNNkSxKrmpfy6NEj5Ofnq5zPQkREREREutHog5WysjJcuXIFAoEAr7zyijy9R48eAIDY2Filc+Li4gBA5eaSRERERESkGy9dsJKXl4f09HTk5eUppJ8/fx5SqVQhraysDCtWrEBWVha8vLzQtGlT+bHevXujVatWiIyMxNWrV+XphYWFCAkJgVAoxPDhw2v1sxARERERNWYNYoL97t27kZycDABIS0uTp8n2OfHx8YGPjw8AYPv27Vi9ejXmzp2rsFP9Rx99BADo1q0bbG1t8fjxYyQmJuLWrVuwt7fHV199pVCmUCjEsmXLMHXqVIwbNw4BAQEwNzdHTEwMMjMz8cEHH8DR0bHWPzsRERERUWPVIIKV5ORk7Nu3TyEtJSUFKSkpAAAHBwd5sKLO2LFjcfr0aSQkJCA/Px9CoRCtW7fGzJkzMWXKFDRp0kTpHA8PD4SGhmLVqlU4dOgQxGIx2rdvj/nz5+Ott97S3QckIiIiIiIlAumzY6NIp7g8nXa4xJ/22IbaYftpj22oPbah9tiG2mMbao9tqIhLFxMRERERUYPFYIWIiIiIiOolBitERERERFQvMVghIiIiIqJ6icEKERERERHVSzpZulgsFuPWrVvIy8tDYWEhzM3NYW1tDUdHRxgYGOiiCCIiIiIiamSeO1jJy8vD3r17cfLkSVy8eBEikUgpj5GREbp06YJ+/fph+PDhsLa21qqyRERERETUQEilQFlxFRmqX7pY42Dl9u3bWLVqFY4cOQKxWFxRjJUVOnXqhCZNmsDc3ByPHz9GQUEBbt68icTERCQmJmLlypXw9fXFvHnz0KZNG02LJSIiIiKihkIqhUnYeOhnn1ef59/3qr2MRsHKv//9b4SFhaG8vBy9evVCQEAAevbsiVatWqk95++//0Z8fDwiIyNx6NAhHD58GGPGjMG//vUvTYomIiIiIqL6oNoeE0AgLq46UKkhjYKVPXv24N1338XUqVNha2tbo3NatWqFVq1a4Z133sH9+/exceNG7Nmzh8EKEREREVFDU5Mek2cUzYyF1MBEKb36QWAaBitHjx6FjY2NJqcosLW1xZIlSzBjxoznvgYREREREdWSanpNNO0xkdi7QWpiDQgEz1UdjYIVbQKV2rgOERERERHVQA2GblX0mkyEfs7VGl1SXY+JAqHJcwcqgJZLF0+dOhVvvfUW3nrrLW0uQ0REREREz6MWgpCa0LbHpKa0ClZiY2NhY2PDYIWIiIiIqKZqEmDU8Dq6DkIAQGLTAcVjfqs6ENGyx6SmdLIpZHW++uorXL16FTt37nwRxRERERERvXjVBCFSkSEgKqqVAKMmahSEAC8sEKkJjYOVZcuWoUuXLujcuXONzykpKcGFCxc0LYqIiIiIqHa9wF6OMgDm2pekpCEGITWlcbCybds2CP73IQUCAU6fPo3FixfD2dkZHTp0QIcOHWBhYaFwTl5eHkxMqpl8Q0RERERUHV0FF/+7Vr3v5aiJBhiE1JTGwcr69evx559/4uLFizh16hQePHiAffv2AYA8iLG3t0eHDh3w2muvoaSkBHFxcXByctJtzYmIiIioYajnczR0qaogpGnTpnj48GHFm5c4wNAljYMVb29veHt7AwCcnZ0xaNAgjB8/HlevXpX/l56ejqysLBw9erSiEKEQs2fP1m3NiYiIiKhu1dFKVLr2ono5BIZmgIFI+zIaEa0m2C9YsADNmjVDjx490KNHD3l6WVkZbty4gZs3b0IikcDFxQWtW7fWurJEREREVE88x07muqLT4AJgL0c9plWwMn36dNUXFQrh7OwMZ2dnbS5PRERERPVVmYY7mXOOBj2HF7J0MRERERG9vF7ETubUOOlpkjk9PV0nherqOkRERERU96QGJoCBadX/MVCh56BRsDJ06FB89NFHSEtLe67Crl69ig8//JA73hMRERERUbU0GgY2e/Zs/Prrr4iKioKzszOGDh2KHj16wNnZGQYGBkr5RSIRrly5gnPnziEyMhI3btyAiYkJVwYjIiIiIqJqaRSszJ07F++++y7Wrl2L8PBwrFixAgKBAEKhEA4ODmjSpAnMzMxQWFiIR48eISsrCxKJBFKpFBYWFpg0aRJmzJgBa2vr2vo8RERERET0ktB4gn2zZs2wZMkSLFy4EIcOHcLx48eRkpKC27dvK+Vt3rw5unfvjn79+mHw4MEwMjLSRZ2JiIiIiKgReO7VwIyNjTF8+HAMHz4cAJCXl4fc3Fw8fvwYFhYWaNasGXtQiIiIiIjouels6WJra2sGJ0REREREpDMarQb2PG7cuIH//Oc/GDBgQG0XRUREREREL5Fa2RTywYMHiIyMREREBK5evQqpVAoB19YmIiIiIiIN6CxYKS4uxpEjRxAeHo74+HiUl5dDKpXC2toagwYNgr+/v66KIiIiIiKiRkCrYEUqlSIuLg4RERE4cuQISkpK5MsU+/j4wN/fH71794a+vr6u6ktERERERI3EcwUrV69eRXh4OCIjI5GbmwupVApjY2P4+fkhICAAffv2haGhoa7rSkREREREjYhGwcqGDRsQERGB9PR0SKVSCIVCeHt7Y8iQIfDx8YGpqWlt1ZOIiIiIiBoZjYKV//znPxAIBHBxccHIkSPh6+uLJk2a1FbdiIiIiIioEdN46WKpVIq0tDScO3cOqampKCsrq416ERERERFRI6dRz8quXbuwf/9+HDp0CJGRkTh48CAsLS3h5+eHwYMHw8PDg0sUExERERGRTmgUrHTt2hVdu3bFp59+ipMnTyI8PBwnT57Erl27sHv3bjRr1gyDBw+Gv78/XF1da6nKRERERETUGDzXamBCoRADBw7EwIEDUVhYiKioKISHhyMlJQW//fYbtm3bhldeeQUBAQEYMmQInJ2ddV1vIiIiIiJ6yWk8Z+VZ5ubmGD16NLZv346jR49i3rx5aNOmDbKzs7Fx40YMHz4cQ4YMwZo1a3RRXyIiIiIiaiS0DlYqc3BwwOzZsxEdHY1du3Zh3LhxsLKyws2bN7F69WpdFkVERERERC85rXawr8qz81siIiJqqygiIiIiInoJ1VqwIqOvr48BAwZgwIABtV0UERERERG9RHQ6DIyIiIiIiEhXGKwQEREREVG9xGCFiIiIiIjqJQYrRERERERULzFYISIiIiKieonBChERERER1UsMVoiIiIiIqF7SaJ+VxMRErQrr0aOHVucTEREREVHjoVGwMnHiRAgEgucu7OrVq891Xnh4OJKTk3Hp0iWkpaVBLBZj+fLlGDFiRI2vkZSUhKNHjyIhIQFZWVl48uQJHBwcMHDgQMyYMQOWlpZK5wwYMABZWVkqrzdmzBgsXbr0uT4PERERERFVT6NgZdiwYUrBSn5+Pk6cOAGBQIAOHTrA3t4eAJCdnY1r165BKpXC29sbVlZWz13Jn376CVlZWbCyskKLFi3UBhBVmT9/PvLz8+Hu7o63334bAoEACQkJ+PnnnxETE4OdO3eiWbNmSudZWFhg8uTJSumdO3d+rs9CREREREQ1o1Gw8u233yq8/+effzBmzBj06dMHS5YsgaOjo8LxW7du4euvv8b169cRFhb23JVctmwZ2rRpAwcHB2zYsAE//vijxteYPHkyhg0bhhYtWsjTpFIpvvrqK+zYsQOrV6/GF198oXSepaUlgoKCnrvuRERERET0fLSaYP/jjz9CIpEgJCREKVABAEdHR6xevRoSiQQ//PDDc5fj6ekJBwcHbaqK6dOnKwQqACAQCDB79mwA2s/HISIiIiIi3dKoZ+VZsbGx6NWrF4yMjNTmMTY2Rvfu3REbG6tNUbVGKKxoAn19fZXHRSIR9u3bh/v378PS0hJubm5wdnZ+kVUkIiIiImqUtApWCgsLkZ+fX22+/Px8FBUVaVNUrfn9998BAH369FF5PCcnB4sWLVJIe+ONN7BixQpYW1tXe31t5upQBbah9tiG2mH7aY9tqD22ofbYhtqr3IZSkSHK/ve6adOmEBia1U2lGpiX4T6USqWA+MnTBD0hBEIj1ceeVSlvTWgVrLz22mtITExEUlISunfvrjJPUlISEhIS0KFDB22KqhVXr17FmjVr0KxZM0ydOlXp+IgRI9CzZ0+0b98ehoaGSE9Px+rVq3Hq1CnMnj0bO3bsqHZ1tJoEc6SelZUV21BLbEPtsP20xzbUHttQe2xD7Sm1ofgJzP/38uHDh4CBqC6q1aA0iPtQKgXKiite6wkBfcP/pZcDZSWAVAqTsInQz3m6yq/I5V2IBn5e8eZJHszXqe4EAABxx2EoHbQcQM0CN62ClWnTpmH+/PkIDAzEsGHDMGjQINjb20MgECArKwvR0dEIDw9HeXk5pk2bpk1ROvf3339jxowZkEgk+M9//qOyl2Tu3LkK711cXLB+/XpMmDABycnJOHnyJPr16/eCakxEREREjVa5BJCUqj9eObDQJK8sCAGUAhGR+xSIvP8PACAouAuzX3y0/RQa0ypY8fPzw5IlS7BixQqEhYVh165dCselUikMDAywaNEi+Pn5aVVRXcrKysLkyZORl5eH4OBgeHh41PhcPT09jBgxAsnJyUhJSWGwQkRERKQrlX/VFxoDgv+tBSURAeVl6s/TNwL09J8jrxgoF1eR17DiwV7TvOVlFfV4hlRkWDFESs8A0DeoMq+cgWnF5bOSYbJbeTsNmdI3FkLcIxAAoPfPFZiGjlabV+QxByLPih/l9XLTYbr1LfXlqyGx6YDiMb8BAgEgqBRSmFihMChZ/YkCzcIPrYIVAJgwYQL69++PPXv2ICUlBf/88w+kUilatGgBd3d3jBgxAq1atdK2GJ3JzMzEpEmT8M8//2DlypXo37+/xteQdVkVFxfrunpEREREz6fyg35tXF72oP0/AnGlsqTSp6/LRIC0imBBXRDyzK/6TyZFoLz5awAAw3MbYBi/Ru0ln4zbhXK7LgAAg5TfYHRa/Sq0xe9sgaRVz4q8f+6C0R/L1OcdthaSdv0qqn0tEsaHP1WfN+C/kDgNAgDo3zgKk8gPlfKUATAHUOL3Dco6Da/IezsWJvtnqbxmucUrEPcIhLiL+sCjNsgDEVlABUBq+YpiECI0qQhUniUQyAMsXdAqWFm+fDksLS0xZ84czJ8/X1d1qjWVA5X//ve/8PF5vq6sixcvAoDWyykTERFRI6erAEPFPAJdkz1oq1TyEPjfBHvDk9/C8MIOtdcpCjwKaZOKZyjD2J9gmPyrTuv5MtF7fBfCa1EQu4yDxMG96h4LvaeP9eUtOtY8b7NXlfOqCkQEejoNQmpKq2Bl+/btGDBggK7qohN5eXnIz8+HlZWVwjwUWaBy//59/Pe//8Wbb75Z5XVu3LiBFi1awNLSUiE9KSkJmzZtgqGhIXx9fWvlMxAREVEdqOWeCVXl1XaA8aIIyqWQVp+tRuS/6huYyNNEvaZD1GOK+pP0n64uJXabCLHruzXL22U0xP/r4VCd11D+ssw5AIVOVUxrqJRX0t5HZbDQtGnTisUI9J72WEjaelUdWMgCB4E+oFfDYEFPg7x1FITUlFbBiq2tbcXyZLVs9+7dSE6u+BLT0tLkaQkJCQAAHx8feS/J9u3bsXr1asydO1dh5/lJkyYhKysLrq6uuH79Oq5fv65UTuX8hw4dws8//4zevXvDwcEBhoaGSEtLQ1xcHPT09PDVV1/B3t6+1j4zERFRo6bjwOHZIUyqynsZAgeFeQQ6Jn/QlhEXw3ydFwBAavp0VSeR9yKI+i5UfyGh8dO8XvMh8pzzzHEVv+rrGyoEA1XSKK+BwlAnneXVEyr0XsgIDM2UV01Tk5cqaNUyb775Jvbt24fCwkKYm6vtGNRacnIy9u3bp5CWkpKClJQUABXDsaob0pWVlQUASE1NRWpqqso8lYOVXr16IT09HVeuXEFCQgJEIhGaNWuGIUOG4L333kPXrl21+ERERESkllQKk7Dx0M8+r7NLVjmEqY7pNMBQN49AB1Q+aMsPVipTaAigFgILapQEUi26RgoLCzFx4kSYmJhgyZIl6Nixoy7r9lKo92tp13MNYj3yeo5tqB22n/bYhtprdG0ofgLzYPc6Kbo2eybUqsUAQ5dU7rPyv++pMCi5Xg8lqi8a3d9yNWp9n5XZs2fD0NAQKSkpGDlyJGxsbGBvbw9DQ+UIWSAQYMuWLdoUR0RERI1M0cxYSCvNXXheSkOY1GkggQNRY6FVsCKbMwJU7Knyzz//4J9//lGZt7qd3omIiIieJTUw0ckv9lUOYSKiekurYOXYsWO6qgcRERERNSQCIcQdh8lfE9UGre4s7jNCRERE1EgJDVE6aHld14Jecnp1XQEiIiIiIiJV2GdHREREpGtK+8QIFDY5hLgYULuN4rN5SwCUqy+r8pweTfKWlQJSSY3zSkVFinvVSKUQlJVUzCviwgRUS7QOVqRSKSIiInDs2DFkZGSgqKhI5UaRAoEAR48e1bY4IiIiakzEVWwMKdAHhEaV8qrf9FEqfmZFsao2iIQeYPB040LN8hYD0nKlDSYlzV5F8eRI+XuT0Hegn5uu8orllvZ4MvXpvGCTXROhf/+SyrxSEysUzTrzNO++6dDPTFSdV2iConkp8vfGB+ZBeOuU2k9WuOBp/Y0PfYKyvw6r3auGSxdTbdEqWBGJRJgxYwbi4+PV7mQvEAheyC73RERE9PKR7ZCuStlrfigZuvJp3ir2ZpE4DQQCVsvfm631gqBMdSAkadkDxaO3Ps37sw8Exar3xpDYdkbx+N3y96ZbAqBXkK22Hi8jib1bRc8KUS3QKljZtGkTzp49i/79+2Px4sVYs2YNIiIicPHiRfz999+IiorCr7/+infffRf/93//p6s6ExEREdV7ihtMKg6RKh63G1UOA6ucd/RvqHJoV+W8wzfUOG/J0FVVDwOrnHfwd2g6NkT1XjUcAka1SKtgJSoqCk2aNMGPP/4IU1NT6OlVzNc3MDBAu3btMHfuXHh4eGDSpElwdHTEqFGjdFJpIiIiahwKZ8Yqzt+oTKCvmDcoWe11mlo1Awqf9qQUzYqtolTF9YeKplY1jF0x75PJkZAHIVU9xGuy0WXlYWa6zFt5CF0N8nKvGqoLWgUrd+7cQffu3WFqWjFGUbbxo0Qigb5+xT8g3bt3h5ubG0JDQxmsEBERUfUklR6I9fRrPheiinwCA2MAxTXKq8l1lfNyOBSRLmm1dLGenh7MzZ9OtZIFLXl5eQr5bG1tcevWLW2KIiIiosaiXKL6NRE1OloFK7a2trh79678fevWrQEAFy5cUMh3/fp1mJmZaVMUERERERE1MloFKy4uLvjrr79QUlICAPD29gYAfP311zh58iSuX7+Of//730hPT0fXrl21ry0RERERETUaWgUrfn5+MDExQVxcHACgTZs2mDx5Mu7evYuZM2di2LBh2L59O4yNjbFw4UKdVJiIiIiIiBoHrSbY9+vXD7GxiqtpLFq0CF26dMHRo0dRUFCAtm3bYuLEiWjbtq02RRERERERUSOj9Q72qvj7+8Pf3782Lk1ERERERI2EVsPAiIiIiIiIaotWwYqzszM6d+6MTZs2VZlv8eLF6NixozZFERERUWMhNFb9mogaHa17VsrKyrBixQosXrwYYrFYbT6pVKptUURERNQYVN71Xd0O8ETUKGgdrLzxxhvo2rUr9u3bh4kTJyI3N1cX9SIiIiIiokZO62ClefPm+O233zB06FCkpqbinXfewdWrV3VRNyIiImqMJCLVr4mo0dHJBHtDQ0N8//33WLBgAe7du4dx48YhOjpaF5cmIiKixqZcovo1ETU6Ol0NbPr06VizZg0EAgE+/PBDBAcH6/LyRERERETUiOh8n5X+/ftj165dmDlzJkJCQpCWlgYBJ8cREREREZGGamVTyPbt2+P3339HUFAQjhw5wmCFiIiIiIg0ptUwMHt7e1hZWak81qRJE2zatAljx47lssVEREQvO6kUED9R/K/y5HhpufLxqvISEUHLnpU//vijyuP6+vr48ssvMXPmTEgknCBHRET0UpJKYRI2HvrZ5xWSRR5zIPKcCwDQy02H6da31F5C5D4FIu//q8j7+F7t1ZWIGpRaGQb2LDs7uxdRDBEREdWFsmKlQEUbUgOTp2+4gz1Ro/ZCghUiIiJqHIpmxj4NNvSePmaUN3sVhUHJ6k+slFdqUelHTs57JWrUtA5WpFIpIiIicOzYMWRkZKCoqEjlHBWBQICjR49qWxwRERHVY1IDE8DAVPmAQE91uioCne6sQEQNmFbBikgkwowZMxAfH692Er1AIOAEeyIiopeZvhGejNslf01EpCta/XSxadMmnD17Fv369UNMTAzefvttCAQC/Pnnn4iKisLcuXNhYmKCwMBAXLt2TVd1JiIiovpETx/ldl1QbtcF0NOv69oQ0UtEq56VqKgoNGnSBD/++CNMTU2hp1cR+xgYGKBdu3aYO3cuPDw8MGnSJDg6OmLUqFE6qTQRERHVM1IpUFask0sJxLq5DhE1fFoFK3fu3EH37t1haloxBlW2+aNEIoG+fsUvK927d4ebmxtCQ0MZrBAREb2MykphunkI9Aqy67omRPSS0WoYmJ6eHszNzeXvZUFLXl6eQj5bW1vcunVLm6KIiIiovhIV1kqgIrF3A4Qm1WckopeWVj0rtra2uHv3rvx969atAQAXLlyAj4+PPP369eswMzPTpigiIiJqAIoCj0Bqaq2biwlNuHQxUSOnVbDi4uKCmJgYlJSUwNjYGN7e3li+fDm+/vprGBgYwM7ODrt27UJ6ejr69++vqzoTERFRPaV26WIioueg1TAwPz8/mJiYIC4uDgDQpk0bTJ48GXfv3sXMmTMxbNgwbN++HcbGxli4cKFOKkxERERERI2DVj0r/fr1Q2xsrELaokWL0KVLFxw9ehQFBQVo27YtJk6ciLZt22pTFBERERERNTJa72Cvir+/P/z9/Wvj0kRERERE1EhoNQyMiIiIiIiotuikZ6W4uBiXLl1CTk4ORCKR2nzDhg3TRXFERERUn+gbqn5NRKQlrYOVn376CZs3b0ZJSYnaPFKpFAKBgMEKERHRy0hPX/VrIiItaRWsbNy4EWvXroVQKES/fv3Qtm1b7qdCREREREQ6oVWwsnv3bhgbG2P79u3o1KmTrupEREREDYlErPjaoO6qQkQvF60m2N+9exc9evRgoEJERNSYlZepfk1EpCWtghUbGxtd1YOIiIiIiEiBVsHKkCFDcPHiRTx69EhX9SEiIiIiIgKgZbASFBSE9u3bY+7cubhz546u6kRERERERKTZBPtJkyYppZWXlyMlJQWDBw+Gg4MDbG1tIRAIlPIJBAJs2bLl+WtKREREuiWVAmXFT9/rGwJ6/3s0KC8DJOr3ToOeAaBv8DQvEVEt0ChYSUhIUHtMIpHgzp07antYVAUwNRUeHo7k5GRcunQJaWlpEIvFWL58OUaMGKHRdcrLyxEaGoqwsDBkZGTA1NQUvXr1wocffoi2bduqPOfixYsIDg5GamoqxGIx2rdvj8mTJ2Po0KHP/XmIiKiRkoiqfrDXN3q6T0mlvFKRISB+UkVeMVAuhlqVgxBZXqkUJmEToZ9zVZ6tOOC/kDgNqjjlxlGYRH6o9pIlft+grNNwAIDwzln1ZRMRaUGjYOXYsWO1VY8q/fTTT8jKyoKVlRVatGiBrKys57rOF198gV27dqF9+/aYMGECcnNzERUVhbi4OOzcuRPt27dXyH/u3DkEBgbCwMAA/v7+sLCwQExMDBYuXIisrCzMnDlTFx+PiIjqozIRIK0isBAaA4L/jaauLggxMAUAGJ7bAMP4NWqzPRm3C+V2XSpOSfkNRqd/qKgKAPNn8ha/swWSVj0r8v65C0Z/LFN73eJhayFp16+i2tciYXz4U/V1fQ5SocnTN0JjnV6biBo3jYIVBweH2qpHlZYtW4Y2bdrAwcEBGzZswI8//qjxNeLj47Fr1y50794dmzZtgqGhIQBg2LBheP/99/Hll19i27Zt8vxlZWVYsmQJBAIBtm/fjo4dOwIA5syZg7FjxyI4OBiDBg1S2yNDREQNm+HJb2F4YYfa40WBRyFtUvH/i4axP8Ew+VeV+cQd34a4eyDKm71aK/XUlsSmA4rH/AYIBBU9MLL09j4oDEpWf6Le081UJG16P03XYiQFEdGztNoU8kXx9PTU+hq7d+8GAHzwwQfyQAUAevfuDS8vL5w+fRq3bt2Co6MjgIrg5s6dOxgxYoQ8UAEAc3NzzJ49Gx9++CH27t2LBQsWaF03IiJ6eRlcCYfew79RPGYbRL2mQ9RjivrM+kbyl2K3iRC7vgsAaNq0KR4+fKg+b5fREP9vSJbq6z79/70y5wAUOvk9PSY0UR1g6AmfDh2rTk3zERFpqNH863Lu3DmYmprCzc1N6ZgsWElMTJQHK7L5OV5eXkr5+/Tpo5CHiIhePiLvRRD1Xag+Q6XhTiKv+RB5zqkir8nTnotKgUOVKuUVGJoBBlVMdtevNNm92utqkJeIqI41imDlyZMnyMnJgZOTE/T19ZWOy4Zy3b59W54me92mTRul/E2aNIGVlRUyMjJqo7pERFSXpFKgOL/itYlVzYY1aRKEEBFRjTWKYOXx48cAKoZwqSJLLywslKfJXltYWKg95969e9WWbWVlpVFdSRnbUHtsQ+2w/bTXkNpQKipC2X8retCF/0qv6NWoB+pzG0pFhpAtL9C0adN602bPqs9t2FCwDbXHNtRMowhW6lJ+fn5dV6FBs7KyYhtqiW2oHbaf9hpcG4qfyFfeevjwYdXDr16Qet+G9bDNnlXv27ABYBtqj22oqCaBm1Y72DcUst6Ryj0nlcnSK/e8yF7LemVUnaOu14WIiIiIiLTXKIIVU1NT2NjYIDMzExKJROm4bH5K5WWIZa9VzUt59OgR8vPzVc5nISIiIiIi3dBJsFJWVoajR4/iv//9Lz7//HPs2bNHfuz+/fu4du0aysqq2CzrBejZsyeePHmClJQUpWOxsbEAgB49esjTZK9lxyqLi4uTX5OIiIiIiGqH1sFKQkICfHx8EBQUhPXr12P37t1ITn66idTZs2cxfPhwHDt2TNuiaiQvLw/p6enIy8tTSB89ejQAYOXKlRCJno6lPXv2LGJjY9GjRw/5ssVAxf4rrVq1QmRkJK5evSpPLywsREhICIRCIYYPr2JNeyIiIl2TSgHxk3r3n0BcXNctQ0QvKa0m2F+/fh3Tp0+HRCLBpEmT4Obmhvnz5yvk8fPzw1dffYWYmBj4+fmpuVLVKgdAaWlp8jTZPic+Pj7w8fEBAGzfvh2rV6/G3LlzERQUJL+Gh4cH3nnnHezevRvDhw+Ht7c3cnNzERUVBXNzc3z55ZcKZQqFQixbtgxTp07FuHHjEBAQAHNzc8TExCAzMxMffPCBQnBDRESNjFQKlL2Yh3SpyBAQFcEkbCL0c65WfwIR0UtCq2BlzZo1EIlE+OWXX9C7d2+VeUxMTPDqq6/iypUrz11OcnIy9u3bp5CWkpIiH9Ll4OAgD1aqsnTpUrz++usICwvDb7/9BlNTU/Tv3x8ffvihysDDw8MDoaGhWLVqFQ4dOgSxWIz27dtj/vz5eOutt5778xARUT0mEELccRhQXgZI1KxqJZW+0MChDIDqxffrF4m9W8UGmEREOiKQSqXS5z25d+/eaNu2LXbs2CFPc3Z2xvDhw7F8+XJ52rx58xAXF6cwPKyx4PJ02uESf9pjG2qH7ae9BteGUilMwsZDP/t8XddEJYlNBxSP+a1mm1W+aEKT+lkvNMD7sB5iG2qPbaioJksXa9WzUlhYCFtb22rziUQilJeXa1MUERHRi1FWXONA5UUFDk2bNq3YvwSo1wEBEZGuaRWs2NjYID09vdp8aWlpsLe316YoIiKiF6PSgIOiGachNTRVn/cFBQ4CQ7N6udEiEVFt02o1MC8vL9y4cQNHjhxRm2fv3r3Izs6Gt7e3NkURERG9GGUl8pdSgQAwMFX/H3s4iIhqlVbByowZM2BqaooFCxZg5cqV+PPPPwEAJSUlSEtLQ0hICL766is0bdoU77//vk4qTEREREREjYNWwYqDgwPWr1+PJk2aYN26dRg9ejQEAgGio6Px9ttvY9WqVTAzM0NISAhsbGx0VWciIiIiImoEtJqzAgDdu3dHdHQ09uzZg7NnzyIrKwsSiQR2dnbo3bs3xo4dC0tLS13UlYiIiIiIGhGtgxUAMDc3x3vvvYf33ntPF5cjIiIiIiLSbhgYERERERFRbdEqWFm5cmWNli4mIiIiIiLSlFbByrp16xAQEIARI0Zg8+bNuH//vq7qRUREVDcEeqpfExHRC6fVv8IfffQRnJyccOXKFXz33XcYMGAA3n//fezduxeFhYW6qiMREdGLIzRS/ZqIiF44rYKVadOmITw8HAcPHsT06dNhb2+Ps2fP4rPPPkOfPn0wf/58HD16FGKxWFf1JSIiIiKiRkIn/duvvvoqPvzwQxw5cgRhYWEYP348LCwscPjwYQQFBaFPnz7417/+pYuiiIiIiIiokdD5YFwXFxcsWbIEp06dwi+//IIhQ4agoKAAe/bs0XVRREREuicuVv2aiIheuFqbOZiYmIjo6GjExsbWVhFERERERPQS08mmkDJXr15FREQEoqKi8M8//0AqlcLExAQBAQEYOnSoLosiIiIiIqKXnNbByt9//43IyEgcOHAAt27dglQqhVAoxBtvvIGhQ4fCx8cHJiYmuqgrERGRalIpUFZpyJaB6dPX4hIA5erPrZy3rBQCDv0iIqo3tApWxo4diwsXLkAqlQIAXF1dMXToUAwePBjW1tY6qSAREVGVpFKYhI2Hfvb5ircmViiadUZ+2GTfdOhnJqo+VWiConkp8vfGB+ZBeOtU7daXiIhqTKtgJTU1Fe3atZMP82rVqpWu6kVERFQzZcXyQEXnhMa1c10iIqoRrYKV33//HZ06ddJVXYiIiLRSNDMWUgPFocfFwzegymFglZQMXQWICmG+zqsiQSDQcQ2JiEgTWgUrDFSIiKg+kRqYKM5BAQADDXpHhEaAVKLbShER0XOrtaWLiYiIiIio8ZJKpSgurvhPIpHK08vKKtJqQqOelYEDB0IgEGDTpk1o1aoVBg4cWONzBQIBjh49qklxRERENaAHiW1n+WsiIqp7UqkUs4Ok+PNSxftV/xXArVvF6/ADwH9/kuLyheqvo1GwkpWVBQAoKytTeE9ERFRnDIxRPH53XdeCiIgqKSmBPFDRhkbByrVr16p8T0REVCee3WdFC9xnhYioalKpFCUlimmGhoC+fsWiJGKx4vED+wSwtHz6/u2hwJBBNVvARKc72BMREb1wz+yzQkREtefZ4V0yG9cJ0MG54vXu34GQdU/npBgbPw1kAEAoFEBYwyhEq8G9ixcvxp49e6rNt3fvXixevFibooiIiFQrzquVQEVi7wYITarPSETUiGg6vKtL54pg5Xlp1bOyb98+AMCoUaOqzJeSkoL9+/dj+fLl2hRHRERUpaLAI5CaWuvmYkIT7rNCRI2OqiFeAGBkBOjpKf6beGCfQB6IGBo+TX9nJDD87Yq8xsYVC209rxcyDEwsFkNfX/9FFEVERI2Yyn1WiIioRtQN8QKArZsEaOdY8drICCgtrQhETEyUAxEDAwEMDHRTp1pf41EqleLKlSuwsrKq7aKIiIiIiOg51WSIl4mJAOPGaj+8q6Y07lmZNGmSwvvTp08rpclIJBLcuXMHDx48wNtvv/18NSQiIiIiIq2oG94lY2Sk+L7yEK9nj0+aIMCU97Qb3lVTGgcrCQkJ8tcCgQAPHjzAgwcP1BcgFKJfv374+OOPn6+GRERERET03Koa3iWze4cAzZsD746peG9uXjGcSxV16bVB42Dl2LFjACo+tI+PD/z8/NQGIgYGBrCysoKBrgatERERERGRApFIColE/XE9PaB9++qHeBkYCDBnVv1aWETjYMXBwUH+eu7cuejQoYNCGhERERERqVfVkKzKE9ZLS6UoL1d/HdlKW9//KMWhw+rzHdgvwEcf6GH2DKnaPM8OA6svtFoNbO7cubqqBxER0fMxMFH9mojoBatJECKVSjF1hhTX01Tniz3xNFj59zdSnDipvrwjhwQw0eCfPVUrd9V3Wi9dLJVKERERgWPHjiEjIwNFRUWQSpWjNoFAgKNHj2pbHBERERHRC6cuEKkchATOkCJNRRBibAwcja7IV1ICtYHK8/q/jwRY8IH64y9i1a7aolWwIhKJMGPGDMTHx6sMUICKIEXdMSIiIiIiTVQOGvT0ACOjp70FJSVSqHvsFAgAY+PnzztrrhR/3VDM17QJEBn+NAhRFag8y8REgN4eUjx4AKxZJahy79l/fSrAZ4vUH3+6IWPD6zGpKa2ClU2bNuHs2bPo378/Fi9ejDVr1iAiIgIXL17E33//jaioKPz6669499138X//93+6qjMREdFT4mLF19wUkqjBkgUizwYhxcXS/x0H5sx7GjQ4vw78vP5pvgmTpbh3X/W127YFtm1+mnfqTClu31ad184W2BNWKe8MKW5nVF13ExMBXF2kKCqqPghZ9pUAhobVL/1buQ0aK62ClaioKDRp0gQ//vgjTE1NoadXscekgYEB2rVrh7lz58LDwwOTJk2Co6MjRo0apZNKExEREVHdk0qlEIlUBxaqqAtCKq71NBBxdQFW//Q03ztjpXj4SMeV14CsB+O19lUHIj+uYBCia1oFK3fu3EH37t1halrxK5bsi5FIJNDX1wcAdO/eHW5ubggNDWWwQkRERPSSkO3d0axZRU+BzJuD1QcrvT2A7799mnfocNXzQKravBB4GjT873FTbtsWQZVDuyr7eV3N865ZJUB5+dPVt9RhEKJ7WgUrenp6MDc3l7+XBS15eXmwsbGRp9va2uKPP/7QpigiIqpvxE/UHxPoA0KjmuWFHmBQafanRnmLIag8DIyIXpiSkqf7dhQXS3W20pQsEKls907F9+qChsrzTKqjSV4GIXVHq2DF1tYWd+/elb9v3bo1AODChQvw8fGRp1+/fh1mZmbaFEVE9OJJpZCKiioenvUMAP3/bXBbLgEkperP0xMC+oaa55WWA2VV/JyoSV6BEBDK8kqBsioe6DXJW2k+iHmwu9psZY59UTJ8vfy92VovCNRcV9KyB4pHb32a92cfCIrzVee17Yzi8bvl7023BECvIFt9fYnohTtySP2D/f9mDMgd2Kcq4FAORBrikrukG1oFKy4uLoiJiUFJSQmMjY3h7e2N5cuX4+uvv4aBgQHs7Oywa9cupKeno3///rqqMxE1dhIxUC5Wf1zfsOLBHgDKywCJSH1ehSCkUl6pFCZhE1GWcxXmAEoHLIHYdXzF5bOSYbJ7stpLlr6xEOIegRWX/+cKTENHq80r8pgDkWfFnlV6uekw3fqW+rzuUyDyrlisRFBwF2a/+KjP6/IuRAM/r3hTnA/zdX3U5hV3HIbSQcsr3pQVVx2EvOaHksHfKfaa1CfCBrw+J9FLQpPAgkEIVUerYMXPzw+nT59GXFwcBg4ciDZt2mDy5MnYvHkzZs6cCaBiPKOJiQkWLlyokwoTEQmvRcL48KdqjxcH/BcSp0EAAP0bR2ES+aHavCV+36Cs0/CKvLdjYbJ/lm4r+5IRFOXIe3cKg5KryKg4kLxoVmwVV1X8qbVoalV7cinmfTI5EhA/gfk6r/+VywcfIqKXiVbBSr9+/RAbq/h/QIsWLUKXLl1w9OhRFBQUoG3btpg4cSLatm2rTVFE1JiVl0H/dsW/NZK2Xi+2bLvOKBy1+enwKwASB/eqH9T1nv7TWt7i/9u78/CmqrwP4N+bJm1TAm1AqBRRlNoCllWorAKVRW1ZCiIMAhVhBIECbgwOjA64jMLrRgHFZRAcNlkqgiIFQVkESlmsCoogVFqkoLSF7klz3j9i0qTZm6RN0+/neXi8uffcc09Ob+L95WztnE/bpLXTaUWj5g6CBZOvd6Xa+bRypf20cmVlQODKFMFeS6sEwLW8iIj8ldsr2FsTHx+P+Ph4b2RNRPVRRbmxxaMw+Ri0bRJQGDXYdnrTwCJygIMAQFGZtlVvi7RhTSOA/Pwq5wQAMicfqF1JK8mcf1B3Ka3knbRERERe5pVghYjIqwJMxpk4IpObtUi4mtbRXPl+w9HAeneyLg90MMOXezgbGBGR/2KwQkTkLi8+6NeIvyYTCLh62ivZawGoHKYioromOLhy5q9gzm1BXuJSsHLfffdV+0KSJGH3bnuDJomInFDDv6I7bBXw8oM+Oa8ioot+TA0R1QhJkqDkR468zKVgJScnx1vlICKyzWSJYeOsTzWkPrUKVDRti5LRH3t8Rq2wsDDkVx334w2mg/+JiMgvuBSs/PTTT94qBxGRbfYWP/QR3nrQr1FeetiXAhsACjtr3RBRnVReLrD4df2PSc8+LSEwsA5//5HP4pgVIqpTiibtgghpXGPXc7pVgL/qE1E9U1EB7Nip335qdq0WhfxYnQlWMjMzkZKSgpMnT0Kj0SAyMhJJSUkYMmSIU+ePHz8e6enpdtO89tprGD58uPF1XFycza5vo0ePxsKFC50uPxG5wXR9kaCGNTq1LlsFiIiIao9bwcrRo0ddSt+tW7dqXefIkSOYNGkSFAoF4uPj0bBhQ6SlpeGZZ55BTk4Opk6d6jCPxMRExMbGWuzXarVYsWIFZDIZevToYXG8YcOGSEpKstgfExNTrfdCRNVgOk2xs1MWExERUZ3nVrAyfvx4l9YgOH3a9dlytFot5s+fD0mSsGbNGrRr1w4AMH36dIwZMwYpKSm4//770apVK7v5jBgxwur+nTt3QgiBe++9F+Hh4RbHGzVqhOTkZJfLTURERERE7nErWBk+fLjVYEWn0+H333/HqVOnUFhYiLi4OISGhlbrGocPH8Zvv/2GESNGGAMVAFCpVJg2bRqefPJJbNmyBU899VS18t+4cSMA4KGHHqrW+URUA3QV1reJiIjIr7kVrLz66qt2j+fn52P+/Pk4e/YsNmzYUK1rGMaZ9O5tOV1pr169zNK46vLlyzh48CCaNm2Kfv36WU1TXl6O1NRU5ObmolGjRujSpQvatGlTresRkQ1CAEIHyAL0ryvKAZ3WeFgqLahMW8HxI0RERPWFVwfYh4WFYfHixRg4cCBef/31ag1Iv3DhAgDgtttuszgWGhoKtVqNrKysapVv8+bN0Ol0SExMhFxuvSquXr2KuXPnmu3r06cPFi1ahMaNa25GIiK/JQSUGx5BWb/noLu5PQBAcfxjBO3/v1ouGBEREdU2r88GplQq0b59e+zZs6dawUphYSEA/UB3a1QqFS5fvuxyvkIIbNmyBYDtLmAjRoxAbGwsIiMjERgYiHPnzmHp0qXYt28fpk2bhnXr1jkcs6NWq10uG5ljHbrPl+tQlBdBe+kEGny3GgGt34YU2AAVIUrobKQPvelmyIJqdplGX66/uoJ16D7WoftYh+4zrcOwMIH9e8Vf+yWXxjHXZ7wPXVMjUxcXFxfj+vXrNXEppx0+fBjZ2dmIjY212moDADNmzDB73bFjR6xYsQLjxo3DsWPH8M0339jsPmaQl5fnqSLXS2q1mnXoJp+vQ00xVADEj9uRH7dAP01wm4eAqOEmaUqMK9cXFBQACk2NFc/n668OYB26j3XoPtah+6zVoSE+cWY5KuJ9WJUzgZvM24XYs2cPMjIyHM7WZYtKpf8F9caNG1aPFxYW2mx1sae6A+tlMplxZrHjx4+7fF0ickJAoH4tFeM/ZW2XiIiIiGqBWy0rzz33nM1jxcXFuHDhAs6cOQMhBB577LFqXcMQ5GRlZVmsbVJQUIC8vDx07tzZpTwLCgqwa9cuNGrUCIMHD3a5TIYosKSkxOVziYiIiPxBeblAynJ9N7DkaRICA9kNjDzPrWAlNTXVYZqIiAjMmDHDbGV4V3Tr1g0rVqzAgQMHEB8fb3bs4MGDAGB1sUd7PvvsM5SXl2PUqFEIDg52uUyZmZkAgBYtWrh8LhHZobH+A4BkYz8REdWeigog9VP99rQptVoU8mNuBSurV6+2eUyhUKBp06a45ZZb3LkEevTogZYtW2L79u2YMGEC2rZtC0Df/Wv58uWQy+VITEw0pr927Rry8vKgVqttzta1adMmAPa7gJ09exbNmjVDo0aNzPZnZGRg5cqVCAwMxKBBg9x6b0QE/bTFfzGMSyEiIiIC3AxWXG3RqA65XI6XXnoJkydPxtixY5GQkACVSoW0tDRkZ2dj9uzZuP32243p16xZg6VLl2LGjBlWV57/4Ycf8NNPP+Guu+4yW2Syqh07duCDDz5Ajx490KJFCwQGBuLMmTM4ePAgZDIZFixYgIiICK+8Z6J6RVvqdNKKiC6AnONXiIiI6osamQ3MXd27d8fatWuxZMkS7NixAxqNBpGRkZg1axaGDh3qUl7OtKoAwD333INz587h1KlTSE9PR3l5OZo0aYIHH3wQjz76KDp06FDt90NEJmSVX0NFf98LEdzIdlq5snLqGSIiIvJ7khAmfTDI4zg9nXs4xZ/7fL4ONcVQpdwNAChMPqaf/cuH+Hz91QGsQ/exDt3HOnRf1TosKREY+ID+MXLXDglKJX9McoT3oTlnpi72SMtKdnY2MjIycOXKFZSXl1tNI0kSpk+f7onLERERERFRPeBWsFJWVob58+dj+/btAPSrwtvCYIWIrBI669tERERU77kVrCxevBjbtm1DkyZNMGTIELRs2RIhIb7VhYOIfJy2zHw7UFV7ZSEiIqcFBQEb10nGbSJvcCtY2bFjB9RqNT799FM0bdrUU2UiIiIiIh8nk0lo3ry2S0H+zq1gpbi4GL1792agQkREREREZoQQKLWzQoET4+vdC1YiIyPxxx9/uJMFEREREdVBGo3Aex/oxys/PlmCQsHZwKiSEALTkgW+/8F2mh+/c5yPzJ1CPPbYY/j+++9x/Phxd7IhIiIiojpGqwXWbdD/02pruzTkKUIIlJS4/y8/H3YDFWe51bLywAMPIDc3F9OmTcO4cePQs2dPhIeHQ7KxaBtXfCciIiIi8hxHXa1cywuYPlPgl7Oeyc9gW6qE4ODqnev2OivR0dEIDQ3FsmXLsGzZMpvpJEnCqVOn3L0cEREREZFPchQ4BAXpWx08dz3vBBee1D4GCAuDzcYMR9wKVvbu3Yvk5GRotVo0btwYERERUCqV7mRJRPWNTG59m4iIyApPtiR4knOBw7WaKo5b7owEli2RUM34wkxwcPUDFcDNYCUlJQVCCPznP//B8OHD3SoIEdVTAQrr20REVGeUlHqutcCeutCSUBs8GVwA7gcYnuRWsHLu3Dl07doViYmJnioPEREREdUBQlQGKEMTAaBmAhZfZy9wCAtTIz8/z+PX9KXgwtPcClbUajVXrCci9wid9W0iIvJppWW1d21PtyR4kr3AISREQlmZDxbah7kVrAwePBjbtm1DYWEhVCqVp8pERPWJtsx8O5DfJUREdUFQYOX21s36B/Ga4s8tCWTOrWBl9uzZOHnyJGbMmIEXX3wRLVu29FS5iIiIiMiHyWQSDF2/QkIkKJUMHsjz3ApWpkyZAplMhiNHjuCBBx5AixYt0KxZM6uRriRJWLVqlTuXIyJfIQSgLdFvy5UwtsNrywFhZ2UwK2klTYl3y0pERER1llvBSnp6unFbq9UiKysLWVlZVtOyqY7ITwgB5YZHEHDpBACgMPkYoNCPXQva/QIUpz61eWrh1INASGMAQOA3ryLwu3VeLy4REXmHRiPMttmyQt7gVrDy1VdfeaocRFRXaEuMgYrHyau5vC0REdU4bYX1bSJPcitYadGihafKQUR1UNHUA/quXX8pG7AAZff9y/YJJmnL+85F+b3PAJoSqN7trd/JFlgiIiIyweWiiajahEJpHmDIAwEE2kxvxpW0REREVC+5FawcPXrUpfTdunVz53JERERERFSPuBWsjB8/3qWB86dPn3bnckTkazwwkxdnAyMiIiJb3ApWhg8fbjVY0el0+P3333Hq1CkUFhYiLi4OoaGh7lyKiHyGDCI4DFJpfuVYEyIiIiIvcCtYefXVV+0ez8/Px/z583H27Fls2LDBnUsRkc/QQSrN93iuFRFdzAbgExEREXl1gH1YWBgWL16MgQMH4vXXX8fChQu9eTkiqmFFUw/oB9l7glzJ2cCIiGqAEAKlpdaPKRSAXK7/Lq6oECgvrzwWFCRQUlK5tkqArPJYoMIbJSWqgdnAlEol2rdvjz179jBYIfIzQqE0LghJRETeYy3AMA0stFoBjcb2+Ya0QghMmSZwysYw4idnSRiZqN/+LhOY+aQwOXrNLO3fJ1VuBwTwxybyjhqZuri4uBjXr1+viUsRkbeZDojXlDBYIaJ6xTRoCAysfEjXaAS0WtvnmaZ1NrAwpC0vB6bPFPjlrHm6hf+WENdPv73vAPD8vwVs+ec/JDz4AFBaqi8LUV3h9WBlz549yMjIQOvWrb19KSIiIiILQgjodJUP8o4Ci6AgQCazDEKEMA8a3n9XQts2+u2Nm4Hl79oOFpa8KaFLZ/321m3Am2/bTrvoPxJ69tBvp+0CXnnNdlpXKZUSxo4BiooEli2RLHrfKky6c3XsAOzaUZkgLEyN/Pw842uNRuD9Dz1WNCKr3ApWnnvuOZvHiouLceHCBZw5cwZCCDz22GPuXIqIaoIQgNak5cS01URbBogKTjVMRDWqvFygosL28eBgGGcmtZbWEGAsW6JDyF9fae99ILDOzrw/q1dKuOP2v7b/J7BylRtvwIPujIRZgGEaWNzb2zywqMo0bWw3oEd3yeHyEwEBEpQmwxJDQiSUlVU9x3OBFJE1bgUrqampDtNERERgxowZGD58uDuXIiJvEwLKDY8g4NIJ/Uu5EkUzjxsPB2+bCfn5fbVVOiKqpxa/LrBjp+3j2z6VoA7Tb6csF0j91Hq6Dz8qweSJAkql+2MrDEFDUFDlvlEjgcRhtvM27Xo1bAjw4P3OBRaDBgL9++nTmgZmVcnlEuROPtUZupgR1QVuBSurV6+2eUyhUKBp06a45ZZb3LkEEdUUbYkxUHGaPNg7ZSEi8rCfz1Qg+K+vrMcnS3jsUdtpTYOQCeP03aZMWQsaFArJLMiwx9XAwtm0nlZ1UH/V2cBszShG5Elu3f6xsbGeKgcR+RBrUxKXDlkCiApAU1K5GCSnGiYiLzB9SH7mKQlPzbadNtjkN5PkaRKmTbGernnzRsjPzwfgWmBRNW1l2fy7+1PV8Tl612wlJ/Ial4OVQ4cOITc3FzExMYiMjLSb9uzZs/jhhx9w8803o3v37tUuJBHVLKtTEsuDrCcmIvKw0lJg4AP6YOCzVEAZbPuHEWcDh5ISmLUKVIf1B3hqH2MeNBJ5kkvByu+//44pU6agefPm2Lx5s8P0N998M6ZPn47c3Fzs3LkT4eHh1S4oERER1Q9CVAYVQxMBz7RisFWgOkwH9VedDczA3lgaIne5FKxs3LgRGo0Gzz77LFQqlcP0KpUKc+bMwfTp07Fp0yZMnz692gUlIm+ToeKWboDQAVrbHZE5GxgReVtpWW2XwL6qs3L5M9NAxPpsYETe5VKw8u2336Jx48YYMGCA0+fcd999uOmmm7B//34GK0S+TB4E6LQIuHQCqnd61XZpiIgAABvXAWFh7j8g22oVqA62JBDVHJeClV9//RVdunRx+SIxMTE4ccLFWYaIqGa5OBtYRUQXQK50nJCIyA1BwfDIdMNsFSCqm1wKVoqLi53q/lWVSqVCUVGRy+cRUe2wNhuYBbmSs4ERERGRV7kUrISGhuLPP/90+SJ//vknQkNDXT6PiGqQyVgUAVjOBkZERERUw2SuJG7dujVOnjyJUhdWASopKcHJkyfRunVrlwtHRERE9U+AzPo2EdU/Ln0FxMXFoaSkBO+8847T57zzzjsoLS1FXFycy4UjIiKi+icwULK6TUT1j0vByujRo3HTTTfhvffew/Lly6HT6Wym1el0WLZsGd577z00adIEo0ePdruwRPWKEICmSiumpgTQFNv4V2I1rSgvciJtKackJiIiIp/j0pgVpVKJpUuX4tFHH0VKSgo2btyI+++/H+3atUPjxo0BANeuXcOpU6fw5Zdf4vLlywgKCkJKSgqUSs4aROQ0IaDc8AhQoUHJIxuNu0NWJUB2/ZLVUyqatEZJ0nbja+XaUQj48xy0AKpOi6FrFIHiyV9Vpv1kPAJyf/DkOyAiIiJym0vBCgB06tQJ69evx7PPPotffvkFH330kUUaw8qzd955JxYvXow2bdq4XVCiesV0GmFNcc0PdpcH1+z1iIhMlJQKs21PTF1MRHWTy8EKALRp0wbbtm3D/v378c033+DUqVPIz8+HEAJqtRpt27ZF3759ce+993q6vET1WnHSdvw1V5cV5v8zLxm7EYBAWFgY8vPz7ad9+GNAUwTVu73/OswHAyIiIqp91QpWDPr06YM+ffp4qixE5IijtU+spJUCGwCKcgdpgwHYHoNGREREVBvcClaIqAa4OfBdlAfqu5I5wAH2RERE5GsYrBD5IlHZ1cvYNauarA2wJyIiIqoLuNQSkS/SOr/wqqdVRHQB5Jy9j4iIiGofW1aIfFzRpF0QIY2rfb71AfZ2yJUcYE9ELhNCoNRDv7OU1d7vNUTkYxisEPkik4H0IqSxW1MXOzXAnojIDUIITEsW+N4LyzUFsA8IUb3GrwAiIiJyS2kpvBKotI8BGjViSy9RfVZnWlYyMzORkpKCkydPQqPRIDIyEklJSRgyZIhT5x85cgQTJkyweXzDhg3o1KmTx69L5JC1mbo4MxcR1VHbUiUEe2hd2eBgQGK3VKJ6rU4EK0eOHMGkSZOgUCgQHx+Phg0bIi0tDc888wxycnIwdepUp/OKjY1FbGysxf6bb77Zq9clsqXBO70hae0EJ9rSml/BnoiomoKDwRXnichjfD5Y0Wq1mD9/PiRJwpo1a9CuXTsAwPTp0zFmzBikpKTg/vvvR6tWrZzKLzY2FsnJyTV+XaJqCwiq7RIQEdWokhKBIYn6Kdy3pUoMfojqMZ8fs3L48GH89ttvSEhIMAYMAKBSqTBt2jRotVps2bLFb65L9YC2DMGpUxCcOgXQlqHoiQMoTD5m/m/qgcr07AJBRPVQaSk8NrsYEdVdPt+ykp6eDgDo3dtyYbxevXqZpXHGhQsXsHr1apSWliIiIgI9e/ZE48aW08J6+rpERqIC8vP7jNvs4kVERERknc8HKxcuXAAA3HbbbRbHQkNDoVarkZWV5XR+27dvx/bt242vg4ODkZycjMmTJ3v1ukRW2RhIL3GAPREREZHvByuFhYUAgIYNG1o9rlKpcPnyZYf5NG7cGHPmzEG/fv0QERGB69ev48iRI/i///s/LF68GCqVCmPGjPH4ddVqtcM0ZJ+/1aGuLBAVf22r3rVsuasqLCxMv1aKG/ytDmsa6899rEP3+XIdBgUJANcAAGFhaoSEuNd91dP5GfhyHdYVrEP3sQ5d4/PBiqfceeeduPPOO42vlUolhg4dijZt2mDEiBFISUnBww8/DJnMs8N48vLyPJpffaNWq/2vDov/hMrJpBURXVBYWAZI1V/U0S/rsAax/tzHOnSfr9dhSYkwbufn56GszL3gwtP5Ab5fh3UB69B9rENzzgRuPh+sqFT6x7obN25YPV5YWGiz9cMZUVFR6NixIzIyMpCVlYXbb7+9Rq5LBABFk3bpV6i3Ra7kAHsiqlNKSoXZa0kCgoMrv8fKygR0Otvnc+YvIjLl88GKYWrgrKwsxMTEmB0rKChAXl4eOnfu7NY1DFFdqcm0IzVxXSKhUHKAPRHVeUJUBihDEwGg8vXN4cCmDZUByPSZAj/9bD2fsFBg+1YJMhnQqaN+n4c7PBBRHePzXwHdunUDABw4cMDi2MGDBwHA6iKPztJqtTh16hQkSULz5s1r7LpERET+orTMs/kFBUlY+rYMS9+WISiILS1E9ZnPt6z06NEDLVu2xPbt2zFhwgS0bdsWgL4b1vLlyyGXy5GYmGhMf+3aNeTl5UGtVptNSXzixAl06tQJkkmXGq1Wi0WLFiEnJwd9+vRBWFhYta9L5DSF0vo2EfklIYTb64UEBQmzcRy+pswkWNm0HggNrfx/bdWerMuWSHa7gRERmfL5YEUul+Oll17C5MmTMXbsWCQkJEClUiEtLQ3Z2dmYPXu2cZwJAKxZswZLly7FjBkzzFaqf/rppwEAnTt3Rnh4OG7cuIGjR4/i/PnziIiIwIIFC9y6LhER+Q9PBBj6fPTdnn45625O19wvTA0JDbW/4jxbSojIFT4frABA9+7dsXbtWixZsgQ7duyARqNBZGQkZs2ahaFDhzqVx5gxY7B//36kp6cjLy8Pcrkct956K6ZOnYrHHnsMoaGhXrkuERHVLUIITEsW+P6H2i5J3dM+BggOru1SEJE/kYTpqDjyOE5P5x6/nOKvJA+qd3oCAAqf+BZQene+db+swxrE+nNfXavDkhKBgQ949n+Nd0bquz9Vd3K/sDA18vN9vw6Dg2HW3dqX1LX70BexDt3HOjTnF1MXE/kdobO+TUQ+Z1uq5JGWAncf4kNCJI+sNeItpaUCk6fqA7wP3jWfqpiIyB0MVoiIiGwIDua6H84QArhwoXKbiMhTfH7qYiIiIiIiqp8YrBARERERkU9isEJERERERD6JwQoREREREfkkDrAncoYQgLbE+jFJDsgDHaczpCUiIiIip/DJicgRIaDc8AgCLp2weri8499Qft/z+hcleVC928tmVpp2w1EWN79yh5yrpxFR3SdJwM3hldtERJ7CYIXIEW2JzUClWkz/T87/qxORHwgOlrBpA7/PiMjzGKwQOSIPRtGk3ZA0xdA1irAMMEy7dinVKEw+ZjsvSQ4IrXfKSUQOCSFQWmo/jaPjRERUcxisEDkiySBCW8Cpdc4kCVCE2E+jYbBC5GnOBCFCANNnCvxytmbKRERE7mOwQuQMRwPnXSBpPJMPEekJITAtWeD7Hzybb/sY/Qr25FhZmcD0mfqfdJYtkRAUxC5hROQZDFaIHNGWIeTDQZAVXantkhCRFaWlcClQuTNS/0DtaMhYcDAgeWBcma1Wn4AAIDBQspvGoEGDyrZdR2llMpgFCyUlttuFPZW2tBT46Wf9tk5nu2xERK5isELkSHmhVwKViogugFzp8XyJ6rNtqZLD1hBngpDKgED/QC6XAwqF/hydTqCszPa5VdNOetx617PE4cDTs/Xp8guAIcNtBwrDhhbh2af026WlwMAHbKft1xd4aUHl+7OXtkd3YPGrlWmHJNoOhDp1BJa+XZl21BiB/AKbWRMReQSDFSIXFE3aBRHS2DOZyZWcDYzIw4KDAaXSvc+VtW5lE5OASRP1+V7IAiZMtB0A/G00MP2JyrT1aYwMu84RkacxWCFygVAoHQ+gJ6I6zdVuZfYo/3pwt9b1LCCgcjssFNi1w3aQddNNDVBUlA9AHwzYSyuTmb92Je22VOfTblxvmdZTXeeIiAwYrBAREdlg6FYmN/m/Zavb7AcApmnDw/VpHT3ES5IEpZ1eoYGBEoqKnEtblSstTd5KS0RUXQxWiIiIbLDWrUwmcz5YcCUtERFZkjlOQkREREREVPPYskJERGQiMBB4/13JuE1ERLWHwQqRI/Ig69tEtciZFdt9RVCQsLt+h7s8XQ8BARLatvFsnkREVD0MVogckWTWt6lG1dbDubcftKtDCGD6TOtrd/ima7VdACIiqqMYrBCRz7O27kXN4YN2XWFY40OrFdBobKdTKAC5XN/Nq6JCoLzc/LhGC2zcJKBUShg1snKBRyIiqnkMVogcqdCYbytqryj1lSfXvfAn1tbu8EVhYWrk5+d5/TqG6YHTjwrMec52a9iTsySMTNRvf5cJzHzSVlqBxGESFPzMExHVGgYrRI7otNa3qVYY1r2oKTX1oF0ddWUBvpAQCWVl3iunViuQtku/PWig57rscTV2IqLax2CFiOoUa+teeJO3H7TJfRoN8Mpr+iClfz8Jsd3sL9po2lLSsYPttHUlGCQi8mcMVoiIyK/I5ZLZKvL2BARw0UYiIl/GqY2IiIiIiMgnsWWFiGqdo2mJ68p6IkRERORZDFbIfwkBaEvM98kUQMBfHdZ1FUBFme3zZXIggMtXe1vtTktcf2g0Alo780MEBQEymeRU2sBAffcpZ9MauDKlsGvTD9tOR0REdRuDFfJPQkC54REEXDphtrssbj40nR4BAATkHINyY5LNLMr6PANNt0leLSa5Ni2x6exMpaUCwsbET5IEBAdXDowuKxPQ6Wznazpgv2raqotC2kvrSr5VmQ7mLi8Xdh/AXUlrCELe+0Bg3Qbb6VavlHDH7X9t/09g5Srbad9/t3KF942bgeXv2p6Ba8mbEu6L029v3Qa8+bbttIv+I6FnD/122q7KQfPWLPy3hLh++u19+22XlYiI6jYGK+SftCUWgUq1KUxG38o5j6k3OZqW2PQhffJUgQsXrKe7ORzYtKEyUJg+U+Cnn62nDQsFtm+tTPv0HIGT35mmqFwUMjgY2P1lZdr5LwgcOmy7vAe+rkz74isCX39jO+2uHZUDvRe/LrBjp+202z6VoA7Tb6csF0j91HbajeskNG9u+7g/CP6r3jjVMBGR/2GwQn6vaNIuCEPAIZMDmmIAQEWztiicesD2iX+llTQmXck4jalX2ZqWuLRUYPJU/a/sH7xr3mpCznl8soTHHrV9PCiocnvCOAljx9hOa9q1a9RIIHGY7b+HadphQ4AH73duSuFBA/XTEDuT9t7e+mCPUw0TEfkfSQhbHSnIE/LyfHMxubpCrVZXrw7Li6Ba2tXj5SlMPgYoQjyerzdVuw5rSEmJwMAH9F9D+tYFy4dNa2lqqhtY1UUh62o3sNrk6/dgXcA6dB/r0H2sQ/exDs2p1WqHadiyQv5JeH7EbUVEF0DOBRl8hSutK0FB1U9rb1FId/K1JzDQO2mJiIjqGgYr5J9klbd20dQDld3A3CFXshsYERERUQ1isEJ+TyiUda7rFhERERExWCF/VaEx31bYTkq+o6S0chCKTOZa1ykiIiLyPwxWyD/ptNa3yeeYzvExNBEA9K/bRAMfrGCwQkREVJ8xWKG6x3Rl+oDAyvEpOi1QUQ4A5tMNk08rLXOcRqmUcHO4QNOmXEeDiIioPmGwQnVLlZXpSxLeREXU/QCAgLO7odz+ZG2Wrt4QQqC01DN5lZnk88k6QB2mb02RyczT/W+VhKAgrqNBRERUnzBYobql6sr02jLjIo/Q2viJnqvOe5QQAtOSBb7/wfN521oUUn+MQQoREVF9w2CF6pYqqwAqv5wLfDnX/jn8Jd6jSkvhlUClfUxlqwoRERERwGCF6hqta32PuJCjd21LlTw2hsR0VXYiIiIigMEK1WFFk3ZBhDS2n4gLOXqVvW5bRERERO5isEJ1Fhd79A9lZQJPz9F373t9kcS1VYiIiMiIwQrVLTK59W2qs3Q64OR3ldtEREREBnzao7olQGF9mzzCmSmJPTVlMREREZEjDFaICIB3pyQmIiIiqg6Z4yREPkSntb5NbnN1SuL2MVxNnoiIiLyLLStU8yrK7QcaAUGALAAAICo0lYs+ApBKr5vko/FWCes9Z6Yk5lTDRERE5G0MVqhmCAFoSwAAiuOrEXTwbZtJSxJXoOKWrgAA3eENUH3575ooIZlwNCVx5dgW80U6ZTKYzeZVUmJ+3F5aIiIioqrqTLCSmZmJlJQUnDx5EhqNBpGRkUhKSsKQIUOcOj8jIwO7d+9Geno6cnJyUFxcjBYtWuC+++7DlClT0KhRI4tz4uLikJOTYzW/0aNHY+HChW69p3qjQgvlmpEI+OOMU8mVqVOM23Ynh5KzDxLgeFB8UJCwGzQYODtw3t7Yln59gZcWVAYgAx+wfd0e3YHFr+rTsjsZERERWVMngpUjR45g0qRJUCgUiI+PR8OGDZGWloZnnnkGOTk5mDp1qsM8Zs2ahby8PNx9990YNmwYJElCeno6PvjgA6SlpWH9+vVo0qSJxXkNGzZEUlKSxf6YmBiPvLd6oazA6UDFWRXNO/v9GivOzMwlBDB9psAvZ+2luubJYrk8tsURpVLC7i/ZwkJERESWfD5Y0Wq1mD9/PiRJwpo1a9CuXTsAwPTp0zFmzBikpKTg/vvvR6tWrezmk5SUhOHDh6NZs2bGfUIILFiwAOvWrcPSpUvxwgsvWJzXqFEjJCcne/Q91WdOrTpvIiwsDPn5+ZYH/Hxl+tqcmcuVgfNVx7bIqkzZsWuH7b9R1bREREREVfl8sHL48GH89ttvGDFihDFQAQCVSoVp06bhySefxJYtW/DUU0/Zzefxxx+32CdJEqZNm4Z169bh6NGjHi87WXJ11XkpsAGgKPdiiXyTq60Xd0YCy5ZIVuO3sDA18vPznM7L0cD54ODKIMRRWnvjXoiIiIgc8flgJT09HQDQu3dvi2O9evUyS1Mdcrm+CgICAqweLy8vR2pqKnJzc9GoUSN06dIFbdq0qfb1iFzl7sxcISESyspcCxocdUELCAACAxmIEBERkXf5fLBy4cIFAMBtt91mcSw0NBRqtRpZWVnVzn/z5s0AKgOfqq5evYq5c+ea7evTpw8WLVqExo2d785EVF2OZubyhvwCYMhw24PjHxgMzHuOwQoRERF5l88HK4WFhQD0A92tUalUuHz5crXyPn36NJYtW4YmTZpg8uTJFsdHjBiB2NhYREZGIjAwEOfOncPSpUuxb98+Y/cxR+tMqNXqapXNn+gUWlT8tR0aGgqZyrU68cc6FEKgpMT2cZ1OANB33QoLUyMkxL3AwNU6FEJnvL41gUFBUKtVbpWpLvHHe7CmsQ7dxzp0H+vQfaxD97EOXePzwYq3XLx4EVOmTEFFRQXeeOMNq60kM2bMMHvdsWNHrFixAuPGjcOxY8fwzTffoF+/fnavk5fn/FgBv1VcAMNjbUFBAaBx/rZTq9V+V4euDp7Pz89zuRuXKWfrsLxcIGW5vjVlxhOS3cHxAQHlfvd3scUf78Gaxjp0H+vQfaxD97EO3cc6NOdM4Obz8/GoVPrH3Bs3blg9XlhYaLPVxZacnBwkJSXh2rVrWLJkCbp37+70uTKZDCNGjAAAHD9+3KXr1lsyufXtesqVwfOuzMzlrooKIPVT/T+dTt/1zNY/jlchIiKimuDzT46GKYmzsrIs1jYpKChAXl4eOnfu7HR+2dnZmDBhAq5cuYK33noL/fv3d7lMhiiwxF4/HqoUoLC+TQ4HzxsGzldUCJTbmRRNLgcUCn0AodMJlJVVHqu6KKSttM4uCklERERUU3w+WOnWrRtWrFiBAwcOID4+3uzYwYMHAQCxsbFO5WUaqLz55psYMGBAtcqUmZkJAGjRokW1zicycHbw/JlfgL9PtT3gfWISMGmiPp8LWcCEiaZpzReF/NtoYPoT+rS5ucCovzle3Z6IiIioNvh8N7AePXqgZcuW2L59O06fPm3cX1hYiOXLl0MulyMxMdG4/9q1azh37hyuXTN/QDMEKrm5uXjjjTcwcOBAu9c9e/Ysrl+/brE/IyMDK1euRGBgIAYNGuTmu6snhM76Ntmk0QisXa//p9HUbDBRk13PiIiIiOzx+ZYVuVyOl156CZMnT8bYsWORkJAAlUqFtLQ0ZGdnY/bs2bj99tuN6desWYOlS5dixowZZivPT5gwATk5OejUqRN+/vln/PzzzxbXMk2/Y8cOfPDBB+jRowdatGiBwMBAnDlzBgcPHoRMJsOCBQsQERHh3TfvL7Rl5tuB9WcWqerSaoHl7+qDlMRhEqLutL8avNzkk9zqNvO0VReFNE0bHm6Zr6OFHomIiIhqis8HKwDQvXt3rF27FkuWLMGOHTug0WgQGRmJWbNmYejQoU7lkZOTAwA4efIkTp48aTWNabByzz334Ny5czh16hTS09NRXl6OJk2a4MEHH8Sjjz6KDh06uP2+iJwVECBBqXQurUxmntbeopBV0xIRERH5kjoRrABAhw4d8MEHHzhMl5ycbBZ0GFhrSbEnNjbW6bEwRNVVUiqgUAByuT6YMAyk52B3IiIiojowZoV8nBCAptj8n+m4lIpySBrOmmZKiMoxKEMTga3bKo99lwkMfEBgSCIHvRMRERHVmZYV8kFCQLn+EQT8fsJsd1HSNohG+vE8gQfeQuCJj2ujdB4lhPBYa0dBgfNpOdidiIiI6jMGK1R9mmKLQAUAGqwaYvsced178nZ1xXlXfLIOaNa08nXHDuYD3jnYnYiIiOozBitUfVrXmhoqmncGFCFeKoz3uLLivKvCQivHqwCuDaQnIiIi8ncMVsgjiibtgghpbD+RXAnU8VYCRyvOO6OkVGDoX0sDsdWEiIiIyDYGK1R9sgDjpghS1clWE1c5u+K8YxxAT0REROQIgxWqvoBA69tkl0IBLPqPZNwmIiIiIusYrBDVMLlcQs8etV0KIiIiIt/HdVao+kzWCzHbJiIiIiLyALasUPWZzgamLQUCG9ReWeoQrVYgbZd+e9BA89nAiIiIiKgSgxWiatBqBTQa28cVisogpGra0lLgldf0LVH9+0mQ81NIREREZBUfk8hveWrV+ZISyy5uabsqAw5rFv5bQlw//fa+A8Dz/2Y3OSIiIiJXMVghv+StVedLSoWHpi4G2sfA7TVbiIiIiPwZgxXyS95adT44SP/fQQP1XbhsMZ2S+N7ewK4dlmmDg7koJBEREZE9DFbI77m76ry1FeflcufHmriSloiIiIgq8RGK/J5nVp3nmBMiIiKimsZgpT4SAtCWWD+mCKnc1pYBosJ2PpLJMj2yAM+UzQnODJz3xMB6IiIiIqpdDFbqGyGgXP8IAn4/YfVwYfIx43bwjjmQn/3KZlZFk3ZVvggI9FgR7anOwPmS0spWkcBAICBA38qi0QhotbbPM01LRERERDWPwUp9oym2GagAgCrlbqezavDhQE+UyCXVGTivH2+iD1jef1dC2zb6/Rs3A8vftd29a8mbErp01m+HhwO5ua6Xl4iIiIiqj8FKfVNR7vksI7oAcqXH83XE3sB500Hx7lIqJYwdA+z+SnCqYSIiIqIaxGClvpEHGTeLph6AUHggyJArAQdT8FZ3gcagIGG2KKNpHgICgFQlPSCTScYUgHlQE2jSW23USCBxmO1ym6YdNgQYMVziVMNERERENYjBSj0mFErzAfXeuo5bCzRes3nEtHuXweqVEu64Xb8dFASUldmeDUyhkMzWQ7FHLmeQQkRERFTTZI6TELnHWws02mPousVV4omIiIjqLras1DeaEvPtGmhZMbVxHRBUJXgIDqpcbLG8XKBCV3ksLFSN/II84+sAGfDRaiBADkwYJ0FR5Q4OquzlhgnjJDz2KFeJJyIiIqqrGKz4E9P1U0yDEE0pAH0EIGlsrK/i1WJVdtUa9TfL49s+laAO0wcUy1cIpH5qejTPLO3GdRJmJTsXfCgUDFKIiIiI6jIGK/7CZP0UERyGor9Xro+i3PI4AnKO2TnZu0rLau3SRERERFSHMVjxFybrp0il+c6tlyKvmcEcASYjozZ/AjRqaN7iYTqmJHmahGlTKl+HhamRn1/ZumLazYuIiIiI/BuDFX+hdW1e4IrmnWtsvEpgoATDrF2NGkpWZ+YyT1spJERCWRm7cxERERHVRwxW/FDRpF0QIY3tJ3JibRQiIiIiotrEYMUP1dT6KYBziz2aLuqoH2zPIImIiIiIHGOwQtUmhMATMwR++NH5c0rLgJCanS2ZiIiIiOooLgrpL0y7dNVQ966SEtcCFUC/pgoRERERkTPYsuIvTGf2qqFZvkynJN64Dgj7a62UhS8L7D9gmb59DOwOriciIiIiMsVgpS4wXezRxqKOtbHYo6mg4MpA5N//AnQ6yzTBwVxNnoiIiIicx2DF1wkB5YZHEHDpRG2XxGlBQQxIiIiIiMh9HLPi67QlLgUqFRFd9NMSExERERHVcWxZ8XUm3buKJu2GUDgYj6JszPVTiIiIiMgvMFipQ4QiGAhp4n4+TqyN4owyD+RBRERERGQLg5V6RgiBackC3//g2XwD2KGQiIiIiDyMj5j1TGkpPB6otI8BGjVi1zMiIiIi8iy2rNQzQgi7x0MbAZs2VAYeT88RyPzeetrgIGDbpxKnJCYiIiIir2CwUpt0OqA0z3K/JBkXdnRl/RRnxqJcv27/uCSZL9wok9kJbiQu8khERERE3sNgpbbodGiwLBaSpsgj2VVnLMpnqYAy2H6w8foiyeoCj0RERERE3sZgpbaU5rkUqIjABkCw2nZ2Lo5FaR8DqMMkh923uMAjEREREdUWBis+oChpG4TSJBAx6QYGQL/WSrAakDk3H0LLlsDFi9aPhTcD/reK40yIiIiIyPcxWKktispV5kWjCEARYjOpkCv/GouiHz9SWipQdSSJ6Zony5cAwTa6d0mS7WNERERERL6EwYqPq+66KBz4TkRERER1HddZ8XEFBa4FKiEhQGio98pDRERERFRT2LLiRaK8CNAU619UmYJYKi2AEIAOMuT/UYKgsMpuYSWllZ28CvIrz9m4DggLk6x2AzMICwVkTo5tISIiIiLyZQxWvEj7Ymuo7CWQgADoMGqcHCUV9hdrBICgYH33LnbxIiIiIqL6gD/B17ITf3ZGSUUDh+lCQvStJkRERERE9QVbVrysaNIuiJDGFt3A8vIFRo0PRmmFEmtWSWjWrLK1xLQbmAG7dxERERFRfVNngpXMzEykpKTg5MmT0Gg0iIyMRFJSEoYMGeJ0HjqdDmvXrsWGDRuQlZWFkJAQ3HPPPXjyySfRqlUrr1z3WlEwhC4YAbJgBAZWBiT5ZQKlFfrtho3MZ+9iNy8iIiIiojoSrBw5cgSTJk2CQqFAfHw8GjZsiLS0NDzzzDPIycnB1KlTncrnhRdewCeffILIyEiMGzcOf/75J7744gscPHgQ69evR2RkpMevq289MbxyPC6FiIiIiIj0JCGETz9Ba7VaPPDAA7h8+TI2bNiAdu3aAQAKCwsxZswYnD9/Hp9//rnNlhGDw4cPIykpCV27dsXKlSsRGBgIADh06BAmTpyIrl274n//+59Hr6v5183o/vlRlFbYXvAxJAT4cju7eNmiVquRl5dX28Wo01iH7mH9uY916D7WoftYh+5jHbqPdWhOrVY7TOPzT8iHDx/Gb7/9hoSEBGPAAAAqlQrTpk2DVqvFli1bHOazceNGAMDs2bONgQoA9OjRA71798bRo0dx/vx5j1/3w6Wl+CwV+HwrsGuHZPz3WSrwWSoDFSIiIiIiW3z+KTk9PR0A0Lt3b4tjvXr1Mktjz5EjRxASEoIuXbpYHDPkffToUY9ft1Eo0FgtQ2iozDjtsFIpobFahsZqGQMVIiIiIiIbfP5J+cKFCwCA2267zeJYaGgo1Go1srKy7OZRXFyMq1ev4pZbbkFAQIDFcUNXLsO1PHVdIiIiIiKqPp8fYF9YWAgAaNiwodXjKpUKly9ftpvHjRs3jGlt5WF6LU9dV/HiZdxhNwU5w5n+jGQf69A9rD/3sQ7dxzp0H+vQfaxD97EOXePzLStERERERFQ/+XywYmj1MLSOVFVYWGiz9cPAcNy05aRqHqbX8tR1iYiIiIio+nw+WDGMJ7E2PqSgoAB5eXlWx5WYCgkJQdOmTZGdnY2KigqL44bxKabTEHviukREREREVH0+H6x069YNAHDgwAGLYwcPHgQAxMbGOswnNjYWxcXFOH78uMUxQ96Ga3nyukREREREVD0+H6z06NEDLVu2xPbt23H69Gnj/sLCQixfvhxyuRyJiYnG/deuXcO5c+dw7do1s3wefvhhAMBbb72F8vJy4/5Dhw7hwIED6NatG26//fZqX5eIiIiIiDzL51ewB/QLNE6ePBkKhQIJCQlQqVRIS0tDdnY2Zs+ejSeeeMKYNiUlBUuXLsWMGTOQnJxsls/8+fOxceNGREZGom/fvvjzzz/xxRdfICgoCOvXr0dkZGS1r2uQmZmJlJQUnDx5EhqNBpGRkUhKSsKQIUO8Uzl1UG5uLnbs2IF9+/bh119/xR9//IHQ0FB06dIFkydPRseOHc3SG/6m1gQGBuL777+viWL7nLi4OOTk5Fg9Nnr0aCxcuNBsX2FhIVJSUpCWloarV6+iadOmGDRoEJKTk23OlOfPtmzZgueee85umu7du2PVqlUA6vd9uHXrVhw7dgw//PADzpw5A41Gg//85z8YMWKE1fTVude2bduGVatW4ezZs1AoFOjUqRNmzpyJ9u3be/Ot1Rhn61Cj0WDPnj3Yu3cvvvvuO/z++++QJAmRkZEYPnw4xowZYzEFf3Z2Nu677z6b137jjTcQHx/vlfdVk1y5D6v7efXn+9CV+ouOjnaY39dff43mzZsDqD/3oKvPLwC/Dz3B56cuBvQPDGvXrsWSJUuwY8cOYxAwa9YsDB061Ol8Fi5ciOjoaGzYsAEff/wxQkJC0L9/fzz55JNmrSrVve6RI0cwadIkKBQKxMfHo2HDhkhLS8MzzzyDnJwcTJ061a168Bcff/wx3n//fdx6663o2bMnmjRpgqysLOzevRu7d+/G66+/jgcffNDivMTERLRo0cJsn7V1c+qThg0bIikpyWJ/TEyM2evi4mKMGzcOp0+fRq9evRAfH4+ffvoJH330EY4cOYK1a9ciJCSkportE9q2bYsZM2ZYPbZz50788ssvVheFrY/34dtvv42cnByo1Wo0a9bMZpAMVO9ee/fdd/Hmm28iIiICY8aMQXFxMT7//HP87W9/w4cffoh77rnH22/R65ytw99++w0zZ85EgwYN0L17d8TFxeHGjRvYu3cvFi5ciP379+Odd96BJEkW57Zp0wYDBgyw2H/nnXd6/P3UBlfuQwNXPq/+fh+6Un+2vhuzsrKwbds2tG7d2hiomPL3e9DV5xd+H3qIII/QaDRiwIABIiYmRvz444/G/Tdu3BDx8fGiXbt24vz587VXQB+yc+dOcfToUYv9R48eFXfddZeIjY0VZWVlxv1LliwRUVFR4vDhwzVZTJ/Xv39/0b9/f6fSvv322yIqKkosWrTI6v63337bG0Wsk8rKykRsbKxo166duHr1qnF/fb4PDx48KLKzs4UQQqxYsUJERUWJzZs3W03r6r12/vx50a5dOzFo0CBx/fp14/4zZ86Ijh07igEDBgiNRuPhd1TznK3Dy5cvizVr1oji4mKz/UVFRWLEiBEiKipKfPHFF2bHLl68KKKiosQ//vEP770BH+DKfejq57U+3Ieu1J8tCxcuFFFRUeK///2v2f76cg+6+vzC70PP8PkxK3XF4cOH8dtvvyEhIQHt2rUz7lepVJg2bRq0Wi22bNlSiyX0HYMGDULXrl0t9nft2hX33HMP8vPz8fPPP9dCyfyTEAIbN25ESEgIpk+fbnZsypQpCA0NxaZNmyB8v0dojdi9ezfy8/PRr18/3HTTTbVdHJ/Qs2dPi1+nranOvbZlyxZotVo88cQTZtPB33nnnRg2bBh+++03HD582HNvppY4W4fh4eEYO3YslEql2f6QkBBMnDgRAHD06FGvlNHXOVuH1VEf7kN366+srAzbtm2DQqHAsGHDPFiyusOV5xd+H3oOgxUPSU9PBwCr3UZ69eplloZsk8vlZv81lZGRgffffx///e9/8fXXX5tNlFBflZeXIzU1Fe+++y7Wrl2Ln376ySLNhQsXcOXKFXTp0sWiuTkoKAhdu3ZFbm6u1Wm666NNmzYBAEaNGmX1OO9D26pzrxm+Fw3fk6b69OkDoP4+nFdl+F601Y3pypUrWLt2LVasWIHU1FRcvny5Jovnk5z9vPI+dCwtLQ0FBQWIi4tD48aNraapz/dg1ecXfh96Tp0Ys1IXGNZqsbb2SmhoKNRqNR8GHbh06RK+/fZbNG3aFFFRURbHlyxZYva6adOmeO2116x+qOuLq1evYu7cuWb7+vTpg0WLFhn/Z2K470zXETJluGezsrJspqkvcnJycOjQIYSHhxv/x1AV70PbqnOvXbhwwbgWlq30hu/X+m7z5s0ArP8oBuin1TdMrQ/oH5rGjx+POXPmQCarn79NOvt55X3omKMfcoD6ew9ae37h96Hn+O+dU8MKCwsBwOaq9iqVCjdu3KjJItUpGo0Gc+bMQXl5OZ555hmzXw7btm2L1157DXv27EFmZibS0tIwa9Ys3LhxA0888YTV1oT6YMSIEfj4449x6NAhHDt2DJ988gnuvfde7N+/H9OmTTM2LRvuO1uzjhj28/7UN8HrdDqMGDHC4tdr3oeOVedeKywstPu9aUhT323YsAH79u1D9+7d0bdvX7NjSqUSM2bMMM72dOjQIbzzzju47bbbsHLlSrz55pu1VOra4+rnlfehfRcvXsSRI0cQERFh9YeZ+nwP2np+4feh5zBYoVqn0+nwz3/+E0ePHsXDDz+M4cOHmx0fMGAAhg8fjhYtWiAoKAi33XYbpk2bhnnz5qGsrAzLly+vnYLXshkzZiA2NhaNGzeGSqVCx44dsWLFCtx99904ceIEvvnmm9ouYp2i0+mwZcsWSJKEkSNHWhznfUi15euvv8aLL76IFi1aYPHixRbHmzRpguTkZLRp0wYqlQqNGzdGXFwcVq1ahbCwMKxcuRIFBQW1UPLaw8+rZ23evBlCCIwYMcJqC0l9vQcdPb+QZzBY8RBHv07bi5brMyEE5s+fj88++wxDhw7FggULnD53+PDhkMvlOH78uBdLWLfIZDLjnPmGejHcd7Z+jXHUKlhfHDx4EJcuXUL37t3RsmVLp8/jfVipOveavVZnQ/r6uA6Qwf79+5GcnIwmTZpg1apVaNasmdPnNm3aFH379oVGo/HrdYBcYevzyvvQNp1Oh9TUVMhkMqs/5Njjz/ego+cXfh96DoMVDzH0N7Q2LqWgoAB5eXlWx7PUZ4ZfJDZv3oyEhAS8+uqrLvVpDQwMRIMGDVBaWurFUtY9arUaAFBSUgLAcT9Xwz1b3+9PZ/pjW8P7sFJ17rVWrVqhuLgYV69etZm+vo6l2rdvH6ZPnw61Wo3Vq1e7FEQbGL4PeH/q2fq88j60bf/+/bh8+TJ69uyJiIgIl8/3x3vQmecXfh96DoMVD+nWrRsA4MCBAxbHDIPNYmNja7RMvkyn02HevHnYsmULHnzwQSxatMjlhfUuXLiAgoICr01lWVdlZmYCgLFeWrVqhWbNmuH48eMoLi42S1tWVoaMjAw0a9asXgcreXl5+OqrrxAWFoaBAwe6dC7vw0rVudcM352mg3IN9u/fb5amPjEEKo0aNcLq1aur/fms+n1Q39n6vPI+tK26P+QY+Ns96OzzC78PPYfBiof06NEDLVu2xPbt23H69Gnj/sLCQixfvhxyuRyJiYm1WELfYfpBv//++7F48WKbgUphYaHVgcsFBQWYN28eACA+Pt6r5fVFZ8+exfXr1y32Z2RkYOXKlQgMDMSgQYMAAJIkYdSoUSguLsayZcvM0q9YsQIFBQUYNWqU1RWx64utW7dCo9FgyJAhCAwMtDjO+9A51bnXRowYAblcjnfeeces+8Mvv/yCrVu34tZbb0X37t1r7D34AkOgEhoaitWrVzv8JTUzMxMajcZi/8qVK3H8+HFERkaiTZs2Xiqt76nO55X3oXXXrl3D3r17oVarERcXZzNdfbkHXXl+4feh50iCK8F5zOHDhzF58mQoFAokJCRApVIhLS0N2dnZmD17Np544onaLqJPSElJwdKlSxESEoIJEyZYXVNlwIABaNu2LbKzs3HfffchJiYGUVFRaNKkCXJzc7Fv3z7k5+ejV69eePfdd60+YPqzlJQUfPDBB+jRowdatGiBwMBAnDlzBgcPHoRMJsOCBQvMfgUrLi7G2LFjcfr0afTq1Qt33XUXfvrpJ+zbtw9t27bF2rVrLeaBr0+GDBmCM2fO4LPPPkN0dLTF8fp+H27cuBHHjh0DAJw5cwY//vgjunTpYvxFcMCAARgwYACA6t1r77zzDt566y1ERERg8ODBKC4uxueff46ysjJ88MEHfvE/Z2fr8Ny5cxg+fDjKy8sRHx+P22+/3SKvFi1aGMemAcD48ePx66+/olu3bmjevDlKS0tx8uRJnDp1CqGhoVi5ciXuuuuumnmjXuRsHVb38+rv96Ern2OD//73v3jttdcwceJEi2nyTdWXe9CV5xeA34eewmDFwzIzM7FkyRKcPHkSGo0GkZGRSEpKwtChQ2u7aD5j7ty5SE1NtZvmP//5D0aMGIHCwkK88cYbOHnyJC5duoQbN25AqVQiKioKQ4cOxahRo1zuPuYP0tPTsXbtWpw6dQp//PEHysvL0aRJE9x999149NFH0aFDB4tzbty4gaVLl2Lnzp34448/cNNNN2Hw4MGYMWNGvR5cn5mZiVGjRqFDhw7YuHGj1TT1/T509JmdMWMGkpOTja+rc6999tlnWLVqFc6ePQuFQoFOnTph5syZVu/lusjZOjxy5AgmTJhgN6/Y2Fh8/PHHxtcbN27Ezp078csvvyAvLw8AEBERgT59+mDSpEm4+eabPfMmapmzdejO59Wf70NXP8cA8OCDD+LcuXP44osv0Lp1a5vn8h6sZHh+MeD3ofsYrBARERERkU/imBUiIiIiIvJJDFaIiIiIiMgnMVghIiIiIiKfxGCFiIiIiIh8EoMVIiIiIiLySQxWiIiIiIjIJzFYISIiIiIin8RghYiIiIiIfBKDFSIiIiIi8kkMVojI70RHRxv/nThxwma6L774wpguLi6uBkvovCNHjiA6Ohpz586t7aLYNXfuXERHR+PIkSO1XRQiIvIjDFaIyK9t27bN5rHPPvusBkti3ZYtWxAdHY2UlJTaLgrVMdnZ2YiOjsb48eNrrQxxcXGIjo6utesTkf9jsEJEfikwMBCRkZH44osvoNVqLY7n5eXhwIEDuOuuu2qhdP7nqaeewhdffIEOHTrUdlGIiMiPMFghIr81ZMgQY1BS1RdffAGNRoOhQ4fWQsn8T7NmzdC6dWsolcraLgoREfkRBitE5LeGDBkCSZKsdvfatm0bQkJCcN9999nN45tvvsHEiRPRrVs3tG/fHoMHD8b//d//4fr16xZpU1JSEB0djS1btuDnn3/G1KlT0a1bN3Tq1Anjxo3D8ePHzdKPHz8ezz33HABg6dKlZmNttmzZYpF/fn4+XnjhBfTu3RsxMTFISEjApk2brJb73LlzePbZZzFgwAC0b98e3bt3x7Bhw/Dyyy/jypUrdt+zgUajwfr16/HQQw/hnnvuQceOHREXF4cpU6bg888/N0tra8yKaTehjRs3YsiQIejQoQN69eqF559/3mo9Gq69Zs0ajBkzBl27dkXHjh0xePBgzJ8/H2fOnLFIn5GRgenTp6NHjx6IiYlBXFwcXnrpJVy7ds2p92pgGL+k1WqxbNkyDBw4EB06dMADDzyAzZs3G9MdOnQI48ePR5cuXdCtWzfMmTMHeXl5FvllZWUhJSUFo0ePRq9evRATE4N7770Xc+bMwfnz562W4ffff8eCBQswePBgdOzYEbGxsYiPj8fzzz+PX3/9FYD+XjPcu+np6Wb3TtXxTdeuXcNrr72GwYMHo3379ujWrRsmT56Mo0eP2qyHs2fP4rnnnkP//v0RExODnj174pFHHsGqVasAVI6lysnJMdabrfFfeXl5eO211zBo0CC0b98esbGxmDRpktUfETz9N0hISEB0dLTNus7OzkabNm0waNAgCCFs1gcR1R55bReAiMhbWrRogS5dumDPnj0oKipCgwYNAAAXL17EiRMnMHz4cAQHB9s8f8WKFXjjjTcgl8vRrVs3qNVqHD9+HO+//z527dqFNWvW4KabbrI474cffsDChQsRHh6OHj16ICsrC0ePHsWjjz6KTZs2ISoqCgDQp08faLVaHD9+HG3atEHbtm2Nedx6661meV6/fh2jR49GYWEh2rdvj+LiYmRkZGDevHkQQmDUqFHGtD/++CPGjh2LsrIydOjQAR06dEBRUREuXryI1atXY8CAAWjWrJnD+pszZw6++OILqNVqdO7cGUqlErm5ucjIyEBxcTHi4+Md5mGwaNEirF69Gu3bt0efPn1w4sQJbNiwAefOncP//vc/SJJkTFtcXIy///3vyMjIQEhICLp27YoGDRogOzsbqampCA8PN9YhAKxevRqvvPIKZDIZOnTogGbNmuGXX37Bxx9/jL1792LdunVOvV9Ts2fPxrfffovOnTvj1ltvRXp6Ov75z38CABo0aICnn34a0dHR6NWrF7777jts3boV2dnZWLNmjdl72bhxI95//31ERkYiJiYGQUFBOHv2LLZu3YqvvvoKa9asQZs2bYzpL1++jMTEROTl5SE6Ohr9+/dHWVkZLl26hE8++QSdOnXCHXfcgbZt22Lw4MHYuXMnbrrpJvTp08eYx913323cPnfuHCZOnIjc3Fzceuut6Nu3L/Lz83H48GEcPHgQixYtwpAhQ8ze+44dOzBnzhyUl5fjzjvvROfOnVFQUIAzZ87glVdeQVJSEm666SYkJiZi586dKC4uRmJiovF8tVpt3M7NzcUjjzyCixcvIiIiAgMGDMC1a9dw6NAhHDhwAM899xweffRRr/0NRo8ejZdeegkbN27EnDlzLK6xadMmCCHw0EMPmf3diMiHCCIiPxMVFSViYmKEEEKsW7dOREVFidTUVOPxpUuXiqioKLF//35x5coVERUVJfr372+Wx3fffSfatGkjOnfuLL777jvj/rKyMjFz5kwRFRUlZs6caXbOkiVLRFRUlIiKihLvvfee2bGXX35ZREVFiWeffdZs/+bNm0VUVJRYsmSJ1fdy+PBhY57JycmiqKjIeGzXrl0iKipK9OvXz+ycf/zjHyIqKkrs3LnTIr+zZ8+K3Nxcq9cydfHiRREVFSVGjhwpSktLzY6VlJSI48ePW73m4cOHzfb3799fREVFiV69eolTp04Z9//5559i4MCBIioqSnz77bdm5/zzn/8UUVFRYvz48eLatWtmxy5fviy+//574+sTJ06INm3aiP79+4vTp08b9+t0OuPfOTk52eH7NTDUdUJCgvj999+N+w8dOmR8H7GxseLLL780Hrtx44aIj48XUVFR4tChQ2b5nThxQmRlZVlcZ9OmTcb3aMpwD/33v/+1OCc7O9ssL8PfaNy4cVbfi1arFQkJCSIqKkqsWrVK6HQ647Eff/xRxMbGik6dOok//vjDuP/8+fOiffv24q677hKff/65WX4VFRViz549ZvsMf19bpkyZYrzvy8vLjfuPHj0qOnbsKNq2bWv2dxPCs3+D69evi44dO4oePXqYXd9QP3369BHt2rUTV69etfkeiKh2sRsYEfm1Bx54AAqFwmxWsG3btqFp06bo0aOHzfPWrFkDnU6HpKQks0HjgYGBeP755xEcHIy0tDTk5uZanHv33Xfj73//u9m+J554AoC+u1J1qFQqLFy4ECEhIcZ9AwYMQFRUFC5duoTs7Gzj/j///BMA0L17d4t8Wrdu7VQrg6H7VOfOnREUFGR2LDg4GJ07d3ap/LNmzTJrOWrcuDH+9re/ATCvkytXriA1NRXBwcFYtGiR2a/0ABAeHo6YmBjj6/feew86nQ4LFy40a6GQJAnTpk1Du3btsGvXLpe7g82bNw8333yz8XX37t1x11134erVq+jXrx8GDx5sPKZSqfDwww8DgEXXqk6dOlm0kgHAyJEj0aVLF6Snp+PGjRvG/fb+di1atLCaly179+7FmTNnkJCQgAkTJpi1HLRr1w7Tpk1DcXGxWTfJjz76CGVlZRg9ejQefPBBs/xkMhn69+/v9PUvXryIvXv3QqVSYf78+VAoFMZjXbt2xZgxY1BRUYG1a9daPd8Tf4OGDRvigQcewJ9//ok9e/aY5b9v3z7k5uYiLi7OagspEfkGBitE5NdCQ0PRt29fHDp0CFevXkVmZibOnz+P+Ph4BAQE2DzP8ABdtYsMADRp0gS9evWCTqezGIcCAL169bLYp1arERYW5vR4kapiYmIQFhZmsf/2228HAFy9etW4zzDD2Zw5c5CZmQmdTufy9e644w6EhIRgy5Yt+OSTT6yOx3BF7969Lfa1atUKgHnZjxw5goqKCvTt29fsQdUanU6HQ4cOoUGDBlYDT0mS0KVLF+h0Ovz4449Ol1WhUCA2NtZi/y233AIA6Nmzp8UxQxBh+l4MioqKsH37dixevBjz58/H3LlzMXfuXFy9ehVCCPz222/GtIa/3YIFC3D48GGrM9k56+DBgwBgc1yWobvY999/b9x36NAhAPruU+46duwYAKBv375o1KiRxfFhw4aZpTPlyb+BISj+5JNPzPYbXpt2oSQi38MxK0Tk94YOHYrdu3fj888/N7ZAOJoF7MqVK5AkCS1atLB63LDfWvBh6yG7QYMGyM/Pd6HkjvM0tLSUl5cb902ePBnHjh3D3r17sXfvXjRs2BAdO3ZEv379kJiYCJVK5fB6KpUKL774Iv71r3/hX//6F55//nncfvvtuOeeezB8+HB06tTJ7fJbK/vvv/8OAGjZsqXDPPPz81FcXAxA31JgjyvBVtOmTSGTWf6WZyhveHi4xTHDLGim7wXQP/w/9dRTdlt2ioqKjNsjRozAwYMHsWPHDiQlJUGpVBoH5Y8cORJNmjRx+n0YBr8/+eSTePLJJ22mM60bV+rfEcNnozqfIU/+DTp06IB27drh22+/RU5ODlq0aIErV65g3759iIiIsBpIE5HvYLBCRH6vf//+aNSoEbZu3YorV66gdevWHltfxdqgXG8M1HUlT5VKhdWrVxsDlvT0dOOA5hUrVmDt2rVOdSdKSEhAz5498dVXX+HAgQM4evQo1q1bh3Xr1mHSpElWByx7ovzOpq+oqACgDwIHDRpkN21ERITHru3seykqKsLs2bORn5+PadOmISEhAREREQgODoYkSXj66aexfft2s1moAgIC8NZbb+Hxxx/HV199hSNHjuDkyZM4evQoVqxYgQ8//NDpQNFQP/fee6/dIOeOO+6weH+evIdt5WXYX53PkKvlGz16NF544QVs3rwZM2fOxJYtW6DVajFy5EirQRER+Q4GK0Tk9wIDAzF48GBs3LgRAJxa8btZs2bIzs5GTk6OxcMcAFy6dAmA/hdgXyRJErp27YquXbsC0I9Befnll7F9+3a88cYbeOutt5zKp3Hjxhg1ahRGjRoFIQT279+PJ598Eh9++CFGjBiByMhIj5a7efPmAGDWNcoWtVqNwMBAKBQKvPrqqx4thydkZGQgPz8fgwcPxqxZsyyOX7x40ea57dq1Q7t27ZCcnIzCwkIsXboUK1euxMsvv2y8jx0xtGaNGTPG4RTdBs2bN8eFCxfw22+/mc24Vh2GsVGm46lMGVp+auIzNGTIECxatAibN2/GtGnTsGnTJshkMjz00ENevzYRuYc/JxBRvTB8+HCEhYVBrVZbHYdSleEh33RgvsG1a9dw8OBByGQydOnSxa1yGQYduzM2wRmNGzfGjBkzAMDqOiXOkCQJ9957L/r16+dWPvbExsYiICAA33zzjdXJC0zJ5XLExsYiPz/f7pohtcWwhoy1LnBZWVk4deqUU/moVCo89dRTkCTJrM4d3TuGcR27d+92usyGsT9Vx3fYYq8MhjExX3/9tdX1dLZu3WqWzpsaNGiAhIQEXL58GYsWLcLFixdx7733OhwXRUS1j8EKEdULXbt2xZEjR3D48GGbfehNPfLII5DJZFi9erXZAOTy8nK8+OKLKCkpwcCBA632nXeF4ddnW4vWVce6deus/mq/b98+AJWtF/acOnUKaWlp0Gg0ZvsLCgrw3XffAXCta5WzwsPDMWzYMJSWlmLu3LkWY3xyc3PNBstPnToVMpkM//jHP6zOtJabm4s1a9Z4vJzOMEwgUHU2suvXr2PevHkWdQsAn376qdUgcN++fRBCmP3t1Go1FAoFLl68aOzyZWrw4MG44447kJqaivfee8/ieuXl5UhLS8PPP/9s3JeUlISgoCCsX78eO3fuNEuv0+nwzTffmO2zd/+2bNkS/fr1Q1FREV5++WWz6584cQLr169HQEAAxo4da3GuNxgG2hsWtuTAeqK6gd3AiIis6NChA2bNmoU333wTY8aMQWxsrHFRyN9//x2tWrXC888/7/Z1OnXqhCZNmmDnzp0YP348brnlFshkMuPUttWxfv16/Pvf/0ZkZCRat26NgIAAnD9/HqdPn0ZwcLCxhcWeS5cuITk5GQ0bNkRMTAxuuukm3LhxAxkZGSgsLMTAgQNdHmTvrHnz5uH8+fP49ttvERcXh65duyIkJAQ5OTk4deoUpk6dahxz1K1bN8ybNw+vvPIKHnnkEURHR6NVq1bGhRTPnTuHkJAQPPLII14pqz3t27dHr169cPDgQQwePNg4u1V6ejrUajXuu+8+fPXVV2bnpKWl4R//+AduvfVWREVFITg4GDk5OTh58iQCAgLw1FNPGdMGBgaid+/e2Lt3L4YNG4Z27dpBoVCgS5cuGDlyJORyOZYuXYrJkyfj9ddfx+rVqxEdHQ2VSoXLly/j119/xfXr17Fs2TJER0cD0M8u98orr2Du3LmYOXMmoqKicOeddxoXhbxy5YpZcBMXF4f09HQ8+uijuOeee6BUKqFWq/HMM88AABYuXIixY8fi008/xdGjR9GpUydcu3YN6enpqKiowNy5c82mnPamtm3bokOHDsjMzETTpk2NLYRE5NsYrBAR2TB16lS0adMGH330Eb7//nuUlpYiIiICkydPxuOPP47Q0FC3rxEUFIQVK1bgzTffRGZmJo4ePQohBO6+++5qByuzZs3C7t27kZmZiUOHDkGj0SA8PByjR4/GpEmTcNtttznMo2PHjpg9ezYOHz6M8+fPIyMjA6GhoYiOjsbDDz+MhISEapXNGYYJAtauXYtt27YZ6yQ8PBwjR47E/fffb5Z+3Lhx6NSpEz766CNkZGRgz549aNCgAcLDwzFmzBiL9DVp+fLleOedd/Dll19i3759aNKkCR588EHMnj0br732mkX6iRMn4uabb8bx48eRkZGBkpIShIeHIz4+HpMmTbKY9ezll1/Ga6+9hm+//Rbbt29HRUUFKioqMHLkSAD6dXU+/fRTfPzxx9i1axeOHz8OIQSaNm2Krl27YuDAgRbTPickJCAyMhLvv/8+jhw5grS0NISGhuKOO+7A448/bpZ2/PjxKCgowOeff25siWvRooUxWAkPD8emTZvw3nvvYffu3UhLS4NSqUSPHj0wceLEGp+Jq0ePHsjMzDQGc0Tk+yRhOg0JERERkR8SQuD+++9HVlYWdu3a5ZHpmYnI+zhmhYiIiPzel19+iQsXLqBv374MVIjqELaBEhERkd+aN28ebty4gb179yIgIAAzZ86s7SIRkQvYDYyIiIj8VnR0NORyOVq1aoVZs2Y5XECUiHwLgxUiIiIiIvJJHLNCREREREQ+icEKERERERH5JAYrRERERETkkxisEBERERGRT2KwQkREREREPonBChERERER+SQGK0RERERE5JMYrBARERERkU/6f2CI/i+WSPqLAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "ax.step(\n", " interval_bounds[:-1],\n", " cum_hazard(base_hazard.mean((\"chain\", \"draw\"))),\n", " color=\"C0\",\n", " label=\"Had not metastasized\",\n", ")\n", "\n", "ax.step(\n", " interval_bounds[:-1],\n", " cum_hazard(met_hazard.mean((\"chain\", \"draw\"))),\n", " color=\"C1\",\n", " label=\"Metastasized\",\n", ")\n", "\n", "ax.step(\n", " interval_bounds[:-1],\n", " cum_hazard(tv_base_hazard.mean((\"chain\", \"draw\"))),\n", " color=\"C0\",\n", " linestyle=\"--\",\n", " label=\"Had not metastasized (time varying effect)\",\n", ")\n", "\n", "ax.step(\n", " interval_bounds[:-1],\n", " cum_hazard(tv_met_hazard.mean(dim=(\"chain\", \"draw\"))),\n", " color=\"C1\",\n", " linestyle=\"--\",\n", " label=\"Metastasized (time varying effect)\",\n", ")\n", "\n", "ax.set_xlim(0, df.time.max() - 4)\n", "ax.set_xlabel(\"Months since mastectomy\")\n", "ax.set_ylim(0, 2)\n", "ax.set_ylabel(r\"Cumulative hazard $\\Lambda(t)$\")\n", "ax.legend(loc=2);" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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CCy+8wG+//UZGRkaJ4zubLl26FDlhn5CQQPPmzX3lteB0wmPo0KHn3N/QoUPJyclhzpw5vmXffvstDoej0OyhzMxM3njjDa699lqaNWtGs2bNaNu2LVlZWcWOWUldffXVhb5v1KgRQKHeCvnLC47377//TmBgYKEEDuCbRZNfWiy/lFH+LI58Z86Mys3N5ffff+faa6/F39+/0PuuZ8+e5ObmsmbNmlI9t/wTyPmzS5YsWUL37t3p1q2bb9maNWvIysq64J4RZ5blyk+QHTp06IL2W5xevXr5EiVw+jU722uZH8OiRYtwuVzcdNNNhcbXz8+Pjh07+n6uz2bQoEE4HA6mTZvmWzZr1izy8vIKzZ5yuVx8+OGHDBgwgBYtWtCsWTNatGjBnj17in2vFjy5n69z5840bdq0UOmpr776CsMwGDZs2DnjBIiJifElSvIlJCQUej1WrFjBFVdcUWQ2zZnvzeJUxPu1tPv97bffqF+/fqFESWm0atWKadOm8f7777NmzZoiZfZERERE5MJoZomIiIhIOWvUqFGhBu89e/bk4MGDvPHGG9x4442Ehoaybt067rnnHjp16sT/+3//j7i4OOx2Oz/99BMffvghOTk5vsf36dOH+Ph4Jk6cSPv27Zk6dSrZ2dncfvvtvm1SUlJ8PR+Kk1/6KiQkhC+//JIPP/yQt99+m5MnTxITE8Ott97Kgw8+iN1uL/bx8+bN47HHHuP6669n5MiRREdHY7VamTRpEt9++22R7cPDw4ssczgc5ObmnnPs7r//fgIDA5kxYwZfffUVVquVDh068OSTTxYa09LIL5V0pqFDh/Liiy+yc+dOGjVqVGzCozhXXHEFLVu2ZOrUqQwbNgy3282MGTPo06dPoef9xBNP8Pvvv/PQQw/RsmVLgoKCMAyD++6777zjcC5nJn7yX7PilhfsRXLixAmio6MxDKPQdlFRUdhsNl8pnxMnTmCz2YiIiCi03ZnjeOLECVwuF19++SVffvllsbGmpqaW/IkB8fHx1K1blyVLljBgwABWr17NXXfdRb169XjppZfYtWsXS5Yswd/fn3bt2pVq32c68z2aX1Kp4M9eeSnNawb43h/5fVr+8Ic/FLvfggmY4oSHh9O7d2++++47/vKXv2C1Wpk2bRqtWrXiiiuu8G336quvMmHCBO699146duxIWFgYhmHw3HPPFftePdvP1IgRI3juuefYtWsXderUYcqUKVx33XVn3f7MWM905u+MEydOFDubJyoq6rz7r4j3a2n3e/z4cd/MpLJ4++23+eCDD/jmm2/43//+R2BgINdeey1/+9vfSjTGIiIiInJuSpaIiIiIXAQJCQksWrSIPXv20KpVK2bPno3NZuOjjz7Cz8/Pt11xDdMtFgt/+tOfePvtt3nqqaeYOHEiXbt2LdRHICIiAsMwmDBhQpHeDFC4X0NCQgJvv/02pmmydetWpk6dynvvvYe/v/9ZS2TNmDGD2rVr88477xQ62V6w8Xp5sNls3HXXXdx1112kpaWxZMkS3n77bUaOHMmCBQsICAjA4XAUaUgOZz/ReWZyIN/AgQN59dVXmTZtGo8//jgzZsygb9++JSobNWTIEP7973+zc+dO9u/fT3JycqEr9dPT01mwYAGPPPJIoTHN7/1SGcLDw1m7di2maRYak5SUFFwuly85Eh4ejsvlIjU1tVDCJDk5udD+QkNDsVqt3HTTTYUSdwWVtExVQV27dmX+/PksX74c0zTp1KkTwcHBxMbGsmTJEpYuXUqHDh2KfZ9favLH/9133/X1NiqtIUOG8P3337N48WJq1arF+vXreeGFFwptM2PGDG6++Wb++te/FlqemppabF+Ys/1MDRo0iDfffJOJEyfSunVrkpOTz/reKIvw8HBfAqmg4padqaLer6XZb2RkJEeOHCn1MfJFRkbyj3/8g3/84x8cOnSIn3/+mbfeeouUlBQ+/fTTMu9XRERERLyULBERERG5CLZs2QKcPvlpGAZWq7XQleE5OTnMmDGj2MffcsstjBkzhieffJLdu3fz5JNPFlp/9dVXM3bsWJKSks7bfyRffk+UZ599lmnTprFx48Zzbmu32wudJE1OTmb+/PklOlZZhIaGcv3115OUlMTLL7/MwYMHady4MbVr1yYlJYVjx44RHR0NeJMQixYtKtX+w8LC6Nu3L9999x1t2rQhOTn5vCW48uUnWqZOncr+/fupUaMGPXr08K03DAPTNIuc0J8yZQput7tUcZaXrl27MnfuXH766adCzba/++4733rwllP65JNPmDlzZqG+ILNmzSq0v4CAADp37symTZtISEgot+RF165dmTx5Ml988QWtW7f2lXPr2rUrP/74I+vXr+fxxx8/734cDkeFzBLJf54XMjuopHr06IHNZmPfvn1cd911Zd5HjRo1mDp1KjVr1sTPz6/I7Kn8n++CFixYQFJSEvXq1Svxsfz8/Bg2bBjjx48nMTGRK6+8kvbt25cp7uJ07NiR//u//2PHjh2FSnHNnj37vI+tqPdrafZ71VVX8e6777J06dKzlpEr6QynWrVqMXz4cJYuXUpiYmLZn4CIiIiI+ChZIiIiIlLOtm/f7jshfuLECebNm8fixYu59tprfeWwevXqxbhx43jiiScYNmwYJ06c4NNPPz3ribbQ0FBuuukmJk2aRHx8fJF+C+3bt2fYsGE8++yzbNiwgY4dOxIQEEBycjKrVq2iSZMm3H777fzyyy9MnDiRvn37UqdOHUzTZN68eaSlpdG9e/ezPqerr76aefPm8cILL3Dddddx5MgR3n//fWJjY9mzZ0/5DBzwwAMPcMUVV9CiRQsiIyM5ePAgn3/+OfHx8b6Ttv379+fdd9/l8ccfZ+TIkeTm5vLll1+WKQkxdOhQ5syZ4yuFVtJeAqGhoVx77bVMmzaNtLQ07rnnnkKJr+DgYDp27Minn35KREQE8fHxLF++nG+++abYK/UvhptvvpkJEybw1FNPcfDgQZo0acKqVav46KOP6NWrl++59+jRg44dO/LGG2+QnZ1NixYtSExMZPr06UX2+Y9//IPbb7+dP/3pT/zxj38kPj6ezMxM9u3bx88//8wXX3xR6ji7dOmCYRgsWrSIUaNG+ZZ369bN19i+JK9TkyZNmD17NnPmzKF27dr4+fn5+pJciCZNmgDeWVWDBw/GZrPRoEGDQj16ykvt2rV59NFHeeedd9i/fz89e/YkNDSUY8eOsX79egICAnj00UfPuQ+r1crNN9/MuHHjCA4O5tprryUkJKTQNldffTXTpk2jYcOGJCQksHHjRj799FPi4uJKHfPtt9/OJ598wsaNG3nppZdK/fhzufPOO/n222+59957efTRR4mKimLWrFns3r0bOH9Zsop4v5Zmv3feeSdz587loYce4r777qNVq1bk5OSwYsUKrr76arp06UJwcDDx8fHMnz+frl27EhYWRkREBGFhYdxxxx0MHDiQhg0bEhQUxPr16/ntt98KJT9FREREpOyULBEREREpZ88884zvfkhICLVr1+aZZ54pVKKla9euvPzyy3z88cc88MAD1KhRg1tvvdVXZqU4AwYMYNKkSdx2223FnhR88cUXad26NZMnT2bSpEl4PB5iY2Np166dr3FyvXr1CA0N5ZNPPuHo0aPY7XYaNGjAq6++yuDBg8/6nIYOHUpKSgpfffUV3377LXXq1OG+++7jyJEjjBkzpqxDVUTnzp354YcfmDJlChkZGcTExNCtWzceeugh35XvderU4b333uPtt9/m0UcfJSYmhrvuuovjx4+XOpZu3bpRs2ZNDh8+zAMPPHDek60FDRkyxDfborixe+utt/jPf/7DG2+8gcvlol27dowbN47777+/VDGWFz8/P7744gvefvttPvnkE1JTU6lRowZ33303jzzyiG87i8XCBx98wCuvvMInn3yC0+mkXbt2jB07lv79+xfaZ+PGjZk6dSrvv/8+77zzDsePHyckJIR69eoVaThfUhEREVx55ZVs2rSpUFIk/0r88PBwrrzyyvPuZ9SoUSQnJ/Pcc8+RmZlJfHw8P//8c5liKqhz587cf//9TJs2jSlTpuDxePjiiy/o3LnzBe+7OPfffz+NGjXiiy++YPbs2eTl5RETE0OLFi344x//WKJ9DBkyhI8++ojjx48XO3vqH//4BzabjbFjx5KVlUWzZs0YPXo0//vf/0odb40aNWjXrh3btm1j0KBBpX78+fY9fvx4Xn75Zf71r38REBBA3759efTRR3nqqaeKJIHOVBHv19LsNzg4mIkTJzJ69Gi+/vpr3nvvPUJDQ2nZsiW33nqrb7v//Oc/vP766zz44IPk5eUxePBgXnzxRVq1asX06dM5ePAgLpeLmjVrcu+99zJy5Mgyxy4iIiIipxmmaZqVHYSIiIiInN+rr77KpEmTWLBgQZHm2yIiVUFKSgrXXHMNw4cP5+9///tFOeY///lPZs2axbJlyy6LXjYiIiIiUjE0s0RERESkiluzZg179uxh4sSJDBs2TIkSEalyjhw5wv79+/n000+xWCzceeedFXKcMWPGUKNGDWrXrk1WVhYLFixgypQpPPjgg0qUiIiIiMgFUbJEREREpIobNmwYAQEBXH311Tz22GOVHY6ISBFTpkzhvffeIz4+njfffJMaNWpUyHHsdjuffPIJSUlJuFwu6tevz9NPP11hyRkRERERuXyoDJeIiIiIiIiIiIiIiFzWSt7BUkRERERERERERERE5BKkZImIiIiIiIiIiIiIiFzWlCwREREREREREREREZHLmpIlIiIiIiIiIiIiIiJyWVOyRERERERERERERERELmtKloiIiIiIiIiIiIiIyGVNyRIREREREREREREREbmsKVkiIiIiIiIiIiIiIiKXNVtlB3A+SUlJzJ07l19//ZVdu3Zx7NgxwsLCaNeuHSNHjqR169Yl3pfH42HixIlMnjyZvXv3EhgYSOfOnXn88cepX79+sY9Zt24do0ePZs2aNTidTho3bsydd97JoEGDyukZioiIiIiIiIiIiIhIZTJM0zQrO4hzefPNN/n444+pW7cuHTt2JCoqir179/LTTz9hmiZvvfUWAwYMKNG+/vnPf/L111/TuHFjevXqRUpKCnPmzMHPz4+vvvqKxo0bF9p+2bJl3HPPPdjtdm644QZCQkKYN28eBw4c4PHHH+eBBx6oiKcsIiIiIiIiIiIiIiIXUZVPlsybN4/IyEg6dOhQaPnKlSv585//TFBQEL/99hsOh+Oc+/n999+588476dChA+PGjfNtv3TpUu666y46dOjA+PHjfdu7XC769+/PkSNHmDx5Ms2aNQMgIyOD2267jd27dzN79uyzzkgREREREREREREREZHqocr3LOnXr1+RRAlAhw4d6Ny5MydOnGDr1q3n3c+UKVMAeOyxxwolVrp27UqPHj1YsWIFu3fv9i3//fff2bdvHwMHDvQlSgCCg4N56KGHcLlcTJ069UKemoiIiIiIiIiIiIiIVAFVPllyLjabrdDXc1m2bBmBgYG0a9euyLoePXoAsGLFCt+y5cuXF1pXUPfu3QttIyIiIiIiIiIiIiIi1Ve1TZYcOnSIJUuWEBMTQ5MmTc65bVZWFsnJydSuXRur1VpkfX4prT179viW5d+vV69eke3DwsKIiIhg7969ZY5fRERERERERERERESqhvNPyaiCnE4nf//738nLy+PJJ58sNgFSUHp6OuAtoVWc/OUZGRm+Zfn3Q0JCzvqYI0eOnPO4pmliGMY5txERERERESkrj8fDyZMnKzuMaicsLEzjVgYat9LTmJWNxq1sNG6lpzErG41b6WnMyiYiIuKiHq/aJUs8Hg/PPvssK1as4NZbb+Xmm2+u7JDOyjAMUlNTKzuMaiUiIkJjVgYat7LRuJWexqxsNG5lo3ErPY1Z2WjcSu9if2iRs7NYqm2xgEqlcSsbjVvpaczKRuNWNhq30tOYlY3GrfQ0ZtVDtXqVTNPkueeeY8aMGdx44438+9//LtHj8meHFJw5UlD+8oIzT/Lv589KKe4xZ5t1IiIiIiIiIiIiIiIi1Ue1SZbkzyj59ttvGThwIK+++mqJM3KBgYHExMRw4MAB3G53kfX5/Unye5cUvF9cX5KTJ0+SmppabD8TERERERERERERERGpXqpFssTj8fCPf/yDqVOnMmDAAF5//fXz9ik5U6dOncjKyiIxMbHIukWLFgHQsWNH37L8+/nrClq8eLFvnyIiIiIiIiIiIiIiUr1V+WRJwUTJ9ddfzxtvvHHORMnx48fZuXMnx48fL7T81ltvBeCdd94hLy/Pt3zp0qUsWrSIjh070qBBA9/yrl27UqdOHWbNmsXmzZt9yzMyMnj//fex2WwMHjy4vJ6miIiIiIiIiIiIiIhUkirf4P29995j6tSpBAYGUr9+fT744IMi2/Tt25crr7wSgAkTJjBmzBgeeeQRRo0a5dumS5cu3HLLLUyZMoXBgwfTq1cvUlJSmDNnDsHBwbzwwguF9mmz2XjppZcYOXIkt99+OwMHDiQ4OJh58+Zx4MABHnvssULJFRERERERERERERERqZ6qfLLk4MGDAGRlZfHhhx8Wu018fLwvWXIuL774IgkJCUyePJkvv/ySwMBArrnmGh5//PFiEx9dunRh4sSJvPvuu8ydOxen00njxo35y1/+wo033nhhT0xERERERERERERERKoEwzRNs7KDuJSlpqZWdgjVSkREhMasDDRuZaNxKz2NWdlo3MpG41Z6GrOy0biVXkRERGWHIAXo/Vt6+rkvG41b6WnMykbjVjYat9LTmJWNxq30NGZlc7E/d1T5niUiIiIiIiIiIiIiIiIVSckSERERERERERERERG5rClZIiIiIiIiIiIiIiIilzUlS0RERERERERERERE5LKmZImIiIiIiIiIiIiIiFzWlCwREREREREREREREZHLmpIlIiIiIiIiIiIiIiJyWVOyRERERERERERERERELmtKloiIiIiIiIiIiIiIyGXNVtkByLllZJjk5FZ2FMXz94PgYKOywygXDz74IKtXr+b333+v7FCkijt06BBDhgxhwIABPP/885Uay6xZs3jppZd47rnnGDhwYKXGIiIicjmaPn06q1atYsOGDWzbtg2n08krr7zCkCFDSrUfj8fDxIkTmTx5Mnv37iUwMJDOnTvz+OOPU79+/YoJXkREREREClGypArLyDD57AuTEycrO5LihYfBn++4sIRJ/onnLl268M477xS7zYYNGxg5cmSVODl9MVSlk/El9fHHH/Ppp5/y3nvv0b59+4t23JtvvhmA77777qIdU0RERCTf//73Pw4ePEhERASxsbEcPHiwTPv517/+xddff03jxo0ZPnw4KSkpzJkzh8WLF/PVV1/RuHHjco5cRERERETOpGRJFZaTCydOgp8D/P0rO5rCcnK8seXkQnBwZUcjcvHExsby1VdfEaw3voiIyGXvpZdeol69esTHxzN27FjeeuutUu/j999/5+uvv6ZDhw6MGzcOh8MBeC8Kueuuu3jhhRcYP358eYcuIiIiIiJnULKkGvD3h8DAyo6iqNy8yo5A5OKz2WwqhyEiIiIAdOvW7YL3MWXKFAAee+wxX6IEoGvXrvTo0YPffvuN3bt306BBgws+loiIiIiInJ2SJVJtbdmyhVmzZpGYmEhSUhIul4vatWtz3XXXcfvtt2OzFX17r1mzho8++ojNmzfjcDjo2LEjjz76aKmOW7BPRI0aNfj444/Ztm0bDoeDHj168Je//IWwsLAij1u0aBETJ05k69atuFwu6tatyw033MAtt9yC1WottG+AOXPmMGfOHN/jz1fiqmBcYWFhjBs3jp07dxIaGsrAgQO59957sVgsfP/990ycOJG9e/cSHh7Orbfeyp/+9Kci+zNNk1mzZjFjxgx27tyJ2+2mQYMGDB06lEGDBvm2y+/3AvDwww/7lsfFxfnKY61atYq5c+eybt06kpOTAahXrx4333yzr5RWQVu2bOHzzz9n06ZNHD9+nODgYOLj4+nZsyd33HGHr1RZvi5duvju33PPPdx77704nU6mTZvG4sWL2b17N6mpqQQHB9OqVSvuvvtuEhISCh3T4/Ewc+ZMpk+fzoEDB8jNzSUiIoImTZrwxz/+kbZt2wLFl0kr+LoVp+BYlGZs8508eZIPP/yQBQsWkJWVRcOGDbnzzjvPejwRERGpPpYtW0ZgYCDt2rUrsi4/WbJixYqzJkv+O/xf3PD0HcTGR1Z0qCIiIiIilzQlS6Tamj59OosWLaJNmzZ07dqV3NxcEhMTef/999m0aROvvvpqoe1XrFjB448/jsVioW/fvkRHR7Ny5Uruu+8+QkJCSn38RYsWsXjxYnr06MGQIUNYs2YNc+bM4cCBA4wdO7bQtpMnT+btt98mNDSUfv36ERAQwKJFi3jnnXdYs2YNr7zyCoZh0KRJE4YNG8bkyZO54oor6Nmzp28fNWvWLFFcCxcuZPny5fTs2ZNWrVqxZMkSxo0bh2mahISE8H//93/07NmTNm3a8MsvvzB69GiioqK4/vrrffswTZN//etfzJs3j7p163Lddddhs9lYvnw5//nPf9i9e7cvyXTDDTcAsHr1agYMGOCLs+CYfvnllxw4cIDmzZvTq1cvMjIyWLp0Ka+++ip79+7lL3/5i2/bbdu2cd9992GxWOjZsydxcXGkp6eze/dupk+fzh133EFISAj33HMPkydPBmDYsGG+x+efaEhLS+Odd96hdevWdOvWjZCQEA4dOsRvv/3G77//zgcffED37t19j3v//fcZP348tWvXpl+/fgQGBpKcnMyaNWtYuXKlL1lSnCZNmnDPPfcUWb5//37mzZuHf4E6eqUZW4CcnBweeughdu7cScuWLWnbti1JSUk899xzdO7c+VxvBREREanisrKySE5OpkmTJr6LZwrKn826Z8+es+4jfcKLvDRlBjf8/V4axJ25DwPT8PYX9Bh28qwROG1hOK1h5FlCcdtCcVmC4dQ2hgUsFrAYYLV6bxaLgWF4lxun1lmsBnYb2GxgsxmFvtoL3LdYwGIFq8XAYvHuz7CA1eLdbzFPuVgWi/dYhlH2XonFiYiIKNf9XS40bqWnMSsbjVvZaNxKT2NWNhq30tOYVX1KlkiVcODAAT7++GMCAgLIzs4utO7o0aPFPuaOO+7gySefLPTB0jRNXn75ZWbOnMnatWtp3bo14J018Oqrr+J2uxkzZgxt2rTxbZ9/4rq0fvvtN95//33fMdxuN6NGjSIxMZENGzbQokULAA4ePMi7775LREQEn332GTVq1AC8MzIeffRRFixYwPfff0///v1p0qQJwcHBvmTJvffeW+q4li5dytixY2nWrBkA9957L3/4wx/46quvCAoK4osvviA+Ph6AP/3pT/zhD39g/PjxhZIl06dPZ968eQwaNIinnnrKN0vH6XTyzDPPMHHiRPr160fTpk0ZOHAghw8fZvXq1dxwww3Fzn75+9//Tq1atQotc7lc/PWvf+Xrr79m2LBhxMXFATB37lzy8vJ4/fXXCyWLwDvDAryJmHvvvZfZs2f7nuOZQkJC+O6774iNjS20fNeuXYwcObJIsmTGjBnExMQwfvz4IsmNtLS0cw05TZo0oUmTJoWWpaWlMXLkSOx2O08//bRveWnGFryJpp07d3LTTTfxzDPP+PYzYMCAQkkmERERqX7S09MBztoLLX95RkbGWffhwULjvDW8/upS/jwkjM4NMgutz08v2HHjwATAxMCJHy7Tj1wzkAwzkjQzhkwzkn3u5qR7orzbmRTZl5m/z4J5C/PUcuN0siU/sWIY3m3z7595Oy/DeyiLBewOcNjBbgeHo8DNDkFBBlFREB0N0VHehM25REREkJqaWoIApCCNW+lpzMpG41Y2GrfS05iVjcat9DRmZXOxE0xKlkiVcODAAT799NNSPaa4mRaGYTB06FBmzpzJihUrfImMtWvXcvDgQXr06OFLlORv/+CDDzJ//nzcbnepjn/dddf59g9gtVoZMGAAiYmJbNq0yZcs+eGHH3C73dx+++2+RAmA3W7n4YcfZuTIkcyePZv+/fuX6vjniis/UQIQFBREjx49mDlzJiNGjPAlSgBq1KhB69atWb16NS6Xy3fi/ptvviEgIIAnn3yyUDkzu93OAw88wKJFi5g3b57vhP75nJkoAW/vj8GDB7N8+XJWrVrlm6GSz8/Pr8hjiitvdjYOh6NIogSgYcOGtGvXjmXLluF0Oguts9vtRa7qNAyjVMcFbyLo2WefZd++ffzzn/8s9J4r7djOnTsXu93OfffdV+gYnTt3pkOHDqxcubJUsYmIiMil5co/DmfrpC/o4/qOf0x5gntuqMXQLq5zPsYw3VjJJcDMJYRMapjHsbEJw3STaV3IHntPDtg64jJK1zjR4wGPCabHe980T988Jt6kyqn75qntSsI0weny9kzM33f+sTy+Y3kzO/7+EBwE8bVMatUyiI6GmGgIDwertXxnpoiIiIjIpUXJEqkSunTpwjvvvFNslnXDhg2MHDmyyGOcTidTpkzhp59+Ys+ePWRnZ/s+JAEcO3bMd3/79u0AhU5a56tZsyaxsbEcPny4VDGf2fMC8J2cL3j139atWwGKrUPdokUL/Pz8fPGVhzNnOABERXmvDrziiiuKXed2uzl+/DixsbHk5OSwc+dOoqOj+eKLL4ps73J5P3zv3bu3xDFlZmYyceJEFi5cyMGDB4vMHir4WvXu3ZvJkyfz1FNP0adPHzp16kTr1q19M09KY9u2bYwfP561a9eSkpLiiz1famoqdrsdgD59+jBt2jRuv/12+vbtS9u2bWnZsiUBAQGlPu6bb77JypUrGTFiRKEkUGnHNjMzk0OHDtGgQQPfa1hQmzZtlCwREZGLbtu2E3TurBIC5SG/bOnZZo7kLz/bzBOAIe++xOifZkJyKteZ0/nfrD+xN9ng0QFObGcpc2UaVlwEFk2GmB6CzSSa5U6lljOR3Y6rOWJthWmUrF6WxQIWgBKW1ypvHg/k5EBWNmzcBGvXmxgGBAZAcDDUrGly6k8/AgNyyMouPlsTHAQhIQYhId7HhYRASPD5Z6uIiIiISPWmZIlUW8888wyLFi2ibt269O3bl4iICGw2GxkZGUyePJm8vDzftvkfNM82dSsyMrLUyZKgoKAiy/JnJRScpZKZmek7RnEiIiJ8Tc/Lw7niOte6/BP1aWlpmKZJcnLyOWf7nJnwOBun08lDDz3E1q1badKkCddffz1hYWFYrVYOHz7MnDlzCr1WLVu2ZMyYMXzxxRf8+OOPvlJbTZs2ZdSoUedscl/QunXreOSRRwDo1KkTvXv3JjDQe0Lg119/Zfv27eTl5fmSJU888QTx8fHMnj2bcePGMW7cOPz8/OjTpw+PPvoo4eHhJTruV199xXfffUevXr146KGHCq0r7djmv3fO9b4VERG52P7v/zbTuXPxzcaldAIDA4mJieHAgQO43e4iM1zze5Xk9y4pjj0ynu4jb2beq5/R0lzDJlry3bJWHDhm4d+35RJSmus+DAsZRk2yzGhCPYdok/MlR23N2GXvTaqlQQnrZlUeiwUCA703Tl1n4vFAVhZkZsGGDZB/aZXD4aTAn6CnmeD2gGGYmKa3B4vDz1vuKzzUJDISIiO9iZTQUAgLhbAw8POr2mMjIiIiIuenZIlUS5s2bWLRokV06dKFt956q9AHyw0bNvgaf+fLvxrvbLUBjx8/XmGx5icojh8/XmzpsNTU1GKTGJUlP5amTZvy2WefXfD+fv31V7Zu3cqNN97Is88+W2jdjz/+yJw5c4o8pl27drRr146cnBw2btzIokWLmDp1Kn/961+ZMGECtWvXPu9xP/vsM/Ly8vjoo48KlUsD2LhxY5HZPDabjeHDhzN8+HCSk5NZvXo1s2bNYs6cOaSkpPC///3vvMdcsmQJo0ePpkmTJrzwwgtFmpCWdmzzt6+M962IiMjZpKUVd4ZZyqpTp07Mnj2bxMREOnbsWGjdokWLAIosL8iwWKjb8yoaLVzOjiUbGeY/lf+5GrJyZzAPfuTPK8NzqRNtnvXxxfEYdk5Y62Ezs4h1bSTStZODtvbscfQiyxJT+idZiSwW7+yQMyfnBARYOd+1P6YJTifk5XlLgB05Cvv2g9vjHU/DAH8/8POD0FCTmBiIijIIC/UmUkKCT5Udyy8Z5j7j/qlSZHFx3pksIiIiIlK5lCyRaungwYMAdOvWrcgVeGvWrCmyfX75qTVr1jB8+PBC6w4fPnzWJvLlISEhgYULF5KYmEjz5s0Lrdu4cSO5ubm0bNnStyz/+Xg8JSziXM6CgoKoX78+e/bsIT093Vce4lzOFXP+a3XVVVcVWVfca1WQv78/7du3p3379oSEhDB27FhWrFjhS5ZYrdYifUcKHjc0NLRIoiQnJ8dXGu1sYmJi6NevH3379mXYsGGsWLGCnJycQo3fz7Rr1y6ee+45wsPDeeONN4ot31XasQ0KCqJWrVocOHCAlJSUIqW4zjd+IiIiFSE7u3R93sTr+PHjpKamEhERUWh26K233srs2bN55513GDduHA6HA4ClS5eyaNEiOnbsSIMG557JE1Qrnrb9WnJg21FyjiXzzBVTeSNpOPuOWXjgI3/+3x9zadew9H9buoxAjlsb4+85QX3Xr9Rwb2SvvQf77V1wGlXnYp+KYhinm8gXVwjN7fYmUXJz4NgxOHjwVCLFBKvN23jeBCjYp+WMG0B4GLRuZdKiuUFcHEUuuBERERGRi8NS2QGIlEV+/4q1a9cWWr5r165ie0G0bt2aWrVqsXjx4kInmE3T5IMPPih1c/fS6NevH1arlUmTJhUqt+VyuXj//fcBCvW1CAkJwTCMCk3gnM+tt95KTk4Or7zySrHltg4dOsShQ4d834eGhgIUG/PZXqvExESmT59eZPs1a9b4yk8VlD+LomDj99DQUE6ePElubm6xx01PT2fXrl2+ZW63m3fffbfITI28vDxWrlxZqOcNeMthZWVlYbPZiiTlCkpNTeWJJ57A7Xbz+uuvU6NGjbNuW9qx7d+/P06nk7FjxxbabtmyZepXIiIilSIn59zNwy8nU6ZM4emnn+bpp5/m+++/L7Lsp59+8m07YcIEBgwYwIQJEwrto0uXLtxyyy2sXLmSwYMH8/rrr/PUU09x3333ERwczAsvvHDeOMzQWoRGBdPo+v4YFgtZ29fzeu9ErqztJj3b4InP/PhmqY2yXouTYwknxXIFBm6uzJtO1+x3aZC3AD/PybLt8BJhtXr7oUREeGeH1KsHDRtAw4YQXwvCwiEiHCIjvU3ma8RCzTjvujq1oV5dqFvHm3T5ZSH83+cmU7412b7dxOUq3WwgEREREblwmlki1VKzZs1o1qwZ8+fPJyUlhebNm5OUlMRvv/1G9+7d+fnnnwttb7FYePrpp/nrX//Ko48+St++fYmOjmblypWkpKTQuHFjduzYUSGx1q5dm4cffph3332X4cOH06dPHwICAli0aBF79+6lZ8+eXH/99b7tAwMDufLKK1mzZg3/7//9P+rUqYPFYqFfv35lanJeFoMHD2bDhg3MmTOHdevW0bFjR6Kjozl+/Dh79+5l48aNvPjii9SqVQuA9u3bYxgGH374IXv37iU4OJigoCCGDh1Kjx49qFmzJuPHj2fXrl00bNiQffv2sXjxYnr27Mkvv/xS6NgTJ05k+fLltG/fnlq1auFwONi6dSsrV66kdu3a9OrVy7dt+/bt2bx5M08++SRt2rTBbrfTqlUr2rRpwy233MKyZcu4//776dOnDw6Hg8TERJKTk2nXrh2JiYm+/eTm5vLII48QHx9P8+bNqVGjBtnZ2SxatIiUlBRGjBjh621SnI8//pjDhw/TsmVLlixZwpIlSwqtDwkJ4bbbbivT2A4fPpwFCxYwffp0du3aRdu2bUlKSmL+/Pl0796dxYsXX9iLLSIiUko5OZpZkm/VqlVMmzat0LLExETf3xnx8fH07dv3vPt58cUXSUhIYPLkyXz55ZcEBgZyzTXX8Pjjj593VgmAGRxLUFQYtepmc6JLdw4u+Y1DP87irYfq8eb3Efy83sa7sx0s2GDl7zfnUTemDCfiDQuZRg2yzCiCzaM0y5tGPdci9ls7c8jenmyLeqkVZLN5byURHQ1RUZCeDuvWw8aNJnXqQLu20DQBAgM100RERETkYlCypBrIyansCIqq7JisVitvvfUW77//Pr///jubN2+mdu3ajBo1im7duhVJloC3HvSYMWP46KOPmD9/Pn5+fnTs2JGXX36Zf//73xUa7+23307t2rWZNGkS33//PS6Xizp16vDoo49y6623Fplq/8ILL/DOO+/w66+/kpGRgWmaNG/e/KIlSwzD4Pnnn6dbt25Mnz6dxYsXk5WVRUREBHXq1GHUqFGFamc3aNCA5557jokTJ/LVV1+Rl5dHXFwcQ4cOJTAwkPfee4/Ro0ezZs0aEhMTadiwIS+88AKRkZFFkiVDhgwhODiYjRs3snr1agBq1KjBXXfdxW233Vaov8vdd99Neno6ixcvZtWqVXg8Hu655x7atGlDjx49ePnll/n888/5/vvvfSW9XnvttSLN1QMCAnj44YdZuXIla9asITU1lZCQEOrVq8fDDz/Mtddee87xyjn1A7F+/XrWr19fZH1cXJwvWVLasQ0ICOD999/ngw8+YOHChWzbto0GDRrw0ksvkZGRoWSJiIhcdFlZmlmS79VXX+XVV18t0bajRo1i1KhRxa6zWCyMGDGCESNGlC0Qqx1bXAOi96wgpvPVnNixlcyjR9n7w1z+desfaFnPw9h5dtbttXL3e/78+Ront/VwYTv7xNmzMg0b6UYtMkw3QeYxmubNpK5rCQdtHTho70imJbZsz+EyZxjePiehod7PWgcOwu49JjHR0Ka1SZ06BudLmfj5Qa1aKuMlIiIiUlaGeWbdGSlXZ2vMXBIZGSaffWFyoorObg8Pgz/fYRAcXH5/jEdERFzQmF2uNG5lo3ErPY1Z2WjcykbjVnoas7LRuJVOr17TWLfu7soOQwpITU3FumcxWYsms2LfFZB+kNUff4Lp8dDy9tuIaXYlR1IN3pzhYPl2b4bkipoenhqcS5NaF/hx0PQQaKYQaB4nxwjnoK0dB22dSLfWKodnVnECAgKKLYlalbjccDwF0tJLNkvFYYcrm0LXLgbx8RWTMNHvy9LTmJWNxq1sNG6lpzErG41b6WnMyiYiIuKiHk8zS6qw4GCDP98BOUXbMVQJ/n6Ua6JERERERKow0wRnFjmZOXj2LsdSr1NlRyQFeEJrEhRiJ8g/F6dfPHV7dGfvr7+xZfpMwurVJS4iiDfuyOWHNVZGz3Gw/bCF+z/05/arXNxxtRO/s1ccPTfDQpYRQ5YZTYB5nEbOX6jtWsEBW0e2OW7AY5R1x2KzQmwsxMRQon4z2dmweg1s227SprVJ504GUVH6vCYiIiJSUkqWVHHBwQbBwZUdhYiIiIhcVjxujOzjGFkpGJnHMDKSsJzYj5F9nJyTtfAs/kDJkirGDInDGhRCXFgGO5P8aND7ao5t8Zbj2j57Ls1v/QOGAde3ddPpimzemelgwUYbXy60s3CjlacG59GyXhk7wAMYBtlGFNlmJP5mKg2dvwAGWx0DMY0y1PsSH8PwNpM/n+BgCAqCk2mwaAls2GTSsb1Jh/YGISFKmoiIiIicj5IlIiIiIiKXOtP0Jj7SDoHHieF2gtsJHhe4nRgeJ7hywJWD4czByEjCyM0AZxaGaWIaBtgCMB2BZLusYFgq+xnJmeyBeMJqExW0mV1GFBg2rhx6M6s++oSkdeuJbdGcmGZXAhAZDC/+MY9fN7n57wwH+45ZeOQTP27u5OLea50E+19AHIZBjhGJ6bHSwLkAF37scPTTe+YiMQxvueSwUEhJgR/nw9p1Jt26QutW4OenpImIiIjI2ShZIiIiIiJyqcpOxXJsO9akDVhSdkJuuvdsakH5LQwNy6mbFez+mH4hEFwD01L4kvbsXJ1srao8EQ0I8l9LQABk50BofOFyXOH162EPDPRt37OZm7YNsnlvroM5iTamLbPz6yYrowY4uaaFu8hbpTRyLWEYHjeNnT/iNvzYbb+66HtPKoxhQHQ0RERAcjJMn2mSuBq6dfX2NbHb9VqIiIiInEnJEhERERGRS0lOGpaU7ViSNmI9th1yToLFhhkQCcE1LugKf9OE7LxyjFXKlRlaE4vNSmyUi937bAQFUagc17ZZc2h+6x8KPSYkAJ4ekse1rV28NcPBgRQLL0z2Y26im8cG5hEfVfYG8DmWSCweD03y5uIy/Nlv73qhT1FKyWqFuDhwOuFIEkz51qR2PLRrC82uhKAgJU1ERERE8ilZIiIiIiJS0UwTTM+p26n7eM5Y7u0XYRTZrgQnq00TI+MolqObsCZv8SZIDAtmQARENgJL+fSMcLrA49HJ1arKE1ITHMFEh2SyzxqGywU2m40rh9zMyo8+LlKOq6D2jTyMeySHCb/amfCrjWXbrdw52p87rnZyWw8XjjJ+csyyRGPxuGiaOwOX4cdhW7sLfJZSFnY71KkNuXmQlATfTTf5bTG0aW3SsrlBTIx+rkVERESULBERERERKS3T9PbzyMuE3HSM3HTv/bx0jKxTjdGdWeBxn058YGKc+orvK4W/z993cffPx5Xr/RoQgRnRsNwSJAVpVkkV5x+OGRRDqOsQQYFhZOd4m36H1o6n3lXd2fvrIrbOmFWkHFc+Pzvc3cfJta1d/HeGg1W7rHzyk4N5a208eWMebRqUrQF8hiWOUPdBmuVOw40fR23NL/SZShn5OSA+HtxuSDkOP/0Ey5abNGtq0qqVQb26YLEocSIiIiKXJyVLREREREQ8LiyH12E9sBI8znNva3ow8jIwnNngygN3HpguDAxMTDBsYHWAxXaqR4NxuleDYQEMTIv3q3cdBe7nb2cUs/48rHbvMStQjpIlVZth4IlqjDVlJzExsHMX3lybAfWvuZrkzVvJSk5m2+y5NL9l6Fl3Uyfa5L935fLTOitj5jjYl2zh0U/9ub6ti4euzyM8qPShpVlqEe7ZR/Pcb3AZfhy3Ni7rs5RyYLVCbAzERMPJk7B8JaxZZ9KgvrdEV53a3tkoVqv3qxIoIiIicjlQskRERERELl+miXl0G/bEaViSNwOGN9FxPhYbps0PAoJ8iRHzMmhenaXm7lWeJ7QWVsMgMtzDXpsFp+vUSW+7nSuH3MyqsZ+QtHadtxzXlU3Puh/DgGtbu+nSJJuxP9qZscLG96ttLN5i5YF+edzQ3o2lNO1vDIMTlrpEeHbTIncya/2Gc9Ja78KfsFwQw4DwcO8tKwt27ITt200Cg8BieCeoWSxgt5nYHRAeloXH7cHh531fne83gtUGLZsb1Kun3x0iIiJS9SlZIiIiIiJVk+nx9t7wD7ugpuRnY2Qcxbp7Ie6j67FkncQMrQ32gHI/zqUkO7eyI5DzMUNqgT2QEEcWwcHBZGR4T2oDhNWpTd0e3dj322K2Tp9JeL26xZbjKigkAJ640cn1bd28Nd3BjiMW3pjux5xEN0/cmEfjmqVoAG8YpFrqE+nZRcvcyaz1H066pdYZT8DEwI0FFxbcWEwXuUZIhfwOkMICA6FeXW8z+Jxc8Hi8lQTdLnDmgScD0tPd5GSD+3SbpXNyuWDdOpOuXUy6dTXw81PSRERERKouJUtEREREBJw5WI7vPNUj48KZfkGYQbHgKGW9ntx0LCf2YUndiyV5M0ZWKmZgBO7YZpgR9fCE1QW/4AsLLi8T676lWPcswsg6BlH1MANiL2yflwmV4ar6zKBoTP9wLLlpxMYEc+IEvlJcAA16X8OxLVvJSj7G9jnf0+wPQ0q03+Z1PIx9MIepy2x8+pOdjfut3PuBP0O7uLi7j5NAvxIGaFhItTQg0r2LNjlfkm1EYCMPC3lYTBdWnBimBwM3xql+PTsdfdlrv6q0QyFlZLefTrCdKSDASnZ2yfdlmpCaCj/Nh917TPr2gbp1lDARERGRqknJEhEREZHLnWli2zIT255FmOWULMHqAEcgnsBozIh6mME18ATFYAbFgF/I6d4cHhdG2iEsJ/ZjHNuGNXU35KR5L1l2BGHagzAyjmFLneutBeMXhjuyIWZ0Yzzh9TBD4krep8PtxHJ4Lbadv2Cc3Odthh2VgBEYANk55fO8L3HZKsNV9VmseKIaYt2zmIgIsDsgLw8cp5IZp8txfcqRNWuJbdGc6KYJJdq1zQq3dnNxTQs3Y+bY+WWDja+X2Pl5vZVRNzi5urmbklSjMw0rx60NCfEcwZ9UwIJpWDCxYGKc+mrFgwV/8yT1nIs5ZGuH0yhDsxSpVIYBkZEQHAy7dsP4iSbdu5l06aRZJiIiIlL1KFkiIiIicpmzHFmPdd8yPEE1wD/0wndomt6m585MLGmH4PhOwASLHeyBmAGReCLqgcWK5egWjKwUcGV71/uHYUbUL5QAMQPCvXfcTozcNKyH18LBlWAPwAyMxhPTFLMEcVuSt3r7klgcmJGNKrwZ+qUof2aJ223qg0QVZobVAdNDUKBJWIjB8ROnkyUAYXXqULd7V/YtWsKW6TPpXK8u9oCSl6CLCTX59215DNjm4p1ZDg4et/Cvr/zodIWbxwfmER91/qSraVhJs8afd7tcM5goz05qutawz969xDFK1eJwQP16cPw4zJsHu3eb9O0NtWsrYSIiIiJVhz7jVHW56RjOUsxzvohMe4D3ylCpsg4dOsSQIUMYMGAAzz//fKXGMmvWLF566SWee+45Bg4cWKmxiIhIATknsW37wXv5b3kkSsC7L5sf2PwwAyJPL3fnQV4WRuZRrCf2eJc5gjEDo729Qs53SbrVjhkYBYFR3oSMMwsj+wTWnfNLGJcFM6Q22P3L9LQEsk71LElK8lC3ckORc/CE1ASbH4Yrj5gYP46leH9kCv6INejTm2NbtpF17FQ5rqGDS32czk08fDYqhwm/2pnwq43l263cOdqf4T2d3N7ThaMcPm2aho08gqjrXMwhW1tcxrl7rEjVZRgQFQUhIbBjBxw+YtKjm0nnTgYOh5ImIiIiUvmULKnKctNx/P4BRnZqZUdSLDMggrwuD15wwiT/hD5AbGws06ZNw2q1Ftlux44dDB8+HIB69eoxefLkMh3v448/5tNPP+W9996jffv2ZQ+8lG6++WYAvvvuu4t2TBERkXMyTWzb52E5sRdP1BUVfzyrAwIcp2eKXAjD8JbpKm1PFLkg2XneE5ql6VkgF58ZEofpF4KRl05EhB9+fpCXC34F8oS+clwff8qR1Wu85bgSmpT6WH52uLuPk2tbu3h7poOVO638388Oflpv46nBebSsW4Iu4OeRYalBhGc3NV3r2G/vcsH7k8rlcED9+pByHL6fB7t2m/S8yttc3mJR0kREREQqj5IlVZjhzPYmSqx+3lkcVUh+bIYzG7OcZpdYrVaOHj3KsmXL6NatW5H1M2fOxGq14na7y+V4l4PY2Fi++uorgoMvsBGuiIhckixJG7zlt0JqgaXohQoiZ8o5NbMkz1lOvW2kYtj88ETUw3poLQGRMYSHmyQnF06WAITVrUOdbl3Zv3gJW6fPJGzUQ6Uqx1VQnWiTt/6cy88brIye7WBfsoVHPvZjSGcX915bigbwxfAYdlwEnJpd0ga3odlh1Z1hQPSpWSbbd8CevSb16kLbNpDQBPz9lTQRERGRi89S2QHI+Zn2AHAEValbRSRvWrVqRUhICDNnziyyzul08sMPPxSbRJGzs9ls1K9fn+jo6MoORUREqpqck9i2fg8G5Vd+Sy552fk9SzxKllR1Zng98LgAiIkGE3C7im7XsG9vAqOjyE1LY8fcHy7omIYBfVq6+fIv2Qxo58I0Db793c6fR/uzfPuFffRMt8QR5tlPnGv9Be1HqhY/BzSoD5ERsHsPTPnW5KNPTBb+5uFYin7PiIiIyMWlmSVSZfj5+TFgwACmTp3KiRMnCA8P96377bffOHHiBAMHDuS3334r8ljTNJk1axYzZsxg586duN1uGjRowNChQxk0aJBvuwcffJDVq1cD8PDDD/uWx8XF+cpjrVq1irlz57Ju3TqSk5MBb9mvm2++2VdKq6AtW7bw+eefs2nTJo4fP05wcDDx8fH07NmTO+64o1CZMYAuXU6XDrjnnnu49957cTqdTJs2jcWLF7N7925SU1MJDg6mVatW3H333SQkJBQ6psfjYebMmUyfPp0DBw6Ql5dHeHg4TZo04Y9//CNt27YFiu9Zkt875GwKjkVpxjbfyZMn+fDDD1mwYAFZWVk0bNiQO++886zHExGRSnCxy2/JJSPnVBmu4k66S9Vi5s8YczuJjrYRGQ7HT0B4WOHtrHY7TQffTOIn/8fhxNXUaNWSyMaNLujYIQHw9JA8+rRy8cZ3Do6csPDk5/70b+vi4f55hJah7YjHsOPGQV3XYo7YWuM2HBcUo1QtgYFQNxBcLkhJge9/gCVLTZommLRuaVCvHlitmm0iIiIiFUvJEqlShg4dyuTJk/nhhx8YNmyYb/nMmTOJiIige/fuRR5jmib/+te/mDdvHnXr1uW6667DZrOxfPly/vOf/7B7924effRRAG644QYAVq9ezYABA6hZsyYAISGnS4l9+eWXHDhwgObNm9OrVy8yMjJYunQpr776Knv37uUvf/mLb9tt27Zx3333YbFY6NmzJ3FxcaSnp7N7926mT5/OHXfcQUhICPfcc4+vx0rB59WuXTsA0tLSeOedd2jdujXdunUjJCSEQ4cO8dtvv/H777/zwQcf0KxZM9/j3n//fcaPH0/t2rXp168fkZGR7N+/nzVr1rBy5UpfsqQ4TZo04Z577imyfP/+/cybNw9//9NlDUoztgA5OTk89NBD7Ny5k5YtW9K2bVuSkpJ47rnn6Ny581ljEhGRi+t0+a2aKr8lpZLf4N1z4W0opIJ5Qmt6ewvmZWANiKBePZOTaZCbC35nlMQKr1eX2l06cWDpMrZMn0nnUQ9hdVx4MqJjY28D+E9+svPt7zbmrraxbLuVxwblcXXz0pfWTbfUJNy9lxru9RyyXbzeg3Lx2GxQowbExsLJk7BqFaxdZ1K3DjS7Evz9wW4Hhx1sZ3y12739UNQsXkRERMpKyRKpUlq3bk3Dhg2ZOXOmL6lw9OhRli9fzrBhw7DZir5lp0+fzrx58xg0aBBPPfWUbxun08kzzzzDxIkT6devH02bNmXgwIEcPnyY1atXc8MNNxTb4P3vf/87tWrVKrTM5XLx17/+la+//pphw4YRFxcHwNy5c8nLy+P111+nZ8+ehR5z8uRJwJuIuffee5k9ezYA9957b5FjhoSE8N133xEbG1to+a5duxg5ciQffPABo0eP9i2fMWMGMTExjB8/Hn9/fyIiIkhNTcU0TdLS0s45xk2aNKFJk8LNO9PS0hg5ciR2u52nn366TGML3kTTzp07uemmm3jmmWd8+xkwYEChJJOIiFSiQuW3ws67uUhBOUqWVB9+IXiC47Ck7sEMiCA8HOLi4MAB7wll44zzyQ379iF542ZyUlPZs2AhjfpdWy5hBPrBozc46d3SzWvTHOxNtvD8JD96NXdxV28n/nbvdhbDG9Ppm4kBBDjw9TtxGw482KnrXMIRa0s8ml1yyTIMCA/33rKzYd8+2LnL+54w8f4XZrGC1VL4q78f9O0DLZorYSIiIiKlp54lUuXccMMN7Nixgy1btgAwe/Zs3G53sSWfAL755hsCAgJ48sknCyVT7HY7DzzwAADz5s0r8fHPTJSAt/fH4MGDcbvdrFq1qsh6vzMvzwPCwkp+AsrhcBRJlAA0bNiQdu3asWbNGlyuwvUu7HY7Vmvhq4ENwyjVccGbCHr22WfZt28fTz/9NG3atPGtK+3Yzp07F7vdzn333VfoGJ07d6ZDhw6liktERCqAaWLb/iOWE3sxQ+tUdjRSDWWfKsNlqpVAteCJagSuHAAMDOrWgcAAyMwquq3Nz48mg7yzsPctWkLGkSPlGkuLuh4+fTiHO652YrWYLNxo48+jA7jtv97brW8FcMubAfzhjQCGvh7AkNcCGfxaIANfDmDVztMfW9MtNQh37ybWvblc45OqKyAA6tSBhg2gQQPv13r1IL4WxMRCRDgEBXv7n5w8CTNmmqxZq19SIiIiUnqaWSJVTv/+/fnggw+YOXMmTZs2Zfbs2TRv3pwGDRoU2TYnJ4edO3cSHR3NF198UWR9foJh7969JT5+ZmYmEydOZOHChRw8eJDs7OxC648dO+a737t3byZPnsxTTz1Fnz596NSpE61bt/bNPCmNbdu2MX78eNauXUtKSkqR5MiJEyd8jdr79OnDtGnTuP322+nbty89e/akfv36BAQElPq4b775JitXrmTEiBG+MmVQ+rHNzMzk0KFDNGjQgKioqCLbt2nThpUrV5Y6PhERKT/e8lu/q/yWlFl2rk5AVidmaC3vJfoeN1isBPgb1KljsnU7uN1wxnU3xFzZlJjmzUjeuIkt382k/X33YFjK7/o6hw1G9nVydXMX78xysP2wd9+mCZ5Tb62C9z0muNwG/53p4LNHcrDbwG34AxbqOheTZG2Oaegj7eXIYvHeznz1Q0IgKQlmzjZxOqFDe+8FZSIiIiIlob8spcqJjIykW7du/Pjjj1x11VUcOHCAP/3pT8Vum5aWhmmaJCcn8+mnn551n2cmPM7G6XTy0EMPsXXrVpo0acL1119PWFgYVquVw4cPM2fOHPLy8nzbt2zZkjFjxvDFF1/w448/+kptNW3alFGjRhVb5qs469at45FHHgGgU6dO9O7dm8BAb+fLX3/9le3btxc67hNPPEF8fDyzZ89m3LhxjBs3Dj8/P/r06cOjjz5KeHh4iY771Vdf8d1339GrVy8eeuihQutKO7aZmZkAREREFLtdZGRkiWISEZEKovJbUg4ys70nHXXusXowQ2qCIwjyMsE/FICacXA02XsFfnETkpvc0J/jO3aSduAAB5evoHaX8u8717imyZh7c8+7XUYODH8ngP3HLHy9xMafenov1km31CTSvZNY92aSbC3LPT6pvgzDW27u6FGY8703YdK1ixImIiIiUjJKlkiVNHDgQH799Vf+85//4OfnR79+/YrdLigoCPAmJz777LMLPu6vv/7K1q1bufHGG3n22WcLrfvxxx+ZM2dOkce0a9eOdu3akZOTw8aNG1m0aBFTp07lr3/9KxMmTKB27drnPe5nn31GXl4eH330Ea1bty60buPGjWzfvr3QMpvNxvDhwxk+fDjJycls27aNyZMnM2fOHFJSUvjf//533mMuWbKE0aNH06RJE1544YUiHyBKO7b526empha7/vjx4+fdh4iIVJAC5bc8UVdUdjRSjWWcuv6kHCcbSAUyAyMxAyIxso5jnkqWWK0G9eqabNgIebngOKOarF9oKI369WXbzNnsnPcT0U2b4h9eOQnWYH944Lo8Xv7Wjy8W2Lm2tZvYMBOX4Q9AXedijlqbYRqaKSeFxcbCsRSY9yM4XSZXdQeLRQkTERERObdqkSyZPn06q1atYsOGDWzbtg2n08krr7zCkCFDSryPESNGsHz58nNu89prr3HzzTf7vu/duzcHDx4sdtthw4bx4osvlvj4UjrdunUjKiqK5ORkrr/+et+J+DMFBQVRv3599uzZQ3p6OiEhIefdd36fD08xnUnzX++rrrqqyLo1a9acc7/+/v60b9+e9u3bExISwtixY1mxYoUvWWK1WnE6ncU+9uDBg4SGhhZJlOTk5LB169ZzHjcmJoYmTZrQtWtXhg0bxooVK8jJycHf3/+sj9m1axfPPfcc4eHhvPHGG8WW7yrt2AYFBVGrVi0OHDhASkpKkVJc5xs/EbmM5KRh5GXgbdGa/6VA/ZVTC03zJMbJk+fel2mCx4XhcYPHCR5X4e/dLjDdmAGRmGG1MQOjSn9JvGliZB/HOHkAIyulZM0ajFOdZi1WMGyYFgtYbGBYTy8vces403szC36l6PeAJzMES1p60XCyU1V+S8pFVo7350fJkmrCsOCJaoT15P5CiyMjoUYsHDgEEcU0e4/v2IGktes4uW8/22bPodWf/ngRgy7sujZuZq5ws36flfe/t/PCMO9s63RLHFHuHUS7t5Fsu7LS4pOqKzoKjhswfz64nCZX9/ImC0VERETOplokS/73v/9x8OBBIiIiiI2NPWsC41wGDx5Mp06diix3uVx89NFHWCwWunbtWmR9SEgId955Z5HlLVq0KHUMUnI2m4033niD5ORkEhISzrntrbfeyuuvv84rr7zCP//5zyIn/g8dOgScbtweGuq9qu7o0aNF9pXfa2Tt2rWFEiaJiYlMnz69yPZr1qzhiiuuKJLMyZ9FUbDxe2hoKLt27SI3N7dIQ/i4uDj27dvHrl27aNiwIQBut5t33323yEyNvLw81q1bR/v27QvNBsnOziYrKwubzVak8XtBqampPPHEE7jdbl5//XVq1Khx1m1LO7b9+/fn008/ZezYsTzzzDO+7ZYtW6Z+JSLiZXqwrxqHJe3U/+WF8g6FkxBuhx1Hbh7nZXrA9GCYHkwDvHWm8r+eSiYYBjiCMYNjcUcnYIbXwRMa7y1HVVzyJOcklpMHME4ewJK8FUtGEuRllPrp+mLIf3qGiWGCaZTuTLNxRjKpSLrm1FPw2B3YncWPmWkLVPktuWBZ56+cJFWMJ6w21oK/CznV7L2uSUoqZGXBmdclGRYLCTcNYsV7H3Js8xaSN20mplnlJCQMAx4blMe97/vz83obN3Z00a6hB5cRiIGHuq7FJFsTvElqkTNERnqTu78sBKfTpG8fsNmUMBEREZHiVYtkyUsvvUS9evWIj49n7NixvPXWW6Xex9lmofzwww+YpknPnj2LPWkcGhrKqFGjSn288mQ4s4ueFKlkhrNkPUAuRLNmzUq03eDBg9mwYQNz5sxh3bp1dOzYkejoaI4fP87evXvZuHEjL774ou+Efn6S4cMPP2Tv3r0EBwcTFBTE0KFD6dGjBzVr1mT8+PG+xMW+fftYvHgxPXv25Jdffil07IkTJ7J8+XLat29PrVq1cDgcbN26lZUrV1K7dm169erl27Z9+/Zs3ryZJ598kjZt2mC322nVqhVt2rThlltuYdmyZdx///306dMHh8NBYmIiycnJtGvXjsTERN9+cnNzeeSRR4iPj6d58+bUqFEDj8fD/PnzSUlJYcSIEdjt9rOO18cff8zhw4dp2bIlS5YsYcmSJYXWh4SEcNttt5VpbIcPH86CBQuYPn06u3btom3btiQlJTF//ny6d+/O4sWLS/Saisily8g67k082IMw7YH4zvIXOW9hgL8fZk4JzswaFjAs3gTE2WaNeNyQl4mRdghbyk7vmRNHCJ6QmnhiEjDDagMGRtoBLMnbvMmc3HRvIsYegOkXCkGx5TIrwyxmRsi5n19+qsQotKzYTQP8MbNzLjBCkbPL0tur2jFDaoHNH5zZ4Aj0LQ8MMKhb22TbDghwF/31FlyjBnWv6sHehb+ydeZsIho2wHaOmcsV6YqaJjd1cjFtmZ13Zjn4v4dzsFm9s0uiXVuJtm3nmO3cF1jJ5Ss83Pvf/m+Lwe026Xct2O1KmIiIiEhR1SJZ0q1btwrb95QpUwD4wx/+UGHHKCvTHoAZEIGRnYrhrnqX8ZkBEZj2ouWbLjbDMHj++efp1q0b06dPZ/HixWRlZREREUGdOnUYNWoUHTt29G3foEEDnnvuOSZOnMhXX31FXl4ecXFxDB06lMDAQN577z1Gjx7NmjVrSExMpGHDhrzwwgtERkYWSZYMGTKE4OBgNm7cyOrVqwGoUaMGd911F7fddluhGSd333036enpLF68mFWrVuHxeLjnnnto06YNPXr04OWXX+bzzz/n+++/95X0eu2114o0Vw8ICODhhx9m5cqVrFmzhtTUVMLCwqhTpw4PP/ww11577TnHKyfHe5Zj/fr1rF+/vsj6uLg4X7KktGMbEBDA+++/zwcffMDChQvZtm0bDRo04KWXXiIjI0PJEhHByEiCvEzMiBrnTTwYdn9wldOBLVbwD/XV7Mfjhtx0LKl7sCRv8ZbHMk4tt/l5kyMR9b2ls8qbYQBGMQkikarNxCQ7V2/c6sYMjsX0C8PIS8cskCwBqFnT2+w9LR3CQos+tv7VPTm6YSPZKSns/PEnEgYNvEhRFzWyr5Of19vYc9TCt7/bGNbdhdMIwsJh6riWcszapPRlFuWyERrqTZgs+d07w6T/9eDnp/eLiIiIFGaYZkkva6wa8meWlLZnSXGOHDnCNddcQ1RUFAsWLMBmK3xCpHfv3uTl5fHEE0+QlJREaGgo7dq1o2nTpiU+xtmaXZdYbvpFmcVRFqY9APzO3yOkNCIiIi58zC5DGrey0biVnsasbDRup1l3/oJt03eYJWgy7h/gT87FmiXhPtVTynr2mXnVwUUds0uIxq1k8pwmLe/x5+BxCyufXkf7V76o7JDklPP9H2NbMxHrgRWYkY2KrDuW4m327u8PDkfRxx7fuYs14z4Hw6D9vfcQVrdOeYVdarNWWnn9Oz8C/UzGP5ZNdAg4zAwCPMdZGXAvx62NS7yvgIAAsrOr5uesqqy6j1tmJhxJgmZXQr++BrGxFZ8w0d+BZaNxKxuNW+lpzMpG41Z6GrOyiYiIuKjHqxYzSyrKt99+i8fjYfDgwUUSJfmSk5N5+umnCy276qqreP3114mMjKz4IP1CMMs5ISEiIlJZjBN7waiCf35U8ySJyMWQkwO5zsqOQsrCDK+HsW+ptwzgGbMvoqK8zd4PHQaHnSKz3iIbNSSubRuOrF7Dlukz6Pjg/VjO8tmpog1o52bmSjebD1j58HsHz92SR54RTAiHqeNcwnFLQ/UukXMKCoLa8bBpMyQlmVxzNbRpDRaLZpmIiIjIZZwsMU2TqVOnAmcvwTVkyBA6depE48aNcTgc7Ny5kzFjxvDrr7/y0EMPMWnSpEINtotzsbNflwKNWdlo3MpG41Z6GrOy0biB6crDk30UMzQSI6Bkde/9S7idnKYxKxuN2/mdTPOQ59IJxerIE1Ef0xHs7cXkX7jeVn6z9+OpkJUNgYFFH39F/+tI2bqNzKSj7Fu0hPpX97xIkRdmscDjg5zc/6GFeWttDOroonV9D+mWmsS51nPItpVkW+U0opfqw88PGjbwzjD5bobJnr3QtzeEhur3m4iIyOXusk2W/P777xw4cIBOnTpRr169Yrd55JFHCn3funVrPvroI4YPH86qVatYuHAhV1999TmPo+lVpaMpaWWjcSsbjVvpaczKRuPmZaQdxJGeghkQBSUoeaTSSKWnMSsbjVvJpKWZ5Dorv1+dlJ4ZWgtPVCMsSRtP924qICjQoHa8yY6d4O9XtKWUPTCQKwZcz6ZvprJnwUJiWzQnMDrqIkVfWNN4DwPbu5i50tvs/eMHc8AaTBBJNHD+Qoq1ER6jmHpiIgUYBtSM85blWrkSDh826dsHmlzBeS+IFBERkUvXZTtHuayN3S0Wi69XSmJiYrnHJSIicqkyMo6CMwfsOtkqUh1lZUGeq7KjkDIxDNy12oFpnu7RdIZatSA8HNIygGK6WtZo3YqIRo3wuFxsnTGLymx9ee+1TkIDTHYesTB9hff6vzRLbaLc26nlWl1pcUn1ExQE9etDcjJ8PcXkx59MsrOrVVtXERERKUeXZbLk5MmT/Pjjj4SGhnLdddeV+vH5pVSqc2M7ERGRi82SdthbC19XbIpUS6knwTyzoYVUG57YppjBMRhZKcWut9sMGjUEu634yX+GYZBw40AsNhupu3aRtHZdBUd8duFB3oQJwKc/2UnNALfhhws/6jsX4jAzKi02qX6sVqhTBwKDYMFCmDjZZP8BJUxEREQuR5dlGa4ZM2aQl5fHLbfcgr9/6etTr1vn/WAQHx9f3qGJiIhcsozUPWD1q+wwRKQM3G6Tkzr/XL3ZA3HXaodt6xwIrlFs4jo8zKBObZOdu8Dh8J5ELigwKpL61/Ri14/z2T7ne6KaXIG9uCYnF8HADi5mrrSx7ZCFj+Y5eHpIHumWmkR5dlI773d2+fWtlLik+goPg6BA2LULJkw06XmVSaeOBjZb9UkSu90mm7dARjn9vrZYIDgYQkMgNNQ7E8dqrT7jISIiUlqXXLLk+PHjpKamEhERQWRkZLHbfPPNN8C5S3Dt2LGD2NhYQkML1/RduXIl48aNw+Fw0K9fv/ILXERE5FKWl4klIwkcQZUdiYiUQW4uZOV4T5BZLbriurry1GgOuxZCXgb4hRS7Te3acOIkpByHiDA4czJR3e7dSFq7nsyjR9nxw49cOfimig+8GFYLPDYwj4fG+jMn0cbADi5a1LWRbYRTz7WYI/bWZFliKiU2qb7sdmhQH44dgznfw+EjJtf2hdCQqp8gyMw0+Wm+SeJqcHvKaaemtyqfww4OPwjwh4gIk5hoCA83CAnxJlJsJTizZJrgMb379Jje702Pd/8ez+lj5QsNcZGWXrH/3wQFQnx81X9tRUTk4qkWyZIpU6awatUqALZt2+Zbtnz5cgD69u1L377eK4cmTJjAmDFjeOSRRxg1alSRfW3YsIEtW7bQvHlzmjVrdtZjzp07l08++YSuXbsSHx+Pw+Fg27ZtLF68GIvFwr///W9q1apV3k9VRETkkmRkHIW8DMwQ/d8pUh3l5EJWrve+o1p8gpDimGF18EQ2xHJsK+ZZkiU2q0GjhiYZmZCZ5b2SvCCLzUbCTYNI/PhTDq9KJK5NayIa1K/44IvRoq6HAe1czEm08epUB2MfzAFHLFGebdTPW8gmv6Eq/SilZhgQE+N9769aBcnJJgOuh7p1q+57af8Bk+9/MNm1G+LiILgcr00xTchzQl6uN3G+dx9s34Gvb5HN6p2Bct79nPqnyNczl53isGeR56z4ZEnfPtCxg7fUoIiISLX4qLNq1SqmTZtWaFliYqKvwXp8fLwvWXI+JZlVAtC5c2d27tzJpk2bWL58OXl5eURFRTFgwAD+/Oc/06pVqzI8ExERkcuTJSMJPE6wOio7FBEpg5wc78kyAD975cYiF8AwcMe3w3J0I3hcYCn+42BIsEH9uibbtoPLCbYzXvPwenWp1aE9h1auYuuMmXR6+EEsJbm0vAI8cF0eK3ZY2HfMwmvTHLwwLI9MowbxrlUcsrfnhLVBpcQl1V9gINSrBwcOevuY9LkG2rWtWmWoPB7vTJL5P5ukZ0D9eiWb5VEahgF+Du8t5Iwcq2mCy+X9WtJ9leQrQECAlexsZ9kDL4Fjx2DOXJPMTOh5VdV6bUVEpHIYplnS/9akLFJTUys7hGolIiJCY1YGGrey0biVnsasbDRuYNvwLdbdv2JGXVHix/gH+JNTXJdhOSuNWdlo3M5v126TH3638LcJ/tQI8zD7wQ20f+WLyg5LTinV/zF5mTgW/RfDlYcZXOOsm3k8Jps2Q9JRCA8vOkHDmZ3N7++MxpmZSYM+vWlwTa+yBV8ONu638MjHfrg9Bn+5IY+hXZxEeXZwxNaK1X53YhrWIo8JCAggOzu7EqKt3i7HcTNNOJoM2dnQoR307WMQFFTyk+oV9XdgZqbJ/J9NViaCvx/Exl5aE6ku1nstNdVberBrZ7i2r4HDUb0HUZ87Sk9jVjYat9LTmJVNRETERT1eCSZLioiIiFwA08SSugfs6lciUl1lZoLL7b3vpwli1ZsjCE/NNpB94pyXg1ssBg0beq+uz8gsut4eEMAVA/oDsHfhr2SlpFRMvCXQvI6Hh/t7r0B/73s7Gw9YSbPEE+vaSKx7Y6XFJZcGw4AasRAdBcuWw6TJJgcPVe41pwcPmkyabPL7MoiKhBo1Lq1EycUUEeF9bZcshRkzTbKydD2xiMjlTMkSERERqVg5JzCyjmOqubtItWSaJplZ4D51/sivWhTylXNxx7UERwA4i8mCFBAYYNCgPnjckJdXdH2NVi2IbNwIj8vF1hmzqMyiBUO7uLimhQuX2+D5SQ6SswIBCw2cC7CamjkmFy44GOrWhT17YOIkk8TVJh7PxX3PezwmqxJNJnxlsmevN57g4IsawiUpJARq1oTE1fDtNJOTJ5UwERG5XOmjjoiIiFQoS0YS5GVCUExlhyIiZZCXB04XuDzey5b97DqJVN2Z4XXxRDTAcmwHZuS5z7TWiPWWqTl0GOw2MApcbmcYBk0GDWT56PdI3bmLpLXriWtTOb0dDQOeGpzHziPe/iX/b4ofb46oRbR7J/GuVeyzd6+UuOTSYrdD/fqQlATTZ5gcPOT9GTmX4OA8MjNNrFaK3CyW0/cNA9xub3LSfermcoPHc/r7g4dMViWCn5+3P4lmk5SfgACoXQc2bYacHJObb4SYGA2wiMjlRskSERERqVBGehKYnrM2EhaRqi0n19vA1+nxfq+ZJZcAw4Invj2W5C3eM7OWoj09fJsaBg0bmKSnQ3oGhIYWXh8YFUn9a3qx68f5bJ/7PVFNGmMPDKzgJ1C8QD948Y+53P+hPyt2WPl8YSCjrg6ivnMhSdbm5FrCKyUuubQYBsTFQXo6/L4MDOPcCWS7PYe8PNOb2DDBxPsVAyyGNwFpGGDgrYznMb1/NpmntjEM7/1TDycmBkI0m6RC+Dm8Sag9e2DyFJObboQ6tZUwERG5nOijjoiIiFQo4+R+JUpEqrGcHO+VzU6X93s/e+XGI+XDHXsl1oAojKwUzOBzXxrv5+dNmGzYDLm53qvaC6rbvRtJa9eTefQoO374kSsH31SBkZ9bwxomT96Yx3++9WPcL3aa14mnf4Ot1HMuYZvfgEqLSy49ISHe2/kEBNjIznYWWW6ap5IjntP3LfmJkwI3ubhsNu/soX37YMo3JgNvgEYN818bvSAiIpc6nbkQERGRiuNxYTmxF9SvRKTayjnV7iHXpTJclxS/EDy1WmPdMR/OkywBiIqG+Fqwd5+3FJGlQDkui81Gwk2DSPz4Uw6vSqRm2zaE169XgcGf23Vt3azf52TGCjsvTgkg4cFY6oT9zmF7G9IttSotLpGC8pMhFnWSrXIsFqhXDw4chK+/MQnwz09cmVisp2cEWU99tVigYUPo0skgJEQJFRGR6kz/LYuIiEiFMTKPYeSkYzpUL0KkusrK9p4kytXMkkuOO64V2Py9faXOw8Cgfl2ICIO0dE7VEjotvF5danVoD8CW6TPxuFwVEHHJjRrgpEktDyezDJ76Og6LM436eQuxmrmVGpeIVA+GAbXjITAQ3J5T5Shd3gsIsrIgIwNOpEHqCUg+Bj//Ap99YbJmrYnLpYsKRESqKyVLREREpMIYGUngzAJ7QGWHIiJlYGKSmQE2K+SeqiKjmSWXDjOiHp6IehiZySXa3m43aNTI2+g9K7vo+kbXXYs9KIis5GT2/ra4nKMtHT87vHhbLsH+Jhv3W3nlp8bUcf1O9+y3aZz7PWGuXRimu1JjFJGqzTAgLBSiIiEqCqKjICba2zcmNgZqxHpvNeOgQX1v4uTbaSZffW2y/4D+rxQRqY5UhktEREQqjJGRdOqOrs8QqY5cLsjN89Zwz3WeKsOlTxCXDl+j963nbfSeLzzMoF5dk+07wWEHW4GZRvaAAK4Y0J9NU75hz4KFxDS7kuAa5y/xVVFqRZr84w95PDPej8lLg4gKTeCKqBM4WASWVXiMCFJtDTlpqUOeJQzDMAgK9qdWrUj1JhCRUrFavaUKc3JgyxbYt8+kQ3uTrl1UmktEpDrRRx0RERGpMJbje8Dqd97tRKRqys3xJkwC/AvOLKncmKR8uWObYQ2Mwsg+jhkUU6LH1I6HtDRIOgrh4YWbUNdo1YKj69dzbMtWNk/9jvb33YPFev4kTEXp3tTNn3o6mfCrnfd/CADOnOl4+NTttCZNajHopk7ExUVcrDBF5BLh7+9tEH/iBPyyELZuM7mqB7RoDjabkiYiIlWdkiUiIiJSMZw5WNIPqbm7SDWWkwsuN1gLzixRGa5Li38onpqtsO78BUqYLLFYDBo1MsnMhPR0CA09vc4wDBJuHMiJPXtJP3iQ/UuWUu+qHhUUfMnc08eJxwPr9lowzfx2KwYej+m97/Fg4MI0Yfcxf7ZtO8R/35xOl64JXHddW4KC/Ss1fhGpXgwDIiK8vxuPJHlLc23YCJ06gsNx7seaJpgeb58Utxs8Hu+t4H2Px7tdcYKD88jIMH1x2O3e2aF2u7eEou3U14LLDcPbpN4wCt/3fjUKxGZimt7jw+k4zhXPmaxW8PNT0khEqi4lS0RERKRCGBlJkJeJGVyjskMRkTLKyfF+VYP3S5s7riXWPYtP9ZgKLNFjAvwNGjU02bjZ+z7xL5BP8AsN5YoB/dk8dRq75/9CdEICQbElS8RUBJsVHrzeWWiZ3WbDeUYTesN0ceLYYd7+MZafNwWzdMkWVifu4tp+bejWvSk2W+XNkBGR6ufM0lzbtplQgjyBaZ5OQuTnKgzfP3gzvmfZj8OeQ57T9O3HMLzbm3iTHxYLWC3eqov59zmVJDEocLz8ZYaJxeJ9vMd9Ktl8Kj7f/VPHogQJk4AAGDQQGtRXwkREqiYlS0RERKRCGBlJ4MpVGS6Raiwn5/T5GF8ZLn2CuOSYEQ0ww+tinNiPGVGvxI+LivaW5Nqz13t1csFqW3FtW3N0wwZStm1n87TvaH/vPRiWqt2/yjRshEXX4J1h+1myJ4L//NCQ/YcymTljOUuXbGHgoI40a15H/UxEpFT8/aFBA+9MzZIkFE4nKgqXOSyJgAAb2dnOIsvzky++mSoeb/Ijf1ZIoSSICZ5TyY/8REh+ssaXUMm/bzl9vySJoGPHYPoMk1v+APG19LtURKoefdQRERGRCmFJP1K2T3kiUmVkZJ4+AZ7rUhmuS5bFirt2B2wp20vc6B3AwKBePZP0DEg5DhFh+E6WGYZBwk2DWPbue6TtP8D+JUup26N7xT2H8mIYnLDUoXv9XUy+3+TDDb2Z+v1ujh1L47Nx82l8RU0G3diJWrUiKztSEalmKnNymmF4/z+vxBZSAIQEw9598N10k1uGQmysPieISNVStS/tERERkerJNLEc3wW2Mxvpikh14fGYZGd5a5oD5OZ5vzpUhuuS5I5tBgERGNmppXqczWrQuKH3yumMzMLr/MPCuGLA9QDs+ulnso4dK69wK5ZhkGppQBhJPNBqEf/+ey9692mFzWZlx/bDvPPfGXz7zRIyMnIqO1IRkWrFYoF6deHQYfhuhknqCV2AISJVi5IlIiIiUv5y0zCyUjAdwZUdiYiUUW5+c3ffzBLvV38lSy5NAeG4a7SAnNIlSwCCgw0a1vc2IM7LK7yuZru2RF7RGI/Lxeap0zHzOwNXdYaF45aGhHn20dH4lpuvb8Tf/j6YVq3rY5omvy/dymuvfMvChRtwudyVHa2ISLVhsUDdut4Sjt9NN0lPV8JERKoOJUtERESk3FkykiAvAxxBlR2KiJRRTi64XAVmljhPleGy6aTGpcoT1xIMq7ffVCnF1YCaNb2zSwrmQwzDoOlNg7D6+XFy3z4O/L6sHCOuWKZhJdXSgGj3NlrkTqFGpIURd1zDgw/1Jz4+kpycPGbNWMF/3/yOzZv2Y5r62RARKQmbFerWge3bYcYsk6ws/f4UkapByRIREREpd0bGUQyPB6y6BF2kusrJ8TZ4ze/JnT+zxE8/1pcsT1QjzJA4jKzSl8syDO/skogwSE+nUBNj//BwGl/fD4CdP84nKyWlfAK+CDyGnVRLfeJc62mWOxWrmUvDRnE8+tggbrm1O8HB/iQnp/F/n/7EJx//SFLSicoOWUSkWrDboXZt2LgRZs81yc1VwkREKp+SJSIiIlLujJMHMS36M0OkOss9Y3JBntP71aEG75cuqwN3fDuMvAwowywJh8OgUSPvbKSs7MLranVoT0SjhniczupVjgtwG36csNahtmsFCbkzMUwXFouFTp2b8NQzQ7n6mhZYrRa2bT3If9/8junf/U5WVuln54iIXG78/KBWLVi9Gr6fZ+Jy6W8MEalctsoOQERERC4xHjeW1N1gVwkukeosM/P0rBKAHF8ZrkoKSC4KT+yVmDvmQ246+IeW+vHhYQb16prs2Om9ath+aiaSYRg0vflGlo9+n5N793Jg2XLqdO1SztFXHJcRSJqlFvVdi3AZAWxz9AfDgr+/gxsGdqRzlwRmzVjBxo37WPTbZhJX7aJFy3pYLAaGYWAYYGBgWABOL4uOCaVTpyZYrbrAQEQuTwEBUCMOlq8AP4fJtX3BajUqOywRuUzpo46IiIiUKyMrBSPnJKZf6U+yiUjVYGKSmemtKZ4v99TMEjV4v7SZIbXwRDbEcnQzZhmSJQC14yEjAw4dgfCw00m3gIgIGl13LdtmzmbnvJ+ITmhCQGRkOUZfsfKMEDINNw2d83HjYJejN6bh/SGJjg7lz3f3Yfu2Q8yYvowjR06wfNm2Eu03+ehJbrypc0WGLiJSpQUHgScKFi8BPz+Tnld5/+8wDCVNROTiUrJEREREypWRcRScWRAcV9mhiEgZOfO8Zbfym7ubJuS5Ts0sURmuS5th4K7VBsuRDeBxg8V6/secwWIxaNTIJCsL0tK8CRNOne+K79iBoxs2cWL3bhI//YyAiAgMiwXDYpz6WvhmDwqiYd/e2Pz8yvd5llGOJRzD46aJcw4B5gm2+N2Aywj0rb+iSS0e++tNrF2zm5SUdEzTPFXRzCxwH0yPSU6uk6VLtvDbr5uIj4+ifYfGlfKcRESqgtBQcLvhlwWQuNrEYgGr1cRuB6vV+zdJwVvjRtCurWbliUj5UrJEREREypWRkeQ9s1qGE2wiUjXk5ILLBX4O7/d5rtPr/OyAs1LCkovEE9MUMzASI/s4ZlBMmfbh5zC44gqT9RsgMwuCTlVmNCwWrhx8E8vHvE/uyZPknjx53n05goOo36tnmeKoCNmWKNymg3rO3wgwU9joN5Qsy+lxslottGvfqET7Cgry46cf1/LNlCXUqBFO7TrRFRW2iEiVFxEBDsepv0PcYOaCxwTT4/144TG9X7OzIekotGppYrNp9omIlB8lS0RERKRcGSf2gdVR2WGIyAXIyQG3x3slJ5wuwQXgsKFkyaXOLwRPXEusuxZAGZMlAGGhBg0bmGzdBnl53hNgAAGREXR86AEykpIwPZ4CNxPT4/Z9n3EkicOrEklau456Pa+qUuVY8owQUq31iXFvol1OGpv8hnDcWvqZIdf2a8vBg8fZvGk/n3/2M395bBDBIQEVELGISPUQFHQ6wX42OTlw7BgcOgR1616cuETk8qBkiYiIiJQfVx6Wk/vBoebuItVZTs6pO6fOTec3d7dazEJ9TOTS5YlrgXXvYnDmgN2/zPupGeftX7LvAIRbT086DIyOIjA66pyPdWZnk7R2HZlHk8k4coSQmjXLHEdFcBt+HLc0Jtyzl7Y5n7PVcQMHbJ2hFEkdi8Xgj7f3ZPT/ZpKcnMaXX/zCfQ9cr4bvIiLn4O/vLRe6d5+SJSJSvvQXmIiIiJQbI/MoRm4GppIlItVadnbh871q7n758UQ2xAythZGVfEH7MQyDBg0gKhJOpuPr2VES9oAAohKaAJC0dt0FxVFRTMNKqqUBYNIi9xsS8mZhNfNKtY+AAAd33tUHPz87u3YlMXPG8ooJVkTkEuLvD5u3mHg86qUmIuVHyRIREREpN0ZGErhywaYSIiLVWWYmhWaQ5Pcs8VOy5PJhseGOb4+Rl1W6DEcx7DaDKxpDYIB3lklpxLVuBcCRtesxPZ4LiqPCGAYZlppkGxE0dv5Eq9yJ+HlOlGoXNWqE88fbvX1ZFi/azIrl2ysgUBGRS0dYKBw96r2JiJQXJUtERESk3FjSj3jL9lShuvIiUjout0l2LlgLFOzNPVWGy2HT1ZuXE0/MlZj+IZB7/ibs5xMcZNCoIZgUKPNWAlFNrsAWEEBeejqpu/dccBwVKccSzglLHWq5EmmX+znh7t04PGnnvpmnp9s0b1GXa/u1AWDqt0vZt+/CZvWIiFzKAgMhK9tbiktEpLyoZ4mIiIiUGyN1N9jKXtteRCpfbg64XeDnV2DZqTJcmllyeTGDY3FHN8F6eC2mf/gF7y8mBupmwO69YLN5b+djsdmIbdGcQytWcmTNWiIbNbzgOCqSywggxdKICPduOmZ/jMc495N0Y2eT3xCO2poD0PfaNhw8mMKmjfv54rOfefSxQYSGBl6M0EVEqhXDAIcDtm4z6dTRW/ZRRORCaWaJiIiInF9uOpakjee+HV6LJeOo+pWIVHM5ueByFS7DlaNkyeXJMPDUbA2mBzyuC98dBvXqQmwMpKd7d1sS+aW4kjdtxu10XnAcFc00bBy3NCbHEooT/3PegjzJRLpPl9zKb/geGxvGyZNZjP9iAS6XuxKfjYhI1RUWCgcPQmpqZUciIpcKzSwRERGR87Jtn4dt96/nr1vvdmJGN7k4QYlIhcjJ8ZZKMgpcVpXr8l6t6W9XGa7LjSe6CWZQNEZWCmZwjQven9Vq0LiRSXYWpKV7+5hwxsXAxhnfhNWpg394ODknTnBsy1ZqtGxxwXFUOMMgj5Aiz+1MdrKJcW9hm+nEY3izkf7+3obvo/83k927k5gxfTlDhna9CEGLiFQvwcFwLMVbiisysrKjEZFLgZIlIiIick5GxlGsh1ZjBkRiBkZVdjgiUsGK6yeRd+pifoc+PVx+HEF44tpg3fEjlEOyBCDA36BxY5MtWyE3r+h6s8Ad0wTDsFCjdUv2LvyNpLXrqkeypIRyjDCCPUcJ9RzkhLW+b3lsbBh//FMvPvu/n1i6ZAtrVu/CMAwMi4HFMLz3DTAs+fcN2rRpQP8B7SvvyYiIXGQWC1gtsGOnSds2KsMlIhdOH3dERETknCwHV2Fkn8ATnVDZoYjIRZCZ6T3xUNDpniWaWXI5csc1x7rnV8jLAkf59M+IjDBo387EXbDClHkqUWL6vuXYMdi5C+JatWLvwt9I2badvMxMHEGXRslHF/5YySXcs7dQsgSgWbM69B/QgblzVpGdXUxW6Qw/z19H8+Z1qVsvpoKiFRGpekJDYfduSE83CQlRwkRELoySJSIiInJ2OWlYD6zADIjwdlEUkUua02mSlVW08XZ+GS71LLk8meH1MMNqY5w8iOmoW2779XOU4P8V02TffrAHxRJSqybphw5zdMNGanfuVG5xVCrDwI0fMa4t7LH1LPJ/7TW9W9K+QyNysvMwTTBNE49pYvpu3mW/LtzI2jW7mT1rBQ881F+NjkXkshEaCvv2e2/Nm1V2NCJS3anBu4iIiJyV9fAajMxkzMDoyg5FRCpYbq7Jpi2QkQV+foXX5Zy6qN1Pl1pdnixW3PHtwZVd8q7s5SQoCEKCIScXapxq9J60dt1FjaGi5RhhhHoOEGAW36E4NDSQ2Brh1IgLJ65mBLVqRRIfH0Xt2tHUqRNN3boxDBzYAZvNyq5dSWzZfOAiPwMRkcpjtXq/7tql2a8icuGULBEREZHiOXOw7lsK9iCwWCs7GhGpQNk5Jhs3Q/IxCAs9feIhX17+zBKHTkRcrjwxTcE/DHJOXtTjGoZBdAy4XVCjRQswDE7u20/28eMXNY6KlGuE4GemE+7ZW+Z9hEcE0+OqKwGYM3slHs/FTWqJiFSmkBDYtgNycvR3iohcGCVLREREpFiWpPUYaYcwy6mhr4hUTZmZJps2QWoqhBeTKIECPUs0s+SyZQZF445pipGVctGPHREOdjsYAaFENGwIwJFLaHaJaVgxMYhw77yg/VzTuxUBAQ6OHDnBqpUXti8RkeokLBROnoT9+ys7EhGp7pQsERERkaI8Lmx7l4LFDlY1KRC5VKWle2eUnEiDsLCzTyLLdXm/qmfJ5c0T1woMwH3+ZuPlKSjIe9VwTg7EtckvxbUe07x0riDONUKIdm/DapZ9bAMD/ejdxzs+P3yfiNPpKq/wRESqNLvdOwNxz95L5/8FEakcSpaIiIhIEZbkrRipezCD4yo7FBGpICdOmmzaDOkZ3hkllnN8Msh1nirDZdNJiMuZJ7oJZlDMRZ9dYmAQEw1uN8RceSUWu52sY8dIP3ToosZRkXKMMAI9qYR6Luyy6O49riQ8PIiTJ7NY9NvmcopORKTqCwqGLdvA5dLfKiJSdkqWiIiISGGmiXXf74AH7P6VHY2IVICU495ESXY2hIeBcZ5PBb4yXJpZcnmz++Ou3QkjJ+2iN3qPCAe7AzwWP6KbJgBwZM2lU4rLbfhjJY9wd9n7lgDY7Tauu74tAL/8vI6srNzyCE9EpMoLC4XjKXDwYGVHIiLVmZIlIiIiUoiRuhtL8lbMIM0qEbkUHU022bwF8vK8JxYM4/yPUbJE8rlrd8ATFI2RmXxRjxsYBKHB+aW4WgOQtG49Hrf7osZRkZz4E+PeDBdYXqxd+0bE1YwgOzuPn+dfOgklEZFz8feH3DzYu6+yIxGR6kzJEhERESnEun85uHLAL7iyQxGRcmRiciTJZOs2bzmj0BC8/SdKINd1qgyXXaUtLnsBEbjrdsbIPnFRZ5cYGMTEeN+7kY0aYQ8MxJmZSerOXRcthoqWY4QR6jlMoHnsgvZjsVi44YYOACxetJnU1IzyCE9EpMoLCIAtW008Hv29IiJlo2SJiIiI+Bhph7AeWY8ZFFPZoYhIOTIxOXAQtm7zXrQeEkyJEyWgmSVSmLt2JzxBURiZF3ZSv7QiwsHhAJfbSo1WLQA4svbSmTmRa4TgMNMJd1/4ZdEJTeNp1CgOl8vND98nlkN0IiJVX1goHD0KSUmVHYmI/H/27jtOqvpe/P/rc87M7Gzvu8BSFgSkY6GKCnYUe2IsseTGGtRUkxu/P3PvzY255npvbooxiSbRNLvRoCgKKCAgIL23XcrCAss2tu+Ucz6/P87ssgtL2TI7M7vv5+MxmZkzp7znRGZnzvvzeb9jlSRLhBBCCNHMLF4LjdXgTYt0KEKILmLbmr17oaAATBOS2pkogRbJEmnwLgASMrAGTEY1VHTr7JL4BEhJgQYf5I53SnGVbttO0NdD+nIoA41BhlXY+V0pxazrndkl69YWcuhQRaf3KYQQ0S4hARoapRSXEKLjJFkihBBCCEdDJUbxWkjIOLsmBkKIqBe0NLsLYN9+iItzLiJ0hC/QVIarC4MTMc3uPxGdkIGqL++2YyoUWZlgW5Ccl0d8RgZ2IEDZ9p3dFkO4+VQKWfYuTN3Y6X0NGJjN+PH5aA3zPljTBdEJIUR0Uwrcbti5S6M72f9JCNE7SbJECCGEEACYxetR9eXohMxIhyKE6AL+gGbnTjhY7CRJvN6O70vKcIkT6cQsrP6TnGRJN16QSk93SnEFAorc8eMAOLJxY7cdP9waVRpe+xhp9oEu2d/M6y7EMBQ7dhRTUHC4S/YphBDRLDUFig9BhUyoE0J0gCRLhBBCCAH+OswDq8CTDEq+HggR6xoaNdu2w+ESSE52Li53hi/o3EuDd9GSNWASOj69W2eXxMc7F8IaG6FPKFlSWbgHf23PaGJuKQ8GAdKC+7pkf1lZKUyZei4AH8xdIyOthRA9XlIS1NVJKS4hRMfI1RAhhBBCYB7ZjKo9gk7KiXQoQohOqq3TbNsG5eXORWWXq/P7bC7D1QX7Ej2HTsrB6j8RunF2iUKRlQW2DfGZmaT074+2bUo2b+mW43eHAPFk2zu67JxeddV5xMW5OHigjE0b93XJPoUQIloZBpgGFBRIclgI0X6SLBFCCCF6O8uPuX8FmHFgyJVQIWLZsSrN1q1wrBpSU52G7l3B3zyzpGv2J3oOa8Bk8KY6zd67SXoaeOLA74fc8WMBKNm4uduOH26NRhpJ1hES9dEu2V9ScjyXTh8DwLwP19LY6O+S/QohRLRKSYG9+6GmRhImQoj2iYlkyZw5c/i3f/s3br31VsaMGcO5557LO++80659rFq1inPPPfeUtw0bNrS53aZNm3jwwQeZOHEi5513Hl/+8pd5//33u+BdCSGEENHBKNmGqipCJ+VGOhQhRCeUlWm2bof6BkhLdUZWdgXLBn+wqcG7XHQQrenkXKz+E6C+tNtml3jjIS1UiitnzGhQiuqDB2morOyW44ebnyQ81JJm7e+yfU6fMYak5HjKy2v49S/fp+TIsS7btxBCRJuUFKipllJcQoj2i4nho7/61a8oLi4mPT2dnJwciouLO7yvSZMmMWnSpJOW9+nT56Rlq1at4v7778ftdjNr1iySk5OZP38+TzzxBMXFxTzyyCMdjkMIIYSIiEADqq4MVV/m3NccwjhWBChwxUU6OiFEG3x+jd8PtuUkLizr+M0OPQ8E4EiJ83pqCqC67vhNs0pAZpaItlkDJ2MeXA0NlZCQEfbjOaW4NEfLwJOUTFp+Psf27uXolq0MuuTisB8/7JRCY5JpFVDsPvm3a0fExbm5//4r+cufP6W0tJpf/+p9vnLHxYwfP7hL9i+EENHENAEFe/dqxozuwi9FQogeLyaSJU8//TSDBg0iLy+PF198kZ///Ocd3tekSZN4/PHHz7heMBjkqaeeQinFK6+8wqhRowB49NFHueOOO3juueeYOXMm+fn5HY5FCCFE5KmawyhfDVgBsPyooB8s56YsPwQbIdDgXKXsICshAVd9/fEFrjhwx6NND5geMN1getCheww3uouGhCvbQjVUoGqPoo4VYdSXg78eLJ8zAth0gzsBnTaoS44nhOg6Gk1JCezdC/4A2Bq0DRonF9J0T+hxnAdSkujSRAmAL3D8sfQsOdmmTZt47rnn2LBhA4FAgKFDh3Lfffdxww03nPU+qqurefnll1m4cCEHDx7E4/HQv39/brnlFm677Tbi4qI7ma2T+2LlXYBZuBgdnw4q/Bem0tLA4wG/D3LHjnaSJZu39IxkCdCoUsmwC3HpeoIqoUv22X9AFt/6zo288rfFFBQc5u9/XUzR9FKumzUB04yJohNCCHHWkpNh02Yo3GOfdr24uDp8vtOvA86MXbc7dPOAx+3c3B7n75HbrXCZTqLmTDcdGuwStFoPgml5M0znu11cXIvbCc9dLoXWGtt2ftrZ9gm30HdHpZz4m25KOXE0LVdKYduaQIDmmz8AAT8EgqHnfmefHrfzfrOyLBoadfPzpnOjuuE7gBDhFBM/dy666KJuP+bKlSspKiri1ltvbU6UACQlJTF79my+853v8M477/Dd736322MTQgjRRXw1uFf/CVVXDtoCVIuLjBq082VPKxNUxy8iaI8b0990tbHpaucpvpBrDcrsuoudWgM2zswRr5MYScx2HssXWSGiVtDS7NsHB4udj5/4eDCU81hBlydETqepubvb1F1W2qun6IqZ6NXV1dx6660cOHCACy+8kDvuuAO/389nn33GT37yExYsWMDLL7+MEeUn3xo4BbN4LTQeg/j0sB8v3qtIT9WUlkH26FHsmvshNYcOU19eTkJmZtiPH26NKpU0u4g0q4gy14gu229SkpcHHrqaj+atZfGiLXy2ZCvFB8u5+54ZJCXHd9lxhBAi0jLSobISfL4zranPYp1QMiKUkNAnJCRs29kPnPw97cQKlSo04kXrFj/HTvhep/XxgTFNTBNcJrhcoaSLC1wujW056zUNqCEUZ8t7lHOsVjeOPzZMZz9WaBazfcK9ZR2PXWsnwRIfX48V1K2SQC43pKZobr5JkZ4mvzVFbIqJZElX2rdvH3/9619pbGykX79+XHTRRWRknDxV/IsvvgDg4otPHpk0bdq0VusIIYSITar2KKq+Ap2a5zQ3byN50BXV11W8F93QeHYr61AypUuODKCcYUlCiJhRX6/ZXQBl5ZAQD3HeyMYjzd3b1lUz0d944w0OHDjA1772NZ588snm5X6/n7vuuouVK1eydu1aJk6cGM6302k6JQ+r3/mYez9De9O6JSGfmQklpeBOSCR9yGAqCgo5unkL+TOmh/3Y4WYrNwqLNGt/lyZLAEzTYNb1ExkwMJs3X19KYeERfvmL97j3vssZOCi7S48lhBCRYhjO34kziY83aGgIfzwQ+qmnjycp2rOdZUEw2GJGStDp3XVS8sMAs0VShBbJmVY3aJ6RogOh2SaGM3vFMJ3Hpnn8cVO8TTNYPB6D2trjCRbLAl8jFByFPXvgwgu6/vwJ0R16XbJk7ty5zJ07t/m51+vl8ccf54EHHmi13r59+wAYNOjksiSpqamkp6ezf3/XNdwTQgjR/Yy6UrCDziyLaKGUM7NECNHraDRlZVBYCHX1TnNSMwo+DhpDE+M8ve6Xw+l11Uz0AwcOADB9eusL/B6Ph2nTprF582bKy8u7/g2EgTVwKmbxOmisgvi0sB8vPc25qOPzQc7YMVQUFFKyeWuPSJYABEgkx95Ggb6qUzNcT2XcuHxyc9P4y8ufUlpaxW+f/5CbbpnMlCnnShkVIYQIg/YmSVpu53I5t0hrKuHl8Sji25iQWFcPuws0F14gf0dEbIqCf2bdIyMjgx/84AfMmDGDfv36UV1dzapVq/jf//1f/ud//oekpCTuuOOO5vVra2sBSE5ObnN/SUlJHDly5IzHTU8P/xT0nkbOWcfIeesYOW/t15POmbW/Fu3xoOLDnyzxdsMxeiI5b+0n56xjIn3eLAv27bPYu99Ca8jOUlFTKc+ynUDiPeCOhl/pUaKrZqIPGzYMgKVLl7YqPxwIBPj888/xer2cf/75XRFy2OmUPKy+52HuX4b2poZ9donXq0hL0xwthexRI9n53lzqSkqoO1pKYk7sz5BoNFJJtI6SrI9Qo/qF5Ri5uWl889vX88bry9iyeT/vvL2C/ftKGTmyP8pQGEphGAplKJRSeL1eggE/yjBCF/1U6BZ6zPFlKEhPTyIhIbp77gghhOg6qSmwfz9UVWlSU6Pky6wQ7dBrfu0MGzas+YcIQHx8PDfeeCMjRozg1ltv5bnnnuMrX/lKl9cCrqys7NL99XTp6elyzjpAzlvHyHlrv552ztzF2zG06+xLZHWQN95LY5iP0RPJeWs/OWcdE+nz1tCoKSx0ygnFe8Eb75RXiBZ1jQbgxuPSBIJOTS6pyNV1M9Fvu+025syZw0svvcSWLVsYM2YMgUCApUuXUlVVxc9//nNyc3O7OvzwUApr0FTMwxvAVwXetLAfMisTSo6CyxtPxtBzKN+5i5LNWxhyxWVhP3a4+UkkmUOkWUXUGOFJlgB4vR7uve8yFi/azLwP17F2TQFr1xR0yb5dLpObbp7M5CnDZbaKEEL0AsnJsL8Iig7A2NRIRyNE+/WaZMmpDB8+nPHjx7NmzRr279/P4MGDAWfmCEBNTU2b29XW1p5y1okQQogY4K/DqCtFexIiHYkQopfSaCoroaAAqmshJTk6yiuc6HjPkq7qpdQzdNVMdK/Xy9/+9jf+7d/+jffee695NophGHz1q1/lggvOXPQ7mmZ96rQ07KNT0IVLUel9wn68Pn00+/YFsILQb/w4ynfuonTLVoZffeUZL87HwkwpFYwj19hHWXz4kz/XzZrMOUPz+PSTjfh8AbStsW0bW2tsW6O1Di1zljt17zUa7TQWbn6sQ/X1LWprG/nH259zoKiM2++cTlwvbX4U31atGnFGct46Rs5b+8k565hTnbe4uCCHD3u49BKZ8X6iaPrOJtoW/d8Ou0HTf6iNjcdHFDY1Yty/fz9jxoxptX5VVRWVlZUxMx1eCCHEyVRdKfjrITn8F3KEEKKJz6+prYXaWqiohJoapwRXempYWhJ0CV/AueAsPUvCo6KigtmzZ1NRUcGLL77IBRdcgM/n49NPP+VnP/sZixcv5h//+Aepqacenhltsz5V5hg8BcvQVeXgSQz78ZJTNCVHIX34MAyXi7rSUo4VF5PU59R/490uV/NMqWhWZyeR3LgDyyjFr5LCfryBAzP52r9cfsrX4+PjaTjLTsi2rVmyeDMfzVvHF1/sYn/RUe659zJyc9O6KNrY0J5zJo6T89Yxct7aT85Zx5zuvHnjYNOWABdPqychQWYVNulplTq6S3cnmKL0J1n3CQaDbNu2DaUUffv2bV4+ceJEAJYtW3bSNsuXLwdg0qRJ3ROkEEKILqfqSsHygyl1tIUQ4eP3a8orNPuLNBs2alavgY2boaAQqqvB7XZqO0drogSON3jvpQPCT6mrZqL/7Gc/Y/369fz6179m+vTpJCcnk5WVxVe+8hW+//3vc+DAAf7yl790aezhptPzsdPznb+13SArE9BgeLxkDBsKQMnmLd1y7HDzqRS8uppUqyjSobSbYSguu3wcDz8yk5SUeEqOHOPXv3yf9ev2RDo0IYQQYZSaClVVTikuIWJNjxsfVlFRQWVlJenp6WRkZDQvX79+Peedd16rqdjBYJBnn32W4uJiLrnkEtLS0ppfmzp1KgMGDGDu3Lnce++9jBw5EnB+9Pz2t7/F5XJxyy23dNv7EkII0bWM2lJC3UgjHYoQogexLE1NrZMIqayEmjrw+0HbYLrA43bKbXVxm7ywappZ4pUyXK101Uz0JUuWkJaWxogRI056bcqUKQBs3bq18wF3J8PEzrsQo3Qn2BYYZlgPl5EO8fHQ2Ai5Y8dQtn0HR7dsZciVV8R8nwxbuVFYDPfP45zAwtOuW68y2Rr3JSwVXWVPhpzTh29/9yZe/fsSCgoO8+orS9i7t4Qbb5qEyxXe/zaEEEJ0P5cLbBv27tOMODe2/w6L3icmkiVvvfUWa9euBWDXrl3Ny5rq+V555ZVceeWVALzyyiv85je/4bHHHuPxxx9v3sf3vvc9AM4//3xyc3Opqalh9erV7N27l379+vHjH/+41TFdLhdPP/00DzzwAHfddRfXX389SUlJzJ8/n4MHD/Ltb3+7ub+JEEKI2KOqimRWiRCi0zSaxkYnOXKsCioroNHnlNYyTfB4Yi85ciJfc8+SyMYRbSZOnMgLL7zAsmXLmDVrVqvX2jMT3e/3N988Hk+r1yoqKgBOWh4LrJxRmAmZqIYKdGJ2WI/lditysjX79kPm8OEYbjcN5RXUHj5Mcr/wNUbvLtVGHvG6As6Qr8zQhRwz8ylyT+uewNohOTmeBx++mvkfb+CThRtZ8fkODhSVcs+9l5GRKb1AhRCip0lKgp274IrLNB6PJExE7IiJZMnatWt59913Wy1bt24d69atAyAvL685WXIqd9xxB0uXLuWLL76gsrISl8vFwIEDeeSRR/j617/eZg3gKVOm8Oqrr/LrX/+aefPmEQgEGDp0KN/61re48cYbu+4NCiGE6F5BH0ZNCbilubsQov1azh4pr4Da0OwRhZMcSUxwZpH0FP5QGS7pWdJae2ein2oG/AUXXMCyZcv47W9/y7e//e3m5X6/n9/+9rcATJ48uXveVFfypmD3G49Z8AmEOVkCkJUFB4tBm3FknTuco1u2UrJ5S49IlgRUIgF15t4vyXYx+YEllJhj8Bmn7nETKYZhMPPaC8gfnMNrr3zGwYPl/PIX73H7HZcweszASIcnhBCiC6WmQkkJHDwIQ4ZEOhohzp7SWst8+jCSxj3tI82OOkbOW8fIeWu/nnLOVFUxnuW/cka6uuPDfjxvvJfGhsawH6enkfPWfnLOOuZszlsgoKmqgspjToKksTE0e8QFcR4nSRLj1X5O6U8L3fxlsZtbJgf4zg1O5iShtoALn/lrhCOLvJUrV/LAAw/gdrvbnIn+jW98o3nd5557rs0Z8Nu3b+erX/0qdXV1jBs3rrnB+7Jlyzhw4ACjR4/mtddeIy7u1LMho/Vvs6rYg2fl79EJmWFv9K61ZsMmp0Z644FtbHntDbxpaUz93rfbLMUVKw3e20Npi0yrgJ2eaymIuzYsx+iqRsjHKmv5298WU7Tf6WtzxZXjufqa8zGMnvdBKs2jO0bOW8fIeWs/OWcdczbnbc9euOJyuHxGDE+x7kI95XpKd+vuBu9dMj4sEAiwd+9eKioqqK2tJSkpiYyMDAYPHozbLfP1hRBCRBdVdxSCPnBFV01vIUR0aWzUTmmtSqioBJ/PWd4TZ4+cjjR4P7WumIk+cuRI3nnnHV544QVWrlzJK6+8gmmaDBw4kMcff5z777//tImSaKbT87Ez8jHK96DDnCxRSpGbo6mogIxhwzA9HhqPHaP6YDGpA/qH9djRQiuTeiOTQcEVHHGfR63RN9IhnVJaehLfmH0tH36whqWfbeOThRspKankjjsvJU4+bIQQokdIiIcdO+DSizUuV89LhoueqcM/8SoqKnjnnXdYsmQJmzZtwu/3n7ROXFwcY8eOZcaMGdxyyy2tppsLIYQQkaLqSgHdc4eBCyHaRWsIWhrbckpOVVVBRQVUVYMvVF4rLg5SUmK790hHNfUs8cr1yzaNGzeOP/7xj2dc7/HHH281o6Sl/Px8nnnmma4OLfKUgd3vQoyjO7ql0XtmJni9ELDcZI04l5JNmzm6eUuvSZaA0+Q9y95Fvv8ztsR9Jaq/67hcJjfeNJl+eZm8/eZytmwu4vmyD/ja168gI0P6mAghRKxLTYWyMjhyBPr3nj/FIsa1O1myb98+fv3rX7NgwQICAWeYWXp6OqNHjyY1NZWkpCRqamqorq5mz549rF69mtWrV/PLX/6Sq6++mm9+85sMGjSoy9+IEEIIcbaMYwfAjL1muULEOq01/oDT38Png45UwDlVAVmtz3yzbeeYwSAELbBC90r5CQSOrxMIOEkRbxykpUb1tcZu4Q84J8Djkuq9ov2s3FGYCVmo+nJ0Uk5YjxXnUWRlaQ4WQ87YMU6yZMtWhs68GtVbMp1KUaP60C+4nkPuC6kwh0Y6ojOaMGEoWVkp/OXPn3L4cCW//uX73Pu1yxkypE+kQxNCCNEJXi80+mBfkSRLROxoV7LkJz/5CW+88Qa2bTN58mSuv/56Jk2axIABA065zYEDB1i5ciVz585l3rx5fPzxx9x+++386Ec/6nTwQgghRLtZAVT1obDXTheiJwoENT7fqRMWLQUDzqwMv9/p71HfAI0NoSRF6NZeGmeWR9P92axzYqiGcpIfTTfDAJfr+GO3G5IST3OAXsgnZbhEZ8Qlhxq9L4QwJ0sAsrPg0GFIHTwUMy4OX3U1VUUHSMvvPQP2fEYqiVYpg/2LqPTmo1X01wzMz8/hW9+6nj+//AnFxRW8+PuPufVLU5k0eXikQxNCCNFBSjmDj3bu0EybSps9xISINu361vT2229z55138sADD5Cbm3tW2wwYMIABAwZw2223UVJSwh/+8AfefvttSZYIIYSICFVfjvLXoeO7t0mYELEkaGkaG53kRoMPGuqhptZJegQtTs5AtMG2wQ6tpwDTPH7zeJz7aPm95HYpAj2rz3OXairDFeeWmSWiY6y+4zD3LQd/XdgHK6SlQnIS1NW5yB45giMbNnJ0y5ZelSwBqDbyyLG2k2tt4YjrvEiHc1bS0pOY/eh1vPHGMjZt3Mdbby7n8OFKrr9hIqbZS2YGCSFED5OaCkdK4Ggp5IZ/zIQQndauZMnChQvJzs7u8MFyc3N56qmnePjhhzu8DyGEEKIzVF0pBBogpV+kQxEiqtQ3aIqLobYWGhohEHTKVDXN0HC5nFt83NklOZTRO/t79ESNfuf/8LjoH5wuopROGxRq9F6I9gwO67EMQ5Gbq9m1yynF5SRLtjHsumt7TykuIKjisXExOLCYUnMElvJGOqSz4olzc/c9M1jYdyPzP1rPsqXbOFpyjK/eM4OEhLhIhyeEEKKdEhOh5CgUFUmyRMSGdv3k6UyiJBz7EUIIIdpL1ZXhNHfvPRdMhDgblZWwvwjcnuNJETMxemZ/iMjxN80skVZPoqOUgZ03AaN0Z7c0es/KgH1xoPoPwRUfj7+2lmP79pM+JLyJmmhTbfQj3dpLXnANRe6LIx3OWVNKcdVV55Gbm8brry1l165D/ObXc7l0+hgMQ6GUar5v9dhQ5OakkpObFum3IIQQIkQpcLtg507NhAulFJeIfp0aH/bAAw9w4403cuONN3ZVPEIIIURYqepiMGR4tBAnCgSdHGJyUqQjEdGmuWeJNHgXnWDljMJMyOyWRu/x8YrMdM2REhfZo0ZyeO06SjZv6XXJElu58ask8gNLKDHH4DPSIh1Su4wbl09mZjJ/fukTSkur+cfbn59xG5fL5Af/eivpGfLHTAghokVqKhwohmPHIF2qYYso16lhtcuWLWPFihVdFYsQQggRXraFcawI3AmRjkSIqOP3SU9z0TZfMFSGSxq8i86IS8Luez40VoIOf+ItJxtQkDV6DAClW7dhW1bYjxttalUuyVYJgwJnTjREo7y8TL757RuYMvVcRo0awMiR/RkxIo/hw/sxbFg/zhnahyHn9GHw4FxSUuIJBi0++2xrpMMWQgjRQnKyU+p3f1GkIxHizLplaO2Pf/xjtm/fzuuvv94dhxNCCCHapBoqUb5adFxypEMRIuo0NDpN14U4UfPMEkmWiE6y+o7F3L8UAnXgCe/I/7R0SEyAxj75uBMTCdTVUblnL5nDhob1uNFGK5N6I5MBwZUcdp9HjRF7PduSk+P50pcvOuN6O3cW88cX57Nq1S6uvGo8iYmx0adFCCF6OsMA04CCQs1542V4lohu7Z5Z8vTTTzNnzhwKCwvPepvGxkY2btzY3kMJIYQQXcpp7l4vM0uEOIFG42uUhuyibb5AU4N3KcMlOkenDcROH+z8PQ4zl6nIzYWgZZIzaiQAh9aspfpgMTWHDlF96DC1JUepKy2lvqychooKGiqPEWxsDHts3a1eZeLVVeT7P+uWWT2RMnx4P/r2yyDgD7Li8x2RDkcIIUQLySmwZy/U1vbcv0OiZ2j3zJK///3vzc14lFIsXbqUJ598khEjRjBy5EhGjhxJcnLrEbsVFRXEx8d3TcRCCCFEB6m6UtB22BvLChFrLMvpWSIzS0RbZGaJ6DLKwOo/AaN0B9jBsPcQy8qEoiJIHzGG4tVrKN26jdKt204fomly/te/RtqggWGNrVspRY3qQ9/geg65L6TcHBbpiMJCKcVll43h1Vc+Y/my7UyfMQa3W/rUCSFENEhJgQMHoOgAhMYwCBGV2v3N4YUXXmDz5s1s2rSJzz77jLKyMt59912A5iRKv379GDlyJMOGDaOxsZHly5czfPjwro1cCCGEaCdVfVgSJUK0IRAA2wa3XAwXbfAFnftYTJYEAgH27t1LRUUFtbW1JCUlkZGRweDBg3HLf/ARYeeMQidkhRq954b1WImJkJ4GwcAgcsaOofrAQbTWaNuG0H3L57ZloS2LnXPeZ+LshzFcPedCu89IIdEqZbB/ERXewWjVc95bS+PGD2beh+uorKxlzZoCpk4dEemQhBBCAC7TmdxYuEczaqSU4hLRq93fkKZPn8706dMBGDFiBDNnzuSrX/0q27dvb74VFhZSXFzMwoULnYO4XMyePbtrIxdCCCHaQ2tp7i7EKQT8zuwSr5R3FyewbAhaTQ3eY6NsQkVFBe+88w5Llixh06ZN+P3+k9aJi4tj7NixzJgxg1tuuYWMjIwIRNpLeRKx+52HuXs+JOaACt8FE4UiJ0dTWmYw6rbbWpUadLtcBILBVusH6utZ+cvnqDt6lAOfr2DQpZeELbZIqDb6kW1tp39wNQfcUyMdTliYpsEll47ivTlf8NniLUyePBxDakwKIURUSEmGggLw+TRxcZIwEWfm82kWLPRx1ZVx3XbMTg0n+e53v0tmZiYTJ05k4sSJzcuDwSAFBQXs2bMHy7IYP348Awf2oGnMQgghYk/jMVRjFVqSJUKcxB+aWSLXk8SJmkpwAcRF+UD0ffv28etf/5oFCxYQCDiBp6enM3r0aFJTU0lKSqKmpobq6mr27NnD6tWrWb16Nb/85S+5+uqr+eY3v8mgQYMi/C56B6vPOMx9y8BfB3HhbfSekQ7x8dDYCAln+ArgTkhg6Mxr2P7Ou+xdtIScsWOIT08Pa3zdKaji8atEhvvnUWP045jZM/97nzR5OAvmb6CsrIatW4oYOy4/0iEJIYQAUlPh0CGnFNewoZGORsSCNWs1a9cHYidZ8tBDD7W9U5eLESNGMGKETHkVQggRHYy6UgjUQUJmpEMRIuoEAqAJ6wBvEaNaJks8UZws+clPfsIbb7yBbdtMnjyZ66+/nkmTJjFgwIBTbnPgwAFWrlzJ3LlzmTdvHh9//DG33347P/rRj7ox8t5Jpw3EzhiCUbYLHeZkidutyMnW7NsPCfHAGT7n+pw/nsPr1nNs3z52fzCPcXffFdb4ulut6kOGXchI/z9Z6/06fpV85o1iTFycm4umjeSThRtZtGgzY8YOai4ZLoQQInLcbmfW8r79mmFD5XNZnN6RI5plyyFode/sdhk/KIQQoldQdWVgW2BKjXohThQInHkd0Tv5As4PWY9LR/XMo7fffps777yTRYsW8fLLL/OlL33ptIkSgAEDBnDbbbfxl7/8hUWLFnHHHXfwj3/8o5si7uWUwsq7EOwgqmIPqqIQVV6AUb4bo2w3qmyXcyvfjSrfDQ3HOnW4rCxwuSAQPPO6SinOvXEWyjAo27GT0u07OnXsqKMUlUY+GVYB5/o+QGkr0hGFxbSLR+JymRwoKmPvnpJIhyOEECIkMQF27IRgMDbKu4rICAY1i5ZoKiq7/9jtGh9WWFjIOeec0+mDdtV+hBBCiLOlaktk2LwQp+D3n3GwteilYqW5+8KFC8nOzu7w9rm5uTz11FM8/PDDXRiVOB07dxRW/iVgBZwagMoEwwTDBcoAZaCViVF9EOPwRnR8WoePlZIMKSlQVeWMaj2TxJwcBl48jf2fLWXX3A9JHzIYV1z3lX8IN61cVBv96R/8giqzP0XuiyMdUpdLTo5nwsShrFyxk8WLNjPknD6RDkkIIQROKa6yMiguBql+Kk5l4ybYtg369oG6+u49druSJTfccAPXXnstDz/8MMOHD2/3wbZv386LL77I/Pnz2bp1a7u3F0IIITpEa4zK/eCSfiVCtKWhUfqViLY1leGKc0X36L8TEyUPPPAAN954IzfeeGOn9iPCyJ1AcOyXz7iaLl6HcXgjaNtJonSAUorcHE1FhZMwATBNjXWKSRXx8ZA/41JKNm2m8dgx9i1awtCZV3fo2NHKr5LwqzqG+T+mxuhLpdnzBjNeOn00q1buZPv2gxw5UkmfPj2n/4wQQsQqrxd8flixUpOTA/HxMmRLtFZRoVmyVBPndf576e5kSbu+bc6ePZtFixZx0003ccstt/DSSy+xefPm5gaKJ/L7/WzYsIEXXniBG264gVtvvZUlS5Ywe/bsLgleCCGEOCv+OlR9BdojyRIh2uJrBNOMdBQiGvmCzg/YaJ9ZcqJly5axYsWKSIchuoBOGwieJPDVdGo/WVnQvz/0yXVu/foazY9b3jIzob4e/LaH4TfMAuDA5yuoPdLzSjnVqhw8uo6RvveIs6siHU6Xy85OZcxYZ9jyksVbIhyNEEKIJnn9YONmmPuhxueL7gE5onvZtmbxEk1pKeTmRCaGds0seeyxx7jzzjv53e9+x5w5c3j22WdRSuFyucjLyyM1NZXExERqa2upqqqiuLgYy7LQWpOcnMy9997Lww8/TEZGRrjejxBCCHES1dTc3ZsX6VCEiDq2rfEHZGaJaJvP79x7YixZcrZ+/OMfs337dl5//fVIhyJOQSdkYqf0xagsQntTO7wfj1tx7rDjz73xLhobTm5iYmtNURHs2w/x/YeTPWokpdu2s/O9uVzwwL+getKHpVJUGoPItAs51z+XzXG3o1W7LhFEvRkzxrJ5037Wr9vDzGsvIDU1MdIhCSFEr+f1OgmTdeudmZ7XXwcej8wwEbBtu5NI69PH+X16qlnA4dTub0KZmZk89dRTPPHEE8ybN49Fixaxbt069u3bd9K6WVlZTJgwgRkzZnDttdcS14PqvAohhIgdRl2pUxNdmrsLcRJ/ACwb3DKzRLShaWaJ1x39o/6efvppxo4dy5gxY856m8bGRjZu3BjGqESnKYWdPQKjdFe3HM5QikGDNHFxUFAIfS+9loqCQqqKiji8bj39JlzYLXF0F61cVBn9yQuuodrIY59nRqRD6lIDB2UzZEgue/aUsPSzbVx/w8RIhySEEAKn5GW/vrB2LbhdmmtngsslCZPerKbGmVWiFCRFcGxDh4eNeL1ebrnlFm655RYAKioqKC8vp6amhuTkZDIzM2UGiRBCiKigakOlM6TBuxAnCQTAtsDwRDoSEY2O9yyJbBxn4+9//zsq9DmvlGLp0qU8+eSTjBgxgpEjRzJy5EiSk5NbbVNRUUF8fHwkwhXtoNMGOo3fg35whf/DSqHo2wc8Hs2u3an0uegyihd/TMHHC8gaOQJPYs+anRBQifhUCkMDC6gx8yg3h515oxgy47Kx7NlTwsoVO7niyvHEx8sfPCGEiAYJCZCTCyu/cGaYXH2VJEx6K601S5drig/B4PzIxtJlP3syMjIkOSKEECIqqWNF4JaLYUK0JRBwpjdLzxLRluZkSQxMzHvhhRfYvHkzmzZt4rPPPqOsrIx3330XoDmJ0q9fP0aOHMmwYcNobGxk+fLlDB8+PJJhi7Ngpw5Ax6ehfFVoV3a3HTczQzF6lMZUkynfuoHG0hIKP17AyFtv7rYYukudyibd3ssI3xzWeu+n0eg5zdDPHdGf3Nw0SkqOsXLFTi67fGykQxJCCBGSlAg6Cz5fAaZLc+XlYJqSMOltCgqdWUbZWZH/XRr2MWIFBQW89957zJ07l08//TTchxNCCCFaCzQ4Zbjc0txdiLb4Qz0pZOKVaIs/VIbLEwNluKZPn8706dMBGDFiBDNnzuSrX/0q27dvb74VFhZSXFzMwoULAXC5XMyePTuSYYuz4Y7HzhyKeXA1JHZfsgQgJVkxdqxJ/a03sOaFP3J43Xr6XnA+afmDujWOsFOKY8YgMu0CzvW/z+a4O7FxYRLA1I248OHWDSQGICVYhal9mASxMbGVC5vQTbmwQo+1MgkQH/HEi2Eops8Yw5tvLGPZ0m1ccukoXC4ZISCEENEiORlsDcuWOSW5Zkx3PrtF79DQoFm0WBMIQmrH29N1mbAkS8rKypg7dy7vvfce27dvR2vdPJpLCCGE6E6qrhT8dejE3EiHIkRUCgQiHYGIZo0xVIarpe9+97tkZmYyceJEJk483qMgGAxSUFDAnj17sCyL8ePHM3DgwAhGKs6WzjgHilaC1t2e3Y2PV1w0cwAlGy7kwKq17Jgzl0mPPozhirF/GGeglckxYwB5wXUk2mW48GFqPwYWhg5iEMTt19iWH1ChW+tEqsZodQsqL1vjvkSJK7KzOc6/YAgfzVtHdXU969ftYeKknlVqTAghYl1qCmgbFi9xZphcejFyLbmXWLFKs28/DBwQ6UgcXfbtrqGhgQULFjBnzhxWrlyJbdtorcnIyGDmzJnMmjWrqw4lhBBCnDVVVwZBH7jiIh2KEFHJHzjxUpcQxzWV4fLGQBmulh566KE2l7tcLkaMGMGIESO6OSLRWXb6QPAkgr8W4pLPvEEX87gV1z9+JX/asp360qPsWbKCoVdc0u1xhFtQJVBj9CFBlzfPFgngxjacx6YZh/9UCSutUditbsn2Ec7xL6TCHEJARa7Xi8tlcsmlo/hg7hoWL97MhROGyqhlIYSIMmlpzgyTTxeBy9RcNFUSJj3dgYOalasgPQ3cUfJ7o1PJEq01y5cv57333mPBggU0NjaitSY5OZkrr7ySWbNmMXXqVMxIFxsTQgjRa6nao6EH8iVLiLY0NoJcLxKn4gs4/3HExUAZLtGz6aRcdGI2qrYUHYFkCUBiWiKXP3QNH/3iXQ4uXULq8NFk989wJlj0IH6VjF+1fY4N5QIVbHtDpdCYaI7//q8y+pNu72Wg/3MK464KR7hnbcrUc/lk4UaOllSxauVOpl4kSVMhhIg2GenODJMFn0B9AyQldc13UJcJXi/ExUGcJ3Tf4tbUJ8W2NYEA+Hwtbn6ndLHPd7yEcUckJfmprW3f+zEMyMqCnGxISOjaLxzBoKa+AerroK4e6uqc95eYCElJzi05CVyusztuMKipa7EvKwjKcH5rGqZzScYwQjflvPbpIk19HeTnd+lb65QOJUu2b9/OnDlzmDt3LuXl5Wit8Xq9XHPNNVx//fVceumleDyero5VCCGEaDej6gCYMqtEiFPxNUa+iZ6IXr7QNVFPlIz0OpXCwkLOOeecqNmPCANlYOWMxFW5L6JhjL78PLZ9soGiTXs5sGAurlvuITVVYRgRDStq2cpNg0onP7iUo67R1Jj9IhaL1+th+owxfPzRet59ZwWmaTBp8vCIxSOEEKJtmZmgy2HxEt01Yx51qztcLid5Yppgupzn3jiNYTgDyYJBCFpgWc4F/6AFtgWozo3B9Lgb8QfalyzR2okvMRFyszUDB0JOjiI3B9LTjyd5TtSUCKmrhdo6qA8lMOrqNJXH4NgxqKlxqgwEAhDwO7N6lHKO6XaDx+MkllJTNBkZkJ6umpMofr+zv5pazbGm/dUe35c/4OwHnH2qpnt1/Dwq5ZzvAf2ja2xru5IlL774Iu+99x6FhYVorXG5XEyfPp3rrruOK6+8koQEaZ4rhBAiigT9GNWHwCN/n4Roi601Pp8z0keItvhjpGfJDTfcwLXXXsvDDz/M8OHtv/i5fft2XnzxRebPn8/WrVvDEKHoCjptoDMc0QqAGZkMnlKKqx69kT8/9jzH9hTi27+ZY4PGkZLsXMwQJ6tXWWTauzknsICNxt1oFbk/OldcOZ6amgY+X76Dt95cjtaayVPOjVg8Qggh2paV6dy6mm2HkiCWkxSxLCcZUl3tXNw3Q4mUePfxx6bpfP3o7AX9+HgXDQ3tbxjZlJjYXwS7CkChiY+HlFQYOEDTt4/CtqG2VnOsCo5VQlXN8aSF34+TKQq1GnO5nGSI2wPxXkhJdp43DaDT2kl6+P3OrJojR6HoIFiWbu5W1vJUuNyh5Ir7+P48HuecaX08aWJrZ2Pd4tZ0jqNJu77O/d///R9KKcaPH8+XvvQlrr76alKjoU29EEII0QZVXwaBenR8RqRDESIqBQNg2TKzRJxaY6gMl9cT3WW4Zs+ezUsvvcSHH37IiBEjuOGGG5g4cSIjRozA3UYBZL/fz7Zt21i1ahVz586loKCA+Ph4Zs+eHYHoxdmy0wZBXCrKV41OCMMVlLOUnpfJlNsvZfnfP2Xv/I+Y+p2hVNYkkBAPcd6IhRW9lKLa6E+f4CZKXJs47Do/gqEobr5lCoahWLZ0O2+/9Tm21kydKiW5hBCiN2gqAxUt/THOhsfj3NLTnee27ZQoq62B1Wtwsg6hGSEu00mCeNxOebHkExIhZ0Op48dMauP1U7UuO9W+mtaNlUm47R77orVm165drFq1ipycHKZNm4ZLhtAIIYSIQqquFAINkBIf6VCEiEr+ULIk2kssicjxxcjMkscee4w777yT3/3ud8yZM4dnn30WpRQul4u8vDxSU1NJTEyktraWqqoqiouLsSyrud/ivffey8MPP0xGhiTXo1pcElZ6PuaRzRDBZAnApC9dzI7PNlNeVMrR5QsYduNNHDgIAQuSEuhxfUw6K6AS0JgM8X9CuTkMv2rr8kv3UEpx402TUUqx9LNtvPP2CrStuWjayIjFJIQQQpwtw4CkROcWCdFUMisc2vWz58033+Sf//wn8+bNY+7cuXzwwQekpKRwzTXXcO211zJlyhRUTz9jQgghYoaqKw09iJUxDEJ0r0DAqb8rZbjEqTT1LImFBu+ZmZk89dRTPPHEE8ybN49Fixaxbt069u3bd9K6WVlZTJgwgRkzZnDttdcSFye9rWKFzhoOh9a1b1hjGJhuF1c9eiOv/+uf2LJwHaOuGM+5w/Mp3ANV1ZCS0vMvJrRXlZFHplXIQP9SCuKujWgsSiluuHESSik+W7KVd99ZidaaaRePimhcQgghhIisdiVLxo0bx7hx4/h//+//sWTJEubMmcOSJUt48803eeutt8jMzOTaa69l1qxZnHfeeWEKWQghhDg7qqo4YjXNhYgFgYBTO9aQC3riFPyhMlyeKJ9Z0pLX6+WWW27hlltuAaCiooLy8nJqampITk4mMzNTZpDEMDttALjinZmjEe5J1n/0IMbPnMDGj9aw8Pn3ufe52Xi9Jrt3O41OU1KkzGFLWrmoNzLJDy7nqGsM1eaAiMajlOL6GyailGLJ4i38891VaA0XXyIJEyGEEKK36tDPHpfLxRVXXMEVV1xBbW0tH374IXPmzGHdunX87W9/4+9//zt9+/bl+uuv57rrrmPECKn/KYQQopvZQYzqg+CW5u5CnEogEKoUI8kScQrNZbhiOO+ckZEhyZEeRKf0QydkonxV6AgnSwAu+dpVFKzaQcXBMla9+RnTvno5Y8Zodu+G8gpnnZaNUFvO0VI4E2Ti48HbS3qd1KtMMq0ChgYWsN64F60im4lVSjHr+gkYhmLRp5uZ889V2Lbm0umjIxqXEEIIISKj03VJkpKS+MpXvsIrr7zCwoUL+eY3v8mgQYM4dOgQf/jDH7jlllu47rrreP7557siXiGEEOKsqPoKlK8W7Y5QIU8hYoDfH+kIRLRrbvAe5WW4CgoKePXVV9m1a1ekQxHhZriwc84Ff22kIwHAmxTPZQ9dB8AXby2l/EApCfGKUaNg9CgYNRJGjwzdj4IxodvY0TBmNAwc4DRp1XaE30h3UYoqM4+c4Bb6BjdGOhrASZhce92FXH7FOADef+8LlizeEuGohBBCCBEJXTqMIy8vj9mzZzN79mw2bdrEnDlzmDdvHnv27OE3v/kNjz76aFceTgghhGibFcA4tN65kJLUJ9LRCBG1fD5kVok4reM9SyIbx5m8//77vPjiizz55JMMHz78pNdt2+ajjz5i9+7dxMfHM2XKFMaNGxeBSEVXsNMHY7IoapounXvxaLZ+Moy9a3az4Pn3uP2//gW3yyA358zbpqVqyiugth6SI9fzvFsFVQI2bs4JLKTMHIbfSIl0SCilmHntBRiGYuGCjcx9fzWrv9iNYRoYhkIphaEUymjjPvTYMIzjz43j23k8bmzbcpYphWGG9hdar+mxat6P83rbz42T120RixmKoSneE18/HrMTi2rxHlq+x+b4TnzeFEuLuIQQQoieJGxzXk/sb/Lee++F61BCCCHEcfUVuLa/h3loPcRnRsVFFCGiVWMjmJ2eZyx6Mn+oDJcnypMlq1atwu12c+utt570ms/n45577mHz5s2tll999dU8++yz0tw9BtlpAyEuGXw1EJ8W6XBQSnHlN67n5dm/4eCW/WxZuJ6xV194Vtt6PIqBAzQ7doJl9Z4eJ9VGHplWAfmBz9gVd32kwwGc/x+vmXkBSikWzN9AScmxSIcU9ZSiOXlyPKFzwrLQ87aTQE1JJVCGgRlK5Jimgcvl/GMwzVByp+neMFod12g6htH6mG0ldlouM02D0WMG0qdPeoTPohBCiGgS9gKhpmly+eWXc/nll4f7UEIIIXo54+h2XNvfQ1UdRKcOkH4lQpyGRtPo6z0X5kTH+EJluOJc0V2G6/Dhw4wePZqkpJOH5v/1r39l06ZNAAwbNoycnBw2bNjA/Pnz0Vrz61//urvDFZ3lTcNO6Y9RXoiOgmQJQGpuOtO+ejlLXvqYxX/6mCETzyUx/eymiuTmwJESqKqC1NQwBxoltDKpM7IZGFjBUdcYjpn5kQ6p2dXXnM/48YOpqq5H2xqtNbbW2LaN1qDtpsca23Zuxx/bzc8ty1nHMEz8/kBouX3SNtrWWKH9ads5VsvXjh//+OvNj2375NdCx7V1i+1b7FefeHytT3ovTc/PRGvQWtO6G0/s+PSTTTz48DXk55/FNDAhhBC9QmS7qQkhhBBdwfJj7lmCq/BTsPzojKEyo0SIMwgGnVHMhswsEacRK2W4KioqmDBhQpuvvf322yiluOuuu/jRj34EQGVlJQ899BALFixg+fLlTJs2rTvDFZ2lFHbOuRhHt0U6klYuvGkK25ds4mjhYRb9cR7Xf/+2s9rONJ3ZJVuqIeAHtyfMgUaJBpVOpi7gHP8C1nu/hq2i54Mmt08auX3SumRf8fHxNDQ0dMm+utvxpIqTKGqZ8GmZuEHr5sRJc1Im9FyfkPw5MRnUOtljY1nO/l2mi8ZGX3MCylnelIxqve9Wx7abEj0nJ4BaJoWKi8s5UFTGn/6wgEe+MZO8/pmRPt1CCCGigCRLhBBCxDRVX45r23sYhzZAfDo6JS/SIQkREwIBJ1kiFYjE6fhCZbi80XMNs00ej4e6urqTlu/bt4/9+/ejlOL+++9vXp6ens5//ud/csstt/DOO+9IsiQG2WmDwHRDsBFc3kiHA4Bhmlz9+E288t0X2LFkM0MmDKfP8Dyn74Vphu5DN5fz3DQNlGGQmQHZWXDkKKS76R39pJSiyhhAjrWNfsF1HHRPjnRE4gSGoQCnZFV3C3eSye8L8Mc/LGDv3hL+8OLHfOPR68jNTQvb8YQQQsQGSZYIIYSITVpjHN2Ga/v7qOpidOpAcMdHOiohYkbAD5YtPUvEqQUtsOxQGS53dJdYGTRoEAUFBSct//zzzwEYMmQI/fr1a/XayJEjGTFiBBs2bOiOEEUX0yn90fHpqMYqdFJ0JEsA+gztxwU3TGHtnBV8+PN/nHH9xPQk7v7FwyRnpTJggKaiEhp94I2etxRWQeUlSDxDAgspN4fSYMjoftE9PHFu/uX+K3nx9x9x8GA5f3jhY2Y/eh0ZmcmRDk0IIUQEyc9jIYQQsSfox9w9H/e6v6HqypyyW5IoEaJd/AGwbSnDJU6taVYJgCfKh1hdcsklFBcXs3DhwlbLFyxYgFKKiy66qM3tBgwYQFlZWXeEKLqay4OdNRz8NZGO5CTT7r6c/mPyiU9JIC7Ri9vrwXSZKOPk6SJ1lbVsW+z01ElJVvTtAw0NTi+I3qLa6EuyXcI5/oW9642LiIuP9/DAg1eTm5tGVVU9L/z+I6qqTp6lKIQQoveI8p89QgghxMlcuz/G3L0AEjLRCTICUYiOCARCVV56Q6kX0SFN/UqU0lGfLLn77rt59dVX+X//7/9RXl7Oeeedx5o1a1ixYgVKKa666qo2tzMMA9OUHlexys4YgrlvOWgbVPRkfj3xcdzxs6+3+Zq2bWzLuW2ev45PX/yQghXbmfzlSwDonwelpVBfD4mJ3Rl1BCmDaqMf/YNrKHWNpMQ1LtIRiV4kMcnLgw9fw++e/5Dy8hpefOFjvjH7OpKiaMaaEEKI7hM93yiFEEKIsxFoxDi8EbypkigRohMCAZDxu+J0fAEnk+ZxgYrypFp2djbPPvssDQ0N/Md//Ac333wzTz/9NAAjRoxg0qRJbW63b98+srOzuzNU0YV02kDwJIKvNtKhnDVlGJhuF26vh+EXjwalOLzzIDVl1QB4vYr+/cHvB9uKcLDdyK+S0SiG+hfg0dE3W0j0bKmpCTz0yDWkpiZwtKSKP774MQ0NvkiHJYQQIgIkWSKEECKmGMf2oerL0d70SIciREzz+WRSiTi9WGnu3uSyyy7jrbfe4vLLLycpKQmPx8OUKVP41a9+1eb6R44cYffu3fTv37+bIxVdRSdmo5NzUb6qSIfSIUkZyfQb4fz3V7Bye/Pyvn0gNQVqe1k1oCojjzRrP4P9i6Ucl+h2GRnJPPTITJKSvBQXV/CnPy7E37IepRBCiF6hXRPqV69e3amDTZw4sVPbCyGEEEZ5oTPU0uWJdChCxLTGRjCk+pA4jaZrRB5X7Fy0HDFiBM8///xZrfuXv/wF27aZNm1amKMSYaMUVvZIXOWFkY6kw4ZNHcmh7QfYvWI7518/GQCXSzFggGbbdggGwRXlZfC6ilYuao1sBgY+p9Q1kgpzaKRDEr1MTk4qDz58Db//7Tz27zvKyy9/wtfvvxK3u5f8IxRCCNG+ZMk999yD6sQc/O3bt595JSGEEOJULD/GkS0QlxzpSISIaRpNow9MmWMsTqOpDFdcjMwsaS/DMLjggguYPn16pEMRnaDTBzmZX8sPZuwNpBg2dRRLXprPgc37aKiuJz4lAYDsLMjMgLJySEuLbIzdqdHIIMGqZJj/I9Z4H8BS0jdCdK9+/TK4/8GrePH3H1Ow+zC/fX4eWZnJoBQKUIbzt1GFGr8pBYmJXi6dPpqU0L9fIYQQsatdyZKbb775pGRJZWUlixcvRinFyJEj6devHwCHDh1ix44daK2ZPn066elSLkUIIUTnqGMHUHWl6KQ+kQ5FiJhmWRAIgvS1FqfT1OC9pyZLvv/970c6BNEF7LQB4E1FNVajE7MiHU67pfXNIDs/l9J9JRSu3smYK84HwDAUAwdqKqucsolxcREOtBsdMwaQae1mYOBz9nouj3Q4ohcaNCiHf7n/Sv70hwUcPFDGwQNlZ9ymYPchZj96HZ6e+kdTCCF6iXYlS372s5+1en706FFuv/12pk2bxlNPPcXgwYNbvb53715++tOfsnPnTt54440OBzlnzhzWrl3Lli1b2LVrF4FAgGeeeYZbb731rPexZs0aFi5cyBdffEFxcTH19fXk5eVxxRVX8PDDD5OSknLSNpdffjnFxcVt7u/222/nP//zPzv8noQQQrSfUV7ojBx1yyhDITojEHCq2bnl97w4jcammSUxVIZL9ELuBKzMczCL10MMJksAhk4dSem+EgpWbG9OlgCkpkJuDhQXQ5yHXtNoylYeGlUaQwKLKTeHU21KXyHR/YYO7cu3v3sju3cdQmuN1s7MXDToUE8dHXr82ZItFBdX8PrrS7n7nsswjF7yj1UIIXqgThVe/PnPf45lWfz2t78lro2hLoMHD+Y3v/kNV199Nf/7v//Ls88+26Hj/OpXv6K4uJj09HRycnJOmcA4nW9961tUVlZy4YUXctNNN6GU4osvvuCPf/wj8+fP5/XXXyczM/Ok7ZKTk7nvvvtOWj5mzJgOvRchhBAdZFuYJZvBLdPbheisQMCZXeKVvKM4DX+oZ4kMkhXRTmcOhQOrnSuXnSgbHSnDpo5ixWuL2beuAH+jH4/XKSemUAzsrykrh+qaM/cuMYye87lep7LJsnYzLPAR6437sJV8EInul5ubRm5u2hnXGzw4lxd+/xGbN+1nwfwNXDPz/DNuI4QQIjp1KlmybNkyJk+e3GaipInX62XChAksW7asw8d5+umnGTRoEHl5ebz44ov8/Oc/b/c+7rvvPm6++WZycnKal2mt+fGPf8xrr73Gb37zG/793//9pO1SUlJ4/PHHOxy7EEKIrqGqDqJqStAJJye2hRDtEwiAbTsX1oQ4FZ8kS0SMsNMGOoMpAnXgSYp0OO2WPTiX1D7pVB2pZN/a3QyfNrr5tYQERf5ATfEh4AyTvOobnPKKPWLWoFIcMweQG9xCnrmWA+4pkY5IiFMaPCSXL335It58YxkLF2wgNzeV884fEumwhBBCdECnkiW1tbVUVlaecb3Kykrq6uo6fJyLLrqow9s2eeihh05appRi9uzZvPbaa6xevbrTxxBCCBE+RuUeVLABLTNLhOg0v9+55haDA7BFN/IFmxq8SxkuEd10cl90Ujaqtgwdg8kSpRTDpo5kzbufs3vF9lbJEoD+eYr+eaffh6016zdAbW0PSZYAQRWPXyVyTmAh5eY51BvZkQ5JiFOaOGkYR45U8tmSrbzx+jIys1IYMCA2SwMKIURv1qnxhMOGDWP16tWsWbPmlOusWbOGL774gmHDhnXmUGHjCs1lNk/R4dTv9/Puu+/y+9//nldffZUdO3Z0Z3hCCCEAtI1xZAvaFS9Xd4XoAoFApCMQsaB5ZskJw6tsy+r+YIQ4HWVgZ490ZpbEqGFTRwKwZ/UurECw3dsbSpGbA8EgZ5yBEktqVB8S7aMM9S8AbUc6HCFOa9b1Exgxsj/BoMWfX/qEqqr6SIckhBCinTo1s+TBBx/kW9/6Fvfffz8333wzM2fOpF+/fiilKC4u5qOPPmLOnDnYts2DDz7YVTF3qX/84x8ATJs2rc3XS0tL+eEPf9hq2SWXXMKzzz5LRkZG2OMTQggBquYIRvUhdHx6pEMRokfw+yMdgYgF/gYf/Sihb/URChccob6sjPrSMurLy5n1/bsiHZ4QrdgZ+ZiGCVYAzNibWtFvxAAS05Ooq6ylaNNeBl/Y/sGGGRng8YDPD6eplB1blEG1kUe/4DoqzHOoMIegMdCYaBRamdgYoWWh5artgZBChJthGHz17un85tcfUFJyjL+8/AnfePRa3O5OXXoTQgjRjTr1iX3NNdfw1FNP8eyzz/LGG2/w5ptvtnpda43b7eaHP/wh11xzTacCDYft27fz/PPPk5mZyQMPPHDS67feeiuTJk1i6NCheDweCgsL+c1vfsNnn33WXL5LnWGEc3q6XNhrLzlnHSPnrWPkvLVfJM6ZXbYBGz+kZp3xczdaeeN7SMfVbibnrf3O5pxZVhCP28btis1/T+HgPlPn5BhnBQL4a2oJNDYQbPQR9IVujY0EG31Yvsbm5b7qamqPltK/upqHAPbC/r2RfgdCnJ6dNgjiUlC+6pjsb6YMg6GTR7DxozUUrNjeoWRJfDykp0FpWQ9KlgB+lUQ8FYzyvRNKhihAoUOFMpwkibMsoOLZ4L2bWqNvRGMWvZfX6+FrX7+C5341lwMHynjz9WXcdff0mP0NI4QQvU2nfxXefffdXHbZZbz99tusW7eOo0ePorUmJyeHCy+8kFtvvZUBAwZ0Raxd6sCBAzz88MNYlsX//d//tTlL5LHHHmv1fPz48bzwwgvcfffdrF27liVLljBjxozTHudserqI49LT0+WcdYCct46R89Z+ETlnWuMuWIlhKXSjr3uP3UW88V4aGxojHUbMkfPWfmd7zmpqNRroQKWXHsntchEIxs7JsIPBUKLDh9Ui6eGvrcVfW0egrhZfjfPYWVaL5evY52ctSRip2QwdnklidhYJWVkkZGcB5V37psKkoaGBLVu2UFpaiv80U6puvvnm7gtKhIcnEStzCOahjRCDyRKAoVNHsvGjNexeuYMrvnE9htm+qtkKRXa25mgp2DYYnSq6HV2qjAG4aQBsFBqlNThzS1rdp9oH6BPYQEGcJEtE5GRlpXDvfZfx4gsfs2HDXnL7pHHlVedFOiwhhBBnoVPJkmeeeYaUlBQeffRRvvWtb3VVTGFXXFzMfffdR0VFBc899xxTpkw5620Nw+DWW29l7dq1rFu37ozJEiGEEJ2j6sswqg5ICS4huohta/x+aOc1uF5F2/ZJN9uynMeWjbYt7KCFbQXRVuhxMIhthe6DFtoKtt6uxbbO8qZlx7fVltW8j+b9WhZ2MNAqMaI72DNEmSbuhARccXGYcXG44uJweUOPvXHNyz2JiSRkZfHS6r68uz6Fr1/o5/rLT0gm1UZ/suRXv/oVf/7zn2lsPHUCUWuNUkqSJT2EzhwGB9eC1jHZ42zguMHEJXqpP1bL4Z0HyBs1qN37yEgHrxcafZAQH4YgI0UpAiS0eN72aqYdJM9ay359KQGV2D2xCdGGc4b25ZZbp/KPtz/n44/Wk5ubxthx+ZEOSwghxBl0KlnyyiuvcPnll3dVLN3i4MGD3HvvvRw9epRf/vKXXHbZZe3eR1MJmoaGhq4OTwghxAmM8j3gq4ak3EiHIkSPEAiAZYP7hJLuWmvQ+qzujycRjj9G220ub1offfKy4wmE40mEkxMTNlqfnLxovW3bN7tFcqI5yWHZzUkJbVnHj9fiMTo2uiObHk9z0sOMi8OTlIgnKanFfctbIi6vt11lQOq/8AAQF3vtH/jDH/7A7373O1wuFzNmzCA/P5/ERLlw2tPZ6YPAneA0evckRTqcdjPdLoZMHM72xZvYvWJ7h5IlbrciO0tTdKCHJUvOUp3KJMPeS05wK8XuSZEOR/RyU6aeS0lJJcuWbue115ZSXV2Px+PGMBSGoVBKYRgGSoEynMeGoTANA9M0MEzn3jQNTMPAMFXouYkr9LrLFVq3J00lE0KICOpUsiQ3N9f54RwjWiZKfvGLX3DllVd2aD+bNm0CIC8vryvDE0II0QZVuh0MNyj5ASBEV/AHwLbA8BxfVlVUxJbX38JXXR25wKKdUijDaL4ZLheGaTr3LhNlmhhm0+PQvWFgmObx7cymZQbKMJuXGS6zeV/Ofo7vwzBNDLf75NkgHg8qzBdGfAHn3hODyZK33noLr9fLK6+8wujRoyMdjugmOqkPOjELVV+OjsFkCcCwqSOdZMnn25n+9Ws61OcgKxMOHoJgEHp4O6aTaOXCwk1ecA2HXBdKs3cRcdffMImjJVXs2nWIf767KmzHUQonieJyEidOAkU5SRh1PDnT9FyFEjPNyRmXEbo3MU2FaZrHEzXNyRqjOUljnnBr9Zpx8mtNj3NzU4mP70FNlYQQPU6nvjpdddVVvPvuu9TW1pKUFB1fRisqKqisrCQ9Pb1VH5KmRElJSQm/+MUvuOqqq067n4KCAnJyckhJSWm1fM2aNbz88st4PB6uvvrqsLwHIYQQIQ2VmOWF6Pi0SEciRI8RCIBlHS/DVV9Wxqa/v0agvv7sd3JC4kCd8Lz16wqlnHtU6+fHEwYtkhAtkwvNSQbj5GVt3Fpve5p9NyckTAzTwO2Jw9LaSWKYbSQ5mt5XL+MLOhdpve7YGRzV5PDhw0yZMkUSJb2NYWLnjMLc9VGkI+mw/AuH4fK4qCqppHRvCTlD+rR7H6mpkJQADY0QJT/Tu1WtkUO6tZd0ey8V5tBIhyN6OdM0uPveGcz/eD3l5bXOLFZbY2uNDt3bdtPMXY1t21iWjWVprNAs2aDl3Fuhmx3aR0taQzBoEQx2rFRnd0lLT+Rff/glXC5JZAoholOnkiWPPfYYq1at4qGHHuKpp55i1KhRXRVXK2+99RZr164FYNeuXc3LvvjiCwCuvPLK5lkir7zyCr/5zW947LHHePzxx5v3ce+991JcXMx5553Hzp072blz50nHabn+vHnz+OMf/8jUqVPJy8vD4/Gwa9culi9fjmEY/PjHP6Zfv35heb9CCCEcRkWoBFf6kEiHIkSPEQiAxpms5a+tZcNf/k6gvp7kvDzG3X2nM7tBKSfh0fIemh/3tMRBrDV47y5NM0viYnBkenZ2dqRDEBFipw/CNAywAmDG3rQoj9dD/gVDKVi5g90rtnUoWWIYitxcze4CQh/4XR5mVAuqBEwdoF9gvSRLRFSIj4/jppvPvlfu2bBDiZVg0A7dW1iWjdvtoa6uvjmp0nZCpkWyxj6ehDnTrVXi5qTtLCfBc0Jix7JtrKDz2rFjtRyrrGPTxn1ccOE5XXo+hBCiq3Tqp8/s2bPxeDysW7eOL33pS2RnZ9OvXz88Hs9J6yql+Mtf/tKh46xdu5Z333231bJ169axbt06wCmHdaaSWsXFxQBs2LCBDRs2tLlOy2TJ5MmTKSwsZNu2bXzxxRf4/X4yMzO57rrr+NrXvsa4ceM69F6EEEKcPePoTkCBISOPhOgq/tAFcMvvZ9PfX6WxshJvejrj77kLT28cgixOqTlZEnvXm7nuuut46623qKqqIjU1NdLhiG5kpw2CuFSUrxqdkBnpcDpk6NSRoWTJdqZ9tWM9QjMywO12PvPb+Hne49UbmeRam9ljX0a9kRXpcITock4JLfOkGRrx8fEkJUXnP/oFCzYw/6P1fP75DkmWCCGiVqeSJU0zO8BpCnr06FGOHj3a5rodqbXa5Gc/+xk/+9nPzmrdxx9/vFXSo0lbM0lOZ9KkSUyaJA3hhBAiYny1mGU7wZsW6UiE6FECftC2zda3/kH1wWJc8fGMv/duSZSIk/hDZbjiYrAM1+OPP8769et57LHH+OlPf8rAgQMjHZLoLnFJWBlDMA9vhBhNlpwz6VyUYVC2r4RjhytI65tx5o1OkJjolOOqqOydyZIGlUaWtZvc4Bb2emZEOhwhBDB58nAWzt/A/n1HKS4uJy8vNj+jhRA9W6eSJZ988klXxSGEEEK0YlTsgcZj6PTBkQ5FiB6loUFTvGgeZdt3YLhcjLv7LhKzZdStOFljU4P3GCzD9eCDD2LbNuvWrePaa68lLy+P3NzcNgdwdWYGvIhOOmsYFK91ivh3YtBepMQnJzBgbD5FG/ewe8U2Jt56cbv3oVDkZGvKykHbTunFXkUZ+FUSecHVFLmnYilpKC1EpKWkJDB2XD4bN+xlxec7+PJt0yIdkhBCnKRTP33y8vK6Kg4hhBCiFaNsF04Jrhi8SidEFNv96eeUrv8ClGLUl28lbZCMuBdtayrD5Y3BUektZ8BblkVRURFFRUVtrtuZGfAiOtlpg8AdD4F68CRGOpwOGTZ1pJMs+Xx7h5Il4JTi8sZBow/i47s4wBhQa2STZheRZe2kxCVltIWIBhddNIKNG/aybt0eZl0/gfh4SWQKIaKLXIESQggRfQINGKXbIS4l0pEI0aPs+GwzBR/NB2DozKvJGTM6whGJaOYLhMpwuWKvDJfMgO/ddHIfdGI2qr4cHaPJkqFTRvLJ7z/g0I4D1FbUkJSR3O59xHkUmZmaQ4d6Z7LEVh40irzgGkrMsTE5y0iInmbwkFxy+6RRcuQYa9cUcvEloyIdkhBCtCLJEiGEEFHHqNyLqq9Apw6IdChC9BgHt+zjw/97B4C+kyYz4KKpEY5IRDt/0LmPxQbvMgO+lzNM7JyRmLs+jnQkHZaclULfc/tzeOdBClbu4LzrJnZoP1mZcPgwWBaY5pnX72nqjBwyg7tJdR+gypSZlEJEmlKKiy4awbvvrOTz5TuYdvFImeEphIgqnU6WaK157733+OSTT9i/fz91dXVoffLoM6UUCxcu7OzhhBBC9AJGWSHYNpgxWPtFiChUcbCMfz79GnbQIn34SM65Zqb8MBWnpfXxMlyeGGzwLoSdno9pGGAHY7ak59CpIzm88yC7V2zrcLIkPQ0SEqCx0Wn63tv4SSKFw+QGN0myRIgoccGFQ/nwgzWUllZRsPsww4b3i3RIQgjRrFPfGv1+Pw8//DArV65sM0ECTpLkVK8JIYQQJwn6MUq2QFz7y00IEY201mhbo20b29Zoy8a2bbStsS3bWW6d5rXQtq0fO/tsWrfpGC6XC7/Ph7ZCy7SzzopXF9NY20D20P70v+5WXO7e1ulXtFfAAls3leGKcDCdtGnTJtasWcPRo0dRSpGdnc2ECRMYN056GPRkdtogiEtFNVahEzIjHU6HDJs6kqV/XsCBTXtprG3Am9T+Wlqm6TR637MXEhOA3pYnV4oGlUY/az377EvxG1LiVYhI83rdXHDhUFZ8voPPP98hyRIhRFTp1E+fl19+mRUrVnDZZZfx5JNP8vzzz/Pee++xadMmDhw4wIcffshLL73EnXfeyfe///2uilkIIUQPZhzbj6ovQyf3jXQoIkyakwOhxEDTY91imbacC/+N9Q2h163j27S8BS2s0M153LQs6CwPWM3rtdzGtm1n3dB+tXVyTG0ta0pgNCcqrNYJDOf1k1+LBml9M7js8bvYfcCD0dsulol2a5pVAuCNwTJcAHv37uVf//Vf2bx5M0DzAK6mWVXjxo3jv//7v8nPz49UiCKc4pKwMoZgHt4IMZosycjLInNgDuVFR/nnT14lIS0JwzRQhgrdG62eD5sykoHjh5y0n8wMKDoAgQC4e+Gk3XqVSaZdSK61lQOGlKAUIhpcdNEIVny+g21bizh2rI60tF449U0IEZU6lSz58MMPSU1N5ec//zkJCQkYhjNK0e12M2TIEB577DGmTJnCvffey+DBg/nyl7/cJUELIUTU0LZzU4ZzE8dpDdoC23JKYNiW89xwgWGCaro3WjXcVOWFYAXA5Y1g8CJcFv1hHmvnrIh0GFGl6YJX08UuwzBQpoFhqOPLQ/cqtKzla82vK4XpMtFo5zWlMAwFhiIhJZGLvnoZdXaiM6hYkiXiDHyhfiWG0rhisM/B0aNHueeeeygrKyMnJ4eZM2c29zE5dOgQH330ERs3buSee+7hH//4Bzk5ORGOWISDzhoKxWuc7yQxWnpwxCVjWP7Kpxzcuv+M6277dCPf+Nv3cXlaZziTkyElGaqqe2eyRCuTIHHkBVdz0DURrWJ8upwQPUCfvukMGZLLnj0lrFq5i2tmnh/pkIQQAuhksqSoqIgJEyaQkJAAHB+lZVkWZqh73IQJE7jgggt49dVXJVkihOgcfx2ube+hfNVdsjsr3ou7ofHMK9pB0Daq6WJ/q3sNaECB6QbTjXZ5wfSgzThwecAVB644tDKcfdgW2AGnJ4cdbL6ppn1GsdOeM22D5UfZAbCCYAVQ2gb08aSS1seTI8pANyWZDDeYLrTpQTVUgkdGFvVE5QdKWfveylO+fuIoWdNlOskDsyl5YGC0WGYYBqbbxHCZmKbzmul2Odu5TExXaJlpYrgMDDO0rSu0fdNz08QwVYvnrW/Nx26Kz1AnJDPaSGyEXj9p5G8br3Ulb7yXxtN8rh3br5HiqOJs+AOhElzu2LzG/Lvf/Y6ysjK+9rWv8d3vfhePp/UV4ieeeIL/+7//4+WXX+aFF17gRz/6UYQiFeFkp+WDOwEC9TH73WLil6aR1jcDX72veWbm8XvdPPNx08drqauoofCLnZx78ZhW+1BKkZOjqaiM6bxRp9QaOaRZRWRaBZS5RkQ6HCEEcNG0kaFkyU6uuHIcrlgcnSGE6HE6lSwxDIOkpKTm501Jk4qKCrKzs5uX5+bm8umnn3bmUEIIgbn/c8yi5eDqmh+7Os6N0bLOyKkoBajQBf4Wj1veoyHoc5IqzYkBO/TcatW7SaHQbe7LINqHe5/2nClazLBRzY+1MpzZJM3nykmaqOYEVBB0Y+hcOcknnZTbbe9JdJ8Vry0GrRk6ZQTXfvfW5iRC86yJE67enOnCv2i/Rl/vvEgm2q+5uXuMDsBesmQJgwcP5oc//GGbr7vdbn7wgx+wePFiFi1aJMmSHkon90EnZqHqK9ExmixxedyMnHHm/jp20GLVW0vZtmjTSckSgIwMiIsDnw+8vXDyblDFYxCkb3CDJEuEiBKjxwwkOTmempoGtm4pYvx5gyMdkhBCdC5Zkpuby+HDh5ufDxw4EICNGzdy5ZVXNi/fuXMniYmx+eVUCBEdVE0Jrn1LwZuBTuqaUhkq3ovuhguxJ47ijuVR3V15zmL5PIj2K9t/lB1LtwAw7auXE5fQC6/URIHGRjClYqA4C43NM0ti89O6tLSUq6+++rTrKKUYNWoU8+fP76aoRLczTOycUZi7Po50JGE38rLxrHprKXvX7KK+qo6E1Na/v+O9iox0zZGjvTNZAlCnssixtpJoH6XOkNJ7QkSay2UyecpwFi7YyOef75BkiRAiKnTq5/L48ePZvXs3jY3OhbPp06cD8NOf/pQlS5awc+dOfvKTn1BYWMi4cWceDSOEEG3SGnPPIqivRCdmn3l9IUTUWfH6YtCaYReNIntwn0iH0ytpNL5GMKXCgTgLTTNLYrW5e1JSEkeOHDnjekeOHGk1U170PHZ6vjPb1Q5GOpSwyhqYQ845fbEtm13Lt7a9Thago77qa9g0qjS8uorcwKZIhyKECJk85VwMQ7Gn8AhHjlRGOhwhhOhcsuSaa64hPj6e5cuXAzBo0CDuu+8+Dh8+zCOPPMLNN9/MK6+8gtfr5YknnuiSgIUQvY9Rvhvz0Dp0cl+pHyNEDCrdV8LOZc6Fm4vuuizC0fRewSAELejiNimih/KHrivHxWiy5LzzzmP9+vUsWbLklOssWbKEdevWcf750lS2J7PTBoE3FdVYFelQwm7UZeMBp9F7WzLSISkRauvonVN8lcKnksmz1uDSDZGORggBpKUlMmr0AABWfL4jwtEIIUQny3DNmDGDZcuWtVr2wx/+kLFjx7Jw4UKqq6vJz8/nnnvuIT8/vzOHEkL0VlYAs+ATsPzgTYl0NEKIDmjqVTL84tFk50s/mkgJBMCyIM5z5nWF8IXKcHlcsXlF9aGHHuKzzz7j0Ucf5YYbbuD6668nLy8PpRQHDx7k/fffZ+7cuZimyUMPPRTpcEU4xSVhZQzGPLwJEjIjHU1Yjbh0LEte+phDOw5w7HAFaX0zWr3ucinOOUezdTvUN0Co5WivUqeySbf30Te4kQPuKZEORwgBXHTRSLZsLmLtmkKuvW4C3lid1iqE6BHC0rJx1qxZzJo1Kxy7FkL0MsbhDRhlu9DJ/SMdihCiA0r3HnHKgSjF1DtmRDqcXi0QANsGQ8pwibPQVIYrVmeWnH/++fzXf/0X//7v/867777LP//5z1ava63xer3853/+J+edd15EYhTdR2cNg+J1oHWPnqWclJHMoPFD2Le+kG2LN3LRnSfP5szMUAwepNldCC4/eHpZAt1WbgIkMNz/AX6VQIlLyoULEWlDh/UlOzuV0tIq1q0r5KKLRkQ6JCFELyaFGIQQ0ctfh6twERhucPfSTpRCxLjPX1sMwLkyqyTiAn6wbGnwLs5OY4wnSwBuuukmPvroI2bPns2kSZPIz88nPz+fSZMm8eijjzJv3jxuvPHGSIcpuoGdNgjc8RCoj3QoYTfq8vMApxSX1m3PDMvLg7y+UFfnzDjsbaqNfpjazxjf2+QE2+7vIoToPkoppl50LgArlm8/5WeXEEJ0h07NLBkxYgQul4vvfe97/Mu//Msp13vyySeZM2cO27Zt68zhhBC9jLn/c1TVAXTGOZEORQjRAUf3HGb359ucWSV3zoh0OL2ePwAKQv8jxOn5gs5/KF53bF+w6NOnD9/85jcjHYaIMJ3cF52YhaqvRHsSIx1OWA2dMgJXnJtjhys4susgfc8dcNI6hlIMGaJpbISyckhL69ETbk6mFFXGANLsIsb43mITBmWukZGOSohebcLEocz7cC1Hjhxj794ShgzpE+mQhBC9VKfHFgaDQZ599lmefPJJAoHAKdeTzLAQoj1U7VFc+5aCNx2MsFQMFEKE2eevLgZgxCVjyBqYE9lgBIFA7+znKzrGH/pa75E/waInMEzsnJHgr4t0JGHniY9j2FTnwv+2RZtOuZ7bpRg2DJKSoLqa3vcHQimOGQPx6DrG+t4i09od6YiE6NXi4+M4/wJnkOTny6XRuxAicjr98+eSSy6hurqad999l7179/L888+TmdmzG+cJIcJMa8zCRdBQic4cHulohBAdUFJ4mIKV22VWSRTx+2VSiTh7x3uW9LYrqKKnstMHYyqFqitFx6dHOpywGnXZeLYv3sSOzzYz44GZmK62m1UlxCuGD9Vs2Q519ZDYsyfdnEwpKo1BpNv7GOt7g01xd1BhDo10VEL0WhdNG8EXq3axedM+XnzhY1wuE5fLwGWauNxmq+dxXjcTJw0jJSUh0mELIXqYTidLsrKyeP755/n//r//j/fff5/bbruN559/npEjZRqrEKJjjPICzENr0Ul9ellNACF6jhWvLQJg5KVjyRyQHeFoBEBDIxjSr0ScpaYyXLHSs+SKK65AKcXLL7/MgAEDuOKKK856W6UUCxcuDGN0IhrYmUOxhszAOLwJVbkXXecFdzLEpfa475uDzhtCQloS9cdq2beugHMmnXvKddPTFUPyNbt2g88HcXHdGGg0UIpKI590ew9jfW+wMe4ujpmDIx2VEL1SXl4mQ4bksmdPCbt3HTrj+kePVnHnXZd2Q2RCiN6kSybWezwe/ud//odhw4bxy1/+krvuuotnnnmGmTNndsXuhRC9iRXALPwUgn5ITY10NEKIDigpOETByh0oQ2aVRBNfI5htDy4W4iTNDd5jpAxXcXEx4JQIbvlciGauOIKjb4ZhV2GU7iSuahfqwGZUbQnalYBOzHKawPcAhmkycvpY1s5ZwbZFG0+bLAHo1xfq66HoALhMMGPk332XUYpKYzAZ9l7G+V5nY9xdVJmDIh2VEL3SvV+7nMKCIwQCQYJBm2DQImhZWE2PgxbV1Q2sXVPAzh0HsW2NYfSshLcQIrK69GvQQw89xLBhw/je977Hd77zHXbv3s3jjz/elYcQQvRwxuGNGKU70Cn9Ix2KEKKDPn81NKtk+jgy+mdFOBoBYFmaQBAMSZaIs+QPNM0siY0yXDt27DjtcyGaeRKx8y7AGH05/oO7MI5uxyxeh6ouBssH3jR0QlbMf2COvGw8a+esoHDVDnz1jcQleE+5rlKKwYM1DY1QWgppqaB620xEZVBhDCbD3sM432tsjLubalN+jwjR3RITvYwbn3/adSzLZsvmfdTV+Th8qIK8/tIKQAjRdbr8K9Bll13Gm2++SV5eHr/97W95/PHHqavr+Y30hBBdwF+Hq3ARGG5wn/oHnRAieh3ZXUzhFztRhmLKHdMjHY4I8QfAssDsbRe/RIcd71kS2TiECBelFDopB2vIdPzTHsc/5RtYQ69Gm25U1YFIh9dpuef0JaN/FkF/kF3Lt51xfZepGDYUkpOhqobe1/AdQgmTISTbRxjne5V0q5AEu/QMtzIM7Y905EL0KqZpMOScvgDsOotyXUII0R5hmWA7dOhQ/vGPf/D444+zYMECVA+rASuECA+zaAWqqgidcU6kQxFCdFCrWSV5MqskWgQCYNnglWSJOEs+p5pVzCZLnnzySS688EK+/OUvn3a9d955h9WrV/PMM890U2QiKhkudOY5BDPPwUgbgHvdXyDQENNluZRSjLp8PMv++gnbF21k7FUXnHGbeK9i+DDNlq1QUemUblTK6XfVdB90a2zLmXlyNj/zlYqxEpChhEmGvYeJDX9Ec/o3qVEElZc6I4saI496I5N6lUGDkUGDSsdWnm4KXIjeZfjwfmzfdoBdu4q57PKxkQ5HCNGDdCpZ0q9fP9LT09t8LTU1lZdffpmf/OQnvP7665IwEUKclqo9irl3KXjTwOhthZKF6BkO7zzIntW7UIbB1DtmRDoc0UIgALYV81VlRDfyNZXhcsXm8PJ3330X4IzJknXr1vHPf/5TkiWimd1nDHbWcIyyneiMoZEOp1NGTh/Hsr9+QtHmfdSUVZGcdeZ+gGmpipEjNJWVEAhCMBC6D91sGwIW6ADos/h4sGxwuyAxsQveUDfRyqTcGIqbBs40xUZh49I+0q39ZFs7Q+sbBPASVPHUGdk06HwaAmf+A+xTyZS4xuJXSV3yPqKO1ihsDCwUQQwsDG1hEESFHissQKExiLPiMW0fGgMdWkbzvbMvhQ49bnpug6b5OAYBDB3EIIjZxuOASuCAa/LZZf5EVBk+vB8A+/YeJRAI4nbLNQQhRNfo1KfJp59+etrXTdPkP/7jP3jkkUewLKszhxJC9HBG6U6MhgrszOGRDkUIcQKtNYd2HKChuh4rYGEFglhBCztoYQUtZ1kwSMEKp0fAqMvGkZ4ntYOjSSBUUkmuBYiz1VvKcAUCAcyYGvYuws5wYQ2ZgVFeCP5a8MTuhevU3HT6jx7Ewa372b54E5O+fMlZbZeZocjMOHm51hq320NdfQOW5SThz6SyCgoKwO8HTyxNslCKAAlntapfJbfeVFu4aMStG0i19pPbWHDm6yEaUJrBgUUccE3hsOt8Go22B6ZGC7euIzu4gxxrC15dA6FkhcJGaVo814DtpDy01bzseHLj+GOFbp7NYwZcBIN26GjOFs5LoS8zoWzd8YQJEHrsLLdDSROblkmvpjUNbHwqmUozn1rVJ3wnSoRFdk4qqakJVFXVs2dPCeeemxfpkIQQPUS3pF779JE/PEKI01PHitCGW67kCRGFtn26kXm/eOes1pVZJdHJL+XURTv1hmSJ1ppt27adcqa86L3s7HOx+ozBPLTemV0Sw99PR102noNb97OtHcmSU1FK4XJDnOfsz0dioqa+Hg4chDSzd8xw1MokQCIB5UynaXC5CBA843ZKWyTqo4zy/ZP8wFKKXRMpdk+gzsgJd8hnTWmLNHsfOcGt9LU2kmCXozEJEoduTmSoFqmJls9VaJaIEUqLGGhloJWC0HLdvJXGbZgEjSDQOinSctc6tH+aUyUt7xU2ZvOMlJP+HWtNlr2L7OA2aj1yzSrWKKUYPjyP1at3s3vXIUmWCCG6jMxTE0JEnhXAqNwHnhiany9EL7Lu/ZUAZPTPIiEtEdNlYrhMTJcL0222eG4y6LwhpPVtYziq6FK21gQDTuP2YPB4KZS4Bhuf7+SSIfX13RygiHm+YKgMlzt2ynDde++9rZ4vXbr0pGVNLMuiqKiIsrIybrrppu4IT8QSZWANno55dAf4qpwysTFq+MWj+eT3H1C2r4TSvUfIHty9F4WVUgzJ19TXQcUxSEuN6dxTWGllUqv6UqtySdRlDAt8xIDgCg67zuegaxLVRl7ETl68XU62tZ1+wfWkWgcw8dGo0qgwBqNVeC4rKeUioM6cZOrEAfCpJPKCaylyX4wl/WVizrDh/Vi9erc0eRdCdKlO/1XTWvPee+/xySefsH//furq6tBtFC9VSrFw4cLOHk4I0QOp2qMoXzU6Xsr2CBFtjhQcoqTgEKbL5I7/vp+EVElqdoegpWlsBJ/PKaHl9zv3Tct8PqcOvGW3LoNimIE2y6JoDaYMkRHt0DyzJIb+u/niiy+aHyulKCsro6ys7JTru1wuZsyYwQ9+8IPuCE/EGJ2ej9XvfMz9y9BxsXuF35sUz5BJ57L7821sXbSRGd2cLAFwuxXDhmk2b4baWkhOPvM2vZoyqFM51Ols4nUlgwNLyAus4YhrDIddFxJQ8RyfQwGtS08d7+Hh9Odw+oAYWChthfp4NPUGITTLw8TGhVaGc4/pFM1SLly6gZzgFnKsHXh1FQG81BrZBNXZlSiLdvUqi1T7IJnWbo66Rkc6HNFOw0J9Sw4fqqCmpoHk5PgIRySE6Ak69fPH7/fz8MMPs3LlyjYTJOD8UDnVa0IIAaBqDkOgAVLky40Q0WbzR2sAGDZtlCRKwsC2naRIQ6OTCGlogJpa5z4QBKvFgEoNGAaYhlPGxDTB43aWNV0xcbsMAs31vVszYvM6n4iQ42W4Yud7/CeffAI4g7muvPJKrrnmmlMmQtxuN+np6bjdPbjOmOgcpbAGX4J5ZBOqoQKdELuDekbNGMfuz7exY/EmLr3vKgzT6PYYkhIV55yj2bbD+Xvn9XZ7CLFHKRpUBg06nThdzYDAF+QF1zU3OAda9Ok4YdMWfUFaplWa1lYoQIce03xPq0JYRvP29SqDMmMoqO7/byecLBUHaHKDGyVZEoOSkrzk5WVQXFzB7l2HuODCcyIdkhCiB+hUsuTll19mxYoVXHbZZTz55JM8//zzvPfee2zatIkDBw7w4Ycf8tJLL3HnnXfy/e9/v6tiFkL0MEZ1sTNaL0ZH7AnRU/kbfGxbsgmAcddMiHA0XUOjsSxnlsaJN6vtHEMrCidJ4XKBy3Rma7hcrZcZhsK2NcGgUyIrELpv+Tzgd0pj1dUfX65P2L83DlyJ7ftoNIxQ8kSITvIFmspwRTiQdsjLO16v/LHHHmPEiBGtloXLpk2beO6559iwYQOBQIChQ4dy3333ccMNN7RrP7W1tbz00kvMnz+fAwcO4Ha7GTBgAFdccQWPPfZYmKIXp6NT+mENmIRr9wJ0fHrMXigePHE43qR4aitqOLB5L4POi8wFxexsGFAL+/aF/mbG0My1iFIKn0rFZ6RiaH+LjiAn9gY5zun/Eerl0d7fWPr47BRwyoP1ZPUqgxxrBwl2GfVGVqTDEe00bHg/iosr2CXJEiFEF+nU15MPP/yQ1NRUfv7zn5OQkIAR+nXudrsZMmQIjz32GFOmTOHee+9l8ODBfPnLX+6SoIUQPYjWGOV7wN0zpnIL0ZPsWLKZQIOf9LxMBozNj3Q4p2XrFsmJACc99vmPl7AKBJ3SVSeWsDrb8fNNlxy0dhITKpSgMFTTzA/t7PuEW8vRm+AkRdwuiPNAYkLMXoMTPZQvNKsplpIlLT344IOUl5dTW1tLUlJSm+vU1tZSXV1NVlYWHk/HatWvWrWK+++/H7fbzaxZs0hOTmb+/Pk88cQTFBcX88gjj5zVfg4dOsR9993HgQMHuOiii5g+fTp+v5+ioiI+/vhjSZZEkDVoGsah9ai6UnRSbqTD6RCX28W5F49m40dr2LZ4U8SSJQpF/kCnf8nRUkhLk7FS7WV3R18NdWKT9p6tUaWRaReQbW1nv3FJpMMR7TRseB6LF21h965DaK1R8qEihOikTiVLioqKmDBhAgkJzkXOpg8ly7IwTWf0wYQJE7jgggt49dVXJVkihDhZQyWqvgztaftChhAicjZ+7JTgGnfNhKj54aFxylbV1UJtHVTXHO/rcWJy4vg2x2dsGEYoSeEGb6icVYffmgZbg246pnbuA0Fnn03HaZrtESWnUIgz0rrlzJLYvFz25z//mV/+8pf87W9/Y8KEtmfG7dixg3vuuYfvfe97PPDAA+0+RjAY5KmnnkIpxSuvvMKoUaMAePTRR7njjjt47rnnmDlzJvn5+afdj2VZfPOb3+To0aP8+c9/ZsqUKScdR0SOTszCGjQN1/b3ICHL+cMRg0ZeNp6NH61h1/KtXPHwdXji4yISh2kqhp6jqW+A6mpITeHESRFCdC9lECCefsG1FLmmhq1hvQiPwYNzcLlMqqvrKSk5Rp8+6ZEOSQgR4zo1htEwjFYjtZqSJhUVFa3Wy83NZe/evZ05lBCihzJqDkOgDiRZIkRUKSk4RMlup7H76CvOi1gctq2prdMcKdEUFGrWrIU1a2HTFijcCxUVzowRrZ3kRFwcJCZCaqozYjUtDdJD98nJzmteL3g8TgmtTiUwmmaSuMDtcY4dHw8JCc59XJyTLDE7k5ARIgL8La7Nx1KD95YWLlxI//79T5koAWdQV15eHgsXLuzQMVauXElRURHXX399c6IEICkpidmzZxMMBnnnnXfOuJ+PP/6YzZs38/Wvf/2kRAk4jehFZFkDJqOT+6BqSyIdSofljRpIWt8MAg1+lrw0P6KxxMcrhg11/n7WN0Y0FCEAqDeySbUOkmHviXQoop3cbhdDhjiz/nbvOhThaIQQPUGnvnnn5uZy+PDh5ucDBw4EYOPGjVx55ZXNy3fu3EliojSFFUKcTNUcdoZix+goPSF6qk0frwVg2EVd39j9SIkzO+RMLCtIaZlTQisYdAaeulxOU/OEeClbJUS4tEqWxGgZrqKiIs4///wzrjd06FA2bdrUoWN88cUXAFx88cUnvTZt2rRW65zOhx9+CMDMmTM5fPgwixcvpqamhgEDBnDppZfK76ho4E3Byr8U1+a3wAqAGXv/MJRSXPmN63n73/7KxnmryT//HIZdNOrMG4ZJRrpTkqug0ClJ6Y69Uyp6kKDyYuggucFNlJvDIx2OaKdhw/uxa9chdu06xCWXjo50OEKIGNepZMn48eOZP38+jY2NeL1epk+fzjPPPMNPf/pT3G43ffr04c0336SwsJDLLrusq2IWQvQgRvkeMCNTBkAI0TZ/g4/ti0ON3Wde2KX7tizNnr1OY/MzNSJ3uWxMw2l07k5EynQI0U0aQyW4TEPjitGxDA0NDc2z3k8nPj6e2traDh1j3759AAwaNOik11JTU0lPT2f//v1n3M+WLVsAWLt2Lc888wx+v7/5tYyMDH75y18yefLkDsUouo7V/0LMA6tQNYfRaQMjHU6H5F8wlAm3TmPNO8v5+Lk59BmeR3JWasTi6Z/nlNQ8dBjSUs/8vUCIcGow0ukT3EKh+0p8RlqkwxHtMPzcPD6Yu4bCwiMEgxauWP3yIoSICp1KllxzzTUsXbqU5cuXc8UVVzBo0CDuu+8+/vznPzc3M9RaEx8fzxNPPNElAQshepBAPUbNIYiTElxCRJMdn23B3+AjvV8mA8YO7tJ9NzQ6PT1Sks88itTtUgSkVL8Q3c4XcO5jdVYJQN++fZuTEKezdetWsrOzO3SMpiRLcnJym68nJSVx5MiRM+6nvLwcgKeffpqvf/3r3H333Xg8Hj744AP++7//m0cffZQPP/yQnJycU+4jPV1qtHdE+85bOva4WdgrXwK3Qrlic7DPVQ/NonjLPg7vKmbeL97l7v95CMNsX5bCG+/tsnhGj9IE/EEqj2nS0hTtDCVmuKWcXod053kL6GzSgwUMcBVSHHfyjMFYEh8fH+kQutXgwf1ITo6npqaBw4erGD48r9376G3nrKvIeWs/OWft43JpwD7jel16zM5sPGPGDJYtW9Zq2Q9/+EPGjh3LwoULqa6uJj8/n3vuueeMjQ2FEL2PqjkCvhp0cr9IhyKEaGHTR6HG7jMv7PLG7vX1Tkktl1SVESJqNSdLYvja3rRp03jttdf429/+xj333NPmOq+88gpFRUXcfvvt3Rxda1prwPlt1XKA2T333ENJSQl/+MMfePvtt5k9e/Yp91FZWRn2OHua9PT09p+35HPwpAxEHd2DTu/awQTd6brvfZm/fut3FG3cw2d/W8CU26ef9bbeeC+NDV3baGToUM3OnVBe7vQX62l5BbfLRSAooz/aKxLnzW+7yKxbQaF1HlrF5uyE+Ph4GhoaIh1Gtxs6rC/r1+1hy+a9DBiQ0a5te+s56yw5b+0n56z9AgEAT7ceMyzjNmbNmsUvfvEL/vSnP/GjH/1IEiVCiDYZ1Yedus8xOjJPiJ6opPAwR3YXhxq7n7nef3s1fTeUhudCRC9f0PkHGufWEY6k4x588EESExP5r//6L2bPns2SJUvYs2cPe/fuZcmSJcyePZunn36apKQkHnzwwQ4dIynJmRlbU1PT5uu1tbWnnHXS1n4uv/zyk15rKmV8NrNkRDcwPQQHTwetIVAf6Wg6LD0vkysemQXA8lcWcWh7UUTjSUxQjB4NOTlQXQMtKtEJ0a3qjGzSrCLS7DOXUBTRZfhwZwCmNHkXQnRWD53kKoSIBepYkTR2FyLKNM0qCUdjd4DaWjAkUSJEVPOHZpZ4YrwM1+9+9zvS0tL49NNPeeSRR5g1axbXXXcdjzzyCJ9++ilpaWk8//zz9O/fv0PHaBoQ1lZfkqqqKiorK9vsZ3KiwYOdGQopKSknvda0zOfzdShG0fXs3NHY2SNQ1cVO0iRGjb7iPEZcOhZt28z937fx1XXtbJH2ivMoRo6AAXnOLNQunrwixFkJqARMfOQEJUEda4aFkiUHD5ZRXy9/M4UQHdclE1wbGhrYsmULpaWlrRoSnujmm2/uisMJIXoCO4hRuTfUtVkIEQ3C2dgdwNaamtoz9yoRQkRWYw8owwUwceJEPv74Y9544w1WrlzJ4cOHASeRMnXqVG677TZSUzve3HrixIm88MILLFu2jFmzZrV6bfny5QBMmjTpjPuZMmUK69ato6CggKuvvrrVawUFBQDk5bW//roIE8MkOOwqPMf2o+pK0Umn7iUTzZRSXPXoDRzaeYDqkmMs+O37zHriy11efrM9XKZi2DBNXBzs2w9WEJISARlkIbpRo0qjr7WRvfpy/Ep6a8aK1NREcnPTKCk5xu7dhxg/PnZLJQohIqvTP4F+9atf8ec//5nGxlMP/dBao5SSZIkQopmqPYpqrEbHS0NSIaLFzqVOY/e0vhld3tgdoLHRqTkqyRIhopsv4FyZ9MZwGa4mKSkpPPjggx0utXU6U6dOZcCAAcydO5d7772XkSNHAk75rd/+9re4XC5uueWW5vUrKiqorKwkPT2djIzj9dRvvfVW/vjHP/L3v/+dL33pS+Tm5jbv54UXXgDg2muv7fL4RcfpjMEEz7kC1/Y5EJcM7ths1hqX6OX6J77Ma//6EjuWbCb/gqGMCUMJzvYwlGLQICdhUrAHqmogJVnKd4ruU68yybALyQru4JB7QqTDEe0wbHg/J1myS5IlQoiO61Sy5A9/+AO/+93vcLlczJgxg/z8fBITZZS4EOLMVM0RCDaAW0ZKChEtNs5rauw+ISwjSxsanGRJQmxeUxKi12hu8C6JzdNyuVw8/fTTPPDAA9x1111cf/31JCUlMX/+fA4ePMi3v/3t5hJb4DSU/81vfsNjjz3G448/3rx8wIAB/OAHP+Dpp5/mxhtv5KqrrsLj8bB48WKKi4u5/fbbmTp1aiTeojgNa/DFGJV7MQ5vQGcOAxWbFa77jRzIRXfNYPnfP+WT331A3oiBpOdlRjQmhaJvH/B4NLt3w7EqSE0BIzZPsYgxWpnYuOkXXMch14WSqYshw8/tx7Kl29i161DzoG0hhGivTiVL3nrrLbxeL6+88gqjR4/uqpiEEL2AUV3sPJAvMEJEhabG7obLZMyV4RlVWt8Ampi9niREr+EPOveeHjCzJNzlgqdMmcKrr77Kr3/9a+bNm0cgEGDo0KF861vf4sYbbzzr/dxzzz3k5eXxpz/9iQ8++ADLshg6dCiPPPIIX/nKVzoUmwgz00Nw5A24aw6jqovRqQMiHVGHTb7tUvZv2MPBLfuY+z9vcdf/PIDpjnwdvswMhWe0ZudOqKqClBQwpd2h6AZ1RhYZ1l5S7INUm7H7b7u3OWdIH0zToLKilvLyGrKyTu4FJoQQZ9Kpb0CHDx9mypQpkigRQrSP1hjlheCS4eVCRItNH4cau08dGZbG7gB1tZIfFSIWNJXhivWeJd1VLnjcuHH88Y9/PON6jz/+eKsZJSe6/PLLufzyyzsch+h+OimH4LnX4t7wKjRWgzc2L8wZpsF13/sSf338t5QUHGLZ3z5h+teviXRYACQnKUaP1uzaDeXlzqALOLmNSfNyBSlJYEhSRXSCnySSOUROcKskS2KIJ87NoPwc9hQeYdeuQ5IsEUJ0SKd+AmVnZ3dVHEKI3qTxGKquDB0nDfOEiAb+Rj/bFzmN3cfPDE9tZo2mugaiYKCqEOIMGntAGS4pFyy6i93vfKzyQlx7l2J7EsCIzT90KdmpXPPNm5jzX6+z+p3l7F1XgGkaGC4TwzScm8vE7XGDAsM0UYbCMAyUoVCmgWEoVOh50/KM/tmMv7Zz5T3jvYrRIzVV1WDbJ9w06BbPS8ucmaxJ8jNDdIZS+FQq/ax17NPTCSoZ5Bcrhg/v5yRLdhZz0UUjIh2OECIGdeqb3HXXXcdbb71FVVUVqampXRWTEKKHM2oOQ6AWErMiHYoQAtj52eYWjd3zw3IMnw/8fnDF5jUkIXqVntDgXcoFi26jDILnXotRdRB1bD86fUjMTqMcdtEozr9hMuvfX0XZvpIu268rztXpxvEulyIz48zrGaamsJBQ3c9OHVL0cvUqkzR7P1nWTo64zot0OOIsDR/ej4/mraOw4DCWZWOaUv9XCNE+nbpk8fjjj7N+/Xoee+wxfvrTnzJw4MCuiksI0YOpmiPO0K8YHXknRE+z8aMWjd3D1D21qbm7Ny4suxdCdCFfc8+SyMbRGVIuWHSruGSCI6/HveZlVH05OoYHBF3+0HWMueJ8GmrqsS3buQUt7KCNbdsYhoGvwYcdtNC2xrZttG1j2xpt22iraZmmoriMXcu2sujFeeSfdw5JmeEviZOZAUVF4A+AxxP2w4kezFZuNIq+wQ0cMcfHbBK0t8nrn0l8vIeGBj8HDpSRn58T6ZCEEDGmXVcq77333pOW2bbNunXruPbaa8nLyyM3N7fNKbZKKf7yl790PFIhRI9hVOwFU369CBENju45zJFdTmP30VecF7bjNDQ4pTKkhrgQ0c/fVIYrhsc0SLlg0d3srOEEh8zAteMDiEsClzfSIXWIUorcof1O+bo33ktjw6n7ALVkWxavlFRSsvsQC347l5ufurNT5bjORlISpKVCeYUkS0Tn1asssoM7GMcrNKp0AiqegEo4fqPpeTwWcZJQiQKGYTBsWD82bdrH7l2HJFkihGi3dv0E+uKLL075mmVZFBUVUVRU1ObrnflSNGfOHNauXcuWLVvYtWsXgUCAZ555hltvvbVd+7Ftm1dffZU33niD/fv3k5CQwOTJk/nOd75Dfn5+m9ts2rSJ5557jg0bNhAIBBg6dCj33XcfN9xwQ4ffjxC9WqABo+oAeKSQsOh9bMvGCgSxghZWwHIeB6zQ8+BJrwUDFnbQIti0XvPrznPbskL3zqhPq+k+2GJZaD8nbtv02N/gB5zG7olp4ft3WVcn1TCEiBXNDd5juAyXlAsWkWANmYFRuQ+jZCs6c1ivv3BqmCYzv3ULf/v27ylctYMdSzYzcsa4sB5TocjJ0ZSWO71MlFTgEZ3gUym4aaRfcAMGAZxvswqw0biwcGErNxZuCt1XUOS5OMIRC4Bhw51kya6dxVx19XmRDkcIEWPalSz55JNPwhXHaf3qV7+iuLiY9PR0cnJyKC4u7tB+/v3f/50333yToUOHcvfdd1NeXs6HH37I8uXLef311xk6dGir9VetWsX999+P2+1m1qxZJCcnM3/+fJ544gmKi4t55JFHuuLtCdGrqNoj4KtFJ/eJdChC4G/wUV509DRJiRZJjIBF0B901vEHCfqDoURE6HmL5S2XNa/nD2IHrUi/5TYpw+DCm6aG9Rg1NWDG8Ch1IXqTntDgXcoFi4hwxREceQPumiOomsPolFPP0OgtsvNzmXr7dJa/8imfvPABA8cPITE9vIOmMtLB64VGH8RLX27RGUpRq3JPXq41CguTAAZBEuwKmVw8dAABAABJREFUBgcXc8Q1Dr8R/nJz4vSGD3c+e4uKSmls9OP1yjQzIcTZa9dli7y8vHDFcVpPP/00gwYNIi8vjxdffJGf//zn7d7HypUrefPNN5kwYQIvv/wyntCc3Jtvvpl/+Zd/4T/+4z/4+9//3rx+MBjkqaeeQinFK6+8wqhRowB49NFHueOOO3juueeYOXPmKWekCCHaZlQfBssPpjQuEJGlbZtXvvci5UWlEYvBdJmYbhemO3TvMo8/dputXne5XRih5y636TwOrW+YJobLwDSPLzdcBoZpnrRPV8vjhR7HpyQQn5wQtvcZCGgaGsEtyRIhYkJTzxJvDCdLHnzwQSkXLCJCp/TDGn4Nrk1vgK/WKcnVy0267RJ2r9jG0T1HWPi7udz45O1hLcfl8ShysjRFByVZIsJEKTQugqFLagEjgUy7gH7WevYZ0yMcnMjITCYrK5myshoKC44weowMmBBCnL2YuGxx0UUXdXofb731FgDf/va3mxMlAFOnTuXiiy9m6dKl7N27l8GDBwNOcqWoqIhbb721OVECkJSUxOzZs/nOd77DO++8w3e/+91OxyZEb6KqDjrz4Xt5WQIReUd2F1NeVIphGqT2SW8jKdGUWHCSGC6PC9PjCiUrXM7z0H3T4xOfN90npiRi2VbztmYo2RHuut3Roj7U3D0xfPkYIUQX8ofKcHlcsVuGq2X54HCWCxaiLVb/iaiKPbj2LQPjTD+5FXZKHnh67h9J02Uy89u38PfvvMDuz7exc9lWRlwyJqzHzMyEg4cgGARXTFz1ELFMKxOfSmZgYAXFrgkEVGKkQ+r1hg3Po6xsB7t2FTNq9AD5Wy+EOGu95mvDqlWrSEhI4IILLjjptaZkyerVq5uTJU0/sC6++OSak9OmTWu1jhDiLNkWRsUe6VciosLO5dsAGH7xaK7//m1hPVZ7mqH2RA0NYNlgSnN3IWKCrweU4YpU+WAhADBMgiNmoRMyUXbwtKuq8gKMqmK0p2ePfM4Z0pdJt13CyteX8Mnv5jJw3GASUsN3QTktFZISnQEbyfLTQ3SDWpVDhr2HvsH1FLmld0mkDRvejxWf7+Dz5TtYuWInbrcLj8e5uUP3ntCy+IQ4DEPhcbtwe8zmdU/axm3i8bhP2o/b7cIwJBkjRE/RK5Il9fX1lJaWMnz4cMw2rtQ0ldLat29f87Kmx4MGDTpp/dTUVNLT09m/f384whXi/2fvzuPjKK9E7/+eql6l1m5ZtmR5X/COjW1WB2NWA2aAkIQskEwSklwwE8g24b7k3kySmSxM7s0NZCE3M2Eyl2QIBBIwYGwDAWy8ghfwbtmWbMmSZe1bb1XP+0dJsmTL1tZSqaXz/Xyarq6urjpqrFZXnec5Z9hSTZWollp0MNPtUMQIp7Xm4MY9AEy/crbL0Qx/zc2tC3IOIURSaCvDlczJErfKBwvRLpCBNf3GbjczD67FqCoahIDcd/knrubwpn2cLj7F679+mZX/+PEBO5ZhKPJGaw4dBjTyHUQMOK08xEhlfOxdyjwLiavhO1ssGUyfnt9eisu2NZFIjEjbaJAB4PWarUkUb+eEzFm3jokYr9fscG/i7bTexO/z4vd78fk9eEZQVQIh3DYikiUNDQ2AU0KrK23rGxsb29e1LaelpZ33NeXl5d0eOysrq1exCnnP+ioZ3je7oQhbxSE9G6UMt8MBnBH/oneGw3t28uAJ6itq8Qa8zLxyDt5BaPo3HN63vgqHY/h9Gq+n91/wvVI7o9fkPesbed/OiLSW4UrxG336vRVC9JxOz3fK09oWGMN7Cqbp9XDTQ3fw9Nf/Lwfe+ZCLls5h2hWzun9hH+XkQHEJRKLgl3aJYhA0GqPJso8yNr6b497L3A5nRPP7vXzzHz9KJBIjGo0Ti8WJRuNEIzGiMYtoNEYs6qzTWtHcHO60XSwWJxa1iMbi7dtF2/YRPbOuTSxmEYtZNDVFBuTnMQyF338meeL3e/H7Wpd9Z9b5fF78bct+L36fx7nvuJ1PEjBCXIicFQ6wmpoat0NIKllZWfKe9UGyvG+e0v2Y0Sg6HHU7FEBKI/XFcHnPPnh9BwCTFk3H0jbWAP9Mw+V964u4pamtc64DxS5cieQcXo+HWLyXLxrh5D3rG3nfOovEnFMEj2kRi9tdbpPEk06EGFJ0+linRG20CQLpbocz4MZMK2DJR69ky7PvsO6Xqxk3ZyLB9IEZgZ+SAlmZUHlakiVicNjKS5wg42MbKfNcjKVG7mCpocAwFMGgj2DwwgPjgsEgLS0tvd6/1ppYzGpNoMTaEylnJ1S6fC5mEY/F25Ms0Vj8nMdt+wCwbU1LS5SWlsRdSzEM1Z5c8bUnUlpnwbQlY3wefH5nXVuyJhD0EQj4yMwIoQxNIOAjEPDi9colZjE8jIh/yW2zQzrOHOmobX3HmSdty22zUrp6zflmnQghuqA1qqoIvEG3IxEjnJTgGlzh1ubuI3hijRBJp71nSRI3eN+2bVuvtl+8ePEARSLEhelgNjolG9V0Gj0CkiUAl39yGYc276f6eCVv/t9XufnrHx2Q4ygUubmaU5Vg22AMjYntYphrMMaQaR9jTPwDSr3yt2U4U0q1l9eCgTnZsW2baDTeWkYs3l5OLNp6H4k4SZVItG2dk5yJRJxZNJHW17bNqomclYAJh6OEEzSY1eMxCQS8TJ48hk/fs0z6uIikNSKSJSkpKeTm5nLixAksyzqnb0lbf5K23iUdl4uLi5kzZ06n7evq6qipqWHBggUDGbYQw0u4DqOpEu2TJKNwV+XRCmpPVuPxeZi8aJrb4Qx7zS0Qt8AcEd84hBgeInHn5DaZe5bcc889vSotsW/fvgGMRogLUAo7Zxpmzcjph+nxeVnx0O384Zu/Ze+bu5ixdA5TlswYkGNlZ0EwCOGwM9NEiIFmKy82PsbH36XcMx9LDXy5XzF8GYbROnMjcf+OziRg2hIrZ5IsTlKlQ8Klw8yYSCROJBwlHI7R0hIhEonT0hIhHHZG2cTjFo2NFrt3H+Pa8hry87MTFrMQgykhly7i8Th/+9vf+OCDD6ipqWHevHncddddAFRUVFBTU8PUqVPxuFgLesmSJbz88su8//7754wc27BhA9B5RNnixYt58skn2bBhA7fcckun7Tdu3Ni+TyFEzxiN5RBpgKwct0MRI1zbrJJJl0zDF5SaDAOtbUa7lMMVInmcmVnibhz9cfvtt3eZLLFtm5MnT7J3714aGxtZvnw5GRkZLkQoxBl2RgEmgNYj5g/m2BmFXHL7FWx/fiPrnniRgl+uIhBK/Ax0r9eZXVJcLMkSMXgajDFkWscYbX3ISc9Ct8MRopNEJWDaypfZtiYSiRFuifL//vNvlJRUUlZaJckSkbT6fQq0detWvvWtb1FRUYHWGqUUsVisPVmyadMmHnnkEX72s59x44039jvg7lRXV1NTU0NWVhbZ2Wd+MT/+8Y/z8ssv87Of/Yzf/e53+Hy+9vg2bNjA4sWLmTRpUvv2l19+OYWFhaxevZp7772XmTNnAk75rV/+8pd4PB7uuOOOAf95hBguVMNJ0DYYSXzlRSS9jiW4BrKhqDijsRFkBrYQycO2Ido+syR5y3D96Ec/uuDztbW1PProoxw+fJhnnnlmkKISoms6baxTqjbWDL5Ut8MZNFd+ejlFW/ZTU1rFm//3VVY8fOeAHGdUDpwohXgMPEk8Y04kD0v5sfEwIbaRCnMutpJ/eGL46tgbZvyEXEpKKiktrWLRYqniIJJTv6p2HjhwgC996UtUVVVx77338n/+z/9B684nVTfeeCOBQIC1a9f2+TjPPvss3/72t/n2t7/NmjVrzlm3fv369m2ffvppbr75Zp5++ulO+7jsssv42Mc+xvbt27njjjv4yU9+wj/+4z/ypS99iVAoxHe/+91O23s8Hn7wgx+gteZTn/oU3/nOd/jxj3/M3/3d33Ho0CFWrVrVKbkihLgwVX0MTPmSKNxVVVJJ9YnTmB5zwMo9iDNsW9PQAF751RciaUQ79LlP5jJc3cnMzOSxxx6jsbGRn/70p26HI0Y4HRqNDmSgIl33yxyuvH4vNz10ByjFntd3UrRl/4AcJz0d0kLQEh6Q3QvRJWd2yVFyLSnzKEaOgnFOJZHS0mqXIxGi7/o1xPsXv/gF0WiUf/u3f+Pyyy/vcptgMMiUKVPYu3dvn4/z3nvv8cILL3Ra9/777/P+++8DUFBQwHXXXdftfr73ve8xY8YMnnnmGf7zP/+TlJQUrrnmGh5++OEuEx+XXXYZf/jDH/j5z3/Oq6++SiwWY+rUqXz1q1/ltttu6/PPI8SIE49g1B0HX8jtSMQI1zarZMKCKfhTpeP4QAtHnAuvvmF8wVWI4SYyQpIl4JynzJ07lzfeeIPvfe97bocjRjLDg509BfP4ZrcjGXQFM8ez6A6nHNfaJ17kczPHE0xPbL0sQynyRmtqa0dUpTPhMksFAIPxsXc5Zc5CK6mwIIa/ggKnwk9ZaRW2raXJu0hK/fq03rZtG/Pnzz9voqRNfn5+e5+PvvjRj37U7VT6Ng8++CAPPvhgl88ZhsE999zDPffc0+Njz5s3j9/+9rc93l4IcS7VcBIVaUCH8twORYxwbcmS6VfNdjmSkaG52Sl5kZr4EuRCiAESiTkntR5TY/ZrDnpyaG5upr6+3u0whEBnFkLxxhF5Nf/KTy/nyNYDVJ84zetPvsyt3/xYwo+Rkw1+P0QiEJDxMmKQNBhjyLEOk2sd4JRHzj/E8Dd6dCYej0kkEqeqqp7cXOkLJ5JPv06BGhsbycvr/uJnNBrFtu3+HEoIkcSMhnKIR8CUZtrCPVXHKzldfArDNJh66UVuhzMitLSABtQIuOAqxHAxHJq799Qbb7zB9u3bmThxotuhCIGdPhZMH1gRt0MZdF6/lxUP34kyFPvf+qB9cEsiBYOK7CwISykuMYjiKgjYFMbedfp3CjHMmabB2LFZAJRJKS6RpPp1GpSbm0tRUVG32x08eJD8/Pz+HEoIMRTFwngOvQYttaDjKNsGO+58EdQ2yo6DtiAedUbIjbBRcmJoOfSuUw5y/MWTCYRkqsNgaGwC+a0XIrm0J0uSvATXI488ct7nmpubOXbsGAcPHkRrzec///lBjEyIrunQWPCnoSKNaM/Im/owdsY4lty1lC1/ept1v1zNuDkTSclIbLP73FwoPwW2BYaZ0F0LcV6NxlhyrYOMsg5y2iMDtsTwVzAuh+PHT1N6oor5F0uvZ5F8+pUsueqqq3j22WdZt24d119/fZfbPP/885SVlclJiBDDkHnsHczD61tnjKgOCZFz73V6obvBihGvbZTijCtlCvxg0EhzdyGSUSTupDj9Xu1yJP1zdr/DruTn57Nq1Spuv/32gQ9IiO54A1iZ4zErPoTUUW5H44rLP7mMoq0HOH2sgnW/eInbHvkEKoGDrbKyICXoNHpPTWweRojziqkUFBbj45s4bU6XKddi2Mtv7VtSWlrlciRC9E2/kiVf/vKXefnll/na177GF77wBa699loAwuEwBw8eZP369Tz55JNkZmby93//9wkJWAgxNKiaY3iO/A2C2ejUXLfDEeKCasqqOHWkHGUYTJESXIMiEoFIFDwjoJSPEMPJcJlZ8vvf//68z3m9XnJzcxk3btwgRiRE93T2RCjb4XYYrvF4Pax4+E6e/tqTHHp3Lwfe/pCLrp6buP2bitG5mqPHIDUFmf4qBk2jkUdufB/Z3iNUm1OdlVpjEsMkiqkjeIhg6igmMZxCtuentG7dRqPQKGxU6+NA1Es0HkZhd7ebdloZ2JiAwsZEY6CViY2Bxmw9Sk+SPKp1X57W/ZjYytlfx3VScWJ4G1eQAzjJEq11QpPeQgyGfl3CKCgo4Mknn+Shhx7i17/+NU8++SRKKdasWcOaNWvQWpOdnc0TTzxBbq5cTBVi2IhH8Rx4BaKN6OypbkcjRLcOtpXgmpf4kg6iay2tzd2DI6+SiBBJ7UzPkuSaWXLvvfeydOlS7rvvPgCUUowaNYpJk6T8g0geOi0flAlWDMwkz1j2Ud6UsVz2iat59w9vsv7XqymcN5HUrLSE7X9UDhw/AbEYeH0J260QFxRVIdI4yYzIy8SVDy8teHUYQ8cwsFDawsC5KSx6muVoS5C0PQKNGfNgWVYfI23bl9GehqHDfc/2YJxJrijV+vjMuhYji13+zxA2MvsYoxjqxozNwjAUTU0R6uqaycyU82+RXPo93nPRokWsWbOG5557jk2bNlFaWoplWYwZM4bLL7+cu+++m/T09ETEKoQYIsxjGzBO7UdnTpBRISIptJXgmi4luAZNcwvYGgypNCBEUjlThsvlQHpp69atFBQUtD++5557uPPOO/mXf/kXF6MSonfstLHgD0G0EYJZbofjmks//hEOb9nPqaKTrH38RW7/zqcSNjI5LQ0y0qGmFjIkWSIGUZ0xjnS7FLt9toWJjUmMANpwlttnXvRApwRGh98Pr8dDjHjfA9VnZqx0nLnSwxe3bt8620Xbrevs9nWj4gcZZ2zhsP/GvscohjSv18PovEzKT9ZQeqJKkiUi6SSkOEYoFOJzn/scn/vc5xKxOyHEEKZqj+M58iYEMsDjdzscIbpVd6qWikNlKEMx9bKZboczYjQ3S3ULIZJRJOrc+5KshJ7X66WlpaXTOq2Ta3aMEPjTsNPyMGqOo0dwssT0mKx4+E7+86FfU7T1AHvf2MXsay9OyL6VUowbp6mtg2gUfJIwEYMkroLUmhPcDqN7bT1HWx/26y9pFycDCpvC+GZKvYtoMXL6s3cxhBUUZDvJktIqZs8Z73Y4QvSKjPcUQvSc1Vp+K1yHTh3tdjRC9Mih1lkl42ZPIDUr5HI0I4NGU98g/UqESEaR1sGoAV9yJRomTJjApk2b2Lp1K2VlZQA0NzdTVlbWo5sQQ4JS2NlTId7S/bbDXO7EPK781DUAvPGbV2g4XZewfedkw+jR0NREP68ECyF6q0mNIkVXMS62xe1QxAAq6NC3RIhk06/LGD/72c9YuXIlU6ZMSVQ8QoghzCzZjHFqLzpzvJTfEknj4EanX4mU4Bo88Ri0hCVZIkQyisRay3Al2e/vxz/+cf7lX/6Fz372s+3r1q5dy9q1a7t9rVKKvXv3DmR4QvSYTs93vmfbFhg9K8czXC3+6JUc2ryP8oOlvPbzv/LRf7onIeW4lFKML9RUV0NzGFKCCQhWCNEzyqBZZVMY30KpdzHNhvQ3Ho7akiVlpdUuRyJE7/XrNKitqfvMmTO57bbbWLFiBXl5eYmKTQgxhKj6UjyH14MvDTzSsVkkh4bTdZTtPw5KMe1yKcE1WJpbnIRJqpSnFSLptDd4T7KeJffeey9jxozh9ddfp7y8nC1btpCTkyMN3kXS0eljwZsKsSbwj+zen4bplOP6/T/8imPvH+YvP/gjKRkpGKaJYRqdbso0ME2T0VPHMmXxjG73HUpVjCvQFB2BgF96rAkxmJrVKEbZBymMbeaAf6Xb4YgBkF+QDUBtbRNNjWFSQ3INSSSPfiVLvv71r7N69Wr27t3Lvn37eOyxx1iyZAkrV67khhtuIBSScidCDAtWDM/+V6GlFp0zze1ohOixQ+/uA6BgZiGhnJF9wWEwtbSAbYMpFx6ESDrR1gbvPm/y1aa54YYbuOGGGwC46KKLWLp0KT/84Q9djkqI3tEpOeiULFRzDXqEJ0sAcgpzueqea3nr31+jaMv+7l+gFJ//1YNkjxvV7aYF+VBZCY2NkC5vtRCDRymaVQ7j4ts44V1CkyGDroebQMDHqFFpnD7dQGlpFdNnFLgdkhA91q9kyX333cd9991HUVERL774Iq+88gqbNm1i8+bN/NM//RPLli1j5cqVXH311Xi9STY8TQjRzjy+FaPiQ3RGoZTfEknlYGu/EinBNbiam1sX5ONCiKQTbptZkmRluM62atUqZs6UGYUiCSkDO2cqZt3f3I5kyFh0++WkZKbSVN2AbdvYcRvbar3ZNnbcwrZsSnYfpfp4JXte38HSz17f7X69XsX48Zq9+5wZsR65ZCHEoGlWOa2zSzax33+72+GIAZBfkNOaLKmWZIlIKgk5DZoyZQoPP/wwDz/8MLt27eKll15izZo1vPbaa6xdu5a0tDRuvPFGvv/97yficEKIQaQayjEPrwNfKniloK9IHo3VDZzYWwLAtCtmuRzNyFLfAObILrMuRNJqK8MVSPKLhqtWrXI7BCH6zM4Yh6k1aC0DlQBlGMxefnG32x3YsIeXfvQMe97YxZWfuRajB1Ncc3NhVCWcqoSsDGSghxCDRSma1CgK4u9xwnspjcZYtyMSCVZQkMPuXcekybtIOgkvkDF//nweffRR3n77bf7t3/6Nm2++mfr6ep577rlEH0oIMdDsOJ4Dr6Kaq9ChMW5HI0SvHNq0D7Rm7IxxpOdmuB3OiBG3NM3N0txdiGTV3uA9CctwCTFc6LR88AYg1uJ2KEllyqUzCISCNFbVU7LrSI9eYyjFhELweSEcGeAAhRCdtKhsArqO8bGNbociBsCZJu+SLBHJZcCqiW/bto01a9awYcOGgTqEEGKAmSe2YZzcJeW3RFI6U4JLZpUMppYWiMXAK8kSIZJSNO7c+5J8ZokQyUyHRqP9Gahog9uhJBWP18NFV88F4MPXd/T4denpivyx0NwC2h6o6IQQ51CKRpVLfnwHaVap29GIBCtobfJeWVlPuK3OqxBJIKGXMvbt29feu+TUqVNorQkGg9x6662sXLkykYcSQgww1XgK89A68KY4NyGGiNqT1Wz78waiLVEsy0JbNlZrreq2mtW2ZXPy4AkApl0h/UoGU0sLxC2ZWSJEsooMk54lQiQ104udPQnzxDZAGh/3xpzrFrDz5a0c3rSPcGMLgVDPygiPGweVp6GxGdJCAxykEKJdWGURsg8xIbaRD42PySDNYSSUFiQjI4W6umZOllUzabL8PRPJod+nQcePH2f16tW89NJLHD16FK01Ho+HpUuXsnLlSq677jqCQelzIERS0TbmofWoxkr0qGluRyNEJ2/+31cp2nqgR9sWzBpP5pisAY5IdNTcVjFEznOESEphKcMlxJCgMyegSjYjv4m9kzc1n5zxo6kqOcWBDXuYf9OiHr3O71OML9TsPwBWHExJGAsxOJSiUY1mbHwnx72XUWeOdzsikUD5BTnU1TVTWlolyRKRNPr1FeDuu+9m165daO18hbv44otZuXIlK1asIDs7OyEBCiEGn1GxF7PsPXR6PqgBq9YnRK/VV9ZxZPtBAK6651p8KX4M08T0GBimiWEaGK3Lpsckf2ahyxGPPI0NYMjHhhBJa7g0eBci2dnpY9GmF+IR8PjdDidpKKWYc93FvPXva9nz+o4eJ0sAxuQ5jd6rayBT2t0JMWjCKoOQPsX42Lt8YEgJ8OGkoCCHfXuPS5N3kVT6lSzZuXMnkydPbi+zVVgoF6WESHqxZjyH1gIK/GluRyNEJx+sfQ9ta8bNmchln7ja7XDEWWxb09go/UqESGZtPUtkZokQ7tJpY8Cfhoo2oiVZ0iszl83n7afWUbbvONWlp8kuGNWj1xmGYsJ4TV0dRCLgl7ddiMGhFA0qjzHxXRz3XkatOdHtiESCtPUtKS2tdjkSIXquX5cz/vznPzN7ttSCF2I4MY9tRNUcRWdNdjsUITqxLYsPXnsPgItXLHY5mpHH1ppI2OlHYlkQjzu39mULohGIRCEgFxeESFqR1jJcPkl6CuEubwp2xjiMU/shJcftaJJKKDuNiQuncnT7Ifa8vpOl917X49dmZjozTI6Xgs8nA9yFGCwRlU7IPsWE2AZqjQnn/eUzdZRMu5is+GGiKkSJb+kgRyp6o2Cc8/eroryGeNzC4zFdjkiI7vXrNEgSJUIML6q+FM/RtyGYDabU3xBDS9HWgzRWNxDMSGXqFTPdDmfEKS2FY8Vg26033bktiQYMBYYJXvn4ECIpNUegMews+5Ps9/jaa6/t82uVUqxfvz6B0QiRGHbWJIyTu90OIynNuW4BR7cfYu8bO7ny08sxzJ7VCFU4vUuqqqG5GVJTBzhQIYRDKRqNPPLiH5LlPUKNOaX9KVOHybKOkWMdYrS1h1T7NB7ChMmg3hxHrTnJxcDFhWRmppKS4qe5OUL5yRrGFfZspp8QbpIxY0IIh21hHloH4Tp0jjR1F0PPrle3ATD3+gV4pM7ToNJac6rSmUGSmur0JDEU0sRdiGGgoQXe3W/ytz0m2w6bROPOL3YokFxluEpLS90OQYiE0+ljnT+6dhwM+e7TG1OWzCAQCtJwup6S3UeYuGBqj18bDDoJk0OHnYRJSsoABppglgUNjYB2BrK0Ucr52qbUmRuqZ1/lTPPMTfrSiYEUMdIJWRVMiG2gwRjbmiA5SJ61hxS7GkWciEqj3hiLhZ9s+zDToq/xfuDzWMrndviiC0opCgpyOHSojNLSKkmWiKTQq29c1157LUopfve731FYWNirEVwyYkuIoc0o3415chc6vUDmm4shp7a8mmPvHwZg3o09b9QpEqOxybmlBMEj12qESHp1zbBhn8lbezxsLzKIW2f+7heOslmxIM6E3ORKluzfv9/tEIRIODttLPhCEGmEYKbb4SQVj8/LRVfPZefLW9mzfmevkiUA+fmgNRw9BvX1kJY29E+RIhEnuZOTA9lZzixg2wa7tYSqZbfeW846uwcf87YNsZizb8ty3hONk2QxTTA94DF69t6cczh9gecAK66JW93vtz9MU77bDjUNxhjy4h+SaZUQ1DUobRM20qkzxp2TEKkzxpNr7aMwvplj3o+4FLHoTn5BdmuyRPqWiOTQqz8LbSO24vF4p8dCiCQXacBzaL0zYs0nc83F0LN7jdOrZOKCKWSOzXY5mpGnthbiMfDKx4MQSauiVrH5oMlbe0x2HDWw7DNXtiaNtrl6tsWyOXEmjdZD/oKgECNGIBOdmouqL0NLsqTXZl+7gJ0vb+XQpr1EmsL4UwM9fq2hFIXjIBh0ZpjU1kFGmlNudMjRzqAWy4bxhTBpIng8ifkg12gsy0mWtPWmi0ahJewkZsItELPoOtvRHdXprkvWACdLmlsgNcXpTyOGhqhKw6eaMYhTa4zHVuevC2opPxGVzqTom5w2p9FojB3ESEVPjWvtW1J6osrlSITomV4lS84esSUjuIQYHjxH38aoK8HO7t2IKyEGgxWL88G69wGYL43dB51GU1npjByUsltCJI+4BR+WGGw+aLL5oMmRis61U6aOsbl6dpyrZ1tMHJ1cs0iEGDGUws6Zill9xO1IktKYaflkF+ZSfbySA+98yLybej87eVSOIhDQHDwI1bWQFhpavdls25n54vfDtKkwZozTdyVRFAqPCZ4UJ6lwzvG1Jhbt2SyVM/vkTAkw1XldR4GAl3B4YLMlRUegrAy8HlBSYmzIaDTyer6tyiPHPsjU6Fp2+T+DVkMxozmy5Rc4yZKTJ6uxbRtD6vmJIU4mHAoxwqmaY5jFG9Epo4boUCkx0h3atI+WuiZSs9OYvGSG2+GMOE2tJbgCfrcjEUJ053QDbG1Njmw7bNIUOXPlyVCaWYU2V8ywuHq2ReEoSZAIkQzs9HxMNGhbrub2klKKOddezNtPrWPPGzv7lCwBCKUq5szWHC6CkxUQDECg55NUBkwsCg1NkJXpJErS0wZ/VIuhFP4B+o7o8ylsa2B/pskTNQ0NUN8IGekDeigxUJSi3ihkTHwXp8zZlHmlZPNQM2pUOn6/h0gkTuWpevLGZLodkhAX1K9kySOPPMIll1zCXXfddcHtnn/+ebZt28YPf/jD/hxOCJFoVgzPoXUQbUJny5RVMTTtWrMdgLk3LMT0SEJvsNXWOrWqQ1KCS4ghp6oBPigx+bDYYMdRk0MnO19IzUjRXDrN4rLpFounWWQkUZPiRNBa8+KLL/L6669TXFxMU1MTWp+bJJLeimIo02n5Th3MaBP409wOJ+nMumY+7/x+PaV7S6gprSKrdYRzb/l8iotmaIJBKD4O8XjrdyM3Zt1qp3xUNAoFY2HKZCc+0Xt+v2LKZM2HeyAcHhpJMNF7MZWChY+psXVUm1MIG1luhyQ6MAzF2LHZHDt2ihOlVZIsEUNev5IlL7zwAkC3yZL333+fv/zlL5IsEWKIMct2YFTsQaePG/odC8WIVHW8kuO7j6IMxbwbLnE7nBFHo6k87TS/lBJcQrjLtqG4UvFBicEHxSYfFBuU1Zw7yvyiAovLpttcNsNiRr6NOUIHokejUb785S+zefPmLhMk4CRJzvecEEOFTh2FDmaiwvVoSZb0WignnYkLpnL0vUPseWMHV91zXZ/3ZRiKiROdhEnREaitd/qYDOaEH21DfYPTlHz6NKcRvSHncf2SnQ3jCuBosVNizZSxWUmpwcgnxz7MlOh69vjvkusbQ0xBQQ7Hjp2irLSKSy6Z4nY4QlzQoJThisVimPIXR4ihpaUG8/B68ATAG3Q7GiG6tLt1VsnkRdNJH53pbjAjUHMTNDTKKDsh3NDQAvtLDfadMNhz3OTDEoOGls4n/kpppuRp5kywmDve5pIpFtkhlwIeYn73u9+xadMmrrnmGh555BF+8Ytf8OKLL7J7926OHz/OK6+8wr//+7/zyU9+km9+85tuhyvE+RkmdvYUzCN/Q0UbLrytbaNzpklp3bPMvm6Bkyx5fSdXfGo5Rj+yyArFmDyn8fvBQ1BTC92V3zdNnbBG5bYN6elO2a2sTLkYnAgKxYTxmvp65/9nZgYySCgJaWXSoMYwLr6NSs8sTnlmux2S6KBAmryLJDLgyRKtNXv37iUrS6bBCdEvsTBG1WF0IB2dkgPelL6PltAaz5G/YdSXYedMS2ycQiRILBJjzxs7AZi3QmrPuqG2zqmHHRphpXuEGGzROBwudxIj+44b7Cs1OH763KtvAa/Td2TueJu5EyxmFdqEJJnZpVdeeYWMjAx++tOfkpKS0t5M1Ov1MnnyZFatWsVll13Gvffey6RJk7qdKS+Em6zJy7CzJ194I23j2f8KqrkKHRo9OIEliamXzsCfGqDhdD3HPzjKhIv7P6o5I93pY1J2EuxuEiFer0EslphsiWlC/lgIBORqfiJ5PIopUzS7P4Cmlq6b2YuhL2JkkGJVMzW6lhpzIjEldYSHivyCbABKS6vRWqNk5o8YwnqdLLn33ns7PX7nnXfOWdfGsixKSko4ffo0f/d3f9e3CIUQAJhH38JzcA0YHvAG0YEM7PRx6NBo7LwJqLgXnZJ9JomiNdhxsGNgxVBWFKzW5aZKzJIt2KExMvJMDFkHN+4h3NBCWm4GkxZKUm+waTSnpQSXEAkRt6CmSVHVoDhd79y3LR8uVxwuN4h30cS2INtm5jjnNneCzdQxNtK6qWdKSkpYtGgRKSnOFa+2k3LLstpnvC9atIiFCxfyhz/8QZIlYkjTqaPQqaO63c6uL8U8/DpIsqQTj8/LRVfPZdcr2/hw/Y6EJEsAggHFlEndbxcIegi3xBNyTDFw0tMUEyc4M4biXvB43Y5I9EWdMY5s+wiTom9x0H+z2+GIVnl5mZimQTgcpbq6kZwcKSsphq5eJ0u2bt3avqyU4vTp05w+ffr8B/B4WLZsGd/61rf6FqEQAlVbgufo2+BPd2oVx1pQTVWYtSdAW9iHfPhs1ZpESXdeFI+grDhoy5mvra3Oy0pBMNPVn0uIC9n16jYA5t+0qF/lEkTftDQ7NbEDfrcjEWJosm2ob4HqRkVNo3Lum5zltsdtSZGaJtD6wlnHjBTdmhixmDXO5qJx9ohryJ5IhmEQCp2pSdaWNKmuriY3N7d9fV5eHm+88cagxyfEQLDGzMU8tsFpBu+TEdUdzbn2Yna9so1Dm/YRaQrjT5VpeeJc+WOhthYqTkFmprS9SEa28tKkRjE+tpFTnpnUmj3IaIoB5/GYjBmbRemJKkpLqyRZIoa0XidLXn/9dcApr3Xddddx4403njcR4vV6ycrKwuuVlLwQfWbF8BxcC5EGpwaxUuAJoIMdStsF/OiGOoi3oJqqnW2UCcpAG61d6gyjdV2HZSGGqMpjFZTtO45hGsy5fqHb4YxINbUQjUKKXKwVI0TccvqE1DYpapsUdc2qdRlq25c73sDuJgHSkWloskOanLTOt/GjnCTJ2CwtF2USKC8vj5MnT7Y/Hj9+PAC7du3iuuvONHg+cOAAqalyUVkMDzprInbWRIzqo2hJlnQyZvo4sseNovrEaQ5s2MO8Gy9xOyQxBBmGYvJkTWMjNDZCmlzPTUotKptsXcS06Gu8H/g8lvKdf2Ot8djNeHXzgMWj26fpq7Med0+h2/fS+XHi2Xix8A5YlrCgIIfSE1WUlVYxb97EATmGEInQ62RJQUFB+/KqVauYOXNmp3VCiMQyS9/DqPgQnVF43j9aSinwBsB7VhJFiCTVNqtkyqUXEcqWs5TBptFUVbXmVeXirUgitg3NUWgKKxrDzn1TBBrDiqawoq4Z6lsUdU2KuhZFfTPUNzuJkcbwBU6kLyAjRZMV0mSltt6HNNmty20JkVHpmowUkElyg2f+/PmsXbuWcDhMIBDg6quv5oc//CH//M//jNfrZcyYMfzpT3+iqKiIa665xu1whUgMZWAXXIJRecBppCHldtsppZh93QLeeWode17fIckScV4pQcWkSZq9+yEaAZ/Msk4+SlFnFJJr7WNC9G2qPVPw6Wa8ugmfbsKrmwnqGgK6Fr9uwB+1sOPRhB3+3GSI6vBcTynOJEg6773zVolJnmgUGoOYChJWmc7NyCCmUoiqVGI493F1ZlZewAqi7JYu9mUQUenYqvPA+YK2viXS5F0Mcf1q8L5q1apExSGE6EpzNebh9eAJgjfodjRCDIpoOMreN3cBcPHNi12OZmRqaYG6eghIhQoxgLSGmAUtUWiJKOc+6tw3RxUtkQ6P258/s67tNc1RRXPESYw0R7svd9WdtKAmM1WTmdJ6nwqZqZqMDuvakiKZKUgPkSHqxhtv5J133mHjxo1ce+21TJgwgc9+9rM89dRTfOUrXwGcmfLBYJBvfOMbLkcrROJYo2dhpuSgWqrRqbndv2AEmbVsPht+v57SvSXUlFaRVZDjdkhiiBo9Gurq4PgJp3eJIYMdko6l/ERUBtNjr0JMYdC5b5CNBwsflvJiEyDOQGXF9DnLvfmmeubVHV81MKPZFBZ+3UCKXYVBDAO7QxwKGy92h8vIZtSDFT+3H5NWipgK0qDGUG+Mo9kYRbORw8R85+SytLR6QOIXIlH6lSwB5yTjxRdf5PXXX6e4uJimpia0PjezqZRi/fr1/T2cECOH1ngOrUM1Vjjlt4QYIQ68/QHR5giZY7MZP09qzLqhtlZKcIkLi8U5M2OjNVHR1HG5w31zRNEUUTSFneXGcNs6sOyBOdnzmJpUP4QCmtQApPo1oYAmPQXSUzQZrbf0FMgIanLSDVL9cUIBSX4MF8uWLWPDhg2d1n37299m7ty5rF+/nvr6eiZOnMg999zDxIkT3QlSiIEQSMceOw+z6E2QZEknaaPSmbBgCsfeO8wbv3mFO//np1FyFVx0QaGYOFFTXw8NDT0rx2UoBuoatuijRiMPU4fRGNgXKC/lNTzEjHMv+oszlLZaEyhn3iev6vp9U2g8OkyufZAx8Q9BaWy8zMpM5f+oCTQ0tJB5ej2hjJ5UkNCtSRvbmfuirTPLWLSlk5qM0dQZ42hWOaDkc30oMHUYAEsl3wjMfiVLotEoX/7yl9m8eXOXCRJwkiTne04IcX7Gqb2YpdvRobHyYS9GlJ1tjd1XLJITWJdUVUsJrpHog2KDE1WKhpbWW5gzyy3QEFY0tjjJjmg8sf84/F5NwAtBnybohxSfJuhzHgd8kOI/8zjF37qdj/Z1QT+E/JrUgCYUAJ+nd/9+vR6DmJwjjwi33HILt9xyi9thCDGgrDHzMIvfhWgz+GTkQ0dX//2NnPjgGEffO8T2v2xi8Z1Xuh2SGKJ8XsWUKZq9+5yESXeUgvT0gY9L9E4yXqgdirQysTCxOq40PMTsrr9AR1Ua7V1gtMYkhtfXzMRRMY5U+oiXvMW86Y09OTIahepw3+EpUBq0AgVRUmk2R3HamE6dWUiDkd+aPBnEk1qt8RDGq1taYzecmzKxMTC1gaFj2JiAGpYn3Cl2JWPiuxkX3wbYVJhzOe25iBpj4jml2YaqfiVLfve737Fp0yauueYaHnnkEX7xi1/w4osvsnv3bo4fP84rr7zCv//7v/PJT36Sb37zm4mKWYjhL9aM59A6p9ZwQL5xiZGj/HAZFYfKMD0ms69d4HY4I1JLWFNbBwGpzzyi7Dxq8A//1vuTyaBPd5q90X7vh9SAJtWvSeniuRS/k/RI9TvJEOnlIRLtZz/7GStXrmTKlCluhyLEoNNZE7Ezx2PUFKN9E90OZ0jJnZjHNfetYN0vXuKd/1jHuDkTGTtderCKrmVlKubP08RiF96upQUOHnZmZvv61gJNiOFLqdaSZz6m5BscqYTt5eOYPTOBI5W0jV83kmpVkhkvdpInKkSTkUulMYMGs4CICiXkUAYWXt2CVze33wK6lqCuxafr8eoIBrHWZI5q7WHjzIUxo17iccvpEaPM1l4x3R8xplKIkkpUpRExQsTxY6kAMRUgToC48qNJzPR4Gw9Nxmgs1YsPM22TZR9jbOx9xlq7Cdi1RIx0NAZTYuuZFHuLBmMM5eY8TntmUGcUDulB4f1KlrzyyitkZGTw05/+lJSUFIzWEcBer5fJkyezatUqLrvsMu69914mTZrEXXfdlZCghRjuzGMbUNVF6KzJbocihjmtNdq2seI2tmVhxSxsy8aOW1jxM8u2rbEtG6/XQ6QljG3ZaFtj2633lt16s7DjHZatM/vuuO7sbdpuFYfLAJh+5WxSMlJdfndGpvYSXBluRyIG065jzne4MZk2swtt0oKatCCEgpr01uW0gCYt6MzcSA04yQ5Jcoih6te//jVPPvkkM2fO5LbbbmPFihXk5eW5HZYQg8Mwscctwjh9SBq9d2HeTYso3nmEgxv3sPonf+Le//Pf8KfK6HPRtVBq9yO/MzM1dXVQdhJ8XqQclxDnMW2szbpdcOhkgk8ilNNUPoIz2FhpC59uJGSVk2UdgZjq1G+lf5wSYB1nujg9cLxYyouFl5gKtM4a0Sitaev6YrS+QmFj6Dj0IFWiAL+uw9RxFPHWsmSq02sT97OBjUnUSKPWKKTWnEiDMZYGNYaoSjtnJoypI+Ra+xgX20q2VYSHMM1qFKfN6e3bNuKUw0vR1VwUW00s9jr15jjKPfM5bU6jUY0ZcjNs+vVulpSUsGjRIlJai5qr1h/OsixM0/lCtmjRIhYuXMgf/vAHSZYI0QOq9jieI29DMBvM5Jiiloy01lhxi1g4im13vHh/7gV8bXe+t22NtmzndZaNtmystqSCZXdOMlhWp2RBW2LhzD71mf10eK49AWGf9Rrbbj12awxtN/vceNv26bxOd9pv2zrbsp0uy0PMfGns7pqqaqfm8hD7viIGWFG5c8Jyx2VxPnmV1KMSye/rX/86q1evZu/evezbt4/HHnuMJUuWsHLlSm644QZCocSMLhRiqLJyZ+IJZkmj9y4opbjhwdsoP1RKXXkNa594kVu/9bH26xlC9JZCUVioqaqG5jCkBN2OSIihaXq+0zT+YNnAjrjSyiSiMojgjABU2kJ1aFjfXza9qPnbYTNrIPrjaN3aSyYx13UMnETTmPgH5Md3oDGIqDSajNFUGVNoMPNpUdlk20coiG0l3S5FY9Bo5BFTXQ94tVSABpVPg9Z4aSbdOkFO/BARlUadOZ7T5gxqzULqjXFYyv0SF/1KlhiG0elEoy1pUl1dTW7umS9keXl5vPHGG/05lBAjgx3Hc2gtROqlqXsXtjz3Dsc/OHomWdBFUqE9iRG3sc6e5dA2eyLuJAvEeSiF6TExPAam6dwrw8AwnZtSyrk3VPt6ZShn29ZtDE/b8pn9KNPA9LSuM40utnVuWQWjGDd7gtvvwogUDmtqa8Hv/vcTMcgOtyZLpo6Rz0YxPNx3333cd999FBUV8eKLL/LKK6+wadMmNm/ezD/90z+xbNkyVq5cydVXX43XK4NTxDAUzMQaOw/zyNvS6L0LgVCQW7/1Mf74rX/jwDsfMnHBFObecInbYYkkFkpVjCvQFB1xytlK60UhzjVtrHOuUV5r0NACaYOUWHRKXg3TWZZKYZO477I2EFdBmnG+Oxg6hk83kmEdJ8c6BDGIE8RLM1FSqTXGY/e0ZJdSxEilzkwFrfHrBrKtInKtvdh4CRuZnDamUWNOos4spFHlAYP/YdqvZEleXh4nT55sfzx+/HgAdu3axXXXXde+/sCBA6SmSjkVIbpjnngPo/wDdEahDOs+y/53PuSdp9YN+HHaL94bRnuSwDQNlGlgGE5SwEkOtF7cN1RrEsDsdOHfeewkCgzTdJIExvn3owzlHNPs/Fyn45z1fHvyonWf58Zltr/uzD47HLdtPx6zPSnSlsg4n0AwQLglPOD/H4Q7auucElwZUoJrRGmOQGm18zdHkiViuJkyZQoPP/wwDz/8MLt27eKll15izZo1vPbaa6xdu5a0tDRuvPFGvv/977sdqhAJZ4+Zh1m8CWLN4JVG72fLv6iQq+69lneeWsfrT77C2IsKGTV+tNthiSRWkA+nKqGpCdLS3I5GiKEnLQhjs2xO1hj86199FGRrUvxd9D8MdO5z6EtclSnRS7byElZZhMlyVmgbL2Fi5Pev74hSnUqnmTqCX9czLr6F8fF3iZFCszGKk8zkmJoKXN7/H6aH+vXPbf78+axdu5ZwOEwgEODqq6/mhz/8If/8z/+M1+tlzJgx/OlPf6KoqIhrrrkmUTELMTy11GAWrQdPALwyb7ejhtP1rP/FSwDMuX4h4+dNOueif6ckhNFhxoLHxDxn9oKTGEgJpRCLxlqTBK3JCUlSiRGsqtrJ08qvwchypMJAa0VOmk2WVCYSw9j8+fOZP38+//2//3c2bdrE888/z8svv8xzzz0nyRIxLNnZk9GZ41F1x9GZMmu3K0vuvJKSXUco3lHE6h//iU//ry/j9ctsM9E3Xq9ifKFm736Ix8EjF3iFOMfsQidZ8uaHPf8F8ZiaFN+Z5En7vc+5D/o0QZ9zH2i9D7Y+33F9wOu8NuAFr/x+9o0yiJH4ARiW8tOscp0ZLVrjpYmgrmaG9RpjjC0kTbLkxhtv5J133mHjxo1ce+21TJgwgc9+9rM89dRTfOUrXwGcvgDBYJBvfOMbCQlYiGFJazyH12PUn8QeNd3taIYUrTWv/fwvhBtbyJsylusfWInpScz0yUAwgJJZEkIAEIlqamqlBNdIVNRegmvo9S8SYiBs27aNNWvWsGHDBrdDEWJgGSbWuEvwVB0CbfdvBOgwpQyDm7/2Uf7jwV9yuvgUf/vtGq5/YKXbYYkkNjoXKk5BVRVkZiDN3oU4y6qbo8wcZ1PfrGiKQFP4rPuIal+OxJxfoLilqG+B+pbE/UKZxrmJlKBP4/dCwOckVALeM88FvBq/70yCJsXfefZLaut9gi5XjWxKESNETIXAjhGgbFAP369kybJly845yfj2t7/N3LlzWb9+PfX19UycOJF77rmHiRMn9udQQgxrRuV+zONbsdPGyknMWXa+so1j7x/G4/Ow4usfTViiRAjRWW0tRCKQme52JGKwHTrZWoJrrJTgEsPXvn372nuXnDp1qn1A16233srKlXJhVAxf1uhZTqP35mp06ii3wxmSUrNC3Pz1O3nuO79n16vbGD9/MjOumu12WCJJGYZiwnhNXZ3z3dofcDsiIYaW7BB87IqeNTmPW9ASheaIojkCzdHW+w6PWyLQElW0RM+6j0A41nmbcMxJvABYtqIxDI3hxGY0fZ7WJEpAE2pLpLSWFUsLKoI+1f44FNSkBzVpQVrvnfXS88hdAzLp6JZbbuGWW24ZiF0LMSwZJ7aCFYWANAroqLr0NG/9+2sALP3s9VJDWIgBVF3tDHyTfO3IUyTN3cUwdfz4cVavXs1LL73E0aNH0Vrj8XhYunQpK1eu5LrrriMYlNKnYpgLZmGNmYd57B2QZMl5TVwwlSV3LWXrc++w9vG/MmZaPhl5WW6HJZJURgaMyYPjJ8DnlxK3QvSVx3T6nKQF22bA938mfCzuJFFaoopwFFpi0BJxEinhmLMuEmt9HD2zru2+pTVh0xRRNEehuXUWTDTu/KJH44poHGqazveLf+EBwEppQoEzyZP2REqKJi0A6SnnJljSUzQZKTKrJVGkQpsQbmupxTxdhA7muB3JkGJbFq/89M/EIzHGz5/MwpWXuh2SEMNWJKqprpGRbyORZZ9JlkyRZIkYRu6++2527dqF1s5J9cUXX8zKlStZsWIF2dnZLkcnxOCyx87DLNkEsRbpjXgBV35mOcc/OMrJAydY/ZNnufvHX5BZ7aJPFIrCQk1VFTQ3Q2qq2xEJIdp4Pc7tTAIGEpGEiVu0z3o5t7yYsxyOmtS32O3PNbSo1puzHI4ptD7zuLdCAU1GSustFTJSNJmpuv0+L0MzNkuTl6klsXIBkiwRwmVG9RGI1ELWFLdDGVK2/Okdyg+W4k8NcNNDd6BkHqIQA6atTECGlOAaccqqnS/lfq+mcJT0LBHDx86dO5k8eXJ7ma3CwkK3QxLCNXb2ZHRGIaq+DJ053u1whizTY3Lrtz7G7//hV5w8cIJf3fMTTK8Hw1Aow0AZCqP1vv2xaXS4mc69x8AwDEyPiTINvH4vWtN5W8NAdXrtuftv367j4443j4lpOvsxPWanOJRpdBm3c5yznjM7HOOse9F3wYBiXKHm4CEIWmDIhUkhhjWPCekpzswPx7nnVl4PxOLnL0EWjdOeKGloUdR3SKQ4j6G++cxyx/VaKxrDzq20+sKxGkqTm67Jz3aSJ2Oz7NZ7zdhsm5zQyJ4R16tkybXXXtvnAymlWL9+fZ9fL8RwZVTud+reyLenduWHSnn3j38D4Nqv3EJ6rpQnEyOLZWk0YJrOyLRevdbWxOMQi0E8DvEY2BpsG3TrfadlDQ0NzmulBNfIc7h1Vsmk0Tam/P8Xw8if//xnZs+WngNCAGB4sMYtwrP7T9LovRsZeVnc9NXbWf3Yc4QbWtwOx3UdkzQdk0NnJ3MM0wClOiVh2pM0qnX5rISOcU6SpzWB1Pp6r8+Lbdvtx2vbX/t23SafzjzXaf9t6zwmOYWj8Pi8A/b+jR0Dp05Bfb1TmksIIS7E54GcNMhJ0/RmtotlQ2MY6poUdc2K2mZFXRPUNTuP65oU1U2K8hrFyRpFNK6oqFNU1MGOo+fuz+/V5Gdp8rNt8rOdpEp+lk1BtmZMlsY3zKde9OrHKy0tHag4urV7924ef/xxdu7cSSwWY+rUqXz2s5/tcUPGe+65h61bt15wmx//+Mfcfvvt7Y+XL19+3p/5E5/4BN/73vd6HL8QXYo0YlYeAH+m25EMGbFIjFd++me0bTP9qtnMXDbP7ZDEMBa3NMePO4kDj+esm9n5sWEkdmiF1ppI1JnREQ479y0t0NQE4YgTk6HA49HtMXi9HeNxRnvE4hCNOK+JRp0EiWWDbZ1JhgBdplw6fv1KTUnojyeSxOGTzgWzaWNlVokYXiRRIkRnVt5sPMFMVEsNOkXK/17ItCtm8eWnvk5TTSPatrFtjbbsM8u2jbY1dtt93MK2bCzLRls2lmU593Eb27IxDUU0EsW2bOy4jW0769tu7a9p3feZ4505hm57Tdt96zHblq2z1nWM1T57X6370Xb3f/u1bWPZNlZsEN54F4ybM5FP/PDvUQM0hNpjKiYUaj7YC7EoeH0DchghxAhnGpCR4pTd6i7JojVUN0JZjcHJaid5crLG4GSNoqxaUVmviMQUR08pjp46d3CFUk45r0l5mkmjbSbnObfxucMnidKrH2P//v0DFccFbdmyhS984Qt4vV5uueUW0tLSWLt2Ld/4xjcoLS3lK1/5Srf7uOOOO1iyZMk56+PxOE8++SSGYXD55Zef83xaWhqf/exnz1k/Z86cvv0wQnRgVB+BcC06a5LboQwZ7zy1juoTp0nNTuP6+1cO2BdXITSa4hI4dgxQZ5IJ2nmIYXS+qZ6M7FBntjfN1nsD/IE4tqWdmSLKqV3c3OIkOqzW5Ebry/F4aN/O0hCPgB12BoJqfW7yQ+MkVTrG6jXB8DoT1gxF15kSITgzs0T6lQghxDAXzMLKm4NZvBEkWdKtlIxUUjIS02giEAwQbgknZF+JpLV2kidan5sIss5O0pxJsnRKxlhWh2RM6+tb92u3jtrpmLSxLRsr3ppMaksUxS1sy2pPJLUd1zBMYtHoOcme9uN3TDh1lUTqmCg6ezvLpuF0PSc+PMbxD44yft7kAXufc3Jg9Cgor4AsL/K9XAjhKqXaZq/YzO2iMmcsDuW1ThKltNqgrFpRVqMoa11uiSrKaxXltbDpwJkKOaahGZejmZxnO0mUMU4yJT9bJ10FgyGf84nH4zz66KMopXj66aeZNWsWAA888AB33303jz/+ODfddBMTJ0684H7uvPPOLte/9tpraK35yEc+Ql5e3jnPp6en8+CDD/b75xCiK8bpg60LQ/5XcVAU7yzi/Zc2A3DjP/wdwXQZ6i4GTtVpOHECgkEInNXYvGO5qvZbT3ZqO43d0M4+2m6maROPtz7GSaB4PE5SI+B3HsuJk3DD4ZPOP7ypkiwRSe7aa69FKcXvfvc7CgsLe1U+WMoFi5HCHjsf8/gWafQuAOezT5ltX0CHXknogU4yrf/Vana+vJWtz74zoMkSpRTjx2uqa6ElDMEA8r1fCDFkeT1QOKqtn2Xnc0StobYJSk4bHK0wOFKhOFJhcKTCoDGsKK5UFFcavNnhNT6PZkJuaxKlNZEyabTTZH6ojo0e8ldoN2/eTElJCXfeeWd7ogQgFApx//338/DDD/P888/zta99rU/7f/bZZwG46667EhKvED0Wa8Y4tRf8UrwUINzYwpqfvQDA/JsXM3nRdJcjEsNZS4um6Ijzx/7sRAk4oy1M07klgtejiJ2/j5sQrqhrhsp6mVkihoe20rnx1qaZbpYPFmKosnOmYOdMxTi1D50zbWR3bxUj3uI7r2TXq9s5tqOI8sNljJmaP2DHSgspCsY6s9rDEdqnsnf8DWyb3d5fpqmxrHPXK3XuzHnDcGaht38UtMXU4f4cusOdPuu+B9riEEIkH6UgKwRZIZv5E8+cP2oNVQ2qPXnSlkg5VmkQiSkOnVQcOtn5Fz/F78w8uX6+xR2XxofUV5J+JUu2bdvWq+0XL17c62O09Rm56qqrznnuyiuv7LRNb5WXl7Nx40Zyc3NZtmxZl9tEo1FeeOEFKioqSE9PZ+HChVx00UV9Op4QHRnVR52awRldzHsbgV7/1cs0nK4nKz+Hqz9/o9vhiGHMsp1ESWMTZGa6HY0Q7mnrV5KfZZPaRdJQiGRydrlgt8oHCzGkGR7iM2/D21iBaihDpxe4HZEQrsnIy2Lm1XPZ++Yutj77Drc98okBPd6ECc65h23TnlzoOBMdOi/3lc/nIRp1siV266z3eMzpbRiNQjTW2uPQglistcRvxxigUxLknISJvkBypQficUhPd2bZCyGGB6VgVLpmVLpmybQzSRTLhvIaxZFTBkcrlJNEOWVw/LSiOaLYc9xkz3GTzQdN/vtHI2Qmpvplv/Xr4+mee+7pVT+Bffv29foYx44dA2DChAnnPJeRkUFWVhbFxcW93i/An//8Z2zb5o477sBznk/qyspKvv3tb3dat3TpUn7yk5+QnZ3dp+MKAWBUHXKaEJhet0NxXcmuI+x7azfKUKz42p34AtL5TgycEyegohLS0mRApRjZ2vuVjJVZJUIIMVLojAKs6Svw7P4viDSAP83tkIRwzeKPXsXeN3dx8N29VJ84Tfa4UQN2LNNQZGcN2O7bBYIG4ZYLn+TYtiYeb02kxDsnbTolcDr0SwTn3KnTDZyeja09Ers9t9Jw8BA0tUBaqH8/pxBi6DMNKMjRFORYLJ15Zn3cghNVis0HTX673svmgyZ//0SA73wsysLJ7p+b9itZcvvtt3eZLLFtm5MnT7J3714aGxtZvnw5GRl9KzXU2NgIOI3WuxIKhSgvL+/1frXWPP/888D5S3DdeeedLFmyhKlTp+Lz+SgqKuKJJ57g7bff5v777+ePf/xjt8mirKxB+Gs4zIyE90zHwti1Rei0HFQwMcN5Awnajxs+XL8DgAU3L2HygmmDeuxkft/ckszvWVWVTWlZnNQUCAYGN1PileFTfSLvW+/19D07UuHUmZuRL+8zyHsghBg5rMLFqNpiPEffwc6ZIv0TxYiVOzGPKUtmULT1AFv/vIGbvnq72yENCsNQ+HzgxhDF0aM1hw6TuLpjQoik4zFh4mjNxNFxFk+1+O4zfoorDR7+nZ/PfCTO3y+P4XGxlVa/vhX96Ec/uuDztbW1PProoxw+fJhnnnmmP4dKuM2bN3PixAmWLFnS5awVgFWrVnV6PH/+fJ588kk+85nP8N577/HWW2+dt3xXm5qamkSFPCJkZWWNiPfMqDyIt7rUmfqegKZ1A938biC1NDRzYMMeAGZft2BQf45kft/ckszvWSSi2bsXIhHISGdQe4h4PR5icWla0lvyvvVeb96zQ2XO18BJeRaxeBfFrUcQ+bfWe0N9XuzPfvYzVq5cyZQpU9wORYihRxnEZ6zAqC9D1R5DZ02R6bZixLr0Y0sp2nqAvW/u4spPX0PaKOkpOpCyssDrdcqB+aSghBAj3pQxmt/8tzA/f9nHy+95+M+3vOw8avA/Ph4lL7OfdQn7aEDbKmVmZvLYY4/R2NjIT3/60z7tIxRy5uY1NDR0+XxjY+N5Z51cSF8buxuGwZ133gnA+++/3+vjCgFgVB0GOw4ev9uhuG7/Wx9gxeLkTsxj9JSxbocjhilba4qOQn0DpKcho5jEiBeLw7FK5xdhmjR3F8PQr3/9a2699VbuvPNOnnrqKSoqKtwOSYihxZ9GbNZt4E1FNZ1yOxohXJM/czzj5kzEjltsf+Fdt8MZ9kIhpxxyODnH3wkhBkDQB/94R5T/+YkIqX7NByVOWa639rgzvWRAkyUAwWCQuXPn8sYbb/Tp9RMnTgTosi9JXV0dNTU1550Zcj51dXWsW7eO9PR0bryx942k28pEtbS09Pq1QmDFMMo/AJ8U6YQzJbjmXL+wVz2QhOiNsjIoL3e+nKsB/8snxNBXXKmIW4pQQLs2YkeIgfT1r3+d6dOns3fvXn784x+zfPly/v7v/57nn3++vcyvECOdzp5MfNr1Tu+SaLPb4Qjhmks/thSA3a+9R0u9/C4MJIVidK7TYL6/zeyFEMPLtXMt/u2BMDPHWTSGFd/5o5//tXrwy8APyiWj5uZm6uvr+/TaxYsXA7Bhw4Zzntu4cSMAS5Ys6dU+X3zxRaLRKCtXriQQ6P2bvnv3bgAKCgp6/VohVG0JqqkSHcx2OxTXVR4tp+JwGYbHZOayeW6HI4apunrNsWLw+pwp30KIDs3dx9hSeUUMS/fddx9//etfefnll/nSl75Efn4+mzZt4v/7//4/rrzySr761a+yfv16YrGY26EK4Spr4lVYBQtQ9cfBHtklGcXINXHhVEZPGUssHOX9lza7Hc6wl5UFPj9EI25HIoQYavKzNb+4L8Inlzrf0f+yffAr8gx4suSNN95g+/bt7TNEeuvyyy+nsLCQ1atXs2/fvvb1jY2N/PKXv8Tj8XDHHXe0r6+urqaoqIjq6urz7vO5554DLlyC6/Dhw10meLZv387vfvc7fD4fN9xwQ19+JDHCGVVFYEXBm7xNshOlbVbJlCUzSMlIdTkaMRxFY5rDRRCNQmrQ7WiEGDoOn3S+Ak4dKyW4xPA2ZcoUHn74YdatW8czzzzDpz/9adLS0njttdd48MEHufLKK/nOd77jdphCuMfwEL9oJTp9HKruuNvRCOEKpRRL7nJml+x4aQvRFrmKP5CCQcjKAHmbhRBd8Zjw326M8a+fDZOVOvjnq/1q8P7II4+c97nm5maOHTvGwYMH0Vrz+c9/vk/H8Hg8/OAHP+CLX/win/rUp7j11lsJhUKsXbuWEydO8NBDDzFp0qT27Z9++mmeeOIJVq1axYMPPnjO/j788EP279/P7NmzmTVr1nmP++qrr/Lb3/6Wyy+/nIKCAnw+HwcPHmTjxo0YhsE//dM/kZ+f36efSYxgtoVZ8QF4U9yOxHVWLM7eN3cBMPf6hS5HI5KNRmP1oBfz0aNQUwuZGUifEiE6aJtZMlX6lYgRZP78+cyfP5///t//O5s2beL555/n5Zdf5rnnnuP73/++2+EJ4Z6UbOKzVuJ97z9QzVXolBy3IxJi0E2/YhZZ+TnUlFWx+7X3WHT7FW6HNGwpFKNGaSoqQdtSJlkI0bUl02yefbgBBnnia7+SJS+88EK32+Tn57Nq1Spuv/32Ph/nsssu4w9/+AM///nPefXVV4nFYkydOpWvfvWr3Hbbbb3aV09mlQBceumlFBUVsXfvXrZu3Uo0GiUnJ4ebb76Zz33uc8ybJyWDRO+puhOohgp0yii3Q3Fd0dYDtNQ3k5qdxsSFU9wORyQRjebQIag83f22kQiEUsGQL+BCtNNaZpaIkW3btm2sWbOmyzK/QoxUdu5M4pOX4TnwCvhSwSOz4MXIYpgGiz96FWsf/yvbX3iXi29Zgsfbr0tm4gKysiDgh3DEmWkihBBd8XlIrmTJ73//+/M+5/V6yc3NZdy4cf05RLt58+bx29/+ttvtHnzwwS5nlLT57ne/y3e/+91u97NkyZJe90IRojtG9RFUvAXtlW8DbSW4Zi+/GMM0XY5GJJPqajhZDqbZfRIkNVX6lAhxtsp6RX2LwjQ0E3Ols6YYGfbt28eLL77IK6+8wqlTp9BaEwwGufXWW1m5cqXb4QnhPqWwpizHqD2OUfEBOmfaucO9tUbbFlgx0K3dmZUBhtm6rUIaYYlkNmv5fN59+g0aq+rZ9+Yu5t5widshDVt+nyInW1N2UpIlQoihpV/JEkkmCNEL2sYs3432pIz4k4jGqnqOvncIgDnXL3A5GpFMLEtTXAK2DWlpbkcjRHIqKnf+Bo0fpfFLMlEMY8ePH2f16tW89NJLHD16FK01Ho+HpUuXsnLlSq677jqCcoVGiDM8fuKz/g5vUwXq9EEnCdKB0hr8AVTcOpMc0XbnW+t5jgLa0vE6fRzIYDGRBDxeD4vuuIK//dtrbH1uA7OvXYBhyhT1gTIqB8rKwbbO+bgRQgjXyJxCIQaJqj+Jqj+JDma5HYrr9ry5C21rCmaNJ7tASpKJnjtZ7vQgSZdEiRB9dkhKcIkR4O6772bXrl1o7Vyuvfjii1m5ciUrVqwgOzvb5eiEGLp0Wh6x+Z/CqC0BwwOmF2142pcDmTlEm1qcx4YBVhzsGMqOty9jtT2OYZw+iFHeNlNlZA8YE8lh3o2L2PzM29SUVXFo0z5mXDXb7ZCGrcxMSAk4pbhSpK2rEGKIkGSJEIPEqC5CxZrQ6QVuh+IqrTUfrnsfgDnXSWN30XMtYc3x405ZLancJkTfFUlzdzEC7Ny5k8mTJ7eX2SosLHQ7JCGShs6ZgpXTdU9BlZWFrqk59zXn2ZedNRFf9VFoqYEUSVSKoc+X4mfBykvZ9Me/sfXZt5l+5SyUJPoGhMejGJWrKS6WZIkQYuhISLLkxIkTbN++nVOnThGNRrvcRinFAw88kIjDCZF8tMao+BBt+kf8iKqyfSXUlFbh8XtllI7oMY2m5Dg0tzgjkIQQfSczS8RIsGzZMubOncv999/vdihCjGg6awLW+EvxHFqHHciQWjsiKSxceRnbnt9IRdFJincUMXHhVLdDGrZysuHECYjHwSPDuYUQQ0C/PooikQiPPvooq1evBmif5t4VSZaIkUw1nsKoPYEOymiqtsbuM5bOwZfidzkakSxqa6G8whlxNMLzjUL0S0sUSqudXyKZWSKGsw0bNuDz+dwOQwgBxCd9BKP8A1RjBTo93+1whOhWMD2F+Tct4r2/buKd/1hHdelplGFgmAaGYaBMhWG0LRsEQgEK506S/iZ9kJEOqSnQEoZQyO1ohBCin8mSxx57jJdeeomcnJz26e0pMndOiHMY1UUQbYS0sW6H4qpoS4T973wIwNzrpLG76BnLdpq6W3HwyxdoIfrlSIWB1orskCZLfp/EMJaXl3fBgVxCiEEUzMKafA2e3X+CeBQ8ksgUQ9+iO65gx8tbqSg6SUXRyW63X/bFm1h0+xWDENnwYhiK3NGaoiKcen4yME4I4bJ+JUteffVVsrKy+Mtf/kJubm6iYhJieNEao2IPGN4RPyT+4Ma9xFqiZI7NpmD2BLfDEUmiogKqqyFNLuwK0W+HW0twTZMSXGKYu/7663nhhRdobGwkJENVhXCdNW4RZul7qJpj6OzJbocjRLfSRmVw88N3UrT1ALZtY1s2uvXetm20ZWPbmnBDC5VHy3n/xc0sXHmZzC7pg+wsKPZALAZeyaUKIVzWr2RJc3MzV111lSRKhLgA1VyFUXMMHcxyOxTXfbi+tbH79QukSZ7okUhEU1Li1K81pYbtsOHTjXh0S7fbeSwTr20l5JgxlUIMqeN2uNz5+adICS4xzK1atYotW7bwpS99iUcffZRZs2a5HZIQI5vHT3zqtXi3/ztEGmW6sEgKF109l4uunnvBbWKRGL/5+59Sf6qWI9sPMvXSiwYpuuEjLQRpaVDfIMkSIYT7+nXpaerUqZw+fTpRsQiRXKwYRuUB8PjQ3lS0LwW8KWD6Ol2MM6qPQKQBQnkuBuu+mrIqTnxYjDIUs5df7HY4IkkcPwGNzZCV6XYkIlFMHSbNPkmTGtXttrbyYCdgLr5Ck2JX49WlWMpLi8okotLRqmdNZpW28NLcmuSJ9Og1GqM1fhMbj3NTzrJuXedG4kZmlnTP0DEUQ698k4UHVD9Hq2obk3j3mwE2yT0j9v7778fn8/H+++/z0Y9+lNzcXPLz87vsY6KU4j/+4z/6fKzdu3fz+OOPs3PnTmKxGFOnTuWzn/0sK1eu7NP+YrEYd911F/v372fSpEmsWbOmz7EJMZTYo2dijb0Y88RWtG96Un/GCNHG6/cy94aFbH1uAzte2izJkj5QSjE6V1NTg5TiEkK4rl/Jks9//vN885vf5P3332fhwoWJikmIpGBU7se74/85dXdNb/tNe4LoQDo6kAnBDFTtcTDM/l/gSHJ7Xncau09YMIW0URkuRyOSQV29puwkpATlXHo4SbfLqTKnsi3wZWzlveC2wWCQlpbuZ6B0R2mLNLuMTLuYUfEDZNnFpNpHAIioNMIqk7gKOBtruzUx0oRPN2FgoVHEVAphlcFpcyyaC3+eKzQeHcZHE17djKljeAlj2HEUFgZxDOIMxJmgiYlldT0bx7bhSMUcAObmVeK3TeIqiJXkF8UTxdRhMuxSAGx6lkgbLAowiDkPtJNIjCs/cfxYrfd269d6gzgeIpg6gocIHh3B0PH2f2423m5TQQrdejxFjCBRlUpUpWKr5BnuuXXr1vZlrTWnTp3i1KlTXW7bn9muW7Zs4Qtf+AJer5dbbrmFtLQ01q5dyze+8Q1KS0v5yle+0ut9/vKXv6SkpKTPMQkxZCkDa+pyzMoDqOYqdGr3AyeESAbzVyxm2/MbKd55hKrjleQUSvWV3srOAp8PIlHw+92ORggxkvUrWbJixQoqKiq4//77+cxnPsMVV1xBXl7eeU848vPz+3M4IYYUo7oIYi3o7ClgxcCOoqwYKtKAaqluXeeM3tRpY1yO1l22ZfPh+p0AzL3e/cRqNKqpqQXLsojGdPvlyraPrvaPMOVcW9K0/Qf02fcdnusJrTvvw7Zb1wG6FwO909KcL5TB4PC8wGnbmmPFEI9DKNXtaESimDqCIk6J98puEyWJpJVJvVlIvVlIifcq/HYtmXYJ2VYRudZ+QnYFJm0zRpyLwxEjjSpzGvVGIY3GaJqM0TSr7N4nvrVz0dm5aB3G1FE8hJ0L2D0Y4d9bfn+ASCTc5XNVlbW0RIvweTRjczx4aSbFrm6/KG5jYNGTs1OFVgY2RussGdO5V6Yzo6b1scZIiiSM0hZp8ZNgN3HanMEx70eIqqH1waMAr24ioOvx6zpS7NOk6koCdj1+u55UIu3JFBtvexKlycilSeXSbIwiojIIq3RiKrVHyZIUu4qQXU6WfZRUu5IMuxSDeHvykAH495tIr7/++oAfIx6P8+ijj6KU4umnn24v9fXAAw9w99138/jjj3PTTTcxceLEHu9zz549/OY3v+Hb3/42P/jBDwYociHco9MLiE+8Eu+BV5wyxcbQSk4L0RcZeVlMWTKDw5v3s2P1Fq77b7e6HVLSCaZARgZUVUmyRAjhrn5XgJ8xYwYZGRn84he/4Be/+MV5t1NKsXfv3v4eToihwYpiVOwDf7rzBd8wgcAQLNoxNBTvLKKxqp5AWpApLk1LjsY0tbXOl6/qGohEwDAsLPtMQqQ9MULX4707Pnf2/+ueXA5sT6yoDitaEzJt63q6H10GPj9kZ2pGjXISJ17v0L8o2VOnKp3/V6EQMg17GEmzT1JjTqLCnO1qHBEjkwojkwrPPA7oKOl2KVlWMQbx9sRIkxqFVglolKMUNj6i+IiqtP7vrxtBX5AWq+vZOLtOHQWKyBuby7uhzxHQ9QR0DUFdQ9CuJcU+RYqu7vYYCo3ZYcaCSRxFBMO2WmfO2CicZQsfEZVOWKX3/P3UNj6aCNj1eGlqP2qMFMJGOlFCiUnCaE1QV5Nqn6bZP55Dnlsp8yxMqtkTpo7i13X4dQMBXQdAWKUTUelEVAZWP36WWnNi+7JPN5JqVxCyT5HW+vti6cFLePZFQUHBgB9j8+bNlJSUcOedd3bqiRIKhbj//vt5+OGHef755/na177Wo/1Fo1G+/e1vM3/+fD7zmc9IskQMW9aEKzHLdqIaytAZhW6HI0RCLLj1Ug5v3s+eN3ay9LPX4U8JuB1SUlEockdpKk87gwmTYLyNEGKY6tdVgDfffJMHH3yQeDxOdnY2+fn5BIPBRMUmxJCl6kqdqeOhkT1jpKc+XO+U4Jq5bB4e7+B16Y7FnBkk1dVQVe0kSMAZqZKRDj6fIja0B8ael9YQjUBFJVScgkAAckdpcnKcETmmkbzfLiNRTXEJmKbT2F0MD6aOYrTPKhk6F6Nt5aPWnEStOcntUAbcyTInETI235khE1aZhMmklj7+7Fq3lhSLYeooJjFMHcMkikdHSNWnyLEOkWmVkGUfQ2ETI7XLhIepwwRaL/orbKKEaDRHU2lcRJM5mpBVTq51gFS7kjROojFakzAZWKr3ww+9uol0q4yoEeKQ70Yq0q6nLjJ0/l32lKV8NKtcmhnYch9RFSJqhqgxpzgrtKa6upGrBvSoQ19bqa+rrjr3nbjyyis7bdMTTzzxBMXFxfz1r3/tV2kwIYa8QDrWlOV4dv0R4mHwyEVlkfzGz59M9rhRVJ84zZ7Xd7Fw5aVuh5R0srMg4HfO2wPysSCEcEm/LkM9/vjjaK354Q9/yO233y5f6sWIYdQcAysCXvkL3p2WhmYOb9oH9L8El0ZTXw+xtrLtZ5W06rhcX+8kSMKt1Wj8fkhPB2OYtI5RCvwB52bbEI5AyQk4UQqpqTA6V5M2AIPY/X6bSGRg51BVV0NjI2RKa5thJc0+Sa05kQpzrtuhjFhlZTUA5OdnJWaHSmHjdco+qZRznj7NDIq9S/HZ9WTYJ8iwShht7yPVOpPwsPFgEsXCR9jI5Lg5l2pzEnVmIU0q90zZMw8c0jcR0qfIsI6TZR0hxz5Mun0SgygWfmIqgI0XS3mx8bTfOiZlDB0j3S5FoSnzLuCIdzn1ZiFBIwj0vz/OiKEUzWS7HcUFbdu2rVfbL168uNfHOHbsGAATJkw457mMjAyysrIoLi7u0b52797Nb3/7Wx5++GEmTRr+yVshrIIFGGXvYZw+iM6e6nY4QvSbUooFt17K679+mZ0vb2HBLYtRw+Xkc5D4/YrsLM3JckmWCCHc069kSVFREYsWLeKOO+5IVDxCDH1aY5zaAx6ZRbX/rQ84sHEPtmVjWxbasluXz9zCjS1YcYvRk8cwevLYfh2vuhr27oNojM7lrDinshUaZ1TKcEqQnI9hOE3QU4JgxaElDEVHBmbqsmHGsLvuHZ0wtm5t6j7M/7+NJIaOYhClxHNFv8oCif4pK60CID8/Z1CPGzXSqTRmUemZxWF9Q4eEx1F8uoFqz1TqjELqjXEX/vehDBrVGBqNMZR6F2PqCOn2CTKt42Rbh0jVp1vLUjViaGfGi8HZH1iaGmMiR3zXUmHOkQ+aYeyee+7p1UCuffv29foYjY2NAKSdZ3RCKBSivLy82/1Eo1EeeeQRZs6cyec///lexwGQlZWgJOgII+9b3yTqfdML7sR65wkgggoO71EygaBc+e2LZHvfFt5yKe/8fj3VJ05zct8JJi+a7kocyfa+dZSfb3OqMo5hKMxB/JrmlZIGfSLvW+/Je9Y7Wtm0txcdJP36P5SVlUVKyrkjCYUYzlRTJUZ9GTqQ6XYoriradoDVjz3b4+3n37ykX8eLx880/M7KQPpYnIfpae3zAb1qPN9THq9BPNaLTvR9Jf9/h5U0u5w6o5Byzzy3Qxmxmpsj1NU1AzA2UTNL+uKshEd/WMpPjTmFGnMKR1kG2uml4tVhvDTj0S14dQseHcZLC17dTFSlUua5hLiSAQ/D3flmvdu2zcmTJ9m7dy+NjY0sX76cjAx3L9L+7Gc/o7i4mD//+c+YZt+aXdfU1CQ4quEvKytL3rc+SOj75svDkzsH89hG9Kjpw7ZJQSAYINwSdjuMpJOU75uC2ddezI6XtrDl+Q3kzx4/6CEk5fvWQUqKxu93+lcq1XkwpFJgKOdeKfD5nFt/eT0eYvEkrc/tInnfek/esz6IW/1vuN5L/TrejTfeyEsvvURjYyOh9qtzQgxvRs0xiDbCCO5X0nC6njX/+wUAZiydw4SLp2CYhnMzDFTbssd5HAgFGDN9XL+OeaIMamudXiNyIb2HBuB96tiMXoieMHQMDxFKvFf1qbeESIyy1n4l2TlpBALDdHaPUlgEsFSAMJluRyNc9qMf/eiCz9fW1vLoo49y+PBhnnnmmT4do+38p6GhocvnGxsbzzvrpM2ePXt46qmnuP/++5kxY0af4hAiaSmFNfkazFN7UU2V6NBotyMSot8uvnkJO17aQtHWA9SW15A5Rmaw9YbXo7hohqalBSzLKTltWWDZEI9B3HIGUMZiUN+QmGSJEEJ01K9kyUMPPcTOnTtZtWoV3//+9yksLExUXEIMWer0QVDmiC3dYVs2L//rc7TUNzN6ylhWfO3OAW/a3tCoOXHC6c9h9G3ApRDCJSG7nDpjHCc9890OZUQrK3WSJQnrVyJEksvMzOSxxx7j+uuv56c//Snf+973er2PiRMnAlBcXMycOXM6PVdXV0dNTQ0LFiy44D4OHDiAZVk8/vjjPP744+c8f/ToUWbMmEFaWhrbt2/vdYxCDHU6LY/4xKV49r0IKdlgSHkSkdxyCnOZsGAKxTuK2PXKVq7+/I1uh5R0MjNUt/0rT1dpdn/g9CsdppPShBAu6dc3kS9/+csYhsGWLVtYsWIFBQUFjB49ussp70op/uM//qM/hxPCfdEmzKrD4B/eNXUvZPMzb3Hiw2N4gz5WfuvjA54osW2n/FYk2lp+SwiRNAwdw0sLJd4rsVTy1k4eDtpmlowdO7SbcgsxmILBIHPnzuWNN97oU7Jk8eLFPPnkk2zYsIFbbrml03MbN24EYMmSC5chnThxInfddVeXzz333HOkpaVx4403EgxK6TgxfFkTrsA8uRNVX4rOnOB2OEL028JbL6V4RxEfrH2fKz51Dd7hOqvXRcEgeDzOLBOv1+1ohBDDSb+ucm7durV9OR6PU1xcTHFxcZfb9qbBohBDlVFzDMK16IyR+SX++AdH2fRffwPg+vtXklUw8E2CK05B5WlIS0XKPwmRZEJ2BfVGgcwqGQLakiX5BZIsEaKj5uZm6uvr+/Tayy+/nMLCQlavXs29997LzJkzAaf81i9/+Us8Hg933HFH+/bV1dXU1NSQlZVFdrbzu7hw4UIWLlzY5f6fe+45Ro0axT//8z/3KT4hkoYvlfiU5Xh3/CfEWsAryUGR3CYtmk56Xib1FbXsf/sD5t5widshDTvBAHg9EJNkiRAiwfqVLHn99dcTFYcQScGoPgK2BnPk/TVurmvi5X/9M9rWzL5uAbOuGfiLn+GIprgETAM8I+8tFyKpKR3HRzMHvLcSVyluhzOixeMWpypqAcjPl2SJEG3eeOMNtm/fzpQpU/r0eo/Hww9+8AO++MUv8qlPfYpbb72VUCjE2rVrOXHiBA899BCTJk1q3/7pp5/miSeeYNWqVTz44IOJ+jGEGBbssfOxT7yHcWoPOmea2+EI0S+GaXDxzUt4+3dr2bF6C3OuXygDiBPMMBSpIU11NSD5VSFEAvUrWVJQUJCoOIQY+uw4xqm94Et1O5JBp7Vmzc9eoLGqnuxxo7j2yzcP/DHRlJRAUxNkZg744YQQCRbSFdQbYznpudjtUEa8U6fqsCybQMBHVlbI7XCEGBSPPPLIeZ9rbm7m2LFjHDx4EK01n//85/t8nMsuu4w//OEP/PznP+fVV18lFosxdepUvvrVr3Lbbbf1eb9CjDiGh/jUa/FVH4GWWghmuh2REP0y94aFvPv0G5w6Uk7p3hLGzR6Z1SkGUlrIqUIhhBCJJN3ThOghVVeKaqpCp45yO5RB9/6Lmziy7SCm18Ot3/o4vqB/wI9ZUwMnyyElRRq2CZFslLbw6UYO+VYQUyMvwTzUtJfgys+SUY1ixHjhhRe63SY/P59Vq1Zx++239+tY8+bN47e//W232z344IO9mlFy4MCB/oQlRNLR2ZOxxi3CPPIWOpAOynA7JCH6LJiWwsxl8/hg7fvsWL1FkiUDoL2dl0ZKdgshEqZfyZJt27b1avvFixf353BCuMqoOYaKh9GekTXHs/xQKW/9bh0Ay754E6MnjxnwY8YtzbFjYNvgH/i8jBAiwUK6gkZjDCc9C9wOJSlZlk00GicWi7ffx6IW0VicWDTu3Mes9uVoJE44HCXcEiUWt2lqbCEcibWui9HcHAFgrJTgEiPI73//+/M+5/V6yc3NZdy4cYMYkRCiW0phTV6GUbEH1XgKnTbw5x1CDKQFt17KB2vf59C7e2msqieUk+52SMNKMOiU7LYsMGUouBAiQfr1cXLPPff0aoTivn37+nM4IdyjNcapvWjTN6KmOUSaw6z+ybPYcYtpl8/k4psHJ+FZVgY1tZAh3yWFSDpts0oO+24gqoZvySettZOsiMaJRONEIjGi0TjR1vtINE40GiMaad2m7flo6/OReKdkR9v6aDSOZdkJj9cwFLNmj0/4foUYqpYsWeJ2CEKIPtCpo7AmfQTPnuchJWdE9ooUw8foyWMpmDWe0r0l7FqznSs/vdztkIaVlKDT3D0Wl2SJECJx+vVxcvvtt3eZLLFtm5MnT7J3714aGxtZvnw5GRkZ/TmUEK5SzVUYdSfQwSy3Qxk0WmvW/eIlak9Wk5abwY1f7fr3PdEamzQlJ5wZJYY54IcTQiRYqj5FkzGaMtO9WSVnz8w4N4nRITnRIVERj1nE4hbxuOUsn/04brXvKxaLo/XA/hxKgc/nwev14PV58LXee70mXq8Hn6/t3kMg4CMY9BEKpWB6FIGAl2DAhz/gJRDwEQoFCAR8AxuwEEIIkQDW+Esxy3agGkrRmRPdDkeIfllw66VOsuTV7Vz28Y9geuWqfqJ4vBDwQ1Oz25EIIYaTfn1K/+hHP7rg87W1tTz66KMcPnyYZ555pj+HEsJVquYYRBshlOd2KIPmw3U72P/WByjD4NZvfYxAaODLj9laU1wMkTBkZQ744YQQveDRLfh0Y7fbBXQ9e73LiRpdTw3TWlNb2+QkM9pKSnUoMRVrLTEVjcYBRXNzuD1R0fZcvMNyrD0pYrUnSAZiZsaF+HxOwsLn97Yv+31efP7W5fb13tbHnk6Pfb7WZMhZN4/H7HWSOhgM0tLSMkA/qRBDVzwep66uDp/PR1pa2jnP19TU8L//9//mb3/7GzU1NYwePZobbriBBx54gFBo+M6CEyIpeVOIT1mO9/3fQ7QZfCluRyREn027Yhap2Wk0VTew5bl3KJg5HsM0MDwmhmliepxl0zQxPAamx3Qet98bKMOQvnNdUCjS0jR19W5HIoQYTgY0pZ2Zmcljjz3G9ddfz09/+lO+973vDeThhBgwRtVhQI2YJoOnS07x+pMvA3DVZ5ZTMHNwSrdUVsKpSgiFkAZtQgwRho6SbpdhYNGisuluMkWleRFlnkvO+/yfntnA9m2HExvkeSilOiUi/L6zkhRnJS28XhNP66wNr8fE4zHPrPOcea4t+eH3efB4PRiGfGAJ4bYXXniB//E//gcPPPAAq1at6vRcQ0MDd999NyUlJejWKWGlpaU89dRTbN++nT/+8Y94PDLSV4ihxB4zF3vMHIyTu9DZU0dUKWQxvJgek/krFvHu02/y7tNv9m0nSmG2J1C6SqicWe/1ecFwtjfaEjCmieE1MduTNG0JmvM9bk3itL7eMFu36XBThnHOuo7bnxNr674TnfRJTaXb8xMhhOiNAT8rCAaDzJ07lzfeeEOSJSI5xZoxTh+EwMgoJRdtifDiD58hHokxYcEUltx11aAcNxLVHCt28lFeKU0shOuUtkizy/HSTI05iaPeZVSYs9Gq718dIpEYO3ccBSAlxX+mxJTX7FBmynTuvR4CQT9K6fayU21Ji7bXeDzmmRkZXif50VaWyufzYJoyCk+IkWLLli0opfj4xz9+znO//vWvKS4uJhgM8o1vfIMlS5ZQXFzMj3/8Yz788EOee+457r77bheiFkKcl2ESn7Ic3+lDEK6BYLbbEQnRZwtXXkbF4ZM0nq7DsmzsuIUVt7A7LsdtbMtZ1vZZl/+1xorFsWJxd36ABBo/bxJ3ff9eDDMxNbeDQWecpW2DMTLGtgohBtigDKFqbm6mvl7mxYnkZNSWoFpq0BmFbocy4LTWrHviJaqPVxLKTuPmr38UNUjfOEpLobERMkdGTkqIoUtrUnUlQbuGBjOfA95bKfVcgqX8/d71wYNlxOMW2TlpfPuRj3abyJCSUkKIntq3bx/Tp09n9OjR5zz3l7/8BaUUDz74IJ/+9KcBmDZtGlOnTuXmm29mzZo1kiwRYgjSWROxxl+K5/B67EDmiJnlL4afQCjIHd/5VI+3ty0ncWLHbaz2ZIp11rKNHY+3J1ranjMNg3Bz+Mw2loUVs87sz+qcmHESNnaXz7clc2zLxrZtbMtGW3anx51urdu2xWh3URq3ZPdRdr/2PhffvDgh720w4Ay2jMfBJ+35hBAJMODJkjfeeIPt27czZcqUgT6UEANCVR8F2wJz+P/l3fXqdva9tdvpU/KPHyc1c3BqeDc1acpOQiAg50BCuEZrArqWkD5Fi8pmv28lx32XEVXn1v7vq717SgCYPbtQZnwIIRLq9OnTXHHFFeesP3z4MFVVVZimyR133NHpuYkTJzJv3jwOHjw4WGEKIXopPulqjPIPUA3l6PR8t8MRYlC0lbWiD5cgAsEA4ZZw4oPqA621k7RpTaR8sPZ93vr319j4/17noo/MSUhfVL8kS4QQCdavZMkjjzxy3ueam5s5duwYBw8eRGvN5z//+f4cSgh32BZmxR7wpbodyYArP1zGm795BYCln72OcbMnDMpxNZrjpRCJSFN3Idxg6Bhe3UyaXUFUpXLUu4xj3qU0G7kJPY5t2+zbexyAWbMHpw+SEGLkaGpqwrKsc9bv2LEDcGaSZGVlnfP82LFj+fDDDwc8PiFEHwWzsCYtw/Phc2BFR8QANiGGC6UUpteD2Vpme+Ftl/HBuvepPl7Jpj/+jWvuW9HvYxhKkRbSnKrs966EEALoZ7LkhRde6Hab/Px8Vq1axe23396fQwnhClVfhmqqRA/zGrnhxhZe+uEzWHGLKZdexOI7rxy0Y9fXwalTkJKCNHUXg07pONn2UXSC/vGp1vaCNgY2XizlxcaLYQdAKyy82HgGfwqV1phE8eoWPITx6DCmjoHS2HiIqyCl3oUc9S6jzhg/IE1Ui4sraWqKEAz6mDQpL+H7F0KMbJmZmRw7duyc9e+99x5KKebNm9fl6+LxOKHQ4MykFUL0jTVuMWbZ+6iqw+BP72ZrhU7NBSMx/RCEEIljekyu+eJN/Pl//ic7Vm9h/orFZI8b1e/9hkJQfioBAQohBP1Mlvz+978/73Ner5fc3FzGjRvXn0MI4Sqj5hgq1oxOH77/jrXWrPnZC9RV1JCel8mKh+8YtPI4WmtKTkAsDqHhP3lHDEGpupJGYzTF3qUJSZgYWHh1C367Dr+uJ6Dr8epmTB0haLdgEsMgDuhu99UTqn1PTuyajjlH1frY2cLCR1wFiKg0TpvTaTLyaFFZtBhZhFUmzSp7QJM4bSW4LrpoHKYp9faEEIk1b9483nzzTd555x2WLl0KQHV1NevXrwfgyiu7HghSVFTUZZ8TIcQQ4g0Qn74Cz4FXQHfT4Lql1hnsljZmcGITQvTKpEumMWnRNI5uP8Tf/m0Nd/7Pz/R7n8G2al6dT4aEEKJP+pUsWbJkSaLiEGLo0Rqjch/a9A/IKOuhYvsLGzm8eT+mx+S2R+5OSN3QnqqqgtNVrYmS4fsWi6FK2wR0A0c9yyj2Lh2wwygdJz2gibdU49UteHULiUuWaBQWCtu5aRuj/bHV+rwmrDJoUZm0qCynB4kLn2l797SV4Coc9GMLIYa/T3/607zxxhs88MADrFixguzsbF577TUaGxvJy8tj+fLl57zmxIkTHD16lJUrV7oQsRCiN+zc6URzp3e7nXngVSepEsob1udwQiSza764guIdRRzZdpBj7x9m4sKp/dpfMAgeE+IWeAa8M7MQYrjr9cfIpk2bqKioYM6cOUydeuEPtMOHD/Phhx8yZswYLrvssj4HKYQrwrUYtSXoQKbbkQyYE3uKefspZ8TlNV9awZipg9c00bKdWSVopyGbEIMtqGsIqwzKvRcP6HG08hA1grQYI/cfemVlHadO1WEYihkXDd+ZekII91x55ZXcf//9/PKXv+Svf/0rSim01vj9fn74wx/i7eLLxh//+Ee01lx11VUuRCyEGAh2/sVw9B0I10Ew0+1whBBdyB43igW3Xsp7f93Em799lc8+fj+G2ffSecEgeLxOxQpJlggh+qtXHyMnT57ky1/+MmPHjuXPf/5zt9uPGTOGBx54gIqKCl577TXy8qRGuUgeRs0xiNRDVmKbHA8VTbWNrP7xn9C2zUVXz2X+isWDevxTp6C2FtLSBvWwQji0JkWf5ph3Gc1G/+vkigvb29rYfcqUsQSD0phVCDEw/uEf/oHly5ezbt06ampqyMvL47bbbqOwsOsZbV6vl3vvvZePfOQjgxypEGKg6NAYrLyZmCe2oyVZIsSQdfknl7H3zV1UlVSy69XtLLj10j7vy2MqUoKa+nogkLgYhRAjU6+SJc8++yyxWIxvfvObPWqEGAqF+Na3vsUDDzzAc889xwMPPNDnQIUYbEbVYUANy+aAtmXzyr8+R2N1A9njRnHDqtsGrU8JQCymOX4CTNO5CTHYfDQSJ5VSzyVuhzIiSAkuIcRgmTNnDnPmzOnRtg899NDABiOEGHxKYRcswizdAbEweOXKqRBDUSAU5IpPL+f1X61m49NvcNHVcwmmpfR5f+lpUF2TwACFECNWrzqsvvvuu2RnZ3Pdddf1+DXXXnsto0aN4p133ul1cEK4JhbGqDwA/gy3IxkQm595i+KdR/D4vdz2yN34gv5BPf7JcmhogFRp6i5cErIrqPTMoM4Y73Yow15TU5hjRysASZYIIYQQYuDZo6ahM8ejGivcDkUIcQHzb7qEnPGjCTe0sOkPf+vXvoKD13pVCDHM9WpmyZEjR1i4cGGvDzJnzhx27NjR69cJMSCsKMRanGWt6dRoWTvLRm0JqrkanT40autr2+bD9Ts5XXIKbdnYto0dt7AtG9uyUUoRi8ac5ywbrTW2bYOtsW2N1hpt22hbo21N2YETAFz/wEpGTRg9qD9LS1hzohR8PjB6la4VIjE8OozG5IRniTT+HAT795di25qxY7PIzpa6e0IIIYQYYIYHa/yleHb+EWxrWFYKEGI4MEyTa+67iee+83t2vLyV+TcvJqewb2XQg0EwlPzKCyH6r1fJkubm5h6V3zpbKBSiqamp168TIuFizXi3/w6j/mTrCn3WBvrMnR0Hz9Corf/WU+vY/vzGhO5z/k2LmL384oTusydKS6GlBTIzB/3QQgAQssupNSdw2pzudigjwt49JQDMmi2zeIQQQggxOKy8uZip61HNp9Eh6Z0qxFA1ccFUpiyZQdHWA/ztt2v46D/d06f9pHRo8u6XZIkQoh96lSzJyMigqqqq1wepqqoiI2N4ljMSycUsfhejcj86NQ9Uh2kN6pwFSB0ajd13vLy1PVEyf8VigulBlGFgmG03E3/Aj2VbGKaBMgyUoZybUhiGgVIKZTqPlWEQTAtSMHvCoP8sjY2ak+XOqA8Z0C/coHQckxjHPZeiVa/+BIo+iMctDuwvBWC2lOASQgghxGDxh7DGLcJz4BVIHS0nH0IMYcu+cBNH3z/M0fcOcWT7QSYv6v2gNp8f/D6IRMA/uFXGhRDDTK+uFE2ZMoWdO3cSDocJBHrWKK2lpYWdO3cyd+7cPgUoRKKohpN4jrwNgUwIZrodTo8UbdnPG0++DMBV91zLZZ+4usvtAsEA4ZbwYIbWaxqnqXs0ClmZbkcjRqqQPkWjMYYKT8+a/4r+KSoqJxKJkZ4epGDcKLfDEUIIIcQIYo+dB0ffhkg9BGTwphBDVVZBDgtuvZT3/vIuf/vtGiZcPAXT07vpIQpFWpqmUYraCCH6qVcdA5YvX05LSwu/+tWvevyaX/3qV4TDYZYvX97r4IRIGG1jHloH4Rp06uD26Oir8sNlvPSTZ9G2Zu4NC7n04x9xO6R+qa2BU5WtTd1lYJdwg7bx2w0c91xKXKW4Hc2I0FaCa+asQgxDfvGFEEIIMXh0Wj7W6Jmopkq3QxFCdOPyu68mmJ5C9YnT7HplW5/2EUptb0MrhBB91quZJZ/4xCf47W9/y29+8xv8fj9f+cpXMM7Todm2bX71q1/xm9/8hlGjRvGJT3wiIQEL0RdG+QeYJ3eh0wuSYgp23alaXvin/0c8EmPigilcd/9KVBLEfT62rSk5AZblNHYXwg0pupoWI5tyz3y3QxkRtNbs3XMcgNnSr0QIIYQQg00p7HGLME/uhHgYPD2rjiGEGHyBUJCr7rmWdb94iQ3/+TpH3zvUXnpcmQamaaLMM+XIfSl+Lr55CZljstr3EQw44zK1TorLPkKIIapXyZJgMMgTTzzB5z73OR5//HGeffZZbrrpJmbNmkV2djYA1dXV7N27lzVr1lBeXo7f7+fxxx8nGAwOyA8gRLeiTXgOr3f+WvpCbkfTrXBjC89/9z9pqmlk1MQ8Vj7yiV5PQR0sGk1dHcTjF96uuRmqqyE09N9+MVxpTYquosh7LS1GttvRjAhlZdXU1jbh9XmYOm2s2+EIIYQQYgSyc6ahM8aj6kvRmYPfs1EI0XNzb7iEna9so/JoOUffO9Tt9gc37uEz/+vLpGSkAk5vVI/HuT7h9Q50tEKI4arX3W0vvvhi/uu//otvfvObHDp0iKeeeuqcbXTrvLdp06bx2GOPcdFFF/U7UCH6yjy2AVVzDJ09xe1QumXF4vz1X/6LqpJKQtlpfPS7n8GfMnRHQJWVQdERiHWTLEGDx+t8cRHCDX5dT5QQZZ6FbocyYrTNKpk+PR+vV375hRBCCOEC04tVuATPrj+CbYExNAehCSHAMA3u+t69lOw6ghW3sC27/abtzo/3vL6T2pPVrP7xn7jr+/dimCYBSZYIIRKgT1cvLrroIl566SXeeecd3nrrLfbu3UttbS1aa7Kyspg5cyZXX301H/lIcvdYEMlP1ZXiOfYOBLPBGNoX67TWvPbzv3J891G8QR93fvczpI0auo0IK05pio44E3akYbsY6lJ1JWWehdQb49wOZcRo61ciJbiEEEII4SZrzFzMw+tRzafRoTy3wxFCXEBqVoiZy+Z1u920y2fx9Nd/Q8nuo7z1u3Vc88WbMA1FKFVTXePMMhFCiL7o19XjpUuXsnTp0kTFIkRi2RaeQ2shXI/OmeZ2NN169w9vsvfNXSjD4LZvf4LRk4du2Zqqas2hw6BxmqgJMZR5dAsak1LPYileO0hqa5s4caIKpWDmTElQCSGEEMJF/jTsgkswD66B1NHyfVCIYWDUhNGs+NqdvPgv/8V7f3mXvCljmXXNfNLS4HSV29EJIZJZ193Zh6Ddu3dz3333sXjxYi6++GLuuusuXnrppR6/fsuWLcyYMeO8t507dw7IcYV7jPLdGOW7k6Kp+wfr3mfTH/8GwPX338qkS4Zucqe2TnPgoDO1NU0SJSIJpNkVVJuTqTKH7u/VcLNvr1OCa/z4XEJpMqxLCCGEEO6yxl7s9K+M1LsdihAiQaZfMYvLPuFUtFn7+F+pOFxGMOgM6nT+I4QQvTe06xK12rJlC1/4whfwer3ccsstpKWlsXbtWr7xjW9QWlrKV77ylR7va8mSJSxZsuSc9WPGjBnQ44pBFmnEc2g9KA/4hvYV/RN7iln3xIsAXPqxpcy7aZHLEZ1fQ6Nm/wGIRCAjHRjaOSghMHQMRZwTnkvRSmpUD5a2ElyzpASXEEIIIYYAnZ6PlXsRZtkOdGDoljoWQvTOFZ9azqkj5RzZdpC//PMf+bvvfQnTCGHZYMrpnxCiD4Z8siQej/Poo4+ilOLpp59m1qxZADzwwAPcfffdPP7449x0001MnDixR/tbsmQJDz744KAfVwwu89g7GHXF2NlT3Q6lWxt+vx7bspmxdA5X3XOt2+GcV1OzZt9+aG6GjAwkUSKSQsg+RYMxlgrPbLdDGTEikRiHDp0EpF+JEEIIIYYIpbDHLcI8uRPiYfAE3I5ICJEAhmlw89c/ytNf+w01ZVW8+cSzFKy8l3jMlGSJEKJPhnwZrs2bN1NSUsKtt97anrAACIVC3H///cTjcZ5//vlhc1zRf6q2BM+xDejgqCHf1L1sXwkn9hRjeEyWfeEmlDE0fyXDYWdGSUODM6NkiFc1EwIApS18NHHCexmWkhPiwXLwQCmWZZOTk8boPBm5KYQQQoihwR41HZ0xHtV4yu1QhBAJFAgFuf07n8IX9FO65xilb75GLO52VEKIZDU0r8x2sHXrVgCuuuqqc5678sorO23TE8eOHeP3v/89v/nNb1i9ejXV1dWDclwxSOw4nkPrINKATslxO5pubf3zRgBmLZtH2qh0l6PpWjTqJEpqa50ZJWrIf2oI4SRKMu0Smoxcys15boczouzZ4/QrmTV7PEoyq0IIIYQYKkwv1vglEG8B23I7GiFEAuUU5nLz1+8EoHTLFip27nA5IiFEshraw+5xkhsAEyZMOOe5jIwMsrKyKC4u7vH+Vq9ezerVq9sfBwIBHnzwQb74xS8O6HHF4DDKdmJUfIjOGDfkpz9UHa/k8Jb9ACz+6LlJuaEgFtccOASnqyEzHYboxBchOvHoFjLtEuqNfPb7biNsZLod0ohh23Z7c/fZswtdjkYIIYQQojMrby5mynpUUyU67dy+pUKI5DX1splc/sllbPrj3yhZt5rciaNJH1fgdlhCiCQz5JMljY2NAKSlpXX5fCgUory8vNv9ZGdn861vfYtly5aRn59PfX09W7Zs4V//9V957LHHCIVC3H333Qk/blZWVrfbiM76+p7pllrsExvQwVRUenaCo0q8HS9tAa2ZfsUsCqb3/6JiIJjYMkNWHA4djnO6yiYnS+EZ8p8WfeMdrj/YABrK71nQqiRADacCSziUcjstZi5Bt4NqFQwOlUgGTtHhkzQ3R0hJ8TNz1gTMBBQKHgnvW6LJe9Y38r71ltS3EEIkoUA61qSlePa9BC01EJTzdSGGkys+uYwT+09yfMcBPvjDf7H4/i/jC4XcDksIkUSG7hWvBJs2bRrTpk1rfxwMBrntttu46KKLuPPOO3n88cf5+Mc/jpHgofM1NTUJ3d9wl5WV1bf3TGs8H/4ZT8Vh7Jxp0BJOfHAJ1FjdwAdr3wPgktsvJ9zPeAPBQL/30UajqamBY8VQUwOhEGgYljU/vR4Psfgw/MEG0FB9z9rKbln42ONdwTHzI9hRH9DidmiA8zenpWVoxDKQ3n//EAAzLiogGo32e38j5X1LJHnP+kbet77wuh2AEEL0iTV5GcQjeA6+hkZBMNPtkIQQCaIMgxsfupP/97X/S7jqNBt/8lOnN6xSKMNwygQrdeb+rHXKMFBG2+Ozl53Hzv46P26/KXXmeOdbNs4cH9S5MZ3v3ujptl39nL04TluVlk7rOCte59pA3LLPeT6QkY4nID1DRfIa8smSUGsGuKGhocvnGxsbzzv7oyemT5/O/Pnz2b59O8XFxUyaNGlQjisSy6j4ELNkM3baWDD6P5J5oL3/4masuEX+zEIKZp1b6s0tLWFNSQmUV4BtQ3o6JGBguBADyqubybCPU2uM54DvVk57LnI7pGFHa82RonKamiNYcRvLsrAsm3jcxrKcx/G4zc4dRwCYPXu8yxELIYQQQpyHMrCm3YCy45iH16OVgkCG21EJIRIkPTvArE98kg//8z+INtSjbdvtkEYU0+dj6k03kL94kfSwFElpyCdLJk6cCEBxcTFz5szp9FxdXR01NTUsWLCgX8doK/sUDp8ZmT8YxxUJEq7Dc+AVUCTFl9xIc5hdr24DYMkQ6VViWZqT5XD8ODS1QGoK+P1uRyVEN7QmVVfi13Wc8CzigG8lYUNKKQyEdzfu5y8vbO7RtqZpMH2G1AYWQgghxBBmmMRn3Azaxix63ZlhEkh3OyohRAIYSjF6wihm3/dVgkYTWmvQduu9RmuNts8sewxFLB5vXWej7bZt7A7bty7bdodb62Ntd1p/7ms0Wp+9TKd4zr230ZoLPK/bk0AdH3e1rbY1rQfssO25+4OO6+i0ru396ni8Tsdue2xZxMNhDry4mlN79jLzjr8jkJk52P8EhOiXIZ8sWbx4MU8++SQbNmzglltu6fTcxo0bAViyZEmf9x+Px9m7dy9KKcaOHTtoxxUJojWeQ2sxao875beSwO417xFpCpM9bhRTlsxwNRaNpra15FZ1LXi9kJXZOntSiCFM6TiZdjFxlcI+3+2UeK/EVlISZiBEIjHWr9sJQH5+NimpfjymgWmamB4D0zTwtC0bBtNn5BMM+twNWgghhBCiO4ZJ/KJbwLYwj7zlzDDxS/UIIYaDUBpUVHoIZHY/oHaolpoe6rp637Rtc2LzForWrqem6AhbHv8l01bcyNhLFsosE5E0hnyy5PLLL6ewsJDVq1dz7733MnPmTMApg/XLX/4Sj8fDHXfc0b59dXU1NTU1ZGVlkZ19psn3jh07uPjiizv9csbjcX7yk59QWlrK0qVLyeyQ7eztcYU7jPLdmCVbsNPyk6L8lhWL895fNwGw+M4rnZqVLmkJa0qOQ3k5WDakp0nJLTHEaY2PRlLsKkyi1Brj2e//O6rNqW5HNqxteGcvjY1hcnLS+IeHVmKa7n1uCSGEEEIklOEhPnOlM8Pk6NvODBO/NIMWItmlBFsXNE4VEjEolGFQeMXl5Eyfxt4//4X648fZ/5cXqdy7j4tuvw1/uszgE0PfkE+WeDwefvCDH/DFL36RT33qU9x6662EQiHWrl3LiRMneOihh9r7jAD8/+zdd3wc9Z34/9dnZnZXWnXJvTfk3ju2ARuDARfAhEBIgOTCXRICaZfLkQuXXMjl7sJ9f0kOSHJckiOQUEIxRw8OYLAxbpji3m1Zxeq97u7M5/fHaFUs2ZZkSbsrvZ+Px3pHU98znp3dz7zn8/k8+eSTPPLII9xzzz3ce++9TeP//u//HoDZs2czePBgqqqq2LVrFydPnmTYsGH8+Mc/vqjtigioK8c6/Be3GkSMVJk+uHkv1SWVJKQnMXn5zE4tW12jyc9vqu3YitcXIhhwJ3QkWa81FBVDbS34Y6zJLVMHUNgdmlfjdjDWclg3/VJSoBXozrZfetYBlqcjepypG/DrEny6igAJlJrjOWPNotCaSkDJ0389qba2gXc37QNg1TWzJVEihBBCiL7H9BCass6tYZL1PlqNAG9CpKMSQlyEuDiwTAjZYEX9nc++xz9gAHP/9m/I/mAbJ956h5IjR9nx0K+4ZPW1DJk1U2qZiKgWE5eMRYsW8dRTT/HQQw/xxhtvEAwGmTBhAt/85jdZt25dh9Zx6623smXLFnbu3ElZWRmWZTFq1Ci++tWv8jd/8zekpLStmtcd2xU9JNz8VmU2TnpsNL+lHYddL7hNuM1dtwjL0/GPX0Wl5tAhqKqGsyujaMA0beyO5Q+aeD2QmhpD9/q1Jknn49U1hOhIdqcxeYTbzqZCN40PjzNtE9vp2IELp1zO3oZqNVY1P7jSOOBgoDEbX0ar7bcXU+e0Tv60mxC6AK1AY+Jg4TTG6Sh32MFyY47ASaK0TbwuI16X4WBSbQzmpHUFRdZkKo3hMXTixrb33t1HfX2AIUNSmTlrXKTDEUIIIYToGaaX0NQb3Rompz9AJ0vCRIhY5o93kyShkCRLIkUZBqOWLiEjM5MDL7xIVW4uB194kaL9B5h4/Vp8SfLgo4hOSuv2nlMX3aWsrCzSIcSUtLS0Dh0zI+8TPB//ER2fETO1So7vPMyLDzyJN97HV/7w9/gS4jq0XFm55tBhqKuDlJT27xH3+TY2tSbVOY2tPBz2rqXcHNWBZUDh4CYinMYUQvhvdzjO56WhvqEjATS9q7PGhZMcBjamDmASaHwPYuoAHl2HRR2Wrsck2JiQMJpejmpMUGBA47gOHhQUNgaOu3/abtxPBwO7aZ8vROFg6Tos3YCBjUEIpe3mYWxaJl1M08Ruk5lrWbe5Y/Wcw0evdRJKozEaxznUqTQKzGkUWlMpM8djq9jtByM+Pp66urpIh9EpVVV1/Pu/PU8wEOLOL61g2rTRvR5DLB63SJNj1jVy3DovJ8fDL38eG7/B+gMpc3ReR8sdorU+f9xCDVh7n8fM3uYmTMwLPKSlFCjzvA/yxMXHUV9X382B9n1y3LpGjluzjz/RVFZD0gVa1uvz91N6SGeOm2PbnH5/KyffeRdt2xgeD574xrbSGq+fSqmzhpvHdfQdzh7Xeh3KMFovZxjtrqvNfK2mdTAmw2haf3jYtCwcrRvHG83rOiuOlttvWs95X+fZn5bjWsQTM0JB4hrymP9vv++1TUp+VcSeujKsI38BjJhJlADseuF9AGZeO6/DiZLiEs3hIxAInDtR0tcpbZPmnKJepbLfdxOF1tRuW3e8J566kNwcA/c4mzRg6UDjewMmgcb3hqbEi9cbR0OggdbNm9H0d+skUjt/a92YiLHdZI8OtRo2CaBwqDBGUWROJGDEzme8r3nn7U8JBkKMHDWAqVM7kKAUQgghhIh1lo/QtJtAhzDP7Gm/DeSzObb7U1hrML1gxaEtr5tosWKovWMh+pikJCgrj3QUAsAwTcZcfhkDJk7k4IYXqco7Q0MwGOmw+q/2kjDhcaaJYZkYpokyrXaHDcvC8HiwfF4MjxfT68H0ejE9je9eL4bHg+nxNM5rYVhW89+WhTLNqG2OTZIlIrZoB+vIRoyKHJyM2Gh+CyDv4Gly9mdhWCZz1i3u0DIFhZojx8C2ISWZftkpmdIh0u2TVJrD2Oe7mXJT+gnqKVqZhPATUv7zzhfvi6fOkQRTX1dWWs22Dw4DcO21c6P2R4wQQgghRLfzxBGa8TnssZdduJVcbaMaqlENlaj6cqgpwqgpRgVqIFALoQZ0tYlqvCnoNuHb2JDv2RWylYFOGAQ+aZpGiO7g97sfs6ZuSlt83lSbAdEbEocMZt5X/46aoiK0bTfmoxuvh2i0bjkM6PC4jr8DaK3RTvhvd9id7jTP7zitltWO02Z94XU0j2s5D+eOpXHd2nGa19v47ti2O8122ompdZzu9t11OLbTtL72Xmcfg/PS2j3+nW3PvzsphWFZWD4fHr8fKz4ejz8eT3x86799XkaNb9t1Rk+SZImIKcaZTzFzduIkDwPDjHQ4HbZrg9tXyZQrZpA04PxPyms0Z87AsePud0RyIv3yC9zUDaQ5pyixJrDP91mqjSGRDkmIfuOvf/0E23aYMGEol2QOi3Q4QgghhBC9y/Ki0zr2oFab21JaQ6gOVV+Jqq8kzqsJVZS2uIHVfDMwfCMPrTFKT2AUHoTqfHTikNhImthBN0nUwX4gXS2O2Hlu6ukGL6ohcOHVtXqop3MFZ235ID6tU8uI2BEfDz4vVFY1f+TCWp55pqE71gesOqvxaQWGcvuVbXop91ZVeLhP3MvR4DhgO40V6IyLux2nDIPEwYO7L74Y0ltNvp2dCGovgeMma9pJvNgOTijkJnVsu/m9cZwTCuGEQtiBIE4wgB0IYgcC2MHG90CgeVow1DS/EwrhtKxNpDVOMEggGCRQXX3e/Rn1/b/p4SPWmiRLROyoK8M6/BdQBvhip2me0pxijm4/BMC89UvOO69Gk5MDx0+6X0CJ/bRPQY+uJcXOJt+azn7fzdQbqZEOSYh+o7Cwgg93HQPgmuvmRDgaIYQQQogYoxR4/GiPH500BCMtDbsD/bzYYy9DlR7HzNqKWbDfTZokDI6+pqcdG1VXBvVloBQ6Lh1856+dDjTeNDbcd9XiLrIymmbQLRIfKi4Op779vjdUOMkELaoNNCafNIBz4VpBaIzKPBxPAlix2zeiOLeUFJg+FZxwTrJxfDhHF373ei0aGi6cLXEct+WPUMh9BYNuk+nBIASCbjIhaIMTcOd1dLg2mftuhpMo4URD+JQ9K38a/lvhfjzCCRmlmpMw4fFKNdaeabFsy49CRysagBuvYzcnRlomhgzDvUelFDQ0HgfDdHDs5sRROIliGhDno28kimKUMoyoPPy6sUaLHQw2Jk9ChOrrCdbVEaqrI1hbS7C2jmDjcKiujmBNTa/HKckSERu0g3XkTVRVHjp9QqSj6ZQPX9wKWjN+wUQGjBp0zvm01pzKglOnweMBf3wvBhlFfE4FibqAbM8iDvquJ6j6acZIiAjZ+ObHaK2ZMmUko0ef+5olhBBCCCG6kVLojAmE0sdjl57AzPoAs2Bf65omkWoa1bGhvgJVVwpoiEvFHnUpzqDJOBnjwdv9ZbbEtDSCHUgydVmoAe/m/0TVl6ET++dT7n2doRQpHWi9Jy7eoL7u4j5bGo3TmEgJNiZSWr4aGqC+wX0PVyxQClRjcqFV7ZTGpIp23HWFgu671u66tG5OxmjdnH9s+SI8TMcvG6aCeD/44txkh9fr3pvyWI3vHjdJE04UKeWhpqahzf7V1bnb9EmXTeIsSilUY58lHRYKQkNezwXVDkmWiIgz8j5GVReitIPjj8eqqgQn1JjSDrntwIYCGIX70Emx1fxWTVkV+9/+BID5Ny0953yOozl5CrKy3S+luI71/97n+J1i4nQ5JzzLOeK9DkfJEz5C9Kbc3BI+/eQkAKuulVolQgghhBC9Til0xnhC6eOwy065NU3yG5MmCQPB9PReLHbQrUXi2BCXjD1iLs7gaTgZE2KjmbDzsXw4g6ZgnnwPJFkiLpJCYZpu7ZELJQlsR7dIcHQsk+Fot6kw2wY71FjDpbEWSDjJ0rLmSdO4TjQH5i7b8aRRe0kmjeajj6GmRpIlInZJskREVl0Z1oGXUTVFoAwcrxcrEGysfntWStyXElU/yPZu3E1xVmFTB0yO47jDTnNbgGW5Jdghm2GTRzJi6uhzrut0NmSdbmxTs59+ocQ7pfh0NYc9qznpXY5WsZMUE6KvePONjwCYNXscw4alRzgaIYQQQoh+TCl0+lhCaWOwy09hntqGWXQAgrW9F4Nh4Qyehj1kGs6AS/pc/x7OgEzMU5vBDvZuEkr0a6bR+VoshlIYllvLgyi+Z6RQpCRryisiHYkQXSfJEhFRZv5eVG0xekAmKAMVH4dT1367pNHk9J6TvPnQSx2ef8Fnlp1zWkNAk3fGreLYXxMlAH5dzEnPFZzwXhm56uVC9GMnTxZw8GAOhqG4etWsSIcjhBBCCCHATZqkjSWUOoZQfTmqU52pXxxtWBCX0mfLZ076WHRcOqq+3K21I4S4aAnhVvnCHa8IEWMkWSIiJ9SAmb0DPAktOnWLDR+9vA2AEdPGMGLqKFAKwzDc9vdM5b43/p08KJXxCyaec12FhW6bjqmpvRR8FPLoWmx85Fsz+uwPcSGimdaav7y+G4D5Cy5h4MAONO4rhBBCCCF6j1IQn3bhfstFx3kTcAZOxDy9DSRZIkS3SEhwmyML2dCZrimEiBZy2oqIMQoPoipz0SmjIh1Kp5SfKeXYjsMAXPX1tWSM7PqPqmBQk5fX2FFWP84RJDhFlJujKDfGRDoUIfqlI0fyOHGiAMsyWblyZqTDEUIIIYQQolc4AzMxT3/g9ssSQ/2jChGt/H7wetxO4CVZImJRbD3OL/oO7WBm7wQUmLHVifdHL28HrRk795KLSpQAFBVDda37ZdJfKW1j0kCeNVf6KREiArTW/KWxr5LFl04iNS0xwhEJIYQQQgjRO5z0cRCXgqovj3QoQvQJlqlITHSTJULEIsnxiYhQZVkYJcfQCYMjHUqnNNTUs/ct96bi3OsXX9S6bNutVWKZYPTjtGW8LqNepVFoTo50KEJEhNa68QWO46C1O862HRwn/N56ODzNcRwcWzdND4+zw3+3nK/FdMfR7jy2pqK8hpzsYrxeixUrpkf6cAghhBBCCNF74lKwMyZg5n0M/oxIRyNEn5Cc7D4cLEQskmSJiAgzdzeE6sEXW08w7/3rRwTrAmSMGsjo2eMval3FJVBZBUlJ3RRcjIp3yjjlvYwGIzXSoYh+aM+npzhyJBftNCYrdGOywtE4jUkMx2nx7jjYjQkH7eh2h1smL5oSHdpNXNiNCYxwckTr6Gl1etllU0lMio90GEIIIYQQQvQqZ+AkzJzdoJ2Y609ViGiU0Nh6itb9u8l5EZskWSJ6naopxjzzacw9teHYDh+9sh2AuesWoy7iiu84bq0SZbgdX/VXlq7DUR4KLHmaXfQurTUb3/yYt/76aaRDuSClFKZpYBhnvxsYpoGhFIapMAwD03DfDUM1TVMt5zcUZovpSilMQ5GYFM+KK2dEeleFEEIIIYTodTpjPPiSoL4S4lMjHY4QMS/B7/bNGwyCN7Za3hdCkiWi9xlnPkXVleMMuCTSoXTKsR2HqCwoJz7Zz+TlF9cBclk5lFdAQkL3xBar3I7dR1JqjI10KKIfcRyHDS9sY8f2IwAsXJRJenoSSrmJCaUUhqEah1uOa52EMEzlvhtG47CBabaez2yc5o+PJxgKNq23ef2qKaHRclsK3O00rksIIYQQQgjRM3R8Ok7aGIzCg2hJlghx0eLiweeBgCRLRAySZInoXcE6zOydaF9SzFVv3f1/HwAw89p5eHyeLq9H49Yq0YDVnz+B2sGivrFj9/58IERvCgZDPPXkZvbtzUIpuHH9YhZfOqnHtxsfH09dXV2Pb0cIIYQQQgjRSUrhDJ6Ckf+ptBskRDcwlCI5RXMmP9KRCNF5codS9CqjYD+qOh+dOibSoXRK/tFccg+cxrBMZl234KLWVVEBpWWQ0M+7BnA7dk+l0JwS6VBEP1FfH+APj73N8WP5mKbBbZ+/nBkzx0Q6LCGEEEIIIUSEOenjwJsIDVUQlxzpcISIeUmJkOdEOgohOi+2Hu0Xsc2xMXN2guEBs+s1MyLho5fdvkomLZtGYkbXfzhpNGfOQMgGTz+viujXpRSa06g30iIdiugHqqrq+O9fv8HxY/n4fBZ3/e1VkigRQgghhBBCAKATB+OkjETVlUU6FCH6hAQ/GAY4dqQjEaJzpGaJ6DVG6XGMkhPohEGRDqVTqksqObR5LwBzrl98ceuqhqIS8PfzWiWmrsfBIl86dhe9oLSkit/+z5sUF1eRkBjHXXddxYiRAyIdlhBCCCGEECJaKIUzeCpm0SG0NMUlxEXzJzR38u4zIx2NEB0nyRLRa4yc3eAEweuPdCid8snrO3Fsh+FTRjFkwrCLWld+PgQDkBhbh6DbJThFVBrDKTXHRzoU0cfl5ZXyu//ZSFVVHWnpifzt313NwIEpkQ5LCCGEEEIIEWWcjPFoTzwEa8GbEOlwhIhpXi/Ex0N1DfgiHYwQnSDJEtErVFU+ZsE+tD+2nuYONgT59I0PAZh7w6UXta7aOk1BIcTFAf35IRXt4KGOXM88HBVbzbGJ6BEMhgiFbLR2/9ZNA6DdEeSdKeOPj2+ivj7AkKFp3PW3V5OS0s8zlUIIIYQQQoh26eRh6MQhbj+rkiwR4qIoFKkpmvKKSEciROdIskT0CuPMJ6iGCnTikEiH0ikHN31KXWUtyYNTmbBw0kWtq6AA6hsgPbV7YotVcbqcBpVCkTk50qGIGBQK2bz80k62bzvcnCC5gLFjB/OlL19JfLw8zyKEEEIIIYQ4B2VgD52BdeBEpCMRok9ICOccNf37oWERUyRZInpeQzVmzodoX2pMtfuptWb3y9sAmLN2EYZpdHldDQHNmXyI89HvvyD8uoQcayG1RmzVMhKRV1paxR+feJec7OIOza+UYuassXz2liV4PPJ1J4QQQgghhDg/J30cWHEQrANPP+9sVIiL5PeDZULIBkuK5CJGyKkqepxZsA9VXYhOHxfpUDol6+PjlJwuwhPvZfpVcy5qXYWFUFcHqandE1usMnUDGpN8a2akQxEx5uCBbJ5+ajN1dQH8fh+33raMSy4ZhmqRgHUHFUrRarwQQgghhBBCdIROHYlOGISqK3P7LxFCdJnf39zJuyRLRKyQU1X0LCeEmb0DTB8YsXW67X7JrVUyfeUcfAlxXV5PMKTJy3O/IPr7/dsEp5gqYxgl5oRIhyJihOM4bHzzY95+aw8AI0cO4PY7lpOWnhjhyIQQQgghhBB9jmFhD5mGdfiNSEciRMyzTEVSoqak1O3sXYhYEFt3r0XMMYqPoMqz0InDIh1Kp5RkF3Fy91FQijnrFp1zPkeHe5Nu4ayESFER1NRCcnL3xxlTtMarqzlmXY2jvJGORsSA6qo6nvzTexw7dgaAS5dMYu26BViWGeHIhBBCCCGEEH2VzhgPpgdCDWBJv4dCXIzkZCjsWEvaQkQFSZaInqM1Rs4ucBzwdL1mRiR89PJ2ACYsnEjq0PR25yks0pw8CbZz/nU5DhgmGF3v8qRPiNMVNBjJFFpTIh2KiAEnTxbwpyfepbKyFq/X4jM3X8rsOeMjHZYQQgghhBCij3NSx6D96W5TXElDIh2OEDHN73efKdZaWlsRsUGSJaLHqMpczMJD6ISBkQ6liWPbFBzPxw6G0I6DdjTOWe920Gb/O58AMGfd4nbXU1ikOXwUQiHwes6/TaUgKaGbdyQG+XUxedZcaoxBkQ5FRDGtNVs2H+C1V3fhOJpBg1O4444VDB6SGunQhBBCCCGEEP2B5cUZPBXz+CZAkiVCXIyEhOZ+S7zSyIiIAZIsET3GzP0YAtWQFB1NcDXU1PPs/X+g4Gheh+YfNG4II6ePaTO+qNhNlDg2pCTRptkt0ZapA2hUj3fsrrVufLnDjqObxjUNOxqncZ76epu62jp3um6e3rR8+G+ax509T9P620xv3s75lmv5d9P8jgbaieM8y+oWy7aJV+Ouz6HVtKZj1rhu51xxOc3HTSlFKBjCaTnecVpvz10x7m60HNf2/+jsYdt2qK6uB2DWrLF85rNL8PkukJEUQgghhBBCiG7kZFyCeeI9sANgyh1eIboqLs5NkgQCkiwRsUGSJaJn1JVh5O2G+PSoqGcXbAjy4k+epOBoHp44LwlpiRimgTIUyjAwGt+VoTAMA8trcennV6DOir2oWHP4iJsoSUpEEiVa49NVKOzzzhanK6g2hlBsZnZ5U0VFFWx4fhvZ2UVuYsJpe2Nf9A2mabB23QIuXTKpzWdQCCGEEEIIIXqakz4WHZ+GqitHJ0rrCEJ0laEUKcmavPxIRyJEx0iyRPQI88weVG0JOuOSSIeCHbJ55T/+TM6+LLx+H7f8+98wePzQTq8nnCgJ2ZAsiRI8upoUJ48ACdgX6LA9oBLIteZjq853jqe1Zvv2w7zy8i6CgVBXw21FKYVSYBgKUG6STKmm8Uq545RSGGf93Wpc4wtF8/JNy521Lmi1jnOtp82yjcuH4zbC22u1rtbraf6bVuOgeVzT+owLraP5+BiGwufzEQoFm5YzGpOM7vE0aNyMu1zj9lCN+69wk5It/g9aHZPG8SmpCSQmxlY/R0IIIYQQQog+xOPHGTQZ89T7IMkSIS5KYiLI860iVkiyRHS/UANm9g7wJICKbK/m2nF487/+jxO7jmB5Ldb/8PNdSpQUS6KkiaEDpDi5gCLHmsdJzxXUGhkXXC5EfKe3VVlZy/PPbuXgwRwAxk8Ywtp1C4iP97a5sd8yWQG0uJmv2k0CAMTHx1NXV9fpuPozOWZCCCGEEEKI/sAZkIl5aisEa8H0gWFGOiQhYlJCAhjKbaVFPkYi2kmyRHQ7o2A/qjIPnToqonForXnnt29wYNOnGKbB2u/fwohpYzq9nuJizSFJlKC0TaIuwKtrKDXHccJzJYXm5B5LiO3bm8Xzz22lpqYByzK59rq5LF02pbE2iBBCCCGEEEII0XOc9HHo5KGommKwg4DTYqpy+zIxPWB40PGpYMgtNiHa4/c3d/Luk2SJiHJyJRfdSzturRLDjHgnaNuefpePX9kBwDXfupHx8yd2eh3FJZIoQWvidRkJuohqYzBHvNd2uUmtjqivD/Ly/+1g166jAAwdls5tt13GkKFpPbI9IYQQQgghhBCiDV8SgUV3o+orUIFaCNa474EaVEMlqq4MVV+OCtSiyk5GRTPkQkQjrxf88VBVAz1zJ0mI7iPJEtGtjJLjGCXH0QmRbdPzo5e388FTmwBY8ZXVTFk+s9PrKC7RHDrcvxMlHl1Lip1Dg0rkmGclWZ5l1Bs9l7Q4eaKAZ57eTGlpNUrB5VdMY9U1c7AsefRACCGEEEIIIUQv8yWhfUmcr7sFVXoC745HoaESfMm9FpoQsUKhSEnRlFVEOhIhLkySJaJbGTkfgh0Ab0LEYjiw6VPe+Z/XAbj088uZs3Zh0zTb1hQWuVX/wp1L6aZ/msc5Gs6c6ceJEq1J0mewdD15ntmc8CynwhzdY5tzHIc3//Ixm97Zg9aQlpbIrZ9bxrjxQ3psm0IIIYQQQgghxMXSaWOxB0/BzP0YLckSIdqVEL5NqOl/99hETJFkieg2qiofs2AfOmFgxGI4vuMQb/ziRQDmrFvE4luvAECjKS+DU1lQVk7juGbh63TLcR6r/yZKUp3T2MrLPt/N5Frz0apna3Zsemcv77y9B4C58yZww40LiYuLbDNuQgghhBBCCCHEBSmFM2oxZv4+CNRE9OFRIaKV3w+W6T6UbMndaBHF5PQU3cbI+xhVX4EeEJnaANn7TvHKz55FOw5TVsxi+V3XoJSivl6TlQ35+WA7kJQEprTq1D7tkOacpEGlsN93E4XWtB7fZG5OCRvf/BiAG29azKWXTurxbQohhBBCCCGEEN3FyZiAM3AiRsE+dPqESIcjRNRJaNHJuyRLRDQzIh2A6CMaqjBzPkTHp4Hq/aoY+cfyePGBJwkFQoxfOIlrvnk9GkXeGc3Hn0J2jtuhVGqKJErORWmbDOc4tcZAPo37fK8kSoLBEE8/tRnH0UybPprFiyf2+DaFEEIIIYQQQohupQzs0ZeCMiFYG+lohIg6pqlISnSTJUJEM0mWiG5h5u9B1RSi/QN6fdvFpwt54YdPEKhtYOT0Maz9x5upqjbYuw8OHXYvxGmp4PP1emgxw9BB0p1jlBsj+dh3B6Vm7zwJ85c3PqKgoJzEpHg+85lLURFItAkhhBBCCCGEEBfLGTARJ2MCqupMpEMRIiolJ4NtRzoKIc5PKj6Ji2cHME/vACsejN6ttlGeX8bz9z9OXWUtQy4ZznX33capbIu8MxAMuX2OmHKWn5ep60lzsig2J7LX91lqjd7pc+b4sTNs2bwfgJs/u4SExLhe2a4QQgghhBBCCNHtDBN79BKM4iMQqgdLyrhCtJTgdxuj0ToijdII0SFSs0RcNKPwEKoiG504uFe3W11SyXP3/4Hq0irSRw5i8Ve/wP7DPk6ddts/TEuRRMmFeHQtaXYW+dYMPvF9odcSJXV1AZ55Zgtaw4KFmUyZMrJXtiuEEEIIIYQQQvQUZ9BknPRxqKr8SIciRNTxJzT3WyJEtJJbyeLiaI2ZvdMdtnqvnau6ylqe++cnqMgvI2FAGuNvuoNTeX48HjdJovpgGtDnVJCoC3GwCKk4gviwVRwhfHTlo+zVVSQ5Z8jxLOCA70aCKqH7gz6Hl1/aQXlZDenpiaxdt6DXtiuEEEIIIYQQQvQY0+PWLik5DqGGXr1PIkS0i48DnxcaAm6/wkJEI0mWiIuiyk5hlBxBJ/RerZKG2nqe++cnKDldiDcpmVE33IkRn0RqfN9MkgDEOyXE6zKyrQUYOCQ6Bfh0FT6nBIsGzJDCth1sPISUD7fSmG5cWjetRzX+rbSDRT2nPJdz2LsGW/Xet9S+vVl8uOsYSsGtn7uMuDhPr21bCCGEEEIIIYToSc7gaei0MaiKXHTa6EiHI0TUUEqRnKLJy4t0JEKcmyRLxEUxc3dDsB5SEntle+VlAV788VOUHM/DjPMz+XN3kD4yrU+3dZjo5OPR9Rz2rOakdzlamaA1FnXE63J8TgUp3jpUfRGJTgEJThEKG1BowgfGQCvQGI3jodCY0ri+3rsMVFXV8fxzWwG44orpjB3Xu023CSGEEEIIIYQQPcryYo++FOuTP4EdAFMeoRciLCmx5SO9QkQfSZaILlM1RZhnPgV/xkWtp6JSU1vrDvt8Dg0N7V82y8tCbP3vZyk/fgrT52P2F28neUTv9LEREVqT7OQABgd8N3LaWtzcA5ZShPBTpfxUGcOo8cVT59RFNNwL0Vrz/LNbqalpYOjQNK6+ZnakQxJCCCGEEEIIIbqdPWQGZspIVHUBOkX66BQizO8HQ4Fjg2FGOhoh2pJkiWgrUOM+/eBLAuPcp4iR9wmqrhxnQGaXN1VTq9l/AOrqAAWmGcK2286nHYdTr71I+fEjGB4PM2//PMkjhnV5u1FPa9KcUwSVn/2+9eRbsyId0UXbtfMoBw5kY5oGn/v8ZViWfCsKIYQQQgghhOiDPHHYo5dgffoMOKHz3lsRoj9J8IPHC4EgxMltIRGF5GotWgvW4dn9B4zKPLTlQ8enoRMGov3p4EtGxyWjfclgejFzdqLjkulqG1haa06csCnJKiTJ76DRmIaBEwqB1mitm94LPt1D+eF9KNNk+uduIXVM3233U2mbNOcktUYG+703U2xNjHRIF620pIqXX9oBwDXXzmHo0PQIRySEEEIIIYQQQvQce+hMzBPvoaoK0CnDIx2OEFHB44WEeCirgDgf0Ieb1RexSZIlohXz1BaMokPohMEoJ4iqyIXSE+A4oNxrmDZ9YPmgvgydPqHL2yosgp2PvUDZ4f0dW0Appt58ExmZl3R5m9FO6RDp9gkqzJHs891MhRn7SSHHcXjmmS00NIQYO24wl10+NdIhCSGEEEIIIYQQPcubgD1mCdbe56TNISEaKRSjRmlqDkFlNSQnIgkTEVViJlmyZ88eHn74YT755BOCwSATJkzgzjvvZO3atR1a/sMPP+Stt95i586d5ObmUltby/Dhw7nyyiv5yle+QnJycptlVqxYQW5ubrvru+WWW3jggQcuap+ijSo7hXXiPYhPh/jUdjtc0tqBUAPYDZA8ostVSRsCmj2bs9xEiVLEpaSAUijlZmTcd9X0blgeRi29lEHT+u6NdlM3kOacosSawF7fLdQY0d35+emsIt5882NysovdWkC4tYXcCkEaDWjHrRlk2w4+n8Wtty7DMIzIBi6EEEIIIYQQQvQCe9hszJObUTWF6KShkQ5HiKiQka6YmKk5dASqaiApAUmYiKgRE8mSHTt28OUvfxmPx8Pq1atJSkpi48aNfPe73yU3N5evfvWrF1zHN7/5TcrKypg7dy7XX389Sil27tzJ7373OzZu3MgzzzxDRkbbjsqTkpK4884724yfNm1at+xb1AgFsA6/AYHq89cWUQZ44t1XF2k0p09rjr65EYBh8+Yy6Xo36eWxLIKhUJfXHassXUeqfZoCaxr7fJ+l3kiNdEjnVJBfzhtv7Gb/vtOdWu7G9YtJz0jqoaiEEEIIIYQQQogo40vCHrUY68D/QcIgqV0iRKOBAxRaaw4fgeoaSEyMdERCuKI+WRIKhbj//vtRSvHkk08yZcoUAL7+9a9z66238vDDD3PNNdcwZsyY867nzjvv5IYbbmDQoEFN47TW/PjHP+bpp5/mkUce4Uc/+lGb5ZKTk7n33nu7dZ+ikZn1gdv8VsqoLvdB0lHl5bBv035qz+Rger2MXXFFj24v6mmHVOc0uZ657Pd9hqBKiHRE7SorrWbjxo/Z/eFxtNYopZg7bzxLlkzG67VQhnveqMYaQW4lIffd6/Pg9/sivAdCCCGEEN0vEjXghRBCxA57+FzMU1tRtcVo/wDQttssl2ODtlFOCLTjdgTvONBuOx9nUYabeFEm2jCbhy3c9Size+/taO3GqO3GWO3mvx0Hpe2muLQywTAaY2g5bPT4/SYRWwYNVDiO5shRqKmBhOi8HSb6mahPlmzfvp3Tp0+zfv36pkQJQGJiInfffTff/va32bBhA9/5znfOu56/+7u/azNOKcXdd9/N008/za5du7o99lihKnKxjr8DvmS3L5IeFLI1x4+FyH73LQBGLb0UX1L/rm2QpM9QbQzisHdNVCZKqqvqePvtPWz74BC27QAwbfoorrlmLoOHpEY2OCGEEEKICIpkDXghhBAxIj4Ve9QCrMN/QTVUuYkNI5xIsMAw0YYFvkS0FecmFc5Lo+wgBOtQdhDlBCFU7yYwQhWo+jqUY6MVdE/bRtrN3zQlaIw2SRBtmIBCaRtlByDUMqniDivHBq1x0kaDFdcNcYm+YMhgN2Fy9BjU1oLfH+mIRH8X9cmSnTt3ArB06dI205YsWdJqnq6wLPcQmGb7VSEDgQAvvvgiBQUFJCcnM2fOHCZNmtTl7UUdO+g2v1Vfjs7o+Y7T8/Lg6Hu7CFSU4U1MZOSSS3t8m9HM0vV4dB2HveuoM6KrEFxfH2Dze/vZ/N4+GhrcptHGTxjCddfNY9TogRGOTgghhBAisiJdA14IIUTssMcsQyePANODtrxgesH0oU2v+9Cq6elAkuQsWru1SOwA2AFUKEB8YhyB0iJUqMGd1l0MCwwP2vS4sZ417MavwA6BE3TjsYONw8GmYfPEexjFh8/f/Lvod4YOdU/no8egtg78XW/5X4iLFvXJklOnTgEwevToNtNSUlJIS0sjKyury+t/4YUXgObEy9mKioq47777Wo1btmwZDz74IOnp6V3ebrQwc3ZiFOxDp4zs8eqQ1TWak8fqKNj+HgBjr1yO5evHTTNpTYqTTYE5lVxrbqSjaVJX18DW9w+yZfMBamsbABgxIoNrr5vLJZnDUFJtVgghhBBCasALIYToOG8CzpBu7vtWKTdJYXqABLfyR1oaWqV0pCGvnmF5AW9TPGFNw8rCKD0J9ZUQJ81MCpdCMWyYxnHg+AmoA+IlYSIiJOqTJdXV1YDb0Xp7EhMTyc/P79K6Dx48yK9+9SsyMjK466672kxfv349CxYsYMKECXi9Xo4fP84jjzzC5s2bmwovF7pxnJaW1qXYeoOuPINzegs6MRWV3LNxOg7kHglx+v23CNXVkTBoIKMWzMdop0aPx4r607JbxNnF2EYKOUlr8VkX/yMh/iK/Saqqatn0zh42v7eP+voAAIMGpbJ23UJmzR7XZ5MkF3vc+iM5Zl0jx61r5Lh1nhyzronm4xYIaDweouy7uBufVo1Rka4BL4QQQsQaZ8Al2MNmYZ7ehvYlSR8moolCMWKEmzA5cdI9NeJirbW2xhbr9DmylY7T2C1RC25/v3RPi3miW/SPu9LtyM7O5itf+Qq2bfPzn/+83Voi99xzT6u/Z86cyaOPPsoXvvAFdu/ezXvvvccVV1xx3u2UlZV1Z9jdx7GxPvkzZlkuOiMT6up7dHP5BZpTh8sp/HAbAOOvvgpba+xQ64K2x7IIhvp+4VvpED67gCPeaykIDoFg3UWtLz4+nrq6rq2jvLyG997dy47tRwgG3U7ZBg9J5corZzBj5lhM06C+vmfPj0i5mOPWX8kx6xo5bl0jx63z5Jh1TbQdN8eB6mqorIJAA1geCIXAMiE1FRIT3WbCI8sT6QAiLtI14IUQQoiYoxT2+OWYhQfdDu8TpIlv0UyhGDXSTZiczHJ/ExtGY80k3fwOzQmJjtaiCucimvJzqp1xjet1tNvlTqvhs9YT3rY6KwbFuXOApqmx7dbjtG5/3S23YVng9YDHEw1lgL4v6pMliYmJAFRVVbU7vbq6+py1Ts4lNzeXO++8k9LSUh5++GEWLVrU4WUNw2D9+vXs3r2bjz766ILJkmhl5O7GzPvEbTOzhzP5DQ2arCzIe/8dtB0idcwYMiZm9ug2o12Kk0u5OZpT3ssiFkNxcSWb3tnL7g+PNXXcPnLkAFasnMGUKaMwDElrCyGEEL0lEIDKSjdJ4mhITIBRoyBzgmLoECgtg0OHNNk5UFwMpuUmTpKiInHSP0WyBvzZork2ezST49Y1ctw6T45Z18hx65qoP25padgVV6H3/h/4hqGMyNegjIuPtSoM0aGnjtukSeDx2OTmNmYWWtS+MJRya2Mot5ufjt660rjJF92Y/HAasxThREU4+WIYYJoKywKPBZalsDzgsRSmCabpbtswFIYRHm58b4wpHF/7mm/Fa91c26TlsOO4CSNHQzCgKS/X1NRqampBOxrTVHg94PUqTKtjlVLOl5CJZlo50NC724z6ZEm4Q8SsrCymTWvdvmNFRQVlZWXMnj27w+vLycnhjjvuoLCwkF/+8pcsX7680zGFv3ii6QnEzlC1JVjH/gqmD7wJPbotjeZ0NhScOEPJgT0ATLj26ihrRqJ3eXUVCodj3qsIqo4df9t2OHggm4qKWnTjFVxrjaM12tFYlodAINA03n3RYl4A3fReXFTJnj1ZTdPHjR/ClVfOkD5JhBBCnFP4B7z7/XLh+R0Njg22DbbjvjtnDTstntJqWVhpU3BpfGyrqYp6y1/7uvVTXZYJXi94fe67z+s+jdXVrzetG/fhrBc0F4TCBaRwga1lAam50HPWq/H4BIPQEHBjTE2B+fNhzGjFyBFuMiT8vTwOmDsHSkvhVBYcOuz+xiopdpdNSQG/v0Vhq+UTcS3+37RuG6vRolDX0UKnE7HG0Pu+jtSAP1vU1maPYmlpaXLcukCOW+fJMesaOW5dEzPHbcBMvHFbUIUn0SkjIhpKXHwc9T3c2kpf1NPHbfhwzZDBuGWAlq9uut2vGwsRLX8jo8A0eq7p264es5EjNYEGqK6BmhqoqICqaqiodMslSgHK/e3fssZM2Nk1X0zTraXi8bjDUS1k93ryIuqTJfPnz+fRRx/l/fffZ/Xq1a2mbd26FYAFCxZ0aF0tEyW/+MUvWLlyZZdi2rPHvek/fPjwLi0fUdrBPPImqjIfPeCSHt9cWRnk5mkKtm4ErRk8YzrJsXjcuot2SHbyyLYWUWBeuHO3UMhm94fHeeedPZSWtF+76mJMmjyCFVfOYOzYwd2+biGEELGlqhqKipp/XGuab/i3fNLKaPwxfiGG4RY2DNN9NxuTGHFxzS9vY1Vy1VgzQtH8NFbLG/lW45NcRuPTXKbpJkXCw4YB9fXuPpSUaEpK3Boa1dVQGnCbsAprL3SPN0QwcO79bm+b0E4V/aYn1RoLK7gxh49by2GvBZ4ESPDDhPGKESNg2FDw+c59cJVSZGRARgbMme3+zjp5Cg4f1mRluzVTmpIgZx1H1eL/znFAh84f/4WcL87+ItpqwAshhBAxIy4Fe9xyrD1/hlCgsWN4IZop3NodPbn+cCIm2ikUPh/4fJCRDoyEkK2paUyeVFe7v+MtK1wzprHMYbT+OxiEmlqorICaOjf54jhu+cjjcWvSeDzNZbP+KuqTJYsXL2bkyJG8+uqr3HHHHUyePBlwCx+//vWvsSyLG2+8sWn+0tJSysrKSEtLa/UUVjhRUlBQwC9+8Quuuuqq82732LFjDBo0iOTk1h1vf/jhhzz22GN4vV6uvvrqbtzT3mGc+RQzdzc6eViPn/0hW3PqFJSfOE7FyRMo02Tcyit7dJvRLlEXUKsGcMx71XmPfzAYYtfOo2zatJfyshoAEhJ8jBs/pLHKYePLcKsfWpaFYzuN2eRwlUT3it/83vxl4PGYzJo1juEjMnp8n4UQQsSGwkKYMR1GjFBNiQHLcl9meLhF1fMLCSdHPJ7md7eGR0+XSNz1BwKaqiq38FDV+Go4x4NcCYk+aqrdjIpSbqy+xpopXm/r4XBtFWiuZeI4LWqdOM3jwD1mHo/bbJbHan1ML+ZYKKVIT4f0dDdxUl7u7mM4mWO2KBiZLZI8SrWIt0Xczln7ciHJKf4ux95XRGMNeCGEECJW2MPnYeZ8iCo7hU4fF+lwhIgplqlISYaU5AvP255AUFNb25hsqXETKPUNbhLFNNwHusyozxr0jKjfbcuy+Nd//VfuuusubrvtNtasWUNiYiIbN24kJyeHb33rW4wdO7Zp/ieffJJHHnmEe+65h3vvvbdp/B133EFubi6zZs3i8OHDHD58uM22Ws7/xhtv8Lvf/Y7FixczfPhwvF4vR44cYevWrRiGwY9//GOGDRvWszvf3WpLsY686d6k93XuKbeuyM+H0jKHM1s2AjBi0QLi06O87cweZOoGfLqK/b7PUGu034lZIBBix/bDvLtpH5WVtQAkJcVz+fJpLF40Ea+v/c5Uo61jWiGEELGlpsat6XHpIsWoUTHweFUHeL3NtTAuJC3NR1lZbc8H1UOUUqSlQW82UZ6WFu119nteNNaAF0IIIWKG5SU0fgWe3Y9BoKbHm4kXQjTzehTeFLcZYHCbJauvd5v4ys1za6yDmzSx2r8V2WdFfbIEYNGiRTz11FM89NBDvPHGGwSDQSZMmMA3v/lN1q1b16F15ObmAvDJJ5/wySeftDtPy2TJwoULOX78OAcOHGDnzp0EAgEyMjK47rrr+OIXv8iMGTMuer96lR3Ac+AlVGUOOr3nm9+qr9dkZ0Pl4U+pKSjAiotjzOWR68w84rQmxcmm2JxIjrWwzeSGhiDbPjjEe+/uo7rafew1JcXP8hXTWbAwE48nJj6qQgghYlRxCWROgJEjIx2JELEjUjXghRBCiL7CGTwFe8h0zLyP0ekTYqNNJCH6IIUiPg7i42DQQE1JqZs0KSsHXeP2jejtJ63lxcwd2BkzZvC73/3ugvPde++9rZIeYe3VJDmfBQsWdPhJsKinNeaxtzHyPkanjHYbzO5h2blQXRkgd8s7AIy54jI8/v7bXEOcLiNEHMe8V2Or1leXw4dzeepP71Fb2wBAWnoiK1bMYN78CViWPLUphBCiZwUCbhu3c+aoXmgiS4i+I1I14IUQQog+QxnY41dgFh2B+jKIT7/wMkKIHmUYioEDICNDU1YGZ85ASanb34k/vrFJ4j5cbIyZZInoOiN/L9bxTeDPAE98j2+vslJzJh/K9mynobKSuNRUhi/sI4mnFpS28esSbDzYykcIL1q1/UgpbZPoFHHMu5JSY3yraaezinj8D+8QDIQYMCCZFVfOYM7c8ZhmP+9NSQghRK8pKoZhw+CSCZGORIjYE4ka8EIIIURfolNHYY9agHXsLZy4VOldWogoYShFRjqkp2sqKtykSVEx1NaCxwteT2OH8H0scSLJkj5OVeVjHXwZ0Gh/z3fm7WjN6WyoLaskd9v7AIxbeSWmp+81cJfs5GIrHyZBvE4NFg0o3N5cNeDgJaS8eHUtFeYITnquaHUFKSqq4Pe/+yvBQIjMicP50t9cKTVJhBBC9Crbhvp6mDtb4fH0sV+5QvSS3q4BL4QQQvQ1oTGXYZzZg6ouQCcNPf/M2oGGKrfVFG9i7wQoRD+mUKSmQEqKZngVFBZCWZnbIXxtrdtKgWU1Jk+8YMR4vlOSJX1ZsA5r/4uo6kJ0Ru88Llpc7GYZ87e8id3QQPKI4QyeMa1Xtt2bPLoWkyD7fJ+lyJyET1fh01V4G999TgV+pwS/LiFEPMe9VxEwkpuWr6ys5bf/s5Ha2gZGjBzAHXcul0SJEEKIXlda5naAPmVypCMRQgghhBD9lj8de+xlWPteAP8AMM964NaxoaESVVcGTgh8idBQhU4bC2Y/6UhBiAhTKJKTIDkJtNbU1UNNDVRXu32b1NZCXZWbPDEMiPOCz0fMNdklyZK+SjtYh9/AKNyPTh3XK9UYQ3Zjp+6njlG8fx8oxcR1a1GxnlI8m9Yk27mc8czijDkLrUyCKoFqhrQ7r0kQm+Yv+rq6AL/77V8pK61mwIAkvvzllfh8fa/mjRBCiOimNVRUwMoVkJgYY79ghRBCCCFEn2KPXICZ+xGqKg+dOhqcEKquHOrLAQ2+ZOwh09GDJuOkjsSz9wVU2Ul0+vgLrFkI0d2UUvjj3T5MBg6AMWgCgebkSUUFlFdATTnENXYcHyvNdUmypI8ys3dhZr2PThwKVu9k2c/kQ2lJkOy3XwNg5OKFJA27QPXJGOTXJTQYSRz3rESrC9QGUQqb5uMfCtk8/oe3OZNXSmJiHHf93SoSk3q+HxkhhBDibJWVkJQI06bFyK9WIYQQQgjRd3n8hMYvx/PRE6jiI+5Dv3Ep2CMW4AyaiJM+DuLTmmYPZV6NZ9f/usmUuNSIhS2EcGud+Lxu5+/pacBIqK7RFBRAfgGUl7tNdPnjo7+ZLkmW9EGqLAvz8OtgxkFcSq9ss65ek5MNRbs2U19aii85mbFXruiVbfcmpUP4dQmHPaupNEd0alnH0Tzz1GaOH8vH57P48t9eRUZGUg9FKoQQQpxfSSnMnQ2DBkY6EiGEEEIIIcAZMh175EIwLJwBmW6CxNd+vyTOgInYIxdgnXgXx5vk9mEihIgaiQmKxHEwfJimsAjyzrgP7BkGJCSAGaUfWUmW9DX1lXj2v4iqr+jVqog5OVCSU8SZHVsBuGT1tVg+X69tv7ekOLmUG6PJ8i7t1HJaa155eQeffnoK0zS444tXMmLEgB6KUgghhDi/ujrweGDWTIWKlfrQQgghhBCibzMsQjNv7di8ShGacCVG8WFU1Rl0SuceaBVC9I64OMWokTB0qKa4GPLyoLLKneb3u+XSaBLlFV9EpzghrIOvYpQcQ6eN6bXG4CoqNXlnNHmbXkXbNhkTMxnYB3uK9egaFDbHvVcSVAmdWvbdTXt5f8tBAG65dRmZmcN6IkQhhBCiQ4qLYfQoGD060pEIIYQQQgjRRfFp2ONXQqgegnWRjkYIcR4eSzF0iGLWLJg2FdLT3f5NQqFIR9aaJEv6EPPk+5g5O3BSRoLRO5WGHK05nQ2Fe/ZQmXUKw+Mhc/V1fe8pVa1JcXLJt2ZQYE7v1KIf7jrK66/tBmDtugXMnjOuJyIUQgghOiQYhJANc2YrTLOPfV8LIYQQQoh+xR4xF2fwNFRFNmgd6XCEEBdgGoqBAxTTp7pNQldVAVH00ZVmuPoIo+gI1tGN4EsBb+dqPVyM4mLIz64l7703ARhzxeXEp6ddYKnY49fF1KsUjnuuQisTrTX79mZRVFSJbvwy1lq7n23dOKwhGAyxZfN+AC6/YhqXXT41cjshhBBCACUlMHgQTJoY6UiEEEIIIYS4SIZFKPNqvGUnUbXF6ATpkE+IWGAYirFjNBWVUFvnNskVDSRZ0hfUlWMdfBlC9ei0sb222VDIrVWSu+UtgrU1JAwayKgli3tt+71F6RDxuozDnjVUmcOorq7n2T+/z8ED2R1ex5y547lu9bwejFIIIYS4MMeBmlpYfoXC55NaJUIIIYQQIvbp1FGExi7DOvQaxKWCGWWdIAgh2pWYqBg1UnP0OPh80dHpuyRLYp1jYx16HaPsFE7GJb3WTwnAmXzIPXCa4k/dJqYy167BsPreKeV26j6K095LOXY0j6ef2kxlZR2WZTJj5hgs0wClmg69Us2d5SoFAwYks/jSSRiG3JQSQggRWWXlkJoCfbBrMSGEEEII0Y/ZY5ZhFhxAVea6/fgKIWLC8GFQWgolZZCWAkT49mnfu7Pdz5jZ2zFzdzb2U9I96beKSk19feu8S3MiwH13HMjKssl5+1UAhs6ZTdrYMd2y/Wji0dUoHA6bK3n5jUNsemcPWsOgQSl8/vYrGDYsPdIhCiGEEB2iNZSXw7KlkJoqCXwhhBBCCNGHeBMIXXIVnt1/gIYq8CVFOiIhRAeYpmLsWE1VNdTVQ3x8ZOORZEkMU+WnsQ6/CZ6EbumnxLY12TlwOsft/FVxVv86Lf9QULBrO3VFBXj8fsavuuqitx91tCbZyeXDynn8y3OnOX26GICFizJZd/1CvF75+AghhIgd1TVuO7AzpkmiRAghhBBC9D3O4KnYw+diZn2AHpAJyoh0SEKIDkhJVowYrjlxEnzebqsP0CVytzdWBWqwDrwEDZXo9PEXvbraWs2xE1BUDHE+SEw9//z1ZeUUbHsXgPGrrsab0HudyveWBF3ES3uH88Crivr6YuLjvXzm5iXMmDkm0qEJIYQQnVZSAlOnwLBhkY5ECCGEEEKIHqAM7Euuwig+iqrKRyfLD18hYsWIEW5zXJVVkJISuTgkWRKLtMY6uhGj+IjboftF9FOi0RQWwsmTboevSUmgg3UEqm201qA12tHNw43vx/7yJnYgQMro0QydPbMbdy461NcH+cVrSbz4cQYQYsyYQdz2+ctJS0+MdGhCCNHvOQ7U17uvQJCzqkH2LGW4Hc/F+dz3XuwqrJVQyN3/unoINLgd4Xk8kJTk4DjucMvO8Roa3Fhnz2ruV0sIIYQQQoi+RicMxJ5wJdbe5yDUAJbvHDNqcELogAOB+u4LQLn92rrvjcOoiys4aA3aARrfdYv37mIYYHgi+0i/6Nc8lmLMGM2+/dBQD764yMQhyZIYZJz5BPPU++jEIWB6u7yeYFBzKgty89xrdpI/wKEXXqJw774OLa8Mg4nr1qCM2KjWmF2s2LxPczKvAUe7X1JaKzSN3zON82kNx4viyCnzoZTiypUzWXnVTEwzNvZTCCGimeNAcQnYIfdmvmGCZbrDpun+Rg8Ph0Ka6ho3KdDQmBjR2v3OivNBXBwMyHCX6S3BAFTVQHE1BALuOMNwqwrHxbkvn6/7YrLt5sRQfT00NG7TNNxt+f1uh3j19e4TOPX1murG2Bzd3KRmMAgTJsD4cd0TlxBCCCGEENHKHrEAI38PRuFB8CaBEwInCI7dnLTQGgwL4hNQgWA3bVm3SGS4yQ2lHffB484mS7Qm/GteAbrdJEw3FoS0DXa4wOXuCgpQFphWYyLFajG7F1UfaLsepdBxqZJ0EV2Sng7DhsLpbPB6I9PXuyRLYoyqKsA69Jp7sYrrep2kyirNseNQWgYJfqChko9//zRVeXktNtb49KlSKMNoHm78e/RlS0kcPOjid6oHZRUp3t1n8u5+i+P54S8Rf4eWTU2J49bPL2f8+CE9F6AQQvQjdXWQd8ZNcKQOdGtFNDS4CYFg0H1vejng89lNSYGhY2DwYEhPU6SmuNVyU1LA5+vdn09aa+rqoKwcKircDtNLSjQFBe64snI3sdNdz3gp5e5/fDyMGQNDh0B6uiItFdLSIDnZ7RAP3OSS15dAXm6QmlqorobaWqiu0ZSXw/SpCsuSWiVCCCGEEKKPs7yEJl6LJ1Dr3rz3JaPjksGXjPbEoz1+8PjRnnjiBwwhUFndTRvWbkLGCYF2UE7ITUKExzW+d+QXuVbKTU6oxifMDAttNA4rq/HdoHtuJ2uwg6hgHQRrUaE6CNSigjVQX4mqr0Q1VIIdQDXVZjHaTwBpB1V6DDwJ6MTBYHq6IT7RXygUo0ZpysqhqhqSO3YLt1tJsiSWhAJYB19BVRegMy7p0iocrTlzBk6ecp86TU2G6vw89vzpKQJVVXj8fqZ97hbSxo7p1tB706lCN0Gyab/FyYLmLLtlaGaONxk+aSamN879OlHuBxHC13iFUmBZJpMmj8DvP0d1TSGEEB2mNRQVuc09zpgGK1cqBmS4117H0QSDbo2JYMD9bgq/UtP8GKqSlBSi5ia/Ugq/v7lGR+NYABoa3B91lZVuOag7mBakpbqJIY/n/MfAshQpyQaOffZ80XHshBBCCCGE6C06bSyBZX9/wRodKjUNrct6JoYeWWvPOW+8TU2BueLT0mgoa+e4Beswz3yCeWorquwUWD500sW1jCP6F59XMWa0Zv9BCIagt1vjkmRJDDFPbMLI34NOHd2YPe6chgbNiZNwpgA8FqSmQOGBAxx4fgNOMIh/4EBm3n4b8enpPRB9z9EaThQo3ttv8e5+k1OFzcfGNDQLxzdwzZQiJkyfypnUtThKLtBCCNFbAgHIzYWkZFi7WjF3TuvEh2EofI39f5wtLc2irCx2bvT7fIohg2HI4EhHIoQQQgghhIhYB4N9kVJuLZfwn+FaLmfzJWKPWYo9fC7mmU8xsz5AlWeB4XGTJlaEOqIQMWXgALdcfSYHknr5lJFkSYwwig5hHd8E/owuXVjKyjTHTrhPuyYmgmVpTr23mRNvvQNA+iUTmHbLzVhxsXHRchw4lGvw3n6TzQdMcktb1CAxNfMnOFwxNcRVEwsZFFfOUc9VHPdehVZyygshRG/QGsrK3GaqLrkErlqpGD5MCitCCCGEEEII0ed54rFHLcIeNhsjfy9W1geospOAQicNBU98pCMUUUwpt3ZJVRnQTa02dJTcOY4FdWVYB14BJ4j2j+jUoo6jyc5xO8YJhdzaJI4d5MDzL1Pw6R4ARixayIRrV2GY0d35UsiGvVkG7x0w2XLApKiyOUHitTQLLrG5bIrNkkk2SfGQ6ORj6QYOeddy0nN5l2rjCCGE6LxQyK1N4ouDlVfCpYtVr/ctIoQQQgghhBAiwiwfzoh5BIbOxCg8gJm1FaPkuNuHS3fQ2q3h4ktGx6VIc199SHycYtQoqMnt3XsJkiyJdk4I69BrqIrT6PQJnVq0rl5z/DgUFEGcD1KSIVBTzZ4nn6EyOxtlGFyy+lpGLFzQQ8Ff2P5sg017TUJO4/XNMLAdBbq5rUStobZBseuYSUVt8wck3qu5dKLNZVNtFl5i09S9iNYk27mA4oBvPdnWQql6KYQQPUBr99VyuKYGioph7BhYeaVi3Fi5/gohhBBCCCFEv2Z6cIbOxBk8DaPkKNRXdstqlRNElZ7EKDmBqsh2O4+04t3EiS9RHpyOcYMGQZ3du/+HkiyJcuap9zFzdqGTR7TfFmA7NJqSEjh+HKprICkJLAuq8wv49I9P0lBRgRUXx7RbP0v6hPE9vAftC9nwx/csHt/kwdFn30g7934mx2uWTra5bEqIueMdfJ6zZtCaVOc0IRXHAd+NnLFmd3vsQgjR3wSDkHfG/d15dqd/SrndhysFKPB6YdlSuOIyhd8viRIhhBBCCCGEEI0ME2fgpO5d5+glEKzFKM9BlWdhFB3EqMqHmgJAgS8J3Y01TpRjg7bdDu8du7GgbKO0jQ4//d3OQ9va60UFAmeN1C3mDS/rDrpjFdow3KRP08ts9bfu4P3iju2ceXFJJsdG1ZdDXRko0HHpEJfS4XvaZzMUpKdLskQ0UiXHsI7+FXzJ4E3o0DIhW3P6NGTnuJ+31FT3M1dy5Cj7nnkWOxAgPiOdGV/4PAkDB/TsDpxDQbniJ8952ZPlflAunxpi9ED39ptpGGjtNM2rlDveUDBtlMPMMQ7WOT5fSodIdbJoUKns891MkTW5Z3dECCH6OK2hpMTt72rcOJg3V2FZYBjud0t7714vDB3itjEqhBBCCCGEEEL0OI8fZ2AmDMzEnrASVVuMKj+NUXoCo/gIKtTQTRtSboLCigMrDm3FoT1xYMW7/bBYPjcx006yIS4hkVBNdfMIrXETJLp5GI3S2k3EgJuICTWA3YAK1UMogLIDYDe4w9pBOSHaPtbYRU49VBe4BXxfMjo+9cJNm2kH6itRdSVuJ9PxqdijFoETwiw6AqUnwLTQ8enuPe4ov1cgyZJoVV+B58DLEKxFp43r0CI1tZpjx6G4GOLjIdxXe+7OXRx59XW045A6ZgzTb7sFj9/fg8Gf23v7TR78Py9VdQq/T/OdtQGuntXcU4/HsgiGOtduoanrSXIKMGmg0hjOft9NlJmRqTEjhBB9RX29W5skKQmuWQUL5ku/I0IIIYQQQgghopxS6ISB6ISBOMPngh0EO3Dh5Tq4bgwPGFanb/obaWnYZWXdEwe4CRYnBE6wuX3si6SCdW6SqeQYRtGh5qbNPH43ceJJcPdbawhUo2pL3GPrS8IZMgN7yHScAZe4tUmAUF0ZZvFRjPw9GKUnoDrfTTL5M5rXFWUkWRKNHBvr4GsYZSdw0idc8MTRaIqK4PgJqK2F5CQwLdCOw/GNb3H6/a0ADJk1k0k3rMOwev+/vT4Aj7zh4eVdbrtZk4bb/OizAYZndPHDrDVeqkl0CtAYlJujybEWUmBNI6g6VgtHCCFEW44DBYXQUA9TJ8PyKxRDh0bfDxghhBBCCCGEEOKCTI/76muU6vZ9094EdMIAnOFzIFiHUZ6NKjuJWbAPVV0IlbmgTJRjo70JOBnj3L5oBmSi/QPa3sOOT8MeuQB7xHxUTRFG0WGMM59gVOS46/ImohMHu8mnKBE9kYgmZtYHmDk7cZJHXvBkCdmarCzIznXbsgs3u2UHgxx4fgNF+w8AMHbFcsYsvzwizaIcz1f8+FkfpwrdKmi3LQvy5SuDeLpy9mkHvy7Fr0sJ4CffmkmOtYAS8xIc1QcvfEII0YuqqyG/AAYNhGtXKWbOAMuSRIkQQgghhBBCCNGveOKbmza75CpU1RmMslOo0pPo5OFugiR5WMdqhyiFThyEnTgIe8wSVEUuRvFhzJwPUaUn3JorSUOiImkS+QhEK6r0JNaRN8GbeMF+SmrrNMeOQdFZzW4FqqvZ8+TTVGbnoEyTyTdez5BZM3sh+ta0hv/bafGrNzwEQor0RM0PPtPA/AlOq/kMHcTEbTvQ45gobdNeW3s+XY3PqaTOSOOE5wryrDlUGKOissqWECL6aQ2hkPuyLPcVLZeTcA3a3oonZMOZM4CGBfPdztnT0qLkYAghhBBCCCGEECJylIFOHo6dPBxGL7n4daWOxE4diT1qMWbeJ5intqBKj4MnIeJJE0mWRJP6SjwHXoJgNTrt/H1ulJS6iZLqmuZmtwBqior49IknqS8rw4qPZ/ptt5I2dkzPx36W+gD86/NeNh9wA1uUafP99Q2kJbaez+8UE69LCZKARmEZJqbT2IeJavoHgIBK5LhvBfnWTOqMjN7ZESFEVAoEoK7uwvNpDcEgBEPuu227V5VwOjacJAkF3YSBapzo9YLXBz5v47DX7by8O2jtxhEMuvsRCDYPO05z85/QGKt2r/FeD3i84PE0DxvKXVc46XP2KxhqXk+rHVfNsaDdvueGDYUrLldMniSdswshhBBCCCGEEKKHeROwxyzBHjYLM+9jzFPvN9Y0SUAnDY5ISJIsiRaOjXXoNYySYzgZ5+6nxHE0p3Pg9Gn3plq42S2AspOn2Pvk04Tq64lLS2PmHV8gYeCA3tuHRuU18P0/+difbeIxNV9dFeQzi0Otd0k7pDg5gOKwZw1nPLMARVxcHHX1DY0zuQvoxveg8mMrXy/uiRAiGpWVQVm5myi+EMNwa94NSoKUZEhOBr9fER8Pfj/448EX5yZeqqrcV3mFpqQYSsugrt4dFwi0V9+t4zyeEMFg89+m2Zz0iIuDIYMhLRVSUhQJCZCQ4F7jq6uhphYqyjVl5VBZ6cZSUwPBANhOc8In/PL7ITEBEpPcd79fYVnuNg3DfQ+/DAOsxuFhwyAhQZIkQgghhBBCCCGE6EXeBOwxS7GHzXaTJicba5pYcXStH4euk2RJlDCzt2Pm7MBJHnHOqkb1DZrjxyG/EOJ8kNiilsaZjz/l0P+9hLZtkkeOZMYXPoc3ofc7Oj9Tpvju4z6yiw2S4jX/8YUGpo9u2+xWun2SanMgh7zXU2BOa8r4aDOeOqMDj4sLIfodrSHvjPt+5XJYMF9dsLaHYYDP19maEu68jqOpqYGqajdh0jLZ0VnJyfFUVrrVPJRyEziJCe51PC4ODONC8bnTbVtTV+cmUGqq3dowcT53HeGXxyM1Q4QQQgghhBBCCBFjWiZNcj/CPPU+GHavhiDJkiigyk5iHf4LeBLAl9juPGXlbrNblVWQlAhWY1/m2nE48fYmst7bDMCgaVOZfNONmJ7e7+z86BnFPzweR2m1YnCKw3/e2cCYQa2fxfbqKpLtPIqtiRzw3UiVMazX4xQC3BvujqNxnAvP252Uip5+MWJJKASnsyE9HVZdpZg6pecTAoahSEqCpCRg6MWtKy3NQ1nZxcdrmorExMZk+aCLXp0QQgghhBBCCCFEdPEmYI9dhj18DvGBwl7dtCRLIq2hGs/+l6ChCp3etp8SrTW5eXDylHuzMDXFbVseINTQwIHnN1B88BAAo5YtZfxVV6K6q2H9Tth93OAHT/mobVCMG+wmSgYmt0iUaE2CLsKnK8nyLOWwbzVB1fs1X0T/prXbz09lBdQ3QJzPJnARtQW6GoPWzQmTVn1JqNbTzr0St8ZEaqp7Iz8CH/leVVvr1igZNxZWX6cYNlSyTUIIIYQQQgghhBB9mjcBY/CcXt2kJEsiSTvN/ZSkj29zh9R2NCdPQnaO26xKSjJNnfLWlZWx98mnqc4vQJkmk264nqGzZ/b+PgBv7zX56fNeQrZi1hibn36+gaT4FjNohzQnixA+DnpvIMuzFK3MiMQq+h/bdptQqqgEOwT+BBg+HCZOVEwY76e6urLXYgknShyn7XDL9wuxbThxUnPiJBSfcpuZSk+H+Li+V2ulpNRNbs2b69YoSUzsYzsohBBCCCGEEEIIIaKCJEsiSJWewMzdjZM0DMzWzWYFg5qjx+BMQWMHxC36NS8/lcXep54hWFuLNzGR6Z+/lZSRI3s5etezH1g88roXgCumhvjBZwL4WuyKqRtIdU5RZQzjoPd6iq3JEYlT9A2O4yY+mmpfKDd/2NS0VYu/a2rdeZVya19MnQITxitGjYQBA9wmnNLSrG5pGikS5s2F0lI4egz27tOcOQNnGtzmmdLT3ARrLHMctzaJacDVV8GlixWWFZv/V0IIIYQQQgghhBAi+kmyJFK0xjy9A+wGiEtuNamuTnP4KJSUuDc+W970zPtwN4dfeQ1t2yQNG8r02z5HXGpKLwfv3sh8dKOHp993g7tpUZB7rgtitmgOyKOrSXFyKTCnccB3I7XGwF6PU8Q+rd3ER2mJ25l1UpJ7Az1cM0NrtwUrrYEWfyf4YfoiGDNGMXIkJCf1rRvtSikyMiAjA+bPg9w8OHpUs2+/O+w4kNDBlu7CTYGFj1A48RSe1tRkmIK6OoeGhtbjWg4bhvtSBhiqxXsn+moJBt0adQMHwDWrFBMzpcNyIYQQQgghhBBCCNGzJFkSIaoiB7NgHzqhdQKhskpz+AhUVkJyMpiNrVU5ts2xv2wkZ9t2oLEj9/U3YHq93RaT1nA8X7H3tIntNI9r6nmkxfC+0wbv7XdPn69cHeC2ZaFWN0K9uppkJ5fT1qUc9F1PSLVsl0uICwsEoLQMamrc2lXjx8G0aYrx4yAurnWzVeFXy+askpLA5+sfN9hN060xM2qkYukSt/m+g4c1+fkXXjacZHJaNg8G6Mbh8Dyaxvmc1s2IhceHl3F087vjtBinz+qf5QLGj4M11ykGDeof/4dCCCGEEEIIIYQQIrIkWRIhZs4uCFRD0rCmccUlmqNHoa6+dUfuwbo69v/5OUqPHQdg7JXLGXPF5d32pPXJAsU7ey3e2WeSXdzxnqJNQ/OPNwa4ZrbdarxXV5HknCHLWspB3w3YqvsSOqJvcxyoqICycrf2yMCBsGQxZGYqhg6R2gUd4fMpJk2CSZMu/lhprVvX4NGQkpJAaWmg1bhw8sR23P5UQiH3vdVwyK0ZZNsX3q5pup25+/3y/y2EEEIIIYQQQggheockSyJAVRdi5n0E/gGgFBpNXh6cOOneSExNoakJnJqiYvY++RS1xSUYHg9TPrOeQVOnXHQMp4sUm/aZvLPX4mRhc4LEa2lmj3Xw+3Rz0zq0bj5HKbAMuHZOiFljW/dG7XMqSdT5nLKWcci3DkcSJeIcQiGob4CGeqivd2uSaO3WqJo3FyZPUowd039qh0QjpVSbprN8PkVcnPyfCCGEEEIIIYQQQoi+RZIlEWDk7kbVl+NkTMRxNKey4HS2+zR1chJNiZKCvfs49OJL2IEAvpQUZnzhcyQNHdrl7eaWNCdIjuU3J0gsU7PgEpsV02yWTrbx+86zkvNwEyUFnPJcxiHvWkmU9ANau52oO86F5wuG3MRIMOSOMw3wxUF8HIweDYMHwcCBbjNbqalyM14IIYQQQgghhBBCCNF7JFnS2+rKMLN3ouPScTQcOQp5Z9w+GOLi3FmcUIhjf3mTnO07AUgdM4Zpt96MNzGxU5vSGo7lK7YcsNh8wOREQXOCxDQ088Y7rJgeYulkm6SL7FLE51SQqAs56bmcw941OMpz4YVEzNIaysrcPkWSksDTgStJgh/GjoFBA91kSGoKpDS+LEuSI0IIIYQQQgghhBBCiMiRZEkvM3M/RtUWozMuISfHTZQk+MHTWAmjrqyc/X9+lsqcXABGX7aMsVcuxwj39H4BtuN2vr7lgMnmAyb55a0TJLPHOiyfFuKyqTYp/u7ZpzinHL8u5oRnOYe9q9FKTqu+Smu3P5HSUjfJcfkymDtHkZx84WU9HjAMSYoIIYQQQgghhBBCCCGij9zV7k2BGszsbeBNoqJSkZUNXm9zoqT48BEOPL+BUF0dVnw8U266kQGTJl54tSHYfdxgywGLrYdMymqab0j7PJoFE2yWTbG5dKJNcjclSMLinDL8uoQTnhUc8V4riZI+SmsoL4eSUrdPkcuWwbw5ioEDJfkhhBBCCCGEEEIIIYSIfXJnuxeZZz5FVRUQSBrLsQMQDLiduTu2zcm3N5G1eQsAScOHMe3WzxKflnbOdVXXw/bDJlsOmmw/YlIXaL5pnRinWTLJTZDMn2AT34muQ7y6ikSnALfbeYWNl5DyYeMjpLzY+NDKreUS55Ti12Uc96zkqPeapvGi79AaKiqgpASSkmHZUjdJMmiQJEmEEEIIIYQQQgghhBB9hyRLekuoATPrA7QVx6lsi7JySE2Ghuoq9j/7POUnTwEwfOECLrl2FYbV9r+muFKx9ZCbIPnohEHIbr5hPSDJYelkm8um2Mwa62B1Mm/h0bUkOXnYeMmz5lJpDCdOl+N3ivHrYjy6Hp9ThUkDCg2Ag8FRz1Uc914tiZIeFAhAbS3U1LodpKNAKVA0DgM+n00g2Hr8eelWb6Abh3WLcUAoBEmJsHQJzJ2rGCxJEiGEEEIIIYQQQgghRB8kyZJeYhTsQ1VkUxgaRW6e209JxelT7P/zcwSqqzG9XibdsI7BM6a3Wi67WLH5gMmWAyYHclonJEYPdFg22WbpFJtJwxwMg04zdT3JTh6gKLCmccpzOaXGePeue5jWeKnBpyvxOVV4dRU+XUlQ+cmxFoDqwoZFuxynOTFSW+vW7LAs93wZOQKGDXX/a2zbndd23Hefz6K6OoBju+M6IpxUMZT7X6hU8ys8zh8PM2YohgyWJIkQQgghhBBCCCGEEKLvkmRJb3BCmFkf0BC0OJ7lBe2Q98FmTr7zLmhNwqCBTLv1FhIGDURrOFmoeHefxXsHTE4WtE5ETB1ps3SyzbLJNqMG6va31wGGDpDs5GEQosS8hFOeyykyJ7VfQ0QpAiQSUIlUSV6k2wUCbjNXdfXu336/2y/I1CkwbKhi4EAYOAASEs6dsEhLi6esrL6XIhZCCCGEEEIIIYQQQoi+RZIlvcAoPIQqOcnx4qGUF1aR89cXKD9xEoAhs2aSuXYNx4t9vLfRTZBkFzdnJExDM2ecw2VTbJZMDjEg6eJiUTpEkpOPh1rKzLGc8lxGgTkdR3kubsWiU7SG6mq3w3SAoUNg6hTFoEEwcCCkpYJpSm0OIYQQQgghhBBCCCGE6A0xkyzZs2cPDz/8MJ988gnBYJAJEyZw5513snbt2g6vw3EcnnrqKf785z+TlZWF3+9n4cKFfPvb32bMmDE9s13tYJ7eTkmJw6FdOZx+YwPB2hpMr5fkpWt4p2Ee//KwSX55c4LEa2nmTbC5fIpbiyQpvsO7eM4YfLoKvy7FIEiVMYxDnuvJs2ZjK99Frlx0RsiG0lKorITERLf2yKwZinHjwOuV5IgQQgghhBBCCCGEEEJEQkwkS3bs2MGXv/xlPB4Pq1evJikpiY0bN/Ld736X3NxcvvrVr3ZoPT/60Y949tlnmTBhAl/4whcoKSnh9ddfZ+vWrTzzzDNMmDCh27drlByn5sQB/vrcYXK27QDASRnCa77b2PXO0Kb54jyahZk2V0y1WTzRxn+xOYyzEiQBlUSROYlCaxr51nSCKuEiNyA6o7YOiovdDtMHZMDCK2HKZMXgwaCUJEmEEEIIIYQQQgghhBAikqI+WRIKhbj//vtRSvHkk08yZcoUAL7+9a9z66238vDDD3PNNdecs2ZI2Pbt23n22WeZN28ejz32GF6vF4AbbriBL33pS/zLv/wLf/rTn7p1u1prSj94nVf/7VVKc4oB+MRczKsVawnhwWNqlk2xWT7NZuElNnHeizhQcN4ESYk5nlo1oHXH7f2Qbbt9hDgd6ATd0WCH3GVCtvtu2+44Rzd3kI4GTeOh1Y3jWq7HAZ8PxoyGWTMVEzPB7+/f/w9CCCGEEEIIIYQQQggRTaI+WbJ9+3ZOnz7N+vXrmxIWAImJidx99918+9vfZsOGDXznO98573qee+45AL71rW81JUoAFi9ezNKlS9myZQsnT55k7Nix3bbd/Y8/yoav/Ac60EA9cbzMzRywZzAk1eH6BQFWzw2R2tUKHtrBQz2WrsOja/FQD+iYTJA4jpt8AAiFNCH73PMqmnfn7Hdw+wIJhaChARoCEGh8DydHDAN8XlAd6KjeUGBaYFmQmADxfvDHux2w+/0Krxc8Hnf7ujFh4gbRHEvYsGEwaiQYRnT/XwghhBBCCCGEEEIIIUR/FPXJkp07dwKwdOnSNtOWLFnSap7z2bFjB36/nzlz5rSZFk6W7Nq1qylZ0h3bfeFLXwMgh5G8wOeZmJnKzxbWs+ASB/NCN+u1RuFgYKMIYekGPNTh0XUo3Dv/IeIIKj+V5kgqjJFUG4MpNcdFNEGitftyHPfdtt3kRTAIwfB7sHXNDqXcJAaA12MTCF54/eHh9liWmxDx+WDIULfZq/Q0RVISJCe7fYV4OnDmmyZ4ve5LOlsXQgghhBBCCCGEEEKIvivqkyWnTp0CYPTo0W2mpaSkkJaWRlZW1nnXUVtbS1FREZmZmZim2WZ6uCmt8La6a7sAu62lpM5eyO/nlDAsNd8dWdM8XaExcKtS6MYxqnHITZdY2NqkDh/FOoMSZySVehBVTjqVTgbVOoOg7lgHJy1biWpqNqp5w03NR2ndelpTy1Jn5wtaLteiZkU4+aEUmIabvPB43CRFcjKkJkNSsmpRS8NNTAAkJ/uprKw85z7oxlooLZMyaHec47jbTEqEpCT3ZVmS5BBCCCGEEEIIIYQQQghxflGfLKmurgYgKSmp3emJiYnk5+efdx1VVVVN855rHS231V3bveZXv+Vq20Y1ViNpryKEBoKGH9uIx1E+bMOHrXxow4vTOOwoH0ErCdtMJM5QxBkwBLcpKUMBqjFBoUAZyn1vfIWnKdwmoMLjjBYJDdVqWDXV8gjX/tBaNyUnWr6UcpMclqUa388aNhWW5TZZlZDgNlvVsc7M0zswjzhbWlpapEOISXLcOk+OWdfIcesaOW6dJ8esa+S4iVgm52/XyHHrGjlunSfHrGvkuHWNHLfOk2PWNXLcOk+OWfSL+mRJLFt4912RDkEIIYQQQgghhBBCCCGEEBfQgW6uIytc6yNcO+Rs1dXV56z9ERae3rLmyNnraLmt7tquEEIIIYQQQgghhBBCCCGiX9QnS8L9ibTXP0hFRQVlZWXt9ivSkt/vZ+DAgeTk5GDbdpvp4f5Jwtvqru0KIYQQQgghhBBCCCGEECL6RX2yZP78+QC8//77baZt3boVgAULFlxwPQsWLKC2tpaPPvqozbTwusPb6s7tCiGEEEIIIYQQQgghhBAiukV9smTx4sWMHDmSV199lYMHDzaNr66u5te//jWWZXHjjTc2jS8tLeX48eOUlpa2Ws9nP/tZAH75y18SCASaxm/bto3333+f+fPnM3bs2C5vVwghhBBCCCGEEEIIIYQQsUlprXWkg7iQ7du3c9ddd+HxeFizZg2JiYls3LiRnJwcvvWtb/G1r32tad6HH36YRx55hHvuuYd777231Xruv/9+nnvuOSZMmMDll19OSUkJr7/+Oj6fj2eeeYYJEyZ0ebthe/bs4eGHH+aTTz4hGAwyYcIE7rzzTtauXdszBycGFBQU8MYbb7B582ZOnDhBcXExKSkpzJkzh7vuuouZM2e2mj/8f9ger9fL3r17eyPsqLBixQpyc3PbnXbLLbfwwAMPtBpXXV3Nww8/zMaNGykqKmLgwIFcffXV3Hvvva365OnLNmzYwPe///3zzrNo0SIef/xxoP+dby+99BK7d+9m3759HDlyhGAwyL//+7+zfv36dufvyjn1yiuv8Pjjj3Ps2DE8Hg+zZs3iG9/4BtOnT+/JXetRHT1uwWCQd955h02bNvHpp59y5swZlFJMmDCBG264gVtvvRXTNFstk5OTw5VXXnnObf/85z9n9erVPbJfPakz51pXP4f9+VwDmDhx4gXX9+677zJ06FCg755rnf2dAXJt68wxk+tadJIyR/uk3NF1Uu7oPCl3nJ+UOzpPyhxdI+WOzpMyR+dJmaNrYrHcYXVuFyNj0aJFPPXUUzz00EO88cYbTQWCb37zm6xbt67D63nggQeYOHEif/7zn/njH/+I3+9n+fLlfPvb325Vq6Sr292xYwdf/vKX8Xg8rF69mqSkJDZu3Mh3v/tdcnNz+epXv3pRxyFW/fGPf+S3v/0to0aN4tJLLyUjI4OsrCzeeust3nrrLf6//+//47rrrmuz3I033sjw4cNbjTv7Q9EfJCUlceedd7YZP23atFZ/19bW8oUvfIGDBw+yZMkSVq9ezaFDh/jDH/7Ajh07eOqpp/D7/b0VdsRMnjyZe+65p91pb775JkePHmXp0qVtpvWX8+2//uu/yM3NJS0tjUGDBp2zUAxdO6f++7//m1/84hcMGzaMW2+9ldraWl577TU+97nP8fvf/56FCxf29C72iI4et9OnT/ONb3yDhIQEFi1axIoVK6iqqmLTpk088MADbNmyhd/85jcopdosO2nSJFauXNlm/CWXXNLt+9MbOnOuhXXmc9jfzzXgnNe6rKwsXnnlFcaPH99UaGmpr51rnf2dIde2zh0zua5FHylznJuUOy6OlDs6R8od5yfljs6TMkfXSLmj86TM0XlS5uiamCx3aNEtgsGgXrlypZ42bZrev39/0/iqqiq9evVqPWXKFH3y5MnIBRhBb775pt61a1eb8bt27dJTp07VCxYs0A0NDU3jH3roIZ2Zmam3b9/em2FGpeXLl+vly5d3aN7/+q//0pmZmfrBBx9sd/x//dd/9USIMaOhoUEvWLBAT5kyRRcVFTWN72/n29atW3VOTo7WWutHH31UZ2Zm6hdeeKHdeTt7Tp08eVJPmTJFX3311bqysrJp/JEjR/TMmTP1ypUrdTAY7OY96h0dPW75+fn6ySef1LW1ta3G19TU6PXr1+vMzEz9+uuvt5qWnZ2tMzMz9T/+4z/23A5EQGfOtc5+DuVcO78HHnhAZ2Zm6v/93/9tNb6vnmud/Z0h17bOHTO5rkUXKXOcn5Q7uk7KHd1Hyh0uKXd0npQ5ukbKHZ0nZY7OkzJH18RiuSPq+yyJFdu3b+f06dOsWbOGKVOmNI1PTEzk7rvvJhQKsWHDhghGGDlXX3018+bNazN+3rx5LFy4kPLycg4fPhyByPoOrTXPPfccfr+fr3/9662mfeUrXyElJYXnn38eHf2t7vWYt956i/Lycq644goGDBgQ6XAi5tJLL23zBE17unJObdiwgVAoxNe+9jWSkpKaxl9yySVcf/31nD59mu3bt3ffzvSijh63wYMHc9tttxEfH99qvN/v50tf+hIAu3bt6pEYo01Hj1lXyLl2bg0NDbzyyit4PB6uv/76bowsenXmd4Zc21ydOWZyXYsuUuY4Pyl39Dwpd1yYlDtcUu7oPClzdI2UOzpPyhydJ2WOronFckdMNMMVC3bu3AnQbjXbJUuWtJpHNLMsq9V7Sx9++CF79uzBNE3GjRvHpZdeitfr7e0QIy4QCPDiiy9SUFBAcnIyc+bMYdKkSa3mOXXqFIWFhSxdurRNNT6fz8e8efN4++23ycrKYsyYMb0YffR4/vnnAbj55pvbnS7nW2tdOafC17jwNa+lZcuW8cwzz7Br1652r5P9Qfg6d67q3YWFhTz11FNUVVUxaNAgFi9ezJAhQ3ozxIjr6OdQzrVz27hxIxUVFaxatYr09PR25+lP59rZvzPk2nZh5/ttdq555brWe6TM0XVS7rgwKXd0Dyl3dI58N3cv+W7uGCl3XBwpc7QmZY6uidZyhyRLusmpU6cAGD16dJtpKSkppKWlkZWV1ctRRbe8vDw++OADBg4cSGZmZpvpDz30UKu/Bw4cyM9+9rN2Lxx9WVFREffdd1+rccuWLePBBx9s+lIKn1vnKpCEz8v+WmjJzc1l27ZtDB48mGXLlrU7j5xvrXXlnDp16hR+v5+BAweec/7wtbI/euGFF4D2b3ABbN26la1btzb9bVkWt99+O9/73vcwjP5REbSjn0M5187tQjdooP+ca+39zpBr2/ld6LfZ2eS61vukzNE1Uu7oGCl3XDwpd3SefDd3L/lu7hgpd1wcKXM0kzJH10RzuaPvnJ0RVl1dDdCqqlRLiYmJVFVV9WZIUS0YDPK9732PQCDAd7/73VaZwcmTJ/Ozn/2Md955hz179rBx40a++c1vUlVVxde+9jUOHToUwch71/r16/njH//Itm3b2L17N88++yyXXXYZW7Zs4e67726qshc+txITE9tdT3h8fz0HN2zYgOM4rF+/vk0WWs639nXlnKqurj7vNTA8T3/05z//mc2bN7No0SIuv/zyVtPi4+O55557eOmll9i9ezfbtm3jN7/5DaNHj+axxx7jF7/4RYSi7j2d/RzKuda+7OxsduzYwbBhw9q94dKfzrVz/c6Qa9u5ne+3WXvkuhYZUuboPCl3dIyUO7qHlDs6T76bu498N1+YlDsunpQ5mkmZo2uivdwhyRLR6xzH4Z/+6Z/YtWsXn/3sZ7nhhhtaTV+5ciU33HADw4cPx+fzMXr0aO6++25+8IMf0NDQwK9//evIBB4B99xzDwsWLCA9PZ3ExERmzpzJo48+yty5c/n444957733Ih1i1HMchw0bNqCU4qabbmozXc430dPeffddfvKTnzB8+HD+8z//s830jIwM7r33XiZNmkRiYiLp6emsWLGCxx9/nNTUVB577DEqKioiEHnvkc9h93jhhRfQWrN+/fp2n57pL+fahX5niLY6e8zkuiZihZQ7Ok7KHRdPyh0ikuS7uWPkc3jxpMzhkjJH18RCuUOSJd3kQk/QnC9D2J9orbn//vt5+eWXWbduHT/+8Y87vOwNN9yAZVl89NFHPRhh9DMMg/Xr1wM0HYvwuXWuLPOFnkLsy7Zu3UpeXh6LFi1i5MiRHV6uv59vXTmnzvc0a3j+cz1Z0Vdt2bKFe++9l4yMDB5//HEGDRrU4WUHDhzI5ZdfTjAYZO/evT0YZfQ61+dQzrW2HMfhxRdfxDCMdm/QnE9fOtcu9DtDrm1tdfa3mVzXIkvKHB0n5Y6LJ+WOzpFyR9fId/PFk+/miyfljo6RModLyhxdEyvlDkmWdJNwG3PttRFcUVFBWVlZu20L9yfh7OELL7zAmjVr+I//+I9OtRvn9XpJSEigvr6+B6OMDWlpaQDU1dUBF26/MHxe9sdzsCNtabanv59vXTmnxowZQ21tLUVFReecvz+1Xb1582a+/vWvk5aWxhNPPNGpQnNY+LPeX8/Dc30O5Vxra8uWLeTn53PppZcybNiwTi/fF861jvzOkGtba539bSbXtciTMkfHSLmj+0i5o+Ok3NE18t18ceS7uXtIuaNjpMwhZY6uiqVyhyRLusn8+fMBeP/999tMC3cws2DBgl6NKZo4jsMPfvADNmzYwHXXXceDDz54wTbpznbq1CkqKioYPnx4D0UZO/bs2QPQdCzGjBnDoEGD+Oijj6itrW01b0NDAx9++CGDBg3qd4WWsrIy3n77bVJTU7nqqqs6tWx/P9+6ck6Fr4MtO9UK27JlS6t5+rrwF3tycjJPPPFElz97Z3/W+5tzfQ7lXGurqzdowmL9XOvo7wy5tjXr7G8zua5FBylzXJiUO7qXlDs6RsodXSffzV0n383dR8odHSNlDilzdEWslTskWdJNFi9ezMiRI3n11Vc5ePBg0/jq6mp+/etfY1kWN954YwQjjJyWH4prrrmG//zP/zznh6K6urrdju0qKir4wQ9+AMDq1at7NN5ocezYMSorK9uM//DDD3nsscfwer1cffXVACiluPnmm6mtreVXv/pVq/kfffRRKioquPnmm1FK9Urs0eKll14iGAyydu1avF5vm+lyvp1bV86p9evXY1kWv/nNb1pVHz169CgvvfQSo0aNYtGiRb22D5ES/mJPSUnhiSeeuODTH3v27CEYDLYZ/9hjj/HRRx8xYcIEJk2a1EPRRl5XPodyrrVWWlrKpk2bSEtLY8WKFeecr6+ea535nSHXNldnjhnIdS2aSJnj/KTc0TVS7rh4Uu7oOvlu7hr5bu48KXdcHClzSJmjK2Kx3KG01rpTS4hz2r59O3fddRcej4c1a9aQmJjIxo0bycnJ4Vvf+hZf+9rXIh1iRDz88MM88sgj+P1+7rjjDizLajPPypUrmTx5Mjk5OVx55ZVMmzaNzMxMMjIyKCgoYPPmzZSXl7NkyRL++7//u90foH3Nww8/zO9+9zsWL17M8OHD8Xq9HDlyhK1bt2IYBj/+8Y9bZfNra2u57bbbOHjwIEuWLGHq1KkcOnSIzZs3M3nyZJ566in8fn8E96j3rV27liNHjvDyyy8zceLENtP74/n23HPPsXv3bgCOHDnC/v37mTNnTlOmfuXKlaxcuRLo2jn1m9/8hl/+8pcMGzaMVatWUVtby2uvvUZDQwO/+93vYvLLHTp+3I4fP84NN9xAIBBg9erVjB07ts26hg8f3tT+N8Dtt9/OiRMnmD9/PkOHDqW+vp5PPvmEAwcOkJKSwmOPPcbUqVN7Z0e7UUePWVc/h/39XGvpf//3f/nZz37Gl770Je67775zrruvnmud+Z0Bcm2Dzh0zua5FHylznJuUO7pGyh0XT8odbUm5o/OkzNE1Uu7oPClzdJ6UObomFssdkizpZnv27OGhhx7ik08+IRgMMmHCBO68807WrVsX6dAi5r777uPFF1887zz//u//zvr166murubnP/85n3zyCXl5eVRVVREfH09mZibr1q3j5ptv7nQ1+li1c+dOnnrqKQ4cOEBxcTGBQICMjAzmzp3LF7/4RWbMmNFmmaqqKh555BHefPNNiouLGTBgAKtWreKee+7pd50s7tmzh5tvvpkZM2bw3HPPtTtPfzzfLvR5vOeee7j33nub/u7KOfXyyy/z+OOPc+zYMTweD7NmzeIb3/hGu+dsrOjocduxYwd33HHHede1YMEC/vjHPzb9/dxzz/Hmm29y9OhRysrKABg2bBjLli3jy1/+MkOGDOmenehlHT1mF/M57M/nWkvXXXcdx48f5/XXX2f8+PHnXLa/nmvQ/DsjrL9f2zpzzOS6Fp2kzNE+KXd0jZQ7Lo6UO9on5Y7OkzJH10i5o/OkzNF5Uubomlgsd0iyRAghhBBCCCGEEEIIIYQQ/Zr0WSKEEEIIIYQQQgghhBBCiH5NkiVCCCGEEEIIIYQQQgghhOjXJFkihBBCCCGEEEIIIYQQQoh+TZIlQgghhBBCCCGEEEIIIYTo1yRZIoQQQgghhBBCCCGEEEKIfk2SJUIIIYQQQgghhBBCCCGE6NckWSKEEEIIIYQQQgghhBBCiH5NkiVCCCGEEEIIIYQQQgghhOjXJFkihBBCCCGEEEIIIYQQQoh+TZIlQoiYM3HixKbXxx9/fM75Xn/99ab5VqxY0YsRdtyOHTuYOHEi9913X6RDOa/77ruPiRMnsmPHjkiHIoQQQgghRI+TMkfvkzKHEEKISJNkiRAipr3yyivnnPbyyy/3YiTt27BhAxMnTuThhx+OdCgixuTk5DBx4kRuv/32iMWwYsUKJk6cGLHtCyGEEEJEAylziL5KyhxCCNGaJEuEEDHJ6/UyYcIEXn/9dUKhUJvpZWVlvP/++0ydOjUC0fU93/nOd3j99deZMWNGpEMRQgghhBCiV0iZo3dJmUMIIUSkSbJECBGz1q5d21RAOdvrr79OMBhk3bp1EYis7xk0aBDjx48nPj4+0qEIIYQQQgjRa6TM0XukzCGEECLSJFkihIhZa9euRSnVbtX3V155Bb/fz5VXXnnedbz33nt86UtfYv78+UyfPp1Vq1bx//7f/6OysrLNvA8//DATJ05kw4YNHD58mK9+9avMnz+fWbNm8YUvfIGPPvqo1fy333473//+9wF45JFHWrV7vGHDhjbrLy8v50c/+hFLly5l2rRprFmzhueff77duI8fP84//MM/sHLlSqZPn86iRYu4/vrr+elPf0phYeF59zksGAzyzDPP8JnPfIaFCxcyc+ZMVqxYwVe+8hVee+21VvOeq/3gllWmn3vuOdauXcuMGTNYsmQJP/zhD9s9juFtP/nkk9x6663MmzePmTNnsmrVKu6//36OHDnSZv4PP/yQr3/96yxevJhp06axYsUK/vVf/5XS0tIO7WtYuC3pUCjEr371K6666ipmzJjBtddeywsvvNA037Zt27j99tuZM2cO8+fP53vf+x5lZWVt1peVlcXDDz/MLbfcwpIlS5g2bRqXXXYZ3/ve9zh58mS7MZw5c4Yf//jHrFq1ipkzZ7JgwQJWr17ND3/4Q06cOAG451r43N25c2erc+fstqZLS0v52c9+xqpVq5g+fTrz58/nrrvuYteuXec8DseOHeP73/8+y5cvZ9q0aVx66aV8/vOf5/HHHwea27XOzc1tOm7naou7rKyMn/3sZ1x99dVMnz6dBQsW8OUvf7ndGwrd/X+wZs0aJk6ceM5jnZOTw6RJk7j66qvRWp/zeAghhBBCnIuUOaTMIWUOKXNImUOI/sOKdABCCNFVw4cPZ86cObzzzjvU1NSQkJAAQHZ2Nh9//DE33HADcXFx51z+0Ucf5ec//zmWZTF//nzS0tL46KOP+O1vf8tf//pXnnzySQYMGNBmuX379vHAAw8wePBgFi9eTFZWFrt27eKLX/wizz//PJmZmQAsW7aMUCjERx99xKRJk5g8eXLTOkaNGtVqnZWVldxyyy1UV1czffp0amtr+fDDD/nBD36A1pqbb765ad79+/dz22230dDQwIwZM5gxYwY1NTVkZ2fzxBNPsHLlSgYNGnTB4/e9732P119/nbS0NGbPnk18fDwFBQV8+OGH1NbWsnr16guuI+zBBx/kiSeeYPr06SxbtoyPP/6YP//5zxw/fpw//elPKKWa5q2treVv//Zv+fDDD/H7/cybN4+EhARycnJ48cUXGTx4cNMxBHjiiSf4t3/7NwzDYMaMGQwaNIijR4/yxz/+kU2bNvH00093aH9b+ta3vsUHH3zA7NmzGTVqFDt37uSf/umfAEhISODv//7vmThxIkuWLOHTTz/lpZdeIicnhyeffLLVvjz33HP89re/ZcKECUybNg2fz8exY8d46aWXePvtt3nyySeZNGlS0/z5+fnceOONlJWVMXHiRJYvX05DQwN5eXk8++yzzJo1i3HjxjF58mRWrVrFm2++yYABA1i2bFnTOubOnds0fPz4cb70pS9RUFDAqFGjuPzyyykvL2f79u1s3bqVBx98kLVr17ba9zfeeIPvfe97BAIBLrnkEmbPnk1FRQVHjhzh3/7t37jzzjsZMGAAN954I2+++Sa1tbXceOONTcunpaU1DRcUFPD5z3+e7Oxshg0bxsqVKyktLWXbtm28//77fP/73+eLX/xij/0f3HLLLfzrv/4rzz33HN/73vfabOP5559Ha81nPvOZVv9vQgghhBAdJWUOKXNImUPKHFLmEKIf0UIIEWMyMzP1tGnTtNZaP/300zozM1O/+OKLTdMfeeQRnZmZqbds2aILCwt1ZmamXr58eat1fPrpp3rSpEl69uzZ+tNPP20a39DQoL/xjW/ozMxM/Y1vfKPVMg899JDOzMzUmZmZ+n/+539aTfvpT3+qMzMz9T/8wz+0Gv/CCy/ozMxM/dBDD7W7L9u3b29a57333qtramqapv31r3/VmZmZ+oorrmi1zD/+4z/qzMxM/eabb7ZZ37Fjx3RBQUG722opOztbZ2Zm6ptuuknX19e3mlZXV6c/+uijdre5ffv2VuOXL1+uMzMz9ZIlS/SBAweaxpeUlOirrrpKZ2Zm6g8++KDVMv/0T/+kMzMz9e23365LS0tbTcvPz9d79+5t+vvjjz/WkyZN0suXL9cHDx5sGu84TtP/87333nvB/Q0LH+s1a9boM2fONI3ftm1b034sWLBA/+Uvf2maVlVVpVevXq0zMzP1tm3bWq3v448/1llZWW228/zzzzftY0vhc+h//+o3t10AAA5VSURBVPd/2yyTk5PTal3h/6MvfOEL7e5LKBTSa9as0ZmZmfrxxx/XjuM0Tdu/f79esGCBnjVrli4uLm4af/LkST19+nQ9depU/dprr7Van23b+p133mk1Lvz/ey5f+cpXms77QCDQNH7Xrl165syZevLkya3+37Tu3v+DyspKPXPmTL148eJW2w8fn2XLlukpU6booqKic+6DEEIIIUR7pMwhZQ4pc0iZQ2spcwjR30gzXEKImHbttdfi8Xh45ZVXmsa98sorDBw4kMWLF59zuSeffBLHcbjzzjtbdSDo9Xr54Q9/SFxcHBs3bqSgoKDNsnPnzuVv//ZvW4372te+BrhVt7siMTGRBx54AL/f3zRu5cqVZGZmkpeXR05OTtP4kpISABYtWtRmPePHj+/QE0/hquSzZ8/G5/O1mhYXF8fs2bM7Ff83v/nNVk+xpaen87nPfQ5ofUwKCwt58cUXiYuL48EHH2z1xBDA4MGDmTZtWtPf//M//4PjODzwwAOtnpZSSnH33XczZcoU/vrXv3a6avwPfvADhgwZ0vT3okWLmDp1KkVFRVxxxRWsWrWqaVpiYiKf/exnAdpUM581a1abJ/YAbrrpJubMmcPOnTupqqpqGn++/7vhw4e3u65z2bRpE0eOHGHNmjXccccdrZ5imjJlCnfffTe1tbWtmoz4wx/+QENDA7fccgvXXXddq/UZhsHy5cs7vP3s7Gw2bdpEYmIi999/Px6Pp2navHnzuPXWW7Ftm6eeeqrd5bvj/yApKYlrr72WkpIS3nnnnVbr37x5MwUFBaxYsaLdpzWFEEIIITpKyhytSZmjY6TMIWUOIUTskWSJECKmpaSkcPnll7Nt2zaKiorYs2cPJ0+eZPXq1Zimec7lwj+mz64uDJCRkcGSJUtwHKdNm8AAS5YsaTMuLS2N1NTUDrfde7Zp06aRmpraZvzYsWMBKCoqaho3depUwK3SvmfPHhzH6fT2xo0bh9/vZ8OGDTz77LPtto3bGUuXLm0zbsyYMUDr2Hfs2IFt21x++eWtfrS2x3Ectm3bRkJCQruFUKUUc+bMwXEc9u/f3+FYPR4PCxYsaDN+xIgRAFx66aVtpoULFC33JaympoZXX32V//zP/+T+++/nvvvu47777qOoqAitNadPn26aN/x/9+Mf/5jt27cTCoU6HPfZtm7dCnDONrLDVef37t3bNG7btm2AW5X8Yu3evRuAyy+/nOTk5DbTr7/++lbztdSd/wfhAvKzzz7banz475bNSQghhBBCdIWUOaTMIWUOKXOAlDmE6A+kzxIhRMxbt24db731Fq+99lrT01Dr1q077zKFhYUopRg+fHi708Pj2yuInOsHd0JCAuXl5Z2I/MLrDD/1FQgEmsbddddd7N69m02bNrFp0yaSkpKYOXMmV1xxBTfeeCOJiYkX3F5iYiI/+clP+Od//mf++Z//mR/+8IeMHTuWhQsXcsMNNzBr1qyLjr+92M+cOQPAyJEjL7jO8vJyamtrAfeppfPpTMFr4MCBGEbbZwXC8Q4ePLjNtPj4eKD1voBbEPjOd75z3qfMampqmobXr1/P1q1beeONN7jzzjuJj49v6qDxpptuIiMjo8P7Ee4I8dvf/jbf/va3zzlfy2PTmeN/IeHPRlc+Q935fzBjxgymTJnCBx98QG5uLsOHD6ewsJDNmzczbNiwdgvVQgghhBCdJWUOKXNImUPKHFLmEKLvk2SJECLmLV++nOTkZF566SUKCwsZP35809M0F6u9Dtp6otO2zqwzMTGRJ554oqnwsnPnzqbO7R599FGeeuqpDlWtXrNmDZdeeilvv/0277//Prt27eLpp5/m6aef5stf/nK7ndd1R/wdnd+2bcAtEF599dXnnXfYsGHdtu2O7ktNTQ3f+ta3KC8v5+6772bNmjUMGzaMuLg4lFL8/d//Pa+++ipa66ZlTNPkl7/8JX/3d3/H22+/zY4dO/jkk0/YtWsXjz76KL///e87XGgMH5/LLrvsvAWecePGtdm/7jyHz7Wu8PiufIY6G98tt9zCj370I1544QW+8Y1vsGHDBkKhEDfddFO7BSQhhBBCiM6SMoeUOaTMIWUOKXMI0fdJskQIEfO8Xi+rVq3iueeeA+D222+/4DKDBg0iJyeH3NzcNj/sAPLy8gD3aZRopJRi3rx5zJs3D3DbA/7pT3/Kq6++ys9//nN++ctfdmg96enp3Hzzzdx8881ordmyZQvf/va3+f3vf8/69euZMGFCt8Y9dOhQgFbVxM8lLS0Nr9eLx+PhP/7jP7o1ju7w4YcfUl5ezqpVq/jmN7/ZZnp2dvY5l50yZQpTpkzh3nvvpbq6mkceeYTHHnuMn/70p03n8YWEn6y79dZbz1kt/mxDhw7l1KlTnD59mszMzA4tcy7hdqpbtm3dUvgptN74DK1du5YHH3yQF154gbvvvpvnn38ewzD4zGc+0+PbFkIIIUT/IGUOKXNEgpQ5pMwhhOhdkvoUQvQJN9xwA6mpqaSlpbXbJvDZwj/4W3bSGFZaWsrWrVsxDIM5c+ZcVFzhDugupp3YjkhPT+eee+4B4MiRI11ah1KKyy67jCuuuOKi1nM+CxYswDRN3nvvvXY7smzJsiwWLFhAeXl5m04Oo0FlZSXQfnMAWVlZHDhwoEPrSUxM5Dvf+Q5KqVbH/ELnTriN3bfeeqvDMYfbYT67rd1zOV8M4faJ33333aZj0dJLL73Uar6elJCQwJo1a8jPz+fBBx8kOzubyy677IJtVAshhBBCdIaUOaTM0dukzCFlDiFE75JkiRCiT5g3bx47duxg+/bt52zPtKXPf/7zGIbBE0880aozukAgwE9+8hPq6uq46qqr2m3HtDPCT8KcPHnyotbT0tNPP93uE0SbN28Gmp+kOp8DBw6wceNGgsFgq/EVFRV8+umnQOeqmXfU4MGDuf7666mvr+e+++5r095yQUFBq44Tv/rVr2IYBv/4j//Y1EHm2fM/+eST3R5nR4Q7k/zrX//aqv3gyspKfvCDH7Q5tgD/93//126BcPPmzWitW/3fpaWl4fF4yM7Obqr+3tKqVasY9/+3d38hTb1xHMc/v2b5p2IMkxOVtfx3TMpGmSEJhWFJCV0MUjQpUcSbnESQMIgIFLwIb/pDdmMFsYsgoQKdlhRkNceKBUVBrS606CIwi/6x1lWDIVS/LCXP+3V5+J49D+fs5sP3Oc+TlaVLly6pu7t70nifP3+W3+/X48eP49f27t2r5ORk+Xw+9ff3J9R//fpVN27cSLj2o/9vZmamtmzZovfv36u9vT1h/Hv37snn88lms6mmpmbSvX/D90MXz549K4lDFgEAwJ9H5iBzTDcyB5kDwPRiGy4AllRYWCiPx6Ouri5VV1eruLhYDodDoVBIL1++lNPp1OHDh6c8jsvlUnp6uvr7+1VXV6dly5Zpzpw5crvdv72CzOfz6ciRI8rJyVF2drZsNpsikYgePXqklJSU+GqvHxkbG9P+/fu1cOFCrV69WosWLdLExISCwaDevXun8vLy/33g4q/yer2KRCIaHh5WWVmZioqKlJaWptHRUT18+FDNzc3x/Z83bNggr9erjo4O1dbWyjRNOZ1Offr0SWNjY3r69KnS0tJUW1v7V+b6I2vWrNGmTZt069Ytbd++XcXFxZKkQCAgh8OhrVu36tq1awn3+P1+HTp0SMuXL1deXp5SUlI0Ojqq+/fvy2az6cCBA/HaefPmqbS0VENDQ9q1a5cKCgo0d+5crVu3Tm63W0lJSTp+/LgaGxt17NgxnTt3TqZpasGCBXr16pWePXumt2/f6sSJEzJNU5K0cuVKdXR0qK2tTS0tLcrLy1Nubq7Gx8f15MkTvX79OiHolJWVKRAIaN++fdq4caNSU1PlcDh08OBBSdLRo0dVU1Oj3t5ejYyMyOVy6c2bNwoEAopGo2pra1N+fv7ffhWSpFWrVqmwsFDhcFgZGRnx1YoAAAAzhcxB5pgqMgeZA8D0olkCwLKam5uVn5+vnp4ePXjwQB8/ftSSJUvU2NiopqYm2e32KY+RnJys06dPq6urS+FwWCMjI4rFYlq/fv1vBxePx6PBwUGFw2Hdvn1bX758kWEYqqqqUkNDg1asWPHT31i7dq1aW1t1584dRSIRBYNB2e12maap3bt3q7Ky8rfm9iu+HxZ54cIFXb58Of5MDMOQ2+1WRUVFQv2ePXvkcrnU09OjYDCo69eva/78+TIMQ9XV1ZPqp9PJkyd16tQp9fX16ebNm0pPT9eOHTvU2tqqzs7OSfX19fVavHixQqGQgsGgPnz4IMMwtHPnTjU0NKigoCChvr29XZ2dnRoeHtaVK1cUjUYVjUbldrslSdnZ2ert7dX58+c1MDCgUCikWCymjIwMFRUVqby8PP4Z/HeVlZXKycnRmTNndPfuXfn9ftntdmVlZampqSmhtq6uTuPj47p69Wp8VeDSpUvjwcUwDF28eFHd3d0aHByU3+9XamqqSkpKVF9fr9LS0j/5uH+qpKRE4XA4HuwAAABmGpmDzDFVZA4yB4Dp818sFovN9CQAAACmIhaLqaKiQi9evNDAwIAyMzNnekoAAAAAZhEyBzD7cWYJAAD45/X19en58+favHkzoQUAAADAH0fmAGY/vhcDAAD/LK/Xq4mJCQ0NDclms6mlpWWmpwQAAABgFiFzANbBNlwAAOCfZZqmkpKS5HQ65fF4tG3btpmeEgAAAIBZhMwBWAfNEgAAAAAAAAAAYGmcWQIAAAAAAAAAACyNZgkAAAAAAAAAALA0miUAAAAAAAAAAMDSaJYAAAAAAAAAAABLo1kCAAAAAAAAAAAsjWYJAAAAAAAAAACwNJolAAAAAAAAAADA0miWAAAAAAAAAAAAS/sGeFigwc+FypYAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (hazard_ax, surv_ax) = plt.subplots(ncols=2, sharex=True, sharey=False, figsize=(16, 6))\n", "\n", "az.plot_hdi(\n", " interval_bounds[:-1],\n", " cum_hazard(tv_base_hazard),\n", " ax=hazard_ax,\n", " color=\"C0\",\n", " smooth=False,\n", " fill_kwargs={\"label\": \"Had not metastasized\"},\n", ")\n", "\n", "az.plot_hdi(\n", " interval_bounds[:-1],\n", " cum_hazard(tv_met_hazard),\n", " ax=hazard_ax,\n", " smooth=False,\n", " color=\"C1\",\n", " fill_kwargs={\"label\": \"Metastasized\"},\n", ")\n", "\n", "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(tv_base_hazard)), color=\"darkblue\")\n", "hazard_ax.plot(interval_bounds[:-1], get_mean(cum_hazard(tv_met_hazard)), color=\"maroon\")\n", "\n", "hazard_ax.set_xlim(0, df.time.max())\n", "hazard_ax.set_xlabel(\"Months since mastectomy\")\n", "hazard_ax.set_ylim(0, 2)\n", "hazard_ax.set_ylabel(r\"Cumulative hazard $\\Lambda(t)$\")\n", "hazard_ax.legend(loc=2)\n", "\n", "az.plot_hdi(interval_bounds[:-1], survival(tv_base_hazard), ax=surv_ax, smooth=False, color=\"C0\")\n", "az.plot_hdi(interval_bounds[:-1], survival(tv_met_hazard), ax=surv_ax, smooth=False, color=\"C1\")\n", "\n", "surv_ax.plot(interval_bounds[:-1], get_mean(survival(tv_base_hazard)), color=\"darkblue\")\n", "surv_ax.plot(interval_bounds[:-1], get_mean(survival(tv_met_hazard)), color=\"maroon\")\n", "\n", "surv_ax.set_xlim(0, df.time.max())\n", "surv_ax.set_xlabel(\"Months since mastectomy\")\n", "surv_ax.set_ylabel(\"Survival function $S(t)$\")\n", "fig.suptitle(\"Bayesian survival model with time varying effects\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have really only scratched the surface of both survival analysis and the Bayesian approach to survival analysis. More information on Bayesian survival analysis is available in Ibrahim et al. (2005). (For example, we may want to account for individual frailty in either or original or time-varying models.)\n", "\n", "This tutorial is available as an [IPython](http://ipython.org/) notebook [here](https://gist.github.com/AustinRochford/4c6b07e51a2247d678d6). It is adapted from a blog post that first appeared [here](http://austinrochford.com/posts/2015-10-05-bayes-survival.html)." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", "- Originally authored by [Austin Rochford](https://github.com/AustinRochford).\n", "- Updated by [Fernando Irarrázaval](https://github.com/cuchoi) in June 2022 to PyMC v4 ([pymc-examples#372](https://github.com/pymc-devs/pymc-examples/pull/372)).\n", "- Updated by [Chris Fonnesbeck](https://github.com/fonnesbeck) in January 2023 to PyMC v5." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Jan 17 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.0\n", "IPython version : 8.8.0\n", "\n", "xarray: 2022.12.0\n", "\n", "pandas : 1.5.2\n", "arviz : 0.14.0\n", "sys : 3.11.0 | packaged by conda-forge | (main, Oct 25 2022, 06:24:40) [GCC 10.4.0]\n", "matplotlib: 3.6.2\n", "numpy : 1.24.1\n", "pytensor : 2.9.1\n", "pymc : 5.0.1+42.g99dd7158\n", "\n", "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p xarray" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "kernelspec": { "display_name": "pymc", "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": "3.11.0" }, "vscode": { "interpreter": { "hash": "970ac73df0f14d7a1f980febd250c4ded990984ec0e2432b12dcbf556b464244" } } }, "nbformat": 4, "nbformat_minor": 4 }