{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.016911, "end_time": "2020-03-27T06:09:14.400757", "exception": false, "start_time": "2020-03-27T06:09:14.383846", "status": "completed" }, "tags": [] }, "source": [ "(bayesian_workflow)=\n", "\n", "# The Bayesian Workflow: COVID-19 Outbreak Modeling\n", "\n", ":::{post} Jun 16, 2025\n", ":tags: workflow\n", ":category: intermediate, how-to\n", ":author: Thomas Wiecki, Chris Fonnesbeck\n", ":::\n", "\n", "Bayesian modeling is a robust approach for drawing conclusions from data. Successful modeling involves an interplay among statistical models, subject matter knowledge, and computational techniques. In building Bayesian models, it is easy to get carried away with complex models from the outset, often leading to an unsatisfactory final result (or a dead end). To avoid common model development pitfalls, a structured approach is helpful. The *Bayesian workflow* (Gelman *et al.*) is a systematic approach to building, validating, and refining probabilistic models, ensuring that the models are robust, interpretable, and useful for decision-making. The workflow's iterative nature ensures that modeling assumptions are tested and refined as the model grows, leading to more reliable results.\n", "\n", "This workflow is particularly powerful in high-level probabilistic programming environments like PyMC, where the ability to rapidly prototype and iterate on complex statistical models enables practitioners to focus on the modeling process rather than the underlying computational details. The workflow invlolves moving from simple models--via prior checks, fitting, diagnostics, and refinement--through to a final product that satisfies the analytic goals, making sure that computational and conceptual issues are identified and addressed systematically as they are encountered.\n", "\n", "Below we demonstrate the Bayesian workflow using COVID-19 case data, showing how to progress from very basic, unrealistic models to more sophisticated formulations, highlighting the critical role of model checking and validation at each step. Here we are not looking to develop a state-of-the-art epidemiological model, but rather to demonstrate how to iterate from a simple model to a more complex one." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "papermill": { "duration": 2.069288, "end_time": "2020-03-27T06:09:16.527404", "exception": false, "start_time": "2020-03-27T06:09:14.458116", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import warnings\n", "\n", "import arviz.preview as az\n", "import load_covid_data\n", "import numpy as np\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "import plotly.io as pio\n", "import polars as pl\n", "import preliz as pz\n", "import pymc as pm\n", "\n", "from plotly.subplots import make_subplots\n", "\n", "# Set renderer to generate static images\n", "pio.renderers.default = \"png\"\n", "pio.defaults.default_width = 1000\n", "pio.defaults.default_height = 300\n", "\n", "RANDOM_SEED = 8451997\n", "sampler_kwargs = {\"chains\": 4, \"cores\": 4, \"tune\": 1000, \"random_seed\": RANDOM_SEED}\n", "\n", "\n", "az.rcParams[\"plot.backend\"] = \"plotly\"\n", "az.style.use(\"arviz-variat\")\n", "\n", "colors = pio.templates[\"arviz-variat\"].layout.colorway" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bayesian methods offer several fundamental strengths that make it particularly valuable for building robust statistical models. Its great **flexibility** allows practitioners to build remarkably complex models from simple building blocks. The framework provides a principled way of dealing with **uncertainty**, capturing not just the most likely outcome but the complete distribution of all possible outcomes. Critically, Bayesian methods allow **expert information** to guide model development through the use of informative priors, incorporating domain knowledge directly into the analysis.\n", "\n", "In this section you'll learn:\n", "* How to go from data to a model idea\n", "* How to find priors for your model\n", "* How to evaluate a model\n", "* How to iteratively improve a model\n", "* How to forecast into the future\n", "* How powerful generative modeling can be" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Bayesian Workflow: An Overview\n", "\n", "Before diving into our COVID-19 modeling example, let's understand the key stages of the Bayesian workflow as outlined by Gelman et al. (2020). This workflow is not a linear process but rather an iterative cycle where we continuously refine our understanding.\n", "\n", ":::{admonition} The Bayesian Workflow Stages\n", ":class: tip\n", "\n", "1. **Conceptual model building**: Translate domain knowledge into statistical assumptions\n", "2. **Prior predictive simulation**: Check if priors generate reasonable data\n", "3. **Computational implementation**: Code the model and ensure it runs\n", "4. **Fitting and diagnostics**: Estimate parameters and check convergence\n", "5. **Model evaluation**: Assess model fit using posterior predictive checks\n", "6. **Model comparison**: Compare alternative models systematically\n", "7. **Model expansion or simplification**: Iterate based on findings\n", "8. **Decision analysis**: Use the model for predictions or decisions\n", ":::\n", "\n", "Throughout this tutorial, we'll explicitly mark which stage of the workflow we're in, helping you understand not just *what* we're doing, but *why* we're doing it." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": { "papermill": { "duration": 0.009784, "end_time": "2020-03-27T06:09:16.547140", "exception": false, "start_time": "2020-03-27T06:09:16.537356", "status": "completed" }, "tags": [] }, "source": [ "## Load and Explore Data\n", "\n", ":::{admonition} Workflow Stage: Conceptual Model Building\n", ":class: note\n", "\n", "We begin by understanding our data and its context. This exploratory phase informs our initial modeling decisions.\n", ":::\n", "\n", "First we'll load data on COVID-19 cases from the World Health Organization (WHO). In order simplify the analysis we will restrict the dataset to the time after 100 cases were confirmed (as reporting is often very noisy prior to that). It also allows us to align countries with each other for easier comparison." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "papermill": { "duration": 1.663552, "end_time": "2020-03-27T06:09:18.220032", "exception": false, "start_time": "2020-03-27T06:09:16.556480", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "shape: (5, 8)\n", "┌──────────┬───────┬────────────┬───────────┬───────────┬────────────────┬────────────────┬────────┐\n", "│ country ┆ state ┆ date ┆ confirmed ┆ type ┆ critical_estim ┆ days_since_100 ┆ deaths │\n", "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ ate ┆ --- ┆ --- │\n", "│ str ┆ str ┆ date ┆ i64 ┆ str ┆ --- ┆ i64 ┆ i64 │\n", "│ ┆ ┆ ┆ ┆ ┆ f64 ┆ ┆ │\n", "╞══════════╪═══════╪════════════╪═══════════╪═══════════╪════════════════╪════════════════╪════════╡\n", "│ Diamond ┆ null ┆ 2020-02-10 ┆ 135 ┆ confirmed ┆ 6.75 ┆ 0 ┆ 0 │\n", "│ Princess ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "│ Diamond ┆ null ┆ 2020-02-11 ┆ 135 ┆ confirmed ┆ 6.75 ┆ 1 ┆ 0 │\n", "│ Princess ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "│ Diamond ┆ null ┆ 2020-02-12 ┆ 175 ┆ confirmed ┆ 8.75 ┆ 2 ┆ 0 │\n", "│ Princess ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "│ Diamond ┆ null ┆ 2020-02-13 ┆ 175 ┆ confirmed ┆ 8.75 ┆ 3 ┆ 0 │\n", "│ Princess ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "│ Diamond ┆ null ┆ 2020-02-14 ┆ 218 ┆ confirmed ┆ 10.9 ┆ 4 ┆ 0 │\n", "│ Princess ┆ ┆ ┆ ┆ ┆ ┆ ┆ │\n", "└──────────┴───────┴────────────┴───────────┴───────────┴────────────────┴────────────────┴────────┘" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = load_covid_data.load_data(drop_states=True, filter_n_days_100=2)\n", "countries = df.select(\"country\").unique().to_series().to_list()\n", "n_countries = len(countries)\n", "df = df.filter(pl.col(\"days_since_100\") >= 0)\n", "df.head()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Bayesian Workflow\n", "\n", "Next, we will start developing a model of the spread. These models will start out simple (and poor) but we will iteratively improve them. A good workflow to adopt when developing your own models is:\n", "\n", "1. **Plot the data** - Understand patterns and features\n", "2. **Build model** - Start simple, add complexity gradually\n", "3. **Run prior predictive check** - Ensure priors generate sensible data\n", "4. **Fit model** - Estimate parameters from data\n", "5. **Assess convergence** - Verify computational reliability\n", "6. **Check model fit** - Compare predictions to observations\n", "7. **Improve model** - Address identified deficiencies\n", "\n", "### 1. Plot the data\n", "\n", "We will look at German COVID-19 cases. At first, we will only look at the first 30 days after Germany crossed 100 cases, later we will look at the full data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import datetime\n", "\n", "country = \"Germany\"\n", "date = datetime.strptime(\"2020-07-31\", \"%Y-%m-%d\").date()\n", "df_country = df.filter(pl.col(\"country\") == country).filter(pl.col(\"date\") <= date).head(30)\n", "\n", "fig = px.line(\n", " df_country.to_pandas(),\n", " x=\"days_since_100\",\n", " y=\"confirmed\",\n", " title=f\"{country} - COVID-19 Cases\",\n", " labels={\"days_since_100\": \"Days since 100 cases\", \"confirmed\": \"Confirmed cases\"},\n", ")\n", "fig.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Look at the above plot and think about what type of model you would build to capture this pattern. What mathematical function might describe this growth?\n", "\n", "### Step 2: Build Models - Starting with a Baseline\n", "\n", ":::{admonition} Workflow Stage: Model Building\n", ":class: note\n", "\n", "Before jumping to complex models, we establish a baseline. This helps us understand how much we gain from added complexity.\n", ":::\n", "\n", "#### A Baseline Model\n", "\n", "A critical but often overlooked step is establishing a baseline model. This gives us a reference point to judge whether our more complex models are actually capturing meaningful patterns.\n", "\n", "The trajectory of cumulative cases kind of looks exponential. This matches with knowledge from epidemiology whereas early in an epidemic it grows exponentially." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Get time-range of days since 100 cases were crossed\n", "t = df_country.select(\"days_since_100\").to_numpy().flatten()\n", "# Get number of confirmed cases for Germany\n", "confirmed = df_country.select(\"confirmed\").to_numpy().flatten()\n", "\n", "with pm.Model() as model_exp1:\n", " # Intercept\n", " a = pm.Normal(\"a\", mu=0, sigma=100)\n", "\n", " # Slope\n", " b = pm.Normal(\"b\", mu=0.3, sigma=0.3)\n", "\n", " # Exponential regression\n", " growth = a * (1 + b) ** t\n", "\n", " # Error term\n", " eps = pm.HalfNormal(\"eps\", 100)\n", "\n", " # Likelihood\n", " pm.Normal(\"obs\", mu=growth, sigma=eps, observed=confirmed)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster30\n", "\n", "30\n", "\n", "\n", "\n", "eps\n", "\n", "eps\n", "~\n", "Halfnormal\n", "\n", "\n", "\n", "obs\n", "\n", "obs\n", "~\n", "Normal\n", "\n", "\n", "\n", "eps->obs\n", "\n", "\n", "\n", "\n", "\n", "b\n", "\n", "b\n", "~\n", "Normal\n", "\n", "\n", "\n", "b->obs\n", "\n", "\n", "\n", "\n", "\n", "a\n", "\n", "a\n", "~\n", "Normal\n", "\n", "\n", "\n", "a->obs\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(model_exp1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ ":::{admonition} Model Critique\n", ":class: tip\n", "\n", "Before fitting, consider: What assumptions does this model make? Are there any issues you can identify just from the model specification? Is there anything you would have done differently?\n", ":::\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step 3: Run Prior Predictive Check\n", "\n", ":::{admonition} Workflow Stage: Prior Predictive Simulation\n", ":class: note\n", "\n", "Before fitting, we check if our priors generate reasonable data. This is a crucial but often skipped step!\n", ":::\n", "\n", "Without even fitting the model to our data, we generate new potential data from our priors. Usually we have less intuition about the parameter space, where we define our priors, and more intuition about what data we might expect to see. A prior predictive check thus allows us to make sure the model can generate the types of data we expect to see.\n", "\n", "The process works as follows:\n", "\n", "1. Pick a point from the prior $\\theta_i$\n", "2. Generate data set $x_i \\sim f(\\theta_i)$ where $f$ is our likelihood function (e.g. normal)\n", "3. Rinse and repeat $n$ times" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [a, b, eps, obs]\n" ] } ], "source": [ "with model_exp1:\n", " prior_pred = pm.sample_prior_predictive()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "prior_obs = prior_pred.prior_predictive[\"obs\"].values.squeeze().T\n", "\n", "fig = go.Figure()\n", "for i in range(min(100, prior_obs.shape[1])): # Show max 100 traces\n", " fig.add_trace(\n", " go.Scatter(\n", " x=list(range(len(prior_obs[:, i]))),\n", " y=prior_obs[:, i],\n", " mode=\"lines\",\n", " line=dict(color=colors[0], width=0.5),\n", " opacity=0.4,\n", " showlegend=False,\n", " )\n", " )\n", "\n", "fig.update_layout(\n", " title=\"Prior predictive\",\n", " xaxis_title=\"Days since 100 cases\",\n", " yaxis_title=\"Positive cases\",\n", " yaxis=dict(range=[-1000, 1000]),\n", " xaxis=dict(range=[0, 10]),\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ ":::{admonition} What's Wrong With This Model?\n", ":class: warning\n", "\n", "Our prior predictive check reveals several problems:\n", "1. **Negative cases**: Impossible in reality\n", "2. **Starting near zero**: We conditioned on 100+ cases\n", "3. **Normal likelihood**: Allows negative values and symmetric errors\n", "\n", "This demonstrates the value of prior predictive checking!\n", ":::\n", "\n", "\n", "\n", "Let's improve our model. The presence of negative cases is due to us using a Normal likelihood. Instead, let's use a `NegativeBinomial`, which is similar to `Poisson` which is commonly used for count-data but has an extra dispersion parameter that allows more flexiblity in modeling the variance of the data.\n", "\n", "We will also change the prior of the intercept to be centered at 100 and tighten the prior of the slope.\n", "\n", "The negative binomial distribution uses an overdispersion parameter, which we will describe using a gamma distribution. A companion package called `preliz`, a library for prior distribution elicitation, has a nice utility called `maxent` that will help us parameterize this prior, as the gamma distribution is not as intuitive to work with as the normal distribution." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dist = pz.Gamma()\n", "\n", "pz.maxent(dist, lower=0.1, upper=20, mass=0.95, plot_kwargs={\"figsize\": (8, 3)});" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "px.histogram(x=dist.rvs(1000), nbins=20, title=\"Gamma Distribution Samples\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "t = df_country.select(\"days_since_100\").to_numpy().flatten()\n", "confirmed = df_country.select(\"confirmed\").to_numpy().flatten()\n", "\n", "with pm.Model() as model_exp2:\n", " # Intercept\n", " a = pm.Normal(\"a\", mu=100, sigma=25)\n", "\n", " # Slope\n", " b = pm.Normal(\"b\", mu=0.3, sigma=0.1)\n", "\n", " # Exponential regression\n", " growth = a * (1 + b) ** t\n", "\n", " alpha = alpha = dist.to_pymc(\"alpha\")\n", "\n", " # Likelihood\n", " pm.NegativeBinomial(\"obs\", growth, alpha=alpha, observed=confirmed)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [a, alpha, b, obs]\n" ] }, { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model_exp2:\n", " prior_pred = pm.sample_prior_predictive(random_seed=RANDOM_SEED)\n", "\n", "prior_obs = prior_pred.prior_predictive[\"obs\"].values.squeeze().T\n", "\n", "fig = go.Figure()\n", "for i in range(min(100, prior_obs.shape[1])): # Show max 100 traces\n", " fig.add_trace(\n", " go.Scatter(\n", " x=list(range(len(prior_obs[:, i]))),\n", " y=prior_obs[:, i],\n", " mode=\"lines\",\n", " line=dict(color=colors[0], width=0.5),\n", " opacity=0.4,\n", " showlegend=False,\n", " )\n", " )\n", "\n", "fig.update_layout(\n", " title=\"Prior predictive\",\n", " xaxis_title=\"Days since 100 cases\",\n", " yaxis_title=\"Positive cases\",\n", " yaxis=dict(range=[-100, 1000]),\n", " xaxis=dict(range=[0, 10]),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{admonition} Progress!\n", ":class: success\n", "\n", "Much better! No negative cases, and the scale looks more reasonable. But we can still incorporate more domain knowledge.\n", ":::" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Model 3: Incorporating Domain Constraints\n", "\n", "We know that:\n", "- The intercept *cannot* be below 100 (by construction of our data)\n", "- The growth rate must be positive\n", "\n", "Let's encode this knowledge: we use the PyMC `HalfNormal` distribution for the intercept prior; we can apply the same for the slope which we know is not going to be negative." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [a0, alpha, b, obs]\n" ] } ], "source": [ "t = df_country.select(\"days_since_100\").to_numpy().flatten()\n", "confirmed = df_country.select(\"confirmed\").to_numpy().flatten()\n", "\n", "with pm.Model() as model_exp3:\n", " # Intercept\n", " a0 = pm.HalfNormal(\"a0\", sigma=25)\n", " a = pm.Deterministic(\"a\", a0 + 100)\n", "\n", " # Slope\n", " b = pm.HalfNormal(\"b\", sigma=0.2)\n", "\n", " # Exponential regression\n", " growth = a * (1 + b) ** t\n", "\n", " # Overdispersion parameter\n", " alpha = pz.maxent(pz.Gamma(), lower=0.1, upper=20, mass=0.95, plot=False).to_pymc(\"alpha\")\n", "\n", " # Likelihood\n", " pm.NegativeBinomial(\"obs\", growth, alpha=alpha, observed=confirmed)\n", "\n", " prior_pred3 = pm.sample_prior_predictive(random_seed=RANDOM_SEED)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_subplots(\n", " rows=1, cols=2, subplot_titles=(\"Prior for a (intercept)\", \"Prior for b (growth rate)\")\n", ").add_trace(\n", " go.Histogram(x=prior_pred3.prior[\"a\"].values.flatten(), nbinsx=30, name=\"a\"), row=1, col=1\n", ").add_trace(\n", " go.Histogram(x=prior_pred3.prior[\"b\"].values.flatten(), nbinsx=30, name=\"b\"), row=1, col=2\n", ").update_xaxes(\n", " title_text=\"Value\", row=1, col=1\n", ").update_xaxes(\n", " title_text=\"Value\", row=1, col=2\n", ").update_yaxes(\n", " title_text=\"Count\", row=1, col=1\n", ").update_layout(\n", " showlegend=False, height=350\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "obs_samples = az.extract(prior_pred3.prior_predictive).values\n", "\n", "fig = go.Figure()\n", "for i in range(min(100, obs_samples.shape[1])): # Show max 100 traces\n", " fig.add_trace(\n", " go.Scatter(\n", " x=list(range(len(obs_samples[:, i]))),\n", " y=obs_samples[:, i],\n", " mode=\"lines\",\n", " line=dict(color=colors[0], width=0.5),\n", " opacity=0.4,\n", " showlegend=False,\n", " )\n", " )\n", "\n", "fig.update_layout(\n", " title=\"Prior predictive\",\n", " xaxis_title=\"Days since 100 cases\",\n", " yaxis_title=\"Positive cases\",\n", " yaxis=dict(range=[0, 1000]),\n", " xaxis=dict(range=[0, 10]),\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Note that even though the intercept parameter can not be below 100 now, we still see data generated at below hundred. Why? " ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Step 4: Fit Model\n", "\n", ":::{admonition} Workflow Stage: Model Fitting\n", ":class: note\n", "\n", "Now we fit our model using MCMC. This is where the \"Inference Button™\" (`pm.sample`) comes in!\n", ":::" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [a0, b, alpha]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1a407cb8fb894aedb717cfc0ea81e709", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\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 2 seconds.\n"
     ]
    }
   ],
   "source": [
    "with model_exp3:\n",
    "    trace_exp3 = pm.sample(**sampler_kwargs)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5: Assess Convergence\n",
    "\n",
    ":::{admonition} Workflow Stage: Computational Diagnostics\n",
    ":class: note\n",
    "\n",
    "Before trusting our results, we must verify that the sampler has converged properly.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_rank(trace_exp3, var_names=[\"a\", \"b\", \"alpha\"]).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
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ess_bulkess_tailr_hatmcse_meanmcse_sd
a1405.911762.681.00.350.25
b1454.451829.901.00.000.00
alpha1934.211921.741.00.090.07
\n", "
" ], "text/plain": [ " ess_bulk ess_tail r_hat mcse_mean mcse_sd\n", "a 1405.91 1762.68 1.0 0.35 0.25\n", "b 1454.45 1829.90 1.0 0.00 0.00\n", "alpha 1934.21 1921.74 1.0 0.09 0.07" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace_exp3, var_names=[\"a\", \"b\", \"alpha\"], kind=\"diagnostics\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pc = az.plot_energy(trace_exp3).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{admonition} Convergence Checklist\n", ":class: success\n", "\n", "✓ **R-hat values**: All close to 1.0 (< 1.01) \n", "✓ **Effective sample size**: Reasonable for all parameters \n", "✓ **Rank plots**: Show relatively good mixing with no trends \n", "✓ **Energy plot**: Marginal and energy distributions overlap well \n", "\n", "Our model has converged successfully!\n", ":::" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Model comparison\n", "\n", "Let's quickly compare the two models we were able to sample from.\n", "\n", "Model comparison requires the log-likelihoods of the respective models. For efficiency, these are not computed automatically, so we need to manually calculate them." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [a, b, alpha]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b5e0c4fd303947e08fabcd9eda1e11ca", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\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 3 seconds.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e687f29763b439d91e77ebd2950aed8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model_exp2:\n",
    "    trace_exp2 = pm.sample(**sampler_kwargs, idata_kwargs={\"log_likelihood\": True})\n",
    "\n",
    "with model_exp3:\n",
    "    pm.compute_log_likelihood(trace_exp3)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can use the ArviZ `compare` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comparison = az.compare({\"exp2\": trace_exp2, \"exp3\": trace_exp3})\n",
    "az.plot_compare(comparison).show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It seems like bounding the priors did not result in better fit. This is not unexpected because our change in prior was very small. We will still continue with `model_exp3` because we have prior information that these parameters are bounded in this way."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sensitivity Analysis\n",
    "\n",
    ":::{admonition} Workflow Stage: Model Criticism\n",
    ":class: note\n",
    "\n",
    "A crucial but often neglected step is understanding how sensitive our conclusions are to modeling choices.\n",
    ":::\n",
    "\n",
    "Let's examine how our results change with different prior choices:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [a0, b, alpha]\n",
      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 2 seconds.\n",
      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [a0, b, alpha]\n",
      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 2 seconds.\n",
      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [a0, b, alpha]\n",
      "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 2 seconds.\n",
      "We recommend running at least 4 chains for robust computation of convergence diagnostics\n"
     ]
    }
   ],
   "source": [
    "# Fit model with different priors\n",
    "prior_configs = [\n",
    "    {\"name\": \"Tight priors\", \"b_sigma\": 0.01},\n",
    "    {\"name\": \"Original priors\", \"b_sigma\": 0.2},\n",
    "    {\"name\": \"Loose priors\", \"b_sigma\": 1},\n",
    "]\n",
    "\n",
    "results = {}\n",
    "\n",
    "for config in prior_configs:\n",
    "    with pm.Model() as model_sensitivity:\n",
    "\n",
    "        t_sens = df_country.select(\"days_since_100\").to_numpy().flatten()\n",
    "        confirmed_sens = df_country.select(\"confirmed\").to_numpy().flatten()\n",
    "\n",
    "        a0 = pm.HalfNormal(\"a0\", sigma=25)\n",
    "        a = pm.Deterministic(\"a\", a0 + 100)\n",
    "        b = pm.HalfNormal(\"b\", sigma=config[\"b_sigma\"])  # Varying prior\n",
    "\n",
    "        growth = a * (1 + b) ** t_sens\n",
    "\n",
    "        pm.NegativeBinomial(\n",
    "            \"obs\", growth, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=confirmed_sens\n",
    "        )\n",
    "\n",
    "        trace = pm.sample(\n",
    "            chains=2, draws=1000, tune=1000, random_seed=RANDOM_SEED, progressbar=False\n",
    "        )\n",
    "        results[config[\"name\"]] = trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = az.plot_dist(results, var_names=[\"b\"])\n",
    "pc.add_legend(\"model\")\n",
    "pc.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} Sensitivity Analysis Results\n",
    ":class: note\n",
    "\n",
    "The posterior is relatively robust to prior choice when we have sufficient data. However, with limited data (early in the outbreak), prior choice matters more. This highlights the importance of:\n",
    "1. Using domain knowledge to set reasonable priors\n",
    "2. Checking sensitivity when data is limited\n",
    "3. Being transparent about prior choices\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 6: Check Model Fit\n",
    "\n",
    ":::{admonition} Workflow Stage: Model Evaluation\n",
    ":class: note\n",
    "\n",
    "Posterior predictive checking is crucial for understanding how well our model captures the data-generating process.\n",
    ":::\n",
    "\n",
    "Similar to the prior predictive, we can also generate new data by repeatedly taking samples from the posterior and generating data using these parameters. This process is called **posterior predictive checking** and is a crucial step in Bayesian model validation.\n",
    "\n",
    "Posterior predictive checking works by:\n",
    "1. Taking parameter samples from the posterior distribution (which we already have from MCMC sampling)\n",
    "2. For each set of parameter values, generating new synthetic datasets using the same likelihood function as our model\n",
    "3. Comparing these synthetic datasets to our observed data\n",
    "\n",
    "This allows us to assess whether our model can reproduce key features of the observed data. If the posterior predictive samples look very different from our actual data, it suggests our model may be missing important aspects of the data-generating process. Conversely, if the posterior predictive samples encompass our observed data well, it provides evidence that our model is capturing the essential patterns in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [obs]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1b76e451cc2d4cacbc5d04f025990516",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model_exp3:\n",
    "    post_pred = pm.sample_posterior_predictive(trace_exp3.posterior, random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "post_pred_samples = post_pred.posterior_predictive[\"obs\"].sel(chain=0).values.squeeze().T\n",
    "confirmed_values = confirmed\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(min(100, post_pred_samples.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(len(post_pred_samples[:, i]))),\n",
    "            y=post_pred_samples[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[0], width=0.5),\n",
    "            opacity=0.4,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.add_trace(\n",
    "    go.Scatter(\n",
    "        x=list(range(len(confirmed_values))),\n",
    "        y=confirmed_values,\n",
    "        mode=\"lines+markers\",\n",
    "        line=dict(color=colors[1], width=2),\n",
    "        name=\"Data\",\n",
    "    )\n",
    ").update_layout(\n",
    "    title=country,\n",
    "    xaxis_title=\"Days since 100 cases\",\n",
    "    yaxis_title=\"Confirmed cases (log scale)\",\n",
    "    yaxis_type=\"log\",\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK, that does not look terrible; the data essentially behaves like a random draw from the model.\n",
    "\n",
    "As an additional check, we can also inspect the model residuals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JSEACEpCABCQggfEKKKCPV06vk4AEJCABCUhAAhKQgAQkIAEJTKCAAvoEYupSEpCABCQgAQlIQAISkIAEJCCB8QoooI9XTq+TgAQkIAEJSEACEpCABCQgAQlMoIAC+gRi6lISkIAEJCABCUhAAhKQgAQkIIHxCiigj1dOr5OABCQgAQlIQAISkIAEJCABCUyggAL6BGLqUhKQgAQkIAEJSEACEpCABCQggfEKKKCPV06vk4AEJCABCUhAAhKQgAQkIAEJTKCAAvoEYupSEpCABCQgAQlIQAISkIAEJCCB8QoooI9XTq+TgAQkIAEJSEACEpCABCQgAQlMoIAC+gRi6lISkIAEJCABCUhAAhKQgAQkIIHxCiigj1dOr5OABCQgAQlIQAISkIAEJCABCUyggAL6BGLqUhKQgAQkIAEJSEACEpCABCQggfEKKKCPV06vk4AEJCABCUhAAhKQgAQkIAEJTKCAAvoEYupSEpCABCQgAQlIQAISkIAEJCCB8QpMuYB++eWX4/TTT8eyZcsq/kxHH300nnjiiYrP14kSkIAEJCABCUhAAhKQgAQkIIGpJrDbAb1YLOLuu+/G/fffjwcffLD/861atQqXXnopvF5v/9/dc889CIVCKBQKuPnmm/HUU0/B7XbjjDPOwPHHH2/nKaBPtV8R3Y8EJCABCUhAAhKQgAQkIAEJvB8CuxXQc7kcrrnmGjQ2NmL58uV44IEH+u/5mWeewUsvvYQLL7xwp8/x6KOPWji/+uqrkUwmcfHFF1swX7RokQL6+/Gt6z0kIAEJSEACEpCABCQgAQlIYMoJ7FZA56dZuXIlPvnJT+Kkk07CQw891P8BH374YfT19eGrX/3qTh/6iiuusPMPPPBA+xmDfUdHB84777xBAf3JJ58Er3PdddcNqsQPvaBa3Kfc75VuSAISkIAEJCABCUhAAhKQgAR2UWC3AzrfL5/P4+STTx4U0O+77z5re/d4PAgEAjjuuONw4okn2u2dddZZuP7669Hc3Gz/zZDPcM9qfLnF3eVy4aabbsINN9yA6urqUT+WAvoufus6XQISkIAEJCABCUhAAhKQgASmnMCkBXSuM89kMvD7/di6dSt++MMfWjA/4ogjbAjcLbfcgtraWgN57bXXcMcdd+DGG2+0gH7kkUeC69XZAj9z5sxBaHfddddOiHfeeaeGxE25Xy3dkAQkIAEJSEACEpCABCQgAQnsisCkBfShN/G73/0Oa9euxSWXXIKzzz7bquXl8L1ixQo88sgjuPbaay2gM9Bns1kbJFcO8eXrMYwPPRjaNcV9V752nSsBCUhAAhKQgAQkIAEJSEACU03gfQvov/3tb7F582ZccMEFuPLKK63l/dBDDzWPe++9F52dnTj//PMtoPNnPHfNmjW46qqrxjRTi/uYRDpBAhKQgAQkIAEJSEACEpCABD4Agb5MDjVed0XvPGkB/eWXX8bixYsRDAbR1tZmwfuiiy7CfvvtZxPfH3vssf4p7vx7bsm2dOnS/jXo/DOnux977LE45phjRv0wCugVfdc6SQISkIAEJCABCUhAAhKQgATeZ4F3I0ksqA5U9K6TFtC5hrw81T0cDuO0004Dg3T5uO222/D444/bf55yyik49dRT7c8D90Fnqztb4jksrqWlZcQPpIBe0XetkyQgAQlIQAISkIAEJCABCUjgfRRI5wt4pSuKQ6bVVPSuExLQK3qnSTxJAX0ScXVpCUhAAhKQgAQkIAEJSEACEhiXQGcqi7d6Ezi8RQF9XIB6kQQkIAEJSEACEpCABCQgAQlIYCIEXu+KI+hxYEF1sKLLqYJeEZNOkoAEJCABCUhAAhKQgAQkIAEJVC6QKxbx3PY+fKKpCmGPq6IXKqBXxKSTJCABCUhAAhKQgAQkIAEJSEAClQt0p3JY0xvD4S21Fb9IAb1iKp0oAQlIQAISkIAEJCABCUhAAhKoTOCN7jh8bgf2rLC9nVdVQK/MVmdJQAISkIAEJCABCUhAAhKQgAQqFnhyaw8Oba5G0F1Ze7sCesW0OlECEpCABCQgAQlIQAISkIAEJFCZQE86hze6YzhieuXt7QroldnqLAlIQAISkIAEJCABCUhAAhKQQMUCq3e0t1c6vb18YbW4V0ysEyUgAQlIQAISkIAEJCABCUhAAmMLPLm1G4c21yLodo598oAzFNB3iUsnS0ACEpCABCQgAQlIQAISkIAERhYYb3s7r6iArt8sCUhAAhKQgAQkIAEJSEACEpDABAms7onD63Jiz+rALl9RAX2XyfQCCUhAAhKQgAQkIAEJSEACEpDA8ALjbW/n1RTQ9VslAQlIQAISkIAEJCABCUhAAhKYAIGedBarumL49Iy6cV1NAX1cbHqRBCQgAQlIQAISkIAEJCABCUhgsADb2z0OBxbWBsdFo4A+Lja9SAISkIAEJCABCUhAAhKQgAQkMFjgqW3dOKipBmGPa1w0CujjYtOLJCABCUhAAhKQgAQkIAEJSEAC7wn0ZXJ4tTOGz8yoHTeLAvq46fRCCUhAAhKQgAQkIAEJSEACEpBASWBNbwIOAIvH2d7Oayig67dJAhKQgAQkIAEJSEACEpCABCSwmwJPb+vFAY1VqPKOr71dAX03vwC9XAISkIAEJCABCUhAAhKQgAQkEMnm8UpHdLfa2xXQ9XskAQlIQAISkIAEJCABCUhAAhLYTQG2tzsdwKKa8U1vL7+9Wtx384vQyyUgAQlIQAISkIAEJCABCUhg6gq805fEvCof3E7npNxkEcCft/dgWUMVarzu3XoPBfTd4tOLJSABCUhAAhKQgAQkIAEJSGCqCkQyObD9PJbJYUldaFJuszeTwxvdcRzWXA2ng2Pixn8ooI/fTq+UgAQkIAEJSEACEpCABCQggSkssCGaxLSAF26nA5tjaSyoDkz43a7tjQMOBxbvZns7b0wBfcK/Hl1QAhKQgAQkIAEJSEACEpCABD5ogVS+gO3xNPbYEcrj2Ty60lnMCfsn7NZyhSJWdvRhSW0Ydb7da29XQJ+wr0UXkoAEJCABCUhAAhKQgAQkIIGpJMBwHnA7Uevz9N9WXyYHBvUZId+E3Gp3Kou3Igl8srEKnglY464K+oR8LbqIBCQgAQlIQAISkIAEJCABCUwVAQ5uW9ubwJLanaeqd6ayKBaLaAp4d/t217C9HcCS2pHXt7OS73dVNqBOAX23vxJdQAISkIAEJCABCUhAAhKQgASmkkBXKgu2nzcHhw/h2xNpBFwu1O5GW3omX8Br3THMqwqg0f9elX6gQ6EIvN2XwOJhHhQM56WAPpV+i3QvEpCABCQgAQlIQAISkIAEJLDbAtxabW6VHx5uTj7CsTmWsoBe5Rnf2vGOZAa8xt714REr5FvjKYQ97oq3X1NA3+2vXheQgAQkIAEJSEACEpCABCQggakiEMvm0JPOYXYFw+DWR5KYHvJV3II+8DO+1RNHFsA+I2zflsjl0ZHM2oOCSg8F9EqldJ4EJCABCUhAAhKQgAQkIAEJTHkBVrXrfB6EPa6K7vWt3gQW1ATg2oU9zLmufG1PwlroW0Zoo18XSWJmyId10ST2GmWN+sCbVECv6CvTSRKQgAQkIAEJSEACEpCABCQw1QW4LnxTLIU9d2FP8kKxiLf7khWvE6dBezKD1ngGC2oDCLl3fhDA6e7ZYtFa21e09eHzM+oqolNAr4hJJ0lAAhKQgAQkIAEJSEACEpDAVBdoS2Zs3Xn9gK3VKrnnTKGIzdEkFlQY7Nf2xm0I3T714Z0ubxPke+JYUhfC6u4EvG4H9tyxF/tY96KAPpaQfi4BCUhAAhKQgAQkIAEJSEACHwqBNT1xq4Q7dqFdvfzB4rk8upJZzBljzXgiV8D6CAfMuayFfeixLZ5G0O1C0O3Es219OHhaNQLDVNmHA51yAf3yyy/H6aefjmXLllX8C3D00UfjiSeeqPh8nSgBCUhAAhKQgAQkIAEJSEACHy2B3nQOXBs+0prwSj5tbyaHZC6P6cGdg3f59a2JjA2hmxnyoto7eAJ8MlcAq/jzqvzgALpoNo/9Gnauso90LzsF9L/927+t5L7tnNtvv902eL/77rtx//3348EHH+x/baFQwM0334ynnnoKbrcbZ5xxBo4//nj7+Wg/U0CvmF8nSkACEpCABCQgAQlIQAISkMAOAQ5lmzHOiewDEbl9Go+mwPB7qLO9vVAAltSHMHQTt3WRBGaEStu7Pdvah/0aqlDtrWxYHd9zp4D+3HPPVfwFH3jggbjmmmvQ2NiI5cuX44EHHuh/7aOPPmrh/Oqrr0YymcTFF18Mhu9FixZhtJ8poFfMrxMlIAEJSEACEpCABCQgAQlIAADbzhmsd2VLs9HgWCX3uRw2DX7gEcvmwRZ2v8u5Uyt8TzqLdL5oFfztiQy2xFI4aFr1Ln0/u93ivnLlSnzyk5/ESSedhIceeqj/za+44gr7O4Z4HgzvHR0dOO+88zDazwYG9CeffBIPP/wwrrvuOni9wz+94LXV4r5L37lOloAEJCABCUhAAhKQgAQk8JES2BJLW6V6aMv57nzI4bZr2xpPg23sDX73TuH9zZ449tqxJzrXni+sCaLRPzjgj3U/Ywb0t956C+vXr0cmUyrzDzzKLev5fB4nn3zyoIB+1lln4frrr0dzc7O9hEGeAZ4V99F+Vg7oLpcLN910E2644QZUV4/+1EEBfayvWT+XgAQkIAEJSEACEpCABCTw0RTIFYu23puBeKKP0l7mfqum82AIdzsd2KMqYP8uH9vjaQQ8LtR63ehMZfBOX9Kq57uytzqvNWpA59ryX//611iyZAnWrFlj7elbt25FIpGw9eTnnHOO3c9wAZ2D3m655RbU1tbaOa+99hruuOMO3HjjjTYEbqSfMaAfeeSRuOeee6w9fubMmYOM77rrrp3M77zzTg2Jm+jfRF1PAhKQgAQkIAEJSEACEpDAh0BgrDXju/sRuOac+6qzvb0rmYHT6bQhcOWDg+kY0PfYsZXayx0xNAbcmB1+75xK72HUgH7aaafhxz/+MebPn2+t6bfeeqsNeOO/a2pq8JWvfGXEgH722WdbtbwcsFesWIFHHnkE1157LUb7GQM6HwJks1kbMlcO+OUPxDA+9GBo1xT3Sr9ynScBCUhAAhKQgAQkIAEJSOCjI1AO0Ltara5UoFAE3u6L29ZprNaH3a5BA+RYvee6c26lxknyb0cS2LcujIDbaW+RyRfgdZX+PNYxakD/4he/aJPZPR4PvvnNb+LnP/+5XS8ajeLrX/867rvvvhED+pVXXonjjjsOhx56qJ1z7733orOzE+effz5G+xkDOl+3efNmq9pfddVVY30GrUEfU0gnSEACEpCABCQgAQlIQAIS+OgJ9GVyiGW55dmuV6t3RYPrzp9t67XW9ukDJsUP3drtje4YfC4X9qwJ9F/+hXbuhV5T0duNGtC/9a1v4dJLL8XChQtx2WWX4dxzz7U/d3d3WxX8t7/97YgBnVPdH3vssf4p7hdddJFda+nSpTbxfaSfldeg8zxOfj/22GNxzDHHjPphtAa9ou9aJ0lAAhKQgAQkIAEJSEACEvhICQysXk/mB2MQb0um0Z7I4dMz3gvbAwfDRTI5vNOXwPzqIGp9pf3Rt8VS2JbM4MCmyqa5jxrQOUW9qanJQvXTTz+Nf/u3f8NBBx1kle0FCxbge9/73ogBnT+47bbb8Pjjj9s5p5xyCk499dR+s5F+NnCKO1vdL7nkEhsW19LSMqK3Avpk/irq2hKQgAQkIAEJSEACEpCABKaeQCpXwPbEe2u/J/MON0ZTcDuARKGIsMtpVXS+d8Dl6g/j7/YlEc/lbO9zHtz67a3eBGaGvCPuqT70nsec4j7wBVxH/uqrr1pYZhv6aFufTSbO0GsroL+f2novCUhAAhKQgAQkIAEJSEACH7wA9yPnuvBytXqy7ihXKGJ9NAmv04FGvxfJfAHpfMHWlpcHw8VzebzTm8SMkA9NgdLWaqyu+1y3GhlsAAAgAElEQVROzAz57N+VHLsU0Cu54AdxjgL6B6Gu95SABCQgAQlIQAISkIAEJPDBCBSKRatOL9mx7/hk3kVXKotsoYi+TBaLa0P2Vi+09WFudQDNAa/996ZYygbE7V0Xsu3XNkSTtid7XzrXH+IrucdRAzonuI92sB19KhwK6FPhW9A9SEACEpCABCQgAQlIQAISeH8EuNc4p6tP2xGQR3tXnjdgy/JdvkGucw95XGAlnRXy3kwOyVwe2XwR9X4P3A4H3o2mUONxYVbYB2775nA4wIcInCzf4C9V1Cs5Rg3oQ7c0y2Qy2LZtG5577jmceeaZtp/5VDgU0KfCt6B7kIAEJCABCUhAAhKQgAQk8P4IcBjbvKqAVavHOnhu2ONCS9A31qk7/Zyt7FvjaWtvr/F5UOVxWev6ktqghfB1kSRQLCKZL1qlnKG8O5XFnCo/3rZ79MPjrKy9nW8+rhb3VatW2RZrlWyBtssC43iBAvo40PQSCUhAAhKQgAQkIAEJSEACH0KBaCYHbq82Kzz21mpsT88Xixbk2xIZa0ln1bvSo1wN578ZytuSWVtPXrdjSjtb3/+4pQsLa0JYUBPAWob3uhC4LRunvvMhwq5U8McV0Plhvva1r+Guu+6q9HNN6nkK6JPKq4tLQAISkIAEJCABCUhAAhKYMgJc78228ZDbNeY9remJY1FtEE5HqdLelswgmsmjJei1qvpYB6vvDX6v7bXOdnpW0+dXv7fHeWsig550zqa3N/g8/Xuk8+99LgfqfB6rpC+sCY71VvbzcQX0aDQK7pF+9913V/Qmk32SAvpkC+v6EpCABCQgAQlIQAISkIAEPngBtpxviaWtWj3Wwep5rlBA85DWdla9WxNpq2w3B73wjzBhnevMSxVzh22n1pvJojngQ8BdallnZZ6T24sOIOx2oT2ZwQFNpS3WOMCO98jBcVyzvmBAqB/tvkcN6LfffvtOr02n03j++eex//7748ILLxzL5H35uQL6+8KsN5GABCQgAQlIQAISkIAEJPCBCpQq0++1mI92M0Or50PP5T7lbYm0XY9BnQPdBh4M8T6XC53JDOoDHqRzBRsSVz4YyCOZvA2g8zhL1fKedNb+zXXos6v8WN0Tg9fhxMLaCaigX3/99Tt93mAwiIULF4Kh2LkLi90n81tUQJ9MXV1bAhKQgAQkIAEJSEACEpDA1BDggLa9KtharVQ9L1rwHutglZthm2vTGwesT2cVfGbYj/ZE2vY9H9gqz2vyXtwOJzKFPPapD9vbMKBvjmUwJ+xDKl+wCrrXBcyvnoCAPtYHmSo/V0CfKt+E7kMCEpCABCQgAQlIQAISkMDkCDD8pvNFWz8+1rG2t7Tuu4Ih7/2X6kxl0ZXKWEs8t05jFZzt7J2pHJqDHtT73hsuxwcAkWwObfEMPtFUNahN/tm2PswO+hHL51BkkO9O4KT5TWPdsv18XGvQK7ry+3iSAvr7iK23koAEJCABCUhAAhKQgAQk8AEIvNuXsMntbEkf7RhaPeegN26BNrSFfbhrcF05q+mboinMDvkRzeVRKBawV12pQl4+WF3vy2QxPei3vc/LRzTLCfN5W+PuKALdmSwY/P9mz5aKxHYK6GeccUZFL+RJGhJXMZVOlIAEJCABCUhAAhKQgAQkIIFxCsRzeTB4z6lga7WB1fPSXuQBrI8kbU9y7xjhvnx7r3bFEHQCr/ckcNSsBtSwT33HwUo+h8d1J7M4fHrNoE+0JZayBwF92TxWdcXwVl8Sx89rwNIdLfBjffydAvpLL73U/5rNmzfj3nvvxRe/+EXMnj0bHo8HW7duxf33349vfOMb+PznPz/W9d+Xn6uC/r4w600kIAEJSEACEpCABCQgAQl8IAIMvjVeN6q87lHfv1w9nxb0gkF9z5oAntnei2WNYXQls5gZ4hT20bdXi2bz6EtnkUcR2+MZW5fOLdladkyDX9sbR0cya+vOy/uhl2/qxY4oErk80rk81kdTqPW5ccIe0+CrsNd+1Bb3b3/72zjvvPOw7777DkJ48803cdNNN+GWW275QL6coW+qgD4lvgbdhAQkIAEJSEACEpCABCQggQkX4LC3DdEk9qxgL3GG8nlVPgvHi2tD2BhJoSuTRSqbx+K6EGKZHBoDo++BviWeRo3HhRc7oziwqdrCOdejcw/1kNeFLZEkwl4P9msotb1zgByHwW2JpxDNFNAU9GBzLIVIKo8vzm/EQ++04yuLx9niPlDzC1/4Ah544AEEAoP3mEsmkzjppJPw6KOPTjj+eC6ogD4eNb1GAhKQgAQkIAEJSEACEpDA5Aq0J9PoSuUqmrw+0p1wTbjT4Rg0YX24c7vTWcSzeaRyhf5tzZZv6cbhLbUWorclMqj2uFBEEdVet1Xkhx4c6ra2J44an9v2Wz9oWvWgUx7b3AWXw4k9qn02NI7BnK9hpbwvk0NPKgfun96dzmBOFSe3F9GdzuHIGXUVQY9aQT/zzDPxta99zbZUG3g8+eSTuOOOO3DnnXdW9CaTfZIC+mQL6/oSkIAEJCABCUhAAhKQgAR2TSCTL2BTjG3epennA7cw25UrVTqR3daNu502vZ0H35uV7080Vtl/cw/1fKFoLegcNMfKOLdWG3j0ZnKIpnM22I1btA3c93x7Io13Iwk4i04kCwXUet3Yo8qHer8XHC73fGsffG4nkrkC2lMZHNBQha2JNKYHfJhfM7joPdLnHzWgP/300/jJT36CAw44AAsWLLB9z9evX4+VK1fiu9/9Lj772c/uiuuknauAPmm0urAEJCABCUhAAhKQgAQkIIFxCWyMpiyUhzwuvBtJYnbYB69z9AnsQ9+IFWoG6oFBebib2RxPoS2RsZb08vHU1h4cPK0GIc9778lhcU1BL7bH0zbMjZX0gQ8OGOpZAWf2bfF7bM17vgh0JjN4elsv9qz1w+twYd+GkN0X35Nhn1X5t/oS9vn4UKAl5EWNhxX2LEJeN/apYO923veY26xt27YNjz32mA2H4zF9+nSw9X3GjBnj+pIm40UK6JOhqmtKQAISkIAEJCABCUhAAhIYnwDbvdluXg7WqXzBKticpL4rx4ZoyvY9948yfT2SyeHlzgiOmF7Xv5Xa5lgSHYksDhjSol4oFsEt0pbUhWydeCKbR43PY++RKxbxRnccDT43OChudtgPTmwvVcTTqPd6LdCznZ3V9/LBz/r7jV22Pn16wIsNfSkc1FKN3lQWqWIB+9SFUTXg/NE+/5gBfVfwPqhzFdA/KHm9rwQkIAEJSEACEpCABCQggZ0F3uyJY0ltCA7Hez/jkDWP02Frtys5WMlmhXpe9cjt4aywb4unUe93909Z57Wf3taD/ZuqUO3ZeZ35wC3bOpIZ27OcbeoBtxNvdMcwI+S3CvvcKj/qfB4L63yfaQEPetI5mww/8GCI/8PmLgv0r3ZGbTjd4togNsXTmBXyYW13HH81p6GSjzx8BX3FihWYN28e1q5dO+pFjjzyyIreZLJPUkCfbGFdXwISkIAEJCABCUhAAhKQQGUCDLxs+2a4HXpwX/I9qgNwD0zuI1yWwZvt8cMNc+NLOlMZ5ApAXyZrE97Zss6Da8W3xTP4ZFNp7flwB9eYF4tFNAW8iGXzeKUzgnf6kjbpnYPkpgW89jMGcwZ0DpljFdztdKBhyLr1hzd02PZtyXwBb/cm8amWaqyLpm29Ox8c7FEVsPXslRzDVtAvu+wyHHXUUfjNb34z6jV+9rOfVfIek36OAvqkE+sNJCABCUhAAhKQgAQkIAEJjCnACeoMyAzhwx1se2ewnls1+tA0Dl17py9h1ejhDk5258GgnykUBlXP/7StF0sbQsM+IBh4rXciCfvPbL4IrlL/n9YeHNFcC6/LaaGa09k3RpP2kCDgcqE1mcHimuCgroDV3XEbCMf29pfaozhhbgNiuQJWdcUR8joRdLlw8LRqu2Ylh1rcK1HSORKQgAQkIAEJSEACEpCABCQwpgCHsE0P+UZdM872cbaTl6e7D3fRgRXuoT9nhd7tdNpwN64nX1AT6K+esyWee6Yf0lwz7L0WikBvJmvD2xxwoDuVwyeawljVFUOt32Pr5jmp/fi5TWC1f07Yb9drDvjAdfRcq14+2B6/uicGv8uFzbE0qjxuHNAUxmudMThdwMKaENhgH83l+yfLjwU4akDfvHkzmpub4fWWbqK9vR3Lly+3v2N7u6OCtoSxbmAifq4K+kQo6hoSkIAEJCABCUhAAhKQgATGL8D12WwFHxhiR7ramp44FtUGbX/z4Y63exOYV+2HZ8jU963xtG2lxvZ5TksfWj3/3+292KsubK3lAw+2sTOUc/05HwywbZ6D5/j6tb1JRNJZHNRcY+d0pLJY2xPDUbMakMkXrWLOQXQzQ374XKX75fW4X3qVz4PXu6IoFIr49Mw6vNoZs6r+fg1hm/LOdezrIknMH2Ud/cD7HDWgf+c738Fpp52Gww8/HOl0Guecc46tTW9ra8MRRxwB7pM+FQ4F9KnwLegeJCABCUhAAhKQgAQkIIGPqwDbwdf2lgbDVXJEMzlw+vms8M5T3bnm234W8g26FKeuc4p6eU360Oo5297f7UvisJbB1XNuncb15gz1fP3Q47nWPtsm7bCWWrzbl7BKeG82i3V9pQnyi2pDYLWcYZtHrlAE92bng4J3okm0xTNYUO3fEeaL1kHgcjgt0HPQ3duRBA4asP3baD6jBvQTTjgBd999N6qqqvDwww/jT3/6E37605+itbUVl156qf1sKhwK6FPhW9A9SEACEpCABCQgAQlIQAIfVwFWtrn12EgD3YZz2bIjcA8NzQP3Ty+/jtutsaW9vL1ZqXpeHFStX9Haa63kHO5WPthyzwFtQfd726INvBe20ncksxbQG/1edKWyViVnxZuB/5ntPVhYE7ZqfnmrtLd643A7nHA4ivjj1l7MDHptv3S27YfcboQ8DnidLru3P2/vRTSTx7Fzd2OKe/mGTzzxRPz617+Gz+fDueeei29961s48MADkcvlwPD++9//fkr8/imgT4mvQTchAQlIQAISkIAEJCABCXwMBSod/DYcDVvduSd5+WCLPMP+wJZwtohPD/osAJePodVzBus1vXF8qqV2UDhnSObS7OH2UWclnAGeB4favd4VQyyfw2HTam1aO9+Dw+x+u74dh7TU2Hp0VuN9Tqe18r/cGUVrMo2FtSHUe90IszpfLNp+6hxux8/2biSJWq8bR0x/775G+xUZtYJ+5ZVXoqWlxV7/6quv4tZbb7UPt2nTJnz3u9/Fr371qynx66eAPiW+Bt2EBCQgAQlIQAISkIAEJPAxFOD2ZGz/5h7nu3qwlZ0Bf8aOdvahW7RxLfqcKq79fi+cD7fW/bm2Psyr8vdPc+f0dVbE4eB2bFlbI87t0QZW69kyzwFv5bXivEax6MBhLdXg3uacSM9hdFyDviWWRiyXw951IXQls7YG/X9bezG3OoC964K2Xzsnv8dyedvnnRL/s60HuXwBdX4vjp5dXxHNqAG9q6sLt9xyCwqFglXQy2H96aefxpYtW3DGGWdU9CaTfZIC+mQL6/oSkIAEJCABCUhAAhKQgAR2Fhht2nqlXgzKXB/O9vVyRZ1rxrnOm/ubs5o98GBlmxX28t+zev5WXxwHT6uxae68Xq3PbfuQR7J5q3xzLTjP4yR2BnW+lnuccwgdW9q5n/o7fXHs11BV2l+9CMwO+bA+mrRp7JFsDm90R5HKF1HtcmFLIoX2dB6fnV6DzmQO+9aHwIcLLqfDqv1c176mL449wgF8dmZdf2v+WCbaZm0sIf1cAhKQgAQkIAEJSEACEpCABHYSyBYK2BBJYWFtcLd0uOc5h7txjTmnqrPyzT3Qh5vyzsp2Oj947fnK9ogNm5se9GJLPG3r4NmCnskX+ivz5RvMFooW1Fd1x7C0PozeTA6zw357vya/xwa8bYhxqnsBc8I+q67X+z22t/vcsB8Pru+w13CLtgXVAfjdLjR4XajyuW2Q3PSA11rfX2iP2FT4o2fVY1M0ZV0AlRxjBvT169fjz3/+Mzo7O3HJJZfYNdnizmPOnDmVvMekn6MK+qQT6w0kIAEJSEACEpCABCQgAQkMEihXqjn1fKSDreBct83W8NEOBm9WzFmJ3hZP2+T04Y6h1XNW8Nf1JbF/U5UF5JDHhWSuABbdp+0YFsdQPrD9nq/JFQpI5gvgQDquT28J+NAYKFXxuS49jyIyeWCPsB8b4yksqQ2CDwLiuYK1y7/Q0YuDp9XC4wA+Nb3Wtler83vwcmcE3Oed4f2g5lq82RNDsVjAEdMnoMV9xYoV+MlPfmKD4fjnP/zhD2bEP//3f/83brzxxinxK6qAPiW+Bt2EBCQgAQlIQAISkIAEJPAxEeA2aeXq80gfmXuHv9oVx5KaALrSWSyoCY64Tp1B/i8dEati71MfHvaSw1XP/9IeQXPAay3rAbfL1oCH3C7U+UoPDVidf7svgWqP26rpNhjO2taDNoyOE9YDHife7I5hWWMVAi6nbfE2LeDD8+19mBHwYl5NEBsiSWtZ/3RLLZZv6bb929uTaQvptT4X3uxJYGMsiUIeVk3nPWQLecwMBQAU8ZkZdRX9ZoxaQee+5xdccAH2339/HHvssf1T27k2/Rvf+AYeeuihit5ksk9SQJ9sYV1fAhKQgAQkIAEJSEACEpDAewJDp6gPtGFbONvI2Ta+b33Yppoz+HakspgR9FmVe+jB6yXzpXDNdefDHdzebH71e2vSWQnnMDgb/uZxW7BuDHj7t0PjNbg9GwM8W+dbExkb+MZWeFb9ORSOa9m5BRvDP6vnr3XFSsPlnEVEUzlki0UEXS6s7o3jkOYavNoRs3MdztK2bPU+rz1Y8Dg5wN2B2WGvrV/n555f5cfqnjiagz7MHLKn+0i/S6MGdIbyBx54AH6/f1BA7+jowFlnnaVt1vS/UAlIQAISkIAEJCABCUhAAh8zgbZE2qabMxgPPKLZPLqSDMEcula0tdvlSja3SmMFm6+t8XpsiFv5YJh/oyeGz0yvK01cLxb729PL59hU9XzBBrCVj5c6IixO2yR1/pwhmFX0gddlKzsDMq/Znc5idXfcrlF0wKriDNLbEinb15wD3joSGdT7veC1Z4V8VoHvy+awb13YtlFjC7sTTqvYH95SY//9xy3dcMOBY+c2YU1vDHvVhcxmayyFoNttLf4nL5hW0W/JqAGd+56feeaZOPzwwwcF9F/+8pdYvXo1brjhhoreZFdOuvzyy3H66adj2bJlFb9MFfSKqXSiBCQgAQlIQAISkIAEJCCBcQtw+NqWWMra1QeG565UDn63Ew2cnl6EBWYOX+M0dg5uq/V5rKWca7lZyS6vEe9NZ7EhmsTscKA/8JfD/MC9y9mmzr3K3SyBA7benIPe5lUFbCDcgpqATWQvHxwQx2DMajwH0HGg3fZkFnNCPmSKRfxpWzc+O6POwnpp0F0A/Aw1Xhd6Mjm0xjP2eWLZnN3/Ic3VWNuTRMjtwKruhO3d7igW8cimTqv6H9hUZdX6edUBfG5GnW3D1p7M2IMKDrtjdb6SY9SA/tprr+Gqq66ygP7444/j5JNPxqpVq2xI3HXXXYfFixeP+B4879JLL4XX6+0/55577kEoFLJt226++WY89dRTcLvdtl3b8ccfb+cpoFfytekcCUhAAhKQgAQkIAEJSEAC778AwzSHrzE8d6ey6EqXQm2D39u/vvzNnrhVkVl9Zpv7jJAfPamsbWuWKeSxd33YBrlxMnqDz2MV6sW1Ids7nAcr5RwUx/ZzHqW154X+Pc75d3/a1gOvq1TF53ryoce6SOl9GZK3RFOYWxWAx+Wwe+cQOFbTmwJsRy/ACQdmhvw2MI77uf9+Y6etR/e7HOhMcWJ7EX/piKI9kbGp7h6XCwc3VeHN3hj40xPmNiCRLeCNnrhNbd8cS4MPHspbxHGLtkUjtO0Pve8xp7j39vbid7/7nYXyfD6PuXPnWpiura0d9bfhmWeewUsvvYQLL7xwp/MeffRRC+dXX301kskkLr74YgvmixYtUkB///83pneUgAQkIAEJSEACEpCABCQwpgCHwnHwm9fptADKcMxgPnCb8vJk99D/K8Sy6r14wBZsDOwbI0n0ZvI2RZ2t8Kyws9LO7c0GHgzWHMTGrdeGVs/f6Y3j7Uip6s6p70MPtsnzYLX9lc4o5lb78UpHDEdMr7H18PFs3tbBs3r+Tl/SHgDU+l0Iudx4vi2KsNeFaX4P+jJZe8jABwCPb+7G9kTGWvBP3KMRrfE0upJZfKKxGns3hMD18Wyx35rIoCuZxqyQH26XE6lcwSbCH9RUPaYvTxgzoI90lW3btmHGjBkjvsnDDz+Mvr4+fPWrX93pnCuuuAInnXSSTYfnwXXuXNd+3nnnDQroTz75JHgdVusHVuKHXlAt7hV91zpJAhKQgAQkIAEJSEACEpDAuAQYNF/gVPOQz0J5eW35wIuVp6w3B71Y2xvHkhG2SnulK4ag22nhmwGa117WGLbrDm1r557mXD/esmPtOavwz2zvtcnpR0zfeTJ6qfqesiFwDNQFFG29eLXbhbcjKbDRPI+CTWnn4Lot8QwafBwOF7ep6zPCQSys9ttwOF6DW6q92BHFxnjC1p5XuVyYUeWzanskk8dpe06zwXP8b95jZzJj78d/2EnAiv3cKh/mVVW2V/yIAZ3h+IUXXrAnGp///OdxyCGHmD3b07nF2p133olHHnlkxC/3vvvuw/333w+Px4NAIIDjjjsOJ554op3PAXPXX389mpub7b9XrlxpE+Gvueaa/oDucrlw00032Tr36urRnzYooI/rf2N6kQQkIAEJSEACEpCABCQggVEFuJa6K5VBWyKD6SE/ZocHV7rLL+Ze4wypC6r9tp8512iXD1ahXTvWjrN1nYPceE0GdFblWcl+rTOKkNcNn9OJaq8L1RbMgRfaI/jU9BqrhnNK+6qumFXf2YLOde1DD7bUs8LPfc85eI4PCVgxdzmd2BhJIFuEtazP2bF2nUPr2CrP9erzwgHE8wWbND8j6MHr3XE4nQ6825ewrd9WtPbafu7sHkjlizb4LZMv4jfr27BHdQjzqnx23z3pPF7oiGDvmoCdx3XsR89uqOg3bdiA/tvf/ha/+MUv8Fd/9VdgUP7jH/+Iiy66yCrmDMzxeBzf+c53cMABB4z4JgzymUzGJsBv3boVP/zhDy2YH3HEETYE7pZbbulvk+da9zvuuMP2VWer+5FHHgmuV2cL/MyZMwe9x1133bXTe/JhwRNPPFHRB9ZJEpCABCQgAQlIQAISkIAEPi4C+ULRKrxsF9+VgyG0O52zoMtqN/cL5wC0kQ6G2FlhPzjgjevPy8f2eBqxXGlfcV6jyusCq+IM7c+29mG/hrCFWh5c384tzdgyzzDOqfD8Z1FNwEI9r80HBqxKc/Da0INh2x4khH02rZ3V/mQ2j0Sebe05sO0ejlKL+2dm1Np7RLJ5vNIZw7KGsFXyV3fHkC4W0ZvK7tiPvWjnbYyk0BxiAHciki1gdsiHT7XU2l7piVwRe9b4saEvZZPguU6da9o3RRMIuJ2o8XmwrKGqIv5hA/q5555rremf/exn7SJvvvkmvve971ng/vKXv4yvfOUro7acD/fOXMe+du1aXHLJJTj77LOtWl4O3ytWrLBq/LXXXmsBnYE+m83aILmha90ZxoceDO0K6BV93zpJAhKQgAQkIAEJSEACEviYCDDMsmLtczlt+FklB7c84wA1TibnNmlsOWcw5vpqXme4g6GYLd2crF6unBf/X+c0h7HV+9yo8rrxl/aIbVO2oDpg1+R0c05hr/d5MGfAvfF++VCAA9ze6IqhLuDBS+0RWzvOteq8B1bch27xxqFz3I+cFXMGde57zs/QlsxY1T/scds1Gdy5x3lXovQAgJPp6v1u7FkdxOObOrG0ocoG2CXzBTjgwOqeqO3f7nc40RB0Y2FNCNFMzsI/p7y/0ZXAl+Y34vXuGAIul02MJ1Mql4fP7UI+zzXoThw/bzcq6BwCd/vtt6OxsbHfn3uis3q+1157VfK97nQOq/KbN2/GBRdcgCuvvNJa3g899FA7795770VnZyfOP/98C+j8Gc9ds2aNTZEf61CL+1hC+rkEJCABCUhAAhKQgAQk8HESYBWXg9YYZjkBnWGUIXu4g2GZoZxT2et8HjQEPP3bmfHv2b7eHHhvd66B14jn2AKfRSJXsIFwrNPzva1lvCoAVvAZcKcFPBZ4WxNpC+gcoMZzuaSaB8Nz+eA6br6G91LlceHZtl6rmscyecRyeaueswrPNeJ8MMBW+OVbu0rhOpu36nckl7e166yaL64rnU8HbvXG6fCv98SxjgPiUhmb9s5W+6DLadfmunVOYH90U6etTfc7i5hfzX3QnXZPW2Jp+JwOtKUy2Ict75k8vA4HUuaYsYn13KDd5XAily+iAODb+82u6Ndv2Ao6A++DDz6IcDjcfxEOdbv11lvR1NRU0YVffvll24YtGAyira3Ngjfb5Pfbbz8sX74cjz32WP8Ud/49t2RbunRp/xp0/pnT3flg4Jhjjhn1PRXQK/pKdJIEJCABCUhAAhKQgAQk8DEQ4KA0tpazav5WXwIuOGwfbra5c4Bb+WBgZQBn6zmryI3+wSGcwXfoJPahfByEhiIsBPP6DOs9O7ZeY2s4q+HTgl6rLpcPDpNb2R7BJxqq7GfcV53ryQfuFf5SR8TWknelszh4WrVNW8/k85hdFbDzOKCNE+XZDs8K/7wqP2/D3vutnjg+wanpxSL2a3yvtZwVfvb78/0TuRyebY1hn7qAte4/09qHgxqrEMsVbFhcbzqPl7oiqHW7rcq/PZXGl/aYhie29GBO2Aevy4HnWvusUs+19CF3aeo718ovqPPDAyf48MLlcMHrdOCoWTsPtBvuV3HEgMlkv7IAACAASURBVM5AzgFv5YOBnUGZgbt8nHPOOSP+enMNOQe/8WDQP+2008AgXT5uu+0221udxymnnIJTTz3V/jxwH3S2urMlnsPiWlpaRnwvBfSPwf/L6CNKQAISkIAEJCABCUjgQyjAdc2syHJIGtcnM6Zye7HJOjL5glWvWQFm8GXlmOu3+XfZfAGNAa+ti+5O5ZDO59EQ8KJ2xxrwoffE13N9eHmN+HA/Z+hlCGY4f7M7bnuYc8gb37fW54bHuXNbPIM1K/puB2wNOKv8fKCwR3XAKuKc1N6ZyuCt3oT93cKagAX0jdEkjppVD/eOazIAv9QRtao8HyZwsjz3Vj9uTqNV9NmizwFw/LtZIR9WdcXRk8miye9GWzJna+s5rZ1hn8PfGLQ5hI6V90c2dNh6dbfTZffEUL41lkFLyIfPzayz9nwX2+O9XusUWNkRQXsyZcPnWMHna7j2vCXgsc/z6Rm7EdA5Yb2S47LLLqvktEk/RwF90on1BhKQgAQkIAEJSEACEpDALgqwgswAy7DGVm+2OvPfPPh3DO2sAHPCOIM7Azz/2+1wlv6+HOrtz6W/G+3gOm2u++a+3QzB/IeD28oHJ5yv6YlboGTVeGDFeuh1uX6dLe8D14cPPIeh843uGPapL001577kvC73/+YDgNEODoNjy3rQ7bL2eQZs/judK2Cv+hBYPed7/5/ZDTZMjtV2PiRgNZ5bo/EhA/db5zZqXcmMtbbXeF14oa3PfsYAz5DNwM6HIfz3M9v60JXJ4OiZ9ba+/PnWCLxuhz286EvnMCMcQCSVtinum6IpmxS/qC6MSDqH5qAHPier9jnMqfKhNZVDPJvFnlUBNAd9+O917eAn/uv5TdgcS2NOyGdr5vneb/fF4YbDPkslx7j3Qa/k4u/XOQro75e03kcCEpCABCQgAQlIQAISqESgXCUebt03wyODZ75YCuyl4F4o/Tf/vrDjZ8WCVYbL53K9toV4C/NOq+CWQz4r2AznHNLGv2MY5zR1PgjgvbD13O922dppVn/3q6+yteYjHXw9AzdfP1x4f2xTF/ba0dbOoWr7NoSGrZbztclc3oIwj3L7PSvjAw8+EOAkeK7vzhTy+NL80pbc/Mzcto1rxzkkjuvq2YDA0M3K9/Qd7fProkmEPC4srQ/jxfYI8ijaa9sTWetgSOeLCHtdFvI51I7V92l+L2ZV+e3BQE8qZ+3qtp1blhPrfXi9K2bt9bQNely2vj2aLeDFjogNl+P6c15nYySJw6fXWuWcrfVv9ybgdBTRkczByynuHhcOb6mt5NcGCugVMekkCUhAAhKQgAQkIAEJSEAClQmUB7Qx4LK92u90Wnhku/XuHAyc+R1V+FJw3xHqC6UQy9DLv9sez9j6bU4ZZ5s4p5gzrJffnw8I/re1D3tWBzB9mMFxnTbkDNbyXT74kICVZnYFPN/WZ4GT75ErFgZV6Yd+PoZuBly2m7Ptna3srLAPt4c53/dXb7Vi/6Yqq8xzCBxfz4FxfOjAgXGsbCcZtj0uGzbHf28sD6QrFrE1lkKmUETY7UCm6LDBb1viKXvI0eD3gmvma3xeWxf+6ek1NrGdXQ5bExl0JtJY2lCNtb1xG/TWEvLYUgEOkGPFnlX8Gq8HWe7D3hDG/2ztwbNtfThxjyas7YnbpPhINouZQb/dA9fFc80/OwYObVZA353ffb1WAhKQgAQkIAEJSEACEpDALguwVZuBjG3mGyJJBDxOFAqwSiub2xko2drN9c/Drc/e5TcELJzz/VjsjmVztr6crenrIgmbUM4KNgfCtQQHT3F/rq0PzQEf5lX5+tfFM3xujJbWsPPgWvG+dNbunwGba8EX1AQtpPJzNPg8Fn4Z+svV/lKHAOw6DX6uRfdYFZ/V6650DkuG2cO8NZHBa11R7FMXRk8mZ23zDLkc9MYtzTjwrstay3PYEEvC43DaZ+Y2aksbw3hmW69ta8YqNj97aSgezGJ9NIlcEWj0uW0N+6/f3Y5mvx/LGsNY0dpn30Wh6MCB06px6xub4XO7bRu4L86tR086j650xtbpcy/zF9ojdi9cI//sdj6oqMFz7X2lz18A5nLpgNeFPcIBa9vflkjblnAHDBhWN9p3rAr6eP4XoNdIQAISkIAEJCABCUhAAhIYRoBrvNlmzpZsBkRWnRkWWUFmIGfQZchMZAv285DHjZDbaS3UrBLv6sF26vJwNb72rd445lcHbfo5AzGr16wWJ7KlBwQDtzNjiH61K2rnzQiW9vXm+muez3DJyjHb4sMeJ/wul61f58h2rq1u8nttkjl3SWOrPd9nYLs928jZhs7OgdU9CcwN+23/cIcTFnQHHqx68yGDz+VCrd9toZ/Bm0PmtsXSdl1eiy357YmMta+/2hnFvDAr1D4bFDcz7EUBTlR7XLZmPJLO270/s73HLPJ54JDp1Qi7PdgQSeDw6TVYvqXbJtz73E7sVx/G8m3dWNubtMr9mYta7P3/Z1uPrWtfUhO0afH8DJliEa92RBDwuKwtnnbc673O77HuBS4j4Nr4niwH0vnM88sLSi37Yx0K6GMJ6ecSkIAEJCABCUhAAhKQgAQqEGBYnlftt62+uF6Z68U5pI2hjiGRCZlBvTwVnVVtThtnYI/nCvC5nFbNZWV6tAFu5Vt5N5K09nW2mvNgqGXY5j8c4sb36U5lsC3O7cVgU9wZJNkqznDO5wEsUnNdt629zuSsGt4S9FrVm1VjrkFn+GZwZyV5mt9nFXTOgWNwHu6RwtY4Q77TwuvrXXHbwm2zvZ5D63y2Z/he9WF7/42RhLWXs3LOBxh71pTWpnOtOqvi/G8Og+N9FFHE4toQXu6I2pp6VsY/O6PW1uzTjv/U+71I5fPwOZ14eEOnPUTgvufsHnijJ46NkZRVuet9LvtMvP+Z4VLF/dFNXVhYG8SsoA9NQS86Ehk4uU2c32MPL/64uQd92Rz4+Si+uC5kAZwD6ui6JZpCLF9ATzKLZU0h7NcQxsZo2r7/w1pqKvgN4uD48s7wFZ0+NU/SkLip+b3oriQgAQlIQAISkIAEJPBxEdgQTVmw5bZqbNFmgGMr9MCDreYMlgyf3FubYX3gwb+PZ1lhz4Pr2DlYrVxdZ2gfeHAgHLcnY3AsB1pOQ58bDmBNb9zWlrfF0/ZzvhfbxVnN3xxLgoPr5leHwFzPUN4aT6M1mbE2+Nkhv4XUgcPhWDnuSKStQryoNjTqV8oWeH5Org/fnkhZaJ7NCemZnFX3uYY+nsljYyxpLenOosMq6uliaauzuh37odOpPZXFmq4YPj+7wUJuoVjA/evaUOf14pDmGrhcDjy9tQdHzWpAIpuF1+mC3+NCLJPDmu4YNsfTOKSlFvs3hm07tWe39eKJLV02bI7V9UU1IXtgkC0AD/C6Pg8+1VJtDx4yBeCNnpi1p9NudU/Mqvd8kMG/O7SlFtlcHi0hP6p9TnTGcyg6Yd8dt7rrSHLdPFAXYIeEC5+ZvhvbrH3Y/kekgP5h+8Z0vxKQgAQkIAEJSEACEvjoCJT3G2dFmNVeBjO2mY90cP0211NznTVDOgPfcO3tDOkW2HN5G2ZWXr/O8MpgOTC0l6vp2+Jpa6lO5riHNx8SDJ6Wzu2/uG0ZQyxD6uyQD40BtmZzenrRquOsLPNhAyvwfBDQmczaumoOmhvu4OfhGnIOV3MUgeaQz1r8WZ2mAwessf7NIWocEMfPQ6N3e5P4RFOVDYHjQwKPi0PngFwuh95s3qrw1R63/T3v5/m2XnvYwAcInPrOqnhvhg89OIjPgdlVAbCm/1ZfAi93RHD6ns1YWBvC230JbIikLDQDBbi5VZvPY6/l2nG+56quqL2e0/SX1Je2qXu9I2br0TPFPN7pTWJayIMWvwdzwkFrs+cQQL7vtkQK2YLD1suHfC44ig5siLJl341ZIa997k82DW7rH+l3QxX0j87/L+iTSEACEpCABCQgAQlIQALvswCDKQMxwzOHsnEP7vKAtbFuhc3MbPvmnt9VXpeFT1achzu41pvBlvtqsxWc4ZXr1llhZ3gvT2jvTrOS7LDWdbZ2lw9WdVkt78vkrQWef24KeOwBAI/yEDkOR+PkcQbsdX0JWyPvccL2GufBe2alP5UvoieVsSo3K/M+N9eJe21yOQM534/r3TmFnevf25NZfGpGDVK5ok22Z+v9YS11FoQZdrllGcM1r82wvD7Cfc5T8HvcNpCORk1+D5bUhe2z83O/3h2zqe7cbm3fhrC1wPNhAh82nLZwOqYHPXiuPYJkpoBoLotYtmCBOuxz4+mtvaj2sd3fiVc6ogi73XC6UHJ1OdGXyaIm4LdqP6fLzwt7Mb8mYFV2rqvnBHx2GfBhQDpXtHZ+Lh1o9Ltta7f5NUG80xe3veL5/Xz3gD3G+nWwnyugV8SkkyQgAQlIQAISkIAEJCABCQwWYCWba7anBbxY3R23NeeLh5lQXokbB7IxhDI8s6rOtuihB0MzQyAr23xfrl9nSGb1nOGVbeqzQn4UHcCCqoC12m+LpWw4HCvRHHpW4+OwutLKce51zjZ8bsXG1m2Py4F8obROfotV1Au2ln1xTcAeCjA8M8gzfKd3rPvmPuT8Gav9nLbOYW+cXs+q99ZY0oa20ak+4LWJ8XwowAF0HLzG/cNZ0WdgZ2v+tKC3VInvidl2ZtMCHlvb/VpXBGt7UzigIYyQl3u5c+u0tAX/oNeJYtGBrlSpc4Hr//eur0IyX8Cr7X0IefmAgQ8PPGB3AdvdWbFP5WGh/e1u3qsD00JuNHi8mF3lh8NRRGs8a9/rqp4YXA4nPtVSYwPuZgR8NiWeDyqe2d5nU/PpNI8PQwqw1n0ac0gdK+t03acxjM+pxb2S/xnoHAlIQAISkIAEJCABCUhAArsuwAo026y5nptBl+F13/rwrl9oyCt4TVbBOfisvHc4T2FVmOvJGTTLB6vd70QS9ncr2yKlqefxFIIeVsZzcDuKqPd5rT2dIXZm2Gf3O/Bguzv/juGan2l7PIU/bOrCrJDPWsi5TpwPA5q4d7jbYQ8F+JCA98Z15lwbXpq47sFz23uxLclBch6rLi+oDqA1mbX9xbldW1cma5Xq4+Y1Yk64tD7/f1t7bd17dzqHdZFSd0CBDwYyeRuAtzGagctZxEHTasDmAg6ue7kzZmGbw93WdEfRmshaOz17AfhYg4P2uNf5soYg8kXW5R14qTOCeq8HyUIOPak86gNurIum0BrPWHW8OejHXvVBm5r3Rm8CPemstfqzRX9O2Aeu79+nIYQGn89+Rjd2LfAhwsyQH9E018xn0BTwodbrQV8mYw9F5teELLR/bobWoO/2/zh0AQlIQAISkIAEJCABCUhAAkMFWC3memZWn7nnOVusOeBs4GC18mu2xNLWvs6K+HA/H0mXgZ8Vdba18/3qvB4EPU6rPqfzRatiM1AzmPLfDT73jqq2A+k8tz2DBWluI9adyVrQZjs7155PD3nR6PfadPa3e+N2TQZ0huNV3TEsrA1Y1Ztbwe3JjoBi0VrUud3aPvVV1nLOa/EcVrKbA15bf84HBtwrvSXktftbH03B73TZunPeD9fqM4gXANs2jdPd+Z5s6mcbOIe3vdgRsdZ8mm2MpW0QHrsD+Fn+vL3Xqu1c+81jTU8CdV4HFtdXY0VrL7ZFk5gR9tvk9nzBgbDXDa8DcLudSOcKFvAXVIds6zZWvnsyWezXWIXOZMYeZNg9Bbx4tbMPq3vi8LvciGayFtD3n1aLnmTaKuLvco1+oNTyzu+VgZ0V+6X1YXtIUtqODthnxwMbfofDdUQM992rxV3/fyMBCUhAAhKQgAQkIAEJSKBCAQbPTbGUrTNnFbeNldX6cP8a8IGXYWW9JehHJJO1QMuQynXjHBrGKu/AwXAMvZwmbu3jbCMvlP7Nlu9ENgevy2VrujksjcPhGMx5Hwy7rJazEswHANzmjaG23AbPNeAM4Gz9ZtDntWwPdpfTqs0NvCb3F98xxf3AadVo8Hvxl/YIItlcadJ8ATZYLZcv2HpsVuJ5Dxxyx+r8y+1RC96sJk8P+6yqzsFr3B+cQ+ZYaY/lchZS+XDh9c6Itd33ZfOo97pRsyOAs9We1Xzuoc73ZQU/mcuBveUM9wzubFfn2vi4DcErotbnRU8qi1qvCy0hn61pZ0WfgZ/vtaDGj0LBicagGzMCXqvwd6fziKQyNul+WyJtQ/r4kIMt+Ku7Y1Zx93mcFsIZuLmMgC39DT6v7Q2/b13IHibwO+K6d84dWFjDan1pf/ZEvmDfE++L7fScgv//7Tu7ot8wBfSKmHSSBCQgAQlIQAISkIAEJPBxF+CgNm5hxmnmDKrcsmyvurAF0KEHwznbuLkenGumebAqzlDLkMd/MwiW9xkPu10W8jkkjiHU53Igms3Z+meuhebBijWr6gz5HMzWmUxjE1vfXU7s11BlDw34EICTydmKznvg5utVHo+1iTsdThuqxjZ6Vva5nzfbs7nOm1VkVrr5582xtA2Ka/Z7bKuyPar8dh/pQsFez3toS2atWr41kbbg/ukZdRba+aCBn4338VpXHHvXBq2yPj3kt8/G9n2+xwvtffC7OKwub0GW0+9z+SI8bgfYxD8t4LNhbNl8ETV+t7W7cw0+17hzCB33Hudac/rF0ryfjD3MYDDnhPumIPcn92BDJAE4i/C7PJi1Y00577ueHQf5gk2R531zC7n/XNuKsNeJd3sTqPK5bDs3PlTgXAEG/zV9SavIc/089zinM9fsV3tdiOYK1kWQzOZtGrzH4bA18dx+z+t24qsLWyr6n48CekVMOkkCEpCABCQgAQlIQAIS+LgLcB9vrklmwGX4XVIXtGr40IPnTQ/6sSWeQjxXQDZfsHDKAMzgzUnh/G8Gfu7PXa6aD9z3nOGRFWBWYssHK7Rsp3+9K2oVbsCBvRuCWFQdtAp7rlga4MYJ63x4wPDIkFrtc2H/xsHbfHGwHKfGr+qK4ZWuGNKFvD1I4L01BFyYFS5tIcb9wLfG0tbOz6p3Ope317hdDkQYRkM+HDW7Ee0JbqtWtLZ2DpZjxZ6t9MlswdbIZwt5m3S/qC6ERp8XL3dF8HJHDA5n0QaqMTTz5wzhdX43omlOT89g/6Yq+Jwum/rOdnpOVf9EU9geGHAK+5vdcbwbS8DjcOITDWFb9+50OsHhdS92RPFOb9xek3UUbR08W/wZ/unPKvm8kN/a0/mQgPfJkM0K/t4NITT7vZhbHbQuCa5Hbwq4bUI+H3RsiCURdLsR9Djs+vye3Q6nDdQLeT1I5bnve9IertDhqJn1Ff3PRwG9IiadJAEJSEACEpCABCQgAQl82ARS+TyccAzbfr6rn4Wt2gzLRTgsILOKzjZyHqkcQ3Hpnzd74hb++GcOWmOFt8rjRnLHWnJWhTlQjWuqhx6serNdna3z1kq+Y104PwcnljNg2nt0x7GgJmCVdL+rtNUaq7jcEo0VaW73xus3BErt6dFc3kIzQzor4+VK/IZYyqafMxxzSFpPKm0D2Bhu+Vk5qM7jclko5b7tvPf1fXGrIHelM7bWnWuyuV6cFfLN0QSS+aJVjhn0GXi5rpuv54MIVv07UjlsiSYRzeWwZ3XQqukHN1fjLx1RJG1LswycTgdSuTw+0Vhte5iz9b9QLNiU91lhP1pZ/U+msTWWsvXxfBjyuVl1aLBt6lzWrs990HltvoYt/s+19eHt3gSOaKmza70bTVpbfEcyh6DN3XNZpX9tT9y2SOMe8hzKF2L3gxOYFQxaFwK/n02xjHUIMHw7ikX7nLTmvfG9OpIZrI8mMb/KbxPd+SBkjwFb3o32u6eAvqv/y9T5EpCABCQgAQlIQAISkMCUF2CVm1VdrtFmWG0ODp5evisfgO3gXIvsdQLPtkasmlwO4QzMbDHnPxwextDX6PfsqAZnLKAynJeHsHF9dneGFeYsQnyd22WD0kpr0Iu2Fpr3zhZsbpPGUGsBl2GZ7dyZPBbUBpAvAmE3q/Ju9GY40C1va8ZjuQLmhnwWlJP5vG15xnZwVth7U1wbXsT2WAq1fo89KGgJeWzqOIeocT12k9+H9lRpCzOu0WZVn+Gebe0My5zQznvnGnEGYHYFsMLOddY04T7ge9Zy2rnHOgTYMcDPyPb9fLGArfEM3ujiNmqu0jpxBvdMHs5iAQU4MC9cGlYXyeXRlczYcDs+ZKnzuQCHA32pLDcLR4Pfb3uV836Ont2AWC6P7mTWptpzX3NegxV2bn3H990ez1plnnu6exwuzAz60JnO2L1xXT6XHbwbSWFm0Gvr6DsTWcwI+xBP59EU9NgDEe7zzjXxnB7PD/dCewTzwgHkAKvw8/A5HNicSFsln5+Zk9xpzgc6lRwK6JUo6RwJSEACEpCABCQgAQlI4EMjwDDJkMv9qnmwYsyKNKvCrBZXcrCdm5XxTbGkrTVm+FzZHsWi2oANYWMgL7WtcwuzIp5p7evfrozt0gzUnLrOVu2Cg23iKatA8x8Oh2PlmcGd7eh8vQ1js6CXs2o4J5Gz+povFGxiPNdCszLOz9aRzqLJ790xrM1pP4tkC+BAOIb4bXFue+a21u0ZQY8F6EIRtuaaa7VZ8eV7cOI5g2TAVdrHnOfw/jL5IjbGUlgfTSCRySNoHQClIW9s754T8qFzx5Zpq/vieLcnbq9zOJw2/K5Y/P/ZexMgu87q+nffeehZsy3PNrYxNqMxZsif8FJOKgbCKwOGFASoIi+ugiomJ1SYAv9iMCTBQChGMzupAIEUATuUIcQP/oRATAzxAJ4HybZkSd3q6fad733vt/Y5re7W1LItqeXex+XqVve553xnfd85fdbea6/dszNGBmScRoAC6TpmaXdN1W2iQbu4vFznh0p5Scf/e8e0SgVoBTfZainQQNAACzYCIAQiIPHUulMbXs3lbLzVtYJRn59XoADyvavekZT++GpRcnjI9wkDFR2HQMFZowOqvb91fMby1J0X8vb09cN26+Ss3bxzVpl1MuGY7+H2Tmu1E4dLdu7ooDDCFR4TPkoBqC1Xe7ud01bNZeykoYoc93F/P3OkYpsqJQU42NLgynLWXRD05aAU+wQCgUAgEAgEAoFAIBAIBAKBwDGBAEZhbAtrt/k35JMWXWSqIdiQ63SDgKcS9VSu3ur1RaAhY2S/f7N7xk4eqshUbeFGrfUvHp6yZ20clkT61omaarFx/YaskqVGuk7GWCZouex8Bp7jkF0dr7clicb8DKdypO0QYUh9IZexUjZj9880rdbtKCsNeV1XKeiaIJXTrZ7dNzNng/mCZTJ9ZY0fmPGAwPGDRRuvdxSkwDBuQ7UsSTwBCL7iOE5vcmrXaRtG4IFrn8LMrt21UoY2bi49R8qO/J7s/TlrqnbD9hlJ188YrijQMFZGtp9VrTZ125PNnuTu9U7LZrsZW1/KW7trCpwg/adWf6rdsYl6x7bNNZSNJ3gxXCrIjA7zNmrL75+ZU105ju+VggdG1lVKdvpQRdd60/iMAgzsO6TMfc/OGqlaq9+3oXze6r2uzofU/P99YLfdO1uXYztBCgj7tlrdnrxu2OY6fZUlPGGsqt7t+A1srXkZAJjgnY8ygEz+U9YNinj/ZhxibwqwYAh48mBJgRAwYuNzu+pte95xI8u6f4KgLwum2CkQCAQCgUAgEAgEAoFAIBAIBFY6AmRjIZFkNve34Yx+/3Tdckigi3kRc0zcqDcmG57K1b1mvCdyfstETWTxtOE95BxydtdUTT2vTxsZkGkcRB8ndfqCQ6Cpw043zos8HaI7SVY6B3nPS4IP4eRcOJXfP1O323fX1aeb9l/sg+xdLcoS0v+MdcMaL67qN+6ctpt2zSpTXcrl7eF6w1qdnp2SjIMT5HJ9EdE7pxrKJJ8+UlUAA1LLWP9nfFZknawvjuNk9L2nec5+/vC01Ahc+91TdRFl8Lp9qqbsNGPPZ8zOXTso/MBg51zLcrmMVXKYvjVsR61hGwbLIu2Yzg3lcyKutC/bWW/aycMVtTBD5UBGf67XUyCAEoV11ZKtLeVkwHbbxIyNYPCWyeh8yMa59gdrdbtnuqHWZ8jm6cOexyFfLvH0iKc1Xd5u2LnbttVadvbYoE03ydLn7KFGyy7YMCxzujNHB6zd6aq9G+7uBAtQIfxo64SmkVKD3e2OnQ5xn62r1p1jUR7wAO32Rquq8UfFMNPq2pbZJj5+UhycHRL3lf74iPEFAoFAIBAIBAKBQCAQCAQCgcBjgQDJSuTdkM6lruoQXWXHEyM3nNAh4fwb87STBivq371wo2c5RJqMOVleyOo5awZFaCFed03O2f21ho5LppYs8hNG9s6uL702iC6EccdcSwSczOxYpaQWZ2Tbybx6xr5sa8pI8b3nNyQY2TdZ4OdsGpXLOASWuu9chgz2gIgkDuSYtZ27dkBk8sYd03bjjhkRVeqxCSqQmaaq+xkbhiQNxzgNYsu13LG7Jgk8knTGsH0OEzZTYIDa+TGy9t2+3TVTV6900vknDpVtrMixyVLnjSQ6GO+ot+2h2ZbOSy33dvDq9G1ztWD3zjRtB/Xf2YydOlxV8KHW7UrmQLs1jN3OHRuyJ62tKphCgIR2b09bN6jxMR/Mw0N4A5QLtqaSswvWDtt9s0170tpBPN1Ua04dPoZ6KCfGaf3WN3vqhhE7Y6Siqfn2XQ/b6aNlO3lw0LbU6nJy/93jRuyp64ctm8HBvq8a/jNHq3bDw1PKsJfyZPS9zdtIKafP0AMeAz8CDBybIE0xk7UnjFY1r8w7mC5niwz6clCKfQKBQCAQCAQCgUAgEAgEAoFA4JAQwEgMIrp5sLTPVmSHdLAD7AyxvG+mrswrxmBsZFEfrjft4TnMzPKqO08z4xh3pRvEflutKWJMvXAq70ZqzvHIjtPve1O1oNpvaowxbYO8IjvfOFASWUSSDnleuCGlRzaO8RoZVsgi2WtINwQW47UWNcuTNVtXVrff7gAAIABJREFULtr6SkGkF/k99dSQVrLyHBuCevOuGZmXIYdXbXPGVBeN2/ltu5GAZ9SbGxfze6fn7I5J74H+9HXDktFT/01fdmTk98007a6Zmp01VLV+JqOWaCPFrGreqffeVm/b7btnLGNZGyjmbSifVaaf0WOGdupQVaQXh3dM4ZDccw7c5mlj1kUVQKABB/V+XwSVT5MRB2/GcPaaQa0LFAK/3jWtz3P9tEqjnpvMPjj9x7ZJkfZThiu2daau2nJq8gk2bODcJVqd5eyBmabc19eXC3b8QFE90X87Sfs1Cg76dsaaQbt7Ys5efOo6Obw/OFe3QiYvvO+ZqVmnn7FThip26mDRNiQlEJwX/Flfw4Wc3TlVtwz+AZLnz0ohgEoCE0J6r7POfrJtat5gj/IG5P60dduXa/++lnUQ9MfqyRDHCQQCgUAgEAgEAoFAIBAIBAIBZYhpM0XGkDZUSIeRCiMVfyw3CDBkdXu9pWOnddNkMan1hpzOdfsieacMlbUP49nXhpwdwkktMWMngwuhheSdPVq1wXzOutYXIcPBm97aEOLRYl513pBF/78nwo5cfabVFpnUcclcM6SM2XA+r8xrOZvV72nNhWEc48T9PZ/NKhCAIgCiONNs2/21pj15zaCk27Rs+4/tk8pQ42hO7/Mzx6p2fBV5N7XjLdV9I2N/0pohq3U69t87pqxcQPRtCgxwnWTgf7JtQsEB5orPVnN0ZWMskNqeDeaylstllR2m/zl9zzF+g0wTDKDHOlLvQjZno8WsnPKJU0CKmY8HZhveu7zTs92tlnU7ZicNluyk4Yp6vO9uutwfyfzTNwzbcZWisvooFcg8MweoC6grZ45+M1FTm7NTRyvKUIP3UKEgSfmFG0dsd6sth3jGC4nmXCcPVW3zcNm+eft2e+UTNtkvdkwq493rmf3eCWN25/Sc3T5Vt+n/PxP+pvNOlEwfKf/2etPOHh1QBp3acuaQkghwZ26Yj7b1baBAz/WyUcKAGoE6d3wDCPbQh55pp0Xd/zo+atAfy/s/jhUIBAKBQCAQCAQCgUAgEAgEAgdAQG3N6k1lcMkGQ07IqJJVnG515YgNGV2u1JdTkYGG6Ckb3ev7v6kZ73lWFlKLDB1JOqSWzCwEkTpjXNBVU9zt280Ts6pJbvS6yrBuGiipBhyzL7LnEOrJZlsZc8geJA3ChZycbDxy97Su/daJWRE1yD77+pbhUCKa3vKsb9saLbtP8nEIcMGGy9SIZyXNRhaNugBiTaYcGtfqMu6GarhrvZ7ap003nQySnYVIQzrvnWkYDclqja4czU8ZGbR+Dwd2pPs5q+YZS1akcketpbEjd4f4Iqufbfcll+fn1GWT3SfLO1bGTK6lY3f7OMO70gCDM7ThBBZwMCfbfu7ogE21u1y1DZZyNt1qS+4+1UY+T6f4jAISBAcAhpZtjO8pa4c0lxjC3TPVVAZ9ut0S6T+hWraRckFZ+5lWS/J96tVxsYcEU5KwrlqwZ28ak5phutWRGR+O9SgZCNaQ5cf+juADsnQCKM2eyf1+Xalo5ULGHpprSYZ+6tCAzOQIBtw0Pmvnbxy2DeWi6u8VYGl37JaJWTt5sGznrR1S2ztUELRwQ9ZPPT3zj5u+2uLRB532dp2uXPNxrWc9gsU5awYWrJUDP0Yigx6P2UAgEAgEAoFAIBAIBAKBQCAQeMQIUJv8IO7oXbKJ3nIMWTNkEQk2UnfI4VDBW2VBMpEVs7GvE3C+Qr4TEp70BIcAISFGlg7h5nt+RlaVLc/xG21v8WWmOmW+0k4L7kzdMCR+faUoF3N+NtXsKjtK8CCXyYvQ8RkM18hg05oLZ24M2/qZrA3mMjZawYmdnuINO2O0qiwppBq5MylSAgSQ23qvb91e1+6YrFs2l7EnjlKLTGs1ZNFZuYpzDdSBnzTgZHectmItz2pD8CHgKA5OGKzYTpzNE9dysLt/uqF9KoWcnTxUkkM8GXHmAKLdIxPf61k+Bx49q2Rz1s30FSAoZszbu2VNzucYoW0ql+z+2br9YueM6vD5H/k4fd4ZJxlrrhXsp1ottXfL9pC79+10XRv11R2R9Xq7I6M6AjOoEMCTTDIt0YaKJRsqZmyi2dZ1EhxBJj/X7Uj6vQaDuGZL8niy39R63zlZ07Gp455uEozA/b4qhQIbcnwk75Q4QLoJQiD3Zy1sqhQ1v0NFerUXbGM5Z7lsTkQc3HY1OrpWghj3TTbUSu38dSN288SMlVln+bwNF7J23pqhJIDTVfkEWJ0zOqAxco2oC5D8436Pgzxy+HRDyQFZZ7h4A/z+iWuXdY8FQV8WTLFTIBAIBAKBQCAQCAQCgUAgEAiQ/SSTiWkY2V2IET+jnzZGYWSI0/7g1HHfNjmnOmFaiyGhhpiykZ0kA50SbrLukDlIFkSIrwtrxRci/5uJWWVl2SdtlUZGFUJIWywI3w07ptW2DKIGeZ4k26paZIICPRstFa3e7YpM5jOevV5bLcgd/Mad3uscYl/I5GysQmuwnqTN54xV5WJORrjT4zraChAU8zmZhs22ekaG/YyRsh03UHG5t2Vsa70h1/BKIS9iB0lGBk72FQXACNnZTk9t1s4ahbh37fv377Ltc217xvpBObbfMjFnlunb+lJRGWUIO+PH3+6s0UFleHc1OzoPxBA5OrgQQyAzjESfunnIOWNHBcB1ICRgLv7PQ7uVfz577YDNNClTaNu5ayCjBADaan2GoRtBFbLWN49Py0gNKTpSd87JekCCPlDIqx0d2Xzw6qF86Pcl5afUgEAKrdl2Ndv2guPGNL0Ecv5j+5SM6VAZUIefU6s5V16sxx09QxCooHP+dveccEQBAWkn04/0fVT91Olh37WRso8DHMZbbTt9sGITrbZtLNPGLWP/+fCUlUtZW1coWrXg/gC/3T0rwn32yKBtqCKfxxSOcoe2SiXULq/XF7knOLK+XLK5jhN+1hl17JQAsGYerLXU9o4OAGlQ6mBPkSDoB0Mofh8IBAKBQCAQCAQCgUAgEAgcYwhASpHd9no92zBQUub0UDeID9nJ9CvEXISTFlLtrkjQ5oGipN++n5uEYax1++6a6o6LmYyk1I2kpzU13JL9ZiDrTgxxP0eSvXDD1GvpiMm+UuNLfThEutU369OrvJuMK5eVIdv9002r5MgaFxU8gMiPlvMifRx3TbGoGnAyuP1MX6S4KSV2326drNkJlbJtHMBULicCi+x9d6trTxqr2jAS7F5fmXvwgCiPFQs22+3aLeMz9kCtZafJiC1n7b7ZZKtlu+tty+UJOmSt0+3JqO2JowOSvG+dbtjds3Vljqc7XRuWrByPdfpnd412atRI3zpekxM6NegQUDLnKBEIUECYyQyDDQ7jlBRIbZDxWnYIJrJ7MuasA0jlxqrXupMtpn/3bRNzdv+MG+JVC0Xr9LrqOU4g5ozRip0yWFY9PMdiPVAOgOrh9sk5kVLKF7oqQejruo6rFrUeUFWU8xmrYGC3fkSKgl/unFYwB9I72+5ZKZ9RrT/jesLogDB/aM4JMfsRnAA7yDaY4y8w0erY5krBThyuqP3bWIlAR1kt1+jHPloim122n26ftIdrTSvlczLoY0xcw7ljAyLio+WiAhhcH7XyBEmeMFqxu3fXRf6zOOtrXvI2S9u9bl9zNVbK2YmDFSkGyKBjtEcQAOx3Nlp2ymBFQSnuFQIyBGIwS1zOFgR9OSjFPoFAIBAIBAKBQCAQCAQCgcAKRoD6Xgg5xJmvZPhSwzIyqWRXqQun3rko52l3ok43b0HWFdlNiTYZXuTecj9PSBJkm8wqWWrIIcScmnD2gdzcI9LVUaYaUrK2VLChkjuo19td2w2ZqzXniT4EjT7Y1IqfSCa5CIH3Y6sum8xooyWHbjKg68nU6nyexZztdGykkLe5bk8kb6rdFhlkTLVOX5LsVlIHva5StOOrJRFaggeYtJ00XBZJxT38Jw/tljv7cCGvrDLXNtVqW65vMjWDQI43kcX3hSPkjBrph2oNXTe9x+mHDrmFmEHW8KpTb/FcRrJ6rgpyi1S91uvbQC5nJbLhjbYxPh2z07PxZssGqQ/vm4jj5krRNg4U7VkbhpO2XdSo59SH++bxmaRPeUWfQx5OzTXHOXfdoD1xzaB1Oz27k1r2gbKVC8iykdTjKp+13+yelcrgtOGKsr6/2Dmr/uAe08lo7Zy3ZkDmcdR2k1FvYBqnLDGBlL6NlQuqJ3/iSNUm2h1lvckas056mb4N53IKUlAnjgQdbFA5YL6H2z719muK7h5PZjuf7duzNozInZ01gJQd7cXJ9GLfPWebBnHc9x7rqAhGCjnVp4PZXLuj/uPsf9Zo1e6entO6osXbxkrJnrR2wP7r4Sll+cnE0x+ewMapQxXVrbORAf/pQ7v1mUyuL5M3erfTtz2Xz9lgNqdgDc7uBH1YG6xxzolzPcZ3mAumpRdbZhp20lB5WU+QIOjLgil2CgQCgUAgEAgEAoFAIBAIBFYWAmQwqT1WZq/dFZmBYLV7ZkMiumRXvSf17kZHBm6Sj+ezIrCQctLUfZywqdUt5ESy+Cw142REvX84Gc2msqsQHdpfQY6QpHM8SOwt43P2cL0hgCBdmJqR1RwsZGUWlpq9QWw5PlJ36q/p502NLhlYtmHGDfnGgb3dE4nsUPHcz4hAYfBGsIA+1HwOyfRd03XVK6c9xMmTs7Hf6UMVGy3llAnGtGvbbEvu6ycOlazTpe1Xw84cG5CsGvk2x+fTZD1hqJVcxs5dMyQMqWHHOK3WxuSsaVum67YFXGotETEI7vFDZVuPKV67I2yQSjMHN+6atl11zzSTGYdcYx/W6/eE+e8ct8Zok811QW4hwdSSP1jHQG3QzhgpKXCAcRpzk+mb+npTuz5YLMqYjbmnLhulwdPWDtm56wZsx1xbGV02sPrZ9kkZsj19/bBtnW3aj7busulOT3M21+0KG+TwW2bmFDA5a7hi98827LcTc1pPrBGy96w9BkF9OrX5lCgQjCBYQVu2kULW1pU9GEJAgp7n9XZPSoqZFv93lNE/YaBoZ68ZkFfBvdN1YczxIbeoFDAXJFCwtpRXth78GDsZeoJRZM1TVQBz4u759L3vSvIOPs/eNCp1wuYq7f6yCjDxGdYfx0SRQWs3CLac+Ps92znXtsFiXnJ92sJtGCjquCcNVmxt2a+Z6wIG5h0VCcESro8SAwIf9GtXuzyCMLmses0vZwuCvhyUYp9AIBAIBAKBQCAQCAQCgUDgEBGA1D0SafmBTkOWWjXBOJj3bN58DPJDTTWkFHswsuhkgWm3heQXkk3mmbplaoXJHEKg+T2ElKwjWWVIMUQNWS89riHIkOuxMsZbZRGxLPL0bt9mcKuea9lEs2WVbFbu7BioHVcpWbWAvDdr+QzZSK8TJjNPdp3zQ6TABmKYSSTz22p19S2HkHEdOHDz2bXFvOTdSNS3zDZU801gAeIE2SKTftxAUVluxpHNZW2skFOWe7LdEZklC0wAA2L8YK1uN4/X1NtaAYZ2TwTwORuHrVrwenPq36fbbbXiGm862SYgsXOuJSJGO69ut6/9nrF+SH27wQrSRzaa2uVO1+zumbptnWvYcC5vJw5iwlY2TNvzmaw12127Z6ahbC14IMs+oVKyh9UGradWYGSRN1aLdv9s07bXGtqPMdS6tBdjfjBLy8s9HJM41gaO48i5kXVDfJlr9vs/2yZtU7WoTDrYdfs9BRyevHZEpJNx1Fpty2RRQ3Tt9t11XRNqAOYEYz7y5ZyPVnMoLLhWMshT7Y6N5r2n+Ey3azvnmra9DtlmbBjOQYhbtqXWUoaZ41MLT8s4iDGt+Njnwk3D9tBsW636WJlk4ddV6TGP8D+jOm+CEIyfwAafhQQTbMKUjYAAdfGQadY1KhKCQNTPE3CCgIMhrem2zraE+R+cuE6ZcBQlZMBRCYAn6/m/d87o85genj1SsbPGBuZvT+4L5P0ETRCjEKxA4u9mhhmtN9YseIEh17qcLQj6clCKfQKBQCAQCAQCgUAgEAgEAoEFCEC+IT3zX+l/3feMMy/0442WSDTEjqwwZAKDLrmRZ/ENh35QRO0EWd9LLKxuVfM/4XuyeNQSk7mFRPDiD7HlXCLqfVpbsblTOHXREBsyfJByiAFkA0LM/xB5MsSpqznGZQO5rLJ8ZK+pCW61e5KUQ/IgL1wnJAhCtq3etMlG2yabXcvmzNYUCnb8UEkZUbXXUks06pQhag0ZiI1VCjo+ZBkMIGcQYYIHEOFZZUozyvJi4gWh19Y3SefJ0hM8KOZMWVHLZG20kLPjBktybIcsPtxoS3o9WPRGX2SkcQtHPUCvdMgS18FcYOoF6cd5farV0xh3NZt2ylBVZJ39IJfMH2Z49802bbzeVJAB0nvqSFWqhQ0DBf1+qFBUVhUiCXEjG4y8vtTP2smjFWVuuSbII8pxxAsQRWrBmRPk+dRkQzzJ9kOYn7lhRASaDDj4EAhxHwBXQbTJCg9VbDCfURCBayWbS+s0CDoUVxXtWbOtM01JrCHxEG0wptTh4pPWiVDSMuye6aYM83aDc8YUCNkyW5diopTNWaPft2ava5ONjgznMHBjvaBQwF+NAA9ZdoIVG8tFyd5vmpi12UbLRitFOeQjbSc4wr1wwaYRy1vf/uW+XcL0hKGK/WZiRmUGGysF+81E3SrFJFDT66mnO0ZyZKifsWFYQQNa1UHuqU8/Y6iqYAZyctYXOFPeMdVs6/7B5I9bq9Xt6v58wvCgnb2mameMVLUvx0aqjmkfhPt/xmf0edYW4ya4QYALo7ilG/cTZQN4HSDjp9SCeS3nMLpzrwVKTJazBUFfDkqxTyAQCAQCgUAgEAgEAoHAshAgQ0W2FvIIxeLFF1Li9JHv/TApUUl/5//2tlXupbzncwt/d7BBkJkjq7oDUoPzV5auyt5eikwtRFatsUT+OJ86WIsg+54+BjJxtJKCIJNFTIkzxM0F1CbDr25Ctuj3DEFj36F8IWnVlFXrpWzS1oosGufnery2mxd4Jzn8G2wYD9yU2mr19m454VSbsnxu3owK+Swv/pA1MqRkUyHvfOaB2Yayr2TuipZRRpN5kcEbxLacs3KWOvSsiDRZbVAgY428F2kwx+LfEB2kyxyXel+MsJhbrnVDpWQnDZZ0HjKHGJHtrLvjN223GpiyZU3ngTDSbotrh8SRRaZ+mdpxaqWZEUnTsca2vm2tNXQMxs/5yNrnMjlhcfbooA3kvNc3kmzIJbJuasoJApC95+eSZJOBrRQtRzbf+qohv3HHlK0h69p1hQOy5fFmU+Trtt2z2hfJ8hClAGZWb3YVtBguFpSJh7RxzlOGabeWtxwEtwbhzdjuest2YKDW7QuXTtd7hYMwrd42JJl8rolggPCec0zvq7Xs3qmaba4WjEVz/3RdwRmCEYWsiWCfOVzV+mTOGCeE/uFaQ7X0xw2Uk/VqWruYxBG8Ya5Y3elcQo7LuhH7dtdMU+SaunGUD73EnVzmbjnPRN8+VVeAYaRAMMHvFNq5nT5ctnWJWR1jk1t604kp4ybrn5oKlixnt07OaJ09ac2gPXX9kN2xu2bXP7Tba7/HKAXIqI3dQ7N1ubz//glrROIJXuAzQK08/c6Z5231lkg+TvSsfdYRZB11gEoNqiW1ouMeIZBy73TD1la8LRvXls1RhsF9mtf1Q8yLeV8LrNXfjNdtst2Sf8C5awd0TRybf1MqcvqI16ov3KiVf3C2oXIHAk2eqe8LE+6PCzcOH+zx5c/JPk+fY3y76KKL7Ic//OExfhUx/EAgEAgEAoFAIBB4PCBAdg+ZKS/lZC2R1ELMHo/bQndvaj4hGbyAq6+0iJg7J/MzkVzI7oKsMT+b/13SE5ufLCTEnl32ftnpBomlfhdy6f2zXTpNBgy5M+QKuSmZPeqxISm00ULWyosyx+fzfkTGnJWbdwZymPHzcw7INL2TMf1iXySykFW136J1VK9vnX7XoGBkqd0lmsxoW/PfwEEsRysuztG3wVxWBJOsNNlO8OFcBBWoy0WU204IHSZdI4nxFudhTSHhhUSynCCLEAuODO6QarKbjTay5ZyuA/MtLgTXb8iiX4+TcgyyIKAQHNYpmXhqn1mrT1wzoGwnZJrjbhExd8kxY11Ha7DhigIc1EGjGECSzDiRpiOXBwcIK59B6kwGE5ID0cpmfS3kMzmtB2TwqBG4RoIrZPaHaTtGf+1WV1jxb8Y+2UBe3tWxc30nvtVcRmMiy4laAXypc4ek97pOTsmat3tdGcdhmjaO0/xkTQoDzjfTbmmNcM1Q0D7A5syOK5fUj7yS43pyMrSjRRtmYlwn9e+0HIPIYoDX6nRlYHbe2KDq3E8dHpDxG6oCzN7umZoTlscNlHQeJPwQyx1zTZnhnb9hRNnyB2pez49MHuf2M4bLNtfrKzMPVvys2+1aq5exEweKChqANs7hEEPq15F3D+V97jFBw5CP+SBTDxlW7/R+T/NOmzyUANwCCswkRmkbyiU7Z13VthGAQIGRcy8Agi53Tc1pHR2XqACYSwIWN43P2WA+K4M65huMf7VzWiSYLPkDM3Xb2ejYZLOl7DVy8vFWx3758JTUBxj2XbBp2Nqdvt2ye1b+CDremgH1sMcIj3uQGnnq6Z0Md1XzfcpwRZl/AijMF58DE+57zPRAAIXJmSMDWrP0WL9vui7ZPISfe+nnD0/adLtn60sFtdtzRYIbJeL4T5s4ZPCce18b64lSB4Ia3IioILh3T+WeWcYWBH0ZIMUugUAgEAgEAoFAIHBsISCzKLlAP7YbL8Zyxk7ci/ke2TGGUKlZFy95Q6WC2j+xHy/NjAXCqBpYZfiopjy2NjcLc6dvvnK91Kp61tuz0GmGHAkzmWHkwM1u17NcxbwTx0e4QbwZA5k5CAgv5JxVfbm7Pa9VLft5nBY60Upl3ZBayBfI76/jGESf7L/XS3MODwCk/bnJKiOhhuhQc8sZmH96YU+2nFxDMOjHDSmBWFIbPigX84zk3Ri6+fld5p7W2ULi1DqLmnB6OMtRHRO4ruTd/IzjVBPMmz2zZqdjHYNwd8m6Sd6u7CUkv++yWrJ5CmJ0+7amkrO1paJIFNnneqeTEB4nX9Rxs1ZxoIbgkL0v5MnCEnTwLDsmah4ggex74IVZ7XG8dlvZTlpOgTO3IHPPMYndEEBBXs1cwt1xwyaT627itAbz3tWYcyHPP3GgbIOlnN2xuy7izpwcXylatZRTdpmBQH7Ambll/pBwE4AgQMR5qQUGvDJu4F13PseZe9tcQ5/DWZzfZzO0RevabKNrM52O1jhBG7Kt3M+nD5aEGaZkEP87d9dtR6OpIAI4cC56dT97w4i3I8tlJYkm+JFu+AJA1BjHXVO0busos0u9P8SP+SNAAqnE+Z5sLVlp6t0xj+P6cSun1p7r5zlCppj6aJYUKg6CDGSQIZPUyFODP9lo2q5mT+3BmAMk61xDKWu2owGZ72reaA12ymhF9yzKA8gz83THdN22zTa1Jp+8dkhjPH2kojp6PAG4/1g/KCzurzXVxk4keLQqqT7BH0jreWsH7Zc7pvU9xyWoQiaa890xNae69TVlnPbLdtpIWW7/BATqnb7WI7X/3CPMgRvmNRR0kfrE+rZ5sJIEoTIKYjU7fd07KGcm6i0R+D84aZ3dM1W3s8eqkryzjiH1XBPB1V+Pzyq4QS39GSNggazfn31pQJLjnDxQUkkFagCe6Qs7IjDf3HMoWShlgKgj9+eZuJxtxRH06667zr7yla9Yu9225z73ufbmN79Zze0PtEUGfTlTHfsEAoFAIBAIBAKPHwQgyvPZU7lWe2aUn/HyD0FU66e8E0XJiOdbN+0bBzIy3prK21NBSqiRFRlPfubZXn7mdaa0jSoVPBsKQeR/DLYgNpAHXkIhcU5wXMYruXbGlO1DmowbNlLcwxFQeCQzDg5pmy1qfslqIm92+XUiAScLBblS6y03oyrhDk5WM2G/9N/mHQ5MU1Mzsq+8WEOiFxKXpeMkWw7B5cWf+mP+B3fNYZIBhpRAxjjOANlS1T77HJIppw6U7C6u42TSIIySmitDSmayL0k1mU2OxQs4BAnSQeJLBDTnfashGLRXglCRJW4lxmmMz03JXGoOmVtXKdjGckHtnHCzJke8q9FR9hQShsRcxmvJMXix7/ch9R78oZa5lEtJelI/XnTirRZoHcikG2FxHNYRigGttIybapFFRtaL/Hmu7X2oVbPc7cmxXcnhLIjwO28XhvkbhOi3kzURCy+JJzPZseFCwdZV8pLFk3EFd8bC/VbieswVDOgSwBsjr3WVknpYZzO0DPO6Z/6nLpt7ASKeNa7La9J7PUzDclYteI19IZNTEIbMNX3GmXuy8Eifqb9Hzl3Je8ZT5mgd2lxhZFeUWzbrlcDZjlrLaj1vwVYQPlm7Z6allH2lkLVyIS9MuFa+QrYha/WeWa3Ztm6f+u62atWZA7UOKyKbL9mmSl59uzkfqgPubwzccLyn7h2cmZ/1paJam+EUz/OE2JLao+2u2TZ6oLepXYfgl5TpZk2phryXETnnvmHeM1mCIVmb7nTs5GrJ1g0UlU3nnvBnCO3lyJA3tJ65XTlfts+10gYtJ9f0WrtvjV5f/d0Hi1kRdlzRqeVGJfK0dSNaM1tnPdN94mDJnjBMr/qM3TpRUwaZcgbqzDnHLRM1OdmzH7XhzANr/cYdMzaAuWCJ9nEFu2t6TgEVDOZQNPDswHmdGnHuLWrPTx+uqE/8Tx6a0M8IUFCPTpnCQD4vlQHZa2q+6d+Ocd7JQ1X3T6B9W4H7naCSe0Sg7rhtsqbgwktP22j/tWNK/cv5OcT6rDHPgnPtOMQzD6z9p6wb3O/jkzX32901ud2jIlhfLUhRw98ZZdqTr3yPvP2+GXwYcnb68L4z7ktPtKII+gMPPGB/8Rd/YR//+Mdt7dq19uHPEscjAAAgAElEQVQPf9jOPvtse9nLXhYE/ZH8hY3PBAKBQCAQCAQCxzACkBUUmSLiIgPeRoivcAde7shSIfPlhUztoxITLi4b8pJmfXmx5yWYfyOHVPZOtcmeaYFws/Fizu/dtdjrkMnT1lodq5Mtb1Fj7HXUECRIHC/AEEjIBCQFogZH5RgitaQ+M06wyI4i0+X3kH43DePnWb2Yi7jmcZ/2LPuhOoAzNgiVZ7q9fRMv5UuzO+mySLPPEPFUBUBdrsad1G2r9jl56U0zkmkwQfgoWIIzsmMMMeT71BCLDC6f5ziQCAIb7AfpJ7vK/yJESXY+zY5jzKT5IDsFOe3gmIyJU9szo3oRdiUCeCILpjYU4sPLe8/4fUZyV0nW0zKDZP5YO2oxRtlzzzOQMHgCC7yh93oZw1IKyTLZRuYxm6VcAUKE1Ndf5LtkyhVswQgOybpn3smUQw4JUpBZ11pNst/gxhnJBlIvDVFgrZNJVO12pyMDLsgqX5EJu2N1RgGhVpusPsGGrIjyrjo9n91tDoMx1jbkAaKMBJlMOdlCsADHiWZXcngCARmyzmYioJBAMtZkD1sd7/2M6IHcObjQY5qMehqQ6mGI16BtGCZakKO8xkdWebpFG7Wm3MazYC4Xa9Z2XkZqgE/bM+TK3F/oLyBVMtHLkUX2vu0EhajrpsZ4pESLNzfo4nu1g1MrOa875158uNa0B+fayoKSxVWbLxzu27Q4Qz7fsLGit/fCHRzitmOOK+wKK9QS7a7fp91+13bRFq2ftfXlvMiW2q/1PeCBmuH4gaIyt5BD1gZrlWtgjVDaQM0+80qARkqMJMhFFrmBC39SAkHmmOfS2mrR1qG4yNL/2zPmoxUn1wRQaI02WixIAUAZwUjRE5kYtEHkuV4UCASCwIM+9OVCRgSdfvAEECDnZPKpG2fOMPdjRVIjT9DxoXpTgTT62D9l3ZDu23Tjvv6fXTOexZ+aE4kmQAEBv2+2oSz4VLMj13TuX4IVBPPI1p8+MqhMOOud66VAA5n6TeMzdvdk3U4YKts5YwOqNceUjsy239sd3SuUXaTPMtbKfz08rWcNwQCc9JGpE0DjQ9zzEG7W1ekjZfklILG/ZWJWAQaI/gWUE+DZUGvIrZ9j83y5YOPIsv5y3jVVVzafgAhqCTbWkwKcna61FTzxVoRbanV7zsbRZR13RRH0b3zjGzY7O2uvf/3rNfi7777bPvrRj9qnP/3pIOjLms7YKRAIBAKBQODxgoDqbROCmFbeLnSNma/JXbIP2Q/PILsJ1eGUUXsmyLPNnmEm80pmjRZB9A920skLKy8+np1Mv3fym5JuMphkftJMOF/5jEh30muZlz2Rco6TkC25Zncgl20RPuTAyI8xqZIhGNnNviUZDc/MUWeMLJJXcsgimInwwUTIxCNDbnecRLZ4ycIh2w3GeCnkM2RKU0MrhkJ2TIQyA2H17A3HwkiJMbKljt0QzgK5w6wHEYpZHKddAUAmWv7TGa7Rkr7DTpBTibhj6YEEyLHk1G1voQWJgXAlGm+dF7oJbmS73YjLa0/5P5XGen9jl6BDNJCLEjTgA6myIG1RBPEHH/BWFhUMkRBjtsS607m8RzZj1NpArk0QA6kotbJJzTHBAIInrAWRtwJBiqLGy2iZJ84B+eaYkBRImRP2rrKxkBaMydrdjjKJyO6ZE5ya51o9SZvdNdxl+GysUwV5Mpwvp/pmrh/oah13C4eYQxuZOWXZk8w52UdIOJlj1ji7NPt9GdLhpL271bJm2+vJxfkNIzhTZnx9taTgC5yql+lbvU1/ckisO2JTS01AgzlAYsxaR7M7XWcsPmaOB9mRGzXZ9HzGRvIF9aTmP3Qa9SRYQa12s90WGQY/ggI+59xrXrsOaWMtk0Fn7lj/uIPnqN8tMFYCRe4VQC2/1znnJa+Htq2lpRprK0O/aw/SKOBFPbqMxbIKGsihHTm+7iF3nqeOOZ/c36w37nX6XjeoYVf/7I6eG6W82TDPM8gv5na5jM21upKnQ5IxcCNgJqf5NvJ2D1RQftDvd1XDzL3RxzV9sKT1QU/3h2eRUJu3AcM/oOPPsVR5g+SZ8TXa9FBvKmDGPUKva+wFspmuYSjf7WWsXHRDOtYE88C9KZUD3gZds4Gi/xzHeGrOuRbwZT6fuKZqT1k3bJurRY3z5olZm6h3dM/z/OhB+Ho9Efez1gxqDnDi346p3HRNAaGhAsEMzuvqCv4v8Gzh+aXnLs816vldmbB5qCzCS7aXa4Kss94grtRk89x4+rphOd27i4Qrf3gOkG3+8UMTumdQCHBOBVeQmvch4mWVTkCw+Xt0w44prdn/3jlrTxjzmnPq+jk/5/q3Bybs/9q8Rvhc/+CE7pNnrh8WkU43Ah0ESHhWMV5J8pHyq1d6x/5nfFa7UvvNs42fnzxcVr08Mnu2nzw0qblHuj5v9JiUIjEPD8zW7bnHjR3Sa0RK0lGdpCUl6QF49Ov5rIBlf57EH+wEK4qgX3nllXbuuefa7//+72vcrVbLLrnkErvmmmuCoB9sJuP3qxqB+Rf5RKIld9qkRcu8U+1hQGjexCc19vG/38kLEC8AiWvvkp/tr/bv0QzRsxFuIkS24nCSEhkF8ceo5y9pelGXNJYsEq++7h6r7FMudQ92Wai/s5OPI6GWRKQT01rq8/RSnxokkZnhZSv5w6dMVbKPn99ftNs9Xq54ofKXSJxtSnnvDQo54gVIzsFp9i7J1qVkiWEwVv7tuPkfd/+DvMDtOJmgNPPj5k6LzZzc8dhfxBa7NvtL7lLX5kcz50s/6+2OUs9oz3AeavZx6THTuSYiv6edEi/AtMhBSu0vuJJYJnJPXuqJmnNu1bviPAy2CeGWAdECR2hF+nvUOroTVuKZ5fcwL+FMKS97jEFfXWLNnJMh6vR5qezoJYgXX2oOcU3mc6xDl3fjnuxyQkk687g3UzPpWQ1/8faXe9aViLdqVsmy9WWE1LCMzTU7ekmEDEImISAQdOTEvIwiD2VNKsNM/jJ1r0bGSnsl6oFFPnOWy3pvXTJWtHAiq5a2hlKWMGnDxDE4B/W+Uy1vk4SZFjW/EETlvai9JWut43txLPWQjpG/ULb6jLvnL9bIpUGz7zXKBBMw+iIbBback7GRwUJCy5ELeXkg+02hde+fByOyrLr/UrdvnzRlMTWNad2z+wUpwyOncsg7c9hFVuvBC2V0e96DmWdZjvspqVvksBAXXZdk9xzPDc68IxXnJVPs97IykiIKPq+su1Q1UM1D/slou6t2svz8+hgfEm89m3xtMKfMszLNaWabll55z84LyeTvDrgwHOp5+z2vQ+bzyiwmkvhKQrJYFxyTDKNGnEUkjdy6rwzgUJHazZKVcGLu9o0+2chbqQGFuHMiAh4Mm0AKmECuKklNMLW8rZ5nQvVMUhCFft2ezWbeyfbRVmqm1dJ4IWQ5xks/cZYT4+/0rcS9A5vLuFHZzrm2Tbab7tSsR68baKGSgAzlc3nrdzvqyZ36ESgwkKwN5gJXcv4mIE3vMs4eCo0EMwXbMJmD/GY0HzwDlCGUmJypJ+Dk967/YeFX/uwRQctDit2dnuejP5OQchMg4NrAyj/H/UENsxzmCXKgFsh4sI/6cN01tDzrulM9RJn71EsFvBREZm4FsvaOFTEvgggYbk2RKZc6o+8tp0oFm6VEQd4Ephpzgmu6p3p+Hu4NcqC5nhktpPVcyHDNkPCs5rxJQLDn61S3ZxL84T5mzXPPsM7obz5Wylkpk9GcE14YKHimdarT1c/J0kIAO52ePVjH3dyDC3SvhuRxr/MnnOcoShH6wDOnqCjS+zKVnHNdyMS5P/g9WXzMBmsEjYSTk2+CMRBv7pm0PzzEnOci5K7dy9hctyOjP/Ud73a0hiRr5xxZVw8Q+CJLjqv+cKImIEBDn3owIHi0rliweq+jDDwZX5QSyM25N2k7huybcSMx53puJ5Ody8rZnNIdfg9RRm3DOuFvAaUGa4qUmXgmnuAqRnaQd/UqL+XstKGK/dfOaf3stCFKEwiYZZVlJgt+8lBJ9xA9xS86YczGykVl+CmJQNoOkU83at4h9RiuMScoV9jumKzZ7ZLs89zO6++Dtw30gC4Y3ToxZ//3qevtjsk5/S04aaCscxJgunVi1l6wec0jei1B5k5rNuT6cv9f4DvwSA64ogj6FVdcYc95znPs+c9//vy1UF/+gx/8YL4dxtVXX73XdX7ta1+znX/2gYNcfxK93mMAuo/953MUi38nNrHkdX+vXRf8Pvl20SfSN6/k5VchqEVjSR+sS2lF+rrscqt0S3hQ8izeBxVZdGz+bFJbkzTaXHB1KYHa45ay8Fhpq4uFZ02efAdkP4uPkV6BX/rSDyZ/UvYD756hpkdJLyy5pvmhLcVzQR+XZJ+FTgZ7Trfkevf8dVs8PenP53HdeyHtabqyZwHsDdOeP6Lz2B+ISuo00kcunv359ZOea8+KWLzu/I/4wutdvIr2fRv4Pv7iOg+J3hoXrDx/65zfU9O7950ybxqUdHZN3x72nFinSHqdzlPC9NfpyNOvnj3Y63aEjSSbyOHSy0p+sBDFva98fw+HfS32dLwLj5JgsS8QFq39PWvY77v0A54t3XOfL/x+wTQsvR0TMpK81eu3ECVeEBcfa1/XsWQ+/SZdcNstfa4layD9cTrk5FOL3UIWX8uC1STS6JpSd0hOuhqJhMhsKslU5sTyqNWEg/SsB9lx5rdgyYjtiEQoYJC2PxJB9uACxy0k5GBelpzpWwFikcgus7m+3IBVX0uQhZdmGRd5tooMBCSPc5M/whVYX4WBZzv1xivpohhWIoGG5PQ1PtyKXd7MYdzQKEPdKq2PIDiqQ8U5mKyrv6hToUnmkVnh+kQKOa/OYdbBbCqR5IoicUydL3ncggvGTryo+qPEM5fOa3zGk8CBTJ84vgIGTvIolOwjISabmZw71QTrbhQPZa69ppVxMX6NN824JONJAxNaPkl2NDm1SJKeOYl0nXnsake/Tq3URJbs+UHHGTIn6iGy7C7c/uxiGqln9UyqDKv6ZP2Yg75IA9lKwMhQN5tH1mzWTaaRDGOnzTw43j73zLeTJM7qqzUJOmnK/XmrY0oOnbQI03Lvi0f3RT79BnKUkpZfHJOBEoThPOCQBAG79MtOMtTMo66OQCREEQKsdev3lPDEiAzimmPcSZBK7am8FEDBIuEJ8Xe3dX4iWXE+r3tN+VUFuxw7T+Km9fS+frnA1JWdoEyr64EDamuZT2apm6xPBQOTgKVajGleuHYP0hBQpOdy+hdLR+qRaUUqj8qiq8AUG2RTSgqyrhBfyGzi6C7CC14yCPOx93uYnOX93lK5gis1IKOQIcbJmuCz6fUqGAE59HiHk+euWTfjgStGCp6sQsbhQVCcw6m3Zy36OugSPO0nwYOek06yqd0OJLs3v8YhEWQEyb6ydihRQK6s/RWA2OMqz4zJOV7rwMl++ifGlflMuvddZj0pOCJHcseiy/2dXDMEm8Oonj3xaFgvJUFBWWWCXFLHmJvJEXzU3Qd5Tur2PbiEeV3OqhlvyZY65YOPS3w9SEgpw1jF99lWa6kdFWNwBYYHpQiazODQTUmI6rdz6p9OEAAfAMgtpFVBoUTdAUiqZte1McIk8NblnnclDzsjk/bnlP/tgSSqH33GFKRA9o3kHDxQQOjvKMZ51ZLGTknACGs1R6s7av8LiXKoK1d2VCVpRwH5JrQ9kMHx08DUzlrDhkpk62l3R+AjY2tKRdW483mwoo1YNY8cnVZ1HSkFUP40kgQAQTUc/iHx3AuYT/I9wREy5PfONuTGToCCa0d2T+AFkk09O89KeoUTAOBYPmYPFJ44VBaJdk8GLwm6c3JORFkGhsxvr6cabogzEBEsS8toIPCsZ9YofdYxFCTAsWWmbpsHinbxyRvmvTbunanbr3ZN2z2TdRmokYl/zqZROc4vNJOkZIWgwIZqUWPleUxmXV0N6m1l/Kn353MEPTYNlOSpwMa4KS2gNIZ9f/f4Nbq22yfn7HnHjahfOiT/v3dM2/M3jz2qoH5K0pHwU44ymoxh7/fNg/9kRRH0j33sY3bWWWfZxRdfrJHXajW79NJL7dprr52/Esj40g3SvvP/ef/SV8v01SB9BVnwsb1ffJPH2/w+e15bD/xKf1CIFxLx5LTLO2Lai/NgZ0hkbHvtpqfK/Iviwpfjg50/jaPzh20RE9offzngEPdNwJPXrgVzs5A8pH9t/Nf+JzD9xD4Gkb7EpUdLXir2YnF7jXMpk1rw73lys3St7G1Y6K+H/kK+cHT7J+DJS9yBcEvg2HOMhVxrwecXHSrFcM+8HWyuFw0hueZFueeUkC/hdotmYRGM6YCSF500Bbh4wvdx5X7Epcedz7QrsJPOxd5rYJ8qgUUdJPdcwCJMF4xEWM2fMKEu86daDMDC/rlLnx2L1t2ijyX/WDSu5ARL8N07OrR0h4UQLl51/MbzaSmg+yLcC6916SNy4YQuvUf2tWjT4y8Z436u6cBrMp3jpPh16ekWXsr+7h8+qrTQvjDaG8dF07GvlblP6PcRBEpI1/zu+4D4YE/z+H0gsBwEFCxRFjv5G6nadnfRTiXpIv6u1ncyoWBK3zrK2Hc9QJMGDlJiTwAokTJDPlE4qD7f7bnnjfIUnCJDvucBLSKsoIFK7ZO6e2hhN2MFZZJoX+Zkx0UCe8i+AlNJdp9dePlvKUuZBBwSIqa/LkltNUeQBB+FgfqKu0rFs8auUOiLQCu6Z72em7IxRo1bEmAn2QSC2ihC+i7f5hwEOcVw+ZoYqqXYEnDza/QwkQINUkrsCTpidJYn20vteD5nM0mfb1Qcqm3OeSCLIBjDQgkj53ec19WbPGPVYlY12Jx/BrIHuXbNtPXJQrvxuAdl0vIJ+Sm4lLlMnTfBKBm4QV89SFFAUs1yUMCOIAU491xKn5jX6S+ulBNeuoBKDFIj3wYRW0zoMPpzx3nKFAgqQPAIfA7kaa9XEC6QRkgkGUrIOPA/NNuQaV7T+jaduHlTAw8mtPymFzVSf3kEKAjmBmhkwBmbl7J0FGBRCz2usOsKCoX6UNToHvA6AIgmKguVeRSyUtA4aLBx5PseBPMyG8o+fD6Zu9EKtfhdXUOl4LXzri7AIb2nVmkE/mT61+varjrjcqWRr2vmMmf9btt2NLvqYb55qCT3cspy+v2cTbZacqY/b+2QyhtumZixm3fV7IEaLu1Ze8LIgAwHyXgT6ECNQG21+10QTMN3oqs2a8xX2r6PgAPzQ1b7yWsqtmWWVnIdkVQIMbX0SO0nmo4ltfSoqlgnBJtQD1CugYEbpQv4EZyzZsCeum5IRJ1rRj2AAdodu2f1NgzZJbiE8RpzzmcIBDB2mS9iYtfr2S3js5oHpPynDleleqHW3TsnuD8FWKS+Dszdr3bNKCiOPJ2AABl2MvUEb9ZU3ESQ81NDjkIjzazzpJR/RbutkhfWIGNDrYHHAZlznOkPZFq5nGcz+0DSUR+AKWuFeX4k24oi6N/61rdsfHzcLrvsMl3L7bffbsjeP/e5zx3w2sLF/ZFMfXwmEDg8COzpU7tvkrWwj+3SIMr+yVtC+BeyqX0RpwMEkfZSOCwk50lmZf7wyqTsGX86Zs/AuLTVs3S+n3QR83ElV0mkEXy9CyaSUE7p77TejGjhcTWc9IV3wbXpXDp2isGegUt2nbyYkW3ljY0/VG6G5C8G88LVJAuprBgvI3oBJvvm2UxcajmaZ478ZYw/onpxREKI4yuZLKLq9Btutv1nGW+3hPkOLyREtslwqAWv5IU9y/STLKZqX73PMJlJ0nuYODFeMm4dvI7JMkm27C9mjANJoZSsqXxYmWJ/+fFtXxN/oKDG4Vj7SwMVrIkjPYY913U4ykgOB2pxzMOIQBrvOtgpkmfS/ENs/nGTqqb8AC7Jd3UOEmmyZHyUl27+nbZac5WHu3pz/3OP8xzhdiBz7CUFyf2sMoSF93JK3r01Gi+4bnzmUnDlR3VdTkpgmtTbQ3Q9M+8eBVTQS55ONpXzQt6StkdkxqWQUHbanbvJHmd4diZlGXqGJwEFLwnwYAAbJBQseC7xDOcQUsCADedFVp7U3qu9G4k8ji1C7zipLIoaeQgpzzv9oUCCTzY3K+UBdeBeruCqB/c38LINBU7oqV7I2FCxZBvp915Brk0tcEbS62lk97Qb4/nZoTYY0kwWuyBjuO01d7h3XwKfE7KTlJCQNZVHA0ELMuScu+Byf5Qojp8TZ67X5eyuauEY4EhmGsLEHHL8ViejvxH0veZ5DvmmzADfAog1JB+CTlZ6tJy1sVLRhvN5kVCysngNIO2GwEOWfX15OY7MHCGjyTlZgwoC6e+gk03KenB6p1yH/Rgv3gNpuLWcMdvR7GhOIHnI9HEHR5I/ih9AiVVFSYSXtfEf3gnucQD2lAOYpNlce2oSpx7r9Zbm8zkbR5Ia/ozdOTUnCf/6SslGS1kbn8PAriXJPMdhbOdvHBO5JRjBuCDjqdoCiXqm37Wtcy3bMtvUfMjIDbl+m7KNtrd+U/DIA1dk0//X8WNeJtTuyNgQj421ZZemp2Us1EqTgWfsZKNZd1IBZDLq984YGN9Eg77xfZF97js+Dw4Q1Hum63J0Zw0wf/ydZz8n1XN2ylBFbvAYBJ48WLELNgwLs4Ub+ELU8SS4Z3pOteQQ64dwya81lKXGaT0lwZgykr0mm45cn173Km9KDCA5ftq/nHWFsd3dU3P6ijneY7WlJB3pPBvBgkPdVhRB3759u11++eUi5bi4I3k/9dRT7dWvfvUBrysI+qFOe+wfCAQCgcDjCwF/UaMlFhJGlzi7dDNJlCRcI62bT38vuXciWU4FI+4A6yzF35G9hlfBGdVnd5UFQ+4oQyH65HYwI+p4Hbr13bwoqcvNEaBI6ph5cXR5qmd5VB+MdFbBCJdpk+EkE9PuZiTlRGrZ6mGYhFGRG0/RM5eMm9p/Kajibb8gQqr97fKymrTzUjsl8mcQEa9HlcRYMl1eoP0Fl439kMRn8kWRF9W6E6zpILf3sYIv50W+KxlzUp+srGMi099XzESSeb1MJ/JqZVuT/sPiXK4co2IFspSWfPRVv+9Sbsn0k9IHsn9Iq9NjihSmrZISh2wnjYm2X1yMY6XZs7S8woNlPuV7yjiYb69hTTKdIm1OtNIQnNcC7wk1zodpktpXD5S5xHW+puCxuvUOhYAfIHj5WA2H4yQFHkkNvAf8eLln84y9+wHsVSQ0j/vioMDCsXGU1ITdnfcTwksJWFJbr3t5vlQIqTur1gsS0kCq+5S4CkFZ5KR0hnWi9loqUyGsAPHOifhBjiDOkOg0u4wZFnXxZE+9LMcJv4IPyXPDg7CuRpAkXve8B3X9HvLgA/c0QVaywXyPeiCV62ud828y0Tiby/U+ZwNZ+pi7XwJEigAFMmjM7kTkeS5I+s39lkjV+ziK467uxBw5NeMhyIr8mw4Jqt9OgiJcEwR8j/LMF5L8ERIFAedRUQRS9qS9FGN1VQJt9tz0kBZoeDxwXZDhYiFr+cQJHUKLQRkkic9BxrfNuWyZEiLk4YPFguHdTgCATDEBhzG110MOjezca+v5/UIjwXWlgsZBQAbzMJQTkEbM58B/Y7VkM82O3Tg+rSz275ywdr63PaUz9IOnNdi2elvBCvlGqL1f18s+5PiejFH94jl/QXXQPKtGyoUkm4uRGa3UMnbTrhll2plHyjlYyWSY6WeOXJusM1l3jks985piVmUaZLn5PX9fyP7yN4NrRRrOfHKDQdSPGyzbKQNlBSYwaiNTD+kmuIajuoznZMjZV3sw5OQ8ozgupQeY80HmCZ5B5mkRd+JwWWSf2nNIOtnpc8aqriBgbWdMgQEINeue+nDqxFPpOngjMyfYcNpwVTXgN+6aVvYcqTlrYF8bgQQIPjJ+vCcemG1qDGnnB0ow0my5d/TwYATno0f609YPSs6fHp9r/vFDk/bMjUP24Kw71dPa7rHeUpJOWQZ/q8HpULYVRdAZ+PXXX29XXXWVNRoNu+CCC0TYC4U9xgD7urgg6Icy5bFvIBAIBAKBwOMRgdRM0E3e0gpnZ3GpceQekcbin6fGDQtz/un3Tt73mD6m1Sb7OxaGTTKZS2qwUxnw/PH2oU7x+UhUIompmcjcvOmam6Lxn4IW9DtP2tgQFCEzhzyYhEWj01bQguzUUN7rAJEKD5VxqHZXbIhOgbrrxHnd/Qpo/+WKkFm5f1MH7G3aCL6gDGkoiOKGZt4f3ceFPJq2WGoP1vKXYbI28g1I5Nxk7JRdLXgmFGLVRRYMqSCjKlM+D9ZI5i0S4FgSEBKXE66Og1yy0/r8pH8zKKZcPPn1fPBlfs3v0UTPxyOWFrak+y43BuBWGB7oUDadMSbBF8aq4I2meElWPh1vujiS2Jj+mRhbkm6FPLhaKDk2h0pq9kX+lwRJRLZFe5wwp2Z9HrDBFM8N1lSXn0QVZEaoWnfmzTOlktTnPSNPhtC9C9w3IJvJSwnEMeXDrUCBj1E+DK6115xSd67e7EnHAObcPQq8/Z6TXcbmWWD3M3CjvZT0c70KFCCqUmSxp8x/DhJMj/ckiyxSbVkbLmdtQ6WsPuRyRof41pFUu1Ejrc8I+DUlf6cW2X0CuL/SuvvUK4M5lOK/i8cB69gVFWkQMolkKktM4BJc1e4QFUQup/sFB/Z11YKtpW+2goGmvtm4b3Otsx1k1kkmPTF7LaPwByKpwfo2UCrY8dWibaqUrNnuWCvx5uCYY8Wc3PrBAcd/sq8ENshunzlSlYKCeVtTpm7bpfa3T9bs59unZeyFbBs3eFrG8Qzg2iDyG8pe3430e3ejJcJO/Te9upHNq5NAvW33zjSUcacOmitqE20hgJPPqmYftcB4q6NrJkBEz3ECEuDONWJaR6svzvm0dYN2xvCAMsOMZ+tMXeSez0FUmUQMRfYAACAASURBVE8WB8EciKqUa/g9mKn2mhIUnltkmyHwBE44/tpKQX3DcRtfW/KWbgRDOD4BEZ6pa/AgKOakaICE0x+dYyOHBxNl/Is5+QewTkbL3v0gDdTSOg7SzD1/ylBZGXPWAvXjHId6/rsn5+yembrW34tPWz9fb86qh8yqHr5nUhSQEVc/+xYz6LXzZPsp6+EZiFoEN37uvBMHyraBgENSCkEwgHmhzh9lBkZzv9w5JVzlldDr2xNGlteX/JG8M9ydqAgIWiD7x7l+uduKI+jLHfjC/YKgPxLU4jOBQCAQCAQCgUAgcCgIpC+QZGF4uUt7iEPGcVCG3KTdC3hbVps4DLnIKNILOpFte6s5J4oEDMQRJR13abha5SX9xQlAcD7IgUtT3emaLFLaSxySQC2xal873o+82Xe3eldSpK7ubmroZnNO8tT5QGTaia4bv7nKw+tIvN0bxDGxqFNNM+lntciTaZOKVxRc4Fwcl1pqCCwpFhQbkDqMypzIuqqBWm0FR0SWPduMtNrripPSFqlCEvKbdENIs+nSPfQx8/K+8i5pZmgueZbiJWkx563pEnNAXZtHAyRXTkzg+OrycQ8AqOI59aBN5DaU11BRhJGj60n2hK/2BK0SML2PnuXzTshxh1cbu7ybuEFcKRkiqCbDubx3NVDbMIgwmepkTgg60Q5Na43Wc21vIca6kkaA9ZY0GeAKCFqJIyZKndS9PS2v8v1RlKQdATw7nJI69Tt3wwAFtNTpgPN2CJLhY7AnAKUMOvLrpL0eNe6eWfalBamqtdpuztfxjhesXcgo5A0yJud9suLI9cmWq7MDQTPqhzuSZO9sdCSr5jP00IZsgiM143igj5ZzNlZygzAyowRpJtpt2zLdUC03Pb1Z0ZBGJNzb1c/cJMnme6T79I7HZXx9tShzs221hsgmUnNasUFICQBsrTXkMaAAYJEe9Zit9eyO3XUZwNFnHvM0pNiz9JzHhV39zT1IcfpwVaUGuONPNFsyUYN8k9HfOtPQ8bnfWbdrinRbcCKP6/1wKSdZNmMCRxQN4EYmnf1Vx93uqj85wT7mHGk35JmACCUCBBNVjCIjuYydPFzRtU8RRJhrivhzbLAieKQ2hRm/57l3CC7QDo7MNHXxJwx6b3o2Ah5SOrQ6kqVD7lF5bKwWbFvNTd3oo37RiWs1ZpV6qBMAihtXaNw/09R1EHhhrWJIBzFP22sufW4zbnqhk7EmGMoaQALPs1GlFpmMrmWu3ZaXAQub/uVgcTg3J+ll3euoVzjncrYg6MtBKfYJBAKBQCAQCAQCgUBgGQgs7AnP7l6T7AR1nrwv4zjL2YUgAUEBXsbJ0kDMealOs7lOrnFhh8DskXO7D72nr1VnnLTJ4yvjr3fJTLX1cos5FCZWSGWlEODFPikpEbvrubwacgvREpFMuhy0MbHC0ZkMKDLvxFQtbcXAz10Z4dJ3xk2ZBa3lnLAV1KZKbttklCFjBAVwOKfFHd4VndQBH+KR9F4XwSXbTJY356UfKBb6jo9KU9QxgcAD7uHUD2dsMJGHpx0gFEjB6V5tz/D4AFs/DrTHAxQe5MC9npdwrkd167QSVF26Z5shDWA01+5bHcd7SGmO2mZ6Z9NiUG58ymdDqsnaOoH1bLS7zDuZh3wTEJJXCB4gnZ7cuQnakP2FV9PmqYp7vfUsTwAgn7EZtflyHxXiC4WsBwpYI5A9vifAg+M3hBj8FDDSHHn3BGWfEyf91El9uIh5mfuegMWsFCGueaAmnhZfBBwgRaxTpP5D5ULiJo/pnHciIHvK8cnwo0KhtRgBC7BZX87biUNVO2mgaFPNnqTaEMBRkeOCghbjjaYCCOClfu/drog+yplev2u7RJS9H/XuZlvEiSwvKoMzRwdEAjFfu3OyrpaOEGl+z1xAAJFYM98Qd7DyYAMZ9aLIZ0oEdzbatrlaUsaa+UOBw31DzT/zApkmO42ZGS3QCAKQ3XVS7MckKMB9N9Ps2c5GS1hRC49knnZ1yOBZEpDQsbIHJLy0gbZ13uYLvwGUPSiBxutNK8ncL6eMd2JxYOsqTuwhw2BKSzx6ynOP83MCEGm7UrLyXMdMq62sNXXeE/WWygworzhlsKz5Yn+y36xYasypN2euCC6gIvn1rml74tigPWPDsJ6L6iBBEC+bEZm/aXxGmXqCRdw3BAN8/Rx8Y4wY35GtJ2jC2r1/piElALjfPe0mbmDN/0diu3uqLnd8ntdc03K2IOjLQSn2CQQCgUAgEAgEAoFA4BhBQMaNSP6TGvlFw96rHj2po1+Gs2BKpiEmyEch7ROtpk3UOwoSSJYPwaffPJl/eoDjaJ60k4Ig8EpM73T1Gc/29UKPuzdEXE7ztLtSjS1qAf/KcSHwbk7ntcbq9Z64ds+1KEWAAFDm4N4M0EMISy5DCQRkzbPdA9Rv53OqER7Mufx7YTmH94x30zSy+GSKZVTZdf8EXq+RO5PtLjFuWlXJNd2zwaggZG7ZczVDE3O0DgZnPi7JkMtFO65C7S/SaSe21KlDTuVHgUlXu6MMKsfEhI16cfeOcLUFo0bt4IEZ+pf7V/wqpgmqyOSLjDX+ET0rZnLu7g1BROKbBFQgYdQ7E4QgGKEe7klmmICSpP59J9G0w8OPguNCzjgH64Be28iVW/2OnPvLSMKzBFmQVztWU422gge4yzOHKtPoeOafi2JOwViO911UERDFvFX4PBJ+Q66esWoWkuoZa9Dg/AQTIHAQbEjpRKNpzZ7JCZ4M8lzXy1LIoIMcBmrnrB2QKoTABJl9yDPHYm1AeAmecH1k1sG1ks3KKA7iDMGnNIK1S8aXGmlMx8jqnzU6oHpyiD5j8gxxX1lp8OB6kXlDGmkBdt9sQ9ltJO9+bA+SwaC5Rkgk7c0IKNAaDAUBmB43QJs0pOUuBUdZQyY6JbqpUS1qBIIY9HvHL2G66UEcasMJfDC3uLAz3vnMM5n4pHWpS9e9TEVlDUmg0UuXPEhx/2zddtY7CtwwBygBCKqh8KBNHriet25Qwb7/GZ+W3P7SMzbNP5YgrmT3GQPGauCn8oIKgZ/lEdqlj2aClZQesLwIQtw1OafrGCgSkPBjH8ktJencz8vZgqAvB6XYJxAIBAKBQCAQCAQCgUBgvwhAqiDl/A8pJGPGi7ekzxDDXFamVRAI/g1JU2uvpA5d0vp5c7XEUy8xIIOw0iprV6sj8yfk/lOQQrTmSR90SAskv5DJ2SxmVJ2O7UAm3Onb5sGyXvohXl7P7O7fqguX07yPgoy6ap6RdYsQe3ZZ9ewi7P4/BmEyhJSCgX7pntn2Dh7e2k5El2vE9VDZ6oydNFSRIRUZ3T1KC/cyADOvPPeOGu4sSO1tx3bjfN53B/ZKUpfNvgQPFFBQfbVn2PcoKajd9ww7Cg5qjpGEww8wS4O8kh2l1li96JEwJ3X/HBtim7bF4siag6S939piztZWSjq3AjX0mIbgNnEP79j2ZtN2zLZsCpyQaeczypymrdnIFjMW6p0hgmSkIWacg3ERRICgQR7JPqN+IBuedvKAfPE5giwEOTS+Pl4RrImeHV8t26ZKQbMBMacFF63RIKKsH2XNk57ekHtIIGoDNxdr2446/xOA6Ejer17pZP2TdmEnDlWU9YWU05+b7DGKgW2zLdsy59JsggFqfZgzO20Y0k72tq55uHOqpplmzs8eGxD+ZI65VyBwkNyRghu/cfyJZnu+hRhj5ToZH8ScdQSBpy4cdQdEnrGyNl2S3tO94yucNmieOWbt0Opuy2xd5wMT6rRZfXwuLYkAk/nyiANwS9bpfTN1KVzmOtSDFxRg2VZrKpgB9psqRfvtZM1edPJ6zT84cW2sIeYWSX5am7+wD/qjeewyR/Q/RwFDGQFmbacNVx7NIR/xZ3GMP32ZNe9B0B8xzPHBQCAQCAQCgUAgEAgEAoH9IcALuLdLW17W6FCRTOtcybQj8Z5stEXckcqTeSULWoAcdrwbAVnA9CukCJJFRl8lAAQSCCBAkhKy6sTEDfDmM4dJmznvu+6ZX5kBLvAMULACwzM6MnT7Msgia3qwzQMGe/wNVDKgWvKe1ARkBJGfI1HGrR0CyAapZx+ItRsQqiGd1dp9m6VUod2TvBgyxFxQ5zxELTx13siLyZyrRn9xttINCt0Dgf/J0pN9JtuJWRpBF2p96SVNptgz3R6MoIafTDOyc4jruWsH7fjBkur657ruQg5BpY653emK5FJjzPEg5ws31pH6WCPjb3b0eWrTMQ7j52SC0/mBirIOCEKgPNg8UFJtNXXRYIBEHlM9CLs8IrJI/6mtx/sAeXxW5JFWa2SeCbqg4oCs095rywzt0Xxdk8EeLXu2GMIL7kNFjBCQeDdl5odqgaCFShgyGWEG3gQBCFKxRiHFXDvycyTrrFEwhpwTRMHUbH/3EAQUSf1Ds3SV79tIyV3ZiW4QfEkT0HB06vBRmeDYz/HJ6J8+7LJ0xp56O6QO/akvRqocUfeDpGXbvtYywTmc2zHKw+md6+G+YownDFbs1t2zqop5+vphKTCYV4ILmNYxj09aM6BygsOxMYeUClATfyxsQdCPhVmKMQYCgUAgEAgEAoFAIBAILAsBCAEZPZzLkd5DRMpkiWktJuLuhlcpwU6zhMs6+FHeCVID0aAGGXm1ZNZZby+mLgTUf6u9W9KpMMmGI8ffnPSlViAgqZ938r2HhDtp9Z7nBB1SQ0QysQQ9CAxAOsnuImFmLLsbbWXpwRWCy/HS40BGOR5zQtAirQsm04uJHZ8hq4kserlxHMZOFp3/ySYjT4ccEgyhtlsS+n5fzuTba01l9yH+Z48OSIUwVsqpppvgA9dFFp7aYAIzkFSZlglPV0mAL9eQXgtrinPOYYBgWRFNssRk5dn4N8dDgUDtOsfCTZ5r3TLT0NqkJprWclx3Wgu9J6Pc9SBBiVZ6yw9uiazX28paE66B7DMOstOUPhMUYV4hq6gABvPYv6WtRt0HQm4DSSBLhov6vftOpPuyLtyJ31vwpf03CFohQ3mg1pKEfne9ZaPlogwb75hCnt+2i05ao5AS6glKB+6YrMkLgLZsse1BIAh6rIZAIBAIBAKBQCAQCAQCgUDgGEPA5e8dEXKIHtlWtpR8oxiALEMuIcYH2yC5CmxQ140SATM4VAZpy7ukD3maeVbLwiQLLVO3hDQzFjLG/N4duj3LDUG/d6Yu0ovMHVXBcsZ1sHFDHHVuZUnbqu3mvGuLeZmq4UhPJpksOdeFlFrqioR4Q0rVFo4+2nxdQMb5fn8cmeAAgQaIptzkcdjHmC5PCYNnwQma0LGBeWC/oXxWBmmbBvABcGrLcVA3EBBYWykqc/9oN2TjYEEmH2ZN0IIx4WOA4R5yeIIYXljiAQ0u1GM7HuDxtoHJ7xfsl5aioFbgCiD22l9NFbzQg5p7AmJkxqU2KOZtfbmgIBHXS90+c4aygqBKbIsRCIIeKyIQCAQCgUAgEAgEAoFAIBA4RhGAWCPBpn6azKX3Pj+4uZYk5nLm90y0nPNzWZHptCZ7X5Aszrq7Mzw162nWGYM7CDvZVzLXjIcaZLZTkxZmEN/DuREM2FFviqQSxICApq7kZLoJPIiUJ1L3RzMWJ+Mtl9VjgKhsdVffpy3NwKSacxVDSkjJrpNVRjlAxpzShcOxEXCBMCM9HyqQ5XdvCDDh6x6TRC+XSBsHOtXGYd9HtfB3y0nsUydP8AiMCRhwfog5pRUEI6gFT4MUh+O6j+VjBkE/lmcvxh4IBAKBQCAQCAQCgUAgEAgkBntkhyF9mL6lvaBTcCDkNbVl42tXddjUfkMYkUI/Vm0AU2k8jv7jdSfImJBBQo/GlhLRI3FusuZk1cmiU4KQ1u6DMaoB6uvJljNHfL+2RCvBwxusOBLXvb9zYP5HCQQmjQSR0j7tC/umH83xrdRzB0FfqTMT4woEAoFAIBAIBAKBQCAQCAQeAQJkcCGKZNepfebffPXseE5fl1/d/AgGsMo/gvEcWXVk4mSOMcfDYR5ijsoBYn64zBNXGvQEhLbMNm24QLmE9zWP7cAIBEGPFRIIBAKBQCAQCAQCgUAgEAg8DhEgg4vcfCC//1rqx+Flr5hLQmpPxpxSgtESWfTVSU6RuuPAT3AitoMjEAT94BjFHoFAIBAIBAKBQCAQCAQCgUAgEAg8IgQSD7ZH9Nn40OpDIAj66pvzuOJAIBAIBAKBQCAQCAQCgUAgEAgEAoEViEAQ9BU4KTGkQCAQCAQCgUAgEAgEAoFAIBAIBAKB1YdAEPTVN+dxxYFAIBAIBAKBQCAQCAQCgUAgEAgEAisQgSDoK3BSYkiBQCAQCAQCgUAgEAgEAoFAIBAIBAKrD4Eg6KtvzuOKA4FAIBAIBAKBQCAQCAQCgUAgEAgEViACQdBX4KTEkAKBQCAQCAQCgUAgEAgEAoFAIBAIBFYfAkHQV9+cxxUHAoFAIBAIBAKBQCAQCAQCgUAgEAisQASCoK/ASYkhBQKBQCAQCAQCgUAgEAgEAoFAIBAIrD4EgqCvvjmPKw4EAoFAIBAIBAKBQCAQCAQCgUAgEFiBCARBX4GTEkMKBAKBQCAQCAQCgUAgEAgEAoFAIBBYfQgEQV99cx5XHAgEAoFAIBAIBAKBQCAQCAQCgUAgsAIRCIK+AiclhhQIBAKBQCAQCAQCgUAgEAgEAoFAILD6EAiCvvrmPK44EAgEAoFAIBAIBAKBQCAQCAQCgUBgBSIQBH0FTkoMKRAIBAKBQCAQCAQCgUAgEAgEAoFAYPUhEAR99c15XHEgEAgEAoFAIBAIBAKBQCAQCAQCgcAKRCAI+gqclBhSIBAIBAKBQCAQCAQCgUAgEAgEAoHA6kMgCPrqm/O44kAgEAgEAoFAIBAIBAKBQCAQCAQCgRWIQBD0FTgpMaRAIBAIBAKBQCAQCAQCgUAgEAgEAoHVh0AQ9NU353HFgUAgEAgEAoFAIBAIBAKBQCAQCAQCKxCBIOgrcFJiSIFAIBAIBAKBQCAQCAQCgUAgEAgEAqsPgSDoq2/O44oDgUAgEAgEAoFAIBAIBAKBQCAQCARWIAIrjqC/4x3vsFe+8pX2lKc8ZdlwXXTRRfbDH/5w2fvHjoFAIBAIBAKBQCAQCAQCgUAgEAgEAoHASkPgsBH0W265xS6//HIrFovz1/z1r3/dBgYGrNfr2Wc+8xm7/vrrLZ/P26te9Sp78YtfrP2CoK+0JRLjCQQCgUAgEAgEAoFAIBAIBAKBQCAQOBIIHDaC/tOf/tRuvPFGe9Ob3rTXdXz/+98XOX//+99v9Xrd3vrWt4qYn3nmmUHQj8SsxzkCgUAgEAgEAoFAIBAIBAKBQCAQCARWHAKHjaB/73vfs6mpKXv1q1+910W/853vtEsuucTOP/98/e6f//mfbefOnXbZZZctIuj//u//bhznIx/5yKJM/NIDhsR9xa2rGFAgEAgEAoFAIBAIBAKBQCAQCAQCgcAhInDYCPo//dM/2be//W0rFApWqVTshS98ob3kJS/R8F772tfaX//1X9vGjRv17xtuuMG+853v2Ac/+MF5gp7L5ewTn/iEffSjH7Xh4eEDXlYQ9EOc9dg9EAgEAoFAIBAIBAKBQCAQCAQCgUBgxSHwqAj6FVdcYffdd9+iizr++OPtve99r+rMW62Wlctle/DBB+1973ufiPnznvc8mcB99rOftdHRUX32pptusq985St25ZVXiqC/4AUvMOrVkcBv3rx50fGvvvrqvUD82te+FiZxK25pxYACgUAgEAgEAoFAIBAIBAKBQCAQCAQOBYFHRdAP5UTXXnut3X777fa2t73NXve61ylbnpLvn/3sZ3bNNdfYhz70IRF0CH273ZaRXEri03NBxpdu+yLthzK22DcQCAQCgUAgEAgE9iDw1Kc+1X79618HJIFAIBAIBAKBQCDwGCGw3K5jR4ygf/e737WtW7faG9/4RnvPe94jyfuFF16oy/3mN79pu3btsje84Q0i6PyOfW+77Tb73//7fx8UEgh6v9+317zmNQfdN3YIBA4XAngpbN++Xes4tkDgaCHwgx/8QMTq7W9/+9EaQpw3ELBf/OIX8pD5wAc+EGgEAkcNAToKfeELX7CPf/zjR20MceJAALUxz0LWYmyBwHIQOGwE/Ve/+pWdddZZVq1W7eGHHxbxfstb3mJPfvKT7Uc/+pFdd9118y7u/JyWbOedd958DTrf4+5+8cUX2x/8wR8c8FqCoC9nqmOfw41AEPTDjXAcfzkIBEFfDkqxz+FGIAj64UY4jr8cBIKgLwel2OdwIxAE/XAj/Pg7/mEj6NSQY/zGNjg4aK94xSsMM7d0u+qqq4wXSbaXv/zldumll+r7hX3QkbojiccsbtOmTftFPwj6429hHotXFAT9WJy1x9+Yg6A//ub0WLyiIOjH4qw9/sYcBP3xN6fH4hUFQT8WZ+3ojvmwEfQjeVlB0I8k2nGu/SEQBD3WxkpAIAj6SpiFGEMQ9FgDKwGBIOgrYRZiDEHQYw0cKgJB0A8Vsdg/ENgPAkHQY2msBASCoK+EWYgxBEGPNbASEAiCvhJmIcYQBD3WwKEi8Lgg6Id60bF/IBAIBAKBQCAQCAQCgUAgEAgEAoFAILDSEAiCvtJmJMYTCAQCgUAgEAgEAoFAIBAIBAKBQCCwKhEIgr4qpz0uOhAIBAKBQCAQCAQCgUAgEAgEAoFAYKUhEAR9pc1IjCcQCAQCgUAgEAgEAoFAIBAIBAKBQGBVIhAEfVVOe1x0IBAIBAKBQCAQCAQCgUAgEAgEAoHASkPgmCbovV7PPvOZz9j1119v+XzeXvWqV9mLX/zilYZxjGcVIPCHf/iHWoPp9q53vcsuvPDCVXDlcYlHG4EHH3zQ3vOe99iLXvQiu+SSS+aHMzU1ZR/5yEfstttus9HRUXvb295m55577tEebpz/cYrA/tbhP/zDPxj/53I5Xfmpp55qf/d3f/c4RSEu62gicMcdd9gXvvAFu/fee61cLtvLXvYye8lLXqIhxfPwaM7M6jr3gdZhPA9X11p4NFd7TBP073//+yLn73//+61er9tb3/pWe8c73mFnnnnmo8EkPhsIHBICMzMz9pa3vMW++MUvHtLnYudA4NEi8Otf/9o++clPivScc845iwj6hz/8Ydu0aZO95jWvsdtvv90+8IEP2Je+9CUrlUqP9rTx+UBgEQIHWoef+tSnFBh6/vOfH6gFAocVgeuuu85OOOEEe9KTnmTj4+P2xje+0XgOnnLKKfoaz8PDCn8cPEHgQOswnoexTJaLwDFN0N/5znfqhfT888/X9dKHeufOnXbZZZct9/pjv0DgUSOwZcsWkaS/+Zu/edTHigMEAoeCAL1VBwYG7Nprr7Xh4eF5go66iGfj17/+dWWS2N773vcaSo9QdhwKwrHvchDY3zrkswSGyGKed955yzlU7BMIPGYI8My76KKL7DnPeU48Dx8zVONAh4pAug6f97znxfPwUMFbxfsf0wT9ta99rf31X/+1bdy4UVN4ww032He+8x374Ac/uIqnNC79SCOAnOntb3+7rVmzxrrdrl1wwQX2+te/fp4YHenxxPlWHwJf/vKXbWRkZJ6g79q1S6qOv//7v58HA+knJP7SSy9dfQDFFR8RBJauQ0767ne/27Zu3WqdTsfWr19vr3vd6+ypT33qERlPnGT1ItBut7XWPvaxj1k2m43n4epdCkf1yheuww0bNsTz8KjOxrF18mOaoL/yla+0z372s6qvZLvpppvsK1/5il155ZXH1izEaI95BGq1mjKZs7Oz9olPfEJrEnldbIHAkUBgKTGiHviv/uqvFpVdXH311UZmncBmbIHA4UBgXwS92Wyq/pz/+RtNSdqnP/1p42U1tkDgcCHAu+Dc3Jy94Q1vsHgeHi6U47gHQ2DhOmTfeB4eDLH4fYrAMU3QiY6SLd+8ebOu52c/+5ldc8019qEPfShmOBA4agg88MADhkncV7/61aM2hjjx6kJgKTFK6y+RuKcbhpqoPF7xilesLnDiao8YAvsi6EtPzt/nZz3rWfZ7v/d7R2xccaLVhcD3vvc9++lPfyo5caFQmK9Hj+fh6loHR/tql67DfY0nnodHe5ZW7vmPaYKOc/ELX/jC+ZrKb37zm4a0k4hpbIHA0ULg/vvvV+Do85///NEaQpx3lSGwlBj1+3176Utfal/72tdscHBQaBA0uvjii+25z33uKkMnLvdIIbAcgk4G/QUveIFRjxlbIPBYI/DDH/7Q/vVf/1WJmkqlosPH8/CxRjmOdzAE9rUO9/WZeB4eDMnV+/tjmqD/6Ec/MtwSUxd3ai4vv/zyMKNZvev5qFz5nXfeqfpfJJuNRkO+CLhq/8mf/MlRGU+cdPUhsC9iRKnP2NiYJO24uCN5R9VRrVZXH0BxxUcEgX2tw5///Of2zGc+c17ifsUVVyh4OTQ0dETGFCdZPQj8+Mc/nvchWvqci+fh6lkHR/tKD7QO43l4tGfn2Dn/MU3Qgfmqq66yH/zgB0L85S9/eRggHTtr73EzUswJaZ1BvRstrH73d39Xra2Q1sUWCBwJBPZFjPBDIFh0yy23KIv+pje9ab7jxZEYU5xj9SGwr3X4vve9z2699VbL5/Nqc0WXlbPPPnv1gRNXfNgRoHxn9+7dlslk5s9Flx8UbfE8POzwxwkSBA60DuN5GMtkuQgc8wR9uRca+wUCgUAgEAgEAoFAIBAIBAKBQCAQCAQCKxmBIOgreXZibIFAIBAIBAKBQCAQCAQCgUAgEAgEAqsGgSDoq2aq40IDgUAgEAgEAoFAIBAIBAKBQCAQCARWMgJB0Ffy7MTYAoFAIBAIBAKBQCAQCAQCgUAgEAgEVg0CQdBXzVTHhQYCgUAgEAgEAoFAIBAIBAKBQCAQCKxkBIKgr+TZibEFAoFAIBAIBAKBQCAQCAQCgUAgEAisGgSCoK+aqY4LDQQCAxoGEQAACa9JREFUgUAgEAgEAoFAIBAIBAKBQCAQWMkIBEFfybMTYwsEAoFAIBAIBAKBQCAQCAQCgUAgEFg1CARBXzVTHRcaCAQCgUAgEAgEAoFAIBAIBAKBQCCwkhEIgr6SZyfGFggEAoFAIBAIBAKBQCAQCAQCgUAgsGoQCIK+aqY6LjQQCAQCgUAgEAgEAoFAIBAIBAKBQGAlIxAEfSXPTowtEAgEAoFA4IgicN1119nf/u3fzp9zYGDAzjzzTHvpS19qz3rWs47oWA50squvvtrq9br92Z/92VEZ0w033GBXXHGF/emf/qldfPHFi8bwi1/8wj7/+c/bQw89ZCeeeKK98Y1vtKc85Snz+xzs90flguKkgUAgEAgEAoHACkEgCPoKmYgYRiAQCAQCgcDRRwCC/t3vflckvdPp2Pbt2+0///M/7Rvf+Ia97nWvs5e//OVHf5BmdtNNN1mr1bLzzz//iI6n1+sZwYHrr7/eCF688IUvXETQIeUEDd7whjfYhRdeaD/72c/sqquusi996Uu2du1akfYD/f6IXkycLBAIBAKBQCAQWIEIBEFfgZMSQwoEAoFAIBA4OghA0K+55hr75Cc/uWgAP/nJT+yDH/ygffWrX7VNmzbpd1/+8pftxz/+se3cudM2bNgg4vnsZz/bPvOZz9jExIS9613vmj8G//7jP/5jfX7Xrl322c9+1u69914rl8t23nnn2bvf/W7L5/OLzjk+Pm6f+MQnRMYhxqeddppdfvnlykp/7nOfUwb9LW95i75eeuml9pd/+Zc6/tzcnFUqFbvssssWEfhrr71WgQbGu27dOnv729+uc7fbbWW8f/SjH+n8EGuy3hDwpVuj0RDhJljx4Q9/2J773OcuIuicf+vWrbqedHvve98rFcKrXvUqje9Av9/XrO9v3AQJvvWtb9mWLVusWq3aH/3RH+kcbAfCjt9zzH/8x3+0qakpO+uss+xNb3qTnXTSSfrsLbfcsqz5OTorNM4aCAQCgUAg8HhHIAj6432G4/oCgUAgEAgElo3A/gg6B4CUvuhFL7KXvexlOt5Pf/pTO/300239+vXKKH/qU5+yb3/723bPPffYW9/6VpFHCDjbv/zLv9i//du/ifi/4hWvEHn+nd/5HZucnLS7775bpHjpRkBgZGTEXv/61yubD1F/5jOfacVicS+CDjl92tOeZpBhiDVju/LKK+3rX/+69kdW/pGPfMT+/M//3M455xx78MEHRUiHhobsi1/8ot1333325je/2QqFgoICBAve+c53HhC3d7zjHbqGhRJ3iPnTn/50u+SSS+Y/S1AA0vv+979fxP1Av196wgON++abb7ZSqWSnnnqqSDqYo3wgGHAg7H75y1/a/9fe+YNi+4Vx/LBZhEVJWQykpJRJkf8GYZPIpCirkSITScloEqtFSSzKpsikyKjEYpCBkrfPVffT/buf+8956tfreR/fUxb3ue9zzucwfM/3uq6zs7PjlpaWXF1dnTs6OrIfOMDKd3+8/6jUUQREQAREQAQKICCBXgAsdRUBERABEShtAmkCfXl52ZzyhYWFPAjf398mVHHVcdgR1bi5PT091hdhjLtOLjth8ojhzs7OVJgI2pqaGnOzoy3qoCPQ19fXTaQHjcMEDg0aGhps/Pb2dnPxww3hPzY2ZiHorI2GWOcAAZc56uqH340T6DjRzKWvry/XFaYIYERx1vPoOpPmHQeOiIDe3l43ODhohwFJ7Og3MDDwnzmyL+wvufK++1Pa/wlanQiIgAiIwE8RkED/KfIaVwREQAREoOgIpAl0RB951ORXI2xxyMmxJuy7rKzMnHNcWJxpwqdvb29NKBJGjStL7jZuOwXWENO47+Pj466jo8Pejzby3xGNiH9EL6ISx5gWJ9D39/ddbW1t7jO42DjJzc3NNv7i4mJezjpOOpEBOOfh9vX1ZfMNRHvcRiUJ9NHRURPKQYsK9LTn0XGS5k0/0guOj48tCoH29PTkZmdn3cjIiNUOSGI3MTFhexJmznrhw8GC7/4U3R+vJiQCIiACIlASBCTQS2IbtQgREAEREIH/g0BWiDuiF7FMnvn9/b2FgSO6EdE4t7u7uybQX15eTPgS3k24+enpqdva2spN8ePjw3K+eV5fX29Cvry8PG8JfJeQbPrxzc3NTRsvTqDTB9c4aGGBjitMjjouergRGo7bj8MdhOP7cowT6Ijitra2vBB3wvM5LMh6Hh07ad4cjMBzbW3NcshpuO1dXV0m0GlJ7PgmfdOq8vvujy8r9RMBERABERABXwIS6L6k1E8EREAERKDkCSQJ9PPzc3O9cZVx0efm5sz9RpTTAic6cND5HQXdhoeHHe+SO45zHG2479PT025lZcVyw9Ma+dstLS0Wpl6oQCc/G0GKexxuFIhjXqurqwVXhI8T6AcHB1b8LlokjjxxDiyynkfXnzRvDkje3t6s0B2NInqkFExOTuYEevhbYXaIc6IKOJjIaoXsT9a39FwEREAEREAEfAhIoPtQUh8REAEREIFfQSB6zRquNaHUhLOTC861YjSKsRFujgh/fX1129vb7ubmxqp/B9XACb++vLx0V1dXbm9vz1VXV9u7/J6icFVVVe7u7s6cbSqjR8PJGbexsdFy2qlKjshEYJPXXqhApwo9xd8Q1U1NTe75+dmKyfFtDhUuLi5sLQhpqrxTuC6cRx63+XECHV7cjU6efnDNGoXxWB8F2bKeR8dJmjcOOtX2KQpHeD7h/ScnJzY2DnoaOyISOBChAj4HJ1S9v76+dv39/fYt3/35Ff8QWqQIiIAIiMBfJyCB/teRa0AREAEREIFiJYBAR/TRCDmvrKw0Z5siYq2trblpPz4+mqP+8PBgV5bNz89b3jnubCDQ39/f7fozXG/6Bg1xTwVy3FlE69TUlOvu7s5DgttM6Dn50oh5ctBxocmdLlSg8/HDw0P74Zo3wuQR2KyNfHquPzs7O7N8bg4ShoaG3MzMTOo2xQl0XkDs4nDDiPVx/Vw4nDzreXTQuHmTv7+xsWHV6TkoodAdYekcciDQ09jxfdZKhXsiH7iiLbjqDoHuuz/F+jeseYmACIiACPzbBCTQ/+390+xFQAREQASKmADV0AkhD19FVsTT1dREQAREQAREQAR+mIAE+g9vgIYXAREQAREoTQJUEifPGaeW+8bVREAEREAEREAERCCLgAR6FiE9FwEREAEREIECCBBq/fn5aWHthJJz97eaCIiACIiACIiACPgQkED3oaQ+IiACIiACIuBJgIJxXKvGlWYUgKuoqPB8U91EQAREQAREQAR+O4E/+UvBlfkSoVwAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resid = post_pred.posterior_predictive[\"obs\"].sel(chain=0) - confirmed_values\n",
    "resid_values = resid.values.T\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(min(100, resid_values.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(len(resid_values[:, i]))),\n",
    "            y=resid_values[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[0], width=0.5),\n",
    "            opacity=0.4,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.update_layout(\n",
    "    title=\"Residuals\",\n",
    "    xaxis_title=\"Days since 100 cases\",\n",
    "    yaxis_title=\"Residual\",\n",
    "    yaxis=dict(range=[-50000, 200000]),\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} Residual Analysis\n",
    ":class: warning\n",
    "\n",
    "Notice the systematic pattern in residuals - there is a bias that tends to increase over time. This suggests our exponential model may be too rigid for longer time periods.\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prediction and forecasting\n",
    "\n",
    ":::{admonition} Workflow Stage: Decision Analysis\n",
    ":class: note\n",
    "\n",
    "Models are often built for prediction. Let's see how our model performs on out-of-sample data.\n",
    ":::\n",
    "\n",
    "We are often interested in predicting or forecasting. In PyMC, you can do so easily using `pm.Data` nodes, which provide a powerful mechanism for out-of-sample prediction and forecasting.\n",
    "\n",
    "Wrapping your input data in `pm.Data` allows you to define data containers within a PyMC model that can be dynamically updated after model fitting. This is particularly useful for prediction scenarios where you want to:\n",
    "\n",
    "1. **Train on observed data**: Fit your model using the available training data\n",
    "2. **Switch to prediction inputs**: Replace the training data with new input values (e.g., future time points)\n",
    "3. **Generate predictions**: Use posterior predictive sampling to generate forecasts based on the fitted model\n",
    "\n",
    "Let's demonstrate this approach by modifying our exponential growth model to use `pm.Data` nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [a0, b, alpha]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "38d35c09764547859d1d3960223f9c4d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\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 3 seconds.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_exp4:\n",
    "    t_data = pm.Data(\"t\", df_country.select(\"days_since_100\").to_numpy().flatten())\n",
    "    confirmed_data = pm.Data(\"confirmed\", df_country.select(\"confirmed\").to_numpy().flatten())\n",
    "\n",
    "    # Intercept\n",
    "    a0 = pm.HalfNormal(\"a0\", sigma=25)\n",
    "    a = pm.Deterministic(\"a\", a0 + 100)\n",
    "\n",
    "    # Slope\n",
    "    b = pm.HalfNormal(\"b\", sigma=0.2)\n",
    "\n",
    "    # Exponential regression\n",
    "    growth = a * (1 + b) ** t_data\n",
    "\n",
    "    # Likelihood\n",
    "    pm.NegativeBinomial(\n",
    "        \"obs\", growth, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=confirmed_data\n",
    "    )\n",
    "\n",
    "    trace_exp4 = pm.sample(**sampler_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [obs]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ed35f8bf07fa438c9873633db618c206",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model_exp4:\n",
    "    # Update our data containers.\n",
    "    # Recall that because confirmed is observed, we do not\n",
    "    # need to specify any data, as that is only needed\n",
    "    # during inference. But do have to update it to match\n",
    "    # the shape.\n",
    "    pm.set_data({\"t\": np.arange(60), \"confirmed\": np.zeros(60, dtype=\"int\")})\n",
    "\n",
    "    post_pred_forecast = pm.sample_posterior_predictive(\n",
    "        trace_exp4.posterior, random_seed=RANDOM_SEED\n",
    "    )"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we held data back before, we can now see how the predictions of the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_full = df.filter(pl.col(\"country\") == country).filter(pl.col(\"date\") <= date)\n",
    "full_confirmed = df_full.select(\"confirmed\").to_numpy().flatten()\n",
    "\n",
    "post_pred_samples = post_pred_forecast.posterior_predictive[\"obs\"].sel(chain=0).squeeze().values.T\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(min(100, post_pred_samples.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(60)),\n",
    "            y=post_pred_samples[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[2], width=0.5),\n",
    "            opacity=0.3,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.add_trace(\n",
    "    go.Scatter(\n",
    "        x=list(range(30)),\n",
    "        y=confirmed,\n",
    "        mode=\"lines+markers\",\n",
    "        line=dict(color=colors[1], width=3),\n",
    "        marker=dict(size=6),\n",
    "        name=\"Training data\",\n",
    "    )\n",
    ")\n",
    "\n",
    "if len(full_confirmed) > 30:\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(30, min(60, len(full_confirmed)))),\n",
    "            y=full_confirmed[30:60],\n",
    "            mode=\"lines+markers\",\n",
    "            line=dict(color=colors[0], width=3),\n",
    "            marker=dict(size=6),\n",
    "            name=\"Actual (holdout)\",\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.update_layout(\n",
    "    title=\"Exponential Model Forecast\",\n",
    "    xaxis_title=\"Days since 100 cases\",\n",
    "    yaxis_title=\"Confirmed cases\",\n",
    "    yaxis_type=\"log\",\n",
    "    height=400,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} Forecast Performance\n",
    ":class: warning\n",
    "\n",
    "The exponential model severely overestimates future cases. This is a common issue with exponential growth models - they don't account for the natural limits on disease spread.\n",
    ":::"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 7: Improve Model - Logistic Growth\n",
    "\n",
    ":::{admonition} Workflow Stage: Model Expansion\n",
    ":class: note\n",
    "\n",
    "Based on our findings, we need a model that can capture slowing growth. The logistic model is a natural choice.\n",
    ":::\n",
    "\n",
    "The logistic model incorporates a \"carrying capacity\" - a maximum number of cases that limits growth:\n",
    "\n",
    "$$\\text{cases}(t) = \\frac{K}{1 + A e^{-rt}}$$\n",
    "\n",
    "where $K$ is the carrying capacity, $r$ is the growth rate, and $A$ determines the curve's midpoint."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic model\n",
    "\n",
    ""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [a0, alpha, b, carrying_capacity, obs]\n"
     ]
    }
   ],
   "source": [
    "df_country = df.filter(pl.col(\"country\") == country).filter(pl.col(\"date\") <= date)\n",
    "\n",
    "with pm.Model() as logistic_model:\n",
    "    t_data = pm.Data(\"t\", df_country.select(\"days_since_100\").to_numpy().flatten())\n",
    "    confirmed_data = pm.Data(\"confirmed\", df_country.select(\"confirmed\").to_numpy().flatten())\n",
    "\n",
    "    # Intercept\n",
    "    a0 = pm.HalfNormal(\"a0\", sigma=25)\n",
    "    intercept = pm.Deterministic(\"intercept\", a0 + 100)\n",
    "\n",
    "    # Slope\n",
    "    b = pm.HalfNormal(\"b\", sigma=0.2)\n",
    "\n",
    "    carrying_capacity = pm.Uniform(\"carrying_capacity\", lower=1_000, upper=80_000_000)\n",
    "    # Transform carrying_capacity to a\n",
    "    a = carrying_capacity / intercept - 1\n",
    "\n",
    "    # Logistic\n",
    "    growth = carrying_capacity / (1 + a * pm.math.exp(-b * t_data))\n",
    "\n",
    "    # Likelihood\n",
    "    pm.NegativeBinomial(\n",
    "        \"obs\", growth, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=confirmed_data\n",
    "    )\n",
    "\n",
    "    prior_pred_logistic = pm.sample_prior_predictive(random_seed=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior_obs = prior_pred_logistic.prior_predictive[\"obs\"].squeeze().values.T\n",
    "\n",
    "fig = go.Figure()\n",
    "for i in range(min(100, prior_obs.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(len(prior_obs[:, i]))),\n",
    "            y=prior_obs[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[0], width=0.5),\n",
    "            opacity=0.4,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.update_layout(\n",
    "    title=\"Prior predictive\",\n",
    "    xaxis_title=\"Days since 100 cases\",\n",
    "    yaxis_title=\"Positive cases\",\n",
    "    yaxis_type=\"log\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [a0, b, carrying_capacity, alpha]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cb2a63c86c5a44cfa1c14930ab1b3fa2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\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 5 seconds.\n",
      "Sampling: [obs]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1d67ce4de424403f881931f91291e50a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with logistic_model:\n",
    "    # Inference\n",
    "    trace_logistic = pm.sample(**sampler_kwargs, target_accept=0.9)\n",
    "\n",
    "    # Sample posterior predcitive\n",
    "    pm.sample_posterior_predictive(trace_logistic, extend_inferencedata=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_rank(trace_logistic).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_confirmed = (\n",
    "    df.filter(pl.col(\"country\") == country)\n",
    "    .filter(pl.col(\"date\") <= date)\n",
    "    .select(\"confirmed\")\n",
    "    .to_numpy()\n",
    "    .flatten()\n",
    ")\n",
    "post_pred_samples = trace_logistic.posterior_predictive[\"obs\"].sel(chain=0).squeeze().values.T\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(min(100, post_pred_samples.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(len(post_pred_samples[:, i]))),\n",
    "            y=post_pred_samples[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[0], width=0.5),\n",
    "            opacity=0.3,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.add_trace(\n",
    "    go.Scatter(\n",
    "        x=list(range(len(full_confirmed))),\n",
    "        y=full_confirmed,\n",
    "        mode=\"lines+markers\",\n",
    "        line=dict(color=colors[1], width=3),\n",
    "        marker=dict(size=4),\n",
    "        name=\"Observed data\",\n",
    "    )\n",
    ").update_layout(\n",
    "    title=\"Logistic Model Fit - Germany\",\n",
    "    xaxis_title=\"Days since 100 cases\",\n",
    "    yaxis_title=\"Confirmed cases\",\n",
    "    height=400,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} Improved Fit!\n",
    ":class: success\n",
    "\n",
    "The logistic model captures the slowing growth much better than the exponential model. The carrying capacity parameter allows the model to naturally plateau.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resid = trace_logistic.posterior_predictive[\"obs\"].sel(chain=0).squeeze().values - full_confirmed\n",
    "resid_values = resid.T\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for i in range(min(100, resid_values.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(len(resid_values[:, i]))),\n",
    "            y=resid_values[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[0], width=0.5),\n",
    "            opacity=0.2,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.update_layout(title=\"Residuals\", xaxis_title=\"Days since 100 cases\", yaxis_title=\"Residual\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What is the difference between the residuals from before?\n",
    "\n",
    "#### Model comparison\n",
    "\n",
    "In order to compare our models we first need to refit with the longer data we now have. Fortunately we can easily swap out the data because these are `pm.Data` now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [a0, b, alpha]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "21262e2f061744cdaa3a69da98073f29",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\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 3 seconds.\n"
     ]
    }
   ],
   "source": [
    "with model_exp4:\n",
    "    pm.set_data(\n",
    "        {\n",
    "            \"t\": df_country.select(\"days_since_100\").to_numpy().flatten(),\n",
    "            \"confirmed\": df_country.select(\"confirmed\").to_numpy().flatten(),\n",
    "        }\n",
    "    )\n",
    "\n",
    "    trace_exp4_full = pm.sample(**sampler_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e3f628a2ccd3491ebf6db10e357b64c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8bcc316d0879406dab2e92443683be6b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with model_exp4:\n",
    "    pm.compute_log_likelihood(trace_exp4_full)\n",
    "\n",
    "with logistic_model:\n",
    "    pm.compute_log_likelihood(trace_logistic)\n",
    "\n",
    "az.plot_compare(az.compare({\"exp4\": trace_exp4_full, \"logistic\": trace_logistic}));"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the logistic model provides a much better fit to the data. \n",
    "\n",
    "### Model Validation: Testing on Another Country\n",
    "\n",
    ":::{admonition} Workflow Stage: Model Criticism\n",
    ":class: note\n",
    "\n",
    "A key test of our model is whether it generalizes to other contexts. Let's try the US data.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "country = \"US\"\n",
    "df_us = df.filter(pl.col(\"country\") == country).filter(pl.col(\"date\") <= date)\n",
    "\n",
    "fig = px.line(\n",
    "    df_us.to_pandas(),\n",
    "    x=\"days_since_100\",\n",
    "    y=\"confirmed\",\n",
    "    title=f\"{country} - COVID-19 Cases\",\n",
    "    labels={\"days_since_100\": \"Days since 100 cases\", \"confirmed\": \"Confirmed cases\"},\n",
    ")\n",
    "fig.update_traces(line=dict(color=colors[1], width=3))\n",
    "fig.update_layout(height=400)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The US data looks quite different - there appear to be multiple waves. Let's see how our logistic model handles this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as logistic_model_us:\n",
    "    t_data = pm.Data(\"t\", df_us.select(\"days_since_100\").to_numpy().flatten())\n",
    "    confirmed_data = pm.Data(\"confirmed\", df_us.select(\"confirmed\").to_numpy().flatten())\n",
    "\n",
    "    # Intercept\n",
    "    a0 = pm.HalfNormal(\"a0\", sigma=25)\n",
    "    intercept = pm.Deterministic(\"intercept\", a0 + 100)\n",
    "\n",
    "    # Slope\n",
    "    b = pm.HalfNormal(\"b\", sigma=0.2)\n",
    "\n",
    "    carrying_capacity = pm.Uniform(\"carrying_capacity\", lower=1_000, upper=100_000_000)\n",
    "    # Transform carrying_capacity to a\n",
    "    a = carrying_capacity / intercept - 1\n",
    "\n",
    "    # Logistic\n",
    "    growth = carrying_capacity / (1 + a * pm.math.exp(-b * t_data))\n",
    "\n",
    "    # Likelihood\n",
    "    pm.NegativeBinomial(\n",
    "        \"obs\", growth, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=confirmed_data\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [a0, b, carrying_capacity, alpha]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a50852d050d04bc68a85895f12d89935",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 4 seconds.\n",
      "Sampling: [obs]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8a55e94dfa18438283e896f974404c2a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with logistic_model_us:\n",
    "    trace_logistic_us = pm.sample(**sampler_kwargs)\n",
    "    pm.sample_posterior_predictive(\n",
    "        trace_logistic_us, extend_inferencedata=True, random_seed=RANDOM_SEED\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_rank(trace_logistic_us).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [obs]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2567b2ff952643da82d603052eaaaf5e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GgCFgCBgChoAhYAjMaQSMoM/p6bXBGQKGgCFgCBgChoAhYAgYAoaAIWAIzBYEjKDPlpmyfhoChoAhYAgYAoaAIWAIGAKGgCFgCMxpBIygz+nptcEZAoaAIWAIGAKGgCFgCBgChoAhYAjMFgSMoM+WmbJ+GgKGgCFgCBgChoAhYAgYAoaAIWAIzGkEjKDP6em1wRkChoAhYAgYAoaAIWAIGAKGgCFgCMwWBOYEQT/ttNPk1ltvnS2YWz8NAUPAEDAEDAFDwBAwBAwBQ8AQMAQMgf0QMIJui8IQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQaAIEjKA3wSRYFwwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBI+i2BgwBQ8AQMAQMAUPAEDAEDAFDwBAwBAyBJkDACHoTTIJ1wRAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwgm5rwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBBoAgSMoDfBJFgXDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAEj6LYGDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDIEmQMAIehNMgnXBEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDCCbmvAEDAEDAFDwBAwBAwBQ8AQMAQMAUOgIgTe9773yatf/Wo59thjK7p+pi565StfKd/4xjekt7e3bBduuukmeeyxx+Rd73rXTHV1n/caQW+KabBOGAKGgCEwtxFIZUTiqZR0BVvn9kBtdIaAIWAIGAKGwCxHAML685//XHbs2CEdHR3y9Kc/Xc455xzp7OzUkR2oBH3Lli2SyWRkxYoVDZ1hI+gNhdcebggYAoaAIQACI4mUbIsl5ci+DgPEEDAEDAFDwBAwBJoUgeuvv15+85vfyHvf+145/PDDZXh4WL71rW/Jtm3b5Morr5SWlhYl6K95zWvkmGOOadJReN2qtwf9a1/7mhxxxBHyzGc+s6HjNoLeUHjt4YaAIWAIGAIgMJxMybZwXI6a32WAGAKGgCFgCBgChkAtCCSSkr7nQZFgUPxHrRFprY86LZVKKan91Kc+peTcNbzGeNDf/va3y0knnaQE/cgjj5Q//OEPEovF5LjjjpMLLrhA2tra5J577pGrrrpKotGo+Hw+ecc73iFPfvKT9bovfvGL8sADD0goFJLzzz8/R/DPPvtsectb3iJf/vKX9Vnr16+Xiy66SMkw7ZFHHpFPfvKT8s1vfjNnKBgYGJAlS5bIxRdfLIsWLdLr/uu//kt+9KMfSSAQUBJ9yy23yFe/+tX9JO4YHa644grZvHmzLFy4UI466ijtLxL30dFRHT9/l06n5cUvfrHK+X//+99r/1ARdHd3y/vf/37p6ekpem0tU8u9RtBrRdDuNwQMAUPAEJgUgZFkSraE47LWCPqkWNkFhoAhYAgYAgcIAuGoxN7/6SkMNguNm7gv/78rfFRXh7R/4pL9Ln700UeVeP74xz/e7+8g3RBryDQEHfL60Y9+VMnwZz/7Wenv75c3velNSuIvueQSOfTQQ2VsbExJeldXl5Jz5PIQfcgv1+CZb29vl5e85CVK/N/znvcoAf7hD38o4XBYzj33XO3Htddeq+9+7WtfK29729vkrW99q5J+CPkf//hHufzyy/WZeP0h0ZDun/70p3L11VfLDTfcsB9B//jHPy5Lly6VN7/5zaoQwLjA+yHoGCMwIqxdu1aGhob0mm9/+9vS19en73na056W86CXu7bCmSh6mRH0WtCzew0BQ8AQMAQqQmB0PC1bwjE5ap550CsCzC4yBAwBQ8AQmPsITImgZ0WUk08Q9Gx2739XilgJgn733Xer9xtiW9iuu+462blzp7z73e9Wgn7aaafJc57zHL0MYo/XGQn4Jz7xCfUsv/71r9+HGL/0pS+V733ve+p9puEhf93rXifHH3+8nH766fL1r39dli1bpn+3fft2Jdvf//739f+/8Y1v1OfG43H1fLv+YSR40YteJMTM/+xnPxO86njsaePj4/p3P/nJT/Yj6GeccYZ62jEc0CDgGBOKJYljvHj716xZsx9BL8Qo/9pKp6LYdUbQa0HP7jUEDAFDwBCoCAE86NsiCTlynpdgxpohYAgYAoaAIXDAIzAlgg5qM+9Bf8UrXiEnnHCCTuGePXvkvPPOE+LXIdH8G+/2U57yFPV240WHFC9fvjw35Uje3/nOd8oznvEMJei//vWv9TrXIMsQ49bWVvXQf+UrX5G///3v8rGPfUy99a5BrDEM8E683K961atyf/eyl71MvfT5Wdx5L33nfa6REI8EcLwT48APfvADJfv056GHHspJ/gs96OWurWVtG0GvBT271xAwBAwBQ6AiBIYTKdkRS8qa3nbx5/0AV3SzXWQIGAKGwBxHIJ7KSDyTkT6rdDHHZ7pOw2tgDPqZZ54pn/70p+Wwww7LdRYpN0Qb+fqJJ56oHvRTTz1V/vVf/1WvWbdunXq2Icqu4cFG1o7HHKk6HnS88MSpFzYI+s0337zPH+MRHxwcVIKOpxtSTWz65z//eZWxFzY85UjSkcDT6DPPRa5fWGbNedaR3NPw7CN1h6BjNIDYu7Hhkb/wwgs1Jp84+FNOOSUncS93bS0zbQS9FvTsXkPAEDAEDIGKEBhMjMuexLgc2tUurS17LeQV3WwXGQKGgCEwxxEYSozLjmhSnmgqozk+080/PDzRJFcjRhySTtK073znOxrj/ZnPfEa9yhD0RCKhsvNgMKjkfPHixRqDjtx99erVOtAbb7xRHn/8cSW9kHXi1SH6kG7+nFhx/qwYQYecX3rppeL3+3Nec0g3nnqk8SSBy2azsnXrVjn44IO1jjnx81/60pdkwYIF8otf/EKJfLEYdLzwK1eu1OcwPgg4UnsI+llnnSUf/OAHNUHdvffeq33AKABBdwnnuIZW7tpaZtoIei3o2b2GgCFgCBgCFSEAQceLvryrTYJG0CvCzC4yBAyBAweBwURKdkYTRtAPnClv6pES0w253rVrlyZxQ4ZOlvX8Ouh4mEnENjIyIscee6zGpuMdx/t+5513alK3gw46SGPJ58+fr1ncr7nmGrnttts0Phy5O5Jx7ilG0AEIIwFx5pR3cw1iDwnfsGGDesnpG0neaHjhiS2H1J988sly1113qde70IMO+XdZ3OnbU5/6VPXWQ9DJ1k5SOrzrZKqnr3j/IejI4C+77DLtEyR+06ZNJa+tZYKNoNeCnt1rCBgChoAhUBECA/FxiYynZElHSEL+lorusYsMAUPAEDhQEDAP+oEy0zZOQ2ByBIygT46RXWEIGAKGgCFQIwK7YklJZjIyPxSQjlZ/jU+z2w2BAxMBvKzZbEYWtAUPTADm8KiVoMeS8sQ+S6Q5h6fZhmYIVISAEfSKYLKLDAFDwBAwBGpBYGcsKRkR6Qn4pdMIei1Q2r0HMAJbwnHJZLOyorv9AEZhbg6dEKDtsYQR9Lk5vTYqQ6AqBIygVwWXXWwIGAKGwOxDYMNYTIlx/wx63bZHE+IXn7QH/NIdMA/67FtF1uNmQGBLOCFZycohXftnQW6G/lkfpo4AHvTtsaQcaR70qYNodxoCcwQBI+hzZCJtGIaAIWAIlEJg3WhU+oIBWdgWmDGQtkeTmhyODO69VkZoxubBXjy7EdgcjgtVCg/uNII+u2dy/96TSBOlkUnc59rM2ngMgeoRMIJePWZ2hyFgCBgCswqBR0aiGvvdP4MEfVskIZ0Bv5ZEmReaOUPBrJo466whUIAAEncxgj4n1wUEfSCWlMN6O6QFK4w1Q8AQOGARMIJ+wE69DdwQMAQOFATWjUSlL9QqC2dQ4r4lEldinkx7ieKsGQKGQPUIbI7EpUV8srwzVP3NdkdTI0Cli+FkSg7tbhe/8fOmnivrnCHQaASMoDcaYXu+IWAIGAIzjAAe9HkzTNCR5uLBj4ynZWG7ZaCe4SVhr5+lCGwKx8XvM4I+S6evbLepdBFJpTV8gVAga4aAIXDgImAE/cCdexu5IWAIHCAIqMS9LSD9M+S5zorI1nBcFrUHZSSZ0n9bMwQMgeoRwNDV0uKT5R3mQa8evea+A4IeS6XloI6QBP0tzd1Z650hYAg0FAEj6A2F1x5uCBgChsDMIzDTSeLS2azsiCbVcz4YH5clHUbQZ35VWA9mIwLqQTeCPhunbtI+s0emsllN5hkygj4pXnaBITCXETCCPpdn18ZmCBgChoCIPDwSkQWh4IwliUtlsrI7ntQY+N3xcTnICLqtS0NgSgg8Fo5JwNciyywGfUr4NfNNj0cTmkRzQVtQ2oygN/NUWd8MgYYjYAS94RDbCwwBQ8AQmFkEZpqgJzMZGUyk1DNEPfTlViJqZheEvX3WIvDYWFRafS2yvMnqoMdTGYlnMtJnJRSnvLYg6ISe9wYD0m4Efco42o2GwFxAwAj6XJhFG4MhYAgYAmUQmOkya/F0RmPPF7cHhRjaQ5qMXNjimTkEHhyKyMFdIekKtM5cJ2bRmzeOxSTY0nwe9D2JcQ1fWdPbMYvQbK6ubo0kVNre0doina3+5uqc9cYQMASmFQEj6NMKt73MEDAEDIHpRSCbFVk/FpO+oH/GyqxB0EcnksNRbg0PuuUo3ncdbBiLqcKg+wAjqvcNhmVFd7t0B4yQVLIzbByLS7BFZFmTqVAIYRlOpmVNT3slw7BriiDw4FBYYumMHN7bKV32PdgaMQQOaASMoB/Q02+DNwQMgbmOQCYrgtcNAjRT2dOjqYxEU2mNgd8WSciSjpDV+S1YeA8MR2RZR0h6DzCJ8P2Dnge95wAb91T3nU1jcS3B1Wwx6GQgH0mkZE2fedCnOrf3DUUklkrJEX1ds9JglWHgmaxWGbBmCBgCtSFgBL02/OxuQ8AQMASaGgEStG0Ox1QyuXiGSjNR+zyRycj8UEAejyRkYXtAAi1WRih/4dw/FJaDu9ql5wDznN074UE/0MY9lU0jk83KlnDCy+LeZEniBuLjMpQwiftU5tXjtVmBoLNfr+5pb4ihDhVTSkTmN8gY9ujozBqCp4q93WcINCMCRtCbcVasT4bAAYrA7lhSxrMiSy3Ld91WAAe+bZG4xjbiuZ6JNjaekvFMVgn6zlhSE0lZGaF9Z0IJeme79AQPLKk3pGRFV+iAk/ZP5TukXOH2aFKykpWDm0zirh70ZMpi0KcysSJKzB8cich4OiurutukLxSY4pNK30aCzmQ6Kyu62+r+bB4IQSeXxOL2vX3HMBv0+cTnM696Q0C3h85ZBIygz9mptYEZArMPAe8AkdGYVGv1QQA8IcXIYg+aIYLOwZ1Y+L5Qq3CQR85sZYT2nV9isQ/Bg14lQeebwfgxGxLvkekb4QRJzlzDg35od7vF3FbwuUPi+H4g6gc3WaJFI+gVTGCZS5jbh0Yiks6KHNLZJvNC9U+aiHqJihorG/T7umEsLh1qCA7mRnr3nrAc3tcu7f4Dy/BY22qwuw0BESPotgoMAUOgaRCgzEwilZFDLdFQ3eYkkc7IQGJck7ItnUGCzoCIrx6IJ/Ww1tnEUm6IJJ6f6YwH9wh6W9Wx2By6U9nZQdA3jcWktSADuSWJq/xTxxDD9wOZazqCTpK4REoOtyzulU9o3pUQ50dG4loHfWlnUBY0wINO/g/2ihUNMu6Q66TDTyhVHkEfHNOkd1Y2bkrLwm46gBEwgn4AT74N3RBoNgQej8Qlmck2zMLfbOOdjv5A0AcT45KdQYI+lEipB59EddRDD7b4mtpjujs2LsPJ6Y2nnWoM+jb1oGdkZVfzq042hRPS6iMDuRdqQdztwyMxDWmZTmPIdHx3jXgH3zJx3hB16qA3k2h4Vzwpo8m0HGbG1SlNfSKTlUeGw8JGfVBnSPrb9pLcKT2wyE0QdN0rGuZB9wh6vgf9LjzoPW3ScYBVp6jXnNlzDlwEjKAfuHNvIzcEmg4BvIGU5Fplh7y6zU0sldYya4EWnxzR21m351bzIGokI2knUd1wMiUk+e1p4gObJ9eFoE8PXhDVh8ji3tlWNVHcEO/xAAAgAElEQVRVgp5u3KG7mnme7NrN4biSSuf9Rc67biQqBxlBnww6/XsIOuEieFuXdrZJM6VZ5JtRgt7b/IYiMESFsKCt/nHeFU1kkYv43Vs/GhW/r0X621obUhJzWzgu49nGGcApAdjW6pOD2vfmOiGEhd9zq+s+1ZVh9x2oCEwbQb/xxhvll7/8pSSTSXnWs54l5557royMjMgrXvEKOf300+U973nPPnNwxx13yKWXXioXXHCBnHHGGWXn57TTTpNbb731QJ1DG7chMGcQIJ4WQrmqx0r11GtSKXF231BYgj6R4/p76vXYqp6TL2vncExrZo+pko3x6fMGQlTXj0RlcXtQ4/SraRB0yEajZKvV9GWyayHoft/eEmH0m0M9Wf1JHGitPALsjeFURpLptCxuD6kqpVkaeS7GkinNQN5MCcEymaykJLtP3oNmDKWiDOX6kZi0t7ZomAt7Qb1boyXuGyYk7s6DTonPB4dJAtnW1IqpeuNszzME6oHAtBD0G264Qe666y5573vfK729vbl+Q9AvvPBCicVi8t3vfleCwb0b0qc+9SnZtGmTvOAFLzCCXo+ZtmcYArMAATzoxP6SNMpafRCgxBk1tpGVH7uguz4PrfIpu+Pj0tXaIu2tfsnP6F7lY6bt8l3RhIyMp6ctIzVE9bFwTBaEglUnh2q0bLWeoG+CoIuoPJuGVJu49PltAc3wb608AhjbIHIkflzUHpw2gr5hNCYHd7dJoEwmboyribSXC2G67AbU3Z5MRTA2npbHxmJy9PyuHLg7YkmJjmMIbp7fmUgqLY+OxKQ76NcKF43IF7I1Epc0xrwG/b4+Fo7r74zrO/sa6q2l7cGqc2vYXmAIHOgINJygZzIZef3rXy9XXXWV9PTs672BoF900UWyatUqedrTnqaedVo8HpfzzjtPTjrpJDnkkEOMoB/oq9TGf8AgoB50JO4NOkBMFUiShkWp4z0LvXzh8bTKp5G4zxRBxyONx5yDJwdR8GwmeWnhutgVG5fR8VTD4mnHUhmRTEa6J9YThGtzJC7zQ0GZX60HvcFxpVP9ZordtwWJu09k+USJMCTbGBhYG828HuqJQS3PwtiGARMi3N8W0G96OtodA2Ny1LzOsqURMa662Hj/9HRLHhwKy5KO8hnP2f9IXpZP0ClVx9pb2aByY1OZE5RFfAtdrX7xt5Cnof6l0Ci3qWqbBv2+bhiLSpvfnyPoxLtvGI1rTHozK6amMl92jyHQaAQaTtA3btwoV1xxhRx33HFy++23S2dnp5xzzjmydu1albgjbYeMI3//2Mc+puNFrs59yOFXrFhhBL3Rq8Cebwg0CQLbY0lP4t6gA0SxYT46FpPlHaGyh0+SrJE47Al9s096jwfpkZGIetuOmd89I4mldkST6iXFuxJLZSScSsvCJor/LFwXyHXp4+oGrcPNYzGVAbtYbMgCslvi8qslqo2WrdZza8Bb3lIwbtZGV8Bf9bjr2a/Z8izIJvHnJNLEkJNfrq6RY4Cgr53fpd9vqcY6JBHlkmn07COfpnRkufCIsfGMbBqLav9d87z9zZW3YU98XFAaEatNTopG1CpvdL4KDCEhJeieGhaM8dqjjplnCplGfqL27DmIQMMJOqT8sssuk0suuUSe8YxnyPr16+U///M/5dvf/rYkEgmVuF977bVy1llnqZe9r69Pr337298uv/rVr2TlypX7EPSLL754v2m4++67LQZ9Di5OG9KBh4DGBqanV+JOltknTFKnFYKOF/iIvulJGlbPmcczgxECgr52XtekktB6vts9i3mFkAdaWjQJ4EhiXBbPUMm3Ssa3M5qQ0VRa1jQoFwKx2BDV5RPZzMEE2S3eMzyj1bTZJHEvHDfGGkhJRyuJsaobdzUYzZVrR5MpQdbNHgkpRZHS6EYc8T2DY7r3keixVNsS8fILLGwLTptnn9Cdg9oJCym9dgip2RxOqAIgtx9pKFVWDm0iDzrfAfsi34LXt/rL7yHLeNAblcVdCXpLiyyd2NdYp6gVkO03omxco9e+Pd8QmEkEGk7QSfb2ve99Tz73uc/lxkks+tlnny1Lly5Vgv6tb31LyfnixYuVxEPov/KVr8iXvvSl/Qg6ZLywQdotSdxMLiN7tyFQHwQ8CZ6X5Xma1Jty58CYHDGvQ2tzl2qUBiMu+Yi8Q159Rtz4pziCjveLLO4zkVgKgr6ozYuZdbWc8Xw1a9sZG9dY+UaVjNo85km9nQedsA4S6SEPrVZZsDUc19rG1R66VV4eTUyrWqUwizsx1Ri/WJvEVFsrjwAEHS81c+dCRhqNGYQOT/Wa3o6yBJ25ZR4hy9NhOGDcDw17iRXnlQkL4TumvN/avL0boxZKhEaQ4KnOh5PdkyQOpQTJ9qppYHHEJAovjUHPSkMSSlK/nRwT7PEuhEUNcBgd/GaAq2Yu7VpDAAQaTtAff/xxef/7368ec9cg5eeff74sXLgwR9DxrF955ZXyzGc+U0KhkLzsZS8rStCLTZtlcbfFbAjMDQS2RhI6EGLWWsskJKrnaO/eMyZPmMQ7RB3vHbGEPHEWetCpm7wpktAET0/o7ZgRgs68kjgIowtkEjVCI5Ig1Wtd4EEnNOCw3saENBR6konLH06k1PNYLVFVibvGlVYXs0qysXUjMTl2wV7pb73wK/UcJehI3Cc8bMRUo1TANFbtuBvd16k+HxLNPy4R3lSfU+w+r0ShT+KptCbdKufRrtd7IbLrR2NKZttLeNAxGkD+8J5Ol+GA8T04FJHFHeRtKO1Bx0CJEeuoPIk75caS2cZ4qaeKO/kZwJE5HU6My+FV/NZw3z8GxuSEBV26Pkq1RnrQUVqwFxFDlfu+U2kZSaT0N2eufN9TnV+7zxCoFoGGE3Q6RJw5JJpyavfff79cfvnl6jWPRqM5gs51xKaHw2G5+uqrVepezINuBL3aKbbrDYHZgwAHeIj5wvbpkUli9b97EIl7Z8nDJ+jh5SMueTYSdPqOZyPo8+mhb7oSS+WvOg6fzltMfOXj0WRO3t2Mq1Nj0Kfgxap0LIWe5PB4SoiVxYBRbXml2UXQMcB5mb5pYEysP5Si2nFXivV0X8f3hhri8N76h8PwbL5fQiK6Aq1l96xKxo3xjoRzrixWsXvw1iNdPrizTToDxVVG6WxWyCVA37oDfq3WMB2N5JeL2kNlEytCdtlv8C478oqiB8PDyq7qvNSNHNNjY3EJ+n2aV4B5wThYaa49wh7uHBiV4xZ0a5hBOYLeKA86RkL2TfZ3t9fzfZMQs0Wyc+b7buQasGcbAvkITAtBx4tOojj+vWDBAq1tfsQRR2iSOCdxp1PXXXed3HfffblkcUbQbbEaAgcWAhC5oL9lWuMr7x+OyKruNk3OU6rpoTvGoam9rIeiGWeL5EN4sPGgH9bXUTbRU736j+Hj4ZGYHor57y2RRI6U8Q4IqiNp9XpnPZ9DEilIELLxSg/J1byfdU5zB1m89chBM5LVJFvVNE/iLlVnpMZrT+316czsT5I4POhu7vE0k5Uc0lDtuKvBaDqv5Xvbgwe0AeoL9iHk4yTSJCSnFGGudLxabixF1YzS6guUFuwfyzpCJd8HOUMVw95NDHXHNBB09RrvHtFs5+XUOEPJlOyOJWR1T0eOvCpBb7IkcY+OUmKtVdUkrKHVve1lyXb+HKNKuncwLEfP6yqrkCJPQDYrDdl7WQPE0WOsIUkcxhC+7zv2jMkhnW1NVdKu0u/DrjMEZhKBaSHojR6gSdwbjbA93xBoPALOs0ocI9ms21obnwCJQ8XDwxGVB+ORKtV2x5IyOp7W66ZLel8vxDk48w8HJur+TocslkPaHQOjctLCXk1q9XgknotLZFye5N07xDVj80pGZVSmXM4jNdW+F3rQkeESmw9pcAmWKn02WHqJn6qTuBcrP1XpO6d6XaFhggM8GcmnMu6p9qHR9zWSoOOZh5hjPOI7rpWg4/GkHvihZeKdMeRwHTkkyLZfrLm8Enh/2bfLGTvrhT97zO+3D8vKrlDZZI5agSOelNXde8N7mjEGnd8hKjiwJ7KG2Ksr3XvYq+4fimoivHIKKS/ExCtzWO+d160BpO6oYZC1833ftSciyzoDaiCxZggYApUjYAS9cqzsSkPAEGggAk4iB0Hn4DkdXhjeuW40qgcWpJmlGgdUEnnhRZoJiXgtsNP3wXhSsr4W9ZRNF0G/a2BMju/v1rjKndHkPsQTAkzsaKUH0FrGP5V7OcDjzcYz14g+bg7HxCd7y6xB0CEc1IevlqBz6Kbhja/m0O3qLudLf6eCVaX3YIADVzzozjhDTDXrIzaernrclb53uq/DmIfXthEedDyUZPpnL2KfLEWYKx2zetDH02W9m6g7MAz0twVL7pHI4JlLqjTUo1+V9J+9+4/bh3Tdl8N6Szgh9w2F5dRl83N7N55kgqUpr9ksNsIHhiCyIZWID8THVb1T6W8NRi4IPqFapUrh4TnfGk2IT7Jamq7e+xprAGk+BlmXEJQ1gUJtUSgoa3qbJ5ygkvVl1xgCM42AEfSZngF7vyFgCCgCKpOMJzXREDLOWg+flcCK5474yiUdIU1uVKrtiOJRzWps/HQQ3Er6Xuk1kGEyGSODpr48WYIb3fDo3DsYUfm0O3AeNFEbl3cjIafsDpLYZmx4ev0tlIzySsPVu3lZ3CHoXiZ7khBCFEiaxiG9muYlnBNZ2tlWVQk9Ds87Ywk5LE/6W817q73WxSlzn/Ow4d2k75HxTNXjrvb903X97ti4DCUbE4OOEgZ1USyTkVafSHcZ1U8l490eSUg0nSmbMRxDDiQdA2apPVJLJyZTGj+N57ScsbOSflVyDXv3X3eOaGhEueoafMuUY3vGkr6c0Xeq30wl/ZrqNUjUD+3pkHQmo4qnFd3tFYcjQY7Xj0bVS13q9wnPNtJ+vjdHoKfa12L30QfWAASdpH0YCvi+143EpS/k1wSl1gwBQ6ByBIygV46VXWkIGAINRICkPZQz44edg950EHTiX/GwQMTKEXRILgSqLxiYFoJbT5iRQHN44h+8MsSINrrh0XloKCJHzutUzzBkMD8JGFnSe0OBpjV2aMkof0vuoFlvvFhz2bxkaUha8ZYRRuFqo1fyTpc9G29YtYdu3jmYSMqqaSLoLk4ZN7/rq5f0rEUP9tWMuxJsZuoayBXjoSxZvRtqGOqf40GHaEHWa2leDHq6bKk9jEfRdFo996X2SPpDokPyXGB4KreX1tLf/HvZu2/bNSbzgn5Zm5ehvfD5m8biQgK24/q7tF/6zUwY4Mgs3iwhS3dpNZEOSaa9eH7yNFRaro6cBI+F45ppvxRBdwo1fseq3SsqmTOMNEjaaS6TP3vMo2MxXbNrejqaRq1QyXjsGkNgphEoS9BTqZS0tu79AchkMvLQQw9Jf3+/LFq0aKb7nnu/xaA3zVRYRwyBKSOQyGS1vAwe9BaNQ298JmAOFdRex+JP/d5SjWtaJ4wGjYivpPY7xAWvWL0bibkyGVGvG4e+6TB8gOu64YgcMa9L0pmsjI6n9imz46S60+HNrxZPj/Qm1FDUR01nmFCdW2GyNA6yIT8ep1RVCZxcfD8EfeFEnflKu4qMFs8oxLhSKW2lzy52nRejOq6H9PmhVjXCebXfW6oedy39aPS9kCsMLYdVWce6kn455QmE2BGhSu4rdQ2lI70kcaXlxxhR8FZDFkvtkcSpE56B97we/apkTOwxd+4ZU8PB0WUI+qMjUdkVT8iq7g5Z3BFSgyGEne98RRdrv/EGy0rG84+BUVUcgSOKLb7LSrPhM4coBQ7pbiuZ2d8lcaOKAuEK9f7mMfSgAAJXl8mfb2FzJKG/5dR1r7esvhJc7RpDYLYiUJagf+hDH5IXvOAF8tSnPlUz8VLPnHrlyWRSLrroIq1Z3gzNCHozzIL1wRCoDQG1wI+nc4SoEV6Y8WxWDwnuSMZBF5lvTyBQtlQPhx/IJIfUWmWlxVDaGk4IR5sVE+WnakNy37vxrPizIiPjKfWgTxdBJysxJAUqgXcNAukahHS6kklViyUHeIhQ0O/Xg2UjQhoKk6WRxIokhcQvV5Pd3tWUhxZVe+jm8Ezm+IM6QxVLaavFMv96F6OKh9UZPqY67lr60eh78XKPJVNKSBhrPRvrku8IQlwPIlxJDDpzhFUFc2mpeuMkHEQ1g4GR76ecsbNeeEAI7xkMa0K6sgR9NCajybSqpJZ3hTSU6v6hiJZZgxCXitmuVz8reY6XkX5UTujvkWgqJdujSc1OX6naCWLM2uBbLmVAdkncWJHMT6Xe+Ur6zzXOSMNYyB9D3ym9R786IOjd7WUzzFf6HrvOEDhQEChL0F/+8pdrTfKFCxfK3/72N/3va665RtatWydf+MIX5Otf/3pT4GQEvSmmwTphCNSEgLPAt7X69RA1L1SbfLNYZ4jT6wm2qsTPHSr2xJPS2dqqGXRLNSTPzmDQCMPB1gj1Yz0Pd73bo6NRafe3ylByXJ8/HfGhzCWYIbmEROIVysfX1XNuhLGjVvwgGCS1C/hJwlV7reli/cklduskSZVPs2SzriBD1WRYVrIxHFaVwlHzuqo6dEPONK9C2/SEGrgYVfDgG8TwsXfc4+oxrC+drXUlTO1+yBVj5Vurt/iCJHuEivB9YfhCOlxLqyQGHUOO84yXIugoMVKZjHqjIb6lrqulr7G0Z5Qgi73u3eNpJdptrT5d+6W8s+tGolqRAUJKjDb9e3AoIolUWo7p72mIAa7acbJHklTzhP5uzQnAGjqoPVhxln4MJHxL1LMvRdCdgYws8U6CXm0/y12PETaRzqpCBqzpB/Xn+X3lW6cCCqoZa4aAIVAZAmUJ+gtf+EL5+c9/LoFAQC699FJ59rOfrR51pO5nnHGG/PrXv67sLQ2+ygh6gwG2xxsC04CAs8DjWeUw0YhD3npqzbb6NYO4I+jEWHKA6C9B0F3MYm+oVUi0U+uhuBiUHLw5pDXCg+6NuVX2JD3yNx2hA8wlYzq4s009anjXkDW7RowuTWMWfaLXNUtzUuxAi6jEtN4hDa6cIOMlSzwkTmOLQ54HvZpkb0iPHxyOaB1xSixV4xVzeRXwpjVCJVA4ny5GFRLuqjS4mGpCHhwWzbIOptoPEnGxhqj44IjtVJ9VeJ8rT8j3xTtq3SMhghDfchJ3PKDt/hbdn1BpFGvueyaem9jwWvtV7B1bIgmhiDdZ293egUoHjJ/Y11kSa8h4W8AvyVRas5yzDtcPRySRETlqfue0rP3J5h+jwX1DEXnSgm41vmwLJ2RJJ1nzKzPAEEI0GE/pb1gphVQxA9lk/arm710iUu5xCQxRhvHnhIcd0hWqan+q5t12rSEwFxEoS9DPP/98wYtOHPoXv/hF+f73vy+hUEgGBgbk3HPPlZ/97GdNgYkR9KaYBuuEIVATAk4mCVngkFKKMNfykg2jMSUHLmEZh4dwKqPyTRIGFWsuuQ5eBw455TztU+0bZBYi2wgP+sMjUekPBYR4U4gw3stGN+YSDy2kC89aoeyVAyXGDv7dQrmjKjOXN7L/ztNEkjjnCarn+yDTxJgSC7q43SNxLrZ4IDFeVQIn+sr8jqezVZMNyB5xqCgqai1pSEj0wyNeUsBSjW+aWFkIugtvcOOGoFNJwT8HXOiEL2B0cXNbz7WD8oI9gu+rHnuRMyYc3ImhqDj4GHJ6Qq1CIrL8MJX8cQ1PVCHAg96ovdurfOCVE6RhWN0S8coVlisv9gAy+GCrGhgYJ2qTR8fiGldPicFa13495hfMHhmOynH93WpAIIndoo5QxcZUDCTkb8HYVmp/zxnIfNIQZRDhaRk2ddKp+LxEcZvCcfWqiy8rB3e0zboEq/WYW3uGITBVBMoS9Pvuu08++tGPqsf8kksukZNOOknf86tf/Upuv/12+fCHPzzV99b1PiPodYXTHmYIzAgCTiaJ1xLPainCXEvnkHsjZ0cKSONQQQ1mzWxbiqBnvay6ZHBv1OFzaySusn5ixOvd8CChGIAwI5ucjvhQ5hJpKaV1OBjT8kMDnDEGWSTEoNkIOgdeiLNHYOtr0HDJmsji7rIpu9hiJO7VJHuDpD0yCkGHbHRWRTYge6gD6pELQCW6e8bkxP6eksvXKWSQ9Lta2RBEMOD70oza9daE1/tjquB5eysAeInw6tkg/xDUehF0jDR8npRALIU91+AR51sttUe6kJVWX4uElciXDheaKh7gChl3pQnJY0FZToxT1EFnHRc21CoPDkWlty0g6Uxa+kNBDSmhtGYi7XnU662Qmcr4+B3aPBbTbPRK0COTVxbJfw9VMsLJlHQHW0tm0HcGMgyDjVAGORWF6xf7/caxuIZiQNyXdpaW308FM7vHEJjrCFiZtbk+wzY+Q2CWIOB+4IlBxxuQX5arXkPAg87hxNXk5p0QJuSijrQXvst5VElsNZnhALloyO+vqh4179umstiMrOyqL0GHGj80HJGDOkIaV93fHtD6441ueLf+smNInr10nsqvOTrne3bwpGrOASqF+FqaqgY2nkJUFZDzepSyKsQ6l6zJ58tlM0dBgQd5VyxRVbI3+roBb2AmoySlUrLhZPYkPkSxUul9pdYN3whS+2Pmd5eMu3ZGGZ94iRpZD1RHwNOMBx3FTL0zSzd6nRcjhMwl6ot6VwBwc4Yxy30/taqMIL3IkRdNKDmK4cU1EPMR9uSOUFFIIeioTfxCqcDGGFc1sWJeOMyuaEKGkl5yutU9JFTbv+oHezsGrN6gXyTr02uCfp/cPxiWcDojT+7vqSppJmqggXiq5G/FVNcb+yXhHnj0GQ+YLwi1VmxMBX/yfKAOK5UjZa+BTLRSCtfWs2EkwNiKDsPlkFk/ElXDD2NCTYX8nt+DdSMRNSi6xpoZSaRy6oh69sueZQjMVgQmJehkbH/wwQdl9+7dcuqpp+o4x8fH9d/EpjdDMw96M8yC9cEQqA0BJ5Mk3nFPYlxJZb3bRiXoLUqGaBwqkDxCMJaWkFlz8OEAwcFnKOFJcUu1ewfDGkderYx8SySuniwkmPXM/Iy0/JHhiMY174qNS1/IX1KmWk+sSQx0265ROeWgPsW3sK69k1uSRZ/ayaWwr2efKn2WIz+QRQ6b1c7lZO9hrbHuaI7EQT6WdULQk1VlWKavG8eiegCuhqC7RHjtAX8uXnSyfpf7ewwF60fjcuS8jlyyLr4bEl653AOeQiarBN7h6sVUe+Oe3xZoiozateCgtd7jJFVrqUsFANSLrBS+HxcawTpxdcdLSc4rHcNeb39x7J1RAII+qGEIxcOAKJ8H+fW3iLCPN8K4WhiDToZw6rNj+CFjfjEjkxL0kaiuQb5mlFIYaO/eM6bG1mccNK+qpJl8uw8MReX4/q5KIa7oOpQz4LZmQnGEhx9DaqWx/BB0lAQYH0oppPKTuBXuxxV1cpKLhlAd+URJOvs7/ScpKwZr1AooZdhLmRNV2yzcq7bh+x9LpTXTuzVDwBDwEChL0Ddt2iQf+MAHJBaLSTgclltuuUVvIjncP/7xD6EMWzM0I+jNMAvWB0OgNgTwImBth6Dzg90I0rZhLCptfr+SAhoHG7x5ZAQu9T6XXZ6DD4dvd2+x0ZJVGJKdT+rwxnYVkV+6+ylhyeGT+Nt6x60iPcaLwdh2R8elO+TPZbCvbbbK340x4K6BUTlxUY8aHgpl1I6kQjQ4LC4tcfBvZB9LPRtPE/2DZCHNJHlbPVsuWRNe5Ikybk66zLqvJsMy5ASSxTMP622vWI6Px52a63jPOVDXmjjQ9YOyeniPaRjZBmLj8oS+Dv3/qFVY6y15uNJ3vpddcYxHjak5X8+5m+xZLsEgRMUlwpvsnnJ/D4lkbyABoAuNQP3jDFy1hAERLkyIQYB44RKJAp0hZ2F7UGvYO+VRYZ9Zt+Qy8Lf4dF0tKREuVAsWm8MJNew4iTt9T6azKr1H9l/Mc4zhijroGH9Q6qBwop8PDEVkODkupyzuK+lxLtZXvrP7BsNyQh65rGVM7t78cnfs2Y+NxWReMFBxvhPmhvnk9zM/GWd+33JJ3LJZ3dvqXc2D790lm8RgNz8UlA1jMS23FkllZFFbQLEm9v++obAc39+Tq9pAiA9rmqof1gwBQ8BDoCxBv/jii+XJT36ynHnmmXL66afLzTffrDdt375dLrjgArn++uubAkcj6E0xDdYJQ6AmBNwPPD/y/GCTcbzejQMDz88n6GQexkPu3oeMEc+eiweHvEMuyOqdzEhZObYS9C6S+3ikjgPuHQOjctLC3pJD4Rq8QXgW8To4glPsBvrG4arSxmEPDxIkaHdsXNpbfXJQR/1xLewP5ZuQPB/b360kt5CsIOdH1gyhaTYPOgdZ5gPjAUn16l3uz0nosVyACwYpSBjJvyA6rgRZsTn2PKpeDDcNYkz+Ap5JCalKvf3OSOCyvtdaOhDvOJjlZ2rG+MUck4eA5kJY6LrLQJ5vmOCbKRZHXOlab4brnOGJPaUesf0jSaohoEzoVMwG4klVFrn5q4ago2jYnRjXvYDG3qAl1HxeokA8y4UNMsW+jKe+nNHUGZYwdk5mxJzqPG0Oxziy5hJpqkddsir3R+pfLHQHnAhr4u8xRJFhHnn3w8MRGRlPycmL+qoywPE8QoaOzgvlwHDCP7WsXa+Kh8iKrpDGbGNUwCBcsrJIlnJme5P6gT+/CvxZqSSme5O4effW+s0XziM5AcCApJ/kIWDf3DQW1z2OPZVEpYyJOXhoKCpr53fm1DbsA4RjNSJJ6lTXm91nCMw0AmUJOqXUIOFtbW37EPSRkRF59atfLb/5zW9muv/6fiPoTTEN1glDoCYEOHxySOzw+2VrlIzj9Ze4c2DAy4BMlIbngXcOJpK5Ul+Qx7v3hHMSPA4XHIBIxNURaC17iMC7ku/N4VB97+CYHLegp2RsrvO64UGfjKTcvmtUvTeV5tLCU0qMckB8EstkZF7QL8tqNH9GBYYAACAASURBVHxwmCJbcym5K7ji3cJzTxImGofB/FJeTq6Lhyvk95VVJdS0qKZwMwdZYsExzGC0qXfWfiehd9nMqesMXsQWU2atnOc136PK0CDGj0eSEk+nZWV3cS9iMQhcwiiMQciYay0dCPn2JNChXKZmDuxId12sKeEhEDj+4ZDOO7UUX1ebEvmuVkhi5canKUxtw29xnm3GiPGjVMmrSjsykhyXrZGketAd+Uc+nv/flT4rSuLG0agcu6Bbb1EjWWxcDYLI0/F0FjZnCFjQFtTKA27fLLwO4wxeavYlJfINCE/aNAZBF1kx4WXFyxxs9UuU8KNAQBa27x9yieHqsXBcPfrsOZBAxk1IEWXJnrqoN2eAYy12B/0542oxXGOpjMq288u6gSHeeOTpU22MzftdatM+Uj4OVUspA0yhUgvMUSJ5pfCKh546Axn7Du+oN0F3exdrn3dBxvmtwGiIOm5BW6tK9vlGSCCajyG/y6wdl6F/qjjafYbAXEKgLEE/66yz5CMf+YisXr16H4J+6623ynXXXSfXXnttU2BhBL0ppsE6YQjUhED+Id151mp6YMHNEBE843gPHPn33tmiBMFZ7704w4iWvOEww2FDJYSUh/K3yPIO4sSL94z7OMS6ww+HETzYHLA5uBRrXMM7IOiQtVLJezhU/XP3qBzf313yWfsdsCHoozH18OjhLRSo+RBEHD/ko1wIAvO3ORKXw3q8QytkLL9Gt9aWj3iJ8dqQuDfAGDPVtaNkMzGu5Jda1vUm6BB/CCrSfzBhTTmvozNSlUraNppMK7lgPdHoK+SINVQNQXcyfuLs61FP28OLOsx7MzXvjCZkZzypieNoXAOJwJOJgQAPG33ne3ExzMVIYql5HM9mVTJf70zpU1033OeML3zL9ZARE5e8Lcp8d+3jNXchCtVIycGcknzHTxD0fcoJlkga5mLdF4SCOSNSMXwwMJG53d/SIo9H4g1RPxEOQXP7NBU5MOZinAq1thYNk+FbYx9CAcD+z/dG/geMDSPjaTl+QVcuJwcGRaT+5TLQ87xN4Zgc1tuZU7FAjvkOayHoKgX3+3NGT/qCqqFUUr57BsOyqqtNuiZKZvIdYWhmXZTqv0viBj1HDl+rUa5wHTj1D983xjq+b/Z4EvRB0J0igHWIcSUfww2j0YnkrfU3ytfyPdu9hsBMIlCWoN90003y05/+VF73utfJlVdeKZdddplQeu3GG2+UCy+8MJc0biYHwLuNoM/0DNj7DYHaEciPv3XJoyr1FFfydiclz6837t4JQcJbCoVGCqqken6XkmYyyg+STC6bzR2iipFtSCfSSbweLrkPRIj6vYf1dpTMUO0OwTyzXFkvSDaxexzWK812zVg2hmNCneqMZKUv4JdDaozz8wg6id1KS+U5gBFXvKwjqIQM4lbYZw7cGA3yQw4qmcdS13A4daS3lufg6R2Kj0sknVHPG/G39WxeNnOvHjgkTnMuTOQ2cNmwSxF0JM9I2vMJOt40CPqx87sqNibgiWc94z2FqFWajKoUDsig8VZSitB5jSEZj47F5HnLF+QIOvJivmmMH7yT74++s/YxhFTjcdYa3umsrOhufMhGpfPvEnG5kmXlvJTMAYoc4tVLNYgfnl0k7nhvXQkz5/2uxrDl1drG8Ogl53Le8XLlBCGkzA9zVU7VpOXy2oM6j6xPQkPq2Vy8PAYZDDrsKetHY5o1PuvzwmSKeV+Zj0dGqXmellXd7Vr/m/7hPQ+nUqomcIQWksy3WC45Kfs5Ncrx4jtFECoR5skZI6cybi+R3V5Ju/aFaiNF9p69eUXacrkjwB9Czxop5XV3SdzoXz2McsUIOuud7xtVAd8zaxeijgGOv6Nv7H/8OQZFZ7RlLsspBqaCqd1jCMx2BCbN4n7bbbfJDTfcIJs3b5Z0Oi0rVqxQefuJJ57YNGM3gt40U2EdMQSmjABlZpyn1R34iI+sV/OSLCWVmHAI4zCJJwXLPn/u/oyDLF5nklsh5YY0cQBTgt7qyQ6L9Yu/p+7rvGBrjihxCN+Jd74zlDuMEJOdkr2eP+dRpT/lsoZzqHpoOCqH97bv440uhw8HNiSeeI/4h5reHIxqaRvDcfV6l0oYxbPBD9yQ4zIu6rAXGjXwbGnsZl5OAO6tNs7ejaVeiYZ0vhMp4TDOXFcT50tfINtkLC7VHDmGZNCQdbvEWs7LXIqoYjxA0n7UfM+DjleMsIrxjMja+R0VZ+h3clfImcu4XMuagGijMIHgOFK6IRyTR4aj8vwJgp7L9O3zPP98d/wZ3xtkEc9oNQR9WzQpqXSmqQh64dyWI+hUfOBb5Jss1Zhv1jVyYLzzJDnD2KXZ4qtMpMl63jiRaZ+15wg/5LalpXiiQJd5H5KFQa1UjHC+QbXcdaXGuQnS21V6X3Lx8tzPt8W6fXg4KlSLQFrPHuJyhuS/g/6vH4lolQOeD3bkxvCwzMgTettzhJx9crKElTwP3PmtcGoPEmKSw4QEiVNtDw5F1HvuMrA/Fo7pb0yxPCwYXfl9ZNzOC87/J5nlWDJdMoM+IScYVmmJdLZiY16lY3K/pSQKdNUoyEWCx574eqTuGDwh6NtjCVne0ZYLaWEu+9v43ayvMbTSvtt1hkAzIjApQW/GThf2yQj6bJgl66MhUB4BDqLO07qdmt11rovsEh7h6XaHPPdO4ucciYQw4y1a2eVZ+DnYjKYoxybqpSiUa7tRcWjmcNodbM15ZThg3zcYkZMW9eQ8LgPRpDw8GpWnLenTW92hnkMnBxkIfrGGLBqvJMnA8uO5y6HKQZTDL0YBPE3IKFdVcZB8PJyQHfGEPGnC68a7HhuLazmfcnGmeE7BEYLCmdAZP/L7igw+jRfZJ/scRAkTIKs7Wb2raY9HEuqZLnZQr+Y5zDclf+g/3rVqCDpE4s6BMTmpTJZn5ps16BprDMKKMcPFaZdK9gYhd4SN+yH0DwxHJJ3OyBHzuioub8V9KBrw4ONlrLVcF4dzngWpcFnv8YqxXp9/sOdBd+EkyKCdBJbxYtiCqLMuy5HVwjn0EmtlZEXX1IlRNeuikmv3JsLzqaGpVMkrnoUahr6Xy6bNWoSEru7tUEOKUzuw12DQLBUTXqyvLtP+4X0dOk8QdlQPGCFpxYwJbq3ydyRlI09CMZMp+97i9oCksz5NKlcuDKiwb4zl7sGwPGlBd8nQIZcgjyRx7ncBor1hJKbebJJfsi8WNubj0VEMlBmN78aoSImveCYj4ynPuHPIxPpBus4aJqylVON5rFl+p5wxqVYPOobTh0diuue5OSis+Z7fH+aRmHfCoVz4DaqA/vaglmorFfbgkrjxLEh+vUN33G82hlgMBhh1IOqPR5Na051vm/XKmhqYMN46pdD9Q2Gdn3rL7iv5Zu0aQ6BZEShL0Lds2SKLFy+WYNCzau3atUt+97vf6Z/9y7/8S13r9dYCkBH0WtCzew2B5kAAgqXe6RafHj5LEeGp9haCywEGGbSruezeyUGCJEMcVjWLd8zLdgwRhrxDYiCTJHErlWUbAwAHE6SJrg4w47hjz5g8Y3GvyitpW8MJuXPPmJyxol//f6XeTE14NIa8sk09+ZU0F4Op1xIXK76qYiXxbBDzfOqy+bnX4R3H61tOCkqsazqTUSw49BY7sHMIxeuKNy8/IeAtWwflmPldZT30dAZil++VJ9s1nuR8hQCePaSTlWY357nq1dX6yhmZj9enihJwkCjCHPKzPBfOE2sQ5znjhpyAJYdW1r5bC6U8r5AfDtprejr0GRBtvG+s6VU9bWXDDvL74Q7r4OfeXcl6KnUNh3O854RROLk8iaBYr6cun6+kzoWT5EtgGS+kk2+TA3w19bM9gu55RpulQd5Y74yXcZUjQRB0yGG5EnesRTBijHjPIap8+5D/4SRJDCuP2WWe2Z8gshhnnByfMIdSxgQ3HowI5cKO+JbbWok19uqhY7xjnqnnzf8vN6/gxD6DKmSyPB3Ms/tdQDlCRvXDezvUkOoSUuavBQxa9CGbyWoCQ0ICiN8eo2Z3S4saZTHE6r4cTUh6wtNeaj0xF/yD8dDNG6E8I4mpJ4ljDyAp3EGU5wx4+zq/ERifihkbwZh1QHPGQ4wnEHOMBaUMpy6JG/e5zPf1/G7yf78x2LAPQMQxHvBbgVIDBQb4MS9k3XdGDsJ0UJlh3LZmCBgCHgJlCfq73/1uedWrXiWnnHKKJBIJOeecc2TlypWyc+dOefrTny5veMMbmgJHI+hNMQ3WCUOgJgQ4cEOGOKRBbAszf9f0cLwG6YySEZfBFvLt3knMnCPtHCAgMBzesPBDLPA2cSMHiJIZjyeyIjuPMf3l4LpuJCYn9HdL70Q97fVjcfnT9j1y9uHLdEhO1oxhggzi1Ist1ugDB+yD2kMVS4E9r1lMySANbEslM4IsD8SS+3iMiY0kw+5py/cSdGLQKadTjqBzcCYZH1gQd1wsPlRL6zAZvn3L69y0aUCTNy0vQ7wYF3Hua+d35aBiLjm45hN0vGzgVU0tc+Yb0kC8LzHV5aT8hfNEv8DriHkdJckGCZOYa59kVWoKQceQolD4RGW2pQg6h2wOt3hU8XtC2CHofl+LLO8K5mJ/uQbCnJ+YL7+vrm41c+S897V8X14yqFZVMLhyVxgqNkcS8pyl83LfNKERgVafGspQiiAZ5ruEMIJFNeEXzUjQXQ4BsCznpeRbIx4c4lrOyw65Yc7JOxHPeGEqY0lUBz6h3Hw1sd7MM/NODopQi0+xh5hjlCxlTMjPiYABbHF7SNdufqNPeEldArbO1pacQgkFBSQMclyqFXr2i12HcZL+0pyB9N7BiDw0HJYj+zrF1+LTfxc2+v/YWEL3Iby47Cn3D4ZlTyKlyTh7A37ND0JjDTMW9qpSgVX8TkDkD+1qy+0p/FZh1J1qDDrYs5dhPHAKEqTh0XRGVhdRO6FEYY8AE2c8ZC+F4JfLoO+SuBHHD5bVKIMq2Ru831JCx0SVZBhSMDCh+OG3AkwP7WlXIw5zzn7hDKcoKDA6VpMkspI+2TWGwGxGoCxBf/GLXyw/+MEPpLu7W0gY96c//UmuuOIK2bFjh1x00UX6d83QjKA3wyxYHwyB2hDgkMEBih/yycpNTeVNxLpChCAljmTzTpdFmgODHjITKRlNpdV7yuES+S4eBzwuEHbi+IrFykI0OHxAtJwXA5kvB6Mj+jpynkXkjL/fNiRvP3KpDsPF5lLlyMUiFxsfhxoX31xprC4GCWK92/x+zZiOb4/Y+mINcnvP4JickCdnf3gkIlvCkKz5udJuXjIlf1niikcEgsgzOQgX8/S5AzHzkS+d/dXmATlufnmCruMKx/ch6Hid8ODmx8lW4qUsxIIDNzGrrBU8WtUk4nIkCJVDqeziLhaUcUPiMHbwb97bE/TrGnOkDYNMvkeMtcQ6hkSoIYtydiTLaqG+fSjnTcZ7jQerlAfXKVTog1cerbbYT+aCcID8g/8jozFNqPXMJX1K6jio8x3hscU4MT9EPKrnQeegzvy52PpKvm/PIFN7SEMl76r0GvctY83TEIkSCQbx/BN60hfYm6+i2DuYWxQspyzu1TVCWz8Sk1Q2LUs72nKGLzyn3a3l68hjtBmcyLWBsqUS5Y43Hq8MG/NHKEQhQXdye9Y7tcW53oUQ0VdKl5XzoNMP1jFS9VIGJYyT7K8Y9OgLxtX7Bsfk/3aOygn9XRL0++WYBXuNdQ5LvrWNExnC2TN5ByE07Ol8G7zPlQFkDRNuw5w52X/hnIABBP9JC3tl/oTBlWexN0Om82uTV7pmyAWwhRJ27cFcBQ/wIMymGOlnT8AIhnGOvQGjAt8C+xT9Kxa3Tl+cgoX/BvNqCDpLjwoT5faJfIUF/80+RvlSvOhL2kOqdlnd3a6/ccwlhhxniERRRiJEjLnWDAFDwEOgLEF/yUteIj/+8Y8lFArJW9/6VjnvvPM0OVwqlRLI+80339wUOBpBb4ppsE4YAlUhECHZTSSe8+jmJxdSCa6/pWTJsapeNHGxHvI4afi8cmkcIFw5N+dd4M/xunBowlsOQeNA5IgU5IKDaDFZqhoAUhmJTxAoXvvAUFgJCBnP3SH1b/9/LfObNu+Sj594mPbMqQU4+OZ7QJBmQrLcIUalgXge2+hXaSngzhgeipQeGCGyyIwhfhyKOMwdOW//gyz9oJ94vvFKO6npg8NRlU1SLzg44TmrROJ+71BEqLtMbeu+UPHa63gHPQe6F8/O45GtI3E/en5nWe8gWDB3+R50LcOUzeay1OPN3RROqCKhmpq/O6h5n8koXnh8q6nN6+LXyb7syAZjgsS4/+/k5agamCeMHRgEtkfiMm8i4RXzDjb/2I3BpDtnHOEAjtFDJaMtJDlMCgmlfL4WWdxGAkAvHhuC7rImF/tWkKO6utF4BasxQhQ+z2XYhthQ8cCtc2Lxt0Ri8rxlCyQ0QfBIzMX3w9gwgPFNcnDHcwgpIQ610lrozD+EyK2dqewJ9b4HubPbG8qFDiSIIY8mdB/KJ0rrhqOyJs+A9shIRL3TfH+sR76RR0ZimnOAOXNrU/M2dIbKxvBqKbxkWvrbA7r3sZeQHA7pscsOX4hHfmWN/Bwh+ddpwrp4Ug2Yo+qZblECyV5J/1GhlCOD9IvygZC/Urk1XOUDr0qDT+X09+wJyx0Do3L0/C4NpeHfhZ7vXdGkbI15ZBHVAN8H4TfqcW4PCTKUoyY87/wZ65T5K9UPfguQ4/MuV2+cPyNL/MFd7RWXv8zHD0MOSdMwuOxNPJdUgo6n3qmf3D3scygnXFZ9V52E+ccgVmq/cknceA7GmmrCSfhO1+VVACj23Xj9ogSpF4PO/JNscyg5rsY7wo/4TcIgyDfP74kzRP5jYEyOm98tGKmtGQKGQAUE/YMf/KAsWbJEr7z77rvlmmuu0Y+PjO6XXnqp/OhHP2oKHI2gN8U0WCcMgaoQoGQUskks564utotFdkmsqkkaNdnL88tbQUCJqyR2D49rvqcIAgW5gzghjebgofWW/X49VECkixE+ng/JdR5O+nPPnjE9uPYF8cR6sY7/s31Qfr11SD55wip9FoQQQgbhwvPgMCgsvcOBOpzOSHee56HYmCH8zqMDYYKkcijn8IyQem0Jgu7Vp/UMJq4kGl6qsRQlvLr18AgOt+8ekw5/i6wt4rFy/blzT1gJyEGdQfW6FYuLhKBnsuC5N2kfxPh32wblyPndGpPoGjGa+XJPDpgcAp2s1ZFEDuguTIJD5UBsXL2zJCyqtPFciEAinVbpuCvjxTt5iqs9XBR7CHRW1DuHgoDGWkaW+oQJKa1Th3DwxtDAdRyyIWKsAwgI/+bP7t4TlmMX7DWY0DcS/kGGIfzbwnHZGk2qrJTDrsMIgs64Sx3CXWgH/dsZTdZE0F11BBJn4WVzoQ9/3TEsZFp/0Yp+HSPvZH2hGMBoQn+ZI+aObzE/8RUHexcSUgxnN98QVuetrXR+K70OAxlkrZrM0k6ZQKxCvrECcss3BUY0DBVDiaS0+FpySb2YbxKYUfrLVYl4aCiiBrITFkLQSejmU4KOkWZZZzBXGpIwB3AvF8rBvoZsmtACvMluj1XPdwmPqtub2PccwSv0crua7OgiyGaen0gTGT+hQ27cxbBnfIQ3sOZLSZwJ/cG4yP7D3o0R5649Xgz6qp4OfSd7QaF3H2PltkhMeoMBJe8kIkR2v240qt5p1t9xC7pzXmjUPoyvVJlD1Az8Hqzq7sgpiFjXrEdCYQrfX8law5CDgYPkdBgaaPwe8T2s7Grf55net4ZHOqC/FSjOiJvnz3i/MzgXe68zsGQlW1apxb1e8kZCorxSkAm8/JGYHJ+nrip8R/67MQCCBYoKDBDMLUbIQ7vblKAzGex/Lhzmtl0j8uRFvZXAZdcYAgcMAmU96Hv27JGrr75aMpmMetAdWf/jH/8oW7dulbPOOqspgDKC3hTTYJ0wBKpCwKvxm5Qj53UoGcmX57lEWtV4Pid7ucuWzgEPgwDkH8KDvNqTHbfowRXCQkwhB0sOFhzUOcRy4PBih6Vo3WhnAIDoQsYhUmTY7vT7JOD356TX/711SG7dOiAfOnGVyjU5zLgM8vmZkonhpQ8uwzYH6mQaT+xez0OpAy/GD8r+cBhCPgnj5IAEUcr3OuffjzeX+YCQ4kHiMHzPUERIfocsHq89Itu/7xzWLO4n9Bc/UIHtnQOjeujvCgTU4FBMGukk7mDqSBZewlu27NGY28N692bn/sfuUTm+vzvnoSKOG/LwxAlvo6sLzXhcsj/ezwGcsVRT5xuj0ch4WsLJlGZGpn4y7Z+7R5WcO6JdDHvWE+sL5QCHfe+wndT15ZJYObUG8easc+bEGaiY74BPvFJa2ayWUIN44I2iQRBYiy5RFrLw7fGE1oNmPa+ZwAyVQwexvyUk1s7bxXziha8mG3jhuDFKaWbr9uA+CpA/7xjSesjPXb5AvysO8Mx5wN8iC1UZ4tfkcJzWwYvM2nw7SHRv3z2qmfBLxQI7owCHfEhpI6Sx60ZjGqNcjRTYKROYz/xwFfI2sL84pQLrcttYQoKtnleXxpjwhPOtORLM/wfb4/q71fjHOMmrwHrHU8o+w8pAds2zy8WzYxhiTbEu+ZY1vnxiX+MdxeLE8xN/5XvT89cA36yTy+OhR63Dvo1MnHAY/tvVGi/2zfAd07pa2X89Qxr7L3HiLoGbez7rAWz5plFoPIa0m4oPAb88cV5XzrDo3gN5pt+sEe7D6PdYGENRTMNBeO6JC3v094fvwIUOlfrd4b5dsZSS4YO7PAMi3yTffP+EamCy36HCv2cP2JNMyfKOvaob9gsMgvQxn/S7PCoQ+qDPp8YJDBfI3THQ5HuxC99DIkfmAYIOoS9XhYM8GnzPJPoEG2qok+X+2Qd5CR9pWtYyldG4cm//8jz7NLDM+kST8dFn9iuMSoyHvrKH8VxUCOwAKIWevLC7WujsekNgTiNgZdbm9PTa4AyB5kUAkrU9ige9S3+s8z15k2Wznsqo9pZAEi1n1t3ql50xT1bLYRovEQc0ZILrR6Ny9IJutfCrNxKy5fPpARDvarHYXrxHeFKQx3MQ4uDBAbs/1KoZ4F226f/aukf+b+eIvPOo5UpMXRw8ZCO//vu6kYj0BAJK3mkQPbwaeNfKZYfGIzWcSCtZG4inNIyADNAcojpaW1U+Xoz44KXiYIh3k0M8hAE5KAQd0u68un96fEha/S3yjIkycYVzoZ7AgbB6CVtbsuptKkZyODyns16SKieJhaD9dMMuzeJ+bL93YANTPIv8mTusavmpRFK9YOAGeWF+MSr0hry6yODAwZn7nRy1knUDiaS0FfHUHP45BNP+vHNEelpb5dgF+yejcs/VMnuBVu2nK58FMeKAS7ZpmgtpcEneUGpwaMbb1xNoUTzwkDMmJMJrejtzBhMMOHjZILR4EYljZl20+kgI59N4WtYI6wgzVLF4VNavk8fqwbqMLLYSvFwCLzBGBeDyDfzx8SEZHk/Ls5b0atZr8hnEkmkJBTAneBmoObTz33gsWaPMFV5U1h2qjVIeSbCBwOBBh9Q5tUIl/a30Gmq4o7woFUde7DmsaadagEQ5EoSRDzLsCDrf2r2DY7IgFNT8FDQ80cSc4zV1nmQ844xz7fxO9TJj0MsR9ImwGTCqROKO/J7NC/IPAXWqIdYb/+2SIdIPvhv+yY8rzg8Dyh+7I43sd5HxlPQEA0q26RcGJMayuEySODBDVYHU3iUNw2AAyXviPO9bc95+jDnsSzwTUreN0pyhgCqE1LBREMPM+wcSXq30VBrVQZtsDkflQfb01lbd5zAEubryqDZcKbti84vBgX2hp9WvxJTG/o0BbapJTSGs7F18qy6MiN8jFBjLu0L75LJwdel5Z1fQnysJ5yTr3nwFdU8kbIFkcy4pqFubGAYnU80UeuLpD2oqSoO68KdNY17uC/pdaGBnrfBt0wcMCK7yAEYljMaEePDNsgew3ihF+qSJ/b7S79OuMwTmOgKTEvRHHnlENm7cKMmkZ+XMb2eccUZT4GMe9KaYBuuEIVAVAlrTOZLQQ5hX53bvIdEdRKqRJk/2cnegR4rJIYwDlTtE59efJus5idyOnYgzfHQ0qnGUNA4+HESLeYQ4ZEE2SITlDoTrxqJCPDLjcfLjX2waUM/6WasWyyHdbfvIEj1JaaseypBiEgefO/DHPCkzpKqcZJRM7HuSSKo7hRjMHbGEJFUeSoZwYjU7czHN+ZiBjx4+yW4c9A6qHEiRUOKVJoMz8/SbLbsl1OKX503Uty7EncPanbvH1FtHqSBIdDHvnEfQPcLgPMKjyXEBH2T4eMxpHJ5J9kYohEu8xgEQxQLhCRABl1+AwyCHblUmRCmx1qqy3lKZ8YutGUg2WOBBh1ggy2Te/3fHsHQGWuW4EtJ+xku/IJusA0c2OMhCpJ950Dx9nZMNQ9AxIhBPC5neHR2XzqBfDTAcXCE+f0f6ubBHSTnEG5kxRJz/z3uQjGOsgKwzdtQRGFQ49NMfDs+Fxhj3HOc1LyeLpb8YFDhMlypV57DHaJSfR+J/tg9JJJmSkxf3qUHp7j1jSsTaWvzaP7yZKfEMTswZCg7mDUksSQafvqRvP4+omy+MYBz+Iegun8Rk33+1f4+RAPJXTb1ol+iSGtsDyb1eykIPOusLeTZGL8/I5OWA8OqJBxVrvnP2CXI5QLL49jDM3Dc05lUr6GrXdQLhIgSEPcElLmOsG0bjsrKb3A7eCmAelXgT+8vep0kJ8XSTbHBvmIOG1gQ90pu/Nkol7sSoxp7HusOzrwakQKvuVSRoa2slN0LpUniM2Xms3b8h5PT3iRPx4U7hxFDACaPWbbtHhL6CwaFd7WqQdBJxN9d4vFETsV+TBR/yyre4YSwqAR+5RFpzHnQMXSgQylXSoF43IQZr53XqnLhQC4g1BrnC95dbc3yfDp6PbAAAIABJREFUxNHjiWffRWnkktPxewQphqDnGx3AhfljXjAEYuBldjEOg0N+JRQ88xoGNGHkcMYWjIHlVDMYOV3ol+s/+LNen7K4V79X1ia/DaxH1qvb+5xBCg99bDwtEfImCJUqvDwbjJHfXOaArO3cixdeDXJlQqaq/XbtekNgLiBQlqCTpZ0kcUcccYQ89NBDcvjhh8u2bdskGo0K5Jyya83QjKA3wyxYHwyB6hDgsAEp54d6PJvdJ5s0h/5ynozq3uRd7cqZccCBDPQGWnPSwHyPPV6sv+4akecum68HdA4iLlaOpEocRIvF9jqSD7Hi4BdLoxAYV3IDQXbS6J9s2CmPR5LygkMWqAw9X9rvkkxBOrxyZnuzpXNg5bAGVuUko+pBpxRXd7vwPA7WJK7joE5MNd64Yp5JDmEcsEN+soh7Cbzwrra0QKp8KqllTm7aMiCBrE/OWNm/XwIjcIY84PHmHZBoDAWL2vcvHadlsiYO9C6DPhjesnVADuvtlBMn4h0h6HgNXb1jR3LpC3GbWp4umVJPDOWnOltRQni5A5inahMicR9Yc+jl4I96AGLzlwmCTgk418hSTSwwB1CV+iYgy5DpbE5uvHEMRUZEnrFknpJJJ4MmWELJb2uLkiwUJSSlU8l/e1Dx/+3WQTl12Tw9jDsjFmTAqyTQqsSMBFsoP7x42i6vnOB4Wg0reLVdPgHX50JjWDlZLPdAgvgOMDoVa8iR8e7iJUZS7xF/n/xpx7CuuxMWdit5vH3XiIY6MG4IiWbjxnPawpz5dQ7p74bRqNwxMCZnrFxU0jMOiUcej7EN7OoZCsMYIV6VyLML8QDLjPi0hBrEyKkJIKp8V86Dzl5E+UXUNRjpIGYYHTDeYKzi+2MN3TsY1jAIkpLx/xnnvXvCugegyPES/flUZs2ek68UIYEaoSJOLk/YA893FSU0Xn4i9wUqG6e2gIix/iCr+eoKl9ywMD6buWDNQdRpGNFUKu7zkmTiGT8uL3bZC33x6zflPNdkemddulAUzdsQIyzEUxewp7HeIY8YA/hmSLZJOAre7FW9HWoALewbY2YPWtQR1P5hZNwajuneALHtDgY0CSPYYtBY1hXS34ZS8m/m47EJcgmO3KdzrjHooarKhDH2uwbHVBaO2oi14nIPgBG/jXxL+QnrMKrwm4BhGwwwHrlkk4RC5YckMF9c71QI7juHXOcrXQrXsDM65Ffe4DkYA8mUT3+8HArj+i2jvCgk6Bg72INQ17AfsgZccsut0Zjc/NignHnYIsUsnKJWfUKOnjAkTOW33e4xBOYiAmUJOjXQL7/8clm1apW87W1v0yRxxKPz797eXnnta1/bFJgYQW+KabBOGAJVIcChi4PIod3telDLT1TEIYwDVTXS5Mle7jLDa/KaZEoPu468OXk0B1ZkpfcNReQpi3r08MEhD6LnRcv69DBarDa2k8nz90gwib8b1IMWXvGgHDWvU8d5w8adKkHn+Ucv6NJDlBsnxIUDEB4iPB541txBiRhCvDTgUi4u1ivF5R34kPC72HVP7p2VY0hCVVDLWA/BMZJWed4R+uOVDBsXztp435knxvaTjTskIC1y5uol6iUrbBBnCDpyesrs4AUrLnGPqwQWkgb55iDHofRP24fk4O52OWnCg47n5eYtA/LcZQtyB2BN5DahZIAQcFjkQM/BEelpm9+nHigMK/nKjMnWiCtZtGEkJnvGx+XYed1K0MHrrztH9LlPyiMb9wyGNUbdEeRc2bT03nrgGHzoA8YYlYFP5BwAOg7KPBOiCcEmCSulnlAcYCD48/ZhedriPo2hdQYAkhU6CT3ePA7BKC3AALLhPNqQh3yvHjhC7iG2kD5nZMqXxe53WNeM8BFZ1EZ8c/FEe6wTjCNbI16Mq+YbyBISMCzj6YwcM5FgEIKg1Qd8+j8ZVs+mV9oQsu6+/02RhOY5OP3g/qLlDOkjZJ7vERVCvjFksvmt9O8hE25uKs127YgNBjySkLHuXck/9hDm2SWKhChDivtCQVk2EXvMvA3FU/o9sE7YK/65Z1R2RBJy8pI+/QYh75RCJBEh6w6POX/ON08GcqcUYR3fPxSVVT1tOdJKTguMQBBZZPsYBvk+MJA4jynPemgkqvsb3tF8mT6qh2JqBZd7A6KO8ZPneWEbXjUBdpT85GLsrcSW8824NY0yJb8WO/HnA/GEGvdoLv6dZ7JOIOIYzMAZdROGKRQFEP38hgoJXMFdPeOhVk1cCPaYE+jDSf1eDDpGocP7OrwknxOx1IXr5a6BMTV6srd6BF3k4eGwxNNZJcKlkssVW3d8j/cPRmRhe6ukMyIHd7fpnGPUYpz8XvEt8W24xt6BoYLSZeSqIJyHPRgcmUt+I5xRbrfu/alc7gunbinmIc/vn1c2zwv9yr03mtAQnMN7PSMIvyn8hPA7gzHDJQokeSh7E/sw84TRqSugZjQl6IwHY9WvNu+R161ZokYhryJHTNbOtxj0Svcnu+7AQKAsQX/Ri14kN954owQCATn33HPla1/7mqIyNjYmZ599tlx//fVNgZIR9KaYBuuEIVAVAmT5Rn7MYQjPbX4NZRfXWE2CpsleDkmidA3xkRxC8BBxOOAAni+ph3RtHIlqbDzeLWSSWPohBJ4HJ73P4cW913mYtDzXRLk2slFziOPwfny/5938+cZdkshmNLYYQgVZGk9nJePzsllD0DiUITvlELm8g9I1ovJFlWAmU2Xr0SKD5jAEdkgNiWXE44Z3hkMhsdwcoiENeMWdh1W9MxPeETDhEOYlkvJr9ncOpZCPn27YrYfCM1cvLkr0OWiTwIlycJC2tX2duTj6/DmCGHJQhmAf3tep5JsD5u0Do5pE7OTFXhI6Dv63bNsjpy2br55kGoSCAyoGFfrsJVUaVzkw5J4xQZbzwxgmWx/8PeuCPtw7FJadkYQ8c+k8JVkcRkkSB7V88qKe3KMgS6t7OJh7mbBJqgRpPqy3I2d0weDD3BI6QGknQg5YTxhMkKriEeO/Yyli6CVX0xwyhYyXuvQcujn04t1zMn/GhuSWBi7MO5mQXTJEDvk5b6YmYhrVuYeMhCfyJHCvJ4ulP/sjBPmHkEDWSkm96afGoMaSMi/QOjHXWfntlkE1BiDRJzEcfXcSXkg5XkDKykE6mUOXqAz8r9+wU954+EElPeOuRBjURclJCe9+JXNe7BqeyT4AGcGwVklzXkQwoyTVUfO7cyWvUAXgQXdhBcROgxtrnhrR/BuiC0Y05oNvlTnju6TMGtJklAh37RnVeGq8xmAH9orHhGFH13E2K4+ORPU5Tl3wwFBUEpm0qk7YG/LrmjspO9833xYGIYwp+Vn5S1XWwJDEfsO4yYXgwg4wElBBgr6wz7lGuAr1yMkB4uqbs98xdpcQMz9Mh/tc6A/fB+sEQv+7x4cmQkp8srbP26sLk+RhIGAuIZGU++oPBfVZkNdkhvAIn8ags0ffPRiWNT3t+p250n13uSSNEwbN23ePSGQ8o98jhJxcJhiwkqmMrOnrzOWdqGS9eDkmvGoLMPJDukJqtOI7Jjv7rpj3XeaTfuYJUo5Sh4aBgb0OBQvfANJ1lC4u676r5sEPSH4St/xQlMK+urJ5+SoC3kviTPZCV3oUDPiNUmXVhNGPOWRuUHrx28N6w3DAWmA9I8nfGI5rktR/W7FYDu0hJj2p5N95+ivBzq4xBA4EBMoSdOqeX3TRRbJmzRq55JJLNJM7/z04OChvetOb5Je//GVTYGQEvSmmwTphCFSFAAdxJM5eDBvW+L0e80IvX1UPLnExB1289hxykf9CDtyhkH+7Qw7S0IFESqXLq7s7hBhilwgHko5nvFitWSfDxAMC4eKAQtKkrmBAk45xEIRs/nLTLiUsxIGesniextI6rwkHbogVsng8VhxIOUzjlUDGymGe95TLwOslCPPI665oQsuk4cnk0IZBhDJO/Dceo6Pmd2l9YBoHdrxRqArwoPEe9eiTcVe8wxWk95Ztg0pkX7FqYY4sep5kvGKtelCnzBreEiTgGCbcwTt/ajQDeYzyUy16MCYOmdjEh4cimoGcGGQaxPcveJKXeJ5klzGYQ6DzEDvVAInGWE8ukRF/DwGttJa5EvRYQvtP/P6/LJ3n3UtG9aGwrlOk90CGsQZvIMoCDsoYCZgn4qfxUqrqIusl2mthHjudvNtLCAXqHJQhpxhPUpLVckY8AwLPGqRMHwSRZzlZt1YhyGZ1fvHAEecPdhignrKwV/EiFINr1Os64fm+Y/eoxqhjrGEeHal12Z2LqSp4FoTfT4KziWSFhZ8X4+a7YI1zOCecAY/ZzzbultFkUrO4Y6BinJA1GvJcVw8ZA52nnvBKtDGOax/aJm85YmnJXAvOm4sHPd+wN9V9Am95MpNWLywNrIn/JpQABUAlzQsdSEo0nZX1IxHNvg8hR5XiEfSWnGEPmbSXld1L+IiBBQ8vxJs1zH38/f/uHJaN4YQ8f5mXPZu9AHUKZIcQFuaW9/Jds5e6fYE/2xJOaKZ8N8+sX1WdhIL6bebHKzsVBZ5g5pG5QpXhDJiM3+XwUBVEXuMavhv2bCfRZqwYDh4dpQqE6Lfr2gODYVnW1aaGA8g9ezHvZ407gyzhBWTRf96y+Xqbk24DAt86BqPfbtkjW6Nx6Q0E5Lj+Lq1Dnq+4Ys0RAoLh65DudoH0gxffNWPh9wbj2EmLetSDfffgmDyhp0PDkVweEPZIvhmXvO1vu0b0m+J7Uw96xgvtSFDju7utZJ6GYuuH92u1BSTgEyFEGBH4Hg/pbFPDGIoIl1leK1XEPRUD1Tz4/9xLgjrP4NyaS0DJNRBy5kD3GhKQ5oUx8FtSLD8F/VQj7MZd8rJVi5RoO1URZH9xe0CTADplhSP67CfMJQYG+tQdaNH4d89QTA30rPaZkIyHh6JqeGRfII7fS6KJd74yQ1gl36JdYwjMBQTKEvTf//73snDhQjn66KOF0mpf/vKX5aSTTtJ49NWrV8sH/j/27jto07u8D/31vL33sn1XK6EuVJAQqCF6B4ON4xOXOD7OHOPEPsnJnJQxnjBz8o//SGbsTCYeZ2zO2OYEBxsbZCSqChISQkhCEqiX7fv23uvx57rfe/VqUVmYiVnwczOMpN2n3PevPdf3+n6v7/U7v3NWjEEVoJ8V01C9ieoI/FAjIEDEDKc7+FaAV9YglsFu2VP5h/rgV3ixmkushDpEAa6ABpgE2EtZMNAOyAh4BaIkfUfmlmN/W2OCM0GwQOXlAF+aLpFqZuuoAnyRI6t1F6gKUgWzXzwynn3RCf+u29GZwQuWB3gRGPpvQY7esP0thQGSgAuLYTw8x6u1xVL3KThlzCSgm1vdCP9rqNTGzGrRsgnIe2pqIQ3QSgllyebqtww0YWO0vvLdAlj3DDzcMzSddYM/e87gqRphtZnaRQHE82sb8dj4bIIRhlZ6OAs0JTYAq7KtFBZRDWl9TW0CdIGogJrD+Mb6Zrx1d2GqRqb5nbHpeANX/a32Y8YaO+zesY8CeDJLYABzj5KSLPD57ofh3ytd5MKHphfidV0t+RkC428PT8XMykZcN9iRwb1Lba5xLZMagl9O3+qKk6lfXMnEgpZXxs+fC6IfHp+PqeWVuHlnd7J3rlL6DJiYCwAAeLIOBeuAFoWJOuUDHU0ZTAPKFAJe09PUkGDDOPtzQMNzXNvfkUqCsu64lL66VwDtws7WfMbt9b5lf+TTa9Xdp2ey3oAS9acvd3mNSy28cojSuOovXxhJ8HzTzp5T5mX2D7AAmJLHWg/mHkCXELK+fd6fP3cy/tE5gy+rVPFdZTIMQH+lFmE/zJlxugQdWMZAO5/0yT6TizM1tYr3HpldTPBhn5rf4vNfdHFX9sBwnD2gpJz1U/pgmE/nCyb3nqHJODm/Ejfv7glqAQBWMsx5yUDMeQnIG9eijrmQJfsz42hOS4NGqhaJEQwoyXdpaAf42yfOxeIcLEotJA0kD5UtONOAsO3mh+WYALu+HwstcVUmY9yD9UkT8M7dvUVSa8vTwGe6dyoCn3nv8FSeS2WCwb46Mr8Yb9tVvA/YdM+STs4lz/GloxMxurAUXc0NWaO/q/ml7Rydp4dmlmJhfT3PueyeUM8YdDVLj2aWVzMJQeFR1vtf0NGaiTIJAKUGjA3tGf/u3nXfKFrTRXZM8B3OeQDZnJnLM70kgQ7NcffnKVGb75e0Ii935mCnlSKU3SBKBU2qbHSu2KCKilN7nYrHWYmRd574fZV0y+ToVmKjHN/t7vxUZWrEy1p38/anT5+MXzh3MMenTAy4X+tUcqL0hyk/x39bK9RCfkMZQErASnp5FueW31y/b+bWGr5+R2eWgQzPL8XaUy/EzuXFqL3i4oiWF9trnulYVl9XHYGfxhF4TRf37Q997733xiOPPJL90N///vdHQ0PR/ufHfVUB+o97BqrfXx2BH34ESvZQACLQ2Q4aTm+79sN/esG8qoEre3ADR89OzRdBs9ZeAs/1jQwUy+Cnu6E+Hh6fTdZAcMthmXRXzaT783ogVbCIkRFclm2Y0nSpoe4UAMIUZE/xupo0dnrLru5kWW87OpYAjsOt4JC0GFjxzOSAPr+1ri7N2LAyF3Uxeqokwy3Aei1G+KHx2azNxeyOL62lSsC96eENBl7R057Ag+nPrlYBYBFUAg2CVs9jjFLhsFmwNJIT6gsFYfcOTeW9f2RfX8otXfp1p2y1vjD7Yup2oL0lJbpvHGjPIPF0Z2bPMbSglnEzJeHeq/6VfFMS5O1b7Jl710YKMAb0BXoCWb3YAVESUIGiwHVpgwt9IfsFFDFxQKoA/pV6alNOYEuZvwl6BcbfGZuJhZXVuKa/M/Z3NGcJwuH5pWTSJRgkEwTlPt/3AMvpGt9QF3ednIrX97TmHAM1Pnt8cTVu2t0VcyvrWT9aGgYCRkVf58K9fYaZ31Z7NAkMtZm7WpoS0FvPWLcjWid1NGewbNwlYFrqa3INAehauinjwKKXtebu9cnp+VSECLh9Zyl9JqklDS5B/fa9hmkD/CcXV+IN/S9K+7e/xvyU9ag+mPu3JshYOHP+5h2dcX5HSwK/9HGoRKomCnO5Yv9Z9yUrZy4/d2gkPrC3Lw5utbI6ff+XBmcAymu1jHqts8PYAICSBGW9OeCo7zP2W0eB0rIhW1UxJtxaTNYc5tBYlu3mgD/KFfuBnNx7geGyJZX7keyxhoBZ/zQGxsqeZLSntaKzi3JEAuLawY4cM2cZcGOc/btETanYsT7KxKE1X5YeKE0x3xKPzjxnHzft7TLnbO/Y1JDPUsl9tJFruVRaAPfOCuCUcmP75b49hzMzjd82t7wO1jfjqZnFWFlbi7dJMGyZwumSIXkm2UAtYSi/fGw8bhjsSpm6S0s+5TFv2dmV+8K9uj/PoW0ahdGtR8ZT6dDWwMMCg974EmWRdW48rTFnoWd01mnPaN9NLK3FztbGLAvxWnPivHeVdfRPThV1/M5AZ8q3tFpstPcrcUFncz63teP9EpJlgrlcT6W5qM+UfLQe/B64JK+Y8AHnzndnrrHE8BsHv1feX+7TsnTFb5UEgsSjvVS2GDRmRZK0LpM5kl8SLe7JN273EygTMgC8RK09W96r34u/fH44PrR/IOXyZQtLyRvfZR16Budu6afhDHU2OesowyS0j8xrtbaRe3hGGVeuqYYsCXhycj6uHuhII8X5P/ls1D/yeI5Jpb8nmj7xW8UhUb2qI/APfAReFaA/+uijcc4550R7+0szyENDQylzv/jii8+K4asC9LNiGqo3UR2BMx6Bsv+yoLgAgJsZ4JUMxOl9Vc/4g7e9UBB/qgYvDbmWE9AAOwJEMjysjwCmdL7uqq9NgC5owgqRKmNssGFYJEE4qV4RXK7E4vpmsjOukonEUApsHxybSdYcsMfE3DDYHaPLK/G1oxNxXldTgnXmSYItwbQxEMAJkrEUXzo6nsGNoFFghA0nPX+1+kH3IYjEznHHZ5y2sLERk0uFA3ylphJX9LSF7tPGB6MhADQfpJoAncDf8wm+XAIx4ySRAKB/Y2gyVtcj3revL3Y0F2ZWXMrJ7wXvPuPpmYKddy9vGuxMgG68JAxKZ2bgT4DuYniVDtUTs0GAMLS0Gu/esyVvXVhOh2Uma+6t9CdQJgAoGT91s8AUeabg0T2ZZ8ZY5kOS49V6aksokP4LRgXNVAjmluN9aY7HVV/gTp4rmPVaIFpZgHF0D511tXHb8fEEyoJl6w9jNL26liUO5Kj6CZdGc9akezW/WHBgDPra10a5sRT3GL/+jlwHgve1DYkVoIG8uT7Xs/FgyuW7GA8aU4G1oLw0e8qWeTMLyWYZI2CpbJtWGnCdDtBLFQvZ9bHF5XjzQOEJcPrlGXweVpd8PmtOYzP+4tmhTKRcPdCZ+8C/F3G3bgKRfhDGc319MwFJ2c2A54O1f/Ourriw6+VZ+wSUW6UM22trf5RzQqIA6DEPJcNoDN2Pudi+dh4en0njslJ1YowA5tKcz/ng3pbWNnMOOK17ZEkQyQlr0tlGGSGp4yyhACnreb9ybDzesacnEyYAzd1DU9muSj07hhQb7vsAMGoSgJvixd6eWGFeVnwfsFSWRJTMM7m253PPEofbx61s/Wf9SZRhxf2zTJr+xfPDceOOrlyn7s2as2eu7G3Pc8wzWQPmVzLL3nRfTNqsvZt39eRc+zyJP/uWwsS41NXWZFLLuVS2ovTZzPFuANBryLUl4DYy8eM7qGduOTyWe5pq49yOllRfGO/y8r1KCYBogFFyRTLE3HLZ94wHOpqzvl/Sz7ojLXfvGxvaNWLQ5+PCLgm5ulwfmP6dLZJlqylxN6e8FCQwJVbKcoJ7R6ais54xaAH4XVqqndepx31h+gZwey7g3J+5f3tkhMqorSmOzy3lHPstcD7b35hx54C17zeDL0EB0Ct5fitDwXpbA+a/TMT5b4C9VKRtL2thtAdUl607taX74pGxeMfunpSnl+oy/5RkomIoPTRKo8FMXm9s5DNq0XdOKs8kRzfjws6WTBo6h+3mqa/fGy1PPpsJ3+bRsYjFpZcA8sb/69ej5sCeH2UrV99THYGfqhF4VYD+i7/4i/GJT3wiLrroopc89HPPPRef/OQn48/+7M/OisGoAvSzYhqqN1EdgTMegZIhb9QXeauGbrt88rWcZs/kiwAPclPAznV4dimem10ogGRDXTTX1yZbJFAua96BxIdHZ1Kmx+DtXDVySxjP5qxRB1DdO1D/wuxCzC6vx1X97QkOSzZB0D25upaf8/59fRmIqRu9dqAzQbGg+7LutmRkL+tqid7mhjQWcw9XC3iXC1Our52YSJAHIArgBG8A6qvVDwrIvnZsIgGSWmlsrQAfW1OnV/b6RvYXF2y6LwkSQaXkgGBxaisJICAVwPoc90LcKmGBpSP/BvSv29Ed57Q1ZXAr2DemxoWy4IW5xWS1bj8xkbXkJK1qDQWXF2z1NsYqZp09wNDBkbo+Hh6byTpm5k7GLudtbimTJlf3tScAKQNGIA9DJOjGogrEPcdmkOUXAS9WybP6zrI+9vS1A8xgt5gUAa++D/OGmWTEZf1gp7/Hmb6+Nva3vZgoMJ8SGMolBKsttbUJNgB7SR3rD2OU99DZmvcKfGDLzKkx9j1l73YACdDFvj43sxSfPzwc797Tm+2yJDg845HZpXR8BoSZ2enXDrConQU2yL/Tt2DLhA6rClB5387WhgRJpfLAWNgnL9fDufRlKPpzL8Y1A52navu3j6G5x6oVwHAjgSmzvL96YThG5jHoHXHtYFdhZFajOr2QQpPjZn2tJFkTt/2VVB08O7MQd5+cjmv627P+9+WuUvIMmkiMlEaKZ3IunP6a7F0PlKbvhBZxRc/wwgNiMxNkZfKCaZg6ZRJrl3Fl9KXe3L9jvSVF7An7BhD2rM6QlEHr/Z612YsJvsy9pA3m3jPddWIq3ranO1UgXv+NE5MJSAFJf0ZBctfQdCZfLuhqjt7GhizHySTfiprlwq+ibH3mu8qkJ/mxdmO+U6KAMVf5vGWSxtqRBLCWy1pzZ+L/fG4ort/ZnYkgySh7EPiW1AJ4NzZ5JzCIY3ZY+F14Df8O59qNO7szieDfAUueGNYl0Exe/cDYbDLVZd9z9+pe3jTYlckcSVI7u/D/L2QYf3toOHqaG3O/eJ6dzQ0vUVxYt/ay99mzEl7mTZ20xCF/EN9Hau2eH9tyl6dekGC1Nu84OZkKCioE+4YngPPYeEk0UlC4N78J6qtLr41vasnYUJtqpfJiQndee+G14bLXrRUlPpI0CdB1o1hazUQDgN4jEbxVO++7ynkGpr3fOitN5IqklZp1rvCbeU/m339bL9vbTW4va5HEdPaWSjD70BnmLLE+nGGS58WaKmrMS6CvDIeKyloFwJU6WW8HO1oy4bG8vh4Xd7XF+MpqxInh6Pj6PdHw+DMvbsHCkuLFae3riabfrTLoP8o5Vn3PT98IvCpAf8973hOf+cxnoqvrRYMPQ8DF/ed//ufjtttuOytGpArQz4ppqN5EdQRedQQAtDIIKNuyqL8T2AkmBBElq+eDXospfq3hLh3MASUXOTJpHxk7UArACLx9Z3k/nfW1QSKunnFoaSXrvwW+ArlS6uezUl48Ppd9nvydoEWALXARyL0ws5RSTKyTwIbpmFZAZIbfGp3J1j5PTM4lO0c6SsKNpcbEqZMXCN89NJ11pmVLorIN1XZzp9PHwGfceWIiQ1nt1LgVz68UIABjKbwF0AFRrI8LePbf7h9Ls2OrH28pSSaZBAwBWffAuVwF/aW9rfnsWENjDez7LAG74AzgxYTetKMz+psbUzI8ubgal/W1p4mYgNJrSbqBAnOCHcRCf39qPt6/tzd7sAPrD47NJpMMqBSO+xunerBL8Ag+zY8Hx4ZiJH0e2SqQJWB8OQm35wdwn5ldSBBs7gAPdaqCdKxF3vvfAAAgAElEQVTYRd0tWV/93OxitNbWpBwUw51tsbQ7qilYRQkUyoXvjM1mIE7B4L6+PzUXa2sbcVFPW4JqCRZ/7j3YL2MOIAMECdhJctua4smZxbj92GRct6Mjmcqy1pu6oA/j1VyfJnXk1Fg/9czX7ehKcFkC1tJcy9gMLxWSWXNdJgQ8vzkAELa3c/LnpREbQIUllagowcX2dWefGltrDLNofxnHvzk0kkZ31w92xlV97ZnwKpMqlp6xS/BQiRwLQARoY6r30Nh0XNjZngaDL3f9gDx7KyHxWmfCy/196WBe/tNrqCiWtkpamB9a2y5KGOUYJSiyBrwWAEzlzPpGjqfzzLnmvS7PCixhszMJpDSihfeFXu6RzLakkNZhN+/qjo6G2lSS3HESE1sbXU31Cc4BKSUm1pmzyXnqHoAi4A5ww1RTBZgDoM7c2APAqr/PEp0Eg4UZpCuTFAnyGRgW8ndrEituXXzh8GgqQPy7feUcsH8lnQA6V7m/gN1Us2xsxP2j07GxUYkP7u8tOkSsFclCwNI9OHO875HxmSzlIHm2Nsiup1ZX48oe0v5KnptAp79zbnuG246MxTntLZk0pWphYGbPlZdzwJhi6wH4I1sdI6zRO05M5VzpakDd4b6+dnwi2z0qh/F8EhR/+fxIei9crvxlfSNbLV7U1ZyfqwadEikTZxHJQpcmd5h23S/e0F8AdOMvAbC9V7s95dy0d5WkSNJgtp3/F3S1pamb/SJhmXMZm1lD73kzEbrEZHXzlGSeOolPiD1l7I2bZHGaUG61Fi3vb7vbuwSTPSvB4ALe//L50XjPnp705bD/M+njnF9cziRp6Zbv/iUNqD2s+TtPTmXrRMaK3Nr7/+ZL0f34U0VqZblYJy+Vr2/G6u6dsbhrR3TuGoimN19ZrUH/UQ6x6nt+KkfgVQH6L//yL8fHP/7xuO66617y8A888ED8/u//fvz5n//5WTEoVYB+VkxD9SaqI/CKI+AH+gHAtL8jQWL2v2VuVVswb0XdYs1L+h5vN7L5UYa2YNDXTtUVCvwPkfM1NqSBWumWXvyzNgE14E0KijUTpAr6tONhFlfWPhdBU218Z2Qmmhvq0k25lDgDRp5F7TW2hsGU4M9/k/qp3b5vaDpu3NWV4yGgJM/k/L2xsZFsPEdpYOdLR8cSWHof8IadBDxfzXU7WbfhqRDdX9TdlsEVebXAzngbd23CBNECXYwIcCz4BFCoDC7va8tnqGxWMuhqAxY2i5pJjInXML/b3dYQV/W2ZwJC0AgMYPgFfwJv4P1rx8bjjYNdCQTU4U+vrqaSAPNtfoAZ90Gx0Mf0bGIuQcdjE/NpLFVfE9lK7OnJhbisry3npTTTAgI8L4moexCQuwSSEiUCbEkZwWMa7W2xnqevJUEmRu2de3ry84D6dJfWR7yhPi7ZClKNj/rT1loMUSFf50/QXFMTPU11OT8Ywicm5mJPW3O8rrM5x58qwPNi3Ir2dWvxyNhMgp0Lutuy5t6683+v9xwkucZLmYREx5sHu3JcBcrul9zZZwHo2hRVamoC1LJ+fEZZi1wyowJ8AM6YCN59VwmoyvaAp/dwLnsqC9jJ/fsb65Lp3n6Vvb+BbJ8tOUBNYD3dcmgs1+rbd3enyzaADoyYN8oMCTvsW0OlkuBQQgCQshfSfK+lIa7darW3/TtPL38p5dml0/YPc1aU3hOYz+2maUzdrEtAl4rFfre6JNWA8dJZ2zoxfhJTkmP2OobWZtAiUemG883rrC0Ayfg7W9QsZ7usSiVBsXX31WMT8YH9fVm+4DnvPjkZA82NqfTBxjN4c24YQ2MFVKWLfVNDjp95dabaI0Ch1znf3LtEDmBlnQL7zgV7Rcs955bntX6tK0lAHg9lzfFXj43HZb1k9rV5BmG3eR9QBPheV5ng4bNAxWJtYGKNw8+dM5BJoLKtmiRFJrWoFPhfTC2kouDCLUm4pNzsynoCdkBTgsMadtkD5Px3Hp/KWn0lPPuaGjKxCDSXl+8yp35X7AcScM9ozD3PZiUyKSepZR3ceXwy9rU3xnWDXanIce594fBYlnZISuhmgUGXbHJ/1FXm1jqWjDFWZPuubw1LotTGG7cAurmUdHAfpembs8/zS4KQpZsTygqlNNfv7Izjc/Zd4Z9hvVgnvXwB1jdS9eUenStmmMqCgZ2z1Rx5je/xfuPnube3ViyZb2ul7CVvDbuMmS4KHz04mAmMIoHn92ctnptejMv72k8ZypVnh7XtGe994nDu/8tHRmL13u9E08mRF7djovQXVRAbjQ1R89v/NI53dOW6kxx5OaPKH2Y/V19bHYGfphF4VYB+yy23xKc+9an42Mc+lu3VHAbPPPNM9j//pV/6pfjIRz5yVoxFFaCfFdNQvYnqCLziCPjxfmR8LpkIAYkgESMrCBR3YUcEC9sZulIyXrbM+mGHt3QhF0RiqUiLSa+B8ct62gvTGnLqGeZArTGzIsCtjwfHZ+Pi7pY4NLOYgZMAT6Bd9jl2n8DNnScno6u+LiWPArOSgROskHZ7D7YNWAHQz+loieXVtWSV3rG7N+48MRUHu5qCczCZIUabkzHZo7DrrqHJ2NXckPJsgXdpqFXW/QHxp1+SCHefnErX8It72jOoEqRhgqeX12NieSWDOH9W1ppisszH8bnFBEfkqGSzRemB1xWgjsQfu8ypuqGuJu+JDJIE0li6P5+FWQPUuB9jpSgHMFwcnZmwcVQHHDBAAGRzXV201FWS3eOALtD2T8yWYBNreXxhJcf5oq6WBLjAmKDUd5ofAan/Y5lIlUlES1WDdQZklQACu48FKmvSBasY+pt2FIHiobnlDOLrSfs3lAR0JLsrEC8MsgrJPBB0y6HRuKK/M/a1NmSAqn4TUznQVJd9kQWw3xyZjNW1jbhmoDtb97m/B0dmElj4Tqw5FYckj78D/IEx4Lw0lrppZ3fhCbCV2ADUyE+pGSaX1aaSjVficnO+XiQoXEUf+6K9GYCivzJ5MSa9XD/leJag0/vK1kpAZFEnv5GvP729X/ZMXiwYxL7G+jjOVbsBCFyPzx0eSXM8requ7u9MIFnOW5a4LK4m86sW1WdbV8UzzcXJBb2ua3J8Tr9KV2nJE1J6YM/4lS7UP8w5sf3Zy7p2KUNj5b4AQWqJNLLcKKTpklClcZc1/ODobPosOMesQaUBknj2hQScdSqBZA5SwbCxURg9tjdncsX7nFGSUs4Gbv9lf/P7R2aSdV/cWI/zck3XZbkMY8XdGPTG+vwe81KWxqSMe8sgzBqXNJA8KJUa2c5yq20fr4WxpbVMogDAgBwwKrHi8pzWwl0nJuOiHn2+6zIZYawk5IB1rDuQ2FZXl1JlpTPGirLk1iNjuS/+t/MGk9l1D56/TKypUTZm6riL1mWt+X0vzC6lBB3jzJvBXnO2STqYZ3vMmepeja2SEAB3e0mE7wJs7XtKJHMKH0qWfP34RFSiJhMCbx7sTJWRsXcGWa/OcqoJEvfrsgd9MRbagzH2fHKSn4PfFcmDtWis82mVU4mx+4encyy8Vtxs7h8dm8uODKWRnH2Treu2PltiUmLq6MJyqk4kJvVtT78ATvGbOo8UINo8mIOCJVeAVIlHJ+fybLWPJSfMk3PdZS62tzGlEHKGGEtnuv1TsusA+2efG4r37B3Is1syxrlnPuxN67O8nC/O342V1aj57/8jap8/XFj1y1xsq0jIM0ULzqsvj6fOOSdqGhuisrM/LuvtiKMLS5mMkURNg8nqVR2B6gjkCLymi/t9990Xf/VXfxVHjx7NYGXPnj0JzG+66aazZgirAP2smYrqjVRH4GVHQEDG0EoAJWgsA7Wsnd0o2JbTZbav1v7pTIYZoBEjCCIFKE9MzWWdNSBzZU97yiQFS/rtCqRJ2cn1BDrqDgE5wRPWEFvlGQBP94kxwW4BI9j4NHnakugKishQyQMBxdL9F2jy3Riw9+zti1uPjCZr8LrO1jTwAjw4lZNKA8gAmqATayxAApIEaNku6BUACcD69WMToWKTzHpimfx8Kc7twCwV969X9vxa0d/auEgimA8Bn5ptweHkynowzBtZKtx3mdcJEM0hkA28AMNv3dWT7JYkimDTOJFw66VMvv/1ExNxSVdbuiWX7d+YKzEbAkZzPDmY11byWb0GKHx8ciH7EwsiBeKCaiyh9YPRaa6tpLt4AQQKJt2zm28BpbIGYAPbrL2b+yqTP0Vv49ZTPdyVPTw5tRhX90tobMTY4nKMbsmvudqrvXafAKa+0tQHWC3P+8XDY8nySQBY10MLS2nMZ56w7AD63UOTmdABPrwO2LAGjNu79vAowIjXZoDsMzHNAvn7hmcSwAFc79zTm2uXAdezs/PJ4gJ1j04UbH/TFit9SW97JrtKN/JSbWBc1PFb59Y05rFMfJUS1pLZs7dK08SehrocT+/Xo/2c01zVS1WJNQJI2jPk2coGPn9oLN3AOdpfv6M7gRQVg9id9HZosWB0S7CLrbZHOIZTZJhTRlWnX6X6Jlm72IzW2qIl1ukKgDM5I7a7WZeJL4DKWI8tFbXkzgL3WPoT2OslUALkyJ51aJB8UBZhDQFsYwsrcX53awKVso2ifWydki8Dn2mYVmPtN2Qfbiz6Fb0dWyaE61nqYe8BQs4KoJHvABswbvJAmDm2vq016wxA8/rbjk7Eh/f3Z8LAWAH5k0trOfcSAKVke3hxKT52cEeua+/1rNa7/UXVkm23nj0ZN+/oPtWr3HP7LmsmAXpFG8b6BO2SA86IxtqIrxwDhEnc+/KsLZl9kNK5aC14vXu0xqh+fMbh+cVULu1paUgQaUx5aWC9jcETUwupZlC/vrq5kWekenxKjfJyvpG1Uw85UwBPH65c5Y4Tk9FQV8n9cFVvW7LL6t51uuAcz7xuc7MSD43PZJ29xIpz+bmZhXjTjq4sSWKQyREfcE2QGszomvKf3xmdTgWSciLzawxvPz4Zl/W0ZpLMVZwpnrsS9plkgySy842nge9yXjgXrE0JUntLws1ZVtbUlyCc8eD5HUUvdkkb58Psmt/WIvHiHkoTu1Kabg4lO5wxkrguydEvH5+Im3b0xOt7WzM5WZxNq3ku37SzK2J9PTaeeDYWn3ohNqdnouaJZ6OyVCQQ8zKJ1BsYfonegb6Y+oUPxVJ3T86bM4s6zNmgHEwMYD+c3iHgTPZw9TXVEfhpHYHXBOg/CQ9eBeg/CbNUvcd/yCPgB1jLGnLtolZVd9xCriioFaxl/9atekngoWxb9kq1w681noW8sZAP+lzBL1ZdwMJFGygVsAh0SIqxaQIfgVopKxT8YF8EySWrWNbJMwIS6F6oDdOWtBoDKFDGcpFPYtsEnt8aZjxXm4EcJcF79/bG3xwazRpObucAwfLmRo4PNmFkeSWOzCxFe0NhSkbSKPQp+22/EmMoyL5zaDKHRpAnqFTLiXnjxj2xshLXD3QlAMKcMBvTekugKAhUW0kCTz6ZcvXFlXxfPkelktJs9EhbfU0GgQzMSpkjoJd1pQsAehFkCoTP72pJYz4Bctn+LV28SeYXC7m2oFbAqwzB8+qffll3ez73d0dnkxUGBq7o60jGVnLgxPxKBrvpYVwpQJ//AT2F2VTBaGurBMAUtfSb6TR8YXfrKcYVqJTMwYp7JkD0JCZ4K+lCcYDh873Zhz1Z9cK9mru1f1efjSEk/5f8IHcVgBrTbw1NZ+CpDRRZLDDC6AswUedJzUDVgekDdM3//vbGTABhPikr3rOnNxMfAKMAV1LFODEinFhejqa6ukwaWT/Z+3gr2MakCcy5UhtbwN1+sk4li1wl21oCZX8G3Fi3wJFEgpIGzy+5sv0CPCUVJAV8pt7h9tv06nrccngk2cOD7S1x887CiwG4KluyZU18Q92p5JNxAAS0uMNHTiwtx3v3FkaB269Slg4Eei7z6pm3Jxhe62zw9wD3dmfrshzAc1v3aoGBS8oNoDyZXqZYW2aIPgOIemBkJqX4knsUGICUNe1cUZ5QjOd6jhFJuvsGAA90tMTQVg22dSUR5R72tTWe6kl+ZE5rRYz1aqp6sgvAJBf3So5VwZKupyIEUFZvbTzsq68fH8vxc85JrklmDM0XRnzOFUnRO45PxsTKcnzsnB15JgP9EpAAnPlSmuJs+KMnjsW79/TlflNrbdycZRIjaf635eBu3Xh2JRESJhQ0FtK793IELxJQue42N9MTQ6LPWLv8DqQz+lbrMmtf6YEWgtawen0Mus/9zth0HJvXFWAzk1ZZZtRUnyVFZUs8z2MOJAasTbXW9r86ap4g7ouqib+DunRAVYLi6v6OPJsK34n5OL+jNZNtQLnPK7wl1PvXR22FfwoZeU0mo0qlleSrM+29e/pyv1k7d52czGSe8Xc5c/KZQumSnvZFiY/XUnI5y/y+2LN+t8xzmUDxmakOKH9LK5EeGe6NksHvrWcuEuFF2zv/lHT1Q+K3znnjz61pv7elPJ8HC7k8n5QiIWrNNMbQ4mqqEN68shArf3FLbBw5UWyzLTC+nTLfaGuN4++8OdYueV1cPNCVigRfPLsG5C+mMeiO1vpU/EgsmDNJ1e0qnjPZw9XXVEfgp3kEqgD9p3l2q89WHYGzZAQEHdyZ/QhjAAT9AEXBpq9loK0eFfMDaGGlt8vwzuQxKHyYihUxw2bW54Ig2Yu8tiYDrKlVrtkb8Ya+jgRjGCKBh1rzklFWtwygCyqwh1o9+XuXoAh7hpG6f3gq6xSBfcGcUKvsU/709Hxc3teRzIjr2yMzKecXvJJHvgtAPzwW53Y0pQlcuhRvRrbB4nzLIR64FETtIrHNNlwFY1XWBAqkT78AMkG39xlDoJmsvTTEG15aTYYcECTDv6a/K++hYNCX4vnZop0WZpFsVPBmbkrA9+DoTAajfc11cXhuORm6ktGXDABAJBswJAnQj09myx1STaBXkKbeVkAIyI4uFUkRYEkt/FNTc8n2Y9KtFQEq1l5/9PM7W9PZGwAXaFtDgn4gEDARgPocQCXbNW0ZxgFaGDTAqqwxxwSXjCvZsnHa3dKQdbkc6p+ZWsj5sha1TLMW1dUDMCvk6v3t+Wf/z8OH4r37euPKNIDjPr+Y2QIzQxrtmbXmwi4COxIFpMT6PguSP7iv75SruvWXTG2222uKb56czOQCie979/Vl/f/k0mpK/l/f15FgAJi1ZyQEAKYiyC3k8q7S2BDoVC+v3lsQ7D7KqwTjvltCSnBvHK01Y+vv7R8t5QCA7e3qrDflAF6H/RbAa1HoPZ8/NJp7Bev3nr29yaqXLaDsecBscKujAmDrjMAk3zcyFU01tcmwf2B//w/0ry/rmDGqEnsl67Y9wXAm50WZJCzfp4QhW1pt6rW9mnuSiaV1KUFFKg5A21vlfnh8ai5bANrD1iJwPrtajAflhuRdGrTNLiaYs+74PvicBPJMvWqLchGqCn9GpeE7p5bWUtWzkzx7Ziku7W7NsZcYBNSB0v6WhpwrZ6qxME+SdwwZHx6dTe8C4Nz+9ndH5xdThq3LAeUJln11Yz3ev7cvpkjF2xrzfLHui24CTQloP/3scCiz0A7PujBXtBDuR4IH6LanjRsAb36tQ6ZhJvCmwa5MUJ0qT8EgL61kWcThef3Ja7IcQuIsfQ3mi5prCpqixdlGgmbjCpQCu87H+rpKLKwqaWnJZI8SoXJ9Oh+Ozi2nGR92GEC3d08srhSKpc2iW4I6a0mGTETVVBKUZju4ra4T3OGpF47MLqaBqPFLWfpWf3HfZ+9Z81nStLERf/38aI73NQPtefZIdtw3Mh2v62jN5JtLMg9DT2Hk3LRXvjs+l/tPqzKgFbNtnJ0DkmTO/LJDg/PIWpRMMWYPjhYtLdvq67PkALAv94r7M4aSW+bWHLo/a8BvXJZZbJ0J9w5NpqJIcomiYWFsIno++7exfvh4bNbVRG2aAm7TrydAj1gf6IsF7R537oj2d14fz9cXXg1+ppiKSrToPa+VptKy5vqa/B3WO13CSKK47Ol+Jvu3+prqCPy0j0AVoP+0z3D1+aojcBaMgOAWOytAFRiUtbGluyy2AdOBmVnckr+9krv0yz0OubpWZWrwXICYGj7yQQw15k59tZpsAQqmRtAqiPE9giNBpcBDvbPMPkbl6NxiXNVfSE5dWEyOt77vwZHZDNLe0NcWx7TY0m6roWhPJhnATKgM/smqBYTd9bXx3N+5NZPufv7wWIJodeZApYAMQHFhUrSkIuEUkAnMBDUARI6dev0tZ+nt4+GZyMoBNIGhgFm9K2BFinl0diklmhIXn31hNN62szOZY4GcNlxqDIHBZIo6m9OoyIvNjSD8vqGp6Gysix0tTfHo+Gx87OBAgnjj47k9L1mpJIgA784Tk8nupVO+NlRbpnSeC9sv8PRMWGMMjiAa8MS272tpiu6mupxHCQ5MF0MngalrfrUwO3N/GOhkn1cLN/eyVrowFFvJFkyM6PwdEIldwjS6KCsYWUmCAClaqUlESEwwhrp2R2cCY4G99SKAxtRJ4PzBY0dTEmuNAFXPTs/nZ/Kro7wA8jDX7pO02FwK7r98bCKmVlbiHbv78nvMr3lNV+5VrtSNcdfxiZhb3YzNymZ8aF9/1kNzajYe5PJY+/tHphM4NtXWJUMKoEsUlOvOPhDAY+OYd2EtPYMkyXaAbpzsAUmHaSUE9bU5huYLGDMOxh2wLx3Nvd96M+bWhs9NM6utlk63HRvLObTu37e3N8GngJ16wloZnl9J8InttW+Y/VlHJOMTK2tZBvH+Pb0/0L8+2z5tbOaaLVseSs6USYkzPe5OV+iU+8qYUUdQAUj8lAys7wNGJajKel1qDHvXXpTgwY4zQvQZcAvm1XxjwrU53I/VXNs4VXtuLDHvgBgG3Tivxkac196S54/zSBKDR8Xr+9oTrDEg49uwt60ha8lhpdIgDng1j/aRfehzmmorITFnbCXPJIp4FmjvpUbcv79lV2/uRaqfZ2eK0h7PoG/3sdml+MKR0biqtyOTbeW5U5YZA6bmH4AcpjxpLAwpnZM6SrjnN+7ozH2NjbVXgflDc7wgtBNciN7G2jTHvLi7LedU8qYuNqOxrnZL+VKYP/pOyYWvHBvLhFwzd/F1xnZFFwiu/9zvJTMlA5zf1rF95XuA/KOzi7m+lBFZs6/vpoZZyTPA50vuAa7PTi9m0tXZRZGjBOhbIzPpzA/Q8kiwFpToWKsSVRQy9uMXDo1mWY8xl3RwHvK5wERbEy5z+hfPDccvnLcj70MywmvsOec1FULRrm4txpfX8jXmhezdGVQklOoymaEc4LsTs5lMND/+bzxK1/zSyR9AL6TyvFUq+ZzOfMC4rN+/7/vPR81TL0TLnoHYOzcf9XfeGzVTlFNb12lmb5ud7bH08V+Jmba2OJI94TeybMv5aE8WhnV1OScSU8o29jQ3xsrGelzT35neCxQkfm9+FKPHM93v1ddVR+AnbQSqAP0nbcaq91sdgZ/AEcDMCfABgzLrLzAFSjEXADq5pqBK0C9IKkH8y7V2On0IBAFF/WbR1gYYfFrN4VYLIwELRr1oBxOxdwt8COywvQCSwEWAPbm8knWngK3s/g07mDYVbZb8WVFjux6PTs0l06GdGXYTa9HRUAB5wbbezw0VLuTzwc8NS7uztSmOzC7EzTt74nOHhuO8ztb8jJTj19YkY4UN+9boVPQ3FmAdMAdeBJnpfF9Xe0rKevo4YNzuGSpq17sbiqB3ZGk5bhjsToO80S35t/7ztx2bSAOk7PO9vp7Jhycm5uMde3oTHGDA3VdK65Mt2ox7R6ZiR3NTmvl8d3QufuZgf4xsyeHNI8BhjMyHYP/u4cl8DjXj5r2o4y4MvTBNjOua6gqjJaBZUCxIA0ZJxIHN700uZGLgqv62eMuO7jRx8xrAD9B3mV9ryNxJymDmynJIQSHQQC4rYDUm5KkliMXQA2Le5z0AhQRJ0VmgkgoJoIsZm/vx5xi1w7PL8WfPnEjWjiwWEKAqqNm0jgq5tlZ9R2YWo6upLnoaGpLtBZi+dGQsywyuG+xOpt54AOb+XqJISQATQt8/urwSH9jXn/2rn5teisen57KNkSSTOvVKZSMl7gurjJaaEtyXyQdjYw7V7iYzrEd6U2OymeVV+kEAotQGWK6Oxrp8nrJdlwDevA6kO36xF1zAmecAAIARrKP7oKa448RYXNjTEeOLK9nT3p6U3MEkA0RAGMCPOS4NoigmvnFyMgjsF1Y34kP7+3/A2bk01uKkrezi4q6WUx0OzvRoLN3ntycqys8F1PgQjC8DhBIaTQmKjBNJsp7f1AJlXT9AqA4aQJeYmV3TAYD5ZeGOzrlegkkrLaoa5w2fgcIwTwlOba5jnhP2eJaHdLfleWbv9zbVZVmGhJ81zukd635xT1smnXyOPUjibR7M4/cm5hOMn9OhJVZdzh0Vi/nta6ZgMVKbcc/wdLK/r9dGcssDA7ivr63NRClJ9lMzC/ENLci6WhM4AnXOZEBashPQzT1YW5uKEfJs+9f3fmtkOsfpiu72LHWxF4FDih5nq3OeYz7wKXEm8eRzU0JfAUcLMGntOlOMl++/9ehYLmgdOQDVna0Abl3uQwqTN/R3JCvuTKNkARS5o0umkIID3s5w71EXzjeCusl3S6T53O+OzUZ7Q03UVQrwio03J9hnSTxlBu5FEtFwOsOcWQC19pLAuKSdc4+q5PuTs3kmlK3gnDF/9fxwfOzcHcle+37eJe2N9XnOUF5UKjXx2NhsTK6uZ5mI8TanatXLpBgzU/vFWPtd8TnWgPPt9G4p1q8zUBJHctw8fHdyLtrrKukZUjs5FYuf/P0Xt9FpfcrzL1qao+7qy6LS1x2r9Q0xf/H5sdnclL9N1i4FmH3lnDWv1Bz7Wpuyvl+y9PGJ+XhdV9HhgomeLheen/rgRzWEPdN9X31ddQR+kkbg7xWgT0xMxK//+r6RftIAACAASURBVK/Hb/3Wb8Vb3/rWmJ6ejp/7uZ+L973vffGv/tW/esm4PfTQQ/Fv/+2/jd/+7d+OD37wg686ptUa9J+kJVe913+II4D9wLTubG7M4C7Zq8a6ZAQwfC7Bi2AeiPNjDaALgLaDjVcaO8yAwPL13W2n3L0xQQAXsAbAPUl+vKn/92YB1rIfcFNKTgUGGCOsGXYiGZP5pXhobCbetbcvWS6XAANAEehhMjGzB9oBBC2LCpMlNYDfHpmKN/Z3JogcW1mL2eXVZGEHWzH2a3Hjjs7460OjWQPZWluYUgn8sj1YQ13crna7U9BcyNxJbf0dSS32AbP0cpJeagBBXjLEDfXJ0gCfV+u7Pr2QLBS5J6D0jZNTGZz6HvWN2WZtbimu7mvPRAlQIqA2hp4LW4QRxwAZA4EwszvzhJkmRfU6UujV9fUcwwdG55IdBELT7GppNZmUst4aGwqcZu/u1qasYQZoAA7snXkSyH7lmH7q3fHWPT3xQrbKK4JP2CANqhrrk1XlgO/7WuvqMpgHXtT7klan5HNVTfpq/jfW1oWFBs44YktEeBaSekLR5c31ZNgA1bn19VwH1uT+9pa81y8eHo39Hc3xlp3dGVSri6+vLVoa+W/ffXJhLZpqNjM5Y+2bNz2cl9bW4tJejFc5HhjmumS5BxrrE6DvbK6Px/+uLzigSnIsyaRm/oLOlhxfbZ+MpeAX+N7f2pQgYW5tLVq0LWwowBk5eEtDTQwtrEVXY22ymUXrrZVcd8CZoJ7cVW2sucDAba9FN68Mt0qjKWMnKcOJ2xyaE2DJ3rBu+C7o2oApfd/evkyASBphG/W1xqCTTN91ciJNvnynsaEAkSaZXVmNDx/o/wF39jJxh20E6AE/7KXyg5e77FMqEWCkvFL6a462WktJ3FkDwCp5MzaZk3ytspU2Pg3NORYp/9/q4e28sAck1qzFtrpKtNTXxdD8akyvrWXCUaIM4ysJ4dku6W5N9tb3d9cXazh7nm9Gypv3tjakigFwNdfqlYFLruBXD3TmPUuSWeOvI+turi/qwJWKbAF9IP/B8bm4/fhEvG9PX3Q3KhcA4DHb69GeCb7CNOzB8ek0Q2OaaH8DyBIfZd9riUqSZAogCRuJA8NYyPk3EpxLHOGerWNnPNDrjFMG8+DoXJajMMy8rLv1lK+IMcsWgl2t6dgOzDJ+k3QyruaiuU6JSeT4AKP2kt8LSQntzyQ/nYkUT32NxblrjJh+KgdQJ479P9DRnICUuuP4nDKexZwzZ09LbSWTXdjxvW2SMGuZvLMurN+ys4jkiASCUoWi60RNnjc+x7rb3j1CAsbYH+xsye9V9+15sOCSNIVTfcSDY1OZbKFYsv6tEyDb+ez3SBLVunx0bCaTDe/Z15+/jdYGPxfJ7aIsiGqn6JJC5dDeWBu7miWGKjG8oJSsMNYzdpJMfu+oG1Kh9fyRGL39W5mw6a2XTX42DeBeitALs7dgiHfu/uj6+C/lGe0qEwB2lsSeRK9EnN8B5WR+e6nJqKmcHcaPOurK/vZU1Cmn+vboTFyg3WjnS/0t/iHGSdVnro7A9hH4AYD+5S9/+YxH6N3vfvcZv9YL/8N/+A+xsLCQgLwE6P/yX/7LWFxcjD/90z+NhoaCMXL93u/9Xhw+fDje+973VgH6DzXK1RdXR+DsGwGBxdhiUaPsx1tAJIBlwgRUCd4FgAJ7ZjvpQJvuwJWXBaKnPyHgVTIwgkuMvYBsnVN7c0MCNvJj4IDpliBVoKJftQAyW9VU9LTVlzjSeKivqWCAPri/6OFbAPQCSEsqqDfGeAtCBJBApmBSQkFAq05ZYOZ+BIoCcyzW/Npqulp/7vnhONDWEnV1lQTHAnjAmhvxbUfH0lUcO1lf4XLO0bgxgxqJDVLWwtldUmHtlARfUkHQh03DeHET9h2X9bbmPXk9NlQQj4W6pq89LunmXr6e8kTAJBMD64UUWl2oZEDJtnxzeDL7thcAfS5u3GJ19JAnz0+mVX/e0Du+JRMcAkGjh1E3Ri5jSMlg3oD3bDvV1pRsGnC5sLIaF3S3J0AHgoDoS3vb4117evI1gAvQDOiQzErA+B4qDcAbALF2fL52Zh31NVnXnc7Ocxi7ooe0656hqVyHGCvMsrWqZzEWGdPrvn0O4JwlBy3MuYqWcEAVsPSevT1ZZw6gakFHCm0+U8FgfW8yQeIcX7SxUoOOWsSUDzTXF4wcT4YozPOABEE+QKfV1tv3dOcafmBsOvfI3pamVG7oMz3QUp8g/TgDsJbGuEiLwNnFbBnlu4w5Zstn2nckuUAttcXXj0/Ge/f0ZrLK65U52Dc+21ouvSKsf0kk91+2cDN2yZhtbOT4e16JHWPAQ0HC7A397fHI2Hy8f39fMo7WpdheEoDqZGdrc/zRE0fjusHOlLtKYNx+fDzdxuvqauNn9vXl2Gy/MqHH6XuukGJfphXU4mqWSDwzPR8DLU3Rue09GDq1tNvbsKXUeksK7LMBWPdt/wHo2eebsVtEjiHzvbJmHQCz/jz3Q6OzmfDh3u08cYbZo7ogMHezl43dd8Zno6+hPoGqJFoau7U0JjPauWUuR2oMoA4trKYM/ZGx2Xw2hox3D03Fmwa6UiFCUQJLSe5Z6y2Y0q21mY7wzQ1Zo50tE3d0ZcLP8zovJhZWo6eFVHozk0jWsMQP0FfKjK19TDywijn+zsh03DMynUmKUqFkrwJn1pCzEqC0Dyh0mnR/SEPFunT9BkaV8Vw90HHq3JcMkLTQilGbrR1NjfHE9HwC9sIocS2TZcZcEsbnM5/UIlB5zRcOj+S+P6+9KZ4npW4o9tBVvUVp0gWSNitrWXqkm4UxsH6tbeAWGJ5ZdV7Xx8WdrXluSFzpSkZqLbn5jROTuVad2Rj552YXMnnSmHL+onWhxGlXY0PWwfsNMC72vvm6oKst6ms20whUO0TjBHRLemTP8KGpuGtoKt61uzcu6WnNM8hZZA/4TaGsMMaPTc7HLIC+t/eUm79uG9j1wRzj+Uyy3DE0Ge/Y1Z1JRGDXOPLXcC5L4kg+2c+AvfltOHoy6v7wz6KSpV2uzUipjX9uJbOW9uyM+euuifYrLoon81yvxOV9banyctkr1pZn1/liM/0rir7sS2ub0dFYk8oDv+e9TY15dj8/u5C95h+dmIk3D3bHAyPT2cpyu5rl7ItgqndUHYG//xH4AYAOMJdXXV1dfO9734vGxsYYHByM+vr6OHnyZMzOzsbb3va2+Pf//t+f8R1/9atfPfVZF1100SmA/q//9b+OgwcPxvXXXx9vectb8vOWlpbiN37jN+Kaa66Jffv2VQH6GY9y9YXVETg7R0CwlMEW06j62gyIBPrCAeCMks6PeGkABkBmX+ttJlCv9mTAGmB4sK0pgydMAeYMIMP6CFCY8pCKCxh9rwBLQC5wAYowo0fnl7MOFHMNsDwwNpMO2iWDDuxIMJBOqs/m8Cyg8meCDwGz+l3gRJAoKAMEnp5ciMnVou+zgJiZzy1HxpKBF6w+Pjmb9yL4HGhuzNrQG3Z2ZaCaUke19B1NOT6eQe2h7wJQn59dSnbKpdb1tuPjydRgJdS7H2hrzKAQY4Vx3sC8NDfEnScnMgC/rLst68EBHnWPgBxJukQDNhQjxmAI4GU8pW5ekuCx7GvfnkwNcIPNARDUfaqJBixKN2jjTyru/oF/YM6cAyrMApnSAavWBbCEHQOi1XFru6X/MOM+bcmemykCeRJJLYAwaiSkwCOGBqOlP7b7FVADx531NWnAh4li9HR+Z3Mytu5BnWzRvm41mTfAUS9iUuAXpueLGtLsNbwZi6ubeU/GhFO/MVte24yfPSiJU5sKjOYKA6y1NL5SBzy7upGARbs2Abuyiq8cHY/WlPpXYrCpMddPAtFsA7WW96NXs3UiOQGoa2MGNFjn+sFLWNx5fDwOdLRmwsa4UKhc1d+ea4IBItAlgBYkl6Z/AvBMliwsx//33HD8xkV7MhEkYUbu/8LcUrxtl4TAlt+BOtutPZtGhtsM5syvIL0w8yr6VUtiUauc+Lu1eO1gewKR95OqV4oyDa8nM7ZOgNQ/fvJE3LizO7/THuRw/80h892SJoRl14Ry/9uD2Fv72X3zc5DkM5+kv9Z22QYNEHpiciH3znbPBgkxjuQlpy5hgHEFbgEMoNtekSxKgN7VmsDLWgVynFVUOw+Nz8XMknKM5jS1kwjQy9r7JAqytr6mEk9NL2aSiLrBvTqDgPpSSSQBBKDzWSiSgHXZQu9NAxIldfGlY+Np7nhyfiWBqjnc3VoYo5UJDLW/zhLPL8EH7P38uTvyuT0bvdLD49Nx4w6t64pn5JHAlJCZpX0t+YZB9znOVHvu3qHpbAFnvKw7nydBJQlkX3sW8+Y95h8AdB5IWB2eX0owam3cMNiVZz3DPScwD4vCHXwlZpQF8K1g0MbccW09GVfri4LAuBs3ZQ8Sp7ceG8/EB4M1teWNNXVp2KlvN3XGgTaKh8LY0dxRpvhu5nDfm1qI/ob6mFtbzUSeVnjFfTWlQkKC0r68/dhEytfNhXnB/E4srmbiTlJXSZTnd5/YcQktzyMRqyRHcsVrnCnk9eats74+VUv2wJ1/B87vPTkZb9vTmwonZ6yxBmo76uvTX0Ci+aGx6VyLb9/dk4kjZx9fC0mW/qameGyyONf/9vBYvH9vT/RSOnS1ZqmJsiZngLFqfPLZ2PzC16Jmbj6itjYqs/PFD2F5bbmxT/T1Rt1gX5y84pJYO/dAdNXXR09zfXaV8HvlLPL74/Ib6mxLhcPiSv52pimhzg7U8LWVLHuhVGO0ah/wQXnHnp645+RkvHFQDfpcXNPfcao15NkZwVTvqjoCf/8j8KoS90996lPJeP+zf/bPTrHbGKk//uM/jtXV1fjn//yfn9Edj4+Px+/8zu/Ef/7P/znfe+mll54C6KTtwPgXvvCF+I//8T/m5wHzL7zwQqysrMT+/furAP2MRrn6ouoInL0jABjNMYsR0DTUJWNcusZiNcQJ/rvsryug0r4G211KkV/t6YAagRlmCzvgvzFBWM9z08W9Nk5gzWrArEKaR6JY1P69aLwGZJN/C9IBzIfGmKa9CNAFI+5NizLty85pb0nWAEgE8MhyAU1MpTptsmHB5fcmZmNyuZDBYvKYigHh6nbd7wMTs3GwrTklzd5/27HxBB7GDbsJoGO5gAQBkKDdZwuiAZXS4Adjgl1qqKuLizpbsmTgnM6WDAq1gxKDkbliiu8dmYxz21qyhjoBD1OqSk001hR+ABhpABoYzVZd2Qd9IXt0Y6y0eyKVdi9Ai/cY22NzhaRc7bvgFSgXnGFljZ+5kajJftjMtLI12nIG9GTU1oAxqK8pWOcHRqezHhT7+O69fSlT1S9eLSOQpPZXUgYAzNZd2bu5YHHIofkgG3MgDXsJxKmJpH6gKBB4FuwrxrezUBIsFcZyQJNx9zrP6c9J/82HWvAXphdzjH75/F2ZIChaptXk/FtzVB3SKwsk9M1F0A0433FyMvqbC9aVDFrixmWtFOUCNXHPyal04X5wfCZ2NjWkIuKrR8djaHk5VQ9k7soUXt+LqavE01PMlurjuh3d+Swp1c3OCGt5HxhQ9eySVwAHRvGvXxiJX3ndzlM181QRJOna5xmzsl8ydlTyihQWOKNGUdqBTTY25O2lx4D5IT/Hrl7U2RqPTM7GB/cVUvXcm6vrCcCsA8mUP3rieFzS3ZKO7RaQ1lyPT2m315AAHcCQiJJQAHCdF6XTuj97157eHG+JA2yiREbpGYFFvPXIeNywo2ubnH0z10XZK979OztW19ajtpbcvDCJM3+SG+ZNyY37df/2JJBp3u8fnknVif38/PRiJqHuH51KYOV+cv9XKEQKjwkmmSUA9/3a91EVSIS592v7ya05dtdkC7137OlLZvrLR8ez/aE5YPZonWUiooEiyfquzfvBNKuh/vyhkfj28HT83LmDCaaYMPq7hyZm4qbB7kxe2Wdq54HqjjqqitYE6c4Tl89zrlByHJldjo7G2gS7FB+YZy0XrWfgrAkqr1SKfu8bTOtWcr4l0LDQAOk7dmsVKJHSmIolJUjOdutTKdDc6mrWZ/v3TKphveeW8jvsbYaXEpbODmcnQHzNQFc8SQUQG3l+XNrTnq9Rk+6ZKYou6W3PPWncn54p3O1TQbK8kslSSgQql/b6hqjUbGaZlHX+5aNj6RFi/17VxxNgMRZWqcAasy2bdoySI+ZYosVcOEd81iMTc5k8mF9fy2SY735hbjmfg7LKeHzp6Fgam17R05ZKJGvGWdfb0JAO58W6X4v7Thau/Tft6ikc69vV7S/keFtDVDzKZW45Mp77VqKXJH9mYSmGjgxHa3dHtH3/yWi49faIlaKcLA/qbUx5/tcVl0TTh98Rfzy6kL8PWHLnnESzc0mCVyLHGiiTZvaK9Wr67Xtr2Xgdm+clUhOcS56Znc9k1LmdrXmOS2K+bVdn3HViOh30n51dzFp051X1qo5AdQReHIFXBegf/ehHA0jv7Ox8yZjNzMzEr/7qr8bnPve5MxrL3/3d342f/dmfjSuuuCL+y3/5Ly8B6Bh7oP0Xf/EX47/9t/8WXV1d8W/+zb+Jj3/84/G3f/u3ceDAgZcA9N///W0GFlvf7nVAffWqjkB1BM7OESjrlAVtpfS3lLRhIQUCAlpBY+H0XLTtKWtjX+upAERycuwktgC7ilkBRg52NicY9xrBKnEeYAEIYYzcD+Dm+9TzkQw/N7OUbV++PzWXAABIJvcuHNX1Sp+L5Y1IR19BFLZ9ZnktHp2cSwCH9SanV/vqu789NpsgjVJeEKPuUdCNfQfs7j45le/jwk1Z8JXj49kr3bhp4ebzfJb78N/uWUAjuMb+MHNyMTH68tGJjL+u7mtLue2VA51xfkdzwaBzSF7QP7wxvjk0ky3WsBcCVQyRIFdgThkAPGLHyNEzwNeDeWIuGXlBs3/HiAIr/h44pBg4Mr+YgdzYMnlqfcqOsdCCbwxQ1sFqv4N14Z68sVm0iKqpyfvFvfQ0+sy1uKSnPb49Mh2HBOp/ZyD2tt29eV+CS6Chbsv52/v1ei88CwppqMv4eI3/vQ7LmezuQkpuARJA576hydjXhjmcj0vVTM8uFeUPrU0Jcna1NsTGJvlqY4IEterLm4X5muB0dGE5fvl1O/O7Oalbv4dmCzBLMq4uWbJJQsL6wTYzDVN/bS4AqiLZsh6ttTUJngBBtZkL62vJsFub5umWw6MpJX19d2uu3XuGJuP6wa4sF5B4UG/8lp098eTkfLbgSnf95bUE7FQPxsmcApzH5hazT/379velMR4pLGm0e/rA/r58DsCDO7fEFuMvc2bNSmQBc+5ZkO7+n5gs5hmAxoADkgzrGOfp966s5CgFSCWis6k+QTCZ8qefOZnA++cODqQDNIB+ZK5owfXhA30JQoBjCQXrnHTbOEqSYUg/fGAgQZF9IykHoJT+DM6PLx4ZSzNECg8XtUipGPDfngGAUsfekX4VhSHe2vpmTACNna25z+07e1+SDGgHqO4Zmo6Z1dW4ur8rVTASAZQP1t95Ha1Zc2/i3b81iIUGOo1LuqrPLW+VISxn7TRgpZ4cq41h/tCBQnnwpaOjcVVfZzw/t1iUQaxtJCCUjDJPxl8yQZmEz7VOnppZjHftLlQJJNDW0qGZpZRrS1NSWWzERtYpA4ASaBd12iOFKsIeANBvOzqeiUDr2ZpzNlif35+Yje6mhlwTkgj2sfflGaUlmrFe3QjCEIZ7793TkwDdOe+MMcbu1/esrRceAJQIEibWHAWKtYNBpxp6emoxfw883+3HJqO3uS6B3bOzS3meO3Mu6GyOLx+bzMQE2b+En84ewCIm97Hx2VPKBGO/vLmZqhMJI8Zx5lfrL0y6eby0qy2WNjdSOi+BspLGf/btcj6n5O5gC2WT2vvaBOiY5Kcm51O5Zdyc2/5e6UZTfV1c1aPcoja+ety48ltpTpk7j5JHp+YzgZe/k1vS+a8clYyozzZ3kpbWKDWBI875qxRC4vDrx8fjTTu7M8Hw+tGRWP6j/xGxtiVfl/FwnfJh2Ay9ylevvDQe7uiJ9kvOiwsGu/O388+eHsoyHaoj9fbGz7My8FS+QJklIVde9jvlVCoqtpRMFCk8ERgoTq6s5Hku0fntkdlYWdeloin3riSjM+YNfZ2ZcLFWq1d1BKojsLVdN0V+r3B94AMfiD/5kz+JgYGBl7xiZGQkfu3Xfi0B9GtdatqfeeaZ+Bf/4l/kS18OoEsCAOdk9DfeeGN88pOfjP/6X/9rvvZ0gH7LLbf8wFf+wR/8QRWgv9ZEVP++OgI/xhEQjAu8/JALnjGpghkX+S0WVWANHMjOe62gTBB8Jpl1n8+gpmCUajP4ZwZE6jzQ3JQMC3mkvxMDkD8ClWr1gGtyTychWbxaZW7EJJPH51bipp1dcXJxOcYWVrLVkeD0e+NauMUpZ2LgQFCunk7A1lJXSD7VYbs4UwtevUdwjlkUABoP7Y6+NTKVQO3S7vYM0O4amoj37+vPuv2S6dFTWfiC7SO5BzjIhAXagAEQRy6IMcQ4fuSc/mQsyIf1adYzG1BkfmVMJSMEu28c6Mz3AnhqX80BVpbRE2aMFFvwqFb80fGZBFNYpMcn5vLvD3YWbdqwYQK5Y/MrybJhN7FAaoB9hwRE0b5qLdkZ8lBgZXUDc1x4E42trOSYtNfVJft2/t8xqxzxgaeaSk3csKsr5lcKE0GAkLyec/lStkSrjc1K0Z+ZZBgYzXZXvLg3i9Z6QLVWSWqKSVCBLnX6nvvI/EoG+JIz1giGnerA/QCl53dg3dYySBZYqx8eX1iOYwsr8bFz+/P7vc/6fXZqIb+zdD4HuMj2Xb3UB1MLmRyReDBuAOfowmoaPBkbTO59JyeirlbP7cJrQMLllsNjCW4oFwCl+0dn4p27ezPo5THQ19IQb93ZnSUW5lbSRJLCc/gcYKqhrhI7m5sSvGDfrulvy+QGQHzX0GQCtvfv6y0SafPL2dcbWLB4mUOpCMdY268SYEa4qB2fzGSWftFq41c2JXpa4snJuTQTFKQDsc31dZnkmF7dSI8IPbZJg//3i3Yl+/rlExPx7aGJTGJ98EB/JkrMv/sFeiRsSK+pB44trsQ/PjiYyTfPynBMwqhUJGjF9+lnTyZ7e7Cj6P2+3bXef2dP8jQmW01QTvkCNFDvDM0v55rwHECguS1KdfT6Xk+Zrn1OkYGdvX5HR3z2uZEsrXj7rq50A+fmzgncHnHmATQSDcAgwEp5AogyP+SefrBdZ4n1dO/+8Dn9+T2UPBd2t+R8KGcoW7vZx9Qqzh/PUaoZMpGztJYeAMpd1CuTndufALI5NFYSVJJI9oa2jJ5rRT17XW2+VvnL5w+N5fisxUa8rr05X+t5JPQkFyVZsl56rfDxcO/k1c5DCoai//pS/MyBgTxbrBvAFXPudRI8aqolVwv5uxZmWgXWZsKFYsM54zUAdUtNbdw7PBU7W5rigp6WGFsoWknua2vMcbhzaDI+vK9/Kxm5mq3X7OHhhZUslZG8evve3kx2zC2tR2ej+uzClZ4/gxpr9flKM6xBCRi1998fn02A6zeDQaREj/Vg704sr+Q5LunsjFH7LiFp72DhMfm3HBqLg10tcUV3WyZ+lKtQEB1sb4n37etNpZESHb9hatWBZUmuO05O5fe8sa89Abn7pB5iAGkuvzc1H9OHh2L9qeeivakhLp8ej/bvPxWZiXvJpWVjTVQkYd94ZcQH3h7z6+tx39B0qqyAZYmW//epE1sKEX3iG7N3Oz8CSQbmjWr0t/8me16/KwwyJaX9PkqmdTVSA0VUNt3KZqqemFpKmA428mpYzH0lcUS2L0lUtjP9MYYq1a+ujsBZMwKvyqCTnJOnk6CrE5fZZ9xWMt2f+MQnXvNB/t2/+3fxxBNP5Htdy8vLGXy8613vin/yT/5JYNAB9GeffTb+03/6T3HTTTdlzTv2/uUA+st9YdXF/TWnofqC6gj8WEdAcOgIyLZC9XXp5l0GY4XEvZL/jckWmAFYAk/MU9lz+NUewPvSAG1LQi9YJdXEBJA3+jutaEiumVUJDknUAR3gDHAUTGKFGccJXMnVBWHkq1hSQfFlve3piv79yYWorWi31Zq1p8CHC4AVqGE8epvUJBaggFxZwAuMkgxiE9Q+Y50qNTUZ/HWTgfe0JysDNHK+xtgaK7J27JVg131ASxhnDO6RuYUE9vruMn3ieL4SG/GBvQNbMtmelEXq2z63vpYGXAJATCDEf+1A0Q5OW7r9bc3x9PR8srKMvjwXIMHtGwhTd43lIstWR7y4tpltrshSJT+w3oJlY4oR9JxMzoBG90cRgCmTEMB0C2RJRTFcabBWU6gmgDgJFDLn74zNZmsuiQoKA/WaXqdNU6WmkiZQwAEWmfQUCOKoTyEhWAQU1L2rwwdcGTNd3t2WUlMO+4+NzaULP6Cxr6M5mVlrdF97YzyUyYH1dN/3/pS2bmzmnHCwloQgH8cQc4EmBRVkSh5gabHO+1qbY3mLyZLkWNusxLDe9F0tOdYAnjFVYgBMGfM1gfPobLTU1ySYzrZ1PS3xlSMTWYLQ2dSYSRf1qR/c35/r9f6RqQT/N+/uSRWAoB74M97c95OdzV71hZGhtXN4ZiGDc4DWfUskAaA37+rJIDwd4NfWtxJbRVsp96KXMQlv6U3g112Ch3QeeP/6sfEE24NtDVmLrnVfmRQyJ8AYQAxYf/3EZLKP/8eFu/Ozbzs+EU9PzmcCQnkJh2v7UxKNrNt5IUn0xSOj+ef/6LwdCSolkoAIxmxlT3TzhAEGusyfy7rfbj7p80rp/cjCcrLcEgJPTC/F/OpqvLG/PQ52tCaoNE4AqHmiTLhvZCrb1jl3gBLu1H/x7FACUa3lJDnsDSUbknx5/yS9g13JjFs7EgvuwX5hnYDhPQAAIABJREFUrX9xd0sCoodH5+Lm3V1p0qjNmoQRVYrknBp3yhx108YOOFViY83br7doQ6b8Q9u9lsbcUxJ7vrMjky0byQJLagKGxliSRBIw29dtRiabJBL+BhtPWdTYEBf3tOY6Mrd5bm9GJu6ogiSOch87Szc3c5ypi9rrGvKM/ND+vpxDRnrWobPVPQBmRalGa3oHpHN6mmAWKp3SBBGDS2FhryvF8Mw9TQ2ZIHohFU+NuQYoLG7e0Z3Se78LV/SRrBd+FPecmMzEgq4LT0wtxuZmYXAoMYar0q7wEi3n1jfiG0PFnil9THyu53N+KyextpQ2SQo4P1a22ncC/troWb/2EqWJJDRfAGelvSUBcMsLIzG2wmCwOcdGsqYAu/xYGtK7hFGh88pvoMSI888Y3n58Kva0NqQ7+slvPhQXfuFLL/48nt4ajQnq+efExjVXRO1lF0Zzc2N+l3VjD+oWoJyHosi5+ulnhlLG7mzy/NrUeZ17nltZzbUiOWyfc27XHcDcq8O3vvw+So6rXVdCQUXld8zZcPvJyeiqryt+q8b91jbmXlRyIPH0cp1JfqyBS/XLqyPwYxyBVwXozOD+8A//ML72ta/FBq2K/FlNTbz97W+P3/zN34y2tuIH74e5XolB9xlasM3NzeV3krpXAfoPM7LV11ZH4OwdAcGR4B5QBsy2A2/sioBQECIwFvQA0JjFQrb+YneHV3pCn1/ZLBh6Qd6JxZU4MbeUIF/2XlBHTilwxx4JVrGhgifMLuAoqBK8qYsV5D43PZ9sLKA2s7oZj4/PxkcOFmoiwRojIcGKz/J6IIUZEDBYX1eXjCsm2cmpnjSZuvWNuKKvI7+XiRNZPPHz8FJRn6gtFRZCQKyecHypcMXW5mZPG2awYKaBAcETUzig6lcv2JVgB7Nyx8nxZC7ev7cvnpmZT/YSa4VNz+dcWY+KyForqwQgnalWwKgJch8cm8vvFhwL8DHdmDvzBiioozUn5k1wTzIL1AKMnhWo8/dUAdcOdMY3TzIJ60ulgvl0n1htIMe/AzwkrmTjxkDtuqAZ+BP8MnXD7j42tZAuxVg9clTsGmaaCzMwLCBPo68mBoNYvILhAqwAP6yrulmO2sClnsmAAxabrFjdsrUHoOxtbozBtsZ4ZHQ2ja6oBN7Q154B6sji6pb53EYGpeSmV/a2JQNJ8SHYTP+D1Y3sn35hR9FjGoPKdfnpqSUdizLQp3ggVaVYGOaIniyrnsIr8dDoXPa8V78JJJ/b1RJ3HBtPFs1aHmj2WYvxkQMDGSDfNzyV653ZGiM5iamiD/FyAgqMPdC0o5U5WiVOLCwlyDTGrfU1yVRyn+a/wGgOsAPCzAMTPsAJA6+F2G2Hx+Mtu7pOGa9Z18YCiLTObzs6EXWVwhDv5PxSmt1JEgH2QC65e+kb8fBYoUb5+MW7ky0GZEYXi3ZX79rbk+yazzR+EjX2s7+79ehozjFnf5Joe9/zSRRZa66hxdVMXAw2NeQ9uLK+PFvx1ea4UkMAedQU9hpDLOTjt4an0hTwxl2dyXKW7vplLbp9LyEG0Jc90pV/ALQUJ8oxOhpqorKpfKc594skl/fbM9QjGGQJJWvsycnF6GqoScBmX3A5/6f29cpqyt0HW5tifmUt51gNt7NS6z4A3xrJMVotas2/eGwsVQrYSmqdCW3tltYyQUAZsLy+li7bCxvr+b7dTU2xo60h9whH/MJrozYTbH9zaCTN8LTwA9CpdYybfS7DR/1i7Xgu76GgkUAk9XYmGmcqk3fv7kkgC9yZAwkANdjOns8fHom37+qJ9nr17UVXBs+lLIcEXQLEazH8FBmHtehrbUzDuLqa2mwFl2U+G5U4vriUdd3k1sBsIel35q/G146NpxLjTf2d6Rpvbhg3MuaspzTYjATCzjFJrWv1U19ZyzIH34Hdpt55amouRpwZ9bU5/9ak3xPrn5LCb4/X+U0a5G8xNR93n5wu5Ox7e/O1Xz4+vqUoqI9fOLgj3eXtN2ftW3Z0R2N9Ta4j7ux+GxmBXtHTHodPjsfIXd+JnYtz0X3sRNSOTrzU7C3d2CM2u7tiraUplm+4NhavuDj3sPINY8urhNeKNWwdAsYYf3P5medHo19LvuXVuLy7PdsMOledORQlSsacDcoFGOJRiZl741T0k6+NmbXVaK5Tgb6R4+M89Fug7t75JhlEFSIp6HdgV1th1lp1cj97Y7jqnf39j8AZ9UHHeg8PD+fdkbs3NRWs0I9yvRpA/8xnPpNO76VZXBWg/ygjXH1PdQTOvhEgGQUYACVBqn+WcjZgE3shIBNg9jY3pCRQcK+ucntbp1d6smRioJ5KZD2mQEcQCKwXwbP60ZoM7AX5gBkJNeYSQM/gYmklDk0vZYCOeQTWsaX9GRBvxnfGZ9JQS7CnbQ4ZNgdg3w0cCPYenphNSeuOZv2oCyALvDD1wZBhjW7c2ZmutvePzCYY1ToIey/ovaKvM1Y31vMz37qrNwMjtZMSBaTvDOoEdxh1gaQWZI9NLMQH9xeSZOZJd5yciNba2nTIVZv7rj39saulIZkSwV+yPeubydhjN5lPabx0fHE5EwdkoOSoei8D9uqvp9QRbhnD6fstaD46u5iO395/x/HJdCkXoAPr2J0HxwoG5u6hyfjZA/3ZNkkgJ2j2vBgTigKmQUAcgKxy9amZheipr8+gXI2tIF2/5+dnluLmnT3x+p7WlIZyWJ9e20gneZ9LzmwOjYu/T0MpDPISuXKlaFk2Oh3H5qyp+gwYGaKNzK9kKzYsqprhxycWEjAD698dm4unp+Yy2L5+R1euJewT0680G8SSL69mKyXPisnGpFFcSITMrCyncdXE0npKhCkqODB7/qt62nNNWRPGECNX9p/HplMwKBFQe68sgNTb/ac/QJZrFKztTbu60xTviam5lOgWbs+FpwJAQ9rr856dWcj6UXXi1BxYPZcxdkkwfPXkZCyvruXY2BfqRKk8JNckoXzm6PJafPbZE/HOPf3Jblqb2uxRIJSttr54ZDzH3h6318yZmuyHx2ez/j97dy+vxcjySjwztRQzKyvxmxfvScntl44WNdySNe/c3ROX93E2X8m6YIk29a/m6ktHxkKqR4u2roaGLGehCsDolcoVMtrbT2gN2JwtxyRxgE97xWdQo2D8zIEEnd7NXiOBcN/ITKyvrcXFvW3pzu4MAZQoO+x3ZwzGkwqHYoEZGnXC7SemkgG/ZqAje3MbtzRfm1vKmlwtE9X1ql83hxzH3aeEGNmytSSxRunysXMHc79IBDg3JVYkOCR8gCHPyvyvBL3WCWZdgoQk3lkBZOom4ExJw7LF5awNb6yrxJSSkxUKkcZk5iWhshXhPCVCfYKrv3phOBOPTOKu7uuKawfaT7HfUhvOU4ANo4r1VQ8tkSPxZY+rmX5+eiHevqcn2WHqG3OglIMKhhv5N4am4ur+zgRrkisk8/6pHAVow+zqDHBOW3N8/eREgsfSrJJLvnVl3JY2Iss99vBfaFKXXwB0l+/8wuHRPBeuGuiMJybmUr2kHl83Ack8+9m53VBXmy7u1+3oygSJ5ISzlqkoU7mnJueyraFkgsQTFQCTNJLz57Rym5yPS7tb8rw2rk/NzMdTUxIwdfGBfX2ZCNLJgYmpfu+/duGeTMLoHnFoZjENE9OjY3El7h+ZjP7Gxnh9U21cduxoLH/21qiUvcpPZ8sjYvSqK2Lvh26OsZbCyb1oLaolXE1+vz3KQ8K6tF+Y81H+nNfRnEmT//n8SP5+8By4uKct17zf0s3KZu4RySp+HNRFWHUdMSg7jOuDozP5HYz8SPFb6ypxcXd73Dc8Hdfv7ErzQoonZ4syBckmZ5zfW7/bZ6KWO/uim+odVUfgf80InBFAX1tbi4mJiR+oRf9fc0s//KdWJe4//JhV31Edgb/PESidiwWuAk312H6QXUAGEKD2swTu2Kasq1x4sVb91e5XcAgw66Hux57ETlAxyMV6pWBpBQIuQB2rygxJ9l+gLnjBKAITPofj9xPTiykxxDQ01EQC6n987kBK8jDJAkCBPzlr8tGVSrpXY032d7QkWyqgE9i7lwdHp2NhbTPeubc3g1Q1w+pOgVQM5tTqelzc2ZJAExN73Y6OBITq4bHsxktALBjGgJDsqsfVa/yjBweTHSNvv+PERIKl13UxXKrEO3Z3FwZa0wtZXy2AndsyOAI2Lu9pzTHAus4se5ZKfPhAf9xzcjoliFjg9fXNTJxg6I1ZCfxIxq/s74j7h0lUOxJkY6AF1Y9N6uvcmr3kP7p/IMdR8A+Ekr5iWjCfQKC2PFgrAZ/xVHNqPTBou+vEZLoljyysJluqHhTgeGB4OllFknfzSVZOOUFujmFUM2ydAQWCXf3BBfwCSWoAINT9k6qT2aOdtMgDJhhFCTK5KksYaN/3tl29KZ2nrJA04ajcKGGypNVbXbxjV28CF5fkjmBWYIwhJc8lI1UH/cz0YsyurcUNg93xzeHCTA27a0zU/Xvd49NFSydzPthSn2NCgsrUjZKigGoR82ub2Y5MsM3EShnJu3b3JOhSF2pdquelnpBYEFinAmFzM/srk5tKRNiXWFjGhWTExvRgJ3frlTT+w8QCGpQuwMUfPXUi3renJxMXAvG51Y3cDz7HHH/u0Eh6ORhToPq8jqa4rK8jn3d3MzBUm6B+emk9EwcSeP/nZftyvd96dCzPAyBYsoHSARCW6AIkJIFczN8oQfRPJ5uW3AMKJRwYc7mw0BQcF3S3ZB26RAOw74zw+c4l7C8J7qI4J+uiN3LO7hqejPrNmpRSS9iY+xyDCu1J5DrH2Ksx5kRdyxiytpLlLD4b66pdIaAJuDnngD3MtnpcbbHs2QMdzXFoZiEoCSSiyLaXV9czeffhA4NZ32zfSQAA/JuM1dLJvfDcYGyYZoD2ltKLjc346tGxbGtGpmwMzbX1qGMDNYU1T90zMr+aa/HcTh0i1uP6gc5cs55HMhPw/8yzJ/M8kiDBnlsbvDH+5uhovHVHdyZFMaJc7F3k7c54Rml8D1rr6+PJqbk0LzT+PleikMT6uxNzuaYenQSw25LhVepkz5plqhLJRSDzOyMzOaaMDClNAOMdrTo41MbDI7wxmmNGqUO2iKzPzhHG5Mq+9rwva+wzzw3nZ2nHxlCzNLaT9AIO7UUML7WIEiRdFMjUKYm4v2PpnW3OGqoH5wgVlVKUZ6YWEnhqs/et0Zm4oKs5k4KVqIknJyVjV9Pr4eadnak2wdBbJxJ8v33Jvky+STCeWFiNd+zqyRKqxW99N/bceU80MmhUJmNDv8RHbTNWm5rj8N49Md/cEvefsz8uv/icuG6gKxM44yuruTb8rkqKWfcS2c4CSfHSqI9KxviZi798YSR2NPEg2Mw9a70qxfDlFHCe0X5jYimxqlyAUsX5dfeJqZwT6jeJSueXBCqVF5NL6pJLuvzm1ua+p3LY3doQnco02ltyTVSv6ghUR6AYgdeUuDNg+8Y3vpEvZvjmInk/ceJE/Mqv/MpZMY5VgH5WTEP1JqojcGoE4BQBRuk9ISDLdkLLgBnOpGijUwD0ou4O2w04yMB7vWAVGMAcvtZVOsli+Eic1UePLqykg7DAnqxTba+aOOyA7wPymIUB79qbCdwFSGo+gVYAGoONDRe0qnv8+YP9CcQfGcN21WYtLAZCLTYQ+PUTE9mWDGMI1GB1BHgY3W8OTWVA/zMH+hP8AU3aSQm4dvj++eUEv+MrzNn0DW8v2kstFowzBYKxIcHH5gANavruPD4RHzt3R7r3qreVCADYGFS11VdSaluwMcvZFowTMWCe9dAbkeygOWFQ9L3p+ZQ6qn8nmRaIkY8bQ0kFPaU5OwP0Akt1x+75mVkgtjml6CSeu1rqU34tsAWCyVuxYiT7gJCAX+215wHkMc9CM/d9eH4xEwIcoiVAbjk8Ege7WuPx8fl4776+uKavPZkaDOeF3c3x5oGuBGcSAcdml+Jj5w1mICk4p8Ao2F/tgVoSIAoO1zbW400DhfP20kYlHh2bSaAj9qXe4DXQUKlkEC/Zs7etJQG+lSvQHl9YjeFlNcVNmcBYXduIj54zWLTEq1TSQM/rsHIMA5+ZXsq6UjWkz0wtJpBO06Shqbz3Nw925trn0C5ZBMwNLeqbXBd7MdlzS3F5T3vO74WdzZmQkEjxnFjRhc21mF8pnLffs7dIFKR0ubUxg25M/XcTYLTEtYNdCfDvHp5KwyutDyUAMMGAtdffuKs7zmltTIbZ2gVI7V+BvnX6x0+fjPfu6YvXdTQlQJcIwcDryECh8dcvjMUFPW2xslqsHRJWZQD3j85mWzzPqFRgcWMtxhaK0pJ/ev6uWFpfi68en8g2gZh8tevXDnQkkJBwKRjAunwdlt4aArb4M5CF28OCfLW59qwyEuw08HXjju4EVM4KgNIZYL9LXknwYbdJdo3FBZ1N8deHRpMR39HUmGoUZQSA/N7W5gQrlCKlMaV13VC7GYsbm/HA8GzuFYoR8mnJOgysdQUYAUISCP/zueGUs0sAPDe7EE9MLSTAVvNOtXJycSk+sK8/pfePTWiRWEnGEctJMSEZAthcPdCZZykJfmHqt56ASP2+BNM7d/flHnOPzhlA3frhgYCtpWC5sqc1Ds0txw07uzJJYR4v7GzN7/vs88OZaDg2vxpv3dmZho+YXS7kV/cxmIxUdRjn7A++ETkHeqdnOYOuBnNLCRolV8qae0BdG8Nsh7a4nOe279vRpIXdWo6fuXDPSg5I0nVi+MrxyVQAndPRmDL32praeHCrK4LfC4kmyYR97c2Z8NHKy0XO/aknjqfBpcShMiIg0vkt+WUsJUuzjVx9bY7hdTu7svzF+nlodDauGezM3wpzJUFjfVAZSJw4PyVkn5guAPp5bU1x3WBXnkHWmdcPtDTkeeU+HxhRtlCfLdn+79fvj2+enIzaF45EZXg8Dujd/uwL0fr40y/+9J3yc2bmUvzx1DVXxiNvvSGTLpJezpkP7u/LM9n5zKmerN75SoXgt9RvpH1SqmgoUpwX2a1iYzM+98JoXNTVlnvi0l4JiaZMSEj4Eantby2SGST5fru1dRyaX8xz7GvHx2NPa3OW4cznb0ZdnrN3nJiKCzqa4taj4+npYv9i75tqJMMb8/fJOSaJUL2qI1AdgTMA6L/3e7+Xpm6AuJrzW2+9Nd+lRzmDuE9/+tNnxThWAfpZMQ3Vm6iOwKkRUFsr0y44K0B4UZcsUMHuplP31t9hxwB2YAb4FRwBF/6eVBf7dPqFqVaTR1ro4r6eLcX62jPQw24Mza9k3a1aN2AUeyAAISMFOgQg57Q3ZZ1ftnibX4rpFVLnSrbvuXt4Otk/wbaAlnPvhw4MJAPz8PhMBobntjUli+d9AmeAwHMKbAR22D+BkvvUPor0+R+duyOflUz+28Mz0VTHJKc92XRSSzJbATc5Mgnv+OJaOt0aN4wUQIEZ5GitBQ9p89v39OV7v3ZiMhkcLYqA/N3tzXHDYMHEAxgMquY39CX+/9l771hL7/PO7zm993L7nT7kDGfYeyfFJlIURVGiQsmKZW+yXngjBAaS/BEYSOAAQoDkjwBxHCdrQ/Y6kiVZjRIp9iKx905Onzszt5fTew0/33euRO3atHZh746kc2zDonjvPef83t/7e5/v8y3PQAU5cmMAH6FhxwiqKpMuHrLbZzICvEhFYUeRHsOmAVjxQQJCCUx7v1gTo1RsO2PWAIRIOSmq+fs0K1aaTso87BRS1AuycRVzsHgATwD71GnQY26PrdZbshZQtJ2bCdu3j6zaFeMJpSozBx1JM8nGb61VbM+HY6BgwmHMAewLtYbk+ewn2DfS+kmwBoQCSJ5fws8Z1DUBFNPoIFcFIIP/FsAL0EM5gKyUfQVIAJzuS0Uk4QXg4eml4cH+afSHkrf+7u7J0z5pl5LrAUT5cEDSaxoZpB/T/ICd9Lnc8vOyxuv1jl09mdI9AXjis8G0yi+O9BZQWWdvxxUSh1SUxgKAjTqdPU8ThHwCwBmJ0ABpAIOz/3r20mpZgBIGHak+zZ4HTxUEltn73GfsK1LiAZWXj6UEftgzAGzWk6IbUPhuoW7fP7Zi1yI/T0fU5IFxxH8LiEHl8XdHl+2CdNRqfcC7ExTFPcUYQuwRNChQIfDv2j1GilXs7u1jRnfgaV0jgsW6du14UnsHIAA+4T5WyGTbAfL43CnsaRoh5Wf+Ns0YmEu+E+vCtYH5vjgf1x79aJI4jTvYPoAzAIbmA0wrjRSY/AxSeK9HTCrKAphjwD0sMdMTuJ8Lp8MMSTanGQcwPSsZFXgPuUm9ZnSiX+cNwIhgSfbN1w8u2u5kSJJhJNE0Fbk/b57O6O+TNfHJmazAFew6507Y49I5w+dmn3J/sT4w1jS9sEWwbzjzGJUHyPzEdEYSeWTh3GeMQeR+AYDTTION356KWKPTtR2JqFhlFDrnZSLmHprdf2JdDRYk2Nx/F2aimlLw7bllu30mL9DNGDosNJwzyLoZefbaRtV8LtO+Qt5Pk4MGHucriiL2xIFKwxaqTSt1B5byERLmsygWBrdLzVz2FXuBc/hEtSG1AQFpFWwl6agAO9cFdpvZ5wuNru1NOqnj7Ecap/vTjpqCa/yNQ8sCouQ/YDni57hmAFoauKwR9z6fgyYg4J7132T7rxtPasQk6/PGRtmy/oAlg46MnX0DQOf+IOsCCT6qAa4rexMLE/v3wmxcZ5OsQOGAPbm0Yf/D/q1W/Ob9Nv7mu86j7udzyvkHB40ruG/fLqvt3GZvrpQtuW3Shju2Cuzjz5/gGq1X7TPbclozmhjYGRgXyjlI85PwUu45nrNcA5553P8832iQ8ztkQBCgyfrQyKCJhN0JaTxPWxoSnIf4yrHJsCZkqMC4owqYjfkt7vWpocbz5fqplJQ/nIVPMbouHbWfnFyz/em4ed1D7UO+Izaf0Wu0AqMV+MUK/Mpz0G+//fafA3TC4+6991576KGHzoi1HAH0M+IyjD7EaAU+AtBJYQ6oWOMFqEGaTVEOOICB3ZSqAtJg4QDOSvD1elSAUzADViiIN5l4/hYszfeOr2qkE0AWqR4F6PuVpl2Zj6s4wUNJUQT4pJCmSGKMDIwbxR8MCwUVYAFQigyPYgaAQ/gb0tGFRkufPe13xujAGiEXRSLIeCoEANuiYTFIsIGAjlfXqgqkunYyqQCwK/IJfQc+52PzGwrs+v2zJvX9YXCQUcIakf58kJCoACFSfQFcfJCOT9vx/lGEA4D5fm+sV206FrTHT24I0MOmIyH8zpEVe13MlUdBdXviIQFYVAJ8Z+ZzbzRb5vUQMFa1LbGIbY86/svj1bYtNpqSHN4ynZVcnyIXLyzFJeCG3ycEbQXPeMCnmeIEJb1frqtIRz59oNRUsQyDDBPOaCSKekLTCBaiOGYtVYSTSD80zcylAGUNkfgD5gGHFPXfO7ZqV48nNCv+6vGUxt4x3uq9UkOgF48pvwsbDUv2yemMClBAAaUtgAZGkmbN24W6GgqAJWYbkxkAMH5xpaJgNMmcW33JMFEOIBOFCeJnLkpHLRbwqbBGxk1DY2csIA826/AH58woxIvPgAWCopgmVWfAWLKWjQf8aiiwF9njqDcYOwQrS1AfDB77D8Ye0EAzCbDAl4AJA3jQNLp1Oq2xaUig2b+EDs7XGiqQATLMzub9UUXg34aVhblGmo989/qJpEDu3xxetJl4yHbGwvLeej1uZQnQ82JuODJvWGYaX9hCYNgl6+507Ltza3Z+Oi6lCMCRz4E0mbwApODcn4wnw6cLsw4o414A2CB7hd1erDVt4HY8y4z6IpuBptxPl8pK0saffMVYXBJagDPXAGAK88p58sxiUVpzQMTl+YSmNqA4QTEBKGYNuVbMDOeMYP1Ij4bJhjXGSsD7EcRHA4Bz6Qg5Ef2BJbxkH5Q1Pm2p1bFPTGZ07pCezlx63udAuS6ryMtLJTH93K+E2723gd82Jck31gxk0dggmISOlBhv+GQoaH93fEXsJOGK75Vq+vxL9Y5dMR43t5uJCF355nkh0ydhPOQ1O1I5bQkikyLgUbga5yZNGcLLsEmwzjCpMJY3T6bFPsNU459+v1CVkogmxtvrNQHMsdNNKxLw+ecPCg27NB/V2UPT5oJM3B5f3FDDAGXPu8WqJPqMcORcoJn4/EpZUxkAuzRD8Rhzb3CWyb6TjKpB9Nh8QQoH7kOk07CzXA/YVkf549P+5P6nWYBiCOCPFz8X8trzy2VZE1Cg4OWHsdd4y5BfsmmuNdYLRngR/kfIIC9k9j86AcMbUNDZZk4J5xs+ahpSK62OLAmch9iB2MNca2T6nF03TaelCmC85XNLZctGfLJEAXzJuqCJhWyfZxrNtesnUvbCalmNCvYPf2tPOmbFassiL71qsydOWqnTt+lq2Tz15kfmlJ/G6S6X9T1u6/h8tnrzdbbthkvVYPr+8VU7PxPX2EPOGa77rmRU5wLnA4oSziGuOfkHgHHuG85C9jfXmQYeYwqlyOn09UyiafrMUlHNSM5Pnpk0HbBNkaVBpgnfkakEqKloODFaEMk+Ew9QN9B84vmpUEya1emo5P+UAjy3eOY8Nr+uxhSEOdcKiQTKns3pC6NSarQCoxX4RyTud999t/3FX/yFZTIZ+yhAf/vtt+1rX/uaEep2JrxGAP1MuAqjzzBagdNFhZm9W6ypoAeIUDDJ/8qM2HpbxSSFMWwkL+SrFOyAUeR3myFy/Ds6+4CKjwrfYDnxn141nlAxBbinWBDQzkYly6azD1tPcQAwccZO+QQECYACFQKqBTprTcnD8WArWIwZzW1nnBb/HsBOWjqjnC4ZI7naLfk7cmfkx/w9wD6sFx68s9Nhu3Uqq/RopNKAW1j9JxcLkkb+673T+t6874/m1sRIEM5EMrwz7qln2wA1XkfOCsikOAUkId/kO+M3hlHXN4CuAAAgAElEQVTHj8nvzEb9dk46pnWhWUGhy+cBGCNJBVCyxoA/QADgmAC0PemIQDgNBCSqtd5Q7NeNU0n9ewAigItiOerx2GKrrVArCiokioRSEbL1xkZNxRzA5INiTaqDcpdk7J5CkEi0Jz35+ZWiXTuREmBG+k2TgkaNrJUulxg7UDrsGdcPeTMAgUL32ZWSvOFXjSXEbrGWyDdRErCnCCCCVbx725iaO3juhzawqMcnNhOvKJ5cJMYk1jPyCAaR1P2XVwHoCat28OH37RMzWUntl2odGwwIeHNJscEaEKbHWr62VlV2AMUwHuH/eu+UrjXs3rvFhuTSFKuAfEAt7CFsL+tM4woQyRxzmFKAhpuLTfJ4oyvAiCUAf3Op3ZF0GSaLPX7tZNreLFTs3Y26ZpgT2sfscu4RGFjsDg/MrYltRG0A009DCZkzXvprAOherxhcAC8FPXuIRg/BZYQU0qAZU0HvUrI7oBcgDIgFVH3r6LKaCsx1Jvl6TzKsfYni4GS1oxFo+M5hNLlGsHZIzNkbrAN+hpU6wW9Dpdiz1jviESlEUDMA5gFAzPG+kdC7JmP+3GpUcR5wvlD00zzZHQ9JDcG1RDpPk4WfAUg5fnD8tD1NH4At5H35Dviu+WeuJdcPSwpAhu9KvgCp59yHbxZrSsbXyL6e47XnzOL/Wv2umhW3TmdtWzRox2sNO1Vt262zeXt5uSg2mOYF90sbibDHZeckogoj/M6xFZuKBuSrpqHC2UjaN43Hodt0LwCi2SvkMET8bvO5PJpq0Oz2FPYX8XqldlHzYjCUZJy9Q3MCm8r359bs5um0zgSaMEjr8TpzqgDCyK/QeC2Xc/aerDV1FtBAu2EqrfOXXALGJH73+LLdMpVT+N2raxWx1luSIZsNB3QP0jQ7XG0qNZ6cBGTNXIO0n1TvgRoRNPcePLEhdh7gTaMMNRBSZ5/XpWkOWFEA6DSruDcBlvxnziFJ509fexQaTgYCjb+6JQHHa1XbGSf13at/xy21CdBR7zyx4GQ4cIYxfYHASM4amHgyO9hPZBDQZMVuMhP2C9By1h+pttSgJdwQNpnwQc5KLEmcO5dk42pEoSqiycq1uTAfU5OI8xYVFQn3++tlSz/7kuUOHfvlkuEj/vIB4+puutYeyOatH43ayWrbLh2LafoEDV/sKUqq93rl/cbvj3Sca3DdZFoNFe5Fmsc0dVGk0QxymgQDNapojNDoQIGzOXqQsWmM0qR5xXNoeyxguWDQ3ijW7HJN6+AZ5bFzUP+soFhq2vWTKTVaaZTQhGZ9AejcKzTneEbQlEO1QQMFST1NFj5Xwu+3vamQmrQ0EzdzaUa11GgFRivwjwD0P/3TP1V6+1e/+lX7yle+Yt///veVso4v/frrr7ff//3fPyPWcATQz4jLMPoQv6UrAHhUYvRpTzkFL0ACxhwmAv8ghRjMxebMYX6WgpeXGHQzBYPBwFCwUwDwgEdeS7EJm7fpWYcpfPDEqopyCgAKU4pWGJs7prM2LpasaSdrpLSHnST0BoE+PgHdrZGgpIZIkGHtf7pYsE/MpK3Y7P5c6kcxx9xf5N4AY4oWwrZgv5CVvrhSFqAkqAgGGRaUz/rkUsGuzKXsyvGEJIB4FCn4YSEA6K+u1ey/O29Wn5kkcPydvAcgmiIdHyzeQIAzCbwATRg+wvJg4yg6keSyvq3B0F5dLYnhh/VCPv3I/LqYONadcLyLsgkV1ADHXp/RZHVbarUt6PIIHMJ4S9IZ8Klg5WcY78OYn3dJ3I4EBKJgQ/BkK2kcLzAJz2GY/JpAHKAKwHvbdMY+qDQVTMQawapSiAP2KPrx3MPOwkSS2IwU1wnhc+u7+7guyNIHQyUwIwNnjjpg8BU81MmQXTaWsPcKVa3v1kRIEkmuyXePrVirb3brTFrXjKZBwFyWi/gEvNgry42WgCb+SRpGNFaK3Z6aETCDeGVhsq+bSGodKSj9bofdR0KKdYDxVIBYmF4g9cW5mBK4UUYwoR6ZKCO6uA+4JhTHfHeaVbB+AGakyrsSUfn8KYSRuhIONR7xWac31DqhQAFQ8ZlgYAFqMF2X5GPKLyCk6ROTKTVjlhpdm4kFNVv4jq05++uDC0rVv2kq7czYLtd1PQhLI5wOZvHhUxuyIdw1m7OpKOxjU+xZvTu0L+zIy4tLiNOP5tbVZAHsM2rprfWqJgXQ8IBVc1hotxo0Rwk7K9TExPPPNFnY+0iJrx1Paf8xGowUcvYSAWURj1cMOfck/lUsGzCVfL596YjdOJFWo4cwOxoVND3IEgBYsUdYJ5hcfP+EF5L2P0vTyefV56To95pbmRYoLgD7rB1NH1hOlCU0MAB/qG5QSZyEee8Tnha1dwtV+f8JHYPRDfu8YpCRQbNmNMnYOyTHk45dbnfEqNPsIDyM5hTzuRm9RSOJpl3A5bLvza3YRDio5sar6zVbajTVnEEJQ1MTGTH3H/sGiTGNS85ZvmdtMFQadszvtk9vyWsfgu9eWqlovwQ8JuD0vaNrdt2ks+7YZUh8d5htrhcTBer6POQXjId9kjzDwDNN4brxhK0125oHTsMGWwMyZBotNMto0LGPYapR8Pxwbs3mGy3bFg7Z/kxUFgTYW1heznKaLzSiHjixIVDI9cSG8LP5DTU6OVc478iy4NxG6UBjkKkaWGIAwTRLafrQICWdnqYQ5yvydwAi+wMGn4HyqFeifp88/sxJX2+1NUKScwBwCPPMOQrghc0ly4DmIGPc+Dw0leodmqs+hY/CFn9iKqM9TlOTQE7OnXIX60Nbagc+54kG89VdAqR8X9j/mR89bGOHj+oc8fS6p8PePpr2NrRqJmPVyQkbphN2/Jw9lsgklGnCq9Ds2Y3TSdufjKox9PB8wc5KBdV8xBeOWgu1B5+NvUjuCMnp3JusO01CGlScsaVuVw0K1pDvlA15dX/ws/ONplRSnCUrtbZtiQcs4HasZlhU3ilWNREDpRqKCaaT0EDjfGW0J3sLhp0ztDPoq6mIGo6GAFMEaCTSjj3V6lrEY2oUnpuJqclybjqm5tfoNVqB0Qo4K/CxEvfuhzfyX/3VX9n9998vLzov34dSn3vuuUeA3eM5MxIXRwB9tJ1HK/CfbwWQbcOiUvTwohiDLYX5AFTDcOvh3OxKnk1ZgvQN1ocXhR7FkNJlay0xvxdnYwLm/C5+PQrLTc86xToe12sm0yrGAMakmf9suayZ0IzQAnjBmiNbhAHBz0qIDsUYKc8U18wgd7ldYqdunkqJ5aFow2MIWKb4pFiGMfjpckkFOHJNCv4X1kjf7isEjgIIbypg44nFogp/ZOUwLbwfBR4gBQk2xfy/2jsjqSuJ5STm7owFJfmE8QD0A5IBJrB845GQeY152gPznB6pgx8bJga2C084oUcxj1uM6ePzBY2Po/hFonhZLmYX5RKaG04QEPJqinCGY70vWWTYsj6vQIlA/KCvhgq+1qNVZ9QdvwuDRXXJNYEhjgR8Cr6CsZ2rMwqobPuzUbt3a17fgwYM14NxazDMABOaJO9t1O3qiZQAGk0EmD2uO/+Z94cB/aBSt5QPZggmi+/RtLNTUTFTM5GwXT2REBA5Vm2okQNQpGnx14cXVQDfMpO1uNdjz6+WBN4BNTSI2HObqc5ILTfTjQHisOIoPpTYHgvZ5fm4iv031ysq8mklIdtF9aGQroHZQyfWzeMeitHGn/v57Xm9F//DvGWACSw5ANlRGsDCx5ReDuiCyYfx6poZdwXM+sXjSTHmHxSbkkbD2r+6XtV+oSlAYnU+4FxbPusVuYRAIBJT0paRXbMejy0U7eJM3D67PSdwvtLs6b1g2zeBBHJ0vM83Tqflvz9QqNmzKxW9151bc/p72C/+zYFTti8V055AecDYOSwkqCBoTnB9YYQZGcUdzR58cc3JiKCxw7i1jUZbUnXmYZPKTUHPz+Pl576CPW4N+pYL+JVXwVSCvzuyrBny182krIkkPRyQAoIGC/OUAeecKeekwgJOsMfHK3XrDd1215asQhwZO8j94ShjvGqGcX6gmABYcE3Z09wXUog0O84kgmJDZxiNMrIsSNLnfQHgNPXIFYBxx2/8frFh40GvciAINMSTf+VYzJ5bqShYkEYBQJzziAYUAAqgTyYF6hFCGmkmzdecqRGMdQOw0EjEkkPTRz56H1OlzY6XW1I7cG8xv/uOmaz2JC9AGePDsL9wdsGgM/ObcwJ2l2BB9hlqBMfn35PFBXk81pMjlZbOluZgYLdPpmyu3tRZCKv/oxPrticR1li/Jxc29Ln4Pe4X7CJ/e2xZ9x+glTP49bWagCxBbGG3W00zAD6y+wuyUTVMsQ79DEtDmvOvbvmA17KhgH6O0W6StQf9yrvgfnS5zXp9s9cLFbskm1ATmOT8t9aq2qs0TM7P4qcfSlXE5A7uc1LsUQPQcHMyEMjQYMTYQGcCzwnUVjSi3i00NLGC8ZqckXuRpDOCr9W1G6ZSWj/Oc9hirmerZ1ZotdUIwYpCMzXbbVq1WLNrShsWfv0dCxaKH3lA//JsNOTrb9xzl62PO6MoGaeJQgrb1Q/mVs3j8mjyBvcPNhyC/X58cl3PlTQ2Da9HiiKmLnBW0hS8dSajpiGWoWwwoKYU1xfLgiYPxMP23GrZVhttKXd4HvK+KCAKhCQmw7onaBBpNKDLYbgJSqWxTSP2xdWSHS031TDlb2KbeLNQt5jHY/GAW8/dXdGQlXp9edEPasyoM/KU/Y/1ByUC6gtqBZ4nPEtHr9EKjFbgVwDom4vEmDWY9H6/bxMTEwLpZ9JrBNDPpKsx+iy/bSsAUMRriFSbF8AVFm1rJKD/jqIAZgrPLN11ACAFzqZsnUIYRhkAM19tWnM4FIjgd6j46f4DZjYBOt38JxYpFqMqYigSYadfWKnYnbNZx3N3OsF2JhqyZq8r+XrQ7bEaIMflEnu6OR/9nUJdHmcANVI95H1IBqluAIN8LhgjvgvAkfFfzyyV1WBgdiys6kabcWhte7dUt6vycTGLfD/Ga1GE3jGbVYDOIwsb9t+fu1VsEEDue8yFjQdtPByUZJomAoU0QWyE9JCODPuI1JOCBo8eYArgT1GGTB+ABqMNMwQ4QtYNg/FusWlXjsUVSsTfxOsI6KfwBTyerDbEZvKzsLNITPmfOp7osZTYZv33bpfWBkaYdGU8sKQ6I8uHgSGB++mFooLxvrJ7UmAAIPvORs1iAa/sAzRd1hotO1bryF8M60OaPunNyFpRJ8CW8XuvrpVVILuHLkk02zZU0UdYXtzvstu35CS7hXVF1sm1pFD9m8NLmp2NBJ554EiTAdrsR0AfoBggA7CqdJDLuizgoRhuWKcPe8eovbakzzD2ALenl4taH1gkvLHsBaeZ0LVvH121yWjQLkxH7b1S3T45k5G0Fr85oIa9DosHI4xsHlaT0XjV3lAS3qmwT95wQgpRE6x3enZ+JqJmz9ulujzvNLgAr24Xe6wjdQjBY0crdd0XhFjBctMAo3HE3yAF/G8OLys1nWR5in2+y2urJYsGfJLiAmYIEMOXe2kuqfRu2EQYu4jbo1A+ycQDXvuL9+btrHTEbp3OyNcKU+pkRJjYYULnAHsAZq7Xd46vKnEfSS4+fgDGRtMBMPhnAck0GCjgl2ptOz8bFevNfcL6EXb26a1p++HcuthPcgfw45M4T1MBNvt7qCWGsPAEDAbt1qmUWHCCFwEu92wfExh95OS6mnMzMb8lvB6bjYZkXXl1vSxQD3hjb5B+zxkECEwE/HasXJeCArsKQWOcWVwbpPUXpBnz11bjBok4EmbuS1jzR+fXJak/JxFWw2AXe3041J7R3w56tbfY6+xzRrYR4kWzRZL9Xt/2EdQ27EttAQhmQgANGHzM/DPXGlDJ36RxSXAb687rmeWivfdhiB+s5P50zL57fEXMMNYCUs3LrZ786AD7gMtsvcMoP9pDQ6Ws85nfJADzw0kVNDsJNCRwk7FfD51kLFxAYxsfPLWhbIqw3yVAyPi2bx9ZcebLe92SMTMWjeYNgYgw0BGP266YSNoT8wU7NxNRmB/AjhnoSPk5l1BoMBmAQERsRdyPNFRpqjAjnLN+82w5JxWzPcmg5ORSZjFvvFizy8YTskJwrwAMO72BbBqAdZ41KLn4O4BWWG7AP4wxQJE0dmxAyiz4sClFo43ANJ4L/M4nplLaL6wDCgH8HS3543t2y1TGji2s2bk/ecTyC0tOqttm3PpHyPKuz2uH9p5tngv3md/vs/vbbtvFte73tZdpbqIsuiIf00xyD2GQnLe5qFLzCSvlXCKUMBf0WjbgV+4ImRaESWKnunNLTs2kWo8Gsd9W2307lyDAXl/3HYod2G7ml5MSw9mWIFV/rSLFFGotzno+S9TnM7/L7NxsTOcasvabZrJSlfGMxibC/UMznckdfq8zkpHwzLPjIasPyFTx21vrda3JguT2ASnIGJtIMwD2H2saDYHRa7QCoxX4DwDoZ/pijQD6mX6FRp/vN3kFKI6QOfPQ5QUYoHCloObBC8ON1JWiXvNRBwMVbpsvJHuAeIpMfMP8/j3b8iq6+LsUZ45fzQmc4+cJwyElF8BDQfHwyQ0lcpMYS7APBRUhTTBFzBWGmfe43JJ9UzdRbBNaVm13BTAvHUtKcguwR5Z3pFwznIckZvMLgGHYNoAkTN7D83hsw0oiBvhRMDMqCYnqRZmY/IwAJ4p8kpWRG8N8wNb/jxdukyQR9uB+wrSSUQu5XZp9DRvk/TCY6aKxhOZlw1ACfGAxKJiQHeM1h9F+cqGgdPepEAXSQE0PZMFIYwFrzywWlA5O8QzIRIkA+wOggJmD7QFYsD4Rr8uSAb+uAWuHNBOgxLxhgBjcqP653xcbRaMCfzDACsYc5ioT8tp/ddaMgD+BY3gUKcwIvWJdGad1qtEU4wZABQTgi6VgBDQTDgfLRjE9FfJbiBnjbScJniKU4pPf+dRsxl5Yq0gSTlG6RSF3PvvB3LLsALC9gH4V6VGSnHvW7QFuGOHn+N1hVPGEIpFlhjvAFRCIRBfABPvoNH42pKDg+2I9YN0oKNmj3zy6oqIeifWJSltWAiwNyNlh1AFEpKRjA0CtEWc+dyIssAKgRc5L6j+AOMhc8JbzfYodwFtFjYZEwGNHSi0VzKRvI/1db7QEGFFCXD7mSPE3Q9AA8zQYkN9OhIL25d1jCmaiucN1bw2dsC6AHSz7XBUpfdBum8na8Q8VFw+dWBV4I/yN4DDsB/jNAdXMEed7k5uAtJXPRIOMNeB7cY3R7v7VoWU7ymSBmZxsGvjvC+2+RnQxa3s2FrAj1bZ1+wPdl4Aemgism1g1jymUDfaQUDEk1TDNAIGX18p2/of31zeOLNlwgB2iY9PhoF0vFUPF3is0bWcSEJnRff7AqXUBP4A+9yvfB9B0qNKwy5j4EHImEwBQaIBw/+Kz31SnXJQjpG2o8D/OMwAeOQJ8/0wwYM8uF7SvCcC6eSptPzlVUMMINpY0etQxneFQ6o3VJrYOrxoXNOieX3TmpW9LhNWYJFOB/UuDoe8aCsizT3l/9sRwMFSTDKk2TQaYeho0+KL5OwAkpgKQpH/VWNx2JqM6X2gAHqq2ZGfBxoI9Au87C9QeIFEPKRwNTzpjGLH3MFkC6TwNx0q7I/b2icWSgBffE/88wJifoxGAb/zHc2tqcgGysFDgp89HsIX4zIZ9NWtum87ZN48u2dXjabGmnLnPLhdtfyYiPziMNoCYNeQaAaA5n1gvGPk687qjAY0Vo/l1QS6uRgFTD8gIoSE6FglaOuS2lC9gO2IBecRR6miUZK2tcxIbwkK9q2YCgZTsA6wjNHG5D3jmkIMAEOZ5Uu44rC8MOh5/FBE0Qzudro0dOWqZYydtS7tpwVMLyFI/EvbmgPSex6PwxUY2a/dfdZW5x7JqSqAsYloA/nCamPx37NAPSi2pqO4/sabnJ2ouwiCxQtGEICySex77EPuFpgyj0difPPM+NZtVc4OgQdaPwE5UaXj1+XuXjcXtxdWKmoE0LfHSxwLOXHoayzEvuR2EK/Y1Go7zl/wTGkk0CLBPsKY0F2kO85xGAUNmBzuW+4lwRkarseZMLmBUIOfnqVrDtsQjtqQmXV9nCPL7s+KM9TszVLm/yfXa6Lv9+qzAx0rcl5eX7S//8i/t6NGj1mg0/r1vNQqJ+/W50KNPOlqBf64VAEhDEFD48CKVGbkiBTVFlNiKVlfBaxRryDdhxDdfFBIAQbrpsMZItO/dMaYCg9+F2ULmCCvDi4L7b48sqzClq0/wDUwRPsOLMzGxR/jsSJAmnIcwtXKPJPKB2Gj+/+VjTnAanl5GpuFhRTZKwYEEl2JwLOwXAwto2Jx5S4HBv6dwwudHs4GCvsZ4pY2q5OC74hGBYiVVN9p2sNSye7Zl5R198NS6/cs905Ifwt5prnUqYgG3SW6KlBEwcm42qpFaN06nrIye2mUqKgGdd23JWaXXF1iBEeP7wqgiA2d2M55WmG/AOoUYa0IhB+sHIGIMGxJPZLrMUwZUok7A64nXkaIVeTUFPH5EimSaIQAwgC9p77ib8DFyLfFvE3QGg/X5bXkl9cO6kxZNQ0Nr22bubUvrDQO2nb/XIqTPKb4FQtpdMfvIrpN+vwAggILAJuapU/Bz/e7bNWHPLpbsSK2hoCRYUUbKPb1SVMMkQ0BRf6BiD7nsSsMB9mQRwNKgOoAJB0QABJB+k4GQCgS0d/Eq491mrWEkaU5gbaDuhoG6OJdQbsLfHl+2ffGwzcZDsiAQloVEk8+Ipxh5L8oIvPzsNbzi2+JB/R0+BxJvrBgUzNw//G0pOxgZt1i0G2fSCocihC0R8tmhQk2sKgxUzOOywxWSz5MKe4L15XfxOfP5ASqws7+zc8wOlJsKPaMBAAimqQVgRWLN9WCdkDDjjf/BsTXLhQN2YToiq0fcxx51ggwpymkMffvoiqTYJJjfMZPR90JNgSKF++HfHFiy+XpDQYlcV2Szte7QrhmLqxnjBDR2dL+jbPnUTMYOlh1lx0arZVNRZ8wfkmrgDVkTePFzAZLVCQELaZ/DkK+1OzYR9NvVk0l7Y7UixhfAiQQXwPqD42vKVCD4axMQsTdp3hHgxT0ICwjIwPPM3gX4cF0cf3tI/nrk0ewtziL87VyXXNhnj8+vOzPdWz379JaM5r9zP2f8HoWKAcy5x9g/WDZ4b74PIZaMymPfMfcbRQxKnsmIA3bcxmi3uBoiNMY4SxwVjWM3AUQtN5p2+VjabphMCviwj94q1JUjQBMLNQLWnzAhbe2e7UvCsLY1dxt22X1agUCOBut8XiZqj84XdJ9ybe6azetsBMCxJgKaQ7PbptL2jSPLAvmcD6wrKejYd8IerwD6cqst//amb34zg4JzF+YZCxDnKEoKVBGX55IaRcg6X0Fy/XBoT5ImznUP+TTGkX2O1Hwq4tN607i7gnyNft/Wmz2rdLuS6MPC0zCI+lwKrMMGgfRbkzMqTdtxOriRyRbMKEeZkAsHLex2icGm+cFZe2k+qbXKBT2agoESgLP26wcX7L/lvnruDdvx/EsWq1SdR9nPgfkvmPNOIm5rd95sT0WTdsfWvB0tNe2ljYoA7AWpiK7rz5ZKFvPTxBhqmgfNVJQ1KAkemy+quY2tBYUSAP1AsWHvlGpqGjCTHRsUvnk83DQPXDaw22Zy2suAea7rWrsv3/jTSyVZWLiXaQKyNjRJuddpmNDMo+FMIxN2HWVcSin/fj0Daebx/ihusN74hkPtYZQh2ApKva6ehZzr7OndrDVhi7GQcmKwEKCMoDGKbYUz58bpjMA/YY+bwbH/XLXK6O+OVuDXaQU+FqD/0R/9kU1PT9s111xjgcC/Lz0577zzzojvOmLQz4jLMPoQv6UrACsLiMDfygvZM3LOTc8nwIMiQ3Ng3ciMXZKh/wKgdwROAFnMEKZ4//LuCQE42FwYXIrjzYRXwP//d3jJ7tiSkacXcPO3R5dUhMNaUqhQ6B0/nUgM8wHDhCQaRo+QOWS5yPIA0HT0z88mxZIR9oakEo8zst7L8kmxEPP1plhLPkMuFLQHTqzaJ2ezYtI0b7c7sBdXq/KqwmjAfhGwVOr17FCxcVre27bHTm3YF3ZNCCjDljE+iYIfyXilO1CDAJYPFv7xpYIKVwpvWCAgJcCLAC+YtQ9KTbGTeINJq6YQAzxdMZ5SsYlE+LJ8TE0MWGtYboo2mA/YGsZ+MVoO0ECBhs+QMVFjYa/tTiL3dLyNsJTXj2fELgM+G/jQu4SVEYrUlW+523dSfL+4c/x0untHs+EH/YFdNe54zmFe2CiANFKGmfuOemC53hbQ30DK3x2qsKNJ4DWXrTSbtiUatl2piFKjN1pt+4Ozp+zhBaS8NTVaWD+aNEicmWkeY+55wOOMjwowRq9uIZ8jA6d58lahonAwwt72pMOS3OLVxIMMiELZwMgf/KqAeuTpvAcFfrnVkReTZtADp9ZsJhy0qVjAvC6KWrf+LoCK5gRKCwpxmk40XpCpTwR9UhdQWMsPjLy6N9DnB3QlQz41q55eKtitk1mNQgK+p4Onxz6dZu+Dfq+9u05jKSllBsqDyXBQBS/NCABNrdu1z28f13oCzLknSBi/iFGEQa++N4wk8v3bppO29mEA3YPHV206HtToNfIHvJ6hwvlgqWmGwAZjJQDczTd6dt+OvNg/ACISdRpp/9d7p+Q7BSSH3R57SaPX+lIEsG8SPrcadtyHc5WGXTmRsmq7Y/O1ni01HQ/tHVuyChNjxjUAcCuf5/TEBd4DHzN7aq3RUROQUXvMnt4g1Cvktdums/Lsf+voqrzwnEmcR3HmcLtNoWmX55MC5oBebCoAEEKsYAK5HkiEc8GAWHzWEODCvkTJQzMJafiDJxwZ/qFKXd8X6fe2WFThbWQ1AOpIkId1Z1a0z+21a8YTUgzQtOGMoyHXGA7sYFZ04VEAACAASURBVLGhTItKp6OzBqYaQIlKZXc8aK1eT7Jh5/N61ATFmoOXHmsHjOeBQt0eXijY7+4a1+g/GlWsPWckYPW1jYrWTOPMgn5NuGA8HGcWTCaj61AoeU8z6ASJxf1uK7V6OiNonn5yS9b+7cElu2UmZY+fKtj2RMTOTqBuINfBb+mQ146UmgL9jFvkrMJqRBOPxh8KGdhc1CCsA8CbffzKOufIUNcSE+UTSyVnOgDZEcwNxx/d7EghRNPU5XKsIsi1631nnjmeaNaGZxHJ9GR78Lvst4HLJcBKKCbNF1hj1EA0HWlq8YFpBHEW0Jzbl43pOUZzggZXetC3C595wYaHj1mk1TYXsiZn/sTPn2V9AtUmJ8zjGtpGIm6Day6zwBjz6Ev2+R15nVFkaaDKwWdPoxGQTmMXPz1j8LBYkVdCYBpND9RlWJHwyaOowqKASgKAviXqt4lISNeRGfecHUwLYC9yzwOiL83EFESJygTfPEoyGrc0RrCckP/COgLClc0R9FkmiFWnI8sT9wgBij8+sWb37RzXqEqyCNZabTWneKagCOJ8Yd/iax+PBNVcJciQlPmxcFA5C9jLqBe4pjSJUULctTUjhh3l2mZw7G9pKTX62qMV+KUV+FiA/sUvftG++c1vnvFLNgLoZ/wlGn3A3+AVIGWbEoWCg9eJuiOtozhFDowHmGAs2BdkmrAzvwTQ623JHwHoFA1Iz+/amlOnHwANyMFDTWHOiwTmHx5ftZunMkoPBnz/9cFlSftCPrdAO2wT7AyFB/+ZzjyAsG/OeDAYOtK2D1dbdvBDZlsjcnykYcNYDpWEDNt59VhS/kJYK9hVpJCS4pfqduV4Sp5cwDBs3U+XSppNS9IwDQDk+jCK+D8B+kj88f0xpxuGnxehOlk/4M5njcFAzGwmwNiioL28UpGcHU/fXMVJ/v6g3LA7Zh12EPaq+GHI0o0TSXtsoWT70nH71tFF+9TWrHyLJMRfnE/avlTYzkpFNCLnVK0j8Nj6MAkfGTcjl/hOjCHDfgAYRdLILHQAJj5SmhY3TKYEFJABE8DG3GIC0GBBkPIGvA4oJCiNgg+fJknpFJ00DvwujxKAaQzQCNidiGo9GbvE30QuCzvGaDIaETCVFHDFJknCUTFiP1vckHT0M1tzGpdESBHS7G3RkFLhKc55b8AVDQYYIfyXFLQkhTuhcmGlvyOJpykE2/nYiQ1rDPqO/3HgSOFZG12//lAgimYNYwBJUwdsoZYAkDQHPdsdC9m2aFjgdXNsF3Oo2a8wRidqHfO78O8PFAIFIKM50+8PBF74zOx/TRiIhSXFBYDevSWr8UYhj1deUD7/VIgJBR3bngjY2xvswaQKYhg4ACh/o9JycglQttwxmxMDCjvNeD3k9XxnxiAhhyZ3AGvBDdgQWj0l08/GkbQGNBYL8EAew1QsqCZPf+iSvHwy5LOX16v2lV3jAl+AIhhvUvZht7nnP7UlqwkDjy6sS2EAg8e+QxnBmDBC5g5X65Jek75/olq3+WbbzolH7LM7xgR+2Xvcg+MRv4AjwXUoNZ5eLAnIAryQ9qLIwDtM4wsZ+X27xrS2PzmxoVAz7CfIrxHQIiumUYCKB/DBdcVu8EahqkkOgHDAD95kUsnYo6gwAOght0dp892BSXmAkoYwPsbewQpjO8FiwGcAvMEe4hVm1BzsJqzvJnsJs3202HDS+Xs9Xd/Lcyk1hrhmqDiQ359qtJQyjpcalQ9gHEBNuNoNU0m7YTKt7w7o5h7CgvCv9k7JRsP1ozGFdJuzGAkzChJUAVlC0MoNTWMAoPLvn1koa9QYLPp1E2k1KcjcGA4HlvR5tY43TWXtO8eX7V+ePa29kPQB7qPyJE+FQ+bzYBXpqOHJPdj5cM/sSgTtVLWpMYlcO8IpURm9vlaRBJrgNlLsYWz36bxwaX74dCys85HGGTkPHlh8rCZSQntsqdmyS7IxzY3nGcMZhQ2I5hI/wndCvXOsxpx7l9YiFghYo9NR6N9PTm5YiCwKQjEY9ZWJal+iuGK2+9qxU5ZpNi154JBtOXzc3H0E3Jts+eZD3QHozVjUfnzf56zr9YohpgnAGcl/fmqxqPthtd62lzcIfaRJnLIH51aVB8H9QtAeCiLYa3z/KFKwtWAD4B7bEgnYBdmE1FeAfDJFUK1Nhjgb2kpKp2VAE5XmDuCbM3hrFMsB0y0y9sDJdakasDC9uVaxk42OLdfasidx9pDqD0DnWcWaoC7g+Rv0eTTG8vd2TShfhvelgcrE0sOlptRm5AnE/H6bq9YF0LHi0Mymabg9ErLjjaaaIdwTKBVa3YG9W6raZ7flbF8yqntxlOL+G1wojr7af/AKfCxAZ4zan//5n5vf7xTGZ+prBNDP1Csz+ly/DStAoU+JQoHKCyaKLj0MNYwJhQYgh1dn6Mg8NUv79AsQ7szL9qhgaw/6dt1kRmFYFKsADTxqF2Ri+g2YlR8dX7FbpnN2UTYqxgPJJUU2Pmpm2sJ6EECW8/usOYC17UtWiqyZ9wL4AoQoYgjxIkkZL/BisyVQhqeRIuLqsYQKLQpdmIB2D+DoJNBS4AEm5VtlLu5CQZJLr8ejkDvkpbCmr62X7M7ZnIAioO/mybSUAah9j1aZv+y2mUjIWt2eHa62LRuggREWCNwSCdlklPnSBFE5wW/X5GNK815ptmytPZCMkHRrmLwfndiQ/xAv+/ePr8onDhg+Lx2xQ+WGnay2lJJebvfl8/8RKdfIDRXQ5hIIoKCECaaJwiiddm8g5oY501xLZI6kXVM4w4bDssMMwrQjeQZAMb6LwCEK8Z3xiKUDjKqjwOZaDJVBADDlfWgyILVGti+GLOy3opgd5LwDpTFT8L2+VrZE0G9X5JP20lpJLBLrrGTurtMUoKkj/+gYfnCnUIaFRoWAnBqgQPEJwELaSXo0c9Zh7GIBRjYNbUiKfi6mADKY1zXmlOdjYtgF7GIhzbhHzcC+JmAKfzNF9u6kA2Lx9MI6wWavNttK8ibFHrsFAXgUzHiIma/MZ6NpRHFO84OxcD84umpf2j1l7zHzut+1fDgophFQSSEcDyJ5r4ttZBoAjB2hdIBS9iMNLZpM14wlxExRqAPiSGwGCPCeH1RqauTAyJIsjv+XIEPC83bHo7YrFRLgAxhNBQN2Tiai++pbR1cEZGiSAKTPjod1X8E+Eyz41FJJzQdk5/ju316tqZFFeNcyQMnvNBxoFsyVWwqkQzkCQ4ot5ZxEyL64a0LSegIJr5tIKFjw9Y2K7gsaCoSZAUS4N8kgYB9xrWhQACzYF0jwOYtgrFE8oGLoDh3fOgwpDUXmStPsIoeCxh/BfKSOA/QB6qwJHmQ84hGfT0oG9i/NMq4e/mHGX728XLEdyYi9XahoPCONoZCfoMSq5r5PxUM2X2lpusINE0l7bqUkKTbvk/Yj4e7YcqtrF6bjdqhat4jLYxeNOVkTJyot7WUsC6TekyIPa/zAyQ375Exa/nDOSYIR+f4/md+wf713SnJ3rhe+chQkhEvCWCIlp4GQDfvs3Y2aXZyN29CFFz2g7BDsCyS5o8yhgclemgz6pQqAPWXdnl4oSdL/5GJJjY+dSUYYOvYgxj8ydmyt0bM9mYjO0u2RsBoNexNhe78ECPRL6v/8clEhfqg9JHsmTT7hjNh8hSkMnMs+j743oJ+mCI09lA2cWWQF0KTCysT9daLekV+aEDcabdh7YHhJVh+6hrqnOb9dTCDIJ6S88g4Ji3Qp8JHGFaAzcOSk3fjoY+Zud06HvZ1+WPGwOf1qJhL24r5zLBAJWsyGNrd1q7UCMMlYuIJSWdCgmAw5IzbZp6hNGG9Jc5D0c5rb/UFfv8P0j42mo27gLKRBBAuOx54Rf9s+bCjAhr+6VrXDnOEtEu592neccTxzabTwe9eOJXXe8cxD0cBZdPNUVpYqnntYZQhUpHnI9ADsYzyTj6M2Cvh0hpIfwlQTmgPI2B85sWZf3j0pafzZiZBV+0P55Wk88T2ZgkLmDCMwWX8aJj6XR2M9OR9RodT7fasSeOh2qaH+XrFp927PSeJOkjwNztFrtAKjFXBW4GMB+kMPPWQvvPCC3XvvvZbL5SQf/OiL/+5MeI0A+plwFUaf4bdhBShmAU6wUJsvRmyB0JF1U74gW+SBj1Qd2SSghqIKAIUUDs/2Rx/EAHSKmYjXK4kd7BGyVphdikmCrLbHo3ZJLqq3vH9uTd48UqEvH4uJjYC1o4iBoYNRhe2icMD7xtgqPKV4d+M+txK8AaWMLaLIO1EFFHo14on3wkpIQRLwee3asYSAF/751nCogpf0X2S1sAZ8ZkAJoI/wJSSSfPeLc3ExfhSQsD+AecAtBSlMBoU3/z0yeBoCyGgbvaEz2gYvMzOfYb48btsWDYoBYsVpViAHnIn6VbAiwUyLYRpKOszs5YvHE9bp9jTzFyZ4IuxXEQtIoxijSUDhRzgXyfcUpxRHMFN8dxolM6dlzkgsaUbgMYbt6CNBzcYl7af5gHyWefMu18BWG13ND6fQfrtYlaeXz0ruwGzMb88sVSziA7A66wdopVBHRg67DPDER7o1ElZzhSIRaeaedNSSH7KisDtBl9u2JUICfK+tVu3sZNDOTkbll1yqt3TdkNozXo7vjTKBa48yAjsAa+tzI3fvCMwzpu/+kxsC3ZUuxbFPe5h58yS1w/YAcGBAz8lE7Vi5YbuTEXtqsSDbRq0z1HiiS8fizlx2xgp1nL8T8rut1x3aSrutxOpyG4kzIVokiffEIGEjWGuTi9DVNYQFpxnxkznkpI4VAtaPefLvlWpqbDCHm7UCcJ+TRD1AkjTZB07QFJJ6Er4Jv4KxPS8btaOlllQS5AngF2ZN2Mf8HKzsjlhEQJ353niXkbhyzRmjR8AUgHMi4jMbuOyh+Q1NGfjpctGunUiLNeeaU4Czx15YrUiafkE2YgmfXx58rtdFeZpdHc3gBsgxygt5/o2TKclhkXifqDf1twHoSKGfXyrZTTMZKVxQLNCE4lrS0AD4AdKT5Cewj9ooBEz7ioYScmLUM6ScMx8ebz8SYIK0AMQ0Aa/MJ3Rf0gw4WG7ZnbNpeZDx2ZLNwH1NM4L35Nzbk4ycThb3WaXfl7WE9P4Xliv6eRpXgGnWT0nf8xuSaWNgwE7C9yYNn7BIzij8uDQCuJ7cSzQDuH6wluxBgM+RYt2GLrf1bWDrDSfpHhXCCyuMh8wIoOOxRknU7JmCDb+ye8JJyu/1BcJpPuFVJ4UblRJTEVBycJ9dMZbUPQg45d6k6TRXb9n56YhYWuTYqAbG5VGu2M5kRGcIKe9PLhQt6nfbYODSyLGxgE8qGOwOgDFGoZ3A951wkvu3xsOSy3cGPaXowyyj2oGxngkHpKbZlXDS8snsoMGY8KKacNkxmN6g3w5Lpk62SU/rd81k0lwDl2Z4z3NmykIVkh2AhuHbxZq1u0i/aSJxpnqkxKFR8v98MC+rydlrq3broYPmaTYtWq9bsN78qHLdkbLzv263FFbtZNye+i/vs4O1tu4NVAYw9YRdLtbauk8B4TQUkPI/vrChsXkarbhSVuAnDZNXVqvmcTPyrafRhnNlkuyd8XVYtrBW0cjF9jQdCcmyxBmPAovxf8wR35UMShnFxIyo12WFZt8uH4/rfELVRAOF5sqNExl7epkpDTRUwvZ+oS7bE9eLxiHPFO53GsyA6O2cE9iCEmEppmjEsnd5Rm2J+KVuYe2472ggsm8IGmT0ICoyvhOsONYynpXcZzQPOKvFynsA6DX7vd1TmmKRDQcUqjh6jVZgtAK/AkB/9tln7Wtf+5oxD/3vez322GNnxDqOAPoZcRlGH+K3YAVgfpHUAkR5IeFGSglTCPNBZxzWCj/bXK2pEV88qNdbPTtaadhkxC8wSKDV5gvmi8Kdzj7FI2NdkEZTjFNAwPqQdEyqLgD5m4dX7O0iM4ZjkvLxu48vFFXQnqoRAhRSkYxcFikfKdcAYkKYKJYBCxScMC0whBTfyK4JwiI0hwIp6DardId2WS4utpPCFXk84WIETOHj5bMgi+b7EWBGQNGFyDM9jpwUoIdMk1E4Qa8zS5vRSgQN8TsU2RTA+Dq3R4Mq0I/XGkoIZiQRDCsso4rNHqwW6d2MbPIpUAeGFABBgwIPLWFUh8o125dJWLfXt7c2KvKJIz8mUA/PNk2SuVpDknmk8ACMrmsoLzWMMoCWmd2wrgA5vJPDgdnuVEgAMeByAsUooAWsT88RZm1OVlryNtIUQTrf6Q1VnLIOpPDDNtKocPy7sDoOG+l2DzX7ne/IetAAIEALVp0iE2AHSCAUC3aOWck+j1fjoDRjOhJQWFGjb/L7Auz3pqOSotMMosikOUNoFR5vxrudqDVUqMNq4dWHLQTwcn0B0wRR0YDgOj2/XJI6BBUHNgm+HzPeKTZJfvd/qJ64diJp7xUa8tY+u1q22bBPjQmk68iwYUuRnw4GfRXane7ABi7c5S41lapdmhykcZmlgwF7Zqlgn9mWVRjWfJUC16v5zCgAZiMhSZDfLDTUyFoD3LW7dvGYE67FtQF8se7Mn2YUHY0Y2FuFnEX9GoHHhmQCgEZZBf0ao0pyNjkL2FGuJ4CujOx4KNUEsm+S719YLmlm8dtl5OkRAQ2S4blWL65VtO/4HigdYG5fXa3aarsl3yojy6IBZ6xfrU1IXttun81pL2MFYX1hv2+fzQrs/3BuVQB7TzJkD80XNPedzwsDDrik4YByBkkzeQ/cA0iE9yadcDD2FMFb760zE3ooFvzV9YoAxxXZmN02m5Wq5MH5DakVvnLWlFQxr6xXBaZZ+4vH4mLnUc84I+Hqym9YaGMXqdu14yk1Nmhw0GRJ+90C0TR0yMpAxQCowZ/LdfnMlpy9iDIFa0OXdHYyJghI9Go9CdOKen1KaKehdaDYtKAPxYcpFC/hZc977YlTRbt0LKEmHPYazkwC1Z5aLtsXtuWkpnAmApR0X9+9fcxeWS3rnmYv8IG4zqTKk00AU82ZQ0o8agb8za6hWwofzi5Ye3zEhJihKLpre145ARNhry3UCF5kfb1qznCvudwujfo7WmnZlnDQFtvOyDTAIM1LRk8+ulA87a3v2zQy92Zb5x/qFFhiAHo+FFTjbbHeFKv7wkpVoLTdN4G/q8ed8EE+w0qrqbWbZD90O/bFHROa+IDggb3CRA0sI9yzN04m7Qcvvm87Dh+zmw9+oHF4zgsk7volgH54+3Zr3nqdLfr9FiqWzT+ZV+OMM28sElCwIuc4wBTJ95ZYQCoVQiL5zM8tl213KizbEE1a8gJoCjJXHFUR+5FgVAI8eS4QtMb+pvFGbgefOR/26nnEWDoyX+aqLTVFeNbQDKWxCmNN44vnEJNF5J/vEZjplxLlOTWS3Poc5BvQPFFGgWuodSf8kGR+nocagycrAOFzDTUrZyJBNYKwo9G46/X62guw9DThCdYjUZ6pDTT0OMPJF2FlaUg32n1rDXoW9/rM43FLVfalneN6rvGZUPKMXqMVGK3ArwDQv/zlL9t99933D4bEnSnS9xFAH23n0Qr8p1kBuuQA4k2AToHJbG0e2hQiFAmwjHjUKAAIO6NQoHgnLZlOPsB4c2Y6n5piDdAG+4DvmuKRQo7xTTC1z61UBKzxZFIMkKKLXxbG51NbMnr/51erti1KKrAzLgiZ9UKjJX8wMlgYiVcYXZVPSPIIML9kLG5vawQVAMkpPpBSxoI+eeVh2vj8gJJSZ6AgNJis5XpL840nw87YNQAhEtqD5Zp8m8gzCY7LhUhSLyrACzAa8bsV4pQKwSp05asmyZsiCYAEEw/AoODDVIT33ese2t5kTOO2KOppgJCsTbgZ3mDWoz80+VILHXzMHUvilfV67EitJRY06HbZVfmUzTWadqrS0jxh1vXubXnNEwdERSnC3abZv4SoEQqGtxcGnWsLWEEiD1N095a8QARsfq0zkHSYAg9Wnu95zXjafkqiOgFO0aDmn5Myjn91OkRK8kCf+exUWMXhAlMAAMZut5QCt81mNBMe7yUsL+PLVEQOB7bc6thEKGwhr9mxUlPrh8ybApyxa8hYAW+wPrCopCaj+uD3+JzxgF/FJXs44XUrzfqBE2v22W15e5WQuaGpeQPg4zPBAmK7AGzibWUGMOFgsLOVfs9oM+FZvXoqZW+sVQSYnlkqib2n4EUhwdQAvjOFP8F0+CwBkTS7SL1mfWH0Ke4Zr+UaDGUnuDwXtyoBgciaPY7/lwbH/kzM3lyviMUkOA0LB0X4hSnmy7vsnVJDI8xg79I+v+3PRCU7xXIS9fulGqABQHHPTHFyDVh7LAd4Ugl2ojBnLwCYx4MB25EKqQnF1+Cz4eWHycPfyhg0mmOMbHputWzvFqpq2MH2ZQIhe3p5Q4w9Pn23a6iQL00QkKd6YHduydqhYl1S+qO1pn1yKq2/SVPsLw8s2me25c3jHtrzqzW7ZSql+e8EsMHyxgMemy+3bFcqKgafefaJQEDgcvO+QE4Pe04AGeMEf7pY0jrviobtrm05IwgNpQ7//97tY2poIUFHDfFOoapUcc492HfsASeZOe93wv8YG4i0nKbiasOZ4406iFAxch9+eGJdsnnuFQA4jTTGxB2rtjRbmrGPNHE4o3J+v+wSNDwJywJ4+j1eNSriXmePALhzYWf++SOnCtr7NIeYUY70ncYJthTuIX6e+wLwjoT4c9vH7NXVsmbd85np4CANVwL+elWjtdgT+M5p+iT4vAGvDQYDfS5A2zvFpvzbOxMR+eC5XlujYe1NGnJ422lw0Bwia4SQOEA04Wfcz6h1CDw7WKrZ7TM5sf2oHLDcbIsRPNZSg5MsDgAgZzm2JRpL5ExMhYP26IKjSmCMF6PVLsgytq6nsZHVQd863b5tiYSlOLh7W07KC85glErYRM45fsyufvkV8zcJeuv/uzlvanKVE3HzTIzZRq1ha9PT9upZZ9n5Eykx9CgJsLHweZDr0xjhfkfVQQghtgbOdu5JlFD5UMheWStpX+D3R9bOOZAKeuyllbLYZeThX9w5Zh8U6ppicLDgJNo3hn1lnLhcHkv5mZYQ12hGVFPvlRtaZxQ9yk4xk/QfSw1NJVhwJlrMNVp6NrNm7xbragpyPqJ04xlJcKoag6GAHefZHQspw8I9dNlCs2VnxUN2qNoWu35RJioJPio35phjB+E8xR5VbA/shsmE1pum40zEp72EkoR7hrBWZPg8o2icsscJyfzMbFYWNM62TRvbf5pqZvQuoxU4s1fgYyXuX/rSl+wb3/jGmf0NzGwE0M/4SzT6gL8hKwBLANsDW87LAexdAUeKIAJv8MMh8aPQpHiChYTNgnEF7DI2a3NmOn8DGS8/A4FB0BCsNIwN/mBYgscWmUUbts9tywtM/9/vzdv7JcBKyO7dnrd3iw2BI8KcYKr2peI2GDoBXMwAhp0DpOGBJkmaZgHFxSe35OyRk+tiDGH9SeemoMBHB3vKzxBkRLgQQA05OaABr+8kI6gCjnebQoOk9tV2R9J2wAeJ2rmw3348t6I1cjzvPjtVb+jfwTBfmI6KBTpaa4gRIWUYFgcmYaBQsb4krXyGHfGI3T+3InBIkQsgIikZqaZYpyB/u63i0u11iVlGOUDyNuPTaI7wuSnGAAsU1P/irGmNp0NqCLBDqkmRhFQfkMq1e2m5JN83TPFJGh7xsPz0SGVfL1Qk+4WlwdNNQQnQ47o9s1p2vNyZmJh5mEMnId8nCToAZk8qpOCyowTj+TwqIgGXn98+puvJdQOgXzWZ1loQtPZeqSnPPeALvy2NHfyUAA3Ni6dR0WzbbDQsxgjggZwSqTysM6w2UtSh2GO/QqnIUPidneP21FLRPG6PCsmtMSTbBCWZvuuFY0mLaWaywwYBXEkqJ+MAKTlp8i+vVu3CbFTZA8pCSIS0t/H34jMt8MWHsNEhC3qGGlfHdeRvAtSQSOP/RSXAe+Or9gz7agB5vG6br3flxQZ4r9RbTtq2x+14Vjs9Ma40bA4zYm04tIjf44wn9Hu15wGPyGm3RQPyscJaXT2ZsddXSmpGtLqMThvo+h1RCGLanlspSu0i73unp1n0G+2+pMxcH+4Nrhf3PkAM8E6wGa9LMnGbSYTskRPrttLu6L6nsKd5RWZAr2/KXfj09rwC/l5eK+n+o1lCoY565P9856TSpwGDbxXrdl4qZoVuR/YAwqdIDUcmOxMLyKsLk4o6g3saMIeyQ8FwXLvOQCOjvj+3aik/smSvFA+oNkiWZkoAo+2w4by8XJJiAtAV83rEBqMWuiSXUNgZKhZ88DSDkGcDmMldiAfcdmkmLsAIE/rUQsn2psJipWlu0OCiaYUMmkMO4EnzqNR0RrpxznBPENR4Xiqiv4E0nNC+A+W6VBvcg4C4RxbWbXc0rAYCQI+gOVQjrMeV2FwUcNix51bK8mKjFqDx9exKSTkfAGgAHCnwNOI4w/MBj1hy1pEzNBMKiRlnMgZS9DcKjn8aywENEVA+AX5MaGiSZ9Dr677quIYWMII9A7bWhhUPqMlG44hnwEKtrX3D+9LAwnIA0GQtULHQhEHJg2cb3z+/1+72LBrw2asrXJuIADB7n4YT+5uwuZ4NbKXelQec++n6qbQdXitbeqNoobUNC7/1rs0uL/8ieV2k+S/mlnOvvnrphfbivv1SYdAoIOX+eLUlO8dcpWbnp+O23umqoYUfm2YeILTa6yo4DYn3xfm4GHT2O9+dhHq+C4odFCUQ9DTtDmzU1ZDmn++YyYo15yw/UGnLx881wD9OA5Z7HUXYCyslm46FdJ34+DTUOAsQ4PDs4hkFO895DEtNw5g9SPMUXzi/RPOQphSTBTTy0FxqHKICQyWC9YapAUvNngIhj1TqVmTqRTJsCa/HaWC3yFHpSxHB99SIvFzc5huMOEVlF1JDgMbmWsNZL6/XbeuNriYINAd9ee6vGaPxOlL+KAAAIABJREFU3pdKSeM9R6/RCoxWQCvwj45Z++M//mPLZDJn9HKNAPoZfXlGH+43aAVgwvBkI7vmoYzclIcxIE+ztAMOUORBDiNFQYF8T7/Xo1w2mwoD0H/hNQPE4FOnKGRcDOw7xRfSPYpV5jUz+/hz2/Mqev7XN+ckt6XAxr9GwcIcZUbqALT3JsMCgQRXXZCO2IurFJWOxxkvH/Jv5sIyyulnS0UlHB+r1u38bEI+Z5hjn9ucJPdoUKBSwUnNjiSpNBByfq8FfC7r94ZWBrzX2tZBChwBfDEWy5krS/It0npS0EnCJcWWYB0KF6TuzCcG9LB2gE4AFlJS2Nms36+gOAoXANKDp9ZU8MJy4deEcYy5XUrNpyHyBtJYv0eJ5aSFw1IB2vgd1Aww/lyAuXLD5upNu3U2q6A15KOsCUCsLpbRI6BwKdJgUubx9veGarigOhDD2u3bS8tl+fgppAM+n9VbHTFLN0+l7JtHlySZvXQspaYA/nZSzplLXmy3zTN06+8iHZ6rN1Tgbo2EVPDCaiKLPViu2mLNSZCHZQIAkiB8jjyRAzV1it2O7U86qc91JgTg06+39BkvyiXs4VPrksPiwzxUaiqdHq8/AXv4YQFY7Nf7dozJDwsI4/+QbOP/BOgT/ofPF5AGi0jTiP1KsJnGtQ36do72e93Oy+LBJBjML5COeoCmgUA2HJfLGdXH+wPiCCHk81R6TmjgwGWSt/JzAEvGwtFMaUve3JYiAnUEUvRCs6v5w+RVV3pdyd2RlMJKBV2m/QbYpGEEe4zyAnA1HQuIgQf8wcgxxx75LwAcUH+2PMBVuzCTkH837nWr0ULyOsFSNBTwpx4HEA0G9unZrECVM7WgbyTYk1vAviUc6sdza2oi0TRCWrw9GhbQ3FQVkG5NM4kRX9gM/ovt4/JU3z6bsf/tnVN2dT4uVg+7CzPPYZzbQ7OT1YbNxiL28kpRMm/uKRp7Y+GAZMGsHfv6eL0jiwbNET7DD+bWNZecOd6AK84UvPCk4/NzMJ2AdQIOuT9h74udga4HDRV+HobxtdWarj3s744E4/yaUvVcN5Wxt1fLCobDY8x9h7IDRhN1DBaHw6Wa/P8omJFEN3odBdZhxVhtOqntrB3M4kqzb+ekwvbySkkNFNYV28wj80UbD/vsokzcHl7YUML8bqY1FDnLYhoNyHzsJ5fKWssL0jF7bH5dAXA0FbhX+CyX5mPy+gPQJ6JBZTv0XX0rNNjfPksEA2oC8HdfK9QEzlBHMJKRcX9Jr9sOoOaxgSX9fiW+I3NHrcFZttB0FAeAbPzOXEPsT1wzRsX1Bn35y9mLAG2alTTzuF+QW48FA9Ya9tVcQ2H0QaGqoEU+L7kbuVBAjULOjrDfbe9vNHVe7gm47YYjhy39zIvm3hyJ9vOpaE7YG//4s63b7MCOnbZv65hteP1WMNQtXTV3Oa8JFqRxMB0MaN1oaLBf2L+cuTxnxkJBC3tdUhvATN88nZUHnsYDzWhGFfJ92Z/vl+vmHtBYbSlMkkwMmgnYgzhnuS+Zw36ABuzQbCpGI9Gt5gcJ99gUULXQCOAHCLcrdkmXRxWCZYVgN7+tNFHoMGHE7NLxlNU6jo2G3BSA9aFyU+cY14AcDUIqaWqTuUAjfDhgojqBqAMF/HmGJnsaa4uHHoUD0yh6PWahYzFifGZMYapHSg1ZS15fr2nyAg0q9jJGr9VO13bEAjp3aeyiKKE5f8t02rbEfhEe+xtUNo2+ymgF/qNW4GMB+lNPPWVf//rX7ZZbbrF8Pm8+H1m3v3jdcMMN/1Fv+k/9SyOA/k+9oqO/99u4AhQWeE0BAP/QCzDOi8KfAgnmCb8ZPjrCjmDsKLI2mVhYEYKc8D4jn8tH/LYjFnZGWp2eVoNsEPAM+IWlhmFDggzoxKMKiMyE/faF7WMC+f/La3OWjfis0enb7+2C+SyrAQCgJMRoJh6WfBbfMgFWC42uEoEpjttdR/p7oFi1z2wbs+eWigJ2hMAxZ5aiA3AGYKbgpgkwHgoqERiJH+PApmNB20LoTX8gdpYwIwoQQCCJ6bDfMBAU4A+dWrdTta6dmw5L9gurvlJr24FKQ77n9WbPDpRqKopofFCwIYPEy0pqNiFM+PgBnI/OrytgbDhw5KAvrZfl9V9pdSUhfXx+Q+CPpgLNEzzRszGf7UhEbLHa+jnbilQZCSu+dGTyhM1RdBO+RmMDGTKADtYFJot1RP3A/iBYDgUAbOuTywXLBwNOKq+XwL2BgOat02n7wfFVff9Ls0mlZhMuh6wY2TtrvCWMZ7hrG82+il8BpkhQ44PYW2E3GQINW6p1FQJFswZm9q31mu1LRW1VjKQzMk8J/F4+I5MA3BpXRTgh4ACP60yYwK2ICngAFl5gAAJNIrybAIfPbM/bM/jK2x2NjptOhGyp2hbQeXK+YLdvyQlUcr1h5ZlGQBYDawGaxnP6zkZd7CYFOEwQrD3Al3BV5sFvgjmAIazWyToJ5UnZKuAiBz1KfafpBdBAYnpJPqHZ1dX2wMrdrpKvATsU6YRizUTDaiABaJGkF5sdWRjIc0AVMakxV26FctFkYv9xzZBuI8tlLd/YqOjanQSgxkOWDfs1L5pANO6BtIIdXQo/BEzC9iP1JtOAhsInJjOS16JM4D5gPzGD/OxUTIqS7x5ZkdyaoC8q8bNJSu8PBH5p8Nw8k5H6gZFl7NPPbs8rsO3z23Jqxt00mbGZeEBnCPcQAFkqhnJTIJT1YU74RrOn5HaK/OVmzy7NMk7Oa48vOnL1bNArS8oDp9blo0bmy9oRLonVA7DM6LGt8ZAaWjRdULgguyb1/Hi9ZdMhRpIxatGla4AKAYA5Hg3rfANc3TiR0r16QTZqr63WbSIWUMYCYXzkBwCuUX/0egPdN+8UG9bt9TSi8fm1suS/nMOX5GIKQQOsohJ5brEkgPipmayagE8Dql0unR2wqYA/zl3ubWZpo7YBBNLgvGdrXonoj36Y8E4mAiFug/7QdqUiyp9YaDTV3JmNhSWRR35PAyoW9NiOSMium07byytle6tQU0MPWf1K3Ukcj/s99tZ6Vdec1P6gx6smE+Fx52biUqDAzjKyi7T5aycyOqeZfc7YSawR2IlQLPBikgTXlyZIozu0TMCjJhf/g6Km3e9JBs+1wxrEWuCXRqlx56H3bevR4xYZ9i1Vq6tR8++kvWkP9gMBG/p89vRFF9q302NqaH56S1be+flGS2fxLE1opn6I4e9K6n2w1LT7dubt/WJDTUxsPzQq2E8EffJeSNy/sHNczz0UXfj/sfEkA7D9EXtpvWpet2PtYqoBqhYaJajEaGzxfThfTtS7Vm21ZZVARr7Y6th5qajCPwmHRAnBGcizEZUSyh9GbR6v1HXOodAhfI1n1+X5uCwIK+2e5QJeKWzw+cOS0wigWbqZi0KjG2URn59QS9Qqh2sNMeG8H/tovdG2U3UH8NNcoFlBc+HK8bhCAA+X63bpWFLNc5h7QDsqNhoNyOqxyJG6TyYFqg8Ua5/bnpMlYPQarcBoBZwV+FiA/od/+Icfu05/9md/dkas4wignxGXYfQhfs1XAHk50nVAzt/3otShSEbSjewO1pzxREi4kWrCXDHiCBZ4+2kvJUw7D3rk4niq0fLtT0cE0OVfr7XkreNvwMy9slYWWIvgp4yGJcmDGUNq/JVdkxrJ87+/c8KuHEva2+tIkyfsicWiuvOAIwo9AqgoQIjgQmZHUfHgqYIki3ilAf7fObosbysjbyisQ17mSDs+RQoGGAb8njAEeSSWw6FknB6PRyFlMPowH4BCGM5jpZYC8PZmoipEYXQAqA+fWNc4GlJv+Vk8vzAXjscXENfXXFvkkxQx+PeRPLKOBP3cf3JNzNr2RFjeRQA57BRJ9XgRp6JByexhQJjpSxOCBgig871yXeFzF+WZN1wzn2soLzhAFz/yDRNpzdllZFjc71cw3HTEb4dLLXN5zMYDPgEwitdqZ2ivrZa0ZiSKF1ptMZF70xFbrreV4l3sdAQub5rK2cMn1wSUmN3LWiAjplimWCNt/fLxhL26Upa0c7UJO0aBix2haSmfR1YJmGpkzNdOpAQkCQt8ca0sppjQQfYpigkSiQl+o0AFRG6m1+M9BpCclQprTBjy3P3phLldAxWnyKNPNBhz5bfbptP2wmpJ8sxWrysQjAz73HREMtw7t+TERFNivrletvZwoOYKTQzWknWFNdoaD4pVu3EybUfKDXOTOMg4Io8jwWe8E5JgmLYjtbZdezqAjMIefzShe2Qq8N1Ic0fNwbx3AALvc/lYUmv60KmCgDLrDsu/UKureQOYW2u1LexyCdQw8gsAAPuGkgUlQjLolceVHAWsB6hUSGJm9jKzmVmPl1dLatjQ+IKNTwWdWcp48Dsus/NTMXttrayANtK42ZNMRyBHgXFh3qHDZNPQQU3Be7APeH/2j8s8toxyIhLSGhLe9jeHFhSKR4gaPloA7jePrtiFqZiAJA0iUu5R2tBQ4rPtiAd1H5CRAOuHd8HtHlhv4NL4MOwZTy2sy95BkwFGlqAsQP4nJjIaRwhAfWJxQ2whChs8xQu1jphJgBG2FJhx2F+CLq/Mp6RiAYixJgBU9OqEhpEncG0+bo8uFaV2eGutpmYirOV8taU9ngv71JxAGgzYJcSMsXSXjcXUgBoO8Wn75S+ncYmlaDqMuqSkoK7f2TUuZpdMDUA/suIPyFowR32DlJj34bwFlGEdIJBtdzJqP1ssqAm40WQ/9eyS8ZRSvaudrq20+7JxYDdgLdgTIZ9XDcKbp9PyudNMZG1h8WkwERBHc4zxa7xQLExGnX1DjsjORNDmKk6+As0LAC1z4FHjcG99UAKk9ey11Yo+845E+PT0Co+eMZwnAEDYYbdGFva0ZmYDmwgFLb2xbvlKzfasr1j4g8MWazsN5H/oAfb23rPs2b177TMX7NLM9EOlmoI8eWbcs31M9yUBij3XUAomAixh7WlqkInCvmRsmt/rkvoGkI16YFcq7MjQXSb1z++eNSU1yTNLZdkzaMjQpEDd9cj8hgIqYZBpwMC887wkUI6MAme8nzPqjkY1doKw22MHKjWFX5J/cX4GqXtZwBxlAZ+Hz8kUANQoKE5QpvEsReFx1URSzaSlWkdNZ+wNjNSjcYSsPub36RwHhNOY4LOjYOBZj3WEZ9yuZNS6w56lfYwF7CtTgPObEY80NMiW4PlGU5dz/JqplP1ssaTmPfcJ9gHOIX73snz85/cPtQD33X07xhXuOnqNVmC0Ar8CQP91WaQRQP91uVKjz3mmrgAPbwrd87NxFUZ/34sCG5BBUQ445+FNwUo4GP8O6RvMGEU/7CThRrBTyMvx8gEokLTh+9wE6MhWYRYIWUM2fbRUF+PAPFdAMAnLzPg2l9v+YM+k/NHfm1uzG6ZSGsN0J77K1ar8bDuYz13rKOxMvlxmdsfDagA8MV8Q8x07PYLp/3j7pLzUr6yXVXzBqng9Xkv6XGKRSIPHy+p3eSwScOZZA8CoFQFFuxMxFY4UZKRCIxMEVAHuAYlIiX0ut9J78W7vS8L69uyqcVi1qjyxeFFZF4pu0pthalY0K9skFSXR9uH5DZuIhGx/OiwlwaTGsfUFIl5erVnKjweZkVoDe2XdCQ/an0tqnjgj4wiNOjcXt/c3mLdukjwiuSesB58mrP/D8wWbiPolqSUU74FTa0prh23MBD26HhRv75ebdtNkSiwz7M5qo6VZwoDdrfGAis35asOuGk/YC6s1MbQU3awHbCsgBVD40mpRsuiH5otW7zijiSgIZ8JhgQcUAAzw4doTsnblWML24PtsdeyJhQ2x4UhHY6QAl1o2m/Ar0ArlBww3BTfNj9SHgXX8/N5MTJaAl1ar8tUz+uf19bIl/ezflhh4krjJBfig2JCslDR4woxun87qvrhra95CPpdmfR8ttyU3R81xeT7hyNexGtRaAnQwQzdNZZUYDStFU4h1JqiQRhZef9htUvnPzcat1CTADqmqX42qdzfqagptTURse9SvVG4+i6tvdsVEUo2obx9fVbgW+3JPMmanalgR/LaqrIeeZMEwjQABACRyW+wEqEQI/kJlcGEqrvBBWNEGMtZayz45nRUbyLrhU611ugpcBKAGfW41k8DBJOfzuWnG/e7Zk2JJ+X7kG6BAwGPKJIRPbcnbvz20pH2O73kmHtJ1Y8+ilgFAnJWJitX7fz9YtGKza/ftmlDg11npsP1obkXhcshladRxX8P2c/ZojGM6bA/PF8UUah/1hrKWsJ+QqgPiuH7kGwAgWBuADUAa5p4EdawIhKfBFpK+zjVkDB5KDhLnmXjAeUdjgJTtfWmCy7wKmMRSgiKB67MO3T4cKGn+zULd9mfY6yVLBfyaI858c7zksNsO00/+QM8eOLkuuTm+Za4fQF+J1jlsBc6MbBoLnDErNDBms0rCphnJjHQA77Fyy5rDvqW9XgWVcTa9X6pZwu/X+D/uSawLL6+XlHZe73YF4AmwG7pdaggSHDkW9tnxWkfAr0hugcetcWTkADx6akOKCvY0jRx8yXxOkuMJ94T1pcHESELOOj7DDeMp2SIYXUcDCmWDk+zesC3xsKTizeFQWReASxoM/Axj6th/r2+UZc3gbMViwZkeqtTsnMUFu/mddyzQIXeDpxU+cnFOv3h0MQ4tGLR2PGZDr8deP+9cOzI9K8n9f7NvRuPnWENC9FCc3LMtr3yPZ5eL+hs8w5gjjuKKc2h/NqH/73W5HV98d2BHqy2bb7bU/MVmg1povdnXteP5gc0LdpyzCxB77WRKVgXsLDDJPDtRK5ydiUt1xbQL8hxoyNGspUkM6851IUBuV5xpGnUB9FfXa5qEwLnOczbg9UqRwjz6gMd05nAvcE9i0eFeZZ/wPKQJzO/TyIbl55nDczob8CmRnuYmDUE1lhpN+foJ1GR9SJRnMgZ7hPMFJQEBilgabpiM20qrr8YHTfSnFwr6G20pGcyKdfaUSw2D11YZNzeU7Yj76fd2T36seu9MrZ1Gn2u0Av9cK/CxDPqf/Mmf2Fe/+lVLpVL/XO//T/J3RwD9n2QZR3/kt3gFAA74dZFSEla0+aIY2+xqUxjj/4QpIJCGIhkGwRlPRUBNSKOOZglIU7AMI208YlMYkQMjQLgSnmLAG+wQRSdglTRwGFbYXVhrxozhw8QrjQ+bguZfnIXfvKyC78q8I4+8fCwurzgABzaNhHbSfQGqSO0ISCNR9/H5gpKImXJNwvH//Npxu/508YhnmQKBMUYwPjQo8E3DkEd8bjEP5BIj2wRkAH52pR0AiG+PUDAaDPhr8XyT0A3AoCAC0OCXBZRttNoKLXphqSjPHYwMY2YYPwOjQJAbXl18eoAt2IyDpboKwusmExr9RAgQRX0ExhZlgcssG3HGEzFKCiaE0UTI2GHJJqPOPOWg12sLdRgxvLOMJ2PEWFigBl8qQVjMQ6ao+taxFXkMkY8S7AX7SJOE73RpPi6GBJamTmhWNm6Hq3U7Kxa2Y+W6Ham3bX8qqoTt8RCz5YOagU4BT9gSIAGVxC0zaQWVUYSiAlgjxC4cEMOyJ42XuqfAIkKuGC0EKMIfzwxuAvpQZRAG+NDJNZuN+wX42JfsVdg5Cn3W8LGFkl2QCdveRFRzu5kJvjUWtldXK2J/CHu7eiJrF2XC9mahZs8sFy3u9TpS2oHZ9VNJSeOZp0wR/NZGQ3J/QA9reQkJ0qenBFDMp/DYNztKUeY7oRChcZANeCTl7RK8RXBb0CfQCsDBjkEa8r5UWE0OmFEkzuxn0r6Roa61+grCIyWeBtFPlzbki0Y5weeF8UMpwrqQz0BqN/dEazjQmuD5f7tQETtGEQ4zCdgHoNJYOFFtK7DpCzvGBGR/fHJNzSnk1qhHKPxJZqY5hFQ1FQAoO2F2/9OF26RUYL8DGEm3xhtP8wB/6SurNTtcqenfz/z/7L1njGXneef53HtuzrFyVQeym2w2u5kzKZFUoAJlSxorjDVjewTPeBe7WHgX+m5gv3qxwAIydjwje+1d2TuWx5IlWbRpWhJFkRSTRDbZbLJzqFx1c7733LD8/U9RkoOIMdaCm/AtQ5BFdlfdes/7vud5nn+KRpi1WTHsmfCRHvDepayaiS++vmaNXt9+9ciS2AeYpP355V3bl2JQEZbB2WIiZPXe0GKcMUkEsmocQc/5vTDvogHWHRJ0tI6YQ9LAi2rc6WmAMhpDDaeJcvQ7kf4Aesqe4TzSsGHQtYAMQjGMXg45ZpDLqYh8HV4vNUUNxlCxMzRr9Ps2cfx2TzFpp6tdm0+EFcnI7cG6cw/iWQGVG7mDGDT9of3xuW0NNYllozHbId86HLBHV4q22u7aTmeg+4m9dLnRsQ8tFfYi2sZCtB9ayIk5AaLLZyGBgQEQtGqQ0vONtn1guaAzjk8A3w/n/8vNtlzSoTMzhIH2jpFlZTDQOaT5BPl+eLFg75nL2HNbNUUbNnCzL6Q0OJDbt03kAUIDqkjFWFC0b54RGfGvVdtq3NlLxCreWoxrEEYTyNCIuwY0G+o/g1m8Ga5FBhWL2JMb5Hb77K7VS3bjyZOWaLYtQuzv32Oueznl+gKpdRx79v0P2YWVZSH3V9pEO+LB4SHGv37dvCQdPJ8nt6o6ox9eyum+YyjK+uNPAJUbZgJsmkMpL3VDlO4h58qRJ0bLhf2Q0nANGQl3Fu8R5F4XGxi9TXTuGV7zfmAoyPfZbvd1VrpjsyOpiEVDAbs2EdWzxlSVgRRDtrtmM3oOSGiUJNHuy4DxpUpTZ73ruqLBcy+AouPjUgyHZULIIIF76T0LGcmWuHOQCnCOXi61JEuA0cUZTwX98i+5Ue+wgJ4D7/hzTY8lB8LP0E0eGPWuxfzo5QPaDwztGDQcLyQ1QOM+uXMmYU9t1sXAgh1GQ897FXbUvTNpRcxtvJXUANrP+fy3h+anFPd/wTXo9Ff/+yvwjg36xz/+cfviF79oS0tLV/XaTRv0q/rxTD/cu2AFcGAl0xYHZ7RwvJhp2qG9oyPliyxxFejjiaK5MIai6ASRRY+OZhWnbIoQCk7QAwoLCkCKcVDY9mhsDy9mhW6BsNOAgwiiUaWIeWW3pb/DSxx3XhpUkCDQXFxuyWA+0+zJzZrGHMM50D+MamhEGwPX3qyD3kZU7FKc3VlM2/e3G3YwHhZCC535P7+5LhMpvge56FCkQRkPZyIW9fu9nGYylYM+UfmgjEMnxSSHohyaPHpUaMQMDS4pDzck+juoPUMFaL8UaDQKFPvMIPYnw9J900CA7u30yDJHo55UkU0hSB41jRvrTcEFhfDu2ZydazTVKIRgCMil3ZMbUPCDUEO5BeXg76pgB52emFCbaMhvlS4Z9q6db7blxAsdPh8K2OPrVVFZH5xLqUH/s0s7opeTJQzTgQaaIQQIKSZAuFfTCMoNOBG0SnekXHiaKopxGiU0iSDyUb/JcRmtP5nL5Iuvd127s5ASpfqVnYaGHRfrbctEwqKBosGHzkojT1MLul2Ih/RcQHaJtKKZeng+Z186s2H7E1BO/WpgGTiAGIFqMpj5y0tl0c7RVZ6steWOTVQQvwPNwVarrxg3Gl0i9BgA8P1oati5ZIgzgLq3mNIex5xuq9uzEzSL8YieI87gaNmJTANV5zNwhpp9imxM+LwmBvYGzzMXAemP2Ha3a3EMoqIeck5eNvp2KPJC+oNBOeWzN9kjDINuKaSEetFUY5oHCwLkF1lFaTCSoRMRZDdmk3JVLvUZlMTUVOOhkI3CCvGrCcXpm+affYHmGnbMv7tuXmjzf7mwa93BUKh+FfpqiLitiZoMniONGdIKGpJfOTwvFgXMBZgd5cHI5mIB7d/r0zH7UaVl682eaNQgehgJHsQAbTiS3OAz18zr3P4fJ9ekl4XqSsPH+Xphty4GCVrz10sNDaDwuMAJHNT5oYW8Pb5WkmxiHufq/lDDAz6v6/PJeBDKP6qd3oiz3FOTCEcIZscRGqY6aQi4yvssE3Q0XAI9BVFc4PfpMayZaCjJuiPTQAqCSdc1qahQfZp4UGn+0PF0XEZ90Hb5WQzUGNAx0Kr1cNgmbs4ntJQh4H88tWr5aED68Z2WK9NJBiJQ/YnxwucDWQB3Lc/8A0t5NUTQ9F/cadj9Cyk9Q4aHOOPfWEjIcb3hDnTnwFSA4s7zYAjIfxPxR6NI6gCDUfwPQGDxEJBVgM+nuEWf37EPzmXtfXsSELTmnElYOTSe3B/cCyRp8AyRKsAGena7qvsDbwf8DmBnYJzYGY0k50GDzs9gr7I+m11XGvprM3Fbb3Xs482KXXt51Urlmu0vlSzsDn4KHd/LKf8p9/V2Nm3fOnyDvVwomtPqWDmTsrvnc2qkeSbc8fgRgADjW/Ho/qLObGs4tu+uVeWPQDIB5odk2zPg4k7EIHCtNdC+ZOjH0At5A+eM88xgAWQfGc6bDSLoXO3razJx3bG4v9OcBh1v6AxjpdQbWXPAMNbVfcFwiTsHejteCTA68ARAvsNg9YHZrCRRsA6IzIQizrAZ13rYTKw/A8xrknHp5xmksn84p+ji+Yzvm8+qkcYZHm8ChsYMaBRl2XON0QpnG6kI3gfJIF4yfcktMFBFWkakI/cz0qdvrlXU/CNW8flgnIzEskHSxr5kYMzeemqzJiYB/g4MjLmHuAOQSJystuSdgaQJqcuvHp73hijTr+kKTFfAmzVOeNv/jC8i1lZXV+0LX/iCBQJXrzZk2qBPd/N0Bf7/rQAUPHKNQXUoPEC4edGCaJO7TPFEw4vxFZo06NnSBHb6ismiaVyIRBSnBOJJQw7NlAYS9AS0C8oc+eV3FlPSBZMXTfELxRj0BpMpsoUpYiisKOJxIT7X7Im6TGwWDS8xbjShTN9B4IjMArmhuOFnkNFN8/u2mdBN+bidAH0IBW1gY7urkLSvXCpJ14djMpx4ihP+Lo3JZLmQAAAgAElEQVQ3DQ+NDxpBikrWBiMvKJw0TSCgDA/4M0RiPbNVFYJOo4xj7QyxOjs1DTEw1WINWDcaAoYVaIznIphNBYWkn216mdfo7TuDsTVHrs1HwiqoIsriHtvN+bTVXFd/l58PQ2C74+Wk00R+e7WkQgyqOkUySAUoMK7pH1vJi4YNrfZUpSP9OG7dfK6VRNSe3apLX/3wYl5oK6Z9UMAXo2G5BrMG39usyBCITO0XtyjcPcd5GrKLra4c0zG/O1FrW5YGejLWv8tEgkIxv79ZFUqznPDonkcxruv07USFZhQn8aYaYFAqkEfM5P5yvWzNASh90mtmHL89s12x0cin3/vuYsb+9NK2GgEouny+fCxsa42OUGDM2PAYAJ0hngsqJwZg88TOtYd2olrXfsQ9mHWgicDc65oMAyNXjTCMBdaO503j7XuL0n0Run+lrX83Ew+rIO+4rgYHMDhoAjAaBFlHu1npDYU8gXDBQGEfgMp5Od1+b6DSG4hG/MJOQ8gZtFaYGDjCY7rVHg2FSFOIQ8FmzZEAXJdOqLljH0G/HvugGY90Zr1z17XlZEzGgpXByKI+x5ojzyX+4bmsBjnow3eRLTQ69rnDC2IofONKSegugxGGUzQGDFBAdyc+zyCPIQjf51cOLdj3Nsp2oupFFV6qY14XVuMB8v30dkMUcM46qChN2sF03AYwQUKO/fI1oJk9+z9PraqZYhDXGk403GEwBAsG86hKZ2iJCOyUgc3Hgsr4hlr81HbNVpsD7TUacTK+GZQhmdkPa8bPHcR56Ft1OLYxWdlEnoUDdkMuKW8JngnDE6jvSA9AT9lToKQwfbjPoHvD7IDOy34h9oxBCAOaNyqYhrnagzCQQK9hWORCYVtrdTUYqg8G1hlPRHenmUHnzbP/vTe3dOfhGg4iyjrlI2F7dCVvPyw1rNqDOj+xnm9i1Q77pGCOw31lYhExEOVOZCjKn7sH2Umzp7xu7hYQzQ8u5mTOeLHRVYO52x9KTnRLMW2+8ViflfU823AtiJbCZ0JJYZm8dyZjn9pLOWDgxL3DwIRBBfIkhgWvl9u2PXDl6I5pHecdd3WSN9DVs1/xSmBo8NB81s40eho8wHzujIe2i9yhUrEP1Mp27ZtnLNPteC+0f4i+PplYKZm0nWzW8uORXSoWrXzbzfZMB5NCzwAP9FrmkUG/JETDsWd4xmcGGcY8lGfKXfk3G2jC/RYyIgDjMtbDQHA0GcuX4+VKU2cc93mYHqwV70CGc7AxuJ+5z8QGYFg8nshskd//pZ2a3hGYDzIQVaSZz6/PCIJPw991BzYTDcuzgXg0BkMMDN6odZQmgucBXiHsQ5pxzgjsnp47EIvFHfvsxnxMgx/2ASaR3AcMlPDZaLsDMSAYDHD2eC/ttPtyft9odS3kD9hg5D1zpDowNBhc+HyerwT7F/8FdPLcf0fzafvDM2uWDpDK4GhwWhoMdL8x4IW9BbviUDKi4Rz3MCas5T6pD37FPN4yk7bXSg0NKRQ9mYraJ/fPyiB2+jVdgekK7JGB3qlB/9rXvmbf+ta3rN/v29GjRy0S+duH5zd/8zevinWcNuhXxWOYfoh38QpAfaMgIBIGIycKkbcRIzUnZNOCJI0maliYpPNFYyHq9B6CiU4TQy+MiqCFU1CAMGAohDYSQzbcyY+k46LF0sC8b6EglGGt2Ze5jJxjJxM7lompWIb2S3NyexGtbV/0QKKfQEXGE58QZj7vvXMZIRY/3G1ouh8LepE/N2VjQnhEuzWf8tJx5oYJwOAAWij0XZpONLr84hT5oAc4P1NUQTkEIQM1xdX6xkxMRRxo1FNbVbvS7Nv1WS/TGu0qnxtEF409dHKabaLEQBCgyaLtpgg7mIjbszsNu2MubQ3cvIcT6ZtTYbJmHQtg/qOGICwDLOJuyC4msozPnwr5pdXHeAjUDNQHUyJo2Biz0Zz+4v6i1g0qJu7nVxo0JGiRHUsGgnax2RKFmvggaI6gtS+WiIFCf5oTygKKTAGPiRNaVVzI5Xod9szhMFUDVSKfHo8CjIhmohGhrmhxn16vC2Vh8EO+NcMX9NynKk2h7xi78fscI7c97KgY/PKZbeuMXPkiEI9FAfvcbkNOyxhTPbJcsD84u2aJACZcPosyPIEKrCFGUIg2UVxQjHEepiimsZqP4gjetee3G2qUMQsDKeazM1ihWO4ORuaEHAvZRA0xzemhNHT0ib1Ubko7y5CKBoJmAFSddWdQgzEZzRaoOI3nFpTlUMDzJnC9odXsXkY3ewvTxNV2z+4sJJWlzlkBfULTiiEUxfbIP7KwL6C8bYYcL5TqapJpIK7PROWgDN0W86zuEPkERoFe5BlxcjQFsBpommkUQbFBVUlCONvELb8rWvLt6P1TMfv+VsW2BiM7EI/IAZ7BEkOTDQzg/D7pYdnv0F0/ulIUff6F7aYkBDReRPaRu86QA5QPSjMeC5gbMmjiLHiZ6FGh/zQif7NeFSr73oWc9mAGZHpPFjCisfb5dbbYw5wpnjEU9Jd32/Z6tan9gXYfE7G4w7kxK8ZD+v4g/QyNaDqh3DJ0YOBCc0u8GhF6+B6A5qHTLUb9FnVopNHYjoVc420B4olJGsjxarevGEkYH0Q5Nl20v355HOy2XenXGRBAd+e8cx5p4DGrIw/b53OEmn757LbQ9iX8JQZjRfPR7LAOF/YaMwaQGIcxdLutkFYzzg2LCRlDGxDxgA8atdmHlvIyhnvPXE7xa6D0Dy5k7A0kMUG/NRkcNfq6PxkmELs3cD1DTFBNUEwc5onyY5Bx72xSBmqvlVr2g13uir6GJ8vxqO50PBZwNUfGxGDshmzKTpTxeAjY0VzKNlo9UfpBbhkEoplnkPXS6o4dX9u0e1/+kaU7bTV/3qj1J7nkb79SYSr59/79k4cO2V/ccpto/MQUMlhjPTAsZb/gM0AMJlp43gsMxRhSsO7c6zxHGlH0z8vxkIYJsGUwZzuYidjFWt9uSEd1x3JOSfzg/cB+Y23Qg78qunlIXiU01Dxn2Amsfzzs1/6EJYaUhi9iNxkYcL+kGNQNeAZILeDXgF6bBr6kVTCcxvQN4z3SA/AigUXGeHe71xOLi32AgSdDOL5A/I9nY1Z2h7qb8BfA5Z6muBiNynAU9pTfMd1/yGgYvsA8KUTCuhshGzBcxFgVWdNkgp9GX3+G8wMzgyQJpCF/8MaW1pa7NRd0lGjCAAJ2GoNCBjIy2hy4Yr3wPmIwwtD+pmxKunn+Gc+A/+BF8ZHlvFIzpl/TFZiuwH9Dg/67v/u777hOv/Ebv3FVrOO0Qb8qHsP0Q7yLV4BGEsQPdAXdKEUPaCou2hTRoEm8rCmgyL1OBSgQvbxaaKUU6lBqKVApznEwp9CgGEf7hh5dzu61jiLCMAR6dqumZoR8WOh4RLOsNrrKuKVOoxm+0uqo6YWuTYwU6BJUeH7G2XpPxT8/G60lFERQXRAPkMJDmagKBAYG55o0/o6QAmirNJwUFV42dlDmcqB5FFX8Hai5G13MtkBJPG04yO3+eNCCQUfaa5o+aKfQcEEubs4ltTY0QrhU4157utGxVCCoRpPiNeILSI8LZZ8hxn3zKXt6o65CEJMgfretdk+fFVolzAUaX2jHmPPw+wkdMQyJ+opQK4bQWu/KqC8CqhUKWMzvtzf2KJEfXi4ovowvXLhBR/ACSAR9Qn1Bizd7Pbs9D23VZKaHCzuDEpA3ECieA5FQc5GIGkcc4mmS8cqHGkycW6kzspP1lmj1ICKsJY0nbtzPbjZk5IfWlaYAb4Jqry+aJqwN5A6YCN5TyFg45JM+//8+vaFBAPR0hiUMaL67UdHzwXgLl+Cvn99RYwWlEzMpCtWTtZblw2G51uNcTgY7tHsGMBSjaDxbrtkPttBN++zRlYIo26Dip+otSzgBNYwhv6OGjNgxhi1EFa13kHQ07Xy9JzooTQKmTiCrmEG9Xm3JMA+TPxgnDIBARTFKigdMn4fCFqNEhllQmDEQZKiARGR3AKLdt5VY2AKOY+fqLRljyZgxwOAiZkdzMftrXNx7fVtMRrUXOSPP7NBo+KT13J+OWMTnSMIBaggCTUFMhBXIGWwE9NvITsh5vtzuWKM7tJtnUlZq9zRQAm1bSRCTiJGVI5M8fCRooWAegARnYkG7Ph0VTfn7Ww1l1F9ud21/Mq4GgaaV04ChI8MQfi8iBMkFJz4LGQRnCKYHbvXkQ8OuYZCAppXPSRSV33FEN6axZwjH3oOqz2fqumOxZg7EQ7aQjCqbHT00lG3OAueC5hW6NmZwGG3BmEGucNtsWmfCHY5FRycHfFUu+gFLh/yivPNZdP4ntpeLPRHFnshF2B+s7XM7dav3XPkUcBfxe2OgdSAdVwQZshgkNFDruReRXyCJqfVH9ueXti3m+K0Yi2jghfkayD0Gj8TvQaFHV8ydQN59xOe3YMAn9P7pzar2IcMo0Plav2+PrBQV/XjHbNoev1IWtRv3cM4iQzPMBaGYw0BifZAJrLWgT/slaWINkT4goeHefWA+bbfm02quvrOOYWFfRl8MbBbjUSOo4JVSQx4R/LN9iZCMzEgEQffPO4KeO+zz2wef/b4dunjJJn6/OYOB+XmJ/JSv2999hbqOY1+66x7rHVyx5IjnOrQrPr/YDAwV7l/IafDT7A+s4o7sApF1Pr/F/RMZUjL080381hwNNJjBtZwBCkPmtxtbpBkMJPj3GJbhi3F9JiGJEu8WmAcgwPw99g6sGczPGIwRUUbzzh2HrIlBGWkeUMazQSLFvKxvkOED8aj9sIxBod/ors80u3pPkhqBfwCDwZsKKcktWC/8WfBDIZKMoUjTJZoN41UvypTvUXsrdtSZ8DPD9ui+ouQ9vIuIesTvAUM8Bj83JBO26w7EjrtzJm1fv7jjGb1NxpZ0AorYwxgT88e5GLImhjZQ1QeqAWBrcM9sdLt2MBG1r1zYsbCfcbfn28AgPhx07FMHZuRqv9lxdU/zzqON5zFzbkkfuG82qzsbRgvfgbMFo+xfH5rT7zr9mq7AdAX+Gxr0d8siTRv0d8uTmn7Oq3UF0OSCaNH8gZhTlIKOUz2hf8TghwIPSi5maaBPNHCYLpWgmgcDKuYoHigC3taDoy2nwaQYzIZCQl8Pp6MyycJArdJ17WAGJM5vr+w2hX4kQzjEe/o2IoaI+6HJoRmFwsrPp8h4brsuHTOFfshH3jdZyMSyoWMPKiZqp9MVAluhwjCajrE0vQObiO4J8o1GGfdkmlOybil+jigDnN/Tc9RtgDBMTGgkkUg0N7jXQl/ujNBzdkXtp4inqJFyaGK22vWKovbAVSMX9Tu23h2oACeS6kPLBZmlddyhIstAe2jQcPiBxh32gwh6DTWGcDQ7NJy07q4Pk7CIFUJQv2saPkA5hAUJsgEy4bOJfWSlaE+sl0Wb7e7RSdE2UjgdFqWTTNuu0HEQYk87WLeq69qHFrNCdyj0GI5QQIEOnW30VZxRiM1FQMvDVh+OZLRGEXYoHbWDybg0hqDmDGLITqegfHguI3MkHIoZDJHxzpAHCjqoIWg4FNo/PbcjZgUNG1ROcpNx5EYKMBMOy/X6+9t125XJX1CI1mKMLPWmhhmYD5IJDdcDdAyZBAg79Mt8yLHvbtYIfbcPLmSk+0YW8Vq5YYlQwOKhsE0mQ6sPx7bI2gf89sFl8ptbkj5A9YWlgeQB5Ala63IiJG37Sioq6QVNIvpmmhn+DEMAtMLQsxlKyQiq1hYlGHkHTRq0W2jqyUBAZ24Tt/x+3/wTEx33unTE7pjN2J+c2xSTZDYctvctYxI2sO+s1cw3Hho2UND+acxhXEBB5RlQ+BNTRcPEMIgG5kylpfPHwAp0H8d0KNuvVpvWHoz1Z8j5ZljBkO4NTBwdzzSR9aWBAEnl/JKfjTYWJsz+RFhu+wwLQPW+vV7R8AD9Ks0ljSnMDyjep2pNOfj/sNIU3ZoYOlA/UMYDSeLxmhZyArYIqufz6R4K7EVAcR/ABni11LDrs3G7Jk1zObIrLc4d7vOOhiI0HtutgZ1pdhRVhaEgBmv4G8B2oTnvY24XCmgvEqMHywPTrIbraogAY0TZ3AMv094dmfYkDB6MBDm7S8moTUYT3RWcQgZGPyo3tLcYgEYxGBtN7NokvgmO7ivODJ4KII40d5tECPp90iV3x2MxX5DfsJ+kpZ+Y+cfcQTn7zqZnanhtJqp7gwb+9kLGdjt9xcTh0I9rPsaLGy1XLJByf6SIPPYBZ+IXaejrHQ0tWBP2Hr4ZIOggpxhxwhLhPv3m5ZKtt/qKgcOMj/ux1huJ9QOai7keg1UGT3ckQ3b8yhWblKsW6fbt8PqaJTodj3utrz0t+U816FuplD21tGz75gsWGI7sidyMXfYxfAWtZxDr2Ju1poUdzwOFPQZLiiYS5gjsDRzMeefgMcJziDgmeQ3GgIPh0BZFtWf0YTYfCdoPMfIkGSMRlbwDZJvITZ495x6jOIYrfF45/09MviOkTSDv4t69NZdSUwxjhkEbQyIf0qmhxzhj3Rlm8DxAzCc2kr8KppnIuqDQo/GejcfErmD4c7oOgu5ojyE7AhnfaPFcwxoC4wcDKk7KCMaADIhhaGF8ebLeEVIOhR2DQvZhc+glE9w3m7EnViv2bKmm5hwWR23A94PZEpEOn3cDkaIMi2HqMN28eybpGcL6caevWcQfEHuCmDdMBxmowd6gEd/qdDWEgb3C4JR31qlaV8j5BxayYh0wAMKPg3QQBvafOTgnJsL0a7oC0xV4hwa9VqtZIpGwdtvLtvxZX+l0+qpYx2mDflU8humHeJeuALRSDN1AJSlsMF5jsk8DTYFQjIWk0aPZBlUAgQUdoshFww09Gr0sWecU6xSxaOug/FahsY3QsfX1vdG1gx6B3Pyo3FJRi5YX+uD31qsydYNCC2IJIs/kHWomUUD7omGZXFEIfnTfjH31wpbMzKBEJ4Ihux0Uo9rSP6OAW4gH9f8THUYtSJFGAcfPBqV/frsuk6LDuYSQQQr0o7mkinG0iyDyrAHNH8gNeknoy/wOjyzl7OVyS6iZ3JobXbt7LmMBm4hOTsNFMQL6zPfqDdAcj+VuT0NMrjS5yPfMehnGwzHFc8w6g4lVXFfUeRyfQXtBaUGc52LBPTouDaFPxQ8oNdrtpzaq5tPQxORGD6JLA8WH/vhKUbnZFLggSgwQ0N9W+iM7ko7YTt8bChxIR2RsdmsxK+0vDdLd5GJHAvZmtSMdMVR7UP6GO7GVSMie2W2IngiKyBq/UGoo6/5wJqrCDE3mQiRoF1rQJPEZmNgDC2krdQYyzcKkjQbdFQrXskeWPWOn4281W//PuS0NQdBzI3G4tZi25zYrnvNvImaHklE7WavLoIw4Kai6oDygWzQORFOhoYRq7eUzRyRZANFC1kCzz5ji3oWMna8SWRe012sexRcmyWg0EXWYxo89SeTa8yUMr/p2stzQmTiEXh237EBAbIs36327JoGa1WeN4VA6e84SFNuuBiumphEdMWgXxTS/P4g1KDiIPZFj4HvQtDe7DAmGKnATTlDNPEOiv1rbtWaPZiNi71nM2WqjI08H0Dl5AySCivQiOx667FIiZumA305Wu1bq9y0fdOx4HupsR/p+Bmfjsdd0cwY55zQD0PKhu3KeGNqdq7XkmJ8KIQuBZeCzY4WUTAMxLMNDAPMtGmKo+/XBWIZXnJWuGv6oGnV0vshcMAUDeQS9PVdvC/WGDswoimbjrkLGvr1esnAwIOot5wKzKfbmUiIqhJ39cKXhDZhuycel2aZRQne/FI9pwEbTz77HKA8WAk3VlbcitkiU4Lw3+2M1PTT1NMOwDW7KJsSeACWV9hxX91hYjXYJ/ryZ8sH9E599Z6OiYRJ3GYNK7lS8KBhYgqATKbYlM0rPfJMhDfuQweFOt2vN4cRmogFJANgXGG+txIOSRqC5h3EA1Zj/3RvT9DgapL6wXdfgBKNF1n0wINs8I2YEPxOJBP4g0KRp8NCcI0l6cbem4QASmNuLaRkBcq+dbnZtNuihnhfbXWmdkUswBCCX/ctnNoS6MkxgiAnLqOeOrdzt23jQt4XJyBLJuMXPnLNfPvW6xXq9nzTjez35Tzfo7VDEehioDQZ2bm7O/tMdd9nA57ebi2mr9wby7iA1gneS62Ns6RPboT0hs93R84BltN17+z3T06CZvYP8g73Gu4SDN4bD4fOaWbTw/D38HfAS4B7fn47qbL2hAR8JBj4NMFhXGlT2wKcOzIoJ9KMSLJ2AbfYG8sk4nI5ocEHDnItyV3uGcgwNiM58z0JKNHrMGOEd8Q6DBo6pGncMTTDvpeP5hJgRuOUzPMbZHer3G7WWnSg1ZCLK+44BZHsIQ2coWQb79JZiQu+os42ena62dCc3BhNLRfBkCFk4YGrA75lJ2V9dKdnzlaYQ7Ci/mwvV3uSFABUfJtE1ib3P1nd1Pu+ZTdvzO3U5yZOMwICE5xEP+nTmshFHKD4xkWjSeTKwLhisIymCxZUOBu29C1lznIC9VqpJcvTMFj4KSfsPNyxOTeLepTXk9GP/fFbgHzSJ++xnP2sf+9jH7A/+4A/e8ac+8cQTP59P9Y/8rtMG/R+5YNM/Pl2Bn1oBHIpP4gAew1AGE6uginIKRQpvCmGKHNBtubF3cPiOCAkr71HcKRxplKCxkw2MYRmuxJjoYNyDtg30A2Orw1mvQceADpo39Exo5t+6goO2p12lwYFSDzJPHAvNNYUV5mgUq2RjQ/MF2YUCiiHZjbmkvbpbV7NBYQNmTkOOg22G+J4e9GGQ8olctp/ergoZoVnDI4dhAPE45c7AUuGQmgwadIrpVn8vUsgxaaDR3dLEUtVA+QYNBUGnQYJCvN3tWwskbjQR7XWnP9RagmSwZlBBMe3KRQO22sDQKWDhIKZxE9EFoblC58XRnggu/jxuuOsdV40/LIJcOCzEZ2gje73SkT4w5vcZJOR6f2SOYxb3mxzgMWrizyFNgKYNRZimF4MxKPwgTVmy4wdjO5KP22uVhmjl5LrjVP18qWbV7lDMCFgDmJYdTMRESwb9aEAPjgbtqY26dPPH0nGLhR3p4mnqiQhSDrhNZMp2kVim8ciqHVeoieN31OR8YDEj5AYjvz88vW5bfXSycRkuHU6G7KVyW7RRBkE35+OK9fr+dk10amiZt+VTKiJhXFAwgvDzxTNiPUFs0AHjdg3TAh0vkg709aX2wC51MQYEGYKu4JfT+l1zWeViE2eFodjrpba92ehYyDFRYTknFPQ8H5yXGdhQ0MJA4cxAMWZPMwSBmpsMmH14pSBjM6QfRHaBUtNo0vTTJELLhgq/3e0JqYVuzvdB87yQiNp3NqpWcwdyKb+jkNY6Pb9V1X7DzPBwJmHzkYBc9XmOUHcZDq02exqWsOaHUwnb6faFnJJuIDO4IIM3vwZwVzre8AvGCRRt3MBLmGPtNS98xmjAJ+O99sBnb9YZ1oQ0lDiWTVkuDLV4bDttLzmAJoAGHhHwbrenZhYaNM069O2Xd4ni8wmt59xDxcYd+xuXdrUmGG81xxNJIzjLNxVxoR+J0lvuDm0xFbYHZ7N2oeU50kPbXYyC7jEYCyueaqPVseuyCe1F2A0PzGVkJod7OWZbeDDw72AafGhfwXxGBFtf6wZjCHQTLe3lzsACNhZiCMPk6d2aUFj9PgxsHL+o3+w50g3YmwwWAIvRuyO1YLgBIgmdHIozMhfo6ptynfereQZhvdQCHR4JJXZA8RlIBoJaDwzOkKngnM7woT+ZSD7BPcFA7jK51xHH9idiou5fl4PVMFFCAnnr3AP3z2XEFuLnMui4GYd2M3l5OJOxzSeiGrZiyPf1y7vaL+igGSgyfGFQc8/rr9ujr79qDjQkfe3Fnr2Nlr/tWgZ2DAsrkbAvX3fUGjccEiMFmQL7E5YOZ4Qh7mbTG+qCFOP74ff75TDP82GEwCAFU0LuQs4grAaGMAwTGoOB5cNRGXGGfAxHkVV4gzoGJyDjMH24x9ZhqXSQNUXEgLjQ7GgIxcDslmJcpo38PtxVn712TpKI1Q4JIX7d8ZswIxyfEHc06Ssp3m/e/YrRIr4qHz9QtPO1ru3sSbI222S64yeQkFQLzwX8Rx5eytqhVMR+WG5rEMj77pGVnHXciT22VhItPRtiiIY7BrTxjs4nyDjxaLwLkeAQyacs86GJEYO+n2EerAeM3P704rYo9GPWALR/Yno34AWN8WSt5yWgIMPBnwYpDfc43hPKpy+1JDmJySNlIno8+/ejiwX7wU7V+mOf3tOcGQwvz9Qa9mqla7OxgN6TrC3voQNJPABqdigdt89fv6j34/RrugLTFfBW4O816Gtra0LPU6mUzOHe6Ssa/Ule8j/ngk4b9H/O1Z/+7Hf7CmA+RK7zUsLLUaUYYbJNQU7hAMKG5hIknEk/9DsKO9xgQYu6LrFAjjTPNIy8ZGmqmeBTTNEoR+QQSxZzS00eCBCFL07wFLb8nb9Y3bWj2biQBoqv9XbXfP6AVbp96XBBTDB6A+GkWHxyoybDKBoGxZ4lcC83e2qzIg0pBT6/21Kc6K6oUMnJ2Ox0s2M35+L2g+2G4qag+Pn9ExXeB1NxIVXUmQ/OZeykTM8YGFDgEHVEITW2h5fy9uJ2XX8PPTnN2LFMSs630Jn5vGto99yhUNbV1kBSAH4/qKU0YvwMRaHhgI8x2XgiFItGHtQGRBD9Pk1kKsTAICSHcv6eF7UTFsKJ2c9qo694KHTKFKH8fNYYavTRQlwFO6gY2nRMfKBFYqoF/dI39qmJgapY7WNaFpXpEwgfzx4NKuwGmkAi905Xuta1sd2ZS9mTm1U7mMLwykP5odqzWqCzNFWs5ZFM0l4sN9Sc0PxhhsYz4NnDysDkimbvu+sV5XyDPt2QSth/ubAlLS/SiOsysCygQ7elx2W/HCumtEe/t1a1bNhv1xcAb9oAACAASURBVKTiMhmiIXq10vTo5/QJjs/aPVdFLGvI7wmqdRFWxxAKb1pUaxzfGT4V0NljCOYOrTIY2yOLUEwHGjhRIBPBxt+lgcIXgahAdPfINqCl3pBJyntBdPWxaQiD4RloNaeL4v2TB+bUWEIZB5GimUTOQeya5zztyrDxtXLHICcwFAKNXUiGlXH8Rr0jrfjhTFxNCmcFBgIDL7TIt+e9mLYT1aaMvqBOY4BIc36m0hYNdy6BTt/UqFaHI5uMxmrwQPcoqsU22TMvm4xGtt3H6GlkCxGi1BgmOJYIB0Sh5pxjBoYelcHTSiIkB2l0plBdiRaEkn97IS1HbdIYKNb5/NCBAaRphPwOrtYMe8hxH9ithbQ9sVax1FuSBJC316sMosh6d+3+mbRcoEGgMWAjqglzMAZanH3pesMhNf2pSMDOV9tWHUyU/Q3Fmci0g2miAD3ndsfnqGlmwLHVHdh75zJinHSHQ3ut1rZ8KCT5DYj5mUZXDfqjB2aFnL7RaJs7QhdOGsDAVlJh5VzDQAI5TzpBgw8kHwafX3nbM8mofXd1V8OInb4rpgmMApIrYDPxez44l9MQBSZQxR2Kzs25Ri99XTJm31ory/cDR37YQww7ZyMeAwNPB/piGdBJW921Dy3nxFx6o4rZG41lQIgq5+SlcsOaXdeuzcZ1j6Arh/XD8JMGHZo7ZpvVdtf+7amTdqRa8oaHzaaFhwzC9rjq/4DZWzURt8dvOGaXlhYsnkmr+cNcE9NDBqpIeGBvbDZ7loyE1KTyBfsApBbvCpBapE886/kod64rLxLucIae+FUQR4bchmEG7BhkCjjNY1TGM6bhZ73nw9DzTWcSZhADAiJGg+ZTUzqEATMgJhDPAy/LnD2On8eFVluNLywb7mcMEJGPgNhjVHffXFZDAlgFJGdwvj5zzZyM2WBZwMbZ6Awt6pjdP5e1l3Zr8qpgOPvgYk4Z899Zr0rKgczhvrmM9uBjV8qKUWNQnYkErO9O7Fy7a86Ynx23A6mw1gBZDlIFxdrByIkE9Z6BCYSxJcNt/D34vRj8MZyEHQOSHg1yV8Q1qGJYT/N+qd6xm4tJya1AwiV/qHU0gIARwpCDdWBPcr/CqGAugyyJwcqxbEzpFK+WMXIMyfOA4QjGd9QZeABwN/2bQ/MaMky/piswXYGf0aD/6q/+qv32b/+2zczM2Je+9CX79V//9at+raYN+lX/iKYf8CpeAZpwCkCQMOjFFMw0LKARoCXoCjHLobhRg0pM0Wii4hPUgmKlGAnoJVyMedTWb29U7dZi0qrdgZUH6G7DFnN89tdXKqLxoYHmZ6LfpsAEfYWGTfEA7R0zH9BIUAo+U5cCaTy2bCAo86Mb01H7z6c3NIUnAgpTMnSpGI59/XJJ+crQGym2+HdAQjQUaOaIIMI06Zmthih4aP9CIcd2O67Q4rNVmiK/kIaLDZDfiWiTd89m9DtOxmO5XaNhZwCQCfltq+vRW6GJ4+ZLE81a0fDdVUzbqWbXKp2e6IvQtlk/lIg0GuQ8g9D2XdCiiVyG0T0eziat2veKQxqfhVjUNjpdNc4MBNAWEutGE8H/horLgEBGYYrGgkxJwQVCi+qR32Nilxtk4RLzxPAECqgp55nYOajWUMEriurxWS7m2PFsQiZc0CVxGt5kcGJ+0TNf3m3afNLLU0crC6KO5vuGfEqDkdP1jvTiGIdRtOHGTuwaOkWaeiQQUJ2hduMpQP402nJi5r5xZVufG6MpNdeJiIpFaLj7YmG7h+ig7sC+ennXUo4jPeqNuZia2e/tfQ6afejaNGOHkl7mMxFgNGCXa21ReG8tZGw2EdLAhbMAk4QPy7CCZvFfXTMj8zfYBD3XVUGJxhkfgZtyXoOOvhVKOvnXH13Oiz4PsofOmH0BdfSF3YYNJ+i2/fYr183bazsNO9/qio2y3oWa6xNCyIyMfcU/x7WZRoGBC0UsSDBI/blWTzpjCng0owGfY89v1axrI+u5E50DBj845XNGcf5n2EIiAgjzzdmEmDL8TPwTWi62TeDFYw2xiCxj7+KZgEkkz4cBFhFtIGwglitRYuOGGq6g2xf6Sea7z/QcObvnm31bjAXsxZ2Whm44eIO4naw3FceHHhyPBlykobrzeUCL8RJgv0JhfrHUEKvhlw7M2l+vVcRQ4Y54aC5rF5ttNVelPi7SAWmm8XrAGIwmHTYPGmRynUmQoOGgAaKBw0G/GA4JaWYYgZEfqQMMOWhO7p/PWchPfjxDmZ4lwwzVJnIjf6Pe1n8zbAIVvdDoa59hSEnEGm7cDF+QL/yo2lQkFSwihgYwifYnwxpyPrVVV8MNis8wBMT8XI2UhaB03R/bV5SU6PGNqpVaXQsTj+jz2BoMxnC+p1G6a4YEi45nsMlQCCS+7VHY+X3wjni90rLPXDsrE6/HV0tW708sEfbLtIuYwOd36x61O+BYKhzQ5+d5HOp37f6zZ2024DN/uWZL2zvG7fHjL5mvv+3A7iWjvZkvWGt5UfKcS4mk/SC/YE0j4SJos9GI0PKvXdyyY7mkMu+ROOG5gKkhUW0HMwn9GdI2uC9zMqSL6E7CHBMdeaXbs1wkLLQXGQiO6CDNvMfO7g3D8DmAwYS3AFrvAec06JM5IejvX62W5KaP2ShDxTF3vd/EJGL4wJmB7cF+CDmc97jMTPGD4D9Igs61Otprh1IJO9No24eX82Ls4ALPoJNz+r6FrJ1tdeVvwMCEz5IPBjUUgEXBwAdTy0cWi3r3sB8xjkSeRVIBJpdfPrdlGzToiYj2CfvjdI33AQO1qN07m9U+ZSiKN0shFFTzzJ0Bks+7iaz0W/IJ+5NzW4rag+2CfKAxnNhgNFRGOecH5gfRajTbMNnwveA9+sxGRT8PiQe1AYh9ZzyyyXiiRJCDmajkFextzASPZpN2MBW1JzeqAgFgNLxvMaczzz06Gw7Yy+W29vunDhbkqzD9mq7AdAV+RoP+iU98wn7v937PcrmcffKTn7SvfvWrV/1aTRv0q/4RTT/gVbwCoIIgkaBJNHYUoW+bvvGxQXDl2C2n9Y6KdbASCihizjrSXkbtL1d3RZ29Ppu0x9d25QqOERgaOxoJotH+/HLJjufjFnQcO1luWTyEyRa6uoC0aGi7d3pD6Uah+EGjR2NJ0UC0TTHi2CNLedHPv3x2S8UAhdDxTEKmPJglPXZ5V8gBBTdRZtSOoAc0ZWgnXy037EgmYT8o1dWMQOcHOaPJxaH2iuirJnMyzGyIV4MW+q8Oztljqzs2GvvtcCasAhj2QCwcUEOOGdenDs7YX6+WhcKVccZ1R2qW0ILShBzNxqzmjs3vo4kYyVlaWn0KdzWFrgpuXIMZdnQGENO9QpHCjGIObTQUetYUTXUMJ/Zu335YbllsDw0B3Qn6HDlwp4M0dgFpoDsjdPFeAUUhXKXI8gcEfmHQRVEKosJQhOIaozEaQIp/dLrounOxsPSYFNWnq005pkN1RmetLG6ycnM0ywn74W7T2q5Za9iXTpxmI0l0lesVeGQEQzkFYf7BTk0oKHTdZBDn7zrtnrKvV2I0fI5tNXt2quHFeKn4fstx+D+/ua7nd89MUtR36MV/ISruRKZhDDTO1Ft2/2xGzSTNaDwUsvXWwKruwG7MxJVTDaOC9gJaKYMdPltvMLRPH5xTnm8Od/ygIz01pnoUzQ/O52RyhpYYlPdSo2///si8fe3yjpW6rpDIo5m4UMjH1ir6vjRkn712VtnZNObFUFBNvlzjByM1E4PJSPteg55B35o93OwjFgkEPfp83xv+0HgxwMDRHZpuc4Qb89juKma03zgbmL/R/Nw5lxEi+UalZbcUkzKRghkDys4wgf0CFRhqtszbKm25RjIQYz+8UWvKIGolGbbNVl9RYDjjk8+Mzp5xECg72ndQy3Z/pHMIRZrYLxrp22eSnk621rV4yK+BFTIOmBwg6EggKPbxgsDHgX/3Zr2jZ/LAbMae2sVxG7dy1x5YyMjjgX2N6RwyG6K4uE9gcQShqw8navb7I1B37z9IGjjXDCa4I+biQTXVrCOmgqwvPgs0jzQlOKWTagFDAoNtzgBDPujCC3F0zhN9L1BIzjoafxgAJEcg1eBeo9FFhkG0WZD7KJfQvfqDnYYlHS+bnjsQ00fPAR7jrqE9spzXs/jTc9u20fckP7i700gzbERygZyDe0Uu6vgdjDAPDGkvYDxIs7kvGZL2/JMHinau0bNvXN61Sm8gf41jubTkEtDVg62ePbC1YYF2x4b9nh0plexArfpTxm68EX7SjOu1NjG7mMmYL+BYMBSy/2vpoF1eWlDjxwAGlgz3AswgmBxIOmia/+JKyQpiSgxtXyoqXwqYQ3hB8FxgPZD/vashrKNYP947PCPOOcM0Bje8XziPUMx5N2m41Gbg5ReiuxwL6++RHgCjgwYZhkgyHJBMqs0dO5nIeBTfE5hGDExoThlo+jmX7lBrxcCPRA4o3IWQo3cGXg214dhuziXstWrTPrF/Vn+eAR5sBTwE3r+E2ebELjVo5k1rjd79llzcfrTb0h5nX2FEudFxjYwUkiLumk3IeR/vif/9tVWxbrg/7pvP2E57oEERhvQHUhHJZpCQwVKDao/chAEn52A4NLm5M3zEUf757aYQfmQ1sJFao6E1eiPLxQLa/4eSMTsHk8wd2+5gaPfNpiRPYciIMR7Ds1bXlWfEcOJlzBNhx2CH4S0eDzxvmvFEKGh/s1aSHCkXDdvdMwnd+ZwL7lMG3ezrXzk0JwO76dd0BaYr8DMa9N/5nd+xp59+2g4fPmwvvPCC3X333T9zrX7rt37rqljHaYN+VTyG6Yd4l64AqBoFMs01xT3FDAULjRZ5sSB4FAX8/zS3zf5IzRuIJVEqFEIU7X92flcmUOhiv71REZJOgQ4auD8dt6e2KuaMMayKCHkDmSZ6Sg7vb03Q0VE/upxXUbbTGar4Aaeh2D6QJru8bJloyD53sCgN55+c35K7LY3e8p5ZGjo60Amm/xR60NdL3aEdzURs5ANbNhVDIFvPYKrlOHZ9Lmb17kjGNrPRsIr/XBREh1LDL7oy2k+QN5BkCuvZSFgmYDQTXt4z5mwj+++PLgktWFUc1Vgffj4SkfMwRkY3Z5OKTgKZ2+55+mRo5567fMAutdoqf/m+aTLG9342hSHIL+7BoIJocKHDZoMBFXro+Z/brqhZp1llAIKmmOECCNENuZjQRaiUNGwMOJAl0NijYYReiryBJgXNISgSSBoNLkgMJoI8R74o9jFGIlYHLTlNFJ8NGj3FNDTOm/Jpu6MI2tSVU7ukBomwkDCo3O2RWXcw9HS6Mc/oDgf1bCRktxbiQq7fwFAJF+CA3w5lE9Z1XRkUvrrbsIKYGh4K/P+e39Zwg3xedJL8ncdXK9pj0E6hjoKC3jWXlNYdDTgmd+iKoctizHVdLqbfUdrLgE9U4qEPx+6RfeLAjOKnyIUnPu25rar+HgOK++dydqbeFg3Z7/it3B7Yf3d00f743Lb2Bw/zgbms1uerF3aUGY9+999dtyAZCCguzA5lOQd81hpOLIa4HVND5BdhR00LJl43ERsFqpeMSAt+od7WHqApZe9CE6epHY2G9tH9RXut3BJDgueBDOPDi0V7cqssBBWElzMDmvn9zYocnjnfPkZTo5Hyw9ebXd0Lt82lNdAhSowGkL+D/hRaK40iwxt+p33xqL20W9ew4+YCjVlfQzUGPDRo6E5vK3hO05ebHmPgeIFYJTwBxvZmsyOHdCQlRFhhiAUL4M1KW5Fkjyzm7L9e3BHFlob87jkvYxtWAs0AewlKO3pyGv1U0KP4MhBCOsKaQrPfl4hZuY+236Mte9GKXgLFiWpbfhCcfCHa2bi9tN1UAwgLgtsRh34+/3w8YplowObC3t/rDl07lIyL7TP/VmzU6VpL0YDP77REp2bvk2bA+TySS1rMMfv2WtWiwYChRWFIxZ01xiCz61p/MrIPrxR1937z0q602gxa0JhjpEf2O6g9VGVkQ8qqR3csjXhI/w5/DWQWMDNgrDD8QsbwtYvbVhq4lhkM7dpx3/b1B5ZfXbM7Lpy3EH/h7c7772ag8V6ACrOXS96MRe1/fd8jVsXx3G92MJ2w53YbiqfDDf4j+/JqlmFUcUcqxisa0TALSQuDPZq7Y/mUnao0tWcw9IOVRb48w1LSH5pDVw1618WPYSjmCsajnH/O1HYXUvpIengaTtY+pKg8R74ADDUZ3JBdj/SDjHSGKb9/el1nhgHTPbMZ/XymYm28DvoDsYlw/4dpxZorGSCMPwt66pB0/bCOGKYcjMdsrdW1e+bSykrHyPO1SkveB7DJYGf9YKumphmmzc35hN1RRMJR0sCKe/2BuZydI4YzhJ69b/fOJGV0eCwft//txBXFXTo+v/T/PE/OXtcd2koyZr90sKghDO811m0uGtBehflE6gqDaNhwIPIXWx1p6mHJ8bnwL4HdEZdkBYZHTEwBcuthnbx3LqchIxIekG+kSvIGiAT0rubOSgV8euYMyoimozb43DVz+hkv7tRtozcQkwep0L0zGfk2wBRD6sZw4n84smj3zGXfpVXU9GNPV+CffgX+QZO4F1980S5fvmx//Md/bJ/+9Kd/5k/FTO5q+Jo26FfDU5h+hnfjClAsoM2jQdyfiIqGCoILOkFRDpJDYegZXdFEtURvxagKl/R2fyh6K3pZXLcxscpEQvaj7bodzsSEblCQQ2P/yoUtu38mK80gUTFQYkG4L9TI5w3KCf2TylHtiNYIjXgw9pDlo7mE/c1aRYjG/3x8vxqa1yptRXONRiPRGnGdhbLH96UpxMWYBh1q651zWVFnmdRjRoXzrRx1/Sa0Ee0gtFmaJGjPIDN8ZhgCrMVCNGiHsnF7drMuqjY6YdAaGls00lAXk5GAfebAjDJmJ45ja82umiDQzXLfi7e6byajgQLmdjQ3NBsU7NTB/Pe5al8xWzQpFNtoU6GMe27aGOa1LR8JiXZIFBmDBvSbPJOnZBgVkKEXdGWaYtBjfm8Q04Tfb0/vQLNGIxyVERUoLHnZKZzqh0NR5olXohEAeQTNResO2gG9lMiwpShxeaAejpWIxQtQBMcU3UQTVhsO7e5i2u6aTYlxAXsA+juoNwaBNDc4Z1MwMxB4O9f+xd2mNL435VJevE/XVXyX9LYZtKpdNXNv1DpWCDv2gcWcOb6A/dG5Lema37uQ12CBxvk7mzXbafftPqQI7b70wDe+VeSyBkKc+zhxe/FZUNAxLmJtmqCU+vfIFLzn8shSwYthiwdJ6rOXSujpfRrivH8+Yy+Wmh792/XOzsf2F8TiaGJGYGYPL2TtQDJmf3RuU8Mf1vZ/Ob5f8XrQVHGqbvTHliH9ACnHkOGMo8IWQ6Yrjbb21/HZrPY6XhFbbw0C0DaD4jPAqtGAgCT3cBAf2/sWQPYxt/I01dCrKf5f3KmJOnttJmnXxEJC12A5EEUGAk6jQhIAgwLuBgZBIIMYdOFwz/ployG7s5hUrBQGCJw1aPtyZC811YDdO5eSzpl0BA2KhmMN3HhmxBiif8Z7Ag06SDBDq/PVjje0Czl2Wz5hV6Be2EQmW+m3cuo/vX/O/uzyjhzlOVN8hkoPpor359Bd05yJ2TIcCYFlwLKM/rrV08CrpWixkG3j1xBCPsNaB2wG0zbHp0aCAWI8ELRYiFi4kIwiyafHzwFmCgMftPgwXPKRgMX9PiHZ4z2pjn/iWNBBAz6yw8mIvVbCnd5rThlYMABCAgJ74an1ivTE6P7Z0+S9c/dstgaijd9WTIv5Q4weCCSfFR8INP6PX6nK5PHVcktNDwM17hBo+sQwgoouRHmejvb7fNixg72u+UJhO/PyG3bH+XN2XbnsScff1o3/rUzyv2P09tZefurmW+w/zizYsdmsHeq07OVwXOwDdjre+zS05+otCztBUbX/zbVzGph85fyOMuBhvIBqs7fQJDOcQPqEzIS1hzpN0welHAkNTCHYOryflnFy33MGP55N6vsy3OKeY0DG8AqH+5vycfvhTkODOt5NsEx0V3XxVBlKb//QfEYDmS+d3tC5xQOEYQo+G+SLo0tvDSZ2OEv0Ylsma6w178QYg5Zmx0I+mA8jDRjwC8CHgrN3azGlewsE/mK7p6HQYjSsaM7H1yoafJ+ttu1DK3m7LpOwb1zekX8IkWcYX67KxNPLUL+/mNE9A1vqKxd3NFxDj49rPLIkTE8ZLpHG8dBiXs/h65d2pMlHH16IhrU2yNFg8zD8oOnGJJM9geEnqDqsC5gYSHJyAb9dk4lryMEgFlNDBmsM3vALeHnPF4C4v2IILxl8OzzTOhISeEfDmuB9+iuHFuw7G2Wr9Fy58fP8qRUeWclrkFDtDe1k3UvQ+M1jy3Z8qkF/N5aR08/8c1qBf7BBf/tn/f7v/759/vOf/zn96H+6bztt0P/p1nL6nf5lrQBoCwUzJlVM0kHQ6RdBEkAMEgG0iETKBGVuA32OputwKm4FaNPDsYpGtJxfvbQjhIa+BCop7rEgfTTBIJMvlpt2TSJiMYpfsml9Jt0z5jlM+0GYH5rPiiZL4VHqdOVIzv/hFI7zMIZX/+H6RTvf7Kj5P7FbE4KNFhEdPHpsCqLT1Z4dTEZtJgb627AHZtNeVqvfb6+Rk+73eTE2QbPbZjJ2uurpCClWiW7KoTEM+a3adYWQXJ/GNTxl37hUUuOFYZyYBbj1KsJnIqT5kZWCPbtTl2Mzgw+09RiK4WzewHk6n1IxB1VxXzwmJJKGm8YNROblUtvG46GloxGL+s22gIzG6Gox5IJSibkQmklXjevdMxnpk6Er4l7OMwNtZ9DCz3Em0Ob7dnMuZfGw306U2kKW+Vk0JwwLGEQU42HbaHaFcFzqdC3hOHYgFVMTcUgawoqaPfYAqBX7hWYSsy1o8NCBaeKhq5Z6IzteSNodhYT+HDpZEEQQnCMpL3ObpmM8MltKR/S78D0xd2MghO6Y4o5BC80U1FIGG89uV5UmQG4xjdgvXzsrXe3ja1VRwx9cygqJnwkH7LvrNVvt9O3RlZz9qNK2Wm9gM5GQ4ogoJkHNyEMHJV5IhoRyP7/TtErfSwVQTB00Y9e1u2fyoshDz/WPadDJ5fYJ+f/wcs6e2KiKncBwiLxxPtuZSsfKLukFfhlzMbhg/5MQkAj57fOHFkTV77hDeTGwf2BaQLnv7hnCEQN2ay5hz5WaesZHsnFRTinYYUHgkI5TMqgVwxUaFfYRrI998ZDOARKKIbTfcEBo/5ObJQ0/FpMJuyVHBNnQcz3vwLSYqDlcSSbsRKWpbG6aF6izoJtovzk/rAuNBXIMCntcr0Pmk1EjaBj3Aogbmc/oszn7nMtKf2wPLSRss+VaQ/neQzucismFfLc7sK1211DCE8VENvulepdeScMoDMo+QVzgekl7ioSCu4sZncVTpYboytxly/GIItZAxzn7yAzQ4IJ0ZqNo7nWcRINmaIM5InsedgeIJCwOkPd0xGNL8DxhT3CfYSy4nIwrjg1dMbITjPC4V3DzBrGOBX3m+DEhCwqtRQZE/CSMH9gufC/2BFpm9vhrpZZQ+LYLFT+k/c4ADf8KGh200lDUy72+XWj3bS4cEPqO8RcMDAZSeGa8bxEduYLE1KiCiLruRKkUSeQwJ07aHSdPmh9Nz9sO67zqfuyyzv/Yc2Df+2fnM1n75vVHzFfI2U2lXVvNF+xCLmMndpt252xGgyaGFScqbQ3bFMfpd3QORu7YQiGfmCK4lH97raz1wQ+DSC2GOtyPDAk5rwxY+T648cOqgs2Duzx3PnRxhrzLCWjwrpg7RE5iBscZYXBY6fVkkIbpIeyBtU5X54CzMof5XjouTX2foeVkoj3NOf9PpzdtCNMmGbdCxNHQKIRZHaaaSn4I2FrHVeSbnmHYL7NKkGwi1Gjcxz7u0Yk03UgxQMs5N0geaIAZJGDsdsdMStGevG+ROmAAiIHhG9Wu0k7YFzfmE4p8w6cAvxEkDgGfX3sYCZm06jbRuw3GDn4nnJ07ihntKZrw/3pxUz+X4fENubSdKjfEImEowp3O4MDxTTwvB9zzI0FR0jmfNO8LiZCi957brQtlB90GxaeRZ3CBVwSIPLGMsI9eqbUU4ch6wszpj0c6W9yvxK69XG7I0I/7HC+RlVhU7DoGsGebHWnT0aT/++vn7cGFqQb9X1YFOv1t32kF3rFBf7cs3bRBf7c8qennvNpWAPSOwp7p+TWpiBAsJvxM13nhoo/GvAs0g8IUKjXTcZotDGVAqmjc0Mu+UW9JuwYyCZJIMYymDwr32VZfVGCKCBpuGikKYtCAU5WG9LegG1APMUpDHI5mkCYAlBBEAqMuDOo+uq+o/FZQgqc364pUA32EgsdfhRIMSngwEVZcGgXArbNJFSgLkZD+jj/gl34dzRyO12gHQc6JusEMiuIP9P1Csy+a+E2FlN2WTdk3V3fljgw6gZ4aNJb1g6VKlJEQkPZAOdkbvaFik0DSaYbJKT8QD2uwAC0XQNbvc2T2dKHeU9GJq3CXdcjE1HxQANOQgNiD3NSHIy8HeDSUlEDrNRjZpfZADS4O4bi2b7WhLA6EfFIIHcvE5Cb/9LaHLC8mSan1NM80BDjGn6l3JVHAG4AmDFo2RljsgVcqxHWN1RiSawvDgSKQZp+m7casRxHHNIni9OZCSu7DFGW4DxPftRIN2xIGca2urTf7ai7JrV5tuyrIeT4Uz9CDdwaY4/kUG7cQi9htxYQMtUAIcU2mofr1Iwtyl//BTlMNzGcOzSpXnQbxue2mECho0RT+7HMasZl4yJaIveuObaff8xq4SMgeWsop2xd9PhRX9ia07fVWR2wP38QnWcdgOFHDBbgOe+EXDxTte5s1RRah6YUaChLKUGa3P7KE3+yDK3khgpidlTuumslPHygqihB0G6Mnfi/OG70R60fjR1P5EdI4RgAAIABJREFUwX05e+xyWc0sDBcYDKDcDJMwQqP4hzGBptp1R7bec4WYXp/x4sCgCsNC4XNBJ17vDoSKowMGgebc43jPwAIkkPVBa88Z4nyh2b9rJmtn6y01I6OJTw0MpmcMKRjoMegCoYeCjPkfxfYjy1k7WWnbWqMnlJEmC3nCAzNZa44GdonnbxOZ/SUiIat0BqJci54dDIjizn5k319sDuxgKiTDqee2G9Jocz45IzTiDA05/7AAWKO3ZS8kR0CTp8nG7R1mwEw8KLYCFGHQQFgKhaAjunNtwP1GAx1QXCTsFpzbzzTbttvh87u2kooIWaUBZD/BFmAfg+hzd3pxiGFbTkXsbK2tQSRnE4YQTRoNGs/4lkJShn1COgOOvvf+ZFzZ2hgnEnuGtCMfDVvYMTW93L2ceQapJGjQnHGXIEn58EpeQyLWL7O9Y+99+WVb3tnxoslcdZI/cVn/cS8++XGDPnwr5/rxAwftdCpjyza2y4GwvV6cMSdMLn3QFiMRa+DWPTQ7Ua7be+aykhHw+xK5hUSCgdW+ZNhe2WnaiMxyn9m/Pjir98GTmzX9N+8Rhq1EjpEEgCP+vnTU0kFHZwiqOIyQVNBndxYy8gmp9UaSURFVt97pqaEkZeF4JiXKNUhuozew3mRiIZ9f9+i5WteGRHMmWCufhjnPbJbNsDH0T+ye+YyGcH9+cVd7DHM9BjcgzTA4QJ0ZTi7GojJdY+gDYwKH/ONZYihJcmDIGtUAl7uLoSuDRowqYbIQt3aq3NTvfVhxlRFba/Tt1WpDzwnJFBGXfHFXJRyfXOdrQ1cSHyRADy3lNWzlndkYju37GxW9O7mDGaDxOcuDsd1TSIopwBkgjQKtPYylRZzl6x7q3h9yD0Sthv/HntM65xv2CGww2Dwu5yURtvct5kW9r+NJMxrbsULS9kUjYtNRD2AAqaFJLGpvSoqEEWXEjuZjYtWQJe9OzH5hpWBP7WCYORaFHskBSSb8DrzTn4W1NHD1/v+16xbtkaUpxf1qqxGnn+efbwXesUFfX1+3L37xi3b27FnrdDp/71M+9thj/3yf/Kd+8rRBvyoew/RDvAtXoNxzhaJSGNHAodX0or48vTENGQUjlGgKGoyPaAbQG0KtxtGVIgPkhmYVzRvILZQ19M0wJimUKEYpJpmwE5tGAwQiQsODYy1oAwUC7rTQHtFKQ7sEbeCFDrrz3G5TMTho99LhsAX8E/vmxR3R8kA6MNSCrnym3ZM2dX88rGxWnMZBoqJhv0V9XkQSOkaaE6Jobiuk7Uflupy4q72uzceidiCTMP9kaOcafTmtwwy4IZ+QZpSmBLomBTz/WcMBPx0T5bzVA4n0KdII+jeRZWj2yaOGtkzBD9qZjYZtMBxL24iWmiYStH2jObDdQd+uzybkmu8YVOeOtPu4pRPpBJoK7R933CO4Rdc7ttv21pfm6cHZnF1qd0SLheJOk3xnMS2ZwHfXq3ax0RENvBAKWcc3sc1WV8gKtOkbsjEhc1AsQV1B99Eck4tOUQW1FwM4mj8GDxjzJYJ+W4qG1VDV3YHoqMgNHl7MqWDEsA0WxfsX8irSQBZBkqEk31lMCVGHiQE6Ty79gURIOb7jEX4FDGegftKgV+W4fbLcsXwwYIdzMUs4AfvuBs9kZJ/cN2OXO10xCHBRh/p5Qz5p5W7PWi6ZvX5l2ufDEZnnodekccfR/kg6Ztt7NHWadNB238hk3sX54Nlu0VxjDNXpqyG5ZzZnH1kpiE772FpZe+q6VFTI627fM8aCXfDRfQUh5E+sVa3e62lo9NHlgrSpFPcgidBlY2gZfKCprtYUTf+n9s9Id93sDawYCypujyEMewDmyrk68pCAGhiM3i632hbFHTqbEI0cZgWDJMyZ9kVD9gZDgRGa0YC9Zzats3yy2lQDgs0bZlPIDM7U0XbT3I8sEwjofKPMprHAzfr6dMzq6N7HZpdaA4sETN+PYQnslEf3F9RQrjLgkombKxbBg4tZmcUxrEPqPINxVSSgO6SqJgvzLU/7DXUWAzaGV4ezUdGET9U9GvxMJCDaO+0cQxkYKiDSi9GQld2hNXueaRyDh0KMZ4Y//diuSUas3EPiERFqCQUZVO+mXEyO8+zLCEkDSrQYqfG/1BzYyIfB2MDumknbqWpLe5yhErGS3G/cVfxeyHuIuwJtPVVtiIINeog2mpxtTL04A3fMpO0M8Vx7hmsMP5dTUTGTNjtde7PSsdl4WNIBBjo04SDRxJLF6E7HE9s3cq23vmX3nT5jxyplDQqcIVrsv8VT/zEw/uN/PJnYajJll3I5y41H5gSD9vi+a+zZWEKINqwGaZsnE6H+3AMgrYmgT/c0vhLvX8qJlUJkIRFz3cFYJnrQxpEkIGtgAPOhxYL22reulMQ4OojeXzKqie5B0G/kH5zvx66U9EwY+NEME6VJ047JWjTo11ozHOYOwDcDFBa/Es4R3gnkiqON5vPC0METYF88bgFnooEhDBm08cGA327MxHTuntpsWC7sSLaBOVzE5/uxpwFDxQNxctHbGsopzjMTtTsKKXtpp2Gv19p2WyGlIUu9P5I5IOvBAIHfnrjFV8p1fZY7iqRahDS8xachMPHbcjKqATcDUu5ehi4zsYj20g5Nq5kdSnNXTYRon6zU7entuoxOl+JRG01GYpfQ/JJdDwMDrwrefZgWct/j4g+TyHXNfH4PeWf9mdfwXuB5Z8OeXwlsLdgXSHnuKaallyfaj0acAQeD2vXewL63XtMzkClcyLELdYZtY717YWZx/z6/U9Nw70PLBfubtV3dGXiuUB/cVkyaO/bZ/kTI/modV/iRhrG/fGjOHl0uvAurqOlHnq7Az2cF3rFB/8IXvmAHDx60hx9+2MLh8N/7BAcOHPj5fKp/5HedNuj/yAWb/vHpCuytAMUDSEe5N7TrMzHRBCl0aUreNngj3gw6J808bu9o0ihGQaYwuQI5AF0kW5lpP4jvgWRUedHuBHd0EFLaMYqBgIzFZhNhWyHKrTMQjRgneYqGTBTqYkT54TTnUD1xsAUxPFX1YsSgK4b9ji3GQ/b1C7tykqax4CWPbvtyq6OijaYK+i8NYCZMLrPnNA0yT250Z2i2EAvYgXRcOc0hnwmBXI5F5Owc9NM49Gyz1bMbcnEZjp2q9azcQwvt2L5ESGgMhTOu8Hx/Pifo/gYu9M2eaN7gH09ulC0VjphvAqUwoIJwtz1Qo3cMBL/UlEkQQwZQEejCtOdQKtGYwiiQs3Wvr8+QDTnyAbghm1BuMlry1mhiEb8pHo64IhgJUHgZrIBK83PQ2p/DQMlx7JZCQqjmxYbnnIypD1rN+mhk4OsY//F1IBGxF0ttSwRNmkR0hGGbiDLKGkEjvX02ZU+uVTRAAF2ej6CVTUtP/+31uuib986mbL3tWm3gIYfkFD8wl7KzDQ+tpQAeDcdWjAfVnNnEb/tTETWm7MtK19UakfeNCRNILawJou+UUbySVwEPEow5U284lJ6YZwL9F3d3PAHYm7gcr3eG1nEHojuTQgAKz1yK/Ho0qe5opAawOxrKFBCna6KEcIGnmP34/oKaTgZVf3llx9ojnNZj0rCaf2Svlrtqpn9hZdbGk5E9sV5VEQ86fmc+pfhB1upSsyNTP/K4I05AsU4zagw69ukDM/ZnF7ZFo+ZpYExGEbzRGUgTeqbS0uAhjWnhYChPhnzIESsAxBOJBlIIzA9vyZObXdVwh2b7A0s5IbNQ3nElhwmDvwAoOugy8gVHeQZjcxy/ohEbaOgDjn3+unn7ltISxmIOwLX+7IEZ+9qVkgUnE/uF/TNq1BhebXZ7KshhhNwzk9BeeLHUEiMEmjTDLmjctNAY3GHEdTyf0brwPEAXF+OeszcDFaiz0HAxvqOZ0d3hM6v2cIwP24SGp0feOE37UCgn+wv5wvXphNUGri3GiYPq6m7IRsLKWK90yTtvahjG94e5w/3IsAWGEPfRvfNZO7Hbknkd1H0kJSDgw/HIWqOxvDrwY4Ap8vQGa+3XGaQpmgsRZ+VpybnTYFmQoOBO8IqgYQnbrQWiujp2vt4XSskeh8lSPbdqid1de7C0bYd2ti0oVPVt7fhPU9V/gor/+CVHEkAqaYFYVJ/xpWsP21cKM8pAp8G6PhW116od2+kM9DNvzSc0bOO5gYozIIMBATt+4vNZqduz+xdyYnwQdXa+1bfBEG+EiO7XtQ7CJB6NT3GWDMnYK8gEuDMrGEwG/Br+QA3Ht4RBMBFinF/2BzIUzirvisuY4wWQHQW0lryvOHOwEGApIPthH+B9wR2OQzhIO8yiFWRE7HfH9LNAy2ngQcp3ugxgW6LE8wwZQHJHYPbJAIZmHc02bBJR3v3enUjmPEyIN+ttyZ7YfOwp7lEGeNK+B312KJ2wc7W21ucj+GU4SKaG9sxuxVJBBoXotieSbe108UNxbCEWtHQwpH04F4nY/gR+GF6MGu7pL257AwUGOTBOeP9y7zAY5P7k3UJWPY37LcW0hpMMPhkEskbz0ah18P4IksXu6jnJ7Z0hOkkEEyISQxrWv1nv6vvzO/EciXLEw+GlclMxcnPxiIX9EzG3eLfvS0UUWYpe/jsbFRv5iKVLiM2GSSF3CmeWwQE+CdzDf71W9tD90cg+c2DWPra/OK3NpiswXYG9FXjHBv1zn/uc/dEf/dFVv1jTBv2qf0TTD3iVrgBmaxT4NNFQ5EDPQdMBhWgUQb7RUVIwYfLEn6OABn0EDT9Za6txp7O8by6txhDzGrJWT1e7MkOj8KMowmGdzFQimnI0AlCN266cyikAcUgmnomYF34+BR2GYsfV5E7sXKUr9IiiFcLmsbdccL91qSTd3PW5uLTLFGGvVFqiGNIcQc/EjdfnBOxAIizN33bLVdHAhJ88Yn43GkLokWgLydsFtYLCut0bCGnZl47ZbfmUvYKxlxAx1+4GgXTHiqNCX0jjSt4srcallmtXmm1RQfm9v7ZaUgPEWqPVxBCIIQEU9xty0GG7QtkwTAL5pqlCD0wT/u3Vsgp9DHRAKp7eqYtijJ6TKDOQSj4nSAqFJ3m4Z5tN5WHTmDQGNHMRmwt75mebvaH0xo8s5u1Sq+Np8cm038u8h0rJWjCUwbCp3OmL6shnh1mBHwHPgJ/Lc2JQAjXzxXLLNpo9GWSxdmRe42WAhho0iMglBjxAegxmaEahQoNQXmg2LewLyISLfOFVNJmTsZgGyCZAPy/I+dtvF+odmxPt3KSxfaXUkB703pm09SZo1zF/I5faJ1RvAKVTzvlkkDt2VyEt2QNae5pVGvr98Yh1RuSNuxoiFGIBc0YerRTAEnQy7g8ISaXxJ0LvF1eKYldQaH/jSknrdzyf0OCFpv/Vaku+BB/aV1DT/TqU79ZAjuS35Mi49xwWyEKnOeA/IO64RtMgnm/2ZGb15HZNCBc6bijcC7GoXWq29Hxer3W1n+IBnwZCDA5mIyE1QAxTcAIHRcOY6c63dKpkT9NM83wxciPSkCx5XKlBR3m2GAMygMMLAqkDXgiwOXD/RgLCgOB/vHHFvnxmU/cBgwGaJiKintqsikHy4aW8GCqYF4oeT6M6GdsNyZjQ0ed2qjJ7I5pQFF6fX9pV+RLIpM1z2kfisdbuqhFG6sBn7Y4mojFjWpkNhBRRBwJNY1WIhnSHYQgGRZnmBVQXH4MTO01FPHKvYPh4vtbx8qLDIXvPQkp76Mn1ivYa+/naVFyNanMwkIkdMoV7ZtLS5+OYznACJJhWGXNGmnTOJfcoEYCPrZfluI1kiChKGs6Nlmur3a4thhn4uJYJhqw27Ot5EKf2S27bzpfqFq1U7ND2tl1TLluQ4aYY6j7PzO1t3fiPteSemaG+QPKDIXMdn8Xcke1m0va9hx6yk2HOMuaCfd0bz+009KxB6Bk+MKhhP+J8fj/Gio2uGjQaPpoxhp8M24geJDqSQdR16ZTiwvD0YF8cy8VkTncKIzNc/ic0qo59dLloj62WrD10xe7gjmI/w75CgvCehaxdbnT1XBiCwEpKOn67ZSYlg0madJ2NcFA/m32TCvvseD4tajupHAyUMSLEgI/4QNzyvYFAWOvFuYL1AzuCIVQi4rdXS239PdI2lpJh67rIrhi9TrQeyCiQWiiJot7VmWLQeftMSokGO52+4vIwCWXtMGUk0YKBxnjkGXPy95B9fGR/wRzYTH1XcY4wZAqxoNW7Q7EuoMsj54HNw7DwhVJdvwcsGRpomtjT9Y6dKLWsEPUiB0+Uu6LPdwYDyQRgFczxbLeq1hv77I4i7KG+JAC8X/nNFqMBqwwGYhHBFAId51zBQEIuw/1+MBX3NPRGzORIHgnLkbCGo5grnmlwb03k5zFwBxqY8X2gzyOJWklH7emNmoYPmKtydjgvSNTYD0TcIbM5kk3aM9tVPWv8NP6no8t6p06/piswXQFvBd6xQf+1X/s1wyiOyeHV/DVt0K/mpzP9bFfrClAg4ayKGQ50Q1BbtHQY2FAHUsx948qufWCpoKk9TuSYWin/utaxI7m40EtR40ZjZYC/XGqpEY2G/OaHDtnoSM8OogeyATKOqzYF7Ww4aJs9L0ucYgoToeVoxCDM8efXu11pqYthslbJ78Y0LCBTKWi76JCfWCurOLypmJBBDkU5iDMmTjTMFA0b7a51x8T2RNSsgC6IhjmeyHgLgytosXxByQWd9TTojrR866CV0ZDdVkzZiVJDAwzYBe9fLEijfLk1sDtmkmoGiQTCPA19MQZkjywXLKn8d1y9R14RRYMeCgqZocm4MZuQPrkvNDYgNgLIKk7zPJO/vFJWcynDp5DfvrfZkP4f3S866JHfpygqUGZc8d+7kBNyQ0NFw9xQ1rlZEAfiQEBFG1ZRDy/mbbfXs4v1ntaNNSZajkYVejmNN8/hYtNjQuQo7rpDO5CIWdCZ2Ju1joYxfAY+z5v1lorRKKh6xLGHFvLSCz++WlYTcAC9vPTIY9HFofzT8Gy3B3IMLibCRhoW68VgBnMiULqH5nNiCvzhmU1rjMgddoU0oc/FQV46VHekhpWmHOoxzYDnwk4T5RN1k2J3MvLZsXxMzexal8izgJDyTChsAR+maOjsx+YLEAEYsEoHUz6fDXHWd3zSSjb6IzUqH1jIqUGBzvzcds2LQktHbWcwtHQkaK/tNGV+dddcWm7xNCGrLfwbgmITsI/IYL7Q6csBGpQJxkdlOLR0wJE8YF8yJj0n+m9QPWQNB5Jxe73SFNKFZ8FiIiJ0c7vXt63e0K6Jh4QgozmniYTWS1M295bRGpnnPGeGEkdhzLj/H3tvGiTZfZb5vnnynJP7XltXV1fvi1qtXbJky5aMbbAtMBjbOIIhAg/3EoGBC5fFLOEbRHAj+AARcCECGAhzwTFmgoAxnutdGOEFLda+tZZW70t1155Zua8nMy+/53QLSdZI8odh5CGLwJK6qyozz/I//+d9tsBWekO72IStDgcihGrB7q81qX7yJQdHdr/aCeT5Rpny/sWiPbxWlz+XSkPkrnQzY0PAznBzKatr41y9I2k4wA+Qjw8Xv/2JrY7AOUFXVA5uETqISsCJSDGBMoIUdJhZhgBcB9gw6JFmIIc0fhSY+a5Jfo2KB4kwgNeJjHS8Gb5w7ul9RgfwWLmp2kBsH3cqfb9ux8st+YZJ3saPjtQfMHPLVE6KgSYVXt2+wDnvGyb/fBPmcaxrgM99qdmxqwpppckzmOIzct7vWaoIuPC+8BOTWI9En+9f6HXsA5cuWtoZW7vTswP1qu2qVi+z4tqZXeFQXgTel+PWXwTofMelTNZ4N/OdtrVSSfvqDTfaUzMoNsyKCfq7R1rLqAVkgMCwAJafvAh611ESoDJgUNuh4s91wrqxVseeqbR1jxLCKV+4er8Hui4PZVK2J4/MeqQKNUIld9Io4TmSf/NzJKozrHnPtpLdt1oR4Gv3ArttLmcvVGGMUVf17TZC1RjmNEj+xnIStbETsT2puNLNLzYZKIaKLbzSKC7SMVe2pYLn2SOVMPuCQRFDWQauXLvrvZHyGfA9w5KjmoHhxZ7BwPbhjZruK9ZNUvD5eY6b6zp2rs4ALKH8CVQoL1SbYrgZNGMzOF0jbJMgQoIvE3au3beT1bbyAlirUYbwfGLAzcD1bdvyNuhzzYzk0Ueyz3vD7sAweIOhqaoBo6rNpEIvFfX0eajQ41lEe4TUQ2nfbp8u2FPlugaEgGsGBww3AcihhWtkhzJxZUbw+lyr3AN47allI2gPH3o4cHU1OKc0ATsKVZWsgbRCoNzhmUSQX8yjijPsZ2ewiMydL2T6V0JmmXAcLKTsyfW68jWwCrF+Mqw5zpAjQt2bp0uZIRb7h2w0ooDYX71+t90xN+lBf7PuFyfv69/+CLwmQIc9b7Va9rGPfexVJe7/9m/31V9xAtDfLGdi8j6+l44Am3eAJv5fsMxiKqYNCuwBGzl6Zr+1siX/HAAMZpKpuAKKWn3VBhGQBWhnY/Wx/dskXWVTfKreUv8sie90G0+lPDFE1EXBzDNVn435YiLx0hF4BAu3kIprU8cGBq8vTCgyRQA18ko2ifS07iRxPgjswZWaZI/IHUlARip5ptkWM8hmn80YVS546fB4A1KQB59stiWzg4FGxs5Gm4AyADpSPYLtkOOx6VbN2uUgMUKFACm89jsXplQlxTE8UkhpE8WxJMiLOqXxcGz7CwnJxx/ZqKsyDXUAEnrA1dFaS8wyrOsj5YYN+jCJMNIET0W0cdyNVHa1Kkktm3/YS2q9clFXwXTXFrPaPJOUi3QxGXXsjrmSnam3BHjwH+Ibz8cd8+hDjoZyVZjg/Zmwao0UcbZaACt8l3iZqfqC4bmplLETeInbfQGdtTZKi4R1+2O70OkKAO5O+ZaOAeQ7qlyCIZuKu/Jn4zu8+8KGat9gRjEebwWB1bok0zt2XSFl/fFQVV9Xl3JKY2aIwPnmfOLpfMtsznYkPaXUozQA4MAaw8ZhAbjY6GGwVG9yczi0PgnnA3jNsTqlqceiuxn/IzLNa6dTkmXi+8Tniz+aAQLXS288klqBgVWrP1KwWCYWpqZznFE2oKAA/N06SxczslbXTtTaUhqwuRbROTJ7od62G4uZMFiM5P5ax861uxoU4XHmGCOpPVZtoCJXZRcBbwxymJD5jitpLpJ6FCEMN3am4lKF4IkVk059mHq7TUni3LtX6qnw2jL8ysDMpWK2LR7TAIVjMRoh/w3vNUDks9Wm7n3OG8ccRvtUraWBFv5gfLBPbVQtHYspfHFbOq7AsCcrdWv3BpZNevYD24r21YsVSXz3wkgOR7bcDqwrZnwkUADIooWAsCmRwaOxRT1HgYN0VU8nyHVwBZoBAahMSIuGQubYIoMGFBY839wo6gZk7mZPVJoa5O3PIV0fCGhzvgB7VEbB2DHImZJVb6xhwnPlth1rtNSLfU0hKVB4rNKxaq9nN8/kLSAUbTzWoJJzorBKkrO7feFnYAq+ZaomGZwAbrh2byhl5EP//LmKtQZ9u21t3e44fcJy45FVUHU0GzbTbf+rV/wV+W0hE34FpF+mxsdmzxSL1vNjtr+2ZaNo1O678Qb7UnFWoHVPPm2z8aj8+INIRMwwiqINLAlOVMFg2GK4BxlOIc8mDBDAGXO439oaTnFPcn9zTTxXCcMLuY9QIMAOU4PG6/GzOxTw59k/L1cV8oa0nyHcF85vWDbqakDD2n7jZWsNII177QcXZ+ze1Yrl3VApgzKIc44SBlDPNSiweTlDgONP5gL1bGQeeJGxbAkMnngunax3bBmmuE82QdR8z1XwGBJu/NXFRNx2Jj0x/ayth/PkM/R0PTCI5D45kIvJEkRQYNLscsWhr85wnh1nqh0pK1gvAdY8MAkwhRG+tpTRgONCq23joWOeGw5OUU0g2W+PxnZdIa11hOfZC1sN8yJhnzrXF9dpY0CgJ9YTbGC+QgO5CFALXF/K2I5Uwr62tCH5OmsfrSK8JvVlXCvkv/ieo+fFExsNAXTWirm0Z89tNBXax5eekVgBogwmqVALBxTYstrjkQadKCtoMiEYk0wRQD/2i1p/ZP3hQNkYJNTwPGXwiZed17u+mJH3nmNGWwi7BcJUYd6xrpxvU0UXUYsFSgcsAA+vMdALlVl/fPtBNWBMviZHYHIE3gCD/slPftLoRHdd10qlknkeKTb/+vXpT3/6TXEcJwD9TXEaJm/ie+gI8GBHWgqTjewuTKwNPcewXjygYcnZyJFEjtyOTao2FOMw+A3J7eObDdWRwSrePpu3i9pAs5lv2FvncvZMhTTXcLOFtLVHZdCgJ88pYJNgKPqJj27UL4dguZLcITVe6wTynB7MpVX1BruPxxpfMuwG4OjZrZY2jMigkasDnlAAbLT72ixQZcYmESkgG6t9mZQC6Ph9gBCGErD3yCo7/bGtdtpigkj/5c85TvUgsOtKGdWN3bNUlm8bzMCmiw0m4UfXTKVsNsbrB2KqTtXDgDBAHwzIE+WmbWoIEVHK+C3TBfv68oYY4P2FtBLEkfUStgTggmnnd7EZO19vKgUexqsYj9uJOj3DsEJuKFGNOpJlE1KWsIi9ZS4vBhFmA5DF+6WfmPo7GFO+H5Y/G2Xz6inQjgEA8kiGD4T88TMl37UfJARtoy4VAf5NWBfAGYCeRHAYHJgQJJjnAL2dvoYdswnXbt9GKFzPvrVakzoi53o6d0jUAQ6AGVhcwPTpetsO5MJ/h6lmwMKxARBRTYfqgMHCl8+XrTLoKbwKDzOyZr74TDOpmFLZ8WJSiQUgIAmb9HzS6rnGARoMnwCRXCOAGBhBfh75P8F5MimMHKUpM2zgnAGOSazGCkAIE/cNjQQCQDQRVNuSX+/JxCRxpb3gbK0tIIjsmqBAPMeoORYz4bUl0JlJ2HH6yqmgSid0TwXDsST5GYd/OorD5jrE50oC/Tz+9FrLFtIp+bTxz2b8iPq/K/3L2LaRAAAgAElEQVSxLQiY9Sxx+edhKsl7gNGjk5vhDHVUSc+zG+QRbdvRSlthTTC/074rNQC981gZyDQAWDy6Xrdi0pffFUUJwACvKdcVTB/DLjqSYbAPF7OqUHxWoWikwYfp7IBEfK5IlmkXwB+LEgQfOdc055lhC+e+5Dv2dKWtoRGAkwo1hnsM8lA3MNyYjoXgE7aX3/22OWwVXZ0PfK2wx7xusz+wrf7IEq7cOHZtIS3W7vla01JRZOlxhVs9utGQSoT7GQCDfYGwP+ri+MzczwweGNgw6IgMh3aw07bz2bTN9vp2ZHXZ7jp3xjKNljV93xK9nsWQqL9YZ/ZqHvHv/LOjc3NWzuXtqtVVy/a7dvfCov3nvYe0pqA8ylFpFonY85frIRlCZNwQQAN4xqORGFPWRqThZHksJn2l15NAfqrR1pqe9xlERu2prY7UHAwBDxUS8h4TaEb9VpQ0eddVq8FSizqwyIstEjwnlEURdeyqXNquLSbt706vK2OjMxjIX30AQNzpWi8YWS0I7AOL0/Ies85z7RNMyboMaEf9wsCL+5GhXtY1O9voKewPNU9T/mlHaxPDJdZWBoOEomFzYIiyJ5eSoojnAGsWa+jOZNyOlutSmxzJZ+xCu2tL9baS38ktoeWAQcBgPAqH1K227c1lFJKJNB72HY4bjzvvj3WX7+c6RL2FneOZckMMOcMGrCj1Hu87fGbuysZseyqpYSeqEwaweLtRyvBsYljHkJC1jwEWrDi+e177I3tnNeT925Ordr7dlWVjXzauJgQUCCjHlCvhOBqSUD1JXSPrxI2FjH1zdUtDFpQz86TxB4ENUASNUZg4AtsMPThe/DvviZuM47zcGVjRjdq+QkrPxW+vbtlGe6DnB//NfXyp0Vczw63TeQ3wGZyg1IFV55wxACJvAPUFz02uYSw53Jun6l0BeYaqf/i2gxoETL4mR2ByBN4AQH/ooYde8zjddtttb4rjOAHob4rTMHkT30NHQBuaINyQA1jZYPPAFEDHR+xElOYdejmjkosjUUXqyiYKsA2QJ5BtBoZxFJFfj59lM00yO2nASBSZxEejYzuSDz2LAFq8obAuBExRG/St1ap8nzA2JJjD0BMyhxbuYDZlz1aRzJk8nzeUcpq4rzTbChwCiJLCfWgqY0c3SFimpmigjdGeXEK+dIAbmy3qk8q9niSe9MTOxHxtyABsDCoYQhDAg8xvpdWz5Q6y0EA1YjC2FxrIlPFRmx0qhRJLJPVsfNkckj5e+Jeea6SNHDcYbaSA6+3ALna6FgxD2d9di9P2X0+vyG8N+3ah0Q77mqkRivkCmWzGCEYidZsu3imi8yOOwAHDCiwDeLLl4R2bNYKwd/uQNsRhQu+JKmFpQwX6IGElFA0WGB/vPOnfUTdkoEm4zqXEwgJG2fixKfyxfTPyTJLYDjOFKoDgJNAZsmKC3Oib5vrBMw27GHdc5Qv84EJJIVww3/0IfmHH3rOjqN5ygskAtlTc4QPG77w3BesKgCLYbmAx1xV4wFrAphjlxH8+sSyGnyR0BjwEdcGapxzHivSnS+bqqmeZL9L9q4Oh5LSwycg5GczAkmODQK4Nc8Y5AixQ5QUQBqT7Y0cBXrDHgEJsCZwChh9skukCX+10tfG+b7Wi90I6dHcYUa4CgJ1e34wXUcI+gBep8XwiYSudjjb5AFLqyDKeb3MJT/cFDDGMOxVeNBUwnEH1gUcbewmp+gAGGONyb6QaKcLF/uFCRZJUhmGoOvD445cHHO4hbI8U9K2mkeCAYibj+3bbTM4e26jqvWH5QJ6N0gVAR+Acg6K7dk7ZE+s1O1FpWSEV070xn4jLZvKPy2RAmPyoXLcAec4ffeFs1HVuW7z3kdQr8XjU2t2hzSVdvSYM3N58UlVpyYijIUW111fvMon7961uhaxfP9CAjZwGBm6AEjq3ry2mFD71TK1lkeFY8mmY4OfKDeuPIrYjg1w+Lp8yNhw+txMJATnBX2cbTYuOI3bHQsl2JX370vkNnStSsQH115Sy9s2VLYHLa4OuXX/mjFX8uM7T9lbD3rN0wXyM83whCeDrpd3ikgm8IsQtjFB78fsenZqxp/bss8VGzQ732vZwfsq+vrhLoBe7DecUywqDJDzKJOZv4/hbxI432gr8mwcsMUjivLvYi0xrTXMUqPFgvYcHPqHAOeTHBO/NpeO6jhm4PrvVtN4IibSjNRLVEcNW1no+VZway3g8DNWLReW5/tjBBXtwtaaMAIY0sLcMA46WG2Li+VnyKGDwGZbgEedIvXtb3r6xXJX3mmEK6/67thXss+fWZV/IM5jDXtQNNDQmfI1qS9h/VFy5eFTrLs8omGXA/9EqXexjK6HKmcna0c2mmF4/ipQ6qc/+8FpVCeu0S6AMg/XlWUV3OdcvmQ30uTOAoGqS+4CfY03DFsQigDKG40s+CG0A/Dup5AwP8fXTzJFETZBP6/mKjcmihL+hBnI1UGO9obKS9ZUBKaok1mNCErMMQlzHNgYDWRGwlbGOpn1XYZEMtWCoD2QTGr6u9kjSp8EkTNwPhzFdBeARxPr2qaz946WKuQ71fT07QM0a4aGRsfkjCXekaqESstzp69KVeiVCoFzYzMG5X0i4dqSUtQdX6hqScVXsy6ekanhopao18ta5rLJO1tsdKQf4fbRHYD3iXmewxc8xZC/6vu3IxOzoVlv1kGPHsf/r+sUwdG/yNTkCkyMQPkrGpLD8D/wKgsD+5m/+xr72ta/ZcDi0Xbt22a/8yq/YzMyM1Wo1+8hHPmJ33XWX/fIv//LL3sUTTzxhv/Ebv2G/+Iu/aB/4wAde8x1OAPr/wBM4+dX/Sx4BHpiktSMBRyYLO3ux1Vf4D0FesIZhv7Bnz1SbYgZhVwEnbORhO0802gJ3yCSDANYsbcdqSETDrmWC4NgksmlB9v3B3TN27/KWJONM4BGztfC4uUiEWzafIhU9YjdPZeVBhsEBIO1LpySZxycHIAVUsClkko/Pms0RTOwts3m7hzAivHR0Ko+QRSa0KcBfyGZoxvdVD/VstaP6KGSHyPx4n4Q20cFOT++edMLONEMwzgaYMKBGry8fIsMNvM1HcimB5Mc2GpKyw6B/e60q0MfmEPYW2TvyTNgegrgYGuxLJ5SYj0e1mHRVy8X7g6FjAFAglCcZV/c4zAYM4JkmNT+EUfmSYdd7fduRonM2EMhu90YC6Aw4YGjZQIf1eUOxx4Wkr8Cf5jDswIYdXEB63Rtqw8hGjSEEnkjCguiKxnP+wztm7GitaUuN0G9OCBaeRH5+uUvfPcFivlhZ+tXpaccvTGfxHbNFO91oqYaMaiw2vG+bzdk3lyuSl7vRiLy+7fFQ/k0GHHgkl1t9G46GCgRE8nnzTMaSESqIYvYXL1xSEF8hTlVSxp6udQS8YMro8+2OA7FCsPkw5lxbbDZRYnAOouZo8++MQ6XA9mxc7zsd9eTD/gEF53Xl10dyfqbes6VWR3Vu00hsB4FkutQO7srFFJbIPXT3xYrOIfVyXGdPlxsa/NyxLS/g9HyNYUb4PrIxVxttpLwE96GuIMSN8w9TrtAuOtXTSNBN9+lyC54pVFcQNsXxJFH6BCFxcdfevzBlf3liWQwVwI0u72hkJEDDZ9mR9DWAIUAKtQO/Ix3z7Pb5gn1zaVM+cmT9NBXs5d6utsQQ0pZwy1xW9zkhVYQ48r5255IK3/un5aqsIqWEpw03eQYw4Vyr2FDocj/fCNUssGMAIIYurC8cu+54pPC6b69W9Fp0NyPTZ2jFMSH5PuM5+n78/wxasNTAiiIvBhRyjx6rtG3kjBWeBYjkdRkK4C1GUYBCBTXGeo909KiGJHxe1Bwc5HcXEvb2mGOfP7Nm6WbD3tGu2Z7lFaPgcXNsNt3pWGrQfzn4fgnIDgH65f95KVtuZkPHsejlbdbT8wv2Nzt22pafsB/sNGw9k7Kv+RlLxjyBoEXq/lp9Bd9lXbIwuAMi9ly1KbDGAA71EMF9rMdkZwCwkTfP+mF2ALYEgDeqBNhS1B6kxC+mGfxFFHoWgl8yJjzdB+Q6kNswnfCl6oBBR8INC8qaxZpUjMfsUr2jgDNA3o/umlUwGt59gDWDFv55rk5VmknBQu0ZTDFNEgBilFfX5Bm4tjVsAMShqnnLVM4+f2FdgzPuDwLTUGJxTzy22QzvudxlhclgKGk7uQYwxwwDHtusajCGx5wBA3WgNEr4gOUsSgFPlW30098ynbOvXChrqEklIKw1zzmuA4a7DHTPNvp2IBeXHYXhDs80rmvWEu5nhnUc21QkqjUEn/VDq9itTL+PNYE/Q31BDSjp+LD4BAzCsnMdJ13fdiU9O9FAQeNIwcA6xnUO44zd63y7Z3duK0h2/l/Prin4kwDKA1RRtvu6R0vxmPziUynXSFu42GlrjcSqQg0c6wuqLtanq/IZPSdg5rlgGSBT80mLw1KdgE8k6K4GNYTfPUdVpO/oNWhpObpZ0xCadfSaUspm4nH7xqWKGP/bZ7NK1ycYlMHb6UZbw4PDhZTuP14PFh/ZO2sWfnvOU2dsGt7+wjWLkslPviZHYHIELs96Xw+g038OuD537px+YnFx0d73vvdZKsWj6/W/Go2GffGLX7QPfvCD+pm//uu/1u/6rd/6LQH0X/qlX7JOp2Of+cxnzPdhZsKv3/u937Pz58/b+9///glAf/3DPPmOyRH4ro4AIJNNFnU/bGiRbuJPpVsWQAkAo18btgwQgPSYTQK9wYNgZO/dUbRvXqzaaq+nST8SVtgGQonozIY9IbAM5hMPejoWtdumMpJXEgzHZhyPJynXSKXZMM4k2XA59p7tBXtsoynmgs0nzDeMLiFY1KURfgObQSo2r0OPLD3J79pWEuiFXYQpQ2ZMxRJVZgT6zCcISSNoaCRZZDxq2mDQk4vfmBA6gCqhWHQSn601bb09tJgXsWsLmVA2Hwk73dmksZmdT3kCJYAJVAXIKJFaLzf76o2VvD/uKMl+AxDd60kuDxv/fKWhDTO+ej4nwGFrAJQx25sN5chsoPBBw6YT7AUdl3ZhQwZi15M+ICVpz5XrYg4zdPp65BBHBJZJdscuQKAamzg+A/J9esDDP0PSGYZ0vX02ayU6xC+VbaU7kI+SznNqjEgZ5tyy8QeAMwg4vtW0uB+Vt5nN30Z/YD3Y5mhEqehIqmH7n6rUbTQOK4COFJP24FrVqr2xjuUP7ZjWz8LiArAJZTqv1xpqEMBG79aZrBjstOvZ586s6lySjP/eHXn7p0tVXQspJ6p6MGrA+JnzUiT42lTHXFMvNlVDbCxnM75UFwO6nWGp+oHeA8OHm6fSutbIdr66lLJH1pp2utG0nOdJ4k5IUnMY2IFcWuceSTGd8U+uNzTo2JGFdYvZw6t0YJu9dbYggPLoWkMNAnhcAZxYA6ZcT+zaUqtt+/MpDRRQDjjjiIDkVbmstYYDqQIYWrB5JsMAmT5yfFgomEVk+O9ZLNqnj63I24mPl+RnBlEEqDljxxazvmTjtBXw2QBxKFh+cOe0/ZeTq+qQRo5M0jiBUzDfAEIv6to1uZiuS1KY2fQfKiSVyQDguneloiA3PNB4Xh/drNlUIi7VB15fJNHUECJ7n4/HNFwCuCP9ZRBEGNXtc3m7b2VL1xIbdYDWnlxMXe6fPb0mgAow4gtABvCjKz2PiiEbV+I4gI+b/qp8UucZBQ3tBQxxru237etDx2aGgXmbZXvfpSXbUataLR63xthsT71mxW73cgbbS8LZXpKMrr98ab24APfL/6zvOFZJJK0QDCw6GttT8/P2/+7ab4mZou0I+ubHYnZhbFq3SAS8PpdSbgTqGgZcKI4YJiK1f2i1KiYTtpq6Miw5bRjpCD3lcQ3LCGDkeuZ6JG2fNZU/5/pDeg0LvtXrWSrmaciIzJohLOoV1gryFzh+8jLT5T1A3RFmBKBKIXCx0ulpvSTIEki31UaZw2BgZLfSAd7via0lL4y1lko61mQAJrJtVDKEpgHgYJQZsMLsnqNqk6rJblgpSbL3fStVDZXiUU81ZShopmJRu3e1qt+JeoRWCe6zOHVqDLR6gHjPHq80rNcPxC5jWypjm7kciMjQmSC2k9WuPPLbYr49uFmTNQRFDAII7qmNPqqT8DFKPSDnAZCMTQvVSSSKMiFiYwcZd1j5B1BH+QJz/cRm3RpBaB8hk4S1HQsCHndeg2DCL55fE5uN+oOgTUJPsQ/FImaVf5F5M4xF5bMBA46Spd2122bDKrd7LlZ0zbHeUH15sc2xD+02JAUwGOYe4HxSp0fmBonzBMuFIXCBXVfIi0knwBRmHDn+nduL9s8XK7pnNLBwUbLENCDCAgIzj+rq6kJKg8cT9a6+70gRW4VnD6yV1WRwbT5lhbhv3RHX3VD1eLQT3D6bs29crBiumPYgPI8k1bPGMUjA20744i8c2an9x+RrcgQmR+ANAPTTp0/bb/7mb9qOHTts//79+omTJ08KYP/u7/6uHThw4Ls+jvxOwPenPvUpAfRf/dVfVdf67bffbnfeead+X7fbtY9//ON2yy23aCAwYdC/68M8+YHJEXjNI4C3HNkmlUAENgHImaojN0fi3OwPBZQO6aHcEkCHHYGZhcV561zBvr5U0YaM1GXSeWHVqh3YaXpRTQ/tmTj1NmGK+748Pr+Onah2LRt3xbxtTybsfLtj1S5SvbBG54bptFhq2MSpRMwWkrDZLTFloR8+ZDvY/AMeAS30DlODRjIzXeGETkXciE17nvXGJmZkTyptAxtpk/vsVj2sNspQ14UXz5SyjTcQSd4eeYM7ttrpaZNMcu/moG/jAd7rwDwXD7cj6Tgp9qUYCb+erbcHYurwgxPIBgCGERFYGg2t2gnsplJKzD0p2GyuYAJDWWGYqotcEJk873+l0RPAOw/IuQzWYYVgvmEtScKGYb73Uk0DCTylbjSqAQVMKkxtOxjIvsDmHek7Mmb8gNcUM6rBcpyolVtd1QLBgv3TUlm+SBKv8fYDso/XO2IcSTvP+Wyeo3ZU3e3IPeOSCZ/rdKWWQDjJ+UCiDUiCHWdTSj837/WepS15UemQf+dcUYMD6vqgfw8WUwoFO9tqK/EXEH91Lm1OZKzeZlL7YaA4Zm+fLdgD62zq8TXiV3clt26PAjGonEfAesrHgwxgCOQ53ZdLiTXnKxIda4AEkAVwA26oW+K9XVvM2D8vb4pNY1iApJbfz3s6lEuJWSKkb6nZtvuXawLLSI0X4r6q8FClMIyBKXyy3NBxhF0bovONhD3AJ+otKRyQj7LpxQcK7kNGui9HZVtPr8f5YkBDM0I24WmIBvvJppqO821xz+5fr1qSEMDhULkA3B8CS3RUpxJWSkbtQq1no9HICklPQV4/vm/G/p9nliQ/RSI8mwIU+rbZHli5RxJ6VBWCSKJJ2oeZJ3ArHY8Z7tVnyi2BL/rF2dRTPwWoQaJP3zHXw70rZUvCBidjAuUHMil5mPHho7S5dSavRG2kxQAd3t8t03ndA9ghUNlQhQVQJZF7hMUmHrXtmaSAOr3MrFX7mk27a31ZjG917Fi+Ubc7VpfNHXFN8jUWgHlpJdkrk9G/gwV/8ed0tbz4s0eLU3a6kLftna4Vel17aHrWvn7wkCrJ3jVfFKD5+sWymg520Kke9+SZJ9sBSwOjtuumMhoMcY8QpbArn9A6zLkjeA37C/Jj1lzC8oZjx5JUGMbjaiQ43+hZzg99wgwDU9GI8hEOFTMa+GXinj1LJZxDFoNn2wn6HAw1+GQ9p24MlQohX8EIG8bAdqZiyn/gZ2KRqNZSjj/d6AB1EsHdUUQAnnYCagNpumD9Qs2AzQXpCJc47Hs2HlXwGMokMbbkJbgRW+4w2EKST/1iUmv4mUZbwyPWllTU9MwA0D+6XpVqi3sQJhxFCYMaqtH0GjDo5Yau9Rnf1X1DJ/qpatvag4HdOJ1Rld6TlZbCCxk6HS3XBOb5oFSicW+zRjBQRuqO3Wk26dq2hG9PV1qSatfVJkAdYvRyq0KggTHrPgPJ+xg8DpDVR5VxMBdz7b61mga25KWQUI60HmUN6oVWYAoTpK6SIVR10FeIIe8XVRYZAwwfr8qlrDMa2rfXahaPEKKIZSWp5/aZelPHheElz0aGshqWtvq2J5fUUOa5rbbuMy7eXWlfQ0XOo4Z9rmt37Z6xryxtWLmNrciRAmkmhuw/bidqTa0znIe3TGU1bOV4kNp/w1RKKfEMpf1oOKigyYT0AK6plRYKq4i9e6FkX7qwoYwIhkAMD2HtqeNznahdaLWkyvnQzjl710JhsnObHIHJEbh8BF5T4o7s/O1vf7t9+MMfftkB+9znPmf333+//eEf/uF3fSC/9KUvCeQjcweg8xqAcVj23/md39Hvu+eee+zs2bPWp99x584JQP+uj/LkByZH4L9/BJAOPrhe0z6VxGHAMLJTptnI1QE1SBwBi0ixH9tsaIMBEAeswzLcPltQ12m537cbprLyQeMRB2DjQ0fK2A9IZYbtDbR5QxL3bKVjz1eaArTItWELYGd5oLPRgclnAMDmvdYbiRXoDAOlWJP4nvPMripmFFa23O0JtMMWUXdzbS4ZyhGDoUAXomA2sACUkTkKkUMaDGB6eLWqMKWFNH3svqTgSPLgnpGA3zqds/s3agp2g+khzApPKCFeHAsAIT9PfRXsE/5YatIA56RV834JwJtOxsUmwUSNAMLdniqZCO1RgNAo7HpGWuy7Y6t2h/IvI3mEOX54neqliLIA+AwAYj47KW0cK2Tht88U7CvLZVUNUdOF9zwaNbE8pIuzSUJ+TPgV8uHt6YRAMTJigPiV4cwN0zmBNOwDpOpzzgBVsL0VQudGY/MjYdUQQOmJzaY2XYDlhUzSHl+vSUnBJhuPMdJiBhx4LJX6S1hTKqYNHoMV2O0D2ZgUErxPGFmUClwzAFo81ynXU+3aW6azdrHTs2+vohQIBHhgmADiyLpnY3EbjYd2qJCxR9a25CNHbpkC0I3G2hTjxYcVRJEAUMenS7UZ55ZN+QIss+ep/owucQZBJOYT7Aagnk7Ew/oh6vmKKYHDW2fzdmyrpfup3O7aVDKmjS3HgsAtjjvMIooN6v1gj5DBDoKhNucwbLCgh3IxCwR5R1YfBrbVCrRpxYuKrAPGE4hD8FcuSbd72D0MQEHlglrl+UpLwAWm862zVFk1lL3A92FDYPO83gps7AylVoB5f+d8yf7LyRXJxiMCf75yGZa6XSt36FCPKPzx2XLdLrR7lohQAxWT3bo5HCungcApGgGom3t8s67gPe4T/pmPu/aPFyuyF+xM+ZJTZ32UDWa9AUCto5T4pxQuF3aBE2z2od3TkjU/uFazRjCyXrNt17fqFvc9yzebdsPmuh1eWzVvOLRu1LX4oG9RDMJX0PcrWspCnP0Kj/iVJfIl3eIDx7EnZ+Zse7Oh/+da/ocDB+3zi3vsQNKzWzfW7Ylkxv7ZS4TAN+bqWHL9cjzdyNh+8sB2XaP3LlftmVpTdog5VC2OI5vMC4RwOhHbmU4q1wM1ByGNVMTBGmMnum9tS35nfPuVAR5lErYDqWwIy4O5JSOEyipsMayZtGqwjuVdVDue+b6nnBA8v8qKSMWt3u0qz4CraXc2ZYno2JZaYbDiaqejZgAANe8JhhlABRjHusF75hpGPVQfDtVQgBoKGwXr36Fcxp6r1PVeyPIgEBR1kwaGXNvDgbzedfWvjS0IxgKeR6bTVu8Ode2ztHG/c6YIdCPHAcsJwy3YZQLrqCRkKHR1IatEcu7r4/WWDYZhFdyRYkbr7Nl6T9/HEBp1CswyMn98+swL8Fhv9KhRNKsNSDI3rWtYvLBHsPYw5KM+ksFApTPQMwp2Xz3hIxhorDWu3TKVtS+eX7fV3sAKUdeOTKU1QPra+Q27qpi0J9YbktY/tFEVs07A40a7azdPp+3ZSlvPWp6/WHzevVCw+1dZS/FrRxS4x9AKoD2N39wJ7y2yXEii51ogMJMWC0JSufZQEmF1uqbEelix9c5QxzUVI5dirPUR2wiDvdvnCrKeMYTDsw/gxx/PP8/VWzadIAQ0ogFZbxRIUYeSAYUMbRKow1ByRSNRu6aIPWIgKwvBpTx7yBC5f21Lax9hmdTEXZ1LKGCWXAyGWDwXvm97yT6ye3qydZscgckReCMAHW/4Zz/72e+QszebTfvoRz9qX/3qV7+rA7m5uWmf+MQnxKDPzs6+KHH/y7/8S/uJn/gJ+7M/+zPL5/P267/+6/azP/uz9uUvf1me9Zcy6F/4whe+4zX/5E/+RKB+8jU5ApMj8PpHAG/yfas19SSzmWGSvSsTVxUYNSdM1gFWPFwBcaQ340kldZfNCrLrndmkfg7W5Z1zBW1oTlZbFnGi8qnD+p7BZxh3lX7LBu+d23P2j0sVJSzDMCGhZhdKhRfMroBeMiZGlPRn0qz3ZZJiKwibY7NI8NSRUloDAQYBbBjpRQcw46mudQZiiZAMArRiEccCQJiFGykAG0zrI+sVG9LZmk2rCglm53SDRFxT4Nh7F6btS0vrAi7JqC/wMh2DucSjzXvl98W1ccG3rRq63sAWMgkxfKvdnliLt20r2Plqxy62kCI62sDB4sCuA4wBqkgiOe54srEdkPKLNJQE9W8ub+lzw16zgQM4AoxIE2YTi7T+jm1F+/uza9YbhiF6fpT/99Rde3SrIY87YJb6qAvNvtJ58bziicSPWOsGClJDHkyy+qV2VxsvQB2fC8a6M2DzPLQxLJ7vyP+MjJsKnRJVaNsK9g/n160+GEulwLGah3UKAnlB2bChoMAnyxCFDnJ6zqd9gLCv10dSjb3gcD4hYMznZfBCQNhPHpxX3zIBVFTZAZ6p1uPPQoYQT6Mn2eUXLmxITu6PHB0f5J4AIKwUHkMGl45mQPtQ1/iYJOPhWIwZ4AOQQHgibCjAmvwDhAEMIQAKXFfvmEm5688AACAASURBVE1bzPXtYCZmL9S72igzZCq4vs2lfaWZ897ZjAOEUFJQp4YkNHztsfqaz9abkp7PZxNirvi7Vi/s3Qbob3Q62vhysgEidCOPI0j1o9a2QPcIafL4QnXfOa4Nbaw8ATIcCLFDun6lGYGaI1/p0XQ1u5L48/kYiJE+j1rkYDZpj2zW5IkljI2E69O1tmr7OI4ELw6HVDAFYaIz9pZsTBJ2atdI2CbEj3suHXfs0dW67mHkxRw7pPUMRVgrCEe8YTiwF4KRZXp9u2bct5suLNlVjap1XM+a45FNc4z6obIgrB+7DLaveL35Q7A5PoiXgu5XSNDrftw24nHb2aiZSwZBLGafvvEWqwUje3etYrmgb5+f32HH8yVJ6t/qReyF3sBGsYTWwxuncjaKDGWxOIlMPWIaNJYSCbGgSTfssf+x3XO67h/dqNsT5bpANhLu8D4e2ulqW9kShJ4NI441aTTwXbHei9mELCoMW1DsYDfgfm/0aWUIk74Z8FEviDebQ8AAjSFlERDZ7yuVHsk7mQMkixcSnsIfDxbSCn47Wyf537UcDRCOoypJpMm0ABBKx7p0JZAOFdNgGIT3gxNVdgRqFoalDIaQ5IdybE+qh0fWa3o+cLwYFCKzZ6jA4Ai7BnYY1BNmjq4FGtYJ7Huh1hHAxI7ENYynHphOcB0WHRQkqAQYjnGPMrBCvs2/n2h27GK9q7pGjsHubNJ6w4GdqveVJL8jE9f1x/qyO53Ua/BcUrZHvWNzqYSAKCCc59ILW03ZdFAg7Uj5droR5hawzs8ko1J9Hau05G/nWfrObXlZAz53bkMKKn73zkzMtsd9e3C9YddNZ+yBtZrtJtekDqBGTeRbbRhoqEzWCRYv7nkC/Q5Pp/XsRG2Bv578FmwbLYUrelr/ripkbL3dU+gjz3Hf9Wwh5dlKm9wW6hX7GjTfMpNRFelyj2vJM8ojWL+xJXAeOYfXl3Jixgmd44vBIoM6pPk8iwDrESoo8bnHYrqmGU6iRGJIgB2G4Q3PDsIoOc6RMZaxwWXVi6MBL78Pxp18EkLuHlpv2PZEzI7Xm8r7uGvHlH149+zrb2Am3zE5Av9OjsBrMugEuP3RH/2RLSwsvOxwXLhwwX7t137N/u7v/u4NH6Z6vS7g/dM//dN288036+eueNCpawOcA9rf8Y532G//9m/bn/7pn9of//EffwdA589e+QX7PgHob/hUTL7x3/kR6A5H9sAq4UswBL58iQS6PbZW1aYxlGqH4W8AQlix56sd/d2JrbZ8xKQ141mHaSHEhiR4JIXI+QDO25OenVfaOZt6ulxTdtNU3h7crNqDl7askIjZ4XxKEjpAAICWzS1VQIQqUZODZ25XKmm1oK+u1vbYrOg6tq+QJKNN7MoL9ZZ6WtVR7LkK84ENBWhUuoQEeZL8sWHF+3v9VEaycUK7AL1UePE6sNjIvdk8AXJvminYfcuE34zkdXWVUkzvdNtqPbyKju3PUllD3ZIJ4MOaA1zZBK10QykxiepswJ/ZaotBQO4PuwU7weaLDSIbM2SNbIBQLpBUDTPzffNFMYuA5erArB30bF86aUsAMc8R6EUu+EO7ZuxvTq4qiIlNcdaNWC7uC1SyIaTmK+v5ttXv67wSkkbS97VTWfnIURWgAiAEiAEGIVXUh+F1h+lEYMwmHSafTSMqAXzE9BaziYbNeSvyzeWqpNHYCdjoAvgY9vC7kDojecZjyvUBk88Qh7Rugsd477BZ2AaQe5PCDZgBzLXGZv/7oXm7d3nTHl6HKRspSR7bAZ5IWDRk3tghdqdj9qXzZW2oOY9s2KHP6WtGfpuMRmwuEXsxoRr3JoMR0t7xNoP1YLMYTNW6Ax2rpzfrAkkkrhPMhQf2Px7cJtDK4ANG8mKjbev9oV4/7rp2aqulHnkUBd+/UNLP/dNyWSx2lWYA4ziGSdUEgZE8D7Bh4IXXGMbfs7GkwQBgBjYwf4AKvKMAFQAOTCTvAXtKrTuS7J7hFQM3FBWk//MekMResWugKIi71B+xECKtDXQvcZ0QanhDKWVfW6pafzSwtA/QHguUks4eVuh5krqT4s9rdUYjJaXDPjJ8YYNP5kSSJOrBwB4YOOYNA/sP6xftzhPHzR+P7UyxZGMaB1ZWLQ5guxKw9h1eb97jK2rIviOMzazhexZHqnxZzg4L/g/bdtjbR13bUd2yp0vT9q1de22pP7TocGjXjXr2sBvX9cXxBmABNmEtkecT4sV1cgkfrTzEDIV8DfsYjpys0fM80jV4KJuSPzhwTOz2BxYLstg8WW7asWpbjPItUxlJi8kYIMcDJcKhUsrWm12tMZxf1BwMqPBsUwFHgB1BjazTsJtjOuMtIgsQ3/NUpSlwzvsmQZ9BE0M4OuJROzHwIbALcMw1dFWearm+hgnhkMSRn5nXZz1abvZ0X3F9bGKhIa29H2Y6ALwYzjEE4n7h3uCcc6GiZFpIe3bzdNGOVhq617mmCEnjnqaclzWa1+Y4Ry4HyLHeMlhjSMQAC0UQ9hSOO7YjAHd/aFoXOXZklGAFYJCBRebGUs6uLaXs7qWyVE1YtqiTJCgOy8pKuytPOMopfvcqTRhJT0KKxWRcjP3Fdl9r6KlaWxkZXN9Pb7XkP0f5xACD4SEDFe451hiyFpDUk+PAIOOje2ZkU8FeRRAo4JuBFfalF7ZadjibsCfKDQ1l1SQRDwcQMP43lNIarhGKyhCUDAjaUJ6lso0KOM/X+5TqYRxWKDIMZ71Dpq5APmqQfUeDoM0ByrNAaq5MzFEl4tl2TzkpO/Mpq9MMEvfUG88AjWDWD++as88qIb6n9R1Ajl2F37HR70vlxtpwodGVCuqZMsFxWAySCuhkKDGOjKQwQ13AVUqWDPkHHDMyalAc8BzhecH+gqEDlaIMC8hrIe3/Ywfm7YcWp/6d784mH39yBP71CLwmQAc0Hzt2zH7u537O9u7dq586deqUwVgDsn/qp37qDR3LVqslLzuA/4rP/JUAnd/7B3/wB3bHHXdYLBazD33oQ68K0F/tBScp7m/oNEy+aXIEdAQAhHhFeVDDQMCe4SFUdzSdxrGwmmpHMqbN05MbddXw0N99qtq1g4WUwrLYjMFZwZQOLKLwoYVswp7fbNiRUtJeqALgqa2J2nWlpDaRSHLvuVQWgL6umFXqO/5SgCubIibsO9Mxsfl4pklUh7lFbnslEOtAPqlN52Z/YKerHSXksjlhc63qnDH9xa5VOqF0lJ+DMUoq7C1taz3Sm+kHH9pVmZQ2jMjyCAvDN8xG6epSxk5U69ail9eNyre+Oxu341stdVQDoN42lbbjjY58iCT/IsmOAAbZkAT0ENPTi0R/KLYZgA4DD8OlMLpMWKvGhgrf6Uj+2LGtUKUDQ1zK2ul6105UG8oF6AYw7TF5iwktY+OMj/Jd8zn72zPrAkvyY4sJRRobhMnADB0cEyNN4BhMI0Dg+iJe/65YVuwECym6vTP21Ba+YpLth1ImEAjHuWCTixwWgIZN4Hi1rUowhjxX5zPyU19oUcMXApyEE7J0Kz2ujrEqkehnrgQDW230JZ+ny70UB5iOFGgHcwmTDwCKe7QAhHkI71ko2cl6U5JwcgJIeeYzoOJQsJEXte0JmMqkfeHsppG/hi8TVQZMEYwQicQAEzbdSPv5AuyzSbyawK4grF3i2ochYmhAeNs3L1XEusFIcd5g835k55SdaXTlW7/Q6AsYIfvlPXGtnal3reBG9XMf3rPNgnFgd1/csql41JYadH5HdE0B5LBQZOKulQgJ7A8FNgDsgBA2s3hNp/yoBklTsYRNJ7GNDJXSDYXKZhmWnPOLzJr7AMaTe+18q2PdwUhyed4LUmSAPkMzNvzc/yQ8M2DblU3pOiHL4R8uEf4WBuCBeVGb8M+CHzHPdW0uHrOnNxvyrLY6PfvxtSW7bnXZLnhxa2YzdqC8aYc215WUzc+GKeZX6O8rcvNXCV4TCf6yNLaX+cb5Dd84cMD84ciuXlu16Ghk91x3vd09u80ira59X3nV2tmMfSuZ01ABlcWRqYw9uErKN7kaPcm5CTC8qLBHLCYkb6Os4bNFQjWPy8DP0b+j2uEeplea0EeCCM4221rz8AdTB4eloRqENXU/tmfOzlRb9ki5bsuNnoALMms6tgHMDEo499+/ULQnNxoCyPiukaLfOJO35WZH1+KJelvr2HQ8bifrbV3ngPFbZnK2mIorj4HzhqEdFQu+dO5vBiZ8D7+HuisyJhie7MwkVS1IbznSeAYNWQ+wi5XBlVSeTA4CzbDnRPBnc404EbURkP7OmsmCWWl3pWRimAUIxe8MO73Z7coegxIEiTzrBscOgM7AlA5srmlsFwwvkOUjgGfgwKANSwFDKD4TAJZhIHJ1mFrUSb0g0NrK8JNjj0Lpc+dhrpHBh9c54ZCoWXhd1nUFW0ajVu33NWTM0ZKRSOh+pTaUv2PNhaHHtoTqgOExQxKY98ZwpCEDX6WkL7851ZPYPzh3d+2attG/BKcyfF5tUgPnKfCPAcfDG03bk4vbiXLb+pGRnlvYybCqcJ3vzISVfaydnf7Y5uKeBjAvVDtam1I+7PNA3nbyL7BCkbGAPYKfKXcYE3FfRjUIfGBty9axLCAhGxGamLV60LPHN5pSQ3HcuU7I4GCAOfsvtpQP7J6xr1+q6Py3RhGLOeRjUGlHNoGjoSKp/DyjYxaREol7g+E9wytZdzyUHqjNonomcJ8yvOY6x//P3oJKOq5r5TFEHGsMw+cy9i/++cvX7ZTlbvI1OQKTIxAegdcE6IPBwGC3P//5zxv/zhfg+Yd/+IfFhDtKFX7tLxLaP/nJTyrF/aXg/JUAnf/mdyKf//M//3NJ3V+NQZ8A9Nc74pO/nxyB1z4CsKX4FwHiMJlI70iIfq7csmA8Ur80EsL9mZgdq8NMDO0CG8GxiWkFWDZ6gbxjMJU8vJF7I5UEeJytdez7thftwfUt1UMBcJFrs7kDVDyy0ZCMEz8iAB6mFFZ/dyalv79xOm3fWKnZYDjQAxtvKv2x5U6gkK3FTFKbLkD2agdJp2NZwmnk8YQ9CJRQjAQXvx0AHfaTz3bHTM5Wu4GdaxJMN1QoFiBC4JUKsgQgkjRruqB72pQQe4PCgNRd/HYwrQDyd84X7KlyXcMN+TM7bOjoeEXK5wjs4FFnk8gmNiUyNyLFAICKOquVVsvqfVOaPmAJT3096MsLuj8Xs+O1rkKi8JY2umGIHwwcEnLA63QqLv/vA+s1MepItmFu6N5eaQcaFvBn+CsJIWJ/3Qw4hyn7/m0Fexh2eABw6IrJ/tCuWbGB+A1J2eUaYVPd7PcVjkSl0p50UhvopUZXXuNSPGr782H6+ekaG2U2jREpDkiVZyPO8XnrVE6NAQwE+DzUK7kjxxK+o5+FcW/1+3a4lLML9ZYGC6T+srHGn3iy3rITlYaSh1EHMIzoDMbmeRH5K/GcX11I2hdh0GOuxdV3DsBgk+jZM1uhvJSKKkAJ7A7Bhww72NjHSXTv9ARgj5QyGm4waMAHzfWBSoLN97oC9bI6h4Ty8edPbDYEMhg4wHixcQb0IeclKR0/7lOVhs4DHeN0uvO+VnRtuqprYtjC1lb+9STNBUOFOj1fbap2j+uIDT0+WwA6clZkozDSvBcAKIOTxmhkiwzNhlznA2sMA9U+cbzwgiM3BdhzrXKvI2NeavdUSQYgu7aQtHsu1WwcGVs+COz7LpxVpkTVj9tiMLCbls7bbLNh/Yij70mCpF6BqV/Gel/pAr8MSvSPF9td/xWkL6czdmGqZNdfvGTxYGAdP2Z/8I532AujqP3oxXM212za6f177di2BYFQga1Y2GgAy8q9P+MjG8cugRJlLDk+bQfYT1DSIPuHXaaq7FyjI2n8CPYv4ihwEQ8ugzrOHXLjNpaDAeuao+ELQzjOQ73H9TOyPYQFxqJK/SaNGzvAj+2eEoghuZrhGwNEbDiew/oRWGs0FEv90V0zds/KloAYHmmGWdSAbZAeZiY2Nu65UlicqFBL5mo4eMNU2nYnEvaNtYo6wjmXsPuECTLYoS4L69JyhxaMkQAmYArlBSfqaLmpYRZspudHrdMfmoeao9OT7QJQqqbry7YKrusfWCyqGxx1D8qjGnaeVNziXtSObbU1pNuVTsiPznpLoBrBlFyTHEPWI0A2gJt1j3P1ZKWhoRf3LqCb+wjAjy8e37ryPbqBhiSAb1QttE/wnGGNJgdieyqulPL17kAqK3q5qfaSrz8SUfsFnz2UxXNcIxrEHM6lFUxZSoRQmTWQ1+dZ8nSlqeOHconwtq1BX/cnChKeWSSvP1ftWCwShuFdlUvrPiBLpUn1pOPY4WJGeQIrrY5+jvWOgQGM+Gg0lF0AThmFTsKJ2MlGW754Bi1UhmLTogqS++rUVttGTJF1fj2bTflSBhHayFrCOpaLOfaji3N2z/KmnulTvq/Xu3k2JxUIuS8MJslMyMWidqbW0TnflfLtLTNZWSrIRkDpw+tcU0prgHVlTeFYInMvdwMN/FhzUVAwNCJ/gRpH2HcG5FF+RTSsAeSKI2X/TKOna269F9h8wpXajfPBPcpAvJSI2k8fXNB7mXxNjsDkCLwBgH7lIAHOV1dXjU7z+fl5gfQ3+vWVr3xFMvlXgnn+jN9FzRpDAL7+9m//1p599tkXw+ImAP2NHuXJ902OwBs/Aky8Yf9g2AhRYzMKs8sGig0Fm3bkjLAIj2zWJZFlw8NGHh8q9Ud40k83O5IsIkOEMed3EuxEavqhdFyACCkdjPH7F4sCbccqTTvXxBvYt5vm8paKRhWEFndceQXpdX37trx95fyGNgd3biuKPbjU7GuTjaeXnt79uYTdv1IV0wsognlNeiF4AisQtgPLj4ecnyv5MYv5EQUbrfUGCgJiw45tFWabzSkbnV3plPrTke4x8V/t9hXiBeMGIw44hg1EFkvS+0qnbQU/LkZhjd7dqKPjBxPLG4lHw/cGA8b+EG80GzI8uIRlsQlESnl9KSNGHLuBNnIxz941l5NsnE0PntYOslGPvtyRApTwJCNHJGjn2UpT6em8HqwxUmfCfPBg0y0PSGtjUo+EacV8HhQBbKqU2N0dWM6L2Pt2zdo/X6oImBLAxoZwPuOLcWGwQLUPm1tS6dlsMTyhzoffxfBGUs0h+IuGAEDhWB5OhgR3zJJ43rMTja7ALwAe7y0/f6IGaxxKvA/m0krBB8TgscVK8f3zRXtmqymZJTJQNulzqZidr3f1GgxJkKrCRJKZAFAh1XkYGSn0jCDAJzYa2hBvw6vZ6lt7ZJZ0EBRE7M75gsAUFgOGRteUkgJ2p+o9e1Yd1APL0WcsZn1o+zJx/X5C4Ag2+/L5DQESTjqDIGTSsEh429+9o2gVasUY+PT7krgzGBqPIkofZ3iEJQB2DICMeoSBBpLd/fiIK01Jc2H0Z+K+5MoMUJADc28h/2W7D0hHIQBTC9DivcAYc50A7NksAxrq3Z42xzd2mnZdedOOJVPW7g7sjuaWXbt00ZLBwMpezGLjkeW7BORdRt+vUi326sFrL09o47+eyRW1mZ9vNmzoROybO/fYM4uLtqvTsl2nz1gll7Nv7t1n41TCfIva4V7TNnMFgSgqotyxo891IJcQkAEUA04ZHgGOGDzhvz5cTCvdXGtWH4tM3JocJy9k8bDATKXidn0+ZQ+s1Y2zBHhjcAJAI9QORQSDEsBeuz/UvcG1zPHkXoWVJg2e1wAsMTDhusF7m3c9+9HdMxogfPnseqg84X7ES6yhVs9cZOWDwH583zb78vlNMaIMT+ZinkK8AKUM4I432howzaeS9ny5oXUFdQQBgAxi7l/dsjP1tjlK0GaVcuT/5x6EMYc5B1xTqwUwBlznAHa1pqxDMY/rcyTJeqUfWK8/FmOLTJz8DClKsFdEkdVn7GSla60xQytHa2eSZoZ4VDkNuZgvVr8/ZJjb1XyGaxq1FjYZFEf8O+sjQ7RWf2wPbtZVo1bkmh6MVGcJEOc1UVNxP12otyWTH44CSappizjdbOv3sX5MxV0NCi92uoYZg0wQBn2+M5bS5mKDYEZqQLnPQwUHiiB8/DQQMCTkXmXQyH1LSv65ZmC7GFwNAj0bUAppOILk3Pc01GNIw2dhYMwai0XguQo5DUD2sdbIkROxQTC29migrAauW2T0qHdQFPB8Q7nAWqW0fUPB4dhiMqZbjt/JeVjqDHS9yH5lYw1DUa5gMeL5x3AKGflH9szZty5t2almWwNJ7A/XFtMKOj3eDH3iuxNknTiyovDe9+eTdjiXUi3lc9WW9UfcC2P78J4Zu3elJqUCx4b/Q96PxYtnDGsudg6OJzWHDC24Z9AooHLgs3K4efbB9qOIYuDCYBFVDiw6w24Gf6xF/N3/dmDebp3JvfGNzOQ7J0fgf/Ej8KoM+re//W35wa/I2l95DNbX1w3Z+u7du98Uh2cicX9TnIbJm/geOQIAaaqv2GACFGGLAbNs5Ok+pyeb9N/DBVjRnpghTfkvP9QP5NPy5VIvhmwdLzFpsWwyTtRatiOdEmAATK33A7ECJNkuJpP29ZVNbXCqg7F9/0JBwJ+NcjoKG+aLmbl5KqsUY0KRbpvNWKU7FFjsjgGgVMBQ2ZZQ0i2bLdLKqZaawffewqsZbkQBuWzwAIywNPmYYwfyKVsGkPb7Ct3pjanMSoZAZhSEtWJByEQToNYMAnPHrs2k8Iy7dgnPaDBSW1OSft8xMr6IJaOedYcEbcEcJ8Xo4CnGd5eIRe10tSVvPGwxIXIARlQLbJ4A4AAxACnyVzZuKARI131gtarNcLlNCjxAiaqvsRKIYbnweAOs1WUfBUB6lnJMg4+TjZbtyKQ0UID55ku98WyAU2QAwGSN7Gy7LTkpnlW6xZ8qN6VqOF/riCXx3FC2yMAC1haPJ8FxsMqALYLfsHoHgSlBv9LuCzRxbXAMSF+nMonrinOPdxYfJV3a2CboMMfqgP8d5plhxXg0tCbSY4vYyXpDdgjSnPHHE35VGfQtGw1DsRhswHACqIcRs812VxJuFBFJhyT3sNLs6UpHzC1y/CfKNUlDYbEJpbptW1bd4nQh4zdGqQAjiGQU7ypKDZgh2Hv8ljvSCRvbSLJe34uoFgslSpVgJCqmBkEo2x0O7R3bCmJ7kZDy5ygz9iMnj5qULDsYVDDkSMUFEp6ptNQXzl5/Tz5pL1TCKiXAu84vKdmDsDYOzzhDD5QsODyxi8yMh3b1hQvWzyTtmLmW7fXsJ86esl1bW9b2PSun0lZsNlUPFrLZL/7PK8D45QXt9QA6alrBw7H1olH70t6D1s6mbF9l0/x/CfP68rbt9ki+JPYx7TDA4P0PdD1xjGDqGLBkPUcMP4CQ44zdBRXHMBhrqATzx32ptocoFV0jgT6AB+LvrctBhwAqjhVe6PxlGS7ge6lJ3sNIw6m5uGvHq13de4S7MXDjnuN6oO2A88Yx5150LgNGasam8eBWGuoc52gDbqne6o1IpQ80ALl1Ki3by+fPb5oTHVtk5NhswtXgkoEMkvlaf2gf3DVjX7tQFkiB3S7FPAWfkX1BMjzAF/CO7/hUvWMZfOYW2K3TBa0VT5dr6qd3CGVMxiRpBtiy5qE+AcyjbuJeZggFCxp1ANRtSZhZL0BR3hgbSl/d7TRx7Mngzx6rvg2ABoMP073c6qoWLRsjZIwhhaOwOlhVzgfHj59ngMXrkrPAukLlItJ+BsD4tg/mUrJbPLrRksQdBYisEgBNz9MaiMKBsDV86qy3rBusfttSVLm19HkIGOPZpdDJZk/s8DCggtFRqjmf73SjI5sOQxbedzwCe+tYntfp9W0+5lsPJnxkqpRjjWe9Vcd6P2zF4HdwDrgWkKej9sKfDehPxSKqsNubidvj5GEMCdKMSPLPcAU7BUCUoSvKHNZlBk3FeMw2O4FlY2E7CKozSCyCKRk4czy51j3HtTONloYreT8c+BIoyjUDMCYtHzVXIeEqrO6FLWpMqb9kQD22XcmwkvFci/56k1KI5zwKDwajBOTx3lnPH99sWicIgyE/sFCye9eobXSsTOaKa3pe8KxmOMYzDAUF+wd+F8/XFr33l20Y2LDm/Jj1I2F2B00x25M0nvQt5rh20wxDflQnHQF5Bm3/9017FSQ5+ZocgckReA0G/ed//uclY3/ve9/7qsfp8ccft7/6q79SkNub4WsC0N8MZ2HyHr5XjsAz5bp9c6VqRxTaZZJl4hs8ViV0CDlsSgFUTLrxOe4gWdh1Jf3DN7wrTcpzVQ9b/H6wPVfRl77Z1FT/1rm8wB2AkiAtpvn4FZmqE4pG+BVA7/a5rOXjnt19YUsMBZs0wBab0+eqDfn6tmcS2nzDbsKaJjzPSp5jb53N2387t2FTSJk9V/53ZOFUBcGEs8HncxDcA0vEhpX3SW3OhnqAA7HHAJ2bp9KSYcPKIBevDocC32zU1nthKnImFjK9G62uDdn09kcWjUbFdMAmkJjOJupwKWUkZdOzvj2N53NgB/IJe3KzaVv0lEcd6xOU4/uWcPFCBzYcBuqpZohx9/mygAvM+C2zWTHqhEWdb3aV3K4iKcexoo+/mc2zb338yD3S7F15pxk6AEg4PxmXUKaxPguflS+S7UtJT58Rxpm6H84NgOi26axtdHtilwEibJR5VQUQdQe2FSD1dmxnImFHt+o2HEVsVxbgEA4OOuOxQDTXFT561BkwegeKSRsgY426SgEGTuKlzsViNht37WSVDnpT+BTqh+2ZmHV6I3mC2YAzlKniKwUw0G9OaBmMDbJ+gHA/9JAmfE9hR63BWF3m22NxpbxDka61etrsAxBgxQE5sIwoIfD247msDfpKwCeskGP7XK0thm6t0xW4kd89GrW0a/pvqowy0bCHmTCqlcuVctgRphNRbW4PF1Ly38NSIeW/1BkohZ5gQv17yldiNEGKpFYfrzZsnNSvqwAAIABJREFUuUlIX2itQOpMSBOgIDYa2oGgb2fTScu3u7Zjfd2uP3PW8sOBbcaT5o9GdmRz7V+7v19SIfay9enV/vylf/aiBJ0LLmTQN5NJOz6/3RZqVZupbtlqKmN/cfhqO14sWRp2sF631nRJVUrcL8h4YTSRldOUQAJ0yBJGNJhDZZHxfDsP4xcPg7w4Z4CShaSnWizyJLrDMMmbzAzWBNYgzim///mthgZBgBmuezy12GFQAEUcWNmomgIYtJFkjkKDYRj+aNQrnI8MisDR2PZlY+rnVihZt28LKf9ycCAsdkLrBmFvdy9tiqVFko6KBI+t1DgOtX0RDQoBtE+VG2KUeZ8Adth75Nr8PWD11tms3b9SE8BL+hENXrhWnttqyU5C4jqBaKyRSOgzUN42th/YVrSlTs+OwdhKrTGw3Vm8yaasAoaDMLPc7XR8t8SCR1Ux2B8MxEgT8sgghO9BGcLwleA/ZjX46GHcH91oqD6La5WO9WovlDCHVWTdUFpNpgHSdde37SnWksCqAYol2P5QebWYTdoKVZrqFk9Y3BlLdcWgQOu3H7VCDCtQT4GTrBdYlBjaUtEY5piMrXt5AMHwmCsS+80BJcCHrRNFjxaEiOVp6lDApaN7Tj526tRcLCiehkF49QGXAH2+tzEIu+HxvwPEGZbwvGFAUm4NlK7PkNKNRGUtAhSzFhIYx5thfcQTzhiBCrNrS1nV1cFGM7zhWeM6Y+WDAPwZhrJ28dxjTT+v6j3AOzkSJLUP1RpAGvpDG3WpoBS2l4hbEnHMOGIXkKnTIjIYqzeeIflyvSOFGPfWiK74RMzao5FdqOMBD9VnlT5NFPSgR/WcuXEqIyXJ/SsVDWwzcc8+uLtk37pU1fXMgB770I35pN2zumWzSeomh7K68VYIBMQoQF4Lw18S/RkUIG0niwDfO9kjqAYYzPLfb5nKqZmF4SIKBurv/s8ji7IWTL4mR2ByBF4DoP/Ij/yI/N+Li4uvepyQu//Mz/yMvVrl2f+MAzsB6P8zjvrkNb9XjwCVL9RV3bEtZ0vNvu3PJiTbPFptCoThP6O+CT8gPceEVQFgniu3bToNC+bKF0uoz3wirqqtPWk2pE07Ve+qsxrLXLnTt6PqPPft7fN5e2S1asWEp25mWJarCkmxB8cJenORZI4FHpHLEQYGM43LD2kdKdrI55GJkkgOW/D5c+vagABUYSimqTojBRsWIOraTVMZpXzDVBBuNZWIy0NMRyx+RQDlen8gBp1NH6ByTz5lW8gX3dDfHMrgQ3YQphMmH0YZbzosHV3afKaY5wgkwDLgnySFl43Werdn75ov2jeWN63eH2mznvIiAhVsnJGFswkjiZv3T+gZ/fH8Trp1CTI6VesqbR22ibRtNpR4Ydn8oVZYanckf0ZJAINGYBIp7nzfVqdnMylfEmsGFY3h0IhlwnoJi8MmkQ0T5Dybrr3ZpGwEK92BHas0dOw5LrA2HCM2o4BrQsjw8TNo4e/Y6NI3z4YMcMPG7sbprGTIMEZHCmnZDaZTnn31XEWvn4r66tSG/0TCX+0CucM0Zz4ruBDGiQ0qQwmqsfj7vA/Qoy88rP3ySDyH5ceWQCjgYGhBxFFg3+0zGfn4UVpwbXBNI4vFrsHGnw9+TSGjYQLAZr1L5Z4rUMK1giedcDnOU8iahqw77B5fb5mh7qgvBQObX0L3FOg3GNqRQsqer7XtYC4MSIRBwx9K5R7MVDHp2zrso8E+enb9eGBBJmvPYBWpVOxHL5yzQ5ubqgarJ5O2UN2y/ZubuhYl1n3R2/0aEvSXBrP99xassdnTxZJ5DLCqNXOHgT28sNPO3HCtHW13be/FS9ZPJm11YbuNHNjJqIYTABo64gHdDIcIm+M4o1jBbw0oRQL+2EZTDChDJQY5sKt4ckMGHbDXUcgVwxqGELC3+L0Bn6Rjcw8CDAn6w7MKM7ktHbf1FrLynuTeWA9QRyCBZsDW7PVtPI6KidyWjmnAh+KA4CqqG7l/AWioGVBbAHDmEnHb7OOvppM7kM83SdXboKehwFZvKAn46XpPuQGEIOLvRRVAIj33MZ+PQQKBftR9t8jl0KDC0XAHr3GWikVsOB5gjeC+qIYLgDeAtqoW2z3JvTkWyOMZoOZhLMkIKGaUx4CCgAHZZq+nn8NLzr3K4JB1kkGhQjJ7eK95ZyGrvdEbS0YNkEVufyCTtP/v3JpYZ74HFh91zNFNcjMc2Svw53P9oljBR83vW+2igohK0sxnLsVJXx8rJZ6hBeCRoch82rdzjZ6GryTHc3S9cUTviw5vlBMMugi8Y+0hh4TzG4tEVAvJIKAYd6w+GKkvm7A6PpFsLXFfjLsYdC+igQzqFp4VXItYcvhc1G+KlXYi4XU0CGxgVA3SehHVMURxwHrD0ALbAmsF7DBXLUNmmG0k2qjNWKPIOGEIS496qxvYZoDCy6zaG9pNs1mrMQjuBXoeoEQYX27Y4NlHmn8+HrN52OUmQ2UUSEP1sfM7GHgzbFrp9OxcsyefNgMJhnYMkDhOKHs4nmQakCiwJ+fbaiuwxgj/uiOQToc6zzoS30l53J1KWjnoKxSU48Wx2JlhWBOVZYLrluv1gzun7aFy1fpDfOcDqYlysYjqLxkowXqjjOAJHd5HfX1GFAMcwzNNBsYRseoEHRIcyhrOUEgVeVNpW+0ESqdncIVt6RcO79DeY/I1OQKTI/AaAJ3e8b/4i7+wubm5Vz1OGxsb9pM/+ZN29913vymO4wSgvylOw+RNfI8cgf92Zl0S2lumw3AYUtGRbgPO6WSFRcDvRnUTwA1WEFBJ+BD1K9TgfHujZi1V3wD3ImEa64Du70BJ2nj86AF+aqOuzRaA+rF1utcdTfDxvO9IxBQ4NJRvN/RhMtEnwAv/HMCFqTx9srAyAElCw9ioXDOVtgdWqqoGw9/GJizrUr02VC0X4P59C0V7eK0mpoaf4b0id6R7HLaoNxqoIgYfIhtipNZZetsDJKeuVVQTw0kNmVok1bXL0tyeOVZn84eH0qcKJ9yIXF3I6HtI4mazi/zzpqmUPbbZUjgQ7x8GmNcE2LFBceimZiPsk7Ddt0ttPKhR9RYjqcVOcGyLHvqYtXoj6xjSfLO86ygEjg3YRoewMc/2ZGJ2ot6TPBcZJz3aV+p9YJSQ9gNwCeAD1LBBhcEg9R3QghQcTEeFFpsumCQYf/IIUEPA5LDJLVxmyE418CRS55OUL5PuW5gzNm53zBTt3o2KPJowyPx+Qr3uXUE6Gf4eqp9gXUhOZ0DAkAPWEXCHd5QhxwNrFUll8XySMEwIFOwQFUeoGgAhYdeyIyCN1JfrBYnr+3cU7KmNpoK/kL4qeMuBKRxZvYMk2bFDxYzNpTyxRyQ3w8QzAJhLoSzp2dFqQ8Ma7Au8V7y3WB7Y0O9OJuXvx1e6Kxez58tt3TfAIQZEhAhel4nb/tHAzsUSYlyTZ5fsrvOnrWAjO5bNy4Jw59IFS0tyTsE9+QUvTV27vLC8HusdXqqh+fNyalvbdW0pm7Vct2tTvZ5tJlP2j4euspPJtE0HPVvodOyh6Rm74CVsOkbVXBiKNpOMS0EAGNpo98X07c4nbZmkb1U9wWCbsg8YsgGOYfv5LDC02F5grt2o2fNbXQEL5PukPiMFp6uZ10OhgkQdgJFJ+Fbv9hU8Rg0WeReAagYnfKKd2bhdarRtyPci4aavm7CyTNz8CKVRI0lmOb8M7bi+rrCU6WhU7QeoZABFXCd4n0m5V1+7S9gfaxMhWFyHjpL1YRm5VgDrrBG8NkqOvYWUpOpUUKLMIVwOGT6AFcDfG1CXN7IggirAQhsOVXiDoZKuGUgBVpD4p2NhHZ+rOrOEfgdKJEAogxCYUwZFUwLVIcOrgEML2wxQ13BfMfQhkA3whmSbcwgQZWAUVjAyPOCctjRQ5bOxBtw8k7NPH7uk1+V+IEmc440VCsCFEoR1gLUS8AkzypFgiIv1g0q0q0tpSac5vihRGBSyBpyq9TTMYmjK72SowDoECw0QBswlnKjdNJfVtQbTeqndtQO5jGrfJJMfEfaXNNYamkVQs1T7I61/xJCR60ENHYovwhfxM2NH4HNzL/Jc4ZZinUDujUxeyqfLFgXWQCxA5HYM+pxtrCyhAmkTWX40bIIgBZ/hGsNH/UybQU1c1pzVZkc/x7WH0uJAIWlNggTHEUv5Zo7jWrXbtVIspvur3O/ZgWzKZlNxtaQwpGSAySCVe4eEfxQR2Ma4t3h/DMZLKV8J+8jr8btzDeFDz3pYeRzlVtT7AykFUA3wbOJzsJpQZTediikfhWcwlZaoRKgOZNDBtdxEPea6dvN01s5stSST74xQfJHDkpCMn5yLHscxHVc1IAOOU82OBlY8zRljKrzVjegzcF/h3/cjDDZpi+mL7SfVn9R7MiYYYP4fR7bbDVOTkLjvkW3k5G3+GxyBV/Wgf/zjH7ePfvSj9q53vetV38L9999vn/rUp+wzn/nMv8FbfP2XmAD01z9Gk+/493EE2NQCQvZlCTUKv9gIqWdWnmizv3phWYzFrjQp4W15+QhD40FOLyzpq0hAefjy0Ce9l27js82eenm14euNxJywwUDidlU2Yce32kZRzmzMsxtmYMxrCorblnTtYD5r3THM4ligkQ0Umxs2bjArcIIwciS90pcLM0DocKNPSjhgiK0a3seOmKY7t5XsWysVDQzo9o5GHSUZExAFs5GJuvaOuYw9vtkQeMLbui+bltQVAEgPeGeEQqAvSSdKAjbcvAZeRXX+dnt6D7w7pJMwEAwsSHzGDw+7R9AOrA6yQjzI714oKWRN8smxY6eaLXkzw2GHY+vtjlLo2dDS9Q1LA6BZTIfsEzJzZJmlhGfv3l66LDVt2gvVhpQIfM5BMLQteqvjMSumXGt0B2JZjkxlbSbmifFNEOKTSUoazNACFpvNHO8Z5gkpOpLQSCRMUN+TjdnFVmA3IquvEyI2sBU2owQhmdm+QsqOlRuWT8Beh8FqyJfXYWwGgTb1eOIJReNnqR+6fa5o316rqlebDSN+e8DKk+WGgu1gka4vZfXeAEwEauFhZFMIMCBIiPP23FZDvk9ek4EEr4U/lnRsfNpskGFoCcjiulyVQiKwhO/aW6YySjq+0GzL9oACgbowEomRueJb5V7ZmfJtpRNoSLU3B7AJ64DwTvJaeDN1PQbh9Y1lAtYJ/zHDA1QmV6Viln/0KduzumIX8wWLLWyz7Omz9raLS0rTHriuZO0+Zv3X83Vz2b0MpHOTvKSWDCAN4+xErUiQm5mdnpq2o1cftjO9wA63m7Y1PWX/lMhL3bHS6UoyS6WTQFCra4UEwYf45VEShIwuYOZCs6c6Nu75ZbHUXUv7nurvzjYYTZmA3U3TWfu7U6sCFEi2yRSIumEtFsw41XVIsQGX9DZT+4X/tzuges2kGkChQxgYgJN7BlAL+LluOmvn64SkmVhQ2NAjxaw9Vq6ZMwwDwI7kU+p9hvXDI8wm/8ktAIQbqhS8qNho2D9A67FqR6w9FWMM6abj2C96uqepkoJl7wxJcHd1PZGcj1caXzABllgt8CRfbHV0LPksD67UdK8WPU8sJdcEawwDMvzxFSYZzsh2JWmVGCpLgmPH+kdrQjwKOB8qS0Ly4Lhv29Mxe7rcsvJgoDWJ4SUBgKSGIxfHe6xz0eoaHCbtEdyLAP9mf2zTyajUIdhJqBCsYN0IqIA03XesL7CmWEMSEVPjxn96fklgOe56lo9H1bnOQANZPcFmfG4yIFABkNGAYqXgufZouWaxqKc+cphlpN94yQFtnN/H15uqt+TeJZ+iz1DN9zQEAfTGFejm2F07i0qDR2HC9ciQjPUX4MpTi897lCFlIqZzymCH30kVJTJpOs9TvifbgVo1bKw8Ej3wxmZOFLA4EhtM0CIqGtZ61kQGnPy+xXRC1xLnhgGvEtz7DHNJcKcOMXxOMiDkuiTLhGNGEjzDBGwKSPsJtdyXS6geLRP3FfC2PelpOBs4ZsvNsP2CZwBD1yuhkAxsGYqiJqNb/VStpWdtwovZcbVXRCUvZ/DBuWHgiQoiGEWk5sIa1h72taYX4r6dq3UUwrfexfuPSilseQAkY2ngOO0gKb83CNe6akcAnc9E0wG/F9UEgZ4FFEW+Z6dqTYUI1rvYGggjjdpUyrVnlCcA+B5Yuz8y16WujUDTwEqJmAbyBMahpmBN2ZcmkX+owQPWLdbwX75ml11dSP372KhNPuXkCLyBI/CqAJ1atb//+7+33//93/8OFr1cLtsnPvEJu/3221WL9mb4mgD0N8NZmLyHN8MRYFN4ptEWM8mGly8CffCW788lxUb86XNLqggjbAlmls0k6ecwlAD0J8t1eZHZPF/kAcoGx4nKp8aGnqRhupmRQSJNgz2GnSDgi03TbCyU7pFcfqzWUrovib6wnXidl9sdyRWRCUK+JegFH41tpduzm0oZMd6AWfAIQInPgaSbDSeVN9Rn3TFfVIr7fMoXU8CmBrCPd55wOWSTh/MZe75at/H/z957Bll2n2d+7805374dZ3p6MmYGGORMJIKkQJBiWFKSRa5W1krlLbn0waHK/uYP1he7/MmyS671SrviSlpZiUEMIAAik8AgDsJgcup8++ac7zV/z5mBQCwt21XaElF1u0pFqKf79r3n/M85/+d9kouNwshuSoe1OUCIShovoTyAhttycaXLJ0P+awAWIGWSTvJ52EDCOsALwxaSENwZUMfUE/PGBoRNI5VOn9s1Y89uVBylQLdrtf5EagA2M3yxeWejg9f0XLWtXmKAJH9PfsTxxM7WnGTvL+/JaoP87SsF+XHxqFKlNB+keqtjS7EAxnGrwuB2h3b3bFI+b3z+vBaDB2TggLHOwJEUw24wgKDCa28kaJtd5N8eBfgw2LlzNm6bJOb3kWO3xTyRCr8cC9g7pY5YzBSA7xqrilQcJuloJnGtUsjEblK9A+t+rtZRhzKbSmwUsFanyk2bjTmhS4t0i5NITgy327EAEGqF3BkANULiX++LLYIx5TguxYOqHgK08bdg61jzAAYGPQxo2kgrg347nokJrL9dqovRvQDbSH3WaCi1B3aKI8mo6q3eLTa0PmGKWS+cp0v1lq4f76Bvt25uWNXlttHCnEU6HXv8zPu2r1BQ8Fo1GrWZdtvCzdZHbgMf6f6G3RbQ/rAs/dqvfOh7PY/XfJOxqpb6bo89s2+vjZMpC2/lLd3v2vsHDtp7y7tU99VtNGxMWnY6YTdlYvZmoWoJv9+R9Xf7FvD67FKzZTdfs64APC7W2zqWgNqtTkdAgkA+QA75EZxvhmRcUxfIAAj57Z65lL1fbtjQnFo7ruvnt6sCOWQpcM2mA24xqQTBcQ95o1yz8dCUrn6y3NL5h+FX/VI4IG/yYjRkxZ5jQ2iiMAEMBPwCQUiVyXZgQHdrJq7QPuS+BFXdmIpYaTBUkv9nltJSUDy5XlRFXZ6BW8AjRQdyeeTJb5YckLM74uQNeF0MbHpi9+bDYUcxw4WoCQ7vOWaXqm1LhnxSicAe2wS1xMhuyyXEbL9ZrOv6AMDyuRrDiTz4M3g4JiYAwmASuTL3DFAyNWL5Dh33fkeyjDrH77Zmf6z3R3YGHeh49+PIxIf8u0fKAkIsXy827MFcyl4plDU84P5W7/ctHgpYvtmxlXhY9ZKsbX4HFQg2AgZUWIgA0HjkGUfC3pMK/3+e3pTEn/sEHnmqHRnmALL2RkLm9jgJ9KgSGOJw77w9HbE/v5QXGAToYXPg82Jl4HqmAo31wj2MQ4p8uz8iUd+jqj9+HlG9xzOxrx+Yt/fKLXun0jSPi/50tAoE3I0FGG+fidmJAmGiHuuMnS50QO7N6ZhdqLdV4YmCAGsTAxguMe7pJN9jTfCqzSFg5xsoitx2OB7Wc4BnD17/7oCskKgGO5w32HAG2rwL98QZot4/E7MfFxo2j7pjNJDixw27rq542PmJ7UuE5CfnvBLLScUoQyfS1BliIfN+q1DTs/bGTMRc47HqMJHJX271xS7TrPLllVnZyADdfFaGo/jAuXcz6ME6gVSe0FOGreSI7A6HZNliOJ30ue3dRsf8E5fTcOL2Wn3UF9OOnQRrBveBG0l5V52k1wrttuTzbp5x6mv36lrDw44KCnVLtU9WQ8gu1Zs2GyEfxmHQd/p9/V0GXJx75lJYgRh+oO6g9YPsDsIZCWRFwi+1FQNDc8ti8rtH8aBPAfovwj5y+h5+MY7AzwXoeEl+//d/306cOGGf/vSnldYOk3H16lX74Q9/KG864D0U+sVIXJwC9F+MxTR9F//0RwAgDmgipRsmii/AFBvceTaunb5983LBPrucVTAVrBCsHiwqLBYbmxM7dbFjV/k3l0sAGNaZBy1p3ISL4aWkLm0lGhAYRWZHuBib/OtJrLDTBDbxcPe4vJYIEuZFJyxd4shinYk+PjU24zu9gT04l7RXd+qSW7JNYsMLm8cGj88AAwLzAviD0SFxGIaATSOfHYaUnzuUpILHpx5oWBskpWx86TxGVo4sFcl8oeMAawC2fIf9iYU9Y4v5SZ5FcozcGu+hU10FW+3zuaUyIOyHDU/MRwgRvcABe3QxayfyFYepanXFQr4rxhiGbaBBApsSLADn6x35pq+HSxHYxge93OwrOOzBuYT8vC9slbRZZliA1HY+6LXXdpq2kuR9j7ThRjZ8PBuX75/jSWYADCJfAG+ltHsIRHLLjkCqMtVbbCYZ1OyPhexUta5+dHrvYRAvNUlxht2PWLHbFrvPpn8xHLLTtabNUhVkY1XW8b7wn/PsOBiP2ks7Zdsbj2iw8MhCUhu1VWSoZA7UWmKaADS5UFA+YDbXjn+WAQigZGIH446klGqyqM9v63WnxxxfcH3IBnloNyQiNkelX6nheEh9buuMTYz37mhYgJGgLdYBYX4AycnIqZsD/CHXZg0lanXbTsQVJPd569vyW+9YptO2i6GoGM47NjcsMgBhOYqKn2GzP/jez2G99W8/C8ZJvicRnq+1RNJO5uYsaSPb36jbZixu396zz9qplIK50tWaXY1E5H0FaJLmDVuGAgbFANJ9lA6oDmAFf2k5az9cLWrQwHHknCFFX2/2Lep3q/cY2S1ABempQqu6A2UewH7iZabajGwHhm7MDFgjM+GgwqSoQTzf7NjReET/DhPHdcd1yQAPFQvgECXNzamEna43JIEmEO2FjaoN3Q5Y4N+RTcNQYpkheR/5NhVd+GZXwlTwuRXeyLDvamtgx+JBe7VU12dKeL12jIFb26nt+/V9c7bRatuPN6tSezCIw4ZRGXRtPsKx8tnrxbp5CYNLhiXlJtCsORoKKOxDCcSQaGLygzPqYcgJUEb+y7pECcAAiMHkoXRUx/dSnZpER52CwgUFBoqiwLXOec4LoIc0ee5DZEMAJhkGhLw+2SbwWjNA4B7CEJLKQsLk8HKjvuGejWybsEqGbMi5sQDAMOMXjvjMTpU7ygKhcxtpO1kKjy6mlA6ua6iHTN8JqGQ9ZmBeCfaj19vnFYtL3gRqk4WgTy0JqFMYuhDERn4G55kwzOpooJC3x3al7Q9PbdlyDLbVaW3AInA9iAzJOXJwvPQMIWqAtz5WJZ4XQ1sIUlUIQ+22zy/nLN/u2Gvlhnn4d7rTPR7b6lKl57P7ZuP2WqlpESlfOMZOUBvVhCgXUNjMhoLWGvZtMRJWLdvVOvVyXqtPRgqjQ51zsdnTtQfjj52DeQz3DUA+wJNmElQQneHAZkKch54GCiigGOyQGYGCpiCVFt/vK2+FYct2u6sAVdVTBnxSFsFWo2CjFYJueMAwgX+8n/3JqK4bLB48W1/ZqlqbFoYgGStpXQs+Fx3tI4XGcX3xDHun2JDtw+0a29F04lq2Rd8+tZiypzfLUmHQGvByvmGRgMc6PXJc6EV3MjoYsLFmuSs9NJ+y12lRwdI25FnppNMzJACg89+s6RUFYF57tiYiUt5xP+FZwcACgRnDHQY4PA9Qc3B8+Rusy2qnZyMXw56AWj0YfnI/7k8c5Ufrp/f4/+Xuwx9ke/zT76Sm72B6BP7pj8DPBejX39Zzzz1nzzzzjK2vr6sDHU/6vffea48//rj5fMyPfzG+pgD9F+M8TN/FP/0R4GGK15NNBps+Nk5XmKRTxxXwSqb+WqFmN6eiqvbBN4z0GF651B7Y/kREgWawG4BJHsrX2U+YFTYPPHUr7Z6dqnUkC0RyDDMJI4fMEaCKDHK7S+/zWBJJGM1DCUcOj18aryIbLDa1DAGaw4FYS4LjYIDZOKl9dWIC69RJUaPUHw7FWPj9BEB59H7Y8BLSgwuw3htLKg7QuCkdsSfXS2IC8WCSXE7ATb41sHTYI6k6MkG8ciMXCdAhbYYBsfjwqMWC5U0FvfL2oTSAzQi72QhPLN+j6gtGmvq1nmSYB8WMt8RgF7pDAUCq62b8HvXZwlQTtgaQ4W/CEFGNxUYbWWW+5/gKGR58eSWnUKjvrJXEPMEusilGzv76Tt0OpZxwO7yqeLqpZXtlp65NKRsh1ZaxKez25XHnONG1zFqgwglprgYTPrqJo3ay1FYgUsDnlWzzXLmrDl9S/ulBh7GCaYYEZiPPcYJZJMiIv08dHs1Nd+bi9uPthuSzbLTvySVsu9uV5BdP7naTDarDSrIJXG13tUYY4hAAJs8iFUHRkJ2tt1R7RYA1rw8jBRBFjlwcDFQ5Rao0x5zPAjPFRpRNXy7qt1C1ZuNA0Ooej4LJbltbs1uuXrJ8MGznkmk71qrZg5cvmWeMX9hRbfjUZXwdVHNNKzv/H5alO11lH/zeiIH23Kw1QmHzNpqWdZmd3btiP8jO2bbHa65a06Jej4WyCcmRYX+XY34BbpL/AcxDeqgJevJx3XYU6lft0j7Qk6cf5QCfCUsIAxDO7YO70vbcZklsLPJgWha4JpHdctzoUN5utm2jNbCY361wQtQOWD4ggpp8AAAgAElEQVT4xDDdsJgYGWB1GU7hRU75PLY3EVHoFwzuzdmY1ijntDGY2OVGS9cpwKREJ7XX8ZHDpnENPTCfsifWi46UHQaeIDVqB31um8FugmmavAsqmzwuiwfIacDT3xIjjMWDdcuwkEqohUjQ5hgKTVyqlfq1vTmxk9SWUedGpdpciBC+vkIgYXzJwAAMMmBKBT0CSgBWrA6wx63RUOw3wBvW8GA8JNDMsGswcUlKDVhr9Ppi+QFwyM1hH2HW58IhAUqkytwfuLcNXWPLt4fKx6AZYRnwDFiZTJzAOwF7n6wpq23u0x6dAyTtbxRrGixwDdNssCvq13sGsPHf3FO5fjieLxdqOl+ktyPXRzWCX5vXAUwBtPAAMxhhQJIMeRWWybCi2ulrEArLjBIHexPsMHkBDmsfFGuLZJwKScAvA5DFYMheK1VtSU0bJkUBgw+UCwwOGRByz2AASdAfw0bsL9z7m/zteFhVlqSXP7qQkeXozQKVYkMBbu75BMetRIPqYacJg2dQrTOS/J/jQmYGwBgeFiUMfnyyJlgrpKmTHQH7n/EHxJJjRUIlQZWn03Qx1P3sTK1jCxGvEsu5xyiTgIER6fl+nwUAtuOJFF+QVeSGAKwJkYOJpgIQ9RP33nyH5xfD8YktUYlG2j0hBa6J7XSGlm9hGfHakVRMw2qGlVgp3qs09bML4aCUMPw8A8/VhrPuuM4Pk7lS79gagzqX2V0zca2jM9WmPbKQsmc2KmoqIRjxjZ2GrB1cWzyTuWeqfpC6SK9b54FAQJRuZK10e0MNpwgS5d8XQn5J7AlZXQz7bYMsiLETDsea4auJFSQaspjbrUBUnhUo8LBsTKS2wIY0UlBerdfX+kS9BLvOfQ0Qz3pDrfY/3XNAtpLp1/QITI/Atd3EBPrsY/41Begf8xM4ffv/aEcARomNDZt+ZKnIhWFieDDzIH2n3BAAgGFGvoh897pX781iwz6/L2fPrpa0MfDxMB06Hk82XPhuj6bCMrWvtvtiHRYiPm0Qqd3B08pmBcYOKTjSZ9hLNuMko1ONti4Z3USMBA//LIM+98QGY9Jdh3YkHbGLlZZeZzhxpM783ZTXbWcabSOQmHRYEpKp4eGBz+4QwAiTwcaBDXrC5xMjznvEz0zYD/52Aos2Gl2LBPwWcI21gYUFoQIGsAIbiWc37fFKJUAYGXJeWRknLqv0eqoKGoxgwQjP82gThv+e5HG6YWFm2bzBKBAGd6mORx6AObB9sbAk3gAMrAFUJMGMs1kCzBK+Q9gbfc03z8QFKF7O17QB5m8+vjujIQv1TPMhr+W7Q8m/YTHuy8XtJ4W6BhIk8wN0AWoXSY5WUvFArKDLNZbfk40x4BM2g15kPK2E27FxZpP3ar5hg8lI6czI9Bl87EmExL7gLURejdfyQqOrz4B6AdkygOZsvW11zom57KZMVIwXHeGEnwNYqFFyPOQTW20PbDHkk08UEAH7w6Dp5nTc3qk0tKnlPZPwHVIYoFd+961WWwnsnNPtWsdyV65YYDSy1UzW5mxsn337pC3n8zp3O4mEuWAA260PsLdz0X1Ign79Kvy51WR//3NsjEvxhPlHQwt3ulYOhuy9IzdYb/eS/aQztGa9YeOZrNYY4UrI/B9cTCvRXhVehE91qFNya0NLbgQKFVKmGdqQGYAc/WK1JeC0iwA7VCCDodgvwN1iwK/8BcAlUujeZCSZ8X25lL2YL1up7/ho98eCUprAopKsDQtI/zNWENi0pWhYjBwbeIAHChn+HQBFoNjxdEQDM7zC+ENZ889uVu2uXExMMveZ7mRi74vt9cpeAoOOWmMh5JU0GEvGjemYPbtZdloA3B4NoVB7YJFBlUHAGugH3zmgk8aEoMu53mht2Oz2rc2aGw41ROL6QQkCICSo7ovLWdXn/emFbQVPMrhgeAcwRC2DjJ3+bOq8YHUJdOTn8JszoAQwoeKpXAOQ3LfwguM35k1L/j4goNElVpPrGx83rPJGi+A8gBip6yZrEPcKBqAMES8xjPH71Bu+FPHqvXFdYPWJ+Xwa5sEEozDhTnMkEZY6h+EoAzzeJ+zw8VRMEn86o5Et09KAFYZ7/Cv5qu2NRQTAuVdg76BFgGDHtytNZ9Dpcema3ZtgyIYyqq+6tUrXkdbXeh1rDsYCiUiUs0GP+d1esfeoVag/Q5VC2wbhl9R2vV9t2zG6q11kD/Q14NobRY0wkYUJzzrDvjPVjqrsGJh0kZAzRI0GdZwY4NyVi+u5RZXnZqdvPv5+yGdvVxp2WzZhd2QT9sR6yQIewt4cpcBau6taLqwpBJcdTkX1HgHTrFeGK1xbMORhtxnKFVBtodNVbzxDKWdA1RLYx/oCM30gEZISR6GXCjSjgWIkqTrPHRQ1sOeA9a3uUD5w/P0ETaLIYsDD/RJVGfkpvF8APAPhc5WWuZRaN7GjyahS51E/aQDS7OlamvG7bTkStgNJGP2+vORhDWp69on5lM71lXpP6pbrjSkMn/bHIwrSQ3XB9fbqTkWy++utIQw9yP0YGjWdePBRKYUs32WI5tgGuA/VyCnx+/QznE+ey2QScG9iGMB9JOw1JfNzHXCdERh3qdrSdYvyjjpMhqWozhhU+z1jZU+QlcA1w32eNcc6SMHeD4b2e0eX7XhmKnH/R9sMTl/oY38E/kEG/ePy6aYA/eNypqbv8z/1EYAZZVPJpgewiO8X0M4mbz4UtLfLDYFf5KlsTgiyudruWn8wlLT9gYWU0nRJR86EkSCSru34LklJZrPEpgu5KAwF8s/KcKRNECCNjQed3sAZ5K+AhtFkJM/l7TMJpSzzgL/SbMvfxuYPIRzJtAwMACATF+DCbQPX2GJunxjsutKe3Xa+TiI0fngYFrclfH55QNmIIjuHBYM13ENNj8drF5tt+S3xQsJmw4KTWi7eGmYBdq7CBtotxg9gyOcgaIdOdTbjEY9PAwdC9GB2kasi7ePf3DBGPp8AEH3YWAuUFtwfqWMcOSQAzeUZW8iFN9BrV9pdyS0BemxUxOJ7nKolGFO6dZGlA/xjHp/Ybo4FCdm3ZeMC8s9tlMUSA7TwVLJJIowNywKb1+V4xMIul7XGE51/JJIwKfiCOU1v7NRs4iJZ12sL0ZB5PRMrU3mDd9vns8OpoL20XdO5Rx4JW00XOawTve3U3pHijJ3hXM0Jjyp2e9oks1lm4468ncHHZ3enNZQgoRjbBQFHAFN6hdkzX2l0xUii2qCqDcsBG11YGzyVW7WOLbaadj4UtsVY0HbtFOyxN96wXANZetIa2bQtr65ZvO2EpTmg+zr2/gcqyD4KxDWrdtnY4zb3NUZ3JxazV1f2W4We7krNiuGQbRw4aOlYULLPV4sNsXCzQZ9YI+wTxY4TWMV1iDoBBvqBuZTOA7LO7TbXU19yZZoUYP7xhPIahV5f18Wt2biGS2zyUwGPhmSAdZRsUJLIwe+fS2qgApAA0N2Yjogd3my1NTTheJIK/k6xKabS7fLY4XhIoWsAFzbXMLjr9a4dTIVsPIY1J0zLbWtNJ53/C3tyttp0MgyOZ2O6N7xZqEmhAmt/IBWytwoN2RYI9uqNPDZ2DS3o8jiDk05frOtSNGAn8g3rDns2GHnshmRI8nFeJ4yv3wMraXa1CftIhoTTQ08vNIOC69e3Or4DpIr7nX7rdlcKnMeXs7qvfOdqUWCcIRn3CYAVLOG7labY2KMJaqbQnLgs4vZq2Me1i++ZQC2Gin5A05Brc6y/zQri2sFegXefNGsGSwB6rAYk9e+N0i89sL7Swwl1c2TteO5RgZD3wACKTA2nLJCB1sBGNpZShIEB4JJzsp/32KUGDGtGW8CWQM198YC9XWhZKODROuJ+SS0igPrvLu/Y8WxCGRfq0J6JC5Cfq3R0DgjlC7kZRg41MMNCQkYG9hVSvzUAJMiQ9z+ZWIfBRiggEIW6h6A5QNe+WFCZAIBcGGYGk59cTGn4R+MGA8f5QEAqB/WzxyICslhLuLZJaMc7DXgnMExy8tFEIWb3zBIU1xLjT/gisvG3iw27ezauZpDX8zWrj8c6r0jE3y23bFc4pCBOBj3UGTK8JCGeADgUI8jEUWpwfGmwmA8FdK3BinPuad14p9ySEoRrVevG59H1xXWJP/3BhYyGuIWuU4+GioNBF8AcUC3rkIdhm1P9xz0NwM8xR3uDDYcBMg0ikq0bTRQeu2M2oeC46gAv9kjXLOsHrzb3/gfmEqrdJHgNlRbv4Xg6qmcv6xpQi2qKc8Ya5D6NogNr0R3ZmL1arGnNcx0l/UjcR86wvTOw3VSkuV26x3Kf5qGArcnl8igDBtCM4o4sC3JSyPXgM6KMAbzjmT9Zbat5gNfgOfBmgesgaKutgdhz1bz5vI5aBF/6hBBQt0JhsULEvLS/uFVVxzOQ4fPDC+n/1Fuk6etPj8DH5ghMAfrH5lRN3+j0CPzHRwBmjQ2FNljXwBibKRJneTAjX0XuR4gQPaxnyy0lNhM4w1QcJoakaoAeMr87Z2IKqoERh4XgdWH2+BlA8625mFLLv3mlIBaIjQ8P2zAdxyNYHY+YNarb8JLDiCOvZWAAa1/tDLXBfbfasPGIkJqINi2ANST5Y5fHmj0nvZfqL4YAh5Nh9cky4Qcs8HnwuqWpOAtQTTaxSn8gdg6WGmCBrBXGAFk3NW0nK3QxT+wTi2krtukZpnvZZ/GQx7YVxuTVxoqNCr/Hhhw2Ph0KiDFRX221Ix89wBSfM8w+ckrv2G1nGy2Dk7g5mxAbzntCrg0Tc77aERMO28Wm52KjY6UOrBj1TCSrwzA49gDeLyD81ULDYZldZgV8mwSkAVqCSPu96iiHAQOsuUcu258MSUYJYwgE4BiRFt8bDmy91ZfHGznmQwtp2QRIUt9sORVzsBx8Ro4LVgCq5gjrOVtp6XfnYl7bbMCWB7RhIzGZ98mxZ+jxRqEmMFDtje2euYQ2dyfLTdXysS4Iq0O2iTQa1UADeWsspA0j5wQGOBn0afM8d3XVPrN62brBoG1lMhZoduyO998TM66hCqDywxL0D/D45Gcl6MLaH0o9v+4b5+evbZyvzGRtJxa3BAOTXtfeX1iy4q3HLJVJ2laxYuHhyE5R4+Tx6HxRp8ZGnuFCym+2LxmzV/N1BRc+Op+RL/fF7ZJAB2COGjHWEeB1fwK/Kd3AMKh0bSsxzB5aTItBe61YE5AlGTrqMQHXzc5Q4ImhEp+F64qwL64xWLK7Z1NqMOB8cA3eO5sUU8rgh5o8whUPxUL29HrRRlR/jUZ2PB0TC06auC/gsdGQEMOREqV5fUAfnuiLrY487o/vyWqAAqi6OxeXDPdsldc2yfI/v5y1vyHEsNGWnJX1TDo01xDDJ2Sv984lzT12SToPqwmwJS+BKjGubZ3CialiDyUAYWQRr09J0si/UcKcLDScBO2AV8oApN8M8xia5UJeu2cmKcDI+UAZcLJcd/zZSm0P2NlqS971lURQ4El97AQuhoPqsGdgwRoWo0elWHdgIQLYzHQvY7iCt/eVfN2OZKJa++Rr3JKNarAJE857Wmt1BEBUFRiENXcGlahS6AVHBg2YJewM8MTQcTHil6SeZc19kPsuA1UYTLIieG/I1m9JR+2NckPDPQAa1x5KIc7zi4WaLVB9aNy7JnbfbEIgH8n3YDR0arX8FMo5AwCsRqwtVEVIz5GXE/p3ud7SeoBtzvq8OhbkBLDuGQTOBH1Kk4cVRRUDU/zQXEoKD5hWEtjJtuAaeLuEFSLq3E+HI3n9lRHCAbKxzUfDUltx3rnGDsRCut8D9PxkTXjcdrnWtjtyceWncE89X6XqcaIUfeTcPL/qo6EdiUXk3Sc3hOFmLuyXXxsQT3UiIWQw2QBdlBsoGwDhsOVIvLEAoPAhwZ4QUoYpTZLKA247lIzYRrOvUM+g32W9AVJ3l6owVzt9m4xQqwW1TnmEeN0Te7/S0b2NlpM9JJe3nWaSLVXi+WTTujOX0D280h3JbkSOBqMjzgPKkPtmk3aK5xY5BpOh7bQGlkOd0Od3nEDUO3IJ6/ZHUkkhF+f+vxwP26cJUd2uSD3DwHRfNKRBPOo12Ho88QwIsTtgmSl36TB3SQGCXQu2fDlC+8FE9o4L1bbUUahaQn6P3ZAI2/evFlSqBli/ZSZu7xRrsn2gsOI+z3OQc03eAJYx9hFcd9z3sepkgvjQTc8gZPz/bCVnn1ycAvTpPnd6BK4fgSlAn66F6RH4mB4BHoSv7tSUbozfj00UjDkP6xtTUW3kmYYDwGBZANmkqsNmAeYJxFpJhJWeS/gTPjgYX2Rt+IpJZUWmCQMBqIQRviMbtRsSUfu35ze0gSLFtt0fKWyICTzJvXi3eSgTTLY/HbG1WlepvLB5lxo9dWafE6B120rMLz8s8loAK2yYNjE+r2UjPltrdBVYRZ0S3ztbbVjY51Mf+FLUYS0D11Jp+fxIJgHDSnhmY3nNiwmLyWeCyWRjernZtX2xkIAstUP07AKY6DCv9Ua23YGB9EtGDpuLv3y9A1PsUagZA4R9ibDYMAADgXn4K5fCfrEmbEjx07Hhwtfex4OfCgmg4RtnQzIT9dssoUu9oaTb9CuzsSFk6YLk0E63OpJApK9U3RDQRxUSPtZ3y3VVVOHzpT+W+qxCfyjJ6ZvllvyZpAvDGJG0jFriE3OwbGMxM4AWJOqwQbDA+Dq3m31JjhmiwHqcRrYYDQpM3JGJK3ToLTqa6VkO+sW4nq0AcBx572d3ZwTA3i02rbWRt1YmbbfnkmInN985a/Fq3S5mMrY34LUbLl+xY1cum2EXCEcsSB9us/mhq/Hnyc9/tuf775nyn5Wg15NJowM80OvZJBazF+cWrDw3a1uBkPVqNbvkD9udC2kBgOsYnwHJI4tpfX46nwFlhHUxZIANJPSQawrgxcbzkcWUvVVsiHX9yt6c2LCnNko2H/ZpHQIeIGthwkl3JgsA4IK3l+uNJoPjmajsByeKNVsII2ntym6Q8vl0LVOzFQpQAdbTeWNgApjdEwvoOgagXaq3tWYfXEoLsDPoAhTyde9swv6vy3lReckgjD7vzSR1xi8NO8/wgQyCYr9nPo/XKNEu9QeW9fvsNw8t2rdXC5III5st9AayyTBwg5X70p6c/dWlvJQt8MIzgYDlgl4pBFCdAD4Y+gHE/925ba0pshAPKGiqI0aQ4SEggOMAgKKPmWEg7HTMa2LLyVxYpQc7HhIYJr39SDKsADsGkYQuMnS8Wm+pa5uaMq4lwuRy0YC9VahKcouvFoE5oJG/wbGCHcQ+ANBFuhymjq/bN/fILBzyqILvUq2rlO8TxaqOA4MMBqGEVb64U1VewLFMzN4ut2SpadA2wZAx6JPFCDUBlqF94YC9V2srg4GUboZtu8IoBQiTm8gWgDoFPzcA6p2yA7wYVtw/l7BXtqsa1jAM4nMTbMZ9+1TZyb3gXoLa4b55WhX6+v9hs7m+UR4w6ENCT1gZ92dk5ARf0g5BNzX3BXq8PROX8jSQdXMPrnUHlg1TuRbQPQUl0bm601hw/2xKIXDbra6lg0Frjga2OxJSwj2sdtDvsU2GPKOhVdsj2Yb4+d1hn4ZuIZ9HP8cziuN+Djm8jfXs4TPclkloMMD6pbaRcNPbZ+P2zHrJyt2h3juebVLMGbZwP2ewekcuZi9vVXXvQkq+GA6KfUfFhb1nOB6qepOBFXcPBsAw81gnUIdU+j09X+IBGGOXPPCsF7eqIJ2WB3JRhkOG5F4df1hm8g5e3Kroc8Moo3JAZULII0oOGhJ4ft2SI8fBVKd2IB7WQIMeewbgqG8YwnH8sTngaGfwwPcZLLxRqkuZsD8WltXhYrWp/AAGB0jtP7WYsRc2a2pvmAsE7KZs1N4sNKXQYkBxLBO3uZBXqibW2cVaV4PVoWukvJHm0GxXNKDzeKXVsZ0Oqi+3zUew5IzsC7vT9o3zeQ2K0iG/fWYxY99bK5kHK9LYZMMg5JL7CM9YPid7g/PVpv6bHACe09xjAP4cz4cWUxpKTL+mR2B6BJwjMAXo05UwPQIf0yOAHJuHOlUpbNYAcvgW2aAilWQizoOdDR7/++OdmrzNyDEh5U6XW9pwwALgdz2QCsufHSX0rNHTAxR5+WTsUvALfu+7ZhN2MB60P72Y10YRIAoTTZ8rD/G5SFAsCcm9pKkTIkdIHZty+tZ3ekM7lgrZiXxdTC3SbnyPhFH5PC4FTeG5Q/qOfJ4NF+w1LB5BYoSMXRHjQWp1QNJqWGwB4XZfnuv5qE9SuTd2nHRafHP4Ek8UqnbXTFIhTmLWYyGbD/rsRLFht2ejatxlsw4A3yAF2kvHrU8A97O7s2IO8ULDBAHmbsnEJHnsmcd22iTu4rl0Et2pgfr0Utrer7Ql6yTo7K65hKSdbLSQvbOhwzcLQwXvDUMCiEAyCPMFGAx7TEF7+MkJ00EKiPcVmf7z2zU7GI/YersjbyI5AdT2HEmHtZkkfCgbIviop98v98d2fy4uqSGgAZYbrzqJ2XgX+X0YT8LHYNmQGr9WbKgiCgvCzTMxsaKEVzGcwafO5npzq2AHr27YhXjMVo4dsFy1Yg9/63sW6fes6/Haxr5lyxVKFqtUnStNCnQY72t09vVvfrjn+++R9390dQ49HiOEzTseWzWZsNMH9tu6x2fDctVGfr9t3nDYjs4lxa6er3Xlnf5JvqaeXoANQwe4rk/vykgiTugSyc4kauMVXwqT3ty1q+2+1gHeYjavMLght8eWk0FJhx+aT2pYgX/6saWMbXT7AjgHkhGrtvvKMgCEX6k1xaBKWhvwC+AAdDuoQxIR2xOP2HfW8gJtVELBZjO8yreQq4YMATLDj/dLTa0/2CeGL0hU8Rkja8XX/JWVGXuz2NS/vVGqiTH+1FLG/upiXtcpsmGABGwkAypqERkMoZpApnyq3LaIl82zKQQMGewXV3L28nZVQzu83KRSv7Bd1Xsga+CTSxl7drNkrxfaStDGV0v1Idc874+8iwcXUvbgXMr+xzcvCiyS6QAzCyu/j9A6ZL8eksxJn/bZT7BfTMa2Egmq9xsgzOABpQXe6oUw0mWuyRkNKGHZYeNgiM9W2xqanVHGgkt1irCRKApoT9gbC4ut5vNwXg8nYlYfDDTkQHnjIVwwQP0a8XETO5iIKAwR9cfhVExVggRponrh/oh6CYkw0neA+1q7J1sIvwsQYaiIR5zXA2ByfGh3IP0BAMtx4D43cNEbTWq61zzuiRjWZJDBQk2qG4aPRxJRBW9S+chAE9/64VTI3is1lSWC/BgZOVaIlWhIAXW8T5hWjgUDAJo27ptN6zPDXCvrA5WUyzRwPFNu2uV21zI+h10GbD67UVbNZibg0bVBSwRy8FdLDYu6TfWOyiPgPQdQUBF66NJAE+aW0EkAJCGHpyt1KS/GHrO9tBNwr/S7BGKxFpGe/9xWTWw8gzKyGlAsHLxme6E9YiEQUE4HKiAyUtojkwSeNVBs9yzfG2p4yHDq6Y2iGgyQm9+ajuj5oq5uakFsbHsjYdmisDgUu12L+fxSIgHgrzSauj4IPoT5vVBp6lwx3OB6xDJAtgDWBkD0gWhQzyLUCgxMuH+jRIoFyCHoyO9NWr4q89we3WNRO/EZkcvz7ObZ9Ohi2ra6fWUAcKwZvhV7PQ3wYJy59i42W8pqQCbO8afak/sAyoHrcn+ePaxHzuXRTMxOk+fR7QuUA4T3JRzLGwP3ZzZKGvbSssG1xWAnFXRr+EK+BPcxrpm5YECBpV/ZO2d/fXFbtgiOKc/CH2/XFPKILYJKVxRjr2zVlGPCtckQhudSfTBSxg1WDarvjqfDtt0ZqiqRvcz0a3oEpkdgCtCna2B6BD7WRwCW7HqdEpI1ADssMeFTeKiRxxEis9rsSSrJw3pIfVUqJGDM9wEogMxT1bY8pjzk2eggO0e6Rkf45UpPknQ2K7dnY+rw/sbZbW3Au4OhHUqELB0KWrnb06abqT8PYFgqNiFX6l2xLwrBmpCo67H3yvgMvfLAAgTxIxKiBFuPvA6gEPP6rGfUY080iQc4slV6r9JWwBzgH4kkeA9/HxsJmr5h1mAhAffUBPETDBeeWi/aJ5fSqqpiaLEnEpRs871yQ0wYoWUk+sK2w0YgoSfwis95JBWWrBMWgWOsoK5wQIzLhQa97qQfO7VJgJL98aA9upSxN0oNu1JraVMEQ8X7ZfPDuUEWCeAg+AgmyAnActnBJH4+pzaM0K7aoC8mEAa91h+LOUHd8IP1kt0+G5MC4pH5lLVJoFYwFbZVRwbLJgk5KyCH792WjWlTDqB4q9zQ68f8TtoygwwqzTKBoNhZziEJ9PjtYURI4vZv5m32xOtKl28tzplvOLI73jopfzxfYyT32vx+5Ov/JXjtg7C2a0Q4G+LtTNoupVKWHQ4tUG/Y5UzGzt9y3DKzGQXn4dMkBwAWkK73E/mmeqZhGhnE8L13yk297++uFe1YOiqPKCwWr//YUlZMMK8FAGJD+sXlnPypRIMRdPdepQGhrF5ruuE5/yQpA/iRkZ7YqYgRPJ6h4m4gzyqKBAZDslJ0uCb6lgz5dd6zfr9SrbWGxhOBadbqC3lAKRVShFIlzO0ihHCktH/eWyzosVPFlvm9dI4PbFckbHMhn6Smz2yWzOPx2r88sGhPbRRsIRpUUwO2DYDP2+W6QEoi6LFZP0MVJ8UfcIQkncCwz+zO2ktbFYFOmLt3lJ4e1EAOxg1ZLvJirBSv5WtSAlCHRl7ARr2r8DLUBjdl47Y35qSf47slefrh+aTdno7bvz674dQ1+v3KSeBaCfl8kuXCyAJmkBq/W3b6ypHmAjj4WwRYArBpJjiWjMg3zOAFFh51BqFxAH/k6wAMAB6KH9YpqhKGTzNBj+rieB2aJKgq3xUJqvrsrZ2GADuBZuOxw3yjRLo9E9f3YZUZbDFkBDBjKcgFPLRk27l6xwF5MPOy28DRO/X+8o0AACAASURBVCAVAJUI+e21Qt1WIiGtVXIfVlstyaABmjekYqqcpK+80B9ZlB7rkM8OJwL2Sr5pKerRkLkHSOQfyQPNIBDQyvWNKokhHVcdqgA+K/eu46monaq2JNdH9o90nePCcYsAOscTgSXUTfsiIVVBnqSucOJSvgeDnKDHZz/cKOkewKAUAKoAOZQOhYaaAKgEw4vNfR2vPM8ZFDUXax0NY1EyOZV/brtQa8t5wn2Z4YJCOV0eqSUYyuyKBe35zYp+DuUKLD82KBh91j7A91AS8BfQ0IQ6RdbMg/MpnfudXtc6Q96fT9YKhkdXax0ll+P5JlGAa5T7NSoIQk7pTicsENsT90bySObDDD7quonJRsUbuZbkTo0Yx3pPNCIL0yav16dmMyRJP9cJA1Bk+4Q0MjhBGcCgE0DM9cV1xsCVgSzPP2aVvfHQLjf69pldGQ2B0z6f1DlcM11ZwBhE+TV8YnjAYJwh4Od35+zbVwv2dqFhR9MxSeRJu99odlRdiuLgUDpiVxs9DfloeSGAFDUcQ16CIH+4UZYlhPergM/+SFaFTy9l5GVnqEETydhtRrLCZ5ZS9uR6WaoZziXXBO0iVBGiQGCIzL7gB6tFa49HeqZ8YiFhT6+XtUdADcQzjWEbHn/CAL+we0bndvo1PQLTIzAF6NM1MD0CH9sjAEvOwxsGB/B9PBOTJJdaGMmkoyF7JV+zW2eYnLfkfURiuNUeqPcZEMImlfqiWnekblIYRmS1bIxLXTyUXm18Xi/UrvlOXarQ8k9c9ka5Zr2RWxP0++YSYhMAKBudoaTa+EJhcgj/Qoa6GA1JQg57AKgnrEj93UPk8QGxJdGA39bqLQv6kK6jAICxwdfZF+ND6B0bI7p9AcfwVDDhaHZ5jXOllnm8Hrs1G5V/k45jfIvUCeEj/atLO2KJqEwjDIhuZqS+dN/6XHgnQ5JArrHJr7adOhk2EwAkr9uGrontjRJE1NHmGw8ovtSTlYa8q4Rc8dpsWJCesiEk5IlwLADHQthnPjdJwV2BRwK92KjB8DV7pOn3BTgJ02Mjh68Tpgxsy4AAWfXuaEBAj+EDDBIsJl7TTy6ktBlb0nFxSe4Oy063sRMi5sg18QoSpsWa+PF2xZbiQcsFAeMTC6xvWmhj2yZ7FmmNskM7W3bo9BkLk+odcZjEUKV6vYDs/0cC+s9eZmDwTjZtNWTXjYZA/Uu7lm378AG74vVZv9Gx3OKsWHLW9A3pqNiZkM9lh+IR1cud2K5dA1R+u3MmISD97EbV2Dr/yp4ZuzOXFJsNw4qV4SrMZzxmG62WvVFqSr1w72xKIUbfWd2x3thJnP7VfbPq7cXCwOaeIC+uBxWvkRMwGNoD8wn70XpFTDESc/za+Gf5WRQYqD9gn5G1MhSBMUXuid0CP3QmEJBslJBCzg/M9KWWA5ixQhxJhaw7dtoDAPFs4mGJ8ToDrtks740HJNl9YCFpf3Exr03vf3N8tz2xWtRa42/nIgElZa82B/Z2oaLjzDoKuZzgOjbJgAKGVw8tJu3NUtNpEQj6xEISQgg44rzDEjqZEz41ACA/5riwbtxej721UxPQJsX5jpmYMiywxTAE/OreOX0OpOsMCjhu+NwBYMhrW72BlQcjuylFCrnZq/ma7mtIzg8kolL/AKqoiSInAvkuuQd0KNP7dDAZ0c9j9eC6e3qjquuRgSBDQtVMej2qXQPsYPmhI3sxii2HvvOQvbBZsa6RPB/UZ2IwcLHeksKBYSB/GPsHQW2oEEh+J7AQBvx8vaXPngwEpI6pdAdKg2fQycAPL++JQk1SYNbYbZmYvVtt2WvXVERfXZmzhNejDmtyGyJBt92YjKnK7jtXC2LFyaNAEQV7DiBHhn9LKuKoIeod3Q9kxeg7gZ4c4xuSEQFRQC2Au9CjppKwR5QJQTHWyL/5X9hU6iMVIDgai6kFsHN/eqPYktoDEAa4Zs0jlaaVAEk1zwjyKlDUoOTinksnfRXljx9Wf2iHk1HLd7pSFAV9Lot4/PJwj20sGwSZC43hyG5ORez5fMM26tikxro3HsmEzWdYezz2fqUpqfTRZFjDQ1QfyKqpGCNDBdvFWouQM58UAAxZthtOcjyAkYEw8nU+JwNeLBcMFfi8pJBzc6OijOcnAwgGGLMRr8I6GXIig8dSQFvBvoRfjDKDYRom7l9ICYSj1GKIQpAflhLsDQzrYMkZ5jIQRf3AkJdBQ77Z1ZAP6TxydwIFaQQ5mIraty7viBHH0kQIHTkPb+w0LeA1KSMYhlEZ9/RW1d4u1e2GVMTumUnYZDyyt6sdfT7UE48CqNcqUs4w+L01E1MNKaq6I4mQvbhZVYYDLDcDMi46hokA9NcKTR1Hnuk9WiViQQ0ZGMgxVIEdZ80zGCN80MUAgGdwgGNRk6edY3zTTERKPWw67DMYTt2YitvRdNhOFpv2pT1ZXcvTr+kRmB6BKUCfroHpEfjYHgEkjchW2SDBvCCvRF6GdBrPl8+tFnGl2Va7PdXgsAk8ifROQU4AxZ68Z5ADbICRbm50utqgEYTGpvfmdFReZUAyAUT3ZGKGu5WwOXzvsDK3ZsLylLLpJ5kZYImkFTYmG3TbZmsojzpgmM07kkyXh6o1AKiTRoxEfh8evWpbnwmGHwYPIEwwFXVOMDhILH9SrCvpHMaX1OsAkskJfcYDc3nc9uA8DKRbYBf5PHLxmzMx++5qUQoCv58OW7f9zqF5e2arJhWBA4zj8mq2hgMdFzZJhPGwwQJsEJnHZgKQAXNEejsbyx9tlBTIRk8yDDTMyC/vzkotUBqO7PXtqqSR1L8B4Am6Qv7veOZNgAqGBRZqV9hnN6Xi9lalJYBNoA6ev/tnk1bqjcQaA0reLTXVQ49XlU0laeB4vxejQfmbka8iLaC3/CfbVQs16uYJhuz4YtZu9E1s85kTlrpw2TzhsAVScQvmC5YsFp3r4YPizY8Er+lvXUtF189d931/6Odg0X0++b9hHkuJhK3t2m1Ly7N2br1gzVbX1g4dsM8dW7bvXMnbeouAQa9VOj07mokL2CHDZS2qx7rdUxgfEk5SnW+fiWhjDQuOmgLzBsF3SLrPV9o6f7+6d8ZunUnYS/mq/XiraodTEQFnmCWSsmFjCea6ey5lQY8JbKM+gcVjvQPKOO5/fmHLskGfAB1J2Jw77B9sgGGl6Uy+fz4l9pWhAZtrPKLIomHcn1grC5C/UawqiXvkcjte25GTatwd0zfsUfoyrBzVSSGfE5qEFB+JNxWIrAmk1ydLTclayWi4ZSYiqfA9uaQk4U18obtmBFwBue+Xm7KNUJ8GA/3MZkW5AQB0ksmxg7yLj9VMn+nuXMpOVRo696RS0xRA9R0iaBQBSITJp7jS6iqIEfDBBpzU9WOpuGwPgL3DmYg9MpuWJQZ/PsOo/+rYHrFo75Sael/4iclEQO0g8LpT02vdlI4qrPDNkpOJsSsWkEogSA98ncHjWMfx3tm0rbc6ytfAj35XLiF/Oq8Jo/y06rg8YjdhsxmyTUbXQtLcbkvQVd3vysuLrBdpO9JbeppZKzDVfEbALQGHSJAV5jgYyi8LKAcQ4+Wmo51gOlLI68OJ7fR6WiutnlMlxfXHGoI5xEfOsOFBsg/qHfvm5R01KPzu4UWFXAI+CZ5DS3zfQkrXwF+e39ZgFUCHXJ81+sdn1mwuFLA7ZxM6N0jsUXfQH4+iADY34CXoMSpvPOF8HMftrlOZiVLoAK8X8tlWs6/zwLCQbAT+HfBJ+BuDJsAszxqGwQAxACVRX9gnOJfcc1BZcIzJy+BcEXRH8jeyb5Rc3It2c/8fjuxkqeaE9/mRZ7sVpoh8OkINmrnUuf5utWPna02l4ZPHEXG7bHfUb/2JW1andNBj9+WSqv/77tqOKugIxWMYxPt7tVCz5Sjd7UMpf7D44Mu/dy5hnf7Iei6XnSrV9dq6n1EFylC609PQByUHz50ztZZ+H7sW4BoLGe+JdkpyRKgtPZaIKOxw5B7bg3MZDS9RR6FywY/OLZJBB0PeVn9iteFA7D4ZEqgiGKK8UmjIaoXthZA8wP4XVnI6F6Tfn662pYpCGYZCg+dEh9wEAkVz+PP9drJYVRYI0vKHF1KyVfBcQu0AwMfKBPBGURH2eJUJwb2BdcxQmmcsrS4Mvs9Uu2qiOJaK2W0zUalhGOaGvU6oGwN+1qGGZt2RVDXb7YFC9DJhn7JtuI+y7qnNe6/atj1UkDJM7g01EGfgQMMLkvbDiZD9aLNqX9s3ZwemDPrHdk86feP/+Edg6kH/xz+m01ecHoH/pEeAyTsTaEAebCpE0q5ISBtKNk3NEdmqhLIEJCNn4wfYRiJ3sux0xsIcEcrDv233hkoQpvdXYTAeKl0ILnNrE3qh2Ra4BlBS38MDmM2EA4/cYtXxHpKYW+70bOxy6n9Il4b1aQwmSqZmM70cC9s75bpCYpAOi/miwiscUIDZ8xs185Iu6zVtSpGkvl6oq3oKUMXkHknvPPJ0l6kzGlYMdrg7AcyafWopac2+k3zMhtXpc53In1pAWjyCBQjYr+2dF/vxbrGm5Otf3Tdv75appBpKzo5fHEkoxwsZOYAIyT6yaBhYgNCxZMx+tFFQrRkbFMLEGJD8Z/ty2qwiR3xluybGioED9UwMMBhusJGGOaEb/bnNktgZANxKJKANEzJaMgOQ9WJVYBOMR5cNI8nDSBgJlGKjy2aTzeT+aMDcZy9ZplG3ViJhvmbTVk6+a+lq7e8rvz/wgH8IbH+0D/yjP3NNwn59Q8sCr6VS1lhZssvQy7WmbeVytv/em2xpNmPfvFSwdyp1O5qK22QysntmU+rBRvJPfdBju2fsu1d37G0FLxGsR+We3wg3R657+0zMUqRSTwi4GtlzGyWBX1oB2KgqWXzo1BX9s5UZe3azYq8W62KjfvvILknDAZwniy1tQL1Isv0uSctJR98VCthtuZiuH3qiz1Tq9ujijKS4AD4A2r+/sC2WCVaQwcGZelcs3C0px2v82k7NbsnFVT2G1ByWmUER1wg7c1hsMh5+vF23kVFT6LZ7FxIKbEMZQCAiydEHEw4g/+FaSaw3ydrRgE+BZqSCK90+FLAfrBcF6GEab0zHZQNhYIWHHjAO8FVatGtiL+cblromOQbwP71WUrMDx4sqwCvNjr220yCFxpI+BgfRDxQtAEzq8QiSWm+09dp46JFXU5cIkNukmskmAo1kOTy5VlQPNhLVL6/Maij27Yt5m3jc9suLGV3TVOb9aK2s/nb8zEG3V/ccBnlJn9/2xgK6NsS8N7o2G/ZJTQILTrc4ihn83QxoCG388wvbum88MJ9UACbMbtTvsue3asrZqA/HSs7HcpKLOGw2a4hhB8M87gmk2gMYSaTmfsYA7K6ZmPIZUBigsCBZno7pc1V8v25bIoys2dHQj0Cv1WZfPdLYYsrDkV2qtHVvQslE8np1OFJoX9BHMNnYfnlX1tZaA/u7qzsCO/fMJXVeYPrfK7V0b/zKvlkNjahDBBimQz47mo4qNPCPzm5KBUOS+QrAdQwIdzz3sJoMf/g72ZBzj0QB4HdxXdEcAOOJFccjgMaQCbZ1hVpG0BcJ/o2uhlGE1/EZCFFjTcA+p/0BDUrXmh07Xeno/QPckVTThgEwJt0d9QKvcbrekQoKtRGBcFSlYRlaCPoEoA+nY8r8QCWAKuy2mbj8+q/s1PU6R+Ih5VwQgoldhQwAmGrC/KjT+7Nz27YQC9m+aED3Rjz3LxfqChacQ6nh9giEkhNxx2xcQ5nXdxrWn4xUf0YtHQqCzSZBmqjK+vZrBxbsUr0pmX1nMFE+AlkQDP/WG4SpDsRC8x7unE+IIeZ17s4lBTydqsW+FGA8V5Bxo9Ah4BQbC8GQqJb4PXJfTpUasrpsdwDeY30ubCGqqusT5jjQcwhVBfdJ7v1cawytH5hPS5JPleI7lYau0y/vyalu7oWNotpGaNDgumRogAceK0ImiMrHbxvNoWw1TvVlSIPy14p1PUfvykZlzXH99P08v1UV4886/aWlrMgBrBNkO3xiIW2rsgOhTPJLdUAQHn+Te+B75abqWT0eJyl/tU0//chyAZ/sFuwfvnF+y37r8JJ8+tOv6RGYHoEpgz5dA9Mj8LE8AmzY2PzgieRByWYBFohkXPy0TMGZln9+94wYL7x5bH7YkDFB3xP22zphLh6vpNSABaSMhLDVRxNzDccC78OJy26ZidnbxZqCpBgIIFXbbnfFVvXGE1WrHc06zBfMC2wLmz/SgmHvZ8N+K3bYXJsk4PfNJe2VQs08gHuPR5sFmGfkoF/ck7PzBNIQwERAW8An8LbebmvqTk80Hs5nN2piUWAikbEjOcVHCziGtX5wISnmBqkqNTN7SK0fTey9qlPzBPOO9Pdr++fsjWJDYA+Q/yv75uSZhfnjmCFFbPacdGcYJPavsGfIJ5GYsmmlFxhAAeNPCBgAjV743zm0eK3n2yVPJZLgu2YSYtgJGKPGB7kr7CYJ39+9WpA0lG5rgoNIPQbQcN44Vl87sGAv5qvaVMpbSMp0r2fHX33T9tcq1kkkzOvz2J61dfNf7wO/Dqo/zHxfZ71/Bpv/LAMOVid8rRsMWLhaM99obOt7Vyx/+3GlrW/VmjbweGzPbMbCPoe1I/BqPui3rx2cF4tECODrxZp9eimrTdy98yl7frOszTEey08uJtVZzfCFlGTOIT3avD18qSQww4wxDIEVPl1zlB2wQ9gVkHMORy6tr4cXkvL4AvQIGPz64QXJiPFhv1tpaQOOeoS6pBM7Vclbd4WwIDD0GOp8I5EHDBIsBeBh9PTtK0WBZyTysMNvFKr694UIm/WBmHikpnheUW0QBAX4mAn4LRP0ylqAvOHJ9ZKqjQA2t2Zj6pJn2AWQeq/aUqAXbNO3V3cUboXnFbYp7vXpNZf0HoL21EZZTCAMJqnVDGQIsEJ9gRwaVQVyeLq2n9kuSzrPkA5g99xmVaoZwgIB+6htGAp5qPkKBSwacFvM7bXVdk+Dhtsycdlj3i41xaSm/R7zuz0K2GM49nahruvoxkzY7phJ2P/23poVekOFLf7GwQU7X2sp3Z1B3yd3peWDRbXyHy5s6byiMIAhZq0xOCOjYj4UFIuNogWmDXn0TSk6u0cCJLCXZEfsjZDQnbD/4/0NBYwRFgfDzr2Qa/W1nbpsCMh5AY1e5DEjpxISmwwqH7drokHkzZmo2ie+s1pQINp8MGifX5mxtwp1DRnIC5gP+O1gOiIZPGwknmm8znfPJHS/IXmeTAfZGRodeZBD1FjayG5MRjWseafWUu0Uipe7ZxNS9lCVOB8N2Wd3pxXuR1zGMxtlyaI/t5TRQO757bLWEW0XDI5grvH+JgjYCjqqg1jAbX98ekuBlviZeT4wGGKYkfb7JRMnu4Le8wn99AGCP6kA8+k4s5YfnE87oXEus9d2KjYbDsq+A4BnoHmp6VRhHkpG9RmwdVytt3UNMTDcF0VBxDDHrxkejD0g7+n1qsAacnN8/OuNvphXUvdReQHcsWhhA2Ed3ppL2Hg4tL+7WlZQGueH5xnPN+55a+2u3ZlJaN3iy35xE2bXZYdTcYWqMahhuHMsHdNro0gotJ0APcI3YYlRFKDQ4LVxf+OnV2aDz6eBxJdX5uzVnarUA6yBG9IRdasz1F5t9QV0yahgLvn53VnLt7oaAlBvxrXCMWOYQ5AmuS1cr6iknt0oabDy2HJWQ8OXdxrydWPlYQjMAIwhLQO8o+mIVGCEkRa6XetNTM8PQDwWL8JhZyJ+Xacw6DQrMOxciQXsa/vn7a8v78he9nqhYcfTcVuOM1TpKwWfIRTXCQodhvlksnCdco4YYlHHSQ0jAZMM4DIhj/35eUJhTffbTy2mFXp6tYkXvmcPLaT0+wwKGXJxD2KQyPrhs39/vaSMFwaI1DPSk44CAKUcViDUdn99MW+PLCWl5Jl+TY/A9AhMAfp0DUyPwMfyCACoAXZI4ACuyHHxHsK4EoDEg48HO5s0gKbS1GMRecPxnQd8Tk1MrTMQu0MNFJs9WIedHmFiTo8vMj+8sxtdJ2iGif4c4KTTVecvwW0w50eTMQWcwfggrWOK3lYwkMdmowE7X21ImgejwMYacAUryQYIueVGp6e/fU8ubpXe2K42WpLu+V0uBc6RII4cEOkttTJPrO6IpYeRx+/Gxp9NDqwOQOeembgAPuzz5XrbjqaohnE2mW/uNGziGtvduYQ9PJ+2M/W2pJFsoklqZ5P/yk5NnbkEN3UHIzE5zdHY8QO7XM7rTUwbQSS1pBfjox2M3ZIwIqO8fz4p1humtdjuarN9YzZm/eFYAWOcM5jRQ6mIAC0gjqEI7ASS1dZ4ZNW1LSv7ghqG/GrIzP/9H1muVLa+z29Dn9fidRjQa0v458nN+R5MOLra6z84mdjE71d3r3tM37HbWnfdaqu5nG2U6+Zttmxw/IiFZwjTa9vrxbp8/0ip2fwTvPT8VkV+4P0Jp9+cKqQfrBVtTyKkuh2S/2ECGSh8aXlG0m+A4plq217YrttvHpi1W2YS9r0reXs+X5XKA7YFFQT2C2qWHlhI2XI8KAYLYIrNApnpHbMxVXkBFN0Tl0DJTemY+oSxZ2w1e2LrAfsMrv760raYO9YWuQtI4beaA1tJhpSoDaPDRpNaOiryvrKSExh4cqNq56oNVQ0hZWVj/c3Voj04n1TKN+cTfzssK2z8QRoQmh1LBPwKeIJFb/RgVif2d2sFSYkJYTyWCls2EHDOb6dvm52ehgQwTE+tFZ3+9DBDIL/YTgDCndmE1jP+TQZsrAeC0mCFOT54U5E6P7lZVnI/ChBk3mm/T57wh+ZT8jIDGEhhx8sLw/q9qyVZTBgKwDYyWDtboeoJ4DEjCeqLW1X7zK6sDUYwnCNbb/c1HHs9XxeD9/hyVqznH5xa05Dm4YWMhigET35/razje89sQuw8gWx/+P6GxXwwkhFVHvL5CaTEssJIj0iJVUK3ukMbTFh3cd13ABHc01hHeOFJ0IdBJ6jugVxC1pg1fNg+l602+vbVvTl1N79ZbmiNrtU7djgdcaqeGg3jkkeRg0WFoR3vnXNK2Nyj80jmuxqewHiyBgBzSPFZqygfOLf3zafUZ07NFyAQZQOsIp3tKH0YdNwxkzSfa2IninUBQULI+B5A5Ym1on1iLqXgyn9/blN2CJhjMgIeWEpqKAroeqPctOOZsH1hOaeO+PONjhojuFfdMxfXIBIJPecVwIMfHIXOkWTUXi1grwkqeBNZNr/DeiHAj85pcgEA5bvCAcn1yeZ4pVi3BL3kybCOOwOZizWnUo3XR1XwbqUtZvSeXMLa9JAnY/ZupSHgvyceVlYGgJpqL2wky9GwWOAe9pxiS+uSSjlsReQmUNNHkwASdTIP/uxC3kpdvpdRMBognufHuVpLQz+UDKgqsO9g+4BVRynFvQmWl+fg4XRUUva19kC1hQzNGGy9sFVStSchewzLUFVwf+mOzObDXq3fk6WWBnUoRQDonBusLCTTo1gbDE31gP/i4ILOMy0ADJgYlDHIu9gg88OjzvaYF/Bt9uJ2WRakf35gXoOyb10u6Dm7PxkRYCaAkiEGoXrcNy816QdxFAxkkaDmQfGDreTp1YruJ9wjYd8ZpHEvvSketiOZiKxnBKd+azVvj++aUzI9tgplIfjpgEdmH9JnfEPJ6k7Gy954WJ8FpdkNiZitJIIKxfzG2U1zcX/+qU/+6wfndbz4PwaIX943qyF39dpwDdUbnyXoR23i15rmvkaDAsMUBolcQ6PhWNY3hl4Mse+fTyt8bvo1PQLTIzAF6NM1MD0CH7sjAEvOQxq2A4/fK/myHc/G7XS5bemwz0qtnkKuACc8hE8UGqrvYbN+qdGW7BOZ383ZuH3z0rY2Z+uq97omk+8PlTqNDJSHLCnnbMrhg5BJIsnGAz0cuyR5ZMOLFJXN84UaTLJXLCITclgLADzJ2VSJUaeC3x3vHJtEWMXrHd88wL+yMiv2CcnxpxdSCjsjgRxJPRtjIoUyIb89u1k1r2tsEZ9P74MEZTZkSjr2uzWFRz6JvBPJ4rF0XOwP7P5fX8qbz0tad1aMKlJmaqMAD1TPIBN9cqOkY8SGPRv0CjDjBbzeCobXl4AiZI18bphdpPywVKgF+F2UBvgIAacw6/jsYUV4HTyLdERPJMdPW7PZsfMvn7Q0IGYpZ418yfa99bbFGo3/5/Up+/dHesI/Iksfeb1WO7DXGi63DXeK1k/EbfCJu+zwsX3yBp46fdl2Ly/YPYtpHacnN8oKAYKJunUmKd8hXm8GPJ9ezGhwszsWsJ320C7Wm2JYE16fbXYH9mfnttTzi3qB6jjYy5fzMM5JDR5gFmGX/vTCln19/6LNBr0C2aQPs44+t2tGa4TwMCTuBMMRlsRHAgg/v11VzsGnFlJizwAvJJGz0SfMjM32WyU8sS4l5a8kwmJx/uC9VV0r/+LQgiwIZBaQQn7nTNL2xANiwQgx5P2ycWWwQrgV6+WJq0WBgy/syQnQ/sm5LTs+E7fjyYiUFj/aKEsSyrnnOgDo4ZsHODCMcXysbf0cvtFH5hNG2wIM/DmCBdUB7bXT5aaAD+eEIcjNJIdPJtYdDKz6UzacFHrCFLG1PLdVtj3RoDzvDA7Y0BOcR/jieygz3BPJfN+vtY0wfWS/XFffvJrX+0Kqy/eRmf/FhR2tYXrL8c8Cqv7N2U0xyb99aEGb+u+sFu1X981Jwso9hbWO/P67V4s2G/TYZ3fnNFz5m8s78sJzfh5ezMhq80K+ahm/VxtwwsGoHfyfT16yoNdrB1IRe3xXVj8HC3dThsotPL4krPdtuwUb5/S4Qy0D9GCkATNIbgl0PEPtoUBjQIM3FD1cvygKfuPAvJ2qNh0wYC5lSXxyKaUUcth2POWkTSM3fm6rYquNjoY8vO6XlmelmHi9UJU/Gl8vQJ5rbZzPiAAAIABJREFUGRk7lpyb0gm7PRfTkBFrEUwhmRoEYL1VrEl9A/j5yr45vQcUBVwXDDlowtjpDrWuH9udllQd5dOFOgMB6v5gIL3KuKBpgZDOL+zJSo6PagfQjFKH16Jmr4Ysmt7u4dCSXnz3Diu+ECEvoy0bBMndsLz4omn+ICEcBpa/VxsMlONxSzbmKEXKdQFaBl940bnHwdiiYCLoDjb0yfWCXWj09Z6u1+8xDOCL9UtuA+fjzUJNAyAUVigNOH6cc+w/BL1RKfYXF7Y0tCRHIx7w6+88tVmSMuXX9s1ZNuSxH6yWBKa7BJwpuNCjz/HURlGDO4atvOYz6zDqpkEPg4LOeKQANGrhYOeRpV9tOyGdYbdX51UVZ52e7nVHfxrMdnMqKuUNrDfqCoYGfAZ6vlmbhOWhFqv0evaVvbPKCiFQ7mAyanfmYnay2FAIJ88q1AesAwZUHEMUD1/ak9OA+k/ObYoNf3RXWs9Frj8UbbDlX94zo1R2gKzyKkbkt8R1TE9VWpanlz7glzoMS1Wx17fvXd2xpVjYfmlXWoMx1hCDuUcWs/KwX2509fooinhGoVhAMYDKDGvJnZmY8lHOVJzkf7I4yGG5dSZqf3p+25pdVC1u++9v3mMvbtUkacdG9LtHdkkFVxsO7WSham63V4NInhdz4ZC9nEfN47eleEhe+CfXSjqGKGXumWeA5bZXtivyo6OGmX5Nj8D0CEwB+nQNTI/Ax+oI8MAjTAiGD2C73RrYequtbvCw263NMw/3EUAvFrJqv68Jt5MWC4AgPbWrDfId2bg9tVlWBRqvBai5IRmTZHynPVAqOwEzhC2xEUHyyM5+s9PXZB6JbjLoV2qsQuXGAP2eed0TJYkDTOS9G7lU4wOzeftswur9sVjv/cmwXW60hDHZiJGa/MhSxt4vNcRcfWXvjPyDABtYVQYThC6R7MuGFYYAmTobGKTi9NqySQBsPIbssNlVcjySXRgffLTIKP/d2S29HjLrO7IJ+dafWivbAdLBEyFtUP7y4rY2e7XuQExlqd8Xy0CwEQASBgRZNCFVbBQJ1Lp7Jq6N88lCXWn4++J094bF/ldWNy20OCvgcuLCumVePGGpYtkayYTNB70WPHvRvAT56QvWG9jxkYC2D4ezXfux6//DP3UCAXvhyFE7cGDJRvWmPPTe40fMHw1JSfAXl7eVTEwdG8Ca/m7Y0VtzcbtrJi4pPWng9MgDqJCl8t4BXTBXyB9hVON+v8A29Ubz/Fw0JMno313JiyGBgcaDCIAGMKMiAHSeKNYUnvatq0X7727cpU5xvNtPrVUktX1sV1qsHqoQhgSHUiG9NqAQlg+G5Xgmqc0noYgsHMKgCChjs0m4F2waKgcqwUi3R0Hyr8+sC6D9l0eXtDHk2vnRRsXuysUk14XpPV3tWmc8kGUCbzdyUxil1woN87rd9uv7Z+UF/bfnNgSwH5hLa6P7TrVlt6djGrrg+4Y9R3GCfPzeXFI+XN43lWDIepFyHkiGJBGGgaRrGcaOARB2FYAqyhY8+nwGQp/keSYdO+i3l3dqGiQk/WQhRLX+uR6Q7cJwMxAoDwa22ejbarsj0IW8+XcOL9q3LueVsgxIZHjFOQXsI5+mNvHRhYySvv/mcl7S2l/ZmxMj+/2rJXt4MSkwxCADzzfX0h+f2bCb03F7ZDEpySwhdH95MW//8vC8JO/4ign2473DLOPJvXcuZX/4/poYcM4XQ7LXigBo7k9+q3WHkgfX+n2xldzDuL9EvC57v9pRnRVgY/hByrjXXtqsqsHg/ZrDsMOgwyZ+/cCCna4CjDtaL8jkf33vrOrFTuSrticGeBuLAf4WUvw+77GnFOnPLWcUyPjEWkEAlkHIZ3al7dXtum10HYnx1w7Mad0xZOSeTAI6gybW4JVG31r9gXIuvrR31v7mwrb6sskCAGATmIWlA1n155ZzWm8ApL+9vCO1gLrkwz6tK0DdpXrLfuvQonncjvKBASYAjHvzUsQviXO+Q9PF0OLcj4Zju9DsSmpOIBmJ3Uib1d3udULcCOfj89P7fbXVUg4GXv5vXspbRwDeY/fMJaTAerfYtIvNjtY+zC8gE8sE4YcPzWekYsH///RGxRqDgX1iLmm35xIaSpA5waCX+zdsOc8sMkRQPX1+T05BhCgESD7/9ZU5642GlgwF7W8vbGlA+luH59VR/t01fmeiNHcC4dTvHfTZ964W5VtGcUVf+JlqU6CTz62aOJ9XYXxHUlEF+THo5d6EagPxOUMW7gkX6l1lStw3n5TFBEaYY8L54PyQx8I982KdBH23FEQAePq/ybvArkMA483pmL1TbegZynVCHWZpMND/z/ORxoBHFjO6l/7xuQ27WO/Kb44F7JZ0TM9k7GufXEhavjuUcoD7JwO6BxdSCgNEBUciPsf13vmkncDXby57rVS3/T/Ng0DlxLCQLoqXtivKSkBSjxXrdK2jYYVq+pIRqw76UpOQ1bCcCCn/Aq8/w0+uDQZZWH/+6lJBgZ1L8Yh9dU9Gw7RvX9nRuvvPD83r/TGcYuiKnYssAgYqGy1Ue31ZHrAqHMvE7PurRT23W4OB3ZKO2/lmR/sNFB8o7KZf0yMwPQJTgD5dA9Mj8LE5AoBsNg1s0Ahgc+SDhLlMFPqz1eleCwFz2YVq0x7fPWOX6l1VAEWpxRkRTOa1Yg+ftEub9/ONlpXwGLp4YLsUYlbu9MX4HohHrToYWHPQ10QcdpGNzKVGX4wDG/BHllLy4rGJKffGquLJhvG3mXpj+Tk2WbBayOEOp2LWpmoqHLAMzGGlqZ9BCXDLTNJiXpOfmZ5vBgqwK0+skpBOlZjTg36p1rY3Sw0nKCsVs/5oKMkw/nP6iPfGg/Zre+cUFASAYUMM0OC/z9Xa9r+fWreEz60kZdKH8ekhpzwUC9r+VFS+zR+ulc3rdUk6+sBc0k6XW/bcdkUyPRi2z+7KavoPe0NnMWzI3fNJ29gqW+fkKYsv5qw3N2P7SmVb/tYPzNfv29jjMXcyZpPSh2rKPgheYxle06pDG6oz/O8T0/WtdML6/aF5212rJBI2fuxhu5xN21+uV2y21bTFfUu20RzYDamwzlOxP7DjqZj6pjk/37iQt6WfJjn/qyO7FH7HsQBAs7lkWMGQBYAOI3s4EZZHlPPy/dUdnf/FiE8bNhhDjilhSFQnERKFb5bkYgYiX9wzowwBPP+EttGxixf0b68UtKmlhup/uHWvQD2Doac2K5KmPr47K18ozBChTFguqMsDoBM2+I1z2wLVd+YSAqJ07j6zXrKvH5zTcAiAd0psbEcya6wWyEn/8lLBxuOhfXVlVr3J2CRgUKM+l92XS6iaibV1MBa0DXIOCOEbTQTuGBYgNX+QYLeJy76zVrLd4YBkrIQtkZeANxxGGQDPQEDMJkA/Fdb7fG6bDbfJLkDa/IJef6yQMUAKwW0ElsGSPbdVUzc4WQiwblwzJC7D0OfCBMmNxErDnKUCbluJhiU/ZnMNWzYfQiXT07lYJTQt5NGx/c1Di5Kzv1VuatDCRjnk9drfXs7b+6W6Qp4+tzwjRcfTG2VlUSDfBjgTDgUw47OQRM19CBaaTTZ5Ep+YS8vbTkDkH53bsN/Yv6DzxjHlGM2E/Lbe7AmIEZgFkBdbl4trYEF2ACCA+iheF0DKWmQghkwc6wCDuuZwoFoy1ABc6wwRbspEba3VU97AS9tVDUZQF8H6PriYktXknWpbfmBURP/84Lwq5Z5YL2mAwxphmEAdH53dq82u3T+fkIQa1vvF7YruHQysAFGnay17fq0sCfJ/e3xZc7TytTVDRSJDLVQJBGVSs3ZrNqk1+1cXt20lFlZIHO/vOL5xv1ef9dGFlFhRBibfurKj+xqgj/UMCH9ivWz5bs9++/CSBqN48akcbPVRIQU0UEQpBTtK8NlCKKD3hfe40R3YkUxMKgRCFPHec+3vwl8eIswLH7DbztZa9tBcSmCVn4NBPZqJibFluPfiZlk1gNT6wYzfkonY81t13f9+/eCCJb0u+bef2ijZ5XrPPr8nq1yIl3fqauwggO1wOiwARv3aDzc4rl77wu6swK4j5W9oPaGI4hrgfML4/xdHltRwwNCFTBIYcdhyPP+sR+TYPLdQpRCMevan93i8zlw/yNL97ok9sVaSLQaFD3Yf7GHvV9vmvdYHjtT7x/mqPbdZsYfn0ub2oBQxDVhhibEhcd1eqHXtR+slhbiRTXA0ETYvYXs8l+S/Rj0Q08CN1hOGGfi8N7s9gdtzja7sIJ+cS9lCNGh/cW7LfrRVti/uzqnSFDUHw+GY3y9FCYovgupQYzAQ576GciflY2BRVqjfF/bMqD2Fqrr2yJHyz0b8YtxRKxBOyICGgEWGZNgSGNqRo3JjJiLb0YjU/uFI1wQDMfIXyGb51FLW0gGPBo8vbZU1xKA+7bcOLtrZalPPC2woX13JaT3zWhfpr/e59UzkWDAE5NrC0kIIJAz6D9YhBjoa0mM1436Fuu/mTELDtunX9AhMj8AUoE/XwPQIfCyOABJhJtWAYgALlWpIGJFmwvDy8AVEAtqROmZDXlUpwQLhWaR3FuAAQwX45avec2padloOow64YIK+Xu/ZGhLjVNgKPPQHI3UVw0hE/X57r4w822Xt/sgeX05L7oyXE6aEoDQCqAgwQsZ480xcoIiKMXpUQ/hr/V6lMCMJfbfclqctEw7YPTP05OLZHdtgbGKGDiSj9haeTD9J72NJr89XO3a23lYKLCyUNvGxkCTnbH7xQTtgrGluZMLjsaX8XoEMNsR/eGpdXuTfO7oob/mNyYhAD0wfsnOS5fHp4dUkkOlfHV5UYBDMRsrntt3xiKpxxmub5nrpdR3X8cqSHQh4LPTD582DtvIDavsjy+v/gyx9EgxY/9A+W+sOzVWsWCEes9BjD9gtB3YrBf0nW3UlJuMfhRXEGwg7B4CeD4ck3UTGTBo5CfmoLmCE/uC9NfkV/+tju7VOCDoi9Aom8/ZMXOeYAK9tPMO5lOqlYCRJMuf4wUYRioVfmt+H2bmdFOl40L5zpaiNMTJzJPuwNwRwPbVetNuycakjXtqqaQNH2jX+YDZ2gI2XtuuSon9mV0q/h0+SqiE2snQMo1DA0/1HZ9btl3fPqJuetUr4Fx7eL63MyEMKXUgqPp3wrF2uDyTCzDnWOz35QGGbYYx574DCW7JRMVuAeiTqbDKRpZ4uNVULlm/RLuCzR+bT6lH/cb4mkPDwfErefGrPYJ0JeWuNHCk0wwkk1lyjsOX/4VxeXkzkqviNUQbwezBQsIq3ZWPKSZiPhO1PzqzbTdmYHYqHVP+F7BmQTA1b3MtwKKDgOjbAGhZFQpLkUksHeEO6utbuK7wO0I+0H98tLO1bhZrA9x2zadsTwfcZsD+7sC2wx3CEIQ2Djqc38K577eElfOQE9NVVDwgQRZ0AaMF2wudkuHNjJqrrkKHe/3rqqv3ekd0CfagHSHD+v9k7D/A4ryr9n2kazaj3Ysm9x06cblIhnRRIJyxZYDe0BZaylD+d3WXZAEvdQCAEQstCsiRLSCW9kEq6U1zibqvXURlNn79/Z/TJY0VSJFuyHOvc5/FjW5r5ynvvd7/znvIe9hhqr0klJhvmhVZaUomqrCOWhrAfdeWQESJ+1NjTwhCRwRUlEH3arQU0RfaOnR1y5qxSdd5QqkCUDg0AopIQJJwgz7f1afbBKbNKlNQ809EtT7b0Sn0gVz6+ok7TkXmOcI4U5eaoE5B7xPG3YyCqQmzU/5Ihg64CUUBq6HE04Ax4vCmkWUgfXVGvdeA4tIg6EtGlvhlHEoKSREsvnFuuWUbPtGZ0FnDCsNedVlOiuhs4Sohssucxd3fuaNe1jR5HrtelKvx37ezSjBXSohcWBbSbxMudveowwTFLGQL6BDgMWd/MLQ5QNC2iybQ6k+ZT49sc0nvHsYVGB/sm6xQn2c7+iAqXzQrkqo4H0XHIGzoQOOkQ3XuyuVvnY3FJnmZbPdXeq4r8RLhxErFmyJjA6XrR/AqNut62tU0JIoJ5tOXjmSa75vr1TaqFcFpdqfatbx10zNUEczXri8g0ZUBrd7VbQ/CMrAj+TV00axphNrqPUBPd2B9TJyvq9oV+vtevNe9EaNn3yPxACR8leNoj4sjA4fJKZ4/WrlO/fXRlodyzo1Pu3tkhp88q1+yZ0kCmxGBjb1hOry3VMh0ca2QAvdTRq6ryq0rz5OWufjmxpliJNM4r+pJzj5TTsMeQQYQTEP2HO3e0yWEl+fK2WaWqfP9oc0geaerU2muIL2KU161v0Hco90RGEdlEOLxZezh2cDJwXz9b16BtI9+/pEYzt+7a3q4OJwgvmQXYCr3xlIoRUjLglrT2rn+Gko9kSt8RZL480dyjn2e9slaWFuXKix39SpgPLSvUThK843BUUEt+el2Jdmlg//r9a81aisP9c104fR9vRmzPrVknOOF4L/xxU4uWQuDozMvxyf07OyUaT4vXl9a9FRuDbC4IO/X/NgwBQ8AIuq0BQ+CARyDTUs3p79oj8URae3ETLcKwhHj6PF55vLlTo+i0F8Pop6UadXThBIZ1pocvRjV1crwQETPD667124nkIPHxqfcfQbRi2hHRxiwS18gWxgAGzWvdfdIdpx49rb16EU0jMko7KH5PWiCpnY80dsvqSlIrQ2pwrEdlOZlQpW+869S2ET3l3yup+yvNk0eburXl0JMt3arwjOH0cEOnGuEYn2+bVSJ/bejSKDw1ctwTJB5jhuvsisa1zcz58yq1rhdCkFEeztOsg782dcnvNzUrEbhy9UKtPyd98K/NISXdNXmoFkdlfWefpq0jbPf5w2bL2mfXSvDWe6Q4HJZwTbXkF+eL55UN4kmQmOhEvLNl0Uf52bDPxvPzJHjmSdIRDEp3c4f05uTIouMPl7TPJ3fvaJd7Gro0mP6R5bPU2CGq9IeNLaqaS5SNKMlvNzSKz0uk1CeHV+SrqB0RSgicm5ZhFUXqbLj6lQaN/n9waY2mIUJqIWin1JYoQYIk/2lrmxJkxPIg5KQt3rC5VckD6vJE9YjAYbATcaEunQwIiD414kTAiLqRMUGaLams8wvzZVFhrq5XPoNQ4YeW1qlYFE6llxCfSqVVAAuhQQxdorEXzS1XaD0eWnpFpTUSVSMQISNEoLg20p6pI4fQ4LgiSoWqNrXumVrkuNaIo9qORgFRIxxF2vLK45Hz5lbIuq4+VR8m+kzEHUfUgw2dqm+wOdQvy8rytY4ecSqMYM717oXVSnif6+jTaBrEDIcVKaOsQUooICDUoz/aElJigUMEMUXaxzGPZHuAJZiRrspSImKIM4Na1BJfjtyzs137jyNytrg4oIThlq1tSsYhMdRxEgHG+KZtGtfOPN64uVWjqBBu2hjhqMEJgBGMMvOJtSVax33T5lZ5pLlTLplfIydUFanzgrIBSBBp3hA86uJ9lKGkiJx71MnDcXmWcNjghIDE4vC7cUuzvHdRra4XSAPOIuYTZxJp+DhC7lUxM5ecUluq65K1SgRT20bRTi0c038jFAhWEBMIFfN8784udfispM0e5TRCCyyP7oHsbeu6+5X0QD5JsabG9rebGmVHT0TKA375l0PrlcgTMUfd+/w5VRqthVAhREgf7MsW1qoeAHsaEWK6RpxQVaIOBOrYn+vo0cjt+xbXaHo718r5yBihBeMd29s02ouz6f1LarXsBiE+HEo4IBG34/klws1axpHBXEKeH2/pUXE39Cpwgs7Ny5WHmzqlPZrU1m+sWRwB67syav2QP5ywPpSxewdUkHB5cUbj4MGmLhUpy/d7lGSR8UJ2BR0SDisrUKcG5RJNCIXucpThqEBvhDAwyvGUjqyuLNQ18FQbBL1LU9QhbThNqFsGs1NrS/XnrDtSxFnXCPvxrEKiETSF3Jbn+lU/YGNXn/x5e5tmjpBtg2gY5TWQUXRJSB1iJ32ytVde7eqV9y6u0Yg3TgTERelawLWiWk5mGPsMc7+yNKhOwUeau7T8JeD2aOvR/kTGKeEVMsh86rQ5trpYI8lgztyhP8KeQGvCo6ryVTOFOeGdB6nFacN64Hm7YWOLZn3QEhRNkRc7++Wo8kKdW7LbeB/yXYRGIeG0QXu2PaROabQo6M5wdn2F1AR98mRLSO7e2anq8mDBGv39a03qNCXqjJOV8gEEC9EVoKMBkXe0VXh26dfOtfEMcSzW/wnVRfruZJ3jAESEkcg4FN1P5su2dq2rP6ayRJ83nEas4fZYQt8FZETxfNBWkjIQHFM4Nx9q6tYUf+aDKDtigryXmTv2WkQqWU/37WxXVVLKJeYV0IUjLb9c3yBLCwNa0oDDhzliv+DddsWyWZoF8UxrSOYXBXWvtWEIGAJG0G0NGAIHBAIEVqk7I4qZPSDnLeGYEg7qHEk7I1pF6hzkUqPq4aimZD7S1C0vdYQ0JZeoFrXipI6hqku/31A0pWrDGE5E2REYIjq3tS+mIjNlAa/MCeZqrSEkD4KH158oc0yJcFDcLo+SpY5YVAkIomqQvgca2rVXNUSYCCOkG+OsLh9hJVoauTTlkBpPoj7LSwJyam25/NeLW9VIOH1WmUZi8dwXeF1qoNKyhkghnn0IIHWw9NS+T8+V0KgSNZkXI6aDQRyLKWk/taZEziIFPRzVtl6o32JoUn+NswBjE2L/hVVzNOJOeuXDL2yQ4w9ZIIFUQkIbtkr1g49JsLNbYgG/5OXmSLq9O0st/fUp6GppqFmZ3a7MJaHCAvH4cyQnmZCB+llSecpq6SstkQdaQhJuD8lxK+cpOSHiFkumNdV0dVWxOkaoGaWml3T1jyyr0/kgknzN2gZ576JqNaQgCr/b0KTRY4SlSFMmAkc7HyJ31DkSYcWAvbuhU3Jdbrl4QaUapzgjEN4CdyKR67szEUiEkv5hcY32fEezACM81+WTE2oK9P4w2hAIg5ieU1+mAnKkBpPuiIL7YfTOzfGqYU4UiRZfGME4S/7ajKp3Si5ZUK7ODxxKTxFR3aXsfNG8ahWbJ7pMhPPvFtUo6aZOka4ARHF6oilZVpohhKwboq/UTxf5vNom8PmOHjXmIT6ouGMkY6zu7B3QHsesBZxd2r+8olDvu2Mgrun2CM0dUVmgdegYumQPEJFaVpyvImhkK1CfDZ7MGdgjBoXWwvHVkGTRKDFCgXRUWFIcUKILYaevMDXJs/ODsqAoqCSUaDa1rSdUF6pAFPXC1EFTVkH0kgwAonNgUBfw6/VCFnASkPZOZJzj47ihhIDPE1VlJSLEhxAc+wnpzSiRc/yfr2uQt9eXqao7daGPt/bKbVuatZ761LoyfY5Q38cBduH8Sl1TtMFrH0D3wqPlAZQFEElkjo4oy5cFRXm6RiFhz3b0qK4DwpMQoQeop00mNZrKnEDQb9veoVidN6dc2wnSYg0HEeufn5MNAkFkv2D9buqOqPAg6d44RE6tK1ZFcNYqRJFSGI7NfTfsat9148YWqQ3kquOAFNtr1zVIx0BMFpXky9vrSqQxHFesWDvn1pdrui+p0f/zWrOu6c+vmqORcfZa1gJrhpZtpESjUk0mCD3JcTCQSk1bL6LoZE847a5whKCx8P7FNUqUZucFZE1Hr37urNnlSqyJNJNsU5RLRlGuZiCQdURXjUOK8zTVHVxJQ4d8saeBMWQKxyyOHOaRWmFq0Z9o7hZ0/ym1ITKK3gKZQtTrH1qeL+0DaEKE9L3BfECe2C8fbuzWfVbXiYgsKwrK9Rub1clLRBXV+fsbO/V7EM4lRUF1fFEuBeFcWhiUVZX5+vyoaNiuUgcyHigJQFPhpc4e7VhxGNHYoF/byf1pS5P+n7XI88F89CfTem7eFbyPiFzj3FhYmKsOBZ6Z27e3qnCZEtjusOTnIBxKpw/KWfx6DZBn3hkrSgJSlxfQkhnWCqn62vor6JfDy/Ll8dZuaQtnui1QhsN1PdbSpU41BPxwNKJATt32ilK0KhKaMn/DpmYtHVteGtSMHtqD4SBir0RQkvfg0hL2yDYVz1tdXaTvQAg6xLQuGJC3VBVLfZ5PU8lxoiNESCScbIrfb27RbADEG3GS4yikNAVhwjPqyjSDhTV52/Y2qcjxqYOPwbHvb+zSzgh8BsV8epu/0tEn75hXKW3aStUjN29p0yw6auURk+2JJWV9qFf/vmBOpe5tiCFu6o1oRhSCkdgBrDuEID+/ar62nEN9HZwpZSGzAy0ZnJA4JLEfKOehXIg9ikw/9o+z6zOlR/c1dqtTknKh0+rKNN0dhxbOMLI0bBgChoARdFsDhsABgYDW0vUOqPiOM0hNhrhhvDLw8PNy4yW7obtPjRiEwDDgEdmirpZoIFGKPC/9U9OakpaPgJqkpNDj1SgLqX5EX7xu0s1FyQNG6vz8oJIL1F4xDmIJlLAzKtEQCFJ5MfJTybS2rTmkLCOIQzTzwaZOSSddMqfQr0wDARqO0xJJao06pAmlYGpoSRsnEksK6q1b21SkjigDKbcY+GAA0aDeHKLXGYmpUU9kQNPoesKq3hyKxjUCR10pKaL37ejSKOv58yrUcUA0kJpIyNI75hKx8Muz21sk9vyratC9bVGdhJvaxH3vX8UVje2OhEO09+gRrmHvDINyIuD8rWr2GWKeLCqQyLx6iRcUyEBvv/gX1Eve0YfJ77a0KWFF3I46XRwYEKO/tfYoWblsYZUadWBMOiKp3RhpOD2e3yVYxPWTLvzBpXVSEYAMhNVIOmtWmabyQ9j/b3ObRoxw5vzj4lpVaaa9FeeDGNOah0gfJJo1w8+JJrMGSIUmwkqE8jEMfA+R6YRGhFVkyCVy1/ZOjbgQeaUvNUYwddW9sZScN7tMNRAwBv/wWrNGSqld5xwQu0gqqW3xSNEmM+OVzl4VBDytrkQJO6QbgoPD5K21iKp5lCTSMgp1a9KQtWd4IqXRNQgxhBQyjsH8RFtI27+WdPsBAAAgAElEQVSxBjG+EVEj/RMHEYY2RAbDkHs5sqJAI7p8D2cWBHEAUuhKy4ZQRAWdaDH0aGOn4o8it89Ne8KAOgjItCCCS3Sb7AJS9BGKQ70ZIsj1UQrAteI8op6XiD1Ruvt2dmnd8orioKrEZ2pZ2zLRKcTD8gPa35gINY4zUl07UbvuCQ/2hC/Uc1D/Txo0awLROAxg6o8hh5AcjWTHE5q9QgSWdQvJ6o4kpD4/R3708g45oqxIywIgPE+29Mgt21rk4yvqVTSSchTSd0nXP3c2Qla5KtBHtJce4hC0t9dn2gDS6o2e5RAenlcGzyGkksGzCVmjZpZnmjWGcwR1a2quyWhh3dAyivIVapSpNUfd/5atPO+FsgY16XBMMzpIxyYKzL3OLghq/T+iVMtoz+fNkAgclmSY4Hw6ZVapZhT8/NWd0p9Kq2I4LQzXhfp1r2RfwQnRHU0qGeRZQMzyE4fUa307ax7CQxT7mKpCLc+ApD7Q1KUq5pCyuXkBaRyIaNYJ0b8Svy/zfLf16HzwHOF45RlD5CyRSsj5c6tVjJK9fUNoQJYWBzTbiVTzbb0ReaGrT06uKtLnirnFifW3FlTcKxVDSCt16UU+lxI9Ivv0hr9rR4e22Dupluh1QFt4EdmcW5hxFNH68N7t7TpHR5QX6nMKcYU8sb0tL82Tk6qKNUL9561tcmh5oUZF0T/4w6YW3ecgUBBvnCqk1aNCT2kQ5+OdA660MSSizLWyBljrKIwTZcchRpnRteua5Kx6orV5Oq84qthbWEU4Z0kN55l8LdSn3UZQvUc1/Ucvb1dNEOabvYF9jOcdZyDlFrzbyNzA+fWOOeXqpGsIx3VN42yizKAmP0eq/Dmq2k5XBFKqcbTgHEWnAUc06dtk0yzIDyiRZL/BYUQrwEdbQ6q58fbZFXJWXZn8Zl2DCifyDsdxk9RWgLmq70FnBTLK0E+gbSddUEg9pxsFqf04sekJTsnIqbRvDOSoA44yHvYQLVPyehVD9p+lZUHNiFKH684OnUfWIbbCMx0h+dPmNlVCv2hepe73r3b2a2kOpSTYCdSgU0LSMpCQVSVBzSR4vqNX2xHirPngkln6HkaU8IGmbp2vw+mzHsiRFzp65H82tci3j1mkGUG8T3k2Wbeky+M0gNjjnEqnU3L2nArde9nTtAWgx6UlDnyOTDmyv8jGAHsU7lmD7ME4cWwYAoaAEXRbA4bAAYEABA1CjbFBdJyhUQo1KuiEKkqgIDrUhT7dHtJUcSXwwVx5NYQXPiEd4bjMKsjV9FXSKp9r61fBmHQqKYm0S43GcCIt9UGfFPj90hWNyY6+mHjc1IKVyEudfZLjzRg+RAwhHRgekFxqgTH2eqJJ2do/oKmNRFkhIBjatFMjktkSjWukljr09V0RjZZDPhC+ebGzR3t/89KHPFLnCcnB649RgqGLQJXL5VYDgH9jUFJ3uxI1Zx99nHPkju3t0haNa8To/PlVqhD7MD/b3iKnHLlYlhPx2LhNOu59XHw9PVJUWyk5iYQkXlovrjdKSx+FoKfcNHkTSddVS++hy6WjqFAe645IblWZnLigVtOOUdclpZDUSFJVH2rs0GgSRBQHCOmNtLrCGEJM59w55Tq/GISQbbBcUhjUbADE9W7b1qYR8fcsrFbjH2OItjlEfZaRxkjK8PZOaY3HZHYwV5XvOR6iSESlwRlDmWgmn8XQwkiDiLIWnmntkdVVBSoYRgopabqkReJIIPWR676/sVvrDEmB5lh8j5RwMjeIIkLIiGb/Ym2DnDO3XBZBvGIJrVWnLpZrxdGCQ4LWX4gQImxEVAmDGSMVB8IptcVKVFgPL7T3aaSZSBKRQq4fXwjRMPpRQ8Z5ZsisOKO+LJNV4nFrxAiDkM9i7NIeEIEwrD+uFfxYcxB67oX0Xp9LNF23B4Lr96qBfUptmSqG4zggKkpUj4ghisiIZFUHfZryCvF9rLVH6gr8ckhRnhqYKKS/pIJX1PEHNBKKGBvEitpmIvngQX0zEVF6GVfl+uW2ba1yTHWx9EYT6sDi+UeBHIE8IqX1BbkazUScDbVwomuIJNJ1gfVGmjZzT0YDmJKmWur3ypGVhfqcgtF163ZqT2MibJpWHI7Iup6w1jcTiSYN/pGmLo024jziGWSuIXsFXrcqXEMAcHSQosxzTd/wPfN+MlsqBHNNR5+q5C8uDippYZ2jZs98IoiFw4FyCzoHQNAh6ojY/XztTjmivEB1JHBe4GSgDzfzR4QN8gSBIfpINJQe0jgsIPs8R819MTmupkhJ3F3b2zQjAAFDslO4Vursyar40PLZGgVkPbCnMFd/tyBz3zhDyRIgGo9WAdkMlAY90hSSQ8uC2gEA7Q9KLSDa4DAnz6/dDXB0IAjnpqOGlkDka2kCZP3yRTXqdOVecKBCcD1ul5YpQLZxFLxVnQs5mroOacWhh0YARJuIJYKLOEzAsCUc1wg1mSc63+VERr3yfHufElTeIUSn6a7xTGuffhbMcHSwnq7b0Ci9UfrZZ9rj8cw/2xbSsgr2HtYVTiiEyiDPx1UXqVgpzlacbJyTbCqcGjt7w+o0Ye4gYNV5fnXUgRtR+0z/9Zh8f812uXhehe5H7BPq70yLOoYgrpBJOh+80IE+QsWQ4/pfn92sZJ1SKq4fokhJC1F45kPbakYTct3aBvnw8nqtRVeHXHNIS3EoKUHtnT2CTiDse055D6nYd21vUYcA2RxgneNlXtw6j4j+4Rxc09Gv2RCowuM0/uPmVnVIcgP9rGOi17QKjMTElXZJZZ5Pav1+Fdmr9HvlufZ+bWdXkuvRaDv7U7E/RxYU+DV6/dfm7ozYY09EkuLSNUUmnN/nUfV/zsuxcT4S2ec7DOq/0eQ4pqJIU995vl/qDkt/NK7PzxOt3VLt98s6npuOXrlwXmXGAR6Lq/L9tt6oXLFklq5HREBxDqOt4dSEP93SK/c0tetnyJLjPUCmDCR9aUm+OobJWHqoMSTiSsmnVs6W9V392s6RThbU+uOkwWbBwYTjnv/j6MYpTRtAHCFG0A8Ik9Qu4gBBwJXGNfcmH6effrrce++9b/K7sMufqQgQkSKSSvSsPJcmTKJRKkgEA8MNbz/RBn5PhAYjlxowBHuIhvKC5fu0gzl0Vz/WO3d0aA0yRBlBFgh7YzgjxESU4II55fLz9Q0qhJWX45blpUQp4mqscQzq3qh3QwCJ6BERiDkFKEmn1Bj4u4U1Woe2qadf5uQFtdYRg4c6TggoUfNUmrT3fDUCSL2nrzDj3QtqNAqwlbrC9t6MgMws6jJDasAR+YHQEgmDaP15S2umPtGF+IxfHntpi7g3bBRPcaH2EK5paJDkY8+Km7xel1vbwe2Zbk7rssE09D0i4cPbmYkkSoslHYuJKxKVWG2llFxyjrhrKuV32zvkpbYe+fJRC9QoxInxo1d2aESVtkIQHyJSOFDA6ZXOsDoUiKiSintCTYl+B+OfqDFtfhAbwxCkhhB1c4guWLAlE7m8bXu71O9SCH7v4lqta4Ro3Lm9U9XnSf8l4kYtMNFZRJoumV+l0SWUmFkbJ1YVKWkkXRsjFpKPaA9p4RhWGIPUc2L0E2EDIo5HpAORH0g4ERfu6cjyfI0sM7eILnGtaASQXryjd0AebOrWbAEILQYc64QI5Fl1percwQFARBUD+oy6EiUoGPxErsJxhA/zNEOCFj+vdPdqKijkhlRTnAUbeiJqgPOZjKhRRAkCabFE/ajl5RnB6MTJgLMLAkjrKogymHE80nJJmSXQCwaQONKLeXYQU0LIEMOUZw3HBNcIS8IRgXgWKbdEgYga06YKVWfI86KCoGZ9sH5R+z6xKiOchPPqfze1aU/u9y2q0VZMzPf1G1q0DpXWSVyrKk0HIDoujfxCcKjnbQvH9DM4gFAUhzRyn6yxkwdT1SF4RNG4Jp4XMH2sqVv3FIx1SmQcwb/L5lVpxBVnEqQQUor+AnuIE6HHWXj5omolMpDwn7/aKFXBHI1ks+4w4LlmIuKqjD3CwPmAmCMlNhAxHHLsWdTK8+xTO8s1vdKVyQyCGGDwY8hf/1qTClJuDvXJubMrdO/qTaRkXWefRo1JzWXtt0doS8eaCKhQJXsmx4D4sJ4gegiqPdfRr2nllCpAACDtrB0yCbgmasdv2tKqTs73LqxRws932UPpOc/64flhzT5Ean95hgRt43zi0rp0NCF4vnDk3LqlReeKeYS8shfxrOE8QY0d4ovjk0wCBLXYlzW1eiAmT7USuQxqK0TmmT0E8s0ek9krElpnzxyovoCXBH1R7QCilDgUVu9S17+/oUOVyCGZrGv2VKK6zAtRS66Xa/zVhiat4750XoWmjrOOeAZxZFD/jEMV4kXGAXNIGyzWOA4k5hEHAO0QcbRAnDeE+lRtHCcR58C5gKAnGSA8H+wLRG3ZL5l/ItOZeXPpnsJ3uEbW75a+sFw0v0r3GMav1jVKXo5HnYC8G0m75ruIipLlwG4OhgjknTe7UksoWOsPNXSpswPdDXRM1BGIfgQ1+yUBnTei/ZRDzCkI6pxDuplfromSBwT9aIXIPkwWAJ/BMUabQPYOnMS8M9F3oPc8iudkLPHeoiwGlXjKASgD4P1LhhfPNPsx+PEe4dh0D0i7XYJbnnnhfYFTkWg6GRnsc/zsgYYuLR+qDeKmFnWakUVBFhPOOAgzDnecmbzywAYnLWnoOP7OritVpxkZLmhdROIpuWJpnZY8gSGZJijz4/BhoAuyrTes9edkv1AehjOM1H6cAjx37Dt/3NSqRJsuB5TnUZrH8837Cccwz9ATLd3qgOZ+cPzxZmZ/Ze+yYQgYArsRMIJuq8EQmEYEiBBj6PByckg5LzSMZYgIY213WEkbauIINCGOs6m3T9MzEUN6pqVbIimXviRTkpRDivLlLw0dEvCRzkxaPOI/RF9i4vV4pMgr8t7Fs+TqV7erp53j4QVH+I30Rcgaoj20BkqkMmnqRGEwlFrDA1qXToofqdvU65L6iqFOBBgDFWIXS8Ulx5Mjc/Jz1IjFUCIFnzrPzxw6Vx5u6tIo0X0721TVNvPyjiuBIqKIQYWxtNAr0nL/49oKBsPc3dgkgVc37p4xdS9m1347v3LqwrMmV9uXZdJxXQV5IksXSCyWFH8oJO75s6X9pNUS9nq1Hk+NvDnlGrFgUHf9cnefXL6wRskEuFHr2xtJyCn1pUPtdSDpOCWIskAuaZVFlIS2bkRGiXJu74uqsXNiTUaxFgMP0kbUEYMLQxy1YerLiT5eMLdC5xADn6j6yTWlujYQXntoZ6c0RmPa6udd86v0eK909etcc37IMUhAaElPxyjGEMQQx2BfXhxUA4rzEj3DGQPOREhR7X6ps1cjhKQ2QyAhFtwjBiPECBKntYeN3ZohQDolRBEyTOQNosH/iZxgRJJWzrkwIpk3dAcwpFEoxvAkBZpoJWmviN+RUosDAccARjQRO12HA7T/c6nTg2cHYxjdAW11RnqwP9Py7C87OrX1HoSA8WRzSB1SFbmZtFTIH89RZySqPc+JaGdaiiU04ksKt66wXSUEGOCUcazvjqhx3Ng3IPc3dsjCwjyN6pJyTtT+hV1tis6bk5kzejNTwwsx/ftF1XpssCeKhPGOQjip8VqTnpMjLknptSO0tKOvXzDVaadFSjGfe6ihU+uhaWUGQYdAgFmhLxPJZF1ALCgHYB2RBlsVhExjdPdpf3acRqwH5o61DgHlOBCGe3Z26nq8bEG17icQU4hL1S418nPnVmrkFuwhZkQ/HfI0fAsFL+p3We+sFTIPcHhAbsjUYJ2wLlFrx+kGIeZzOBNu396m6bJel1fet6Ra22zhhKG9ImSTDACeFRwEOBG3hga0/p8yIFL72TuJaLMWwOZPW5qV6EPEIYkQXtYs4lzsW5AY2juSzoxjBQcM149zZ1FxnhJayB3nI+WcfQuSwn7dOajaT0SXeeWctMpaVVao2OFcQbzwgaaQYobCOc+hI5DH5yEtrGHeAw82d8mRZTi+/HrfrCEE0ajpZefivmldhf4GbRPZeymP4d3A9sb5uCecY0T3yQ5AHZtUafqBQ/B5Zk6rL5Mct0drpcPJhHx0+Wx9thjsWezX7H0QdYQCIdIFHre+J3BqQMbY/3EI0nGAa4Q4o30CecUJuaAooA5YovbMNyUfmY4kUd2XcBrgIEMXBJ8q+EBUWVeQU+bznDnlQ04ISi1ITV9RkpkTnAREkjmGdiFIp3WPwflEW8J8r1vvl24IrGVS4M+rL1cHDFk6vApwcjgp7Oho8DOyw3gW/tbWq50TaBOIIwTHJdoFlDqwZnjecOpQS84+QekJGSY84/+3pVlKcv2q2k75AI5PnJdEnqkb5/kjq4Z6brLCWD+U4jDnpOyTBs/+xTNCNgR+GO6blHmc5cMHmJF6f2ZdmZ6DfYAe6xknml/XCWUtvF/JKrhgfqWuF+yPu7Z1SI5XVPiQPZ19j/c6jjUyGhhkQ73WE9YMA/Yh1vpz7T06n8wtg/n4yas7VZTwg8tmKYmnbItsMdr24YSC1JMd8FJXj3YPQWiPUj3eS+gi2DAEDIHdCBhBt9VgCEwjArxMMVQwAKlfhDxBmBwvOESQ1FPaR0G6qUvEsKQOGBJFRInUW/rPktKH0U26WCieFnzfG/sicnhpoXQkorKzl+PjXSdl16MpobzqaQ1DimIwx60p0BhuSMgRbcIwJnpC73Si8bRq29k/oBF4xG1I2SVaPL8ooFFq0pb7E3jWExrRwaDAkEGc6f4d7XJYRYHW7uFdx3tPezZ6G5N+WLpthzT85a9SMDAg7rygBKIR8TY0754dJ9dnD8F0ouNZdeNOD3GfTyQ+mD5ZVS7ek4+VVFGBvLhuuxTVVcriY1YiEa4q0ZBbrF+MEKKRGKCo3V6woErrMBlEEEjR51odUSytcU+ktOYSm4kUVogpgwgX9YKkT0MsiJZTu8xAmIw+5QguMTB+Eb4juuREJDFkUBOHrBEVgWwxqOc7kXptt1ujvETTWEOQW0SXGCiOQ8hwADhQYWRChPkchhSRZsoYiE5zxZyXzADUe4lOkdqKo4XMjO3hiF4rhheGHtF/iBcRJEgI0dWbNrfIiVX0991dQ4ixTJSGAaljTVBWwbnAkJpj2pVh0GKoOfWkKH1zu0QNiVzxDJBhoGmnHrcas5Aj/h9Pp5Qk8m/qLjGkaZcHMWEQ2UPhnmtkYPRjGBPFAvdct0sJEpE+nF1z84k2p9XY53kELwx6DEjmhEgfAxJC+vkNG5vluJoSrRtn7XCfEGBSXfkeBjIG/YZddZ0nVZUoSUDwj/VPOjxGKc80OLAGIMBgS00v18nzDLlljngeH2vuUkJzdl25Gv4MiItmG1QW6vPMdUPQICXvmF2ukVKMfkggWJPWzbMKSVXlb9JyE0m911u3t0oymdbIJYN18OsNTRo5P7OuVK8tk97q0tRlCPVog/Nw/QzWGwOyRI0xauwMp+QAvNnPiFziRLmFUo7KAjl/TqWSFrJ6IBacHxyYD9L4qX9lOBHpcDxD7kjJZs1CvH+/sUnLSZYU5SmBJkWbSOYqnEKkmLtcikVXJK5ryxnoPUDQEHmDEKJ/gdOKPQ7nCvdH9gURZaLLnJPjowFQEfAqeTltVpkSL6LsOCbOHiSIWhMciSk5xLkETpopEgor+ec9gGOKeaXl1erK3erWKH8jBwgZR1cko3sQ0fcIacPMM+nz1OyTzYIzCYfXH7e2qIDX4qI8bRPG885+Qtu4f1w6S9crg+eIfzkZXDwz3CtrlZRq7ovnimeYTCloZMbB49U9BvLK2mUuiaRzfawddRamRR1pxE2Zb85JLTvvJd57OGkoY2BfxonB/Dq6BghYNvdH9RpwyFAu9GhLtx73/DkVel3UoLM2nPIwjk/qdzQlUh/M0ZIY5psyBAgwPcL5DDijo+Hepc3BM0OkmvR8soa4V9YA5Rc83yiso03B3sO+9FxrrxTuUnhfWponC/PRrPDJ917cJiVBn5aPIBaHI4H7Y/0yR1wjAoLgxfPJ/oETkvmkD/1bZ5Vo+1McVXyvoS+iTprRMlZY/8wbhJpnFmcjAps4UeiYAUasL3rTU7rDugSrslyP/PTVnSr++YEltYPZBCnVJnCeD9YEe9VrXf3aBpL1yuDdlkgkVffGeQbpIEFpBc5trok53N4/oA4H1geOCfZzyn4unl+pzk0+x3xz7axhG4aAIZBBwAi6rQRDYBoRwPiEPGA08CIeiCdVJRmhlXAyrQZfJEV9XJsEaV+VQiAnraq9h1cUqzI6rahILXSn3SpM0xmNae0cRkDClZbyHK9GCXsTCVUsPrKiWF4L9cqOftKMRVM/qW9PJVMaHcerTn/dAq9XCSJREQx7rhHjF4LOC74uP0fVuElZW11RqK1aSFGF/D/R1CWlOR7tGw5ZQbX4hXXb5ISVC6QyOiAFr22RnEeeEndvn7gCueKORsUViw8TYxsu2PZ6tXR3baW4Z9dKuLtfwr19UnH0oeI98SgRn0/WNLTLQE9Yjl02e2iGEeEhlZPrZBDZhQBhoBHB0lTLXQYlgmO0RHLS7ojKoaKNkeEMSDxkjrpM5hCDhX7KqNfTS5d0TcgS7cUunFs5ZHzQMod2R050nmgE9dPoejkRSUgjfYVLc2nVs7s3LNFNjDwGEQpSW3HOrCgNDin6Oi3nsskGxhtGK/eK84Aey6Q6QixAdaT0QiL29zV0qbFK+xvODU4Y4ERjnHIM1ii4Hl1ZLOW5u/HJfqwgdZQ/bOunjjxPo14YjWQa8DeCRJAUSPBtW1uk2O/Xnuo4LSB0RPW4bxxZ1KUjosY6pb8yUR8Gxh8EnuvjDwNywRomesXg3jGEIeaQF1VPjyTklm2t8oGlswaj3og6uZW4zMoL6DFZGzgsfF63iiBiKEPMSI0mIuYYxji4IEQ4nPR5TiTltZ6ovNoRksuX1GZS5kWUMHP93l11wLT12hgaUEIwu8CvuEJeyKLg3NTiMyBtzDe9vt+3pEbnjgG5BCenfpO1w7x5XWkVF2NA/iE/FH9ATHBgIOiEOUyNNGuQqBtkn9ZjpOUymI/7d3ZJvo/WaxVD6w7nBlFmJ8NgpC2UeyQ9mCir9qong6GtZ3f9Kc6k7rBEBo/FemWOib7+9NUGuWBuuWKLMwZiR823KnEP3jd4QSI5Nmub1GlwwOlAlB2HGPvrr19rkjNqy2RleZ7ij1OJNQ/+DmYQL3DLfmaIOIMJ9dMcH8V08MBpRO0yzxl/UCrnM4jqUR/8dGuvhBIJWUxpRWWROjRwRPA8nVlfrpiDN/iQReLU8UOYeR40CuvOpLOThs37AAeJM6hTp9YdnQPmAdFD6pEhfHyXudVSka5+dbrQ9gxHAGn2kQRZDwFNVWaQSr69PyrvXphxyDDI8MkQ9Mw5cUKwLkgjR4yNgXOEyDgOu9pAJhuF9w7p4uyhpO8DMo4QiCFrxyFfpFpD7B2Hpba+6+zTuSQTxcnO0A4Ggw4Uzsn/46mkioRSf8/eTWs6LvbSeZl1joOD76O1QvkX949uA85g1PGdrCXSv+kRvnowNZ7v/mJdg2YRnDunUp8VcK7ORcsiqs8l64z1xXPJ88+9gsMdO9pkIJ6SSxeQju/Xd/bNm1t1bi6YV6kOBsgwteQL8nNlRVkmbRzin8m6yHSeYD2S+dKzq2MEmiuk4iMMynrlHXzRnMpB8cfXP22ci2vBuUGJTx8dISSTlcDexTyht4H4G+nvmcwOtG9SctXaHVIfCMg/HTJLrxWcEfTkHVnkz2TxsZex/lHRdxw5w68CB8lfdmbKQliPvEdxArN+EEZkz+c5Q0PjurVN8tEVdZqpwEBPYl5ermZv2TAEDIEMAkbQbSUYAtOEQCaKQvQzY/Rg8FKTBpmAWGDkQCLIUEdJ9/DSAjVSEW6i7pcXOx5yXoLtkYS+kCFI1Aynhdq+mBp2GGf0HiZyxDkwWjriCe33SpSDlzA1dKRERlKikSB3mnZnGfLAS5UITF8SIymlxAWxnksWVGsva9LV83M9UuH3y8KCgPjWbZT0M2sklh+U3HmzpS7cK/LAE+JOcPXYUxnjbU9l9OH14KSjOxOT+Ud69izJOXaVdLrcsmNni5SvWiZzls7T32HsonZMD3RnYBSRrnd0RcYgYtyzo13mFQaHDHFHjI+5cAaGMe3FLppXNWRAjLRESCnEWNF6xAJ67iblNcoRVH2XWsmAGl0QCdoYOdHXkY6FQJ6K5Awa4kQZSD+lZRLfHWlgFBMJerq1W0sOSIFkcE6HSI/0PQw21grXSIqmk8Ex0mchS3weg9ipEyXTAOKSTXDe6BFCrwAnBysA41z7P3u9Wt8KAacuHCcQxigGO9f1ttpSNe5wOiE4hkFMmQCOIgxl1iXZGaxnBgY7RI5r07KOQYOdiJbjTOA6NvZGtPaR6BjTznFQKT5ndrneI9kHEDDSRjU11uPWtFkwhdAT7UW8jPPRno4adKJGmRKBfk2nx0iHWGpP5OaQKmAfU7l7HiH71FVzXaxu1h9ZCBBL1hJZLeDQEomq8U5WB9dE6cIdOzrlQ0trh+5xOPY4BR5q7NJnG2E0huMswGh2IqNE9XBWILzH9UKOqc1FcI8MAwaOo+29Ud0/nKg35RhEs3EeOLiONP84MLgv9jAnLZcyAZwcDtGDQG/pG9CMIRTZic6RLfS7jU3algk8wJnu2KRGk5HhnJPyC9YS88gaxgmBGJbX5ZGTa4qUbPAznmWO7XTJYG1xD8wra4PBtXJPpME7g32N4zq9mcmYICJPzT5OAp4/ouPMM7oOHIv9BCcKUVCEuIj2gj1CWaxbUrGdQQkAz6DjcODnXJeT/UE6O8dLDWaJON+DKLHOnewBHBPgTGnH4RUF6oRgH3qgsUOWlRRoz27S9iGckPFjKgqGHBOZdPJM9oQzyKziWh1nIZ+5fWu7nDOnTJ9BBg6/l7t6ZQSOjUsAACAASURBVHlxRqiMvQDSy/uGDgeIGLKPEm2OItJYU6LPEiPzjvMNYY/DEhFUUqVxgGZaBoo64SjxyR6chznlHUJKOb25edaJhDvZPYgNIpIJoYZIk5FDOc/Zs0uH2nixpoj685w549btbZLv8WgHAAYOjqoAteh0IqADR1ydiOhyrCjO1/cke+GftrVJ764yn9PqynX/JpX75e5+daDi5GWg5UDKPCVFCwsz98R3ecaXlaLdkcEVDFV13+9VZyr3SvkAP6NP+VgDmwEHE28yIvuUlrH/sKY4Ps/3vQ20PHNpdhJ7LR1Nrl3fLHW7RDU/sLRWDw/RZh+j7MwRrQV31jSCc2MNCDrOSu6RPZrng2eLsi/WsXZ6cLu0Xt4pA+J4DeGonhdHrQ1DwBDIIGAE3VaCITBNCJCKhlFP+ifEGSOKvsoQlZc7+rSvL2JdfIb0PtIT6XH+WGO3CtYQmcLAI8qyuS+jEounvSaQqwJu4XRK8j1uOb22VJ7t6NO7xLvOS7mzPyJ9aZcsLMjVdjddMdS9qeMc0FTAWAqjPq5GAilxq6tL1GnQ1z8gvv6wrFxUL6fWlsjmvz4rJff9VVzJhPTPmyt5CGq9+MpuREdKSx9eNz6Ylu7y50o6SlRJxL14vsRPP0lShUGJrNssXcE8mX/kMvF5M63XbtzcpiJPGEMMxGjoZcs1OQPjFuM4+6VPJL8YUhfIGKQYUdQyE+XR+mWijbG41hW+raZUDZzRBqmZEDZEfjAsOQ6RMlVtLwxkotOaohqVBYVjGx6onDPvEHIGxs2Nm1u0HRLOkJEGxs6z7X2yPtQnJ1QWyeLBVMM3Ws4QTYeEZmdwjPQ9DHFIWiaN361RfqaPFG3IMZGm8QyM9URatH4RQgxerF8ED8GISCMD0sOcYTwSjWI+yFJ4hd7tQb+mtpIyDpHbEY4o0XCMW+4JjQPInxOtI6LGOamndHAl4ji3MFeNSOaKiB4ki0wFDGHSeTku9ZMY/5mU3Yh+H8whUNQya118PENUWTtkAtDXnZpPSJKjLVCkre3oIb97DZCeqwSBVN1wpqb79xublewfV1mk5AWcaINIhBJHGUQXdXnKGi4dTEEfCXucaI82dWl028nSYM55frkviAwDosf6J2oIkWH/ebmzX8s1cDLgFGC/oF0Tafk4aRjMD+nXkGqnbnmk63CExJhHMBppMM+k7BOVJqrLM0BKNBkN1ALzfHMu5oF1l0ilhkgixJ614DgO2E95vnEo0RaQwbqjhhd9BIeMcf2se8i+Q0DoVEHdtUNA+S7kiTl1HKh0G3i8uUvXKvMDoWBd8Oy+paZEiQdE+Z7GDtm8q03YexZW6eeIbqISD+7ckzOIoHJ/2eccjhHHBrux1K3RN8BpRPkRCuE4mXBYss5xcKCqzoB0UWJw8fyqISfASHOizkLv7nOyjiG52mpxsP4Z4vh8R48ch86Fz6vOK6L/ON1I98bJTHkHzmPW0KFZ/a1ZFzwvzjMKZuyl6CXgyGHdkzaPY4CyhOzB3BH15flCaI3nndIunysjMsZ3iDqzlnHKQNLpjf54a49cMLtMnV8MnjmEGJ1MKn7Gc0UEl9RuBsdhoJuB85PrZhG+1NWrpWXawWJXC8hfr2/U7KrzVaMhR9cc+yZOQDqKMDJlNKFBYTfn3QN5pV4+R/coBk50nAtEm3kmOT6kFwe54zgY8UEa9kN1OMUzGQ6sbbIhOCb6FXh3cCjxfLOf3bmzU8pyPCoCyWA/xqFB2ZGT8UNWCnoOdDQYa6DdwvuWTiBOlghOC55+nOU4tHmWIfs875bSPp7ZtM/MVASMoM/Umbf7nnYENDJN7+RB0Z0jqVnuGdBWXc9SK0bf8FRaa72pwURpFYIEYaJ/MkYRL26MdlLNqbMr9Ioa5lt6M+2DavJzJU3Um3pHVJ5zUXnOGJ4d9IGtL5Yyv1/FdTCBSdGkpowI4eONXVLbG5JoZZmcVl8uA488LUc88piqpceLC8VbWCCuHQ0ZxpZ5s2t8fM8+4q//WSovKKnyUnF1dksqGhXvYcskeMk5Irl+kfCApGNxcRUXqgHM9WAgYnyTMs7AqKD2F0PTqXHl5xjvkMiJDBXkS6a0npbIIudkXlxulzpOiLKNNp5qDSmhg8xghGNoo4gL+SfNfSzyMvyY1HUT8YDMOFD+eVurqpQvyTJus7/HtZLKSmo3fb5puTfekRH6ykRXHAIy0ndxXGDsUyPK+VhzGF5EMbOxf6PzModkBfA9yJHWQ2v9abekxTVE0JkLjEuIP8sJ4476WtJDKZWg3zT3i+OE6Bz1utrmaLDOHYJPRM/xG0C6mCNnFlmNtJdbWJRRb2Y40VPE0jDs+T9zT6TV0YIg4tZPZoorE6GHeEEccTJwTj6P4YmDy+lnz7ExQkmrZ305EU9+jiYAeS4Ys86aw4AvC+TI6kpahLmUaKLRgPgWTgiOT39uHB1OhsBIuOPUeGBnpzp7lmZFIDkeRNtxqRC1ot0dEWGnxIHrJ1pOujYOD5wwlNPwN+nTDAgSc4Dzjv1rtEEkFFKDI2Q0Pw7EhbZelMUcW1ms1wbZ/O2GRi0LQQODNcqzzWAuHQcDJIuU8zn5mbRi1hiCmuyRqIY7ewV11vSlrx50ynH9kNWVZQUjtogb7X5Ym6jtI87nrDlqZ4k4H4+43OAXEfzD0fGR5ZmUYcaNG5sVYwQxncFz9Eb+LeYIZ102kRx+faxDhAFZE4ieMfjZnTs75KiygqF0drJRnmoLybmzy4fqiEe6V/qZ5/p2ZzlAsHHkZEf6WTeQb9aEo48BFryPkpJxxLHuuaaeaEK7Dow2cJKh5o8yPhiCM+si+3zOd1nDPMPMN440iDAZTCjOc408r4+1dEqxL0fbojFe7uyTW7a0yj+vnD20XtnTMsJkuyPoT7aEpCTg01aXDJ75pv6Y5Pvc6vxkHlDcRyyNaLZz3zdsbqazmJxYU6zlCowG7Sixu9SGtYmTHSeRU27DvsH7jW4LTqo3z4yWu2XpO/xlR5sK8eHAGO/ASYAOAM5BMpfY2xiO8JyThUSE+/m2Xt13jh3Ei88Rycc5TCYDg30fpz/XOtZ4lDZxeX6tqWfgwCLzB6eRs6+y5tF0weHnYDje+7LPGQIzCQEj6DNptu1eDxgEeFE6IkoYEER1eSmjloxAEn2WiR68GurV+lSIJ1HAnoG4NMdQkXWrGjBEsqUfsRmXpq4RWaTu2efxqOECWac9F0ZXbR4GNa22+rSNFQbIZfOr1eB9cuNOmb91q3SXl0pRTYXMbWqWFQ88Ir5EQpJut6S8XvER3c5uUzYsBV0ZFb8fElB3Sbq+RjwL50h/d6/EOrql6MhDpOuYw9XwJmUVRVd6rY6W/s01YoRDWCASGSNDNJ39yMoCjQrsy3DEvzi+YxBiVCA0BulyDOyRzqG1sSIaiSNahCGCAjmpjwiTOamq47k+jCmiRtkiQNSMokA+FvEmbfW1XW21Tq8v11Y24x04JpxIliPgNZ7vEl2hVna0OsTRjpFt5GNUO/cJ0WM46bQqihUaUIObZwRHEoYxtaaHl+dpf2bIB9eBkU25goMz655MCkSwxhpEqWjL5awdom4ca/ng+sJIJnKEkjvlH6wBJ1WT1eZEoYn+8lxiDDsCbBAI+mwTQXLquDFMMcYdI5lrI/LLo+I4CXBAQf5wyJAlwyDCTgov2GTakI0vW4Hv0v5tbmFAHRijDUTEnmvr0/7mDoaa3TBI4rk/MgXAAwwc7QMinpQ+sN7HWuN8HxJNtG60AS6sX6dswMl0oCwEAk2ZDc8ohE3LDbL0BZgzsoeIukLY+D0OBpw7Ti052QQPNXWryFoBrSEGU3iZ87HS80e6Xu1M0N6j0WCEvRisRdYduhbOWN/TLy+29akD0SHgaBXg1HmjNOXh52XvC0Xje6TeD/8M+DzWEtL93nECsZ7u2tYmb6kuGtJoaB+Iqx7GRfMyWgKjDTIreLc4worqQIrEhqL47HUQYRwTzhrnWBByntkin1cdaMwZ18aYaAstSkCcZy/7Op1sChVDTaXlkeYudRI4CukQPrJySLN2yPeW3rDcs6NLdRuc/Zx7oIQsO7uK/ZzjOs8k656+5/MLKGHKEG+cVht7+uWE6t2ZWqRrd0STcnZ9pmXiSIM9jJIGHF+OY5P3Pc51SL2jmUG6Pyr7OAqdzCCy6Wj/uGACKudgQ4tBMhpwfvGsjjTYi3mmcBZSb7+vg6wT9gTnOXa0Sni/Ovs+zxGZZtoH3YYhYAiMioARdFschsA0IADxpI48P8enrbtJX2e82hmWB5s7VfVUUHrti2j9WqGXHrsZogC5wjzEKE2m3RKXhAxodI++q35tW0JNHPWAXq9Xijwu2RGOq1gWxLi7KySHNjaIy+OWFfWVUtXVLTUPP57pI84YLS3dldW6bFCtXNxuSdNWy+OW6MJ5Unz0SmkpKJRXuwckp6ZMTqivUC+59qtVpWaE5TIt5PgZBh01pKMNjDzIQGXQJ3VZEWKIBAb2REjLSOfAkOH4GKMOUYVQIVxFavFYKXgYHBjgECgnOpARHSOF06fR1fGOjOjWnpFRHDgIhOWPQbxR0H+hs0feOadiQhFtrosoCTWeThrjeK91bz7nRInBmfT4sdS/EZZSpXfqkaNxNe4x6CDjqJw7WQ/U3EIEHOJINCoUSw61BhrvdVKDSwTSacXGmsMBQGora4w1wM8wsiGnRJMx9DOfQ+k8MeRwyLQXy6gpOwNHCIR8eD3t8Osj7Z2uCA6JgNxw/4yxUpxHuk9S+8ngIMo92iDl9MGmTnnHnApNLWegLE5dN1FMop8jZUmwS1ByABl0iMVI5+D47F2OY22kzzCXZFaALVFpCBhORWrtIV04gpxUWeaBPc/BBweAI27HXkImyJrOft1bHOLFtVKrjrjVWFkH410r4EqGhlPagYMBQutkF3Ac1gXOg+z7RqiMnua0SJzIwOHDuh7L0cLxbt/ermJ/dFZgMH/3NHTKcZWFQ2uAYyG2SC/zsQbaHQXUxg9qo7BHEznGSeRkfY2EJWuH/tY4Cpg3augb+jIaEk7L0PHeO+8IIvTDnSicHwIIqWSQVk/ZiyNCyDrY1jugPbadTAscXbSGZD6cdT6e6yC9nBaJx1YUZpXIpNWxnZ0R8Ex7nzSHB+StNSWD7SNff3TenFyrI4TozBGEFsedgydRau6b58pxFOAQxXk7kWvn+Bkhv5Q+C6M5o7gXnPqUZzlp9uPBZryfGcnhxzO5g5aVE3A4jPd89jlD4GBCwAj6wTSbdi9vCgRQMkaQDW87RgR1aNFUUhp7oypyBOGgtrUtkpRoOqm9ijGfT64ulhe7+rXOLuhxSTol2hd4x0BEa/ByPT4RN6/y9GA01SWl4T45ae06KewJSbKyQjyJhByyZbP4BluQjTctnXBfsrRIYmnROvC+pYskduhSqZ5TI891hbUVECmqiCxB/Eh3RDjL8ZJjCGBwk66K8YaRpcQlSsRz9ChfJloX1ij1RCLSE1kIL2oP37ys+spMai5GMemyow0+w+8xpLL1BEglJfI41ncncn1jfZZo8HpSLmtKDuh6Pqe9EmvC6fs82n0hzuSoIRNBpJ8xxj5DdQIGFbDBl7psp74ZY5D1lR2p3hucnXR8CLIjSoehS0Sd9UiZCGs4m1yOFqHi/Kxxrs1xAIz3miCtOGm454kSHHrX48wY63uJFCrttJLbTeIzAl0Zh4QjJjfS9dIPmvsZK8OEuaA9k7YxHGXgHKGeGUcb1wEZpLYYkqIlB4PfoyyCyJvT9m744YiUs1YoHeA42ddONB5xq4kSnPHME9fEtWWfjzWCQyq7XzXzAVboE0zFoN943aBOAcfn/A80dsoJNSUq+jeRwZrD8ZVN2JxIK5onI/XhdtY5Qmp0BXHG+u6wCiTynE50aCbLoAaE812n64bjOAV7HDsOYec55X2RrTauAmfd/UNlD+O9DpymG3oiMjfPP6bzk3R/ys6Iqo/l0EWAMUPQM/PBnkZdN7XeztrkucPxlCkhGn9G1Ej3BA5kNaDsPlopCg4x1itrEwf+ZA+ne0RGPwKNh8k/x2Rfsx3PEDhQEDCCfqDMhF3HQYcALyXIBkYyxg4khfo1vPml/hw5vCxPa9WoV2yPRuSF9n7xez1ai0xaIy2b6GGa63LLnMJMn2WiA6TG8QIncutuaZd13lxyjuWI5IBc/NTfZFZPSHry86TH55O5XV3iGUwzzETG8V9TJz5o+jqRcH41+LNEQYGk58ySjp5+SYYHxH3IIik662QJ+L3yVEuPHFddrJG97khCqvNypCUakw2dmcgMh6Pu7enWHvXcOymXjjAYBjuGAFFbLgcS8kaRLYTznB7cU7FIMOqI1jqQOFExhIFINRzPcNJAqXMleubUko/nu/vymYb+mIo10QP9QK/nc8gmZGq0VFCwIHrm82Ta+pGGSlQJA5aMBCdiS8YCBJlonZNF4fwsW5l5b7B1uitwnU4qPvNLWixr1iFjRNhIScXchsiPNcZTbzz8+6R9I+zGcz5R5xSRXkjRRIk9BEFr1X2ZFoujDQg6pQQO2dgbnPkOThDmjVT27JZttJukZ7wzcCRQY0xmwmjPJPviYwhxleSp6NzQdwdiigVRwukaqVRK3PtYjjORa2edIvTFHjZeIcexjk+aeHUwd0xNDkqp6AKSXWpDC0AitE6N9UTugc9m1zDzf0fAcaypdARXnXNBtHlXIcY2kYHzhSg0GgqjOSWca0I75oRBxfbxnsPREEHYz1mZOLXIpOF9zzOxL4PSCxwaC4qCo2a68KzjEMDJ7GQc7Ms5h3+X/YTBvWbv35N5DjuWIXCwImAE/WCdWbuvaUUAo4B+sn2xuLZTKvZ7pDzXL7duadW6PdL+KoN+ub+pU1PdiVBEEyn9LJE6VNRpJYOica7LJYcHvLJk2zZZ782R14IFsjDcL59/6RkpisWE+PqA1yv5cfqID7ttpy48+8dZP0uUlUj0iJXS5vVLqK1dXAvnybxVS9WYeaChQx5o7JbLF1Wpmjzk6JGmLhW6oUabCB1GIO3eiJQQPScaDrH689Y2ObqycCg1F0KvtbyRTOr9eInvdEwifefXdfVNOOJCvZ2q5sZHFjiainuBvLLOSG890Af4EGFyUpXHe704dyByPC+O0TpS+jQZDUS/s+v4x3uO4Z/jecz0gt4tbkXqep7HPUTGuSYiVJBUR/hpb8830veIJr/Y0atiTWNFqkf6LoYx33kj59fw72Kw0wmCdolj6QxAXibDIYQThNZrPDdO3epI90M0ldIIp3/3aDhn2ibSMm7fyM1kzuN0HQthRdK697UMaLqun/MS/WZNUuaC0wHNCuq499dA44Oe3mM5OdiL2IdJtZ/I4Pkm0yy7Dh6nI8r9PPMTy3t4/Zkh+2RzUUM/WhcFnKE7wxHNCpoKgu4oxev+PSgMOhGM7LOGwExGwAj6TJ59u/dJRQDFXdLOS+hFHk9KVySmRiwK2J2xhKZ+8yJ8tatXe8/2ajuphPi8HumPxqVxIK69ePMkKYe3tEpFNCKN/oBURQbkfZvXSX4i440eMS1de4sPU1AnXk592WBteW9VpfjPfpusTbnE1dwivTl+WXzMSv0MdW5PtnRr25+TaknVc8vmnrDcsrVdLppfqUQFg4FUQSelkygbhjM9d7sTcXnXvOqhumvSSiHy1OsyMLJ4SRMVzO65O6kTMEkHIwLjtKiZyCEhRah1kwUxEQX3iZxj+GcRKCPNPbsGdl+ON5XfhWgTSSHDYqza5eHXgJFOJFlrSAejSvyMyM9UrSUidRjQ2WQfrQJSf53WftzLll56wtNubOIpvOPBmnPua8r+eM7jfIZ1j4NpqnAdfi3sO9ThvhGGXFdjf0TF92zMLAQc5662VssSq9sfKKjWSSBnn8nyeK+V9yTieytLx+43Pp7jQfbZPw4d7L4w0ndwtPFOp1XoRLpyjOf8fIZ3PjYC53GEQMf7XfucITDTETCCPtNXgN3/XiOAge4QBl5CpPLxUsSbTgo7/WnhzbRIQxTlidZeSaaSsoV6bL9XUzZL4hE5Z916mdXZKVtzAtoD9eiOVikiGs4YqXXZCGQ86fFKf2mR+MID4o1EpXNWrRS8+zx5KCKyubVTAsmEHL98rrZaQ3n6vp1tUhHI1RrxeQW5WiP7YCPidPTNzair4mCg/VdVwK811Qzujag5LVk4DhFL1NhJITy2anTxITzpYATBmSoys9cTOUlfJGsCwoag10RTkvf2EsCVPt5vBoJO9gSCauAz0cguKvA5Ltd+y7wg8kR0F0EwZzip2Agt6qOpQkx9aniO1W5sb+d2JnwPDNd1h7VufCLdBGYCNnaPuxEg1Z0yBbQJJqoI/2bCEQc9DonsfWdvr593AwKGZACMNbI1P/b2XKN9DxuJLAHIv6NKP9nnsOMZAgcrAkbQD9aZtfuaUgSaBmLS0DcgR1QUCb2iEXKjdrk/kVCD/YnWkPg9HvnzlmaJiUsq00kp6eqWQ9aul2WhThlwucWTTMis8ICmsg9Z/M6/h2rEB28jS0G9KzcgW+vqJBWPS2Ffn/TVz5L5F50ua3qiMrvAr62Glmvv7LRGwh9s7NL0UaKBpOgSaL9ja7ssKg7KWfVlegJepH/c3CxvrS0bEo3C2YDoD8IuDgHBI46RRDo+9a0QLTzw1O2ORRL5HkrZkLOp8NRP6WRP4OCv0X4qmDOkLD6Br+7VR6ltDieTgnjTgT4QN8SZQ03nZKRHT+X9UrtJjXl27/KRzrems1fmFwQP6jU9lThzbNpMotngOD6m+nx2/DcfAmTMUE5CLfvB6uCdrlnB+cGzN1VO5al0AEwXZnZeQ2B/IGAEfX+gbOc4aBDAUKBH67qufmnoi0h5Xo7U5OVKLimYT6+RnIGo9OblSbKzS5ZseE3q+3o09dxL7vtIY6Qa8d2NxKXf55PH5s2TSHmZuHv75ZW8Ajn5pCMlmOORlkhMGkJRTUmfW5ir0fvHW0IqdoZq8ayAXyP8T7b0SGc0JvOLAlITcKKXLvG50uLJEi6i7haxKzIBGJBqUouJqo8U8STqjtIsKbHUyhOJH22Q4oYhTm3dZIgWHTQLagbdCE6sHf179k4+UG+fbA/af72R2N+ajj5NQSczxMbeIYAQFyr4loWwd/jNlG8heob2iWVavLlmfE3n4B75JnAiv7mQtas92BE44Aj63XffLb/+9a8lHo/L8ccfL5/85CffUP309NNPl3vvvfdgnyu7v/2EAGlmEFuMAdSj469tkdArGyVWVS69abe0b9ouC9ZukGAkLO15+RLy5cisULcUZKelo1GkbcMdsSJtZpr1f24mUzfu/Djk88ndS5aJr7pMFqaTsoma9CWLpKa0QJojcdnQ1S8nVpXK6uoCJcwoXK/vCsvykuCQWnM4mZZXO/tkVXn+UOsWUoup10XEZiKRS/pMIxg1FklBlClB+rHH/YaRDTz1Y7Vu2k/Ta6eZJgQo6Wjoj8ghb5ByOU2Xt1enJY2UFk/7KLi8V+c+WL5EhK0+3y+F+9hW6mDBw+7DEDiYENjfHQwOJuzsXmY2AgcUQd+5c6d87nOfkx/+8IdSVlYm3/rWt2Tp0qVy8cUXjzlLRtBn9iIe991HY5Lu7RPxeET6wpLuCkly3UZJx5PiKsoT6Y9IZO1GcXf3SBpvr9crnvDA7sNrtNv5r9OmbLBOnP/uQcYHGXrWz5oDQSmNRCUnnZJ+j0/+a9Xhsrm0QvICfinsDomrtlJqAjmSn+OWcFwk1+eRyxdUSq7XK0+1haQ3kZBlRXkqsEWqODXPpLOj0ur0geXqELfKVu4dSCY1BX2qDGDSgWnTMlGl6XHPm33woECANUgGylSlUh4UIM3Am0BDAZ2LvMH+0DMQArtlQ8AQMAQMAUNgDwQOKIJ+4403Sl9fn1xxxRV6kZs2bZLvfe97cvXVVxtBn6kLNzwg6VhcXMUZ4TIZiEjyxbXiKsgT99IFSraTz74sib+9IK68oLhn14p090ri+Zcl3dMnroKgSF5Q0t09Iv2DZFtD1hxs6B9D0ew925QN1oZn/1C/kvW9EUh7j8crT5ZXSUVkQBb290hTMF+uWrlKtuQXSo7LLYsjfRIqKZHDSvOlMuCT9T0D4vG45PKFNdpy5dn2PumIxMSdFjm8ItMjlTNmIvsiNcHcoZRz1I2p6bamQjP1AbH7NgQMAUPAEDAEDAFDwBA4mBA4oAj697//fVmxYoWcccYZinEsFpMLL7xQbr/99oOCoKc2bJHEo8+IeFziWblEXIGApNZulOS2BnFVlYtn2UKRWFySazdKuqNL3HPrlXCme3oltX6LpCMRcS+YI66yEkm3dUpq01YRf464580WVyBXUjuaJN3YLK7iosz30mlJbW8Q6QqJq6xUI7TpgQFJ72yWdCQq7uoKcRUWiPT2SbKpVYSWXFVlIjl+SXd26zVwXFdZsf4u1d4t0tenhNdVVCCSSEq6q1skGhdXYZ5IMMCkSbq7V+fLVVwgkpMj6c6QpEM94vL5xFVRKpLjlXRrp6T7B8SV69d7l1RSUm2dItGYuPLz9HPprh69BudYae57e5O4nFRyR82cv4ci1aMtlWxS7ZDzrKj3aGrpw8j5mqJi7Tm+oK9XgsmEPF9aIbfUzZGwxyML+vsl4fPKqzW1UlIY1Etq7Y9KRdAvtXm5UuD1SmM4opHwk6pL5IjyfCnx5+gZqOd21FYRbFvb3c8ykQWFu+u/qQcvyfFq2xcbhoAhYAgYAoaAIWAIGAKGgCFw8CFwQBH0K6+8Uo477jg5+eSTh5Amff2ee+4Zaq+zZs2a183CZz7zmQO/Bj2ZlIEvfFsJaGaM0Ld6eMDWIY17ENDBWmZo3VB582DqdXaN8wjB30zA+A2Iql7X4CVmK4mPFKLNFjjTa3Ui01l11w4Xzk7/HjHemx3NdoLbwyLVevzsCxkJQ6L8MgAAGiNJREFUw9HI+u5jIde2NZgvlbHIUG/xDfkFcndNvRzT0SqH9HTL9mC+XLNgqbxUWiYLekKyoqdb1lVWibuqXArdXnH7EFlLySk15VIW9ClmtFIr9LllSUm+ppTTpqkpEpVZubsVipOplOzsj8mKsjyhr+toY4Ce4SnSgb0H365jd2QIGAKGgCFgCBgChoAhYAgYAiMicEAR9B/84AeyZMkSOfvss/Vi+/v75dJLL5U77rhj6OIh48MHpP1AF4kjUh796fVZlz5S+rRT45xFQoeT6iHCm43CMHKrn3EI87BjDY82D//qSKriQ2nc2ccax7XyPXp6aX22c70jXKv+agSCPtwxwUGyri/idkuXL0fKYzHxpVOScLnkmYoq6Q4EZGV7u5RGwrKxrELuP+QQQWN5+Y4dUhSLSs/hK8W9aL5EwgMSXLteKovypf6YQ8Xv90osmZYtobCsrCjUc3FVcW3xElcho+w66+G13iM9YWQxuN4wum+7kyFgCBgChoAhYAgYAoaAIWAIGALEU2EQB8i46aabpKOjQz784Q/rFa1fv15Ie7/mmmvGvMI3i0hc7Jc3av20Br+rKsWVH5D01p2STiS1ltq9YLamjae27BShLVcwVzxLF2q6eWprg5JYUr/di+ZJauNWSbd2aETZs2iuuKorJfn0Gk1hF69HvEcfKuJyS+LpNSLxuKaSe9/6Fkm1d0ryuZdFUilxz6oSz1uO1GtKvbYlc6zDlotn+UKJ/+UhTU1HKM172gniLimQ2C33ag24BALiv/gsSXV0S/yev4okEuKeVS2+i86SxFMvSPJvL+p8eVYfLt4TjpLkE89J4vlXxF1aIr4zTxRXeanE73hAkhu3iWd2rfguPEvS4QGJ3/6ApJpbxbvqEPGdd6qmtyeeeE5r0L3HHSnu+bNHrEFXet/UKq7KsowAnA1DwBAwBAwBQ8AQMAQMAUPAEDAE3oQIHFAEvbm5WYiQQ8pRcSflfd68eXL55ZcfFARdiWR7p7gK8rV2XAdRWshldYXWeetIJLTG3FVTufu+ByKSHoiIq7R46GcQd2rEhT+D43VENZWSdHNb5lhOJHdQzRyiPPS97h5x5fgydeTZx6Jm3DuYZs21ciyu1TlWLK4CbEqOndHTl/lXYf6b8JGwSzYEDAFDwBAwBAwBQ8AQMAQMAUNgehA4oAg6EDz44INy7bXXSiQSkWOOOUYJu8/nGxOdN0sEfXqm2M5qCBgChoAhYAgYAoaAIWAIGAKGgCHwZkDggCPoewOaEfS9Qc2+YwgYAoaAIWAIGAKGgCFgCBgChoAhcCAhYAT9QJoNuxZDwBAwBAwBQ8AQMAQMAUPAEDAEDIEZi4AR9Bk79XbjhoAhYAgYAoaAIWAIGAKGgCFgCBgCBxICRtAPpNmwazEEDAFDwBAwBAwBQ8AQMAQMAUPAEJixCBhBn7FTbzduCBgChoAhYAgYAoaAIWAIGAKGgCFwICFgBP1Amg27FkPAEDAEDAFDwBAwBAwBQ8AQMAQMgRmLgBH0GTv1duOGgCFgCBgChoAhYAgYAoaAIWAIGAIHEgJG0A+k2bBrMQQMAUPAEDAEDAFDwBAwBAwBQ8AQmLEIGEGfsVNvN24IGAKGgCFgCBgChoAhYAgYAoaAIXAgIWAE/UCaDbsWQ8AQMAQMAUPAEDAEDAFDwBAwBAyBGYvAQUPQZ+wM2o0bAoaAIWAITBiBVatWyQsvvDDh79kXDAFDwBAwBGYuAvfee+/MvXm78/2GwEFB0PcbWpNwoq985Sty7rnnyurVqyfhaHaIiSDw0EMPyaOPPirMgY39j8Dpp58u9mLb/7hzxm9961ty1FFHyWmnnTY9FzCDz/rMM8/IzTffLFdeeeUMRmH6bv2iiy6S6667ToqKiqbvImbomX/84x9LXV2dnH/++TMUgem77bVr18rVV18tV1111fRdhJ3ZEDAE9hoBI+h7Dd3efdEI+t7hNhnfMoI+GSju/TGMoO89dvv6TSPo+4rg3n/fCPreYzcZ3zSCPhko7t0xjKDvHW6T8S0j6JOBoh3DEJg+BIyg72fsjaDvZ8CzTmcEffqw58xG0KcPfyPo04e9EfTpw54zG0GfPvyNoE8f9kbQpw97O7MhMBkIGEGfDBQncAwj6BMAa5I/agR9kgGd4OGMoE8QsEn8uBH0SQRzgocygj5BwCb540bQJxnQCRzOCPoEwJrkjxpBn2RA7XCGwH5GwAj6fgbcCPp+BjzrdEbQpw97zmwEffrwN4I+fdgbQZ8+7DmzEfTpw98I+vRhbwR9+rC3MxsCk4GAEfTJQNGOYQgYAoaAIWAIGAKGgCFgCBgChoAhYAjsIwJG0PcRQPu6IWAIGAKGgCFgCBgChoAhYAgYAoaAITAZCBhBnwwU7RiGgCFgCBgChoAhYAgYAoaAIWAIGAKGwD4iYAR9HwG0rxsChoAhYAgYAoaAIWAIGAKGgCFgCBgCk4GAEfTJQNGOYQgYAoaAIWAIGAKGgCFgCBgChoAhYAjsIwJG0PcRwPF+PRQKybe//W1Zt26dFBcXy7/8y7/IihUrxvt1+9wEEXjwwQfl97//vYA7eH/84x+XQw89VI9iczFBMPfh4yhYf/GLX5Qbb7xRSktLJZVKyU9/+lNhfrxer7znPe+R8847bx/OYF8dCYE//elPcuutt0osFpOTTz5ZPvShD+nH7r77bvn1r38t8Xhcjj/+ePnkJz8pbrfbQJwkBHbu3Ck/+MEPpL29XXG97LLL5Mwzz7R9Z5LwHekwDQ0N8tWvflXOPfdcufDCC4c+MtY+v379evnud78rHR0dsmDBAvnCF74gZWVlU3iVB+eh0+m0/M///I/cfPPNwp7jjA0bNsgvfvEL2bJli+Tm5srFF18s73znO+05mORl8NRTT8l//ud/yve//31dx8PH8PevvQMmeQLscIbAFCJgBH0Kwc0+NG2Oqqur5b3vfa9gHPzHf/yHXHfddeL3+/fTFcys02A0nHbaaVJVVSVr1qyRb3zjG/K///u/4nK5xOZi/6yF/v5++fznP68kEecUBP2uu+5Scs58DAwMyKc//Wkl8IsXL94/FzUDznLTTTfJCy+8IJ/73OekqKho6I4hj/zshz/8oZIRnoOlS5eq8WxjchCA6J1xxhlyyimnSGdnp3zkIx+Rn/3sZ7r2bd+ZHIyzj8I6v+qqq2TevHmyfPnyPQj6aHj7fD553/veJ5/4xCfk6KOPVmL53HPP6Z5kY/wIJBIJ+eY3vynl5eVy//33y//93/8NfRlHYF1dnRxyyCHqBPnYxz6m63/u3Ln2HIwf4jE/+cc//lGefPJJiUQiGvAZTtBHev/aO2CSwLfDGAL7AQEj6PsBZKKGePZvuOEG9SYzvv71r8vb3/52Wb169X64AjvF+eefL7/73e8kLy/P5mI/LQciVEcccYRGz6+88kolKV/60pcU/6OOOkqvAqOura1NPvzhD++nqzq4T8Ne8/d///eapVBYWLjHzTIPfX19csUVV+jPN23aJN/73vfk6quvPrhB2Y93BxH5zGc+I/Pnz9ezgvW///u/S01Nje07UzAPW7du1T39jjvu0PXuRNDHeueSUcWa/+///m+9Ij77rne9SzNLOJaN8SPw9NNPy5FHHqm433LLLaN+EXvn9NNPl+OOO86eg/HDO+YncU7hAMEJTobgcII+0vvX3gGTBL4dxhDYDwgYQd8PIJPu+KlPfUquv/76obOR/oVBcemll+6HK5jZp9i+fbumQP7mN7/R1FObi6lfD3/72980Wo5h9oEPfEC+853vKEEncsW/yWxgYOBh2BGJsbHvCJBS+l//9V+yatUqxRbCAf6U05AGyd9EeBlkNmBY33777ft+YjuCIvDoo49qyi+YP/bYY+LxeDR6aPvO1C6QX/3qV5ot4hD0sfAme4SIOdkkzvjnf/5nJTlLliyZ2gs9CI+eTCbloosuGpWgU07z/ve/X0s/KPuw9+/kLgLwZP1mE/TR3r/2Dphc7O1ohsBUImAEfSrRHTw2NXJf+9rX5Je//OXQ2Yjm4rmHsNiYOgQwHv7f//t/csEFF2jNrc3F1GHtHJnUOqKIpDQSrcom6NTkkvLLzxmUHxC5wnCwse8IQMr/9V//VaMqJ554omzcuFH3HjDGQCaCRU26M4hq3XPPPVr6YWPfEWDt/9u//ZsS8mg0qtFzDGfbd/Yd27GOMJygj4V3RUWFPhekuDvjs5/9rFx++eXq2LIxMQTeiKCz94TDYfnoRz9qz8HEoB3Xp4cT9LHev2Sy2TtgXLDahwyBaUfACPp+mAKnBosUd2eQgkpEkdQ6G1ODAA4Qap9ra2uHHCE2F1ODdfZRieAee+yxctJJJ+mPswk6kRSi5bNmzdLfPf744xrBRejGxr4jQGQQ5x9k3BlECv/xH/9R/vKXv2iE8Oyzz9ZfYciRwUN6sI3JQQBNBUQPqUF3tEZY28FgUCPp9g6YHJyHH2U4QR9rn4egI66F9oUz0AqA6KDJYGNiCIxF0G+77TbNKkFzh9p/e/9ODNvxfHo4QR/r/ct7wd4B40HVPmMITD8CRtD3wxygdEoK2G9/+1vJz8/XM375y19WQ5moro3JRwDMeRkFAgH5p3/6p6ET2FxMPtbDj8i6zsnJGfox0RPmAcVwBOLOOeecIe0FhPuINhJdsbHvCDQ2NmqdP1ErZ2DAkb5LzSIGslPvD4Ekc+Gaa67Z9xPbERRborKkuDuDrKmSkhLN4LF3wNQtkuEEfax9vrKyUt8NjvaCQzBxbBUUFEzdRR6kRx6NoN97771y5513qvOV/Z9h79/JXwTDCfpY71+EK+0dMPlzYEc0BKYCASPoU4HqCMfEEMZQI6Udw5i0U2qiiazYmHwEfvKTn+hBiVoNHzYXk4/3WEfMjqCj9ovCr6PijnFBOvzKlSv370UdxGcjikvqOobaK6+8ogJ9EBgMM7Bm/VOHy89Rvya118a+IwBRoYQDXBcuXKhdCiivIWsEsUTbd/Yd49GOMJyg87nR8EaoFfE+3g2IVaLiTiYPkUcbE0dgJIL+8MMPD2mLDLdx7DmYOMZjfWOkGvTsz2e/f5ubm+0dMLnw29EMgSlDwAj6lEG754FRT0Yc6+WXX9YoOpEWR8l6P13CjDkNrUT+4R/+4XX9nUnzpaTA5mL/LoVsA4EzX3vttVr3zLjkkktMKHGSp4MoOmSDvyHi7DVO6i4ZDOBPa55jjjlGjTVST21MDgLPP/+89n+GnBMtpFOHIwRq+87kYDzSUUYi6GPhvXnzZn0ft7a2yuzZs7UPOm1QbUwcgZEIOu/Zrq6uPbQtsHcob7LnYOIYTxZB5zj2Dphc/O1ohsBUIWAEfaqQteMaAoaAIWAIGAKGgCFgCBgChoAhYAgYAhNAwAj6BMCyjxoChoAhYAgYAoaAIWAIGAKGgCFgCBgCU4WAEfSpQtaOawgYAoaAIWAIGAKGgCFgCBgChoAhYAhMAAEj6BMAyz5qCBgChoAhYAgYAoaAIWAIGAKGgCFgCEwVAkbQpwpZO64hYAgYAoaAIWAIGAKGgCFgCBgChoAhMAEEjKBPACz7qCFgCBgChoAhYAgYAoaAIWAIGAKGgCEwVQgYQZ8qZO24hoAhYAgYAoaAIWAIGAKGgCFgCBgChsAEEDCCPgGw7KOGgCFgCBgChoAhYAgYAoaAIWAIGAKGwFQhYAR9qpC14xoChoAhYAgYAoaAIWAIGAKGgCFgCBgCE0DACPoEwLKPGgKGgCFgCBgChoAhYAgYAoaAIWAIGAJThYAR9KlC1o5rCBgChoAhYAgYAoaAIWAIGAKGgCFgCEwAASPoEwDLPmoIGAKGwJsdgbvvvlu++93vDt1GXl6eLF68WC666CI59thjD5jb+93vficDAwPyoQ99aFqu6emnn5Yrr7xSPvCBD8jZZ5+9xzU89dRT8vOf/1waGxulvr5ePvaxj8lhhx029Jk3+v203JCd1BAwBAwBQ8AQMATeFAgYQX9TTJNdpCFgCBgCk4MABP3WW29Vkp5IJKS5uVmeeOIJufHGG+X973+/XHLJJZNzon08ypo1ayQWi8lRRx21j0ea2NdTqZTgHHjwwQcF58U555yzB0GHlOM0+OhHPyqrV6+Wxx9/XK699lq57rrrpKysTEn7WL+f2NXYpw0BQ8AQMAQMAUNgpiFgBH2mzbjdryFgCMxoBCDot99+u1x11VV74PDII4/IN7/5TfnNb34j1dXV+rtf/epX8vDDD0tbW5tUVlYq8XzLW94iP/3pT6Wzs1O+/OUvDx2D/7/73e/W77e3t8vPfvYz2bJli+Tm5srKlSvlK1/5ini93j3O2dHRIT/60Y8EMg4xnj9/vnzmM5/RqPQ111yjEfRPfepT+vell14qX/jCF/T44XBYAoGAfPjDH96DwN9xxx3qaOB6y8vL5fOf/7yeOx6Pa8T7/vvv1/NDrIl6Q8CHj0gkooQbZ8W3vvUtOf744/cg6Jx/x44dej/O+PrXv65ZCO95z3v0+sb6/UiLb7Trxklw0003yfbt2yUYDMo73vEOPQdjLOz4Pcf8wx/+IKFQSJYsWSKf+MQnZPbs2frdl19+eVzzM6MfFLt5Q8AQMAQMAUNgmhAwgj5NwNtpDQFDwBCYDgRGI+hcC6T03HPPlYsvvlgv7dFHH5UFCxZIRUWFRpR/8pOfyM033yybN2+WT3/600oeIeCMP//5z3Lfffcp8X/Xu96l5PnEE0+U7u5u2bRpk5Li4QOHQFFRkVxxxRUazYeoH3300ZKTk/M6gg45PfzwwwUyDLHm2r7//e/LDTfcoJ8nrfzb3/62fPazn5Xly5dLQ0ODEtKCggL55S9/KVu3bpVPfvKT4vP51CmAs+BLX/rSmFPwxS9+Ue8hO8UdYn7EEUfIhRdeOPRdnAKQ3m984xtK3Mf6/fATjnXdL730kvj9fpk3b56SdDAn8wFnwFjYPfPMM/LjH/9YvvrVr0ptba3cdttt+gccwGq88zMd69POaQgYAoaAIWAIzHQEjKDP9BVg928IGAIzCoGxCPrXvvY1jZR//OMffx0m6XRaiSpRdSLskGqiuaeccop+FmJMdJ1adtLkIcMnnHDCmNhCaEtLSzWaPXwMj6BD0L/zne8oSXcGzgScBnPmzNHzH3nkkRrFzx4Q//PPP19T0Lk3BmQdBwJR5uFR/ezvjkTQiURzLaeddtrQR8EUAgwpfqPfD7/P0a57JODICDj11FPlzDPPVGfAaNjxuTPOOGOPa2RemF9q5cc7PzPqwbCbNQQMAUPAEDAEDhAEjKAfIBNhl2EIGAKGwP5AYCyCDumjjpr6aogtEXJqrEn7drlcGjknCktkmvTpV199VYkiadREZandJtqOwBpkmuj7BRdcIMccc4x+f/ig/h3SCPmH9EIqiRgzRiLo119/vVRVVQ0dhig2keRly5bp+T/3uc+9rmadSDqZAUTOs0cymdTrdUj7SNiPRtDf+c53KlF2xnCCPtbvh59ntOvmc5QX3HnnnZqFwGhqapIPfvCDct5556l2wGjYXXbZZTon2Zhzv+CDY2G887M/1qOdwxAwBAwBQ8AQMAT2RMAIuq0IQ8AQMARmEAJvlOIO6YUsU2e+YcMGTQOHdEOiidz+4he/UILe2tqqxJf0btLN77nnHvnBD34whGQ0GtWab35fV1enRN7tdr8OaY5LSjaf45jf+9739HwjEXQ+Q9T4/7d3xqrJREEY3TZNSN4hhRAQ3yBpAvEVJGKrj6GkS5dHCKRNHbAJpBMUW8HSxspCbKx+zsCGZbO6iv6F8Vywcd279561+e7MfJOOrEAnKkyNOlH07CA1nGg/Ee40HX/X110k0BHFtVrtV4o76fkcFpRdzz9707o5GIHn8/Nz1JAziLbf3d2FQGdsYsec/HabK/+u72dXVv5OAhKQgAQkIIHjEFCgH4ejs0hAAhI4CQKbBPrX11dEvYkqE0Vvt9sR/UaUM9JIdBpB5zsM3er1esK91I4TOc4Pou/NZjPpdrtRG75tUL99e3sbaer7CnTqsxGkRI+zA4M41tXr9fZ2hC8S6O/v72F+lzeJo06cA4uy6/n9b1o3ByTL5TKM7hiY6FFS0Gg0fgR6dq4sO8Q5WQUcTJSNfd5P2Vxel4AEJCABCUjgcAIK9MMZOoMEJCCBkyGQb7NG1JpUatLZqQWnrRgDMzbSzRHhi8UieX19Tcbjcbh/p27gpF8PBoNkOBwmb29vyfX1ddzL95jCXV1dJZPJJCLbOKPn08l57s3NTdS040qOyERgU9e+r0DHhR7zN0R1pVJJ5vN5mMkxN4cK39/fsReENC7vGNdl68iLXmCRQIcXvdGp00/brGGMx/4wZCu7nn/OpnUTQcdtH1M40vNJ7//8/IxnE0Hfxo6MBA5EcMDn4ATX+9FolDw8PMRcu76fk/lTu1AJSEACEpDAHyKgQP9DL9OtSEACEigjgEBH9DFIOb+8vIzINiZi1Wr15/bZbBYR9el0Gi3LOp1O1J0TnU0F+mq1ivZnRL35bToQ9ziQE51FtD49PSX39/e/lka0mdRz6qUR89SgE4Wmdnpfgc7kHx8f8aHNG2nyCGz2Rj097c/6/X7Uc3OQ8Pj4mLRara24igQ6NyB2iXDDiP3Rfi6bTl52Pf/QonVTv//y8hLu9ByUYHRHWjqHHAj0beyYn73icE/mAy3a0lZ3CPRd30/Zf8nrEpCABCQgAQkcn4AC/fhMnVECEpDA2RDADZ0U8mwrsrPZvBuVgAQkIAEJSEACRyagQD8yUKeTgAQkcC4EcBKnzplILf3GHRKQgAQkIAEJSEAChxFQoB/Gz7slIAEJnB0BUq3X63WktZNKTu9vhwQkIAEJSEACEpDA4QQU6IczdAYJSEACZ0UAwzjaqtHSDAO4i4uLs9q/m5WABCQgAQlIQAL/i8A/cm6YkgkCYhEAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with logistic_model_us:\n",
    "    pm.sample_posterior_predictive(\n",
    "        trace_logistic_us, extend_inferencedata=True, random_seed=RANDOM_SEED\n",
    "    )\n",
    "\n",
    "us_confirmed = df_us.select(\"confirmed\").to_numpy().flatten()\n",
    "post_pred_samples = trace_logistic_us.posterior_predictive[\"obs\"].sel(chain=0).squeeze().values.T\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "# Add posterior predictive samples\n",
    "for i in range(min(100, post_pred_samples.shape[1])):\n",
    "    fig.add_trace(\n",
    "        go.Scatter(\n",
    "            x=list(range(len(post_pred_samples[:, i]))),\n",
    "            y=post_pred_samples[:, i],\n",
    "            mode=\"lines\",\n",
    "            line=dict(color=colors[0], width=0.5),\n",
    "            opacity=0.3,\n",
    "            showlegend=False,\n",
    "        )\n",
    "    )\n",
    "\n",
    "fig.add_trace(\n",
    "    go.Scatter(\n",
    "        x=list(range(len(us_confirmed))),\n",
    "        y=us_confirmed,\n",
    "        mode=\"lines+markers\",\n",
    "        line=dict(color=colors[1], width=3),\n",
    "        marker=dict(size=4),\n",
    "        name=\"Observed data\",\n",
    "    )\n",
    ").update_layout(\n",
    "    title=\"Logistic Model Fit - US\",\n",
    "    xaxis_title=\"Days since 100 cases\",\n",
    "    yaxis_title=\"Confirmed cases\",\n",
    "    height=400,\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{admonition} Model Limitations Revealed\n",
    ":class: warning\n",
    "\n",
    "The simple logistic model fails to capture the multiple waves in US data. This reveals important limitations:\n",
    "1. Single logistic curves assume one continuous outbreak\n",
    "2. Real epidemics have multiple waves due to policy changes, new variants, etc.\n",
    "3. Different countries have different dynamics\n",
    "\n",
    "This motivates additional model improvement!\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercises for Further Exploration\n",
    "\n",
    "1. **Time-Varying Parameters**: Extend the logistic model to allow the growth rate to change over time (hint: use changepoint models)\n",
    "\n",
    "2. **External Covariates**: Add policy intervention dates as covariates to model their effect on transmission\n",
    "\n",
    "3. **Model Averaging**: Instead of selecting one model, try Bayesian model averaging\n",
    "\n",
    "4. **Predictive Validation**: Hold out the last 30 days of data and evaluate forecast accuracy\n",
    "\n",
    "5. **Prior Elicitation**: Interview a domain expert and encode their knowledge as priors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "Gelman, A., Vehtari, A., Simpson, D., Margossian, C. C., Carpenter, B., Yao, Y., ... & Modrák, M. (2020). Bayesian workflow. *arXiv preprint arXiv:2011.01808*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Authors\n",
    "- Originally authored by Thomas Wiecki in 2020\n",
    "- Adapted and expanded by Chris Fonnesbeck in June 2025 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Watermark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Mon Dec 15 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.13.5\n",
      "IPython version      : 9.3.0\n",
      "\n",
      "plotly: 6.2.0\n",
      "arviz : 0.23.0.dev0\n",
      "pymc  : 5.26.1\n",
      "numpy : 2.2.6\n",
      "preliz: 0.21.0\n",
      "polars: 1.30.0\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{include} ../page_footer.md\n",
    ":::"
   ]
  }
 ],
 "metadata": {
  "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": "3.13.5"
  },
  "papermill": {
   "duration": 1049.211513,
   "end_time": "2020-03-27T06:26:42.767376",
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