{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "b2PrSCdtqHwh" }, "source": [ "# Introduction to Pyro" ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "Probability is the mathematics of reasoning under uncertainty, much as calculus is the mathematics for reasoning about rates of change. It provides a unifying theoretical framework for understanding much of modern machine learning and AI: models built in the language of probability can capture complex reasoning, know what they do not know, and uncover structure in data without supervision. \n", "\n", "Specifying probabilistic models directly can be cumbersome and implementing them can be very error-prone. Probabilistic programming languages (PPLs) solve these problems by marrying probability with the representational power of programming languages. A probabilistic program is a mix of ordinary deterministic computation and randomly sampled values representing a *generative process* for data.\n", "\n", "By observing the outcome of a probabilistic program, we can describe an *inference* problem, roughly translated as: “what must be true if this random choice had a certain observed value?” PPLs explicitly enforce a separation of concerns already implicit in the mathematics of probability between the specification of a model, a query to be answered, and an algorithm for computing the answer.\n", "\n", "Pyro is a probabilistic programming language built on Python and PyTorch. Pyro programs are just Python programs, while its main inference technology is *stochastic variational inference*, which converts abstract probabilistic computations into concrete optimization problems solved with stochastic gradient descent in PyTorch, making probabilistic methods applicable to previously intractable model and dataset sizes.\n", "\n", "In this tutorial, we take a brief, opinionated tour of the basic concepts of probabilistic machine learning and probabilistic programming with Pyro. We do so via an example data analysis problem involving linear regression, one of the most common and basic tasks in machine learning. We will see how to use Pyro's modeling language and inference algorithms to incorporate uncertainty into estimates of regression coefficients." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outline\n", "\n", "- [Introduction](#Introduction-to-Pyro)\n", "- [Outline](#Outline)\n", "- [Setup](#Setup)\n", "- [Background: probabilistic machine learning](#Background:-probabilistic-machine-learning)\n", " - [Background: probabilistic models](#Background:-probabilistic-models)\n", " - [Background: inference, learning and evaluation](#Background:-inference,-learning-and-evaluation)\n", "- [Example: Geography and national income](#Example:-Geography-and-national-income)\n", "- [Models in Pyro](#Models-in-Pyro)\n", " - [Example model: Maximum-likelihood linear regression](#Example-model:-Maximum-likelihood-linear-regression)\n", " - [Background: the pyro.sample primitive](#Background:-the-pyro.sample-primitive)\n", " - [Background: the pyro.param primitive](#Background:-the-pyro.param-primitive)\n", " - [Background: the pyro.plate primitive](#Background:-the-pyro.plate-primitive)\n", " - [Example: from maximum likelihood regression to Bayesian regression](#Example:-from-maximum-likelihood-regression-to-Bayesian-regression)\n", "- [Inference in Pyro](#Inference-in-Pyro)\n", " - [Background: variational inference](#Background:-variational-inference)\n", " - [Background: \"guide\" programs as flexible approximate posteriors](#Background:-%22guide%22-programs-as-flexible-approximate-posteriors)\n", " - [Example: mean-field variational approximation for Bayesian linear regression in Pyro](#Example:-mean-field-variational-approximation-for-Bayesian-linear-regression-in-Pyro)\n", " - [Background: Estimating and optimizing the Evidence Lower Bound (ELBO)](#Background:-Estimating-and-optimizing-the-Evidence-Lower-Bound-(ELBO))\n", " - [Example: Bayesian regression via stochastic variational inference (SVI)](#Example:-Bayesian-regression-via-stochastic-variational-inference-(SVI))\n", "- [Model Evaluation in Pyro](#Model-Evaluation-in-Pyro)\n", " - [Background: Bayesian model evaluation with posterior predictive checks](#Background:-Bayesian-model-evaluation-with-posterior-predictive-checks)\n", " - [Example: posterior predictive uncertainty in Pyro](#Example:-posterior-predictive-uncertainty-in-Pyro)\n", " - [Example: revisiting Bayesian regression with a full-rank guide](#Example:-revisiting-Bayesian-regression-with-a-full-rank-guide)\n", "- [Next steps](#Next-steps)" ] }, { "cell_type": "markdown", "metadata": { "id": "Sww6pWHCqHwj" }, "source": [ "## Setup\n", "Let's begin by importing the modules we'll need." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "5sm2JAa1qHwk" }, "outputs": [], "source": [ "%reset -s -f" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "id": "kecozW7XqHwk" }, "outputs": [], "source": [ "import logging\n", "import os\n", "\n", "import torch\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "import pyro" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "OGegVXszqHwk" }, "outputs": [], "source": [ "smoke_test = ('CI' in os.environ)\n", "assert pyro.__version__.startswith('1.9.0')\n", "\n", "pyro.enable_validation(True)\n", "pyro.set_rng_seed(1)\n", "logging.basicConfig(format='%(message)s', level=logging.INFO)\n", "\n", "# Set matplotlib settings\n", "%matplotlib inline\n", "plt.style.use('default')" ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "## Background: probabilistic machine learning\n", "\n", "Most data analysis problems can be understood as elaborations on three basic high-level questions:\n", "\n", "1. What do we know about the problem before observing any data?\n", "2. What conclusions can we draw from data given our prior knowledge?\n", "3. Do these conclusions make sense?\n", "\n", "In the probabilistic or Bayesian approach to data science and machine learning, we formalize these in terms of mathematical operations on probability distributions." ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "### Background: probabilistic models\n", "\n", "First, we express everything we know about the variables in a problem and the relationships between them in the form of a ***probabilistic model***, or a joint probability distribution over a collection of random variables. A model has observations ${\\bf x}$ and latent random variables ${\\bf z}$ as well as parameters $\\theta$. It usually has a joint density function of the form \n", "\n", "$$p_{\\theta}({\\bf x}, {\\bf z}) = p_{\\theta}({\\bf x}|{\\bf z}) p_{\\theta}({\\bf z})$$\n", "\n", "The distribution over latent variables $p_{\\theta}({\\bf z})$ in this formula is called the ***prior***, and the distribution over observed variables given latent variables $p_{\\theta}({\\bf x}|{\\bf z})$ is called the ***likelihood***.\n", "\n", "We typically require that the various conditional probability distributions $p_i$ that make up a model $p_{\\theta}({\\bf x}, {\\bf z})$ have the following properties (generally satisfied by the distributions available in [Pyro](http://docs.pyro.ai/en/stable/distributions.html) and [PyTorch Distributions](https://pytorch.org/docs/stable/distributions.html)):\n", "\n", "- we can efficiently sample from each $p_i$\n", "- we can efficiently compute the pointwise probability density $p_i$ \n", "- $p_i$ is differentiable w.r.t. the parameters $\\theta$\n", "\n", "Probabilistic models are often depicted in a [standard graphical notation](https://en.wikipedia.org/wiki/Bayesian_network) for visualization and communication, summarized below, although it is possible in Pyro to represent models that do not have a fixed graphical structure. In models with lots of repetition, it is convenient to use ***plate*** notation, so called because it is shown graphically as a rectangular \"plate\" around variables to indicate multiple independent copies of the random variables inside." ] }, { "attachments": { "Screen%20Shot%202021-12-13%20at%201.31.34%20PM.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![Screen%20Shot%202021-12-13%20at%201.31.34%20PM.png](attachment:Screen%20Shot%202021-12-13%20at%201.31.34%20PM.png)" ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "### Background: inference, learning and evaluation\n", "\n", "Once we have specified a model, Bayes' rule tells us how to use it to perform ***inference***, or draw conclusions about latent variables from data, by computing the ***posterior distribution*** over $\\bf z$:\n", "\n", "$$ p_{\\theta}({\\bf z} | {\\bf x}) = \\frac{p_{\\theta}({\\bf x} , {\\bf z})}{\n", "\\int \\! d{\\bf z}\\; p_{\\theta}({\\bf x} , {\\bf z}) } $$\n", "\n", "To check the results of modeling and inference, we would like to know how well a model fits observed data $x$, which we can quantify with the ***evidence*** or ***marginal likelihood***\n", "\n", "$$p_{\\theta}({\\bf x}) = \\int \\! d{\\bf z}\\; p_{\\theta}({\\bf x} , {\\bf z}) $$\n", "\n", "and also to make predictions for new data, which we can do with the ***posterior predictive distribution***\n", "\n", "$$p_{\\theta}(x' | {\\bf x}) = \\int \\! d{\\bf z}\\; p_{\\theta}(x' | {\\bf z}) p_{\\theta}({\\bf z} | {\\bf x}) $$\n", "\n", "Finally, it is often desirable to ***learn*** the parameters $\\theta$ of our models from observed data $x$, which we can do by maximizing the marginal likelihood:\n", "\n", "$$\\theta_{\\rm{max}} = \\rm{argmax}_\\theta p_{\\theta}({\\bf x}) = \\rm{argmax}_\\theta \\int \\! d{\\bf z}\\; p_{\\theta}({\\bf x} , {\\bf z}) $$" ] }, { "cell_type": "markdown", "metadata": { "id": "wOFQW7FYqHwl" }, "source": [ "## Example: Geography and national income\n", "\n", "The following example is adapted from Chapter 7 of the excellent book [*Statistical Rethinking*](https://xcelab.net/rm/statistical-rethinking/) by Richard McElreath, which readers are encouraged to review for an accessible introduction to the broader practice of Bayesian data analysis ([Pyro code for all chapters](https://fehiepsi.github.io/rethinking-pyro/) is available)." ] }, { "cell_type": "markdown", "metadata": { "id": "wOFQW7FYqHwl" }, "source": [ "We would like to explore the relationship between topographic heterogeneity of a nation as measured by the Terrain Ruggedness Index (variable *rugged* in the dataset) and its GDP per capita. In particular, it was noted by the authors of the original paper ([\"Ruggedness: The blessing of bad geography in Africa\"](https://diegopuga.org/papers/rugged.pdf)) that terrain ruggedness or bad geography is related to poorer economic performance outside of Africa, but rugged terrains have had a reverse effect on income for African nations. " ] }, { "cell_type": "markdown", "metadata": { "id": "wOFQW7FYqHwl" }, "source": [ "Let us look at the data and investigate this relationship. We will be focusing on three features from the dataset:\n", "\n", " - `rugged`: quantifies the Terrain Ruggedness Index;\n", " - `cont_africa`: whether the given nation is in Africa;\n", " - `rgdppc_2000`: Real GDP per capita for the year 2000;" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "wkC4x75KqHwl" }, "outputs": [], "source": [ "DATA_URL = \"https://d2hg8soec8ck9v.cloudfront.net/datasets/rugged_data.csv\"\n", "data = pd.read_csv(DATA_URL, encoding=\"ISO-8859-1\")\n", "df = data[[\"cont_africa\", \"rugged\", \"rgdppc_2000\"]]" ] }, { "cell_type": "markdown", "metadata": { "id": "wOFQW7FYqHwl" }, "source": [ "The response variable GDP is highly skewed, so we will log-transform it before proceeding." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "wkC4x75KqHwl" }, "outputs": [], "source": [ "df = df[np.isfinite(df.rgdppc_2000)]\n", "df[\"rgdppc_2000\"] = np.log(df[\"rgdppc_2000\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then convert the Numpy array behind this dataframe to a `torch.Tensor` for analysis with PyTorch and Pyro." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "wkC4x75KqHwl" }, "outputs": [], "source": [ "train = torch.tensor(df.values, dtype=torch.float)\n", "is_cont_africa, ruggedness, log_gdp = train[:, 0], train[:, 1], train[:, 2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizing the data suggests that there is indeed a possible relationship between ruggedness and GDP, but that further analysis will be needed to confirm it. We will see how to do this in Pyro via Bayesian linear regression." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "id": "EhTR2H9JqHwm", "outputId": "49782ec5-bdf9-486b-d0c7-a6e8f67dce15" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6), sharey=True)\n", "african_nations = df[df[\"cont_africa\"] == 1]\n", "non_african_nations = df[df[\"cont_africa\"] == 0]\n", "sns.scatterplot(x=non_african_nations[\"rugged\"], \n", " y=non_african_nations[\"rgdppc_2000\"], \n", " ax=ax[0])\n", "ax[0].set(xlabel=\"Terrain Ruggedness Index\",\n", " ylabel=\"log GDP (2000)\",\n", " title=\"Non African Nations\")\n", "sns.scatterplot(x=african_nations[\"rugged\"], \n", " y=african_nations[\"rgdppc_2000\"], \n", " ax=ax[1])\n", "ax[1].set(xlabel=\"Terrain Ruggedness Index\",\n", " ylabel=\"log GDP (2000)\",\n", " title=\"African Nations\");" ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "## Models in Pyro" ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "Probabilistic models in Pyro are specified as Python functions `model(*args, **kwargs)` that generate observed data from latent variables using [special primitive functions](https://docs.pyro.ai/en/stable/primitives.html) whose behavior can be changed by Pyro's internals depending on the high-level computation being performed.\n", "\n", "Specifically, the different mathematical pieces of `model()` are encoded via the mapping:\n", "\n", "1. latent random variables $z$ $\\Longleftrightarrow$ [pyro.sample](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.sample)\n", "2. observed random variables $x$ $\\Longleftrightarrow$ [pyro.sample](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.sample) with the `obs` keyword argument\n", "3. learnable parameters $\\theta$ $\\Longleftrightarrow$ [pyro.param](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.param)\n", "4. plates $\\Longleftrightarrow$ [pyro.plate](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.plate) context managers\n", "\n", "We examine each of these components in detail below in the context of a first Pyro model for linear regression." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example model: Maximum-likelihood linear regression\n", "\n", "If we write out the formula for our linear regression predictor $\\beta X + \\alpha$ as a Python expression, we get the following:\n", "\n", "```py\n", "mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness\n", "```\n", "\n", "To build this up into a full probabilistic model for our dataset, we need to make the regression coefficients $\\alpha$ and $\\beta$ learnable parameters and add observation noise around the predicted mean. We can express this using the Pyro primitives introduced above and visualize the resulting model using [pyro.render_model()](https://docs.pyro.ai/en/latest/infer.util.html?highlight=render_model#pyro.infer.inspect.render_model):" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster_data\n", "\n", "data\n", "\n", "\n", "\n", "obs\n", "\n", "obs\n", "\n", "\n", "\n", "distribution_description_node\n", "obs ~ Normal\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyro.distributions as dist\n", "import pyro.distributions.constraints as constraints\n", "\n", "def simple_model(is_cont_africa, ruggedness, log_gdp=None):\n", " a = pyro.param(\"a\", lambda: torch.randn(()))\n", " b_a = pyro.param(\"bA\", lambda: torch.randn(()))\n", " b_r = pyro.param(\"bR\", lambda: torch.randn(()))\n", " b_ar = pyro.param(\"bAR\", lambda: torch.randn(()))\n", " sigma = pyro.param(\"sigma\", lambda: torch.ones(()), constraint=constraints.positive)\n", " \n", " mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness\n", " \n", " with pyro.plate(\"data\", len(ruggedness)):\n", " return pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n", "\n", "pyro.render_model(simple_model, model_args=(is_cont_africa, ruggedness, log_gdp), render_distributions=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot does not show the model parameters `a`, `b_a`, `b_r`, `b_ar`, and `sigma`. We can set `render_params=True` to render the model parameters." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster_data\n", "\n", "data\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "\n", "\n", "\n", "obs\n", "\n", "obs\n", "\n", "\n", "\n", "sigma->obs\n", "\n", "\n", "\n", "\n", "\n", "bA\n", "\n", "bA\n", "\n", "\n", "\n", "bA->obs\n", "\n", "\n", "\n", "\n", "\n", "bAR\n", "\n", "bAR\n", "\n", "\n", "\n", "bAR->obs\n", "\n", "\n", "\n", "\n", "\n", "a\n", "\n", "a\n", "\n", "\n", "\n", "a->obs\n", "\n", "\n", "\n", "\n", "\n", "bR\n", "\n", "bR\n", "\n", "\n", "\n", "bR->obs\n", "\n", "\n", "\n", "\n", "\n", "distribution_description_node\n", "obs ~ Normal\n", "a ∈ Real()\n", "bA ∈ Real()\n", "bR ∈ Real()\n", "bAR ∈ Real()\n", "sigma ∈ GreaterThan(lower_bound=0.0)\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pyro.render_model(simple_model, model_args=(is_cont_africa, ruggedness, log_gdp), render_distributions=True, render_params=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The argument `render_distributions = True` will show constraints on the parameters. For example, `sigma` is a standard deviation that should be non-negative. Thus, its constraint is shown as \"sigma $\\in$ GreaterThan(lower_bound=0.0)\"." ] }, { "cell_type": "markdown", "metadata": { "id": "E_25lUOhqHwq" }, "source": [ "Learning the parameters of `simple_model` would constitute **maximum likelihood estimation** and produce point estimates of the regression coefficients. However, in this example our data visualization suggests we should not be too confident in any single value for the regression coefficients. By contrast, a fully Bayesian approach would produce uncertainty estimates over different possible parameter values as well as the model's predictions.\n", "\n", "Before making a Bayesian version of our linear model, let's pause and take a closer look at this first piece of Pyro code." ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "### Background: the `pyro.sample` primitive\n", "\n", "Probabilistic programs in Pyro are built up around samples from primitive probability distributions, marked by `pyro.sample`:\n", "```python\n", "def sample(\n", " name: str,\n", " fn: pyro.distributions.Distribution,\n", " *,\n", " obs: typing.Optional[torch.Tensor] = None,\n", " infer: typing.Optional[dict] = None\n", ") -> torch.Tensor:\n", " ...\n", "```\n", "\n", "In our model `simple_model` above, the line\n", "```python\n", "return pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n", "```\n", "can represent either a latent variable or an observed variable depending on whether `simple_model` is given a `log_gdp` value. When `log_gdp` is not provided and `\"obs\"` is latent, it is equivalent (ignoring the `pyro.plate` context for now by assuming `len(ruggedness) == 1`) to calling the distribution's underlying `.sample` method:\n", "```python\n", "return dist.Normal(mean, sigma).sample()\n", "```\n", "This interpretation is behind occasional references to Pyro programs as ***stochastic functions***, a rather obscure term used in some of Pyro's older documentation.\n", "\n", "When `simple_model` is given a `log_gdp` argument and `\"obs\"` is observed, the `pyro.sample` statement\n", "```python\n", "return pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n", "```\n", "will always return `log_gdp`:\n", "```python\n", "return log_gdp\n", "```\n", "However, note that **when any sample statement is observed, the cumulative effect of *every other sample statement in a model* changes** following Bayes' rule; it is the job of Pyro's [inference algorithms](https://docs.pyro.ai/en/stable/inference.html) to \"run the program backwards\" and assign mathematically consistent values to all `pyro.sample` statements in a model." ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "A reasonable question to ask at this point is why `pyro.sample` and other primitives must have names. Names are leveraged by users and by Pyro's internals to separate specifications of model, observations and inference algorithms, a key selling point of probabilistic programming languages. \n", "To see an example of this, we can look at the higher-order primitive [pyro.condition](https://docs.pyro.ai/en/stable/poutine.html#pyro.poutine.handlers.condition) which addresses the problem of writing many queries against a single Pyro model:\n", "```python\n", "def condition(\n", " model: Callable[..., T],\n", " data: Dict[str, torch.Tensor]\n", ") -> Callable[..., T]:\n", " ...\n", "```\n", "`pyro.condition` takes a model and a (possibly empty) dictionary mapping names to observed values and passes each observation to the `pyro.sample` statement indicated by its name. In the context of our example `simple_model`, we could remove `log_gdp` as an argument and replace it with a simpler interface\n", "```python\n", "def simpler_model(is_cont_africa, ruggedness): ...\n", "\n", "conditioned_model = pyro.condition(simpler_model, data={\"obs\": log_gdp})\n", "```\n", "where `conditioned_model` is equivalent to\n", "```python\n", "conditioned_model = functools.partial(simple_model, log_gdp=log_gdp)\n", "```" ] }, { "cell_type": "markdown", "metadata": { "id": "wXOWkF1DqHwo" }, "source": [ "### Background: the `pyro.param` primitive\n", "\n", "The next primitive used in our model, [pyro.param](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.param), is a frontend for reading from and writing to Pyro's [key-value parameter store](https://docs.pyro.ai/en/stable/parameters.html#pyro.params.param_store.ParamStoreDict):\n", "```python\n", "def param(\n", " name: str,\n", " init: Optional[Union[torch.Tensor, Callable[..., torch.Tensor]]] = None,\n", " *,\n", " constraint: torch.distributions.constraints.Constraint = constraints.real\n", ") -> torch.Tensor:\n", " ...\n", "```\n", "\n", "Like `pyro.sample`, `pyro.param` is always called with a name as its first argument. The first time `pyro.param` is called with a particular name, it stores the initial value specified by the second argument `init` in the parameter store and then returns that value. After that, when it is called with that name, it returns the value from the parameter store regardless of any other arguments. After a parameter has been initialized, it is no longer necessary to specify `init` to retrieve its value (e.g. `pyro.param(\"a\")`).\n", "\n", "The second argument, `init`, can be either a `torch.Tensor` or a function that takes no arguments and returns a tensor. The second form is useful because it avoids repeatedly constructing initial values that are only used the first time a model is run.\n", "\n", "Unlike PyTorch's `torch.nn.Parameter`s, parameters in Pyro can be explicitly constrained to various subsets of $\\mathbb{R}^n$, an important feature because many elementary probability distributions have parameters with restricted domains. For example, the `scale` parameter of a `Normal` distribution must be positive. The optional third argument to `pyro.param`, `constraint`, is a [torch.distributions.constraints.Constraint](https://docs.pyro.ai/en/stable/distributions.html#module-pyro.distributions.constraints) object stored when a parameter is initialized; constraints are reapplied after every update. Pyro ships with a large number of predefined constraints. \n", "\n", "`pyro.param` values persist across model calls, unless the parameter store is updated by an optimization algorithm or cleared via [pyro.clear_param_store()](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.clear_param_store). Unlike `pyro.sample`, `pyro.param` can be called with the same name multiple times in a model; every call with the same name will return the same value. The global parameter store itself is accessible by calling [pyro.get_param_store()](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.get_param_store).\n", "\n", "In our model `simple_model` above, the statement \n", "```python\n", "a = pyro.param(\"a\", lambda: torch.randn(()))\n", "```\n", "is similar conceptually to the code below, but with some additional tracking, serialization and constraint management functionality.\n", "\n", "```python\n", "simple_param_store = {}\n", "...\n", "def simple_model():\n", " a_init = lambda: torch.randn(())\n", " a = simple_param_store[\"a\"] if \"a\" in simple_param_store else a_init()\n", " ...\n", "```\n", "While this introductory tutorial uses `pyro.param` for parameter management, Pyro is also compatible with PyTorch's familiar `torch.nn.Module` API via [pyro.nn.PyroModule](https://docs.pyro.ai/en/stable/nn.html#module-pyro.nn.module)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background: the `pyro.plate` primitive\n", "\n", "[pyro.plate](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.plate) is Pyro's formal encoding of [plate notation](https://en.wikipedia.org/wiki/Plate_notation), widely used in probabilistic machine learning to simplify visualization and analysis of models with lots of conditionally [independent and identically distributed](https://en.wikipedia.org/wiki/Independent_and_identically_distributed_random_variables) random variables.\n", "```python\n", "def plate(\n", " name: str,\n", " size: int,\n", " *,\n", " dim: Optional[int] = None,\n", " **other_kwargs\n", ") -> contextlib.AbstractContextManager:\n", " ...\n", "```\n", "\n", "Conceptually, `pyro.plate` statements are equivalent to a `for`-loop. In `simple_model`, we could replace the lines\n", "```python\n", "with pyro.plate(\"data\", len(ruggedness)):\n", " return pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n", "```\n", "with a Python `for`-loop\n", "```python\n", "result = torch.empty_like(ruggedness)\n", "for i in range(len(ruggedness)):\n", " result[i] = pyro.sample(f\"obs_{i}\", dist.Normal(mean, sigma), obs=log_gdp[i] if log_gdp is not None else None)\n", "return result\n", "```\n", "When the number of repeated variables (`len(ruggedness)` in this case) is large, using a Python loop would be quite slow. Since each iteration in the loop is independent of the others, `pyro.plate` uses PyTorch's [array broadcasting](https://numpy.org/doc/stable/user/basics.broadcasting.html) to perform the iterations in parallel in a single vectorized operation, as in this equivalent vectorized code:\n", "```python\n", "mean = mean.unsqueeze(-1).expand((len(ruggedness),))\n", "sigma = sigma.unsqueeze(-1).expand((len(ruggedness),))\n", "return pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n", "```\n", "\n", "Practically speaking, when writing Pyro programs `pyro.plate` is most useful as a tool for vectorization. However, as described in [part 2 of the SVI tutorial](http://pyro.ai/examples/svi_part_ii.html), it is also useful for managing [data subsampling](https://docs.pyro.ai/en/stable/primitives.html#pyro.primitives.subsample) and as a signal to inference algorithms that certain variables are independent." ] }, { "cell_type": "markdown", "metadata": { "id": "E_25lUOhqHwq" }, "source": [ "### Example: from maximum-likelihood regression to Bayesian regression\n", "\n", "In order to make our linear regression model Bayesian, we need to specify *prior distributions* on the parameters $\\alpha \\in \\mathbb{R}$ and $\\beta \\in \\mathbb{R}^3$ (expanded here into scalars `b_a`, `b_r`, and `b_ar`). These are probability distributions that represent our beliefs prior to observing any data about reasonable values for $\\alpha$ and $\\beta$. We will also add a random scale parameter $\\sigma$ that controls the observation noise.\n", "\n", "Expressing this Bayesian model for linear regression in Pyro is very intuitive: we simply replace each of the `pyro.param` statements with `pyro.sample` statements equipped with [Pyro Distribution objects](https://docs.pyro.ai/en/stable/distributions.html) describing prior beliefs about each parameter.\n", "\n", "For the constant term $\\alpha$, we use a Normal prior with a large standard deviation to indicate our relative lack of prior knowledge about baseline GDP. For the other regression coefficients, we use standard Normal priors (centered at 0) to represent our lack of a priori knowledge of whether the relationship between covariates and GDP is positive or negative. For the observation noise $\\sigma$, we use a flat prior bounded below by 0 because this value must be positive to be a valid standard deviation." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "qz-KFOreqHwq" }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster_data\n", "\n", "data\n", "\n", "\n", "\n", "a\n", "\n", "a\n", "\n", "\n", "\n", "obs\n", "\n", "obs\n", "\n", "\n", "\n", "a->obs\n", "\n", "\n", "\n", "\n", "\n", "bA\n", "\n", "bA\n", "\n", "\n", "\n", "bA->obs\n", "\n", "\n", "\n", "\n", "\n", "bR\n", "\n", "bR\n", "\n", "\n", "\n", "bR->obs\n", "\n", "\n", "\n", "\n", "\n", "bAR\n", "\n", "bAR\n", "\n", "\n", "\n", "bAR->obs\n", "\n", "\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "\n", "\n", "\n", "sigma->obs\n", "\n", "\n", "\n", "\n", "\n", "distribution_description_node\n", "a ~ Normal\n", "bA ~ Normal\n", "bR ~ Normal\n", "bAR ~ Normal\n", "sigma ~ Uniform\n", "obs ~ Normal\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def model(is_cont_africa, ruggedness, log_gdp=None):\n", " a = pyro.sample(\"a\", dist.Normal(0., 10.))\n", " b_a = pyro.sample(\"bA\", dist.Normal(0., 1.))\n", " b_r = pyro.sample(\"bR\", dist.Normal(0., 1.))\n", " b_ar = pyro.sample(\"bAR\", dist.Normal(0., 1.))\n", " sigma = pyro.sample(\"sigma\", dist.Uniform(0., 10.))\n", " \n", " mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness\n", " \n", " with pyro.plate(\"data\", len(ruggedness)):\n", " return pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n", "\n", "pyro.render_model(model, model_args=(is_cont_africa, ruggedness, log_gdp), render_distributions=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "PBKAeDaoqHwo" }, "source": [ "## Inference in Pyro\n", "\n", "### Background: variational inference\n", "\n", "Each of the computations from the introduction (the posterior distribution, the marginal likelihood and the posterior predictive distribution) requires performing integrals that are often impossible or computationally intractable.\n", "\n", "While Pyro includes support for many different exact and approximate inference algorithms, the best-supported is variational inference, which offers a unified scheme for finding $\\theta_{\\rm{max}}$ and computing a tractable approximation $q_{\\phi}({\\bf z})$ to the true, unknown posterior $p_{\\theta_{\\rm{max}}}({\\bf z} | {\\bf x})$ by converting the intractable integrals into optimization of a functional of $p$ and $q$. The figure below depicts this process conceptually, while a more comprehensive mathematical introduction is available in the [SVI tutorials](http://pyro.ai/examples/svi_part_i.html).\n", "\n", "Most probability distributions (the light ellipse in the figure below), especially those corresponding to Bayesian posterior distributions, are too complex to represent directly, so we must define a smaller subspace, indexed by real-valued parameters $\\phi$, of distributions $q_{\\phi}({\\bf z})$ that are by construction guaranteed to be easy to sample from (the dark circle in the figure below) but may not include the true posterior distribution $p_{\\theta}({\\bf z} | {\\bf x})$ (the red star in the figure below).\n", "\n", "Variational inference approximates the true posterior by searching the space of variational distributions to find one that is most similar to the true posterior (the yellow star in the figure below) according to some measure of distance or divergence (the black arrow in the figure below)." ] }, { "attachments": { "Screen%20Shot%202021-12-10%20at%203.13.09%20PM.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![Screen%20Shot%202021-12-10%20at%203.13.09%20PM.png](attachment:Screen%20Shot%202021-12-10%20at%203.13.09%20PM.png)" ] }, { "cell_type": "markdown", "metadata": { "id": "PBKAeDaoqHwo" }, "source": [ "However, there are many different ways to measure distance or divergence between probability distributions. Which one should we choose? As indicated by the figure, a theoretically appealing choice is the Kullback-Leibler divergence $KL(q_{\\phi}({\\bf z}) || p_{\\theta}({\\bf z} | {\\bf x}))$, but computing this directly requires knowing the true posterior ahead of time, which would defeat the purpose.\n", "\n", "What's more, we are interested in optimizing this divergence, which might sound even harder, but in fact it is possible to use Bayes' theorem to rewrite the definition of $KL(q_{\\phi}({\\bf z}) || p_{\\theta}({\\bf z} | {\\bf x}))$ as the difference between an intractable constant that does not depend on $q_{\\phi}$ and a tractable term called the ***evidence lower bound (ELBO)***, defined below. Maximizing this tractable term will therefore produce the same solution as minimizing the original KL-divergence." ] }, { "cell_type": "markdown", "metadata": { "id": "l6dRubBtqHwq" }, "source": [ "### Background: \"guide\" programs as flexible approximate posteriors\n", "\n", "In variational inference, we introduce a parameterized distribution $q_{\\phi}({\\bf z})$ to approximate the true posterior, where $\\phi$ are known as the variational parameters. This distribution is called the variational distribution in much of the literature, and in the context of Pyro it's called the ***guide*** (one syllable instead of nine!).\n", "\n", "Just like the model, the guide is encoded as a Python program `guide()` that contains `pyro.sample` and `pyro.param` statements. It does _not_ contain observed data, since the guide needs to be a properly normalized distribution so that it is easy to sample from. Note that Pyro enforces that `model()` and `guide()` should take the same arguments. Allowing guides to be arbitrary Pyro programs opens up the possibility of writing guide families that capture more of the problem-specific structure of the true posterior, expanding the search space in only helpful directions, as depicted schematically in the figure below." ] }, { "attachments": { "Screen%20Shot%202021-12-10%20at%203.13.22%20PM.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![Screen%20Shot%202021-12-10%20at%203.13.22%20PM.png](attachment:Screen%20Shot%202021-12-10%20at%203.13.22%20PM.png)" ] }, { "cell_type": "markdown", "metadata": { "id": "l6dRubBtqHwq" }, "source": [ "What restrictions on guides are imposed by the math of variational inference? Since the guide is an approximation to the posterior $p_{\\theta_{\\rm{max}}}({\\bf z} | {\\bf x})$, the guide needs to provide a valid joint probability density over all the latent random variables in the model. Recall that when random variables are specified in Pyro with the primitive statement `pyro.sample()` the first argument denotes the name of the random variable. These names will be used to align the random variables in the model and guide. To be very explicit, if the model contains a random variable `z_1`\n", "\n", "```python\n", "def model():\n", " pyro.sample(\"z_1\", ...)\n", "```\n", "\n", "then the guide needs to have a matching `sample` statement\n", "\n", "```python\n", "def guide():\n", " pyro.sample(\"z_1\", ...)\n", "```\n", "\n", "The distributions used in the two cases can be different, but the names must line-up 1-to-1. \n", "\n", "Despite the flexibility it offers, writing out guides by hand can be difficult and tedious, especially for new users. Whenever possible, we recommend using ***autoguides***, or recipes for automatically generating common guide families from models that ship with Pyro in [pyro.infer.autoguide](https://docs.pyro.ai/en/stable/infer.autoguide.html). The next section demonstrates both approaches." ] }, { "cell_type": "markdown", "metadata": { "id": "l6dRubBtqHwq" }, "source": [ "### Example: mean-field variational approximation for Bayesian linear regression in Pyro\n", "\n", "For our running example of Bayesian linear regression, we will use a guide that models the distribution of unobserved parameters in the model as a Gaussian with diagonal covariance, i.e. it assumes that there is no correlation amongst the latent variables (quite a strong assumption as we shall see). This is known as a ***mean-field approximation***, a term borrowed from physics, where such approximations were originally invented. \n", "\n", "We first write out a guide program of this form by hand for completeness." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "TMQZ3GasqHwr" }, "outputs": [], "source": [ "def custom_guide(is_cont_africa, ruggedness, log_gdp=None):\n", " a_loc = pyro.param('a_loc', lambda: torch.tensor(0.))\n", " a_scale = pyro.param('a_scale', lambda: torch.tensor(1.),\n", " constraint=constraints.positive)\n", " sigma_loc = pyro.param('sigma_loc', lambda: torch.tensor(0.))\n", " weights_loc = pyro.param('weights_loc', lambda: torch.randn(3))\n", " weights_scale = pyro.param('weights_scale', lambda: torch.ones(3),\n", " constraint=constraints.positive)\n", " a = pyro.sample(\"a\", dist.Normal(a_loc, a_scale))\n", " b_a = pyro.sample(\"bA\", dist.Normal(weights_loc[0], weights_scale[0]))\n", " b_r = pyro.sample(\"bR\", dist.Normal(weights_loc[1], weights_scale[1]))\n", " b_ar = pyro.sample(\"bAR\", dist.Normal(weights_loc[2], weights_scale[2]))\n", " sigma = pyro.sample(\"sigma\", dist.LogNormal(sigma_loc, torch.tensor(0.05))) # fixed scale for simplicity\n", " return {\"a\": a, \"b_a\": b_a, \"b_r\": b_r, \"b_ar\": b_ar, \"sigma\": sigma}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use `pyro.render_model` to visualize `custom_guide`, demonstrating that the random variables are indeed independent of one another as indicated by the lack of edges between them." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "a\n", "\n", "a\n", "\n", "\n", "\n", "bA\n", "\n", "bA\n", "\n", "\n", "\n", "bR\n", "\n", "bR\n", "\n", "\n", "\n", "bAR\n", "\n", "bAR\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "\n", "\n", "\n", "a_scale\n", "\n", "a_scale\n", "\n", "\n", "\n", "a_scale->a\n", "\n", "\n", "\n", "\n", "\n", "weights_loc\n", "\n", "weights_loc\n", "\n", "\n", "\n", "weights_loc->bA\n", "\n", "\n", "\n", "\n", "\n", "weights_loc->bR\n", "\n", "\n", "\n", "\n", "\n", "weights_loc->bAR\n", "\n", "\n", "\n", "\n", "\n", "sigma_loc\n", "\n", "sigma_loc\n", "\n", "\n", "\n", "sigma_loc->sigma\n", "\n", "\n", "\n", "\n", "\n", "weights_scale\n", "\n", "weights_scale\n", "\n", "\n", "\n", "weights_scale->bA\n", "\n", "\n", "\n", "\n", "\n", "weights_scale->bR\n", "\n", "\n", "\n", "\n", "\n", "weights_scale->bAR\n", "\n", "\n", "\n", "\n", "\n", "a_loc\n", "\n", "a_loc\n", "\n", "\n", "\n", "a_loc->a\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pyro.render_model(custom_guide, model_args=(is_cont_africa, ruggedness, log_gdp), render_params=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pyro also contains an extensive collection of \"autoguides\" which automatically generate guide programs from a given model. Like our handwritten guide, all `pyro.autoguide.AutoGuide` instances (which are themselves just functions that take the same arguments as the model) return a dictionary of values for each `pyro.sample` site they contain. \n", "\n", "The simplest autoguide class is `AutoNormal`, which automatically generates a guide in a single line of code that is equivalent to the one we wrote out by hand above:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "auto_guide = pyro.infer.autoguide.AutoNormal(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The guide alone does not fully specify an inference algorithm, however: it merely describes the search space over possible approximate posterior distributions indexed by parameters (the dark circle in the figure above) and an initial point in that space determined by the initial parameter values. We must then move this initial distribution towards the true posterior distribution (the red star in the figure above) by solving an optimization problem over the parameters (the yellow star in the figure above). Formulating and solving this optimization problem is the subject of the next two sections." ] }, { "cell_type": "markdown", "metadata": { "id": "ZHsRBPdNqHwr" }, "source": [ "### Background: Estimating and optimizing the Evidence Lower Bound (ELBO)\n", "\n", "The functional of model $p_{\\theta}({\\bf x}, {\\bf z})$ and guide $q_{\\phi}({\\bf z})$ that we will optimize is the ELBO, defined as an expectation w.r.t. to samples from the guide:\n", "\n", "$${\\rm ELBO} \\equiv \\mathbb{E}_{q_{\\phi}({\\bf z})} \\left [ \n", "\\log p_{\\theta}({\\bf x}, {\\bf z}) - \\log q_{\\phi}({\\bf z})\n", "\\right]$$\n", "\n", "By assumption we can compute all of the probabilities inside the expectation, and since the guide $q$ is assumed to be a parametric distribution we can sample from, we can compute Monte Carlo estimates of this quantity as well as of gradients with respect to model and guide parameters, $\\nabla_{\\theta,\\phi}ELBO$.\n", "\n", "Optimizing the ELBO over model and guide parameters $\\theta,\\phi$ via stochastic gradient descent using these gradient estimates is sometimes called *stochastic variational inference* (SVI); for an extended introduction to SVI, see [SVI Part I](https://pyro.ai/examples/svi_part_i.html). " ] }, { "cell_type": "markdown", "metadata": { "id": "ZHsRBPdNqHwr" }, "source": [ "### Example: Bayesian regression via stochastic variational inference (SVI)\n", "\n", "Pyro contains [a number of different implementations](https://docs.pyro.ai/en/stable/inference_algos.html#module-pyro.infer.elbo) of estimators for the ELBO (defined mathematically in the previous section) that each compute losses and gradients slightly differently with different tradeoffs. In this tutorial we will only use [pyro.infer.Trace_ELBO](https://docs.pyro.ai/en/stable/inference_algos.html#pyro.infer.trace_elbo.Trace_ELBO), which is always correct and safe to do; other ELBO estimators may provide computational or statistical advantages for certain models and guides.\n", "\n", "We will use SVI for inference in our example model, demonstrating how Pyro uses PyTorch's stochastic gradient descent implementations to optimize the output of a `pyro.infer.Trace_ELBO` object that we pass to [pyro.infer.SVI](https://docs.pyro.ai/en/stable/inference_algos.html#pyro.infer.svi.SVI), which is a helper class whose `step()` method takes care of computing the loss and parameter gradients and applying updates and constraints to parameters. " ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "SDWMvDp6qHwr" }, "outputs": [], "source": [ "adam = pyro.optim.Adam({\"lr\": 0.02})\n", "elbo = pyro.infer.Trace_ELBO()\n", "svi = pyro.infer.SVI(model, auto_guide, adam, elbo)" ] }, { "cell_type": "markdown", "metadata": { "id": "faJaFIHTqHws" }, "source": [ "Here [pyro.optim.Adam](https://docs.pyro.ai/en/stable/optimization.html#pyro.optim.pytorch_optimizers.Adam) is a thin wrapper around the PyTorch optimizer [torch.optim.Adam](https://pytorch.org/docs/stable/generated/torch.optim.Adam.html#torch.optim.Adam) (see [here](https://pyro.ai/examples/svi_part_i.html#Optimizers) for a discussion). Optimizers in `pyro.optim` are used to optimize and update parameter values in Pyro's parameter store. In particular, you will notice that we do not need to pass in learnable parameters to the optimizer since that is determined by the guide code and happens behind the scenes within the `SVI` class automatically. To take an ELBO gradient step we simply call the step method of SVI. The data argument we pass to `SVI.step` will be passed to both `model()` and `guide()`. The complete training loop is as follows:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "id": "OFtIqor5qHws", "outputId": "a25cd7d1-fca6-4eb7-8c66-f30b8332ae2d" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Elbo loss: 694.9404826164246\n", "Elbo loss: 524.3822101354599\n", "Elbo loss: 475.66820669174194\n", "Elbo loss: 399.99088364839554\n", "Elbo loss: 315.23274326324463\n", "Elbo loss: 254.76771265268326\n", "Elbo loss: 248.237040579319\n", "Elbo loss: 248.42670530080795\n", "Elbo loss: 248.46450632810593\n", "Elbo loss: 257.41463351249695\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.47 s, sys: 241 µs, total: 6.47 s\n", "Wall time: 6.28 s\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'ELBO loss')" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "pyro.clear_param_store()\n", "\n", "# These should be reset each training loop.\n", "auto_guide = pyro.infer.autoguide.AutoNormal(model)\n", "adam = pyro.optim.Adam({\"lr\": 0.02}) # Consider decreasing learning rate.\n", "elbo = pyro.infer.Trace_ELBO()\n", "svi = pyro.infer.SVI(model, auto_guide, adam, elbo)\n", "\n", "losses = []\n", "for step in range(1000 if not smoke_test else 2): # Consider running for more steps.\n", " loss = svi.step(is_cont_africa, ruggedness, log_gdp)\n", " losses.append(loss)\n", " if step % 100 == 0:\n", " logging.info(\"Elbo loss: {}\".format(loss))\n", "\n", "plt.figure(figsize=(5, 2))\n", "plt.plot(losses)\n", "plt.xlabel(\"SVI step\")\n", "plt.ylabel(\"ELBO loss\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note this training was fast since we used a high learning rate. Sometimes models and guides are sensitive to learning rate, and the first thing to try is decreasing learning rate and increasing number of steps. This is especially important in models and guides with deep neural nets. We recommend starting with a lower learning rate and gradually increasing, avoiding learning rates that are too fast, where inference can diverge or result in NANs." ] }, { "cell_type": "markdown", "metadata": { "id": "_3-9Yv0zqHws" }, "source": [ "Having trained a guide, we can examine the optimized guide parameter values by fetching from Pyro's param store. Each `(loc, scale)` pair printed below parametrize a single `pyro.distributions.Normal` distribution in the guide corresponding to a different unobserved `pyro.sample` statement in the model, similar to our handwritten `custom_guide` from before." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "W3CM2Tl0qHws", "outputId": "a6d68733-a633-4f67-d907-8aea7d4079e1", "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AutoNormal.locs.a 9.173145\n", "AutoNormal.scales.a 0.0703669\n", "AutoNormal.locs.bA -1.8474661\n", "AutoNormal.scales.bA 0.1407009\n", "AutoNormal.locs.bR -0.19032118\n", "AutoNormal.scales.bR 0.044044234\n", "AutoNormal.locs.bAR 0.35599768\n", "AutoNormal.scales.bAR 0.079374395\n", "AutoNormal.locs.sigma -2.205863\n", "AutoNormal.scales.sigma 0.060526706\n" ] } ], "source": [ "for name, value in pyro.get_param_store().items():\n", " print(name, pyro.param(name).data.cpu().numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "UYVGxlOWqHwu" }, "source": [ "Finally, let us revisit our earlier question of how robust the relationship between terrain ruggedness and GDP is against any uncertainty in the parameter estimates from our model. For this, we plot the distribution of the slope of the log GDP given terrain ruggedness for nations within and outside Africa.\n", "\n", "We represent these two distributions with samples drawn from our trained guide. To draw multiple samples in parallel, we can call the guide within a `pyro.plate` statement which repeats and vectorizes the sampling operations for each `pyro.sample` statement in the guide, as described in the section introducing the `pyro.plate` primitive." ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "id": "HtR6FJ_MqHwu", "outputId": "5f12c373-d6c6-49f1-880e-d2e0f2f69cfe" }, "outputs": [], "source": [ "with pyro.plate(\"samples\", 800, dim=-1):\n", " samples = auto_guide(is_cont_africa, ruggedness)\n", "\n", "gamma_within_africa = samples[\"bR\"] + samples[\"bAR\"]\n", "gamma_outside_africa = samples[\"bR\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "UYVGxlOWqHwu" }, "source": [ "As can be seen below, the probability mass for African nations is largely concentrated in the positive region and vice-versa for other nations, lending further credence to the original hypothesis. However, the posterior uncertainty for the non-African nations (the width of the orange histogram) appears substantially lower than for African nations (the width of the blue histogram), which is surprising given the seemingly similar spread in the original data. We will investigate this discrepancy further in the next section." ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "id": "HtR6FJ_MqHwu", "outputId": "5f12c373-d6c6-49f1-880e-d2e0f2f69cfe" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 6))\n", "sns.histplot(gamma_within_africa.detach().cpu().numpy(), kde=True, stat=\"density\", label=\"African nations\")\n", "sns.histplot(gamma_outside_africa.detach().cpu().numpy(), kde=True, stat=\"density\", label=\"Non-African nations\", color=\"orange\")\n", "fig.suptitle(\"Density of Slope : log(GDP) vs. Terrain Ruggedness\");\n", "plt.xlabel(\"Slope of regression line\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "ymJ04pakqHwt" }, "source": [ "## Model Evaluation in Pyro\n", "\n", "### Background: Bayesian model evaluation with posterior predictive checks\n", "\n", "To assess whether we can trust the results of our inference, we will compare the posterior predictive distribution over possible new data induced by our model to the existing observed data. Computing this distribution is intractable in general because it depends on knowing the true posterior, but we can easily approximate it using our approximate posterior obtained from variational inference:\n", "\n", "$$p_{\\theta}(x' | {\\bf x}) = \\int \\! d{\\bf z}\\; p_{\\theta}(x' | {\\bf z}) p_{\\theta}({\\bf z} | {\\bf x})\n", "\\approx \\int \\! d{\\bf z}\\; p_{\\theta}(x' | {\\bf z}) q_{\\phi}({\\bf z} | {\\bf x})$$\n", "\n", "Concretely, to draw an approximate sample from the posterior predictive, we simply draw a sample ${\\hat {\\bf z}} \\sim q_{\\phi}({\\bf z})$ from the approximate posterior, then sample from the distribution over observed variables in our model given that sample $x' \\sim p_{\\theta}(x | {\\hat {\\bf z}})$, as if we had replaced the prior with our (approximate) posterior." ] }, { "cell_type": "markdown", "metadata": { "id": "ymJ04pakqHwt" }, "source": [ "### Example: posterior predictive uncertainty in Pyro\n", "\n", "To evaluate our example linear regression model, we'll generate and visualize some samples from the posterior predictive distribution using the [Predictive](http://docs.pyro.ai/en/stable/inference_algos.html#pyro.infer.predictive.Predictive) utility class, which implements the recipe above for sampling approximately from $p_{\\theta}(x' | {\\bf x})$.\n", "\n", "We generate 800 samples from our trained model. Internally, this is done by first generating samples for the latent variables from the `guide`, and then running the model forward while changing the values returned by unobserved `pyro.sample` statements to the corresponding values sampled from the `guide`." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "id": "ymJ04pakqHwt" }, "outputs": [], "source": [ "predictive = pyro.infer.Predictive(model, guide=auto_guide, num_samples=800)\n", "svi_samples = predictive(is_cont_africa, ruggedness, log_gdp=None)\n", "svi_gdp = svi_samples[\"obs\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "ymJ04pakqHwt" }, "source": [ "The code below is specific to this example and is simply used to plot the 90% credible interval (the interval containing 90% of the probability mass) of the posterior predictive distribution for each country." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "id": "ymJ04pakqHwt" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+UAAAJJCAYAAADMaparAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wUZf4H8M9ueu+F0ANIUZSOIF1QQQRFRbGB4qnn6Vn4KbZT9M6znuednr2c3cMKNlBEQAFFei8hIb1uku19nt8fyy7Z7G4ym2yyu8nn/XqhyczszDO7SWa+8zzP96sQQggQERERERERUadTBrsBRERERERERN0Vg3IiIiIiIiKiIGFQTkRERERERBQkDMqJiIiIiIiIgoRBOREREREREVGQMCgnIiIiIiIiChIG5URERERERERBwqCciIiIiIiIKEgYlBMREREREREFCYNyIvKqX79+UCgUbv9iYmLQp08fXHHFFfj555+D3cRO99///hcKhQJLliwJdlPC1pIlS6BQKPDf//7XbfmKFSugUCiwYsWKDm/Dhg0boFAoMG3atA4/Vkc4ceIEFAoF+vXr57HO+bsaCsKlnU7Ov3knTpwIdlM6XHt+33z9DgfC2rVrMWfOHGRmZiImJgb9+vXDLbfcgrKyshZfZ7FY8NRTT+Gss85CQkIC0tLSMG3aNHz66ac+X1NQUIB58+YhKSkJycnJuOSSS1BUVORz+2XLlkGpVOKXX35p8/k5lZaW4qGHHsLZZ5+NrKwsREVFITU1FaNGjcIdd9yB33//3eM1zt+ZDRs2tPv4RBR6GJQTUYvOOeccLF68GIsXL8bs2bMhSRJWrlyJqVOn4rnnnuv09oTizTyFFv6MtE9LwXS46shAsisJ5gOrv/zlL7jgggvw3XffoW/fvrjooosQExODV199FcOHD8euXbu8vs5gMGD69Om47777UFJSggsuuADjxo3D5s2bcfnll+P//u//PF5jNBoxY8YMfPXVVxg3bhzGjBmDL7/8ElOnTkVjY6PH9jt37sS//vUv3HTTTZg0aVK7zvPpp5/GwIED8fjjj+PAgQM466yzcPnll2Py5Mmor6/Hv//9b4wbNw733ntvu45DRGFGEBF50bdvXwFAvP32227LjUajuO666wQAERERIY4cOdKp7QIggvWnq7GxURw6dEhUVFQE5fhdweLFi73+XNXW1opDhw6J2tradh+jtZ8RvV4vDh06JIqLi9t9rGAoKioSAETfvn091h06dEgcOnSow/bvD4vFIg4dOiQKCgo81nX277Gvn7umCgoKxKFDh4TFYum0dgWLr9+3n376SQAQU6dO9flaOe+lv7755hsBQCiVSvHJJ5+4lkuSJFasWCEAiP79+wuTyeTx2jvuuEMAEMOHD3c7n+3bt4vExEQBQHz11Vdur3n++ecFALFixQrXsoceekgAEM8884zbtjabTYwaNUr06NFDNDY2tus8ly9fLgCIqKgo8eyzz3o9n61bt4oZM2aI+fPnuy13/s789NNP7WoDEYUm9pQTkV9iY2Pxn//8BwkJCbDb7fj888+D3aROk5KSgiFDhqBHjx7BbkqXk5mZiSFDhiAzM7PDjxUfH48hQ4agT58+HX6szjZkyBAMGTIk2M0AAERFRWHIkCEYMGBAsJsiy4ABAzBkyBBERUUFuykdrjN/3+T417/+BQC49tprcdlll7mWKxQKPPzwwxg1ahSKiorw/vvvu72uoaEBL7/8MgDg5Zdfdjuf0aNHY/ny5QCAxx9/3O1127dvBwD84Q9/cC275ZZbAABbtmzxaNvOnTvxwgsvICUlpc3n+OOPP+Kpp54CAPzvf//DsmXLEBMT47Hd2WefjXXr1mHZsmVtPhYRhR8G5UTkt8TERAwePBgAPOZfrl27FnPnzkV2djaio6ORl5eHK664wnUT1JxarcZDDz2E4cOHIyEhATExMcjLy8M555yDhx9+GFarFcCpOZBOzee7N2/H0aNHcfPNN2PAgAGIjY1FSkoKpkyZ4nFT5zRt2jTXfL2ff/4ZF110EbKysqBUKl1DXlubU75t2zYsXLgQeXl5iI6ORnZ2Ni666CL88MMPXrdvOqR2//79uOKKK9CjRw9ERETImuvZdKipwWDAAw88gIEDByI2NhZ5eXlYunQpysvLPV7XdHiy3W7Hc889h5EjRyIxMdFj2Le/7yMA1NfX484770Tfvn1deQhuu+021NfX+3xNa3Ncjx49iltvvRWDBw9GfHw8kpOTMWzYMNx6663Yv3+/2z6cfP2MeBuiu3btWigUCgwdOtRnG202G3Jzc6FQKLBnzx63dUajEf/4xz9w9tlnIzU1FbGxsRg8eDDuvfdeqFQqn/tsyddff42pU6ciKSkJKSkpmDx5MlatWtXia3wN3a+srMQdd9yB0047DbGxsYiPj0fv3r1x7rnn4tlnn3Vtt2TJEvTv3x8AUFxc7PEeOjX9vEpKSrB06VL07t0bUVFRrt8PucPgX3/9dYwePRoJCQlITU3FnDlz8Ouvv/p1fk5Nf4+btuGdd94BAFx//fVu59P0562lOeUGgwFPPvkkRo0ahaSkJMTHx+P000/HQw89hIaGBo/tm567EAKvvfaa6xxTUlJw3nnnYevWrS2+L82NGjUKCoUCO3fudFteU1MDpVIJhULhdcjzjBkzoFAosH79etcyb79v06ZNw/Tp0wEAGzdudHuffH2GRUVFuPbaa5Gbm4uYmBgMGDAADz30EMxms1/n5pxDPXPmTI91CoUC5557LgB4zBH/9ttvYbFY0KdPH5xzzjker73qqqsAAL/++isqKipcy52/k+np6a5lGRkZAACdTudaVlxcjIcffhjz58/HpZde6tc5Nfe3v/0NADBv3jxccsklLW6rUCgwefLkdh2PiMJLZLAbQEThSaPRAIDbk/6//OUv+Nvf/gaFQoGJEyeiT58+OHToEFauXInPPvsMr732Gm644QbX9gaDAZMmTcL+/fuRlZWFc889FwkJCaiqqsLhw4exZcsW3H333UhNTcWIESOwePFi18314sWL3dqTmJjo+vqTTz7BddddB5PJhCFDhmDOnDlQq9X47bffcO2112L9+vV46623vJ7XJ598gldeeQVDhgzBzJkzUV9f77U3o7nXX38dt9xyCyRJwsiRIzFt2jQUFxfj66+/xtdff40VK1bgkUce8fraLVu24JZbbkGPHj0wZcoUGI1GJCUltXpMJ4vFgnPPPRd79+7FtGnTMGrUKPzyyy9466238O2332LTpk0YNGiQx+uEEFiwYAHWrFmDyZMnY+jQoThw4IDbe+Hv+1hdXY3Jkyfj2LFjSEtLw9y5cyFJEj744AOsWbMGp59+uuzzcvrwww9xww03wGw2o0+fPpgzZw4kSUJhYSFeeeUVZGdn44wzzvDrZ6S5WbNmoVevXjh8+DB+/fVXnH322R7bfPfdd6iursaoUaNw1llnuZZXVFTgggsuwL59+5Ceno6xY8ciKSkJO3fuxDPPPINPPvkEGzZsQN++fWWf8z//+U/cfffdAIBx48ZhwIABOHbsGC6++GLXcrmqqqowZswYVFRUoE+fPrjgggsQGxuLiooK7N69Gzt27HDNu500aRJ0Oh0+++wzJCQkuPVaenPs2DGMHDkS0dHROOeccyCE8Kv39e6778bzzz+Pc845B/Pnz8e+ffvw3Xff4YcffsDKlStbDV5ak5iYiMWLF+OXX37B8ePHcc4552DgwIGu9SNGjGh1H/X19Tj33HOxe/duJCcnY8aMGYiKisLGjRvx+OOP48MPP8T69et9Bq7XX389PvzwQ0yePBlz587F7t278cMPP2DTpk3YuHEjxo8fL+tcZs6ciV27dmHdunUYNWqUa/m6desghHB93ZTRaMSWLVsQFxfnNWhtyvlzsXbtWuTk5OCCCy5wrfP2me7evRt33HEH0tLSMHXqVNTX12Pz5s2uudJffPGFrPMCTgXCzsC4Oefxd+zY4bbcOc98zJgxXl+Xn5+P9PR01NfXY/fu3cjLywMA12d16NAhjBw50vU1APTs2dP1+ltvvRVKpRIvvvii7HPxprGxEZs2bQLg+XeJiAgA55QTkXe+5pQLIcSePXuEUqkUAMRbb70lhBDiu+++EwBEbGys+P777922f+ONN1zz6Pbv3+9a/s477wgAYvbs2R7zOO12u9iwYYMwm81uy9HKXNS9e/eKmJgYERsbKz777DO3dSdOnBDDhw8XAMQ777zjtm7q1Kmuff/nP//xuu+3335bABCLFy/2OGZkZKRQKBTi3XffdVv37bffiujoaAHA431xzs0EIO677z5ht9t9npc3zvmfAMTAgQPd5kgbjUZx6aWXCgDi7LPPdnudc84wANGrVy+veQHa+j5edtllAoCYPHmy2/xLlUolxo8f7zpu85+rRx55RAAQjzzyiNvy7du3i6ioKKFQKMS///1vj/foxIkTYvv27W7LWvsZ8TVv9sEHHxQAxM033+z1dZdccokAIF544QXXMkmSxDnnnCMAiKVLlwqNRuNaZ7VaxbJlywQAMX36dJ/taW7Pnj0iIiLCY36tEEK8//77QqFQ+Jzz7e3cH330UQFA3HTTTUKSJLd1FotFrFu3zm2ZnDnlzs8LgLjmmmu8zo1taT/O18bFxYkff/zRbd3TTz8tAIiUlBRRXV3d6vk15fw9bj7vVs48aOffvKKiIrflV1xxhQAgxo8fL+rq6lzLtVqtmD17tgAgJk6c6PXcneff9HfMZrOJG264QQAQ5513ns/2NLd27VoBQMyaNctt+fXXXy8AiDPPPFMoFAq3edW+XuPr982fOeUAxIMPPihsNptr3b59+0RCQoIAILZs2SL73Hr27CkAiBdffNHr+ptvvtl1TJ1O51q+YMECAUDceeedPvd95plneux7zZo1AoCYNm2aKCkpESUlJWLatGkCgPj888+FEEJ89NFHLbbJHz/++KOr/SUlJW3ah/P1nFNO1DUxKCcir7wF5Y2NjeKbb74RAwYMEABEXl6e6wbp3HPPFQDE3Xff7XV/c+fOFQDEH/7wB9cy5833c889J7tdrd2UO2+gn332Wa/rt23bJgCI0aNHuy133szPmDHD5759BeVLly4VAMSCBQu8vu62227zemPsvLk97bTT3G5s5WoalH/55Zce66urq0V8fLwAIDZv3uxa3jRgaP4Qwakt72NJSYlQKpVCoVCIAwcOeLxm165dfgflF198sQAgbr/9dl9vg4e2BuUFBQWuYNBoNLqtq6mpEVFRUSImJkaoVCrXcufDqBEjRgir1epxLLvdLs444wwBQOzbt09W+2+88UYBQFxxxRVe18+fP9+voPzWW291CzZa409Qnp6e7jP5lZyg3FcwNWbMGAFAPP74415f50ugg/Li4mLXz/SePXs8XlNWViZiY2Nb/B1bvXq1x+sqKysFABETEyM7sZzBYBAxMTEiLi7O7SFInz59RN++fcV//vMfAUB8/PHHrnX33HOPACCeeuopt30FIigfPXq0x0MeIYS45ZZbBADx2GOPyTovIYS49tprBQAxcuRIj33W19eLtLQ01/vZNNHmrFmzXA8HfJk4caIAIP7+97+7LXf+jWv678orrxRCCNHQ0CBycnLE2Wef7fYg0GazefxtkOPjjz92HcPbAyw5GJQTdW2cU05ELWo6BzM1NRUXXnghjh8/jgEDBuDbb79FQkICbDYbNm/eDAA+51svXboUAPDTTz+5lo0dOxaAo0TMu+++2+KcYzkkScJ3330HALjiiiu8bjNmzBgkJiZi165dMJlMHutbG67rjXP+amvn/vPPP8Nut3usv/jiixEREeH3cZ1SU1Mxb948j+XZ2dmuIai+att6myfZ1vdx06ZNkCQJo0aNwrBhwzxeM2LECJx55pmyzgkA7Ha7az7+TTfdJPt1bTVgwABMmTIFarXaY+jtBx98AKvVivnz57vNQ/3mm28AON7HyEjPGWFKpRJTpkwB4JlAyhfnZ3XNNdd4Xe/v8Ndx48YBAO677z58/vnnbnNm22vmzJntSn7l61yuu+46AL5/bjuL82d65MiRXn92e/bsifPPPx+A+982p8jISLdh4E65ublIS0uD2WyWnXMgLi4OEydOhNFodNXKPnr0KEpKSjBr1izXfOymQ9idX3ubq91ec+fO9Tq/35mXwVs+C1+WL1+O2NhY7Nq1CwsWLMD+/fuh0+mwdetWzJo1y+1nVqkMzK3rRx99hE8++QR/+tOfcNttt+Gzzz7Dhx9+CAC45557UF9fj9dffx1KpRJFRUWYO3cu4uLiEBcXh9NOOw3/+9//AtIOIiKAid6IqBVN65T/4Q9/wIMPPoivvvoKhw8fds2rValUrsDMmSSqOWcG5qY3atOmTcPy5ctRU1ODxYsXIzMzE4MHD8YNN9yAVatWQZIkv9qqUqlcc9179+7tkaRKoVBAqVRCp9NBkiSvN8Ntqc3sPKfWzt1kMgXsmM1f7yv5lbNNZWVlHuuys7MRHx/vsbyt76PzGL7eh9bWeWuHXq8HAFdiwY7mzHnw9ttvuy13fn/99de7LS8sLATgyKfg7X1SKBR46aWXAAC1tbWy2tDa++jPewg4MlpfffXVOHr0KC699FKkpqbizDPPxK233uqW/Kst2vuz29o5evu57Uyt/W4D3v+2OfXo0cNnNvfk5GQA8Ppw0Jfmgbfz/7NmzcJpp52G3r17u5apVCrs3r0bGRkZrnnTgeSrekFbzuv000/HZ599htTUVHz55ZcYPnw4kpKSMHHiRBQVFeG5554D4EiAlpaW5nqdM/eG8++EN86A3tkuJ4VCgcsuuwwvvvgiXnjhBSxYsAAKhQKbNm3Cm2++iXvvvRdnnHEGtFotpk+fjs2bN+O5557D559/juzsbFx55ZX46quvZJ1fVlaW6+uamhp5bwoRdStM9EZELbrxxht99gAHwpNPPolbbrkFX331FX755Rds3rwZb7/9Nt5++22MHTsWP/30ExISEmTtq2kQL6c30VsCt7i4OPmND5DOOKY4mQhKznED8T6Gq8svvxy33347fvzxR5SVlaFXr17YuXMn9u7di549e+K8885z2975Xk2aNKnV0l9tSXIXCEqlEu+//z4eeOABfPPNN9i8eTM2b96Ml19+GS+//DIuuugifPHFF20ardHRP7vefm5b4u+DvI4WqF5dp5kzZ+LBBx/EDz/8gCeeeALr1q2DUql0ZSefOXMm3n77bRQUFGDnzp0QQriyrwdaoM9tzpw5KCoqwqeffoq9e/fCZrNh2LBhuPLKK10Z50877TRER0e7XuN8KFRSUuJzv84HO3IeIJnNZtx8880YNGgQHnroIQCORJPFxcV47bXXXCXUpkyZgj59+uCJJ57ARRdd1Op+R44cCaVSCUmS8Pvvv6N3796tvoaIuhcG5UTUbhkZGYiJiYHZbEZhYaHXYZ7OHsWmmW2d+vXrh9tvvx233347AEd5nGuuuQa///47nn76aTz66KOy2pGZmYm4uDgYjUY8++yznVaDt2fPnjh+/DgKCwtxxhlneKx3nntsbKzb0OdA8VbCqfm6Xr16yd5fW99H52crpz1yZGRkID4+HgaDAUeOHPH63gZafHw8Fi5ciDfffBPvvPMOHnzwQVdJvMWLF3sEIs6b6/nz57symLeX8+fpxIkTXgN5f97DpoYNG4Zhw4bhnnvugRAC69evx1VXXYWvvvoK7777rscogM5QVFTkNQO6r5/bqKgoWK1WaLVarxUKiouLA9o+58+083fYm5b+tgXamDFjkJqail27dqG2thY//fQTRowY4cpa7gzK161b5wpkO2LoekdJTU3FjTfe6LH8559/BuAYEdCUMwu9r5KbhYWFrmlRckYLPPHEEzh8+DB++uknxMbGAnBkmQeAiRMnurbLyMjA0KFDXetak5aWhsmTJ2Pjxo145513sGDBAlmvI6Lug8PXiajdIiMjMWnSJABwBTDNOUtnOevgtmTs2LG49dZbAcDjpsc5FNRms3m8LiIiwnXTtnLlSlltDwRnvevWzn3y5Mle5x23V2Njo9dhlLW1tVizZo1bG+Vo6/s4ZcoUVx3lw4cPe6zfs2cP9u7d26Z2vP7667Jf19LPiBzOIezvvPMOzGaza56ptxEjs2fPBuAoH+dvr64vU6dOBeCYx+7Nu+++2+5jOGs/O+s4N/09c/ZEtvX988d7773X4vLmP7fOwNdZvqqpvXv3orS01Ov+2npOU6ZMgVKpxO7duz1q0wOO+u/O3zE5f9vaS6lUYvr06ZAkCU8//TQaGxvdAtVzzz0XCoUCP/zwQ5vmk3fmZy+XWq3GG2+8gYiICPzxj390WzdnzhxER0ejpKTEldekKefv7tlnn+0qh+bL4cOH8cQTT2Dp0qVuP3fOUQbNh8jr9Xq/RiA8+OCDAIDVq1e3Wi5OCOHKG0BE3QODciIKiGXLlgEAXn75Zfz4449u6/773/9i9erViIqKwh133OFa/sUXX7gSKTVltVpdN7rNazs7e86a1tNu6pFHHkF0dDTuuecevPPOO16Hs+7fvx+ff/65n2fo2x133IHIyEh8+eWXeP/9993Wff/993j11VcBIGA9qd4sW7bMbf6t2WzGn/70J+j1eowbN67VGsXNteV97NOnDy655BJIkoQ//vGPrnnpANDQ0IBbb73V78D1wQcfRGRkJF588UW89NJLHq8vLi72qF3c2s9IayZOnIjBgwfj2LFjWL58OVQqFSZNmuS11vv8+fMxduxYbNu2Dddff73XeeMNDQ145ZVXZAc6t99+OyIiIrBy5UqPm/ePP/4YX375pV/n8+6773q8RwCg1WpdidSa/p5lZWUhOjoaVVVV7U6+2JqXX37ZI5nbP//5T2zbtg1JSUmuJIlOzgDz0Ucfhdlsdi0/ceIEFi9e7PPnq60/E3369MHll18OIQRuvvlmt5wQer0eN910E0wmEyZOnOjWk9qRnO+Bs3Z206A8JycHZ5xxBr799lsUFRWhf//+yM/Pl71v5/t07NgxWK3WALa6ddu2bfP4/MrKyjBv3jxUVVXh3nvv9UggmZaW5grUb731VrfPZ+fOnXjqqacAnAqIfRFC4KabbkJaWhqeeeYZt3XO3vg33njDtWzTpk04fPiwW7341syaNct1nbzyyivx3HPPuf0MO+3YsQPnn38+nn32Wdn7JqIuIDhJ34ko1LVUp9yXhx56SAAQCoVCTJo0SVx11VVi1KhRAoCIiIgQb775ptv2d9xxhwAgMjMzxaxZs8TVV18t5s2bJ7KzswUA0bNnT1FaWur2mv/7v/9zvWbhwoVi6dKlYunSpW71g1euXOkqBdarVy9x3nnniauvvlrMnj1b9OrVy2u5KV+llJryVRJNCCFeffVVV+32UaNGiauuukqcc845rprSK1as8HiNnDJNLXGWL5owYYIYP368iI+PF3PnzhULFy4UeXl5AoDIzs4Whw8fdnudnJJXQrTtfaysrHSVzEtPTxcLFiwQl1xyiUhNTRUDBgwQ8+bN86skmhCOevZRUVGuNl922WViwYIFYsSIEUKhUHi8prWfETlln5588km3UklvvfWWz23Ly8vFiBEjBACRkJAgJk6cKK688kpXGyMiIgQAv0opOcsFAo762FdddZUYO3asACDuuusuv0qiOUuo5eXliTlz5oirr75azJkzR6SkpAgA4owzznCrry7EqXrzvXv3FosWLXK9h04tfV5OckuiKRQKMWXKFLFo0SIxfPhw19+L5jXahRCisLBQpKamCgCiT58+4tJLLxVTpkwRcXFxYubMma7yV81/j/fs2SOUSqVQKpVi5syZ4vrrrxdLly4Vq1atcm3jq055XV2dOOuss1zl8i6++GJx2WWXiaysLAFA9O/f3+M1cn7HfB2vNUeOHHG9f83LowkhXD8faFaCsqmWPj9nObrBgweLq6++WixdulQsX77ctb61v1st/Z1sSUpKisjLyxPnnXeeuOqqq8S0adNEdHS0ACBuuukmt9JkTen1ejFhwgQBQKSlpYlLL71UXHDBBa6/Gb7KdDb16quvepSTc9LpdGLgwIECgBg7dqyYP3++iIuLEwqFQqxZs8avcxRCiMcff9zVtqSkJDFz5kxx1VVXiXnz5ol+/fq5Prum77kQLIlG1NUxKCcir9oSlAvhqNs8Z84ckZGRISIjI0Vubq64/PLLxW+//eax7a5du8R9990nJk2aJHr27Cmio6NFVlaWGD16tPj73//uFmg7GY1Gce+994qBAwe6bti83dgWFRWJu+66S5xxxhkiISFBxMbGir59+4pp06aJJ598UhQUFLht396gXAghfv31V3HZZZeJ3NxcERkZKTIyMsSFF14ovv/+e6/bByoonzp1qtDpdOKee+4R/fv3F9HR0SInJ0csWbJElJSUeLxOblDu3Naf91EIRxBz++23i169eono6GjRq1cvccstt4ja2lqf59xakHfgwAGxdOlS0b9/fxETEyNSUlLEsGHDxG233eZRE721nxE5QXlFRYUrmE5ISBBarbbF98lkMolXXnlFTJ8+3fWzn52dLUaMGCH+9Kc/ibVr17b4em9WrVolJk2aJBISEkRiYqKYOHGi+PTTT2UFu01t2rRJ3HnnnWLcuHEiNzdXREdHi9zcXDFhwgTxwgsvCJ1O57EflUolbr75ZtGnTx9XANF0v4EKyoUQ4uWXXxYjRowQcXFxIjk5WVxwwQVuNb+bO3jwoFiwYIFIS0sTMTExYvDgweJvf/ubsFgsLf4ef/HFF+Kcc84RSUlJrodlTdvfUpCs1+vFE088IUaMGCHi4+NFbGysGDp0qHjggQdEfX29X+cu53it6d27twAgZs2a5bHum2++cb2///vf/7y+vqXPr7i4WFx11VWiR48eIjIy0uM8Oioof/jhh8XZZ58tMjMzRVRUlMjNzRWXXHKJrN8ds9ksnnjiCXHGGWeIuLg4kZKSIqZMmSJWrlzZ6murqqpEamqqmDNnjs9tysrKxKJFi0RaWpqIjo4WY8aMEV9//bVf59fUiRMnxP333y/Gjh3r+nuRkpIiRo4cKe644w6xc+dOj9cwKCfq2hRCBGgSHBERdaoNGzZg+vTpmDp1atDrORMRERFR23BOOREREREREVGQMCgnIiIiIiIiChIG5URERERERERBwjnlREREREREREHCnnIiIiIiIiKiIGFQTkRERERERBQkDMqJiIiIiIiIgoRBOREREREREVGQMCgnIiIiIiIiChIG5URERERERERBwqCciIiIiIiIKEgYlBMREREREREFCYNyIiIiIiIioiBhUE5EREREREQUJAzKiYiIiIiIiIKEQTkRERERERFRkDAoJyIiIiIiIgoSBuVEREREREREQcKgnIiIiIiIiChIGJQTERERERERBQmDciIiIiIiIqIgYVBOFGaOHTuG8847DykpKVAoFPjyyy9b3H7FihVQKBSd07gwMW3aNEybNi3YzSAioi7mvffew5AhQxAVFYXU1NRWt+/Xrx+WLFnS4e0KFydOnIBCocB///vfYDeFqFMxKKdu47///S8UCgViY2NRXl7usX7atGk444wzgtCyUxobGxEbGwuFQoFDhw553Wbx4sXYt28fHn/8cbz33nsYM2ZMJ7cysPr16weFQoHbb7/dY92GDRugUCjw6aef+r3fgwcPYsWKFThx4kQAWklERN3dSy+9BIVCgfHjx3tdf/jwYSxZsgQDBgzA66+/jtdee62TWxhYzmuwQqHAjh07PNYvWbIEiYmJbdr3hx9+iOeff76dLSTqOhiUU7djNpvx5JNPBrsZXn3yySdQKBTIzc3FBx984LHeaDRi69atWLp0KW677TZcc8016NWrV4v7fOihh2A0GjuqyQHz+uuvo6KiImD7O3jwIB599FGvQfn333+P77//PmDHIiKiru+DDz5Av379sG3bNhQUFHis37BhAyRJwr/+9S8sWbIECxcubHWfR44cweuvv94RzQ2oFStWBHR/voLyvn37wmg04tprrw3o8YhCHYNy6nZGjBgR8AAwUN5//33MmTMHixYtwocffuixvra2FgBkDYnT6/UAgMjISMTGxga0nYF2+umnw263d9rDkujoaERHR3fKsYiIKPwVFRVhy5YteO6555CVleX1wXlNTQ2A1q/RQgjXw/KYmBhERUUFvL2BNGLECHz99dfYuXNnhx/LOaIxIiKiw49FFEoYlFO388ADD8gOAG02G/76179iwIABiImJQb9+/fDAAw/AbDa7bdevXz/MnTsXv/zyC8aNG4fY2Fjk5+fj3Xffld2ukpIS/Pzzz7jyyitx5ZVXum4AnFasWIG+ffsCAO655x4oFAr069fPtU6hUODgwYO46qqrkJaWhkmTJrmta+7999/HuHHjEB8fj7S0NEyZMsWt93jVqlW48MILkZeXh5iYGAwYMAB//etfYbfb3fbjHPZ/8OBBTJ8+HfHx8ejZsyeefvpp2efer18/XHfddbIelhQXF+PWW2/F4MGDERcXh4yMDFx++eVuPeL//e9/cfnllwMApk+f7hp+t2HDBlebm88pr6mpwdKlS5GTk4PY2FicddZZeOedd9y2cc51e/bZZ/Haa6+5fi7Gjh2L33//3W3bqqoqXH/99ejVqxdiYmLQo0cPzJ8/n8PpiYjC0AcffIC0tDRceOGFuOyyyzyC8n79+uGRRx4BAGRlZUGhULh6l533CGvXrsWYMWMQFxeHV1991bWu+ZzyxsZG3HXXXejXrx9iYmLQq1cvXHfddairqwMAWCwWPPzwwxg9ejRSUlKQkJCAyZMn46effnLbjz/XrJbcfvvtSEtLk9VbLufeYdq0afjmm29QXFzsuj4772d8zSlfv349Jk+ejISEBKSmpmL+/Pke0/yc9zsFBQVYsmQJUlNTkZKSguuvvx4Gg8Ft2x9++AGTJk1CamoqEhMTMXjwYDzwwAOy3xOiQIsMdgOIOlv//v1dAeB9992HvLw8n9veeOONeOedd3DZZZdh2bJl+O233/DEE0/g0KFD+OKLL9y2LSgowGWXXYalS5di8eLFeOutt7BkyRKMHj0ap59+eqvt+uijj5CQkIC5c+ciLi4OAwYMwAcffICJEycCABYsWIDU1FTcddddWLRoEebMmeMxl+vyyy/HoEGD8Pe//x1CCJ/HevTRR7FixQpMnDgRjz32GKKjo/Hbb79h/fr1OO+88wA4AtvExETcfffdSExMxPr16/Hwww9Do9HgmWeecdtfQ0MDLrjgAixYsAALFy7Ep59+iuXLl2P48OGYPXt2q+cOAA8++CDeffddPPnkk/j3v//tc7vff/8dW7ZswZVXXolevXrhxIkTePnllzFt2jQcPHgQ8fHxmDJlCv785z/j3//+Nx544AEMHToUAFz/b85oNGLatGkoKCjAbbfdhv79++OTTz7BkiVL0NjYiDvuuMNt+w8//BBarRY333wzFAoFnn76aSxYsACFhYWuHo9LL70UBw4cwO23345+/fqhpqYGP/zwA0pKSlw3H0REFB4++OADLFiwANHR0Vi0aBFefvll/P777xg7diwA4Pnnn8e7776LL774Ai+//DISExNx5plnul5/5MgRLFq0CDfffDP+8Ic/YPDgwV6Po9PpMHnyZBw6dAg33HADRo0ahbq6OqxevRplZWXIzMyERqPBG2+8gUWLFuEPf/gDtFot3nzzTZx//vnYtm0bRowY4bZPOdesliQnJ+Ouu+7Cww8/jJ07d2LUqFE+t5Vz7/Dggw9CrVajrKwM//znPwGgxbnp69atw+zZs5Gfn48VK1bAaDTihRdewDnnnIOdO3d6XFMXLlyI/v3744knnsDOnTvxxhtvIDs7G0899RQA4MCBA5g7dy7OPPNMPPbYY4iJiUFBQQE2b97c6ntB1GEEUTfx9ttvCwDi999/F8ePHxeRkZHiz3/+s2v91KlTxemnn+76fvfu3QKAuPHGG93283//938CgFi/fr1rWd++fQUAsWnTJteympoaERMTI5YtWyarfcOHDxdXX3216/sHHnhAZGZmCqvV6lpWVFQkAIhnnnnG7bWPPPKIACAWLVrksV/nOqdjx44JpVIpLrnkEmG32922lSTJ9bXBYPDY18033yzi4+OFyWRyLZs6daoAIN59913XMrPZLHJzc8Wll17a6nn37dtXXHjhhUIIIa6//noRGxsrKioqhBBC/PTTTwKA+OSTT1ps19atWz3a8MknnwgA4qeffvLYfurUqWLq1Kmu759//nkBQLz//vuuZRaLRUyYMEEkJiYKjUYjhDj1/mdkZIj6+nrXtqtWrRIAxFdffSWEEKKhocHr50REROFn+/btAoD44YcfhBCOa2WvXr3EHXfc4bad83pbW1vrttx5j7BmzRqPffft21csXrzY9f3DDz8sAIjPP//cY1vnNdpmswmz2ey2rqGhQeTk5IgbbrjBtUzuNcuXptfgxsZGkZaWJubNm+dav3jxYpGQkOD2Grn3DhdeeKHo27evx7bONr/99tuuZSNGjBDZ2dlCpVK5lu3Zs0colUpx3XXXuZY53/+m74EQQlxyySUiIyPD9f0///lPr58TUTBx+Dp1S/n5+bj22mvx2muvobKy0us23377LQDg7rvvdlu+bNkyAMA333zjtnzYsGGYPHmy6/usrCwMHjwYhYWFrbZn79692LdvHxYtWuRatmjRItTV1WHt2rXyTgrALbfc0uo2X375JSRJwsMPPwyl0v1PQNNh7nFxca6vtVot6urqMHnyZBgMBhw+fNjtdYmJibjmmmtc30dHR2PcuHGyzr2phx56CDabrcWpBU3bZbVaoVKpMHDgQKSmprZ5vtu3336L3Nxct/c/KioKf/7zn6HT6bBx40a37a+44gqkpaW5vnd+7s7zjYuLQ3R0NDZs2ICGhoY2tYmIiELDBx98gJycHEyfPh2A41p5xRVX4OOPP/aY0uVL//79cf7557e63WeffYazzjoLl1xyicc65zU6IiLClRdFkiTU19fDZrNhzJgxXq+DrV2z5EhJScGdd96J1atXY9euXT638+feQY7Kykrs3r0bS5YsQXp6umv5mWeeiVmzZrnu1Zpqfi80efJkqFQqaDQaAKfm/K9atQqSJPndJqKOwKCcuq3WAsDi4mIolUoMHDjQbXlubi5SU1NRXFzstrxPnz4e+0hLS5MVlL3//vtISEhAfn4+CgoKUFBQgNjYWPTr189rMhlf+vfv3+o2x48fh1KpxLBhw1rc7sCBA7jkkkuQkpKC5ORkZGVluQJvtVrttm2vXr085q3LPfem5DwsMRqNePjhh9G7d2/ExMQgMzMTWVlZaGxs9GiXXMXFxRg0aJDHQwrncPfWPmvnzY7zfGNiYvDUU0/hu+++Q05ODqZMmYKnn34aVVVVbWofEREFh91ux8cff4zp06ejqKjIdY0eP348qqur8eOPP8raj5zrM+C4Rsspz/rOO+/gzDPPRGxsLDIyMpCVlYVvvvnG63WwtWuWXHfccQdSU1NbnFvuz72DHM7rr7fh/kOHDkVdXZ0rsa1Ta+d7xRVX4JxzzsGNN96InJwcXHnllVi5ciUDdAoqBuXUbeXn5+Oaa65pMQAE4DVJmje+MoWKFuZ2O9d/9NFH0Ov1GDZsGAYNGuT6d+LECaxatQo6nU5WG5o+oW6PxsZGTJ06FXv27MFjjz2Gr776Cj/88INrPlbzC1dbz92bBx98EDabzXWs5m6//XY8/vjjWLhwIVauXInvv/8eP/zwAzIyMjrtgirnfO+8804cPXoUTzzxBGJjY/GXv/wFQ4cObbGHgYiIQsv69etRWVmJjz/+2O367Cx3JvfBeaCuz4DjQb6zHvqbb76JNWvW4IcffsCMGTO8XgcDdY1urbfc33uHjtLa+cbFxWHTpk1Yt24drr32WuzduxdXXHEFZs2aJXvkA1GgMdEbdWsPPfQQ3n//fa8BYN++fSFJEo4dO+aWIKy6uhqNjY2uTOjttXHjRpSVleGxxx7zSETW0NCAm266CV9++aXb8PD2GDBgACRJwsGDBz2SwTht2LABKpUKn3/+OaZMmeJaXlRUFJA2tNa+a665Bq+++irGjx/vsf7TTz/F4sWL8Y9//MO1zGQyobGx0W07uQ9TAMdnvXfvXkiS5NZb7hxq19bPesCAAVi2bBmWLVuGY8eOYcSIEfjHP/6B999/v037IyKizvXBBx8gOzsb//nPfzzWff755/jiiy/wyiuvBCzoHjBgAPbv39/iNp9++iny8/Px+eefu13rnNnfO9Kdd96J559/Ho8++qhH6Td/7h3kXqOd198jR454rDt8+DAyMzORkJDgxxk4KJVKnHvuuTj33HPx3HPP4e9//zsefPBB/PTTT5g5c6bf+yNqL/aUU7fWNABsPrR4zpw5ABwZVZt67rnnAAAXXnhhQNrgHLp+zz334LLLLnP794c//AGDBg3yawh7ay6++GIolUo89thjHk+tnU+RnU+Zmz5Ft1gseOmllwLWjpY89NBDsFqtXsuqRUREeDzdf+GFFzyebjsv0s2DdW/mzJmDqqoq/O9//3Mts9lseOGFF5CYmIipU6f61X6DwQCTyeS2bMCAAUhKSvIop0dERKHJaDTi888/x9y5cz2uz5dddhluu+02aLVarF69OmDHvPTSS7Fnzx6PCi9Ay9fo3377DVu3bg1YO3xx9pavWrUKu3fvdlvnz71DQkKCrOHsPXr0wIgRI/DOO++4Xc/379+P77//3nWv5o/6+nqPZc5OCl6jKVjYU07d3oMPPoj33nsPR44ccStddtZZZ2Hx4sV47bXXXEOytm3bhnfeeQcXX3yxK+FLe5jNZnz22WeYNWsWYmNjvW4zb948/Otf/0JNTU27jwcAAwcOxIMPPoi//vWvmDx5MhYsWICYmBj8/vvvyMvLwxNPPIGJEyciLS0Nixcvxp///GcoFAq89957bRqO3hbOhyXN64QDwNy5c/Hee+8hJSUFw4YNw9atW7Fu3TpkZGS4bTdixAhERETgqaeeglqtRkxMDGbMmIHs7GyPfd5000149dVXsWTJEuzYsQP9+vXDp59+is2bN+P5559HUlKSX+0/evQozj33XCxcuBDDhg1DZGQkvvjiC1RXV+PKK6/0780gIqKgWL16NbRaLebNm+d1/dlnn42srCx88MEHuOKKKwJyzHvuuQeffvopLr/8ctxwww0YPXo06uvrsXr1arzyyis466yzMHfuXHz++ee45JJLcOGFF6KoqAivvPIKhg0bJnu6W3vccccd+Oc//4k9e/a49VL7c+8wevRo/O9//8Pdd9+NsWPHIjExERdddJHX4z3zzDOYPXs2JkyYgKVLl7pKoqWkpMiqnd7cY489hk2bNuHCCy9E3759UVNTg5deegm9evXCpEmT/N4fUSCwp5y6vYEDB/ocGv7GG2/g0Ucfxe+//44777wT69evx/3334+PP/44IMf+5ptv0NjY6PNCBAAXXXQRbDZbwI4JOC5Ib731FoxGIx588EE8/PDDKC4uxrnnngsAyMjIwNdff40ePXrgoYcewrPPPotZs2Z57bnuKA899JDXeWH/+te/cN111+GDDz7AsmXLUFlZiXXr1nnUOM3NzcUrr7yCmpoaLF26FIsWLcLBgwe9HisuLg4bNmzA1VdfjXfeeQfLli1DfX093n77bY8a5XL07t0bixYtwoYNG3D//ffj/vvvh0ajwcqVK3HppZf6vT8iIup8H3zwAWJjYzFr1iyv65VKJS688EKsWbMGKpUqIMdMTEzEzz//jD/+8Y/49ttv8ec//xkvvfQSBg8ejF69egEAlixZgr///e/Ys2cP/vznP2Pt2rV4//33MWbMmIC0oTWpqam48847PZb7c+9w66234qqrrsLbb7+Nq666CrfffrvP482cORNr1qxBRkYGHn74YTz77LM4++yzsXnzZtkJ9JqaN28e+vTpg7feegt/+tOf8J///AdTpkzB+vXrkZKS4vf+iAJBITqr64uIiIiIiIiI3LCnnIiIiIiIiChIGJQTERERERERBQmDciIiIiIiIqIgYVBOREREREREFCQMyomIiIiIiIiChEE5ERERERERUZBEBrsBHU2SJFRUVCApKQkKhSLYzSEiIoIQAlqtFnl5eVAq+Xy8vXitJyKiUOPPtb7LB+UVFRXo3bt3sJtBRETkobS0FL169Qp2M8Ier/VERBSq5Fzru3xQnpSUBMDxZiQnJwe5NURERIBGo0Hv3r1d1yhqH17riYgo1Phzre/yQblzGFtycjIv1EREFFI41DoweK0nIqJQJedaz4lsREREREREREHCoJyIiIiIiIgoSBiUExEREREREQUJg3IiIiIiIiKiIGFQTkRERERERBQkDMqJiIiIiIiIgoRBOREREREREVGQMCgnIiIiIiIiChIG5URERERERERBwqCciIiIiIiIKEgYlBMREREREREFSVCD8k2bNuGiiy5CXl4eFAoFvvzyS7f1n3/+Oc477zxkZGRAoVBg9+7dQWknERERERERUUcIalCu1+tx1lln4T//+Y/P9ZMmTcJTTz3VyS0jIiIiIiIi6niRwTz47NmzMXv2bJ/rr732WgDAiRMnOqlF5JNkB4q3ALpqIDEH6DsRUEYEu1VERERERERhLahBeUcwm80wm82u7zUaTRBb00UcXA2sWQ5oKk4tS84DLngKGDYveO0iIqJuidd6IiLqSrpcorcnnngCKSkprn+9e/cOdpPC28HVwMrr3ANyANBUOpYfXB2cdhERUbfFaz0REXUlXS4ov//++6FWq13/SktLg92k8CXZHT3kEF5Wnly25j7HdkRERJ2E13oiIupKutzw9ZiYGMTExAS7GV1D8RbPHnI3AtCUO7brP7nTmkVERN0br/VERNSVdLmecgogXXVgtyMiIiIiIiI3Qe0p1+l0KCgocH1fVFSE3bt3Iz09HX369EF9fT1KSkpQUeHorT1y5AgAIDc3F7m5uUFpc7eSmBPY7YiIiIiIiMhNUHvKt2/fjpEjR2LkyJEAgLvvvhsjR47Eww8/DABYvXo1Ro4ciQsvvBAAcOWVV2LkyJF45ZVXgtZmABDC2xzrLqjvREeWdSh8bKAAkns6tiMiIiIiIiK/KUQXjzA1Gg1SUlKgVquRnJwckH3WaE3ITooNyL5CnjP7OgD3hG8nA/WF77IsGhGRnzri2tSd8f0kIqJQ48+1iXPK26C03hjsJnSeYfMcgXdyD/flyXkMyImIiIiIiNqpy2Vf7wyl9QaM7psW7GZ0nmHzgCEXOrKs66odc8j7TgSUEcFuGRERERERUVhjUN4GFWojbHYJkRHdaKCBMoJlz4iIiIiIiAKsG0WVgWOxSajWmoPdDCIiIiIiIgpzDMr9ZLNLEAKoUsubV261S6jRmjq4VURERERERBSOGJT7yWSTAABlDfKC8oIaHQ5VajuySURERERERBSmGJT7yWCxAQAKa/U4XqtrdXuN0QqbXeroZoUsi637njsREREREVFrGJT7yWixu75ed7AaerOtxe01Jhus9i5dCt4nIQTqdJx7T0RERERE5AuDcj8ZmgTlBosd3+6rhCT5DrrVRivsLazvytRGK0xWe+sbEhERERERdVMMyv1kbBZkljUY8Wuhyuf2GqMVNql7DuGu1Zohie75QIKIiIiIiEgOBuV+snqZI73tRD1O1Ok9lkuSgNZkQ63W7Da32npyjrno4gFrrc6MbjpIgIiIiIiISBYG5X7yNhRdCGDNgSpoTVa35XV6R0+x1mTDz8dqXcsbDBbsLGnAe78Wuw19dyaRC1X+DsNnTzkREREREVHLGJT7yeojMDV6mV9eWHuq93xvmRpFJ3vTi1UGbDxSC5XOguomNcwPV4V26bRtRfV+bV+rNXfb+fRERERERERyMCj3U0vlzSoaTfiloM71ffOSaesOVsNosUOls7iWNa13frRKG7Ll06rUJuwsaZC9vclqh9ZkAzvKiYiIiIiIfGNQ7qfWypvtKG7AsWotGg0W1Gjcy4HpzDZ8vbcCR5r0iFeqHT3lJqsd1Roz9Gbv2crtksCJOn2Lmd4DoV5v8VhmlwR+OFgFmx+l3Wq1jnPn8HUiIiIiIiLfIoPdgHAjJ5P69werkZ+Z4HVd055xAFCdrONdUm+AJAR0FhtS4qPctilvNOK7fZXQmmzITYnFecNykJEY47FvSRJQKhVyT8Wro9VanJ2f4bbsx0PVqDvZuy+EgELR+jFqT54Xh68TERERERH5xp5yP8npLbbYJNnzw9VGKyw2CcUqAwBAb3ZP9nawQoPPdpRBa3Isr1Kb8OFvJfj9RL1br7nWZMWBCk2ztrb8AKFOZ/ZYVqzSw2w71Vu//US9234LanQoqNFCbbR6vLapUz3lLW5GRERERETUrTEo95MtwFGmEI4h48UqRxI4XbOgfOPRWo/eZpsk8MuxOvxve6mrp/1AhQZHq90fBDgDeV82Hqn1yPhusQucqHM8ICio0brNkQeALcdV+GpPJT7aVoIazakkdc0fADiD8nAs+2YN0Xn9RERERETU9TAo91NHzJE+Wq11BdBNe8r1ZhtMVu9zzIFTveZf7anA7tJGlDUY3bbXmHz3Zpc1GFBSb3BLOgc4hsAfr9WhRmPCmv1VHonanA8ljBY7Pt1ZhpqT2eOL6w2ubeyScM1Nt0sCakPLveqhpsHLvHoiIiIiIqKOwKA8BOwrV7u+bhqUe0u61pxNEiio0cFosUMSwq0MW0s95b8WOsqbqZodQxICRXV6rNpd4TWpXdMecbNVwvcHqmGXBI416aWv11tcvfuSAFR6s9uQ+FAmSaLVoflERERERESBwqA8BFhspwJdXZPs63KC8uYKmpRhc5Qk8wysS+sNKD3Zs61qNq/cLglYbJLHMHqn5sP3a7VmbC6oQ7HK4DqWc+g64Ajy9WZ72AS6WpOt1Qz7REREREREgcKgPMQ0nePdlqC8RKV3zYk2We2uBHJNbS1Uub5u3lPe2uh8b4nudpY0wGCxuzK0NxpP7VMSAnqLDRpjy/Pb/bGntLHDSsOpjVaWcSMiIiIiok7DoDzENO2hbh4wy2G1C3y1pwLHa3UwWe1YtbsCO4obXOtLVAaUNynL1jTwr1KbfPaQO3kLWJ2LShscDwDMTXr+JeF40NDS/HZfLDbJo6d/y/E6rD9cIzu7vb8ajZZWH0wQEREREREFCoPyEGO2Sq6e7nq9Z8kyOYpVBqzeXYHDVVpIQmDT0VrXcPWthe7Z1I0WuysQbzC0L8GZ8xhma5OgXBLQme3QtGH4uiQEDJZTw/l/K1Tht5Nz4X8rUnVIb7naaIWdUTkREREREXWSyGA3gDx9uqMMerMNenPgkqPtKm2EXRKoaDR5rCtrMGBIbnKrJdRaU95ohNlmh8XetKdcwHAy6DdZ7YiNivBrnzqzDQkxkThYocGW46eG3TcarDhYqcEZPVPa1ebm1EYrEmL4a0FERERERJ2DPeUhqEptaneA3FxhrQ4bj9Z6XeesS96W3uymzFYJaw9Uw9ykLJskAL3FkeitsQ2l0Zzvw67SBo91vxXVe9Rw90fz2urAyTnlHTRfnYiIiIiIqDkG5d2EEL4Tx5XU6yGEaNO87+aO1+hQ3nhqzrpdcvSUa01WaEz+B7w6sw01GhNqNJ5D+TVGK/Y3KSfnr4OVGo9ljkRvbd4lERERERGRXxiUE/RmO2q15oD1zjedkm2y2mGTBMxWCXqzTdYxJEmgRmvCwUoNdCYbDlR4Bs9Ov5+o99rjLUdBjQ7qJr33RosdZqsESQhoA/CAgoiIiIiIqDWcPEsAgBMqQ7uHr3vTNLhtNFqhNlqREh/lto3RYkeF2ogqtQmVahOqNSZX7fZBOYkoqfcs63Zq/zb8eLgGM4fmIEKpaLEtQggoFKe2sUsCO0saMH1INgC4aqlLkkBRnR5n9kr161yJiIiIiIj8xaCcAACHKjWwdcC4bU2TnnGN0YoGgwWxUUpUqk2oVBtRqTa1ONe8sFbf6rzxgxUaqI1WXHRmHuKifSeS01vsSGySxE0I4ECFGhMGZCA2KuJUUC6A0nojhvZIRlQEB5MQEREREVHHYVBOAHzPN28vS5Oa5Y0GK9bX1vj1ermJ3MobjPhoWwnmjchDZmKM1230ZptbUC4JAatdYE9pI8bnZzQJygX0ZhtqtWbkpcZBkgSUrfTCExERERERtQW7AanTdMTw+KbURiv+93upq8570+U/Ha6B2Sq5zT93hvt7yhphs0uuoNwuBPQWG6o0Jpisdny3v4oZ2YmIiIiIqEOwp5w6lELY0VOzGwmWOuijM1GePAJC4V+tcn9YbBJqtGb0TI2DEAJ7ytTYXFAHSRLIz0qA3mxHSrzjWZR0MiOd3mzH4SotGg2O0QJCCBgsdhyv0WFfmRr1eguG5SWjf2aCa33TuekhT7IDxVsAXTWQmAP0nQgoI2CXRKvz8ImIiIiIqGMxKKcOM1C1HtMK/4Eky6kh69robGzIX4aCjBkddtxqjQk9U+Ow7lCNW8k0vdmOyAibK9Fc0yzxO0saXEPtzVYJFpuEsoZTpd0OVKjRIyUWe0obcbhKi6vH90FkOMw3P7gaWLMc0FScWpach4oJK/CtbSyuHt+3xXn4RERERETUscIgqqBwNFC1HnMPL0eixX0OeaKlBnMPL8dA1foOO3a12gQAUOnca5urjVbozacSz4kmUblKZ3GVa9OaPcu2Fdbq8dbmImw5rkK93oKCWp1fbbLaJbfjNSeEwHE/99mqg6uBlde5B+QAoKlEj7U3I6f8e9eQfSIiIiIiCg72lFPAKYQd0wr/4fi6+To45nJPLXwOx9OndshQ9mqNIyg3Wu1uyzUmK2KiTj2H8hUi67zUUrdLwi3p3L4yNYbkJstqj9ZkxdubT0AIIDpSidgoJWIiI3DBGblIT4h27K9cjZJ6AwZkJcraZ6sku6OH3OtZOpZNLXwOlforkZsSG5hjEhERERGR39hTTgHXU7MbSZYaj4DcSQEg2VKNnprdHXL8RqMVJqvdIyhXG60wmE8t85W8Te+lp7y5sgYjCmrk9Wz/WlgPuyQgCQGT1Y5GgxXVGhMqGk8Nj99frmmxNJzfird49pA34fwM7Cc2B+6YRERERETkNwblFHAJlrqAbucvIYAqtcmtHBvgyP6uaxJw+0qoLrde+9d7K7CrpMHneqtdwrf7Kt3mtTdVdXKYvV0SqNOZAzuUXFctazObujJwxyQiIiIiIr9x+DoFnD46M6DbtUVxvQHNp3DrzDb3OeXtPIYQwIYjtdCYbJgyKNMtI7vWZMVXeypdQ+m9qTy5rk5ndg2P15ttSIgJwK9lYo6szeoVae0/FhERERERtRl7yingypNHQBud7TPoFQA00TkoTx7RYW0oVuk9jysAvcV7orf22FncgK/3Vrrqo1eqjfhoW0mLATkA1GnN0Jqsbts1Bqq3vO9EIDkPnrP6HZyfwfH4MwNzPCIiIiIiahMG5RRwQhGBDfnLHF83X3fy/xvz7+7QeuUqncXrcp1b9vXAHa+gRofPdpRhd2kjPt1eBr3Z3vqLAByv1aNacypLvLNWerspI4ALnjr5jXtg3vQz0FoEbHb3Yf5ERERERNR5GJSHMYWwo5d6BwbXrkUv9Q4ohLxAsDMUZMzA10Oegi462225NjoHXw95qkPrlLfEbJVcPdpSIKNyAJVqE346XCN7TjrgCOab9pQHdF75sHnAwndhSch1W9z0MxDC0W6ioJPsQNHPwL5PHf+XQufvGREREVFH4pzyMDVQtR7TCv+BpCZ1wLXR2diQvyxoAW9zBRkzcDx9KnpqdiPBUgd9dCbKk0d0aA+5HDqTDWkJ0T4TvXWm8gaj2/fqJhnYDRYb4qPb9yu6N3kKfhrxBfLUvj+DYpUBvdPj23wMlc6M9IRotzn1RH45uNpRwq9pxYDkPMdoj2HzgtcuIiIiok7AoDwMDVStx9zDyz2WJ1pqMPfw8qD2RDcnFBEoSxkd7Ga4eXdrMVLiIj2yswdD8976pnPKi+r0OD0vpc373l+uxvrDNRBo+TMortdjEtqedO/j30sRE6nEoJwkDMpORI+UWAboJN/B1cDK6+Ax2UVT6Vi+8F0G5kRERNSlcfh6mFEIO6YV/sPxdfN1J/8/tfC5kBrKHmokIdBgsAZ8+HogNK1VfqLOgEq1sYWtfTNZ7dh4tFbWvPlarRkGS+u12b3Rm22w2CRoTTbsLG7A/34vxZu/FGHDkRqUNxoDlkyPuijJ7ugh95oW8uSyNfdxKDsRERF1aQzKO1ig53331OxGkqXGR05tR2CebKlGT83udh0nnIXyXPvWmKx2mKyO9tZoTfhqTwU0Jv/nme8pbZQ9EkAIoKTeILt9Kl2TxHRe5sBrTTbsKmnEyt9L8cbPRfjpcA3KGgzhG6BzrnPHKd7iPmTdgwA05Y7tiIiIiLooDl9vA4Wwy5on3RHzvhMsdQHdrqsJh7n2ralSm9AjNRZqoxVCAKt3V2DhmN6IjpT3DM1ql7C7tNGvY5aoDBiSm9zqNt8frMKZvVKRkRgDAGjQt5wtXme2YXdpI3aXNiIxJhIDshMwKDsJvdLiwmOIO+c6dyxddWC3IyIiIgpDDMr91LPyB8ze90SrQV9HzfvWR8ub+yt3u64knObat+Tb/ZUY3z/dNfS8VmvGmgNVuOjMHrIC2f3lahgs/vXmttRTLoTApmN12FXSACHcy7Y1HW7fGp3Zhj2lauwpVSMhJgIDshJxWk4SeqbGQakMwQCdc507XmJOYLcjIiIiCkMcvu6Pg6sxccfdSGwSkAOngr6BqvUAOnbed3nyCGijs73OwAQc4YMmOgflySP83nc460pz7c1WCZuOuo90OF6jw+YCVauvtUsCO4ob/D6m1mRzG5be1MFKDXYWN7geEjQdst5obFtddb3Zjr1lany6owyv/1yIdQerUaIyQAqFlPgA5zp3lr4THSMPWpqQk9zTsR0RERFRF8WgXK4mN+mtBX2BmPfta160UERgQ/4yx9fNXuP8fmP+3X6XHQvnedhA95hr//uJehyoULe4zdFqLbSmtiVtK/bSW2622bG5wP0BgaZJUN7gR0+5LwaLHfvK1fhsZxle+7kQPxysRrFKH9wAnXOdO4cywjEVAIDPx2kXPOnYjoiIiKiL4vB1uU7epMsJ+to777u1edEFGTPw9ZCnvGyTg435d/s9RLsrzMPuLnPtfzxUg9T4aPRMjfO6vkbrvbdbjtJ6A0b1SXNb9lthPfRm9wc0OrMNNruECKUCakPbesp9MVrs2F+uxv5yNeKiI5CfmYDTcpLQOz0eEZ05xJ1znTvPsHmOqQBe5+4/ySkCRERE1OUxKJdL5s23M/mbHN62kzsvuiBjBo6nT5WVcK4lXWUedneZa2+XBL7eU4Erx/VBSlyUx3pdG3vJAaCswQi7JFzBb73e4jVhnBCOIezRkUpY7R3Xm2202HGgQoMDFRokx0Xh+on9Om/uOec6d65h84AhFzoefuqqHe9r34nsISciIqJugcPX5ZJ58+0Mjtsy79vfedFCEYGylNE4knU+ylJGA4BfQ9C70jzsrjTXvrWpBAaLHat3l8Ns8/xc9Oa2B+UWm4SKxlN10TcerYHdxxBytdEKdQCGrsulMVpRWKfvtOM55zp7TlZxEJzrHHjKCKD/ZGD4ZY7/MyAnIiKiboI95XI5b9I1lVB4Cf0EHMPHnb3VG/KXYe7h5RBwD3hbmvftnBftS9Mh8s4g3MnfIegKYceIiv+1+Xihpq3veaiR+znW6Sz4bl8V5o/Ic8vIrmtHUA44srD3To/H8VodTtT5zsjeaLAiKqJzM6bvL1djYHZipxxLKJQ4MvIhDN54q8+fp6qJK5DLwJGIiIgo7AkhUK0xo05nxhk9Uzr9+Owpl6tJQiI5Cdac87510dlu22qjc7wOCVcIO3o3/i6rKc3nRTuHoLeWFb7p9ku3z8O0E/9s0/HaojMSyfn7nocafz/Hojo9Nh1z/2z86Sn39pkUqwyw2SVsOlrb4mvVRktAkrz5o1hlgNbU8ce02CR8vbcS39nGtvDz9CQ+0o7A13sr2v0ghIiIiIg6n9Uu4XitDj8crMbrPxfio20lXqdudgb2lPtj2DxsGf0czvSoU34qwZoz+7pznvdbo79AnnZfi/O+vfWOtqTpvOjWhqALAFOP/wPH06dCKCJ8ziGXe7y26MxEcoGaa9/ZZH2Ohc+5PkenncUNyEiIxhk9U2Cy2mGTmbG8pc9kS9qlrdYfVxutUMqomR5IkhA4UKHB2fkZAd+3XRKw2iVoTTasOVCFupMJ81r7eTpWrUNJvQHnDMjEmb1SZNWRJyIiIqLg0JltKKrVo7BOh9J6Q4fmR/IHg3I/lfeYhd9jJni9SW8p0DmSdb7X/fkTJDcdIu8ka8i7tQbjSt/Gtt7X+wz85B7PX8FIJOecax9O2jN1Yf3hGqTERSEuuvUHDwphx7jStzGh9FWPda7PBABa+UwaDZ0flAPAgQoNxvdPBwCYbRKsdgkWmwSrXcBik2Bxfe/42uq2TMBit8NqEzA3WWe1SS0+zGjt58lslbD+cA0OV2lw7tAcZCbGBPy8iYiIiKhtajQmHK/Vo6hOjxqtCSI04nA3DMrbwNtNeluCz5Z6Rz2OefL/zedFyx1a7gjChOze+EDMw25r72931J6SbnZJ4Ou9lZg4oOUe5IGq9Zh2/FkkWb0PTffnM9EYbQhGp7DGaMV/fioImaeaTVU0mvDhbyUY3isFg3OS0CMllj3nRERERJ3MZpdQ2mBEYa0ORXV6aNtRnaizMCgPgLYGn631jjblqwa5P0PLR1R8LHvbttY8b6o9vb/dhXO6Q7qhUNb2vj5vk9WODUd8zwOXOyJD7mciCeGZXKGThGJA7mSXBHaXNGJ3SSMSYiIwICsRA7ISO7/OOhEREVE3YrDYUFirR2GdHqX1BlhsUrCb5BcG5QHQ1uBTbu/or71uwK99bvLac+ksBZZoqWmxt10BIN6ukXW8Df3uwu68K9rde92e3t/uwNt0h+aZvpsub20qgeRjLI4/IzKcuutnEkh6sx17y9TYW6ZGdKQS/TMTMDA7EX0z4hET2b1HhhARERG1V63WjKI6PQprdajShOawdLkYlAdAW4NPub3cpanjfAbITUuByWGMTEasTdNi4BeIgByQf37tTSTXEZon7At0sriWeq4DXdLNnxEZTqH4mYQzi03CkSotjlRpEalUoHd6vKMXPTsB8dH8M0xERETUGrskUNZgcPWIa4ydWwmoI/Fu0B+SHVl125BYX+EWqLU1+Gytl1tuorWCjBnY2vsmTCx9rdU27OqxCBNKX+2UWt6BOr/O1tHZ4uVMd2iqvVMJ/On1DtXPpCuxSQJFdY5kIz8eBvJS4jAgOwEDshKRGh8d7OYRERERhQyjxe7oDa/ToVgVfsPS5WJQLtfB1cCa5ZiuqXAtcgZqx9Ontin4bNrL3d4geVvvGzC8+stW27Ct9/VQJeR7CTrbP4fc45gBPL/O0hnZ4uVMdwCAX3stRWnq2Hb30st9aBSqn0lXJgRQ3mhEeaMRm47WITMxGgOyEzEwKxHZybHBbh4RERFRp1PpnMPS9ahUm3xO0exKGJTLcXA1sPI6NO/DbBqotTX4LMiYga+HPNXuINmfALgza3kH6vw6Q2dli5fbc10f3z8gCfDk5h3QRedgQ4h9Jt1Nnc6COl09fiusR3JcFPKzEjAwKxE9U+OgZKI4IiIi6oIkSaC80YjCk/PDGw1dZ1i6XAzKWyPZgTXL4S3VdNNA7a0xq9ocfAYqSPYnAO7MWt6d+RCgPTorW3xnz7WX88Bma++bsK33DSH3mXRnGqPVlck9LjoC/TMdQ9z7ZsQjKkIZ0GPtKG7AvrJGKJUKKBWOfxFKQNHka+dyxz+4tnVuF9HCOuXJ9QoFENHKusgIBZJiohAXzZ9FIiKirspkteOESo+iWj2KVHqYrV1zWLpcDMpbU7wFaDJkvbmmgVp7gs9ABcmhGgB3xkOA9iZn66xs8cGYax9OIxbIk9Fix8EKDQ5WaBAdqUSfk4ni8rMSEBvV9t9tSRL46UgN9papA9jawIiOVCIpNtLxLyYKSbGRSI6LOrksCkkxkRw9QEREFEYaDRYcr3Xk1SlvMHaLYelyMShvja5a1mbOQK0ze6B9CYU2dDZ/krP5Ct47qwc7WHPtQ/WBDfnHYpNQUKNDQY0OSoUCvdLiMCA7EQOyEpAUGyV7P2abHd/uq8SJOkMHtrbtLDYJKp0FKp3F63qlQoGEmAgkx0YhOe5koH4yYE8++f/oyMCOKCAiIiL5JEmgUmNCYa0OhbV61Ou9X9MpyEH5pk2b8Mwzz2DHjh2orKzEF198gYsvvti1XgiBRx55BK+//joaGxtxzjnn4OWXX8agQYM6r5GJObI2Ywmp4PEnOVtLwXtbE/a1RbB6rrvjA5uuTBICJfUGlNQbsOEIkJ0Ui4EnA/SMxBifr1MbrVi9uxx1PgLecCAJAa3JBq3JhvJG79vERkUgNT4Kc8/s4dcDCyIiImobs82OYpWjbNkJlR5Giz3YTQoLQQ3K9Xo9zjrrLNxwww1YsGCBx/qnn34a//73v/HOO++gf//++Mtf/oLzzz8fBw8eRGxsJ2Um7jsRSM4DNJXwNq+cJaSCy5/kbAPqN7YavB/OOh9jyt/z2KYjerDZc02BJARQrTGhWmPC5oI6pMVHnexBT0SPlFgoFI7fkCq1Cav3lENv7voXSZPVjiq1Hd/tq8Jlo3txuDsREVEHUButKKzVoahOj7IGI+wSh6X7K6hB+ezZszF79myv64QQeP755/HQQw9h/vz5AIB3330XOTk5+PLLL3HllVd2TiOVEcAFT53Mvu5eRZolpIJPdnI29c5Wg/dzC/6OOJvvubXbe14b8B5s9lxTR2kwWLH9RAO2n2hAYkwk8rMSkBofja3H62C1d6+LZXmjEZuP12HyoKxgN4WIiCjsCSFQpTGhsFaPwjo96rTmYDcp7IXsnPKioiJUVVVh5syZrmUpKSkYP348tm7d6jMoN5vNMJtP/WBoNJr2N2bYPGDhu44s7G51ypkkK9jkJl3rrd7eavAeb1N7zPFuanDt99jc9098AENhR2e2hWQyt860o7gBPVPjkJ+VGOymUAB0yLWeiIh8stgklNQbUFirwwmVvluMuOtMIRuUV1VVAQByctzndOfk5LjWefPEE0/g0UcfDXyDhs0DhlyIn77/Esb6ii431Li9mcuDRf5cfnnDVn1tFahyaEQUHEIAaw9U46rxMUiJ4/zycNdh13oiInLRmqwoqtOjsFaP0noDbByW3mFCNihvq/vvvx93332363uNRoPevXsHZufKCNRmjkN5hDEw+wsR/mQuDzVyy4uVpYwCyt5s9/HaWw6tKwnXBznUfZmsjozzC8f0RgTnl4e1Dr3WExF1U0II1GjNOH5yfniNhsPSO0vIBuW5ubkAgOrqavTo0cO1vLq6GiNGjPD5upiYGMTE+M46TO78yVweiuSWFytLGd1q8C7nFp1Z9h3C+UEOdW9VahM2HavF9MHZwW4KtQOv9UREgWGzO4elO+qH68y2YDepWwrZIq79+/dHbm4ufvzxR9cyjUaD3377DRMmTAhiy7qO1jKXA47M5QoR2nNGnOXFdNHuN9na6BzXQwVn8A545tB3fm+MTPGSX//UNhpm2Qdw6kFOYrM5+s4HOQNV64PUMiJ5dpc04li1NtjNICIiCgq92Yb95Wqs2l2OVzYex6rdFdhXrmZAHkRB7SnX6XQoKChwfV9UVITdu3cjPT0dffr0wZ133om//e1vGDRokKskWl5enlstc2o72ZnLw2AetZzyYq3VBgfQao97oIZnh+vQb39K0IXD+VD39cOhamQlxSA1PjrYTSEiIupwNVoTik5mS6/WmCA4PTykBDUo3759O6ZPn+763jk/bPHixfjvf/+Le++9F3q9HjfddBMaGxsxadIkrFmzpvNqlHdxcudHh8s8ajnlxVoL3lsK2gM1LDuch353pQc51L2ZrRK+2VeJK8b0RmREyA4aIyIiahO7JFBab0BRnR7Ha3XQmtgLHsqCGpRPmzYNooXHNAqFAo899hgee+yxTmxV9yF3fnRXm0fdUvAup8e9PcJ9Dn9Xe5BD3VuNxoyNR2tx7tCc1jcmIiIKcUaLHYV1OhTW6lFSb4DFJgW7SSRTyCZ6o44nN3N5d5tHLafHvS26wtDv7vogh7quvWVq9EyLw5Dc5GA3hYiIyC+SJFCtNaG03oiiOh0q1RyWHq4YlHdz+3IuwYTSVztlHnV31xWGfvNBDnVFPx6qQXZSLNITOL+ciIhClxACdToLShsMKK03oLzRCLOVveFdAYPybsrbvOamAj2PmrrG0G+5Jej4IIfCicUm4Zu9FbhyXB9EcX45ERGFkEaDBaX1RlcgbrCEdlUkahsG5d2Qr3nNzqBqa++bsK33DSETWLU3U3moZDrvKkO/W8tizwc5FI7qdBasP1yD80/PDXZTiIioG9OZbSitdwTgpQ1GaIzWYDeJOgGD8m5GzrzmM6pXYVvvGzq7aV61N1N5KGU670pDvzs6IR5RMBys0KBnahzO6JkS7KYQEVE3YbLaUdZgcPWGq3QWv14fKp1P1D4MyruZcJrX3N5M5aGW6byrDf3uqIR4RMG04UgNcpJjkZUUE+ymEBFRF2S1SyhvcA5HN6JG2/bkbKHU+UTtw8lz3Uy4zGturUcfcGQqVwjv82ra+/qO4hz6rYvOdluujc4J+XJowaYQdvRS78Dg2rXopd7R6Z8ddQ9Wu8C3+ypZRoaIiALCLgmUNRiw9bgKK7eX4uUNx/HFrnJsP9GAak37AvK5h5cjsVlnm7PzaaBqfQBaT52FPeXdTLjMa25vj34ojwjg0G//8UkwdaZ6vQU/HqrG7OE9gt0UIiIKM0II1GjNJ+eEG1DRaAr4g96uUGaX3DEob6Nwnb8RLvOa29ujH+ojAjj0W75Qm4ZA3cPhKi16psXhzF6pwW4KERGFOJXOjNIGI0rrDShrMMJk7djRfKHc+URtw6C8DcK51y5c5jW3t0c/XEYEBFM4PFjik2AKpo1HapGbHIvs5NhgN4WIiEKIxmRFicrgStCmM9s69fih3vlE/mNQ7qeelT9gYpj32oVDSav29uiHy4iAYAmXB0t8EkzBZJMEvtlXiavG90FMJB/6EBF1VwaLzZEd/eSQ9EZDcMuUsfOp62FQ7g/JjpEHngQQ/r12oT6vub09+uEyIiAYwmk4OJ8EU7A1Gqz44WA15p6ZF+ymEBFRJzHb7ChrMLpqhat05jYnZOsI7Hzqeph93R/FWxBvqvb6ww+499qFA+e85iNZ56MsZXTIBajtzVQeCpnOQy1jeKhmpfeFT4IpFByr1mFnSUOwm0FERB3EZpdQojJgc0EdPt5Wglc2FGL17grsKmlEnTa0AnLgVOcTcKqzybXu5P+7a+dTuGJPuT901bI289VrpxB29FTvRG/1dgAKlKWMCslgOJS0t0c/mCMCQnGIeLgNB+eTYAoVvxyrQ15KHHJTOL+ciCjcSZJAlcbk6gmvbDTCJoVY5N2KcJiOSvIxKPdHYo6szbz12g1UrcfMgscRZ9OcWlj2JoyRKVg38AH+4rSgvZnKg5HpPFSHiIfbcHBOQ6BQYZcEjtVoGZQTEYUhIQRqdWaU1htR1uDIkB7oMmXBEOrTUUk+BuX+6DsRhtgcxPkYwu6r185XgAYAsTZ1yM3jpfYJ5Yzh4TgcnE+CiYiIyF8NegtKT2ZHL2swwGAJjal5gcYyu10Dg3J/KCOw6/T7MHHHXbJ77RTCjmnHn3V87WWXziBtWogniPNVPiscymp1tlAeIh6uw8H5JJiIiIhaojPbUKIynAzEDdCaOrdMGVF7MCj3U3mPWX712vXU7EaStbbFfSoAJIXQPN7mfM2NPpx1PobUrg2pOdOhIJSHiIfzcHA+CSaiLkmyA8VbHHlrEnOAvhMBZej9DSYKNSar3VWirLTeiHq9JdhNImozBuVt4E+vnT+BV6jM422qpbnRY8rf87q8uw/HD/Uh4hwOTkQUIg6uBtYsBzQVp5Yl5wEXPAUMmxe8dhGFIItNQnnjqVrhtSGYFZ2orRiUt5HcXjt/Aq9QmscLyJsbHWpzpkNBOAwR53BwIqIgO7gaWHkdPAoaaSodyxe+y8CcujW7JFDRaERpgwFl9UZUaUywh1mGdCK5GJR3sPLkEdBGZSHRWuuzvrkAoAvBebxy5kb7Wh5KZbU6W7gMEedwcCKiIJHsjh5yjwrDgOuR95r7gCEXcig7dRtCCFRrzK454RWNRljtDMKpe2BQ3sGEIgIbBvyf1wANOHU53hACQVpz7R1OH4rD8TsLh4gTEZFPxVvch6x7EICm3LFd/8md1iyizlanM7tqhZc1GGC2hn+ZMqK2YFDeCZwBmkedcgDGyBT8GKJ1yts7nD7UhuN3Ng4RJyIir3TVgd2OKEyojVZHEH5yXrje3DXLlBH5i0F5J3EFaOqd6K3eDkCBspRRKEsZHbJBmpy50aE6ZzpUcIg4ERF5SMwJ7HZEIUpvtrmyo5fWG6A2WoPdJKKQxKC8EwlFBMpSx6IsdWywmyKLnLnRoTxnmoiIKCT1nejIsq6phPd55QrH+r4TO7tlRO1istpR1uBMzmZAnY5lyojkYFBOLWppbvSRrPO81CnnnGkiIqIWKSMcZc9WXodTdUucTj7qvuBJJnmjkGe1S44M6fWOQLxGY4bEOmVEfmNQTq1qaW705r5/4pxpIiIifw2b5yh75rVO+ZMsh0Zh4ctd5ShrMAa7GURhj0E5yeJrbjTnTBMREbXRsHmOsmfFWxxJ3RJzHEPW2UNOYcBql1ClNgW7GURdAoPyEKIQdvY6ExERdSfKCJY9o7BUpTbBJnGoOlEgMCgPEQNV673M287GhvxlnJ9NRERERCGltN4Q7CYQdRnKYDeAHAH53MPLkdgkIAeAREsN5h5ejoGq9UFqGRERERGRO4tNQjGDcqKAYU95kCmEHdMK/+H4uvk6OPKxTi18DsfTp4b1UHYOzSciIiIKXxabhKI6PY5Wa1Gs0sNq59B1okBhUB5kPTW73YasN6cAkGypRk/N7rBNqMah+UREREThx2yznwzEdSiu03MOOVEHYVAeZAmWuoBu19H87fF2Ds1vzjk0/+shTzEwJyIiIgoRJqsdhbV6HKvRokRlYCBO1AkYlAeZPjozoNu1lZxg298e7+4yNJ+IiIgonJmsdhyv1aGgRodilQF2BuJEnYpBeZCVJ4+ANjobiZYaj8AVcASu2ugclCeP6LA2yAm229Lj3R2G5hMRERGFI73ZhqI6PQpqdCipZyBOFEwMyoNMKCKwIX8Z5h5eDgH3HmXnn8aN+Xd3WE+ynGD7ePrUNvV4h9vQfCIiIqKuQm+2QWOyQmuyQWO0QmOyQmM8tcxik4LdRCI6iUF5CCjImIGvhzzlpbc6Bxvz7+6wOddyh5ebIxLb1OMdKkPziYiIiLoSIQT0Frt7sG20Qmt2fK01WZkdnSiMMCgPEQUZM3A8fWqnlg2TO7y8l3qnrP017/EOhaH5REREROFGkgR0lpM93EbPHm+dycYEbERdCIPyECIUEZ06t1r+sHF5f/Sb93gHe2g+ERERUWczWe3YX67GmH7pPreRJOEIsk3uw8odQbcNOpMNkmDQTdRdMCjvxuQOGy9NGYPTa75uU493sIbme+NvOTciIiIif+jNNny+qxx2u+QWlNfrLdhWpILmZG+33mxn0E1ELgzK5ZLsQPEW9C4/CIU1uUsEdLKHl6eMalePdzCG5jfnbzk3IiIiIrmEEKjVmfHt3ko0GKxQKACrXUJUhBIAsOFIDYpVhiC3kohCFYNyOQ6uBtYsBzQVmHByUVcI6PwZXt7eHu/OHprfVFvKuRERERF5Y7FJqNOZUas1u/6v0lvcspkLAah0FuSmxOJ4rY4BORG1iEF5aw6uBlZeh+bzqrtKQOdPsB0KPd7+kpthvnk5NyIiIiKNyeoIvrVm1J4MwNVGK+SMPK/TmZGVFIOfj9Z2fEOJKKwxKG+JZHf0kHtJdNaVAjp/gu1g9ni3hdwM883LuREREVFosUsCBosNkUol4qIDe99ls0uo11tQ06T3u05ngclqb/M+63Rm7C5tQIPBGsCWElFXxKC8JcVbAE2Fz9VdKaALt2BbLrkZ5uVnoiciIqJA0pqs0JltMFjsMFrs0JttMFjtMJjtMFhsMFrt0JvtMNvsEAIYkpuE2cN7tPl4BovNbeh5rdaMer014InXyhqMUBsZkBNR6xiUt0RXLWszBnShS26GebnbERERUfvYJYGyBgOK6vQoqtOj0c+e5CKVHnZJIELpLU3tKZIk0GCwoE5ncQTfOhPqtBbozLb2NF+2Wq25U45DROGPQXlLEnNkbdaegI5lujqW7AzzXsq5ERERUWDozTZXEF5Sb3BLiuYvs1VCWYMBfTMSTi2z2U8F3yd7wVU6M6x2lh0jotDHoLwlfScCyXmAphLe5pW3N6Bjma6O50+GeSIiIgoMIQSqNWZXIF6jNclKjibX7tJGVDSaXEPQNSZ5ydeIiEIRg/KWKCOAC546mX3dXXsDOpbp6jztLedGRERErTPb7CitN6CwVo8TKj305rYnSWtNYa0ehbX6Dts/EVFnYlDemmHzgIm3A1tfBEST+pNQYkfPq9sU0LFMV+cLx3JuREREoa5Bb0GRSo+iWj3KG42wS+yuJiLyF4Py1hxcDWx5Ac2HrysgYUz5e6hKOsPvwJxluoKjq2aYJyIi6ix2SaC8wXgyENex3BcRUQAwKG+Jn3XK5SZtY5kuIiIi6kyl9Qb0TI2DspWM5d6YrHYcr9WhqE6PYlX7krQREZEnBuUt8aNOeaxN7TNp2+HUaVAqFVAqHBdClulqHbPSExERBYBkh3RiMw78tgd7E3KQdfp0DO+djrho+dfUPaWN2HJc1YGNJCLq3hiUt0RmnfJ81UaMqvzIY7kzadu31rtQnH0uZg1zlFhjma6WMSs9ERFR25htdsREngy4D64G1iyHUlOBC06u1+7Pxk8D/g/K0+djQn4GUuKjWt1nTYjU2+YDeyLqqhiUt0RmnfKhtd8B8J60TQLwl8h3MalyNMb3T0dyXBTLdLWAWemJiIj8J4TA9uIGbD2uwmk5iTjHuhVJq25A8yl4iZYazD50L74WAu/XzsSMIdkY2iO5xX3XhkBQzgf2RNSVKYPdgJDmrFPutT/bcZnTR6Yh3tboYwvHG5ynUGGc8jD2lqtdy51lunTR2W7ba6Nzum3g2VpWesAxh18hOq7EChERUbgxWe1YvacCvxyrg10SOFzRCHy3HMJHThzAcT21Wq1Ys78Ka/ZXwWzzfm01We1QG4ObzM35wD6xWZJc5wP7gar1QWoZEVFgsKe8JW51yp2p3Rykk13ch7MuwGgvQ9eby0Yjvq9Q4+z+6YiMcDwLOZQ6DUdHTUEf3R4OxUJoZqXvqkPluup5ERF1NzUaE77eW+kWOPt7PT1UqUGl2ojZZ/RAbkqs27bB7iVnGVki6g4YlLdm2Dxg4buOLOxNkr5VIQOPWq7FmVH9MBqtB+U1SIXJKuFYjQ65KbH4vageh6u16JeRgHlneQ8w95Y1orzBiCmnZSEhxr+PKhhBV3uPGWpZ6bvqULmuel5ERN3NvjI1Nhypga1ZbfC2XE8bDVas3F6KCQMyMKZvGhQnk9MGez55KD6wJyIKNAblcgybBwy5EFc+9Byy0YgapMKYOw57KnQ4WB2NRRFZSLPXeh3CLglHAK/NGgNUG/D9QffkcUV1eujNNo+gWwiBLcdVMNsk1OjMWDCyJ5JiW0/GAgQn6ArEMUMpK31XndveVc+LiKi7MFhsiIpQ4sdDNThUqfG6TVuvp3ZJ4JdjdShRGXD+GblIjIkMek95qD2wJyLqCJxTLpcyAlLfSVgtTURF6hic0TsdAFCqtuB+49UQ4uSQ9iac339nH4srcsoRqXCv65l6MuNpcb3B43A6sw3mk3VAGw1WfL6jBNmqbRhcuxa91Dt8zqsOxryrQB3TmZXecwacgwCg6YSs9F11bntXPS8iou5k9e4KfPx7qc+AHGh6PfWdE6el62lJvQHv/1qMwlodarWmALS67ULpgT0RUUdhUO6HFxeNxIXDe2D2GbnITIzB5EGZyM9MwOG0afhLzL2oVWS4bS+ghFIBLI1cg+uO/glbYu/A+cptrvWnZScBAEq9BOV1OgsAICk2EpfE7sC34lZcffhPmHP0IVy+/xYs3T7PI9gNRtAVyGM6s9IDzXPFdm5WeudQOV/J+5oOlQskhbCjl3pHqw9e2ipY50VERIGj0ltQ10rvtfv11P2vvtzrqdFix6rdFVDpLe1qb3uFygN7IqKOxKDcD9nJsZg6OAuxUY6L2Kg+abjorDxcPKInMsdejo8mfoN7Ev6ON6yzIQSggHvPeJZQ4eWo512BeXZyDACgweB5wavTOS64l8fvwnP4B3JR77beWy90RwddlWojdpY0QBKnLo2BPmYoZKUPxlC5gar1WLp9Hi7ff0uLD17ag0MAiYjaT2o+LK6T2WUevyBjBtad8Qys8e7lXf29norgnm7IPLAnIupInFMeQEIRAU32GMzRPQsBQNksUlWc/M+j0e9Bn3ceUuIcw9cbDZ6lRup0Zigh4U+m1wEf+2qecbSjg65NR+tQpTEhLirCVdO0I45ZkDEDx9OnBi07eGcPleused4cAkhE5B+jxY64aPdrj8FqR6KfyVcDSW5QDgAnss+FGDIH6sObwrrahvOBvWfumhxszL+buVCIKOwxKA+wSVHHkKeo97leASAXKsxPL0FR3EgAgNkmwWS1u3rgAUCls2Cc8jAyJN/BbPOMox0ddFlOznHfX6F2BeUddUyhiAhaFlXnULlEHyMABBw3AoEYKteZpV4687yIiLqCKo0J/TMT3JYZzLZODcqFEK5M6P4E5E71Bjsqu0BW8mA/sCci6kgcvh5gGWiQtV2CpQ5REUoknHwC32Cw4ECFGlUaE6o1JtQbLMhGo6x9NVSX4PuDVTgScwY00dnNBs2fIgFoiMxGWdJZXtdrTVYUq/QQPsaqSScHilU0mlB/co5ZV5zr1ZlD5TpznjeHABIR+adeb4HJ6p7fQ28JfDJMvdnmc936wzWuGuRtCcqDPSc8kJwP7I9knY+ylNG8XhFRl8GgPMD87TlOOZmB/dt9VVh3qAaf7ijDqt0VEAJQJue0tAuXjZUROFSpxRubS3CP7irAVyZ4AdxnuAqf7KxEeYPRYz9vbT6BL3dXoMzLOsB9XtmBCrVjWRcN9Dprbntnz/MOhTn7REThwmKTYGgWhLcUQMulN9tQpzPDLgnYJYE1+6t8Hv9ghQYfbytBWYPBLaeLHAaL3TXKjYiIQlfID1/XarX4y1/+gi+++AI1NTUYOXIk/vWvf2Hs2LHBbppX/g4RTomLQkWjCbqTF3m7JGCU7MhIjEaPM2dAu/sFn/uSBFCrzMRW22DXsrXSONwh3Y0V0e8iw34qkKtCBv4uLcY6jIVdbcKnO8vQNyMekwdmIiMxxm2/NVozeqfHu7dbCNeTegA4VKnFxAGZiFAquuxcr84YKheMed4cAkhEJI9dEtCbbUhPiAbguBY2D9L9dbhKgxKVAQOzE9Ggt8Bsk1BSb0CD3oK0k8dxKlbpYZMEbBY7Pt9ZjnH90/06lr9BPBERBUfIB+U33ngj9u/fj/feew95eXl4//33MXPmTBw8eBA9e/YMdvM8CEUENvS/C3OP3A8B93nC3nqOMxJiAGgRFxWBC4f3wO6yRqiNVsw9sweio6KwIX8Z5h5e7rEv53Pvh83XQIISp+clY0J+BqIilIiKGIj3sBBRZb/iSEEBapCKbdIQjOybgSW9UrHtRD0OVKhRrDKgRlOOy0b3wrpD1a5924VAg96C1Pgo1zy2zcdVbudptNqxcnspxvZLR35WQpcN9Dp6bnuw5nkHc84+EVG4sEnuPeUl9YZ29TwbLXZsPFKLhJhI9MtMwP5yNTQnH3gX1ukwOsE96D5eq3d9bZcEtja7FhMRUdcQ0kG50WjEZ599hlWrVmHKlCkAgBUrVuCrr77Cyy+/jL/97W9BbqGngar1mFb0T68Blree4+E9UxAVoUD/zAQkxUahZ1qc22t89ULronPwQdofsa50MACBAVmJSGiSeEYgApbe56DCPBjbix3z3AdmJSIxNhIzhmRjVJ9UrNpdgUajFR9tK4GtyXj3rcdV2HpchcSYSPRJj0diTCR2FJ+aKz8kNwkFNTrUaM34Zl8lUuOiMGlQJgZkJTLQ85Nz+L+3By/hPPyfiKgrsEsCesup4eqHKrUe2dj9sfFoDQwWO2ySgMUmoVhlcK07XqvH6L6ngnJJEiiq03vbDRERdTEhHZTbbDbY7XbExsa6LY+Li8Mvv/zi9TVmsxlms9n1vUaj6dA2NuWrtJUruOp/p8dQ7uhIJc7sldriflvqhb4y14w6nRn9MuK9vvbs/AxozTYoAeQknxqmnhofjbPzM7DmQJVbQN6UzmzDwUrP929CfgamDMrCrtIG7C1To9FoxfrDNRiQleixrclqxyfby5AaH4XZw3MRqWQag+a66vB/IqKO0lnXepskYDRZgKKfYVNXwlgkIWbwVGwuqMM5A/2bVnS8VodDlVoAjrniWpP73PTKRpNbCbbyRqNHkjkiIuqaQjooT0pKwoQJE/DXv/4VQ4cORU5ODj766CNs3boVAwcO9PqaJ554Ao8++mgnt1Rmaaui53E8Y3qbej19DTfOTIxBZrM54U1FKBW44PRcr+tOy0nEnrJYNOgtUCgUMDa5+N84qT/qdGaU1BtQ1mBEZmIMJg7IgNkmIflkffWJAzIxvGcK3tp8AgaLHZIkoGxWUP1otRb1BgvqDRb8cKAaF5yR6xoST6d01eH/REQdobOu9Zmla3H6nr8DxipEArgEgPFoLjb0XwYp/w8e1zwAOFKlRZ/0eLcedbXBim/3VrptV6czu30vCYHCOh1Oz0sB4AjiiYioewj5bsv33nsPQgj07NkTMTEx+Pe//41FixZB6aPH9f7774darXb9Ky0t7ZR2dmZpq0BRKBS4bHQvLJ3UHyP7pLqW33BOPyTERKJvRgImD8rConF9MGtYDhJiIl3JbpyaDplvGtQbLXZsP1GPn47UupYdrdFhd2ljh51PuFIIO3qpd+C0unUAgKOZM1nqhYioBZ1yrT+4GqN+vQMxRvfM6LHGalxw8B5od3/u8RKzzY51h6rxwW/FqFSfqmSyv0LtMSqteVAOAIVN5pA3nU9ORERdW0j3lAPAgAEDsHHjRuj1emg0GvTo0QNXXHEF8vPzvW4fExODmBjfPccdpbNLWwWKUqGAMkKBkX1SoTZa0SstDkmxUX69Pi4qAkarHQaLHVERSmw6VovDVVq3eqrDeiTjYKUGVRqT7H3bJAlHqrTolRaPlDj5bQonA1XrvQxbz8aG/GUctk5E5EOHX+slO7BmOQDhZfSbgAAQ9+ODwIiLAeWpB6j7ytSw2CRYbBI+2V6GSYMyMaJXKg5WeA6vb1rRxKmk3gCbXUKDwepKAEdERF1fyPeUOyUkJKBHjx5oaGjA2rVrMX/+/GA3yY3cklXxFhUG165FL/UOKETozBWLVCoxc2gOhuQm+/3ajERH73lxvR6/FalwoELjFpD3SotDVpLj5smf6ixr91e7ardb7Z1TZ7VYpcf3B6o65XjOHASJTQJyAEi01GDu4eUYqFrf4W0gIiIvircAmooWR79F6ysd251klwR2lTS6fb/xSC0+/r3UVfa0KW/XQ4tNQmmDkUPXiYi6mZDvKV+7di2EEBg8eDAKCgpwzz33YMiQIbj++uuD3TQ3ckpbCSgx7cQ/Xcu6So/oadlJKGsw4miVDlbJEcxOH5yF4T1TUFSnR05yrOsGo7BOj8JaHSKUCkQoFVAqFK6vI05+rVQqYLFJKDj5Gp3Zhu3FDZiQnwHAUSdWpbegvMGIsgYjrJKEcf3SkZca572BMgkh8OPhGmhNNvTNSMDg3KR27a8lsnIQFD6H4+lTOYydiKiTGRrK4T19ajO6U+VED1dpvAbf1X6MEAOAwlqdX6PKiIgo/IV8UK5Wq3H//fejrKwM6enpuPTSS/H4448jKiq0hjPLKW2lgHvvq7NH9OshT4VdYK4QdldSsqy4NGxSpKD25Py4CKUCg3OToFAokH8yI7szuZtdEviqWbIbOXYUN0CSBGp1ZlSrTTA1qxNbojJgTL80jO+fgQgviXcAxzz3mCgllAoFhBAwWu2Ijz71K1CpNrmy4XZ0T7kzB4EvTXMQsMwcEVHnOmFKwjAZ2xljMhEHx0PdnU1Kh7bH0Wods64TEXUzfgflRUVF+Pnnn1FcXAyDwYCsrCyMHDkSEyZM8ChdFggLFy7EwoULA77fjuCrtJWAEgpIXaZH1Ns86PNiM/AX87VYK41D/8wExES6n0vTIDcnOQaSBNiFgF069U9yfi+Ea1hf/8wEWO0SyhqMrnrrABCpVCAvNQ490+LQoLfgcJUWv59owAmVAecPy0G11owD5WqcOzQH6QnRqNOZ8cFvJeiXEY/5I3pi/eEaHKjQYNrgLFdJusNVWq/t7QjhmoOAiKgjdPa9RWu02WOhi8lGgrkWCniOMxdwlK2sThqBQQAOVGhQp7ME5NgMyImIuh/ZQfkHH3yAf/3rX9i+fTtycnKQl5eHuLg41NfX4/jx44iNjcXVV1+N5cuXo2/fvh3Z5pDWvLRVvEXlNmS9uXDrEfVViz1LqPBy1PP4o/VOROZ4zvd3Di0/LTsRs4f3aPU4khCQJIEIpQJqoxUbjtYiPjoCOcmxyEmORVZijFuPeH5mAtYfrkGt1oyV28sQGaGAwWLH13srcMXY3iiocQyFP6EyQAhHj7sA8NORWiigwLC8ZByrORWU+6rdHihycxDI3Y6IKByF7L2FMgI/9W959NvG/LuRrLWiZ4YNPx/jA1QiImo7WUH5yJEjER0djSVLluCzzz5D79693dabzWZs3boVH3/8McaMGYOXXnoJl19+eYc0OBw0rSk+uHatrNeEQ4+onHnQK6LfwwfpniMbcpNj8YfJ/REXJW80gDMrPACkxkfj4hE9W9x+UE4SeqTG4bt9lahQm2A52dHQYLBi3cEaDMxOdG2rMdlgtZ8KutcfqUF5oxEm66necZu9Y4NyOTkItNE5KE8e0aHtICIKllC/t/A1+k0bnYON+XejIGMGejQasfGIjb3bRETULrKC8ieffBLnn3++z/UxMTGYNm0apk2bhscffxwnTpwIVPvCXlfqEW1tHrRSAfSACn31e732+jedv90REmMiMX9ET3yxqxxVGhOiI5SwSY6EcXrLqeQ71RqTa3h6n/R4lNQbcKTa0UvufLhgtUsorTcgKykGsTIfJPhDTg6Cjfl3h82UBiIif4XDvYVz9Ftf/R7EGGuhj85EefII19/mKo0JlWomZSMiovaRFSW1dNFsLiMjAxkZGW1uUFfTlXpEw2EedHSkEvNH5OGXgjr0TouHyWbHhiO1bjdN1RqTqyd88qBMHKjQYHdpIwCgT0Y8ilUGHK7SYldpI9Lio3DFmN6I6YDAXE4vDBFRVxUu9xZCEYETiaOARC/rOnZQFRERdRN+d11WVVXht99+Q1VVFQAgNzcX48ePR25ubsAb1xWES49o02zqzXsCnMKl1z82KgIzh+YAcGTErVKb3JK4FdcbYLY5hhpGRSgxZVAmkmIjYZMElAqgWGWA8eRQxAaDFd/ur8LovmkAgN5pca5M8oHg7IUxHf8FFaUn0LtPP0TlTwr6zwMRUWfivQUREXVnsoNyvV6Pm2++GR9//DEUCgXS09MBAPX19RBCYNGiRXj11VcRHy+rsme3Euo9ot6yqXuroR6Ovf4KhQLTTstyC8pVJzPkZiRGIzk2EgqFAqP6OILuPSd7zJ0ilAqU1BtQUm8A4MgGP+20LCTHBa4kn1BEYI1uIE5IecjXJeCiEArI5TysISJqK95bEBER+RGU33HHHdi2bRu++eYbzJw5ExERjhtzu92OH3/8EbfffjvuuOMOvP766x3W2HDWPCt7qAQ4vrKpe6uhHi69/s15G3qeFBuJ+WflQaFQuAWeki0Om5ADCUrkJMcgLzUOu0oaXa8rqtOjtN6AGUOyMbRHcsDa6CylU6UxQQgR0N74tpL7sIaIqK14b0FERAQohJA3IyotLQ3ffPMNJk6c6HX95s2bMXfuXDQ0NHhdHywajQYpKSlQq9VITm5/ELVyeynKG4wBaFnwKYQdS7fPa7Xn+60xq9wCbW/BmiZEev192Xi01jVvPDMxGnOG90BafLTXc6lVZOIJsQS2wXNRqzVja6EKAHDJyJ7YVlSP8kYjFAAuOisP/TMT2t02k9WOVzcVur6/4Zx+SIoNXE98WzR9WOPt4UvThzVE3cWYfmmYPCgrIPsK9LUpXAXq3iLQ7+dvhSpsOa5q936IiCi8ZCXF4JqzA1OC059rk+yeckmSEB0d7XN9dHQ0JEnyuZ5CT2vZ1JvWUC9PHuHWy//W6C+Qp93ns9c/1IY9TxqYiegIJfplxqNHiqNmuq9RApmiDv/As/hakYXdeVNQrNLjzF6p6JMej95pcVh3qAYHKzX4dl8lppyWhTPyktvVs+0cTu9UrTFDZ7YhPSEaMZGd/57JKX03tfA5HE+fGnKjIogovPDeQr5Qu64SEVHgyA7K586di5tuuglvvvkmRo4c6bZu165d+OMf/4iLLroo4A2kjiM3S3q+aiMuOPqw12HMR7I8s+eG4rDnSIWEyzNPOG5m1JmoSBouL/AcMxWXjzlVO1ehUGDGkGwYLDacUBmw/nANCmt1mDk0Bwkx3n+dth5X4Wi1Fn0y4jEoOxF5qXGw2iWs3lOB7KRYpDabn77leB0aDFYMyU3C+ad3fpIjfx7WeCt9R0QkF+8t5AnF6yoREQWO7KD8xRdfxFVXXYXRo0cjLS0N2dnZAICamho0Njbi/PPPx4svvthhDaXAk5slfVTlRx7LvM05B/ybo95ZvN3MGCJTEW9r9PmalgLPCKUC887Kw67SRmwpUOGEyoAPfivBuUOzMSDLvWaOTZKws6QBNkmgsUyNvWVqxEVFICUuClUaEyoaTchJjgEAJMREQG+2o8FgBQCUNwZnmkQ4lL4joq4hnO4tgtVTHYrXVSIiCizZQXlaWhq+++47HDp0CL/++qtb2ZIJEyZgyJAhHdZI6hhysqkLKKGAJGsYcygOe/Z1MxPXQkDelK/A05mxvU96PNYeqEKdzoKv91bitJxE9E6PR3p8NNISolGvt8AmCcRGKZGfmYjjtToYrXZXyTXAMVwdAEb0SsXmJnMYtSYbzDZ7hw1hN1ntUCjgsX/Zpe+i0juiWUTUjYTLvUWweqrbc13lcHciovDhd53yoUOHYujQoR3RltAm2YHiLehdfhAKa3KXuLjJyaauhO+5fM17k0Nl2LPrRsRcg2lFz7mO3bwtcrQWoGYmxuCKsb3xa2E9dhQ34Gi1Dkerda71EUrHkXqnxWPWsBzMkLJR1mBAQY0ODQarqzd8RO9UjOqThm0n6mG1n8q9qNJZkJcaJ6utWpMVO4obcFbvVKTF+56jCQDVGhM+31WO6Aglrp/YD0rlqXektYc1ThccW8Ghk0QUEKF8bxHMnuq2Xlc53J2IKLz4FZRbLBZ8+eWX2Lp1q9vT7IkTJ2L+/PktJmsJawdXA2uWA5oKTDi5KNQvbnKfkLdUQ/1Y5gyMrvAcut6cszc5kMOe2/qE39uNSFv4U3M9UqnEpIGZGJCVgCNVWjQYrKjXW6Az22CXHAG2M0t7hFKBvhkJ6Jvh+P5QpQZWu4ThPVOgUCgwKDsJx2t1SIiORL3B4ldQvqdMjT1lapTWG7FofG9EKpVet1PpzPhiVzksNgkWmwS9xeaW7b2lhzVNcegkEQVCKN9bBHsEWFuuqxzuTkQUfmQH5QUFBTj//PNRUVGB8ePHIycnB4AjEcsrr7yCXr164bvvvsPAgQM7rLFBcXA1sPI6nOo7dgjli5u/T8h91VDvqdktKyh39ibLHvbcynZtfcLv60akNYGqud4jJc6V2R0ArHYJDQYLrDaBvNRYr69pXuvc2Zu+9bgK9SUWbDxWi4HZiYiLbr0djQZHFvd6gwXbiuoxcYDjfRZCoKzBiIz4CJxm3g/t0aMYKcVjG4ZAghI6s82jBJvrYc3xZ5FkrfV6PGZiJ6L2CvV7i2CPAPP3uhrshwhERNQ2soPyP/7xjxg+fDh27drlUWdNo9Hguuuuw5/+9CesXbs24I0MGsnu6CGHZyn3UL24tfUJuVBEeNxQyJlz3rQ32d/tA9n+lm5EWmNslvRNG6Ca61ERSmQneQ/GWxKhVCA90dEzZJcE3vilEH3S4zE4Nwn5mYmIjvTeA954MkEcAGwvbsCArEQIAWw4WoMRup9xb9R7yFWcnLMeDVSKdKywXgedKRdI8dxfQcYMmCMScdmBP/lsKzOxE1F7hPq9RbATX/p7XQ32QwQiImob2UH55s2bsW3bNq+Fz5OTk/HXv/4V48ePD2jjgq54C6Cp8Lk61C5usp6QH/+H7IcIcuacN+1N9nf7NrXfx0OQ1m5EvJ4fHDczb4/+vMWa68EwIDMBe5JiUKM1QxLACZUBJ1QGRCprkJ+ZgMG5SeiTEe8aoi6EgNroCMp7pMSiUm3Cl7vKYbJJOF+5DS9HPe9xjBxFPV6Oeh4vNCRDyvFecije2iCrvczETkRtEer3FoEaAdZW/l5Xg/0QgYiI2sZ7l5sXqampOHHihM/1J06cQGpqagCaFEJ01bI2C5WLmzMw9dVTrACQbK3BuNK3Ze/TOYxZF53ttlwbneO119rf7f1u/8mHIM35+xk0vZmRlNEoSxmNI1nnoyxldNADcgCIjQTuGVyLl84sxF9OV2F8vxSkxkXBJgkcrdHhq72VeOPnIqw7VI3SegN0ZhtskoBCAcwZ3gNxUREw2SQoIeFvMe9BoQCUzd5Y5y//VQ0vQSHsHm0A5N9o/lobhWPVWmiMVgjhObKEiMibUL+3cPZU+/qrJgBoZOYfaSt/rqvBfohARERtI7un/MYbb8R1112Hv/zlLzj33HNd876qq6vx448/4m9/+xtuv/32DmtoUCTmyNosVC5ucgPTCaWvQpWQL3t4tq85576CV3+397f93rbz9zMI1BD1juBtTv3C6Gz8dNoybImeiCPVWhyt1kJvtuNAhQYHKjSIjnCE2MmxUUiMicSFZ/bAoUoN5iUXIuuEytehoFQAWVIdIkq3ojRlNKIjlEiIiURslOOzam3opCSAKmTg/cqekCodCZrioiKQkxyDnOTYk/9iEB/td6EHIuoGQv3eor0jwAJF7nU1ENPIiIio88m+U37ssceQkJCAZ555BsuWLYNC4fhzL4RAbm4uli9fjnvvvbfDGhoUfScCyXmAphLe5pWH2sXNn8DU37nw3uacB3J7oH1P+OXciBgi07Cp/13QxWSHxBB1b1qaU3/RkeVQDHkKOYNmYNLATFQ0GnGkSotjNTqYbY7SdWnxjoRtPVPj0DM1Dr1rd8s67rHjx7FaOvUQKj0hGj1T49ArLQ5ret+Fy47fD0m497afTCyPj9L+iGHKVFRrzVDpzDBa7a7h9k5JsZHISY5F7skgPTsp1ufceCLqPsLh3qKlKiVtebjb1uoicq6rofIQgYiI/KMQbRhrWlhYiOpqx9Du3Nxc9O/fP+ANCxSNRoOUlBSo1Wqvc9Za5cq+DjQNzJ1fhVL2dYWwY+n2ea3Wl3b65IxXQmIuvFNr7Xc+BHlrzCqvNxRNA1pvNyKh9Fl509bzt0sCxSo9yhuNGJKbjKykGNe6XuoduHz/La0e+3o8gh04HRabBJPNszb9+cpteCTqXeQp6l3LKpGBH/vchdre57uW2ewSanVmVGvMqNaYUK0xoaFJArqm0uOj3XrUM5OifZZxIwoFY/qlYfKgrIDsq93Xpi6oPfcWgX4/fytUYctx91FGbQ2mm+qs+uHejqMJ4RFiREShIispBtec3Tcg+/Ln2tSmMaX5+fnIz89vU+PCzrB5wMJ3XXXKnUJx+HPTJ+RyhMpceKf2PuEPdG9GZ2tr1twIpQIDMuMwJfoIEkx10EunbhblDj9PHTIF12c6/lgYLXaUNxpR3mhEWYMBdToLfsR4WPpegNlJRUi0qqCLykBZ8ggolO5/QiIjlB6l4cw2O2pOBulVGhOqNWbozDbUGyyoN1hwqEoLwNELn5kY4xrynpMci/SEaERAaveNMBGFvlC/t2jLCLCmOrN+eFunkRERUXD4FZQfPHgQL774IrZu3YqqKsf80dzcXEyYMAG33XYbhg0b1iGNDLph84AhFwLFW7B170GUWZND9uJWkDEDW3vfhImlr7W6bajMhW+qvYF1ON+ItHVOfWs9L6096HjUei2y406VbouLjsDA7EQMzE4EAJitdkQoFYiMUKIcGa7t5Jaei4mMQO/0ePROj3ct05ttqNaa3HrUTVYJNVozarRm7Ct3bDcn4nc8EvUucnCqx6ojepWIKHi6w71FMOqHt/chAhERdR7ZQfl3332Hiy++GKNGjcL8+fPdkrH88MMPGDVqFFatWoXzzz+/lT2FKWUE0H8ySlX9UN5gDHZrWrSt9w0YXv1l2CZ6aW9gHa43Im2ZUy+358XXg46P0/8Ic/Q5SE+I9nm8mKjAP9BIiIlEfkwi8jMdgb8QAhqTzRWgV2vMGKHbhBci/onmTxM6oleJiIKju9xbsH44ERG1RHZQft9992H58uV47LHHPNatWLECK1aswD333BP2F86uoCskegnXwLo9/M2a60/PS0sPOs7quFOSTaFQICUuCilxUTgtJ+nk/PoPoLB4PzcJwOTj/0BB2hRAyczuROGqu9xbsH44ERG1RHZWpaNHj+Lqq6/2uX7RokU4duxYQBpF7deeeuEUHM6HKYBnrn9vD1P8revufNARSvXYfWnt3JQAUq012LtlDdYfrkFRnR42u2eCOiIKbd3l3oL1w4mIqCWyu5j69euHb775BoMHD/a6/ptvvkHfvoHJVEeBEc7zq7srf+bUd+WeF7ltTrKq8FO5GvvK1YhUKtAnPR75WQnol5GAhBj2oBOFuu5yb8H64URE1BK/6pRfddVV2LBhA2bOnOk27+vHH3/EmjVr8OGHH3ZYQ6ltuvIw8ECUpwlFch+mdOWeF7ltHjRgAIYbUlBUp4fObENhnR6FdXoAQG5yLPpnJiA/KwEZCdGu+sdEFDq6y71FV5hWRkREHUd2UH755ZejZ8+e+Pe//41//OMfHhlSN2zYgAkTJnRYQ4ma6qhar6ES6Mt5mNKVe17knpu99wTMUERACIFanRlFtY6gvEZrRtXJEmxbC1VIio1EfmYC+mcmoGdanN/10IUQDOqJOkB3urcI97Kd1LJQuX8govDk1/jOiRMnYuLEiR3Vli6Ff5w7TkfVeu2oQL+jdOWeF3/PTaFQIDspFtlJsRifnwGd2YaiOj2K6vQoqTdAa7JhT5kae8rUiI5Qok9GPPIzHcPc46K9vz+SJFDSYMChSg2O1+oRHx2BM3um4PS8FJ+vISL/dad7C04r65rC7f6BiEKPQgjRPKdUl6LRaJCSkgK1Wo3k5OR272/l9tJWS6Lxj3PHUUoW/OH3CxFna2yxB/WtMav8uslpGuh7CwBDOTmet583TRfpeQnEuVntEkrrDSg8GaQbLHbXOgWAHimx6J+VgPzMRKTFR0Glt+BQpQZHqrTQN9nWKUKpwGk5iTirVypykmM91lPXNaZfGiYPygrIvgJ9beruAv1+/laowpbjqgC0jLq6cL5/ICJPWUkxuObswOQy8efa5FdP+bfffovPP/8c6enpuP766zF06FDXuoaGBlx66aVYv35921rdRXRULy453ttzC55AvK3R5zZtqfXqT2mxUOzN6Mo9L4E4t6gIJfKzEpGflQghBKo1ZhTV6VFYp0OdzoIKtQkVahM2F6gQFxUBo/VUIB4bpcTgnCQMzk1Cg96KPWWNqNGacahSi0OVWuQmx+Ks3ikYmJ3o95B4InLgvQWFq3C+f+CITqLQIjso//DDD3HdddfhggsuwJEjR/DCCy/gjTfecJUysVgs2LhxY4c1NBwE6o8z/1B68vWwwxd/Mo47y2/54gz0zy55HaWpY0Py8+jKCf0CeW4KhQK5KbHITYnFhAEZ0JisjmHutXqUNRhhtNqhVAD9MxMwtEcy+mUkIELp+G3ukRKHoT2SUKUxYU+ZGseqtY556wdM2HS0DsN7puCMnslIio0KSFuJugPeW1A4k3v/4E9HQWfgiE6i0CM7KH/mmWfw3HPP4c9//jMAYOXKlbjhhhtgMpmwdOnSDmtgOJH7x3lExf9giM7wGnDzD6Wnlh52+OJPxnG5AfzZZW/i7LI3u/3n0ZUkx0bhrF6pOKtXKiw2CbVaM9IToxEX5f2hi0KhQI+UOPRIicPkgZk4UKHB3vJG6M12bDtRj9+L6zEgMxGDchLRNz0eMT72Q0QOvLegcBaOpUk5opMoNMkOyo8dO4aLLrrI9f3ChQuRlZWFefPmwWq14pJLLumQBoYTuX90p534p+vrpgEe/1B619rDjqbaknHc35Jh3f3z6KqiI5XomRYne/uEmEiM65+O0X3TUFirw54yNcobjSio1aGgVgeFAuiZEod+J7O+p8VHMYM7UTO8t6BwFm6lScN5uD1RVyc7KE9OTkZ1dTX69+/vWjZ9+nR8/fXXmDt3LsrKyjqkgeGkLX90XQHe4CcwrcgRrPMPpTu5DzvamnG8tfJbzXX3z4PcRSgVGJSThEE5SajTmXGoUoOiOj0aDFaUNRpR1mjELwV1SImLQv+MBPTLjG9TWTairoj3FhTOwq00abgOtyfqDmTfFY4bNw7fffedx/KpU6fiq6++wvPPPx/IdoUl5x9nX+nsvS13/hGfcfxpJLUQFDb9Q9ndyH3YYYxKa1PvtbP8FuD9M/KmO38e5FtmYgwmD8rCdRP6YfGEvph6Whb6pMcjQqGA2mjF7rJGfLm7Aq9tKsTXeytwoEINvdkW7GYTBQ3vLSictXT/EIqlScNxuD1RdyE7KL/rrrsQG+u9/M+0adPw1Vdf4brrrgtYw8JRa8FdSwF3gq1B1jG64x9KOQ879JFpeH3M120eTl6QMQNfD3kKuuhsv17XHT8Pkic1PhojeqfikpE9cdOUfFw4vAdOz0tGfHQErHaB47V6rDtUgzd+KcJH20rwa6EK1RoTuniVSiI3vLegcOfr/kEbnRNy09zCbbg9UXfCOuV+amud8kD55IxXuuWQos6qA+rMfN+7cRvOLnur1e276+dBbSeEQI3WUZatqE6PGq3ZbX18dAT6ZTjmofdJj0d0JIe5hwrWKQ9drFNOwRYOlXMUwo6l2+e1Otz+rTGrQq7tRJ0lpOuU6/V6JCQkyG6Av9t3Nc1rK8dbVG7J3XwxRKYizvb/7d15fFvVmT/+z110tUu2bMn77sTZyEJC1lKzFighXabQhdJQKC0dmLQEmAAzLdApDWl/8GVKO3TotNCW0paW0lIoayGBli0EUghZSJw9ceIljmXLi2zp/P6QpViWbEu2ZG2f9+vlV6Srq6sjxda5z33OOc/JjJiXNNWCV6IjV6YvwqbatQm7Eh0sv3XENh+zW57KmHlilDkkSUKRzYAimwFLawvg6R/E/vZAgH7wRA96vD5sb3Zje7MbsgSU55tQXWBCTaEZeSZtYq85xsmizy/wzsEOuHsHUGQLlIsrMGtclI6SjucWlE0yoTRpcETnyp3rIBA9yZFOw+2JcklMQXl9fT2+8Y1vYPXq1SgpKYm6jxACL774Iu6991589KMfxa233prQhmaa4V/OkvBh4dFfjxvgbar5JlbuupVflKMYebEjmVei2XHRVDHrVcwutWN2qR2Dfj+OdPRif3sP9rV50Nk7gIMnenDwRA9e2d2GfJMONUOruZfYjaEa6mMZq8ziB7ZGPP1+Mw4Njf7ZdtQNANAUGUV2PUpsRhTbDSixG2BgeTdKMJ5bEE29qUpyEFF8Yhq+vmvXLtx22214+umnMW/ePCxatAilpaUwGAzo6OjA9u3b8frrr0NVVdx666342te+BkVJjxO4VAxfjybW4dfRTqA9aj52ui7EXkdjWg6HymbR/j/c7LhoCgghcLJnIDDMvd2Doyd74R/2ba2pMqocgQx6dYEZRi3ye2G8752bpZvwh97ToVMkzC6xo627H8fcfRj0R3YLeSYdSuwGFNsMKLEbUWDWIMdwUSCbcPh6YiXy3ILD14nikwnD7YlSIVXD1+OaU37w4EH8/ve/x6uvvooDBw6gt7cXhYWFWLBgAS644AJcdNFFaROMB6VLUA5ED/B6FBu2ln4Ob1VcFfoyDH5R1rZvwszWZ2AaPBnaf3hdc5oa7LgoHfQP+HDgRA/2t3mwv70HvQO+sMdL7IZATfQCMwotGmT4x5w76BfAMRTgAvwIK+eVw2UNLLbl9wu0e7xo7uzFsc4+NLv7cLJnIOL5OkVCkdUQyqQX2w0waTFX2cxIDMqTIxHnFgzKiYgoETIiKM9E6RSUA4EAb/Ghh7Cg+TcwDrpD20cG21O1sBlNPQb5NFl+IXDc3RdaLK6t2xv2uEWv4hL7Hqx33zbusX4x/Uc44Vwy5j69Az4c6+wbCtJ7cbyzH16fP2I/u1E3lEkPBOmFFn1MQ+wzBYPy9MWgnIiIEiGtF3qjxKk7sQnLDv1vxHaLtwUrd67DUzM2oMnRiLP23gMgsoyahEBg3rj3XjQ5GhnMpcBkguqx5vfyIgvFSpYklNiNKLEbsbyuEF19A9jf1oN97R4cOtGD7v5BeNqOAjGsC+fESZwYZx+jTgnNZQcCFwVOeLyBQN3dh+bOPpzweNHZO4DO3gHsOt4FAFBkCUVW/VA2PTA/3aJnt0NEREQ0HM+OppAkfDEF2/2KZcxyahIAm/c4ytxb036lz2wzalBdcwP6dPljBurDRz8MN/yCDANzmgirQYfTyu04rdyOQZ8fhzp6YWkuA9zjP3ci9WhlSUKhRY9Cix5zyuwAAsPrj7n7QkPej3X2oX/Qj6OdfTja2Qfg5FBb1bBsutOqhyqz7BsRERGl3qDPj7bufhRa9FP6ugzKp1CZe2tMwXZ55zsxHc/sbUtQy5IvG4ZsjxlU77o17ELLyOx3rBdkOPqBJktVZNQUmiEVnI2ut11TVtZPr1NQVWBGVUEgmx5cqK55aMj7sc4+tHd70dU3iK6+buxu6QYAKJIEZyibHvixGnQJaRMREREREAi2PV4fPP2DgZ/gbe8gPP2ntvcN+vHY24fx12+cOaXtY1A+hWIPomOb5j+RDFcqZMOQ7ViC6uFGZr9jvSDD0Q+UKKku6ydJEvLNGvLNGmaVBuZReQf9OO4+lUk/1tkXmK/uDgyD33oo8NwSuwGzSmyYVmSBXuVFKiIiIopuwOcPD7JHud0/GLkWzmg6erzj75RgDMqnUKxB9CH7IsxueWrKMlzJlC1DtmMJqkfeH579jvWCTCaNfqD0l271aDVVRoXDhAqHCUAgm97ZOxA25L21qz+QXe/sw8YPW1HvtGBmiRUVDhNkKXsWjSMiIqLRDfj86O4fRE+/L7BWjnfotncwLOD2xhFsK7IEs6bArFcDP1FuVxWYcM2ZtUl8Z9HFHJR7PB7cdNNNePLJJ+H1enHuuefi/vvvh9OZmJVoc8ER23x0aTEMJ7WfntIMV6Jk05DtiQTLw7PfsV6QyZTRD9koG6ZYRLOn4Bw0ORrT8r1JkoQ8k4Y8k4YZJYFsenf/IHYd68L2ZjdOeLzYdbwLu453waJXMaPYipklNjjMMaxgRxmB5xZERLnFO+gfGjI+bNi4N/J2tCovo1FladQge/htvSpDGucCv0lTx90nGWIOyr/1rW/hV7/6FS6//HIYjUY8+uij+OpXv4onnngime3LKvEMJ023DNdEZNOQ7ckEy2ZvGz4sPC+2CzIZMPohG2XDFIuxCElJ+7+xIItexcKqfJxemYeWrn5sb3Zj17EudPcP4u0DHXj7QAeKbQbMLLFiepEVBl3qLy7QxPHcgogo8wkh4PX5xwyyg7cHfLFX4w4G25axAm69Ak0ZP9hOdzEH5U888QQeeughXHrppQCAK664AkuXLsXg4CBUlaPgYxUMts/bc1dYnXIJQK9qj9g3ERmuVGUAs2nI9hHbfPSqdhgGO6MG1WPxaIUpn99Lo8uWKRbZRpIkFNkMKLIZcOa0Quxr82BHcxf2t3tCc9Bf2d2G2kIzZpXYUOkwQc6imui5gucWscvW0TxElL6EEPAO+oeGj/vQ0z84NHw8MuAe9McebGuKDJNegVkLBNVmvQqLpsKkV4YC8MDtbAi2YxVzj3f48GGsWLEidH/hwoXQ6XQ4evQoKisrk9K4bGYYdEcEZ4bBzoggYLIZrlRmALNpyHbdiU0wDHZGfWzk/+Pw7cOz39kw+iHbZNMUi2ymyjKmuayY5rLC0z+IXccDw9vbu73Y3RJYyd2sKZhRbMPMEisKpriMCU0czy1ik+2jeYhoagkh0D8YWCCtu38QPV5faP62xxu+zRdnsB0MssMy2sOCb7OmQlNZCnWkmINyv98PnS68TI2qqvD5fAlvVDabyiAg1RnAmOfQp/mQ7bH+z4JizX6n8/zeXJRNUyxyhVmv4vTKfCyoyENrdz92HA3MOfd4fdhysANbDnbAZdVjVokN04utMHJ4e1rjucX4Ut2XU/w4qoFSRQiBvoERc7aj3fb64gq29aocHliPEnDrFAbbExVzUC6EwLnnnhs2nKynpweXXHIJNO3UojvvvBNbje1cNVVBQDpkALNlyHa8K68DY2e/M2l+b7bLpikWuUaSJLisBrgaDPjItELsb/dg+1E39rd70NLVj5auVryyuxW1hRZUFZjgGCrPxiA9vfDcYmzp0JdTfDiqgaZSR48Xe1q6caC9B+6+AfT0++ATsQfbBlUOC7JNo8zfVhlsJ13MQfntt98ese0Tn/hEQhuTC6YqCEiXDGA2DNmO9f/ijfKrcMJUy6viGSSbpljkMkWWUOe0oM5pQY83sHr7jmNdaO3qx57Wbuxp7Q7ta9QpyDfpQkF6vkmDw6zBalBZci0FeG4xtnTpyyk2HNVAySaEQGt3P5paPNjT2o0Tnuj1tA06OTyLrQWCbdPw2wy208qkgnKK31QFAemUAZzokO10Gf4Vc335vMU8Kcow2TLFgk4xaSoWVOZjQWU+Wrv6set4IDjv6PGiq28QvQM+9Hb6cLSzL+x5iiwhz6SDw3QqUM8365Bv0jgcL4l4bjG2dOrLaWwc1UDJ4hcCzSf70DR0kbmrbzD0mCwBFfkm1DktKLRqoQXSVJn9VqaZ0NKmbW1t2L9/PyRJQnV1NQoKChLdrqw1VUFAumUA4x2ynU7Dvxi4Za9smWJB0TmtejitpxZ9G/D50eHx4kSPFx2eAXT0BG6f7BmAzy/Q3u1Fe3dk1sFqUJFv0rCj2Y2+AT/On1U0lW8jZ/DcIlK69eU0Oo5qoETy+QUOdfSgqaUbTa0e9A6cWmdDlSVUFZhQ77KgpsAMPadlZYW4gvIPPvgAX//61/GPf/wjbHtjYyMeeOABNDQ0JLRx2WiqgoBMDiTTbfgXA7fslg1TLCg2OkWGy2aAy2YI2+4XAl19gzjh8QYCdY8XHR4vOnoG0DvgQ1ffILr6BnHwRA8KrXoG5QnGc4vRZXJfnms4qoEmyzvox4F2D5paPdjX5oHX5w89pldl1BaaUeeyoNJh4giuLBRzUH7s2DE0NjbC6XTi3nvvxYwZMyCEwPbt2/HTn/4UZ555JrZt2waXy5XM9maFqQgCpjqQTNRQ83Qd/sXALbtxVfzcJksS7EYd7EYdamAOe6zX6wtl1PWqjLMb2MclEs8txsaLwpmDoxpoIvoGfNjb5kFTSzcOnOgJWxHdpClD66WYUZ5vgiJz3ZNsJgkR2xJ969atw4svvoh//OMfMBjCswy9vb34yEc+go997GNYv359Uho6UW63G3a7HZ2dnbDZbJM+3mNvH8KRjt4EtGxq5kxHGwbuHhFITrYdiRxqXt65BZduu3bc/X4/5ycpGf6VLvPciWjqLarOx5nTnAk5VqL7pkyVqHOLRH+eb+5tx2tN7ZM+TqLE0pdTaknCh6vfXjXuqIafL/ozzxtyXHf/IJpau9HU0o3DJ3sxPBKzG3Woc5pR77Kg2GaAxAVIp5zTqscXl1Yl5Fjx9E0xZ8pfeOEF3HLLLRGdJgAYjUbcfPPN+P73v592QXk6m4rSWONlACcbUCd6qHk6Df8aLQDnXDAiosTguUVsOJon/XFUA43lZI8Xe1q70dTiwTF3+EKjhRYtVEGk0KIxEM9RMQfle/fuxemnnz7q44sWLcLevXsT0ihKrNECyckG1MkYap4uw7/SaaE5IqJsxXOL2PGicPrjVDcKEkKgrTsYiHejfUTpshK7ITQ0Pc+kpaiVlE5iDsq7urrGTLtbrVZ0d3eP+jill0QE1MlYaTQdFrVJt4XmiIiyFc8tKNtwVEPuEkKgubMvFIi7R5QuK883oc5pRq3TAot+QgWwKIvF9RvR1dUVdYgZEBgzH+P0dEoDiQiokzHUPNXDv9J1oTkiomzFcwvKNhzVkDt8foHDHT3Y09qNva0e9HgjS5fVOS2oKTTDwNJlNIaYg3IhBKZPnz7m45wDkTkSEVAna6h5Kod/sc4oEdHU4bkFEWWaAZ8fB9p70NTajb1tHngHT5Uu04Kly5wWVBWwdBnFLuag/OWXX05mO2iKJSKgNgx0wA8ZMvxRH5/MUPNUDf9Kp4XmiIiyHc8tiCgT9A34sK/Ng6bWbhxo78HgiNJltU4z6p0Wli6jCYs5KG9sbExmO6Ly+Xy444478Mgjj+DYsWMoLS3FlVdeif/8z//klfNJmuzc7fr2l7By162jHj8RQ81TMfwrXRaaIyLKBak4tyAiioUnWLqs1YPDHT0YFofDZlBR57Kg3mlBsd0AmXEJTdKEVxn44IMP4POdmjehKApmz56dkEYFbdiwAQ888AB+8YtfYPbs2Xj77bfx5S9/GXa7HWvWrEnoa+WayczdHmve9aljyHi64a6MWxAtHRaaIyLKVVNxbkFENJqTPV40tQYy4s2d4aXLCsxaKBBn6TJKtJiD8ldffRVr167F5s2bAQBLly5FT09PaAEWSZLw3HPP4bzzzktY41577TV84hOfwMUXXwwAqK6uxm9+8xu89dZbCXuNXDbRudvjzbsGABl+9OnyE9reqZDqheaIiHJJKs4tiIiCgqXLAhnxbrR1h5cuK7YZUOcKzBHPZ+kySqKYg/L/+Z//wRVXXBG27eWXX0ZVVRWEEPjhD3+IBx54IKEd5/Lly/Hggw/iww8/xPTp0/HPf/4Tf//733HvvfeO+pz+/n709/eH7rvd7oS1JxtNZO52ts+7Zp1RIqKpMdFzC/b1RDRRQggcc/ehqcWDPa3d6OwdCD0mSUB5nnGohrgFFgNLl9HUiPk37e2338Z//Md/hG0rLy9HVVUVAOCKK64IZbQT5ZZbboHb7caMGTOgKAp8Ph/uuusuXH755aM+Z/369bjzzjsT2o5sF+/c7VyYd806o0REyTfRcwv29UQUD59f4MjJXuxp6cbe1m54hpUuU2QJVQ4T6lyB0mVGli6jFIg5KD98+DDsdnvo/i9+8QsUFxeH7jscDrS3tye0cY899hh+/etf49FHH8Xs2bOxdetWfPOb30RpaSlWr14d9Tm33nor1q5dG7rvdrtRUVGR0HblulyZd806o0REyTXRcwv29UQ0ngGfHwdP9KCpJVC6rH946TJFRk2hGXVOM6oKzNBUli6j1Io5KLdarWhqagp1ep/+9KfDHt+3bx9sNltCG3fzzTfjlltuwec+9zkAwGmnnYYDBw5g/fr1owbler0eer0+oe2gcJx3TUREiTDRcwv29UQUTf+AD/vaPdjTElm6zKhTUOcMzA8vdxihygzEKX3EHJQvWbIEv/zlL3HWWWdFffzhhx/GkiVLEtUuAEBPTw/kEX8wiqLA749eF5umDuddExHRZKXi3IKIsounfxB72zxoaunGoRGly6wGFXXOwIrpJXksXUbpK+agfO3atTjvvPNQUFCAm2++GS6XCwDQ0tKCDRs24JFHHsHzzz+f0MZdcskluOuuu1BZWYnZs2fj3Xffxb333ourrroqoa9DE8N510RENBmpOLcgoszX2TsQWDG9pRtHR5Quc5g11DstqHOa4bTqWbqMMkLMQfnZZ5+N+++/HzfccAPuvfde2Gw2SJKEzs5OqKqK++67D+eck9js6P33349vfetb+Nd//Ve0tLSgtLQUX/va1/Dtb387oa9DE8d510RENFGpOLcgoswjhMAJjxd7WrvR1OJBa3d/2ONFNn0oI55vZukyyjySCBYDjdGhQ4fwhz/8Abt37wYATJs2DZ/5zGfSdoEVt9sNu92Ozs7OhMx5f+ztQzjS0ZuAlhERUSZZVJ2PM6c5E3KsRPdNmW6y5xaJ/jzf3NuO15oSu3gtEcVHCIHj7v6hQLwbJ4eXLgNQlh8sXWaG1aBLXUMpqzitenxxaVVCjhVP3xR38b2KigrccMMNE24cUbqShI9D8YmIUoDnFkQEAP5g6bLWbuxt9aC7fzD0mCJLqHSYUOc0o7bQAqPGczTKHnEH5UTZqL79pSiL1rmwsfZGLlpHRERElCSDQ6XL9rR2Y1+rB33DSpfpFAk1BWbUuSyoZukyymIMyinn1be/hJU710Vst3hbsHLnOjw1Y8OUB+bM2hMRUTpgf0TR9A/6IARg0E3sd6F/0If9bT1oau3G/nYPBnzhpctqh0qXVeQboSoMxCn7MSinnCYJH87ae0/g9sjHEKi73rj3XjQ5GqfsJIRZeyIiSgfsj2g4d98A9rV6sLfNg8MdPVBkCVcsrYp5PnePdxB7Wz3Y09qNwyd64Ru2rJVFrwZWTHeZUWo3Qpa5YjrlFgbllNPK3FvDTjZGkgDYvMdR5t46JavMp2PWfiRmTYiIsl8m9EeUXEIItHb3Y+9QIN7aFb7iud8nsK/Ng7nleaMewx0sXdbqwdGTvRi+unS+SYd6lwV1TgtcLF1GOY5BOY0p3gAs0wI2s7ctoftNRjpm7Udi1oSIKPtlQn9EyeHzCxzu6MG+tkAg3tU3GPZ4qd2AWqcFnb0DeP9IJw539EYE5Sc8Xuxp6UZTazdaRgTyLqseda5A6TIHS5cRhcQdlOfn50e9kiVJEgwGA+rr63HllVfiy1/+ckIaSKkTbwCWiQGbRytM6H6TkW5Z+5GYNSGiZOG5RXpJ9/4oE/V4B9HdPwhFkiDLUuBfSYIsI7RNliTIEqY8Y9w/4MP+9h7sbevG/rYeeH2nFlpTZQlVBSbUFJpRU2iGSQuEDkc6ekNBuRACx7v60TQUiHf0hJcuK80zom5ojrjNyNJlRNHEHZR/+9vfxl133YWLLroIixcvBgC89dZbePbZZ3Hddddh3759+PrXv47BwUFcc801CW8wTY14A7BMCtjCsvk6B7o0FyzelohsABDIBnRpRThim5/0dqVT1n4kZk2IKJl4bpFe0rk/ykSe/kH84vX9YYuZjUWWAuW/5KHAPXAbp4L5ofthAf6IbVGfN2Kb3y9w8EQPjpzshX9Y04ILrdUWmlHpMEVdaK3IrocqS+gd8OH//r4PPV5f6DFFklDhMKLOZUHtsECeiEYX91/J3//+d3z3u9/FtddeG7b9f//3f/H888/j8ccfx9y5c/HDH/6QHWeGijcAy6SALVo2v1e1AQi0c3j7g/3Tptq1U9LudMraj8SsCRElE88t0ks690eZ6MPjXRjwCSiyBE2R4RMCfr+AX4iwYDjILwLztYHYgvhEcJg01DjNqHOaUWwzjJutV2UZpXlGHDzRgx6vDzpFQnVBIBteXWiCXuUFeqJ4xB2UP/fcc9iwYUPE9nPPPRc33ngjAODjH/84brnllsm3jlIi3gAsUwK20bL5hkE3AKBPtcM42Bna3qUVYVPt2inL8B+xzU+brP1IzJoQUTLx3CK9pHN/lIl2t3QDAD5SX4j5FXlhj4mhwNwvBHxDgXrgX8DvF8MCeJx6fGhb4F+EbRv5PJ8If+7w5wkh4LIZUOs0I98U//zuxulO7Gh2o8RuGDWjTkSxiTsodzgc+Mtf/oIbbrghbPtf/vIXOBwOAIDH44HVak1MC2nKxRuAZULAFks2f0DS4+nZP4ZpoCMli9QJScHG2huxcue6lGftR2LWhIiSiecW6SWd+6NM4+4bQHNnHwCg3mWJeFySJCgSoEDCBEt+p4zDrGFFPft9okSIOyj/1re+ha9//et4+eWXQ/O+Nm/ejL/+9a/4yU9+AgB44YUX0NjYmNiW0pSJNwDLhIAtpmz+QAuEpGCX84Kpa9gIewrOwVMzNkRZMG9qs/YjMWtCRMnEc4v0k679UabZfTyQJS/LM8Ki59xqIoou7m+Ha665BrNmzcKPfvQj/PGPfwQANDQ0YNOmTVi+fDkAhIaaUWaKNwDLhIAtE7L5QXsKzkGTozGtSssxa0JEycRzi/SUjv1Rphjw+aHKEj483gUAmF4UmSUnIgqa0CW7FStWYMWKFYluC6WJeAOwTAjYMiGbP5yQlLRbMI1ZEyJKJp5bpKd07I/SlV8I7GvzYOvBkzh8shdzSm1o6eqHhOhD14mIgiYUlPt8PvzpT3/Cjh07AACzZ8/GqlWroCi8cpot4g3A0j1gy4RsfiZg1oSIkoXnFpRpfH6Btu5+HOvswzF3Hw539KK7fzD0+LajgYVkyx1GlgUjojHF/Q2xZ88efPzjH8eRI0fQ0NAAAFi/fj0qKirw9NNPo66uLuGNzDZGTUHvsHqO6SreACydA7ZMyOZnCmZNiCjReG5B6U4Iga7+QRzv7EOzuw/HOvvQ0tUP34iaZgZVxpwyO3Ye6woF6NNdXKCQKBNIwoei9s3A+5sBSxFQtRyQpyY2iDsoX7NmDerq6vDGG2+EVkRtb2/HF7/4RaxZswZPP/10whuZbawGFd5Bf8QXeTqKNwBL54At3bP5RES5iucWlG68g360dPWFsuDHOvvgiZJQ0asyiu0GFNsMKLYbUJZnhE6RIcsS3tp3ArLEoetEmaC+/aVTMcLmoY22UuDCDcCsVUl//biD8k2bNoV1mgBQUFCAu+++m3PBYiRBgs2goqNnINVNyTnpnM0nIspVPLegVBJC4ITHGwq+j7n70N7txcjUiSwBhRZ9KAAvthuQZ9RBkiInxs0ts2NPSzeqCkwwZFqtM6IcU9/+ElbuXBf5gLsZeOxLwGW/THpgHndQrtfr0dXVFbG9u7sbmqYlpFG5IM+kMShPkXTO5hMR5SKeW9BU6vEOhgXgxzv74fX5I/az6FWUDMuCu6x6qIoc02uY9SquWFqV6KYTUYJJwoez9t4TuB3x6NCk12dvAWZcnNSh7HEH5StXrsRXv/pV/OxnPwvVEn3zzTdx7bXXYtWq5Kf2s4XdqEt1EyjFJOFjxp6ICDy3oOQZ9PvR1hXIgjd39uK4ux+dvZFJEZ0iwWU1hA1FZ11xouxX5t4aNq01kgDcR4ADrwE1ZyatHXF/2/zwhz/E6tWrsWzZMuh0gcBycHAQq1atwn//938nvIHZym5iUJ7LwuatDOnSXNhYeyPnthNRzuG5RWx4MXdsQgi4+wbD5oG3dvXDJyLX8HGYtVPD0G0GFJg1yHK0+ixElM3M3rbYduw+ntR2xB2U5+Xl4c9//jN2796NnTt3AgBmzpyJ+vr6hDcumzFTnrtGm7di8bZg5c51eGrGBgbmRJRTeG4xPl7MjdQ/6MNxd39YEN47ELkYm1GnhGXAi2x66FVezCAiwKMVxrajpSip7ZjwuJxp06Zh2rRpiWxLTsljUJ71omU0AIw6b0VCYOZK49570eRoZPaDiHIOzy2i48XcU4QQ+PB4N94+cAJt3d6Ix2UJgWHowxZjsxnUqIuxEREdsc1Hl+aCxdsSZU45AEiBVdirlie1HTEF5WvXro35gPfee++EG5MJ5AR9qduNOkgSEGVEFWWB0TIa7xd9csx5KxIAm/c4ytxbuRgdEWU1nlvEZqxFiHLpYm53/yC2N7ux/ag7bE64zaCGsuAldiMKrRpUObbF2IiIhKRgY+2NWLlzXXBZt2GG7l14d9LrlccUlL/77rsxHSwXrkLqlMS8R1WRYdGr6OobTMjxKH2MldFYdujBmI4R8/wWShuc60kUn0w8t0jU33k8xxlvEaJsvpjr8wvsb/fgg6Nu7G/zhEqUaYqMhVX5mF1qgzlNF2Njn0CUOfYUnIOnZmyISKgF6pTfnT51yl9++eVktyNjKAlcBMRu1CUkKOcX//im6jOKJaMRi5jnt1Ba4FxPovhl2rlFov7O4z1OrBdps+libofHiw+OurHjmBs93lNzxEvtBswutWNakQW6GEuTpQL7BKLMs6fgHDQ5GjF74AOcX4nAHPKq5UnPkAel5+XFNBYcEqVTJAz4xg6xDDoFfVEWHAmyG3U43NE7qfbwi398U/kZxZLRABBleMyp7V1aUWj+OaU/zvUkyn6J+jufyHFivUib6RdzB3x+7D7ejQ+OduJoZ19ou1GnYFaJDbNKbXCY079mPfsEoswlJAXHC84ATqua8tdmUB6n4PD15fWF2LSrdcx9Lfqxg/I80+Q6F37xj2+qP6N4MhUjA/PgJZ5NtWs50iFDcK4nUfZL1N/5RI8z3iJEsV7MFUIkfSqAEAJ+EagNPugTGPQLDPr8gX+HbvtCt0VgP7/ACY8Xu493w+vzAwh8HtWFZswutaG6wJzQUYrJxD6BiCaKQXmcSvOM6O4fxKwS25hBuSQBZr0adWXQoFjLohk1BYokobv/1FD3RH/xK7IEnz+7Vp1LRecYa6bi9Yqv4bTjT4zI3hdhU+3aSV8k4HSGqZPLcz2JckWi/s4nepyxFiEafjEXAMo7t0T97n9xx3EcaO/BeTNdqCowj/OOw/UP+PD63nZ4+n2hIHp4QD3oE0OBdiAQn8yZhN2ow6xSG2YV22AxZN4pKvsEIpqozPvGS7EZxVaU5xth0CnQ62T0D/ij7qdTZGjq2POdYgnKC616rJpbipd3tYQF5Yn+4s836ca8gJCJUtE5xprReKviy3ir4ssJD545nWFq5eJcT6Jck6i/88kcJ7gI0cIdG1AqnQhtD17MBYCr314V9bt/u/0s7Gh2wy+AP289imV1BVhUlR9z1vz9o5345+HOmPYdSZWlwI8iQ5ElqMrQfVkOu63Xyah3WlCeb0yrhf3ilUt9AhMARInFoDxOkiTBaggE0zaDDq0D/VH3M+iU0Pzz0jwD3L2DYUE1AJj14395rZpXCrtRB5MWvm+iv/jtJg2dvQPjzpPPJKnoHGPNaAQ7rkReKed0hqmXK3M9iXJZov7OJ3ucPQXn4Bv9ZVgs78QK1yCKy6txxDYfdSc2jfnd31r2HfhFPWQJ8AvgtaZ2HHf34fxZRdCr45+HHD4RWPsmmJQYGVAroduB4Dt4W5GljA6wJyJX+gQmAIgSL32XrswAtjEy3QZdoGOyGXWwGXQ4d6YrYh+jbuzOUKdIsA0N3zJp4ddPEv3Fb9YUGLXsukaTqs4xmNHo1sL/z7u0oqQFxuMN1QcCQ/UlMfoaBxS/4MiI0S5lCQBuLtxHlFn8PliPvYGG1udQ3rkFR62nxfx3Lgkfyju3hJ47/Ds3Ed8Xfsh4wz8Lf/EvD13UHe+7f1Xz/ZDhR0OxFefOcEGRJDS1evDbzYfQ3h09sRDk8wsc7QwE5adX5mN2qR0NxVbUOS2oKjCjLN+IYpsBhRY98kwaLHo1kJRQ5JwLyIHc6BOCCQDLiJGIwYtA9e0vpahlRJktu6KwKWYbY76TQVWgKhJK7QYUWPSodVowq9SG7UfdoX3UoSHu3sHoQ+DtJi3UqZlGZNVjGSbdHccXv1FTYNIUuHsHYto/EyRqcZyJCJZVmKqhXZzHlhrxjowgojS3/Ung2XWY5T6KWUObujQXdjovwKIjvxrz77zuxKYxs4eT/b4Q4lSo1+YJTDeL5bu/0N+KxfJOWPPOxqxSGwotejz9fjNO9gzgkTcPosRuQG2hGbVOC/JNurBg+ri7DwM+AYNORqEl/Vc+T7Vs7xO4kB1R8jBTPgljZ8oV6JTAPKmGYisAoHG6E9YRgfzIYenD5Zt0o+4X/OIHImtfB++/2XBzzF+KZk0dsy2ZKJbPKJmdo5AUHLYvxC7nBThsX5jUDiqX5rGlm1SMjCCiJNj+JPDYlwD30bDNFm8LFh35Fd4uu2LUv3MAY2YPlxz8KRpan0OfasdTDesn9H3hGxaUn/B48eetR3Di2MGY3poLJ1GebwQAFNsN+PziClQXmAAAzZ19+EdTO371xgH84vUDeGV3Kw539MDvF6GyreV5ppzMfE9ENvcJwYtAo/0mDE8AEFF8mCmfBJth/OHrQlFCC7oZdArOanDirX0dof2MOgUnEchOVxeasL+tJ/RY/rCSaeYoQ8uDX/yRV+YDC7/0Vl0IxFgH3aQpEUPks8F4n1Emd47D5co8tnQ11SMjiCjB/D7g2XWIvIR7KgPY0Po8fr7wCZR2vR/2dw4EFlkL7hvtucsPPRja1qW5sLHmBvTp8uP6vhAjmra/vQcvyzK+FkMCu0srQI1x+IV+FZ+YX4buvkHsbevG3jYPDp/oRWfvAN49eBLvHjwJgypDHipFFgzoKTbZ2icwAUCUPNkXhU0hm3GM4eu6wPD1kVeWS/OMAIYF5cOy0zOKbWjt6oenPzAHLW9Yptw4ShZ7+Bf/UucAdnpM+ECdDSEpmGnQ4Qgig3KbUYdKhwkuqx4v7WwJHd8cQ6ZclSUMZljptGztHIdL5VB9CgiOjCCiDHTgtYgM+XDBDGBp1/sRf+flnVvGHUI+nMXbgpW7bsX3LLfhWNn5qLVb4O4bgFUfOQ9bCIGXdrXA5xc4s94Z2v75xRU40N6DA63zcLTfgWKcQLRS3n4BHEMBWvIXRG2bxaBibnke5pbnwTvox4ETHuxr9WBfmwd9w6bWMSiPXzb2CUwAECUPg/JJGD9TLkMZMUHApKlhpdKC2WlJAqoLzNh+1A1PfyBbPl6mPCj4xe9YWovzNAX17T1o7uyFzaDDjuZTc9jPnFaIaS4r7EPBvhACG3e1wi8EzJo6auA/XKFVj2OdfePuB6RXuYxs7ByHy/Z5bERESdV9PKbdomUA480KSgD8AL7c9b8494M5WFbnwku7WnB6ZR7OnOYM27ejZwDbjriHnnfqm91p0cNlNeCMagf+cexmfKbpVvgRPicxeP38zoErUJpvHbddmipjmsuKaS4r/H6B5s4+7Gv3wKwpKLDo43qPlJ2YACBKHgblk2DQKah0mHDwRE/EYyZNhV+IsE40KG/YELLgCuxFNgOMmoICixY63vCg3KCTIUsS/CPHr41ojyRJqCk0o6bQjM6eU4u2yZKEBZX5UIZdSpckCSZNQXf/4NBCb+P/OrhiDMpZLmPq5cpQfSKihLMUxbRbtAzgRLKCMoBSqR3z/Nvx6p5Av/zOwZOoLbSgbFhWel+bJ3R7e3MwOEdYRv1w8Xl4SidHfPe3y4X4z/4v4jn/Ynw5zky3LEsoyzeGtYWICQCi5GFQPkmNDU78+o2DEcFygUXDyZ4ByFEWRqlxmkO3g9npqqEFVwqHrkZXF5rCMtfDA+hoNFUOC7gBQBp2ydxmVCMeBwKruvcN+GDQKbAZVeSZdDjZM/oK7C6rAUDnqI8DrJedSpMZqp9OIxuIiKZU1XLAVgq4mxFtXrkA0KVzQRI+NLQ+F/YdOV72cCwunMSA79TrvbDjOC5fUgmdImNfmwevNUVm4eUofXm07/59prl4+bWDsGnymAvTEsWDCQCi5GBQPkmFFj3mltux9dDJ0DZZkuAwaejqG4Q2cvw6gDqnJXTbYQ5kw2sKA4F6gUWDJAEr6iOvvBvHCMr1auTrKMMuCARfZySLXkWvNzCHvcRuhFmvjhmUF1i0MTP2LJeRehMZqs+RDbmLF2OIAMgKcOGGwOrrod4qQGBokbXBXnzmg+tC24d/R46WPRxPC/IAAIurHdje7EZn7wBea2pHdYEJT7/XDL8AprssOH9WEf7wzmEcd/dHnTsORH736wBctbwaisJV0ymxcmGtHqKpxpJoCbCsrgAG3akvonyzDqoiQyfLUYPl4aocJhRYNBTbDAACwfOMYutQRjqcWT/6l51eF/nY8Cz98KHww5k0Na5V11VZgsM8+hV3lsvIPMGRDaOV8qlvfylFLaNkq29/CVe/vQqXbrsWH//wP3Hptmtx9dur+H9OuWnWKuCyXwK2krDNblghAbD4u8K2D/+ODGYPTyjhF9RHm3DmF8BRUYC3xQwYdDIWVuXj3JmBElpbD53EX95rhk8I1DnN+NjsYqiKjI/PKYHNoKLSYYr5Lel1ClSZp3qUeFNZ9pUoF/CbOgEMOgXL6gpC94ND0FVFClvULRpZlnD+rKLQ/DC9qqBxuivqvtGCZ5teQp3nXUw7/iyw79VAWZfQsU/tN1qm3KwpYwb7ESTAGeWCQeh4LJeRUcYb2QAERjZIwgfKLrwYQxTFrFUY+Lf3cJttPdZ4r8fnvbehHxoEEJGhHvkd+XjP6TjDcx8+5/1PfHPwevyt6GoAkYG5H4HFXTdWr8W/LKrCZYsqoKkyqgvMmFViAwD4/AI1hWZcNKckNPXMZtRh9fJqrJxbmrS3T0REqcHh6wkyt8yO9490oq2rHwVDAXAsQTkQGDY+3GiroJuGtquyhDqXBYt6/g7nP74NKVjG5V0E5sRduAGYtSps+Hr+aEG5Xo0YEq+pMuqcZuxoDs8KzC61QYIEp1WPHc2Rx1JkCT1TUC6jLN+II6PUX9dUGUtqHBj0C7ze1D7h18gVwZENoxk+siGbV6/PNZxmQjS6//zzDvyupQpAFZbK2+FC+6hj0oPfkfvfeREbT9YCkPG+ehre8PqwudMIT8N0NO79/2AfaA09p3to7u3xgnNQPOJ4H51eiO7+QVj0Ks6e4YxYCybaOjVERJT5GJQniCxLOGu6E3/YchiF1qFMuSxDk0Qgg919PLC6a9XywNy1CSixG3HODB0aiq0w7H4aeOYaRFyDdzcH5sRd9kvIMy4JbXaMMnzdrFdg1of/GuSZdLhwTgnK803YuKsFAz4Bq0HFmdOc6O4fhMsaXhql1mnG3lYP8k06COsy9DUVQ997LGnlMk6vzIfPL6KuAj+9yIpF1Q6c7PEyKI8BRzbkJl6MIRrdBXOK8OQ/jyLPpIOr62RMz/G7jwGoxYKKPMyvyMMjbx7AkZO9+FPxQjxZ9gi6P3wVLpzE7Ibp6C1ZPOrFLr2q4FMLyhL3ZoiIKCMwKE+gCocJ9S4LCs2BoNXc9DTUF28DgplsICyTHa9619ACcX4f8Ow6RJ+tNrTMzLO3QJ5xMSQJmF1qHyP7rsKohWfK84yBAH5OmR0ldgP++n4zltUVwqCT4fECzmFBucumx9kzXNjbug8Osx6FFg3Hlt+Bqr9dG6VcRiAHN5lyGTpFQlWBCe6+gahB+exS29B+nJkRi1hHLExmZAOlH16MIRrdOTOK8KMvLMBv3jqIll15MT3HUliG5dYCLKrKhyRJWFZbgFd2t+Hve9pQbDPgoH8WFlbmo6aU36VERBSJkUuCNTY4YTOqwPYnof3xy+EBOXAqk739yYm/yIHXIo8bRgDuI8CB1+Awa2ic7hx1T7NehVmLzJQHFVj0+MKSKtS7LJAkCaoswaBTYDWoKLYbsHJuaWgxu3yzDtWFZoiZq/D8nB+gWwufGz9oLsHri+7DPue58b/nIRUOE3SKjIYia8QwvgKLhtK8wFSAsaYNxDKlIFcES/mMthiRAOCe5MgGSj+8GEM0NotehVmv4i3/DBwVDvhH+ZIUAHoUG06vsGFxlT20Psy8ijwU2fTwDvpx8EQPAKDCwZrfREQUHaOTBLMZdJCEH3h2HaRRM9kAnr0lbFG2uHQfj3m/C+cUjxmEmjUlNFc9yD6inunwOW3B2+fPKsJnF1XAbtSF5q4XmPVwWfXIM+rQUXkhfrboSWxc+nPgX34GrH4KJ655G4svWo3Ll1SiLH9iJyfBcnJmvRpxghNcIAcIZMqj1WVXZQkl9tEXqgMQtpJ+thOSgo21NwZuj3xs6N/JjGyg9MSLMUTjyzPq4IeMOwe+BCCwQNtIEgCTz43PfHBdWOUCWZJw3syi0OJwsoTQRWMiIqKRGJQnQxyZ7AmxFMW8X7TSasOpihyWGQcQcT9s/6El3asKzJCHzjaCwa/DrEGSJOSbNeSZNAhJQXfpMuC0zwA1Z6IozwxVkVFg0ePSheU4f1ZRXAGwJAXmrwc1FFtDt2VJwsxhQTkQfQi7w6LBahj9/UkSUGTTj/p4NgqW8hk5sqFLK8JTMzawTnkW4sUYovHlmTR8Yn4pDrjOxa26m9Gr2Mbcf2TlgkKLHgur8gEAxXYDp1UREdGoOKc8GeLIZE9I1fLA3HR3M6LPK5cCj1ctj+lwI4PUvFEWhQMQNfssSRJ0ihRWdi1/KLBXo+wffM6cMjtqnWZs2tWKnce6ou4nSxL8IvAeS+3GsLJw9S4LXtrRgkG/QHWhKWLBOk2V0TcQPhrBadGPWQLOZtDBmEOZ8qA9BeegydGIMvdWmL1t8GiFOGKbz6AsiwUvxpy1956wRd+6hlaG5sUYIqC6wIzqAjMk8S/wv/0LCJ97tIXYo1YuWFJTAJtBN+HRYURElBsYlCdDHJnsCZGVwGJxj30Jp04DgoZOFy68e0KrvOsUCRb96L8WowXZDrM+LGAPBvaKPHZmwKSpuOi0EswqteGlnS042TMQ9visUhsOnehBZ+8A6lzmsMf0qoJapwUfHu/C7FJ7xLGjDdsvtOqhG6NNTqs+NAIglSQJEKONLU4SISlcaTvH8GIMUWzGq1gQNLJygSIHLkATERGNhWOpkiGYyR7rerqtLOZMdlSzVgGX/RKwlYRvt5UGtk9gdXfg1MrroxktYB1ZJm28TPlIVQVmXLG0CotrHGHBfYndgBX1gcWmagstEc9rKLbCrFdQW2iOeEwfZajgeJlyp1UfVt89VRyj1JUnSrTgxZhdzgtw2L6QATlRFPFWImDlAiIiigcz5cmQxEx2mFmrgBkXB+amJ6AOOgDYDfKE6qo7RwTlpzLlsQe4qiJjRX0hGoqteGlHC46c7IXLpofLasD+dg/yowSqNYVmzK/Ij3qxQK+LEpRb9XD3BrLxBp0SObzdqkePdzDieVPNZTWgvdub6mYQERHir0TAygVERBQPBuXJEsxkP7suSp3yuyecyY4gK0DNmYk51vYnMffpfwc8zae2xVhX3TVicTRNlWHWKzFnyocrtOhx6aJybDviDtV8P29m9KH+iizhjOr8qI/VOS3Y2+oJ3bcaVBh0CnxDtW2W1Drw6odtoTnrQCAoPzRUvmbk6wAIPTfZXDY9dh2TwtpGRPGRhI9D8ykhghULLN6WUcfAAYFL8F2sXEBERHFiUJ5MSchkJ832J4HHvgRl5MJxwbrq4wyJL7RErlieZ9LiypQPJ0kSTis/NQ9vrONIoww3byi24tXdbaFseDB7b9IUyJIEp0WPOWU2vHe4E0Agc24z6KK+llGnIM+kw+GO3gm9n3hZ9CosBjWU1Sei+NS3vxRlETsXNtbeyEXsKG7BigUrd66DQPTJaaxcQEREE8U55ckWzGQPlQVLy4Dc7wtk9CGinGjEVlc9WqmXfJMGVUnd/GydImNO2akSNsGWSJIEs16BLEtYXlcYGuYeHIIfnFNeZDNgSa0DhVY9DDoZ1VHmrSeLUafAauA1M6KJqG9/CSt3roNlxMJcI0tWEcVjtPKRQSwjSUREE8WzfoqvrnocQ+XzTLpxV19PtnkVeXjnwMmIYeBmvQpFkmDUFCypceCVD9tCQXkw817nNGNJbQEGfQLHOvtQVWDC33cnpl1mvQK9quCEJ/q8cZOmwGZQcSQxL0eUMyThw1l77wncHvkYIktWEcUjrGJBfwtMAx3o1eWjW+/i9AgiIpowBuWUtLrq+SYd+gb8E2hQ4tgMOtQ6zdjT0h223aJXERylPr8iH+8f7oRzaAh+cPj6qSA9sGicy2qARa+iu3/yC8EtrHKgtasvFJRrqgzv4KnPyqxXYRtRP56Ixjde6aqRJauI4pUp5SO5pgIRUeZgUE5Jq6ueZ9LQ2tU/gQYl1vyKvKhBeTAjrsgSPjLNCbtRN3Q/sI/LZgAAyJIEvRo4kakqMOGDo24AgYsOHT3xz/k26xXMLbfj3YMCQBdUWcLKuSV44t0jECLQHr0qw8qgnChusZaiYskqymZcU4GIKLNwTjklra663aiDLoVzyoMqHCYUjijZZtarYQu61bssKLQEFoKTh+acW/SBa1YSTpVXC84rd9n0+MyiCuSZ4g+cF1U7oFNkFAy9Xp3LgqoCM2YUB+a/G3UKJEninHKiCYi1FBVLVlG24poKRESZh0E5naqrDiD6LExMqK66TpFDK56n2vzyvLD7Zr2CkYusBzPnsiSF1V2XpEDmGgAqHSbIkoSaAjMsehWfPr08ruDZolcxtyywqnyxzYB8kw4zSwLBeJ0zEPAbtcDnrKn88ySKV7B01WjFBAUAN0tWUZYab00FILCmgiRGX7iViIimHs/6KSBYV91WEr7dVjpuObSx5KdJUD6r1AaH+VRbhg9fH0mRJRTbjKH7khQolwYE/i2261EzFEDbjTr8y+nlMOtju2CxqDof6tD4eLNexeVLq1DlMAEASvOMQ9uVUDuIKD7B0lUAIgJzlqyibBdcU2GMcW+hNRWIiCh9cHwsnZKEuurpElgqsoSltQWh++ZhC72NJEsS6l2WsPv6YVnrmSU2FA/NNweAfLOGTy0oxx+2HA7VRAeAErsB04utONHtxftHOmHRqzit7FTtdSC8lJxZr8Ju1MGoU0OvS0TxC5auipxTW4RNtWs5p5ayFtdUICLKTAzKKVywrnoWCg4LBwKZ8pFl0oIKrdqI4esILfQGAHNK7RFZdqdVj0+fXoaXdragtjAwP9w+NN98T0sX3j/SGZYlH01pnhGmoXamyfUMoowUVrqKq09TjuCaCkREmYlBOeUkg07BoC96uTaX1RB2X5YAg+5UMC2PEi0X2Qz4/OLKqNujZcmjKcszon8wkG1Pl1EGRJkqU0pXUfrLlPJiwTUVLKMMYRcIjBjhmgpEROmFQTnlrPGy1qdIYZnyeFkNOpzV4Izp9UryDGhxB8rIjRb8J4IqSxj0j7YUFhERBWVSebHgmgord66DQPhib1xTgYgofXGhN6JxjMyUT8S0ImtM+xWYtdCCdEoS55TXOi3j70RElOMysbxYcE2Fbs0Vtr1LK8JTMzak3YUEIiJippxoXIGSaFOTVZAkCUW2wHz2ZC701lBsxYfHuxJyrFqnGQfbe5h5J6KsMl55MYFAebEmR2PaZZ65pgIRUWZJ+0x5dXU1JEmK+LnuuutS3TTKEaosTWnN8FC99DFeUpEl2Iw6lOUbMaPYijOqHZgzxpz18nxj2P2yPCNsRt2k21piN+AT88twzUdrcVaDM2yBPCKiTJbp5cWCayrscl6Aw/aFDMiJiNJY2mfKN2/eDJ/vVJmpbdu24fzzz8ell16awlZRLgnWKJ9qqiyjodgKi16FxaDCZlBh0etgNagwaUrECvAtXX3YdqQz4jh5Jh1WzS/FI28chLt3ALIkwaCTUekwRd1/PPkmHTp6BgAAc8vzAAQ+owWV+VhQmY8Wdx8+OOrGzmNdYSXiiIgyCcuLERHRVEn7oNzpdIbdv/vuu1FXV4fGxsYUtYhyzfBSalNJkSV8/LSSmPfPN2mQJGB4pTdZknDhnGLoVQW1hWZsPXQSBp0MSZJQVRB/UC5LEj4+twS/efMQ9DoZ04si56a7bAa4bAacOa0QTa0ebDvSiUMdPRilAh0RUVpieTEiIpoqaR+UD+f1evHII49g7dq1EVnCoP7+fvT394fuu93uqWoeZSljijLl8dIpMix6FV19g6Fti2scKLEHhq7XDAXlwTrolQ4TNFWGdzB6abhoXDY9XFYDGoqtMOuVMVeUV5VApr+h2IrO3gFsP+rG9mY33L0DE3yHREQBU9HXs7wYUXSZUiKQKJNkVFD+pz/9CSdPnsSVV1456j7r16/HnXfeOXWNoqyXKUE5AOSZtFBQXppnwJIaR+ix8nwjNFWGUQv82Rt0Cj65oAyPbzkMX4yLtFXkmwAEgv14Voe3G3VYVleApbUOHDrRi21HO9HU0s3F4YhoQqair2d5MaJImVQikCiTpP1Cb8P97Gc/w0UXXYTS0tJR97n11lvR2dkZ+jl06NAUtpCy0WTLoU2lfJMOdqMOZ04rxCfml4XVOleVwDzy4RcZyvKMcV10CC4Y5zBrsJviXyhOkiRUFpjw8dNKcM1Ha3H2DBdcNi4OR0Txmaq+PpXlxSThQ3nnFjS0Pofyzi2QBNfooNTKxBKBRJkiYzLlBw4cwIsvvog//vGPY+6n1+uh1/MknxJntKkS6WhpbQHOmeEatc01hWa0dvWHbVOV2N6fIksozTOOv2OMDDoF8yvyML8ij4vDEVFcprKvDysv1t8C00AHenX56FPtkIQvKZlyZiMp3WRyiUCiTJAxQflDDz0El8uFiy++ONVNIUpbZv3Yf9K1TjO6+wfDto2cF27WK/D0RwbGRTZ90krDjVwc7oOjnTh4govDEVF6EJICw2Anzjzwo6QHysFs5EjBbGSyM/RE0QRLBI5meInAw/aFU9cwoiyREeNy/X4/HnroIaxevRqqmjHXEYjSjklTUVtoDtumGzbEvd5lwacWlEOVI7PnwfnkyRRcHO7Tp5fjqo/UYGltQULqqRMRTcZUDdsdLxsJBLKRHMpOU40lAomSKyOC8hdffBEHDx7EVVddleqmEGU8l80Qdj+YKddUGWc1OOG06tHY4Ix4XvkUBOXD2QyBxeGuWlGNT8wvhZxB0wiIKHtMZaAczEaO9m03PBtJNJVYIpAouTIi7fyxj30MguNYiZJCNzSnfGmtA1ZDICs9tzwPh0704sPjXQAAVZZQmmcY9RjJJEkSap0WzK2wY+vBkylpAxHlGL8P5Sc3o6Lzbdj6jk3ZsF1mIyldsUQgUXJlRFBORMmjU2QUWjQsqMgP237eLBeOu/vQ2TuAYrthzJrkU2FZbQF2NnMhOCJKsu1P4vQ//RuWeE/G9bREBMrMRlK6YolAouTKiOHrRJQ8OkXGOTOLwsqnAYBeVXDx3BIosjTlQ9ejMegULKsrSHUziCibbX8SeOwKqHEG5EBiAuVgNnK0sYECgJvZSEqRVJYIJMp2zJQT5bjTyuwotkcfml5kM2BFfSGK0qSW+NwyO4519mHnMTdXZieixPL7gGf+HUDk3PGxJHLYLrORlO7CSgR62+DRCnHENp+/k0STxKCcKMeNFpAHLazKh9+fHhGwLEu4cE4xFlTmYdOHrTjS0ZvqJhFRtjjwGtDVHNdTkhEoB7ORkXXKi7Cpdi2zkRlIEr6sCmKFpLDsGVGCMSgnonGNHNqeakU2Ay5bVIE9LV34++42dPQMJPX1CiwaFFlCi7s/qa9DRCnUfTzupyQrUGY2MnvUt78U5QJL4uvbE1FmY1BORBmr3mVFTaEF7x0+iTf3nUCvNzmLwJ3d4EJ5vhE7j3XhH3va0NU3mJTXIaIUshTFvOsb5VfjUN4ZoSHr5Z1bEh48MxuZ+YL17UcK1rfnPGwiCmJQTkQZTZElLKjMx8wSG97adwJbD52EL4HD7etcFlQ4AgvdzSyxYZrLgncPncTm/SfQP+BP2OsQUYpVLQesJWMOYRcAurUivFF5DYSkJDwLmm3DnHPZePXtBQL17Zscjfw/JiIG5USUHQw6BR+d7sS88jz8fU9bqMb6ZCiyhDPrw1dUVhUZZ1Q7MKfUjjf2teP9w50JvQhARCkiK8BF3wceuyJikTXg1PzxjUPzxxOdBeUw5+xS5t46ZfXtiSjzsSQaEWUVu0mHi+eW4LNnVKBknEXsxjO33I58sxb1MaOm4OwGF65YWoVpRZZJvQ4RpYlZq4DLfoVBLS/ioV7VHgq0x8uCAoEsqCRim1ITDPAtI4K4YIBf3/5SnG+EUi3WuvWJqG9PRJmPmXIiykqleUZ8bnElPjweWAyusze+xeAMOgVLa8evi55v1rBybimOnuzFKx+2ormzb6JNJqJ0MGsV3tGW4uC7L6Ci820AEg7bT8dh+8LQMONEZkE5zDk7xVq3PhH17Yko8zEoJ6KsNr3IitpCM/45tBhcrPPAl9Q6YNDFfgIcvAiwv82Dfe0eHO7oRXt3P+upE2UiWcHhvDNwOO+MqA8nMguarsOcOb99co7Y5qNLc8HibYla9z6R9e2JKPMxKCeirKcqMhZWOTCrJLZ54PkmHeaV503otaoLzaguNAMAeryDONzRi8MdPTh0ohcnPN4JHZOI0kvMWVCdY9yV2dNxmDPnt0+ekBRsrL0RK3eui1ijIBn17YkoszEoJ6KcEZwHPr88D6/uaUNTS3fU/T4yzQklAbXZTZqK6UVWTC+yAgC6+wdDAfrhjh6cTHJ99ViV5RlR57Jge7MbbV2sxU40nliyoL2qHRfuvmPcwDbdhjmzjFfi7Ck4B0/N2BDlAkdy6tsTUeZiUE5EOSffrGHVvFIcOtGDV3e34bj71Dzw8nwj6l3JWbjNolcxo9iGGcU2AIC7bwCHT/TiUEcPDp3oSUn9c6tBxcp5JTBpKhZW5aOlqw/bj7qx61gXepJU950o08WSBTUOdkY8L1pgm07DnDm/PfH2FJyDJkcjpwIQ0ZgYlBNlC78POPAa0H0csBQFau7K7PTHUuEw4fOLK7DzWBf+sacN3f2DaJzunLLXtxl0mFWqw6zSQJDe2TMQCtAPd/Siuz+5QbpOkbBqXilM2qmuwGU1wNVgwJnTnNjf7sH2o27sa/PkfNk3SfhgP/4G0NfPvy8CMEYWVOeCTvTDMNg5amB77u670K9YQovHpcsw53Sd357phKTw8yKiMTEoJ8oG258Enl0HuI+e2mYrBS7cECjxQ6OSJAkzS2yY5rLgwIkeuGyTK6M2GXaTDnaTHXPK7ACAEx5v2HD3RGeuPza7eNT3q8gS6pwW1Dkt6PX6sOt4F3Y0u3EsB1eXjza/ln9f2S+Whc6iZUEl4cNnPrhu9OMCMPnc+MwH16FHzcMO10XY62jEUw3rcda+/5fSYc7pOL+diCgXMCgnynTbnwQe+xJO5VSGuJsD2y/7JQOHGKiKjDpnetUbd5g1OMwa5pbnQQiBdo8Xh0704FBHL4509KJvYOJB+pIaR2iu+3iMmoL5FXmYX5GH9u5+bG92Y2dzV9Iz+elgtPm1/PvKbvkHnsXVb48/HxyIzII2tD4X8+uYBk9i4dHfYOHR3wSOX3MD+nT5KRvmnG7z24mIcoWc6gYQ0ST4fYEM+ciAHDi17dlbAvtRRpMkCYUWPRZU5mPVvFJc21iLy5dU4qPTnah1mqGpsX+d1zrNWFY3fg32aAosepw5zYmrP1KDTy0ow4xiK3TK5BfFS0djza/l31cW2/4kpm26DpYRw7iD88Hr218a8+kTDVgt3has3HUrDIOd2OW8IKwu+lQJzm8fbbKKAOBmGS8iooRjppwokx14LXzIegQBuI8E9qs5c8qaRcknSRJcNgNcNgMWVuXD7xdo6erHoY4eHO7owdGTffAORtZkL7RouHBOMSRpcoG0LEuh8m99Az7saenG9qNuHDnZO6njppPx5tfy7ysLDbvQOdGFzsZbuG006bCQWjrNbyciyiUMyokyWffxxO5HGUuWJRTbDSi2G3BGtQM+v8Axdx8ODw13bz7ZC1WRsWpeGfRqYk+oDToFc8oCc+FP9nixvdmNHc1dcPemR8m3iYp53iz/vrLH0IXO0YLpWBY6GyuwHU86LKTGMl5ERFOPQTlRJrMUJXY/yhqKLKEsz4iyPCOWABj0+dE74IPVoEvq6+aZNCyvK8Sy2gIc7ujF9mY39rR0R83ap7uYhyHz7yt7xHiBZbwLNqMFtrFK9UJqLONFRDS1GJQTZbKq5YFVoN3NiD6vXAo8XrV8qltGaUZVZFiVqVtGRJIkVDhMqHCYcHaDPzC8vdmNwx09EBlSXW38Ycj8+8o6MV5gieWCTSiw7XwHK3fdAsOgO+aseTospMYyXkREU4cLvRFlMlkJlGUCEDlIcuj+hXeznjKllKbKmFVqw2cWluOqj9RgeV0B8k3JzdgnQnAYMhDtkhf/vrLS0IXOyBnlAfEudCYkBYfzzsCL9f8Rev6Y+8d5fCIiyg4Myoky3axVgbJMtpLw7bZSlmuitGMz6LCktgBXrqjBZ8+owGllduh16dsVBYchd2uu8Af495Wdhl3oHBlAT2ahs1F/jxJ0fCIiymwcvk6UDWatAmZcHFikqPt4YAhm1XJm8CitleYZUZpnxFkNTjS1erCj2Y0D7T3wp9n49uAw5HNMezDX3s+/r2w3axV2N/4YFf+4BcZBd2izBKBXtU/4sMPnade2b8LM1mdgGjwZepwLqRER5S4G5UTZQlZYlokykqrIaCi2oqHYipauPjz1z2Z0ptnK7UJS0Fm0FJjmTHVTaIoYBt0Rq6cbBjuxcuc6PDVjw4SC5+A87cP2hXi15htcSI2IiABw+DoREaURl9WALyypRFWBKdVNoVzl96Fq83cAjLpSBxr33gtJ+Cb1MsEAfZfzAhy2L2RATkSUwxiUExFRWjHoFHxyfhkWVeenuimUiw68Bn3PsZhqlcdCEj6Ud25BQ+tzKO/cMulgnoiIsg+HrxMRUdqRZQlnTnOiyGbAC9uPZ2Sdc8pQCapVDgD17S9F1Crv0lzYWHsj544TEVEIM+VERJS2phdZ8dkzKpCXASXUKEskqFZ5fftLWLlzHSzDAnIAsHhbsHLnOtS3vzThJhIRUXZhUE5ERGmt0KLH5xdXorqQ88xpClQtR7+peNSa4rHUEpeED2ftvSdwe+RjQ/8mYl46ERFlBwblRESU9oLzzBfXOFLy+rVOM+aUTrwcFmUQWcGBM74NYOK1ysvcW2H1tiRsXnq24nx7IqIAziknIqKMIEkSVtQXwmXV4/kpmmdebDfgzGmFKM9nlj6XdFRdiKdmbIgyHzy2WuKxzDePZ79sNJn59pLwsZwcEWUVBuVERJRRphVZ4TBr+Ms/j6KjJzn1zPNMOqyoL8T0ImtSjk/pb0/BOWhyNE4o+Btvvnm8+2Wb4Hz7kYLz7ceqA8/F84goG3H4OhERZZwCix6fW1yJWqc5occ1aQrOanDiS8uqGZDThGuJH7HNR5fmmtS89Gw1mfn2XDyPiLIVg3IiIspIBp2CVfNKsaTWAWm0ybsx0ikSFtc4cOWKaiyozIciT/KAlNOEpGBj7Y2B2yMfG/p3vHnp2Wqi8+25eB4RZTMG5URElLEkScLyukKsnFsKTY2/S5MlCXPK7LhyRQ1W1BdCr+ZekETJsafgHDw1YwO6NVfY9i6taMzh2dluovPtuXgeEWUzziknIqKMV++ywGGuxF/+eRQnPN6YnlPrNGNFfSEKLfokt45y1WTmpSdTKhdKm+h8ey6eR0TZjEE5ERFlBYdZw+cWV+C5D46jqaV71P2K7QZ8pL4QFQ6uqE7JF5yXni5SvVBacL69ZZSst0BgNMHI+fZcPI+IkkWRJVgNKqwGHUrthpS0gUE5ERFlDb2q4JK5JXhz3wm8sbcdYtiEXrsxuKK6BdJkJ6ETZaDJrHqeKMH59it3roNA+PzwsebbTzSYJyLS62RYDTrYDCpsBh2sBhU2oy4UiJs1JeXnBQzKiYgoq0iShKW1BXBZ9Xj2g2OQJQlLahyYW57HBdwoZ423UJpAYKG0Jkdj0oeyB+fbx1MHfqLBPBFlN0kCLHo1FGAHg+7hgXcmrBfDoJyIiLJSrdOCy5dUwaCTM6JDJkqm4EJpoxm+UNpUDLefyHz7iQTzRJTZdIoEiz4YYA9luYf9azGoWXHBnUE5ERFlLbtRl+omEKWFdFwobSLz7dN18TwimhijpgzLco/416jCpOVGuJob75KIiIgoh2XTQmnptngeEUUnSxLMegU246lAe3im22rQTaicaTZiUE5ERESU5bhQGhElmqbKofnbVr1u2OJpgeHmFk2FnAVDy6cCg3IiIiKiLMeF0ogoXiZNCVulPJjlDma9jRq/LxKFQTkRERFRGpKEL6Fzp7lQGhEFKbIUvmq5MXwBNatBhapwaPlUYVBORERElGbq21+KEjy7sLH2xkkFz1wojSg3aKocqMs9LNM9vFyYRa+mvDY3ncKgnIiIiCiN1Le/hJU710Vst3hbsHLnOjw1Y8OkAnMulEaU+TRVhs2oQ55RB7vx1HzuYOBt0PFCWyZhUE5ERESUJiThw1l77wncHvkYAvO/G/feiyZHI7PbRFnOrFdgN+pgN2qwG3XIM+lC/+ZKqbBcwf9NIiIiojRR5t4aNmR9JAmAzXscZe6tzHYTZThZkmAzqmEBdzAAtxtZLiyXMCgnIiIiShNmb1tC9yOi1NJUORRkh2W7jRqsBpYMowAG5URERERpwqMVJnQ/Iko+DjOnyeJvCREREVGaOGKbjy7NBYu3JWJOORCYU96lFeGIbf4Ut4wod3GYOSUbg3IiIiKiNCEkBRtrb8TKnesgEL7Ymxj6d1PtWi7yRillNagQAujuH0x1UxKGw8wplRiUExEREU0RSfjGrRG+p+AcPDVjQ5Q65UXYVLt2UuXQiCarutCEC2eX4G87j2P38e5UNycuHGZO6Yq/fURERERToL79pSiBtgsba2+MCLT3FJyDJkfjuAE80VSRJGBZbQEW1zggSRIcZi3VTYrAYeaUqRiUExERESVZfftLWLlzXcR2i7cFK3euw1MzNkQE5kJSWPaM0oJZr+CiOSWocJhC21IVlA8fZn4q8OYwc8psDMqJiIiIkkgSPpy1957A7ZGPITBXvHHvvWhyNDITTmmnPN+Ii04rgUUfHjYkMyjnMHPKNfytJiIiIkqiMvfWsCHrI0kAbN7jKHNvZWac0oYkAWdUO7CstiBq9tlh0iBJgBBRnjwODjMnCsegnIiIiCiJzN62hO5HlGwGnYIL5xSjptA86j6qIsNm0KGzdyDq49GGmecNBd4cZk4UjkE5ERERURJ5tMKE7keUTCV2Az4+twQ2g27cfcvyjUNDzTnMnGgy+NdCRERElERHbPPRpblg8bZEzCkHAnPKu7QiHLHNn+KWEYWbX5mHj05zQokxi33B7OIkt4goN3DCBhEREVESCUnBxtobA7dHPjb076batVzkjVJGU2WsnFuCsxtcMQfkRJQ4DMqJiIiIkmxPwTl4asYGdGuusO1dWlHUcmhEU8Vp1eMLiysxrcia6qYQ5SwOXyciIiKaAnsKzkGToxFl7q0we9vg0QpxxDafGXJKmTlldpzd4ISqME9HlEoMyomIiIimiJAUlj2jhJIkQKfI0BQZOkWCpirQVDnwo0hD/ypDjwW261UZJk1FaZ4x1c0nImRAUH7kyBGsW7cOzzzzDHp6elBfX4+HHnoIixYtSnXTiIiIiIjiNjyQDgbKuuBtJRA068Iek6AfCq6D908F3jIkifPAiTJZWgflHR0dWLFiBc4++2w888wzcDqd2L17N/Lz81PdNCIiIiKimFQVmHBWg+tUMM1AmoiGSeugfMOGDaioqMBDDz0U2lZTU5PCFhERERERxU6WJDROd8Jh1lLdFCJKU2m9qsOTTz6JRYsW4dJLL4XL5cKCBQvw05/+dMzn9Pf3w+12h/0QERFR9mBfT+lueFmxueV2FFj0KWwNEaW7tA7K9+7diwceeADTpk3Dc889h69//etYs2YNfvGLX4z6nPXr18Nut4d+KioqprDFRERElGzs63NXid2AWqc51c0YlUlT0NjgxOVLKiFJgEGnYFldQaqbRURpThJCiFQ3YjSapmHRokV47bXXQtvWrFmDzZs34/XXX4/6nP7+fvT394fuu91uVFRUoLOzEzabLeltJiIiGo/b7YbdbmffNEHJ7uvf3NuO15raJ30cSpyqAhPOqHagwmHCoRM9+MOWwylri6bKMGsKTHoVJk2BWVNh1BRY9CqmF1mhqYGc15+3HkGFw4TTK7kWElEuiqevT+s55SUlJZg1a1bYtpkzZ+Lxxx8f9Tl6vR56PYcIERERZSv29blBkoA6pwWLaxwoshlC20vzjNBUGd5Bf8JeS6+TQ8G1WQsE24EfFSa9MuwxJeaa3ivqC+EwcR45EY0vrYPyFStWYNeuXWHbPvzwQ1RVVaWoRURERESUTLIkYUaJFYuq8qPOxVZkCWV5Ruxr84x5nGCgPTy4NukUmPWR22INtONRyHnkRBSjtA7Kb7jhBixfvhzf+973cNlll+Gtt97Cgw8+iAcffDDVTSMiIiKiBNIpEmaX2rGwOh82g27MfWeV2qCpckRm26wPZLSTFWgTESVDWgflZ5xxBp544gnceuut+M53voOamhrcd999uPzyy1PdNCIiIiJKAL1OxrzyPCyozINJi+3UdHqRFdOLrEluGRHR1EjroBwAVq5ciZUrV6a6GUREREQUB1mSAhls/alsdnDouEWvwqRXYR66zaw2EeWytA/KiYiIiCh9DF993Dw0L9sybCXy4UG4JEnjH5CIKMcxKCciIiKiUdUUmnFGjSMQiGtqqOQXERElBr9ViYiIiLKYzajDwqqJ18ousRtQlmdEnkljQE5ElAT8ZiUiIiLKEBMZDX5GdT4W1zhg0CkTek2bceyV0ImIaHIYlBMRERFlCJMWX2BtNaiYVWKDQafgjOqJZcsZlBMRJReDciIiIqIMYR2nfvdIp1flh1Y2n1+RB6sh/uWEbBN4DhERxY5BOREREVGGsOhjD5A1VcZpZfbQfVWRsbS2IK7XU2UprtckIqL4MSgnIiIiyhDxZLo1RYZuRP3vWSU2OMxaXK/HsmZERMnFoJyIiIgoiqlaabzQEl+QPBmyLGFFfezZcs4nJyJKPgblRERERCPIkoSCKBnl4YG6nKAM8ryKPNhjCH4lCbDoJx8k17usKLEbYtrXFuccdiIiih+DciIiIqIRzHolagmx4aufl+QZUBxjcDtSeb4xdNtu1GF+Zd64z5EgwayfWFmzkVbUF8a0HzPlRETJx6CciIiIaASbQQd9lOHrw4PyUrsRs0ttEzp+eb4p7LXmlNqh1419WiZLgFmLffj6WIn8CocJn1lYjtOr8pFvGj3wjiWDT0REk8PlNImIiIhGsBrUqEGyaVhQXJJnQFmeEZt2tWLQL8Y8nqbK8A76Q/ed1lND460GFaoiY06pHVsOdIQ9z6gpcJg0HDnZC1mWYNarMGoKer2+cd/Dkpqx545XOEyocJjQON2JDo8Xe9s82N/mwZGTvfANvR+bkaeKRETJxkw5ERER0QhWgw56NZAVD84jN+gUVDoCGW5JCmTKDToF9S7LmMfSVDligTarQQdNlWHSlFN1xCvzIuapVzlMWDW/FIUWDbIkQVNlfHlFNZbUOMZciK7eZcFp5fZRHx8p36xhYVU+/mVhOb7WWIuVc0swu9TGTDkR0RRgUE5EREQ0gtWghoLeYGCab9KhusA8dFuDcWgo+6xxhrDbjTqMHEluUBWYNSVszrbNoMO0okCAb9ApWFLjQGODEwadgk+dXo68oWHmelXB8vpCfHlFNeZX5EGRw49uNag4f1bRxN740PGnFVnxsdnFYSMDiIgoOfhNS0RERDSC1aDiZO8AACDPpENrVz/yzRp0aiAAHr56eaXDhI/NLsJb+07gZM9AxLHyTDp0eLxh2wyaHBqKPtyiqnwU2Qw4rcwelgm36FWsmlcatq9JU3H2DBdOr8zH63vbsPNYFwDggtnFURepIyKi9MSgnIiIiGgEq0GH7v5BAICmBIaZO8waVDkQKJfmnVo9XZIkzC61Y2axDZv3n8BrTe1hx8o3aegYCtYlCXBa9dCrCix6FSZ9+KmYy2aAyxZ9RXezPvppm92kw4VzSrCwyoHj7j5UOExR9yMiovTE4etEREREI1gNamh+tyJLsBl1yDdp0CmBbcOD8iBZlrCktgANxdaw7XmmU8PXK/JNoSHwZr0KmyFx+RGnVY85ZbHPIyciovTAoJyIiIhoGL0uUKNcHQrAZVmC1aDCYdYgSYHbY5URO3emK2yBtHzTqZXWZ5fZUGAJ3DfrVVgNXEiNiCjXMSgnIiIiGia4UroylCmXJQl5Ri0UaFc6TJDGKAKuVxV8/LSS0AJseSYdJCmweFu904ICsx5AYJ54IjPlRESUmRiUExEREQ0TCsqHgmpFklDhMIbu141TAg0Aiu0GrKgvgF4nw6SpkCChodgCVZFDWXazPnz1dSIiyk28PEtEREQ0jG1oSHlwUTdZAsqGzSGvinEhtdMr8+EdFKH7s0sD872DdckdZo2rpBMRETPlRERERMMFA+WhmByaKocCaQBht8ciSRKW1RUAAFxWPYpGrKrOGuBERAQwKCciIiKKSpVlaKqMWaW2SR9rdtnkj0FERNmJQTkRERFRFLIcGIKeiIx2iT2yhBoRERHAoJyIiIgoKrOm4vSqvFQ3g4iIshwnMxERERFFYdbzNImIiJKPmXIiIiIiIiKiFGFQTkRERERERJQiDMqJiIiIiIiIUoRBOREREREREVGKMCgnIiIiIiIiShEG5UREREREREQpwqCciIiIiIiIKEUYlBMRERERERGlCINyIiIiIiIiohRhUE5ERERERESUIgzKiYiIiIiIiFKEQTkRERERERFRijAoJyIiIiIiIkoRBuVEREREREREKcKgnIiIiIiIiChFGJQTERERERERpQiDciIiIiIiIqIUYVBORERERERElCIMyomIiIiIiIhSRE11A5JNCAEAcLvdKW4JERFRQLBPCvZRNDns64mIKN3E09dnfVDe1dUFAKioqEhxS4iIiMJ1dXXBbrenuhkZj309ERGlq1j6eklk+WV6v9+Po0ePwmq1QpKkSR3L7XajoqIChw4dgs1mS1ALsws/o7Hx8xkfP6Ox8fMZXyZ8RkIIdHV1obS0FLLMmWSTFW9fnwm/I8mSy+8dyO33z/fO9873PrXi6euzPlMuyzLKy8sTekybzZZzv9Tx4mc0Nn4+4+NnNDZ+PuNL98+IGfLEmWhfn+6/I8mUy+8dyO33z/fO955rUvneY+3reXmeiIiIiIiIKEUYlBMRERERERGlCIPyOOj1etx+++3Q6/Wpbkra4mc0Nn4+4+NnNDZ+PuPjZ0TjyeXfkVx+70Buv3++d773XJNJ7z3rF3ojIiIiIiIiSlfMlBMRERERERGlCINyIiIiIiIiohRhUE5ERERERESUIgzKiYiIiIiIiFKEQXkcfvzjH6O6uhoGgwFLlizBW2+9leompY1XXnkFl1xyCUpLSyFJEv70pz+luklpZf369TjjjDNgtVrhcrnwyU9+Ert27Up1s9LGAw88gLlz58Jms8Fms2HZsmV45plnUt2stHX33XdDkiR885vfTHVT0sYdd9wBSZLCfmbMmJHqZlGaytX+PFf76lzug9m/npJrfWeu94tHjhzBF7/4RRQUFMBoNOK0007D22+/nepmjYpBeYx+97vfYe3atbj99tvxzjvvYN68ebjgggvQ0tKS6qalBY/Hg3nz5uHHP/5xqpuSljZt2oTrrrsOb7zxBl544QUMDAzgYx/7GDweT6qblhbKy8tx9913Y8uWLXj77bdxzjnn4BOf+AQ++OCDVDct7WzevBn/+7//i7lz56a6KWln9uzZaG5uDv38/e9/T3WTKA3lcn+eq311LvfB7F8DcrXvzNV+saOjAytWrIBOp8MzzzyD7du345577kF+fn6qmzY6QTFZvHixuO6660L3fT6fKC0tFevXr09hq9ITAPHEE0+kuhlpraWlRQAQmzZtSnVT0lZ+fr74v//7v1Q3I610dXWJadOmiRdeeEE0NjaKb3zjG6luUtq4/fbbxbx581LdDMoA7M8DcrmvzvU+ONf611ztO3O5X1y3bp34yEc+kupmxIWZ8hh4vV5s2bIF5513XmibLMs477zz8Prrr6ewZZSpOjs7AQAOhyPFLUk/Pp8Pv/3tb+HxeLBs2bJUNyetXHfddbj44ovDvovolN27d6O0tBS1tbW4/PLLcfDgwVQ3idIM+3MCcrcPztX+NZf7zlztF5988kksWrQIl156KVwuFxYsWICf/vSnqW7WmNRUNyATtLW1wefzoaioKGx7UVERdu7cmaJWUaby+/345je/iRUrVmDOnDmpbk7aeP/997Fs2TL09fXBYrHgiSeewKxZs1LdrLTx29/+Fu+88w42b96c6qakpSVLluDhhx9GQ0MDmpubceedd+LMM8/Etm3bYLVaU908ShPszykX++Bc7l9zue/M5X5x7969eOCBB7B27Vrcdttt2Lx5M9asWQNN07B69epUNy8qBuVEU+y6667Dtm3bcmZeT6waGhqwdetWdHZ24g9/+ANWr16NTZs25cyJw1gOHTqEb3zjG3jhhRdgMBhS3Zy0dNFFF4Vuz507F0uWLEFVVRUee+wxXH311SlsGRGlk1zsg3O1f831vjOX+0W/349Fixbhe9/7HgBgwYIF2LZtG37yk5+kbVDO4esxKCwshKIoOH78eNj248ePo7i4OEWtokx0/fXX46mnnsLLL7+M8vLyVDcnrWiahvr6eixcuBDr16/HvHnz8N///d+pblZa2LJlC1paWnD66adDVVWoqopNmzbhhz/8IVRVhc/nS3UT005eXh6mT5+OPXv2pLoplEbYn+e2XO2Dc7V/Zd8ZLpf6xZKSkoiLTjNnzkzr4fsMymOgaRoWLlyIv/3tb6Ftfr8ff/vb33JqTg5NnBAC119/PZ544gm89NJLqKmpSXWT0p7f70d/f3+qm5EWzj33XLz//vvYunVr6GfRokW4/PLLsXXrViiKkuompp3u7m40NTWhpKQk1U2hNML+PDexDw6XK/0r+85wudQvrlixIqLs4YcffoiqqqoUtWh8HL4eo7Vr12L16tVYtGgRFi9ejPvuuw8ejwdf/vKXU920tNDd3R125W3fvn3YunUrHA4HKisrU9iy9HDdddfh0UcfxZ///GdYrVYcO3YMAGC322E0GlPcutS79dZbcdFFF6GyshJdXV149NFHsXHjRjz33HOpblpasFqtEXMfzWYzCgoKcmZO5HhuuukmXHLJJaiqqsLRo0dx++23Q1EUfP7zn0910yjN5HJ/nqt9dS73wbncv+Z635nL/eINN9yA5cuX43vf+x4uu+wyvPXWW3jwwQfx4IMPprppo0v18u+Z5P777xeVlZVC0zSxePFi8cYbb6S6SWnj5ZdfFgAiflavXp3qpqWFaJ8NAPHQQw+lumlp4aqrrhJVVVVC0zThdDrFueeeK55//vlUNyut5VJZl1h89rOfFSUlJULTNFFWViY++9nPij179qS6WZSmcrU/z9W+Opf7YPav4XKp78z1fvEvf/mLmDNnjtDr9WLGjBniwQcfTHWTxiQJIcRUXgQgIiIiIiIiogDOKSciIiIiIiJKEQblRERERERERCnCoJyIiIiIiIgoRRiUExEREREREaUIg3IiIiIiIiKiFGFQTkRERERERJQiDMqJiIiIiIiIUoRBOVESbNy4EZIk4eTJk6luSkrlyudw1lln4Zvf/Gaqm0FERFMoV/q48eTK58C+npKJQTllDUmSxvy54447pqwty5cvR3NzM+x2+4SPsX///rD2OxwONDY24tVXX01gS3Pbww8/jLy8vFQ3g4iIYsS+nuLFvp4yAYNyyhrNzc2hn/vuuw82my1s20033RTX8QYGBiK2eb3emJ6raRqKi4shSVJcrxnNiy++iObmZrzyyisoLS3FypUrcfz48Ukfl4iIKNOwryeibMSgnLJGcXFx6Mdut0OSpLBtv/3tbzFz5kwYDAbMmDED//M//xN6bvBK9e9+9zs0NjbCYDDg17/+Na688kp88pOfxF133YXS0lI0NDQAAH71q19h0aJFsFqtKC4uxhe+8AW0tLSEjjdyKFfwKu1zzz2HmTNnwmKx4MILL0Rzc/O476ugoADFxcWYM2cObrvtNrjdbrz55pthxx3uT3/6U8QJwne/+124XC5YrVZ85StfwS233IL58+eHHh8cHMSaNWuQl5eHgoICrFu3DqtXr8YnP/nJ0D5+vx/r169HTU0NjEYj5s2bhz/84Q9hr/PXv/4V06dPh9FoxNlnn439+/eHPR7r5/B///d/o/5feb1eXH/99SgpKYHBYEBVVRXWr18PABBC4I477kBlZSX0ej1KS0uxZs2acT/joDvuuAPz58/Hr371K1RXV8Nut+Nzn/scurq6Qvt4PB586UtfgsViQUlJCe65556I4/T39+Omm25CWVkZzGYzlixZgo0bNwIA+vr6MHv2bHz1q18N7d/U1ASr1Yqf//znMbeViCgXsa8PYF/Pvp6yjCDKQg899JCw2+2h+4888ogoKSkRjz/+uNi7d694/PHHhcPhEA8//LAQQoh9+/YJAKK6ujq0z9GjR8Xq1auFxWIRV1xxhdi2bZvYtm2bEEKIn/3sZ+Kvf/2raGpqEq+//rpYtmyZuOiii0Kv9/LLLwsAoqOjI9QenU4nzjvvPLF582axZcsWMXPmTPGFL3xh1PcQbNO7774rhBCip6dH3HTTTQKAeOaZZ6K+TyGEeOKJJ8TwP+1HHnlEGAwG8fOf/1zs2rVL3HnnncJms4l58+aF9vnud78rHA6H+OMf/yh27Nghrr32WmGz2cQnPvGJsH1mzJghnn32WdHU1CQeeughodfrxcaNG4UQQhw8eFDo9Xqxdu1asXPnTvHII4+IoqKiuD+H8f6vfvCDH4iKigrxyiuviP3794tXX31VPProo0IIIX7/+98Lm80m/vrXv4oDBw6IN998Uzz44IOjfsYjP7/bb79dWCwW8elPf1q8//774pVXXhHFxcXitttuC+3z9a9/XVRWVooXX3xRvPfee2LlypXCarWKb3zjG6F9vvKVr4jly5eLV155RezZs0f84Ac/EHq9Xnz44YdCCCHeffddoWma+NOf/iQGBwfF0qVLxac+9alR20lERJHY17OvZ19P2YJBOWWlkV/AdXV1oS/zoP/6r/8Sy5YtE0Kc6hTvu+++sH1Wr14tioqKRH9//5ivt3nzZgFAdHV1CSGid9QAxJ49e0LP+fGPfyyKiopGPWawTUajUZjNZiFJkgAgFi5cKLxeb9T3KURkR71kyRJx3XXXhe2zYsWKsI66qKhI/OAHPwjdHxwcFJWVlaGOuq+vT5hMJvHaa6+FHefqq68Wn//854UQQtx6661i1qxZYY+vW7cu7s9hvP+rf/u3fxPnnHOO8Pv9EZ/ZPffcI6ZPnx76fMYTraM2mUzC7XaHtt18881iyZIlQgghurq6hKZp4rHHHgs93t7eLoxGY6ijPnDggFAURRw5ciTstc4991xx6623hu5///vfF4WFheL6668XJSUloq2tLaY2ExFRAPt69vWxYF9PmYDD1ynreTweNDU14eqrr4bFYgn9fPe730VTU1PYvosWLYp4/mmnnQZN08K2bdmyBZdccgkqKythtVrR2NgIADh48OCo7TCZTKirqwvdLykpCRsGN5rf/e53ePfdd/H444+jvr4eDz/8MHQ63bjPC9q1axcWL14ctm34/c7OThw/fjxsm6IoWLhwYej+nj170NPTg/PPPz/sM/zlL38Z+gx37NiBJUuWhL3OsmXLItoz1ucQy//VlVdeia1bt6KhoQFr1qzB888/HzrWpZdeit7eXtTW1uKaa67BE088gcHBwZg/KwCorq6G1WqN2r6mpiZ4vd6w9+lwOEJDHQHg/fffh8/nw/Tp08Pew6ZNm8J+32688UZMnz4dP/rRj/Dzn/8cBQUFcbWTiIhOYV/Pvj4e7Osp3aipbgBRsnV3dwMAfvrTn0Z0JIqihN03m80Rzx+5zePx4IILLsAFF1yAX//613A6nTh48CAuuOCCMReHGdm5SpIEIcS47a+oqMC0adMwbdo0DA4O4lOf+hS2bdsGvV4PWZYjjhFt0ZrJCn6GTz/9NMrKysIe0+v1cR1rrM8hlv+r008/Hfv27cMzzzyDF198EZdddhnOO+88/OEPf0BFRQV27dqFF198ES+88AL+9V//FT/4wQ+wadOmmE9uorXP7/fH/P66u7uhKAq2bNkS8ftlsVhCt1taWvDhhx9CURTs3r0bF154YcyvQURE4djXTx77evb1lDrMlFPWKyoqQmlpKfbu3Yv6+vqwn5qamriPt3PnTrS3t+Puu+/GmWeeiRkzZsR0FTwRPvOZz0BV1dBiKE6nE11dXfB4PKF9tm7dGvachoYGbN68OWzb8Pt2ux1FRUVh23w+H955553Q/VmzZkGv1+PgwYMRn2FFRQUAYObMmXjrrbfCXueNN96I6/3F+n9ls9nw2c9+Fj/96U/xu9/9Do8//jhOnDgBADAajbjkkkvwwx/+EBs3bsTrr7+O999/P652jKaurg46nS60+A4AdHR04MMPPwzdX7BgAXw+H1paWiLeQ3FxcWi/q666Cqeddhp+8YtfYN26ddixY0dC2khElIvY17OvZ19PmYyZcsoJd955J9asWQO73Y4LL7wQ/f39ePvtt9HR0YG1a9fGdazKykpomob7778f1157LbZt24b/+q//SlLLw0mShDVr1uCOO+7A1772NSxZsgQmkwm33XYb1qxZgzfffBMPP/xw2HP+7d/+Dddccw0WLVqE5cuX43e/+x3ee+891NbWhu2zfv161NfXY8aMGbj//vvR0dERWtnVarXipptuwg033AC/34+PfOQj6OzsxD/+8Q/YbDasXr0a1157Le655x7cfPPN+MpXvoItW7ZEtCUW4/1f3XvvvSgpKcGCBQsgyzJ+//vfo7i4GHl5eXj44Yfh8/lCn8sjjzwCo9GIqqqqyXzsIRaLBVdffTVuvvlmFBQUwOVy4T/+4z8gy6eub06fPh2XX345vvSlL+Gee+7BggUL0Nrair/97W+YO3cuLr74Yvz4xz/G66+/jvfeew8VFRV4+umncfnll+ONN96IGD5JRESxYV/Pvj4R2NdTSqRyQjtRskRbFOXXv/61mD9/vtA0TeTn54uPfvSj4o9//KMQInL106DVq1eHrUoa9Oijj4rq6mqh1+vFsmXLxJNPPhn2/GiLv4y3SMtIo7XJ4/GI/Px8sWHDhtBx6uvrhdFoFCtXrhQPPvhgxHG/853viMLCQmGxWMRVV10l1qxZI5YuXRp6fGBgQFx//fXCZrOJ/Px8bzbnqQAAAgpJREFUsW7dOnHppZeKz33uc6F9/H6/uO+++0RDQ4PQ6XTC6XSKCy64QGzatCm0z1/+8hdRX18v9Hq9OPPMM8XPf/7zCX0OY/1fPfjgg2L+/PnCbDYLm80mzj33XPHOO++EjrVkyRJhs9mE2WwWS5cuFS+++OKon3G0xV+GL4ojhBD/7//9P1FVVRW639XVJb74xS8Kk8kkioqKxPe//33R2NgYtiKr1+sV3/72t0V1dbXQ6XSipKREfOpTnxLvvfee2LFjhzAajWEL3HR0dIiKigrx7//+76O2lYiIwrGvZ1/Pvp6yhSREDBNdiCirnH/++SguLsavfvWrqI/7/X7MnDkTl1122ZRlBoiIiChx2NcTZQ4OXyfKcj09PfjJT36CCy64AIqi4De/+U1ocZSgAwcO4Pnnn0djYyP6+/vxox/9CPv27cMXvvCFFLaciIiIYsG+niizMSgnynKSJOGvf/0r7rrrLvT19aGhoQGPP/44zjvvvNA+sizj4Ycfxk033QQhBObMmYMXX3wRM2fOTGHLiYiIKBbs64kyG4evExEREREREaUIS6IRERERERERpQiDciIiIiIiIqIUYVBORERERERElCIMyomIiIiIiIhShEE5ERERERERUYowKCciIiIiIiJKEQblRERERERERCnCoJyIiIiIiIgoRRiUExEREREREaXI/w+1aPbcropXggAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictions = pd.DataFrame({\n", " \"cont_africa\": is_cont_africa,\n", " \"rugged\": ruggedness,\n", " \"y_mean\": svi_gdp.mean(0).detach().cpu().numpy(),\n", " \"y_perc_5\": svi_gdp.kthvalue(int(len(svi_gdp) * 0.05), dim=0)[0].detach().cpu().numpy(),\n", " \"y_perc_95\": svi_gdp.kthvalue(int(len(svi_gdp) * 0.95), dim=0)[0].detach().cpu().numpy(),\n", " \"true_gdp\": log_gdp,\n", "})\n", "african_nations = predictions[predictions[\"cont_africa\"] == 1].sort_values(by=[\"rugged\"])\n", "non_african_nations = predictions[predictions[\"cont_africa\"] == 0].sort_values(by=[\"rugged\"])\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6), sharey=True)\n", "fig.suptitle(\"Posterior predictive distribution with 90% CI\", fontsize=16)\n", "\n", "ax[0].plot(non_african_nations[\"rugged\"], non_african_nations[\"y_mean\"])\n", "ax[0].fill_between(non_african_nations[\"rugged\"], non_african_nations[\"y_perc_5\"], non_african_nations[\"y_perc_95\"], alpha=0.5)\n", "ax[0].plot(non_african_nations[\"rugged\"], non_african_nations[\"true_gdp\"], \"o\")\n", "ax[0].set(xlabel=\"Terrain Ruggedness Index\", ylabel=\"log GDP (2000)\", title=\"Non African Nations\")\n", "\n", "ax[1].plot(african_nations[\"rugged\"], african_nations[\"y_mean\"])\n", "ax[1].fill_between(african_nations[\"rugged\"], african_nations[\"y_perc_5\"], african_nations[\"y_perc_95\"], alpha=0.5)\n", "ax[1].plot(african_nations[\"rugged\"], african_nations[\"true_gdp\"], \"o\")\n", "ax[1].set(xlabel=\"Terrain Ruggedness Index\", ylabel=\"log GDP (2000)\", title=\"African Nations\");" ] }, { "cell_type": "markdown", "metadata": { "id": "UYVGxlOWqHwu" }, "source": [ "We observe that the outcome from our model and the 90% CI accounts for the majority of the data points that we observe in practice, but there are still quite a few non-African nations that are considered unlikely by our approximate posterior." ] }, { "cell_type": "markdown", "metadata": { "id": "ncgxXas5qHwu" }, "source": [ "### Example: revisiting Bayesian regression with a full-rank guide\n", "\n", "To improve our results, we will try using a guide that generates samples from a multivariate normal distribution over all parameters. This allows us to capture the correlations between the latent variables via a full-rank covariance matrix $\\Sigma \\in \\mathbb{R}^{5 \\times 5}$; our previous guide ignored these correlations. That is, we have\n", "\n", "$$\\alpha, \\beta_a, \\beta_r, \\beta_{ar}, \\sigma_u \\sim q_{\\phi = ({\\bf \\mu}, {\\bf \\Sigma})}(\\alpha, \\beta_a, \\beta_r, \\beta_{ar}, \\sigma_u) = \\rm{Normal}((\\alpha, \\beta_a, \\beta_r, \\beta_{ar}, \\sigma_u) | {\\bf \\mu}, {\\bf \\Sigma})$$\n", "\n", "$$\\sigma = \\rm{constrain}(\\sigma_u)$$\n", "\n", "To write a guide of this form manually, we would need to combine all the latent variables so we could `pyro.sample` them together from a single `pyro.distributions.MultivariateNormal` distribution, choose an implementation of $\\rm{constrain}()$ to fix the value of $\\sigma$ to be positive, create and initialize parameters $\\mu, \\Sigma$ of the appropriate shape, and constrain the variational parameter $\\Sigma$ to remain a valid covariance matrix (i.e. stay positive-definite) throughout the optimization process.\n", "\n", "This would be quite tedious, so instead we will use another autoguide that takes care of all of this bookkeeping for us, [pyro.infer.autoguide.AutoMultivariateNormal](https://docs.pyro.ai/en/stable/infer.autoguide.html#automultivariatenormal):" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "id": "EiIpMNKQqHwu", "outputId": "2b011eff-0086-4420-9b73-8413e5a21e81" }, "outputs": [], "source": [ "mvn_guide = pyro.infer.autoguide.AutoMultivariateNormal(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `pyro.render_model` demonstrates that unlike our mean-field `AutoNormal` guide, this guide explicitly captures the correlations between all latent variables in our model. The new `_AutoMultivariateNormal_latent` node in the visualized graph corresponds to the equation above; the other nodes corresponding to model variables simply index into individual elements of this tensor-valued random variable." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "\n", "_AutoMultivariateNormal_latent\n", "\n", "_AutoMultivariateNormal_latent\n", "\n", "\n", "\n", "a\n", "\n", "a\n", "\n", "\n", "\n", "_AutoMultivariateNormal_latent->a\n", "\n", "\n", "\n", "\n", "\n", "bA\n", "\n", "bA\n", "\n", "\n", "\n", "_AutoMultivariateNormal_latent->bA\n", "\n", "\n", "\n", "\n", "\n", "bR\n", "\n", "bR\n", "\n", "\n", "\n", "_AutoMultivariateNormal_latent->bR\n", "\n", "\n", "\n", "\n", "\n", "bAR\n", "\n", "bAR\n", "\n", "\n", "\n", "_AutoMultivariateNormal_latent->bAR\n", "\n", "\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma\n", "\n", "\n", "\n", "_AutoMultivariateNormal_latent->sigma\n", "\n", "\n", "\n", "\n", "\n", "AutoMultivariateNormal.scale\n", "\n", "AutoMultivariateNormal.scale\n", "\n", "\n", "\n", "AutoMultivariateNormal.scale->_AutoMultivariateNormal_latent\n", "\n", "\n", "\n", "\n", "\n", "AutoMultivariateNormal.scale_tril\n", "\n", "AutoMultivariateNormal.scale_tril\n", "\n", "\n", "\n", "AutoMultivariateNormal.scale_tril->_AutoMultivariateNormal_latent\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pyro.render_model(mvn_guide, model_args=(is_cont_africa, ruggedness, log_gdp), render_params=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our model and the rest of our inference and evaluation code is essentially unchanged from before: we use `pyro.optim.Adam` and `pyro.infer.Trace_ELBO` to fit the new guide's parameters, then sample from the guide and use `Predictive` to sample from the posterior predictive distribution.\n", "\n", "There is one minor difference worth noting: we reuse the guide samples for prediction by passing them directly to `Predictive` via its `posterior_samples` keyword argument instead of passing the guide as in the previous section. This avoids unnecessarily repeating computation." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "id": "EiIpMNKQqHwu", "outputId": "2b011eff-0086-4420-9b73-8413e5a21e81" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Elbo loss: 702.4906432628632\n", "Elbo loss: 548.7575962543488\n", "Elbo loss: 490.9642730951309\n", "Elbo loss: 401.81392109394073\n", "Elbo loss: 333.7779414653778\n", "Elbo loss: 247.01823914051056\n", "Elbo loss: 248.3894298672676\n", "Elbo loss: 247.3512134552002\n", "Elbo loss: 248.2095948457718\n", "Elbo loss: 247.21006780862808\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1min 45s, sys: 21.9 ms, total: 1min 45s\n", "Wall time: 7.03 s\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc8AAADZCAYAAABGgLsZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAyRklEQVR4nO3deVxU5f4H8M+wzQDDDJsMoGyKiriiJAJey8TUNFssl1zLNE3NpZ+mlbaq5L1Xb5ZlWqm3NJcycymTsFxyBRUXXK8LqCwKssk+8/z+II+OLM7gDMPyeb9e83pxzvOcM995xPlyznkWmRBCgIiIiAxmZekAiIiI6homTyIiIiMxeRIRERmJyZOIiMhITJ5ERERGYvIkIiIyEpMnERGRkZg8iYiIjGRj6QBqA51Oh+vXr8PJyQkymczS4RARkQUIIZCbmwtvb29YWVV9bcnkCeD69evw8fGxdBhERFQLJCcno0mTJlXWYfIE4OTkBKCswVQqlYWjISIiS8jJyYGPj4+UE6rC5AlIt2pVKhWTJxFRA2fI4zt2GCIiIjISkycREZGReNvWRA5ezMDNvGI84u8CD5XC0uEQEZEZ8crTROb9choT1hzBiWvZlg6FiIjMjMnTRBS21gCAghKthSMhIiJzY/I0EXu7suSZX8zkSURU3zF5mojD38mzkFeeRET1HpOniUi3bXnlSURU7zF5mog9n3kSETUYTJ4mwuRJRNRwMHmayJ0OQ4W8bUtEVO8xeZoIh6oQETUcTJ4mcue27W1eeRIR1XtMnibi4mgLAMjKL7ZwJEREZG5Mnibi5igHAKTlFFk4EiIiMjcmTxNxV5YlzwvpeTiTmmPhaIiIyJyYPE3E3clO+rn3f/bgxNVs3LrNW7hERPURk6eJeDjpL0P21Gd7EfJhDNJyCi0UERERmQuTpwl99EybcvtiEtMsEAkREZkTk6cJPR7kUW5ffnGpBSIhIiJzYvI0IW9neywd1lFv3+0ijvskIqpvmDxNLLypu952SnaBhSIhIiJzYfI0MbWDrd72qesctkJEVN8weZrBxO6B0s+nrudgS8J1CCEsGBEREZkSk6cZTOoRiOdCGt/d/v4oFsWcs2BERERkSkyeZiC3scbCQR0QM7WbtG/xzgvseUtEVE8weZpRc40TOvo6S9tDvzpouWCIiMhkmDzNbMWoztLPR5OyOOMQEVE9wORpZvf3vh305X4LRUJERKbC5FnDLmfkY/nui5YOg4iIHgKTpwXM/eU0tp9MhVbH4StERHWRxZPntWvXMGzYMLi5ucHe3h5t27ZFXFycVC6EwJw5c+Dl5QV7e3tERUXh/PnzeufIzMzE0KFDoVKp4OzsjNGjRyMvL6+mP0qlFg8JwSP+LmjlpZL2jfsuHs3e+gVFpZy+j4iorrFo8rx16xYiIyNha2uLX3/9FYmJifj3v/8NFxcXqc6CBQuwePFiLF26FAcPHoSjoyN69eqFwsK7HW+GDh2KU6dOISYmBlu3bsXu3bsxduxYS3ykCvVv740N4yKwfESncmXf7L1c8wEREdFDkQkLTn0zc+ZM/PXXX9izZ0+F5UIIeHt744033sD//d//AQCys7Oh0WiwcuVKDB48GKdPn0ZwcDAOHz6M0NBQAMD27dvx5JNP4urVq/D29n5gHDk5OVCr1cjOzoZKpXpg/Yfx1Z6L+GjbaWm7vY8z1o7pgvziUtwu0sLXzcGs709ERBUzJhdY9Mpz8+bNCA0NxQsvvAAPDw+EhIRg+fLlUvmlS5eQmpqKqKgoaZ9arUZYWBj27y/rtbp//344OztLiRMAoqKiYGVlhYMHKx5XWVRUhJycHL1XTRkZ4a+3nZCchVZztqPTR7+j2z//QHouh7IQEdV2Fk2eFy9exBdffIHmzZvjt99+w/jx4/H6669j1apVAIDU1FQAgEaj0TtOo9FIZampqfDw0F9H08bGBq6urlKd+82fPx9qtVp6+fj4mPqjVcrW2goLnm+Hvu28KiwfvOwAdp+7wblwiYhqMYsmT51Oh44dO2LevHkICQnB2LFjMWbMGCxdutSs7ztr1ixkZ2dLr+TkZLO+3/0GhvpgyYsdMaBjk3JlF2/cxohvDuHPczdqNCYiIjKcRZOnl5cXgoOD9fa1atUKSUlJAABPT08AQFpaml6dtLQ0qczT0xPp6el65aWlpcjMzJTq3E8ul0OlUum9LOGDp1tjx9RuepPI3zHjh+MWiIiIiAxh0eQZGRmJs2fP6u07d+4c/Pz8AAABAQHw9PREbGysVJ6Tk4ODBw8iPDwcABAeHo6srCzEx8dLdXbu3AmdToewsLAa+BTV5yi3QQuNExYO6gBHO2u9shu5RYiM3onvDyWh04cxWLXvMtYfTubtXCKiWsCivW0PHz6MiIgIvP/++xg4cCAOHTqEMWPGYNmyZRg6dCgA4OOPP0Z0dDRWrVqFgIAAzJ49G8ePH0diYiIUCgUAoE+fPkhLS8PSpUtRUlKCl156CaGhoVizZo1BcdRkb9vKHLqUiYEGTN03q08QXn20WQ1ERETUsBiTCyyaPAFg69atmDVrFs6fP4+AgABMmzYNY8aMkcqFEHj33XexbNkyZGVloWvXrvj888/RokULqU5mZiYmTpyILVu2wMrKCgMGDMDixYuhVCoNiqE2JE8AOJ+Wi/e3JKKVlxOW77lUab1PBnfA0x3K3+olIqLqq/HkmZWVBWdn54c9jcXUluR5r0s3b2PGDwk4mpSF0gqm8fvXC+1x+eZt9GvvhSDP2hEzEVFdZtZxnh9//DHWrVsnbQ8cOBBubm5o3LgxEhISjI+WKhTg7ogN4yKw8qXOFZb/34YEfPbHBfT+zx7M/+V0hXWIiMg8jE6eS5culcZFxsTEICYmBr/++iv69OmD6dOnmzzAhi4y0A2vdmuKJ4I1GHXfBAt3fLn7IjsSERHVIBtjD0hNTZWS59atWzFw4EA88cQT8Pf3r/W9W+simUyGWU+2krYD3B3x7uZTAAA7GysUl+rK9s/6BZ8M7oD2TZzh5+YAmUxmkXiJiBoCo688XVxcpEkFtm/fLk2dJ4SAVssVQszt+U53J1aIfq6tXtnktcfw2L/+RI+Fu7D9ZMWzKxER0cMzOnk+99xzePHFF9GzZ09kZGSgT58+AICjR48iMDDQ5AGSPke5DToHuMLfzQG9WnuiW4tG5epcvHEb476Lx4X02rMsGxFRfWJ08ly0aBEmTpyI4OBgxMTESMNBUlJS8Nprr5k8QCpv/avhiH3jMTjKbfDJoA6V1otauAvn0nIBAJm3i5GcmS+VlWh15g6TiKjesvg4z9qgNg5VMcaVjNsY/vUhJN2THO/lrrTDrfwS2FrL8ESwJ/44mw6tTmDLpK5o1siwsbBERPWdWYeqrFq1Ctu2bZO2Z8yYAWdnZ0RERODKlSvGR0sPzc/NEbumP4aDb/WAr2v59UBv5hVDqxMoLNFhc8J15BaWIr9Yi0Ux5ywQLRFR3Wd08pw3bx7s7e0BlK2luWTJEixYsADu7u6YOnWqyQMkw8hkMmhUCuye0R1juzU16Jitx1NQytu3RERGMzp5JicnSx2DNm3ahAEDBmDs2LGYP38+9uzZY/IAyXgvdvaFq6OdQXW/PXAF720+hfQcLsJNRGQoo5OnUqlERkYGAGDHjh3o2bMnAEChUKCgoMC00VG1+Ls7YuukrtL2C52aoG87L3T2dwUAtNQ4SWXvb0nEyn2X8ezn+/D5nxdw6FJmjcdLRFTXGD1JQs+ePfHKK68gJCQE586dw5NPPgkAOHXqFPz9/U0dH1WTt7M9/vtyZygVNujo6wIAKC7VIaugGB5OCsz5+ST+u//uM+prWQVYsL1sebgdU7uhuFSHNo3VFomdiKi2M/rKc8mSJQgPD8eNGzfw448/ws3NDQAQHx+PIUOGmDxAqr5uLRpJiRMom5HIw6lsGbeBoT6VHvfEot3o9+le3LpdjCNJt/SGuBAREYeqAKj7Q1Wq41pWASKjdxpc/3J0XzNGQ0RkecbkAqNv2wJlS5B9/fXXOH26bDWP1q1b4+WXX4Zazdt8dYWLg61R9QtLtFDYWgMom4rx3zvOIcjLCf3aeZsjPCKiWs3o27ZxcXFo1qwZFi1ahMzMTGRmZmLhwoVo1qwZjhw5Yo4YyQzs/06EhnpjQwJOXc/G0aRb+OtCBj774wImrjlqpuiIiGo3o688p06div79+2P58uWwsSk7vLS0FK+88gqmTJmC3bt3mzxIMr37V10Z/1gz9AzW4LnP91VYf9vxFGw7ngIAmNMvWNovhOAKLkTU4BidPOPi4vQSJwDY2NhgxowZCA0NNWlwZF7v9G2Fj7efwaqXOiMi0N3g465n3R2SlFNYCrW9cbeAiYjqOqNv26pUKiQlJZXbn5ycDCcnpwqOoNrqlX80xcn3e+klzvZNHvzcOiX77oQKWfnFZomNiKg2Mzp5Dho0CKNHj8a6deuQnJyM5ORkrF27Fq+88gqHqtRBchv9Z5/fvhKG78d0weIhIXCSV3xjYtuJFOnnTUevo7CE67gSUcNi9FCV4uJiTJ8+HUuXLkVpaSkAwNbWFuPHj0d0dDTkcrlZAjWnhjhUxVA7TqVi7LfxVdZxV9rh8NtRfPZJRHWaMbmg2uM88/Pz8b///Q8A0KxZMzg4lF/No65g8qxa/JVMDPhi/wPrBXupMPfZNgi5Z2IGIqK6okaSZ33C5PlgC2POYXHs+QfWC/RQIjW7EHlFpVjwfLsqZzIiIqpNTD5JwnPPPWfwm2/cuNHgulR3TOweCBcHW7y/JREA0LSRI/75fHsM+EJ/aMuF9Dzp5xk/HGfyJKJ6yaDkyZmDyM7GCi9FBsBdKcf7WxIx95m2aOn54N7VWfnFcHYwbHk0IqK6grdtwdu2D+Nsai6m/5CA41ezKyzv394bKnsb5Bdr8dEzbeBgV60ZIYmIzM7sc9sS3dHS0wmBHkopea4d2wUTVh9Bxu2y8Z+bE65LdfMKS9E5wBUvRQbA2oo9c4mo7jJ6nCfR/Z4NaQygrLNQl6ZuiJ/dE33aeJartyMxDR9tO421h8tPskFEVJfwypMe2j+aN8LPEyLh7+4o7XN1rPw5Z0xiGp4LaQJ7O+Mmpyciqi145Ukm0d7HWW+O28k9mlda98+zN9Dj339yZiIiqrOYPMksPFQKLB8Rio6+zlg8JKRc+fXsQiyOPY/bRaW402ft1xMp6P/ZXly6ebumwyUiMopRvW1LS0uxaNEifP/99zh37hwAoEWLFnjxxRcxefJk2NrWzdU12NvWvEq1Ojy/dD+OJWdVWqepuyMu/p00Q/1c8MP4iBqKjoiojFlmGCooKEDPnj2xf/9+REVFoVWrVgCA06dP4/fff0dkZCR27NgBhULx8J+ghjF51oydZ9Lg6ijHl7v+h19PplZZd2L3QIyM8Ecjp7o3VzIR1U1mGaoSHR2N5ORkHD16FO3atdMrS0hIQP/+/REdHY333nuvWkFT/fd4kAYAMDzc74HJ87M/LuCzPy5g1cud8WiLRjURHhGRwQx+5rl27VosXLiwXOIEgPbt2+Nf//oX1qxZY9LgqH6KaGb4wtsjvzlkxkiIiKrH4OR55coVdO7cudLyLl26VLhINlFFfp38DwwK9cHTHbwfWHfmj8fhP3MbZm86CU6IRUS1gcHJU6VSIT09vdLy1NRUODk9eK5TIgBo5aXCx8+3w8KBHR5Yd+3hZADAtweuVNnpiIiophicPLt374558+ZVWh4dHY3u3bubJChqOKytZIiZ2g3BXiq8+mhT/GdQB3irK+909u3+uwk0PbcQqdmFNRQpEdFdBve2TUxMRFhYGFq3bo1p06YhKCgIQgicPn0aixYtQmJiIg4cOIDWrVubO2aTY2/b2iUmMQ1j/htncP2Db/VAI6UcVpwvl4gegll62wYHByMmJgajR4/G4MGDIZOVfVEJIRAUFIQdO3bUycRJtY9SXvGvpUwGVPSn3tR1x3D8ajY+HRKC7kEeZo6OiKiaS5IdO3ZMb5KEDh06mDquGsUrz9pFCIHPdl5Am8ZqvPptPIq1OgCVJ897XY7uWwMRElF9ZJZJEipTXFyM4uJiKJXKhzmNRTF51l4nr2Vj7H/jMP6xZpj986kH1n+hUxOMivRHa28u4E5ExjEmFxg1t+2KFSswadIkrF69GgDw1ltvwcnJCWq1Gj179kRGRkb1oyaqQJvGauyb1QPDw/0Nqr8h/ir6Lt6LbcdT8EP8VVzJ4Dy5RGR6Bj/znDt3LubOnYvIyEisWbMGe/fuxaZNm/DBBx/AysoKixcvxjvvvIMvvvjCnPESGWTCmiPSz5yliIhMzeDkuXLlSnz99dcYMmQI4uLiEBYWhvXr12PAgAEAgDZt2mDcuHFmC5SoukZ+cwhx70TBXcl5conINAy+bZuUlISuXbsCAEJDQ2FjY4M2bdpI5e3atUNKSorpIyT627LhneDmaIdVL1c+01Vluv/rT0xccwRaHWcoIqKHZ3DyLCkpgVx+9y93Ozs7vSXIbGxsoNVycWMynydaeyLunagKb8EmvPtElcfmFpZi6/EU7L1wU2//6ZQcdJ77O9Yc5NSSRGQ4g2/bAmUTJaSmlq2GIYTAmTNnkJeXBwC4efNmVYcSmcSd8cV3eKkV+HF8BNT2hq0lu+34dXRr7g4hACsrGWb+eBzpuUV466cTeDHM1xwhE1E9ZFTy7NGjh97E3P369QNQ9oUmhCj3xUZkbj4uDvB2tgcADAr1wY9HrqK0iluz6+OuQm5jjV9PpiCqlQYZt4ulMp1OYNHv59DRzwXdW3KyBSKqnMHJ89KlS+aMg6hafFwdpJ+jB7TF+0+3Rk5BCS5n5GPgl/srPObbA1cAlE047660k/ZvOX4dn+68AICTLRBR1Qx+5unn51flS61W46+//qp2INHR0ZDJZJgyZYq0r7CwEBMmTICbmxuUSiUGDBiAtLQ0veOSkpLQt29fODg4wMPDA9OnT0dpaWm146C6YfGQEEQ0c8OsJ4OkfTKZDApba3ioFOgc4IrlI0IfeJ6beXevPA9fzjRLrERU/xg1SUJVrly5guHDh1fr2MOHD+PLL78st9D21KlTsWXLFmzYsAG7du3C9evX8dxzz0nlWq0Wffv2RXFxMfbt24dVq1Zh5cqVmDNnzkN9Fqr9+rf3xpoxXaocftIzWAMbIyaL/+7A3U5DpVod1w4lokqZLHlWV15eHoYOHYrly5fDxcVF2p+dnY2vv/4aCxcuxOOPP45OnTphxYoV2LdvHw4cOAAA2LFjBxITE/Hdd9+hQ4cO6NOnDz788EMsWbIExcXFlb0lNSDaaibA7v/+s9LbvkREFk+eEyZMQN++fREVFaW3Pz4+HiUlJXr7g4KC4Ovri/37y77U9u/fj7Zt20Kj0Uh1evXqhZycHJw6Vfk8qEVFRcjJydF7Uf1U3YvH5MwCHL58C+m5hdDd1wFJpxPYde4GMm/zDzSihsqiyXPt2rU4cuQI5s+fX64sNTUVdnZ2cHZ21tuv0Wik4TKpqal6ifNO+Z2yysyfPx9qtVp6+fj4POQnobpg3rNt0TXQHe/3N3zpvLc2nkTb935D3D3PQzfEJ2PkN4fw9JK95giTiOoAg3vbLl68uMrya9euGfXGycnJmDx5MmJiYqBQKIw69mHNmjUL06ZNk7ZzcnKYQOupQA8lLqTnwUlhgxfDfKWxnO9ufvAKLQDw++myDmrT1idg94zuAICtx8tm0krOLMChS5m4kJ7HMaJEDYzByXPRokUPrOPra/gXSHx8PNLT09GxY0dpn1arxe7du/HZZ5/ht99+Q3FxMbKysvSuPtPS0uDp6QkA8PT0xKFDh/TOe6c37p06FZHL5XqzJVH9tXxEKP7z+zm89ljgQ50nKTMfhSVaKGytobvnXvCd56IB7o4Ib+b2UO9BRHWHxcZ59ujRAydOnNDb99JLLyEoKAhvvvkmfHx8YGtri9jYWGny+bNnzyIpKQnh4eEAgPDwcMydOxfp6enw8Cgb1B4TEwOVSoXg4GCTxkt1U4C7Iz4ZHFJuv42VTJpMQWFrhcIS3QPP9e8dZ/F23+AK58e9knGbyZOoATFqhiFTcnJy0ptYHgAcHR3h5uYm7R89ejSmTZsGV1dXqFQqTJo0CeHh4ejSpQsA4IknnkBwcDCGDx+OBQsWIDU1Fe+88w4mTJjAK0uq0t43H8e1rAJ08nNBWk4hwubFPvCYH49cw9t9g1HRBEYc1ELUsBjcYejJJ59Edna2tB0dHY2srCxpOyMjw+RXe4sWLUK/fv0wYMAAdOvWDZ6enti4caNUbm1tja1bt8La2hrh4eEYNmwYRowYgQ8++MCkcVD946lWoJNf2dAojcqwZ+5ujnYo0epQVPrgq1Qiqt9kwsCR4NbW1khJSZFuj6pUKhw7dgxNmzYFUPas0dvbu06urJKTkwO1Wo3s7GyoVCpLh0MW4D9zW7l9Td0dcfHmbWm7S1NXXMnIR0p2Ybm6T3fwxieDQyCEwL7/ZaCFxgmNnHj3g6guMSYXGHzleX+O5ewrVJ/1DNZg1cud0dHXGU1cyiaeP3Axs8LECQA/H7sOAPjtVBqGfnUQUQt31VisRFTzLD5JAlFtcO8E8QDQwccZPq4O2PhaJGb0DqrkqPJ2ninr7Z1dUGLS+IiodjE4ecpksnJLjnEJMqov1r0ajond7w5nsbrnd1urM+wZ5/tb9MeO9v7PbhQUa/G/G3ko1fI5KVF9YnBvWyEERo0aJfViLSwsxLhx4+Do6AigbMo7orqqWSMl/q9XS3z2R9mSZNb3/Fnp4nD3qvTpDt7wcJJj+Z7yQ7dW/HVZb/tMai7GfhuHPedv4qn23vh0SPkhM0RUNxmcPEeOHKm3PWzYsHJ1RowY8fAREdUC9155PtqiEd56MggdfFzQOcAV+cWlFSbPiuw5fxMAsCXhOpMnUT1icPJcsWKFOeMgqlXuTZ4ymQxjuzWTtuU21pYIiYhqEXYYIqpAVcuAWlvJ8KYRnYiIqP5h8iSqgNUDFtEe/1izKssfRAiBguK6NyaaiMpYbHo+otro8SAP7D1/E33bepn83GsOJiEmsWypvKu3CnA+PQ+xbzyKZo2UJn8vIjIvg2cYqs84wxDdIYRAUakOCtsHP9esaFai6ninbyu88o+mJjkXEVWfWWYYImoIZDKZQYnzXnbWVrgc3bfa7/nRttPVPpaILIPJk6iaFg8JgdreFitfegQA0Led6W/1ElHtxNu24G1bqj4hhDTTVolWh2u3CvDP385i24kUo84zpLMv5j3bhrN2EVkQb9sS1ZB7k52ttRX83R0x79m2Rp/n+0NJOHEt+8EViahWYPIkMjG1gy1e7WZ8B6D+n/2FvKJSM0RERKbG5ElkBjN6B2HrpK7wVhu20PYdPx29ZqaIiMiUmDyJzMDaSoY2jdX4dXI3/DwhEs0alS2goFFVvUB2cmZ+TYRHRA+JyZPIjNQOtmjv44z1r4bjsxdDsGfG4xjexa/S+hl5xQDKOiLlFHJNUKLaijMMEdUAN6Uc/dp5AwBCfJ3x7YErFdb78chVBHoocSXjNtYeTgYATO7RHFN7tqixWInowXjlSVTD7B8wCcPH289IiRMAPok9b+6QiMhITJ5ENczb2V76OTLQzYKREFF18bYtUQ1r7+OMGb1borGzPfq398a6w8mYufFElceUanWwsebfukS1BZMnkQW89lig9PPAUB/EX7mFDfFXK62fXVACN2XVPXWJqObwT1kiC7OykmHOU8FV1rmVX1xD0RCRIZg8iWoBpbzqm0BDlh/E6JWHceBiRg1FRERVYfIkqgXunxD+EX8Xve0buUWIPZOOwcsOIC2nEAXFWqw/nIwPtiRyYgUiC+AzT6Ja4tEWjbD7/A3sn9kDNtYyjP1vHI4kZZWrFzYvVm875nQq9sx4vIaiJCKAyZOo1lgx6hHkl2ilW7gbX4uE/8xtDzwuObPA3KER0X1425aolrCykpV79jmks49Bx/5YRU9dIjI9Jk+iWuzdp1rDxurBC2S/sSEBWl2DX9eeqMYweRLVYgpba+x5sztGRfg/sG5MYioA4EJ6HnacSjVzZEQNG5MnUS3npbbHe/1bY+mwjlDYVv5fdtx3RwAAUQt3Yey38Yi/klnleYUQSMspNGmsRA0FkydRHdG7jReOv9sLfm4OBtVPTMnFzbwivLj8ADYeKf9M9IOtiQibF4ufj3EBbiJjyYQQDf5BSU5ODtRqNbKzs6FSqSwdDlGVUrML0WV+bIVlTnIb5BaVStsdfJxxLDkLAHA5uq9e3Ts9eTUqOQ6+FYVNR6/BxdEOj7ZoZJ7AiWo5Y3IBrzyJ6hhPtQJBnk6QyQAfV3u9snsTJwApcQJlyfKrPRcBAHvO35D2CwGkZBdgyrpjGPnNIRSX6swXPFE9wXGeRHXQlkldUVCihU4n8Enseaz467JBx3207TQ6+blg+NeHpH038opw9J7JGC6k5yHYWwUhBHQCsDagty9RQ8MrT6I6yNbaCiqFLZwd7PDuU63x4dOtYWttWJJ79vN9ettCAK+tPiJt/346DUDZvrB5vyM9txA7z6RhxV+XEDbvdxy/mgUA0OoECoq1D/1ZrmUVIPN2/Zn4PiW7AP+7kSdtP+yTsVKtDjoOQ6p1+MwTfOZJ9YMQAgGzfqmwrImLPW7kFqHIwFuyjZ3tcS2r8pmLEuY8gbm/JOLnY9fxw7gIaIVAC40S246noF87b9jbWVd67Lm0XFy6eRv+bo5Q29siauEu5BWV4uxHvSG3qfy4M6k50Dgp4OJoZ9BnMNTlm7chAAS4Oz70uYQQaPHOryjRCsx9tg3e/ukkAOCHceEI9XcFACQkZ2Hy2qN4p28wIgPdkVNYgo1HrmFYF184KWyRV1SKSWuOwEFug5m9g/DMkr/wiL8r3uwThNjTaXgi2BONnORIyS6As4MdXB+yPXQ6Aatq3l0o0eqgE6LKfzdTEEIgK78EanvbasdqCGNyAZMnmDyp/nhlVZx05XivA7N6QKOSV5pczen9/q3x7uZTFZa10ChxLu3uVdqQzj64fDMfF2/mIS2nCADg4mCLW/klFR7fM1gDd6UdLt/MR0AjRxQUaxF/5RZ6tdZgS0IKtELAS61AfrEWDnbWaO2tgrODHUpKdfhq7yXYWMlQet9V3bAuvsgtLMWhS5lIyS7EpMcD4exgh73nbyDjdjGOX82Gk8IGnfxc4OJgBzdHO2TeLsbGo1X3Wu7f3hvezvZYuut/ldYJ9XOBu1KO7UaM022pcYKHSo4Ad0doVAoUFGtxOeM2/jiTjmBvFRo72yP2TDoc7WyQ+vfQpBc6NUGQlwofbk2U2rGgWIsSrQ6P+LuiVCeQlV8Mlb0trGQynE/LReyZdL33vfcPrKfae6NZI0cUlGhx4GImEpKz4GhnjYmPN0dLTyW+3nsJMshw+HImikp1aNdEDW+1PbIKinEh/TbCAlyx7USKQZ/31W5N0cxDCa1O4OS1bHg726O4VIdSnQ6THm8OhW31EzmTp5GYPKm+yMovxqc7L+Bo0i3Meao1rmTchpVMhqfaewMATlzNxlOf7bVwlETmMa1nC7zeo3m1j2dvW6IGytnBDrP7BWPja5Ho4OOMpzs0lhInALRtosbONx7FvGfbSvv6t/fGipcegadKoXcuBztrnP2oN6ZENcfIcD+98wCAh5Mc7z0VjP8M6oCmje7e8jTmNqJSbgMnhQ2UchvYWVvBSVFxH8Yn23rqbavtbeFoZw1fVweEBZTdDn08yAPBXmVfeB18nOF4363jzgGuaOVV9RdiU3dHaFRyvX1Bnk7wcCq7sgvxdZb2a1RyDH7EB8O7+KGlxknaH+ihrPDcQZ5OetszerdEiK8zWmiUeKq9N9yVcrg42ErlDnbWaNO4fLzhTd0AlF2RN2vkiMdalg0t8nG1R+cAV0S10khL2jnaWWNUhL/URnc4O9iifRO1tH1/u0QGumF4Fz9p286mfKoIcHeUfmdaaJR4rGWjcr9D99Oo5GjtrULPYA0iA93Q7O/fG5XCRuqYdu9QqVZeKgR5OkH+9/s3cpKjg48zOvg4o0tTV7g42KKJy90e57fv621uTrzyBK88qWHade4GcgtL0K/d3aS48chVWFvJ0EgpR9NGSniq9b8MC0u0sJLJyn2ZCiGQW1QKlaLsyz87vwROChvIZMCRpCz4uznATamflCpy5+vo/vVNAaCoVIvCEh3U9rblyqo63/3nur8XsVYnyvUoLizRPtTtvzvv8/6WRMQkpmH1K2Hwd3fEpZu3MfPH4xjaxQ/97/tj5I71cclQKWzQu42XQZ/H1HILS+CkqLiN03ML4WxvV2EyBcr/+2X/fbtdK8RDP5utihACF2/eRrNGFf/hYijetjUSkycREfG2LRERkRkxeRIRERmJyZOIiMhITJ5ERERG4ty2uNtDLCcnx8KREBGRpdzJAYb0o2XyBJCbmwsA8PHxsXAkRERkabm5uVCr1VXW4VAVADqdDtevX4eTk1O1x1Dl5OTAx8cHycnJHO5yH7ZNxdgulWPbVIztUjlTtI0QArm5ufD29oaVVdVPNXnlCcDKygpNmjQxyblUKhV/qSvBtqkY26VybJuKsV0q97Bt86ArzjvYYYiIiMhITJ5ERERGYvI0EblcjnfffRdy+YPn72xo2DYVY7tUjm1TMbZL5Wq6bdhhiIiIyEi88iQiIjISkycREZGRmDyJiIiMxORJRERkJCZPE1myZAn8/f2hUCgQFhaGQ4cOWToks5o/fz4eeeQRODk5wcPDA8888wzOnj2rV6ewsBATJkyAm5sblEolBgwYgLS0NL06SUlJ6Nu3LxwcHODh4YHp06ejtLS0Jj+KWUVHR0Mmk2HKlCnSvobcLteuXcOwYcPg5uYGe3t7tG3bFnFxcVK5EAJz5syBl5cX7O3tERUVhfPnz+udIzMzE0OHDoVKpYKzszNGjx6NvLy8mv4oJqPVajF79mwEBATA3t4ezZo1w4cffqg3v2pDaZfdu3fjqaeegre3N2QyGTZt2qRXbqp2OH78OP7xj39AoVDAx8cHCxYsMD5YQQ9t7dq1ws7OTnzzzTfi1KlTYsyYMcLZ2VmkpaVZOjSz6dWrl1ixYoU4efKkOHbsmHjyySeFr6+vyMvLk+qMGzdO+Pj4iNjYWBEXFye6dOkiIiIipPLS0lLRpk0bERUVJY4ePSp++eUX4e7uLmbNmmWJj2Ryhw4dEv7+/qJdu3Zi8uTJ0v6G2i6ZmZnCz89PjBo1Shw8eFBcvHhR/Pbbb+LChQtSnejoaKFWq8WmTZtEQkKC6N+/vwgICBAFBQVSnd69e4v27duLAwcOiD179ojAwEAxZMgQS3wkk5g7d65wc3MTW7duFZcuXRIbNmwQSqVSfPLJJ1KdhtIuv/zyi3j77bfFxo0bBQDx008/6ZWboh2ys7OFRqMRQ4cOFSdPnhTff/+9sLe3F19++aVRsTJ5mkDnzp3FhAkTpG2tViu8vb3F/PnzLRhVzUpPTxcAxK5du4QQQmRlZQlbW1uxYcMGqc7p06cFALF//34hRNl/FCsrK5GamirV+eKLL4RKpRJFRUU1+wFMLDc3VzRv3lzExMSIRx99VEqeDbld3nzzTdG1a9dKy3U6nfD09BT//Oc/pX1ZWVlCLpeL77//XgghRGJiogAgDh8+LNX59ddfhUwmE9euXTNf8GbUt29f8fLLL+vte+6558TQoUOFEA23Xe5PnqZqh88//1y4uLjo/V968803RcuWLY2Kj7dtH1JxcTHi4+MRFRUl7bOyskJUVBT2799vwchqVnZ2NgDA1dUVABAfH4+SkhK9dgkKCoKvr6/ULvv370fbtm2h0WikOr169UJOTg5OnTpVg9Gb3oQJE9C3b1+9zw807HbZvHkzQkND8cILL8DDwwMhISFYvny5VH7p0iWkpqbqtY1arUZYWJhe2zg7OyM0NFSqExUVBSsrKxw8eLDmPowJRUREIDY2FufOnQMAJCQkYO/evejTpw+Ahtsu9zNVO+zfvx/dunWDnZ2dVKdXr144e/Ysbt26ZXA8nBj+Id28eRNarVbviw4ANBoNzpw5Y6GoapZOp8OUKVMQGRmJNm3aAABSU1NhZ2cHZ2dnvboajQapqalSnYra7U5ZXbV27VocOXIEhw8fLlfWkNvl4sWL+OKLLzBt2jS89dZbOHz4MF5//XXY2dlh5MiR0mer6LPf2zYeHh565TY2NnB1da2zbTNz5kzk5OQgKCgI1tbW0Gq1mDt3LoYOHQoADbZd7meqdkhNTUVAQEC5c9wpc3FxMSgeJk96aBMmTMDJkyexd+9eS4diccnJyZg8eTJiYmKgUCgsHU6totPpEBoainnz5gEAQkJCcPLkSSxduhQjR460cHSWs379eqxevRpr1qxB69atcezYMUyZMgXe3t4Nul1qO962fUju7u6wtrYu11syLS0Nnp6eFoqq5kycOBFbt27FH3/8obesm6enJ4qLi5GVlaVX/9528fT0rLDd7pTVRfHx8UhPT0fHjh1hY2MDGxsb7Nq1C4sXL4aNjQ00Gk2DbBcA8PLyQnBwsN6+Vq1aISkpCcDdz1bV/yVPT0+kp6frlZeWliIzM7POts306dMxc+ZMDB48GG3btsXw4cMxdepUzJ8/H0DDbZf7maodTPX/i8nzIdnZ2aFTp06IjY2V9ul0OsTGxiI8PNyCkZmXEAITJ07ETz/9hJ07d5a7DdKpUyfY2trqtcvZs2eRlJQktUt4eDhOnDih98seExMDlUpV7ku2rujRowdOnDiBY8eOSa/Q0FAMHTpU+rkhtgsAREZGlhvOdO7cOfj5+QEAAgIC4Onpqdc2OTk5OHjwoF7bZGVlIT4+Xqqzc+dO6HQ6hIWF1cCnML38/PxyCy9bW1tDp9MBaLjtcj9TtUN4eDh2796NkpISqU5MTAxatmxp8C1bAByqYgpr164VcrlcrFy5UiQmJoqxY8cKZ2dnvd6S9c348eOFWq0Wf/75p0hJSZFe+fn5Up1x48YJX19fsXPnThEXFyfCw8NFeHi4VH5nSMYTTzwhjh07JrZv3y4aNWpU54dk3O/e3rZCNNx2OXTokLCxsRFz584V58+fF6tXrxYODg7iu+++k+pER0cLZ2dn8fPPP4vjx4+Lp59+usKhCCEhIeLgwYNi7969onnz5nVuSMa9Ro4cKRo3biwNVdm4caNwd3cXM2bMkOo0lHbJzc0VR48eFUePHhUAxMKFC8XRo0fFlStXhBCmaYesrCyh0WjE8OHDxcmTJ8XatWuFg4MDh6pYyqeffip8fX2FnZ2d6Ny5szhw4IClQzIrABW+VqxYIdUpKCgQr732mnBxcREODg7i2WefFSkpKXrnuXz5sujTp4+wt7cX7u7u4o033hAlJSU1/GnM6/7k2ZDbZcuWLaJNmzZCLpeLoKAgsWzZMr1ynU4nZs+eLTQajZDL5aJHjx7i7NmzenUyMjLEkCFDhFKpFCqVSrz00ksiNze3Jj+GSeXk5IjJkycLX19foVAoRNOmTcXbb7+tN5SiobTLH3/8UeH3ysiRI4UQpmuHhIQE0bVrVyGXy0Xjxo1FdHS00bFySTIiIiIj8ZknERGRkZg8iYiIjMTkSUREZCQmTyIiIiMxeRIRERmJyZOIiMhITJ5ERERGYvIkIiIyEpMnUS1248YNjB8/Hr6+vpDL5fD09ESvXr3w119/obi4GO7u7oiOjq7w2A8//BAajQYlJSVYuXJluWXQjCGTybBp06ZqH09U3zB5EtViAwYMwNGjR7Fq1SqcO3cOmzdvxmOPPYaMjAzY2dlh2LBhWLFiRbnjhBBYuXIlRowYAVtbWwtETlTPVW8GQiIyt1u3bgkA4s8//6y0zvHjxwUAsWfPHr39d+YIPX36tBBCiBUrVgi1Wl3peYqKisSECROEp6enkMvlwtfXV8ybN08IIYSfn5/ePKN+fn7ScZs2bRIhISFCLpeLgIAA8d577+nNwQtAfP7556J3795CoVCIgIAAsWHDhmq0BlHtwitPolpKqVRCqVRi06ZNKCoqqrBO27Zt8cgjj+Cbb77R279ixQpEREQgKCjIoPdavHgxNm/ejPXr1+Ps2bNYvXo1/P39AQCHDx+WzpmSkiJt79mzByNGjMDkyZORmJiIL7/8EitXrsTcuXP1zj179mwMGDAACQkJGDp0KAYPHozTp08b0xREtY+lszcRVe6HH34QLi4uQqFQiIiICDFr1iyRkJCgV2fp0qVCqVRKK0fk5OQIBwcH8dVXX0l1HnTlOWnSJPH4448LnU5XYTkA8dNPP+nt69Gjh3R1ese3334rvLy89I4bN26cXp2wsDAxfvz4SmMhqgt45UlUiw0YMADXr1/H5s2b0bt3b/z555/o2LEjVq5cKdUZMmQItFot1q9fDwBYt24drKysMGjQIIPfZ9SoUTh27BhatmyJ119/HTt27HjgMQkJCfjggw+kK2SlUokxY8YgJSUF+fn5Ur37F4UPDw/nlSfVeUyeRLWcQqFAz549MXv2bOzbtw+jRo3Cu+++K5WrVCo8//zzUsehFStWYODAgVAqlQa/R8eOHXHp0iV8+OGHKCgowMCBA/H8889XeUxeXh7ef/99HDt2THqdOHEC58+fh0KhqN6HJaojmDyJ6pjg4GDcvn1bb9/o0aOxd+9ebN26Ffv27cPo0aONPq9KpcKgQYOwfPlyrFu3Dj/++CMyMzMBALa2ttBqtXr1O3bsiLNnzyIwMLDcy8rq7lfLgQMH9I47cOAAWrVqZXR8RLWJjaUDIKKKZWRk4IUXXsDLL7+Mdu3awcnJCXFxcViwYAGefvppvbrdunVDYGAgRowYgaCgIERERBj1XgsXLoSXlxdCQkJgZWWFDRs2wNPTUxob6u/vj9jYWERGRkIul8PFxQVz5sxBv3794Ovri+effx5WVlZISEjAyZMn8dFHH0nn3rBhA0JDQ9G1a1esXr0ahw4dwtdff/3Q7UNkUZZ+6EpEFSssLBQzZ84UHTt2FGq1Wjg4OIiWLVuKd955R+Tn55erP2/ePAFALFiwoFzZgzoMLVu2THTo0EE4OjoKlUolevToIY4cOSKVb968WQQGBgobGxu9oSrbt28XERERwt7eXqhUKtG5c2exbNkyqRyAWLJkiejZs6eQy+XC399frFu3rnoNQlSLyIQQwtIJnIjqJ5lMhp9++gnPPPOMpUMhMik+8yQiIjISkycREZGR2GGIiMyGT4WovuKVJxERkZGYPImIiIzE5ElERGQkJk8iIiIjMXkSEREZicmTiIjISEyeRERERmLyJCIiMhKTJxERkZH+H3wEqo6CS+p3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%time\n", "pyro.clear_param_store()\n", "mvn_guide = pyro.infer.autoguide.AutoMultivariateNormal(model)\n", "svi = pyro.infer.SVI(model, \n", " mvn_guide, \n", " pyro.optim.Adam({\"lr\": 0.02}), \n", " pyro.infer.Trace_ELBO())\n", "\n", "losses = []\n", "for step in range(1000 if not smoke_test else 2):\n", " loss = svi.step(is_cont_africa, ruggedness, log_gdp)\n", " losses.append(loss)\n", " if step % 100 == 0:\n", " logging.info(\"Elbo loss: {}\".format(loss))\n", "\n", "plt.figure(figsize=(5, 2))\n", "plt.plot(losses)\n", "plt.xlabel(\"SVI step\")\n", "plt.ylabel(\"ELBO loss\")\n", " \n", "with pyro.plate(\"samples\", 800, dim=-1):\n", " mvn_samples = mvn_guide(is_cont_africa, ruggedness)\n", "\n", "mvn_gamma_within_africa = mvn_samples[\"bR\"] + mvn_samples[\"bAR\"]\n", "mvn_gamma_outside_africa = mvn_samples[\"bR\"]\n", "\n", "# Interface note: reuse guide samples for prediction by passing them to Predictive\n", "# via the posterior_samples keyword argument instead of passing the guide as above\n", "assert \"obs\" not in mvn_samples\n", "mvn_predictive = pyro.infer.Predictive(model, posterior_samples=mvn_samples)\n", "mvn_predictive_samples = mvn_predictive(is_cont_africa, ruggedness, log_gdp=None)\n", "\n", "mvn_gdp = mvn_predictive_samples[\"obs\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "MpNtoWaLqHwv" }, "source": [ "Now let's compare the posterior computed by the previous `AutoDiagonalNormal` guide vs the `AutoMultivariateNormal` guide. We will visually overlay cross-sections of the posterior distribution (joint distributions of pairs of regression coefficients)." ] }, { "cell_type": "markdown", "metadata": { "id": "MpNtoWaLqHwv" }, "source": [ "Note that the multivariate normal approximation is more dispersed than the mean-field approximation, and is able to model correlations between coefficients in the posterior." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "id": "uXwf6KLRqHwv" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "svi_samples = {k: v.detach().cpu().numpy() for k, v in samples.items()}\n", "svi_mvn_samples = {k: v.detach().cpu().numpy() for k, v in mvn_samples.items()}\n", "\n", "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n", "fig.suptitle(\"Cross-sections of the Posterior Distribution\", fontsize=16)\n", "sns.kdeplot(x=svi_samples[\"bA\"], y=svi_samples[\"bR\"], ax=axs[0], bw_adjust=4 )\n", "sns.kdeplot(x=svi_mvn_samples[\"bA\"], y=svi_mvn_samples[\"bR\"], ax=axs[0], shade=True, bw_adjust=4)\n", "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.8, -0.9), ylim=(-0.6, 0.2))\n", "\n", "sns.kdeplot(x=svi_samples[\"bR\"], y=svi_samples[\"bAR\"], ax=axs[1],bw_adjust=4 )\n", "sns.kdeplot(x=svi_mvn_samples[\"bR\"], y=svi_mvn_samples[\"bAR\"], ax=axs[1], shade=True, bw_adjust=4)\n", "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.55, 0.2), ylim=(-0.15, 0.85))\n", "\n", "\n", "for label, color in zip([\"SVI (Diagonal Normal)\", \"SVI (Multivariate Normal)\"], sns.color_palette()[:2]):\n", " plt.plot([], [],\n", " label=label, color=color)\n", " \n", "fig.legend(loc='upper right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the implications of this by repeating our visualization of the ruggedness-GDP coefficient distribution for countries inside and outside Africa. The posterior uncertainty over each of the two coefficients is now roughly the same, in line with what eyeballing the data would suggest." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n", "fig.suptitle(\"Density of Slope : log(GDP) vs. Terrain Ruggedness\");\n", "\n", "sns.histplot(gamma_within_africa.detach().cpu().numpy(), ax=axs[0], kde=True, stat=\"density\", label=\"African nations\")\n", "sns.histplot(gamma_outside_africa.detach().cpu().numpy(), ax=axs[0], kde=True, stat=\"density\", color=\"orange\", label=\"Non-African nations\")\n", "axs[0].set(title=\"Mean field\", xlabel=\"Slope of regression line\", xlim=(-0.6, 0.6), ylim=(0, 11))\n", "\n", "sns.histplot(mvn_gamma_within_africa.detach().cpu().numpy(), ax=axs[1], kde=True, stat=\"density\", label=\"African nations\")\n", "sns.histplot(mvn_gamma_outside_africa.detach().cpu().numpy(), ax=axs[1], kde=True, stat=\"density\", color=\"orange\", label=\"Non-African nations\")\n", "axs[1].set(title=\"Full rank\", xlabel=\"Slope of regression line\", xlim=(-0.6, 0.6), ylim=(0, 11))\n", "\n", "handles, labels = axs[1].get_legend_handles_labels()\n", "fig.legend(handles, labels, loc='upper right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We visualize the 90% credible interval of the posterior predictive distribution for non-African countries under both approximations, verifying that our coverage of the observed data has improved somewhat:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mvn_predictions = pd.DataFrame({\n", " \"cont_africa\": is_cont_africa,\n", " \"rugged\": ruggedness,\n", " \"y_mean\": mvn_gdp.mean(dim=0).detach().cpu().numpy(),\n", " \"y_perc_5\": mvn_gdp.kthvalue(int(len(mvn_gdp) * 0.05), dim=0)[0].detach().cpu().numpy(),\n", " \"y_perc_95\": mvn_gdp.kthvalue(int(len(mvn_gdp) * 0.95), dim=0)[0].detach().cpu().numpy(),\n", " \"true_gdp\": log_gdp,\n", "})\n", "mvn_non_african_nations = mvn_predictions[mvn_predictions[\"cont_africa\"] == 0].sort_values(by=[\"rugged\"])\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6), sharey=True)\n", "fig.suptitle(\"Posterior predictive distribution with 90% CI\", fontsize=16)\n", "\n", "ax[0].plot(non_african_nations[\"rugged\"], non_african_nations[\"y_mean\"])\n", "ax[0].fill_between(non_african_nations[\"rugged\"], non_african_nations[\"y_perc_5\"], non_african_nations[\"y_perc_95\"], alpha=0.5)\n", "ax[0].plot(non_african_nations[\"rugged\"], non_african_nations[\"true_gdp\"], \"o\")\n", "ax[0].set(xlabel=\"Terrain Ruggedness Index\", ylabel=\"log GDP (2000)\", title=\"Non African Nations: Mean-field\")\n", "\n", "ax[1].plot(mvn_non_african_nations[\"rugged\"], mvn_non_african_nations[\"y_mean\"])\n", "ax[1].fill_between(mvn_non_african_nations[\"rugged\"], mvn_non_african_nations[\"y_perc_5\"], mvn_non_african_nations[\"y_perc_95\"], alpha=0.5)\n", "ax[1].plot(mvn_non_african_nations[\"rugged\"], mvn_non_african_nations[\"true_gdp\"], \"o\")\n", "ax[1].set(xlabel=\"Terrain Ruggedness Index\", ylabel=\"log GDP (2000)\", title=\"Non-African Nations: Full rank\");" ] }, { "cell_type": "markdown", "metadata": { "id": "532ogNlsqHw9" }, "source": [ "## Next steps\n", "\n", "If you made it this far, you’re ready to get started using Pyro! Follow [the instructions on the front page to install Pyro](http://pyro.ai/#install) and check out [the rest of our examples and tutorials](https://pyro.ai/examples/index.html), especially the [Practical Pyro and PyTorch](http://pyro.ai/examples/#practical-pyro-and-pytorch) tutorial series, which includes [a version of the same Bayesian regression analysis in this tutorial](http://pyro.ai/examples/bayesian_regression.html) written using a more [PyTorch-native modeling API](http://pyro.ai/examples/modules.html).\n", "\n", "For more background on the mathematics of variational inference in Pyro, check out our SVI tutorial series, starting with [Part 1](http://pyro.ai/examples/svi_part_i.html). If you’re new to PyTorch or deep learning, you may also benefit from reading the official introduction [“Deep Learning with PyTorch.”](https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html)\n", "\n", "Most users who reach this point will also find our [guide to tensor shapes in Pyro](http://pyro.ai/examples/tensor_shapes.html) essential reading. Pyro makes extensive use of the behavior of [“array broadcasting”](https://numpy.org/doc/stable/user/basics.broadcasting.html) baked into PyTorch and other array libraries to parallelize models and inference algorithms, and while it can be difficult to understand this behavior initially, applying the intuition and rules of thumb there will go a long way toward making your experience smooth and avoiding nasty shape errors." ] } ], "metadata": { "anaconda-cloud": {}, "colab": { "name": "mia_intro.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 1 }